lab 1 and 2
authorNils Forssén <nilfo359@student.liu.se>
Mon, 18 Nov 2024 15:55:42 +0000 (16:55 +0100)
committerNils Forssén <nilfo359@student.liu.se>
Mon, 18 Nov 2024 15:55:42 +0000 (16:55 +0100)
lab1.ipynb [new file with mode: 0644]
lab2.ipynb [new file with mode: 0644]

diff --git a/lab1.ipynb b/lab1.ipynb
new file mode 100644 (file)
index 0000000..7131bf4
--- /dev/null
@@ -0,0 +1,387 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import scipy as stats\n",
+    "from scipy.fftpack import fft, rfft, irfft, fftfreq, rfftfreq\n",
+    "import scipy.signal\n",
+    "from scipy.stats import norm, expon"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "('Nils', 'Jon', 1, 2)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# tuples\n",
+    "names = (\"Nils\", \"Jon\")\n",
+    "age = (1, 2)\n",
+    "print(names + age)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{1, 2, 3, 4, 5, 6}\n"
+     ]
+    }
+   ],
+   "source": [
+    "# sets\n",
+    "values = {1, 2, 3}\n",
+    "values2 = {4, 5, 6}\n",
+    "values = values | {1}\n",
+    "print(values.union(values2))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0\n",
+      "1\n",
+      "2\n",
+      "3\n",
+      "5\n",
+      "7\n",
+      "11\n",
+      "13\n",
+      "17\n",
+      "19\n",
+      "23\n",
+      "29\n",
+      "31\n",
+      "37\n",
+      "41\n",
+      "43\n",
+      "47\n"
+     ]
+    }
+   ],
+   "source": [
+    "# primes\n",
+    "for i in range(51):\n",
+    "    prime = 1\n",
+    "    for j in range(2, i):\n",
+    "        if i % j == 0:\n",
+    "            prime = 0\n",
+    "    \n",
+    "    if prime: \n",
+    "        print(i)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[1 3]\n",
+      " [2 4]]\n",
+      "[[1 4]\n",
+      " [2 3]]\n",
+      "[[ 9  8]\n",
+      " [19 18]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Matrices\n",
+    "m1 = np.array([\n",
+    "    [1, 2],\n",
+    "    [3, 4]\n",
+    "])\n",
+    "\n",
+    "m2 = np.array([\n",
+    "    [1, 2],\n",
+    "    [4, 3]\n",
+    "])\n",
+    "\n",
+    "print(m1.transpose())\n",
+    "print(m2.transpose())\n",
+    "\n",
+    "def mult(m_1, m_2):\n",
+    "    return m1@m2\n",
+    "\n",
+    "print(mult(m1, m2))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "f1 = 1\n",
+    "f2 = 3\n",
+    "T = 1 / f2\n",
+    "t = np.linspace(0, 6*T, 1000)\n",
+    "\n",
+    "s1 = 0.7 * np.cos(2 * np.pi * f1 * t)\n",
+    "s2 = np.cos(2 * np.pi * f2 * t)\n",
+    "\n",
+    "plt.plot(t, s1)\n",
+    "plt.plot(t, s2)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# periodic signals\n",
+    "s = np.sin(2 * np.pi * 0.5 * t) + np.sin(2 * np.pi * 5 * t) + np.sin(2 * np.pi * 10 * t)\n",
+    "\n",
+    "plt.plot(t, s)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAABW4AAAJOCAYAAAAnP56mAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3xT9f7H8VeS7t3SQmmBAmXvjWxUBAcKKiouluIeiOOqv+tAvXr1ugFFFHAv3BsQQWUP2XuUDaWltKV75Pv7I7RSKVCg7Una9/Px6KPJycnJO+ekzTeffM/3azPGGERERERERERERETEbditDiAiIiIiIiIiIiIiJalwKyIiIiIiIiIiIuJmVLgVERERERERERERcTMq3IqIiIiIiIiIiIi4GRVuRURERERERERERNyMCrciIiIiIiIiIiIibkaFWxERERERERERERE3o8KtiIiIiIiIiIiIiJtR4VZERERERERERETEzahwKyLlymaz8eSTT1odw+3Vr1+fESNGWB0DgB07dmCz2Xj33XetjuLR3n33XWw2Gzt27LA6Sql0nEVERCrGk08+ic1mszpGsbK+58+dOxebzcbcuXMrJZdULSNGjKB+/fpWxxCp8lS4FXFD27Zt49Zbb6Vhw4b4+fkREhJCjx49eO2118jOzrY6noiIiIiISLWQlZXFk08+WS0L3Pv27ePJJ59k5cqVVkcRqba8rA4gIiX9+OOPXHXVVfj6+jJs2DBatWpFXl4e8+bN48EHH2TdunVMnjzZ6phyljZt2oTdru/ORERERMQavXv3Jjs7Gx8fH6ujuLWsrCzGjRsHQN++fa0NU8n27dvHuHHjqF+/Pu3atStx29tvv43T6bQmmEg1osKtiBtJSEhg6NChxMXF8dtvv1G7du3i2+688062bt3Kjz/+aGFCKS++vr5WRxARERGpVjIzMwkMDLQ6htuw2+34+flZHcNtOZ1O8vLyrI5R4c7078Lb27sC0ojIP6m7l4gbeeGFF8jIyGDKlCklirZFGjVqxL333lt8vaCggKeffpr4+Hh8fX2pX78+jz76KLm5uSXuV79+fQYOHMjcuXPp1KkT/v7+tG7duvh0n6+++orWrVvj5+dHx44dWbFiRYn7jxgxgqCgILZv386AAQMIDAwkJiaGp556CmPMKZ/X3r17GTVqFLVq1cLX15eWLVsyderU4tuzs7Np1qwZzZo1KzEUREpKCrVr16Z79+4UFhae9DFSU1MZM2YMdevWxdfXl0aNGvH8888XfwtsjOHcc88lKiqKgwcPFt8vLy+P1q1bEx8fT2ZmJvD3OGUbN27k6quvJiQkhBo1anDvvfeSk5Nzyue7ZcsWrrzySqKjo/Hz86NOnToMHTqUtLS04nVKG+N29erV9OnTB39/f+rUqcMzzzzDtGnTjhs3teh4zps3jy5duuDn50fDhg15//33S2wvJSWFBx54gNatWxMUFERISAgXXXQRq1atOuVzOJHt27dz1VVXERERQUBAAOecc85xXyYUjZf2+eef85///Ic6derg5+fH+eefz9atW8v0OHv37uWmm24iJiYGX19fGjRowO23316i8Xy6WcaNG0dsbCzBwcEMGTKEtLQ0cnNzGTNmDDVr1iQoKIiRI0ce9/djs9m46667+Oijj2jatGnx38kff/xRpufy888/06tXLwIDAwkODuaSSy5h3bp1xbf/9ttv2O12Hn/88RL3+/jjj7HZbLz55psn3X7fvn1p1aoVy5cvp3v37vj7+9OgQQMmTZp0ymyrV69mxIgRxcOyREdHM2rUKA4dOlRivaK/ia1btzJixAjCwsIIDQ1l5MiRZGVlHbfdDz/8kI4dO+Lv709ERARDhw5l9+7dp8wjIiJSXoreu9avX891111HeHg4PXv2LL69LO9Vf/75J1dddRX16tXD19eXunXrct99953x0GVl3V5R23vv3r0MHjyYoKAgoqKieOCBB45rE6empjJixAhCQ0MJCwtj+PDhpKamlilPaWPcFrUritqlAQEBNGrUiC+++AKA33//na5du+Lv70/Tpk359ddfS2xz586d3HHHHTRt2hR/f39q1KjBVVddVeocAGVt+5bmdD6fvPjii3Tv3p0aNWrg7+9Px44di5/PsY5t87Vs2RJfX18mTZpEVFQUAOPGjcNms5WY0+PAgQOMHDmSOnXq4OvrS+3atRk0aFCZ5jz47bffituIYWFhDBo0iA0bNhTf/sUXX2Cz2fj999+Pu+9bb72FzWZj7dq1xcs2btzIkCFDiIiIwM/Pj06dOvHdd9+VuF/RnAy///47d9xxBzVr1qROnTql5ps7dy6dO3cGYOTIkcXPvWjs5H+OcVs0tvKLL77IxIkTadiwIQEBAfTv35/du3djjOHpp5+mTp06+Pv7M2jQIFJSUo573FO1nUWqHSMibiM2NtY0bNiwzOsPHz7cAGbIkCFm4sSJZtiwYQYwgwcPLrFeXFycadq0qaldu7Z58sknzSuvvGJiY2NNUFCQ+fDDD029evXMf//7X/Pf//7XhIaGmkaNGpnCwsISj+Pn52caN25sbrzxRjNhwgQzcOBAA5jHHnusxGMB5oknnii+fuDAAVOnTh1Tt25d89RTT5k333zTXHbZZQYwr7zySvF6ixYtMg6Hw9x3333Fy4YOHWr8/f3Npk2bTrofMjMzTZs2bUyNGjXMo48+aiZNmmSGDRtmbDabuffee4vX2759uwkKCjKXX3558bKHH37Y2Gw28/vvvxcve+KJJwxgWrdubS699FIzYcIEc8MNNxjA3HjjjSfNkpubaxo0aGBiYmLMM888Y9555x0zbtw407lzZ7Njx44Sx2T48OHF1/fs2WMiIiJMjRo1zLhx48yLL75omjVrZtq2bWsAk5CQUOK+TZs2NbVq1TKPPvqomTBhgunQoYOx2Wxm7dq1xestXbrUxMfHm4cffti89dZb5qmnnjKxsbEmNDTU7N27t3i9hIQEA5hp06ad9LkdOHDA1KpVywQHB5v/+7//My+//LJp27atsdvt5quvvipeb86cOQYw7du3Nx07djSvvPKKefLJJ01AQIDp0qXLSR/DGGP27t1rYmJiTEBAgBkzZoyZNGmSeeyxx0zz5s3N4cOHzyhLu3btTLdu3czrr79u7rnnHmOz2czQoUPNddddZy666CIzceJEc+ONNxrAjBs3rkQewLRq1cpERkaap556yjz//PMmLi7O+Pv7mzVr1hSvN23atOOO1fvvv29sNpu58MILzfjx483zzz9v6tevb8LCwkqsd+eddxovLy+zfPlyY4wx+/btMxEREaZfv37G6XSedH/16dPHxMTEmJo1a5q77rrLvP7666Znz54GMFOmTCler7Tj/OKLL5pevXqZp556ykyePNnce++9xt/f33Tp0qXE4xb9TbRv395cccUV5o033jA333yzAcxDDz1UIs8zzzxjbDabueaaa8wbb7xhxo0bZyIjI039+vWLj5+IiEhFK3rvatGihRk0aJB54403zMSJE40xZX+vuvvuu83FF19snn32WfPWW2+Zm266yTgcDjNkyJBSH+tUyrq9orZ3y5YtzahRo8ybb75prrzySgOYN954o3g9p9Npevfubex2u7njjjvM+PHjzXnnnWfatGlTprZdUTtpzpw5xcuK2hV169Y1Dz74oBk/frxp0aKFcTgc5tNPPzXR0dHmySefNK+++mpxuzI9Pb34/tOnTzdt27Y1jz/+uJk8ebJ59NFHTXh4uImLizOZmZnF651O27c0p/P5pE6dOuaOO+4wEyZMMC+//LLp0qWLAcwPP/xQYj3ANG/e3ERFRZlx48aZiRMnmnnz5pk333zTAObyyy83H3zwgfnggw/MqlWrjDHGdO/e3YSGhpp///vf5p133jHPPvusOffcc0t8tijNrFmzjJeXl2nSpIl54YUXil+D4eHhxc89KyvLBAUFmTvuuOO4+5977rmmZcuWxdfXrl1rQkNDTYsWLczzzz9vJkyYYHr37m1sNluJtnFRe7VFixamT58+Zvz48ea///1vqRkPHDhgnnrqKQOYW265pfi5b9u2rfgYxMXFFa9f1NZs166dadGihXn55ZfNv//9b+Pj42POOecc8+ijj5ru3buXaI+PHDmyxGOWte0sUp2ocCviJtLS0gxgBg0aVKb1V65caQBz8803l1j+wAMPGMD89ttvxcvi4uIMYBYsWFC8bMaMGQYw/v7+ZufOncXL33rrreMacEUF4rvvvrt4mdPpNJdcconx8fExSUlJxcv/Wbi96aabTO3atU1ycnKJnEOHDjWhoaEmKyureNkjjzxi7Ha7+eOPP8z06dMNYF599dVT7ounn37aBAYGms2bN5dY/vDDDxuHw2F27dp13PP78MMPi4vFY8aMKXG/osb3ZZddVmL5HXfcYYDihlppVqxYYQAzffr0k2b+Z+H27rvvNjabzaxYsaJ42aFDh0xERESphVvA/PHHH8XLDh48aHx9fc39999fvCwnJ6dEAd4YV4PK19fXPPXUUyWWlaVxP2bMGAOYP//8s3jZkSNHTIMGDUz9+vWLH6voQ0Dz5s1Nbm5u8bqvvfaaAUoUO0szbNgwY7fbzdKlS4+7raiYeLpZWrVqZfLy8orXvfbaa43NZjMXXXRRie1369atRAPUGNdrGjDLli0rXrZz507j5+dX4kuAfxZujxw5YsLCwszo0aNLbO/AgQMmNDS0xPLMzEzTqFEj07JlS5OTk2MuueQSExISUuJv80T69OljAPPSSy8VL8vNzTXt2rUzNWvWLH7epR3nY//+inzyySfHvb6K/iZGjRpVYt3LL7/c1KhRo/j6jh07jMPhMP/5z39KrLdmzRrj5eV13HIREZGKUvTede2115ZYfjrvVaW9Tz733HPGZrOVeI8ua+G2rNsransf214zxhR/KV7km2++MYB54YUXipcVFBSYXr16nVXhFjAff/xx8bKNGzcawNjtdrNo0aLi5UWfJ07Vtli4cKEBzPvvv1+87HTavqU5nc8n/8yUl5dnWrVqZc4777wSy4ue47p160osT0pKOu4zjjHGHD582ADmf//730mzlqaonXbo0KHiZatWrTJ2u90MGzaseNm1115ratasaQoKCoqX7d+/39jt9hKvj/PPP9+0bt3a5OTkFC9zOp2me/fupnHjxsXLitqrPXv2LLHNE1m6dOkJX0snKtxGRUWZ1NTU4uWPPPKIAUzbtm1Nfn5+iefm4+NTnPl02s4i1YmGShBxE+np6QAEBweXaf2ffvoJgLFjx5ZYfv/99wMcd8p4ixYt6NatW/H1rl27AnDeeedRr16945Zv3779uMe86667ii8XnUqUl5d33ClSRYwxfPnll1x66aUYY0hOTi7+GTBgAGlpafz111/F6z/55JO0bNmS4cOHc8cdd9CnTx/uueeeU+6L6dOn06tXL8LDw0s8Rr9+/SgsLCxxSvstt9zCgAEDuPvuu7nxxhuJj4/n2WefLXW7d955Z4nrd999N/D3vi9NaGgoADNmzCj1FPIT+eWXX+jWrVuJQf8jIiK4/vrrS12/RYsW9OrVq/h6VFQUTZs2LXHcfH19iydAKyws5NChQwQFBdG0adMS+72sfvrpJ7p06VLiNMOgoCBuueUWduzYwfr160usP3LkyBKTXRTlLe21VcTpdPLNN99w6aWX0qlTp+Nut9lsZ5Rl2LBhJcbh6tq1K8YYRo0aVWK9rl27snv3bgoKCkos79atGx07diy+Xq9ePQYNGsSMGTNOOIzHrFmzSE1N5dprry3xunQ4HHTt2pU5c+YUrxsQEMC7777Lhg0b6N27Nz/++COvvPJKib/Nk/Hy8uLWW28tvu7j48Ott97KwYMHWb58+Qnv5+/vX3w5JyeH5ORkzjnnHIBSXyO33XZbieu9evXi0KFDxf+/vvrqK5xOJ1dffXWJ5xwdHU3jxo1LPGcREZHK8M/3rtN5rzr2fTIzM5Pk5GS6d++OMea4ocXK4nS3V9r77rHtqJ9++gkvLy9uv/324mUOh6O4zXqmgoKCGDp0aPH1pk2bEhYWRvPmzYs/K0DpnxuOfY75+fkcOnSIRo0aERYWVqJtcbpt3xMpy+eTYzMdPnyYtLQ0evXqVWpbp0+fPrRo0aJMj+3v74+Pjw9z587l8OHDZc68f/9+Vq5cyYgRI4iIiChe3qZNGy644IISnzWuueYaDh48WGI4iy+++AKn08k111wDuIZH++2337j66qs5cuRI8Wv60KFDDBgwgC1btrB3794SGUaPHo3D4Shz5tNx1VVXFX8mgr9fJzfccANeXl4llufl5RVnO522s0h1osnJRNxESEgIAEeOHCnT+jt37sRut9OoUaMSy6OjowkLC2Pnzp0llv+zAFT0Zlq3bt1Sl/+z8WG322nYsGGJZU2aNAE44RhOSUlJpKamMnnyZCZPnlzqOseON+vj48PUqVPp3Lkzfn5+xWNcncqWLVtYvXp18fhTJ3sMgClTphAfH8+WLVtYsGBBicbcsRo3blzienx8PHa7/aRjVjVo0ICxY8fy8ssv89FHH9GrVy8uu+wybrjhhhINmH/auXNnicJ6kX8e3yKlFfTCw8NLHDen08lrr73GG2+8QUJCQokCY40aNU6Y5WQZj22sF2nevHnx7a1atTphxvDwcOD419axkpKSSE9PL7Gdishyste/0+kkLS2txD7652sBXK//rKwskpKSiI6OPu72LVu2AK4vR0pT9DdfpEePHtx+++1MnDiRAQMGHFdUPpmYmJjjJpU49u+zqBj7TykpKYwbN45PP/30uL+TY8dkLnKyYxoSEsKWLVswxpS6v0CTWIiISOVr0KBBieun8161a9cuHn/8cb777rvj2i+lvU+eyulsz8/P77i27T/bejt37qR27doEBQWVWK9p06anne1YderUOa4NHhoaWqbPDdnZ2Tz33HNMmzaNvXv3lhhv9tjneLpt39KU9fPJDz/8wDPPPMPKlStLzGVQ2ueMf75eTsbX15fnn3+e+++/n1q1anHOOecwcOBAhg0bVmrbsEjR57TSjlPz5s2ZMWNG8YRhF154IaGhoXz22Wecf/75AHz22We0a9eu+Llu3boVYwyPPfYYjz32WKmPefDgQWJjY8/oeZ6uM/3cebptZ5HqQoVbETcREhJCTExMiQHmy6IshU3ghN+onmj5sY2sM1U0MdgNN9zA8OHDS12nTZs2Ja7PmDEDcPX+27JlS5kaFU6nkwsuuICHHnqo1NuLGjVF5s6dW9xoW7NmTamNxtKUdV+/9NJLjBgxgm+//ZaZM2dyzz338Nxzz7Fo0aITDv5/uspy3J599lkee+wxRo0axdNPP01ERAR2u50xY8YUH5uKVJGvrdNl5ev/gw8+KLXxfmyPA4Dc3Nzi3hTbtm0jKyuLgICAs85xMldffTULFizgwQcfpF27dgQFBeF0OrnwwgtLfY2can85nU5sNhs///xzqev+84OliIhIRfvnF/Rlfa8qLCzkggsuICUlhX/96180a9aMwMBA9u7dy4gRI067LXW626uo3pBlcTbtprvvvptp06YxZswYunXrRmhoKDabjaFDh1ZK+/Of/vzzTy677DJ69+7NG2+8Qe3atfH29mbatGl8/PHHx61/og4dJzJmzBguvfRSvvnmG2bMmMFjjz3Gc889x2+//Ub79u3POr+vry+DBw/m66+/5o033iAxMZH58+eXOGOwaL8+8MADDBgwoNTt/LMgfrrP83Sc6evndNvOItWFXvkibmTgwIFMnjyZhQsXnrKYGBcXh9PpZMuWLcW9DAESExNJTU0lLi6uXLM5nU62b99eogi6efNmgBKziR4rKiqK4OBgCgsL6dev3ykfY/Xq1Tz11FOMHDmSlStXcvPNN7NmzZqT9lQFV0/YjIyMMj3G/v37ufvuu+nfvz8+Pj7FDZzS9tc/C8dbt27F6XSe8Pkeq3Xr1rRu3Zp///vfLFiwgB49ejBp0iSeeeaZUtePi4tj69atxy0vbVlZffHFF5x77rlMmTKlxPLU1FQiIyNPe3txcXFs2rTpuOUbN24svv1sRUVFERIScsovMCojy7GKegAca/PmzQQEBJywp3d8fDwANWvWLNNr84knnmDDhg28+OKL/Otf/+Lhhx/m9ddfL1O+ffv2FffMODYfnPjv8/Dhw8yePZtx48bx+OOPFy8v7bmWVXx8PMYYGjRocNwXJiIiIu6grO9Va9asYfPmzbz33nsMGzasePmsWbPO6HHLe3vgau/Mnj2bjIyMEl+OltZGqixffPEFw4cP56WXXipelpOTQ2pqaon1yqPtW5bPJ19++SV+fn7MmDEDX1/f4vWmTZtW5sc5VeeN+Ph47r//fu6//362bNlCu3bteOmll/jwww9LXb+onXqitmxkZGSJNt0111zDe++9x+zZs9mwYQPGmOJhEoDiXsfe3t5lanOejrJ2XCkPp9t2FqkuNMatiBt56KGHCAwM5OabbyYxMfG427dt28Zrr70GwMUXXwzAq6++WmKdl19+GYBLLrmk3PNNmDCh+LIxhgkTJuDt7V182s4/ORwOrrzySr788stSC3FJSUnFl/Pz8xkxYgQxMTG89tprvPvuuyQmJnLfffedMtfVV1/NwoULi3vrHis1NbXEeKWjR4/G6XQyZcoUJk+ejJeXFzfddFOpPSwnTpxY4vr48eMBuOiii06YJT09/bjxUVu3bo3dbi9xatY/DRgwgIULF7Jy5criZSkpKXz00UcnvM+pOByO457X9OnTjxvjqqwuvvhilixZwsKFC4uXZWZmMnnyZOrXr1/m8cBOxm63M3jwYL7//nuWLVt23O1Fz6cyshxr4cKFJcZB2717N99++y39+/c/Ye+BAQMGEBISwrPPPkt+fv5xtx/7+l+8eDEvvvgiY8aM4f777+fBBx9kwoQJ/P7772XKV1BQwFtvvVV8PS8vj7feeouoqKgSY/Meqyj3P18j//yfcjquuOIKHA4H48aNO267xhgOHTp0xtsWEREpD2V9ryrtfdIYU9wWP13lvT1wtYcKCgp48803i5cVFhYWt1mtUFr7c/z48cfNCVBebd9TfT5xOBzYbLYSj79jxw6++eabMj9G0RlQ/yw+Z2VlkZOTU2JZfHw8wcHBJ233165dm3bt2vHee++V2ObatWuZOXNm8ee8Iv369SMiIoLPPvuMzz77jC5dupToXFKzZk369u3LW2+9xf79+497vGPbnKerqID8z+deEU6n7SxSnajHrYgbiY+P5+OPP+aaa66hefPmDBs2jFatWpGXl8eCBQuYPn06I0aMAKBt27YMHz6cyZMnk5qaSp8+fViyZAnvvfcegwcP5txzzy3XbH5+fvzyyy8MHz6crl278vPPP/Pjjz/y6KOPnrDHIcB///tf5syZQ9euXRk9ejQtWrQgJSWFv/76i19//ZWUlBSA4nGnZs+eTXBwMG3atOHxxx/n3//+N0OGDDmuAXOsBx98kO+++46BAwcyYsQIOnbsSGZmJmvWrOGLL75gx44dREZGMm3aNH788Ufefffd4iELxo8fzw033MCbb77JHXfcUWK7CQkJXHbZZVx44YUsXLiQDz/8kOuuu462bdueMMtvv/3GXXfdxVVXXUWTJk0oKCjggw8+KC5in8hDDz3Ehx9+yAUXXMDdd99NYGAg77zzDvXq1SMlJeWMvu0eOHBgcQ/m7t27s2bNGj766KPjxgIrq4cffphPPvmEiy66iHvuuYeIiAjee+89EhIS+PLLL4snQjtbzz77LDNnzqRPnz7ccsstNG/enP379zN9+nTmzZtHWFhYpWUp0qpVKwYMGMA999yDr68vb7zxBgDjxo074X1CQkJ48803ufHGG+nQoQNDhw4lKiqKXbt28eOPP9KjRw8mTJhATk4Ow4cPp3HjxvznP/8p3u7333/PyJEjWbNmzXHj1/5TTEwMzz//PDt27KBJkyZ89tlnrFy5ksmTJ59wXNmQkBB69+7NCy+8QH5+PrGxscycOZOEhIQz3Euu/2HPPPMMjzzyCDt27GDw4MEEBweTkJDA119/zS233MIDDzxwxtsXERE5W2V9r2rWrBnx8fE88MAD7N27l5CQEL788svTmoTqWOW9PYBLL72UHj168PDDD7Njxw5atGjBV199dUbj75aXgQMH8sEHHxAaGkqLFi1YuHAhv/7663HzK5RH27csn08uueQSXn75ZS688EKuu+46Dh48yMSJE2nUqBGrV68u03Py9/enRYsWfPbZZzRp0oSIiAhatWpFQUEB559/PldffTUtWrTAy8uLr7/+msTExBKTu5Xmf//7HxdddBHdunXjpptuIjs7m/HjxxMaGsqTTz5ZYl1vb2+uuOIKPv30UzIzM3nxxReP297EiRPp2bMnrVu3ZvTo0TRs2JDExEQWLlzInj17WLVqVZme6z/Fx8cTFhbGpEmTCA4OJjAwkK5du1bIGLllbTuLVDtGRNzO5s2bzejRo039+vWNj4+PCQ4ONj169DDjx483OTk5xevl5+ebcePGmQYNGhhvb29Tt25d88gjj5RYxxhj4uLizCWXXHLc4wDmzjvvLLEsISHBAOZ///tf8bLhw4ebwMBAs23bNtO/f38TEBBgatWqZZ544glTWFh43DafeOKJEssSExPNnXfeaerWrWu8vb1NdHS0Of/8883kyZONMcYsX77ceHl5mbvvvrvE/QoKCkznzp1NTEyMOXz48En32ZEjR8wjjzxiGjVqZHx8fExkZKTp3r27efHFF01eXp7ZvXu3CQ0NNZdeeulx97388stNYGCg2b59uzHGmCeeeMIAZv369WbIkCEmODjYhIeHm7vuustkZ2efNMf27dvNqFGjTHx8vPHz8zMRERHm3HPPNb/++muJ9eLi4szw4cNLLFuxYoXp1auX8fX1NXXq1DHPPfecef311w1gDhw4UOK+pR3PPn36mD59+hRfz8nJMffff7+pXbu28ff3Nz169DALFy48br2iYz5t2rSTPjdjjNm2bZsZMmSICQsLM35+fqZLly7mhx9+KLHOnDlzDGCmT59eYvnpPM7OnTvNsGHDTFRUlPH19TUNGzY0d955p8nNzS2XLNOmTTOAWbp0aYnlRcc+KSmpeFnR38mHH35oGjdubHx9fU379u3NnDlzSt1mQkLCcRkGDBhgQkNDjZ+fn4mPjzcjRowwy5YtM8YYc9999xmHw2EWL15c4n7Lli0zXl5e5vbbbz/pvurTp49p2bKlWbZsmenWrZvx8/MzcXFxZsKECSXWK23/79mzx1x++eUmLCzMhIaGmquuusrs27fvuL/j0vbLyZ7zl19+aXr27GkCAwNNYGCgadasmbnzzjvNpk2bTvpcREREysuJ3ruKlOW9av369aZfv34mKCjIREZGmtGjR5tVq1Yd935a9FinUtbtFbW9T/ScjnXo0CFz4403mpCQEBMaGmpuvPFGs2LFijK1uYraSce2aYraFf9U1s8Thw8fNiNHjjSRkZEmKCjIDBgwwGzcuPGs2r6lOZ3PJ1OmTCluwzVr1sxMmzat1H1Z2mejIgsWLDAdO3Y0Pj4+xe2k5ORkc+edd5pmzZqZwMBAExoaarp27Wo+//zzk2Yv8uuvv5oePXoYf39/ExISYi699FKzfv36UtedNWuWAYzNZjO7d+8udZ1t27aZYcOGmejoaOPt7W1iY2PNwIEDzRdffFG8zonawCfz7bffmhYtWhgvL68Sr6vhw4ebuLi44vVK+xxpzOm3x0/VdhapbmzGWDBLjIh4lBEjRvDFF1+QkZFhdZRK8eSTTzJu3DiSkpLOaCzY8jRmzBjeeustMjIyLJ2kojqz2WzceeedbvsNf9++fUlOTj7tiQ1FRERE3E1Z277V7fOJiFRfGuNWRMRNZGdnl7h+6NAhPvjgA3r27KmirYiIiIhUKWr7ioicmsa4FRFxE926daNv3740b96cxMREpkyZQnp6Oo899pjV0UREREREypXaviIip6bCrYiIm7j44ov54osvmDx5MjabjQ4dOjBlyhR69+5tdTQRERERkXKltq+IyKlpjFsRERERERERERERN6MxbkVERERERERERETcjAq3IiIiIiIiIiIiIm5GY9yWA6fTyb59+wgODsZms1kdR0RERKTKMsZw5MgRYmJisNvVB6G8qD0rIiIiUjlOpz2rwm052LdvH3Xr1rU6hoiIiEi1sXv3burUqWN1jCpD7VkRERGRylWW9qwKt+UgODgYcO3wkJAQi9O4p/z8fGbOnEn//v3x9va2Oo6cBR3LqkPHsmrQcaw6dCzLJj09nbp16xa3v6R8VHZ7Vq/3iqN9W7G0fyuW9m/F0b6tWNq/Fauq7d/Tac+qcFsOik4nCwkJUeH2BPLz8wkICCAkJKRK/JFVZzqWVYeOZdWg41h16FieHp3OX74quz2r13vF0b6tWNq/FUv7t+Jo31Ys7d+KVVX3b1nasxoYTERERERERERERMTNqHArIiIiIiIiIiIi4mZUuBURERERERERERFxMyrcioiIiIiIiIiIiLgZFW5FRERERERERERE3IwKtyIiIiIiIiIiIiJuRoVbERERERERERERETejwq2IiIiIiIiIiIiIm1HhVkRERERERERERMTNqHArIiIiIiIiIiIi4mZUuBURERERERERERFxMyrcioiIiIiIiIiIiLgZFW5FRERERERERERE3IwKtyIiIiIiIiIiIiJuRoVbERERERERERERETejwq2IiIiIiIiIiIiIm/Gowu0ff/zBpZdeSkxMDDabjW+++eaU95k7dy4dOnTA19eXRo0a8e677x63zsSJE6lfvz5+fn507dqVJUuWlH94EREREan21J4VERERkbLyqMJtZmYmbdu2ZeLEiWVaPyEhgUsuuYRzzz2XlStXMmbMGG6++WZmzJhRvM5nn33G2LFjeeKJJ/jrr79o27YtAwYM4ODBgxX1NERERESkmlJ7VkRERETKysvqAKfjoosu4qKLLirz+pMmTaJBgwa89NJLADRv3px58+bxyiuvMGDAAABefvllRo8ezciRI4vv8+OPPzJ16lQefvjh8n8SIiIiIlJtqT0rIiIiImXlUYXb07Vw4UL69etXYtmAAQMYM2YMAHl5eSxfvpxHHnmk+Ha73U6/fv1YuHDhCbebm5tLbm5u8fX09HQA8vPzyc/PL8dnUHUU7RftH8+nY2m97LxCUrPzSc3KJzU77+jvfNKzC8gtKCQn30lOgZPc/EJyC5zk5BcWXy80rm3YAIzh8GE7H+9fgt1uxwbYbDZ8vez4+zjw93Yc/W0vvuzn7SDIx0F4oA/hAd6EB7h+B/g4sNlsFu6V6kt/k1WHjmXZVLf9UxXbs/O3HeJ/MzaTm2nnm0PLCfT1JjLIh/qRgTSoEUB8VCC1QvwqNENV5nH/S7IPY0vagO3gBkxYHKbR0dd77hEcn18PDh/XT0AEJrQuJrQeRDTERLcBb/9Kj+tx+9fDaP9WHO3biqX9W7HKa/8eySlgc+IRNiZmsPdwNilZeaRk5pGeXUCB03B1x1iu7lSnPCKf1Ok8jypduD1w4AC1atUqsaxWrVqkp6eTnZ3N4cOHKSwsLHWdjRs3nnC7zz33HOPGjTtu+cyZMwkICCif8FXUrFmzrI4g5UTHsvzlFkJqHqTm2ly/S1y2kZkPWQWQb8qzQGqH9NSz3oq3zRDoDYFeEOhtCPWGcF8I9zWE+xz97Qu+jrNPLKXT32TVoWN5cllZWVZHqFRVsT27JMnGuv0OwM7W9EOlrhPha2gU4vppEW4I9q7QSFWSu/4v8S44QtSR9UQdWUvUkXUE5iUX35ZQ41xWb84DwDc/jQt3LTjhdvaHdmBJwzF/LzBOsFXeSIDuun+rCu3fiqN9W7G0fyvW6e7fnALYnG5jY6qNTWk2knNO/lk6msMEHVx9NhHL5HTas1W6cFtRHnnkEcaOHVt8PT09nbp169K/f39CQkIsTOa+8vPzmTVrFhdccAHe3mp5ezIdy7OTnp1PwqEsdiRnHv2dRcKhTPYcziY9p6DM2/Gy2wgL8CbU35vwo79D/Lzw83b1ivXzsuPr7cDP2/73ZS87DrvrjcoYKCgsYPXqNbRu3Rq7w4ExYIwht8BJVn4hOXmFZOc7yc4vdP3kuX5n5BZwODOfw1l5pGTlk1fgJN/8XWw+2p+3VKH+XtQO9Scm1I8GkQE0jAykYVQgDSMDiQj0Ocu9Wz3pb7Lq0LEsm6KeoXJ2rGzPdkjPoefuwyxavpL4pi3IKYTE9BwSkrPYcSiTnSnZpOS6CrxLksBug24Na3BJ62gGtKhJiL/+Pk7Grf+XpO3Ba2IHbMZZYrEJrYeJakbd5oOo0+Zi18L8bAqaBEBBLhTmYctMwpa6C9J2Yzu4npodLuHi7kfXzUjEa3JPTHw/nK2GYBqeW2FFXLfev1WA9m/F0b6tWNq/Fet09m9egZO5m5P4asU+ft+cTIHTlLi9VogvzaKDqV8jgBqBPkQE+hDq7423w0aDGq7PpxXtdNqzVbpwGx0dTWJiYolliYmJhISE4O/vj8PhwOFwlLpOdHT0Cbfr6+uLr6/vccu9vb31B3oK2kdVh47lyaVl57Nhfzrr96Wz8UA6CcmZJCRnkpyRd9L7Bft6ER3qR3SoHzGh/kSH+lH76PXIIF9XoTbQh8ByGJogPz8fr32rubh9nTM+lsYYsvMLOZSR5yrkZrp+EtNz2Zeazb7UbPYe/Z2eU0BadgFp2UfYeOAIbCq5rbAAb+KjgoiPCiQ+KojGtYJoFRNKTZ0uWyb6m6w6dCxPrrrtm6rYnq1bw5voED/ydq7g4q5xxz1eRm4By3aksDghhXlbklmzN4352w4xf9shnvlpI0M61mFkjwY0iKz4D1aezC3+l6Tugn0rocVlruuRDSC6jasYG38exJ8Ldbti8wvBxj9mzvb2hjZDSt+uMTicBTgcR59fwm+uIRfWTse+djpENIRON0H768E/vEKemlvs3ypM+7fiaN9WLO3finWy/XswPYcp8xOYvmwPKZl/f+6uXyOA3k2i6N04io5x4YS7QYeh03mNVOnCbbdu3fjpp59KLJs1axbdunUDwMfHh44dOzJ79mwGDx4MgNPpZPbs2dx1112VHVdEPJAxhn1pOazf5yrSrtuXxvr96ew5nH3C+9QM9qVBZCANo4JoGBlIg8hA6tUIoHaoH8F+nvUmb7PZCPDxIiDCi7oRJz+19khOPvvTctibms2ew9lsT8pge1Im25Iy2JuaTWpWPst3Hmb5zsMl7hcZ5Eur2BBaxYTSKjaEljGh1An315i6IlItVMf2bJCvF32b1qRv05r860LYeSiT71ft45uV+9h6MIP3F+7kg0U76de8Fvf1a0KLGJ3x5nYOboR5r8DaL8DuDXE9ILCG67aRP4HPWRbdbTZwHNNmanc9RDaBtV/Bqk8hZTvM/D+Y8yycczt0vxv8w87uMUVExC3tOpTFW39sY/ryPeQVuM7oiAr25YoOsQzpUIfGtYItTnh2PKpwm5GRwdatW4uvJyQksHLlSiIiIqhXrx6PPPIIe/fu5f333wfgtttuY8KECTz00EOMGjWK3377jc8//5wff/yxeBtjx45l+PDhdOrUiS5duvDqq6+SmZlZPCuviMixcvILWb0nrbjA+NeuwyW+zTtWbJg/LWJCaF47hEY1XUXa+pGBBPl61L/echPs502wnzdNSnnjzM4rJCE5k+3JGWw7mMnWpAw2HUhn68EMkjNymbspibmbkorXD/X3pmVMCB3qhdOpfjgd4sIJ8bCit4hUT2rPnr64GoHcdV5j7jy3EQu2HWLKvAR+23iQWesT+XVDIpe3i+W+C5qc8gtEqQQZB2HOf+Cv911jzoKraJt9+O/C7dkWbUtjd0C9c1w//Z6A1Z/Dkrfh4DpYMB46jVLhVkSkiknNyuO12Vv4YOHO4uEQOsaFc2vvhpzXrCZejsob97wieVT1YNmyZZx77rnF14vG5Ro+fDjvvvsu+/fvZ9euXcW3N2jQgB9//JH77ruP1157jTp16vDOO+8wYMCA4nWuueYakpKSePzxxzlw4ADt2rXjl19+OW6CBxGpnhLTc4qLtMt3HmbdvjTyC0uOkeNlt9GoZhAtYkJoUdvVI7RF7RBCA1RILCt/H4dr//2j11R2XiEbDqSzbm8aa/ems25/GpsOHCEtO58F2w6xYJtrUhubDZpFh9ApzlXI7Vw/gpiwyp9pWkTkVNSePXM2m40ejSLp0SiSrQczePXXzfywej9frdjLD6v3c0vvhtx1XiP8vDUTZqUryIOF4+HPlyEvw7Ws2UDodT/EdqjcLD6B0GkkdBwBG3+E1J0QGvv37QfWQnSrys0kIiLlpqDQycdLdvHyrM2kZuUD0KtxJHed24guDSKq3JmZHlW47du3L8aYE97+7rvvlnqfFStWnHS7d911l8eeSiYi5Ss9J59F2w4xf2syf25NZntS5nHrRAX70ikunI5xrp6eLWNC8PXSh8SK4O/joEO9cDrU+3t8urwCJ5sTjxT3fF62M4Wdh7LYsD+dDfvT+WDRTsDV47lLgwh6NY6kZ+NIagZrrFwRsZ7as+WjUc0gJlzXgVt6p/LfnzeyYNshJszZyk9r9vPsFa05p2ENqyNWL4cTYM5z4MyHmA5w4XOu3q9Wstmg+cCSy3YvhSkXQJML4eIXIKyeNdlEROSMbEnM4OFv1rF6TxoATWoF8djAFvRqHGVxsorjUYVbEZHyll/oZMWuVOZtTWbeliRW7Umj8JhZJ+1He3J2PFqo7RgXrvFVLebjZadVbCitYkO5rqvrA9fB9ByW7TzM0h0pR3tGp7M3NZuvV+zl6xV7AWheO4TejSPp1TiKTvXD1SNLRKQKaFMnjI9u7sqMdQd4/Nt1bE/OZOjkRVzXtR6PXdICfx/9r68wTifYj56GGtUU+j/jmgis9VV/L3c3B1a7hlXY/DPsnA+XvARtrrY6lYiInEJBoZNZe208sGQh+YWGED8vHhzQlGu71KsyQyKciAq3IlLtHMrIZfbRsfEWbE0mM6+wxO0NIgPp0agGPRtF0a1hDQ154AFqhvhxcevaXNy6NgCZuQWs2JXK/G3J/LklibV704t75L71x3b8vO10bVCD3k2iuKB5LerV0LiIIiKeymazcWGr2nSLj+T5Xzby8eJdfLx4F0sTUhh/XXuaRWvysnJ3aBt8eRNc8vLfQyGcc5u1mcqi802uMXe/uxv2LIGvRsPmGa4CrsbAFRFxS/tSs7nzo+Ws2O0ADOc1q8lzV7SmVkj1OKNShVsRqRa2J2Uwa30is9YnsnzXYY49SzUi0IcejSLp2agGPRpFUidcRTxPF+jrRc+jQyT868JmHMrIZd7WZP7Y7CrkHjySy++bk/h9cxJP/7CeZtHBDGgZTf+WtWhRO0Q9qkVEPFCovzfPXt6aS1rXZsxnK9lyMINBE+bz2MAWXN+1nv63l5e1X8F390DeEfj1CRj+vdWJTk/NZjDyZ/jzJfj9eVj7BexeAtd8ADHtrE4nIiLHmLvpIPd9tpLDWfn4OwxPDmrF1Z3jqtV7ugq3IlIlGWNYuTuVGesSmbX+ANv+MVZty5gQLmhRi37NXYU6u736/OOvjmoE+TKoXSyD2sVijGFzYgZ/bknit40HWZyQwsYDR9h44Aivzd5C3Qh/+reIZkDLaDrGhePQa0NExKP0aBTJL/f24oHpq5izKYl/f7OW1XtSeXpwK41JfzYK82HG/8GSt1zX63WHyydbm+lMObyg778g/jz46mY4vAN2L1bhVkTETTidhld/3cz4OVsxBlrGBHNlrcNc0T62WhVtQYVbEalitiQe4duV+/hu1T52pWQVL/ey2zinYQ1XsbZFLWLD/C1MKVay2Ww0jQ6maXQwN/dqyOHMPGZvPMjMdQf4Y0sSu1OymTIvgSnzEqgR6MNFraMZ3C6WjnHh1a6RICLiqWoE+TJleGfembed//68kc+X7SEhOZM3b+hIZJCv1fE8T04aTB8B235zXe85Fs79P1cB1JPV7Qy3/A6rPoEut1idRkREgOy8QsZ+vpKf1x4A4Pqu9XhkQGNmz5phcTJrePg7rYgI7Dmcxfer9vPtyr1sPHCkeHmAj4PzmtXkgha16Nu0JqH+GqtWjhce6MOQjnUY0rEO2XmF/L45iZnrDzB7w0EOZebx4aJdfLhoF3Uj/BnUNpbB7WNoVDPY6tgiInIKdruNW3rH0zQ6hLs+/oulOw4zaMJ8po7oTNNo/R8vs4yD8N6lkLQRvAPgireh+UCrU5Uf/zA45/a/r+ekwx8vQN9HwUfDZ4mIVKakI7nc/P4yVu1Oxcdh57krWnNlxzrk5+dbHc0yKtyKiEdKy87nu1X7+G7lXpbuOFy83Ntho0+TmlzWLoZ+zWsS4KN/c1J2/j4OLmwVzYWtoskvdLJw2yG+XbmPX9buZ3dKNhPmbGXCnK20ig1hcLtYLmsbQ81qMii+iIin6tMkim/u7MHN7y0jITmTqyYtYOqIznSqH2F1NM/gHwGhdVy9bq/9tOoPJ/DVLbD5Z9i1GK77DAL0OhERqQxbD2YwfOoS9qZmExbgzeQbO9Glgf4Hq6IhIh7DGMOShBQ+W7qbH9fsJ7fACYDNBl0bRDCoXSwXtYomLMDH4qRSFXg77PRuEkXvJlE8M7gVv25I5JsVe/l9cxJr96azdm86z/60gV6No7iuaz3Ob1YTL4fd6tgiIlKK+KggvrmjB6PeW8rynYe5Ycpi3ri+A+c1q2V1NPfn8IIh0yAvA0JirE5T8XrcC7sWwJ4lMKU/3PAlhMdZnUpEpEpbuzeNYVOXkJKZR4PIQKaO6EyDyECrY7kFFW5FxO0lZ+Ty5fI9fLZ0N9uT/55krGmtYIZ0rMOlbWOIDlWvR6k4/j4OLm0bw6VtY0jJzOPH1fv4ZuU+lu88zO+bk/h9cxI1g325pnNdrulclzrhOrVSRMTdhAZ48+FNXbnjo+XM2ZTE6PeX89JVbRncPtbqaO5ny6+Q8Dtc8JTrG3K/ENdPdRDXDUbNhA+vhENbYNrFMOJ7iGhodTIRkSpp+c7DjJi2hCM5BbSODeW9UV2ICFRnrCIq3IqIW3I6DfO2JvPJkl3MWp9IgdMArnFrL20Tw9AudWlXN0yTRUmliwj04cZu9bmxW312JGfy6dLdTF+2m4NHchn/m2sohT5NoriuSz3OUy9cERG34u/jYPKwTjz0xWq+XrGX+z5ficFwefs6VkdzHxu+h+kjwZkPtVpC26FWJ6p8NZvBTTPh/UGu4u27A2H491Aj3upkIiJVyoKtydz8/jKy8grpXD+cKSM6E+KnuWmOpcKtiLiVrLwCvly+h2nzd5ToXdu2bhhDO9fl0rYxBPnqX5e4h/qRgTx8UTPGXtCEmesP8MmSXczfeoi5m5KYuymJWiG+XNulHjecE6dZzEVE3IS3w85LV7XFz9vBJ0t2cf/nq7DbbAxqp563bPrl76JtyytcP9VVaCyM+NE1MVvyJpg+Am79w+pUIiJVxuLthxj13lJy8p30ahzJWzd21Bw1pdAeERG3sDc1m/cX7uCTxbtIzykAINjXiys6xDK0Sz2a164mp+eJR/LxsjOwTQwD28SQkJzJp0t38cWyPSSm5/Lqr1t4Y+42rmgfy6ieDWhSSzOZi4hYzW638Z/BrTDG8OnS3dz32UrsNhuXtq0GY7ieyLbf4PMbXUXbVlfCFW+D3WF1KmsF14IRP8AXo+CiF1zDRoiIyFlbseswo951FW37NIli8rCO+HpV8/ecE1DhVkQsY4zhr12pTJ2fwC9rD1B4dDiEuBoBjOxenyGd6qp3rXicBpGBPHJRc+6/oCm/rDvAlD+3s2pPGp8u3c2nS3fTp0kUN/VsQK/GkRrqQ0TEQna7jWcvb43TGD5ftocxn60kwMfB+c2r4YRlO+bBJ9dBYR40GwiXv6WibZGgmq7i7bGMsSaLiEgVsG5fGsOnLiEzr5Du8TV460YVbU9GFRERqXROp2HWhkTenLuNlbtTi5d3j6/BqB4NOLdZTRx2FbTEs/l42bmsbQyXtqnN8p2HeefPBGauP1A8mVnTWsHc1LMBl7WLwc9bDRURESvY7Tb+e0Ub8gsNX6/Yy50f/8VHN3elY1yE1dEqT+Yh+ORaKMiGxv1hyDRwaHzBE7HtnE/PLf+B7B7gHWV1HBERj5KQnMmNU5aQnlNAp7hw3h7WSZ+FTkGFWxGpNIVOww+r9/HGnG1sSjwCuIpbg9vFMLJHAw2HIFWSzWajU/0IOtWPYNehLKYtSODzpbvZlHiEh75czUuzNnFbn3iu7VJPjRYREQvY7TZeGNKG1Kw85mxKYtS7y5h+W7fqM7RNYA24+EVY/Slc/QF4aSbvEyrIw/HDPdTI3Inz8+tg2LfgE2B1KhERj5CckcuIaUtIycyjdWwoU0d2JlBn2J6SproWkQqXX+jk82W76ffy79z76Uo2JR4hyNeLO/rGM/9f5/HCkLYq2kq1UK9GAE9c2pIFj5zPoxc3o3aoH4npuYz7fj09n5/D239sJyuvwOqYIiLVjrfDzsTrO9C+Xhhp2fkMm7KEfanZVseqPG2vgRu+Am8/q5O4Ny8fCoa8T54jAPueJfDVaHA6rU4lIuL2svIKuOndpew8lEW9iACmjuhMiJ/O7igLFW5FpMLk5BfywaKd9P3fXB76YjUJyZmEBXgz9oImzP/XeTx0YTOign2tjilS6UL9vbmldzxzH+zLs5e3JjbMn+SMXP7z0wZ6Pj+HN+ZuJSNXBVwRkcoU4OPF1OGdaVQziAPpOdz03jIyq+r/4vwc+P5eOHLg72Uad71sarVkccP7MA4f2PgD/Pq41YlERNxaQaGTuz5ewao9aYQHePPuyM6qA5wGFW5FpNzlFzr5ePEu+vxvDo99s5a9qdlEBvny6MXNmP+v87jn/MaEBujbNRFfLwfXda3H3Af78sKQNsTVCCAlM48XftlEz+d/Y/zsLRzJybc6pohItREe6MO7IzsTGeTDhv3p3PvpyuLJU6sMY+D7e2D5u/DREPUYPQMpQU0pHPi668qC8bBsmrWBRETc2DM/buC3jQfx9bLzzvDONIwKsjqSR1HhVkTKjdNp+H7VPvq/8gePfr2GxPRcYkL9eGpQS+b961xu6R2vMWxESuHtsHN1p7rMHtuHl69uS8PIQFKz8nlp1mb6/m8u785PIK9AH6xFRCpDnfAAJg/rhI+XnV83JPLCLxutjlS+5r8Gqz8DmwP6PwN2fSQ8E6bVEOj7qOvKj/fDzgXWBhIRcUOfLtnFuwt2APDa0HZ0jAu3NpAHUgVFRM6aMYY/tiTzwi8bWbcvHYAagT7cdV4jrutaD18vTbgkUhZeDjtXdKjDoHax/LhmP6/O2sz25Eye/H49U+Yn8ED/plzaJga7XaeziohUpA71wvnfkDbc++lK3vpjO/FRQVzdua7Vsc7epp/h1yddly96Hhr2tTKN5+vzEKRsd12OaW9tFhERN7N0RwqPfbsWgLEXNOHCVrUtTuSZVLgVkbPy167DvPDLRhZtTwEgyNeLW3o3ZFTPBgSpd63IGXHYbVzWNoaLW0Xz+bI9vPrrZnanZLsKCL9v5+GLmtGrcSQ2jUcoIlJhBrWLZXtSJq/N3sK/v1lL0+hg2tYNszrWmTu4Ab68GTDQaRR0GW11Is9ns8GgiWB3aIxgEZFj7E3N5rYPlpNfaLikdW3uPq+R1ZE8ls6LEZEzsudwNnd8tJwr3ljAou0p+HjZublnA/546FzuOb+xirYi5cDLYS8eA/fBAU0J9vVi/f50hk1dwg1TFrNmT5rVEUVEqrQx/RrTv0Ut8gqd3P7hcg5l5Fod6czkpMNnN0BeBtTvBRe9YHWiqsPh9XfR1umEdd+4xhEWEammcvILue2D5RzKzKNF7RD+d1UbdTg5Cyrcishpycor4Mdddga8Pp+f1hzAboOrO9VhzgN9+ffAFkQE+lgdUaTKCfDx4s5zG/H7Q+dyU88G+DjszN96iEsnzOORr9eRnmd1QhGRqslms/Hi0bHH96XlcM+nKzxzsrLsFNeYtiF14Kp3waFJYsudMTB9uOtnwXir04iIWObpH9azZm8a4QHeTB7WkQAfdeo6GyrcikiZGGP4duVe+r82n5l77eQVOOkeX4Of7+3NC0PaEhvmb3VEkSovItCHxwa2YPb9fRjcLgaAL/7ay39WOpi2YCf5hZrATESkvIX4eTPpxo74ezuYv/UQL87cZHWk0xdeH0b/Bjd+BYGRVqepmmw2aNDbdfnXJ2HnQkvjiIhY4esVe/ho8S5sNnjlmnbUCQ+wOpLHU+FWRE5pzZ40rpq0kHs/XUliei4RvoaJ17blo5u70jQ62Op4ItVO3YgAXh3ani9v70bLmGByCm08+/MmLn7tT+ZvTbY6nohIldOkVjDPD2kDwJtztzFn40GLE5VRfvbfl32DIKqpdVmqg843Q+urwRTClzdBVorViUREKs3mxCM8+pVrMrK7z2tM36Y1LU5UNahwKyIndDgzj4e/XM1lE+exbOdh/L0d3Hd+Ix5tV0j/FrU0To2IxTrGRfDlredwTcNCwgO82XIwg+vfWcztHy5nz+Esq+OJiFQpl7WNYXi3OADun76KxPQcixOdQvZhmNgF5r+mMVcri80GA1+GGo0gfS98fZtr3FsRkSouK6+A2z9cTnZ+Ib0aR3Lv+Y2tjlRlqHArIscxxvD1ij2c//LvfLp0N8bA4HYxzHmgL3f0bYi3/nOIuA2H3Ub3WoZZY3oyont97Db4ee0Bzn/pdybO2arhE0REytEjFzenRe0QUjLzGPPpSvcd79YYHD+NhdRdsPw9yNeXeZXGN/joOMK+sGUGLJxgdSIRkQr39A8b2JaUSa0QX169ph0Ouzp5lReVX0SkhJ2HMhk2dQn3fbaKlMw8mtQK4ovbuvHq0PZEh/pZHU9ETiDU35snL2vJT/f2omuDCHILnPxvxiYuHT+PVbtTrY4nIlIl+Hk7GH9dewJ8HCzcfog35my1OlKp6qX8gX3j92D3givfAZ9AqyNVL9Gt4cLnXJfnPAsZSdbmERGpQL+sPcAnS46Oa3t1O2oE+VodqUpR4VZEAMgvdPLm3G30f+UP/tySjI+XnQcHNOWHu3vRqX6E1fFEpIyaRYfw6S3n8PLVbQkP8GbjgSNc/sZ8nvlhPVl5BVbHExHxePFRQTw9qBUAr/y6mWU73Gwc00NbaL3nA9fl8x6D2A7W5qmuOo2CHvfCqJ8hKMrqNCIiFSIxPYeHv1oNwC29G9K9kSbALG8q3IoIK3encun4eTz/y0ZyC5x0j6/BjDG9ufPcRvh46d+EiKex2Wxc0aEOv47tw+B2MTgNvDMvgf6v/MHvm9XrR0TkbF3ZsQ5XtI/FaVzj3WbmuskXYwV5OL65DS9nHs76vaD7PVYnqr5sNrjgKYhpb3USEZEK4XQaxn6+ktSsfFrFhnD/BZoAsyKoIiNSjeXkF/KfH9dz+Rvz2XjgCGEB3rx4VVs+urkrDSJ1Sp2Ip6sR5MurQ9szbWRnYsP82XM4m+FTlzD2s5WkZOZZHU9ExKM9OaglsWH+7DyUxbM/bbA6jsucZ7AfWEWeI5DCS98Auz7uuY0Da2DHfKtTiIiUmynzEpi/9RB+3nZeG9penb4qiPaqSDW1Zk8al46fx9t/JhRPPjZ7bB+GdKyDzaaBxEWqknOb1mTmfb0Z2aM+Nht8tWIv/V/5ndkbEq2OJiLisUL8vPnfkDYAfLR4l3uc0RBcG+PwYWW9myCkttVppMj2uTD5XPhiFGS52dAaIiJnYN2+NF6YsRGAxwe2JD4qyOJEVZcKtyLVTH6hk9d+3cLlb8xny8EMIoN8eWdYJ14d2l6DiItUYYG+XjxxaUu+ur07jWsGkZyRx03vLeORr9a4zym+IiIepnujSEZ0rw/AQ1+sIi0r39pA59xOwR3L2B/WydocUlLdrhDRADIOwA9jwBirE4mInLG8AicPTF9NfqHhgha1uLZLXasjVWkq3IpUI1sPZjDkzQW88utmCpyGi1pFM/O+3vRrUcvqaCJSSdrXC+f7u3tyc88GAHyyZBcXv/4ny3cetjiZiIhn+teFzWgYGUhiei6Pf7fWmhDOwr8vh8RYk0FOzNsfrpgMdi9Y/y2s/tzqRCIiZ+zNudvYsD+d8ABvnruitc7YrWAq3IpUA06nYdr8BC55/U9W7UkjxM+LV69pxxvXdyAi0MfqeCJSyfy8Hfx7YAs+vrkrMaF+7DyUxVWTFvDSzE3kFzqtjici4lH8fRy8fE07HHYb367cx4+r91dugB3z4c3usGdZ5T6unJ6Y9tDnYdflnx+CjIPW5hEROQMbD6QzYc4WAJ68rCWROmu3wqlwK1LFJR3JZfi0JYz7fj25BU56NY5kxn29Gdw+Vt+MiVRz3RtF8vOY3lx+dGb08b9t5Yo3FrD14BGro4mIeJR2dcO4o288AI99u7byJoDMy4Jv74SkjfDXe5XzmHLmeo6B6DaQkwo/PWh1GhGR01JQ6OTBY4ZIuKytzvCoDCrcilRhC7Ymc/Hrf/LnlmT8vO08PbgV74/qQu1Qf6ujiYibCPX35pVr2jHhuvaE+nuzZm8aA8fPY/qy3VZHExHxKHef15imtYJJyczjmR/XV86D/vYMHE6AkFjo/0zlPKacOYc3DJoANges/wa2zbE6kYhImb31x3bW7E0j1N+b/wxupY5glUSFW5EqqNBpeHnWZq6fspikI7k0qRXEd3f15MZz4vTPVURKNbBNDDPG9KZno0hy8p08+MVqHpi+iuy8wlPfWURE8PGy898rW2OzwVd/7eXPLUkV+4C7FsGiN1yXL30N/EIr9vGkfNRuC33+Bf3/Aw16W51GRKRMNice4bVfXUMkPHFpC2qG+FmcqPpQ4VakiklMz+G6txfx+uwtGAPXdKrLt3f2pEmtYKujiYibiw714/1RXbj/gibYbfDF8j0MmjhPQyeIiJRR+3rhDO9WH4BHv15DVl5BxTxQQS58dzdgoN0N0PiCinkcqRh9/wXd7wK7w+okIiKnVOg0PPTFavIKnZzXrCaXt4+1OlK1osKtSBUyd9NBLnrtTxYnpBDo4+DVa9rx/JA2+PuoUSgiZWO327j7/MZ8eHNXooJ92ZyYwaXj5/PVX3usjiYi4hEeGNCUmFA/dqdk8+rR3knlbv7rkLwZAqNggIZI8Gj52ZC81eoUIiIn9MmSXazcnUqQrxfPXt5aZ/FWMhVuRaqAQqfhxRmbGDFtKSmZebSoHcL3d/dksL4JE5Ez1D0+kp/u6UWPRjXIzi9k7Oer+NcXq8nJ19AJIiInE+TrxTOXtwLgnT+3s3ZvWvk+gDGwZ4nr8oBnwT+8fLcvlSdpE7zZAz4a4irgioi4maQjuTz/y0YAHhzQlOhQDZFQ2VS4FfFwadn53PzeUibMcX1Tf+M5cXx1R3caRgVZnExEPF1UsC/vj+rKff2aYLPBZ8t2M3jifHanZFkdTUTErZ3XrBaXto3BaeBfX66moNBZfhu32eC6z+H6L6D1VeW3Xal8wbVdBdvDCTDvFavTiIgc5z8/rudITgGtY0O54Zw4q+NUSyrciniwrQePMHjifOZsSsLXy84r17Tl6cGt8PPW0AgiUj4cdhv39mvMRzd1JTLIh40HjnDZhHks3HbI6mgiIm7tiUtbEBbgzbp96by/cGf5btxmc41rq9NVPZtfCFz4nOvyvFfg0DZr84iIHGP+1mS+WbkPuw2evbw1Drvec6ygwq2Ih5q57gCDJy4gITmTmFA/vry9O5e3r2N1LBGporo3iuS7u3rSOjaUw1n53DBlMe8v3IExxupoIiJuKTLIl4cGNAPglVmbOXgk5+w2mJMGs55w/Zaqo8UgiD8PCvPgpwddQ2GIiFgsJ7+Qf3+zFoBh3erTuk6oxYmqLxVuRTyM02l4ZdZmbvlgORm5BXRtEMF3d/ekVaz+kYpIxYoJ82f6bd0Y1C6GQqfh8W/X8ejXa8grKMdTgEVEqpBrOtelbZ1QjuQW8N+fNp7dxmY/BfNfhU+vL5ds4iZsNrj4RXD4wLbZsOE7qxOJiDDp920kJGdSM9iXsf2bWB2nWlPhVsSDZOQWcMsHy3lttmuG4hHd6/PhzV2JDPK1OJmIVBd+3g5evaYdj1zUDJsNPlmym+veXkTSkVyro4mIuB2H3cZTg1phs8FXK/ayJCHlzDa0byUsneK63OehcssnbqJGPPS413X5l0cgN8PaPCJSre1IzuSNOa6hWx6/tAUhft4WJ6rePK5wO3HiROrXr4+fnx9du3ZlyZIlJ1y3b9++2Gy2434uueSS4nVGjBhx3O0XXnhhZTwVkdOyPy2bqyYt5NcNifh42fnfkDY8eVlLvB0e92csIh7OZrNxa594po7oTLCfF8t2HuayCfPKf+Z0kSpMbdrqo23dMIZ2rgvA49+uPf2JyoyBnx8CDLQaAg16l39IsV7PsRBWD2q2gDwVbkXEOk//sJ68Qie9m0RxSevaVsep9jyq4vPZZ58xduxYnnjiCf766y/atm3LgAEDOHjwYKnrf/XVV+zfv7/4Z+3atTgcDq66quTsqxdeeGGJ9T755JPKeDoiZbZ+XzqXT1zAhv3pRAb58vmt3biqU12rY4lINXdu05p8c2cPGkYFsj8th6vfWsicTaW/J4vI39SmrX4eHNCMsABvNh44wgeLTnOisjXTYfdi8A6E/k9XTECxnk8A3PwbXD8dgqOtTiMi1dTcTQeZvfEgXnYbjw9sgU2TYFrOowq3L7/8MqNHj2bkyJG0aNGCSZMmERAQwNSpU0tdPyIigujo6OKfWbNmERAQcFwj19fXt8R64eHhlfF0RMrk981JXDVpAQfSc2hUM4iv7+hOu7phVscSEQEgPiqIb+7sQc9GkWTlFXLze8v4dMkuq2OJuDW1aaufiEAfHhzQFICXZ24u+/AyuRkw63HX5V5jISSmghKKWwiKco15KyJigfxCJ0//sB5wDcvYqGaQxYkEPKhwm5eXx/Lly+nXr1/xMrvdTr9+/Vi4cGGZtjFlyhSGDh1KYGBgieVz586lZs2aNG3alNtvv51Dhw6Va3aRM/XJkl2MencpmXmFdGtYgy9v707diACrY4mIlBDi583UEZ25okMshU7Dw1+t4aWZmzCaGVvkOGrTVl9DO9ejdaxrorLnfynjRGXzX4Mj+yG8PnS7q0LziRvJSILvx8DmGVYnEZFq5L0FO9iWlElkkA/39GtsdRw5ysvqAGWVnJxMYWEhtWrVKrG8Vq1abNx46obPkiVLWLt2LVOmTCmx/MILL+SKK66gQYMGbNu2jUcffZSLLrqIhQsX4nA4St1Wbm4uubl/f0uenp4OQH5+Pvn5+af71KqFov2i/VM2TqfhldlbmfRHAgCXt6vNM4Na4uNl/T7Usaw6dCyrBnc5jjbgv4NbUDvEl4lztzP+t63sPpTJfwa3xMfLY74ntpS7HEt35+n7x13atFa3Z6vr6/2xS5py9eQlfPnXHm7oUoeWMSEnv0P74ThSd+NsejEGB5Rhf1XXfVtZKmP/2he+gWP5NEzCHxTU6wkOnwp7LHej12/F0b6tWJ6+fw9l5PLqr65J0Mf2a4S/w72ei6fv3386nedhMx7SHWbfvn3ExsayYMECunXrVrz8oYce4vfff2fx4sUnvf+tt97KwoULWb169UnX2759O/Hx8fz666+cf/75pa7z5JNPMm7cuOOWf/zxxwQEqDeknJ0CJ3y01c5fh1yFjgvrFHJhHaOzpkTEYyxMtPH5djtObDQJdTKqiRN/j/mqWNxdVlYW1113HWlpaYSEnKLo5YbcpU2r9qx13t9iZ3mynUYhhrtaFKqNJ8fxKszm/PUP4leQzprY69heUxMNikjF+nSbnYUH7dQNNIxtXYhd700V6nTasx7zMSoyMhKHw0FiYmKJ5YmJiURHn3zw9szMTD799FOeeuqpUz5Ow4YNiYyMZOvWrScs3D7yyCOMHTu2+Hp6ejp169alf//+HvkBojLk5+cza9YsLrjgAry9va2O47ay8wq5+9NV/HUoGS+7jf8MbsEV7WOtjlWCjmXVoWNZNbjjcbwY6Lc5iXs+W83mNJi2K4SpwztSM9jX6mhuzR2PpTsq6hnqqdylTWt1e7Y6v97bpWbT/7X5bE134t2gI/1b1Dp+pdwj4Bt8Rtuvzvu2MlTW/rXVyYKf7qPVoR9pdvUTEFCjwh7Lnej1W3G0byuWJ+/ftXvTWbRoEQD/u7YLHePcb4x8T96/pTmd9qzHFG59fHzo2LEjs2fPZvDgwQA4nU5mz57NXXedfLyn6dOnk5ubyw033HDKx9mzZw+HDh2idu3aJ1zH19cXX9/jP3x6e3tXiRdQRdI+OrH0nHxu/mAFS3ak4Odt560bO9GnSZTVsU5Ix7Lq0LGsGtztOPZrGcPntwYy8t2lbErM4PopS/nw5q7UCVdPvlNxt2Ppbjx937hLm9Zd2rPV8fUeF+XN6F4NmTBnKy/M3EK/lrXx9TpmOAtnIbw/EMLj4OIXIfTMvsSvjvu2MlX4/u00HJZPxZa4Bu95/4NLXqq4x3JDev1WHO3biuVp+9cYw3O/bMYYGNQuhnMa1bQ60kl52v49kdN5Dh416NzYsWN5++23ee+999iwYQO33347mZmZjBw5EoBhw4bxyCOPHHe/KVOmMHjwYGrUKPktZUZGBg8++CCLFi1ix44dzJ49m0GDBtGoUSMGDBhQKc9JBFzjyVz39iKW7Egh2NeLD27q6tZFWxGRsmgVG8qXt3WnTrg/Ow5lcfWkhWxPyrA6lojl1KaV2/vGExXsy85DWby/YGfJG1d+DAfXwc754O1vTUCxnt0BFz7rurxsKiSutzaPiFRJs9YnsmRHCr5edh6+qJnVcaQUHlW4veaaa3jxxRd5/PHHadeuHStXruSXX34pntxh165d7N+/v8R9Nm3axLx587jpppuO257D4WD16tVcdtllNGnShJtuuomOHTvy559/ltoDQaQi7E/L5uq3FrJ2bzo1An345JZz6Fw/wupYIiLlol6NAKbf1o2GUYHsS8vh6rcWsWG/Z5/qLnK21KaVQF8vHuzfFIDXf9vCoYyjE8XlZcKc/7gu934QAtQmrNYa9IZmA8E4/35diIiUk/xCJ//9xTUx6s29GlA7VF8WuiOPGSqhyF133XXC08jmzp173LKmTZtyovnX/P39mTFjRnnGEzktCcmZ3PDOYvamZhMT6scHN3clPirI6lgiIuWqdqg/n9/ajWFTlrB+fzpDJy/ivVFdaFc3zOpoIpZRm1au7FiHdxfsYP3+dF6bvYWnBrWChRPhyH4IqwddbrE6oriD/k9DWBz0ut/qJCJSxXy6dDfbkzKJCPTh1j7xVseRE/CoHrciVcmWxCNcNWkhe1OzaRAZyPTbu6toKyJVVmSQL5/ccg4d6oWRlp3P9W8vYtH2Q1bHEhGxjMNu498DmwPw0eJd7NiZAPNfc914/hPgpd7SAkQ0dA2ZEFg9JicTkcqRkVvAa79uBuDe8xsT4uf548ZWVSrcilhgS+IRrn17EckZuTSLDubzW7sRG6bTEkSkagv19+aDm7rSPb4GmXmFDJ+6hD82J1kdS0TEMt3jI+nXvCaFTsOuLx+DvAyI6QCtrrQ6mrgjYyBD75sicvbe+n0byRl5NIgM5Lqu9ayOIyehwq1IJdt6MINr315MckYeLWqH8Okt5xAVrB4VIlI9BPp6MXVEZ/o1r0lugZPR7y9jwdZkq2OJiFjmwQHN8LPlEZe62LWg/zNgs1kbStxP2h54/zJ45zwoyLU6jYh4sANpObz953YA/nVhU7wdKg26Mx0dkUq0LSmjuKdt89ohfHRzV8ICfKyOJSJSqfy8HbxxfUfOb+Yq3t703jIWa9gEEammmkYHc0n7hvTPe4FXwv8PE9fd6kjijvzDIWkzpO6CZVOtTiMiHuyVWZvJyXfSKS6cAS2jrY4jp6DCrUglSUjO5NrJi0g64hoe4aObuxIeqKKtiFRPPl523rihA32aRJGdX8jId5eyfGeK1bFERCwxtn8TjJcfr+1vye8aQkZK4xMI5z7iuvz7C5CTZm0eEfFIWxKPMH35bgAeubg5Np3h4fZUuBWpBDuOFm0PHsmlaS1X0TZCRVsRqeZ8vRy8dWNHejaKJCuvkOFTl7Jyd6rVsUREKo8xsOkXYkN8GHZOHADP/7IJp9NYHEzcUrsbILIJZKfA/NetTiMiHuilmZtxGhjQshYd48KtjiNloMKtSAXbnZLFtW8v4kB6Do1rBvHR6K7UCNKYtiIi4Bo24e1hnTinYQQZuQXcOGUxa/aoF5GIVBPbfoNProHJfbmzTwOCfb3YsD+d71fvszqZuCOHF5z/hOvywomQvt/aPCLiUVbtTuWXdQew2eCB/k2tjiNlpMKtSAVKOpLLjVMWsz8th0Y1g/h49DlEqmgrIlKCv4+DKcM707l+OEdyCrhhymI27E+3OpaISMUyBmY/5bpcvxfhwf7c1jcegBdnbiKvwGlhOHFbzS6Bul2hIBv+fNHqNCLiQV6cuQmAy9vH0rhWsMVppKxUuBWpIOk5+QyfuoQdh7KoE+7PRzd3JSpYRVsRkdIE+noxbWQX2tcLIy07n2FTl7A7JcvqWCIiFWfDd7B/JfgEQa+xAIzsUZ+oYF92p2TzyZJd1uYT92SzwfmPuy7vmAeF+dbmERGPsHDbIf7ckoy3w8Z9/ZpYHUdOgwq3IhUgJ7+Q0e8tY/3+dCKDfPjwpq7UCvGzOpaIiFsL8vXi3ZFdaBYdXHzGQnJGrtWxRETKX2EB/PaM63K3OyEwEoAAHy/uOb8xABPnbCUnv9CqhOLO6veEaz+F2+aBw9vqNCLi5owxxb1th3auR92IAIsTyelQ4VaknBUUOrn7kxUsTkgh+GgRon5koNWxREQ8Qqi/N++N6kJsmD87DmUx6t2lZOQWWB1LRKR8rf4MkjeDf7ircHuMazrVJTbMn4NHcvlw0U6LAorba3qRirYiUiZzNh1k+c7D+Hnbufu8RlbHkdOkwq1IOTLG8MhXa5i1PhEfLztvD+9Eq9hQq2OJiHiUWiF+fHBTFyICfVi9J43bP1yusR5FpOooyIW5z7ku9xwLfiXbij5edu453/XB+s2528jUl1dyMgV5sHW21SlExE05nYb/zdgMwIjuDaipM4E9jgq3IuXovz9vZPryPdhtMP7a9pzTsIbVkUREPFLDqCCmjuhMgI+DP7ck88D0VTidxupYIiJnL+MghMRCcG3oMrrUVa7oUIe4GgEcyszjvYU7KjefeI7cIzChE3x4JSSuszqNiLihH9bsZ8P+dIJ9vbitT0Or48gZUOFWpJy8t2AHb/2xHYD/XtGGAS2jLU4kIuLZ2tUNY9INHfGy2/hu1T6e+mE9xqh4KyIeLqwujPoFbpkL3v6lruLtsHPv0bFuJ/+xnSM5moBKSuEbDDHtAQNznrU6jYi4mUKn4fXZWwAY3bshYQE+FieSM6HCrUg5mLPxIOO+d33L/eCAplzdua7FiUREqobeTaJ46eq2ALy7YAdT5iVYnEhEpBzYbBB88i/5B7WLJT4qkNSsfKbO21E5ucTznPso2Oyw8QfYt8LqNCLiRn5cs5+tBzMI9fdmRI/6VseRM6TCrchZ2rA/nbs+/gungas61uGOvvFWRxIRqVIGtYvl/y5uDsB/ftrAbxsTLU4kInIGCnLhz5cgK6VMqzvsNsb0awLAO/O2k5alXrdSiqim0Ppq12X1uhWRowqdhvFHe9ve1LMBIX6azNBTqXArchYOHsnhpneXkplXyDkNI/jP5a2x2WxWxxIRqXJu7tWAoZ3rYgzc/fEKNh5ItzqSiMjp+et9mP0UTL0QyjjsyyWta9MsOpgjOQW8/ef2Cg4oHqvPQ2BzwJaZsPcvq9OIiBv4ac1+thzMIMTPS71tPZwKtyJnKDuvkNHvLWNfWg4NIwOZdENHfLz0JyUiUhFsNhtPDWrFOQ0jyMwr5KZ3l5GckWt1LBGRsinIhT9fdl3uMto1VEIZ2I/pdTttfgKpWXkVlVA8WY14aHO01+0f/7M2i4hYznnM2LY39Wyo3rYeTlUmkTPgdBrun76SVXvSCAvwZuqIzhroW0Skgvl42Zl0Q0fq1whgb2o2t7y/jJz8QqtjiYic2l/vw5F9EBwD7W88rbsOaFmL5rVDyMwrZOr8HRWTTzxfr/tdY90W5Lp+RKTa+mmtettWJSrcipyBl2Zt4qc1B/B22Hjrho7Ujwy0OpKISLUQFuDDlBGdCfHz4q9dqTz85WpMGU85FhGxREEuzHvFdbnXWPD2O62722w27j6vEeDqdZueo7FupRSRjeHu5XDjV+Dla3UaEbHIsb1tR/VsQKi/ett6OhVuRU7Tz2v2M3HONgD+e0UbujasYXEiEZHqJT4qiDdv6IjDbuOblfuYOGer1ZFERE5sxQeQvveMetsWubBlNI1rBnEkp4D3F+wo33xSdUQ0tDqBiFjs57UH2JyYQbCfFyN7NLA6jpQDFW5FTsPWg0d4YPoqAEb3asCVHetYnEhEpHrq0SiSpwa1BOClWZuZu+mgxYlEREpx7Ni2Z9DbtojdbuOuo71up8xLIDO3oLwSSlV0JBFWfWp1ChGpZCV62/ZQb9uqQoVbkTI6kpPPLR8sJzOvkHMaRvCvC5tZHUlEpFq7vmsc13WthzFw76cr2Z2SZXUkEZGS8rOg0fkQVu+Me9sWGdgmhgaRgRzOyufDRTvLKaBUORlJ8Ho7+Po2SNpkdRoRqUS/rDvApsQjBPt6MUq9basMFW5FysAYwwPTV7E9KZPoED8mXNcBL4f+fERErPbEpS1oWyeUtOx87vjoL01WJiLuxT8cLhsPdy494962RRx2G3f0jQfg7T+3k52n/3dSiqAoiD8PMPDHi1anEZFKcmxv25E9GxAaoN62VYUqTyJl8Obv25ixLhEfh503b+hAZJAG/BcRcQe+Xg7euKEj4QHerNmbxpPfrbM6kojI8c6yaFtkcPtY6oT7k5yRxydLdpXLNqUK6vOQ6/faLyBZ48CLVAezNx5k44EjBPl6cZN621YpKtyKnMKfW5J4cYbrNKMnL2tJ+3rhFicSEZFjxYb58/q17bHZ4NOlu/lsqYoZImIxZyH88ggcWFuum/V22Lmjr2us27f+2KazDKR0tdtCk4vAOOHPl6xOIyIVzBhTPFnvjd3i1Nu2ilHhVuQk9qVmc88nK3AauKZTXa7tUtfqSCIiUopejaO4/4ImADz27TrW7EmzOJGIVGsbvoNFb8B7AyE/p1w3fWXHWGqH+pGYnsv05XvKddtShfR50PV79WeQkmBtFhGpUAu3H2Ll7lR8vewa27YKUuFW5AQKCp2M+XQlh7PyaR0byrhBLbHZbFbHEhGRE7ijbyP6Na9JXoGT2z9aTlpWvtWRRKQ6Mgb+fNl1ucst5TZMQhFfLwe39XGNdTtp7jbyCpzlun2pImI7QqN+YAphwXir04hIBXpjzjYAru5Ul6hgDetY1ahwK3ICE+ZsZcmOFIJ8vZhwXXv8vB1WRxIRkZOw2228dHU76kUEsOdwNo98vRpjjNWxRKS62TobDqwG70DoeluFPMQ1nV0fzvemZvPNir0V8hhSBfQcC15+4O1vdRIRqSCrdqcyb2syDruNW3o3tDqOVAAVbkVKsXj7oeIZGZ8Z3Iq4GoEWJxIRkbII9fdm/LXt8bLb+GnNAaYv02nEIlLJisYU7TQSAiIq5CH8vB2M7uU6HXbSH9twOvUllZQirjuM3QAD/mN1EhGpIG/MdY1tO6htDHUjAixOIxVBhVuRf0jNymPMZytxGriyQx0Gt4+1OpKIiJyGtnXDuL9/UwCe+G4d25IyLE4kItXGzoWwawHYvaHbnRX6UNd2qUeInxfbkzKZtSGxQh9LPJTNVmFfHoiI9bYePMKMda7//7f3jbc4jVQUFW5FjmGM4aEvVrM/LYcGkYE8Nail1ZFEROQM3Nq7Id3ja5CdX8i9n67QGJAiUjnmHR3btt11EBJToQ8V7OfNjd3iAHhz7jYNDSMnt2c5bPjB6hQiUo7enLsdgP4tatG4VrDFaaSiqHArcowPF+9i5vpEvB02xl/bnkBfL6sjiYjIGbDbbbx8dTvCArxZuzedl2ZusjqSiFR1xkD9nhAcAz3urZSHHNG9AT5edlbuTmVxQkqlPKZ4oC2z4J3z4If7ID/H6jQiUg72HM7i25WuMc7vOLeRxWmkIqlwK3LU5sQjPP3DegAevqg5rWJDLU4kIiJnIzrUj+evbAPAW39sZ96WZIsTiUiVZrO5CrZj1kCNyjllNSrYl6s61gFg0u/bKuUxxQM17AshdSDzIKz62Oo0IlIO3v5jOwVOQ49GNWhXN8zqOFKBVLgVAfILndz/+SryCpz0bRrFqB71rY4kIiLlYEDLaK7vWg+AsZ+vJCUzz+JEIlLlOSr3jK1bejfEboO5m5LYsD+9Uh9bPITDG7rf7bo8/zUoLLA2j4iclaQjuXy6dDcAd/RVb9uqToVbEeCt37exZm8aof7ePH9lG2w2m9WRRESknPz7khY0qhnEwSO5jPt+ndVxRKQqWjAB1n0DzsJKf+i4GoFc3Lo24GrTipSqw43gHwGHd8CGb61OIyJn4d0FCeQWOGlbN4zu8TWsjiMVTIVbqfY27E/ntdlbABh3WUtqhfhZnEhERMqTv4+Dl65qi90G367cx4x1B6yOJCJVSUYS/PY0TB8Oe5ZaEuG2Pq6hGb5fvZ89h7MtySBuzicQut7mujzvFdeYzCLicTJzC/hw0S4Abu8Tr05n1YAKt1KtFQ2RkF9o6N+iFoPaVezsvyIiYo22dcO49Whh4/++XktqloZMEJFysvRtKMiB2I5Qt6slEVrFhtKrcSSFTsPU+TssySAeoMto8A6AA2tg22yr04jIGfh82W7SsvNpEBnIBS1qWR1HKoEKt1KtTfhtK+v3pxMe4M1/Lm+tb6tERKqwe89vTKOaQSRn5PLU9+utjiMiVUFeFix523W5+92uCcoscvvRL6em/7WXjHzLYog7C4iAjiNcE5Xlq2e2iKcpKHQyZV4CADf1bIDDrvpFdaDCrVRba/emMXHOVgCeGtSKqGBfixOJiEhF8vN28MKQNtht8NWKvfy6PtHqSCLi6VZ9DNkpEBYHzS61NEq3+Bq0qRNKTr6TP/brY56cQN9H4N6V0Nza16uInL5f1h1gz+FsIgJ9uLJDHavjSCXRO7pUS3kFTh6YvooCp+Hi1tEMbFPb6kgiIlIJOtQLZ3SvhgA8+vUa0rLULU1EzpCz0DUpGUC3u8DhZWkcm81WPNbtnwdsZOUVWJpH3JRfCDi8rU4hIqfJGMPbf2wH4MZz4vD3cVicSCqLCrdSLb3953Y2HjhCRKAPTw9qpSESRESqkfsuaELDyEAOHsnlqR80ZIKInKGNP8LhBPAPh/bXW50GgAEto6kX4U9WoY2vV+yzOo64s8J8WD0d0vZanUREymBxQgqr9qTh62VnWLc4q+NIJVLhVqqdXYeyeH32FgAeG9icGkEaIkFEpDrx83bwv6vaYLPBl3/tYcHWZKsjiYgn8g+D2E7Q+WbwCbQ6DQAOu40RRz/QT1uwC6fTWJxI3NbXt8JXN8PiN61OIiJlUNTbdkjHOqphVDMq3Eq1Yozh8e/WklvgpHt8DQa3i7U6koiIWKBjXAQ3nuMqbvz727XkFTgtTiQiHqdBb7j5V+jzL6uTlHBF+xj8HYadKVnM3njQ6jjirtpc4/q9/D3ISbc2i4ic1NaDR5i98SA2m2tSMqleVLiVauXntQeYuykJH4edpwdriAQRkers/v5NiQzyZXtSJm//ud3qOCLiiWw2txsvNNDXix61XD1t9b9NTqjRBRDZBHLT4a/3rU4jIifxzp8JAFzQvBYNo4IsTiOVTYVbqTaO5OQz7vt1ANzWN554/cMTEanWQv29+fclzQEY/9sWdqdkWZxIRDxC8lb482XIPmx1khPqFe3Ey25jSUIKq/ekWh1H3JHdDt3udF1ePAkKNZmdiDs6eCSHr/5yjUV9a5+GFqcRK3hc4XbixInUr18fPz8/unbtypIlS0647rvvvovNZivx4+fnV2IdYwyPP/44tWvXxt/fn379+rFly5aKfhpigZdmbiYxPZf6NQK4o2+81XFERMQNDGoXQ7eGNcjJdxZ/uSdSGdSm9WALXofZ4+D7e61OckJhvjCwdTTwd08tkeO0GQoBkZC2G9Z/Y3UaESnF+wt2klfopEO9MDrGRVgdRyzgUYXbzz77jLFjx/LEE0/w119/0bZtWwYMGMDBgyceuykkJIT9+/cX/+zcubPE7S+88AKvv/46kyZNYvHixQQGBjJgwABycnIq+ulIJVqzJ433F+4A4OnBrfDzdlgbSERE3ILNZuPpwS3xdtj4dcNBZq1PtDqSVANq03qwzGRY9anrcpdbrc1yCiO6u8bx/nHNfvalZlucRtyStx90Ge26vGA8GE1mJ+JOsvIK+GCR6/3+lt7qbVtdeVTh9uWXX2b06NGMHDmSFi1aMGnSJAICApg6deoJ72Oz2YiOji7+qVWrVvFtxhheffVV/v3vfzNo0CDatGnD+++/z759+/jmm28q4RlJZSiakMxp4LK2MfRqHGV1JBERcSONagYzuperMfzkd+vIytPpolKx1Kb1YMunQWEu1G4Hcd2tTnNSLWNC6NawBoVOw3sLdlgdR9xV55vByw98AiEnzeo0InKMr/7aS1p2PvUiArigRbTVccQiHlO4zcvLY/ny5fTr1694md1up1+/fixcuPCE98vIyCAuLo66desyaNAg1q37+zTIhIQEDhw4UGKboaGhdO3a9aTbFM/y3ap9rNiVSoCPg/87OpahiIjIse4+rzGxYf7sTc3mjTnbrI4jVZjatB6sIA+WvOO6fM4dronJ3Nzo3q7Zxz9esouMXH0pJaUIjIS7l8PIn8A/zOo0InKU02mYNt811M2I7vVx2N3/PUcqhpfVAcoqOTmZwsLCEr0LAGrVqsXGjRtLvU/Tpk2ZOnUqbdq0IS0tjRdffJHu3buzbt066tSpw4EDB4q38c9tFt1WmtzcXHJzc4uvp6enA5Cfn09+fv4ZPb+qrmi/VPb+yc4r5L8/u14ft/ZqQIS/Q8foLFl1LKX86VhWDTqO5cPLBo9e1IQ7P1nF239u5+qOMdQO9Tv1HcuRjmXZePr+cZc2rdXtWU98vdvWfoFXxgFMYE0Kmg4EN81+7L7t0SCchpEBbE/O4pPFOxjRLc7idJ7PE1+7pxRQy21ez1Vy/7oJ7duKVd77988tyWxLyiTQ18HgttHV/rhVtdfv6TwPjyncnolu3brRrVu34uvdu3enefPmvPXWWzz99NNnvN3nnnuOcePGHbd85syZBAQEnPF2q4NZs2ZV6uPN2GNjf5qDcB9DzJGN/PRT6R+I5PRV9rGUiqNjWTXoOJ49Y6BRiIOt6U7GvjuXGxs7LcmhY3lyWVlZVkeodBXRpnWX9qzHvN6NoffmFwgHNob0YvOMX61OdEpF+7ZziI3tyQ7enL2RGinrcKjTVrnwmNfuafDJTyc0ewdJIW2sjlIl96+70L6tWOW1fydtsAN2OkXk8+dvM8tlm1VBVXn9nk571mMKt5GRkTgcDhITS04akpiYSHR02cb68Pb2pn379mzduhWg+H6JiYnUrl27xDbbtWt3wu088sgjjB07tvh6eno6devWpX///oSEhJT1KVUr+fn5zJo1iwsuuABvb+9KeczE9BweeW0+UMhjg9pwaZvap7yPnJoVx1Iqho5l1aDjWL7i2qVz+aRFLEu28+iQbrSODa20x9axLJuinqGeyl3atFa3Zz3u9Z6fjaPge8zmJBpd8x8aBUZaneiE/rlvz8svZOaLf5CSlY9XXAcuaqVxEs+Gx712yyp5M17vnAt2LwruWQN+1nyurbL71w1o31as8ty/25Iy2bBwPjYbPD60N/Ui1EGwqr1+T6c96zGFWx8fHzp27Mjs2bMZPHgwAE6nk9mzZ3PXXXeVaRuFhYWsWbOGiy++GIAGDRoQHR3N7Nmzixu16enpLF68mNtvv/2E2/H19cXX1/e45d7e3lXiBVSRKnMfvfbberLyCmlfL4zLO9TF5gHjkHkSvd6rDh3LqkHHsXy0r1+DK9rH8tWKvfx3xhY+u+WcSn//0LE8OU/fN+7SpnWX9qzHvN69vWHIFMg9grdvsNVpyqRo33p7e3PDOXGM/20rHy7ew2Xt61odrUrwmNduWUW3gIgGkLQR77WfQrc7LY1T5favG9G+rVjlsX8/XLIbgH7NaxFfq/I6EXiCqvL6PZ3n4DGTkwGMHTuWt99+m/fee48NGzZw++23k5mZyciRIwEYNmwYjzzySPH6Tz31FDNnzmT79u389ddf3HDDDezcuZObb74ZcM3OO2bMGJ555hm+++471qxZw7Bhw4iJiSluSItnWrs3jS/+2gPAYwNbqGgrIiJl9sCApvh62VmSkMLM9YmnvoPIaVKb1oN5SNH2n244Jw4vu40lO1JYuzfN6jjijmw26Hqr6/Lit8BZaG0ekWoqLSufL5fvBWBkj/rWhhG34DE9bgGuueYakpKSePzxxzlw4ADt2rXjl19+KZ6IYdeuXdjtf9eiDx8+zOjRozlw4ADh4eF07NiRBQsW0KJFi+J1HnroITIzM7nllltITU2lZ8+e/PLLL/j5Ve6EJFJ+jDE8/cN6jIFB7WLoUC/c6kgiIuJBYsL8Gd2rIRPmbOW/P2/k3KY18fHyqO+6xc2pTeth1n8HkU2gZjOrk5yxWiF+XNy6Nt+t2se7C3bw4lVtrY4k7qjNUPh1HKTuhM0zoNnFVicSqXY+XbqL7PxCmkUH061hDavjiBvwqMItwF133XXC08jmzp1b4vorr7zCK6+8ctLt2Ww2nnrqKZ566qnyiigW+31zEosTUvDxsvPQhZ7bwBYREevc1jeeT5fuJiE5kw8X7WRUzwZWR5IqRm1aD5GXCd/dBTlpMGoG1DvH6kRnbGSP+ny3ah/frdzHwxc1IzLo+KEypJrzCYCOw2H+a7D4TRVuRSpZQaGT9xbsAGBUzwY6c1gADxsqQeRUjDG8NHMzAMPOiSM2zN/iRCIi4omCfL0Ye0ETACbM2UpmboHFiUTEEqs+cRVtwxtAnc5Wpzkr7euF07ZuGHmFTj5dssvqOOKuOt8MNjsk/AGJ661OI1KtzFyfyL60HGoE+nBZ2xir44ibUOFWqpQZ6xJZszeNAB8Ht/eNtzqOiIh4sKs71aFBZCApmXm8e7T3g4hUI06na6xPgK63gd1hbZ5yMLJ7fQA+WLST/EKntWHEPYXVg2YDweED+1ZYnUakWpk6LwGA67vWw8/b899zpHyocCtVRqHT8PKsTQCM6tGAGjr9S0REzoKXw8695zcGYPIf20nPybc4kYhUqm2/QfJm8A2B9tdbnaZcXNy6NlHBviSm5/LL2gNWxxF31f9puG99lXndi3iC1XtSWbbzMN4OGzecE2d1HHEjKtxKlfH9qn1sTswgxM+L0b0bWh1HRESqgEvbxtCoZhBp2fnFvSBEpJpY9Ibrd/sbwTfY2izlxMfLzvVd6wHoTAI5sfD6EBRldQqRamXa/B0ADGwTQ80QTSwqf1PhVqqE/EInr/zqGtv21j7xhPp7W5xIRESqAofdxph+rl63U/5MIDUrz+JEIlIpkjbBttmADbqMtjpNubquaz28HTaW7zzM6j2pVscRd5e4Dgp1xolIRTqYnsMPq/cBrrOHRY6lwq1UCV8s38POQ1nUCPRhxNGxu0RERMrDxa1q0yw6mCO5Bbzzp3rdilQLKdshIBKaXgwRVetDdM1gPwa2cU16o163clLTR8Cb3WHjD1YnEanSPly0k/xCQ6e4cFrXCbU6jrgZFW7F4+UVOBk/ewsAt/eNJ9DXy+JEIiJSldjtNu67oAkA0+YnkJKpXrciVV7Ti2Dsehj4itVJKkRRR4cfVu0n6UiutWHEfdVwnXHCoknW5hCpwnILCvl4yS4ARqq3rZRChVvxeN+s3Mu+tByign01iLeIiFSI/i1q0So2hMy8Qt76fZvVcUSkMnj5QnAtq1NUiLZ1w+hQL4y8QicfL95ldRxxV51Ggd0Ldi+CfSusTiNSJf2y9gDJGXlEh/jRv2XVfM+Rs6PCrXg0p9Mw6egH6Jt6NsDP22FxIhERqYpsNhv39XP1uv1w0U7SsjTen0iV5HTCtjmu31XciKM9uz5cvJO8gqr/fOUMhNSGlpe7Li9+y9osIlXUe0eHrHGNP64SnRxPrwrxaDPXH2B7UiYhfl7FM+SKiIhUhPOa1aRZdDCZeYV8uHin1XFEpCIkzIUPBsPkPmCM1Wkq1EWtoqkV4kvSkVx+Xrvf6jjirrre7vq99kvISLI2i0gVs3ZvGn/tSsXbYWNol7pWxxE3pcKteCxjDG/MdfW2HdatPsF+3hYnEhGRqsxms3Frn4YATJu/g5z8QosTiUi5W/KO63e9c8BmszZLBfN22Lmhq2uYsanzd1gbRtxXnY4Q0wEK82DFB1anEalS3l+4A4CLWtWmZrCftWHEbalwKx5r/tZDrN6Thp+3nZE96lsdR0REqoGBbWKIDfMnOSOXL//aY3UcESlPh3fC5p9dlzuPtjZLJbm2az18HHZW7U5l1e5Uq+OIu+py9O9h4w/W5hCpQlKz8vh25T4AhnfXXD1yYircisd68/etAAztXI8aQb4WpxERkerA22Hnpp6ucSHf/mM7hc6qfSq1SLWybCoYJzTsC1FNrE5TKSKDfLmkTW0APlikIWDkBFpeAVdOgZG/WJ1EpMr4fNlucguctKgdQod64VbHETemwq14pFW7U5m/9RBedhs392pgdRwREalGhnapS1iANzsOZTFj3QGr44hIecjPgb/ed12uJr1ti9zYzdXT6/tV+zicmWdxGnFL3n7Qegh4+VidRKRKKHQaPly0C4Bh3eKwVfGheeTsqHArHmnyH9sBuKxdDHXCAyxOIyIi1UmAjxfDutUHYNLv2zBVfAIjkWph3VeQnQKhdaHJhVanqVTt64bRMiaE3AInXyzXEDByCs5CyM2wOoWIR/t980F2pWQR4ufFoHaxVscRN6fCrXicfanZ/HK0h9PoXg0tTiMiItXR8G5x+HnbWb0njYXbD1kdR0TO1vbfXb87jQKHl7VZKpnNZuPGc1y9bj9cvBOnhoCRE9nwPbzeHuY8a3USEY/2/kLX0DRXd6qLv4/D4jTi7lS4FY/z0eKdFDoNXRtE0Lx2iNVxRESkGqoR5MuQjnUAeG/BDmvDiMjZu3ySa/zODsOtTmKJy9rFEOznxc5DWfyxJcnqOOKuHL6QuhNWfgh5WVanEfFIO5IzmbspCZsNbjhHk5LJqalwKx4lJ7+QT5bsBmBE9/rWhhERkWqtaLiEWesT2ZeabW0YETk7NhvEdYPAGlYnsUSAjxdXdawLwIeapExOpFE/CIuDnDRY+4XVaUQ8UtH/2D5NoqgfGWhxGvEEKtyKR/lh9X5SMvOICfXjgha1rI4jIiLVWJNawXRrWAOngY8X77I6joicidwjGq/zqOvPqQfA7I0H2Z2i3pRSCrsdOt/kurzkbdAY7yKnJTuvkM+XuTqiDT/aAUDkVFS4FY9hjCk+HfX6c+LwcujlKyIi1hp2dDb2T5bsIreg0OI0InLalkyGl5vDojetTmK5+KggejaKxBj4eIm+jJITaH8jePnBgdWwZ5nVaUQ8yrcr95KeU0C9iAD6NImyOo54CFW+xGP8tSuVNXvT8PGyc22XelbHERER4YIWtYgO8eNQZh4/rzlgdRwROR3OQlg2DXLTwS/U6jRuoWi8xc+W7taXUVK6gAhodaXr8tK3rc0i4kGMMbx3dFKyG8+Jw263WZxIPIUKt+IxinrbXtY2hohAH2vDiIiIAF4OO9d1dX2Z+P7CHdaGEZHTs3kGpO0G/whoeYXVadxCv+Y1qR3qR0pmHj+t2W91HHFXRcMlrPsaslKszSLiIZbvPMyG/en4etm5qlMdq+OIB1HhVjxCckZuceNRk5KJiIg7GdqlLt4OG3/tSmXt3jSr44hIWS2b6vrd/gbw9rM2i5vwcti57uiZbR8s1CRlcgKxHaHXAzD8B/APtzqNiEf46Oh8CIPaxRAWoI5oUnYq3IpH+GbFXgqchrZ1QmkVq1PZRETEfdQM9uOiVrUB9boV8RiHd8DWX12XO46wMonbuUZfRklZnP8Y1OsKNp3uLXIqKZl5/Hi0I9r1XeMsTiOeRoVbcXvGGD5b6pp58apOdS1OIyIicryicSF/WL2fzNwCi9OIyCktfw8w0PBcqBFvdRq3UjPYjwuPfhn14SL1uhUROVtfLt9DXoGTVrEhtKmjjmhyelS4Fbe3ak8aWw5m4Otl59K2MVbHEREROU7n+uHE1QggK6+QX9ZqkjIRt+YshJUfuy53GmVtFjd149Evo75ZuZe07HyL04jbStsDPz4A00dYnUTEbTmdho+XuIZJuL5rHDb1UpfTpMKtuL3Pl7l6217UKppQf2+L04iIiBzPZrMxpINrookvlu+xOI2InJTdATfNhHP/D5peZHUat9S5fjhNawWTk+/U/zQ5sYJcWPo2rPvGNfyIiBxn4fZDJCRnEuTrxWXqiCZnQIVbcWvZeYV8v3IfAFdrmAQREXFjV3Ssg83maqDvTsmyOo6InEx4HPR5CBzqFFAam83GDd1cvW4/WrwTY4zFicQt1Yh3DTeCOTr8iIj800eLXUPOXN4+lkBfL4vTiCdS4Vbc2ox1BziSW0CdcH/OaVjD6jgiIiInFBvmT/d413vVV3/ttTiNiJRKBcgyG9wuhgAfB9uTMlmckGJ1HHFXnUa6fq/4EAryrM0i4mYOpucwc10iANd1rWdxGvFUKtyKWysaJuGqjnWx2zUWjIiIuLchHY8Ol/DXbpxOFYhE3M7Mf8Mn18Le5VYncXvBft4Mauc6rffjxbssTiNuq+nFEFQLMg/Cph+tTiPiVj5ftpsCp6FjXDjNa4dYHUc8lAq34rb2HM5iwbZD2GxwZcdYq+OIiIic0oCW0QT5erE7JZulO9RDTcSt5GfDig9g00+QecjqNB7hui6u4RJ+WXuAlEz1ppRSOLyh/Y2uy8umWZtFxI0UOg2fLHF1RLtevW3lLKhwK27rx9X7AehSP4I64QEWpxERETm1AB8vLmldG9AkZSJuZ93XkJMGofWg0flWp/EIreuE0jo2lLxCJ18s3211HHFXHYcDNkj4HQ5tszqNiFv4ffNB9qZmExbgzcVH24YiZ0KFW3FbPxwt3A7UzIsiIuJBrujgOkvkl3UHyC0otDiNiBRbNtX1u9MIsDssjeJJisZl/GTJbk1SJqULqwftroeeY8EnyOo0Im7ho0WuIWaGdKiDn7fec+TMqXArbmlHciZr9qZht8FFraKtjiMiIlJmnetHUDPYlyM5Bczfmmx1HBEB2L8a9iwFu9ffp3VLmVzWNoYgXy8SkjNZuE1DTMgJDJ4I/Z6A4FpWJxGx3J7DWfy26SAA12qYBDlLKtyKW/pxjau3bff4SCKDfC1OIyIiUnZ2u634S8cfVx+wOI2IALD86NibzS+FoJrWZvEwgb5exZOUfbREk5SJiJzKZ0t3Ywx0j69BfJR6ocvZUeFW3FLxMAltNBaMiIh4nqKxzGatP0BegdPiNCLVXO4RWP2563KnUdZm8VBFwyXMXHeA5Ixci9OI23IWwuaZMPspq5OIWCa/0MmnS4smJYuzOI1UBSrcitvZlpTBhv3peNltXKhhEkRExAN1qh9BVLAv6RouQcR6NgdcMA6aDYT6vaxO45FaxoTStm4Y+YWG6cs08aKcQEYifDIU/nwJkjZZnUbEErM3JpF0JJfIIF8uaKGhQ+TsqXArbueHVa7etj0bRxIW4GNxGhERkdPnOHa4hKPD/4iIRXwCoPPNMPQjsNmsTuOxru9SNEnZLpxOTVImpQiJgSYXui4vm2ZtFhGLfLrU9eXWNZ3r4OOlkpucPb2KxO38uGYfAAPbxFicRERE5MwVDZcwc52GSxARzzewbW2C/bzYlZLF/G06k0BOoGg4klUfQ362tVlEKllSNszfdgibDYZ21qRkUj5UuBW3svNQJpsTM/Cy23RagYiIeLTO9SOIDNJwCSKW+v1/sGyqa5xbOSsBPl5c0T4WgI8Xa5IyOYH48yCsHuSkwbpvrE4jUqkWHHSV2Po2iaJuRIDFaaSqUOFW3MpvGw8Crg+7of7eFqcRERE5c8cOlzBzfaLFaUSqoexU11ibP9wHBzdYnaZKuO7oRDuz1idy8EiOxWnELdnt0HGE6/KyqZZGEalMuQVOFh90DcejScmkPKlwK25l9gZX4fb85jUtTiIiInL2zjv6fjZ300GM0ZiQIpVqzXQoyIaaLaBOZ6vTVAlNo4PpGBdOgVOTlMlJtLsB7F6wZwkcWGt1GpFKMWt9IpkFNqJDfOnbNMrqOFKFqHArbuNITj6LEw4BcF4zFW5FRMTzdWtYAz9vO/vTcth4QKdqi1QaY2D5e67LHYZrUrJydJ0mKZNTCa4FzS6BWq1cQyaIVAOfL98LwJAOsXg5VGqT8qNXk7iNeVuSyS80NIwMpGFUkNVxREREzpqft4Pu8ZHA38MBiUgl2PcXJK4Bhy+0udrqNFXKJW1qE+rvzZ7D2fyxJcnqOOKuBr0Bt/0/e/cdHlWZvnH8OzPpPSEkISQQeugdROyigL0iNmyru65t1Z+7umt3V9e+q2vvDRE7uIBgARTpBKQjnYSEQCrpk5n5/TFJlCWhJvOemdyf68o1h8lk5p5zhuSdZ97zvD9CxkjTSURa3LaCcuZvLsSGh4sGtzcdRwKMCrdiGd/UtUnQbFsREQkkJ2f+2i5BRHxk6dvey17nQkSC0SiBJizYwQWDtEiZHERolGa6S6sxafEOADLjPLSPCzecRgKNCrdiCS63p+EN7SnqbysiIgHk5Lo+Z0u3FVFcUWM4jUgrUL0XVn7q3a5fJEma1eXDve0Svl2Xz65SLVImB1C9F9ZMMZ1CpMU4Xe6Gnt8jktQ+RpqfCrdiCSuyiykoryE6LIihGZoVISIigSMtPoLuyVG4PTD3lz2m44gEvopCyDgO2mZCx2NNpwlIXZOiGZaRgMvt4aO6mWYi+6mpgGf7wOQrYdca02lEWsS3a/PZU1ZNYlQIfeJVuJXm53eF2xdeeIGMjAzCwsIYPnw4ixYtavK2r732Gscffzzx8fHEx8czatSo/W5/9dVXY7PZ9vkaM2ZMSz8N+R9zN3j7Y53QrS3BauQtIiIB5uQede0S1OdW6mhM24LiO8Llk+H3c3Wqdgu6dHg6AJOX7NAiZdK4kAjodLx3e9m7ZrOItJBJi70tYy4YmIpKGdIS/Opl9dFHH3HHHXfwwAMPsGzZMvr378/o0aPJz2/8TdDs2bO59NJL+f7775k/fz7p6emcfvrp5OTk7HO7MWPGkJub2/D14Ycf+uLpyG/M31QAwMiuiYaTiIiINL/6PrdzNuzG41GBo7XTmNZHgkJNJwhoY/u0IzosiOyiSuZt0tkE0oRBV3kvf54ETrXVkMCSU1zJnLpJaOMGpxlOI4HKrwq3zzzzDNdffz3XXHMNvXr14uWXXyYiIoI333yz0dt/8MEH/PGPf2TAgAFkZmby+uuv43a7+fbbb/e5XWhoKCkpKQ1f8fHxvng6UqeyxkXW9mIARnRpYzaMiIhICxjUIZ6wYDsF5TX8kl9mOo4YpjFtC9rwNRRrwSxfCAt2cP5A7yJlk9QuQZrS5RSITYfKIlj3lek0Is1q8uIdeDwwonMbOraJMB1HAlSQ6QCHqqamhqVLl3LPPfc0XGe32xk1ahTz588/pPuoqKjA6XSSkLBvD9XZs2eTlJREfHw8p5xyCn//+99p06bpAmJ1dTXV1dUN/y4tLQXA6XTidDoP52m1GvX7pbH9s3BzATUuNykxobSPCdY+tLgDHUvxLzqWgUHH0T/YgEEd4vhpUyE/bsinU0LYfrfRsTw0/r5/rDKmNT2ebZHXu7OCoE9/B9V7qb12FrQb0Hz37Ud8+bvkooGpvDt/GzNX57GruJyEyJAWf0zT9Lv68Nn7XYrjhydwL3kLV+a5B7yt9m/L0b5tXi63h8lLvB9aXTw4Vfu3hQXa/j2c5+E3hds9e/bgcrlITk7e5/rk5GTWrVt3SPfxl7/8hdTUVEaNGtVw3ZgxY7jgggvo1KkTmzZt4q9//Stjx45l/vz5OByORu/nscce46GHHtrv+pkzZxIRoU9ZDmTWrFn7XTd1ux2wkx5ayfTp030fSo5IY8dS/JOOZWDQcbS++Bob4ODL+WtoU7iqydvpWB5YRUWF6QhHxSpjWquMZ5vz9Z5e8CODqkspD2nLN8uywbaz2e7bH/nqd0l6pIMd5fDYh99ycmrraQWj39WHLrwmhdOwYd/2I999/hblockH/Rnt35ajfds8VhfZyC1xEBHkwb09i1nZ3uu1f1tWoOzfwxnP+k3h9mj985//ZNKkScyePZuwsF9nuYwfP75hu2/fvvTr148uXbowe/ZsTj311Ebv65577uGOO+5o+HdpaWlDr7GYmJiWexJ+zOl0MmvWLE477TSCg4P3+d6brywESrjo+L6cUXe6lVjXgY6l+Bcdy8Cg4+g/UrYX89/XFrG9KpQxY07Cbt930SQdy0NTPzO0tWquMa3p8WxLvN4d774IQNiI6znjuLOa5T79ka9/l5S03cH9U9aysiKGJ8Yeiy3AF4TT7+oj46maBpu+5aROwXgGnNHk7bR/W472bfP6auJyIJ9xQzty7hmZ2r8tLND27+GMZ/2mcJuYmIjD4WDXrl37XL9r1y5SUlIO+LNPPfUU//znP/nmm2/o16/fAW/buXNnEhMT2bhxY5OF29DQUEJD91/sIDg4OCBeQC3pf/dRaZWTlTklABzXPVn7z4/o9R44dCwDg46j9Q3s2IbwYAdFFU62FlXTIyW60dvpWB6Yv+8bq4xprTKebbbH270ediwAmwPH4Ak4/Px10hx8dSzPH5TOY9M3sGl3OStzyxjcMeHgPxQA9Lv6MI3+B4T8i6C49EO6ufZvy9G+PXr5pVV8t967KNnlx2Tssz+1f1tWoOzfw3kOfrM4WUhICIMHD95nEYb6RRlGjBjR5M898cQTPPLII8yYMYMhQ4Yc9HGys7MpKCigXbt2zZJbDmzxlkLcHshoE0H7uHDTcURERFpMSJCdIRnexaLmawX2Vktj2hay7F3vZffRENNKnrNFRIcFc1Y/7z6ftEiLlEkTkjLhEIu2Ilb38dJsXG4PgzvG0y258Q/iRZqL3xRuAe644w5ee+013nnnHdauXcuNN95IeXk511xzDQATJkzYZ6GHxx9/nPvuu48333yTjIwM8vLyyMvLo6zMu5pzWVkZd911FwsWLGDr1q18++23nHvuuXTt2pXRo0cbeY6tzYLNBQCM6NL0YnAiIiKB4pjO3r93CzYXGk4iJmlM28xqq2H5RO/2oKvMZmmlxg/zFuS++jmXvVWBsXCMtKAK/Q0U/+V2e/hosfdDqvFD9WGEtDy/aZUAcMkll7B7927uv/9+8vLyGDBgADNmzGhY3GH79u3Y7b/Wol966SVqamq46KKL9rmfBx54gAcffBCHw8HPP//MO++8Q3FxMampqZx++uk88sgjjZ46Js0va3sxAENaySlVIiLSutUXbhduKcDt9uzX51ZaB41pm9muVeCqgehU6Drq4LeXZjeoQzxdk6LYmF/GlBU7uXx4R9ORxIpqa+CjK2DTt3DbCohNM51I5LDN31zA9sIKokODOLOfzvCQludXhVuAm2++mZtvvrnR782ePXuff2/duvWA9xUeHs7XX3/dTMnkcDld7ob+tgM7xJkNIyIi4gP90mIJDbJ7+9wWlNO5bZTpSGKIxrTNqP1guHM9FGwEh9+9vQkINpuN8UPT+ft/1/LR4h0q3ErjgkLAWQHuWsh6H06623QikcP24aLtAJw7MJWIEP3NkZbnV60SJLCsy91Lda2b2PBgOiVGmo4jIiLS4oIddnqnxgCwIrvYbBiRQBIaBakDTKdo1S4YlEaww8bP2SWs3lliOo5Y1aAJ3sus98HtMptF5DAVltcwc7V3cdHxQzsYTiOthQq3YkzWjiIABqTHYbPpVFEREWkd+qfHAbBihwobIketNBc8HtMpBEiIDOH03ikADf0fRfbT8xwIi4OSHbDpe9NpRA7LZ8uyqXG56ds+lj7tY03HkVZChVsxpr6/rdokiIhIazKgvnCrGbciR8flhFdOgJdGQtFW02kEuLRuBtrnWTlUOTWbUhoRHAb9x3u3l71jNovIYfB4PA1tEuoXZBTxBRVuxZjlO4qBX9/AioiItAb90+IAWL2zlJpat9kwIv5s/XQoz4fy3RDT3nQaAY7t0oa0+HD2VtUyfVWu6ThiVfXtEtZPg7J8s1lEDtGSbUVs2l1OeLCDc/qnmo4jrYgKt2JEUXkNW/aUAyrciohI69KxTQSx4cHU1LpZn7fXdBwR/7XsXe/lwMvBEWw2iwBgt9u4ZIh3JtqHi9QuQZqQ3BvaD/EuUrbiQ9NpRA5J/Wzbs/u3IzpMf3PEd1S4FSOW150e2rltJHERIWbDiIiI+JDNZmvoc7tc7RJEjkxJDmz61rs98EqzWWQfFw1Jw26DRVsK2by7zHQcsaoT/g/O+hcMvsZ0EpGDKq1yMm2l9yyC8cO0KJn4lgq3YsTqHO+CLP3U0FtERFqhAWnev38r6toGichhWjERPG7oOBLadDGdRn6jXWw4J/dIAuCjJZp1K03oMRaGXANhMaaTiBzU1BU7qXK66Z4cxUCdMSw+psKtGLGu7tTQnu30h1pERFqffnV9bldml5gNIuKP3G7Iet+7rdm2lnTJUG+7hE+XZquXt4j4vcmLvR9CjRuSjs1mM5xGWhsVbsWI+sJtj5Row0lERER8r2eq94PLTbvLVNQQOVzb50PRVgiJhl7nmE4jjTg5M4m20aHsKavhu3W7TMcRq3K7YNFr8PooqCwynUakUevySlmRXUKQ3cb5A7UQpvieCrfic1VOV8PCZJpxKyIirVFqbBhRoUHUuj1sLSg3HUfEv6QPh8s/gdMfgZBI02mkEcEOOxcPTgNg0mK1S5Am2Oyw9G3IXgwrPzGdRqRRkxdnAzCqZzJtokINp5HWSIVb8bmN+WW43B7iIoJJitYvPhERaX1sNhvdkqMAWF93FoqIHCJHEHQ7zdsfUyxr3BBvu4Q5G3azs7jScBqxJJvt13YnWe+ZzSLSiJpaN59neQu344amGU4jrZUKt+Jz9W0SMlOi1R9GRERarR7J3nZBG3apcCsigScjMZIRndvg8cBkLVImTek3DhwhkLsCcn82nUZkH9+s3UVRhZPkmFBO6NbWdBxppVS4FZ9bl1sKQGaK2iSIiEjr1b2ucKsZtyKH4cNL4ZsHoXyP6SRyCMYP8866/XhJNi63x3AasaSIBMg807tdv+igiEXUf+h04aA0ghwqn4kZeuWJz63f9euMWxERkdaqfoFOzbgVOUS7VsP6afDT86aTyCEa3TuF2PBgcoor+eGX3abjiFUNvMJ7+fNHUFtlNotIndySSuZu8P7eqm/9ImKCCrfic/Uzi3qocCsiIq1Y/YzbbYUVVNa4DKcR8QP1s/F6jIXIRLNZ5JCEBTsaVmH/eEm24TRiWZ1Phpg0qCrGtmG66TQiAHy6NBu3B4Z1SiAjUQthijkq3IpPlVfXkr+3GoDOiVGG04iIiJiTGBVCQmQIHo934U4ROYDaalgxybs9cILZLHJY6meqzVyTR2F5jeE0Ykl2Bwy+CnqcCTHtTacRwe32MLnuw6ZLNNtWDFPhVnxqe6F3Rdn4iGBiI4INpxERETHHZrPRpa13BseWgnLDaUQsbv00qCyE6HbQ5RTTaeQw9EqNoU/7GJwuD18uzzEdR6zqxD/DpRPxpA0znUSEhVsK2V5YQVRoEGP7ppiOI62cCrfiU9sLKwDo0EanGoiIiHRI8P493FH391FEmlDfJmHAZeAIMptFDlv9rNuPFu/A49EiZSJibR/XLUp2dv9UIkL0N0fMUuFWfGpb3RvTjDYRhpOIiIiY1yHB+/dwe4EKtyZs2rSJe++9l0svvZT8/HwApk+fzurVqw0nk32UZMPGb73bAy43m0WOyLn92xMSZGdd3l5W5ZSajiNWVrSVbnlTweM2nURaqdIqJ9NW5QIwbkia4TQiKtyKj9W3SuioGbciIiJ0aBMO/HpGivjOnDlz6Nu3LwsXLuSzzz6jrMzbZ3jFihU88MADhtPJfob+DjLPgjZdTCeRIxAbEcyY3t7TjSfXzWQT2Y/LSdCbo+iV+zG2LXNNp5FWauqKnVQ53XRLimJAepzpOCIq3IpvbdeMWxERkQYNM25VuPW5u+++m7///e/MmjWLkJCQhutPOeUUFixYYDCZ7Cc2Dc58CsZ/YDqJHIX6dglfLs+hyukynEYsyRGMu/cFANhX6P+7mDF5sffDpUuGpmOz2QynEVHhVnxsW92poB1VuBURESG9rnCbW1JJTa1OC/WllStXcv755+93fVJSEnv27DGQSCSwHdulDe3jwimtquXr1Xmm44hFuft726HY1k+DikLDaaS1WZdXyorsEoLsNs4b2N50HBFAhVvxoVo35JZWAWqVICIiAtA2KpSwYDtuD+SWVJmO06rExcWRm5u73/VZWVm0b683a5ax9G3YNh+0oJXfs9ttXFzXL1LtEqRJKf0oCe+AzVUNKz8xnUZamcmLswEY1TOZxKhQw2lEvFS4FZ8prvGOucODHbSJDDn4D4iIiAQ4m832a7uEIrVL8KXx48fzl7/8hby8PGw2G263m3nz5vF///d/TJgwwXQ8Aagshul/gbfGQO5y02mkGVw0OA2bDeZtLGCHWsRIY2w2trU5wbud9Z7ZLNKq1NS6+TzLW7gdN1SLkol1qHArPlNS471MiQ1TrxgREZE66fHewm12UaXhJK3Lo48+SmZmJunp6ZSVldGrVy9OOOEEjj32WO69917T8QRg1adQWwVte0K7AabTSDNIi49gZJdEAD5emm04jVhVdvwIPI4QyPsZcleYjiOtxDdrd1FU4SQ5JpQTurU1HUekgQq34jMlNd5ibVK0TjkQERGplxwbBsDuvdWGk7QuISEhvPbaa2zatImvvvqK999/n3Xr1vHee+/hcDhMxxP4dbbdoCtBH/oHjHFDvYuUfbJkBy63WmDI/pxB0Xh6nAGhMbDnF9NxpJWob+Fy4aA0ghwqlYl1BJkOIK1H/YzbpJgws0FEREQspP4Dzfy9NXQNNhymFerQoQMdOnQwHUP+V94q2JkF9mDod4npNNKMTu+VTExYEDtLqvhp0x6O18w2aYRr1CPYz3sJQrSotbS83JJK5m7YDcC4IemG04jsS4Vb8ZnSuhm3yZpxKyIi0qBt3d/FPWXVEG84TIC74447Dvm2zzzzTAsmkYPKet972WMsRCaazSLNKizYwXkD2/Pu/G18tHiHCrfSuOh2EKxPM8U3Pl2ajdsDwzolkJGohdTFWlS4FZ8pcXovkzXjVkREpEHbulWLd6tw2+KysrL2+feyZcuora2lR48eAGzYsAGHw8HgwYNNxJN6tdXw8yTv9sArzWaRFjFuSDrvzt/GzNW7KK6oIS5CCxdLEzwe2L0ekjJNJ5EA5XZ7mLykblEyzbYVC1LhVnzm11YJmnErIiJSr2HG7d4aw0kC3/fff9+w/cwzzxAdHc0777xDfLy3Yl5UVMQ111zD8ccfbyqiABRt9fa2DAqHrqeaTiMtoE/7WHq1i2FNbilfLt/JVcdmmI4kVuSshFdPht1r4bafIb6j6UQSgBZuKWR7YQVRoUGc0TfFdByR/ajjsvhMQ6sEzbgVERFpUN/7fXdZNR6t0+MzTz/9NI899lhD0RYgPj6ev//97zz99NMGkwlte8Cty+HaGWDXQnGBatyQNAA+WrzDcBKxrOBwiErybi+faDaLBKyP6xYlO7t/OyJCNLdRrEeFW/GZ+lYJSepxKyIi0iAxynuKsNPloaLWcJhWpLS0lN27d+93/e7du9m7d6+BRLIPu12z6wLcuQPaE+Kwsya3lFU5JabjiFXVt0tZ/gG4XWazSMAprXIybVUuoDYJYl0q3IpPOF1uql3eGbdtIlW4FRERqRca5CA23LsAy16n4TCtyPnnn88111zDZ599RnZ2NtnZ2Xz66adcd911XHDBBabjtV67N3h73ErAi48M4fTeycCvM95E9tPzLAiLhZIdsGWO6TQSYKau2EmV0023pCgGpMeZjiPSKBVuxSdKq36dQhQVptMPREREfqtN3azbMhVufebll19m7NixXHbZZXTs2JGOHTty2WWXMWbMGF588UXT8Vontxs+uBCezoScZabTiA/Uz3D7YvlOqpyaTSmNCA6HvuO828veM5tFAs7kulYtlwxNx2azGU4j0jgVbsUn9lZ534lGhQbhsOsXooiIyG9Fh3ln3Fa59DfSVyIiInjxxRcpKCggKyuLrKwsCgsLefHFF4mMjDQdr3Xa+gMUbwd3LbTVCvKtwciuiaTGhlFS6WTmml2m44hVDbzCe7nuK6goNJtFAsa6vFJWZJcQZLdx3sD2puOINEmFW/GJ0krvjNsYzbYVERHZT3So9+9jpSac+VxkZCT9+vWjX79+KtiallU3m67vRRASYTaL+ITDbuOiulm3apcgTUodACl9wVUDa740nUYCxOTF2QCM6plMYpTaOYp1qYomPlHfKkGFWxERkf1F1/19rFLh1mdOPvnkA54W+d133/kwjVBZBGumeLfrZ9dJq3Dx4DSe+/YXfty4h+yiCtLiVbSXRox6EGx26HSi6SQSAGpq3Xye5S3cjhuaZjiNyIEdURXtjjvuaPR6m81GWFgYXbt25dxzzyUhIeGowkngqG+VEF23+IqIiIj8KipUhVtfGzBgwD7/djqdLF++nFWrVnHVVVeZCdWarfwEXNWQ1BtSB5lOIz6UnhDBsV3a8NOmAj5Zms2fRnU3HUmsqOso0wkkgHy7dhdFFU6SokM5oVtb03FEDuiICrdZWVksW7YMl8tFjx49ANiwYQMOh4PMzExefPFF7rzzTn788Ud69erVrIHFP2nGrYiISNMaetzWqsetrzz77LONXv/ggw9SVlbm4zRC1vvey0FXghaIaXXGDUnnp00FfLwkm1tP6YZda2LIgXg8+j0hR+WjutYsFw1OI8ihDqJibUf0Cj333HMZNWoUO3fuZOnSpSxdupTs7GxOO+00Lr30UnJycjjhhBO4/fbbmzuv+KnSuhm3KtyKiIjsLypMPW6t4oorruDNN980HaN12bMRcpeDPfjX1eOlVRnTJ4XosCByiiuZv7nAdByxqppymHkv/GcoOCtNpxE/lVtSydwNuwG4uK7HtoiVHVHh9sknn+SRRx4hJiam4brY2FgefPBBnnjiCSIiIrj//vtZunRpswUV/7a3bsZt/amgIiIi8qsY9bi1jPnz5xMWFmY6RuuS2BX+uBDOeR4i25hOIwaEBTs4d0AqAB8t1iJl0oSgcFj9BRT8Auv+azqN+KlPl2bj9sCwTgl0StSipGJ9R1RFKykpIT8/f782CLt376a0tBSAuLg4ampqjj6hBISaWjcAIUE6DUFEROR/qcet711wwQX7/Nvj8ZCbm8uSJUu47777DKVqxZIyvV/Sao0bks77C7YzY3UeJRVOYiO0Nob8D7sdBlwOc/4Jy96FvheZTiR+xu32MHlJ3aJkmm0rfuKIWyVce+21fP7552RnZ5Odnc3nn3/Oddddx3nnnQfAokWL6N5djeXFy+nyABCi/jEiIiL7CQt2AOB0Gw7SisTExBAbG9vwlZCQwEknncS0adN44IEHTMdrPTwe0wnEIvq2jyUzJZqaWjdTVuSYjiNWNfBywAZb5kDRVtNpxM8s3FLI9sIKokKDOKNviuk4IofkiGbcvvLKK9x+++2MHz+e2lrvKfBBQUFcddVVDQs9ZGZm8vrrrzdfUvFrNS7vO9FgzbgVERHZT5DDu8iK26PFVnzl7bffNh1BAMfHV0JoJJz0V2/LBGm1bDYb44ak8/BXa/hoyQ6uHJFhOpJYUVwH6HwibJ4NyyfCyX81nUj8yMd1i5Kd3b8dESFq4yj+4YiqaFFRUbz22msUFBSQlZVFVlYWBQUFvPrqq0RGenuEDBgwgAEDBjRnVvFjzrrCrWbcioiI7C/I7v376NLkQ5/p3LkzBQX7L4JUXFxM586dDSRqfcJr9mD75WtY9SnYHabjiAWcN7A9wQ4bq3JKWb2zxHQcsaqBV3ovsz4At3oMyaEprXIybVUuoDYJ4l+OqooWFRVFv3796NevH1FRUc2VSQKQetyKiIg0Lbhuxq1LrRJ8ZuvWrbhc+7/hr66uJidHp2n7QnrBj9jwQMbxkNDJdByxgITIEE7rlQzAx3V9KEX2k3kWhMVCabZ35q3IIZi6YidVTjfdkqIYkB5nOo7IITviKtqSJUv485//zPjx47ngggv2+WpJL7zwAhkZGYSFhTF8+HAWLVp0wNt//PHHZGZmEhYWRt++fZk2bdo+3/d4PNx///20a9eO8PBwRo0axS+//NKST6FVqu9xW//GVERERH7lsNcVbjXjtsVNmTKFKVOmAPD11183/HvKlCl8/vnnPPLII2RkZLR4jlY/pvW46VA417tdP3tOhF9nwn2xPIfqWs2mlEYEh8Gw38PwGyE+w3Qa8ROTF3vbJIwbko7NprqE+I8jKtxOmjSJY489lrVr1/L555/jdDpZvXo13333HbGxsc2dscFHH33EHXfcwQMPPMCyZcvo378/o0ePJj8/v9Hb//TTT1x66aVcd911ZGVlcd5553HeeeexatWqhts88cQTPPfcc7z88sssXLiQyMhIRo8eTVVVVYs9j9aoYcatWiWIiIjsJ7ju76NbhdsWVz8etNlsXHXVVQ3/Pu+88xg/fjyzZs3i6aefbtEMGtOCbeuPRNbswRMaA73OMR1HLOT4bm1JiQmjuMLJrDW7TMcRqzrlbzD2n9Cmi+kk4gfW5ZWyIruEILuN8we1Nx1H5LAcURXt0Ucf5dlnn2Xq1KmEhITw73//m3Xr1jFu3Dg6dOjQ3BkbPPPMM1x//fVcc8019OrVi5dffpmIiAjefPPNRm//73//mzFjxnDXXXfRs2dPHnnkEQYNGsR//vMfwDsz4V//+hf33nsv5557Lv369ePdd99l586dfPHFFy32PFqj+h63wSrcioiI7CdIM259xu1243a76dChA/n5+Q3/drvdVFdXs379es4666wWzaAxLdhXvA+Au/eFEBxuOI1YicNu46LBaQBMVrsEEWkG9a1XTu2ZRGJUqOE0IofniKpomzZt4swzzwQgJCSE8vJybDYbt99+O6+++mqzBqxXU1PD0qVLGTVqVMN1drudUaNGMX/+/EZ/Zv78+fvcHmD06NENt9+yZQt5eXn73CY2Npbhw4c3eZ9yZFwe7ztRu12nJIiIiPyvwvIaAPKr9HfSV7Zs2UJiYqLPH1djWqCyCNu6/wLg6X+Z4TBiRRcP8RZuf/hlNzuLKw2nEctyu2HLD/DNQ6aTiIXV1Lr5PMvbu/6SoVqUTPxP0JH8UHx8PHv37gWgffv2rFq1ir59+1JcXExFRUWzBqy3Z88eXC4XycnJ+1yfnJzMunXrGv2ZvLy8Rm+fl5fX8P3665q6TWOqq6uprq5u+HdpaSkATqcTp9N5iM+odan/hMDprNU+8nP1x0/H0f/pWAYGHcfAsHvvr4UJHcsDO5r989xzz3HDDTcQFhbGc889d8Db3nrrrUf8OAdilTGt0fGsy4Pn+L+wZ/l04hJ749FrvlkFwt+F1JgQhneKZ+GWIj5atI2bT7bO6fCBsH+t7LD2b2URQe9fgM1Vg7P7mdCufwun82+t9bX79epdFJbXkBQdyoiMuBZ7/q11//pKS+9f+/f/gLAY3P0vg4g2LfIYv3U4z+OICrcnnHACs2bNom/fvlx88cXcdtttfPfdd8yaNYtTTz31SO7Srzz22GM89ND+n+rNnDmTiIgIA4msr7DADtj5edUqIvJXmo4jzWDWrFmmI0gz0bEMDDqO/m1rgQ1wADqWB3M0kwSeffZZLr/8csLCwnj22WebvJ3NZmuxwq1VmB/PdoVOt8A33/jgsVonf/9d0s1hYyEO3p+3kYyK9VjtxD1/379Wd6j7d3D0QNKKF7JjymOsTJ/QwqkCQ2t77b681luL6BdTycyvZ7T447W2/etrLbF/Ha4qxq78Dw6Pkx9zbBRHdG72x/hfhzOePaLC7X/+85+GhQ7+9re/ERwczE8//cSFF17IvffeeyR3eVCJiYk4HA527dq3Qf2uXbtISUlp9GdSUlIOePv6y127dtGuXbt9bjNgwIAms9xzzz3ccccdDf8uLS0lPT2d008/nZiYmMN6Xq3FFwXLWFO8h8yevThjeEfTceQoOJ1OZs2axWmnnUZwcLDpOHIUdCwDg45jYEjdUcybGxaREOrRsTyI+pmhR2LLli2NbvuSVca0psez+t3VcgJl355c4+KLJ+ZQUF1Lm57DGdG55WdAHYpA2b9Wdbj717Y5Aj68iE5li0k/7S31zD6A1vjazS2pYv2CuQD85eLjyWgT2WKP1Rr3ry+19P51j+gDv3zNscfcBLaW/6TwcMazR1S4TUhIaNi22+3cfffdR3I3hyUkJITBgwfz7bffct555wHexSW+/fZbbr755kZ/ZsSIEXz77bf86U9/arhu1qxZjBgxAoBOnTqRkpLCt99+2zCoLS0tZeHChdx4441NZgkNDSU0dP+G1sHBwfoP2oSg+kXJbHbtowCh13vg0LEMDDqO/s3u8M62taFjeTD+vm+sMqa1ynhWr/eW4+/7Njg4mHMGpDJx4XY+y8rlhB6Nf7Bhir/vX6s75P3b7RSITcdWsoPgTTOh70UtH87PtabX7pSft+L2wLBOCXRLifPJY7am/WtCi+3fdr2hXe+6899a3uE8hyMq3NbLz89vWI33t/r163c0d9ukO+64g6uuuoohQ4YwbNgw/vWvf1FeXs4111wDwIQJE2jfvj2PPfYYALfddhsnnngiTz/9NGeeeSaTJk1iyZIlDQuo2Ww2/vSnP/H3v/+dbt260alTJ+677z5SU1MbBtLSPOpXy3Z7tFy2iIjI/6qu9Y6lgo9o2Vg5VL+dYXowzzzzTIvm0JhW5ODGDUln4sLtTF+Vx0OVTmLDVQyR/2F3wIDLYM7jsOxdFW6lgdvtYfKSbMD7u0TEXx1R4Xbp0qVcddVVrF27Fs//FOJsNhsul6tZwv2vSy65hN27d3P//feTl5fHgAEDmDFjRsNCDNu3b8du//Udz7HHHsvEiRO59957+etf/0q3bt344osv6NOnT8Nt/vznP1NeXs4NN9xAcXExxx13HDNmzCAsLKxFnkNrZa8r3Na6VbgVERH5X/WF2yAVbltUVlbWId3O1sKnyGlMK3Jo+qfF0iM5mvW79jJlxU6uPEYt16QRAy73Fm63zIGibRCv14nAwi2FbC+sICo0iDP6WmvGvljINw9C0VYY+SdIHWA2SxOOqHB77bXX0r17d9544w2Sk5NbfHD7WzfffHOTp5HNnj17v+suvvhiLr744ibvz2az8fDDD/Pwww83V0RphKPuNeJW4VZERGQ/1U7NuPWF77//3nSEBhrTihyczWbj4iFp/P2/a5m8eIcKt9K4+I7Q6UQoyYbSHBVuBYCPl+wA4Oz+7YgIOaqTzSVQ1dZ4Z+pXFED/S02nadIRvXo3b97Mp59+SteuXZs7jwQoh0MzbkVERJpSXes9WynIpr+TJuzY4X1zl56uUylFrOb8ge15fMY6VuaUsGZnKb1StRi0NOLityE83ieLCon1lVY5mbYqF4CL1SZBmrJhhrdoG5UCXU41naZJRzSv49RTT2XFihXNnUUCWFjduZ9VzpZpoyEiIuLP1OPW92pra7nvvvuIjY0lIyODjIwMYmNjuffee3E6nabjiUidNlGhjOrpbSMyuW4Gnch+IhJUtJUGU1fspMrppltSFAPT40zHEavKet97OeBScFh3VvYRJXv99de56qqrWLVqFX369NlvNbRzzjmnWcJJ4IgM9b7UyqtVuBUREflf6nHre7fccgufffYZTzzxBCNGjABg/vz5PPjggxQUFPDSSy8ZTigi9cYNTWf6qjy+WJ7DPWdkEhrkq3W/xe84qyB3OXQ4xnQSMWjyYu+HPOOGpPu0taf4kdJc2DjLuz3gCrNZDuKICrfz589n3rx5TJ8+fb/vteTiZOK/IkO8g6vymlrDSURERKynuu6MFM249Z2JEycyadIkxo4d23Bdv379SE9P59JLL1XhVsRCTujWlpSYMPJKq5i1Zhdn9Us1HUmsaG8evDAcnJVw5zrvLFxpddbllbIiu4Qgu43zB7U3HUesasWH4HFDhxGQaO02sEf09uCWW27hiiuuIDc3F7fbvc+XirbSmPoZt2WacSsiIrKfhhm3mhTiM6GhoWRkZOx3fadOnQgJCfF9IBFpksNu46LBaQBMXpJtOI1YVnQKxKWDqxpWfmI6jRgyebH3d8SpPZNIjAo1nEYsyeP5tU3CQGvPtoUjLNwWFBRw++23k5yc3Nx5JEBFhdbNuK3WjFsREZH/Vf/3MVRn//rMzTffzCOPPEJ1dXXDddXV1fzjH//g5ptvNphMRBpz8RBv4faHX3aTU1xpOI1Y1sAJ3susd83mECNqat18nuUt3F4yVIuSSRNcThhyLbQfDL3OM53moI6ocHvBBRfw/fffN3cWCWCRIXU9bms041ZEROR/FVd6F8OKCPIYTtJ6ZGVl8dVXX5GWlsaoUaMYNWoUaWlpTJ06lRUrVnDBBRc0fImIeR3bRHJM5wQ8Hvh0qWbdShP6XgSOEMhbCblaUL21+WbtLooqnCRFh3JCt7am44hVBYXAsTfD9d9BaJTpNAd1RD1uu3fvzj333MOPP/5I375991uc7NZbb22WcBI4IuumEFWox62IiMh+Siq8hdtI6y5oG3Di4uK48MIL97kuPV2zc0SsbNyQdBZsLmTykh3cfHJX7Hb1l5H/EZEAmWfB6s9g2XtwZn/TicSHJi/xLkp20eA0ghxaOEACwxG9PXj99deJiopizpw5zJkzZ5/v2Ww2FW5lP/U9bsvV41ZERGQ/xZU1AISrcOszb731lukIInKYxvZpxwNfria7qJIFmws4tmui6UhiRYOu9BZuV06G0x+B4HDTicQHcksqmbthNwAXD9EHsdKEDV9DRQH0OhdCIk2nOSRH9PZgy5YtzZ1DAlxUXeG2tMppOImIiIj1lDS0SjAcRETEwsJDHJw9IJWJC7fz0ZIdKtxK4zqdBLHpULIDts6DbqNMJxIf+HRpNm4PDOuUQKdE/yjIiQFznoCcJd7i7bG3mE5zSA757cEdd9zBI488QmRkJHfccUeTt7PZbDz99NPNEk4CR5tI7+rMxRVOXG4PDp3WJCIi0qC4oVWCetz6SkFBAffffz/ff/89+fn5uN3ufb5fWFhoKJmIHMglQ9KZuHA701fl8XCFk9iI4IP/kLQudjuc87y3eJvY1XQa8QG328PkJd7e1+M021aakr/WW7S1B0G/S0ynOWSHXLjNysrC6XQ2bDfFZlNBTvYXHxGMDQ9uj42iihoSo0JNRxIREbGM+h63mnHrO1deeSUbN27kuuuuIzk5WWNYET/RLy2WHsnRrN+1lykrcrhyRIbpSGJFXU42nUB8aOGWQrYXVhAVGsQZfVNMxxGrynrfe9l9DEQlmc1yGA757cH333/f6LbIoQhy2IkIgvJa2FNWrcKtiIhIHafLzd5q7+KdKtz6zg8//MCPP/5I//5auEbEn9hsNsYNTeeRr9YweUm2CrdycC4nODQzO5DVL0p2dv92RIRoMCWNqK2BFR96twdeaTbLYdIye+Iz0XV/KwvKaswGERERsZD6/rYA4Q6DQVqZzMxMKisrTccQkSNw/sD2BDtsrMwpYc3OUtNxxKr25sHkCfDCcHBrkexAVVrlZNrKXEBtEuQANszw9rWNSoGu/tX3WoVb8ZnoYG/fvj1l1YaTiIiIWEd+qffvYkJkMA6NzHzmxRdf5G9/+xtz5syhoKCA0tLSfb5ExLoSIkM4rVcy8OtMO5H9hMXC5tlQuAm2zDGdRlrIlOU7qa510y0pigHpcabjiFVlvee9HHApOPxrVrbeHojP1M+43aMZtyIiIg12lVYBkBwdZjhJ6xIXF0dpaSmnnHIKSUlJxMfHEx8fT1xcHPHx8abjichBXFw3s+6L5TlU12o2pTQiOBz6Xuzdru9tKQHn47oPby4Zmq5+9dI4Vy24agAbDLjCdJrD5l9lZvFrUQ2FW824FRERqZdb4i3cpsSq/7svXX755QQHBzNx4kQtTibih07o1paUmDDySquYtWYXZ/VLNR1JrGjglbD4dVj7FVQUQkSC6UTSjNbllbIiu4Qgu43zBrY3HUesyhEEE76E0p0Q439/K1S4FZ9paJWwV4VbERGRenn1M25jNOPWl1atWkVWVhY9evQwHUVEjoDDbuOiwWn85/uNTF6SrcKtNK5df0juC7tWwspPYPgNphNJM5q8OBuAUT2TtQC6HJwfFm1BrRLEh+JCvJf1b1BFREQE8kq8C2SlqHDrU0OGDGHHDvXGFPFnFw9JA+CHX3aTU6zFBqURNhsMrDs1Outds1mkWVXXuvg8y1u4HTc0zXAasayibbB3l+kUR0WFW/GZhFDvjNvsIg2qRERE6uXVLU6WHKOZIr50yy23cNttt/H222+zdOlSfv75532+RMT6OraJ5JjOCXg88OnSbNNxxKr6jQNHCOSthNwVptNIM/l2bT5FFU6SY0I5oVtb03HEqr5/FJ7pCYteM53kiKlVgvhMQt1EopyiStxuD3a7esmJiIj8dsZtaZ7hMK3IJZdcAsC111673/dsNhsulxY7EvEHlwxNZ8HmQiYv2cHNJ3fVewzZX0QCjLgZIttCbLrpNNJMPlrsPWvmwkFpBDk0J1EaUVUCa74EjwtSB5pOc8RUuBWfiQ3x9qKqcbnJ31tNSqxOCRUREckrqe9xG0qp4SytyZYtW0xHEJFmMKZ3O+4PXU12USULNhdwbNdE05HEikY9YDqBNKOdxZXM/WU3AOOGqBgvTVj5CdRWQttMaD/YdJojpsKt+IzDBu1iw8guqiS7qEKFWxERafX2VjkpraoFvDNufzGcpzXp2LEjAGvWrGH79u3U1NQ0fM9mszV8X0SsLTzEwTkDUvlg4XY+WrJDhVuRVuDTpdl4PDCsUwIZiZGm44hVZb3vvRx4pbfftZ9S4VZ8Ki3OW7jdUVTBkIwE03FERESM2rqnAoDEqFCiwzQs86XNmzdz/vnns3LlSmw2Gx6Ptxe/rW5gr1YJIv5j3JB0Pli4nemr8ni4wklsRLDpSGJFNRWw+nPYvRZO/7vpNHKE3G4PH9f1tL5Es22lKbtWw85lYA+G/uNNpzkqagQiPtU+PhyA7EItUCYiIrKloByATokRhpO0PrfddhudOnUiPz+fiIgIVq1axdy5cxkyZAizZ882HU9EDkO/tFgyU6KpqXUzZUWO6ThiVeX58OUf4af/QPF202nkCC3YUsD2wgqiQoMY2zfFdByxqvrZtj3GQqR/n4mhwq34VFqct3C7o6jCcBIRERHztuz2Fm4z2ug0P1+bP38+Dz/8MImJidjtdhwOB8cddxyPPfYYt956q+l4InIYbDYbF9fNvJu8JNtwGrGs+AzodALggeUTTaeRI/Rx3f/xs/unEhGis5WkEW63d1Ey8LZJ8HMq3IpPpdXNuN1eqMKtiIjI1voZt21VuPU1l8tFdHQ0AImJiezcuRPw9r5dv369yWgicgTOH9ieYIeNlTklrNmppR6lCQMneC+zPvAWd8SvlFY5mbYyF4BxQ9IMpxHLstvhxnlw9r+h66mm0xw1FW7FpzrXNQ7fmF9uOImIiIh5W/bUFW4149bn+vTpw4oVKwAYPnw4TzzxBPPmzePhhx+mc+fOhtOJyOFKiAzhtF7JAExessNwGrGsnmdBaCyUbIctc0ynkcM0ZflOqmvddE+OYkB6nOk4YmXh8TD4arA7TCc5aircik91rptRtKesmqLymoPcWkREJLA1FG4149bn7r33Xtx1s60efvhhtmzZwvHHH8+0adN47rnnDKcTkSMxrq5dwhfLc6iu1QKD0ojgcOh7kXe7vgem+I2P6z6UGTckvWExUZF9uAPvd78Kt+JTUaFBtK/rc7txd5nhNCIiIuYUlddQUukEoGOCCre+Nnr0aC644AIAunbtyrp169izZw/5+fmccsophtOJyJE4vltb2sWGUVzhZNaaXabjiFUNqut5uXYqVBaZzSKHbF1eKSuySwiy2zh/YHvTccSqfngaXjsFNnxtOkmzUeFWfK5rUhQAG3btNZxERETEnM11s23bxYYRHuL/p3EFgoSEBM3gEfFjDruNiwZ7+15+tFjtEqQJ7QZASl/oOALKC0ynkUM0ebF3UbJRPZNpExVqOI1YktvtnUmfsxQqi02naTYq3IrPdU/2Fm5/2aUZtyIi0nqtz/N+gFn/gaaIiBy9iwd72yX8uHEPOcWVhtOIJdlscN03MOFLSOxqOo0cgupaF59neQu3lwxNN5xGLGvrD1C8DUJjoOfZptM0GxVuxee6JXlXcN6Yr8KtiIi0Xmtzvaue92oXYziJiEjg6NAmghGd2+DxwCdLsk3HEasKDjOdQA7Dt2vzKapwkhwTyvHdEk3HEavKes972fciCIkwm6UZqXArPtc1Wa0SRERE6gu3PVW4FRFpVuOGetslfLx0B263x3AasbTSXNj0nekUchD1rU8uGpxGkENlLGlEZRGsmeLdHniF2SzNTK948bludaeE5u+tpqTCaTiNiIiI77ndnl9n3KaqcCsi0pzG9mlHdFgQ2UWVzN+sHqbShJ3L4dne8PE14KwynUaasLO4krm/7AZ+bYUisp+Vn4CrGpJ6Q+og02malQq34nPRYcG0jwsHYE3dm1YREZHWZEdRBeU1LkKC7HROjDQdR0QkoIQFOzinfyoAk5dokTJpQkpfiG4HVcWw7ivTaaQJk5fswOOBYzonkKExkzSlvk3CoCu9fawDiAq3YkTf9rEArMwpNhtERETEgPrZtt2To3TKn4hIC6hfwGj6qjyd5SeNsztgwGXe7az3zWaRRrncHibXtUm4dFgHw2nEsjweOP5O6D4G+o4znabZ6Z2CGNE3zVu4/Tm7xHASERER31uzs66/bYraJIiItIS+7WPJTImmptbNF8tzTMcRqxp4ufdy82wo3m40iuzvh192s7OkitjwYEb3TjEdR6zKZoNe58JlH0FkG9Npmp0Kt2JEPxVuRUSkFVuT612gU/1tRURahs1mY3zdrNsPF23H49EiZdKI+AzodCLg0axbC5q0yDvb9vyB7QkLdhhOI2KGCrdiRL/2cQBsL6yguKLGbBgREREfW5Xj/eCyZzsVbkVEWsr5A9MIDbKzLm8vKzRhRJoyaIL3Mut9cLvMZpEGu/dW883aXQCMH6ZFyaQJa7+C2f+EkmzTSVqMCrdiRGxEMB3bRACwMkeDKBERaT12FleSV1qFw25rOANFRESaX2xEMGf0bQfApEU6DV6a0PNsCE+AikLIX2M6jdT5dFk2tW4PA9LjyFRrKWnKT8/D7MdgxYemk7QYFW7FmPoFytQuQUREWpNl24sAyEyJJiIkyHAaEZHAVt8uYcqKnZRV1xpOI5YUFAqXfgh3roOUvqbTCODxePioYVEyzbaVJuSvgx0LwGaHAVeYTtNiVLgVY/qnxQHwc3ax0RwiIiK+tGxbMQCDO8abDSIi0goM65RA57aRVNS4mLpip+k4YlUdjoHwONMppM7CLYVs2VNOZIiDs/qlmo4jVpX1nvey22iIaWc2SwtS4VaM6Vt3eujyHcVaLEBERFqN+hm3gzqocCsi0tJ+u0iZ2iXIIakoNJ2g1aufbXvOgFQiQ3V2kjSithqWT/RuD77KbJYWpsKtGNM/LY4gu41dpdXsKKw0HUdERKTFVTldrN7pbRGkGbciIr5x4aA0gh02VmSXsGZnqek4YlUFm+DVk7xfbrfpNK1WSYWTaStzAbhkaAfDacSy1n0FlYUQ3Q66nmY6TYtS4VaMCQ9xNCzKsnBLgeE0IiIiLW9VTglOl4fEqFDS4sNNxxERaRXaRIVyeq8UACYt1qxbaUJ0ird4W7wNts41nabV+jwrm+paN5kp0fTXIq7SlKXveC8HXgGOwJ6V7TeF28LCQi6//HJiYmKIi4vjuuuuo6ys7IC3v+WWW+jRowfh4eF06NCBW2+9lZKSfRfCstls+31NmjSppZ+O1BneuQ3g7WEjIiIS6H5tkxCHzWYznEZM0JhWxIzxdQscfZ6VQ2WNy3AasaSQSOh7sXe7vigkPuXxeJhU1yZh/NB0jZWkcW4XxHeEkGgYeKXpNC3Obwq3l19+OatXr2bWrFl89dVXzJ07lxtuuKHJ2+/cuZOdO3fy1FNPsWrVKt5++21mzJjBddddt99t33rrLXJzcxu+zjvvvBZ8JvJbwzolALBIhVsREWkFlm7zFm7VJqH10phWxIyRXRJJTwhnb1Vtw2nYIvup75W57iso11mhvrYiu4R1eXsJCbJz/sA003HEquwOOOd5uOsXbwE3wPnFfOK1a9cyY8YMFi9ezJAhQwB4/vnnOeOMM3jqqadITd1/lcE+ffrw6aefNvy7S5cu/OMf/+CKK66gtraWoKBfn3pcXBwpKSkt/0RkP0M6xmO3wfbCCnJLKmkXq9NGRUQkMLncHhZs9n5QObTug0tpXTSmFTHHbrdxyZB0npq5gQ8XbefCwSoKSSPa9Yd2AyB3Oaz4EI692XSiVuWjulYmZ/RJITYi2HAasbzg1lE/8osZt/PnzycuLq5hgAswatQo7HY7CxcuPOT7KSkpISYmZp8BLsBNN91EYmIiw4YN480338Tj8TRbdjmw6LBgeqd6+9Zo1q2IiASyNTtLKal0Eh0aRL/26tnWGmlMK2LWxUPScdhtLNlWxC+79pqOI1ZVP+t22Tug36M+U15dy5TlOwEYP0yLkkkT8n6GnGWt6v+mX8y4zcvLIykpaZ/rgoKCSEhIIC8v75DuY8+ePTzyyCP7nYr28MMPc8oppxAREcHMmTP54x//SFlZGbfeemuT91VdXU11dXXDv0tLvSuTOp1OnE7noT6tVqV+vzS2f4Z2jGNlTgnzN+3hjN5J+31frOVAx1L8i45lYNBx9B9z1u8CYFineDxuF073vj0WdSwPjT/vHyuNaU2PZ/V6bznat01LCHdwUvdEvl23m4kLt/HXsT0O+z60f1uWJfZv5nkEff03bHs2ULvlRzzpx5jL0owssW8P4MusbMprXGS0iWBQWrRlczbF6vvX39XvV/vsx2DTLFynPoj7GP+dEX84rxOjhdu7776bxx9//IC3Wbt27VE/TmlpKWeeeSa9evXiwQcf3Od79913X8P2wIEDKS8v58knnzxg4faxxx7joYce2u/6mTNnEhERcdR5A9msWbP2u85eaAMcfL9qB9OCtvo8kxyZxo6l+Ccdy8Cg42h9U9fYATtxVXlMmzatydvpWB5YRUWF6Qj78ccxrVXGs3q9txzt28Z1xsa3OJi8aCt9XJsIOsJzULV/W5bp/dsp+QIqg9uw6+d8PCub/pvtj0zv26a8stIB2OgXuZfp06ebjnPErLp/A0FYTSH2Td8AMHtnOGUHGE9b3eGMZ20eg+dQ7d69m4KCAzf87ty5M++//z533nknRUVFDdfX1tYSFhbGxx9/zPnnn9/kz+/du5fRo0cTERHBV199RVhY2AEf77///S9nnXUWVVVVhIaGNnqbxmYopKens2fPHmJiYg54/62V0+lk1qxZnHbaaQQH79urprjCyfB/fo/bA3P/7wTaxR74GIlZBzqW4l90LAODjqN/qHa6GPzo91TXupl2y7F0S4ra7zY6loemtLSUxMTEhnYBVuCPY1rT41m93luO9u2B1brcnPTMD+wqrebZi/tyVr92h/Xz2r8tS/u35Vh5367P28tZL8wnyG7jh7tOIDGq8VqMlVl5/wYCp9PJtvduomfuZ7g7jMB15VTTkY7K4Yxnjc64bdu2LW3btj3o7UaMGEFxcTFLly5l8ODBAHz33Xe43W6GDx/e5M+VlpYyevRoQkNDmTJlykEHuADLly8nPj6+yaItQGhoaKPfDw4O1n/Qg2hsH7WNDWZAehzLthczb3MRl6qfjV/Q6z1w6FgGBh1Ha1u8rYTqWjdJ0aH0TI3DZrM1eVsdywOz4r7xxzGtVcazer23HO3bxgUHwyVD0nnuu418vGwn5w8+svce2r8tS/u35Vhx336SlQvAqJ7JtIvf/8Ntf2LF/RsQPG46FswFwD74Gux+vo8P5zXiF4uT9ezZkzFjxnD99dezaNEi5s2bx80338z48eMbVt/NyckhMzOTRYsWAd4B7umnn055eTlvvPEGpaWl5OXlkZeXh8vl7Sk3depUXn/9dVatWsXGjRt56aWXePTRR7nllluMPdfW6qQe3n5vs9fnG04iIiLS/OZt2gPAyK6JByzaSmDTmFbEGsYNTcdmg582FbCtoNx0HLGqikL4/jGYeEmrWgjJ16qcLj7PygFg/LB0w2nEqmybZxNRswdPWCz0Osd0HJ/yi8XJAD744ANuvvlmTj31VOx2OxdeeCHPPfdcw/edTifr169v6BOxbNmyhtV5u3btus99bdmyhYyMDIKDg3nhhRe4/fbb8Xg8dO3alWeeeYbrr7/ed09MADipR1uembWBeRsLqKl1E3KkzaZEREQs6MeN3tPoR3ZNNJxETNOYVsS8tPgIju/WlrkbdjNp8Q7+MibTdCSxqh+fBVc17FwG7QebThOQvl6dR0mlk/Zx4Rzf7eBnr0jrZF/+PgDuPhfjCA43nMa3/KZwm5CQwMSJE5v8fkZGBr9t13vSSSdxsPa9Y8aMYcyYMc2WUY5cn9RY2kSGUFBew9JtRYzo0sZ0JBERkWZRUFbNz9nFAIzsqr9vrZ3GtCLWcOnQdOZu2M3HS7K547TuBDs0cUT+R0QC9DoXVk6Gpe+ocNtCPly0HYCLh6ThsOusJGlEbQ22vBUAuAdcicNwHF/TXyexBLvdxgndvZ+uzdmw23AaERGR5vPdunw8HuidGkO72NY1Q0BExKpG9UomMSqUPWXVfLtW7dqkCYOv8l6u+hSqy8xmCUCbdpexYHMhdhtcPERtEqQJQSHU3riQH7veA8m9TafxORVuxTJO6uEt3KrPrYiIBJJv1u4CvAtuiIiINQQ77Fw0OA2ASYu3G04jltVxJLTpCjVl3uKtNKsPF3r/753cI4n2cfpwWw7AHkRBdE/TKYxQ4VYs4/hubbHZYF3eXvJKqkzHEREROWpVThdzN3gXJjutlwq3IiJWMn6od4bfnA27ySmuNJxGLMlmg0ETvNvL3jGbJcBUOV18siwbgMuGdzCcRiyrvABctaZTGKXCrVhGQmQI/dPiAPh23S6zYURERJrB/E0FVDpdtIsNo3dqjOk4IiLyGxmJkYzo3AaPByYv3mE6jlhV/8vAHgw5SyH3Z9NpAsb0VbkUVzhJjQ3jpB5JpuOIVU27E57tjW3DDNNJjFHhVixldO8UAGasyjOcRERE5OjN+k2bBJtNC26IiFjN+GHeWbcfL9mBy33ghQCllYpqC/0vgUFXQWiU6TQBY2Jdm4TxwzpoUTJpXFk+rP0KyvLwxLQ3ncYYFW7FUsb28RZuf9pUQFF5jeE0IiIiR87t9vBtfeFWbRJERCxpdO8U4iKC2VlSpbU2pGnnvgDnPAcJnU0nCQgbdu1l8dYiHHYblwzVomTShKz3we2E9kMgpa/pNMaocCuWkpEYSWZKNC63p2GWkoiIiD9amVPCrtJqIkMcHNM5wXQcERFpRFiwg4sGeRcpq58BKCItq/7/2qieSSTHhBlOI5bkdsPSt73bQ641GsU0FW7Fcs7o2w5QuwQREfFvX6/2/h07sUdbQoMchtOIiEhT6hdG+m59PtlFFYbTiGV5PN4+t98/5t2WI1JZ4+LThkXJOhpOI5a1+Tso3gahsdD7fNNpjFLhViynvl3Cj7/sobTKaTiNiIjI4fN4PEz9eSfw6weSIiJiTZ3bRjGyq3eRskmLtEiZNKGqBN4cC3P+CTnLTKfxW1N/3sneqlrSE8I5vmui6ThiVUve8l4OuBRCIsxmMUyFW7GcbsnRdGkbSY3LzXdr1WdKRET8T9aOYnYUVhIR4uDUTPW3FRGxusvrZv5NWrwDp8ttOI1YUngc9LnAu73kTaNR/FnDomRDO2DXomTSmLLdsH66d3vwNWazWIAKt2JJ9bOTpq/KNZxERETk8E1Z7p1te1qvZMJD1CZBRMTqTuuVTNvoUPaUVTNrjdbakCbU99pc9SlUFpnN4odW7yxh+Y5iguw2xg3RomTShKi2cMP3cNrDkJRpOo1xKtyKJY2pa5cwe/1u9qpdgoiI+BGX28N/V3o/eDynf6rhNCIiciiCHXYuqSskfbBwm+E0YllpQyGpN9RWwoqPTKfxO/WzbUf3TqFtdKjhNGJp7frDyNtMp7AEFW7Fknq1i6FrUhTVtW6mr9QiZSIi4j8Wbi5g995qYsODOb5bW9NxRETkEI0flo7NBvM2FrB5d5npOGJFNhsMqTt1e8mbWqTsMJRX1/Jl3RlJ9QsCiuxH/6f2o8KtWJLNZuOCQe0BGlacFBER8QdTVtQvSpZCSJCGWiIi/iItPoJTeiQBv84MFNlPv0sgOBL2rIdtP5lO4zemrNhJWXUtnRIjGdG5jek4YlUfXwVf/BEKt5hOYhl6NyGWdd6A9thssHBLITsKK0zHEREROaiaWjfTV3nPFDm7n9okiIj4m8uP8c4E/GRZNlVOl+E0YklhMdD3IohpD5WFptP4jfoPQy4dlq5FyaRxxdthzRRY/gF4tEhkPRVuxbJS48I5tov3k7gvsnIMpxERETm42evzKal0khQdynDNJhER8Tsndk+ifVw4xRVOpq3UQsnShNMehtt+hp5nm07iF37OLmZlTgkhDjsXDdaiZNKEpe8AHuh0IrTpYjqNZahwK5Z2wcA0AD7LysGjXiciImJxk5fsAODcAak4NJtERMTvOOw2Lh1Wv0iZ2iVIE8LjwBFkOoXfqJ9tO7ZvCgmRIYbTiCW5nJD1nnd7yLVms1iMCrdiaWP6pBAe7GDLnnKWbS82HUdERKRJu0qr+H79bgAuGapFN0RE/NW4oekE2W0s3VbE2txS03HEylxOWD8D3DqtuymlVc6G/v+XDdP4SJqwfhqU7YLIJMg803QaS1HhViwtMjSIsX1SAPhMi5SJiIiFfbI0G5fbw5CO8XRNijIdR0REjlBSdBije3vfg3ywcJvhNGJZHg+8NBI+vAS2zDadxrK+zMqhosZF16QohnVKMB1HrGrJm97LQVeCI9hsFotR4VYs78LB3nYJU1fs1AIBIiJiSW63p6FNwiVD1btNRMTfXT7cOzPw82U5lFXXGk4jlmSzQeeTvNv1RSfZh8fj4b0F3g8/Lh3WAZtNbaSkEQWbYPNswAaDrjKdxnJUuBXLO6ZzG9LiwymtqmVq3SkWIiIiVrJgSwHbCiqICg3izH7tTMcREZGjNKJLGzonRlJe42LKcr0HkSYMucZ7uW4alGoxu/+1aEshG3aVER7s4KK6CVki+wmLg5PvhUETIL6j6TSWo8KtWJ7DbuOyuk+831+gU5VERMR6Ji/2zrY9u38qESFarERExN/ZbL++B/lg4TYtlCyNS+oJHUaAxwVZ75tOYznv1r1/P29gKrHhOv1dmhDZBk68C855znQSS1LhVvzCuCHphDjsrMguYWV2iek4IiIiDUoqnExblQfAeLVJEBEJGBcOSiMkyM7qnaUs31FsOo5Y1ZBrvZdL3wKX2mrUyy+t4uu68dEVx2gWpciRUuFW/EJiVChj+3oXCNCsWxERsZLPsrKpqXWTmRJNv7RY03FERKSZxEeGcFZd+5sPFm43nEYsq+c5ENEGSnNgw3TTaSzjw0U7qHV7GNwxnt6pGh9JE/57J6z+AlxO00ksS4Vb8Rv1n9J9uSKHkgr9pxYREfPcbg/v/LQV8C5ko0U3REQCy+XDve9Bpq7YSVF5jeE0YknBYb8uqLT1R7NZLMLpcjNxkXfC1YQRmm0rTcheCotfh8+uhyqdWd0UFW7FbwzpGE9mSjRVTjefLss2HUdERITv1+eztaCC6LAgLhikRTdERALNoA5x9GoXQ3Wtm4+X7jAdR6xq+O/hhtkw9nHTSSzhmzW72FVaTZvIEMb0STEdR6xq8Wvey94XQGSi2SwWpsKt+A2bzcbldbNu39cCASIiYgFvzdsKeHvbRoZqUTIRkUBjs9m46ljve5D3FmzD5dZ7EGlEdAqkDjSdwjLeq2tvOH5YOqFBDsNpxJLKC2DVZ97tYdebzWJxKtyKXzl/YHsiQxxs3l3Ojxv3mI4jIiKt2IZde/lx4x7sNpgwIsN0HBERaSHn9G9PbHgwOwormfOL3oPIQVQUQk2F6RTGbMzfy0+bCrDb4LLhapMgTch6F1zV0G4AtB9sOo2lqXArfiUqNIiLh3hX7H7thy2G04iISGtWP9v2tF7JpCdEmA0jIiItJjzEwSVDve9B3l+gRcrkAGY/Ds/0hOUfmE5izHvzvbNtT+2ZTPu4cMNpxJLcLlj8pnd72PWgNSIOSIVb8TvXHdcJuw3mbtjN2txS03FERKQVKq6o4fMsb7/1a0d2MpxGRERa2hXDO2KzwQ8bC8ivNJ1GLCssFmqrvAsutcLWfuXVtXy6LAfQomRyAL/MhJLtEB4PfS40ncbyVLgVv5OeEMHYvu0AeG3uZsNpRESkNfpw0Q6qnG56tYthWKcE03FERKSFdWgTwck9kgD4cZfeRksTBlwKwZGwex1s/cF0Gp/7PCuHsupaOiVGMrKLFpuSJgRHQNpQGHgFBGtW9sHoL474pd+f0BmAKSt2srNYH3mLiIjv1NS6eXf+VgCuGZmBTad3iYi0CvUzCBfl2yivrjWcRiwpLBb6X+LdXvSa2Sw+5vF4eL9uUbIrjumI3a7xkTSh84nwu2/g1AdMJ/ELKtyKX+qXFscxnROodXt4+6etpuOIiEgr8nlWNrklVSRFh3J2/1TTcURExEdO6NaWjgkRVLpsTPk513Qcsaqh13sv1/0XSnLMZvGhxVuLWJe3l7BgOxcNSjMdR/yBI9h0Ar+gwq34rd+f0AWAiQu3U1rlNJxGRERag1qXm5dmbwLghhM6ExbsMJxIRER8xW63cfnw+kXKduBphT1M5RAk94KOI8HjgqVvmU7jM+/VzbY9b0B7YiNUkJNG1FTA/BegotB0Er+iwq34rRO7t6VbUhRl1bV8uFCru4qISMubtiqPrQUVxEUEc+mwDqbjiIiIj104MJUQu4cN+WUs2qLigzRhWN2s2+UTwe02m8UH8vdWMWOVdxb6lVqUTJqy8mP4+q/w9pmtcvG+I6XCrfgtu93G9XW9bt/4cQtVTpfhRCIiEsjcbg8vfr8RgGtHdiIyNMhwIhER8bWY8GCGJHoLDu/O32Y4jVhW5lkw6kG4/juwB37Z5YMF23G6PAzqEEfv1FjTccSKPB5YXNf3uf+loDUiDlng/waRgHbegPa0jwsnf281EzXrVkREWtC36/JZl7eXqNAgrhqRYTqOiIgYclyKdwbljNV55JVUGU4jluQIhuNuh+gU00laXHWtiw/q3otfM7KT4TRiWTsWQd5KCAqDgVeYTuNXVLgVvxYSZOemk7sC8NKcTZp1KyIiLcLj8fCfutm2VxzTUb3bRERasfaRMDQjHpfbw8SFmnUrh8BVazpBi/nvz7nsKasmJSaMMX0Cv1AtR2jhy97LvhdBRILZLH5GhVvxexcNTqN9XDi791Y3fNInIiLSnH7aVMCKHcWEBtm57jjNJhERae2urFukbOKiHdTUBn4PUzlCOcvgnXNg6m2mk7QIj8fDW/O2At7etsEOlZikESXZsOZL7/bwG81m8UP6XyV+LyTIzs2n1M26nb2JyhrNuhURkebj8Xj41zcbABg/NJ220aGGE4mIiGmjeiaRHBPKnrJqptctyiSyH3ctbJkDKydD2W7TaZrdsu1FrMwpISTIrkVbpWmLXwePCzKOh5Q+ptP4HRVuJSBcNDiNtPhw9pRV84FOVxIRkWY0e/1uFm8tIjTIzo0ndTUdR0RELCDYYefy4R0BGmYciuwnbSi0HwyuGlj6luk0za7+tX/egFQSIkPMhhHrqi4DexAM/4PpJH5JhVsJCMEOO7fUzbp9ec4mKmoCt4eQiIj4jtvt4Ymv1wNw1bEZpMSGGU4kIiJWcdnwDoQ47CzfUcyy7UWm44gV2Wy/nhq++HWorTGbpxnlllQyfVUeAFcfqzZScgBnPgV/WgU9xppO4pdUuJWAccGgNNITwtlTVsP7CzTrVkREjt5XK3NZm1tKdGgQN57YxXQcERGxkMSoUM4dkArAmz9uMZxGLKvXuRCVAmW7YPXnptM0m/cXbMPl9jC8UwK9UmNMxxGri2kHdofpFH5JhVsJGMEOO7ec3A2AF2dvoqTSaTiRiIj4M6fLzTMzvbNtrz+hM/E6BVBERP7HNSO9Mw2nr8pjZ3Gl4TRiSUEhMOx33u2FL4HHYzZPM6hyuphYtzB4/f8Bkf3kr4Xd602n8Hsq3EpAuWBQe7omRVFc4eTF2RtNxxERET/2ydJsthZU0CYyhGuP05sSERHZX6/UGEZ0boPL7eHd+TrrT5ow+BpwhMLOLNixyHSaozZl+U6KKpy0jwvntF7JpuOIVX3zELwwDBa+YjqJX1PhVgJKkMPOPWMzAW+j9OyiCsOJRETEH1U5Xfz7m18AuOnkrkSFBhlOJCIiVlX/4d6Hi7ZrrQ1pXGQinHQ3nP8KpA4wneaoeDwe3pznbQ1y1bEdcdhthhOJJRVuhg0zvNtdTjGbxc+pcCsB55TMJI7pnEBNrZunZ24wHUdERPzQe/O3kVdaRWpsGJcN72A6joiIWNgpmUl0bBNBSaWTz5blmI4jVnX8HdB/PASFmk5yVBZuKWRd3l7Cgx1cMkRjJGnCwlcBD3QdBYndTKfxa35TuC0sLOTyyy8nJiaGuLg4rrvuOsrKyg74MyeddBI2m22frz/84Q/73Gb79u2ceeaZREREkJSUxF133UVtrT4l9Wc2m42/ndELgM+zcliVU2I4kYiI+JOCsmqe+8472/ZPo7oTFqyFFKT5aEwrEngcdhtXjcgA4K15W3C7/b+HqUhT3qqbbXvBoPbERgQbTiOWVFUKWe97t4ffaDZLAPCbwu3ll1/O6tWrmTVrFl999RVz587lhhtuOOjPXX/99eTm5jZ8PfHEEw3fc7lcnHnmmdTU1PDTTz/xzjvv8Pbbb3P//fe35FMRH+ibFst5dSu8PjptLZ4AaAAvIiK+8cysDeytqqV3agwXDk4zHUcCjMa0IoHp4iFpRIUGsWl3OXN/2W06jlhVbQ0seAlePQlqyk2nOWw7CiuYtWYXAFcfm2E2jFjX8olQsxfadFObhGbgF4XbtWvXMmPGDF5//XWGDx/Occcdx/PPP8+kSZPYuXPnAX82IiKClJSUhq+YmJiG782cOZM1a9bw/vvvM2DAAMaOHcsjjzzCCy+8QE1NTUs/LWlh/ze6ByFBdn7aVMDs9Ro8iYjIwa3NLeXDRd5Vkh84u7f6tkmz0phWJHBFhwUzbkg64F1rQ6RRdgcsfNm7SNmKSabTHLb3F2zD7YHjuyXSLTnadByxIrcbFtUtRjb892D3i7KjpfnFShvz588nLi6OIUOGNFw3atQo7HY7Cxcu5Pzzz2/yZz/44APef/99UlJSOPvss7nvvvuIiIhouN++ffuSnPzrKoijR4/mxhtvZPXq1QwcOLDR+6yurqa6urrh36WlpQA4nU6cTudRPddAVb9ffLl/kqOCmXBMB17/cSv/+O8ahmfEEuzQL42jZeJYSsvQsQwMOo7Nx+Px8NCUVbg9cEafZAamRft0v+pYHhp/3j9WGtOaHs/q9d5ytG9b1oH27+XD2vPWT1uYs2E3a3OK6JoU5et4fq81vH7tQ67HMetveBa+TG3/K8Hmmw+Jj3bfllXXMrHuw+0rhqcH9DE6Eq3htXtICjcRVFUCoTHU9r4Imml/BNr+PZzn4ReF27y8PJKSkva5LigoiISEBPLy8pr8ucsuu4yOHTuSmprKzz//zF/+8hfWr1/PZ5991nC/vx3gAg3/PtD9PvbYYzz00EP7XT9z5syGAbQ0btasWT59vC61EBnkYOPucv761tecnKqWCc3F18dSWo6OZWDQcTx6KwpsLNjiINjmYWhIDtOmmVlgRsfywCoqKkxHOGJWGtNaZTyr13vL0b5tWU3t3z5xdlYW2fn75B8Z19nt41SBI5Bfv0GuRE63hxG8ZwOLP3qC3TF9ffr4R7pvZ+fa2FvlICnMQ8XGxUzb1MzBAkQgv3YPlb3b48RUZlP8zdxmv+9A2b+HM541Wri9++67efzxxw94m7Vr1x7x/f+2X1jfvn1p164dp556Kps2baJLly5HfL/33HMPd9xxR8O/S0tLSU9P5/TTT9/ntDX5ldPpZNasWZx22mkEB/u2gbmnfTZ//WINs3JD+L9xI0mOCfPp4wcak8dSmpeOZWDQcWwe1U4XTz43D6jihhO7cMWpXX2eQcfy0NTPDLUSfxzTmh7P6vXecrRvW9bB9m+bnoVc8eYSlhYG8a9rTyROizcdltby+rWHLoXFr3IMWbjO+ItPHvNo9q3L7eHJZ38Aqrj59F6cNTS9ZUL6sdby2jUl0Pbv4YxnjRZu77zzTq6++uoD3qZz586kpKSQn5+/z/W1tbUUFhaSkpJyyI83fPhwADZu3EiXLl1ISUlh0aJF+9xm1y5vo+0D3W9oaCihoaH7XR8cHBwQL6CWZGIfjR+WweSlO1m+o5gnZm7kuUsbb4Ehh0ev98ChYxkYdByPzqs/biO7uIqUmDBuOqUbwcHmhkg6lgdmxX3jj2Naq4xn9XpvOdq3Laup/TuyWxK92sWwJreUT7JyufGkI58w1JoF/Ov3mD/A4tewb/oGe/FmaNvDZw99JPt21spcsouriI8I5uIhHQkOdrRQOv8X8K/dA8n9GZL7tGhf20DZv4fzHIw2/Gzbti2ZmZkH/AoJCWHEiBEUFxezdOnShp/97rvvcLvdDQPXQ7F8+XIA2rVrB8CIESNYuXLlPgPoWbNmERMTQ69evZrnSYpxdruNv5/XB5sNpqzYyfxNBaYjiYiIheQUV/LC9xsBuHtsJhEhftFJSixEY1oRqWez2bj2uE4AvDt/K06X2iVII9p0gcwzvdvz/2M2yyF47YfNAFx5TEfCQ1S0lUaU7oTXToEXhkFlkek0AcUvVmrq2bMnY8aM4frrr2fRokXMmzePm2++mfHjx5OamgpATk4OmZmZDbMNNm3axCOPPMLSpUvZunUrU6ZMYcKECZxwwgn069cPgNNPP51evXpx5ZVXsmLFCr7++mvuvfdebrrppkZnIIj/6tM+liuGdwTg/i9XaQAlIiKAd0GyB75cRUWNi6EZ8Zw7INV0JAlgGtOKtA5n929HYlQouSVVTFuZazqOWNWxt0DPc2DgBNNJDmjptkKythcTEmTnyhEZpuOIVS18BdxOiEqC8HjTaQKKXxRuwbuSbmZmJqeeeipnnHEGxx13HK+++mrD951OJ+vXr29o8BsSEsI333zD6aefTmZmJnfeeScXXnghU6dObfgZh8PBV199hcPhYMSIEVxxxRVMmDCBhx9+2OfPT1re/53eg4TIEH7JL+PteVtNxxEREQuYsSqPb9bmE+yw8ej5fbH5aGVnab00phUJfKFBDq4a4Z008sqczXg8WiBZGtHhGLjkPUgfajrJAb02dwsA5w9oT9tofRgojajeC0ve8m6PuNlslgDkN+cCJiQkMHHixCa/n5GRsc8fxPT0dObMmXPQ++3YsSPTpk1rloxibbERwdw9NpM/f/Iz//pmA2f3TyUlVguViYi0VqVVTh6YshqAP5zYhW7J0YYTSWugMa1I63DFMR15cfYm1uSWMm9jAcd1SzQdSeSwbSso5+s1eQD87vhOhtOIZWW9D9Ul0KYrdB9jOk3A8ZsZtyLN4aJBaQzqEEd5jYt7v1ilT79FRFqxp75eT/7eajLaRHDTyV1NxxERkQASHxnCJUPTAXhl7ibDacTSirbCtLtg2bumk+znzR+34PHAST3a6gNuaZyrFua/6N0ecVOLLkzWWmmPSqtit9t49IK+BDtsfLN2F1N/Vs8pEZHWaNn2It5bsA2Af5zflzCtjiwiIs3suuM6YbfBD7/sYW1uqek4YlW/zIJFr8IPT4PbZTpNg+KKGiYvyQbgd8d1NpxGLGvtFCjZDhFtoP+lptMEJBVupdXJTIlpmFn14JTVFJRVG04kIiK+5HS5+etnK/F44IJB7RnZVaeviohI80tPiGBs33YAvDZ3s+E0YlkDLvMu5lS0FdZ9ZTpNgw8WbqfS6SIzJZqRXduYjiNWtfEb7+XQ6yE43GyWAKXCrbRKfzypK5kp0RSW1/Dg1DWm44iIiA+99sNm1uXtJT4imL+d0dN0HBERCWC/P8E7U3HKip3sLK40nEYsKSQShv7Ouz3vObBAO7+aWjfv/LQVgOuP76zFW6Vp574AV02FYdebThKwVLiVVikkyM4TF/XDboOpK3Yyc3We6UgiIuID6/JK+desXwD425m9aBOl1ZFFRKTl9EuL45jOCdS6Pbw1b4vpOGJVw24ARwjkLIEdC02n4cvlOeTvrSY5JpSz+6eajiNWZrNBpxMgUmewtRQVbqXV6pcWx/V1n4Df+8UqSiqdhhOJiEhLqql1c+fkFdS43JyamcSFg9qbjiQiIq3ADXXvOT5ctIPSKr3nkEZEJUH/8d7tn543GsXt9vBKXWuPa0Z2IiRIZSNpRPkeqFLvbl/Q/0Bp1W4f1Z3OiZHk763mH/9VywQRkUD2n+83snpnKXERwTx2QV+d9iciIj5xUvckuiVFUVZdy4cLt5uOI1Y14mbv5br/wp6NxmJ8s3YXG/PLiA4L4vLhHYzlEIv79mF4tjcs/9B0koCnwq20amHBDh6/qB82G0xeks03a3aZjiQiIi1gxY5iXvje+ybo7+f1ISkmzHAiERFpLex2W8OZfm/N20pNrdtwIrGktj2g3yUw8jYIizUSwePx8OLsTQBceUxHosOCjeQQiyvNhRUfQnUpJHQynSbgqXArrd7QjASuHen9ZfOXT39m995qw4lERKQ5VTld3PnxClxuD2f1a8dZ/dSrTUREfOvcAakkRYeSV1rFlBU7TccRq7rgVTjtIYhqa+ThF24pZPmOYkKC7FwzUgU5acKCF8BVAx2OhQ7HmE4T8FS4FQHuGt2DzJRoCspruOuTFXgssJKniIg0j6dnrmdjfhlto0N55Nw+puOIiEgrFBrkaCiEvTJnE2633m+I9bw8xzvb9uLBabSN1gKu0ojKIljylnf7uNvNZmklVLgVwdsy4blLBxISZGf2+t28O3+b6UgiItIMFmwu4PUfvat4//OCvsRHhhhOJCIirdXlx3QgOjSIX/LLmLVWLdqkCR4PbJ4DE8dDRaHPHnbNzlJmr9+N3fbrgnoi+1n0OtSUQXIf6Haa6TStggq3InW6J0fz17GZAPxj2lo27NprOJGIiByNwvIa/jRpOR4PjBuSxqk9k01HEhGRViwmLJgJx3YE4MXvN+osP2na13+DDdNh0Ws+e8j62bZn9kulY5tInz2u+JGaClj4knf7uNtBC/36hAq3Ir9x1bEZnNi9LTW1bm79MIvqWpfpSCIicgQ8Hg93fbyCvNIqOreN5IGze5uOJCIiwjUjOxEWbGdFdgnzNhaYjiNWZLPBcX/ybi98GWrKW/whtxdU8NXP3t7LfzhRs22lCdt/gspiiM+AXucZDtN6qHAr8hs2m40nL+5HQmQI6/L28uSM9aYjiYjIEXjjxy18uy6fkCA7/7l0EJGhQaYjiYiIkBgVyvihHQB44fuNhtOIZfU6D+I7QWUhLH2nxR/utR824/bAid3b0js1tsUfT/xU11Fw6zI47yVwaGztKyrcivyPpOgwnriwHwCv/7iF79ap/5SIiD/5ObuYx2esA+C+M3vSKzXGcCIREZFf3XBCZ4LsNuZvLmDZ9iLTccSKHEEw8jbv9vz/QG1Niz3U7r3VTF6yA4A/nNilxR5HAkR8BnQ81nSKVkWFW5FGjOqVzFUjvP2nbv9oBTsKKwwnEhGRQ1Fa5eTmiVk4XR7G9knhimM6mo4kIiKyj9S4cC4Y1B6AF7/fZDiNWNaAyyAqBUpz4OePWuxh3v5pC9W1bgakx3FM54QWexzxY243FOh3lSkq3Io04a9n9qR/ehwllU5umrhM/W5FRCzO4/Hw189Wsr2wgvZx4fzzwn7YtGiCiIhY0B9O7ILNBt+s3cW6vFLTccSKgkLh2Ju92/P+Be7mfz9aUunk3Z+2AfWvSY2bpBHrp8Hzg+GLm0wnaZVUuBVpQmiQgxcvH0RcRDA/Z5fwyFdrTEcSEZED+HDRDr76OZcgu43nLxtIbHiw6UgiIiKN6tw2ijP6tgPgpdmaySZNGHwNpA2DkX8Cj6fZ7/6dn7ayt7qWHsnRnN4rudnvXwKAxwM/PgN4ICrJdJpWSYVbkQNoHxfOvy4ZgM0G7y/YzhdZOaYjiYhII5ZtL+LBKasB+L/RPRjUId5wIhERkQP740nefqJTV+xkW0G54TRiSaFR8LtZMOjKZl8Mam+Vkzd+3ALAzad0xW7XbFtpxKbvIGcpBIXBMTeaTtMqqXArchAn9UjilpO7AnDPZyvZsGuv4UQiIvJb+aVV/OG9pdS43IzpncLvT+hsOpKIiMhB9U6N5eQebXF74OU5m03HkVbmvQXbKKl00rltZMPsb5F9eDww53Hv9pBrNePWEBVuRQ7BbaO6c1zXRCqdLv7w/lLKqmtNRxIREaCm1s0fP1hG/t5quiVF8dS4/urPJiIifuOmugkiny7NJrek0nAasazaalj8Bnx0ZbO0TKioqeX1H7yzbW85pSsOzbaVxmyZAzsWgiMURt5mOk2rpcKtyCFw2G38e/wAUmLC2Ly7nNs/Wo7b3fw9hkRE5PA8/NVqlmwrIjosiFcnDCEqtHlPIxQREWlJQzISGNYpgRqXm5fV61aaUlUKX/8N1k6Bjd8c9d19sGA7heU1dGwTwdn9UpshoASkOU94LwdfDdEpRqO0ZircihyiNlGhvHTFIEKC7Mxas4unZq43HUlEpFX7aPF23l+wHZsN/j1+AJ0SI01HEhEROWx/GtUN8C6yqVm30qiotjD0Ou/27H8e1azbKqeLV+Z6W3PcdHJXghwqC0kjSnNh9zpwhMBxfzKdplXT/1CRwzCwQzyPX9gXgBdnb+LzrGzDiUREWqflO4q57wvvYmR3jOrOKZlaCVlERPzTiM5tGmbdvqRZt9KUkbdBUDjkLIGN3x7x3Xy0JJs9ZdWkxYdz/sD2zRhQAkpMO/jTSrhsMsRoVrZJKtyKHKbzB6ZxY90KsH/5dCXLthcZTiQi0rrkllTy+/eWUONyc3qv5Ib+gCIiIv7IZrNx+6juAEzSrFtpSlSSd4EogDlHNuvW6YbXftgKwB9P6kqwZtvKgYREQpeTTado9fS/VOQI3HV6D07rlUxNrZsb3l3KzmINrkREfKGsupZr317CrlLvYmRPj+uPXQtqiIiInxvRpQ3DNetWDmbkbRAUBtmLYdN3h/3jC/Jt7NpbTWpsGBcO1mxbacLWeeB2m04hdVS4FTkCdruNZy8ZQGZKNHvKqrn+3SVU1NSajiUiEtBqXW5umbiMtbmlJEaF8ObVQ4kOCzYdS0REpFn86TezbjUxRBoVnfybWbePH9as25paN9/keEtAfzipC6FBjpZIKP5u+0J4+wx47WRwqcZhBSrcihyhqNAgXpswhDaRIazeWcodH63A7T7yJvEiItI0j8fDQ1PX8P363YQF23n9qqGkJ0SYjiUiItJsNOtWDsnI26DHGXD6P8B26GcdfZqVQ3GNjaToUMYNSW/BgOLX5vzTe9muHziCzGYRQIVbkaOSnhDBy1cOJthhY8bqPB7+ag2eo1jhU0REGvfGj1t4b8E2bDb41yUDGZAeZzqSiIhIs6ufdfvRYs26lSZEp8ClH0L60EP+kSqnixdnbwbghuMzCAvWbFtpxI66Fhz2IDj+TtNppI4KtyJHaWhGAk+PGwDA2z9t5ZW5m80GEhEJMDNW5fGPaWsB+NsZPRnTJ8VwIhERkZYxoksbjunsnXX74uyNpuOIPziEXqQfLtpOXmk1cSEexg9J80Eo8Uvf/9172X88xGcYjSK/UuFWpBmc0z+Ve8/sCcA/p6/js2XZhhOJiASG5TuK+dNHWXg8cMUxHbjuuE6mI4mIiLSo207VrFs5BBWFMOMeeO/cA/a6raxx8cL33tYbo9PchGq2rTRmyw+weTbYg+GEP5tOI7+hwq1IM/nd8Z25/nhvQeHPn/zMnA27DScSEfFvG/P3cs1bi6hyujmpR1sePLs3tsPo5SYiIuKP6mfdOl0eXvhes26lCa4aWPIWbJkLv8xs8mbvzt/KnrJq0uPDGd5Wbf2kER4PfFc323bQBIjvaDaP7EOFW5FmdM/Ynpw7IJVat4cb31/KyuwS05FERPxSdlEFV7y+iKIKJ/3TYvnPZYMIcmjYIiIircPtv+l1u62g3HAasaToFBh+g3f720cabZmwt8rJy3O8s21vObkLGkpJoyqLoLYKgsLghLtMp5H/of+2Is3Ibrfx5EX9Gdm1DRU1Lq55e5EGWiIih2n33mqufGMReaVVdEuK4u1rhhEVqlVtRUSk9RjeuQ0ndG9LrdvDs7M2mI4jVjXyTxAaA7tWwpov9vv2W/O2UlThpHPbSM7p387n8cRPRCTADbO9XzF6nViNCrcizSwkyM7LVwymV7sY9pTVcMUbC8ktUW8qEZFDUVLp5Ko3F7FlTznt48J577rhxEeGmI4lIiLic38e3QOAL1fsZF1eqeE0YkkRCTDiZu/29/8AV23Dt4oranitbuHs20d1x2FXuyk5AJsNknqaTiGNUOFWpAVEhwXz9rVDyWgTwY7CSi57bSH5pVWmY4mIWFpljYvfvbOYNbmlJEaF8sHvhpMSG2Y6loiIiBF92sdyZt92eDzw1NeadStNGPFHiGgDBRthxYcNV7/2w2b2VteSmRLNmX01i1Ia4XbBwlegeq/pJHIAKtyKtJCk6DA+uP4Y2seFs2VPOZe/vpCCsmrTsURELKmm1s2NHyxl8dYiosOCePfaYWQkRpqOJSIiYtQdp3fHboNv1u5i6bYi03HEikKj4bg7vNs/PQceD/mlVbz541YAbj+tO3bNtpXGrPwEpv8ZXj2p0R7JYg0q3Iq0oPZx4Xx4/TGkxITxS34ZV76xiJIKp+lYIiKW4nS5uW1SFrPX7yYs2M5bVw+lV2qM6VgiIiLGdWkbxUWD0wB48ut1eDwew4nEkoZeB8fdDldNBZuNf337C5VOFwM7xHF6r2TT6cSKamtg9qPe7QGXg13lQavSkRFpYR3aRPDB9cNJjAplTW4pE95cyN4qFW9FRMBbtL31wyymr8ojxOHtET4kI8F0LBEREcu4bVR3Qhx2Fmwu5Idf9piOI1YUHA6jHoToFDbtLuOjxTsAuGdsT2w2zbaVRix5E4q2QlQyDP+96TRyACrcivhAl7ZRfPC74cRHBLMiu4Rr3lpMeXXtwX9QRCSAOV1ubpn4a9H2lSsHc1KPJNOxRERELKV9XDhXHNMRgCe/Xq9Zt3JAT329nmT3bkb1TGJYJ30YLo2oKoG5T3i3T7oHQtSezMpUuBXxkR4p0bx33XBiwoJYsq2Ia95eTJmKtyLSStXUurl54jJmrM4jJMjOKxMGc3KmirYiIiKNuenkLkSGOFiZU8JXP+eajiMWtXzjNsatv51vQu/i7uPiTccRq5r3b6gogMTuMPBK02nkIFS4FfGhPu1jeefaYUSHBrFoSyFXvrGQkkq1TRCR1qW+aPv16l2EBNl59crBnKyZtiIiIk1qExXK70/sAsDjM9ZRXesynEisxuPx8Og3OcTZyomwVdN1zfOmI4kVle6E+S96t0c9CI4go3Hk4FS4FfGxgR3i+eD64cRFBJO1vZjLXltAYXmN6VgiIj5RX7SduebXoq3aI4iIiBzc747vRHJMKNlFlbz70zbTccRivl+fz6KtRTzhvsJ7xbJ3IX+d2VBiQTboeTZ0OBZ6nGE6jBwCFW5FDOiXFsekG44hMSqE1TtLueSV+eSXVpmOJSLSoqqcLm58f2lD0fa1CUNUtBURETlEESFB3Hl6DwCe/+4XijT5Q+q43B4en74egH7HjoHMs8Djhm8eNBtMrCemHVz4Gkz4ArRwnV9Q4VbEkMyUGD76/QhSYsL4Jb+Mca/MJ6e40nQsEZEWUVLpZMIbi/h2XT6hdUXbE7u3NR1LRETEr1w4KI3MlGhKq2p5/ruNpuOIRXy8ZAfrd+0lJiyIG0/q4j0F3uaADdNh64+m44kVBYWaTiCHSIVbEYO6tI1i8u9HkBYfztaCCsa9PJ9tBeWmY4mINKvde6sZ/+oCFm0tJDo0iPeuG66irYiIyBFw2G387cyeALy3YCtb9+i9Q2u3t8rJUzO9s21vPbUbcREhkNgNBl/tvcHMe8HtNhdQrGHLD/DxNVC42XQSOUx+U7gtLCzk8ssvJyYmhri4OK677jrKysqavP3WrVux2WyNfn388ccNt2vs+5MmTfLFUxIBoEObCCb/fgSdEiPJKa7k4pfns3pnielYIiLNYkdhBRe//BNrc0tJjApl0u+PYVinBNOxRIzRmFZEjtbx3dpyYve2OF0envhaPUxbuxdnb2JPWQ2dEiOZMCLj12+cdDeEREFlEZTlGcsnFuB2wYx7YPVnsOAl02nkMPlN4fbyyy9n9erVzJo1i6+++oq5c+dyww03NHn79PR0cnNz9/l66KGHiIqKYuzYsfvc9q233trnduedd14LPxuRfaXGhfPR74+hR3I0+XurueSVBczbuMd0LBGRo7I+by8XvfwTWwsqSIsP55M/jKB3aqzpWCJGaUwrIs3hnjMysdtg2so8lm4rNB1HDNlRWMEbP2wB4G9n9CQk6DclnqgkuOIzuGkRxKQaSiiWsOxd2LUSwuLgpHtMp5HD5BeF27Vr1zJjxgxef/11hg8fznHHHcfzzz/PpEmT2LlzZ6M/43A4SElJ2efr888/Z9y4cURFRe1z27i4uH1uFxYW5ounJbKPpOgwJv9hBMM7JVBWXcvVby3iy+U5pmOJiByRZduLGPfKfHaVVtM9OYpPbzyWjMRI07FEjNKYVkSaS2ZKDBcPTgfgoalrcLs9hhOJCY9NX0uNy83Irm04tWcjC752GK5epq1dZTF894h3+6R7IEJnvvmbINMBDsX8+fOJi4tjyJAhDdeNGjUKu93OwoULOf/88w96H0uXLmX58uW88MIL+33vpptu4ne/+x2dO3fmD3/4A9dccw22A6yuV11dTXV1dcO/S0tLAXA6nTidzsN5aq1G/X7R/jmwiCB4Y8Ig/vzpSqat2sVtk5aTU1TO70ZmHPA16Us6loFDxzIwWPE4frM2nzs+/plKp5sB6bG8dsUg4sIdlspoRVY8llbkz/vHSmNa0+NZvd5bjvZty7LS/r3tlM58tXInP2eXMGnRNi4e3N50pKNmpf1rdYu3FjFtZR52G9w9uju1tbVN39hdi2fxm4TXhGnfthCrvnbts/+Jo6IAT2J3agdMAIvlO1RW3b9H6nCeh18UbvPy8khK2vfTo6CgIBISEsjLO7ReLW+88QY9e/bk2GOP3ef6hx9+mFNOOYWIiAhmzpzJH//4R8rKyrj11lubvK/HHnuMhx56aL/rZ86cSURExCHlaa1mzZplOoJfOC0KKtrZmZ1r54mvf2HBivWcn+HGbo3aLaBjGUh0LAODFY6jxwOzc218uc2OBxs949xc1q6An2abz+ZPrHAsrayiosJ0hCNmpTGtVcazer23HO3blmWV/TsqxcaX2xw8+t9V2HNWEO4X7/APzir716rcHnh6pQOwcUySm83LfuBAS0713/4mGQWz6R03jFmzEn0Vs1Wy0ms3siqXU9a+CsCC2HPI/9o62Y6Ulfbv0Tic8azRX+t33303jz/++AFvs3bt2qN+nMrKSiZOnMh999233/d+e93AgQMpLy/nySefPGDh9p577uGOO+5o+HdpaSnp6emcfvrpxMTEHHXeQOR0Opk1axannXYawcHBpuP4hbOAN+dt5bEZG5ibZyeiTTueurAPocEOo7l0LAOHjmVgsMpxrHW5efi/6/hiWzYAlw5N4/4zMwly+EVXJkuwyrG0uvqZoVbij2Na0+NZvd5bjvZty7La/h1V62blCz+xeU8FG4K7cM/YHqYjHRWr7V+r+mRZDtkLVhMVGsQzV4+kTdRB2iHs6oDnjVNoX7yINplRODqf4JugrYgVX7uOqbdix4W762kMueRu03GOihX379E4nPGs0cLtnXfeydVXX33A23Tu3JmUlBTy8/P3ub62tpbCwkJSUlIO+jiffPIJFRUVTJgw4aC3HT58OI888gjV1dWEhjb+yy80NLTR7wUHBwfEC6glaR8dnt+f1I128ZH83+QVzFi9i7zSal69cjBJMeZ71ulYBg4dy8Bg8jjurXJy88QVzNmwG5vNuzjGdcd1skyLF3+j/5MHZsV9449jWquMZ/V6bznaty3LKvs3OBjuP7s3V7+1mHcXbOeyYzrSNSnadKyjZpX9a0UllU6emvkLALec0pWU+KiD/ASQNhDXwAk4lr1N6Lf3Y+s2F+xmJwQFKku9ds96CuI7YO97EXarZDpKltq/R+FwnoPRwm3btm1p27btQW83YsQIiouLWbp0KYMHDwbgu+++w+12M3z48IP+/BtvvME555xzSI+1fPly4uPjmyzaivjaOf1TaRsVyh/eX8ryHcWc8595vDphMP3S4kxHExEhp7iS695ezLq8vYQHO/jX+AGM7n3wApRIINGYVkRMOqlHEqN6JvPN2l08NHUN7147TB+eBrBnZq6noLyGrklRXDOy0yH/nPvEe3CtmExI/ipY9g4MubYFU4olhETCyfeYTiFHyS/OX+zZsydjxozh+uuvZ9GiRcybN4+bb76Z8ePHk5qaCkBOTg6ZmZksWrRon5/duHEjc+fO5Xe/+91+9zt16lRef/11Vq1axcaNG3nppZd49NFHueWWW3zyvEQO1YgubfjyppF0TYoir7SKi1+ez5QVja8+LSLiKyt2FHPeC/NYl7eXttGhTP79CBVtRQ5AY1oRaSn3ndWTEIedH37Zw6w1u0zHkRayKqeE9xZsA+Dhc3oTEnQYJZ2INqxPucC7/e0jUF7QAgnFEnJXgNtlOoU0E78o3AJ88MEHZGZmcuqpp3LGGWdw3HHH8eqrrzZ83+l0sn79+v0a/L755pukpaVx+umn73efwcHBvPDCC4wYMYIBAwbwyiuv8Mwzz/DAAw+0+PMROVwZiZF89sdjOblHW6pr3dz6YRZPfb0et9tjOpqItEKTF+/g4lfms3tvNZkp0Xxx00j6psWajiVieRrTikhL6NgmkutP8M6+fOS/a6isUdEm0LjdHu77chVuD5zdP5Vjux7+ImNb2p6CJ6kXVBbCN/obEZCKtsIbo+H1U6Gi0HQaaQZ+s+ZkQkICEydObPL7GRkZeDz7F7AeffRRHn300UZ/ZsyYMYwZM6bZMoq0tJiwYF6/aihPzFjHK3M385/vN7Jh116evWQAkaF+899ZRPxYTa2bh6au5oOF2wE4rVcyz4zrT3SY//eaEvEFjWlFpKX88aSufLYshx2FlTz/3S/8eUym6UjSjD5euoOs7cVEhji498yeR3QfHlsQrrFPEfT93+GYG5s5oVjC9LuhthJCoiA83nQaaQZ+M+NWRLwcdhv3nNGTpy/uT4jDzsw1u7jwpZ/YsqfcdDQRCXC7SqsY/+p8Pli4HZsN7jytO69cMVhFWxEREQuIDA3ioXN6A/Dq3M1s2LXXcCJpLsUVNfxz+joAbj+tO8lHsVi1J20YXDMNkns3VzyxinXTYMN0sAfDmU+Del0HBBVuRfzUhYPTmPT7Y2gbHcq6vL2c/fyPTFuZazqWiASoxVsLOev5H1m2vZiYsCDevHoot5zaDbtdA0IRERGrOL13Cqf1SqbW7eGvn61UW7UA8eTX6ymqcNIjOZqrjs04+jv8bUGvsujo70/MqymH6X/2bh97C7TtYTaPNBsVbkX82KAO8Xx1y3EMy0igrLqWP36wjIemrqam1m06mogECI/Hw7vzt3Lpqwsa+tlOveU4Tu6RZDqaiIiINOKhc3oTEeJgybYiJi/ZYTqOHKWl2wqZuMjbourhc3sT7GimMk5tDXz9N/hXPyje3jz3KebMfRJKdkBsBzjhLtNppBmpcCvi55Jjwph4/XD+cGIXAN6at5VLXp1PTnGl4WQi4u9Kq5zcOmk593+5mlq3h7P6teOzPx5LxzaRpqOJiIhIE1LjwrnjtO4APDZ9HXvKqg0nkiNVXeviL5+uxOOBiwenMbxzm+a7c0cw7MyC6lKY/pfmu1/xvV2r4afnvdtjH4eQCLN5pFmpcCsSAIIcdu4em8nrE4YQExZE1vZiznzuB75fn286moj4qeU7vL9Hpq7YSZDdxt/O6Mnzlw4kIkQLIYqIiFjd1cdm0KtdDCWVTv7x37Wm48gReuG7jWzMLyMxKpR7z+zVvHdus3n7oNqDYP00WPNl896/+I49GFL6QY8zIfMM02mkmalwKxJARvVK5r+3Hk/f9rEUVzi55q3FPPn1OpwutU4QkUPjdnt4Zc4mLnrpJ3YUVpIWH87kP4zg+hM6Y9MCByIiIn4hyGHnsQv6YrPB51k5/PDLbtOR5DCtyyvlxdmbAG+LhNiIFlgMNqknjPyTd/u/d0JFYfM/hrS8tt3hd9/A+S+ZTiItQIVbkQCTnhDBJzeO4MpjOgLwwvebuOjl+WzZU244mYhY3Z6yaq5+ezGPTV9HrdvDmX3b8d9bj2dQh3jT0UREROQw9U+P46oRGQDc/elK9lY5zQaSQ+Zye7j705XUuj2c1iuZsX1SWu7BTvwztM2E8t0w4+6Wexxpfm7Xr9t2B4TFmssiLUaFW5EAFBrk4JHz+vCfywYSExbEih3FnPHvH/hw0XY8Hq0sKyL7+/GXPYz99w/M3bCb0CA79xaO2QAAPipJREFUj57fl/9cNpDY8BaY3SEiIiI+cdfoHqQnhJNTXMmj09aZjiOH6O2ftrJ8RzHRoUE8cm6flj3rKSgUzn0BbHb4+SNYP6PlHkuaj9sN750Hsx4Ap9a3CWQq3IoEsLP6pTLjTycwonMbKp0u7vlsJTe8t5QCLVAgInWqnC7+/tUarnxzIbv3VtM9OYqptxzHZcM7qDWCiIiIn4sMDeKJC/sD8OGi7WqZ4Ad2FFbw1NfrAbjnjJ6kxIa1/IOmDYERN0FINFTvbfnHk6O39E3YMhcWvQZlWtsmkKlwKxLgUuPC+eB3w/nbGT0JcdiZtWYXo/+lhctEBLK2F3HGcz/w+o9b8Hjg0mEd+PKm4+ieHG06moiIiDSTEV3acNUIbxs1tUywNpfbw50fr6DS6WJ4pwTGD0333YOf/De4aQH0u9h3jylHpniHd6YtwKgHIL6j2TzSolS4FWkF7HYb15/QmS9uGkm3pCj2lFVzzVuLuf/LVZRX15qOJyI+Vl3r4okZ67jwpZ/YvLucpOhQ3rx6CI9d0JfwEIfpeCIiItLM/jwmUy0T/MAbP25m0ZZCIkIcPHFRP+x2H579FBwOsWm//lst9qzJ7YYvb4KaMkg/BoZebzqRtDAVbkVakV6pMUy95TiuPjYDgHfnb2P0v+bqlCmRVmRVTgnn/mceL87ehNsD5w1IZebtJ3BKZrLpaCIiItJC1DLB+tbllfLU1xsAuP+sXnRsE2kuzKbv4fVToaLQXAZp3MKXYMscCI7w9ia2q6wX6HSERVqZsGAHD57Tm/euG0b7uHCyiyq58o1F3PXxCkoqdNqUSKByutz8+5tfOO+FeazL20ubyBBevmIQ/xo/kLiIENPxREREpIX9tmXCXR//THFFjeFEUq+61sXtH62gxuVmVM8kLvFli4T/5aqF6X+BnKUw9TbNvLWSXavhm4e826f/HRK7ms0jPqHCrUgrdXy3tsy8/QSuPjYDmw0+XprNqGfnMGNVruloItLMlm4r4uznf+TZbzZQ6/Ywtk8KM28/gTF92pmOJiIiIj70l7GZdE6MJK+0irs/XYlHRTlL+Nc3v7A2t5SEyBAeu6Cf2QViHUFwwStgD4K1U2D5B+ayyL6KtoIjGLqNhiHXmk4jPqLCrUgrFhkaxIPn9Obj34+gc9tIdu+t5g/vL+PG95eSv7fKdDwROUollU7+9vlKLnr5J9bl7SU+Iph/jx/Ai5cPok1UqOl4IiIi4mMRIUH8e/xAgh02ZqzOY9LiHaYjtXqLtxby8pxNADx6fl/aRltgjJY60LtYGcC0P0PBJrN5xCvzTPjDj3Duf8BkcV98SoVbEWFIRgLTbj2em0/uisNuY/qqPE57Zi7vL9iGy61P4UX8jcfjYcqKnZz69Bw+WLgdjwcuGpzGt3eexLkD2pudxSEiIiJG9U2L5a7RPQB4aOpqNuaXGU7UepVUOrn9o+UNY7UxfVJMR/rVyNug43HgLIfPbgCX2uoZ89uZ8QmdICrJXBbxORVuRQTw9r79v9E9mHLzSHqnxlBS6eTeL1Zx3gvzyNpeZDqeiByibQXlTHhzEbd+mMWesmo6t43kw+uP4amL+5MQqV62IiIiAr87rjPHd0ukyunm1g+zqK51mY7U6ng8Hu7+9GeyiypJTwjn/rN7mY60L7sDzn8ZQmMhZwnMfdJ0otapvADeOA02zzadRAxR4VZE9tE7NZYvbxrJA2f3Ijo0iJU5JZz/4k/8+ZMVFJRVm44nIk2ocrp4/ttfOP3Zufzwyx5CguzcPqo70287nhFd2piOJyIiIhZit9t4uu5D3TW5pTw5Y73pSK3O+wu2MX1VHsEOG/+5dBAxYcGmI+0vLh3Oesa7XZKthcp8ze2Gz2+A7MUw7S7vwnHS6gSZDiAi1hPksHPNyE6c1S+Vf05fx6fLspm8JJsZq/K4fVRX4vT3WsQyPB4PWXtsPPHcPHKKvb2pj+3Shr+f14fObaMMpxMRERGrSooJ48mL+nHdO0t4/cctHNO5DaN6JZuO1Sqs3lnCI1+tBeDusT3pnx5nNtCB9L0IopIh4zj1VfW1ec/Cxm8gKAwuesu7cJy0OppxKyJNahsdytPj+vPpjSPo1S6G0qpaHvpqHU/97GDJNrVPEDFtZXYJl72xmLd/cZBTXEW72DD+PX4AH/xuuIq2IiIiclCn9kzmmpEZANw+eTnbCsrNBmoF9lY5uXliFjUuN6N6JnNt3f63tE7H/1q0dbvBrdYaLW7bT/Dd373bZzwJKX3M5hFjVK4XkYMa3DGBqbccx8SF23jy6/XkVNRy6euLOb1XMn8ek0nXJBWIRHxpV2kVT369nk+XZePxQLDdw40nduXGk7sRHuIwHU9EApjL5cLpPPoFapxOJ0FBQVRVVeFyta4CQHBwMA6HfleLddwzticrdhSzbHsxf3h/GZ//8VjCgvUabQlut4c7J69gy55yUmO9M579atHYikL44kZI6gmjHjSdJnCV7YZPrgWPG/qNh4FXmk4kBqlwKyKHxGG3ceWIDE7r2ZY73vyOBbvtzFyzi2/X5TN+aDq3jepGUnSY6ZgiAa2yxsWb87bwwvcbqajxFjrO7d+OQY4dXHZKF4L1JktEWojH4yEvL4/i4uJmu7+UlBT+v737Do+qyv84/p5JMum9B0gChB5KAMEA0qWIrLAqgijYVxdWEPv+VHbVFUXdVVdXBRdRV0RXAQuKstIUEUKVJiWUUBOSkErqzP39MTIaKVKS3GTyeT3PfTJz59w733tO7s3Jd86ce+DAgfqVtKgmISEhxMTENMhjl7rH5mnllbGdufKlb9l+pIBHFmypfwnFeuJfy3bz1bZMbB5W/nVDF0Lr241j96+EnYucS+NLoPUwsyNyP5Xl8ME4KDwCEa2ccwzrXGzQlLgVkfMS7m/juuYOHr2uF8//L53/bc/k3dUZzN9wiDt6N+P2y5rh761Li0h1Kq908H5aBv9cspusQudNAlPiQ3jsyrYkxwbw+ecHTI5QRNzdyaRtVFQUfn5+F53QcTgcFBUVERAQgNXacGZvMwyDEydOkJWVBUBsbKzJEYk4xQb78tKYFG7892o+XHeQTk1CuOHSBLPDcitLd2Tx/OKdADwxoh2d6vK8tmfSZjh0vxNWvwbz7oDb/uccfSvVx3BAcGPwDoLR74LN3+yIxGTKrojIBUmKCuCN8V1ZvSeHp774kU0H8njhf7v4z/cZTB7YgusuaYKXR8P5R0ykJtgdBgs2HOIf/9vJweMlADQK8eX+wa24qlMcFoulWr6yLCJyNna73ZW0DQ8Pr5Z9OhwOysvL8fHxaVCJWwBfX18AsrKyiIqK0rQJUmf0TIrgvsGtmL5oB3/5ZCvNIv3p0TzC7LDcwv6cYia9twHDgDHd4rnuknizQ7pwg56EzK2w7xt4bwzcvgT8wsyOyn14+cDvZ8DxvRDWzOxopA5oWL0kEal23ZuFs+CPPXjl+s4khPuRXVTGIwu20O+5ZbyflkGF3WF2iCL1jmEYLNpyhCEvrODe/27i4PESIgO9efyqdiy5rw8jUhrp64siUmtOfkDk5+dnciTu42Rd6sM3qWvu6tOc33WMo9JhcNd/1rMvWzcru1j5Jyq4ZXYaBaWVpMSH8JfftTU7pIvj4QXXvgUh8c7k4oc3g73S7Kjqv+P7nTd+A+fUCErayk+UuBWRi2axWBjWIZbF9/Rh6vC2RATYOHi8hAc/2ky/55Yxd40SuCLnwjAMlu88xlWvrOTO/6xnV1YRwb5ePDS0NSvu78e41ES8PTUyS0TMoQ+Mqo/qUuoqi8XC9Gs60LFxMPklFdz29loKSvUBw4WqsDu46911pB8rJjbYh9du6OIefTn/cBj9Hnj5w55l8PVfzI6ofsvdAzP7wfs3QGmB2dFIHaPErYhUG5unlZt7NuWbB/rzyLA2RAR4c/B4CQ/NcyZw31uTQXmlErgiv+ZwOEfY/u7llYyftYYfDubjZ/Pg7v5JrHigH3f2aY6vzQ06+SIibmDfvn1YLBY2btxodigiNcLHy4OZ47oSE+TD7qwiJry7XoMwLoBhGDwyfwvfpefgb/Pg3+MvITrIjW7mHJMMI1+DoMbQYbTZ0dRfJ3Lh3WvhRA4UHASL0nRSlea4FZFq52vz4LbLmjG2ewLvrt7Pa8v3cPB4CQ/P28zLS3bzx37NubpzY3y8lIiShq3C7uDjjYd5ddlu0o85v4ro42VlbPcE7urbnIgAb5MjFBERkYYoKsiHmeO6Mur1VXyzK5sHP/qB56/tqNHi5+H1FXt4f+0BrBb45/UptI0LMjuk6tf2d5A0EGyaSueCVJTC3OshZzcEN4HrPwDvALOjkjpGiVsRqTG/TODOWZPBq8vSOZRXwv/N38I/Fu9kXGoiN1yaQJi/zexQRWpVaYWd99MOMGPFHg7lOW86FuTjyfgeidzUI5FwJWxFRGpEeXk5Npv6HSLnon3jYF4Zm8Ltb69j3vpDRAf58OCQ1maHVS/8d+0Bnv7iRwAeGdaW/q2jTY6oBv0yabt/FWBAQg/Twqk3HA74+I+QsQq8g2DsfyEwxuyopA7SGGwRqXG+Ng9u7dWUbx7ox6NXtiUu2IfsonL+vngnPZ7+mkcXbNGND6RByCkq4+Ulu+j1zBKmfrKVQ3klRAR489DQ1qx8qD/3DmqlpK2ISDXq27cvEydOZPLkyURERDB48GC2bNnC0KFDCQgIIDo6mhtvvJHs7GzXNosWLaJXr16EhIQQHh7OlVdeSXp6uolHIWKe/q2jmfb79gC8uiydN1fuNTmiuu+rrUd5aN5mAO7o3YxbejU1OaJasv87ePsqeG80HN1sdjR1m2HA5/fClo/A6gnXvQNRbcyOSuooJW5FpNacTOAuf6AfL47uRLu4IEorHLzz/X76Pb+MO99Zx7r9x80OU6TabT2cz/3/3UTq00t47qudZBeV0zjUlyeuase3DzrnsA308TI7TBGRc2YYBifKKy9qKSm3n/c2hmGcd6xvvfUWNpuNlStX8vTTT9O/f39SUlJYu3YtixYtIjMzk1GjRrnKFxcXM2XKFNauXcvXX3+N1Wpl5MiROBya41MaplFdm3DfoJYAPP7ZNj5cd9DkiOqu7/fkMPG9DdgdBtd2aczDQxvQCOW4FIjrBKX58PYIOLbT7Ijqrpx02DQXsMDvZ0CzvmZHJHWYpkoQkVrn5WHlqk6N+F3HOFbtyWHmij0s3XGMRVuPsmjrUVLiQ7ihewLDOsRqHlyptyrtDr7alsnslftYsy/Xtb59o2Bu6ZXIlR3i8PLQ56ciUj+VVNhp+9iXtf6+2x4fjJ/t/P6FadGiBdOnTwfgySefJCUlhaeeesr1+qxZs2jSpAk7d+6kZcuWXH311VW2nzVrFpGRkWzbto3k5OSLPwiRemhCvySyi8qZ/d0+HvhwE14eFq7q1MjssOqUdfuPc9tbaymvdHB5W+dI5QY1J7CXr3OO1rd/B0c2OX/e/AWENZARx+cjIglunO9M4CZf/dvlpUFT4lZETGOxWOjRPIIezSPYmVnIG9/sYcGGw2zIyGNDRh5PLNzGNZ0bc333eJpFapJ2qR9yi8t5P+0A76zax+H8UgA8rRaGto/lph6JdI4PaVideBERk3Xp0sX1eNOmTSxdupSAgFP7Fenp6bRs2ZJdu3bx2GOPsXr1arKzs10jbTMyMpS4lQbLYrEwdXhbyiodvLcmgykfbMLLw8oV7WPNDq1OWLc/l/Gz0igqqyS1WTj/HJOCZ0P8gN43BG6YD7OvgGM/OpO3Ny2EkHizI6sbio5BQKTzcfylzkXkNyhxKyJ1QsvoQKZf05H7Brfiv2sPMmd1BofySnjj27288e1eejQP54ZLE7i8bbRGKUqdY3cYfLs7mw/SDrB4Wyblduc/+eH+Nq7vHs/Y7gnEBPuYHKWISPXx9fJg2+ODL3h7h8NBYUEhgUGBWK3n/nfd9wK+iePv7+96XFRUxPDhw3nmmWdOKRcb60xADR8+nISEBGbOnElcXBwOh4Pk5GTKy8vP+71F3InFYuFvI5KpsDv4cN1B7n5vA0CDT96u25/LuH+vobjcTmqzcP59U9eG/a1B/3AY9zG8ORRy98CsoXDbYgiKMzsy8xgGLJ8Oq191JrKj25kdkdQjStyKSJ0SFejDhH5J3NmnOct3ZvHu9xks2ZHFd+k5fJeeQ2SgN9d2aczvOzcmKUqjcMVcB3JP8N91B/lw7QHX6FpwTocwvkciV2q6DxFxUxaL5bynLPglh8NBpc0DP5vneSVuL1bnzp356KOPSExMxNPz1PhzcnLYsWMHM2fO5LLLLgPg22+/rbX4ROo6q9XCM1d3oNLuYMHGw0ycs56nf9+BUZc0MTs0U3y/J4dbZ6e5krazbroEX5v6fgTGwPjPnCNuYzpAQLTZEZnHMGDJE/DN887ne5YrcSvnRYlbEamTPKwW+reOpn/raA4eP8HcNQeYm3aAY4Vl/GtZOv9alk7HxsGMTGnE8I5xhAd4mx2yNBClFXa+2pbJB2kHWJmezcn75AT7ejGiUxyjLmlCu7hgc4MUEZHTmjBhAjNnzmTMmDE88MADhIWFsXv3bubOncsbb7xBaGgo4eHhzJgxg9jYWDIyMnjooYfMDlukTvGwWnh+VCd8vDyYm3aABz76gYLSCm67rJnZodWqzzcfYfLcjZTbHfRoHs6/xytpW0VwI7jlK/AJAmsDrReHHRY9BGtmOJ8PehJS/2huTFLvKHErInVe41A/7hvcikkDW7B4WyYfrjvI8p3H2HQwn00H83ly4Xb6topkZEpjBrSJ0ghHqXYVdgcrd2fz6aYjfLX1KIVlla7XeiaFM6prEwa3i9HvnohIHRcXF8fKlSt58MEHGTRoEGVlZSQkJDBkyBCsVisWi4W5c+dy9913k5ycTKtWrXjppZfo27ev2aGL1CkeVgvTft+eYF8vXl+xhycXbienuJz7B7XCanX/ufzfWbWPxz7ZimHAkHYxvDC6k/qBp+Mf/vNjhwM++RO0GQ6thpgXU20pPwHzbocfP3M+H/osdL/D3JikXlLiVkTqjZM3QLiifSzZRWV8uukw8zcc4oeD+fxvexb/255FoI8nw9rHMiQ5hh7NI7B5aj5cuTB2h8Gavbl8+sNhvth8hOMnKlyvxQX7cE3XJlzbpTFNwvxMjFJERM5m2bJlp6xr0aIF8+bNO+M2AwcOZNu2bVXWGSe/XgEkJiZWeS7SUFksFh4a2pogXy+e/XIHry5LZ192Mc+P6nhRU6nUZXaHwXNfOY8VYGz3eB6/KhmPBpCsvmgb3oGN/4FNc2DodOh2u9kR1ZwTuTBnFBxMAw8bjHwdkn9vdlRST7nn1VRE3F5EgDc392zKzT2bsjurkHnrD7FgwyEO55cyN805rUKgjycD20QzJDmG3i0i9dUl+U12h8GGjON89sMRFm4+wrHCMtdrEQE2rmgfy/COcXSJD20Qo0lEREREzsZisTChXxIxQT48PG8zX2w5yoHjJ3hj3CVud2PWgtIKJr23gaU7jgFwz8CW3D0gCYtFfcJz0ul6OLQW1r8Nn98HOekw6Anw8DI7supn8wdPH/AJgTHvQUIPsyOSekyJWxGp95KiAnlgSGvuG9SK1XtzWbj5MF9uzeRYYRnzNxxi/oZD+Hp50LdVJEOSY+jfOopAHzfsIMgFKS6r5Jtdx1i8LYtlO7LIKf75ruFBPp4MTXYmay9tFoanh0Zwi4iIiPza1V0aEx/uxx/eWceWQwUMf/lbXhqdQmrz8N/euB7YnVXEHW+vZU92Md6eVqZf04GrOjUyO6z6xcMLhr8EoYnw9eOw+lU4shGueROCYs2OrnoYDudPT2+47j9QfAwiWpgbk9R7StyKiNuwWi2kNg8ntXk4f/1dMhsyjvPFlqMs2nKUQ3klfLHlKF9sOYqXh4VLEsPo0zKSPq0iaRUdqE/KG5hDeSV8vT2T/23P4vv0HMrtDtdrgT6eDGgdxe86xdErKVLTbYiIiIicg0sSw1jwx57c9nYaOzOLGPvG99wzsCV/7JdUb6cSMAyDeesP8djHWygutxMX7MOMcV1JbqQb0V4QiwUuuxciWsKCP0LGKni9N4x6q36PSq0oxbroz3Q4uA+40rnON8S5iFwkJW5FxC15WC10TQyja2IYjwxrw5ZDBSzaeoQvthxlz7FivkvP4bv0HKZ98SPRQd7OJG7LKHolRRDsp9G47qa4rJI1+3JZlZ7Dip3H+PFoYZXXE8L9GNgmmgFtorgkMQwvjawVEREROW/x4X4smNCTxz7eyofrDvL84p2s3pvLc9d2rHdTJ+SXVPB/8zfz2Q9HAOjeNIxXxnYmIsDb5MjcQJvhENUW3r8RcnY5pxWor45sgnl34HHsR5oCFZlboHGK2VGJG1HiVkTcnsVioX3jYNo3Dua+Qa3Yk13Mip3HWLHzGKv25JBZUMYHaw/ywdqDWC2QEh9Kz+bhXNI0jM7xofh761JZ35RV2tmYkcfK9By+253NxgN5VDp+vpGM1QJdEkIZ0CaagW2iaB4ZoFHXIiIiItXAz+bJc9d25NJm4Ty6YAvf7s7m8r8v58/D2jD6kib1os+1dEcWj8zfwqG8EjysFqZc3pI7+zSvtyOH66Tw5nDb/5w38GrU+ef1RccgINK8uM6VvRJW/gOWPQ2OSgz/KL6PvpGu0clmRyZuRtkIEWlQLBYLzSMDaB4ZwM09m1JaYSdtXy7Ldxxj+c5j7MoqYt3+46zbfxxwjtxNjguiW9MwLkl0LqH+NpOPQn6tqKySHw7ksT7jOKv35pK2L5fSCkeVMo1DfenZPIIeSeH0bhGpdhQRERGpQdd0aUynJsHc998f2Hggj4fnbeaTjYd56vftaRrhb3Z4p5VZUMrjn25j4WbnKNuEcD9eHJ1CpyYh5gbmrmx+0KzPz88Pb4RZg+GS26DPA+BTR6ek2PctfH4/ZG1zPm/zOyqHPEvWstXmxiVuSYlbEWnQfLw8uKxFJJe1iOQRnHOffrPzGGv25rJ6by6H8krYdDCfTQfzmfnNXgBaRgfQNTGMDo2co3hbRgfqq/W1yOEw2JNdzIaM46zPyGNDxnF2ZhbyiwG1AEQE2EhtHkHP5uH0TIqgSZifOQGLiIiINFBJUYF8dFcP3ly5l+e+2sGqPTlc/vfl3JiawN39W9SZD9JLyu28tWofLy/ZTVFZJR5WCzf3SOSey1vq23e1advHUFkKq16GH96HAVOh01iw1qH/tSrL4KPbofAw+IbC4GnQcTRUVpodmbgpXYFERH6hUYgvo7vFM7pbPOBM5Kb9lMRN25fL7qwidmY6lzk/bWPztNImNoj2jYLo0CiE5EbBtIgOUDK3GlTYHew5VsyPRwvYfqSQbUcK2HQgj/ySilPKNgrxJSU+hM7xofRMiqBltKY/EBERETGbh9XCbZc14/K20Uz9ZCvLdhzjzZX7+HDdQe7q25wbLk0gyMece0yUVzp4Py2Dl5bs5lhhGQAdm4Tw1Mhk2sXV0dGe7mzgVOdNyhY9BDm74ZOJ8P2r0PteaDsCrB7mxFVwGPwjwcMLPL1h0BPOUbcDHgO/MHNikgaj3iRu//a3v7Fw4UI2btyIzWYjLy/vN7cxDIOpU6cyc+ZM8vLy6NmzJ6+++iotWrRwlcnNzeVPf/oTn376KVarlauvvpoXX3yRgICAGjwaEakvGoX40iilESNSGgGQXVTG2n25bMjIY/OhfDYfyqewtJJNB/LYdCAPyADA29NK88gAWkQH0CIqgKSoAJKiAkkI91NC9zQMwyCrsIzdWUVsP+JM0m4/UsDurCLK7Y5Tynt7WunQOJjO8aGkxIeQEh9KdFA9vqmBiDQY6tOKSEOVEO7P7Ju78c2uY/xt4XZ+PFrI9EU7+NfSdMZ0a8ItvZoS4Vc7KYqcojLmph3gP9/v50h+KeDs908e2ILfd26suWzN1OJyaNoH1syA5c9A1lb48BZo9g6MW1C7sWRuhbQ3YMN/YNjz0Hmcc337a5yLSC2oN4nb8vJyrr32WlJTU/n3v/99TttMnz6dl156ibfeeoumTZvy6KOPMnjwYLZt24aPj/Mf/LFjx3LkyBEWL15MRUUFN998M3fccQdz5sz5jb2LSEMUEeDNkORYhiTHAs6v7WfknnAlcTcfzGfLoXwKyyrZdqSAbUcKqmzvabWQGOFPi6gAmkX60yTUj0ahvjQO9SMuxAdvT5M+Ra4FDoczObs3u5j9OcXszSlmf/YJ9uUUsz/nBCUV9tNuF+DtSeuYQFrHBtI6JogOjYNpExukBLiI1Evq09auvn370qlTJ1544QWzQxGRn1zWIpKFd0ewYMMhXluezq6sImZ+s5dZK/fRKymcRMNCv3I7Xl7VOwq3vNLByvRsPt14mM82H6G80jk4IDLQmz/1T+K6S5q4dV+8XvG0QY+JkDIWVs+A7/8FrYf9/HpZERz7ERp1ger+hl3JcfhxIayb7bxx2kn7vv05cStSi+pN4vavf/0rALNnzz6n8oZh8MILL/DII49w1VVXAfD2228THR3NggULGD16NNu3b2fRokWkpaXRtWtXAP75z39yxRVX8NxzzxEXF1cjxyIi7sP6UyI2McKf4R2d14yTydxdWUXsyipkd1aRazlRbnc9Pp2oQG9XIrdRiC/RQd6EB3gT4W8jPMCb8AAboX62OjUKwDAMSirsZBeWk1lYytH8UjILnMvRgjIy80s5+tPzsspTR8+e5GG1EB/m50zSxgTRJjaQNrFBNArxxVqHjldE5GKoT1u75s2bV+3JHxG5eB5WC1d3aczIlEYs25nF68v3sHpvLst3ZrMcDz58Zhk9kyJ+WsJpHnn+U2AZhrNPvnbfcVamZ7N4WyaFpT/PQ9qxcTDjeyRyRftYfLyUsK2TfEOh74OQ+kew/uJavnW+cxqFwDhIGgAtBjmnWPCPuPD3MgyYMwp2fw3GTwNKrJ7Q6grodgck9rq4YxG5QPUmcXu+9u7dy9GjRxk4cKBrXXBwMN27d2fVqlWMHj2aVatWERIS4urgAgwcOBCr1crq1asZOXKkGaGLSD33y2Tu5W2jXesdDoMjBaXszipiV2Yh+3KKOXS8hIM/LSUVdrIKy8gqLGNDRt4Z92+xQJifzZXEDfTxxM/mib+3h/OnzQM/759+2jzx9rLiYbFgsVjwsFqwWsBqsWA47PyYZyF0Tw6GxYOyCjvldgfllQ7KKp0/nY/tlFY4yC+pcC0FpT/9/Ol5hd04Y7y/5GG10DjUl8RwfxLD/Zz1FO6sq8ahvhpFKyLyK+rTXpywMM09KFKXWa0W+reOpn/raNKPFTFv3QHmrkonp8zOV9sy+WpbJgDBvl60iHJOQ5YY7k+InxfBvl4EeHtR4XBQVuHssx7NLyUj9wQHjpew7XAB2UVlVd4vMtCbockxjExpREp8qBmHLBfCO7Dq86JM8PJz3iBswzvOBZyJ3Jj2cOXfIbixc132Lji+DwwHOCqh+JhzztqCw1CUBWM/cJazWMDi4UzaRraBDtdCpxsgMBoRM7lt4vbo0aMAREdXPcmio6Ndrx09epSoqKgqr3t6ehIWFuYqczplZWWUlf38B6CgwPlV6IqKCioqTr1hjuCqF9VP/ae2vDhR/p5ENQ2hR9OQKusNw+D4iQoO5ZVwKK/U+fN4CdlF5eQUO5fc4nLySiowDFzrLp4Hr25fVw37cd6kLTrQm+ggb6IDfZw/g7yJCvQmOsj5PDbY58zJWYedCsfpp0uQM9M56T7UluemodVPTfVpz6c/W1FRgWEYOBwOHI4zf3PifBiG4fpZXfs8nf79+9OxY0f+8Y9/0KxZM2699VZ27tzJ/PnzCQ8P58UXXyQ1NZXbb7+dJUuW0KxZM9544w1XEjwnJ4c//elPfPPNNxw/fpzmzZvz0EMPMWbMGNd7FBYWctddd/Hxxx8TFBTE/fffzyeffOJ639NxOBwYhkFFRQUeHtU70k/Xkpql+q058SHeTOidQIvSncS2686a/fms2pPL2gznjWnX7j/O2v3Hz2ufXh4WkuOC6JIQyoDWkaQ0CXF9c62htaFb/e6mToJL/oAlYxWW3f/DumcJlpxdzkRu4WEqPPzgp+P0+OYfWDe9e8ZdVeRkQJBzGjz6/BkGPgGhib8ocG715Vb1Wwe5W/2ez3GYmrh96KGHeOaZZ85aZvv27bRu3bqWIjo306ZNc33N7Ze++uor/Pz8TIio/li8eLHZIUg1UVvWrFgg1goE/bT8xG5AcQUUVUBhpYXiCiizQ5kDyu1QardQ/tPzMrtzqTQsGAY4cH4DyAAcv/xpgIcVPC3gaQVPi+H8+Yt1Xlbw9QA/TwNfT/DzBD+Pnx/7eoK3FSyWcqDQGawB5DuXYziXLbVYhw2Nzkn3obY8uxMnTpgdwinqY5/2fPqznp6exMTEUFRURHn5rz40rDhLe1is4Olz1rKFuSfOuSxe59/PrqyspLy8nIKCAhwOB//4xz949NFHmTx5Mv/6178YN24c3bp144YbbuCxxx7jL3/5C+PGjWPVqlVYLBaOHTtGu3btmDBhAoGBgXz11VeMHz+emJgYunTpAsCkSZP49ttvmTNnDpGRkUybNo3169fTpk0bV0L818rLyykpKWHFihVUVlaetszF0rWkZql+a47FAke3rSYeiI+G30dCVgkcLbFw9ISF3DI4UQkldgullc5+rJcVvKwGgV4Q7g3hPgZRPgZNAsDLmgP2HLK27ubLrWYfnfnc73e3J8T3xLNRCUElB/Avy+TA19+4Xm13OJsI30QMixUDC+WeAZR4hVFqC6XYFk3m8u+o9PD91T63XXA07le/dYu71O/59GdNTdzee++93HTTTWct06xZswvad0xMDACZmZnExsa61mdmZtKpUydXmaysrCrbVVZWkpub69r+dB5++GGmTJniel5QUECTJk0YNGgQQUFBZ9yuIauoqGDx4sVcfvnlmmesnlNbug+1pXtQO7oPteW5OVMizEz1sU97Pv3Z0tJSDhw4QEBAgOtmaCdZH084Y+xG0uUY13/gem6Z1gbLGRK9RkJPjPGf/Vz2uc5YTuRUKeN47PxG2oEz6Wyz2QgKCsJqtXLFFVcwadIkAJ544glmzZpFamoq48Y5bzjz5z//mZ49e1JSUkJMTAxBQUH83//9n2t/HTp0YPny5Xz++ef069ePwsJC3nvvPf7zn/8wfPhwwDkHcePGjV3vezqlpaX4+vrSu3fvU+r0YulaUrNUvzVL9VtzGlLdtq/y7Ipaec+GVL9mcLf6PZ/+rKmJ28jISCIjI2tk302bNiUmJoavv/7a1aktKChg9erV3HXXXQCkpqaSl5fHunXrXJ+YL1myBIfDQffu3c+4b29vb7y9vU9Z7+Xl5Ra/QDVJdeQ+1JbuQ23pHtSO7kNteXZ1sW7qY5/2fPqzdrsdi8WC1WrFaj33ucgtFguWcyxv4bfLns97/zqOk9t27NjR9fhkIrxDhw6nrMvOziYuLg673c5TTz3FBx98wKFDhygvL6esrAx/f3+sViv79u2joqKCSy+91LWP0NBQWrVqVeV9T3csFoulRs93XUtqluq3Zql+a47qtmapfmuWu9Tv+RxDvZnjNiMjg9zcXDIyMrDb7WzcuBGApKQkAgICAGjdujXTpk1j5MiRWCwWJk+ezJNPPkmLFi1o2rQpjz76KHFxcYwYMQKANm3aMGTIEG6//XZee+01KioqmDhxIqNHj27Qd98VERERkZrhdn3aPx8+82uWX83dev9u10OHw0FBYSFBgYHO5KblVwnOyZurMcif/fIfpZN3qD/dupPz7j777LO8+OKLvPDCC7Rv3x5/f38mT5586pQRIiIiIjWg3iRuH3vsMd566y3X85SUFACWLl1K3759AdixYwf5+fmuMg888ADFxcXccccd5OXl0atXLxYtWlTl60jvvvsuEydOZMCAAVitVq6++mpeeuml2jkoEREREWlQ3K5Pa/O/sLIOB3jZnetONyr1fPZbg1auXMlVV13FDTfcADgTujt37qRt27aAcwoMLy8v0tLSiI+PByA/P5+dO3fSu3dv0+IWERER91BvErezZ89m9uzZZy1z8u60J1ksFh5//HEef/zxM24TFhbGnDlzqiNEEREREZGzUp+2fmnRogUffvgh3333HaGhofz9738nMzPTlbgNDAxk/Pjx3H///YSFhREVFcXUqVNdUyGIiIiIXIwLmyhKRERERETEzT3yyCN07tyZwYMH07dvX2JiYlxTVJz097//ndTUVK688koGDhxIz549adOmTbXfdExEREQannoz4lZEREREROR8LFu2zPV43759p7z+69HNiYmJVdaFhYWxYMGCs75HYGAg7777rut5cXExf/3rX7njjjsuKGYRERGRk5S4FRERERERuUAbNmzgxx9/pFu3buTn57umtLjqqqtMjkxERETqOyVuRURERERELsJzzz3Hjh07sNlsdOnShW+++YaIiAizwxIREZF6TolbERERERGRC5SSksK6devMDkNERETckG5OJiIiIiIiIiIiIlLHKHErIiIiIiIiIiIiUscocSsiIiIiIr/JMAyzQ3AbqksRERE5F0rcioiIiIjIGXl5eQFw4sQJkyNxHyfr8mTdioiIiJyObk4mIiIiIiJn5OHhQUhICFlZWQD4+flhsVguap8Oh4Py8nJKS0uxWhvOWBLDMDhx4gRZWVmEhITg4eFhdkgiIiJShylxKyIiIiIiZxUTEwPgSt5eLMMwKCkpwdfX96KTwPVRSEiIq05FREREzkSJWxEREREROSuLxUJsbCxRUVFUVFRc9P4qKipYsWIFvXv3bnDTBXh5eWmkrYiIiJwTJW5FREREROSceHh4VEvS0cPDg8rKSnx8fBpc4lZERETkXDWcCaVERERERERERERE6gklbkVERERERERERETqGCVuRUREREREREREROoYzXFbDQzDAKCgoMDkSOquiooKTpw4QUFBgeYxq+fUlu5Dbeke1I7uQ215bk72t072v6R61HZ/Vr/vNUd1W7NUvzVL9VtzVLc1S/Vbs9ytfs+nP6vEbTUoLCwEoEmTJiZHIiIiItIwFBYWEhwcbHYYbkP9WREREZHadS79WYuh4QoXzeFwcPjwYQIDA7FYLGaHUycVFBTQpEkTDhw4QFBQkNnhyEVQW7oPtaV7UDu6D7XluTEMg8LCQuLi4rBaNetXdant/qx+32uO6rZmqX5rluq35qhua5bqt2a5W/2eT39WI26rgdVqpXHjxmaHUS8EBQW5xUkmakt3orZ0D2pH96G2/G0aaVv9zOrP6ve95qhua5bqt2apfmuO6rZmqX5rljvV77n2ZzVMQURERERERERERKSOUeJWREREREREREREpI5R4lZqhbe3N1OnTsXb29vsUOQiqS3dh9rSPagd3YfaUhoS/b7XHNVtzVL91izVb81R3dYs1W/Nasj1q5uTiYiIiIiIiIiIiNQxGnErIiIiIiIiIiIiUscocSsiIiIiIiIiIiJSxyhxKyIiIiIiIiIiIlLHKHErNeZvf/sbPXr0wM/Pj5CQkHPaxjAMHnvsMWJjY/H19WXgwIHs2rWrZgOV35Sbm8vYsWMJCgoiJCSEW2+9laKiorNu07dvXywWS5XlzjvvrKWI5aRXXnmFxMREfHx86N69O2vWrDlr+f/+97+0bt0aHx8f2rdvz+eff15LkcrZnE87zp49+5Rzz8fHpxajldNZsWIFw4cPJy4uDovFwoIFC35zm2XLltG5c2e8vb1JSkpi9uzZNR6nSG04379Ncm4u5Doj527atGlccsklBAYGEhUVxYgRI9ixY4fZYbmFV199lQ4dOhAUFERQUBCpqal88cUXZofltp5++mksFguTJ082OxS38Je//OWUvnfr1q3NDsttHDp0iBtuuIHw8HB8fX1p3749a9euNTusWqXErdSY8vJyrr32Wu66665z3mb69Om89NJLvPbaa6xevRp/f38GDx5MaWlpDUYqv2Xs2LFs3bqVxYsX89lnn7FixQruuOOO39zu9ttv58iRI65l+vTptRCtnPT+++8zZcoUpk6dyvr16+nYsSODBw8mKyvrtOW/++47xowZw6233sqGDRsYMWIEI0aMYMuWLbUcufzS+bYjQFBQUJVzb//+/bUYsZxOcXExHTt25JVXXjmn8nv37mXYsGH069ePjRs3MnnyZG677Ta+/PLLGo5UpGZdyDVNzs35Xmfk/CxfvpwJEybw/fffs3jxYioqKhg0aBDFxcVmh1bvNW7cmKeffpp169axdu1a+vfvz1VXXcXWrVvNDs3tpKWl8frrr9OhQwezQ3Er7dq1q9L3/vbbb80OyS0cP36cnj174uXlxRdffMG2bdt4/vnnCQ0NNTu02mWI1LA333zTCA4O/s1yDofDiImJMZ599lnXury8PMPb29t47733ajBCOZtt27YZgJGWluZa98UXXxgWi8U4dOjQGbfr06ePMWnSpFqIUM6kW7duxoQJE1zP7Xa7ERcXZ0ybNu205UeNGmUMGzasyrru3bsbf/jDH2o0Tjm7823Hc73minkAY/78+Wct88ADDxjt2rWrsu66664zBg8eXIORidS8872myYU5l+uMXJysrCwDMJYvX252KG4pNDTUeOONN8wOw60UFhYaLVq0MBYvXqz/1arR1KlTjY4dO5odhlt68MEHjV69epkdhuk04lbqjL1793L06FEGDhzoWhccHEz37t1ZtWqViZE1bKtWrSIkJISuXbu61g0cOBCr1crq1avPuu27775LREQEycnJPPzww5w4caKmw5WflJeXs27duirnk9VqZeDAgWc8n1atWlWlPMDgwYN1/pnoQtoRoKioiISEBJo0aaIRK/WUzkdxRxd6TROpi/Lz8wEICwszORL3YrfbmTt3LsXFxaSmppodjluZMGECw4YNO6V/IRdv165dxMXF0axZM8aOHUtGRobZIbmFTz75hK5du3LttdcSFRVFSkoKM2fONDusWudpdgAiJx09ehSA6OjoKuujo6Ndr0ntO3r0KFFRUVXWeXp6EhYWdtZ2uf7660lISCAuLo4ffviBBx98kB07djBv3ryaDlmA7Oxs7Hb7ac+nH3/88bTbHD16VOdfHXMh7diqVStmzZpFhw4dyM/P57nnnqNHjx5s3bqVxo0b10bYUg3OdD4WFBRQUlKCr6+vSZGJXLgLuaaJ1EUOh4PJkyfTs2dPkpOTzQ7HLWzevJnU1FRKS0sJCAhg/vz5tG3b1uyw3MbcuXNZv349aWlpZofidrp3787s2bNp1aoVR44c4a9//SuXXXYZW7ZsITAw0Ozw6rU9e/bw6quvMmXKFP785z+TlpbG3Xffjc1mY/z48WaHV2uUuJXz8tBDD/HMM8+ctcz27ds1GXc9cK5teaF+OQdu+/btiY2NZcCAAaSnp9O8efML3q+InF1qamqVESo9evSgTZs2vP766zzxxBMmRiYiIuIeJkyYwJYtWzSPZTVq1aoVGzduJD8/nw8//JDx48ezfPlyJW+rwYEDB5g0aRKLFy/WDWtrwNChQ12PO3ToQPfu3UlISOCDDz7g1ltvNTGy+s/hcNC1a1eeeuopAFJSUtiyZQuvvfaaErciZ3Lvvfdy0003nbVMs2bNLmjfMTExAGRmZhIbG+tan5mZSadOnS5on3Jm59qWMTExp9wwpLKyktzcXFebnYvu3bsDsHv3biVua0FERAQeHh5kZmZWWZ+ZmXnGdouJiTmv8lLzLqQdf83Ly4uUlBR2795dEyFKDTnT+RgUFKTRtlJvVcc1TcRsEydOdN2sV99kqT42m42kpCQAunTpQlpaGi+++CKvv/66yZHVf+vWrSMrK4vOnTu71tntdlasWMHLL79MWVkZHh4eJkboXkJCQmjZsqX63tUgNjb2lA9v2rRpw0cffWRSRObQHLdyXiIjI2nduvVZF5vNdkH7btq0KTExMXz99deudQUFBaxevVrzG9WAc23L1NRU8vLyWLdunWvbJUuW4HA4XMnYc7Fx40aAKkl5qTk2m40uXbpUOZ8cDgdff/31Gc+n1NTUKuUBFi9erPPPRBfSjr9mt9vZvHmzzr16RuejuKPquKaJmMUwDCZOnMj8+fNZsmQJTZs2NTskt+ZwOCgrKzM7DLcwYMAANm/ezMaNG11L165dGTt2LBs3blTStpoVFRWRnp6uvnc16NmzJzt27KiybufOnSQkJJgUkTk04lZqTEZGBrm5uWRkZGC3212Ju6SkJAICAgBo3bo106ZNY+TIkVgsFiZPnsyTTz5JixYtaNq0KY8++ihxcXGMGDHCvANp4Nq0acOQIUO4/fbbee2116ioqGDixImMHj2auLg4AA4dOsSAAQN4++236datG+np6cyZM4crrriC8PBwfvjhB+655x569+5Nhw4dTD6ihmPKlCmMHz+erl270q1bN1544QWKi4u5+eabARg3bhyNGjVi2rRpAEyaNIk+ffrw/PPPM2zYMObOncvatWuZMWOGmYfR4J1vOz7++ONceumlJCUlkZeXx7PPPsv+/fu57bbbzDyMBq+oqKjKyIu9e/eyceNGwsLCiI+P5+GHH+bQoUO8/fbbANx55528/PLLPPDAA9xyyy0sWbKEDz74gIULF5p1CCLV4reuaXLhfus6IxdnwoQJzJkzh48//pjAwEDXPQCCg4P1TYiL9PDDDzN06FDi4+MpLCxkzpw5LFu2jC+//NLs0NxCYGDgKXMx+/v7Ex4erjmaq8F9993H8OHDSUhI4PDhw0ydOhUPDw/GjBljdmj13j333EOPHj146qmnGDVqFGvWrGHGjBkN7/9TQ6SGjB8/3gBOWZYuXeoqAxhvvvmm67nD4TAeffRRIzo62vD29jYGDBhg7Nixo/aDlypycnKMMWPGGAEBAUZQUJBx8803G4WFha7X9+7dW6VtMzIyjN69exthYWGGt7e3kZSUZNx///1Gfn6+SUfQcP3zn/804uPjDZvNZnTr1s34/vvvXa/16dPHGD9+fJXyH3zwgdGyZUvDZrMZ7dq1MxYuXFjLEcvpnE87Tp482VU2OjrauOKKK4z169ebELX80tKlS0/7N/Fk240fP97o06fPKdt06tTJsNlsRrNmzar8vRSpz852TZML91vXGbk4p6vbX/8vIxfmlltuMRISEgybzWZERkYaAwYMML766iuzw3Jrffr0MSZNmmR2GG7huuuuM2JjYw2bzWY0atTIuO6664zdu3ebHZbb+PTTT43k5GTD29vbaN26tTFjxgyzQ6p1FsMwjFrME4uIiIiIiIiIiIjIb9ActyIiIiIiIiIiIiJ1jBK3IiIiIiIiIiIiInWMErciIiIiIiIiIiIidYwStyIiIiIiIiIiIiJ1jBK3IiIiIiIiIiIiInWMErciIiIiIiIiIiIidYwStyIiIiIiIiIiIiJ1jBK3IiIiIiIiIiIiInWMErciInJW+/btw2KxsHHjRrNDEREREZEGYtmyZVgsFvLy8swORUTENErcioiIiIiIiIip+vbty+TJk13Pe/TowZEjRwgODjYvKBERkylxKyLixsrLy80OQURERETkvNlsNmJiYrBYLGaHIiJiGiVuRUTcSN++fZk4cSKTJ08mIiKCwYMHs2XLFoYOHUpAQADR0dHceOONZGdnu7ZZtGgRvXr1IiQkhPDwcK688krS09NNPAoRERERaUhuuukmli9fzosvvojFYsFisTB79uwqUyXMnj2bkJAQPvvsM1q1aoWfnx/XXHMNJ06c4K233iIxMZHQ0FDuvvtu7Ha7a99lZWXcd999NGrUCH9/f7p3786yZcvMOVARkfOkxK2IiJt56623sNlsrFy5kqeffpr+/fuTkpLC2rVrWbRoEZmZmYwaNcpVvri4mClTprB27Vq+/vprrFYrI0eOxOFwmHgUIiIiItJQvPjii6SmpnL77bdz5MgRjhw5QpMmTU4pd+LECV566SXmzp3LokWLWLZsGSNHjuTzzz/n888/55133uH111/nww8/dG0zceJEVq1axdy5c/nhhx+49tprGTJkCLt27arNQxQRuSCeZgcgIiLVq0WLFkyfPh2AJ598kpSUFJ566inX67NmzaJJkybs3LmTli1bcvXVV1fZftasWURGRrJt2zaSk5NrNXYRERERaXiCg4Ox2Wz4+fkRExMDwI8//nhKuYqKCl599VWaN28OwDXXXMM777xDZmYmAQEBtG3bln79+rF06VKuu+46MjIyePPNN8nIyCAuLg6A++67j0WLFvHmm29W6SOLiNRFStyKiLiZLl26uB5v2rSJpUuXEhAQcEq59PR0WrZsya5du3jsscdYvXo12dnZrpG2GRkZStyKiIiISJ3h5+fnStoCREdHk5iYWKWvGx0dTVZWFgCbN2/GbrfTsmXLKvspKysjPDy8doIWEbkIStyKiLgZf39/1+OioiKGDx/OM888c0q52NhYAIYPH05CQgIzZ84kLi4Oh8NBcnKybmwmIiIiInWKl5dXlecWi+W0604ORCgqKsLDw4N169bh4eFRpdzpBjaIiNQ1StyKiLixzp0789FHH5GYmIin56mX/JycHHbs2MHMmTO57LLLAPj2229rO0wRERERaeBsNluVm4pVh5SUFOx2O1lZWa6+rohIfaKbk4mIuLEJEyaQm5vLmDFjSEtLIz09nS+//JKbb74Zu91OaGgo4eHhzJgxg927d7NkyRKmTJlidtgiIiIi0sAkJiayevVq9u3bV2X6rovRsmVLxo4dy7hx45g3bx579+5lzZo1TJs2jYULF1ZD1CIiNUuJWxERNxYXF8fKlSux2+0MGjSI9u3bM3nyZEJCQrBarVitVubOncu6detITk7mnnvu4dlnnzU7bBERERFpYO677z48PDxo27YtkZGRZGRkVMt+33zzTcaNG8e9995Lq1atGDFiBGlpacTHx1fL/kVEapLFMAzD7CBERERERERERERE5GcacSsiIiIiIiIiIiJSxyhxKyIiIiIiIiIiIlLHKHErIiIiIiIiIiIiUscocSsiIiIiIiIiIiJSxyhxKyIiIiIiIiIiIlLHKHErIiIiIiIiIiIiUscocSsiIiIiIiIiIiJSxyhxKyIiIiIiIiIiIlLHKHErIiIiIiIiIiIiUscocSsiIiIiIiIiIiJSxyhxKyIiIiIiIiIiIlLHKHErIiIiIiIiIiIiUsf8P6jI5pc8FStfAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 1400x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "t = np.linspace(0, 2 * np.pi, 500)\n",
+    "complex_exp_signal = np.exp(1j * t)\n",
+    "\n",
+    "plt.figure(figsize=(14,6))\n",
+    "\n",
+    "plt.subplot(1,2,1)\n",
+    "plt.plot(np.real(complex_exp_signal), np.imag(complex_exp_signal))\n",
+    "plt.title(\"Complex exp signal on complex plane\")\n",
+    "plt.xlabel(\"real\")\n",
+    "plt.ylabel(\"imag\")\n",
+    "plt.grid(True)\n",
+    "plt.axis(\"equal\")\n",
+    "\n",
+    "plt.subplot(1,2,2)\n",
+    "plt.plot(t, np.real(complex_exp_signal), label=\"real\")\n",
+    "plt.plot(t, np.imag(complex_exp_signal), label=\"imag\", linestyle=\"--\")\n",
+    "\n",
+    "plt.title(\"real and imag parts over time\")\n",
+    "plt.xlabel(\"time\")\n",
+    "plt.ylabel(\"amplitude\")\n",
+    "plt.grid(True)\n",
+    "plt.legend()\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 1400x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Complex\n",
+    "t = np.linspace(0, 0.001, 10000)\n",
+    "\n",
+    "complex_exp_signal_2 = np.exp(2*np.pi*1000j * t) + np.exp(2*np.pi*10j * t)\n",
+    "plt.figure(figsize=(14,6))\n",
+    "\n",
+    "plt.subplot(1,2,1)\n",
+    "plt.plot(np.real(complex_exp_signal_2), np.imag(complex_exp_signal_2))\n",
+    "plt.title(\"Complex exp signal on complex plane\")\n",
+    "plt.xlabel(\"real\")\n",
+    "plt.ylabel(\"imag\")\n",
+    "plt.grid(True)\n",
+    "plt.axis(\"equal\")\n",
+    "\n",
+    "plt.subplot(1,2,2)\n",
+    "plt.plot(t, np.real(complex_exp_signal_2), label=\"real\")\n",
+    "plt.plot(t, np.imag(complex_exp_signal_2), label=\"imag\", linestyle=\"--\")\n",
+    "\n",
+    "plt.title(\"real and imag parts over time\")\n",
+    "plt.xlabel(\"time\")\n",
+    "plt.ylabel(\"amplitude\")\n",
+    "plt.grid(True)\n",
+    "plt.legend()\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "x = np.linspace(-4, 4, 1000)\n",
+    "\n",
+    "pdf_normal = norm.pdf(x, 0, 1)\n",
+    "mean_normal = norm.mean(0, 1)\n",
+    "var_normal = norm.var(0, 1)\n",
+    "\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "plt.plot(x, pdf_normal, label=\"PDF Normal\")\n",
+    "plt.title(\"Normal distr\")\n",
+    "plt.xlabel(\"x\")\n",
+    "plt.ylabel(\"Density\")\n",
+    "plt.grid(True)\n",
+    "plt.legend()\n",
+    "plt.text(-3, 0.35, f\"mean: {mean_normal:.2f}\\nVariance: {var_normal:.2f}\")\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mean: 1.0\n",
+      "var: 1.0\n"
+     ]
+    },
+    {
+     "data": {
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ZI5lReRaLoYdHdpIkvf9Lsnal55qcCAAAAAAAmMlm1g/OyMiQx+NRTExMhe0xMTHaunXrCc+5/vrrlZGRofPPP18+n0/FxcW6/fbbT3n7XlFRkYqKfr1dLDs7W5Lkdrvldrur4ErMU5a/rlxH3xahuqhDlL7flq6nvt6il67vaXYkNCB1bbwAZmGsAP5hrAD+Y7wA/qlPY8XfazCtlKqMhQsX6u9//7teeukl9e/fXzt37tTdd9+txx9/XH/7299OeM706dM1bdq047Z/9913CgoKqu7INSIxMdHsCH7r75QWyqrELWn69+yv1TbU7ERoaOrSeAHMxFgB/MNYAfzHeAH8Ux/GSn5+vl/HGT6fz1fNWU7I5XIpKChIc+bM0ZgxY8q3jxs3TpmZmfr888+PO2fQoEE699xz9c9//rN823vvvac///nPys3NlcVy/N2IJ5opFR8fr4yMDIWG1u1GxO12KzExUcOGDZPdbjc7jt+mfLFZH67Yr+5xofrvn/vLYjHMjoQGoK6OF6CmMVYA/zBWAP8xXgD/1Kexkp2drcjISGVlZZ2yezFtplRAQID69OmjBQsWlJdSXq9XCxYs0MSJE094Tn5+/nHFk9VqlSSdrFtzOBxyOBzHbbfb7XX+l1ymrl3LpOEd9cW6Q1p/IFvztqTrip5xZkdCA1LXxgtgFsYK4B/GCuA/xgvgn/owVvzNb+rT9yZNmqSZM2fq7bff1pYtWzRhwgTl5eVp/PjxkqSxY8dq8uTJ5cePGjVKL7/8smbPnq09e/YoMTFRf/vb3zRq1Kjycgq1X1SIQxOGtJEk/WPeNhW6PSYnAgAAAAAANc3UNaWuvfZapaena8qUKUpJSVHPnj01b9688sXPk5OTK8yMeuSRR2QYhh555BEdOHBAUVFRGjVqlJ588kmzLgGV9KfzW+u9Zck6kFmgd5Ym6c8XtDE7EgAAAAAAqEGmL3Q+ceLEk96ut3DhwgrvbTabpk6dqqlTp9ZAMlSnwACr7hveXn+ds17/+X6nrukTr8aNAsyOBQAAAAAAaoipt++hYbuqd3N1ahqqnMJi/ef7nWbHAQAAAAAANYhSCqaxWgw9PLKjJOndZUnak5FnciIAAAAAAFBTKKVgqkHtojSkQ5TcHp+enLvZ7DgAAAAAAKCGUErBdI9c1lk2i6H5W9L00450s+MAAAAAAIAaQCkF07WNDtaNA1pKkh7/arOKPV6TEwEAAAAAgOpGKYVa4e6L2yk8yK7tqbn6cHmy2XEAAAAAAEA1o5RCrRAeFKBJw9pLkmYkbldWvtvkRAAAAAAAoDpRSqHWuL5fC7WLDtbRfLeeX7DD7DgAAAAAAKAaUUqh1rBZLfrb5Z0lSe8sTdLOtFyTEwEAAAAAgOpCKYVa5YL2Ubq4Y7SKvT79/estZscBAAAAAADVhFIKtc7Dl3WSzWLo+61p+nF7utlxAAAAAABANaCUQq3TJipY4wYmSJIe/2qz3B6vuYEAAAAAAECVo5RCrXTXxe3UOMiunWm5+uCXZLPjAAAAAACAKkYphVopLNCuScM7SJJmJG7X0TyXyYkAAAAAAEBVopRCrXXdOfHqGBuirAK3nk3cZnYcAAAAAABQhSilUGvZrBZNHdVFkvT+L8naeCDL5EQAAAAAAKCqUEqhVhvQpolG9Wgmn0+a8vlGeb0+syMBAAAAAIAqQCmFWu/hkR0VFGDV6uRMfbrmgNlxAAAAAABAFaCUQq3XNCxQf7monSRp+jdblV3oNjkRAAAAAAA4W5RSqBNuPj9BrSMbKSO3SM/P32F2HAAAAAAAcJYopVAnOGxWTR1dsuj5rCVJ2p6aY3IiAAAAAABwNiilUGcMbh+l4Z1j5PH69OgXm+Tzseg5AAAAAAB1FaUU6pS/Xd5ZDptFS3Yd1tcbUsyOAwAAAAAAKolSCnVKfESQJgxpI0l6Yu5m5buKTU4EAAAAAAAqg1IKdc7tg9uoeeNAHcoq1Is/7DQ7DgAAAAAAqARKKdQ5TrtVUy7vLEmauWiP9mTkmZwIAAAAAACcKUop1EnDOsdocPsouTxeTfl8I4ueAwAAAABQx1BKoU4yDEPTRndRgM2in3Zk6Kv1h8yOBAAAAAAAzgClFOqshMhGunNIW0nSY19tVnah2+REAAAAAADAX5RSqNNuH9JarSMbKT2nSDO+2252HAAAAAAA4CdKKdRpDptVj4/pKkl6Z2mSNuzPMjkRAAAAAADwB6UU6rzz2kZqdI9m8vqk//tsgzxeFj0HAAAAAKC2o5RCvfDI5Z0U4rRp/f4sffDLXrPjAAAAAACA06CUQr0QHeLUX0d0kCT949ttSsspNDkRAAAAAAA4FUop1Bs39G+p7s3DlFNYrCfnbjE7DgAAAAAAOAVKKdQbVouhJ8Z0lWFIn689qMU7M8yOBAAAAAAAToJSCvVK9+bhGntuS0nS3z7bqKJij8mJAAAAAADAiVBKod65b0QHRYU4tDsjTy8v3GV2HAAAAAAAcAKUUqh3Qp12Tbm8syTppR92aWdajsmJAAAAAADAb1FKoV66vHtTXdQxWi6PVw/9b4O8Xp/ZkQAAAAAAwDEopVAvGYahx8d0VaMAq1buPaoPliebHQkAAAAAAByDUgr1Vlx4oO4f0UGS9PQ3W5WSVWhyIgAAAAAAUIZSCvXa2AEJ6hkfrpyiYk39YqPZcQAAAAAAQClKKdRrVouhp37XTTaLoW83pWrexhSzIwEAAAAAAFFKoQHoGBuq2wa3liRN/WKjsgvdJicCAAAAAACUUmgQ/nJRO7WKbKTU7CL9Y95Ws+MAAAAAANDgUUqhQXDarfr7ld0kSe8tS9bKpCMmJwIAAAAAoGGjlEKDMaBNE13bN16S9NAnG1RU7DE5EQAAAAAADRelFBqUh0d2UmSwQzvTcvXiD7vMjgMAAAAAQINFKYUGJSzIrmmju0iSXvphpzYfzDY5EQAAAAAADROlFBqckd1idUmXWBV7ffrrnHVye7xmRwIAAAAAoMGhlEKDYxiGHhvTReFBdm06mK3XFu02OxIAAAAAAA0OpRQapOgQp6aO6ixJen7+Dm1PzTE5EQAAAAAADQulFBqsMT3jdHHHaLk8Xv11znoVcxsfAAAAAAA1hlIKDZZhGHryym4Kcdq0bl+m3vh5j9mRAAAAAABoMCil0KDFhjn1t8tKbuN7NnG7dqXnmpwIAAAAAICGgVIKDd41fZvrgvZRchV79eCc9fJ4fWZHAgAAAACg3qOUQoNnGIamX9VNjQKsWrn3qN5ekmR2JAAAAAAA6j1KKUBSXHigJo/sJEn6x7dbtfdwnsmJAAAAAACo3yilgFLX92uhAa2bqNDt1V//u15ebuMDAAAAAKDaUEoBpSwWQ/+4uruCAqxannREby7maXwAAAAAAFQXSingGPERQXqk9Gl8//h2m3am5ZicCAAAAACA+olSCviN6/rFa3Dp0/gmfbxObo/X7EgAAAAAANQ7lFLAbxiGoad/112hTpvW78/SSz/sMjsSAAAAAAD1DqUUcAKxYU49PqarJOk/3+/Qhv1ZJicCAAAAAKB+oZQCTmJ0j2Ya2S1WxV6f7vvvWhW6PWZHAgAAAACg3qCUAk7CMAw9MaabIoMDtD01V/9K3G52JAAAAAAA6g1KKeAUIhoFaPpV3SVJr/20WyuSjpicCAAAAACA+oFSCjiNYZ1jdHWf5vL5pPs+Xqe8omKzIwEAAAAAUOdRSgF+mDKqs+LCA5V8JF9//3qL2XEAAAAAAKjzKKUAP4Q67frn1SW38b3/S7IWbEk1OREAAAAAAHUbpRTgp4FtI/Wn81tJkh6Ys17pOUUmJwIAAAAAoO6ilALOwF9HdFDH2BAdznPpgTnr5PP5zI4EAAAAAECdRCkFnAGn3arn/9BLATaLftiWrveW7TU7EgAAAAAAdRKlFHCGOsSG6KFLOkqSnpi7RTvTckxOBAAAAABA3UMpBVTCTQMTNKhdpIqKvbp79lq5ir1mRwIAAAAAoE6hlAIqwWIx9Ow1PdQ4yK5NB7P1bOI2syMBAAAAAFCnUEoBlRQd6tRTv+suSXpt0W4t3XXY5EQAAAAAANQdlFLAWRjRJVZ/OCdePp806eO1ysp3mx0JAAAAAIA6gVIKOEt/u7yzEpoE6VBWoR7+bIN8Pp/ZkQAAAAAAqPUopYCz1Mhh0/N/6CWbxdDc9Yf08cp9ZkcCAAAAAKDWM72UevHFF5WQkCCn06n+/ftr+fLlpzw+MzNTd955p5o2bSqHw6H27dvr66+/rqG0wIn1iA/XfcM7SJKmfrFJO9NyTE4EAAAAAEDtZmop9dFHH2nSpEmaOnWqVq9erR49emjEiBFKS0s74fEul0vDhg1TUlKS5syZo23btmnmzJmKi4ur4eTA8W67oLUGtYtUoduriR+sUaHbY3YkAAAAAABqLVNLqRkzZujWW2/V+PHj1blzZ73yyisKCgrSm2++ecLj33zzTR05ckSfffaZzjvvPCUkJGjw4MHq0aNHDScHjmexGHr29z0UGRygrSk5enLuFrMjAQAAAABQa5lWSrlcLq1atUpDhw79NYzFoqFDh2rp0qUnPOeLL77QgAEDdOeddyomJkZdu3bV3//+d3k8zEhB7RAd4tSM3/eUJL27bK/mbUwxNxAAAAAAALWUzawfnJGRIY/Ho5iYmArbY2JitHXr1hOes3v3bn3//fe64YYb9PXXX2vnzp2644475Ha7NXXq1BOeU1RUpKKiovL32dnZkiS32y23211FV2OOsvx1/TrqmwGtwnXr+Qma+XOSHpizTp1igtQsPNDsWA0e4wXwD2MF8A9jBfAf4wXwT30aK/5eg+Ez6fn1Bw8eVFxcnJYsWaIBAwaUb3/ggQf0448/6pdffjnunPbt26uwsFB79uyR1WqVVHIL4D//+U8dOnTohD/n0Ucf1bRp047b/sEHHygoKKiKrgaoyOOVnt9k1d5cQ61CfPpLF4+shtmpAAAAAACofvn5+br++uuVlZWl0NDQkx5n2kypyMhIWa1WpaamVtiempqq2NjYE57TtGlT2e328kJKkjp16qSUlBS5XC4FBAQcd87kyZM1adKk8vfZ2dmKj4/X8OHDT/kHUxe43W4lJiZq2LBhstvtZsfBb/QYmK8rXlqmPTnF2ulor3uHtjU7UoPGeAH8w1gB/MNYAfzHeAH8U5/GStldaqdjWikVEBCgPn36aMGCBRozZowkyev1asGCBZo4ceIJzznvvPP0wQcfyOv1ymIpWQ5r+/btatq06QkLKUlyOBxyOBzHbbfb7XX+l1ymPl1LfdImJkzTr+qmv3y4Ri8v2q3z20dpYJtIs2M1eIwXwD+MFcA/jBXAf4wXwD/1Yaz4m9/Up+9NmjRJM2fO1Ntvv60tW7ZowoQJysvL0/jx4yVJY8eO1eTJk8uPnzBhgo4cOaK7775b27dv19y5c/X3v/9dd955p1mXAJzSqB7NdG3fePl80j2z1yojt+j0JwEAAAAA0ACYNlNKkq699lqlp6drypQpSklJUc+ePTVv3rzyxc+Tk5PLZ0RJUnx8vL799lvde++96t69u+Li4nT33XfrwQcfNOsSgNOaOrqzVicf1Y60XN0ze63evrmfrBYWmAIAAAAANGymllKSNHHixJPerrdw4cLjtg0YMEDLli2r5lRA1QkKsOmlG3pr9AuL9fPODP3n+x26Z2h7s2MBAAAAAGAqU2/fAxqKdjEh+vtVXSVJzy/YoZ93ZJicCAAAAAAAc1FKATXkyl7NdV2/kvWl7p69RqnZhWZHAgAAAADANJRSQA2aOqqLOjUN1eE8l/7ywRoVe7xmRwIAAAAAwBSUUkANctqteumG3gp22LQ86YieTdxudiQAAAAAAExBKQXUsFaRjfSPq7tLkl5euEvfb001OREAAAAAADWPUgowwchuTXXTwARJ0r0frdP+o/nmBgIAAAAAoIZRSgEmeXhkJ/WID1dWgVsTP1gjVzHrSwEAAAAAGg5KKcAkATaLXry+l8IC7Vq7L1OPf7XZ7EgAAAAAANQYSinARM0bB+m5a3vKMKR3l+3VnFX7zY4EAAAAAECNoJQCTHZhx2jdfXE7SdL/fbpBGw9kmZwIAAAAAIDqRykF1AJ3XdROF3WMVlGxV7e/t0pH81xmRwIAAAAAoFpRSgG1gMVi6F+/76kWEUHaf7RAd3+0Vh6vz+xYAAAAAABUG0opoJYIC7Lr1Rv7yGm3aNH2dD03f7vZkQAAAAAAqDaUUkAt0qlpqJ66qrsk6T/f71Ti5lSTEwEAAAAAUD0opYBaZkyvON00MEGSNOmjtdqTkWduIAAAAAAAqkGlSqndu3dXdQ4Ax3h4ZCf1bdlYOUXFuu3dlcorKjY7EgAAAAAAVapSpVTbtm114YUX6r333lNhYWFVZwIavACbRS/d0FtRIQ5tT83V/f9dJy8LnwMAAAAA6pFKlVKrV69W9+7dNWnSJMXGxuq2227T8uXLqzob0KBFhzr1yh97y2419M3GFL3ww06zIwEAAAAAUGUqVUr17NlTzz//vA4ePKg333xThw4d0vnnn6+uXbtqxowZSk9Pr+qcQIPUp2WEnhjTVZI0I3G7vt2UYnIiAAAAAACqxlktdG6z2XTVVVfpv//9r55++mnt3LlT999/v+Lj4zV27FgdOnSoqnICDda157SosPD5tpQccwMBAAAAAFAFzqqUWrlype644w41bdpUM2bM0P33369du3YpMTFRBw8e1BVXXFFVOYEG7f8u66SBbZooz+XRLe+s0NE8l9mRAAAAAAA4K5UqpWbMmKFu3bpp4MCBOnjwoN555x3t3btXTzzxhFq1aqVBgwZp1qxZWr16dVXnBRoku9WiF6/vrfiIQO07UqCJH65WscdrdiwAAAAAACqtUqXUyy+/rOuvv1579+7VZ599pssvv1wWS8WPio6O1htvvFElIQFIjRsFaObYvgoKsGrxzsN6Yu4WsyMBAAAAAFBplSqlEhMT9eCDD6pp06YVtvt8PiUnJ0uSAgICNG7cuLNPCKBcx9hQzfh9T0nSrCVJ+njFPnMDAQAAAABQSZUqpdq0aaOMjIzjth85ckStWrU661AATu6SrrG6Z2g7SdL/fbZBq/YeMTkRAAAAAABnrlKllM/nO+H23NxcOZ3OswoE4PTuuqidLu0aK7fHp9veXa1DWQVmRwIAAAAA4IzYzuTgSZMmSZIMw9CUKVMUFBRUvs/j8eiXX35Rz549qzQggONZLIaeuaaH9mTkaWtKjv40a6X+e/sANXKc0ZAGAAAAAMA0Z/Qv2DVr1kgqmSm1YcMGBQQElO8LCAhQjx49dP/991dtQgAn1Mhh08yxfXXlS4u1+VC27p69Vq/e2EdWi2F2NAAAAAAATuuMSqkffvhBkjR+/Hg9//zzCg0NrZZQAPwTHxGk18b21R9eW6b5W1I1/esteuTyzmbHAgAAAADgtCq1ptRbb71FIQXUEr1bNNaz1/SQJL3+8x598EuyyYkAAAAAADg9v2dKXXXVVZo1a5ZCQ0N11VVXnfLYTz755KyDAfDfqB7NtCcjTzMSt+tvn29Ui4ggnd8u0uxYAAAAAACclN+lVFhYmAzDKH8NoHb5y0VttScjT5+uOaAJ76/Sp3cMVNvoELNjAQAAAABwQn6XUm+99dYJXwOoHQzD0FO/66b9R/O1Iumoxs9aoc/uOE9Ngh1mRwMAAAAA4DiVWlOqoKBA+fn55e/37t2r5557Tt99912VBQNw5hw2q169sa9aRARp35EC/fndVSp0e8yOBQAAAADAcSpVSl1xxRV65513JEmZmZnq16+fnn32WV1xxRV6+eWXqzQggDMT0ShAb950jkKdNq3ae1QP/m+9fD6f2bEAAAAAAKigUqXU6tWrNWjQIEnSnDlzFBsbq7179+qdd97Rv//97yoNCODMtY0O1st/7CObxdDnaw/qX/N3mB0JAAAAAIAKKlVK5efnKySkZAHl7777TldddZUsFovOPfdc7d27t0oDAqic89pG6okxXSVJ/16wQx+tSDY5EQAAAAAAv6pUKdW2bVt99tln2rdvn7799lsNHz5ckpSWlqbQ0NAqDQig8v7Qr4UmXthWkvTwpxv1w7Y0kxMBAAAAAFCiUqXUlClTdP/99yshIUH9+/fXgAEDJJXMmurVq1eVBgRwdu4b3l5X9Y6Tx+vTne+v1ob9WWZHAgAAAACgcqXU1VdfreTkZK1cuVLz5s0r337xxRfrX//6V5WFA3D2DMPQU1d116B2kcp3eTR+1grtO5J/+hMBAAAAAKhGlSqlJCk2Nla9evWSxfLrR/Tr108dO3askmAAqk6AzaKXbuitTk1DlZFbpHFvLdfRPJfZsQAAAAAADVilSqm8vDz97W9/08CBA9W2bVu1bt26wheA2ifEades8eeoWZhTu9PzdMs7K1Xo9pgdCwAAAADQQNkqc9Itt9yiH3/8UTfeeKOaNm0qwzCqOheAahAT6tSsm/vp6peXaNXeo7pn9lq9eENvWS2MYQAAAABAzapUKfXNN99o7ty5Ou+886o6D4Bq1j4mRK+N7auxbyzXvE0pevyrzZo6qjPlMgAAAACgRlXq9r3GjRsrIiKiqrMAqCHntm6iZ3/fQ5I0a0mSZv602+REAAAAAICGplKl1OOPP64pU6YoP58neAF11agezfR/IztJkv7+9VbNWbXf5EQAAAAAgIakUrfvPfvss9q1a5diYmKUkJAgu91eYf/q1aurJByA6nXLoFZKyynUzJ/26MH/rVdYoF3DOseYHQsAAAAA0ABUqpQaM2ZMFccAYAbDMPTwyE46mu/WnFX7decHq/Xuzf3Uv3UTs6MBAAAAAOq5SpVSU6dOreocAExiGIaeuqqbMvPdmr8lVbe8vVKzbztXXZqFmR0NAAAAAFCPVWpNKUnKzMzU66+/rsmTJ+vIkSOSSm7bO3DgQJWFA1AzbFaLXri+l/q1ilBOUbHGvblcSRl5ZscCAAAAANRjlSql1q9fr/bt2+vpp5/WM888o8zMTEnSJ598osmTJ1dlPgA1xGm36vVxfdW5aagycl268c1flJZdaHYsAAAAAEA9ValSatKkSbrpppu0Y8cOOZ3O8u0jR47UokWLqiwcgJoV6rTr7Zv7qWWTIO07UqCxby5XVr7b7FgAAAAAgHqoUqXUihUrdNtttx23PS4uTikpKWcdCoB5okIceu9P/RUd4tDWlBz96e0VKnB5zI4FAAAAAKhnKlVKORwOZWdnH7d9+/btioqKOutQAMwVHxGkd/7UT6FOm1buPaoJ76+Sq9hrdiwAAAAAQD1SqVJq9OjReuyxx+R2l9zWYxiGkpOT9eCDD+p3v/tdlQYEYI6OsaF686Zz5LRbtHBbuu6evUbFHoopAAAAAEDVqFQp9eyzzyo3N1dRUVEqKCjQ4MGD1bZtW4WEhOjJJ5+s6owATNI3IUKv3dhXAVaLvtmYor/OWS+v12d2LAAAAABAPWCrzElhYWFKTEzU4sWLtW7dOuXm5qp3794aOnRoVecDYLIL2kfphet7acL7q/XpmgNy2q36+5VdZRiG2dEAAAAAAHXYGZdSXq9Xs2bN0ieffKKkpCQZhqFWrVopNjZWPp+Pf6gC9dDwLrH617U9dffsNfpwebKCAqx65LJOjHcAAAAAQKWd0e17Pp9Po0eP1i233KIDBw6oW7du6tKli/bu3aubbrpJV155ZXXlBGCy0T2a6enfdZckvfHzHs1I3G5yIgAAAABAXXZGM6VmzZqlRYsWacGCBbrwwgsr7Pv+++81ZswYvfPOOxo7dmyVhgRQO/y+b7wK3R5N+XyT/vP9TgUGWHXHkLZmxwIAAAAA1EFnNFPqww8/1MMPP3xcISVJF110kR566CG9//77VRYOQO0zdkCCHrq0oyTpH/O26a3Fe0xOBAAAAACoi86olFq/fr0uueSSk+6/9NJLtW7durMOBaB2u31wG911cTtJ0rQvN2v28mSTEwEAAAAA6pozKqWOHDmimJiYk+6PiYnR0aNHzzoUgNrv3qHtdOugVpKkyZ9u0JxV+01OBAAAAACoS86olPJ4PLLZTr4MldVqVXFx8VmHAlD7GYahh0d20tgBLeXzSX+ds45iCgAAAADgtzNa6Nzn8+mmm26Sw+E44f6ioqIqCQWgbjAMQ9NGd5HPJ727bK/+OmedDEm/69Pc7GgAAAAAgFrujEqpcePGnfYYnrwHNCyGYeixK7rIJ5/eW5as++esk2FIV/WmmAIAAAAAnNwZlVJvvfVWdeUAUIcZhqHHRneVzye9/0uy7vtvSTF1ZS+KKQAAAADAiZ3RmlIAcDIWi6HHr+iq6/u3kM8n3ffxOn225oDZsQAAAAAAtdQZzZQCgFOxWAw9cUXJjKkPlydr0sdrJUljesWZGwwAAAAAUOswUwpAlbJYDD05pquu6xcvr0+a9PFafb6WGVMAAAAAgIoopQBUuZJiqpv+cE5JMXXvR2s1Z9V+s2MBAAAAAGoRSikA1cJiMfT3K7uVz5i6/7/r9MEvyWbHAgAAAADUEpRSAKpN2YypcQNaSpIe/nSD3lq8x+RUAAAAAIDagFIKQLWyWAw9OrqLbrugtSRp2peb9fLCXSanAgAAAACYjVIKQLUzDEMPXdpRd1/cTpL09Lyt+lfidvl8PpOTAQAAAADMQikFoEYYhqF7h7XXA5d0kCQ9v2CHnpq3lWIKAAAAABooSikANeqOIW015fLOkqRXf9ytaV9ultdLMQUAAAAADQ2lFIAad/P5rfTklV0lSbOWJOnhTzfIQzEFAAAAAA0KpRQAU9zQv6WeuaaHLIY0e8U+3T17jVzFXrNjAQAAAABqCKUUANNc3ae5/n1dL9mthr5af0i3vrNS+a5is2MBAAAAAGoApRQAU13evZleH3eOAu1W/bg9XTe+sVxZ+W6zYwEAAAAAqhmlFADTDW4fpfdu6adQp02r9h7Vta8tVVp2odmxAAAAAADVqFaUUi+++KISEhLkdDrVv39/LV++3K/zZs+eLcMwNGbMmOoNCKDa9WkZoY9vH6CoEIe2puTo6leWKvlwvtmxAAAAAADVxPRS6qOPPtKkSZM0depUrV69Wj169NCIESOUlpZ2yvOSkpJ0//33a9CgQTWUFEB16xgbqv/dPlAtIoKUfCRfV7+yRFtTss2OBQAAAACoBqaXUjNmzNCtt96q8ePHq3PnznrllVcUFBSkN99886TneDwe3XDDDZo2bZpat25dg2kBVLcWTYI05/YB6hgborScIv3+laVatfeo2bEAAAAAAFXMZuYPd7lcWrVqlSZPnly+zWKxaOjQoVq6dOlJz3vssccUHR2tP/3pT/rpp59O+TOKiopUVFRU/j47u2TWhdvtlttdtxdTLstf168D+K3GgVa9d3Nf3fruaq3Zl6U/vr5M//lDDw1uH1Xpz2S8AP5hrAD+YawA/mO8AP6pT2PF32swtZTKyMiQx+NRTExMhe0xMTHaunXrCc/5+eef9cYbb2jt2rV+/Yzp06dr2rRpx23/7rvvFBQUdMaZa6PExESzIwDV4rqmUmGORVsypT+/u1p/aONV/2jfWX0m4wXwD2MF8A9jBfAf4wXwT30YK/n5/q0PbGopdaZycnJ04403aubMmYqMjPTrnMmTJ2vSpEnl77OzsxUfH6/hw4crNDS0uqLWCLfbrcTERA0bNkx2u93sOEC1uKzYq//7bJM+W3dIH+yyKjqhre4Y3EqGYZzR5zBeAP8wVgD/MFYA/zFeAP/Up7FSdpfa6ZhaSkVGRspqtSo1NbXC9tTUVMXGxh53/K5du5SUlKRRo0aVb/N6vZIkm82mbdu2qU2bNhXOcTgccjgcx32W3W6v87/kMvXpWoDfstulf/2hl5o1DtJLC3fpuQU7lZbr0mOju8hmPfNl8RgvgH8YK4B/GCuA/xgvgH/qw1jxN7+pC50HBASoT58+WrBgQfk2r9erBQsWaMCAAccd37FjR23YsEFr164t/xo9erQuvPBCrV27VvHx8TUZH0ANMQxDD1zSUY9d0UWGIX3wS7Juf2+1Clwes6MBAAAAACrJ9Nv3Jk2apHHjxqlv377q16+fnnvuOeXl5Wn8+PGSpLFjxyouLk7Tp0+X0+lU165dK5wfHh4uScdtB1D/jB2QoOgQp+6avUbzt6Tq+teX6Y1x5yiiUYDZ0QAAAAAAZ8jUmVKSdO211+qZZ57RlClT1LNnT61du1bz5s0rX/w8OTlZhw4dMjklgNrikq6xev+W/goLtGtNcqaufnmJ9h3xbxE9AAAAAEDtYfpMKUmaOHGiJk6ceMJ9CxcuPOW5s2bNqvpAAGq1cxIi9L8JAzTuzRXanZGnK19aolnjz1HXuDCzowEAAAAA/GT6TCkAqIy20SH65I6B6hgboozcIl3zylIlbk49/YkAAAAAgFqBUgpAnRUT6tR/bx+gQe0iVeD26M/vrtQbP++Rz+czOxoAAAAA4DQopQDUaSFOu9666Rxd37+FfD7p8a82a8rnm1Ts8ZodDQAAAABwCpRSAOo8m9WiJ8d01f+N7CTDkN5dtld/enulcgrdZkcDAAAAAJwEpRSAesEwDN16QWu98sc+CrRb9eP2dF3zylIdyCwwOxoAAAAA4AQopQDUKyO6xOrj2wYoKsShrSk5GvPiYq3fn2l2LAAAAADAb1BKAah3ujUP0+d3nqeOsSFKzynS719dqm838WQ+AAAAAKhNKKUA1EvNwgM1Z8JADekQpUK3VxNnr9O3+w2ezAcAAAAAtQSlFIB6K9hh0+tj+2r8eQmSpK/3WXX3R+uV7yo2NxgAAAAAgFIKQP1ms1o0dVQX/X1MZ1kNn77ZlMoC6AAAAABQC1BKAWgQrunTXHd29iiikV2bDmbrihd+1qq9R8yOBQAAAAANFqUUgAajTaj06e3nqnPTUGXkuvSH15bp4xX7zI4FAAAAAA0SpRSABqVkAfQBGtktVm6PTw/8b70e+3Kzij1es6MBAAAAQINCKQWgwQkKsOmF63rr3qHtJUlvLt6j8bNW6Giey+RkAAAAANBwUEoBaJAsFkN3D22nV/7YW4F2q37akaHL//OzNh7IMjsaAAAAADQIlFIAGrRLujbVp3cOVEKTIB3ILNDvXl6iOav2mx0LAAAAAOo9SikADV7H2FB9PvF8XdwxWkXFXt3/33Wa8vlGuYpZZwoAAAAAqgulFABICgu0a+bYvrpnaDtJ0jtL9+q6mcuUml1ocjIAAAAAqJ8opQCglMVi6J6h7fXGuL4Kcdq0au9RXf6fn7Ui6YjZ0QAAAACg3qGUAoDfuLhTjL6ceL46xIQoPadI1722TLMW75HP5zM7GgAAAADUG5RSAHACCZGN9OmdAzWqRzMVe3169MvNmvjhGuUUus2OBgAAAAD1AqUUAJxEUIBN//5DT/3t8s6yWQzNXX9Io19YrM0Hs82OBgAAAAB1HqUUAJyCYRj60/mt9PHtA9QszKk9GXm68qXFmr08mdv5AAAAAOAsUEoBgB96t2isuXcN0kUdo1VU7NVDn2zQfR+vU76r2OxoAAAAAFAnUUoBgJ8aNwrQ62P76qFLO8pqMfTJmgMa/cJi7UjNMTsaAAAAANQ5lFIAcAYsFkO3D26jD289VzGhDu1My9XoFxbrk9X7zY4GAAAAAHUKpRQAVEK/VhGae9cgDWoXqQK3R5M+XqcH56xXgctjdjQAAAAAqBMopQCgkiKDHZo1vp8mDWsvw5A+WrlPo174mafzAQAAAIAfKKUA4CxYLYbuurid3v9Tf0WHlNzON+alxZq1eA9P5wMAAACAU6CUAoAqMLBtpObdc4GGdoqWq9irR7/crFveXqnDuUVmRwMAAACAWolSCgCqSESjAM0c21fTRndRgM2iBVvTdOnzP+nnHRlmRwMAAACAWodSCgCqkGEYGjcwQZ/feZ7aRQcrLadIN775i6Z/s0WuYq/Z8QAAAACg1qCUAoBq0KlpqL6YeL5u6N9CPp/06o+7dfUrS5SUkWd2NAAAAACoFSilAKCaBAZY9eSV3fTKH/soLNCu9fuzdNm/f9LHK/axCDoAAACABo9SCgCq2SVdYzXvnkHq3ypCeS6PHvjfet36ziplsAg6AAAAgAaMUgoAakDTsEB9cOu5eujSjgqwWjR/S6pG/GuRvtuUYnY0AAAAADAFpRQA1BCrxdDtg9vo84nnqWNsiA7nufTnd1fp/v+uU06h2+x4AAAAAFCjKKUAoIZ1ahqqzyeep9sHt5FhSHNW7dclz/2kZbsPmx0NAAAAAGoMpRQAmMBhs+qhSzvq49sGKD4iUAcyC3TdzGV6cu5mFbo9ZscDAAAAgGpHKQUAJjonIULf3H2Bru0bL59PmvnTHl3xwmJtPJBldjQAAAAAqFaUUgBgsmCHTU9f3V0zx/ZVZHCAtqXm6IoXF+uZb7epqJhZUwAAAADqJ0opAKglhnWO0bf3XKDLujWVx+vTCz/s1Kj//Kx1+zLNjgYAAAAAVY5SCgBqkSbBDr14Q2+9dENvNWkUoO2pubrypcV66putrDUFAAAAoF6hlAKAWmhkt6ZKnDRYo3s0k9cnvfLjLl3275+0Ovmo2dEAAAAAoEpQSgFALRXRKED/vq6XXr2xjyKDHdqVnqerX17CE/oAAAAA1AuUUgBQy43oEqv5ky7QVb3i5C19Qt+lz/+k5XuOmB0NAAAAACqNUgoA6oDwoADNuLan3hjXVzGhDu3JyNPvX12qyZ+sV1a+2+x4AAAAAHDGKKUAoA65uFOMvrt3sP5wTrwk6cPl+3TxjB/15bqD8vl8JqcDAAAAAP9RSgFAHRMWaNdTv+uuj/58rlpHNVJGbpH+8uEa3TxrhfYfzTc7HgAAAAD4hVIKAOqo/q2b6Ju7B+nui9spwGrRD9vSNWzGIr3+024Ve7xmxwMAAACAU6KUAoA6zGGz6t5h7fX13eerX0KECtwePTF3i658aYk2HsgyOx4AAAAAnBSlFADUA22jQzT7z+dq+lXdFOK0acOBLI1+4Wc9/tVm5RYVmx0PAAAAAI5DKQUA9YTFYui6fi204L7Burx7U3l90hs/79HFzy7UFyyEDgAAAKCWoZQCgHomOsSpF67vrbfGn6OWTYKUml2kuz5coxte/0U703LMjgcAAAAAkiilAKDeurBDtL695wLdO7S9HDaLluw6rEuf/0lPfbNV+S5u6QMAAABgLkopAKjHnHar7h7aTon3DtbFHaPl9vj0yo+7NPTZH/XNhkPc0gcAAADANJRSANAAtGgSpDduOkevj+2r5o0DdTCrUBPeX61xb63Qnow8s+MBAAAAaIAopQCgARnaOUaJ9w7WXRe1VYDVokXb0zX8Xz9q+jdblFPoNjseAAAAgAaEUgoAGpjAAKsmDe+gb++9QIPbR8nt8enVH3frwmd+1Mcr9snr5ZY+AAAAANWPUgoAGqhWkY00a/w5evOmvmoV2UgZuUV64H/rdcWLi7Uy6YjZ8QAAAADUc5RSANCAGYahizrG6Nt7LtAjl3VSiMOmDQeydPUrS3XXh2t0MLPA7IgAAAAA6ilKKQCAAmwW3TKotX746xBd1y9ehiF9se6gLnp2oZ6fv0MFLo/ZEQEAAADUM5RSAIBykcEOTb+qu76ceL76JUSo0O3Vv+Zv18XPLtQnq/ez3hQAAACAKkMpBQA4Tte4MH1027l64fpeigsP1MGsQk36eJ1GvfCzFu/MMDseAAAAgHqAUgoAcEKGYejy7s204L7BevCSjgpx2LTpYLZueP0X3fTWcm1LyTE7IgAAAIA6jFIKAHBKTrtVE4a00Y8PXKibBibIZjG0cFu6Ln1+kR6cs16p2YVmRwQAAABQB1FKAQD8EtEoQI+O7qL5kwZrZLdYeX3SRyv3acg/F2rGd9uUW1RsdkQAAAAAdQilFADgjCRENtJLN/TR/yYMUO8W4Spwe/Tv73dqyD9/0LvL9srt8ZodEQAAAEAdQCkFAKiUPi0j9L8JA/XyDb2V0CRIGbku/e2zjRo640d9vvYAT+oDAAAAcEqUUgCASjMMQ5d2a6rESYM1bXQXNWkUoL2H83X37LUa+e+fNH9zqnw+yikAAAAAx6OUAgCcNbvVonEDE7TogQt1//D2CnHatDUlR7e8s1JXvbxES3ZlmB0RAAAAQC1DKQUAqDKNHDZNvKidfnrgQk0Y0kZOu0VrkjN1/cxf9MfXf9HafZlmRwQAAABQS1BKAQCqXHhQgB68pKMWPXChxg1oKbvV0M87MzTmxcX68zsrtS0lx+yIAAAAAExGKQUAqDbRIU5Nu6Krvr9viK7u01wWQ/puc6oueX6R/vLhGu1IpZwCAAAAGipKKQBAtYuPCNIz1/TQd/deoJHdYuXzSV+uO6jhzy3SxA9WazvlFAAAANDgUEoBAGpM2+gQvXRDH3191yBd0qWknPpq/SGNeG6R7qScAgAAABoUSikAQI3r3CxUr9xYsZyaW1ZOvb+aNacAAACABoBSCgBgmrJy6pu7B+nSrqXl1IaScuqO91dpa0q22REBAAAAVBNKKQCA6To1DdXLf+yjefcM0shusZKkrzek6JLnftJt767Uun2Z5gYEAAAAUOUopQAAtUbH2FC9dENJOXVZt6aSpG83peqKFxfrj6//oiU7M+Tz+UxOCQAAAKAqUEoBAGqdjrGhevGG3kq89wJd1TtOVouhn3dm6PrXf9GVLy3Rd5tS5PVSTgEAAAB1Wa0opV588UUlJCTI6XSqf//+Wr58+UmPnTlzpgYNGqTGjRurcePGGjp06CmPBwDUXe1iQjTj9z218P4hGjugpRw2i9buy9Sf312lS55fpE/X7Fexx2t2TAAAAACVYHop9dFHH2nSpEmaOnWqVq9erR49emjEiBFKS0s74fELFy7Uddddpx9++EFLly5VfHy8hg8frgMHDtRwcgBATYmPCNJjV3TVzw9epDuGtFGIw6btqbm696N1GvLMQr27NEmFbo/ZMQEAAACcAdNLqRkzZujWW2/V+PHj1blzZ73yyisKCgrSm2++ecLj33//fd1xxx3q2bOnOnbsqNdff11er1cLFiyo4eQAgJoWFeLQA5d01OLJF+mvIzqoSaMA7T9aoL99vknnP/29np+/Q0fyXGbHBAAAAOAHU0spl8ulVatWaejQoeXbLBaLhg4dqqVLl/r1Gfn5+XK73YqIiKiumACAWibUadedF7bV4ocu0mNXdFFceKAycl361/ztGjB9gf7v0w3anZ5rdkwAAAAAp2Az84dnZGTI4/EoJiamwvaYmBht3brVr8948MEH1axZswrF1rGKiopUVFRU/j47O1uS5Ha75Xa7K5m8dijLX9evA6gJjJf6ySrpur5xuqZXU83blKo3l+zVhgPZev+XZH2wPFkXdYjSn85LUN+W4TIMw+y4dQJjBfAPYwXwH+MF8E99Giv+XoOppdTZeuqppzR79mwtXLhQTqfzhMdMnz5d06ZNO277d999p6CgoOqOWCMSExPNjgDUGYyX+ssi6U/x0q5w6YeDFm08atGCrelasDVdLRr5dFEzr7o38clKN+UXxgrgH8YK4D/GC+Cf+jBW8vPz/TrO8Pl8pj1T2+VyKSgoSHPmzNGYMWPKt48bN06ZmZn6/PPPT3ruM888oyeeeELz589X3759T3rciWZKxcfHKyMjQ6GhoVVyHWZxu91KTEzUsGHDZLfbzY4D1GqMl4ZnV3qe3lqyV5+uPShXcckT+uLCnRo3oKWu7t1MIU7+OzgRxgrgH8YK4D/GC+Cf+jRWsrOzFRkZqaysrFN2L6bOlAoICFCfPn20YMGC8lKqbNHyiRMnnvS8f/zjH3ryySf17bffnrKQkiSHwyGHw3HcdrvdXud/yWXq07UA1Y3x0nB0bBaup68O118v6ah3l+7Vu8v26kBmof7+zTY9t2Cnfte7ucYNbKm20SFmR62VGCuAfxgrgP8YL4B/6sNY8Te/6bfvTZo0SePGjVPfvn3Vr18/Pffcc8rLy9P48eMlSWPHjlVcXJymT58uSXr66ac1ZcoUffDBB0pISFBKSookKTg4WMHBwaZdBwCgdooMdujeYe01YUgb/W/1fs1anKQdabl6d1lJUTWoXaRuGpigIR2iZbVwbx8AAABQU0wvpa699lqlp6drypQpSklJUc+ePTVv3rzyxc+Tk5Nlsfz6kMCXX35ZLpdLV199dYXPmTp1qh599NGajA4AqEOcdqtu6N9S1/droaW7DuutJUmavyVVP+3I0E87MtQiIkhjB7TUNX3jFRZYt/8/UwAAAEBdYHopJUkTJ0486e16CxcurPA+KSmp+gMBAOotwzA0sG2kBraN1L4j+Xp32V7NXp6s5CP5emLuFs1I3K6resdp3IAEtYvh1j4AAACgulhOfwgAAPVTfESQHh7ZScsevlh/v7KbOsSEKN/l0XvLkjXsX4t0w+vL9M2GQ3J7vGZHBQAAAOqdWjFTCgAAMwUF2HR9/xa6rl+8lu0+ollL9ihxc6oW7zysxTsPKyrEoWv7xusP/eLVvHGQ2XEBAACAeoFSCgCAUoZhaECbJhrQpon2H83Xh8uT9dGK/UrPKdILP+zUiwt3akj7KN3Qv6Uu7MjC6AAAAMDZoJQCAOAEmjcO0l9HdNTdF7fX/C2pev+XvVq887B+2JauH7alq2mYU384p4WuPSdesWFOs+MCAAAAdQ6lFAAApxBgs2hkt6Ya2a2p9mTk6cPlyfrvyn06lFWof83frn9/v0MXd4zWDee21KC2kbIwewoAAADwC6UUAAB+ahXZSA+P7KRJw9rr200pen9ZspYnHdF3m1P13eZUxYUH6nd9muuaPs0VH8HaUwAAAMCpUEoBAHCGnHarrugZpyt6xmlHao7e/yVZn6zerwOZBfr3gh3694IdGtimiX7fN16XdI2V0241OzIAAABQ61BKAQBwFtrFhOjR0V300KUd9d3mVP135T79vDNDS3Yd1pJdhxXyuU2jezTT7/vGq3vzMBkGt/cBAAAAEqUUAABVwmm3anSPZhrdo5n2H83X/1Yd0H9X7dP+owV6/5dkvf9LsjrEhOiavs11Za84NQl2mB0ZAAAAMBWlFAAAVax54yDdPbSd/nJRWy3bfVgfr9ynbzamaFtqjp6Yu0VPz9uqIR2idVWvOF3UKVoOG7f3AQAAoOGhlAIAoJpYLIYGto3UwLaRmlbg1hfrDuq/K/dp/f4sJW5OVeLmVIU6bbqsezNd1TtOfVs25vY+AAAANBiUUgAA1ICwQLtuPLelbjy3pbal5OiTNfv1+ZqDSsku1IfLk/Xh8mQ1bxyoK3vF6cpecWodFWx2ZAAAAKBaUUoBAFDDOsSGaPKlnfTAiI76ZfdhfbLmgL7ZcEj7jxboP9/v1H++36ke8eG6qlecRvVopohGAWZHBgAAAKocpRQAACaxHnN73+NXdNV3m1P06ZoD+mlHhtbty9S6fZl6/KvNuqB9lEb1aKqhnWIU4rSbHRsAAACoEpRSAADUAoEBVl3RM05X9IxTek6Rvlx3UJ+uOaANB7L0/dY0fb81TQ6bRRd2iNaoHs10UcdoBQawQDoAAADqLkopAABqmagQh24+v5VuPr+Vdqbl6Mt1h/Tl+oPanZ6neZtSNG9TioICrBraKUajejTTBe0jeYIfAAAA6hxKKQAAarG20SG6d1iI7hnaTlsO5ejL9Qf11fqD2nekQF+sO6gv1h1UiNOmEV1idXn3pjqvbaTsVovZsQEAAIDTopQCAKAOMAxDnZuFqnOzUD0wooPW7c/Sl+tKCqrU7CLNWbVfc1btV+Mguy7pGqtLujbVwDZNKKgAAABQa1FKAQBQxxiGoZ7x4eoZH67/G9lJK/ce1ZfrDurrDYd0OM+lD5fv04fL9ynUadPQzjG6pEusLmgfJaedW/wAAABQe1BKAQBQh1kshvq1ilC/VhGaOqqzlu0+oq83HtJ3m1KUkevSJ6sP6JPVBxQUYNWFHaJ1SddYXdgxWsEO/goAAAAAc/E3UgAA6gmb1aLz20Xq/HaRevyKrlq196i+2XhI325M0cGsQs3dcEhzNxxSgM2iC9pFakSXWA3rHKPwoACzowMAAKABopQCAKAesh4zg2rK5Z21fn9WyZP7NqZoT0ae5m9J0/wtabJaDA1o3UTDOsfo4k7Rigm2mx0dAAAADQSlFAAA9ZxhGOoRH64e8eF6YEQHbU/N1TcbD2nexhRtTcnRzzsz9PPODE39YpM6xgSrhc2iuP1Z6t2yiSwWw+z4AAAAqKcopQAAaEAMw1CH2BB1iA3RPUPba09GnhI3p2j+ljStTDqiram52iqLvnv1F0WFODS0U7Qu7hij89pGKjCAhdIBAABQdSilAABowFpFNtKfL2ijP1/QRkfzXFqw+ZDeW7heO3LtSs8pKn+Sn9Nu0fltIzW0U4wu6hSt6BCn2dEBAABQx1FKAQAASVLjRgG6omcz2Q+u1dDhF2r1/mzN35yq+VvSdCCzoHwdKknqFhemIR2iNKRDlHrGN5aV2/wAAABwhiilAADAcQJsFg1qF6VB7aL06GiftqbklBZUqVq3P0sbDpR8/ef7nQoLtGtQu0gN6RCtwe2jFBXiMDs+AAAA6gBKKQAAcEqGYahT01B1ahqqv1zcTmk5hVq0PUMLt6Xppx0Zyipw66v1h/TV+kOSpK5xoRrSPrp0FlW4bFaLyVcAAACA2ohSCgAAnJHoEKeu7tNcV/dprmKPV+v2Z2rhtnQt3JauDQeytPFAtjYeyNYLP+xUqNOmQe2jNKR9lC5oH6WYUNaiAgAAQAlKKQAAUGk2q0V9WkaoT8sI3Te8g9JzirRoe7oWbk/Xou3pyipwa+76Q5pbOouqXXSwzmsbqUHtItW/dRMFO/irCAAAQEPF3wQBAECViQpx6Hd9mut3fZrL4/Vp7b5M/bgtTQu3l8yi2pGWqx1puZq1JEk2i6Ge8eE6v12kzm8bqR7x4bJzqx8AAECDQSkFAACqhdViqE/LxurTsrEmDe+gzHyXlu46rJ92ZmjxzgztPZyvlXuPauXeo3pu/g4FO2w6t3WEzm8bqfPbRapNVLAMg6f6AQAA1FeUUgAAoEaEBwXo0m5NdWm3ppKkfUfy9fPODP28I0OLd2UoM9+t+VvSNH9LmiQpNtSpgW2a6Nw2TTSgdRM1bxxISQUAAFCPUEoBAABTxEcE6bp+LXRdvxbyen3adDC7pKTama4VSUeVkl2oT9Yc0CdrDkiS4sID1b91hM5tXVJSxUcEmXwFAAAAOBuUUgAAwHQWi6FuzcPUrXmYJgxpo0K3RyuSjmjZ7sNatvuI1u3L1IHMAn2y+oA+Wf1rSXVu6yY6t7SooqQCAACoWyilAABAreO0WzWoXZQGtYuSJOW7irVq71Et3XVYy3Yf1vr9WTqQWaD/rd6v/63eL+nXkqp/6wj1S4hQyyZB3O4HAABQi1FKAQCAWi8owFahpMorKimpSmZSnbikigx26JyExuqbEKFzEhqrU9NQnu4HAABQi1BKAQCAOqeRw6YL2kfpgvYVS6qluw9rxZ4jWr8/Sxm5RfpmY4q+2ZgiSQq0W9WrRXh5SdWrRWMFO/irEAAAgFn4mxgAAKjzfltSFbo92nAgSyuSjmhV0lGt3HtUWQVuLdl1WEt2HZYkWQypc7NQ9W0Zob4JjXVOQoRiQp1mXgYAAECDQikFAADqHafdqnMSInROQoQkyev1aWd6rlYkHdHKpKNakXRE+48WaOOBbG08kK1ZS5IklaxL1bNFuHrFh6tXi3B1aRYmp91q4pUAAADUX5RSAACg3rNYDLWPCVH7mBDd0L+lJOlQVoFWJh3VyqQjWpF0VFtTsnUgs0AHMgs0d/0hSZLdaqhz01D1atFYvVqEq1d8Y8VHBLKAOgAAQBWglAIAAA1S07BAjeoRqFE9mkmScouKtX5/ptYkl3yt3XdUGbkurdufpXX7szRrScl5TRoFlBRULRqrV3y4useHszYVAABAJfA3KAAAAEnBDpsGtonUwDaRkiSfz6f9Rwu0Zl+m1iQf1ZrkTG06mKXDeS7N35Km+VvSJEmGIbWNCla35mHqHhembs3D1blpqAIDuO0PAADgVCilAAAATsAwDMVHBCk+IkijS2dTFbo92nwoW2uTM8vLqv1HC7QjLVc70nL1yeoDkiSrxVC76GB1b15SUnWPC1OH2BDWpwIAADgGpRQAAICfnHarerdorN4tGpdvS88p0sYDWVq/P0sbDmRq3f4specUaWtKjram5OjjlfslSTaLoQ6xISVFVVy4ujcPU/uYEAXYLGZdDgAAgKkopQAAAM5CVIhDF3aM1oUdo8u3pWYXlpRU+zO1vrSwOpLn0qaD2dp0MFsfap8kKcBqUYfYEHVpFqrOzULVuWmoOjYNZY0qAADQIPA3HgAAgCoWE+rUsM5ODescI6lkfaqDWYUlJdX+LG0oLaqyCtzacKDk/bESmgSpS7Ow8qKqc7NQRYc4eOofAACoVyilAAAAqplhGIoLD1RceKAu6dpUUklRte9IgTYdzNLmQ9naXDqLKiW7UEmH85V0OF9zNxwq/4wmjQJKSqrSoqpLs1C1igyW1UJRBQAA6iZKKQAAABMYhqEWTYLUokmQLu3WtHz74dwibTmUo82HsrTpYElZtSs9V4fzXPppR4Z+2pFRfqzDZlG7mGB1iAlVx9gQtY8NUcfYEGZVAQCAOoFSCgAAoBZpEuzQ+e0cOr9dZPm2QrdH21JySkqqQ1nafDBbWw7lqMDt0cYD2dp4ILvCZ4QH2dU+pqSgKv8eG6JQp72mLwcAAOCkKKUAAABqOafdqh7x4eoRH16+zeP1KflIvral5JR8pWZrW0qO9mTkKTPfreV7jmj5niMVPqdZmFMdjplR1T4mRG2iguW0W2v4igAAACilAAAA6iSrxVCryEZqFdlIl3SNLd9e6PZoV3ruMWVVyfdDWYU6WPr1w7b08uMNQ4pvHKS20cElX1HBalP6OiyQmVUAAKD6UEoBAADUI067VV2ahalLs7AK27MK3NqemqOtKTnafkxhlVXgVvKRfCUfydf3W9MqnBMV4lDbqJKCql1McPnrKNasAgAAVYBSCgAAoAEIC7TrnIQInZMQUb7N5/MpI9elnWm52pmeq11puSWv03KVkl2o9JwipecUaenuwxU+K8RpK59V1TY6WG2igpUQ2UgtIoIUYLPU9KUBAIA6ilIKAACggTIMQ1EhDkWFODSgTZMK+3IK3dqVnldeUu1My9HOtFwlH8lXTmGx1iRnak1yZoVzLIYUHxGkhCYltxW2jmpU/rpZeKCsFmZXAQCAX1FKAQAA4DghTrt6xoer5zGLq0sla1YlHT62rMrVnow8JWXkKc/l0d7D+dp7OF8/bk+vcF6AzaKEJqWFVVQjtY5sVP46KpjbAQEAaIgopQAAAOA3p92qjrGh6hgbWmG7z+dTek6RdmfklZdUZa+TD+fLVezV9tRcbU/NPe4zgx02JUQGqUVEkFpElNwG2LJJyfumYU7ZrNwSCABAfUQpBQAAgLNmGIaiQ52KDnXq3NYVbwX0eH06mFmg3aVl1Z7ywipXB44WKLeoWBsPZGvjgezjPtdmMRTXOLC0sPq1rGoR0UgtmgQp2MFfZwEAqKv4X3EAAABUK6vFUHxEkOIjgjS4fVSFfUXFHiWX3vK390i+9h3J197DeUo+kq99RwvkKvaW3xJ4Ik0aBSi+QlkVpOaNg9S8caBiw5yyM8sKAIBai1IKAAAApnHYrGoXE6J2MSHH7fN6fUrNKdTew/lKPpKv5NLve4/kK/lwno7mu3U4z6XDeS6t3Zd53PkWQ4oNdap54yDFNQ5U88aBigsPLH/fLNwph81aA1cJAABOhFIKAAAAtZLFYqhpWKCahgUed0ugJGUXupV8uHR21ZFfi6sDmQU6kFkyy+pgVqEOZhVKSSf+GdEhjpKyqnR2VUlpVVZgBSkwgNIKAIDqQikFAACAOinUaVfXuDB1jQs7bp/X61NGbpH2ZxZo/9ECHThaoP1HSwqrsvcFbo/ScoqUllOk1cmZJ/wZEY0CFBvqVLNwp2LDnKUlmVPRwXalF0hFbo/sdns1XykAAPUTpRQAAADqHYvl14XXe7dofNx+n8+nI3muCiXVsaXV/tIF2I/kuXQkz6XNh45fhF2y6Ym1C9SkUUCFwqppuLPke+n72DBuEwQA4EQopQAAANDgGIahJsEONQl2qHvz8OP2+3w+ZRcU62BWgQ5lFehQVqEOZRaWfM8q0KHMAu0/mie31yhf12rTwRMVVyUig0uKq9jQQMWEOhQT6lRMqEPRIU5Fl76PCAqQxWJU41UDAFC7UEoBAAAAv2EYhsKC7AoLsqtT09Dj9rvdbs2d+7UGXjhUGXmeX4urCgVWyeuiYq8ycl3KyHVp44GTF1c2i6HoEIeiQp2KCTlxcRUT6lTjILsMg/IKAFD3UUoBAAAAlWAYUuOgAEWH2dW52fHFlVQy4+povrt0dlWhDmUXKj27UKnZRUrL+fV7Rq5LxV7frwuzn0KA1aKoEEdJUVVaWEUFOxQZ4lBksEORwQGKKn3ttHPbIACg9qKUAgAAAKqJYRiKaBSgiEYB6tLs+AXZy7g9XmXkFik1u0ip2YVKyy5UWk7J67Jt6TlFOpznksvjLX/C4OmEOGylZdWvRdWvX79uiwqhwAIA1DxKKQAAAMBkdquldGH0wFMe5yr2Kj23rLgqm21VqIwclzJyi5SeW6SMnCJl5JaUVzlFxcopKtaejLzTZgh22BQZHFBeUkUGO9QkOEBNGgWocWmx1qSRQ40b2RURFCCb1VJVlw8AaKAopQAAAIA6IsBmUVx4oOLCT11e+Xw+ZRcWK6O0pDq2rMrILSotsFzl+1zFXuUWFSu3qFhJh/P9yhIWaC+fBRbRKEARQQGKKCuxfvO6SXCAggL4pwcAoCL+lwEAAACoZwzDUFigXWGBdrWJCj7lsT6fTzlFxRVKq/SckuLqcJ5LR3JdOpLn0pH8ku9H813y+aSsAre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+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# expon\n",
+    "# \n",
+    "x = np.linspace(0, 5, 1000)\n",
+    "\n",
+    "pdf_exp = expon.pdf(x, scale=1)\n",
+    "mean_exp = expon.mean(scale=1)\n",
+    "var_exp = expon.var(scale=1)\n",
+    "\n",
+    "print(f\"mean: {mean_exp}\")\n",
+    "print(f\"var: {var_exp}\")\n",
+    "\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "plt.plot(x, pdf_exp, label=\"PDF Exp\")\n",
+    "plt.title(\"Normal distr\")\n",
+    "plt.xlabel(\"x\")\n",
+    "plt.ylabel(\"Density\")\n",
+    "plt.grid(True)\n",
+    "plt.legend()\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/lab2.ipynb b/lab2.ipynb
new file mode 100644 (file)
index 0000000..799ccfe
--- /dev/null
@@ -0,0 +1,352 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 131,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import scipy as stats\n",
+    "from scipy.fftpack import fft, rfft, irfft, fftfreq, rfftfreq\n",
+    "import scipy.signal\n",
+    "from scipy.stats import norm, expon"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 132,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 1000x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "f = 4000\n",
+    "T = 1 / f\n",
+    "t = np.linspace(0, 10 * T, 1000)\n",
+    "s = np.sin(2 * np.pi * f * t)\n",
+    "\n",
+    "plt.figure(figsize=(10, 4))\n",
+    "plt.plot(t, s) \n",
+    "plt.xlabel(\"t (s)\")\n",
+    "plt.ylabel(\"magnitude\")\n",
+    "plt.grid(True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 201,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 1000x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Power of signal is trivially zero since signal is of energy-type.\n",
+      "Energy of signal: 499.50000000000006\n"
+     ]
+    }
+   ],
+   "source": [
+    "\"\"\"\n",
+    "The signal is supposed to be intepreted as finite -> energy type signal -> power is 0 \n",
+    "since its the average power across all periods.\n",
+    "\"\"\"\n",
+    "\n",
+    "E = np.correlate(s, s, mode=\"valid\") # Complete overlap of s and s\n",
+    "autocorr = np.correlate(s, s, mode=\"full\") # Full autocorrelation\n",
+    "t_new = np.linspace(-10*T, 10*T, 2000)\n",
+    "t_new = t_new[1:]\n",
+    "\n",
+    "plt.figure(figsize=(10, 4))\n",
+    "plt.plot(t_new, autocorr)\n",
+    "plt.title(\"Autocorrelation\")\n",
+    "plt.xlabel(\"t (s)\")\n",
+    "plt.ylabel(\"magnitude\")\n",
+    "plt.grid(True)\n",
+    "plt.show()\n",
+    "\n",
+    "print(f\"Power of signal is trivially zero since signal is of energy-type.\")\n",
+    "print(f\"Energy of signal: {E[0]}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 200,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 1000x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "autocorr_fft = np.fft.fft(autocorr)\n",
+    "freq = np.fft.fftfreq(len(autocorr_fft), t_new[1] - t_new[0])\n",
+    "\n",
+    "plt.figure(figsize=(10, 4))\n",
+    "plt.plot(freq, np.abs(autocorr_fft) ** 0.5)\n",
+    "plt.title(\"Energy spectral density\")\n",
+    "plt.xlabel(\"f (Hz)\")\n",
+    "plt.xlim((-10000, 10000))\n",
+    "plt.ylabel(\"magnitude\")\n",
+    "plt.grid(True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 199,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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e3PLL93DS2Dos/pcrqtKYGCq++sdVWLm3C099+gJcc8ZE9zf4FIXyzKsbm/Hl36/BnJPG4E9furiEK/MXNE3D/3v6HezrHMT/fnkuzjthdLmXVDIUyjPPvX8A9/5lI248ZzIe/3/nlXBl/kIyk8MtT7yH3kQGi75xBU4aV52GFlA4z/z8re34zzd34dMXn4gHPyrOZDrW0DGQwo3/tQJBRcG7374Ko+si5V5SyVAJ+rjXz/eNG0DTNNxxxx34y1/+gjfffBPTpk1zfc/FF1+MxYsXW15btGgRLr742FIA3t/bhayqoWMghe0t/eVeTsVA0zS8vlk3wl9YfajMq6ksLN7aClUD9nQMorUv5f6GYwR9yQxW7u0CALy+WZx2fCyiaZNOj5X7upDK5sq8msrBno5B7O0YhKYBy3Z0lHs5FYU/rDwAAHhlQ3OZV1JZWH+wBx0DaWRymiFvJHT87r39+v8r9pd5JZWFlXu7kM6qSGRyWHewp9zLkcjDN0bWV7/6VfzP//wPnnvuOYwYMQItLS1oaWlBIpEwrvn0pz+Ne+65x/j9zjvvxGuvvYaHH34Y27Ztw/33349Vq1bhjjvuKMcjlA37O80294e6Ew5XHlvoHEwbP8fTUimksb/TzDfe0zFQxpVUFvZ3mHTpGJDGJ42uQZMeB7u85asfCzjSY8rcwz2SLjT6kmbxeG+8/MXslYIjvSbP7OsUj6k5FtFD8YmmaWVcSWXhACVz93ZInqkU+MbI+uUvf4ne3l7MmzcPkydPNv49//zzxjUHDhxAc7PpEZs7dy6ee+45PPnkkzj33HPxwgsv4KWXXnJsllGNoA2rlt5kGVdSWaAVQakwW9FJKcydA2mHK48tWOgyKOlCo6PfpEd7v6QNQRsVCW7vl3KGxkAya/zc1i/PJoJWyTNcZHOq5fe+RFZw5bGHDopPpD5TOfBNTZYXj8WSJUtsr91666249dZbS7Ai/6A3YXp+2qTANkB7xDoH0tA0TdYe5UEbVp1SYBvoGqTpIg0JGrQB2iUNUAO0zO2S0RoDmZxqcVRInjFBG+aSLia6mf3TMZjCyNrKqJUvN+Reqkz4JpIlMXTQRhadnnGsg6ZFVtVkyiAFWmB3SGPCAH14tQ+kZLpKHjlVs9CGTh081kFHaLql8mOAdVJ0xyVtCNoHZMScBzZCIx1dJmjayDO7ciCNrGMAFiMrIY0sApYWvZI2APS2yrQyKA1zE7TCQ4qMJXQFWaXsTakYmuinUuKkh9lEPyNXugalnCGgaSONTxPs/pG0MUEbVpIulQNpZB0DoI0HaUiY6Eta87klbXQMprPIUhrzQFLmvRP0MOkqAylJGwAYZOggecYETZuBVNZWV3Ksgt07PQmpGBLQPNMv95IBlhas3DmWYZEzkmcqBtLIqnKoqmY5zFjD4liGjGTxwaZN9suDzEA8zR7yMpIF2OkwmJY8Q8AaE4MyLRmAnS5xuZcMDFC0kI4cEzZnjqSNAdaZI1EZkEZWlaM/mQVdNtIvDQkDbBqcNLJ0yKiEGKwxIWmjgzWqBqTCbIDdT9L7rkMqzGIMpMyzKJ1VkZHRTwB2J5eM8pmgZbDcS5UDaWRVOVhDQtbXmGDbv7IC/FgFG8mSAtuE7ZBPyf0E8AxzSRcCWyRL7icAdkNc0sWELTIsaQPAHgWWdNGRUzUkM6YhPpjKyqZMFQJpZFU5WA+z7KBngjU4JW10SCNLDPaQl5EsHSzPyDRKE/ZUSkkbgBPhk04uA6zMlTJYh4x+8sE6/7KqhlRWRj8rAdLIqnIk8gd6NKR/1YlMTno48rDRRio/AExlJxTQZ4bJlAwT8ZSVNlIx1EGUnyDhGan8GBhgaCO97zoG2L0kDXMA+vywdF5BJrSRxoQOwiMGXeTZBMCkS4Aa8yl5pjIgjawqB2kxPbYuAgDQNEgPRx4sbWQkSwcpQJ/YEANgb7V8LIPwyIQRUQDSACUghsPEPF2kIaFD0zQbbaTyo4PQgcgZyTM6aDpMkPvJAhKxIXSRjbx0EGdffTSEukgQgDRAKwXSyKpyJPOGxOi8IQFIY4KApY2kiw4isMfV63RJZVWoqox+AuYhPy5/yMvopw6SAjc+rzBLQ0JHKqsa4xAmSGPCAkKHCQ3S+KRB6BAJBTCyNpJ/TcoZwKQNkTOJjOQZwHSM1kVDqIuGAMj9VCmQRlaVI5HWo1Z10ZCRFicbPOgghaJj6/VDXtJFB0mJG0MZ5smsPOQB05gg0U85jFgH2Tvj84a5ND51yKiEGEYka0Te+JTyF4BJlxFUVCIueQaA6Qgdl5e/dLOHYxlk79RGgqjJ80xKntkVAWlkVTmIElgTDqI2v/mkAqRDpgvyEc/TZUxd1HhNHmZAlqqVILSRRpYOUhMwlqKLrP00ZUo0FEB93sMs5YwOcg6NNQxzKWMAkz9qIkHEwvqZLZ1cOgYZB6DUZXQQJ1ddNIRYiOh5cj9VAqSRVeWgjayavMB2O+QHUlmsOdBd9SliREAXIrC3NvehYyBV0nWVGyT1YEQshAjVMMUJPfE01h/sKfXSyoo4RQOiGKZcjE9N07DuYI+RmlqtMJSfejP66Vb72d6fwu72gZKuq9xI5+cbRUMBRInC7MIzqqrhg31dVa9AEofFyJowAHjaI4e649jVVuU8kzV5JuaRZ9JZFWsPdCNX5Wd23DDMdWeOF+NzX8cgWnqTJV1XuUHSSesiIcQihGecaZPM5LDuYI90hpUY0siqciQprxgJI7sZWf/yp3W45Rfv4oXVh0q+vnJB0zRDQI8xIlnOKRkrdnfihseW4RNPvlfVgolOPYh57Lz4md98gI8+/g4Wb20t+frKhTjV2aohpkcl3Ojy+uYW3Pz4O/jsb1aWfH3lRJyJCgPOBqiqavj4kysw/9Gl2HS4t+TrKxeIwhwJBREL63vJTTH8/coDuPWJFfj2ixtKvr5yghigDR6NrEQ6h4/+1zu44bGlONgVL/n6ygUez7jJmcff2oW/+8W7+N7ftpR8feUEOZuInEm60KW9P4UbHluGqx9egp54uuTrKxdIOqnlzHbZT9/72xbc/Pg7+MWS3SVf37EMaWRVOchGi4WDqI3oiqHTYZZTNby+WVeU/3dN9RpZqawKYid5TRdcvqsdALCzbQCtfdUbzSLGBJ3f7cQzdBTr9c0tJV9fuWAxPj2m8fx1fTMA4L09XYbyVI0gBlVdNGS0Knc65He3D2BP+yCyqoa3trUNyxrLAX5Uwpln/vD+AQDA/607UtrFlRkk0tkQ042srKohmxPvkbUHu9E5mEYmp2HFns5hWWM5YBpZAc9y5pnlewEAz767r6RrKzeInBlVmzfMXWTqij2dSGRyGEzrUZtqhRExDwc8ndkA8Pu8nHly6Z7SLu4YhzSyqhyWdEEPkazm3oTxczXXDtACaIxHI2tfp+k9PdRdvZ5UcqDHqBRTJ4F9gPIqdw5Ur7eQeJNj1F5y8zB3U97Tg1XMM+SQDwcDnnjmcE+C+3O1gdAlEgoYtRJuqV/0kHR2YHo1gRgTDTUh4zUnpflIj5nydaiaI1lEYbbsJWeeoefSVXOWBRv9dJO/h7tN2bK/s4p5hhjmQVrOiGmToZwZ1Z7KXm5II6vKkTDSBQNG4wuntDhaSe4arGKFOS9YwkEF9fnUL7duPHRedzVHsnieVKeoBF2jVs31ahmOwuyWktHWT9Gmv3ppk87vHZ1n3NNV2qj9017VdKGUnzxdUi4805swDavWKq4lIbQhDUEAZ4WvhXIANh8DdKH3khNd2Ah5Nc+OSjPRT7cGO239Jp9Us5xJUTxjRrLEhjl9TquaVtWGebkhjawqR5LT+MJJ+aENq/aBVNVuPiKAYqEgoh49zHROd2tf9R7yhjER9FZ43dFv0qWzig3zNOcgc2t80UbxSTU7LazGhLsntYWmSxXXSvB4xin1azCVtQy47o5XcSTLaAoSNMaLOPEMbVhVNV146YIOdGlnHFvHgpyho59ODXZoJ9excjYV6uTK5DRjNIlE8SGNrCoHXZNFDjKn2hBaEKWzatUOtDNSvyImXdwiWbSHmf652mDxinmJZA1SB1kVpwumKePTC12SmZzFq1zVhzzVRc+LYU57latZKaT3kpd0QVauVHOxPt+YENOmh6JNNdMlxXVyORhZ/ceQkZWzdqQEXGjTR8uZ6o1kmWdT0BPPtLE8U8XndrkhjawqR4Izc8PJ88MKoqo1sqgIn5HG40AXTdPQQ3lP+4+BlAyv6Sq0YZXI5Ko2x5tuYhD1QJc+RmHurmLlJ5PVI95eeYaWK9V8wNOGuReeYeVKzzEQsYmGvNXxWSN8VcwzebqELena3g3zajWycqpmtKivjYQQyjfY8eq0qFa6ADTPKJ5S/Fme6axiA7TckEZWlYM2JoyIjWO6oHXzVasxkbTQxT31azCdQ5aaQVLVBel0xMZDp6J+hhbVapgbB5nHSBZLh2qlC2Bt8FCowtyfylbtTD6ewlzIXqpqYyJXmDOHps2xYHzSdXyODoskK2eqkzZ0Bo7XLAta5larLgNQDguPzVIGj6GzqdyQRlaVw2JMeIhksZuvWgWTJV2Qml8jqkFj01NYZaiawPWkOuRsD6ZyzO/VyTNWpdBdYT6mjCxOTZaz8mPdP24NRPwKPl3E8peVt9W6lwBRHZ+YNrQxcUzsJY8OC7vCXKV7ieqIp0eG3c8mmk8GXeZg+hm87BMnZzq7f6pZzpQb0siqcvBqshyNrPSxoRgabcpDASOSpWl6ESgPrOe0Wo1PwOoV86L8HCs8w1d+HJTCY+ggSxVYX3Os0IZ0XYyGAsaQUCflh42QV3NBOu3MiRYY/UxlVceZWn5GOkfxTNg9y6L/mNlLJg3CQQU1Eefh3pqmWY2sKjU+AWvn26FlWVQvbcoNaWRVOSx1JB4aPMSZzcamIlQL6Fo1QhdATBt2hlY1pwsWKrDZQ71aDzNeGqXjQWZL46nOvQSwLdw9RPmOEdocbfTTadyGn6FpmmU/EQPUqfMimz0Qr/bop8dOcXb5W508Q+8lRVFMR5fAEZHKqkYNF1C9MgawNkvx4rBg5W+18kwlQBpZVQ5aYHurPTo28ruTHOMTEEf5WIFVrYYEwPKMu2HOesGqVWDz6JJTNctgRxrHSoQPYDsvuiuGdmOiOvcTNyXOIZPAni5YpXShU788RD9zqr3NNOsQrBYUOg7hWElLpjMsAFD7iU8blg7prCqU1X6HeTZ5G9Uja7KGD74yspYuXYqPfOQjmDJlChRFwUsvveR4/ZIlS6Aoiu1fS0vL8Cy4AmBRDD100SPKDvGgVWtaHC2UFEVxndNCaBYO6h2N3CbN+xm0xzDioe0/EdjkWjZ9pVrAc1jQr7MgxiehS7UqzAC/HbeXmgCy76r1kC+0UyeJ1hBFqVojWfSeiXqI2ND8QWhTrTU23Oino5PLKn+PBScXoBuh9OssSLSGXAccA4Y55QB0StfuP0Z4phLgKyNrcHAQ5557Lh5//PGC3rd9+3Y0Nzcb/yZMmFCiFVYeaIHtJSpBNtu4+iiA6jUm6IG7AFzr1YhiNLImAqB6C/UBqr4mSEU/HQ1znWcmNug8U60Cm/YwR6jop9shP6khBqB66ZLNqSBZOTrPOO+lTE41FICJVU6blKDroqjBDnFqkb1U7cYnYI3YiAxzYnxGQwGMqtVnJFWrwsybrZZIuzcEMeVMddKF7u4KmAaCSM6QvTO6Lmyc8wPVaphbnOlBy2s8EHlb7WdTJSDkfknl4IYbbsANN9xQ8PsmTJiAUaNGFX9BPgBPYXbycJBI1tj6KA51J6rWmGC9YtFwEEhmhamUhI6ja8PoGEhVrfEJWA8zL5EscphNGBHDwa5E1Qps2mERDCgIBRRkVU14yBM6TGyI4kBXvGoVZrpZDB39dKMLoB/y1UwbnvKj5hvsREKK7XoiV8aPiGJfZ7x60yjzeykUUBAIKNSgZv7zErrURoKojVR5JIs+s8NE/ro7RomcqdpMgpw1M8DNmUNkSl00hHRWRTquVv/ZFFTMCJ9DauQAZWTp8rc65UwlwFdG1lAxa9YspFIpnHXWWbj//vtxySWXCK9NpVJIpczBbH19fQCATCaDTKa89Unk8wtZBxHYAagIKroylMxkhfcgQmhMbSj/e/mfuxRIpPVnCgV0ehKBPZhMcZ83ntJbuI+s0emSzqlIJFMIBSs7GFwoz9AF6QGoCOV5JpHm80yWikqMyXuYB5PVyTPJvFIXUnR6RkIBZNM5nWdqg7brexM6z4yrM6OffqBLoTwzSDUkULQc8hm1QjnTPZAEoCtJI2I63friaV/QplCYPKMhoJmKzEAihREx+/GbyF8/qkbfSwNJsayuJBTOM/reiIQC+l7Kb594iv+85PpoKGAYWX1xvqz2O0g0L6hoCGi6bE3nVOGzkiZMRM7EfXJmF8oz8fxzhoMKMpmMMYw4IXje3riux9VFgkimg+hGJs8zsWIsv6JAeCYADUHoPJN0OG8G8rQcW5c/s6uUZ0oJr2uoaiNr8uTJeOKJJ3DBBRcglUrhqaeewrx58/D+++/jvPPO477noYcewgMPPGB7feHChaitrS31kj1h0aJFnq7TNCCdDQJQsGzJWzg4qAAIorWjG01NTdz39CX06+NdbQAC2Ll7H5qa9hRr6RWD7fsDAAI4tF9/vkxSf+63l6/AkZH2VJ61zTrtUn1dIFm2Lze9hphdt65IeOWZnAZomi4W3n5zMbZ16899uLmFyzPxLEDEyGBXC4AANm/bgab4tuIsvIKwY6/OMwf270VT024oqs4zb7y5BJM4omH7bv36gY5mAAHEUxnhvqtEeOWZvjQAhKBAw8LXXsO+IzrP7Nl3AE1N+2zXt8T164PIoau9FUAAazdsREP7hqKtvVKwZ5/OA3t378QbiR0ge+XV1xeiPmy//sDhPM906nups2+gKnmG8ADULJqamnDogP7c23buQlN6h+36vf369dl0Esn+BIAA3nl/FRK7q2+I9eHmPC22bIJyRAMQQiqTwyuvNEGxBz/R3K7Lof68nHE63ysRXnlma48uV5KD+p7obNPptG7jJozq2Gi7fnVH/vr+HmTTCgAFby97B4dHFnP1lYHObp0H1q1ehbqwzjP9A3EhH3T26teTs+nA4WY0NR0exhUfHbzyTCkRj8c9XVfVRtbMmTMxc+ZM4/e5c+di9+7dePTRR/Hf//3f3Pfcc889WLBggfF7X18fjj/+eFx33XVoaGgo+ZqdkMlksGjRIlx77bUIhzknNHt9ToX23hsAgBvmX4vNR/rw5LbVqKkbgcbGubbrc6qGO1fozDvrtFPwfvtejJ98HBobzy7ug1QAVr+yDThyAKdNPwWN107Hr/atQGuiH7Mv+BAunz7Odv3BpXuBfTsx/aSp2Nh9BABw+ZVXG7VrlYpCeSaezgLvvQkAuPGG6xDd2o4/7N6IkWPGobHxAtv1zb1J4IOlCAcVnDn9ZLzbug9TT5yGxhtm2q71O957eQvQcghnzJiOxqtOwQ83vY3B/hQunHspzpxilw0Ln98AtLfg3NNPxbLWPchpCuZffwOCAY6mVEEolGcO9ySA1csQCQVx443z0b5iP14+sB3jJ01BY+M5tus3H+kD1r+HETUxTDthLNZ2HsHJ009D4+XTSvE4ZcXiP28E2ptx9hmn48OXnIRvfbAImZyGy+Zdhckj7R71FzvWAF0dOHvmyVjRtg8IhtHYOH/4F14gCuUZwgP1NTE0Nl6BbYt24q3mvZh6wklobDzNdv2KPZ3AptUY0zACU0bFsLOvAzPPPAeN5x9XiscpK55vXQX0dOGC2bNw+fRxuG/1W9Cg4LrrrzfqkWg8tvMdYHAQ555+Kpa37kGsrh6NjeJsnUpBoTwT3doGbF2HcWNGobHxQryd3IQ1nUdwikB2DK4+DOzcjOMmTUCoL4W2ln7MumAO93z3O362YzmQiOPSuRdhVG0YP9nwLgLhCBobr+Ref9+6N4FM1jibROd7paFQniklSJabG6rayOJhzpw5WL58ufDv0WgU0ahdcQ6Hw2X/Ugm8riWtmvnHdbEo6mJ6OkE6p3Lfn6TSfsbnCyJTWa1inruYyOYdoLGITktSeJ3VFO7zklKt2mgINeGgnvqlBnxDG688o2VMz7DOM/p7Mjk+H6RVPSWjJhxEbTScf61KeSbPA7FoCOFwGJF8vYSq8Pkgla9VGl1vKtOqEkAs7A+x65VnVOg8EAnpdKiJ6O/JCvggB7MOsjaq0yKjojp5Jt/goiaq0zISDCCTy0ET8Eya8Ewdkb98WV2p8Mwzitm8IBwOI0Z4RuPzQU7Lt+2OmDyTE1zrd2TyXWRqo2HU5RstAYCmBBHmyA6S3j26Ttdb/HZme+UZWm7oPEP4gH9mk1LRmkgItVE9nS6j8q/1O4jcqI1FjDPbSXYYNeb11S1nSr0GL6jsgpISYN26dZg8eXK5lzEssHRwCrl3iiNF1sGAgpH5mgCn1rF+Btv4wuhuJeoumKdDNGQWXldjUxCjhk8BQnTjC0ERLSlUr4kEXWfd+B1pW0dK57lzpIsn2UtAddKGpYtb44uUsZeoZjzVLmcY2ogayRA6NORrP5MZVdiJ0M/IsO243eiSlzOxUJBqklF9ewmwnk10+3ERbcg+M87sKjyXALPxRdTW+MJ57EosHDRGBDh1VvYzaBlMZKqIXzRN4/BMde6lSoA/XKp5DAwMYNeuXcbve/fuxbp16zBmzBiccMIJuOeee3D48GH87ne/AwD87Gc/w7Rp03DmmWcimUziqaeewptvvomFCxeW6xGGFUYDA0U3nNzmZJGmF7XhIGqIIVGl3a1IC3cy98p1TlaGCGyz3XA1GlkpqrMg4MWQUI3rvAyh9TOEc1oEBiihTU04iEgwoDdLqULa2Dp1uijMBs+EzflITgPS/YyUwJgQGqAZq/ID6PxFz2WrBhRumJs8E61yhZnmmVBQ72SaUzWxnMlYnTlVa2QV6LAwz6aAa/dKv8NimOfpklU15FTNlp6eyWkgfptqd6ZXAnxlZK1atQpXXmnmmJLaqc985jN49tln0dzcjAMHDhh/T6fT+Jd/+RccPnwYtbW1OOecc/DGG29Y7lHNECk/olkkxJsRiwQtM12qEWlKAOv/O0eyLMZEFRugdJty+n+xIWF6F70MofUzbLPVws77iT7ko2HdyKrG/VSwkZUx99KxpPzQ/7tF+djoZ9UZWYz8NRVm0V7iRD+r1DC3GaDBABJqztXRZSrMVUoX1gEYdHNY2M+mquUZaj+xMxyJvkJAOycIz1Srk6sS4Csja968eY6pE88++6zl929961v41re+VeJVVS5SjOfH3ZA49oSSOSfLRWGmBHY1G6DEkLClZLgZEuHq5xlbVMItkkV4Jk+b/mS2KnlG6GEuwDCvRroA4hRTN+97XTQERdE7xOr08k+9hBcMOfoZChqyump5hmOYJzI5I12OhiX1Kz9CI51VoaoaAhXeYKdQsPLXbeiueTYdAzyTMw1QNsXUbmSZ9CJjJKqVLpWAY64m61iCKaz1TRalwshZjgJkCa9XcUocYI/YxDxGsmJUKmU1DgotWGGmoxLVfpCJohICozKd5dGm+gxQW/Qz6C3FlK6VqEa6AENPMaVrj6rRy8zyTNSznAm4ymq/o5DoJ02vUVSTjGqkjV3OeNtL1e40zuXTAoF8I5mgYrT6T3EMc5ou1ewwrhRII6uKkWajEuGA7W80rPU1VW5ksakHrqlfdLpK9dYE2D3M3po76ClxVd7EQBSV8HLIh6o3lVIUFfZCl6rnmQIbPNDRz2r2vrNZFobC7JZlUeV0AXhyRkwb2piypphWH20yWdOQAOBam2eJmIeqV59hG5wpimLwDu/cTvLSKKvQKK8USCOripEReH4A/uYjB3wsHDCiNckqjNYA/Lx3AEgJu+iZ3ne31BY/Q+hFLcCQqEZvIUAZ5p5TnKzpgkB1GhOiveRqSBxD6YL22iMPUb4qjtgUbHzSUeEqpgtQWCSLnOOKop/boXyKYHXKGf2ZvMuZYyPLgnZmeclAMehCZRLkVM3QFyWKC2lkVTHY1K9Q0FkIJ7N2oVSNnh/AqSbLQ8Smig/5FJXbDVgPMl49ZIrHM9VqmJNnZTzMQk8q95CvPp4pvLkDVV8Tql66ALQMtqZs83iGrq8hzVKAKlUMmVR27zxT3XQBHFJMuZEs81xSFKWq0+JEzVK8dKQ0R7RUH8/QfGF2SxbXq/FqYoHq3U/lhjSyqhissAZcUg/oVJX8Js2qGlS1+ua0sAao5+6C4YCr19XPEBmfgMgrZvIMiX5W40EGcCLDhbQQruKIjb1Tp5vxyYnwVSFdgEIVZvO1aq89EkY/XebxRcPBqnZyqaqGLKmvKSBdkNCkqiM2olR2T428qteZQ9eqKYp1JA03+kk7LCjdsBppUwmQRlYVg+3GA5gdedw2n6UNaBWGkQtVmOlhmNVck8W2KXcbhkmnQx0r6YK2kQgcuqjUXJtqbzudZqOfBc2vqV6HBUDXfuaVH4d6NauRVeUpTgU2kbE0vqhmutCpX4wx4Zj6xVxbzbQpfE5WsKqdOWyGBeBMG5ouiqK4zgiVODpII6uKwQol+me3zedWv+V3iBVm91blx1QkizK2nWoCqv0gAxxmiLl0/YqGj02FOZ3zkmJa3TyTEtTFOqXxKIpulFVzxEY4J8tD2/9qpgv9TPb0W16nODMqDMCspa7CM5vQJmyji0v0M1Tdw4iPJmMJQFWnUlYCpJFVxeBuPoeOPPRB5tYG1O+wtxB2ST2gjAmnCIbfwSo/dKciZ8PcPmm+2mDriOahIB1guzhV316yzePL1x9pGpDJ8YysY6O7laZpQ2piQOprqrn2yIx+uteQANaZR8eCwwLwFrERpgtWoZyxp/gTurg7RqPVnC7IdEoG3Axz6xlfzamUlQBpZPkUb21rw2eeWYnd7QPCa3hGltFFz+GQj4WDrsp1pWIglcU/PfsBHn9rl+N1KUYwuXWKI4dWjIpk+c3I+tMHB3Hb0+/jSE9CeA1rfAJu+d2mV4ydNO8XtPYl8amn3sez7+x1vK6QmgBCl4AChAKKb6Ofv1iyC59+ZiW6B9PCa9jUW/c6PlP58avCfKg7jo//agX+b91h4TW0gUkMz0IUZr+mmP74tW340n+vdvxOhz6MOOBqkFUqNh7qxSeefA9vbW8TXkNnn5D6Gq9OLrdrKxWqquFbL6zHgufXOTrnnCLmPFgdo87jNioVy3a249Yn3sXq/V3Ca4yuixw9rxA54zd9xi+QRpZPcc+LG/H2jnb86NVtwmuIh4cfybJvqCTlYabf5yeB/dLaw3hzWxt+8vp29CYywutstUcFdIrzo1DSNA3f+b9NWLazA79dsU94nZNXrJAUUz8dZn9ceRDLd3Xg/r9uETZ50TStoJoANu+dvMdPbXLj6Sx+/Np2LN3RjhfXio0JUXMH+m80LDzjU4fFE2/vxvt7u/DdlzYJr+HV1xiDmh0M85iRxuO/2s/m3iR+sWQ3XtvcgiUOxoQZ/WSMTw/pgn41zP/rrZ1YsafT8czO8ByjjtFP/5/Zm5v78KdVh/Di2sNYd7BbeJ3NmeNWx8eZbeknugDAo4t24IN93Xjwb1uF1/Bq7x1buFeBnucnSCPLh8jkVLT0JQEAu9ocIlmk8N5rTRblYQYo76KPFMO9HYPcn1mIO6LZn1VvrWwKJj8KpfaBtLHe3W1iurCpX4BzvRqd4kRSfwB/0WZrc5/x82FBlC+raiDlRV7q+NhaCT8e8rsoPtnnYS8RugQCijEqwq2FMOGznM9STN/fo3uW+5JZDKay3GvYIaH0/zy6JClHDgBftuPe2tJv/LyN+pmFyDAX8YHfnVwA8PrmVgA6XXi1isBQMgmsPBPxYZRva7PJJ9tbPOgzbPTTdYZj0JdnNgCsOdADAFh/sEd4DYmYc89s7jxUM/UWMB2qftLz/ARpZPkQbf0p4+e4w0wifkGkl+6CeYHtMDW8UkGnwh3oinOvyeZUqKzCHBYfTpmcZlwfDfuzuyBNi46BlPA61ltI/+xlToubR7oS0UWlwomMrAwvKuFJYfavt7Cd4hMvKaa87laONQFMiqmfonz0WlvzDi8W5LsOBhQEA9bWymlOnSvrYfajnGnuNWkhogsgbiIDCPaTZbC3PyNZNAZcDPNIoZkEYSZd0Ed7qX3AlL+OcoatiQ16reML+NKQYPlbaJg7RT8dupj6+WzyE6SR5UPQB1lXPO26+ejUL6OFsIvCDLincFQiaCHdKTAm6Odhh+46pfEAPo5kUYZ5S6+D8uOUeuB4yOfzu31YE0AbE50D/NojbkG6w8Etclj4aS91ULTocKjJKry7ld3DDPgrMkHzSYcLzwxZYfahnKFr92iZw4JNZbfygThiHqOjEj7aS6zC3CagTaGpX0lbuqA4glypoJ1+nYNOPMOkCzqUPgDWVEo/7iXWGdrvZphbeMbbMGLAPLP95OTyE6SR5UPQB3w6qwqjWWz7YIA2JsQeZpKm4scC4+54hvszjUzWNErtAltMF8C/LYT7kqaA7o4XqjB7m61Gv89PPEMrg6JDnjxPQAFCpFkKaX3LS8lgDjLSdthPPGOhi0P007m7lTNtwgH/RbJS2ZxF4REZE7yCdK/GJwBf1vHRMldkSABUunb+GUMBs5utmwFq0kUT1lBWGliZ29bnLGcKdnKxzhwfyRnaSdHeLz6bWAOUTjHNuji6/OjkYuWK0AGYs5419M/O3QXdm/FIHD2kkeVDsB6NLoGXmd/C3UExrIIi2v4kZWQJ6EJa0iv5zm+As/JDewstKXE+oksfRZdUVhWm2jinfjnxjD8FdjKTs6TuiKISXA+zl0gWm8bjE7oAQCe1f0QHPCBw5jgWXpuHfCCgGLV8fqENK2+7hIZ5vlbiGCpIp40Jp8ZDbLogPRTV1TCnU0xVf9CG5RkRbXizLU0nl3uKqR+jfJ4jWYKh5/TfCLI5Fdm8Ae7fSJaVZ4SZOYVGzJnaez/Sxk+QRpYPweZzuxpZvMYXXhRDn3nfNU1Dv4eIDU0X0ibXW3Gxf2sl+hJZ5nfBIc9LMfXkFWMPeX/QhuYXwIEuOQ5dnKKfbFTChwfZAEWbRCYnXLtj9JMb5SMRc38aoKy8FabxOAyDd6KLEf30ofedjmSJ9hIgiNh4TL91615ZiegetNKCdnrRGHLqrY8VZlrOFMIzdOSGfV7rMHh/dhfsTxbGM2GenuelLITIJB/JGT9BGlk+xACrGBYisMMOh7wgXcUvh3wyY3qvAAdvIbeDnlgpNCJZYW/thisRLI/0uNGGV0RbQOG1XwzzeNq6l9wK0i0pGYUcZD7kmUEmDVnURY8dh0D/zJ+TJYh++oQ2gykrXVhDnYDLM2F3QyLGypmsP1LiAKvM7U9m3Yv1Ld53hzoSqpEM/R7esOtKBOvwc+OZoc48MppB+GQvAcAAJWdE8hew80woGEBAkGJKn+ORoD8bX7DyVsQzvCwLp3o1mS44vJBGlg/BCiI35SfK9RZ6Tz1I+aSLU3/KajiIBLbR8pTnLXRUfphIlo+6LrKRLNd0Fc+HvL/TBVkeYb2HBFxDYgjRTz/V17ByxbUjWsHNUvzpfR9Me+MZvsLsUN/Ipmv7XDHMqpqw/XzaSQYztLGM0AgHXEcEVCJYZ46QZzj1NYWkmIZ92PiC5hnWgUyDp8+I6oXJ76GAglDQTBf006gI1skllL+8tv8FDLAO+yyTwG+QRpYPwW62gZRzfY3nSBbj4fDbnCzW0+M2v4anFPKKaNkIn9/oAtgjWW7pgrw6PjcPM+A/gc1GJQoxJJwaw1RDQTp7yBcSsfHUwt2naXFxlmdEdOE0viikiQGpPcr4iGfYJkziLAsH2jB8YBmh4VNnDksX10jWEIbBA/7s7krTZjCdExpBhWRZiBzGgH8cXTYnl4BnMk61n07OHJ86ufwGaWT5EAUbE5y0OC8RG79tPjtdRMYnr+tX0PiZFdhJ2/wacWphpYKljagjpVMdSSF1fH5RmNmohFBhLjRaUwUHmedIlsMA1WqMftojWUVSmBmeifrM+AT02j0a4oiN94g5baiTs8l3hjlrfA6pJtbByeVTOZPT7M9ViJwRPS87WoTeg35JZffsACT6TKFzChmnsV+MT79BGlk+BNlsJB9ZtPm4uboOqW5Jn3eKIwc66VbmRhdey2n678bvZEaLj2uyEmmrIGbTVwgKT/2y8ozfCoxtee8inil4SDM/WuOXAx7gRbLcahxNR4WID3KqZqTr2tLifEKbeJ5HSMvxQmolvDV38G/qFzEmSDpf3xAMUFYxpPeMMaPOZ3KGyFtCl4J4xmPXRfpav5xNPD8o79xWKbnBbSTD8owtw0Ix/uYXnvFak8Wt/XR0pvubZ/wGaWT5EGSzTR5ZA6CwtDhPneKY2iO/CaUJI2LG77zCa56wDjq0krYN7/NZrRoAJPPPNLY+AsAhyseNfnpP/fKbwkx4ZlKDzjNukSzPHmZRcbGPDjJCm4kNUQBDrMliU2/pwd6MnPGLJ5UYn4RnCmk8VIiH2W9NDHKqKVvH1es8w6ZWEjilmAqjEiGzG6zfZogR43P8CJ0ubDSUoPCaWH+nJRP2CAcVjKnTzyaeDKb3AK/8we3Mtoxe8QnPEB4h8regZikFOAD9xjN+gzSyfAiiIBsCu5AWwk5FtD4vvCapKuPyhkRW1bhr5wklwN0r5utIVp425CBj03oICkn90jTNRku/0YbUM04cqSvMQ0r9yqk2Y97vM480jWdMuEWGTW+xqFU52/VLf5+/aEOiEkT+us2c4zksvHSk9Nv8sBS1zHEjdDlTSMRc5LRgzyX6fX6RMySTgMhfIc8UHMliFGaHCEYlghhZddEQ6qMhAPyIOf083FblNmeO1fi0XOuT/WQ6ucjZ5H22mlOXXzPF1KrP+CnLwk+QRpYPQWqEiLdQOKelwHRBkffdL5uPdLIiBxnAj9iIjCxjULNrJEu/LpPzT6cicqiPrXcxzAvwitF08qsxETeinzpdEpmcIPoppgvAOeTZWgmfHfBZDQZvj89HhpNudXwe0lXYrl/0+/yiGBKZMraOGBLeFeahzDzyS7SGkCEUUNAQCwMozJnjtb4GMA1QvzQFIQ4LIn9deYZXR82dx2et4/OdYU6MrEgItRH9OXk8Qz+PF6cF3Y3SeJ/P9hPhGfps4sFwcnEifAWlmPqEZ/wGaWT5EOQwHj+CpH4dfRoPPSHdbFUu7p5WiSDewrpoyHgGHm14haKAk8AW53f7RWAn8jwzzk0xLMArZjWy/DlbbSDvaSfRT4B/MHHTmxyKqf3eqZP2TYx1i346pH65OSycrq1UkOgMUZjd6FJoGo99TpY/6EIiWTWRIGryz5DgyBm3+hpxVILDMz7ZTwkiZ8hecjGyvLdwF6Ql+4Rnkqp+ltZFg6iJiHnGTNdWEAiY56+whXtGLK/9Qhuiu4ytc4mY87IshtLC3Sd7yW/wlZG1dOlSfOQjH8GUKVOgKApeeukl1/csWbIE5513HqLRKE499VQ8++yzJV9nqUEiWaNrvSnM3LkSbBoPT2H2mfJD6BILB43UA14dCa/lKf07my5IhBtRfuh0BT8YWapmCtsxdUNI43HJe1cU0/D02yEfN6ISUeM17iHvkEYJiGnj106dxMiKhQOoy+8lkTFhzhCjUnMKiEr4rb6GeJhJJoGbwux1tlrS5+nahAy1EVNh5p1NovoaEc+wdAH8pzDHjUhW8dK1AbvC7DdnjskzIdMw59CGN6cQ8FLHZ5dJftFnCM+Q1NvSO3P8U2PuJ/jKyBocHMS5556Lxx9/3NP1e/fuxY033ogrr7wS69atw1133YXPf/7zeP3110u80tKCpMURI8vdw2FXaFgPoKWDk0/DyEmjdirgeMinBAJblEopKhQFzELvSgb9OGNI44sCUpyEPEN5C42CdJ/xDDGGaiJBY+1O6Sr0d68oikPbaeshH/aZIUF4JhYOmmk8Q0iLc+v6BZhpLn7hGZJiStd+8r5XpyYGWVWDqrJ1fPyohF9S4tL5ZbqmfhVoZPEUZr/tp7jHdEGnoede6vj8Jn+JnKkJm9FPnj4jrKN2Sxf0aHhUIoi8JXqeSP46pbJ7qb2PGnup8nUZPyJU7gUUghtuuAE33HCD5+ufeOIJTJs2DQ8//DAA4PTTT8fy5cvx6KOPYv78+aVaZkmhUXMlRtbqee9JwbwmI8QeosLrxjBitk2u/ns4qCAYsHZw8otXjDxTLGQKbF4HQGFNFonyidJV8vcMBBSEAopQuao00Oxh1JG4NEuxHk78tFEnb6FfDjI6bakmHEQ6q3IVQ17bf0B/3nROtdOGMSbMegBduaZTXioR5LwNBwOOaTyqqhlpxt4UZrvy47cBqmxUAtCNCZY3uPU1VAQvnVMRC9Dz+djGF/6Sv+mcztNu6YLi+hpR6pc1Kgz4T84YKaYu6YKOY1e8NDEI8mV1pSJL5EwogJiDnOHRBXBoVmWc2e7pqJUKols01LjoeU4ZS45dpP2ZYuo3+MrIKhQrVqzANddcY3lt/vz5uOuuu4TvSaVSSKVSxu99fX0AgEwmg0yG391luJDJZAyhBAANEX1zxNNZ7trIZgpoqvH3IPQbpDI5y3sGE2kA+oYzrlX0a5OC+1caBlP6GiNBxRA4A8m0be3JdP75ArD8jaS8xZn3xPP3DVPXh4O6kRVPppGpMRWlSkMmkzE8zNFQADFqhhjvOzUELcUzIQEfDCZTxn3Na/W/JTP+4JlkXvkJKhpi4QB6E0B/PIVMJspcl38+hmciIQVI6bTIZEylO5nJz8VRNGQyGQQ087CLJ1MWZbvSkMlkQNggElRA9JTBlF0G0l5nRcu58sFgMi9nghTP5O/vFzljpA/nHVI5VUPfYBKsGEgYs5FMnlFUU5EZTKQQRNh236DBM/q16axa8XTJZDJmTVY4gGieAXjyN57ngXBQQTZrOnsIHyTSGa78jQQVDs+U/1z2AuLUGhkzG8Ikkimj+QtBKm3lAQBQHPiAKNFB6H8LQDVer3S60HImHACi5GxK2r/TeIrwTADWM1v/P8HIDvPMpniGXMvhyUoE0d/qwy56Xl5uBGDyTDDPB+mMlWc0TTPuG8zLa8IzfjizyfoqYZ1e11DVRlZLSwsmTpxoeW3ixIno6+tDIpFATU2N7T0PPfQQHnjgAdvrCxcuRG1tbcnW6hW0M2PL+lUAQujuG0BTU5Pt2lQ6CEDBO8vexta8zri/HwBC6B0YtLznSFx/XVGzxuvb2hQAQRxqbuHev9Kwc08AQAD79+xEvC8AQMG7K1chsdsaBt98SH+u1sOH0NR0wHi9v0d///ur1iC7z3zPrr366/t270RTaof+oqrT9o0338IEOxtVFIhjMIgcNm9YCyCI5vYuPs9k8jzz9hJszvPM5g6dXs1t7Zb37MvzUi6dNF7fl6ft7r370dS0t4RPVRwcOqJ/t9u3boaa1nnmraXLsb/Bet3WA/p1Rw4eQFPTPuN1NU+vt95ehl315vXNrfrrmzeuR/jIuvy+1cXt3159HTUVLnmJMyedTGD39i0Agth/6Aiamg5ZrotnAfJcby5aaCi/u47ofLB3v3WPbe7WX08M9hs803xIp+2WbTvQFN9WyscqCjq79e92/ZrVCCkB5KDgtUVvYjwjBwy5sWcXmpp2AtAzEQi9ml5fhAbTLkdHl37fdWt0mdWZ1K9NpDO+kL8kkjXQ04VDaieAIHbs3oempj2W69oTABBCQFMtz3V4f34v7tiNpvRO4/UP8udQb3encX1Xu37tmvUbUde6oaTPVQz0DOjf7bb1H4B8/y+/8hpijBw4cFh/rh3btqCpezMAYCADACFkVQ1/e6UJdBB8MKHf9713lmFPjSmT+5jzvVKR0/SH6WxrRSoMAAFs3LodTQNbLdft6gWAEDLJuOW52pp1em3YvAVNPZuN1zfmz6G25sNoajoIABjs1Wn1/qrVSO2t/NQ4or9tzet5A8k09ztt69Cv27BuDdT9+nM15/W5gUTS8p4sdQ69/eZixELApi6dVu2d3b7gGQBYtGhRuZeAeDzu6boKP+qHH/fccw8WLFhg/N7X14fjjz8e1113HRoaGhzeWXpkMhm88IrOXMGAguvmXYb/3LwCSiiKxsZ5tuu/8d5CAMD8a642Zrpsa+nHI5tWIBC2vmfj4V5g/ftoqK1BY+PlAIDs+mb8YfdGjB4zDo2NF5T24YqARX/aALS34NyzzkDfzg7s7u/EGWedi8bZUyzXbXtjJ3BwL045+SQ0Np5mvP5i5xrs7OvAGWedg8bzjjNeX/znjUBbM84583Q0XnISAODBDUuQGExj7qWXYcbEEcPyfENBJpPBM3/ReWZEbQyXXXw2nty2CtHaejQ2XmK5VlU13LlCv3b+ddcYqS3hLW347c51GDFyNBobLzSuf39vF7BpFUY1mPc6snwfXjm4AxMnH4fGxrOH4xGPCv/bsRro7sR5s87B+sH9aE8OYNYFF+LSU8darlv/6nbg8H7MOPVkNM6fYbz+8PZl6OlK4EMXzcV5J4wyXn/64HtAfx8umnMBrpo5Hqqq4Zvv67Sdd9XVRm1GJSKTyWD7C28AAEY3jMCHZp+E5/dsQsOY8WhsPN9ybcdACvjgbQDAR268wajN6155EC/t34pxEyehsXGWcX1gcyuwbT0mjhuNxsY5AIB1r27Hstb9OGGalbaVip/vegcYHMQlF1+I/z20Ae0DacyZexlOn2yVA2+/uAloPYKzTj8NjZdPM17/11VvIJVVcdm8K3HcKNMye2T7ciARx+VzL8L5J45Ga18SD65dipymoLGxcdiebyjIZDJY/t86zxw/ZRLOOXEUmg7uwLhJdjmws3UAWPcuamMRNDZeaby+7Y2deLN5L4474UQ0Np5uvN77wUFg91ZMnWzy0huDG7C+qwUzTjsDjXNPLP0DHiXuXb0YQA6NV8/Do5uWQ9OAS6+82mjPTfBixxqguwPnnWueQf3JLP5t1ZsAgGuum280LACAuz94A4CK666+ElNG1WBLcx8e3fQegmG+TlBJyGQyeOu3Os+cMPU4jB8RwfLW/Zh64jQ0Xj/Tcu2yXR3AljUY3TACjY1zjdffe3kL3m8/hJNPmYHGq04xXt/+xi7g4B6cSp3xz7etwu7+Lpx5ziw0njt5GJ5w6NA0DXe9p58X1115GX6+ZQUyqoLrr7/Blmr+yz3vAoMDmHvhHOPc2t8Vx3+sXw4tEEJjo1ka05/MAO+/BQD4cOP1iIQCGLGrA7/evgY19Q1obLx4mJ5waMhkMli0aBGuvfZahMNh9zeUECTLzQ1VbWRNmjQJra2tltdaW1vR0NDAjWIBQDQaRTRqV4DC4XDZv1SAKkgPBVBfo68zlVVta8vmVJC66tpYxPh7bUxXnNPMe7Ka7oKOhYPmtdFw/jO1inh2N6TzhSS10TBqIjprZzTY1k68ZzWRkOVvNWH9PVlNsbxu3JeiI8ljVhGseNqQdMHaSAh1Nfr3z+MZOvWrjnrWmvzMm3ROY3hGpyPNM050r0SQdJVYJIyafBe9jGpfO4nssDxDct9zLM/k31AXNekYDip6TZZS+TxDyhYi4QDqHXhGVfQ0qEgwgEjEDMvURvTrsgwteXsvFiH7zi88o3+3NYacSSPDfP/6dfr/MYZnIqEAUlkVKgKMnMmnB9VEEQ6HURfTP0fVgEAwZNTKVipIHV80HER9/pxJcnnGrFOk/2bwDMMHWdXOM9G8rGb3XaUiQ50hteEgBtM52zkD6GctoPMW+Vu9YhpV9HlDD4OvM3gmf77n/HFmZymeMddulwNqXj+Jhq2yMyY4b8h9a2k5k+cZ1Qc8k82pIOMax4wwdVVVCdpSzdMcnqkT6Hm5pM4viqLzoqIoqMnL7UzOvlcrFZWgj3v9fF91FywUF198MRYvXmx5bdGiRbj44sq21p1g1NeEqbkSnAGqdKeYsKW4mF9ES3K7vbYBrUQkqdakMQ+F1/S8K6Cw2T5+KkrPqKYxFAuRDk7ibmiAtxbCvPk1fusUR8+lcWohLB5gze+8aNyXV3jtA9oQJSUSDJh7qVRdv3zWKY5+Zi8NHqIszwg6f7Gtyunhon7gGXLkREIBx+6CwiYGAvmb9HmnOE3TLJ0mHdvb82QqdU6lcuZ7uMPg/db4gjhz3OQvp4MeIJ7lyXbQA8RdcisRtGxooHJKvcpgURdTWv7aOgL7gC5+hK+MrIGBAaxbtw7r1q0DoLdoX7duHQ4c0HP+77nnHnz60582rv/Sl76EPXv24Fvf+ha2bduGX/ziF/jTn/6Eb3zjG+VYflFAR7KIwpyjhjsSuLbJzakWw4ztUgTQhkTl5y8DQDJ/aNHtYLmDZTlzfYACjYn8wecHxZAY5jXhgNGhy6nrIsB2/eILYW53QR8ZEoD5/YWDgaG1EHZt4c4xQH3AM2SJNF0c59d4nDlXDR0piTy0dF4sQDE0lD3hqAjrYG/6XpUMs1mKN+PT88wj42zyp2HOOjy9zBCjeUZRFC5tnGZb+oFfADOyrcsZfe1DkTOe5vH5SM5kqA5nsXDh40VoOtG8wJO/5IyiP1OiePCVkbVq1SrMnj0bs2fPBgAsWLAAs2fPxn333QcAaG5uNgwuAJg2bRpeeeUVLFq0COeeey4efvhhPPXUU75t3w5Y59fEIubXl2SUGVqQhDgT0jXNKvyNNqDc+Rz+GFKXpAbAEmPC8ZAXRSVchhED/prTQkhQEzEjfFzjk4rwES8XIPaOGt5CH7dWpr3qji2EKWOMhnvExp8GaJaKShClMFmAwix0WHDmZDkNW61E0ArfUAxQovgJnRb5/URHMPxAmyytMHsyJFgnl6CFu5Nh7gP5S58RkWAAtfm0NWcDlKENR3Y4DYPPqRpyauUrzeRxoi5yJlWonOE6Rv0jZ0jEUlF0/c3JaUH4i9fCHbA6c3jy1097yY/wVU3WvHnzbGlxNJ599lnue9auXVvCVQ0vSOpXNBxEJBiAougGUzKdQ0PMzBGlD3haYaY3Vyqbs3mcuQqzTzYfbQwRhbmwqITbIW+njR+MLHrgY4xS8HKqZqnz4A3CBGjj050uUR/RBeBHshKcVMqMiGeEs338fZhxoxJFSP3iyRk/pd4CVsPSHNRsnzuXEijMPGM7m9+PgMkzZNh1Oqf6gjZGHV8oQDlzipdiGvNp6q0lQyBEZRMUQJtoOID+lHU/8YbBs4Y5MVwqFfQ8vqGkJQuHnjukmPrhbMpQ0XJF0Y2s3kTGsz5jTzHVdUOunuejveRH+CqSJUFHsszNB9hrbIQpGXQKCrWpuCFnEq3xSRiZ0CAWNlMp2QgfQBsT1posc1CzuyfV9IpVPm3I40RDQZuRTWPoKXH+9DAD1vQcTzUBhXpSfRrloyNZQ6rJEhhOyYwDz/hgLwFWw9xL7acXY4KX+qV/Rj4t2Uc8Ew4GHAfoGnVHnqPCDvLXB3KG8EtA0bsCiyJ29Gu2emFuJIucd/a9xF5bqfBck2XsJcZhIUpl58gZP0XM2T1SaFqyW4qpn9O1/QZpZPkMZB8QI0IkmExFwCqsAwGFmpLO2Xw+jmQlMmaKlqn8iA95kVcsnbPS0oyQ2T1FfvCKGR2cKIUZsBvmblEJL00M/JSSAZgOhAiV4lRQ9JOTUquqZqE7L13QDzxDe5hNuqiWImpAbHwakSwbj4kL0v0gZ1RVM7oLRkIBYZQXKMz7zmtiQL/XD7QxIllBxZAzvAY7wvqaoJ0ugEtU2AdyhlWCRWnpvGsJeHzgtJfYaysVWY6c4TosRHLGzQHoU33G0N/yaxY5c1SqHt+LA9ApK4et05coDqSR5TMQm4Eo/DFBsb5IWNOvWTYfz8PsM4WZ0KAmEjSKaHmRrDTliaYhVgx53h/9Z78pzMGAYhiIXnmGFsKWTkUOBel+OMgA6zOTvRTnpH4JO8Vxnpf+2a+KIc/DDIhrP4Vdv4TNUnh0qfzaT/p5wkHnqISrAcqpr4kEA5Y5OL7iGSr6KUrjAtxrYu08w3Pm+MfJZda65o0spw6vIjnD6aLHO5cURfEVbQqPZB1NR2DFcq9KBptZRPQZtsZR1OAM4HeSZjuYAlY9iG2gJnH0kEaWz0A3vtD/179CVjCxgp0Gb/PxFAI/dUMDTKWfbuHuWKwvOMjs9TW8PGY/HWT5fP38ARUTPKdbEwPAvVMR4Rk/0AUw07D01C++kQ2IDVBeiin9Mzdi44NDPsdJ/QLstBl6pzheE5nKP+BZpWYoxoSzk8t6rZ/S4izpgg4NdlIC45PX3AGgUkzD/kz9YiMNpszw3viC161TxDN+lDN09JMrf4VnUwHNUoJ8x08lwnAEkzNb0CzH6vRx5wOn7oKAf85tP0EaWT6D3cgSpQvyQ8iA6JB3Lois9DCyNUWLSnFySsnwWF9Dz98i8FNaHK38AKayYotkCQxzcTtYh9QvH9AFoBS+UMA5KiGiDUcJJnQJBhSEaKeFnxRm0mAnFEAoGDA6lNoM85x9vh55H+AtxdRXCjO1xnAgIKzjBMRRCV66dpJTkA74K5JlaXxBrduWYlqEtGQ/0YV9Xsd6tQJalfOaGAD+cnR5jn4W2sKdY4ASg8UP9Y2sUUmeQ3Rm09cav/NSTDl6Hn2m+WE/+Q3SyPIZ6MYXgFmTxXrFRAcZIKgJ4Bge9Hsr3cts9zC71wSEBQKbpoumaYIBkUSAVTZdAKvyA5i8IxLYIqWQvgZwLqKtdH4B9O+Wrl30FJXwELHhpcSJrq1UmIa5aWwBdtoYNW0e6o7038V7yQ9KYZril0BAEUaF6WuFLdxd0rUBf9Xx8SJZAMf77mJkeYlK+Mlhwaani+rV6Lbr4no1Z/krurZSQc/j8+LkKtgw92kqe4bhGRFt6LErdJox/R63sykYUIwuw36QM36DNLJ8BtPD7BbJ4nve6fdy28FSQkmUJlaJYGeReJmTxXa34nkY6Z/9OifLTMlgvWLWtYsK0ulORW4846dIVlbVQAK00WDwqDzMvPoaUeqXHwxQulYCgDD9S5T6Rd6nanp7cuN6n3e3IkalGRXmOywAB8OcG/2sAsOc8IzXFFMPdUcA3UXPn5EstgmVyAHBtnqnYdSreXDm+OlsIrPVXJvIGHKGna3m5szhOQArny6sw1OUYioauwIIUkwFhjnhTT8Y5n6DNLJ8Bjq8DtBRCTaNRxzJ4h1QvG5oloLICt989LPQM4/4LdxF3nexh1n/O33I+yf1gCzR5kllD3kHnnEahunXbmj0YRsOKaYh4VQT4KGOj9emXP+d0LDyGzzk2BRTcmB7VJhdU0w5nTr9wDO2TnFH4X231PFl+WmXflKYc9TZRJrsABxjgqSYeq7jsw/29hNd2PbjwqgE4yikwY1kcZoY0L/7wQClzyay7pyqWRwzgIdIlpcGOz5yANojWXwD1CljyTHFVBAp9cN+8hukkeUzmOF1cygx4FRfYw0hA4J0wYx9s9Jh5EpXgIjhRNbspfEFG+XjedIIjQL5yesEfjrk2ZqsmCDF1Bye6lVgO6Tx+KCOj81nj3H2hXFtzn5oAwXWShjNUiqbLgAnkuXifRelNwH8piB+r6+xKz9WumiaJk4XNBRDThODsH9Tv4wGOy4Rc2Fasosi6fd23KRZklu6NsCZk+VR/urv9VHE3FKTZT6HV2NCZDglHQxzP6T4s+NU3Bp8OJeFOGef0O/3w37yG6SR5TPYFGZB7ZFTumAhKU5u3p9UNoe//+W7+Ojj73CV0+ECGzaPOXS3Eio/nDkt5oDjIBTFbmQ5CewXVh/CrAcXYtGW1sIepsjICaKfQ/GK8VMP7MoPID7ke+MZXPXwEtz29PtlNcQIHyhkSKgTzxgGKF8JthYXuxhkDgfZ42/twuwHF2Ll3q6CnqXYyDIppqL9JOKZEBXJcOtI6cWLergngUv+403c+ce1BT9LMcHKGaGH2UNrZe5gWTaS5aHG8aGmrbjkP97E9pZ+7w9SAuQ81vG5zym0OmicohIZhwHWu9oGcNEPF+OhV7cW/CzFhL3xhXMkKxIKWM4a+r3cvSRUmMXn8df/sBaX/MebONKTKOxhigxzthqTYupRzoj2n/MweDFd3tvTiVkPLsQvluwq5DGKDrLf3Zw5XjKWCqnjE+0nTdPwqafex1UPL0FvIlPYwxzjkEaWz2BP/eJ7xTICzzv9mqWFu0CIuaXyrN7fjdX7u7H+YA/W7O8p5FGKCvIsYRdvIeAeyfISXvcSyXpk4Xb0xDP42Rs7vD9ICUAPCQVow7zwtv9eO1ICYtos2dGGPe2DWLazA7vbBwp6lmKCrplRFEV4YNPXhpk5LbxceTcPs8hhoWkafvL6dnTHM3j8rfIe8myzFPEhz0/9ol/zmmLqZEg0bWjG4Z4E/m/dEXQPpgt6lmKCVWpEbac9df3iRj8FRryAZ5KZHH61dA8O9yTwuxX7CnqWYoNNZXc1Jjx2MeVFJbw4LP7nvf1o6UviV2/vsaWfDSfYxhduqV9srbD+Hl4TA4Fj1OAv/n7qGkzj5fVHcLgngb9tOFLYwxQZNM8EAopwIHWaiQYS8OiSzalGAxF+gx2xnPntu/vQE8/gx69tH8rjFA02w1zQxVRU90m/5kmfcTHMd7UNYPmuDuxpH8TbO9oLe5hjHNLI8hmIfIgyh7xoSKhTJMtL6kFEUIxMsLXZ9J7uKqPCbDZtsDYESXLWLTJAuQ1BhJ4f5248qqrhSG8SALD5SF8BT1J8iNIFj7aOz6m4mL2WBu1x39VWTp5h5tcY6U3WvaSqGrKq9VoCpxbuhUay+hLmEOS2/lQBT1J82Nr+h5yNiYI9qQWOQ9jZZvLMno4y8gzjzDF4xqmJgYcGO0lh9NNZztCRiPZy8wwVlQDEji5RipN7F1O7wuzEMwe64sbPR3qS3h6iBGCjEjGXFH/PHYEFtZ9ujtFtLeZ5tK8zzr1muFCs2k8ev+j3K2y22pZmkzYDKftQ+uGCLTPHbbYlwwP6awXoecZ+4hug26gze3cZz2w/QhpZPoNdYRYIJUFzB4BvTLimcAgEE32wt/eV7yAzPTpW5SenajYFxW0eFG9CesxWX+McyeoYMOkSCihlTYtjo58iYyLDUWYIDNrk7DzDtoMlpWsi2tA809pXPsWw0DQe+lr2d+5BxqbxGCkZAroMmPunr8wpGazCbHTRE6V+ee1u5VSTlRPX8dE809JbPp5JMY4IUbMUwjOhgL21cjEL0un901JG+QvY05Ld2k471vG51Dh6STGleeZIb/nS4rzOySq8iYHIMNfpLpQzFF3ayswznuWMoLsgoUuWan9P05WmpZfsE3ofl5M2wkiWUP7yau/tA4xFNVluIxEsPNNfXp7xG6SR5TPQcyWAoaV+8etrRGlxzp7UTsqYaB8on/LDzr6i263TtLFEJQqolbBH+FxSMuJmSlNW1cqax2xTftwiWU5t/zkd0bwWsBPQfNJZCTzDHPC2mXMe6mu4xcUinhHspTZKYe4cTJXVMDc8zKxiWED0k7+f7E4LSxdTQSoPzTNdg2XkGUauFlp3BFDNLFxq1ejPEe0lWuHpHChfGiXAcea4KYYMbeh0MXKN7iQjqV90xNy9IRNtdHaVMcXUVscnlDP8DpP0e7002Im4RLI6KD7pKDfPGGeTdTTNkLqY5q8hdAkHzcZd9LUih7GqahbnaGcFpCWbEXP3Oj4WTl1MRWe22AFo0qXcPOM3SCPLZ2CHhIpSD5znZBXiFXMWTLQgKme6imhCOmA1JuiDh+3gZAoyjvFZoOenJ241qsppZJFZJLY6viEohvzCa1F3K3evWEcZDzJ7BydnDzPAS/3yXivhShfqIEtmVMQ5nTGHC8b8GtdhmOKIuecUUw91fBaeKeMhzzoihhaV4DgsRB7mkDPPtPRWhiEB2FO/RE2Z2BolGizP0LzDM8xFSmE2p1oU5kowssJsTaygWQPfyeUgfwXOHG97qVJSTEl7+8L2U5RnZA0xjbInkTEcsEB5HYDC6KdoTpaTk4vuYuqWLuiBZ8pJFz9CGlk+g6hTnKi7IL/xhfd0QV6aGA3ayKJrSoYb7MFtbWRgCpmMQ1SCLsBX88LW6C7ICmwXz09P3Hqol9XIIgdZyGqYs95Cp3awhaSr8BQCGhblp4wKs31IqLkv6CgS2yCDRmFpPC4RPsZJUU7FkOUZ1+5WToXXLkN33er4NE2zGFad5YxkiRpfHLXCPLR0wR5KriQyOe7w9eGCrfGFSyTLKS2Z0IZ+L01Lt2YpA6ks6EBwOfeSzZkjimR5qW+kZHZSMCfLrV6Nlr+sM3C4YUbMzaHEgHc5EwooICI5lTcmhuowZg3OckayhFkWQ5EzBZxNXgzzcjtz/AZpZPkMZBaJmXrg1vjCnqs7lIJIkTFBezX6kuUT2LwDitfgwTKLJODgFWMOeVFKhlD5YQ6vchqgQg+z4CDzmmJKDnl7R0rCM3wFqD9p0qKcxcW2IaFh+/dPX+e4l7x4mF26W/UlrbToT5aPNmYLdytt7Gk84hQnNsXQ2vXLpI1bHV88nTPeBwADZaQL4Wm3ZinemsjYPcwxtrugi2LI0qKcMthWXyNKMfWgGJL3ELqEAgpC1PV0JgEvrZbdO+V0ctkHy/KbSXkyslwcFoB7VIKu9xxMZw2H4nBDVTXk2Ii5S7dOljaKQnUkzDBndoEOC7YOtpxyRlgvPITGQ24dgQHzbBM5AGm5Us4z24+QRpbPYFOYXQqvndIFaYVZ5F10S4ujN1x5u/HYu7/xuluZnZ7sBemWOR1EYAu6frmmCyYqJ13QiH6yxcVD6G7Fne0jUgw57WBzqmZJg+uviA5O1jQegInyekjJsLRwFx1kHOWaxiBDi8F0GQ3z/OO71gQ48oy18JpOjxLN9uEd8ixdBlLli9akbB7mwukytMYX4oiN0+/DCTYqERV10fNigOZlh1u0BuDThjWyWB4aTrC8IJxT6KEm1qow588mNl3bzTCnaKFpQJwz5mQ4kKGMO1vtp2A/OY2kMR2jfLq4OSzYs6icPCOexyc6szndBTn1nO4DrPm0oWlRTuefHyGNLJ/BKC4mApt4UguprynkkHcRTPQBWs7Nxysa5tVYOTUECQUDhkedvMc45AusO+pm0gUrwcPM8gx7kLGCnQbLB5qmCQ8+p3awrOFQScpPOEilnnCin85KoYc0SheF2WZMVEIky6b88BVmx9Qvo1aCn/oFOO8nVvkZSJUxKkHkB0OXNJNi6rSXnFu4F9b4olKMCW5UYij1aszzihRmXtYBjUoyPu0Kc+Et3IvZkbJS5Ayv1tVNzvCzLKwGqJtj1Kv8LacD0F77WdjMOWBoqewiPW8wZY26O3VolLBCGlk+AxuVEM088tL4opAW7rxNpWma5XP1PPjypB6QNB46pYtXr+bkRQXswkwklNwENpse2F9OI0vAM6KaAEdvIUMX3vVOUT72QC9rSobHOj5Hz7uDt9CWRkk6onn0pJbzkGe7mLpGbDwc8nT9gCiKzOMZeySr/DzDa7DDk6dejE/6vfYhoc5pyazBWS7a8KMSQ+eZlEeFGeCnsrN0KW9Uwjony9X49NwRmC9nXFNMK8RpYamPZs+mgiLmrJzhpzC7jYqoFOMTMB2Uxl4SRT890MWaYjo0w5zVX8q5n/wGaWT5DGxBukhhNtveugslwD2MzBPY7IbPqRoSZUo9YOfXAPzOi06RLMAuzMQdnJyVH9ZLWc5OcXaFeSgCm2980n8jcDrkK0ph5jxvlNMRrRClUP8536bcVpNln1tCw5YuWEbaEMM8GmIUQ0FNANfDHLQqhiJDgn4/r46PVXYGy5gumDF4xip/AW9OK0DQ+EKQYuqm/LD7p1y04SvMxMnlbRgxIFaYWZ4JBsz23NzoZwXxjLDxhai5g4Mzh5uuXWDtJ8sz5cpA4c2SE3XR89SqnDmbbM2qCk0xLWO6trCLqSj6ya0XFncxLaT2U9M0DDL6i0wZ9A5pZPkMomHEhczJYhXmHDU7qpCOaOxnAuXbfOz8GoDfQtgpjQewpyu4DSN2S6Mk9ytn1y9bR0pRuoqnWgmr8hNQ7A0hnBRDEp0h9Cxn4TXrYQac6xV5ee90rQTxjooOMqOFsDAlw0qbSkgXdJsH5agw2xwWDnOAHOr4Bhi6lDct2So/QlTTDloBclaYeTPnRM4cZzlDaGHspzIZ5paGQi4pTk5tp0XRT5Yu+ueIi/VZulRC7SfbeCiT0ywNXRwN87B3w9wtxZQYnDV5+VS26CfT3RXg8wydmu6li15SQBe3FFNCl0qQM2xasjDCV8CZrb/fbSSN/SxOZc2GRcbZJCNZniGNLJ/BNlhWMHPDsfEF40mz5EaL6ms4QokYL6GAgvpoCED5jAnewc3zGLqlC4q8YoUWihJBP6YuAqC8kSx2tppbO1inqARvFomXtuYERAmc1BADUN7Ca15nPB5tvNRKAKbRlhQcZG5tcsmhTmhTTsXQjJgT77tzWrKX2Woi4xOgnRacSBbDM2Wt4+OmmNoVIMfWyjyFeYhpPAMMz5RbYaYjTEOr42PqazjDqwmcZDChw+SRNQAqo/aTlb+AIP2PxzNOkSxBVIJHF1XVjAjN5JF5nilbTZZ9xl6Uk+JPR528OGjczmyAn2JK6DKxzHsJoPbIUc3jIzxDN2Uq3JlDG5sTRpRfBvsN0sjyGdjUL1Eky5PywxxkAK8mQJzGQz6zJhw0BH250gV5ni5evVrG4SAD7F2c3AbLilK/yGeOrtWNrHLRBbC3VhZGsgqoCRB5xADnoY/kQB9bHzUiAOUS2LyOlLxWuWb0wp6SwW37L6gj4aX80CCH/IQyGxOaZjYxcItkeUrjyTh7mAFnY4LQgdAlkbG2dB9OcFNMec4cJ+XHQWEWyRlh44uUVTEs/16ia2IFw4gNOePeEY281ym1kJf6ReTMxIYogHLXZFm/W1rBLbTBjsWQF3ZeFEfM45mcMT9s3AidNuU6m3h14041sfTfadhauAvkDO0AcGqWMrECDAmDNiG2u6tofhgvy6JwOeMkf+siQYyI6c70cjoA/QbfGVmPP/44TjrpJMRiMVx44YVYuXKl8Npnn30WiqJY/sVisWFcbfEhamKQzOS4A1R5s31Ybz25NqDAMouE/hxeGk/CEGZBw9grt8B2q8lKMcKLBesxSopymF1mQRE6jK3PG1llimTlVA0aGIXZZYC1YxEtQxevhf0E5CCrj4aMdBVe2ulwgNeZyWmAtZPCDJiHu1vql1tUYny9rvyUiy48z/FQivXZFu6OqV+OPKPTgdAFKCdtxIoht46P11qZ86wiORN24JlUNmfcY1I+KsHWTgwXeOnpQ/G+G1E+xpnjHP10UJiJ8VnG+hqWZ4IBxTiXkx6zLAqZbenUrIoozAEFGFUTBlBZjlFeVJjXhZAGGxkmWT1sTRbgbIAS+TtuhH5ms+fjcIJ1RNAOBa8ppqxhnlM1g0aF1GQZZ3YsJOwBICGGr4ys559/HgsWLMC///u/Y82aNTj33HMxf/58tLW1Cd/T0NCA5uZm49/+/fuHccXFh60mKy9IVM2qHLHeMxpGAb6HvHeeN4SArlcqt8LMzq8BKOWHVphdIlmm9925WN9NYSZ0IJGseJkOeUtBOuNJFc/ccD/knWsl3NN4aIFdrsPMUAxDdE0Ax2PswDMBSmEyDvkh1vGRmoBx9eU95HlNDNw6xXkxtkV0AUC1t+fxjN7Zijgs6HsNNzKcFCdevYTzzCNTKST1iKKohFMTgzjVzGFsXdRyn+EG1/gMW2UpoKerkfpfrpHFZAiIWtvT73eKSpB07WSG31FuOMCrW+RFzDNOxidvTpaRLuhdzlicXJF89kmZU/y91sTSDTJo2Nr+G/PDHKLIDgbouDI7uQA6Ldk5xdTRYcHwAc0PdjkjbiJDeKYuGuJ2bJZwhq+MrEceeQRf+MIXcPvtt+OMM87AE088gdraWjzzzDPC9yiKgkmTJhn/Jk6cOIwrLi5UVYNKZpEwnYoAxivm1PhCUJDOT/0SH/K095UI7HIrP5bGFw4t3IXdBdkGDxm+J9UpJQ4waVvumixaaLIDrG1pPIXMPBKkUfKupUEOsvpIqPwpppxUCydPqrCOz5Z+6xzJ4hcX54z1lPuQT/MMc1FHtCEZ5hw5ExLvJ2J8NsTCxj3ZGtThgmP0k9PF1K2Oj43y2T3MYs87kfeRYAB10QqJCtPGJ28vcXiLBptiKkr9ApyNCdbJxa5jOOFsTNhpE+WcTfzoJ5HBIjkjjtbUR0Pc72c4YfIM5eQKW79/wFmX0d9f+NnkZEyUW/4C9uwJa8aEt7OJjfA5lYV4OrMrIPvEjwiVewFekU6nsXr1atxzzz3Ga4FAANdccw1WrFghfN/AwABOPPFEqKqK8847Dz/84Q9x5plnCq9PpVJIpVLG7319fQCATCaDTKZ8s44AIJGiBtyqOWQyGQQ0DYqiNxAYiKdQk5e3RHAqUG3rDmjmAZbJZDCY1O8bCQZs1wYVXSFMpLO2vw0kdTrFQgFj0w4k0mWhUzL/mSFFMz4/kvd6xVPmd5fMe8XDQYW7TuLRiSf19yTyESj6vgCg5GmYydnpC8B4X0NM/0LiHPoNB8h3CwBQs8hkFARhCl16TUShCWiaba2hPB8kM/pzxPP3jYbsPEPOzCTnmfsT+u+xsELxTKostEnlv6MgzTMh8v2bfJxI53krIOCZUACD6RwGE2lkMhEkM+S+Kpdn0gzdAaAvbv4+sobwTHlkTiL/3QYUQM1loeaAEPLff9q6dnKAK5p9H4QY2RFPETljp2Mov1cTKfsz9xNeC+qyJp1V0R9PIVM3/MdXKkPSrSieyStAgykez8D2PIQPACCeTCGIMBIZImesdAzk6c7jmYGELn8joQCIDVIuOZNI2fcI+/0DwGCC2g9qDpmM1eFAnoO8ZzBFaOzAM2n7mZPM7+0RUVOZHEjotB5uGOn41FlslX16SmPSkEd2nglo+W63eT7I5lQjIhhAjssz5Hyn0RfXeaYmEjRk3UCyPGc2n2fyf6N5Jkn4nC9/Q8w5Hyc8w5HXxFCLc56ZGBMjY6bzr1w6n3EWUzwTCijIqhoGkinUR/LppuSsgf3MDmhWPiDyIhhQoKk5ZFTTUHLimV7CM+GAoR+Vi2fIZ5ZbFy9kDb4xsjo6OpDL5WyRqIkTJ2Lbtm3c98ycORPPPPMMzjnnHPT29uKnP/0p5s6di82bN2Pq1Knc9zz00EN44IEHbK8vXLgQtbW1R/8gRwHdCaV/ZW++sdA4kEJKEBlNwWuLFmNsvuSsuzcIQMHaD1aif4f1PkcG9fv0xRNoamrCvn7991w6iaamJsu1ew8rAILYu/8Ampr2Wf62rlP/W7y/F7mgBiCA91ethXZg+NMy9uwLAAhg7+6daErpD3zogP7ajl170JTbBQBY1aqvubuz3fasANDdob9n9br1iDavQ3ObTsctG/XfCXrTABBCOpPj3qc/rr/vyN4dAIJo6+rlXldq9KQAIISgouHVV18FAPTl157MqHjllSaQ5oAD+TW/9+5yHKiz3mdLh0635ladbuvz3/1gv/25mg/pNNyybQea4ta9uW2v/rfD+/chnVAAKFj+7vvo3Dr8PLNzj76WA3v3oKlJ5w/z+9+Ampb1AICN+T3Q3nIETU2HbPdRszrd3nx7KXbWm3tvzQfvo5t6/M4kAISQTGdsNCPfU0DRsHPLJgBBHG5pKwvPkHUGFc34/L15GdHdN2C8pqco6/Jo6ZI3MYLRX/ccycuOAwfR1LQfq1r033s4e6+rXaf7mvUm3Qn27tf/tmfXdii5AAAFi5e8je0Mjw4HDh7Oy5Stm9HUtQkAMNivf98r3l+F+C6dj7fvM/m8qWmP5R667qPT7ZXXFqEhAgwm8/dYvgy7asxrd/Xp13b39ttodjgvxxU1gz07twMIYvc+ndbDjZ29+nebScaNdW7s0l9r7egyXiOyBwAWvf4amMakhszetnMXmtI7sOlg/h5HDqGp6YDl2sQAofsH6N9hlR+HmvX77Nq2GQoC0KCg6fVFGBnBsKO9U1/n+rVrkN2nrzOb0l97e/k7ONSgX0fzOSs3Cd0yOQ2vvNKEtKr/DgBLFr+BKBXMInRvo+hOsLlb/1s6PoAjB/oBBLB1x240pXcW+7FdQdaZGDB5e2deRhw4bMpawuda1i43AaC9Rafbxs1b0NSz2ZDr+/fuQlOT9bky+X22dPk7ODiCuU+3/re923X5m8lp+NsrTeBkKJYcPX36WlavNM+QIILIQsHCN97EuLyed6Q1f9Zu2oCmVqvcPBIHgBD647pe15GX6yGoNjruaLXTneCDNv1v/d2d0AYAIID1m7agqXtzkZ/aOxYtWlS2zyaIx+OervONkTUUXHzxxbj44ouN3+fOnYvTTz8dv/rVr/C9732P+5577rkHCxYsMH7v6+vD8ccfj+uuuw4NDQ0lX7MT2noHgQ/eAQB8pPEGIz/539e9hZ5EBhddejmmT6gHAPx02zIgkcBll8zF7BNGWe6zr3MQP9rwDhAIo7FxPt7f2wVsWoWRI+rR2HiJ9TNX7MfLB7ZjwqQpaGw8x/K3zLojwI5NmDxhHOqiQWztacP0M85C45zjS0QBMd58YSPQ1oyzzjgdjZeeBADYt2QPFh7ehUnHHY/GRj162b3yILBnK6ZOnoTGxlm2+yzs34CN3S2YcfqZaLzoBDx98D2grw8XzTkfV582wbiuazCN+1YvgQoF86+/wehaRPDtVW8AUHHph2bjhb0bEIzUoLHx8lI9vhB72vqANe8hGg6hsXE+AH16+3dXvwUAuGb+9YZX9d/WvAlks7jmqitw0lirBhva0orf7lyPEaPGoLFxDrLrm4EdGzF5/Fg0Nl5guXb9q9uxrHU/Tph2Mhrnz7D87d3/2wK0HMIZp01H165OHBrswVmzzsP8M4c/jffd/9sMtB7G6afNQOO8kwEAbwxuwIauFkw/7Qw0zj0RALDnrd3Agd2YduIJaGw8w3afn25bht50AnMu0vfaDze9DaRSmHfZpThziikzWvqSeHDtUuQQML4Lgv2dcWDNctREQrjoQ2fhv3etR13DaDQ2XlhCCvCxs6UXWPs+YuGwsc4tzX342ab3EIrE0Nh4BYC8t/W9xQCAxvnXYkTMamV1vX8AL+3fhvETJ6Ox8Vy0vrsf2LsdJxxnlyWv96/Hxu5WzMzvOxp/7V4LdLZj9jlnYXXfPvR2JXDBhXNxHiPXhgMvdqwBujsw+9xz0HjecQCA59tWYW9/F848ZxYaz50MAFj1yjag+QBmzjgFjddMt93nW6veQDqr4vJ5V2LKqBr8y/uLAGiYf+1VRjt2AFh7sAc/37wSkZhdfqw72ANsWImRdTWYfc40vLR/K8ZO4Mu1UuOtrS3Alg0YNXIEGhvnAgAadnXiqe2rUVNnvnakJwGsXoZIKIAbb2y03Wfbop14q3kvpp5wEhobT8OWhTuBQ3sx42T9dxr/fWQl9g/04JxZ5+F6Rn7895GVQG8PLjx/Nl46sBmD6RzmXj4PJ44ZfkfpL/a8CwwOYO5Fc3DJKWMBAL/cuwJtLf2YdcEcXHbqOADA68+vBzpacc5Z9j3AyuzBVBZYuQQAcNON1vOndkc7nt6+FnUNDWhsvNhyn8DmVmDbekwcNxpnnjwWi4/sxuSpfLlWauTWHwa2b8a4MaMMOZdcexh/3rsZo8dOQGPjeQCA9Yd6gQ3vY0Qd/wxd8fIWrGw/hGmnzkDjlafg7Rc3Aa1HcNbpp6Hx8mmWa3++6x10tA/i/A9dhItOHmP520+2LgUSSVx1yRw8u2M1AODKa65DXXT41eQfbVkKJJO4/NJLcM7UkQCA+9e/hVQ8g4svuRzTJ+p6HuHzOefPxg1nTbLcY1/nIH60/h0gqJ/9O1sHgLXvojYWQWPjlZZr42sO4097NmPMeJPuBF3vHwB2b8PxUyZhbH0EK9sP4aRTpqPxqlNLSAE+MpkMFi1ahGuvvRbh8PBHpWmQLDc3DJl7enp68MILL2D37t24++67MWbMGKxZswYTJ07EcccdN9TbCjFu3DgEg0G0trZaXm9tbcWkSZME77IiHA5j9uzZ2LVrl/CaaDSKaDRqez0cDpf9S9UU3V0VCiiIRk2XXCwcBBIZ5LSAsUaSSlATjdjWXRvTny+dUxEOh5GDWavDXhuLkPvB9rdMvj6sJhIyBFEmZ79uOEAagsQiIePz6/JKXzqnGa+R1tTRcIi7zlhEfw7yvGSWR30sarm+lm5SGQgiTNVSaJpm1IyMb9Dd0olMrix0ITwTCZq8Ua+Ya83BfJ2kftUyzwoAtXl+M3gmT0ea3gTRPA1zmmLnmXw9Ul00jFpCa851wwGS2l5DPUNNfk0Zit9zFJ/z1klmSBFakiYs9TXWvVcX0589p2oIBEMWxSib7wBZEw6ivibfxCCrlYUual4eREIBai/l15T//gEgQaXl6zxjrQ2piZiyKBwOG/SujdrpGAsTnrHLj5TBMxHUhMn3Uy6eIXLVPA/ImrLU2rMGb/HPjWhQT3tUlSCUQNCQ1zY5k993GdXOC4bcjoRQF9OvS+XKxDOKnWfqa+xrUhWS+hngrpOcN2T/GXs0aqcj6dyows4LpO6xLhZBLBzEYDpnOR+HE0Tm0bxAau/oNWUceKaWKp/XlIBB73BQQSxqDc8RnslyzmJyTtZEQqjNn49l4xnOWWyeMxTPwGy+w+UZRnYQOtbFHHhGsfMCkTNj6s1QMn0+DicyHP1N55mMZU3m/rDreURmZ/LniJOeVxu1ymrrWsxraiNEVyiPnkdQCfq4188fUuOLDRs2YMaMGfjRj36En/70p+jp6QEAvPjii5aaqWIiEong/PPPx+LFi43XVFXF4sWLLdEqJ+RyOWzcuBGTJ08uyRpLDbbjDIHR4MFr1xmqyNEyTd1DtycapCtRTaSC5mRZOjjZG184teMG7E1B3DrF0fc01pJTjVkkI/NtcstWXMxp5R8OKkYKBMn9tvCBU0c0L8XFDm3/k1RL5vK3/bc3S+E2vnAbYG10t8p3pBR0RKO/A5Zn6C5qMU5XzOGESRdO10VO0TX9dxpeB3vrnyVusEM3hYiVu8EOr/EFr8FOAcX6NK8V0lo5SXUkFM1LHC7w23EX1hAEoFu45+UvkRceW+ETJDO0nKnApiCc78vLbDVA3w8iGQM4z3Ck5UyN0Y67XI0vHOSMZUizfWg8DbZZhqghCH0PJ56pjQTL32CHwwtmF1M7zzg2oMrpep6XcQi8kTTmEPlA2Ruc+RFDMrIWLFiAz372s9i5c6dl7lRjYyOWLl1atMXxPvfXv/41fvvb32Lr1q348pe/jMHBQdx+++0AgE9/+tMWI+/BBx/EwoULsWfPHqxZswaf+tSnsH//fnz+858v2RpLCV4HPYDafNwuepyWp0x3q6F24zEPwPK3cOe3EM6vyWPXRcDeKU7UQph+PyuwaWWr3EYWjy6KotiMCd5sJBqFdIozeIY7wNoU2GVXfjiHt1MLYeEAa0oxpA8ztiMar6scAW3MG3Qp18wjjlIYpRw5pBU2TReFLa6B3WD1Imd4+yRF0yZUXsOcq/xwRiK4GeY0n9H8X0gLd0t31zLPr+EN9jb4eCidOpnB3ry2/94M8wBlBFfQ2cQZCO9Em0BAsZxNXuSvo2EeDpTdycWXM/bOt06GBGB3BDvSxmFUhNn63XR0lbu9PX+GI00bsQFKv5bKqs6zLYmj0EHPi4Zoh0V59Bk/Ykjpgh988AF+9atf2V4/7rjj0NLSctSLEuHjH/842tvbcd9996GlpQWzZs3Ca6+9ZjTDOHDgAAIBk4G6u7vxhS98AS0tLRg9ejTOP/98vPvuuzjjjOHPPy4GeMIaoAWTtwGqUWbzEeHCuzYctG9sAvqQL7fA5s0F4ynxrgKbaVVtRl6s15Pp8TlVsx3yRNFRFL3tKaCniGVzqm3Yc6kh4oNYOIBExlTwnNq70u/3MifLaRYJ38NcLgPUrhjyWgi7eVLp583kNJBZkTbDnJJNdsPcpIvhLawgw5w8i5afxxcJKe4KM8szgoG79GdxnTm0973MntQ0L/rJbTvtwjOcSFYkGLDNATKGNAuGEQOsw6KSeIYTycp5owt5T3KoDkAqmkGM4HIb5taziaMwO8xWA/TnTedUpLOqRV6wcBovYpzZlMJcbkPC65ws73JGTBuRAWoZ1BvSIzZ9yWz5I8NuDkCPep6bM90Yeu6g50XDZhfpcu0lP2JIRlY0GuUWfe3YsQPjx48/6kU54Y477sAdd9zB/duSJUssvz/66KN49NFHS7qe4YShFLIKMye9yMn7HmGiMEmHMLIXr1hNJFj2SBYvQhUL2Q8yU7DzWwax3ne3w0w3sviRrBrKkAB0QTf8RpY9JQMgz5kxnpP+fvnpgkxUwmGwrPMhT3vFKi8qwUsX5A0TpWFVmMXGKhlcnMlpHCOLclhwvNzDCafUL0A/5COhQEF0Ie9j7yW6lgbt6DBoU2YDlMczPPkrcubQz0un/bEw9lI+SkpHDA3ZRO2lcqWY8lPi7N+V02BvgDenUGyYs1kHNKwR84DlteEGLy2Z5wB02h9AnrYpojCL+Yu85mR8WgzzcvGMoyHBMT7dDHMjxVRMG9HZRMtt2gHIzgUcDtADu62plHZHiuEg96DnHbVjtAKcXH7EkDS+m266CQ8++KDRJ15RFBw4cAD/+q//ir//+78v6gIlTIhrsqybL6ea3nReWpyiKBbBRBsFLLx4C2Oh8ntS007pKhnOIe+WxpPRlRrai8NCFOWjjVZLyL4MtBENX2ZrAmjeYr3pgEMki8szQcu1NGjlp9wpTjzaOHlShdFPyjCjeYF/yPP3kzUqYRqfJDVvOGHQJWSvlQBgM8yFnnemVi3pqDDrn+WUxkNHzMuWSslz5jjIGTcji+YZ3l6KUoOyieLFfkYsHDR4sHxRCXF9De2IMp+1QMP8qJw55VOYAYpn3IwJN54JmmeTU3TdaUgzzTM1ZY9kkTPbbkhwnVxCw9x63jgNsBY5c+i9Szu6EunyndkAP2WbF8niOTsVRaFkMOXM4dJFLH95DkAZyfKOIRlZDz/8MAYGBjBhwgQkEglcccUVOPXUUzFixAj84Ac/KPYaJfIQpguSSBZRmLP8TWp5jyGwcxbvFgvak8rC3LRBR0/0cIB3kMU4SryIhgS0J9WpIJ2+Nqtan5kcWrFQAMGAYgxLLEddVoajFAL2w8xVYSZKQc4a4XPyFnIVZkvjiwqJ2HhUftwMczYqwatTEh/yVFQiYqbm8RTIUoPHC6xjBjBTv0QKs1GrZijYhSs/gDWSVW5PKi8t+WgNc0f5Sxm6Ip6Jhspf38irIaFlplc5Y2uwQ6W3sRA5APW6SNowLx9tNE3jpgHyzibPTUFyOecIX6GRrHLLX27qLR3hKyySZe4972nJZO+Gg3oZQDkb7NBr46ffcs6moP1ZAX5aMj+S5eAY5cjfcjVL8SOGlC44cuRILFq0CMuXL8eGDRswMDCA8847D9dcc02x1ydBQRyVsAqEtGCT0oiGA+jPpx4YaX8OhoRjfnc4yFU0hhNOhaJei4vp96SyOYsg4R3yIo8hm2IYDQWQTefKQhtRqoUtkuW1ID2rWpSYwguv7cpPuev4aO+7UxMZNwPUrSCdvoe98YXdWwgAybTKPRRLCV6tGqA/UzqrGgqQm4eZTecyO6I5eN9dohK81LzhhNdIlteOlG6pXzRthR0p6QhfBTm56OdJZnKoj4Y819eYqV9OkSy+nLE6x8qbLkhHH92aGLgaE3RUwqm+hmoIoqqaJTPBcHJRKaaV1JTJOcInMCQY2eHktHCLZBHZW84GO6LUfW7nWw/6zEAKFrnN3UsOkSxuJkGZ5K8fcVRT1i699FJceumlxVqLhAvMmix+C3ezUxxtZLnUHmVUM/LCTeMRezgSlHHm1B1sOGAKG7vCTCsePGOMRoTyFhFBElCcuzTalB8m/Sean9NSDtrw2uTSa2Pba7t5UfV7esvvdo5kBbgH6nCCG8nipWR4Vn5Mw5yX+gW4G+bRcMBosa9qZB3DOw/ETBe0O3P6k1nvPCNQmJ2979aUODZlt/xpyTzD3O7McWqxDVgbPDjVfQYDChSFH9WklUniIEtnVZtiPRzgOSxI9JN2PjjJDfp1T5EsUVRCkPpVjqgEvc/DvLOJ25TJQ1TCQc7Q+zGjqogGKKcNtZfKnn3iUN+YomoQPRvmjPOnkLOJzsoB6Hbpw08bIgNDAWvqPuvIzlG1W4U02HHsLshNMaXPbFmTVSg8G1n/+Z//6fmmX//614e0GAlniFItbJEs6jpeyhJAbb6cc+MLJw8HfciXW2DzvGLcWSSurZWDxnW08sOjo7Ami/Gk8cL8wwXPKaYePe+AtcFDwalflNLEpgYNN/jRT04kyy31K0wfZM7F61GBMUErBkQ5TWbUMh3yfDkjSkt23UuFRLIYDyltWNA1juVOS3ZrluK1hbtbJEtRFITzg4tFERs6KkxeJ2k9wwUytN12NuWNLM8RcyZzwimSJYxKUM6xUEDhtgUfLtDnJj/LwntUglvH5xL9TGetkXD6THNqHDIc4GcSmGtPZVXEwkHv6dpeWri7pGuT95RTzoiel53HR6/NvfYz51gT69zd1Yx+llv++hGejSy2S197ezvi8ThGjRoFAOjp6UFtbS0mTJggjawSQaQws0aWWwc9wKr4k+JOpw5O/Pk15vucWr0PB7jzayi6mF4x/qwxApoutBLDg2hOCy2ULPcsQ4hdpDCzEQGnLkXs67Qn1alWgt/2394UpLIUZns6hOc0npzqeJABXlJMA8Y9kxm1YmqyALti6LWOj1xHz1sRXWvfS5SRVaGGOT+SlbNdR4PXXVDEM9G8kSWSM9FQwMKbqWxu2I0sx/EiyawhL1xb2wtTTB3StUXyN+8cK6f8Jc+hKHpUkoDXjMNrZNi9hTsVyXI4m9g62+EGzzCnv+dUJm9k5bzvJcCtI7CIZ4jcZo2s8qX4i+qoC6q9t0SyxA5AJ7lqiX6W2TD3I/jfDAd79+41/v3gBz/ArFmzsHXrVnR1daGrqwtbt27Feeedh+9973ulXO8xDaHCLFB+RClLAO0xzBnKT02BUQleumApNt/v39+P/16xz/EanmAiBoCqmbnxXutr6CGhMZFCIHhmdoAm69EvFna1DeDev2zEgc648Bqn+hrAPORNzzufZ+hhmHRNgFN3K9Yrls2pxvdAK4bFNiRUVcPPF+/EH1YecLyON/PIKY3HW3GxcyRLmGLKGGdOHRqPBusP9uA7L21EW39SeI2o7T/b8tlNzpBnzaoacqpGpTiJve/2vaR/lpJP2XVqNXw0SGdV/PT17fjr+iPCa7I51ejaynPm8Or43Lro0XMKRTwT9sAzoXxaIXmWYuLdXR24/+XN6EtmhNeIHYBWp4VbzSI7ONhbiqnzXnJqaX40GExl8YNXtuCtbW3Ca+jzhs6GYB0WdIMMsewwZYITHckMR3ItDbq7Iy23it3F9PXNLXioaatjWpnBM9QzkFRpgOIZl/1B7yX2jBFdK4p+GjxTIjnTOZDCA3/djJV7u4TXiCJZNsdozpSNIUF6MG1IO6VRkn2ranoaIg1uJKsEhvn/rj6ERxftsH2+3zGkmqzvfve7eOGFFzBz5kzjtZkzZ+LRRx/Fxz72MXzyk58s2gIlTAhnHjGKoVtBOsBEbDwM73Mc+BgOQIG4ne7RYFdbP/7tL5sAAOedOBpnThnJvc6pUxFZazgYMLvtuaQ40a3tRR5mUdtpm8AuUYHxA3/djGU7O9DWl8JTn7mAe41ZqO/c9t8tJQ7QeYEMw3Ss4xMIYro2Tk9XKU3e+3t7O/Hwoh0AgKtOm4CJDTHudTyvOq9IviCF2YWO5HsQtv1nop/FVpjv/ctGbD7Sh0gwiPs+wh/K7nbIe218YRmGmfV2yAsbglBplPQai4VXNzXjv97ahXBQwbVnTOTyNR0V4BXrc6OfAtrQcwVTDoYEfQ+hYhgKGO2a2TECxcCdz69De38KExti+PK8U7jXiNIjRd530f4w2opn3BVsceMLq3OsVDzz3PsH8Otle/G/aw5j9Xeu4aaUC51cTCSL/s7cohLJbM7dmRMMIKHmhLVHsXDQMh6ADBgvBtJZFV//w1qksipOnVCPWy84XngdWSuBoiiIhYOIp00np5vxSTsxafnh1CxFVMdnOrlKwzO/XrYXv3lnH5bt7MAbC67gXiPOPrHKGU9lIZy2/04NQch96Ui4mbJLNzgrvvH5L39eD0DX866YUdp5u8MJz5EsGs3Nzchms7bXc7kcWltbj3pREnzwOlsB9gYPTvUyBLRiaESkOCkmEcrDkXUwJngNA4qBDYd6jZ+3HOkTXscfEkobWXljwiWSRdfXsMWwLMSeVKvSxM4LKhaW7ewAALyxVbzneN5CfW1MJMslVYX+WzqnIpGnZ60Dz2SyfI8YwESyiiywaT7ZfKRXeB1PAeIV9rq3nTYPebfUL3eeYRTDIjotsjkVm/O0eX1zi/A6t6iE2SrZWdGjaZBwGRUhjApn+XQp9iG/tbkfgM4TO1r7udeI5tfwIllOs68Ac98k0mathDiSJRigysqZEkRsugbTaO9PAQA+2OfgfRdGPxmecZG/5AwiM+IcI1kiJxerMJcoKrHxsC5bugbTaOnjR4Z5XRfptbHnEiDmAz7PiNKSBc4cijZsimmxsK9z0PjczR7ObHH5g9UB6KUjMO0c49FG5LwSyZlin03Ld7UD0LNQRFE+cUdgq5xxSy+1vCfrzDP0d2CXM4RnSndmb2sxZe6mw+Iz248YkpF19dVX44tf/CLWrFljvLZ69Wp8+ctflm3cSwjXlAwP3j8Cq2Io3nwWD4eDl7lUubr04XWgi58WZ0njYbxibLG+aYyJui6aSoGTUgg4Nb4whRJQmkgWK6BF6R6i+jx2erwx88iRZ0xaJtK6k4VrmIsiWaROJRTQ0w9LJLD3dgwaPx/pEafF8Q4zXrqg22FG7z8S4eMZn4CD912kGBaRNod7EsbPAQfJLzzk2aiES3OHIPUdx9NZSyt2FqLZasOlMO/tGDB+FvEM/V2EAvZifWIQaJrmapjXRPQkknjaPZLl1qo8aqQlF582NF164mnhdRnBHiE8Y+v8JnhWEsnSNKA/lQURa06NL0QOC/L3Uhnm9H4S8YxbExnWycW7loDIlHjalL8iOUNSC0VZFmwdXzHlzJ52U/429yaE16UFZ3GMObPdjCzaKIvn6RIJBSw1cARiOWPNJKDrbIuJvoQZnGjrS3GvMWdbCujCpms7jPiw8oz4bKI/S1wvbE0XLGaK6R7LmS3mGT9iSEbWM888g0mTJuGCCy5ANBpFNBrFnDlzMHHiRDz11FPFXqNEHmYLd2flhwgGp81HC3my+ZwiWQAnMkG9r1TpTa295uHVMcA/5C1pPCLvjy2/2znSoNcdORurbu1gzZoAu6f7aNHcaz3UaeFNQ5SuIoxkOaSY1lCeVLoej4WRkiEyPonyU6IIX9egySetAg9zLl8nRK8XoBVmc+1uxfq0hzlu7Al+JraoPkQYySrifuqk6NLWl3IwzF1qsjw2vgCstCE8Uxd1MMxdaiVKVZDeOeDOM3S03FpfwzYeomYjuaTFxT1EslzlTKh0hnl7v0mXll53h4W98QUb/XTmmVpq33RT/Oo0p1Dc3bW0qV8dA6aSLDImzHEIznuJTi8VpX7VhE3DPO5wZuv3EdRkUU6LYEAxnAXFNMxp+dsiMCQAWs6IIllWfcbd+My6OrlExhPd3AEoHc/QPN0qqItNuUayvKXeAlZnTtzBMUrSjQHxSBo6xVTTrDPgjhY0Xdr6xTzjRwypJmv8+PFoamrCjh07sG3bNgDAaaedhhkzZhR1cRJW8Ga0AJwwsodIltWYEDd4oOe06IWW5sweehJ4RuGnJxwt6EhW1yB/81nSeDjGRG+CPsyco1NmTZbz/BrANOjsnh+r970U3a1Yr3JPIo2RtfZ5SqIUUzaS5SX1gPaKxR0OM1HXKqHyU2RvYTdFm3aBwLa0VuZEsuh5Q+4pTroYHUxnDUOi1i0q4VLHVwrve2/cbFyQyqroS2YxskbMM/Y6EiZizkRSeKgNB9GDDPqSGUOpqg3bjx3X+TUlrq/pSZi0EfGMeISG9bui97lb6lcyQ+2lKP849t4spfi06aPo0uUUyTL2COt9Z+uFnR0WJPqZzqqGUy1ERURpCOtrDKWwxDxD7SdaSaTh2qnTFpVwl7/JTA7xjIsxUYAzJ5vOFZU2tPztcFCYxXKGKX8gnW8FjlFCg0xOM5qzCOUvoYvIMA+Vbi9lcir6U4VEskTGJ8k+8XBmkxrHdNbxzCb3ITXXBKqqWXiTjX6KujQXCppnpJFFYcaMGdKwGkaIN59VYLsdZACTFufgFaMLqunNl82ZLYVjoSAUWD2VxUIvfci7HGSAgwFq627FFzQ0XVKM4LVdKzjkE8z7SlEs2p+0Rq564hmcONZ+nWt9jceUDMD0MtOpBzyeoVMySOt8gDZwS9vcgVZ+RB3RaCPHOqfFfB59TkvAtZlFnSWSJfYWAg4RGybCWoq0uG5GSe5LZLhGVsG1Eh6in3QU2jHFVESXEhvmXnjGPfXWe+pXDeV9JzwjUgyFjS+oxkP6uoq/n3oS5veWzOgp1Dynk2hOFjvbx20vAboSmM6q6MxHigrfS/ya2GLyjKpqFj6hzykabnspxTj/nORvTQERG7cUU9qYiBfZyKIdgH0CugDu9cJeG1/Q0U8SkRZH+AROLpGcKSpdrLQQ8YzIqScqC/Eif+NUJoGYZ+yplLTOwtbxpbMq6qLCjy4IFvnrwDN+xJCMrH/6p39y/PszzzwzpMVIOMNzJMvDQWaZ00KFg0XXprLWOS10OlVNJAjyF9KumZcPPRQMUJ6fToGRRee9s6kWMUHExq0dbDqruqZkiOtrrN5C3rDSowWrCLIKNIGoIJ1dk5eOlEQ49yYyRqoALyrBphSQzxbPIimdwiw8yASKMB3NTWZyCAUVoy5EmPrlMcIHOHXRK326YDdzyAsNUJf6GrYdtxfDvNNjVIKdX8N2iouWwJDQNA29lDEh4hnR89KGhKZplr0UEMhBblRYEMkSzvYRRT+LaEywtOhLZASdFwXGBJUZAHhz5tTko59E3tcJUm/N6CdLF6uML8Ve6k+a9WKAXYEmED2vqCbLjS4Am/rlHP0Uyxmm9qhExkR/KivUB4SRYZvTwtkAjYQCCAUUZFXNcObUutDFHv1k5G8JDHM2+8TNmWOXM1b5a9RRO2UScOSMW1Mmmhfo2uRYvs4tGFCQU7WS0UYaWQC6u7stv2cyGWzatAk9PT246qqrirIwCTuENVnCWSRONVmmkm1EJQrwpLKd4ujZBmwL0KPBABWxGUjy647IukKc4cu2FCeH4nv9dZO2JIWIV0MC0AeZs/JTisYXbA2W6JAXCWybt9BD6hdRdui0zViEozBT9QeZnJlSIPQwFz31ixbYolo102FBG+ahoHlgJ7M5RLLm84lrsuwRPtc0HkHnxVKmfvUyh7zY++7cKc5r4wvANEC9RyWsKbXDkRIXT+csirrokHeLSgCwpNt4UZgTGVNhFhrmgmdm08KHy/s+gTMSQTyMmB/J8sIzJNWs0JQ4W9fFEkf4APdIlmgYfIqJCntJF0zQcqaAZin0DKlSdjFlnTn9yQxG1UZs17l2pPTYXRDQeaY/mXWXM8KosFXOlCLLoofjsODB3fj0nknA5RmBAcpLvyX7NRRQEAqaBmhCLXaKqTWTgM6A8TuGZGT95S9/sb2mqiq+/OUv45RTTjnqRUnwITzI2Lz3jLuHI0J50sw5CO7RHQK6VoKeX0OuK5aRRafF0VEtGiJDArALpqSLMUEbX10Dzp5UUU2ArbtgCWqyWC+YW8RGmK5CCtINZUD8vbGpX0FqQDEN+rV0VgU5X+lulEBpDvhkxtrG1zVaw1l/LBzEQCqLZEZFLOSe+lVnSf1ybnxhekj5xoRdYS5iHZ/tkBc4LVwKrw2FOeOu/JBDnkQl3ArSbVGJYajJYunitpdEET5Ap00hxmfCQ/TTa4Od0hgTGcffCUSd4qKCSJaXjmgGzwicXKJMAmF9TVE9717pwm/uwNZkFWJ8eomYmwYoP/skWsLao94Em5acFRhZLnIm692ZU0uMLBc54xoVLiFd2Lo9cbqgqCEI4zD2xDN5B6AHZ46Tnkc7kiKhABKZXHHrhSlaZHIakpni6ZDlhvjbKfRGgQAWLFiARx99tFi3lGDgnqtrVZi9tOPujWeMtAdhWgbnkGI9P6F8gwwAxiTyYoAuFI2nc9xp4KLOVoA1kpXNqcb73YbFAmahd50ojSfE7+AkikoUs7sg6wUbTLsYoLZ0QX4ky0lg1xlGVt5bGA5yvU2hYAAkO4RrmDNe1ExOg1qkTkWsIe4aleAZ5hTPEN4KUp48Fker/ACcerUSpKuwkWC3ejXXOj4PXUwJHdoHSFSi0OYOpW+WwvJInyBiLurUqUdD9Z9TmZynxkN09HPQxcNMDBenrl/6dcVXDG20Ee2nrFunOO9RCZKCbPAMJyVZ/yzB/LBhaHzBS6PkwW1OVianp9cXVBOb8dJd0O7MYbNP9P+DlnUWA2y9sGtanFt3QbKfHCI2RHfpGPAW/XSrbyyFnGHPaJGcETpzRB0pPUU/KQegS8aS1TC3NworxX6yndsCnvEjimZkAcDu3bu5Q4oligPzIHMuvHZrU07/jRgSiuLuSeUpzGTD0jOpimVMpLL2kDTPmMgKlB/A6hVLcTx5LOjnIHnCIrqIGl+w84BIdKiYQ0JZIRRP8Q1bUZvcKBvJKsAr5lZcTH9empN6wCqF7HVHA5ISQdCXzHJblTvVoNH7yVtKRsi450Aq393KpbjYLV2lVGlxNMQKs4vyY0QlPBTrhwnPOCs/hF+yqtXgtinMJagh8UwXgUddURSq9kg1FFtPyg81c67OzftOPTPd9cuoVyuBYsjSZjAtkjN82rBRfPK/kwEaKzjF1GOEr4R0YX8nEBsS5u+pbI6ii7vDIkF3MXVzWlBpyeycQvq6YsqZRMZKC9fIsFensUNmjpmWnD+bhIY5/8w2WtuTiHmw+HXULI8MvVlK4R0pB1JZ41lcDVCLYW7XJUuxn2zndhXVZQ0pXXDBggWW3zVNQ3NzM1555RV85jOfKcrCJOwQ19eYAsFSeO2o/Oh/I21E6yIhYQ4sT2HmDeqNBAOWdJmjxSBlOJA28gPJLBpi1o5ooq5f+vpM7w8tMN06L6ayqll47VaQLlSY9b+HBZ7oowFJ9SJrLTSVko1keVF+6ow0HmeFmXwe25FSpPwAOm+JCnILATnICF1yqpbvEmi9t8j41NdnHvKFeAsBswOm2FuY9xyXofFFnFKy0lnVsr9oCBvsCGoCnDzMtYzy43bAk8+PBawKRSmNzwTDM+yBT0B4QcQziYw+9sFLJMuoyfI080jssABK2xGNrC0S1Ns7xwVyRhz9ZHimgLbThGeENbEu6dqlTDFNZLLGGtI5VZhJYDqv+I5RQFfwvTQeskbMXer48ns3xXNyUbSPlsBpQfaPKWecI8PsDDFRt06nVPZaj2eTZ8N8GOSMcC8JI1n5c8nWLMWJLqSOOm17jYWpz9gNc9rALXa9mqZpBj8T2oiifH7EkIystWvXWn4PBAIYP348Hn74YdfOgxJDh1saD5BvPe5BYa7PGypkDpXoIANEubpWz7t+XRBAtmibj6Q31YSDiIYD6IlnuALbKV2QHCi0tzAcVBy7H0bDQSCZNXKo3T0/bBpP6WsliLdw/IgoDnUnDCHFwlX5GcIwYtNb6MAzTqkHhreQUqyLRBtCh7F1ERzJD0+Np+1tp528gNbop3tUIhrS0yNVjTYmvKeYWgrSmRbuxewURyIm4/K0iWcKq8lim8h4rZUAzPoaUa0abdDRBrewUxwzHuBoQPbSuPooDvckEM/kuPcWRSX09QUBZHTDvJCarEzOkGnitGR7VIKu72T3UzGdOUmDNjrPiCNZoiwLhmcKMcwHnaMSotRbUzEspcKs34vQRWSYi3gmGFAQDip6/QmVseFlLw3m60UBpyhfPnvCQ30NYK8RPRoQWhA5w0a2CMTlD4WnmLJZFoXWN4qyLErhsCBnk3v0k+/kMlJMXeY3AnYnl6KIZ4TynDlsfSNQfNqksipI8gKRwaL95EcMych66623ir0OCQ8QRWxooZmkChKdUg9GxKweDtEBD/DrJRLMQaZ/XnG9Yv351KsRsRAiId3I6ucYWc5RCSqS5SGNUv+7fh/S8cat8YWo6xf57DDH4DhaEOE3tl43skRRCTflJ1VASobRjrsAnnEyzAOUolEsgU34si4aMj2G6SzG1FkLr0UpGfT6Uh7TBRVFQW0khIFUljImvB/y7CwSoMSHfH3UWTEUzDwS1kp4MCaInBF2QwuY93BSDEXjAY4GhmFeH8HhnoShwLByQlRfo6/PdOYU0vULMOWMa3dXThoP3fUrXIKohEkbwjMu3neXBjteBlizPCNyAAozCRiFuTRplFa6iKI1jvXCoSAyuawlYu6Y+pU3NulObIXMPOI7RksQlchY5QzPmNA0zXWGoz1i4yXLwkX+ukayrA6LoqbEMXQRGp8uNVlkvV4aD9XYHBb8OmqAP6iZTdemP69Yhjl9Do2p02WwyGnsR4i/HQdcddVV6Onpsb3e19cnW7iXECJjIhwMGJEZizHhcJARI4ug3klhdqzJKl0YmRgOddGQsT7eYZZxUH5MYyLHFRg8sLQQGRNuxfo1rMJcghzmcXnjwa3xhTiNx3ski1V2WB6iwa3JEqSY0p9/tKBbqNPta1k4Hdx0uqCX1vbk82iIaOPUwQkodYoTOeR1nhF5Ur12FywkkmX8LlCYicFN3xewOyzYLqbFQILyMBPwahxFHmZ6fVaFWezM4Q04d5cz9jSeUirMACVn6omccfa+szJY2GDHqYspY2y6zinMRzUJWDljpOgWkS5Jzl7i1X4WbJg71qpZ/xZQxIY57yw2x5eUTv6mqeZShDa8MzurasL5g6K5n16MCQKRPiNqlmJ2WC59uqDJM4UZ5vT3pjdlcs9Y8nouAS6RLFrOFPvMJmnswYCxPpEB6kcMKZK1ZMkSpNP24afJZBLLli076kVJcJDLYcbWVRi/+yAmr40Ds44DqIMqFgpgMJ2zdERz2nxsXZOjkcUKnFwOI95bjpu2rMIUbRqQmwMEgyUII5tChKyPNysrk87gogMbcFF7GliSAS67zKANbUx4KS4GgJE1Vtq41QRYnjeXw9k716KhpwMj3w8AH75O6HE9GpBDwekgQy6H07etxrSDRzBhTQo4/aM2upADjOflZMEe6CwP0eDxzKQ17+GmLVtx6thO4PqZBs8MpnNFM0Dp+pbaSAjd8QxXMUzneWZOWwpYkrXyDFUTkOCkS/DAHmYi2vAiWcmUvpbJiR4EltYBl11W2kO+Lmr53YJcDmfuWIMzm1sw5oMMcMpHKLpYPczePKlWueLEM+FgAJlczkyLy+UwdcP7uGnLTpw0pRe4fJrNyMo/ylGBjn6SOpJ4JofR9EW5HEZ/8C5u2rIG04KnALnzLPKXNia8KMyBgIK6SNDCm+KIjT3FNJlK46IDG3BKth9YErXyTIm87wD4dSS5HGbtWYexfV0Y8Z4CfHi+UM54oU09owiOcDE+ASqqmcvhpE0f4KZtezF1Why4YGqJU7+ixufbop+GzNuEGSNOB246g+EZu2HuHK1h9lJN2LWO2ipndJ45vyUFLNGAyy4r+gzHZNq8j5OcIWf2hIFuxN4JAdddw5UzKpUWV4gx0VAjkL88XsjlMHPrapx86AjGr8oCp364JHOyzFT2/F4SyN/j1r2Pm7Zsw8nju4Brpxt0CeQHuaezKpJZ1VsX07B3+WvrYprLoeG9d3DTllU4DicDuQ9Z9Lxi8Yz1zA5aXqsGFGRkbdiwwfh5y5YtaGlpMX7P5XJ47bXXcNxxxxVvdRI6XnwRuPNOPHDokP77XwE8MBV47DHgllsA6IfZYFqfeeU2cBewezQcU79oD0d+LfMOHcI8spbnfgg89hiioQkAijcPij6Q6RoGC158EfO+cgduaG3Wf38GwFSTNrwmBk5CCbALaM8e5hdfhHbnnXjW+J5+AkydihPuug/AlKLWSpgeZl1g29IF89/Tj2me+TeTLnRqp6ZppjHhYGSxhriXSFaG4pnbDx3C7WQt//lvwGOPIRJqAFCKSFaIKhRnFMMXX8TlX7kD8wnP/OYBhmdMI8ut9oGA5ZGGGmeeMQ6oF1/ExK99HX88clj//aUfA1OnYsYX7wVwQkm6W5lRCTtdcOed+E+aZ75tpws53Imx5VSbxzos2N9pREIBxNN5D21+LV+j1/KTf0XwsccQDMQsNQlHC7rtfl0kqBtZtDGRX8v8Q4cwn6zld9+3yF+6W6eXOj4AGFUbwWA6ASBfdyqQ17ZmKS++iJPv+Br+2HxE//3PDwFTp+Ksz9wN4JSi7aVMTjVk21hRJCsv837PyDxW/pIzyYsxMcojz7A1neH/ewm4807cS/PM96ei7kcPA6gzOlcGHOpxvcKs47NGP43vMM8z/3joEP6RrOWJ+xieMWnjtVMcSa8GXBRmtqbzxRdx8VfuwFVE5v1Wl3nnffwb+L/QzOLtpXydZyigGDIwzjmzY1//Ov54OC/zbDxjpmvT8s9JztRHrbQQOrnY7JP89/Qwzb/fnooxD/wHgFEl6UhJeMZmfObX8nmaf392r1XPI0ZWJmer/eaBPYdExifAOI3za7ny0CFcSdby+x/kz+yp5nVFAJ19UkONtqgWFJQuOGvWLMyePRuKouCqq67CrFmzjH/nn38+vv/97+O+++4r1VqPTbz4IvCxjwFk4xEcPqy//uKLAPjpKk4H2YgCIlkk1WHy4ibHtVy6cSmAIqYeUClsbKoSAIM2MXJwMOvBiy9amhjQLWydwB7q7KFPEGaNTwFtPnT3FzF/+7tFLkjX70U8zBaF2QPP0II5lRfagHMq5cha5iBzUZgBYOSrf3VcyzXb3jHWUAwQg6omHDTy9C2HmQeeMRo8UAqzW4rpaGrYZiigCBUCm/H5sY8hSAwsai1Xf/ermL/93RKnq9jp4oVnCK+Q+zkd8qML4BlCm+jL/+e4lht3rgBQ/EO+Jhy0zK8CMAT5a9ZKOCmFgFXOOBmfRnfSrMkzYWJgUeu55Qd3FZVnaIfWOMP7XpiciVKt7QF7KjUP7OBaEc9Y6vEc1lL/qX/E/O3vAij+qIj6fPQToGSwV54hkays6klhVhTFQhtnniH1NZqjzPv0w98sKs/wohI8+asctss8u5xRLTzoRJsxdayccR4Gr2pA7oUXhN/T5M/fVnL5m6XGMAxFzpDmK04OwIZYGHSws8GDY3TqW686ruXCtUsAFG8vGWd2JGjU7IpqP/2IgoysvXv3Yvfu3dA0DStXrsTevXuNf4cPH0ZfX1/Juws+/vjjOOmkkxCLxXDhhRdi5cqVjtf/+c9/xmmnnYZYLIazzz4bTU1NJV1fUZHLAXfeCXByvY3X7roLyOUsnb88dRdkjKpRtc4ejoCaw4WPPei4ltv//BgCqnPqV07VcP/Lm/Hj17Zxc9hp0DUfRstjInQp2tj8khRtYnkSpCy1aoWlCwo9qXn6ZtMZ17X8++InkRV0cyNYvrMDtz39Pra39DteB1i7fgFUJMsjz0QVuobBPMyclB+2eYRzfreCgJrDjIe+47iWO//6uM4zDodZMpPD1/+wFo+9sVN4DQHxmtZEgpaWxwA880xNwPxcWgF3wmiKNk5pPIXyTCbjPC/kbxuO4NPPrMTBrrjjddmcOVrBlsbjkWdiAf1nwnu8fH0WoxmF2TGSlZczE+/7V8e13LPwVwioOUfDvCeexj//bhWefWev8BoCg/cjIWu6SiHyl0pxSnhwWABWmetGFwA6L3jhmZQzz/z+/f343LMfWNo685DM80dAMR0she4lmmcyVBdNx+hnrTf5S4aeB9QcYt9c4Pg9/fviJ1155khPAv/07Af4y9pDwmsIEpScsThzhnBmpwqQM7TDT2RIABTPpNNF4ZlfLNmFr/x+tWtDAmtNLHFY5N8zBJ4xHKNU3TkPNsPcJZIVUHNQ7vqGK89k08502dnaj08/sxKLt7Y6XgfYU0z117JD4xnaMHdJSx5p4Rlnx2hAzeGSn3/fcS0f//0jrme2pml4qGkrvvnn9ci6GGNxSvewndlVgIKMrBNPPBEnnXQSVFXFBRdcgBNPPNH4N3nyZAQdilmLgeeffx4LFizAv//7v2PNmjU499xzMX/+fLS1tXGvf/fdd/GJT3wCn/vc57B27VrcfPPNuPnmm7Fp06aSrrNoWLbM7k2goWnAwYPAsmWWOhIvaXGRUMDy9zGMkGKvnXNoM+rbW4TXQNMwrrsNcw5tduyi9/6eTjz77j78YslubG91NiboiFwN40X3Spupm1bp78t6owtgFdAjYiGjexcL4kmdsWOd41oUTcOU/g5M377O8XMf/NtmLNvZgccW73C8DjAPeXK4FEqX8LvvGIdWKpuzNRjggVWY2WgoDcIzNaz3lFnLhJ52zDm02dEwX7SlFS+vP4JH39iBjvyAUhGSnEPeMCY80mbGjnX6vTJmhM/NMKcjNk7eQqL8TN+x3plnoPPMyVvXOH7u/S9vwdId7Xhq2R7H6+iUHVvhtUe6jPjgPQBm9zYvqZSs88aRNnmeibBRGmYtk/vyPONwyL+w+hAWbmnF/X/d4uqNjlt4hkoxLUT+UqmUXqI1QAFGVl5enbh5tSeembp5tfCabE7Fff+3GYu3teGPHxxwXJ9JF7PxkNEQxCNtxqx5H4B1LwHOjWS8pgsCuvd9zqHN9mgwBSJ/3Xjm2Xf34c1tbbjvpc3CawgSlohNvilTOje0M5uKmLs6cygZ7KUmduombzwzacMHwmt64mn8+LXtaNrYgtc3O+gAsPKMrb7GI20mrtfXUojDwqszh0Rr5hzajMBh9zN71v6Njs7gX769G0t3tOMHr2x1XB9gyuCGmrChO8SHyjOZnHHWuaWye+UZspdGdDjreWO6Wl330u72Qfxq6R68sPoQ3t/b5bg+XrOqY9LIevnllw2v6ssvv+z4r1R45JFH8IUvfAG33347zjjjDDzxxBOora3FM888w73+sccew/XXX4+7774bp59+Or73ve/hvPPOw3/913+VbI1FRbODgspcZ6k98hixoTffmHoHIyuoYMJAt6elTBjodkyLow2rna0Djveypgvqz2cozB5pM6K7A4D3CB8AjKQ8hKzwpkEU5ob8Z7hhZI/4OlXVsCNPj7e3tzveh66hIsq9ocAUwjMhk2doz6wIsXDQUmA8rs6ZNoXwjJPA3nykz/jZLcpHp6uQZzHSeDzSZkxfJwDS+MJb6pcljcfFYQEADd3O3zFBfZf4uq7BtGF0bqJoxAM5kBXF5OlC91KsXffW6gOezYi1kyeV9TCzv9MomGcc5MzWZpNP9nYMOt6LNoos6YJD2UtZMyoRc1F+RtZYo58iEMWwzoEXaNR28p2OALCnY9Do/rarzVn+0nWaZN8bQ8890qYmv5YUpTArirMMZnnEzQAt1tm07mAPAKA/lUWnizOHPEttJGg0LBlMZQviGTr7JOFRYaajfG7ZJ4BJfzdEO8TXbaFkyzYX+Zuw7CVGYfZIG8LntGHuNqieTUtmo6EEoYACRUFBPOMU/Xxrm063PR2DrhEb2gFIzpOC5QztzPGQYgpY+YSlE41ogXvJ+czuNX7e2ux8NplndoifYprHoe44Xt3Ugr3uiT4VBc+NL26++Wa0tLRgwoQJuPnmm4XXKYqCXBEH2xGk02msXr0a99xzj/FaIBDANddcgxUrVnDfs2LFCixYsMDy2vz58/HSSy8JPyeVSiGVMgVsX5/OIJlMxjV1p9hQxo/39AVlx49HtD+fF55MI5lPSwtCdVzzxIaoMYy4IRoUXhsKAG31o7l/Y9FWPxrJtJhWh7pMhWdfe7/j+hL5UH04oBhtk+Mp/d6F0AY9+qaN51MiIkHF8XMbYqbQGlUbEl4bgC5kWuu80aa1bpTwXs35wblAvsuaw/pSmZwRza+P6HTJqhoSyRTCBdAlslPFYDqHgUTKOMzceGZ0bdhMe3CgTSigFMQziVTaE88c7hpEJjNSeK+B/HccDSqI5WtZBhLpgngmOXY80KnzXzyl76tIEI50GUnxzIT6iPBaRSuQZ+pHC+91oMM8bfoTzvKpL67LtNpwEJF8Os5gOlsQXZRJE4Ft+md09CWM10OKmGciimYp1h9T6yBngoXJmXhSzDOHu2meGcDJY2PCew0kiVwAYmGdZ/oTKWQL2EvhvB4RT2YwSHgw4CxnaJ4ZVx8WXhuETrv2+jEeVgN0jPDGMy29Ccf19ed5piYcQEghKVyF8Yw6YQKwTzckzPsFkc2K086Y8hqMrhHzTDhYmJzReYa/8i7KsDrUNYCGqNgQJI1RwpTBOJBMF8QzkSPmmUa6w4YDznKGPpvG14nlTCD/fXWO8MYzXSPGiHmm0zTGj3THPfMM6Tg/WOCZrU6YALQAyXQWAwk9pTUWdj4TR1Dt7WsjQcQCmgPPBArkmRSC4BsnJP0VANp64xg/QtzulDj7wgENNZEg+pJZ9McLkzPRnvyZlkxbeNBZzph3H1snljMBRSuILlPz5wcPBztN+evGMwMJnWdiIVPPG0jZz7MVu9px9/9uwmkjA/jnYdbFefBqD3g2slRV5f48XOjo6EAul8PEiRMtr0+cOBHbtm3jvqelpYV7Pd0VkcVDDz2EBx54wPb6woULUVtbO4SVHwVyOVw3dixinZ32HGYAGoDEuHFY1NeH3q4EgABWrV2Hrr4AAAVrP3gPnQ5RbCURAAlm7tm0Gk37+dcdOBDAyqlnonPkWIzpFa+lc9Q4rJx6JiZt3IwxnfyUzDU7zM9cvXkHmgb53x0AbDysAAiirfUIcj0agCC2796LpqbdnmnzdkBn8fauHqxd3wUgiK72VsfavIP9ANkagUSP8Nr9A/p1y8afjITLWppHjMPy8acI73VwwPzMnkQGL/+tCSJnbzxrXrty2RLj55ebXkMM3nlGy0YAKFj89lIk0kEACt5dugSbxMEGBDP6dQCwadW7aBZk3na0BbB+6pnoGTUWI3vEa2kfqfPMqavXQjvAT8vYccDkmWWr1iPavE64vl179Wv3796BrpQCIICNW/N85pFn3qkdAXQCu/cdREcEAAJoPngATU37hJ97qFPnVQBIdreIeSbPW8s98syy0ScK77Wtx/zMw139jjx9eFD/3ICWxXvvLAUQwkAyo7/HI10WDg5AQQQaFPz19cUgfPfmooVwatgWQhCZ/J3XvrMEmwWO18G+ILZOPRO9o8eioVu8ltYGnWeWv/se2rfweWZ/i8mnb7zzAfp3ilN+Dh7ReWbH1k3o6dZ5ZvW6jaibkPW8l44c1OXv1h270JcBgAD27d6BpuR24ed2tpjfX3/LfiF/be7Qr1s6cgoWeOCZtxsmY6aAF1a2m5+550inI89s79WvzSbjWLPyPQAhdPcNFsQzb2bSAKJIZnJYuHgJgBACatbxc3UHkqmaLF28UHhtLhPEyqlnon/MWNR3idfSkueZN95agsmCY7yl2+SZV998B/tGi3mmpUO/dtP6NYjnz9sVK1chOco7z3S26TyzbsMmHOzR+W7Hlk1o6tgo/NyBVlMWtu7fgaYmPn/taNW/uyX1E/ElDzzzVu04TBZ8J+8eNnlm274jaGoSp7Z9kOevgd4ubNnQCSCI5raugnjmrbx+2TuYwNvvrAAQRCYRd+SZJHUmBrUsXn31VeG1AU3nmYExY1HnwDPNI3SeaXp9EUZwbKycBgwkTZ75y2uLMbVO+LHoGdCvXfXeu9Dy5+2by5bjQJ33M7u/R+eZ91etQVunzncb1q1GZp+YV9M9Js8c3CHmr/2HFE96Xldez6vduQtNaX5pw+p95meu274XTdpu4frWHtF5prutBbuTzQCC2H/Izmdr2vTrggFg0aJFwvsNF+Jx5zpogoJauB8LuOeeeyzRr76+Phx//PG47rrr0NDQMOzrUX7xC+Af/xEa9DxhAi1fWB95/HE0fuQjePWP67GlpxUzTj8Trx7ZDSCDa+ZdjlMn1AvvvVrbhnWdel7+P374GltjA4Ldb+3GosO78eoX7sUnH/6mcC1/+6d/hRoI4tQZ09F4+TTuvX7f/AHQqYekR004Do2NZwvXt+et3cCB3Tj5xONx4thavHZoJyZMNt9j0EbTc8t5tLl09iX4xfYPEKmpw7TpxwH7duKkE6aisfEs4ed2Dqbx6KYlAIDZM6eh8YaZ3Ou2tfTjkY0rEIjVIuzyPT1w9T9DidaisXEe917Ld3UCG81aigsvvwoTG/je95a+JPDBUoQCCv7uwzfg2x/oAueKK6/G2PqoZ555dPdy9HTGcc75F0LLf/aN11/rWGv1t551OLBVT5H4xEevF9arvRXfiLWdzXjvrvsx/4GvC9fy/Cf/BWogiDPOOgON50/l3uuXe1cAvboHfuxx09DYeJpwfa/8YR3Q0YbZ55yFIz0JLGvZhyknnGS8xwvPnDvlHLx0cBvGTZyM8fUR4MhBnD7jVDRec6rwc2e0DeA3O/QOZpfNPh2Nc0/kXreluQ+PbHoPgVidyTOCtTxw9T8jXD8SjY2XcO+VWd8MbNUPzMGsgmuuu17YOXPNgR5gw0qMrK/FjfMvxANrliCnKbhuvv4deuGZG2/6CL697g0kMyrOueBiYP0HiIQC+PCNjUK6AMATe1dgaz7N6OaPiK/9ffMH2DfQje33/hAf+taXhGt55tY7oQaCmHX+bFw5czz3Xt/fuASA7gWfcvJpQnkEAP99ZCXQ24OLLjgP8e3tWNt5BCfPOA2Nl03zvJe2vbETS5r3YsoJJyHSnwLaWzHr7DPReNEJws8ds6cLf96r14xedeEsNJ47mXtdaEsrfrtzPerGjHfmGU3nmRFjJ6Cx8UPce7W8sw/YpStGSUTQ2HilcH3RrW3AlnWYMHYUrrriDDyyaQWUsPkeT7S5/np8d+1b0KBg9pyLgQ0fYGR9DRobLxd+LgDct+5N9CWzCAcVNDaKeean25ahN51Ay/d/glO/+jnhWn724a9ADQRx0dyLcOYU+zmuqhq+8Z6puJ14+jloPE88juZnO5YD8Tgun3sRNr29B7v7O3HGWeeicfYUzzyz/KXNWN1xGCdPn4nDuzqB3m5ceMFs3HDWJOHn5jY04/U/63v+xivm4OKTx3KvS6w5jOf3bMaoCZM98czYKVPR2Hgu914bX98BHNinvyc6QiiPAKD3g4PArq04YcokXHbR8fj19tWI1NYb7/FCm6svuwo/2vQOtEAY58w+C9iyDuPHjkRj40XCzwWAf/1AN8Ynja53XOP9699CMpdB9388grovfla4lh9c+89QA0FcPu9yTB5pP4s7B1LQ3nvb+H3muR/CFTP48ggA7l29GEAO1109D39rX4+25n6ce57+Hq8883LfWmzvbcdpZ56Nd7r3GTz4oZPEEai2Ffvxbt4Yv+XayzB9Il8nPLh0L5oO7sTLn/s2Pvvot4RrWfqV70DNBTH1hBOEZ/GS/91opEFGGsYK5RGg65fYvxunTDsBHzpxNJ7fsxENo8ehsfECy3U9Kw8Cu7ciqADXXnstwmGxnjIcIFlubhiykbV48WIsXrwYbW1ttsiWqEbqaDBu3DgEg0G0tlq7uLS2tmLSJL5QmjRpUkHXA0A0GkU0ag/5hsPh8nyp//APQCikd5+hiiOVqVOBn/0Mofz8BDJfIKNSBZZ1Mcc1f3T2VDy38iBmHT8KE0eJXTCx/L3Xz7kan3rhBeFadijTgfcPQIUi/Nx+ap5TTzLruL6cpm/qWDiEuqhuAKZzMN+Tp03fF7+KBqpYk6ZN/aEe/X1ZFel8ytKImPN3OXFkCOefOBprDnTj+rMmC6+tya8pk9MQyq8l9dWvIdpiFu4rU6ei5YGH8Pr2UWjIqcJ7DaSteyiRhfDarEZSKIKIRiOIhgJIZVVkEdDfk1+L+vU7oRwW8wzJ5R5Im4J0RG3MNmmexs2zp2LR1jZce8ZE1MTEqRGEZ3ZdNh/XO/DM5sETgc0tyJG1c9ATN8Py/SkxDQFzZlltNIzaqJ5OkVF5PPMVNHSYsoGmTd0HBwEA6ZwGkhpe58Iz0yeNxAljatHcm8C80yYKr62LET5WDZ4Z/PJXUddm5d/d//Z9vL53LE5QNeG9epPWtOxkDqgT1K/kQPZSEPU15vemKkGEwyGDLrmvfd3SRIDHM8mMiv60WavmJhc/ceEJuO//NuMTc05wvJbUkB6+uhFzHHhmTeskYH+3UM5omoZummfSOcfPJXV39TURoyYrqyqWveQmf2sj+v0zOQ2pPA/WxyKOnzv7pLEYVx9BIp3DpTMmOMiZcH5Nppzp/+JXLQXqytSpWLvg3/F6yyScr4plRw/FM33JDEKhkLATZjovf2sjIYNn0lnNtpfSd3zN0qzEspeoZhf9eTkT88Azn517Ev7zzV348rxTHa8lToXO+Tdh+gsvQBN8Tyt2jQa64kI50z2YBpX5hcG0s5whPDOiJmqcvVmtMJ6hz2xS91Nf48wzc0+dgLpIELFwEOefNE7fuxwQnslQPNPzz1/BqE6rzFv6lX/D6z1TcZ0TzyTM1M4+lzM7q+blTCSEuvz5kM7ZeYZ3Thpndo+eipzK5pDJ368mHHKXM3OOxx9WHsSnLz7JWc6EggAy6G38KI5/4QVkv/Z1hDgyb8m6WiCdg6bweaYvnbT8PpgRy2r9efLfcYzmmcBR88yImqjj514+YyJ+/PoOTBlVg5lTRgm7NBKeWXvB1bjdQf4eaDgbeGMHspqYZ7otPOMsf0lpV00khBH5OtVE1r7/1PwZFlLKqI9T8Pr5QzKyHnjgATz44IO44IILMHnyZKGQLiYikQjOP/98LF682KgJU1UVixcvxh133MF9z8UXX4zFixfjrrvuMl5btGgRLr744pKvt6i45Rbgox9F9q23sO7VVzHrhhsQuvJKy/R40hhiMGW21qx1KYg8/8TRePtbV2KsQwMDgGoHm1OBW/W1fO9ff4X2HfvwDzd9CJfefos+CfzlzeZ1AvQnTeXHrYWwYwt3gltuwX8Gp2PT83/DJ46P4KM3nA9cdpk5Pd6Yk6UagzTdiosVRcFv/2kOOgdSOHGs2Pi0TYW/5RYsnX4Rnn7ot/hQNIV/+cw84LLLkOlNAT9+y7HrYk/Cmt/blxTn+7LFwLFw0DLriqyl/7pGfPGfH8WEgW786KvXoOaaqy08Q5TannzeezCgOBpYAHDjOZNxxpR5XM8eDXOGmGbw7xf/+WeItrfiXz5zBU68+XqdZ/6wVr9OUESraZqFT/od6KJ/ntlBkp3RY+CWW/Cociq2/vkVfPKECD5yvZVn6IJ0r8XFoWAAf/v6peiNZ3D8GHFasUEXimeeG30WFv/6f3HjOOC2Wy4GLrsMiZYB4OfLHYuLu5n905/MGnPTWFiayFBDb1NZFUZH4VtuQesV12HB136OSYNd+OnX5tvlDFFQ8kaMW9cvAPj0xSdh7iljccIYh1waMMMwb7kF2k034f99+icYP9CN+794DcZcr/Nv+Em9y2FasJ/6kllLrUR/0rntND0Ilp6rZyDPv4/e9xT2btyNG+efh/lfutVCl9qo2WHOa+OL+mgIr991ObKqJoxaA3ye+VVsJlb9z8v42JQQPvbhDwGXXYbunR3As6sceaZrwOQZVdPXK5qRSHcvY2ekGbjlFmycdTl+8p1f4+RUFx78spVnoiG9zbqqAV2DKeN+bvjGtTPQeM5kzJgwwvE6y9y5W25BHyXzfnrnfETmzdPlzCN6xEFEm05mL/W58IwxiDsS4NMmzzP3ffOX6Nl9AJ/6uwsx59M3W3mGdCVM5TzNnAOASSNjePOb8xAMKLYB6DQsZ3Z+Pd9LnYjDf12IL5xag6uvmgVcdhla1x4BXtjg2ESGlr9O5xJgyt9wUDHHGnB4ZvmMi/DrH/4Wp2e68G9ftPIMoUEmp1lmKLnh+zefjc/OnYYZgkgNAZk7l87zzK4Lr8T9dz+BU7L9+MFXrjPOgsimhRhMi1uVs/pLX0JMG1XVDJlEd3ZOceTMN+74OXKHj+BL/3gJzvj4hxk9j/Ca6rnz4sxJI7Dk7itRHwk5tsEn9VBkL+GjH8UPvv0rtG7fh499+EO4/HO6nhdesku/zuPZ1O8yHsA4m0IBQyexzEPNg/Cyi4pScRiSkfXEE0/g2WefxW233Vbs9ThiwYIF+MxnPoMLLrgAc+bMwc9+9jMMDg7i9ttvBwB8+tOfxnHHHYeHHnoIAHDnnXfiiiuuwMMPP4wbb7wRf/zjH7Fq1So8+eSTw7ruoiAYhHbFFTg8OIhzr7jCsvEAGAplT9xkbi+C6bhRNa7XGMYEEcTBINaefC7WhE7EjRefb6yFtCV1Eti0wjPgUfmJhAKGwsLrOpOGgvdOOAdzrjoVmGdN7aMFvdFeVuD9o1EfDTkOaAaYAz6PpAq8d8I5wMljgHkXG+tnr2PRwwjsXgeBbXYC1O8bCwfQm7ALpkyeLgDw0yvn2XiGdEQjkSK3DnoE08Y5K8uA+czGARUM4t2pZ6F//Gn4xhXzKJ5xpk08bZ275nrIczpS2g55AKk8bS6+ZgYwb7rlb3TnJ1P5cZfsDbGwY4tcgM8LSVVfy7Q5xwPz9O/LjS4A0BW3G1ki0HspEFAQCQaQzqk22qQ1fS3RoIafcOQMoQNRSr3yzKkuyjLAGOYAskoAK/L8+z1KCbPxFgOe8ekEq2Eu4JlgEJtnnIc3clMx90Nn2+hCZiXFU1lPM+cIREYxDcP45PDMuVecDMw7PX+d/nmOhrmNZzJCOZfKmXuJ0CWrasjmVEuaMJEze2s0PMDwjKLoxkB/MouOAe88oygKTpvknp7POrpSefmrKMBjV10FMomVR0MaPRy6OMGUM0FLZ0kLgkGsO2UWNkSn4eaLL7DxTD3VlbAQnnEyyAl4e4TwzA3XnwnMPUl4HQuaNsmMikxOFTrjMhyHBa87H5EzbSM03MvwDN3BthA5EwwomDnJXc4YBigZRZGny8FRNcC8ecZ1YReeYeWMk2FO3yMcVCxdAq0PEcSqaefg4Mjp+Oylc208Yzib01njvHczzAFveh7vzF5/ymysDJ6I+RedZ8pfF7oA1rPJq/zVHYAc4zMP4qQOlT6mU1QMychKp9OYO3dusdfiio9//ONob2/Hfffdh5aWFsyaNQuvvfaa0dziwIEDCATMzT937lw899xz+M53voN7770X06dPx0svvYSzzhLX4/gVZKN15RVmtza5hcDmSYWZLkFvcEMxzPI9zJqmmS2AAcvPPKSog0wYyYKpiPIEv3VCuv55tR6MTy+IUIqHqmoIBBRuy1myLvo6FrZIVkJMG8PDTEWyALtiaHh+FI0bbSbvIwadF0PCK3hGAm9OmdshP8jwiLvA1ozPjxozRThesfznhTkSmyidg6kskvn0O6/GhBtMupi8YNLF/Awvyo+dNmLFkD7I9M/SjSxWASLfl+ggq893qiKt470c8F7BPrNorpIbbVi5UpDC7OBJpXmLBYkqDKSynudkeUWYZ5gbg0hpOaPYrmMxmLbvp8mCZp0WJxf1LMmsinqKBuQ6Ic/kjaz2/uLzDCtnDMUzFLTIPIOGnnnGuwMwSo1PEV3nyDOUwuzFMeoFrMNCX5/dYWSLeHHAzizqT2aF9dsWhdnByZWmziYW0ZA+eDinaugcMFPjiwXWeEoZsxCt35Hr2cShiwi0QUJHsmyGOUz9KcLhGSJ/+ynDvFi04RmVqaydZ2wZPBwMUmUh/cksNI2vgwAm70WCZiTLZnxSnxc8Foysz3/+83juuefw3e9+t9jrccUdd9whTA9csmSJ7bVbb70Vt956a4lXVX6QTUC8TrXhYNHSOCOGd4HafBxFwktUIkel8bBKIgvrIe8gsPNCKcwxKokSomqmp6k2WiyhZNI3nVMRCwSNQa085Ye+jgWbauCYLsiksMUExoSb8kPmuxCFmVbyjxbsAZVTNXOuEsUzbgK7kIOMvg/NMzyvGGt00CAH2WAqaxi0xTrI6MYUGVVFNBCkBh6bf/MSFaYPMsCZZ4yDLP/50XAQ/ZRBQJBy45lI6YwskcIMMIa5BzlDwyvPhEOKM8/kX+M1FzEM83TWcxqPV0Q4Ti6eF5snp1mwPONkgNLOK5r+yYw1xdB05vDvQ4wJwjPFMj4BSs7kjQmeUggAURfvO8szXlO/wkHFkL8pB2OCJ2fqaGdOkQ1zU/6aaxqyM8dmmGfERhZtfFLp2qySbZxNnC2iKArqoyH0JjIlkTNRxmmR5NAFoOUM32kc59BFBJq+ugHqYEwwspoG2Xd0FK1Yhjk3+pmx08ZLlgWt2+VUfa4nSY9lkfJ4Zh9T6YLJZBJPPvkk3njjDZxzzjm2ArBHHnmkKIuT8A4jkkXC6wKGHgq4KU48r5hLWhyr7Aymc8LIDsCvyeIZWU6RLFpxJbQpdiSLrDUWDlJKuZ0uZK28AyPJHHJOimEibTXkSCqlMJIlEEpEYJse5uJJrwjjVacFN62wuXnfC4nW6J9jKsJOBxlrdNAgyk9/gWk8XhBhIgDRUNBZ+cnZFRQC9pB3TFfJWp9XlBbnxjMjYsOgMJPUL2p4OP387h5mhi4OCjNgVYQNxZDLM+6RrMFUzvMAVa8w5ao9KsGLCjtHJYbGM4GAgkgogHTWHv10UpgBkzYljUoY0U9+ChWJWHuXM96jEsJ6NdAGvINhXgI5E+YYCE5ntpNhHrcZ5mLakPuEqUgWeZ3+TtxSv+xGVvGzLAw5I3CKuGdZsE4uD3spqMsyJ6dxhrqWBUlL7qBqK52GwRcCfvZJ4TyjD6u3/q0vkRUaWVzD3OHMPibSBTds2IBZs2YBADZtsg7KGY4mGBJ2kI3W/f/be+84OYozb/zbk2eTVtKuElokJIIIIlgkSWCSEuPEHYfjywEvNvYd9r0YzjbGd3A4Yfv8s332Yfvw+TW+4HQ+26+N9wABEmCQRJJAQgEUFyTtKmvj5P790VPd1dVV1d2j2e3p2fp+PnzQztbMVj/z1FNPfkwja/SEEgBuqNrN+04UZNINDzA6IYpqAngKsyxdMMFxpRoKmjF7hdQjpD3UZHlBnEpNNfO7eXSh1wm8YkTQk1oZVhmikS/ZIx+imgAS4RNfZIZzpK8ykLrFpZ7ID0QKM8BXDEUCe5hKjRwplLznd4uKi8k6yUXWSik/JI1IVmTuB7SCTniBp/wkK/nvum6kmcY5vM3SRlbjyD6v5TH0G/006HCg33sTA69gDXOhwuwiZ0ZYutQoYk72xUvDJlHhwVyRUtpqrDC7RbI81EoQxdDLeaIbggCGnMmzDXaov8dL/QKs2qPRVJitqITT+AQs2niWM5JifaeRJU4XpFOhWJCzdHS4YGZ4JGvEM7wMAZ4zx1NUgjSfqNDGa8Sc/ju5gt3IIne72DA31vZV5EytHKNkb4BFj2yRf64tR5dTFgCWw8I6S+6RLCK7hE2ZYNVCcg3zlP3OTsQiwjEqfkE79sy9VMEztO5iyeACAH4tYZ5jmHPTKCv35bhIF1y1alWt96FwgiACjLQu9tLcwSt4h4/OfSfgec9oEE9PZ2sS+46NGN2tckWJkWUJP1mthCySpWlGl6NsoVzzSFYkoiEW0VCkUuF43ehs6wSXPBFm7U1xHBjImdEqHtg8f9MAZVJeTM+PKJJViUrsP24I7NYaGRIApdQwCnMsotkuBTeBTS74jtYE3joygmJZdym8tvLZT7S+pqwDhypRPrcmKF4RjWhmvYFlgHIuMsrKET3vMEMbngOCwPQwx+w844xkVS4yl+hnb+WSJ5GtWkBUkyVUflzq+Ahd2FQwGrqu2wxzabG+pL6G0GUwWzQ/r1a0MZVCjx5mWdcvlmeyEtrQneKMvxVFf9aZYmpGJUQKc8WDbTpzkrVz5jhSvwQGrl85w2uwRCBM/ZIohtyIeYIYElnHaycKblMmTloy726nUSyVTflp8oxEztAOi3hUMztLGrSxvnc3hZmcpz5yN9XQAcjqKSKniOVc5uszxGHhhWec6dp8Z46u61LDnDgsTPk7Cnc2XVMvi36K5C+Rt7GIhvamOEaOl6QymGeYF0o6SmXd1g0xb+oz4i7N9YiQZTcqiMBGemrpYU4yh0/XdcuYSDgV5jznsgEs5aclGbMViotAd/1Ky7oLShRm4/3Ge4nXdjS8YoQ2Zg4z4611u+SJMJvYVJkTUZDRxV4Ya3l/mKiES60EEdCELrUyJABnoXlO5GF2E9jkIqO6sMmMCV4ki+cVk9XXNCWipCkZBnK1pw1bU8SjDZtWyAO55CdXerDLL3k7z1hRPpZnKheki/IzKjzDFqST+kZG+TG76LnU1xCekfFLqayDzNuku+jJivV5UUUiz0YKVt1prWhDp9TqOlEMnbRx64YGWDWOhGekEXM2xVQQsfHS+AKwnGwtNTTMzagmky7IRoTc5MxI3vtZoqMSmqZJ2057aXxB30s1j0q4RLJ49X40hqlzYNFG4gCkDATDwSmoF3ZxANIp20CN5S/rzOHUUQPukWFydghdZMZnjj1LhC7M3VRk5BEL4qAYGIWz5DWS5WaYEz0vnYhK9TYCXndX428zzpzx1Pjiz/7sz7hpgZqmIZVK4dRTT8WHP/xhnHHGGZx3K4wG2BSM5ho1dwCch8qoEyF/1ymwRZGsLGUAko5TsuYX9tk+1h5YD0dREl4HrPxuAlFucDUwLk+rzbjp+WEFdiyCkUJJKJjoSBbgLMSmwSo/Vu2RP6HECuhapcQBzgtKlPrldpERD/OEdNyMAI3kS8JW6fYW7tXV12iahpZEzLzggdorhiMFKl2FQ5toRDPTXN0u+Y4WYpj75xlH6ldRHpVglZ1RueRdaiXM+hqXmiwy/y9fdMoMAkfXL96cLLKWoSENli4RrXbOHF7qaFYWySrp3Dq+YqlsPoNlgHpRmO0NdhxyxqWOj5UrbTU9S6ycIfKXny4orsnybpizkQZhC3dqXzzD3HGWauqwcKbUyuv4BM0dclZUYkKa3E3eDfNU3Lj3WIXZrVMcGwWuacScdXIJugu6daQcMp05hpyR3tklJ12Mv23/7AIjj1iwel1zzXUZ67vRdV3ekVIQ4SN0aE7EpF2hCeg722ZkFcpoovqruDXYqVdU5TaZMGECnnrqKbzyyivQNMObs379ejz11FMoFov45S9/ifPOOw/PPfdcrferIACrvBKBWAs4iospT1aKk+IkusjoFt6eIlmCFsIODwe5yAQNNNoYWoyqV0xYR+ItkkW6Nnkxssx0wZhAYXZLF0yO4kXGpPG4RbKE+d1UTVSTIC2Shr2IVhbJsniRB1YxrK3TgqREiGmjaZqrl9kZlZBd8va/YUayRB5mQX0NS5dapquI62vstHftFMdE+ADxJe9I/fJQeM1tsBOL2Iy4lmSsZvXJbOoowHfm0Pvi0YaOSpyQYS6Qv251fASjKX+F0U/XFKfqHRZJgcPClvolabBDMFpRCTP6yaGNu4yxomxNggZLNBwGqCDK5xrJSgTAMz4jWSMmz7gb5uydbUWy+FFhY60Hw3wUjE/yvMWyDtIMuppIVlOSGr3j8c6ORSOIVeSoU87IHYD1iqq2O23aNHz4wx/Gzp078d///d/47//+b+zYsQP/63/9L8ydOxdbtmzBTTfdhM997nO13q+CAO1N9paqbkNR/YA9VIT5oxHNJgh4DTJo0KFnWbdAdr1jTotDYMvTBdsZI6uWBijrFeN5mI119rQWFuR18j36ye9OJ/gXmWsHp9QoXmSCrl+ONB6PhkRzImp2URQZE3R9Tdw1kiVWmAE7beiuc7UAW5QujPJJFMMCHZVoTVQ+p4rop8+UjNHkGcdgWZMu/lJviWI4sTlhpn2KzhP5W5pmyLOkpPBaZphrmmarpxmNGhJAnpZM74vHM3RUgjieRjxEJayaLL5hnnPjGcZBUduoMCN/RdFPztwoGqbDooWcpTLKZf5aNvXLjGQxdHFL/WIdN6NRX6PrMNNXZZEst3TtlmTMNqRdBGdaHElL5ssZr3dTLbMs2CifKJLlOl4kx/KMH+OTnCW+YzSigZs6ytKlpjzDOMlFcwrd9DxbJIukC3qpF2YMc5EDcFxEsn784x/jjjvusA3+jUQi+NSnPoWHHnoImqbhk5/8pKPzoMLoYWKT/VJnozcnAlFBeipmb63spvzQHntZRyYCOr+bNugchddMUT8L1qgazTxm3vwwem9uUb6JTd5TMsyohKCI1jUlYxS9YqxSI4pkuSk/w6Yn1T31gE55sQ0JLZZMby6BLPULsF/qtYxiAc629bwhzYA8/ZZWdLzU11jpkaS7Ff/8+Y1+1rIjJVuQzmsiA7h3pCQGVYsHTypbQyKaOUfvS2SY0zxTS+MzVkkdBYBcJSJpKcz8SBaPZ+iohJc0Hrabomsky2O6YC0NUKvxBdup02ckK2evrwH4hrbxt/hKoWgcAv337XuP2pyUtaQLO15E13VuJItOt2RlJEDxTNKbwixOSxZFzPmfM5qplMKaLEEXU7cuep4yCRydOuWRLC8yBqh1JCtq2wMtX3n1wm4p/n7ljGO8iEDOjAsjq1gsYuvWrY7Xt27dilLlEkilUqqd+xjCGckavaiEaNK4W01WjopmyGaLEDgEtiAtzrr0+PzWThmgrakYtzajWpiC2C0q4dKpyNn4woPx6RDYoloJQWvl0YxkCaIS4oJ0UbOUilcsaaWruCnMACmitWpZWJ6U1UoA9vNTy4sMENce+WkKQi74eNSqlZDxjOlhJvU1okiWb+Vn9Go/rUGY3ukCWFEJL4Y5r4YEEAyWdTHMaWdOLVNvNU1zGqAcGUw6V9J7pTFsniVLYfZT+ylsYuASlWhvGr10bcfMI1Hql4uTy6zja7HuUbfopzMqLEv9EvGM9fdGgy6AEf20yUbhDEeeM6eSru1RYWaHL7vP4xO1/R+9VHbWGewmf0XOHLMmq9VKF+QZqgAvxZQvZ9gGRSyaEzHQanVNI3yCSJbfOYW0nHG7swFevRo/khVWI6uqb+jGG2/ErbfeinvuuQcXXXQRAODFF1/EV7/6VfzlX/4lAODpp5/G2WefXbudKkjRVjEeSGrAaESy3OfXeIvWuLVkJ+Dlvg/kipy0OLtgZzGBuuRrmSpI7y3HCCa/KU5s4wt/aTxEkPnzFrK0IPVgtYCovsZRkO6x61dTIiadlcZ+RjwasV1G2WLJ7t11UZgnU7SYRHm3awHPXfRMo8P5vMT4bKJSMqTtuL16mEn0U+B+o7s8ArWljWhIKGuYu85pMev4Kt2thsRRPrqzFf23WA8zm4rKQ2drElt7BwDUXs4ko8aMKqf3nZUzxh3Ao43f+hpW+RFFzN0aX7A8Myr1wl7TBV2jnzFzjuNwvoTJnLWsISGarUYbNjGBY6+jJWHOD6slXWJU45xcqQRQI5xoA9SWYloqO+QhT854SWWPM+eJNVRyLoY5yzMTa3g31aqOmsiZjsredN05dJmAlR1ukSzRvRSNaJjUlMDhyjiaybWkC+XIKVMDhcUZFh4iWV6MrKL9PAkNc5emTPWKqoysb3/725g6dSq+8Y1voK+vDwAwdepUfPrTnzbrsJYtW4YVK1bUbqcKUmiahvZ03Dx8o1F3VCwbh098kcmHhNLvyxW9X/JWuooojCxP46FpUWvlhx0UahbrC9IFRZe8r8YXbNcvc7CsvzSejpakeREDNRbYXiNZLtFPnmIoUpgtZc/w6Ec0axB1tmDvSOhmmE9pswYndtSQLgCv8FrQ3UoS/bSMT8vDPCxt+89PyXB0/XIxzDtb7coP7fk/UbDpOcLWyq6RLO8pps4mMtZnl8s6IhXluFi2p6LyQCuGrJJ4oojHIkDOoE2ZmrHGi5hnC2Wu992MSiQph0VVDXZYJ5e89pOlRWcNaSNMZWfo4lpfQzlzmhJR5IrOocsEXiNZ9IwsUVYPbZiT2spagEQ/88VyZR+lyuv26L2tWUqxDDBfzXCVCnPSTWF2mcc3pc3aSCIaGZ15UB6bMrk2HqLHi+RLfCPLcyRL7sgBDJ4ZDSOLLrcolMvCs+R1TlazB8co/Tnkc0URxLDWZFXFudFoFF/4whfwhS98Af39/QCAtrY225qTTz75xHen4AvtTZaRNbWNP127GsQZb5dw4KPHuqNkLIpUzPi3t9ae9hQnkcdQJJgmUamUU1prq/ywRgK5gJydisT53cVS2VTivDS+8B2VEAileDSCjpYkDlYG7k6upfJT40hWOu7eLIX1iNGDqB1FtC4eQ1oRrGWED+DUHnEGewPy3Hei/HidRVIwaVOpyXLhGZFhztKio4aRLGdDEL7x6WaY0zzjlq7iHBJKdzEtm7RluxDyQBugtVSYAfs8KFr5EClAPDlDlJ8UdZa8OXPkERszKiFI/aKNrIgGtKVr38SAzbJw1n7K62tMnqk4LY6iIKn9ZOgi6u7KyCMeRtMwp6Of5bJm7pU2+Ojh6Dza0FF2X+24XVMpK01YPDhzJrckalp6Ihov4nu2WoUOLakYEtEI8qUyRgolTOSsdZ4leYRPdC8BdsN8NO5swC5nnM4/y/FEO6II6LPU5CEtmU2RFDst5A7AesUJB97a2tocBpZCMJjRnjb/XUsjy3b4JEaW2/wEe+MLknfrR2AT748gXVBw+k6e3GT+ezpFo1qATemyUg8ExgTnIqNfI40vvLWDtTcx8FtfA9hz32nv4YnCayTLaxplKm51FxQpzLwLSlx7JI9+0pd8Lc8SQBkTFZ4RRrKIwsy55OkoT1pgMNEQRbKEqV8CnmHrGWurMLMe5uoiWTaecVEMc4wiTDsBaJ6h+VNUx9fRQjtzassztPygvzPRPCgebegBxp7SBT1HbOQ8QxvmZORLrZBkjErLMOffTTmhnLGyLNzq1RzdBSnjk67JcasVBuxyptY8Qzs9RTIG8MYzyXjEdztuQNYURJ76RTu52HrzE4WVVSJvyiRLi9N1Kpocsxp5ea39dJO/3nlmdIysQonKWBLIX4Cvz9C85qWLtF/aSHwWdYmqb8hf//rX+NWvfoWenh7k83nb71555ZUT3piCf3RNsoyJk2poTNAHPl8sm8qco4Oe55qsKApxe0oQi3JZN6M7ro0vXDryzOloMf89i6JRLRBnDEsiYNIJPm14FxmtHJNaumJZR7FU5rZxFXX9chqf8pQMAJg5MY1dh4aMvz0abf+ZgnS/xcX0BUjmZA17vMjov0fTmK6vEXkM53ZaPDN3SjN3TbWgecbwIBvfE3uZyeZB0W2H3dIoAf/F+rK897mdzdhx0OCZmnqYGV4QpSW7K8yUYujWLIWhC5nTUizrNp4h60StlQHg9Kmt5r/ndI4Wz5TNqHAsojn2IssmoM+g3yGhgDiS5ZaWHI1oaEnGMJgromtibZ1cjhmOgjRKt8GypjERi7p20RM1BClXGuwQZ59btBwATp0yenKGZzyxMgZwDkenQXex9NRdkHFeJQXy3a1ZCm2YsyNYThSiSJawWZXkLAGGQd+UiKE/W3SXMy7RGotnxA2F5nRYfDKX4p8TRSSimbJPFslijSyWbraMJZeIOe8udku/jQpmONYrqrIJv/vd7+KWW27B1KlTsX79elx88cWYPHkydu7ciWuvvbbWe1TwiOvfMRPpeBTXnT9DKtj9gh2MWm1NFu0Vc+suSH+G+zBMeVRialsSl5/WgdZUDEvPmspdUy1YhY9OVaLBpojRIIZEPKqZCjMgpqMowsfSxa24GABuWTwbEQ34qyvnihdVAZYX3BRmIc/4UJh5dVa8SBb9HYh45qwZbThjaismNsVx+Wmd3DXVguYZel+iy4zrYaYUZreLjP4MknrrVish45mPv9PglbuvnSdeVAVEkSx2Rpm7wkwZ5i6KIU928GjjlpIMABefMgmndDRj5sQ0FsziJQ1VDzpFUqQU0uv4PGPRxUt3QTaV0hzUzNbxuaQlA8CdS08HANx+1aniRVWAHQFxwnIm5h6xYXmBPre0DPbCM9fMm4IprUmcOb0Np01pFa6rBqRbXN4tksUMR6fBo4tczpQqnyk3zPMuUQlN03DL4tmIRjR89PJThH+vGrDyQzhehIl40WDbm7udJ9FZEjksEpLDtOKc6UjHo1h86uTa135SMjgniGTFqdFNPBmco1J2mypDpUV0oc8ja5gLnTkhSxesKpL1/e9/Hw899BA+9KEP4eGHH8ZnP/tZzJkzB/feey+OHDlS6z0qeMSCWROx/t6l3GGZJ4pEzMg5zhfLpsLiP/XLEmalstzIooWYbHq8rusolOWXmaZpePiWi1HgeF1OFHQBq67rQk+qLPWA9qLSBkKuUAYvU0LYwr2K8PrV86Zi8xdX1JwudHoTPaOFVZjZAYgsaNqQPQoHOnOiU6YnlY5KMK3eeYhGNDzyN5ehrOs1HUQM2C95el8OY0LitKDpSXiQ0JoXXWJb1rvVBIjqawDg/Rd14V3nTq9p+2DAmVJ74gpz1KQpbyA1wI82pOJRDOVLNtp4iUo0JWJ4/NPvhK7L11UDOi2ZTm0Tr3PhmRj/+6chLtZnPczuys//vuwUfOjikx0R/hNFglGY3VKceHKmXLa86bZUdtGcLE56k9nJr1AGUvx1PExuSeJPn7vaHIZdS9AGN+k6zItkyZqC0MaZSGbQcLZw5ztG3SJZAHDvu8/C3y47o+Zyhs0QqC6SZTxPRDMiym6NVYRnSRjJkkc/19+7VGq8V4tELIKRgiH7RJGsSGVmaaGkc2mTpfS8pEQeAXaHpyMzR5SWXPvHHlVUtd2enh4sWrQIAJBOpzEwYBTh3Xjjjfj5z39eu90p+EYqHh2V+WT0JSVKF7TWiGqyLGHm1sLd3o6bKIZOD0eprJvd8WQFxtGIVnNDArAbOIWSbl1mPgrSs5TSRNKVAFkKHd+T6uj65eEi4+21FiDfha4b35FYYZYbTrRhbkaA3C4yTiSLvuQLNt4S80w8Gqm5gUXvL1+yUr/iUc2hZMkjWfRFZuyRNw+MQBj99FmTRVBrxQdw1nTmBE0MXA1zyvsuqlckIHVxyRiHZyjauM2vIYhHIzU3sMjnAoZXPUs5HsTrJM6ceETY3YyGKI1HGDF3eexaG1gAZxyC65xCJ13sM6SiXMcMbz1R1kmDHYAf/XTjmUQsMioKsy0qIY1keTXMCQ3dI+ZsR+BqDHNN00ZFzrDzoNy7Czqfl3b+0d+/SM7kGF4gegPbcMRL9BMw+LvWRjn9dwt07b1EzvDq7+n6azc5w2sodCJZFvWIqk72tGnTzIjVySefjLVr1wIAdu3aJRzGphBu0AouiWQ1JfgXWalsGRs06OF2IiWPgL7gidHIM8xsqV8BnD5zRlGhbEtJEqVS8gyEHKM0uQlsNi0uKUrjCTC8zuZti1O/vCrMUXeF2WNNlpWq4jRsxgKmkUBFsmQKszT6SSmFgMyYYL3v1ddkjRZYZc+K2LByxqNhHqeNLLlh7pou6MHDPJqwGeYChwUgd3TlfHiYjfWMM4dzloy/5c0wHw2wBndWEOVj0wpp2KPJltPCa7q28T7nefLSjns0QUdXRB1MAarzoqQmKxW3nAeis1QslUGu/bjb3RSknInavyu3SJb0LMXl8pTAlDNMJIt9T9ByhuYZUSQLcDb8osFzALrRJRbRzC6Foigf4c+wtXCv6pu8+uqr8fvf/x4AcMstt+DTn/40li5dig984AP4sz/7s5puUKE+QOd3E8HrqDuiBIM8vztqCnu34uKkLSoh9hYCwVxm9IBO4q2JaE7vpUxhpo1P4zO9CSa3Fu5WQfrYOz7o76JQ1G11MjTYAYgsaEEvSlciYFPiAH5NFtudcazBi2RJU79carLsRpacZxwz56qMZI0GHDPnRMqPhC50IxEjldItxdQZoeKdP68e5tECnWIq6u4K0LzFU35oh4X1jCLHqKNVuUunziAVZrc5WV6iwiT1yzQmhHLGWcfHvZuK9sZNYw2/kSxeIxk/Kaa0MeK1I3AQTQzYdv5uTZlkzaqSjNHk3TFq/S1exDwwOUPRhm56wkKWVcLPJPDu5DJrP33W8dUrqorFPvTQQyhX6mBuv/12dHR04LnnnsN73/tefOITn6jpBhXqAwlKARrJ8y8yWmnl1T/xhJmvWglOfjdttMQCiErQexqhjE82ZVMalTANCSaS5ZE2ovA6+dwgFOZYRLPqFEpWfYtI+QEqnYoiDM8U/HvFeB5mXiTLLY1ntECnOMkiWZ5qJSqR3kTMmonDA+tVd41kBRj9JMoe63wgkNWq0c/vK8XUli7oPE9s4fpYg67pFM2CAugaJXkki6wjKaa88ResYc47S/S6YAxztsEOkTPenVy0IeEl9ctrJIvn9BlL0JEnWYqppxbuMfcUU1vql0uKaV1EzCt7yAkMczYVlQabmeH3zqZltt0wtzcOGWvQtMkJzhLg1siLNszJ53nLsAAkkayQNr6o6puMRCIoFot44YUX8MgjjyCdTmPJkiWYNWsWHn300VrvUaEOkKBSKExjgm1TTned4aZl0EW0FUXGx0XGa1VOz5UYjVo0N5hzePIWXXgeZrnCzCoz/rxidKGofU6Lewv30YKmaTZBPCJIcbJFvCSXWYqulXBVmC368xSDwBVmihdGCmIPs1fFELAivt6jn3yFyUwxDYA0tBeVbpZSTVQC8FiTJUkx5aXxBOVhTnA6xfHkjJmWLE0xZaOfTtrQqV/OYv366frFRp1E3ndP9Y1xVv76N8xtcoYjj8YStPzNVS1nnCmmwlrhSvRU0yyHp8j4yJvtuH08UI3ANqGqJpLF1nF5TTG11X5y6Om19nO0QBuWVgOL6puluKWYSp3pTO09kUdhSxesKpL16KOP4sYbb8Thw4cdv9M0DSVOqoJCuEFaitKKIZsuSM9Z4AnsPKUYRioGkbi7oNOjw/UwF4MNr9PGoqy1sszzw9ZYeG0KwirMgCHMrC58xucG5flJRq3oijUF3i5y2CnzNIqlsjkrjfa+u9YdcVIPshyFOeiLrFCy6MLWNwJUSoaLwkz+P5DzYEw4un7VTyQrGbUaeBSpZimO1vYejM9oZYaUa4opL12F2/iC0C+Yw0QrHmwXLhpmO26OUmN10GPr+MpoZdbyxhykRJGsANOSiaOP8L0wXVCars2mfrmlmJJmNRye4bRwD4pnaCMhKzAk2HUs6CwL2pDgdTGlz5KjjtoRyarcTQFHskpUZ0l/zhy7/HVPMeXLmf5ssapmKaMFG88wdwwNT/XCXrJPOM+blGQSAMHwzImgqu1+6lOfwvvf/37s378f5XLZ9p8ysBoTtu6CgllQgEt3K9MzHfFuSLgoP0HXSqTN6FqJMiQkdPGTeuAxxE5fDvYoX3C1EgA9Z6RsDhDmGeai9C97q3UvNQGELtblz1OyzehnHUWymuJOf5dVhyNP/TL+L29VnnPwDD+SFWSbXLpxTUHiSSXPUNYNQ5wG25HQK8/QyqcskhVU9DNlzogrC1PiAJe2/xRtSLoSwJfVvNQvnvJDrw3ClmBnWtF3DA1v9Y2s/BXwTFG3rbO9h5tlEZCcoRThYYkzRxaVsDrMOVNMWZi1kJwmMs6arOA6xfEyLAAnbdjaLRp+m1Xx6vN4aXFWg4xgDHOaNibPcO4mr+fJa4opN2OJk3oLhC+SVdXp7+vrw5133ompU2s72FWhfkGHfc3UL64xIRZMdCqH55anNqHE6y4Y7EVGG4temhhwh/eJFGZRWgbjfY9FNJByNF69WlCRLFsdieSSF7WDpS/mhI8iWn4ky6JLjrNuLJHgXGS8s+SliQHhPxltdF0HmyJpeZgFUYkA03gAgxdG8sZeRKMiAKcx4TxLLjzDkTP17MwZKZSkrZWTvuSMmDa81K+UQC4FWV9D06VcFqeYymfO2eli1fH5iJjzIlkBG+Y2Z06+CADmcFgaXuuF3VJMuam3gkiW1ZTJ48PUELQuM1yhi6Y5o3yyDpxVyxne3cSNZAWTYmo9syVnuFkWMtnhI8WULX2g92BLo6T+PS6MrL/4i7/A6tWra7wVOY4cOYKPfOQjaGtrQ3t7O2699VYMDg5K33PllVdC0zTbf6oxR3WgI1SidEHArYUwHUYWe0Lo1+25uhVPKseQCCyNh/LuyiN84kueTTP026lI0zSuYmilTvl5otrBdpkVjMuMF+UTtYO1jEmj1bqbVyzHveR5HuZgU0y5yo/kLHmp45OtLXJmyZH3lcq6LRpEDN0gSBOlnAW5YsmkTXOSX5AOcAxzJirhmmLKMbjrMZKVps63lcZTZcTcYZiLFWZ76pcgkhWgYU6cE2UdGMgVrddPIPXLa4qp29DzoJ059J0zLLmb5Aqz884WrfVKl3JZN9PAA+1iSqVrS5tVeZC/7h2BneUPvEgW+VuBR7KKummA+nWm09FkNsWUhSySxe+6aDTUChOqqsn653/+Z9xwww149tlnMX/+fMTjcdvv/+Zv/qYmm6PxkY98BPv378fKlStRKBRwyy234LbbbsPPfvYz6fs+9rGP4Ytf/KL5c1NTU833Nh5Ae99HPKQLSoto4xHzoLgaWR5rJYJK/UpSnlRZ4wvZMGKhV8zlkmcHqA7nS3aBHXAkixbEXngm71CY7eli1cyv4UWyglaYaUVYNHMOsJ85FrkCSxt3hRngp5hmi2W0MMp5LIDWypqmIR2PYihfwlC+ZKWYMrRhO1cC1v3je36NoFYCYJoYBGyYp810wRLSCUnE3EO6tpcUU27ql0CRNIeeBxjJAoBjw3nz36ImBt5Sv/xlEgB0lkX93E12Z467nHGL2NAd8bhGls9aNSAYnqEdvLI0Sq9DmtnP5EF2N+U4kaxkUA5Aqg7YShcU137KO1JGXbuYch2jvEhWwJkEJ4KqjKyf//znePzxx5FKpbB69WqbB0DTtJobWVu2bMGjjz6KF198ERdeeCEA4Hvf+x4ymQy++c1vYsaMGcL3NjU1Ydq0aTXdz3gEPf3cnJOVcDK8yJPKzq8h8KUwc9IF80E3vqBC/rLGFwmBIWG8l/GkSi55XtcvYx9OL3OQTQwAuyCu5pIXRWtExidPEMtqsoLyMNOXiDRd0EckS8YzNiOr8sz0s+cKJbQkY7a1QfFMOhHDUL6Eo8N5M/rGpjiRzpX5YtlhgDprslzSeCSXvL1ZitMTPZYgxsRwoYR0hWeaealfNUpxkmUS5ItllMu6OTw0yEhWPBoxmy0dHjKMrEQ04rgPCL+TOr4Yzf8+U7943UnrscEO7WCSGROy2k+29XsyJh4Vwa074shsm5EVRIMdKiNmWFJHLZ0FxTSrcksx5XUN5EayAjYm6GwR+Z3Nj2QZXWGd6YKAQRtWfvLGHPAcFkGPQzgRVGVkfeELX8D999+Pu+++G5HI6DPDmjVr0N7ebhpYALBkyRJEIhGsW7dOOgD5P//zP/Ef//EfmDZtGt7znvfg7//+76XRrFwuh1wuZ/7c398PACgUCigUCjV4mupB/n4Q+yDCcCRfNA9fTNMdeyH5+yO5vO135D0AENFL0HTj0BRKOnK5vHlhW+uN98Yjmvk5xLuezRfN17KVdTFq3VgiphnPkS2UMJg1Lvlk1LmXCIy95wpFx+9GcsbPicozEAf1cM7JczQdUS6ZvyfCa3DEojtRDKORYHiG2JrD2bwZleDxDBHYw1k7zwyOGOcwEYugUCggCoPWuWKJ+zzZSnpDTLOel9ByJG/RcrhC71g0ILpUurAN5woYzBp/P+WTZ7IF8qwGPeMCGhp/x+DLiAbo5RIKZctgyBfLGBzJoS1pOVEAw8McBG3SlS/swLFh87UYyhyeMfY+nM2hULCusaHKsyYJz1RkRi7vpCFg8UyU4su4KcMsniGpi3EtGLoQPWc4V0Cy8l0nOfzLk5EEWUZum+cux+GZiiyLU3wZgaVQDY7kkE5EUaacZ0HxTCoexWCuaPJMUyLq2IemW3JzOJu3KdVEHpBnNWnIOXeAcR4BIErxZZz6fqy7qXJGA6JLsnJpD2ULGCJ3DJdnjP9n8877JmfK7XKFZ4zzOTSSQ6GQsK0dqZw9250NQktLZg+PWPpVNIDzROSvrgMH+w2eScd4PEN0FKf8GWF5htwzORHPGHSMUDxDzt8QJbNNeRRx3pNjAeJIGRjJY6iSfsvlGSIjGZ4pUE7gCMqIUOduaCSHFGOvZXOWzJXxzEhFHsUq9kbQurifPVRlZOXzeXzgAx8YEwMLAHp7ezFlyhTba7FYDJMmTUJvb6/wfR/+8Icxa9YszJgxA6+99ho+97nPYdu2bfjNb34jfM8DDzyA+++/3/H6448/XjephitXrhzzv9m3PwIggk2bt6B/OAJAwwvP/wm70/Z12eEoAA3PPb8OhzZbnrGhAkDY7aknHochc4yff//H/wHrLFm/XwMQxZGDfeju7gYA7Og33nPo+ID52utHjXXDA/3ma2OJfUPGno4PjeDVTZsBRHGwdx+6u9+2rXv9kLHP3gMHHfvctsug7Vt7dqG7e4dJ642bt6C7f7Nt7XDR+HsA8NTKx83amfyIQfdnn1+LgxW6H+03XotpeiA8M9xvPMez616Grhtf8J9WPYkUI3UIz/xpjbV3wPq+i7kRdHd348CI8fPQSI77Xb+50/h7Pbt2ort7OwDgjT6D7j1796O7ey8A4OUDxmvHDh8KhGe2VHi299BRbMseARDB3sp3T2NrZZ97e/sc++w7aNBs46vrgbd0HD9iPPtL619FfN8G29rDWQCIIQrd9jlR3fiMx59chSmVczxU4aNYJBg5U8wZf3/12pcBRBHXdDz26P84F5aMdU+sehozKLH86mGDZkP9x9Hd3W3y0BFKZtDo2WvQ7Y2tm9F97HUAwJ63jc94c9cedHfvAgBsqrzWt38vurvfquUje8K2g8bff2t/H47EACCC3du3oXtoq23dzso+d+7uQXf3btvviDx4+YW1OLwFGBmqyOq1L+D4NnsUY9cAAMRQyGVNuhm2lHF4H/mfx9AcBwwnvPFaVAuGZyJlO8+glHd81yVqn3989DE0UTLolV6DZkcPHUB3dzc2VXhofx9fPvQdImdvAyJvrwcA7H/b4KPNW99E98g2AHx5NJbo2Ws8xxs79+BwVgOgYeum19C9/1Xburd7jH1ufXMHugtv2n43UjmPzz37NLYkgXLB+PmpZ57Fjhb739t4pHIXD1p38ZEcAMQwnCuYrx2tvBbVdGgB8EyZ4uPVawyeyQ075cPxvLEuVyg5frfpLYNmvW+/he7uPdhe0Vd2v82XD+bZe3Edjm2rvHbQ+IxXXt2I5r7XAAC7K5+7fdtWdPdvqdkze0VfRR5u2vomDh0zeObVl1/AoJ0tcLDPWPfqxtcx6fAm8/UspdetemIlElEgpkVR1DX8z8onMSlp/5yXK/fz0cOWXrS7InuO9g+ar701aLxWKhgGehByhsXw8LD7IlRpZN1000345S9/iXvuuaeat5u4++678fWvf126ZsuW6hnttttuM/89f/58TJ8+Hddccw127NiBuXPnct/z+c9/Hnfeeaf5c39/P7q6urBs2TK0tbVVvZdaoFAoYOXKlVi6dKmjDm608eIjW7DmwFs4Ze5pKO7bBUDH8iVXY/qElG3dv/asxb7hflxw4YW48vRO8/Xe/izw0jOIRTS8510Z5IplfO7FJwAAVy9Zira0/Xn2P7cb2P0GTp55EjKZ+QCATXv78d3X1yKaSCGTuQIAENvcB2x9FZ2TJyKTuXj0CCDAnsPD+Pprf4IeiWHWnFnAWztx+pxZyGTOtK2Lbe7DT998FW3tkxz7fP7/vQ707sXZ805H5so5eOmPW7HmQA9mzTkVmSWn2dYeHMgBLz4NTQPe/a5rzVTd//vWOuwbPo7zLliAa840HBJf3/wMkM0iGkEgPPO7I69ge/8hzJg7D9hhSOn3vmuFLVUHAH60Zy32j/TjggV2nnlux2Hg9ZcxaUIrMplF2HdsBF/Z8CxKWhSZzHLH33vud68DfXtxVoWOAFDYsA+/3LkJEyZ1IpNZAAA4+sJbwI4tmDljGjKZ80fp6cWYsucofrj1RcRSzeic0Q707cP8s85A5p2n2NaVX9uP/9yxERMmTkYmc5Htdz/YtQYYHMCiSy/C5ad24NH+V7HpaB/OOOtsZC452bZ258EhYP1zSCXjNrp9eeNqjAzmccmiy3HmdGNS0t0vPQGUyohpwfDMT95eh/3DxzFjzhnAzu1oSSeQyVzlWPfV15/GYH8OCxddhrNnWHK5+Op+4I2NmDZlMjKZC/Ha28fx3dfXIZ5KI5N5p+NzfnfkFeDIIbzjvPnILJgJAOh9bjf++NYbmDLNkj1vPLkdeGsn5sx2nu2xQGxzH/59+6tomTAJrakYcPgQLrzgXGTecZJt3f7K3qdOt/ZO8NVNTwO5HK5852U4a3ob/n3fC9gzeAzzz7sA155jT6lft+sIsOkltLe1IJNZbL7+2RdWoljWcflVV2NaWwoD2SKw7iljjwHJmf9v27PoPzJi8szkCfY9A0Ya010vrISuA1dcdQ06Wy1tr+/5PcCubZg1cwYymXOR3HoAD7+xAc0TJiCTudTx9/61Zy0w0I9LL74QV51hyKvNj7+Jp/fvwsxZs5HJzANQket9e3HmGachcxVf3xhNHFnXgz/0bMWkKdMxdHQYGBjA4ksuxBWUjAWArU+8iaf22fcOGDT7P2sMZfbapddgcksS33njTzh6eBgXXrwQF82eaPscbVMvsO012118eDCH+195GkVdw7XXGvfVnsPDwCt/QjIeA1AKhGc+//ITyBbKOKnCMzMq8oLG0eE87n15NXRoWL7iWkSpbJtNj70BvL0bp596CjIrzsDgS2/jv3dvxqSOqchkLnD8PXIXX3HZYpw7cwIAYNXwRmw4sh9zTz8TmctmAwAeObYBOHwA5597DjIXdY3a84uw7YntWL1/J6Z3zcKmgQNANoer32mXsQDwzG834eVD+3Dq6fNs99bhoTzwwmoAwHvfdS0iEQ1/t/4pDGSLuOydV2D25Gbb5xxe2wPs3IquGdORyZwHANi8vx/f3rQW0XgSmcyVAID1PceAjS+gtTkNYDAQnmFBstzcUJWRVSqV8I1vfAOPPfYYzj33XMfDfutb3/L0OXfddRduvvlm6Zo5c+Zg2rRpOHDggO31YrGII0eO+Kq3uuSSSwAA27dvFxpZyWQSyWTS8Xo8Hg/8SyUIYi+pyqyEfNnKL25rSjr2QepwyojYfleGlcYTj8cRi1me07IWdXxOSa90tEpYv2tJG+kJuWLZfK0MUq/j/IyxQEva4JVsoYxchS5NKef3k04aPxfKuuN3JPW4KRlDPB43a1AKJTjWljWSphBBImGla5D0l4Kume8plK1ZJEHwTEvK2N/RYZJ2EEE65Txb5twjhmdMHogb321z2kjfyBfLiMVijm5QpKQglYiZn9NU2UO+ZPEM+dxkPBYIz7RWeGakUDJ5pkXCM8Wykw9IjnpzMoF4PI5UhWeKZY3DM1atCf07kvtegvWePJX6FQTPNFdqw46OWC2neXsgNSIlAc+kK98t+f5zRee5A0gkxqC1k2es9/B4ayzRSsmZWNTYdFvaKX/TCcLjTp4hYzGaU8b7yGBw+vsnKMGq9bPxTCyCYr5knlU9Z6UQRgOSM0ReEp5pSfK/I1LHp0fsz0S+23Tlu20m37+AZ8j911Q5e8a/K+eHOqsFDm+NJYj8HSmUMVLZTKuEZ1g5Q9fENFfeR2QGK6vJa4ChK5DfNVOZLmUtilQ8apNHQHA8ky3kcXSkZP7M7qE5Zd0vuhZFnKq1Nr/bRLwiZ8T3O3kdANIUz/Dku7kuEQzPtKYJz+hmin8rR88j+mCRkTNlVO76WATJpPFZyVgEA3DKaoC+i2k9ryLrKD2vROl5QH3o417/flVG1saNG3HBBYa1vmnTJtvvWMVHhs7OTnR2drquW7hwIY4dO4aXX34ZCxYY3uinnnoK5XLZNJy8YMOGDQCA6dOne36PggFSHHt82MpD5TV4ELX2ZNsH052KZN173Ft7BtvBiRS+lso6jo8YtGmRzCLhDnx0dNETF9zyun7R7+U2vgioIU9zxfAjBem84mJA3OBB1I4bMIwMdkgtv1mKk5ZBF6QTQ2I4Jx9gLe1uxbTxlnUXFDX6YBvJlMo6SgG2VgYM4wgADg/KeUYsZ9jugvKCdKvNtvV3eO8pcIr6xxKEDtlCyfSoNyV58ldWrC9oCsJpJCPqwJmqdH8kPGPVY1nt98cahI8Jz/BmQQGGzOQ1bRB1F/TXlEnceChoOTOSp5sYeB8sS/OQSRuzw6S3OVm0jpArlJGKRwOnC2DU7R0ZAg4PGelnMvkLGM9Gr3HOVnNr4S5rsFM/nW9Jk4uRQtFqcOajizTbkMn4t7iLKW9OIXeERsDNqk4EVRlZq1atqvU+pDjzzDOxYsUKfOxjH8MPf/hDFAoFfPKTn8QHP/hBs7Pg3r17cc011+Df/u3fcPHFF2PHjh342c9+hkwmg8mTJ+O1117Dpz/9abzzne/EueeeO6b7bwQQxj9SaZMbjWiONrmA5PAVOIdPcOkB9AVFKT/mRWbMXNA0rQ7mZFn7OzxoCGxyudFICOgCWLRJmXNa/F1k9Ht5nYqCUpjJhX6oQheesAbE7WBFCrPxO49GlsT4DPoiGy6UzFkkaZ+GubO7oFi5NmceMc/LXvL03wnKMG8yDfOc7WcWYp5hFGbX+TXOrlXcLqaV9tRBXfJmd8F8CahsVTZbTdr1i+liyjMmRIa5yTMFO88EdZYAizaEZ9i5agTxWATIuSuGbiM0chyekbWdDtowH8oXpV30RB2BCb9ENOtZkzIjnsMzxPgu64acmYC41SkuQJ4hcoXcTTw5E6O8Bg7aODoCi+kCiMeu0J9FrwtKzhA6HB8pWBFbDm1ELevZsSv0Ws9dTOOWbCddTOtBzlSL0Oz4P//zPzFv3jxcc801yGQyuOyyy/DQQw+Zvy8UCti2bZtZjJZIJPDEE09g2bJlmDdvHu666y5cf/31+MMf/hDUI4QapMVzX3/W/JkXtTSNCeHMI4vlZC2qXb1ixbJtXWyMmrCwoJ/nUMWT2sJ2doBba2XWk+pPKAH8KF/Q7biJsnPI9DALFGZRVIIxzO1txyVeMZc2uURh5jkJxgKEDqWyjmOVyDBXYfY4vwaQGxOii5u95G1GVmCGeYVnBiqRLKFh7hb9tCs/+SJ/GCZPEeZFsoK+5Ml3NVIoYThXaeHOceaYA2gZuhTLutn1yyFnfEayAEr+Bmx8Apbh4BbJEs0QY41P2XBeQNDCnTNbLWiFmbT4t0eyJIa5JMJH7npLnkoGWFN00TRNKGeCjWTZI+Y8niHZNoBsvAhx5pCzJBh6LpEzvBliwTkA7XQBXLIshDzjUc8z72zrb9B6Hvl90PL3RFBVJCsITJo0STp4ePbs2bZLtKurC08//fRYbG1coLViOOw/bhlZPIi9YnahBNCXGUdgk8ubE5UArNQDKw0xmMOnaRqaE0YKDW2AshAZn4BlGKUYr1iWI7B5w1Pp9xB6lMs6imWrviYIEIF9cECckgGI0+JYntE0I3qaK5blaXGcVIX6imRZ/CHzpHqak8WkC3LXCi5u1pig6R9YuqDXSJbQMOfPPAL8pJhyIlkBK4bmMOJCCWXd3cMsitbQa6TyV3BG2Bk2vKjOWMOKZBmKoTiSZZ/rRSB2cskVZltWBteZE7ScMZ6nP1s098LlGbc7O07LU7FhLktLHs6XHBHzIBVmNpIlvJvIPD5hxMY9KkynYXMHNfPkTFA8wzhGoxGNK/MsPY91pnN4xkNmTjzmjAoDhpxJxaN14cypFuHbsUIgaKkUaRKFWWhkCS95uyEByBVDXng9HrXy/rOMYhjk4SORqwMDknRBAV0A3iXPT4WiX3OLZAU98BGgI1kGXVo5ET5AnBbHi3564ZmE7SLjKD8BK8x0qi25zFpT/EJ9gJ/6xZ4P2TDMggvPmB5mSin0UVpbUzSbKaYuUQk3wzzurOPjRvl4CnM9epipFJrByvwafiRLQBfKyeAlxZSX+sV7jzlkNUCF2arJImnJPiNZbK2axxRTm/ed48wJuo6PNSSM13hZFvzoZ7bAk79iY0JomDOGmbUuOMPcok3FMK/WAcimC0qMT/rzbO+po9ojImcIzzQnovyMJT/pgpIUU0IbusY8Ho2YdafEACV0DZJnqoUyshQ8gU2B46XEAeKCdHZyPOAxXZA6fHTqQT3VBLAKcoukIJ0flWBTv8RpYiIhzKbx0PQPyv5kU714hgQgTotj896Nf3tIi3OLZNWBYsgqyDwDVJz37oxKWOkqYp4RRT8dHuY6SP0iaEv7M8xZxdAtxZQYoDwPM7dWIuD6GsAYogr4i37SjYSs1C/xWTLpIqj9dMjfQHnG+NskHVIYyRIW6/Ojn6IUU573nZW/gGWosudurMAaVKl4hMu/xFj0kn3iJcWUTcM27+w6coyytJmQdrmbJKmUgDzFlH4twY1k1U+WBXsvsaN1CHzV3ntIMfWaZaEiWQoNC9ZwEEWyrAYPgposSmE2BZPMmBBGbCoeDs5FMNZgFWRprQTnWU0DlHjfo+4XmUP5YVIMafoHlcnjENgiI8u1voYyzGWF1zwji4pkEYUp6IsM4BmgJ9j1K+ZufIqUn3r0MBMIecY1Ldn4PUkxNX4nTr91rckihnlAl3wyFrEV4gOCqIRHutD/ltdKsMpP/Tu5ePIXcHdasKm3gJOOdBq2rfaTk+IdNG0cDgvf8teZfSJP8SdGpZ1PxZGsII0sbw5AcYop3zCXGRKAe7OUoGnD8ozQMep6Z3PkaRW1n9k64plqEb4dKwQCki5o/uw39YtXECmJ7ogOVToUkSy/6YL8SJbX8LrxHj5dgmyt7LzI5Dzj5mEG5AXGBY7nmAhrXaeKaOvAK8Z62+XpgnyHhUZ3/fJSX+OIftZfVKI54c2T6scwl9arcVNMeZEsZ43oWELTNJu3vTUVsw1HJRDJGXnXr+q7mPLO3FiDjUKIohJe207LUkxpZdvuzOHV1wRbR+Jd/vLTBaWRLB93tuhuqqdIlihiLm6WYqeNNMOCum/o1DtuJIuTvjyWcMhfAc+I6/iIM53mGXGKqXtasr32UxlZCg0LR7qgoFbC/SLjNb7wpvwAlpJdX0YWQxtJ44uyDhQFqZREgTHTN/xcZKYnlVV+gotKOCNZVXqYOel/0suM40Wj3xO0wgzYaZOMCdJ4qHoAOm2Jdlg4u36JDXMnzwg6xQVIF9aoEvGMaCQCP2LuVIAJpDOPON0F68WYqD69yRmVkNKFkR+sYlgPyk87Qwv2ZwLRfWM1S7FnEhi/82hkcQzWoOvV4tGI7ft2i0q4NZEBvBoTduOONcyCTqMEnJk5wkiWmz7D1GTxUkxFNbHSSBZDw7GCF+cfYEX4xGUhPDkjrhd2piULIlkqXVChUcEaDkKvmODw8ZsYVNHggShMRfvhC8rzA9gVwYgmj0oAklRKth2sLw+zvYNPPSg/rCLofpExdGHSKAH/dXyG99D4dz0Z5hObEua/3egC2GlDvlu61a1sGKaIF1iHhcixMZaY2MQYWX4jWbyaAEHxOsDviEbOYaFkdQUL2sMM2GkhNLJigrMkcVjwzpLYMLcrhpZiHZwzx38kS04bWetuustcnBobUo8dKQFgUrMlZ0RnSXQ+eJ3iqsk+qcc66okUXQBxKqXQAcjWfkpSTN1KH7ht/wOiTUsyZnPMiiN8/PvGd7Mqj5GsoBsPnQjCt2OFQMAaWZNaEtx1wposvwqzUDCximHwrT1pJbm9KSFN4wHsQtgYEir2irEQ5b2zl3w9pPFMYi8ykcAWeZglAttr7ZGtJofpohekwkwbWSK6iGpDfM+cEza+YCJZdaD8OHjGxQAVthD2kC5YLJXNZgm8SJbxefWjGLY3uRtZbp06Exye8WOYs4ohr3HIWMNhZDVVmWLKbVVud3TR8jcSoVO/nI6xelAM6fMkcoyKMifY5g7Gv90dgMKarDqWM0LauPBMKu6MfrJr3dK1eWNXgspA0TTNfjcJ5a/3FFNPjlFhiqmKZCmME0Qjmk0QdTQnuetEhddZqWIoFtjCTkVMq/Kg5mQB9kgW64knsE2Pp9MDSmWzW5gpsD3lvfNTMqzGF8ELpYlNCVsr8I4WPs+4Kz8chbnEq8lyziIBnFG+ehDYkyknhYguccHFXataCVFNVpAKc3uTXfnxrzCL5QyrGIpTvyy61lOxvqd0QVFUgufkkgy7dkv9MjMJ6sCQYCM0bqmUfurVHFEJURo7lZJK0sVEaWJjCdqYmNzMd4y6ZZ/wG1+Io59ud3Y93E2skcX+TOC1kQwvLZ39OR5jjU/x2JV64RkRXcQpphKHhUfHKGA18qonJ1e1CN+OFQLDtLaU+W83oSScHk8fPtkl7+pJrR8Px5RWd7pomsa95LntuL3UHQkMCTaNMkiFORqxe8U6W+XGhFtBOlBdugpbr1YPAtsLXaIRzYyK2nhGkvfOc1iIlBpnTVbwdGlnjKqplMyhy3Xe7AAAWvBJREFUUU1UQuRhBuznJBrRTE8tcQ4VAu4uCNiNB6HDgjoftjo+XrqgrImMQDFkI1n1IH9Zo2qywAHoL8XU2fyEfq/IYQE4a4/qRc5MEcgZUcfWmjW+qMNIlj1aE7OlXtPwOg+Kvt/ZteIhzXa62Fq914mRJeSZqpxcYsPckWWhIlkK4xHTJlgKj1hhFrU89RlGFnrFiCe1fmqPZrSnzX9PESiFAP95ySWuaZYA8RZeZ5Ufu8JkKczBDu+jlWb/kSxJd0Fmra7r7rnvdcQztFe5U0AXgG9U8po7VOUtrMPuguxlK6KN+5wW9wY7hF80DY726KySbXqjA6TN9AmWnJneLjA+hXV8HOXHUyRLFJWoH2cOa4izbagJXNv+cyI2ovoaUeot+Tx6YHiQzYfsCrM/hwVvGHFCVkftMcW/Hur4vGQSAPw6vlJZN3/2ksouzj7hR/iA+onyTWmTG+ZeGpzJnMbCtGRVk6UwHkF7DGdPbuaucW8h7M3DIeqyk2IEUz0ozLTCM2OC2MjiDWqmLzKzUxx1wZfLTKcij8OI60H5Aez1asKohGCANVdhFngLZakWjkhWHaSrnNJpnZ9Zk5uE63hOi2rz3r3XZAVrmNOXvOhciztSem+wQxuVdGtlwOnMqYeOlKd0WDxzEuXYoUHvjxcxtyk/nFb1BCLDvB4L0um/rUlY15x55BKVMP5NnFbeIlnxqDUqI1combU1AJAMqFMcAMyh5MzMSQKecVGYeXV8snEIIjnjGHoeIM/QBievhpqAlyFAPzvXMBcaWfJIlkwejSVoOdM1kX83VRPJ8tX4Qs3JUhiPWHrWVADA6VNbxLUSrnMl3NN46Ne8FkQGOYx41qQmM5Vy0akdwnU876hMYWbXAl5S4uzpTUEbWe89bwYA4JJTJgkvM2EdCTf1i+8Voz2NYgO0fi75s6a3obXSTGbBrInCdTzPcS1a2wNOD3M91EoAwPXvOAkA8O5zpwvX8BwWgD8DVMYHdI0NII6sjyXmz5yAaGXunYhn6KiJPWLOaW1fRbq2WPkJ1jC/7nxDzty8aLZwjdngwUtasqD2U0QXTdNsji6a9kHKmYtPmQTAOOvnnDSBu4bsjx0vwjO0ZY0vXNPimKhwkHImGtFwxemdAIDrLjhJuI5X0kC3IucNpBbVfrKROyJjjMhYuS7uJQC4dM5kAEa2BW1w0RDWqnHKQqx0VB/dkhla8s5oWMBvqaKgwMF7z5uBdDyKs2a0CdeIZ5EYP6c43QVrUawfpGCKRSP4t1svxs6Dg7iyIrh54HX+Is+R4qR+AQZtaJq5df2qJ7oAwI2XzsKk5jgWzpEYnz7awQpTv2ilRtAOtp68Ys3JGH5+26U4OJjDuTPbhet4jgheGo/cYcGf12N5mBnlJ2CeuXPpGTh7xgS8U3KWzIvbk2HupvxwjCw2/bYOaHNSexq/+vilKJWBmQIPcywaQUQzFGZ+JIuii2xUhDAtjonw1Ylh/qXrzsHiUzvw7nNnCNeYDR6oM0Kn9Xmp/ZTyTCyC4XwJ2UKpboysedPa8NP/fTHa03FhpzjWqRdjarROuFNcrP6cXADwj39xLp7fcRgrzpkmXMNLFyR0iUU0k1aAmDbCcQhMHV89RIUBYNHcyfiXGxdg9uRm2/PRcK2JtUXMxTwjrsmqv+yTaqGMLAXP0DQNy84WCyRA1sSAVxPgYRK40Jior8N3+tRWnD61VbqG196ee5FJ2sGKhFKKiWTw6B0EErEI/uyCmdI1fqISQoWZuvgiEUGxPqMYBk0bkWeZBo82UuXHV30NY0jUySWfTkSl3mVAXBvCG6AqMswLAuPTeL9lgNpavQcsZxbMmuS6Jh6NIFcs255XJmf8KMxs4yFbC3enrTZmaE3FccOFXdI1vKiErfFQ3KkYOiPm4jNi0KaAbMFSmCOaPB1tLHCFxFkBMPP4ijpQydblOV1OpIspO0IjaDkzpS3lQc44n1d0t4pHkfDlL/1+2jAPWsZomoblLnqeuL7RZ+2nIEKVchjmwadrV4vw7VihriEuoiUeZnevGO1ddCiGTH43b/5LvYJXr8YTSvQwTJExIfKKZQsl2+ytVIjo4qXrV01Sv+qkXs0L+M1SxI0vSmXdlvJjvNdYHxd6mJkIXwjoUp1hzkYlxLKDNkBppwhLw3qEVznD1oTQEBrmokhWCOjCcwDyursCdIqTQM4IIlnGe0p1E63xglhEM2vZclR6ZM3qaxw1WRV5FAo5I+aZJNOR0LX2k5NiSsumeskk8AJLxngYeu6h9lOkz9RTF+lqEb4dK9Q1xPU1PjzMdH2Nx3TBoKMSXsBLF+SlUQIyxVBufBppQjqVUhZcrZpXiOv4xE0MRHThXdz1mPrlFbzcd55n1EsdX9ItkhUiuvCUvWKpbDYc8KIYympDUlQkS5aKWo/geY75tRKSTnHEEeG1JisMdJFEJdgOkyI5I1OE6SyLesmw8AJR+3G/tZ+iuWCOSFYIeYZ3Z7P7d0tl595NZip7uAxz8uylso4S1eTFpI3XSJYoY0kwQyzo2s9qUP/fpkKoYKbEFT14OEwBJh4SKhpsyArscBhZvE5x/NQDt9k+8vzukqUMBDik2SvEHSklaXE+Ilm0wlwu66YiHtZLnvw7xRksCzg9huaMJ5earFApPxwPs01ucIwJkTPHzTCnvftBtuP2CvM8FV3SkiWpX+ZgWUEki029Zedp1SO49TVUtJzu6Caur5HxjJXiFCaFGeCnsvNaj0trP0W1R2wkK0TRT66RxRnSDIhT2d1TTCtGlsRRWG+wOfW4tOGl3trpUqZa4Ytqsupptlq1CN+OFeoarp3ifCjMgLiOpN4aPHgBz5jIcjzMgKyLniglw/o5WyhbEbIQ0UVYROulTa6nJgZlG1+GgmdkkSxq/7FoxKz98NqRsl5rsrxA5mEG7HwgKrz2apjT64JsrewVVvRTnvpFp5iWmFERbt0FzU5xnDEL9QpeO27evWT8zFcM5WnJ5G4qCz+3XsE3JsSOUV6zFFFkWBzJqv+zxBsvIuIBN32G5wjmdaQMg/yljaI8x9Fl4xnRkOay+C4WNvIKgQHKInw7VqhruKZ+cepIREqhrIlBGL1i3HRB4vkRXPLCFCdJfne2UDLpE44IH+EDS9Erlsqm4uflkpdeZJQnlTZaw8AzXutr6J/ZSFZO4CG1zpJd+QmDJ5XskdfcwdH1i2N0AC4KM2WAhu2Ct5Q9XiTL6bAw1vo0zCs8aHZHDcNZ4jYekjcxcNJFVsdnRbKynLrJegY/Yu581hPpLmjd2eKGM/UGufF5Yin+9HvodEE2elyPEI+K4KQLuqRRAuLyBxXJUlBgwFN+AKr2yMtgWam30Mp7p8PNYVCAeClOvGgNQAsm74ohfcmH3cMsiji5tcmVp36FuL6Gky7IfrdWFNljsxQqklG0zWkJgYeZY3x6LaI215PGF5KarFyxbEab2fSgegW3jo/TeMg+KoJN2ean8aQo+Wu8z/m59QqpwiyQv6KIOU8R5kWyWOdZvYIf/RQb5rz6GmGWhSiSFQKF2dRnPDi5RB1PZc4rWyRL0oin3kDX8bkOPXehCyDmGUdNVgjubBbh27FCXUNUX8Pz7Ak9HB66ftE5zMbn1v9lZl1QlifV8gR7i2TJjAmLNmVu5LBeISvUp38PSLyFnlK/SrYLMlypX86ohMhoyjpqskRpPBbPZYvhUgx5yp5Q+REUXktbuFNyxooK1z9dALomi0MbigfITC3Ae8SGVX7CFMmSGZ+ijnh+6vjoFCfe/MN6Bi/6mecY0IQuhZKOctmeeWCOORClfpGOwII7rx7BP0uCdEFRR0pJto2VfVAKnTNHVi/sqSNwSZyxxJ6/MHVeZBG+HSvUNdzS3Hidinx1/aIuspzEE1KPkHUXFEeyvAtse7qKOH2u3sBrBytK/fKbRgkwCrOgm2O9wmuthG2tx5ose7OMEkZCpBjyGuwI03gELYRzEu8o7WEmCnM6ERKe4TTYMSMwHms/3bqYFivRT6I4h4JnpE0MBFFhH3ImRclsy8gKC8/wnBZOHhB1MZXVurJpzGGUMzy6ONK1q6n95MiZMDiMAe+OLpFj1KuTC7A3qAkbwrdjhboG7+DRc5tOuFMc3SaXel8Yun5JZ244Iln2YXwEpmByTVcJT00Wrx2sW36/n7x3vvJT/3QBvNdKAO7ptywvRCLWPLZsyBRD/gUv4BlBJMtbEwMr9TZsPFPgRGy8DlAV8Yy9i2k5VE4L+WBvgWHgp/FF3MkzYZC/gNWqn2eA8uqoAbvTQt6syt7EQJS9UY+QpSU70rWrqf2k66gr9EyH4CwBVLdkl3o1cSRLkrFE3fOlsm7K7jDIGRbhkAAKoUGcpzCLWitXk/pli0pYCnMYUr94qQeiAmlhC3eP7WDN1K8QCCV6Fg+5zPwWpBOa8obFWpEMi2fCc5HJDHN/BqhsTgtNmzAoP7ImMmJDgq/8SGslCuVQ0QXgpy356aJXKutm6peoJot8JqFNGNJ45OlN3tK1pTxD1/EJImT1iiRHzvAavogGFxMZo2kwu5yan83c86ZhnggBz0jmh3mv/fQXMQ+bM4cb5RM0OKNTTGUZSzaHBSWbwkIbGuHbsUJdI8FVmCkji87VFXmYpVEJZ957WBRmXhqPSPlxNUBdLnmRIl6PsKWtMTnYYrrwZ6vxLzI6khUe4xPgK3u8JgaAuwHqFhkOU02A1wsecK9vlHqYi6XQKcx8w9y708IWleBFP6NO73sYDFBZob4wxc0Pz3AiWWHhGVlaMi0P6C62vEhWIup0eNKGRLmsW+cpBDzjx5kjiph7kjNU7WcY6AJQcqZCG7ojsKcUU48Oi5F8yfF6mFD/t2kFX/nKV7Bo0SI0NTWhvb3d03t0Xce9996L6dOnI51OY8mSJXjzzTdHd6PjHFyFuWB5uXjza0ghLIGXuRLZYtnM7Q6LkcUrvBZ5r9wiWbIuerQBGgYji9cO1k358TOLJMkxzMOS984bYC0yKEUpTjmvxkSI2k7THmZdZ1JMGbpUM78maYtkhcf4BFwiNh5qP2VGFsCmUobH+y6ryfLewl1yN1Ep3mGLSvBSv6zzJEqL46yV8AsADOaLqBzXUNCG16xKdJZEtZ8yx6hNzuTD5cxh+cAtYwmwyxlSg82Xv7TxafEW2yAjDKh/Lq8gn8/jhhtuwF/91V95fs83vvENfPe738UPf/hDrFu3Ds3NzVi+fDmy2ewo7nR8g1aYealftJdLGMnykC5YKusYzBaN18JSkG6mC7oX61eTSkm3tw9Ta2VeO1hX5acKnrGl8YTA+ARcFEMPbad1XZdHP0OaFkc/S7HiPXWvb/SRess1PuufLoBLxCbKp42Nv6g0sBhHqUnSKU4hivJxO3W6RIV91X7SZymkHSk9RYY5xgRvCC0BzRvHhwvW54SANrzxIqKzJNJnpE2ZbHImXM4c1uEp6ghM/5trxLs0BCGRrLDc2SxiQW/AK+6//34AwMMPP+xpva7r+M53voO/+7u/w/ve9z4AwL/9279h6tSp+N3vfocPfvCDo7XVcQ2iMOepuTtWpztx3ruu66YB5qXuCACOVgR2GJRCQDSLRDRY1qojoiFqxw3Y69VyVCQrDC6FRMzOM+LUL4G30IzwcZRCKpJFBHZ4OsVVlGAPTQx4xgTdsVHaLKVoeQzDEBm2paAUy4hHIxbPe515VJTwDC+SFRI5c6LzoArUsFherSvhmeF8SeqNrjfI5vGJzpI4k4DHM06FOQxRYQCOGU+iYfAA35ggjkNehkUsoiGiAWUdOFa5syNa2JpV8Qxz1vjkZxJ4rv0MkcMCcKYlE36IMh2BNc1osJQvlpmMDFnjC0suhe3OZhEaI8svdu3ahd7eXixZssR8bcKECbjkkkuwZs0aoZGVy+WQy+XMn/v7+wEAhUIBhUKB+56xAvn7Qe/DDfGYhnwJGM7mUSjEMJQ16JmMRWx713TjwJV1YCSXNw/tcM5YE4tojmeN6Do0DdB14NDACADDuKh3mgBAVKt43Aslc78jeSMaF4/otmcgcmckX7S9TgS2hpLjmUnN13CuYHrfYzDW1zt94ube8ygUEhjJGvtNRO3fbUSvtHQtlW2vZ/OEZ5zPGqvQPVsoYShHPtfJW/UIi2csPiCXeBR2niF3/kjOklXDuaL5e00vgX1kU2HO5k2eiWoh4JmydVkPZXNIRHSMVHggzsiNKIizx35msgWDNlHN+azxCt1HCkUM5/IAgES0zmlSAdFdadlBDNAI7OcmYTt3FZ6pyGv27BEQnjkyOGL9zRDImYhuKYPW+eDLjQjhmaJd/ubyYp6JUXQnn5vgyKN6BJGRI3lDdgznWbnh5JmhbI6io3FG4gK5mopHMZwv4XCFZ9LxKIpF42/UM30IX+eKFg2ylf/HNJ2RM5V7Jm+nV14grwGDPwBgOF8wZXU8JDwTp/SNQqGAwRG+nkdeyxfLGBrJodBsmB3DWYmeB0u+E56hP7ce6ON1Dw1rZPX29gIApk6dant96tSp5u94eOCBB8yoGY3HH38cTU1Ntd1klVi5cmXQW5CjFAWg4clVqzGtCdg9AAAxlPJZdHd3m8sMB4XBgo90P4pkxVHxSq8GIIqjhw7Y1hPEtCgKuoYXNmwCEMXg8SPcdfWGHfuM59q95y10d+8BAOzriwCIYPPG15Da/6q59q0e4/Vt23eiu7QdgGGMFssGvZ5Z9RRa4vbP79tnvGfTlm04NqAB0LDh5RfR1VL/PFMuGDyz6uln8GYz8Mohg1YDx+zf7UABAGLIF8v44x+7zU5XW/YYz773rR50d++2ffbbQ8Z7jg8MY8NrBs8cPtAbCp7ZTnim5210d/cAAI4PGrR6ce3z6N1krT1Y4aVXN72OyUeMXwxV6AUAT658DGz218Ax4z1rX3wFI/kIAA3rnv8TJiTqn2c0RKFDw6OPP4EJCWD9foNW7He7t/L9DwyP2F7fudt49l3b30D3yDbbZ285ZnzWwcPHsLl0FEAE+9928lY9Yu9bxnNtfWM7unNvAACylfP13NOr8XrSWtt/1Fj7wsvrofcYSuK+YQCIAaUC94zkR4zPembNSwAMof3s6qcQ0eqbZ47nASCGfKFkPtfmipzdz8iNrZXv/9CR43Ze6q3Q9vWN6D74mu3ztxw03rO39wCGjgBABLt3vInu7Buj+ly1QG/l7nh9y1Z0D2xh5MbjoINOucr3/6fn1+HQZoNn3jxuPHt+ZJjLM1q5It+fewFAFFq5aPJKPfMMOQuDw5busmNXRW4w3y35/vf19tlocPCI8eyvrn8Zhd06/fHYtdd4z45dPRX+jOCNzZvQfWjj6D5YDXDsiEGHl1/ZgOjb69FboZVWLjp4QDd1wqcxo9l4TXTHA4ARODT4b/XzBs8UssN1xTPDw8Oe1gVqZN199934+te/Ll2zZcsWzJs3b4x2BHz+85/HnXfeaf7c39+Prq4uLFu2DG1tbWO2Dx4KhQJWrlyJpUuXIh6Pu78hIHx109MYGsjhkkWX4ewZbVi36wiw6SW0t7Ugk1lsriuVdXzmBeOwXHnNEkxsSgAA+p7fA+zahq6TZiCTOdfx+fdtWIVjIwVM7ZoDvLUHXdOnIpO5YGwe7gRwaG0P/t+ereicNh2ZzHkAgP/71jqg/zguvWgBlpw5xVy7Y9UOPLF3B2Z0nYxM5iwAFW/02icBANcuX4bWlP34bvifbXiubw+6Zs/BC0f3AvkCLl+8CLtffb7ueeYftz6L40dHcNGli3BBVztGXtkLvPk6ZkydgkzmHea6gWwBf/fSKgDAkuUrTK/6hv/ZBuzbgzNOnYPMstNtn739wCD+8bXnocUSOOXUWcCe7Zg7qwuZzNlj94BV4ui6Hvxuz1Z0TJmGTOZ8AMA/vLoKyBdw9ZXvxGlTWsy1z/3udbx0aC/mnHoGMlfOAQD09WeBl55BNKLh3e/KOD7/t4dfwZv9hzD3zHOgb98CAFh2zZVY9+zquueZz730BLKFMi6/4irMnJjGW8/sAna/idknz0Qmc465bufBIXzjteeAaByZzHLz9ZW/eg042Iv5Z5+FzKJZts/u2H0EP9zyEpJNzZhxcgewrwdnnjYXmaWnjdnzVYvXH38Dq/fvRtes2chk5hnjNNYYcnbFsiWY1Jww1/6/I+ux7fhBnHn2fGQunGm8f18/8OpaNDelkMlc4fj8h99eh7eHjmP2GWcD27ciHtWwfNnSur+bjg7nce/Lq1GGhuUrrkU0ohlyY+8enHGaXW507D6CH2x5CammZmQyl5mv/7z3ReDYUVz4jvOROXe67fNjm/vw79tfReuESehsSwEHe3HeOWchs9DOW/WIlx7ZgjUH3sLsOachs+RUm9x4DyM3ftyzFvuG+3H+ggtx9RmdAIBn3jwEbH4Fk9rbkMksdHz+A68/jaH+HE6Zdw7w5ha0NaexdOnCuueZ3YeH8PVXn4NGyQ4iN85l5Ia2qRf/sf01tE6cjEzmIvP1f97xHDA0hMULL8bCOZNtn39wzR78oWcbOqbNQHkgBxw/iosXXIDM/Glj84AngD8cXY8txw5i3tnzkblopik3WtJOufH1zc9g8HgWFy9cjHNnTgAAZNcbd/z0qZ3IZBY4Pv8zL6xEqazjlDPOAd7Ygs5JE7B06YK64RmS5eaGQI2su+66CzfffLN0zZw5c6r67GnTDCbt6+vD9OmWMOzr68P5558vfF8ymUQymXS8Ho/HA/9SCeppLzwkKnlLZS2CeDyOom64wdKJqG3fcRj5u6WyDl2zfleqrE/FY9znTMWjwEgBx7NGGL4pWd/0IEgljONWLMPcLynCbk4lbM+QThj/LpSstVkq1bsplUCcyd1uShqfXygDI3kj3N7WZPBy3fNMxVjSYfBMCRUeYHimWbPytwl/AcTzxeeZlrRBg5FCCaSUKzw8Yz2fyTOVlFGWZwh/0Wt1rZJCF9W4z0t4ZoBirtZ0ynhPnfNMPBpBtlCGXuGDkiln7DzQnDaMinyxbHud8Ay7HgCaUwbP5Iq6WY8RPp4xvvMi1QK5JZ1EPB6j1hoypASLP0qVfljJWJT7vOkKnw3krEYpZF0980xTigrHRKKIx6MgJVfphH3f9PdPv26u5/BCc8rgs1ypjJxArtcrknG77CjDkBvJWMSx/5S51uKZcoVnElKeyZlyhpbr9c0zBh/kS5bsEPFAOml8/4WSnWcs+eHkBZNnirpQrtcrksx9Y8qNuJMHSI2r/c4m6/l6XlMiioFs0dTz0tS6euAZr38/UCOrs7MTnZ2do/LZp5xyCqZNm4Ynn3zSNKr6+/uxbt06Xx0KFfyDnZ8g6voFGHn/I+USf+aGoJiaNHg4NmzkgYel6wy/65eo8YWzuNjWWlkyW2I4X7Ta24ekWJQtpib8kGC7LlbRqailYkjkimUMVvLew1JczOty5j5Y1r3dO0Fz5aI8PGScpbAUpAPG8w6A4pkiv5Ca7pxma7Aj4RnS/GPENvQ8JDzDtOOmC/HFDXa8y1/yGcdHKop4aOhiPU+uWEYqHhV36nSb4eja3TU8IzQAZ3dB0pSAt3/ZiAARzzRXagGInAlLExkiCwuU7HC7s52z1cRNQZord9NQrmg2SwnbnU2eT8bz5oB0m5wp2X7HoiUZw0C2iEODRq1XWOjCIhwSAEBPTw82bNiAnp4elEolbNiwARs2bMDg4KC5Zt68efjtb38LwOhocscdd+DLX/4yfv/732Pjxo34y7/8S8yYMQPXXXddQE8xPsBeULKZTeRyy9umx8svKKLsHKtc8mE5fNw2uYKhlaZyTXUXtIS1xp0XQWh5lGqT2xwy2rADrFkeoNu9e73kyUUGwBTYYWmTy3ZwKpV1s2W5qL09b+YRa6wSENocNOkS5XaUq0ewg0LdWrjrur1LmExhbqmk4g5Syk9YeIY9S4Q+bNcvQDDzyMUwJ7LqaEVhTifCQRf+eBH+s/LkLyCeHQXYu7uaHdHCYoAyhlO2IDMmnV303O5s4ugKm8KcjFqywzkqQuDMYecUSh2AxucP5YtUd8FwnCfHnCxZq3qOnkd3MeWB3E2HB8NlmLMITeOLe++9Fz/96U/Nny+4wKjBWbVqFa688koAwLZt23D8+HFzzWc/+1kMDQ3htttuw7Fjx3DZZZfh0UcfRSqVGtO9jzc45idIBjiaHg4fXjHiOT1aiWSF5SKzInz0nCy+J5UblZC0ggWcyk9EC5EnlVGY5cOFjXbvtuiORDFMxCJmC1lTYIeEZ1jlRzYoltfCXUZHAGZd32HKyAoLRMaEyMMMGAoBa4zyzlNLJcKXL5bNiA1Jk6t3kOfJuRgSAN+YMOWMi/JzYMDgmeaQ0IU3XkQ0J4uXSQDI2/63UFEJEjGnHTz1DFbOSLNPZJEsSVQCCKGTK2Z9z2RUhJuccc62FLcqb0kaKWeD2aJpmIdhfhhg0caPnmfjGbcsC8YBGBbDnEU4JACM+VhuM7J0Xbf9rGkavvjFL+KLX/ziKO5MgQXrfa+1wCbpgWTmRlgUQ57XOCeaIRZ3zmmRzZUALE/PkYrx2ZSIhSYqwSq+otQv87UcM9vHRTFsScZwpJhH34AxNSxsET42JQ6QeVKdF5koBdBUmPsrCnMyHHQBnA4aYbognSZWKJkKn2zmHE0HwjMtIaGNNfTcThfezCZTMaRnHpHZUS4Kc29/5SyFxJAAjHOQL7kPPRfNcJRGJajoZ0s+ZEYWO/PIwwBde1qyOCUOcMqZppAY5rRscNNnhPP4PMiZwVwRwxUjqyU0PGOf4SjT86wZYs60d5E+Q+Rt2AxzFuHctUJdw6EwC4aEAi51JC7pgiSSFRYjK84RwqIUAUuBpD3M8ouM0JdEa5pCYkgAzqGPUoHNTVfx5kntO15RmFNhucjs0U/COxENjtQvHl0KrhcZozCHRPkBZDxjf9ZIRDONTF6NI482sWjEjJATngmLwhxnnDlZwfBqoLr6mraU/SyFhS4AJzLsMoy4TKWJAZRhLqn9LJR0HDV6oIfGaSFy5sh4xk/2CStnWkPCM7FoxBx7wdY4+q3JkvHMQDb80U8ZD1STseS4s0NCFxbKyFKoOcSpBzyB7YzYuHk4iEFCApdhUZjpIlrAqK8hAtgZyXJGvdwMibaUkXpA0pvCIqwBscCuXeF1JZWn4i0MizHhVH78RYVzLg4LcnGFzYsKSHiG43SppsEDkSsmz4SENuTMmFGJkphnZCmmXukSlggf4DRAcwIDlH52XmSYJ5eaEzFzbp+pMIdFzgjStYWZBKhOYR4O2VkCnDwjetYkR5cplXWUKkY6794mdBmh0nXDIoMTjD4jM8xlcsYt+mnJmfrvuMiDMrIUag6Hh7kgzjWuKl2QUaLaQmJkscoPHXFgI1kkVYdWCmVeVABoS9vpEKZIFpuuIksXrKr2iLm4wnKROZs7iKPCUm+hy0VGEBaHBeBUDE0DVFJ7xHNauBXri36uVzjoImliIDXMBTzTmrIrO2FJ/QK81x7RtOKfJ6dsjUQ0s5aPICzGhGVIyKPCxmucVHaPTi6CUMkZnzwj7Ajs0pQJMJrThCUtzkEXQX0jby3gXv7gkL8h4hka4fg2FUIFtssOEUo84ZGsIozMdpkJi/LjUJgpA4pVaLiRLBeFuc2h/ITIyPIV/eQJbLdLnuGZkAhsR2t7CQ9w6/g8epgJwqIUAs7GF14MUL4zh39OwmpkORVmmYe5+qiE6Od6hte209GIhljEXthP/9stykcQunRB5s727BglCrNLurbo53qGqIueqFlVqayjyKwFxPVtdL1scyKE3V2ZiLm0wY6t/EHu5HIY5iE5SyyUkaVQcySZwyebM8Nv4e4tXZCA9azWK0TewhintTI3vYk0MYjxhXBbOsQeZuFFJr7keQJbpDCzAjssxoTQ+JQZEty6I2+GRFhqJQB/KaZW4TWHZxrMAK3OYcHpLiiMZIXTkABkKabuimGZGp8g4hmaNvGoFppOcX7qa7g1sS4Ks+MshdABSOpi3dr+A5RTrKLXaBpMo52Gpmk2uRIWXQaQRbLEPFNNR0rr5/DQhoYyshRqDq8F6YDcwywU2KlwesVYz7vM+JQbEt4iWRPS4RFKwnawvIhNFd53VjEMDc+waZSCbpSAwJBwawjiUJjDQRcAjmYWslrOqgqvWdqERDFku7ta8lTWRKb6sxQmZ46o8y3POcMqhrTzQtStk5YrYaKLr8GyJ1ATS9ASRmOiRKJ88gHWgCWn6TtbFKGi6/bC7LDwyzOuc7IS4cw+YaGMLIWagy2M9WJM+PFwTGxK2H5mL/16hbCGROIttAsluYc5FbenHrQ3hegic7SDlaR+8epI3C75kNZKiLqhcdMFq3BYsJd6WOgCOJvmeDNAObVHHrzv6XjUEW2uV4giWV5rsgqutWrhdeY4R0V4iWTZ19K/Y0EbD2Gki7dIFqcm1qczJ0ypX1aav44y1ayKfdZYNIJoxO74cTM+Abv+Eib5K3LmeOUZ1xbujCEeFscoi3DcGgqhAiuwvbQQ9tPCfXJLOI0sVihlC+6eHz8eZk3TbNGs9hBd8iSSVWAuec91JC6X/CSKZxLRSIiiEgZdimXjgpeOQ+AYEm48wzosJoXIMHdGsiTniTFAdV2n0uL4HmZaSZ7UnOCuqUeImsj4PkseI1lhog3b4TUnkcGsYligIlnipiAWbSaGiC4n3MXURc5MZmjByp16Bp2GTUczuansTMMqt+Y6gP38TAoRXdiB3f7r+OR3NqvnTUiHQ89joYwshZrDmZJBFMPapKtMak6a/45FNEeaXL2CPA9RmKW1ahVBVaRawLp5mAG7YjghTAJb1OCBa4D6b/DQ2WLxzOSWRGiKi9k8f9mlbUYDfVxk8WjEfslTdKp3mN06q/C+E280ACQFdXxT2ixahMmQ8NP1S9opzqPyEyqFmY1++lAMvaR+0XImXA4L/rPKDXPv9Y1TWu1yheWhegbNB3SNtKz2k6QWup0lAOhsDaecMfW8op8GOzTPyLsLdjJ3UUeI7iYayshSqDlEkaxapQvSXrGOliQinILSegTtMc+Xysh6aO4AOC8+UbogAHRQAntiiC55oWLos45EZIBOaUuZ/w7TRcYaWVY7blkdn3cPM2C/zDrCRBuBYe5JYaajEkLFMJw8w0b4pIZ5FVGJZCxqN8xDRBuaZ0pUIwsviqGX1K+plJwJVSTLcZbcFWavg70BJ4/QjtJ6Bx0ZdmtkwdZ+euEZuwMwfHTJMemCXssf/BjmES1c6bc0lJGlUHOwB0qexmOvxTHWe08XDFPdEW0cFUplKpIlFkqART8vCvPMiWnz3zPa08J19QbHkFC/hdcu9Wr0RdbZGp6LLB6heKZY9l3H5+mSp+jRESbaCI0sd55xa60MAFPbwskzIoeF305xMp6hU5HZKEU9IxGz0gXdeEBYDymhy7QJFi1oI73e4asjJWeGo1vEnK1nDFMqOy+SlYzxo5lsyrZv+RvSCB/gTf76SUumDfOIpoUm+4SFMrIUag7WkyqLZJlCiSewBYdvGuUtDEs9FmC/gAolKl2Q43mPRTQQRxkRYiTFSRbJmkkZVl2Tmk54z2OFE2khXKJSKkU8M3OSRZcw5b1HIprtPOVr3PULsCvJJ48TniGpt9GIZhars5g50aLFSSFyWNBRCV3Xa+6wAEJce0SlxdGGpdSY4KQLinBSu8UzsyeH6CwJ0gW5Z0k2w1EiZ+h0r7BknwB2fUYWLQc4za08GOa0zD2lo/nENzxGEHXqlGWfcJsyeTDMw6TnsVBGlkLNwaYeZL0UpJecnlRR6pemaXj3udMBADcs6KrRrkcfEWrAZa5YMg1LXiRL0zSH98fLRXb1mVMR0YDTprRgxoTweFIdg5qrqJWgf8eiLRXHxadMAgC8q8I7YUHcphi6GxL5UhnlitHpNiQUsOhxySmTuI6QegVNl3JZ95UW50Vhnj25CWdMbUU0ouGqeVNquvfRBHlWXTccEHLlh9MpzqVWAgBuWXwKAODP33FSbTY9RqCjn+SZo5w5hYBzuLeXTILzuibgpPY00vEoFp/aUdO9jybY8SIjso7AvNpPlzsbAG5ZPBsAcPOi2Se837EELTvc7mD2PHmRM5fOmYymRBRNiSjecfLEmu17tOHHycU2VnFbT/CXC2cBAD56+Zwa7DgYhNc8VKhbiFor+63Jkg1y/OYN5+GvrpyLs6a31WbTY4RUPIrBXBG5Qtk0PkWKbTIWRbZgKQMFl5QMADi/qx2P3fFOTGlLhSq8zl7yUmNC4GEG5LT5vzdfhJ7DwzhrRrh4JhGLYDhfMmoCPBifgHGZpSJRb4b5vCl49I7LQxWtAew841ZjxSo/XhRmTdPwy49fiuMjBcyaHD4PM0Cin/5qskjEXORhBoDrLjgJZ89oC1W0HOArzCLDQDQgXdSN0visKP7fJxejUCpj+oTwnCdfTZl4XUw9RD8/ccVcXH5aB84M2Z1N6zOyqLCx1rvhQTCxOYGVd14BDeGNCgNudXwV+VvwZ2T9/bvPwvXvmIn5J02ozaYDgDKyFGoOM7zu6fA5BbabIAMM4X/2jPAdvFQ8gsGcEd2TXWQAncdcKbz2kHoAAKdNba3VdscMbDE1oU2ae8kzRjwVBZUpQC3JWOgMLMCetjQiowtleOWKZaTiUU8eZk3TMG9a+OhCp6AQfgFE3Tr9Kz8A0N6UQHuI0ksB+zMVila6oDyN0p/yA4RTztApTjK6AHQqOyt/5dHeMHZBczRlkjlGJfP4ZDwTjWg4d2Z7LbY7pqDb/svkL8C5s4veeCZsDi5AEv3kjEdhm2QA3vSZeDSC87raa7LfoKDSBRVqDiKYzYYNsposRvkplsqoZDq5XvJhBFGER/Il6iITpR7wFUOZIRFW0O1gC6Wy2fWLd5mJPMwJQTFy2GEphrq0WYpNUWKK9WUe5rDCThfrbPCe1dEpzkNUOKygu57lSiVPcwpJ/Rbg3cgKI+yGudwBwY6VKDQwXdgouNSZE7efJcBbWlxYQfOMTJdh1wKNLWeEXaRlw+ApZ1iugXmGRmM/nUIgIAKIHDorLc49XYX2qMrSBcMKQoNsoUwNI5YL7JxDYDceXWhP1wgdlUjwaiX43kJZelOYwYvY8JQfTdOqajsdVtA1iyOSJjL0Wi9zgMIOup6TNsybEs7EFZovzFTKBlYMeQ4LHl0AZ1Mms+avAelCf9eGMSG5s5l0bfrfjShn6OinWyRL5BhtRDnDNjgbyVdoI4lk+a3JagQ09tMpBIK0aWSVUCrrVo6/rIkBE5Wgf9dIIALISBeUe8US7ABVEsmKNWC0hmNIaBpf0XN0wvKYRhlW0A0eyEXmlmLqKNZvQMWQbmJg0oVzwQOSTnENyjNJmmc8jorgRYYbDVzDXHSWJBHzRoOmabY0fxltknH7vQQ0tgy2OQBd5Iyw8UUj0oWJgsscgOa5q+g8uq43NM/QaOynUwgEVrSmZEsp4HvF7AWRRDjFJK2Vw4yUWQBakkb4gHGWekB5C7N54znT8WjNZpGEGXTuu2mYCy/58UMbky4utWoA1XbaPEvG+kZMowQspwU9j0+WegvQ3vfGpY0tKkE87yL5Gx8/CjPAyGCPNVlsimkjRmxox5V5Z3ttfGGmazeeLkP4QNeNhinyuZ/2eajFso4K6yDZgJk5NBrvRCgEDiKYRwpWtAaQz09gp4Y36kVGp1L6bnwxTi4y1+Li6DhTfjjed3G6ir0pSCN7C+lIQ86VZ8aXnEnwIlkcw5w7KqKReYYnZ1yin46ZRw1ofAKMMSFLF5RFPxtQYeYa5q5Orko9egPLGRsfuNxN1YxdaRQ09tMpBALakMiZXlF+ZMqZ3uTeWTDMsEX5zEJRb5GsgukVazza2L2oXo1P9oJvPLoA9u5WMuUHEKffNuJFlog5u34Jo8JxfsS8YXkmZtVLWBEbgWIoGETbiDI4wTtLLnV8rJMr3oB0Aax7xS2VMsko18D4McxlUWF2Lf3/RjQ+adk5lC+aDct4zhxRrTDQmDxDo7GfTiEQEC8PHclyL0hvfM8PYCl72YJ7C/dqZvuEFTwPs+80ygakC2Cf0+J2yZuXWYFRmBvQmKCHoqr6GjvoKAyRwW6plEQBIjW0jUgbm5xxra8ZX84cOi05J+EZNsW0VNZRKjcwz3C6mLrJmfGQZRGNaCDZ/P0jRfN1bndB6tzR9VjRBi0LodF437xC4CCCmb7Iki4K83hIVQEs2ox4GkZMFGai/DRuJMtr0TXgNMwb+SID7AaC1zktpOaokc8TzTOmISFSmOPsWWpcpRAQdETzmBbXyMaErVmKi/HJRiUKDXyWAOu5RgolU27wZHAkotmMiUaPSvAdgG4OC3vtZyPSRdMsPjg+UgBgGE28+jPy/OVK/VYjyxgWjf+ECmMOOgJBDp+oTbkjXdCcXdJ44XXAni7oeU7WOPC+02lubvU14tb2jUcXwJ4WZ8728RnJanSeca/jY89S4yo/gN1z7JouOI4aPPip/RR1imvENErAOiMDWSsq4cUAtRlZDSiD/dTEiuqFG51n+rOGnidsVkXpc/li2aRPIzYEYdGY37xCoKDDxUeG8gCAJpeUDFP5aXCFmdDGaOFOonwuNQFMHUkjCmxaYR52KS4W5r03IF0AfhMD90hW49PGVivhsbX9eJh5BHivrwGc3eIaO/ppnY+sW4Rv3KUlVxTmimMUkAxqpgyPXMnqINyISjMdFbZ4RlT7OX6iwoCTZ9xqhQF79DPRoM50GqH55r/yla9g0aJFaGpqQnt7u6f33HzzzdA0zfbfihUrRnejCkY6QeVQHRnKARAbWY4W7gV5emHYkaIK8InRJKpXYw1Qc71AWQoz6HawQznDkyoe0jy+vIU2xTAvr1cz03gKje+0SHBS4tzqG8eD8QlYhsNxSmF2MyZyRStNjH69kUDuoZG8l5pYfrF+I54lgI5KGPI3EYsgIqiXoQ1QOvWWF8UIO/hdFz1GzMeZYS6iSzSiIRax0rtNJ1eD0oUGf9R5HSKfz+OGG27AwoUL8eMf/9jz+1asWIGf/OQn5s/JZHI0tqfAIB2PIl8s47AZyeKzmun5GS+RLCpdcMRNYWbS4szIVwMKJvoSIpe8W5vc8eZhpue0iGlTMUDHgTFRk65fDUgXwDImDg/mzNe8dDFt9NQvcg8N50uuaZTCwd4NyjPkuYhhLqILYDdAG7m5DmDvSOk2DJ6t/Wx0ORNnDHOZAzgRi6CYL9nkTKPShUZojKz7778fAPDwww/7el8ymcS0adM8r8/lcsjlrIupv78fAFAoFFAoFERvGxOQvx/0PrwgFY/g+AhwaCBb+Vnj7lvTDWFUKuvI5vIYruT2JqL89WEHsaeGc0UM5ysRmyj/OyXyZyRfRKFQMAV3FLpn2oSFZ7SypdwdGTR4JinggQisdv+FQgEjOWNNTGtsnhkYyZte45iAB0yeyRWQz+dNAzSilxuOZwgfZItlDFbkhugsRQnPFCo8Uzl7Ma3+n7MapCuMcKDfOEvxqAa9XEKhXHKsJSlew7kChrJ583WtXEKBmnMoQ1h4JhExzs9QrojhSsQ84cIz2QrPZAvG+ogP+RsmENlxrJJ9kopFhM9p8Uwe6YoWGY/5k79h4ZmoZvDMSKFo0igREfGMsTZn8oz/OztMIAYoubNlPJOMRTCcL2Ewm8NwzpAz8Uh4ecbrHkJjZFWL1atXY8qUKZg4cSKuvvpqfPnLX8bkyZOF6x944AHToKPx+OOPo6mpaTS36hkrV64MeguuKOWjADRs2r4HQATHDx1Ad3e3Y12uBBA2/MMf/wcvH9IARHH08EHu+rBje6/xfLvf3ov+EQ2AhnXPPYM3OQHWPW8ba7fv3I3u7p0YHDFouvb5Z7Er7e/vhoFnYloURV3Da2/sAhBB39630N29x7FuqAAAMZR14A9/7MbGfQad+vbvRXf3W2O869HHvp4IgIhJFwBY/eRK8IJZB3sra1/fjEeOvA5dN87W06ueRJNPaV/vPGN0DY6hVNaxZcduABHs2bUd3d1vOtb2DhtrB0ey6O7uxhu7DDr17NmF7u4dY7ntMQHhg01v7gYQQQxloTw9fsRY++IrGzCwQwcQQ0TT8eij/+P779Y7zxzKAkAMAyM57Nm7D0AEb255Hd1HNjnWvnnckCtHjvWju7sbeyrncMebW9E9uGVsNz4GOHrIeD5ylkr5rJBnRoaMu+hPa15AW9zgmXIhX9WdXe88s70fAGI4eKQfgzEA0PD6q+uhvaU71m6p6C/7+gx9p/eAQafXN76K5P4NY7ntMUGhopO8ts24m0YGjgt5oFww1q56+hkczxt0GhkaCC3PDA8Pe1rX0EbWihUr8Od//uc45ZRTsGPHDtxzzz249tprsWbNGkQFw+E+//nP48477zR/7u/vR1dXF5YtW4a2trax2joXhUIBK1euxNKlSxGPxwPdixt+sPN5HMoOItk2GTh8FHNndyGTOduxrlAq47MvPAEAuPKapeh/bT+wcytOPmk6Mpnzxnrbo47s+r34r12vo6W9A6UjRwAA716+FO1Nzu9z7592ofutNzF1+knIZObjsy8+AaCM5ddchRnt3qysMPHMP7y6CkeHC0hN6AQOHsYZp81BZvnpjnXD+SLueekpAMDVS5Zh13O7gZ6dmHvKychkzhrjXY8+3n52Fx7f+6ZJF00D3vfua7n1D2t/vxnrDr6NOXNPx9WLZwHrDDq9a8VyYYohi7DwTKms4+4XjcuW0Obcs89EZvFsx9qeI8N44NU/QY/EkMksx9rfbwZ638ZZp5+GzNVzx3jno4/XHt2G5/r2IDWhAzh8BG1NKWQyV3DXPnJsAzYfO4B5Z52Dy06dDLzyJ6TiBp28Iiw8c3gwhy+tfxr5soaW9knA0aO4eMH5yJw73bH2lZ5j+OfNLyCRbkImczn+eHwDcPgAzpt/DjIXd4395kcZjw+8ho1He9HUPgU4eAidE9uQySzkrv3p3hfw9tAxnHfBO9DRkgQ2voC2FoNOXhEWnnl9Xz++9/paIJ5CqikODA5i8cKLsXiu01kf29yHn775KlrbJyGTuRg/eXsd0H8cl1y4AEvPmhLA7kcXv+x7CXsGjyDZ3gkcOozpUzuQySzgrv3Hrc/i+NERXHTJIhwYyAFbX0Xn5InIZC72/PfqiWdIlpsbAjWy7r77bnz961+XrtmyZQvmzZtX1ed/8IMfNP89f/58nHvuuZg7dy5Wr16Na665hvueZDLJrduKx+OBf6kE9bQXEVKV3Pejw0ZItSXF33MspiOiGfMTdC2CEpkaHo/V/TNWg+ZUAgBwZNgKNU9oTiHOyU1uShjPX9CBWCxm1gQ0p5O+aRMGnmlJxXB0uIADA0YqQVs6wd1zc8QyFvRK9AsAUiF4xmrQ1mTIo4ODBl2aEzEkEgnu2jTFM7pm0ak5nfQ99LHeeSYOo25kpFAyaTOhiX82mlMGDfPFMuLxOEjpUSrZmHKmNW3wx+GhSkF6Iip8znRFVhd1DaVKpDQZi1RFl3rnmQnNlpw9Omyk/zWnBHKmIqvzRR3xeBz5yuXUlKzvZ6wWrWnjmQ5UzlKr4M4GrNrPEiIoQTNfa0SeaW9OATBSTEkNkUjONCUrPFMy5AxJ705LaBlmtKSMZzo0SO5s8XOSeq1G4Rmvfz9QI+uuu+7CzTffLF0zZ86cmv29OXPmoKOjA9u3bxcaWQq1ASmaJS3cmwWNLzTN6ESYrXTbM+dkNWh3QUIX0hAkEY0Iiz9Je1O6EyHQmI0vAItH+ip1fC1JPs/EohFEIxpKZb0yV6uxi2ibKxGo3n45XQB7sT7hmWhE821ghQXNScPI6qvQpllAG0KXYlk36j9dOnuGHeQsHXA5S4C/7mlhRyoegaYZXUwJbVpdeIbUNTY6bcjZ6T0+AsBweolAN3ho9IYghC5D+RKiEcNp0SqgjaMpU4M3BSG0MeWvQM8DqM63dLOUBtXzaARqZHV2dqKzs3PM/t7bb7+Nw4cPY/p0Z2qAQm1BUpOIh0OWqpSIGkZWvlRu+O6CRCgdHKi0tk+6d3DKl1gjq7Ev+WMk+ilRDEkRba5gddwTdWkMOxx0kSk/VNcvt457jYDmZAyHBvNmxFykMNOOifFgTBC5ctTDWUrYeKZxx0QAhlOvKR7FUL5k8UxKFK2xd4ozadOgxgThEUIXkcMCsLcqzzX4WaLPDumi15Lk8wzbkdK8mzymaocNzayc8WCYG11yG9vJRSM00qKnpwcbNmxAT08PSqUSNmzYgA0bNmBwcNBcM2/ePPz2t78FAAwODuIzn/kM1q5di927d+PJJ5/E+973Ppx66qlYvtx7rrlCdWAFdLNEyCQ5s6NEA3rDDtYDJvP82LyFlYssojXmwEfAyTMygW15md3n3YQdrIIsVX447d4b1fgEnOdHxDMJoZHVmLRh6SLyvAN273sjj4kgaPIoZ8ZbJIvlkRaZA5C6s4nx2ajOnFQ8AjYRoFlAG3aGo2WYNyZt2LtI5OQCRIZ548oZgtA0vrj33nvx05/+1Pz5ggsuAACsWrUKV155JQBg27ZtOH78OAAgGo3itddew09/+lMcO3YMM2bMwLJly/ClL31JzcoaA7QxAls0JwuwH75GH/jYxnhNRcIaYISSOXA32pADHwHnpe4WyQKMSyzX4B5mPxeZFcmylJ9GjXwCzvMjclrEIppZ+5krliyeaVDFkB3+7i2SVW7ogecEzYkoDlI/i2hjDbvWUS7rDU8bp2PU253d6A4LTdPQnIhhoNLyHxDTxhHJanDatCS8OwDthnljOyxohMbIevjhh11nZOm61VIznU7jscceG+VdKYjQlrYbE15SnIw6ksb2pDoiWR6FkkmXBhXWgPPi8hSxoS55r93zwgY2CiwzzHlRiUa94AGOASqQM2ztZ6NH+Zx0ERdpEyN8vPAM6/AT1tdQCuB4MCb8RMytLIsysjFyNzWm/AUMWhAjqyUZQ0RQ40o7uQA0vjPHT/YJZZiPjCMjqzGlhULgYCM27WnxJU/XBDR6ES17kUk9zFShaKOnHQDeFWaAoo2tJqsxaeNIoxTUAwDjq4kBwKONzJljpfKYtGnQ8+SIZPlMF2xknqFpE4toQocenU2RGwe0Yc+OF/mbL5XGRX0N7diSZp9QZ4k0ZgIamWf8Z5/kCpY+08hOY4LGf0KFQNCWjjE/yzypzo5ojRrJikUjtku+vYnfihugCkVL4ySSxaZ+eVCYDQ9zY6fFOQ0JWSSLNiQa+4IHeFE+r130xlftpyflpzg+FGba4GxJxYTp1/GoBvIr2gHYqLRhDXFvCnPjR/gAOy28ZliQaA3QuLTxk2Ka5GSfNOpZotGY37xC4GDTUybIjKyKopMtlJHNN3bqF2BXgGQRPvoiM1vbN6jxCTgjNJ6in4VSw1/yrCEhM8z5kazGpAtglzPpeFQaAbdHhhubNhMZHmFrZGnQiuF4KEif1GzRRhat0TTNHjFvcNqwRtXEZokD0KYwN74zhzZA2bNFg76fB7LWLMxGNSacPOM1y6LxeYagMaWFQuBgL/X2JvHhI12JhvPFcZGrSwumiRK68Fq4N2q0BgA6WqzLKxWPOFKeaHC9Yg3KM7FoxKYYTm5xv+RthkRD84zVxEhGF4BpIdzgPNPelAAdoJncIm72xI9KNCZdAIZnmuVNsAhthvMllCsl340a/WSzTSZLjKwEh2catbsgYOeZSR7oAgDHRwwjKxGNCGu4wo4ORq5MkpwnW1OmBq+JpdH4T6gQCGiBHYto0tQDokyPFEqmkSXrRhh20EJami5IDSNudC8qAHS22pUfWRfF8eYV6/R5yY+HGhKA4RmJIQEwHdEaPC05GtEwiZItXhRme+ptY9IFsJ+fDhfDnAyEJwoz0LgyuJM5P/JIFp2uPQ7uJpthLjlLVB1f/4jRKKORU/yntNp5Ruboou/sRp+tRqNxv32FQDFjQtr89+SWhFRhJqmBw/kSRvKN7xWb0W7RpqNVrBjyGoI0ciSLVphlhgQgaGLQwJeZV9rYOsUVG7+42G6Yu0WyrLRk0mK5kS95mzEhkzPR8dVameYTr5Gs/oqRpWmNO14kEYvYnKGeDPNx6MyRyV/SxRSwDPNGpgtLC/l4EV69cGOeJRqN/4QKgYD1cMjQRBlZVjvuxmVN2sjqmpgWriMXfFkHhvJF22uNCPoi63ThH25HtAY2QOnLrGtik3DduItkUR7mk9rFZwkAklG7wgw0Nm1o43r6hJR4HeGZkpXG06gpcQAwtc2ixQw3niFGVqW+JhmLNOycQsCa7wS41FHb0pIbu4kMYL+PuiaJ5S/gNMwb2ZCIMQ4HL9kn9N3UyM50gsb99hUCRSSi4bQpLQCAy07tlK4lqYFZKl2wkZUfQhcAmEv9mwUvv7uR6dLZkjQvszkdzdK13I5oDUybc2dOMP8tUwyt5g6Ut7CBjc+5U5rNczLbjWfidoUZaNwB1gCw+NQOAEZEQjoMntNauZEVw3NOss7SGdNapWvHU1QCAJafMw2AYVR4VphJfU0Dn6X5FM+cPlXOM0mGZxrdkLj8NEPOLJg1UbouYbuzG9+ZQ9C4hS8KgeP+952Nf1+zB//nmtOk61J044txkC6YmT8da3cexjknTXDME6NBp6UcGzYEtqwZRNihaRruf+/ZeOS1fbjtnXOka4nAHsqVUKpUpDeyYnjDgi68+vZxvPO0DkQlRdRWc4fG76AHGCkoX3rf2djw1nHccOFM6VpynojyE4toDk9sI+ET75yLt4+M4LoLTpKuG2+tlSc1J3Dfe87CG30DuHreFOlaKyphZBI0Ml0A4LPLz0BUA25cOFu6jk79IuKokQ3QU6e04JNXnYqyruOCrnbpWiJniDOnkekCAHctOwMT0nHcftWp0nX27JPGdwASKCNLYdSwaG4HFs3tcF1HpwuOmOmCjXv4UvEovvEX57mui0UjiEU0FMs6jg7lATS2kQUYBmhm/nTXdayHGWjsy2xCUxzf+9AFruvoSFauwYc0E3zgopPxgYvc1423qMTE5gQe/Mg7XNfZO8U1flQYAG5ZfIqndU6eaVyjHDBS4b7zQQ9yhopkEZdPI/OMpmn42+VneFpLojMmzzS4IXF+Vzv++cPucoYY5tlC2XSmN/p5AlS6oEIdgBgOA9kiCiUjKtHIkSw/IJfZURLJkhSWjicQI/zYcN58rZHr1byC0CVXLGN4HESF/cDimfGhMHsFSSUcKZQow1zRBgDSFdocGcoBaGxDwg/MjsD54riqr/ECwiPEMdrIjYf8oDlpZSyNFwcgoIwshToAEc5HhiyFeTwcPi9ImkZWJZKl6AIAaKkoP4cGDbqk4o1dkO4VdHewwxRtFKzOV339WQCNPSbCD4jyM5grYihnpMUp2hhoqdDmwIBhZDUrJxcAiw5DufGRluwHRM4cHFSGOY3mBOGZIhXJanzaKImhEDiaTG+hoRRqmopKEJBIFonYqEiWgWZGYZbNYRtPSMasFFNCG6UYGmB5RtHFQGvSqAvNF8s4VklxUufJAFEMiZHV6OnaXtFCGebxSoqyOk8GiNPiQL/BM+osGSD8MZArYqhiZI0H2ihNViFwkHbtxMhqikdVVKKCFBPlU5e8ASKce5XCbIOmaSYtFG3sIHSwlB91lgBLKQQs2jQr2gAAWlIVw/y4cubQsCJZVvRT0caAU/6qswRY/HGw4rCgX2tkKCNLIXCk48ZBGy8F6X5AhNDRcdBd0A+I8jOQNS74ZpXeZILwDKHNeLjIvKCF8qQCKiWOIBaNmJkDgxXaKMPcAMszii4GCF2KZd1sVqVoY4CVv4ouBoixSegS0cZHimnjP6FC3YM1HIgCrQC0MrRQiqEB9uJSPGOBNarUJW/AwTOKLiYUz/DB0qFZObkA8J1aKmJjgD1LLerOBsCXMeMhY0kZWQqBgzWyWMNiPKOVmaOlLnkDbKqXUpgtsMqOSosz4LzkFV0IWCeFUgwNOIwsJWcAAJGIZru341HNbNE93qF4hg+HjBkndFFGlkLgYIUQKcRWcBqcjTw/zA9aGB5RF5mFFtYwV7QBoKI1MrCRiSZlgAKwOsURKJ6xQNNC0cWCI5KlaAPA6CIdoQJX44VnlJGlEDgmNiVsP6tIloU2RmGekFYGKKCiNTKwtBgvl5kbWJ5RdXwWaEUwEYuYHePGO1S6oBi0AarOkgU2YqPkrwFN02x8Ml7ooiSpQuBIxSNmq3LAmSI3nsEanMrIMuCISqhL3gRLC0UbAyqSJQZtgLLRm/EMhzNH3U0m6POjojUWnOmCyjAnsPPM+KCLMrIUAoemaZjYZF1eKpJlQUWy+GAvsvYmRRcC2pPaloohGmn84mIvYD3Mk5oVzxDQxsPE5oRk5fgCm7queMYCbVhNUPLXBOukYDN1xjNoGdw+TuiijCyFukB72jpwbcqQMEEbnC3JGGIqjQcAEI9G0EbRZlJzMsDd1BcmU0ryJKUwm2BpoXjGgo1nxony4wWTW+y0UAqzhUkUbSYrOWPCKWcUbQjGo5xRGptCXYCORHS2KuWHgPb2qCiWHVPaUua/1UVmYUqrogsPyVjUJmdUVMLClDZL5k5UdDHR0WK/i9R5sjCFuqcVXSzQZwlQtKExHu9sZWQp1AVoD2FnizKyCE5qT5v/ntqm6EJDXfJ80Je8oosdtGxRUQkLNF0Uz1hIxKxBzYBKpaShnDl8sIY5O6JmPIOWM2yUuFERCiNr9+7duPXWW3HKKacgnU5j7ty5uO+++5DP56Xvy2azuP322zF58mS0tLTg+uuvR19f3xjtWsEPZnU0mf+eNiElWTm+cNJEy8hS6U12TKYE9kyKTuMdtPIzc2KTZOX4A12fNqNd8QwB7WFWPGNHrlg2/83WyI5n0E4uJX8tsJ05x8PAXa+gHYDjhWdCYWRt3boV5XIZ//Iv/4LXX38d3/72t/HDH/4Q99xzj/R9n/70p/GHP/wB//Vf/4Wnn34a+/btw5//+Z+P0a4V/GDetFbz36dNaQlwJ/WFiU1xs/Pi3CnNAe+mvjD/pDbz39PalGFOMKez2eSZWZOVwkzjslM7AADJWASpuPIwE5w13TpLpyr5a8N1588AMH6UQq8456QJ5r9Pn9oqWTn+cPlphpx5x8ntwW6kznDODItnTpsyPngmFG3cVqxYgRUrVpg/z5kzB9u2bcMPfvADfPOb3+S+5/jx4/jxj3+Mn/3sZ7j66qsBAD/5yU9w5plnYu3atbj00kvHZO8K3rDi7OlYd9ERnDm9TbVWpqBpGr77wfPRvbEXH71sTtDbqSt86OKTsa13EJef1oGI6qBnIhWP4ivXnYOX9xzFXyyYGfR26gofvXwO9h/P4v0XdQW9lbpCZ2sSf/euM/HWkWFceUZn0NupK3zy6tOQL5Vxq5K/Npw+tQX/55rTkC2WcN7M9qC3U1f4zPIz0JaO41NXnxr0VuoKC+dOxk0LZ2F6expdk8aHAzC02uzx48cxadIk4e9ffvllFAoFLFmyxHxt3rx5OPnkk7FmzRqhkZXL5ZDL5cyf+/v7AQCFQgGFQqFGu68O5O8HvY/RQEwDvvTeMwE05vOdCK45owPXnGF4xvzSppF5JhUFvvZnZwFozOc7EVx33jRcd940AIpnaExuiuI7758PoDGf70Rw06UVw1Mvo1AoyxczaGSemTUxiX96/7kAGvP5TgSfvPIUAECpVESp5O+9jcwzZ05txnduUHKGh7/LnAGgOrrUE8943UMojazt27fje9/7njCKBQC9vb1IJBJob2+3vT516lT09vYK3/fAAw/g/vvvd7z++OOPo6mpPizvlStXBr0FhZBB8YyCXyieUfALxTMKfqF4RsEv6oFnhoeHPa0L1Mi6++678fWvf126ZsuWLZg3b5758969e7FixQrccMMN+NjHPlbzPX3+85/HnXfeaf7c39+Prq4uLFu2DG1tbZJ3jj4KhQJWrlyJpUuXIh5XBbgK7lA8o+AXimcU/ELxjIJfKJ5R8It64hmS5eaGQI2su+66CzfffLN0zZw5Vh70vn37cNVVV2HRokV46KGHpO+bNm0a8vk8jh07Zotm9fX1Ydq0acL3JZNJJJPOLm7xeDzwL5WgnvaiEA4onlHwC8UzCn6heEbBLxTPKPhFPfCM178fqJHV2dmJzk5vRbZ79+7FVVddhQULFuAnP/kJIhF5Y8QFCxYgHo/jySefxPXXXw8A2LZtG3p6erBw4cIT3ruCgoKCgoKCgoKCggIPoWjhvnfvXlx55ZU4+eST8c1vfhMHDx5Eb2+vrbZq7969mDdvHl544QUAwIQJE3DrrbfizjvvxKpVq/Dyyy/jlltuwcKFC1VnQQUFBQUFBQUFBQWFUUMoGl+sXLkS27dvx/bt2zFzpr0lsa7rAIxczW3bttmK0b797W8jEong+uuvRy6Xw/Lly/H9739/TPeuoKCgoKCgoKCgoDC+EAoj6+abb3at3Zo9e7ZpcBGkUik8+OCDePDBB0dxdwoKCgoKCgoKCgoKChZCkS6ooKCgoKCgoKCgoKAQFigjS0FBQUFBQUFBQUFBoYZQRpaCgoKCgoKCgoKCgkINoYwsBQUFBQUFBQUFBQWFGiIUjS+CBGmm4XW682iiUChgeHgY/f39gQ9iUwgHFM8o+IXiGQW/UDyj4BeKZxT8op54htgEbMM9FsrIcsHAwAAAoKurK+CdKCgoKCgoKCgoKCjUAwYGBjBhwgTh7zXdzQwb5yiXy9i3bx9aW1uhaVqge+nv70dXVxfeeusttLW1BboXhXBA8YyCXyieUfALxTMKfqF4RsEv6olndF3HwMAAZsyYgUhEXHmlIlkuiEQijgHIQaOtrS1wBlMIFxTPKPiF4hkFv1A8o+AXimcU/KJeeEYWwSJQjS8UFBQUFBQUFBQUFBRqCGVkKSgoKCgoKCgoKCgo1BDKyAoRkskk7rvvPiSTyaC3ohASKJ5R8AvFMwp+oXhGwS8Uzyj4RRh5RjW+UFBQUFBQUFBQUFBQqCFUJEtBQUFBQUFBQUFBQaGGUEaWgoKCgoKCgoKCgoJCDaGMLAUFBQUFBQUFBQUFhRpCGVkKCgoKCgoKCgoKCgo1hDKy6gwPPvggZs+ejVQqhUsuuQQvvPCCdP1//dd/Yd68eUilUpg/fz66u7vHaKcK9QI/PPOjH/0Il19+OSZOnIiJEydiyZIlrjym0HjwK2cIfvGLX0DTNFx33XWju0GFuoNfnjl27Bhuv/12TJ8+HclkEqeffrq6n8YZ/PLMd77zHZxxxhlIp9Po6urCpz/9aWSz2THarUKQeOaZZ/Ce97wHM2bMgKZp+N3vfuf6ntWrV+Md73gHkskkTj31VDz88MOjvk+/UEZWHeGXv/wl7rzzTtx333145ZVXcN5552H58uU4cOAAd/3zzz+PD33oQ7j11luxfv16XHfddbjuuuuwadOmMd65QlDwyzOrV6/Ghz70IaxatQpr1qxBV1cXli1bhr17947xzhWCgl+eIdi9ezf+9m//FpdffvkY7VShXuCXZ/L5PJYuXYrdu3fj17/+NbZt24Yf/ehHOOmkk8Z45wpBwS/P/OxnP8Pdd9+N++67D1u2bMGPf/xj/PKXv8Q999wzxjtXCAJDQ0M477zz8OCDD3pav2vXLrzrXe/CVVddhQ0bNuCOO+7ARz/6UTz22GOjvFOf0BXqBhdffLF+++23mz+XSiV9xowZ+gMPPMBd//73v19/17veZXvtkksu0T/+8Y+P6j4V6gd+eYZFsVjUW1tb9Z/+9KejtUWFOkM1PFMsFvVFixbp//qv/6rfdNNN+vve974x2KlCvcAvz/zgBz/Q58yZo+fz+bHaokKdwS/P3H777frVV19te+3OO+/UFy9ePKr7VKg/ANB/+9vfStd89rOf1c8++2zbax/4wAf05cuXj+LO/ENFsuoE+XweL7/8MpYsWWK+FolEsGTJEqxZs4b7njVr1tjWA8Dy5cuF6xUaC9XwDIvh4WEUCgVMmjRptLapUEeolme++MUvYsqUKbj11lvHYpsKdYRqeOb3v/89Fi5ciNtvvx1Tp07FOeecg69+9asolUpjtW2FAFENzyxatAgvv/yymVK4c+dOdHd3I5PJjMmeFcKFsOi/saA3oGDg0KFDKJVKmDp1qu31qVOnYuvWrdz39Pb2ctf39vaO2j4V6gfV8AyLz33uc5gxY4ZDWCk0JqrhmT/96U/48Y9/jA0bNozBDhXqDdXwzM6dO/HUU0/hIx/5CLq7u7F9+3b89V//NQqFAu67776x2LZCgKiGZz784Q/j0KFDuOyyy6DrOorFIj7xiU+odEEFLkT6b39/P0ZGRpBOpwPamR0qkqWgME7xta99Db/4xS/w29/+FqlUKujtKNQhBgYGcOONN+JHP/oROjo6gt6OQkhQLpcxZcoUPPTQQ1iwYAE+8IEP4Atf+AJ++MMfBr01hTrF6tWr8dWvfhXf//738corr+A3v/kN/vjHP+JLX/pS0FtTUKgaKpJVJ+jo6EA0GkVfX5/t9b6+PkybNo37nmnTpvlar9BYqIZnCL75zW/ia1/7Gp544gmce+65o7lNhTqCX57ZsWMHdu/ejfe85z3ma+VyGQAQi8Wwbds2zJ07d3Q3rRAoqpEz06dPRzweRzQaNV8788wz0dvbi3w+j0QiMap7VggW1fDM3//93+PGG2/ERz/6UQDA/PnzMTQ0hNtuuw1f+MIXEImomICCBZH+29bWVjdRLEBFsuoGiUQCCxYswJNPPmm+Vi6X8eSTT2LhwoXc9yxcuNC2HgBWrlwpXK/QWKiGZwDgG9/4Br70pS/h0UcfxYUXXjgWW1WoE/jlmXnz5mHjxo3YsGGD+d973/tes6NTV1fXWG5fIQBUI2cWL16M7du3mwY5ALzxxhuYPn26MrDGAarhmeHhYYchRYx0XddHb7MKoURo9N+gO28oWPjFL36hJ5NJ/eGHH9Y3b96s33bbbXp7e7ve29ur67qu33jjjfrdd99trn/uuef0WCymf/Ob39S3bNmi33fffXo8Htc3btwY1CMojDH88szXvvY1PZFI6L/+9a/1/fv3m/8NDAwE9QgKYwy/PMNCdRccf/DLMz09PXpra6v+yU9+Ut+2bZv+yCOP6FOmTNG//OUvB/UICmMMvzxz33336a2trfrPf/5zfefOnfrjjz+uz507V3//+98f1CMojCEGBgb09evX6+vXr9cB6N/61rf09evX63v27NF1Xdfvvvtu/cYbbzTX79y5U29qatI/85nP6Fu2bNEffPBBPRqN6o8++mhQj8CFMrLqDN/73vf0k08+WU8kEvrFF1+sr1271vzdFVdcod9000229b/61a/0008/XU8kEvrZZ5+t//GPfxzjHSsEDT88M2vWLB2A47/77rtv7DeuEBj8yhkaysgan/DLM88//7x+ySWX6MlkUp8zZ47+la98RS8Wi2O8a4Ug4YdnCoWC/g//8A/63Llz9VQqpXd1del//dd/rR89enTsN64w5li1ahVXNyE8ctNNN+lXXHGF4z3nn3++nkgk9Dlz5ug/+clPxnzfbtB0XcVhFRQUFBQUFBQUFBQUagVVk6WgoKCgoKCgoKCgoFBDKCNLQUFBQUFBQUFBQUGhhlBGloKCgoKCgoKCgoKCQg2hjCwFBQUFBQUFBQUFBYUaQhlZCgoKCgoKCgoKCgoKNYQyshQUFBQUFBQUFBQUFGoIZWQpKCgoKCgoKCgoKCjUEMrIUlBQUFBQUFBQUFBQqCGUkaWgoKCgoCDBtm3bMG3aNAwMDLiu3bx5M2bOnImhoaEx2JmCgoKCQr1CGVkKCgoKCuMOV155Je644w5Paz//+c/jU5/6FFpbW13XnnXWWbj00kvxrW996wR3qKCgoKAQZigjS0FBQUFBQYCenh488sgjuPnmmz2/55ZbbsEPfvADFIvF0duYgoKCgkJdQxlZCgoKCgrjCjfffDOefvpp/NM//RM0TYOmadi9ezd37a9+9Sucd955OOmkk8zX9uzZg/e85z2YOHEimpubcfbZZ6O7u9v8/dKlS3HkyBE8/fTTo/0oCgoKCgp1iljQG1BQUFBQUBhL/NM//RPeeOMNnHPOOfjiF78IAOjs7OSuffbZZ3HhhRfaXrv99tuRz+fxzDPPoLm5GZs3b0ZLS4v5+0QigfPPPx/PPvssrrnmmtF7EAUFBQWFuoUyshQUFBQUxhUmTJiARCKBpqYmTJs2Tbp2z549DiOrp6cH119/PebPnw8AmDNnjuN9M2bMwJ49e2q3aQUFBQWFUEGlCyooKCgoKAgwMjKCVCple+1v/uZv8OUvfxmLFy/Gfffdh9dee83xvnQ6jeHh4bHapoKCgoJCnUEZWQoKCgoKCgJ0dHTg6NGjttc++tGPYufOnbjxxhuxceNGXHjhhfje975nW3PkyBFhCqKCgoKCQuNDGVkKCgoKCuMOiUQCpVLJdd0FF1yAzZs3O17v6urCJz7xCfzmN7/BXXfdhR/96Ee232/atAkXXHBBzfaroKCgoBAuKCNLQUFBQWHcYfbs2Vi3bh12796NQ4cOoVwuc9ctX74ca9assRlkd9xxBx577DHs2rULr7zyClatWoUzzzzT/P3u3buxd+9eLFmyZNSfQ0FBQUGhPqGMLAUFBQWFcYe//du/RTQaxVlnnYXOzk709PRw11177bWIxWJ44oknzNdKpRJuv/12nHnmmVixYgVOP/10fP/73zd///Of/xzLli3DrFmzRv05FBQUFBTqE5qu63rQm1BQUFBQUKhXPPjgg/j973+Pxx57zHVtPp/Haaedhp/97GdYvHjxGOxOQUFBQaEeoVq4KygoKCgoSPDxj38cx44dw8DAAFpbW6Vre3p6cM899ygDS0FBQWGcQ0WyFBQUFBQUFBQUFBQUaghVk6WgoKCgoKCgoKCgoFBDKCNLQUFBQUFBQUFBQUGhhlBGloKCgoKCgoKCgoKCQg2hjCwFBQUFBQUFBQUFBYUaQhlZCgoKCgoKCgoKCgoKNYQyshQUFBQUFBQUFBQUFGoIZWQpKCgoKCgoKCgoKCjUEMrIUlBQUFBQUFBQUFBQqCGUkaWgoKCgoKCgoKCgoFBD/P+QAIBgNNOZGwAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 1000x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 1000x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 1000x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "f1 = 60\n",
+    "f2 = 10\n",
+    "sample_rate_original = 100000\n",
+    "\n",
+    "T_tot = 1 # 1 second total\n",
+    "\n",
+    "t = np.linspace(0, T_tot, T_tot * sample_rate_original)\n",
+    "\n",
+    "x = np.sin(2 * np.pi * f1 * t) + np.sin(2 * np.pi * f2 * t)\n",
+    "\n",
+    "plt.figure(figsize=(10, 4))\n",
+    "plt.plot(t, x) \n",
+    "plt.xlabel(\"t (s)\")\n",
+    "plt.ylabel(\"magnitude\")\n",
+    "plt.title(\"Original signal\")\n",
+    "plt.grid(True)\n",
+    "\n",
+    "sample_rate = 20\n",
+    "\n",
+    "# Generate impulse train as close as desired sample_rate as possible\n",
+    "impulse_train = np.zeros_like(t)\n",
+    "should_sample = 0.999 # skip the first sample\n",
+    "for sample_i in np.arange(len(t)):\n",
+    "    if should_sample >= 1:\n",
+    "        impulse_train[sample_i] = 1\n",
+    "        should_sample -= 1\n",
+    "    \n",
+    "    should_sample += (sample_rate / sample_rate_original)\n",
+    "\n",
+    "# Sample signal\n",
+    "sampled_signal = x * impulse_train\n",
+    "\n",
+    "# Plot samples\n",
+    "sampled_signal_plot=sampled_signal.copy()\n",
+    "sampled_signal_plot[sampled_signal_plot==0] = np.nan\n",
+    "plt.plot(t, sampled_signal_plot, 'ro')\n",
+    "plt.show()\n",
+    "\n",
+    "# spectrum of original\n",
+    "s_f = np.fft.fft(x)\n",
+    "f = np.fft.fftfreq(len(s_f), t[1] - t[0])\n",
+    "\n",
+    "plt.figure(figsize=(10, 4))\n",
+    "plt.plot(f, np.abs(s_f))\n",
+    "plt.title(\"Spectrum of original signal\")\n",
+    "plt.xlabel(\"f (Hz)\")\n",
+    "plt.xlim((-100, 100))\n",
+    "plt.ylabel(\"magnitude\")\n",
+    "plt.grid(True)\n",
+    "plt.show()\n",
+    "\n",
+    "# spectrum of sampled\n",
+    "frequency_domain_sampled_signal = np.fft.fft(sampled_signal)\n",
+    "f2 = np.fft.fftfreq(len(frequency_domain_sampled_signal), t[1] - t[0])\n",
+    "\n",
+    "plt.figure(figsize=(10, 4))\n",
+    "plt.plot(f2, np.abs(frequency_domain_sampled_signal))\n",
+    "plt.title(\"Spectrum of original signal\")\n",
+    "plt.xlabel(\"f (Hz)\")\n",
+    "plt.xlim((-100, 100))\n",
+    "plt.ylabel(\"magnitude\")\n",
+    "plt.grid(True)\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 195,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 1000x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 1000x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 1000x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 1000x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "f0 = 5000\n",
+    "f1 = f0 - 10\n",
+    "f2 = f0 + 10\n",
+    "\n",
+    "t = np.linspace(0.00001, 1, 100000)\n",
+    "\n",
+    "x = np.sin(2 * np.pi * f1 * t) + np.sin(2 * np.pi * f2 * t)\n",
+    "\n",
+    "plt.figure(figsize=(10, 4))\n",
+    "plt.plot(t, x) \n",
+    "plt.xlabel(\"t (s)\")\n",
+    "plt.ylabel(\"magnitude\")\n",
+    "plt.title(\"Original signal\")\n",
+    "plt.grid(True)\n",
+    "\n",
+    "x_f = np.fft.fft(x)\n",
+    "f = np.fft.fftfreq(len(x), t[1] - t[0])\n",
+    "\n",
+    "plt.figure(figsize=(10, 4))\n",
+    "plt.plot(f, np.abs(x_f))\n",
+    "plt.title(\"Spectrum of original signal\")\n",
+    "plt.xlabel(\"f (Hz)\")\n",
+    "plt.xlim((4900, 5100))\n",
+    "plt.ylabel(\"magnitude\")\n",
+    "plt.grid(True)\n",
+    "plt.show()\n",
+    "\n",
+    "x_hat_f = 1j * np.sign(f) * x_f\n",
+    "\n",
+    "z_f = x_f - 1j*x_hat_f\n",
+    "\n",
+    "z_t = np.fft.ifft(z_f)\n",
+    "\n",
+    "x_lt = z_t*np.exp(-1j*2*np.pi*f0*t)\n",
+    "\n",
+    "plt.figure(figsize=(10, 4))\n",
+    "plt.plot(f, np.abs(z_f))\n",
+    "plt.title(\"Z\")\n",
+    "plt.xlabel(\"f (Hz)\")\n",
+    "plt.ylabel(\"magnitude\")\n",
+    "plt.xlim((-20000, 20000))\n",
+    "plt.grid(True)\n",
+    "plt.show()\n",
+    "\n",
+    "x_lf = np.fft.fft(x_lt)\n",
+    "f = np.fft.fftfreq(len(x_lf), t[1] - t[0])\n",
+    "\n",
+    "plt.figure(figsize=(10, 4))\n",
+    "plt.plot(f, np.abs(x_lf))\n",
+    "plt.title(\"Spectrum of lowpass signal\")\n",
+    "plt.xlabel(\"f (Hz)\")\n",
+    "plt.ylabel(\"magnitude\")\n",
+    "plt.xlim((-100, 100))\n",
+    "plt.grid(True)\n",
+    "plt.show()\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}