{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cimetidine tutorial: indexing, spacegroup determination & structure solution\n",
    "In this notebook, you can:\n",
    "* Load the powder diffraction data and create the PowderPattern object\n",
    "* Find the diffraction peaks and index them (determine the unit cell)\n",
    "* Perform a profile fit to optimise the background and reflection profiles\n",
    "* Determine the spacegroup\n",
    "* Add a molecule to describe the contents of the Crystal structure\n",
    "* Solve the Crystal structure using a Monte-Carlo/Parallel tempering algorithm\n",
    "* Save the best result to a CIF file and to Fox .xmlgz format\n",
    "\n",
    "Notes:\n",
    "* This is an *ideal* case for structure solution from powder diffraction - a clean powder diffraction data easily indexed, an unambiguous spacegroup, and a relatively simple structure.\n",
    "* It is important to follow the steps relatively linearly and avoid going back to previous cells until you know better. For example to avoid adding multiple times Scatterer/Molecule objects in the crystal structure, or multiple crystalline phases to the powder pattern with the same crystal, etc..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 'widget' allows live update and works in both classical notebooks and jupyter-lab.\n",
    "# Otherwise 'notebook', 'ipympl', 'inline' can be used\n",
    "%matplotlib widget\n",
    "\n",
    "import os\n",
    "import pyobjcryst\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from pyobjcryst.crystal import *\n",
    "from pyobjcryst.powderpattern import *\n",
    "from pyobjcryst.indexing import *\n",
    "from pyobjcryst.molecule import *\n",
    "from pyobjcryst.globaloptim import MonteCarlo\n",
    "from pyobjcryst.io import xml_cryst_file_save_global\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create powder pattern object, download data if necessary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Imported powder pattern: 7699 points, 2theta=  8.010 ->  84.990, step= 0.010\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3f34531dc9e64573a36bff683962b002",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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37dy5U+3atVNiYqK2b9+u1NRURUdHS5KmT5+u0aNH6/nnn1dYWJjmz5+vvLw8zZ07V3a7XTExMdq1a5dmzJihhIQELtwBAABQ31166clw5o3tVsAll1yioKAgLV++XHfffbfHstWrV6tVq1Z68sknrXn79+8vd12hoaFq3bq1li9frj59+lSt3/CKBhUIK2LFihWKjIxU06ZN1atXLz3//POKjIyUJG3atEkFBQXq16+f1T46OloxMTFas2aN+vfvr7Vr18rhcFhhUJK6desmh8OhNWvWqF27dlq7dq1iYmKsMChJ/fv3l8vl0qZNm9SnTx+tXbtWvXr1kt1u92gzceJE7du3T23atCmz/y6XSy6Xy3qclZVVbWMDAACAahQcXKFKnbcEBgbqscce06OPPqqAgAD17NlTR44c0bZt23TxxRcrJSVFCxYs0NVXX61FixZp4cKFp13fpEmTdN999ykyMlKxsbE6fvy4Vq9erYceeqiW9ghV0aDOITyT2NhYzZ8/X999952mT5+uDRs26M9//rMVsNLT0xUQEKDw8HCP5zVv3lzp6elWG3eAPFVkZKRHm+bNm3ssDw8PV0BAwGnbuB+725Rl6tSp1rmLDodDLVu2rMwQAAAAAJann35a48eP19///ne1b99et912mzIyMnTjjTfqb3/7mx588EFdccUVWrNmjZ5++unTrmvUqFF65ZVX9Prrr+uyyy7ToEGDtHv37lraE1SVT1UIb7vtNuvnmJgYdenSRa1atdKiRYs0dOjQcp9njPE4hLOswzmro437Ih2nO1x04sSJSkhIsB5nZWURCgEAAFAljRo10pNPPulxaKjbSy+9pJdeeslj3rhx46yfJ02apEmTJnksv/fee3XvvffWRFdRQ3yqQlhSixYt1KpVK+ubi6ioKOXn5yszM9OjXUZGhlW9i4qK0uHDh0ut68iRIx5tSlb5MjMzVVBQcNo2GRkZklSqcngqu92usLAwjwkAAAAAqsKnA+HRo0eVmpqqFi1aSJI6d+4sf39/LV261GqTlpamrVu3qkePHpKk7t27y+l0av369VabdevWyel0erTZunWr0tLSrDaJiYmy2+3q/N8rTXXv3l0rV670uBVFYmKioqOj1bp16xrbZwAAAABwa1CBMDs7W8nJyUpOTpYk7d27V8nJyUpJSVF2drYmTJigtWvXat++fVqxYoUGDx6siIgI3XzzzZIkh8Ohu+66S+PHj9fy5cu1efNmjRw5Uh07drSuOtq+fXsNGDBA8fHxSkpKUlJSkuLj4zVo0CC1a9dOktSvXz916NBBcXFx2rx5s5YvX64JEyYoPj7equiNGDFCdrtdo0eP1tatW7Vw4UJNmTKFK4yizuP9CQAA0HA0qHMIN27c6HGZW/e5dqNGjdIbb7yhLVu26IMPPtCxY8fUokUL9enTRx9//LFCQ0Ot58ycOVONGzfWsGHDdOLECV1//fWaO3eudQ9CSZo/f77Gjh1rXY10yJAhmj17trXcz89PixYt0gMPPKCePXsqKChII0aM0LRp06w2DodDS5cu1ZgxY9SlSxeFh4crISHB4/xAAAAAAKhJNuO+kgnqpaysLDkcDjmdTs4nRK0YM2aMXn/9df3000+68sorvd0dAAC8Li8vT3v37lWbNm0UGBjo7e7UG6cbNz7j1p4GdcgogNrDd0kAAHjif2PlMF51A4EQAAAAOAv+/v6SpNzcXC/3pH5xj5d7/OAdDeocQgAAAKC2+fn5qWnTptYtxIKDg7kI22kYY5Sbm6uMjAw1bdrU41odqH0EQgCVwj84AABKi4qKkvT/7yuNM2vatKk1bvAeAiEAAABwlmw2m1q0aKHIyEgVFBR4uzt1nr+/P5XBOoJACAAAAFQTPz8/gg7qFS4qA6BKuDIYAABA/UcgBAAAAAAfRSAEAAAAAB9FIAQAAAAAH0UgBAAAAAAfRSAEAAAAAB9FIARQKdyYHgAAoOEgEAIAAACAjyIQAgAAAICPIhACqBJuTA8AAFD/EQgBAAAAwEcRCAEAAADARxEIAVQKVxkFAABoOAiEAAAAAOCjCIQAAAAA4KMIhAAAAADgowiEAAAAAOCjCIQAqoT7EAIAANR/BEIAAAAA8FEEQgAAAADwUQRCAAAAAPBRBEIAAAAA8FEEQgAAAADwUQRCAJVis9m83QUAAABUkwYVCFeuXKnBgwcrOjpaNptNn3/+ubWsoKBAjz32mDp27KiQkBBFR0frL3/5iw4dOuSxjt69e8tms3lMw4cP92iTmZmpuLg4ORwOORwOxcXF6dixYx5tUlJSNHjwYIWEhCgiIkJjx45Vfn6+R5stW7aoV69eCgoK0nnnnafJkydzKX/UG7xXAQAA6r8GFQhzcnLUqVMnzZ49u9Sy3Nxc/fTTT3r66af1008/6bPPPtOuXbs0ZMiQUm3j4+OVlpZmTW+99ZbH8hEjRig5OVlLlizRkiVLlJycrLi4OGt5UVGRBg4cqJycHK1atUoLFizQp59+qvHjx1ttsrKy1LdvX0VHR2vDhg2aNWuWpk2bphkzZlTjiAAAAABA+Rp7uwPVKTY2VrGxsWUuczgcWrp0qce8WbNm6ZprrlFKSoouuOACa35wcLCioqLKXM+OHTu0ZMkSJSUlqWvXrpKkOXPmqHv37tq5c6fatWunxMREbd++XampqYqOjpYkTZ8+XaNHj9bzzz+vsLAwzZ8/X3l5eZo7d67sdrtiYmK0a9cuzZgxQwkJCRyWhzqPCiEAAED916AqhJXldDpls9nUtGlTj/nz589XRESELrvsMk2YMEHHjx+3lq1du1YOh8MKg5LUrVs3ORwOrVmzxmoTExNjhUFJ6t+/v1wulzZt2mS16dWrl+x2u0ebQ4cOad++fTWwtwAAAADgqUFVCCsjLy9Pjz/+uEaMGKGwsDBr/h133KE2bdooKipKW7du1cSJE/Xzzz9b1cX09HRFRkaWWl9kZKTS09OtNs2bN/dYHh4eroCAAI82rVu39mjjfk56erratGlTZr9dLpdcLpf1OCsrq5J7DlQPKoQAAAD1n08GwoKCAg0fPlzFxcV6/fXXPZbFx8dbP8fExOiSSy5Rly5d9NNPP+mqq66SVPZVFo0xHvOr0sb9Aft0h4tOnTpVzz777Ol2D6hRHM4MAADQcPjcIaMFBQUaNmyY9u7dq6VLl3pUB8ty1VVXyd/fX7t375YkRUVF6fDhw6XaHTlyxKrwRUVFWZVAt8zMTBUUFJy2TUZGhiSVqi6eauLEiXI6ndaUmpp6hj0Gqpf7iwsqhAAAAPWfTwVCdxjcvXu3li1bpnPOOeeMz9m2bZsKCgrUokULSVL37t3ldDq1fv16q826devkdDrVo0cPq83WrVuVlpZmtUlMTJTdblfnzp2tNitXrvS4FUViYqKio6NLHUp6KrvdrrCwMI8JAAAAAKqiQQXC7OxsJScnKzk5WZK0d+9eJScnKyUlRYWFhfqf//kfbdy4UfPnz1dRUZHS09OVnp5uhbLffvtNkydP1saNG7Vv3z4tXrxYt956q6688kr17NlTktS+fXsNGDBA8fHxSkpKUlJSkuLj4zVo0CC1a9dOktSvXz916NBBcXFx2rx5s5YvX64JEyYoPj7eCnAjRoyQ3W7X6NGjtXXrVi1cuFBTpkzhCqOo89zvTyqEAAAA9V+DCoQbN27UlVdeqSuvvFKSlJCQoCuvvFJ///vfdeDAAX355Zc6cOCArrjiCrVo0cKa3FcHDQgI0PLly9W/f3+1a9dOY8eOVb9+/bRs2TL5+flZ25k/f746duyofv36qV+/frr88sv14YcfWsv9/Py0aNEiBQYGqmfPnho2bJhuuukmTZs2zWrjvg3GgQMH1KVLFz3wwANKSEhQQkJCLY0WAAAAAF9nM3zNX69lZWXJ4XDI6XRy+Chqxbhx4/Tqq69q1apVVuUcAACgOvEZt/Y0qAohAAAAAKDiCIQAqoSDCwAAAOo/AiEAAAAA+CgCIYBK4SqjAAAADQeBEAAAAAB8FIEQAAAAAHwUgRBAlXDIKAAAQP1HIAQAAAAAH0UgBFAlVAgBAADqPwIhAAAAAPgoAiGAKqFCCAAAUP8RCAEAAADARxEIAVQJFUIAAID6j0AIAAAAAD6KQAigUmw2myQqhAAAAA0BgRAAAAAAfBSBEECVUCEEAACo/wiEAAAAAOCjCIQAqoQKIQAAQP1HIAQAAAAAH0UgBFAp7quMAgAAoP4jEAKoEg4ZBQAAqP8IhAAAAADgowiEAKqECiEAAED9RyAEAAAAAB9FIARQJVQIAQAA6j8CIQAAAAD4KAIhgCqhQggAAFD/EQgBAAAAwEcRCAFUivvG9FQIAQAA6j8CIQAAAAD4qAYVCFeuXKnBgwcrOjpaNptNn3/+ucdyY4wmTZqk6OhoBQUFqXfv3tq2bZtHG5fLpYceekgREREKCQnRkCFDdODAAY82mZmZiouLk8PhkMPhUFxcnI4dO+bRJiUlRYMHD1ZISIgiIiI0duxY5efne7TZsmWLevXqpaCgIJ133nmaPHkyVRfUG7xXAQAA6r8GFQhzcnLUqVMnzZ49u8zlL730kmbMmKHZs2drw4YNioqKUt++fXX8+HGrzbhx47Rw4UItWLBAq1atUnZ2tgYNGqSioiKrzYgRI5ScnKwlS5ZoyZIlSk5OVlxcnLW8qKhIAwcOVE5OjlatWqUFCxbo008/1fjx4602WVlZ6tu3r6Kjo7VhwwbNmjVL06ZN04wZM2pgZAAAAACgDKaBkmQWLlxoPS4uLjZRUVHmhRdesObl5eUZh8Nh3nzzTWOMMceOHTP+/v5mwYIFVpuDBw+aRo0amSVLlhhjjNm+fbuRZJKSkqw2a9euNZLMr7/+aowxZvHixaZRo0bm4MGDVpt//etfxm63G6fTaYwx5vXXXzcOh8Pk5eVZbaZOnWqio6NNcXFxhffT6XQaSdZ6gZo2fvx4I8l8/fXX3u4KAABooPiMW3saVIXwdPbu3av09HT169fPmme329WrVy+tWbNGkrRp0yYVFBR4tImOjlZMTIzVZu3atXI4HOratavVplu3bnI4HB5tYmJiFB0dbbXp37+/XC6XNm3aZLXp1auX7Ha7R5tDhw5p37591T8AAAAAAFCCzwTC9PR0SVLz5s095jdv3txalp6eroCAAIWHh5+2TWRkZKn1R0ZGerQpuZ3w8HAFBAScto37sbtNWVwul7KysjwmoDZxlVEAAICGw2cCoZv7w6ybMabUvJJKtimrfXW0cX/APl1/pk6dal3MxuFwqGXLlqftOwAAAACUx2cCYVRUlKTS1beMjAyrMhcVFaX8/HxlZmaets3hw4dLrf/IkSMebUpuJzMzUwUFBadtk5GRIal0FfNUEydOlNPptKbU1NTT7zgAAAAAlMNnAmGbNm0UFRWlpUuXWvPy8/P1ww8/qEePHpKkzp07y9/f36NNWlqatm7darXp3r27nE6n1q9fb7VZt26dnE6nR5utW7cqLS3NapOYmCi73a7OnTtbbVauXOlxK4rExERFR0erdevW5e6H3W5XWFiYxwR4A4eMAgAA1H8NKhBmZ2crOTlZycnJkk5eSCY5OVkpKSmy2WwaN26cpkyZooULF2rr1q0aPXq0goODNWLECEmSw+HQXXfdpfHjx2v58uXavHmzRo4cqY4dO+qGG26QJLVv314DBgxQfHy8kpKSlJSUpPj4eA0aNEjt2rWTJPXr108dOnRQXFycNm/erOXLl2vChAmKj4+3AtyIESNkt9s1evRobd26VQsXLtSUKVOUkJBwxkNYAQAAAKA6NPZ2B6rTxo0b1adPH+txQkKCJGnUqFGaO3euHn30UZ04cUIPPPCAMjMz1bVrVyUmJio0NNR6zsyZM9W4cWMNGzZMJ06c0PXXX6+5c+fKz8/PajN//nyNHTvWuhrpkCFDPO596Ofnp0WLFumBBx5Qz549FRQUpBEjRmjatGlWG4fDoaVLl2rMmDHq0qWLwsPDlZCQYPUZqOuoEAIAANR/NsOnunotKytLDodDTqeTw0dRKx555BFNmzZNX3zxhYYMGeLt7gAAgAaIz7i1p0EdMgqg9vBdEgAAQP1HIAQAAAAAH0UgBFAlVAgBAADqPwIhAAAAAPgoAiGASnHfFoUKIQAAQP1HIAQAAAAAH0UgBFAlVAgBAADqPwIhAAAAAPgoAiGAKqFCCAAAUP8RCAEAAADARxEIAVQKVxkFAABoOAiEACqFIAgAANBwEAgBAAAAwEcRCAFUCoeMAgAANBwEQgAAAADwUQRCAFVChRAAAKD+IxACAAAAgI8iEAKoEiqEAAAA9R+BEAAAAAB8FIEQQKVwlVEAAICGg0AIAAAAAD6KQAigSqgQAgAA1H8EQgAAAADwUQRCAFVChRAAAKD+IxACAAAAgI8iEAKoEiqEAAAA9R+BEAAAAAB8FIEQAAAAAHwUgRBAlXDIKAAAQP1HIAQAAAAAH0UgBFApNptNEhVCAACAhsDnAmHr1q1ls9lKTWPGjJEkjR49utSybt26eazD5XLpoYceUkREhEJCQjRkyBAdOHDAo01mZqbi4uLkcDjkcDgUFxenY8eOebRJSUnR4MGDFRISooiICI0dO1b5+fk1uv8AAAAA4OZzgXDDhg1KS0uzpqVLl0qSbr31VqvNgAEDPNosXrzYYx3jxo3TwoULtWDBAq1atUrZ2dkaNGiQioqKrDYjRoxQcnKylixZoiVLlig5OVlxcXHW8qKiIg0cOFA5OTlatWqVFixYoE8//VTjx4+v4REAqgcVQgAAgPqvsbc7UNvOPfdcj8cvvPCCLrroIvXq1cuaZ7fbFRUVVebznU6n3nnnHX344Ye64YYbJEnz5s1Ty5YttWzZMvXv3187duzQkiVLlJSUpK5du0qS5syZo+7du2vnzp1q166dEhMTtX37dqWmpio6OlqSNH36dI0ePVrPP/+8wsLCamL3AQAAAMDicxXCU+Xn52vevHm68847rfOiJGnFihWKjIxU27ZtFR8fr4yMDGvZpk2bVFBQoH79+lnzoqOjFRMTozVr1kiS1q5dK4fDYYVBSerWrZscDodHm5iYGCsMSlL//v3lcrm0adOmGttnoLpQIQQAAKj/fK5CeKrPP/9cx44d0+jRo615sbGxuvXWW9WqVSvt3btXTz/9tP785z9r06ZNstvtSk9PV0BAgMLDwz3W1bx5c6Wnp0uS0tPTFRkZWWp7kZGRHm2aN2/usTw8PFwBAQFWm7K4XC65XC7rcVZWVqX3GwAAAAAkHw+E77zzjmJjYz2qdLfddpv1c0xMjLp06aJWrVpp0aJFGjp0aLnrMsZ4VBlP/fls2pQ0depUPfvss+XvFFDDuMooAABAw+Gzh4zu379fy5Yt0913333adi1atFCrVq20e/duSVJUVJTy8/OVmZnp0S4jI8Oq+EVFRenw4cOl1nXkyBGPNiUrgZmZmSooKChVOTzVxIkT5XQ6rSk1NfXMOwsAAAAAZfDZQPjee+8pMjJSAwcOPG27o0ePKjU1VS1atJAkde7cWf7+/tbVSSUpLS1NW7duVY8ePSRJ3bt3l9Pp1Pr1660269atk9Pp9GizdetWpaWlWW0SExNlt9vVuXPncvtjt9sVFhbmMQHeQIUQAACg/vPJQFhcXKz33ntPo0aNUuPG//+o2ezsbE2YMEFr167Vvn37tGLFCg0ePFgRERG6+eabJUkOh0N33XWXxo8fr+XLl2vz5s0aOXKkOnbsaF11tH379howYIDi4+OVlJSkpKQkxcfHa9CgQWrXrp0kqV+/furQoYPi4uK0efNmLV++XBMmTFB8fDwhDwAAAECt8MlAuGzZMqWkpOjOO+/0mO/n56ctW7boxhtvVNu2bTVq1Ci1bdtWa9euVWhoqNVu5syZuummmzRs2DD17NlTwcHB+uqrr+Tn52e1mT9/vjp27Kh+/fqpX79+uvzyy/Xhhx96bGvRokUKDAxUz549NWzYMN10002aNm1azQ8AUA2oEAIAANR/NsOnunotKytLDodDTqeTyiJqxRNPPKGpU6fqnXfeKfWlCgAAQHXgM27t8ckKIYCzx3dJAAAA9R+BEAAAAAB8FIEQAAAAAHwUgRBApXBjegAAgIaDQAigUgiCAAAADQeBEECVEAwBAADqPwIhAAAAAPgoAiGASnFXBqkQAgAA1H8EQgAAAADwUQRCAFVChRAAAKD+IxACqBSCIAAAQMNBIARQJQRDAACA+o9ACKBSCIIAAAANB4EQqCGZmZkqLi72djdqDMEQAACg/iMQAjWkWbNmevrpp73dDQAAAKBcBEKgBn377bfe7kK14z6EAAAADQeBEKgBhCYAAADUBwRCoAb4QiBsyPsGAADgKwiEQA1oyGGpIe8bAACAryEQAjXAFyqEAAAAqP8IhEANasiBsCHvGwAAgK8gEAI1oCFXCBviPgEAAPgqAiFQAxpyIHRryPsGAADgKwiEQA1oyIGwIe4TAACAryIQAjWgIQdCt4a8bwAAAL6CQAjUgIYcCBviPgEAAPgqAiFQjbZt26Zff/211gLhnj17VFRUVKPbKKkhh10AAABfQyAEqlFMTIzat29vhSWbzVZj28rJydFFF12kZ599tsa2AQAAgIaNQAjUgNqonuXl5UmSNm3aVOPbOhUVQgAAgIaDQAjUgNqoEJbcVn32r3/9S5988om3uwEAAOBzGnu7A0BD1BBCWnlqokI4YsSIal8nAAAAzsynKoSTJk2SzWbzmKKioqzlxhhNmjRJ0dHRCgoKUu/evbVt2zaPdbhcLj300EOKiIhQSEiIhgwZogMHDni0yczMVFxcnBwOhxwOh+Li4nTs2DGPNikpKRo8eLBCQkIUERGhsWPHKj8/v8b2HQ1XbVQhAQAA0DD5VCCUpMsuu0xpaWnWtGXLFmvZSy+9pBkzZmj27NnasGGDoqKi1LdvXx0/ftxqM27cOC1cuFALFizQqlWrlJ2drUGDBnlc6XHEiBFKTk7WkiVLtGTJEiUnJysuLs5aXlRUpIEDByonJ0erVq3SggUL9Omnn2r8+PG1MwiocQ250sU5hAAAAA2Hzx0y2rhxY4+qoJsxRq+88oqefPJJDR06VJL0/vvvq3nz5vroo4907733yul06p133tGHH36oG264QZI0b948tWzZUsuWLVP//v21Y8cOLVmyRElJSerataskac6cOerevbt27typdu3aKTExUdu3b1dqaqqio6MlSdOnT9fo0aP1/PPPKywsrJZGAzWlIYelhrxvAAAAvsbnKoS7d+9WdHS02rRpo+HDh2vPnj2SpL179yo9PV39+vWz2trtdvXq1Utr1qyRdPJqjgUFBR5toqOjFRMTY7VZu3atHA6HFQYlqVu3bnI4HB5tYmJirDAoSf3795fL5TrjFSNdLpeysrI8JtQ9tXFRGfe6CWgAAACoKp8KhF27dtUHH3ygb7/9VnPmzFF6erp69Oiho0ePKj09XZLUvHlzj+c0b97cWpaenq6AgACFh4eftk1kZGSpbUdGRnq0Kbmd8PBwBQQEWG3KM3XqVOvcRIfDoZYtW1ZiBFBbaiOkeSsIcsgoAABAw+FTgTA2Nla33HKLOnbsqBtuuEGLFi2SdPLQULeSFR1jzBmrPCXblNW+Km3KMnHiRDmdTmtKTU09bXt4R0MOhAAAAGg4fCoQlhQSEqKOHTtq9+7d1nmFJSt0GRkZVjUvKipK+fn5yszMPG2bw4cPl9rWkSNHPNqU3E5mZqYKCgpKVQ5LstvtCgsL85hQ9zTkQEiFEAAAoOHw6UDocrm0Y8cOtWjRQm3atFFUVJSWLl1qLc/Pz9cPP/ygHj16SJI6d+4sf39/jzZpaWnaunWr1aZ79+5yOp1av3691WbdunVyOp0ebbZu3aq0tDSrTWJioux2uzp37lyj+4za0ZADIQAAABoOn7rK6IQJEzR48GBdcMEFysjI0HPPPaesrCyNGjVKNptN48aN05QpU3TJJZfokksu0ZQpUxQcHGzdNNvhcOiuu+7S+PHjdc4556hZs2aaMGGCdQiqJLVv314DBgxQfHy83nrrLUnSPffco0GDBqldu3aSpH79+qlDhw6Ki4vTyy+/rD/++EMTJkxQfHw8Fb8GojbCWnFxcY1voyxUCAEAABoOnwqEBw4c0O23367ff/9d5557rrp166akpCS1atVKkvToo4/qxIkTeuCBB5SZmamuXbsqMTFRoaGh1jpmzpypxo0ba9iwYTpx4oSuv/56zZ07V35+flab+fPna+zYsdbVSIcMGaLZs2dby/38/LRo0SI98MAD6tmzp4KCgjRixAhNmzatlkYCNa0hVwgJggAAAA2HTwXCBQsWnHa5zWbTpEmTNGnSpHLbBAYGatasWZo1a1a5bZo1a6Z58+addlsXXHCBvv7669O2Qf3VkANhXdk+AAAAzp5Pn0MI1JTauA8hFUIAAACcLQIhUMKePXt0/fXXy+Vyebsrp+WNc/lycnJKbR8AAAD1F4EQKGH69On67rvvtH379iqv40xh6ffff5fNZtNnn31WY9uobp9//rmaNGmilJSUWt0uAAAAag6BECihOoLWmdbhvuXIN998U2PbqG6rV6+WJO3fv98r26+M33//XQUFBd7uBgAAQJ1HIATKcTbn/50pLNVG6Kxu7ivpFhUV1ep2q+Lcc8/VPffc4+1uAAAA1HkEQqAcZxO4auOiMu77ENbkNk5VMhDW5QqhdHbVVwAAAF9BIARqQG3edqK2glmjRif/XNSHCqFU9wMrAABAXUAgBMpRk4eMlrdud9WvOrZR3dwVQve5eQQuAACA+o9ACJRQG+f3lbX8+PHj8vPz07x586plG9XNXSGsL0GwvvQTAADAmwiEQDmqo0J4pnWcutzpdEqSvvzyy0pto7YRtAAAABoOAiFQA6pyfl/jxo0lSYWFhZXaRm1xh9faPnexqup6/wAAAOoCAiFQA6oSRip7W4faDjz1LWDVt/4CAAB4A4EQKMHbQaKigbAyF6CpTlQIAQAAGg4CIVADqnIfQvdz6mqFsOQhowAAAKj/CIRACbVxldHqeI63LypT14NhXe8fAABAXUAgBGrA2QTCij7XW8Gsrgetut4/AACAuoRACJTgPjSyJm9MX9byul4hrC9XGXWfW1lX+wcAAFCXEAiBEqrzkNHK3IewrgfC+oJxAQAAqDgCIVADqlJFq+xVQzmHsGxUCAEAACqOQAiUUB2B50wVwrLmV2Z7u3fv1h9//FG1zp2luh606npgBQAAqEsae7sDQF1VHYGwMssrE2Tatm1btY5Vg7oeuKgQAgAAVBwVQjRY99xzj2bOnFnl59dkIKzu7dWG+nIfwrrePwAAgLqEQIgGa86cOUpISKjy82vykNGzrRCeaV016dR+vvbaa9qyZUutbv9MqBACAABUHIeMAiVU5zmElVle1e2dze0xztbDDz+s4OBg5eTkeK0PJVX24jwAAAC+jAohUI6zCRZVCYT1JciUDMwnTpzwZndKoTIIAABQcQRCoBw1WSF0h7+zuQ/h2T6vqkpur64FMA4ZBQAAqDgCIVCO+nIOYW3x5qGplVFXxw8AAKAuIhAC5agv5xDWtrpegavr/QMAAKhLCIRACe4gUR3n9JUXShpCIKyr6nqlFQAAoC4hEALlqI1zCM80ry6q6xW4ut4/AACAuoRACJTDW+cQVnVbtaWuB1eCIAAAQMX5VCCcOnWqrr76aoWGhioyMlI33XSTdu7c6dFm9OjRstlsHlO3bt082rhcLj300EOKiIhQSEiIhgwZogMHDni0yczMVFxcnBwOhxwOh+Li4nTs2DGPNikpKRo8eLBCQkIUERGhsWPHKj8/v0b2HZXnrXMI62qgcYfbul6Bq+v9AwAAqEt8KhD+8MMPGjNmjJKSkrR06VIVFhaqX79+pW6qPWDAAKWlpVnT4sWLPZaPGzdOCxcu1IIFC7Rq1SplZ2dr0KBBKioqstqMGDFCycnJWrJkiZYsWaLk5GTFxcVZy4uKijRw4EDl5ORo1apVWrBggT799FONHz++ZgcBZ1Tfbkxf26gQAgAANByNvd2B2rRkyRKPx++9954iIyO1adMm/elPf7Lm2+12RUVFlbkOp9Opd955Rx9++KFuuOEGSdK8efPUsmVLLVu2TP3799eOHTu0ZMkSJSUlqWvXrpKkOXPmqHv37tq5c6fatWunxMREbd++XampqYqOjpYkTZ8+XaNHj9bzzz+vsLCwmhgCVEJN3pj+dPchrOuBpq73kwohAABAxflUhbAkp9MpSWrWrJnH/BUrVigyMlJt27ZVfHy8MjIyrGWbNm1SQUGB+vXrZ82Ljo5WTEyM1qxZI0lau3atHA6HFQYlqVu3bnI4HB5tYmJirDAoSf3795fL5dKmTZvK7bPL5VJWVpbHhJpRXyqEtRV86tt9CAmEAAAAZ+azgdAYo4SEBF177bWKiYmx5sfGxmr+/Pn67rvvNH36dG3YsEF//vOf5XK5JEnp6ekKCAhQeHi4x/qaN2+u9PR0q01kZGSpbUZGRnq0ad68ucfy8PBwBQQEWG3KMnXqVOu8RIfDoZYtW1ZtAHBGtXFRmVO3UdcPxSyprgYuKoQAAAAV51OHjJ7qwQcf1C+//KJVq1Z5zL/tttusn2NiYtSlSxe1atVKixYt0tChQ8tdnzHG48N/WUGgKm1KmjhxohISEqzHWVlZhMJqxjmEFVNX+1tX+wUAAFAX+WSF8KGHHtKXX36p77//Xueff/5p27Zo0UKtWrXS7t27JUlRUVHKz89XZmamR7uMjAyr4hcVFaXDhw+XWteRI0c82pSsBGZmZqqgoKBU5fBUdrtdYWFhHhNqhrfOIawv6mpFkwohAABAxflUIDTG6MEHH9Rnn32m7777Tm3atDnjc44eParU1FS1aNFCktS5c2f5+/tr6dKlVpu0tDRt3bpVPXr0kCR1795dTqdT69evt9qsW7dOTqfTo83WrVuVlpZmtUlMTJTdblfnzp2rZX9xdurqbSdOfc94U10NhARBAACAivOpQDhmzBjNmzdPH330kUJDQ5Wenq709HSdOHFCkpSdna0JEyZo7dq12rdvn1asWKHBgwcrIiJCN998syTJ4XDorrvu0vjx47V8+XJt3rxZI0eOVMeOHa2rjrZv314DBgxQfHy8kpKSlJSUpPj4eA0aNEjt2rWTJPXr108dOnRQXFycNm/erOXLl2vChAmKj4+n6ldH1PY5hBXd3sMPP1zmumpbXQqELpdL06dPV3FxMRVCAACASvCpQPjGG2/I6XSqd+/eatGihTV9/PHHkiQ/Pz9t2bJFN954o9q2batRo0apbdu2Wrt2rUJDQ631zJw5UzfddJOGDRumnj17Kjg4WF999ZX8/PysNvPnz1fHjh3Vr18/9evXT5dffrk+/PBDa7mfn58WLVqkwMBA9ezZU8OGDdNNN92kadOm1d6A4LRqo0LIIaOVs3HjRqWmppaa/+abb2rChAlasmRJvRtHAAAAb/Kpi8qc6YNiUFCQvv322zOuJzAwULNmzdKsWbPKbdOsWTPNmzfvtOu54IIL9PXXX59xe6hd7vdJbZxDeKZ5ZWncuG782nojEF599dWy2+3Ky8vzmO+u8hcUFFAhBAAAqASfqhAClVEbFcKyDhk903NPrUR7k7cOGXXfAqY83IcQAACg4giEQDlq4xzCqmzPW0Gn5HZrIhBWx77VpXMbAQAA6joCIVCOmqwQnu62E5W9QmltBcTaCITVsU4qgwAAABVHIARKqM0b05/arqyQWJV115SSYY0KIQAAQP1HIATKcTbBwn0LkvKUFXwqur26cshoUVFRtW/jbMOczWajQggAAFAJBEKgHNURLKpyDiEVwrN7PhVCAACAiiMQAuWojuBV3jrO5rYTdaVCyDmEAAAA9R+BEChHTQaL6jxktLYCUH2oEEr18xzCw4cPKzEx0dvdAAAAPohACJRQHTemr+g2yrqoTEWfW9vq0jmEq1at8nh86uG29bFCOGjQIPXv39/b3QAAAD6IQAiUo7YrhFU9h/BM7atLTVQIZ8yYoR9++MF6XNExX7duXbnL6luFcNu2bdq4caMkDncFAAC1r7G3OwDUNdVx2wm38sJaQziHsDoqhOPHj/d47IvnEMbExFg/FxYWyt/f34u9AQAAvoYKIVCOmgwWZd1zsKL3ISwZmjiH0FN9qxCeqrCw0NtdAAAAPoZACJTDW4HwTGrrENGS6tI5hOUxxtS7CuGpCIQAAKC2EQjRINX1StPZBMKOHTvWSJ/OxNsVwoosKy4uLrdfu3fvLnUxmrqmoKDA210AAAA+hnMI0SCdTVip6jmEZbUvr5rnrq6duryiF5Xx1iGRJbdb2xXC0y1zj1lhYWG5r1vbtm0l1e1zDKkQAgCA2kaFEA2SNy5OUpn2Z1MhrIkgVhG1cchoyW3k5uaqW7du2rNnz2m35x7HoqKiOnUO4VtvvaUZM2ZUuD2BEAAA1DYCIRqkswkF7nBRXwJhQ7qoTMl1Jicna926dfrHP/5RoUB4ugphZeTk5MjlclX5+T/99JM+/vhj3XfffaWupHo6O3bsqPI2G6pffvlF+/fv93Y3AABosDhkFA1SdRwyWtl1VCaIuMNNVW5M70sVwkaNGlnzKxoIqyOoNmnSRFdeeaV++umnKj3/2muv1YkTJyr9vBtuuKFOH9LqDZ06dZJUtw/1BQCgPqNCiFrx448/1uoFPc4mrNTGOYTu0HLqcyq6vTPt291336358+dXaF2V4Y0KoXv8iouLK/SaVlcglKTNmzdX+blVCYMAAADeQCBErfjTn/6k6667rta2dzahoKzqXXVv072NU59TXRXCd955RyNHjqxwXyrKGxXCigZC9/OKioo4Dw8AAKASCIRokM4mEJZVvauIstqXt46ytlHRG9N765DR6q4QlvX88q5kaow5bdBztyssLKzWQLhly5ZqW1dFud8T+/bt07XXXquMjIxa7wMAAPAdBEI0SNVRIayOcwjd58CVVJ2BsLbOraruCmFZwa3kNtwXdiksLNSuXbvKbedeV0UCYWXGq0uXLhVuW13y8/MlSZ9//rlWr16t1atX13ofGqL8/HxlZ2d7uxsAANQ5BEI0SGcTVqp6yGhZ7f38/E67jYocMjpz5kz16dPHelwy8JQXOqtbdVcIywpu//jHP2Sz2ayxdIejDz74wOOQY/dz8/LyZLPZ9Mknn1jzzxQI3eusiMq0rS7uEOyNbTdkffv2VWhoqLe7AQBAnUMgRIN0NmHFHSgqGwjLCqHlBcLKXFQmISFBK1asKHc7tREI33rrLX388cce8862QljW8//5z39KKh2KcnNzPdoVFBRIkpxOpyRp69atkioWCMu6nUROTo5SUlIq0/0aU7J/3r66ZkpKihYtWuTVPlSHlStXersLtebIkSNq06aNfvvtN293BQBQDxAI0SB5IxCWFUTOdMhodVxUpipXKq2s++67zwpfbjVRIXSPl/vQvvKqZKdWCE916kVlyjv0tqx1jhw5Uq1atapgz2uWOxA+9thjkmrmaq6Vcd1112nQoEFe7cPZ2rRpk7e7UKtWrVqlffv26d///re3uwIAqAcIhGiQzqZ6VdVA6K5aVaQfp7sPoTvIfPDBB2WGmtMFwtq8wubZbqus57v3t6KBsGTl8NQKYXlhvKwKobsCa4zxegAr2b/T3cLijTfe0CuvvFKj/Tl48GCNrr88ubm51XYO56OPPlot66kv3EcmeLu6DACoHwiEaJCqo0JY2XWUFXDKCzRlHTJaMiQuWLCgzOeeLhCWFXZqSsmKYWWVFaDdgfD48eOSyh8/93NPFwjLU9YYubd74sQJr5+7V14g3Lt3r2699VaP5Q888ID+9re/1Wh//P39JVX+nMaioqKzGstDhw55VPbKukflq6++WqF1NW7c2Pq5vJC0ceNGHTp0qAo99a777rtPf/3rXz3muffRG19urFu3Tv/7v/9b69sFAFQdgRC1qrY+oJQ8lLAyqrNCWF5Ac4e6U8Od+4P/mW5VUTIQnjqmtRUI+/btq8OHD5/VOk4XzNwVwvJeR/drlJOTU2r+mQJ9yZBy9OhRazs5OTln9d6pDuUFwmnTpuk///lPrd8KIyAgQJJ07NixUsuKi4tLjfOqVav05ptv6sYbb5Tdbtf777+vtLS0Us/dsGGDMjMzy92u+0sBt0mTJlk/u39HpkyZUuZzjTF65plnrPNCTz2Xt7zX9+qrr9Yll1ziMe/w4cNKTU0t1TYxMVH79+8vt+/V7fXXX9fGjRutx4WFhdZ+vPXWW5o7d65He/d7xhuBsFu3bqXGEQBQtxEIUePKq2Dt27dPb7/9do1ss2TlqDKqGgjL2mZ5Aa2sQx5Lfoj75ptvPJ7jDj8lt3NqP2u6uhUcHKy5c+cqOjra2jd3BamyyjoU0n2YpzsMlNXGZrNVqEJojCnzNSz5mkRERFjbqWgg/Pbbb/Xuu+9q2LBh2rt37xnbl6esD+zlBUJ3WC7vNd69e7dsNpt+/fXXKvenLO7X1x0Ii4qKNHXqVOXk5KhZs2b6n//5H4/21113ne6//37rQjSjR4/WX/7yl1LrveaaaxQbG1vudksGwk8++URvv/22Vq1aZX1hUN7v6LFjxzR58mTdfffdkjwrhKc7BLfk+6lFixa64IILSrXr37+/LrroonLXU93GjBmjq6++2no8YcIEXXzxxeW2d/+t8PbhzwCA+oFAiCo7cOCAXn31Vf3v//6vfv31V6Wnp5f5Ae3UKs6pH7ZHjBihe++9t1SVpzqcus7KBrtTq0WVUdY9zsoLhO4Pnqduwz2vvP66PyBnZWV5zDfGaNeuXTpy5EiNVwjj4uI0atQonXvuudY8dwWpIjZv3qwXX3xRUtmVmopUCAMDA63QVzI0FBYWesyrSCA8VW5uboUC4YABA3TXXXfpk08+0bXXXlvu4b1up1Z1jTF68cUXdfTo0TIPb3X3LyQkRFLpynF5h+p+//33kqr/app2u13SyUqqJP3444964oknNHPmTDmdTi1cuFB5eXn64Ycfyl3H3r17lZ+fb52P6N7HdevWlfucku9zu92ue++9V/3799fu3btP22d3X91jd2qF8HSB0K24uFizZs0q9f45cuSIxowZI+nka3o294g0xujbb789Y2gra/mrr75a7rmdr732mhWET/c3zBgjm82m11577bTb3759u4KDgyt0REDJ8XrppZcqfEGf48ePW69bWe6//37df//9FVoXAKByCISoslmzZmncuHG65JJL1L59e7Vo0UKNGjWSzWbzmE6991ezZs3UvXt3JSQkaO3atZJOHgp3+PBhHTx4UIcOHaqWKtepNzGvaLXQXVFyH5JX2UMi3333XY/HAwYMKPcD2YEDByR5hkh3kDl+/HiZQcG9/I8//lDHjh095l966aW64ooraqRCeOo6O3XqJEm6/vrrrXnlVeLK0qdPHz3++OMyxpQZvNz7fbpAeO6551oVwpIh3OVyadmyZdbjsi7qc7pAWJVDRg8dOqTbb7/9tG1OfT337Nmjxx9/XI8++qjHYZjuSpTL5ZIxxnrfTp48Wc8995xef/11SWUHQmOMFcxPfc8tWLBAw4cPr/C+FBcX66677tKWLVuUlZWlN998U5GRkZJkhTD3+Jw6jk888YR69+6tP/74o9z9nzZtms4//3z99ttvOnLkiMeyspQMhO4vC3Jzc9W5c2drv91mzJihPXv2SJJ+//13j+ee2m7v3r16+eWXyz1ywRij1atXa+zYsaX6NGPGDOt1kP7/7U6MMcrOzvZY58svv6zFixeXWocxRtu3b9eaNWs0YMAAtWnTpsz9dzvdRX3+9Kc/WT+7g+PDDz9szXP/fnzzzTd64YUXrPl//PGH9Tdo5syZp93+xx9/rBMnTpw2vJfcnnTydX3sscc8Kpuvvvqq1qxZo82bN1vzjDFatGiR2rdvr4iIiHLX/eabb+rNN988Yx9OVVsXiUpLSyvzlIHq8P3333sE5ZycHE2bNq1WzxcH4AMMvO4f//iHad26tbHb7eaqq64yK1eurPBznU6nkWScTmcN9rBsLpfLPPnkk2b+/Pnm1ltvNZJqdOrYsaNp1KiRkWSio6PN5Zdfbpo0aWJ69uxp/vnPf5qYmBjTq1cvc/fdd3s878ILLzQ//PCDWbdunYmIiDCPP/64Wbt2rVm1apVJSkoyX331lfn73/9uJJm2bdtazzvnnHPMzp07TXFxcbljUFRUZNLS0kxAQICRZPr27Wteeukl89lnn5n58+cbSebzzz83hYWFxhhjiouLzRtvvOHRv61bt5o333zTY7v79u0rtf/r1q0zTz31lJFk3n33XXPPPfeYq666yqPNTz/9ZP1sjDFZWVmmqKjIGGPMnj17zIMPPmgKCgoq9Pru3r3b3H777ebTTz81ksywYcPM8ePHreWDBg0y3bp1M5LMb7/9VqF1uvuWkZFhvv76a+vxJZdc4rEf9957rxk8eLB54IEHSo1D165dTUxMjElISDCXXnppme+VIUOGGEnmyJEjxuVymT179ljLli1bZvUnPz/f43nff/+9xxiW9yeyrG26x7ms5ZmZmdaylStXGklm8ODBZvv27UaSmTJliklPTzeSzJdffmkyMzPL/T148803rffSqfv0yiuvGEnmiSeeMEVFRdbfBkkmLy+v3Nfk999/t34+cOCAkWSuuuoq8/TTTxtJxmazWX00xljv61OnQYMGGUlm6dKlZfY5OjradOjQwXq8adMm6+dffvmlzH6V/D0p67WOjIw0GzduNCtWrDCSzOWXX26MMebLL780ksx1111njDFW/079HT948KC1rbS0NGv5//2//7fUdtasWWNeeeUVM3HiRI/5Dz30kDHGmObNmxtJ5o033ij12pT03XffGUnmr3/9q9WmvL8xRUVFpd6LhYWFZY7xH3/8Ye655x6PeSNHjvR4PxYXF5tVq1Z5tGndunW5743t27eb8ePHG0nm7bffNsYYk5eXZ3bs2GFycnLMoUOHPNqf+nu2efNm6+f169ebnJwcj+3+8ssv5sSJE2bdunWn/X1z/81xLw8JCTHTp08v1S45Odkaxw0bNpiZM2ea8PBw06dPn3L379S/j8YY88svv3g8div5+qxfv960bt3aJCQkmGPHjhlJ5tFHHzU5OTllvpb5+fnlvsY//vijycrK8pi3efNmk52dbXJzc6393r9/vzHGmA8//NBIMvPmzSu1jdzc3HL31W3dunXWuipr9erVZtu2bWbJkiVGksffDrfi4mKzbNmy0/7NMebk2J/uf2tdUVhYaBYvXmyKi4tNQUGBOXHihHn00UdNRkZGqba5ubkef+uNKf3e8aYTJ0549Kes12DPnj1m8eLFtd21cnnzM66vIRB62YIFC4y/v7+ZM2eO2b59u3n44YdNSEhIhf9g16dflsLCQpOXl2f2799vtm/fbvbs2WN++eUXM2/ePLNgwQJzxx13mP79+5f7QbhZs2blLjt1atWqlenevbv5/vvvrQBZ0alZs2Zm2rRp1j9d9wcQ9we+M02n/hP8448/zBVXXFFu208++aTUvLlz555xG6NHj7Y+tJQMLzExMdbPt912m5FkunTpYp555hlrfu/evc0DDzxgXnzxRfPCCy+YRo0amY4dO5qnnnrKPPXUU+bmm282sbGxpnHjxtZzrrzySpOdnV3qNXUHCEkmNjbWanv77bcbSeaiiy4yY8eONbNnzzbXX3+91bZnz54mKCjING3a1MycOdMcPHjQCpenm6ZMmWKGDRtW5rL27dsbSeaCCy4wu3fvNn5+fua6664zF110kUe7QYMGmW+++cbjNXZPffv2LbX+jRs3mtTUVJOWlmZSU1OtD/Qlp9WrV5sffvjBvPbaa0aSCQ0NtZa9+eab5t133zWffvqpee6554x0MphceOGFRpI5fPiwycrKMpJM//79Pca+5HT//feb/fv3m6+++spj/i233GLtQ8eOHT2Wbd261Rw5csTk5+ebr7/+2nzzzTemuLjY7Ny500gy//znP83ixYvNokWLTjv+9957r+nTp0+p+cHBwZX6Pfvb3/5m/Txx4kRz/fXXm0GDBpnc3Fyza9cu88EHH1jLAwICzL333lvhdS9YsMBcc8011mvwpz/9yUgyLVu29Gj38ssvm5ycHLN69Wrz2GOPVar/0snwKXn+Hl922WUmISHBo927775r8vLyzNKlS81NN91U5r5cf/31JioqyiQnJ5vrrruu3N+F5cuXl/m+leTxO37qdGr7GTNmlFrevHlz43Q6TXp6uklISDDTp083v//+u/Xl06nTRx99ZP2et2nTxkgnQ/Fjjz1mrr/++nK/oClruummm0zjxo3NlVde6TH/559/NuvXrzdTp061/ma0a9eu1PP//ve/m6KiIpOdnW3mzZvn0ceSbRcvXmz+9re/mREjRpjhw4ebxx9/3PqiS5L1JY176tChg1m9erUZOnSoNe+OO+4wsbGxpb4QmTBhQqnt/fbbbyY7O9u8/fbbJi4uzjRt2tS0bt3apKSkmN69e5vnnnvOZGdnm5kzZ1rPufrqq80333xjPv74YyOd/CIzLCzMWt6lSxezZs0aM2DAACPJDB8+3Bw5csSkp6ebAwcOmIsuushcdtllZv369SYiIsLccsst5t///rfZvXu3GTNmjLnxxhutdYWFhZmUlBTr92zx4sWmsLDQ7Nu3z3z11VcmKSnJ7Ny50/Tu3dv06NHD7Nq1y/z444/W891fqjzxxBPmxhtvNF988YVZtmyZue2226zfsw4dOpgePXqYp556ynz55Zfm1VdfNZ9++qlp3759qS8unn76afPee++Z9957z0yePNk89dRTpnfv3iYpKcmsXr3a7Nu3z+zatcvMnj3bvPLKK+a2224zubm51pcqAwcONG+++ab53//9X/Puu++ae++919x6663mww8/NCtXrjQzZswwo0aNMl9++aW56667zM0332yaNm1qnnrqKXPkyBEze/Zs07VrVzNx4kSTnJxsEhMTzYgRI8w111xT6gvmU6chQ4aYkSNHmo8//tg89NBDRjr5eeHVV18177zzjvn222+Nw+EwzzzzjElNTTU///yz+c9//mOGDx9uHnjgATNv3jwzefJkM3HiRPP888+bF154wXTr1s20a9fOfPvttyY2Ntbce++95qOPPjKrV682v//+u1m3bp35y1/+YqZPn24OHz5s1q1bZx599FHzj3/8w3zxxRdmyZIl5s9//rP1Hvnll1/MF198YT777DOr359//rkZMWKEkU7+P1m8eLFZu3atefLJJ602I0eONDNmzDCdOnUyiYmJZX5RUhvq02fc+o5A6GXXXHONue+++zzmXXrppebxxx+v0PN99ZeluLjYFBYWmqKiIpOfn29ycnJMfn6+VYk71fHjx82OHTvMjz/+aHbt2mU+/fRTM3ToUNOhQwczfPhwc9VVV5mnnnrKZGRkeAS6ffv2mQULFpjp06eb5557zvTv39/68DJkyBATFxdnpJPVlFWrVpX5TWBeXp555JFHzNChQ83w4cOtipu7n0uXLjWNGzc28+fPt75Z/O6778ztt99u5s2bZ/71r3+ZqVOnmrfeess88MAD5oUXXii1na+//to89thjJjY21owcOdK88sorZuDAgcZutxtJplGjRsbf39/jw4V7OjV4REZGmnPOOcd63Lt3bzN06FAzf/78037bu2nTJjNy5EjTt29f67l+fn4e23EH8/DwcHPFFVeYK664wtx5550mJSXFWk9mZqYZP368ueeeezxC3LZt20xmZqY5ceKEMebkt/+XXnqpadOmjbnhhhvMypUrjcvlMvn5+eY///mP9bvw8ccfm4svvthaT2hoqPUhvuRUMtAMHTrUrFmz5rQfaP39/ctddvHFF5tDhw6ZY8eOWR+cy1vHv//9b2sMRo0aZS2LjY21wmVZr1dtTg6Ho8rPLe9LmR49enh8gVHWtHr1auNyucwXX3xx1vuwZs0aj/dDRftZ1jRkyBCTkZFx1n268sorK7Tdnj17ejxu1aqVR9Xz1Klt27bmo48+Mg8++GC56yv5hcGZpqCgoEq1dx8x0aNHD3Pfffed9Ti5p9tuu63CR6M0a9bMBAYGVtu2vTXFxMSYrl27er0fp04l/74zNbyp5JfgJavYtcVXP+N6g80Y7lzrLfn5+QoODtYnn3yim2++2Zr/8MMPKzk5ucyLNLhcLo9zB7KystSyZUs5nU6FhYXVSr8tH38szZ9fu9tEjTCSbNW9TmOk/573pf/+XN3bqCxjjI5nZ6u4qEiNGjVSSJMmJ8971ckxKCoqkt9/z4OVTv5+5blcysvLs/ruzMrSBS1bKiwsTEXFxXL9d7nL5ZKMUWBQkMKbNrW2WVhYqBN5ebLZbDpw4IAiIyPlCAtTnsulQLvd44In5r/tGzdubG3PGKMTeXkKCgpSYWGhDqSmKiQkRP7+/moSGqqCggI5jx1TcXGxzo2MVJbTKdt/98F9/mdOTo7sAQEqNkZFRUUqLi4+uW8nTigwKEgHDhzQJRdfrKCgIDmaNlWAv78OHjyoqBYtVJCfr7CwMOXk5Ki4uFg2m03BISFq7OenRo0ayel0qqioSIGBgdYFaIwxKigsVFBgoIyk41lZcrlcCm/WTIcOHlRRcbFaXXCB8lwupaenq1mzZjp8+LDMf/sVce65Ov/88xVQzhVsC/97bqhNJ89pdOXnK7RJExlJ2cePK7+gQBERETr6++8KDglRkyZNZJNUVFysjIwMnXPOOXIeO6ac3FwVFhTIZrOpZcuWks2mgvx8Bdjt1vvCZrPJlZ+voqIiufLy1LRpU+tquMXFxTp69KjsgYEKDAzU77//Lr9GjRQcEqKQ4GBlHjum7OxsFRUVKfv4cTWPipJ/48YKDArSidxcNQ0PV05OjgoLCuTn56ec3FyFhYYq48gR65xSU1wsf39/HT16VMecToWFhio8PNy6cqqR5MrLU+6JEwoODlbgKa/B4cOH5e/vr/DwcLny81VYWKiQ4GA1atRImceOKbRJE2UeOybnsWPy9/dXQEDAyXPubDY1adJEAf7+KioqUkhIiE7k5WnHjh1qFh6uiHPPVWM/PxUXF8vpdCowKEiBgYGy6eQFfE690JSRVFRYKKfTKYfDIVd+vuwBATqRl6cAf3/lnjhx8gJKxqigoEDHs7PVyGbT4cOH1bp1awUGBio3N1fBISHy/+8+FxYVKSMjQ/kul07k5ckUF+uiiy/W8ePHT/7+Nmqkpg6HpJMXGHJmZemcZs1kdPJKxocPH1bmH3/o4osvVnZOjlwul86NiJC/v7+KioslY5STm6umDocCAwN1zOmUn5+fspxOZWdnK/q88xQSEnLy74LNpkC7XTabTUVFRcrLy9PevXsVFBR0clzsdvn7+6ugoEAHDx7UeeefrxO5udq9e7eiWrTQpe3aqVGjRjr6xx86kZur/SkpurRdOxlj1CQ0VIF2u4qLi3Xw0CH5N26sE3l5ioqKUmpqqn799Ve1veQSZWZm6tL27eXn56fs48fVyM9PYWFh2r9vn7Kzs5Wfn69u3bvLeeyYGjVqpDyXS8VFRbI1aqSQ4GDt27dPLpdLzc45R41sNv2RmalzIyLUpEkTNfrvOrOystSqVSvpv69xY39/ZWZmyh4QoN+PHj35O19QoObNmys0NFTp6ekK/e/fp8Z+frLb7cr77/nRrrw8hYeHq7i4WPbAQB06eFBhYWHK/+/fMlujRjo3IkK///67ioqLZYqLdeLECV140UXKycmRf+PG1usTFBSk3NxcpR8+rJDgYOXk5CiyeXMVFhQoJzdX9oAANfb3l81mU96JE2rWrJmCg4NlJKWkpCjvxAmdExFx8poHklz5+WpksymkSRMVFBRY10DIz89XcFCQ9Z4uLi5WUWGhXC6XcnJyFPTf372c3Fzrd/bEiRNyOBzWbXcCAgIUFBRk/X08fvy4zjvvvJO/y8YoJydHBw8dUrPwcNlsNjVv3lzZOTk6ePCgcnNyFBkZqaDgYIWGhupYZqZOnDihYmNUkJ+v8847T86sLAUFBSk4OFgB/v46kZennOxsFRQWKiwsTCHBwXK5XPojM1OhTZooLCxMLpdL2dnZKigokDFGUVFRstls1nnRwSEhys3LU+gp5+bXpqysLDkcDu98xvUxBEIvOnTokM477zytXr1aPXr0sOZPmTJF77//vnbu3FnqOZMmTdKzzz5baj6BEAAAANWqUSPp88+9smkCYe1pfOYmqGnuaoSb+e/lwMsyceJEJSQkWI/dFUKvuO22kxMAAACAeolA6EURERHy8/NTenq6x/yMjAw1b968zOfY7XbrsCwAAAAAOBvch9CLAgIC1LlzZy1dutRj/tKlSz0OIQUAAACAmkCF0MsSEhIUFxenLl26qHv37nr77beVkpKi++67z9tdAwAAANDAEQi97LbbbtPRo0c1efJkpaWlKSYmRosXL7au5gUAAAAANYWrjNZzXIEJAAAADQ2fcWsP5xACAAAAgI8iEAIAAACAjyIQAgAAAICPIhACAAAAgI8iEAIAAACAjyIQAgAAAICP4j6E9Zz7riFZWVle7gkAAABQPdyfbblDXs0jENZzx48flyS1bNnSyz0BAAAAqtfx48flcDi83Y0GjRvT13PFxcU6dOiQQkNDZbPZvN2dSsvKylLLli2VmprKTUfPAuNYPRjH6sNYVg/GsXowjtWHsawejOOZGWN0/PhxRUdHq1EjznKrSVQI67lGjRrp/PPP93Y3zlpYWBh/EKsB41g9GMfqw1hWD8axejCO1YexrB6M4+lRGawdxG0AAAAA8FEEQgAAAADwUQRCeJXdbtczzzwju93u7a7Ua4xj9WAcqw9jWT0Yx+rBOFYfxrJ6MI6oS7ioDAAAAAD4KCqEAAAAAOCjCIQAAAAA4KMIhAAAAADgowiEAAAAAOCjCISocStXrtTgwYMVHR0tm82mzz//3GO5MUaTJk1SdHS0goKC1Lt3b23bts07na3Dpk6dqquvvlqhoaGKjIzUTTfdpJ07d3q0YSwr5o033tDll19u3RC4e/fu+uabb6zljGPVTJ06VTabTePGjbPmMZZnNmnSJNlsNo8pKirKWs4YVs7Bgwc1cuRInXPOOQoODtYVV1yhTZs2WcsZzzNr3bp1qfekzWbTmDFjJDGGFVVYWKinnnpKbdq0UVBQkC688EJNnjxZxcXFVhvGEnUBgRA1LicnR506ddLs2bPLXP7SSy9pxowZmj17tjZs2KCoqCj17dtXx48fr+We1m0//PCDxowZo6SkJC1dulSFhYXq16+fcnJyrDaMZcWcf/75euGFF7Rx40Zt3LhRf/7zn3XjjTda/4QZx8rbsGGD3n77bV1++eUe8xnLirnsssuUlpZmTVu2bLGWMYYVl5mZqZ49e8rf31/ffPONtm/frunTp6tp06ZWG8bzzDZs2ODxfly6dKkk6dZbb5XEGFbUiy++qDfffFOzZ8/Wjh079NJLL+nll1/WrFmzrDaMJeoEA9QiSWbhwoXW4+LiYhMVFWVeeOEFa15eXp5xOBzmzTff9EIP64+MjAwjyfzwww/GGMbybIWHh5t//vOfjGMVHD9+3FxyySVm6dKlplevXubhhx82xvCerKhnnnnGdOrUqcxljGHlPPbYY+baa68tdznjWTUPP/ywueiii0xxcTFjWAkDBw40d955p8e8oUOHmpEjRxpjeD+i7qBCCK/au3ev0tPT1a9fP2ue3W5Xr169tGbNGi/2rO5zOp2SpGbNmkliLKuqqKhICxYsUE5Ojrp37844VsGYMWM0cOBA3XDDDR7zGcuK2717t6Kjo9WmTRsNHz5ce/bskcQYVtaXX36pLl266NZbb1VkZKSuvPJKzZkzx1rOeFZefn6+5s2bpzvvvFM2m40xrIRrr71Wy5cv165duyRJP//8s1atWqX/83/+jyTej6g7Gnu7A/Bt6enpkqTmzZt7zG/evLn279/vjS7VC8YYJSQk6Nprr1VMTIwkxrKytmzZou7duysvL09NmjTRwoUL1aFDB+ufMONYMQsWLNBPP/2kDRs2lFrGe7Jiunbtqg8++EBt27bV4cOH9dxzz6lHjx7atm0bY1hJe/bs0RtvvKGEhAQ98cQTWr9+vcaOHSu73a6//OUvjGcVfP755zp27JhGjx4tid/rynjsscfkdDp16aWXys/PT0VFRXr++ed1++23S2IsUXcQCFEn2Gw2j8fGmFLz8P89+OCD+uWXX7Rq1apSyxjLimnXrp2Sk5N17Ngxffrppxo1apR++OEHaznjeGapqal6+OGHlZiYqMDAwHLbMZanFxsba/3csWNHde/eXRdddJHef/99devWTRJjWFHFxcXq0qWLpkyZIkm68sortW3bNr3xxhv6y1/+YrVjPCvunXfeUWxsrKKjoz3mM4Zn9vHHH2vevHn66KOPdNlllyk5OVnjxo1TdHS0Ro0aZbVjLOFtHDIKr3JfSc/9LZlbRkZGqW/McNJDDz2kL7/8Ut9//73OP/98az5jWTkBAQG6+OKL1aVLF02dOlWdOnXSq6++yjhWwqZNm5SRkaHOnTurcePGaty4sX744Qe99tpraty4sTVejGXlhISEqGPHjtq9ezfvx0pq0aKFOnTo4DGvffv2SklJkcTfycrav3+/li1bprvvvtuaxxhW3COPPKLHH39cw4cPV8eOHRUXF6e//e1vmjp1qiTGEnUHgRBe1aZNG0VFRVlXMJNOnq/www8/qEePHl7sWd1jjNGDDz6ozz77TN99953atGnjsZyxPDvGGLlcLsaxEq6//npt2bJFycnJ1tSlSxfdcccdSk5O1oUXXshYVoHL5dKOHTvUokUL3o+V1LNnz1K349m1a5datWolib+TlfXee+8pMjJSAwcOtOYxhhWXm5urRo08P2r7+flZt51gLFFneOliNvAhx48fN5s3bzabN282ksyMGTPM5s2bzf79+40xxrzwwgvG4XCYzz77zGzZssXcfvvtpkWLFiYrK8vLPa9b7r//fuNwOMyKFStMWlqaNeXm5lptGMuKmThxolm5cqXZu3ev+eWXX8wTTzxhGjVqZBITE40xjOPZOPUqo8YwlhUxfvx4s2LFCrNnzx6TlJRkBg0aZEJDQ82+ffuMMYxhZaxfv940btzYPP/882b37t1m/vz5Jjg42MybN89qw3hWTFFRkbngggvMY489VmoZY1gxo0aNMuedd575+uuvzd69e81nn31mIiIizKOPPmq1YSxRFxAIUeO+//57I6nUNGrUKGPMycsuP/PMMyYqKsrY7Xbzpz/9yWzZssW7na6DyhpDSea9996z2jCWFXPnnXeaVq1amYCAAHPuueea66+/3gqDxjCOZ6NkIGQsz+y2224zLVq0MP7+/iY6OtoMHTrUbNu2zVrOGFbOV199ZWJiYozdbjeXXnqpefvttz2WM54V8+233xpJZufOnaWWMYYVk5WVZR5++GFzwQUXmMDAQHPhhReaJ5980rhcLqsNY4m6wGaMMV4pTQIAAAAAvIpzCAEAAADARxEIAQAAAMBHEQgBAAAAwEcRCAEAAADARxEIAQAAAMBHEQgBAAAAwEcRCAEAAADARxEIAQAAAMBHEQgBAAAAwEcRCAEAAADARxEIAQAAAMBHEQgBAAAAwEcRCAEAAADARxEIAQAAAMBHEQgBAAAAwEcRCAEAAADARxEIAQAAAMBHEQgBAAAAwEcRCAEAAADARxEIAQAAAMBHEQgBAAAAwEcRCAEAAADAR/0/Q4Cuvdtip8wAAAAASUVORK5CYII=",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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VqyZImSkpLUtWtXSdKcOXPUvXt37dy5U+3atVNiYqK2b9+u1NRURUdHS5KmT5+u0aNH6/nnn1dYWJjmz5+vvLw8zZ07V3a7XTExMdq1a5dmzJihhIQELtwBAABQ31166clw5o3tVsAll1yioKAgLV++XHfffbfHstWrV6tVq1Z68sknrXn79+8vd12hoaFq3bq1li9frj59+lSt3/CKBhUIK2LFihWKjIxU06ZN1atXLz3//POKjIyUJG3atEkFBQXq16+f1T46OloxMTFas2aN+vfvr7Vr18rhcFhhUJK6desmh8OhNWvWqF27dlq7dq1iYmKsMChJ/fv3l8vl0qZNm9SnTx+tXbtWvXr1kt1u92gzceJE7du3T23atCmz/y6XSy6Xy3qclZVVbWMDAACAahQcXKFKnbcEBgbqscce06OPPqqAgAD17NlTR44c0bZt23TxxRcrJSVFCxYs0NVXX61FixZp4cKFp13fpEmTdN999ykyMlKxsbE6fvy4Vq9erYceeqiW9ghV0aDOITyT2NhYzZ8/X999952mT5+uDRs26M9//rMVsNLT0xUQEKDw8HCP5zVv3lzp6elWG3eAPFVkZKRHm+bNm3ssDw8PV0BAwGnbuB+725Rl6tSp1rmLDodDLVu2rMwQAAAAAJann35a48eP19///ne1b99et912mzIyMnTjjTfqb3/7mx588EFdccUVWrNmjZ5++unTrmvUqFF65ZVX9Prrr+uyyy7ToEGDtHv37lraE1SVT1UIb7vtNuvnmJgYdenSRa1atdKiRYs0dOjQcp9njPE4hLOswzmro437Ih2nO1x04sSJSkhIsB5nZWURCgEAAFAljRo10pNPPulxaKjbSy+9pJdeeslj3rhx46yfJ02apEmTJnksv/fee3XvvffWRFdRQ3yqQlhSixYt1KpVK+ubi6ioKOXn5yszM9OjXUZGhlW9i4qK0uHDh0ut68iRIx5tSlb5MjMzVVBQcNo2GRkZklSqcngqu92usLAwjwkAAAAAqsKnA+HRo0eVmpqqFi1aSJI6d+4sf39/LV261GqTlpamrVu3qkePHpKk7t27y+l0av369VabdevWyel0erTZunWr0tLSrDaJiYmy2+3q/N8rTXXv3l0rV670uBVFYmKioqOj1bp16xrbZwAAAABwa1CBMDs7W8nJyUpOTpYk7d27V8nJyUpJSVF2drYmTJigtWvXat++fVqxYoUGDx6siIgI3XzzzZIkh8Ohu+66S+PHj9fy5cu1efNmjRw5Uh07drSuOtq+fXsNGDBA8fHxSkpKUlJSkuLj4zVo0CC1a9dOktSvXz916NBBcXFx2rx5s5YvX64JEyYoPj7equiNGDFCdrtdo0eP1tatW7Vw4UJNmTKFK4yizuP9CQAA0HA0qHMIN27c6HGZW/e5dqNGjdIbb7yhLVu26IMPPtCxY8fUokUL9enTRx9//LFCQ0Ot58ycOVONGzfWsGHDdOLECV1//fWaO3eudQ9CSZo/f77Gjh1rXY10yJAhmj17trXcz89PixYt0gMPPKCePXsqKChII0aM0LRp06w2DodDS5cu1ZgxY9SlSxeFh4crISHB4/xAAAAAAKhJNuO+kgnqpaysLDkcDjmdTs4nRK0YM2aMXn/9df3000+68sorvd0dAAC8Li8vT3v37lWbNm0UGBjo7e7UG6cbNz7j1p4GdcgogNrDd0kAAHjif2PlMF51A4EQAAAAOAv+/v6SpNzcXC/3pH5xj5d7/OAdDeocQgAAAKC2+fn5qWnTptYtxIKDg7kI22kYY5Sbm6uMjAw1bdrU41odqH0EQgCVwj84AABKi4qKkvT/7yuNM2vatKk1bvAeAiEAAABwlmw2m1q0aKHIyEgVFBR4uzt1nr+/P5XBOoJACAAAAFQTPz8/gg7qFS4qA6BKuDIYAABA/UcgBAAAAAAfRSAEAAAAAB9FIAQAAAAAH0UgBAAAAAAfRSAEAAAAAB9FIARQKdyYHgAAoOEgEAIAAACAjyIQAgAAAICPIhACqBJuTA8AAFD/EQgBAAAAwEcRCAEAAADARxEIAVQKVxkFAABoOAiEAAAAAOCjCIQAAAAA4KMIhAAAAADgowiEAAAAAOCjCIQAqoT7EAIAANR/BEIAAAAA8FEEQgAAAADwUQRCAAAAAPBRBEIAAAAA8FEEQgAAAADwUQRCAJVis9m83QUAAABUkwYVCFeuXKnBgwcrOjpaNptNn3/+ubWsoKBAjz32mDp27KiQkBBFR0frL3/5iw4dOuSxjt69e8tms3lMw4cP92iTmZmpuLg4ORwOORwOxcXF6dixYx5tUlJSNHjwYIWEhCgiIkJjx45Vfn6+R5stW7aoV69eCgoK0nnnnafJkydzKX/UG7xXAQAA6r8GFQhzcnLUqVMnzZ49u9Sy3Nxc/fTTT3r66af1008/6bPPPtOuXbs0ZMiQUm3j4+OVlpZmTW+99ZbH8hEjRig5OVlLlizRkiVLlJycrLi4OGt5UVGRBg4cqJycHK1atUoLFizQp59+qvHjx1ttsrKy1LdvX0VHR2vDhg2aNWuWpk2bphkzZlTjiAAAAABA+Rp7uwPVKTY2VrGxsWUuczgcWrp0qce8WbNm6ZprrlFKSoouuOACa35wcLCioqLKXM+OHTu0ZMkSJSUlqWvXrpKkOXPmqHv37tq5c6fatWunxMREbd++XampqYqOjpYkTZ8+XaNHj9bzzz+vsLAwzZ8/X3l5eZo7d67sdrtiYmK0a9cuzZgxQwkJCRyWhzqPCiEAAED916AqhJXldDpls9nUtGlTj/nz589XRESELrvsMk2YMEHHjx+3lq1du1YOh8MKg5LUrVs3ORwOrVmzxmoTExNjhUFJ6t+/v1wulzZt2mS16dWrl+x2u0ebQ4cOad++fTWwtwAAAADgqUFVCCsjLy9Pjz/+uEaMGKGwsDBr/h133KE2bdooKipKW7du1cSJE/Xzzz9b1cX09HRFRkaWWl9kZKTS09OtNs2bN/dYHh4eroCAAI82rVu39mjjfk56erratGlTZr9dLpdcLpf1OCsrq5J7DlQPKoQAAAD1n08GwoKCAg0fPlzFxcV6/fXXPZbFx8dbP8fExOiSSy5Rly5d9NNPP+mqq66SVPZVFo0xHvOr0sb9Aft0h4tOnTpVzz777Ol2D6hRHM4MAADQcPjcIaMFBQUaNmyY9u7dq6VLl3pUB8ty1VVXyd/fX7t375YkRUVF6fDhw6XaHTlyxKrwRUVFWZVAt8zMTBUUFJy2TUZGhiSVqi6eauLEiXI6ndaUmpp6hj0Gqpf7iwsqhAAAAPWfTwVCdxjcvXu3li1bpnPOOeeMz9m2bZsKCgrUokULSVL37t3ldDq1fv16q826devkdDrVo0cPq83WrVuVlpZmtUlMTJTdblfnzp2tNitXrvS4FUViYqKio6NLHUp6KrvdrrCwMI8JAAAAAKqiQQXC7OxsJScnKzk5WZK0d+9eJScnKyUlRYWFhfqf//kfbdy4UfPnz1dRUZHS09OVnp5uhbLffvtNkydP1saNG7Vv3z4tXrxYt956q6688kr17NlTktS+fXsNGDBA8fHxSkpKUlJSkuLj4zVo0CC1a9dOktSvXz916NBBcXFx2rx5s5YvX64JEyYoPj7eCnAjRoyQ3W7X6NGjtXXrVi1cuFBTpkzhCqOo89zvTyqEAAAA9V+DCoQbN27UlVdeqSuvvFKSlJCQoCuvvFJ///vfdeDAAX355Zc6cOCArrjiCrVo0cKa3FcHDQgI0PLly9W/f3+1a9dOY8eOVb9+/bRs2TL5+flZ25k/f746duyofv36qV+/frr88sv14YcfWsv9/Py0aNEiBQYGqmfPnho2bJhuuukmTZs2zWrjvg3GgQMH1KVLFz3wwANKSEhQQkJCLY0WAAAAAF9nM3zNX69lZWXJ4XDI6XRy+Chqxbhx4/Tqq69q1apVVuUcAACgOvEZt/Y0qAohAAAAAKDiCIQAqoSDCwAAAOo/AiEAAAAA+CgCIYBK4SqjAAAADQeBEAAAAAB8FIEQAAAAAHwUgRBAlXDIKAAAQP1HIAQAAAAAH0UgBFAlVAgBAADqPwIhAAAAAPgoAiGAKqFCCAAAUP8RCAEAAADARxEIAVQJFUIAAID6j0AIAAAAAD6KQAigUmw2myQqhAAAAA0BgRAAAAAAfBSBEECVUCEEAACo/wiEAAAAAOCjCIQAqoQKIQAAQP1HIAQAAAAAH0UgBFAp7quMAgAAoP4jEAKoEg4ZBQAAqP8IhAAAAADgowiEAKqECiEAAED9RyAEAAAAAB9FIARQJVQIAQAA6j8CIQAAAAD4KAIhgCqhQggAAFD/EQgBAAAAwEcRCAFUivvG9FQIAQAA6j8CIQAAAAD4qAYVCFeuXKnBgwcrOjpaNptNn3/+ucdyY4wmTZqk6OhoBQUFqXfv3tq2bZtHG5fLpYceekgREREKCQnRkCFDdODAAY82mZmZiouLk8PhkMPhUFxcnI4dO+bRJiUlRYMHD1ZISIgiIiI0duxY5efne7TZsmWLevXqpaCgIJ133nmaPHkyVRfUG7xXAQAA6r8GFQhzcnLUqVMnzZ49u8zlL730kmbMmKHZs2drw4YNioqKUt++fXX8+HGrzbhx47Rw4UItWLBAq1atUnZ2tgYNGqSioiKrzYgRI5ScnKwlS5ZoyZIlSk5OVlxcnLW8qKhIAwcOVE5OjlatWqUFCxbo008/1fjx4602WVlZ6tu3r6Kjo7VhwwbNmjVL06ZN04wZM2pgZAAAAACgDKaBkmQWLlxoPS4uLjZRUVHmhRdesObl5eUZh8Nh3nzzTWOMMceOHTP+/v5mwYIFVpuDBw+aRo0amSVLlhhjjNm+fbuRZJKSkqw2a9euNZLMr7/+aowxZvHixaZRo0bm4MGDVpt//etfxm63G6fTaYwx5vXXXzcOh8Pk5eVZbaZOnWqio6NNcXFxhffT6XQaSdZ6gZo2fvx4I8l8/fXX3u4KAABooPiMW3saVIXwdPbu3av09HT169fPmme329WrVy+tWbNGkrRp0yYVFBR4tImOjlZMTIzVZu3atXI4HOratavVplu3bnI4HB5tYmJiFB0dbbXp37+/XC6XNm3aZLXp1auX7Ha7R5tDhw5p37591T8AAAAAAFCCzwTC9PR0SVLz5s095jdv3txalp6eroCAAIWHh5+2TWRkZKn1R0ZGerQpuZ3w8HAFBAScto37sbtNWVwul7KysjwmoDZxlVEAAICGw2cCoZv7w6ybMabUvJJKtimrfXW0cX/APl1/pk6dal3MxuFwqGXLlqftOwAAAACUx2cCYVRUlKTS1beMjAyrMhcVFaX8/HxlZmaets3hw4dLrf/IkSMebUpuJzMzUwUFBadtk5GRIal0FfNUEydOlNPptKbU1NTT7zgAAAAAlMNnAmGbNm0UFRWlpUuXWvPy8/P1ww8/qEePHpKkzp07y9/f36NNWlqatm7darXp3r27nE6n1q9fb7VZt26dnE6nR5utW7cqLS3NapOYmCi73a7OnTtbbVauXOlxK4rExERFR0erdevW5e6H3W5XWFiYxwR4A4eMAgAA1H8NKhBmZ2crOTlZycnJkk5eSCY5OVkpKSmy2WwaN26cpkyZooULF2rr1q0aPXq0goODNWLECEmSw+HQXXfdpfHjx2v58uXavHmzRo4cqY4dO+qGG26QJLVv314DBgxQfHy8kpKSlJSUpPj4eA0aNEjt2rWTJPXr108dOnRQXFycNm/erOXLl2vChAmKj4+3AtyIESNkt9s1evRobd26VQsXLtSUKVOUkJBwxkNYAQAAAKA6NPZ2B6rTxo0b1adPH+txQkKCJGnUqFGaO3euHn30UZ04cUIPPPCAMjMz1bVrVyUmJio0NNR6zsyZM9W4cWMNGzZMJ06c0PXXX6+5c+fKz8/PajN//nyNHTvWuhrpkCFDPO596Ofnp0WLFumBBx5Qz549FRQUpBEjRmjatGlWG4fDoaVLl2rMmDHq0qWLwsPDlZCQYPUZqOuoEAIAANR/NsOnunotKytLDodDTqeTw0dRKx555BFNmzZNX3zxhYYMGeLt7gAAgAaIz7i1p0EdMgqg9vBdEgAAQP1HIAQAAAAAH0UgBFAlVAgBAADqPwIhAAAAAPgoAiGASnHfFoUKIQAAQP1HIAQAAAAAH0UgBFAlVAgBAADqPwIhAAAAAPgoAiGAKqFCCAAAUP8RCAEAAADARxEIAVQKVxkFAABoOAiEACqFIAgAANBwEAgBAAAAwEcRCAFUCoeMAgAANBwEQgAAAADwUQRCAFVChRAAAKD+IxACAAAAgI8iEAKoEiqEAAAA9R+BEAAAAAB8FIEQQKVwlVEAAICGg0AIAAAAAD6KQAigSqgQAgAA1H8EQgAAAADwUQRCAFVChRAAAKD+IxACAAAAgI8iEAKoEiqEAAAA9R+BEAAAAAB8FIEQAAAAAHwUgRBAlXDIKAAAQP1HIAQAAAAAH0UgBFApNptNEhVCAACAhsDnAmHr1q1ls9lKTWPGjJEkjR49utSybt26eazD5XLpoYceUkREhEJCQjRkyBAdOHDAo01mZqbi4uLkcDjkcDgUFxenY8eOebRJSUnR4MGDFRISooiICI0dO1b5+fk1uv8AAAAA4OZzgXDDhg1KS0uzpqVLl0qSbr31VqvNgAEDPNosXrzYYx3jxo3TwoULtWDBAq1atUrZ2dkaNGiQioqKrDYjRoxQcnKylixZoiVLlig5OVlxcXHW8qKiIg0cOFA5OTlatWqVFixYoE8//VTjx4+v4REAqgcVQgAAgPqvsbc7UNvOPfdcj8cvvPCCLrroIvXq1cuaZ7fbFRUVVebznU6n3nnnHX344Ye64YYbJEnz5s1Ty5YttWzZMvXv3187duzQkiVLlJSUpK5du0qS5syZo+7du2vnzp1q166dEhMTtX37dqWmpio6OlqSNH36dI0ePVrPP/+8wsLCamL3AQAAAMDicxXCU+Xn52vevHm68847rfOiJGnFihWKjIxU27ZtFR8fr4yMDGvZpk2bVFBQoH79+lnzoqOjFRMTozVr1kiS1q5dK4fDYYVBSerWrZscDodHm5iYGCsMSlL//v3lcrm0adOmGttnoLpQIQQAAKj/fK5CeKrPP/9cx44d0+jRo615sbGxuvXWW9WqVSvt3btXTz/9tP785z9r06ZNstvtSk9PV0BAgMLDwz3W1bx5c6Wnp0uS0tPTFRkZWWp7kZGRHm2aN2/usTw8PFwBAQFWm7K4XC65XC7rcVZWVqX3GwAAAAAkHw+E77zzjmJjYz2qdLfddpv1c0xMjLp06aJWrVpp0aJFGjp0aLnrMsZ4VBlP/fls2pQ0depUPfvss+XvFFDDuMooAABAw+Gzh4zu379fy5Yt0913333adi1atFCrVq20e/duSVJUVJTy8/OVmZnp0S4jI8Oq+EVFRenw4cOl1nXkyBGPNiUrgZmZmSooKChVOTzVxIkT5XQ6rSk1NfXMOwsAAAAAZfDZQPjee+8pMjJSAwcOPG27o0ePKjU1VS1atJAkde7cWf7+/tbVSSUpLS1NW7duVY8ePSRJ3bt3l9Pp1Pr1660269atk9Pp9GizdetWpaWlWW0SExNlt9vVuXPncvtjt9sVFhbmMQHeQIUQAACg/vPJQFhcXKz33ntPo0aNUuPG//+o2ezsbE2YMEFr167Vvn37tGLFCg0ePFgRERG6+eabJUkOh0N33XWXxo8fr+XLl2vz5s0aOXKkOnbsaF11tH379howYIDi4+OVlJSkpKQkxcfHa9CgQWrXrp0kqV+/furQoYPi4uK0efNmLV++XBMmTFB8fDwhDwAAAECt8MlAuGzZMqWkpOjOO+/0mO/n56ctW7boxhtvVNu2bTVq1Ci1bdtWa9euVWhoqNVu5syZuummmzRs2DD17NlTwcHB+uqrr+Tn52e1mT9/vjp27Kh+/fqpX79+uvzyy/Xhhx96bGvRokUKDAxUz549NWzYMN10002aNm1azQ8AUA2oEAIAANR/NsOnunotKytLDodDTqeTyiJqxRNPPKGpU6fqnXfeKfWlCgAAQHXgM27t8ckKIYCzx3dJAAAA9R+BEAAAAAB8FIEQAAAAAHwUgRBApXBjegAAgIaDQAigUgiCAAAADQeBEECVEAwBAADqPwIhAAAAAPgoAiGASnFXBqkQAgAA1H8EQgAAAADwUQRCAFVChRAAAKD+IxACqBSCIAAAQMNBIARQJQRDAACA+o9ACKBSCIIAAAANB4EQqCGZmZkqLi72djdqDMEQAACg/iMQAjWkWbNmevrpp73dDQAAAKBcBEKgBn377bfe7kK14z6EAAAADQeBEKgBhCYAAADUBwRCoAb4QiBsyPsGAADgKwiEQA1oyGGpIe8bAACAryEQAjXAFyqEAAAAqP8IhEANasiBsCHvGwAAgK8gEAI1oCFXCBviPgEAAPgqAiFQAxpyIHRryPsGAADgKwiEQA1oyIGwIe4TAACAryIQAjWgIQdCt4a8bwAAAL6CQAjUgIYcCBviPgEAAPgqAiFQjbZt26Zff/211gLhnj17VFRUVKPbKKkhh10AAABfQyAEqlFMTIzat29vhSWbzVZj28rJydFFF12kZ599tsa2AQAAgIaNQAjUgNqonuXl5UmSNm3aVOPbOhUVQgAAgIaDQAjUgNqoEJbcVn32r3/9S5988om3uwEAAOBzGnu7A0BD1BBCWnlqokI4YsSIal8nAAAAzsynKoSTJk2SzWbzmKKioqzlxhhNmjRJ0dHRCgoKUu/evbVt2zaPdbhcLj300EOKiIhQSEiIhgwZogMHDni0yczMVFxcnBwOhxwOh+Li4nTs2DGPNikpKRo8eLBCQkIUERGhsWPHKj8/v8b2HQ1XbVQhAQAA0DD5VCCUpMsuu0xpaWnWtGXLFmvZSy+9pBkzZmj27NnasGGDoqKi1LdvXx0/ftxqM27cOC1cuFALFizQqlWrlJ2drUGDBnlc6XHEiBFKTk7WkiVLtGTJEiUnJysuLs5aXlRUpIEDByonJ0erVq3SggUL9Omnn2r8+PG1MwiocQ250sU5hAAAAA2Hzx0y2rhxY4+qoJsxRq+88oqefPJJDR06VJL0/vvvq3nz5vroo4907733yul06p133tGHH36oG264QZI0b948tWzZUsuWLVP//v21Y8cOLVmyRElJSerataskac6cOerevbt27typdu3aKTExUdu3b1dqaqqio6MlSdOnT9fo0aP1/PPPKywsrJZGAzWlIYelhrxvAAAAvsbnKoS7d+9WdHS02rRpo+HDh2vPnj2SpL179yo9PV39+vWz2trtdvXq1Utr1qyRdPJqjgUFBR5toqOjFRMTY7VZu3atHA6HFQYlqVu3bnI4HB5tYmJirDAoSf3795fL5TrjFSNdLpeysrI8JtQ9tXFRGfe6CWgAAACoKp8KhF27dtUHH3ygb7/9VnPmzFF6erp69Oiho0ePKj09XZLUvHlzj+c0b97cWpaenq6AgACFh4eftk1kZGSpbUdGRnq0Kbmd8PBwBQQEWG3KM3XqVOvcRIfDoZYtW1ZiBFBbaiOkeSsIcsgoAABAw+FTgTA2Nla33HKLOnbsqBtuuEGLFi2SdPLQULeSFR1jzBmrPCXblNW+Km3KMnHiRDmdTmtKTU09bXt4R0MOhAAAAGg4fCoQlhQSEqKOHTtq9+7d1nmFJSt0GRkZVjUvKipK+fn5yszMPG2bw4cPl9rWkSNHPNqU3E5mZqYKCgpKVQ5LstvtCgsL85hQ9zTkQEiFEAAAoOHw6UDocrm0Y8cOtWjRQm3atFFUVJSWLl1qLc/Pz9cPP/ygHj16SJI6d+4sf39/jzZpaWnaunWr1aZ79+5yOp1av3691WbdunVyOp0ebbZu3aq0tDSrTWJioux2uzp37lyj+4za0ZADIQAAABoOn7rK6IQJEzR48GBdcMEFysjI0HPPPaesrCyNGjVKNptN48aN05QpU3TJJZfokksu0ZQpUxQcHGzdNNvhcOiuu+7S+PHjdc4556hZs2aaMGGCdQiqJLVv314DBgxQfHy83nrrLUnSPffco0GDBqldu3aSpH79+qlDhw6Ki4vTyy+/rD/++EMTJkxQfHw8Fb8GojbCWnFxcY1voyxUCAEAABoOnwqEBw4c0O23367ff/9d5557rrp166akpCS1atVKkvToo4/qxIkTeuCBB5SZmamuXbsqMTFRoaGh1jpmzpypxo0ba9iwYTpx4oSuv/56zZ07V35+flab+fPna+zYsdbVSIcMGaLZs2dby/38/LRo0SI98MAD6tmzp4KCgjRixAhNmzatlkYCNa0hVwgJggAAAA2HTwXCBQsWnHa5zWbTpEmTNGnSpHLbBAYGatasWZo1a1a5bZo1a6Z58+addlsXXHCBvv7669O2Qf3VkANhXdk+AAAAzp5Pn0MI1JTauA8hFUIAAACcLQIhUMKePXt0/fXXy+Vyebsrp+WNc/lycnJKbR8AAAD1F4EQKGH69On67rvvtH379iqv40xh6ffff5fNZtNnn31WY9uobp9//rmaNGmilJSUWt0uAAAAag6BECihOoLWmdbhvuXIN998U2PbqG6rV6+WJO3fv98r26+M33//XQUFBd7uBgAAQJ1HIATKcTbn/50pLNVG6Kxu7ivpFhUV1ep2q+Lcc8/VPffc4+1uAAAA1HkEQqAcZxO4auOiMu77ENbkNk5VMhDW5QqhdHbVVwAAAF9BIARqQG3edqK2glmjRif/XNSHCqFU9wMrAABAXUAgBMpRk4eMlrdud9WvOrZR3dwVQve5eQQuAACA+o9ACJRQG+f3lbX8+PHj8vPz07x586plG9XNXSGsL0GwvvQTAADAmwiEQDmqo0J4pnWcutzpdEqSvvzyy0pto7YRtAAAABoOAiFQA6pyfl/jxo0lSYWFhZXaRm1xh9faPnexqup6/wAAAOoCAiFQA6oSRip7W4faDjz1LWDVt/4CAAB4A4EQKMHbQaKigbAyF6CpTlQIAQAAGg4CIVADqnIfQvdz6mqFsOQhowAAAKj/CIRACbVxldHqeI63LypT14NhXe8fAABAXUAgBGrA2QTCij7XW8Gsrgetut4/AACAuoRACJTgPjSyJm9MX9byul4hrC9XGXWfW1lX+wcAAFCXEAiBEqrzkNHK3IewrgfC+oJxAQAAqDgCIVADqlJFq+xVQzmHsGxUCAEAACqOQAiUUB2B50wVwrLmV2Z7u3fv1h9//FG1zp2luh606npgBQAAqEsae7sDQF1VHYGwMssrE2Tatm1btY5Vg7oeuKgQAgAAVBwVQjRY99xzj2bOnFnl59dkIKzu7dWG+nIfwrrePwAAgLqEQIgGa86cOUpISKjy82vykNGzrRCeaV016dR+vvbaa9qyZUutbv9MqBACAABUHIeMAiVU5zmElVle1e2dze0xztbDDz+s4OBg5eTkeK0PJVX24jwAAAC+jAohUI6zCRZVCYT1JciUDMwnTpzwZndKoTIIAABQcQRCoBw1WSF0h7+zuQ/h2T6vqkpur64FMA4ZBQAAqDgCIVCO+nIOYW3x5qGplVFXxw8AAKAuIhAC5agv5xDWtrpegavr/QMAAKhLCIRACe4gUR3n9JUXShpCIKyr6nqlFQAAoC4hEALlqI1zCM80ry6q6xW4ut4/AACAuoRACJTDW+cQVnVbtaWuB1eCIAAAQMX5VCCcOnWqrr76aoWGhioyMlI33XSTdu7c6dFm9OjRstlsHlO3bt082rhcLj300EOKiIhQSEiIhgwZogMHDni0yczMVFxcnBwOhxwOh+Li4nTs2DGPNikpKRo8eLBCQkIUERGhsWPHKj8/v0b2HZXnrXMI62qgcYfbul6Bq+v9AwAAqEt8KhD+8MMPGjNmjJKSkrR06VIVFhaqX79+pW6qPWDAAKWlpVnT4sWLPZaPGzdOCxcu1IIFC7Rq1SplZ2dr0KBBKioqstqMGDFCycnJWrJkiZYsWaLk5GTFxcVZy4uKijRw4EDl5ORo1apVWrBggT799FONHz++ZgcBZ1Tfbkxf26gQAgAANByNvd2B2rRkyRKPx++9954iIyO1adMm/elPf7Lm2+12RUVFlbkOp9Opd955Rx9++KFuuOEGSdK8efPUsmVLLVu2TP3799eOHTu0ZMkSJSUlqWvXrpKkOXPmqHv37tq5c6fatWunxMREbd++XampqYqOjpYkTZ8+XaNHj9bzzz+vsLCwmhgCVEJN3pj+dPchrOuBpq73kwohAABAxflUhbAkp9MpSWrWrJnH/BUrVigyMlJt27ZVfHy8MjIyrGWbNm1SQUGB+vXrZ82Ljo5WTEyM1qxZI0lau3atHA6HFQYlqVu3bnI4HB5tYmJirDAoSf3795fL5dKmTZvK7bPL5VJWVpbHhJpRXyqEtRV86tt9CAmEAAAAZ+azgdAYo4SEBF177bWKiYmx5sfGxmr+/Pn67rvvNH36dG3YsEF//vOf5XK5JEnp6ekKCAhQeHi4x/qaN2+u9PR0q01kZGSpbUZGRnq0ad68ucfy8PBwBQQEWG3KMnXqVOu8RIfDoZYtW1ZtAHBGtXFRmVO3UdcPxSyprgYuKoQAAAAV51OHjJ7qwQcf1C+//KJVq1Z5zL/tttusn2NiYtSlSxe1atVKixYt0tChQ8tdnzHG48N/WUGgKm1KmjhxohISEqzHWVlZhMJqxjmEFVNX+1tX+wUAAFAX+WSF8KGHHtKXX36p77//Xueff/5p27Zo0UKtWrXS7t27JUlRUVHKz89XZmamR7uMjAyr4hcVFaXDhw+XWteRI0c82pSsBGZmZqqgoKBU5fBUdrtdYWFhHhNqhrfOIawv6mpFkwohAABAxflUIDTG6MEHH9Rnn32m7777Tm3atDnjc44eParU1FS1aNFCktS5c2f5+/tr6dKlVpu0tDRt3bpVPXr0kCR1795dTqdT69evt9qsW7dOTqfTo83WrVuVlpZmtUlMTJTdblfnzp2rZX9xdurqbSdOfc94U10NhARBAACAivOpQDhmzBjNmzdPH330kUJDQ5Wenq709HSdOHFCkpSdna0JEyZo7dq12rdvn1asWKHBgwcrIiJCN998syTJ4XDorrvu0vjx47V8+XJt3rxZI0eOVMeOHa2rjrZv314DBgxQfHy8kpKSlJSUpPj4eA0aNEjt2rWTJPXr108dOnRQXFycNm/erOXLl2vChAmKj4+n6ldH1PY5hBXd3sMPP1zmumpbXQqELpdL06dPV3FxMRVCAACASvCpQPjGG2/I6XSqd+/eatGihTV9/PHHkiQ/Pz9t2bJFN954o9q2batRo0apbdu2Wrt2rUJDQ631zJw5UzfddJOGDRumnj17Kjg4WF999ZX8/PysNvPnz1fHjh3Vr18/9evXT5dffrk+/PBDa7mfn58WLVqkwMBA9ezZU8OGDdNNN92kadOm1d6A4LRqo0LIIaOVs3HjRqWmppaa/+abb2rChAlasmRJvRtHAAAAb/Kpi8qc6YNiUFCQvv322zOuJzAwULNmzdKsWbPKbdOsWTPNmzfvtOu54IIL9PXXX59xe6hd7vdJbZxDeKZ5ZWncuG782nojEF599dWy2+3Ky8vzmO+u8hcUFFAhBAAAqASfqhAClVEbFcKyDhk903NPrUR7k7cOGXXfAqY83IcQAACg4giEQDlq4xzCqmzPW0Gn5HZrIhBWx77VpXMbAQAA6joCIVCOmqwQnu62E5W9QmltBcTaCITVsU4qgwAAABVHIARKqM0b05/arqyQWJV115SSYY0KIQAAQP1HIATKcTbBwn0LkvKUFXwqur26cshoUVFRtW/jbMOczWajQggAAFAJBEKgHNURLKpyDiEVwrN7PhVCAACAiiMQAuWojuBV3jrO5rYTdaVCyDmEAAAA9R+BEChHTQaL6jxktLYCUH2oEEr18xzCw4cPKzEx0dvdAAAAPohACJRQHTemr+g2yrqoTEWfW9vq0jmEq1at8nh86uG29bFCOGjQIPXv39/b3QAAAD6IQAiUo7YrhFU9h/BM7atLTVQIZ8yYoR9++MF6XNExX7duXbnL6luFcNu2bdq4caMkDncFAAC1r7G3OwDUNdVx2wm38sJaQziHsDoqhOPHj/d47IvnEMbExFg/FxYWyt/f34u9AQAAvoYKIVCOmgwWZd1zsKL3ISwZmjiH0FN9qxCeqrCw0NtdAAAAPoZACJTDW4HwTGrrENGS6tI5hOUxxtS7CuGpCIQAAKC2EQjRINX1StPZBMKOHTvWSJ/OxNsVwoosKy4uLrdfu3fvLnUxmrqmoKDA210AAAA+hnMI0SCdTVip6jmEZbUvr5rnrq6duryiF5Xx1iGRJbdb2xXC0y1zj1lhYWG5r1vbtm0l1e1zDKkQAgCA2kaFEA2SNy5OUpn2Z1MhrIkgVhG1cchoyW3k5uaqW7du2rNnz2m35x7HoqKiOnUO4VtvvaUZM2ZUuD2BEAAA1DYCIRqkswkF7nBRXwJhQ7qoTMl1Jicna926dfrHP/5RoUB4ugphZeTk5MjlclX5+T/99JM+/vhj3XfffaWupHo6O3bsqPI2G6pffvlF+/fv93Y3AABosDhkFA1SdRwyWtl1VCaIuMNNVW5M70sVwkaNGlnzKxoIqyOoNmnSRFdeeaV++umnKj3/2muv1YkTJyr9vBtuuKFOH9LqDZ06dZJUtw/1BQCgPqNCiFrx448/1uoFPc4mrNTGOYTu0HLqcyq6vTPt291336358+dXaF2V4Y0KoXv8iouLK/SaVlcglKTNmzdX+blVCYMAAADeQCBErfjTn/6k6667rta2dzahoKzqXXVv072NU59TXRXCd955RyNHjqxwXyrKGxXCigZC9/OKioo4Dw8AAKASCIRokM4mEJZVvauIstqXt46ytlHRG9N765DR6q4QlvX88q5kaow5bdBztyssLKzWQLhly5ZqW1dFud8T+/bt07XXXquMjIxa7wMAAPAdBEI0SNVRIayOcwjd58CVVJ2BsLbOraruCmFZwa3kNtwXdiksLNSuXbvKbedeV0UCYWXGq0uXLhVuW13y8/MlSZ9//rlWr16t1atX13ofGqL8/HxlZ2d7uxsAANQ5BEI0SGcTVqp6yGhZ7f38/E67jYocMjpz5kz16dPHelwy8JQXOqtbdVcIywpu//jHP2Sz2ayxdIejDz74wOOQY/dz8/LyZLPZ9Mknn1jzzxQI3eusiMq0rS7uEOyNbTdkffv2VWhoqLe7AQBAnUMgRIN0NmHFHSgqGwjLCqHlBcLKXFQmISFBK1asKHc7tREI33rrLX388cce8862QljW8//5z39KKh2KcnNzPdoVFBRIkpxOpyRp69atkioWCMu6nUROTo5SUlIq0/0aU7J/3r66ZkpKihYtWuTVPlSHlStXersLtebIkSNq06aNfvvtN293BQBQDxAI0SB5IxCWFUTOdMhodVxUpipXKq2s++67zwpfbjVRIXSPl/vQvvKqZKdWCE916kVlyjv0tqx1jhw5Uq1atapgz2uWOxA+9thjkmrmaq6Vcd1112nQoEFe7cPZ2rRpk7e7UKtWrVqlffv26d///re3uwIAqAcIhGiQzqZ6VdVA6K5aVaQfp7sPoTvIfPDBB2WGmtMFwtq8wubZbqus57v3t6KBsGTl8NQKYXlhvKwKobsCa4zxegAr2b/T3cLijTfe0CuvvFKj/Tl48GCNrr88ubm51XYO56OPPlot66kv3EcmeLu6DACoHwiEaJCqo0JY2XWUFXDKCzRlHTJaMiQuWLCgzOeeLhCWFXZqSsmKYWWVFaDdgfD48eOSyh8/93NPFwjLU9YYubd74sQJr5+7V14g3Lt3r2699VaP5Q888ID+9re/1Wh//P39JVX+nMaioqKzGstDhw55VPbKukflq6++WqF1NW7c2Pq5vJC0ceNGHTp0qAo99a777rtPf/3rXz3muffRG19urFu3Tv/7v/9b69sFAFQdgRC1qrY+oJQ8lLAyqrNCWF5Ac4e6U8Od+4P/mW5VUTIQnjqmtRUI+/btq8OHD5/VOk4XzNwVwvJeR/drlJOTU2r+mQJ9yZBy9OhRazs5OTln9d6pDuUFwmnTpuk///lPrd8KIyAgQJJ07NixUsuKi4tLjfOqVav05ptv6sYbb5Tdbtf777+vtLS0Us/dsGGDMjMzy92u+0sBt0mTJlk/u39HpkyZUuZzjTF65plnrPNCTz2Xt7zX9+qrr9Yll1ziMe/w4cNKTU0t1TYxMVH79+8vt+/V7fXXX9fGjRutx4WFhdZ+vPXWW5o7d65He/d7xhuBsFu3bqXGEQBQtxEIUePKq2Dt27dPb7/9do1ss2TlqDKqGgjL2mZ5Aa2sQx5Lfoj75ptvPJ7jDj8lt3NqP2u6uhUcHKy5c+cqOjra2jd3BamyyjoU0n2YpzsMlNXGZrNVqEJojCnzNSz5mkRERFjbqWgg/Pbbb/Xuu+9q2LBh2rt37xnbl6esD+zlBUJ3WC7vNd69e7dsNpt+/fXXKvenLO7X1x0Ii4qKNHXqVOXk5KhZs2b6n//5H4/21113ne6//37rQjSjR4/WX/7yl1LrveaaaxQbG1vudksGwk8++URvv/22Vq1aZX1hUN7v6LFjxzR58mTdfffdkjwrhKc7BLfk+6lFixa64IILSrXr37+/LrroonLXU93GjBmjq6++2no8YcIEXXzxxeW2d/+t8PbhzwCA+oFAiCo7cOCAXn31Vf3v//6vfv31V6Wnp5f5Ae3UKs6pH7ZHjBihe++9t1SVpzqcus7KBrtTq0WVUdY9zsoLhO4Pnqduwz2vvP66PyBnZWV5zDfGaNeuXTpy5EiNVwjj4uI0atQonXvuudY8dwWpIjZv3qwXX3xRUtmVmopUCAMDA63QVzI0FBYWesyrSCA8VW5uboUC4YABA3TXXXfpk08+0bXXXlvu4b1up1Z1jTF68cUXdfTo0TIPb3X3LyQkRFLpynF5h+p+//33kqr/app2u13SyUqqJP3444964oknNHPmTDmdTi1cuFB5eXn64Ycfyl3H3r17lZ+fb52P6N7HdevWlfucku9zu92ue++9V/3799fu3btP22d3X91jd2qF8HSB0K24uFizZs0q9f45cuSIxowZI+nka3o294g0xujbb789Y2gra/mrr75a7rmdr732mhWET/c3zBgjm82m11577bTb3759u4KDgyt0REDJ8XrppZcqfEGf48ePW69bWe6//37df//9FVoXAKByCISoslmzZmncuHG65JJL1L59e7Vo0UKNGjWSzWbzmE6991ezZs3UvXt3JSQkaO3atZJOHgp3+PBhHTx4UIcOHaqWKtepNzGvaLXQXVFyH5JX2UMi3333XY/HAwYMKPcD2YEDByR5hkh3kDl+/HiZQcG9/I8//lDHjh095l966aW64ooraqRCeOo6O3XqJEm6/vrrrXnlVeLK0qdPHz3++OMyxpQZvNz7fbpAeO6551oVwpIh3OVyadmyZdbjsi7qc7pAWJVDRg8dOqTbb7/9tG1OfT337Nmjxx9/XI8++qjHYZjuSpTL5ZIxxnrfTp48Wc8995xef/11SWUHQmOMFcxPfc8tWLBAw4cPr/C+FBcX66677tKWLVuUlZWlN998U5GRkZJkhTD3+Jw6jk888YR69+6tP/74o9z9nzZtms4//3z99ttvOnLkiMeyspQMhO4vC3Jzc9W5c2drv91mzJihPXv2SJJ+//13j+ee2m7v3r16+eWXyz1ywRij1atXa+zYsaX6NGPGDOt1kP7/7U6MMcrOzvZY58svv6zFixeXWocxRtu3b9eaNWs0YMAAtWnTpsz9dzvdRX3+9Kc/WT+7g+PDDz9szXP/fnzzzTd64YUXrPl//PGH9Tdo5syZp93+xx9/rBMnTpw2vJfcnnTydX3sscc8Kpuvvvqq1qxZo82bN1vzjDFatGiR2rdvr4iIiHLX/eabb+rNN988Yx9OVVsXiUpLSyvzlIHq8P3333sE5ZycHE2bNq1WzxcH4AMMvO4f//iHad26tbHb7eaqq64yK1eurPBznU6nkWScTmcN9rBsLpfLPPnkk2b+/Pnm1ltvNZJqdOrYsaNp1KiRkWSio6PN5Zdfbpo0aWJ69uxp/vnPf5qYmBjTq1cvc/fdd3s878ILLzQ//PCDWbdunYmIiDCPP/64Wbt2rVm1apVJSkoyX331lfn73/9uJJm2bdtazzvnnHPMzp07TXFxcbljUFRUZNLS0kxAQICRZPr27Wteeukl89lnn5n58+cbSebzzz83hYWFxhhjiouLzRtvvOHRv61bt5o333zTY7v79u0rtf/r1q0zTz31lJFk3n33XXPPPfeYq666yqPNTz/9ZP1sjDFZWVmmqKjIGGPMnj17zIMPPmgKCgoq9Pru3r3b3H777ebTTz81ksywYcPM8ePHreWDBg0y3bp1M5LMb7/9VqF1uvuWkZFhvv76a+vxJZdc4rEf9957rxk8eLB54IEHSo1D165dTUxMjElISDCXXnppme+VIUOGGEnmyJEjxuVymT179ljLli1bZvUnPz/f43nff/+9xxiW9yeyrG26x7ms5ZmZmdaylStXGklm8ODBZvv27UaSmTJliklPTzeSzJdffmkyMzPL/T148803rffSqfv0yiuvGEnmiSeeMEVFRdbfBkkmLy+v3Nfk999/t34+cOCAkWSuuuoq8/TTTxtJxmazWX00xljv61OnQYMGGUlm6dKlZfY5OjradOjQwXq8adMm6+dffvmlzH6V/D0p67WOjIw0GzduNCtWrDCSzOWXX26MMebLL780ksx1111njDFW/079HT948KC1rbS0NGv5//2//7fUdtasWWNeeeUVM3HiRI/5Dz30kDHGmObNmxtJ5o033ij12pT03XffGUnmr3/9q9WmvL8xRUVFpd6LhYWFZY7xH3/8Ye655x6PeSNHjvR4PxYXF5tVq1Z5tGndunW5743t27eb8ePHG0nm7bffNsYYk5eXZ3bs2GFycnLMoUOHPNqf+nu2efNm6+f169ebnJwcj+3+8ssv5sSJE2bdunWn/X1z/81xLw8JCTHTp08v1S45Odkaxw0bNpiZM2ea8PBw06dPn3L379S/j8YY88svv3g8div5+qxfv960bt3aJCQkmGPHjhlJ5tFHHzU5OTllvpb5+fnlvsY//vijycrK8pi3efNmk52dbXJzc6393r9/vzHGmA8//NBIMvPmzSu1jdzc3HL31W3dunXWuipr9erVZtu2bWbJkiVGksffDrfi4mKzbNmy0/7NMebk2J/uf2tdUVhYaBYvXmyKi4tNQUGBOXHihHn00UdNRkZGqba5ubkef+uNKf3e8aYTJ0549Kes12DPnj1m8eLFtd21cnnzM66vIRB62YIFC4y/v7+ZM2eO2b59u3n44YdNSEhIhf9g16dflsLCQpOXl2f2799vtm/fbvbs2WN++eUXM2/ePLNgwQJzxx13mP79+5f7QbhZs2blLjt1atWqlenevbv5/vvvrQBZ0alZs2Zm2rRp1j9d9wcQ9we+M02n/hP8448/zBVXXFFu208++aTUvLlz555xG6NHj7Y+tJQMLzExMdbPt912m5FkunTpYp555hlrfu/evc0DDzxgXnzxRfPCCy+YRo0amY4dO5qnnnrKPPXUU+bmm282sbGxpnHjxtZzrrzySpOdnV3qNXUHCEkmNjbWanv77bcbSeaiiy4yY8eONbNnzzbXX3+91bZnz54mKCjING3a1MycOdMcPHjQCpenm6ZMmWKGDRtW5rL27dsbSeaCCy4wu3fvNn5+fua6664zF110kUe7QYMGmW+++cbjNXZPffv2LbX+jRs3mtTUVJOWlmZSU1OtD/Qlp9WrV5sffvjBvPbaa0aSCQ0NtZa9+eab5t133zWffvqpee6554x0MphceOGFRpI5fPiwycrKMpJM//79Pca+5HT//feb/fv3m6+++spj/i233GLtQ8eOHT2Wbd261Rw5csTk5+ebr7/+2nzzzTemuLjY7Ny500gy//znP83ixYvNokWLTjv+9957r+nTp0+p+cHBwZX6Pfvb3/5m/Txx4kRz/fXXm0GDBpnc3Fyza9cu88EHH1jLAwICzL333lvhdS9YsMBcc8011mvwpz/9yUgyLVu29Gj38ssvm5ycHLN69Wrz2GOPVar/0snwKXn+Hl922WUmISHBo927775r8vLyzNKlS81NN91U5r5cf/31JioqyiQnJ5vrrruu3N+F5cuXl/m+leTxO37qdGr7GTNmlFrevHlz43Q6TXp6uklISDDTp083v//+u/Xl06nTRx99ZP2et2nTxkgnQ/Fjjz1mrr/++nK/oClruummm0zjxo3NlVde6TH/559/NuvXrzdTp061/ma0a9eu1PP//ve/m6KiIpOdnW3mzZvn0ceSbRcvXmz+9re/mREjRpjhw4ebxx9/3PqiS5L1JY176tChg1m9erUZOnSoNe+OO+4wsbGxpb4QmTBhQqnt/fbbbyY7O9u8/fbbJi4uzjRt2tS0bt3apKSkmN69e5vnnnvOZGdnm5kzZ1rPufrqq80333xjPv74YyOd/CIzLCzMWt6lSxezZs0aM2DAACPJDB8+3Bw5csSkp6ebAwcOmIsuushcdtllZv369SYiIsLccsst5t///rfZvXu3GTNmjLnxxhutdYWFhZmUlBTr92zx4sWmsLDQ7Nu3z3z11VcmKSnJ7Ny50/Tu3dv06NHD7Nq1y/z444/W891fqjzxxBPmxhtvNF988YVZtmyZue2226zfsw4dOpgePXqYp556ynz55Zfm1VdfNZ9++qlp3759qS8unn76afPee++Z9957z0yePNk89dRTpnfv3iYpKcmsXr3a7Nu3z+zatcvMnj3bvPLKK+a2224zubm51pcqAwcONG+++ab53//9X/Puu++ae++919x6663mww8/NCtXrjQzZswwo0aNMl9++aW56667zM0332yaNm1qnnrqKXPkyBEze/Zs07VrVzNx4kSTnJxsEhMTzYgRI8w111xT6gvmU6chQ4aYkSNHmo8//tg89NBDRjr5eeHVV18177zzjvn222+Nw+EwzzzzjElNTTU///yz+c9//mOGDx9uHnjgATNv3jwzefJkM3HiRPP888+bF154wXTr1s20a9fOfPvttyY2Ntbce++95qOPPjKrV682v//+u1m3bp35y1/+YqZPn24OHz5s1q1bZx599FHzj3/8w3zxxRdmyZIl5s9//rP1Hvnll1/MF198YT777DOr359//rkZMWKEkU7+P1m8eLFZu3atefLJJ602I0eONDNmzDCdOnUyiYmJZX5RUhvq02fc+o5A6GXXXHONue+++zzmXXrppebxxx+v0PN99ZeluLjYFBYWmqKiIpOfn29ycnJMfn6+VYk71fHjx82OHTvMjz/+aHbt2mU+/fRTM3ToUNOhQwczfPhwc9VVV5mnnnrKZGRkeAS6ffv2mQULFpjp06eb5557zvTv39/68DJkyBATFxdnpJPVlFWrVpX5TWBeXp555JFHzNChQ83w4cOtipu7n0uXLjWNGzc28+fPt75Z/O6778ztt99u5s2bZ/71r3+ZqVOnmrfeess88MAD5oUXXii1na+//to89thjJjY21owcOdK88sorZuDAgcZutxtJplGjRsbf39/jw4V7OjV4REZGmnPOOcd63Lt3bzN06FAzf/78037bu2nTJjNy5EjTt29f67l+fn4e23EH8/DwcHPFFVeYK664wtx5550mJSXFWk9mZqYZP368ueeeezxC3LZt20xmZqY5ceKEMebkt/+XXnqpadOmjbnhhhvMypUrjcvlMvn5+eY///mP9bvw8ccfm4svvthaT2hoqPUhvuRUMtAMHTrUrFmz5rQfaP39/ctddvHFF5tDhw6ZY8eOWR+cy1vHv//9b2sMRo0aZS2LjY21wmVZr1dtTg6Ho8rPLe9LmR49enh8gVHWtHr1auNyucwXX3xx1vuwZs0aj/dDRftZ1jRkyBCTkZFx1n268sorK7Tdnj17ejxu1aqVR9Xz1Klt27bmo48+Mg8++GC56yv5hcGZpqCgoEq1dx8x0aNHD3Pfffed9Ti5p9tuu63CR6M0a9bMBAYGVtu2vTXFxMSYrl27er0fp04l/74zNbyp5JfgJavYtcVXP+N6g80Y7lzrLfn5+QoODtYnn3yim2++2Zr/8MMPKzk5ucyLNLhcLo9zB7KystSyZUs5nU6FhYXVSr8tH38szZ9fu9tEjTCSbNW9TmOk/573pf/+XN3bqCxjjI5nZ6u4qEiNGjVSSJMmJ8971ckxKCoqkt9/z4OVTv5+5blcysvLs/ruzMrSBS1bKiwsTEXFxXL9d7nL5ZKMUWBQkMKbNrW2WVhYqBN5ebLZbDpw4IAiIyPlCAtTnsulQLvd44In5r/tGzdubG3PGKMTeXkKCgpSYWGhDqSmKiQkRP7+/moSGqqCggI5jx1TcXGxzo2MVJbTKdt/98F9/mdOTo7sAQEqNkZFRUUqLi4+uW8nTigwKEgHDhzQJRdfrKCgIDmaNlWAv78OHjyoqBYtVJCfr7CwMOXk5Ki4uFg2m03BISFq7OenRo0ayel0qqioSIGBgdYFaIwxKigsVFBgoIyk41lZcrlcCm/WTIcOHlRRcbFaXXCB8lwupaenq1mzZjp8+LDMf/sVce65Ov/88xVQzhVsC/97bqhNJ89pdOXnK7RJExlJ2cePK7+gQBERETr6++8KDglRkyZNZJNUVFysjIwMnXPOOXIeO6ac3FwVFhTIZrOpZcuWks2mgvx8Bdjt1vvCZrPJlZ+voqIiufLy1LRpU+tquMXFxTp69KjsgYEKDAzU77//Lr9GjRQcEqKQ4GBlHjum7OxsFRUVKfv4cTWPipJ/48YKDArSidxcNQ0PV05OjgoLCuTn56ec3FyFhYYq48gR65xSU1wsf39/HT16VMecToWFhio8PNy6cqqR5MrLU+6JEwoODlbgKa/B4cOH5e/vr/DwcLny81VYWKiQ4GA1atRImceOKbRJE2UeOybnsWPy9/dXQEDAyXPubDY1adJEAf7+KioqUkhIiE7k5WnHjh1qFh6uiHPPVWM/PxUXF8vpdCowKEiBgYGy6eQFfE690JSRVFRYKKfTKYfDIVd+vuwBATqRl6cAf3/lnjhx8gJKxqigoEDHs7PVyGbT4cOH1bp1awUGBio3N1fBISHy/+8+FxYVKSMjQ/kul07k5ckUF+uiiy/W8ePHT/7+Nmqkpg6HpJMXGHJmZemcZs1kdPJKxocPH1bmH3/o4osvVnZOjlwul86NiJC/v7+KioslY5STm6umDocCAwN1zOmUn5+fspxOZWdnK/q88xQSEnLy74LNpkC7XTabTUVFRcrLy9PevXsVFBR0clzsdvn7+6ugoEAHDx7UeeefrxO5udq9e7eiWrTQpe3aqVGjRjr6xx86kZur/SkpurRdOxlj1CQ0VIF2u4qLi3Xw0CH5N26sE3l5ioqKUmpqqn799Ve1veQSZWZm6tL27eXn56fs48fVyM9PYWFh2r9vn7Kzs5Wfn69u3bvLeeyYGjVqpDyXS8VFRbI1aqSQ4GDt27dPLpdLzc45R41sNv2RmalzIyLUpEkTNfrvOrOystSqVSvpv69xY39/ZWZmyh4QoN+PHj35O19QoObNmys0NFTp6ekK/e/fp8Z+frLb7cr77/nRrrw8hYeHq7i4WPbAQB06eFBhYWHK/+/fMlujRjo3IkK///67ioqLZYqLdeLECV140UXKycmRf+PG1usTFBSk3NxcpR8+rJDgYOXk5CiyeXMVFhQoJzdX9oAANfb3l81mU96JE2rWrJmCg4NlJKWkpCjvxAmdExFx8poHklz5+WpksymkSRMVFBRY10DIz89XcFCQ9Z4uLi5WUWGhXC6XcnJyFPTf372c3Fzrd/bEiRNyOBzWbXcCAgIUFBRk/X08fvy4zjvvvJO/y8YoJydHBw8dUrPwcNlsNjVv3lzZOTk6ePCgcnNyFBkZqaDgYIWGhupYZqZOnDihYmNUkJ+v8847T86sLAUFBSk4OFgB/v46kZennOxsFRQWKiwsTCHBwXK5XPojM1OhTZooLCxMLpdL2dnZKigokDFGUVFRstls1nnRwSEhys3LU+gp5+bXpqysLDkcDu98xvUxBEIvOnTokM477zytXr1aPXr0sOZPmTJF77//vnbu3FnqOZMmTdKzzz5baj6BEAAAANWqUSPp88+9smkCYe1pfOYmqGnuaoSb+e/lwMsyceJEJSQkWI/dFUKvuO22kxMAAACAeolA6EURERHy8/NTenq6x/yMjAw1b968zOfY7XbrsCwAAAAAOBvch9CLAgIC1LlzZy1dutRj/tKlSz0OIQUAAACAmkCF0MsSEhIUFxenLl26qHv37nr77beVkpKi++67z9tdAwAAANDAEQi97LbbbtPRo0c1efJkpaWlKSYmRosXL7au5gUAAAAANYWrjNZzXIEJAAAADQ2fcWsP5xACAAAAgI8iEAIAAACAjyIQAgAAAICPIhACAAAAgI8iEAIAAACAjyIQAgAAAICP4j6E9Zz7riFZWVle7gkAAABQPdyfbblDXs0jENZzx48flyS1bNnSyz0BAAAAqtfx48flcDi83Y0GjRvT13PFxcU6dOiQQkNDZbPZvN2dSsvKylLLli2VmprKTUfPAuNYPRjH6sNYVg/GsXowjtWHsawejOOZGWN0/PhxRUdHq1EjznKrSVQI67lGjRrp/PPP93Y3zlpYWBh/EKsB41g9GMfqw1hWD8axejCO1YexrB6M4+lRGawdxG0AAAAA8FEEQgAAAADwUQRCeJXdbtczzzwju93u7a7Ua4xj9WAcqw9jWT0Yx+rBOFYfxrJ6MI6oS7ioDAAAAAD4KCqEAAAAAOCjCIQAAAAA4KMIhAAAAADgowiEAAAAAOCjCISocStXrtTgwYMVHR0tm82mzz//3GO5MUaTJk1SdHS0goKC1Lt3b23bts07na3Dpk6dqquvvlqhoaGKjIzUTTfdpJ07d3q0YSwr5o033tDll19u3RC4e/fu+uabb6zljGPVTJ06VTabTePGjbPmMZZnNmnSJNlsNo8pKirKWs4YVs7Bgwc1cuRInXPOOQoODtYVV1yhTZs2WcsZzzNr3bp1qfekzWbTmDFjJDGGFVVYWKinnnpKbdq0UVBQkC688EJNnjxZxcXFVhvGEnUBgRA1LicnR506ddLs2bPLXP7SSy9pxowZmj17tjZs2KCoqCj17dtXx48fr+We1m0//PCDxowZo6SkJC1dulSFhYXq16+fcnJyrDaMZcWcf/75euGFF7Rx40Zt3LhRf/7zn3XjjTda/4QZx8rbsGGD3n77bV1++eUe8xnLirnsssuUlpZmTVu2bLGWMYYVl5mZqZ49e8rf31/ffPONtm/frunTp6tp06ZWG8bzzDZs2ODxfly6dKkk6dZbb5XEGFbUiy++qDfffFOzZ8/Wjh079NJLL+nll1/WrFmzrDaMJeoEA9QiSWbhwoXW4+LiYhMVFWVeeOEFa15eXp5xOBzmzTff9EIP64+MjAwjyfzwww/GGMbybIWHh5t//vOfjGMVHD9+3FxyySVm6dKlplevXubhhx82xvCerKhnnnnGdOrUqcxljGHlPPbYY+baa68tdznjWTUPP/ywueiii0xxcTFjWAkDBw40d955p8e8oUOHmpEjRxpjeD+i7qBCCK/au3ev0tPT1a9fP2ue3W5Xr169tGbNGi/2rO5zOp2SpGbNmkliLKuqqKhICxYsUE5Ojrp37844VsGYMWM0cOBA3XDDDR7zGcuK2717t6Kjo9WmTRsNHz5ce/bskcQYVtaXX36pLl266NZbb1VkZKSuvPJKzZkzx1rOeFZefn6+5s2bpzvvvFM2m40xrIRrr71Wy5cv165duyRJP//8s1atWqX/83/+jyTej6g7Gnu7A/Bt6enpkqTmzZt7zG/evLn279/vjS7VC8YYJSQk6Nprr1VMTIwkxrKytmzZou7duysvL09NmjTRwoUL1aFDB+ufMONYMQsWLNBPP/2kDRs2lFrGe7Jiunbtqg8++EBt27bV4cOH9dxzz6lHjx7atm0bY1hJe/bs0RtvvKGEhAQ98cQTWr9+vcaOHSu73a6//OUvjGcVfP755zp27JhGjx4tid/rynjsscfkdDp16aWXys/PT0VFRXr++ed1++23S2IsUXcQCFEn2Gw2j8fGmFLz8P89+OCD+uWXX7Rq1apSyxjLimnXrp2Sk5N17Ngxffrppxo1apR++OEHaznjeGapqal6+OGHlZiYqMDAwHLbMZanFxsba/3csWNHde/eXRdddJHef/99devWTRJjWFHFxcXq0qWLpkyZIkm68sortW3bNr3xxhv6y1/+YrVjPCvunXfeUWxsrKKjoz3mM4Zn9vHHH2vevHn66KOPdNlllyk5OVnjxo1TdHS0Ro0aZbVjLOFtHDIKr3JfSc/9LZlbRkZGqW/McNJDDz2kL7/8Ut9//73OP/98az5jWTkBAQG6+OKL1aVLF02dOlWdOnXSq6++yjhWwqZNm5SRkaHOnTurcePGaty4sX744Qe99tpraty4sTVejGXlhISEqGPHjtq9ezfvx0pq0aKFOnTo4DGvffv2SklJkcTfycrav3+/li1bprvvvtuaxxhW3COPPKLHH39cw4cPV8eOHRUXF6e//e1vmjp1qiTGEnUHgRBe1aZNG0VFRVlXMJNOnq/www8/qEePHl7sWd1jjNGDDz6ozz77TN99953atGnjsZyxPDvGGLlcLsaxEq6//npt2bJFycnJ1tSlSxfdcccdSk5O1oUXXshYVoHL5dKOHTvUokUL3o+V1LNnz1K349m1a5datWolib+TlfXee+8pMjJSAwcOtOYxhhWXm5urRo08P2r7+flZt51gLFFneOliNvAhx48fN5s3bzabN282ksyMGTPM5s2bzf79+40xxrzwwgvG4XCYzz77zGzZssXcfvvtpkWLFiYrK8vLPa9b7r//fuNwOMyKFStMWlqaNeXm5lptGMuKmThxolm5cqXZu3ev+eWXX8wTTzxhGjVqZBITE40xjOPZOPUqo8YwlhUxfvx4s2LFCrNnzx6TlJRkBg0aZEJDQ82+ffuMMYxhZaxfv940btzYPP/882b37t1m/vz5Jjg42MybN89qw3hWTFFRkbngggvMY489VmoZY1gxo0aNMuedd575+uuvzd69e81nn31mIiIizKOPPmq1YSxRFxAIUeO+//57I6nUNGrUKGPMycsuP/PMMyYqKsrY7Xbzpz/9yWzZssW7na6DyhpDSea9996z2jCWFXPnnXeaVq1amYCAAHPuueea66+/3gqDxjCOZ6NkIGQsz+y2224zLVq0MP7+/iY6OtoMHTrUbNu2zVrOGFbOV199ZWJiYozdbjeXXnqpefvttz2WM54V8+233xpJZufOnaWWMYYVk5WVZR5++GFzwQUXmMDAQHPhhReaJ5980rhcLqsNY4m6wGaMMV4pTQIAAAAAvIpzCAEAAADARxEIAQAAAMBHEQgBAAAAwEcRCAEAAADARxEIAQAAAMBHEQgBAAAAwEcRCAEAAADARxEIAQAAAMBHEQgBAAAAwEcRCAEAAADARxEIAQAAAMBHEQgBAAAAwEcRCAEAAADARxEIAQAAAMBHEQgBAAAAwEcRCAEAAADARxEIAQAAAMBHEQgBAAAAwEcRCAEAAADARxEIAQAAAMBHEQgBAAAAwEcRCAEAAADAR/0/Q4Cuvdtip8wAAAAASUVORK5CYII=' width=900.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = PowderPattern()\n",
    "\n",
    "data_dir = \"./data\"\n",
    "dat_path = os.path.join(data_dir, \"cime.dat\")\n",
    "if not os.path.exists(dat_path):\n",
    "    os.makedirs(data_dir, exist_ok=True)\n",
    "    os.system(\"curl -o {} https://raw.githubusercontent.com/vincefn/objcryst/master/Fox/example/tutorial-cimetidine/cime.dat\".format(dat_path))\n",
    "\n",
    "p.ImportPowderPatternFullprof(dat_path)\n",
    "p.SetWavelength(1.52904)\n",
    "\n",
    "p.plot()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Find peaks & index the reflections\n",
    "In this case the peaks are automatically found without any parasitic phase.\n",
    "\n",
    "And the unit cell is also indexed without any ambiguity. This uses the dichotomy in volume approach (Louër & Boultif).\n",
    "\n",
    "... It is not always that easy !"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Peak dobs=0.10632+/-0.00011 iobs=2.146855e+04 (? ? ?))\n",
      "Peak dobs=0.11354+/-0.00011 iobs=4.111350e+03 (? ? ?))\n",
      "Peak dobs=0.14620+/-0.00011 iobs=9.429778e+04 (? ? ?))\n",
      "Peak dobs=0.15277+/-0.00011 iobs=1.388049e+03 (? ? ?))\n",
      "Peak dobs=0.16177+/-0.00011 iobs=1.420839e+03 (? ? ?))\n",
      "Peak dobs=0.16602+/-0.00014 iobs=1.141690e+05 (? ? ?))\n",
      "Peak dobs=0.18616+/-0.00011 iobs=1.609675e+05 (? ? ?))\n",
      "Peak dobs=0.18839+/-0.00011 iobs=4.474511e+04 (? ? ?))\n",
      "Peak dobs=0.18984+/-0.00011 iobs=1.839251e+05 (? ? ?))\n",
      "Peak dobs=0.20064+/-0.00011 iobs=1.290410e+05 (? ? ?))\n",
      "Peak dobs=0.20760+/-0.00011 iobs=1.182234e+05 (? ? ?))\n",
      "Peak dobs=0.21186+/-0.00006 iobs=2.198665e+03 (? ? ?))\n",
      "Peak dobs=0.21262+/-0.00011 iobs=8.717511e+03 (? ? ?))\n",
      "Peak dobs=0.21507+/-0.00011 iobs=1.818877e+04 (? ? ?))\n",
      "Peak dobs=0.22072+/-0.00008 iobs=2.098754e+04 (? ? ?))\n",
      "Peak dobs=0.22153+/-0.00011 iobs=6.288388e+04 (? ? ?))\n",
      "Peak dobs=0.22394+/-0.00011 iobs=1.562582e+05 (? ? ?))\n",
      "Peak dobs=0.22705+/-0.00014 iobs=3.681909e+03 (? ? ?))\n",
      "Peak dobs=0.23104+/-0.00011 iobs=2.493547e+04 (? ? ?))\n",
      "Peak dobs=0.23505+/-0.00011 iobs=1.279133e+03 (? ? ?))\n",
      "Predicting volumes from 20 peaks between d=94.058 and d= 4.254\n",
      "\n",
      "Starting indexing using 20 peaks\n",
      "      CUBIC P : V=   4699 ->  52534 A^3, max length=112.36A\n",
      " ->   0 sols in   0.00s, best score=   0.0\n",
      "\n",
      " TETRAGONAL P : V=   1744 ->  12585 A^3, max length= 69.78A\n",
      " ->   0 sols in   0.02s, best score=   0.0\n",
      "\n",
      "RHOMBOEDRAL P : V=   1932 ->  13204 A^3, max length= 70.91A\n",
      " ->   0 sols in   0.00s, best score=   0.0\n",
      "\n",
      "  HEXAGONAL P : V=   2382 ->  17415 A^3, max length= 77.76A\n",
      " ->   0 sols in   0.03s, best score=   0.0\n",
      "\n",
      "ORTHOROMBIC P : V=   1014 ->   6526 A^3, max length= 56.06A\n",
      " ->   1 sols in   0.06s, best score=   7.3\n",
      "\n",
      " MONOCLINIC P : V=    756 ->   4210 A^3, max length= 48.44A\n",
      " ->   1 sols in   0.03s, best score= 130.0\n",
      "\n",
      "Solutions:\n",
      "( 6.83 18.82 10.39  90.0 106.4  90.0 V=1281 MONOCLINIC P, 130.0296630859375)\n"
     ]
    }
   ],
   "source": [
    "# Index\n",
    "pl = p.FindPeaks(1.5, -1, 1000)\n",
    "if len(pl) > 20:\n",
    "    pl.resize(20)  # Only keep 20 peaks\n",
    "for peak in pl:\n",
    "    print(peak)\n",
    "\n",
    "ex = quick_index(pl)\n",
    "\n",
    "print(\"Solutions:\")\n",
    "for s in ex.GetSolutions():\n",
    "    print(s)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create a crystal phase using the indexed unit cell"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d3fb55d9bf9f4acdb2041e265ce1fca8",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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BD+888/9dwTIiIiIqopBoREVCWKZcf+/v713BMiIiIiqilmGSWiCtnZ2Um2b9++DaCkHAURERERNWwcISSiCmVlZeHChQuIjo5GdHQ03n33XQBAt27d6rlnRERERFRTDAiJqEKBgYHIyspS2u/p6VkPvSEiIiIideKUUSKq0Lhx4yTbaWlpAIDevXvXR3eIiIiISI04QkhEVfLbb78B+De5DBERETVNAQEBsLGxqe9uUA0xICSiKtHU5H82iIiIiBoLfrIjoipxdnau7y4QERERkZowICSiKlEUpiciIqKGr7i4GN988w06deoEPT09vPzyy/j6668BAAsWLMDrr78OAwMDvPLKK1i0aBEKCwsrvN7//vc/dOvWDXp6ejA3N8fs2bPr4jGoBphUhoiIiIioiVq4cCG2bNmC1atXY8CAAXj48CESExMBAIaGhti+fTssLCwQHx8PT09PGBoaws/PT+W1Nm3aBB8fHyxbtgwjR45ERkYGzp8/X5ePQ9XAgJCIiIiIqAnKysrC2rVrsX79ekyZMgUA8Oqrr2LAgAEAAH9/f7Fthw4d4Ovriz179pQbEP73v/+Fr68vPvnkE3Gfra1tLT4BqUOjmjJ69uxZjB49GhYWFtDQ0MAvv/wiOe7h4QENDQ3JV9++fSVt8vPzMWfOHJiYmKB58+YYM2YM7t27J2mTlpYGd3d3yGQyyGQyuLu7Iz09XdImOTkZo0ePRvPmzWFiYgJvb28UFBRI2sTHx8PBwQH6+vp46aWXsHjxYmZupAaDv6tERETP8ewZEBtb91/PnlWqe9evX0d+fj6GDBmi8vi+ffswYMAAmJmZoUWLFli0aBGSk5NVtn38+DEePHhQ7rXoxdWoRghzcnLQo0cPTJ06Fe+++67KNiNGjMC2bdvEbV1dXcnxuXPn4vDhwwgJCUHr1q3h6+sLZ2dnXL58GVpaWgAAV1dX3Lt3D6GhoQCAjz76CO7u7jh8+DAAQC6XY9SoUWjTpg3OnTuHp0+fYsqUKRAEAevWrQMAZGZmYtiwYXB0dERMTAxu3rwJDw8PNG/eHL6+vmp/N0RERERUxxITgV696v6+ly8Db7753Gb6+vrlHouKisLEiRPx1VdfYfjw4ZDJZAgJCcHKlSurfC16sTWqgHDkyJEYOXJkhW309PRgZmam8lhGRga2bt2KoKAgDB06FACwa9cutG/fHidOnMDw4cNx/fp1hIaGIioqCn369AEAbNmyBf369cONGzfQuXNnhIWF4dq1a7h79y4sLCwAACtXroSHhwe+/vprGBkZITg4GHl5edi+fTv09PRgbW2NmzdvYtWqVfDx8WHiDiIiIqKGrkuXkuCsPu5bCa+99hr09fVx8uRJfPjhh5Jj58+fh6WlJT7//HNx3507d8q9lqGhITp06ICTJ0/C0dGxev2metGoAsLKOHPmDExNTdGyZUs4ODjg66+/hqmpKQDg8uXLKCwshJOTk9jewsIC1tbWuHDhAoYPH47IyEjIZDIxGASAvn37QiaT4cKFC+jcuTMiIyNhbW0tBoMAMHz4cOTn5+Py5ctwdHREZGQkHBwcoKenJ2mzcOFC3L59Gx07dlTZ//z8fOTn54vbmZmZans3RERERKRGBgaVGqmrL82aNcOCBQvg5+cHXV1d9O/fH0+ePMHVq1fRqVMnJCcnIyQkBLa2tjh69CgOHDhQ4fUCAgLw8ccfw9TUFCNHjkRWVhbOnz+POXPm1NETUXU0qjWEzzNy5EgEBwfj1KlTWLlyJWJiYjB48GAxwEpJSYGuri6MjY0l57Vt2xYpKSliG0UAWZqpqamkTdu2bSXHjY2NoaurW2EbxbaijSpLly4V1y7KZDK0b9++Kq+AiIiIiEi0aNEi+Pr64osvvoCVlRUmTJiAx48fY+zYsfjPf/6D2bNnw8bGBhcuXMCiRYsqvNaUKVOwZs0abNy4Ed26dYOzszOSkpLq6EmouprUCOGECRPE762trdG7d29YWlri6NGjGD9+fLnnCYIgmcKpajqnOtooknRUNF104cKF8PHxEbczMzMZFBIRERFRtWhqauLzzz+XTA1V+Pbbb/Htt99K9s2dO1f8PiAgAAEBAZLjM2bMwIwZM2qjq1RLmtQIYVnm5uawtLQU/3JhZmaGgoICpKWlSdo9fvxYHL0zMzPDo0ePlK715MkTSZuyo3xpaWkoLCyssM3jx48BQGnksDQ9PT0YGRlJvoiIiIiIiKqjSQeET58+xd27d2Fubg4A6NWrF3R0dBAeHi62efjwIRISEmBvbw8A6NevHzIyMhAdHS22uXjxIjIyMiRtEhIS8PDhQ7FNWFgY9PT00Ov/Z5rq168fzp49KylFERYWBgsLC3To0KHWnpmIiIiIiEihUQWE2dnZuHLlCq5cuQIAuHXrFq5cuYLk5GRkZ2dj3rx5iIyMxO3bt3HmzBmMHj0aJiYmGDduHABAJpNh+vTp8PX1xcmTJxEXFwc3Nzd0795dzDpqZWWFESNGwNPTE1FRUYiKioKnpyecnZ3RuXNnAICTkxO6du0Kd3d3xMXF4eTJk5g3bx48PT3FET1XV1fo6enBw8MDCQkJOHDgAAIDA5lhlF54/P0kIiIiajwa1RrCS5cuSdLcKtbaTZkyBZs2bUJ8fDx27tyJ9PR0mJubw9HREXv27IGhoaF4zurVq6GtrQ0XFxfk5uZiyJAh2L59u1iDEACCg4Ph7e0tZiMdM2YM1q9fLx7X0tLC0aNH4eXlhf79+0NfXx+urq5YsWKF2EYmkyE8PByzZs1C7969YWxsDB8fH8n6QCIiIiIiotqkISgymVCDlJmZCZlMhoyMDK4npDoxa9YsbNy4EbGxsejZs2d9d4eIiKje5eXl4datW+jYsSOaNWtW391pMCp6b/yMW3ca1ZRRIqo7/FsSERGRFP+/sWr4vl4MDAiJiIiIiGpAR0cHAPDs2bN67knDonhfivdH9aNRrSEkIiIiIqprWlpaaNmypVhCzMDAgEnYKiAIAp49e4bHjx+jZcuWklwdVPcYEBJRlfD/4IiIiJSZmZkB+LeuND1fy5YtxfdG9YcBIRERERFRDWloaMDc3BympqYoLCys7+688HR0dDgy+IJgQEhEREREpCZaWloMdKhBYVIZIqoWZgYjIiIiavgYEBIRERERETVRDAiJiIiIiIiaKAaERERERERETRQDQiIiIiIioiaKASEREREREVETxYCQiKqEhemJiIiIGg8GhERERERERE0UA0IiIiIiIqImigEhEVULC9MTERERNXwMCImIiIiIiJooBoRERERERERNFANCIqoSZhklIiIiajwYEBIRERERETVRDAiJiIiIiIiaKAaERERERERETRQDQiIiIiIioiaKASERVQvrEBIRERE1fAwIiYiIiIiImigGhERERERERE0UA0IiIiIiIqImigEhERERERFRE8WAkIiIiIiIqIliQEhEVaKhoVHfXSAiIiIiNWlUAeHZs2cxevRoWFhYQENDA7/88ot4rLCwEAsWLED37t3RvHlzWFhYYPLkyXjw4IHkGoMGDYKGhobka+LEiZI2aWlpcHd3h0wmg0wmg7u7O9LT0yVtkpOTMXr0aDRv3hwmJibw9vZGQUGBpE18fDwcHBygr6+Pl156CYsXL2Yqf2ow+LtKRERE1PA1qoAwJycHPXr0wPr165WOPXv2DLGxsVi0aBFiY2Oxf/9+3Lx5E2PGjFFq6+npiYcPH4pfmzdvlhx3dXXFlStXEBoaitDQUFy5cgXu7u7icblcjlGjRiEnJwfnzp1DSEgIfv75Z/j6+optMjMzMWzYMFhYWCAmJgbr1q3DihUrsGrVKjW+ESIiIiIiovJp13cH1GnkyJEYOXKkymMymQzh4eGSfevWrYOdnR2Sk5Px8ssvi/sNDAxgZmam8jrXr19HaGgooqKi0KdPHwDAli1b0K9fP9y4cQOdO3dGWFgYrl27hrt378LCwgIAsHLlSnh4eODrr7+GkZERgoODkZeXh+3bt0NPTw/W1ta4efMmVq1aBR8fH07LoxceRwiJiIiIGr5GNUJYVRkZGdDQ0EDLli0l+4ODg2FiYoJu3bph3rx5yMrKEo9FRkZCJpOJwSAA9O3bFzKZDBcuXBDbWFtbi8EgAAwfPhz5+fm4fPmy2MbBwQF6enqSNg8ePMDt27dr4WmJiIiIiIikGtUIYVXk5eXh008/haurK4yMjMT9kyZNQseOHWFmZoaEhAQsXLgQv//+uzi6mJKSAlNTU6XrmZqaIiUlRWzTtm1byXFjY2Po6upK2nTo0EHSRnFOSkoKOnbsqLLf+fn5yM/PF7czMzOr+ORE6sERQiIiIqKGr0kGhIWFhZg4cSKKi4uxceNGyTFPT0/xe2tra7z22mvo3bs3YmNj8eabbwJQnWVREATJ/uq0UXzArmi66NKlS/HVV19V9HhEtYrTmYmIiIgajyY3ZbSwsBAuLi64desWwsPDJaODqrz55pvQ0dFBUlISAMDMzAyPHj1SavfkyRNxhM/MzEwcCVRIS0tDYWFhhW0eP34MAEqji6UtXLgQGRkZ4tfdu3ef88RE6qX4wwVHCImIiIgaviYVECqCwaSkJJw4cQKtW7d+7jlXr15FYWEhzM3NAQD9+vVDRkYGoqOjxTYXL15ERkYG7O3txTYJCQl4+PCh2CYsLAx6enro1auX2Obs2bOSUhRhYWGwsLBQmkpamp6eHoyMjCRfRERERERE1dGoAsLs7GxcuXIFV65cAQDcunULV65cQXJyMoqKivDee+/h0qVLCA4OhlwuR0pKClJSUsSg7K+//sLixYtx6dIl3L59G8eOHcP777+Pnj17on///gAAKysrjBgxAp6enoiKikJUVBQ8PT3h7OyMzp07AwCcnJzQtWtXuLu7Iy4uDidPnsS8efPg6ekpBnCurq7Q09ODh4cHEhIScODAAQQGBjLDKL3wFL+fHCEkIiIiavgaVUB46dIl9OzZEz179gQA+Pj4oGfPnvjiiy9w7949HDp0CPfu3YONjQ3Mzc3FL0V2UF1dXZw8eRLDhw9H586d4e3tDScnJ5w4cQJaWlrifYKDg9G9e3c4OTnByckJb7zxBoKCgsTjWlpaOHr0KJo1a4b+/fvDxcUF77zzDlasWCG2UZTBuHfvHnr37g0vLy/4+PjAx8enjt4WERERERE1dRoC/8zfoGVmZkImkyEjI4PTR6lOzJ07F2vXrsW5c+fEkXMiIiIideJn3LrTqEYIiYiIiIiIqPIYEBJRtXByAREREVHDx4CQiIiIiIioiWJASERVwiyjRERERI0HA0IiIiIiIqImigEhERERERFRE8WAkIiqhVNGiYiIiBo+BoRERERERERNFANCIqoWjhASERERNXwMCImIiIiIiJooBoREVC0cISQiIiJq+BgQEhERERERNVEMCImoWjhCSERERNTwMSAkIiIiIiJqohgQElGVaGhoAOAIIREREVFjwICQiIiIiIioiWJASETVwhFCIiIiooaPASEREREREVETxYCQiKqFI4REREREDR8DQiIiIiIioiaKASERVYkiyygRERERNXwMCImoWjhllIiIiKjhY0BIRERERETURDEgJKJq4QghERERUcPHgJCIiIiIiKiJYkBIRNXCEUIiIiKiho8BIRERERERURPFgJCIqoUjhEREREQNHwNCIiIiIiKiJooBIRFViaIwPUcIiYiIiBo+BoRERERERERNVKMKCM+ePYvRo0fDwsICGhoa+OWXXyTHBUFAQEAALCwsoK+vj0GDBuHq1auSNvn5+ZgzZw5MTEzQvHlzjBkzBvfu3ZO0SUtLg7u7O2QyGWQyGdzd3ZGeni5pk5ycjNGjR6N58+YwMTGBt7c3CgoKJG3i4+Ph4OAAfX19vPTSS1i8eDFHXajB4O8qERERUcPXqALCnJwc9OjRA+vXr1d5/Ntvv8WqVauwfv16xMTEwMzMDMOGDUNWVpbYZu7cuThw4ABCQkJw7tw5ZGdnw9nZGXK5XGzj6uqKK1euIDQ0FKGhobhy5Qrc3d3F43K5HKNGjUJOTg7OnTuHkJAQ/Pzzz/D19RXbZGZmYtiwYbCwsEBMTAzWrVuHFStWYNWqVbXwZoiIiIiIiFQQGikAwoEDB8Tt4uJiwczMTFi2bJm4Ly8vT5DJZML3338vCIIgpKenCzo6OkJISIjY5v79+4KmpqYQGhoqCIIgXLt2TQAgREVFiW0iIyMFAEJiYqIgCIJw7NgxQVNTU7h//77Y5scffxT09PSEjIwMQRAEYePGjYJMJhPy8vLENkuXLhUsLCyE4uLiSj9nRkaGAEC8LlFt8/X1FQAIR44cqe+uEBERUSPFz7h1p1GNEFbk1q1bSElJgZOTk7hPT08PDg4OuHDhAgDg8uXLKCwslLSxsLCAtbW12CYyMhIymQx9+vQR2/Tt2xcymUzSxtraGhYWFmKb4cOHIz8/H5cvXxbbODg4QE9PT9LmwYMHuH37tvpfABERERERURlNJiBMSUkBALRt21ayv23btuKxlJQU6OrqwtjYuMI2pqamStc3NTWVtCl7H2NjY+jq6lbYRrGtaKNKfn4+MjMzJV9EdYlZRomIiIgajyYTECooPswqCIKgtK+ssm1UtVdHG8UH7Ir6s3TpUjGZjUwmQ/v27SvsOxERERERUXmaTEBoZmYGQHn07fHjx+LInJmZGQoKCpCWllZhm0ePHild/8mTJ5I2Ze+TlpaGwsLCCts8fvwYgPIoZmkLFy5ERkaG+HX37t2KH5yIiIiIiKgcTSYg7NixI8zMzBAeHi7uKygoQEREBOzt7QEAvXr1go6OjqTNw4cPkZCQILbp168fMjIyEB0dLba5ePEiMjIyJG0SEhLw8OFDsU1YWBj09PTQq1cvsc3Zs2clpSjCwsJgYWGBDh06lPscenp6MDIyknwR1QdOGSUiIiJq+BpVQJidnY0rV67gypUrAEoSyVy5cgXJycnQ0NDA3LlzERgYiAMHDiAhIQEeHh4wMDCAq6srAEAmk2H69Onw9fXFyZMnERcXBzc3N3Tv3h1Dhw4FAFhZWWHEiBHw9PREVFQUoqKi4OnpCWdnZ3Tu3BkA4OTkhK5du8Ld3R1xcXE4efIk5s2bB09PTzGAc3V1hZ6eHjw8PJCQkIADBw4gMDAQPj4+z53CSkREREREpA7a9d0Bdbp06RIcHR3FbR8fHwDAlClTsH37dvj5+SE3NxdeXl5IS0tDnz59EBYWBkNDQ/Gc1atXQ1tbGy4uLsjNzcWQIUOwfft2aGlpiW2Cg4Ph7e0tZiMdM2aMpPahlpYWjh49Ci8vL/Tv3x/6+vpwdXXFihUrxDYymQzh4eGYNWsWevfuDWNjY/j4+Ih9JnrRcYSQiIiIqOHTEPiprkHLzMyETCZDRkYGp49SnZg/fz5WrFiBgwcPYsyYMfXdHSIiImqE+Bm37jSqKaNEVHf4tyQiIiKiho8BIRERERERURPFgJCIqoUjhEREREQNHwNCIiIiIiKiJooBIRFViaIsCkcIiYiIiBo+BoRERERERERNFANCIqoWjhASERERNXwMCIlq0aRJk+q7C0RERERE5dKu7w4QNQZ+fn5K+wRBwIULF+qhN3WDI4REREREDR8DQiI1CA4Oxu7du5X2nz59uh56Q0RERERUOQwIidRg2rRpsLKygqmpqWT/5MmT66lHtYdZRomIiIgaDwaERGqwZMkSlfu9vb3ruCe1j4EgERERUePBpDJERERERERNFANCIqoSThklIiIiajwYEBIRERERETVRDAiJ1CA8PBx9+vSBvb09QkJCxP2jRo2qx17VLo4QEhERETV8DAiJ1ODLL7/E8ePHceLECURHR2POnDkoLi7Gs2fP6rtrRERERETlYkBIpAZaWlpo2bIlDAwMsGrVKvTq1Qtjx45FdnZ2fXet1nCEkIiIiKjhY0BIpAY2Nja4ffu2uO3h4QEfHx9kZWXVX6eIiIiIiJ6DdQiJ1GDdunWS7fT0dDg6OiIxMbGeelR7mGWUiIiIqPHgCCFRLRg/fnx9d4GIiIiI6LkYEBLVgqYwetYUnpGIiIiosWNASFQL9u/fX2f3mjRpUp3di4iIiIgaF64hJCrHpEmTEBwcXK1zjY2N1dwbwM/PT2mfIAi4cOGC2u9VGRwhJCIiImr4GBBSk/eiBVrlCQ4Oxu7du5X2nz59uh56Q0RERESNAQNCavJqM9BKSUmBmZlZja8DANOmTYOVlRVMTU0l+ydPnqyW61cVRwiJiIiIGj4GhNTk1WagNXnyZISFhdX4OgCwZMkSlfu9vb3Vcn0iIiIianoYEFKTp45Ay87OTmmfIAhISkqqdr+IiIiIiGobA0IiNcjKykJ8fDy0taX/pIYNG1ZPPap9nDJKRERE1PCx7ASRGgQGBiIrK0tpv7+/fz305sUWFxcHZ2dnjBs3TpK4Z/r06fXYKyIiIqKmiQEhkRqMGzdOUmoiMTERAODg4KC2e/z000/o2bMn3NzcsGPHDnTu3Bm2trY4dOiQ2u5RGRoaGgCqP0Lo7e2NNWvWYPXq1Vi9ejVWrVoFAPj777/V1kciIiIiqpwmFxB26NABGhoaSl+zZs0CAHh4eCgd69u3r+Qa+fn5mDNnDkxMTNC8eXOMGTMG9+7dk7RJS0uDu7s7ZDIZZDIZ3N3dkZ6eLmmTnJyM0aNHo3nz5jAxMYG3tzcKCgpq9fmp8pycnKp9rpeXlxp7UmLlypU4f/48Vq5ciU8//RTR0dE4d+4cli9frvZ71SYNDQ106tQJHTp0wN69e5GZmQlPT08UFRXVd9eIiIiImpwmt4YwJiYGcrlc3E5ISMCwYcPw/vvvi/tGjBiBbdu2idu6urqSa8ydOxeHDx9GSEgIWrduDV9fXzg7O+Py5cvQ0tICALi6uuLevXsIDQ0FAHz00Udwd3fH4cOHAQByuRyjRo1CmzZtcO7cOTx9+hRTpkyBIAhYt25drT0/KXNxcVHaJwgC4uPjq31NHR2dmnRJJX19fRgYGMDAwABDhgyBTCYDAKV1i3WluiOEpqamuH37Njp06AAACAgIwK5duxAUFKTG3hERERFRZTS5gLBNmzaS7WXLluHVV1+VTO3T09Mrt3ZcRkYGtm7diqCgIAwdOhQAsGvXLrRv3x4nTpzA8OHDcf36dYSGhiIqKgp9+vQBAGzZsgX9+vXDjRs30LlzZ4SFheHatWu4e/cuLCwsAJSMAHl4eODrr7+GkZFRbTw+qRATE4NTp05BU/PfAXNBEODu7l7tax4/flwdXZOwsbGBXC6HlpYWdu3aBQAoKChA69at1X6v2rRv3z6lfW5ubnBzc6uH3hARERE1bU1uymhpBQUF2LVrF6ZNmyauiwKAM2fOwNTUFK+//jo8PT3x+PFj8djly5dRWFgomU5oYWEBa2trMUFGZGQkZDKZGAwCQN++fSGTySRtrK2txWAQAIYPH478/Hxcvny51p6ZlM2fPx+GhoawtLQUvzp06IDZs2fXd9ck1qxZI45AK+jq6qoMsOoCs4wSERERNXxNboSwtF9++QXp6enw8PAQ940cORLvv/8+LC0tcevWLSxatAiDBw/G5cuXoaenh5SUFOjq6koSiABA27ZtkZKSAgBISUlRKnIOlEyVK92mbdu2kuPGxsbQ1dUV26iSn5+P/Px8cTszM7PKz01SZdf7paeno2XLlpgwYUI99YiIiIiIqG406RHCrVu3YuTIkZJRugkTJmDUqFGwtrbG6NGj8euvv+LmzZs4evRohdcSBEEyylj6+5q0KWvp0qViohqZTIb27dtX2C+quvHjx1f5nKaUEKWmWUZViYuLq9G5LGNBREREVD1NdoTwzp07OHHiBPbv319hO3Nzc1haWiIpKQkAYGZmhoKCAqSlpUlGCR8/fgx7e3uxzaNHj5Su9eTJE3FU0MzMDBcvXpQcT0tLQ2FhodLIYWkLFy6Ej4+PuJ2ZmcmgUM0qG+jEx8djwYIFSE9Ph7a2NgoLC2FiYoLAwEB07969lnv5r5SUlHLXvL6INm7cKNkWBAGbNm2Cl5dXtbKzent7Y9u2bdDW1sb8+fMRFRUFHx8flrEgIiIiqoQmO0K4bds2mJqaYtSoURW2e/r0Ke7evQtzc3MAQK9evaCjo4Pw8HCxzcOHD5GQkCAGhP369UNGRgaio6PFNhcvXkRGRoakTUJCAh4+fCi2CQsLg56eHnr16lVuf/T09GBkZCT5IvV63h8JFLy8vLB582ZcuHABZ8+eRWRkJDZs2FArJScqMnny5Dq9n0J1Rwg3bNiAI0eOwMDAAM2bN0eLFi2gqamJFi1aVOt6LGNBREREVH1NcoSwuLgY27Ztw5QpUyQp+7OzsxEQEIB3330X5ubmuH37Nj777DOYmJhg3LhxAACZTIbp06fD19cXrVu3RqtWrTBv3jx0795dzDpqZWWFESNGwNPTE5s3bwZQUnbC2dkZnTt3BlBS465r165wd3fH8uXLkZqainnz5sHT05NBXj0ruz60PHK5XCz9oGBkZCQpa6JOdnZ2SvsEQRBHrxuKhIQE/Pjjj9i7dy9cXFwwYcIE7Nmzp9qBLctYEBEREVVfkwwIT5w4geTkZEybNk2yX0tLC/Hx8di5cyfS09Nhbm4OR0dH7NmzB4aGhmK71atXQ1tbGy4uLsjNzcWQIUOwfft2SQbI4OBgeHt7i9lIx4wZg/Xr10vudfToUXh5eaF///7Q19eHq6srVqxYUctPT+qybNkyODs7Q1dXF0ZGRsjIyEBRURG++eabWrlfVlYW4uPjleoODhs2rFbu9zzVHSHU0NCAq6srJk6ciODgYIwZMwb//PNPtfvBMhZERERE1achMHd8g5aZmQmZTIaMjAyOLKpZZdfm5ebmIj09HcbGxmjWrFmt9efAgQMYNGiQ0ghmRESEpI5mbfvss8+wdOlSbN26VemPKtVRXFyMlJQUSXInIiIiatr4GbfuNNk1hETPU9kpjPr6+jA3N69yMFjV7Jjjxo2TBIOJiYkAUKfBYGnq+luSpqYmg0EiIiKietIkp4wSlVZfa/Nqmh3Ty8sLp06dqtU+NgQRERFYsmQJ3njjDYwYMQILFiyATCbD0qVL0a9fv/ruHhEREdELjQEhNXn1tTZPkR0TAPbu3YuAgIAqZcfU0dGpze7Vqvz8fFy9ehWpqalo1aoVrK2toaurW61rLViwAHv37kV6ejqcnJwQExMDAwMDdOrUCampqWruOREREVHjwimj1OQFBgYiKytLab+/v3+F54WHh6NPnz6wt7dHSEiIuP95pUwUFNkxFQICAuDg4ICYmJhKnX/8+PFKtVO3mhamDwoKgqOjI3bs2IGIiAhs27YNjo6O2LVrV7Wu9/fff8PX1xdLliyBXC6Hj48PZsyYgZycnGpdj4iIiKgp4QghNXmKkiIKiYmJ6NKly3PX5n355Zc4fvw4dHV14e/vj/Pnz2Pt2rV49uyZ2GbSpEkIDg5WeX5DzY5Z07WDmzdvxrlz56Cp+e/fo4qKijBo0KBqPXtOTg4CAwMlI6aFhYWSWqFEREREpBpHCInKqGxheS0tLbRs2RIGBgbQ1tbGX3/9hddeew3Xr1+Hn58f5s+fL0kWU11VTT5TV6obGOrr6yMiIkJynYiIiGpnaF2+fDlatmwJS0tL8atTp07YuHFjta5HRERE1JRwhJCojMquzbOxsRELogcHB2P37t2Ii4vDqlWrxGmjp0+frnF/app85kUTFBSEZcuWwd/fH3K5HDo6Oujdu3e1p4yWF8C7urrWpJtERERETQIDQqIyKrs2b926deL306ZNg5WVFRwcHDB37lxxf2VLV1Skpsln1E0xMljdEUIzMzOsWbNGjT0iIiIiourilFEiNViyZAlMTU2V9nt7e1f5Wk5OTpLtmiafUYeioiJx6urPP/8sOVbfU1eJiIiIqPoYEBLVExcXF6Wv999/H/Hx8ZJ2+/btQ4cOHST73NzckJeXB6AkcU1tiI+Px9tvvw17e3sMHjwYDg4OePbsGWxsbABATNpS31NXy8v2Onz48HrsFREREVHDwCmjRGqWkpICMzOz57aLiYnBqVOnJNk2BUGAu7u7yvZ+fn5K+wRBUEviGlW8vLywe/dutG/fHgAwcOBAbN++Hf379wcA5Obm1uvUVQUvLy/o6OhAV1cX69evF7O9RkdH12u/iIiIiBoCBoREajZ58mSEhYU9t938+fNhaGgIExMTyf7Zs2erbK9IXFOWOhLXqCKXyyGTycRtU1NTpKeno7i4GADg7OyMFi1aICgoqFbuX1mPHj3C06dPoaOjg++++w47d+6Es7Mz5HJ5vfaLiIiIqCFgQEhUTXZ2duL3GRkZuH//PgCIARNQUqT+6NGjKs8vLzvmhAkTVO5XJK4pu1ZRHYlrVFm2bBmcnZ2hq6sLIyMjZGRkYM6cOXBwcMCPP/4IoHp1E+Pi4rBo0SLo6Ohg/vz5sLe3B1CyFnHr1q1V7mfz5s1x//59dOjQAd7e3rCyssK8efOQn59f5WsRERERNTVcQ0iNWm2trwOArKwsXLhwAdHR0WjdujXu3buHx48fo02bNpgzZw6ePn0qKVJfU2UT1yiSz1QncU1lDBw4EGfPnsXhw4exYcMGHD16FBEREeIU0upmGfX29saaNWuwevVqrF69GqtWrQJQ/bWIc+bMkWzb2tpi9+7dcHR0rNb1iIiIiJoSjhBSo1DX6+sAIDAwEFlZWTA2NhaL1APAzp07cevWLZiYmMDc3LzG93FxcVHaJwiCUvKZ2qKvrw99fX21XU/dZTQ+++wzyfaIESMQFRWF0NDQGveViIiIqLFjQEiNQl2vrwOAcePGid+XLlLv4OAABwcHTJ06FampqRVeIz8/H1evXkVqaipatWoFa2tr6OrqStpUNflMbatpHUJFGQ1F5tSAgADs2rVLbWsRb9y4oZbrEBERETUFDAipUajr9XVllS5SD/wbLHXr1q3cc4KCgrBp0ybY2trCyMgI6enpiI2NxcyZMyXr8qqafKa2/PTTT/jiiy/EwPSrr77Ctm3bsGjRIowZM6bS19m3b5/SvuqsRSxPz5491XIdIiIioqZAQ6jun/nphZCZmQmZTIaMjAwYGRnVd3fo/ysuLoaWlhZ69uyJ2NhYlW0GDBiAs2fPSkb+ioqKMGjQIJw7d06p/U8//YSlS5eiW7duGDZsGAIDA2FkZFTlgKyyNm7cKNn+9ttvYWBgABMTE/z2229Yvnw55syZg6FDh+K3335T+/2ro6ioCNra/DsXERFRQ8fPuHWHn5yIakFl/s6ir6+PiIgIMfmJIAiIiIhAs2bNVLZfuXIlzp8/j6ysLNjY2CAxMRHNmjXD0KFDayUg3LBhAywtLeHi4gINDQ00a9YM2traaNGihdh/PT29eg/A4uPjsWDBAqSnp0NbWxuFhYUwMTFBYGAgunfvXq99IyIiInrRMSAkUoOyI1OKgLCgoKDcc4KCgrBs2TL4+/tDLpdDR0cHvXv3xq5du1S219fXh4GBAQwMDDBkyBCxRmBtBWQJCQn48ccfsXfvXri4uGD48OG4efMmunXrhl9//RVAyfO1bt26xveKi4ur9lRPLy8vbNu2DZmZmeJaTCMjI0ydOvWFGbkkIiIielExICQqx6RJkxAcHFzu8YpGpqysrAAAd+7cKfd8MzMzrFmzptL9sbGxgVwuh5aWFnbt2oWUlBS0atVKLQGZKhoaGnB1dcXEiRMRHByMv/76C0+fPhWPC4IAXV1dlWsCK1J2KqogCNi0aRO8vLzKrc1YkZSUFEyaNAl9+/YV12JGR0c/N6EPERERETEgpEYiPDwc/v7+0NLSgre3NyZOnAig4sLwCtUtWeHl5YXdu3ejffv2YpH6u3fvwt7eHl26dAEAtdYhLBs8fvDBBzh9+nSVA7Kq0tTUhLu7OyZNmoSUlBSxbmB1lZ2KqriHYipqVenr60NXVxdXr16FkZERMjIyoKenp9ZSGURERESNFQNCahS+/PJLHD9+HLq6uvD398f58+exdu3aSgVk1S1ZIZfLxWmbWVlZiI+PR3Z2Nt5++22cOXMGenp6MDAwqN4DlaIINksTBAFxcXE1vnZVaGpqwsLCQtKH6ig7FXXChAnYs2dPtTPCtm3bFp999hn69u2L9PR0tGzZEhcuXMDSpUurdT0iIiKipoQBITUKpQvDr1q1Ctu3b8fYsWORnZ393HOrW7Ji2bJlcHZ2hq6uLmQyGQYPHgwNDQ188803YrDUpk2b6j1QKYpgs+xawVatWtX42tVRNhBMSUmBmZlZpc8vOxV1zJgx+Oeff6rdHz8/P0ybNg2ZmZkwMzNDq1at0Lt3b7W8eyIiIqLGjgEhNQqlC8MDgIeHBywtLTFz5sznnrtkyRKV+729vSs8b+DAgTh79ixyc3ORnp4OY2NjMUPo77//DgBqGSEMDAxEVlYWjI2NJft37txZ42tXR05ODoB/A8PJkycjLCysytdRTEUdNWoU8vLyqt2fxYsXIzw8HNra2pg/fz769esHHx8fMXsrEREREZWPdQgbONZoeTENGjQIERER6Nq1K65evarWaycmJoprFOuSYurq77//joKCArz88sswNTVFUlIS0tPTq33dwYMH49SpU9U+XxGYA8CDBw/w2WefIS8vD/fv32eWUSIiogaKn3HrjubzmxBRZV29ehWJiYni9M6K/t4SFxcHZ2dnjBs3TpLAZvr06RXeo3Qmzr///htyubyGvVbNzs5O8hUfH4/i4mLxuI+PD2JiYmBra1uj+9T0b1J//fUXbt++jR9++AGurq6wsLBAYmIioqKianRdIiIioqaAU0aJ1Mja2hoAkJ2djRYtWohZNFXx9vbGtm3bxKmOUVFR8PHxwd9//13hPXR0dACUTN189dVX8Z///KfGmT9VKbt28cCBAxg0aBBsbGyQnJwstvP396/Rffbv369yf0REBJYsWYI33ngDI0aMwIIFCyCTybB06VL069dPbGdlZYUOHTrgxx9/xKlTp6CpqYnAwEC89dZbNeoXERERUVPAEUJqNPLz8xEbG4sTJ04gNja2wqLwleHk5FTh8fDwcPTp0wf29vYICQmRHKvMqJeGhgY6deqEDh06YO/evcjMzISnpyeKiooqPO/48eMAIK67CwoKeu69qkOxdlFh3LhxMDY2FkcEU1JSAAAODg41uk/ZtZEKCxYswLZt2zB16lRMmTIFhw8fxv79+7Fw4ULJ6GqLFi1w5MgR2NrawsnJCVlZWTh79iwMDQ1r1C8iIiKipoAjhNQoBAUFYdOmTbC1tRWLk8fGxmLmzJlwc3Or8FwXFxelfYIgID4+vsLzVJW6KH0+gApHCE1NTSWJcAICArBr165yAzw7OzsIgiBeUxE41mT9XkXGjRuncn+7du0AAPv27VNbaYcff/wR2traeP/998V9zZo1Q/v27dG+fXtYWVmJ91XUmlSMrvr6+uKHH35Abm4uLly4ACcnJ/Tv3x/bt29XS9+IiIiIGjMGhNQobN68GefOnYOm5r+D3kVFRRg0aNBzA8KYmBhxqqGCIAhwd3ev8DxVpS5Kn19aXFwcFi1aBB0dHcyfPx/29vbYt28fpk+fjq1bt4rt3NzclPobHx+PBQsWICEhAb169UJRURFMTEzg5+eHgQMHirUQ64ri2bS0tKp9jfz8fFy9ehWpqalo1aoVXF1dJdcGADMzM8jlcmhpaYlJZ4qKilBcXCyOrgLAzz//jICAANy/fx95eXlMJENERERUBU1qymhAQAA0NDQkX6XrpwmCgICAAFhYWEBfXx+DBg1SyhCZn5+POXPmwMTEBM2bN8eYMWNw7949SZu0tDS4u7tDJpNBJpPB3d1daRQnOTkZo0ePRvPmzWFiYgJvb+8aT3FsyvT19RERESFuC4KAiIgIsQxERebPnw9DQ0NYWlqKXx06dMDs2bMrPE9R6kLBw8Oj3Lbe3t5Ys2YNVq9ejdWrV4tr/p63XhAoSSKzefNmBAcH49ChQ4iMjMSGDRvg5+cHAGJgVNdmzJhRrfOCgoLg6OiIHTt2ICIiAtu2bVPZLiQkRCno1NbWRnh4uDi6qhAQEAAHBwfExMSI+5435ZeIiIiImuAIYbdu3XDixAlxu/QHzm+//VYc6Xn99dfx3//+F8OGDcONGzfE9Uhz587F4cOHERISgtatW8PX1xfOzs64fPmyeC1XV1fcu3cPoaGhAICPPvoI7u7uOHz4MABALpdj1KhRaNOmDc6dO4enT59iypQpEAQB69atq6tX0agEBQVh2bJl8Pf3h1wuh46ODnr37o1du3Y999zSWTtLmzBhQoXnlf1ZlQ76y44Qlh7R2rt3LwICAiq1XhAo+X2RyWSSKZxGRkbIzs4GALRu3fq511AnxbNVNzuoqtHc9evXV/p8bW1t7Nu3T9wuPeV3zJgxcHFxqdSUXyIiIiJqggGhtra2ZFRQQRAErFmzBp9//jnGjx8PANixYwfatm2L3bt3Y8aMGcjIyMDWrVsRFBSEoUOHAgB27dqF9u3b48SJExg+fDiuX7+O0NBQREVFoU+fPgCALVu2oF+/frhx4wY6d+6MsLAwXLt2DXfv3oWFhQUAYOXKlfDw8MDXX3/NWivVYGZmhjVr1tRrHxS/N4BysFTV9YKlLVu2DM7OztDV1YWRkREyMjJQVFQkCajqUk3LRChGcxWF42t6vZiYGPz666/466+/kJ6ejpYtW+K11157bvkOIiIiImpiU0YBICkpCRYWFujYsSMmTpwoTtm7desWUlJSJNPM9PT04ODgINaIu3z5MgoLCyVtLCwsYG1tLbaJjIyETCYTg0EA6Nu3L2QymaSNtbW1GAwCwPDhw5Gfn4/Lly9X2P/8/HxkZmZKvujFUDqwKZtUZt++fWIwqODm5iZmCi2t7FRHQ0NDGBkZwcDAAB4eHjh69CgiIiLw5MkTpfvWlsqMZFZWUFAQDh48iP79+6Nv374YOHBgja43cOBAuLu7IywsDImJiQgNDcXUqVPRo0cPNfWYiIiIqPFqUiOEffr0wc6dO/H666/j0aNH+O9//wt7e3tcvXpVTKHftm1byTlt27bFnTt3AJSk2dfV1VVKk9+2bVvx/JSUFJiamird29TUVNKm7H2MjY2hq6srtinP0qVL8dVXX1Xhqam6UlJSVI4ml2f//v1o1aoVgMoFaZXNblq2XuGff/4JHx8fvPLKK3j48GGl+1dVimQ26enp0NbWRmFhIUxMTNCiRQuxr9WhajS3omysCkVFRdDW1oaTkxPCwsIAAKmpqbh69SpCQ0NhYmICoGTqbosWLTBo0KBq9Y+IiIioKWlSAeHIkSPF77t3745+/frh1VdfxY4dO9C3b18Ayh9MS6f5L0/ZNqraV6eNKgsXLoSPj4+4nZmZifbt21d4DlXP5MmTxcCjMkr/oaAywVJls5vWZP1hTXh5eWH37t2S36/k5GTx30ptc3FxQUZGBv744w8UFhZCQ0MDxcXFyMnJwZYtW7B9+3aYmJjg1q1bePXVV9GiRQt4e3vjv//9L1555RXo6urWST+JiIiIGrImFRCW1bx5c3Tv3h1JSUl45513AJSMCpmbm4ttHj9+LI7mmZmZoaCgAGlpaZIP/48fP4a9vb3Y5tGjR0r3evLkieQ6Fy9elBxPS0tDYWGh0shhWXp6etDT06v6w1K57OzslPYJgoCkpKRqX7O8gDA1NVUstaDIbqoY2VIom920JusPa0KRzEYhLi4On376KVJTUwH8+4xlS2fUREREBJYsWYI33ngDZ8+eRWZmJjp37oxFixahV69eEAQB77//Pnx9fXH//n0YGhqiV69esLGxQUxMDBYuXIgWLVrA3t4ev//+u1r6RERERNSYNbk1hKXl5+fj+vXrMDc3R8eOHWFmZobw8HDxeEFBASIiIsRgr1evXtDR0ZG0efjwIRISEsQ2/fr1Q0ZGBqKjo8U2Fy9eREZGhqRNQkKCZLpfWFgY9PT00KtXr1p9ZlKWlZWFCxcuIDo6WvyKiYmBra1tta9ZNiA8efIk+vfvj6lTp+Krr77ClClTsHv3bknQoshSWja7qYuLC8aNGwc3Nzfs2LEDnTt3xtq1a/HDDz9Uu3+VoUhmM3ToUIwfPx6Ojo5IS0sT1/wpynxUpnRGZS1YsADbtm3D1KlTkZubi9dffx0HDhzAd999J5YDmTlzJgCIaygNDQ2xdetWHDhwAEZGRrhz5w42bdoEfX19tfWLiIiIqNESmhBfX1/hzJkzwt9//y1ERUUJzs7OgqGhoXD79m1BEARh2bJlgkwmE/bv3y/Ex8cLH3zwgWBubi5kZmaK1/j444+Fdu3aCSdOnBBiY2OFwYMHCz169BCKiorENiNGjBDeeOMNITIyUoiMjBS6d+8uODs7i8eLiooEa2trYciQIUJsbKxw4sQJoV27dsLs2bOr/EwZGRkCACEjI6MGb6bxcnV1fW6b/fv3C6mpqUr7z5w5U+X7ARAACI8ePRIACNbW1oIgCIK9vb3k90gQSn529vb24rajo6PKa9rZ2Qk5OTlCSkqKYGZmJqSnpwt5eXmCnZ2dAEAYOXJklftZFc+ePRMePHgg9O/fXxAEQZg5c6YAQBg6dKjw4YcfCgMGDKjxPRTvzcHBQdzn6OgoRERECG+99ZZgbGwsODs7C4MHDxYGDhwo7Ny5U3jnnXeEvn37Cq1atRL69OkjjBs3Trh27ZogCIJQWFgoDBo0qMb9IiIiovrBz7h1p0lNGb137x4++OAD/PPPP2jTpg369u2LqKgoWFpaAgD8/PyQm5sLLy8vpKWloU+fPggLCxNrEALA6tWroa2tDRcXF+Tm5mLIkCHYvn27pJ5hcHAwvL29xWyRY8aMkdRZ09LSwtGjR+Hl5YX+/ftDX18frq6uWLFiRR29icZHUaS9NEEQxMyuFSld3w8AEhMT0aVLFzg4OFR4nmKq6d27d5WOBQQESLY1NTXx5MkTye/SkydPlNYPqqKvrw8DAwMYGBhgyJAh4jRObe26+eerr68PfX19mJmZ4fbt22I/nZycYG5uXumpq3FxcVi0aBF0dHQwf/58ccS8dHkIMzMzyOVyaGlp4dSpUwCAU6dOYfDgwUhNTcXJkyfRrFkzAFBaa1maooA9EREREVVMQyjvUyg1CJmZmZDJZMjIyGjS9Qtfeukl7N69W2m/r68vLl26VKVrDR48WAxGKmJlZYX4+HhYWlqK91Zktvz555/x7rvvwtraGvHx8bh+/To+++wzpKSkiMmDzM3N8fXXX8PKygoAlNamKsydOxcrV66U/NGhoKAA48aNw7FjxzBy5EgcO3asSs9YEzNnzsT333+Pb775RmUgXp633npLki21X79+8PHxgaOjI86cOQOg/KA4Ly8PI0eOxOnTpyt9v6ysLEkATkRERA0HP+PWnSY1QkiN17Rp02BlZaVU8mPy5MlVvpaOjk6l2gUGBiIrK0vlvfv16wfg32yyVlZWOHDgQIXXUxUMAlAq0aAovp6dnV2pfqpTXFxctctNVDVbatmyF7m5uRg9ejQCAwPRvXt3sd3OnTuxfPly6OjowMXFBZ9++ikAYOzYsZUK7ImIiIiaMgaE1CgsWbJE5X5vb+8qX2vTpk0YMmQIjh07VmFGV8VU0/LurS5l6xWeOXMGDg4OSExMBFB7hek3btwo2RYEARs2bEDr1q2rdd+qZktVVfbizp07cHNzw2+//Sbu27RpE2JjY6Gjo4Nvv/0W7733Hnbu3InMzEw4OzurnKKqrqyoRERERA0dA0KiMlauXIlTp07h2rVr6NmzZ7Wu8bxgSbGONSQkBK+99ppYisLa2lqpfl7ZeoUTJ07E8uXL4eLigsePH1erf5WxYcMGWFpawsXFBRoaGrh8+TKuX7+ON954o1rX27dvn9I+Nzc3uLm5qay/KZfLsXPnTnz++ef4448/MGPGDMjlcly7dg0LFy7EkSNHoKOjg/v372PAgAHQ0tJCRkYG1qxZg5EjRyIuLg43btwQp6hGRUXBx8dHrVlRiYiIiBq6Jl12gkgVdYy4qbpGfn4+YmNjceLECZw8eRJAyQjmjh07EBERgW3btsHR0RG7du2SnKeoV2hpaQlLS0scO3YMHTp0wJQpU2rcz4okJCTAzc0NBw8ehK6uLm7dugWgZJQOAFasWAFbW1scOnSoVu6/bNkyLF++HHZ2dujVqxeys7Ohp6eH3bt3Y/369YiNjUVsbCwKCgpgaGiIQ4cOITMzE4cOHcKSJUugqamJTp06oUOHDti7dy8yMzMrnKJKRERE1BRxhJCoHKpGrSqrbEAYFBSETZs2wdbWFkZGRvjzzz8BAF26dMHatWvFdkVFRRg0aBDc3NzEfV5eXir75ezsrFTEXp00NDTg6uqKiRMnIjg4WMzaaWJigoyMDMyaNQsLFy7E0KFDMWbMGLXcs/T02Dt37iAnJwcpKSkoLi7GgAED8McffyAzMxMaGhriWk9ra2ssWLAA7777Llq2bAkLCws4ODhAV1e3SlNUiYiIiJoijhBSoxAeHo4+ffrA3t4eISEh4v5Ro0ZV+5qVHSn86aef0LNnT0kQp7ivInjbvHkzzp07h7Vr12LJkiVYuHAhgJLEKaXvFxERIZZVKM/48eMBAMXFxZJ71BZNTU24u7ujTZs2kvvp6elBT09PreUvYmJi8M0332D58uUoLi7G2LFj0adPH5iYmCAwMBARERFYv349XnrpJdy+fRsAYGNjg9deew0bN27ESy+9JAaucrlcDAYV3NzckJeXp7b+EhERETV0DAipUfjyyy9x/PhxnDhxAtHR0ZgzZw6Ki4vx7NmzWr/3ypUrcf78eaxcuVLcV3a9nL6+PiIiIsRtRbBZUFCA/v37o2/fvhg4cCCOHDmiNGW0LMW5ivWDqgLXSZMmVe9hKpCRkQGgJNBSKCgoEJPMVJeiXicgnR7bsmVLzJo1C3v37sV3332Hli1b4ujRo2jRogWuX78uBnvr1q1DXl4eunXrhtDQUHHksKb9IiIiImoKOGWUGgUtLS20bNkSALBq1Sps374dY8eOrVFphsqOvJUuHK9QNjFMUFAQli1bBn9/f8jlchQUFAAoKY0QHBwstisuLpYUq1dl//79AEpqLALAjRs3JPUABUHAhQsXKtX3qmjdujWysrJQWFgIAHj27Bl0dXVVJotRpWy2VKCkr6VHSRXTYxXlLaZNmwYDAwPo6OhgzZo1iI+PF6fblubl5SWWmDh+/Hitj5oSERERNRYMCKlRsLGxkawX8/DwgKWlJWbOnFnla1U1qYyNjQ3kcrmkcHx+fr6kjZmZmaSe4B9//IEePXpIgsisrCwYGRkhKChIMv3Uzs5OZR9v3LgBAGjTpo3S1NiqFHCvrIkTJ2LZsmXi+9m9e3eVSm6UzZYKlDyHu7s7UlJSJG2HDx+OFStWYNasWTA0NISFhQVMTEyQl5eHq1ev4saNG1iyZAneeOMNjBgxApcuXcKgQYOwdOlSsQZkbZXjICIiImpMGBBSo7Bu3TrJdnp6OhwdHcVafdVR2VGmsoXjgX+L2z/vGqWPK6Zk7tixAyEhIWL9vKysLMTHx2PGjBmS+nn9+/fHhQsX0Lx5czg4OEiuO3ny5Er1vSqOHj0K4N9Aq6oBl2I6qImJibjPz88PxsbGku2UlBQ8ffoU//nPf/DKK6/g999/R0BAAH788Uf07NkTX3zxBeRyOfbu3Yv09HQ4OTkhLi4OycnJ+Pjjj7Ft2zYAQF5eHnr27Ilu3bph2LBhCAwMhJGRERYtWqS2JDhEREREDR0DQqpVRUVFak06Ulnjx48XpxDWh+oETYr3FBcXh6ioKLF+Xt++fZGVlaVUP++DDz7AhQsXoKenp3Qtb2/vave99PRTBUEQcPfuXfF7AHB1da3SdctmS01PT0dwcDB2796Nw4cPAyhJxjNnzhy0aNEC7dq1Q5s2bbBq1SoEBARgz549+OOPP2BnZwcdHR20b98e7du3h7GxMfr27QtXV1dkZmaKAWFOTg7Onz+PrKws2NjYIDExEc2aNVNrVlQiIiKiho5JZUjt4uPj8fbbb8Pe3h6DBw9Gv379MHr0aMlasdpW39MFq3N/xZRTQRAk9fMsLS3h5+enVD/vxx9/rPB6cXFxcHZ2xrhx4yRrCqdPn17hecHBwRg1apTky9nZWZzeqkgqo6+vX+VnLG38+PGYNm0arKysxH0ODg5o2bIllixZgpCQENy4cQOrV6+Gqakp7t+/D0tLS7z++ut49OgR5s2bBz8/P2RmZqJ58+ZYuXIlOnToII4WFxcXw8DAAG3btsWQIUMgk8nUnhWViIiIqKHjJyNSOy8vL+zevRvt27cX9yUnJ2PSpEn47bff6qQPisQr1VGdYC4/Px9Xr14VtxVJY6qjbP28Y8eO4enTp7h165a4nrD0GsLyeHt7Y9u2beJIY1RUFHx8fJRGGstSBGmmpqaS/T169MCDBw+Qnp4u9qEmBEFQWoPo5+eHR48e4erVq7h79y60tbVx69Yt7Nq1Cx9++CFycnIwefJkjBo1SswieurUKWRlZUFbWxvh4eFivzQ0NMS1nYrMrerIikpERETUmDAgJLWTy+WQyWSSfUZGRpJyBbWt9Lq02la66LyCIilMVbJdKgIZGxsbSf28rKws3LhxQ2lky97eHpGRkeVeT0NDA506dQIA7N27FwEBAfD09FQaaSxLEaSVTWbz4MEDABCzjCqkpKTAzMyswmuqoipoV4xIKiiS4wwdOhR5eXlYtGgRrKys4ObmhrCwMADAkSNHMHHiRPTv3x9yuVxcvymTySSJftLT09GyZctKZ0UlIiIiagoYEJLaLVu2DM7OztDV1YWRkREyMjJQVFSEb775pr67VilVHflSFJ3X1NTEd999BwDYtWsXunbtqpb7BgYGIisrSynI/eijjxAZGYnIyEjY29vD29sbEydOBFASWJmamkpGGgMCArBr1y4EBQVVqj+KZDaKQHTJkiX44osvoK2tjcLCQrG/kydPFoOzqlAVtJdNjvPkyRPY2dnhxo0b6Ny5MwAgNDQUSUlJYhszMzOcOXNGcp6GhoZSMF7f60qJiIiIXkQMCEntBg4ciLNnzyI3Nxfp6ekwNjZGs2bNav2+immbqampaNWqFaytrZXqAdYGRdF5R0dHcV90dHSVr1NeIppx48ZJthMTE9GlSxf07t0bANCrVy8cPnwY/v7+OH/+PNauXYtnz56JWUFLc3Nzk5S0qEjZQHTz5s0AStbmKbYPHTokCc5qys7ODs+ePUNhYSHu37+PZ8+eQUtLCxoaGoiOjsaoUaMQEhKC8ePHl3uN8gLr+l5XSkRERPQiYlIZqjX6+vowNzevk2AwKCgIjo6O2LFjByIiIrBt2zY4OjqKa8cqUnYKpWJkqbLTPYOCgnDw4EH0799f3Pe8OoCqgpOy+1JTU/Hnn38iNTVVsl+RrVPRXkdHBwYGBli1ahV69eqFsWPHIjs7u1J9r8i4ceMko3iK2oqKfR999BFiYmIkU2WrauPGjVi2bJm4nZycDEEQUFhYiBUrVuCll15CVlYWioqKUFxcjGfPnmHs2LEYNmwY+vTpA3t7e4SEhIjnjxo1SgxYy77PmqwrJSIiImqsOEJIjULpaZsKRUVFGDRokMoRsfj4eCxYsADp6eniFEgTExMEBgZWeSSpdNF5RRD56aefYseOHVWqQ6i479OnT9G/f3+YmJjAyMgI6enpSEtLw1dffYUhQ4aIa+QU7XNzc8VreHh4wNLSEjNnzqzSM5T2008/YenSpUr1+6ysrFQmBfL396/2vTZs2IBHjx6J2y4uLti7dy+Ki4vx7bffws/PD5qamvDz84ORkZG4JvDSpUvo3LkzkpOTcezYMcnIaHk/v7pcV0pERETUUDAgpEah7LRNQRAQERFR7uikIhPqp59+iuDgYAD/ZkKt6to/VapTh1AxsvXnn38iOTkZhoaG4rHMzEyMHDkSQ4YMwfHjxyXXLl3+IT09HY6OjkhMTBT3TZo0SXzGyli5cqXK+n2KNXyK+z5+/BiA8rq/8pRNUqPoe1ZWlrj99ttvY8OGDdDR0YGmpiZycnJgbm4OAwMD5OTkIDc3F5qamtDU1ISZmRlSUlJw69YtZGZmiiOj5Y0QxsXFwdvbG0lJSejcuTOWLl0Ke3t7sQzH1q1bK/2OiIiIiBoLBoSkduHh4fD394eWlpZSohNV69rUISgoCMuWLYO/v7+YabJ3797ilNGyxdb//vtvLF++XFKfT5EJtTrBXFmlSx+oomp/6fs9efJEEhA+efJEMvqZlJSkNJXUz88PISEh4vu+ffs2fvvtN6SlpWH06NGV/jno6+vDwMAABgYGYv0+AOL9Ff08evQo1q9fX+51yiqbpEZBJpOJZTreeecdWFtbY9asWZg7dy4WL16M7OxszJgxA506dcKzZ8/QsmVLtG/fHkVFRcjNzUVRURFatWoFHx8fzJw5s9yfn7e3N/Ly8rBx40b83//9H2bOnIkpU6Y8twwHERERUWPGgJDU7ssvv8Tx48ehq6urlOiktpSetqlKcHAwdu/eLW63a9cOW7duxdOnTzF+/HhJJlRFFk51BIRVOa7Y17VrV/j6+iIlJQWCIEBDQwPm5ub44YcfxLavv/660vnBwcEwNTUVyzbMmjULW7ZswRdffIHo6OhK/xxsbGxU1u9TjEQq+lm6pENllJcttWPHjvj9998BAIaGhnj55Zdx4sQJ6OrqIiMjA506dYJcLkdOTg7u3r2L1q1bQ0tLC9nZ2eJoYXZ2tjgyqphCW/Yda2hoQF9fH99//z3CwsLErKsPHjzAa6+9VqVnISIiImosGBCS2mlpaaFly5YAgFWrVmH79u0VJjqp6pTGyvroo49gZWWF//znP0rF1h0cHODt7Y0VK1Zg0qRJkkyodREQVnROixYtcODAAQBVezfTpk2Du7u7GCwaGxvD2dkZf//9N7y9vZ/7c1AoG1gr6ve5urrC399f7Gdls5UqlM2WqtClSxcxIHzttdewfv16FBUV4dixY7C1tcWqVaswePBg/Pbbb/jqq69w5coVbNiwQfyZnT59WrJmUtG/nJwcyTTVP//8UzICHBAQgE6dOmHq1KlIT0+v0rMQERERNRYMCEntbGxsJPXvFIlO3n33XaWpm4IgSKZtqtOWLVsAAP/5z3/EYutlzZs3r9zza3PKaNlr+/n5ISMjAwBw48YN+Pn5qXw3RUVFiI+PV3mtBw8eSEYOFT8Hb29vANVPOFO2fl/pKZnfffcdHB0d0b179ypds7SQkBDs2bMHAKCnpwdLS0sAJeU0vLy88MUXX6Bv375o164dtmzZgiFDhsDc3Fw8v+yaydJrCC9cuKA0RXXYsGHi91Upw0FERETUGDEgJLVbt26d0j5HR0fo6+uL0xlLe16JhrpW1TWEZYNcoCQxS2XuoRAcHIyVK1fihx9+gImJifieTp8+rZQR9cqVK5Jz79y5AwBKa+HK/hxUJZypjIrewyeffCImfFEHRWmI9PR0mJub47333sP333+Ps2fPAoBYfqI8KSkpMDAwAFASXKalpaFNmzaSNjXJikpERETU2LAOIdUZxbRNBwcHydfkyZPru2sqVRR4lBYcHIxRo0ZJgt233nqrwnPKBlnTpk3DK6+8AgBo1aqV5N14eXlh8+bN2L9/P86ePQsbGxvJuUVFRfD09JTUU0xJSVG6Z0XF3IGSLJzOzs4YN26cZGTypZdeUtl3VWUvKmPSpEnlHlOsLxw/fjxCQkKgpaUlqR+ora2N8PDwcoPUyZMnIyEhAUDJusd3330X/fr1w+jRo8WR1cpmRSUiIiJqCjhCSHWmvGmbiimNdSE1NRWpqalo1aoVWrVqpXTcyclJnLJY2RHCsusTgZLpjhVRBJuKKaVLlizBn3/+qdTO29sbISEhkMlkeO+99xAWFia5DwC8+uqrcHBwENc+AiWBUVhYGOLi4tCzZ89KPY+3tze2bdsGbW1tzJ8/H1FRUfDx8cH9+/cl7cpep7zrqho5fd4U4T///BOtWrWSXNPY2BgrV66Er68vTp06hc8//xzx8fEQBAEvv/wyHjx4gE6dOkFTUxNJSUnw9fUFUJItVTGyqCgpUraOoiJpDxEREVFTxYCQakV+fj6uXr0qBl/W1tbQ1dWtt/6cPHkSX3zxhVjs/eTJkygoKEC3bt3Qtm1bACXBQXx8fJUDQlWBblXXEJbed/HiRUkylKysLLz00kvIzc0VM6KWFhUVhbS0NJiZmaFDhw4QBAGPHz/Ghg0bsGnTJnh5ecHLy0sy0qaKhoYGOnXqBADYu3cvAgICJCOPVQ2cymZ2VSg7RfjkyZPi91999RXS09ORkZGBkydPYsiQIQBKSlxcvHgR+/fvh76+PnJzc/H666/jyZMnMDAwgEwmw6lTpzBs2DCl9wOUlBR5+vQpXn75ZbRr1w5jx47FL7/8AgC4du0aDh48iEGDBlXp+YiIiIgaAwaEpHZBQUHYtGkTbG1tYWRkhPT0dMTGxmLmzJn1lsDjiy++QGhoqFjbr2PHjggNDcXUqVOxc+dOACUBmbu7u3hOfZWdKCoqUpkMZfDgwWJ2zdLF6O3s7BAeHo5u3brB0tISLi4uWL58OVq0aAFNTU20aNECAJTKPZRlamoqSQakKMugGHlUFJAvr/B7WapGTgEoTRH+4osvxO8V9zIyMsI777wDKysrACVBW0FBAeRyOeLi4nDy5En8/fff2LJlCzp27Cj2xd/fHxkZGRg7dqwkgC4qKoKmpiY6dOiA0NBQdO3aFQMGDMDOnTvx1ltv4fPPP8f58+crfB4iIiKixogBIand5s2bce7cOUkh9aKiIgwaNKjeAkJNTU1Jsff58+cjPz8fBgYG4oggAMyePRvh4eEAKr+GsCLlBU0VBYSdOnVSWa/vyy+/lGTXVJDL5QCAhIQE/Pjjj9i7dy/effdduLu7Y8+ePZVeo7lv3z6lfaWzcCqOV/a9VGaKsJ2dHa5fvy7ZFgQB2dnZsLe3x7lz5wAAU6dOFUc4PT09cfr0aWRlZeHs2bNIT08XRzEdHBzw5MkTAICurq6kPMVbb72F/Px83L59GxYWFhg6dCjGjh2LgoICseQIERERUVPDgJDUTl9fHxEREXB0dARQEuhERESU+6HbyckJYWFhtdqnH374QanY+4kTJ8Ri74paexMmTBADwtocIVQVVCn2mZqaisGgk5MTvvvuO3Tp0qXcZCg6OjoASqZ0urq6YuLEiQgODsaYMWPwzz//KLVPSUmBmZlZuX0rPV219PPcu3dP0s+avB+FrKwsXLhwAW+88QaAksA9ISEBGhoaiI+Ph5GREXJzcyEIAoqLi6Gjo4MLFy4gPj4e7du3R2RkJK5evYqBAweK1yz9bksH0DY2NkhJScHy5cvRpUsXjB07FpaWlpgxYwYsLCxq/CxEREREDREDQlK7oKAgLFu2DP7+/pDL5dDR0UHv3r1hYGAAFxcXSVvFur3aZmVlJRZ7V6VsrT2g8gHPTz/9hKVLl6Jbt27iPsXU08quIXRxcUFmZiYA4I8//oCLi4v4bry8vCR9UwSsZa81atQoHD16FJqamnB3d8eoUaOQl5endG9FwpnyZGVlIT4+XmnKaqdOnfDXX3+pZeRUITAwEO3atRO3CwoKYGBggIMHD+LDDz/E06dPcfbsWVhYWGDSpEnYtWsX3n//fXh5eUFHRwcbN25Et27d0Lt3b/Ea5f3cVJVD6dmzJ27evKm25yEiIiJqaJpU2YmlS5fC1tYWhoaGMDU1xTvvvIMbN25I2nh4eEBDQ0Py1bdvX0mb/Px8zJkzByYmJmjevDnGjBkjjp4opKWlwd3dHTKZDDKZDO7u7khPT5e0SU5OxujRo9G8eXOYmJjA29sbBQUFtfLsdcnMzAxr1qzB+fPnERUVhd9++w2rV69GfHw8vvnmGyxfvlzypUhkUp8qmsL5PCtXrsT58+cltQe3bNlSpfvFxMTgP//5D4CSwKv0u3n69Cl69uwJNzc37NixA2PGjJGcm5iYiOLiYjx79kyyv0OHDnjnnXdgZ2cnftna2iI6OrrCvgUGBorrBUtTjPhWd4RQVftx48ZJpsbGxsZi9OjRWLt2LT755BMAENdGfv311+jQoQNmzpwJuVwOQRDg5eUFADh+/Lh4jar073mlOIiIiIgauyYVEEZERGDWrFmIiopCeHg4ioqK4OTkpFRUe8SIEXj48KH4dezYMcnxuXPn4sCBAwgJCcG5c+eQnZ0NZ2dncS0XALi6uuLKlSsIDQ1FaGgorly5IklYIpfLMWrUKOTk5ODcuXMICQnBzz//LKbMb4zmz58PQ0NDWFpail8dOnTA7Nmz67trkgycVS1Mr6+vDwMDAzFbKfDvNM7ylL32/PnzxYLq+vr6knfTrFkzMeD89NNPxTISCkZGRhg7diyys7Ml++VyOS5cuIDo6GjxKyYmBra2tir79NNPP6Fnz574+eefcejQIXTu3Bm2trY4dOgQAIh1Eis7QqgIkP/44w/069cP9vb26NWrF86cOVPheVu3bsWcOXNw4MABmJiYYPDgwRg6dCjWrl2LIUOGYMeOHfjmm2+wf/9+lX2JiIgAUDLaGBISIu4vXSdSQR3TXomIiIgaNKEJe/z4sQBAiIiIEPdNmTJFGDt2bLnnpKenCzo6OkJISIi47/79+4KmpqYQGhoqCIIgXLt2TQAgREVFiW0iIyMFAEJiYqIgCIJw7NgxQVNTU7h//77Y5scffxT09PSEjIyMSj9DRkaGAKBK5zQVAITn/Yo/fPhQad+0adMEAMLp06crdZ9PPvlEKCoqktzzt99+EwAIb775pspzIiIiBADCxx9/LO77448/BADC4MGDJW0dHBzE7ydNmiTMnj1bvA8AYdiwYcKpU6eEzp07S87buXOnkJqaqnTvM2fOqOyTnZ2dkJOTI6SkpAhmZmZCenq6kJeXJwwYMEAQBEEIDAyU3HfhwoUVvmNHR0dBEATByclJSExMFGJjY4WhQ4cKrVq1Es6fPy+2U7zvstc5c+aMMHz4cMHR0VF49uyZ8ODBAyE3N1fSZtiwYUr37dWrlwBA0NHREf7zn/8Is2fPFuRyuTBo0CCltqmpqUJmZqbK/hMREVH94WfcutOkRgjLUtQrK1ug/MyZMzA1NcXrr78OT09PPH78WDx2+fJlFBYWwsnJSdxnYWEBa2trseB2ZGQkZDIZ+vTpI7bp27cvZDKZpI21tbUkmcXw4cORn5+Py5cvl9vn/Px8ZGZmSr6o+irKwClUcvRozZo10NLSkuwru/6uMtcu7342Njbi6POuXbuU1sIJggBHR0ckJiZK9ru7u0umYyqOl5ecpvRI55AhQyCTyaCnpyc+S1XrEObk5ODatWvIyspC586d4e3tjU2bNuGVV17B6tWrsWrVKgDA33//LZ4TERGBoUOHwsPDAz4+Pnj06BGuXLmCXr16YezYsRg4cOBzp7+Wzm67atUq8dzbt2+je/fuePPNN7Fs2TIAJaU4xo4dW6XnIiIiImpMmmxSGUEQ4OPjgwEDBsDa2lrcP3LkSLz//vuwtLTErVu3sGjRIgwePBiXL1+Gnp4eUlJSoKurq1QSoG3btkhJSQFQksWxbO01oCR7ZOk2pacYAiUfTnV1dcU2qixduhRfffVVtZ+7qSovc2ZSUpJkX+l3X9mAUBXFuc9LKlP6HuVNxVyzZk21+1Fa2eQ0ZSkCTy0tLezatQtAybTL1q1bq2z/vPfTtWtXMaNnWloaNDQ00LZtW1hYWEgK31+6dEk8Z9SoUXj11VcRGRmJ3NxcJCUlITk5GSNHjsTZs2dhY2MDXV1dsf2wYcOQlZUllhMBShIIxcTEiP3z8PCApaUl3n77bWRmZkJHRwffffcd3nvvPezcuZPTRomIiKhJa7IB4ezZs/HHH3+Idc4UJkyYIH5vbW2N3r17w9LSEkePHq0wAYXw/0sZKKgKBKrTpqyFCxfCx8dH3M7MzET79u3Lbf+iyc/Px9WrV5GamopWrVrB2tpa8gG/tpSXOXPYsGGS7cmTJ4tZL9UREFbluKp9zysRUVZF7/d56xpVBZ66uroq6xOW19/Stm3bJtk2NTXF06dPcfDgQQD/Fr7funWr2KZ37944c+YMhg8fjnPnzsHd3R22trYwMjKCn58foqOjYWpqio8//hiffvop/P39MXbsWEmgGxAQIAZ6zs7O0NHRwfz58/Hmm29CR0cHHh4e8Pb2Rm5uLgYMGID8/PwKn4OIiIioMWuSAeGcOXNw6NAhnD17VpLyXhVzc3NYWlqKI0lmZmYoKChAWlqaZJTw8ePHsLe3F9s8evRI6VpPnjwRRwXNzMxw8eJFyfG0tDQUFhYqjRyWpqenBz09vco96AsmKCgImzZtEj/gp6enIzY2FjNnzqz1gvWKzJmKn5lixDArK0v8XjFiqPidqEl5hecFS4prlw7+VZ3zvBIRQMkfBQoKCrBnz54K32/pTJzqUNX3U17h++bNm4t/bDEzM4NcLsfx48fRvXt3jB8/HnPnzsWFCxdw+fJlWFtb49q1azh58iRWrVqFCRMmiFlYZTIZli5dKo7Oy+VyrFmzBtra2pg/fz5kMhlWrVqFAwcOQCaTwcjICFZWVjh27Bh27dpV67+DRERERC+kOlut+AIoLi4WZs2aJVhYWAg3b96s1Dn//POPoKenJ+zYsUMQhH+TyuzZs0ds8+DBA5VJZS5evCi2iYqKUplU5sGDB2KbkJCQRp1Upn///oJcLpfsKywsFPr3718r90MFCU9eeeUVobCwUGn/0KFDhalTpwoAhOPHj1f7noqkMr169VLZLjw8XJJUxtbWVujatasAQDA0NBRsbW2F3r17CzKZTOnc7777TpLcpV27doK9vb3w+uuv1+r7Xbp0qeS+vr6+lUrcUxmlr3P9+nVBEEp+FjY2NoIglCSP6dmzp3DixAnhrbfeErS0tITg4GChV69egra2tnD37l3h6dOngoODg5CUlKSyX19++aXQtm1b8X0o7lObv4NERERUPQ3pM25D16SSysyaNQu7du3C7t27YWhoiJSUFKSkpCA3NxcAkJ2djXnz5iEyMhK3b9/GmTNnMHr0aJiYmGDcuHEAAJlMhunTp8PX1xcnT55EXFwc3Nzc0L17dwwdOhRAyRqmESNGwNPTE1FRUYiKioKnpyecnZ3RuXNnAICTkxO6du0Kd3d3xMXF4eTJk5g3bx48PT1hZGRUPy+olunr64slAYCSEbGIiAg0a9aszvtiYGCgstaev7+/+L1Qh2sIs7KyxKmTvXv3rrBERNk1pJ07d0ZERAQePXpU4/ebn5+P2NhYnDhxArGxsRXWxazMCGFVrqegqC0YFBSEhw8fomfPnoiMjERqaiqCg4Px008/ASgp7bJjxw4YGRlh3rx52LZtG7S0tCT9un37tvi9r68vTExMxEQ0Xl5e9fo7SERERPQiaFJTRjdt2gQAGDRokGT/tm3b4OHhAS0tLcTHx2Pnzp1IT0+Hubk5HB0dsWfPHknSitWrV0NbWxsuLi7Izc3FkCFDsH37dkmmyeDgYHh7e4vZSMeMGYP169eLx7W0tHD06FF4eXmhf//+0NfXh6urK1asWFGLb6B+BQUFYdmyZfD394dcLoeOjg569+4tJjCpSxYWFkqJgYCSDJw7duwAULWAULF2T+F5gU/ZgDEwMFCpHiZQEqCWTYijyI5b+loRERHo3r07Dh48WO33W9Upvc8LCKs7RVix1tHMzAwjR44EAPTs2RMrV67EJ598gs8//xz6+vqYN28eNDU1MW3aNPzvf//Dnj170L17dxw4cEC8VkhICD799FMAwNixY3HixAksW7YM/fv3x9WrVzFw4MB6+x0kIiIieiHU19AkqQeH08uHak5n9PDwEAAIR48erVT7nTt3Cv369RO8vb3Fe1pbWwsAhN69e6s859dff1WqQ6iYVqyo36fQpUsXyfTWd955RzJ1UyaTCXPnzpXUVHR1da3KIwuC8PwpvWWnjM6ZM6fCd1zZKcLDhg2r9M8K/7++4JkzZyRfL730kgBA+Pnnn4UePXoIAAQNDQ1h7dq1wrvvvivk5OSorENIRERELyZ+xq07TWqEkKgqhEqOEG7evBnnzp2DpqYmvvvuOwAlGTsVU4grunbpe6jaBygnxGnRooXkuEwmg46OjljXTxAEsd5lVSim9Do6OorXqWg65fNGCMtez8XFBY8ePUJSUhJcXFzEe8THxyudGxcXh0WLFokZQgMCAsTkOoWFhUq1FHv27In79+9DS0tLHHUVBAHe3t7o2rUrRo4cidTU1Cq8DSIiIqKmgQEhUTkqGxCWDXwA4MqVKwCev4awMvdTrF8tr52JiQlGjRol2Xf69Onn9rus503pLXvfykwZLX29K1euiNOiFZlABUGAu7u7WP9RESgeOnQIgwcPRkFBAVxcXJCZmVnhvfr3748jR44AAAYOHCi+fwAYOnQozM3N4evrW/mXQURERNREMCAkKkdlA8LSgY9CZGRkhedUVHbiefcte9zAwEBpxGzy5MnP73gZZmZmKmsRKuzZs0ey/byAsOz1Nm7cCBcXF5iYmIj7/Pz8JGs5jx8/DhcXFwiCIK75FQQBAwcOhKenp9iuovqMH374oThS27NnT3Tr1g3Dhg3DrVu3YGtri0WLFmHMmDEV9p2IiIioqWBASFRGZQMzhdKBjyLAmzlzJn7++ecq3aN0kFhUVARtbdX/PMv2S1F4vjRvb+9K9V0VPz8/lfe8c+eOZF9V6xAqsoeWFhwcjN27d+Pw4cMAAA8PDwwePBj79u2DIAjo0KEDAGD58uUoLCzE//3f/wEARo0aBW1tbWhpaUmedcmSJZJC9+fPn0dWVhZsbGyQmJiIZs2aYejQoQwIiYiIiP4/BoRU7yZNmoTg4OD67oaSmhSmr2j9IKA62ExKSgIAxMbGYvDgwSgsLERycjJCQ0PRvXv3Cs9VJ0WQVtbu3buRnp4ubsvl8hrfa9q0abCyshK3R48ejWXLlsHGxgY3b95Et27doKWlhXbt2knWTv7+++/4559/MGPGDERHRyMqKgpASbbX0u/HwMAABgYGGDJkCGQyGQCUG2gTERERNUX8ZER1pryRp+okQKkL6gi8KruG0M/PD9u2bQNQkiSmb9++EAQBISEh8PLywm+//Sa2LS85yvTp0yWjY9WlCNIU6/wU3njjDTx48EDcrknArLBkyRLJ9ueff46AgAAsW7YMY8aMgYmJCWJjY9GrVy9JIFdcXAx3d3ckJCTg1q1bMDc3BwDk5eVJ+iWXy6GlpYVdu3YhLi4On3/+OW7evIkLFy7A3t4egPreGxEREVFDxICQ6kx5I0/VSYBSF9QREJZ3jbLBVHBwMFq0aIF//vkHrVu3FpPEhIeHK43ExcbGSraTk5MBAH///XeN+wsoB2kKffr0QWhoqLitjoAQgJhQBgD09PQQGBiIbdu2wd3dHRoaGvjhhx/w+PFjydrDfv36obi4GDk5OSguLoaBgQEAIDc3V/LOS9cG9fb2xrZt26CtrY358+cjKioKPj4+antvRERERA2RZn13gJoOxciTg4OD5Ks6CVDqQm1OzSx77WnTpmHq1KkAgDt37mDt2rVYvHgxsrOz8c0331R4reTkZLRt2xYPHz4U940aNQpxcXFwdnbGuHHjJKOw06dPV3md57UvGwBWNyCcNGmSZLv0z//27dsAgE6dOiEyMhIdO3ZEQUEBtLW1JWslz58/j6NHj2LYsGEYO3YscnNzAQAbNmyQ9KuoqEj8XkNDA506dUKHDh2wd+9eZGZmwtPTU9Kmvjx69Egsq0FERERUlzhCSHWmvJGnmiRAqQ2KYE1dI2AV3UPxv0uWLEF4eDgAoHv37tiwYQOMjY1V1gDU09OTbNvZ2cHDwwMzZszAnDlzsHbtWjx79qzKI2IVtY+Pj1ca3T116lSFz+jn54dHjx6JNRpTU1Ohq6uL1NRUHDhwADKZDIIgIC0tTTwnIyMDycnJGDVqFGJjY5GWlobt27ejY8eO+P3338V2586dw4ABAxAcHIzTp09j+PDhAEqCPsVaTADiWkwTExPo6enh9u3bYqKagIAA7Nq1C0FBQRU+R11wdnbGpUuXan19KBEREVFZHCGkWlN2JKg+VTQKVN6xuhwhLL1PW1sb5ubm5RaE79u3r2RbV1cX06dPR1FREXr16oWxY8ciOzu7yiNiFbX38vLCyJEjJe3ffPPNCp8xODgYcXFxWLx4MZYsWYK8vDy888476N69O+RyOUJCQtC5c2e0bNlSPOfZs2dISUlBeHg4DA0Noampiblz5yIpKQnPnj0T2ylGMNPT0+Ho6Ih27dqJx7799lvx+7NnzyIyMhIbNmxAXl4eOnToIJmi6ubmhry8vAqfo7ZdvXoVly5dAlD7CYOIiIiIyuIIIdXYi54sxt7eHtra2uJIUWBgIICSfmdkZCgdq2rZiYqUl1RG1ejj0qVLK3XNsv1STJcESso2WFpaYubMmbC0tKzSiJipqSlu376N6OhoLF26FN26dUPz5s1x/vx5GBgYoHXr1pL2mpoV/z1p2rRpOHHihPiHAT09PURFRUFXVxdt27aFlZUVzp49KzlHX18flpaWKCgowI0bN/Ddd9/B29sb3bp1g6Ojo9ju+++/x4EDB5CUlITTp0/Dzc1NHIFWlf3UyMhI3D958uQXanqmtbW1+H1RURF0dHTqsTdERETU1DAgpBp70ZPFlA5Mw8LC4ODggKKiIlhZWUFTUxMymQyBgYGQyWSYNGkSOnbsCKD2Rmv8/Pxw/fp1AMDFixfh5+cHQRDEfaWDyLi4OPTs2VNyftlgsuxIoqOjIxITE8Xt0mU93Nzc4ObmprJf+/btAwBMmDBBUr8vLS0NMTExYqIbhecF/EuWLMH169fFoHTcuHEYN24cdu3ahQ8//FApiykArF+/HkFBQejQoQPOnDkj9nXjxo2YM2eO2M7Lywvz5s1Dv3794OXlhbfffls89vHHH2P27NkAgFatWokjoi+99BK6deuGmzdvYty4cZg/f/4Ll2mUASERERHVNQaEVGPllSmobLIYJyenOhux+fLLL9GxY0fo6ekhNDQURkZGSE5OxqRJk3D48GHJ6FJtBYTBwcGYNm0ajhw5AktLSzHQ2rFjBwDg3r172LhxIwRBwIIFC/Dtt99KirqXN+qorpFafX19pfp9Q4cORdu2bXH37l2xXf/+/XHw4MEKr6UIMkurKCj97rvvcOPGDRgYGGDr1q24d+8eCgsLYWZmJqlDuH79evz444+YP38+vvvuO8nz9ujRQ9z+/fff0aZNGzFofuutt2BnZ4fVq1e/kJlGX4QEN0RERNS0MCCkGqtsshgXFxelNoIgID4+Xu19Kh3MDR06FEZGRsjIyMC1a9ewZ88eGBgYwNnZGbq6utDX18cff/yBsWPH4ptvvsGWLVsA1F5SmWnTpsHMzAxAyaiVg4MDXFxcxKLvDx48wPbt2yEIAvLz8yWBEACxxEJZ3333HY4fP660v6ojtTY2NpL6fQBQUFCgNBJZG+9HU1MTPj4+aNu2LQBg7dq1+Oijj+Dn5wdvb29ERkYCAAwNDWFgYIAZM2bgyJEjYp3Gp0+fwtjYWLxeixYtxH5v374dly9fxiuvvIKoqCjs3bsXAQEBePnll2Fpaan2Z6mOwsLC+u4CERERNTEMCKnOxMTE4NSpU5K1Z4IgwN3dXe33Kh2sHD58GOnp6TA2NkZ0dDT8/f2hq6sLExMTpKam4smTJ/j5558xdOhQAMAPP/wg9q0qVLVXNZq3ZMkScTRQcTwmJgbr1q3Dxx9/DB0dHbi5ucHZ2Rm9e/dWGmmNiIiQbN+8eRPFxcUwMzMTR2pTUlLEoLOqZT3WrFmjtE9XVxejR4/GqlWrxH2q1upVRBCEckc3FTQ1NfHjjz+iU6dOcHFxgY6OjvizLF2HcPz48Vi4cCGGDRuGt956C+fOnQNQEkCWHjEsHRwqynrs3bsXW7Zswfnz57F27Vrs2bMHMTExVXqW2sIRQiIiIqprDAipzsyfPx+GhoaSD/YAxPVe6lQ6INTX14e+vj4AYODAgTh79ixyc3PFILG8bJ7qCAif1z9FgDR//nyxHz179oSxsTG8vb3RqlWr517L0NAQY8eORZs2bcRpu5MnT8b8+fPh7+8PLS0tmJqaYuLEiQBKahQePXpU6To//fSTmExm2LBhCAwMhJGRERYtWoQxY8YoPd/zAsKVK1fC19cXf/zxh5gFtbi4GGvXroVcLscXX3yhdM7EiRNx5swZXL16FT4+PsjLy0NgYCBatWqFmzdviu22bduGI0eO4O+//4adnR3u378PAPjzzz+fO3JpZWWFVatWYfv27Rg7dixatGhRa5lGN2/ejJycHPj4+FSqPQNCIiIiqmsMCEltUlNTkZqailatWqkMZEqvgwNKSga0bNkSEyZMUHtfnhcUlA4Sy1IEaXUZEHp5eeHnn38W940ePRqTJk2SlEhQMDU1xb1798Tt+/fvQxAE3LlzB3Z2dhAEAUlJSfjyyy9x/Phx6Orqwt/fXxwRK12+obSVK1dKkskkJiaiWbNmGDp0KJKSkpTe6fPWJh49ehQ2NjZ477338Oabb8LCwgKPHj3CmDFj8PLLLyMyMhJGRkaScxYvXoyhQ4fCysoKurq6OH78ONLT09G2bVt8//332LlzJ4CSabUzZszA559/DgB49dVXAQAdO3aUjPaFhISIgXBZpTOylpWTkwNtbW2lmo+VFRsbi6SkJHz88ccAUOmA8Pr167CwsKjWPRurP/74AzKZ7IWZ1ktERNTYsA4h1djJkyfRv39/TJ06FV999RWmTJmCAQMG4OTJkxWeN378+FrrU+ngJTU1FX/++SdSU1MrdW51C9NXJSBUjK6lpaWJ/Sp9v/Hjx0NTU1NlcFC6/AJQUsg+MTERubm5iI6ORkxMDGxtbaGlpYWWLVvCwMAAq1atktQoVEWRTKZt27ZiMhk9PT1oa2vj6NGjSueVTt6iSk5ODubNm4fXX38dJ0+eRFBQEMLCwtCtWzckJyfjyZMnSue8/PLLWL58OU6fPo2kpCTxPRUXF2PAgAFiOxMTE2hpaeG9996TBLjOzs7idFwAiI6Oxpw5c1T+LBU1DEtnZFVo0aIF+vXrV+HzVWTAgAHlBqIVUUxbpn/16NFDLJ1CRERE6seAkGrsiy++QGhoKA4ePIigoCAcPnwYx44dk0wJ/O2338R1Xgq1WYS79HTGqgSqTk5O1a5DWNk1hCdPnsQ333wDoGTtoKJff/zxR4XXUig7VTMhIUGy/eGHH6JPnz6wsbGRTA318PCAj48PsrKyVF5XkUwGgCSZTOvWrZGTk6M0zVRbu+IJBl27dsWDBw/w8ssvIy0tDQCQlZWF5s2b47XXXoOvr6/SOfn5+WKQd/nyZXz22WcAAFdXV5w6dUps16JFC3z66aeYMWMGXnrpJWRmZgIAOnXqJHnnpQPhssaPH1/he46Li6vw+SpSujYkERER0YuMU0apxjQ1NfHkyRMYGhqK+548eSJJHjNw4EAA0kBn//79tdan0iNCpUsjKNaNtW7dGm3btsX169eho6ODrl27wtzcHPHx8Rg0aJBSX6t6z4p88cUXYh29wYMHY9OmTcjMzIStrS0AIDMzE59++iliY2NhbW0NXV1dyfllA0LFe964cSMAiPX01q9fjwULFuDOnTvidN3yRsSAf5PJ2NnZiffR0tICAPz9999iUKeQn59f4XNu27YN169fx2effYa3334bRUVF0NbWhrm5OdatWwcrKyulgDk8PBxt2rSBtbU1Dh8+jJdffhlAybudMmWK2K5Zs2ZwcXGBIAjQ0tJCTk6O2OeOHTvi6tWrYlvF1NAjR46I+/744w9cvnwZ9vb2KCgowMqVK8WfOxEREVFTwoCQauyHH36Ar68vUlJSxEyS5ubmYrbO8pTOAKlu5QVna9aswRtvvIF79+7h1q1buHDhAvT09DBp0iQsX74c7u7u4rnqGCFUtU9TU1Mc0VIcf/Lkibjv4cOHiI2NxalTpxAbG4uZM2dK6vaVDQi7desGANiwYYNknVWLFi2gqampVLbiebKyshAfHw8nJyfJqFz79u0laxdLB/zlsbKywoEDBwAAgwcPllxP1c9o3759+Omnn9CjRw/ExsaKwWtiYiKuXbsmths7diw++ugj/Pnnn0hJSUFKSgr+/PNPFBUVwdPTUxL8KaaGljZ//nyEh4fDzs4Ojx8/xrhx43D+/Hml/sTHx6N79+7PfU51Uvwbun37Ntzc3LB//36lGp9ERERE6sKAkGqs9If+F0XpYKNfv37ih+z79+/j7NmzOH36NE6dOiV+2G/RogU6dOiA2bNnY+/evUrXqIzygr+yfvjhBzGRzoEDB/D777/D3NxcTGBiZWUl1nYsKirCoEGDKgwIFVM3ExIS8OOPP+LXX38FALi7u2PPnj1VLjsRGBiIrKwsped58803JQFhdcpOlKYqo2ZwcDAuXrwovrczZ85g3759iI+PlyR4MTY2hqWlJaZOnYrZs2fjxo0b+PLLL1FUVKR03fHjx0sC0atXryIrK0scCTU1NS03uO3du/dzR0LVraCgAHp6evjll19w/vx5nD9/HuPGjavTPjRGBQUFKCgoqPIfSIiIiBo7riGkOpWfn4/Y2FicOHECsbGxKCgoqJX7lA5WIiMjERUVhcjISEyaNAmvv/46vLy8sG/fPgD/rpMDgAkTJojnqmOEUDHlsjQrKyt4eHgAAMaMGYPIyEjs379f6YOqIAg4cOAAHj9+LBnhKhvwKIIZDQ0NuLq6ivvHjBmDf/75R+n+qjKXljZu3DgYGxsrTelV1DVUqGrAXPZ6qgLCR48eQUtLC3Z2drCzs4Onp6fY5zt37iidW1RUhIkTJ4pBvKqAsOzP5ZtvvkGXLl0k6xrLK+9RW7+fFVEEoPVx78Zs2LBhkmntREREVIIjhFSnHB0dYWtrCyMjI6Snp6ucEqkOFU0ZLUtXV1cMDoF/g42qBoSqRsxUBYSl+1f6Hp6enpg7dy6io6PRt29f6OjoIDk5GcnJyUhKSir3PtnZ2SgoKFBaa3jo0CGVwd/kyZMRFhb23OcpPaV38+bNCAkJkRwvLCx87jXKu953332HzZs3K7W5e/cugH+D3AcPHqi8luLeinaKxDqqAsKygej69euVyl3s3r0bycnJ4prF+lR2RLI2ky9VRnJyMuLj4zFq1Kh67UdNnT17tr67UGeePHkCOzs7nDhxQizJQkREVB4GhKQW+fn5uHr1qliHUFUyFAA4d+6cZHqeqimR6lDV0avSqhsQqhrxKm8qoqJ/iv+1s7MTR/OKi4tRXFyMvLw8ZGRkKJ1bOjgEStYcOjo6YubMmZg0aZK4v2/fvkrnKmoUVpWinl5ppQvFV9UXX3yBmzdvom3btpL92traKCoqgkwmw4EDB2BnZydJEKPw/fff49ChQ7hx44Zkv1wuF38OioQ1ZdeqDhgwAK6urvj0008BlKxHlMlk+OWXX+o9+AL+DQgXLFgAoGa/y+rw1ltvITk5+YV4N9V1+fLl+u5CnTp37hxu376Nn376CQsXLqzv7hAR0QuOU0apxoKCguDo6IgdO3YgIiIC27Ztg6Ojo1i6oLSIiAjxe0EQEBERgWbNmqm9TxWtb6toymRKSkq1A0JVI2bl9aPstNSsrCyxQHq/fv3E+nmqAsKygdhrr72GiIgIfP/995KgNCsrCxcuXEB0dLT4pahRWJ6qTOnt2LFjuccUbG1tYW1tjS5dusDa2hq2trawtbVFdna2ypIcivfh5uaGkSNHiol2yvLw8EBMTAysra0l+0uPEJYXjP/6668wMDAQy1sIgoAzZ86I96/vAKzsCGFFJSw2bdqkctRbne7fv1+r1y/Ps2fP0Lt3b7Vcy8/PTy3XaSgUMxMachBPRER1hyOEVGObN2+u9MjfwYMH4e/vD7lcDh0dHfTu3Vtl4FhTFX2od3Nzw7fffqtyNHPy5MliQFHVwEDVCGF5AVXZKaOBgYHiiJViX9kpmgplA53i4mIxsC4dQE2fPh1Pnz5VGoXz9/dXed2goCBs2rRJ5ZReVR4/fqxyf+nrXb16FdOnT0fLli0l1wsICMDff/+t8tnkcjlsbGywceNGfPDBB+I00tIUNS09PDwQGRkp7lc1ZbSszMxMDBgwALm5uRgwYADy8/PF4DQ3N7dS2VNrU3kB4a1bt+Dn54ddu3aJCXYU5UTmzp1ba/3R0dGBXC5XOS25InK5HHK5vErnlPbgwQPJyF5xcbHkZ6OhoYE1a9bgk08+ee61StfMVCSYKuvSpUuwsLCAhYVFtfpbXz7++GPk5+dj27Zt4j7Ff0Pq448bFy9eROvWrdGpU6c6vzcREVUPA0KqMX19fURERIiJTyoa+Vu1alWdfODOy8sTv1dkkwSAf/75B8nJyXj77behpaWFoqIiPHv2DKampmjVqhWSkpLEzKPqGCFUlaHSzs5OXBt35MgR2NnZQRAEJCcnV3hfxQdiW1tbSVmFuLg4HDlyBGPHjsXIkSPF/Xfu3MH48ePFNZqJiYno0qULHBwcVF6/osC+rJYtW+Lp06cqr1P6ekFBQRg8eLA4bVNxva1bt6ospWBsbIzHjx8jISEBH3zwAWbPno0ZM2YotcvLy8N7772Hjz76SLK/qKhILB8hl8uxbNkyMdBWcHV1xcCBA2FkZAQrKyscPXoUz549AwDk5ORAR0enwueqbeUFhCtWrMC+ffuwYMECtY2cVYauri7y8vKQnp6u9DNTBBylf2fOnTuHhIQEHDlyBEePHsX27dvh5OQEc3NzybkxMTHo1KlTueVnsrKyJNsBAQFYvHgxAOkfUlQFhIIgICAgANOnT8fLL78sWcubl5cHfX19pXNsbW1hYGAg1rQESpIcFRQUoH379pK2YWFh6Ny5s6TMS23auHEj7OzsxJ+74g8fzZo1E9filg4IFb8z9REQKqaqc3SSiKjh4JRRqrGgoCAcPHgQ/fv3R9++fTFw4EAcOXJEHPkr/cGg9Ifd27dvP7dWYXUpPuADkEyZtLCwwKBBg2BsbIw7d+7g0aNHSEtLg7m5uTidsrpTRkvfU0FVQJiVlSVmGXVwcBCncrZr1w7Avx/iFOUjFBQfVMt+yOvRowdWr16NPXv2SMp/rFu3TpxKCvw7mlQeRWCvoCqwNzAwwPbt2zF27Fhx2mt5AZS+vj5atWolfuAvfT0HBweVUyEVgcU333wDQPV0SUX5kI8//hi+vr6SY0VFRZLkIfr6+uLUUIX//e9/WLt2LSZNmoTg4GBkZGSIwXxOTo7kjwnlOX78OP73v//BxcUFt27dem778qj6wF5eQKgY1Spv1DkpKQkaGhpi7UZ1Ufx809PTAZQE2kuXLkVOTg5atWqF9957T9L+rbfewsyZM3H06FEAJaO4qkqf2NnZSf6AUVbZgHDv3r344YcfcO7cOWRnZwMo/99oeno6Fi9ejA8//BCAdISwoim4Zf8Nm5ubq0w0NHz48DpN1jJr1izJVO958+ZVOAJX3n8riIiIVGFASNV27949rF27FtnZ2fj444/x888/IzIyEr/99htWr14tliko/Rf30h+2XV1dMWPGDMlxdSl9zdIfGvX19eHs7CyptVc66PH39xf7WNV+KT6klqYqIAwMDBQ/XJe+h729vVJ/S1N8QC67rk4QBNy8eRNaWlqSYKjssz1v5Ot5gf3/a+++o6Mo1z+Af3dTNr0RkhB6UZAOokBARRExF0TFiwGlKHoEKYLxSjMKlwuCeKnihYsKVw0IKkgzCEGQEqRKDAICSkkIKZRka3Y3u/P9/RF2flmSQCKRgHk+57znZOednXnnmZJ5ZmbfAYrebThkyBDUrFlTHVbWI4GlTW/p0qXqHYTSEq9rH+UrbRwfHx9oNBo8+uijePHFF93qHA6H20nw6NGjMXz4cLfEw/WI6YgRI0rE2mKxlCshfPzxx/HSSy/hq6++QteuXct8vNel+G9JSeK9997D5cuXS3281bXN+Pv7A/j/BMbV1tJ+VwoA27dvB1D5vWm6Hk913RHetWsXJk2ahLlz50Kv1+Obb76B1Wp1u5hwrTNnzsBut6u/R3Qt4759+8r8zrXbuU6nw7Bhw9CzZ88bdozkaqsrdsXvEF4vIXRRFAUffPBBie3j4sWLGDlyJICideq6G/1HkMTmzZtvmLSVVj9//vwyf9u5YMECNRG+3jHM9ejsggULrjv/Y8eOwc/PDzk5OdcdzzXN4mbNmlXuDn2MRuN1nzp49dVXy3x8XQghxE2iuKPp9XoCoF6vv+XzHjduHAFUuHTq1Imvv/66+nnKlCnMzs7m+fPnmZmZSZvNdtNtW7p0qTp9k8mkDs/KyuKYMWMYExPDjh07smvXrhw7diyzsrKoKAoVRaGHhwcBcOzYsRWa5/Dhw92W8/HHH2dUVFSp48bFxREAu3Tpog4bO3YsAfC+++5jYWFhibj9+uuvJMnmzZuzVatW6vA2bdpQo9EwMjKSgwcPVocXX7abYbPZ1Gn+5z//IUlu2rRJHebn50dFUco1reDgYAKgoihMSUkpsYw1a9YkAH766ackySlTppQYp169enzppZdIuq9nABwxYgQbNmyofrbb7STJX375RR3297//nTExMQwODmbXrl3dvr9//34eP37cbVhpStuur1dvtVrVut9++40AOHToUObk5LgtFwBu3ryZiqJQo9Godf/617/Uv7/44osS81EUhcuWLSMAzpkzR63/4osvGBcXV651Q5JOp5NDhw5lWloa9Xo9Fy1axLZt27qtE9e6T0hIUOfv2p8vX75camzq16/P6dOnEwB/++03ZmRkqHWFhYWltmX58uVu03C1o3gJDw9Xx589ezZ///13kuSPP/6o7gMk+eSTT6rf2bVrF2fNmuW2zVqtVrdY7ty5s9R1O2HCBLfhixcvJkkqikKj0eg2zVmzZvHbb78tsVyKovDo0aPcvXu3ut6vJz09vUQ7XJ8feOAB9W+n0+lWB4DDhw8nSSYlJXHGjBnq9y9fvqxOt0GDBted/zvvvEMAXLdu3XXHI0mDweC2XgFQo9Go9fPmzWNKSgp/+uknt3hs3LiRtWvXLnN/K75cFaEoihqXP9OFCxfUY01l27ZtGy9duqR+NplMfP/9992OKUL8VVXlOW51IwnhbeDDDz9kgwYNqNPp2L59e+7cubPc363KncVms/Gtt97i8uXL2a9fvwonhhUtrVq1olarJQBGR0ezdevWDAgIYJcuXfjxxx+zZcuWfOihh/jyyy+7fa9Ro0bcsWMH9+3bx/DwcE6YMIE//vgjd+/ezb1793LDhg3qSc/dd9+tfq9GjRo8ceLEdZMdp9PJrKwsent7EwB79OjBWbNmcc2aNeoJ7dq1a+lwOEgWnaAsWrTIrX2//PILFy9e7Dbfs2fPllj+ffv2qSfhS5cu5SuvvML27du7jfPTTz+5nTgZDAb1hOj06dMcNWpUmSfg1zp16hQHDBjA1atXEwCfffZZGo1Gtb53797s1KkTAagn4jfialtubi43btyofr7rrrvclmPYsGF84oknOGLEiBJx6NixI1u2bMn4+Hg2a9as1G2lT58+BMCLFy/SZrPx9OnTat3WrVvV9tjtdrfvbd++3S2GZZ2AljbP4iee19bl5eWpda5k44knnuCxY8cIgO+++y6zs7MJgOvXr2deXl6Z+0HxJKT4Ms2bN48AOGnSJDqdTvXYAOC6J4/FTzbPnz9PAGzfvj3ffvtt9YTe1UayZKIGgL179yYAJicnl9rm6OhoNm/eXP186NAh9e+0tLRS23XtflLauo6IiODBgwf5ww8/EABbt25Nkly/fj2BooSJpNq+4vt4ZmamOq+srCy1vnjy7Sp79uzhvHnzOHHiRLfho0ePJklGRkYSABctWlRi3Vxr27ZtBMAXX3xRHaesY4zT6SyxLTocjlJjfOXKFb7yyituwwYOHOi2PSqKoiairnK9hPDYsWN84403CIBLliwhWZQ8Hz9+nGazmRcuXHAbv/h+dvjwYfXv/fv302w2u803LS2NBQUF3Ldv33X3N9cxx1Xv7+/P2bNnlxgvNTVVjeOBAwc4d+5choaG8uGHHy5z+YofH0kyLS2t1ATy2vWzf/9+NmjQgPHx8czPzycAjhs3jmazudR1abfby1zHu3btosFgcBt2+PBhmkwmWiwWdbnPnTtHkvz8888JgImJiSXmYbFYylxWl3379qnTqqiUlBQePXqU3333HQG4HTtcFEXh1q1bb5iwGgyGcl9IrEoOh4NJSUlUFIWFhYUsKCjguHHjmJubW2Jci8XidqwnS247VamgoMCtPaWtg9OnTzMpKelWN61MkhDeOpIQVrGVK1fSy8uLH330EY8dO8YxY8bQ39+/3AfsO2lncTgctFqtPHfuHI8dO8bTp08zLS2NiYmJXLlyJZ9//nn27NmzzBPhsLCwMuuKl/r167Nz587cvn27mkCWt4SFhfHf//63+k/XdQLiOuG7USn+T/DKlSul3tVwla+++qrEsP/97383nMcLL7ygnrRcm7y0bNlS/dt1F7JDhw6cPHmyOrxbt24cMWIE33vvPc6cOZNarZatWrViQkICExIS+PTTTzM2Npaenp7qd9q1a+d2p9XFlUAAYGxsrDrugAEDCICNGzfma6+9xoULF7J79+7quF26dKGvry9DQkI4d+5cZmZmqsnl9cq7777LZ599ttS6e+65h0DRHZdTp07Rw8ODDzzwABs3buw2Xu/evblp0ya3dewqPXr0KDH9gwcPMiMjg1lZWczIyFBP6K8tKSkp3LFjBxcsWEAADAwMVOsWL17MpUuXcvXq1Zw2bRqBosSkUaNGBMCcnBz17krPnj3dYn9tefXVV3nu3Dlu2LDBbfgzzzyjLkPxO8hA0UWHixcv0m63c+PGjdy0aRMVReGJEycIgB9//DGTkpL47bffXjf+w4YN48MPP1xiuJ+fX4X2s+JPCEycOJHdu3dn7969abFYePLkSX722Wdqvbe3N4cNG1buaa9cuZL333+/ug4efPBBAmDdunXdxnv//fdpNpuZkpLC8ePHV6j9QFHyCbjvxy1atGB8fLzbeEuXLqXVamVycjKfeuqpUpele/fujIqKYmpqKh944IEy94Xvv/++1O0WgNs+XrwUH3/OnDkl6iMjI6nX65mdnc34+HjOnj2bly5dcrsD7CorVqxQ93PXnfjRo0dz/Pjx7N69e5kXaEorTz31FD09PdmuXTu34T///DP379/PGTNmqMeMpk2blvj+O++8Q6fTSZPJxMTERLc2XjtuUlISX3/9dT733HPs378/J0yYoF7oAlDijnDz5s2ZkpLCvn37qsOef/55xsbGlrgg8o9//KPE/H7//XeaTCYuWbKEgwYNYkhICBs0aMD09HR269aN06ZNo8lk4ty5c9Xv3Hfffdy0aRNXrVpFoOhCZlBQkFrfoUMH7tmzh48//jgBsH///rx48aL6dE3jxo3ZokUL7t+/n+Hh4XzmmWf45Zdf8tSpUxw5cqTbXfKgoCCmp6er+1lSUhIdDgfPnj3LDRs2cO/evTxx4gS7devGmJgYnjx5krt27VK/77qoMmnSJD755JNct24dt27dyri4OHU/a968OWNiYpiQkMD169dz/vz5XL16Ne+5554SFy7efvttLlu2jMuWLePUqVOZkJDAbt26ce/evUxJSeHZs2d58uRJLly4kPPmzWNcXBwtFot6UaVXr15cvHgxf/vtNy5dupTDhg1jv379+Pnnn3Pnzp2cM2cOhwwZwvXr1/Oll17i008/zZCQECYkJPDixYtcuHAhO3bsyIkTJzI1NZVbtmzhc889x/vvv7/EBebipU+fPhw4cCBXrVrF0aNHEyg6X5g/fz4/+eQTbt68mcHBwZw8eTIzMjL4888/8+uvv2b//v05YsQIJiYmcurUqZw4cSKnT5/OmTNnslOnTmzatCk3b97M2NhYDhs2jCtWrGBKSgovXbrEffv2cfDgwZw9ezZzcnK4b98+jhs3jh9++CHXrVvH7777jo888oi6jaSlpXHdunVcs2aN2u61a9fyueeeI1D0/yQpKYk//vgj33rrLXWcgQMHcs6cOWzTpg23bNlyS+60l+ZOOse900lCWMXuv/9+9bEel2bNmnHChAnl+n513VkURaHD4aDT6aTdbqfZbKbdblfvxBVnNBp5/Phx7tq1iydPnuTq1avZt29fNm/enP3792f79u2ZkJDA3Nxct4Tu7NmzXLlyJWfPns1p06axZ8+e6slLnz59OGjQIAJFd1N2795d6pVAq9XKN998k3379mX//v3VO26udiYnJ9PT05PLly9Xryxu27aNAwYMYGJiIr/44gvOmDGD//3vfzlixAjOnDmzxHw2btzI8ePHMzY2lgMHDuS8efPYq1cv6nQ6AqBWq6WXl5fbyYWrFE88IiIiWKNGDfVzt27d2LdvXy5fvvy6V3sPHTrEgQMHskePHup3XY/duoorMQ8NDWXbtm3Ztm1bDh06lOnp6ep08vLy+MYbb/CVV15xS+KOHj3KvLw8FhQUkCy6+t+sWTM2bNiQjz76KHfu3EmbzUa73c6vv/5a3RdWrVrFJk2aqNMJDAxUT+KvLdcmNH379uWePXuue0Lr5eVVZl2TJk144cIF5ufnuz3CWto0vvzySzUGQ4YMUetiY2PV5LK09XUri+tR3z9SyrooExMT43YBo7SSkpJCm83GdevW3fQy7Nmzx217KG87Syt9+vRhbm7uTbepXbt25Zpvly5d3D7Xr1/f7a5n8XL33XdzxYoVHDVqVJnTu/aCwY2Kr69vhcZ3PTERExNT4lH6mylxcXHlfholLCyMPj4+lTbvqiotW7Zkx44dq7wdxcu1x3cpf71y7UXwa+9i3yrV9Ry3KmhI6Ru6qtjtdvj5+eGrr77C008/rQ4fM2YMUlNTS+2kwWazuXVUYjAYULduXej1egQFBd2SdqtWrQKWL7+18xR/CgIo+Wa2m5wmCbg6ibn6d2XPo6JIwmgyQXE6odVq4R8QAK1WCw2KYuB0OuGh1aqd2xgMBlhtNlitVrXteoMB9erWRVBQEJyKAtvVepvNBpDw8fVFaEiIOk+Hw4ECqxUajQbnz59HREQEgoOCYLXZ4KPTuXV4wqvje3p6qvMjiYKrr0pwOBw4n5EBf39/eHl5ISAwEIWFhdDn50NRFNSMiIBBr4fm6jK4eiQ1m83QeXtDIeF0OqEoStGyFRTAx9cX58+fx11NmsDX1xfBISHw9vJCZmYmomrVQqHdjqCgIJjNZiiKAo1GAz9/f3h6eECr1UKv18PpdMLHx0ftgIYkCh0O+Pr4gACMBgNsNhtCw8JwITMTTkVB/Xr1YLXZkJ2djbCwMOTk5IBX2xVesybq1KkD7zI6QnJc7aRHg6KOh2x2OwIDAkAAJqMR9sJChIeH4/KlS/Dz90dAQAA0AJyKgtzcXNSoUQP6/HyYLRY4Cguh0WiKXi2h0aDQboe3TqduFxqNBja7HU6nEzarFSEhIWpvuIqi4PLly9D5+MDHxweXLl2Ch1YLP39/+Pv5IS8/HyaTCU6nEyajEZFRUfDy9ISPry8KLBaEhIbCbDbDUVgIDw8PmC0WBAUGIvfiRbV3UyoKvLy8cPnyZeTr9QgKDERoaKjacyoB2KxWWAoK4OfnB59i6yAnJwdeXl4IDQ2FzW6Hw+GAv58ftFot8vLzERgQgLz8fOjz8+Hl5QVvb++iTmw0GgQEBMD76jso/f39UWC14vjx4wgLDUV4zZrw9PCAoijQ6/Xw8fUt6uwJRR34FO9oigCcDgf0ej2Cg4Nhs9uh8/ZGgdUKby8vWAoKijpQIlFYWAijyQStRoOcnBw0aNAAPj4+sFgs8PP3h9fVZXY4ncjNzYXdZkOB1QoqCho3aQKj0Vi0/2q1CAkOBlDUwZDeYECNsDAQRT0Z5+TkIO/KFTRp0gQmsxk2mw01w8OL3rmpKAAJs8WCkOBg+Pj4IF+vh4eHBwx6PUwmE6Jr14a/v3/RcUGjgY9OB41GA6fTCavVijNnzsDX17coLjodvLy8UFhYiMzMTNSuUwcFFgtOnTqFqFq10KxpU2i1Wly+cgUFFgvOpaejWdOmIImAwED46HRQFAWZFy7Ay9MTBVYroqKikJGRgV9//RV333UX8vLy0Oyee+Dh4QGT0QithweCgoJw7uxZmEwm2O12dOrcGfr8fGi1WlhtNihOJzRaLfz9/HD27FnYbDaE1agBrUaDK3l5qBkejoCAAGivTtNgMKivWfHw8ICnlxfy8vKg8/bGpcuXi/b5wkJERkYiMDAQ2dnZCLx6fPL08IBOp4PVZgNJ2KxWhIaGQlEU6Hx8cCEzE0FBQbBfPZZptFrUDA/HpUuX4FQUUFFQUFCARo0bF70ayNNTXT++vr6wWCzIzsmB/9XXxkRERsJRWAizxQKdtzc8vbyg0WhgLShAWFgY/Pz8QADp6emwFhSgRng4NFf/P9nsdmg1GvgHBKCwsBCBgYEArp6vXX1dDa/u+06HAzabDWazGb5X9z2zxaLuswUFBQgODkZWVhaAog7YfH191eOj0WhE7dq1i/ZlEmazGZkXLiAsNBQajQaRkZEwmc3IzMyExWxGREQEfP38EBgYiPy8PBQUFEAhUWi3o3bt2tAbDPD19YWfnx+8vbxQYLXCbDKh0OFAUFAQ/P38YLPZcCUvD4EBAQgKCoLNZoPJZEJhYSFIIioqChqNBiRhMpng5+8Pi9WKwK1bS/+n+iczGAwIDg6umnPcakYSwip04cIF1K5dGykpKWoPk0BRL5SffvopTpw4UeI7U6ZMwT//+c8SwyUhFEIIIYQQlUqrBdaurZJZS0J468iL6W8D13a1z6vdgZdm4sSJiI+PVz+77hBWibi4oiKEEEIIIYS4I0lCWIXCw8Ph4eGB7Oxst+G5ubmIjIws9Ts6nU59LEsIIYQQQgghboa8mL4KeXt7495770VycrLb8OTkZLdHSIUQQgghhBDizyB3CKtYfHw8Bg0ahA4dOqBz585YsmQJ0tPTMXz48KpumhBCCCGEEOIvThLCKhYXF4fLly9j6tSpyMrKQsuWLZGUlKT25iWEEEIIIYQQfxbpZfQOJz0wCSGEEEKIvxo5x7115DeEQgghhBBCCFFNSUIohBBCCCGEENWUJIRCCCGEEEIIUU1JQiiEEEIIIYQQ1ZQkhEIIIYQQQghRTUlCKIQQQgghhBDVlLyH8A7nemuIwWCo4pYIIYQQQghROVzntvKGvD+fJIR3OKPRCACoW7duFbdECCGEEEKIymU0GhEcHFzVzfhLkxfT3+EURcGFCxcQGBgIjUZT1c2pMIPBgLp16yIjI0NeOnoTJI6VQ+JYeSSWlUPiWDkkjpVHYlk5JI43RhJGoxHR0dHQauVXbn8muUN4h9NqtahTp05VN+OmBQUFyQGxEkgcK4fEsfJILCuHxLFySBwrj8Syckgcr0/uDN4akm4LIYQQQgghRDUlCaEQQgghhBBCVFOSEIoqpdPpMHnyZOh0uqpuyh1N4lg5JI6VR2JZOSSOlUPiWHkklpVD4ihuJ9KpjBBCCCGEEEJUU3KHUAghhBBCCCGqKUkIhRBCCCGEEKKakoRQCCGEEEIIIaopSQiFEEIIIYQQopqShFD86Xbu3IknnngC0dHR0Gg0WLt2rVs9SUyZMgXR0dHw9fVFt27dcPTo0app7G1sxowZuO+++xAYGIiIiAg89dRTOHHihNs4EsvyWbRoEVq3bq2+ELhz587YtGmTWi9x/GNmzJgBjUaDsWPHqsMkljc2ZcoUaDQatxIVFaXWSwwrJjMzEwMHDkSNGjXg5+eHtm3b4tChQ2q9xPPGGjRoUGKb1Gg0GDlyJACJYXk5HA4kJCSgYcOG8PX1RaNGjTB16lQoiqKOI7EUtwNJCMWfzmw2o02bNli4cGGp9bNmzcKcOXOwcOFCHDhwAFFRUejRoweMRuMtbuntbceOHRg5ciT27t2L5ORkOBwOPPbYYzCbzeo4EsvyqVOnDmbOnImDBw/i4MGDeOSRR/Dkk0+q/4QljhV34MABLFmyBK1bt3YbLrEsnxYtWiArK0stR44cUeskhuWXl5eHLl26wMvLC5s2bcKxY8cwe/ZshISEqONIPG/swIEDbttjcnIyAKBfv34AJIbl9d5772Hx4sVYuHAhjh8/jlmzZuH999/HBx98oI4jsRS3BQpxCwHgN998o35WFIVRUVGcOXOmOsxqtTI4OJiLFy+ughbeOXJzcwmAO3bsICmxvFmhoaH8+OOPJY5/gNFo5F133cXk5GQ+9NBDHDNmDEnZJstr8uTJbNOmTal1EsOKGT9+PLt27VpmvcTzjxkzZgwbN25MRVEkhhXQq1cvDh061G1Y3759OXDgQJKyPYrbh9whFFXqzJkzyM7OxmOPPaYO0+l0eOihh7Bnz54qbNntT6/XAwDCwsIASCz/KKfTiZUrV8JsNqNz584Sxz9g5MiR6NWrFx599FG34RLL8jt16hSio6PRsGFD9O/fH6dPnwYgMayo9evXo0OHDujXrx8iIiLQrl07fPTRR2q9xLPi7HY7EhMTMXToUGg0GolhBXTt2hXff/89Tp48CQD4+eefsXv3bvztb38DINujuH14VnUDRPWWnZ0NAIiMjHQbHhkZiXPnzlVFk+4IJBEfH4+uXbuiZcuWACSWFXXkyBF07twZVqsVAQEB+Oabb9C8eXP1n7DEsXxWrlyJn376CQcOHChRJ9tk+XTs2BGfffYZ7r77buTk5GDatGmIiYnB0aNHJYYVdPr0aSxatAjx8fGYNGkS9u/fj9deew06nQ6DBw+WeP4Ba9euRX5+Pl544QUAsl9XxPjx46HX69GsWTN4eHjA6XRi+vTpGDBgAACJpbh9SEIobgsajcbtM8kSw8T/GzVqFNLS0rB79+4SdRLL8mnatClSU1ORn5+P1atXY8iQIdixY4daL3G8sYyMDIwZMwZbtmyBj49PmeNJLK8vNjZW/btVq1bo3LkzGjdujE8//RSdOnUCIDEsL0VR0KFDB7z77rsAgHbt2uHo0aNYtGgRBg8erI4n8Sy/Tz75BLGxsYiOjnYbLjG8sVWrViExMRErVqxAixYtkJqairFjxyI6OhpDhgxRx5NYiqomj4yKKuXqSc91lcwlNze3xBUzUWT06NFYv349tm/fjjp16qjDJZYV4+3tjSZNmqBDhw6YMWMG2rRpg/nz50scK+DQoUPIzc3FvffeC09PT3h6emLHjh1YsGABPD091XhJLCvG398frVq1wqlTp2R7rKBatWqhefPmbsPuuecepKenA5DjZEWdO3cOW7duxcsvv6wOkxiW35tvvokJEyagf//+aNWqFQYNGoTXX38dM2bMACCxFLcPSQhFlWrYsCGioqLUHsyAot8r7NixAzExMVXYstsPSYwaNQpr1qzBtm3b0LBhQ7d6ieXNIQmbzSZxrIDu3bvjyJEjSE1NVUuHDh3w/PPPIzU1FY0aNZJY/gE2mw3Hjx9HrVq1ZHusoC5dupR4Hc/JkydRv359AHKcrKhly5YhIiICvXr1UodJDMvPYrFAq3U/1fbw8FBfOyGxFLeNKurMRlQjRqORhw8f5uHDhwmAc+bM4eHDh3nu3DmS5MyZMxkcHMw1a9bwyJEjHDBgAGvVqkWDwVDFLb+9vPrqqwwODuYPP/zArKwstVgsFnUciWX5TJw4kTt37uSZM2eYlpbGSZMmUavVcsuWLSQljjejeC+jpMSyPN544w3+8MMPPH36NPfu3cvevXszMDCQZ8+eJSkxrIj9+/fT09OT06dP56lTp7h8+XL6+fkxMTFRHUfiWT5Op5P16tXj+PHjS9RJDMtnyJAhrF27Njdu3MgzZ85wzZo1DA8P57hx49RxJJbidiAJofjTbd++nQBKlCFDhpAs6nZ58uTJjIqKok6n44MPPsgjR45UbaNvQ6XFEACXLVumjiOxLJ+hQ4eyfv369Pb2Zs2aNdm9e3c1GSQljjfj2oRQYnljcXFxrFWrFr28vBgdHc2+ffvy6NGjar3EsGI2bNjAli1bUqfTsVmzZlyyZIlbvcSzfDZv3kwAPHHiRIk6iWH5GAwGjhkzhvXq1aOPjw8bNWrEt956izabTR1HYiluBxqSrJJbk0IIIYQQQgghqpT8hlAIIYQQQgghqilJCIUQQgghhBCimpKEUAghhBBCCCGqKUkIhRBCCCGEEKKakoRQCCGEEEIIIaopSQiFEEIIIYQQopqShFAIIYQQQgghqilJCIUQQgghhBCimpKEUAghhBBCCCGqKUkIhRBCCCGEEKKakoRQCCGEEEIIIaopSQiFEEIIIYQQopqShFAIIYQQQgghqilJCIUQQgghhBCimpKEUAghhBBCCCGqKUkIhRBCCCGEEKKakoRQCCGEEEIIIaopSQiFEEIIIYQQopqShFAIIYQQQgghqilJCIUQQgghhBCimpKEUAghhBBCCCGqKUkIhRBCCCGEEKKa+j/INVcuiq0OEAAAAABJRU5ErkJggg==' width=900.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "uc = ex.GetSolutions()[0][0].DirectUnitCell()\n",
    "c = pyobjcryst.crystal.Crystal(uc[0], uc[1], uc[2], uc[3], uc[4], uc[5], \"P1\")\n",
    "pdiff = p.AddPowderPatternDiffraction(c)\n",
    "\n",
    "# Plot with indexing in new figure\n",
    "p.plot(diff=False,fig=None,hkl=True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fit the profile and background\n",
    "We use a maximum sin(theta)/lambda because we don't really need high angle/high resolution data.\n",
    "\n",
    "This will go faster and is more reliable for spacegroup indexing and structure solution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No background, adding one automatically\n",
      "Selected PowderPatternDiffraction:    with Crystal:  \n",
      "Profile fitting finished.\n",
      "Remember to use SetExtractionMode(False) on the PowderPatternDiffraction object\n",
      "to disable profile fitting and optimise the structure.\n",
      "Fit result: Rw=  5.51% Chi2=  34095.69  GoF=    4.43  LLK=  6397.991\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "50cd64fe049f4d809cb72a8d8d2c0d72",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=900.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p.SetMaxSinThetaOvLambda(0.3)\n",
    "p.quick_fit_profile(auto_background=True,plot=False, init_profile=True,verbose=True)\n",
    "p.quick_fit_profile(plot=False, init_profile=False, asym=True, displ_transl=True, verbose=False)\n",
    "\n",
    "# Plot in new figure\n",
    "p.plot(diff=True, fig=None, hkl=True)\n",
    "print(\"Fit result: Rw=%6.2f%% Chi2=%10.2f  GoF=%8.2f  LLK=%10.3f\" %\n",
    "      (p.rw * 100, p.chi2, p.chi2/p.GetNbPointUsed(), p.llk))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Find the spacegroup\n",
    "The SpaceGroupExplorer can be used to find the optimal spacegroup. \n",
    "\n",
    "What `RunAll()` does is try all spacegroups and settings which are compatible with the unit cell (in this case all monoclinic and triclinic), and perform a profile fit (Le Bail only, we don't refine profile parameters or background since these parameters should be OK).\n",
    "\n",
    "From this several values are extracted for each spacegroup setting:\n",
    "* **Rw** - the standard full-profile weighted R factor $R_{wp}$\n",
    "* **GoF**: the chi2 (full profile  $\\chi^2=\\Sigma\\frac{(obs-calc)^2}{\\sigma^2}$) divided by the number of points used\n",
    "* **nGoF**: this is the Goodness-of-Fit, but computed on integration intervals defined by P1 reflections, and then multiplied by the number of reflections used divided by the number of reflections for the P1 spacegroup. This is more discriminating and allows to put forward spacegroups which yield a good fit with more extinctions.\n",
    "* **reflections** is the number of reflections actually taken into account for this spacegroup up to the maximum sin(theta)/lambda\n",
    "* **extinct446** gives the number of extinct reflections for 0<=H<=4 0<=K<=4 0<=L<=6 (which is used internally as a unique fingerprint for the extinctions)\n",
    "\n",
    "Some C++ verbose output does not appear here but will be in the jupyter server log if you see it.\n",
    "\n",
    "The results are sorting by ascending **nGOF**\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Beginning spacegroup exploration... 37 to go...\n",
      "P 1 21/c 1    nGoF=   1.4866 GoF=  13.575 Rw= 6.50 [ 92 reflections, extinct446= 17]\n",
      "P 1 21 1      nGoF=   1.6488 GoF=  14.108 Rw= 6.61 [101 reflections, extinct446=  2]\n",
      "P 1 21/m 1    nGoF=   1.6488 GoF=  14.108 Rw= 6.61 [101 reflections, extinct446=  2]\n",
      "P 1 2/c 1     nGoF=   1.6649 GoF=  13.922 Rw= 6.58 [ 96 reflections, extinct446= 15]\n",
      "P 1 c 1       nGoF=   1.6649 GoF=  13.922 Rw= 6.58 [ 96 reflections, extinct446= 15]\n",
      "P 1 2 1       nGoF=   1.8392 GoF=  14.458 Rw= 6.69 [105 reflections, extinct446=  0]\n",
      "P 1 m 1       nGoF=   1.8392 GoF=  14.458 Rw= 6.69 [105 reflections, extinct446=  0]\n",
      "P 1 2/m 1     nGoF=   1.8392 GoF=  14.458 Rw= 6.69 [105 reflections, extinct446=  0]\n",
      "P 1           nGoF=   3.2428 GoF=  14.982 Rw= 6.80 [186 reflections, extinct446=  0]\n",
      "P -1          nGoF=   3.2428 GoF=  14.982 Rw= 6.80 [186 reflections, extinct446=  0]\n",
      "P 1 21/n 1    nGoF=   5.4155 GoF=  26.697 Rw= 9.11 [ 92 reflections, extinct446= 19]\n",
      "P 1 n 1       nGoF=   5.7672 GoF=  27.063 Rw= 9.17 [ 96 reflections, extinct446= 17]\n",
      "P 1 2/n 1     nGoF=   5.7672 GoF=  27.063 Rw= 9.17 [ 96 reflections, extinct446= 17]\n",
      "Chosen spacegroup (smallest nGoF):  P 1 21/c 1\n",
      "  (#  1) P 1           : Rwp=  6.80%  GoF=    14.98  nGoF=     3.24  (186 reflections,   0 extinct)\n",
      "  (#  2) P -1          : Rwp=  6.80%  GoF=    14.98  nGoF=     3.24  (186 reflections,   0 extinct) [same extinctions as:P 1]\n",
      "  (#  3) P 1 2 1       : Rwp=  6.69%  GoF=    14.46  nGoF=     1.84  (105 reflections,   0 extinct)\n",
      "  (#  4) P 1 21 1      : Rwp=  6.61%  GoF=    14.11  nGoF=     1.65  (101 reflections,   2 extinct)\n",
      "  (#  5) C 1 2 1       : Rwp= 62.70%  GoF=  1246.13  nGoF=   311.68  ( 52 reflections,  84 extinct)\n",
      "  (#  5) A 1 2 1       : Rwp= 62.83%  GoF=  1253.74  nGoF=   313.87  ( 53 reflections,  85 extinct)\n",
      "  (#  5) I 1 2 1       : Rwp= 60.91%  GoF=  1196.43  nGoF=   246.94  ( 52 reflections,  87 extinct)\n",
      "  (#  6) P 1 m 1       : Rwp=  6.69%  GoF=    14.46  nGoF=     1.84  (105 reflections,   0 extinct) [same extinctions as:P 1 2 1]\n",
      "  (#  7) P 1 c 1       : Rwp=  6.58%  GoF=    13.92  nGoF=     1.66  ( 96 reflections,  15 extinct)\n",
      "  (#  7) P 1 n 1       : Rwp=  9.17%  GoF=    27.06  nGoF=     5.77  ( 96 reflections,  17 extinct)\n",
      "  (#  7) P 1 a 1       : Rwp=  9.26%  GoF=    27.58  nGoF=     5.97  ( 97 reflections,  14 extinct)\n",
      "  (#  8) C 1 m 1       : Rwp= 62.70%  GoF=  1246.13  nGoF=   311.68  ( 52 reflections,  84 extinct) [same extinctions as:C 1 2 1]\n",
      "  (#  8) A 1 m 1       : Rwp= 62.83%  GoF=  1253.74  nGoF=   313.87  ( 53 reflections,  85 extinct) [same extinctions as:A 1 2 1]\n",
      "  (#  8) I 1 m 1       : Rwp= 60.91%  GoF=  1196.43  nGoF=   246.94  ( 52 reflections,  87 extinct) [same extinctions as:I 1 2 1]\n",
      "  (#  9) C 1 c 1       : Rwp= 62.51%  GoF=  1236.15  nGoF=   280.76  ( 47 reflections,  93 extinct)\n",
      "  (#  9) A 1 n 1       : Rwp= 62.99%  GoF=  1258.62  nGoF=   291.60  ( 49 reflections,  93 extinct)\n",
      "  (#  9) I 1 a 1       : Rwp= 59.00%  GoF=  1120.91  nGoF=   221.05  ( 48 reflections,  93 extinct)\n",
      "  (#  9) A 1 a 1       : Rwp= 62.99%  GoF=  1258.62  nGoF=   291.60  ( 49 reflections,  93 extinct) [same extinctions as:A 1 n 1]\n",
      "  (#  9) C 1 n 1       : Rwp= 62.51%  GoF=  1236.15  nGoF=   280.76  ( 47 reflections,  93 extinct) [same extinctions as:C 1 c 1]\n",
      "  (#  9) I 1 c 1       : Rwp= 59.00%  GoF=  1120.91  nGoF=   221.05  ( 48 reflections,  93 extinct) [same extinctions as:I 1 a 1]\n",
      "  (# 10) P 1 2/m 1     : Rwp=  6.69%  GoF=    14.46  nGoF=     1.84  (105 reflections,   0 extinct) [same extinctions as:P 1 2 1]\n",
      "  (# 11) P 1 21/m 1    : Rwp=  6.61%  GoF=    14.11  nGoF=     1.65  (101 reflections,   2 extinct) [same extinctions as:P 1 21 1]\n",
      "  (# 12) C 1 2/m 1     : Rwp= 62.70%  GoF=  1246.13  nGoF=   311.68  ( 52 reflections,  84 extinct) [same extinctions as:C 1 2 1]\n",
      "  (# 12) A 1 2/m 1     : Rwp= 62.83%  GoF=  1253.74  nGoF=   313.87  ( 53 reflections,  85 extinct) [same extinctions as:A 1 2 1]\n",
      "  (# 12) I 1 2/m 1     : Rwp= 60.91%  GoF=  1196.43  nGoF=   246.94  ( 52 reflections,  87 extinct) [same extinctions as:I 1 2 1]\n",
      "  (# 13) P 1 2/c 1     : Rwp=  6.58%  GoF=    13.92  nGoF=     1.66  ( 96 reflections,  15 extinct) [same extinctions as:P 1 c 1]\n",
      "  (# 13) P 1 2/n 1     : Rwp=  9.17%  GoF=    27.06  nGoF=     5.77  ( 96 reflections,  17 extinct) [same extinctions as:P 1 n 1]\n",
      "  (# 13) P 1 2/a 1     : Rwp=  9.26%  GoF=    27.58  nGoF=     5.97  ( 97 reflections,  14 extinct) [same extinctions as:P 1 a 1]\n",
      "  (# 14) P 1 21/c 1    : Rwp=  6.50%  GoF=    13.58  nGoF=     1.49  ( 92 reflections,  17 extinct)\n",
      "  (# 14) P 1 21/n 1    : Rwp=  9.11%  GoF=    26.70  nGoF=     5.42  ( 92 reflections,  19 extinct)\n",
      "  (# 14) P 1 21/a 1    : Rwp=  9.20%  GoF=    27.22  nGoF=     5.61  ( 93 reflections,  16 extinct)\n",
      "  (# 15) C 1 2/c 1     : Rwp= 62.51%  GoF=  1236.15  nGoF=   280.76  ( 47 reflections,  93 extinct) [same extinctions as:C 1 c 1]\n",
      "  (# 15) A 1 2/n 1     : Rwp= 62.99%  GoF=  1258.62  nGoF=   291.60  ( 49 reflections,  93 extinct) [same extinctions as:A 1 n 1]\n",
      "  (# 15) I 1 2/a 1     : Rwp= 59.00%  GoF=  1120.91  nGoF=   221.05  ( 48 reflections,  93 extinct) [same extinctions as:I 1 a 1]\n",
      "  (# 15) A 1 2/a 1     : Rwp= 62.99%  GoF=  1258.62  nGoF=   291.60  ( 49 reflections,  93 extinct) [same extinctions as:A 1 n 1]\n",
      "  (# 15) C 1 2/n 1     : Rwp= 62.51%  GoF=  1236.15  nGoF=   280.76  ( 47 reflections,  93 extinct) [same extinctions as:C 1 c 1]\n",
      "  (# 15) I 1 2/c 1     : Rwp= 59.00%  GoF=  1120.91  nGoF=   221.05  ( 48 reflections,  93 extinct) [same extinctions as:I 1 a 1]\n",
      "Restoring best spacegroup: P 1 21/c 1\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "21c878098773470195010edfce00adfd",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
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       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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OhoDB06FEFBQZgwYQI2b96Mffv2IS0tTW5j6GqGEKLarJTGthEVMnJWZ/bs2cjNzZV/Ll26VMsjJSKiRk2nA2bOBMqTMxBR43TgwAEoFArk5OTYuivUyDhkQPjtt9/ip59+wjPPPFNr2wcffBDOzs5yfSc/Pz+DhcVv3Lghj/D5+fnJI4GS7OxsaDSaGttImZZqqlHn6uoKLy8vvR8iInJgZ84Ay5cDL79s654QEZEdcsiA8OOPP0aPHj2MKoj+448/QqPRyOlwQ0JCkJubi+PHj8ttvvvuO+Tm5qJv375ym8zMTFy9elVuk5ycDFdXV7luXkhICA4ePKhXMDU5ORn+/v5VppISERHVimtxiIjIDI0qICwoKMCpU6dw6tQpAMD58+dx6tQpXLx4UW6Tl5eHTZs2GRwd/PXXX/Haa6/hxIkTuHDhAnbt2oUnn3wS3bt3R79+/QAAgYGBGDFiBKKjo3Hs2DEcO3YM0dHRCAsLQ8eOHQEAoaGh6Ny5MyIjI5Geno79+/djxowZiI6Olkf0pNp4UVFRyMzMxJYtW7B48WLExcVxgS0RERGRAyouLkZsbCx8fX3h5uaGhx56CKmpqXptDh8+jAceeABubm7o3bs3MjIy5Nt+//13PProo/D29kaTJk3QpUsX7Nq1q74fBtmZRhUQnjhxAt27d0f37t0BAHFxcejevTvmz58vt0lMTIQQAn//+9+r/L2Liwv279+P4cOHo2PHjoiNjUVoaCj27dsHlUolt0tISEDXrl0RGhqK0NBQ3H///Vi/fr18u0qlQlJSEtzc3NCvXz+Eh4fjsccew/Lly+U2arUae/fuxeXLl9GzZ0/ExMQgLi4OcXFxdfHUEBEREVED99JLL+HLL7/EJ598grS0NLRr1w7Dhw/HrVu35DYzZ87E8uXLkZqaCl9fX4wePRoajQYA8MILL6C4uBgHDx5ERkYG3njjDTRt2tRWD4fsRKOtQ+goWKOFiMjB/fgjEBQEPPUU8N//2ro3RDYn1SGsWNvuzp07OHv2bL33pVOnTvDw8DCq7e3bt+Ht7Y1169YhIiICAKDRaNCmTRu8+OKLCA4OxqBBg5CYmIjx48cDAG7duoV77rkH69atQ3h4OO6//348/vjjePXVV+vsMVmToddKwnPc+uOwZSeIiIgaBS4zIKrV2bNn5TwO9enkyZN48MEHjWr766+/QqPRyMuUgLI6o7169cKZM2cQHBwMoCwPhaR58+bo2LEjzpw5AwCIjY3F888/j+TkZAwdOhSPP/447r//fis+ImqMGBASERERUaPWqVMnnDx50ib3a6zqyo9VLltmiHT7M888g+HDhyMpKQnJyclYsmQJVqxYgenTp5vYc3IkDAiJiIiIqFHz8PAweqTOVtq1awcXFxccOnRIb8roiRMn8OKLL8rtjh07hnvvvRdAWVmzn3/+WS/wbN26NZ577jk899xzmD17Nj766CMGhFQjBoRERESNgBACnDxKZL+aNGmC559/HjNnzkTz5s1x77334s0338SdO3cwdepUfP/99wCA1157DS1atEDLli0xZ84c+Pj44LHHHgMAvPjiixg5ciQ6dOiA7OxsfP311wgMDLThoyJ7wICQiIjIjl27dg0tAZw+fRpdbN0ZIrLI0qVLodPpEBkZifz8fPTs2RN79uyBt7e3Xpt//vOfOHfuHB544AFs374dLi4uAIDS0lK88MILuHz5Mry8vDBixAisWrXKVg+H7ASzjNo5ZmAiInJsP2/dig5jx+JQhw546KefbN0dIpurKXMlNSzMMtowNKo6hERERI5Gp9MBAKeLEhGRWRgQEhER2TF5og/LTxARkRkYEBIREdmx6lLVExERGYMBIRERkR3TlQeE/EInIiJz8PuDiIjIjklrCDlllIiIzMGAkIiIyI5JI4QMB4mIyBwMCImIiOyYKC0t+w9HCImIyAwMCImIiOyYkMpOMCAkIiIzMCAkIiKyY4J1CIkIwIIFC9CtWzdbd4PsEANCIiIiO8YRQiIisgQDQiIiIjum4xpCIiKyAANCIiIie8Yso0SNhk6nwxtvvIF27drB1dUV9957LxYtWgQAmDVrFjp06AAPDw/87W9/w7x586DRaGrc33//+1906dIFrq6uaNWqFaZNm1YfD4PsjJOtO0BERETmKy0fIeSUUSL7N3v2bHz00UdYtWoVHnroIVy9ehVnz54FAHh6emLdunXw9/dHRkYGoqOj4enpiZdeesngvtasWYO4uDgsXboUI0eORG5uLg4fPlyfD4fsBANCIiIiOyaVnWA4SGTf8vPz8fbbb+Pdd9/FlClTAAD33XcfHnroIQDA3Llz5bZt2rRBfHw8Pv/882oDwn//+9+Ij4/HP//5T3lbcHBwHT4CslcMCImIiOyYjiOERLW7cwcoH2mrV506AR4eRjU9c+YMiouLMWTIEIO3b968GW+99RZ++eUXFBQUQKvVwsvLy2Db69ev48qVK9Xui6giBoRERER2jElliIxw9izQo0f93+/Jk8CDDxrV1N3dvdrbjh07hgkTJmDhwoUYPnw41Go1EhMTsWLFCpP3RVQZA0IiIiI7ptNqy/7DgJCoep06lQVntrhfI7Vv3x7u7u7Yv38/nnnmGb3bDh8+jICAAMyZM0fe9vvvv1e7L09PT7Rp0wb79+/HoEGDTO83ORQGhERERHZMxzWERLXz8DB6pM5W3NzcMGvWLLz00ktwcXFBv379cOPGDfz4449o164dLl68iMTERAQHByMpKQlbtmypcX8LFizAc889B19fX4wcORL5+fk4fPgwpk+fXk+PiOwFA0IiIiI7xoCQqPGYN28enJycMH/+fFy5cgWtWrXCc889h6lTp+Jf//oXpk2bhuLiYowaNQrz5s3DggULqt3XlClTUFRUhFWrVmHGjBnw8fHBE088UX8PhuyGQojyAkZkl/Ly8qBWq5Gbm1vtwmIiImq89r7+OobNn48fHnwQ99tiShxRA1NUVITz58+jbdu2cHNzs3V3qAY1vVY8x60/jaow/cGDB/Hoo4/C398fCoUCW7du1bs9KioKCoVC76dPnz56bYqLizF9+nT4+PigSZMmGD16NC5fvqzXJjs7G5GRkVCr1VCr1YiMjEROTo5em4sXL+LRRx9FkyZN4OPjg9jYWJSUlOi1ycjIwIABA+Du7o67774br732GhifExGRKYROV/4ffn8QEZHpGlVAePv2bTzwwAN49913q20zYsQIXL16Vf7ZtWuX3u0vvvgitmzZgsTERBw6dAgFBQUICwuTC/8CQEREBE6dOoXdu3dj9+7dOHXqFCIjI+XbS0tLMWrUKNy+fRuHDh1CYmIivvzyS8THx8tt8vLyMGzYMPj7+yM1NRWrV6/G8uXLsXLlSis+I0RE1OgxECQiIgs0qjWEI0eOxMiRI2ts4+rqCj8/P4O35ebm4uOPP8b69esxdOhQAMCGDRvQunVr7Nu3D8OHD8eZM2ewe/duHDt2DL179wYAfPTRRwgJCcFPP/2Ejh07Ijk5GadPn8alS5fg7+8PAFixYgWioqKwaNEieHl5ISEhAUVFRVi3bh1cXV0RFBSEn3/+GStXrkRcXBzrSRERkXEYEBIRkQUa1QihMQ4cOABfX1906NAB0dHRuH79unzbyZMnodFoEBoaKm/z9/dHUFAQjhw5AgA4evQo1Gq1HAwCQJ8+faBWq/XaBAUFycEgAAwfPhzFxcU4Wb6+4+jRoxgwYABcXV312ly5cgUXLlyotv/FxcXIy8vT+yEiIgdWHhAyLCQiInM4VEA4cuRIJCQk4Ouvv8aKFSuQmpqKwYMHo7i4GACQlZUFFxcXeHt76/1dy5YtkZWVJbfx9fWtsm9fX1+9Ni1bttS73dvbGy4uLjW2kX6X2hiyZMkSee2iWq1G69atTXkKiIiosZHWEBIREZmhUU0Zrc348ePl/wcFBaFnz54ICAhAUlISxo0bV+3fCSH0pnAams5pjTZSQpmapovOnj0bcXFx8u95eXkMComIHJicjIxTR4mIyAwONUJYWatWrRAQEIBz584BAPz8/FBSUoLs7Gy9dtevX5dH7/z8/HDt2rUq+7px44Zem8qjfNnZ2dBoNDW2kaavVh45rMjV1RVeXl56P0RE5MA4QkhERBZw6IDw5s2buHTpElq1agUA6NGjB5ydnbF37165zdWrV5GZmYm+ffsCAEJCQpCbm4vjx4/Lbb777jvk5ubqtcnMzMTVq1flNsnJyXB1dUWPHj3kNgcPHtQrRZGcnAx/f3+0adOmzh4zERE1MhwZJCIiCzSqgLCgoACnTp3CqVOnAADnz5/HqVOncPHiRRQUFGDGjBk4evQoLly4gAMHDuDRRx+Fj48Pxo4dCwBQq9WYOnUq4uPjsX//fqSnp2PSpEno2rWrnHU0MDAQI0aMQHR0NI4dO4Zjx44hOjoaYWFh6NixIwAgNDQUnTt3RmRkJNLT07F//37MmDED0dHR8oheREQEXF1dERUVhczMTGzZsgWLFy9mhlEiIjIJ6xASEZElGlVAeOLECXTv3h3du3cHAMTFxaF79+6YP38+VCoVMjIyMGbMGHTo0AFTpkxBhw4dcPToUXh6esr7WLVqFR577DGEh4ejX79+8PDwwI4dO6BSqeQ2CQkJ6Nq1K0JDQxEaGor7778f69evl29XqVRISkqCm5sb+vXrh/DwcDz22GNYvny53EatVmPv3r24fPkyevbsiZiYGMTFxemtDyQiIqoVA0EiArBgwQJ069atTu9j3bp1aNasWZ3eB9W/RpVUZuDAgX8trjdgz549te7Dzc0Nq1evxurVq6tt07x5c2zYsKHG/dx7773YuXNnjW26du2KgwcP1tonIiKiarHsBBERWaBRjRASERE5GsGkMkREZAEGhERERPaMU0aJGg2dToc33ngD7dq1g6urK+69914sWrQIADBr1ix06NABHh4e+Nvf/oZ58+ZBo9HUuL///ve/6NKlC1xdXdGqVStMmzatxvbZ2dmYPHkyvL294eHhgZEjR8rZ+CvaunUrOnToADc3NwwbNgyXLl2Sb/v+++8xaNAgeHp6wsvLCz169MCJEyfMeDaovjAgJCIismMK1iEkajRmz56NN954A/PmzcPp06exceNGuRyZp6cn1q1bh9OnT+Ptt9/GRx99hFWrVlW7rzVr1uCFF17AP/7xD2RkZGD79u1o165djfcfFRWFEydOYPv27Th69CiEEHjkkUf0As87d+5g0aJF+OSTT3D48GHk5eVhwoQJ8u0TJ07EPffcg9TUVJw8eRIvv/wynJ2dLXxmqC41qjWEREREjkaaMspwkMi+5efn4+2338a7776LKVOmAADuu+8+PPTQQwCAuXPnym3btGmD+Ph4fP7553jppZcM7u/f//434uPj8c9//lPeFhwcXO39nzt3Dtu3b8fhw4flUmoJCQlo3bo1tm7diieffBIAoNFo8O6776J3794AgE8++QSBgYE4fvw4evXqhYsXL2LmzJno1KkTAKB9+/bmPiVUTzhCSEREZM84QkjUKJw5cwbFxcUYMmSIwds3b96Mhx56CH5+fmjatCnmzZuHixcvGmx7/fp1XLlypdp9Pffcc2jatKn8I92/k5OTHOgBQIsWLdCxY0ecOXNG3ubk5ISePXvKv3fq1AnNmjWT28TFxeGZZ57B0KFDsXTpUvz666+mPRFU7zhCSEREZM+YZZTIKM/vfB5/5P9Rb/d3t+fdWBO2xuj27u7u1d527NgxTJgwAQsXLsTw4cOhVquRmJiIFStWmLwvAHjttdcwY8YMvW3VZeoXQlSpkW2oZra0bcGCBYiIiEBSUhL+97//4dVXX0ViYqJc95saHgaEREREdkxwhJDIKKYEZ7bQvn17uLu7Y//+/XjmmWf0bjt8+DACAgIwZ84cedvvv/9e7b48PT3Rpk0b7N+/H4MGDapyu6+vL3x9ffW2de7cGVqtFt999508ZfTmzZv4+eefERgYKLfTarU4ceIEevXqBQD46aefkJOTI08RBYAOHTqgQ4cO+Ne//oW///3vWLt2LQPCBowBIRERkT2Tyk4wICSya25ubpg1axZeeukluLi4oF+/frhx4wZ+/PFHtGvXDhcvXkRiYiKCg4ORlJSELVu21Li/BQsW4LnnnoOvry9GjhyJ/Px8HD58GNOnTzfYvn379hgzZgyio6PxwQcfwNPTEy+//DLuvvtujBkzRm7n7OyM6dOn45133oGzszOmTZuGPn36oFevXigsLMTMmTPxxBNPoG3btrh8+TJSU1Px+OOPW/W5IuviGkIiIiJ7ximjRI3GvHnzEB8fj/nz5yMwMBDjx4/H9evXMWbMGPzrX//CtGnT0K1bNxw5cgTz5s2rcV9TpkzBW2+9hffffx9dunRBWFiYwRISFa1duxY9evRAWFgYQkJCIITArl279LKEenh4YNasWYiIiEBISAjc3d2RmJgIAFCpVLh58yYmT56MDh06IDw8HCNHjsTChQstf3KozihEdROGyS7k5eVBrVYjNzcXXl5etu4OERHVs13PPotHPvwQJzt3Ro8ff7R1d4hsrqioCOfPn0fbtm3h5uZm6+5QDWp6rXiOW384QkhERGTHWHaCiIgswYCQiIjIjrEwPRERWYIBIRERkR3jCCEREVmCASEREZEdk6qBMSAkIiJzMCAkIiKyY6xDSERElmBASEREZM84ZZTIICbSb/j4GjUMDAiJiIjsGU+oiPSoVCoAQElJiY17QrW5c+cOAOjVOaT652TrDhAREZEFOGWUSI+TkxM8PDxw48YNODs7Q6nk+EdDI4TAnTt3cP36dTRr1kwO4sk2GBASERHZs/JAUCgUtTQkcgwKhQKtWrXC+fPn8fvvv9u6O1SDZs2awc/Pz9bdcHgMCImIiOwZ1xASVeHi4oL27dtz2mgD5uzszJHBBoIBIRERkT3jlFEig5RKJdzc3GzdDaIGj5OqiYiI7JiUpY/hIBERmYMBIRERkT0rnzLKEUIiIjIHA0IiIiJ7xkCQiIgswICQiIjIjjG3KBERWYIBIRERkR3jGkIiIrJEowoIDx48iEcffRT+/v5QKBTYunWrfJtGo8GsWbPQtWtXNGnSBP7+/pg8eTKuXLmit4+BAwdCoVDo/UyYMEGvTXZ2NiIjI6FWq6FWqxEZGYmcnBy9NhcvXsSjjz6KJk2awMfHB7GxsVVSH2dkZGDAgAFwd3fH3Xffjddee03+YiciIjIKy04QEZEFGlVAePv2bTzwwAN49913q9x2584dpKWlYd68eUhLS8NXX32Fn3/+GaNHj67SNjo6GlevXpV/PvjgA73bIyIicOrUKezevRu7d+/GqVOnEBkZKd9eWlqKUaNG4fbt2zh06BASExPx5ZdfIj4+Xm6Tl5eHYcOGwd/fH6mpqVi9ejWWL1+OlStXWvEZISKiRo9lJ4iIyAKNqg7hyJEjMXLkSIO3qdVq7N27V2/b6tWr0atXL1y8eBH33nuvvN3DwwN+fn4G93PmzBns3r0bx44dQ+/evQEAH330EUJCQvDTTz+hY8eOSE5OxunTp3Hp0iX4+/sDAFasWIGoqCgsWrQIXl5eSEhIQFFREdatWwdXV1cEBQXh559/xsqVKxEXFweFgqtCiIiodgoGgkREZIFGNUJoqtzcXCgUCjRr1kxve0JCAnx8fNClSxfMmDED+fn58m1Hjx6FWq2Wg0EA6NOnD9RqNY4cOSK3CQoKkoNBABg+fDiKi4tx8uRJuc2AAQPg6uqq1+bKlSu4cOFCtX0uLi5GXl6e3g8RETkuwRFCIiKyQKMaITRFUVERXn75ZURERMDLy0vePnHiRLRt2xZ+fn7IzMzE7Nmz8f3338uji1lZWfD19a2yP19fX2RlZcltWrZsqXe7t7c3XFxc9Nq0adNGr430N1lZWWjbtq3Bfi9ZsgQLFy4070ETEVHjwzqERERkAYcMCDUaDSZMmACdTof3339f77bo6Gj5/0FBQWjfvj169uyJtLQ0PPjggwBgcDqnEEJvuzltpKu8NU0XnT17NuLi4uTf8/Ly0Lp162rbExFRI8dAkIiILOBwU0Y1Gg3Cw8Nx/vx57N27V2900JAHH3wQzs7OOHfuHADAz88P165dq9Luxo0b8gifn5+fPBIoyc7OhkajqbHN9evXAaDK6GJFrq6u8PLy0vshIiIHxoCQiIgs4FABoRQMnjt3Dvv27UOLFi1q/Zsff/wRGo0GrVq1AgCEhIQgNzcXx48fl9t89913yM3NRd++feU2mZmZuHr1qtwmOTkZrq6u6NGjh9zm4MGDeqUokpOT4e/vX2UqKRERUbWk2SUMDImIyAyNKiAsKCjAqVOncOrUKQDA+fPncerUKVy8eBFarRZPPPEETpw4gYSEBJSWliIrKwtZWVlyUPbrr7/itddew4kTJ3DhwgXs2rULTz75JLp3745+/foBAAIDAzFixAhER0fj2LFjOHbsGKKjoxEWFoaOHTsCAEJDQ9G5c2dERkYiPT0d+/fvx4wZMxAdHS2P6EVERMDV1RVRUVHIzMzEli1bsHjxYmYYJSIi0zCpDBERWaBRBYQnTpxA9+7d0b17dwBAXFwcunfvjvnz5+Py5cvYvn07Ll++jG7duqFVq1byj5Qd1MXFBfv378fw4cPRsWNHxMbGIjQ0FPv27YNKpZLvJyEhAV27dkVoaChCQ0Nx//33Y/369fLtKpUKSUlJcHNzQ79+/RAeHo7HHnsMy5cvl9tIZTAuX76Mnj17IiYmBnFxcXrrA4mIiIzGgJCIiMygEILfIPYsLy8ParUaubm5XE9IROSAdo4YgbA9e3C4TRv0O3/e1t0hIrIKnuPWn0Y1QkhERORoFOVlJ7iGkIiIzMGAkIiIyJ5xDSEREVmAASEREZE9YyBIREQWYEBIRERkzzhCSEREFmBASEREZM+kOoQ27gYREdknBoRERET2jCOERERkAQaERERE9oyBIBERWYABIRERkT2TpowyMCQiIjMwICQiIrJjCk4ZJSIiCzAgJCIismcMBImIyAIMCImIiOwZRwiJiMgCDAiJiIjsGQNBIiKyAANCIiIie8akMkREZAEGhERERPaMgSAREVmAASEREZE94wghERFZgAEhERGRPWMgSEREFmBASEREZM84QkhERBZgQEhERGTHWJieiIgswYCQiIjInjEQJCIiCzAgJCIiIiIiclAMCImIiOyYgmsIiYjIAgwIiYiI7BkDQSIisgADQiIiInvGEUIiIrIAA0IiIiJ7xkCQiIgswICQiIjInnGEkIiILMCAkIiIyJ6VB4IMB4mIyByNKiA8ePAgHn30Ufj7+0OhUGDr1q16twshsGDBAvj7+8Pd3R0DBw7Ejz/+qNemuLgY06dPh4+PD5o0aYLRo0fj8uXLem2ys7MRGRkJtVoNtVqNyMhI5OTk6LW5ePEiHn30UTRp0gQ+Pj6IjY1FSUmJXpuMjAwMGDAA7u7uuPvuu/Haa69B8AovERGZgFlGiYjIEo0qILx9+zYeeOABvPvuuwZvf/PNN7Fy5Uq8++67SE1NhZ+fH4YNG4b8/Hy5zYsvvogtW7YgMTERhw4dQkFBAcLCwlBaWiq3iYiIwKlTp7B7927s3r0bp06dQmRkpHx7aWkpRo0ahdu3b+PQoUNITEzEl19+ifj4eLlNXl4ehg0bBn9/f6SmpmL16tVYvnw5Vq5cWQfPDBERNVoMBImIyBKikQIgtmzZIv+u0+mEn5+fWLp0qbytqKhIqNVq8Z///EcIIUROTo5wdnYWiYmJcps//vhDKJVKsXv3biGEEKdPnxYAxLFjx+Q2R48eFQDE2bNnhRBC7Nq1SyiVSvHHH3/IbT777DPh6uoqcnNzhRBCvP/++0KtVouioiK5zZIlS4S/v7/Q6XRGP87c3FwBQN4vERE5lt1duggBiLRmzWzdFSIiq+E5bv1pVCOENTl//jyysrIQGhoqb3N1dcWAAQNw5MgRAMDJkyeh0Wj02vj7+yMoKEhuc/ToUajVavTu3Vtu06dPH6jVar02QUFB8Pf3l9sMHz4cxcXFOHnypNxmwIABcHV11Wtz5coVXLhwwfpPABERNU4cISQiIgs4TECYlZUFAGjZsqXe9pYtW8q3ZWVlwcXFBd7e3jW28fX1rbJ/X19fvTaV78fb2xsuLi41tpF+l9oYUlxcjLy8PL0fIiJyXFxDSERElnCYgFCiUCj0fhdCVNlWWeU2htpbo42QvtRr6M+SJUvkZDZqtRqtW7euse9ERERERETVcZiA0M/PD0DV0bfr16/LI3N+fn4oKSlBdnZ2jW2uXbtWZf83btzQa1P5frKzs6HRaGpsc/36dQBVRzErmj17NnJzc+WfS5cu1fzAiYioceMIIRERWcBhAsK2bdvCz88Pe/fulbeVlJQgJSUFffv2BQD06NEDzs7Oem2uXr2KzMxMuU1ISAhyc3Nx/Phxuc13332H3NxcvTaZmZm4evWq3CY5ORmurq7o0aOH3ObgwYN6pSiSk5Ph7++PNm3aVPs4XF1d4eXlpfdDRESOi4EgERFZolEFhAUFBTh16hROnToFoCyRzKlTp3Dx4kUoFAq8+OKLWLx4MbZs2YLMzExERUXBw8MDERERAAC1Wo2pU6ciPj4e+/fvR3p6OiZNmoSuXbti6NChAIDAwECMGDEC0dHROHbsGI4dO4bo6GiEhYWhY8eOAIDQ0FB07twZkZGRSE9Px/79+zFjxgxER0fLAVxERARcXV0RFRWFzMxMbNmyBYsXL0ZcXFytU1iJiIgkDAiJiMgSTrbugDWdOHECgwYNkn+Pi4sDAEyZMgXr1q3DSy+9hMLCQsTExCA7Oxu9e/dGcnIyPD095b9ZtWoVnJycEB4ejsLCQgwZMgTr1q2DSqWS2yQkJCA2NlbORjp69Gi92ocqlQpJSUmIiYlBv3794O7ujoiICCxfvlxuo1arsXfvXrzwwgvo2bMnvL29ERcXJ/eZiIjIKJwySkREFlAIwW8Qe5aXlwe1Wo3c3FxOHyUickD72rfH0F9+wQ+enrifmaeJqJHgOW79aVRTRomIiBwVFxsQEZE5GBASERHZM04ZJSIiCzAgJCIismMMBImIyBIMCImIiOyZFBAyMCQiIjMwICQiojozceJEW3eh0ePaQSIiskSjKjtBRES28dJLL1XZJoTAkSNHbNAbByOtIbRxN4iIyD4xICQiIoslJCRg48aNVbZ/8803NuiNY1EwqQwREVmAASEREVns6aefRmBgIHx9ffW2T5482UY9IiIiImMwICQiIou9/vrrBrfHxsbWc08cEKeMEhGRBZhUhoiIyI5xyigREVmCASEREZE9YyBIREQWYEBIRERERETkoBgQEhGRxb744gt0794dkyZNwieffIKOHTsiODgY27dvt3XXGj1OGSUiIkswqQwREVlsxYoVOHz4MPLz89GtWzecPXsWbm5uGDp0KEaPHm3r7hEREVE1GBASEZHF3N3d4eHhAQ8PDwwZMgRqtRoA4OTEr5m6pmCWUSIisgCnjBIRkcW6deuG0tJSAMCGDRsAACUlJWjRooUtu+UQOGWUiIgswUu3RERksbfeeqvKNhcXF2zevLn+O0NERERG4wghERGRHeOUUSIisgQDQiIiInvGqaJERGQBBoRERFRnsrKybN0Fh8E1hEREZA4GhEREVGcmT55s6y40egwEiYjIEkwqQ0REFuvVq1eVbUIInDt3zga9cUxcQ9g4paenY968eXB2dsbMmTPRt29fAMDUqVPx8ccf27h3RNQYMCAkIiKL5efnIyMjo0rdwWHDhtmoR46DZScat9jYWKxduxZOTk6YOXMmjh07hri4OPz222+27hoRNRKcMkpERBZbvHgx8vPzq2yfO3euDXrjYBgINmoKhQLt2rVDmzZtsGnTJuTl5SE6OhpardbWXSOiRoIBIRGRkSZOnGjrLjRYY8eOhbe3t/z72bNnAQADBgywVZcchqLSv9S4+Pr64sKFC/LvCxYswIABA5Cammq7ThFRo6IQgpcW7VleXh7UajVyc3Ph5eVl6+4QNQovvfRSlW1CCGzevBnnz5+3QY/sz+DBg/H111/buhsO4ZiPD/rcvInfnZ0RUFJi6+4QEVkFz3Hrj8ONELZp0wYKhaLKzwsvvAAAiIqKqnJbnz599PZRXFyM6dOnw8fHB02aNMHo0aNx+fJlvTbZ2dmIjIyEWq2GWq1GZGQkcnJy9NpcvHgRjz76KJo0aQIfHx/ExsaihF/mRDaXkJCAUaNG6f2EhYWhRYsWtu6a3XB2drZ1FxwPr+8SEZEZHC6pTGpqKkpLS+XfMzMzMWzYMDz55JPythEjRmDt2rXy7y4uLnr7ePHFF7Fjxw4kJiaiRYsWiI+PR1hYGE6ePAmVSgUAiIiIwOXLl7F7924AwD/+8Q9ERkZix44dAIDS0lKMGjUKd911Fw4dOoSbN29iypQpEEJg9erVdfb4iah2Tz/9NAIDA+Hr66u3nSUUjLdnzx5bd8FhMJkMERFZwuGnjL744ovYuXMnzp07B4VCgaioKOTk5GDr1q0G2+fm5uKuu+7C+vXrMX78eADAlStX0Lp1a+zatQvDhw/HmTNn0LlzZxw7dgy9e/cGABw7dgwhISE4e/YsOnbsiP/9738ICwvDpUuX4O/vDwBITExEVFQUrl+/bvTQOIfTiYgc23ctWqD3rVu46OSEezUaW3eHiMgqeI5bfxxuymhFJSUl2LBhA55++mkoFH8txz9w4AB8fX3RoUMHREdH4/r16/JtJ0+ehEajQWhoqLzN398fQUFBOHLkCADg6NGjUKvVcjAIAH369IFardZrExQUJAeDADB8+HAUFxfj5MmTdfaYiYiocZHLTti4H1S/Kp6HEBFZwuGmjFa0detW5OTkICoqSt42cuRIPPnkkwgICMD58+cxb948DB48GCdPnoSrqyuysrLg4uKil00PAFq2bImsrCwAQFZWVpWpZkBZprCKbVq2bKl3u7e3N1xcXOQ2hhQXF6O4uFj+PS8vz+THTUREjQ+njjZO4eHhVbYJIZCRkWGD3hBRY+TQAeHHH3+MkSNH6o3SSdNAASAoKAg9e/ZEQEAAkpKSMG7cuGr3JYTQG2Ws+H9L2lS2ZMkSLFy4sPoHRUREDoWBYOOWmpqKr7/+GkrlX5O6hBCIjIy0Ya+IqDFx2Cmjv//+O/bt24dnnnmmxnatWrVCQEAAzp07BwDw8/NDSUkJsrOz9dpdv35dHvHz8/PDtWvXquzrxo0bem0qjwRmZ2dDo9FUGTmsaPbs2cjNzZV/Ll26VPuDJSKT7N27F71790bfvn2RmJgobx81apQNe0VkGKeMNm4zZ86Ep6cnAgIC5J82bdpg2rRptu4aETUSDhsQrl27Fr6+vrWe4N28eROXLl1Cq1atAAA9evSAs7Mz9u7dK7e5evUqMjMz0bdvXwBASEgIcnNzcfz4cbnNd999h9zcXL02mZmZuHr1qtwmOTkZrq6u6NGjR7X9cXV1hZeXl94PEVnXq6++ij179mDfvn04fvw4pk+fDp1Ohzt37ti6azaXnp6OsLAwjB07Vl4TDQBTp061Ya+IGq+YmBj4+PhU2V5xRhMRkSUccsqoTqfD2rVrMWXKFDg5/fUUFBQUYMGCBXj88cfRqlUrXLhwAa+88gp8fHwwduxYAIBarcbUqVMRHx+PFi1aoHnz5pgxYwa6du2KoUOHAgACAwMxYsQIREdH44MPPgBQVnYiLCwMHTt2BFC2GLxz586IjIzEsmXLcOvWLcyYMQPR0dEM8ohsTKVSoVmzZgCAlStXYt26dRgzZgwKCgps27EGIDY2FmvXroWTkxNmzpyJY8eOIS4uDr/99putu+awOEJIRESWcMgRwn379uHixYt4+umn9barVCpkZGRgzJgx6NChA6ZMmYIOHTrg6NGj8PT0lNutWrUKjz32GMLDw9GvXz94eHhgx44dcg1CoKywddeuXREaGorQ0FDcf//9WL9+vd59JSUlwc3NDf369UN4eDgee+wxLF++vO6fACKSabXaKtu6deuGCxcuyL9HRUUhLi4O+fn59dizhkmhUKBdu3Zo06YNNm3ahLy8PERHRxt8Hql+cS0hERGZw+HrENo71mghMl1GRgZmzZqFnJwcODk5QaPRwMfHB4sXL0bXrl1t3b0G7YknnsDy5cvRpk0beduGDRvwzDPPoKioyHYdc2BpajUezMvDVaUSrUpLbd0dqif5+fl6F6uJGhue49YfBoR2jgcLkekefvhhbNy4Ea1bt5a3Xbx4ERMnTsS3335rw54RmS7dywvd8/ORpVTCjwFho/Ppp59i2bJlcHZ2Rnh4OF5++WUAwODBg/H111/buHdEdYfnuPXHIaeMEpFjKy0thVqt1tvm5eWFUp5Mkx3jGsLGac2aNUhLS0NaWho8PDzwxBNP4M6dO+D1fCKyFodMKkNEjm3p0qUICwuDi4sLvLy8kJubC61WizfeeKPGv8vKyoKfn1899ZLIOEwq07gplUo4OzsDKEvqFBgYiJEjR+LWrVs27hkRNRYMCInI4fTv3x8HDx5EYWEhcnJy4O3tDTc3t1r/bvLkyUhOTq6HHhKZzhGSyqSnp2PevHlwdnbGzJkz5VJOU6dOxccff2zj3tWNUaNG4cKFC/K63WHDhsHf3x/x8fG27RgRNRoMCInIYbm7u8Pd3b3K9l69elXZJoTAuXPn6qNbdik0NJTBso0oHSAQlDhi2ZNXXnlF7/ezZ8+iS5cu2L17t416RESNDQNCIqJK8vPzkZGRoVenFCi7Mu/owsPDq2wTQiAjI8MGvSFHI5U9AYBNmzZhwYIFDlf2JCYmhslkiMiqGBASEVWyePFi5Ofnw9vbW2/73LlzbdSjhiM1NRVff/01lMq/cpIJIRAZGWnDXjk2R1pD6Ovrqzd9csGCBdiwYYNend/GTlpPSERkLSw7YeeYkpfIdHv37sXcuXOhUqkQGxuLCRMmAChbq5OUlFSl/dmzZ9GpU6f67maD9P777yM8PBw+Pj562z///HOMHz/eRr1ybBlNmqDrnTu4qVCghU5n6+4QEVkFz3HrD8tOEJHDefXVV7Fnzx7s27cPx48fx/Tp06HT6XDnzh2D7WNiYuq5hw1XTExMlWAQAINBG1JU+peIiMgUDAiJyOGoVCo0a9YMHh4eWLlyJXr06IExY8agoKDAYHtO0aKGzJGmjBIRkfUxICQih9OtWzdcuHBB/j0qKgpxcXHIz8832H7Pnj311DMi8zlqQJienm7rLhAR2TWuIbRznF9NDdXEiRORkJBg625YTdGkSVCOHAmXiRNt3ZUGKSsrC35+frbuhkM67eGBzoWFyAHQrJF/pb///vt6vwshsGbNGsTExHBqN1Ejw3Pc+sMso0RkkZdeeqnKNiEEjhw5YoPe1B23hAQgIQFgQGjQ5MmTWYfQRhxpyuh7772HgIAAhIeHQ6Eoe8RKpRJNmza1cc+IiOwXA0IiskhCQgI2btxYZfs333xjg95QXevVq1eVbUIInDt3zga9IcAxAkFJZmYmPvvsM2zatAnh4eEYP348Pv/8c0yePNnWXSMislsMCInIIk8//TQCAwPh6+urt90eT9A47bF2+fn5yMjIgJOT/tfHsGHDbNQjx6DVaqs85xJHGiFUKBSIiIjAhAkTkJCQgNGjR+PPP/+0dbeIiOwak8oQkUVef/31KsEgAMTGxtqgN5apzyA2PT0dYWFhGDt2rN702qlTp9ZbH8yxePFig8l35s6da4PeNG4ZGRl45JFH0LdvXwwePBghISF49NFHkZGRYbC9IwSEEqVSicjISGzfvh1bt261dXfMYq+fAUTU+HCEkIgcTkOY9hgbG4u1a9fCyckJM2fOxLFjxxAXF4fffvut3vpgjrFjx+r9fvbsWXTq1AkDBgywUY8ar5iYGGzcuBGtW7eWt128eBETJ07Et99+K29z5DqESqUS/v7+tu6GWez1M4CIGh+OEBKRw8nPz8eRI0dw/Phx+Sc1NRXBwcH11geFQoF27dqhTZs22LRpE/Ly8hAdHQ2tVltvfbAGZnasO6WlpVCr1XrbvLy8UFpaqrfNkaaMNiaN5TOAiOwfRwiJyOFI0x69vb31ttfntEdfX19cuHABbdq0AQAsWLAAGzZswPr16+utD9bg7Oxs6y40WkuXLkVYWBhcXFzg5eWF3NxcaLVavPHGG1Xa6uA4AWFxcTF+/PFH3Lp1C82bN0dQUBBcXFxs3S2TNZbPACKyf6xDaOdYo4UaqtDQ0MZVhqA8xT34kUn1rLCwEDk5OfD29oabm1uV239xdUWbkhKUAPBo5O/P9evXY82aNQgODoaXlxdycnKQlpaG559/HpMmTbJ194jIiniOW384QkhEFgkPD6+yTQhRbeKLBumXX4D27YHTp4HAQFv3hkiPu7s73N3dq71dIQQEHGOE8IMPPsChQ4egVP614kWr1WLgwIEMCImIzMSAkIgskpqaiq+//lrvBE0IgcjISBv2ykSZmWX/fvklwGyZZGcUAErhGAGhu7s7UlJSMGjQIABlnzUpKSkGR06JiMg4TCpDRBaZOXMmPD09ERAQIP+0adMG06ZNs3XXjHfXXWX/Xr5c73d969Yt/PLLL7h165bRf8N09Y4rPT29yjYFHGcN4fr167Ft2zb069cPffr0Qf/+/bFz505s2LDB1l0zmymfAUw4Q0R1gSOERGSR6rJMjh8/vp57Yr5rV66gJYCCggI0NdSgDtZl7d+/H/Pnz4ePj4+8Fio7OxsLFy7EkCFDavxbe0hX/8cff2DOnDn4v//7v2oLqlPN3n//fb3fhRBYs2YNYmJi9I47hRAohWN8ofv5+eGtt96yaR+0Wq1V3tPGfgZkZGRg1qxZyMnJgZOTEzQaDXx8fLB48WJ07drV4n4QETnC9wcRUY1OpqbiEZTVeOts4HZRWmr10Zf58+dj9+7d8PT0lLfl5eVh5MiRtQaEUrp6ANi0aRMWLFjQ4NLVz58/H5988glmzJiBoKAgW3fHLr333nsICAhAeHg4FOVJjZRKJZo21b9soQAcZg2hQevXA336lK0DriN1EZQZ+xlgbD1KIiJzccooETk8j/KU9ZpqAqrSkhKr36dSqcSNGzf0tt24cUNvLWZ1pHT1kgULFmDAgAFITU21djfNJoqLMRLg6KAFMjMzMWnSJGzbtg0uLi6IjIzEPffcg8mTJ+u1UwqBUoXCcQPCyZNR2r9/nd5FTEwMPvjgAxw5cgQHDx7E0aNH8d5771lUh9PYzwBj61GSY0pJScHQoUMRFxeH5ORkdO/eHQMHDsTRo0dt3TWyIw4VEC5YsAAKhULvx8/PT75dCIEFCxbA398f7u7uGDhwIH788Ue9fRQXF2P69Onw8fFBkyZNMHr0aFyutO4oOzsbkZGRUKvVUKvViIyMRE5Ojl6bixcv4tFHH0WTJk3g4+OD2NhYlNTBSSeRrWRlZdm6C0ZzK6+lp6nmBKsuAsIPP/wQ8fHxCAkJQZ8+fRASEoKZM2fiww8/rPVvN2/eLNcuk0yaNAlFRUVW76e5wr7/HrsAuP/xh627YrcUCgUiIiLw5ZdfQqvVYvTo0fjzzz8NttXVc98amtvXr9fp/usiKDP2M0CqRzl06FCMGzcOQ4YMwZgxYwzWoyTHM2vWLKxduxZPPfUUpkyZgh07duCrr77C7Nmzbd01siMOd+m2S5cu2Ldvn/y7SqWS///mm29i5cqVWLduHTp06IB///vfGDZsGH766Sd5SseLL76IHTt2IDExES1atEB8fDzCwsJw8uRJeV8RERG4fPkydu/eDQD4xz/+gcjISOzYsQNA2RfLqFGjcNddd+HQoUO4efMmpkyZAiEEVq9eXV9PBVGdmjx5st3UIZQCQq1GY/D2uggIAwMDsWXLFqvvt6FQ37kDAFAUFtq4J/ZPqVQiMjISEydONHihRQlAKBRQNPIahDXR1vFjl4IyFxcXeHl5ITc3F1qt1qKgzNjPgP79++PgwYO11qMkx+Tm5obWrVujdevWCAwMxD333ANA//yWqDYOFxA6OTnpjQpKhBB46623MGfOHIwbNw4A8Mknn6Bly5bYuHEjnn32WeTm5uLjjz/G+vXrMXToUADAhg0b0Lp1a+zbtw/Dhw/HmTNnsHv3bhw7dgy9e/cGAHz00UcICQnBTz/9hI4dOyI5ORmnT5/GpUuX4O/vDwBYsWIFoqKisGjRIhbfJLvSq1evKtuEEDh37pwNemOm8qv89TlC2NjpdGVjVqUNaF2jvVMqlfJ3RkUKIRwmy2hlOo0GStT9CGlDCMpqq0dJjsnPzw+lpaVQqVT4+uuvAZQlPpI+g4mM4VBTRgHg3Llz8Pf3R9u2bTFhwgQ5K9/58+eRlZWF0NBQua2rqysGDBggp3U/efIkNBqNXht/f38EBQXJbY4ePQq1Wi0HgwDQp08fqNVqvTZBQUF6X+zDhw9HcXExTp48WXcPnqgO5Ofn48iRIzh+/Lj8k5qaiuDgYFt3zWiilqBFx6DGZKJ8xIbrnOqeAoBOoXC8L3QARbm5AIBSRf2Ew+7u7mjVqhVH6KjBSExMrDIa6OTkhL1799qoR2SPHOr7o3fv3vj000+xZ88efPTRR8jKykLfvn1x8+ZNeRpOy5Yt9f6mZcuW8m1ZWVlwcXGBt7d3jW18fX2r3Levr69em8r34+3tDRcXl1rXXRUXFyMvL0/vh8iWFi9ejPz8/Crb59pRgffaAsK6GiEsLi5GWloa9u3bh7S0NIvXEVe8WGVruvKAsCFlPm0sKn9PSHUIHVFh+fp8cwPChpiQw9DnqeTKlSs4cOCAXlIpIkOY0ItM4VDvlpEjR8r/79q1K0JCQnDffffhk08+QZ8+fQBATu0tEUJU2VZZ5TaG2pvTxpAlS5Zg4cKFNbYhqk9jx47V+/3s2bPo1KkTBgwYYKMemU4aARTVHH91ERCuX78ea9asQXBwsFyDLC0tDc8//zwmTZpU49+Gh4dX2SaEQEZGhtX7aS4pINRxhNDqKq/PVQKQwm6h0+HU999j3rx5cHZ2xsyZM9G3b18AwNSpU/Hxxx/Xf4frkBQQVnfs1mbWrFnYtGkTcnJyEBoaitTUVHh4eGDcuHE4cOBAlfa3bt3CrVu30Lx5czRv3tyimoSffvopli1bBmdnZ4SHh+Pll18GAIwZM0ae+gcA48aNw1dffYUPP/wQGzduRN++ffH999+jb9++mDNnjln3TdaVkpKC119/Hffffz9GjBiBWbNmQa1WY8mSJQgJCbF194hq5VABYWVNmjRB165dce7cOTz22GMAyq68tmrVSm5z/fp1eTTPz88PJSUlyM7O1hslvH79uvyF6+fnh2vXrlW5rxs3bujt57vvvtO7PTs7GxqNpsrIYWWzZ89GXFyc/HteXp5ebSIiW4uJidE7mbEHQkomU81Jpa6aZDOW+OCDD3Do0CG9FPNarRYDBw6sNSBMTU3F119/rfe3QghERkZavZ/mkqeMcoTQbEavzxUCuvL3gtDpEBsbi7Vr18LJyQkzZ87EsWPHEBcXJy+RaEzkKaNGlGsxxNiEHBWLyJeWluL48eMoKipCmzZt5GzhptYkXLNmDdLS0uDs7Ix33nkHTzzxBD799FP52JFIM4E+++wzveP+4YcfZkDYQJh6YYGooXGoKaOVFRcX48yZM2jVqhXatm0LPz8/vTnXJSUlSElJkYO9Hj16wNnZWa/N1atXkZmZKbcJCQlBbm4ujh8/Lrf57rvvkJubq9cmMzMTV69eldskJyfD1dUVPXr0qLHPrq6u8PLy0vshxzBx4kRbd8EozuUZO+1JrWsI6yAgdHd3R0pKyl99EAIpKSlGrU2aOXMmPD09ERAQIP+0adMG06ZNs3o/zSWd1NbFc+cojF2fq0TZGkKgLCBUKBRo164d2rRpg02bNiEvLw/R0dGNcvpu6e3bZf+a+fdSQg4ANSbkkIrIb9u2Dbm5uTh58iQuX74MT09Ps2sSKpVK+fMyNjYWzz77LEaOHFmltEi7du2wc+dOBAcHY8eOHcjPz8fBgwf1CtqTbUkXFrp27SpfWGjevHm9ZPrcu3cvevfujb59+2LJkiUICwvD2LFj5XNOoGx2AFFNHGqEcMaMGXj00Udx77334vr16/j3v/+NvLw8TJkyBQqFAi+++CIWL16M9u3bo3379li8eDE8PDwQEREBAFCr1Zg6dSri4+PRokULNG/eHDNmzEDXrl3lrKOBgYEYMWIEoqOj8cEHHwAoKzsRFhaGjh07Aihb59O5c2dERkZi2bJluHXrFmbMmIHo6GgGeISXXnqpyjYhhJyUqKHbs2ePrbtgMlusIVy/fj2WLl2KuXPnorS0FM7OzujZsyc2bNhQ699Wd+I5fvx4a3fTbNL099LiYhv3xH5J63Mrr1uvvD5Xgb+mTAoh4OvriwsXLsi1KhcsWIANGzZg/fr19dHteiXKj01zi04kJiZW2WYoIYdURN7T01OuSVixiLw5NQlHjRql9zoNGzYM/v7+iI+P12v3zjvvYPXq1UhPT8f27dvh7e2Nfv36Yd26dSbdH9UdW2b6fPXVV7Fnzx64uLigffv2GDx4MBYuXIg+ffpg5cqVjXZ2AFmXQwWEly9fxt///nf8+eefuOuuu9CnTx8cO3YMAQEBAMpOxAsLCxETE4Ps7Gz07t0bycnJelfhVq1aBScnJ4SHh6OwsBBDhgzBunXr9K4CJSQkIDY2Vk7wMHr0aLz77rvy7SqVCklJSYiJiUG/fv3g7u6OiIgILF++vJ6eCWrIEhISsHHjxirbv/nmGxv0xkxnzgCtWwNNm9q6J0aRAsLqTiprCxjN4efnh7feesvq+21odCzZYbbK63MBAEJUWZ9bseyC0OmwefPmKn82adKkWqci26O6GoGuvC5QKiKflZWF3Nxc3HPPPXBzc8MDDzyAIUOGmFWT8JVXXtH7/ezZs+jSpYtcw1ji4uKC+Pj4KoEiNRzGXlioCyqVCs2aNQMA3HfffRgyZAj++c9/IiAgoFHPDiArE2TXcnNzBQCRm5tr666QlcydO1dcu3atyva3337bBr0xg04nBCDE44/buidGO/LUU0IA4kC3bgZvv5CcXPaY6vIj8+OPhZg9u+72X892tm4tBCCOv/mmrbvSePz2W9l78Jtv9DbnAOJnV1chAFFcUGCbvtlIxiefCAGI31xc6v2+79y5I65cuSIKCwvN+vuIiAi93wcNGmSNbjV4aWlpYtSoUeKxxx4Thw8flrc//fTTNuyV/Zo2bZo4f/68EEKIxx9/XJw/f158/fXXomPHjkIIIdavXy9cXV1t2EPz8Ry3/jjUCCGRPXj99dcNbo+Nja3nnpipPMkDfvnFtv0wRflUr+ryFNbLOjhpjcfixUY1Ly4uxo8//ihnPAwKCoKLi4vRd5eenl63mSjLpzByhNCKpFIDe/YAAwfq3SRn2RTmTp60T/LovQ0et7GF4o1dBlBX66/r/Fg3kSMlPaprKSkpOHPmDN555x2MGDECv/76K6KiorBkyRKcPXsWQOOdHUDWxYCQiKxKe/EinACcLyxEW1t3xkhS2QlFNSeVDS0xiiUlKyT1dVLW0J47eyaaNIECQGleHiqmqqicVMaRSO8va5elDw0N1SvtYQljlwHUtP7akgtADS0Ak5IeAcCmTZuwYMGCRjmtMT09Hd27d6/T+2B2U7IWBoREZFUXzp5FOwDXsrPtJiCEFBBWczLd0IIaS0pWSOr6pExKKiM4Qmg1aT/8gB4Azhw/jqAK2/WSyuh0+OKLL7BkyRJ06dIFw4YNw+LFi+Hl5YV58+Zh9OjRtuh6nRG1XMypjaU1PfPz89G0adMaawg//fTTCAwMhK+vr972yZMnG3UfBi8AnTiB5194wajjvaEFYI0x6dH777+v97sQAmvWrEFMTIzJ2WdNYWzZlOo0tNFjsh0GhERkVZrCQgCAsh7SbVuLkLIDVpMlsKEFhFLJikGDBgEwrWSFpM5PyqQpow3subNnivL3py4/X2975RHCFStW4PDhw8jPz0e3bt1w9uxZuLm5YejQoY0uILT0/WVsTc+KReRbtWqFpKQk/PDDD3j44YfRuXNnlJSUYMWKFRhYaSovYPkygMoXgK7/979o/u676F9SYlRA2NACsMaY9Oi9995DQEAAwsPD5YsDSqUSTes4sVpN2U3z8/Ph6elZ40iltUaPr1y5An9//1rbpaSk4PXXX8f999+PESNGYNasWVCr1ViyZAlCQkJMuk+yLoeuQ0jUEFWsKVQxc9moUaNs2Cvj2WUAIF0pr26EsIFNZVq/fj22bduGfv36oU+fPujfvz927txpVMkKyebNm+UTRMmkSZNQVFRklT7K4zUWvh/spf5mfXArz3xZ+f2owF/PtxAC7u7u8PDwQMuWLTFkyBCo1Wq4urpWyZzZGMgjhGb+vbE1PaUi8mlpaTh37hyeeOIJxMXFoVOnTjh69Cj+97//1VmR+Mo1S3947z2kANCV12CsTV0f6wRkZmZi0qRJ2LZtG1xcXBAZGYl77rnH6FFgcyUmJiIhIQFdu3bFgw8+iDFjxuDDDz/EuHHj0LNnT7z33nuIjIysMoIpMadm6a5du/R+kpKSMGbMGOzatavW/s6aNQtr167FU089hSlTpmDHjh346quvMHv2bLOfA7KOxvftQGTnKtYUmjt3Lg4fPoy3334bd+7csXXXjGKXSUSkkUE7mTJqVyUrjAym7b3+Zn1QlU+L1FYayVYCEOWjR0KnQ7du3eRRA+kiQUlJCVq0aFGv/a0P0rFpbkoZY2t6Viwi7+3tjZEjRyIuLg733nsvgLJRuIqjjNb0/PPPY8qUKdBqtfDy8sLv586hBYB5w4bVyf2R6RQKBSIiIjBhwgQkJCRg9OjR+PPPP+vlvqWLFdLo9XfffYeFCxfKI5Q1jVSaM3ocFRWFnj17ok+fPhDln0k5OTk4ceIEHnnkkRr7aukUV6o7HCEkamCkmkIeHh5YuXIlevTogTFjxqCgoMDWXTOKPQaEorY1hA1shNCQOw00Q5+xNRwTEhIwatQovZ+wsLBGGcSYq7T82KocEFZeQ/jWW29VOcFycXExOFXP7plYDN5cUhF5AOjcuTMOHTqEwYMHy+sC8/Pz0bx58zq57zfffBOHDx/Gnj17kJubi/+0a4cfAPzXSklvLGXpKL5oRJlxlUolIiMjsX37dmzdurXe7lO6WHHlyhU89dRTmDNnDgoKCmodqTR29PjKlSvy/8+fP4+HH34YZ8+eRWhoKF599VW0b98e8+fPr7Wv0hRXAFWmuJJtcYSQqIHp1q2b3hW7qKgoBAQE4Pnnn7dtx4xk6RV7m6hlyqiozxFCIeT1d8Y6u349Ok2ejDOrVyOw0lS32ty6dUvOXGjNE1rpEQgjT9gtTbzRmE2cOBEJCQnyxZbKJ9COnGXU2AsOpqqcbEMqIj916lSsXbu2SntPT09s27bN4L727t2LuXPnQqVSITY2FhMmTABQFmQmJSXV2pfKoyrqK1fQHPV/Rd9ao/grVqxAfHw8fvjhBzz77LMAUOMazPoiHWfWoFQqjVpTZw3SxYo2bdpAoVBgyZIliIiIwMSJE80aqaw89VMIgQULFmDhwoV45JFH0KRJE8yePRv5+fl4++23sWrVKuTk5Bi174rLYCROTk7Yu3evSX0k62NASNTArF69usq2QYMGyTWFGjp7HCGURxkaQtmJkhLA1dWkP7n644/oBCBvxw7AyIBw//79mD9/Pnx8fOTMhdnZ2Vi4cCGGDBliRsf1yVkfjQwI7b7+phXUdsItH1uVLhhUHiF0JHV1bD733HNISEiwSqkGS5cBVE4c8lWHDtACKDUyGLZW1lljy2fUJikpCfHx8Zg5cybWrVuHjh074vr16xg7diwOHz5s0r6qU1P2TEOzDqw5Pd2agaUxpIsVkrNnz8oBt06nQ1ZWlkn7M3ZKqKenJ+bOnYu8vDyLz08a4/pme8NXgIisStjjCKFUmL66EcL6nDKq1ZocEDqXj+y53LpVy6618hfv/PnzsXv3bnh6esq35+XlYeTIkVYJCKXgul6fOztX2wl3daPvKhhXmD4rKwt+fn7W6GqDYen7q7qT959//tlqpRqkZQAAsHLlSqxbt86kZQBVRlUUCjgB+CAiwqi/t1bWWWNH8WsLiG7fvo3Tp08jPz8fHTt2BGD9NZg1Zc/cvXu3VQJbY0ZM6/qYM1Q25cCBA/KUcVNGKq9cuYKff/4ZBw4cwLZt25CRkYHp06cjJCQE3333XbVTQr28vNCrVy/zHwQ1CAwIiciqGloCFqPUEhDW62MyY02UR/n6EY2BfmZkZGDWrFnIycmBk5MTNBoNfHx8UFhYiBs3bugFhDdu3LDeSVn5c2nslFGq/YRbGBohlAJvI0YIJ0+ebLVi6w2FsQFhdSfvmzdvxrlz56psLygoMDnZRnUn/9ZeBiCVNVAZmSVUyjrr4eEhZ50FTB+VqTyKX/E5lf5vzEhb586dsWzZMnTq1AnZ2dnw9va2+hrMmmovWmt6ujEjpnV9zBkqmxIZGWn0usxx48bhq6++wocffoiNGzeib9+++P7779G3b1988MEHJk8JJfvFgJCoASouLsaPP/4or+0KCgqCi4uLrbtlFLucMiqdRBszQmjGGj9TCK3W5BT6Un06jYGT45iYGGzcuBGtW7eWt128eBFjx45FfHw8srKyIISAQqFAq1at8OGHHxp1nxVHGw1RSs8lA0Kj1TZtVl5DWOH9J3Q6KADopBNCIQxerRdCVAl8GgNTkhYZOnl/9913ceTIkSrv5WHDhhlMtlFTrbzqTv6tvQxACgh1RgaEdZV11twppKauwTRHTdkzv/32W4N/Y+r09IqBZcVj7saNG+jVq1e9HHNS2RQfHx9528GDB/H555/rtZNqElaWl5cHAPjss8/0AsuHH34Yc+bMsdqUUIm1pi+T9TEgJGpg1q9fjzVr1iA4OFhe25WWlobnn3/eLgr32uWUUemksrqrqhWCGqHTQVGHKbJLS0pM/mAuLS4GYPg5Ly0tlUcEJF5eXnB1dcWWLVtMup/qRhsXL16Mrl276rVVSs+ZkSfslibecASGkhtJAaF0kUIqSJ2RkWEwyGlsjA0IqxsVioiIQH5+Pry9vfW2z507t9p92Trglj59pOO+NoZK1Fgj62xDTgRl6LHVFtCbquIFHFsdc5XLpnz66adYtmwZnJ2dcf78ebz88ssAgDFjxshZPStq164ddu7cieDgYOzYsQODBw9Genq6XvBo7JTQ0NDQWkdDrTV9mayPASFRA/PBBx/g0KFDelNAtFotBg4caBcBoV1OGS0fzTJmyqhOq63TmkklhYUmfzDXlAV16dKlCAsLg4uLC7y8vJCbmwutVos33njD5L5VN9o4ceLEKlfdldJURiNHCO29/mZ9kN+HFUYIdVptWZZRqQ5haSkWL15scpBjtyxMWvTxxx/r/X727Fl06tQJAwYMqHZf9X3yX/liiXR555+7duFQndyjcZgI6i8N5ZirWJPwnXfewRNPPIFPP/202imk77zzDlavXo309HRs374d3t7e6NevH9atW1ftfRhatyiEQEZGRq39s9b0ZbI+1iEkamDc3d2RkpIi/y6EQEpKCtzc3GzYK+PZ4wihwoSkMnVdk9CcgFonjRQYmMrav39/HDx4EDt27MB7772HpKQkpKSk4OGHHzb5fqobbSw1cFKuqGUabmX2Xn+zPggD07GlgLtiYfqxY8fqnZhK071qCnLqQ3p6OsLCwjB27Fi9dWZTp041e5/WTlpUXaH6iqST/8oMnfzXlITG0D4MkS6W7Nu3D8ePH8d/srKgA1BYzxffvvjiC3Tv3h2TJk3CJ598go4dOyI4OBjbt2+3yv5NzYZpDVeuXMGBAwfkGpPmaijHXMWahLGxsXj22WcxcuTIaktPuLi4ID4+Hnv37sXZs2dx9OhRLF++HL6+vrh16xZ++eUX3CpPViYdv0lJSQgPD8eyZcuwbNkyKBQKLFu2TF6zWRNp+jIAq05fJssxICRqYNavX49t27ahX79+6NOnD/r374+dO3fKH54Nnj1mlayl7ER9BoSlZqzBlIPwGtY2uru7o1WrVrVeWKjppEwabRw6dCjGjRuHIUOGYMyYMXijd2+gUrp4lRQIGvl8SYk3JFFRUYiLizP6pLkxqO2EW3ofVnyddZUCQkMXFIwJcupDbGws3nrrLaxatQqrVq3CypUrAcCsUg4Sayctkk6m9+7di969e6Nv375yls+UlBT4+Pjg22+/RWpqKrp3746BAwfi6NGjAP46+c/IyMAjjzyCvn37YvDgwWjXrh28vLwQGBiIpUuXyvc1ZswYo/pU+WJJBxcXjIHlAaGpAZg03W/FihV4+eWXcfz4cRw6dAjLli2zqB+S+ppqOm7cOADAhx9+iIiICCQnJ+OFF17AokWLrHYftjrmpJqE0ms7bNgwvP/++7j77ruN3sf+/fvRr18/PPXUU1i4cCGmTJmChx56CJMnT8Zbb72Fl19+GZ9++im+/PJLBAQE4Pr162jTpg2mGVHy6K233qoyw8Ya05fJCgTZtdzcXAFA5Obm2rorREIIIVIiI4UAxOGWLW3dFaN926WLEID4rkULg7cfiY0VoixcFLdv3KibTpTv/1Z6usl/enj6dCEAcbBrV4u7MWzYsFrb3LlzR1y5ckUUFhaWbSjve0Up3t5CAOLr4cMt7pOj6NWrl7h9+7bIysoSfn5+IicnRxQVFYmHHnpICCHEkSlThADEkTZt5L8pvHlTCEAcat1aCEBc+/77KvsNDQ2tr4dQo4cffljv91dffVU888wz8uMzR8qkSUIA4oKTk6Xd0xMSEiKys7PF7du3xb/+9S8xbdo00bt3b9GnTx/xww8/CD8/P3Hp0iVx8+ZNMWDAAL2/feihh8TFixfl3/v06SN++eUX8dBDD4m3335bPP744+L27dti4MCBRvVl2rRp4vz58/Lv+9q2FV8DIqBpU4seozHHuhBCpKWliVGjRokWLVqIw4cPCyGEmDhxonj66aeFEEJ+HDqdzqj9BQcHV/np2bOnUKvVpj+Ianz++eeiW7duYuLEiWLdunWiQ4cOomfPnmLVqlWiRYsW4rHHHhPdu3cXpaWlQgghnn76aZPfh8nJyaJXr14iJCREfPbZZ/L2Rx55pMoxd+DAATFkyBDxr3/9S+zZs0d069ZNDBgwQBw5csTyB2uA9NqeOXPG5L/t27evyMvL09uWm5srvLy89LZZ4/itDc9x6w8n7RI1dFotcO4c0KlTnWa3tJryq9bVTb9siOQpo9WNEFYYhajrNZJmjRBK2SeNbJ+eno5nn3226n6MTIzh7u4Od3f3Gtswy6jpaltfI40EKyu8T6UyE6L8qruhEew9e/bUab+NVVPmR3NJo6ZKI9PsV1ZdIgxDtQM3btyIv/3tb+jatSsCAwNxzz33yG0rqjy1WqlUokWLFigtLUVsbCwCAwMxcuRIeSpebSpnKVWUlmIQgEQjpyNamgRHqum3ePFirFy5EseOHcOGDRvQrl07lJSUwMnJCSEhIQDKpv+tWLECAwcOrHZ/9bEGs7rkJb6+vnjkkUcwdOhQvPnmm3jmmWfw9ttvIy0tDa1atTLpPmpa91w50+qsWbOwadMm5OTkIDQ0FKmpqfDw8MC4ceNw4MABsx9nba9tTEyMwWQyNVEqlTh9+jR69+4tb7tx4wacnZ2tfvxSw8GAkKiBK3nnHbjExwMnTgA9eti6O7USdhgQ1pZUxm6mjBqoIfj+++/rtxUCa9aswZ9//onLly/X2UmZysQ1hFR7eQBDx5b0fhQVkspUsWsXoFYD/frVZfdrVSeZH8sfb23rX0xNhGGoduCnn36KP/74AwDkk2ytVgtdpfd45UROWVlZGD58OJYvXw6g7Bjz9/dHfHy8sY9Sj3QBC0ZenLI0AJNq+v33v/8FALmm359//gkXFxcolUqsW7cOHTt2xPXr1zF27FgcrjSFvKL6SMBS3cUVhUKBTz75BKtXr8a9996L7du3IykpCc7OziZfODF00aC6dc9ubm5o3bo1WrduXePFBFPV9tpKU6BN8eGHH2LAgAG477779EoSffvttyaXYjFWdWUxqP4wICRq4L5duxZDAGhv3bKLA1a+Ym9HgUCtI4QVgsC6KLQuhJBrD5ozAilnGTXwnL/33nsICAhAeHi4XL9MqVQiPDy8Tk/K5OfSwuerumLfjVGt5QGk92GF19mYEUKMGlXe2J5SPRlJCghreWyGCngLIRAZGWmwvaHagYZGWpycnLB37169bVIip8LCQuTk5MDb21tv7e7Zs2fRpUsX7N69u8Y+V0dh4vpcSwOw6kZ2P/74Y5w+fRr5+fno2LGj3FZp4MJURWPHjtX73ZjMrqaq7uJK06ZNceXKFcTHx8sB+YYNG/DMM89UKZ9hzH1UvmgQEBCA559/vkpbPz8/uT81XUwwVW2vbW1BbnUjjCUlJfLaWGMZ81ldsSxGeHh4rWUxqP4wqQxRAycl1bh1/bqNe2Kk8pMUexohlPpqKCCcOHGi/pTROhghLLVwSqo8cmQg+MrMzMSkSZOwbds2uLi4IDIyEvfccw/eeecdk7PiVZv0xEBblZUCwoZQ06yhqHGEsDwgrIsLFg2Z9HhVtQSEUgHvgIAA+cfYRBi1qS5lfnWJnMxJOFJcXIy0tDTs27cPvxQVoQSAwsjPosoZMCXGBmCbN282ODI0ZcoULFu2DJ06dUJ2djaAsu+r5s2bG7VfSV0kYKkuecnly5cNPpaioiKT72P16tVV9jVo0CCDRdwTExOr9MfQxQRTWfra5ufn48iRIzh+/Lj8k5qaiuDgYJP7YsxntVQWIy0tDR4eHnjiiSdw586dastiUP2xhwEHIofWpPxk4tb16zDt+qWN2OMIoU6HlwBcKyxEy5dekrcLIXDkyBE899BD8rbSOlhDWFpaKn8YWzJl1NAIoUKhQEREBCZMmICEhASMHj3aYApyY9aaVFtU2M0NlUsKmzpl1NbFvu2CgYst0olUjVNGG5hbt27h1q1baN68ucnBQxVGThmtLugYP368ZfdvBlOn8a1fvx5r1qxBcHAwvLy8cLqwEGsBDLt6Fb1r/eu6s3btWgD60/08PT2xbds2k/ZjzrTGxsLW9ffMGT225LO6clkMU9fTUt1hQEjUwElXFYtv37ZxT4xkpwFhAoCFKhXaS9Pryn3zzTd1PmVUq9XCtfz/ZiWtqWGEUKJUKhEZGYmJEycaTDdvzElZtUlPDN2fiSOE9V3s257IU7GkgLDi1XSp7ERNU0YbiP3792P+/Pnw8fGBl5cXcnJykJ2djYULF2LIkCFm7VMeIbRmR2tgjSnMpq5V++CDD3Do0CF5Kubh995D76Ii9Lh6FQss6olp6mq6X0NJeuRI09MlpkzfXbBgARYsWIA///wTvr6+UCgUekmEjPmslspiSCOrlq6nJevhlFGiBk4aDdCZMXJkE4ZOWhs6nQ5PA7hPocCAAQP0fiZPnqwX1DTEKaPyWiIjgi+lUgl/f/8q2405KTNYVLiwEIZKCktT+GoKUisypdi3o5GnYhkYIdRVCgitXajdmubPn4/du3dj27ZtWL9+PXbs2IFdu3Zh/vz55u/UyDWE1mJoWlxoaKhRf2tsu8rc3d2RkpLy1wadDikAXOs567Q03e/kyZN2O93P0GdMeno6AOtNTze2dqp0vw1JTdN333nnHQCAl5cX3nnnHRw9ehT/+9//MGfOHADGfVa/8soretNsLV1PS9bDEUKiBs6SZCM2YacjhK8DMJRvMDY2FikV0oLXSUBY4bWtqxFCazCU9MQZgKGSwvIJupHvg8pXqiXWTDTR0NU6FcvQlFHpNbeDNYRKpRI3btzQyyZ448YNg0lI0tPTMW/ePDg7O2PmzJno27cvAGDq1Kn4+OOP/2pY/pyYO0JYXXZDQ6/FL7/8goKCAr2MpYYylZqa0bQ269evx9KlSzF37lyUlpaiqKAAgwAsLM9UWddWrFiB+Ph4FBUVoX///gDKErT8/e9/NzjdryGMtFU3mtmzZ08UFxfrtb1+/Truuusu5ObmWuU+DI2YVpftOSYmxqw1lEYfHyZydnau9nMoLy8Pp0+fhoeHh9zG19dXXn9pzme1OWUxqG4wICRq4KSRNrsZIaznK/bWUFNSGQB6I291MmW0wgmKRUllqgm+iouL8eOPP8rrtoKCguDi4mJeZyspLSqqecqoHV0YsLXaps1K7z2loRHC8r9pyFNGP/zwQ8THxyMrK0svnf2HH35Ypa1U+87JyQkzZ87EsWPHEBcXh99++02vnfSery0gNHW6o6HXom3btujcuTOWLVsmbzOUqdTUjKa18fPz07sYc9zTE70KCnCilmye1pKUlIT4+HgUFBRg+fLlGDJkiFxeQnpNK5o8ebLB2o71SRrNdHZ2xjvvvIMnnngCn376KS5fvgyFQoG3335bfm1XrFiBGTNmmFxPr7r7MDRiWl2256ZNm5r1+Iw9Pky1Z88eBAYGGvwc8vf310si5O3tjfz8fFy8eNHs+3Pk9aMNDQNCogbO7gJCOxwhVJoQENZJUpkKGe4smjJq4DmvnJAiJycHaWlpeP75561SP0pz547BLxJTp4xS7QkeFIamY0uvuRQcNODjLjAwEFu2bDGqrVT7DgA2bdok177TVg54jUwqY8rJO2D4tZg5cybuvvtuBAQE6LWtnKlUymjq4+NTYztzyZ9X9XRs3b59G6dPn8Zdd90lr/X09fXFqVOn8NRTTwH4a0S1oSSCqi55Sdu2bTFs2DB89dVXmDRpEsaPH4/PP/8ckydPrvK6mnofnTt3rjZBSmZmJj777DNs2rQJ4eHhevdrDqOPDzNU9zn02WefVRkF9PT0xIMPPmj2fTWU9aMEQDiQxYsXi549e4qmTZuKu+66S4wZM0acPXtWr82UKVMEAL2f3r1767UpKioS06ZNEy1atBAeHh7i0UcfFZcuXdJrc+vWLTFp0iTh5eUlvLy8xKRJk0R2drZem99//12EhYUJDw8P0aJFCzF9+nRRXFxs0mPKzc0VAERubq5Jf0f242D79kIA4sg//mHrrhjlQPfuQgDijJOTrbtitLQWLYQAxGkXF4O3HxgxQoiyKm7i9wMHrH7/l0+flvf/43vvmfz334SECAGIw35+VW7r16+fKC0t1dum0WhEv379zO5vRXnnzomr5X2v6FeVSghApHTpYpX7ISG+LT+2Mjw95W3XT54UAhDJ/fsLAYhzmzdX/UMDr09D9/jjj4vz58/rbVu/fr1wdXXV2/ZN375CAEJTy+Pr27ev3u/Jycmif//+IigoyCr9rU9pbm5CACKtXbt6ub+oqCgRFRUlnnrqKXHr1i0hhBB5eXlCpVIJjUZTpf3QoUPrpV81WbRoUZX3T2Zmphg+fLgQQojS0lLx6aefilGjRpn9Hqh4HxEREVXuw5CK9xscHGzW/Qph/PFhDWfOnLH6Po3Fc9z641AjhCkpKXjhhRcQHBwMrVaLOXPmIDQ0FKdPn0aTJk3kdiNGjJDTKQOoMrXqxRdfxI4dO5CYmIgWLVogPj4eYWFhOHnypJwRMiIiApcvX5YXyv7jH/9AZGQkduzYAaAsicSoUaNw11134dChQ7h58yamTJkCIYTBgrjkuKQ1hMLO1hDWVhesIVHodPgCwAKNBg9OmoRhw4Zh8eLF8PLywrx586Cu46QyFUd/dWZc9VfUMGVUSkgxaNAgAGVX8FNSUqrURjOX9s4dTAZQeYKYPGLDEULrKX8uK44QSklkjJkyKnQ6KOppmqGlNm+uujJ10qRJVUe1y58TJ0CehmpIY8puqKzn0feK50MST09PBAUFWVTwvi698sorer9XTl5SMevyww8/bPR+X6pQlggoWxsoyssTAag1QUpt2Z6NZfTxYQVc5+cYHCogrHyQrl27Fr6+vjh58qS8UBoAXF1dq10QnZubi48//hjr16/H0KFDAZRl22vdujX27duH4cOH48yZM9i9ezeOHTuG3r3LqgR99NFHCAkJwU8//YSOHTsiOTkZp0+fxqVLl+SMfytWrEBUVBQWLVoELy+vungKyA6pyr/07SWpjMIe1xAKgRUANqpUaLVihX6NvaFD8e8KF4XqIotjaYU1hGYF/gaSjUgqJ6RwdnZGz5495SyhpjCUbEBTUIDzBtrKFwTs6H3Q0ElTRiseW3LdyvKpazWtcdWWlMDZShcCrMmiJCSVLtaoqlmTVFuAYE9U9TxltDqnTp0yuL0hJoKqLqgxdR1fQkICNm7cWGX7N998Y1J/qsv23BDVts6vISQRIss5VEBYmZRRqnJh3AMHDsDX1xfNmjXDgAEDsGjRIvj6lpUEP3nyJDQajV76aH9/fwQFBeHIkSMYPnw4jh49CrVaLQeDANCnTx+o1WocOXIEHTt2xNGjRxEUFKT3gTB8+HAUFxfj5MmT8tX8yoqLi/UyZOXl5Vn+RFCDprDXgNDG/TCFUqeDOwAPAC1bttSvsefkpHeSXRdJZfQCQjMCTuk5NxQQVk5IYQlDiTaufPMNpgweDEB/hMZJGsVowGva7I3CUFIZaXS4/KJFlfdnheBRU1jYIANCi5KQVHguSktKqg0IKzN31MOSBE3VZTQ1lXRBQMnRd6PVFNSYso7t6aefRmBgoHxOKLFWyYqGqLbnpyEkESLLOWxAKIRAXFwcHnroIQQFBcnbR44ciSeffBIBAQE4f/485s2bh8GDB+PkyZNwdXVFVlYWXFxcqkyRaNmypTz8n5WVVeXDAihbhF2xTcuWLfVu9/b2houLS43TCJYsWYKFCxea/bitSavVVslCRdanlKaE2UlSGemk1a6mjAqBboB8cinX2CspQYsWLYBr1+S2dT1l1JykNYp6SuRjKNlAaVERpAli2pISOLu6lvVF6htPWq3G0Oi7fKFICggrvT9FSYk87VxTWAhU+u6qT7WW1TCDolJAiArLP2piTnZDYxM01VUBd4nKBgGhpZmKU1JS8Prrr+P+++/HiBEjMGvWLKjVaixZsgQhISF12PMytQU1xo5yvf766wa3x8bG1vq3dZXt+cqVK/j555/Rpk0bvRp/1lYXxy81HA57Nj9t2jT88MMPOHTokN728ePHy/8PCgpCz549ERAQgKSkJIwbN67a/VVeu2BoHYM5bSqbPXs24uLi5N/z8vLQunXrattbW0ZGBmbNmoWcnBw4OTlBo9HAx8cHixcvRteuXeutH45EOgm0mzWE5Sdo9jRlVKnT4S0Av1U69lxcXLB582Yc6NdP3lYndQgrBITmvM41jRBak6FagdrCQkgTxDRFRXJAyBFC61MYWENYeYSwcpZRzZ07kE45tYWFdd7HmtRWVsMYoaGheqMRFS84lJpw0cyc7IYffPABDh06pFdOQqvVYuDAgXoBoakZTU2lqudjyxqZimfNmoVNmzYhJycHoaGhSE1NhYeHB8aNG4cDFeq82kpdj3JZO9vzuHHj8NVXX+HDDz/Exo0b0bdvX3z//ffo27evXCje2qxx/FLD5ZAB4fTp07F9+3YcPHgQ99RS2LVVq1YICAiQr4D4+fmhpKRErsEiuX79ulwY1M/PD9cqjChIbty4IY8K+vn54bvvvtO7PTs7GxqNpsrIYUWurq5wLT/hsoWYmBhs3LhRLwi9ePEiJk6ciG+//dZm/WrMpDWEdbF2rS5IV63NLRRtC3KSBhvVIRTWmjJa30H4F1+gbYWLaJrCQqB8qq30+jMgtB6DI4TlQZCi/Huh8gWLkoICOSDU2DggrK2sRkVGF3ev44RPFRmboMmUcgTmkAJCVT2NEBobCNfEzc0NrVu3RuvWrREYGCife0mJ+OqLrUa5rPEcViQtF/rss8/0al4+/PDDVgsIJ06ciISEBPl3U45fsj8OFRAKITB9+nRs2bIFBw4cQNu2bWv9m5s3b+LSpUto1aoVAKBHjx5wdnbG3r175S+sq1evIjMzE2+++SYAICQkBLm5uTh+/Lj84fPdd98hNzdXDhpDQkKwaNEiXL16Vd53cnIyXF1d0aNHD6s/dmspLS2V11ZJvLy8UMppYXVGnhZkJwGhdNJaW9a/hkQKpKqb5qpo4GsIYWBtWX24sHgx2lT4XVOhniIDwjpgYPRdGhWrbg2h5s4d+f/aCq+PLRgaYQYMJyExtri7wsB6yrpibIKmyhlNhw4dilatWtWa0VScPg3dG29AtW4dUMPnpnTiVl/HljUyFfv5+aG0tBQqlUqeNqvVaqGr58+HuhjlSk9PR/fu3WtsY+1sz+3atcPOnTsRHByMHTt2YPDgwUhPTzdrjWrlzKlS/6TMqRJTjl+yPw4VEL7wwgvYuHEjtm3bBk9PT3mtnlqthru7OwoKCrBgwQI8/vjjaNWqFS5cuIBXXnkFPj4+8oGgVqsxdepUxMfHo0WLFmjevDlmzJiBrl27yllHAwMDMWLECERHR+ODDz4AUFZ2IiwsDB07dgRQNu2lc+fOiIyMxLJly3Dr1i3MmDED0dHRDTrD6NKlSxEWFgYXFxd4eXkhNzcXWq0Wb7zxhq271mgp7WzKqHSSokLZBQR7WGcqnWCXCIG0tLSqazwqjkLUxQhhhdfWnIBQaaOA8PStW3oBYcXAVj5ptaOpww2d0sD63NqSymgbUEBoCqOLu1deQ2hA5ZEOc1VO0KTT6aDVaqusA6uc0RSovhxBxbV13b/4Aiv/+ANev/yCpcuXV7u2Th4hrMcpo5ZmKk5MTKyyzcnJCXv37rVmV2tl6SjX+++/r/e7EAJr1qxBTEwMYmJiqv07a2Z7BoB33nkHq1evRnp6OrZv3w5vb2/069cP69atM3lf1sqcSvat4Z+pWdGaNWsAAAMHDtTbvnbtWkRFRUGlUiEjIwOffvopcnJy0KpVKwwaNAiff/653lWXVatWwcnJCeHh4SgsLMSQIUOwbt06vakPCQkJiI2NlbORjh49Gu+++658u0qlQlJSEmJiYtCvXz+4u7sjIiICy5cvr8NnwHL9+/fHwYMHUVhYiJycHHh7e1utnhkZJn/p28kIYcUpoxqNxm4CwvUA3gbQ75NPqqzxaF3hxKuuy06YM8qhtNGUUWWl6etajhDWKYWBEULp/ShNGW3II4SmqO7kuuI6f0B/9P7VpUvhUSmANDTSYS3B3bvD1cMDR44eNXsfFdfWDXzrLXwPQLtkCaJmzza4tk4IIZ+41dcFIGtmKq6svr8fLB3leu+99xAQEIDw8HB59osxpSus/Ry6uLggPj7eKnU0HTFzKlXV8M/UrKi2Bd3u7u5GLTR3c3PD6tWraywg37x581qv/Nx7773YuXNnrffXELm7u8Pd3d3W3XAIdreGsPwkxQllU4LsgVIIfABgK4B73n5b3i6t8VhcWgotyh5TXaxTsnSE0FCgUB9cKmVqlAKOiietDAitRzq2KpZ0kS4gKKsJCEsrrBu0dVKZulDx/fXlzp1I3LSpSpu6GulY98MPuGLhPiqurWutVOKe0lJcLSiodm2dTqer94CQ/pKZmYnPPvsMmzZtQnh4OMaPH4/PP//croMnSzKnUuPhUAEhkT2ytxHCilNGS+ykz0oh4A7gOwBSmim9NR7Z2dCgfF1kA54yWt+lPpSV1jlJAaFOq/1rhJBTRq1GaSipTPl7RyXN1DCQZVRScSS6sagYEE549NF6HenoWv5jiYpr6151dwcKCnD7jz+qXVun0WjgBKAE9TdllP6iUCgQERGBCRMmICEhAaNHj8aff/5p624RWcyeakcTOST5JN9OgquKAaE9jRCuB5AMoF+/fujTpw/69++PnTt3YsOGDVCUlkIK2eoiIKxYhxBm7N9WawgrB3tSQFhxLRdHCK1Hen0rBv6i8ghhpWNOb4TQjqaMVqdynd6K76/4p582WAPY2JGO9PR0hIWFYezYsXrTTKdOnWpmb2uXmJgojwYqyhPoaPPyql1bp9Vq4QSgEPZV6/WLL75A9+7dMWnSJHzyySfo2LEjgoODsX37dlt3zSxKpRKRkZHYvn07tm7dapM+FBcXIy0tDfv27UNaWhpK7KRWMTVMHCEkk+zduxdz586FSqVCbGwsJkyYAKAsq1pSUpKNe9c4OdnZCKF00uoM+woImwNYDKD5oUPy2hCtVgsnJyf8otNBq1AAQtTNCGGFL3JzpqQqbTRltPL9yQFhhZEoTmuzHkNTRqUAUFk+QigqPd8Vg8DGMEJYuV6cQqeDBmWfN5ZmGY2NjcXatWvh5OSEmTNn4tixY4iLi8Nvv/1mWaeNpCr/3CnOy6t2bZ1Wq4UHgALY1wjhihUrcPjwYeTn56Nbt244e/Ys3NzcMHToUIwePbpe+iB9nluTUqmEv7+/VfdpDFPqGtaWVCknJwfNmjWr4x5TQ8cRQjLJq6++ij179mDfvn04fvw4pk+fDp1OhzsVpiWZY+LEiVbqYeMjB4R2Utqj4kmKxk5OQFVCQKNQyJlRAeC306exztkZh776CgopIETdrOWsOEJo1pRRA4FCTax1vFWugyY9joqPx1ZTRm0x2lPXDI0QylNGpTXdldcQ2umU0V69elX5CQ4OxvHjx/XaKXU6SCGvpet7FQoF2rVrhzZt2mDTpk3Iy8tDdHS0RRe2TDnWpCnYpTV8n0pTRouVyjofIbTmMeTu7g4PDw+0bNkSQ4YMgVqthqura50nlcnIyMAjjzyCu+66C4MHD0ZISAgeffTRqvUsG5ja3nNSXcO3334br7/+OlavXo2QkBC8/PLLeOmll+SfmTNn1ppUyd/fH0OHDsV//vMfXL9+3ZoPo0YpKSnw8/NDXFwckpOT0b17dwwcOBBHLUjSRObjCCGZRKVSyVeSVq5ciXXr1mHMmDEoKCgw6u+NrXdDf5G+9BUmnpRY+2qosftT6nQoAeACQGsnJ6BKAFqFAioh5FIZN1NS8AyAk6++imKtFiVSQFjHawjNmjJazQhhXR9vqkpTlKTXWwo8ilEWEKanp2PevHlwdnbGzJkz5XqsU6dOxccff2yVvlRm69GeuiC9viYllakwQqizk+MRML5enLK0tOzYFMLgCKExNeIkvr6+evUDFyxYgA0bNmD9+vVV2uo0Gr3XwRrHmrQit6aAUFtSAiWAEqUSnnU8QmjsMVSxdMaIESMwa9YsqNVqLFmyRC6d0a1bN3mtpJRwr6SkBC1atLBqnyu/Dhs3bsSoUaNw5swZHDx4EABw8eJFTJw4Ed9++63V7jc/P79KDUBjnpeKMjIyMGvWLOTk5MDJyQkajQY+Pj5YvHgxunbVX61qqK7hunXrEBAQgFGjRum1rS2pUu/evbFu3Tps3rwZTzzxBJydnfHEE0/g8ccfNzgF2xyGjo8NGzbA2dkZTz31FEJDQ5GamgoPDw+MGzfOYIZdqlsMCMkk3bp10/vCjIqKQkBAAJ5//nmj/p71bkznJJ3kGxEomPKFYgxz9qcUAiVKJVx0OrsZkVAKgRKVCk11OnmE0KV8PY/T7dvQlJaiRKkESksbZFIZlYGRI6DujzdlpRNw6fWWgpBClAWrL9ggOJNGewBg06ZNWLBggcWjPbamrLA+VyK9X+QRwkqPT2enU0aNrRenLC1FcXlAuH7bNtx1/rx8m7E14iSbN2+usm3SpElVpuABQHFODqQ821qt1uxjreIyjIHFxXgEgCgsrHYZhjQFuFiphKqG97I1LggaewxVLJ1R3Ym9oZILLi4uBp9zS1R+HXbt2oUxY8bg5MmT8jYvLy/5c95Un376KZYtWwZnZ2eEh4fj5ZdfBgCMGTMGX3/9tV5bY56XimJiYrBx40a0bt1a3lZd8GqoruF9992Hjz/+GEFBQSguLoZKpYKTk1OtSZUUCgXuuecevPjii3jxxRfxxx9/YPPmzXjyySeRkpJi1vNUmaHjIzk5GU5OTujatSsCAwNxzz1lKd2qy7BLdYsBIZnEUKmNQYMG4ezZs0b9PevdmM5ZGiE04gvMlC8UY5izP6VOB420Bs9OTkBVAAoVCjgBKCp/njU5OWX/6nRQlpZCWx4g1nXZCbNGCKVC1ZUCwro+3pwqjRBWDgiLFQoohKjz4MzQGhlTRnvqi6UjpUohyrJLVtgmB4RNmpRtqBykVwwIG1jSiZrWNhlbL04pXazR6bAhKQntL140uUacOUpyc+WAcMOKFejq52fWsSYtw3BxcUFUs2aYDuDvd+5UuwxDKh1SolLBqdJrbe0LgsYeQ25ubnj55ZeRkJBg1RN7c4Layp9577//PubOnYv8/HyMGzcOubm50Gq1eOONN8zq05o1a5CWlgZnZ2e88847eOKJJ/Dpp58aLGtWsaSIMc9LaWkp1Gq13rbqgtcqdQ11urKf8udrtZsbXAMDMf306VqTKl2+fFnv97vvvhv//Oc/8c9//lPeZupoZ2WGvos6deqEPn36AIAcTGu12moz7FLdYkBI9Yr1bkwn13MzIlAw5QvFGObsTyUENCoVUFpqPwFh+Qihs0aD2+Un2JrcXACAUCqhKC2FtvxLvC7WEEoBocbM/auqWUNY18db5REKKSDUlp/MligUUAphteDMlGl5poz21BdLp7GqdDoUA6hYAVZ676jKp6tVnlquN0Jooyyj1phOeW35cji//z6aV3quVDpdWUAIYMeyZUjT6eqlRlxJ+ecDAES8/DKiAMCMDKcVl2H8y9kZP2k0eOnAARRXuAhXkZQ1ttjJqcoFIGtfEDR0DP3www+IjY3Ve02zsrJw4cIFAJaf2Fsa1Fb+zOvfvz8OHjyIwsJC5OTkwNvbu6yUkJmUSiWcy+uvxsbGIjAwECNHjsStW7eqtK1YUsSY52Xp0qUICwuDi4sLvLy8TApeSwYOhPOhQ3LW3RkAcOaMXpvqjkONEcmYTB3trMzQd1FiYmKVbU5OTtVm2KW6xYCQqIGTSn8bExBa8oVirf0phYCm/ATNXqaoqYCyIBZ/jaKU5uUBAIRCAafSUmjLr7zWxSiLdFJfDJg1QiidGNb3RBunysFH+XMjj2IolVAIYbXgzN6nnFs6UqoUAiUKBTyFgNDpoFAqq44QVnp/Vlw3KGw0QmiN183jpZfgKQQgBFCh/qVSp5OPXaHVImLSJKvWiKtuDWLFgNDFgv1XXIbhUlqKKAD5rVvjvfx8g+2lgFDj5FR2vxWeD2tfEDTE0Gs5atQoxMfH620zdGJfXFyMH3/8Ebdu3ULz5s0RFBQEFxf9Z8/aQa3E3d0d7u7utTesxahRo/Qubg0bNgz+/v5VHj9gesBjSfDqYsRzY8lxaOpopyXqOtEQGcZnnUxmzIc6WYkQJgWE1r4aas7+VELIo2kNbYpadfQCQql0QnlACJQnyim/KizqIMiV9lmkUJi1RlGl00GLsg90nU4HpbJ+Ekg7V5NlVHoOS1Qqq5bCsPcp55aOlKqEQGH5ernSkhI4ubkB5e8dZ09PlABVA8KKSWVsdDxa43W7IwQ8AWhv3YJThUQkKp0OxeXHrpxgp7xG3MSJE6vULazJ+++/r/d7TWsQNUYmUqtNxWUYruXHU4+mTXE2NdVgezkgLP88gk4HlD9+a18QNMSU17Liib2xZRLqI6i1xCuvvKL3+9mzZ9GlSxfs3r3b6H3UFvBYFLyWZ33PAfAzgDYVPm8sOQ5NHe0k+8OAkExiSu0bslxpUZE86mNKgW9rXQ01Z38qIVBch6NpVicEXIC/Ar7yk0ohnfBptVCVlqKoPBCui5NqUVwMDYBShcKsepOq8pEjlRDQarX1doHGubQUZwBsBTAbFaaMSietKhXcrHjCYO9Tzi0dKVUJgTsqFaDToaSgAE5ublCUv3c8vLxQAv0AENAfIbRVQGiN1016VHm//ILmlQJCrXTsVjp2TK0R99577yEgIMCoNYjaCheMJBUvxojytbOmcJWOlRqm9koXWzTlWWWh1coBobUvCBpi7msplUmoeLFKq9Vi4MCBeu//ugxqr1y5gp9//hlt2rSRgyRLxcTEVEkmYyvjAHyenY3Vq1fjfwD6Avj+hRfQt29fzJkzp8bXrrYL/dae3mno+DDnmCHrYR1CMomh2jcpKSn4z3/+Y9F+Q0NDrdTDxqXk9m35/6YEhLakEgKl5QGhrU5ATaErT+OuKf/yk064dOUBoaqkpOykU/pyrIuAsKgIJQBKAbOmjDoJgeLypDjGTD+01vHmWlqKjMBADPvySwBVRwg1Vh4hNMXevXvRu3dv9O3bV+9kpnJKdnviJIQ8GqYp/2wQhYUoBtC0aVNoULW0RMVpovZwPNYm78oVvd+ddLq/Pm8sXN+bmZmJSZMmYdtnn8ElLw+RkZG45557DI6gaCtN6VwB4HZeHn744QeEhISgb9++6NGjh0np812kBGI1vE668ostOikgNLD+y93dHa1ataoxGIx74QVsqSXDpzWPIalMgkQIgZSUlCp9lILaHTt24L333kNSUhJSUlLw8MMPm3yfADBu3DgAQOfOnREREYHk5GS88MILWLRokVn7q0xaT1hX0tPTjW6bB6Dg+nVsSEjA1wAWA0hKSqp19HL9+vUYNGgQPvnkE6SkpGDt2rUYNGiQXB6kJsZO71yxYgUA6B0f99xzDw4cOGDRMUPWwxFCMomh2jeGPtSrEx4eXmWbEKLBF4m1Fc2dO3ICCaUJgcKtW7fkK33Nmzevm85VQykEdOVfEvaQVKakoABuALTlJ1jySXP5CbdKo4FSp0OpVOetLh5TSUnZybxCYd4aQgDFKhWa6HQoqnBSXNfHm4sQaN6qFbr36gXgr2BECgi1Tk5QlpTopdaPjY3FhAkTAKDa1PrWUDF749y5c3H48GG8/fbb1WZvtAcuQqCo/NgqKb9gobtzB0UAWnh4oABlFxcqEg1gDaE1SCcrRZWSd6iEkC/mVFdnMSsrC35+frXeh0KhQEREBCZMnIiE5GSM3rOn2jWIpZWmjCYBiLh+HTNnzsS6devQsWNHXL9+HWPHjsXhw4drvW8AcJMCwuLiavssjQDrqikzYgydToeV77+Pje+/X7YGsRrGHkNffPEFlixZgi5dumDYsGFYvHgxvLy8MG/ePIwePRqA4TIJPXv2rDboMHeWS+XPvMOHD+PJJ5/Er7/+iszMTHmE8uGHH8acOXNM3n9le/bsqfa2H3/8EZ07d64y6hUaGork5OQq7U2ZsmxIOwA7vvwSI3/5BTsADAZwfM+eKvURKzN29NYSSUlJiI+P1zs+HnroIcyZMwdNmzY1+5gh62FASCYx9UO9stTUVHz99dd6HzxCCERGRtZVl+2aNPVOqudWm/3792P+/Pnw8fGRp/RmZ2dj4cKFGDJkiNX6Vd0XGlB2gqYrv2pqD1NGS/Lz4QagVJoSWn5SqSx/7lVaLZx0OuhcXKBDHZ1Ul5SgRKEwPyAUAgUqFVw0GhRU6F9dH2+uOh0U7u5QSidu5c+dFIRonJyg0unqNDirLulHxeyNK1euxLp16zBmzBgUWGntly24CIESV1egoEDO5CoKC8vKeygUZVlqK70/RXExbgNoAhgs3G4L5kwNk6bOl5SXg5E46XTQlh+71RV0nzx5crWfV4YoAUQCmLh9e7VrECsHhLcBnPruO+Tn56Njx44AytaMGruet7S0VL74p9Boqu2zHPR6eJT9a8Zreu3yZbQCEFFLu9qOIWkK5uLFi3HkyBHk5+ejW7duOHv2LNzc3DB06FA5IKxSJqGOVP7Me+WVVzB48GAcPXoUO3bswODBg5Genl5rkGSKm4sWwevxx+HcqZO87cfkZCwcPhxZXbrAr3NneXtNF+RMmbJsyDsAXj95EukAtgPwBtBj82asXbu2xr+z9EK/MW7fvo3Tp0/rHR8ajQZarRZCCLOOGbIuBoRkEks/1GfOnAlPT0/4+PjobZ82bZqFPWucNOUnOMVKpVEB4fz587F79269L7u8vDyMHDnSrIDQnBEmJwA66Yq9PQSE0khLpTWCivKA0EmrhUoICCcngyfc1ulECTRKJQRg9pTREmlUtrzfQN0fb64AFB4eUEgnDpVGCEtcXOAshNWCM1OuoFfM3ggAUVFRCAgIwPPPP2/ag7QiY0ZSqiUE3AGUlAff0pRRXVERSspPHjVKZdURbI0GRQoFmghRJ9OdjbFixQrEx8fjhx9+wLPPPgsAKCkpwYoVKzBw4ECj9iEFhJXX7jkJIR+7k999F022btW7XQiBc+fOGd/ZCiNmNa1BLK0wnR8AOgP4YN06dOrUCdnZ2fD29kZ+fn6tMzR6SaPrOh0UABQACi5cwJVr1wy2l0YIhYERQmNH4m//8guAsnWZNZ3yGzqGPv74Y+Tn5+PDDz/Exo0b0bdvX1y6dAmrVq3CnDlzMGTIEDkpTG3TCU/eey90QUEI3rWrxnamqPyZt3btWqxevRrNmzfHrFmz4O3tjX79+mHdunVWuT9RWooWc+eiaP58vSRbJRkZSAWwWKFA32XL/mpfwwW5zMxMfPbZZ2aXTXEB8PTf/oaKKwV/i4rCU/ffjzFxcfBu29bg58+0adOwbdu2Gi/0WzrLo3Pnzli2bJne8dG+fXscPHgQQ4cONemYobrBgJAslvnMM2gfEQHXwYNrbVvdtIfx48dbu1uNgjxCqFLByYiAUKlU4saNG3oB4Y0bN8y+4mbOCJOrEPL0yoYyIlETrXRiXX7FXboCryo/8XIpLYVKp4NwckIJyq7eW11JCTQKBbRKZZU6csZwBVAojcpWGCWpy+NNaDRwBqBwdwek9Uzlz530HGrd3OCi05kVnF24cAEbNmzAnDlz5KvlplxBr5i9UTJo0CCcPXvW3IdssRUrVuDw4cM1jqRUR5SUQAFAWx4ISO9bFBXJdfg0CkXVCxbl761iIeTXp74Zmi5m6tQw6WRFUykgVOGvY/d2cTG+P3KkSiAybNgwo/tanJsLVyPaiUqjkWsBpP797wh+5hl5m6enJ7Zt21bjfvLz85GRkYG8W7fQvGVLAMDJu+7Cy4GBBttLWUaV5e/5ionHjB2JL7p+vWwftTxGQ8eQq6srzp49i0GDBsnfDXfu3MH//vc/zJkzRw4iSkpK0KJC8p/Kiu7cQY9Ll4BLl/S2W3TRBFU/81xcXBAfH2+wLIQ1FF67Bg+gSvKs4vx8zATgWVSEgIAAvduquyAnT1k2sWyKrrhYfi2LKl38yPrhB+y6fh3fzJ2Llx98sNrPn9pKelg6y8PQKKWhmWXGHDNUNxgQkkX+SEtD0Mcf48LWrWhjYb0nqkqaFlbk5AQXI0aOPvzwQ8THxyMrK0ueltWqVSt8+OGHZt2/ySNM5aMYuvKaaHYxZbR8lEq64i6NEKqkdP6lpXAWAnB2htbQCbcVKEpKoFUqoVEqa0woYYjQauECoFiaNldhhLAuaQsK4Izy+ndOTmUJcaQRQikw9PCAsxBmBWdvjx6N6RkZyI2JQbPyK8aWXkG3NXd3d3h4eMDDw8OkkRQA0OTnwwV/HVvSZ4OiqEgumaJRKqGoHPRJAaFCUfW2emJoupipU8OkZ6i0UjIXVyFQWh4cPRscjPz8fHh7e+u1mTt3rtH3U3DlSpWA0NB6Pp2BE+FiA8XJa7N48WLk5+ejpEKgq9Joqu2zNDLsXD7iXlJQIE81NXYkvujGDQDmZRVs164ddu7cieDgYHkK5rhx4/Dzzz/rtXNxcTGYVVeSe/mywdFJSy6a2ELe77/Dw8D2kqtXEQPgW9eqlxdquyBnatmU21lZkC4B6y5eBAD871//wshVq5D/ww8AgO6lpaZ9/pw+Ddx1V9kPGucUfNLHibpkkVvS1MFK02fIOuSA0NkZLkaMEAYGBmLLli04evQojh07hqNHj+Krr75CYDVXm2sTExNTJRgEqv9C00pfDuUnaPYwZVQeaZH6LAWC5f+66HRw1+mgcXODBjAriUOtNBpolEqUODlBaeJJu1Qgu6R8lKS6dVTWVlS+lktZHqAUA3+NQJX3QevpKWdONNWE337D3wBcP3lS3iZdQf/yyy+h1WqtUni8PnXr1k2up2bsSIqkWAoYykf/pc8G59u3cad8dPiOSgXnSq+/orAQxSoVis242GAtlaeLATBpalhJcTGalP9fb+2eEHAXAigPAPv7+1cJBgFgwIABRvf19tWr8v+lWoOGLjjoDJwIl5Q/NqOcPAnk5mLs2LHw9vaWj+MTKFu3XF2fpYBYVT6aWHHEVBqJl0RFRSEuLg75lYJoTXlAaM6R+c477+Cnn35Ceno6Zs2ahdDQUGzfvt3kKZgFlUYG58yZgx9++EEOWlq2bCkHLa6urg22WHl+eQBWWWn5c2zOGk+JsWVT7lSYXuxy7RpKALTo0qXs7n/+GVkoy2Bt0udPly643bat/Kux7y2yXw3zCCO7UVC+FkFjwpVeFrY3nnSCccfDAz52EHQX3roFTwCK8iuP9jBCKI+0lAeE0gigc/kXuYtOB3choGjSBBqFok5OqpUlJShVKqFVqaA0cf/FOTlwBaCVRmWNGCE0mMGwuBgF//d/aBoTAxiR8KM4NxeeKB8hBFBS8bmRpuGq1WWjF0IYtc+KbpefAOalpwOVpvyZW3gcMD7jZF0wtP66xpGUvDzg3DmgRw/5+YaXF4C/XmeX27dxq3wUosDZGT6VXn9leUBYIoTJ7y1rMTRdzJSpYbevX4cU5okKgZgoLoYKgKpZs7IsvQbe+79mZKB5q1bwNnBhq7JevXqh6OZNeeRK27cvVK6uOHfuHIROh5QXXkDwzJlo8re/QXf7NnIANKvw95ryoK4ig++33FygZ0+UTpwIVfmJeVH5Z/0/AaytIYgoLQ8AVeX71Fa4T2NH4rVmjGRKXFxc8I9//MPiKZh3KpQPKSkpQdfFi7H0o4/QLSJCLoBu6kWTmuTn5+stpbDW50DhH38Y3C5u3gQAqOphxsadCp+BTXNzcQvA3R06lN3/pUuYDGCDQmH05480Pb1JhXOOupqCX/l1AWz7Ge3IOEJIFin6/XcAZWtXjGFJvRtHJE1BKm7a1KgRQluTTmqcygNCYQ9rCMtPMBXlJxzSCZdL+UhgEyHgCkDp6VlWOL4OHpNKo4FGpYLW2RlKE/cvPee68i9VQyfFlRka8fghOhpNp03DH5s2GXW/UrZHp/JAumJAWJqXh0IAruVTjKDRoLi4GGlpadi3bx/S0tJQUktwoiofWSypIeAztfA4YPixN1S6kBCgZ09ACJSUX4lXlo+qSe9b19u3oSkPEovd3KqMECqLi1Hi7IwSpVKeBm1vpDVvACAqnKQWS583np4oRtWSGwX5+bjv/vvxfXCwUfeTn5+Pj599FscBHAew9e23kZqaiuDgYPyycycG/uc/+L68hqcoLER2pQuhpZUyoAKG329Xy4t5X/n/9u47Po7ibvz4Z3evn3TqxbJs494LxhTTA6b33kLIL4QQOkmeBEJCCwktQCC0hIcWCIQEQvEDxjQXDAZsY9y7sS1Zxeq63nbn98cVJOMiY2PZ1vf9eukl6W7vdu5mZ3e+M7Mzn3ySfSyS7um2DIOcbZQNFQxiAaTPV5tPstMVZvp70wFzGyMeXnjhBUaPHs348eO59957s4+fccYZXdrPthproh16YmtWr+ZC4B+NjTz88MMYhtFp2+0NP/0uad5V54GOn6N1xQqW/+53oBRa+ju2b3ZMAjvcq7a97SPp8nEQcHokwvHAGddey0HAL77+mjnsWG9w68qVO5S+rtiRY2lvOkfvS6SHUOwUM9065uhiJXZ3rHezL8n0ECbz8nDuxALfu7rFbWvvF0tXiLT0fQfabrqfbWfE00N7vOkW1Xg6CHcmk7QDeentbHl5RL+nSrUtEiHqdKJsNpw7GBBmhppZ6SDc6lABycxg2NHWZl3csHgxY4C6BQvovYXZZTeXqaTb0z0vCV3PTrhj+v2EAEc6UPnHs8/y9xde4MADD8wuhzJ//nyuuuqqrZZ7Z3poUzIz9GoH7chn31Ppy5al/mhpIZE+F7jSE1Rkvn9fJIKZHiaZzMnBtdn3ZYtGSdjtxBMJjL2ggWZLoh0/U4eAN5LuzbP5fKmZVjcrm7Xz5jEEOLzDULdtufvuu2maNu2bXaUDmt///ve0p4M3b/r8oCIR4oYB6Ya6g4C2KVO4o8Nxt7XjrX7RInoB/g49dfF0j9IfysrI30YgpYJBIpqGPZ3nOzRMNfMe6fO0AbQ3NZG3lWvDk08+yfz587Hb7fz1r3/l3HPP5YUXXkBt5VoUj8f52ymncMajj9Jv2LBtLvcR7xDkb/joI/oDu2KJ983TXFhYyIABA1i1alX2nLArzwPJDp9jztlnc8Ly5dQecAA2v58XgLuam8kdP57zzz+fm2++GUgFQdM6HGcZL7zwAn/+85+x2+1d2j4jUz4CwGLgK6eTCZ98gubzsQK4DsixrC4t9+JfsoS6K68kM5g7EYth38J9kDtqS8fS+vXrO+UL7H3n6H2JBIRip+jpk6G3ixWN3bHezb4kMxzIys/v0sx3W7Oj63B91/fLtNjr6QqGthfccB5LH8NFY8YA3wSEbtOkyW4nL31sG/n5hGw2bN/D0F17NErE40HTNGw7+J1lgnAyAWGHCnNmBsPN77/Zv18/5r38MhMu/mYlMls6AAt38WKcuW/F26sXQKpynFkbL11pNdL3Nf79mWf45IsvdqghyJfpbUxXlLOft4tDzrf22Xdkxsnvw3cZMh9cuZJIuicif9y41Pts2kSkrY2yRAJbujEjWFJC+YYNqSAl/V3b4nEiTieJWKxbA8KduVUg3uE+0Y6NTJHmZgoAe14eEU37VgNUID2cratjK8466yymdxjGumzRIoZddBFHHXUUn/zjH5221TIBYfo7bQfuHTuWs2fO7LTdlo63SHpkTcdlChLp4zxUVoanthYiEdjSwuyhEGFNw5tudIt1ISD81rC8Dr2Kobq6rQaEuq5jT9+fev311zN8+HBOOukkmpqamD9/fjYvr7zySjRNI9LWhnv1ah4fMwbf2LHbrNh3bOhpT880G4Odus5tKc0PPPAAHo+Hfv36MWfOnOx2u+o8YHY4Nn3p+yJrZ8/GGQrxJPCm3c7I+fO7FFDvaACekblm3UYqKIy43Wg5OSSAIabJ70mtQxpubcWzhft2Ox4fX114IUctXZp9rmH1anqPGrXVfWcbh9vbwW7/Zn3MzWzpWDrjjDPoW1jI5FGjKH/mmextBd19ju6pZMio2Cn29IkoXykSXahsvPjii7z11lscdthhHHLIIRx55JG8/fbbMmR0K8zM/SGFhan7WrZzYTjooIO+9XPggQd2uhDuiB19v0xwZfTpA4BtN01wsjMSzc1YQNnYsQAkW1tRSpFrWTTn5WW3sxUVEXU6v5eA0BWLYXo8WA4Hth2ctCZzP5BWWdnpf/hmBsOOAn4/D1dVMfKSSzo97klXSK0OQ6C2JZPXub17AxB2ONAz+wqFiBoGWrqS4TQMZnaoKHelIago8z10GIa3I0POt/TZYcdmnNzVdmjIfIfzaf2XXxJOj8bIHzyYEFC/ciWXH3YYOjD0tNMAiA8YkJr+fuPG7Gud8ThJp5OYzYatm+4h3NlbBTIBYZ2moXfoAc8cg/bCQvw2G/pm9/BF1q4FUuuzdVWiQwPE3f/6V/bvZDqI83S4dzNk/6ZP6xbDILKF4ZtbOt6S6bws7NCjmUiX22TfvqkHtjJZkuX3E7XZyE1PKtNxZtOuDsvr2FAX2cp6h5BaY67jRCLHHXccJ554IrW1tZ3ycunSpVxzzTU8ddFFzAFe8XiyQ223pmNDj7ZkCQDbOjq7Osxy8zQ/8sgj3HvvvfROn6cydtV5QHUIyEvSx0Z0zRrckQg6kJc+j11//fVceeWV2YB6SzYPmn7+859vc/uMZPr5Q202CkjdYoKm0abr6MBh6e2efuyx7R4f2mZlqHk79whmhnfG+/YlNmjQVrfb0rF0zz33UFJTQ/lzz5HocM7qznN0TyY9hGKneNInaTdQt3EjvTrMSrUlO7uwfU9jNjbSDlBQgAEkWluxb2Nmvl3dK7Kj7xdKn/DzRo8mCRh7QUBoNTfjB/J9PkKA1d5OYNMmfECob99sxcw5aBBBtxvv9/CZXIkEptdLMpHocm97RiQ9y13hIYcAne+5O+uss761fdXnn7Ol+Qvz0xUBrYuzdsbSLfy+dEUr4vHgyNzX1tZGq90O6eGkj157LU9vZ+HjjhLRKMXpxo+OlfwdGXK++WdfsWIFw4YN26EZJ3e1HUl/eM2a7HT2LYsXY6a/j4L+/Qk6naz+4gt66TpJXadPukLn3X9/eOUVogsW4EoHFrnRKDV5eRjRaKdJInannb1VIJ4OoBpdrk6TdITWrQMgZ9Ag/E4nxmaV2USHGSAT7e3YOzTwbI1qbsavafiUQu/Qg2eky1VRZvbhQICAx8OE/HyC1dV8ZLfzZYcAb5vHWzqQLTZNiMfB4cgOGWXAgNTvpiZIN6x1ZGttJeB2U1ZQQAtgdQjoutrDZE8P6fbS+f7Mzd1yyy2d/l+xYgXvvPMOzc3N2bwMBoMcddRRPPDAA9yTPuas9DDabVbsOwSyeemeNRfw/PPP8+CDD+7wsMmtpTlzHpg6dWqnx3fVeUDv0GA1KH28WNXV5MTjnAI0myaV6eePO+44KioqtjohTyZoyqzXOmnSJHr16rXdCXzMTZto1TTa3W4IBLK3DwRtNkriceY6nUyMxXjupZeYv2TJNo8P32bniLZ0L++2huAry8Lh93fqed7clo6lG264gRtuvBGAutmzCY8d2+3n6J5MegjFd6aUIj8c5ut0L0D7d5ltSilWHnMMG++/fxenbt+g1dbS5HDgTF9oW7bzHe/qXpEdfb94TQ1JoGjQIPyatlf0EBpVVdSl75HYZBhQVUVj+t4tbf/9s9tVHnggsZwccnf1fZFKUZxIkCwoIFlcTMEO9uKEq6pIAgOOPhoTSGyjgrduyhT2O+GETvvOyLRuO7cwMcaWJKqqaAXc6YljEjk5uNOVCVdzM36fj9x05dbd2srDDz/Mp59+yueff86sWbP4y1/+stX7WtvWrMkutm3vcPxlhpx/k/yuDznffMHq7rAj6W+cPz/7d2TNGuKrV9Ogabhzc3GNHs2xJSX8cdAgbKedBumZXkeeeir1wMbMrJ5KURSPQ0UF8by876Uxoyt2Jt8gtaZbHPAXFeHq0LsVXrMm1bs/ahRRjwfn5ueqDjNZti1c2KV92VtaqHe7SQD3TZyYfdyZDtgKlSIZCuGKREj4fMxcvpxZDQ3EHI5O57ttHW/2DsFQphczUVtLQNOwpe8RjaSD3c1529sJ5+aSl5dHA0CHgLCrPUwuv5/q9Hcf24F7dK+++upOebl2+XL+nJvLilmzyMnJga+/BqAx/T1sq2Jva26mNj1kuF863+zAE3/9K/Pnz2f+/Pl4PB7OPfdcwuHwdodNbs37zz7Lh3/6U/b/RCLB8yecwPz/+7/v9H6bswcCfL3ZPXaOTZvITyT4kWEwElDpAHnFihWMHDnyW8Fpxi233JINBjO2tX1WUxPtNhuhzARfmfNquiF37sCBQGqSt+0dH6V+P+t1nU9PPRX4ppE3EAgwe/Zs5syZk/3J9AJvWrAg+/rgVmZd3dzVV1+N1WE0TPPcuXvEObonk4BwHzHr7ruZ/oc/8NXjj7Po6adZ+uKLfPb3v/PFs88y6+mnmfOvf7FsyhSaFiygbcUKGpcvx2puxmpvR4XDqHgcZZokEokun3hXfvYZ/U2TxoMPBiCcXgB1Ryx/8kmGTp9O5U03bXc4ZE/kqqujPTeX3PQJvX2zxX83l1nTanPftcVtR99PW76cKsPA5nBQY7fj6jAMZE+klKJg/Xoa0z1ZDcXF5C9bxtopUwAYc8UVvAc8ommUVlTg79OH3qHQLl13M7JhAzlK4Rg2DFtlJXmW1Wlq/e2x1q6lXtfJKyykCWAbQz7rrrkmu54bgD+9bIwVi1GWrrR4u7hvtW4djS7XN5MU9OtHeTBIS0MDlS0thHr3pmTECOJAJDM5Slr9hg18/Mc/ZitKm/Ont9+o6zg6VLJ3Zsi5vcPwvu6yI+lvSAeE62w2mhcvJj5nDvXpmSVzzzqLQxsbca9eDb/+dfY1w0aMYFphIQX/93/c/ZvfMP2f/8QLOAYPxiwqonALMx7uDlv73Oecc06noWtbo+rqaNI0kiUl+DocD9bChazXdXxFRQTKyijfrDHDvmkTmZDQn1kzdztc7e0EPR7adJ3kmjXMGjGCdS+9hC8QoCo9+2XTkiUURyIki4rwer2UlJTQnpODr0PZ2dbxltvWxoJ0MJRZy9eoraXZ6aRo3DiCgH/27G+9bvHixRS2taH69MFms9HscHQaHrz5sLxJkybxxBNPfGu4ZE4oREv6WNrWLL6bs9vtnfLy1GOOYRqw+Nln+ec//4k7fe65O12X2BZXezu16Z6s/UivY0rqXPRdhk1uzZjLL2fS739PzO8nEAiw4Pnn+fH77xP68Y+z27z5zDM8esEF3yno9ASD2XIJ0KppFDc2UgBUlZVhI9XABTveKBVva2NF//6sf/rpbW5ntLTgdzrR0t+bc8QIAD48+GD+C5AO7g7t23ebx0ciGKTcNFl/8cUc9uabWEB040ZIJLj1iCMIbHasmMkkv7z+emo//DD72LoZM7r02ex2O5s6NHqFly7dI87RPZoS3e7xxx9X++23n3I6nWr8+PHq448/7vJr29vbFaDaU+HUTv+YoGKgIpqmApqm2nRdNem6ajAMVW+zqRq7XX2t62o1qCCosKYp/7JlaqNhqFZdV0vLy9WsoiL1ae/e6uP99lPTBw1Ss0aPVtNGjFDTR49WM8eNUx+PH69mTZigpo8fr9Y4HNl9TxkzRs0891w19dxz1Uc//rGadsUVaubVV6vZv/qVmnfrrWr2Lbeo2bfdpt7/zW/U4r/+VX10xx1q9oMPqs8eeUTNe+optfDFF9X8F19Ui159VS1/+2319bRpaul776mvZ89WjcuWqabVq1Wovl7F29qUFY0qZZrfY65+N5Zlqbq6OjV92jT1/LXXqnZQ0446SjVUVakQqAXHHquUZXX5/dra2tSa1at3Wfqa16xRa15/vdNjyWRSLV68WD37u9+pBl1X7/fvr5RS6p0BA1STzabMhoZdtv9dpaamRt13773q1spKpUDN+c1vlFJKfXbzzUqBWg+q2W5XyjTVwoUL1cKFC5VSSr358MMqCar+mmt2KB+2xLIstXbtWjX56KOVArXs/ffVrL/9TSlQ6+67r0uvX7lkiVrhcqlZ5eVKKaU+8XrVyvLyLabNMk31tc2mFKiPhgxRCtTSp59WSim14d13lQK1KCdHVev6NvcbDofV5NdfV8sNQ30xdGj28ernn1cK1Nx0ef7wwQdVMplUn9tsak2fPp3SNH3QIKVAzbv33i3uY95vfqMUqJm9e6tVTud2v4u9lRWPq2RT0xafm3rooapF09TqMWNUO6gEqI033ZR6MhpV6uGHlZo+/Vuvm/fWW6oN1BJQM0CFQdUvXapm/epXSoHa+N573+Mn6rpoNKpuAnU/qGAwuM1t5/Xvr77IyVEfnXqqCoH6YMoU9djtt6t6TVMfpY/BKddcoxSomldfzb5uSW6umlpcrBKgllx3Xaf3TIRCKr6F/S53ONQno0apJT5f9tq0sKBAtWqa+rh3b6VAfZ7+Lj/8+c+zr5sxYoRa5XJt93NbpqkaNU29M3Roqsz97nfKsiw1y+NRi/r2VTU1NeoTUBuOOKLT6/7zn/+oEYahFKj6hx9WSin178pK1eRyKRWLbXe/3yTAUu2apj449lgVAPXxGWd0/bWbmTp6tFKgVjocSimllrvdql3T1PGgNixYsM3XrnE61fQRI1Rj+pw0p7BQKVDXnHCCWrduXadtlyxZok444YQdTl/z2rXZPPzgrLPUelCz0/up1/XsOWlB+nv98o03dngfdYah3j/kkOx+5qavKQrUh6ecohSoVa+8opRS6vjjj9+h9/4ifZytzsvb5nYLvV41a+BA9Z/f/169BWpF+rtfsWKFuvbaa1Vjba2Kg5p10UXbfJ91U6akPsOf/6yUUqrVZlOvjR+vvvr5z5UCNf+88zpt/8GwYWodqHfT1zAF6oNrr+3y55v/wANKgWoG9UmHa0lH2Tpue3uX31d8N3IPYTf797//zY033sgTTzzBYYcdxt///ndOOukkli1bRt/MzeVdsGHyZHqXluJvbiYZi2HF41jxOGYsRmN9PcloFI/DQXtLC267nWQ0SiISoaWxEZfNhkPXScbjODSN5oYG8r1ekrEY8XAYj8OBmV4A2K5p5LrdeD0emnw+Blx1FaXDh7P+lVdYcNtt2GprcZomOZaF3bIw4nF0pdCBZCKBPX3fgaYUGqmbnxc8/DDBu+7ikEWLcC1axBbmVfteJQCT1Ex0lqalfnd4TGkaStMw039bSqX+1zTQdVR6W81mwwKSloUFGA4HarP3MpXC0jSUrqe2M00000Q3TQzTRLMsXEoxBjgaWOfxMOpvf6OkTx/+OWQIP/zoI+p0nY05OZheL5rPR8SyMOx27G53Kq1A3DTBsihcvpz9kkmmDxqEXl6OYbejGQbxZJJIPI7b6cRmGMQiEXRNw5Ue+hIJh3HZ7annYjEMTSMRjTL0q68YaFl81KsXIYeDqN+P2++nt2lyGVDvcjHwhRcAKPjTn9AuuohAeTmrSkpoy88np1cv7Pn5KJsNDAPS6dHsdtB1TCBuWeiGgWEYaEqh6zq6poFShEIh8vPzMdK9UslEAnt6WIyuaSTSwy0T8TjBQADLslCWhb+tjWhzMw1r1+IzTYpCIS4C+gDrjj6aA++5B4BD7r6b1X4/thkzsN1xB+g6Y9KzjwKcdNVVPHvXXVzx+OOsef55avr0gYoKKC3FXlBATn4+yjBIKIXD7cau60SCwVSZTCRob2mhtamJaEsLbYsXMzwS4TTgiwkTOPi440jE43x0ww1MvPlmZj39NJEBA3D26kUEMJxOIn4/Ub+fTV9/jbl2LcfH4wwGorfeCsC6k0/msFdfZWH//rQfdBAtbje9Bw1Cs9lo++wzJiWTzLvzTg668kpi5eW0/eUvzK6uJvnaa/QCmk85hdH//jefXXcdtuHDCUciuOx2GjZsoGHNGlq+/hrWruXYSIRBQFuH3p3Kyy7Dv3Ahvf/1Lz458USO+cUv0DSNBSefzJWTJ7OovJyq0aNxlJdzRLrFnD//mXX774+rpAQzFsPf1ESwvh7rxRep1nWSEyey32uvUfP665QfeWRq1tL0MWrGYnzxwQesee89Jt14IxXpmTa/RSks0+Taa6/l3alT+eDDDxm0jckPvpNMz0LH3+m/LdMkmUySTCRIJBIkEwmSySSx6mrazziD/i0tzLvzTlpLSgivWEFw1Sraly7l/KoqNg4cyOg//hHrnHMIH3ssve+8M/X+TifccMMWk3LA6aejvvqK3tdfT2l1NY2/+hV9R4zAe/PNrH3oIRwnn8y0I4/EGDMGT//+lAwZAvn52IqLKSgrw+P1Eo1Gcbpc6JutB/edvxvL+ua3ZWElk/zt8svJHD2z/vhHDv/DH1CxGFG/n1BrK2uXLaN9zRrCn33GcevWMXPcOEb85Cd43n6b/JNP5kLA5nAw9t//BuCIu+9m8VNPUXHhhXx0wAHopaUcHghQffTR1L79NpH33yewYgXekhICNTVsOuQQcmIxNj77LEVjxhCsraVm8mSOj8fxH3oofpcL5s0DYExm4pBLLyVw770c8OCDBICR11+f/Zj+kSM5YtkyZlxyCZXnn8/6e+4hd9UqSl9+mdoHH2TAzJms/fWvwTQ5XCmKzj+fwF13Ufvoo/zfQw/xm0iENaeeSkVFBR8UFzPi00/570UX0eByseSLL9CWL+cjjwertJSyK64AIHbxxRTcfz9LJ0zAfcstVBx3HK4OvVWR5mbmnn02asgQjnzqKWLRKMueeILxSuE65BDWf/IJvoULO81Kuy2NDQ2snz+fCSecgLIs+q5aRRgYEo/T8M9/MiASYfawYby3YgVfTZlC3/REXZ0PB8Wmr76iXyxG1ZgxrK2tpbitjeDppxN5/nkuttm+27DJLVj62GMckf570htvANAvPVy3zLJo+eQT/C0tjE3f+1f10EOMP/PMLr13IpFg6VtvMc40WT5uHFM2baLf+vVY554L6XkS+t90E9Y779Dy3ntwwQW89957O5T+WDrNFe3tmOFwdtZmSM3au3r1aua9/DIXhUIsOOggzrnzTmqvvJLK9ARjQ4cOzS4ov9Llwpg1C2VZaOm8jmzcSLK9ndyRIwFY9dxz7AcMOPtsAOry8ijbsIFkel1CxzvvZJeuqPv3v5mUvoVlvxkzWJ2TQ0k4TCJdZrZHJZPEXnqJKLCyogJfXR1tX35J6JhjaL38ckY99NAOfVdi52lKyTi97nTwwQczfvx4nnzyyexjw4cP58wzz+SedCV1W/x+P3l5ebS3t+NLr/m1N4vFYjgdDlQ8jpVIkIhE8Le2Eg0GiYfDuB0OnIZBU309eTk5RINBnIZBsL2dYFsb4UCARCRCQW4uVjxOc0MDdk1DM83UPUnJZCpYTiSwEglI/1aJBFYyiTJNlGnidjhIxuNgWcRjMRy6TiQUQtc0vC4XViJBoL0dj8uFTmoSjGQ8jsvhQFkWKplEUwqD1FpPevpHUwormcRhGBi6jk3XU0GRw5H9ceflYfTrR9Exx5B75pmQHlpkmSYz//hHopMnk9/SAsEgtmgUp2WhKYUyTTSlsGlaaiy4UrQWFdHg8zFy3Toc6e20dGXVpmmodHBrKYUFaOmA0lQqtZBt+jndMFIXgdJSVFERFevWkVQKm9uNVViIa9AgCk45BfePfgTp+xgAPn7pJVrvu4+ymhqKolFskQhepbCnvxeD1MxWmd/fRWbQoUr/dPy74/8RwyBss5Fwu9H69qX08MNxX3ABHHFEdrrrrqiuquKzW2+ldOZMyurqKEgkKFZqh9KfBNq8XsyBA/H97Ge4r7oqWyFbPncuyy67jOGrV9Mvmew0xLPj61tzcoiOHYvnllsoOvlkIFV+3jj7bEZ88AHDEolvza44t6CA/evqsDmdzDj4YI5OzxabBD4+5BAOfP11Ng4YwPBtDC0MejyoQw4h5/bb0Y48crufNRwO89L553PQjBkMCYVwA18bBst+8ANO7TDUqCMTeO+MMxh7++0wYQK9tzK0tKMEoHX42Vr1NkHq86JpqbKQbmzIHAFd+b2r7rWIwBYbwExNo2HAAIrefBPHqFFdrrBvz9xXXiF0/fXs39iYXV+zKyw6l6nNyxfp84aWbvzLfEfbCyebKirYGAgwbjszSH5ZWkrFjBn0Gj6clkcfxfbuu7iHD8d+ww3QoeF0/tSptF51FaOrqsizLBY7nVR89RVf/vCHnNZheBqkjgGTby9zsCovj/7r1hFqaGD+FVdQ+atfEfzpTwn5fExcvpzqJ54g9uqr5Pzyl1Sec072dY01NXw5ciQnpie2SdB5Xb0wZCcJWuXx0K+ujq+vvJIhr7xCQtdZPXEio6dNA4eD+e+8g/P88xnZcXisrqOddBLaI49A+hYCy7J46YQTOOnDDylObxcB/LoOmobHNMksNtFMatIWL7Dcbqeyvp73L7mEc6ZOxa/rNDmdRGw2lK5jGUaq4VLTsFkWhlJopkl+IEAvpVhrt5NvmhRZFrP+538ofeABhgJBoOb997GdcgoDEwmqHA7aHA4SAErhTCRwxuP0B9o1jcSiRXz9+edUPfEEp3z4IXNHj+ao2lrW5+YSdrtJuFyppQzSjahK09B0nVgyidPpTDW0JpPZ67c9fe2zEgk006TPpk0E3W7qSks5Yv165pSXM76+ntdPPZWT336boN2OI5mk0TCI9u5N7w0bqB48mLjdnjrmMw0ZSmFZFpFwGC0cxgiH8cbjjAbadZ2c6mqMggJ0XSfh9/PlgQcSHTWKE95+m9mFhUxobWWNz0fY60WZJpbdTsztJqe+HrdSNPbvT9Q0MWw2SCRQkQh6JMJhDQ3M6d2bI2pqWJiTQ0tuLoZSRNva0KJR+gGDgAavl8LVq3GklwDakhnnncfRr71Gja5T43SSNAxGB4N4gM8cDlzJJCMti+Xl5YxPD/399MILOSzd4LJoyBDGrFrFjJwckk4nBzY3s8xux5Wby/4tLXx++unoixczeN06lg4ejJWTQ0LXSdpsYFkkYzEMy8KuaZiRCAOrqhgYjzNzxAjUAQdw9Isv0qRpFCtFFJg5fDhmbi5tSnHJ3Ln7TB13TyYBYTeKx+N4PB5effXVTjPi3XDDDSxYsKDTTfgZsViMWIeZzPx+P3369JHCInaKaZoYu6I3YDuUUoTDYVwuF0opkskkZroHxUoHrLFQiFAohMfjwe3xYFoWpmkSi8cJhkLohkEymcRmt2Oz2dA0DU3TSCaT6LpONBolNzeX/Px8XC4Xuq5/75/NSiapXruWZDSKwzCwAeFAgEA4TG5eHp7cXBwuF4UlJWg2W+pm/y5U8C3LItDaiksptGQSR05OqoEgXUnaFpVMEqqpoam6Grum4Sgro2TgwE6vW7tgAT7LwigqojA9mUUiHqfmiy+I19aS6/OhdB1faSk5vXun1jrcmUWKTZNAfT3esjJ0m411H32Ef8kSkq2tYLfjLSggp6QE7wEHUJCekKapqopl//xnalryeBwikdQxA5Tutx9DjjqKOS+/jBUIYClFJBoFTcObk0M0FsPhdKLpOgMGDqS8tJQvZs3CjMWwLCvV259u/NB0PXW8GEYq2LGsbNCT2S4QCGBaFk6XC1d6jTin04lpWdn3M2y21DFns2V7unVdRzcMdJsNI/238nqpOPNMyoYMoe4//yHP7SZn8GDo1w+KilI96N8TZVm0rFhB6+rVtK1fjxEMYjU1EQsGiYTDxGOxVIOVYaCROiaSiQSWZWHoOgG/nzyfj1g0mhrloGmpiq6moRkGStOIJ5Op7z59T7FmGIQikdT/djujDziAwddcQ2NTE4vuuw8jHge7Hd3txu71UtGvH77+/ckfPx6tuHi7n6nT51OpZZAy6xxalsUXL79MdMECYu3tOJ1O+lx4IeWVlSx54gkMILesDPfo0fSdNCnbg7LD36tSrPr4Y9rmzqXvEUdgy8tj3XPPUTB+PANPP53qF1/E9Hrpd845GJkJdRKJ1LlgS/ldUwPNzam13SoqtrrGW6CpidWvvUbgyy/xb9iAOxYjEY/jLSig7Oc/J7loEfXTppFTUkJiwABG33gjeWVlWJbF1DvuwProIxytrahQCLumQSKBlkxiMwxMXcfUNCzDwF1ZSbKkBHPVKigupmjSJMbdeitfvPsu1f/7vwz64Q8Zd/bZrPz4Y9Y/8QTG8uW4IhHspMpX0u3G8PlI9OvH4F/8grIOk3YB+BsbmfajH6EtXIjPNHHG45BuXAXQ0w2qTocjFfSljzdN11G6TtyyULoOuo5mtxMpLGTkU0+RN3YsVVOnMvi889j49df0HjCAmXfcQeyZZ3CVllJy//24nU5WXHABeX4/Xsv65t7o9G8FqTLs86H5fNgKCjCHD6f4hhso2cY6fc1VVXx5zTXYFy7EHYmAzYYtFsOZSBAuKCChaZRu2oSh62BZmIaBZbdjORw09+3L/u++y8o//Qn1n//gSiRIahq6y0VOaSlanz70PuUUHBde2Kkhdmvm3Xcf0cmTcbe2osdiBPv0QeXkULB6NcrnQx8xguEPPYSR7mVWlsXcP/0Jj8fDqF/8gi/PPx/j00+xWRahgQPp9+yzuJxOGt54g8HXXUf72rWsuOACvGvW4EomcQB2y0o1LOs6SaUwNQ1lGDQVFxO98koOS/eaTz3uOJy1tZTddhttt99Ov7o63JaFO5kkD6SOuxtIQNiNamtr6d27N59++imHHnpo9vG7776bf/zjH6xMd9N3dMcdd3BnZthQB1JYhBBCCCHEvsJ/7LHkTZsmddzdQGYZ3QNom7X0Z8Zob8lvf/tb2tvbsz/V6fV7hBBCCCGE2Ge8+mp3p6DHkEllulFxcTGGYVC/2VS+DQ0NlJWVbfE1TqcT584M2RJCCCGEEGJPZ5MwZXeRHsJu5HA4OOCAA/jggw86Pf7BBx90GkIqhBBCbIt+p1zOhRBCfDcSenezX/7yl1x66aVMmDCBiRMn8tRTT1FVVcXPf/7z7k6aEEKIvYRCbfN2AyGEEGJrJCDsZhdccAHNzc384Q9/oK6ujlGjRjFlyhT6pWf8E0IIIboibsZx2uSWAiGEEDtGxpjsAa6++mrWr19PLBbjyy+/5MgurO0lhNi15tbMJWkluzsZQnxnkWSku5MghBBiLyQBoRBCAA99/hD1wfrtbyjEHiqajHZ3EsRuMmX1FH7y1k+6OxlCiH2EBIRCCAE0h5uJJLqvhyVuxrn6nau7bf9i73f79NuRpYV7hunrpjN9/fTuToYQYh8hAaEQe4FDn5FZZ79vzZHmbh1yVx+sZ0XTim7bv9g73PzhzdQF6rb43FPzn6I50rybUyS6w/r29fTP79/dyRBC7CMkIBRiL/DZxs+6Owk75IrJV7ApuKm7k7FDmsJN2+wh/Hzj57y8+OXvbf/1wXqC8eB3fv21U66lMdS4C1PUNcsalzF55WQ+q+58jLZGWnd7WvZFHXv8LGVx36f3UdVelX2sJdKC/S579v9ljct2a/rErjWvdh6XvH7JdreLJqNU5FbQEmnZDakSeysZMSC6SgJCsdM2+jcSToS7Oxn7rISZACCWjHVzSrqmNlDL0189TVO4qbuT0mWmZdIcbiaUCHV6/KD/PYhPqz5l0guTuHbKtVzy+iXMqZnzvex/Q9sGagO1rG9bv8OvX928msfnPs7ypuW7PG3bsrZlLSOfGMkZr5zB1DVTs48vaVhC4f2FrGpeRd+/9MVS1m5N175iTs0c+j/yTS/QSS+dBNCpF/D9te93mgzp4c8f7vS/pSye++o5Hp/z+G5I8ffHtEzm183/1uN3zbyLX733K+qD9bus8ju/bj5za+Zuc5safw2/++h3NIWbWN64fIf3/dicx7bYaHLg/x7IK0teYVXzqu2+x+jS0cyrnbdD+xX7pgX1C1jeuJy1LWv5qu4r4macukAdeffm7ZaRJ+3R9u98y0V3NGSKb9OUNB/s1fx+P3l5efzP5P+hd0lv2qPtKFJZatftaJpGMB5E13Tsup3WaCtOw4mhG4QTYUzLRKGw63bshh2XzUWNvwavw4ulLGLJGIXuQuJmHEtZ2A07FbkVOA0ntYFajht4HI/OeZTPqj/jiH5HEDfjlHhKKPOWoWt6toLttXtpjjTjc/rQ0DCViVKKPFcen2/8nPZYOwdWHEgkEaHUWwqApmmYlkk0GSVuxjGVic/pw21z0xJpoSynjGgyisfuIZqMEklEaIu24XV48dpT6W+PtZPryCWUCOG2uTGVmXpvNDRNQ0PL7ktDIxAPYFqp/SStJE6bk7ZoGx67h3AijIZGobsQS1lsaN9ARW4FGhrhRJiElcBr92LTbZjKJGEm0DQNQzPQNR1DNzA0A03TiCajaGi4bC7yXHkUuAqwG3YchgOf04dNtxGKh5hbO5fZ1bP5aN1HAJw8+GSGFQ3D5/QRM2MEYgGcNieGZhCMB1EonIYz+53kufLQ0LL5EDfjJMwElrIodBfij/kxdINQPITDcOB1eFFKZdOf58qjIdRAnjMPl82VOq4MOzmOHDQ0+ub1pSynDLfNTdyM89Lil3hy3pMkrSQjSkZQ6C5kSOEQCt2FeB1eagO1hBIhcuw5GLrxreM5c2wE48HsPk1lYimLpJUknAijazoJK4FNt+HQHShU9nW6puOP+fHYPTgNJ3muvOxvXdOpyK3ArtsZWDiQESUjaI+288TcJ7htxm3ZNNw/6X4O63sYcTPOD/7xAw7odQDDS4bzz0X/BOCCkRdQG6hlQsUElFK4bC50Tac50oyu6TgMB7qmE01Gs5/D6/Ditrkp9hRT4C7AaTgZXjKcHEcOSxuW8uBnDzK7ejaRZIThxcPpl9+PgQUDKfGU0BZto9Rbiqaljr1cRy4eu4ciTxE23ca7q9/lDx//IZv+SQMmUZFbQR9fH2y6jWA8iKEZ2e8xbsZRSuGxe/DH/BR7ignEA6xpWUPSSjKxciKBeIAcRw5l3jI0TaPEU0KJt4QSTwm9cnuR68jlk6pPOOaFY/Davfz60F+zKbSJ6w66jvZYOzd9eBMAl+9/Of9a8i9My6Qit4L++f0xlYmhGdnyme/KJ5aM4XV4SZgJAvEA1f5qAM4adhYffv0hNt1GjiMHS1lYysK0UuW4yFNEpa+SxlAjNYEaIskICTOB2+bG5/QRSoTw2D1oaEwaMIkDKg7gz5/+mUgyQtJKZt8vcz7Id+WjoaFQWMpCqfTv9Bp/oUSIcCKMx+7Ba/cC4LF7MJWZfT9d01PlPV3ut/Xjj/kJxAPsX74/AwsHEowHsZSF1+7FZXNxx8w7aI20Mvvy2Wxo28CQx4YwrHgYAMuuXoamafz4zR9T7a9m2rppHNT7IP5n4v/wytJXePGsF2mJtHDBaxcwu3o2AEf1O4pKXyX75e+HoaXKXyAewGE4KM8pJ5wI0xZtI5qMdjpvmZZJzIyRtJLYdTst0RaK3cWEE2HiVhwNjYSVyL6npmmpPLV70TUdp82J03DSFGlCQ8NhOJg0YBInDjqRxZsW868l/0pdL+IhijxFOAwHlb5K3DY3kWSE2dWzeXHRiwDc9YO7uGrCVeQ6c/nbvL/xwOwHqPZXU+QuYlz5OArdhfTP70/MjFEXrGNY0TAsZbGieQX5znwM3cDn9GHX7dnzZK4zF4fhoC3aRkVuBbdNvw2vw8t1B11HVXsVoXgIQzeoC9aR58zjqH5H8eKiFwklQgwvHs5nGz/j+AHH80XNFwwvGU6+Mx+nzZk6RxkO4mYcXdMp8ZQA0Bpt5c6Zd/Lbw3/Lsf2PzV6DR5WOouKhCl477zUe+eIRrjzgSspyyphQMQG3zY2mpa41bpub0185nWdPf5YL/3shpd5Syr3l2A07CTOROs9bCXrl9CJpJfE6vJiWidvupjZQS1V7FdcddB0frfuI+XXzKfWW4jAcaGgkrSQumwuXzZW9vgbiAey6PXsNiCQjOAwHOY4cxpaN5bG5j5HjyMFr93LmsDP5tOpToskoLpsLn9OHw3Bg023YdBtuu5vmcDMNoQaGFg/l/bXv47a7uXrC1by18i02tG9AKUWlrzJbFpVS2d/+uJ8yb1m2Z9RhOLDr9k7nXptuw1IWTpuTUm8ptYFaNDR0Tacl0sKw4mGsal5FUyQ1KmRI0RDG9xrP1DVTs+9n0204bU40NHxOX3Y5F6/dS64zdQ5e07KGGetnsNG/kV65vTi08lAenfMol4y+BJfNxZCiIby39r1O13Wv3UskGcFr92Iqk0gigtfhxWk4s/WijtfGlc0rcRgORpaMBKDQXYjTcFLpq8zW2RbWL+S5Bc/xRc0XHDfgOJrCTfxk/59w1TtX8ZNxP6FPXh8choNQPETcjOO2u3Hb3FT7q9E1nYN6H4ShGbREWljZvJLJKydT5CnigF4HUOYtw+f08eG6Dzmq31F47B50TWdl00rqgnWMLRtLniuPlxe/TKG7kLOHn82q5lUYmoFNt6WuxTZn9rj02D1omkZbtI2v6r9iUMEgHpv7GJeMvgSf00d9sJ6K3IrstdqZdHLD0TfQ3t6Oz+fbal1Y7DwJCPdymYDwg6UfgAsKXAXZhYn9MX824IubcXIcOeQ5UxXjQDxAriMXf8xPobuQcCKcHa5W6C7MVr4gdfHKXDwtZVHVXkU0GcWm25hfNx+nzcm5I84l35WPaZnUBGqyFTabbsNu2AnGgzgNJwkrga7p2QpYKB6if0F/avw12RNwa6QVu5EaApWpPLhsrmyFZFNwE/vl70dVexUeu4eklcxeeDMVcV3TsRt22qPtuO3ubIDotDk7XVyATn97HamAzh/zo2s64USYHEdOtmLoMBzZADvHkUPMjGUrlC6bi6SVJJQIoZQi35WfrVialpmtkJuWSSQZIc+ZRzAeJBgP4o/5SVgJYskY/piftmgbDsPBwZUH43P6mLxyMkOLhnLy4JNZ1rgMQzew63byXfkE4gF0TSfXkYtCkbSS2SCgKdyEy+bCbthx29ypi51hJ5KI0BptzR4vSSvZ6ULUFm3DZXNlK6cKlZ3BMG7GCcaDRJNRavw1NIWbaAw3YtNtXDz6YsaWjeXmD2/msbmPEfldhBp/DW3RNoLxIL19vbOVsC2depJWkmgySo4jJ7UNKlt5zmyfCYAz+eMwUkGhoRnZC07MjNEUbsK0Ut+5P+bHUhZf1HyB03CyKbSJxQ2LcRgOfjb+Z8ytncudM+8EYMrFU/iy7ksCsQCmMnng+AdYWL+QcX8fl0rjrUk0TcsOzVNKkbAS2Upm0kpiKhOXzYXb5qY12kooHiJpJWmONNMUbiKajDKnZg423UbfvL5cNvYyKh6qACBxawINjcUNi4klY9kKVCaA8Mf8rG1dSyQRQdd0ThlyCkOLhnLiSydSF6hj4y83stG/kaZwEw2hBvr4+gBkK/fN4WZqA7Xsl78fRZ4iWiOt+Jw+/DE/q1tWU+AqoLcv1bjUGG5E13QaQ43ZfK5qryKcCDO+13j+37j/l63EDPjrAC4dcyleu5dbj7qVv3z2FxrDjfx43I85er+jWdOyhrpAXfbYDSVClHhKCMaD2QYXm24j15lLpa+S/y77Lz9680d8dvln9Mvrly13hm5ke80D8QDV7dWUekup9FVmKyvRZBR/zI/b7s4ea/d+ei8L6xfy4PEPMqBgQKoCnG4IUigSZgJ/zI+madlzlK7p2W10Tc8eX3bDTigeypaLTAVS07RskLmtn8xx6bQ5cdvcLG5YzIa2DXgd3ux3E4qHOGnwSWwKbuKmD2+ixFvCM6c/Q6G7kCvfvpLfHv5b+ub15dI3LqWvry9PzHuCY/sfy4c/+pCpa6Zy04c30SunF3cefSfn/OccagI1VN1YRdJK0hJpyQZwea48QvEQzZHm7DUilAiR58wDyDaiuW1u7IY9VaG0uWkKN5HrzM1+9sy51GE4MC0Th+EgnAhnrz+Zcp2pmL60+CXeXvU2OY4cnjzlyWyF3h/zEzNj2ZEnTsPJuPJxrG1dS6+cXqxqXsVry1+jLlDHeSPO49A+hzLmb2NS+79d0RZtozZQS9yMM6BgAIc+cyinDz2dXx/6a2JmjISZIBgPkrASNIebcdlc2cY0j91Dc7iZ8pxy1retJ8+VR6+cXuS58lBKZSvna1rWcPLgk3ln1TvcMu0W2qJtXHfQddw36T42tG/INlBFk1GSVjJ1jlKKxnAjpmVS4C7Aa/cyv24+jeFU2UqYCT6t/pRj+x/LXcfcRWOokdeXv05rtJXp66cTSUQ4a9hZPDb3MX42/mfM3jibty58C0j1zjSEGrL7chiOVAAbqMNu2AnEAqlGxkQIn9NHv7x+nPzyyUzoNYHHT3mclkhLtqEoE8zHzBgumyt7Dcw0zrZF2yjLKSNhJmiONPOPBf/gnkn34LF7qPHX8MqSVzi48mD65/dH0zTao+0krASmlWo0aY+1U+otxef08dPJP+XSMZdywqATOOzZw/jt4b/lgpEX4LK5sgFfpj6TqTO4bW6aI80UuYvQNC3byBlJRjAtM5t+u2EnmoyyaNMiyrxl5Lvy8cf8DCocxNur3mZc+TgmVEzAYTiYsX4GyxqXceawM7EbqXN45n3jZjx7/QAIJUIEYgEC8QD98/szomQE8+vmU+mrZGXzSkaUjKDGX0Ohu5BZVbO4dMyl2A176hpvJgglQnjtXkKJELqm47a5CcQDxJKxbNCc6eG3lEWlr5JgPJjqAUfRGmmlMdyIP+ZPNUSbCYYWD+W0Iacxv24+E/tM5K6Zd/Hqslf5+6l/5/C+hzPxmYmUeEu48+g7yXXkEklGCCfCFLoLCcVDrGlZg6lMitxFFLgLGFAwgNZIK5NXTubo/Y4mEA8wsmQkizYtyqZtQMEA8l35LGtcRmO4kZElI2mONNMSaWFo0dDs9TyUCGXrZB67h1A8hKUscp259M/vz+qW1RR7ilMNvWaCvnl9Wd+2nvpgPZqm8fDMh3njsjckINwNJCDcy2UCQiksYk/y7FfPcvnky1G37x2nl2gyyvq29bRGWpnYZ+K3nt8U3ET5g+UUuYto+s33MxRWu1Mj9vsYDsPxnV5/3ZTrWNe2jrcvfnsXp2z7QvEQOffkYN6W6qUFeOTzR/jTrD9R88uabANPd1JKEUlG8Ng93Z2UHZapqGdUtVdx1r/P4oi+R/CD/X7A5xs/595P7+XMYWfyxgVvbPE9Dnn6ED7/6ee7K8ldkrSSaGhbHC3QVdFklHP/cy7vrH5nt59v6oP1XPbmZTx8wsMMLhqcDYy/q2GPDePOo+/kglEXfOu5SCLCq8te5dA+h/LD13/IsOJhPH/m8zu1vz3J5se4+O5aIi18Vv0Zpww5pbuTstNmrZrFkUOPlDrubrBzZy8hhNiCAldBdydhh7hsruxQvC0p9hQDMKhw0PeWBus2a6cqRA8c/8AuTM2O8dg9zP/Z/GwwCFDpq2Rc+bg9IhiEVE/D3hgMAt86Lvrm9eWls1/i/bXvc/rQ01ncsBiAHEfOVt9jTwsGgZ0OoCBVdidfNJk1LWt2QYp2THlOOVMunrJTAW1Hi69avNXy4ra7+dHYHwGpUTv5rvxdss89hQSDu06hu3CfCAYBxpaP7e4k9BgSEAohdrnThp7G6utWd3cydhlDN7jn2Hu+14BiZytEmXtcuoOmaezfa/9Oj40qHcU5w8/pphTt+4YVD8s2YmTuhc515HZnkrqNrukMKRrSLfveVcEg0OXGE9MyOzW+CCHEzpKAUAixy9l02/fam9Ydbj785u5Owl5laPFQhhYP7e5k9AiZicR6akDY0/znvP9kJ18TQohdQQJCIYQQYh+wrSGjYt8xvtf47k6CEGIfI2MOhBBCiL1YZmr8n47/aXcnRQghxF5IAkIhhBBiL+exe+iV26u7kyGEEGIvJAGhEEIIIYQQQvRQEhAKIYQQe7EbDrmBOT+d093JEEIIsZeSSWWEEEKIvViOI0cmlBFCCPGdSQ+hEEIIIYQQQvRQEhAKIYQQQgghRA8lAaEQQgghhBBC9FASEAohhBBCCCFEDyUBoRBCCCGEEEL0UBIQCiGEEEIIIUQPJQGhEEIIIYQQQvRQEhAKIYQQQgghRA8lAaEQQgghhBBC9FASEAohhBBCCCFEDyUBoRBCCCGEEEL0ULbuToD47pRS+P1+gOxvIYQQQggh9naZuq1SqptTsu/TlHzLey2/309eXl53J0MIIYQQQojvRXV1NZWVld2djH2aBIR7sUwPYSAQIDc3F03TujtJ35nf76dPnz5UV1fj8/m6OzliN5F875kk33suyfueSfK9Z9rZfFdKEQgEqKioQNflLrfvkwwZ3YtpmkZeXt4+1Uvo8/nkYtEDSb73TJLvPZfkfc8k+d4z7Uy+70t13D2ZhNtCCCGEEEII0UNJQCiEEEIIIYQQPZQEhGKP4HQ6uf3223E6nd2dFLEbSb73TJLvPZfkfc8k+d4zSb7vPWRSGSGEEEIIIYTooaSHUAghhBBCCCF6KAkIhRBCCCGEEKKHkoBQCCGEEEIIIXooCQiFEEIIIYQQooeSgFDsNh9//DGnnXYaFRUVaJrGm2++2el5pRR33HEHFRUVuN1ujj76aJYuXdo9iRW71Pby/sc//jGapnX6OeSQQ7onsWKXueeeezjwwAPJzc2ltLSUM888k5UrV3baRsr9vqcr+S5lft/z5JNPMmbMmOwi5BMnTuTdd9/NPi9lfd+1vbyX8r7nk4BQ7DahUIixY8fy2GOPbfH5+++/n4ceeojHHnuMuXPnUl5eznHHHUcgENjNKRW72vbyHuDEE0+krq4u+zNlypTdmELxfZg5cybXXHMNn3/+OR988AHJZJLjjz+eUCiU3UbK/b6nK/kOUub3NZWVldx7773MmzePefPmccwxx3DGGWdkgz4p6/uu7eU9SHnf4ykhugGg3njjjez/lmWp8vJyde+992Yfi0ajKi8vT/3tb3/rhhSK78vmea+UUpdddpk644wzuiU9YvdpaGhQgJo5c6ZSSsp9T7F5vislZb6nKCgoUE8//bSU9R4ok/dKSXnfG0gPodgjrFu3jvr6eo4//vjsY06nk6OOOorZs2d3Y8rE7jJjxgxKS0sZMmQIV1xxBQ0NDd2dJLGLtbe3A1BYWAhIue8pNs/3DCnz+y7TNHnllVcIhUJMnDhRynoPsnneZ0h537PZujsBQgDU19cDUFZW1unxsrIyNmzY0B1JErvRSSedxHnnnUe/fv1Yt24dt956K8cccwxffvklTqezu5MndgGlFL/85S85/PDDGTVqFCDlvifYUr6DlPl91eLFi5k4cSLRaJScnBzeeOMNRowYkQ36pKzvu7aW9yDlfW8gAaHYo2ia1ul/pdS3HhP7ngsuuCD796hRo5gwYQL9+vXjnXfe4eyzz+7GlIld5dprr2XRokV88skn33pOyv2+a2v5LmV+3zR06FAWLFhAW1sb//3vf7nsssuYOXNm9nkp6/uureX9iBEjpLzvBWTIqNgjlJeXA9/0GGQ0NDR8q0VR7Pt69epFv379WL16dXcnRewC1113HZMnT2b69OlUVlZmH5dyv2/bWr5viZT5fYPD4WDQoEFMmDCBe+65h7Fjx/LII49IWe8Btpb3WyLlfc8jAaHYI/Tv35/y8nI++OCD7GPxeJyZM2dy6KGHdmPKRHdobm6murqaXr16dXdSxE5QSnHttdfy+uuvM23aNPr379/peSn3+6bt5fuWSJnfNymliMViUtZ7oEzeb4mU9z2PDBkVu00wGGTNmjXZ/9etW8eCBQsoLCykb9++3Hjjjdx9990MHjyYwYMHc/fdd+PxeLj44ou7MdViV9hW3hcWFnLHHXdwzjnn0KtXL9avX88tt9xCcXExZ511VjemWuysa665hpdffpm33nqL3NzcbO9AXl4ebrcbTdOk3O+DtpfvwWBQyvw+6JZbbuGkk06iT58+BAIBXnnlFWbMmMHUqVOlrO/jtpX3Ut73Et02v6nocaZPn66Ab/1cdtllSqnUFPS33367Ki8vV06nUx155JFq8eLF3ZtosUtsK+/D4bA6/vjjVUlJibLb7apv377qsssuU1VVVd2dbLGTtpTngHruueey20i53/dsL9+lzO+bfvKTn6h+/foph8OhSkpK1LHHHqvef//97PNS1vdd28p7Ke97B00ppXZnACqEEEIIIYQQYs8g9xAKIYQQQgghRA8lAaEQQgghhBBC9FASEAohhBBCCCFEDyUBoRBCCCGEEEL0UBIQCiGEEEIIIUQPJQGhEEIIIYQQQvRQEhAKIYQQQgghRA8lAaEQQgghhBBC9FASEAohhBBCCCFEDyUBoRBCCCGEEEL0UBIQCiGEEEIIIUQPJQGhEEIIIYQQQvRQEhAKIYQQQgghRA8lAaEQQgghhBBC9FASEAohhBBCCCFEDyUBoRBCCCGEEEL0UBIQCiGEEEIIIUQPJQGhEEIIIYQQQvRQEhAKIYQQQgghRA8lAaEQQgghhBBC9FASEAohhBBCCCFEDyUBoRBCCCGEEEL0UP8fXKRQz1BlHwUAAAAASUVORK5CYII=' width=900.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p.SetMaxSinThetaOvLambda(0.2)  # Important for stability of profile fit. And faster !\n",
    "spgex = SpaceGroupExplorer(pdiff)\n",
    "\n",
    "# NB:verbose C++ output does not appear in a notebook\n",
    "spgex.RunAll(keep_best=True, update_display=False, fitprofile_p1=False)\n",
    "\n",
    "for sol in spgex.GetScores():\n",
    "    #if sol.nGoF > 4 * spgex.GetScores()[0].nGoF:\n",
    "    if sol.GoF <= 2 * spgex.GetScores()[0].GoF:\n",
    "        print(sol)\n",
    "\n",
    "print(\"Chosen spacegroup (smallest nGoF): \", c.GetSpaceGroup())\n",
    "\n",
    "# Updated plot with optimal spacegroup\n",
    "p.plot(diff=True, fig=None, hkl=True, reset=True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Add Cimetidine molecule to the crystal structure\n",
    "This is imported from a Fenske-Hall z-matrix, downloaded as needed.\n",
    "\n",
    "We can also look at options, and disable the Dynamical Occupancy Correction, because we don't expect the molecule atoms to be overlapping with each other."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Crystal Formula: C8.9 N6 S\n",
      "\n",
      "Option #0: Constrain Lattice to SpaceGroup Symmetry = Yes (Default)\n",
      "   Choice 0: Yes (Default)\n",
      "   Choice 1: No (Allow Crystallographic Pseudo-Symmetry)\n",
      "Option #1: Use Dynamical Occupancy Correction = Yes\n",
      "   Choice 0: No\n",
      "   Choice 1: Yes\n",
      "Option #2: Display Enantiomer = No\n",
      "   Choice 0: No\n",
      "   Choice 1: Yes\n"
     ]
    }
   ],
   "source": [
    "fhz_path = os.path.join(data_dir, \"cime.fhz\")\n",
    "if not os.path.exists(fhz_path):\n",
    "    os.system(\"curl -o {} https://raw.githubusercontent.com/vincefn/objcryst/master/Fox/example/tutorial-cimetidine/cime.fhz\".format(fhz_path))\n",
    "\n",
    "# This will automatically add the Molecule to the Crystal object\n",
    "m = ImportFenskeHallZMatrix(c, fhz_path)\n",
    "print(\"Crystal Formula:\", c.GetFormula())\n",
    "print()\n",
    "\n",
    "# List the options to see which are available\n",
    "for i in range(c.GetNbOption()):\n",
    "    o = c.GetOption(i)\n",
    "    print(\"Option #%d: %s = %s\"% (i, o.GetName(), o.GetChoiceName(o.GetChoice())))\n",
    "    for j in range (o.GetNbChoice()):\n",
    "        print(\"   Choice %d: %s\" %(j, o.GetChoiceName(j)))\n",
    "\n",
    "\n",
    "c.GetOption(1).SetChoice(0)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create a MonteCarlo object and add objects (crystal, powder pattern) for optimisation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "mc = MonteCarlo()\n",
    "mc.AddRefinableObj(c)\n",
    "mc.AddRefinableObj(p)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Disable profile fitting before Monte-Carlo\n",
    "..or else the crystal structure will not be optimised\n",
    "\n",
    "Note that the following display will be live-updated during the optimisation done below (the last plot is always updated)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "dacde98db6db4e379d718cddce98635b",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=900.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pdiff.SetExtractionMode(False)\n",
    "p.FitScaleFactorForRw() # for a better initial display\n",
    "p.plot(fig=None,diff=False,hkl=True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Display the 3D crystal structure\n",
    "*Note: this requires installing `ipywidgets` and `py3Dmol` (as of 2021/05 the conda-forge version is obsolete, so just install using pip). Otherwise You will just get a warning message*\n",
    "\n",
    "This will be updated live during the optimisation, and also when using `RestoreParamSet()` to restore some specific solutions (and generally every time the underlying Crystal's `UpdateDisplay()` function is called). Just scroll back to see what is being done in the widget.\n",
    "\n",
    "The `display()` is only really necessary to make sure the widget appears in the notebook. In fact if `c.widget_3d()` is the *last* command in the notebook cell, the display is done automatically. See the ipywidgets documentation if you want to understand this in more details.\n",
    "\n",
    "Note that bonds may disappear during optimisation, because they are automatically assigned by the javascript viewer, which is quite strict about allowed distances. In the final solution some bonds in the middle of the chain are often missing, though you can see the atoms are reasonably close. But rest assured that any bond defined in the object still exists as defined in pyobjcryst !"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/3dmoljs_load.v0": "<div id=\"3dmolviewer_1753236577668403\"  style=\"position: relative; width: 640px; height: 480px;\">\n        <p id=\"3dmolwarning_1753236577668403\" style=\"background-color:#ffcccc;color:black\">3Dmol.js failed to load for some reason.  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       "\t\tviewer_1753236577668403.getModel().setStyle({\"stick\": {\"radius\": 0.2, \"opacity\": 0.5}, \"sphere\": {\"scale\": 0.3, \"colorscheme\": \"jmol\", \"opacity\": 0.5}});\n",
       "\tviewer_1753236577668403.addModel();\n",
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    "### Run multiple optimisations\n",
    "We also enable the automatic least squares every 150k trials, which allows a better convergence\n",
    "\n",
    "We perform 3 runs, each of 1 million trials using parallel tempering, with default parameters (which should be adequate for all problems). Normally for this structure it would be better to use 2 millions trials so that the correct solution is found during almost every run.\n",
    "\n",
    "Each run starts from a randomised configuration."
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      "LSQ option:  Every 150000 trials, and at the end of each run\n"
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       "\t\tviewer_17532365779507651.getModel().setStyle({\"stick\": {\"radius\": 0.2, \"opacity\": 1}, \"sphere\": {\"scale\": 0.3, \"colorscheme\": \"jmol\", \"opacity\": 1}});\n",
       "\tviewer_17532365779507651.zoomTo();\n",
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       "</script>"
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       "Box(children=(VBox(children=(HBox(children=(VBox(children=(FloatRangeSlider(value=(0.0, 1.0), description='Xra…"
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       "Box(children=(HBox(children=(Label(value='MonteCarlo:', layout=Layout(max_width='25%', width='11em')), Text(va…"
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Final LLK: 18496.02\n"
     ]
    }
   ],
   "source": [
    "mc.GetOption(\"Automatic Least Squares Refinement\").SetChoice(2)\n",
    "print(\"LSQ option: \", mc.GetOption(\"Automatic Least Squares Refinement\").GetChoiceName(2))\n",
    "\n",
    "# 3D structure view which will be live-updated with the best\n",
    "# configuration of the current run\n",
    "display(c.widget_3d())\n",
    "\n",
    "# Small widget to see the progress of the optimisation, with the current run\n",
    "# best log-likelihood, the run number and remaining number of trials.\n",
    "display(mc.widget())\n",
    "\n",
    "# The powder pattern plot a few cells above should also be updated for each run best solution\n",
    "mc.MultiRunOptimize(nb_run=3, nb_step=1e6)\n",
    "print(\"Final LLK: %.2f\" % mc.GetLogLikelihood())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### List solutions\n",
    "All solutions are stored in a \"Parameter Set\" which can be restored (assuming that the objects - crystal structure and powder pattern are not altered e.g. by changing the list of atoms, the profile, or the fixed parameters etc...).\n",
    "\n",
    "This will only record changes of parameters such as atom coordinates, but will not record other changes such as a different spacegroup, or a change of the Scatterers (number of atoms or molecules) inside a Crystal. It can only be used to browse results obtained at the end of `MultiRunOptimize()`.\n",
    "\n",
    "At the end of the optimisation the best solution is automatically restored."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0: LLK=  20931.00, name=Best Configuration\n",
      "  1: LLK=  20931.00, name=Run #3\n",
      "  2: LLK=  21043.00, name=Run #2\n",
      "  3: LLK=  68733.00, name=Run #1\n"
     ]
    }
   ],
   "source": [
    "for i in range(mc.GetNbParamSet()):\n",
    "    idx = mc.GetParamSetIndex(i)\n",
    "    cost = mc.GetParamSetCost(i)\n",
    "    name = mc.GetFullRefinableObj().GetParamSetName(idx)\n",
    "    print(\"%3d: LLK=%10.2f, name=%s\"%(idx, cost, name))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Restore a chosen solution (set of parameters)\n",
    "Restoring a solution will also update the 3D crystal view above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "aefdaeade528477994aa6f69f9771faf",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=900.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p.plot(fig=None, diff=True)\n",
    "mc.RestoreParamSet(3, update_display=True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Save results to CIF and Fox (.xmlgz) formats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save result so it can be opened by Fox\n",
    "xml_cryst_file_save_global('result.xmlgz')\n",
    "# Also export to the CIF format\n",
    "c.CIFOutput(\"result.cif\")\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "objcryst",
   "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": "3.13.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}