visualization.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bb9548f7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-12-15T10:27:41.943089887Z",
     "start_time": "2023-12-15T10:27:40.826660652Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "import sys\n",
    "sys.path.append('../')\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "import rdkit.Chem as Chem\n",
    "from rdkit.Chem import Draw\n",
    "from MolNexTR.chemical import convert_graph_to_smiles, postprocess_smiles, keep_main_molecule\n",
    "from IPython.display import SVG"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f6bb1e3",
   "metadata": {},
   "source": [
    "## Load Gound Truch and Prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "68567215",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-12-15T10:27:41.975387296Z",
     "start_time": "2023-12-15T10:27:41.939805302Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "BASE = '../data/'\n",
    "ignore_chiral = False\n",
    "\n",
    "data = pd.read_csv('../your_data')\n",
    "pred = pd.read_csv('../your_prediction')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f6d7faf",
   "metadata": {},
   "source": [
    "\n",
    "# Visualization "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "efe72594",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-12-15T10:28:24.684089743Z",
     "start_time": "2023-12-15T10:27:41.967979120Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------\n",
      "1\n",
      "0\n",
      "real/mechanism/acs.orglett.5b00776-Scheme-c5.png\n",
      "gold: *N=NC(*)C(C(=O)O[2*])C(*)=NN*\n",
      "post: C(*)(C(C([1*])=[N+]N*)C(*)([H])[n+]=N*)=O\n",
      "grph: n>\n",
      "pred: C([OR2])(C(/C(/[R1])=[N+]/N[X])C([Ar2])([H])[n+]=N[Ar4])=O\n",
      "post1: C([OR2])(C(/C(/[R1])=[N+]/N[X])C([Ar2])([H])[n+]=N[Ar4])=O\n",
      "(474, 464, 3)\n",
      "384\n"
     ]
    },
    {
     "data": {
      "image/png": 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       "<IPython.core.display.SVG object>"
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    {
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     "output_type": "stream",
     "text": [
      "--------------------\n",
      "2\n",
      "1\n",
      "real/mechanism/jo962200s-Scheme-c3.png\n",
      "gold: *C1=C(N)N(C)C(=O)CN(C)C1=O.CN1CC(=O)N(C)C(=O)C(=CN2CCOCCN2)C1=N\n",
      "post: *C1=C(N)*C(=O)*C1=O.N=C1NC(=O)*C(=O)C1=CN1CCOCC1\n",
      "grph: n>\n",
      "pred: [MeN]1C(=O)NC(=N)C(C1=O)=CN1CCOCC1.[MeN]1C([NMe]C(C([CHS])=C1N)=O)=O\n",
      "post1: [MeN]1C(=O)NC(=N)C(C1=O)=CN1CCOCC1.[MeN]1C([NMe]C(C([CHS])=C1N)=O)=O\n",
      "(624, 1034, 3)\n",
      "384\n"
     ]
    },
    {
     "data": {
      "image/png": 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yMogIRIRChQqhePHiKFKkCCpXrozy5cujaNGicHBwgLm5OQRB4ESQsXzG9zs7CAJw4QJgY5N+vFIlYNAgw8WlZezxMdPCyZ8B2Nra4sGDBzh//jxq1qypSziMCRFBpVLh6tWr+Pfff9GqVauPHiMR6ZK9Z8+e4f79+7h06RLi4uIQHR2NUqVKwd3dHbVr14aHhwccHR1haWkJc3NzKBQKXctdxmRN2wJIRFCr1dBoNFAqlUhJSUFMTAxevnyJ4OBgPH/+HDdu3EBAQACioqJgbW2NMmXKoGbNmmjYsCEqVaoEOzs7TgQZyweiUBD7j5rj11/1EystB4c8D0mPscfHTA8nfwbg6uqKOnXqYPLkyahSpQqGDBmCChUq6LqCDZlsaBOyx48fY/PmzYiMjMSoUaNQo0aND44rY+teXFwcbty4gUuXLuHOnTtQKBQoUaIEGjRogLJly6Jo0aKwtLTMdmHp18WR8Xzt/bS2tgYAuLi4oEKFCroY1Go1EhIS8PjxYzx48ABnz57Fnj17sHjxYpQtWxYtWrRAixYtUL58eVhaWurel5NBxoyERgMACEJpEAkoX1YDwIgWozf2+JjJEshQg7pMmDbBevDgAVauXIkzZ87A29sb/fv3R8mSJSGXy/M8wdAWg5cvX8Lf3x/nz59HmzZt0L59e9jb239QPNru1ri4ONy8eRPHjx/H7du34eDggLp166JWrVooUaIErKysDJJgaa9do9EgJiYGgYGBOHHiBM6cOYPg4GAUL14c7dq1g7e3N4oXLw4LC4s8j5Exlom/vzRYLiwM51EH9XAe/o5D0WVZO8DHx9DRGX98zKRx8mdA2okMFy5cwJIlSxAUFAQfHx988cUXKFasGGQyWZ4kGESExMREHDlyBNu2bUOZMmUwYMAAuLu7v3e3p7ZYqdVqBAcH49ChQzh+/DiICI0aNULr1q3h7u4OS0tLAMaTSGnjJiIkJSUhKCgI+/btw9GjRxEZGYlatWqhQ4cOqFevHpycnPLsM2KMZeDvD3TrBqT9e41CQRTGK/yKH/C9MAvYvt2wCZaxx8dMHid/Bqa9/QkJCTh06BAWL16MhIQE9O/fH126dIGTk1OujTvLOK5v1apVSElJwdChQ1G7dm2YmZm993sSEZRKJW7duoVt27bh2rVrqFChAj7//HPUrFkz34yly5gIxsbG4tKlS9i5cydOnTqFAgUKoEOHDujUqRNKlSqVZeYwYyyXaDSApyfw/Lne4Xb4FzdRBfdRHjbuhYDHj4G0YSAxMXk4rs7Y42MMnPwZFVEU8fLlS2zbtg2rVq2CtbU1RowYgbZt26JQoUIfNbnQaDR48uQJVq1ahcuXL6N3797o0KHDB+07TERISUnBlStXsHr1agQFBaFJkybo0aMHSpcubZQTW96FtqU2ODgY+/btw/bt2xETE4N27dqhX79+KFeu3AclzYyxt3DsGNCsWZbDj1ACDXEahRCF6fgRVdd9A3XNujh0CFi8GLh7l+NjTIuTPyOjHQ/48OFDrFy5Ejt27ECpUqUwfPhwNG/eXNdqplarkZycDEEQYGVllaX7kYiQkJCAiIgIeHh4QKFQ6FqyIiMjsXXrVuzcuRP16tXDwIED4enp+V6tcdrXTE1NxaVLl7Bq1Srcvn0bHTp0QM+ePeHp6WmQMYy5SfsZRURE4NixY1i/fj2Cg4PRrl07DB06FCVLluQdXBjLLZs2AV9+me1DoSiKXzEZe9EBoQp3OBWRo2ZNYPx4wNs7j+LbsAHo08d442MMnPwZLW2X7OXLl7Fo0SIcP34c3t7emD9/PgoUKIALFy5g+vTpUKvVGDVqFD777DO9hEMURfzxxx/YvXs3Nm/eDBcXFyiVShw4cAArVqyAra0tRowYgXr16r13axURQaPR4Pbt21ixYgVOnjyJVq1aYcCAAShXrtwnl/Rlpv2nExsbi5MnT2LdunWwtbWFn58fbNLWc9Ceo70PmX9njL2jHFrWsggIyPuMascOoF8/ICnpzecaIj7G0vBSL0ZKEASYmZmhXr16qFKlCo4cOYKdO3ciLi4OBQoUgFqtxrlz5xAVFYWwsDCUL18epUuX1lvv7smTJ3j06BFiY2Ph4uKCW7duYdmyZfDx8UHXrl1RoEAB3Xu9C20CEx4ejg0bNmDt2rUoX748/Pz8UKdOnXzfvfs2tF3cERERcHJyQocOHeDt7Y2IiAjdJBbtZ2Bvbw9HR0eIoojAwEAQEcqWLZtlGRsiQnR0NB4+fIgKFSrA1tbWEJfGmHFr3BgoVgx48UI3oSILmQxwdc27mEJCgM8/By5ffvO5giDF37hx7sfFWE6I6RFFkTQaDSUnJ1NMTAxFRkZSQkICqVQqEkWRRFE0WFzx8fGkVqtJFEW6fPkyOTk5EQCSy+U0YsQISkpK0sWXnJxMffr0oaJFi9KNGzdIFEVKTEyk0NBQ0mg0730doihScnIyHThwgFq1akU1a9ak1atXU0xMjMHujSFoNBpas2YNVapUiUaPHk2hoaFZrj8iIoIaNGhAfn5+pNFoKCEhgbp27Up16tSh58+fZ3lNlUpF3377LTk5OdGlS5fy6lIYy3927CASBOlHSgGz/sjlRKtX524cGg3RuHFEMln6+7q5Ec2cmX182mM7duRuXIy9AQ9MyoCI8PLlS6xZswa9e/dGkyZN0LRpU7Rr1w4//fQTTpw4gZSUFIPsd6vdFi5zV2rhwoVRqlQpbN26FcePH9cdl8vluq5H7fOtra1RtGjR916ehIgQEhKC6dOnw9fXFx4eHli/fj369OnzwWsB5kcvXrzA7du3sWTJEowdOxaRkZF6ZSM1NRVPnz5FUFCQbq1DpVKJu3fv4sWLF1leT6lU4vbt20hISEBqaqrB9lVmLLc9eyZtaebqCpibA8WLA2PHApGRb/kCPj7ScilubvrH3d2BceMAhUKadTtgANCjB5DN3t85GTBAapybNUv/+K5d0nGdAwcAJyfgr7+k11cogGnTpFm+332XfXzFivEyLzl46/vOPgpO/tIQEV68eIGhQ4fC19cXx48fh7OzM2rUqAErKyssXboU3bp1w5QpUxAREWE0FXOtWrUwY8YMAMCff/6pS0AEQdDtd/uhKG2rtNOnT2PgwIHYvXs3pkyZgj///NMkxva9iUKhwO7du7Fjx44syZ92n+GMx62srHRdwxnJ5XKYmZnpupQZ+xQ9egTUqgUEBkpzN4KCgCVLgCNHgPr1gaiot3whHx/gyRNp7NzGjdKfjx8Df/4JPHwIuLhI523bBpQoIXXNviVLS2D2bCA6OpsHo6KkLtu2bdOD9fYGIiKAH398c3yc+OXotfedfVSc/KVJSUnBjBkzcODAAdSoUQNbtmzB9u3bsXTpUmzduhVr166Fm5sb/Pz88PPPPyM5Odmg8Wpb78qWLYtWrVqhZ8+eOHXqFHbu3PlRE1NKWwD677//xqBBg2BmZoa1a9eiT58+sLW1NemkDwDMzc3x1VdfwdHREcuXL0doaKjeDGgxmxYHS0tL3S4hGZmZmem11jL2KRo5UmrtO3gQaNoU8PAA2rUDDh+WhvFNnvwOLyaXS4lXr17Sn9pxtB4eUgvc559LvwcHSwngzp1v9bItWwJFiwIzZ2bzYJEiwKlT0t8LF5ay1oCA7Bfqyyk+lq3X3nf2UXHyBynBuXPnDvz9/VGsWDH4+fmhefPmsLe3h6WlJezt7dG2bVtMnToVVlZW2Lx5M65du2bQ1j97e3uYm5vDysoK1tbWGDlyJNzd3bFkyRIEBwfrZgtbW1u/98QBIkJYWBj+97//4eeff0aXLl2wcuVKVK9enXe2SFOgQAH07NkTQ4YMwd27d7Fu3Tpo0vbzVKlU2ZYRpVKJ58+fIy4uDsnJyVAqlVAqlUhMTERCQkJeXwJjeSYqSuot9fUFrKz0HytaFOjdG9iyJed5HO9EJgP++QdYtEj6e2qq1Oo2dOgbnyqXAzNmAH5+aWs1nz4NDBwoPahWSydMmgSEhwPNm3+EYBmQzX1nuYaTP0hJzoEDBxAZGYnOnTujSpUqANJnwQqCAJlMBm9vb3h5eSEqKgr37t0zZMhZulrLlSuHESNG4MGDB1i3bh1SUlIQGxsLMzMzKBTvPqlbFEXcv38fw4cPx+7du/Hjjz/ip59+grOzc77YnSOvKBQK2NnZYdCgQahYsSJWrVqFBw8egIgQExMDtVqd5TkREREYPHgwWrRogW7duqF///7o378/Bg4ciDNnzgCAXtJIaesKqtVqiKKoGz/IWL6g0UjLs2zahMDNl0EEVKiQ/akVKkhdfhERH/H9R4wAbt0CHB2l31esAMqVS++yzRAfjh0DSGqt79IFqFZFjZ/q7gcaNQJi0voi69SRMpPffpOSSvZ+XnffqwE//WTI4D59vNQLpN0url27BjMzMzRo0CDHrbpsbW1RvXp1nDp1Cg8fPoQoilmW6zAUmUyGL7/8Evv27cPq1avRpEkTRLzH/6DaxOLChQuYMGEC4uPjsWjRIrRq1Yq3MMuBIAgoVqwYxo0bB19fXyxcuBC///67LlHTMjMzg52dnW4nF3Nzc9jY2CA5ORnh4eFQKpWIj4/XJY6A9HkEBwdjx44dePbsGaytrVGvXj20aNECVlZW/Hkw4+bvL83k0DXj1AFwHnT2HNC5Xt7FUaGCNOavbVupi/bBA2kyxqRJwKpV+s1M1luBSg2BORsw++p+NFcfwESUB6xtgCQA58/nXdyfqizlAun3Ha6YPVtqUJ040WARfvL4awuA5ORkREVFwcLCAqVKlcrxPLlcjkKFCunGwRlD64tGo9FN8ChcuLAuYZsxYwZu3bqlm0TwNrQtTIcOHcJXX30FIsKKFSvQtm1bTvxyQGkLXQuCgI4dO6Jt27a6mdeRkZFQqVS6c2UyGczNzWFvb4+ZM2fi5MmT2Lt3L3bv3o3Tp0/j6NGjqFu3rq7LHpBaCceMGYPff/8dZ86cwT///IPBgwdj8eLFuu5lxoySvz/QrZteBV8aQRAg4u5ve6THM7l7FyhYUJpE+9GZmwNHj0oDygQBSEkBfv45a/9iUiJw8QLwzTdooj6KNjiI7z03A+vW5UJQJiibcgEg/b77+6NJE6BNG+D77w0Toing5A9S1525uTksLCxe25qinYUpCAKcnJwMmgxpu30jIiL0JhU0adIEX3zxBY4ePYqwsDBYWlpmO7M0O6Io4vDhwxgzZgxcXFywfPly1K5dm8f3vYZSqURsbCwAwM7ODmPHjoWFhQVmz56Np0+fZjvho1ixYvDx8YGzszNsbW1ha2sLBwcHODg4ZOmiP3bsGM6cOYOZM2fi8OHD2L17Nzw9PbFmzZosS8swZjQ0GqllR1s+7aQfR0ShFQ5hEUYgecy30nlpwsKkndF69szlpT2++w44d+7t3qRKFczaXw17gr1w9jxXlx8sc7nIzrhxgEaDWbOAPXuAs2fzLDqTwqUZUiJlaWkJlUqFhISEHCvU5ORkXLlyBTKZDEWLFjVoQmRhYQGZTKbXsiQIAiwtLTFixAiULVsWgNQymN24s4y0rVeHDx/G2LFjUaJECSxYsAAVK1bM1Wv4FKhUKiSlbeUkCAJq1aqFgQMH4sKFC1i3bt1r7/2byg8R4fLly6hRowbat28PW1tbuLu7o0KFCoiIiEB8fPxHvRbGPpqTJ9NbduwALEn7sQMWYBSUsECbF3/jxIIbePYM2L8faNVK6on99dc8iC8p6e1mlcyfjyptXNG7NzB/fu6H9cnLWC5y8uwZcPIkqlQB3/dcxMkfpLFYXl5eSEhIwN69e3VdqRkREe7fv48bN27A1dUV9erVM2jyJ5PJYG9vj0KFCunFoV3+ZezYsXB2doaFhYVegpgdItIlfp6enliwYAFKlSrFEzveQkpKCqIzLEplZmaGIUOGoGzZsrh8+XK29z4hIUGXMGakUChgZWWl18I8fvx4/P333yhcuDAA4Pnz57h9+zZsbGzeukWXsTwXGprjQ2UQhEuohZJ4hB4/lUepUsCwYdJ2vWfPAoUKGTa+7M6bPv2d1olmOeH7bjR4wgekhKl9+/ZYunQp1q5dizZt2qBOnTq6x4gICQkJWLNmDSIiItC7d29dcmQo9vb2WLZsGQoXLpxlTJ9MJkPv3r1RtWpVmJmZ6RKH7IiiiIsXL2LixInw9PSEn5+fwa8tP9GOk9QSBAHu7u6YMGECRowYgcTExCzPSU1NzTYpVCgUsLGxgSiKiEzb6qBo0aK6RbYvXryI6dOnIywsDFOmTEGRIkX4c2LGSbvAcg6KIxirMRDY5Smtf5fXXhPfagzMcp6nJ6BU5nJMpoDvu9Hglr80Xl5eGDZsGMLCwjBy5EisXr0at27dQkhICC5duoQpU6Zg1apVqFSpEiZNmpTtIr15SaFQoE6dOihZsiSA9CREOwnA2toadevWRY0aNXJc6oWIEBgYiIkTJ6Jw4cKYP38+SpcunWfXkJ8JggAPDw84OTmhQIECWR7r2LEjWrduDUtLS11yrp2UU7lyZRQsWDDLa2o/0woVKqB48eIApM8oNDQUv/76K/r37w9RFLFixQoMGjTovZbwYSxPNG4sbWWW05cTQZC2YmvcOG/j0jL2+D5VfN+NhkA8YhyAVMnGxsZi7ty5WL58OWJjY1G4cGHY29sjOjoa8fHxqFSpEn7++We0aNECMiNb34mIcP36dQQHB6NDhw5vjI+IEBERgREjRuDJkydYvnw5qlevzi1Jb0k74/v+/fsoX748rK2t9e6ddrvAkJAQODs765K5ly9fQqlUws3NLcsyQUSE+Ph4REVFwcXFBebm5ggODoavry9u3bqF77//Ht26dYNj2npl/Fkxo6ad1WlHwOK0Y8MBJKSVW0PvcauNL3MVKBhJfJ8qvu9GgZO/DIgISqUSly9fxj///IOHDx9CrVajWLFiaNiwIZo1a6brajO2ipeI8Pfff+Pp06eYOnVqtusPZvyok5KSMHXqVOzduxcLFy6Et7e3UV6XMct4PwVBgCiKCA0Nhb29Pezs7D749UVRxPTp0zF79mxMnDgR3333HQRBgFwu1+3bzJ8XM2r+/sD3I4GfwqTfhwNwcAf++ss4Knh/f2m/ubCw9GPuRhTfp4rvu8Fxv1EGgiDAwsICDRo0QL169aBUKkFEMDc313WxGXNlGxwcjBcvXmS7+LS2ZTMoKAhVqlTB9u3bsX37dsyYMQNNmjThxO89ZL5f8fHxGDt2LAYNGoT27dt/8Our1Wrcv38fqampOHDgAB4+fAilUgkrKyt8/vnn8PHx4a5fZtx8fIA29YF/XKXf/f2BZp8bzx63Pj5A/fqAa4b4Pjei+D5VfN8NjmuObKSmpsLMzAzW1ta6ZVDUarVRV7REhOTk5Ncu/Hvx4kWMHTsWffr0wYYNGzBkyBD4+Phk2SqOvR+NRoPQ0NCPtj+vQqFArVq1EBsbC0dHRxQqVAhyuVw3CUSlUvFnx4xfxgq9UUPjq+AzxtPQCOP7VPF9NyjjzWYMRKlUYtGiRejatatunNapU6cQERGBrl27Gm1FK4oiUlJScnxco9Hg4MGDuHfvHn766SdYWVmhVKlSRrM9HctKEASMGzcOY8aM0dtnOru/M8YYY2/LuGYtGAFRFPH06VO9RCo6OhohISH5ejeFhIQEnD17VrdsSHx8PKZNm4b79+8bOjSWA+34PjMzMygUCigUCsjlcshkMt51hTHG2Hvj5O8tEBHCwsLydfL37NkzBAUF6X53dHREv379dK2bjDHGGDMN3O37llJTUw0dwnsjIly6dEm3E0WJEiUwffp0dOvWDRYWFtyC9JGJoggi4vvKGGPMKHHyl4koill2X4iLi9PbxSG/0Wg0uHPnDtRqNWrXro05c+agYcOGPFkgl2S3dRtjjDFmLLjbNxOVSoWoqCi9YzExMfk6+VMqlbh37x58fHywZs0aNG7cmBO/XJSfhwcwxhj79HHLXzbyc6KXHZVKhR49eqBdu3ZwdHTkpI8xxhgzYZz8ZUO7T25Gr1tGxdjZ29ujV69e3NrH9GhbKDOOT/zY5YOIdD/apWm4DDLGmGFx8peN5ORkxMTE6H5PSkrCs2fP8m2LoHZpEJa7svvSYGy0CV9UVBSuX7+OBw8eICkpCVZWVihRogTq1asHe3t7XZKWmpqKkydPokSJEvD09MxSjkRRxL1796BWq1G5cmXIZDLdwujPnj3DpUuX8Pz5c8TGxsLOzg6VK1dGw4YNYWNjw0kgY4wZCCd/mWg0GsTFxUGtVuuOhYaG5uvZvixvKJVKhIeHIyUlxWhn+xIRLly4gKlTp+L8+fPQaDQoWLAgFAoFUlNTUaVKFYwYMQLt2rWDXC5HXFwcJk2ahNq1a2PevHmwtLTUe72EhASMHj0aoihi9+7dsLW1hUqlwvr16zF37lzExcXBwsICcrkcL1++BAD06NEDM2fORMGCBY3yHjHG2KeOm4MyUalUuiVRtIy9NYcZB1EUda3Gxjjpg4jw6NEj+Pr64uTJk2jevDlWr16NY8eO4cyZM/j5559x/vx5+Pr64tixYwCAxMRExMbG4sWLF9luHZiUlITHjx8jIiJC9+/k1KlT+P7771GwYEGsX78eZ8+excmTJ7Fu3To4Oztj7dq12LFjh1HeI8YYexve3oAgSD/XrhkmhmPH0mPo3PndnsvJ3yfkdfv6srxjrEmNKIpYvnw5bt++jQEDBmDFihXo0qULSpQoAWdnZ/Ts2RN9+/ZFWFgY/vrrLyQmJkKpVEKtVuv2Fc5MoVDodQUTEY4fP47IyEj0798fjRs3hpOTE5ydndGuXTv069cPGo0GmzZt+mh7ILP8JywMGD0aKFkSsLAA3N2Bjh2BI0cMHZnE2OP7VOW3+z50KBAaClSunH5sxw4pMSxQALC1BapWBaZPB7SLiKxeDTg4ZP96ggDs2pX++/HjQPPmQKFCgLU1UKYM0L8/oO2IbNBAev8ePd49dk7+3oKxVebaAfTaxYQBQK1WIy4uzsCRMWNFRAgPD8ehQ4dQuHBhDB8+HA4ODnoTPSwtLTFhwgR0794d9vb2eutdJicn65W3jK+bmVwuBxHh9OnTiI+P150jk8kwYMAAdO/eHe7u7vl6EhV7f0+eADVrAkePAnPmADdvAvv3A82aASNHGjo644/vU5Uf77u1NVC0KKBIG0A3eTLQsydQuzbw33/ArVvA3LnA9evAunXv9tp37gBt2wK1agEnTkj3w88PMDcHtO085ubS+1tZvXvsPObvDTQaDZRKZbYVX17Tvn98fDxOnjyJsmXLonTp0gCk5C8mJgaOjo6GDNFkGbpsvI3Hjx/jwYMHaNKkCUqUKJFlvJ0gCChWrBiWLl0KIoKdnR0iIiIAABcvXsSJEydQo0YNvZa++/fvIz4+HhYWFhBFEYIgoHr16rC1tcXWrVshCALGjBmDcuXKwdLSEq6urliyZAkAwNbWNu8unhkNX1+phePCBcDGJv14pUrAoEGGi0vL2OP7VOX3+37hAjBjBvDXX8DYsenHPT2BVq2ADHNI38rBg1Ji99tv6cdKlZISwo+Bk79MUlJS9LpPtTMXVSoVVCoVLCwsDBIXESE1NRXnz5/H0qVLoVarMXPmTN3jKSkpCA4O5uTPALRlJDAwEKmpqbhz5w5CQ0Ph6upqVLOsX758CbVaDRcXF1jl8FVREATY2dllOf706VP07dsX7u7uet2/8fHxiIyMRMGCBXWTory9vTF8+HD8/fffWL9+PQ4ePIgGDRqgVatWqFu3LsqWLQtLS0ue7GGCoqIE7N8P/PqrfgWvlVN3WF6Jijbu+D5Vn8J937BB6ub19c3+8Xe9hqJFpS7dEyeAJk0+OLwsOPnLRK1W6ypz7XinjOuh5TVt9+6DBw+wYsUKXLhwAT4+Pvjyyy/h7OysOyciIiLLziQsd2nLQ3h4ONasWYPly5fD2toae/fuxdOnTzFmzBi0a9dOl0wZQ7Ijk8ng5uaWYywZy3jGcxwcHNC5c2dYW1vrnf/s2TM8evRI73m2traYOnUqPvvsMxw5cgQXL17E7du3cfDgQdjY2MDb2xsTJkxA9erVjSo5Zrkkw5fpIP/bIPJG+fIGjCezjPH9Y4Txfary433XaICTJ6WsLKYdQPbQjp4LDJTGKpqZvfllYmOlRPF1uncHDhwAmjaVEsF69YAWLYB+/QB7+w+/FE7+spGUlAQ/Pz/MnTsXNjY2uHHjBgoWLKi3WG1eICK8fPkSmzdvxubNm1GxYkUsWLAAlSpV0rW+aFsDf//9d0RHR6Nw4cJGkWR86ogIKSkpCAgIwB9//IHQ0FAMGDAAnTp1wrVr17By5UqMHTsWO3bswJgxY1C7dm2Ym5sb9LPR7u7y6tWrHL/IEBEiIyMhk8lQqFAh3XFXV1fMnDkTDpm+vp4+fRoBAQF6x0RRhJmZGRo3boyGDRsiNTUVL1++xO3bt7Fp0yZs374dDx8+xNatW1G8ePGPfp3MiPj7A9+PBH6SfqVvvwVwHjh3DuhSz6ChAZDiyzCgzOji+1Tlx/vu7y/15z5/nnYgAHgYBDQtBPj44F3ahuzsgCtXsh4vUyb973I5sGoV8Msv0jjI8+elbuXZs6UuZheXD7oaTv60tK19T548QUJCAi5fvgwfHx9EREQgPDwckZGRWL16NXr27KlrccuNilxbKScmJuLo0aNYuHAhVCoVvvnmG7Ru3VrX8iKKIp48eYIVK1Zg9erVsLa2xnfffYfBgwdnOyuTfRzaLwBBQUFYsGAB/v33XzRt2hR//PEHKlasCLlcjkqVKqF9+/bYu3cvVq5ciS+//BI9evTA0KFDUbp0achkMoMkgQUKFICVlRUePnyIpKSkLN27RISnT5+if//+qFChAv766y+YmZlBLpfDyckJFhYWUCj0/8soVKiQbu0/IkJiYiKWLl2K2NhYDBo0CJ6enrCysoKHhwc8PDxQvXp1XL16FdevX8e9e/fg4eHBX1Y+Vf7+QLdugG16rVhGFggBIu79thuoGwL4+Bg+vgy1dhkYUXyfqvx437OJGQCQkAh0GwZs346yZX1w6hSgUr259U8mA9KG67+RmxvQt6/08/PPQNmywJIlwLRp73cpOsRIFEUKCwuj33//nby8vKhXr1507tw5UiqVlJCQQHv37qWWLVuSg4MDNW/enPbs2UOJiYkkiuJHj0OlUtH169dp4MCBVLVqVZo+fTo9f/6cNBoNiaJIoihSVFQULV++nKpWrUpOTk40cOBAunLlCqWmpn70mFg6URQpOjqa/v77b6pZsyY1bdqU/vnnH0pISNB9NhnP1Wg0FBoaSgsWLKBq1aqRl5cXLViwgMLDw3WfZ27GqtFo9MpEeHg41a9fnxwdHengwYNZ4lWr1TR79mxSKBQ0cuRIUiqVFB4eTuXKlSMfHx9KTEzM8j63bt0iFxcX8vT0pEePHlFMTAx5eXmRQqGg7du3Z3mPly9fUs2aNcnKyooOHTrE5fVTpVYTFStGBBDZgWhD2o8dqC3+JTc8owS3stJ5GURHGyC+TD9GEd+nKj/e9xxibooAGos/iQSByN2dzp1WE0D011/Zv4z2GlatIipQIPtzAKKdO18fTpUqRBMm6B/r35+oU6e3vB7te73b6Z8WURQpISGB9uzZQy1btiRvb2/aunUrxcbGZqm0IiIiaMmSJXoJ17Vr1z5awqXRaOjFixc0c+ZM8vLyop49e9KFCxdIqVTqEouUlBQ6fvw4dezYkQoVKkQtWrSgvXv36pIPljtEUaTU1FQ6d+4cdevWjSpWrEgzZsygkJAQ0mg0euclJiZScHAwqdVq3eemVqspKCiIpkyZQmXKlKEWLVrQrl27KD4+Plc+N1EU6dWrV7Rq1Sr677//dDFqNBr6/fffycLCgry9venatWuUkpJCGo2GlEolHT9+nMqUKUN2dna0a9cuEkVRl/wNHTqUlEpllvcKCgoid3d3cnd3p/v371NqaipNmDCBFAoF9ejRgx4/fkwqlYo0Gg0lJyfT8uXLydbWlry8vOj58+cf/dqZkQgISK8oMyV/D1GCiiKEKuIWbZ96kx48ILpzh2jePKLy5Q0QX8af2kYSn5Fq2jT9Vl29+h4vkNN97w16aP9u9z3jS71r4vMxYtYlf9pjAQH0zTdEcjnRpElEZ84QPXlCdPgwUbdu6Unh2yZ/S5YQDR9OdOAAUVAQ0a1bRN98QySTER07pv88Tv7ekraF7dq1azRo0CDy8vKi6dOn07Nnz/Qq88zPUavVFBgYSJMnTyZ3d3cqVaoU/fLLL7rnvWtFrk0OEhISaMeOHdS4cWOqU6cOrVu3jmJiYvSShwcPHtDXX39Nbm5uVKlSJVq0aBG9fPnyk0j6tNeZW9fyNq+f3Tna1rOQkBCaOnUqVaxYkfr370+XLl3KNukXRZGOHDlC9evXp/nz5+s+H+2PUqmkc+fOUZ8+fcjd3Z369u1LFy5c+ChfILTvkZSURHv37qX27dtTs2bN6MaNG7rX1n6JGT9+PDk4OFCpUqVo0KBBNHPmTPL19aWSJUuSlZUVjR8/nuLi4kgURXr48CF5enrSpEmTSJ3p2zgR0YsXL8jT01OX/ImiSI8ePaIOHTqQhYUF1alThyZNmkQzZ86kgQMHUpEiRcjT05PWr1+f7euxT8TGjTkmfwRQCIrSSPhR8cLxZG5O5OZG9PnnUj2bp/EVBNHPGSr1H4wkPiPVtCnR0KFEoaFEKhXR48fSbZPJiDJ/lwsJkRIhQDqPiIgWL84++VsEovWgkClFqZzVHQKk52a87zt3SqdqKZVSHD16vF3iExpKNGoUUYkSRObmUmNehw5ScvZas2e/XfK3cSMREW3ZQtSkCZGdHZGNDVHVqkTTp797y9+VK0R9+kjxWlgQOTpKr7t7d9bncfL3BtoKMjQ0lGbPnk3Vq1d/pwo4YyV+9uxZ6t27Nzk5OVHdunVpw4YNuhbDt6nItQnolStXqH///lSuXDn65ptvKCgoSK+LNzIyUtfi6ObmRpMmTaJ79+7pWpY+BSkpKfT06VN69uwZqVSqbM8RRZFiY2Pp+fPnFBUV9U7XLooixcTE0JMnTygpKSnbpC0yMpKuXbuma93Sfs67du2i1q1bU9u2bWnHjh2vbWUVRZEeP35Mvr6+5OrqSi1btqTdu3frdQuLokhxcXG0efNmql+/PpUqVYomT55Mjx49eu/PNONwga+++oqqVKlCP/zwAz1+/DjLlxJRFCk+Pp42btxIzZo1I2dnZ7K1tSUHBwfy8vKiefPmUXR0tO45wcHB1LNnT/r777+z/WIUERFBnTt3pt69e1NYWJjuGoODg+mXX36hWrVqUbFixcjDw4MaNmxI33zzDV24cIFUKtUnU35ZNkaO1K8s7dITP72fAwcME19AAFE9EK0B0ToQLQTRiGziM/VsL5OmTYnGjk3/XZv8ubsTzZihf+7MmUQeHmnJ35L9Un9l5vtrB6K+IFqZ/gWhf+NVZGmWRA62CRSVIaPMnPxpvU3i8/gxkasrUcWKRNu3E92/L7WkzZ1LVK5cNk/QaKSmOu0FvGXLn6EYRfKnbS15XUWmrSA0Gs07t5hlTMByeq62my5jy4K2S27Xrl3UsmVLat68OW3duvW9ut60McTHx9POnTupefPm5OjoSN27d6eTJ0/qumpf9/wXL17QrFmzqHLlytSxY0c6evQopaSk6F47OTmZDh8+TB07diQnJyfq0aMHnTx5UnfOp2T//v1UqlQpKl++PF27di3b5CwiIoL69etHpUqVoqlTp75Tq5FGo6H58+dT8eLFadasWVk+H41GQytXrqTGjRtTWFiY7j0fP35Mffr0oRUrVui14r2OtvXtv//+o7Zt25KrqysNHDhQr7VQW/aDg4Pphx9+IA8PD6pWrRotX76cXr169U5fILRfZn7//XeqWrUq9ezZk06fPv3aMqh9/5iYGLpy5Qrt3r2bAgICKCwsLMu/W7VaTXFxcTmWO41GQ7GxsVn+HWlbrKOioujp06f0/PlziomJ0bsH7BN04cJrK8wsP5aWRH5+eRujRkN0ohvR+rSEYy2IvDPFlTaOK/PYM1OXU/L3ww9EZcron1u2tJqm1NwrJX8orru3N1GJ2uJfskE8OSOM+mAtRcCRqBWI/pSSvw7Vd1N51zs06bPZRLvLET1cQzt3aN47+WvXTmpFTEjI+pjeeMKgIKLOnaWmwczlIZvkzwxKskE83SjS0iBl5cQJqXVRoTCC5C8yMpJmzZpFvr6+dOLEiRwrjGPHjtEPP/xAW7ZsybG1JzuiKNLly5fpiy++oH379mXbGnHz5k0aMGAAXbx4UXcsOTmZvvvuO/Ly8qKff/5ZbxLF+9JWYuHh4TRv3jyqXLkyeXh40LfffkuBgYE5JsCRkZHUvXt38vLyosWLF+tV+Gq1mu7fv09jx44lNzc3atCgwTu3KuY369evJ0tLS5LL5TR37twsn6koinTgwAGysbEhADmOP8uJUqmk7t27EwAqVqwYnTlzJkvyN2/ePKpevTqFhITo3lOpVFJMTMx7f0F59eoVLV68mLy8vHRJ69OnT/VadlNTU+nUqVPUqVMncnR0pHbt2tH+/ft1E4py+nKjHS6gbZls0KABrV27Vm+4wNvGmZvd7rndpc9yxzuP7YqPJ2rbVr+C1CaB2VScWX6KFyfK8P91Rh91bFfCUyJ/t/Ru6IUgcs4m8RMEoh07PvDNPj05JX8XLhAVLkx08iQR7d9PJ8sNIieE0wXUSk/+XF0p+sc/yMk+mb7HDLqL8nQF1agVDlAzHNHd9/5N71CnhufI/+tuZGmWRM/mS5/Xzgk9pOQv8ZleTG9K/iIjpZfO3DKpo9EQLV1KVLJk1nJZvjzR+vVSWdCWi7THnsOVAlGaAlGalJv93/+mfoCkJKLAQOknNPTdnvvRk7/Hjx9T2bJlSSaT0eTJk7NtoYmNjaX27duTTCajpk2bUvQ7TOURRZH+/vtvMjMzIy8vL7p7926WimXVqlVka2tL//77r+5YYmIi+fn50dWrVz/6rFht0hYYGEgTJkygYsWKUeXKlWnp0qW6xC6jxMREWr9+vV73rTZZWLp0KVWuXJlKly5NM2bMoBcvXuT6zFBD0yZ/AKht27ZZJtyoVCr6+uuvSRAEAkA9e/akpKQk3ePa+5+SkpLtZxsVFUWNGzcmACSXy6lr1656XZtqtZqmT59OpUqVoidPnny069LGFRQURBMnTiR3d3eqUaMGrV27Vq/rWhSlWcTLly+nypUrk5OTEw0ZMoSuXr2apXtUFKWJP+fOnaN+/fpRxYoV6ccff6Tg4OBPvpywvPNOY7u+m0dyqNIreTs73fgn2rEj60xJd3eiHTuof+cYAohm4tv0x1q3pp0bEt97bNdrx3U9XEO0UZGe+B3rRLRtW47xsTRqtZSBb9xITb2iaeyY9C/n2nJx9XQijat+jAaarycCaCD+pvGYS1dlNaRysecmERH9/DNR69akVy6ewY0AovtFm0jlon/a56zRUD2vUBrUYrOU/I3vJJWLDdC1BpJGk33ylyHm84suEUDknzk/e/aMqGdPqfU5c2v0F19Ij2f0mrKcH+VK8lemTBkCQI0aNcqS2ImiSBcuXCAnJycCQPXr16fIyMgsr5NTi4EoijRjxgwCQDKZjIYNG5ZlHNbKlSuzJH/aijg3WyG03bUnTpygbt26kZOTk64lJ+NYs8ytLUlJSXTgwAFq27Ytubm50dChQ7Ot+D9V2uTPysqKnJyc6OrVq3r3Kjw8nGrVqkVyuZxkMhm1bt2a4uLiiEhqtbt//z7NmjWLBg8eTGPGjKE1a9ZQaGio3ri1SpUqka2tLTVr1ozs7e1pxYoVui8marWaxo0bR46OjvTgwYOPfs+1Cdvx48fJx8eHihQpQp06daKjR49ScnKyXqvvgwcPaOzYsVSkSBEqWbIkzZgxQzehKDU1lW7fvk1ff/01lS5dmjp16vRWwwwYe1dvNbbr5EkiFxeaiW/JA0+kSv7L/0ktKRllqIgpIEDXPda/v1TPOlinUJStu65C3Snzea/uvRzHdf2uoXIez9KTvo0KoqCVb4yPUZaEpykCaKztcl3C83jzOSn5QzW6gcpkizgKRRGyFeLp5ld+dPVCqlQuHksv160bkZmZ1FVpYyOSjaWabCykc/7dk14utJ/z8ePSxI87Fx7Tzp9npCd/2p/NVtS/3XHq1CEpx5jPoY6U/H1zVnp83TqpRS9zK1+pUkTLl2ctvxl9QmUlV5O/ggUL0rFjx7KMIfrll19IoVCQTCbTS/60Y5FiY2Pp1q1bdPXqVYqMjNTrBlSr1TRlyhSyt7ensmXLUoECBWjHjh1652RM/gxRKYqiNMFgy5Yt1KBBA3J1daXhw4fT7du3dQmdtrK/d+8ejR49mjw8PKh169b033//5coagsZs/fr1ZGNjQx07diR7e3uaNWuW7vMURZEOHTpE9vb21KhRI3J3d9clf6Io0tmzZ6l69epkYWFBdnZ2ZG5uTlZWVtSyZUsKDAzUjd0rW7YsVa1alU6ePEleXl5UuXJlunfvnu5zGDlyJBUqVIhu376dq92f0dHRtH79eqpVqxa5urrS2LFjs7QAJyUl0cGDB6ldu3Zkb29PdevWpUWLFtHEiROpTJky5OnpSX/88QdFRERwlyrLFa8d21VKTdS8ua7SLIt7NKXoMr1Knojo5k2pJ9jGhsjZWZq5GBGR/nj//lKrXPnyRJMmitK6FjIZ7URaC4+TE9H+/Xrnvy75y3ZcV/wjoh0uFL2sgJQs+LsSxX+81v1PmrarM6dJDnZ29BjF05I/LyKZjGrZ3iHv6jFUu7b0Elevkl65aNuWyMcnvasy44/2c8v8ObdvL/2um/Bxz49ol6feBJFONXdKrYFbRhMJ+kldJAqSAA3NwHfStNmMCZ+5OVGXLtJYPxOTaxtrlilTBqIo4sCBAxBFUXc8Pj4e+/fvR4UKFVCjRo2Mi00jJSUFW7ZsQffu3dG8eXM0a9YMXbt2xY4dO6BUKkEk7XMbFxcHT09PzJs3D7a2tpg3bx7Cw8NBRACA5ORkiKIIlUqVW5f3WoIgwN7eHt26dcO2bdvw9ddf49ixY+jSpYtuK7BXr15h8eLF6N69O06ePIn//e9/2LBhA9q0aQMrKyuT3PWgSZMmKFOmDI4ePYrExEQAgEajwf79+6FWqzFgwAC97cWSkpLw559/IjIyEpMnT8bOnTuxfv16VK1aFcePH8e+fftARFCr1VAqlXB1dYWXlxdGjx6NJ0+eYNGiRVAqlRBFEcHBwdBoNEhNTc2VaxMEAYIgoECBAujVqxd27NiBYcOGYffu3fDx8YGfnx/Cw8MBAJaWlmjZsiXWrl2LOXPmQKlU4uuvv8a8efNQrFgxrFu3DqNHj9Zt12aKZYUZxuchSxD9MAqnjioBAKds2yK6gCc67h6qd15MDNC8OVC9OnDpErB/PxAeDvToof96crm0ZZXfAgHPJy8Gnj1L3+MqIgJo2xaoWxcICXltXFFR0nuMHAnY2KQdDPob2FMGSAmFg00s4N4N6PQMsC3+Ee7EJ06jkbYyS6tTsxUfn/73fv2B+HgM+q0Cjl0tgEGDsn9KjRrA7duAp6e0w0XGH93nlsmsWcCePcDZs2kHyo0COj0GOjwA3DoBQloaE38fUPsBfwMYAaCgdLgQotEGB7AQI5GoTNv9ysMD+OsvIDkZMSv9gVKl3uq2fEpyLfmrXr066tWrh0OHDiEyMhIktTLi+vXrCAwMxMCBA1GhQgWoVCqo1WpoNBosX74co0aNwtOnT9GpUye0bdsWISEhGDt2LPbs2aNL/pKSkiCTyVC7dm0MHjwYly5dwtq1a6FJ2yg6PDwcqampSElJya3LeyNBECCTyeDi4oJx48Zh+/btaNOmDebPn4+uXbuiR48emDt3Ltq3b49t27Zh6NChJl+ZOzo6olWrVrh58yaCgoJARIiOjsaxY8dQunRpNG3aFDJZepF9+vQpLly4gL59+2LChAlo1KgROnbsiG+//RZmZmY4cuQIkpOToVaroVKpYGFhATMzM3Tt2hUtW7bEpk2bcOzYMV2CKIpirpcZbblwd3fH//73P2zevBm1atXCzJkz0atXL+zatUuX+Do6OmLIkCHYvHkzqlWrhlatWmHVqlVo2LAhFAqFyZYTlks0GuDYMWDTJil7o/Qv7Th9GgBgtnIJ+mA9VmIwMGYMVnb7F30GWWTZzmrBAinxmzEDKF9e+vvKlUBAAPDggf65XboA1aoBP/0EwNUV+G2O9ICTk/TnhQuAu7tU+2dORtJiDlp4AERA+bIaQBSBYx2BC0MA0gCCAqi/Dmi8TdpXi73ZyZMZ9rB9jf9Nlv4cPx6wtsbQoVLOPmRI9qePHCkl6r16ARcvAg8fAgcOAAMHSh9ldqpUAXr3BubPz/SAfRmg6S7Asy/gUBWQFwUIgAWARgDmAhgCwAxYiJHQQI46uIAdvkcQePgp7rYei/kLZKhf/y3uxyco1/4luLm5oWPHjnjw4AEuXLgAQGrFOXjwIKytrdGhQwfI5XLExcUhJSUFL1++xLJly1C6dGn4+/tj0aJFWL16NXbu3Al3d3fMnTsXMTExeu9hbm6OIUOGoGrVqlixYgXu3Lmja/0zFoIgQC6Xo2LFivjtt9+wfv16mJmZ4fnz5/j7778xffp0lCpVymD7vRoTuVyOtm3bIjU1Ffv374coijh37hwCAwPRrFkzOGkrgzQPHz5EWFgYjh49irFjx2LUqFEYPXo0Nm7cCLVajYcPHyI6OhqWlpawtbXVPa9AgQL4+uuvYWZmht9++w2hoaFQqVQQRREJCQl5cq2CIMDMzAy1a9fGwoULsXjxYhARhg0bBl9fXwQFBQEAZDIZPDw84Orqitq1a6NYsWImX05YLvD3l5pjmjUDvvwSuH5NytZWrwYaNQL69NadOqjqZWyz6Y+w7+dh23Yh21ae69elRM/WNv2nfHnpsYcPs54/ezawZg1w926Gg2FhwJQpgEIhJXQP7gP/7gM2bMgSM/34o3Rs4hBgcyEgZK/0u7U78PlDoESfD7s/piY09O3OK1JE71eFAihcWPozO66u0vcIjQZo3VpK7MaNAxwcXp+XT58uFYFsCQJgWxIQ/wAmALgEIAlSElgKgAooice4ghpohgBM2FoHlSsDrVoBR44Aixe/3aV+anIt+TMzM4O3tzccHR3h7++P1NRUxMTE4NChQ6hTpw7c3Nz0zo+NjcWLFy/g7OyMpKQk3Lx5E3fu3MHVq1eRkJCAx48f4/Hjx1nex83NDePGjcOrV6+wYMECJCUl5dYlfRBBEGBhYYEmTZqgZcuWcHNzQ7Vq1WBubs6VOdLvj5eXF6pUqYLdu3cjPDwcu3fvhiiKaNGiBRSZ/keJiYmBSqVCUFAQjh07hrNnz+LcuXN48OABatSogQYNGmR5jlbdunXRt29fnD9/HqtWrdK1+OX1lwdBEGBjY4MuXbpgy5Yt+Oabb3Dx4kXs2LEjT+NgJky7aX3mlp6EBKlJJq3VDwDgtwBVrq9H+Qoy9OoFVKgAVK6c9SUTEoCOHYFr1/R/AgOBJk2ynt+kCdCmDfD99xkOymRSrR8ZKWUKAKBWA336AMWKAV276mIug0AIEHGvdlEAsdK5xXsBnz8BbDze566YNheXtzrNs6o9iKSW2+xUqyY11np6ph8rU0YqctHRQFKSlPD/+aeUwwHS941duzK9jyegVL6+FxouLkA4gD8BDAXgB+BEhocRhgUYjSfbLkGplIrOP/8A3t5vdamfnBzy8w9nbm6OUqVKoUGDBggICEBwcDCCg4MRGBiIPn36wNLSEhYWFrrzk5KSIIoiDh06hPPnz+u6P5VKJZRKJRwcHLIdjyUIAj777DN06tRJ17WqHWNojK2A2i5GS0tLmGXuKzFx5ubmsLe3R8eOHTF9+nSsW7cOhw4dgoeHB2rVqpXlfAsLCygUCowePRp9+vSBtbU1ZDIZiAgREREQRRHOzs4IDQ2FpaWl7nnaVrdhw4bhv//+w6JFiwxaVrTJv7OzM8aPH48OHTrwFwKWN95mbBcAfDUcWAqpFRDAoEGAr2/OrSY1agA7dkiVdk6tQJnNmiUlC+XKZXrA3l7qG+zwCjh6BUgG8OJF+uMCUGhSNNrsP4CFh0diTKv5sNllCexep2tOiomRWpfYW2rcWEqwX7zIUjYWwRcrMARni3RBlcaNDRSg1DPdrp2UFH72GbLGfC7TEwRBetyAMRuTXGv5Mzc3h7m5OT777DNERkZi79692LlzJwCgVq1aEAQBLi4uuspaq06dOli9ejXWr1+PdevWYcuWLdi4cSP8/PxQrlw5yGQy2GQYGaptORk7diwKFiyIWbNm4cmTJ7rxYsaKk7/sCYKAli1bwsrKCjNnzsSzZ8/QqlUrFC5cOMu5np6ecHBwwLNnz1CkSBE4OzujYMGCOH/+PPr06YPt27cDkO61nZ2dXjkTBAGenp6YOHEikpKS8OrVKwiCoJck5jVBEKBQKFC+fHmUK1dOlwBqyzhjH93bju3K1DySp2O7tAoXlloAx4xJP2YHYDIAL2DhwJHQaOSoM/wCdvzrjcBNl3D3rvR6pjqu673J5cC8eVkOb0Bv3EElXEN1lJvnK51nILVqSa3Jd+8CS5Ygx5gBpDcr/vWXQWM2JrmS/GnHuQmCgHr16sHZ2Rlr1qzBvn37UKZMGZRKm1kjk8kQGxuLlJQU2NjYwNLSEi4uLmjevDlatmyJli1bonHjxjhz5gxWrlwJuVwOmUymN35L+35VqlTByJEjcfv2bV2SqVKpjK71j72ZtsU4NjYWNjY2aN++va77NmM3bqVKleDt7Y3t27djzpw5uH79OtasWYNRo0YhJSUFnTp1giAIMDc3h5WVFZKSkvRmgAuCgM8//xzt2rXTlVl7e/s8v97MMk/6kcvlcHR0NGBE7JP1tmO7Xr7U+9UgY7u06tVL/3tnABUgjeu6+xhX4mqgmRiACZiLygNrmfy4rg/i4wNs3w4ULao75IYQlHZXovSO2TDv2cWAwQFWVukzhXUhZhMzAKnFb/t26XEGIJe6fc3MzOCSNmbAxcUFtWvXxpYtWyAIArp06aJXkaWkpEClUsHd3R3VqlXDqVOncPDgQbRu3RqCIGDfvn1Ys2YNmjRpousmlsvlEEURarUaRKSruHv37o19+/bh6NGjkHN2n29YWFigUKFCuvGP1tbW6Ny5M86dO4fq1aujevXqAKTEr3r16khNTYVMJoO1tTWmTZsGtVqN+fPnY+HChUhJSUGRIkXw559/wsvLS9fFW6RIESQnJ+u9r3ZJnnHjxiEwMBDJyclZvlgw9kl7x7FdOdGO7cpIO7YrJ6tXZ/M+nlI33mtljHkngBIAdgG4kT6uawFGA4cCTHdA18fi4yM1m7q6Sr/7+wOff27crWf5MWYDyLUxf9rky9zcHK1atcLOnTtha2sLHx8f3WM2Nja6Wa52dnaYMGECRowYAV9fXzRp0gTm5uY4cOCAblkMbfJnbW0NItIt7QJIFbmzszMmTZqE69evIzY2Vm9ZEGa8mjZtii1btqCMdn0vAJ06dUK5cuXg6uqqWwLH3Nwc06dPhyiKurUQy5Yti7///hunT5/Gw4cPYW9vj6pVq6JKlSq6z9/CwgI//vgjBEGAra1tltbgunXrYteuXYiOjoabmxuPt2OmI7+P7UogYHqmJ/DYro8rY9LUsGH+SKLyY8x57KMnf5aWlqhfvz48PKQZVtquteDgYFhaWqJmzZq6iQ/Vq1fH0KFD4eLiAkEQ0KJFC2zatAm7d+/GtWvXIJPJ0LFjR/j6+qJq1aq696hYsSIGDx6cbStN06ZNMXnyZAQHB6NVq1ZckecDTk5Oesu4aFvk6tSpo3eedpxo5mMFChRAu3btdK3A2uMZzylbtqzudyJCQkKC7suHQqGAp6cnPDNOSWPMFGjHSXXrpnd4A3ojGdYAAI95vxnF2C5AWjImp5gB8Nguxt6SQB95UJx2EWZLS0vduD/t4szasUwZjxGR3nna10hJSdENgDczM9NV5trFogFkSey0r6H90bb8GFMCKIoipk6dihs3bmDz5s0GnWBgqkRRREBAABo0aAArKytDh/NGKpUK33zzDQoUKIApU6bwkAb28fn7S7M0wsLSj7m7S0mUsY6Tyo8x50cvX6av5xceDjg7Gzaet5EfY85jH73lL6cJGZkrrJyOAVKXcU6zGzMPhicinDhxAoUKFULlypVNeocM9naICKmpqTwZiDGt/DhOKj/GzJiR+CQGxZ04cQLnzmVe1IexnKlUKr0xo4yZvPw4Tio/xsyYEfgkkj/t1lyMvQ0iwsOHD412NxjGGGMsN+X75E8URSjfuDYAY/qSkpK425cxxphJyvfJH2B827gx4yeKYr5pLRZFEXFxcYYOgzHG2Cfik0j+GHtXsbGxSExMNHQYb0UURcTExBg6DMYYY5+IfJ/8iaKI5ORkbv1jb02tViMpKYknfDDGGDNJn0Tyl19acJhxyLjGJGOMMWZq8n3yx9j7iI+P5y8NjDHGTNInkfxxCw57F2q1GjExMUhJSTF0KG+NiHh4A8tzYWHA6NFAyZKAhYW0gUbHjsCRI4aOLHv5Ld78Kj/e5/wYc2766Dt85DWNRoNXr14ZOgyWj6SmpuarNf40Gg0iIyPh7OwMjUYDhSLf/7Nl+cCTJ9K6yQ4OwJw5QJUqgEoFHDgg7ap2756hI9T3JFiGhp3yT7z5VX4rF0D+jDm35ftaRBRFpKamGjqMd6ZQKHR7DzPD0I77M/btAHm2LzMEX19AEIALF4CMu21WqgQMGmS4uHLi+51dvoo3v8pv5QLInzHnNs4+DEShUGTZ25jlPu1kD+0s8fwkJiaGF6dmeSIqWsD+/VKrSHbbrDs45HlIrxWFgth/1DzfxJtf5bdyAeTPmPPCJ5H8qVQqQ4fwTrQtTlyJ5x1t0hcaGoqVK1fiwYMH+e7+7927F2PGjMGNGzegUqnyXfzMyGVY+ijon9sgAsqXN2A8byMt5iCUBpGA8mV5+aaPLh+XCyAfxZzH8m3yp02eYmNjERISYuhw3hoR4cWLF7hy5QoOHDgApVLJlXguylhONm/ejP79+2Pv3r355r5n/JJQvHhxnD9/Ht26dcOcOXPw4sULXrKGfRz+/kCNGrpf6dtvpb+cO2eggN5ChpgJaUM3vhouHWcfRz4vF0A+idkA8mXyR0RISUnB0aNHMWrUKAQHBxs6pHeSnJyM0NBQTJw4EdOmTUNwcDBX4h+ZNmlKSUnBoUOHMGjQICxatAh9+/bFxo0b0a5dO4SEhBj1fScipKam4sKFC1Aqlfj555/xzz//oHfv3li1ahW6d++O9evXIy4uzmivgeUD/v5At27SdMg0ZRAIASLu/bbbOJOpTDHr4o10ko4bY8z5zSdQLoB8ELOhUD4iiiKlpqbS5cuXaejQoVSrVi0aN24ctWjRghYsWECiKJIoioYOM0eiKJJKpaIePXpQmzZt6NChQzRgwABq2bIlrVu3jqKjo406/vxCW04uXrxIQ4YMobJly9LXX39NQUFBpNFoSBRFCggIoGbNmtHq1at1991Y7r0oiqRWq+n27ds0duxYcnNzo759+1JMTIzu2q5evUojRoyg4sWLU+fOnenw4cOUnJxsNNfA8gm1mqhYMSJA+ikKIg/p723xL7nhGSW4lZXOyyA62jDhElHWmJEpXtgQubvrxWzQePOjzPfYAURV8lm5KA4iwchjNqB8kfxpK8OHDx/Sjz/+SNWqVaMhQ4bQlStXSKlU0v79+6ljx460detWio2NNaqKnEiKX6PRUEhICC1ZsoSaN29OR44cIY1GQ/Hx8bRt2zZq3bo1de/enfbv30+JiYlGdw35gbacPHjwgCZPnkylSpWiJk2a0J49e3SJkTYBP3fuHJUvX57c3d3pyy+/pD179lBCQoJB77v2vUNCQuj333+nqlWrUvny5cnOzo6aN29OJ0+eJKVSqTsvKSmJ9u/fT61btyY3NzcaM2YM3blzh9RqNZcd9nYCAtIry9YgsgCRi/T7Q5SgogihirhF26fepAcPiO7cIZo3j6h8eSOJuW168vfQLkO88KEH684ZR7z5UcZ73ABEf6X92OeTclERRKtBNE2K32hjNiCjT/40Gg2FhYWRn58f1ahRg1q0aEH//POPXoIUHR1NnTt3JkdHR+ratSsdOnRIV5EbmiiK9PLlS1q+fDk1bNiQrKysqF+/fhQWFqaLX6PR0PPnz2n27NlUq1YtGjRoEJ09e5ZSUlKM4hryA21y7efnR5UqVSJ3d3f64Ycf6MWLF6TRaIiI9BKrli1b0uLFi+nSpUu0c+dO6tatGw0YMID27duna2HLS6IoUlxcHO3cuZOaNWtGdevWpaVLl9LDhw9p06ZN1KBBAypRogRNmTKFnj59qmvB1JYvPz8/qlq1KlWuXJkWL15MUVFRXHbYm23cSGQJol9B9C2IrPVb00JQlEbCj4oXjidzcyI3N6LPP5fqWYNZvz49xsEZ4l0KCqmVFi8ek7lCbRzx5kcbN0r3dCyI1oNoA4j+BJGrEZcLbcwAUTcQrUiLez2IfgOFFDbCmA1IIDK+wULakOLj43Hw4EEsWLAAL168QP/+/TF48GAUKVJEtzZbaGgo5s+fj6NHj6J79+4ICQnBgQMHUL9+fXz11Vfw8vKCubk5AOTpem5EhKSkJBw9ehRLlixBUlIS2rVrh5s3b+LQoUOoWbMmJk2ahPr16+vi02g0uHv3LhYvXoxTp06hXbt2GDx4MEqVKgWZTGb069EZAhEhLi4OBw8ehJ+fH27duoUGDRpg4sSJaNCgAczMzABA91nMnz8f1tbWmDx5MmrUqKFbbicyMhLbtm3DmjVr4OLigsGDB6Np06awtbUFkHtlh4igVqtx7do1+Pn54cKFC+jUqRNGjBgBd3d3yGQyEBHCw8Oxbt06rF69Gvb29hgzZgw+++wz2NvbA5BmkD969AjLli3D7t274eXlhW+//RZeXl6Qy+Vcdlj29v8OhE4CLNJ+vwbgdwCZa4UDB4DWrfM0tGxt3SotzJZxa8aGAPoDsE77/TwAPwABAYC3d15H+Gk4vAm4/yVQMO33SAA/AIjLdJ6/P9ClS97Glp1Tp6Q4Mm744AFgLICiab8TgDMAuh4AmhtBWTY0Ayae2RJFkZKTkykgIIB8fHzIxcWFunfvTufPn6fU1FRda0dycjIdPHiQOnbsSIMGDaIbN26QSqWi5ORkOnLkCHXo0IHKli1LEyZMoLt375JKpcqTlhBtt+L169dp2LBhVLt2bZo3bx6FhITounl37txJTZo0IQ8PD5o0aRI9evRIryUnKSmJDh8+TD4+PlSnTh1atGgRjwfMQXR0NA0ePJgcHR2pVq1atGrVKoqMjNTr4r1+/ToNHjyYypcvT9OnT9drddXSdhnfu3ePxo4dS6VLl6bu3bvTsWPHcmUsnfb9njx5QlOmTKHSpUtTu3bt6NixY9m2+Gqv5datWzRq1CgqUaIEdenSRS8+URRJqVTSlStXaPz48dS8eXNas2YNJSUlfdTY2Sfi/HCpZWQDiNaBqKt+q5/ej4UF0V9/GS7WBw+IKlfOOb7CIFqA9OtZJCOKeWi4ePOzwBVEG+XprWajX1Mu5HKi8eOJ0npX8lxkJJG3d87xAUStQLQqQ9nYbEX0YKlh4jUiRpX8iaJI9+/fpxEjRpCbmxvVr1+fNmzYoOuG01aYgYGBNHHiRGrVqhVt2LCB4uLislTkUVFRtG7dOmrUqBFVrlyZZs6cSU+ePMnV8VCiKFJYWBjNnTuXqlevToMHD9YlpRnfU6PRUGhoKM2dO5cqVKhANWvWpFWrVul1N4qiSDExMbRr1y7q1q0bDRw4kK5du2Yy47m0n3VKSgqlpqbqkuPMnj59St26daPFixdTcHCwXhIdHh5Oc+fOpcqVK1ObNm3o8OHDb+xK136xOHHiBHXv3p3KlStH48aNo8DAwCwxaCdf5BSb9hoyP67RaCg8PJwWLlxINWrUoNKlS9OcOXPo5cuXb/xstfEdPXqUOnfuTJ6enjR8+HC6evWq3njAlJQUunPnDq1bt46ePXuW7eukpqZSdHQ0PXv2jEJDQykpKclkypdJSwol+qdUemW4wZqoFIgE4fWVKEBUvDjRxYvv/dZNm6a/1NWrb/EEpZKoVy/92NzdiWbMkI5ljjljN+VGBdHD1Tm+dMYhYp06vfclfTo0GqJjn2coF3Kihq8pFzJZ+t8LFiT6558Pevt3KhsaDdHEiVLyqZuU4iAdy65cmIFoTIYEcAOI/ilNFHUz25c3hbKRZ8mftlLK+JNZfHw8ffHFF1SrVi2aN28ePX/+XK8yf/XqFS1dupS8vb1pwoQJ2VbIGd9PO5Zu0aJF1KBBA6pbty4tWbKEIiIisq3IXxdbTo9nbK3bs2cPtWzZkho0aEAbN27MkpRmfj2VSkU3b96kUaNGUfHixalHjx505swZvRbOjEng999/T4GBgW91L3O65+9yviFo7+XRo0dp2rRp1K1bNxo1ahQtXLiQrly5kqUVTq1WU0xMjF45SU5Opn379lHbtm2pSpUqNHfuXAoPD3+n69KOwTt06BCNGDGCunXrRgcPHiSVSqU7Jyoqiv73v//RwoULsx1jJ4oi7dmzhzZs2EDqtBlmGo2GAgICqEmTJuTo6Ei9evWiCxcuvFPLdMaxruvWraP69etTmTJlaOLEiXTnzh3da2n/DWQur9rW8ZEjR1L9+vWpcuXKVK1aNWrXrh3NmTOHnjx5YtAywD5ccDDRwIFELi5EZmZEHh5EY8YQvbrqT7TJPL0CPORNpFIS7diRdQatu7t0/MEDokqV9B9r354oPv6d42ralGjoUKLQUCKViujxY+nlnJyI4uL0z/Vyi6CfFL/o3rOpcJwAopkz007IEHN77CWA6Cf7P4i2jJISP+01Hu+cbcuUUinF0aOHfgXfvz/pv0+anTul4/lZjuXi8SOiHUXS79lOd6KEp68vF5GR+hkbQFSzJlE2XzbfxluXjV27yEt+g37CT7rWx6bFAtM/s0wx68pGjztE0beIdpfRTwKPdyFSJevFklPZeKd7+uq9bkOeyfWirG1hePnyJT169Iju3LlDDx48oKioqCwVU2pqKp0+fTpLC05iYiL9+++/1LFjR2rbti3t3buXkpKS3qpy0laAz549o9mzZ1Pt2rWpZcuW5O/vT0qlUneeRqOhq1ev0tWrVyk+Pj7bivzly5e61sOM13blyhUaOnQoVa5cmb7//nu9bty3iS85OZkOHDig66qePn06PX/+PEsyFh8fr7tulUpFV69epZMnT+oSm8yeP39Ou3bt0l3P8+fPafv27RQaGppj8r137146evQopaamvjH2j00URQoODqavvvqKnJycqGDBguTu7k7FihUjOzs7cnV1pWHDhumSk8y0y6OMHj2aqlevTuPHj6fbt29/UGuWtiv14cOHdP36db0yExQURK6urmRlZUWrVq3STSzRSklJob59+1L9+vUpMjKSiIiUSiUNGzaMvL29afPmzbrZ6e8bm7Zsz5gxg8qUKUPly5enn3/+WVd+Mp8fGxtL3333HRUuXJjc3NyoadOm1L59e6pduzYVKVKEzM3NqWHDhnTx4sUs18Pyh4cPiZydiRo1Ijp2jOjpU6J/92qoUomnVKbofYpcWpBog4zobqZuXLVaavLYuFH6M9OSGLR+PZGtbXpFb26eNUN6g6ZNicaOTf9dW8FbWhL9+GPawYsXiYoXJy9clSp4QSDq1o2aNtaQuztRuXL6MT/feposzNTk4phCP01JK7PxT4j83dIr+B1FieKCso2pf/+syZ+lpdSQFBWVfjy/J3/Zlot/iSqVicxQLkB0qpd+svymchEQQFS0qH6L4IgR79wV/May8eQJUfXqREB62WjcmCg8nJo2Jf2ykRbz8wU7ycJMQy4uIv30U4Y3C1xOtNk6vXxsssj674Gylo3McrynlYjKlJHyY2OVa0VZWzHduHGDxo8fT9WrV6ciRYqQk5MTFSlShLy9vWnx4sV6Y9kyJzsqlYquXbtGw4YNoypVqtDUqVN1szfftcLUvt6jR4/o559/pu7du1NISIju8aSkJGrXrh05OzuTn5+fLsHTUqlU9Msvv1CnTp0oLu1riCiKtG3bNmrQoAGNGDGCLl68qOt6e9fYRFGkyMhIWrp0KdWqVYuaNWtG//33X47jzSIjI6lGjRrk4OBAI0aMyHZ283///Udubm50+PBhEkWR9u7dS05OTrRnz55sX/PRo0dUqVIlatOmDcXGxr7TNXwobVf9l19+Sba2ttSnTx86evQohYaG0rNnz2jTpk3UrFkzMjMzo88//zxLF6koinT+/Hlq164djR8/nq5cufJRZ0tn1yJ65coVcnJyIgBUs2ZNevz4sd7j4eHhVLFiRapWrZqurImiSI8fP8629flDYtOObRw+fDh5enrS//73vywJvEajoZUrV5K1tTWVLVuWDh06RDExMRQfH0+RkZF08eJFGjx4MFlYWFDTpk1z/FLBjFvbtlLDh26oZ1wQ0Q4XCl1YhKwtEmh461VEMffe78VVKqIhQ/S71dzciE6dequn51TBT5pEZGsrUrh3D93reuEq/eToJ63JkfbcESOIHB313+7XX4k6diTy8iK9Cj4lSUMTvthNrgWfk7VFAtUpdZ4C1u/NElN2yV+HDtISIJMmpR/P78lflnKhUREdbZdeLlosIXqy+f3fYOpUqelLWy7s7Ym2bHnrp+dYNiZoyFaRROFwTi8bilv0U//Hes99p7KRQjRhvJpcC0emlY1zFDC5KdHO4kSv0oc1vCn5y3JP04SGEllbEw0f/taXn+dyNfk7dOgQVaxYkWxsbKhOnTo0aNAgGjZsGHXv3p1cXFzI2tqa+vfvn21LVGJiom7Zjk6dOumtcfahcalUKnrx4gUlJ6c39WqTKQDk5eWVpSJXqVT0ww8/kLe3ty4xEkWRbty4QVevXtUbdP8hsWnXM/z++++pWrVqNGnSJHr27FmW142IiCBPT08CQAULFqR//vknyzm7du0iBwcHXfL3zz//kK2tLS1fvjzbVp3AwEAqWbIkNWvWjGJiYt77Ot6HKIq0ceNGsrW1pb59++p1o2rva1BQEDVt2pQsLS1pwYIFegm6KIoUGBhIt2/f/ijl5G2cPn2aChUqREWLFiVXV1f69ttvKSUlRff4ixcvyNXVVS/5y3g9H5u2FfnatWt09+7dLPcnLCyMGjZsSPb29rR58+Zsu4RDQkKoWbNmZGlpSZs2beLkL5+JjJTyshkz0g7cX5g+eH8DaGiHA1SwoEgf/LE+fUpUrZp+l1+LFm9cMTenCv7KkIVUDVdpJPykA3Z25OURqVdha587ZgzR4MHpx8uUkRKzzBX8kCFEDRoQndh8gIL+LEtzvpxAFmbJ9GDdECnxSZNd8tepE5G/v9TqpO3FzM/JX5ZyEXOHaLtTerlotYEKFtR8eLmIjSVq1Uq/XFSpIrXavUGOZcOyPlXDFalsmJsTzZiR5bN+77Jxgijo6mOaM/A3qWzMLS3dk4D2RMr41yZ/We5pJkOHSkMhjfW/0FzZ3o2IEBYWhp9//hlhYWH4888/sWfPHixZsgQLFizA2rVrsWvXLtSuXRsbN27Eb7/9BqVSqfcaL1++xL59+zBs2DCsXLkSDRs2hJmZ2QcvWSEIAhQKBVxdXWFpaak7npSUhKSkJFhYWODu3btYvXo11Gq17nGZTAYHB4csr1W5cmV4eXnB0tISgiB8UHyCIEAul6NEiRKYOnUqFi9ejBcvXuDbb79FZGSk3rmUthyOtbU11Go15s2bh4iICN1xAHj16hU0Gg1ksvSPWRRFvHjxItv3T0hIQFRU1HvH/yHi4+Oxfv16WFpawtfXFw4ODrp7qb2vJUuWxNdffw2FQoENGzYgMeNyDwBKlSqFChUqwNzcPE+WNomKioJKpUKnTp3Qr18/rF+/HidPntT7DLLzoeXkda9raWkJLy8vlC9fXreMjdb169dx9epV1K1bF23bts2yfJAgCChatCg6d+6M1NRU3Lp1C6IofvQ42Uem0QDHjgGbNiFw82UQARXKqoAjLYFLIwHSAIIZUH8dKjRvjehoARERH/ieHh7A1avA9u1AgQLSsSNHACcnYOrUHONDTAxAGcrU8eMAAGHFMszCt1iGYXjY6wfpvIKFsn3rQYOkFV8SE4ETJ4DYWKBDB/1zgoOBVauAbduAxj1bo9SwI5jYfSsalT2FVdtKADvdgNj70skkSkuEbNokxZkWX5cuQLVqwE8/fcB9MqTsykUFAPcXAPsqA8q0QuDZFxXafoHoaNmHlwt7e+DgQeDMGcDNTTp28yZQogQwcCCQoU7VKxfHjkmpotaNG7pleoSUJMzCd1gmfIWHF6OA77/P8e3fuWw0BkpV88TElZPQqHY0Vp38Sjop5F/A3xGIuan/5JzuaTYqVACio/Hh9zSXKHLrhffv34+LFy9i6NCh6Nu3LywsLHQVjZmZGWrXro0ffvgBvXr1wq5duzBq1CiULFlS9/xixYph7dq1KFiwYJ6sU5aQkICEhAS0a9cOMTEx+Pvvv9GmTRvUq1dP994KhSJLxZ5blbiZmRnq1q2LihUrIjg4GHZ2dnrnpKSkQKPRoFmzZmjYsCFmzZqFrVu3YsSIEbpKX6PRZIlRFEU8ffo0y3UQETQaDVQq1Ue/njchIty9exfnzp1D6dKlUbp06RzPrVq1KgoWLIjnz58jNDRUt86dIdax02g0ICJUqFABHTp0wH///YcZM2agYsWKcHFxgUKhgJ2dHeRyeZZELK8REc6ePYvU1FTUqlUrS3nSEgQBhQoVgkKhwJMnTyCKosFjZ6/h7w+MHQs8f552oA6A86BT/YDaR6RDNp5Aq9OAtevHf/+uXaUsaexYYNEiqXKfNg1YvDg92dOLLwB4GARUAbBiBXA+DMATAECbOjFopCBMwc/Y+JpmCS8voEwZKe8MCAD69gUUmWqymzelerpsWe2RYgCeQpmigaNtJKB8CfxbCZAPBLa3BpLMgNNfSqdabwUqNQTgitmzgebNgYkTP87tyjM5lYuT44Gkv6RDMnOgwUbAo6u0NuLHVL++9N6//QZMmQKkpgKrV0sZ16JFgK1tpvgAmJ8BrAoCHScBe/cCKC4dd/dAm72/oNE4M0yZZYaNG3N+2/crGxKl0gWOXb4GSt4DHq0ExFQg6jKgfAFE2AEnw7O/p2fPAZ3rfdj9MoBcaflTKpU4cuQIzMzM8Pnnn+slflqCIKB+/fqoUaMGIiIicP/+fb3HFQoFnJycoFAo8qRi12g00Gg0cHNzw48//ggiwpw5cxATE5OlNS0vEiRt65CdnR0qVaqkWwhaS9siU7p0afTv3x/169fHokWL8OjRI128UVFRsLCw0C1UrPXs2TPcvHkTd+/eRXBwMIKDg3Hv3j2cPXtWr7UzLz1//hyJiYkoU6YM7O3ts/3MBUGAjY0NbGxsoFQqkZycbIBIs4/J09MTvr6+uHz5MpYuXYrU1FQoFAo4ODjA2toaVlZWBo1To9Hg6dOnEAQBFSpUeO2/Ke1jKSkpb2zFZAak3cQ+QwVaun0QBEHE3ZAS0oFSQ4COD3WJ3927QMGCUgPdRyOTAX5+wLNnQJ060rGXL4EWLaTkMGMFDwAJCcDQocD5DBnHwkXA+fOY9acFtmyRGhVfZ9AgYOFCqZIfNCjr4wkJgFwOXL4MXLum/RFw954C8/yspZZQ0gCqFUBJ/R4EJCUCFy8A/v5o0gRo0+a1jU3GJ7tyUTStXDxP+3/ItiTQ6amU+CGXygUAfPMNEBmZ3vyWmAj07599uUhVAgf2pyV+ACzTYt29G6haFbNmIRfLhnQP5s2XAfVWAJ8/BgpWk56gSQEONQIudQWiMtxTBEGAiLu/7ZHueSa5dk8/klxJ/hITE3H9+nU4OTmhePHiOVY0FhYWKFasGERRzNKFZyiCIKBevXoYNGgQDh8+jDVr1uha0ADp2vKyK0ybBOZ0D1NSUuDo6IiJEyciJiYGK1as0CWncXFxUCgUsLCw0HvOsWPH4O3tjUaNGqF169Zo06YNmjVrhkmTJmXpfs8r2iTD1tY237U0WVtbQyaTwcfHB3Xr1sWyZctw+vRpANJwAWPYnYWIIIqibmjB685TKpUQRRG2trYGj5vlQKORWiG0ybk5gOmAY+8otKp8CIsO+SJ5WTGg1hIpOQMQFgZs2AD07Ankysfq6ioldPv2AYWy77LNYuQo6c8GDQBIuaOPD/Ddd69/2pdfSi04lSsDFStmfbx6dekWvXwJlC6t/1O0dkeg42MgUg4IkHax8ALgkulFxo0DNBrMmgXs2QOcPft2l2RQmcsFALQFHOdkKBdnHIHPHgBW0tYXuV4ubG2lG3j5MuDp+XbP6d9f+oAzyJOyod0NxLY40O4q4OwNCGlNh5UBLAbgI/3qiCi0wiEswggkj/lWetE0uX5PP4JcSf6Sk5ORkJAAW1vbLOPkMlOktckaUyVjZmaGQYMGoUyZMvDz88ONGzcMHVK2iAghISEgIjRq1Ajdu3fHhg0bcPr0aYiimGOS6u7ujlGjRqF///7o3r07unfvjsGDB6Nu3bp64wPzkqOjI2QyGZ49e4bk5ORsW5yICPHx8UhISIC9vT0KFiyYzSsZjqOjI8aNGwelUolZs2YhIiJC74uDIclkMpibm0Oj0ei1DmemVqtx7949iKKIokWLGqw8sDc4eTK95aQ8pEqplPTrglajoIy2QJvjG3BiwQ08ewbs3w+0aiUNw/r111yOrX17qXvvbTRqlOXQr78CR48CmTqD9BQsCISGSsMMs1O2LNC7N9Cvn9Qo8/gxcOECMHOmlJviUiAwRgMcT3uCAsBvADLu+vXsGXDyJKpUkV5r/vy3uySDylguZAD+B6CP9PcFvUdBGW+BNgv9DVMuatSQBtu9jQEDsvbXIo/KRka2noB5XeAgABFSOekKYBGAssACjIISFmjz4m/D3NMPkGsTPogIKpUKqamprz0vOjoaZmZmcHR0zI1Q3pmZmRlkMhk8PDwwatQohIeHY86cOYiLy7ypoXEIDw+HWq2GhYUFRo8ejcKFC2P27NkICwtDSkoKzM3Ns7T81ahRA1OmTMGcOXMwbdo0TJ06FdOnT4evr69uL9y85ubmhkKFCuHWrVsIDg7O8bw7d+4gJiYGJUuWhJMRtqd7e3ujU6dOOHXqFDZs2GCwCTSZyeVyNGjQAHK5HKdPn862pZ2IEBMTgxMnTsDCwsKgXwbYG4SGpv+9KgBLAATgH6DMH0G4hFooiUfo8VN5lCoFDBsGNGsmtV69baPcBwkPf7vzXr7McqhsWam7LiXl9U91cABsbHJ+fNUqqYKfMAEoVw7o3Bm4eFGaq6K7f8sA3IFUscsANMj0ImnnTZ8O5Iu5TxnLhQ2AspBaN0OBMr8E4ZLawOUiY3zvcV6elI3MlEpgDYDRAB5C+ndmD8ASKAMj+Lf2nnJlwoe5uTksLS3x6tUrPH/+HC4uLtm27MXFxeHJkyewsbGBu7t7boTyzjKOT/z888+xbds27N27F+3bt9cN8BdFEURk0NZKc3NzyGQyXYJtY2ODEiVKYMyYMZgwYQL8/PyQlJQEKyurLOPNFApFlkkIRITChQsbpLIXBAHu7u7w9vbG1q1bsXr1akybNk03g1obX3JyMvbt2weNRoMvvvhCb7a2MRAEAVZWVhg9ejSOHDmC+fPnIzExEW7aWW8G1qRJE5QpUwbnzp1DQEAAOnTooBtSoP3CdujQIdy6dQs1a9ZEvXr5bxCzyXDJ0Ee5FUARAP8BCJIOFUcwVmMgsMtTN2syT7lk7kPNnmdVe2TXCL10qfST0bFjr3+ta9f0fzczk+aeTJuWzcmRGeKLBBAL4AaAPyHdN6206/D0lHIAo5fxvscD8IPUpb1SOpRfygVcXODpCcOUjcy09UwMgB8hfdmqB6m8wAju6XvKlZrewcEB9evXR1RUFA4fPpxt1xcR4c6dOwgKCkLFihVRuHDh3AjlvWlnPY4fPx4WFhb47bffsH//fmg0GqS86WtHHtC2UGorbUEQdOPOWrRogUWLFuHff//N9rlqtTrbLmEbGxtdQpnXS3xYWlpi0KBBcHJywvLlyzFv3jyEh4dDqVRCqVQiNDQUf/75J7Zu3Qpvb2+0a9fO4K1Stra2WSYkCYKAKlWqYPDgwUhMTDTYBJrMBEFA8eLFMXHiRMhkMvzwww/Yt28fXr58ieTkZERGRuK///7DzJkzUahQIUyfPh1FihQxquEYLIPGjYFixdIHFPlBl/gBkI67u0vnGULm+DJYBF/YIh43i7Q0aHwnnXxgi3hsQG9ADWA2AG1HlaHv3/vKfN8vQ5f4ATD8db2mXABpZUNIwE0Hw973kyeloYobNgBwdNSP+QakFmMtQ9/T95Qrtae5uTm6d++OAgUKYPny5Thz5oyu1Uy7pMjt27fx559/IikpCa1atcpx6QlD046lu3v3Lg4fPqy7BmOh0Wh0CYYgCChQoAAmTJgAOzs7vHjxAnK5XDeuUiu75E/bamVhYYGYmBiDJLhNmjTB7NmzUaBAAUybNg2fffYZBg4ciP79+6N9+/b47bffUL9+ffz+++8oUqRInseXma2tLezt7bMMWVAoFBgwYACqVKkCIH3Sh6HJZDJ88cUX8PPzg1wux+DBg3UTftq0aYOBAwdCpVLhr7/+QqNGjTjxM2ZyOTBvnvT3zJ+T9ve//pLOM4Qc4tuA3riDSriG6ig3z9eg8dWa1xfXUB13URFLMDz9MWO4f+8rn5YLANiAPlLZ8DuFchUNe99r1UqfAbxkqWDc9/Q95VqN1Lx5c3zzzTeIiYnBiBEjsGzZMgQFBeH8+fOYPXs2evbsid27d6Nx48b44osvjLKi0S6aO2bMGJQtW9aokj65XJ7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      "text/plain": [
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      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------\n",
      "3\n",
      "2\n",
      "real/mechanism/acs.orglett.5b01872-Scheme-c1.png\n",
      "gold: *.*.C=C[Sn].Nc1nc(CCl)c(Br)nc1Br\n",
      "post: C=C[Sn][c][c](Cl)N=C(N)C(Br)=NC(Br)=C(Cl)N=C(N)C(Br)=NC=1Br.*\n",
      "grph: n>\n",
      "pred: C=C[Sn][c][c](Cl)N=C(N)C(Br)=NC(Br)=C(Cl)N=C(N)C(Br)=NC=1Br.[ZnB]\n",
      "post1: C=C[Sn][c][c](Cl)N=C(N)C(Br)=NC(Br)=C(Cl)N=C(N)C(Br)=NC=1Br.[ZnB]\n",
      "(402, 796, 3)\n",
      "384\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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     "text": [
      "--------------------\n",
      "4\n",
      "3\n",
      "real/mechanism/ja012253d-Scheme-c3.png\n",
      "gold: *C1(O)CC=NC(=O)N1.*c1cnc[nH]1\n",
      "post: *C1(O)CNC(=O)N1.*c1cnc[nH]1\n",
      "grph: n>\n",
      "pred: C1NC(=O)NC1([R])O.C1([R])NC=NC=1\n",
      "post1: *C1(O)CNC(=O)N1.*c1cnc[nH]1\n",
      "(300, 806, 3)\n",
      "384\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/svg+xml": [
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:rdkit=\"http://www.rdkit.org/xml\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" version=\"1.1\" baseProfile=\"full\" xml:space=\"preserve\" width=\"500px\" height=\"250px\" viewBox=\"0 0 500 250\">\n",
       "<!-- END OF HEADER -->\n",
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     "text": [
      "--------------------\n",
      "5\n",
      "4\n",
      "real/mechanism/jo000081h-Figure-c4.png\n",
      "gold: *C(C)C1CCC2(C)CC=C(C)CCC=C(C)CCC12\n",
      "post: *C(C)C1CCC2(C)CC=C(C)CCC=C(C)CCC12\n",
      "grph: n>\n",
      "pred: C/C1=C/CC/C(C)=C/CC2(C)CCC(C(C)[R])C2CC1\n",
      "post1: *C(C)C1CCC2(C)C/C=C(\\C)CC/C=C(\\C)CCC12\n",
      "(248, 358, 3)\n",
      "384\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
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      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------\n",
      "6\n",
      "5\n",
      "real/mechanism/ol010283f-Scheme-c2.png\n",
      "gold: *C=[O+]CC(=O)C(*)C(=O)O*\n",
      "post: *OC(=O)C(*)C(=O)C[O+]=C[Ar]\n",
      "grph: *OC(=O)C(*)C(=O)C[O+]=C[Ar].*OC(=O)C(*)C(=O)C[O+]=C[Ar]\n",
      "pred: [H]C([Ru(Por)])(C([OR])=O)C(=O)C/[O+]=C/[Ar].[H]C([Ru(Por)])(C([OR])=O)C(=O)C/[O+]=C/[Ar]\n",
      "post1: *OC(=O)C(*)([H])C(=O)C/[O+]=C/[Ar]\n",
      "(244, 574, 3)\n",
      "384\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/svg+xml": [
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       "<!-- END OF HEADER -->\n",
       "<rect style=\"opacity:1.0;fill:#FFFFFF;stroke:none\" width=\"500.0\" height=\"250.0\" x=\"0.0\" y=\"0.0\"> </rect>\n",
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      "text/plain": [
       "<IPython.core.display.SVG object>"
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     "text": [
      "--------------------\n",
      "7\n",
      "6\n",
      "real/mechanism/ol202027k-Scheme-c2.png\n",
      "gold: C=C([O-])OC(C)=O.CC(=O)[n+]1ccccc1\n",
      "post: C=C([O-])OC(C)=O.CC(=O)[n+]1ccccc1\n",
      "grph: n>\n",
      "pred: [0].[.].C=C([O-])OC(C)=O.CC(=O)[N+]1=CC=CC=C1\n",
      "post1: C=C([O-])OC(C)=O.CC(=O)[N+]1=CC=CC=C1\n",
      "(348, 584, 3)\n",
      "384\n"
     ]
    },
    {
     "data": {
      "image/png": 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       "</svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------\n",
      "8\n",
      "7\n",
      "real/mechanism/ol503708v-Scheme-c4.png\n",
      "gold: C=C1[C@@H](N=C=S)C=C[C@H](O)[C@@H]1O\n",
      "post: C=C1[C@@H](N=C=S)C=C[C@H](O)[C@@H]1O\n",
      "grph: C=C1[C@@H](N=C=S)C=C[C@H](O)[C@@H]1O\n",
      "pred: C=C1[C@@H](N=C=S)C=C[C@H](O)[C@@H]1O\n",
      "post1: C=C1[C@@H](N=C=S)C=C[C@H](O)[C@@H]1O\n",
      "(236, 298, 3)\n",
      "384\n"
     ]
    },
    {
     "data": {
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     "text": [
      "--------------------\n",
      "9\n",
      "8\n",
      "real/mechanism/op020019h-Figure-c1.png\n",
      "gold: O=CCCOc1ccc([N+](=O)[O-])cc1\n",
      "post: O=CCCOc1ccc([N+](=O)[O-])cc1\n",
      "grph: O=CCCOc1ccc([N+](=O)[O-])cc1\n",
      "pred: C1C(OCC([H])C([H])=O)=CC=C([NO2])C=1\n",
      "post1: [H]C(=O)C([H])COc1ccc([N+](=O)[O-])cc1\n",
      "(304, 568, 3)\n",
      "384\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
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      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------\n",
      "10\n",
      "9\n",
      "real/mechanism/op200112g-Scheme-c8.png\n",
      "gold: COCOC.ClC=[O+][Zn+2]\n",
      "post: CC(Cl)=[O+][Zn+2].COCOC\n",
      "grph: n>\n",
      "pred: C/C(Cl)=[O-]\\[Zn+2].COCOC\n",
      "post1: C/C(Cl)=[O+]\\[Zn+2].COCOC\n",
      "(370, 984, 3)\n",
      "384\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/svg+xml": [
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      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import sys\n",
    "sys.path.append('../')\n",
    "from MolNexTR.chemical import _postprocess_smiles, _convert_graph_to_smiles\n",
    "from MolNexTR.evaluation import canonicalize_smiles\n",
    "from MolNexTR.data_aug import CropWhite ,PadToSquare\n",
    "import albumentations as A\n",
    "from rdkit.Chem.Draw import IPythonConsole\n",
    "IPythonConsole.drawOptions.addAtomIndices = True\n",
    "IPythonConsole.molSize = 600,600\n",
    "\n",
    "transform = A.Compose([CropWhite(pad=50),PadToSquare(p=1), A.Resize(384,384)])\n",
    "cnt = 0 \n",
    "for idx, row in data.iterrows():\n",
    "    gold_smiles,_ = canonicalize_smiles(row['SMILES'], ignore_cistrans=True, ignore_chiral=ignore_chiral)\n",
    "    pred_smiles = pred.loc[idx,'SMILES']\n",
    "    pred_smiles1 = pred.loc[idx,'post_SMILES']\n",
    "    post_smiles,_ = canonicalize_smiles(pred.loc[idx,'post_SMILES'], ignore_cistrans=True, ignore_chiral=ignore_chiral)\n",
    "    graph_smiles,_ = canonicalize_smiles(pred.loc[idx,'graph_SMILES'], ignore_cistrans=True, ignore_chiral=ignore_chiral)\n",
    "    #if gold_smiles == post_smiles:\n",
    "       # continue\n",
    "    print('-' * 20)\n",
    "    cnt += 1\n",
    "\n",
    "    print (cnt)\n",
    "    print(idx)\n",
    "    print(row['file_path'])\n",
    "    print('gold:', gold_smiles)\n",
    "    print('post:', post_smiles)\n",
    "    print('grph:', graph_smiles)\n",
    "    print('pred:', pred_smiles)\n",
    "    print('post1:', pred_smiles1)\n",
    "    file = str(row['file_path'])\n",
    "    path = BASE + file\n",
    "    image = cv2.imread(path)\n",
    "    print(image.shape)\n",
    "    plt.figure(figsize=(8,4))\n",
    "    plt.subplot(1,2,1)\n",
    "    plt.axis('off')\n",
    "    plt.imshow(image)\n",
    "    plt.subplot(1,2,2)\n",
    "    plt.axis('off')\n",
    "    img = transform(image=image)['image']\n",
    "    plt.imshow(img,alpha=0)\n",
    "    if 'node_coords' in pred.columns:\n",
    "        coords = np.array(eval(pred.loc[idx, 'node_coords']))\n",
    "        symbols = eval(pred.loc[idx, 'node_symbols'])\n",
    "        edges = eval(pred.loc[idx, 'edges'])\n",
    "        h, w, _ = img.shape\n",
    "        print(h)\n",
    "        x, y = coords[:,0]*w, coords[:,1]*h\n",
    "        plt.scatter(x, y, color='r', marker='o')\n",
    "        for i in range(len(symbols)):\n",
    "            plt.text(x[i], y[i], symbols[i], color='blue')\n",
    "        for i in range(len(x)):\n",
    "            for j in range(len(x)):\n",
    "                if edges[i][j] != 0:\n",
    "                    if edges[i][j] in [5, 6]:\n",
    "                        color = 'blue' if edges[i][j] == 5 else 'green'#6#虚线\n",
    "                        plt.arrow(x[i], y[i], x[j]-x[i], y[j]-y[i], color=color, head_width=20)\n",
    "                    else:\n",
    "                        color = 'red' if edges[i][j] == 1 else 'orange'\n",
    "                        plt.plot([x[i], x[j]], [y[i], y[j]], color)\n",
    "    plt.show()\n",
    "    mol1 = Chem.MolFromSmiles(gold_smiles)\n",
    "    mol2 = Chem.MolFromSmiles(post_smiles)\n",
    "    svg = Draw.MolsToGridImage([mol1, mol2], subImgSize=(250,250), molsPerRow=2, useSVG=True)\n",
    "    display(svg)\n",
    "    if cnt == 100:\n",
    "        break"
   ]
  }
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