PR merging velocity.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/christopher/mc/lib/python3.7/site-packages/github3/session.py:3: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated since Python 3.3,and in 3.9 it will stop working\n",
      "  from collections import Callable\n",
      "/home/christopher/mc/lib/python3.7/site-packages/github3/structs.py:11: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated since Python 3.3,and in 3.9 it will stop working\n",
      "  class GitHubIterator(models.GitHubCore, collections.Iterator):\n"
     ]
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from conda_forge_tick.utils import load_graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = Path(\".\")\n",
    "if not path.joinpath(\"cf-graph-countyfair\").is_dir():\n",
    "    !git clone https://github.com/regro/cf-graph-countyfair --depth=1\n",
    "    !ln -s cf-graph-countyfair/graph.json graph.json\n",
    "\n",
    "if not path.joinpath(\"cf-scripts\").is_dir():\n",
    "    !git clone https://github.com/regro/cf-scripts\n",
    "    !ln -s cf-scripts/conda_forge_tick  conda_forge_tick"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/christopher/dev/conda-forge/by-the-numbers/cf-graph-countyfair\n"
     ]
    }
   ],
   "source": [
    "cd cf-graph-countyfair"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "gx = load_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = 'created_at'\n",
    "b = 'closed_at'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime\n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_datetime(s):\n",
    "    return datetime.datetime.strptime(s,'%Y-%m-%dT%H:%M:%SZ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "elapsed = []\n",
    "started = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "for k, node in gx.nodes.items():\n",
    "    prs = node.get('payload', {}).get('PRed', [])\n",
    "    for pr in prs: \n",
    "        if 'PR' in pr and a in pr[\"PR\"]:\n",
    "            start = get_datetime(pr['PR'][a])\n",
    "            started.append(start)\n",
    "            finish = get_datetime(pr['PR'][b]) if pr['PR'][b] else pd.NaT\n",
    "            elapsed.append((finish-start).total_seconds())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame({'elapsed': elapsed, 'started': started})\n",
    "df = df.set_index('started')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2020-06-30 22:06:29.465405')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datetime.datetime.today() + pd.offsets.MonthEnd() + pd.offsets.MonthEnd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "date_ranges = [str(x) for x in pd.date_range(np.min(started), \n",
    "                                             datetime.datetime.today() + pd.offsets.MonthEnd() + pd.offsets.MonthEnd(), \n",
    "                                             freq='M', closed='left')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['2018-06-30 22:41:25',\n",
       " '2018-07-31 22:41:25',\n",
       " '2018-08-31 22:41:25',\n",
       " '2018-09-30 22:41:25',\n",
       " '2018-10-31 22:41:25',\n",
       " '2018-11-30 22:41:25',\n",
       " '2018-12-31 22:41:25',\n",
       " '2019-01-31 22:41:25',\n",
       " '2019-02-28 22:41:25',\n",
       " '2019-03-31 22:41:25',\n",
       " '2019-04-30 22:41:25',\n",
       " '2019-05-31 22:41:25',\n",
       " '2019-06-30 22:41:25',\n",
       " '2019-07-31 22:41:25',\n",
       " '2019-08-31 22:41:25',\n",
       " '2019-09-30 22:41:25',\n",
       " '2019-10-31 22:41:25',\n",
       " '2019-11-30 22:41:25',\n",
       " '2019-12-31 22:41:25',\n",
       " '2020-01-31 22:41:25',\n",
       " '2020-02-29 22:41:25',\n",
       " '2020-03-31 22:41:25',\n",
       " '2020-04-30 22:41:25',\n",
       " '2020-05-31 22:41:25']"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "date_ranges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "medians = []\n",
    "less_1_month = []\n",
    "open_pr = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "hour = 1\n",
    "day = 24"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/christopher/dev/conda-forge/by-the-numbers\n"
     ]
    }
   ],
   "source": [
    "cd .."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "/home/christopher/mc/lib/python3.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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JamWiKEmSpFYmipIkSWploihJkqRWJoqSJElqZaIoSZKkViaKkiRJamWiKEmSpFYmipIkSWploihJkqRWJoqSJElqZaIoSZKkViaKkiRJamWiKEmSpFYmipIkSWploihJkqRWJoqSJElqZaIoSZKkViaKkiRJamWiKEmSpFYmipIkSWploihJkqRWJoqSJElqZaIoSZKkViaKkiRJamWiKEmSpFYmipIkSWploihJkqRWJoqSJElqZaIoSZKkViaKkiRJamWiKEmSpFYmipIkSWploihJkqRWJoqSJElqZaIoSZKkViaKkiRJamWiKEmSpFYmipIkSWploihJkqRWJoqSJElqZaIoSZKkViaKkiRJamWiKEmSpFZDSxQj4qCI+EVE3BYR10fEURGxat82O0fENRFxZ0T8KCK26Fu/ZURcXNdfExGvHVb8kiRJS5ph1ijeA7wWWA3YFFgLOKa3MiK2Aj4LvBFYBTgJ+HZErFjXrwScUctXAfYEPhcRTx7i/yBJkrTEGFqimJkHZOaPM/PuzLwROBzYurHJbsA3MvPszJwLHALMBV5W128P3AUcnJlzM/Mc4GRg98nEERGrRcSGEbHhvHnzHuB/JUmStPgaKFGMiDUjYs3G/U0j4pCI2PUB7Hsb4IrG/U2By3p3MjOBH9fy3vrLa3nP5Y31g9oLuAq4as6cOZONWZIkaYkxaI3iicB2UGrkgAvq/cMi4l2T3WlEvJxSg7hPo3gF4Na+TW8BVhxw/aA+DWwEbDRr1qxJPlSSJGnJMWiiuAnww3r7pcA1mbkx8DrgDZPZYUTsCBwFvDgzL2+suh1YqW/zlYHbBlw/kMy8OTOvzsyrZ8yYMZmHSpIkLVEGTRSXpyRqAM8CvllvXwqsPejOalP154EXZeb5fat/Cmze2DaAx9Xy3vrN+h6zWWO9JEmSptCgieJ1wDMiYnngOUAvyVuDexPICUXE3sDHgedl5vdbNjkK2D4itomImcA7gGUoA1aof5eLiH0jYmZEbEMZ4HLkgP+DJEmSJmHQRPFQylQ2fwT+APQSvacDPx/wOQ6j9Cc8PyLu6C29lZl5EfAmSsJ4K/AKYNvMvK2uvwXYFtixrj8K2DMzfzDg/iVJkjQJA3XSy8zPR0Svmfmcxsjj3wDvHfA5YoBtjgeOn2D9JcATBtmfJEmSHphBp8d5eGZelpmnZObfe+WZeRqwbGfRSZIkaWQGbXo+OyLuN5dMRDwLOGVqQ5IkSdI4GDRRPBc4KyJW6BVExNaU0c8HdBCXJEmSRmzQRHFP4HfAN+uI46cBpwLvy8xPdRadJEmSRmagRDEz5wOvogx+OQM4DfhQZn6yw9gkSZI0Qgsc9RwRD20pfhPwbcrI5BN622Tm9d2EJ0mSpFGZaHqcPwLZUh7AmylJY9Rtpk99aJIkSRqliRLFZw4tCkmSJI2dBSaKmfndYQYiSZKk8TLohNs7RsSLW8pfEhEvn/qwJEmSNGqDTo/zPuCulvI7gfdPWTSSJEkaG4MmihsAV7eU/xpYf+rCkSRJ0rgYNFG8DZjdUj6b9ppGSZIkLeIGTRTPBA6JiAf3Curtj1Em4JYkSdJiZqLpcZr2Bb4HXBsRV9ayjSlzLe7bRWCSJEkarYESxcycExGPA14DbFaLPwecmJl3dhWcJEmSRmfQGkUy8y7gCx3GIkmSpDEyaB9FIuLREXFcRFxSl2MiYuMug5MkSdLoDDrh9nbAT4ANgQvqshHwk4h4QVfBSZIkaXQGbXr+MPDJzHx3szAiDgQ+giOfJUmSFjuDNj0/ivb+iUdTRj9LkiRpMTNoovhXSrLYb6O6TpIkSYuZQZuevwJ8ISIOAL4PJPBUSpP0lzqKTZIkSSM0aKK4P6X28XBgKSCAf9b77+kmNEmSJI3SoBNu3w28PSL+C9igFv+mzq0oSZKkxdCg0+McHRErZOadmfmzutwVEctHxNFdBylJkqThG3Qwy+uAZVvKlwV2nrpwJEmSNC4GTRSDMoDl3oKIAJ4C3DjVQUmSJGn0JuyjGBHzKQliAjeU3PB+PtlBXJIkSRqxhQ1m2YlSm3g88Bbg1sa6fwLXZuZlHcUmSZKkEZowUczMLwNExB+A72fmvKFEJUmSpJEbtI/izcAjenci4vkR8fWI+EBEDDoXoyRJkhYhgyaKRwGbAkTEw4BvAA8C/pPy6yySJElazAyaKD4S+HG9/TLg4sx8AWVqnFd2EZgkSZJGa9BEcSYwt95+JnB6vX01sOZUByVJkqTRGzRRvBrYMSLWAp4NnF/LHwL8rYvAJEmSNFqDJoofAj4C/I4y+vnSWv5c4PIuApMkSdJoDTRiOTO/ERFrU2oQr2isOgf4eheBSZIkabQGntomM/8C/KWv7EdTHpEkSZLGwgITxYg4etAnyczXT004kiRJGhcT1Siu3Xf/CcB04ErKz/o9ErgHuLib0CRJkjRKC0wUM/M5vdsR8TbgH8BOmXlLLVsZOA64sOsgJUmSNHyDjnp+O7B/L0kEqLf/q66TJEnSYmbQRHFVYOWW8pUXUC5JkqRF3KCJ4pnAFyLimRGxTF22Bj4PnNFZdJIkSRqZQRPFPYBrgO8Af6/Ld2rZHt2EJkmSpFEadMLtm4DtImJDymhngF9m5q87i0ySJEkjNfCE2wCZeXVE3ArcmJnzO4pJkiRJY2CgpueImBERH4mI24A/AbNr+UER8aYO45MkSdKIDNpH8QDglcDuwNxG+SXA66Y6KEmSJI3eoInia4E9MvOrQLPJ+efAI6Y8KkmSJI3coIni2pQRzm2WnqJYJEmSNEYGTRSvpvzWc7+XAD+bunAkSZI0LgYd9XwIcHhErAgEsHVE7AHsDfxHV8FJkiRpdAadR/GEiJgJvBdYDvgC8EdKv8WTO4xPkiRJIzLwPIqZeTRwdESsDkzLzDndhSVJkqRRG7SPIgARsTmwDeUn/IiI5SNiUpN2S5IkadEwUJJXaxFPAZ4CJGVKnGuB/wHuBN7aVYCSJEkajUFrFD8B3AE8jJIY9nwdeO6gO4uIV0XE9yLitoiY17dul4iYHxF3NJYT+7bZMiIujog7I+KaiHjtoPuWJEnS5AzabPwc4AWZ+eeIaJb/BlhnEvv7G/AZYFngyJb112bmw9seGBErAWcAHweeBjwdODkirsnMH0wiBkmSJA1g0BrFFan9EvusCtw96M4y86zMPJHSbD1Z2wN3AQdn5tzMPAc4mfKzggOLiNUiYsOI2HDevHkLf4AkSdISatBE8YfADo37Wf/uBXxvCuNZOyJuiIg/RMRXI2K9xrpNgcszMxtll9fyydgLuAq4as4cB25LkiQtyKBNzwcA50XEY+pj9o+IxwIbA1tNUSwXAptQmrNnAQcC50TEppn5d2AF4Na+x9xCqe2cjE8DXwGYNWvWVQ8oYkmSpMXYQDWKmXkx8CRgHuU3n7cCfg08KTOvmIpAMvPazLw6M+dn5g3AbsBD634BbgdW6nvYysBtk9zPzXU/V8+Y4cw+kiRJCzJhphQRLwbOyMy7M/PnwC5DiarIuvRGz/wUeFnfNpvVckmSJE2xhdUongys0rsTET+OiLX+3Z1FxPSIWAaYWe8vU5eIiO0iYq16e1XgCOAmSv/IXizLRcS+ETEzIrahDHBpGz0tSZKkB2hhiWL03X84Ncn7N+1EGbl8FjC93r4LWBfYGriYMl/jL4DVgOdk5h0AmXkLsC2wI6Wv4lHAnk6NI0mS1I2hdtLLzGOBYxewet+6TPT4S4AnTG1UkiRJarOwGsVeP8H+MkmSJC3mFlajGMDXI+Kf9f4ywPERcVdzo8wc+Gf8JEmStGhYWKJ4XN/9E7oKRJIkSeNlwkQxM3cdViCSJEkaL4P+hJ8kSZKWMCaKkiRJamWiKEmSpFYmipIkSWq1wEQxIs6LiJXr7Z0jYunhhSVJkqRRm6hGcStg2Xr7GGCl7sORJEnSuJhoepxrgX0i4gzKxNtPjoi/tW2YmRd2EZwkSZJGZ6JEcT9KTeK7KD/bd/ICtktg+hTHJUmSpBFbYKKYmacAp0TEmsD1wObAjcMKTNJ4mb3f6UPf53UHbjf0fUqS7rWwn/AjM2+IiGcCP8/MeUOISZIkSWNgoYkiQGZ+NyKWjoidgI1r8c+BEzPzn51FJ0mSpJEZaB7FiNgI+BXwaWDruhwB/CoiNuwqOEmSJI3OoBNuHwpcBayTmY/PzMcD61CSx0O7Ck6SJEmjM1DTM/A04CmZ+ddeQWb+NSL2By7qJDJJkiSN1KA1ivOAZVrKlwbumbpwJEmSNC4GTRTPAY6IiEf0CiJiA+Aw4OwuApMkSdJoDZoo7kP5dZZfRcRfIuIG4GpK0/U+XQUnSZKk0Rl0epzrgS0j4tnAo2rxlZn5nc4ikyRJ0kgNOpgFgMw8Fzi3o1gkSZI0RgZtepYkSdISxkRRkiRJrUwUJUmS1GqhiWJELBURz4qIVYYRkCRJksbDIDWK84AzgJU7jkWSJEljZKGJYmYmcCWwdvfhSJIkaVwM2kfxHcDBEfHkiFiqy4AkSZI0HgadR/EsSlJ5EUBE3Of3nTNz5hTHJUmSpBEbNFH8z06jkCRJ0tgZ9Cf8jus6EEmSJI2XgedRjIg1IuLtEfHZiFi9lj01ItbrLjxJkiSNykCJYkQ8FrgK2B14A7BiXfUc4MPdhCZJkqRRGrRG8ZPAFzLzkcDcRvlZwFOnPCpJkiSN3KCJ4pbAkS3l1wMPnrpwJEmSNC4GHfU8D1i+pXwD4K9TF46WNLP3O33o+7zuwO2Gvk9JkhZFg9YongG8KyKi3s86oOXDwKmdRCZJkqSRGjRR3BfYHPgtsAxwSr29InBAN6FJkiRplAadR/GGiNgMeDWwBSXB/BTw5cz8R4fxSZIkaUQG7aNITQiPqYskSZIWc5OZcHuziDg+Ii6NiEvq7U27DE6SJEmjM+iE268GLqWMcj4PuABYH7gsIl7ZWXSSJEkamUGbnj8MfDQz/7tZGBEfBD4KfG2qA5MkSdJoDdr0/BDg+JbyL9V1kiRJWswMmij+gDLaud+WwMVTF44kSZLGxQKbniPiKY27xwIfj4hHUZJGgCcB/wns31l0kiRJGpmJ+iheBCQQjbL/btnuWEoTtCRJkhYjEyWK6w0tCkmSJI2dBSaKmfm7YQYiSZKk8TLwL7NExKqUfomz6BsEk5lHT3FckiRJGrGBEsWI2J4yPc5ywJ2Uvos9CZgoSpIkLWYGnR7n48AXgBUz80GZuUJjWbHD+CRJkjQigyaKqwOfysw7ugxGkiRJ42PQRPF04OldBiJJkqTxMuhgljcCX4mIzYArgLubKzOz7ef9JEmStAgbNFF8NrA18Hzgnr51SfvvQEtSZ2bvd/pQ93fdgdsNdX+SNA4mM5jlaGBWZi7Vt8wcdGcR8aqI+F5E3BYR81rW7xwR10TEnRHxo4jYom/9lhFxcV1/TUS8dtB9S5IkaXImM5jlk5l50wPc39+AzwBv7V8REVsBn6U0c68CnAR8OyJWrOtXAs6o5asAewKfi4gnP8CYJEmS1GLQRPE04CkPdGeZeVZmnghc27J6N+AbmXl2Zs4FDgHmAi+r67cH7gIOzsy5mXkOcDKw+2RiiIjVImLDiNhw3rz7VWpKkiSpGrSP4kXAwRMMZvnKFMSyKXBs4zkzIn5cy3vrL8/M5mTflwM7TXI/ewHvA5gzZ86/HawkSdLibtBE8VP179ta1iUwFYniCsCtfWW3ACsOuH5Qn6bGO2vWrKsm+VhJkqQlxkBNz5k5bYJl+hTFcjuwUl/ZysBtA64fSGbenJlXZ+bVM2YM/FPXkiRJS5xB+ygOw0+BzXt3IiKAx9Xy3vrN+h6zWWO9JEmSptBAVWoRccBE6zPzowM+z3RgKWBmvb9MXTUXOAo4MyKOA74H7A0sQxmwQv17cETsCxwGPI0ywOU5g+xbkiRJkzNo2+tuffeXAh5CGYU8BxgoUaQMPDmmcf+u+ne9zLwoIt5ESRgfAvwM2DYzbwPIzFsiYlvgCOCDwJ+BPTPzBwPuW5IkSZMwUKKYmev1l0XEmsBxwOGD7iwzj6Uxsrll/fFM8CsvmXkJ8IRB9ydJkqR/3789miMzb4iI9wAnAKdOXUiSpMWJP7coLboe6NHpC0sAACAASURBVGCWucDDpiIQSZIkjZdBB7P0/ypLAA8F9gUuneqgJEmSNHqT+WWWpCSITd/n/gNdJEmStBgYNFHsH8wyH7gxM/8xxfFIkiRpTAw66vl3XQciSZKk8TJhohgRTx/kSTLzwqkJR5IkSeNiYTWKF9DeN5Fa3vvrjyZLkiQtZhaW4K09weN2B94K3DSlEUn6F+efkySN0oSJYmb+qb8sIl4IHESZHueDwKHdhCZJkqRRGnjC7YjYPCLOA74BnAc8IjMPysy5nUUnSZKkkVloohgRa0fECcAlwC3AozNzr8y0yVmSJGkxNmGiGBEHAlcBGwBPz8ztM/PXQ4lMkiRJI7WwwSzvAu4C7gDeF9E2+Bky87lTHJckSZJGbGGJ4vHcOw2OJEmSliALG/W8y5DikCRJ0pgZeNSzJEmSliwmipIkSWrlT+9JkqSxM+xfpgJ/naqNNYqSJElqZaIoSZKkViaKkiRJamWiKEmSpFYmipIkSWrlqGdJkqSFGPYo7HEZgW2NoiRJklqZKEqSJKmViaIkSZJamShKkiSplYmiJEmSWpkoSpIkqZWJoiRJklqZKEqSJKmViaIkSZJamShKkiSplYmiJEmSWpkoSpIkqZWJoiRJklqZKEqSJKmViaIkSZJamShKkiSplYmiJEmSWpkoSpIkqdWMUQcgSdKwzN7v9KHv87oDtxv6PqWpYo2iJEmSWpkoSpIkqZWJoiRJklqZKEqSJKmViaIkSZJamShKkiSplYmiJEmSWpkoSpIkqZWJoiRJklqZKEqSJKmViaIkSZJamShKkiSplYmiJEmSWpkoSpIkqdXYJIoRcWxE3B0RdzSWN/Vts3NEXBMRd0bEjyJii1HFK0mStLgbm0SxOi4zH9RYPtNbERFbAZ8F3gisApwEfDsiVhxRrJIkSYu1GaMOYBJ2A76RmWcDRMQhwFuAlwHHDfokEbEasBrApptu2kGYkiQNZvZ+pw99n9cduN3Q96lF17jVKL48Iv4aEVdHxCER8aDGuk2By3p3MjOBH9fyydgLuAq4as6cOQ84YEmSpMXVOCWKnwYeCaxOqSV8BnBUY/0KwK19j7kFmGzT86eBjYCNZs2a9e9FKkmStAQYm0QxMy/LzL9k5vzM/AXwNmCHiFi6bnI7sFLfw1YGbpvkfm7OzKsz8+oZMxallndJkqThGptEscX8+jfq358Cm/dWRkQAj6vlkiRJmmJjkyhGxKsiYuV6+xHAJ4BvZeY/6iZHAdtHxDYRMRN4B7AMcPJIApYkSVrMjU2iCOwJXBsRfwfOBn4I7NpbmZkXAW+iJIy3Aq8Ats3MSTU9S5IkaTBj00kvM7ceYJvjgeO7j0aSJEljkyhKkqTRGva8js7pOP7GqelZkiRJY8REUZIkSa1MFCVJktTKRFGSJEmtTBQlSZLUykRRkiRJrUwUJUmS1Mp5FCXpARr23HPg/HOShsMaRUmSJLUyUZQkSVIrE0VJkiS1MlGUJElSKxNFSZIktTJRlCRJUisTRUmSJLUyUZQkSVIrE0VJkiS1MlGUJElSKxNFSZIktTJRlCRJUisTRUmSJLUyUZQkSVIrE0VJkiS1MlGUJElSKxNFSZIktTJRlCRJUisTRUmSJLUyUZQkSVIrE0VJkiS1MlGUJElSqxmjDmBJMHu/04e6v+sO3G6o+5MkSYsnaxQlSZLUyhpFSVrMDLsVA2zJkBZX1ihKkiSplYmiJEmSWpkoSpIkqZWJoiRJklqZKEqSJKmViaIkSZJamShKkiSplYmiJEmSWpkoSpIkqZWJoiRJklqZKEqSJKmViaIkSZJamShKkiSplYmiJEmSWpkoSpIkqZWJoiRJklqZKEqSJKmViaIkSZJamShKkiSplYmiJEmSWpkoSpIkqZWJoiRJklqZKEqSJKmViaIkSZJaLXKJYkRMj4hDIuLGiLg9Ik6KiNVHHZckSdLiZpFLFIH9gJcATwTWqmVfGl04kiRJi6dFMVHcHTgoM6/NzFuBdwHPj4jZgzw4IlaLiA0jYsN58+Z1GKYkSdKiLTJz1DEMLCJWAm4BNsvMnzTKbwV2ysxvDfAc7wfeV+/eCfyyg1CnwnTgwcBfgHtGHAuMVzzjFAsYz6ISCxjPohILGM+iEgsYz6ISy0TWzcw12lYsaoni2sDvgfUz87eN8t8B78nMEwZ4jtWA1erdmzPz5k6CfYAiYkPgKmCjzLzaeMYzFuNZdGIxnkUnFuNZdGIxnkUnln/XjFEHMEm3178r9ZWvDNw2yBPUxHAsk0NJkqRxskj1UczMWyg1ipv3yiJifWBF4IpRxSVJkrQ4WqQSxepI4N0RsV5ErAgcBJyVmdeNNqwpdzPwAcan9nOc4hmnWMB4JjJOsYDxTGScYgHjmcg4xQLGM5FxiuXfskj1UYQyjyIlOdwFWBo4B9g9M28aZVySJEmLm0UuUZQkSdJwLIpNz5IkSRoCE0VJkiS1MlGUJElSKxNFSZIktTJRlCRJUisTRUmSJLUyUZQkSZqEOqfzEsFEUWNlSXrzSZIWPRGxDvCuiJg94lCGwkRRYyMipmXmPRExIyKeHBEjPT/HLWkd9fHo14snIpYfdSwAERFtt5f0WGoMY3PujNv7atz0v1ajPH/GKZYx8zxgJ2CXiFh71MF0bWw+PJYU4/SBDfd/44/qgyAipmfm/Lr/K4HXZOb8UcRS45lRk9ZpEfGkUcXRF8/8KB486ngAajwPBj476ivrev5kRDwkIpbOEf7k1JjFMi0ionHuPGhUsdR4mu+rV0TEw0YYy/SImDGq/bfpe59vATCq82ecYhk3mXkU8CngucBui3uyOFZJy+Ku7423Tq2+HnU8WW+vBKP7IKhfHgFsA5yTmW8ZRRzwry/6eTWpvwh4Z0TMGpN4LqB8MK1c1436Cv/hwPOBh8BoLoTq8bknIjYBLgT27B2XYR+fcYklIlaNiKXqxVZvv6cBLxtWDC0xNc/jS4AXAEuN4DVaB8pnTi+eiPhkRBwUEa8bVfLYd3y+C+zQ/I4Y8vkzNrGMm4hYGiAzPwf8CHgxsHtEPHSkgXXIRHFI6lV97433PeBbwJkRsfeI4plW45keEd8GvhER50XEuiOIpfeh83ngbGD93ptxFHo1HpQvs99k5g6ZOWdUXyCNeC4H/gR8IjNvqetGeoWfmd8H/hf4cEQsN4pa4Hp8Hg2cDxyemYf1jsuwj884xBIRqwFHAe+LiJn14nQmMBP44TBiaNO4GLwI+EVm7pqZ1wHLDetCLCKWAo6PiF83iq8EHgVsBuwKHFq3G6rG+/zHwA2ZuX9m/r6xPod1ITZOsfRExOqN2zP71g0lca3f43MjYmZEnAssD0wH3gi8MSLWGkYcw2ai2LFaezij8SXx/4Crgd2Ao4GPRcT+Q46n2cz7LeBu4FBgWeC8iNh8SLFMg3u/QDNzd+BMYEtgw2HE0BdPs+/UtsCfMnPnuu6/geMi4gvDambo+yB+B/CXzPyPzLwrIt4UEe+LiHdExBpDiqdXM7Z8RCzbWPUNShKyVkvcw4hrGvB24LOZeVi9+PnviPhsROw4zAR/TGK5E/gd5X30zohYjvJltnpdN1R958PjgfmN99WngBOBMyJit65jycy7gb2BWyPi4oh4InBaZr4AeBHwJeDRwKdGkSxSEtXfZuYrACLi3RFxSEScUOMf5oXY2MQSEdsDH6k19WTmP6P0ZT+g3h/KRVhjP0cDf8vM3TNzE+BjlPNnj4hYcxixDJOJYkei9E+alUWveeNdwB+BPTPzEuDTwF7A++u6LuNZFcqJ3riyfw3wh8x8SWaemplPBq4BToqIx3UZT41lfo3tiIh4XS3bFvgtcGJEPKrrGHqibyANsBLwuIh4S0ScDOxAqSXapd7uOp5eMr9URGwM/BX4e5R+XV8F9qQ0+74FGEpiX+Nag1IrdVhEvBIgM88F/gn8V73f+RdINAbS1P0tD8yOiJdRakE2BdakfKB3mtiPWyyZeRfltbgEeCbwZmAF4FZgXt/2K3cZS62B6XW3WQb4C6W5+eyI+BrwdEpLwtV0dB43a5vq8bkC2LkWnQksBZCZc4EvA18BNgCOHkGyeDvwhIjYtR6fXYFbgOdHxNuW4FjuAdagDB7p1dr9EHjykOOgXiQ/FDipV5aZnwC+Tfk+33dYlQnDYqLYgShNP4dTrkx7HgEcSDmReldFc4ETgN2BAyPirR3FMws4NyI2adRo7A18EnhWRDykt21mPhf4JfDdiHhsF/H0xbY+JSl7Q0S8osbwBOAuSrK4yRBiaNaw/hLYMTO/DPwf8FjgN8AWmfkFyuvaaa1QI2kNSh+YbShNzitQ+pjdCWyWmTtRms1W7DiegH9dZNxIucD5A+WL9ISIeCPlinqdmtR2Lu8dSPO5iFiBkoQ9EXghcGrtLvAy4GJglSUslmmZeSflNfkRZYTmR4GnAXtHxJlRupl8EzgmpribRyy4f+QOwBzgE5Tm5+8DW2bm6ZTze6kuaqObtU31+EwH5gJvAH5C6SvZW/8PSq3iaZTPpdWmOh6YcCDNeXXfLwauz8xHZuZHgFMpF4uLdSwLkpnfBL5IueB6R0T8AvhJZr4Ium16bnnuuykXPE+q7/eek2v5usA/uopnJDLTpYMFeFz9G8CsevsxwG2U/kMrN7adSande1RHsTwYeGJL+QeAn1NqpVbqW/cN4OEdxDKjpWwTSgJ2EfCKRvmvKcnazCG8XgE8Gzhigm32AW4CNuoyjsbttwBH9b2OS/W2odQU/RFYr8N4pte/ywMP7lu3MXAApc/trcDfgdf3/x8dxvZU4EZgq3p/9b71XwZ+AExbEmLpvVZ9ZcsDH6rvoz/Wc2oX4E2UBGBKP3MoidVJwId779v6+XbOgt43lG4VNwOP6fDYfBD4Wr39G+Ct9fbGwE+Bi/u2X7r5GT2FcazTd38a5YL9IMp0K73323KNbd4I/Bl4xOIay0LinN573wDbUZLUK4G1eus73PeMxu1pjdu71fNmp97nYn1vfbz/c3JxWEYewOK29H8RAP8DHNs4qbek1Ah9oYsPogHi+zrwzr74vldP8hWGdYyAl/SVPRY4on6Zbtso7ywJqs/fS7qOBOYDZ9QviWbC9mhKLdH1wOZDiudwSu3mh+r95oflFpQv/xu7jKfxRbEJJYm/jNLcsxWwfN82b6AMavkl8NBhnEd1v5+h1Hz04plGqSE6nVJbtFSvfHGOpfE6TAPeDRxcv8xWptSAv5dSO/TWjo/BspRk40zKRcRytezHwMOa/z+wEaWJ/Pcdn8dLAy+tMVwPnNC3fuP6+vxfx8dmKcqsBb9ulP2qfuacTRldfAT3JtiPrK/jnKk+PuMUywTn8mo0kkDKxfwPge9QWuI+RqmR7jqOacAxlBrDk4DtavlHKd9XPwO+CtwBbNLlsRnVYtPzFMv798/6C6W6/J0RsXZmXkrpl7Mj8Pmo09IMQ5RRY9dQpuzYs8b7NuBSSrPQHn1V6V15GXByROzRK8jSb+gESr+7T9XOy2Tmb7sIIBYykKZXXtf9gvIl86zMvLyjeKY346FcrUJp3tgoy1QevXPrHuBBwDO6jCdL8/fGlA/m8ylXz3MoA5+eFxHLZOY9Ne4vAv9NSV6nfG68XvNPtA+kWaq3z3qM/kTp87ZlZt4ddVqqxTGWnrzvSP1nUJrH9qJ8ga1Dqem4DNg5ygComOrmukH7Rzb+/9spTeNbdXUe1/3NpSQ/y1Ca/v/eF/OVwKuBh0TEeR3GsbCBNMdTRl8fVpuC/wrcADx9qo/POMXSVPu09qaX+t8aQ+89dy1wVWZuQ2mGfiLQ2Ry3jffUxZRz+BOU7/PPRsRLM/MAysXQ5ygJ42aZ+bOu4hmpUWeqi9NCS7NqLd+b8kF1KLB2LXsS5er2IR3G09YUtRbwHsqAkTc2yo+iXE2u0kEc/bWsy9Rj8s9mDHXdCZS+nOsO6TU7Anhd4/7FlOb4TroBLCSWAA5r3P+PGs8n6Gu2o4PmeEpN4Y6N+ytQ+iO9v1H2Q0rycxXwEmDZvue4FNi9o2OzBuXq/UjglY113wGOX8DjprxZapxi6Xv+DwFfbtw/jVLD2avJXK6+99fpMIZpjX19GDiX0npyD/ARysXYefW8+lr/+dNFLPX2UpS+ms+jJMzH9227CiUpmdIWDO7bMtE7NhvX9/Xf+t7vy1Bqgc+htELNYAq7cIxTLAs5d1YFTqFR+02pGX9H3/ZPouOWAsoFxEmN+8dQLm5mAkt3ue9xWkYewOKycN9q6kMoV9U7Ndb3ksVPUJOgLk+0vnh2oYySXbqWPbjG91saX+p00LeC+/bxeEj9QO41Z7ydUsuwd33jval+kcwa0mu2PiUxvZD79o28hNIUNdRmBMqUQLcC32mU7UJJzg4GNu5ov1G/GE6lfLG/tLFu2xpXb061o2v574DrgK0b2z6FUqP4yKmMre/+7pSay7/X1+6NlL6lF3R1fMYxlgXE9wVg73r7y5REdqn6Jfvcjvc98v6Rffue0XvNgPWANer9mcArKHOSHlPL3kypoer8i5/ShWQDSneO84Gr+9b3LqJPBdZcUmJp7HMtysX72dR+8/RVwNB3kUy3/X7fBpxSb3+p956q9/+zd1z6PxsWt2XkASxOS/1QupzSn+tr9UvzA431b6FcvX2McoXW9dXQNEoT5iWUpPAaav8SSrK4PyUxeX1X+2/EcRql38svgeOonaEpCez8GuNNlOr7ro7HWA2k6f9yrefP5pTaugsa5TvXsg/1PqQ6imedet5+s+9YBCWp/2aj7FBKc2azD9GG1BrzqTw+jMFAmnGKpf95KV/4S1OSnf8CPst9+0S+t76uy3d5HjPi/pGNeJqfOz+qny23AK+u5UtTur/8GvgFpTnx8R3GMxYDacYtlgXEt0l9ve4EXtUoH8bguGalRu+98xpKl5ITKRfKvT7k76SM2l+967jGYRl5AIv60vJFeUS9/SDgVZRpXj7U2GZ3um36acbzSuDIers3ufYfqR2AKTV876SD0c2NGKK+ob5EuVrcrb7pLgZm1202oNRGPWwIr9fYDKRpHJ91++5vTunX1qxZfHXveHUUR6+2+TGUGoSzgRc21r+bkuivRkn0T2h8aHbRvDs2A2nGKZa6j/4alt6+X0i56PoLsEwt27ve72xEcd3PtHpcvk1pYr6C0jqwPqUZ+gOUi+h31HO8qwS6+fl3fD1PHwG8n9J68abedsBsSg3n+h0el7EYSDNusTTPm5ayR1NaNr4OPLNR3lmyyL010NMoF1W9ASur1nN5Hvd+b+5DqQTadFjHadTLyANYlBfueyX9CsrV2sGN9TOB11KmxPnkEOJpNrdsDryeRvN3XXcapXbxyc3/ocOYHkXp59LsL7QFJRl5c5dv/gXE8/L6ZbpHX/mT65v/N8D2Q4znc5QBIo/qK39BjfPCIcTQS/i2oNQmfp1SK/b93rGg1MBcRpmW4lLuveLusvZu43psPlRvf6vue3tqItR3nl3IFNcMjVMsffFMo1x8nUipNXtuLX9Vfe1OoozS/BUd1tI34hp5/8jm+Uy5ID+h73Nn7957v+vPvb54lqNcONwFfL5R3qv5fFT9TD5vCYuldy6vQxlM+QrunWpmS0p/3xNpdG/p6nzpHQNKEn0yMIt7v0/XqOfy+fV9/T3q9HdLyjLyABbVhfs2b1xFqSG7o55omzW2m0mpZfhzPeE6bYpqnOxX1w/FU7n/nG7fozS5LNNFLH37ejpl0MoGfeVfA44d1uvUuD/SgTRtrz+ldupnlASk9zquV1+7S+mwJrERw4PrF0Svv+gGlNqhc4Fn121mUxLq3gd86+Ctf3P/YzOQZpxiWUB8vZGYXwe2pkzTMZ/at5SS8L+YMlF757X0dZ8j6x/ZEss2lCl3bqdRI1XXvbkeq107jmHkA2nGMZb+mCitOb+nNDdfSrmwWaeu25LSsnEWHU/JU/d3HLVZvt5/AaUGduP6nluH8stKQ5/WbtTLyANYFBfu2z/ozcDh9fYjKf08vkbjiqO+OVfsMJ7mB8E+lCaXAPal1OZ9kr7OyExhX7JeDLR3aF+KMo/c4TRGVFNqID5Gtx2Rx2ogTV880/qOx8WUJo4t6v3XUWqMOulX1hLbkyhNg81zaRblguOHNEb21nVTUiPDGA2kGadYFhRf/bsTcHqj/GBKk+EMOuzD2h9H7zxghP0j6z7ami9fREmEPkXfwCJKbeMSMZBmnGJpiW09SpLYu8DYiDI6/npqolrfS4e1vcYdxHMYZXDaWpRKgyso3+cXMoSL9XFeRh7AorxQEp2fAy9olD2inmAn0uFkoC2xBCUhO5ZG3wnKAJreaOsu+m+t1nd/GuU3QV9DnfqH0g/oHMqUB6+iNEHd1P8BPsVxjdtAmmaT4dH1tTqbxpQP9QPpWkpfyb92GU9LfBvV47NdX7wHUfq4vb/j/Y/NQJpxiqX5WjTu70GtCaqfM1dw7wXQfsCqHb5OY9U/kvsmQptQ5pDsJdQvozTLH8qQprvq+9wZ6UCacYqlJbagJKofbpT9mHJxfDaldaO/FWrKksX+56rxHES5yDmD8vk8k9Jn+yI67Me6KCwjD2BRXSi/A/pByiSkx/StW5/yW7jHMLyrs97cU/OpX/aNdW+k1Fh9tP9L5wHuc5X6hvp4o+xX9Y11B+WLttdsuS2lpvMHlCazzjsCM34DaXq/3XwMZY7E/Sm/CXpoY5tX13WdDTCa4LU8jZJIN7tOHE6pbe2y5ndsBtKMUywt584T6+03Umoyj6fU9vYSs33q+dXJT4gxZv0juW8i9N362fIHSuLz/Lpuh/p5dBRlIv0u30NjM5BmnGKZIMb1KBeoQalIOKGWf4DSh/KM5us8hfvt78u/DbXrCOVi4zGNc2sPyoXYYvezfJM6ZqMOYFFeqJOAUhKP9/etW28Eb7yH1A+Em/s/FCn9JKe0IzkluXhf/ZD+AKVJ5zON//9kSj+35zUesxxDaB6r+xq3gTQvAb7XV/bc+uX68mHG0hdDL9HZhNJP6CzKRccplC/7fyUIHe575ANpximWltjeC/yscf9UykXhupSaob3q+77TCzDGs3/kNyl9JJenzDZxLKXLRG8qsF3r50DnX/aM0UCaMYul9xmyDPfvz/vI+pnTa4E6sp5DXX7eTKNcWJxFSUrPBvZtbLc+peXrbwyhf+S4LyMPYFyXhX3wN064VYF3Ua5a3zvq+Cj9yr5avzQ6/+H2xv9/Rn3jvaixbu36IX4KjSa8IR6jkQ6kaYlnZ+CH9fZ0Sp+ypeuX2F4d7bO/2bL1i4F7r6DXo0wk+0lKf50ZzfUdxTjSgTTjGEv/c9ZYrqHW3tf3+Tcpg0bOrvF1NhKTMekf2RLXmpREvn/WgNO57/RSw/od+5EPpBm3WBqfLY+hjGS+gDKC+KWUypbHUeYffR/lAugnXX/uUGYt+HK9vSElKbwA+M9a9npKC8tjh/Fajfsy8gDGceG+nbVfwwJmpW98eK5GqVn8ObBfl/EMuP0sylXkfPqSpC7iAlanDJyZQ18CRvnd2/MpzVQP6iiOcRxI0xbP5sBcah+hRvlX6SBRbHxArwDsM1FsE51nC9p+CuMcyUCaRSCWaZQ+xr0m5x0oSetWjW02rvF1NUHz2PSPXEB869QYXlDv92J5VX3vd33ujs1AmnGKpSWOh1O6afUGi3yRMqfvU+r6D1Imtv4q99bSP+DXjpIE7tD3fl6VcmG1fl/Z57g3eZze1XtqUVxGHsC4Ldw3STyTxlXpRNtTkqW9meLRUX3xHAh8htIHaCtq8kPLFzzlSvuL9P1GcFfHi3Jl+E7am+EfCqzVwb7HaiAN914F9/q7BPAcSpPu6rXsvZSpkt4CbEppMvwzHfVJpDTH/ZRy0dCcN22BH8Jt51PH59BIB9KMcSz71NftakqCtgmllmP/Yb5WjEH/yLqP1ppbSvJ8WfPzgJKQnEy3v6w0NgNpximWvrh6F6vvAf6nUf5/3PtjEMvVv8s21k9JLT2lAmM+pe93L5YHUQYNvrNv25dTLhI7m6FkUV1GHsC4LpTE4qIJ1kf/bbqtofpmPYn3oCQ+l///9s48Wo6q2sPf72YkJoCgQCS6EEGSMCkvCCzCIKNRHqKCgKBAGGV6mIfyEETCjCCKMqgJYwjIZAAniAuN4hPCYETGMCgQkUgIvEAkARL2+2Of5p4U3Tc30FXdN3d/a9W6t06drrO7qrpq154OrjgOK8qTfaayWJj0tzI3PG2WSIPHhz5WuxHjLuX7UtujeALLMDqtRM/TGYBfisswjXVaupY/j5dsmVj19dHNc9mSRJp2kqV4PnA3+CTc+n0f7pq7GZ/ebPMKj0nL4yNZMpHmHLwUz5dTW3/cqvgwXp7nXPxlsLS52qF9EmnaSZaiTNn6ubgnpw/+4vrT1D4Mf2YMyfo2O/b4BDwEaZ80fi3D+QayGp+4oeMmKkpA7UlLywVoxyU9FF7K1vfBY3GuAA7O2iuxvOAuy+ksaT4fh8cmnUeqjVXS2MUffJduS0p2w2fjtVUiDV5M/de4dXBdXKG/PG3bH7cC30Qq5o27C1ckTXxfkkwDgD2A7dINcif8gT6xrDEbXReN2rLrpvREmqXto0pZupIRL9u0dlo/Afheut7H4g/6N/EXnrKu5baKj8zPD/6C/Ec8zngOMD7bfjZ+7/4e1blU2ymRpm1kSeMNI02Xir+w3omX6Lks6zMpXctlzPDUL/t/PK4s7pvWR+BxilPxF8Oz8ZeLXjXjSrePZasFaLcFj+e6Anc7j0k36sfxN6IJwBvAtyqWaTQe7LtOof3I9OP7YlpvdhmB/IG+e/b/0pTFUtzwdcZrq0Sa9AC9Fq+BOIEsWw7P4rsZVxhLDQcoyDSQTgWnDz4jw1xSwejUvldJY9fG7Y8r0utk2/Jrq/REmkyWIcDXaBBLV4UsS5FzA1wBugEY1kd8jAAAFV5JREFUl9r+nP3fD3/oNrWYd73jQIvjI/Pzlv7/KHBh+n8wHkqyEDi98JmqXuDbJpGmzWRRun6uAG7M2qbjVQTWwq3RV+LWxaZXDsh+r/kkB9/Gn981S/Ra+Iv05biFurS6vj19abkA7bjgbsTz8em5ZhUecHvj8Q2lTnGUxqopXqvjb4JfI8VzZH0uI2XSlijHZNyK8ZOsbWnKYtkP1LZIpKkj1xp4Qe169Sx3wecMnUxJWbvdOW74C9Ac4EJcsZ3d7PNFp8K1Ip7peAM+48LhXZ3POu3NCGjvk8nyD5aMlVJx/DJlWdq5SX8/hLu5/4q/sP5POoalFa6uI0vL4yNZ0t38RTzh4TvZ9v7AvsDLLBmCUpWi2NJEmnaVJZNpM9xKV5NpJTrnTP5lui83LXGlwXVzG1ksIh5G8ZayGEs3j2mrBWjXBU/AOIs0NVd2QW+PW6+a7jIsPKwGkbmU8ZlVplOYVzb9GP9AQYFsokyHpnEPwoP52ybGLXuwVp5IsxS5huLKYL16lp+qWp4GMo5OisB0mvxGn52XIfjL1oW4hW4SbpVqqLQ3+yFfkOUx0nSb2faBjcauSuFoIG9HkvkqOpORjilLpuJvmRbHR7Jk3N3M9Nuej8/ekceO9sdrxD6HvzSWdXzaJpGmnWRpdP2ktsG4VfHEQvsa6Z5du9bLKC/Vgbu5r8Qth/2zbSel6/jAenLH8valdqKCOkh6D37DeiVrOwa3yOxhZi83cSxZOhmSLsbdqiNwF+H3U/t1+EU/AZhiZi9IOh4vgbCDmb3aLHnSeP3wjDnh8Rxb4W+BU8zsoNSnj5ktbua4BRneOi5dbZe0Cq7M7gpMNbNTypKpO/JJWg0vSbEj/mB9vAp5uoukW/EYoo+Z2SJJfc1sURP3359krTSzr6a2e/EXoOPwOKmJqb3Lc9wkWW7D3c0bp7bxeI3E1fC6gOeXLYukDjN7M1tv+Nsp3A92xmvO/cDMHilDtpp8eKzvVDP7m6QTcOXrFPw+sAX+cL0R+JKZvVGSHPl3PwJ3px4paTh+TT0KnGlmf0l9+uEvz027Hxfk6WNmi9PxORsPA3razCala+tevI7k73HX6v543cIHlmdZ6si2Hh6iMNXM7klth+ChEiPMbG6dz5Tye5P038A2ZrZrvbEknQPsh3sLS7lulitaran2lAUPED4cr9ReZnbfFDzWZHO8vM29ZHM041l90/BCqpPxG0WZ02QNIsW14G9ptRi3S7I+W5U0dtSzLOe4bo5bh2ruqTLe6FfCH1I1N9Av03nZEdghHZOLKvq+q+CWjSl46MjPcPfXODzIfRFwXMkyLFO8b9rW0Z1+TZSxLeIjM3nOTNfMmKxtXdzFeg0wqgo5auePNkmkaSdZCnLtgCvx0/C48U3onOryxCR3VWEB55GmRsWtzjUL9YeyPqUlgS5vS8sF6AkLrix9F49XLFMpO5esJA8eZPss7u7+Qtb+cfzN/8tUPyewcPfpXLwu15HpoT+02eNk/0c9y+Z+lwHZ8SotVpLOgPIPkU2Pldo+iycilD57UBpvKG7hnQVMK2w7Endprlr2g4xliPet+Jpom/jIJMdKuCVzNlmWbNq2djqPl1FiKRPaKJGmnWRZyvWzMrBRujfejtfafAC4vkq58CTUGcBq+fHDlehvVn18evrScgF6yoJn0a5V4v4H4wHka6T1k/E4iqNw1/IiskzVFh+LDnxO1zdxhfETJY4V9SyXo4XOAs3b4LG1lc3kgSuLx5NerjJZ9sbju0pNMKKN4n2z30rd3w8Vxkd2IePKuIegXuzxh8lm1ihh7LZJpGknWbpzTWXrG6dr/hG8NM2hFcqyGW7V/An+YtEXLzv1L2D9Ko/L8rBEjGIbkWJMFuGWjWNxq8OTaduWwB34lEd3tU5KR9JJeGmaT5jZwyWNcQGwj5m9N63vg998VseVxwmpvdQYt0yeTXDX/xaWYs0kjcMtrA/icVNzypajJ1I8R5KuAFbAp8Sr7CYkaSDwppm9XpDlDUtxtyWN29J430J8Vgee/Da/tm5Lxk5WHh/ZSN5WxB7Xjkc6To/g4T0j8TJpY81sRurXH/fqnIZnhc9t9rXcTrIU5OoqvrZ4PdVKTa1kHmv6ju/XhWuzy7hqSQfgnosxeKjJWvj0qTPeydi9mlZrqrHUX+iMH+uPP1xG4PGKLY91w10f00k11koaI+pZLmcL7vIens7rA3RmW1d+vPB4uzXx8I5cltKsMLQo3jf/TvjEAdfj1twjuvhMafGRxfPdaP81uamoiH+dY3UEKUs+Xbf34zGBH8v69KOkKd/aSZa0/27NGd/gHG6T7t9N8SCQQsDw2rC7NLq+8NyC7fH426aGR/WmpeUCxNLgxLzdjH8UHu/xvjaQbSAVTJhOm9SzzMZ8Py2sZ9nTl/TAvwaPXaopZq2qJzkEL//yv5RQy62bMlQS75uNNyUpiHvhoS1zyaYwq+o7Z/+3XRH/bNx2SqRpuSy8gznjC5//CvD3ZiiK+AwzD+AhWY8CV3V1ncXy7pe+BG2J1a526f3AnnhcyifN7IWWCgaY2UI8eLrscZ6TdDawALjVzJ6Q1M+8LMfzeLzJi80et47rpK+ZLTKzOZJm4A/av0maamYLUrcfAedIGmRNLlO0vGBmc1N5qTnm7rSmluRZRllekfT1JMviVshiZiZpKj614j14RYXNzey5Zo8l6WT8Ib11Wh8MbIq/jFVGdl+bDOwtaaKZHZLOwdvcmekYybwU2AX577IsJK2Eeyzeh8cE/jrJ8rik3fDSMwslHWZmry3vsiS39/G4ojce+HE6Vwc1Om+Fz6+AxwnuZmbNuF/fi3twrsZfzvetyVm7PmrXWdAcQlFsYyStiE+kvj2wnaW6Yb0JM/unpFNxVx3WWbttQzx4u9kxQbLO+MPdzewG8zqD/c3sdTP7hqRrcVf4apKmJOV9O+L3tFTM7F/w1k29JUpiJsvsVsuSFObP4IlrW1kJ8b6SBuHW3B+n9b5mNl/SXNwyVetXiwvsKFMhk3QosA5eueH0NF5DpaP20K9CSUzjzJN0Hh5msqekk83s5LTtb5K2xi1WpSqJbSRLP9ya+FtcMZ0PXCOJ2nlbyndYIOnUpfXrLmb2gCTDX6z6SNrRzH4D1F4qQklsMpHM0uZIGoafp1mtlqUdkBdB3w84HZ815/6SxpmMu7cnmtkhqW1A7YYs6SI8bvQjeJLRLkmeCJQOuo2kj+Iu8KPNbHqJ4wzF3YT/yBTCy4EXzWxc6rO+mT1UlgxpjJYX8S/IUzsWeZJE2xTxb7UsmUwD8YSvxZL64DUTrwZuNrOxqc9eZvbTksZf4pqQtCZeQulIPMHxDDP7Zdq2npnNLEOO3kooikGPIVlGTsVdMLuWpZQli8dYPGnmdODn2UNsYHK9I2ljvAzDAuBOM3uiDHmC5Zf0AB5oZv9X4Zi1TNrzgWfM7LspJOA8vEh82Rmzg3Cl9ZXk1twRVzpuMrMDU5+tzOyOEsbuVvZ3pqCtiheOPwCPhTurJFkGAe+xVDWhgbJYmizLiqRafO2VwHW4a3wbfHKIplp+a2EhaczN8AL608zsVUkj8JjxEXjG95p4TOdwM3upmXL0ZkJRDHoUkj6IP2SeKmn/3bF4vGVZDIKeRqZ4XIJXFRiC1wIdY2b3tUIePAN8Mm5dfQIvjr6mNTFes6B8fQevxbg6cK2ZXdiov6T3AV8CbmnWfacgSz5l6wQz+2GVsrwbJI3GE6TuAUab2RvNdP/m4RC452YRHrYwD08AuwwPnzgcv4YMn17y3maMHzihKAZBge5aPPBajvEDCnokki7FS08NAHZshZKYydKBzzhVS+oZY2Z3lzTWFDxm8yK81MxReH29qXX6lhq3mWRZDS//czDuRh1jdeqxVhVDuiyo5Dnjs3Guw+euHovHq58JbIvPRnOzpPfiBdoXNvPlInAi+D4ICliWtZxcdFPxuaYnS3qFzOIBxE0p6FEkC55wZWl1fKaKyopp18MqSOqBZc/+rr0IlqQknovPN7xlWj8sybGRpPeY2S1VyfJOkLQ58BqwSclK4ir4VKjHpmOwGPiGpCvxbOybk5s5XM0l0dFqAYKg3Uk3p1oZk6PxEhGllDEJgrIx5038IbtRq5VEeCup5zPA9iUqiXWzv/F6kktkf6e/pT0fk4I6C9g9rZ+Mx16fhRdm/5mkCWWN3yRm4CVvXi9LSczoAD4GS5yXS/HSQANKHDcgLIpB0C2qsngEQVW02TX8DLBzmUk9KfnhDHw2D3DLFHgR6UFZ15HAQ2Va7szLE10MLJLXyl0B2NA6p2zdBrhDXmeytGz4d0Mep90sJbGewmlmL0p6DDhU0l34BAyvAVvgc0irGWMHjQlFMQi6QRUWjyDorViFRfyzVeHJD/OAZwFq2d+SSs/+ts75xudI+layzPXHC2y/CPwZaPkEC1WRSuAsShbD8/Dz86iZXWxmYyXdAVwCPCvpaTypZ4d07QQlEopiEHSP0i0eQRBUSk0JHAw8I2ks8E1gU6t+Bqw3oFN5lLQDnuE7r2I5WkJK0Fmc3P7T8ZeGmcD5koab2X+Z2VaSjsJjwxfinp1HWyh2ryEUxSDoBlVZPIIgqIbMWig8Oa1l2d9ZqZy2m7K1CjI3/x7A3WZ2BLw18cEvkiJ5VL3SQUH5hKIYBEEQ9DraLftbvXzKVkmT8KlQf1VrM7PfSfoscKN8soODU9+Yqq9Coo5iEARB0GuRNBLoMLMH20CWXjtlq6QNgCvwhMHDLJtOUtKngYnAxy3NFx9URyiKQRAEQRC0HEnDgZ/hiTxn5cq7pEF5jdugOkJRDIIgCIKgLZC0PnA9PkvP93qbC74dCUUxCIIgCIK2IYUD/Ba4BTgyKyUUtIBQFIMgCIIgaCuSG/qNWhHyoHWEohgEQRAEQRDUJeZ6DoIgCIIgCOoSimIQBEEQBEFQl1AUgyAIgiAIgrqEohgEQRAEQRDUJRTFIAiCIAiCoC6hKAZB0DIkbSvJ0tRlQQ9A0lrpnI1utSxBEJRPKIpBEJRCUia6Wp4C/gQMBf7ZAvmGJTm2bcK+agrvAknvLWxbSdKrzRqr2UiaLunQbH1LSTdJel7SQkmPS7oszcUbBEEvIxTFIAjKYmi2fCG1bZK1bWpmr5vZbDN7s0UyNpvngX0LbfsCc97tjiV1SOr/bvdT2OcHgP8Abk7rBwC/x+XdFVgX2Af/Xt9p5thBEPQMQlEMgqAUkgI428xmAy+m5jlZ+5yi6zlb/7SkO5OF7j5JG0jaUNKfknXunjTN11tI+oSk2yX9W9Jzkq6U9P4uRJyV/v4us3DW9nWgpJmSXpf0lKTjJKkbX/sy4KBC20HApcWOkoZKmiRprqR5SfaNs+37S1okaXtJfwFeA7aWNEjSpZJelvSCpLPT+rTss5L0tWQNXCjpEUmH1/kOuwHTzWx2UhovBiaY2cFmdpeZzTKzu83sOFxhrIukkZJuS8d+nqTr0/5q2z8oaUqSd4GkJyWNy7YPkXRhOm/zJd0l6ZPdON5BEJRMKIpBELQjpwMn4Nau14GrcSXmpNS2AFfKAEhu0d/h88NuAnwaWAO4qQsFb5P09wskC2fa167AT4AJwAbAKcC3ga92Q+6fAmtLqu1rFLAOcG3eSdIKSd5+wI5p7BnANEmrZ107gDOBY4Dhqc85wBhgL2ArYCU6LbY1xgNHAeOAEfixPBU4pNDvc8BN6f8vAgOA0+p9MTN7qV67pEHAbWl1S+BTwNrAlOzYX5Tk3CnJcxAp3CD1+QWwHvB5YGPgBuDWcHcHQRtgZrHEEksspS7AtoABw7pqz9Z3y/rskdp2z9r+M7UNTutXAFcX9j009RnVQKZhafu2hfY/AtcU2s4CZnXn++EK5o9T+49wpXOJsYADgGeAPoX9zASOTf/vnz4zOts+GLcsjs3a+gB/B6al9UHAq8BOhX0fDzyYra+MK+HrpPWLgHndOJdr5XLhSt+/gVWyPiNSn+3T+v3ASQ3290lgITCk0H4bcEGrr91YYuntS996ymMQBEGLuT/7f3YXbasB84FRwDqS5tfZ17rAvcsw9kjgmkLbH4HjJK1oZi8v5fMTgamSTgT2xi2GRUYBHwDmFQyeA5O8Ofdk/38E6A/cVWsws8WS7gVqbvb1gRVwi55ln+0L5IPtAsw0syfSendc6/UYCTxsZrXwAszsEUlz07bbge8DP5I0Brek/trM7kjdR6Xv9FzhWAx4h/IEQdBEQlEMgqAdeSP737po68j+TsItf0X+9Q7Gt2Vs7+xgNl3S07gb+mkzu1tvL//TATyCu36L5IroYjN7rTsCF/YNbol9rIt+udsZ3Jq5oqQ1zezZZRyzy+NiZpdJuhXYGbe+3irpBjPbL8k7j+T6L7BgGeUIgqDJRIxiEATLA/cBGwFPmtkTheWVBp95Pf3tU2h/GI+1y9kSdz032leRicB2uBu6kbxrAy/Xkff5Lvb7ZJJ7s1qDpA48brPGQ7gr98N19v1E+sxAXGmbkn3uetyt/c16AxfL/mQ8DIyUtHLWdz1g1SQLAGb2nJldbmb7AwcCX5E0JB2LlYEBdeRdVoU1CIImE4piEATLA2fibs7LJY2StLakHSVNSMpIPeYArwA7SFo9U4TOBvaUdIykdSXtBxxNfWtlIy7CXcEXN9g+GXgauCVlNa8laQtJ4yVt1WinZjYfV0JPkzRG0nDgAlwps6zPWcAZkg5L32FDSftJOj7taidgrpn9Odv3s8CRwGGSJkvaLsk1StIZSeZG3+Ul4CpJG0vaDLgKuBt3MyPpB/JM9o9IWh9PvvkHHjZwe+p3o6RdJX1Y0qaSvi7p8w2PcBAElRCKYhAEPR4zewgYjStMtwMPAj/EXZd1XbdmZngm85640jIjtf8cODRtewjPej6FxkpfvX0vMrMXzGxRg+0LgK2Bv+JK1Uw8M/qjLL34+NfxRI/r8NjJecCvcCtibf/jgW8AR+DHYhqedPL31KXodq59biLuGh6c5JmJu9DXAI7t4rvsjGdw3wn8BngK+Fw6xjW+n2T5A55wM8YSeLzkz/FzNhOv67glrkwHQdBCtOTvOAiCIOhJpPIyDwO/MbOju9G/D54MtIeZTStZvCAIejiRzBIEQdCDkLQh8HHcercC7i6uzaDSHVbFLXd3LK1jEARBWBSDIAh6EKkI9SV01ip8CDjRzH7bUsGCIFguCUUxCIIgCIIgqEskswRBEARBEAR1CUUxCIIgCIIgqEsoikEQBEEQBEFdQlEMgiAIgiAI6hKKYhAEQRAEQVCXUBSDIAiCIAiCuvw/RwWtrl+UsLwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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MaDQajUajVa1V9f273ix/eHt7a8iQIXrjjTckSSEhIWrdurWWLVvmGGO327Vq1Sr16tVLktS9e3f5+Pg4jcnJydHWrVsdY07Ex8dH/v7+Tg0AAFhTvQk7N910kwIDA/Xmm29KkoKDgyVJeXl5TuPy8vIc24KDg1VWVqb9+/efdMyJjBs3TkVFRY7GE88BALCuehN2hg8friVLlignJ8ep3xjj9LXNZqvUd7zTjUlMTFRAQICjcUEzAADWVS/CTrt27RQREaHXX3/d0ZebmytJlVZogoKCHKs9ubm5atSokQIDA0865kTsdrvjCec86RwAAGtrWNcFSNKwYcP0xx9/6LPPPnP0ZWVlKScnR5GRkdq8ebOko9f1hIeHa+zYsZKk9PR02e12RUZGOu7gCg4OVmhoqMaMGVP7O4I6l5Sx1qOvH9flSo++PgDA/eo87NhsNg0bNkzz589XRUWF07bk5GTFx8crMzNTmZmZio+PV2lpqRYsWCBJKioqUkpKipKSklRQUKDCwkJNmzZNGRkZWrFiRV3sDgAAqGfqPOxERESoffv2jruw/m7q1Kny9fXV7Nmz1bx5c61fv15RUVEqKSlxjBk1apTKy8uVmpoqX19fpaWlKTY2VkeOHKnN3QAAAPWUTUfvQf9H8/f3V1FRkQICArh+5wzHaSwA+Oeo6vt3vbhAGQAAwFMIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNLqPOy0adNGb7/9tvbt26e//vpL33//vbp16+Y0JiEhQdnZ2SotLdXKlSvVuXNnp+0+Pj6aMWOG8vPzVVJSokWLFqlt27a1uRsAAKCeqtOwExgYqG+//VaHDx/WgAED1LlzZ8XFxWn//v2OMWPGjNHo0aM1YsQIhYWFKTc3V8uXL5efn59jTHJysqKjoxUTE6M+ffrIz89PixcvlpdXnWc5AABQx2ySTF1NnpiYqN69e6tv374nHbN3714lJydr6tSpko6u4uTl5Wns2LGaO3euAgIClJ+fr7vuukupqamSpNatW2vPnj267rrrtGzZstPW4e/vr6KiIgUEBKi4uNg9O4c6kZSx1qOvH9flSo++PgCg6qr6/l2nSx8DBw7Uxo0blZqaqry8PG3atEn33nuvY3tISIhat27tFFjsdrtWrVqlXr16SZK6d+8uHx8fpzE5OTnaunWrY8zxfHx85O/v79QAAIA11WnYOe+88/TQQw8pMzNT1157rebMmaMZM2borrvukiQFBwdLkvLy8py+Ly8vz7EtODhYZWVlTqe+jh9zvHHjxqmoqMjRsrOz3b1rAACgnqjTsOPl5aVNmzbpqaee0ubNmzV37ly99tpreuihh5zGGeN8ps1ms1XqO96pxiQmJiogIMDRuJgZAADrqtOwk5OTo+3btzv17dixQ+3atZMk5ebmSlKlFZqgoCDHak9ubq4aNWqkwMDAk445nt1uV3FxsVMDAADWVKdh59tvv1XHjh2d+i688EL99ttvkqSsrCzl5OQoMjLSsd3b21vh4eFas2aNJCk9PV12u91pTHBwsEJDQx1jAADAP1fDupx8+vTpWrNmjcaNG6fU1FRdfvnluv/++3X//fc7xiQnJys+Pl6ZmZnKzMxUfHy8SktLtWDBAklSUVGRUlJSlJSUpIKCAhUWFmratGnKyMjQihUr6mrXAABAPVGnYWfjxo2Kjo5WYmKixo8fr6ysLD322GOOICNJU6dOla+vr2bPnq3mzZtr/fr1ioqKUklJiWPMqFGjVF5ertTUVPn6+iotLU2xsbE6cuRIXewWAACoR+r0c3bqCz5nxzr4nB0A+Oc4Iz5nBwAAwNMIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNIIOwAAwNJcDjuNGzeWr6+v4+t27drp0UcfVWRkpFsLAwAAcAeXw86iRYt09913S5KaNWum9evXKy4uTosWLdKDDz7o9gIBAABqwuWw061bN3399deSpFtuuUV5eXlq37697r77bo0cOdLtBQIAANSEy2GnSZMmKi4uliRFRUVp4cKFMsZo3bp1at++vUuvlZCQIGOMU8vJyak0Jjs7W6WlpVq5cqU6d+7stN3Hx0czZsxQfn6+SkpKtGjRIrVt29bV3QIAABblctjZuXOnbrrpJp1zzjm69tprtWzZMklSUFCQioqKXC5g69atCg4OdrQuXbo4to0ZM0ajR4/WiBEjFBYWptzcXC1fvlx+fn6OMcnJyYqOjlZMTIz69OkjPz8/LV68WF5eXHsNAACqEXYmTpyoadOm6ddff9X69eu1bt06SUdXeb7//nuXCygvL1deXp6j7du3z7Htscce0+TJk/Xxxx9r27ZtGjp0qJo0aaI77rhDkhQQEKDhw4crLi5OaWlp2rx5s4YMGaIuXbooIiLC5VoAAID1uBx2PvroI7Vr1049evRQ//79Hf1paWkaNWqUywVccMEFys7O1q5du/Tee+8pJCREkhQSEqLWrVs7Vo4kyW63a9WqVerVq5ckqXv37vLx8XEak5OTo61btzrGnIiPj4/8/f2dGgAAsCaXw87VV1+tvLw8bd68WcYYR/93333n8mrK+vXrdffdd+vaa6/Vfffdp+DgYK1Zs0YtWrRQcHCwJCkvL8/pe/Ly8hzbgoODVVZWpv379590zImMGzdORUVFjpadne1S3QAA4MxRrZWdHj16VOp/9NFH9dxzz7n0WkuXLtXChQu1detWpaWl6frrr5ckDR061DHm74FKkmw2W6W+451uTGJiogICAhyNC5oBALAul8POqFGj9Pnnn6tTp06Ovri4OE2YMMERVqqrtLRUGRkZuuCCC5SbmytJlVZogoKCHKs9ubm5atSokQIDA0865kTsdruKi4udGgAAsCaXw86bb76p559/XsuWLVP79u01ZswYPfPMMxowYIC++eabGhXj4+OjTp06KScnR1lZWcrJyXH6ZGZvb2+Fh4drzZo1kqT09HTZ7XanMcHBwQoNDXWMAQAA/2wNq/NNSUlJOuuss7Rx40Y1aNBAUVFR2rBhg8uv88ILL+h///d/tXv3bgUFBenpp59WQECA5s+fL+nobeXx8fHKzMxUZmam4uPjVVpaqgULFkiSioqKlJKSoqSkJBUUFKiwsFDTpk1TRkaGVqxYUZ1dAwAAFlOlsPPII49U6svJyVFpaalWr16tK664QldccYUkaebMmVWe/JxzztF7772nli1bKj8/X+vWrVPPnj21e/duSdLUqVPl6+ur2bNnq3nz5lq/fr2ioqJUUlLieI1Ro0apvLxcqamp8vX1VVpammJjY3XkyJEq1wEAAKzLJunUV/tK2rVrV5VezBijDh061LSmWufv76+ioiIFBARw/c4ZLiljrUdfP67LlR59fQBA1VX1/btKKzvnnXee2woDAACoTTxTAQAAWJrLYefDDz/U2LFjK/U//vjjSk1NdUtRAAAA7uJy2AkPD9dnn31WqX/p0qXq27evW4oCAABwF5dvPffz85Pdbq/Uf/jwYQUEBLilKABVx0XZAHBqLq/sbN26Vbfffnul/piYGG3fvt0tRQEAALiLyys7kyZN0kcffaQOHTroyy+/lCRdc801Gjx4sG699Va3FwgAAFATLoed//3f/9VNN92k+Ph43XLLLTp48KC2bNmiiIgIrV692hM1opo4vQEAQDUfF/H555/r888/d3ctAAAAbletsCNJ3bp1U6dOnWSM0fbt27V582Z31gUAAOAWLoedVq1a6f3339dVV12l/fv3y2azqVmzZlq5cqViYmK0b98+T9QJAABQLS7fjTVz5kwFBATo4osv1llnnaUWLVooNDRUAQEBmjFjhidqBAAAqDaXV3b69++viIgI/fjjj46+HTt26D//+Y+WLVvm1uIAAABqyuWVHS8vLx0+fLhS/+HDh+XlxaO2AABA/eJyOvnyyy/10ksvqXXr1o6+Nm3aaPr06UpLS3NrcQAAADXlctgZMWKE/P399euvv2rnzp3KzMxUVlaW/P399cgjj3iiRgAAgGpz+Zqd33//Xd27d1dERIQuuugi2Ww2bd++nVUdAABQL7kcdu666y598MEHWrFihVasWOHo9/b2VkxMjN5++223FggAAFATLp/Gmjdvnpo1a1ap39/fX/PmzXNLUQAAAO7ictix2WwyxlTqP+ecc3TgwAG3FAUAAOAuVT6NtWnTJhljZIxRWlqaysvLHdsaNGigkJAQLV261CNFAgAAVFeVw84nn3wiSeratau++OILlZSUOLbZ7Xb9+uuv+uijj9xfIQAAQA1UOexMnDhRkvTrr7/q/fffl91u91hRAAAA7lKtDxVs1aqV4+uwsDBNnz5d9913n1sLAwAAcAeXw86CBQvUr18/SdLZZ5+tFStW6PLLL9dzzz2nZ555xu0FAgAA1ITLYSc0NFQbNmyQJN12223KyMhQ7969dccddyg2Ntbd9QEAANSIy2HH29tbZWVlkqSIiAh9+umnkqQff/zR6XlZAAAA9YHLYWfbtm168MEH1adPH0VGRjpuN2/Tpo0KCgrcXiAAAEBNuBx2xo4dqwceeEBfffWV3nvvPW3ZskWSNHDgQMfpLQAAgPrC5WdjrVq1Si1btlRAQID279/v6J87d65KS0vdWhwAAEBNuRx2JOnIkSNOQUeSfvvtN7cUBAAA4E5VCjvHHhVRFd27d69RQQAAAO5UpbBz7FERktS4cWM9/PDD2r59u9auXStJ6tmzpy6++GLNnj3bM1UCAABUU5XCzrFHRUjSa6+9phkzZmj8+PFOY5599lmde+657q0OAACghly+G+vWW2/VW2+9Van/nXfe0aBBg9xSFAAAgLu4HHYOHjyoPn36VOrv06ePDh065JaiAAAA3MXlu7GSk5P1yiuvqHv37lq3bp2ko9fs3HPPPU6nuwAAAOoDl8PO888/r127dunRRx/VHXfcIUnasWOHYmNj9eGHH7q9QAAAgJqo1ufsfPjhhwQbAABwRnD5mh1JatasmYYPH67JkyerefPmkqTLLrtMbdq0cWtxAAAANeVy2OnSpYt+/vlnjR07Vk888YQCAwMlSdHR0UpMTKx2IU8++aSMMZo+fbpTf0JCgrKzs1VaWqqVK1eqc+fOTtt9fHw0Y8YM5efnq6SkRIsWLVLbtm2rXQcAALAWl8POiy++qDfffFMXXnih091XS5YsUd++fatVRI8ePXT//ffrhx9+cOofM2aMRo8erREjRigsLEy5ublavny5/Pz8HGOSk5MVHR2tmJgY9enTR35+flq8eLG8vKq1aAUAACzG5UQQFhamV199tVJ/dna2goODXS6gadOmevfdd3Xffffpzz//dNr22GOPafLkyfr444+1bds2DR06VE2aNHFcGB0QEKDhw4crLi5OaWlp2rx5s4YMGaIuXbooIiLipHP6+PjI39/fqQEAAGtyOewcOnRIAQEBlfo7duyo/Px8lwuYNWuWPvvsM6WlpTn1h4SEqHXr1lq2bJmjz263a9WqVerVq5eko8/h8vHxcRqTk5OjrVu3OsacyLhx41RUVORo2dnZLtcNAADODC6HnUWLFmn8+PFq2PDojVzGGJ177kN83roAACAASURBVLmaMmWKPvroI5de6/bbb1e3bt00bty4StuOrRLl5eU59efl5Tm2BQcHq6ysrNIT2P8+5kQSExMVEBDgaFzjAwCAdbkcdh5//HG1atVKf/zxh3x9fbVq1Srt3LlTxcXFeuqpp6r8Ouecc45eeuklDRkyRGVlZScdd/zT1m0222mfwH66MXa7XcXFxU4NAABYk8ufs1NcXKx//etf6tevn7p16yYvLy9t2rSp0mmo0+nevbvOPvtspaen/18xDRuqb9++GjFihDp27Cjp6OpNbm6uY0xQUJBjtSc3N1eNGjVSYGCg0+pOUFCQ1qxZ4+quAQAAC6rWhwpK0sqVK7VmzZpTrsqcSlpamkJDQ5365s2bpx9//NHxKc05OTmKjIzU5s2bJUne3t4KDw/X2LFjJUnp6emy2+2KjIx0fMhhcHCwQkNDNWbMmOruGgAAsBCXw47NZtNTTz2lBx98UGeffbYuvPBCZWVlaeLEifr111/1xhtvVOl1SkpKtG3bNqe+v/76SwUFBY7+5ORkxcfHKzMzU5mZmYqPj1dpaakWLFggSSoqKlJKSoqSkpJUUFCgwsJCTZs2TRkZGVqxYoWruwYAACzI5Wt2nn76acXGxmrMmDGy2+2O/oyMDN17771uLW7q1KlKTk7W7NmztXHjRrVt21ZRUVEqKSlxjBk1apQ++eQTpaam6ttvv1VpaaluvPFGHTlyxK21AACAM5NN0qmv9j1OZmamHnjgAX355ZcqKirSpZdeqqysLHXs2FFr165VixYtPFSq5/j7+6uoqEgBAQGWulg5KWOtR18/rsuVHn396mCf3a8+7jMASFV//3Z5Zadt27bauXNn5Rfy8pK3t7erLwcAAOBRLoedbdu26V//+lel/ltvvVXff/+9W4oCAABwF5cvUJ4wYYLefvtttW3bVl5eXrr55pvVsWNH3X333brhhhs8USMAAEC1ubyys3jxYt1+++267rrrZIzRxIkT1alTJ914443cAQUAAOqdKq/shISEKCsrS5K0bNkyp+dRAQAA1FdVXtnJzMxUq1atHF+///77CgoK8khRAAAA7lLlsGOz2Zy+vu6669S0aVO3FwQAAOBOLl+zAwAAcCapctgxxlR6kvjpnj4OAABQ16p8gbLNZtObb77pePBn48aNNWfOHP31119O4wYNGuTeCgEAAGqgymFn/vz5Tl+/8847bi8GAADA3aocdu655x5P1gEAAOARXKAMAAAsjbADAAAszeVnYwGAJCVlrPX4HHFdrvT4HACsj5UdAABgaVUKO+np6QoMDJQkPfPMM/L19fVoUQAAAO5SpbDTqVMnx6MhEhIS5Ofn59GiAAAA3KVK1+xs3rxZ8+bN0zfffCObzabHH39cJSUlJxw7adIktxYIAABQE1UKO7GxsZowYYJuuOEGGWM0YMAAlZeXVxpnjCHsAACAeqVKYefnn3/W4MGDJUkVFRW65pprlJ+f79HCAAAA3MHlW88bNGjgiToAAAA8olqfs3PeeefpscceU6dOnWSM0Y4dO/TSSy9p165d7q4PAACgRlz+nJ2oqCht375dl19+ubZs2aKtW7fqiiuu0LZt2xQREeGJGgEAAKrN5ZWdKVOmaPr06Ro3bpxTf2Jiop5//nl1797dbcUBAADUlMsrO506dVJKSkql/jfeeEOdO3d2S1EAAADu4nLYyc/PV9euXSv1d+3aVX/88YdbigIAAHAXl09jvfbaa5o7d67OO+88rVmzRsYY9enTR2PHjlVSUpInagQAAKg2l8POpEmTVFxcrLi4OCUmJkqS9u7dq2effVYzZsxwe4EAAAA1Ua1bz5OTk5WcnOx4RtbJHh0BAABQ16oVdo4h5AAAgPquRmEHwFFJGWs9Pkdclys9PgcAWJHLd2MBAACcSQg7AADA0lwKOw0bNtSXX36pCy64wFP1AAAAuJVLYae8vFyhoaEyxniqHgAAALdy+TTWW2+9peHDh3uiFgAAALdz+W4sHx8f3XvvvYqMjNTGjRv1119/OW2Pi4tzW3EAAAA15XLYCQ0N1aZNmyRJF154odM2Tm8BAID6xuXTWFdfffVJ2zXXXOPSaz344IP64YcfdODAAR04cEBr1qxR//79ncYkJCQoOztbpaWlWrlyZaUnq/v4+GjGjBnKz89XSUmJFi1apLZt27q6WwAAwKKqfet5hw4dFBUVpcaNG1d78t9//11PPvmkevTooR49eujLL7/UokWLHIFmzJgxGj16tEaMGKGwsDDl5uZq+fLljsdUSEcfXREdHa2YmBj16dNHfn5+Wrx4sby8uKseAABUI+y0aNFCK1as0M8//6zPP/9crVu3liS9/vrrmjZtmkuvtXjxYi1ZskSZmZnKzMzU008/rZKSEvXs2VOS9Nhjj2ny5Mn6+OOPtW3bNg0dOlRNmjTRHXfcIUkKCAjQ8OHDFRcXp7S0NG3evFlDhgxRly5dFBER4equAQAAC3I57EyfPl2HDx9Wu3btVFpa6uj/4IMPKp2CcqkQLy/dfvvtatq0qdauXauQkBC1bt1ay5Ytc4yx2+1atWqVevXqJUnq3r27fHx8nMbk5ORo69atjjEn4uPjI39/f6cGAACsyeWwExUVpbFjxyo7O9upPzMzU+3bt3e5gNDQUBUXF6usrExz5sxRdHS0duzYoeDgYElSXl6e0/i8vDzHtuDgYJWVlWn//v0nHXMi48aNU1FRkaMdvy8AAMA6XA47TZs2dVrROaZly5YqKytzuYCffvpJXbt2Vc+ePfXKK69o/vz56tSpk2P78Xd42Wy20971dboxiYmJCggIcDQuaAYAwLpcDjurV6/W3Xff7fjaGCObzaYnnnhCK1eudLmAw4cP65dfflF6erri4+P1ww8/6NFHH1Vubq4kVVqhCQoKcqz25ObmqlGjRgoMDDzpmBOx2+0qLi52agAAwJpcDjtPPPGEHnjgAX3++efy8fHR1KlTtXXrVvXt21djx46tcUE2m02NGjVSVlaWcnJyFBkZ6djm7e2t8PBwrVmzRpKUnp4uu93uNCY4OFihoaGOMQAA4J/N5Q8V3LFjhy655BI99NBDqqioUNOmTbVw4ULNmjXLsRpTVZMnT9aSJUu0Z88e+fv7KyYmRldddZXjQufk5GTFx8c77taKj49XaWmpFixYIEkqKipSSkqKkpKSVFBQoMLCQk2bNk0ZGRlasWKFq7sGAAAsyOWwIx29APjZZ5+t8eRnn3223n77bbVu3VoHDhzQli1b1L9/f0dQmTp1qnx9fTV79mw1b95c69evV1RUlEpKShyvMWrUKJWXlys1NVW+vr5KS0tTbGysjhw5UuP6AADAma9aYScwMFDDhw9Xp06dZIzRjh07NG/ePP35558uvc6999572jETJkzQhAkTTrq9rKxMI0eO1MiRI12aG56TlLHW43PEdbnS43MAAKzB5Wt2+vbtq6ysLI0cOVLNmzdXixYtNHLkSGVlZalv376eqBEAAKDaXF7ZmTVrllJTU/XQQw85ThV5eXlp9uzZmjVrlrp06eL2IgEAAKrL5ZWdDh06KCkpyemamCNHjujFF19Uhw4d3FocAABATbkcdjZt2uT0oX/HdOrUSZs3b3ZLUQAAAO5SpdNYfz81NWPGDL300ks6//zztW7dOklSz5499Z///EdPPvmkZ6oEAACopiqFnc2bNzs+KfmYqVOnVhq3YMECpaamuq86AACAGqpS2AkJCfF0HQAAAB5RpbCze/duT9cBAADgEdX6UME2bdqod+/eCgoKkpeX8zXOM2fOdEthAAAA7uBy2ImNjdWcOXNkt9tVUFAgY4xjmzGGsAMAAOoVl8POxIkTNXHiRCUmJjoFHQAAcGby9GN+6voRPy5/zk6TJk30/vvvE3QAAMAZweWwk5KSoltvvdUTtQAAALidy6exxo0bp8WLF6t///7KyMjQ4cOHnbbHxcW5rTgAAICacjnsxMfH69prr9VPP/0kSZUuUAYAAKhPXA47o0eP1j333KP58+d7oh4AAAC3cvmanbKyMn377beeqAUAAMDtXA47L730kh555BFP1AIAAOB2Lp/Guvzyy3X11Vfrhhtu0LZt2ypdoDxo0CC3FQcAAFBTLoed/fv3a+HChZ6oBQAAwO1cDjv33HOPJ+oAAADwCJev2QEAADiTuLyys2vXrlN+nk6HDh1qVBAAAIA7uRx2kpOTnb729vbWZZddpv79++uFF15wW2EAAADu4HLYmTFjxgn7H374YfXo0aPGBQEAALiT267ZWbJkCbedAwCAesdtYeeWW25RYWGhu14OAADALVw+jbVp0yanC5RtNpuCg4PVqlUrPfzww24tDgAAoKZcDjuffPKJ09dHjhxRfn6+vvrqK8eT0AEAAOoLl8POxIkTPVEHAACAR/ChggAAwNKqvLJTUVFxyg8TlCRjjLy9vWtcFAAAgLtUOexER0efdFuvXr30yCOPyGazuaUoAAAAd6ly2Pn0008r9XXs2FGJiYm68cYb9e677+qZZ55xa3EAAAA1Va1rdlq3bq25c+dqy5Ytatiwobp27arY2Fjt2bPH3fUBAADUiEthJyAgQFOmTNHOnTt18cUX65prrtHAgQO1bds2T9UHAABQI1U+jfXEE09o7Nixys3N1eDBg094WgsAAKC+qXLYmTJlig4ePKidO3dq6NChGjp06AnH8XwsAABQn1Q57Lz11lunvfUcAACgvqly2Bk2bJgn6wAAAPCIOv0E5SeffFIbNmxQUVGR8vLy9PHHH+vCCy+sNC4hIUHZ2dkqLS3VypUr1blzZ6ftPj4+mjFjhvLz81VSUqJFixapbdu2tbUbAACgHqvTsBMeHq5Zs2apZ8+eioyMVMOGDbVs2TI1adLEMWbMmDEaPXq0RowYobCwMOXm5mr58uXy8/NzjElOTlZ0dLRiYmLUp08f+fn5afHixfLy4mkYAAD807n8IFB3GjBggNPXw4YNU35+vrp3766vv/5akvTYY49p8uTJ+vjjjyVJQ4cOVV5enu644w7NnTtXAQEBGj58uO666y6lpaVJkoYMGaI9e/YoIiJCy5Ytq92dAgAA9Uq9Wvpo1qyZJKmwsFCSFBISotatWzsFFrvdrlWrVqlXr16SpO7du8vHx8dpTE5OjrZu3eoYczwfHx/5+/s7NQAAYE31Kuy8+OKL+vrrrx0fUhgcHCxJysvLcxqXl5fn2BYcHKyysjLt37//pGOON27cOBUVFTladna2u3cFAADUE/Um7Lz88su65JJLNHjw4Erbjr/l3WaznfY2+FONSUxMVEBAgKNxMTMAANZVL8LOjBkzNHDgQPXr189plSU3N1eSKq3QBAUFOVZ7cnNz1ahRIwUGBp50zPHsdruKi4udGgAAsKY6DzszZ87UzTffrKuvvlq//vqr07asrCzl5OQoMjLS0eft7a3w8HCtWbNGkpSeni673e40Jjg4WKGhoY4xAADgn6tO78aaNWuW7rjjDv373/9WcXGxzj77bEnSgQMHdOjQIUlHbyuPj49XZmamMjMzFR8fr9LSUi1YsECSVFRUpJSUFCUlJamgoECFhYWaNm2aMjIytGLFijrbNwAAUD/Uadh5+OGHJUmrVq1y6o+NjdX8+fMlSVOnTpWvr69mz56t5s2ba/369YqKilJJSYlj/KhRo1ReXq7U1FT5+voqLS1NsbGxOnLkSO3tDAAAqJfqNOzYbLYqjZswYYImTJhw0u1lZWUaOXKkRo4c6a7SAACARdT5NTsAAACeRNgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACW1rCuCwAAnF5SxlqPvn5clys9+vpAXWJlBwAAWBphBwAAWBqnsQAAJ8Xps9rF8fYMwg4AVJGn34ikf+6bEeBJnMYCAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWRtgBAACWVqdh51//+pc+/fRTZWdnyxijf//735XGJCQkKDs7W6WlpVq5cqU6d+7stN3Hx0czZsxQfn6+SkpKtGjRIrVt27a2dgEAANRzdRp2mjZtqh9++EEjRow44fYxY8Zo9OjRGjFihMLCwpSbm6vly5fLz8/PMSY5OVnR0dGKiYlRnz595Ofnp8WLF8vLi0UrAABQx5+gvHTpUi1duvSk2x977DFNnjxZH3/8sSRp6NChysvL0x133KG5c+cqICBAw4cP11133aW0tDRJ0pAhQ7Rnzx5FRERo2bJlJ3xdHx8fNWrUyPG1v7+/G/cKAADUJ/V2+SMkJEStW7d2Cix2u12rVq1Sr169JEndu3eXj4+P05icnBxt3brVMeZExo0bp6KiIkfLzs723I4AAIA6VW/DTnBwsCQpLy/PqT8vL8+xLTg4WGVlZdq/f/9Jx5xIYmKiAgICHI1rfAAAsK56/yBQY4zT1zabrVLf8U43xm63y263u6U+AABQv9XblZ3c3FxJqrRCExQU5Fjtyc3NVaNGjRQYGHjSMQAA4J+t3oadrKws5eTkKDIy0tHn7e2t8PBwrVmzRpKUnp4uu93uNCY4OFihoaGOMQAA4J+tTk9jNW3aVOeff77j65CQEF166aUqLCzUnj17lJycrPj4eGVmZiozM1Px8fEqLS3VggULJElFRUVKSUlRUlKSCgoKVFhYqGnTpikjI0MrVqyoq90CAAD1SJ2GnR49euirr75yfD19+nRJ0ptvvqlhw4Zp6tSp8vX11ezZs9W8eXOtX79eUVFRKikpcXzPqFGjVF5ertTUVPn6+iotLU2xsbE6cuRIbe8OAACoh+o07KxatUo2m+2UYyZMmKAJEyacdHtZWZlGjhypkSNHurs8AABgAfX+biwAAGpTUsZaj75+XJcrPfr6qKzeXqAMAADgDoQdAABgaYQdAABgaYQdAABgaVygDOCMwwWkAFzByg4AALA0VnYAAPUSK3hwF1Z2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApTWs6wKsLiljrcfniOtypcfnAADgTMXKDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTLhJ2HHnpIu3bt0sGDB7Vx40b16dOnrksCAAD1gCXCzm233abk5GRNnjxZl112mb7++mstWbJE5557bl2XBgAA6pglws7o0aOVkpKilJQU/fjjjxo1apT27Nmjhx56qK5LAwAAdeyMf+q5t7e3unfvrilTpjj1L1u2TL169Trh9/j4+KhRo0aOr/39/Z3+6U4+Xg3c/prHO1ndnp67ruaty7nZ59qbty7nZp/rft66nJt9rr15a+t1bZKMRyqoJa1bt9bevXvVq1cvrV271tE/btw4DR06VBdddFGl70lISNCzzz5bi1UCAABPadu2rfbu3XvS7Wf8ys4xxjhnNpvNVqnvmMTERL344otOfS1atFBhYaHH6qsqf39/ZWdnq23btiouLrb8vHU5N/ts/Xnrcm72mX226tx1uc8nq+dUQUeyQNjZt2+fysvLFRwc7NQfFBSkvLy8E36P3W6X3W536qsPP7C/Ky4urpOa6mreupybfbb+vHU5N/v8z5ibfa47VanhjL9A+fDhw0pPT1dkZKRTf2RkpNasWVNHVQEAgPrijF/ZkaQXX3xRb7/9tjZu3Ki1a9fq/vvvV7t27TRnzpy6Lg0AANSxBpKeresiamrbtm0qKChQfHy8nnjiCfn6+uruu+9WRkZGXZdWLRUVFfrqq69UUVHxj5i3Ludmn60/b13OzT7XLvbZ+vNW1xl/NxYAAMCpnPHX7AAAAJwKYQcAAFgaYQcAAFgaYQcAAFgaYQcAgH+4s846q65L8CjCDjyuefPmdV2CpdlstrouAcAZ7D//+Y9Wr16t0NDQui7FYwg78KjBgwdr9+7dlR7n4Wnt27ev1fnq0rFnwEVHRyskJKTW5v17yGrZsqXl5z1e48aN62xuwJ0++OADBQYGatasWbr44ovruhyPMTTPt86dO5s+ffqYSy+9tE7rsNlstTZX8+bNzZtvvmlGjhxZq/t44403mh9//NHExsbW6v5KMmFhYebKK6+s9Z/p2WefbcrLy82wYcNqbc5j//7UU0+ZL774wlxwwQWWnff4FhERYf7nf/7HNGrUqFbnveKKK8xtt91W6/t7qp+Dp1vPnj3NtddeawICAmp9P+ty7tpq3t7eRpIJCAgwWVlZ5quvvjKXXHJJndflgVbnBVi+RUdHmwMHDpiff/7ZlJeXm3HjxhlfX99amTs8PNw89dRT5plnnjFBQUG1ts9hYWFm+fLlJi0tzYSEhNTa/xwHDhxoSkpKzCOPPGIuuuiiWv8579mzx8yaNcucffbZtTq3JDNx4kTz7bffmjZt2tTanFOmTDHZ2dnmrrvuMu3bt7fkvPfdd1+l36UpU6aY2bNn1+rP9+abbzZ79+41L7zwgrnwwgs9Olfr1q2NJNOgQQMjyVxzzTUmKSnJvPjii7X6RhgdHW327dtnEhISzLnnnlurx7u2527YsKHj348dd0nGz8+vVva3ZcuWZuDAgaaiosIsWrTIhIaG1urxroVW5wVYurVq1cps2rTJDBs2zHTs2NEMGzbMlJeXm6lTp3r8l/jYG/8333xjdu7cafLz802PHj08OqeXl5eRZO69916zefNmU1BQYFq0aGEk5/+APdHOOusss27dOvPEE08Y6ej/PPz8/MygQYPM+eef79G/wqOiosxff/1lhg0bZpo0aVKrv2PHguQ111xjMjIyzL/+9S+nn4Wn2jXXXGN2795tevbs6ehr1qyZueyyy0zz5s0tMW+jRo3MTz/9ZH766Sdz/vnnO/rnzJljZs6cWWs/4379+pni4mJz7733enyuY294V1xxhZGOrpSWlJSYL774wqSnp5uysjJz00031co+HzhwwMTGxjr9t1sbfzjV9txeXl5m7ty5ZvLkyU79N9xwg0lJSTHNmjXz6P7edNNNpqioyCQmJprPPvvM7Nu3z6xevdpcfPHFHj/WtdjqvADLtODgYKevIyMjzTPPPGNeffVV07hxY0f/oEGDPB54GjdubJ577jkTGxtrpKN/qb333numoKDA6U3C3e3Y6lHjxo3NXXfdZbKysswXX3zhCACeegM+9j+DrKwsExUVZfz8/ExCQoJZtWqVKSsrM9u2bTPXXXedx/b7jTfeMFOmTDGSjL+/v+natat5/vnnzdixY01ISIhH5rzuuusqnRZdtGiRWb16tUfmO/5/9Lfddpv54YcfjCRz2WWXmWeffdb8/PPP5q+//jLz58932+pWXc17rLVo0cJ8++23Ztu2bY5TZikpKSY5OdlIng+VXl5e5qWXXjJz5swx0tHf9d69e5uZM2ealJQU06FDB7fOFxQUZN5//31TWFhowsLCzOjRox0hKzAw0Lzwwgvm0KFDZtCgQR7d7ylTpph33nnHSDK+vr7miiuuMHPmzDGJiYnm2muvtdTcTZs2NQ888IBZvny5iY+PN9LR/74PHTrk+H+4p1pwcLD55ZdfTFxcnKOvQ4cOZvfu3Wb16tVWWuGp8wIs0Z555hmTlpZmfHx8HH1xcXGmoqLC/PLLL5VOIQ0aNMiUlpaaWbNmmaZNm9Zo7sjISKc3hLCwMJOTk2NWrlxpevfu7ej39/c3CxYsMIWFhY6/2tzZOnbsaCoqKkxMTIyRjv5VHBsba9avX28+/PBDx6k7d785DB482BQXF5tmzZqZDz74wBQWFpqcnByzcOFC88gjj5iGDRua77//3iN/iffu3ds0aNDAvP322+brr782bdq0MW+88YZJS0sz69evN3/++ad566233D5vt27dzLp168zBgwfNxIkTzcCBA4109BqDb775xvTr189jv+s333yzadOmjePnvWLFCpOTk2NSUlLMkCFDTP/+/c3hw4dNr169LDGvdDTwrFu3zvz000+mbdu2Zt68eWbcuHFGOvpmeOx32t1B69gfSVOmTDE///yz6dWrl3nvvffM0qVLTVpamtm8ebPZtGmT2/e3VatWZsGCBaakpMRs2LDBDBgwwLHN29vbTJ061ZSVlZmbb77ZI79jNpvNzJ0716xatcpERESYd9991yxZssRs2LDBLFmyxCxfvty0atXKUnMHBgaaoUOHms8//9y88847jpUlT+zj31tQUJDZuXOn44/BYyvwF1xwgSksLDQffvih6datm8frqIVW5wVYogUEBJjOnTsbSU7h5b777jMVFRVOqflYu+OOO0x+fn6N/sO5/PLLzf79+53CVEhIiPniiy9MRUWFCQ8PN9L//XXs5+dn3nrrLVNRUWHCwsLcegxatmxpXnnlFae/+ho1amSGDRtm1q1bZ95//323X6t07CLoRx991HHsY2NjzdChQ42fn5/jP9z58+ebCRMmuHUZ+uqrrzYVFRVm4MCB5qqrrjJbt241Bw8eNKmpqY79v/POO83GjRs9coFjUFCQiYmJMcuWLTM//fSTWbhwobntttvMzp07TUJCgtvn+/uF0MOHDzeSTK9evczLL79sbrnlFtOyZUsjyTRp0sSsXbvWcTrtTJ33RL9r6enpJiMjw3z//fempKTErF271uzevdts377dbNy40axfv95tKmYkPAAAIABJREFUpzEjIiLMRx99ZBo1amT69etnFi1aZEpLS827777rCB/9+vUz6enpjmNQ3eP7939KR0NWYGCgmT17tqmoqDC3336705iGDRuaxMREx++/J453ly5dTGZmptmzZ4955513zA033GAkmZiYGPPdd98Zf39/j8xbF3P//di/9NJLxm63m48//viE293dmjZtarKzs82ECRMcfV5eXqZhw4Zm9erVpqKiwixevNhxIfMZ3Oq8gDO+/f1alPDwcLNhwwbTtWtXR9//a+/K42pK//+n5baqbFkSGVsSUVlmGrKNpW8Mso8vhsHYGXuEQhjLEL5jiIqZpESFxlKKUkkqLVKUrYSQSkq48/790e+e6XYTuud2kuf9er1f3HNP5/Occ557zuf5PO/n81m0aBHevXtX4aokPqaxJDqFsuHsr776CkFBQXjw4IGMuE5HRweurq4KETk2bNgQv/32G8RisZTDM3nyZKSlpcHDw4M3Wx8jgq5fvz6cnJzw/PlzGBsb82bbyMgIa9aswbx580BU+nDQ1dVF9+7dpfZzcXGBv7+/1DTmp7LsedWvXx8tWrSQ+r5Ro0bo0KEDzp8/j6NHj0IsFqOgoEBh+qz3CaFVVVWho6ODwMBAREZG8v6AFsKujo4O6tSpw/1O9fT0EBQUxA1gBg4ciNGjR8POzg5Dhw6V0vV8Ct8ngt67dy/3WUNDQ6YP79ixA6GhoXJHh1u0aIG5c+eCiDB27FiEh4dDS0sLTZo0waFDh1BQUCDTt0UiERwdHau8EKAyEbSlpSXX38uvttu4cSNCQ0PlGkAIabts/5Q4EJJtNjY2KCgogJubG4KDg7FixQre+nJZamtrQ0lJiXPaFixYgOzsbJnVnNu3b0efPn14nyoViII3oFZRT08PT58+RXh4ODp16sRtlzg8c+bMUYjdZs2aQSwWY8OGDdy2li1bIjQ0FPfv34ehoSGI+B8h9O3bFz179pTaVtbhGTZsGIhKH9QTJkxAy5Yt5bZZmQi67IqGPn364MSJE8jIyJByPuWlqakpQkJCcPv2bQwdOhREsuLrzp07Y8uWLcjNzZXqB5/KsvfLwcEB0dHRePToEfz8/GBlZSVlV0lJCZ07d8aSJUvw5MkTLFy4kNd7XlYInZyczEVQVFRUIBKJMHXqVISHhyM6Opq7D3zYFsrukCFDcOrUKaSmpsLT05P77darVw+XL19GfHw8L6t0qiKCNjc3x86dO5Gbm8vL6qjt27cjMTER7u7uKCkpkXrp6evrw9PTs0KHp6r8kAj6zZs3MlNkvXv3xqZNm5CXlyfXOQtpuyyXLl2KUaNGcX12zJgxKC4uxuTJk6GpqYmJEyciKCgIGzdu5MWehDY2Njh+/DgiIiLg6+uLb7/9Fmpqati+fTseP36MzZs344cffoCLiwtyc3OrdRWvgil4A2od9fT0cPfuXVy5ckXqRbdw4UKIxWLMmDFDIXZnzpyJ4uJirF69mttmZGSE0NBQpKen875EV1NTE56enigpKZHRSTRt2hTnzp3DmzdveBcyfqwI+quvvsKPP/6IVq1a8Wrf1NQUXl5eKCgokHoQSV6w5ubm2LVrF+Lj43l7MDo5OSE7OxuTJ0+GiYkJ7ty5g5CQEAwdOrRCDdTy5cuRmZkp94if6OOE0Nra2ujfvz9WrlzJOWDyrr4Tyi4RwdbWFkVFRVi8eDGGDBmC3bt3QywWc/28fv36iIyMxJMnT3jpX58igjYzM8PWrVsRFRUllyNdnqdOnYJYLMaRI0dkvpM4PM+fP5fSAVaVHyOCLikp4Z4djRs3xrFjx3D16lW5z1ko22Ud8P/+97/Iy8uT6t9OTk5cpJioVBoxc+ZM7Nq1i7d7PHToUBQVFWHFihWYMGECvLy8IBaLYWBgAENDQ0yfPh137txBYmIi4uPjBc8LxzMFb8BnTzMzM4wZMwYmJibcqqC6detW6PDMmTOH1/wv5V9006ZNw7t372Qcnvj4eCQmJvK+/NvU1BQeHh54+vSpzENw+/bteP78OZ49e8bbHPfHiqAVwe7du3OOVps2beDm5oakpCT8/PPPUvtpaWmhc+fOVRarlg8Z9+zZEwkJCejTpw+ISvUqr169QkZGBpKSkvCf//yH6weSUWKnTp1w/fp1ucPPVRVCyytCF8ouUakT7ePjw6UwaNCgATIzM2VeOvXr10dwcDBvzvSniKBNTU3RoEEDXuyqqalBJBLhyJEjOH/+PCIiIrBkyRKZ31LDhg1x6tQpPHjwgJc0Dh8rgpY4HQYGBrxFGYS0bWNjg7lz53KD3sqikHymsdDS0sLp06c5/WjTpk1x9+5d7N+/X6b/16lTR6GaKIEoeAM+aw4bNgwFBQXIyMhAbm4u1q1bx82rSxye8PBwmJub8267X79+2Lx5MzZu3AhDQ0POkanI4WnevLmM1qOq1NDQkMr70Lx5cxw5cgQ5OTlS2YO3bNmC//73v7zmPhFCBE1U+iK6fPkyEhMTuYeesbEx3NzcEBERwVu0btmyZXjw4AGnt1FSUkLHjh25kWf//v3x9OlTTJo0CaqqqsjOzkZoaCjGjh0r9dB0dnZGUVERL6tGqlsILbRddXV1XL9+HYMGDUKTJk2QmZmJffv2cd+PHj2aE/fzPS38IRF0XFwcIiIiFJrLaf/+/YiOjpZxeHR0dKCrq1ulpJXyiqDlyesjpO3ybNKkCd6+fQuxWAxHR0eF3cP39a2MjAxYWlpCX18fmZmZXDoDotLFFLVEm/M+Ct6Az5JKSkrQ0tJCQEAApk6dCk1NTSxduhRxcXHYvXs3TExMQFTq8OTn5+P8+fNSy9LlZf/+/fH69Wv4+fnh+fPnuH79Ouzs7Dgb06ZNQ3FxMTZt2sTredva2uL8+fNISUnBqVOnMH78eKioqKBp06b466+/UFJSgn379sHb2xs5OTkK+fFUpwi6LIcMGYILFy4gKiqKc3hMTEzg5uaGS5cu8VIWY9CgQTh+/DiuXr3K6SPU1NTQqFEjiEQinDx5EuvWreMeyqGhoSgsLJTJ5jtlyhROaPkpfVry/+oUQtc0Abauri78/f3h4OCAjIwMKUdHX18fBw8exMSJE3lzdKpLBF0Rra2tsWnTJsybN4/Lv6Wmpob9+/cjKioKS5cuhZaWFtavX4+QkBApTdynsqoiaCcnJ7mj4ULaLk9zc3Okp6fj0qVL1ZppXSQS4fjx41iyZAnu3buHvXv3cgNkfX19eHh4cE5fLaXgDfgsqaurCxUVFezdu1cqadzs2bMRGxuLPXv2cD8SXV1d3l/6q1at4gSoRITAwEDExcVh9OjRnMMzd+5cPH36lLdw9+DBg/H69Wts3LgRM2bMwNmzZxEdHY01a9ZARUUFOjo6WLx4MUJDQ+Hr68ubXkUIEbSE5V9ogwcPRlhYmJTD0759e/j4+ODs2bO8ZDq1srLCoUOHEBsbKxUR1NbWRmRkJLfMXllZGQcOHIClpaXcL16hhNA1RYCtra0ttWJu7ty5EIvFMrmznJ2dkZaWxpv+rbpE0BVRot8ICwtDSkoKEhISuMGDmpoa9uzZg6SkJKSkpODJkydy5+aqbhG00LYr65ddu3bF06dPcezYMYXW3erbty9mzZrF2XBxceHKQZRdSr5x40bcuHGj2ktyVDMFb8Bnx+HDhyM2NhZpaWlIT0+XeanPmjUL0dHR8PDw4H15d9u2bdGxY0esX78etra23HaRSIRTp04hPj4eI0eO5ObU+UozrqmpiZMnT0oJclVVVeHs7IyYmBiMGDGC266hocFbTgahRNBEpUUXjx8/LjMtNmjQIERHRyMsLIxzJNu1ayeTQftTWPbBOGTIEOzYsQPFxcW4du0a5/BInJ2LFy9i1apVCA4ORnx8PPe3fOhVhBJCCy3ADgoKwrVr1xAREYFBgwZBVVUVTk5OKCkpgYuLC3bs2AE3NzcZUak8rG4RdFk2atQIq1evxtSpU0FEsLS0xN69e/HgwQOMHj0aRKW/7yFDhmDKlCm8DdaqUwQtpO3yYmQHBwfs3LkTzZo147Z369YNz549g4+Pj0IcnhEjRuD58+f47bffpO6fn58fsrKysHXrVqxYsQIHDhzAixcvapsYuSIK3oDPisbGxsjPz8fq1auxZ88e3Lp1C2fOnOESCkq4aNEihIaG8hqmHDVqFHJycpCdnQ2xWIxdu3ZJjXxVVFTg5+eHe/fuKaR2TUhICLZt2waif1+sysrKuHjxIry8vBR2zatbBC3hlClTkJycXKEOaMmSJRCLxUhISOA1m+q2bduQkZEBR0dHuLm5IS0tDbGxsdwUg6GhIcLCwhAaGoqTJ0/KtdRaKCF0TRJg29jY4OXLl3BwcIC5uTnOnj2Lx48fc1Nks2fPhre3Ny5evAgXFxduelpeCiWClly7hIQExMbGSkUy2rdvzzk8fA8ehBJBC21706ZNyMrKwokTJxAWFoYHDx7A1taWiyJ27doVjx8/xoULF3jVYVlZWeHFixeYNGlShd+vWbMGgYGBuHbtGg4ePCjz/qqlFLwBnw27deuGhQsXSgnLxo8fj+DgYBw/flzmQVi3bl3ebBsaGiIkJARz5syBhYUFvLy8EB8fj3nz5klFUVRUVODl5cVrPSYlJSWIRCL4+fnh77//5rZLXkD29va4fPkyrxk2hRRBS6iuro5Jkybh6tWr8PX1lYoiDB48GKGhofD29uZt2szMzAx3795F//79uW02NjY4deoUYmNjuRewpqam1IOxKivshBJC1yQBtrq6Ok6dOsWJnevXr4/bt2/L6J8k/ZrPMidCiqCtra3h7++PwsJCmTpP7du3x549e1BYWMhlDVYEFSGCrmm2f/75Zzx48IDL8dW3b1+IxWJkZ2fDzs6Oc6isrKwQGBjI632eOXMml4G5Tp06sLW1hY+PD06ePImJEydy+6mpqSm8QHMNouAN+CzYoEEDBAQEoLCwUCqrKVFp2YcLFy7A29ub17wXEpqbm+PgwYPw9PTkXnLq6uo4ePAgoqKiMH/+fN4cDRUVFe5H17hxY2hra3NOR8eOHfHq1Ssu94eEHh4eOHbsmFzixbIUUgRtZGQEY2NjrtqvkpISJkyYgOjoaJw4cYK7/o6Ojti5cycv0yhl73NhYaGMPsnOzg4vXrxAdHS0zHdVpVBCaCEF2OWpoaHB5U6pX78+Hj58KLU6ZdSoUQqrv1TdIujy/OabbxAYGIjU1FSZ8hqmpqbYvn07b0Lo6hRB1xTb2trasLe357RBw4YNQ15eHiZOnAgvLy88fPgQw4cPl4ku8XW/V6xYgdevX8POzg7nzp1DYGAgfHx84Ovri8TERN5zrn0mFLwBnw1tbW25MHf5KM64ceMQGxuLQ4cO8RrhUFZWxq+//orMzEzcvHlT6jtNTU0cPHgQ4eHhWL58uVx2J02aJKU9Gj58OJKTk7lpHMmDws7ODkVFRQgODoabmxvc3d1RUFDAW2VcoUTQknO7e/cubt++jbdv3+Lw4cPcC3Xs2LG4du0aXr16hYsXL6KwsJD30K+BgQGuXLmC+fPny4TRIyMjcffuXbi5ufFmTwghtJB2JSwbibt06RIOHDiA9PR0/O9//+N+Q3p6ejh16hSvhRiFEkETlU6/9+jRAwMHDuS2de3aFceOHcP169dlnGi+nmHVLYKuKbaJSjV/BgYGaNu2LW7cuMElDLSysoJYLMa7d+9gbW3Nq82y9PX1RVpaGtzc3DiHtnXr1khJSeF9hdlnQsEb8FmxX79+OHfuHCIjI2VedqNGjeItl01Z6ujoYM2aNcjKysK2bdukRh+amprw8fHB+fPnqzxt9tVXX+Hy5cuIiYlBmzZtoK+vj9zcXCxYsAAODg44fvw40tLSOOFk+/bt4eHhgePHj8PDw4OLgshLoUTQRKUPoIKCAsyYMQNmZmb47rvvEB8fD39/fy4MbWRkhOXLl2Pp0qUyNXP44t69e5GRkYEhQ4Zw59egQQMcO3YMY8aM4XXVVXUKoWuKALtZs2Z48uQJp2WYNm0asrOzER0dLbXfhg0bcPPmTd4cDqFE0ESEkSNHIisrC+np6cjPz0dUVBSnfevevTuOHTuGmJiY9yZqrCqFEkFXt+2yfVtFRUWmDt6QIUMQHR3NSQusra2xYcMGbgDHx/n26dMHu3fvxr59+7By5Uqp61B2P2dnZ8TGxvK2Qvczo+ANqBH8lJfIwIEDERgYiKioKN4Eix9ql7a2NjZs2IDIyEhs3LhR6keioaEh10ogotKIysmTJxEREYE5c+ZI1diysLDAkSNHkJGRwVVRl7yI+Qw5Ewkngpa8XMtus7CwwI0bN+Dq6lqt/e/EiRNIT0/HgQMHsGzZMly6dAmXLl2qMDlaVVmdQuiaYFfCxo0bw9XVFa6urtDT00OjRo2wZ88epKSkwMvLCw4ODjh8+DCvq1OEEkETlTozeXl5mDx5Mtq2bYsWLVogIiICCQkJXCSjZ8+eOHPmDMLCwuQqWFuWQoighbBdtl8uWLAA/v7+iIiIwK5du7jFKVOnTkVeXh66du2KFi1a4OTJk3BxceH+Tl6HZ9iwYSgqKoKXlxdOnDiB3NxchIeHS01DSgYYubm5vNYJ/MwoeAMEp6TDdurUCePHj/+ovxk4cCACAgJw8+ZNXqtpV9a+OnXqwNnZGVFRUVi/fj3vwrJBgwbB398fjx8/ltIQEP3r8KSmpqJfv34KOcfqFkGX5caNG7maS0pKStxL9vvvv0dxcTGvuXvex7KRixUrVsDX1xfR0dHw9vbm9aVfnULommCXiKRWM9nY2CArK4srOWJoaIhJkyYhJCQEwcHBcHV15c3hEFIETVQaubpy5Qo0NDSknGVJ6gTJfpIpF77sCimCFsK2s7MzsrOzsWTJEtja2kIsFsPb25vT5ISEhKCkpAR3795FfHx8lQeJ5X//jRo1QnJyMhYtWsRtMzAwwM2bNxESEgKi0jIRa9aswYULF3iLwn+mFLwBglLSeczMzPDmzRusW7fuo/92yJAh8Pb2rnKoW2JbMsKs7GFT1uFZt24dUlNTpcpB8MVBgwYhODi4Ql1Sly5dcOrUKcTFxck1AqwJIujyHD58OMRiMQYMGCB1va2trZGSkiL3i6Bnz574+uuvP+islH/ZlRVA8+XcVqcQuibYlWgkAgMDOad16dKlePHiRYXTznzqg4QUQRMRVq5cibS0NO6z5OXboUMHvHjxQmplI9+sThG0kLZNTU1x48YNLnWCtbU1Xr16hZ9++klqv5EjR8LGxob7jX/q73nRokUYN26c1ICvWbNmSE9P585RcszmzZsjNzeXS1KpqanJW861z5iCN0AwlnV0CgsLsWXLlg/uW55VzY0gOV7Hjh2RmJiIpKQkvH79Gr///jv3wi1vV/J/HR0dODg4KExRX5kuyczMrMov/poggpY4S6amphgwYABMTU05cei+fftQUFCAwYMHcw7Zxo0bkZiYiPr161fZ5tixYyEWixEXFwcLC4tq6duVsbqF0ELbbdWqFXJyciAWi3HixAk4ODigd+/e3HSWpEwDnxRKBF2e7du3R0FBAVdQVEJzc3Pcvn2b1ykzoUTQ1W27/Lvg22+/RUJCAoj+rZUoqZWnq6srpTWUsCoRPD8/P7x69QrDhw/n2q+trY2cnBwsW7aM209FRQUqKioICQnhvVzQZ07BGyAoW7ZsiZKSEk4UKxKJMGPGDGzevBkODg4KSV0uYbNmzZCdnY1t27bBysoK48aNQ0REBMLCwqTSmZelopailiffuiQhRdCTJ0+Gi4sLN+oZM2YMHj9+jMePHyMpKQnbtm2DhoYGdHR0sHfvXs4xuXLlCp49eybXHLepqSliYmLg5OSExMREJCQkyL1kmg8qWghdE+yWXeE0ZcoUuLq6wtHREVu2bMHNmzcRGhqKCxcu8B7dEEoETVQ6GBkzZgxMTEy4qKC9vT3S09OxatUqEJU6WWvXrkVaWhpvlbyFEkELaVty30xMTJCQkIDVq1cjLy9Pqihwjx49cOnSJd5Skri7uyMvLw92dnZclM7JyQnXr1+XqWt19uzZT5qp+AIoeAME5cyZM/Ho0SOuU5w5cwYxMTEIDw9HZmYmIiMjMXPmTIXYHjlyJOLj46WmhLp06QJ3d3dER0d/tH7oY1iVlwjfuiQhRNAikQguLi6IiYnB+vXr0bx5cwQHB2PKlClo1aoVVq9ejaioKBw8eJB7eNjY2GDRokWYPXu23Jlre/TogR07dqB58+ZQUlJCcnIyrl+/LpjDU91CaKHsfv3110hNTcXo0aPRoEEDtGjRAj4+Phg1ahREIhF++OEH3Lt3D2KxGJ6enrxeYyFE0ET/RhUyMjKQm5uLdevWoWnTptDR0cHy5cuRn5+P+/fvIyEhAY8ePZJa9i8PhRJBC2nbxsYGDx8+hJGREerWrQtvb2+8evUK27dv5/ZRU1NDQEAAfH195e7TZae8/vrrL87hISotIeTu7o6kpCSsXbsWw4cPx44dO5CXl6ewVaOfKQVvgKCsW7cu5s+fj8TEROTl5SEgIICrX6KnpwcvLy9ERUWhYcOGvNv+/vvvkZ2dLdMhTU1NceTIEZw+fZqXeWXJD83AwAAWFhaf9MOTV5dUnkKIoHV0dLB+/XqEhYVh//798PT05EpLqKioYO7cubhy5Qrc3d15n9LQ0NCQmtJQV1ev0OEpn1xMHurp6VVapkRRQuiffvoJEyZMqHa777Pl4+ODkJAQnDx5Eq1atcKkSZNw//597tqYmppi/fr1vOUcEUoEraSkBC0tLQQEBGDq1KnQ1NTE0qVLER8fjz179nDPs5YtW2LmzJkYOXIkr9EkoUTQQtru1asXkpKSuKn3AQMGICoqCmFhYVi5ciXmzZuHoKAgJCYm8ta3y/6m//zzTxQUFHAOT5s2bbBy5UpkZWUhISEBkZGRX0Ktq0+l4A0QnHp6eliyZAmOHj3KdRBJx2zZsiXEYjEGDx7Mu92uXbvi2bNnXKr8sj+GHj164MWLF9zDUl4aGxujqKgICQkJn6wb4bNmC1H1iKAlLKtz2rRpE1JSUnDr1i2pfUQiEebNm4ewsDAcP36c9/Mta0fyr8ThMTc3R5MmTXD48OFKHYWP5bhx4xAcHIysrCz4+fm9917zLYSeNm0axGIxhg4dWul+1SHALp/T59ChQ3j9+jWmTZuGa9euwcPDg7vHfK1+ElIEraurCxUVFezdu1eqTMzs2bMRFxeHPXv28F6QuCyFFEFXh+333auAgABERkZyn/v06YOtW7fi3r17+Pvvv+Hq6sr1aXn7tmTV4qhRo7hthw4dknJ4iEoHU3p6egrRodUCCt6AGkFdXV306NFDaspESUkJ5ubmSE5OlmsUJvmxiEQimRepk5MTioqKuEhG2Yfv2bNnZaIfVWGDBg0QFBSEI0eO4MaNG4JOo0ioKBF0Zde/Tp06cHJyqjA5o0gkwrJly3Du3Dk0bdpUYecteeiJRCJOw3Pjxg2kpaXJ/UCcPHky8vPzsXjxYowePRr379/H/v37FX4vZ8yYgZKSEi5ZW2X3oLpY3t7UqVNx/fp13Lp1C0VFRfjuu+94tSeECJqoVOQfGxuLtLQ0pKeny2QUnzVrFqKjo+Hh4cF75XQJq1MELaTt8s/ubt26ISYmRmZ5e/n9+Mqjs2jRIpnn9qFDh5Cfn19h6QlGGQregBrN9evX48qVK1WexpI8dNu3b48jR44gOjoanp6eXPhTUuOqsLAQtra2Un977tw5XpaXm5mZ4Y8//kD37t0hEomQlJSkMIfnc07OqKqqymvx1vdR4tAaGhpCLBbj8uXLnONV1UhDnz59kJmZKSVSnDlzJjZv3owWLVpIPQj5dDxsbGwgFosxbNgwEBHatWuHdevWwc/PD7/99hvvToU87e/UqRPWrl2L1NRU3vImCSWCJiqN1ubn52P16tXYs2cPbt26hTNnzsgMHhYtWoTQ0NBKpzY/hUKJoIW0PX36dDx8+BBr167lnlXa2tq4fPmyVK1Evp36xo0bIzY2FosXL5baXnY1mbu7O8RisUILt9YSCt6AGskePXpg8+bNyM/Pr7KSXtLxTU1NkZOTgwMHDmDhwoW4ffs2vL29uf3q1auH33//HW/evMHu3buxdu1a7Ny5E3l5ebwIgzU0NNCpUyfuRfo+3Yi8IX2WnPHj2bBhQ0RHRyM5OVnuULeysjImT56MJUuWSE0LXbhwAbdu3UJubi6Cg4Ph4ODA6zmoqKhg6dKluHPnDhwcHNCuXTukpKTg77//hpeXF5KTkxERESG1OoWve1gV/RlRxdHVqlJIEXS3bt2wcOFCODo6ctvGjx+P4OBgHD9+XGbwwJcTL5QIWmjbdevWxebNm3Hy5EkuTUm3bt1gZWWF7OxsbvDKN9u1a4esrCyZXEFE0o7Vvn37FDpVWUsoeANqHOvVqwcvLy/ExcXJXWjS0NAQqampUvkOhg0bBh8fH5ncLdOmTcPJkydx9epV+Pv781rkUsKKdCOWlpZQV1eHvb09Zs2aVaXjsuSMn8a2bdvCw8ODi+jI63Dp6OhIXT8/Pz/cv38fgwYNQteuXbFr1y5ER0fzHkHT09PDvHnzkJKSgpKSEmzevJlzuOrVqwdfX19cunRJJq+OPJRHf8YnhRBBE5VOSwcEBKCwsFAqqkBE+OGHH3DhwgV4e3vzttyZSFgRtNAC7LLU1NTE2LFj4e/vjzt37iAmJgaZmZn45ZdfuD7Bpz1jY2NkZGRUqIWztraudOqYUYaCN6BGslGjRryEfUePHo3t27dLhVO3bduG9PR03L59G4GBgVLzzVpaWlBSUuJ1eWZ5ltWNJCcnIzY2FidOnEBJSUmVXoYsOSM/94MvikQiTJw4Ueq82rZtq7BQt56eHhYtWoSdO3fC0NBQ6hr36NEDYrGYt1F2TdGfCSGCLktbW1uuxlb53+y4ceMqiw2TAAAS0ElEQVQQGxuLQ4cO8Za4T0gRtNAC7IpYt25dtG/fHp6ensjIyEBmZqZciUffR1VVVcTExCAkJESm/uGWLVtw5MgRhS2oqIUUvAG1mrq6ulIjLHt7e7x9+xbz58/HkCFDsHfvXsTExHDJ9KpLyCl5wdapUwfv3r3Ds2fP5FqqyJIz1mx26tQJ4eHhvI72y1JHR6dCR9nW1hYxMTG8aSeqU3/2IVa3CLo8KxP5jxo1qsJVYFWhkCLomiDA/hAtLCwQFhaGefPmKaR/tW7dGg8fPkRYWBgmTJgAW1tbTubwhde6+lQK3oAvhioqKpg1a5ZUSvP69evj5cuXCktcWBk1NDSwe/duFBYWyj298aUkZ/wcqaamBn9/fwQGBlark6eurg5/f3/4+Pjwdszq1p99KhUhgq6Mihb5CyWCrm7bH1u7rqI+oqSkBG9vb3h4eMjVvxo3bvzeSFyTJk0QEhKC5ORkpKenIzw8nOXR+XQK3oAvlkpKSlwnVvQosCIaGhri7Nmz6Natm9zH+hKSM35u1NLSgq2tLQICAnhNbvYhamtrY9iwYTh9+jSSkpK4KCLfdhWtP2vdujW2bNkCHx8fODo6fnTflUcEXRMynUsolAi6um3zUbtu//79OH/+vNTqvA/RyMgIO3bsABFhxIgRCA8Pr1BvWLZwaKNGjWBoaMglRWX8JAregC+a69atQ2JiIu+ZRT+WfGqDhErOaGFhUW3JGT8n6uvr4/Dhwzh69Chvyc0+ho0aNYKvry/8/Px4E2C/j4rSn5mamiI7Oxu+vr5cLpO//vpLodetJmU6F0IELYRtPmrXderUCVevXv2kSIuSkhKmT5+OtLQ0nDlzBmKxuNKkol/atLuCKHgDvkh269YNzs7OyMvLU8iqK6FYHckZK6Kjo6PCkzN+jiw74lWEUPZ9rF+/Pne/FO1g8a0/MzAwQEJCArZu3cptMzMzQ0FBAaytrRV6LjUp03l1i6CFsM1X7bp69epVyb6k8HBISAi3rTp/p18YBW/AF8e6devCzc0NkZGRChOM1jTylZyx/KhX8mBQU1NTeHLGz5lCjQyryy6f+rNJkyYhKCiIi7aqqKhAV1cXSUlJUno7vllTVpqVZXWJoIWyLW/tuqr2b2VlZaioqGD16tVwd3fHtWvX4Orqyn0vRO6vL4CCN+CLZMOGDaGvry94OxRNPpIzSvihUW/dunWxZ88ehSVnZKy55FN/1rJlSzg5Oclsj46OxqRJkxR2DjVppVlZVmemcyFtV0ftuoqorq6OuXPnIiEhAQcOHJD6rk2bNlJRcka5KHgDGGsp+UzO+Cmj3ilTpig8OSNjzaMic1MREa5evSq1onDMmDHo2rUrr+2vqSvN+BJBV1YnUNG2P4aKrF0noZWVFZYtW4aNGzdyC1PU1dUxe/ZsxMfH4+DBgxCJRHB0dMTFixeZGJk/Ct4AxlpMvpIzfuqoV1tbW+HJGRm/DEpecmFhYVwag/Xr10MsFkslueOTNXGlGV+ZzsvXCfyYaBzfAuzKqIjadRLa2dmhoKAAFy9eRFRUFMRiMbZv3w59fX2oq6tjxowZuHXrFu7du4fs7GxeIpWMHAVvACPjB/mxo14W8mXkm5I+d/nyZdjZ2cHe3h6FhYUKn16qiSvN5F1S/6E6gYqwXRXyWbtOwlatWuHevXv46aefuG1jx47F06dP8euvv4KoVBtkbGyMsWPHCp7ZvRZS8AYwMn4SFTXqZWSsjEFBQcjKykJxcXG16Whq00qzyuoEls+TI/RSa75r1xEROnToUGEW6PHjx+Pdu3dcFn1GhVHwBjAyfjL5HvUyMlZGdXV1xMbGQiwWy6wMUjRrw0ozog/XCTx9+jRWrFgh+L0uT760OhYWFnj9+jVXOqdsAsLExEQsWrRI8HOt5RS8AYyMVSLfo15GxsrYvn17QRzp2rDSjOjj6wR+/fXXgt9rvlhe4+Pr64vk5GQprZdIJEJMTAyXFJVRYRS8AYyMVSafo15GxprKz32lWXnWtDqBimDfvn2xe/duODs745tvvgFRac2+c+fOISUlBX379kWvXr2wbt065OTkKEzszshR8AYwMlaZfI56GRm/NAqx0qwiCl0nkG8OGDAAb9++xdGjR5GdnY3w8HBOS2hmZoajR4+isLAQqampSEpKQpcuXQRv8xdAwRvAyCgX2fJyRsaqUaiVZhVR6DqBfLFZs2bYtm0bfv75ZxCVRqwOHDiAyMhIzJ07l9vP1NQUzZs3R4MGDQRv8xdCwRvAyMjIyCgghVhpJmFtqhNoYWGBwMBAxMXFoVevXtx2fX19uLq6IjIyEgsXLhS8nV8ilYmBgYGB4YuFuro61a9fn5o2bUqWlpYUGxtbbbbr1q1Ls2bNor59+1KvXr0oMTGx2mwrAnl5eaSmpkbGxsZkZWXFbX/69CmtWLGCEhISaNq0aTRr1iwBW/nlQnCPi5GRkZFROAq10oyo9tUJbNasGQICAnD58mWMGzdO6jt9fX3s3LmTJQwUgEr//x8GBgYGBgYGHtCyZUvavXs3aWlp0YEDB8jLy4v7TklJiQD22q1uqBCRo9CNYGBgYGBgqC3Iy8ujqKgoGjBgAFlaWpKqqipdv35d6GZ90WCaHQYGBgYGBp5x7949mjt3LmlqatLw4cNJR0dH6CZ90WDTWAwMDAwMDApCixYt6J9//qGsrCyhm/JFgzk7DAwMDAwMDLUabBqLgYGBgYGBoVaDOTsMDAwMDAwMtRrM2WFgYGBgYGCo1WDODgMDAwMDA0OtBnN2GBgYGBgYGGo1mLPDwMDAwMDAUKvBnB0GBgYGBgaGWg3m7DAwfEFYu3YtxcfHC90Mhg/AyMiIAFDnzp2FbgoDQ60Ac3YYGGoJAFRKd3d32rZtG/Xv37/a29a7d28CQHp6enIfKzQ0lADQ8uXLZb4LDAwkALR27Vq57fCJyZMnU1RUFPe5devW5ObmRpmZmfT69Wu6c+cOHTlyhCwtLQVsJQND7QVzdhgYagmaNGnCccGCBZSfny+z7dWrV5Sbmyt0U+XGgwcPaMqUKVLbmjZtSv369aPs7Gy5jq2srExKSkpyHaM8vv/+ewoICCAiIktLS4qNjaV27drRzz//TB06dKARI0ZQamoqbd++nVe7DAwM/wKMjIy1i5MnT8aLFy9ktq9duxbx8fHcZ3d3d/j5+cHe3h6PHz/GixcvsGbNGqioqGDLli14/vw5MjMzMWXKFKnjGBgY4OjRo8jNzcWzZ8/g7+8PIyOjCttiZGSE8nB3dwcRQU1NDS4uLnjy5AmKi4sRHh6Orl27VnpuoaGh+N///oenT5/CysqK225vb4+AgADEx8dj7dq13HaRSIRff/0VWVlZKCwsxJUrV9C7d2+Za2Vra4sbN27g7du3aNmyJZo0aYLTp0+jqKgId+7cwfjx43H37l0sWLCA+1tdXV3s27cPT548QX5+Pi5cuAAzMzOp9qqrq+Ply5fo0KEDiAhJSUmIiYmBkpKSzLnp6elJXbPOnTtz31lbWyM6OhqvX79GdnY2Nm3aBBUVFe77kSNHIjExEUVFRXj27BmCgoKgpaXFff/jjz8iJSUFxcXFuHnzJmbNmiV4P2VkrC6yyA4DwxeOfv36kYGBAVlbW9OiRYvIycmJTp8+TS9evKAePXrQH3/8QX/88QcZGhoSEZGmpiaFhoZSYWEhWVtbU8+ePamwsJDOnj1LIpFI5viZmZlkZ2dHRETt2rXjokxERFu2bKGRI0fS5MmTycLCgtLT0+ncuXNUr169Stv85s0b8vT0lIru/Pjjj+Tm5iazr7u7O3377bc0btw4MjMzo2PHjtHZs2epTZs23D5aWlpkb29P06ZNI1NTU8rJyaHDhw+TgYEB9enTh0aOHEkzZsygRo0aSR07MDCQmjRpQv/5z3/I0tKS4uLi6MKFC1Lt79+/Pz1+/JhSUlKoS5cu1LFjR9q+fTsBkGlrfn5+hedrYGBAf//9N8XExFDnzp1p1qxZ9NNPP5GDgwMRlUb1vLy8yM3NjUxMTKhPnz504sQJLkI1bdo0cnZ2plWrVpGJiQmtXLmS1q9fT5MmTar0OjMw1CYI7nExMjLyy0+J7Ny9e1cqynDz5k1cunSJ+6ysrIyXL19i7NixICJMmTIFN2/elDquSCTCq1evMGDAgArb07t3bwDgIhdEBC0tLZSUlGD8+PHcNlVVVWRlZWHJkiXvPbfQ0FDs2LEDnTp1Qn5+PrS0tNCrVy88fvwYqqqqUpGdVq1aQSwWo2nTplLHCAoKgrOzM3etAEhFZIyNjQEAlpaW3LbWrVsDABfZ6du3L/Ly8qCmpiZ17Nu3b2P69Onc53379mHbtm0gIowePRoA0KVLl0rvX/nIzoYNG2Su+axZs1BQUAAlJSWYm5sDAFq0aFHh8e7fv49x48ZJbVu1ahUiIiIE76uMjNVBVWJgYPiicePGDakow5MnTyg5OZn7/M8//9Dz58+5qIalpSW1adOGXr58KXUcDQ0Nat26NQUFBX2U3datW5OamhpFRERw2969e0dXr14lExOTD/59UlIS3b59m0aNGkV9+/alP//8k969eye1j4WFBSkrK9OtW7ektqurq9Pz58+5zyUlJZSYmMh9NjY2prdv31JcXBy3LSMjQ0rvZGlpSXXq1JE6DlFp5Kt169bc56FDh9K4ceOIiLhIS0VRncpgYmIiJXAmIoqIiCAdHR0yNDSkhIQECg4OpqSkJDp37hydP3+efH19KS8vjxo2bEgtWrSggwcPkqurK/f3qqqq740kMTDUNjBnh4HhC8fbt2+lPgOocJuycumst7KyMsXGxtKECRNkjvX06dOPtvu+F7+SktJHOwNubm40Z84c6tChA3Xv3l3me2VlZXr37h1ZWlqSWCyW+q6wsJD7f3FxcYVte1+bJcd+9OgR9enTR2a/vLw8IiLq3r07qamp0eXLl4mIOKfLxMSEEhISPuIM/7Vb0XUiKr1+//zzDw0YMICsrKxo4MCBNG/ePHJ2dqYePXpQUVERERFNnz6doqOjpY5R/powMNRWMM0OAwPDJyEuLo7atm1LOTk5lJGRIcWCgoIK/+bNmzdERKSiosJtS09Pp5KSEurZsye3TVVVlbp27Uo3b978qLYcOXKEOnXqRMnJyRX+TXx8PKmqqlKjRo1k2vrkyZP3Hjc1NZVEIhGZm5tz21q3bi2lxYmLi6MmTZrQu3fvZI4tifYMGzaMAgMD6Z9//iEiouvXr9ONGzdo8eLFFTpU71uan5KSQlZWVlLbrKysqKCggB4+fMhti4yMJEdHRzI3N6c3b97QiBEjKCcnh7KysqhVq1Yy7bx37957rwEDQ20Cc3YYGBg+CZ6envTs2TMKCAignj17UsuWLcna2pp27txJzZo1q/Bv7t+/T//88w8NGTKEGjZsSNra2lRUVER79+6lrVu30qBBg8jExIRcXV1JS0uLDh48+FFtycvLo6ZNm743d9Dt27fpr7/+osOHD9OIESOoZcuW1LVrV1q2bBnZ2Ni897hpaWkUFBRE+/fvp27dulGXLl1o//79VFRUxEVYgoODKSoqivz9/WngwIFkZGRE33zzDa1fv57Ll1N2ybkEU6ZMoXbt2lFYWBjZ2NjQV199RZ06daKVK1fK7CvB77//Ts2bN6fdu3eTsbExff/99+Tk5ES//fYbAaDu3buTvb09WVpaUvPmzcnOzo709fU5B9DR0ZHs7e1p/vz51LZtW+rYsSP9+OOP9Msvv3zUdWZgqA0QXDjEyMjILz916XnZfSQC4LLbyi+5bty4MTw8PJCTk4Pi4mKkp6dj37590NHReW+bHBwckJ2dDbFYzC09V1dXh4uLC3ecj116Xr59ZVl+6bmqqiocHR1x584dlJSUIDs7G8ePH0fHjh0rvVZNmjRBYGAgiouLcffuXYwbNw6PHz/GjBkzuH3q1KkDFxcXZGVloaSkBPfv38eff/4JQ0NDtGrVCsXFxdDW1pY5dtu2beHh4YGsrCy8fv0ad+/ehaenJydc/tSl5+3bt8eZM2e4JfypqamYM2eOlM3x48cjLi4Or1+/xvPnz3Hx4kUMHz5c8L7KyFgdVPr//zAwMDAwVIJmzZpRVlYW9e/fn0JCQj64/y+//ELfffcd2draVkPrGBgYKgNzdhgYGBgqQN++falOnTqUlJRETZs2pS1btlCzZs2oXbt2Mqu+KsLo0aPp0aNHnDiZgYFBOLDVWAwMDAwVQCQS0caNG6lVq1b08uVLioyMpAkTJnyUo0NEdOzYMQW3kIGB4WPBIjsMDAwMDAwMtRpsNRYDAwMDAwNDrQZzdhgYGBgYGBhqNZizw8DAwMDAwFCrwZwdBgYGBgYGhloN5uwwMDAwMDAw1GowZ4eBgYGBgYGhVoM5OwwMDAwMDAy1GszZYWBgYGBgYKjV+D8EjkHf31JvUAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i, (be, en) in enumerate(zip(date_ranges, date_ranges[1:])):\n",
    "    \n",
    "    nelapsed = df[be:en]['elapsed']/(60*60)\n",
    "    \n",
    "    medians.append(np.median(nelapsed))\n",
    "    less_1_month.append(np.sum(nelapsed < 30*day) / len(nelapsed))\n",
    "    open_pr.append(np.sum(np.isnan(np.asarray(nelapsed))))\n",
    "    \n",
    "    vals, _= np.histogram(nelapsed, [0, 5/60, 30/60, hour, 5*hour, 10*hour, day, 3*day, 5*day, 7*day, 14*day, 30*day, 60*day, 90*day, 365*day, pd.NaT])\n",
    "    for context in [(\"dark_background\", \"seaborn-talk\"), (\"seaborn-talk\", )]:\n",
    "        with plt.style.context(*context):\n",
    "            fig, ax = plt.subplots()\n",
    "            ax.bar(range(len(vals)), vals, tick_label=['5 min', '30 min', '1 hour', '5 hours', '10 hours', '1 day', '3 days', '5 days', '1 week', '2 weeks', '1 month', '2 months', '3 months', '1 year+', 'not closed'], )\n",
    "            ax.set_xticklabels(['5 min', '30 min', '1 hour', '5 hours', '10 hours', '1 day', '3 days', '5 days', '1 week', '2 weeks', '1 month', '2 months', '3 months', '1 year+', 'not closed'], rotation=45, ha='right')\n",
    "            ax.set_xlabel(\"Time to Merge/Close\")\n",
    "            ax.set_ylabel(\"Number of Feedstocks\")\n",
    "            plt.title(f'{be.split(\" \")[0]}-{en.split(\" \")[0]}')\n",
    "            plt.savefig(f'plots/{be.split(\" \")[0]}-{en.split(\" \")[0]}-{\"_\".join(context)}.png', bbox_inches='tight', transparent=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([0,\n",
       "  1,\n",
       "  2,\n",
       "  3,\n",
       "  4,\n",
       "  5,\n",
       "  6,\n",
       "  7,\n",
       "  8,\n",
       "  9,\n",
       "  10,\n",
       "  11,\n",
       "  12,\n",
       "  13,\n",
       "  14,\n",
       "  15,\n",
       "  16,\n",
       "  17,\n",
       "  18,\n",
       "  19,\n",
       "  20,\n",
       "  21,\n",
       "  22],\n",
       " <a list of 23 Text major ticklabel objects>)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot([x.split(' ')[0] for x in date_ranges[:-1]], less_1_month)\n",
    "plt.xticks(rotation=45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([0,\n",
       "  1,\n",
       "  2,\n",
       "  3,\n",
       "  4,\n",
       "  5,\n",
       "  6,\n",
       "  7,\n",
       "  8,\n",
       "  9,\n",
       "  10,\n",
       "  11,\n",
       "  12,\n",
       "  13,\n",
       "  14,\n",
       "  15,\n",
       "  16,\n",
       "  17,\n",
       "  18,\n",
       "  19,\n",
       "  20,\n",
       "  21,\n",
       "  22],\n",
       " <a list of 23 Text major ticklabel objects>)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot([x.split(' ')[0] for x in date_ranges[:-1]], open_pr)\n",
    "plt.xticks(rotation=45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3287"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum(np.isnan(np.asarray(elapsed)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "vals, _= np.histogram(np.asarray(elapsed)/60/60, [0, 5/60, 30/60, hour, 5*hour, 10*hour, day, 3*day, 5*day, 7*day, 14*day, 30*day, 60*day, 90*day, 365*day])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13]),\n",
       " <a list of 14 Text major ticklabel objects>)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(range(len(vals)), vals, tick_label=['5 min', '30 min', '1 hour', '5 hours', '10 hours', '1 day', '3 days', '5 days', '1 week', '2 weeks', '1 month', '2 months', '3 months', '1 year+'], )\n",
    "plt.xticks(rotation=45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}