process/code/update_cve.ipynb

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 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import psycopg2\n",
    "import pandas as pd\n",
    "import re\n",
    "import shutil\n",
    "import time\n",
    "from psycopg2.extras import DictCursor\n",
    "from contextlib import contextmanager\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "connected with Database successfully\n"
     ]
    }
   ],
   "source": [
    " # https://www.psycopg.org/docs/extras.html?highlight=dictcursor#psycopg2.extras.DictCursor\n",
    " con = psycopg2.connect(database=\"swhgd-popular-4k\", user=\"postgres\", password=\"\")\n",
    " print(\"connected with Database successfully\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "@contextmanager\n",
    "def timed_cursor():\n",
    "    start_time = time.time()\n",
    "    yield con.cursor(cursor_factory=DictCursor)\n",
    "    print(\"--- %s seconds ---\" % (time.time() - start_time))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_cve(row):\n",
    "    rv = list()\n",
    "    for regex in regexes:\n",
    "        rv.extend(list(set(regex.findall(row['msg']))))\n",
    "    if not rv and regex_sql_inj.search(row['msg']):\n",
    "        rv.append(\"sql_injection\")\n",
    "    return rv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def copy_cwe(row):\n",
    "    if not isinstance(row['cve_data'], str):\n",
    "        return row['cwe_group']\n",
    "    if 'CWE' in row['cve_data']:\n",
    "        return row['cve_data']\n",
    "    return row['cwe_group']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_statistics(df, lang):\n",
    "    cwe_counts = df['cwe_group'].value_counts()\n",
    "    cwe_counts.to_csv(os.path.join(res_dir, f'count_cwe_groups_{lang}.csv'), header=False)\n",
    "\n",
    "    severity_counts = df['severity'].value_counts()\n",
    "    severity_counts.to_csv(os.path.join(res_dir, f'count_severity_{lang}.csv'), header=False)\n",
    "\n",
    "    avg_impacts = df['impact_score'].describe()\n",
    "    avg_impacts.to_csv(os.path.join(res_dir, f'stat_impact_score_{lang}.csv'), header=False)\n",
    "\n",
    "    # Bug Fix -> \"Array must be all same time zone\"\n",
    "    df['commit_date'] = pd.to_datetime(df['commit_date'], utc=True)\n",
    "\n",
    "    stat_yearly = df[['commit_date']]\n",
    "    stat_yearly = stat_yearly.groupby(stat_yearly.commit_date.dt.year).count()\n",
    "    stat_yearly.to_csv(os.path.join(res_dir, f'fixes_per_year_{lang}.csv'), header=False)\n",
    "\n",
    "    cwe_group_year = df[['commit_date', \"cwe_group\"]]\n",
    "    cwe_group_year = cwe_group_year.groupby([cwe_group_year.commit_date.dt.year, 'cwe_group']).count()\n",
    "    cwe_group_year.to_csv(os.path.join(res_dir, f'count_cwe_groups_by_year_{lang}.csv'), header=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def run_on(lang):\n",
    "    df = None\n",
    "    with timed_cursor() as cur:\n",
    "        query = f\"SELECT * FROM cve_revs_{lang}\"\n",
    "        df = pd.read_sql_query(query, con=con)\n",
    "    if df is None:\n",
    "        print(\"Query failed\")\n",
    "        return\n",
    "\n",
    "    # Extract CVE number\n",
    "    df['cve_data'] = df.apply(lambda row: get_cve(row), axis=1)\n",
    "\n",
    "    # Explode revisions with multiple CVE\n",
    "    df = df.explode(\"cve_data\")\n",
    "\n",
    "    # CVEs should be all uppered\n",
    "    df['cve_data'] = df['cve_data'].str.upper()\n",
    "\n",
    "    # Clean unnecessary fields\n",
    "    del df['msg']\n",
    "    # Bug Fix -> There is no column named cve\n",
    "    # del df['cve']\n",
    "\n",
    "    # Drop false rows\n",
    "    df = df[df.cve_data.notnull()]\n",
    "\n",
    "    # JOIN the cve_list to the data\n",
    "    df = df.merge(cve_list, on=\"cve_data\", how=\"left\")\n",
    "    # Bug Fix -> Add published_date,severity,impact_score\n",
    "    df = pd.merge(df,cvss_list[['cve_data','published_date','severity','impact_score']],on='cve_data', how='left')\n",
    "    # Copy CWE if CWE was used in commit message\n",
    "    df['cwe_group'] = df.apply(lambda row: copy_cwe(row), axis=1)\n",
    "\n",
    "    # Save csv\n",
    "    df.to_csv(os.path.join(res_dir, rf'result_{lang}.csv'))\n",
    "\n",
    "    create_statistics(df, lang)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def select_random_rows(table, limit):\n",
    "    sql = f\"select * from {table} order by random() limit {limit};\"\n",
    "    with timed_cursor() as cur:\n",
    "        df = pd.read_sql_query(sql, con=con)\n",
    "        with open(os.path.join(res_dir, f\"sample_from_{table}.txt\"), 'w') as f:\n",
    "            for rec_index, rec in df.iterrows():\n",
    "                f.write(f'------- commit message {rec_index} starts -------\\n')\n",
    "                f.write(rec['msg'])\n",
    "                f.write('\\n------- commit message ends -------\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "--- 0.002999544143676758 seconds ---\n--- 0.0070002079010009766 seconds ---\n"
     ]
    }
   ],
   "source": [
    "res_dir = '../../data/results'\n",
    "\n",
    "regex_cve = re.compile(r\"(CVE-\\d{4}-\\d{4,})\", re.IGNORECASE)\n",
    "regex_cwe = re.compile(r\"(CWE-[\\d]{1,4})\", re.IGNORECASE)\n",
    "regex_nvd = re.compile(r\"(NVD .+)\", re.IGNORECASE)\n",
    "regex_sql_inj = re.compile(r\"sql ?injection\", re.IGNORECASE)\n",
    "\n",
    "regexes = [regex_cve, regex_cwe, regex_nvd]\n",
    "\n",
    "cve_list = pd.read_csv(os.path.join(\"../../data/cve_parsed\", \"cve_related_problems.csv\"), sep=\"\\t\")\n",
    "# Bug Fix -> Rename CVE to cve_data\n",
    "cve_list.rename(columns={\"CVE\": \"cve_data\", \"Problem\": \"cwe_group\"}, inplace=True)\n",
    "\n",
    "# CVSS Scores\n",
    "# Bug Fix -> Add published_date,severity,impact_score -> This Data wasn't available previously \n",
    "cvss_list = pd.read_csv(os.path.join(\"../../data/cve_parsed\", \"cve_cvss_scores.csv\"), sep=\"\\t\")\n",
    "# Bug Fix -> Rename Columns - CVE, \"Published Date\", \"Impact Score\"\n",
    "cvss_list.rename(columns={\"CVE\": \"cve_data\", \"Published Date\": \"published_date\", \"Impact Score\": \"impact_score\"}, inplace=True)\n",
    "\n",
    "if os.path.exists(res_dir):\n",
    "    shutil.rmtree(res_dir)\n",
    "os.makedirs(res_dir)\n",
    "run_on(\"js\")\n",
    "run_on(\"py\")\n",
    "\n",
    "# select_random_rows(\"cve_revs_py\", 348)\n",
    "# select_random_rows(\"cve_revs_js\", 352)"
   ]
  },
  {
   "source": [
    "## Statistics 1 \n",
    "\n",
    "Count Delta(Time span between published_date of CWE & commit_date of CWE)\n",
    "\n",
    "**RQ2** - Reaction Times to Security Issues:\n",
    "\n",
    "Here we can observe that it takes average 89 days for python and 21 days for JavaScript comminities to fix a vulnerablity.\n",
    "\n"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 17,
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# stat1\n",
    "js_result_csv = pd.read_csv( os.path.join(\"../../data/results\", \"result_js.csv\"),index_col=0).dropna(subset=['published_date'])\n",
    "py_result_csv = pd.read_csv( os.path.join(\"../../data/results\", \"result_py.csv\"),index_col=0).dropna(subset=['published_date'])\n",
    "\n",
    "js_result_csv[['published_date','commit_date']] = js_result_csv[['published_date','commit_date']].apply(pd.to_datetime,utc=True)\n",
    "js_result_csv['js_delta'] = ((js_result_csv['commit_date'] - js_result_csv['published_date']).dt.days).apply(lambda val: val if val>0 else 0)\n",
    "js_stat_1 = js_result_csv.query('js_delta >= 0').drop(columns=['impact_score']).groupby(js_result_csv['commit_date'].dt.year).agg('mean')\n",
    "\n",
    "py_result_csv[['published_date','commit_date']] = py_result_csv[['published_date','commit_date']].apply(pd.to_datetime,utc=True)\n",
    "py_result_csv['py_delta'] = ((py_result_csv['commit_date'] - py_result_csv['published_date']).dt.days).apply(lambda val: val if val>0 else 0)\n",
    "py_stat_1 = py_result_csv.query('py_delta >= 0').drop(columns=['impact_score']).groupby(py_result_csv['commit_date'].dt.year).agg('mean')\n",
    "\n",
    "stat_1 = pd.concat([js_stat_1, py_stat_1], axis=1).query('js_delta > 0 or py_delta > 0')\n",
    "stat_1_ax = stat_1.plot(kind='bar', title='Average number of days between mitigation commit date and CVE publish date grouped by years', figsize=(20,10))\n",
    "stat_1_ax.set(xlabel=\"Year\", ylabel=\"Days\")\n",
    "stat_1['js_delta'].mean()"
   ]
  },
  {
   "source": [
    "## Statistics 2\n",
    "Count JS CWEs, Py CWEs & Common CWEs.\n",
    "\n",
    "**RQ1** - Typical Security Issue Types:\n",
    "\n",
    "The CWEs having at least 10 references in either of the analyzed languages are as follows:  \n",
    "- 'CWE-119' \n",
    "- 'CWE-125'\n",
    "- 'CWE-185'\n",
    "- 'CWE-189' \n",
    "- 'CWE-20'\n",
    "- 'CWE-200'\n",
    "- 'CWE-310'\n",
    "- 'CWE-399'\n",
    "- 'CWE-601'\n",
    "- 'CWE-787'\n",
    "- 'CWE-79'\n",
    "\n",
    "Interestingly, except for CWE-200 & CWE-185 that is the type of the vulnerabilities mitigated in nearly around 20 & 10 commits in both languages, each of the other six CWE groups can be attributed to either JavaScript or Python projects\n",
    "\n",
    "Original Logic on stat2.py had one bug:\n",
    "```\n",
    "next(js_r)\n",
    "next(py_r)\n",
    "```\n",
    "Above code will skip 1 line from csv files while reading, however there are no headers in `count_cwe_groups_js.csv` or `count_cwe_groups_py.csv` "
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "JavaScript CVEs: 25\nPython CVEs: 30\nCommon CVEs: 41\nThe CWEs having at least 10 references in either of the analyzed languages are as follows\n['CWE-119', 'CWE-125', 'CWE-185', 'CWE-189', 'CWE-20', 'CWE-200', 'CWE-310', 'CWE-399', 'CWE-601', 'CWE-787', 'CWE-79']\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "           js    py\n",
       "CWE-119   3.0  17.0\n",
       "CWE-125  13.0   1.0\n",
       "CWE-185   9.0  12.0\n",
       "CWE-189   NaN  18.0\n",
       "CWE-20    6.0  69.0\n",
       "CWE-200  20.0  18.0\n",
       "CWE-310   NaN  14.0\n",
       "CWE-399   1.0  31.0\n",
       "CWE-601  20.0  35.0\n",
       "CWE-787  13.0   NaN\n",
       "CWE-79   41.0  14.0"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>js</th>\n      <th>py</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>CWE-119</th>\n      <td>3.0</td>\n      <td>17.0</td>\n    </tr>\n    <tr>\n      <th>CWE-125</th>\n      <td>13.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>CWE-185</th>\n      <td>9.0</td>\n      <td>12.0</td>\n    </tr>\n    <tr>\n      <th>CWE-189</th>\n      <td>NaN</td>\n      <td>18.0</td>\n    </tr>\n    <tr>\n      <th>CWE-20</th>\n      <td>6.0</td>\n      <td>69.0</td>\n    </tr>\n    <tr>\n      <th>CWE-200</th>\n      <td>20.0</td>\n      <td>18.0</td>\n    </tr>\n    <tr>\n      <th>CWE-310</th>\n      <td>NaN</td>\n      <td>14.0</td>\n    </tr>\n    <tr>\n      <th>CWE-399</th>\n      <td>1.0</td>\n      <td>31.0</td>\n    </tr>\n    <tr>\n      <th>CWE-601</th>\n      <td>20.0</td>\n      <td>35.0</td>\n    </tr>\n    <tr>\n      <th>CWE-787</th>\n      <td>13.0</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>CWE-79</th>\n      <td>41.0</td>\n      <td>14.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 30
    },
    {
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x=\"331.591797\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"395.214844\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_13\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"380.847027\" xlink:href=\"#me868cb3187\" y=\"550.8\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- CWE-22 -->\r\n      <g transform=\"translate(383.606402 597.321875)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"168.701172\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"231.884766\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"267.96875\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"331.591797\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_14\">\r\n     <g id=\"line2d_14\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"408.06654\" xlink:href=\"#me868cb3187\" y=\"550.8\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- CWE-254 -->\r\n      <g transform=\"translate(410.825915 603.684375)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"168.701172\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"231.884766\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"267.96875\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"331.591797\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"395.214844\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_15\">\r\n     <g id=\"line2d_15\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"435.286052\" xlink:href=\"#me868cb3187\" y=\"550.8\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_15\">\r\n      <!-- CWE-264 -->\r\n      <g transform=\"translate(438.045427 603.684375)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"168.701172\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"231.884766\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"267.96875\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"331.591797\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"395.214844\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_16\">\r\n     <g id=\"line2d_16\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"462.505564\" xlink:href=\"#me868cb3187\" y=\"550.8\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_16\">\r\n      <!-- CWE-284 -->\r\n      <g transform=\"translate(465.264939 603.684375)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"168.701172\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"231.884766\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"267.96875\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"331.591797\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"395.214844\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_17\">\r\n     <g id=\"line2d_17\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"489.725076\" xlink:href=\"#me868cb3187\" y=\"550.8\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_17\">\r\n      <!-- CWE-287 -->\r\n      <g transform=\"translate(492.484451 603.684375)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"168.701172\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"231.884766\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"267.96875\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"331.591797\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"395.214844\" xlink:href=\"#DejaVuSans-55\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_18\">\r\n     <g id=\"line2d_18\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"516.944588\" xlink:href=\"#me868cb3187\" y=\"550.8\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_18\">\r\n      <!-- CWE-295 -->\r\n      <g transform=\"translate(519.703963 603.684375)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"168.701172\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"231.884766\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"267.96875\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"331.591797\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"395.214844\" xlink:href=\"#DejaVuSans-53\"/>\r\n  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xlink:href=\"#me868cb3187\" y=\"550.8\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_20\">\r\n      <!-- CWE-320 -->\r\n      <g transform=\"translate(574.142988 603.684375)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"168.701172\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"231.884766\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"267.96875\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"331.591797\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"395.214844\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_21\">\r\n     <g id=\"line2d_21\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"598.603125\" xlink:href=\"#me868cb3187\" y=\"550.8\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_21\">\r\n      <!-- CWE-326 -->\r\n      <g transform=\"translate(601.3625 603.684375)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"168.701172\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"231.884766\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"267.96875\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"331.591797\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"395.214844\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_22\">\r\n     <g id=\"line2d_22\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"625.822637\" xlink:href=\"#me868cb3187\" y=\"550.8\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_22\">\r\n      <!-- CWE-399 -->\r\n      <g transform=\"translate(628.582012 603.684375)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"168.701172\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"231.884766\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"267.96875\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"331.591797\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"395.214844\" xlink:href=\"#DejaVuSans-57\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_23\">\r\n     <g id=\"line2d_23\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"653.042149\" xlink:href=\"#me868cb3187\" y=\"550.8\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_23\">\r\n      <!-- CWE-400 -->\r\n      <g transform=\"translate(655.801524 603.684375)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"168.701172\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"231.884766\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"267.96875\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"331.591797\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"395.214844\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_24\">\r\n     <g id=\"line2d_24\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"680.261662\" xlink:href=\"#me868cb3187\" y=\"550.8\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_24\">\r\n      <!-- CWE-416 -->\r\n      <g transform=\"translate(683.021037 603.684375)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"168.701172\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"231.884766\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"267.96875\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"331.591797\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"395.214844\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_25\">\r\n     <g id=\"line2d_25\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"707.481174\" xlink:href=\"#me868cb3187\" y=\"550.8\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_25\">\r\n      <!-- CWE-471 -->\r\n      <g transform=\"translate(710.240549 603.684375)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"168.701172\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"231.884766\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"267.96875\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"331.591797\" xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"395.214844\" xlink:href=\"#DejaVuSans-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_26\">\r\n     <g id=\"line2d_26\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"734.700686\" xlink:href=\"#me868cb3187\" y=\"550.8\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_26\">\r\n      <!-- CWE-476 -->\r\n      <g transform=\"translate(737.460061 603.684375)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"168.701172\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"231.884766\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"267.96875\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"331.591797\" xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"395.214844\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_27\">\r\n     <g id=\"line2d_27\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"761.920198\" xlink:href=\"#me868cb3187\" y=\"550.8\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_27\">\r\n      <!-- CWE-59 -->\r\n      <g transform=\"translate(764.679573 597.321875)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"168.701172\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"231.884766\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"267.96875\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"331.591797\" xlink:href=\"#DejaVuSans-57\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_28\">\r\n     <g id=\"line2d_28\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"789.13971\" xlink:href=\"#me868cb3187\" y=\"550.8\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_28\">\r\n      <!-- CWE-601 -->\r\n      <g transform=\"translate(791.899085 603.684375)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"168.701172\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"231.884766\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use 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CWE-798 -->\r\n      <g transform=\"translate(1009.655183 603.684375)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"168.701172\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"231.884766\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"267.96875\" xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"331.591797\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"395.214844\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_37\">\r\n     <g id=\"line2d_37\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"1034.11532\" xlink:href=\"#me868cb3187\" y=\"550.8\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_37\">\r\n      <!-- CWE-835 -->\r\n      <g transform=\"translate(1036.874695 603.684375)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"69.824219\" 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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# Stat2\n",
    "js_count_cwe_groups_csv = pd.read_csv( os.path.join(\"../../data/results\", \"count_cwe_groups_js.csv\"), header=None, names=['CWE','js'], index_col='CWE')\n",
    "py_count_cwe_groups_csv = pd.read_csv( os.path.join(\"../../data/results\", \"count_cwe_groups_py.csv\"), header=None, names=['CWE','py'], index_col='CWE')\n",
    "\n",
    "# Excluding Columns 'NVD-CWE-noinfo' & 'NVD-CWE-Other'\n",
    "js_count_cwe_groups_csv = js_count_cwe_groups_csv.filter(regex=r'CWE-.[\\d]+', axis=0)\n",
    "py_count_cwe_groups_csv = py_count_cwe_groups_csv.filter(regex=r'CWE-.[\\d]+', axis=0)\n",
    "\n",
    "# ax = js_csv.plot(kind='bar',figsize=(20,10))\n",
    "# py_csv.plot(ax=ax, kind='bar')\n",
    "\n",
    "stat_2 = pd.concat([js_count_cwe_groups_csv, py_count_cwe_groups_csv], axis=1)\n",
    "js_count = len(stat_2['js'].dropna())\n",
    "py_count = len(stat_2['py'].dropna())\n",
    "print(\"JavaScript CVEs: \"+ str(js_count))\n",
    "print(\"Python CVEs: \"+ str(py_count))\n",
    "print(\"Common CVEs: \"+ str(len(stat_2)))\n",
    "stat_2_ax = stat_2.plot(kind='bar', figsize=(20,10))\n",
    "stat_2_ax.set(xlabel=\"Number of security issues found with the given CWE types\", ylabel=\"No. of Vulneability migitation\")\n",
    "stat_2 = stat_2.query('js > 10 or py >10')\n",
    "# stat_2.plot(kind='bar', figsize=(20,10))\n",
    "print('The CWEs having at least 10 references in either of the analyzed languages are as follows')\n",
    "print(stat_2.index.to_list())\n",
    "stat_2\n",
    "# plt.show()"
   ]
  },
  {
   "source": [
    "## Statistics 3\n",
    "Count CWEs (per year) which are present in list given below if delta is >0: \n",
    " \n",
    "\"CWE-79\", \"CWE-399\", \"CWE-200\", \"CWE-20\", \"CWE-264\", \"CWE-400\", \"CWE-119\", \"CWE-22\""
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "           js_delta    py_delta\n",
       "CWE-119  232.333333  107.176471\n",
       "CWE-20     0.000000   33.623188\n",
       "CWE-200    0.000000   43.555556\n",
       "CWE-22     0.000000         NaN\n",
       "CWE-264    0.000000    1.800000\n",
       "CWE-399  396.000000    0.129032\n",
       "CWE-400    0.500000    1.000000\n",
       "CWE-79    13.731707    0.285714"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>js_delta</th>\n      <th>py_delta</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>CWE-119</th>\n      <td>232.333333</td>\n      <td>107.176471</td>\n    </tr>\n    <tr>\n      <th>CWE-20</th>\n      <td>0.000000</td>\n      <td>33.623188</td>\n    </tr>\n    <tr>\n      <th>CWE-200</th>\n      <td>0.000000</td>\n      <td>43.555556</td>\n    </tr>\n    <tr>\n      <th>CWE-22</th>\n      <td>0.000000</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>CWE-264</th>\n      <td>0.000000</td>\n      <td>1.800000</td>\n    </tr>\n    <tr>\n      <th>CWE-399</th>\n      <td>396.000000</td>\n      <td>0.129032</td>\n    </tr>\n    <tr>\n      <th>CWE-400</th>\n      <td>0.500000</td>\n      <td>1.000000</td>\n    </tr>\n    <tr>\n      <th>CWE-79</th>\n      <td>13.731707</td>\n      <td>0.285714</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 12
    },
    {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# stat3.py\n",
    "CWE = [\n",
    "        \"CWE-79\",\n",
    "        \"CWE-399\",\n",
    "        \"CWE-200\",\n",
    "        \"CWE-20\",\n",
    "        \"CWE-264\",\n",
    "        \"CWE-400\",\n",
    "        \"CWE-119\",\n",
    "        \"CWE-22\"\n",
    "      ]\n",
    "\n",
    "js_stat_3 = js_result_csv.query('js_delta >= 0 and cwe_group in @CWE').drop(columns=['impact_score']).groupby(js_result_csv['cwe_group']).agg('mean')\n",
    "py_stat_3 = py_result_csv.query('py_delta >= 0 and cwe_group in @CWE').drop(columns=['impact_score']).groupby(py_result_csv['cwe_group']).agg('mean')\n",
    "\n",
    "stat_3 = pd.concat([js_stat_3, py_stat_3], axis=1)\n",
    "stat_3_ax = stat_3.plot(kind='bar', figsize=(20,10))\n",
    "stat_3_ax.set(xlabel=\"CWEs\", ylabel=\"Days\")\n",
    "stat_3"
   ]
  },
  {
   "source": [
    "## Statistics 4\n",
    "Count CWEs (per year) which are present in list given below:  \n",
    "\"CWE-79\",\n",
    "\"CWE-399\",\n",
    "\"CWE-200\",\n",
    "\"CWE-20\",\n",
    "\"CWE-264\",\n",
    "\"CWE-400\",\n",
    "\"CWE-119\",\n",
    "\"CWE-22\"\n",
    "\n",
    "Original Logic on stat4.py had one bug:\n",
    "```\n",
    "next(js_reader)\n",
    "next(py_reader)\n",
    "```\n",
    "Above code will skip 1 line from csv files while reading, however there are no headers in `count_cwe_groups_by_year_js.csv` or `count_cwe_groups_by_year_py.csv` "
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "              js_count  py_count\n",
       "CWE     year                    \n",
       "CWE-119 2008       NaN       2.0\n",
       "        2010       NaN      10.0\n",
       "        2015       NaN       3.0\n",
       "        2017       3.0       2.0\n",
       "CWE-20  2012       NaN      10.0\n",
       "        2013       NaN      12.0\n",
       "        2014       NaN       2.0\n",
       "        2017       NaN      45.0\n",
       "        2018       6.0       NaN\n",
       "CWE-200 2015       2.0       2.0\n",
       "        2016       2.0       8.0\n",
       "        2017       NaN       1.0\n",
       "        2018      16.0       7.0\n",
       "CWE-22  2018       4.0       NaN\n",
       "CWE-264 2011       NaN       1.0\n",
       "        2013       NaN       4.0\n",
       "        2014       NaN       1.0\n",
       "        2016       3.0       4.0\n",
       "CWE-399 2012       NaN      24.0\n",
       "        2013       NaN       6.0\n",
       "        2015       NaN       1.0\n",
       "        2018       1.0       NaN\n",
       "CWE-400 2017       NaN       3.0\n",
       "        2018       4.0       NaN\n",
       "CWE-79  2014      12.0       NaN\n",
       "        2015       6.0       1.0\n",
       "        2016       7.0      10.0\n",
       "        2017       3.0       3.0\n",
       "        2018      13.0       NaN"
      ],
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    },
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# stat4\n",
    "CWE = [\n",
    "        \"CWE-79\",\n",
    "        \"CWE-399\",\n",
    "        \"CWE-200\",\n",
    "        \"CWE-20\",\n",
    "        \"CWE-264\",\n",
    "        \"CWE-400\",\n",
    "        \"CWE-119\",\n",
    "        \"CWE-22\"\n",
    "      ]\n",
    "js_cwe_groups_by_year_csv = pd.read_csv( os.path.join(\"../../data/results\", \"count_cwe_groups_by_year_js.csv\"), header=None, names=['year','CWE','js_count'], index_col='year')\n",
    "py_cwe_groups_by_year_csv = pd.read_csv( os.path.join(\"../../data/results\", \"count_cwe_groups_by_year_py.csv\"), header=None, names=['year','CWE','py_count'], index_col='year')\n",
    "\n",
    "js_stat_4 = js_cwe_groups_by_year_csv.query('CWE in @CWE').groupby(['CWE','year']).sum()\n",
    "py_stat_4 = py_cwe_groups_by_year_csv.query('CWE in @CWE').groupby(['CWE','year']).sum()\n",
    "\n",
    "stat_4 = pd.concat([js_stat_4, py_stat_4], axis=1)\n",
    "stat_4_ax = stat_4.plot(kind='bar', figsize=(20,10))\n",
    "stat_4_ax.set(xlabel=\"CWE & Year\", ylabel=\"Vulneability Count\")\n",
    "stat_4"
   ]
  },
  {
   "source": [
    "## Statistics 5\n",
    "Count CWE & Vulnerability per year for python and javascript Projects\n",
    "\n",
    "Original Logic on stat5.py was buggy:\n",
    "\n",
    "```\n",
    "if year not in yearly:\n",
    "    yearly[year] = count\n",
    "yearly[year] += count\n",
    "```\n",
    "Above code will add count 2 times if year is not found"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "              js_count  py_count\n",
       "CWE     year                    \n",
       "CWE-113 2018       2.0       NaN\n",
       "CWE-119 2008       NaN       2.0\n",
       "        2010       NaN      10.0\n",
       "        2015       NaN       3.0\n",
       "        2017       3.0       2.0\n",
       "...                ...       ...\n",
       "CWE-835 2017       NaN       1.0\n",
       "CWE-863 2018       2.0       NaN\n",
       "CWE-909 2018       NaN       8.0\n",
       "CWE-918 2018       4.0       NaN\n",
       "CWE-93  2017       1.0       NaN\n",
       "\n",
       "[71 rows x 2 columns]"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th></th>\n      <th>js_count</th>\n      <th>py_count</th>\n    </tr>\n    <tr>\n      <th>CWE</th>\n      <th>year</th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>CWE-113</th>\n      <th>2018</th>\n      <td>2.0</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th rowspan=\"4\" valign=\"top\">CWE-119</th>\n      <th>2008</th>\n      <td>NaN</td>\n      <td>2.0</td>\n    </tr>\n    <tr>\n      <th>2010</th>\n      <td>NaN</td>\n      <td>10.0</td>\n    </tr>\n    <tr>\n      <th>2015</th>\n      <td>NaN</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>2017</th>\n      <td>3.0</td>\n      <td>2.0</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>CWE-835</th>\n      <th>2017</th>\n      <td>NaN</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>CWE-863</th>\n      <th>2018</th>\n      <td>2.0</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>CWE-909</th>\n      <th>2018</th>\n      <td>NaN</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>CWE-918</th>\n      <th>2018</th>\n      <td>4.0</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>CWE-93</th>\n      <th>2017</th>\n      <td>1.0</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n<p>71 rows × 2 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 14
    },
    {
     "output_type": "display_data",
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xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"370.605469\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"434.228516\" xlink:href=\"#DejaVuSans-44\"/>\r\n       <use x=\"466.015625\" xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"497.802734\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"561.425781\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"625.048828\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"688.671875\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"752.294922\" xlink:href=\"#DejaVuSans-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_15\">\r\n     <g id=\"line2d_20\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.371875\" xlink:href=\"#m9749678d96\" y=\"872.366197\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_20\">\r\n      <!-- (CWE-190, 2017) -->\r\n      <g transform=\"translate(20.878125 876.165416)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"370.605469\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"434.228516\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"497.851562\" xlink:href=\"#DejaVuSans-44\"/>\r\n       <use x=\"529.638672\" xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"561.425781\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"625.048828\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"688.671875\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"752.294922\" xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"815.917969\" xlink:href=\"#DejaVuSans-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_16\">\r\n     <g id=\"line2d_21\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.371875\" xlink:href=\"#m9749678d96\" y=\"857.053521\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_21\">\r\n      <!-- (CWE-20, 2012) -->\r\n      <g transform=\"translate(27.240625 860.85274)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"370.605469\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"434.228516\" xlink:href=\"#DejaVuSans-44\"/>\r\n       <use x=\"466.015625\" xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"497.802734\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"561.425781\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"625.048828\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"688.671875\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"752.294922\" xlink:href=\"#DejaVuSans-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_17\">\r\n     <g id=\"line2d_22\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.371875\" xlink:href=\"#m9749678d96\" y=\"841.740845\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_22\">\r\n      <!-- (CWE-20, 2013) -->\r\n      <g transform=\"translate(27.240625 845.540064)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"370.605469\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"434.228516\" xlink:href=\"#DejaVuSans-44\"/>\r\n       <use x=\"466.015625\" xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"497.802734\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"561.425781\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"625.048828\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"688.671875\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"752.294922\" xlink:href=\"#DejaVuSans-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_18\">\r\n     <g id=\"line2d_23\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.371875\" xlink:href=\"#m9749678d96\" y=\"826.428169\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_23\">\r\n      <!-- (CWE-20, 2014) -->\r\n      <g transform=\"translate(27.240625 830.227388)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"370.605469\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"434.228516\" xlink:href=\"#DejaVuSans-44\"/>\r\n       <use x=\"466.015625\" xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"497.802734\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"561.425781\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"625.048828\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"688.671875\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"752.294922\" xlink:href=\"#DejaVuSans-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_19\">\r\n     <g id=\"line2d_24\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.371875\" xlink:href=\"#m9749678d96\" y=\"811.115493\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_24\">\r\n      <!-- (CWE-20, 2017) -->\r\n      <g transform=\"translate(27.240625 814.914712)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"370.605469\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"434.228516\" xlink:href=\"#DejaVuSans-44\"/>\r\n       <use x=\"466.015625\" xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"497.802734\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"561.425781\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"625.048828\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"688.671875\" xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"752.294922\" xlink:href=\"#DejaVuSans-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_20\">\r\n     <g id=\"line2d_25\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.371875\" xlink:href=\"#m9749678d96\" y=\"795.802817\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_25\">\r\n      <!-- (CWE-20, 2018) -->\r\n      <g transform=\"translate(27.240625 799.602036)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"370.605469\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"434.228516\" xlink:href=\"#DejaVuSans-44\"/>\r\n       <use x=\"466.015625\" xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"497.802734\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"561.425781\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"625.048828\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"688.671875\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"752.294922\" xlink:href=\"#DejaVuSans-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_21\">\r\n     <g id=\"line2d_26\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.371875\" xlink:href=\"#m9749678d96\" y=\"780.490141\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_26\">\r\n      <!-- (CWE-200, 2015) -->\r\n      <g transform=\"translate(20.878125 784.28936)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"370.605469\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"434.228516\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"497.851562\" xlink:href=\"#DejaVuSans-44\"/>\r\n       <use x=\"529.638672\" xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"561.425781\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"625.048828\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"688.671875\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"752.294922\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"815.917969\" xlink:href=\"#DejaVuSans-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_22\">\r\n     <g id=\"line2d_27\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.371875\" xlink:href=\"#m9749678d96\" y=\"765.177465\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_27\">\r\n      <!-- (CWE-200, 2016) -->\r\n      <g transform=\"translate(20.878125 768.976684)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"370.605469\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"434.228516\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"497.851562\" xlink:href=\"#DejaVuSans-44\"/>\r\n       <use x=\"529.638672\" xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"561.425781\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"625.048828\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"688.671875\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"752.294922\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"815.917969\" xlink:href=\"#DejaVuSans-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_23\">\r\n     <g id=\"line2d_28\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.371875\" xlink:href=\"#m9749678d96\" y=\"749.864789\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_28\">\r\n      <!-- (CWE-200, 2017) -->\r\n      <g transform=\"translate(20.878125 753.664007)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"370.605469\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"434.228516\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"497.851562\" xlink:href=\"#DejaVuSans-44\"/>\r\n       <use x=\"529.638672\" xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"561.425781\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"625.048828\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"688.671875\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"752.294922\" xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"815.917969\" xlink:href=\"#DejaVuSans-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_24\">\r\n     <g id=\"line2d_29\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.371875\" xlink:href=\"#m9749678d96\" y=\"734.552113\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_29\">\r\n      <!-- (CWE-200, 2018) -->\r\n      <g transform=\"translate(20.878125 738.351331)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"370.605469\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"434.228516\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"497.851562\" xlink:href=\"#DejaVuSans-44\"/>\r\n       <use x=\"529.638672\" xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"561.425781\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"625.048828\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"688.671875\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"752.294922\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"815.917969\" xlink:href=\"#DejaVuSans-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_25\">\r\n     <g id=\"line2d_30\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.371875\" xlink:href=\"#m9749678d96\" y=\"719.239437\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_30\">\r\n      <!-- (CWE-22, 2018) -->\r\n      <g transform=\"translate(27.240625 723.038655)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"370.605469\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"434.228516\" xlink:href=\"#DejaVuSans-44\"/>\r\n       <use 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xlink:href=\"#m9749678d96\" y=\"642.676056\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_35\">\r\n      <!-- (CWE-264, 2014) -->\r\n      <g transform=\"translate(20.878125 646.475275)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"370.605469\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"434.228516\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"497.851562\" xlink:href=\"#DejaVuSans-44\"/>\r\n       <use x=\"529.638672\" xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"561.425781\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"625.048828\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"688.671875\" 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xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"688.671875\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"752.294922\" xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"815.917969\" xlink:href=\"#DejaVuSans-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_34\">\r\n     <g id=\"line2d_39\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.371875\" xlink:href=\"#m9749678d96\" y=\"581.425352\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_39\">\r\n      <!-- (CWE-287, 2014) -->\r\n      <g transform=\"translate(20.878125 585.224571)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use 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transform=\"translate(20.878125 478.035838)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"370.605469\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"434.228516\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"497.851562\" xlink:href=\"#DejaVuSans-44\"/>\r\n       <use x=\"529.638672\" xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"561.425781\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"625.048828\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"688.671875\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"752.294922\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"815.917969\" 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xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"815.917969\" xlink:href=\"#DejaVuSans-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_45\">\r\n     <g id=\"line2d_50\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.371875\" xlink:href=\"#m9749678d96\" y=\"412.985915\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_50\">\r\n      <!-- (CWE-399, 2018) -->\r\n      <g transform=\"translate(20.878125 416.785134)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"370.605469\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"434.228516\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"497.851562\" xlink:href=\"#DejaVuSans-44\"/>\r\n       <use x=\"529.638672\" xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"561.425781\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"625.048828\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"688.671875\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"752.294922\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"815.917969\" xlink:href=\"#DejaVuSans-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_46\">\r\n     <g id=\"line2d_51\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.371875\" xlink:href=\"#m9749678d96\" y=\"397.673239\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_51\">\r\n      <!-- (CWE-400, 2017) -->\r\n      <g transform=\"translate(20.878125 401.472458)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" 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xlink:href=\"#m9749678d96\" y=\"382.360563\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_52\">\r\n      <!-- (CWE-400, 2018) -->\r\n      <g transform=\"translate(20.878125 386.159782)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"370.605469\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"434.228516\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"497.851562\" xlink:href=\"#DejaVuSans-44\"/>\r\n       <use x=\"529.638672\" xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"561.425781\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"625.048828\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"688.671875\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"752.294922\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"815.917969\" xlink:href=\"#DejaVuSans-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_48\">\r\n     <g id=\"line2d_53\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.371875\" xlink:href=\"#m9749678d96\" y=\"367.047887\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_53\">\r\n      <!-- (CWE-416, 2017) -->\r\n      <g transform=\"translate(20.878125 370.847106)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"370.605469\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"434.228516\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"497.851562\" xlink:href=\"#DejaVuSans-44\"/>\r\n       <use x=\"529.638672\" xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"561.425781\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"625.048828\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"688.671875\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"752.294922\" xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"815.917969\" xlink:href=\"#DejaVuSans-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_49\">\r\n     <g id=\"line2d_54\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.371875\" xlink:href=\"#m9749678d96\" y=\"351.735211\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_54\">\r\n      <!-- (CWE-471, 2018) -->\r\n      <g transform=\"translate(20.878125 355.53443)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" 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xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"688.671875\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"752.294922\" xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"815.917969\" xlink:href=\"#DejaVuSans-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_51\">\r\n     <g id=\"line2d_56\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.371875\" xlink:href=\"#m9749678d96\" y=\"321.109859\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_56\">\r\n      <!-- (CWE-59, 2015) -->\r\n      <g transform=\"translate(27.240625 324.909078)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use 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style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.371875\" xlink:href=\"#m9749678d96\" y=\"290.484507\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_58\">\r\n      <!-- (CWE-601, 2017) -->\r\n      <g transform=\"translate(20.878125 294.283726)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"370.605469\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"434.228516\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"497.851562\" xlink:href=\"#DejaVuSans-44\"/>\r\n       <use x=\"529.638672\" xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"561.425781\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"625.048828\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"688.671875\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"752.294922\" xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"815.917969\" xlink:href=\"#DejaVuSans-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_54\">\r\n     <g id=\"line2d_59\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.371875\" xlink:href=\"#m9749678d96\" y=\"275.171831\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_59\">\r\n      <!-- (CWE-601, 2018) -->\r\n      <g transform=\"translate(20.878125 278.97105)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use 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xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"370.605469\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"434.228516\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"497.851562\" xlink:href=\"#DejaVuSans-44\"/>\r\n       <use x=\"529.638672\" xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"561.425781\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"625.048828\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"688.671875\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"752.294922\" xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"815.917969\" xlink:href=\"#DejaVuSans-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_56\">\r\n     <g id=\"line2d_61\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.371875\" xlink:href=\"#m9749678d96\" y=\"244.546479\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_61\">\r\n      <!-- (CWE-74, 2014) -->\r\n      <g transform=\"translate(27.240625 248.345698)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"370.605469\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"434.228516\" xlink:href=\"#DejaVuSans-44\"/>\r\n       <use x=\"466.015625\" xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"497.802734\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"561.425781\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"625.048828\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"688.671875\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"752.294922\" xlink:href=\"#DejaVuSans-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_57\">\r\n     <g id=\"line2d_62\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.371875\" xlink:href=\"#m9749678d96\" y=\"229.233803\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_62\">\r\n      <!-- (CWE-77, 2016) -->\r\n      <g transform=\"translate(27.240625 233.033022)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-55\"/>\r\n       <use 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xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"688.671875\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"752.294922\" xlink:href=\"#DejaVuSans-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_60\">\r\n     <g id=\"line2d_65\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.371875\" xlink:href=\"#m9749678d96\" y=\"183.295775\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_65\">\r\n      <!-- (CWE-787, 2017) -->\r\n      <g transform=\"translate(20.878125 187.094993)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"370.605469\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use 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xlink:href=\"#m9749678d96\" y=\"152.670423\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_67\">\r\n      <!-- (CWE-79, 2015) -->\r\n      <g transform=\"translate(27.240625 156.469641)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"370.605469\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"434.228516\" xlink:href=\"#DejaVuSans-44\"/>\r\n       <use x=\"466.015625\" xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"497.802734\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"561.425781\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"625.048828\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"688.671875\" 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xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"625.048828\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"688.671875\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"752.294922\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"815.917969\" xlink:href=\"#DejaVuSans-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_67\">\r\n     <g id=\"line2d_72\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.371875\" xlink:href=\"#m9749678d96\" y=\"76.107042\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_72\">\r\n      <!-- (CWE-835, 2017) -->\r\n      <g transform=\"translate(20.878125 79.906261)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use 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64.593585)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-40\"/>\r\n       <use x=\"39.013672\" xlink:href=\"#DejaVuSans-67\"/>\r\n       <use x=\"108.837891\" xlink:href=\"#DejaVuSans-87\"/>\r\n       <use x=\"207.714844\" xlink:href=\"#DejaVuSans-69\"/>\r\n       <use x=\"270.898438\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"306.982422\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"370.605469\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"434.228516\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"497.851562\" xlink:href=\"#DejaVuSans-44\"/>\r\n       <use x=\"529.638672\" xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"561.425781\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"625.048828\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"688.671875\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"752.294922\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"815.917969\" xlink:href=\"#DejaVuSans-41\"/>\r\n      </g>\r\n     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BS7JCLfkpWfLodwAR8d/AyGIN0+2XqlfWu977nexYwdagiJjGjls269d9qoHyX5KtOKvvKOB/F2l/D3BPA7H+TLZVtX75y2RbQIv1uRa4tkjVKcC03CUHZmZmZmZmZma7pZUrV3LbbbdxzDHHcOGFF7J8+XJWrFjB+vXr6d69O3fccQcXXHBB0b7r16/n4osv5qmnnqJPnz5s3LgRgGuvvZYhQ4bw8MMP8/vf/57zzz+fRYsWNTqPVatWcf/99/Pzn/+cL33pSzz00EOMHj2an/70p0ycOJGqqqoP/K0lW6EWEQuB2ZIqSjVGqUXEFRGxpIxTaAP8qIzjm5mZmZmZmZk1y0EHHcQxxxwDwOjRo5k7dy7nnXce99xzD5s2baKmpobPfe5zRfvOnz+fY489lj59+gCw//77A/DHP/6R8847D4ARI0awYcMGXnut8S2offr0obIy20h4xBFHsHr16l3xee9RyhVqRERT55dZI/Lns5mZmZmZmZmZ7c4k7fR+wQUX8IUvfIH27dvzL//yL7RpUzwVFRE79S+UFxunTZs2vPvuu9vLtmzZsv15r7322v5cUVHxgbd3FlPKM9TMzMzMzMzMzOwfxEsvvURNTQ0A999/P8OHD6dHjx706NGD6667jrFjxzbY9+ijj2bOnDm88MILANu3fB577LHce++9ADz55JN069aNzp0707t3bxYsWADAggULtvdrTKdOnfj73//+QT5xOyfUzMzMzMzMzMzsA+vfvz933XUXgwYNYuPGjXz1q18F4Nxzz+Wggw5iwIABDfbt3r07kydP5vTTT2fw4MGMGjUKyC4fqK2tZdCgQVx55ZXcddddAJxxxhls3LiRyspKJk2aRL9+/Zqc39ixY/nKV76ySy4lULGlc/bhUlVVFbW1vgjUzMzMzMzM7B/RihUr6N+/f1nnsHr1ak455RSWLl26U92ll17KkCFDuOiii8ows+Yp9jeUVBcRRW8wKOkZatZK1i6ECV3KPQuz1jOh8QMozczMzMzMbPdwxBFHsPfee/OjH+1Zdy6WbMunpA6S5hRu+ZTUT9Jjkp6XtELSA5IOkLRQUmVq00bSG5JG5+LUSRoqaayk9ZIW5X47rRWUdIikWZKWSHpSUq9c3RhJq9JvTK58hKQFkpZKuktSo4lGSZWSaiQtS+OMytX1kfR0GmOqpHap/LDU5y1Jl9eLNy7FWirpfkntU/lESSNa+rc3MzMzMzMzM2tNvXv3Lro6ra6ujqeeeuo9FwUcddRRVFZWvuf37LPPtuZ0P7BSrlC7EJgeEdtSgmgGMD4iHgWQdBzQHZgHVAOLgMHAyvR+j6S9gb7AYmAQMDUiLm1i3InAlIi4KyWjvg+cJ2l/4FqgCgigTtKvgNeAu4DjI+I5Sd8BxgC3NTLGm8D5EbFKUo8U67cRsQm4AbgpIn4h6VbgImASsBH4BnBqPpCknql8QERslvQAcBZwJ3AL8HPg9018s5mZmZmZmZnZh8LTTz9d7il8YKW8lOBc4JH0fA5QU0imAUTE7IhYCswlS6CR/r0VqEzvw4AFEbGtBeMOAGal59nAP6fnk4AnImJjRLwKPAGMBLoCb0XEc6ndE8AZjQ0QEc9FxKr0vBZ4Beiu7H7XEcC01PQuUgItIl6JiGeAd4qEbAN0SCvjOgJrU58Xga6SDmzB95uZmZmZmZnZPxifkf/+vZ+/XUlWqKVtjn0jYnUqGgjUNdB8HnBdeq4Gvg2cLalTep+baztK0vDc+9ERUf9ahsVkCbGfAKcBnSR1BXoCf8m1W5PK/ga0lVQVEbXAmcBBLfjWYUA74E9kyblNEbG13hgNioi/SpoIvARsBmZGxMxckwXAMcBD9ca9BLgE4OCDD4YJLzZ3ymZmZmZmZma2B2nfvj0bNmyga9euZGt9rLkigg0bNtC+ffsW9SvVls9uwKbmNIyI1ZLapVVYh5Ft+XwGOIosoXZLrnlztnxeDvxU0ljgKeCvwFag2P9REREh6SzgJkl7ATNT+yZJ+ihwNzAmIt5V8f9rG01zStqPbBVdH7K/2YOSRkfEPanJK0CPIhOfDEyG7JbP5szXzMzMzMzMzPY8vXr1Ys2aNaxfv77cU/lQat++Pb169Wq6YU6pEmqbgXxqbxnw6Uba15CtDFuXElzzyVZlDQPmNzaQpOuBkwEiojJtwTw91e0DnBERr0laA3wm17UX8GTqVwN8KvU5EejX1AdK6kx2Ltw1EVGY49+AfSW1SavUepG2bzbiBOCFiFif4k4nnSGX6tuT/T3NzMzMzMzMzHbStm1b+vTpU+5p/EMpyRlq6YyyisJtlcB9QLWkkwttJI2UdHh6nQuMI0uskf49H3g5HfTf2FhXp0Ra4abQbpIK33UVcHt6/i1woqT90qqwE1MZkj6S/t0L+BbZOW5IGiZpSv0x05bWX5JdfvBgbi5Bdm7bmaloDDvOkWvIS8AnJXVMK9yOB1bk6vsBO1+TYWZmZmZmZmZmZVHKSwlmAsMB0jlnpwCXSVolaTkwlmw7I2QJtb6khFpErAMqyM5XyxslaVHuV83OPgOslPQccABwfYq5Efgu2XbSZ4DvpDKAKyStAJYAj0ZE4VbNgym+OuxLwLHA2NxcChcpfAsYL+l5sjPVbgOQdGBaJTceuEbSGkmdI+JpsksMFgDPkv03mZz6tAUOBWqLzMHMzMzMzMzMzMpApboFQtIQYHxEnFeSAVqBpBuBuyNiSZnGPw0YGhH/2Vi7qqqqqK11zs3MzMzMzMzMbFeRVBcRVcXqSnWGGhGxUNJsSRURsa1U45RSRFxR5im0AX5U5jmYmZmZmZmZmVlOyRJqABFxe9OtrCH589nMzMzMzMzMzGz3UMoz1MzMzMzMzMzMzPY4TqiZmZmZmZmZmZm1gBNqZmZmZmZmZmZmLeCEmpmZmZmZmZmZWQuULKEmqYOkOZIq0ns/SY9Jel7SCkkPSDpA0kJJlalNG0lvSBqdi1MnaaiksZLWS1qU+w0oMu7B6XbRhZKWSPp8vbqZafzlknqn8tskLU7tp0nap4lvq5RUI2lZ6jMqV9dH0tOSVkmaKqldKj8s9XlL0uX14o1LsZZKul9S+1Q+UdKIlv/1zczMzMzMzMysVEq5Qu1CYHpEbEsJohnApIg4NCL6A5OA7sA8oDr1GQysLLxL2hvoCyxO9VMjojL3W15k3GuAByJiCHAW8LNc3RTgxjT+MOCVVD4uIgZHxCDgJeDSJr7tTeD8iPgEMBK4WdK+qe4G4KaI+BjwKnBRKt8IfAOYmA8kqWcqr4qIgUBFmjfALcCVTczFzMzMzMzMzMxaUSkTaucCj6Tnc4CaiHi0UBkRsyNiKTCXHQm1auBWoDK9DwMWRMS2FowbQOf03AVYC5BWs7WJiCfS+P9fRLyZnl9PbQR0SDEaHiDiuYhYlZ7XkiXmuqf+I4BpqeldwKmp3SsR8QzwTpGQbYAOktoAHQtzjogXga6SDmzB95uZmZmZmZmZWQm1KUXQtM2xb0SsTkUDgboGms8DrkvP1cC3gbMldUrvc3NtR0kanns/OiI214s3AZgp6TJgb+CEVN4P2CRpOtAH+B1wZSFZJ+kO4PPAcuDfWvCtw4B2wJ+ArsCmiNiaqtcAPRvrHxF/lTSRbGXcZmBmRMzMNVkAHAM8VG/cS4BLACo6d6f3lTOaO+XdzuofnFzuKZiZmZmZmZmZNVupVqh1AzY1p2FKurVLq7AOI9vy+QxwFFlCbV6uef0tn/WTaQBnA3dGRC+yBNndkv6JLHn4KeBy4EiyraRjc/O4AOgBrABG0QySPgrcDVwQEe8CKvaJTcTYD/hnsiRfD2Dv/BlyZKvfeuwUNGJyRFRFRFVFxy7Nma6ZmZmZmZmZme0CpUqobQba596XAUc00r4GOBNYFxEBzCdblTUsPTdI0vWFSwpS0UXAAwARUZPm0Y1stdjCiPhzWkH2MDA0HyutVpsKnNHUB0rqTHYu3DURUZjj34B909ZNgF6k7ZuNOAF4ISLWR8Q7wHR2bIElzb9Y4tDMzMzMzMzMzMqgJAm1iHgVqCjcVgncB1RL2r63T9JISYen17nAOLLEGunf84GXI6LRlW4RcXVhxVoqegk4Po3RnywhtZ5s1dt+krqndiOA5cocmtoL+ALw3+l9mKQp9cdMW1p/CUyJiAdzcwlgNllyEGAMO86Ra8hLwCcldUzjH0+2Sq6gH7C0iRhmZmZmZmZmZtZKSnKGWjITGA78LiI2SzqF7DbMm8kO5l8CfDO1nQvcREqoRcQ6SRW8d7sn7HyG2tcion6bfwN+Lmkc2XbLsSnRtU3S5cCslLiqA35Otk3zrrTiTGQ3in41xTqY4qvDvgQcS3ZhwNhUNjYiFgHfAn4h6TpgIXAbQNrSWkt2YcK7kv4VGBART0uaRnZW2tbUZ3Lq0xY4NPVr0OE9u1Drc8jMzMzMzMzMzFqFslxTCQJLQ4DxEXFeSQZoBZJuBO6OiCVlGv80YGhE/Gdj7aqqqqK2ttGcm5mZmZmZmZmZtYCkuoioKlZXshVqEbFQ0mxJFYWbND9sIuKKMk+hDfCjMs/BzMzMzMzMzMxySrnlk4i4vZTx93T589nMzMzMzMzMzGz3UKpbPs3MzMzMzMzMzPZITqiZmZmZmZmZmZm1gBNqZmZmZmZmZmZmLeCEmpmZmZmZmZmZWQuU9FICayVrF8KELqWLP+G10sU2MzMzMzMzM/uQKdkKNUkdJM2RVJHe+0l6TNLzklZIekDSAZIWSqpMbdpIekPS6FycOklDJY2VtF7SotxvQJFxD5Y0O8VdIunzqfyQFGuRpGWSvpLrc6ekF3JxK5v4tkpJNSnOEkmjcnV9JD0taZWkqZLapfLDUp+3JF2ea//xet/0uqR/TXUTJY14v/8NzMzMzMzMzMxs1yvlls8LgekRsU1Se2AGMCkiDo2I/sAkoDswD6hOfQYDKwvvkvYG+gKLU/3UiKjM/ZYXGfca4IGIGAKcBfwsla8DqiOiEjgKuFJSj1y/K3JxFzXxbW8C50fEJ4CRwM2S9k11NwA3RcTHgFeBi1L5RuAbwMR8oIhYWRgXOCLF/mWqvgW4som5mJmZmZmZmZlZKyplQu1c4JH0fA5QExGPFiojYnZELAXmsiOhVg3cChRWiA0DFkTEthaMG0Dn9NwFWJvGezsi3krle/EBvj0inouIVel5LfAK0F2SgBHAtNT0LuDU1O6ViHgGeKeR0McDf4qIF1OfF4Gukg58v3M1MzMzMzMzM7NdqyRnqKVtjn0jYnUqGgjUNdB8HnBdeq4Gvg2cLalTep+baztK0vDc+9ERsblevAnATEmXAXsDJ+TmdRDZSrlDyVakrc31u17S/wRmAVfmkm9NfeswoB3wJ6ArsCkitqbqNUDP5sRJzgLur1e2ADgGeKjeuJcAlwAcfPDBMOHFFgxjZmZmZmZmZmbvV6lWqHUDNjWnYUq6tUursA4j2/L5DNm2zGqyhFtB/S2f9ZNpAGcDd0ZEL+DzwN2S/imN9ZeIGESWUBsj6YDU56o09pHA/sC3mjN3SR8F7gYuiIh3ARX7xGbGagd8EXiwXtUrQI/67SNickRURURV9+7dmzOEmZmZmZmZmZntAqVKqG0G2ufel5GdD9aQGuBMYF1EBDCfbFXWsPTcIEnXFw70T0UXAQ8ARERNmke3fJ+0Mm0Z8Kn0vi4ybwF3pHEbJakz2Wq3ayKiMMe/AftKKqz860XactoMnyPb3vr/1itvT/b3NDMzMzMzMzOz3UBJEmoR8SpQkS4jALgPqJZ0cqGNpJGSDk+vc4FxZIk10r/nAy9HRKMr3SLi6tyh/gAvkZ1FhqT+ZAmp9ZJ6SeqQyvcjS9itTO8fTf+K7Myzpel9mKQp9cdMq8l+CUyJiO0rylIycDZZchBgDDvOkWvK2ey83ROgX2E+ZmZmZmZmZmZWfqW8lGAmMBwgbc08BbhM0ipJy4GxZNsZIUuo9SUl1CJiHVDBe7d7QnaG2qLcr5qd/RtwsaTFZAmqsSnR1R94OpXPASZGxLOpz72SngWeJVvNVjjT7WCKrw77EnAsMDY3l0JC71vAeEnPk52pdhuApAMlrQHGA9dIWpNWuSGpI/BZYHp+EEltyban1m6zQxEAACAASURBVBaZg5mZmZmZmZmZlYGyXFMJAktDgPERcV5JBmgFkm4E7o6IJWUa/zRgaET8Z2PtqqqqorbWOTczMzMzMzMzs11FUl1EVBWrK8ktnwARsVDSbEkVEbGtVOOUUkRcUeYptAF+VOY5mJmZmZmZmZlZTskSagARcXsp4+/p8uezmZmZmZmZmZnZ7qGUZ6iZmZmZmZmZmZntcZxQMzMzMzMzMzMzawEn1MzMzMzMzMzMzFqgpGeoWStZuxAmdCn3LMxaz4TXyj0DMzMzMzMz+wdWshVqkjpImiOpIr33k/SYpOclrZD0gKQDJC2UVJnatJH0hqTRuTh1koZKGitpvaRFud+AIuPelKt/TtKmXN0Nkpam36hc+fGSFqQ+f5R0aBPfVimpRtIySUvqxeoj6WlJqyRNldQulR+W+rwl6fJ68faVNE3Sf6e/zdGpfKKkES3925uZmZmZmZmZWemUcsvnhcD0iNgmqT0wA5gUEYdGRH9gEtAdmAdUpz6DgZWFd0l7A32Bxal+akRU5n7L6w8aEeMK9cAtwPQU62RgKFAJHAVcIalz6jYJODf1uQ+4polvexM4PyI+AYwEbpa0b6q7AbgpIj4GvApclMo3At8AJhaJ9xPg8Yg4LP0NVqTyW4Arm5iLmZmZmZmZmZm1olIm1M4FHknP5wA1EfFooTIiZkfEUmAuOxJq1cCtZEkvgGHAgojY9j7ncDZwf3oeAMyJiK0R8QZZkm5kYTpAIbnWBVjbWNCIeC4iVqXntcArQHdJAkYA01LTu4BTU7tXIuIZ4J18rJTUOxa4LbV7OyI2pecXga6SDnwf325mZmZmZmZmZiVQkjPU0jbHvhGxOhUNBOoaaD4PuC49VwPfBs6W1Cm9z821HSVpeO796IjY3MAcDgH6AL9PRYuBayX9GOgIHAcUVrh9GXhM0mbgdeCTzfnONM4woB3wJ6ArsCkitqbqNUDPJkL0BdYDd0gaTPZ3+mZK+gEsAI4BHqo37iXAJQAVnbvTe8sdzZ2yGQCrf3ByuadgZmZmZmZm9qFUqhVq3YBNTbYCUtKtXVqFdRjZls9nyLZlVpMl3Arqb/ksmkxLzgKmFVa3RcRM4LEU736gBigkvsYBn4+IXsAdwI+bM3dJHwXuBi6IiHcBFfvEJsK0IduKOikihgBv8N5tnq8APXYKGjE5Iqoioqqioy8kMDMzMzMzMzNrLaVKqG0G2ufelwFHNNK+BjgTWBcRAcwnW5U1LD03SNL1hUsI6lWdxY7tngBExPUpEfdZsuTXKkndgcER8XRqNpUdW1AbG7cz2blw10REYY5/A/aVVFj514smto+SrWJbkxt/GlmCraA92d/TzMzMzMzMzMx2AyVJqEXEq0BFuowAsoP+q9PFAABIGinp8PQ6l2yVWE16rwHOB14unCfWyFhX5y4hKMT+OLBfLh6SKiR1Tc+DgEHATLKLA7pI6peafpZ0KYCkYZKm1B8zbWn9JTAlIh7MzSWA2WTJQYAx7DhHrqH5vwz8Jc0Z4Hh2bEUF6AcsbSyGmZmZmZmZmZm1npKcoZbMBIYDv4uIzZJOIbsN82ayg/mXAN9MbecCN5ESYBGxTlIF793uCTufofa1iKjfBrLLCH6RElwFbYE/ZPcG8DowunDWmaSLgYckvUuWYLsw9TmY4qvDvkR2kUBXSWNT2diIWAR8C/iFpOuAhaTLBtKW1lqyyw/elfSvwICIeB24DLg3Jer+DFyQ+rQFDk39GnR4zy7U+jwsMzMzMzMzM7NWoffmnHZhYGkIMD4izivJAK1A0o3A3RGxpEzjnwYMjYj/bKxdVVVV1NY2mnMzMzMzMzMzM7MWkFQXEVXF6kq2Qi0iFkqaLamicDHAh01EXFHmKbQBflTmOZiZmZmZmZmZWU4pt3wSEbeXMv6eLn8+m5mZmZmZmZmZ7R5KdcunmZmZmZmZmZnZHskJNTMzMzMzMzMzsxZwQs3MzMzMzMzMzKwFnFAzMzMzMzMzMzNrgbIk1CR1kDRHUkV67yfpMUnPS1oh6QFJB0haKKkytWkj6Q1Jo3Nx6iQNlTRW0npJi3K/AUXGvSlX/5ykTbm6GyQtTb9RzfiG8ZKWS1oiaZakQ3J1YyStSr8xufJL0zeGpG658i6SHpW0WNIySRek8naSnpJU0ssjzMzMzMzMzMys+cq1Qu1CYHpEbJPUHpgBTIqIQyOiPzAJ6A7MA6pTn8HAysK7pL2BvsDiVD81Iipzv+X1B42IcYV64BZgeop1MjAUqASOAq6Q1LmJb1gIVEXEIGAa8MMUa3/g2hRnGHCtpP1Sn7nACcCL9WJ9HVgeEYOBzwA/ktQuIt4GZgFNJvjMzMzMzMzMzKx1lCuhdi7wSHo+B6iJiEcLlRExOyKWkiWgCgm1auBWsqQXZMmqBRGx7X3O4Wzg/vQ8AJgTEVsj4g2yJN3IxjqnOb6ZXucDvdLzScATEbExIl4FnijEioiFEbG6WDigkyQB+wAbga2p7mGyv5eZmZmZmZmZme0GWn0roaR2QN9cYmkgUNdA83nAdem5Gvg2cLakTul9bq7tKEnDc+9HR8TmBuZwCNAH+H0qWky2kuzHQEfgOGCnFW6NuAj4TXruCfwlV7cmlTXmp8CvgLVAJ2BURLyb6pYCRxb5hkuASwAqOnen95UzWjBdM7Pdz+ofnFzuKZiZmZmZmTVLOc7m6gZsarIVEBGr0zliBwKHkW35fIZsO2U12bbNgqkRcWkz53AWMK2wui0iZko6kiyBtx6oYccKsUalM92qgE8Xiop9ShNhTgIWASOA/wd4QtIfIuL1tC32bUmdIuLv2wNGTAYmA+z10Y81Fd/MzMzMzMzMzHaRcmz53Ay0z70vA45opH0NcCawLiKCbHvlMWRbPuc3NpCk6wuXENSrOosd2z0BiIjr0/lqnyVLiq1q6kMknQBcDXwxIt5KxWuAg3LNepGtPGvMBWRnykVEPA+8QJZALNgL2NLUfMzMzMzMzMzMrPRaPaGWzhWrSJcRANwHVKeLAQCQNFLS4el1LjCOLLFG+vd84OWIaHSlW0RcnbuEoBD748B+uXhIqpDUNT0PAgYBM9P79yWdVj+2pCHAf5El017JVf0WOFHSfukyghNTWWNeAo5PcQ8APg78Ob13BdZHxDtNxDAzMzMzMzMzs1ZQji2fkCWrhgO/i4jNkk4BbpZ0M/AOsAT4Zmo7F7iJlACLiHWSKsi2Z+bVP0PtaxFRvw1klxH8Iq12K2gL/CG7E4DXgdERUdjyeTjZ+Wb13Uh2gcCDqd9LEfHFiNgo6btkW1MBvhMRGwEkfQP4d+BAYImkxyLiy8B3gTslPUu2Ou5bEfG31P844LEi4293eM8u1PrsITMzMzMzMzOzVqH35pVaadBsddf4iDiv1QdvIUm/jYiTyjj+dOCqiFjZUJuqqqqora1txVmZmZmZmZmZme3ZJNVFRFWxunKcoUZELARmp5Vmu7UyJ9PaAQ83lkwzMzMzMzMzM7PWVa4tn0TE7eUa+8MiIt4GppR7HmZmZmZmZmZmtkNZVqiZmZmZmZmZmZl9WDmhZmZmZmZmZmZm1gJOqJmZmZmZmZmZmbWAE2pmZmZmZmZmZmYtULZLCWwXWrsQJnQp9yx2TxNeK/cMzMzMzMzMzGwPU5YVapI6SJojqSK995P0mKTnJa2Q9ICkAyQtlFSZ2rSR9Iak0bk4dZKGShorab2kRbnfgCLj3pSrf07SplzdDZKWpt+oZnzDeEnLJS2RNEvSIbm6MZJWpd+YXPml6RtDUrdc+RW5eS2VtE3S/pLaSXpKkhOfZmZmZmZmZma7iXJt+bwQmB4R2yS1B2YAkyLi0IjoD0wCugPzgOrUZzCwsvAuaW+gL7A41U+NiMrcb3n9QSNiXKEeuAWYnmKdDAwFKoGjgCskdW7iGxYCVRExCJgG/DDF2h+4NsUZBlwrab/UZy5wAvBivXndmJvXVcCciNgYEW8Ds4AmE3xmZmZmZmZmZtY6yrXy6VzgnPR8DlATEY8WKiNiNoCkucDngZ+RJdJuBcamZsOABSkp937mcDZZ4gtgAFkSayuwVdJiYCTwQEOdC3NM5gOFlXMnAU9ExMb0DU+kWPdHxMJU1tS87s+9Pwx8H7g330jSJcAlABWdu9N7yx2NxfyHtbrcEzAzMzMzMzOzPU6rr1CT1A7oGxGrU9FAoK6B5vkVatXAU8Bbkjql97m5tqPqbfns0MgcDgH6AL9PRYuBz0nqmLZiHgcc1ILPugj4TXruCfwlV7cmlTVJUkey5NtDueKlwJH120bE5Iioioiqio4+P83MzMzMzMzMrLWUY4VaN2BTk62AiFidzhE7EDiMbMvnM2TbKavJtm0WTI2IS5s5h7OAaRGxLY0zU9KRZAm89UANsLU5gdKZblXApwtFxT6lmfP6AjC3sLotzW2bpLcldYqIvzczjpmZmZmZmZmZlUg5zlDbDLTPvS8DjmikfQ1wJrAuIoJse+UxZFs+5zc2kKTrCyvW6lWdxXu3VRIR16dzzD5LlhRb1dSHSDoBuBr4YkS8lYrX8N7Vbb2AtU3FamheyV7AlmbGMDMzMzMzMzOzEmr1FWoR8aqkCkntI2ILcB9wlaSTI2IGgKSRwF8j4lmybZ3jgDtTiBrgRuDliGh0pVtEXE2W8NpO0seB/VKcQlkFsG9EbJA0CBgEzEx13wf+b0T8sl6cIcB/ASMj4pVc1W+B7+UuIjiR7KKBRknqQrbKbXS98q7A+oh4p6G+h/fsQu0PTm5qCDMzMzMzMzMz2wXKdcvnTGA4QERsBk4BLpO0StJysosHCkmquWS3edak9uuACrLtmXn1z1CrprizgV+k1W4FbYE/pLEnA6PTBQUAhwMvF4lzI7AP8GAa71dpfhuB75JtTX0G+E7ugoJvSFpDtmptiaT/k4t3GjAzIt6oN85xwGMNfIuZmZmZmZmZmbUyvTev1EqDZqu7xkfEea0+eAtJ+m1EnFTG8acDV0XEyobaVFVVRW1tbSvOyszMzMzMzMxszyapLiKqitWVZYVaRCwEZqetlru1MifT2gEPN5ZMMzMzMzMzMzOz1lWOWz4BiIjbyzX2h0VEvA1MKfc8zMzMzMzMzMxsh3KdoWZmZmZmZmZmZvah5ISamZmZmZmZmZlZCzihZmZmZmZmZmZm1gJlO0PNdqG1C2FCl3LPwsyaa8Jr5Z6BmZmZmZmZfQBlWaEmqYOkOYVbPiX1k/SYpOclrZD0gKQDJC2UVJnatJH0hqTRuTh1koZKGitpvaRFud+AIuPelKt/TtKmXN0Nkpam36hmfMN4ScslLZE0S9Ihuboxklal35hc+aXpG0NSt3rxPpPmtUzSnFTWTtJTkpz4NDMzMzMzMzPbTZQrUXMhMD0itklqD8wAxkfEowCSjgO6A/OAamARMBhYmd7vkbQ30BdYDAwCpkbEpY0NGhHjCs+SLgOGpOeTgaFAJbAXMEfSbyLi9UbCLQSqIuJNSV8FfgiMkrQ/cC1QBQRQJ+lXEfEqMBf4NfBkPpCkfYGfASMj4iVJH0nzfVvSLGAUcG9j32ZmZmZmZmZmZq2jXGeonQs8kp7PAWoKyTSAiJgdEUvJElDVqbgauJUs6QUwDFgQEdve5xzOBu5PzwOAORGxNSLeIEvSjWysc5rjm+l1PtArPZ8EPBERG1MS7YlCrIhYGBGri4Q7hyzB+FJq90qu7mGyv5eZmZmZmZmZme0GWn2FmqR2QN9cYmkgUNdA83nAdem5Gvg2cLakTul9bq7tKEnDc+9HR8TmBuZwCNAH+H0qWgxcK+nHQEfgOGB5Cz7rIuA36bkn8Jdc3ZpU1ph+QFtJTwKdgJ9ExJRUtxQ4ssg3XAJcAlDRuTu9t9zRgumald7qH5xc7imYmZmZmZmZlUQ5tnx2AzY12QqIiNXpHLEDgcPItnw+AxxFllC7Jde8yS2fOWcB0wqr2yJipqQjyRJ464EaYGtzAqUz3aqATxeKin1KE2HaAEcAxwMdgBpJ8yPiubQt9m1JnSLi79sDRkwGJgPs9dGPNRXfzMzMzMzMzMx2kXJs+dwMtM+9LyNLJjWkBjgTWBcRQba98hiyLZ/zGxtI0vWFSwjqVZ3Fju2eAETE9RFRGRGfJUuKrWrqQySdAFwNfDEi3krFa4CDcs16AWubCLUGeDwi3oiIvwFPkZ0ZV7AXsKWp+ZiZmZmZmZmZWem1ekItnStWkS4jALgPqE4XAwAgaaSkw9PrXGAcWWKN9O/5wMsR0ehKt4i4OiXJCueuIenjwH65eEiqkNQ1PQ8iu+RgZnr/vqTT6seWNAT4L7JkWv7Ms98CJ0raT9J+wImprDGPAJ9KN5l2JFuBtyKN0xVYHxHvNBHDzMzMzMzMzMxaQblu+ZwJDAd+FxGbJZ0C3CzpZuAdYAnwzdR2LnATKQEWEeskVZBtz8yrf4ba1yKifhvILiP4RVrtVtAW+IMkgNeB0RFR2PJ5OPCrInFuBPYBHkz9XoqIL0bERknfJduaCvCdiNgIIOkbwL8DBwJLJD0WEV+OiBWSHk/f/S7wf9KlDJCd5/ZYkfG3O7xnF2p9XpWZmZmZmZmZWavQe/NKrTRotrprfESc1+qDt5Ck30bESWUcfzpwVUSsbKhNVVVV1NbWtuKszMzMzMzMzMz2bJLqIqKqWF05zlAjIhYCs9NKs91amZNp7YCHG0ummZmZmZmZmZlZ6yrXlk8i4vZyjf1hERFvA1PKPQ8zMzMzMzMzM9uhLCvUzMzMzMzMzMzMPqycUDMzMzMzMzMzM2sBJ9TMzMzMzMzMzMxaoGxnqNkutHYhTOhSuvgTXitdbDMzMzMzMzOzD5myrFCT1EHSnMItn5L6SXpM0vOSVkh6QNIBkhZKqkxt2kh6Q9LoXJw6SUMljZW0XtKi3G9AkXFvytU/J2lTru4GSUvTb1QzvmG8pOWSlkiaJemQXN0YSavSb0yu/NL0jSGpW678M5Jey83tf6bydpKekuTEp5mZmZmZmZnZbqJciZoLgekRsU1Se2AGMD4iHgWQdBzQHZgHVAOLgMHAyvR+j6S9gb7AYmAQMDUiLm1s0IgYV3iWdBkwJD2fDAwFKoG9gDmSfhMRrzcSbiFQFRFvSvoq8ENglKT9gWuBKiCAOkm/iohXgbnAr4Eni8T7Q0ScUm++b0uaBYwC7m3s28zMzMzMzMzMrHWU6wy1c4FH0vM58P+zd+/RdlZ1mu+/z9khBJBAJDmAQS4ZJFwkEGAbik1aBRFSBYeWcTiEcEuEqvQoG1FypISBHkChFMGCbqyGYihVQjfXGECaKEFNYY0k2EnYEENoCJYBUwkFGiIlhFt8zh/vXORlsa/I2itQz2eMNfLOy/ub89357zfmhcWNZBqA7QW2V1AloLpKdRdwPVXSC2Ay8LDtTe9wDtOBW8vz/sCDtt+w/RJVkm5qXy+XOb5cig8Bu5XnY4EHbK8vSbQHGrFsd9tePch53k3194qIiIiIiIiIiC3AkK9QkzQcGFdLLB0ALOul+yLgsvLcBVwKTJe0fSkvrPWdJmlKrXy47Y29zGEPYC/gp6XqUeBiSX8DbAscCawcxGedDfywPI8Ffl1rW1Pq+nO4pEeBtcAXbT9W6lcAH+3hG2YBswA6Ro5hz1f+fhDTHaQL7mtd7Gib1d84rt1TiIiIiIiIiHhPaseWz9HAhn57AbZXl3PEdgH2pdryuQQ4jCqhdm2te79bPmtOAeY0VrfZni/po1QJvOeBxcAbAwlUznTrBD7eqOrpU/oJ8zCwh+3fS/ozqlVp48vcNkl6TdL2tv/tzYD2DcANAFvvOr6/+BERERERERER8S5px5bPjcCIWvkx4NA++i8GTgLW2TbV9sojqLZ8PtTXQJIubxz039R0Cpu3ewJg+3Lbk2x/iioptqq/D5F0NHARcILtV0v1GuDDtW67Ua0665XtF23/vjzPA7aqX1pAda7bK/3NJyIiIiIiIiIiWm/IE2rlXLGOchkBwC1AV7kYAABJUyVNLMWFwHlUiTXKv2cCz9ruc6Wb7YtKkqxx7hqS9gFG1eIhqUPSTuX5QKpLDuaX8tclndgcW9LBwN9RJdOeqzXdDxwjaZSkUcAxpa5XknaRpPI8mer/5belvBPwvO3X+4oRERERERERERFDo123fM4HpgA/tr1R0vHANZKuAV4HlgOfL30XAldTEmC210nqoNqeWdd8htpnbTf3geoygtvKareGrYB/KjmtF4HTbTe2fE4EftBDnCuBDwB3lveesX2C7fWSvka1NRXgq7bXA0g6F/grYBdguaR5tv+cagXeX0p6g2oF3ym1+R0JzOth/DdNHLsDS3MeVkRERERERETEkNBb80pDNGi1umu27TOGfPBBknS/7WPbOP5c4ELbT/TWp7Oz00uXLh3CWUVEREREREREvL9JWma7s6e2dpyhhu1uYEFZabZFa3MybThwd1/JtIiIiIiIiIiIGFrt2vKJ7RvbNfZ7he3XgJvaPY+IiIiIiIiIiNisLSvUIiIiIiIiIiIi3quSUIuIiIiIiIiIiBiEJNQiIiIiIiIiIiIGIQm1iIiIiIiIiIiIQWhLQk3SNpIebNzyKWmCpHmSnpL0uKQ7JO0sqVvSpNJnmKSXJJ1ei7NM0iGSZkp6XtIjtd/+PYx7da39SUkbam1XSFpRftMG8A2zJa2UtFzSTyTtUWubIWlV+c2o1Z9TvtGSRvcQ86OSNkk6qZSHS/qZpLZdHhEREREREREREW/VrhVqZwFzbW+SNAK4D7jO9t629wOuA8YAi4Cu8s5BwBONsqTtgHHAo6X9dtuTar+VzYPaPq/RDlwLzC2xjgMOASYBhwHnSxrZzzd0A522DwTmAN8ssT4IXFziTAYuljSqvLMQOBp4ujlYSS5eAdxfm+9rwE+AfhN8ERERERERERExNNqVUDsNuKc8nwostn1vo9H2AtsrqBJQjYRaF3A9VdILqmTVw7Y3vcM5TAduLc/7Aw/afsP2S1RJuql9vVzm+HIpPgTsVp6PBR6wvd72C8ADjVi2u22v7iXk54DvA8811d9N9feKiIiIiIiIiIgtwJBvJZQ0HBhXSywdACzrpfsi4LLy3AVcCkyXtH0pL6z1nSZpSq18uO2NvcxhD2Av4Kel6lGqlWR/A2wLHAm8bYVbH84GfliexwK/rrWtKXW9kjQWOBE4CvhoU/OKHuqQNAuYBdAxcgx7XnDfIKYbEfHOrP7Gce2eQkRERERERNu142yu0cCGfnsBtleXc8R2Afal2vK5hGo7ZRfVts2G222fM8A5nALMaaxusz1f0kepEnjPA4uBNwYSqJzp1gl8vFHV06f0E+Ya4EtlC+xbX6zqXpO0ve1/q9XfANwAsPWu4/uLHxERERERERER75J2bPncCIyolR8DDu2j/2LgJGCdbVNtrzyCasvnQ30NJOnyxiUETU2nsHm7JwC2Ly/nq32KKim2qr8PkXQ0cBFwgu1XS/Ua4MO1brsBa/sJ1QncJmk11bf+N0mfrrVvDbzS33wiIiIiIiIiIqL1hjyhVs4V6yiXEQDcAnSViwEAkDRV0sRSXAicR5VYo/x7JvCs7T5Xutm+qHYJQSP2PsCoWjwkdUjaqTwfCBwIzC/lr0s6sTm2pIOBv6NKptXPPbsfOEbSqHIZwTHULhroZZ572d7T9p5UFxx81vbdZZydgOdtv95XjIiIiIiIiIiIGBrt2PIJVbJqCvBj2xslHQ9cI+ka4HVgOfD50nchcDUlAWZ7XbkRc1FTzOYz1D5ru7kPVJcR3FZWuzVsBfxT2W75InC67caWz4nAD3qIcyXwAeDO8t4ztk+wvV7S16i2pgJ81fZ6AEnnAn8F7AIslzTP9p/38jdqOBKY11eHiWN3YGnONYqIiIiIiIiIGBJ6a15piAatVnfNtn3GkA8+SJLut31sG8efC1xo+4ne+nR2dnrp0qVDOKuIiIiIiIiIiPc3Sctsd/bU1o4z1LDdDSwoK822aG1Opg0H7u4rmRYREREREREREUOrXVs+sX1ju8Z+r7D9GnBTu+cRERERERERERGbtWWFWkRERERERERExHtVEmoRERERERERERGDkIRaRERERERERETEICShFhERERERERERMQhJqEVERERERERERAxCyxJqkraR9KCkjlKeIGmepKckPS7pDkk7S+qWNKn0GSbpJUmn1+Isk3SIpJmSnpf0SO23fw/jXl1rf1LShlrbNyU9Vsb/r5JU6v+p9s5aSXf3822TJC0usZZLmlZr20vSzyWtknS7pOGlft/yzquSvljrv0/TN70o6Qul7SpJR73T/4OIiIiIiIiIiHj3tXKF2lnAXNubJI0A7gOus7237f2A64AxwCKgq7xzEPBEoyxpO2Ac8Ghpv932pNpvZfOgts9rtAPXAnNLrC7gCOBA4ADgo8DHyzv/ofbO4sY7fXgZONP2R4CpwDWSdixtVwBX2x4PvACcXerXA+cCVzXN94na2IeW2HeV5muBC/qZS0REREREREREDKFWJtROA+4pz6cCi23f22i0vcD2CmAhmxNqXcD1wKRSngw8bHvTO5zDdODWxpDACGA4sDWwFfCv9c6StgeOAvpcoWb7SduryvNa4DlgTFnxdhQwp3T9HvDp0u8520uA1/sI/Ungl7afLu88DewkaZcBfW1ERERERERERLTcsFYELdscx9leXaoOAJb10n0RcFl57gIuBaaX5FYXVcKtYZqkKbXy4bY39jKHPYC9gJ8C2F4saQGwDhDwbduPN712IvAT2y/2/5VvjjOZKkn3S2AnYIPtN0rzGmDsQGMBp7A5AdjwMNXKuu83jTsLmAXQMXIMe15w3yCGiYjY8qz+xnHtnkJERERERMSAtGqF2mhgQ7+9gJJ0G15WYe1LteVzCXAYVUJtUa1785bPHpNpxSnAnMbqNkl7A/sBu1EluY6S9LGml+nX0QAAIABJREFUd+or2volaVfgZuAztv9Alah72ycOMNZw4ATgzqam54APvS2ofYPtTtudHdvuMNApR0RERERERETEH6lVCbWNVNsrGx6jOh+sN4uBk4B1tg08RLUqa3J57pWkyxsH+jc1Na/2OhF4yPbvbf8e+CHwJ7U4O5XxBrTUS9LI0vfLthtz/A2wo6TGyr/dgLUDiQf8KdX21n9tqh9B9feMiIiIiIiIiIgtQEsSarZfADrKZQQAtwBdkt7czyNpqqSJpbgQOI8qsUb590zgWdt9rnSzfVHtUP9G7H2AUbV4AM8AHy83iW5FdSFBfcvn/wP8T9uv1OJMlnRT85hlNdldwE2231xRVpKBC6iSgwAz2HyOXH96Wx03AVgxwBgREREREREREdFiLTlDrZgPTAF+bHujpOOpbsO8hupg/uXA50vfhcDVlASY7XWSOnjrdk94+xlqn7Xd3Aeq5NRtJcHVMIfqwoBfUG3D/FH9kgSqFW3faIqzOz2vDjsZ+BjVhQEzS91M248AXwJuk3QZ0A18F6BsaV0KjAT+IOkLwP62X5S0LfAp4D/VBymJv73Le72aOHYHlubsoYiIiIiIiIiIIaG35pzexcDSwcBs22e0ZIAhIOlK4Gbby9s0/onAIba/0le/zs5OL13aZ84tIiIiIiIiIiIGQdIy2509tbVshZrtbkkLJHU0LgZ4r7F9fpunMAz4VpvnEBERERERERERNa3c8ontG1sZ//2ufj5bRERERERERERsGVp1y2dERERERERERMT7UhJqERERERERERERg5CEWkRERERERERExCAkoRYRERERERERETEIbUmoSdpG0oOSOkp5gqR5kp6S9LikOyTtLKlb0qTSZ5iklySdXouzTNIhkmZKel7SI7Xf/j2Me3Wt/UlJG2pt35T0WBn/v0pSP98wW9JKScsl/UTSHrW2GZJWld+MWv055RstaXStfgdJ90p6tMzhM6V+uKSfSWrp5RERERERERERETFw7VqhdhYw1/YmSSOA+4DrbO9tez/gOmAMsAjoKu8cBDzRKEvaDhgHPFrab7c9qfZb2Tyo7fMa7cC1wNwSqws4AjgQOAD4KPDxfr6hG+i0fSAwB/hmifVB4GLgMGAycLGkUeWdhcDRwNNNsf4zsNL2QcAngG9JGm77NeAnwLR+5hIREREREREREUOkXQm104B7yvOpwGLb9zYabS+wvYIqAdVIqHUB1wOTSnky8LDtTe9wDtOBWxtDAiOA4cDWwFbAv/b1cpnjy6X4ELBbeT4WeMD2etsvAA8AU8s73bZX9xQO2L6sivsAsB54o7TdTfX3ioiIiIiIiIiILcCQbyWUNBwYV0ssHQAs66X7IuCy8twFXApMl7R9KS+s9Z0maUqtfLjtjb3MYQ9gL+CnALYXS1oArAMEfNv244P4rLOBH5bnscCva21rSl1fvg38AFgLbA9Ms/2H0raCasVc8zfMAmYBdIwcw54X3DeI6UZEX1Z/47h2TyEiIiIiIiK2YO1YoTYa2NBvL6Ak3YZL2gXYl2rL5xKq7ZRdVAm3huYtnz0m04pTgDmN1W2S9gb2o1plNhY4StLHBjLHcqZbJ3Blo6qnT+knzLHAI8CHqFbgfVvSSIAyx9dKEnFzQPsG2522Ozu23WEgU42IiIiIiIiIiHdBOxJqG6m2VzY8BhzaR//FwEnAOtum2l55BNWWz4f6GkjS5Y1LCJqaTmHzdk+AE4GHbP/e9u+pVpv9SX8fIulo4CLgBNuvluo1wIdr3XajWnnWl89QnSln208Bv6JKIDZsDbzS33wiIiIiIiIiIqL1hjyhVs4V6yiXEQDcAnRJenOPlaSpkiaW4kLgPKrEGuXfM4Fnbfe50s32RbVLCBqx9wFG1eIBPAN8vNwkuhXVhQSPl/5fl3Ric2xJBwN/R5VMe67WdD9wjKRR5TKCY0pdX54BPlni7gzsA/xzKe8EPG/79X5iRERERERERETEEBjyM9SK+cAU4Me2N0o6HrhG0jXA68By4POl70LgakoCzPY6SR28dbsnvP0Mtc/abu4D1WUEt5XVbg1zgKOAX1Btz/xR7ZKEiVTnmzW7kuoCgTuruwR4xvYJttdL+hrV1lSAr9peDyDpXOCvgF2A5ZLm2f5z4GvAP0j6BdWW0S/Z/k15/0hgXg/jv2ni2B1YmjOfIiIiIiIiIiKGhN6aVxqiQavVXbNtnzHkgw+SpPttH9vG8ecCF9p+orc+nZ2dXrp06RDOKiIiIiIiIiLi/U3SMtudPbW14ww1bHcDC8pKsy1am5Npw4G7+0qmRURERERERETE0GrXlk9s39iusd8rbL8G3NTueURERERERERExGZtWaEWERERERERERHxXpWEWkRERERERERExCAkoRYRERERERERETEISahFREREREREREQMQssSapK2kfRg4yZPSRMkzZP0lKTHJd0haWdJ3ZImlT7DJL0k6fRanGWSDpE0U9Lzkh6p/fbvYdyra+1PStpQ6o9sevcVSZ8ubXtJ+rmkVZJuL7dr9vVtkyQtlvSYpOWSptXaeowlad/yzquSvtgU77wSa4WkWyWNKPVXSTrqnf4fRERERERERETEu6+VK9TOAuba3lQSRPcB19ne2/Z+wHXAGGAR0FXeOQh4olGWtB0wDni0tN9ue1Ltt7J5UNvnNdqBa4G5pX5Brf4o4GVgfnntCuBq2+OBF4Cz+/m2l4EzbX8EmApcI2nHfmKtB84FrqoHkjS21HfaPgDoAE4pzdcCF/Qzl4iIiIiIiIiIGEKtTKidBtxTnk8FFtu+t9FYElwrgIVsTqh1AdcDk0p5MvCw7U3vcA7TgVt7qD8J+KHtlyWJKsE2p7R9D/h0X0FtP2l7VXleCzwHjOkrlu3nbC8BXu8h5DBgG0nDgG2BteWdp4GdJO0ywO+NiIiIiIiIiIgWG9aKoGWb4zjbq0vVAcCyXrovAi4rz13ApcB0SduX8sJa32mSptTKh9ve2Msc9gD2An7aQ/MpwN+U552ADbbfKOU1wNhe5trTOJOB4cAv30ks2/8i6SrgGWAjMN/2/FqXh4EjgO83jTsLmAXQMXIMe15w30CnPGirv3Fcy2JHRERERERERLzXtGqF2mhgw0A6lqTb8LIKa1+qLZ9LgMOoEmqLat2bt3z2mEwrTgHmNK9uk7QrMBG4v1HV07QGMvcS62bgM7b/8E5iSRoF/Eeq5N+HgO3qZ8hRrX770NuC2jfY7rTd2bHtDgOZbkREREREREREvAtalVDbCIyolR8DDu2j/2KqbZjrbBt4iGpV1uTy3CtJlzcuGmhqOoWet3ueDNxlu7H18jfAjmW7JcBulC2X/Yw7kupcuC/bbszxncQ6GviV7efLnOayeQssVH/HvhKHERERERERERExhFqSULP9AtDRuK0SuAXokvTm3kFJUyVNLMWFwHlUiTXKv2cCz9ruc6Wb7Ytqlw00Yu8DjKrFq3vLuWolgbeAKqEHMINy9pukyZJuag5QtrTeBdxk+86BxOrDM8CfSNq2nMH2SeDxWvsEYEU/MSIiIiIiIiIiYoi05Ay1Yj4wBfix7Y2Sjqe6DfMaqoP5lwOfL30XAldTEmC210nq4K3bPeHtZ6h91nZzH6iSZreVBNebJO0JfBh4sKn/l4DbJF0GdAPfLfW70/PqsJOBj1FdGDCz1M20/UhvscqW1qXASOAPkr4A7G/755LmUJ2V9kZ554byzlbA3uW9Xk0cuwNLc85ZRERERERERMSQUFPO6d0LLB0MzLZ9RksGGAKSrgRutr28TeOfCBxi+yt99evs7PTSpX3m3CIiIiIiIiIiYhAkLbPd2VNby1ao2e6WtEBSR/PFAO8Vts9v8xSGAd9q8xwiIiIiIiIiIqKmlVs+sX1jK+O/39XPZ4uIiIiIiIiIiC1Dq275jIiIiIiIiIiIeF9KQi0iIiIiIiIiImIQklCLiIiIiIiIiIgYhCTUIiIiIiIiIiIiBiEJtYiIiIiIiIiIiEFoS0JN0jaSHpTUUcoTJM2T9JSkxyXdIWlnSd2SJpU+wyS9JOn0Wpxlkg6RNFPS85Ieqf3272Hcq2vtT0raUOqPbHr3FUmf7ucbZktaKWm5pJ9I2qPWNkPSqvKbUas/p3yjJY1uiveJMvZjkh4sdcMl/UxSS29jjYiIiIiIiIiIgWtXouYsYK7tTZJGAPcBs23fC1WCCxgDLAK6gEeAg4AnSvm/S9oOGAc8ChwI3G77nL4GtX1e41nS54CDS/0CoJG4+yDwFDC/n2/oBjptvyzpL4FvAtPK+xcDnYCBZZJ+YPsFYCHwP4F/rAeStCPw34Cptp+R9H+Web0m6SfANOB/9DOfiIiIiIiIiIgYAu3a8nkacE95PhVY3EimQZXgsr2CKgHVVaq7gOspiS9gMvCw7U3vcA7TgVt7qD8J+KHtl/t6ucyx0echYLfyfCzwgO31JYn2ADC1vNNte3UP4U6lSjA+U/o9V2u7m+rvFRERERERERERW4AhX6EmaTgwrpZYOgBY1kv3RcBl5bkLuBSYLmn7Ul5Y6ztN0pRa+XDbG3uZwx7AXsBPe2g+BfibAXxK3dnAD8vzWODXtbY1pa4vE4CtJP0jsD3wX2zfVNpWAB9tfkHSLGAWQMfIMex5wX2DnPKWY/U3jmv3FCIiIiIiIiIiBqwdWz5HAxsG0tH26nKO2C7AvlRbPpcAh1El1K6tde93y2fNKcCc5tVtknYFJgL3DzAO5Uy3TuDjjaqePqWfMMOAQ4FPAtsAiyU9ZPvJsi32NUnb2/63NwPaNwA3AGy96/j+4kdERERERERExLukHVs+NwIjauXHqJJJvVlMtQ1znW1Tba88gmrL50N9DSTp8sZFA01Np9Dzds+Tgbtsv973J7wZ/2jgIuAE26+W6jXAh2vddgPW9hNqDfAj2y/Z/g3wM6oz4xq2Bl4ZyJwiIiIiIiIiIqK1hnyFmu0XJHVIGmH7FeAW4EJJx9m+D0DSVOBfbP+CalvnecA/lBCLgSuBZ233udLN9kVUCa83SdoHGFXiNJsOXNjU/+vA/7J9V1P9wcDfUV0kUD/z7H7gryWNKuVjmmP24B7g2+U2z+FUK/CuLuPsBDzfV5Jv4tgdWJptkxERERERERERQ6JdlxLMB6YAlHPOjgc+J2mVpJXATKCRpFpIdZvn4tJ/HdBBdb5a3bTGarTy66Jn04Hbymq3N0nak2pl2YNN/ScCz/YQ50rgA8CdZbwflPmtB75GtTV1CfDVUoekcyWtoVq1tlzSd8o7jwM/ApYD/wv4TrmUAeBIYF4v3xIREREREREREUNMTXmloRm0Wt012/YZQz74IEm63/axbRx/LnCh7Sd669PZ2emlS5cO4awiIiIiIiIiIt7fJC2z3dlTW1tWqNnuBhZI6mjH+IPR5mTacODuvpJpERERERERERExtNpxyycAtm9s19jvFbZfA25q9zwiIiIiIiIiImKzdp2hFhERERERERER8Z6UhFpERERERERERMQgJKEWERERERERERExCG07Qy3eRWu74ZId2j2Lf58u+V27ZxARERERERERQ6wtK9QkbSPpwcYtn5ImSJon6SlJj0u6Q9LOkrolTSp9hkl6SdLptTjLJB0iaaak5yU9Uvvt38O4V9fan5S0oal9pKR/kfTtAXzDbEkrJS2X9BNJe9TaZkhaVX4zavXnlG+0pNE9xPyopE2STirl4ZJ+JimJz4iIiIiIiIiILUS7tnyeBcy1vUnSCOA+4Drbe9veD7gOGAMsArrKOwcBTzTKkrYDxgGPlvbbbU+q/VY2D2r7vEY7cC0wt6nL14AHB/gN3UCn7QOBOcA3y7w+CFwMHAZMBi6WNKq8sxA4Gni6OVhJLl4B3F+b72vAT4BpA5xTRERERERERES0WLsSaqcB95TnU4HFtu9tNNpeYHsFVQKqkVDrAq4HJpXyZOBh25ve4RymA7c2CpIOBXYG5g/k5TLHl0vxIWC38nws8IDt9bZfAB4AppZ3um2v7iXk54DvA8811d9N9feKiIiIiIiIiIgtwJBvJZQ0HBhXSywdACzrpfsi4LLy3AVcCkyXtH0pL6z1nSZpSq18uO2NvcxhD2Av4Kel/H8A3wLOAD452G8CzgZ+WJ7HAr+uta0pdb2SNBY4ETgK+GhT84oe6pA0C5gFsPvuu8Mlb1v0FhERERERERERLdCOFWqjgQ399gJK0m24pF2Afam2fC6h2k7ZRZVwa2je8tljMq04BZhTW932WWCe7V/38U6PypluncCVjaqePqWfMNcAX+pptV2pe60kEev1N9jutN05ZsyYwU47IiIiIiIiIiLeoXYcdr8RGFErPwZ8vI/+i4GTgHW2Lekh4AiqLZ8P9TWQpMuB4wDKuWkNpwD/uVY+HPgPkj4LfIAqifd72xf0E/9o4CLg47ZfLdVrgE/Uuu0G/GNfcagScrdJgirh+GeS3rB9d2nfGnilnxgRERERERERETEEhnyFWjlXrKNcRgBwC9Al6bhGH0lTJU0sxYXAeVSJNcq/ZwLP2u5zpZvti2qXEDRi7wOMqsXD9mm2d7e9J/BF4KZGMk3S1yWd2Bxb0sHA3wEn2K6fe3Y/cIykUeUygmOoXTTQyzz3sr1nGX8O8NlGMk3STsDztl/vK0ZERERERERERAyNdl1KMB+YAlC2Zh4PfE7SKkkrgZlsPpx/IdVtnotL/3VAB2/d7gnVGWqP1H5d9Gw6cJvt/rZhNkwEnu2h/kqq1Wx3lvF+UOa3nuq20CXl99VSh6RzJa2hWrW2XNJ3BjD+kcC8Ac41IiIiIiIiIiJaTAPPK72Lg1aru2bbPmPIBx8kSffbPraN488FLrT9RG99Ojs7vXTp0iGcVURERERERETE+5ukZbY7e2prywo1293AAkkd7Rh/MNqcTBsO3N1XMi0iIiIiIiIiIoZWOy4lAMD2je0a+73C9mvATe2eR0REREREREREbNauM9QiIiIiIiIiIiLek5JQi4iIiIiIiIiIGIQk1CIiIiIiIiIiIgahbWeoxbtobTdcskPr4l/yu9bFjoiIiIiIiIh4j2nZCjVJ20h6sHGTp6QJkuZJekrS45LukLSzpG5Jk0qfYZJeknR6Lc4ySYdIminpeUmP1H779zL2yZJWSnpM0i21+iskrSi/abX670p6VNJySXMkfaCfb5skaXGJv7wp1l6Sfi5plaTby02dSNq3vPOqpC/W+u/T9E0vSvpCabtK0lGD/dtHRERERERERETrtHLL51nAXNubJI0A7gOus7237f2A64AxwCKgq7xzEPBEoyxpO2Ac8Ghpv932pNpvZfOgksYDFwJH2P4I0EhOHQccAkwCDgPOlzSyvHae7YNsHwg8A5zTz7e9DJxZ4k8FrpG0Y2m7Arja9njgBeDsUr8eOBe4qh7I9hON7wEOLbHvKs3XAhf0M5eIiIiIiIiIiBhCrUyonQbcU55PBRbbvrfRaHuB7RXAQjYn1LqA66mSXgCTgYdtbxrEuH8B/K3tF8o4z5X6/YEHbb9h+yWqJN3U0udFAEkCtgHc1wC2n7S9qjyvBZ4DxpT3jwLmlK7fAz7dmIftJcDrfYT+JPBL20+Xd54GdpK0yyC+PyIiIiIiIiIiWqglZ6iVbY7jbK8uVQcAy3rpvgi4rDx3AZcC0yVtX8oLa32nSZpSKx9ue2NTvAllDguBDuAS2z+iSqBdLOlvgG2BI4E3V7hJ+nvgz0rd/zuIb50MDAd+CewEbLD9RmleA4wdaCzgFODWprqHgSOA7zeNOwuYBbD77rvDJU8PYpiIiIiIiIiIiHinWrVCbTSwYSAdS9JteFmFtS/Vls8lVNsyu6gSbg3NWz6bk2lQJQnHA58ApgPfkbSj7fnAvBLvVmAx0Eh8YfszwIeAx4FpDICkXYGbgc/Y/gOgnj5xgLGGAycAdzY1PVfm9dag9g22O213jhkzZiBDRERERERERETEu6BVCbWNwIha+TGq88F6sxg4CVhn28BDVKuyJpfnXkm6vHGgf6laA9xj+3Xbv6JK0I0HsH15ScR9iir5taoeq2wtvR34v/v7wHL+2n3Al2035vgbYEdJjZV/uwFr+4tV/CnV9tZ/baofQfX3jIiIiIiIiIiILUBLEmrl/LKOchkBwC1AV7kYAABJUyVNLMWFwHlUiTXKv2cCz9ruc6Wb7Ytqh/oD3E21nRNJo6m2gP6zpA5JO5X6A4EDgfmq7F3qBfxfwP8u5cmSbmoes6wmuwu4yfabK8pKMnABVXIQYAabz5Hrz3Tevt2TMv8VA4wREREREREREREt1spLCeYDUwDK1szjgc9JWiVpJTCTajsjVAm1cZSEmu11VOefLWqKOa2xGq38uni7+4HfljEWAOfb/i2wFfBPpf4G4PRy1pmA70n6BfALYFfgqyXW7vS8Ouxk4GPAzNpcGgm9LwGzJT1FdabadwEk7SJpDTAb+LKkNY1bRiVtC3wKmFsfRNJWwN7A0h7mEBERERERERERbaBqUVULAksHA7Ntn9GSAYaApCuBm20vb9P4JwKH2P5KX/06Ozu9dGlybhERERERERER7xZJy2x39tTWkls+AWx3S1ogqaOcTfaeY/v8Nk9hGPCtNs8hIiIiIiIiIiJqWpZQA7B9Yyvjv9/Vz2eLiIiIiIiIiIgtQyvPUIuIiIiIiIiIiHjfSUItIiIiIiIiIiJiEJJQi4iIiIiIiIiIGIQk1CIiIiIiIiIiIgahpZcSxBBZ2w2X7NDuWUQMnUt+1+4ZRERERERExL9jLVuhJmkbSQ9K6ijlCZLmSXpK0uOS7pC0s6RuSZNKn2GSXpJ0ei3OMkmHSJop6XlJj9R++/cy9smSVkp6TNIttfoZklaV34xa/TllXpY0egDfNknS4hJ/uaRptba9JP28jHG7pOGlft/yzquSvtgU77wSa4WkWyWNKPVXSTpqoH/ziIiIiIiIiIhovVZu+TwLmGt7U0kQ3QdcZ3tv2/sB1wFjgEVAV3nnIOCJRlnSdsA44NHSfrvtSbXfyuZBJY0HLgSOsP0R4Aul/oPAxcBhwGTgYkmjymsLgaOBpwf4bS8DZ5b4U4FrJO1Y2q4ArrY9HngBOLvUrwfOBa5qmu/YUt9p+wCgAzilNF8LXDDAOUVERERERERExBBoZULtNOCe8nwqsNj2vY1G2wtsr6BKZjUSal3A9cCkUp4MPGx70yDG/Qvgb22/UMZ5rtQfCzxge31pe4AqGYbtbturBzqA7SdtryrPa4HngDGSBBwFzCldvwd8ujEP20uA13sIOQzYRtIwYFtgbXnnaWAnSbsMdG4REREREREREdFaLTlDrWxzHFdLUh0ALOul+yLgsvLcBVwKTJe0fSkvrPWdJmlKrXy47Y1N8SaUOSykWu11ie0fAWOBX9f6rSl1fxRJk4HhwC+BnYANtt8Y6Bi2/0XSVcAzwEZgvu35tS4PA0cA328adxYwC6Bj5Bj2fOXv/9hPiXjPWN3uCURERERERMS/a61aoTYa2DCQjiXpNryswtqXasvnEqqtmV1UCbeG5i2fzck0qJKE44FPANOB75TtmOpp+IF9Ts8k7QrcDHzG9h/eyRhl2+l/BPYCPgRsVz9Djmr124feFtS+wXan7c6ObXMhQURERERERETEUGlVQm0jMKJWfgw4tI/+i4GTgHW2DTxEtSprcnnulaTLG5cUlKo1wD22X7f9K6oE3fhS/+Haq7tRtla+E5JGUp0L92XbjTn+BtixbN0c6BhHA7+y/bzt14G5bN4CC9XfsafEYUREREREREREtEFLtnzafkFSh6QRtl8BbgEulHSc7fsAJE0F/sX2L6i2dZ4H/EMJsRi4EnjWdp8r3WxfBFxUq7qbamXaP5QbOycA/0y1JfOvaxcRHEN1eUGvynbOc2yf2VQ/HLgLuMn2nbW5WNICquTgbcAMNp8j15tngD+RtC1V4uyTwNJa+wTgzp5ebJg4dgeWfuO4foaJiIiIiIiIiIh3QysvJZgPTAEoWzOPBz4naZWklcBMqu2MUCXUxlEl0rC9jur8s0VNMac1VqOVXxdvdz/w2zLGAuB827+1vR74GtV20iXAV0sdks6VtIZqRdlySd8psXan59VhJwMfA2bW5tK4SOFLwGxJT1GdqfbdMsYuZYzZwJclrZE00vbPqS4xeBj4BdX/yQ3lna2AvXlrgi0iIiIiIiIiItpI1Q7LFgSWDgZm2z6jJQMMAUlXAjfbXt6m8U8EDrH9lb76dXZ2eunS5NwiIiIiIiIiIt4tkpbZ7uyprSVbPgFsd0taIKnD9qZWjdNKts9v8xSGAd9q8xwiIiIiIiIiIqKmZQk1ANs3tjL++139fLaIiIiIiIiIiNgytPIMtYiIiIiIiIiIiPedJNQiIiIiIiIiIiIGIQm1iIiIiIiIiIiIQWjpGWoxRNZ2wyU7tHsWERHxXnXJ79o9g4iIiIiI95SWrVCTtI2kByV1lPIESfMkPSXpcUl3SNpZUrekSaXPMEkvSTq9FmeZpEMkzZT0vKRHar/9exn7ZEkrJT0m6ZZa/QxJq8pvRq3+nDIvSxo9gG+bJGlxib9c0rRa216Sfl7GuF3S8FK/b3nnVUlfrPXfp+mbXpT0hdJ2laSjBvN3j4iIiIiIiIiI1mrlls+zgLm2N0kaAdwHXGd7b9v7AdcBY4BFQFd55yDgiUZZ0nbAOODR0n677Um138rmQSWNBy4EjrD9EaCRnPogcDFwGDAZuFjSqPLaQuBo4OkBftvLwJkl/lTgGkk7lrYrgKttjwdeAM4u9euBc4Gr6oFsP9H4HuDQEvuu0nwtcMEA5xQREREREREREUOglQm104B7yvOpwGLb9zYabS+wvYIqmdVIqHUB1wOTSnky8LDtTYMY9y+Av7X9QhnnuVJ/LPCA7fWl7QGqZBi2u22vHugAtp+0vao8rwWeA8a3Kw8gAAAgAElEQVRIEnAUMKd0/R7w6cY8bC8BXu8j9CeBX9p+urzzNLCTpF0GOreIiIiIiIiIiGitlpyhVrY5jqslqQ4AlvXSfRFwWXnuAi4FpkvavpQX1vpOkzSlVj7c9sameBPKHBYCHcAltn8EjAV+Xeu3ptT9USRNBoYDvwR2AjbYfuMdjnEKcGtT3cPAEcD3m8adBcwC6Bg5hj1f+fvBTz4iYpBWf+O4dk8hIiIiIiKi7Vp1KcFoYMNAOtpeLWl4WYW1L9WWzyVUWzO7qLY9Ntxu+5x+Qg4DxgOfAHYD/knSAYB6Gn4gc+yNpF2Bm4EZtv9QVqi9ozFKEvIEqu2qdc8BH3pbUPsG4AaArXcd/0d9R0REREREREREDFyrtnxuBEbUyo9RnQ/Wm8XAScA62wYeolqVNbk890rS5Y0D/UvVGuAe26/b/hVVgm58qf9w7dXdgLUD/6S3jTuS6ly4L9tuzPE3wI6SGonKwYzxp1TbW/+1qX4E1d8zIiIiIiIiIiK2AC1JqJUzyjrKZQQAtwBdkt7cKyRpqqSJpbgQOI8qsUb590zgWdt9rnSzfVHtUH+Au4EjyxijqbaA/jNwP3CMpFHlMoJjSl2vJE2WdFMP9cOpLg64yfadtbkYWECVHASYweZz5Poznbdv96TMf8UAY0RERERERERERIu1assnwHxgCvBj2xslHU91G+Y1VAfzLwc+X/ouBK6mJNRsr5PUQXW+Wl3zGWqftd3cp5E4WwlsAs63/VsASV+j2k4K8FXb60v9ucBfAbsAyyXNs/3nwO70vDrsZOBjVBcGzCx1M20/AnwJuE3SZUA38N0yxi7AUmAk8AdJXwD2t/2ipG2BTwH/qT6IpK2Avct7vZo4dgeW5lyjiIiIiIiIiIghoWpRVQsCSwcDs22f0ZIBhoCkK4GbbS9v0/gnAofY/kpf/To7O710aZ85t4iIiIiIiIiIGARJy2x39tTWshVqtrslLZDUYXtTq8ZpJdvnt3kKw4BvtXkOERERERERERFR08otn9i+sZXx3+/q57NFRERERERERMSWoVW3fEZERERERERERLwvJaEWERERERERERExCEmoRUREREREREREDEJLz1CLIbK2Gy7Zod2ziIiBuuR37Z5BRERERERE/BFatkJN0jaSHpTUUcoTJM2T9JSkxyXdIWlnSd2SJpU+wyS9JOn0Wpxlkg6RNFPS85Ieqf3272XskyWtlPSYpFtq9TMkrSq/GbX6c8q8LGn0AL5tkqTFJf5ySdNqbXtJ+nkZ43ZJw0v9vuWdVyV9sSnejpLmSPrf5W9zeKm/StJRA/2bR0RERERERERE67Vyy+dZwFzbmySNAO4DrrO9t+39gOuAMcAioKu8cxDwRKMsaTtgHPBoab/d9qTab2XzoJLGAxcCR9j+CPCFUv9B4GLgMGAycLGkUeW1hcDRwNMD/LaXgTNL/KnANZJ2LG1XAFfbHg+8AJxd6tcD5wJX9RDvvwA/sr1v+Rs8XuqvBS4Y4JwiIiIiIiIiImIItDKhdhpwT3k+FVhs+95Go+0FtldQJbMaCbUu4HpgUilPBh62vWkQ4/4F8Le2XyjjPFfqjwUesL2+tD1AlQzDdrft1QMdwPaTtleV57XAc8AYSQKOAuaUrt8DPt2Yh+0lwOv1WJJGAh8Dvlv6vWZ7Q3l+GthJ0i6D+P6IiIiIiIiIiGihlpyhVrY5jqslqQ4AlvXSfRFwWXnuAi4FpkvavpQX1vpOkzSlVj7c9sameBPKHBYCHcAltn8EjAV+Xeu3ptT9USRNBoYDvwR2AjbYfmMQY4wDngf+XtJBVH+nz9t+qbQ/DBwBfL9p3FnALIDdd98dLhno4rqIiIiIiIiIiPhjtGqF2mhgw0A6lqTb8LIKa1+qLZ9LqLZmdlEl3Bqat3w2J9OgShKOBz4BTAe+U7ZjqqfhB/Y5PZO0K3Az8Bnbf3iHYwwDDqHaDnsw8BJv3eb5HPChtwW1b7DdabtzzJgx72j+ERERERERERExeK1KqG0ERtTKjwGH9tF/MXASsM62gYeoVmVNLs+9knR545KCUrUGuMf267Z/RZWgG1/qP1x7dTdg7cA/6W3jjqQ6F+7Lthtz/A2wo6TGyr+BjLEGWGP756U8hyrB1jCC6u8ZERERERERERFbgJYk1MoZZR3lMgKAW4AuScc1+kiaKmliKS4EzqNKrFH+PRN4tnGeWB9jXdRYsVaq7gaOLGOMptoC+s/A/cAxkkaVywiOKXW9kjRZ0k091A8H7gJusn1nbS4GFlAlBwFmsPkcud7m/yzwa0n7lKpPAvXLFiYAK/qKERERERERERERQ6eVlxLMB6YAlK2ZxwOfk7RK0kpgJtV2RqgSauMoCTXb66jOP1vUFHNaYzVa+XXxdvcDvy1jLADOt/1b2+uBr1FtJ10CfLXUIelcSWuoVpQtl/SdEmt3el4ddjLVRQIza3NpJPS+BMyW9BTVmWrfLWPsUsaYDXxZ0pqyyg3gc8D/kLSc6kKGvy7vbAXsDSzt8S8cERERERERERFDTtWiqhYElg4GZts+oyUDDAFJVwI3217epvFPBA6x/ZW++nV2dnrp0uTcIiIiIiIiIiLeLZKW2e7sqa0lt3wC2O6WtEBSh+1NrRqnlWyf3+YpDAO+1eY5RERERERERERETcsSagC2b2xl/Pe7+vlsERERERERERGxZWjlGWoRERERERERERHvO0moRUREREREREREDEISahEREREREREREYOQhFpERERERERERMQgtPRSghgia7vhkh1aF/+S37UudkRERERERETEe0xbVqhJ2kbSg5I6SnmCpHmSnpL0uKQ7JO0sqVvSpNJnmKSXJJ1ei7NM0iGSZkp6XtIjtd/+PYzb3O/Pa21XSFpRftMG8A2zJa2UtFzSTyTtUWubIWlV+c2o1Z9TvtGSRtfqPyHpd7V5/X+lfrikn0lK4jMiIiIiIiIiYgvRrkTNWcBc25skjQDuA2bbvhdA0pHAGGAR0AU8AhwEPFHK/13SdsA44FHgQOB22+cMYOy39ZN0HHAIMAnYGnhQ0g9tv9hHnG6g0/bLkv4S+CYwTdIHgYuBTsDAMkk/sP0C8P+zd+9BelX3me+/Dy1kAYPAIzrmqgMyEBlzaeQ+jWkIGcuXKANFTJniZi6ynaKS2MZGhoEpcFmOoWKMDNShfGDIQBUww90QjCFj2ROZOFJDaF2QJRgQVJCjSEQwSJABmSDxnD/2eqPtV2/fbHY35jyfqre012X/1tqt/361LouBHwI/7RDvZ7ZPqlfY/ldJ/xM4Hfjvo/i2iIiIiIiIiIho2ESdofZZ4MHyfBYw0EqmAdheZHsVVQKqv1T3AzdSJb0A+oBltre9A/M5DHjU9lbbr1Ml6eYM90KZ4xul+Biwf3n+A+DHtl8pSbQft2LZXm77hTHO7a+o/l4REREREREREfEuMO4r1CRNBmbUEkuHA0uH6L4EuKI89wPfBM6UtHspL671PV3S8bXysba3dIj5GUknAM8CF9r+R6oE2jckXQPsCnwMeGoMn/UF4K/L837AP9ba1pW6kRwr6UlgPXCR7dWlfhXwf7d3lnQ+cD7A9OnTYf7aMUw3IiIiIiIiIiJ+XROxQm0vYPNoOpak22RJewMzqbZ8PgEcQ5VQW1LrfrftntqvUzLtIeBA20cCPwFuLeMsBB4p8e4EBoCto5ljOdOtF7i6VdXpU0YIswz4v2wfBVxPtSqNMrdtwL+WJCK1+pts99ru7e7uHs1UIyIiIiIiIiLiHTARCbUtwJRaeTXwkWH6DwCnAhtsm2p75XFUWz4fG24gSVe2DvoHsP2/bb9Zmv+yPq7tK0si7pNUSbE1I32IpE8AlwEn1+KuAw6oddufatXZkGy/Zvv/lOdHgJ3rlxZQnev2y5HmExERERERERERzRv3hFo5V6yrXEYAcAfQXy4GAEDSHElHlOJi4EKqxBrl33OBF20Pu9LN9mWtFWsl7j615pOBp0t9l6Rp5flIqksOFpbyX0g6pT22pKOB/0KVTNtYa/oR8ClJ75f0fuBTpW5IkvaWpPLcR/X/8r9LeRrwku23hosRERERERERERHjY6IuJVgIHA9QtmaeBHxZ0hpJTwFzgVaSajHVbZ4Dpf8GoItf3e4J1RlqK2q/fnZ0gaTV5ayyC8o4ADsDPytj3wScbbu15fMI4MUOsa4G/h1wbxnvB2V+rwDfotqa+gTw56UOSRdIWke1am2lpP9aYp0KrCrz+n+AM8pqPKjOc3uk418xIiIiIiIiIiLGnbbnbcZx0Gp11zzb54z74GMk6Ue2/2ACx78f+M+2nxmqT29vrwcHB8dxVhERERERERER722Sltru7dQ2ISvUbC8HFknqmojxx2KCk2mTgb8aLpkWERERERERERHja9JEDWz7loka+7eF7X8FbpvoeURERERERERExHYTdYZaRERERERERETEb6Uk1CIiIiIiIiIiIsYgCbWIiIiIiIiIiIgxmLAz1OIdtH45zN+jufjzX20udkRERERERETEb5nGVqhJ2kXSo62bPCUdKukRSc9JelrSPZI+IGm5pJ7SZ5Kk1yWdXYuzVNIsSXMlvSRpRe132DDjnyrJknpL+WNt7/5S0qdLmyRdKenZMrcLRvi2HkkDklZLWinp9FrbQZIel7RG0t3lpk4kzSzvvCnpolr/322b12uSvlraFkia/ev8/SMiIiIiIiIiohlNbvn8PHC/7W2SpgAPAzfYPtj2h4AbgG5gCdBf3jkKeKZVlrQbMAN4srTfbbun9nuq08CSdgcuAB5v1dle1HoPmA28ASwszXOBA4CZZW53jfBtbwDn2v4wMAe4TtKepe0q4FrbhwCbgC+U+lfKnBbUA9l+pjavj5TYD5Tm64FLR5hLRERERERERESMoyYTap8FHizPZwEDth9qNZYE1ypgMdsTav3AjUBPKfcBy2xvG+PY3wK+A/xyiPZTgb+2/UYp/ynw57bfLnPbOFxw28/aXlOe1wMbgW5JokrW3Ve63gp8uhXT9hPAW8OE/jjwvO215Z21wDRJew83n4iIiIiIiIiIGD+NnKFWtjnOsP1CqTocWDpE9yXAFeW5H/gmcGZZZdZPlXBrOV3S8bXysba3tI19NHCA7R/Wt1a2OQO4plb+YIl9CvAScEErYTYSSX3AZOB5YBqw2fbW0rwO2G80cWrzurOtbhlwHPD9tnHPB84HmD59OsxfO4ZhIiIiIiIiIiLi19XUCrW9gM2j6ViSbpPLKqyZVFs+nwCOoUqoLal1b9/y2Z5M2wm4FvjaUONJ2gc4AvhRrfp9wC9t9wJ/CdwymrmXWLcDnyur29TpE0cZazJwMnBvW9NGYN8dgto32e613dvd3T2aISIiIiIiIiIi4h3QVEJtCzClVl5NdT7YUAaotmFusG3gMapVWX3leUjlMoEVklYAu1OthvuppBeAjwI/aF1MUJwGPGC7vvVyHdtXgD0AHDn854GkqVTnwl1uuzXHl4E9JbVW/u0PrB8pVvGHVNtb/7mtfgrV3zMiIiIiIiIiIt4FGkmo2d4EdJXLCADuAPolndjqI2mOpCNKcTFwIVVijfLvucCLtodd6Wb7stqKtVdt72X7QNsHUiXjTrY9WHvlTHbcVvlXVGefAfw+8GyZY5+k29rHLKvJHgBus/1vK8pKMnARVXIQ4Dy2nyM3kk7zAjgUWDXKGBERERERERER0bAmLyVYCBwPULZmngR8WdIaSU9R3azZOvx/MdVtngOl/wagi1/d7gnVOWcrar9+xkDSgVS3eT7a1vRt4DOSfg78BfDHpX46nVeHnQacAMytzaV1kcIlwDxJz1GdqXZzGXtvSeuAecDlktaVVW5I2hX4JHB/23x3Bg4G6gnBiIiIiIiIiIiYQKoWVTUQuLocYJ7tcxoZYBxIuhq43fbKCRr/FGCW7a8P16+3t9eDg8m5RURERERERES8UyQtLeft76CRWz4BbC+XtEhSl+1tTY3TJNsXT/AUJgHfneA5RERERERERERETWMJNQDbo7otMzqrn88WERERERERERHvDk2eoRYREREREREREfGek4RaRERERERERETEGCShFhERERERERERMQZJqEVERERERERERIxBYwk1SbtIelRSVykfKukRSc9JelrSPZI+IGm5pJ7SZ5Kk1yWdXYuzVNIsSXMlvSRpRe132DDjnyrJknpL+WNt7/5S0qdL25fKvCxpr1F8W4+kAUmrJa2UdHqt7SBJj0taI+luSZNL/czyzpuSLmqLd2GJtUrSnZKmlPoFkmaP5e8eERERERERERHNanKF2ueB+21vKwmih4EbbB9s+0PADUA3sAToL+8cBTzTKkvaDZgBPFna77bdU/s91WlgSbsDFwCPt+psL2q9B8wG3gAWlubFwCeAtaP8tjeAc21/GJgDXCdpz9J2FXCt7UOATcAXSv0rZU4L2ua6X6nvtX040AWcUZqvBy4d5ZwiIiIiIiIiImIcNJlQ+yzwYHk+Cxiw/VCrsSS4VlEls1oJtX7gRqCnlPuAZba3jXHsbwHfAX45RPupwF/bfqPMZbntF0Yb3PaztteU5/XARqBbkqiSdfeVrrcCny79Ntp+AnirQ8hJwC6SJgG7AuvLO2uBaZL2Hu3cIiIiIiIiIiKiWZOaCFq2Oc6oJakOB5YO0X0JcEV57ge+CZxZVpn1UyXcWk6XdHytfKztLW1jHw0cYPuH7Vsra84Arhnt9wxHUh8wGXgemAZstr21NK8D9hvufdv/JGkB8AtgC7DQ9sJal2XAccD328Y9HzgfoGtqNwde+vA78DWdvfDtExuLHRERERERERHx26apFWp7AZtH07Ek3SaXVVgzqbZ8PgEcQ5VQW1Lr3r7lsz2ZthNwLfC1ocaTtA9wBPCj0X/OsLFuBz5n+21AHbp5hBjvB/4IOAjYF9itfoYc1eq3fXcIat9ku9d2b9eue/y6nxAREREREREREWPUVEJtCzClVl4NfGSY/gNU2zA32DbwGNWqrL7yPCRJV7YuGgB2p1oN91NJLwAfBX7QupigOA14wHanrZejJmkq1blwl9tuzfFlYM+ydRNgf8r2zWF8AvgH2y+VOd3P9i2wUP0dt3R8MyIiIiIiIiIixl0jCTXbm4Cu1m2VwB1Av6R/2zsoaY6kI0pxMXAhVWKN8u+5wIu2h13pZvuy2oq1V23vZftA2wdSJeNOtj1Ye+VM4M7RfIekPkm3daifDDwA3Gb73tpcDCyiSg4CnMf2c+SG8gvgo5J2LWewfRx4utZ+KLBqNPONiIiIiIiIiIjmNXKGWrEQOB74ie0tkk6iug3zOqqD+VcCXyl9F1Nt1RwAsL1BUhe/ut0TdjxD7c9st/cZkqQDgQOAR9vqLwD+E7A3sFLSI7b/GJhO59VhpwEnUF0YMLfUzbW9ArgEuEvSFcBy4OYyxt7AIDAVeFvSV4HDbD8u6T6qs9K2lnduKu/sDBxc3hvSEfvtwWDOOYuIiIiIiIiIGBeqFlU1ELi6HGCe7XMaGWAcSLoauN32ygka/xRglu2vD9evt7fXg4PD5twiIiIiIiIiImIMJC213duprbEVaraXS1okqcv2tqbGaZLtiyd4CpOA707wHCIiIiIiIiIioqbJLZ/YvqXJ+O919fPZIiIiIiIiIiLi3aGpWz4jIiIiIiIiIiLek5JQi4iIiIiIiIiIGIMk1CIiIiIiIiIiIsYgCbWIiIiIiIiIiIgxaPRSghgn65fD/D0mehbvTvNfnegZRERERERERMR7TGMr1CTtIulRSV2lfKikRyQ9J+lpSfdI+oCk5ZJ6Sp9Jkl6XdHYtzlJJsyTNlfSSpBW132HDjH+qJEvqrdX9D0mbJf2wra8kXSnp2TK3C0b4th5JA5JWS1op6fRa20GSHpe0RtLdkiaX+pnlnTclXVTr/7tt3/SapK+WtgWSZo/2bx4REREREREREc1rcsvn54H7bW+TNAV4GLjB9sG2PwTcAHQDS4D+8s5RwDOtsqTdgBnAk6X9bts9td9TnQaWtDtwAfB4W9PVwDkdXpkLHADMLHO7a4RvewM41/aHgTnAdZL2LG1XAdfaPgTYBHyh1L9S5rSgHsj2M63vAT5SYj9Qmq8HLh1hLhERERERERERMY6a3PL5WeCs8nwWMGD7oVaj7UUAkhYD/xH4f6kSaTdSJbgA+oBlJSk3lrG/BXwHuKheaft/SvoPHfr/KXCW7bdLv43DBbf9bO15vaSNQLekV4HZbP/uW4H5VInEjcBGSScOE/rjwPO215bYayVNk7S37RfrHSWdD5wPMH36dJi/drgpR0RERERERETEO6SRFWplm+MM2y+UqsOBpUN0r69Q6wf+FnizrDLrBxbX+p7etj1ylw5jHw0cYPuH7W3D+GCJPSjpryUdMtoXJfUBk4HngWnAZttbS/M6YL8xzOMM4M62umXAce0dbd9ku9d2b3d39xiGiIiIiIiIiIiI30RTWz73AjaPpmNJuk2WtDcwk2rL5xPAMVQJtSW17u1bPrfUY0naCbgW+NoY5/s+4Je2e4G/BG4ZzUuS9gFuBz5XVrd1WkbnUcaaDJwM3NvWtBHYdzQxIiIiIiIiIiKieU0l1LYAU2rl1VTngw1lADgV2GDbwGNUq7L6yvOQymUCKyStAHanWg33U0kvAB8FflC/mGAI64Dvl+cHgCNH6I+kqVTnwl1uuzXHl4E9JbW20u4PrB8pVvGHVNtb/7mtfgrV3zMiIiIiIiIiIt4FGkmo2d4EdJXLCADuAPrr54dJmiPpiFJcDFxIlVij/Hsu8KLtYVe62b6stmLtVdt72T7Q9oFUybiTbQ+OMOW/ojr7DOD3gWfLHPsk3dbeuawmewC4zfa/rSgrycBFVMlBgPOAB0cYu+VMdtzuCXAosGqUMSIiIiIiIiIiomFN3vK5EDgeoGzNPAn4sqQ1kp6iunigdfj/YqrbPAdK/w1AF7+63RN2PEOtnzGQ9DOqLZUfl7RO0h+Upm8Dn5H0c+AvgD8u9dPpvDrsNOAEYG5tLj2l7RJgnqTnqM5Uu7mMvbekdcA84PIy/tTStivwSeD+tvnuDBwMjJQQjIiIiIiIiIiIcaJqUVUDgavLAebZPqeRAcaBpKuB222vnKDxTwFm2f76cP16e3s9OJicW0RERERERETEO0XS0nLe/g4mdap8J9heLmmRpC7b25oap0m2L57gKUwCvjvBc4iIiIiIiIiIiJrGEmoAtkd1W2Z0Vj+fLSIiIiIiIiIi3h2aPEMtIiIiIiIiIiLiPScJtYiIiIiIiIiIiDFIQi0iIiIiIiIiImIMklCLiIiIiIiIiIgYg8YSapJ2kfSopK5SPlTSI5Kek/S0pHskfUDSckk9pc8kSa9LOrsWZ6mkWZLmSnpJ0ora77Bhxj9VkiX11urOk7Sm/M6r1R8k6fFSf7ekySN8W4+kAUmrJa2UdPpIsSTNLO+8KemitngXllirJN0paUqpXyBp9mj/5hERERERERER0bwmV6h9Hrjf9raSIHoYuMH2wbY/BNwAdANLgP7yzlHAM62ypN2AGcCTpf1u2z2131OdBpa0O3AB8Hit7t8D3wCOAfqAb0h6f2m+CrjW9iHAJuALI3zbG8C5tj8MzAGuk7TnCLFeKXNa0DbX/Up9r+3DgS7gjNJ8PXDpCHOJiIiIiIiIiIhx1GRC7bPAg+X5LGDA9kOtRtuLbK8CFrM9odYP3Aj0lHIfsMz2tjGO/S3gO8Ava3V/APzY9iu2NwE/BuZIEjAbuK/0uxX49HDBbT9re015Xg9sBLqHi2V7o+0ngLc6hJwE7CJpErArsL68sxaYJmnvsXx8REREREREREQ0Z1ITQcs2xxm2XyhVhwNLh+i+BLiiPPcD3wTOLKvM+qkSbi2nSzq+Vj7W9pa2sY8GDrD9w7atlfsB/1grryt104DNtre21Y+KpD5gMvD8rxPL9j9JWgD8AtgCLLS9sNZlGXAc8P22cc8HzgfomtrNgZc+PNopxzvohW+fONFTiIiIiIiIiIhx1tQKtb2AzaPpWJJuk8sqrJlUWz6foNqa2U+VcGtp3/LZnkzbCbgW+FqHodRp+GHqRyRpH+B24HO23/51YpVtp38EHATsC+xWP0OOavXbvjsEtW+y3Wu7t2vXPUYz3YiIiIiIiIiIeAc0lVDbAkyplVcDHxmm/wBwKrDBtoHHqFZl9ZXnIUm6snVJAbA71Wq4n0p6Afgo8INyMcE64IDaq/tTba18GdizbLes1w9L0lSqc+Eut92a468T6xPAP9h+yfZbwP1s3wIL1d9xS8c3IyIiIiIiIiJi3DWSUCtnlHW1bqsE7gD6Jf3b/jhJcyQdUYqLgQupEmuUf88FXrQ97Eo325fVVqy9ansv2wfaPpAqGXey7UHgR8CnJL2/rAr7FPCjksBbRJXQAziPcvabpD5Jt7WPWba0PgDcZvve2lyGjDWMXwAflbRrOYPt48DTtfZDgVUjxIiIiIiIiIiIiHHSyBlqxULgeOAntrdIOonqNszrqA7mXwl8pfRdTLVVcwDA9gZJXfzqdk/Y8Qy1P7Pd3qcj269I+hbVdlKAP7f9Snm+BLhL0hXAcuDmUj+dzqvDTgNOoLowYG6pm2t7xVCxypbWQWAq8LakrwKH2X5c0n1UZ6VtLe/cVN7ZGTi4vDekI/bbg8Gc5RURERERERERMS5ULapqIHB1OcA82+c0MsA4kHQ1cLvtlRM0/inALNtfH65fb2+vBweHzblFRERERERERMQYSFpqu7dTW2Mr1Gwvl7RIUpftbU2N0yTbF0/wFCYB353gOURERERERERERE2TWz6xfUuT8d/r6uezRURERERERETEu0NTt3xGRERERERERES8JyWhFhERERERERERMQZJqEVERERERERERIxBo2eoxThZvxzm7zHRs3h3mtgAPTQAACAASURBVP/qRM8gIiIiIiIiIt5jGluhJmkXSY9K6irlQyU9Iuk5SU9LukfSByQtl9RT+kyS9Lqks2txlkqaJWmupJckraj9Dhtm/FMlWVJvre48SWvK77xa/UGSHi/1d0uaPMK39UgakLRa0kpJp48US9LM8s6bki6q9f/dtm96TdJXS9sCSbPH8nePiIiIiIiIiIhmNbnl8/PA/ba3SZoCPAzcYPtg2x8CbgC6gSVAf3nnKOCZVlnSbsAM4MnSfrftntrvqU4DS9oduAB4vFb374FvAMcAfcA3JL2/NF8FXGv7EGAT8IURvu0N4FzbHwbmANdJ2nOEWK+UOS2oB7L9TOt7gI+U2A+U5uuBS0eYS0REREREREREjKMmE2qfBR4sz2cBA7YfajXaXmR7FbCY7Qm1fuBGoKeU+4BltreNcexvAd8Bflmr+wPgx7Zfsb0J+DEwR5KA2cB9pd+twKeHC277WdtryvN6YCPQPVws2xttPwG8NUzojwPP215b3lkLTJO09+g+OyIiIiIiIiIimtbIGWplm+MM2y+UqsOBpUN0XwJcUZ77gW8CZ5ZVZv1UCbeW0yUdXysfa3tL29hHAwfY/mF9ayWwH/CPtfK6UjcN2Gx7a1v9qEjqAyYDz/+msYAzgDvb6pYBxwHfbxv3fOB8gOnTp8P8tWMYJiIiIiIiIiIifl1NrVDbC9g8mo4l6Ta5rMKaSbXl8wmqrZn9VAm3lvYtn+3JtJ2Aa4GvdRhKnYYfpn5EkvYBbgc+Z/vt3zDWZOBk4N62po3AvjsEtW+y3Wu7t7u7ezRDRERERERERETEO6CphNoWYEqtvJrqfLChDACnAhtsG3iMalVWX3kekqQrWwf6A7tTrYb7qaQXgI8CPygXE6wDDqi9uj+wHngZ2FPSpLb6YUmaSnUu3OW2W3P8tWIVf0i1vfWf2+qnUP09IyIiIiIiIiLiXaCRhFo5o6yrXEYAcAfQL+nEVh9JcyQdUYqLgQupEmuUf88FXrQ97Eo325fVVqy9ansv2wfaPpAqGXey7UHgR8CnJL2/XEbwKeBHJYG3iCqhB3Ae5ew3SX2Sbmsfs6wmewC4zfa/rSgbLtYonMmO2z0BDgVWjTJGREREREREREQ0rMlLCRYCxwOUrZknAV+WtEbSU8Bcqu2MUCXUZlASarY3AF386nZPqM5QW1H79TNKtl+huqzgifL781IHcAkwT9JzVOeg3Vzqp9N5ddhpwAnA3NpcWhcpdIwlaW9J64B5wOWS1pVVbkjaFfgkcH99EEk7AwcDg6P9zoiIiIiIiIiIaJaqRVUNBK4uB5hn+5xGBhgHkq4Gbre9coLGPwWYZfvrw/Xr7e314GBybhERERERERER7xRJS233dmpr5JZPANvLJS2S1GV7W1PjNMn2xRM8hUnAdyd4DhERERERERERUdNYQg3A9i1Nxn+vq5/PFhERERERERER7w5NnqEWERERERERERHxnpOEWkRERERERERExBgkoRYRERERERERETEGSahFRERERERERESMQWMJNUm7SHpUUlcpHyrpEUnPSXpa0j2SPiBpuaSe0meSpNclnV2Ls1TSLElzJb0kaUXtd1iHcf9E0s9L+9/V+0i6StKq8ju9Vj9b0rJSf6ukYS9rkNQjaUDSakkr22IdJOlxSWsk3S1pcqmfWd55U9JFbfEuLLFWSbpT0pRSv0DS7LH+7SMiIiIiIiIiojlNrlD7PHC/7W0lQfQwcIPtg21/CLgB6AaWAP3lnaOAZ1plSbsBM4AnS/vdtntqv6c6jHuH7SNs9wDfAa4psU4EZgE9wDHAxZKmStoJuBU4w/bhwFrgvBG+7Q3gXNsfBuYA10nas7RdBVxr+xBgE/CFUv8KcAGwoB5I0n6lvreM3wWcUZqvBy4dYS4RERERERERETGOmkyofRZ4sDyfBQzYfqjVaHuR7VXAYrYn1PqBG6mSXgB9wDLb20Y7qO3XasXdAJfnw4BHbW+1/TpVkm4OMA140/azpd+Pgc+MMMaztteU5/XARqBbkoDZwH2l663Ap0u/jbafAN7qEHISsEtZGbcrsL68sxaYJmnv0X5/REREREREREQ0a9itjb+uss1xhu0XStXhwNIhui8BrijP/cA3gTMl7V7Ki2t9T5d0fK18rO0tHcb/IjAPmEyV4IIqgfYNSddQJa0+BjwFvAzsLKnX9iBwKnDAGL61r4zzPFVybrPtraV5HbDfcO/b/idJC4BfAFuAhbYX1rosA44Dvt827vnA+QBdU7s58NKHRzvlMXvh2yc2FjsiIiIiIiIi4rdNUyvU9gI2j6ZjSbpNLquwZlJt+XyCaltmP1XCraV9y+cOybQS83u2PwhcAlxe6hYCj5R4dwIDwFbbptpiea2kvwf+BdjaKW47SfsAtwOfs/02oE7TGSHG+4E/Ag4C9gV2q58hR7X6bd8O33iT7V7bvV277jGa6UZERERERERExDugqYTaFmBKrbwa+Mgw/QeoVoZtKAmux6hWZfWV5yFJurJ1SUGH5rsoWy4BbF9ZEnGfpEp+tbZtDtj+Pdt9wN+26kcYdyrVuXCX227N8WVgz9qlBvtTtm8O4xPAP9h+yfZbwP1s3wIL1d+xY+IwIiIiIiIiIiLGXyMJNdubgK7WbZXAHUB/uRgAAElzJB1RiouBC6kSa5R/zwVetD3sSjfbl7VWrJW4h9SaT6QkxyR1SZpWno8EjgQWlvLvlH/fR7Wq7cZS7pN0W/uYZUvrA8Bttu+tzcXAIqrkIFSXGzzY/n6bXwAflbRrOYPt48DTtfZDgVUjxIiIiIiIiIiIiHHSyBlqxULgeOAntrdIOonqNszrqA7mXwl8pfRdDFxLSajZ3iCpi1/d7gk7nqH2Z7bb+3xJ0ifKGJvYfmPnzsDPqpwVrwFn1846u7jMbyeqm0j/ptRPp/PqsNOAE6guDJhb6ubaXkGVkLtL0hXAcuBmgLKldRCYCrwt6avAYbYfl3Qf1VlpW8s7N5V3dgYOLu8N6Yj99mAw55xFRERERERERIwLVYuqGggsHQ3Ms31OIwOMA0lXA7fbXjlB458CzLL99eH69fb2enBw2JxbRERERERERESMgaSltns7tTW2Qs32ckmLJHXZ3tbUOE2yffEET2ES8N0JnkNERERERERERNQ0ueUT27c0Gf+9rn4+W0REREREREREvDs0dctnRERERERERETEe1ISahEREREREREREWOQhFpERERERERERMQYJKEWERERERERERExBo1eShDjZP1ymL9Hc/Hnv9pc7IiIiIiIiIiI3zKNrVCTtIukRyV1lfKhkh6R9JykpyXdI+kDkpZL6il9Jkl6XdLZtThLJc2SNFfSS5JW1H6HdRj3TyT9vLT/Xb2PpKskrSq/02v1syUtK/W3Sho20SipR9KApNWSVrbFOkjS45LWSLpb0uRSP7O886aki9rivVCb82CtfoGk2WP5u0dERERERERERLOa3PL5eeB+29skTQEeBm6wfbDtDwE3AN3AEqC/vHMU8EyrLGk3YAbwZGm/23ZP7fdUh3HvsH2E7R7gO8A1JdaJwCygBzgGuFjSVEk7AbcCZ9g+HFgLnDfCt70BnGv7w8Ac4DpJe5a2q4BrbR8CbAK+UOpfAS4AFgwR82Plm3prddcDl44wl4iIiIiIiIiIGEdNJtQ+CzxYns8CBmw/1Gq0vcj2KmAx2xNq/cCNVEkvgD5gme1tox3U9mu14m6Ay/NhwKO2t9p+nSpJNweYBrxp+9nS78fAZ0YY41nba8rzemAj0C1JwGzgvtL1VuDTpd9G208Ab43hW9YC0yTtPdp3IiIiIiIiIiKiWY2coVa2Oc6w/UKpOhxYOkT3JcAV5bkf+CZwpqTdS3lxre/pko6vlY+1vaXD+F8E5gGTqRJcUCXQviHpGmBX4GPAU8DLwM6Sem0PAqcCB4zhW/vKOM9TJec2295amtcB+40ijIGFkgz8F9s31dqWAccB328b93zgfIDp06fD/LWjnXJERERERERERPwGmlqhtheweTQdS9JtclmFNZNqy+cTVNsy+6kSbi3tWz53SKaVmN+z/UHgEuDyUrcQeKTEuxMYALbaNnAGcK2kvwf+BdjaKW47SfsAtwOfs/02oE7TGUWo42zPAv4Q+KKkE2ptG4F9O3zjTbZ7bfd2d3ePZroREREREREREfEOaCqhtgWYUiuvBj4yTP8BqpVhG0qC6zGqVVl95XlIkq5sXVLQofkuypZLANtXlkTcJ6mSX61tmwO2f892H/C3rfoRxp1KdS7c5bZbc3wZ2LN2qcH+wPqRYpVto9jeCDxA9d0tU6j+nhERERERERER8S7QSELN9iagq1xGAHAH0F8uBgBA0hxJR5TiYuBCqsQa5d9zgRdtD7vSzfZlrRVrJe4hteYTKckxSV2SppXnI4EjgYWl/Dvl3/dRrWq7sZT7JN3WPmbZ0voAcJvte2tzMbCIKjkI1eUGD7a/3xZrt7K9tXUJw6eAVbUuh7aVIyIiIiIiIiJiAjVyhlqxEDge+IntLZJOoroN8zqqg/lXAl8pfRcD11ISarY3SOriV7d7wo5nqP2Z7fY+X5L0iTLGJrbf2Lkz8LPq3gBeA86unXV2cZnfTlQ3kf5NqZ9O59VhpwEnUF0YMLfUzbW9giohd5ekK4DlwM0AZUvrIDAVeFvSV6kuStgLeKDMaxLVLaX/o7yzM3BweS8iIiIiIiIiIt4FVC2qaiCwdDQwz/Y5jQwwDiRdDdxue+UEjX8KMMv214fr19vb68HB5NwiIiIiIiIiIt4pkpba7u3U1tgKNdvLJS2S1GV7W1PjNMn2xRM8hUnAdyd4DhERERERERERUdPklk9s39Jk/Pe6+vlsERERERERERHx7tDULZ8RERERERERERHvSUmoRUREREREREREjEESahEREREREREREWPQ6BlqMU7WL4f5e0z0LOK3zfxXJ3oGEREREREREb+VGluhJmkXSY9K6irlQyU9Iuk5SU9LukfSByQtl9RT+kyS9Lqks2txlkqaJWmupJckraj9Dusw7p9I+nlp/7t6H0lXSVpVfqfX6mdLWlbqb5U0bKJRUo+kAUmrJa1si3WQpMclrZF0t6TJpX5meedNSRfV+k+R9PeSnizxvllrWyBp9lj/9hERERERERER0Zwmt3x+Hrjf9jZJU4CHgRtsH2z7Q8ANQDewBOgv7xwFPNMqS9oNmAE8Wdrvtt1T+z3VYdw7bB9huwf4DnBNiXUiMAvoAY4BLpY0VdJOwK3AGbYPB9YC543wbW8A59r+MDAHuE7SnqXtKuBa24cAm4AvlPpXgAuABW2x3gRm2z6qzG2OpI+WtuuBS0eYS0REREREREREjKMmE2qfBR4sz2cBA7YfajXaXmR7FbCY7Qm1fuBGqsQSQB+wzPa20Q5q+7VacTfA5fkw4FHbW22/TpWkmwNMA960/Wzp92PgMyOM8aztNeV5PbAR6JYkYDZwX+l6K/Dp0m+j7SeAt9pi2fb/KcWdy8+lbS0wTdLeo/3+iIiIiIiIiIhoViNnqJVtjjNsv1CqDgeWDtF9CXBFee4HvgmcKWn3Ul5c63u6pONr5WNtb+kw/heBecBkqgQXVAm0b0i6BtgV+BjwFPAysLOkXtuDwKnAAWP41r4yzvNUybnNtreW5nXAfqOI0UX19zkY+J7tx2vNy4DjgO+3vXM+cD7A9OnTYf7a0U45IiIiIiIiIiJ+A02tUNsL2DyajiXpNrmswppJteXzCaptmf1UCbeW9i2fOyTTSszv2f4gcAlwealbCDxS4t0JDABbbRs4A7hW0t8D/wJs7RS3naR9gNuBz9l+G1Cn6YwUx/a2skV1f6BP0uG15o3Avh3eucl2r+3e7u7u0Uw3IiIiIiIiIiLeAU0l1LYAU2rl1cBHhuk/QLUybENJcD1GtSqrrzwPSdKVrUsKOjTfRdlyCWD7ypKI+yRV8qu1bXPA9u/Z7gP+tlU/wrhTqc6Fu9x2a44vA3vWLjXYH1g/Uqza/DYDP6XaitoyhervGRERERERERER7wKNJNRsbwK6ymUEAHcA/eViAAAkzZF0RCkuBi6kSqxR/j0XeLEkmYYb67LWirUS95Ba84mU5JikLknTyvORwJHAwlL+nfLv+6hWtd1Yyn2Sbmsfs2xpfQC4zfa9tbkYWESVHITqcoMH299vi9XdutBA0i7AJ4D/VetyKLBquBgRERERERERETF+GjlDrVgIHA/8xPYWSSdR3YZ5HdXB/CuBr5S+i4FrKQk12xvKuWJL2mK2n6H2Z7bb+3xJ0ifKGJvYfmPnzsDPqnsDeA04u3bW2cVlfjtR3UT6N6V+Op1Xh50GnEB1YcDcUjfX9gqqhNxdkq4AlgM3A5QtrYPAVOBtSV+luihhH+DW8r07AffY/mF5Z2eqc9UGO8whIiIiIiIiIiImgKpFVQ0Elo4G5tk+p5EBxoGkq4Hbba+coPFPAWbZ/vpw/Xp7ez04mJxbRERERERERMQ7RdJS272d2hpboWZ7uaRFkrpsb2tqnCbZvniCpzAJ+O4EzyEiIiIiIiIiImqa3PKJ7VuajP9eVz+fLSIiIiIiIiIi3h2auuUzIiIiIiIiIiLiPSkJtYiIiIiIiIiIiDFIQi0iIiIiIiIiImIMGj1DLcbJ+uUwf4+JnkVERETEO2P+qxM9g4iIiIhhNbZCTdIukh6V1FXKh0p6RNJzkp6WdI+kD0haLqmn9Jkk6XVJZ9fiLJU0S9JcSS9JWlH7HdZh3D+R9PPS/nf1PpKukrSq/E6v1c+WtKzU3ypp2ESjpB5JA5JWS1rZFusgSY9LWiPpbkmTS/3M8s6bki6q9T+g3Ib6dIn3lVrbAkmzx/q3j4iIiIiIiIiI5jS55fPzwP22t0maAjwM3GD7YNsfAm4AuoElQH955yjgmVZZ0m7ADODJ0n637Z7a76kO495h+wjbPcB3gGtKrBOBWUAPcAxwsaSpknYCbgXOsH04sBY4b4RvewM41/aHgTnAdZL2LG1XAdfaPgTYBHyh1L8CXAAsaIu1Ffha+Zt8FPhiLQl4PXDpCHOJiIiIiIiIiIhx1GRC7bPAg+X5LGDA9kOtRtuLbK8CFrM9odYP3EiV9ALoA5bZ3jbaQW2/VivuBrg8HwY8anur7depknRzgGnAm7afLf1+DHxmhDGetb2mPK8HNgLdkgTMBu4rXW8FPl36bbT9BPBWW6wNtpeV538Bngb2K+W1wDRJe4/2+yMiIiIiIiIiolmNnKFWtjnOsP1CqTocWDpE9yXAFeW5H/gmcKak3Ut5ca3v6ZKOr5WPtb2lw/hfBOYBk6kSXFAl0L4h6RpgV+BjwFPAy8DOknptDwKnAgeM4Vv7yjjPUyXnNtveWprXUZJjo4x1IHA08HitehlwHPD9tr7nA+cDTJ8+HeavHe0wERERERERERHxG2hqhdpewObRdCxJt8llFdZMqi2fT1Bty+ynSri1tG/53CGZVmJ+z/YHgUuAy0vdQuCREu9OYADYatvAGcC1kv4e+BeqbZgjkrQPcDvwOdtvA+o0nVHG+ndUSbOvtq2y2wjs2+Ebb7Lda7u3u7t7NENERERERERERMQ7oKmE2hZgSq28GvjIMP0HqFaGbSgJrseoVmX1lechSbqydUlBh+a7KFsuAWxfWRJxn6RKfrW2bQ7Y/j3bfcDftupHGHcq1blwl9tuzfFlYM/apQb7A+tHEWtnqmTaf7d9f1vzFKq/Z0REREREREREvAs0klCzvQnoKpcRANwB9JeLAQCQNEfSEaW4GLiQKrFG+fdc4EXbw650s31Za8VaiXtIrflESnJMUpekaeX5SOBIYGEp/075931Uq9puLOU+Sbe1j1m2tD4A3Gb73tpcDCyiSg5CdbnBg+3vt8UScDPwtO1rOnQ5FFg1XIyIiIiIiIiIiBg/TV5KsBA4HqBszTwJ+LKkNZKeAuZSbWeEKqE2g5JQs70B6OJXt3tCdYbaitqvnx19SdLqsmJtHttv7NwZ+FkZ+ybg7NpZZxdLehpYCTxk+29K/XQ6rw47DTgBmFubS+sihUuAeZKeozpT7WYASXtLWlfmdLmkdWWV23HAOcDsWqz/WN7ZGTgYGOz0B46IiIiIiIiIiPGnalFVA4Glo4F5ts9pZIBxIOlq4HbbKydo/FOAWba/Ply/3t5eDw4m5xYRERERERER8U6RtNR2b6e2Rm75BLC9XNIiSV22tzU1TpNsXzzBU5gEfHeC5xARERERERERETWNJdQAbN/SZPz3uvr5bBERERERERER8e7Q5BlqERERERERERER7zlJqEVERERERERERIxBEmoRERERERERERFjkIRaRERERERERETEGDR6KUGMk/XLYf4eEz2L/3+a/+pEzyAiIiIiIiIixlljK9Qk7SLpUUldpXyopEckPSfpaUn3SPqApOWSekqfSZJel3R2Lc5SSbMkzZX0kqQVtd9hHcb9E0k/L+1/1+ojqUfSgKTVklZKOr32jiRdKenZMrcLRvi24WIdJOlxSWsk3S1pcqmfWd55U9JFHWJ2lb/FD2t1CyTNHsvfPSIiIiIiIiIimtXkls/PA/fb3iZpCvAwcIPtg21/CLgB6AaWAP3lnaOAZ1plSbsBM4AnS/vdtntqv6c6jHuH7SNs9wDfAa4p9W8A59r+MDAHuE7SnqVtLnAAMLPM7a4Rvm24WFcB19o+BNgEfKHUvwJcACwYIuZXgKfb6q4HLh1hLhERERERERERMY6aTKh9FniwPJ8FDNh+qNVoe5HtVcBitifU+oEbgZ5S7gOW2d422kFtv1Yr7ga41D9re015Xg9spEroAfwp8Oe23y7tG0cYo2MsSQJmA/eVrrcCn27FtP0E8FZ7PEn7AycC/7VtnLXANEl7j+7rIyIiIiIiIiKiaY2coVa2Oc6w/UKpOhxYOkT3JcAV5bkf+CZwpqTdS3lxre/pko6vlY+1vaXD+F8E5gGTqRJc7e19pe35UvXBEvsU4CXgglbCbCRtsaYBm21vLc3rgP1GEeY64D8Bu3doWwYcB3y/bdzzgfMBpk+fDvPXjma6ERERERERERHxG2pqhdpewObRdCxJt8llFdZMqi2fTwDHUCXUltS6t2/53CGZVmJ+z/YHgUuAy+ttkvYBbgc+11qRBrwP+KXtXuAvgVtGM/cOsdRpOiPEOAnYaHuohONGYN8dgto32e613dvd3d3htYiIiIiIiIiIaEJTCbUtwJRaeTXwkWH6DwCnAhtsG3iMalVWX3keUrlMYIWkFR2a76JsuSx9p1Kd5Xa57XrcdWxfAfYAcORwYw4T62VgT0mtlX/7A+tHCHUccLKkF8p8Z0v6b7X2KVR/z4iIiIiIiIiIeBdoJKFmexPQVS4jALgD6Jd0YquPpDmSjijFxcCFVIk1yr/nAi/aHnalm+3LWivWStxDas0nAmtK/WSqZNlttu9tC/NXbN8a+vvAs+WdPkm3tY85VKySDFxElRwEOI/t58gNNf//bHt/2wcCZwB/Y/vsWpdDgVXDxYiIiIiIiIiIiPHT5KUEC4HjAcrWzJOAL0taI+kpqps1W4f/L6a6zXOg9N8AdPGr2z2hOudsRe3Xz46+JGl1WbE2jyqpBXAacAIwt/Z+6/KDbwOfkfRz4C+APy710+m8Omy4WJcA8yQ9R3Wm2s0AkvaWtK7M6XJJ68oqtyFJ2hk4GBgcrl9ERERERERERIwfVYuqGggsHQ3Ms31OIwOMA0lXA7fbXjlB458CzLL99eH69fb2enAwObeIiIiIiIiIiHeKpKXlvP0dNHLLJ4Dt5ZIWSeqyva2pcZpk++IJnsIk4LsTPIeIiIiIiIiIiKhpLKEGYHtUt2VGZx3OeouIiIiIiIiIiAnW5BlqERERERERERER7zlJqEVERERERERERIxBEmoREREREREREfH/sXfvQXZW97nnv09aKAIMKJF7EJeRQRFE3BvRFqYh+Fg4E+XAEFNFULgJARUqdWJI0EAgg5wjV5mcgORAQjzCnIBjGGNzMQRjYQ85HA1j68JBFxCSMEicgKNIWFAgO4BCQDzzx7t2eGnt3nsL2N0yfj5Vu/Sud631W+vtKv3zq3WJndDVM9RimGxaBXP36V78uT/tXuyIiIiIiIiIiJ8zXVuhJml3SY9K6inlQyU9JGmDpKcl3S1pX0mrJPWVNqMkvS7pvFqcFZKmSJol6SVJT9R+hzcZ9w8kPVXqf9hoI6lP0lJJayWtljSj1udgSY9JWi/pLkmj23zbTseSNLn0eVPSFbX2YyT9D0lPlnhfrNXNlzTt/fz9IyIiIiIiIiKiO7q55fMi4D7b2yWNARYCC2xPsn0YsADoBZYAA6XPMcAzjbKkPYGJwJOl/i7bfbXfuibj3mn7KNt9wPXAX5b3bwAzbR8BTAdulDS21F0H3GD7EOBV4OI23/Z+Yr0CXAbMHxTrTWCa7WOAPmC6pE+VupuAq9vMJSIiIiIiIiIihlE3E2rnAg+U53OApbYfbFTaXmR7DbCYdxNqA8DNVIklgKnAStvbOx3U9s9qxT0Bl/fP2l5fnjcBW4BeSQKmAfeWPl8HPtdmjJ2OZXuL7ceBtwbFsu3XSnG38mvM+QVgnKTxnX5/RERERERERER0V1fOUCvbHCfafr68OhJYMUTzJcCXyvMA8EXgbEl7lfLiWtsZkk6qlU+wva3J+H8IzAZGUyW4BtdPLXXPAeOArbbfLtUbgQPafeOHGatsi10BTAK+YvuxWvVK4ETg24P6XAJcAjBhwgSY+0KnU46IiIiIiIiIiA+gWyvUPg5s7aRhSbqNLquwJlNt+XwcOJ4qobak1nzwls8dkmkl5lds/xpwFTCnXidpP+AO4ELb7wBqFqKTuX9YsWxvL1tUDwSmSjqyVr0F2L9Jn1ts99vu7+3t7WS6ERERERERERHxDmXTEwAAIABJREFUIehWQm0bMKZWXgsc16L9UuBMYLNtA8uoVmVNLc9DknRt45KCJtXforZ9U9LeVGe5zbHdiPsyMFZSY7XegcCmVmN+2LEabG8F/l+qc9kaxlD9PSMiIiIiIiIiYhfQlYSa7VeBnnIZAcCdwICkUxttJE2XdFQpLgYup0qsUf6dCbxYkkytxrqmsWKtxD2kVn0qsL68Hw3cD9xu+55afwOLqBJ6ABdQzn6TNFXS7YPHfD+xhiKpt3GhgaTdgc8CP6o1ORRY0ypGREREREREREQMn25eSvAwcBJA2Zp5GnCppPWS1gGzqLYzQpVQm0hJqNneDPTw3u2eUJ2h9kTtN8COPi9pbVmxNpsqqQVwFnAyMKvWv3H5wVXAbEkbqM5Bu7W8n0Dz1WE7HUvSeEkby5zmSNpYVrntByyStJpqq+s/2P5u6bMb1blqy5vMISIiIiIiIiIiRoCqRVVdCCwdC8y2fX5XBhgGkuYBd9hePULjnwFMsf2FVu36+/u9fHlybhERERERERERHxZJK2z3N6vryi2fALZXSVokqcf29m6N0022rxzhKYwCvjzCc4iIiIiIiIiIiJquJdQAbN/WzfgfdfXz2SIiIiIiIiIiYtfQzTPUIiIiIiIiIiIiPnKSUIuIiIiIiIiIiNgJSahFRERERERERETshK6eoRbDZNMqmLvPSM8iumHuT0d6BhERERERERExSNdWqEnaXdKjknpK+VBJD0naIOlpSXdL2lfSKkl9pc0oSa9LOq8WZ4WkKZJmSXpJ0hO13+FNxv0DSU+V+h/W20j6vqStkr47qM/Bkh6TtF7SXZJGt/m2PklLJa2VtFrSjHaxJE0ufd6UdEWt/a8P+qafSfrjUjdf0rSd/dtHRERERERERET3dHPL50XAfba3SxoDLAQW2J5k+zBgAdALLAEGSp9jgGcaZUl7AhOBJ0v9Xbb7ar91Tca90/ZRtvuA64G/rNXNA85v0uc64AbbhwCvAhe3+bY3gJm2jwCmAzdKGtsm1ivAZcD8eiDbzzS+BziuxL6/VN8EXN1mLhERERERERERMYy6mVA7F3igPJ8DLLX9YKPS9iLba4DFvJtQGwBuBvpKeSqw0vb2Tge1/bNacU/AtbpHgH+pt5ckYBpwb3n1deBzbcZ41vb68rwJ2AL0tople4vtx4G3WoQ+BXjO9gulzwvAOEnjW80nIiIiIiIiIiKGT1fOUCvbHCfafr68OhJYMUTzJcCXyvMA8EXgbEl7lfLiWtsZkk6qlU+wva3J+H8IzAZGUyW4WhkHbLX9dilvBA5o06c+1tQyznMfNBbwe8A3B71bCZwIfHvQuJcAlwBMmDAB5r6wE8NERERERERERMT71a0Vah8HtnbSsCTdRpdVWJOptnw+DhxPlVBbUms+eMvnDsm0EvMrtn8NuAqY02YKahaik7lL2g+4A7jQ9jsfMNZo4HTgnkFVW4D9dwhq32K733Z/b29vJ0NERERERERERMSHoFsJtW3AmFp5LdX5YENZCpwJbLZtYBnVqqyp5XlIkq5tHOjfpPpbtNm+CbwMjJXUWK13ILCpTR8k7U11Ltwc2405vq9YxW9TbW/9yaD3Y6j+nhERERERERERsQvoSkLN9qtAT7mMAOBOYEDSqY02kqZLOqoUFwOXUyXWKP/OBF603XKlm+1raof6I+mQWvWpwPo2/Q0sokroAVxAOftN0lRJtw/uU1aT3Q/cbvueTmJ14Gx23O4JcCiwpsMYERERERERERHRZd28lOBh4CSAsjXzNOBSSeslrQNmUW1nhCqhNpGSULO9Gejhvds9oTpD7Ynab4AdfV7S2rJibTZVUgsAST+g2lJ5iqSNkn6rVF0FzJa0geoctFvL+wk0Xx12FnAyMKs2l8ZFCk1jSRovaWOZ05wy/t6lbg/gN4H76oNI2g2YBCxvMoeIiIiIiIiIiBgBqhZVdSGwdCww2/b5XRlgGEiaB9xhe/UIjX8GMMX2F1q16+/v9/LlyblFRERERERERHxYJK2w3d+sriu3fALYXiVpkaQe29u7NU432b5yhKcwCvjyCM8hIiIiIiIiIiJqupZQA7B9Wzfjf9TVz2eLiIiIiIiIiIhdQzfPUIuIiIiIiIiIiPjISUItIiIiIiIiIiJiJyShFhERERERERERsROSUIuIiIiIiIiIiNgJXb2UIIbJplUwd5+RnkV0w9yfjvQMIiIiIiIiImKQrq1Qk7S7pEcl9ZTyoZIekrRB0tOS7pa0r6RVkvpKm1GSXpd0Xi3OCklTJM2S9JKkJ2q/w5uM+weSnir1P6y3kfR9SVslfXdQn4MlPSZpvaS7JI1u8219kpZKWitptaQZ7WJJmlz6vCnpikHxxkq6V9KPyt/mhPJ+vqRpO/N3j4iIiIiIiIiI7urmls+LgPtsb5c0BlgILLA9yfZhwAKgF1gCDJQ+xwDPNMqS9gQmAk+W+rts99V+65qMe6fto2z3AdcDf1mrmwec36TPdcANtg8BXgUubvNtbwAzbR8BTAdulDS2TaxXgMuA+U3i/RXwfduTy9/g6fL+JuDqNnOJiIiIiIiIiIhh1M2E2rnAA+X5HGCp7QcblbYX2V4DLObdhNoAcDPQV8pTgZW2t3c6qO2f1Yp7Aq7VPQL8S729JAHTgHvLq68Dn2szxrO215fnTcAWoLdVLNtbbD8OvDVo/L2Bk4FbS7t/s721PL8AjJM0vqOPj4iIiIiIiIiIruvKGWplm+NE28+XV0cCK4ZovgT4UnkeAL4InC1pr1JeXGs7Q9JJtfIJtrc1Gf8PgdnAaKoEVyvjgK223y7ljcABbfrUx5paxnnufcaaCLwEfE3SMVR/pz+y/XqpXwmcCHx70LiXAJcATJgwAea+0OmUIyIiIiIiIiLiA+jWCrWPA1s7aViSbqPLKqzJVFs+HweOp0qoLak1H7zlc4dkWon5Fdu/BlwFzGkzBTUL0cncJe0H3AFcaPud9xlrFDCFajvsscDrvHeb5xZg/x2C2rfY7rfd39vb28l0IyIiIiIiIiLiQ9CthNo2YEytvBY4rkX7pcCZwGbbBpZRrcqaWp6HJOnaxiUFTaq/RZvtm8DLwFhJjdV6BwKb2vRpbNVcCMyx3Zjj+4m1Edho+7FSvpcqwdYwhurvGRERERERERERu4CuJNRsvwr0lMsIAO4EBiSd2mgjabqko0pxMXA5VWKN8u9M4MXGeWItxrqmsWKtxD2kVn0qsL5NfwOLqBJ6ABdQzn6TNFXS7YP7lC2t9wO3276nk1gtxn8R+CdJv15enQLUL1s4FFjTKkZERERERERERAyfbl5K8DBwEkDZmnkacKmk9ZLWAbOotjNClVCbSEmo2d4M9PDe7Z5QnaH2RO03wI4+L2ltWbE2myqpBYCkHwD3AKdI2ijpt0rVVcBsSRuozkG7tbyfQPPVYWdRXSQwqzaXxkUKTWNJGi9pY5nTnDL+3qXPpcA3JK2mupDhz0uf3YBJwPImc4iIiIiIiIiIiBGgalFVFwJLxwKzbZ/flQGGgaR5wB22V4/Q+GcAU2x/oVW7/v5+L1+enFtERERERERExIdF0grb/c3qunLLJ4DtVZIWSeqxvb1b43ST7StHeAqjgC+P8BwiIiIiIiIiIqKmawk1ANu3dTP+R139fLaIiIiIiIiIiNg1tD1DTdIvSTprOCYTERERERERERGxq2ubULP9DvD5YZhLRERERERERETELq/TWz7/QdIVkv5XSb/a+HV1ZhEREREREREREbugjm75lPSPTV7b9sQPf0qxs/r37/HySz420tP4xTT3pyM9g4iIiIiIiIjogla3fHa0Qs32wU1+LZNpknaX9KiknlI+VNJDkjZIelrS3ZL2lbRKUl9pM0rS65LOq09e0hRJsyS9JOmJ2u/wJuP+gaSnSv0P620kfV/SVknfHdTnYEmPSVov6S5Jo9t8W5+kpZLWSlotaUa7WJImlz5vSrpiULzna3NeXns/X9K0VnOJiIiIiIiIiIjh1emWTyQdKeksSTMbvzZdLgLus71d0hhgIbDA9iTbhwELgF5gCTBQ+hwDPNMoS9oTmAg8Wervst1X+61rMu6dto+y3QdcD/xlrW4ecH6TPtcBN9g+BHgVuLjNt70BzLR9BDAduFHS2DaxXgEuA+YPEfMz5Zvqmc+bgKvbzCUiIiIiIiIiIoZRRwk1Sf+ZKrlzE/AZqkTV6W26nQs8UJ7PAZbafrBRaXuR7TXAYt5NqA0ANwN9pTwVWGl7eyfzLHF/VivuCbhW9wjwL4O+TcA04N7y6uvA59qM8azt9eV5E7AF6G0Vy/YW248Db+3Et7wAjJM0vtM+ERERERERERHRXaM6bHcm1eqxVbYvlLQv8LdDNS7bHCfafr68OhJYMUTzJcCXyvMA8EXgbEl7lfLiWtsZkk6qlU+wva3J+H8IzAZGUyW4WhkHbLX9dilvBA5o06c+1tQyznMfIJaBhyUZ+KrtW2p1K4ETgW8PGvcS4BKACRMmwNwXOp1yRERERERERER8AJ1u+dxm+x3gbUl7U63IanWG2seBrZ0ELkm30WUV1mSqLZ+PA8dTJdSW1JoP3vK5QzKtxPyK7V8DrgLmtJmCmoXoZO6S9gPuAC4sf5/3G+tE21OA3wb+UNLJtbotwP47BLVvsd1vu7+3t7eT6UZERERERERExIeg04Ta8nJG2H+lWmm2EvgfLdpvA8bUymuB41q0X0q1Cm6zq2tHl1Gtyppanock6drGJQVNqr9Fm+2bwMvAWEmN1XoHApva9KEkFhcCc2w35vi+YpVto9jeAtxP9d0NY6j+nhERERERERERsQvo9JbP/2R7q+2bgd8ELrB9YYv2rwI95TICgDuBAUmnNtpImi7pqFJcDFxOlVij/DsTeNF2y5Vutq9prFgrcQ+pVZ8KrG/T38AiqoQewAWUs98kTZV0++A+ZUvr/cDttu/pJNZQJO1Ztrc2LmH434A1tSaHDipHRERERERERMQI6vRSAkk6T9KflS2aW8vZYa08DJwEULZmngZcKmm9pHXALKrtjFAl1CZSEmq2NwM9vHe7J1RnqD1R+w2wo89LWltWrM2mSmo1vuMHwD3AKZI2SvqtUnUVMFvSBqpz0G4t7yfQfHXYWcDJwKzaXBoXKTSNJWm8pI1lTnPK+HsD+wI/lPQk1aq/hba/X/rsBkwCljeZQ0REREREREREjABVi6raNJIWAO8A02wfJulXgIdtf7JFn2OB2bbP/9BmO8wkzQPusL16hMY/A5hi+wut2vX393v58uTcIiIiIiIiIiI+LJJW2O5vVtfpLZ/H254iaRVUWzrLtsch2V4laZGkHtvbd3LOuwTbV47wFEYBXx7hOURERERERERERE2nCbW3JPVQbqyU1Eu1Yq0l27d9gLn9wqufzxYREREREREREbuGTm/5/GuqQ/j/F0nXAj8E/rxrs4qIiIiIiIiIiNhFdbRCzfY3JK0ATgEEfM72012dWURERERERERExC6oo4SapPnA12x/pcvziYiIiIiIiIiI2KV1eobaj4BbJI0CvgZ80/ZPuzet2CmbVsHcfUZ6Fr+Y5ua/QURERERERMQvmo7OULP9t7ZPBGYCBwGrJd0p6TND9ZG0u6RHy2UGSDpU0kOSNkh6WtLdkvaVtEpSX2kzStLrks6rxVkhaYqkWZJekvRE7Xd4k3FnS1onabWkRyR9olZ3naQ15Tej9v7vJP1jLW5fq7+HpD5JSyWtLePUYx0s6TFJ6yXd1bgNVdLk0udNSVcMind5ibVG0jcljSnv50ua1mouERERERERERExvDq9lICSGJtcfi8DTwKzJX1riC4XAffZ3l4SRAuBBbYn2T4MWAD0AkuAgdLnGOCZRlnSnsDEMhbAXbb7ar91TcZdBfTbPhq4F7i+xDoVmAL0AccDV0rau9bvylrcJ9r8Od4AZto+ApgO3ChpbKm7DrjB9iHAq8DF5f0rwGXA/HogSQeU9/22jwR6gN8r1TcBV7eZS0REREREREREDKOOEmqS/pJq2+d/BP7c9nG2r7P9vwPHDtHtXOCB8nwOsNT2g41K24tsrwEW825CbQC4mSrpBTAVWGl7e6cfVOK+UYrLgAPL8+HAo7bftv06VZJueqdxB43xrO315XkTsAXolSRgGlUiD+DrwOdKuy22HwfeahJyFLB72VK7B7Cp9HkBGCdp/PuZZ0REREREREREfPg6PUNtDTCnlqiqmzr4RdnmONH28+XVkcCKIWIvAb5UngeALwJnS9qrlBfX2s6QdFKtfILtbS3mfTHwvfL8JPCfS3JwD+AzQH2F27WS/gx4BLja9pst4v47SVOB0cBzwDhgq+23S/VG4IBW/W3/c7n04cfANuBh2w/XmqwETgS+PWjcS4BLACZMmABzX+hkuhERERERERER8QF1eobabfVkmqT9JP1yqWt2KvvHga0dxn4eGF1WYU2m2vL5ONW2zAGqhFvD4C2fQybTyjls/cC8Ms7DwEMl3jeBpUAj8fWnZexPAr8KXNXJ3CXtB9wBXGj7HUDNPrFNjF8Bfgc4GNgf2LN+hhzV6rf9dwhq32K733Z/b29vJ9ONiIiIiIiIiIgPQcdnqA1yB/CjsrKqmW3AmFp5LXBci3hLgTOBzbZNtVXzRKrVb8taTUTStY3LBGrvPgtcA5xeX2lm+9qSiPtNquRXY9vmZlfepLrFdIdVd03G3ZvqXLg5thtzfBkYW7ZuQrXddFObUJ8F/tH2S7bfAu7j3S2wUP0dW63Ci4iIiIiIiIiIYfS+Emq2P0t1WcDXhqh/Fehp3FYJ3AkMlIsBAJA0XdJRpbgYuJwqsUb5dybwou2WK91sX9NYsVbiHgt8lSqZtqU2Xo+kceX5aOBo4OFS3q/8K6ozz9aU8lRJtw8es2xpvR+43fY9tbkYWESVHAS4gHfPkRvKj4FPSdqjjH8K8HSt/tDGfCIiIiIiIiIiYuS1TKhJmlZ7PnhQ9Rm217bo/jBwEkDZmnkacKmk9ZLWAbOotjNClVCbSEmo2d5MddvlkkExZzRWo5XfADuaB3wMuKe0+U55vxvwgzL2LcB5tbPOviHpKeApqu2qjTPdJtB8ddhZwMnArNpcGhcpXEV1++kGqjPVbgWQNF7SRmA2MEfSRkl7236M6hKDlWX8XyrzQ9JuwCRgeZM5RERERERERETECFC1qGqISmml7SmDn5uVm/Q9Fpht+/wPc8LDSdI84A7bq0do/DOAKba/0Kpdf3+/ly9Pzi0iIiIiIiIi4sMiaYXt/mZ17W751BDPzcrvYXuVpEWSemxv72CeuxzbV47wFEYBXx7hOURERERERERERE27hJqHeG5W3rGzfdtOzyj+Xf18toiIiIiIiIiI2DW0S6hNLGeQqfZMKQ8+Uy0iIiIiIiIiIuIjr11C7Xdqz/MH1Q0uR0REREREREREfOS1S6j9CrDE9pY27SIiIiIiIiIiIn4h/FKb+vOAVZLWS/o7SZdIOmI4JhYREREREREREbEraplQs32m7QOA3wQeBo4Gbpf0kqSHhmOCERERERERERERu5J2K9QAsP08sBJYBTwBbAF2b9VH0u6SHpXUU8qHSnpI0gZJT0u6W9K+klZJ6ittRkl6XdJ5tTgrJE2RNKsk8p6o/Q5vMu5sSeskrZb0iKRP1Oqul7S2jP/XklTe/6AWc5Okv2/zbX2SlpZYqyXNqNUdLOmxsqrvLkmjy/vJpc+bkq4YFO/yEmuNpG9KGlPez5c0rdVcIiIiIiIiIiJieLVMqEn6PyU9KGkZ8KfAaOBvgKNtf6ZN7IuA+2xvLwmihcAC25NsHwYsAHqBJcBA6XMM8EyjLGlPYCLwZKm/y3Zf7beuybirgH7bRwP3AteXWAPAiVSr7I4EPgl8GsD2bzRiAkuB+9p82xvATNtHANOBGyWNLXXXATfYPgR4Fbi4vH8FuIxBlzlIOqC877d9JNAD/F6pvgm4us1cIiIiIiIiIiJiGLVboTYT2A/4PvAN4E7bq2xv7yD2ucAD5fkcYKntBxuVthfZXgMs5t2E2gBwM9BXylOBlR2OV4/7RikuAw5sVAFjqJKCvwzsBvyk3lfSXsA0oOUKNdvP2l5fnjdRrdjrLSveplEl8gC+DnyutNti+3HgrSYhRwG7SxoF7AFsKn1eAMZJGt/Z10dERERERERERLe1vOXT9mRJv0qV6PoPwNWSPka1YmyJ7a8161e2OU4sW0WhWhG2YohhlgBfKs8DwBeBs0tya4Aq4dYwQ9JJtfIJtre1+ISLge+Vb1kqaRGwGRDwN7afHtT+DOAR2z9rEfM9JE2lStI9B4wDttp+u1RvBA5o1d/2P0uaD/wY2AY8bPvhWpOVVCvrvj1o3EuASwB69u7loKsXdjrl+BA9/xenjvQUIiIiIiIiImKYtT1DzfYrtr8L/BnVts97gM8Af9ui28eBrZ1MoCTdRpdVWJOptnw+DhxPlVBbUms+eMvnkMm0cg5bPzCvlCcBh1GtWDsAmCbp5EHdzga+2cm8S8z9gDuAC22/Q5Wo2+ET28T4FeB3gIOB/YE962fIUa1+23+HoPYttvtt9/fssU+nU46IiIiIiIiIiA+o3Rlqp0v6C0k/oErszKdKlv0fQKttiNuotlc2rAWOa9F+KXAmsNm2qbZqnki15XNZmzle27hQoPbus8A1wOm23yyvzwCW2X7N9mtUK9c+VeszrozX0VIvSXuXtnNsN+b4MjC2bN2EKnm3qU2ozwL/aPsl229Rnd82UKsfQ/X3jIiIiIiIiIiIXUDLLZ/ALKqtmn8CrLD9bwBlZdfewEvNOtl+VVKPpDG2/xW4E/hTSafaXlhiTAf+2fZTVNs6Lwf+roRYSrWy7EXbLVe62b6GKnlGiXss8FVguu0ttaY/Bn5f0n+hWkn2aeDGWv3vAt8t823Emgp83vbM+phlS+v9wO2276nNxWVb6ZnAt4ALePccuaH8GPiUpD2oEmenAMtr9YdSrQoc0lEH7MPybD2MiIiIiIiIiBgW7bZ8/jLwoO2ljWRa8QbvTUY18zBwEkDZmnkacKmk9ZLWUSXrGgmvxVS3eS4t7TdT3Xa5ZFDMGY3VaOU3wI7mAR8D7iltvlPe30t1ztlTVGfAPVm/JIHqZs3B2z0n0Hx12FnAycCs2lwaFylcBcyWtIHqTLVbASSNl7QRmA3MkbRR0t62HytzW1nm9kvALaXPbsAk3ptgi4iIiIiIiIiIEaRqh+UQldIa20cOUfeU7aNa9D0WmG37/A8+zZEhaR5wh+3VIzT+GcAU219o1a6/v9/LlyfnFhERERERERHxYZG0wnZ/s7p2Wz7HtKjbvVVH26skLZLUY3t7u0nuimxfOcJTGAV8eYTnEBERERERERERNe22fD4u6fcHv5R0MdXZai3Zvu3nNZm2K7B9T7sz5CIiIiIiIiIiYni1W6H2x8D9ks7l3QRaPzCa6tbMiIiIiIiIiIiIXygtE2q2fwIMSPoM0DhLbaHt/971mUVEREREREREROyC2q1QA8D2ImBRl+cSERERERERERGxy+sooRa7uE2rYO4+3Ys/96fdix0RERERERER8XOm3aUE75uk3SU9KqmnlA+V9JCkDZKelnS3pH0lrZLUV9qMkvS6pPNqcVZImiJplqSXJD1R+x3eZNzZktZJWi3pEUmfqNVdL2ltGf+vJam8/0Et5iZJf9/m2/okLS2xVkuaUas7WNJjktZLukvS6PJ+cunzpqQrmsTsKX+L79bezZc0bWf+7hERERERERER0V1dS6gBFwH32d4uaQywEFhge5Ltw4AFQC+wBBgofY4BnmmUJe0JTASeLPV32e6r/dY1GXcV0G/7aOBe4PoSawA4ETia6jy4TwKfBrD9G42YwFLgvjbf9gYw0/YRwHTgRkljS911wA22DwFeBS4u718BLgPmDxHzj4CnB727Cbi6zVwiIiIiIiIiImIYdTOhdi7wQHk+B1hq+8FGpe1FttcAi3k3oTYA3Az0lfJUYKXt7Z0OWuK+UYrLgAMbVcAYqhtKfxnYDfhJva+kvYBpQMsVaraftb2+PG8CtgC9ZcXbNKpEHsDXgc+VdltsPw68NTiepAOBU4G/HTTOC8A4SePbf3lERERERERERAyHrpyhVrY5TrT9fHl1JLBiiOZLgC+V5wHgi8DZJbk1QJVwa5gh6aRa+QTb21pM5WLgewC2l0paBGwGBPyN7cErws4AHrH9s1bfVydpKlWS7jlgHLDV9tuleiNwQAdhbgT+BNirSd1KqpV13x407iXAJQATJkyAuS90OuWIiIiIiIiIiPgAurVC7ePA1k4alqTb6LIKazLVls/HgeOpEmpLas0Hb/kcMplWzmHrB+aV8iTgMKoVawcA0ySdPKjb2cA3O5l3ibkfcAdwoe13qBJ1O3ximxinAVtsD5Vw3ALsv0NQ+xbb/bb7e3t7O51yRERERERERER8QN1KqG2j2l7ZsBY4rkX7pcCZwGbbptqqeSLVls9lrQaSdG3jQoHau88C1wCn236zvD4DWGb7NduvUa1c+1Stz7gy3sJOPlDS3qXtHNuNOb4MjJXUWPl3ILCpTagTgdMlPQ98iyrR93/X6sdQ/T0jIiIiIiIiImIX0JWEmu1XgZ5yGQHAncCApFMbbSRNl3RUKS4GLqdKrFH+nQm8aLvlSjfb19QuFEDSscBXqZJpW2pNfwx8utwkuhvVhQT1LZ+/C3zX9r/W5jhV0u2DxyxbWu8Hbrd9T20uBhZRJQcBLuDdc+SGmv+f2j7Q9kHA7wH/3fZ5tSaHAmtaxYiIiIiIiIiIiOHTzUsJHgZOAihbM08DLpW0XtI6YBbVdkaoEmoTKQk125uBHt673ROqM9SeqP0G2NE84GPAPaXNd8r7e6nOOXuK6tbQJ+uXJFAlswZv95xA89VhZwEnA7Nqc2lcpHAVMFtzSzXmAAAgAElEQVTSBqoz1W4FkDRe0kZgNjBH0sayym1IJfE3CVjeql1ERERERERERAwfVYuquhC4Wik22/b5XRlgGEiaB9xhe/UIjX8GMMX2F1q16+/v9/LlyblFRERERERERHxYJK2w3d+sriu3fALYXiVpkaQe29u7NU432b5yhKcwCvjyCM8hIiIiIiIiIiJqupZQA7B9Wzfjf9TVz2eLiIiIiIiIiIhdQzfPUIuIiIiIiIiIiPjISUItIiIiIiIiIiJiJyShFhERERERERERsRO6eoZaDJNNq2DuPiM9i/dv7k9HegYRERERERERER3r2go1SbtLelRSTykfKukhSRskPS3pbkn7Slolqa+0GSXpdUnn1eKskDRF0ixJL0l6ovY7vMm4syWtk7Ra0iOSPlGru17S2jL+X0vSoL43SXqtg2/rk7S0xFotaUat7mBJj0laL+kuSaPL+8mlz5uSrqi1//VB3/QzSX9c6uZLmrYzf/eIiIiIiIiIiOiubm75vAi4z/Z2SWOAhcAC25NsHwYsAHqBJcBA6XMM8EyjLGlPYCLwZKm/y3Zf7beuybirgH7bRwP3AteXWAPAicDRwJHAJ4FPNzpJ6gfGdvhtbwAzbR8BTAdulNToex1wg+1DgFeBi8v7V4DLgPn1QLafaXwPcFyJfX+pvgm4usM5RURERERERETEMOhmQu1c4IHyfA6w1PaDjUrbi2yvARbzbkJtALgZ6CvlqcBK29s7HbTEfaMUlwEHNqqAMcBo4JeB3YCfAJRVdPOAP+lwjGdtry/Pm4AtQG9Z8TaNKpEH8HXgc6XdFtuPA2+1CH0K8JztF0qfF4BxksZ3Mq+IiIiIiIiIiOi+rpyhVrY5TrT9fHl1JLBiiOZLgC+V5wHgi8DZkvYq5cW1tjMknVQrn2B7W4upXAx8D8D2UkmLgM2AgL+x/XRp93ngO7Y3D9oF2pakqVRJuueAccBW22+X6o3AATsR7veAbw56t5JqZd23B417CXAJwIQJE2DuCzs174iIiIiIiIiIeH+6tULt48DWThqWpNvosgprMtWWz8eB46kSaktqzQdv+RwymVbOYeunWnmGpEnAYVQr1g4Apkk6WdL+wO9Sba/cKZL2A+4ALrT9DlWibodP7DDWaOB04J5BVVuA/XcIat9iu992f29v785NPCIiIiIiIiIi3rdu3fK5jWp7ZcNaaueVNbEUOBPYbNuSllGtyppKtW1zSJKuBU4FKOeQIemzwDXAp22/WZqeASyz/Vpp8z3gU8BewCRgQ1mdtoekDbYntRl3b6pz4ebYbszxZWCspFFlldqBwKZWcWp+m2p7608GvR9D9feMiIiIiIiIiIhdQFdWqNl+FegplxEA3AkMSDq10UbSdElHleJi4HKqxBrl35nAi7ZbrnSzfU3tUH8kHQt8FTjd9pZa0x8Dny43ie5GleB72vZC2+NtH2T7IOCNRjJN0lRJtw8es6wmux+43fa/ryizbWARVXIQ4ALePUeunbPZcbsnwKHAmg5jREREREREREREl3XzUoKHgZMAytbM04BLJa2XtA6YRbWdEaqE2kRKQs32ZqCH9273hOoMtSdqvwF2NA/4GHBPafOd8v5eqnPOnqK6NfTJ+iUJQ5hA89VhZwEnA7Nqc2lcpHAVMFvSBqoz1W4FkDRe0kZgNjBH0sayyg1JewC/CdxXH6Qk/iYBy9vMMyIiIiIiIiIihomqRVVdCFytFJtt+/yuDDAMJM0D7rC9eoTGPwOYYvsLrdr19/d7+fLk3CIiIiIiIiIiPiySVtjub1bXrTPUsL1K0iJJPba3d2ucbrJ95QhPYRTw5RGeQ0RERERERERE1HQtoQZg+7Zuxv+oq5/PFhERERERERERu4ZunqEWERERERERERHxkZOEWkRERERERERExE5IQi0iIiIiIiIiImInJKEWERERERERERGxE7p6KUEMk02rYO4+Iz2LXdPcn470DCIiIiIiIiLiI6ZrK9Qk7S7pUUk9pXyopIckbZD0tKS7Je0raZWkvtJmlKTXJZ1Xi7NC0hRJsyS9JOmJ2u/wJuPOlrRO0mpJj0j6RK3ueklry/h/LUmD+t4k6bUOvq1P0tISa7WkGbW6gyU9Jmm9pLskjS7vJ5c+b0q6YlC8sZLulfSjMrcTyvv5kqZ1+jePiIiIiIiIiIju6+aWz4uA+2xvlzQGWAgssD3J9mHAAqAXWAIMlD7HAM80ypL2BCYCT5b6u2z31X7rmoy7Cui3fTRwL3B9iTUAnAgcDRwJfBL4dKOTpH5gbIff9gYw0/YRwHTgRkmNvtcBN9g+BHgVuLi8fwW4DJjfJN5fAd+3Pbn8DZ4u728Cru5wThERERERERERMQy6ueXzXOCc8nwOsNT2g41K24sAJC0G/iPwf1El0m4GZpVmU4GVJSnX0aCNuMUyoLHazcAYYDQgYDfgJ2UOPcC8Ms8zOhjj2drzJklbgF5JPwWm1b7768BcqkTiFmCLpFPrsSTtDZzc+Gbb/wb8W3l+QdI4SeNtvzio3yXAJQA9e/dy0L9+rd20d1nP/8Wp7RtFREREREREROwiurJCrWxznGj7+fLqSGDFEM3rK9QGgP8PeFPSXqW8uNZ2xqAtn7u3mcrFwPcAbC8FFgGby+//sd1YCfZ54Du2N3f6jQ2SplIl6Z4DxgFbbb9dqjcCB7QJMRF4Cfha2f76t2VlXsNKqpV172H7Ftv9tvt79sj5aRERERERERERw6VbWz4/DmztpGFJuo2WNB6YTLXl83HgeKqE2pJa88FbPrcNFbecw9ZPtfIMSZOAw4ADqZJc0ySdLGl/4HeptlfuFEn7AXcAF9p+h2rl2w6f2CbMKGAK1Sq2Y4HXee82zy3A/js7t4iIiIiIiIiI6I5uJdS2UW2vbFgLHNei/VLgTGCzbVNt1TyRasvnslYDSbq2sWKt9u6zwDXA6bbfLK/PAJbZfs32a1Qr1z4FHAtMAjZIeh7YQ9KGdh9YtmouBObYbszxZWCspMZW2gOBTW1CbQQ22n6slO+lSrA1jKH6e0ZERERERERExC6gK2eo2X5VUo+kMbb/FbgT+FNJp9peCCBpOvDPtp+i2tZ5OfB3JcRSqpVlL9puudLN9jVUyTNK3GOBrwLTy7llDT8Gfl/Sf6FaSfZp4MYyn/G1/q/ZnlSepwKftz2zPmbZ0no/cLvte2pzsaRFVMnBbwEXAA+0mf+Lkv5J0q/bfgY4BahftnAocE/z3pWjDtiH5TmHLCIiIiIiIiJiWHTzls+HgZMAytbM04BLJa2XtI7qEP5Gwmsx1VliS0v7zUAP793uCTueoTbAjuYBHwPuKW2+U97fS3XO2VNUt4Y+Wb8kYQgTaL467CzKRQK1ufSVuquA2WWV2zjgVgBJ4yVtBGYDcyRtLKvcAC4FviFpNdAH/HnpsxvV6rnlbeYZERERERERERHDRNUOyy4ErlaKzbZ9flcGGAaS5gF32F49QuOfAUyx/YVW7fr7+718eXJuEREREREREREfFkkrbPc3q+vKlk8A26skLZLUY3t7t8bpJttXjvAURgFfHuE5RERERERERERETdcSagC2b+tm/I+6+vlsERERERERERGxa+jmGWoREREREREREREfOUmoRURERERERERE7IQk1CIiIiIiIiIiInZCV89Qi2GyaRXM3WekZ/GLae5PR3oGERERERERETHMurZCTdLukh6V1FPKh0p6SNIGSU9LulvSvpJWSeorbUZJel3SebU4KyRNkTRL0kuSnqj9Dm8y7mxJ6yStlvSIpE/U6iZIeriMv07SQYP63iTptQ6+rU/SUklryzgzanUHS3pM0npJd0kaXd5PLn3elHTFoHhjJd0r6UdlbieU9/MlTevsLx4REREREREREcOhm1s+LwLus71d0hhgIbDA9iTbhwELgF5gCTBQ+hwDPNMoS9oTmAg8Wervst1X+61rMu4qoN/20cC9wPW1utuBeWX8qcCWRoWkfmBsh9/2BjDT9hHAdOBGSY2+1wE32D4EeBW4uLx/BbgMmN8k3l8B37c9ufwNni7vbwKu7nBOERERERERERExDLqZUDsXeKA8nwMstf1go9L2IttrgMW8m1AbAG4G+kp5KrDS9vZOBy1x3yjFZcCBAGU12yjb/1DavdZoV1bRzQP+pMMxnrW9vjxvokrM9UoSMI0qkQfwdeBzpd0W248Db9VjSdobOBm4tbT7N9tby/MLwDhJ4zv9/oiIiIiIiIiI6K6unKFWtjlOtP18eXUksGKI5kuAL5XnAeCLwNmS9irlxbW2MySdVCufYHtbi6lcDHyvPB8KbJV0H3Aw8N+Aq0uy7vPAd2xvrnJinZM0FRgNPAeMA7bafrtUbwQOaBNiIvAS8DVJx1D9nf7I9uulfiVwIvDtQeNeAlwC0LN3Lwf969d2at6/KJ7/i1NHegoRERERERER8RHTrRVqHwe2dtKwJN1Gl1VYk6m2fD4OHE+VUFtSaz54y+eQybRyDls/1cozqJKHvwFcAXySKpE1S9L+wO9Sba/cKZL2A+4ALrT9DtAsG+c2YUYBU6i2wx4LvM57t3luAfbfIah9i+1+2/09e+RCgoiIiIiIiIiI4dKthNo2YEytvBY4rkX7pcCZwGbbptqqeSLVls9lrQaSdG3jkoLau88C1wCn236zvN4IrLL9P8sKsr+nSmQdC0wCNkh6HthD0oZ2H1i2ai4E5thuzPFlYKykxsq/A4FNbUJtBDbafqyU7y3zahhD9feMiIiIiIiIiIhdQFcSarZfBXrKZQQAdwIDkv59/52k6ZKOKsXFwOVUiTXKvzOBFxvnibUY65rGirUS91jgq1TJtC21po8DvyKpt5SnAetsL7Q93vZBtg8C3rA9qcSaKun2wWOWLa33A7fbvqc2FwOLqJKDABfw7jlyQ83/ReCfJP16eXUKUL9s4VBgTasYERERERERERExfLpyhlrxMHAS8N9sb5N0GtVtmDdSHcy/Gvij0nYxcAMloVbOMuvhvds9Yccz1P6T7cFt5gEfA+4p56H92Pbp5bbRK4BHyuUBK4D/2uYbJtB8ddhZVBcJjJM0q7ybZfsJ4CrgW5K+RHXj6K0AZUvrcmBv4B1JfwwcbvtnwKXAN0qi7n8CF5Y+u1GtnlveapJHHbAPy3NWWERERERERETEsFC1qKoLgauVYrNtn9+VAYaBpHnAHbZXj9D4ZwBTbH+hVbv+/n4vX94y5xYRERERERERETtB0grb/c3qurZCzfYqSYsk9ZSbNH/u2L5yhKcwCvjyCM8hIiIiIiIiIiJqurnlE9u3dTP+R139fLaIiIiIiIiIiNg1dOuWz4iIiIiIiIiIiI+kJNQiIiIiIiIiIiJ2QhJqERERERERERERO6GrZ6jFMNm0Cubu0734c3/avdgRERERERERET9nurZCTdLukh6V1FPKh0p6SNIGSU9LulvSvpJWSeorbUZJel3SebU4KyRNkTRL0kuSnqj9Dm8y7mxJ6yStlvSIpE/U6iZIeriMv07SQYP63iTptQ6+rU/SUklryzgzanUHS3pM0npJd0kaXd5PLn3elHRFk5g95W/x3dq7+ZKmtZtPREREREREREQMn25u+bwIuM/2dkljgIXAAtuTbB8GLAB6gSXAQOlzDPBMoyxpT2Ai8GSpv8t2X+23rsm4q4B+20cD9wLX1+puB+aV8acCWxoVkvqBsR1+2xvATNtHANOBGyU1+l4H3GD7EOBV4OLy/hXgMmD+EDH/CHh60LubgKs7nFNERERERERERAyDbibUzgUeKM/nAEttP9iotL3I9hpgMe8m1AaAm4G+Up4KrLS9vdNBS9w3SnEZcCBAWc02yvY/lHavNdqVVXTzgD/pcIxnba8vz5uoEnO9kgT8/+zdfbDW5X3v+/dnFiH4rEGO+BCiFIkaHxDvYl3QtCUewzk67mTGhmpUUPfhzHSbpDJJNYMZSaLdRnR0j3sP0VbTYLcNwWiiB60aS5MOoIeFCwliDZiioeBBB0l3hBjFz/njd93xl+XiXvcy3muh/bxm7uF3Pfy+1/Vb/Ped62E6VSIP4NvAp0q/bbZXAa/3jSfpKOBs4G/6jPM8MFrS2DY/PyIiIiIiIiIiOqwjZ6iVbY7jbW8qVScCq/fQfQVwbXnuBr4KnC/pgFJeXus7U9K0WvkM27taTOUy4KHyPBHYIele4Bjgh8BVJVl3OXC/7a1VTqx9kqYAI4HngNHADttvlObNwJFthLmFKpl3QD9tTwJTge/1GXcOMAdg3LhxMP/5Qc07IiIiIiIiIiLemU6tUDsU2NFOx5J0G1lWYR1HteVzFXA6VUJtRa173y2fe0ymlXPYGlQrz6BKHv4h8EXg96m2ks6WdATwp1TbKwdF0uHAXcAltt8E+svGeYAY5wDbbO8p4bgNOOJtQe3bbTdsN8aMGTPImUdERERERERExDvVqYTaLmBUrfw0cFqL/iuB84Cttk21VXMq1ZbPx1sNJOm65iUFtbozgXnAubZfK9WbgV7bPysryL4PTAZOBSYAGyVtAvaVtHGgD5R0INW5cFfbbs7xZeBgSc2Vf0cBWwYINRU4t4z9HWC6pL+rtY+i+ntGRERERERERMReoCMJNduvAF3lMgKAu4FuSWc3+0iaIemkUlwOXEGVWKP8ezHwou2WK91sz2uuWCtxTwVuo0qmbat1XQUcIqm5nGs6sN72UttjbR9t+2hgp+0JJdYUSYv6jlm2tN4HLLK9pDYXA8uokoMAs3jrHLk9zf/Lto8qY/8Z8I+2L6x1mQisaxUjIiIiIiIiIiKGTicvJXgEmAZQtmaeA3xO0gZJ64HZvHXL5nKqLZgrS/+tQBe/vd0TqjPU1tR+3bzdAmB/YEnpc3+JuZtqu+djkn5CtT3zrwf4hnH0vzrsM8DHqbaMNufSvEjhSmBuWeU2GrgDQNJYSZuBucDVkjaXVW57JOkDVKvnegaYZ0REREREREREDBFVi6o6ELhaKTbX9kUdGWAISFoA3GV77TCN/2lgsu2vtOrXaDTc05OcW0RERERERETEu0XSatuN/to6cssngO1eScskdZXVYe85tr80zFMYAdw0zHOIiIiIiIiIiIiajiXUAGzf2cn473f189kiIiIiIiIiImLv0Mkz1CIiIiIiIiIiIt53klCLiIiIiIiIiIgYhCTUIiIiIiIiIiIiBiEJtYiIiIiIiIiIiEHo2KUEkvYB/gGYbnu3pInALcBE4HXgJ8DnSp9LbK+RNAL4BfB/2/67Emc18H8BJwMLgH+rDXOB7fV9xp0L/GfgDeAl4FLbz5e2ccDfAB8GDPyftjfV3r21zGX/Ab5tErAQOBDYDVxne3FpOwb4DvAh4EngItu/lnQc8C1gMjDP9o2l/yjgx8AHqf4/7rF9TWm7EXjQ9j+2mg9bemH+QS27RIfM/8VwzyAiIiIiIiIihlgnV6hdCtxbkmmjgKXAQtsTbB9PlZAaA6wAuss7pwDPNsuS9gPGA0+V9sW2J9V+v5VMK3qBhu2TgXuAG2pti4AFZfwpwLZmg6QGcHCb37YTuNj2x4AZwC2Smu9+A7jZ9rHAK8BlpX478Hngxj6xXqNKOp4CTAJmSPqD0nYrcFWbc4qIiIiIiIiIiCHQyYTaZ4EflOcLgJW2H2g22l5mex2wnLcSat3AN6kSS1AlvZ60vbvdQUvcnaX4OHAUgKQTgBG2Hy39ftnsJ6mLavXbX7Y5xk9tbyjPW6gSc2MkCZhOlcgD+DbwqdJvm+1VVKvz6rFs+5el+IHyc2l7HhgtaWy73x8REREREREREZ3VkS2fkkYC42vbKU8EVu+h+wrg2vLcDXwVOF/SAaW8vNZ3pqRptfIZtne1mMplwEPleSKwQ9K9wDHAD4GrSrLucuB+21urnFj7JE0BRgLPAaOBHbbfKM2bgSPbiNFF9feZAPwP20/Ump8EpgLf6/POHGAOwLhx42D+84Oad0REREREREREvDOdWqF2KLCjnY4l6TayrMI6jmrL5yrgdKqE2opa975bPveYTJN0IdCgWnkGVfLwD4EvAr9PtZV0tqQjgD+l2l45KJIOB+6iOnftTaC/bJwHimN7t+1JVKvppkg6sda8DTiin3dut92w3RgzZsxgpx4REREREREREe9QpxJqu4BRtfLTwGkt+q8EzgO22jbVVs2pVFs+H281kKTrJK2RtKZWdyYwDzjX9mulejPQa/tnZQXZ96kuCDiVamXYRkmbgH0lbRzoAyUdSHUu3NW2m3N8GTi4XK4AVYJsy0CxmmzvAP6J6ly2plFUf8+IiIiIiIiIiNgLdCShZvsVoKtcRgBwN9At6exmH0kzJJ1UisuBK6gSa5R/LwZeLEmmVmPNa65YK3FPBW6jSqZtq3VdBRwiqbmcazqw3vZS22NtH237aGCn7Qkl1hRJi/qOWba03gcssr2kNhcDy6iSgwCzeOscuX5JGtO80KDcjHom8C+1LhOBda1iRERERERERETE0OnkpQSPANMAytbMc4DPSdogaT0wm7du2VxOtQVzZem/Fejit7d7QnWG2prar5u3WwDsDywpfe4vMXdTbfd8TNJPqLZn/vUA3zCO/leHfQb4ONWW0eZcmhcpXAnMLavcRgN3AEgaK2kzMBe4WtLmssrtcGCZpLVUSb9Hbf8/5Z0PUK2e6xlgnhERERERERERMURULarqQOBqpdhc2xd1ZIAhIGkBcJfttcM0/qeByba/0qpfo9FwT09ybhERERERERER7xZJq203+mvryC2fALZ7JS2T1FVWh73n2P7SME9hBHDTMM8hIiIiIiIiIiJqOpZQA7B9Zyfjv9/Vz2eLiIiIiIiIiIi9QyfPUIuIiIiIiIiIiHjfSUItIiIiIiIiIiJiEJJQi4iIiIiIiIiIGIQk1CIiIiIiIiIiIgaho5cSxBDZ0gvzD+pc/Pm/6FzsiIiIiIiIiIj3mI6tUJO0j6QfSeoq5YmSHpS0UdIzkr4r6TBJvZImlT4jJL0q6cJanNWSJkuaLeklSWtqvxP6GXeupPWS1kp6TNJHam3jJD1Sxl8v6eg+794q6ZdtfNskSSslPV3GmVlrO0bSE5I2SFosaWSpP66885qkL/aJd6ekbZLW9am/UdL0geYTERERERERERFDp5NbPi8F7rW9W9IoYCmw0PYE28cDC4ExwAqgu7xzCvBssyxpP2A88FRpX2x7Uu23vp9xe4GG7ZOBe4Abam2LgAVl/CnAtmaDpAZwcJvfthO42PbHgBnALZKa734DuNn2scArwGWlfjvweeDGfuL9bYnT163AVW3OKSIiIiIiIiIihkAnE2qfBX5Qni8AVtp+oNloe5ntdcBy3kqodQPfBCaV8hTgSdu72x20xN1Zio8DRwGU1WwjbD9a+v2y2a+solsA/GWbY/zU9obyvIUqMTdGkoDpVIk8gG8Dnyr9ttleBbzeT7wfUyXc+tY/D4yWNLadeUVEREREREREROd15Ay1ss1xvO1NpepEYPUeuq8Ari3P3cBXgfMlHVDKy2t9Z0qaViufYXtXi6lcBjxUnicCOyTdCxwD/BC4qiTrLgfut721yom1T9IUYCTwHDAa2GH7jdK8GThyUAHf7klgKvC9PuPOAeYAjBs3DuY//zsOExERERERERER7ejUpQSHAjva6Wh7k6SRZRXWcVRbPlcBp1Ml1G6tdV9s+/J24pZz2BrAH5WqEcAfAqcCLwCLgdmSHgL+FPjjduL2GeNw4C5glu031X82zoON28c24Ii3BbVvB24HaDQav+sYERERERERERHRpk5t+dwFjKqVnwZOa9F/JXAesNW2qbZqTqXa8vl4q4EkXde8pKBWdyYwDzjX9mulejPQa/tnZQXZ94HJVAm2CcBGSZuAfSVtHOgDJR1IdS7c1babc3wZOFhSM1F5FLBloFgDGEX194yIiIiIiIiIiL1ARxJqtl8BusplBAB3A92Szm72kTRD0kmluBy4giqxRvn3YuBF2y1Xutme17ykoMQ9FbiNKpm2rdZ1FXCIpDGlPB1Yb3up7bG2j7Z9NLDT9oQSa4qkRX3HLFta7wMW2V5Sm4uBZVTJQYBZvHWO3Ds1EVg3YK+IiIiIiIiIiBgSnbyU4BFgGkA55+wc4HOSNkhaD8zmrVs2l1Pd5rmy9N8KdFGdr1Y3s7karfy6ebsFwP7AktLn/hJzN/BF4DFJPwEE/PUA3zCO/leHfQb4ONWW0eZcmhcpXAnMLavcRgN3AEgaK2kzMBe4WtLmssoNSX9fvv2jpf6yUv8BqtVzPQPMMyIiIiIiIiIihoiqRVUdCFytFJtr+6KODDAEJC0A7rK9dpjG/zQw2fZXWvVrNBru6UnOLSIiIiIiIiLi3SJpte1Gf22dupQA272SlknqKqvD3nNsf2mYpzACuGmY5xARERERERERETUdS6gB2L6zk/Hf7+rns0VERERERERExN6hk2eoRUREREREREREvO8koRYRERERERERETEISahFREREREREREQMQkfPUIshsqUX5h803LN45+b/YrhnEBERERERERHRto6tUJO0j6QfSeoq5YmSHpS0UdIzkr4r6TBJvZImlT4jJL0q6cJanNWSJkuaLeklSWtqvxP6GXeupPWS1kp6TNJHam27a+/e38+7t0r6ZRvfNknSSklPl3Fm1tqOkfSEpA2SFksaWeqPK++8JumLfeJdUWKtk/T3kkaV+hslTW/n7x0REREREREREUOjk1s+LwXutb27JIiWAgttT7B9PLAQGAOsALrLO6cAzzbLkvYDxgNPlfbFtifVfuv7GbcXaNg+GbgHuKHWtqv27rn1lyQ1gIPb/LadwMW2PwbMAG6R1Hz3G8DNto8FXgEuK/Xbgc8DN/YZ98hS37B9ItAF/FlpvhW4qs05RURERERERETEEOhkQu2zwA/K8wXAStsPNOMlqcwAACAASURBVBttL7O9DljOWwm1buCbwKRSngI8aXt3u4OWuDtL8XHgqIHeKavoFgB/2eYYP7W9oTxvAbYBYyQJmE6VyAP4NvCp0m+b7VXA6/2EHAHsI2kEsC+wpbzzPDBa0th25hUREREREREREZ3XkTPUyjbH8bY3laoTgdV76L4CuLY8dwNfBc6XdEApL6/1nSlpWq18hu1dLaZyGfBQrTxKUg/wBnC97e+X+suB+21vrXJi7ZM0BRgJPAeMBnbYfqM0bwaObPW+7X+TdCPwArALeMT2I7UuTwJTge/1GXcOMAeg68AxHP2rbw1q3nuVq5Z2LPSm68/uWOyIiIiIiIiI+I+pU5cSHArsaKej7U2SRpZVWMdRbflcBZxOlVC7tdZ9se3L24lbzmFrAH9Uqx5ne4uk8cA/SvoJVRLrT4E/bidunzEOB+4CZtl+U/1n4zxAjEOA/wQcQ/U3WyLpQtt/V7psA454W1D7duB2gA8efmzLMSIiIiIiIiIi4t3TqS2fu4BRtfLTwGkt+q8EzgO22jbVVs2pVFs+H281kKTrmhcN1OrOBOYB59p+rVlftmdi+2fAPwGnlt8EYKOkTcC+kjYO9IGSDqQ6F+5q2805vgwcXLZuQrXddMsAoc4E/tX2S7ZfB+7lrS2wUP0dW63Ci4iIiIiIiIiIIdSRhJrtV4Cu5m2VwN1At6Tf7L+TNEPSSaW4HLiCKrFG+fdi4EXbLVe62Z7XvGigxD0VuI0qmbatNt4hkj5Yng+lStitt73U9ljbR9s+Gthpe0LpN0XSor5jli2t9wGLbC+pzcXAMqrkIMAs3jpHbk9eAP5A0r5lhdsngGdq7ROBdQPEiIiIiIiIiIiIIdKpLZ8AjwDTgB/a3iXpHKrbMG+hOph/LfCF0nc5cDMloVbOMuuiOl+tru8Zan9uu2+fBcD+VFsnAV4oN3oeD9wm6U2qROL1e7gltG4c/a8O+wzwcaoLA2aXutm21wBXAt+RdC3VjaN3AJQtrT3AgcCbkv4COMH2E5LuoTor7Y3yzu3lnQ9QrZ7raTXJk448iJ6cFRYRERERERERMSRULarqQOBqpdhc2xd1ZIAhIGkBcJfttcM0/qeByba/0qpfo9FwT0/LnFtERERERERERAyCpNW2G/21dWyFmu1eScskddne3alxOsn2l4Z5CiOAm4Z5DhERERERERERUdPJLZ/YvrOT8d/v6uezRURERERERETE3qFTt3xGRERERERERES8LyWhFhERERERERERMQhJqEVERERERERERAxCR89QiyGypRfmHzTcs4j3mvm/GO4ZRERERERERLwndWyFmqR9JP1IUlcpT5T0oKSNkp6R9F1Jh0nqlTSp9Bkh6VVJF9birJY0WdJsSS9JWlP7ndDPuHMlrZe0VtJjkj5Sa9tde/f+ft69VdIv2/i2SZJWSnq6jDOz1naMpCckbZC0WNLIUn9ceec1SV/sE+9gSfdI+pfytzmj1N8oaXo7f++IiIiIiIiIiBgandzyeSlwr+3dkkYBS4GFtifYPh5YCIwBVgDd5Z1TgGebZUn7AeOBp0r7YtuTar/1/YzbCzRsnwzcA9xQa9tVe/fc+kuSGsDBbX7bTuBi2x8DZgC3SGq++w3gZtvHAq8Al5X67cDngRv7ifffgH+wfVz5GzxT6m8FrmpzThERERERERERMQQ6mVD7LPCD8nwBsNL2A81G28tsrwOW81ZCrRv4JjCplKcAT9re3e6gJe7OUnwcOGqgd8oqugXAX7Y5xk9tbyjPW4BtwBhJAqZTJfIAvg18qvTbZnsV8HqfsQ8EPg7cUfr92vaO8vw8MFrS2HbmFRERERERERERndeRM9TKNsfxtjeVqhOB1XvovgK4tjx3A18Fzpd0QCkvr/WdKWlarXyG7V0tpnIZ8FCtPEpSD/AGcL3t75f6y4H7bW+tcmLtkzQFGAk8B4wGdth+ozRvBo4cIMR44CXgW5JOofo7fcH2q6X9SWAq8L0+484B5gB0HTiGo3/1rUHNO94dm64/e7inEBERERERERFDrFMr1A4FdrTTsSTdRpZVWMdRbflcBZxOlVBbUeved8vnHpNp5Ry2BtXKs6ZxthtUK+ZukfR7ko4A/pRqe+WgSDocuAu4xPabQH/ZOA8QZgQwmWo77KnAq/z2Ns9twBFvC2rfbrthu9G1by4kiIiIiIiIiIgYKp1KqO0CRtXKTwOntei/EjgP2GrbVFs1p1Jt+Xy81UCSrmteNFCrOxOYB5xr+7Vmfdmeie2fAf8EnFp+E4CNkjYB+0raONAHlq2aS4GrbTfn+DJwsKTmyr+jgC0DhNoMbLb9RCnfQ5VgaxpF9feMiIiIiIiIiIi9QEcSarZfAbrKZQQAdwPdkn6zP07SDEknleJy4AqqxBrl34uBF5vnibUYa15zxVqJeypwG1UybVttvEMkfbA8H0qVsFtve6ntsbaPtn00sNP2hNJviqRFfccsW1rvAxbZXlKbi4FlVMlBgFm8dY7cnub/IvBzSR8tVZ8A6pctTATWtYoRERERERERERFDpyNnqBWPANOAH9reJekcqm2Wt1AdzL8W+ELpuxy4mZJQK2eZdfHb2z3h7Weo/bntvn0WAPsDS8p5aC+UGz2PB26T9CZVIvH6PdwSWjeO/leHfYbqIoHRkmaXutm21wBXAt+RdC3VjaN3AJQtrT3AgcCbkv4COMH2vwOfA/5nSdT9DLikvPMBqtVzPa0medKRB9GTs7wiIiIiIiIiIoaEqkVVHQhcrRSba/uijgwwBCQtAO6yvXaYxv80MNn2V1r1azQa7ulpmXOLiIiIiIiIiIhBkLS6nMX/Nh1boWa7V9IySV22d3dqnE6y/aVhnsII4KZhnkNERERERERERNR0cssntu/sZPz3u/r5bBERERERERERsXfo1C2fERERERERERER70tJqEVERERERERERAxCEmoRERERERERERGDkIRaRERERERERETEICShFhERERERERERMQjDklCTtI+kH0nqKuWJkh6UtFHSM5K+K+kwSb2SJpU+IyS9KunCWpzVkiZLmi3pJUlrar8T+hl3rqT1ktZKekzSR0r9JEkrJT1d2ma28Q39xiptsyRtKL9ZtfrLyzda0qG1+oMkPSDpqTKHS0r9SEk/ltTR21gjIiIiIiIiIqJ9w7VC7VLgXtu7JY0ClgILbU+wfTywEBgDrAC6yzunAM82y5L2A8YDT5X2xbYn1X7r+xm3F2jYPhm4B7ih1O8ELrb9MWAGcIukgwf4hn5jSfoQcA1wOjAFuEbSIeWd5cCZwPN9Yv0XYL3tU4A/Bm6SNNL2r4HHgAETfBERERERERERMTSGK6H2WeAH5fkCYKXtB5qNtpfZXkeVgGom1LqBbwKTSnkK8KTt3e0OWuLuLMXHgaNK/U9tbyjPW4BtVAm9QccCPgk8anu77VeAR6mSdNjutb2pv3DAAZIE7A9sB94obd+n+ntFRERERERERMReYMi3EkoaCYyvJZZOBFbvofsK4Nry3A18FThf0gGlvLzWd6akabXyGbZ3tZjKZcBD/cxvCjASeG6AT9lTrCOBn9faNpe6Vv47cD+wBTgAmGn7zdK2Dvj9fuY5B5gD0HXgGI6+aukgphvvlk3Xnz3cU4iIiIiIiIiIITYcZ3MdCuxop6PtTeUcsbHAcVRbPldRbafsBm6tdV9s+/J24pZz2BrAH/WpPxy4C5hVS2gNNpb6+5QBwnwSWANMB34PeFTSP9v+97It9teSDrD9v34T0L4duB3gg4cfO1D8iIiIiIiIiIh4lwzHls9dwKha+WngtBb9VwLnAVttm2p75VSqLZ+PtxpI0nXNSwpqdWcC84Bzbb9Wqz+Q6iy3q223jDtArM3Ah2vdjqJaedbKJVRnytn2RuBfqRKITR8EftXOnCIiIiIiIiIiorOGfIWa7VckdUkaZftXwN3AlyWdbXspgKQZwL/Z/gnVts4rgL8tIVYCC4AXbbdc6WZ7HlXCixL3VOA2YIbtbbX6kcB9wCLbS+oxJP1X4P+1fV+f+n5jAQ8Df1W7iOAs4MsD/FleAD4B/LOkw4CPAj8r44wGXrL9+p5ePunIg+jJ1sOIiIiIiIiIiCExXJcSPAJMAyjnnJ0DfE7SBknrgdlUFwNAlVAbT5VIw/ZWoIvqfLW6mc3VaOXXzdstoDr0f0npc3+p/wzwcWB27f3m5QcnAS+2G8v2duDrVFtTVwFfK3VI+rykzVSr1tZK+psS6+tAt6SfUN3qeaXtl0vbnwAP7uHvGBERERERERERQ0zVLsohHrRa3TXX9kVDPvggSXrY9ieHcfx7gS/bfnZPfRqNhnt6eoZwVhERERERERER72+SVttu9Nc2LCvUbPcCyyR1Dcf4gzHMybSRwPdbJdMiIiIiIiIiImJoDcctnwDYvnO4xn6vsP1rYNFwzyMiIiIiIiIiIt4yXGeoRUREREREREREvCcloRYRERERERERETEISahFREREREREREQMwrCdoRbvoi29MP+g4Z5FxG+b/4vhnkFERERERERER3RshZqkfST9qHmTp6SJkh6UtFHSM5K+K+kwSb2SJpU+IyS9KunCWpzVkiZLmi3pJUlrar8T+hl3rqT1ktZKekzSR2ptsyRtKL9ZtfpjJD1R6heX2zVbfdskSSslPV3GmTlQLEnHlXdek/TFPvGuKLHWSfp7SaNK/Y2Spg/2bx8REREREREREZ3TyS2flwL32t5dEkRLgYW2J9g+HlgIjAFWAN3lnVOAZ5tlSfsB44GnSvti25Nqv/X9jNsLNGyfDNwD3FBifQi4BjgdmAJcI+mQ8s43gJttHwu8Alw2wLftBC62/TFgBnCLpIMHiLUd+DxwYz2QpCNLfcP2iUAX8Gel+VbgqgHmEhERERERERERQ6iTCbXPAj8ozxcAK20/0Gy0vcz2OmA5byXUuoFvApNKeQrwpO3d7Q5a4u4sxceBo8rzJ4FHbW+3/QrwKDBDkoDpVMk3gG8DnxpgjJ/a3lCetwDbgDGtYtneZnsV8Ho/IUcA+0gaAewLbCnvPA+MljS23e+PiIiIiIiIiIjO6sgZamWb43jbm0rVicDqPXRfAVxbnruBrwLnSzqglJfX+s6UNK1WPsP2rhZTuQx4qDwfCfy81ra51I0Gdth+o099WyRNAUYCz72TWLb/TdKNwAvALuAR24/UujwJTAW+12fcOcAcgK4Dx3D0r77V7pQjhsZVS4d7BhHvG5uuP3u4pxARERERETWdWqF2KLCjnY4l6TayrMI6jmrL5yqqrZndVAm3pr5bPveYTCvnsDWABc2q/oZvUT8gSYcDdwGX2H7zncQq207/E3AMcASwX/0MOarVb0e8Lah9u+2G7UbXvrmQICIiIiIiIiJiqHQqobYLGFUrPw2c1qL/SuA8YKttU23VnEq15fPxVgNJuq55SUGt7kxgHnCu7ddK9Wbgw7VXj6LaWvkycHDZblmvb0nSgVTnwl1tuznHdxLrTOBfbb9k+3XgXt7aAgvV37HVKryIiIiIiIiIiBhCHUmolTPKupq3VQJ3A92SfrNnRdIMSSeV4nLgCqrEGuXfi4EXbbdc6WZ7XnPFWol7KnAbVTJtW63rw8BZkg4pq8LOAh4uCbxlVAk9gFmUs98kTZG0qO+YZUvrfcAi20tqc9ljrBZeAP5A0r7lDLZPAM/U2icC6waIERERERERERERQ6QjZ6gVjwDTgB/a3iXpHKrbMG+hOph/LfCF0nc5cDMloWZ7q6Qufnu7J7z9DLU/t923zwJgf2BJlZ/iBdvn2t4u6etU20kBvmZ7e3m+EviOpGupbgm9o9SPo//VYZ8BPk51YcDsUjfb9po9xSpbWnuAA4E3Jf0FcILtJyTdQ3VW2hvlndvLOx8AJpT39uikIw+iJ+frREREREREREQMCVWLqjoQuFopNtf2RR0ZYAhIWgDcZXvtMI3/aWCy7a+06tdoNNzT0zLnFhERERERERERgyBpte1Gf20dW6Fmu1fSMkldtnd3apxOsv2lYZ7CCOCmYZ5DRERERERERETUdHLLJ7bv7GT897v6+WwREREREREREbF36NQtnxEREREREREREe9LSahFREREREREREQMQhJqERERERERERERg9DRM9RiiGzphfkHdS7+/F90LnZERERERERExHtMx1aoSdpH0o8kdZXyREkPStoo6RlJ35V0mKReSZNKnxGSXpV0YS3OakmTJc2W9JKkNbXfCf2MO1fSeklrJT0m6SO1tlmSNpTfrFr9MZKeKPWLJY0c4NsmSVop6ekyzsyBYkk6rrzzmqQv1vp/tM83/bukvyhtN0qa/k7+/hERERERERER0Rmd3PJ5KXCv7d2SRgFLgYW2J9g+HlgIjAFWAN3lnVOAZ5tlSfsB44GnSvti25Nqv/X9jNsLNGyfDNwD3FBifQi4BjgdmAJcI+mQ8s43gJttHwu8Alw2wLftBC62/TFgBnCLpIMHiLUd+DxwYz2Q7Web3wOcVmLfV5pvBa4aYC4RERERERERETGEOplQ+yzwg/J8AbDS9gPNRtvLbK8DlvNWQq0b+CYwqZSnAE/a3t3uoCXuzlJ8HDiqPH8SeNT2dtuvAI8CMyQJmE6VfAP4NvCpAcb4qe0N5XkLsA0Y0yqW7W22VwGvtwj9CeA528+Xd54HRksa297XR0REREREREREp3XkDLWyzXG87U2l6kRg9R66rwCuLc/dwFeB8yUdUMrLa31nSppWK59he1eLqVwGPFSejwR+XmvbXOpGAztsv9Gnvi2SpgAjged+11jAnwF/36fuSWAq8L0+484B5gCMGzcO5j8/iGEiIiIiIiIiIuKd6tQKtUOBHe10LEm3kWUV1nFUWz5XUW3N7KZKuDX13fK5x2RaOYetASxoVvU3fIv6AUk6HLgLuMT2m79jrJHAucCSPk3bgCPeFtS+3XbDdmPMmDHtDBEREREREREREe+CTiXUdgGjauWnqc4H25OVwHnAVtum2qo5lWrL5+OtBpJ0XfNA/1rdmcA84Fzbr5XqzcCHa68eBWwBXgYOljSiT31Lkg6kOhfuatvNOb6jWMX/QbW99f/rUz+K6u8ZERERERERERF7gY4k1MoZZV3lMgKAu4FuSWc3+0iaIemkUlwOXEGVWKP8ezHwou2WK91sz6sd6o+kU4HbqJJp22pdHwbOknRIuYzgLODhksBbRpXQA5hFOftN0hRJi/qOWVaT3Qcssv2bFWWtYrXhfN6+3RNgIrCuzRgREREREREREdFhnbyU4BFgGkDZmnkO8DlJGyStB2ZTbWeEKqE2npJQs70V6OK3t3tCdYbamtqvm7dbAOwPLCl97i8xtwNfp9pOugr4WqkDuBKYK2kj1Tlod5T6cfS/OuwzwMeB2bW5NC9S6DeWpLGSNgNzgaslbS6r3JC0L/C/A/fWB5H0AWAC0NPPHCIiIiIiIiIiYhioWlTVgcDVSrG5ti/qyABDQNIC4C7ba4dp/E8Dk21/pVW/RqPhnp7k3CIiIiIiIiIi3i2SVttu9NfWkVs+AWz3Slomqcv27k6N00m2vzTMUxgB3DTMc4iIiIiIiIiIiJqOJdQAbN/Zyfjvd/Xz2SIiIiIiIiIiYu/QyTPUIiIiIiIiIiIi3neSUIuIiIiIiIiIiBiEJNQiIiIiIiIiIiIGIQm1iIiIiIiIiIiIQejopQQxRLb0wvyDhnsWEUNn/i+GewYRERERERHxH1jHVqhJ2kfSjyR1lfJESQ9K2ijpGUnflXSYpF5Jk0qfEZJelXRhLc5qSZMlzZb0kqQ1td8J/Yw7V9J6SWslPSbpI7W2WZI2lN+sWv0xkp4o9YsljRzg2yZJWinp6TLOzIFiSTquvPOapC/2iXewpHsk/Uv525xR6m+UNH2wf/uIiIiIiIiIiOicTm75vBS41/ZuSaOApcBC2xNsHw8sBMYAK4Du8s4pwLPNsqT9gPHAU6V9se1Jtd/6fsbtBRq2TwbuAW4osT4EXAOcDkwBrpF0SHnnG8DNto8FXgEuG+DbdgIX2/4YMAO4RdLBA8TaDnweuLGfeP8N+Afbx5W/wTOl/lbgqgHmEhERERERERERQ6iTCbXPAj8ozxcAK20/0Gy0vcz2OmA5byXUuoFvApNKeQrwpO3d7Q5a4u4sxceBo8rzJ4FHbW+3/QrwKDBDkoDpVMk3gG8DnxpgjJ/a3lCetwDbgDGtYtneZnsV8Ho9lqQDgY8Dd5R+v7a9ozw/D4yWNLbd74+IiIiIiIiIiM7qyBlqZZvjeNubStWJwOo9dF8BXFueu4GvAudLOqCUl9f6zpQ0rVY+w/auFlO5DHioPB8J/LzWtrnUjQZ22H6jT31bJE0BRgLPvcNY44GXgG9JOoXq7/QF26+W9ieBqcD3+ow7B5gD0HXgGI7+1bfanfJeZ9P1Zw/3FCIiIiIiIiIi2tapFWqHAjva6ViSbiPLKqzjqLZ8rqLamtlNlXBr6rvlc4/JtHIOWwNY0Kzqb/gW9QOSdDhwF3CJ7TffYawRwGSq7bCnAq/y29s8twFHvC2ofbvthu1G1765kCAiIiIiIiIiYqh0KqG2CxhVKz8NnNai/0rgPGCrbVNt1ZxKteXz8VYDSbqueUlBre5MYB5wru3XSvVm4MO1V48CtgAvAwdLGtGnvqWyVXMpcLXt5hzfSazNwGbbT5TyPVQJtqZRVH/PiIiIiIiIiIjYC3Rky6ftVyR1SRpl+1fA3cCXJZ1teymApBnAv9n+CdW2ziuAvy0hVlKtLHuxeZ5Yi7HmUSXPKHFPBW4DZtjeVuv6MPBXtYsIzgK+bNuSllEl9L4DzKKc/Va2c15u++L6mGVL633AIttLanPZY6wW839R0s8lfdT2s8AngPplCxOBJf2/XTnpyIPoybbJiIiIiIiIiIgh0clLCR4BpgGUrZnnAJ+TtEHSemA21XZGqBJq46kSadjeCnTx29s9oTpDbU3t183bLQD2B5aUPveXmNuBr1NtJ10FfK3UAVwJzJW0keoctDtK/Tj6Xx32GaqLBGbX5tK8SKHfWJLGStoMzAWulrS5rHID+BzwPyWtpbqQ4a/KOx8AJgA9/cwhIiIiIiIiIiKGgaodlh0IXK0Um2v7oo4MMAQkLQDusr12mMb/NDDZ9lda9Ws0Gu7pSc4tIiIiIiIiIuLdImm17UZ/bR3Z8glgu1fSMkldtnd3apxOsv2lYZ7CCOCmYZ5DRERERERERETUdCyhBmD7zk7Gf7+rn88WERERERERERF7h06eoRYREREREREREfG+k4RaRERERERERETEICShFhERERERERERMQgdPUMthsiWXph/0HDP4p2b/4vhnkFERERERERERNs6tkJN0j6SfiSpq5QnSnpQ0kZJz0j6rqTDJPVKmlT6jJD0qqQLa3FWS5osabaklyStqf1O6GfcuZLWS1or6TFJH6m1zZK0ofxm1eqPkfREqV8saeQA3zZJ0kpJT5dxZg4US9Jx5Z3XJH2xT7xNkn5SvqmnVn+jpOmD+btHRERERERERERndXLL56XAvbZ3SxoFLAUW2p5g+3hgITAGWAF0l3dOAZ5tliXtB4wHnirti21Pqv3W9zNuL9CwfTJwD3BDifUh4BrgdGAKcI2kQ8o73wButn0s8Apw2QDfthO42PbHgBnALZIOHiDWduDzwI17iPkn5ZsatbpbgasGmEtERERERERERAyhTibUPgv8oDxfAKy0/UCz0fYy2+uA5byVUOsGvglMKuUpwJO2d7c7aIm7sxQfB44qz58EHrW93fYrwKPADEkCplMl3wC+DXxqgDF+antDed4CbAPGtIple5vtVcDrg/iW54HRksa2+05ERERERERERHRWR85QK9scx9veVKpOBFbvofsK4Nry3A18FThf0gGlvLzWd6akabXyGbZ3tZjKZcBD5flI4Oe1ts2lbjSww/YbferbImkKMBJ47neIZeARSQZus317re1JYCrwvT7jzgHmAHQdOIajf/Wtdqe819k03BOIiIiIiIiIiBiETl1KcCiwo52OtjdJGllWYR1HteVzFdXWzG6qbY9Ni21f3k7ccg5bA/ijZlV/w7eob2eMw4G7gFm23ywr1N5JrKm2t0j634BHJf2L7R+Xtm3AEW8LWiXdbgf44OHHtjXfiIiIiIiIiIj43XVqy+cuYFSt/DRwWov+K4HzgK22TbVVcyrVls/HWw0k6brmJQW1ujOBecC5tl8r1ZuBD9dePQrYArwMHCxpRJ/6liQdSHUu3NW2m3N8R7HKtlFsbwPuo/ruplFUf8+IiIiIiIiIiNgLdCShVs4o6yqXEQDcDXRLOrvZR9IMSSeV4nLgCqrEGuXfi4EXbbdc6WZ7XvOSghL3VOA2qmTatlrXh4GzJB1SLiM4C3i4JPCWUSX0AGZRzn6TNEXSor5jli2t9wGLbC+pzWWPsfZE0n5le2vzEoazgHW1LhP7lCMiIiIiIiIiYhh1assnwCPANOCHtndJOofqNsxbqA7mXwt8ofRdDtxMSajZ3iqpi+p8tbq+Z6j9ue2+fRYA+wNLyg7MF2yfa3u7pK9TbScF+Jrt7eX5SuA7kq6luiX0jlI/jv5Xh30G+DjVhQGzS91s22v2FKtsae0BDgTelPQXwAlU22PvK3MdAdxt+x/KOx8AJpT39uikIw+i5/qzW3WJiIiIiIiIiIh3iapFVR0IXK0Um2v7oo4MMAQkLQDusr12mMb/NDDZ9lda9Ws0Gu7paZlzi4iIiIiIiIiIQZC02najv7aOrVCz3StpmaQu27s7NU4n2f7SME9hBHDTMM8hIiIiIiIiIiJqOrnlE9t3djL++139fLaIiIiIiIiIiNg7dOqWz4iIiIiIiIiIiPelJNQiIiIiIiIiIiIGIQm1iIiIiIiIiIiIQUhCLSIiIiIiIiIiYhCGa2IpegAAIABJREFUJaEmaR9JP5LUVcoTJT0oaaOkZyR9V9JhknolTSp9Rkh6VdKFtTirJU2WNFvSS5LW1H4n9DPuXEnrJa2V9Jikj9TaZknaUH6z2viGQceSdHn5Rks6tFZ/kKQHJD0l6WlJl5T6kZJ+LKmjl0dERERERERERET7hmuF2qXAvbZ3SxoFLAUW2p5g+3hgITAGWAF0l3dOAZ5tliXtB4wHnirti21Pqv3W9zNuL9CwfTJwD3BDifUh4BrgdGAKcI2kQwb4hncSazlwJvB8n1j/BVhv+xTgj4GbJI20/WvgMWDmAHOJiIiIiIiIiIghMlwJtc8CPyjPFwArbT/QbLS9zPY6qgRUM6HWDXwTmFTKU4Anbe9ud9ASd2cpPg4cVZ4/CTxqe7vtV4BHgRnvdizbvbY39RcOOECSgP2B7cAbpe37VH+viIiIiIiIiIjYCwz5VkJJI4HxtcTSicDqPXRfAVxbnruBrwLnSzqglJfX+s6UNK1WPsP2rhZTuQx4qDwfCfy81ra51LXrd43134H7gS3AAcBM22+WtnXA7/d9QdIcYA5A14FjOPqqpYOYbgRsuv7s4Z5CRERERERExHvScJzNdSiwo52OtjeVc8TGAsdRbflcRbWdshu4tdZ9se3L24lbzmFrAH/UrOpv+CGM9UlgDTAd+D3gUUn/bPvfy7bYX0s6wPb/+k1A+3bgdoAPHn5sW3ONiIiIiIiIiIjf3XBs+dwFjKqVnwZOa9F/JXAesNW2qbZXTqXa8vl4q4EkXde8pKBWdyYwDzjX9mulejPw4dqrR1GtFmvpXYx1CdWZcra9EfhXqgRi0weBXw00n4iIiIiIiIiI6LwhT6iVc8W6ymUEAHcD3ZJ+s/9M0gxJJ5XicuAKqsQa5d+LgRdtt1zpZnte85KCEvdU4DaqBNi2WteHgbMkHVIuEDir1CHpv0r6dN/Y7yRWCy8AnyhxDwM+CvyslEcDL9l+fYAYERERERERERExBIZjyyfAI8A04Ie2d0k6B7hF0i3A68Ba4Aul73LgZkpCzfZWSV1U56vV9T1D7c9t9+2zgOrQ/yXV+f+8YPtc29slfZ1qOynA12xvL88nUZ1v1tegY0n6PPCXwFhgraQHbf9n4OvA30r6CdWW0Sttv1ze/xPgwX7/is0JHnkQPTkPKyIiIiIiIiJiSKjaRTnEg1aru+bavmjIBx8kSQ/b/uQwjn8v8GXbz+6pT6PRcE9PzxDOKiIiIiIiIiLi/U3SatuN/tqG4ww1bPcCy8pKs73aMCfTRgLfb5VMi4iIiIiIiIiIoTVcWz6xfedwjf1eYfvXwKLhnkdERERERERERLxlWFaoRUREREREREREvFcloRYRERERERERETEISahFREREREREREQMQhJqERERERERERERgzBslxLEu2hLL8w/aLhnERERERERERH/Uc3/xXDPYEgNywo1SftI+pGkrlKeKOlBSRslPSPpu5IOk9QraVLpM0LSq5IurMVZLWmypNmSXpK0pvY7oZ9x50paL2mtpMckfaTWNkvShvKb1cY3DDqWpMvLN1rSobX6L9XmvU7SbkkfkjRS0o8lJfEZEREREREREbGXGK4tn5cC99reLWkUsBRYaHuC7eOBhcAYYAXQXd45BXi2WZa0HzAeeKq0L7Y9qfZb38+4vUDD9snAPcANJdaHgGuA04Ep8P+zd+/Repd1fvffnyZGDgIipKJgVMpQYDgE3MRhy2BFCrRYR1ZxIogQtaVd84gzsMaqC6dEhWUVZrR1Ogh1nIqtDsIg6AIHKM2DXUmw5EQM4cEwnYCZhIID2BEih/B9/vhdt9xsdvYBc+8b6Pu11r3yuw6/73X9dv77ruvAhUn2nOQbXkispcAJwH39garqkt68gU8Ct1XVw1X1JHArsHCSuUiSJEmSJGmGDCuh9n7g+vZ8BrC8qr7Xa6yqJVW1ji4B1UuojQJfAea38gJgVVVtm+qgLe7jrXg7sF97Pgm4pSWxHgFuAU7e0bGqanVVbZxkmqcD3+orX0f395IkSZIkSdKLwIxvJUwyB9i/L7F0KLByO92XARe151Hg08DpSXZr5aV9fRcmObavfExVbZ1gKh8Gvt+e9wV+0te2qdVN1Q6JlWQXuuTbR/qq1wFHj9P3HOAcgHnz5sHi+8Z2kSRJkiRJ0gAM42yuvYFHp9Kxqja2c8T2AQ6i2/J5B912ylHgy33dr6qqj4wT5nnaOWwjwNt7VeMNP9OxgH8GLK2qh3/5Yrct9skku1XV3/XVXwFcATAyMjLV+JIkSZIkSfoVDWPL51Zgp77yXcBbJui/HDgN2FJVRbe98m10Wz5vn2igJBf3DvvvqzsBuAB4d1U90ao3AW/oe3U/YPNkH7IjYzXv47nbPXteCfxiijEkSZIkSZI0QDOeUGvnis1qlxEAfBMYTXJKr0+Sk5Mc1opLgfPoEmu0f88CHqiqCVe6VdUFfYf9k+RI4HK6BNiDfV1vAk5Msme7QODEVkeSzyU5dWzsFxJrIkn2oFvldv2Y+r2Ah6rqqcliSJIkSZIkafCGdSnBzcCxAO2cs3cB5ybZkGQ9sAjoJamW0t3mubz13wLMojtfrd/C3mq09hvl+S4BXgVc3fp8t8V8GPgs3XbSO4DP9G27PAx4YEfESvLRJJvoVq2tTfLVvninAjdX1WNjxnkHcOM440uSJEmSJGkI0u2inOFBu9Vd51fVB2Z88GlKclNVnTTE8a8FPllV92yvz8jISK1YsWIGZyVJkiRJkvTylmRlVY2M1zaUFWpVtRpYkmTWMMafjiEn0+YA102UTJMkSZIkSdLMGsYtnwBU1deGNfZLRVU9CVw57HlIkiRJkiTpWcM6Q02SJEmSJEl6STKhJkmSJEmSJE2DCTVJkiRJkiRpGoZ2hpp2oM2rYfEew57FC7f4Z8OegSRJkiRJ0pQNZYVakp2T3Na75TPJgUluTHJvkruTfDvJa5OsTjK/9Zmd5LEkZ/bFWZnkqCSLkjyUZE3f75Bxxj0/yfoka5PcmuSNfW1nJ9nQfmdP4RumHSvJR9o3VpK9x4l5dJJtSU5r5TlJfpDExKckSZIkSdKLxLC2fH4IuLaqtiXZCbgBuKyqDqiqg4HLgLnAMmC0vXMEcE+vnGRXYH/gztZ+VVXN7/utH2fc1cBIVR0OXAN8ocV6DXAh8FZgAXBhkj0n+YYXEmspcAJw39hgLbn4eeCmXl275fNWYOEkc5EkSZIkSdIMGVZC7f3A9e35DGB5VX2v11hVS6pqHV0CqpdQGwW+Asxv5QXAqqraNtVBW9zHW/F2YL/2fBJwS1U9XFWPALcAJ+/oWFW1uqo2bifkucBfAA+Oqb+O7u8lSZIkSZKkF4EZ30qYZA6wf19i6VBg5Xa6LwMuas+jwKeB05Ps1spL+/ouTHJsX/mYqto6wVQ+DHy/Pe8L/KSvbVOrm6pfKVaSfYFTgeOBo8c0rxunjiTnAOcAzJs3DxY/b9GbJEmSJEmSBmAYK9T2Bh6dSseWdJuTZB/gILotn3fQbaccpUu49Yzd8rndZFo7h20EuKRXNd7wU5njDor1JeDj4622a3VPtiRif/0VVTVSVSNz586dylQlSZIkSZK0AwwjobYV2KmvfBfwlgn6LwdOA7ZUVdFtr3wb3ZbP2ycaKMnFvUsK+upOAC4A3l1VT7TqTcAb+l7dD9g82YfswFgjwJ8n2Uj3rX+S5D197a8EfjHZfCRJkiRJkjR4M55Qa+eKzWqXEQB8ExhNckqvT5KTkxzWikuB8+gSa7R/zwIeqKoJV7pV1QW9FWst7pHA5XQJsP6zym4CTkyyZ7tA4MRWR5LPJTl1bOwXEmuCeb65qt5UVW+iu+Dgd6rqujbOXsBDVfXURDEkSZIkSZI0M4Z1KcHNwLEAbWvmu4Bzk2xIsh5YxLOH8y+lu81zeeu/BZjFc7d7QneG2pq+3yjPdwnwKuDq1ue7LebDwGfptpPeAXym1QEcBjywI2Il+WiSTXSr1tYm+eoU/lbvAG6cQj9JkiRJkiTNgHS7KGd40G511/lV9YEZH3yaktxUVScNcfxrgU9W1T3b6zMyMlIrVqyYwVlJkiRJkiS9vCVZWVUj47UNZYVaVa0GliSZNYzxp2PIybQ5wHUTJdMkSZIkSZI0s2YPa+Cq+tqwxn6pqKongSuHPQ9JkiRJkiQ9a1hnqEmSJEmSJEkvSSbUJEmSJEmSpGkwoSZJkiRJkiRNw9DOUNMOtHk1LN5j2LOQ9H+DxT8b9gwkSZIkaeiGskItyc5Jbuvd8pnkwCQ3Jrk3yd1Jvp3ktUlWJ5nf+sxO8liSM/virExyVJJFSR5Ksqbvd8g4456fZH2StUluTfLGvrazk2xov7On8A3TjpXkI+0bK8neffW/1eKsSbIiybGtfk6SHyQx8SlJkiRJkvQiMawtnx8Crq2qbUl2Am4ALquqA6rqYOAyYC6wDBht7xwB3NMrJ9kV2B+4s7VfVVXz+37rxxl3NTBSVYcD1wBfaLFeA1wIvBVYAFyYZM9JvuGFxFoKnADcNybWrcARVTW//W2+Cr+85fNWYOEkc5EkSZIkSdIMGVZC7f3A9e35DGB5VX2v11hVS6pqHV0CqpdQGwW+Asxv5QXAqqraNtVBW9zHW/F2YL/2fBJwS1U9XFWPALcAJ+/oWFW1uqo2jhPr51VVrbgrUH3N19H9vSRJkiRJkvQiMONbCZPMAfbvSywdCqzcTvdlwEXteRT4NHB6kt1aeWlf34W9rZLNMVW1dYKpfBj4fnveF/hJX9umVjdVv3KsJKcCnwP+PnBKX9M64Ohx+p8DnAMwb948WDx20ZskSZIkSZIGYRgr1PYGHp1Kx5Z0m5NkH+Agui2fd9BtpxylS7j1jN3yud1kWjuHbQS4pFc13vBTmeOOilVV36mqg4D3AJ/tq98GPNmSiP39r6iqkaoamTt37lSmKkmSJEmSpB1gGAm1rcBOfeW7gLdM0H85cBqwpW2LvB14G92Wz9snGijJxb1LCvrqTgAuAN5dVU+06k3AG/pe3Q/YPNmH7MhYPVX1A+Af9F9aALwS+MVUY0iSJEmSJGlwZjyh1s4Vm9UuIwD4JjCa5JfbHJOcnOSwVlwKnEeXWKP9exbwQFVNuNKtqi7orVhrcY8ELqdLgD3Y1/Um4MQke7YLBE5sdST5XNuO+RwvJNb2JDkgSdrzUcAc4G9beS/goap6aqIYkiRJkiRJmhnDupTgZuBYgLY1813AuUk2JFkPLAJ6SaqldLd5Lm/9twCzeO52T+jOUFvT9xvl+S4BXgVc3fp8t8V8mG6b5R3t95lWB3AY8MCOiJXko0k20a1aW5vkqy3WPwfWtZV0/xFY2HdJwTuAG7f3h5QkSZIkSdLMyrN5mxkctFvddX5VfWDGB5+mJDdV1UlDHP9a4JNVdc/2+oyMjNSKFStmcFaSJEmSJEkvb0lWVtXIeG1DWaFWVauBJUlmDWP86RhyMm0OcN1EyTRJkiRJkiTNrNnDGriqvjassV8qqupJ4Mphz0OSJEmSJEnPGtYZapIkSZIkSdJLkgk1SZIkSZIkaRpMqEmSJEmSJEnTYEJNkiRJkiRJmoahXUqgHWjzali8x7BnIWmqFv9s2DOQJEmSJP0KhrJCLcnOSW5LMquVD0xyY5J7k9yd5NtJXptkdZL5rc/sJI8lObMvzsokRyVZlOShJGv6foeMM+75SdYnWZvk1iRv7Gs7O8mG9jt7Ct8w7VhJPtK+sZLs3Vf//hZnbZJlSY5o9XOS/CCJiU9JkiRJkqQXiWFt+fwQcG1VbUuyE3ADcFlVHVBVBwOXAXOBZcBoe+cI4J5eOcmuwP7Ana39qqqa3/dbP864q4GRqjocuAb4Qov1GuBC4K3AAuDCJHtO8g0vJNZS4ATgvjGx/hp4e4v1WeAKgKp6ErgVWDjJXCRJkiRJkjRDhrXy6f3AGe35DGB5VX2v11hVSwCSLAX+KfAndIm0rwCLWrcFwKqWlJvSoL24ze1Ab7XbScAtVfVwG/cW4GTgWzsyVlWtbnVjYy0bE2u/vvJ1wOeA/9r/TpJzgHMA5s2bB4vH5ugkSZIkSZI0CDO+Qi3JHGD/qtrYqg4FVm6ne/8KtVHgB8ATSXZr5aV9fReO2fK58yRT+TDw/fa8L/CTvrZNrW6qBhULYB1w9NhOVXVFVY1U1cjcuXOnEV6SJEmSJEm/imGsUNsbeHQqHatqYztHbB/gILotn3fQbaccBb7c1/2qqvrIVOK2c9hGgLf3qsYbfgix3kGXUDv2ly92K/CeTLJbVf3dVOJIkiRJkiRpcIZxhtpWYKe+8l3AWybovxw4DdhSVUW3JfJtdFs+b59ooCQX91as9dWdAFwAvLuqnmjVm4A39L26H7B5sg/ZwbEOB74K/FZV/e2Y5lcCv5gshiRJkiRJkgZvxhNqVfUIMKtdRgDwTWA0ySm9PklOTnJYKy4FzqNLrNH+PQt4oKomXOlWVRf0LilocY8ELqdLgD3Y1/Um4MQke7YLBE5sdST5XJJTx8Z+IbG2J8k84FrgA1X14zFtewEPVdVTE8WQJEmSJEnSzBjWLZ8307Y1VtVW4F3AuUk2JFlPd/FAL0m1lO42z+Wt/xZgFt35av3GnqE2yvNdArwKuLr1+W6L+TDd7Zp3tN9nepcKAIcBD+yIWEk+mmQT3aq1tUm+2mL9W2Av4E9arBV947wDuHHcv6IkSZIkSZJmXLpdlDM8aLe66/yq+sCMDz5NSW6qqpOGOP61wCer6p7t9RkZGakVK1Zsr1mSJEmSJEnTlGRlVY2M1zaUFWpVtRpYkmTWMMafjiEn0+YA102UTJMkSZIkSdLMGsYtnwBU1deGNfZLRVU9CVw57HlIkiRJkiTpWcM6Q02SJEmSJEl6STKhJkmSJEmSJE2DCTVJkiRJkiRpGoZ2hpp2oM2rYfEew57F/50W/2zYM5AkSZIkSTNsYCvUkuyc5LbeTZ5JDkxyY5J7k9yd5NtJXptkdZL5rc/sJI8lObMvzsokRyVZlOShJGv6foeMM+5xSVYleTrJaWPaPp9kXfst7Kt/c5IfJtmQ5Kp2u+ZE3zY/yfIkdyVZO5VYSQ5q7zyR5Pf7+v/DMd/0f5L8Xmu7NMnx0/3bS5IkSZIkaXAGueXzQ8C1VbUtyU7ADcBlVXVAVR0MXAbMBZYBo+2dI4B7euUkuwL7A3e29quqan7fb/04494PLAK+2V+Z5BTgKGA+8FbgY0l2b82fB75YVb8GPAJ8eJJvexw4q6p+HTgZ+FKSV08S62Hgo8Cl/YGq6p7e9wBvabG/05q/DHxikrlIkiRJkiRpBg0yofZ+4Pr2fAawvKq+12usqiVVtQ5YyrMJtVHgK3RJL4AFwKqq2jbVQatqY1WtBZ4Z03QIcFtVPV1Vj9El6U5OEuB44JrW7+vAeyYZ48dVtaE9bwYeBOZOFKuqHqyqO4CnJgj9TuCvquq+9s59wF5J9pnCp0uSJEmSJGkGDOQMtbbNcf+q2tiqDgVWbqf7MuCi9jwKfBo4Pclurby0r+/CJMf2lY+pqq1TnNadwIVJ/gjYBXgHsB7YC3i0qp5u/TYB+04xJkkWAHOAv/pVYwHvA741pm4V8DbgL8aMew5wDsC8efNg8X3TGEaSJEmSJEkv1KBWqO0NPDqVji3pNqetwjqIbsvnHXTbMkfpEm49Y7d8TjWZRlXdDNzY4n0LWA48DWS87lOJmeR1wDeAD1bVM79irDnAu4GrxzQ9CLz+eUGrrqiqkaoamTt37lSGkCRJkiRJ0g4wqITaVmCnvvJddOeDbc9y4DRgS1UVcDvdqqwF7Xm7klzcO9B/sklV1cUtEfeP6ZJfG4CfAq9O0luttx+webJY7fy1G4BPVVVvji8oVvNP6La3/u8x9TvR/T0lSZIkSZL0IjCQhFpVPQLMapcRQHdBwGi7GACAJCcnOawVlwLn0SXWaP+eBTxQVROudKuqC/oO9d+uJLOS7NWeDwcOB25uCbwldAk9gLNpZ78lWZDkynFizaG7OODKqvrlirKJYk3B6Tx/uyfAgcC6KcaQJEmSJEnSgA3yUoKbgWMB2tbMdwHnJtmQZD3dTZwPtr5L6W7zXN76bwFm8dztntCdobam7zc6pp0kRyfZBLwXuDzJXa3pFcD/aGNfAZzZd9bZx4Hzk9xLdw7an7b6eYy/Ouy3geOARX1z6SX0xo2VZJ82r/OBTyXZ1LtlNMkuwD8Grh3zLa8ADgBWjDMHSZIkSZIkDUG6RVUDCJwcCZxfVR8YyAAzIMklwDfaraHDGP9U4Kiq+oOJ+o2MjNSKFebcJEmSJEmSdpQkK6tqZLy2gdzyCVBVq5MsSTKrqrYNapxBqqqPDXkKs4E/HPIcJEmSJEmS1GdgCTWAqvraIOO/3PWfzyZJkiRJkqQXh0GeoSZJkiRJkiS97JhQkyRJkiRJkqbBhJokSZIkSZI0DQM9Q00zZPNqWLzH4OIv/tngYkuSJEmSJL3EDGWFWpKdk9yWZFYrH5jkxiT3Jrk7ybeTvDbJ6iTzW5/ZSR5LcmZfnJVJjkqyKMlDSdb0/Q4ZZ9zjkqxK8nSS08a0fT7JuvZbOIVvOD/J+iRrk9ya5I19bWcn2dB+Z/fVf6R9YyXZe0y8f9TmfVeS21rdnCQ/SGLiU5IkSZIk6UViWFs+PwRcW1XbkuwE3ABcVlUHVNXBwGXAXGAZMNreOQK4p1dOsiuwP3Bna7+qqub3/daPM+79wCLgm/2VSU4BjgLmA28FPpZk90m+YTUwUlWHA9cAX2ixXgNc2OIsAC5Msmd7ZylwAnDfmPFfDfwJ8O6q+nXgvQBV9SRwKzBpgk+SJEmSJEkzY1gJtfcD17fnM4DlVfW9XmNVLamqdXQJqF5CbRT4Cl3SC7pk1aqq2jbVQatqY1WtBZ4Z03QIcFtVPV1Vj9El6U6eJNaSqnq8FW8H9mvPJwG3VNXDVfUIcEsvVlWtrqqN44Q7gy7BeH/r92Bf23V0fy9JkiRJkiS9CMz4VsIkc4D9+xJLhwIrt9N9GXBRex4FPg2cnmS3Vl7a13dhkmP7ysdU1dYpTutOupVkfwTsArwDGG+F2/Z8GPh+e94X+Elf26ZWN5EDgVck+X+B3YB/X1VXtrZ1wNFjX0hyDnAOwLx582DxfWO7SJIkSZIkaQCGcTbX3sCjU+lYVRvbOWL7AAfRbfm8g2475Sjw5b7uV1XVR17IhKrq5iRH0yXwHgKWA09P5d12ptsI8PZe1XhDTBJmNvAW4J3AzsDyJLdX1Y/bttgnk+xWVX/XN+crgCsARkZGJosvSZIkSZKkHWQYWz63Ajv1le+iSyZtz3LgNGBLVRXd9sq30W35vH2igZJc3LukYLJJVdXF7ey1f0yXFNsw2TtJTgAuoDv77IlWvQl4Q1+3/YDNk4TaBPxlVT1WVT8FfkB3ZlzPK4FfTDYfSZIkSZIkDd6MJ9TauWKz2mUE0F0QMNouBgAgyclJDmvFpcB5dIk12r9nAQ9U1YQr3arqgt4lBRP1SzIryV7t+XDgcODmVv5cklPHeedI4HK6ZFr/mWc3AScm2bNdRnBiq5vI9cBvtptMd6FbgXd3G2cv4KGqemqSGJIkSZIkSZoBw7qU4GbgWIB2ztm7gHOTbEiynu4mzl6SaindbZ7LW/8twCy67Zn9FvZWo7Xf6Jh2khydZBPdLZqXJ7mrNb0C+B9t7CuAM6uqt+XzMOCBcb7hEuBVwNVtvO+2+T0MfJZua+odwGdaHUk+2sbfD1ib5KvtnbuBvwTWAv8T+Gq7lAG689xunOBvKUmSJEmSpBmUbhflDA/are46v6o+MOODT1OSm6rqpCGOfy3wyaq6Z3t9RkZGasWKFTM4K0mSJEmSpJe3JCuramS8tqGsUKuq1cCSJLOGMf50DDmZNge4bqJkmiRJkiRJkmbWMG75BKCqvjassV8qqupJ4Mphz0OSJEmSJEnPGtYZapIkSZIkSdJLkgk1SZIkSZIkaRpMqEmSJEmSJEnTYEJNkiRJkiRJmoaBXUqQZGfgL4Hjq2pbkgOBLwEHAk8BPwLObX0+WFVrkswGfgb8q6r6Ly3OSuBfAocDlwB/0zfMGVW1fsy4x7VxDgfeV1XX9LV9ATiFLpF4C/C7VVVJjgcuBeYAK4EPV9XTE3zbfOAyYHdgG3BxVV3V2t4M/DnwGmAV8IGqejJJgH8P/FPgcWBRVa1q75wH/Aug2t/lg1X1iySXAjdW1X+f8I+9eTUs3mPCLpIkDc3inw17BpIkSdIONcgVah8Crm3JtJ2AG4DLquqAqjqYLiE1F1gGjLZ3jgDu6ZWT7ArsD9zZ2q+qqvl9v+ck05r7gUXAN/srk4wCb6NLtB0KHA28PcnfA75Ol3w7FLgPOHuSb3scOKuqfh04GfhSkle3ts8DX6yqXwMeAT7c6v8J8Gvtd077fpLsC3wUGGnjzwLe1975MvCJSeYiSZIkSZKkGTTIhNr7gevb8xnA8qr6Xq+xqpZU1TpgKc8m1EaBrwDzW3kBsKqqtk110KraWFVrgWfGNgE70a1CeyXwCuB/A3sBT1TVj1u/W4B/PskYP66qDe15M/AgMLetQjse6K2K+zrwnvb8W8CV1bkdeHWS17W22cDObYXeLsDmFvs+YK8k+0z1+yVJkiRJkjRYA9nymWQOsH9VbWxVh9JtpRzPMuCi9jwKfBo4Pclurby0r+/CJMf2lY+pqq1TmVNVLU+yBNgCBPjjqrq7JcFekWSkqlYApwFvmEpMgCQL6JJ0f0WXnHu0b7voJmDf9rwv8JO+VzcB+1bVira1835gK3BzVd3c128V3cq6vxgz7jl0K92YN28eLL5vqlOWJEmSJEnSr2BQK9T2Bh6dSseWdJvTVmEdRLfl8w7grXQJtWV93cdu+ZxSMg0gyQHAwcB+dMmt45McV1VFt8Xyi0n+J/B3wHbPTxtC0ez6AAAgAElEQVQT83XAN+jOPHuGLlH3vE/sdR+vLcmedKvX3gy8Htg1yZl9fR5s9c99seqKqhqpqpG5c+dOZbqSJEmSJEnaAQaVUNtKt72y5y7gLRP0X063MmxLS3DdTrcqa0F73q4kFydZk2TNJHM6Fbi9qn5eVT8Hvg/8BnSr16rqN6tqAfADYMMksUiyO925cJ9qWzgBfkq3lbO38m8/2vZNuhVp/Svfem0nAH9dVQ9V1VPAtTy7BRa6v+OUE4eSJEmSJEkarIEk1KrqEWBWu4wAugsCRpOc0uuT5OQkh7XiUuA8usQa7d+zgAeqasKVblV1QW/F2iTTup/uEoLZSV4BvB24u83l77d/Xwl8nO4cN5IsSHLl2EBtS+t36M5Eu7pvLgUsoUsOQne5Qe8cue8CZ6XzG8DPqmpLm9dvJNmlbT99Z29ezYHAukm+TZIkSZIkSTNkkJcS3AwcC9C2Zr4LODfJhiTr6W7ifLD1XUp3m+fy1n8L3W2Xy8bEXNhbjdZ+o2PaSXJ0kk3Ae4HLk9zVmq6hO+fsR3S3ht7Zd0nCx5LcDawFvldV/73Vz2P81WG/DRwHLOqbSy+h93Hg/CT30p2p9qet/kbgfwH3Av8J+J32rT9sc1vV5vb3gCvat7wCOABYMc4cJEmSJEmSNATpFlUNIHByJHB+VX1gIAPMgCSXAN9ot4YOY/xTgaOq6g8m6jcyMlIrVphzkyRJkiRJ2lGSrKyqkfHaBnLLJ0BVrU6yJMmsqto2qHEGqao+NuQpzAb+cMhzkCRJkiRJUp+BJdQAquprg4z/ctd/PpskSZIkSZJeHAZ5hpokSZIkSZL0smNCTZIkSZIkSZoGE2qSJEmSJEnSNJhQkyRJkiRJkqZhoJcSaIZsXg2L9xj2LCT932Dxz4Y9A0mSJEkauoGtUEuyc5Lbksxq5QOT3Jjk3iR3J/l2ktcmWZ1kfuszO8ljSc7si7MyyVFJFiV5KMmavt8h44x7XJJVSZ5OctqYti8kuauN/x+SpNX/5yR/3Rd3/iTfNj/J8hZrbZKFfW1vTvLDJBuSXJVkTqs/qL3zRJLfHxPvvBZrXZJvJdmp1V+a5Pjp/u0lSZIkSZI0OIPc8vkh4Nqq2tYSRDcAl1XVAVV1MHAZMBdYBoy2d44A7umVk+wK7A/c2dqvqqr5fb/144x7P7AI+GZ/ZZJR4G3A4cChwNHA2/u6fKwv7ppJvu1x4Kyq+nXgZOBLSV7d2j4PfLGqfg14BPhwq38Y+Chw6Zh57dvqR6rqUGAW8L7W/GXgE5PMRZIkSZIkSTNokAm19wPXt+czgOVV9b1eY1Utqap1wFKeTaiNAl8BeivEFgCrqmrbVAetqo1VtRZ4ZmwTsBMwB3gl8Argf0/ri54d48dVtaE9bwYeBOa2FW/HA9e0rl8H3tP6PVhVdwBPjRNyNrBzktnALsDm9s59wF5J9nkh85QkSZIkSdKON5Az1No2x/2ramOrOhRYuZ3uy4CL2vMo8Gng9CS7tfLSvr4LkxzbVz6mqrZOZU5VtTzJEmALEOCPq+ruvi4XJ/m3wK3AJ6rqianETbKALkn3V8BewKNV9XRr3gTsO8m8/ibJpXQr67YCN1fVzX1dVtGtrPuLMeOeA5wDMGv3ubzpF382lelKmoKN/+6UYU9BkiRJkvQiNqgVansDj06lY0u6zWmrsA6i2/J5B/BWuoTasr7uY7d8TimZBpDkAOBgYD+6JNfxSY5rzZ9sYx8NvAb4+BRjvg74BvDBqnqGLlH3vE+cJMaewG8BbwZeD+zaf4Yc3eq31z8vaNUVVTVSVSOzdvFCAkmSJEmSpJkyqITaVrrtlT13AW+ZoP9y4DRgS1UVcDvdqqwF7Xm7klzcu0xgkjmdCtxeVT+vqp8D3wd+A6CqtlTnCeDP2rgTSrI73blwn6qq3hx/Cry6bd2ELnm3eZJQJwB/XVUPVdVTwLU8uwUWur/jlBOHkiRJkiRJGqyBJNSq6hFgVu+2SroLAkaT/HIfVZKTkxzWikuB8+gSa7R/zwIeqKoJV7pV1QW9FWuTTOt+4O3tJtFX0F1IcHeby+vav6E782xdKy9IcuXYQG1L63eAK6vq6r65FLCELjkIcDbPniM30bx+I8kubfx39ubVHNibjyRJkiRJkoZvIGeoNTcDxwL/raq2JnkX3W2YX6I7mH8t8Lut71Lgi7SEWlVtSTKL5273hOefofY7VfWcPkmOpkt27Qn8sySfbrdxXkN3YcCP6LZh/mXfJQn/Nclcui2ba4B/3ernMf7qsN8GjqO7MGBRq1vUbgf9OPDnSS4CVgN/2ua1D7AC2B14JsnvAYdU1Q+TXEN3VtrT7Z0r2juvAA5o723XYfvuwQrPfJIkSZIkSZoR6RZVDSBwciRwflV9YCADzIAklwDfaLeGDmP8U4GjquoPJuo3MjJSK1ZMmHOTJEmSJEnSNCRZWVUj47UNbIVaVa1OsiTJrKraNqhxBqmqPjbkKcwG/nDIc5AkSZIkSVKfQW75pKq+Nsj4L3f957NJkiRJkiTpxWFQt3xKkiRJkiRJL0sm1CRJkiRJkqRpMKEmSZIkSZIkTcNAz1DTDNm8GhbvMexZvHCLfzbsGUiSJEmSJE3ZUFaoJdk5yW1JZrXygUluTHJvkruTfDvJa5OsTjK/9Zmd5LEkZ/bFWZnkqCSLkjyUZE3f75Bxxj0uyaokTyc5ra/+HWPe/UWS90zyDecnWZ9kbZJbk7yxr+3sJBva7+y++o+0b6wke/fV/6MkP+sb/9+2+jlJfpDExKckSZIkSdKLxLC2fH4IuLaqtiXZCbgBuKyqDqiqg4HLgLnAMmC0vXMEcE+vnGRXYH/gztZ+VVXN7/utH2fc+4FFwDf7K6tqSe894HjgceDmSb5hNTBSVYcD1wBfaPN6DXAh8FZgAXBhkj3bO0uBE4D7xon3P/rm/pk2ryeBW4GFk8xFkiRJkiRJM2RYCbX3A9e35zOA5VX1vV5jS3Cto0tA9RJqo8BXgPmtvABYVVXbpjpoVW2sqrXAMxN0Ow34flU9PkmsJX19bgf2a88nAbdU1cNV9QhwC3Bye2d1VW2c6nyb6+j+XpIkSZIkSXoRmPGthEnmAPv3JZYOBVZup/sy4KL2PAp8Gjg9yW6tvLSv78Ikx/aVj6mqrS9giu8D/mia73wY+H573hf4SV/bplY3mWOS3AlsBn6/qu5q9euAo8d2TnIOcA7AvHnzYPF4i94kSZIkSZK0ow1jhdrewKNT6diSbnOS7AMcRLfl8w667ZSjdAm3nrFbPqedTEvyOuAw4KZpvHMmMAJc0qsa71MmCbMKeGNVHQF8mW5VWvditwLvyZZEpK/+iqoaqaqRuXPnTnW6kiRJkiRJ+hUNI6G2Fdipr3wX8JYJ+i+n24a5paqKbnvl2+i2fN4+0UBJLu4d9D/Fuf028J2qemoqnZOcAFwAvLuqnmjVm4A39HXbj27V2XZV1f+pqp+35xuBV/RfWgC8EvjF1D5BkiRJkiRJgzTjCbV2rtisdhkBdBcEjCY5pdcnyclJDmvFpcB5dIk12r9nAQ9U1YQr3arqgr7LBqbidOBb/RVJPpfk1LEdkxwJXE6XTHuwr+km4MQke7bLCE5kkhVvSfZJkva8gO7/5W9beS/goakm+SRJkiRJkjRYw7qU4GbgWIC2NfNdwLlJNiRZT3cTZy9JtZTuNs/lrf8WYBbP3e4J3Rlqa/p+o2PaSXJ0kk3Ae4HLk9zV1/YmupVlt4157TDggXG+4RLgVcDVbbzvtvk9DHyWbmvqHcBnWh1JPtrG3w9Ym+SrLdZpwLp2htp/AN7XVuMBvAO4cZzxJUmSJEmSNAR5Nm8zg4N2q7vOr6oPzPjg05Tkpqo6aYjjXwt8sqru2V6fkZGRWrFixQzOSpIkSZIk6eUtycqqGhmvbSgr1KpqNbAkyaxhjD8dQ06mzQGumyiZJkmSJEmSpJk1e1gDV9XXhjX2S0VVPQlcOex5SJIkSZIk6VnDOkNNkiRJkiRJekkyoSZJkiRJkiRNgwk1SZIkSZIkaRpMqEmSJEmSJEnTMJRLCZLsDPwlcHxVbUtyIPAl4EDgKeBHwLmtzwerak2S2cDPgH9VVf+lxVkJ/EvgcOAS4G/6hjmjqtaPGfe4Ns7hwPuq6pq+tnnAV4E3AAX806raOME3nA/8C+Bp4CHgQ1V1X2s7G/hU63pRVX291X8E+D3gHwBzq+qnrX4P4L8A8+j+Ty6tqj9rt3z+t/Z3enq7f9DNq2HxHttt/pUt/tngYkuSJEmSJL3EDGuF2oeAa1sybSfgBuCyqjqgqg4GLgPmAsuA0fbOEcA9vXKSXYH9gTtb+1VVNb/v95xkWnM/sAj45jhtVwKXtPEXAA9O8g2rgZGqOhy4BvhCm9drgAuBt7Y4FybZs72zFDgBuG9MrP8HWF9VRwD/CPjDJHPaLZ+3AgsnmYskSZIkSZJmyLASau8Hrm/PZwDLq+p7vcaqWlJV6+gSUL2E2ijwFWB+Ky8AVlXVtqkOWlUbq2ot8Ex/fZJDgNlVdUvr9/OqenySWEv6+twO7NeeTwJuqaqHq+oR4Bbg5PbO6u2seitgtyQBXgU8TLfyDeA6ur+XJEmSJEmSXgRmfMtn28a4f19i6VBg5Xa6LwMuas+jwKeB05Ps1spL+/ouTHJsX/mYqto6xWkdCDya5FrgzXTbLD8xjWTdh4Hvt+d9gZ/0tW1qdRP5Y+C7wGZgN2BhVfWSfuuAo8e+kOQc4ByAefPmweKxi94kSZIkSZI0CMNYobY38OhUOrak25wk+wAH0W35vINuO+UoXcKtZ+yWz6km06BLLP4m8Pt0yav96baGTirJmcAI3RluABnvUyYJcxKwBng93Qq8P06yO0BL6j3ZkojPBqy6oqpGqmpk7ty5U5mqJEmSJEmSdoBhJNS2Ajv1le8C3jJB/+XAacCWqiq67ZVvo9vyeftEAyW5OMmaJGsmmdMmYHVV/a92+P91wFGTvEOSE4ALgHdX1RN9sd7Q120/upVnE/kg3ZlyVVX3An9Nl0DseSXwi8nmI0mSJEmSpMGb8YRaO1dsVruMALoLAkaTnNLrk+TkJIe14lLgPLrEGu3fs4AHqmrClW5VdUFvxdok07oD2DNJb6nX8cD6NpfPJTl17AtJjgQup0um9V9gcBNwYpI922UEJ7a6idwPvLPFfS3wD4H/1cp7AQ9V1VOTxJAkSZIkSdIMGNalBDcDxwK0rZnvAs5NsiHJerrtlr0k1VK6LZjLW/8twCyeu90TujPU1vT9Rse0k+ToJJuA9wKXJ7mrxdxGt93z1iQ/otu2+Z/aa4cBD4zzDZfQXSBwdRvvuy3Ww8Bn6ZJ0dwCfaXUk+Wgbfz9gbZKvtlifpUsq/ojuVs+PV9VPW9s7gBsn+FtKkiRJkiRpBqXbRTnDg3aru86vqg/M+ODTlOSmqjppiONfC3yyqu7ZXp+RkZFasWLFDM5KkiRJkiTp5S3JyqoaGa9tKCvUqmo1sCTJrGGMPx1DTqbNAa6bKJkmSZIkSZKkmTV7WANX1deGNfZLRVU9CVw57HlIkiRJkiTpWcM6Q02SJEmSJEl6STKhJkmSJEmSJE2DCTVJkiRJkiRpGkyoSZIkSZIkSdNgQk2SJEmSJEmahoEl1JLsnOS2JLNa+cAkNya5N8ndSb6d5LVJVieZ3/rMTvJYkjP74qxMclSSRUkeSrKm73fIOOMel2RVkqeTnNZX/8YWa02Su5L863He/XKSn0/h2+YnWd7irE2ysK/tzUl+mGRDkquSzGn1B7V3nkjy+2PinddirUvyrSQ7tfpLkxw/lb+3JEmSJEmSZsYgV6h9CLi2qra1BNENwGVVdUBVHQxcBswFlgGj7Z0jgHt65SS7AvsDd7b2q6pqft9v/Tjj3g8sAr45pn4LMFpV84G3Ap9I8vpeY5IR4NVT/LbHgbOq6teBk4EvJem9+3ngi1X1a8AjwIdb/cPAR4FL+wMl2bfVj1TVocAs4H2t+cvAJ6Y4J0mSJEmSJM2AQSbU3g9c357PAJZX1fd6jVW1pKrWAUt5NqE2CnwFmN/KC4BVVbVtqoNW1caqWgs8M6b+yap6ohVfSd+3t1V0lwD/Zopj/LiqNrTnzcCDwNwkAY4Hrmldvw68p/V7sKruAJ4aJ+RsYOcks4FdgM3tnfuAvZLsM5V5SZIkSZIkafBmDyJo2+a4f1VtbFWHAiu3030ZcFF7HgU+DZyeZLdWXtrXd2GSY/vKx1TV1mnM6w10K+UOAD7WkmEAHwG+W1VbupzY1CVZAMwB/grYC3i0qp5uzZuAfSd6v6r+JsmldCvrtgI3V9XNfV1WAW8D/mLMuOcA5wDM2n0ub/rEDdOa94vJxn93yrCnIEmSJEmSNGWDWqG2N/DoVDq2pNuctgrrILotn3fQbcscpUu49Yzd8jnlZFob6ydVdThdQu3sdobb64H30m2vnJYkrwO+AXywqp4BxsvG1SQx9gR+C3gz8Hpg1/4z5OhWv71+7HtVdUVVjVTVyKxd9pju1CVJkiRJkvQCDSqhthXYqa98F/CWCfovB04DtlRVAbfTrcpa0J63K8nFvUsKpjq5tjLtLuA3gSPpEmz3JtkI7JLk3sliJNmdbrXbp6qqN8efAq9uWzcB9qNt35zACcBfV9VDVfUUcC3PboGF7u84rcShJEmSJEmSBmcgWz6r6pEks5LsVFW/oLsg4JNJTqmqGwCSnAz8TVX9iG5b53nAf24hltOdafZAVU240q2qLgAumGxOSfYD/raqtrZVYW8D/qiNv09fv59X1QHteQHwkao6a0ysOcB3gCur6uq+uVSSJXTJwT8HzubZc+S2537gN5LsQpc4eyewoq/9QODq8V7sOWzfPVjhtklJkiRJkqQZMchLCW4GjgVoWzPfBZybZEOS9XQ3cT7Y+i6lu81zeeu/he62y2VjYi7srUZrv9Ex7SQ5Oskmum2clye5qzUdDPwwyZ3AbcClLZk2kXmMvzrst4HjgEV9c+ldpPBx4Py2ym0v4E/bvPZp8zof+FSSTUl2r6of0l1isAr4Ed3/yRXtnVfQrZ7rT7BJkiRJkiRpiNLtsBxA4ORI4Pyq+sBABpgBSS4BvtFuDR3G+KcCR1XVH0zUb2RkpFasMOcmSZIkSZK0oyRZWVUj47UNZMsnQFWtTrIkyayq2jaocQapqj425CnMBv5wyHOQJEmSJElSn4El1ACq6muDjP9y138+myRJkiRJkl4cBnmGmiRJkiRJkvSyY0JNkiRJkiRJmgYTapIkSZIkSdI0mFCTJEmSJEmSpmFgCbUkOye5LcmsVj4wyY1J7k1yd5JvJ3ltktVJ5rc+s5M8luTMvjgrkxyVZFGSh5Ks6fsdMs64xyVZleTpJKf11b+xxVqT5K4k/3qcd7+c5OdT+Lb5SZa3OGuTLOxre3OSHybZkOSqJHNa/UHtnSeS/P6YeK9Ock2S/6/9bY5p9ZcmOX4qf29JkiRJkiTNjEGuUPsQcG1VbUuyE3ADcFlVHVBVBwOXAXOBZcBoe+cI4J5eOcmuwP7Ana39qqqa3/dbP8649wOLgG+Oqd8CjFbVfOCtwCeSvL7XmGQEePUUv+1x4Kyq+nXgZOBLSXrvfh74YlX9GvAI8OFW/zDwUeDSceL9e+Avq+qg9je4u9V/GfjEFOckSZIkSZKkGTDIhNr7gevb8xnA8qr6Xq+xqpZU1TpgKc8m1EaBrwDzW3kBsKqqtk110KraWFVrgWfG1D9ZVU+04ivp+/a2iu4S4N9McYwfV9WG9rwZeBCYmyTA8cA1revXgfe0fg9W1R3AU/2xkuwOHAf8ad88H23P9wF7Jdlnip8vSZIkSZKkAZs9iKBtm+P+VbWxVR0KrNxO92XARe15FPg0cHqS3Vp5aV/fhUmO7SsfU1VbpzGvN9CtlDsA+FhLhgF8BPhuVW3pcmJTl2QBMAf4K2Av4NGqero1bwL2nSTE/sBDwJ8lOYLu7/S7VfVYa18FvA34izHjngOcAzBr97m86RM3TGve07Hx350ysNiSJEmSJEkvNYNaobY38OhUOrak25y2Cusgui2fd9BtyxylS7j1jN3yOeVkWhvrJ1V1OF1C7ex2htvrgffSba+cliSvA74BfLCqngHGy8bVJGFmA0fRbYc9EniM527zfBB4/diXquqKqhqpqpFZu+wx3alLkiRJkiTpBRpUQm0rsFNf+S7gLRP0Xw6cBmypqgJup1uVtaA9b1eSi3uXFEx1cm1l2l3AbwJH0iXY7k2yEdglyb2TxWhbNW8APlVVvTn+FHh1kt7Kv/2AzeO932cTsKmqftjK19Al2Hp2ovt7SpIkSZIk6UVgIAm1qnoEmNUuI4DugoDRJL/cO5jk5CSHteJS4Dy6xBrt37OAB3rniU0w1gW9FWsT9UuyX5Kd2/OedAm7e6rqhqrap6reVFVvAh6vqgNavwVJrhwn1hzgO8CVVXV131wKWEKXHAQ4m2fPkdve/B8AfpLkH7aqdwL9ly0cCKybKIYkSZIkSZJmzkDOUGtuBo4F/ltVbU3yLrrbML9EdzD/WuB3W9+lwBdpCbV2ltksnrvdE55/htrvVNVz+iQ5mi7ZtSfwz5J8ut3GeTDwh0mKbmvmpVX1o0m+YR7jrw77bbqLBPZKsqjVLaqqNcDHgT9PchGwmnbZQNvSugLYHXgmye/9/+3dfbDeZZ3n+ffHE9IBWsCGyEMwIywwiDAEPEQNNDMTe7pxYFosUUB5CFrF1PS0dsPIQq84C1tS1Ra4UGtNoeyCHdhWeRCWRiwbh87aThKQkwRiAgOBNtDpRAMrUUfTDAnf/eN3Hbk9npyHkDsnybxfVXed3/V83Tf1K+Bb1wNwXFX9DPgk8JctUPd3wCWtzV50q+eGxprkCbP2Z8hzziRJkiRJknaKdIuq+tBxchJweVVd2JcBdoIk1wN3tFtDp2L8DwInV9Vnx6o3ODhYQ0NjxtwkSZIkSZI0CUmWVdXgaGV9W6FWVSuSLEoyUFVb+zVOP1XVFVM8hWnAF6Z4DpIkSZIkSerRzy2fVNVt/ex/T9d7PpskSZIkSZJ2Df265VOSJEmSJEnaIxlQkyRJkiRJkibBgJokSZIkSZI0CX09Q007yfoVcM3+/ev/mp/2r29JkiRJkqTdTN9WqCXZO8l3kwy09DFJvpXk2SRPJbkrycFJViSZ0+pMS/KLJBf09LMsyclJFiR5McnjPZ/jRhn39CTLk2xJck5P/pwkS5OsTrIyybk9ZX+R5Ic9/c4Z57uN1dcRSR5NsibJnUmmt/xjW5tXknx6RH+Xtb5WJflakhkt/4Yk8yf720uSJEmSJKl/+rnl8+PAvVW1tQWIHgRurqqjquodwM3ATGAJMK+1ORF4ejidZF/gSOCJVn5nVc3p+Tw5yrgvAAuAr47I/yVwUVW9EzgDuCnJAT3lV/T0+/g4322svj4P3FhVRwMvA59o+T8BPgXc0NtRklktf7CqjgcGgPNa8ReBq8aZiyRJkiRJknaifgbUPgbc354/CiytqgeGC6tqUVWtAhbzekBtHvAlYHiF2FxgeVVtneigVbW2qlYCr43If6aq1rTn9cBGuoDepG2rryQB5gP3tKoLgbNbvY1V9Rjw6ihdTgP2TjIN2AdY39o8DxyY5JDtmackSZIkSZJ2vL6coda2OR5ZVWtb1vHAsm1UXwJ8rj3PA64Fzk/y5pZe3FP33CSn9aTfW1Wbt2N+c4HpwHM92dcl+Y/Aw8BVVfXKdvR1ILCpqra04nXArLHaV9U/JLmBbmXdZuChqnqop8py4FTgGyPGvRS4FGD27NlwzfMTma4kSZIkSZLeoH6tUDsI2DSRii3oNr2twjqWbsvnY8C76QJqS3qqj9zyuT3BtEOBO4BLqmp4FduftbFPAX4HuHI7+8poX3GcPt4CfAA4AjgM2Lf3DDm61W+H/UanVbdU1WBVDc6cuV0L7SRJkiRJkrQd+hVQ2wzM6EmvBt41Rv2lwDnAhqoq4BG6VVlz2/M2Jblu+DKB8SaVZD+6s9yurqpf9VtVG6rzCvCVNu729PUScEDbuglwOG375hh+D/hhVb1YVa8C9/L6FljofsdJBw4lSZIkSZLUH30JqFXVy8DA8G2VdBcEzEty5nCdJGckOaElFwOX0QXWaH8vAn5UVWOudKuqzwyvWBurXtuGeh9we1XdPaLs0PY3dGeerWrpuUlun2hfLRi4iC44CHAxr58jty0vAO9Jsk8b/33AUz3lxwzPR5IkSZIkSVOvn5cSPAScBtC2Zp4FfDLJmiRP0t3EubHVXUx3m+fSVn8D3W2XS0b0ee7warT2mTeinCSnJFkHfBj4cpLVregjwOnAgp72w0G4v0zyA+AHdNtVh890m83oq8PG6utK4PIkz9KdqXZrm9chbV6XA1cnWZdkv6p6lO4Sg+Vt/DcBt7Q2ewFHAUOj/sKSJEmSJEna6dItqupDx8lJwOVVdWFfBtgJklwP3NFuDZ2K8T8InFxVnx2r3uDgYA0NGXOTJEmSJEnaUZIsq6rB0cr6cssnQFWtSLIoyUBVbe3XOP1UVVdM8RSmAV+Y4jlIkiRJkiSpR98CagBVdVs/+9/TjTzrTZIkSZIkSVOvn2eoSZIkSZIkSXscA2qSJEmSJEnSJBhQkyRJkiRJkibBgJokSZIkSZI0CQbUJEmSJEmSpEnoW0Atyd5JvptkoKWPSfKtJM8meSrJXUkOTrIiyZxWZ1qSXyS5oKefZUlOTrIgyYtJHu/5HDfKuKcnWZ5kS5JzevLnJFmaZHWSlUnO7Sn7iyQ/7Ol3zjjfbay+jkjyaJI1Se5MMr3lH9vavJLk0z31/+mI7/SzJH/aym5IMn97fn9JkiRJkiT1Rz9XqH0cuLeqtiaZATwI3FxVR1XVO4CbgZnAEmBea3Mi8PRwOsm+wJHAE638zqqa0/N5cpRxXyaKqo8AAB6mSURBVAAWAF8dkf9L4KKqeidwBnBTkgN6yq/o6ffxcb7bWH19Hrixqo4GXgY+0fJ/AnwKuKG3o6p6enhc4F2t7/ta8ReBq8aZiyRJkiRJknaifgbUPgbc354/CiytqgeGC6tqUVWtAhbzekBtHvAlYHiF2FxgeVVtneigVbW2qlYCr43If6aq1rTn9cBGuoDepG2rryQB5gP3tKoLgbNbvY1V9Rjw6hhdvw94rqqeb22eBw5Mcsj2zFOSJEmSJEk73rR+dNq2OR5ZVWtb1vHAsm1UXwJ8rj3PA64Fzk/y5pZe3FP33CSn9aTfW1Wbt2N+c4HpwHM92dcl+Y/Aw8BVVfXKdvR1ILCpqra04nXArElM7TzgayPylgOnAt8YMe6lwKUAA/vN5O1XPTiJYSRp17P2z8+c6ilIkiRJ0oT0a4XaQcCmiVRsQbfpbRXWsXRbPh8D3k0XUFvSU33kls/tCaYdCtwBXFJVw6vY/qyNfQrwO8CV29lXRvuKE+xrOvCHwN0jijYCh/1Gp1W3VNVgVQ0O7LP/RIaQJEmSJEnSDtCvgNpmYEZPejXd+WDbshQ4B9hQVQU8Qrcqa2573qYk1w0f6D/epJLsR3eW29VV9at+q2pDdV4BvtLG3Z6+XgIOSDK88u9wYP14fTXvp9ve+uMR+TPofk9JkiRJkiTtAvqy5bOqXk4ykGRGVf0j3QUBf5bkzKp6ECDJGcA/VNUP6LZ1Xgb8RetiKXA98KOqGnOlW1V9BvjMeHNqK8DuA26vqrtHlB1aVRvaGWhnA6ta/lzgj6vqoon0VVWVZBFdcPDrwMW8fo7ceM7nN7d7AhzDb65a+zUnzNqfIbdKSZIkSZIk7RT9vJTgIeA0gLY18yzgk0nWJHmS7ibOja3uYrrbPJe2+huAAX59uyd0Z6g93vOZN6KcJKckWQd8GPhyktWt6CPA6cCCnvbDlx/8ZZIfAD+g2646fKbbbEZfHTZWX1cClyd5lu5MtVvbvA5p87ocuDrJurbKjST7AP8KuHfEd9kLOAoYGmUOkiRJkiRJmgLpdlj2oePkJODyqrqwLwPsBEmuB+5ot4ZOxfgfBE6uqs+OVW9wcLCGhoy5SZIkSZIk7ShJllXV4GhlfdnyCVBVK5IsSjJQVVv7NU4/VdUVUzyFacAXpngOkiRJkiRJ6tG3gBpAVd3Wz/73dCPPepMkSZIkSdLU6+cZapIkSZIkSdIex4CaJEmSJEmSNAkG1CRJkiRJkqRJ6OsZatpJ1q+Aa/af6llsv2t+OtUzkCRJkiRJmrC+rVBLsneS7yYZaOljknwrybNJnkpyV5KDk6xIMqfVmZbkF0ku6OlnWZKTkyxI8mKSx3s+x40y7ulJlifZkuScEWXfTrIpyTdH5M9vbVYlWZhkzEBjkjlJliZZnWRlknN7yo5I8miSNUnuTDK95R/b2ryS5NM99f/piO/0syR/2spuSDJ/Mr+7JEmSJEmS+qufWz4/DtxbVVuTzAAeBG6uqqOq6h3AzcBMYAkwr7U5EXh6OJ1kX+BI4IlWfmdVzen5PDnKuC8AC4CvjlJ2PXBhb0aSNwELgfOq6njgeeDicb7bL4GLquqdwBnATUkOaGWfB26sqqOBl4FPtPyfAJ8CbujtqKqeHv4+wLta3/e14i8CV40zF0mSJEmSJO1E/QyofQy4vz1/FFhaVQ8MF1bVoqpaBSzm9YDaPOBLwJyWngssr6qtEx20qtZW1UrgtVHKHgZ+PiL7QOCVqnqmpb8DfGicMZ6pqjXteT2wEZiZJMB84J5WdSFwdqu3saoeA14do+v3Ac9V1fOtzfPAgUkOGWs+kiRJkiRJ2nn6coZa2+Z4ZFWtbVnHA8u2UX0J8Ln2PA+4Fjg/yZtbenFP3XOTnNaTfm9VbX6D030J2CvJYFUNAecAb5to4yRzgenAc3TBuU1VtaUVrwNmTWIu5wFfG5G3HDgV+MaIcS8FLgUY2G8mb//Hr0ximF3MVQ/2reu1f35m3/qWJEmSJEn/Y+rXCrWDgE0TqdiCbtPbKqxj6bZ8Pga8my6gtqSn+sgtn280mEZVFV0g68Yk36dbwbZl7FadJIcCdwCXVNVrQEYbYoJ9TQf+ELh7RNFG4LBR5n1LVQ1W1eDAPrvxhQSSJEmSJEm7mX7d8rkZmNGTXg388zHqL6VbGbahqirJI3SrsuYCj4w1UJLrgDMB2jlkk1ZVS4Hfbf39PnDMeG2S7Ed3LtzVVTU8x5eAA5JMa6vUDgfWT3Aa76fb3vrjEfkz6H5PSZIkSZIk7QL6skKtql4GBtplBNBdEDAvya/23yU5I8kJLbkYuIwusEb7exHwo6oac6VbVX2m51D/7ZLkre3vbwFX0p3jRpK5SW4fpf50uosDbq+qX60oa6vdFtEFB6G73OD+ke234Xx+c7sndMG9VRPsQ5IkSZIkSX2WLgbUh46TW4GvVdV/buljgZuA/4nuYP6VwJ9U1Y+TnAJ8H/hXPfXXAn9dVf+2pRfQ3dL5Dz3D/FFV9W4JpfV1H/AW4B/pgnLvbGXfo9tW+tvA/wd8oqr+Osn1wFl0Acabq+qmVv+cNqd/O2KMC4Cv0K28G7agqh5PciTwdeB3gBXABVX1StvSOgTsR3dhwn8DjquqnyXZB/h7unPnftozzl7tdzqh51y23zA4OFhDQ0PbKpYkSZIkSdIkJVlWVYOjlvUxoHYScHlVXdiXAXaCFmi7o90aOhXjfxA4uao+O1Y9A2qSJEmSJEk71lgBtX6doUZVrUiyKMlAVW3t1zj9VFVXTPEUpgFfmOI5SJIkSZIkqUffAmoAVXVbP/vf0/WezyZJkiRJkqRdQ18uJZAkSZIkSZL2VAbUJEmSJEmSpEkwoCZJkiRJkiRNQl/PUNNOsn4FXLP/VM9i13TNT6d6BpIkSZIkaQ/TtxVqSfZO8t0kAy19TJJvJXk2yVNJ7kpycJIVSea0OtOS/CLJBT39LEtycpIFSV5M8njP57hRxj09yfIkW5KcM6Ls20k2JfnmiPz5rc2qJAuTjBloTDInydIkq5OsTHJuT9kRSR5NsibJnUmmt/xjW5tXknx6RH9rk/ygfaehnvwbksyfyO8tSZIkSZKknaOfWz4/DtxbVVuTzAAeBG6uqqOq6h3AzcBMYAkwr7U5EXh6OJ1kX+BI4IlWfmdVzen5PDnKuC8AC4CvjlJ2PXBhb0aSNwELgfOq6njgeeDicb7bL4GLquqdwBnATUkOaGWfB26sqqOBl4FPtPyfAJ8CbthGn/+yfafBnrwvAleNMxdJkiRJkiTtRP0MqH0MuL89fxRYWlUPDBdW1aKqWgUs5vWA2jzgS8Cclp4LLK+qrRMdtKrWVtVK4LVRyh4Gfj4i+0Dglap6pqW/A3xonDGeqao17Xk9sBGYmSTAfOCeVnUhcHart7GqHgNencR3eR44MMkhE20jSZIkSZKk/urLGWptm+ORVbW2ZR0PLNtG9SXA59rzPOBa4Pwkb27pxT11z01yWk/6vVW1+Q1O9yVgrySDVTUEnAO8baKNk8wFpgPP0QXnNlXVlla8Dpg1gW4KeChJAV+uqlt6ypYDpwLfGDHupcClALNnz4Zrnp/olCVJkiRJkvQG9GuF2kHApolUbEG36W0V1rF0Wz4fA95NF1Bb0lN95JbPNxpMo6oKOA+4Mcn36VawbRm7VSfJocAdwCVV9RqQ0YaYQFenVtXJwPuBf5/k9J6yjcBho8z7lqoarKrBmTNnTmS6kiRJkiRJ2gH6FVDbDMzoSa8G3jVG/aV0K8M2tADXI3Srsua2521Kct3wJQXbO9mqWlpVv1tVc4G/BdaM1ybJfnTnwl1dVcNzfAk4oOdSg8OB9RMYf337uxG4j+57D5tB93tKkiRJkiRpF9CXgFpVvQwMtMsIoLsgYF6SM4frJDkjyQktuRi4jC6wRvt7EfCjqhpzpVtVfWZ4xdr2zjfJW9vf3wKupDvHjSRzk9w+Sv3pdIGv26vq7p65FLCILjgI3eUG949sP6Kvfdv21uFLGH4fWNVT5ZgRaUmSJEmSJE2hfl5K8BBwGkDbmnkW8Mkka5I8SXcT58ZWdzHdbZ5LW/0NwAC/vt0TujPUHu/5zBtRTpJTkqwDPgx8OcnqnrLvAXcD70uyLskftKIrkjwFrAQeqKq/afmzGX112EeA04EFPXMZDuhdCVye5Fm6M9VubWMf0uZ1OXB1G38/4GDgvyR5Avg+8GBVfbu12Qs4Chga/SeWJEmSJEnSzpZuUVUfOk5OAi6vqgv7MsBOkOR64I52a+hUjP9B4OSq+uxY9QYHB2toyJibJEmSJEnSjpJkWVUNjlbWl1s+AapqRZJFSQaqamu/xumnqrpiiqcwDfjCFM9BkiRJkiRJPfoWUAOoqtv62f+ervd8NkmSJEmSJO0a+nmGmiRJkiRJkrTHMaAmSZIkSZIkTYIBNUmSJEmSJGkSDKhJkiRJkiRJk9DXSwm0k6xfAdfsP9WzkDRR1/x0qmcgSZIkSXoD+rZCLcneSb6bZKClj0nyrSTPJnkqyV1JDk6yIsmcVmdakl8kuaCnn2VJTk6yIMmLSR7v+Rw3yrinJ1meZEuSc0aUfTvJpiTfHJE/v7VZlWRhkjEDjUnmJFmaZHWSlUnO7Sk7IsmjSdYkuTPJ9JZ/bGvzSpJPj+jvjCRPt9/mqp78G5LMn8jvLUmSJEmSpJ2jn1s+Pw7cW1Vbk8wAHgRurqqjquodwM3ATGAJMK+1ORF4ejidZF/gSOCJVn5nVc3p+Tw5yrgvAAuAr45Sdj1wYW9GkjcBC4Hzqup44Hng4nG+2y+Bi6rqncAZwE1JDmhlnwdurKqjgZeBT7T8nwCfAm4YMf4A8J+A9wPHAef3BAq/CFyFJEmSJEmSdhn9DKh9DLi/PX8UWFpVDwwXVtWiqloFLOb1gNo84EvAnJaeCyyvqq0THbSq1lbVSuC1UcoeBn4+IvtA4JWqeqalvwN8aJwxnqmqNe15PbARmJkkwHzgnlZ1IXB2q7exqh4DXh3R3Vzg2ar6u6r678DXgQ+0Ns8DByY5ZPxvLkmSJEmSpJ2hL2eotW2OR1bV2pZ1PLBsG9WXAJ9rz/OAa+lWab25pRf31D03yWk96fdW1eY3ON2XgL2SDFbVEHAO8LaJNk4yF5gOPEcXnNtUVVta8Tpg1jhdzAL+vie9Dnh3T3o5cCrwjRHjXgpcCjB79my45vmJTlmSJEmSJElvQL9WqB0EbJpIxRZ0m95WYR1Lt+XzMbqg0jy6gNuwkVs+32gwjaoq4DzgxiTfp1vBtmXsVp0khwJ3AJdU1WtARhtivG7GabMROGyUed9SVYNVNThz5syJTFeSJEmSJEk7QL9u+dwMzOhJrwb++Rj1l9KtDNtQVZXkEbpVWXOBR8YaKMl1wJkAVTVnrLrbUlVLgd9t/f0+cMx4bZLsR3cu3NVVNTzHl4ADkkxrq9QOB9aP09U6fn1F3Mg2M+h+T0mSJEmSJO0C+rJCrapeBgbaZQTQXRAwL8mZw3XazZYntORi4DK6wBrt70XAj6pqzJVuVfWZ4RVr2zvfJG9tf38LuJLuHDeSzE1y+yj1pwP3AbdX1d09cylgEV1wELrLDe4f2X6Ex4Cj2+2g0+lWy/1VT/kxwKrt+V6SJEmSJEna8fp5KcFDwGkAbWvmWcAnk6xJ8iTdTZwbW93FdLd5Lm31NwAD/Pp2T+jOUHu85zNvRDlJTkmyDvgw8OUkq3vKvgfcDbwvybokf9CKrkjyFLASeKCq/qblz2b01WEfAU4HFvTMZTigdyVweZJn6c5Uu7WNfUib1+XA1W38/dpKtj8G/hp4Crirqla3NnsBRwFDo//EkiRJkiRJ2tnSLarqQ8fJScDlVXVhXwbYCZJcD9zRbg2divE/CJxcVZ8dq97g4GANDRlzkyRJkiRJ2lGSLKuqwdHK+nWGGlW1IsmiJANVtbVf4/RTVV0xxVOYBnxhiucgSZIkSZKkHn0LqAFU1W397H9P13s+myRJkiRJknYN/TxDTZIkSZIkSdrjGFCTJEmSJEmSJsGAmiRJkiRJkjQJfT1DTTvJ+hVwzf5TPYvtd81Pp3oGkiRJkiRJE9a3FWpJ9k7y3SQDLX1Mkm8leTbJU0nuSnJwkhVJ5rQ605L8IskFPf0sS3JykgVJXkzyeM/nuFHGPT3J8iRbkpwzouzbSTYl+eaI/PmtzaokC5OMGWhMMifJ0iSrk6xMcm5P2RFJHk2yJsmdSaa3/CT5P9r3X5nk5J42l7W+ViX5WpIZLf+GJPMn87tLkiRJkiSpv/q55fPjwL1VtbUFiB4Ebq6qo6rqHcDNwExgCTCvtTkReHo4nWRf4EjgiVZ+Z1XN6fk8Ocq4LwALgK+OUnY9cGFvRpI3AQuB86rqeOB54OJxvtsvgYuq6p3AGcBNSQ5oZZ8Hbqyqo4GXgU+0/PcDR7fPpe37k2QW8ClgsI0/AJzX2nwRuGqcuUiSJEmSJGkn6mdA7WPA/e35o8DSqnpguLCqFlXVKmAxrwfU5gFfAua09FxgeVVtneigVbW2qlYCr41S9jDw8xHZBwKvVNUzLf0d4EPjjPFMVa1pz+uBjcDMJAHmA/e0qguBs9vzB4Dbq/MIcECSQ1vZNGDvtjJuH2B96/t54MAkh0zs20uSJEmSJKnf+nKGWtvmeGRVrW1ZxwPLtlF9CfC59jwPuBY4P8mbW3pxT91zk5zWk35vVW1+g9N9CdgryWBVDQHnAG+baOMkc4HpwHN0wblNVbWlFa8DZrXnWcDf9zRdB8yqqqEkN9CtrNsMPFRVD/XUWw6cCnxjxLiX0q10Y/bs2XDN8xOdsiRJkiRJkt6Afq1QOwjYNJGKLeg2va3COpZuy+djwLvpAmpLeqqP3PL5RoNpVFXRbbG8Mcn36VawbRm7VaetMLsDuKSqXgMy2hDD1UcrS/IWutVrRwCHAfv2niFHt/rtsFHmfUtVDVbV4MyZMycyXUmSJEmSJO0A/QqobQZm9KRXA+8ao/5SupVhG1qA6xG6VVlz2/M2Jblu+JKC7Z1sVS2tqt+tqrnA3wJrxmuTZD+6c+Gubls4oVvtdkDPpQaH07Zv0q1I6135Nlz2e8APq+rFqnoVuJfXt8BC9zu+4cChJEmSJEmSdoy+BNSq6mVgYPi2SroLAuYlOXO4TpIzkpzQkouBy+gCa7S/FwE/qqoxV7pV1WeGV6xt73yTvLX9/S3gSrpz3EgyN8nto9SfDtxHdyba3T1zKWARXXAQussNhs+R+yvgonbb53uAn1bVBrqtnu9Jsk87g+19wFM9wx0DrNre7yZJkiRJkqQdq5+XEjwEnAbQtmaeBXwyyZokT9LdxLmx1V1Md5vn0lZ/A91tl0tG9Hnu8Gq09pk3opwkpyRZB3wY+HKS1T1l3wPuBt6XZF2SP2hFVyR5ClgJPFBVf9PyZzP66rCPAKcDC3rmMhzQuxK4PMmzdGeq3dryvwX8HfAs8H8Cf9S+66N0lxgsB35A98/kljbfvYCjgKFR5iBJkiRJkqQpkG5RVR86Tk4CLq+qC/sywE6Q5HrgjnZr6FSM/0Hg5Kr67Fj1BgcHa2jImJskSZIkSdKOkmRZVQ2OVtaXWz4BqmpFkkVJBqpqa7/G6aequmKKpzAN+MIUz0GSJEmSJEk9+hZQA6iq2/rZ/56u93w2SZIkSZIk7Rr6eYaaJEmSJEmStMcxoCZJkiRJkiRNggE1SZIkSZIkaRIMqEmSJEmSJEmT0LeAWpK9k3w3yUBLH5PkW0meTfJUkruSHJxkRZI5rc60JL9IckFPP8uSnJxkQZIXkzze8zlulHFPT7I8yZYk54wo+3aSTUm+OSL/1iRPJFmZ5J4kvz3Od5uTZGmS1a3NuT1lRyR5NMmaJHcmmd7yj21tXkny6RH9Xdb6WpXka0lmtPwbksyf6G8uSZIkSZKk/uvnCrWPA/dW1dYWIHoQuLmqjqqqdwA3AzOBJcC81uZE4OnhdJJ9gSOBJ1r5nVU1p+fz5CjjvgAsAL46Stn1wIWj5F9WVSdW1T9r7f94nO/2S+CiqnoncAZwU5IDWtnngRur6mjgZeATLf8nwKeAG3o7SjKr5Q9W1fHAAHBeK/4icNU4c5EkSZIkSdJO1M+A2seA+9vzR4GlVfXAcGFVLaqqVcBiXg+ozQO+BMxp6bnA8qraOtFBq2ptVa0EXhul7GHg56Pk/wwgSYC9gRpnjGeqak17Xg9sBGa29vOBe1rVhcDZrd7GqnoMeHWULqcBeyeZBuwDrG9tngcOTHLIeN9bkiRJkiRJO8e0fnTatjkeWVVrW9bxwLJtVF8CfK49zwOuBc5P8uaWXtxT99wkp/Wk31tVm3fQnL8C/GvgSeA/TKLdXGA68BxwILCpqra04nXArLHaV9U/JLmBbmXcZuChqnqop8py4FTgGyPGvRS4FGBgv5m8/aoHJzrlXc7aPz9zqqcgSZIkSZI0Yf1aoXYQsGkiFVvQbXpbhXUs3ZbPx4B30wXUlvRUH7nlc4cE09o8LgEOA54Czh2nOgBJDgXuAC6pqteAjNb1OH28BfgAcEQbf9/eM+ToVr8dNsp8b6mqwaoaHNhn/4lMV5IkSZIkSTtAvwJqm4EZPenVwLvGqL8UOAfYUFUFPEK3Kmtue96mJNcNX1LwxqYMbWvpncCHxqubZD+6c+GurqrhOb4EHNC2bgIcTtu+OYbfA35YVS9W1avAvby+BRa633GHBQ4lSZIkSZL0xvQloFZVLwMDw7dV0l0QMC/Jr/b2JTkjyQktuRi4jC6wRvt7EfCjqhpzpVtVfWZ4xdr2zDWdo4afgX8D/NeWnpvk9lHaTAfuA26vqrt75lLAIrrgIMDFvH6O3La8ALwnyT5t/PfRrZIbdgywanu+myRJkiRJkna8vpyh1jwEnAb856ranOQsutswb6I7mH8l8Cet7mLgRlpArao2JBng17d7wm+eofZHVfVrdZKcQhfsegvwb5Jc227jJMn36LaV/naSdXQ3cH4HWNhWnIXuRtF/17qbzeirwz4CnE53YcCClregqh4HrgS+nuRzwArg1jb2IcAQsB/wWpI/BY6rqkeT3EN3VtqW1uaW1mYv4KjWbptOmLU/Q55DJkmSJEmStFOkW1TVh46Tk4DLq+rCvgywEyS5Hrij3Ro6FeN/EDi5qj47Vr3BwcEaGhoz5iZJkiRJkqRJSLKsqgZHK+vbCrWqWpFkUZKBdjbZbqeqrpjiKUwDvjDFc5AkSZIkSVKPfm75pKpu62f/e7re89kkSZIkSZK0a+jblk/tPEl+Djw91fOQNGEH0d0KLGnX5/sq7T58X6Xdh++rdhf/pKpmjlbQ1xVq2mme3taeXkm7niRDvrPS7sH3Vdp9+L5Kuw/fV+0J3jTVE5AkSZIkSZJ2JwbUJEmSJEmSpEkwoLZnuGWqJyBpUnxnpd2H76u0+/B9lXYfvq/a7XkpgSRJkiRJkjQJrlCTJEmSJEmSJsGA2m4uyRlJnk7ybJKrpno+kl6X5LYkG5Os6sn7nSTfSbKm/X3LVM5RUifJ25IsSvJUktVJ/qTl+85Ku5gkM5J8P8kT7X29tuX7vkq7qCQDSVYk+WZL+75qt2dAbTeWZAD4T8D7geOA85McN7WzktTjL4AzRuRdBTxcVUcDD7e0pKm3BfgPVfUO4D3Av2//TvWdlXY9rwDzq+pEYA5wRpL34Psq7cr+BHiqJ+37qt2eAbXd21zg2ar6u6r678DXgQ9M8ZwkNVX1t8BPRmR/AFjYnhcCZ+/USUkaVVVtqKrl7fnndP/RPwvfWWmXU53/1pJ7tU/h+yrtkpIcDpwJ/F892b6v2u0ZUNu9zQL+vie9ruVJ2nUdXFUboPsfeOCtUzwfSSMkeTtwEvAovrPSLqltH3sc2Ah8p6p8X6Vd103A/wy81pPn+6rdngG13VtGyfPaVkmStlOS3wa+AfxpVf1squcjaXRVtbWq5gCHA3OTHD/Vc5L0m5KcBWysqmVTPRdpRzOgtntbB7ytJ304sH6K5iJpYn6c5FCA9nfjFM9HUpNkL7pg2l9W1b0t23dW2oVV1Sbg/6U7s9T3Vdr1nAr8YZK1dEcUzU/yf+P7qj2AAbXd22PA0UmOSDIdOA/4qymek6Sx/RVwcXu+GLh/CuciqUkS4Fbgqar633uKfGelXUySmUkOaM97A78H/Fd8X6VdTlX9WVUdXlVvp/v/1b+pqgvwfdUeIFXuENydJfnXdHvSB4Dbquq6KZ6SpCbJ14B/ARwE/Bj4X4H/B7gLmA28AHy4qkZeXCBpJ0tyGvA94Ae8fsbL/0J3jprvrLQLSfLP6A4xH6BbIHBXVf1vSQ7E91XaZSX5F8Cnq+os31ftCQyoSZIkSZIkSZPglk9JkiRJkiRpEgyoSZIkSZIkSZNgQE2SJEmSJEmaBANqkiRJkiRJ0iQYUJMkSZIkSZImwYCaJEmSJEmSNAkG1CRJkiRJkqRJMKAmSZIkSZIkTcL/D5xQMMTxMYBDAAAAAElFTkSuQmCC\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# Stat5\n",
    "js_stat_5 = js_cwe_groups_by_year_csv.groupby(['CWE','year']).sum()\n",
    "py_stat_5 = py_cwe_groups_by_year_csv.groupby(['CWE','year']).sum()\n",
    "\n",
    "js_stat_5['js_count'].groupby('year').sum().to_csv(os.path.join(\"../../data/results\", \"yearly_commits_js.csv\"))\n",
    "py_stat_5['py_count'].groupby('year').sum().to_csv(os.path.join(\"../../data/results\", \"yearly_commits_py.csv\"))\n",
    "\n",
    "stat_5 = pd.concat([js_stat_5, py_stat_5], axis=1).filter(regex=r'CWE-.[\\d]+', axis=0)\n",
    "stat_5.plot(kind='barh', figsize=(20,20))\n",
    "stat_5"
   ]
  }
 ]
}