Fed_Public_Debt_Holders.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "potential-jones",
   "metadata": {},
   "source": [
    "# US Federal Public Debt Holders\n",
    "This notebook looks at the evolution of the ownership structure of US Federal Public Debt. I make use of data series with quarterly frequencies provided by [FRED](https://fred.stlouisfed.org)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "internal-sense",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.ticker as mtick\n",
    "import matplotlib.dates as mdates\n",
    "import pandas_datareader.data as web\n",
    "from datetime import date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "sealed-sequence",
   "metadata": {},
   "outputs": [],
   "source": [
    "report_start = date.fromisoformat('1969-01-01')\n",
    "report_end = date.today()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "acting-fight",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Human readable column names for DataFrames\n",
    "FEDERAL_DEBT_TOTAL = 'Total Federal Debt'\n",
    "FEDERAL_DEBT_HELD_BY_PUBLIC = 'Federal Debt Held by the Public'\n",
    "FEDERAL_DEBT_HELD_BY_US_GOVERNMENT = 'Debt Held by US Government'\n",
    "FEDERAL_DEBT_HELD_BY_FED = 'Debt Held by FED'\n",
    "FEDERAL_DEBT_HELD_BY_FOREIGN = 'Debt Held by Foreign and International Investors'\n",
    "FEDERAL_DEBT_HELD_BY_DOMESTIC = ' Debt Held by Domestic Owners'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "described-container",
   "metadata": {},
   "source": [
    "### Federal Debt Holders, preparation of data\n",
    "There are five relevant dataseries provided by [FRED](https://fred.stlouisfed.org) that could potentially be used:\n",
    "* `GFDEBTN` &mdash; Federal Debt: Total Public Debt in millions (quarterly frequency). This series accounts for both federal debt held by the public as well as US intragovernmental debt.\n",
    "* `FYGFDPUN` &mdash; unlike `GFDEBTN` this series accounts only for federal debt held by the public in millions (quarterly frequency).\n",
    "* `FDHBATN` &mdash; The US intragovernmental part of the debt in millions (quarterly frequency).\n",
    "* `FDHBFRBN` &mdash; Federal Debt Held by Federal Reserve Banks in billions (quarterly frequency).\n",
    "* `FDHBFIN` &mdash; Federal Debt Held by Foreign and International Investors in billions (quarterly frequency)\n",
    "\n",
    "The following relationships hold:\n",
    "* `GFDEBTN` = `FYGFDPUN` + `FDHBATN`\n",
    "* US Domestic ownership = `FYGFDPUN` - `FDHBFRBN` - `FDHBFIN`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "opened-hartford",
   "metadata": {},
   "outputs": [],
   "source": [
    "# GFDEBTN   -- Federal Debt: Total Public Debt in millions (quarterly frequency)\n",
    "# FYGFDPUN  -- Federal Debt Held by the Public in millions (quarterly frequency)\n",
    "# FDHBATN   -- Federal Debt Held by Agencies and Trusts in millions (quarterly frequency)\n",
    "# GFDEBTN = FYGFDPUN + FDHBATN\n",
    "\n",
    "# FDHBFRBN  -- Federal Debt Held by Federal Reserve Banks in billions (quarterly frequency)\n",
    "# FDHBFIN   -- Federal Debt Held by Foreign and International Investors in billions (quarterly frequency)\n",
    "# FYGFDPUN = FDHBFRBN + FDHBFIN + Domestic holdings\n",
    "\n",
    "fred_pub_debt_holders = web.get_data_fred(['GFDEBTN', 'FYGFDPUN', 'FDHBATN', 'FDHBFRBN', 'FDHBFIN'],\n",
    "                                          start=report_start, end=report_end)\n",
    "\n",
    "# Convert all amounts into millions\n",
    "fred_pub_debt_holders[['FDHBFRBN', 'FDHBFIN']] *= 1000\n",
    "\n",
    "# Adding as a new column for the domestic part\n",
    "fred_pub_debt_holders[FEDERAL_DEBT_HELD_BY_DOMESTIC] = fred_pub_debt_holders.FYGFDPUN\\\n",
    "        - fred_pub_debt_holders.FDHBFRBN - fred_pub_debt_holders.FDHBFIN\n",
    "    \n",
    "# Truncating to the earliest quarter where all dataseries have data\n",
    "fred_pub_debt_holders.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aquatic-danger",
   "metadata": {},
   "source": [
    "### Visualization of prepared data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "appreciated-generation",
   "metadata": {},
   "outputs": [],
   "source": [
    "fred_pub_debt_holders.rename(\n",
    "    columns={'GFDEBTN': FEDERAL_DEBT_TOTAL,\n",
    "             'FYGFDPUN': FEDERAL_DEBT_HELD_BY_PUBLIC, 'FDHBATN': FEDERAL_DEBT_HELD_BY_US_GOVERNMENT,\n",
    "             'FDHBFRBN': FEDERAL_DEBT_HELD_BY_FED, 'FDHBFIN': FEDERAL_DEBT_HELD_BY_FOREIGN},\n",
    "    inplace=True)\n",
    "IDX_FORMAT = '{:%Y-%m}'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "muslim-hepatitis",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table id=\"T_8fe34\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_8fe34_level0_col0\" class=\"col_heading level0 col0\" >Total Federal Debt</th>\n",
       "      <th id=\"T_8fe34_level0_col1\" class=\"col_heading level0 col1\" >Federal Debt Held by the Public</th>\n",
       "      <th id=\"T_8fe34_level0_col2\" class=\"col_heading level0 col2\" >Debt Held by US Government</th>\n",
       "      <th id=\"T_8fe34_level0_col3\" class=\"col_heading level0 col3\" >Debt Held by FED</th>\n",
       "      <th id=\"T_8fe34_level0_col4\" class=\"col_heading level0 col4\" >Debt Held by Foreign and International Investors</th>\n",
       "      <th id=\"T_8fe34_level0_col5\" class=\"col_heading level0 col5\" > Debt Held by Domestic Owners</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th class=\"index_name level0\" >DATE</th>\n",
       "      <th class=\"blank col0\" >&nbsp;</th>\n",
       "      <th class=\"blank col1\" >&nbsp;</th>\n",
       "      <th class=\"blank col2\" >&nbsp;</th>\n",
       "      <th class=\"blank col3\" >&nbsp;</th>\n",
       "      <th class=\"blank col4\" >&nbsp;</th>\n",
       "      <th class=\"blank col5\" >&nbsp;</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_8fe34_level0_row0\" class=\"row_heading level0 row0\" >2020-10</th>\n",
       "      <td id=\"T_8fe34_row0_col0\" class=\"data row0 col0\" >27,747,798M</td>\n",
       "      <td id=\"T_8fe34_row0_col1\" class=\"data row0 col1\" >21,651,416M</td>\n",
       "      <td id=\"T_8fe34_row0_col2\" class=\"data row0 col2\" >6,096,382M</td>\n",
       "      <td id=\"T_8fe34_row0_col3\" class=\"data row0 col3\" >5,127,835M</td>\n",
       "      <td id=\"T_8fe34_row0_col4\" class=\"data row0 col4\" >7,070,700M</td>\n",
       "      <td id=\"T_8fe34_row0_col5\" class=\"data row0 col5\" >9,452,881M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8fe34_level0_row1\" class=\"row_heading level0 row1\" >2021-01</th>\n",
       "      <td id=\"T_8fe34_row1_col0\" class=\"data row1 col0\" >28,132,570M</td>\n",
       "      <td id=\"T_8fe34_row1_col1\" class=\"data row1 col1\" >22,006,863M</td>\n",
       "      <td id=\"T_8fe34_row1_col2\" class=\"data row1 col2\" >6,125,707M</td>\n",
       "      <td id=\"T_8fe34_row1_col3\" class=\"data row1 col3\" >5,401,362M</td>\n",
       "      <td id=\"T_8fe34_row1_col4\" class=\"data row1 col4\" >7,038,300M</td>\n",
       "      <td id=\"T_8fe34_row1_col5\" class=\"data row1 col5\" >9,567,201M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8fe34_level0_row2\" class=\"row_heading level0 row2\" >2021-04</th>\n",
       "      <td id=\"T_8fe34_row2_col0\" class=\"data row2 col0\" >28,529,436M</td>\n",
       "      <td id=\"T_8fe34_row2_col1\" class=\"data row2 col1\" >22,353,532M</td>\n",
       "      <td id=\"T_8fe34_row2_col2\" class=\"data row2 col2\" >6,175,904M</td>\n",
       "      <td id=\"T_8fe34_row2_col3\" class=\"data row2 col3\" >5,644,351M</td>\n",
       "      <td id=\"T_8fe34_row2_col4\" class=\"data row2 col4\" >7,518,900M</td>\n",
       "      <td id=\"T_8fe34_row2_col5\" class=\"data row2 col5\" >9,190,281M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8fe34_level0_row3\" class=\"row_heading level0 row3\" >2021-07</th>\n",
       "      <td id=\"T_8fe34_row3_col0\" class=\"data row3 col0\" >28,428,919M</td>\n",
       "      <td id=\"T_8fe34_row3_col1\" class=\"data row3 col1\" >22,305,879M</td>\n",
       "      <td id=\"T_8fe34_row3_col2\" class=\"data row3 col2\" >6,123,040M</td>\n",
       "      <td id=\"T_8fe34_row3_col3\" class=\"data row3 col3\" >5,911,599M</td>\n",
       "      <td id=\"T_8fe34_row3_col4\" class=\"data row3 col4\" >7,570,900M</td>\n",
       "      <td id=\"T_8fe34_row3_col5\" class=\"data row3 col5\" >8,823,380M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8fe34_level0_row4\" class=\"row_heading level0 row4\" >2021-10</th>\n",
       "      <td id=\"T_8fe34_row4_col0\" class=\"data row4 col0\" >29,617,215M</td>\n",
       "      <td id=\"T_8fe34_row4_col1\" class=\"data row4 col1\" >23,168,329M</td>\n",
       "      <td id=\"T_8fe34_row4_col2\" class=\"data row4 col2\" >6,448,886M</td>\n",
       "      <td id=\"T_8fe34_row4_col3\" class=\"data row4 col3\" >6,141,499M</td>\n",
       "      <td id=\"T_8fe34_row4_col4\" class=\"data row4 col4\" >7,740,400M</td>\n",
       "      <td id=\"T_8fe34_row4_col5\" class=\"data row4 col5\" >9,286,430M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8fe34_level0_row5\" class=\"row_heading level0 row5\" >2022-01</th>\n",
       "      <td id=\"T_8fe34_row5_col0\" class=\"data row5 col0\" >30,400,960M</td>\n",
       "      <td id=\"T_8fe34_row5_col1\" class=\"data row5 col1\" >23,903,280M</td>\n",
       "      <td id=\"T_8fe34_row5_col2\" class=\"data row5 col2\" >6,497,680M</td>\n",
       "      <td id=\"T_8fe34_row5_col3\" class=\"data row5 col3\" >6,254,966M</td>\n",
       "      <td id=\"T_8fe34_row5_col4\" class=\"data row5 col4\" >7,604,200M</td>\n",
       "      <td id=\"T_8fe34_row5_col5\" class=\"data row5 col5\" >10,044,114M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8fe34_level0_row6\" class=\"row_heading level0 row6\" >2022-04</th>\n",
       "      <td id=\"T_8fe34_row6_col0\" class=\"data row6 col0\" >30,568,582M</td>\n",
       "      <td id=\"T_8fe34_row6_col1\" class=\"data row6 col1\" >23,933,481M</td>\n",
       "      <td id=\"T_8fe34_row6_col2\" class=\"data row6 col2\" >6,635,101M</td>\n",
       "      <td id=\"T_8fe34_row6_col3\" class=\"data row6 col3\" >6,216,801M</td>\n",
       "      <td id=\"T_8fe34_row6_col4\" class=\"data row6 col4\" >7,416,900M</td>\n",
       "      <td id=\"T_8fe34_row6_col5\" class=\"data row6 col5\" >10,299,780M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8fe34_level0_row7\" class=\"row_heading level0 row7\" >2022-07</th>\n",
       "      <td id=\"T_8fe34_row7_col0\" class=\"data row7 col0\" >30,928,912M</td>\n",
       "      <td id=\"T_8fe34_row7_col1\" class=\"data row7 col1\" >24,320,206M</td>\n",
       "      <td id=\"T_8fe34_row7_col2\" class=\"data row7 col2\" >6,608,706M</td>\n",
       "      <td id=\"T_8fe34_row7_col3\" class=\"data row7 col3\" >6,097,085M</td>\n",
       "      <td id=\"T_8fe34_row7_col4\" class=\"data row7 col4\" >7,251,500M</td>\n",
       "      <td id=\"T_8fe34_row7_col5\" class=\"data row7 col5\" >10,971,621M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8fe34_level0_row8\" class=\"row_heading level0 row8\" >2022-10</th>\n",
       "      <td id=\"T_8fe34_row8_col0\" class=\"data row8 col0\" >31,419,689M</td>\n",
       "      <td id=\"T_8fe34_row8_col1\" class=\"data row8 col1\" >24,539,241M</td>\n",
       "      <td id=\"T_8fe34_row8_col2\" class=\"data row8 col2\" >6,880,448M</td>\n",
       "      <td id=\"T_8fe34_row8_col3\" class=\"data row8 col3\" >5,944,675M</td>\n",
       "      <td id=\"T_8fe34_row8_col4\" class=\"data row8 col4\" >7,197,800M</td>\n",
       "      <td id=\"T_8fe34_row8_col5\" class=\"data row8 col5\" >11,396,766M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8fe34_level0_row9\" class=\"row_heading level0 row9\" >2023-01</th>\n",
       "      <td id=\"T_8fe34_row9_col0\" class=\"data row9 col0\" >31,458,438M</td>\n",
       "      <td id=\"T_8fe34_row9_col1\" class=\"data row9 col1\" >24,714,826M</td>\n",
       "      <td id=\"T_8fe34_row9_col2\" class=\"data row9 col2\" >6,743,612M</td>\n",
       "      <td id=\"T_8fe34_row9_col3\" class=\"data row9 col3\" >5,713,249M</td>\n",
       "      <td id=\"T_8fe34_row9_col4\" class=\"data row9 col4\" >7,471,400M</td>\n",
       "      <td id=\"T_8fe34_row9_col5\" class=\"data row9 col5\" >11,530,177M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8fe34_level0_row10\" class=\"row_heading level0 row10\" >2023-04</th>\n",
       "      <td id=\"T_8fe34_row10_col0\" class=\"data row10 col0\" >32,332,274M</td>\n",
       "      <td id=\"T_8fe34_row10_col1\" class=\"data row10 col1\" >25,482,075M</td>\n",
       "      <td id=\"T_8fe34_row10_col2\" class=\"data row10 col2\" >6,850,199M</td>\n",
       "      <td id=\"T_8fe34_row10_col3\" class=\"data row10 col3\" >5,522,478M</td>\n",
       "      <td id=\"T_8fe34_row10_col4\" class=\"data row10 col4\" >7,559,000M</td>\n",
       "      <td id=\"T_8fe34_row10_col5\" class=\"data row10 col5\" >12,400,597M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8fe34_level0_row11\" class=\"row_heading level0 row11\" >2023-07</th>\n",
       "      <td id=\"T_8fe34_row11_col0\" class=\"data row11 col0\" >33,167,334M</td>\n",
       "      <td id=\"T_8fe34_row11_col1\" class=\"data row11 col1\" >26,349,499M</td>\n",
       "      <td id=\"T_8fe34_row11_col2\" class=\"data row11 col2\" >6,817,835M</td>\n",
       "      <td id=\"T_8fe34_row11_col3\" class=\"data row11 col3\" >5,352,361M</td>\n",
       "      <td id=\"T_8fe34_row11_col4\" class=\"data row11 col4\" >7,515,100M</td>\n",
       "      <td id=\"T_8fe34_row11_col5\" class=\"data row11 col5\" >13,482,038M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8fe34_level0_row12\" class=\"row_heading level0 row12\" >2023-10</th>\n",
       "      <td id=\"T_8fe34_row12_col0\" class=\"data row12 col0\" >34,001,494M</td>\n",
       "      <td id=\"T_8fe34_row12_col1\" class=\"data row12 col1\" >26,960,227M</td>\n",
       "      <td id=\"T_8fe34_row12_col2\" class=\"data row12 col2\" >7,041,267M</td>\n",
       "      <td id=\"T_8fe34_row12_col3\" class=\"data row12 col3\" >5,238,936M</td>\n",
       "      <td id=\"T_8fe34_row12_col4\" class=\"data row12 col4\" >7,944,400M</td>\n",
       "      <td id=\"T_8fe34_row12_col5\" class=\"data row12 col5\" >13,776,891M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8fe34_level0_row13\" class=\"row_heading level0 row13\" >2024-01</th>\n",
       "      <td id=\"T_8fe34_row13_col0\" class=\"data row13 col0\" >34,586,533M</td>\n",
       "      <td id=\"T_8fe34_row13_col1\" class=\"data row13 col1\" >27,533,422M</td>\n",
       "      <td id=\"T_8fe34_row13_col2\" class=\"data row13 col2\" >7,053,111M</td>\n",
       "      <td id=\"T_8fe34_row13_col3\" class=\"data row13 col3\" >4,991,260M</td>\n",
       "      <td id=\"T_8fe34_row13_col4\" class=\"data row13 col4\" >8,114,900M</td>\n",
       "      <td id=\"T_8fe34_row13_col5\" class=\"data row13 col5\" >14,427,262M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8fe34_level0_row14\" class=\"row_heading level0 row14\" >2024-04</th>\n",
       "      <td id=\"T_8fe34_row14_col0\" class=\"data row14 col0\" >34,831,634M</td>\n",
       "      <td id=\"T_8fe34_row14_col1\" class=\"data row14 col1\" >27,634,108M</td>\n",
       "      <td id=\"T_8fe34_row14_col2\" class=\"data row14 col2\" >7,197,526M</td>\n",
       "      <td id=\"T_8fe34_row14_col3\" class=\"data row14 col3\" >4,813,840M</td>\n",
       "      <td id=\"T_8fe34_row14_col4\" class=\"data row14 col4\" >8,210,600M</td>\n",
       "      <td id=\"T_8fe34_row14_col5\" class=\"data row14 col5\" >14,609,668M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8fe34_level0_row15\" class=\"row_heading level0 row15\" >2024-07</th>\n",
       "      <td id=\"T_8fe34_row15_col0\" class=\"data row15 col0\" >35,464,674M</td>\n",
       "      <td id=\"T_8fe34_row15_col1\" class=\"data row15 col1\" >28,325,715M</td>\n",
       "      <td id=\"T_8fe34_row15_col2\" class=\"data row15 col2\" >7,138,959M</td>\n",
       "      <td id=\"T_8fe34_row15_col3\" class=\"data row15 col3\" >4,713,975M</td>\n",
       "      <td id=\"T_8fe34_row15_col4\" class=\"data row15 col4\" >8,672,900M</td>\n",
       "      <td id=\"T_8fe34_row15_col5\" class=\"data row15 col5\" >14,938,840M</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1130085f0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fred_pub_debt_holders\n",
    "# The last 4 years\n",
    "fred_pub_debt_holders.tail(16).style.format_index(IDX_FORMAT).format('{:,.0f}M').set_table_styles(\n",
    "    [{'selector':'.index_name.level0', 'props': [('min-width', '78px')]},\n",
    "     {'selector':'.col0', 'props': [('min-width', '110px')]}])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ethical-merchant",
   "metadata": {},
   "outputs": [],
   "source": [
    "FED_DEBT_HOLDERS_TITLE = 'US Federal Public Debt Holders and Their Amounts'\n",
    "FED_DEBT_HOLDERS_PERCENTAGE_TITLE = 'US Federal Public Debt Holders and Their Ownership'\n",
    "LEFT_Y_AXIS_LABEL = 'Billions of USD'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "pediatric-horizon",
   "metadata": {},
   "source": [
    "#### Displaying each holding independently"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "negative-division",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0/Fuu+LR4nlzzJDGpMVQvVZ0p7abg7V44ZoJqXr45Tcs2ZdO5TczeO5sXb30RgF9P/0pKZgq3+N1C03JNDR3J5Exm+hssbDmKzApTPj4+lC1blosXL/LLL7/QvXt3wsLCCAkJYcWKFdnHJSQksGnTJpo3bw5A8+bNiYuLyzGiaOXKldhsNpo2bZp9zNq1a3PM5xcREUGNGjWuun6QiIiIiIiIiIiIiJhDWlYaT618imPxxwj2DuaDOz+ghHsJo8vKYUSDEQD8cPgHTl46id1u57tD3wFwf437TdMMkvxV6BtCv/zyC8uXL+fYsWNERETQrl07atasycCBA7FYLIwcOZJXX32VJUuWsGvXLvr3709oaCg9evQAIDw8nM6dOzNkyBD+/PNP1q1bx4gRI+jTpw+hoaEA9O3bF3d3dwYPHsyePXtYsGABU6dOzTElnIiIiIiIiIiIiIiYi91u54U/XmDb+W2UdCvJh+0/JNgn2OiyrtAgqAGty7Umy57FrF2zOJl1ksPxh/F08aTbLd2MLk+KiEI/ZVx8fDxjx47l9OnTBAQE0KtXL1577bXsoVZjxowhKSmJoUOHEhcXR6tWrVi+fDmenp7Z15g3bx4jRozgzjvvxGq10qtXL6ZNm5a938/Pj19//ZUnnniCxo0bU7p0acaNG8fQoUMLPK+IiIiIiIiIiIiIFIxDcYf45fgvuFpcmdxuMtVKVTO6pGt6ouET/H7md34+/jMVXCoA0DmsM34efgZXJkVFoW8I3X///dx///3X3G+xWJg4cSITJ0685jEBAQHMnz//uvepV68ev//++w3XKSIiIiIiIiIiIiJFS1RSFADVA6rTtGxTg6u5vtqBtbmz4p2sOLmCk1knAXigxgMGVyVFSaGfMk5EREREREREREREJD/EpMQAEOAZYHAlufN4g8ex4FgvqGapmtQOrG1wRVKUqCEkIiIiIiIiIiIiIsVSTKqjIRToGWhwJblTvVR1uoU51gx6qOZDWCwWgyuSoqTQTxknIiIiIiIiIiIiIpIfYlNjAQjwKhojhABebPoilS9U5q6wu4wuRYoYjRASERERERERERERkWLpckOoqIwQAnCzuhHsEmx0GVIEqSEkIiIiIiIiIiIiIsVSUVtDSORmqCEkIiIiIiIiIiIiIsVSURwhJHKj1BASERERERERERERkWKpKK4hJEWI3W50BTmoISQiIiIiIiIiIiIixY7NbuNi6kVAI4Qkf1jXTzG6hBzUEBIRERERERERERGRYic+LZ4sexYA/p7+xhYj5pOVgXXHV0ZXkYMaQiIiIiIiIiIiIiJS7FyeLs7Pww83q5vB1Yjp7F+GJfkvo6vIQQ0hERERERERERERESl2YlJiAE0XJ/lky2yjK7iCGkIiIiIiIiIiIiIiUuxcHiEU4BlgcCViOhcOw7E12LEYXUkOagiJiIiIiIiIiIiISLETk+oYIaSGkDjd1jkA2G9pZ3AhOakhJCIiIiIiIiIiIiLFTvaUcV6aMk6cKCMFtn8JgK1+P4OLyck1ryfEx8cTERHB8ePHsVgshIWF0b59e3x9ffOjPhERERERERERERERp9OUcZIv9iyG1Djwq4g97Hajq8khTw2hL7/8khEjRpCQkJBju5+fHzNnzuSBBx5wanEiIiIiIiIiIiIiIvlBDSHJF1tmO54bDwCri7G1/D+5njJu27ZtDBw4kB49erB9+3ZSUlJITk5my5Yt3H333Tz88MPs2LEjP2sVEREREREREREREXGKy2sIaco4cZqoXXD6T7C6QsOHja7mCrkeITR9+nR69OjBZ599lmN7o0aN+Pzzz0lOTmbq1KnMnj3b2TWKiIiIiIiIiIiIiDhVbIpjhFCgpxpC4iSXRweF3w0lgyEmxth6/p9cjxBat24djz322DX3Dxs2jD/++MMpRYmIiIiIiIiIiIiI5CdNGSdOlXYJdi50vG4yyNhariHXDaGzZ89SvXr1a+6vXr06Z86ccUpRIiIiIiIiIiIiIiL5JSUzheTMZEBTxomT7FwI6YkQWA0qtza6mqvKdUMoOTkZT0/Pa+738PAgNTXVKUWJiIiIiIiIiIiIiOSXy6ODPFw88Hb1NrgaKfLs9r+ni2syCCwWY+u5hlyvIQTwyy+/4Ofnd9V9cXFxzqhHRERERERERERERCRfxaQ41nYJ8AzAUkh/vJci5PRmiN4Nrp5Qv4/R1VxTnhpCAwYMuO5+/cMRERERERERERERkcLu8gihQE9NFydOsPlTx3OdXuBdeNekynVDyGaz5WcdIiIiIiIiIiIiIiIF4nJDKMCr8P54L0VEcizsWeR43WSQsbX8i1yvISQiIiIiIiIiIiIiYgb/nDJO5KZEzoesNAipC+UaG13NdeW6IXTw4EH+/PPPHNtWrFhBu3btuO2223j99dedXpyIiIiIiIiIiIiIiLNpyjhxCpsNtsx2vG4yGAr5sjq5bgg999xzLF26NPv9sWPHuPvuu3F3d6d58+a88cYbTJkyJT9qFBERERERERERERFxmphUjRASJzi+FmKPgHtJqNvb6Gr+Va7XENqyZQtjxozJfj9v3jyqV6/OL7/8AkC9evWYPn06I0eOdHqRIiIiIiIiIiIiIiLOEpuiNYTECTZ/6niu/wB4lDC2llzI9QihCxcuUL58+ez3q1at4u67785+37ZtW44fP+7U4kREREREREREREREnO3yCCFNGSc3LOEc7F/meN14oLG15FKuG0IBAQGcO3cOAJvNxpYtW2jWrFn2/vT0dOx2u/MrFBERERERERERERFxostrCGnKOLkhl6Jh+X/BngUVmkJIHaMrypVcN4Tatm3LK6+8wqlTp5gyZQo2m422bdtm79+7dy+VK1fOhxJFRERERERERERERJwjy5ZFXFocAIFeGiEkeZD4F/zyAkytD3sXO7a1eNLQkvIi12sIvfbaa3To0IFKlSrh4uLCtGnT8PHxyd7/xRdfcMcdd+RLkSIiIiIiIiIiIiIizhCXFofNbsOCBX8Pf6PLkaIgKQbWT4M/Z0FGsmNb+Vuh3QtQpZ2xteVBrhtClStXZt++fezZs4cyZcoQGhqaY/+ECRNyrDEkIiIiIiIiIiIiIlLYXJ4uzt/DH1drrn8il+IoORY2vA+bPoL0RMe20EaORlDVO8FiMba+PMrTX7urqyv169e/6r5rbRcRERERERERERERKSxiUmMArR8k15GW6BgRtPFDSEtwbAup52gEVe9U5BpBl+W6IXTvvfdedbufnx/Vq1fn0UcfpUyZMk4rTERERERERERERETE2WJTHCOEtH6QXFXiefiyF0TtdLwPrgNtx0LNrkW2EXSZNbcH+vn5XfURFxfHxx9/TI0aNdi9e3d+1ioiIiIiIiIiIiIiclMuTxmnEUJyhdij8GlHRzPIuzT0/gwe+x3CuxX5ZhDkYYTQnDlzrrnPZrMxZMgQxo4dy48//uiUwkREREREREREREREnO3ylHEaISQ5nI2EefdB0l/gXwkeXgSBVYyuyqlyPULouhexWnnqqafYunWrMy6XLSsri5deeomwsDC8vLyoUqUKr7zyCna7PfsYu93OuHHjKFu2LF5eXrRv355Dhw7luE5sbCz9+vXD19cXf39/Bg8eTGJiYo5jdu7cSevWrfH09KRChQpMmjTJqVlERERERERERERExHgaISRXOLoaPuvqaAYF14XBEaZrBoGTGkIAPj4+JCcnO+tyALz11lt8+OGHvP/+++zbt4+33nqLSZMmMX369OxjJk2axLRp05g5cyabNm3Cx8eHTp06kZqamn1Mv3792LNnDxERESxdupS1a9cydOjQ7P0JCQl07NiRSpUqsXXrVt5++23Gjx/PrFmznJpHRERERERERERERIx1eQ0hNYQEgN3fwZf3QXoiVG4NA5dByWCjq8oXuZ4y7t9ERERQvXp1Z10OgPXr19O9e3e6du0KQOXKlfnqq6/4888/AcfooClTpvDiiy/SvXt3AD7//HOCg4NZvHgxffr0Yd++fSxfvpzNmzfTpEkTAKZPn85dd93FO++8Q2hoKPPmzSM9PZ3Zs2fj7u5O7dq1iYyM5L333svROPqntLQ00tLSst8nJCQAkJGRQUZGhlM/ByNdzqJMhZ8Zc5kxE5gzlzIVHWbMZcZMYM5cZswE5sxlxkxgzlzKVHSYMZcZM4E5c5kxE5gzlxkzgTlzKVPRcbVcF1IuAODv5l8k8xan7yq/WTd/jPXX57Fgxxbenax7PgAXD3BSDYXtO7LY/zn/2nUsWbLkqtvj4+PZunUrn3zyCZ988gl9+vRxWnGvv/46s2bN4tdff6V69ers2LGDjh078t5779GvXz+OHj1KlSpV2L59Ow0aNMg+7/bbb6dBgwZMnTqV2bNn88wzz3Dx4sXs/ZmZmXh6evLNN9/Qs2dP+vfvT0JCAosXL84+ZtWqVdxxxx3ExsZSqlSpK2obP348EyZMuGL7/Pnz8fb2dtpnICIiIiIiIiIiIiLO807CO8TZ4nisxGNUcK1gdDliBLud8HPfUj36RwCOlm7PrvIPgcVpk6oBkJycTN++fYmPj8fX19ep174RuR4h1KNHj6tuL1myJDVq1HB6Mwjgv//9LwkJCdSsWRMXFxeysrJ47bXX6NevHwBRUVEABAfnHL4VHBycvS8qKoqgoKAc+11dXQkICMhxTFhY2BXXuLzvag2hsWPHMnr06Oz3CQkJVKhQgXbt2hEYaJ7FyDIyMoiIiKBDhw64ubkZXY5TmDETmDOXGTOBOXMpU9FhxlxmzATmzGXGTGDOXGbMBObMpUxFhxlzmTETmDOXGTOBOXOZMROYM5cyFR1Xy/XqglcB6HpHV8qXKG9keTekOH1X+cKWictPz2D9XzMo6/bnqdByFBUsFqffKiYmxunXvBm5bgjZbLb8rOOqFi5cyLx585g/f372NG4jR44kNDSUAQMGFHg9/+Th4YGHh8cV293c3Ez1j/AyM+YyYyYwZy4zZgJz5lKmosOMucyYCcyZy4yZwJy5zJgJzJlLmYoOM+YyYyYwZy4zZgJz5jJjJjBnLmUqOi7nSs5IJjXLsf58cIngIp3V7N9VvvnjfdgxzzEa6O6puDTqj0s+3aqwfT9OW0MoPzz77LP897//zR55VLduXU6cOMEbb7zBgAEDCAkJASA6OpqyZctmnxcdHZ09hVxISAjnz5/Pcd3MzExiY2Ozzw8JCSE6OjrHMZffXz5GRERERERERERERIq2mFTHiA0vVy+83bT0R7GTmQ4bZzped30XGvU3tp4C5twJ8ZwsOTkZqzVniS4uLtmjlcLCwggJCWHFihXZ+xMSEti0aRPNmzcHoHnz5sTFxbF169bsY1auXInNZqNp06bZx6xduzbHAk8RERHUqFHjqtPFiYiIiIiIiIiIiEjRE5saC0CAZ4DBlYgh9iyCxCgoEQINHjK6mgJXqBtCd999N6+99hrLli3j+PHjLFq0iPfee4+ePXsCYLFYGDlyJK+++ipLlixh165d9O/fn9DQ0Ow1j8LDw+ncuTNDhgzhzz//ZN26dYwYMYI+ffoQGhoKQN++fXF3d2fw4MHs2bOHBQsWMHXq1BxrBImIiIiIiIiIiIhI0RaT4hghFOhpnnXgJZfsdtg4w/H6tiHg6m5sPQYo1FPGTZ8+nZdeeonHH3+c8+fPExoaymOPPca4ceOyjxkzZgxJSUkMHTqUuLg4WrVqxfLly/H09Mw+Zt68eYwYMYI777wTq9VKr169mDZtWvZ+Pz8/fv31V5544gkaN25M6dKlGTduHEOHDi3QvCIiIiIiIiIiIiKSfzRCqBg7uQHO7QBXT2g80OhqDJGrhtDo0aN55ZVX8PHxYe3atbRo0QJX1/zvJZUsWZIpU6YwZcqUax5jsViYOHEiEydOvOYxAQEBzJ8//7r3qlevHr///vuNlioiIiIiIiIiIiIihVx2Q8hLDaFiZ+MHjuf6fcCneI4Qy9WUcdOnTycxMRGAdu3aERsbm69FiYiIiIiIiIiIiIg4m6aMK6YuHof9yxyvmw43tBQj5WqYT+XKlZk2bRodO3bEbrezYcMGSpUqddVj27Rp49QCRUREREREREREREScQVPGFVObZoHdBlXuhKCaRldjmFw1hN5++22GDRvGG2+8gcVioWfPnlc9zmKxkJWV5dQCRUREREREREREREScISbVMUJIDaFiJDUBtn3ueN3scWNrMViupozr0aMHUVFRJCQkYLfbOXDgABcvXrzioankRERERERERERERKSwik1x/IYd6GXyKeMO/go/PwfxZ4yuxHiR8yD9EpSuDlXuMLoaQ+VqhNBlJUqUYNWqVYSFheHqmqdTRUREREREREREREScxm63Y7FY8nROsZgybtMs+HkMYIcdX0P39yH8bqOrMoYtCzZ+6HjdbDhYczVGxrTy3NW5/fbbycrK4rvvvmPfvn0A1KpVi+7du+Pi4uL0AkVERERERERERERE/ulS+iUei3gMgM+7fI6r9d9/6s60ZRKXFgeYtCFkt8PKV+D3dx3vS4RAYhQseAgaD4ROr4O7t7E1FrQDP0PcCfAqBfX6GF2N4fLcDjt8+DC1atWif//+fP/993z//fc8/PDD1K5dmyNHjuRHjSIiIiIiIiIiIiIiANjsNl744wV2XdjFrgu7OBKXu9+l49LisGPHarHi7+Gfv0UWtKwM+OGJv5tBd7wII3dBi6cc77fOgY/bQdRu42o0wsYPHM+NBxa/ZthV5Lkh9NRTT3HLLbdw6tQptm3bxrZt2zh58iRhYWE89dRT+VGjiIiIiIiIiIiIiAgAn+76lFWnVmW/3x+7P1fnxaTEAODv4Y+L1USzXaUnwdd9HWvlWFzgnunQ5llwdYeOr8DDi6BEMPy1Hz6+AzZ95BhNZHZnI+HEOrC6wm1DjK6mUMhzQ2jNmjVMmjSJgIC/h9QFBgby5ptvsmbNGqcWJyIiIiIiIiIiIiJy2foz65m+fToAFUtWBPLQEEp1NIRMNV1cUgzMvRsO/QquXtBnPjTqn/OYKnfA8PVQrRNkpTnWF/qqDyRdMKbmgnJ57aDaPcE31NhaCok8N4Q8PDy4dOnSFdsTExNxd3d3SlEiIiIiIiIiIiIiIv90JvEMY34fgx07var1Ykg9x6iPfbH7cnV+bGosAIFegflWY4GKOwGzO8KZrY41cgYsgRqdr36sT2nouwC6TAIXDzi4HD5sAUdWFmzNBeVSFOz+zvG62XBjaylE8twQ6tatG0OHDmXTpk3Y7XbsdjsbN25k2LBh3HPPPflRo4iIiIiIiIiIiIgUY6mZqYxaNYr4tHjqBNbh+abPEx4QDsCB2APY7LZ/vUZsiqMhZIYRQr7JJ3D9rAvEHAa/CjDoV6hw2/VPslig6WMwZCWUrgGJ0fDFvbB9XsEUXZA2fwK2DKjQDMo1NrqaQiPPDaFp06ZRpUoVmjdvjqenJ56enrRs2ZKqVasyderU/KhRRERERERERERERIopu93OKxtfYV/sPkp5lGJyu8m4u7hzi/8tuFndSMxI5EzimX+9zuUp4wI9i+gIIbsdonZj3TCNVodew5J0HoJqw+AIKFM999cJqQNDV0ODfoAdfngCtn+ZX1U7V2Ya2LKuf0xGCmyZ7Xit0UE5uOb1BH9/f3744QcOHz7Mvn2OoXjh4eFUrVrV6cWJiIiIiIiIiIiISPG28MBClhxZgtVi5e3b3ybEJwQAN6sbVf2rsi92H/tj91OhZIXrXqdIThmX+BccXeWY2u3ISkiMxgVwAWwVW2B98Cvw8s/7dd29ofsMcPOGzR/DDyPAbrty/aHCInoPrJsGu7911Fz+VqjYHCr+bwSQu/ffx+5cCMkx4FcRanYzruZCKM8NocuqVq2qJpCIiIiIiIiIiIiI5JvI85G8uflNAEY2GknTsk1z7A8PDGdf7D72xeyjQ6UO173W5YZQoZ8y7sR6OPQrHF4BUTtz7nPzxlapJbtSy1LrwTewepW48ftYLHDX22Cxwp8fwZInHU2hxo/cVPlOY7c7Pot1Uxyfx2VpCXBkheMBYHWFsvUdDaIKTWHjh47tTYeCyw23QExJn4aIiIiIiIiIiIiIFDoXUi7wzOpnyLRl0qFSBx6p/cgVx9QMqAnA/tj9/3q9mBTHlHGFuiG0YQb88nzObSH1oModUPVOqNCULLuV4z/9RC1Xj5u/n8UCXd5yNIU2fQg/Pu1oxDQZePPXvlF2G+xb6mgEnd58uVCodQ+0eApc3ODkRji5wfF86Ryc2ep4bHjfcbh7icI72slAagiJiIiIiIiIiIiISKGSYcvgP2v+w/mU89zidwuvtHwFi8VyxXHhAeFA7hpC2VPGFdY1hLIyYf10x+saXaFWd6jSDkoE5TwuI8O597VYoPMbjueNH8DSkYAdmgxy7n3+TWYaFWPW4PrRKxBzyLHNxQMaPOhoBAVW+fvYsvWh6WOO5lXcSTi16e8G0V/7oeXT4OlXsPUXAWoIiYiIiIiIiIiIiEihMnXrVLZGb8XHzYfJ7Sbj4+Zz1eOql6qOBQt/pfzFhZQLlPYqfdXj7Hb731PGeRXSEUKHIxyjXbwDofcccMYIoNyyWKDT64AFNs6ApaMcI3VufbRg7p9wFtfZXWgYd9zx3sMPbh0MTYdByeBrn2exQKlKjke9+x3bbDawWvO95KJIn4qIiIiIiIiIiIiIFBoHYg/w+d7PAXit5Wvc4nfLNY/1dvOmkm8l4PqjhJIyk0jLSgMK8ZRx2xyZqf9gwTaDLrNYoNNr0HyE4/2yZ+DPj/P/vnY7/PAElrjjpLr6kXXneBi1G9q/fP1m0LWoGXRNef5kli9fzh9//JH9fsaMGTRo0IC+ffty8eJFpxYnIiIiIiIiIiIiIsXLe1vfw46dTpU7cWelO//1+NxMG3d5dJC3qzderl7OKdSZEs7BwV8cr41c+8ZigY6vOqZoA/jpP7Dpo/y95+ZP4MhK7K6erKs2FluzEeDpm7/3LKby3BB69tlnSUhIAGDXrl0888wz3HXXXRw7dozRo0c7vUARERERERERERERKR7WnVnH+rPrcbW68nSjp3N1Ts3AmgDsi9l3zWMupjoGMxTa0UGR88CeBRWbQ5kaxtZisUCHidBypOP9z2Ng5WuOkTzOFnMEfn0JANsdL5PoGer8e0i2PDeEjh07Rq1atQD47rvv6NatG6+//jozZszg559/dnqBIiIiIiIiIiIiImJ+WbYs3tnyDgB9a/alQskKuTqvZoCjIXS9EUIxqTFAIV0/yGb7e7o4I0cH/ZPFAu3Hw+3POd6vnQSLh0NmuvPukZUJ3w+FzBQIux1bk8HOu7ZcVZ4bQu7u7iQnJwPw22+/0bFjRwACAgKyRw6JiIiIiIiIiIiIiOTFD0d+4HDcYXzdfRlab2iuz7s8ZdzJSydJTE+86jGXp4wL9Ay8+UKd7fhaiDsBHr5Qq4fR1fzNYoF2z8PdU8HiAju+gvm9ITXeOddfNxnObAEPP+jxAVi09k9+y/Mn3KpVK0aPHs0rr7zCn3/+SdeuXQE4ePAg5cuXd3qBIiIiIiIiIiIiImJuyRnJvL/9fQAeq/cYfh5+uT63lGcpgr2DAThw8cBVjynUU8Ztnet4rtsb3L2NreVqGj8CfReAmw8cXQ2zu0D8mZu75tlIWP2m4/Vdb4OfegsFIc8Noffffx9XV1e+/fZbPvzwQ8qVKwfAzz//TOfOnZ1eoIiIiIiIiIiIiIiY29w9c/kr5S/KlyhPn5p98nz+5VFC15o2LnvKuMLWEEqKgf1LHa8bDzC2luup1gEG/gQlguH8HvikPUTtvrFrZaTCosfAlgm1ukO9+51bq1yTa15PqFixIkuXLr1i++TJk51SkIiIiIiIiIiIiIgUH38l/8WcPXMAGNl4JO4u7nm+Rs3Amqw+vZp9Mfuuuv9immOEUKBXIZsybucCyEqHsvUdj8IstAE8+ht8eR9cOACzO8MDn0OVO/J2nZWvwF/7wScIuk52TE0nBSLPDSEAm83G4cOHOX/+PDabLce+Nm3aOKUwERERERERERERETG/GZEzSMlMoV6ZenSs1PGGrlEzoCZw7RFChXINIbsdtv1vurhG/Y2tJbf8K8LgX+Drh+DEHzCvN9wzHRr0zd35x36HDTMcr7u/Dz6F6PsoBvLcENq4cSN9+/blxIkT2O32HPssFgtZWVlOK05ERERERERERERECocNZzfw2Z7PuMXvFhoENaBBmQYE+wTf1DUPXjzIosOLAHi2ybNYbnC0yOUp447EHSE9K/2KUUaFcsq405sdI2VcvRzrBxUVXqXg4e9h8eOw+1tYPByidkG9ByCkHlivsVJNaoLjHOzQaABU71SgZcsNNISGDRtGkyZNWLZsGWXLlr3hf6AiIiIiIiIiIiIiUjRk2jKZuGEipxNPs/7ser7c9yUAZX3K0qBMA+oH1adBUANqlKqBqzX3Pzu/t/U9bHYbHSp1oEFQgxuur6xPWXzdfUlIT+Bw3GFqBdbKsf9iaiGcMm7r/0YH1e4Jnn7G1pJXrh5w78fgXwH+mAwbP3A8fIKganuo1t4xlZxXqb/PWT4W4k9CqcrQ6XXDSi/O8twQOnToEN9++y1Vq1bNj3pEREREREREREREpJD59fivnE48jb+HP13CuhB5PpKDFw9yLukc55LO8fPxnwHwcvWiQZkGPFDjAdpVbIfVco3RIsD6M+tZd2YdrhZXRjYaeVP1WSwWwgPC2RS1if2x+3M0hLLsWcSnxwOFaIRQagLs+d7xuvEAY2u5UVYrtB8PoQ1hx9dwdA0knYcd8x0PixXK3wpVO4CnL0R+CVigx0zwKGF09cVSnhtCTZs25fDhw2oIiYiIiIiIiIiIiBQDdrudT3d/CkC/8H4Mqz8MgOSMZHZf2E3kX5FEno8k8q9ILqVfYsO5DWw4t4HKvpV5pPYj3F3l7iumcMuyZfHu1ncB6FOzDxV9K950nTUDarIpahP7YvZBtb+3J9mTAHCxuODnUUhG4uz+FjKSoXQNqNDU6GpuTq3ujkdmGpzcAIci4PBvjunwTm1yPC5r+TRUam5crcVcnhtCTz75JM888wxRUVHUrVsXNze3HPvr1avntOJERERERERERERExFi/n/mdgxcP4u3qzYM1H8ze7u3mzW1lb+O2srcBYLPbOBZ/jGVHl/H1ga85nnCc8RvG837k+zwU/hC9a/TG190XgCVHlnDw4kFKupXksXqPOaXOmoE1Adgfuz/H9iSboyFUyrPUdUcsFahtnzueG/UHsyzL4uoBt7R1PDq9BnGnHI2hw7/B0dUQXBvaPW9wkcVbnhtCvXr1AmDQoEHZ2ywWC3a7HYvFQlZWlvOqExERERERERERERFDfbrLMTqod/Xe1x1hY7VYqeJfhacaPcXguoP57uB3fL73c6KTo5mybQof7/qY3tV706taL97f/j4AQ+sNxd/T3yl1hgeEA3Dg4gGybFm4WF0ASLQnAoVourhzO+HsdrC6Qf0+RleTf/wrQJOBjofdbp7GVxGW54bQsWPH8qMOERERERERERERESlktp/fzrbz23C1uvJwrYdzfZ6Pmw/9a/fnwfAHWX5sObN3z+Zw3GE+2/MZn+35DIByJcrxYPiD179QHlT2rYyniycpmSmcvHSSML8woBA2hC6PDgrvBj6lja2loKgZVCjkuSFUqVKl/KhDRERERERERERERAqZy6OD7qlyD8E+wXk+383qxt1V7qbbLd34/czvzNk9hy3RWwB4utHTeLh4OK1WF6sL1UtVZ+eFneyP3Z/dELo8ZVygV6DT7nXDMlJg50LH60b9ja1Fip08N4QAjhw5wpQpU9i3bx8AtWrV4umnn6ZKlSpOLU5EREREREREREREjHHw4kHWnF6DBQsDaw+8qWtZLBbalG9Dm/Jt2H1hN7GpsbQp38ZJlf6tZkBNdl7Yyb7YfXQJ6wLk4wghu/1/D5vjgd2xjs717P0B0uLBvyKEtXVuPSL/Is8NoV9++YV77rmHBg0a0LJlSwDWrVtH7dq1+fHHH+nQoYPTixQRERERERERERGRgjVn9xwA2ldqT2W/yk67bp3SdZx2rf+vZmBNAPbH7M/elj1CyPMaI4SSYiD2KCRGQ9J5SPzrf8/Rf79OugCZaX83fy43gP6/EsEQFA5Btf5+LlMDPEo69l+eLq5hf7BanRVbJFfy3BD673//y6hRo3jzzTev2P7cc885vSFUuXJlTpw4ccX2xx9/nBkzZpCamsozzzzD119/TVpaGp06deKDDz4gOPjv4YsnT55k+PDhrFq1ihIlSjBgwADeeOMNXF3/jr969WpGjx7Nnj17qFChAi+++CKPPPKIU7OIiIiIiIiIiIiIFAWnL53m52M/AzC47mCDq8m98IBwAPbH7sdudzRskuyOhtAVI4QS/4K1k2DLbLBlOqeAxGjH4+jqnNv9K0Lp6nBiHVis0KCvc+4nkgd5bgjt27ePhQsXXrF90KBBTJkyxRk15bB582aysrKy3+/evZsOHTrQu3dvAEaNGsWyZcv45ptv8PPzY8SIEdx7772sW7cOgKysLLp27UpISAjr16/n3Llz9O/fHzc3N15//XUAjh07RteuXRk2bBjz5s1jxYoVPProo5QtW5ZOnTo5PZOIiIiIiIiIiIhIYTZ3z1yy7Fk0L9uc2oG1jS4n16qVqoaLxYWLaReJTo4m0D0we8q47DWE0pNgwwewbiqkX3Js86vgGN1TIgh8yvzvOcjxfHmbm5ejmXPFw+J4tmXBxWNwft//Hnsdz5fOQdxJxwOgWkfwK2fApyPFXZ4bQmXKlCEyMpJq1arl2B4ZGUlQUJDTCvvn/f7pzTffpEqVKtx+++3Ex8fz6aefMn/+fO644w4A5syZQ3h4OBs3bqRZs2b8+uuv7N27l99++43g4GAaNGjAK6+8wnPPPcf48eNxd3dn5syZhIWF8e677wIQHh7OH3/8weTJk6/ZEEpLSyMtLS37fUJCAgAZGRlkZGQ4/XMwyuUsylT4mTGXGTOBOXMpU9FhxlxmzATmzGXGTGDOXGbMBObMpUxFhxlzmTETmDOXGTOBOXOZMROYM5fZM8WmxrLo8CIABoQPKFI5rVgJ8w3jcPxhdp/fTYvgFiTaHA0hPxcfMjd9gsvvk7AkRgNgC6mP7c6XsVd2wnpGLkBQPcfjn1IuYvlrP5a/9kHCWWwN+8NNfKZm/PsDc+YqbFks9svj5nJp4sSJTJ48mf/+97+0aNECcKwh9NZbbzF69GheeumlfCkUID09ndDQUEaPHs3zzz/PypUrufPOO7l48SL+/v7Zx1WqVImRI0cyatQoxo0bx5IlS4iMjMzef+zYMW655Ra2bdtGw4YNadOmDY0aNcoxwmnOnDmMHDmS+Pj4q9Yyfvx4JkyYcMX2+fPn4+3t7azIIiIiIiIiIiIiIgUqIiWCNWlrKO9SnsdKPIbFYjG6pDz5JukbdmTs4A7PO2jn0Y7x8ePJIovvozOolnwOgCT3Muwrex9nSjV1jO4RyQfJycn07duX+Ph4fH19jS4n7yOEXnrpJUqWLMm7777L2LFjAQgNDWX8+PE89dRTTi/wnxYvXkxcXFz22j5RUVG4u7vnaAYBBAcHExUVlX3MP9cTurz/8r7rHZOQkEBKSgpeXl5X1DJ27FhGjx6d/T4hIYEKFSrQrl07AgOvsThZEZSRkUFERAQdOnTAzc3N6HKcwoyZwJy5zJgJzJlLmYoOM+YyYyYwZy4zZgJz5jJjJjBnLmUqOsyYy4yZwJy5zJgJzJnLjJnAnLnMnKl52+a8ucyxfvzIFiO5o8IdBleWd7H7YtmxfQf20nZahnqS9adjSZKKKeewewVga/UM7o0eob6rB/UNrvVGmPHvD8yZKyYmxugScshzQ8hisTBq1ChGjRrFpUuO+RVLlizp9MKu5tNPP6VLly6EhoYWyP2ux8PDAw8Pjyu2u7m5meaP9Z/MmMuMmcCcucyYCcyZS5mKDjPmMmMmMGcuM2YCc+YyYyYwZy5lKjrMmMuMmcCcucyYCcyZy4yZwJy5zJjph+M/kJiRSJhfGB3COmA1avSMzeZ4tub9/rXLONY8OnhmHUkb5kGFUErYbHi0HA2tRuLi6YeLM2s1iBn//sBcuQpbjpv611yyZMkCawadOHGC3377jUcffTR7W0hICOnp6cTFxeU4Njo6mpCQkOxjoqOjr9h/ed/1jvH19b3q6CARERERERERERERs8mwZzB//3wABtUZZFwzKCsD5naDN8rD0tFwfl/uz025SI3IbwA4Y0/n2P9+kC9Vohy0fxk8/fKjYpEiIVcjhBo1asSKFSsoVaoUDRs2vO6ckdu2bXNacf80Z84cgoKC6Nq1a/a2xo0b4+bmxooVK+jVqxcABw4c4OTJkzRv3hyA5s2b89prr3H+/HmCgoIAiIiIwNfXl1q1amUf89NPP+W4X0RERPY1RERERERERERERMwuMj2SC6kXCPYOpmtY138/Ib9s/ABOrHO83vKp41G5Ndw2BGp0BZer/KydmQ5bZsOaN/FLuUi58qGccXNlXZO+cDqCAO+ggs0gUgjlqiHUvXv37OnRevTokZ/1XJXNZmPOnDkMGDAAV9e/S/bz82Pw4MGMHj2agIAAfH19efLJJ2nevDnNmjUDoGPHjtSqVYuHH36YSZMmERUVxYsvvsgTTzyRnWnYsGG8//77jBkzhkGDBrFy5UoWLlzIsmXLCjyriIiIiIiIiIiISEHLtGXye9rvADxS+xHcXAya6ir2GKx6w/G61SiIOQz7f4LjvzseJUOhySBoPABKBIHdDvuXQcQ4iD3iOK9MTWoGV+FM7C7Wx+0HIMAzwJg8IoVIrhpCL7/88lVfF5TffvuNkydPMmjQoCv2TZ48GavVSq9evUhLS6NTp0588MEH2ftdXFxYunQpw4cPp3nz5vj4+DBgwAAmTpyYfUxYWBjLli1j1KhRTJ06lfLly/PJJ5/QqVOnAsknIiIiIiIiIiIiYqQVJ1cQa4vFz92Pe6vda0wRdjssHQWZKRDWBu58GSwWiD8NW+bA1s/g0llY9SqseQtqdYdL5/4eTeRTBto9Dw37U3P3J6yI3cWpxFOAGkIikMuGkNE6duyI3W6/6j5PT09mzJjBjBkzrnl+pUqVrpgS7v9r27Yt27dvv6k6RURERERERERERIqaLFsWH+/5GIA+Nfrg7eZtTCE7F8LRVeDqCd2mOJpBAH7l4c6X4PYxsPcH+HMWnN4Mu7917Hf1hOZPQMuR4OkLQHhAeI5LqyEkksuGUKlSpa67btA/xcbG3lRBIiIiIiIiIiIiIlJwlh9fztH4o3haPOlbo68xRSTFwC9jHa9vHwOBVa48xtUD6t3veJzdDtu+ABc3aPGko2n0DzUDauZ4r4aQSC4bQlOmTMnnMkRERERERERERESkoGXaMvlwx4cAtPJoRUn3ksYU8uuLkBwDQbWgxVP/fnxoQ8fjGoK8gwjwDCA21TGAQQ0hkVw2hAYMGJDfdYiIiIiIiIiIiIhIAVt6dCknEk7g7+FPc4/mxhRxZBXsmA9Y4O5pjlE/N8lisVAzoCbrz64HIMBDDSGRXDWEEhIScn1BX1/fGy5GRERERERERERERApGhi2DmTtmAjAgfAAexz0Kvoj0ZFg60vH6tiFQ4VanXTpHQ0gjhERy1xDy9/f/1zWE7HY7FouFrKwspxQmIiIiIiIiIiIiIvnnh8M/cCbxDAGeAdxf/X5WHV9V8EWsnQQXj4NvObhznFMvHR4Qnv1aDSGRXDaEVq0y4H8IRERERERERERERCRfpGel89HOjwB4tO6jeLl6FXwRUbth3TTH67veAQ/nrl9UK7AWAG64Gbc2kkghkquG0O23357fdYiIiIiIiIiIiIhIAfn+0PdEJUUR5BVE7+q9wV7ABdiyYMmTYM+C8Hug5l1Ov0VF34qMaTyG4/uOY7VYnX59kaImVw2hnTt3UqdOHaxWKzt37rzusfXq1XNKYSIiIiIiIiIiIiLifKmZqXy882MAHq33KJ6unmRkZBRsEX9+DGe3gYcvdJmUb7fpU6MPPx35Kd+uL1KU5Koh1KBBA6KioggKCqJBgwZYLBbs9itbxlpDSERERERERERERKRw++bgN5xPOU+ITwi9qvUq+ALiTsGKiY7X7ceDb9mCr0GkGMpVQ+jYsWOUKVMm+7WIiIiIiIiIiIiIFD3JGcl8susTAB6r9xjuLu4FW0BSDHz3KGQkQYVm0Hhgwd5fpBjLVUOoUqVKV30tIiIiIiIiIiIiIkXHggMLiE2NpVyJcnSv2r1gbx61C77uC3Enwb0E3D0VrFrbR6Sg5Koh9E8xMTEEBgYCcOrUKT7++GNSUlK45557aN26tdMLFBEREREREREREZGbl5SRxOzdswEYVn8Ybla3grv57u9g8ROQmQKlKkOfryCoZsHdX0TIdft1165dVK5cmaCgIGrWrElkZCS33norkydPZtasWbRr147FixfnY6kiIiIiIiIiIiIicqPm7ZtHXFoclX0r0+2WbgVzU1sW/DYevh3kaAZVuQOGrILgWgVzfxHJluuG0JgxY6hbty5r166lbdu2dOvWja5duxIfH8/Fixd57LHHePPNN/OzVhERERERERERERG5AZfSL/HZns8Ax+ggV2ueJ4/Ku5SLMP9++GOy433Lp6Hft+AdkP/3FpEr5Ppf/ebNm1m5ciX16tWjfv36zJo1i8cffxzr/+Z4fPLJJ2nWrFm+FSoiIiIiIiIiIiIiN+aLvV9wKf0SVfyq0Lly5/y/4fl9jvWCYo+Cqxd0fx/q3pf/9xWRa8p1Qyg2NpaQkBAASpQogY+PD6VKlcreX6pUKS5duuT8CkVERERERERERETkhl1MvcgXe78AYHiD4bhYXfL3hvuWwqLHID0R/CpCn3lQtl7+3lNE/lWexgVaLJbrvhcRERERERERERGRwiE9K51vDn7DrJ2zSMxIpHqp6nSo1CF/b7puGkS85HhduTX0ngs+gfl7TxHJlTw1hB555BE8PDwASE1NZdiwYfj4+ACQlpbm/OpEREREREREREREJE9sdhvLji5jRuQMziSeAaCSbyVeafkKVkuul5XPu82f/N0MajoMOr4KLm75dz8RyZNcN4QGDBiQ4/1DDz10xTH9+/e/+YpEREREREREREREJM/sdju/n/mdqdumcvDiQQDKeJVhWP1h9KzWEzdrPjZndn8Hy/7jeN1mDNzxQv7dS0RuSK4bQnPmzMnPOkRERERERERERETkBkWej2Ty1slsO78NgJJuJRlUdxD9wvvh5eqVvzc//Bt8/xhgh1sfhXbP5+/9ROSG5GnKOBEREREREREREREpPFIyUxj7+1hWnFwBgIeLB33D+zK4zmD8PPzyv4CTm2DBw2DLgDq9oMvboLXnRQolNYREREREREREREREiqiFBxay4uQKrBYrPav2ZFj9YYT4hBTMzaP3wPzekJEMVdtDj5lgzcc1ikTkpqghJCIiIiIiIiIiIlJErTm9BoBnGj9D/9oFuMZ77DH4oiekxkOFpnD/F+DqXnD3F5E8U7tWREREREREREREpAiKT4tnW7RjzaA7Kt5RcDe+FAVf9IDEaAiqDX0XgLt3wd1fRG6IRgiJiIiIiIiIiIiIFLTkWFj5CngHwm2PQYkyeb7E+rPrybJnUdW/KuVLls+HIq8i5SJ8cS9cPA6lKsPD34NXqYK5t4jcFDWEREREREREREREpPCyZcG6KbDtC8AOLh6OqclcPMDV8x+v3aFEMLR4EvwrGl319UXtgq/7QdwJx/v170PjAdDiKfArl+vLrD61GoA25ds4v8arSYmD+X3g/B7HZ/3wYihZQOsVichNU0NIRERERERERERECqeEc/D9EDj+e+7PiZwP7cdDk8FgLYQrZuz6Fn4YAZkpjhE2XgFwdhtsmgmbP4UGfaHVSAi45bqXybRl8seZPwBoW6Ft/tSacA5OboCTGx3P0bvBbgNPP3h4EQSE5c99pUBsPh7LrtPx1AgpSZ1yfvh5uRldkuQzNYRERERERERERESk8Dn4CyweDskx4OYDnV93rFeTmQpZaZCZ/r/X6ZCZ5njs+d7RuPjpP7D7e7hnOpSuanQSh6xM+O1l2PC+432VO6HXJ47p1o6ugrXvwok/YNtc2P4F1LkPWo+GoPCrXi7yfCQJ6Qn4e/hTL6AOZGU4mjV2G9jtf7/G/o9tV9v+v0dGBr4pJ7FsmwtnNjs+x8sjmP4psCr0+BCCa+fbRyX5Kyo+lVeX7WXpznM5tlcO9KZOOT/qlfejbjl/6pTzpaSnmkRmooaQiIiIiIiIiIiIFB6Z6bBiwt+Nk5C6cN9nuWvs3PoobP4EfhsPJ9fDzJbQ7nlo9gS4GPhTaNIF+HYgHFvreN/6GWj3AlhdHO+r3OF4nNgAv78LhyNg10LHo2Y3CKkHqfGQGud4ToljbVYUuEHri+dxebX0TZfoBrQD2P+PjRYrBNeBis2hYjPHwzf0pu8lxsjIsjFn3TGm/naIpPQsrBZoWbU0J2KSORmbzPEYx+OfjaJbSvvQsmppRravRmAJDwOrF2dQQ0hEREREREREREQKh5gj8O0gOBfpeN90GHSYCK65/CHaaoWmQ6F6J/jxKTi6GiLGwZ5F0H2GMaNazm6HBQ9D/ClwL+EYXVPrnqsfW6k5VPrWcc7v78K+H2H/Usfj/1ldrizgRpvEhBsoyuJo9lguP1uxW6xk2MC1fCOslVo4mj/lbwVP3xu4vhQ2649c4OUf9nDofCIAjSuVYmL32tQO9QPgYlI6u8/Gs/N0PLtOx7PrTDxn4lI4eiGJoxeS+HHnWV7sWotejcphsViMjCI3QQ0hERERERERERGR4io9yTElW3IMJMX8/To5BlJiweICHiUcjQz3En+/9igB7iXBo6RjCjFX95uvZedCWDoK0hMd06h1/wBq3nVj1ypVCR5eDNu/hF9ecDRYProd2vwHWo12Tr25ETkffhzpmOIuoAr0mQ9BNf/9vNCG8MCXcH4/bP3Msd6Qp79j7R5PP05asji2ZzquFhdaPrQcSpYFFzf+bvRYr2j4YLH+b///Hv9PZkYGP//0E3fddRdWN00TZhbRCam8tmwfS3acBSDQx53/dqlJr0blsVr//jso5eNO62plaF2tTPa2mMQ0tp+M492Ig+w7l8B/vtnBou2nea1HXSqX9inwLHLz1BASEREREREREREpLjLTHdOQbZoJFw47Gg03y8MXqraHGl0cz94BuT/XlgV/7YcNMyBynmNbxRaOtXX8yt1cXRYLNHrYUdOyZ+DAMlj9BuxdAvfPhdLVbu761xNzBNZNgW2fO95X7ww9PwIv/7xdJ6gmdHnzis1r9n4BQOPgJpQsW//mahVTysiyMXf9cSZHHMyeHu6hZpV4pkMN/Lxz1/ALLOFB+1rB3F6jDJ/+cYzJEQdZdziGTlPW8nT7agxpfQtuLtZ8TiLOpIaQiIiIiIiIiIiI2aUlwra5sP59uHQ25z4Xd/AuDT6B4P2Ph1cA2G2OETtpl/73nPiP50uQHAtpCbDne8fD4gKVWjgaIDW6QGCVnPeKPwNntsKZLXB6q2PkTkaSY5/FCm3GQJtnnbvej29Z6DPPUd9Pz8L5PTCrHdz7EdTs6rz7ZGXAgZ9hy2w4uurv7bf/F25/zjGdnZOsOb3GcekKtzvtmmIemVk2hny+hdUH/gKgYUV/Xulehzrl/G7oem4uVobdXoUudUJ4YdFu/jh8gUnLD7Ak8ixv9qpHgwr+Tqxe8pMaQiIiIiIiIiIiImaVFAN/fgSbPoLUOMe2EiHQ/AkIvxt8yoC7z1WnEMsVmw3OboMDPzmaIef3wvHfHY9fX4DS1bFWvp1bj27DdeoYSIy68hruJaBcY7h9DFRudcNRr8tigTq9oHJrWDgATq6Hr/s6mk9tx4LV5cavHXfKMRJo2+f/yGdxjExq8STc4tymzaX0S2yN2grA7eXVEJIrvfnzflYf+AsvNxcm3FOb+xrnnB7uRlUK9OGLwbexaPsZXlm6l/1Rl+j5wToeaVGZZzrWoISH2g2Fnb4hERERERERERERs4k75ZiGbdtcyEh2bAuoAi2fhvp9wNXDOfexWqF8E8fjznFw8TgcWO5oEJ1YBxcO4nLhIKGXj7e4QHAtRwOo3P/OK1395hoyeVEiCAYsgV9fdEybt/ZtOBsJvT52rFuUW7YsguJ34LJwHhyOcIykAkeDreHD0HgAlKqcHwlYf3Y9mfZMwvzCqOhbMV/uIUXXN1tO8ckfxwB47/76dKlb1qnXt1gs3NuoPLdXL8Nry/bx/fYzzFl3nIi90Xz0cGNqh97YKCQpGGoIiYiIiIiIiIiImEH8GcdUZYd/g30/gi3Tsb1sfWg1CsLvyf/GS6nK0GyY45EaD4d/I+v4evadTaTmnf1wrdDYMSLJSC5u0OUtCG0EPz7laOjMaueYVi649vXP/esA7Pga150LaJ5w5u/tlVtDk0FQsxu4uudr+WtO/W+6OI0Okv9n64mLvLBoNwBP31nN6c2gfwos4cF7DzSgR8NyPL9oF6cvptDrw/W8fV997q4f+u8XEEMU+hWfzpw5w0MPPURgYCBeXl7UrVuXLVu2ZO+32+2MGzeOsmXL4uXlRfv27Tl06FCOa8TGxtKvXz98fX3x9/dn8ODBJCYm5jhm586dtG7dGk9PTypUqMCkSZMKJJ+IiIiIiIiIiMgNSU2A/T851sWZ3gQm14IfnoA9ixzNoLA28PAiGLoGavcsuFE4l3n6QZ1e2Dq9yZHgu7BXbG58M+if6j8Ag34Bv4pw8Rh80h52fXvlcUkXHFPuzWoLM26DP97DknCGdBcfsm4bBk9shkeWQp17870ZlGXL4vczvwNqCElO5+JTeOyLraRn2ehcO4Sn76xWIPdtU70My55sTZvqZUjNsPHkV9t5a/l+smz2Arm/5E2hHiF08eJFWrZsSbt27fj5558pU6YMhw4dolSpv4dvTpo0iWnTpjF37lzCwsJ46aWX6NSpE3v37sXT0xOAfv36ce7cOSIiIsjIyGDgwIEMHTqU+fPnA5CQkEDHjh1p3749M2fOZNeuXQwaNAh/f3+GDh1qSHYREREREREREZEc7HbHej0Hf3WMBDq9BexZf++3WB2jXqq0gxp3QblGxtVaVIQ2gMfWwLcD4ehq+G4wnN0O7Z6HQxGw42vHCKLLo62srlC1PZl1evPLETudO/TAxc2twMrdeWEncWlx+Lr70iCoQYHdVwq3lPQshn6+lQuJadQMKcm799d3yppBueXn7cacR25l0i/7+WjNUT5cfYR95xKY2qchfl4F9+9D/l2hbgi99dZbVKhQgTlz5mRvCwsLy35tt9uZMmUKL774It27dwfg888/Jzg4mMWLF9OnTx/27dvH8uXL2bx5M02aNAFg+vTp3HXXXbzzzjuEhoYyb9480tPTmT17Nu7u7tSuXZvIyEjee+89NYRERERERERERMRYCWdh5wKInA8XDubcF1DF0QC6pa1j2jIvfyMqLNq8A+Ch72HFRFg3BTa871hf6HITCCC0IdTrA3V6QYky2DMysB37qcBLvTxdXKtyrXC1FuqfdqWA2O12xny3k11n4gnwcefj/k3w8Sj4vw0Xq4WxXcKpVdaXMd/uZPWBv+g5Yx2z+jemalDJAq9Hrq5Q/6/GkiVL6NSpE71792bNmjWUK1eOxx9/nCFDhgBw7NgxoqKiaN++ffY5fn5+NG3alA0bNtCnTx82bNiAv79/djMIoH379litVjZt2kTPnj3ZsGEDbdq0wd397yGdnTp14q233uLixYs5RiRdlpaWRlpaWvb7hIQEADIyMsjIyHD6Z2GUy1mUqfAzYy4zZgJz5lKmosOMucyYCcyZy4yZwJy5zJgJzJlLmYoOM+YyYyYwZy4zZgJz5sqRKSMFy8Gfse78Gsux1VjsNgDsrl7Yq3XEdks77GG3g1+F/3+Rgi77XxWZ76rti1iC6+Hy45NYMpKwlwzFVrc3tjr3Q5kafx/3j9//CjrT6lOrAWhVtpXT711kvqc8MmOuf2aaueYoP+44i6vVwvQ+9Qgp6WZo1rtqB1Gp1G08Pj+SoxeS6D5jHe/eV5c7awb967lm/q4KC4vdbi+0k/ldnvJt9OjR9O7dm82bN/P0008zc+ZMBgwYwPr162nZsiVnz56lbNm/F8i6//77sVgsLFiwgNdff525c+dy4MCBHNcOCgpiwoQJDB8+nI4dOxIWFsZHH32UvX/v3r3Url2bvXv3Eh4efkVt48ePZ8KECVdsnz9/Pt7e3s76CEREREREREREpLiw2ymVfJiKMX9QLm4TblnJ2btifKpzMrA1Z/1vI9PFy8Aizc8r/QJe6bHE+lR1TMNXSMRmxfLepfewYmWs71i8rPo7KO52xVr49IAVOxYeuCWLFsGF56f+Sxkw54ALRy5ZsGCnSwUbHcrZKcCZ7AqF5ORk+vbtS3x8PL6+vkaXU7hHCNlsNpo0acLrr78OQMOGDdm9e3d2Q8hIY8eOZfTo0dnvExISqFChAu3atSMwMNDAypwrIyODiIgIOnTogFsBzoean8yYCcyZy4yZwJy5lKnoMGMuM2YCc+YyYyYwZy4zZgJz5lKmosOMucyYCcyZy4yZwIS5EqOxfjcIl9ObsjfZfctjq/cAtroP4BtwC3WAOsZVeMNM911hTKavD3wNW6FhUEN6te/l9Oub8XsCc+bKyMjg8x8imH/MHTtZPNS0Ai93u3JQg9HuzbLx+s8H+HLTKX465YLVP4R376t7zfWNzPhdxcTEGF1CDoW6IVS2bFlq1aqVY1t4eDjfffcdACEhIQBER0fnGCEUHR1NgwYNso85f/58jmtkZmYSGxubfX5ISAjR0dE5jrn8/vIx/5+HhwceHh5XbHdzczPNH+s/mTGXGTOBOXOZMROYM5cyFR1mzGXGTGDOXGbMBObMZcZMYM5cylR0mDGXGTOBOXOZMROYJNe5HfDVg5BwhkyLO9Y6PbE2eghLpVa4WK24GF2fk5jiu/p/CjLTH+f+AKBdxXb5ek8zfk9grlwXk9P5eL8LyelZNL8lkJfvqYObS+EZzXaZmxu82rMedcv78+Li3SzdFUVYmRI807HGv5xnnu+qsOUofH8l/9CyZcsrpno7ePAglSpVAiAsLIyQkBBWrFiRvT8hIYFNmzbRvHlzAJo3b05cXBxbt27NPmblypXYbDaaNm2afczatWtzzOcXERFBjRo1rrp+kIiIiIiIiIiIiFPsWQSfdoKEM9gDq7K65itk3TMDwtqAtVD/dCcFKCkjic1RmwFoU76NwdWIkex2O89+u5uYNAvlS3kxo1+jQtkM+qcHbq3IW73qATB95WGW7TxncEXFV6H+Sxk1ahQbN27k9ddf5/Dhw8yfP59Zs2bxxBNPAGCxWBg5ciSvvvoqS5YsYdeuXfTv35/Q0FB69OgBOEYUde7cmSFDhvDnn3+ybt06RowYQZ8+fQgNDQWgb9++uLu7M3jwYPbs2cOCBQuYOnVqjinhREREREREREREnMZmg1VvwDePQGYKVLmTzEd+Icmz7L+eKsXPhrMbyLBlUMm3EmF+YUaXIwb6YuMJ1hy6gJvFzod9GxDg4250Sblyb6PyDGnt+Nv9zzc72HM23uCKiqdC3RC69dZbWbRoEV999RV16tThlVdeYcqUKfTr1y/7mDFjxvDkk08ydOhQbr31VhITE1m+fDmenp7Zx8ybN4+aNWty5513ctddd9GqVStmzZqVvd/Pz49ff/2VY8eO0bhxY5555hnGjRvH0KFDCzSviIiIiIiIiIgUA+lJ8M0AWPOm432zJ6DvQvD0M7YuKbRWn1oNaHRQcXco+hKvLdsHwD2VbNQMKWlwRXnz3y7htK5WmpSMLIZ+vpWYxDSjSyp2CvUaQgDdunWjW7du19xvsViYOHEiEydOvOYxAQEBzJ8//7r3qVevHr///vsN1ykiIiIiIiIiIvKv4k7B1w9C1C6wukG3ydDoYcc+W8b1z5ViyWa38fsZx++Wbcu3NbYYMUxaZhZPfx1JWqaN1lUDaV062uiS8szFauH9BxvR44N1HLuQxPB52/hycFPcXQv1uBVT0SctIiIiIiIiIiJSEE5ugo/bOZpB3qVhwI9/N4NErmHXhV3EpsZS0q0kDYMbGl2OGOS9iIPsPZdAgI87b95bB4vF6IpujJ+3Gx/3b0wJD1f+PBbLxKV7jC6pWFFDSEREREREREREJD/Z7bDtc5jbDZL+guC6MHQVVGpudGVSBKw5tQaAluVa4mZ1M7gaMcKGIzHMWnsUgDfurUtQSQ+DK7o5VYNKMrVPAywW+HLjSeZtOmF0ScWGGkIiIiIiIiIiIiL5Je0SLHoMljwJWekQfjcMWg7+FY2uTIqINacdDSGtH1Q8xSdnMHphJHY79Lm1Ap1qhxhdklPcGR7MfzrWAODlH/aw6WiMwRUVD2oIiYiIiIiIiIiI5IdzO2FWW9i5ACwucMdL0Ptz8ChhdGVSRJy6dIqDFw9itVhpXa610eVIAbPb7byweBfn4lOpHOjNS91qGV2SUz3etgrd6pUl02bn8XnbOBOXYnRJpqeGkIiIiIiIiIiIFE9JMbB1LiSed+517Xb482P4pD3EHAbfcvDIMmjzH7Dq5zjJnQxbBi/88QIAt4bcir+nv7EFSYFbHHmGpTvP4WK1MKVPQ3w8XI0uyaksFgtv31ef2qG+xCSlM3xeJGlZRldlbvp/IBERERERERERKX7ORsKs2+HHp+CDZrB3iXOumxIHC/vDT/+BrDSo3hmG/aH1giTP3t3yLtvPb6ekW0nGNRtndDlSwE7FJjNu8R4Anr6zGg0q+BtbUD7xcndhVv8mlC7hzr6oS3x52Epmls3oskxLDSERERERERERESlediyA2Z0g/hRYXSE5BhY+DN8/BqnxN37d01vho9awbwlY3aDT6/Dg1+Ad4LzapVhYdnQZ8/bNA+C1Vq9R0VdrThUnWTY7oxdGciktk8aVSvF42ypGl5Svyvl78eFDjXFzsbAz1sp/vtutplA+UUNIRERERERERESKh6xMWP48LBoKmalQrSOM3g+tRoPFCju/hg9awNHVebuuzQbrp8PsjhB3EvwrweBfoPkTYLHkSxQxr4MXDzJhwwQAhtQdQruK7QyuSArazDVH2Hz8IiU8XJnyQANcXcz/M/6tlQOY/kB9XCx2lu2K4plvdpBlsxtdlumYa9JBERERERERERGRq0mKgW8fgWNrHe9b/wfaPQ9WF2j/smNqt0WPwcVj8Hl3aDrcsd3N6+rXy8qEUxvhwM+wf5njPIBa3eGe6eDpVyCxxFwupV9i1KpRpGSm0Lxsc55o8ITRJUkB23EqjskRBwEYf09tKgR4G1xRwbkzPIhHqtuYe8iVHyLP4mKx8Hbv+rhY1Vh3FjWERERERERERETE3M7tgK8fgviT4OYDPT90NG7+qWJTx1o/ES/Bltmw6UM4sgJ6fgTlGjmOSUt0bNv/Exz6BVIu/n2+mzd0fBWaDNKoILkhNruNF/54gZOXTlLWpyxvtXkLF6uL0WVJAYpLTueJ+dvItNnpWrcsvRqVM7qkAlcvwM7k++sxcuFOvt9+BqvVwqRe9bCqKeQUagiJiIiIiIiIiIh57fwGljwJmSlQKgz6zIfgWlc/1qMEdJsMNe6CH0bAhYPwSXtHk+ficTi2BrLS/z7eq5RjZFGNLlDlDvAoWSCRJH/Z7Y5pqiwF3NibvXs2q06tws3qxuS2kynlWapA7y/GstnsjFwQyemLKVQM8Ob1e+sW+N9gYdG5djDT+jTkqa+38+3W01gt8Oa9ago5gxpCIiIiIiIiIiJiPpnpsGICbHjf8b5qe+j1iaOJ82+qdYDHN8Cy0bBnEWz++O99pcKgZldH06hCU3DRz2tmYrfbeXrV0+yN2cvEFhNpUa5Fgdx3/dn1TN8+HYAXmr5A7dK1C+S+UnhMX3mY1Qf+wsPVyocPNcLPy83okgzVtV5ZbHY7T3+9nYVbTuNitfBaj7pqCt0k/T+WiIiIiIiIiIiYR1Ym7PwaVr/lmCIOoNVouONFx3pBueUdAL0/g/C7Yd9SCKnraASVrq4p4Uxsw9kNrDq1CoBhvw3jqUZPMbjO4HwdqXEu8RzPrX0Om93GvdXupVf1Xvl2LymcVh84z5QVjnWDXutZl9qhWoMM4O76odjsdkYtiOSrP09htVh4tUedYjtyyhnUEBIRERERERERkaLPZoO9i2DVGxBzyLGtRDB0mQS1e9z4dev0cjykWPhk9ycAlCtRjjOJZ5i6bSp7Luzh1Vav4uPm4/T7pWWlMWr1KOLS4qgVWIvnmz7v9HtI4XYqNpmRCyKx26Fv04rc17i80SUVKt0blMNmtzN64Q7mbTqJ1WJhYvfaagrdIKvRBYiIiIiIiIiIiNwwux32/wQftYZvBzmaQV6loMNEeCry5ppBUqxEno9kc9RmXK2ufNb5M15u/jJuVjd+O/kbDy57kGPxx5x6P7vdzhub3mBPzB78PPyY3HYyHi4eTr2HFG6pGVk8Pm8bcckZ1Cvvx7hu11jfrJjr2bA879xXH4sFvth4gpd+2E2WzW50WUWSGkIiIiIiIiIiIlL02O2USdiNy2ed4OsHIXo3ePhC2+fh6Z3Q8mlw9za6SilCPt31KQD3VLmHEJ8Q7qt+H3M6zyHIO4hj8cd4cNmDrDy50in3ysjKYNz6cXx36DssWJjUehKhJUKdcm0pOib8uJddZ+Lx93bjg36N8HTLw7SWxUyvxuWZ1KseFgt8ufEkT361jdSMLKPLKnLUEBIRERERERERkaIl7hQu83rQ4sgkrGe3gZs3tBoFT++Ats+Bp6/RFUoRc/DiQVafXo0FCwNrD8zeXr9MfRZ0W0Dj4MYkZSTx9Kqnmb59Olm2G/8hOjY1lkd/fZTFhxdjtVh5sdmLtCjXwhkxpAj5ZsspvvrzJBYLTOvTkPKl1MD+N72bVGD6gw1xd7Hy064oHpnzJwmpGUaXVaSoISQiIiIiIiIiIkXHuZ3wSXusJ9aRZXEl69bHHFPDtR8P3gFGVydF1OXRQR0qdaCyX+Uc+0p7lebjjh/zUPhDAMzaOYun1zxNii0lz/c5fPEwfZf1Zdv5bZRwK8GMO2dwf437b7p+KVr2nI3nxcW7ARjVvjptqpcxuKKio1u9UD4beCslPFzZeDSWBz7ayPmEVKPLKjLUEBIRERERERERkaLh8G8wpwskRmEvE87K8LewdXwNSgYbXZkUYacSTrH8+HIAHq376FWPcbO68dxtz/FG6zfwdPFk/bn1TLs0jS/2fcGl9Eu5us/a02t56OeHOJN4hvIlyjPvrnm0KtfKaTmkaIhPzmDYl1tJy7TRrkYZRrSranRJRU6LqqVZ8FgzypT0YN+5BO79cD1H/0o0uqwiQQ0hEREREREREREp/LZ9DvPuh/RECGtDZv+lJHvov6qXmzdnzxxsdhsty7UkPDD8usd2u6UbX9z1BeVLlOeS/RKTt0+mw7cdeGfzO0QlRV31HLvdzud7PufJlU+SlJFEk+AmfNX1K27xvyU/4kghZrPZGb0wklOxKZQv5cXkBxpgtVqMLqtIqh3qx/fDWxBW2ofTF1O4b+YGIk/FGV1WoaeGkIiIiIiIiIiIFF52O6x8DZY8CfYsqNcH+n0Hnn5GVyYmcD75PIsPLwZgSN0huTqnZkBNvu36LT29enKL3y0kZSQxd+9cOn/XmefWPsfemL3Zx2ZkZTBhwwTe3vI2NruNXtV6MavDLPw9/fMhjRR2n/xxlBX7z+PuamXmQ43x93Y3uqQirUKAN98Oa0798n7EJqXz4KyNrDpw3uiyCjU1hEREREREREREpHDKTIfFw2HtJMf7Ns9Cz5ngqh9RxTm+2PsFGbYMGgY1pHFw41yf5+7iTmOPxiy8ayEf3PkBTUOakmXP4qdjP/HA0gcY/MtgIk5EMDRiKN8d+g6rxcqYW8fwcvOXcXNxy8dEUljtO5fAO78cBGD83bWpU05NbWcILOHB/CHNaFO9DCkZWQyZu4Xvtp42uqxCy9XoAkRERERERERERK6QGg8L+8PR1WBxgW7vQeNHjK5KTCQ+LZ4FBxYA11476N9YLVZal29N6/Kt2Rezj7l757L82HL+jPqTP6P+BMDHzYdJbSbRpnwbp9UuRUtaZhajFkSSnmWjfXgQD95WweiSTMXHw5VP+jfhue92smj7GZ75ZgcHoi/x9J3V8PFQC+SfNEJIREREREREREQKl/gzMOcuRzPIzQce/FrNIHG6+fvnk5KZQvVS1WldrvVNXy88MJw3W7/J8l7LeaT2I/i4+VCxZEW+7PKlmkHF3JTfDrE/6hIBPu68cW89LBatG+Rs7q5W3u1dn6FtHGtzzVp7lPbvreGnXeew2+0GV1d4qD0mIiIiIiIiIiKFR9RumNcbLp2FEsHQdyGENjC6KjGZ5Ixk5u2bBzhGBznzB/oQnxCeafIMTzV6CgsWXK36CbY423I8lo/WHAHg9Z51KVPSw+CKzMtqtfD8XeHcVjmA8T/u4fTFFB6ft43W1Uoz/p7aVClTwugSDacRQiIiIiIiIiIiUjgcWQVzujiaQaVrwOAINYMkX3x78Fvi0+KpWLIiHSt1zJd7uFnd1Awq5pLSMnnmmx3Y7HBvo3J0rhNidEnFQvtawfw2+naeurMa7q5Wfj90gc5T1jJp+X6S0zONLs9QagiJiIiIiIiIiIjxIr+CefdBWgJUagmDf4FSlYyuSkwoPSuduXvmAjCwzkBcrC4GVyRm9dpP+zgRk0yonyfj76ltdDnFiqebC6M7VCdiVBva1ShDRpadD1Yfof27a1i+u/hOI6eGkIiIiIiIiIiIGMduhzVvw+JhYMuEOr3g4UXgVcroysSkfjzyI+dTzhPkFcQ9Ve4xuhwxqVUHzjN/00kA3uldH19PN4MrKp4qBfow+5FbmfVwY8r5e3E2PpVhX25jwJzNnItPMbq8AqeGkIiIiIiIiIiIGCMrA358Cla96njfciTc+wm4ao0NyR9Ztixm754NQP/a/XF3cTe4IjGji0npjPl2JwCDWobRomppgysq3iwWCx1rh/Db6Nt58o6quLtYWXvwLwZ/toXUjCyjyytQagiJiIiIiIiIiEjBS7sEX/WBbZ+DxQp3vQMdJoBVP1dJ/ok4EcHJSyfx8/Cjd/XeRpcjJmS323lx8W7+upRG1aASjOlcw+iS5H+83F14pmMNfh7ZmkAfd/aeS2DCj3uMLqtA6f9hRURERERERESkYF2Kgjl3weHfwNULHpgHtw0xuioxuSxbFrN2zQKgX81+eLt5G1yRmNGSHWdZtuscrlYLk+9vgKeb1qgqbKqUKcHUPg2xWOCrP0/x/bbTRpdUYNQQEhERERERERGRgnN+P3zSHqJ2gndpeGQZ1LzL6KqkGPjp2E8cuniIkm4l6Rve1+hyxITOxafw0uLdADx5RzXqlvczuCK5llbVSvP0ndUAeGHRbg5GXzK4ooKhhpCIiIiIiIiIiBSMPYvh044QfwoCq8Kjv0H5xkZXJcVAelY6729/H4BBdQfh56Ef6sW57HY7Y77dSUJqJvUr+PNEuypGlyT/4sk7qtG6WmlSMrIY/uVWktIyjS4p36khJCIiIiIiIiIi+SsjBX4cCd8MgLR4qNAMBkdAQJjRlUkx8c3BbzibdJYyXmXoF97P6HLEhOasO87vhy7g6Wblvfvr4+qin94LOxerhSkPNCDE15MjfyUx9vtd2O12o8vKV/qrFBERERERERGR/HN+H3x8B2ydA1ig1Sh4ZCl4BxhdmRQTSRlJzNrpWDtoWP1heLl6GVyRmM2u0/G88fM+AF64K5wqZUoYXJHkVmAJD97v2xAXq4UlO84yb9NJo0vKV2oIiYiIiIiIiIiI89ntsPUzmNUOzu8FnyB4+HtoPx5c3IyuToqRuXvmEpsaSyXfSvSs1tPocsRkEtMyefKrbWRk2elUO5iHmlUyuiTJoyaVA3iucw0AJv64l12n4w2uKP8U+obQ+PHjsVgsOR41a9bM3p+amsoTTzxBYGAgJUqUoFevXkRHR+e4xsmTJ+natSve3t4EBQXx7LPPkpmZcz7A1atX06hRIzw8PKhatSqfffZZQcQTERERERERETGf1Hj4diD8+DRkpkCVO2D4OsezSAGKSYlh7p65ADzZ8EncrGpGivPY7XZeWLSL4zHJlPP3YlKv+lgsFqPLkhswpPUtdKgVTHqWjcfnbyU+OcPokvJFoW8IAdSuXZtz585lP/7444/sfaNGjeLHH3/km2++Yc2aNZw9e5Z77703e39WVhZdu3YlPT2d9evXM3fuXD777DPGjRuXfcyxY8fo2rUr7dq1IzIykpEjR/Loo4/yyy+/FGhOEREREREREZEi79RmmNkK9iwCqyu0nwD9voMSQUZXJsXQrJ2zSM5MpnZgbTpW6mh0OWIy3249zQ+RZ3GxWpj2YAP8vNVwLKosFgvv9K5PhQAvTsWm8J9vd5hyPaEi0RBydXUlJCQk+1G6dGkA4uPj+fTTT3nvvfe44447aNy4MXPmzGH9+vVs3LgRgF9//ZW9e/fy5Zdf0qBBA7p06cIrr7zCjBkzSE9PB2DmzJmEhYXx7rvvEh4ezogRI7jvvvuYPHmyYZlFRERERERERIqU9GRY8zbM6QxxJ8G/Igz6BVqNBGuR+AlKTObUpVMsPLgQgJGNR2rkhjjV4fOXGPfDHgBGd6hO40paF62o8/Ny44O+jXF3sRKxN5qPfz9qdElO52p0Ablx6NAhQkND8fT0pHnz5rzxxhtUrFiRrVu3kpGRQfv27bOPrVmzJhUrVmTDhg00a9aMDRs2ULduXYKDg7OP6dSpE8OHD2fPnj00bNiQDRs25LjG5WNGjhx5zZrS0tJIS0vLfp+QkABARkYGGRnmGU52OYsyFX5mzGXGTGDOXMpUdJgxlxkzgTlzmTETmDOXGTOBOXMpU9FhxlxmzATmzJXvmTJSsG77DOuG6ViSzgNgC+9O1l2TwdMX8um++q6KDqNyTd82nUxbJs1CmtG4dGOn3t+M35UZM0H+5ErNyGLEvG2kZGTRokoAj7aoWKCfm76r/FMz2JsX7qrByz/u463lB6ge5EPLKoE3fL3C9h1Z7IV83NPPP/9MYmIiNWrU4Ny5c0yYMIEzZ86we/dufvzxRwYOHJijMQNw22230a5dO9566y2GDh3KiRMnckz/lpycjI+PDz/99BNdunShevXqDBw4kLFjx2Yf89NPP9G1a1eSk5Px8vK6oq7x48czYcKEK7bPnz8fb29vJ34CIiIiIiIiIiKFj9WWTuULq6gWvRTPTMcC3EnupdlfthenS7UAjcYQA53LOscHlz7Ajp3HSzxOqGuo0SWJiSw8amVdtJUSbnaeq5eFr7vRFYkz2e3wxWErWy9YcbXYGVjdRp2AG2ujJCcn07dvX+Lj4/H19XVypXlX6EcIdenSJft1vXr1aNq0KZUqVWLhwoVXbdQUlLFjxzJ69Ojs9wkJCVSoUIF27doRGHjjHcPCJiMjg4iICDp06ICbmznmwDRjJjBnLjNmAnPmUqaiw4y5zJgJzJnLjJnAnLnMmAnMmUuZig4z5jJjJjBnLqdnykzFuv1zrOunYkmMBsDuV4GslqNxr/cA9VzcqXfzd/lX+q6KDiNyPbX6KeyX7HSs2JFHWz3q9Oub8bsyYyZwfq7le6JZt2EHANP6NqZ11dI3fc280neV/9pnZDHqm11E7DvP7EOuTLq3DvfUL5vn68TExORDdTeu0DeE/j9/f3+qV6/O4cOH6dChA+np6cTFxeHv7599THR0NCEhIQCEhITw559/5rhGdHR09r7Lz5e3/fMYX1/fazadPDw88PDwuGK7m5ub4X+s+cGMucyYCcyZy4yZwJy5lKnoMGMuM2YCc+YyYyYwZy4zZgJz5lKmosOMucyYCcyZ66YzZaTCtrnwx2S4dM6xza8CtH4GS4N+uLoa85/I67sqOgoq15aoLfxx9g9cLa483fjpfL2nGb8rM2YC5+Q6FZvM84sd6wYNb1uFO8Lz3iBwJn1X+VvDhw81Zsy3O/l++xn+890uUjLtPNSsUp6vU5gUuRX9EhMTOXLkCGXLlqVx48a4ubmxYsWK7P0HDhzg5MmTNG/eHIDmzZuza9cuzp8/n31MREQEvr6+1KpVK/uYf17j8jGXryEiIiIiIiIiUqwlx8KstvDzGEczyLc8dJsMT26DJgPBoGaQyP9nt9uZvG0yAL2q96Kib0WDKxKzyMiy8dTX27mUmknDiv6M7lDd6JIkn7m6WHmnd30eblYJux1eXLybD1cfMbqsm1LoRwj95z//4e6776ZSpUqcPXuWl19+GRcXFx588EH8/PwYPHgwo0ePJiAgAF9fX5588kmaN29Os2bNAOjYsSO1atXi4YcfZtKkSURFRfHiiy/yxBNPZI/wGTZsGO+//z5jxoxh0KBBrFy5koULF7Js2TIjo4uIiIiIiIiIGC8zHRb2h7/2gU8ZaPtfaPgwuF45c4qI0VaeWsnOv3bi5erFY/UeM7ocMZH3Ig6y/WQcvp6uTOvTEDeXIjfWQm6A1WphYvfa+Hq5MmPVEd5avp9LqRk826kGliK4Vl6hbwidPn2aBx98kJiYGMqUKUOrVq3YuHEjZcqUAWDy5MlYrVZ69epFWloanTp14oMPPsg+38XFhaVLlzJ8+HCaN2+Oj48PAwYMYOLEidnHhIWFsWzZMkaNGsXUqVMpX748n3zyCZ06dSrwvCIiIiIiIiIihYbdDktHwfHfwb0k9P8BgmsbXZXIVWXaMpm2bRoAD4U/RBnvMgZXJGax9uBf2SND3upVjwoB3gZXJAXJYrHwbKealPR0482f9/PB6iMkpmUy/u7aWK1FqylU6BtCX3/99XX3e3p6MmPGDGbMmHHNYypVqsRPP/103eu0bduW7du331CNIiIiIiIiIiKmtG4KRH4JFiv0nqNmkBgm05bJoYuHuJR+ieTMZJIzkknOTCYpI4nkzGRSMlI4dekUR+OP4ufhx8A6A40uWUzi/KVURi+MBOChZhXpUtfYdYPEOMNur0IJD1de+mE3n284QWJqJpPuq4drERotVugbQiIiIiIiIiIiYoA9i+G38Y7XXSZBtQ5GViPFVHJGMosOL+LzPZ9zNulsrs4ZUncIJd1L5nNlUhzYbHZGL9jBhcR0aoaU5MWutYwuSQz2ULNKlPR0ZfTCHXy//QyJaZm8e399Snq6GV1arqghJCIiIiIiIiIiOZ3eCov+t/5K02Fw2xBj65Fi50LKBebvm8+CAwtISE8AoKRbSYK8g/B288bb1dvxfPm1qzc+bj4EeQfRo2oPY4sX0/hwzRH+OHwBLzcX3u/bEE83F6NLkkKge4Ny+Li78vj8bfy6N5o2k1bxRLuqPNSsUqH/G1FDSERERERERERE/hZ3Cr7qA5mpUK0TdHrd6IqkGDkef5y5e+ey5PAS0m3pAFQsWZEBtQdwT5V78HT1NLhCKS62nojlvYiDAEzoXpuqQRp1Jn9rXyuYLwbdxthFuzj6VxKvLtvH7D+OMbJ9de5tVK7QTiOnhpCIiIiIiIiIiDikJsD8ByDpPATXgfs+BWvh/q+dxRx2/LWDObvnsPLkSuzYAahXph4Daw+kXYV2uOjvUApQXHI6T30VSZbNTo8GofRuXN7okqQQanpLIL+ObMN3204z5bdDnI1PZcx3O/lo7RH+07EGneuEGF3iFdQQEhERERERERERyMqEbwfB+T1QIhj6LgAP/Rfxkv+WHFnCC3+8kP2+bfm2DKwzkIZBDbFYLAZWJsWR3W7nue92ciYuhcqB3rzas67+DuWaXF2sPHBrRbo3KMeXG08wY9VhjvyVxPB526hX3o/HmgUbXWIOagiJiIiIiIiIiAj8MhYOR4CrFzz4Nfjpv4iXgjF3z1wAOlTqwIgGI7jF/xaDK5Li7IuNJ/hlTzRuLhbe79uIEh76CV3+naebC4+2voX7b63AJ2uP8skfx9h5Op7h884ZXVoOhXMiOxERERERERERKTgbZ8KfswAL9PoYyjUyuiIpJg5ePMjBiwdxs7rxcvOX1QwSQ+05G8+rS/cBMLZLOHXK+RlckRQ1vp5ujO5Yg7Vj2vFIi8q4uRSu0WVqCImIiIiIiIiIFGd7FsPy/zped5gA4XcbWo4UL8uOLgOgTfk2+Hnox3cxTlJaJk9+tZ30LBvtw4MY2LKy0SVJEVa6hAfj76nNouHNjC4lBzWERERERERERESKq2O/w/dDADs0GQQtnjK6IilGbP/H3n2HR1WmfRz/TkvvIZUUQg+9KogiiBTBjm3tbS2LBXXVV9fC2svu2ta2a11X1l4pKiK9914CBEJCeq+TKef9YyAYARUImWTy+3id67TnnLnvTEzIued5HsPNjMwZAEzoOMHL0Uhb98jXm9hVWE18WADPX9RX8wZJk2gfEejtEBpRQUhEREREREREpC3K2wAfXQ6uek+voPF/Az0AlWa0Kn8VedV5hNpCGZ403NvhSBv2xepsPl+djdkEL/+hP5HBft4OSeSEUEFIRERERERERKStKd0D/50I9gpIHQYXvgVmi7ejkjbmwHBxozuMxt/i7+VopK0qrrLz8FcbAZh8ZldOSovyckQiJ44KQiIiIiIiIiIibUl1Mfz3QqjKh9gecNlUsAV4OyppY+pd9fyw5wcAJqRpuDjxnpV7Sqmud9ExJphJIzt7OxyRE0oFIRERERERERGRtqK+GqZeDMU7IDwZrvwcAiO8HZW0QQuyF1BZX0lcUByD4gd5Oxxpw7blVQLQLzkCi1nDZopvs3o7ABERERERERERaQYuB3x2DeSsgsBIuPILCEv0dlTSRk3bNQ2A8WnjMZv0mXXxnq15FQCkx4d5ORKRE08/bUVEREREREREfJ1hYJlxF+yYBdZAuPxTiOnq7aikjaqor2Be9jwAJnTUcHHiXVtzPT2EuieEejkSkRNPPYRERERERERERHxcj32fYC6YDiYLXPweJA/2dkjShs3aPQuH20HniM50i+rm7XCkDautd5FZXA1Ad/UQkjZABSEREREREREREV9UmQd7FmHZ9j1dCqZ7jp37MnQb5924pM2bnun5fjy749lejkTauoyCSgwDooP9iAn193Y4IiecCkIiIiIiIiIiIr6gdA/sWQx7FnnWJTuBg/MFuEb8BUv/K70XnwiQV53HirwVgGf+IBFv0nBx0taoICQiIiIiIiIi0lrtXgSr3/cUgMr3/uKkCeJ740oeyrKSUAafMhmLV4IUOWhG5gwABsYNJCEkwcvRSFu3Ja8C0HBx0naoICQiIiIiIiIi0tqU58APD8GmLw4eM1shsT+kngKpwyD5ZAiMwO1wUDhjBphM3otXZL9pu6YBGi5OWoZteZ4eQt3i1UNI2gYVhEREREREREREWgunHZb8E+b/DRw1gAkGXA09L4Dkk8Av2NsRtgo5VTksyF7AgpwFbCzaSFRAFCmhKaSEpZAcmkxKWAopoSnEBcVhMatfVVPZXrqdjNIMbGYbo1NHezscaeMMw2BLrqeHULp6CEkboYKQiIiIiIiIiEhrsP17+O7/oGSXZz95CIx/DhL6ejeuVsDhdrAmfw0LchawIHsBO8t3NjpfUlfCjrIdh1xnM9toH9KejuEdua7XdfSL7ddMEfummbtnAjA8aTjh/uFejkbausJKO6U1Dswm6BIX4u1wRJqFCkIiIiIiIiIiIi1Z8U747gHI+N6zHxIPox+DPpdoGLhf4XQ7mZE5g7l757J432KqHdUN5ywmC31j+jI8aTiD4wdTUV/B3sq9ZFVkedaVWWRXZuNwO9hdsZvdFbuZs3cOl3S7hDsH3Emo39ENL1XrrOWTbZ+wr2ofdwy4g2Bb2+vJ5TbcfLfnOwAmdJzg5WhEYMv+4eLS2gUTYFNPQGkbVBASEREREREREWmJHLUw/3lY/Aq46j1zBA35E5x+H/hrvotf43Q7uW/+fczaM6vhWFRAFKe2P5XTkk5jaMLQ3+yh4nK7yK/JJ6syi293fss3O7/h420fMydrDg+e/CCjUkf9Zhz1rno+2/4Z/97wb4pqiwCwu+xMOWXKceXXGu127ia/Jp9QWyjDk4Z7OxwRtuV5hovrruHipA1RQUhEREREREREpKUxDPjsetg2w7Pf6QwY9yzEdPVuXK2Ay+3iwQUPMmvPLGxmG9f3up4RySPoEd0Ds8n8u+9jMVtIDEkkMSSRIQlDOKfTOTy+5HGyKrOYPHcyZySfwQMnP0B8cPwh1zrdTr7d+S2vr3ud3OpcAOKD48mvzufzjM8ZkTyCEckjmirlVmGdYx0AozuMxt/i7+VoRGBrrqeHUPd4Fdil7fj9vwVFRERERERERKR5LH3dUwyy+MElH8CVX6gY9Du4DTePLH6EmbtnYjVZ+ceIf3Bb/9vo1a7XURWDDmdIwhA+P/dz/tj7j1hNVn7a+xPnf30+/9v6P1xuV8Prz8ycyQVfX8Ajix8htzqXmMAYHjr5IWZcMIOre1wNwKOLH6WkruS4820t7C47m+o3ATAhTcPFSctwYMi47gnqISRth3oIiYiIiIiIiIi0JDmrYNYjnu2xT0GPc70bTyvhNtw8tuQxvtn5DRaThedPf77Je+EEWAO4Y8AdnJV2FlOWTGF94XqeWvYU03ZO46KuF/HfLf9le+l2ACL8I7ix941c2u1SAqwBANw+4HYW7VvEjrIdPL7kcf4x4h+Y2sA8UAv3LaSOOuKC4hgUP8jb4YjgcLnZUaAeQtL2qIeQiIiIiIiIiEhLUVcOn14HbgeknwuDb/R2RK2CYRg8tewpPs/4HLPJzNOnPc2ZqWeesNfrEtmFD876gL+c/BeCbcGsL1rPI4sfYXvpdkJsIUzqN4nvJn7HNT2vaSgGAfhb/Hnq1Kewmqz8mPUj3+769oTF2JLM3D0TgLGpY4+7p5ZIU8gsqsbhMgjxt5IUGejtcESajX4Ci4iIiIiIiIi0BIYB39wOZXsgIgXOfQXaQO+R42UYBs+vfJ6Pt32MCRNPDHuCs9LOOuGvazaZuaz7ZXx93teMTh1NmF8YN/S6ge8mfsctfW8h2BZ82OvSo9O5td+tADy97Glyq3JPeKzeVG4vZ0HOAgDGdxjv5WhEPLbkVgDQLT60TfTSEzlAQ8aJiIiIiIiIiLQEK9+BzV+D2QoXvQeBEd6OqMUzDINX1r3CB5s/AGDKKVM4p9M5zRpDXHAc/xjxDwzD+N0Plq/vdT3zsuexvnA9Dy16iH+P+bdP9pzZVLSJ51c+j8PtIM4cR9dIzYMlLcPWPA0XJ22T7/2mERERERERERFpbfI2wHcPeLbP/CskDfRuPK3ET3U/8d7m9wB46OSHuLDLhV6L5Wh6GVjNVp469SkCrYEsz1vO1C1TT2BkzW9vxV7unXcvl02/jFX5q7CZbYwKGOXtsEQabFNBSNooFYRERERERERERLzJXuWZN8hlhy5jYegkb0fU4hmGwdub3maO68fyXwAA5ndJREFUfQ4A9w++n0u7X+rlqI5Oalgq9wy8B4AXV7/IrrJdXo7o+JXUlfD0sqc59+tz+W73d5gwcXbHs/ny7C/p4dfD2+GJNNi6f8i47glhXo5EpHlpyDgREREREREREW+a8WcozoDQRDj/dc0b9Csq6iuYtnMan2V8RkZpBgB39LuDK3tc6eXIjs0l3S5hzt45LNq3iAcWPsC7o9/1dkjHpMZRwwebP+DdTe9S7agGYFjiMCYPnEz3qO44HA7Wsta7QYrsV17jYF95HeCZQ0ikLVFBSERERERERETEW9ZOhXX/A5MZLnobgqO9HVGLYxgG64vW8+m2T/l+9/fUuTwPcgMsAYywjeDaHtd6N8DjYDKZeGzYY1zw9QVsLt7MWxvfIpVUb4dFdmU2K/JWsLZwLXaXnQBLAP4Wf/yt/g3bAVbPuqq+iv9s/g+FtYUApEelc/eguxmSMMTLWYgc3tY8T++g9hGBhAXYvByNSPNSQUhERERERERExBsKt8F0z5BhjHwQUk/xbjwtTEV9BdN3TefT7Z829AYC6BzRmYu7Xsy4lHEs+HGBFyNsGrFBsTw85GHunX8v72x6hz8G/7HZY8ipymFF3gpW5K1gZd5K9lXvO+p7tA9pzx3972Bc2jjMJs1SIS3XtnzNHyRtlwpCIiIiIiIiIiLNzVELn14LjhroOAJOvdvbETWbbSXb2F2xmzpnnWdx1VHrrMXuslPn9GyX28tZmLOwoTeQv8WfsR3GcnHXi+kb0xeTyYTD4fByJk1nXNo4fsr6iZm7Z/JZzWdc6biScFv4CXs9wzD4MetH5u2dx8r8leRU5TQ6bzVZ6dWuF4PiBxHhH0Gds87z/rjqsDv3r1127E47DsPBae1P4+KuF+Nn8TthMYs0lS25+wtCCSoISdujgpCIiIiIiIiISHNyOeDzG6FgMwTHwgX/ArPF21E1izUFa7j2u2txG+7f1b5zRGcu6noRZ3c8m3D/E1cgaQn+MuQvrMxfSWFtIY8sfYQXRr5wQnra5FTl8OjiR1mWu6zhmNVkpWe7ngyOH8zguMH0i+1HkC2oyV9bpCU4MGRc9/gwL0ci0vxaVUHomWee4YEHHuDOO+/kxRdfBKCuro577rmHjz76CLvdztixY3nttdeIi4truC4rK4tbb72VOXPmEBISwjXXXMPTTz+N1Xow/blz53L33XezadMmkpOTeeihh7j22mubOUMRERERERER8WkuJ3x+A2ydBhZ/uOgdCI377et8gN1l55FFj+A23KSFp9E+pD0BlgACrPsXSwCB1sCG+Wn6xvRt6A3UFoT7h/Pcqc9x46wb+WnvT/xr/b+4pe8tTXZ/t+Hm420f88KqF6h11hJgCeDSbpcyNHEo/WP7qwAkbYLbbbAtz9NDKF09hKQNajUFoRUrVvDmm2/Sp0+fRsfvuusupk+fzqeffkp4eDi33XYbF154IYsWLQLA5XIxYcIE4uPjWbx4Mbm5uVx99dXYbDaeeuopADIzM5kwYQK33HILH374IbNnz+bGG28kISGBsWPHNnuuIiIiIiIiIuKDXE748ibY/DVY/OCyqZB2mrejajavr32d3RW7aRfYjg/O+sDne/wci74xfTkn8By+qv2KV9e+SrfIboxMGXnc982qyOLRxY+yMn8lAANiB/D4sMdJCUs57nuLtCbZpbXU1Lvws5rpEB3s7XBEml2rKAhVVVVxxRVX8O9//5snnnii4Xh5eTlvv/02U6dO5YwzzgDg3XffJT09naVLlzJkyBB++OEHNm/ezI8//khcXBz9+vXj8ccf5/7772fKlCn4+fnxxhtvkJaWxt///ncA0tPTWbhwIS+88MIRC0J2ux273d6wX1Hh6WrocDh8agzbA7kop5bPF/PyxZzAN/NSTq2HL+blizmBb+blizmBb+blizmBb+alnFoPX8zLF3OCE5iX24Vl2u2YN36OYbbhmvguRofToRm+fi3hvdpcspn3Nr0HwIODHyTIHHTc8bSEvJqaw+FgkP8grIlWPtv5GQ8seID3x75Px/COx3Q/l9vFR9s/4tV1r1LnqiPQGsjtfW/nkq6XYDaZm+1r56vv1c/XvsAXc4LGeW3MLgWgc0wwhtuFw+3yZmjHrC28V76ipeViMgzD8HYQv+Waa64hKiqKF154gREjRtCvXz9efPFFfvrpJ0aNGkVpaSkREREN7VNTU5k8eTJ33XUXjzzyCN988w1r165tOJ+ZmUnHjh1ZvXo1/fv3Z/jw4QwYMKBhGDrwFJYmT55MeXn5YWOaMmUKf/3rXw85PnXqVIKC1MVWRERERERERPYz3PTLepvUkgW4sbAi7TbyIgZ6O6pm4zScvFH5BnnuPHrbenNp8KXeDqnFcxku3q16l92u3USbo7kl5BYCzYFHdY9CVyFf1nxJlisLgI7WjpwfeD5RlqgTEbJIq/DdXhMzsy2cFOPmis6/by4zkeNRU1PD5ZdfTnl5OWFh3p+3qsX3EProo49YvXo1K1asOORcXl4efn5+jYpBAHFxceTl5TW0+fl8QgfOHzj3a20qKiqora0lMPDQX7gPPPAAd999d8N+RUUFycnJjBw5kujo6KNPtIVyOBzMmjWL0aNHY7PZvB1Ok/DFnMA38/LFnMA381JOrYcv5uWLOYFv5uWLOYFv5uWLOYFv5qWcWg9fzMsXc4ITkJfhxjzzz1hKFmCYLLgv+BcD0s87/vseuL1h4DbcWMyWI7bx9nv1rw3/Im9DHhH+Ebw44UUiAyKb5L7ezutEOJDTuDHjONV1Kld8dwV5NXnMCZ7DS6e/9Kvv8wF2l52pW6fy5oY3qXfXE2wN5s7+dzKx80Svzcfky++Vcmr5fp7XzM83Q3Y+ZwzszvhhHbwd2jFrC++Vr+RVXFzs7RAaadEFob1793LnnXcya9YsAgICvB1OI/7+/vj7+x9y3Gaz+cw368/5Yl6+mBP4Zl6+mBP4Zl7KqfXwxbx8MSfwzbx8MSfwzbx8MSfwzbyUU+vhi3n5Yk7QRHkZBsz4M6z5D5jMmC78F9beFx3nLQ12le9iZd5KVuSvYFX+KsrsZUzsMpFb+t5Cu8B2R7zWG+9VRmkGb216C4AHT36Q2NDYJn8NX/wetNlsxAbF8vIZL3P1zKtZnLuY1za+xt0D7z7iNS63i292fsNr614jr9rzIehTEk9hytApJIQkNFfov8pX3yvl1DrYbDa251cB0LN9hE/k6Mvvla/k1dLyaNEFoVWrVlFQUMCAAQMajrlcLubPn88///lPvv/+e+rr6ykrK2vUSyg/P5/4+HgA4uPjWb58eaP75ufnN5w7sD5w7OdtwsLCDts7SERERERERETkVxkGfPcArHgLMMH5r8MxFIPchpsdZTtYmbeSlfkrWZW/ipK6kkPafbztY77d+S3X9bqOq3tcTZDN+8PZO91OHln0CE63kxHJIxjXYZy3Q2p10qPTeXzY49w7/17e3fgu3SO7M77j+EZtDMNgzt45vLz6ZXaW7wQgLiiOOwbcwTkdz/FaryCRlqa23kVmcTUA3eO9P3SXiDe06ILQqFGj2LBhQ6Nj1113Hd27d+f+++8nOTkZm83G7NmzmThxIgDbtm0jKyuLoUOHAjB06FCefPJJCgoKiI31fApl1qxZhIWF0aNHj4Y2M2bMaPQ6s2bNariHiIiIiIiIiMjvZhgw62FY9rpn/9xXoO9lR3WLcns57216j8+3f06pvbTROX+LP/1i+jEwfiCD4gbhNty8uOpFNhZv5NW1r/LJtk+Y1G8S53U+D6vZe49+Ptj8ARuLNxJqC+XhIQ+rMHGMxqWNY0vJFt7Z+A6PLH6EDuEd6BHteaa1Kn8VL656kbWFawEI8wvjj73/yGXdLyPA2rJG2xHxtoyCKgwD2oX4ERN66MhPIm1Biy4IhYaG0qtXr0bHgoODiY6Objh+ww03cPfddxMVFUVYWBi33347Q4cOZciQIQCMGTOGHj16cNVVV/Hcc8+Rl5fHQw89xKRJkxqGfLvlllv45z//yX333cf111/PTz/9xCeffML06dObN2ERERERERERad0MA2Y/Botf8eyf/SIMuOp3X17jqGHq1qm8s/EdKusrAQi0BtIvph+D4gcxKG4Qvdr1ws/i1+i6Dyd8yA+7f+DF1S+SU5XDlCVT+O+W/3LXwLsYEjukqbL73XaX7+bVta8CcO/ge4kNavqh4tqSO/rfwfbS7SzMWcidc+7kyWFP8v7m95mfPR+AAEsAV/a4kut6XUeYn3o+iBzOtv3DxXWLD/VyJCLe06ILQr/HCy+8gNlsZuLEidjtdsaOHctrr73WcN5isTBt2jRuvfVWhg4dSnBwMNdccw2PPfZYQ5u0tDSmT5/OXXfdxUsvvURSUhJvvfUWY8eO9UZKIiIiIiIiItJazX0aFv7Dsz3+bzDout91mcPl4LOMz/jX+n9RVFsEQOeIztzW/zaGJw3HZv71OQjMJjPj0sZxRsoZfLztY95c/yY7ynYwafYkBsUNYrBz8HGldTTchptHFz+K3WXnlMRTOL/z+c322r7KYrbw7PBnuWL6Feyu2M0NP9zgOW6yNMwfFRMU4+UoRVq2bfmeIruGi5O2rNUVhObOndtoPyAggFdffZVXX331iNekpqYeMiTcL40YMYI1a9Y0RYgiIiIiIiIi0hbNex7mPevZHvcMnPTH37zE5XYxI3MGr659lZyqHADah7RnUr9JjE8bj8VsOaoQ/Cx+XNXjKs7tdC5vb3ibD7d8yMr8laxmNUOLhtI/of9Rp3W0Ptr6EasLVhNkDeLRoY9qqLgmEuYXxktnvMQV06+gylHF2A5jub3/7aSGpXo7NJFWYVvegYKQeghJ29XqCkIiIiIiIiIiIi3OwhdgzhOe7dGPw5Bbf7W5YRjM3TuXl9e8zI6yHQC0C2zHzX1uZmKXidgsv94j6LeE+4dz96C7uaz7ZTy88GGW5y/n3xv/zWsJr/32xcchpyqHF1e/CMDkgZNJDEk8oa/X1nQM78iX531JnbOODuEdvB2OSKthGAeHjFMPIWnLVBASERERERERETkei/8JP07xbI96BIbd8avNa521PLroUWbunglAqF8o1/e6nsu7X06QLahJQ0sMSeTBwQ9ywbQLWLBvAdtKttEtqluTvsYBbsPNlMVTqHXWMiB2AJd2u/SEvE5bFx8c7+0QRFqdCgeU1jgwm6BLXIi3wxHxGrO3AxARERERERERabWWvQk//MWzPeIBOO2eX22+r2ofV8+8mpm7Z2I1Wbmh1w3MvHAmN/a+scmLQQekhKXQ09YTgLc3vn1CXgPglTWvsDR3Kf4Wfx4b9hhmkx47iUjLsK/GM3RlWrtgAmxHNxSniC/Rb2YRERERERERkWOx4m2YeZ9n+7Q/w+n3/3rzvBVcNu0ytpZsJSogin+P+TeTB04m3D/8hIc63H84AN/v/p69FXub/P7f7vyWtza8BcCjQx/VvDYi0qLsq/asuydouDhp21QQEhERERERERE5Wqveh+l3e7aH3QlnPAQm02GbGobB/7b+j5t+uIlSeynpUel8NOEjBsUParZwE62JDEsYhttw8+6md5v03usK1zFl8RQAbuh1A+d0OqdJ7y8icrxy9/cQ6h4X6uVIRLxLBSERERERERERkaOxdip8e6dne8gkOPOvRywG1bvqmbJkCk8tewqn4WR82njeP+t9EkISmjFgj+t6XgfAVzu+oqCmoEnumVedx50/3Um9u56RySO5Y8Cvz58kIuINB4aMUw8haetUEBIRERERERER+T3qymHm/fDVnwADTroZxj55xGJQYU0h139/PV9kfIHZZOaegffwzGnPEGgNbN649xsQO4D+sf1xuB18sPmD475fjaOG23+6neK6YrpGduWZ057RvEEi0uI4XG7yaj3b3ePVQ0jaNv2WFhERERERERH5NYYB6z+Bfw6GZW/QUAw669kjFoPWF67nsmmXsa5wHaF+obw26jWu7XUtpiO0by439r4RgE+2fUK5vfyY7+M23Pxl4V8a5kN65YxXCLIFNVWYIiJNJrOoGpdhItjfQlKkdwryIi2FCkIiIiIiIiIiIkdSsBXePwe++CNU5UN0Z7jqKxj/3BGLQSvyVnDdd9dRUFtAp/BOfDThI4a1H9a8cR/Bae1Po1tkN2qcNUzdOvWY7/Pq2lf5MetHbGYbL418icSQxCaMUkSk6WzLrwKgW1yo14vyIt6mgpCIiIiIiIiIyC/VV8OsR+GNYbB7AVgD4IyH4NbF0GnkES+rcdTw0MKHqHfXMzxpOB9O+JCUsJRmDPzXmUwmbuh9AwBTt0ylxlFz1PeYsWsG/1r/LwAeHfoo/WL7NWWIIiJNalvegYJQiJcjEfE+FYRERERERERERA4wDBLKVmB98xRY9CK4ndD1LJi0DIbfC1b/X738xdUvsq96H+1D2vP88OcJtgU3T9xHYUzqGFJCUyizl/F5xudHde2Gwg08svgRAK7reR3ndT7vRIQoItJktuZXAtBN8weJqCAkIiIiIiIiIgJA0Q4sH/+BkzJfwVSRA+EpcNn/4PKPILLDb16+Kn8V/9v6PwCmnDKlxc6pYzFbuK7XdQC8t+k96l31v+u6/Op87pxzJ3aXndOTTufOAXeeyDBFRJrEtrz9BSH1EBJRQUhERERERERE2ri6CvjhYXhtCOadP+I2WXANu9vTK6j7+N91i1pnLY8s8vScmdhlIkMShpzIiI/buZ3OJTYwloKaAqbtmvab7TcWbeSmWTdRWFtI54jOPDv8WSxmSzNEKiJy7MprHORV2AEVhERABSERERERERERaavcbljzIbwyEBa/DG4H7k5nMqf7U7hHPAh+v7+Hz6trXiWrMovYoFjuGXTPCQy6afhZ/Li659UAvLPxHVxu12HbVTuqeXrZ01w+/XJ2le8iOiCaV854pUUOhSci8ksbcsoBiPY3CA2weTkaEe9TQUhERERERERE2p7slfD2mfD1n6C6AKI6weWf4LrsI6oCEo7qVusK1/HBlg8AeHToo4T6tY55Ki7uejHh/uHsqdjDrKxZh5yfnTWbc786l6lbp2JgMKHjBD4/93OSQpO8EK2IyNFbn1MGQEqI4d1ARFoIq7cDEBERERERERFpNpV58OMUWOeZ6we/UDj9Xjj5VrD6gcNxVLerd9XzyKJHcBtuzul4DsOThjd9zCdIkC2Iy7tfzuvrXuftDW8zNnUsJpOJvOo8nl72ND/t/QmA5NBkHhryEKcknuLliEVEjs6GbE8PIRWERDxUEBIRERERERER32cYsORVmPs01Fd5jvW7AkY9CqFxx3zbN9a90TCU2v0n3d9EwTafy7tfznub3mNryVYW5Cxgb+VeXlnzCtWOaqwmK9f2upab+9xMgDXA26GKiBy19fsLQska5VIEUEFIRERERERERHydYcAPD8GSf3r22w+Cs56DpIHHddvNxZt5Z+M7ADw85GHC/cOPN9JmFxEQwcVdL+Y/m//DnT/didNwAtA3pi+PDH2ErpFdvRyhiMixKaqyk1NWi8kEycHqISQCKgiJiIiIiIiIiK+b8+TBYtC4Z+Ckm8F8fNMqO1wOHl70MC7DxdgOYxmVOqoJAvWOq3tczdStU3G6nYTYQrhr4F1c1PUizCZNPS0irdeGHE/voLToYAKs5V6ORqRlUEFIRERERERERHzX/Oc9C8BZz8PJNzXJbd/e+DbbS7cT4R/BAyc90CT39Ja44DiePvVpNhVv4uoeVxMTFOPtkEREjtv6vZ4iUO/2YYAKQiKggpCIiIiIiIiI+KrFr8BPT3i2Rz/eZMWgjNIM3lz/JgAPnPQA0YHRTXJfbxqXNo5xaeO8HYaISJPZkFMGQK/2YVDq3VhEWgr1/RURERERERER37P83555gwBG/gWG3dEkt3W4HTyy6BGcbicjk0dyVtpZTXJfERFpOoZhsC7b0yuoT/vWN7+byImigpCIiIiIiIiI+JbV/4EZf/Zsn3YPDL+3SW67r2of1393PRuLNxLqF8pDQx7CZDI1yb1FRKTp5FfYKay0YzZBenyot8MRaTE0ZJyIiIiIiIiI+I51H8M3+3sDDZkEZzwMTVC0mbVnFo8ufpTK+kpCbCE8e9qzxAbFHvd9RUSk6a3PLgOga1wogX4W7wYj0oKoICQiIiIiIiIivmHTl/DVLYABg26AsU8edzGozlnHcyue49PtnwLQJ6YPz572LEmhSU0QsIiInAjrDwwXl6Th4kR+TgUhEREREREREWn9ts6Az28Eww39r4TxfzvuYtCO0h3cO/9edpTtwISJG3rfwJ/6/Qmb2dZEQYuIyImwPsdTEOqdFOHdQERaGBWERERERERERKR12/49fHoNuJ3Q+2I452UwH/u0yYZh8PmOz/n7qr9T56qjXWA7njr1KYYmDm3CoEVE5EQwDIMN+4eM69NePYREfk4FIRERERERERFpvbZ/Dx9fCa566HEenP8GmI99vojK+ko+rvmYjcs3AjCs/TCeHPYk0YHRTRWxiIicQNmltZTWOLBZTHRPCPX0HBURQAUhEREREREREWmtflkMmvg2WI79UcfWkq3c+dOd7HPsw2qyMnngZK7qcRVm07H3NhIRkeZ1YP6g7vFh+FstOBwqCIkcoIKQiIiIiIiIiLQ+hy0GHfvcPrP2zOIvC/9CrbOWSHMkL49+mX7x/ZouXhERaRbrc8oA6J2k4eJEfkkFIRERERERERFpXZqwGGQYBm+sf4PX1r4GwJD4IYyqGUXP6J5NGbGIiDST9Xs9PYT6qiAkcgj1eRYRERERERGR1qMJi0E1jhr+PO/PDcWgK9Ov5OURLxNoDmzKiEVEpJm43QYbczwFod7tI7wbjEgLpB5CIiIiIiIiItI6NGExKK86jzt+uoMtJVuwmq08MuQRLuhyAQ6Ho4mDFhGR5pJZXE2l3Ym/1UyXuBBvhyPS4qggJCIiIiIiIiItXxMWg9YWrGXynMkU1xUTFRDFCyNeYEDcgCYOWEREmtuGbE/voJ6JYdgsGhxL5JdUEBIRERERERGRlu13FIOW7FvCnoo9xATFEBsYS2xQLNGB0VjNjR99fL3ja/665K843A66RXbj5TNeJjEksTmzERGRE2T9/oJQn6QI7wYi0kKpICQiIiIiIiIiLVfxTvj02l8tBi3NXcrNs27GwGh03ISJ6MBoYgJjiA2KxWwyM2fvHABGpYziqVOfIsgW1FyZiIjICbY+uwyA3u3DvRuISAvV4vvNvf766/Tp04ewsDDCwsIYOnQoM2fObDhfV1fHpEmTiI6OJiQkhIkTJ5Kfn9/oHllZWUyYMIGgoCBiY2O59957cTqdjdrMnTuXAQMG4O/vT+fOnXnvvfeaIz0RERERERERORKXE768BRw10OG0wxaDSupKeHDBgxgYdI/qTp92fYgLisNismBgUFRbxJaSLczLntdQDLq5z838Y8Q/VAwSEfEhTpebTfsqAOibrIKQyOG0+B5CSUlJPPPMM3Tp0gXDMHj//fc577zzWLNmDT179uSuu+5i+vTpfPrpp4SHh3Pbbbdx4YUXsmjRIgBcLhcTJkwgPj6exYsXk5uby9VXX43NZuOpp54CIDMzkwkTJnDLLbfw4YcfMnv2bG688UYSEhIYO3asN9MXERERERERabsWvwTZy8E/DM5//ZBikGEYPLTwIQprC+kU3on/nPUfAq2BALgNNyV1JRTWFFJYW0hBTQFFtUX0i+3HkIQh3shGREROoJ2F1dQ6XAT7WUhrF+LtcERapBZfEDrnnHMa7T/55JO8/vrrLF26lKSkJN5++22mTp3KGWecAcC7775Leno6S5cuZciQIfzwww9s3ryZH3/8kbi4OPr168fjjz/O/fffz5QpU/Dz8+ONN94gLS2Nv//97wCkp6ezcOFCXnjhhSMWhOx2O3a7vWG/osJTfXY4HDgcjhPxpfCKA7kop5bPF/PyxZzAN/NSTq2HL+blizmBb+blizmBb+blizmBb+alnFoPX8zrhOeUvxHrnKcxAc4xT2EEx8MvXuvDrR+yIGcBfmY/nhr2FFbD2iiecGs44WHhdA7rfNjYD0fvVevhi3n5Yk7gm3kpp5Zn9Z5iAHomhuF2OXG7PMdbe16H44s5gW/m1dJyMRmGYfx2s5bB5XLx6aefcs0117BmzRry8vIYNWoUpaWlRERENLRLTU1l8uTJ3HXXXTzyyCN88803rF27tuF8ZmYmHTt2ZPXq1fTv35/hw4czYMAAXnzxxYY27777LpMnT6a8vPywsUyZMoW//vWvhxyfOnUqQUHqci4iIiIiIiJyrMxuB8O3TSG8bi+54QNZnnYHmEyN2uxz7uPNqjdx4eKcwHM42f9kL0UrIiItwae7zCzMNzMywc35HdzeDkcEgJqaGi6//HLKy8sJCwvzdjgtv4cQwIYNGxg6dCh1dXWEhITw5Zdf0qNHD9auXYufn1+jYhBAXFwceXl5AOTl5REXF3fI+QPnfq1NRUUFtbW1BAYGHhLTAw88wN13392wX1FRQXJyMiNHjiQ6Ovq4c24pHA4Hs2bNYvTo0dhstt++oBXwxZzAN/PyxZzAN/NSTq2HL+blizmBb+blizmBb+blizmBb+alnFoPX8zrROZk/ukxLHV7MYLa0e66/zI+OKbR+RpHDZd/dzkuXIxMGsmU06Zg+kXB6FjpvWo9fDEvX8wJfDMv5dTyvP3mUqCCc0/ty/g+CQ3HW3teh+OLOYFv5lVcXOztEBppFQWhbt26sXbtWsrLy/nss8+45pprmDdvnldj8vf3x9/f/5DjNpvNZ75Zf84X8/LFnMA38/LFnMA381JOrYcv5uWLOYFv5uWLOYFv5uWLOYFv5qWcWg9fzKvJc8paCkteAcB0zkvYIhIPafLcsufIqswiLiiOx099HD8/v6Z7/f30XrUevpiXL+YEvpmXcmoZ6p1utuZWATCgQ/Rh42+Nef0WX8wJfCuvlpZHqygI+fn50bmzZ7zfgQMHsmLFCl566SUuvfRS6uvrKSsra9RLKD8/n/j4eADi4+NZvnx5o/vl5+c3nDuwPnDs523CwsIO2ztIRERERERERE4AexV8eQtgQN/LIf3sQ5pM2zWNb3Z+g9lk5tnhzxLuH978cYqISIuyPb+SepebsAArKVGazkPkSMzeDuBYuN1u7HY7AwcOxGazMXv27IZz27ZtIysri6FDhwIwdOhQNmzYQEFBQUObWbNmERYWRo8ePRra/PweB9ocuIeIiIiIiIiININZD0NpJoQlwVnPHHJ6b8Venlj6BAC39LmFgXEDmztCERFpgdZne+aB75MU0WRDiIr4ohbfQ+iBBx7grLPOIiUlhcrKSqZOncrcuXP5/vvvCQ8P54YbbuDuu+8mKiqKsLAwbr/9doYOHcqQIUMAGDNmDD169OCqq67iueeeIy8vj4ceeohJkyY1DPl2yy238M9//pP77ruP66+/np9++olPPvmE6dOnezN1ERERERERkbYjYxasfMezff5rENC454/D5eC++fdR7ahmQOwA/tjnj14IUkQE3G6D8loHJXbYU1IDJjP1TgOn243D5abeaeBwuXG6G287nAb1LjdOlxuHy7PtcLmxWcyE+FsJ9rcS7GfxrP2thPhbCfKzEBpgJTzQpkLHr1ifXQZAnyT1GhX5NS2+IFRQUMDVV19Nbm4u4eHh9OnTh++//57Ro0cD8MILL2A2m5k4cSJ2u52xY8fy2muvNVxvsViYNm0at956K0OHDiU4OJhrrrmGxx57rKFNWloa06dP56677uKll14iKSmJt956i7FjxzZ7viIiIiIiIiJtTk0JfH2bZ/vkW6Dj6Yc0eWXNK2ws3kiYXxjPDn8Wq7nFP9IQkVbA7TaorHNSUlNPSXU9ZfvXpTX1lNY4KK0+cNxBSU09pfvPuQ0AK6xe2CxxBvlZ6BQTQqeYYDrHhni2Y0NIjQ7C32pplhhasoM9hFQQEvk1Lf5fT2+//favng8ICODVV1/l1VdfPWKb1NRUZsyY8av3GTFiBGvWrDmmGEVERERERETkOMy4F6ryILoLjHr0kNOLcxbz7qZ3AXhs2GPEB8c3d4Qi0gK43QYOt6d3jcO5vzeOy029c/8xlxu700VFnZPKOieVdY5frD3b5bWOhmLPweLO0bOYDAJsVmxWMzaLGT+LGavFhM1yYN+E1WLGtv/Yz8/77W9jtZhwuNxU211U2Z1U251U2Z3U1Lsatu1ONzX1LjbklLMhp7xxDGYTKVFBdIoJZnCHKEalx9IpJqRN9Saqc7jYll8JQO+kCO8GI9LCtfiCkIiIiIiIiIj4sI1fwMbPwGSBC94Ev8aTgZfVlfHgwgcBuLTbpYxKGeWNKEV8ksttNBRVnPsLKg7XweKKw+XG7QYDA7cBhmFgsH9tgIGnSONyGzjcRsNQaE73wfs53Qb2egdr9pnY+dNO7C6DWoeLmnoXtfUuauo9xY86h4v6n8fgdFPvMqh3uhricR5r5eZ3CPG3EhlsIzLIj8ggP6KC/YgIshEV5EdEsB9RQX4N56OC/Qi2mZj9w3eMHz8Wm812wuICqHe6ySqpYWdhFTsLq9hRUMXOwmp2FlRRZXeSWVRNZlE1P24p4OmZW0mOCuSMbrGckR7HyWlRBNh8uwfR5twKXG6DdiF+JIYHeDsckRZNBSERERERERER8Y68jfDNHZ7t0+6BpIGHNHlmxTMU1xXTMbwjfx7052YOUKR1c7rc5JbXsbu4mj3FNezZv84qqWFPcQ21DlczRmOBPTub9o5mU6PeNzaLGT+rmdAA6/7FRmiAlbD96wPHwgJsRAbbiNpf6AkPsh31sGsOh6NJc/k1flYznWND6Bwb0ui4YRgUVNrZWVDFlrxK5m0vZOnOYvaW1PL+kj28v2QPgTYLp3ZpxxndYxnZLZZ4HyyYbNg/XFzv9uFtqmeUyLFQQUhEREREREREml95Dnx4MdRXQuqpMPzeQ5rMyZrD9F3TMZvMPDHsCQKsvvcgU6QpVdY5+GlrAT9symdzbgV7S2qOqleN1WxqNOSZ1WzCYjZhAkwmEyYTmPevTXi2Me2/zuwZGs1iPjhM2oFjZhOUFOTROS2FYH8bQX4WAv0sBNksBPlZCfSzEGiz4Gc9WNTxs5ixWRsXe2wWEzbrwX2LuW0//DeZTMSFBRAXFsApndtxw6lp1NQ7WbSjmJ+25vPT1gLyK+zM2pzPrM35AAzpGMUfTkphXK94n5l7aF12GaDh4kR+DxWERERERERERKR51ZV7ikGV+yCmO1z2X7D6NWpSbi/nsaWPAXBtz2vpHdPbG5GKtHjlNQ5mbcln5oZcFmQUUe9yNzrvZzWTEhVEalQQqdHBpEYH7V+CiQyyNcxjYzObMZ+gAovD4WDGjBmMH9/jhA+v1tYF+VkZ3SOO0T3iMAyDTfsqmLO1gJ+2FbB2bxlLd5WwdFcJkUE2Jg5I4rKTUg7pedTaHOgh1Dcp3MuRiLR8KgiJiIiIiIiISPNx1sPHV0HBJgiJgys+hcDIQ5o9t+I5imqLSAtP40/9/uSFQEVaruIqOz9szmfmxjwW7yhq1AuoY7tgzuodz7BO7ejQLpj4sIATVuiRls1kMtGrfTi92odz+6gu5JTV8smKvXyyci+55XW8tTCTtxZmclJaFJeflMKZ3aK9HfJRq7Y72VFYBXiGjBORX6eCkIiIiIiIiIg0D8OAb++AzHlgC/YUgyJSDmk2b+88vtn5DWaTmceHPY6/xd8LwYq0PCt2l/DanB3M217Iz0eC6x4fyrhe8ZzVK4GucSGaR0UOq31EIHeN7srtZ3Rm3vZC/rd8Lz9tzWd5ZgnLM0uICLTRN8JM//I6Utq1jp5cG3PKMQyIDwsgNkzDior8FhWERERERERERKR5zHkK1v0PTBa45D+Q0PeQJuX2ch5b4hkq7uoeV9M35tA2Im2JYRgs2lHMKz9lsCyzpOF47/bh+4tA8XSMad1DfknzslrMjEqPY1R6HLnltXy6MpuPV+wlp6yWebVmznxxIdcPS+PWEZ0ID2zZhaENOZ7h4vpouDiR30UFIRERERERERE58Vb/B+Y/59k++wXocuZhmz2/4nkKagvoENaBSf0mNWOAIi2LYRjM3lLAP+fsYO3eMgBsFhMXDUzmpuEdSWsX7N0AxSckhAdyx6guTBrZmTlbcnn6q9XsrHTzxrydfLQii9vP6MKVQ1Lwt1q8Hephrc9WQUjkaKggJCIiIiIiIiInVsaP8O1kz/bwe2HgNYdttiB7AV/v/BoTJh4f9jgBVg3/I22P24CZG/N4ff5utuRWAOBvNfOHk1K4+fSOJIQHejlC8UUWs4nTu8ZQ1dNFYOfBPP9DBjsKqnh82mbeW5zJfWO7M6F3Qouaj8owDNZnlwHQOynCq7GItBYqCImIiIiIiIjIiZO7Dj69BgwX9LkMRv7lsM0q6yuZsmQKAFf1uIp+sf2aL0aRFmLRzmKeWWchf+l6AIL9LFw5NJUbT+1ITKjm0pITz2SCM7rFMCo9ns9WZfOPWdvZW1LL7f9bw1sLdvF/Z6UztFO0t8ME4J8/7WB3cQ1Ws4k+7dVDSOT3UEFIRERERERERE6M0j3w4SVQXwVpp8O5r3ieNh7G31b+jYKaAlJCU7it/23NHKiI95XXOJg0dS3V9SbCAqxcOyyN64d1ICLIz9uhSRtktZi57KQUzu2XyNsLMnlj3k7WZZfzh38vZWS3GC4ZlMzwrjEE+3vn8fK7izL5+6ztADw4Pp3IYP1/IvJ7qCAkIiIiIiIiIk0rbyMsfxPWfwLOOojtAZd+ANbDP7BblLOILzK+wISJx4Y9RqBVQ2JJ2/PB0t1U17tICDSYfvdpRIUGeTskEYL8rNw+qgt/ODmFl2dnMHVZFnO2FTJnWyF+VjPDOkUzukc8Z6bHEhvWPMN8frYqm79+uxmAyWd24fpT05rldUV8gQpCIiIiIiIiInL8XE7YPhOWvQm7Fxw8njjAUwwKOPxwPlX1VTy6+FEArki/goFxA5sjWpEWpc7h4t1FuwE4s72b0ACbdwMS+YV2If48dl4vrj2lAx8uy2LW5nyySmoaikMPfgl9kyMY0yOO0T3i6BIbgukIPUKPx3cbc7nvs3UAXD8sjTtHdWny1xDxZSoIiYiISJtid9nZW7GXPZV7yKrIYk/FHvZUeLZdhov06HR6tetFr+he9GzXk3aB7bwdsoiISMtWWwrL/wfL34LyLM8xkwV6nAsn3wLJJx9xmDiAv6/6O/k1+SSHJnN7/9ubKWiRluXTVdkUV9fTPiKA/u2qvB2OyBF1jAnh4bN78NCEdDIKqpi1OZ8fNuezbm9Zw/L899tIaxfMlUNSuWRQUpMVOBdkFHLH/9biNuCSQUk8fHb6CSk6ifgyFYRERETEp+2t3MvMzJmsyFtBVkUWudW5GBhHbL8wZyELcxY27McHxzcUh3q160WP6B6E+YU1R+giIiItW/le+ma9i/Xlm8FZ6zkWGAWDroNBN0B4+9+8xfrC9Xy2/TMA/nrKXwmyaYgsaXucLjf/nr8LgOuHdcBSstHLEYn8NpPJRNe4ULrGhTJpZGfyK+qYvaWAWZvzWLSzmMyiah6ftpkXZ23nspOSueaUDiRFHvvP+FV7SrjpP6uod7kZ3zuepy/so2KQyDFQQUhERER8TnFtMd/t/o4ZmTNYX7j+kPMhthBSwlJIDU31rMNSSQ1LBWBT8SY2Fm1kU9EmdpXvIq86j7zqPH7M+rHh+oTgBLpFdqNrVFe6RXajW1Q3kkOTMZvMxxyzYRg43U7qXHXUOeuosdfgNJzHfD8REZETatc8rJ9eQ4faUs9+XG8Ycgv0mgi23zf/j8vt4sllTwJwXqfzGBw/+ERFK9KizdyYR1ZJDZFBNi4akMjcH1UQktYnLiyAy09O4fKTU6i2O/l67T7eXriLnYXV/HtBJu8s2s24XvHceGoa/VMij+rem/dVcO27K6h1uDi9awwvXtofi1nFIJFjoYKQiIiI+IRqRzULshYwfdd0luYuxWW4ADCbzJwcfzJnpp5J54jOpIalEhUQdcRPk/WJ6dPonpuLN7OpaBMbizeysWgjOVU55Fbnkludy9zsuQ1tA62BdInsQrfIbkT4R1DnqsPutHvWLjt1zrqGY3aXnVpnLXZX42234W4Uix9+zJ0/l9OSTuO09qeREJLQ9F84ERGRo2EYsPxf8N0DmAwXpUFphE58GWvH0351WLjD+TzjczYXbybUFsrkgZNPTLwiLZxhGLwxbycA15zSgSA/PaqT1i/Y38rlJ6dw2eBk5m0v5K2Fu1i0o5jp63OZvj6XgamR3HhqGmN6xv9mYWdXYRVXv7OMyjongztE8saVA/GzHvsH8UTaOv2WEREREa8wDIPiumKcbicmPH8EmEymRtsH2tU4a6h2VFPjqKHGWUONw7Nf7aimyl7FguoFPPHFE9S56hru37tdb8anjWdc2rhjngco2BbM4PjBjT6xXFFfwfaS7Wwr3cb20u1sK9nGjrId1DprWV+4/rA9ko6W2WTGYrJQ765nbvbchsJTp/BOnNr+VE5NOpWBsQOxWTTZsIiINCOnHabdDWv/C4C79yUsNI9hXMrQoy4GldWV8fKalwGY1H+S5uyTNmvhjiI27asg0GbhmqEdvB2OSJMym02M7B7LyO6xbN5XwTuLMvl6bQ6r9pSyak8pUcF+JIQHEB3iT7sQP9qF+BMd7NewH2CzcPfHaymqqqdnYhhvXzuYQD+Lt9MSadVUEBIREZETzuF2sKtsF1tLtjYs20q2UemobNLX6RDWgfEdxzM+bXzDEHBNLcwvjEHxgxgUP6jhmNPtJKsiq6FIVOOowd/qT6AlEH+rP/4WfwIsAQRYAwiwBOBvPbj/83MHjtvMNuod9bzz7TvQERbnLmZ90Xp2lu9kZ/lO3t/8PoHWQE5OOJn0qHTah7SnfUh7kkKTiA2KPa6h60RERA6rMg8+vhKyV4DJDGOewDXwj7hnzjym27285mXK7eV0iezCpd0ubeJgRVqPA72DLh2cTGSwHw6Hw8sRiZwYPRLD+NvFfblvbDc+WLqH/y7dQ0l1PSXV9b95baeYYP5z/UmEBegDcSLHSwUhERERaVJOt5OM0gzWFa5jS8kWtpZsZUfpDurdh/5D34QJi9kChmff2P8feHoGgaenUJA1yLPYPEuwLbhhP8AcQEl2CX8c8Uf6xHlnYlGr2UrHiI50jOjIWWlnNck9zSYzidZExvcaz639b6XcXs6SfUtYkLOARTmLKK4rZu7euczdO7fRdTazjcSQRJJCkmgf0p7k0GROaX8KXSO7NklcIiLSBmWvgo+vgMpcCIiAi9+FTmfAMT643lS8ic+2fwbAgyc9iNWsRxPSNm3ILmfRjmIsZhM3npbm7XBEmkVsWAD3jOnGpJGd2Z5fSXFVPUVVdoqr6ymuslN0YL+qnuJqO6lRwbz0h35Eh/h7O3QRn6B/dYmIiMhxqXZUs75wPWsK1rCmYA3rC9dT46w5pF2ILYRuUd1Ij0pvWHcM73jcw545HA5mFM+gR3QPrxSDmku4fzjj0sYxLm0cbsPN1pKtLMtdxp6KPeRU5ZBdmU1edR4Ot4M9FXvYU7Gn4dq/r/o7XSO7MqHjBManjSc+ON6LmYiISKuydip8OxlcdojpDpdNhehOx3w7t+HmqaVPYWAwoeOERj1uRdqaA72Dzu2bSFJkkJejEWleATYLfZIivB2GSJujgpCIiIj8qgNz+JTZyyizl1FeV05xXTEbijawtmAt20q34Tbcja4JsYXQN6YvPaJ7kB6dTvfI7rQPba+hzJqI2WSmR3QPekT3aHTc6XZSUFNAdmW2p0hUlc32ku0s2reI7aXb2b5qOy+uepFB8YM4u+PZnJl6JmF+YV7KQkREWjSXE2Y9DEtf8+x3PxsueAP8Q4/rtl/v+Jr1ResJsgZxz8B7miBQkdZpd1E1MzfmAnDz6R29HI2IiLQVKgiJiIgI1Y5qNhdvZmPRRrYUb6GgtoBye3lDEcjpdv7q9YnBifSP60//mP70i+1H54jOnqHgpFlZzVYSQxJJDElsdLzcXs6sPbOYtmsaq/JXsSJvBSvyVvDk0ic5Pfl0xnUYR1JoEqF+oYT5hRFsC9bwPSIibdm+NZ5eQblrPfun/x+cfj+Yj++DHeX2cl5c/SIAf+r3J2KCYo7rfiKt2b8W7MJtwMhuMXSP1wd0RESkeegvfRERkTbGaTjZVLyJLWVb2Fi0kU1Fm9hVvqth7p4j8TP7EeEfQXhAOBH+EXSN7Eq/2H70j+lPXHBcM0UvxyLcP5yLul7ERV0vYl/VPmZkzmD6runsKNvBrD2zmLVn1iHXBFmDCPULbVjaBbbj6h5X0y+2X/MnICIizcNeCXOegmVvgOEG/3A475/Q49wmuf2ra1+lpK6EjuEduTz98ia5p0hrVFBZx2ersgG45fRjH4JRRETkaKkgJCIi4uPK7eWszl/N6oLVrMxbyZbyLbi+dx3SLj44nt7tetMzuiftQ9sT4R/hKQD5hRPuH06gNdCn5+hpKxJDErmx943c0OsGtpduZ9quaSzat4jyunIqHZXUOmsBqHHWUOOsIb8mv+HaWXtmcXbHs7lr4F3EBsV6KwURETkRtk6HGfdCRY5nv9dFMPYpCG2aD31sLdnKx9s+BuDBkx/EZj6+OQRFWrP3Fu2m3ummf0oEJ6VFeTscERFpQ1QQEhER8TGFNYWsKljFqrxVrCpYRUZpxiFtIvwj6NmuJ73b9aZXdC96tutJu8B2XohWvMVkMtEtqhvdorpxDwfncHC4HVTVV1FZX0llfSUV9RVUOapYmLOQLzO+ZNquaczOms3NfW7mqh5X4Wfx82IWIiJy3MqzYeb9sHWaZz8iFc7+B3Q+s8lewjAMnlr2FG7DzdgOYzk54eQmu7dIa1NZ5+CDpXsAT+8gfeBKRESakwpCIiIirVy5vZyluUtZsm8JK/NXsqdizyFt0sLTGBg3kH7R/SjZWMIVZ1+Bn58e5MuhbGYbkQGRRAZENjo+OnU0l3S9hKeWP8X6wvW8uPpFvsj4gvtPup/hScO9FK2IiBwztwuW/wt+egLqq8BshVPugOH3gl9Qk77UtF3TWFOwhkBrIH8e9OcmvbdIa/O/5VlU1jnpFBPM6HQNuywiIs1LBSEREZFWxuF2sKFwA4v3LWbJviVsLN6I23A3nDdhontUdwbGDWRg3ED6x/YnOjDac63DwYwtM/RJRDkmPdv15IOzPmD6run8Y9U/yKrMYtLsSZza/lTuH3w/HcI7eDtEERH5NS4n5G+ArGWw7n+Qu9ZzPPlkOPtFiOtxVLdbkb+CT6o/Yc3yNcQGx9IusB3RgdG0C2xHTGAM0YHROFwO/r7y7wDc1Ocm4oPjmzYnkVbE7nTx9sJMAG4e3gmzWf8mFxGR5qWCkIiISCuwr2ofC7IXsHjfYpbnLafKUdXofOeIzgxNHMqQhCH0i+1HmF+YlyIVX2c2mTmn0zmckXIGb65/kw82f8DCnIUszV3KZd0u47T2p9E9ujtRARoPX0TE62rLIHsF7F0GWUshZxU4ag6e9w+H0X+FAdeA2XxUt16QvYA75tyB0+1k/Y71R2znb/HH7rLTIawDV/e4+hgTEfENX6/ZR36Fnbgwf87rn+jtcEREpA1SQUhERKSFyqvO44fdP/D97u9ZX9T4QUuEfwRDE4YyNHEopySeQlywhpuQ5hVsC+bugXdzYecLeXbFsyzMWch/t/yX/275LwDxwfGkR6WTHp1Oj6gepEenE2GNOOrXcbgdlNvLKasro8xeRrm9nPL6cuKD4xmaMFS93USk7TAM2L0AVr4L9grPEG9mK5gtYLI03ne7PL1/CrYARuP7BIRD0kmQMgT6XwWhR/9viCX7ljB5zmScbifdrN04vfvplNaXUlRbRHFtMUW1RRTVFlHvrsfusmPCxAMnP6B556TNMgyDT1dlM+XbTQDccGoa/laLl6MSEZG2SAUhERGRFqSotqihCLS6YHXDcRMm+sf259T2p3JK4il0j+qOxaw/IsX7OoR34PUzX2d+9ny+3fktW0q2sKdiD3nVeeRV5zFn75yGttEB0YQ4Qvjyxy9hfx3HMIxD7lnnqvMUgexlVDuqj/ja6VHp3Nz3Zs5IPkOFIRHxXYYBO2bD/Odh79Kjvz4yzVP8ST7Zs27X7ah7A/3cyryV3PHTHdS76xmRNIKRlSM5p8852Gy2X4RtUOmopKi2CJvJRnJY8jG/pkhrVl7r4MEvNzB9fS4Ap3Zux1VDOng3KBERabNUEBIREfEih9tBblUuy/KW8V3md6zMX9loPqABsQMY22EsYzqMoV1gOy9GKvLrhicNZ3jScACq6qvYWrKVLSVb2FK8hS0lW9hVvoviumKKKWZPwZ6jurcJE6F+oUT4RxDhH0GoXyhrCtawpWQLk+dMpltkN27teysjU0ZiNh37Q04RkRbF7YbtMz2FoH1rPMcs/jDgKmg/ENxOT0+gRmsnGC4w3BDT3VMEColtspDWFqxl0uxJ1LnqOK39aTwz7Bl+/P7Hw7Y1mUyE+YVpGFtp01buLuHOj9aSU1aL1WzinjHduHl4R80dJCIiXqOCkIiIyAlmd9nJrswmqyKLvZV7yar0rPdW7mVf1T5chqtR+97tejO2w1jGdhiriZelVQrxC2FQ/CAGxQ9qOFbrrGVz4WZmLpxJ//79sVgtmPZ3E2pY7+/lYzPbiPCPINw/nAj/CML8wg7pEVdaV8p/Nv+HqVumsq10G5PnTqZrZFdu6XsLo1JGqTAkIq2X2wWbv4YFf4f8jZ5jtiAYdD2ccjuEeuffBhuLNnLrj7dS46xhSMIQXhj5Ama3ftaKHI7T5eafc3bw8uwM3AakRgfx0mX96Zcc4e3QRESkjVNBSERE5AQot5fz/e7v+WbnN6wvXI/xy/H7f8bf4k+XiC6cmXomYzuMJSk0qRkjFWkegdZA+rTrQ7ZfNmNSxxwytNDRigyI5M4Bd3JNj2s8haGtU9leup27595Nl8gu3NLnFs5MPbPNFYYq6ivYW7mXHlE9NIyeSGvjtMPGL2DhP6Bou+eYXyic9EcYOgmCvddTeGvJVm6adRNVjioGxg3k5TNext/ij8Pt8FpMIi1VTlktkz9aw4rdpQBcOKA9j53XixB/PYITERHv028jERGRJuJwO1ics5ivd37N3L1zGz0kCbGFkByaTEpYimcdmkJSaBIpoSnEBMW0uYfWIk0lIiCCOwbcwTU9r+GDzR/w4ZYPySjN4J5592A2mbGYLFhMFs+2+eC21WTFYrYQFxRHt6hudI/qTnpUOp0iOhFgDfB2WsdkfvZ8Hln0CMV1xVze/XLuP+l+/WwROV72SshaBrYASB0GJ6LQWrobVr4La/4LNUWeYwHhMORPcNJNEBTV0NRtuMmuzCYuOA5/i3/Tx3IYGaUZ/PGHP1JZX0nfmL68OupVAq2BzfLaIq3NjA25/N/n66mocxLib+XJC3pxXr/23g5LRESkgQpCIiIix2lryVa+3vE1MzJnUFJX0nC8S2QXzut0HmM7jCUuKE6f1hc5gcL9w7mt/21c1eMq/rvlv3y4+UMqHZW4DTcOjvwJ9tzqXNYWrm3Yt5gspIWneYpEkd3pFtWNcP/wX31tw2UcMvRjc6p11vL3lX/n420fNxybunUqJXUlPHnqk/hZ/LwWm0irU18De5dC5gLYvQByVnvm5AFIHgJjn4SkQYdc5nK7cBpObGbb7yvEul2w40dY8TZk/AAHehKHJsJJN8LgP0KAZ+4dh8vB8rzlzM6azZy9cyiqLSI+OJ4HT3qQkSkjmyjxw9tVvosbf7iRMnsZvaJ78fqZrxNsCz6hrynSGtXUO/nrN5v5eOVeAPolR/DyZf1JiQ7ycmQiIiKNtfiC0NNPP80XX3zB1q1bCQwM5JRTTuHZZ5+lW7duDW3q6uq45557+Oijj7Db7YwdO5bXXnuNuLi4hjZZWVnceuutzJkzh5CQEK655hqefvpprNaDX4K5c+dy9913s2nTJpKTk3nooYe49tprmzNdERFpJfZV7eP73d8zbdc0tpdubzgeFRDF+LTxnNf5PLpHdfdihCJtU7h/OJP6TeKPvf9Imb0Mt+HGZbhwuV24DFejfafbyd7KvWwt2dqwlNpL2VG2gx1lO5jO9N/9ujHmGOLz4zkl6ZQTmN2hNhVv4v/m/x+7K3YDcGX6laRHp/Po4kf5bvd3lNpLeWnkS3qAK3IkznrYu8xT/MlcANkr4BfDoBkRKRTWFJOfv5q8qWeTn9SfvORB5Llrya/OJ68mj8KawobCsMVkwWa2YTPbsJqtnm2LDavJirnaxepv3qdTQQZpFQV0dDhIwMDccSQMvgG6ngUWK9WOahbu/p7ZWbNZkL2AKkdVo5jyqvO4Y84dnJlyJv930v8RFxzH0TAMg33V+6iwV1DrrG201DhqGrY/3f4pJXUldI/qzhuj3yDUL/T4vt4iPmhjTjl3/G8Nu4qqMZlg0ojO3HlmF2wW9dIVEZGWp8UXhObNm8ekSZMYPHgwTqeTBx98kDFjxrB582aCgz1/2N51111Mnz6dTz/9lPDwcG677TYuvPBCFi1aBIDL5WLChAnEx8ezePFicnNzufrqq7HZbDz11FMAZGZmMmHCBG655RY+/PBDZs+ezY033khCQgJjx471Wv4iItJyFNUW8f3u7/ku87tGPQpsZhsjkkdwXqfzOKX9KdjMxzc3iogcPz+LH7FBsb/ZrndMb8Z3HA94HpAW1BSwrXRbQ4EoozSDWmftr96jor6CQmchN8++mQkdJ/DnQX+mXeCJnevD5XbxzsZ3eG3tazgNJ7GBsTx+6uOckugpSMUExjB5zmSW5S7juu+u4/UzXyc6MPqExiTSqrjdsOFT+OlxKN/b+FxYe0gbjjN1GDOsTt7c8RlZlT8778iGXdlHvLXLcOFyuahz1R32fGYVEATs/xkVYPYjNdxKx4IFJNVmsq10G0v3LaXeXd9wTXRANCNTRjIqZRR9YvrwzoZ3eH/T+/yY9SNLcpdwe//buazbZVjMll9Nu9xezrRd0/g843MySjN+te0BnSM686/R//rN3pIibY3bbfDOokye/W4rDpdBfFgA/7i0L6d08t58XyIiIr+lxReEvvvuu0b77733HrGxsaxatYrhw4dTXl7O22+/zdSpUznjjDMAePfdd0lPT2fp0qUMGTKEH374gc2bN/Pjjz8SFxdHv379ePzxx7n//vuZMmUKfn5+vPHGG6SlpfH3v/8dgPT0dBYuXMgLL7yggpCISBtWZi9jbuZcvsv8jpX5K3EbbgBMmBgUP4hxHcYxtsNYPSQR8QEmk4m44DjiguMYnjT8d19XXF3M/d/cz/L65UzfNZ35e+dz+4DbuaTrJb/5cPZYZFdm8+DCB1lTsAaA0amjeWTII0QERDS0GZo4lHfGvsOfZv+JLSVbuHrm1bwx+g2SQ5ObPB6RVmfXPJj1MOSu8+wHRUPHEZA2HDqchisile/2fM8b695o6H1nNpmJCYwh3i+MuLJc4sv3Eed0EW/2I6735cQPvpmggAicLgeOkp04s5bgyF6OI2cljpoinJioN5nIs1rYFZVMZnQKmTjZU5lFnbuebaXb2Fa6rVGYKaEpjEoZxRkpZ9Anpk+joegmD5zM+I7jeWzJY6wrXMczy59h2s5pPHrKo4f0UHYbblbkreDzjM+ZvWd2Q6HJarYS6R9JoDXw0MXmWccExnBZ98uIDIg8YW+HSGtUWGnnnk/XMX97IQBjesTx7MQ+RAZrmFYREWnZWnxB6JfKy8sBiIryTKy5atUqHA4HZ555ZkOb7t27k5KSwpIlSxgyZAhLliyhd+/ejYaQGzt2LLfeeiubNm2if//+LFmypNE9DrSZPHnyYeOw2+3Y7faG/YqKCgAcDgcOx5HHqW9tDuSinFo+X8zLF3MC38zL13JyG27mZs3lP1X/4dEvHm00N0ifdn0YkzKG0SmjiQmKaTjeWnL3tfcKfDMn8M28fDEngEBTIOcEncMtp93Cc2ueY0vJFp5a9hRfZnzJg4MfpGd0zyZ5HcMwmJY5jedWPke1s5pgazD3D7qfCWkTMJlMh3xdu4Z35Z0z3+FPc/5EVmUWV8+4mldGvkK3yG5HeIWDfPW98sW8lNNRKNyG5acpmHfMAsDwC8F9yp24T7oZbEG4DTc/Zv3Im/PvIrMiE4AI/wiuTr+aS7teSqA1sOFWpp0/YflpCqaCzbDgFYwN32C0H4QpazGmytxGL2tY/DDaD8KVNJTK4jBuOO8mbDZPb2Kn28m+6n1klmeyu2I3WZVZJAQnMCJpBJ3COzXMP+hyunDReK6ytJA03j7zbb7Y8QUvr32ZjcUbuWzaZVze7XJu7n0z1c5qvt31LV/t/IrsqoM9mrpFduOCThdwVoezfvcQcEd6L3zx+w98My9fzAm8k9f8jCLu+3wjxdX1+FvNPHhWN/4wOOmwv4uPhd6r1kM5tR6+mJcv5gS+mVdLy8VkGIbh7SB+L7fbzbnnnktZWRkLFy4EYOrUqVx33XWNijMAJ510EiNHjuTZZ5/lpptuYs+ePXz//fcN52tqaggODmbGjBmcddZZdO3aleuuu44HHnigoc2MGTOYMGECNTU1BAYGNrr/lClT+Otf/3pIjFOnTiUoSJMGioi0Rk7Dyfr69Sy0L6TAXdBwPMGSQB9bH3rZehFp0SdkReTI3IabFfUrmFU7izrqMGFisN9gRgeMJtAc+Ns3OIxady3rHetZXb+aHFcOACmWFC4KuogoS9RvXl/pruT9qvfJc+fhjz9XBF9BR1vHY4pFpDmY3E6C6/Op9o/DMB3/Zxj9HWV0z/2C1OJ5mDBwY2F3u5Fsiz+felsYbsPNFscWfqr7iXx3PuAp9A7zH8ZQ/6H4m/wPf2PDTUrJAtL3fU6As6zhsNtkoSSoM0Wh6RSHdKckuDNu84ntNVDprmRG7Qw2ODYAEGQKos6ow42nZ7M//vT168tAv4EkWhIbCk0i8vs53fBNlpl5uZ7eeglBBtd0cZGgR0AiIvIrampquPzyyykvLycsLMzb4bSuHkKTJk1i48aNDcUgb3rggQe4++67G/YrKipITk5m5MiRREf7zvjsDoeDWbNmMXr06IZPsbV2vpgT+GZevpgT+GZerT2nakc1X+74kg+3fUh+redBULA1mAGWAdw+8nY6R3X2coRNp7W/V4fjizmBb+bliznBoXmdzdncUXsHL655kem7p7O8fjkZpgzGpY6jX2w/+rXr16iH4eG43C6W5y/nm13fMGfvnEZDPN3c+2auTb/2qIajG18/nrvn382qglV8UPsBf+37V0anjD7iPdrKe+ULfConw41py9eY5zyBuWwPRnAM7j5/wN3vCojqdGhzw6DOVUe1o/rg4vSsqxxVVNcUYd89D/YtJtvlwB0eijumG64Op+MOjMCgFLdRzMJ9C9lW4xmuLcQWwpXdr+QP3f7wO3vPnA31j+Ba+1+oLcVIOQUjaRDhtiDCgZ9HfaLfq0u5lEX7FvH0iqfZV70PgH4x/Ti/0/mMThndqIdTU/Gp77+f8cW8fDEnaL68dhVWM/mT9WzJ80wodtWQFO4f0wV/W9MPDav3qvVQTq2HL+blizmBb+ZVXFzs7RAaaTUFodtuu41p06Yxf/58kpKSGo7Hx8dTX19PWVkZERERDcfz8/OJj49vaLN8+fJG98vPz284d2B94NjP24SFhR3SOwjA398ff/9DPylms9l85pv153wxL1/MCXwzL1/MCXwzr9aWU1FtEVO3TOWjbR9RWe/54y4mMIarelzF+R3PZ/6s+XSO6tyqcvq9Wtt79Xv4Yk7gm3n5Yk7QOK94WzzPnP4ME7tN5ImlT7CrfBf/2/4//rf9fwAkhSQxIG4A/WP7MyB2AGnhaZhMJvZW7OWrnV/xzc5vyKvOa7h3l8guXND5AiZ0nEBUwG/3CvqlKFsUb455k/+b/3/8mPUjDy5+kCeWP0Hvdr3pE9OHfrH96NOuT6N5iH6Zky/xxbxafU6Z82HWI7DPMzeWGxMVtcXkrnqd3HX/Ji+2K3lx3ckNCCGvtpDc6lyKaosaDet6ROHBB7dd+bDzk0OaBNuCuTL9Sq7qcdXRzwtoi4Bht/3+5ifwvRqROoKT25/M0n1LSQ1LpWNE8/QGbPXff0fgi3n5Yk5wYvP6YnU2D321kZp6F1HBfjx/UR9Gpcf99oXHSe9V66GcWg9fzMsXcwLfyqul5dHiC0KGYXD77bfz5ZdfMnfuXNLS0hqdHzhwIDabjdmzZzNx4kQAtm3bRlZWFkOHDgVg6NChPPnkkxQUFBAbGwvArFmzCAsLo0ePHg1tZsyY0ejes2bNariHiIi0flX1Veyp2MPuit2szF/JNzu+afjUfYewDlzX6zrO7ng2fha/FjfGq4i0ToPjB/PZOZ8xZ+8cVuWvYk3BGraVbiO7Kpvsqmy+2fkN4JmnJCE4gS0lWxquDfMLY3zaeM7vcj49onoc9xBP/hZ//nb633hh1Qt8lvEZ1Y5qluUtY1nesoY2qWGp9I3pS6+oXuQ58lhTsAY/mx9mkxmzyYzJZMLMwW2Hy0Glo5LK+kqq6quorK+k0uHZrqivoNpRTa92vbim5zXYzC3rDyFpIfI3wY9TIOMHakwm5oZH8V377iyqzaeen/8uLoWCJYe9hQkIwUKQy0GIy0mw2yDYcBPsNgj0C8Mc3xtzZIdG38Mmk6nh+7pdYDsu6nLRIQXR1irQGsjIlJHeDkOk1aupd/Lo15v4dJVnDq6hHaN58bJ+xIUFeDkyERGRY9fiC0KTJk1i6tSpfP3114SGhpKX5/mkZHh4OIGBgYSHh3PDDTdw9913ExUVRVhYGLfffjtDhw5lyJAhAIwZM4YePXpw1VVX8dxzz5GXl8dDDz3EpEmTGnr53HLLLfzzn//kvvvu4/rrr+enn37ik08+Yfr06V7LXUREjp5hGOyu2M2u8l3sqdjjKQCV72ZPxR6K6w7tptsnpg/X97qekckjMZvMXohYRHydzWJjTIcxjOkwBoDK+krWF65ndcFq1hSsYX3hesrsZZTZyzBh4pTEUzi/y/mMTB6Jv+UIc5ccI4vZwp8H/5m7Bt7FzvKdrCtcx7qCdawrXMfuit0NPzcPFKre+fGd437N2VmzWZC9gOeGP0dc8In/RLW0EuU5MOcpatdNZX6gP9/HxjA/OBg7bqjNbmgWHRBNQkA0CfV1xJXsIaG6jASnk3ini9iAKEIr8wk0DBrKpQHh0HEEdBoFnc6AiGRvZCcirdz2/EomfbiajIIqzCa4c1RXbjujMxaz5t8SEZHWrcUXhF5//XUARowY0ej4u+++y7XXXgvACy+8gNlsZuLEidjtdsaOHctrr73W0NZisTBt2jRuvfVWhg4dSnBwMNdccw2PPfZYQ5u0tDSmT5/OXXfdxUsvvURSUhJvvfUWY8eOPeE5iojI8SmsKWRJ7hKW7FvC0tylFNUWHbFtdEA0qWGppIWncXbHsxkYN1ATK4tIswr1C2VY+2EMaz8MAIfLwZaSLeyp2MPg+MHEB8ef8BgsZgtdI7vSNbIrF3e9GIByeznrCtexvnA9awvWsrNgJ0HBQRgYuA03hmHgxn1w23BjNVsJ9QttWEJsIY22DQze3vA2qwtWc/G3F/P0aU835C0njttwk1+dT2Z5JpkVmWSWZwKQEJxAfHB8wzomKKb5e24V7cC++j0Wbnif7wJszEtJpNZ84AMZblJCUxidMhr/Pf5cPeFqggN+Ntyb2wW75sCq92HbDKjIA5MZkk86WABqPwCOYn4tEZGfMwyDT1dl88jXG6lzuIkJ9efly/oztJPvzBUtIiJtW4svCBmG8ZttAgICePXVV3n11VeP2CY1NfWQIeF+acSIEaxZs+aoYxQRkeZV46hhVf6qhiLQjrIdjc77W/zpFNGJ1LBUOoR1aFinhKX8zgmiRUSaj81io09MH/rE9PFqHOH+4QxPGs7wpOE4HA5mzJjB+PHjj3vM67GpY7ln3j1sKdnCLT/ewh97/5E/9fsTVnOL/1OkxXO4HOwo28HG+o1kb8hmT5WnV+zuit3UOmt/8/oDw6UdKBClhaeRHpVOj+gexAXFHfcHJtyGm31lmezKmM6uvQvYVbKNne46Mvxs1LaLaGjXPqQ9YzuMZVyHcXSP6o7T6WRGzgz8LH6/CNgCnc/0LFWFULAZEvpCYAQiIser2u7k4a828sWaHABO69KOFy7tR7uQpu2tKyIi4k36K0xERFqFOmcds/bM4uudX7M6fzUO98F5BUyYSI9OZ2jCUIYmDqV/bP9DHyKJiIhXJIcl88H4D3h+xfN8vO1j/r3h36wpWMNzw58jJijmV6+trK9kUc4iluYuxeF2EOoXSrAtmBBbCMG24Eb7QbYgHC4H1c5qahw1VDuqqXXWerb3H7M77bjr3Qx3DCfSFtlMX4Hj53K7yKnKIaMsgx2lO9hR5ll2l+/GaTg9jTY0vsZqtpIa6ukR2yG8AyZM5FXnkVeTR25VLvk1+TjcDgpqCiioKWBd4bpG10f4R5AelU569P4lKp3k0GTMJjNOt5PK+koq6iuosFd41vu3S+wl7Cnawq6iTeyuK6SWn33Azw/A82A13i+CsZ3PZVzaWfSM7nn0xaeQGAg5/eiuERE5gi25Fdw2dTU7C6sxm+CeMd249fROmDVEnIiI+BgVhEREpEXLKM3g84zP+WbnN1TWVzYcTwxOZGjiUIYkDuHk+JOJDGg9D/ZERNoaf4s/Dw15iIFxA5myeAor81dy0bcX8ezwZxmSMKRR26yKLOZlz2Pe3nmsyl91sODRhL7+/GtOSTyFM1PPZETyCML9w5vs3jWOGvKq8yioLaCyvpKq+ioq6iuorK9stFTUV2B32TGbzJhMJiwmCyZMWMwWzJgxmzxLqb2UXWW7qHPVHfb1QmwhRLoj6Z/an06RnUgLSyMtPI2k0KRf7YXlNtyU1JWQV51HbnUu+6r2saNsB1uKt7CzbCdl9jJPT9zcJQ3XBFmDMJvMVDmqfvfXw2oYdHBBp8BYOsb0oWOHEXRq15NOEZ00d5+IeJ1hGHywdA9PTt+C3ekmPiyAl//Qn5PSorwdmoiIyAmhgpCIiLQ4tc5aftj9A59t/4y1hWsbjicGJzKx60TGpI4hNSxVc/+IiLQyZ6WdRXpUOvfMu4ftpdu56YebuKXvLZyccDLz9s5jbvbchvluDkgLT+P0pNOJ8I+g2lFNlaPKs66vospR1bBf7ajGz+xHkC3Is1iDCLYFE2QNajhW76jn+4zvKXIXMTd7LnOz52I1WTkp4STOTD2TM5LPIDrw8PNE1LvqG16rwl7RUETJrc5ttF1mLzshXzt/iz8dwzvSJbILnSM60zmiM10iuxBli2LmzJmMH3J0w/sdGC6uXWA7erXr1eic3WVnR+kOtpRsYUvxFraUbGF76XZqnDWN2gVZ/AkzTITV1xLmsBPmdhPudpPsdNExrAOdUk8nKX0i1oS+oN/ZItLC5JbXct9n61mQ4Zl/dGS3GP5+ST+igjXSgIiI+C4VhEREpEUwDIOtJVv5IuMLpu+aTqXD0xvIarIyInkEF3W9iKGJQ/VpYhGRVq5DeAc+HP8hzyx/hs8zPuf1da/z+rrXG85bTVYGxg3k9OTTOT3pdFLCUprstR0OB93zutNtWDfm5sxlVtYsMkozWLxvMYv3LeaJpU/Qq10vrCZro0JTtaO60VClvyXEFkJcUBxh/mGE+oV6Flvowe39S6A1ELfhxm24MQwDl+HCjRu3240bz7EgWxBdIrrQPqQ9FrPlsDk1NX+LPz3b9aRnu54Nx5xuJ1kl2zBnLSNs1wJCd8zGVld+8CJbMHQeBd3Phi6jIUifrheRlskwDL5Zt4+Hv9pIRZ2TAJuZB85K56ohqRoiTkREfJ4KQiIi4jXl9nKW5i5lUc4iFu1bREFNQcO5pJAkJnadyPmdz6ddYDsvRikiIk0twBrAlFOmMCh+EI8veRybxcZp7U/j9KTTOaX9KYT5hZ2w1zaZTHSO6Ex6TDq39ruV3eW7+THrR2btmcXm4s2sL1z/q9cHWgMJ9QslPjiexOBEEoITSAhJIDE40XMsJJFQv9ATFn+zc9RBxg9YN35Ox+3fg7P24LmgdtDtLE8RqOPpYAv0XpwiIr9DaXU9D321kekbcgHomxzBPy7pS6eYEC9HJiIi0jxUEBIRkWbjcrvYXLyZRfsWsShnEeuL1uM23A3nAywBDE8azkVdL+LkhJPVG0hExMed3fFsRqeOxmqyHrb3S3PoEN6BG3vfyI29byS7Mpu1hWvxt/gTbA0m2C+YEFsIwbbghuHnvBVns3I5IXMubPgctk4De8XBcxGpkH4OdJ8AySdDW/h6iIhPmLO1gPs+X09hpR2r2cQdo7rwpxGdsFr0N4eIiLQdKgiJiEiTsrvsFFQXkFeTR0FNAfk1+eRX55NbncuagjWHzK3QKbwTw9oPY1j7YQyMG4i/xd87gYuIiFe0pJ/7SaFJJIUmeTsM73C7Ye9S2PAZbP4KaooPngtrD70uhF4TIaGf5gMSkVal2u7kielb+N/yLAA6x4bwwiX96J0U7uXIREREmp8KQiIicswMw2Bl/kq+3P4lKypW8LfP//abk2mH2EIYkjDEUwRKHEZCSELzBCsiIiKHl70SvvgjlOw6eCwoGnqcD70vguQhYNYn6EXasrzyOpbvLmFFZgn5FXVYzCbMJhMmE5hNJswH1uaD26afHbeYD21rMpmwmA9tazax/z4mQvytRAb5ERlsIyrYj6ggPyKC/PCzNv6Z5HYbFFXZySuvY19ZLXkVdeSW13niziwhp8wz3OUNp6Zx79huBNjUu1FERNomFYREROSoFdYU8vXOr/ky40uyKrMOnrB7VgGWAOKC44gLiiM2KLZh3S2qG31i+mAz27wTuIiIiBxkGLDybZj5f+B2gH+YZz6g3hMh7XSw6Pe1SFtkGAa7i2tYkVnCsswSVuwuIaukxtthNRLibyUy2EZYgJW8Ygt/Xv4jDpdxxPbtIwJ5/uI+nNJJc5OKiEjbpoKQiIj8Lk63k0U5i/g843PmZ8/HZbgACLYFMy51HEG5QZx9+tm0D2tPmF8YJg0nIyIi0nLV18C0u2D9R5799HPhvFchIMy7cYmI1yzbVcx/luxh+e4SCivtjc6ZTdAjMYzBHaLoFBMCgNswcLsN3IZn2zDAZRgN2z8/d3D5WVv3z9ruP+9yewpSB7Yr6xyU1tRTWuOgtLqe0pp63AZU2Z1U2Z37ozMBBiYTxIT4kxAeQHx4AAnhgSSEB5AYEciIbjGEBqjILSIiooKQiIgclmEYlNvLya7KZs7eOXy14ysKagoazveP7c+FXS5kTOoYbNiYMWMGXSK6YLPpDy0REZEWrWQXfHwV5G8EkwVG/xWG3qa5gUTasJ2FVVz9znLsTjcAfhYz/ZIjGJwWyUlp0QxIiWgRBRW326CizkHJ/uJQUWUdm9es4IJxI2kfFYLNouEtRUREfo0KQiIibVi1o5rsymxyqnLYV7WPnKocsqsO7lc7qhu1j/SP5NxO53JhlwvpGNGx4bjD4Wju0EVERORYbJsJX9wM9nIIjoGL34MOp3o7KhHxIpfb4M+frsPudHNSWhR/HtONPknhLXKeHbPZRMT+eYTA83dI3U7PkHAqBomIiPw2FYRERHyY3WU/WOypzGko+Bwo/pTZy37zHu0C25Eelc75nc9nZPJIbJpPQEREpPVxu2DOU7Dgb5795JM9xaCwRK+GJSLe96/5u1iTVUaov5UXL+1HYkSgt0MSERGRE0QFIRGRVqayvpKtJVvZXbGbcns5FfUVVNgrGq/3b1c6Kn/zfuH+4bQPaU/7kPYkhSSRGJLo2Q9tT2JwIgHWgGbISkRERE6Y6mL4/AbYNcezf/ItMPpxsPp5Ny4R8bpteZW8MGs7AI+c00PFIBERER+ngpCISAtWWlfKlpItbCne0rDOqsw6qnsEWYNoH9q+oejzyyXEL+QERS8iIiJeVZkPq96DFW9BdQHYguDcV6D3Rd6OTERaAIfLzT2frqXe5WZU91guGpjk7ZBERETkBFNBSETES1xuF+W15RTVFlFYU0hRbRHFdcUU1hSyr3ofW0u2kledd9hrE4IT6BLZhUj/SML8wwjz27/8bDvcP5xI/0jC/cMxaZJoERGRtsEwIHsFLP8XbPoK3Pvn+YvuDJd8AHE9vBqeiLQcr83ZycacCsIDbTx9YW/9zSAiItIGqCAkInKCHRji7cCyvWQ72eXZPPLxI7gN929enxqWSnpUOunR6XSP6k56VDqRAZHNELmIiIi0Go5a2PgJLH8TctcdPJ58Mpx0E6SfqyHiRKTBxpxyXvkpA4DHzutJbJiGiRYREWkLVBASETkMwzCodFRSVldGSV0JZfYyyuxlWEwW/Cx+BFgCPGtrQKN9i8nCzrKdbC3Z2jDEW3ZV9hFfx4SJqIAo2gW2a7TEBsXSNbIr3aO6a0g3ERERObKyLHrkfIz1lclQW+I5ZvGH3hfDSX+ExH7ejE5EWiC708WfP12H021wVq94zu2b6O2QREREpJmoICQibVK9q57dFbvJLM9kV/kuMsszKaotorSu1FP8qSvDaTib7PUSghMaevd0CuvEzjU7OW/0ecSGxGI160exiIiIHIX6Gtg6Ddb8F2vmfLpgeI6HJ8PgG6D/1RAc7d0YRaTFenl2BlvzKokO9uOJ83tpqDgREZE2RE8hRcRnuQ03RbVF7KvaR2Z5ZsOyq3wX2VXZv2u4tiBrEJEBkUT4RxDhHwFAnasOu9OO3W33rF0HF4fLQXJYckPx58A6IiCi4Z4Oh4PaDbXEBMaoGCQiIiK/z4G5gdb8FzZ9CfYKAExAQWhPosbej7XH2WC2eDdOEWnR1mWX8/rcnQA8eUEvokP8vRyRiIiINCc9iRSRVscwDOwuO3XOOmqdtRTVFpFTnUNOZQ77qvaRU5VDTpVnu95df8T7hNpCSYtIIy0sjY4RHYkPiiciIIKogCgi/COIDIjE36I/kERERMSLKnJh/UewdioUbT94PCIF+l2Bo+fFLFm8kfHdxqsYJCK/qt4F932+EbcB5/VLZFyvBG+HJCIiIs1MBSERaTGcbid7KvaQUZrB9tLtZJRmkFGZwTvT38HuslPrrKXWWUudsw7jwNAov8FsMhMfFE9yWDIdwzvSMbwjaeFpdAzvSLvAdhoeQURERFqmvI0w7xnYOh0O9Gq2BkKP86D/FZB6KpjN4HAAG70aqoi0DjP2mtlVVE1sqD9/Pbent8MRERERL1BBSES8orSulI1FG8koy/AUfkoz2FW+C4fbcWjj8iPfx2a2EekfSfvQ9iSGJNI+pD1JIUkN23HBcdjMthOXiIiIiEhTKtwGc5/2DAt3QPLJ0O8K6HkBBIR5LzYRabVW7illbq7nw3DPTOxNRJCflyMSERERb1BBSESahd1lZ03BGpbsW8KSfUvYWrL1sL18Aq2BdInoQpfILqSFppG7LZfTTj6N0IBQAqwBBFoCCbQFEmAJIMAaoDl4RERExDcU74R5z8GGTw72COp5AZx+P8Smezc2EWnV6p1u/vLVJgxMTByQyBnd47wdkoiIiHiJnqSKyAlhGAbbS7ezNHcpi/ctZnX+aupcdY3apIWn0S2yG10iu9A5ojNdIrvQPqQ9ZpMZAIfDwYxdMzgp/iRsNvXyERERER9UluUpBK2dCobLc6z72TDiAYjv5d3YRMQnvLsok11FNYTYDB4c183b4YiIiIgXqSAkIsfNMAzya/LZWrKVLSVb2Fq8lXWF6yiuK27ULiYwhiEJQxiaOJShiUNpF9jOSxGLiIj8DiW7YNc8cNaBNQBsgZ61NQBsAZ75XGwBgA1/Rxm46uH3foDB5YTKXCjPhvK9nqJAdSH4hUBgBAREQGDkz7b379uCQPPftX5uFxRuhZXvwKr34cCQuZ1Hw8gHof0A78YnIj4jv6KOl2dnAHBuipuwQH3QTkREpC1TQUhEjorL7WJP5R62lWxrKP5sLdlKqb30kLaB1kAGxg1kaIKnANQ5ojMmPcQSEZFjZRhQXw31VZ61qx6cds/ish+6HRABsd0hogOYzb99f6cd9iyCjFmQ8QMU7/hdYdmAcQAb79hf0NlfyAmM2r8dCf4hUFW4v/izFypyDvYGORpB0XD2i9Dj3KO/VrzDMDzve85qyFnlWe9bA47qg23SToczHoLkk7wXp4j4pKdnbKG63kW/5HAGxxT/9gUiIiLi01QQEpEjKqotYnvpdjJKMzxLWQa7ynYdMvQbgMVkIS08jfSodLpHdadHdA/6xPTBz6LJSkVEZD97JeE1uzHtWQjOWk9hx14B9iqwV+7frzzCsSqorzw4t8rRsAVBu66eeVhiukNsD0+hKDzZ00NnxyxPEWjXvMYP6c1WSB4CIbGeXkLOOnDUeWJ32sHhWRuOGqgrx4Sxv1hV5SkA/BazFcLaQ0SKJ5aQWHDUQG0Z1JZCXZln+8Da7YCaYvj0WrjwX9D7oqP/WsiJ56iFvcth77L9BaBVnt5fv2QLhpQhcOpdkHZa88cpIj5veWYJX63dh8kEj05IJ2vdQm+HJCIiIl6mgpBIG+dwO8ityiWrMou9lXvJqshqKP6U1JUc9ppAayBdIrs0FH/So9LpFNGJAGtAM0cvIiItWn01ZC2F3QsgcwHWfWsYYbhg23He12T2FHms/mDx96yt/mDx2z+k2/7tqnwo2u4psuSu9Sw/Zw30FHd+LiQeuoyGLmOg4wgICPvNcJwOBzOmT2P8qNOwOSo8xZzaUqgpPbhtr4Dgdp7CT3gyRCRDSByYLb8vZ2N/sWnGfbBuKnzxR3A5oN8fft/1cuLU10D2cti90LPkrPL0Xvs5sxXiekL7gZ4lcQDEdPv977+IyFFyuQ0e/WYTAJcNTqFX+zCy1nk5KBEREfE6FYRE2ohaZy1L9y1ld8Vu9lbubVjyqvNwHWHIGhMmUsJS6BrZlS4RXegS6VmSQpKw6AGGiIj8kqPW0ysic8HBB+MH5kYBTECdNRz/iDhM/qHgH+oZYs0/zDOk2pGO/XL/aObRcTmhNBMKtnjmbDmwLsrwFINMZkg66WARKL73sc3RYzJDQDiEnqD58UwmT+7nvQoWG6x+H7661fP1HXD1iXlNOTynHfYsblwA+tn3OQChiZB6CiQN9swHFN/bMweViEgzmbpsD1tyKwgPtHHv2G7eDkdERERaCBWERHzcrrJdfLL9E77Z8Q2VjsrDtgmwBJAUmkRSaBIpoSl0juhM18iudIzoSKBVDy9ERORnHHVQluUpspTubrwU7zi0Z0R4MnQ4DdJOw5E0lO8XrWf8+PHYbM00qbXFCu26eBZ+Nu+Oy+GJOSgagqKaJ5amYDZ75hCy+MGKf8M3t3u+5oNv9HZkvs3tgsz5sPEz2PIt1JU3Ph+a6Bn2LXUYdDgVojoeW2FRRKQJlFTX87cftgNwz5iuRAX74XA4fuMqERERaQtUEBLxQQ6Xg9lZs/l428eszF/ZcLx9SHv6xPQhOTS50RITGINJDy1EROSX3C7IXgkZ33uGfivJhMp9v35NaEJDAYgOp0Fkh4MPxh0OYP2Jjvr3sdj2F4laIbMZxj/vKQotfRWm3+MpcA251duR+RbD8Hz/b/wMNn4B1QUHz4XEeYYU7HCqZ4lMUwFIRFqM57/fRnmtg/SEMC4/KcXb4YiIiEgLooKQiA8pdZXyytpX+HrX1w3z/5hNZkYkjeCSbpcwNHEoZpPZy1GKiEiLVlsKO2ZDxg+QMQtqDzOfnF+I5wF4ZKqn4BPZwbMf3alxAUhOHJMJxj4JVj9Y+AJ893+eocxOneztyFq//E2w4TPY+DmU7Tl4PDASepwHvS7yDAen4XNFpAXakF3ORyuyAPjruT2xWvT3n4iIiBykgpBIK1ZUW8SW4i1sLdnKirwVLK1cirHZACA2MJaJXSdyYZcLiQ+O93KkIiLSohVug+3fwfb9PYF+Precfzh0HgWdz4SY7p6CT1CUij4tgckEox4Fiz/MewZ+fNTTU+j0e70dWetTkukpAG34DAq3HDxuC4bu46H3xdBxpKcAJyLSQrndBo98sxHDgPP7JXJSWisaElVERESahQpCIq2AYRjkVOWwtWQrW0q2NBSBCmsLD2k7JH4Il3a/lNOTT8dmbqb5GUREpHUqyoDvH/T0Bvq5mO7QZQx0HQvJJ3uGV5OWyWSCkQ945kr66QmY8wTUV0K/KyAiBWyaC/CIKvNg05eeIlDOwSF2sfhB59HQeyJ0HQd+wd6LUUTkKHyxJoc1WWUE+1l4YHy6t8MRERGRFkgFIZEWwDAMiuuKya3KZV/1vkPW+6r2UeWoOuQ6EyY6hHege1R3uoZ3xbTTxNVnXN18E3WLiEjrVFsG856F5f8CtxPMVs98KF3GQtcxnl5A0roMv9fTU2jWw7DoJc8CnrluIlI9w/v9fB2RAuFJba/YV1tGSvE8LB++BXsWguH2HDeZPXNe9b4Y0s/2DA8nItKKVNQ5eGamp4fj7aO6EBcW4OWIREREpCVq8QWh+fPn8/zzz7Nq1Spyc3P58ssvOf/88xvOG4bBo48+yr///W/KysoYNmwYr7/+Ol26HJwkuKSkhNtvv51vv/0Ws9nMxIkTeemllwgJCWlos379eiZNmsSKFSuIiYnh9ttv57777mvOVKWNKKotYlvJNraVbmNryVa2l2wnpyqHOlfdr15nNVvpEtGF9Oh0ukd1Jz0qna6RXQmyBQHgcDiYsXtGc6QgIiKtldsFq9/39CSpKfYc6zoOxjwJ7Tp7NzY5fsPu8Aznt+wNKN0D9gqoyvcs2csPc4EJQhMgIhnCk3+2ToHgBCwue7OncMzcbijOgIocqCqE6oL9uR/YLoSqfKw1RfQ/UAQCSBrsmROo5wUQGue9+EVEjtNLP2ZQVFVPx3bBXD8szdvhiIiISAvV4gtC1dXV9O3bl+uvv54LL7zwkPPPPfccL7/8Mu+//z5paWk8/PDDjB07ls2bNxMQ4PlEzBVXXEFubi6zZs3C4XBw3XXXcdNNNzF16lQAKioqGDNmDGeeeSZvvPEGGzZs4PrrryciIoKbbrqpWfMV3+E23Oyp2MPWkq1sLdnaUAQqqi06bHsTJmICY0gISSAxJJHE4EQSQxJJCPbsp4SmYGtrn+IVEZGmkzkfvnsA8jd69tt1g3FPeeYGEt/R/0rPYhhQWwplezzFoUPWWeCyQ+U+z7J3WaPb2ICzASPj/oOFokZFo2QIT/HefFKGAYVbIXMB7J4PuxdBbclvXmYCKgKSCB5yLZa+F6s3nIj4hO35lby3eDcAj57bEz+r2bsBiYiISIvV4gtCZ511FmedddZhzxmGwYsvvshDDz3EeeedB8B//vMf4uLi+Oqrr7jsssvYsmUL3333HStWrGDQoEEAvPLKK4wfP56//e1vJCYm8uGHH1JfX88777yDn58fPXv2ZO3atfzjH/9QQUh+t3J7OesL17OhaAPrC9ezvmg9lfWVh7QzYSI1LJVuUd08Q71FdiUtLI344HgVfEREpOmVZHqGEdvyrWc/IBxGPAiDb2h7w4W1JSaTp1gTFAWJ/Q89bxhQXQhle6E8a/96b8PaKMvCZK/AVFviKbTkrvuV1zJ7hh00W8FkAbNl//7+dVA0tOsK7brsX7pCVCfwC/r9+RgGFO/wFDZ3L4DdCz3x/5wtyDMcXkgMBMd6hstr2I6F4BgcAdHMWbCa8cPGY9EQuyLiAyrrHEz+aC0ut8GYHnGc3jXG2yGJiIhIC9biC0K/JjMzk7y8PM488+AnW8PDwzn55JNZsmQJl112GUuWLCEiIqKhGARw5plnYjabWbZsGRdccAFLlixh+PDh+Pn5NbQZO3Yszz77LKWlpURGHjqGuN1ux24/OIxGRUUF4Bm2y+FwnIh0veJALsqpMbfhJqMsg3WF69hQtIENxRvIqsw6pJ2/xZ8uEV3oHukp/HSN7EqXiC4EWg8zwbMbHO5jj0nvVevhi3kpp9bDF/PyxZzgOPOqr8a04wfMm7/GtOMHTK56DJMZ94BrcQ+/3/OA3g0cx++dY6H3qoXxj4S4SIjrc8gph8PBnO++5owBXbBV52KqyIHyvZjK90J5NqbyvZiqCzyNDTe46j3L4VTkQN76Qw4b4ckY0Z0xojqDLcDzfVtfDfXV4KhuvF9Xhqnu/9u77zgp6vt/4K/Zer3D0RGkd1CQZuyCJBoFC3ZFMfrTIGDFAhJ7TYwa0dgLaiImfhNRY9SIYgOkHkWk1zu4O67sbZ/X74/Zndul3sHBznx4Px+Pfezu7HJ8XvfenZud985ndiX/e1ca2GYQ2H44eMxwsGX/AzY5bVur/ZBM9qFiLhUzAfbJFYro+N2bP2H5tmoUZnpw11ld9jlmu2RqLBVzqZgJUDOXZLIPFXOpmAlQM5fVsmgkmepBNJSmaUnnEPr2228xbNgwbN26FS1btjSfd+GFF0LTNLz33nt46KGH8Prrr2PVqlVJP6t58+aYPn06brjhBpx55pno0KEDXnjhBfPx5cuXo2fPnli+fDm6d+++x1juu+8+TJ8+fY/lM2fOREZGI77tKGyBJMr0MqyNrMXayFqsj6yHn/49nlfkKEIbZxu0dbVFG2cbtHC2gFNzpmDEQgghjjZOPYjm1UvQuvIHFFctgov1O+d3ZPXA0jaXoia9bQpHKFTj0ENwRQPQoENjFBp1OBJua9ShIYr0cCWyAtuMS3AbsgNb4Yn6Gv3/RTUXKjM7YWdWd+zM7o7KjGOhO+QoHyHE0Ukn8OZqB34qd8DjICb0jKJt1oH/nRBCCCGOrLq6OlxyySWoqqpCTk5Oqodj7yOEUmnKlCmYPHmyeb+6uhpt27bFKaecgsLCwhSOrGmFw2F89tlnOOOMM+BWZFqNhmQiifXV6zG/bD7mlxqXymBl0nMyXBnoU9QHfYr6oHdRb/Qs7Ik8b94RSLB3R2ut7EjFXJLJPlTMpWImoIG5IgFoa76AY8U/of38KbRw/U525h0DvcdvoXf/LfKKe+PEVJznZTdHda1s5nBnCteVQytfDZT/Aq38F4BRwJ0JeIwLPVmAJ6v+vjsTyD8Gue505AI49mD/X6mVLaiYCVAzl4qZAHvkevjjVfipfANcDg0zLh+AEzsV7ff5dsh0MFTMpWImQM1cksk+VMylYiZAzVzl5eWpHkISWzeEWrRoAQAoLS1NOkKotLQU/fr1M59TVlaW9O8ikQgqKirMf9+iRQuUlpYmPSd+P/6c3Xm9Xni93j2Wu91uZV6siVTM5acfG6o3YGvtVmyu3YyttVuTbtdF6pKen+ZMQ//m/TGo5SAMajEIPQp7wOWw3ltIxVqpmAlQM5dksg8Vc6mYyRkNwl21Hm7fNmParaotQNVmoHpz7PYmIBKo/we57YCe5wK9RkNr2Q9OTYMVj1NVsVaAmrkOW6bcFsal44lN/7MbQGplDypmAtTMpWImwLq5/jpnLV75dgMA4PEL+uDU7i0P8C/qWTXToVIxl4qZADVzSSb7UDGXipkAtXJZLYf19mY3QocOHdCiRQt8/vnnZgOouroaP/zwA2644QYAwJAhQ7Br1y4sWLAAxx13HADgiy++gK7rOOGEE8zn3H333QiHw2aBPvvsM3Tt2nWv5w8S9hPVo1hevhzfb/se3275Fst2LUPg/cB+/43H4UG/5v0wsMVADGoxCL2LesMtJ98WQghxuO34GVj4JlxL/47f1GwD9jz1SrKc1kDP84Ceo4HWAwALHAkkhBBCiMPjnwu34MHZKwAAd43qhvP6t0nxiIQQQghhJ5ZvCNXW1uKXX34x769btw6LFi1CQUEB2rVrh4kTJ+KBBx5A586d0aFDB9x7771o1aqVeZ6h7t27Y+TIkRg/fjxmzJiBcDiMm266CWPHjkWrVq0AAJdccgmmT5+Oa665BnfccQeWLVuGp59+Gn/84x9TEVk0kU3Vm/Ddtu/w/bbv8cO2H1Adqt7jOQVpBWid1RqtslqhdVZr83arrFZok9UGHqcnBSMXQghx1AnWAsv/Cfz0JrDpewBAvK1Dbza0nDZAbmsgtw0Qv50Tu5/fAXA4UjZ0IYQQQhwZc37egVv/vhgAcM3wDhh/YscUj0gIIYQQdmP5htD8+fNxyimnmPfj5+258sor8dprr+H222+Hz+fDddddh127dmH48OH45JNPkJaWZv6bt99+GzfddBNOO+00OBwOjBkzBn/+85/Nx3Nzc/Gf//wHN954I4477jgUFRVh6tSpuO66645cUHFIApEA1lStwc8VP2PxjsX4ftv32FK7Jek52e5s42if4kGoXVWLi8+6GDnpqT+RlxBCiKMUCWyeB/z0BlDyDyBUayzXnEDnMxHpczE+/bkOZ559vuUOMRdCCCHEkbV0cxVueGsBIjpxdt9WuHtUd2hyVLAQQgghGsnyDaGTTz4ZJPf5uKZp+MMf/oA//OEP+3xOQUEBZs6cud//p0+fPvj6668PepziyCCJbb5t+Lny56TLhuoN0KknPdflcKFvs74Y0nIIBrcajJ6FPeFyuBAOhzH7l9lId6WnKIUQQoijRjQC+CuAuvLkS812YPmHwI6V9c8tOBbofxnQ92IgpyUYDiOyZnbqxi6EEEIIS9hQ7sPVr/0IXyiKYZ0K8cQFfeBwSDNICCGEEI1n+YaQOHr5wj6srlxtNn3it2vDtXt9fp43D13zu6JrQVec0PIEHF98PDLcGUd41EIIIY5auzYCqz4BVv8HqFhrNH4Cu/b/b1zpQM9zgf6XA+2Hyvl/hBBCCGGq8oexfGs17vxgCXbWhtCjZQ5mXHYcvC5nqocmhBBCCJuShpBIOZLYXLsZK8pXJB31s/uUb3EuhwsdczuiS36XpEtRepEcMi+EEOLI0XVgywLg54+NRlBZyT6eqAHp+UBGoXHJLDLutz4O6DUaSMs9osMWQghhfyQRCOvwhSLwBSOoDUbgC0bN2/5QFF63AzlpbmSnuZCd5kZWmgvZaS5keVxydInF6DqxsaIOK7ZVY8W2aizfVoMV26qxZZfffE7bgnS8Nm4gstNkGlkhhBBCHDxpCIkjKj7lW0l5CUp2lmB5+XKUlJegOlS91+c3z2huNnw653dGl/wu6JDTAW6nbAQLIYRIgWAtsPbL2JFAnwK+HfWPaQ6g7WCg60igzUAgo8hoAKXnAQ75Jq8QQqiAJEJRHf5QFHWhKPzhqHk7FNERJaHrREQnojqh07it60QwHMb87Ro2f70O/jBRazZyIubt2kAE4Wj85wA6639O1PyZgD8cRVTf99Tq+6NpQJbHhZx0N7q2yEafNrno2yYPfdrkojDL28S/MfvRdeLLVTvw9XYNW75Zh1DU+H0HYvWuC0URCBu39eRZy0Ek12T32e/3VrFgOIpfymrhC0X3Op7Weeno2zYXd4zshubZaXt9jhBCCCFEQ0lDSBxWoWgIC8sW4sftP5oNoMpg5R7Pczvc6JzfGd0KutU3gPI6Iy8t78gPWgghhEi0axPw8yfGZd0cIBqqf8ybA3Q6DehyFtD5DCCjIHXjFEIIcUCRqI662M79eEOnNhhBhS+EXXUhVPjC2FUXQmXC7Yq6EGoCxlE3h9KIMTiBdaubLA8AZHicyPS6kOV1IdPrRKbHhQyPE4GwjppgGDUBo9FUE4ggFNVBAjXBCGqCEWzZ5ccXK8vMnxVvPvRunYe+bXLRq00uco6iI1KWbq7CvR8uw6JNu3A4arU/HpcDXYuz0b1lNrq3zDEuLXKQm3H0/P6FEEIIcfhJQ0g0KZJYW7UW3279Ft9u/RYLShfAH/EnPceludA5vzN6FPZAz6Ke6FnYE53zOstRP0IIIaxB14GtC+ungitdmvx4/jFGA6jrSKDdUMDlSckwhRDiaBCO6klHZ8SPyPGHo6gLRlEdMBoe1f4wqgNhVPsj9cti18YRPBH4w1GEo4fSzEnmcTqQ5nYgI9aAcTsdcDo0uJwaHJoGpyN2id3WQFRV7MCx7dsgJzaFW6bXhWyvy7jtMZo6HpcDDkfsZ2gaHA6YP8+haXBoQIbHaP5keFxwNmL6t0A4ippABDWBMMp9ISzbUoUlm6uwePMurN3hw5ZdfmzZ5cfspdsBAC6HhptP64wbT+mk9DRzlb4QHv/PKrzz40aQQKbXiU6ZYXRs1xoZXjfS3U6ke5xIczsTbjvgdDiSfk7ib2j32cy1hEcTH3NoGo5tlokORZlwOZN/nhBCCCFEU5OGkDhkFYEK/LDtB7MJVFZXlvR4UXoRhrQcgn7N+6FHYQ90zu8Mr1OmIhBCCGERJFC53jgf0Nr/AT9/CvgS/pZpDqDtCUCXkUDXs4CiLnvu5RFCiKMcSdQEI6iqC2NHbRA7aozLzt1v1wZRURtCNDaXlgYNmla/Iz1+TtBwxIlbfvgMkUM6Gmff4k2VNLcTWV4n8jM9yM+IX9wJ943bOWluZHiMRkC6x2gKuBu58z4cDmP27NkYNaoX3O7UfBkuzW00NZple9GxGTDwmPojW6sDYSzbXIUlW6qwZPMuLN5UhS27/Hjys5+xZEsVnrywr3JHC0V14r15m/DYpyuxqy4MADi3XyvcdmZnzP/6c4wa1TtltRJCCCGEOBykISQarSpYhfml8zFv+zz8uP1HrK5MPoze6/TiuOLjMLTVUAxpNQSd8zqbH+yEEEKIJkMCgV1A+XoU1qwAStsDOcXGtG2u/XzxwLcT2PKT0QCKX/wVyc/xZBtTwXU9C+h0BpBZeFijCCGEVYSjOqr8YeyqC6PKH4pdG/d3+cOoqgsZ983n1F8ObSq13WlIPOOKQ8MeR2lkeJzISXcjO82FnDQ3ctLdyElzxa6N5cY0akbjJ8NjXNLcTnhdDvmMspucNDeGdirC0E5F5rL35m3Evf8swWfLS3Hus3Px4hXHoVPz7BSOsuks3FiJaf9XgiWbqwAA3VpkY/o5PXFCx0KEw+EUj04IIYQQ4vCQhpA4IL/ux1ebv8JPO3/CvO3zsKpi1R4ny+ya3xVDWg3BkFZDMKD5AKS55GSXQgghdqPrQKgGCNYAgWogWA2EamMPasaROJrDOPpGc9Qv08NA9VagahNQtTn5EqqFG8BwAPjl4fr/y5NtNIYyCoCMQuMSDRmNoF0b9hyb0wO06A20GQR0GQG0HyZTwQkhLI0kojoRCEfhCwMbK+oQiMI8X0xt0JgWrCZo3K8L1U+15g9HEQhHzWWB2LJqf3ifJ7ZvKK/LgaIsL5plG5fE282yvGiW7UFBpheu2PRjsQOFQBCk0QKKRML43/++wsgzTkVOehrSPA54nNLASYWLBrZD1xY5uOGtBVi704ffPjsXT17YFyN7tUz10A5aeW0Qj32yCu/N3wQAyPa6MOmMLrhiSHuZsk0IIYQQypOGkNhDTagGC8sW4sdtP+KHbT9gVfUqcE5yA6hjbkcMbDEQA1sMxPHFx6MwXb45LYQQRzUSqN4C7FgJlK00rsvXAP5Ko/ETjDWC0PRT/zCjCLVRN7JcEWh1FQCjRuMpVLP35g9gTPvW+rjYZQBQ3Gv/RxUJIcQhIBlruBhNmupAGNWBiHnum/g5XRLPh1MTe7wuHEE4QkR0HeEoEY7qiESJUFRP+B9cwPxvmnTMOWku5GV4kJvuRl6GO/k63YPcDDfy0uPLPeZjaW7nIf/f4XAYzdOBFjlpMl2XBfRrm4d//X44bpr5E75fW4Hr3/oJ/+/kY3HLmV1TPbRGm7++Ate9uQAVvhAAYPSA1rjzrG5oni1faBRCCCHE0UEaQgK+sA8/lRpH/8zbPg/LK5ZDp570nPbZ7TGo5SCzCVSUXrSPnyaEEEJpwRrjyJxdG4Edq2KXlcZ1qKZhP8PhBtJyAG8O4M0CoBkNJeoAYtfU65dpDiCnFZDbFshtk3BpC+S0QkRz44vZszFq1Ci4nU4gWAXUVQB15ckXEmjVD2jVH0jLPYy/JCHE0SQQjmJzZR02VtRhY3kdNlb4sbGiDtur/aj2R8wmT9NOp7andLcD2WluZKW5kJ3mRrbXZU6ZlhW7jk+1Fj8HTlrSbQdy0oymTk66G06HHI0j6hVlefHWNSfg4Y9X4uVv1uEv/1uDZVur8eSYXqkeWoP9e8lWTP7bYoQiOrq1yMYD5/bC8QnnUBJCCCGEOBpIQ0hBOnVsqN6Acn85AtEA/BE/ApH66/gyX9iHkp0lKCkvQZTJU0O0y26HgS0GYkCzAahaVoWxvxkr384TQghVRULG1G2JR/LUbAN27T5F20YgULXvn+NwAQXHAs26As26GdeZRbHGT059E8jdxN/CTZzn3+EA0vONS+GxTfv/CCGOGlGdqPaHUVEXwq66ECp8YVT6QqisC6GiLoSdNSFsqqiLNX4CDf65Dg1J57zJjjVv4rfNc+AkPJbhdcLjdMDl1OByOOpvOzV4nA5Qj+LL//4HZ/96lGyvi8PK5XTg3t/0QJ82ubhj1hLM+XkHzpvxPS5pm+qR7R9JvDBnLR75eCUA4Iwexfjz2P5I9xz60WxCCCGEEHYjDSGbI4lNNZtQUl5iNndWVKyAL+xr1M9pndUag1rUHwHUIrMFAGO6htnLZx+OoQshhDhUJBDyAf4K44gYf6XRsAnWxBo8NbEmT63Z6HEGq3HSji1wrZta/5xosHH/b1qucXROYSej8dO8m3FdcKycd0cIYUlRnSirCWDjzlosrdDgW7AZ1UEdlb4QKnwhVNaFUVlnNHwqfSHs8ofNc9s0RKbHiXaFmWhXkI52BRloV5CBVnnpyMtwG0frxJo8GR5nk58HJxwOwykH84gj6Lf9WqNz82z87q352FThxx+rnNCL1+G6kzrB47LWOXgiUR3T/q8Eb/+wEQBw1dBjcO9vesgRcEIIIYQ4aklDyCaiehQ7/DuwtXYrtvq2YnXlapSUl2B5+XLU7GWKnjRnGlpktkC6Kx3prnSkudKQ5kxDmivNXOZ1enFM7jEY1GIQWmW1SkEqIYQ4ikXDQPVW48ib6i3GlGbRkHGJxK6j4fpl0dhRPHWVCQ2gCmN5IzgA5AGAfy8PutIBb7YxjVtWi+Tp2fLaGdc5rY0jfYQQwkJCER07a4PYssuPzZV12Fzhx+ZKPzbvqsPmSj+27vIjHI13eJzAquUN+rnZaS7kZ3iQn+lBfoYbBRke5GV4UJjlQZv8dLQvzES7ggzkZ7ibvNEjhJX1aJWDf900HDe/sxBfrd6JJz5bjQ8WbsV95/TEr7o0S/XwAAC+YAS/f2chvlhZBk0D7v11D4wb3iHVwxJCCCGESClpCFlEXbgOpXWlKK0rxXbfdqPxU7sV23zbsKV2C0p9pYgwstd/63F40K2gG3oU9kDPop7oWdgTHXI7wOWQ8gohxBEXCe127pqdQG1Z/bRr1VuM65rtAJrofBJOD5BeAGQUGEfveLPrL56s2JRtRqMn4srAvMUrMHD4qXBl5BvNH2824MkGnPJ3QwhxeOk6UROMoNofRnUgbJ5jJ6oTGgBN06BpgEPTYveN2wCwyx/Cjppg/aW2/nZlXXi//y8AuBwaWuSmwRWuwzGtmqEwKw35Ge5Ys8eDgkw38jI8KIjdz8tww+201tEOQlhJXoYHf728P6a/8Qk+3Z6OtTt9uOKVHzGyZwvc85vuaJOfkbKxlVUHMO71eVi2pRpelwNPj+2Pkb1apGw8QgghhBBWIXt+mth7P7+H3LxcaNDg1IwpIZyaEw7NAYfmQDAaNBo/vlKU1ZWhrK4MpXWlqA3XHvBnuzQXijOL0SqrFdrntEevwl7oWdQTx+YdC7dD5gsXQogmRxpTsFVX1Td4fDvrGz11FbstKzemaGsop6f+qJvMZoDLaywzL27j2hW7784wmj7pBcY5cuK3PZnGXtOGRAqHUbbODbYZBMi5JoQ46pFERCcC4SgCYR2BcBTBSBS1/hDW1wCLNu2Cy+VKal/XT6VGBMN6UmOnOrBns6faH0ZNbHltKNKoqdgaw+nQ0DI3DW3zM9AmPx1tYtdtC4zr4pw06NEIZs+ejVGjBsj5doRoApqmYVAz4paLhuHZ/63H69+txycl2/G/n8tw48mdMP5XHZHmPrLn6vm5tAZXvzoPW3b5UZjpwUtXHo/+7fKP6BiEEEIIIaxKGkJN7NnFz8KZfnAbvJnuTBRnFKM4w2j6tMpqhZaZLdE6qzVaZbVCs/RmcDrkxJdCiKNcyAeE6ozz3kSCsWnVggnTrMVuh+rPm5N021zmM54bjSRMy1Y/RZsrGsbZYT8ci/TGj1FzGI2azCIgo9C4zm1b3/yJT8OWUQQ45NvnQhxNSCIcJcJRPXYxbkeiRJREpseJ7DQ30tyOA05B5g9FsWVXHTZVxqZHqzSmR9tRE0QkqiOqG/9XVCfCunE/EiUiuvH/Gk2gKPR9Nmhc+OOyH5v8dwAAaW4HctLcyEk3zq/jdjhAECSgkyCMxhNjt3USueluNMvyoll2wiUrDc2yvSjKMo7qcRzgvCB69LDEEeKol53mxtSze+DCgW0w7cMS/LCuAk9+9jPe/2kzpp3dA6d2Kz5s/3c4apwPbGdtCKvLanDPP5ehJhBBx6JMvHr1QLQvzDxs/7cQQgghhN1IQ6iJndH2DHizvIgyCoKI6lHo0KHTuLgcLrPp0zyjOZpnNEdxpnE/0y0bqkIIAf8uoGoTsGtj7LIJ2LXBuF21CfBXHpFhaLELAGPatYwCo4ETb/BkFO5jWSGQlieNHiGOEiThC0ZQ5gd+WFeB8roIyqqDKK0OoLTGuC6rDmBHTRDBiI7IvrsvSVwODdlpLmSnuWPXLmR53fC4NGzZFcCWyjrsrG3cOcQawutyIM3tRJrLgXAogIz0dCA2jRsAaLE1Y/y+x+lAbqypk5PujjV5XGazJ/F+/DnZaS54XfIlJyFU1K1FDt69bjD+tWQbHvxoOTaU12Hca/Mx6JgCNMv2mtNAOuJTQybcdjiQfH+3KSQdDg2BcBTltSHsrA1iZ20Q5b4Qdu1lysiBx+TjxcuPR36m58j/EoQQQgghLEwaQk1s6uCpKCwsTPUwhBDiyArWIC1UAVSsBRCtP3rHvASMI28CVUBgl9H08Vcm3N4Vu11pHM3TEIlTq7m8senVvPW3zXPnZCWcSyfx3DqZgCutflo2h7v+ttODMDV88dU3OPU358Odnn2YfnFCiCNN14lQND412j6uwzoCkfop1KoDYVTVhVFZZ+x43FUXxi5/CJV1xvJQVAfgAhbNP6gxuZ0a3E4HHJoGX2xKtYhOVNaFD3hunGyvC20K4lOkGdOkNc/2wuNywO3U4HQ44HZocDo0uJwaXA4HnA7j/0tzx5s/TnjdDnhd9UclhcPh2NRqv5Kp1YQQjaJpGs7p2wqndmuOZz5fjZe/WYcf11cc1v/ToQEFmcbRgkOOLcQdI7sd8anqhBBCCCHsQBpCQggh9o0EakuBinVAzTagZnvsOvH2drhDtRgBACVN9P9mFAF5bYG8dsZUa3ntjdt5sWnXvDkNPmfOQQuHEfAsN5pGQojDqi4UQWnsqJqymiCq/WFEdWOqMz12jpuoTui6cVun0dQJhnUEY42bA13HGz6hyEFMA9kAHgfROj8TxblpKM4xLs2zvebtZtlepLudcDs1uJwOeJyOWINGS5oaTteJunAUNQHjvDs1sfPyxG+HIjpa5hrNn7b5GchJdx1wajkhhEiFLK8LU0Z1x9hB7fDNLzuhx9bfemw6yPhtnbHpIvXE+wm3Uf8ct1NDUZYXRVleFGZ5zNt56e4DThkphBBCCCGkISSEECIuEgR2rARKS4Dty4DS2KWuvEH/XNec0Nzp0FxpxlE6Lm/9ETuuNMDlATzZQHo+kJ5nTKuWnpdwP3ad3cI4ekcIYVkkUe2PYKcviApfCOW1QeysDaEmEIFOY0o0XU84D0zs3DDRaBTL1zvw+d+XYkdtCKU1AeyoDqImGElJDpdDM6dIi197drvvdTmQk+5GfoYbeRke5Ka7kZ/hQV6GO3bxIMsN/O+//8GoUcMP+Wgah0NDlteFLK8LLXObKKgQQqRQh6JMdCiSbTshhBBCCCuQhpAQQhxNSKPBU7neuFSsA3auMppAO38G9L3slNUcxlE6Oa2A7JaxS4vY/RZAdkuE0wow+79zMGrUKJlaSIjDRNeZNI2ZcdFhtF32jYR5lIw/FEUgEjWuY//eH/tZ4aiOcJQIR3VEYtehhNuBiHHehgqfcWnouXD25AC2bdtjaYbHaR5Vk5vuNqZQc2hwaoDT4YDTkXCtxac8S2jcuB0JU585kba369i5ceLXLmfTnOsrHN7/tG5CCCGEEEIIIYQVSENICCGsJBoB/BWAbycQrI6dc6faOL9OsDp2u8q4HQ4YR9+4MwB3GuBON2670mLL0gE9nND8iV2Havb9/6flAsW9gRa9gOKeQHEvoFk3wJOx/3HLzlBhMSThCxnTblX7I6gOhOEPRaFpgAYtdg1gt/tREnXBKHyhCHzBKOoSr0MR1AWjiOiEx+UwLs7drl0OuJ0ORKI6aoPxab4iqA2GURuMoDY+9VcwgqhOOGKDcGgwx2bc1gAQNT4n7l34BQKHcaqzQ5HtdaEgy4PCTA8KMo1GjtOR8DuNZdFg3KZObNm0ASf06YZW+RloljClWpZXNkuFEEIIIYQQQojDST55CyHEwYoEAf8uwF9pNGz8lUazRo8CoPG1fCDhtnHfEQ6iy/Yf4Pj0a8BfDvh21F/qKsznHVY5rYH8Y4xLQUegRW+jAZTT+vCfm0eIBCThD0eNRkmsYRJvpBgNlDB8oSiC4SiCsXPGhKJGc8Q4H4xxdMuW7Q68sP471MT+bbU/jIM+gMVSNCC855F7HqfDPBKmIQe5pLmdSHM5keYxjoxJ9ziR7nYay2NH2Xhdxjlt3E5H7GLcNs53o8HjcqAg04vCTA8KszzIz/A0+oTd4XAYs2evw6jhx8jRhEIIIYQQQgghxBEmDSEhhNiXQHX9OXXKVhi3fTvrG0DhuoP6sU4A3QFgzxmTYrT68+p4c4C0HOPIHW9uwu0c4wigSNAYRyRgXIf9xpFD8duaA8hvX9/8ye8A5LUzjigSohF0nQhGjKnK4tfVgTCq/Hteqs3rCALhqNnAiTdx4o2c+PKmadw4gOo9j35zOTTkpLuRk+ZKal7ET05tnOMmNukajfO3ZHpdyPQ4keFxIdNrXGd56+87NA3hKI1M0ah5OxjRjWnWIjpcTg3ZXhey09zISjPOB5OdZlyyvG5kep1wOx3GSbTjJ9OONZHjt8ORCH74bi5OP/kkZGV4zUaO0QSSxq0QQgghhBBCCCEaRxpCQoijW/ycOlWbjXPolC0HSpcbDaCqjQ34AZrRoIk3cNJyAUfsW++ahtikVEm3dWjYVO5Dm6794cwuBrKaA5lFQGYz45JeADhl9SwODklEdBrnfdGN879E4tdRwh8MYUMt8NXPO1Ad1FHhC6GyLoQKXxiVsduVdSHUhYzzywRjDaBQ9PBOV+bQEGuauJHldZlNlKw0F7I8Lnjd9dOyeV1Oc3o2r8sBp0asXLYEJw4+HvlZ6chJc8WaQG6kuR2x6dfsJxwOY0sm0LFZphxNI4QQQgghhBBCiEMmexyFENZHGke9hHxAqDZ2nXBbjxhHwuzt4nAA0Iwjeqq3AdVbgJptQPVW41KzDYiG9v1/Z7cEmvcAmnc3rnNaAml5CUfw5Mb+j4aLhsNYNHs2Wp0yCk7ZyXtUi0+XVhOIwB8yzk0T1Y0Gjq4DEV2P3TeW+4IRVPhCKPeFjEZOwu34xR+ONuB/dgFLFx70uF0ODV6XA9lpbuSmG5ec9PrbeRnxZS6kxZo3iU2c+saOcclKcyHd7Tzoxk04HMbs7YtxUpdm0jgRQgghhBBCCCGE2AdpCAkhDo4eNc6fU1eefPFXGNfB2lhDxglozti1lnDbCVDfS5On/r4rVItRdVVwLQoCbMhO7kOQ2QwoOBYo7hFrAMWaQBkFh/f/FZYRb85U+yOoCYRRWRvAil0anCWlCOmIHTETRV0omnA7gmDEOHJGA6BpmnEcmAZo0IyXPIAoaZ7XpiYQQU3QuK4NRBA5Aie60TTA7XDA6dDgcmpw6mG0KsxBYZYX+Rke5Ge4kZ/pQUGmJ3bfg0xv/blldr92NeSkNUIIIYQQQgghhBDCUqQhJISop0eNZkxtGVCzHagtjV1vT15WW2acRweHd0e2BmCP7/q70gFPZuySZVw73UZzibqRIX478eLNMY7uyWltHPWT08q4ZLc0Li7PYc2yNyQRjEThC0bhC0bgC0XM28GIjgyPE5le49wl8XOOZHpccDTi3CEkLTVdFknziJeITkTj05kl3A/Hj4pJeCyqE+Fo/dEykSgRjf+7aPwIGh3haP1zgxFjurNA/DqsIxCJmufA8YeiSc2ZmkAE0T2aM05gxeLD/ntxaECGx2U0bBxa/bVTg8vhgEMDXA4H0jxOFMYaN/Hr/ITbhZleZHidcDsccDmN5o8r1giKC4fDmD17NkaNGiJH0wghhBBCCCGEEEIcRaQhJISV6box1Zm/EgjWJBw9EzuiJlhrLnMEatBn41o4P/qP0UnR482QaH2TRI8AkQAQqgPCPiDsj92OXSKBxo8xLRfIKDQu6QWx2wWAN9uY6s38/+PXxjLqURAaHN6s5OZOwu2ww4uvvpuPk84YBXdGnvGYo/6k8CTNIzUAmI2P+K7veB9Eg4ZAJIqaQP2O/9pgBDWlYdRsiKAmsB61wQgA7DGdVeJ9t9OBQDiK2mAEvmAENUHjCA9fMPbzAkZTJxKtP0F84sni9dh1JKqj2ufELT/896CODsmMNYrSPc5YYyTeYNGTGyo6oQHI9LqQEzsvS3aacU6W+HlactJccDsdCEWNpolxHWumRKKxa938ORkeoymVEWtOZXpdyPQ64XUCC0s1bP56HWqCOnbVhbCrLozKuhCq/GHsqgtjlz+EQPjwnoemKTg0IDvNjWyvE3rIjxZF+cbv2+1EuseJDI8T6W4X0j0OZHhc8LqMo2VIgGDsGknLnJpm/Mw0V+ziRk7sOjvN+L1aqXEnhBBCCCGEEEIIIdQjDSEhDpdgLeArMxo54QAQ8SdfxxswYT8QqALqKmLTrVXUT73mrzQaOQ3gBNABAMqbYOzeHCCr2LhkFwNZLXa7Lo41gPKNo3MS6DoRiBjTbm2vDmB7lR/bqgKx2wHjdux+KKIjJ81lHuVQkFF/tEN+pgc5XieWVbfCqkUBVAW2YGdt0Dh/Sq1xrpSdtUFzui770ZB4hFWa24EsrwsZsSaLx+VAIGQ0n+INqHjzyBeKwhdq2BR6BMwm2OHnBNauPrh/GTsqxh0/OsbpgCvhKJn4dGdOhwa302EeQZN4BIzbGT+yxjg6Jj7F2d6mPTMujliTbO/NmfojaQbJkTRCCCGEEEIIIYQQwvakISQEaRw5Ew0BkSAQDRu3ky7h2GOx29HY7UCVMX1abZkxlZpvR2xKtR3GEThNNUR3JujNBjxZoCfTuB+7DXcWdE8mIo40/Lx2I1q264AQHQhEiEAE8EeIQBTwhwl/BPDDAz/SEKAHdfDCRy/88KBWj10zDSHNC4cGaH5AC2jQdgCO2MlQjDbGLgTD5QiEdfjDxhE6gdiUXKFo4xo01YEIqgMRrC+v28cznMCag2syJP0Uh1Z/hEz8iJm0+vtZacbqMBTR6y/RPW+nuZ3Gv/O6YtO5Jf+MTI8LLqcGhxa/AA6Hca3FljEaxbzvv8FZZ5yK3Mw0ZMamCtsfY3o53TwaqTYYQSAchdPhSGiMaEn3nQ4NJMyjl2oDxrlxana7H47q8MaaJR6nA163A16X0zxCyutyQifhD0XhC0VQFzKmtUu8rgmEsHPHDnQ9pjXyM9OQn+FGXoYbeRke4zrduE73OGPjcyRNjSZHxwghhBBCCCGEEEIIcXhJQ0gcmkiofrqxsN+Yvix+PxRbFp+azGymhAE9fh2pX67XH/FAGNNdJe6cD0Z1RCMROBmCWw/CqYfg0oNw6kE4o8a1IxqCQw/FfkryDmZzfzOJM0NBOJYBuh6GFg1BO0znwglqafA7shB2eBDSvAhrXoQdHoQ1L0KONIQ1Y7kPGahANir0LJTrmSiLZqIskoHtYeMSDLiBmob8j4OAzYcyYgLwxy6HxqEBxTlpaJGbhpa5aWiRk25cx+4X56Qhw+PELn8YFT7jiJ9KXwjlseuKuhDKa4IoLStD12Nao1l2GgqzvCjM9KAwy5N0O8PjAmnUMHaVMGUXQcBSTYdwOIyN6UCLnLQGH3miaZp5ZEthlrdR/1/xwQyykeqPpuktR9MIIYQQQgghhBBCCGFB0hBqYo7PpwHZmYDmiF00QHPW33e4AJcXcKXt5Tp2W9OASADRUADhoB/hYB0iIT8iwQCiIT/0cADQI3A4NDg1wKlp5m2HA8a1Ftv5HZtuLL6z3MDYTnNCj0QQiYQRjYQRjYSgR8LGJRq7RMLoXrUT5WuegCvqhzMagCvqh1sPwB31w4mGTVvVWBoAd+ySeRh+vhsA9nMgS5BuBOFCOHYJMXYdvw83wnShFmnYwVzsQB52MA87mYsdzMVO5GIH81CHtMMw+n3zOIi8zDTkpNdPgZV4OzvNON9JfEoud8IUXLuffJ6xc94g4Zwo8fPhaBqQ5jKaE+ke4wiStNj5VdISpuQ60FEvAFCY5cWxzfb+WGOaDOb5g/b4L63RBBJCCCGEEEIIIYQQQohUkoZQE3MufAPwNs0OaGfscmRbCvsQ2v/DETpQBy/88MJP47oOXvgZm54M7lgTxYkwXIgg+TpMJ6Jw7nGcjtOhmSdyN87/4UQAHgThhp9uBGhcx2/X6W4E6YBODQShx5s+seYGYTQ6AqEwHGlZoMODqMOFqOaGrnkQdbihaU44nA44HUazTdOMponReDPG5NDqp7qKT7XldTnRwuVA+4TptrwuY1qsA/G4Yieqj52wPn7SevO2xwmXw5HU7DBmcNNi10AkEsGnn3yMUaNOkiM0hBBCCCGEEEIIIYQQQiSRhlATmxH5NTKcbjjA2EWPXQgNhBsReBCBVwvDizC8CBnX5v0wHNDNpkeQxnVEcyPi8CDi8CDq8ELXnIjqxhEbUQK6blxHdYKxIyKYcGSEOX3Wbo/pcIAOFzSHC3C6oTndcDhdcLjccLrcgMOFytoAcgpbge4M4+LJAF0Z0DwZcHiMZVGHG1GdyRcm3/e4HHA7NXicTvN2duwcJW6n0UTJSzjvSH6GG+luZ5NP81V/1MkopRon1OVIGCGEEEIIIYQQQgghhBB7Jw2hJpZ75p3Iyc2HBmPaNsSO3jCmcIM5PZdxiU/V5YDDqQFOB+hywOF0oNDtRJrbmHrL43TA0YCjTOKisXPvMOF4Gw17n07rQD9b1eaJEEIIIYQQQgghhBBCCHE0kYbQbp577jk8/vjj2L59O/r27YtnnnkGgwYNavC/P39AGxQWFh7GER6Y06Eh3eNM6RiEEEIIIYQQQgghhBBCCGEdjlQPwEree+89TJ48GdOmTcNPP/2Evn37YsSIESgrK0v10IQQQgghhBBCCCGEEEIIIQ6aNIQSPPXUUxg/fjyuvvpq9OjRAzNmzEBGRgZeeeWVVA9NCCGEEEIIIYQQQgghhBDioMmUcTGhUAgLFizAlClTzGUOhwOnn346vvvuuz2eHwwGEQwGzfvV1dUAjHPuhMPhwz/gIySeRTJZn4q5VMwEqJlLMtmHirlUzASomUvFTICauVTMBKiZSzLZh4q5VMwEqJlLxUyAmrlUzASomUsy2YeKuVTMBKiZy2pZNJJM9SCsYOvWrWjdujW+/fZbDBkyxFx+++2346uvvsIPP/yQ9Pz77rsP06dP3+PnzJw5ExkZGYd9vEIIIYQQQgghhBBCCCGEsK66ujpccsklqKqqQk5OTqqHI0cIHawpU6Zg8uTJ5v3q6mq0bdsWp5xyCgoLC1M4sqYVDofx2Wef4YwzzoDb7U71cJqEipkANXOpmAlQM5dksg8Vc6mYCVAzl4qZADVzqZgJUDOXZLIPFXOpmAlQM5eKmQA1c6mYCVAzl2SyDxVzqZgJUDNXeXl5qoeQRBpCMUVFRXA6nSgtLU1aXlpaihYtWuzxfK/XC6/Xu8dyt9utzIs1kYq5VMwEqJlLxUyAmrkkk32omEvFTICauVTMBKiZS8VMgJq5JJN9qJhLxUyAmrlUzASomUvFTICauSSTfaiYS8VMgFq5rJbDkeoBWIXH48Fxxx2Hzz//3Fym6zo+//zzpCnkhBBCCCGEEEIIIYQQQggh7EaOEEowefJkXHnllTj++OMxaNAg/OlPf4LP58PVV1+d6qEJIYQQQgghhBBCCCGEEEIcNGkIJbjooouwY8cOTJ06Fdu3b0e/fv3wySefoLi4ONVDE0IIIYQQQgghhBBCCCGEOGjSENrNTTfdhJtuuinVwxBCCCGEEEIIIYQQQgghhGgycg4hIYQQQgghhBBCCCGEEEIIxUlDSAghhBBCCCGEEEIIIYQQQnHSEBJCCCGEEEIIIYQQQgghhFCcNISEEEIIIYQQQgghhBBCCCEUJw0hIYQQQgghhBBCCCGEEEIIxUlDSAghhBBCCCGEEEIIIYQQQnHSEBJCCCGEEEIIIYQQQgghhFCcNISEEEIIIYQQQgghhBBCCCEUJw0hIYQQQgghhBBCCCGEEEIIxUlDSAghhBBCCCGEEEIIIYQQQnHSEBJCCCGEEEIIIYQQQgghhFCcNISEEEIIIYQQQgghhBBCCCEUJw0hIYQQQgghhBBCCCGEEEIIxUlDSAghhBBCCCGEEEIIIYQQQnHSEBJCCCGEEEIIIYQQQgghhFCcNISEEEIIIYQQQgghhBBCCCEUJw0hIYQQQgghhBBCCCGEEEIIxUlDSAghhBBCCCGEEEIIIYQQQnHSEBJCCCGEEEIIIYQQQgghhFCcNISEEEIIIYQQQgghhBBCCCEUJw0hIYQQQgghhBBCCCGEEEIIxblSPQBVkAQA1NTUwO12p3g0TSccDqOurg7V1dXK5FIxE6BmLhUzAWrmkkz2oWIuFTMBauZSMROgZi4VMwFq5pJM9qFiLhUzAWrmUjEToGYuFTMBauaSTPahYi4VMwFq5qqpqQFQ3z9INWkINZHy8nIAQIcOHVI8EiGEEEIIIYQQQgghhBBCWEV5eTlyc3NTPQxpCDWVgoICAMDGjRstUVgAGDhwIObNm3dIP6O6uhpt27bFpk2bkJOTk/LxNIWmzNRUrFQrq9QJkFodibE0FRVrpeL6D7Beraz0nmqq8TQVqdXhH09TkVod/vE0FanV4R9PU7BanQCp1b5IrY7MeJqC1OrIjKcpSK0O/1iaioq1UvE9BUitDvdYmpLVatUUv5uqqiq0a9fO7B+kmjSEmojDYZyOKTc31xIvVgBwOp1NNpacnJxD/llNOZ6m0BSZmoqVamW1OgFSqyMxlqaiYq1UXP8B1qmVld5TTT2epiK1OvzjaSpSq8M/nqYitTr842kKVqkTILU6EKnVkRlPU5BaHZnxNAWp1eEfS1NRsVYqvqcAqdXhHktTskqtmvJ3E+8fpJo1RiEOixtvvDHVQ0hitfFYiZV+N1YaixVZ6fdjpbFYkZV+P1Yai9VY7XdjtfFYidV+N1Ybj5VY7XdjtfFYidV+N1Ybj5VY7XdjtfFYidV+N1Ybj5VY7XdjtfFYiZV+N1YaixVZ6fdjpbFYkZV+P1Yai9Wo+LvRaJWzGdlcdXU1cnNzUVVVZYnuZVNRMZeKmQA1c6mYCVAzl2SyDxVzqZgJUDOXipkANXOpmAlQM5dksg8Vc6mYCVAzl4qZADVzqZgJUDOXZLIPFXOpmAlQM5fVMskRQk3E6/Vi2rRp8Hq9qR5Kk1Ixl4qZADVzqZgJUDOXZLIPFXOpmAlQM5eKmQA1c6mYCVAzl2SyDxVzqZgJUDOXipkANXOpmAlQM5dksg8Vc6mYCVAzl9UyyRFCQgghhBBCCCGEEEIIIYQQipMjhIQQQgghhBBCCCGEEEIIIRQnDSEhhBBCCCGEEEIIIYQQQgjFSUNICCGEEEIIIYQQQgghhBBCcdIQEkIIIYQQQgghhBBCCCGEUJw0hIQQQgghhBBCCCGEEEIIIRQnDSEhhBBCCCFEk9J1PdVDEA0ktbKHYDCY6iGIBpJa2YfUyj6kVkI0PXlf2UdTb69LQ0gIIYQQQgjRZFauXImnn3461cNocio2TqRW9rBq1SpMnToVkUgk1UMRByC1sg+plX1IrezF5/OleghNTrXtCkDd95WKtToc2+uuJv1pQiTYunUr6urq0KlTp1QPRRyA1MoeNmzYgMrKSvTr1y/VQxEHILWyD1n/2YfUyh6WLl2KgQMHIhQKYejQoTjhhBNSPaRDVlVVhdzcXDgcDui6DodDje/USa3sYcmSJTjhhBMQDAZxyimnYOTIkakeUpMiCU3TUj2MJqF6rVSieq3kfWUPKtUpbtWqVXj44Yfx0EMPoVWrVqkeziFTcbsCUPN9pWqtDtf2uhq/HRtTrRMbV1JSghNPPBHvvvsuACAajaZ4RIdOxS4zILWyi5KSEgwdOhR/+tOfQFKZjKrkSCS1sg8V13+AmtsWUit7WLx4MQYNGoSLLroIJ510Ev79738DsPf6Y/ny5Wjfvj0eeughADA/ZNqd1MoeFi9ejMGDB2PcuHG44IILMHPmTPj9fpBM9dAOWUVFBQBA0zQl8qhcqx07dmDXrl2pHkaTUblW8r6yB9XqFLd48WL0798fb7zxBj7//PNUD+eQqbhdAaj5vlK5Vodte50iZVatWsWpU6dy5cqVqR5Kk1q0aBEzMjJYVFTEzp07MxAIpHpIh2z16tV88cUXWV5enuqhNCmplT0sXLiQ6enpPPbYY9myZUszm67rKR7ZoZFa2YeKtVJx/UequW0htbKHn376idnZ2bz77rtJkrfddhubNWvGXbt2kbTnenDTpk3s378/u3TpwoKCAj788MPmY9FoNIUjOzRSK3tYsGBBUp2efPJJ5uXlce3atSTtWae4kpISulwu3nzzzeYyO+dRvVZer5cXXXQRq6urUz2cQ6Z6reR9ZX2q1Slu0aJFTE9P52233cZJkybxpJNO4vbt21M9rIOm4nYFqeb7StVaHe7tdWkIpcjq1avZrFkzaprGW2+9lb/88kuqh9Qk4n8E7rnnHm7YsIHHHnss//znP5O054qFJH/++Wfm5ORQ0zQ++eSTrKqqSvWQmoTUyh4WLlzIjIwM3nvvvYxEIuzatStvvfVW29YoTmplHyrWSsX1H6nmtoXUyh5KS0uZnp7OW2+91Vy2ceNGdu3aldOnT0/hyA5eNBrln/70J44ePZpffPEFH3nkEebk5Nj+Q6bUyh4qKyuZnp7OW265xVwWCAQ4YMAAXn311bZe/23ZsoWDBg3igAEDmJmZyYkTJ5qP2TGXyrXatm0bhwwZwlNOOYUFBQUcO3asrZtCKtdK3lf2oFqd4hYsWMCcnBzeddddJMm3336beXl5/O6770ja72+witsVpJrvK1VrdSS216UhlAI+n49XXXUVL730Uj7xxBNs3bo1J06caPudAfGdNvE/AnV1dTzttNM4YsSIFI/s4FVXV/OSSy7huHHjOHXqVGqaxkcffdT2O0SlVvZQUlLC9PR0TpkyhSQZCoV49dVXc/DgwayrqyNpzw1HqZV9qFgrFdd/pJrbFlIr+6ioqOBXX32VtCwYDHLs2LEcNmyYucxu68Gff/6ZM2fOJGlkfPjhh23/IVNqZR8LFy40b+u6zkgkwjvvvJO9e/fmjh07zOV2ous633rrLV5wwQWcO3cuZ86cSa/Xy0mTJiU9x25UrdXs2bN5ySWXcN68efz222+Zl5dn+6aQqrWS95X1qVqn2tpapqenc/LkyUnLTz75ZJ5++umMRCIpGtmhUXG7glTvfUWqWasjsb0uDaEU8Pl8fOWVV/jWW2+RJF9//XW2bt2akyZNsvXOgOnTp5s7beJvtrlz5zIjI4PvvvtuKod20EpLS/n444/zb3/7G0nyqaeeUmKHqNTKHp5//nk+8sgjJOtX9CtXrmRGRgafeeaZVA7tkEit7EPFWqm4/iPV3LaQWtlXvF7Lli2j1+vlyy+/nOIRHbzED1o7duzY45uHkUiE//d//2d+iLYbqZW1xTPFr7du3crMzEw+9NBDqRzWIdmwYQM//PBD8/7bb79Nr9dr+2/Kq1ir0tJSfvHFF+b9b775xmwKJW4H2q1eKtZK3lf2oGqd1qxZY96ON4BeeOEFdunShT/99BNJe+ZScbuCVO99Rapbq7jDsb0uDaEUqaioSLr/6quv7vEN0UgkwnXr1qVgdE1D13WWlpbyjDPO4Pjx40narytLkps3b066/+STT+6xQzQSiXDr1q2pGF6TkFrZQzQaZSgU4jXXXMMRI0awoqLClhtWpNTKTlSvlSrrP1L9bQuplbVs2bKFP/74Iz/++GOGw2GzFvFrXdfp8/k4ZswYnn/++fT7/ZZfD+4rUzgcNp9TVlZmfsh86KGHeMstt9Dlcll6HSi1sketNm7cyE8//ZRvvfUWS0tLGQwGSdbvXItfT5o0icOGDePGjRtTNtZDlfj6ikQie3xTPhwO86233uLSpUtTNcT9Oppqtfv6Yu7cuUlHCoVCIT7//PP873//m8ph7tPRVCt5X9mD3eu0L7tvk1dVVbF169acMGFCikbUOCpuV5Bqvq9UrdWR3l6XhtAR4vP5zEuixBdsfGfApEmTuGLFCk6ePJm/+tWv6PP5LPuhLBgM7nFy590PCf3LX/5Ct9vNVatWHcmhHbS9ZSKTa5W4Q3THjh287bbbePnll1v6RNdSK3vUKr6eqK2tNZftvnH1/vvv0+Vy8dtvvyVpj2/bSK2kVqmk4vqPVHPbQmplj1otXryYbdu2ZY8ePehyudi/f38+//zzrKmpIZm8Lox/+/XHH39M1XAb5ECZEl+HO3bs4MMPP0xN05ifn8958+alatgHJLWyR60WL17M4uJiDhgwgB6Phz179uRtt93GyspKksmZPv74Y2ZnZ/Nf//pXikbbOPvaGZW4/guHw0k7RSdMmEC3280NGzakatj7pHKt1q1bx5kzZ/KPf/wjFy1aZG7jJtaKpDl93MUXX8xx48bR4/FY8ghXlWsl7yt71Eq1OsXta12xe5Phz3/+M4899ljzKCGrUnG7glTzfaVyrY709ro0hI6ApUuX8qyzzmLPnj05atQoPvjgg0mPJxb2tddeY/v27dm5c2empaVZesW5bNkyjh07lgMHDuR1112XdMhaNBo1d17U1tZy8ODBvOGGGxgKhVI13AY5UKbEWj355JP0eDzs378/nU4nFy1alIohN4jUyh61OtC6InGH4MiRI/nrX/86qRlhVVIrqVUqqbj+I9XctpBa2aNWO3bsYPfu3XnHHXdw3bp1LCsr48UXX8wTTjiBEydONM8tkfiBrH///rz88suT6mglDc2UWKvLL7+cOTk5LCkpSdWwD0hqZbB6rXbt2sUBAwbwlltuYXl5Of1+P6dMmcKhQ4fyt7/9LcvLy0km1+nMM8/kSSedZNk6xTVmZ1QkEuGbb75p6R03KtdqyZIlLCoq4oknnsi8vDz26tWLY8aMYVlZGck9m0JfffUVNU1jQUEBFyxYkIoh75fKtZL3lT1qpVqd4g60rkjM9eOPP7J169acMWNGqoZ7QCpuV5Bqvq9UrVWqttelIXSY/fLLLywoKOCECRP4xz/+kZMnT2Zubi5Hjx5t/iEgk3ce/upXv2JBQQGXLFmSghE3zKpVq5iXl8drr72Wd955J8eMGcPmzZvzd7/7nfmcxBfrbbfdxjZt2lj6BJQNzZRYq4EDB7KwsFBqdYSpWKuGrivinn32WTZv3pwrVqw48oNtBKmV1CqVVFz/kWpuW0it7FOrpUuX8phjjuHixYvNZcFgkFOnTuWgQYN499130+/3J/2bp59+mqtXrz7SQ22wxmTSdZ1vvvkmi4uLLbkTNJHUyh61WrduHTt27Mj//e9/5rJgMMhXXnmFQ4YM4aWXXrrHTo5Zs2ZZ8oiMRI3dGRWNRnnNNdcwJyeHy5cvT+XQ90nVWtXW1nL48OG86aab6Pf7GQ6H+eKLL/LEE09knz59uH37dpL1tQoGg7z++uuZnZ1t2Z1sqtZK3lf2qJWKdSIbvq5IbCBfdtll7N69O8PhsCWbDCpuV5Bqvq9UrVWqttelIXSY/eUvf+Hw4cOTDg39+uuv2bJlS44aNSppTsBwOMybbrqJmqYlvRCs6KGHHuLIkSPN8VdUVPCtt95iVlYWr7rqKvN58T8E69evZ5cuXSw9H2VDM8XPDRKvlVV32MRJrexRq4auK+J1qqys5IABA7h27dqUjbkhpFZSq1RScf1HqrltIbWyT61WrVrFDh06mFNKxGsSDod52223sV+/fpwzZ07SY1bXmEwkuXbtWq5fvz4lY20MqZU9arVjxw726tWLzzzzDMn6BnE0GuVzzz3HAQMG8I033iC55xSaVtaYnVG6rnP27Nns0KGDpb8Zr2qtduzYwW7dunHWrFnmsnA4zC+++ILDhg3j0KFDzXPf6brOH374gT179rT09JKq1kreV/aolYp1Ihu3rojX6ocffrD052AVtytINd9XqtYqVdvr0hA6zO6++2727NnTvB//4L9gwQIWFhZy3LhxSc+fOXOm5buXJDl+/HgOHTo0aVkoFOKsWbOYk5PDKVOmmMt1XWckErH8t3gbk8nn8/GJJ56QWqWIirVqzLoi/phVz9eSSGoltUolFdd/pJrbFlIrgx1qFQgEePzxx/M3v/mN+QEy/uFE13X27t2bV1xxRSqH2GiNyWTFb7fui9TKHrUKhUIcM2YMhw4dutcdF2eeeSZ//etfp2Bkh6YxO6NIcvv27dy2bVtKxtpQqtYqFApx8ODBvOWWW5KW67rOjz76iIMGDeL06dPNGlZXV5tHOFiVqrWS95U9qFgnsuHrivgyO1Bxu4JU832laq1Stb0uDaHD7Ntvv2V+fj7fffddc1n8hfm3v/2Nbdu25Zdffpmi0R28WbNmsWPHjnuM3efz8bHHHmP//v25cuXK1AzuIDU20+4nj7cqqZU9atWQdUXiN4zsQmplHyrWSsX1H6nmtoXUyh7i7/ulS5cyJyeH48ePNx+L57r77rs5cuTIlIzvYKiYiVQzl4qZ4uMuLS1lcXExzznnHJaWlibtyHjmmWd4wgkn7DFdiNWptjNK5VpFo1HeeuutHDRoUNK3q+Ouu+46Dhs2LAUjOzgq10reV/agWp3iVFtXqLhdQar5vlK1VqnM5YA4rDp06IBRo0bhjTfewJdffgkA0DQNADB48GBEo1Fs3LgxlUM8KN27d0ebNm3wxhtvYPny5ebyjIwMnHXWWVi1ahXWrFmTwhE2XmMzORz2ePtIrexRq4asKzZs2JDKIR4UqZV9qFgrFdd/gJrbFlIre3A4HIhGo+jVqxdef/11vPPOO7jiiitQWlpqPmfdunXIz89HNBpN4UgbTsVMgJq5VMykaRpCoRCaN2+OTz75BD/88AMuu+wyzJ8/38ywaNEiFBYW2uLvbhxJuN1u/OUvf8GaNWswYcIElJWVgaT5nLPPPhs7d+5EIBBI4UgbTtVaAcZ76+6770ZdXR1uv/12LFiwIOk9dNppp6GyshKVlZUpHGXDqVoreV/Zo1Yq1ilOtXWFitsVgJrvK1VrldJcTd5iEnuIz6d5zjnn8OOPP056bNiwYXz11VdTM7BD9P7777N9+/YcP3580vQmtbW1PP744zl79uwUju7gqJiJVDOXiplkXWEfUiv7UDETqeZrUGplffHpC2pqarhz507+97//ZfPmzTlw4ECOGDGCl1xyCTMzMy19brHdqZJp96kxVMilWqa9TV8Snxpk586d3Lp1K9esWcMuXbpwwIAB7NOnD88991xmZ2db+rxi+xI/d9rChQtZXFzMM844gz/++KOZ+ZprruGoUaPM51nd0VCrHTt2sFOnThwyZAj/9re/MRQKUdd13nTTTTzxxBPp8/lSPNKGORpqJe8ra1OtTnGqrSvsvl2xLyq8r1TbBozbfZaVVObSyIQ2tWhS4XAYbrcbADB//nxMmTIF5eXlGD16NAYNGoSPP/4Yb7zxBubPn48OHTqkeLQNl5hr9uzZuOWWW9CxY0ece+65OP744/H222/jzTffxPz589G2bdsUj7ZhVMlE0vzmMaBOrkSqZ5J1hbVJrexZKztn0nU96ZtbKr4GVanV7uxcq923J0giGo3C5XJh/fr1GDp0KF555RWMHDkSO3fuxLPPPotNmzYhJycH48ePR48ePVI4+oaLRCK2zxSNRuF0Os11hQq1WrNmDQoKCpCfn28ui+e0a6Z169Zh3rx5GDFiBHJzcwEkZxo2bBgeffRRXHbZZaiursaHH36IxYsXo6CgAGPGjEHXrl1TnKBx4tnKy8sRCoXg9/tx1llnISsrC5FIBB07dsTnn3+Ob775Bn369En1cPdr9/eUqrXaunUrAoEACgoKcOGFF2LHjh0oLS1Fr169MG/ePHz55Zfo169fqoe7X6rVKl6b3e/b8X21evVq+Hy+pNeQCuvAQCCAtLS0pO11O9dpd4nbg3ZeVxwt27WA/d9XKm7XAsDOnTtRVFQEoD5jyrdtm7zFJEjWd2TXrVvH8847jz6fjz/99BOnT5/O5s2bs2/fvhwwYAAXLlyY2oE2ULyLmZhrwoQJJMn//ve/vPbaa5mbm8uePXuyW7du/Omnn1I21sZSIVNNTc0ey+yea8OGDeY3FuJZ7J5pb+LfCFBtXZGYS5VaqbZeV/l9pUKmvZ2s2e6vwaNhvb63daDdarVy5Uree++9vPLKK/nXv/6VK1asMB/bsGEDCwsLec0111DXdbN+iSdLtqK1a9fy+eef56RJk/if//yHO3bsMB/buHEji4qKbJeJJFetWsWJEydy9OjRnD59OteuXWs+ZtdcixYtoqZpfPnll/d4zK6ZFi9ezKKiIt55551cvXo1yfqxbty4kXl5eRw/fjx1Xbdshn2pra1lMBhkRUUFSSNX4vqvVatWfPPNN0mSVVVVfOONN3jLLbfwwQcftOR54VauXMmpU6fyyiuv5DPPPJP0jVy71you8VvX8ffQ+vXr2apVK/75z38madR1zpw5fOihh/jSSy+Zr1srWb16NR988EFeccUV/Otf/8p169aZj23atMnWtdq2bZt5e2/bS3Z7X8XX63/5y1/2eMzO76uSkhK2b9+eixYtMpfZuU5xVVVVrKioMF+Hiet1O64rVNyuJcnt27dz1apVe33MrutAFbdrSSNXdnZ20vmB4uNPZS5pCB2ieJHiK8hE8ZXlDTfckLThVVtby8rKSlZVVR2xcTZWZWUl169fn7SyDIVCJI1cLVu2NHfckEb+7du3c8OGDXvdiWUFK1as4GOPPcba2lpzWfzNZddMpHEY8rnnnstffvllj8fsmmvZsmXUNI1Dhgwxl9m9VuvWrePLL7/M6dOn85dffqGu6+Z6wc7ritLSUi5ZsoQ//PDDHo+tW7fOlrVSdb2+bds2zp07lx9++KG5TNbr1rR06VIOGDCAf/3rX81ldl9fqLheJ4114NKlS/nNN9/sMbVBfGeAnWpVUlLC3Nxc80TIJ5xwAtu0acPPPvuMJPn0009z4sSJe2SN39/blFiptmTJErZq1YpnnXUWO3fuzK5du/LRRx9lJBJhKBTis88+y0mTJtkqE2nkKiws5JVXXslzzz2XgwcP5oMPPkhd1xkKhfjMM8/YrlaLFi1iZmYm77jjjr0+/uc//9l2mTZu3Mh27drxlltuSVoen3bn/fff5y233GLpHRn7UlJSwlGjRnHIkCEcOHAgv/vuO/MxO+6MWrp0KfPz8zlu3Dj+9re/5ciRI5mfn89PPvmEJDlr1ixOnjzZkq+zA9m0aRPnz5+/z8eysrL4u9/9zla1atasGS+88ELz9Xf99dezpqaGuq7zH//4B2+55RZb1uqXX36hpmk866yzzGXxzyR2fF8tWrSIGRkZ+1yvv//++7Z8Xy1cuJAFBQXUNI2PP/44yfrtWjvWKW7ZsmU88cQT2b9/fzZr1oyffvqp+Zgd1xUqbteS5PLly9muXTteeOGFXLZs2R6P23EdqOJ2bdw//vEPNm/enIMHD+Z1111nLg8Gg+bnkHgjKO5I5JKG0CFYtmwZR40axcrKSpL1f6h1XafP52PXrl3NlWWcHVaaS5cu5fDhw9m5c2d26tSJl156qflYVVUVs7KyeO211yblsvKbT9d11tbWskOHDtQ0jVOmTDE/hOm6bstMcYsWLaLL5eKtt966x2OVlZW2zLVw4UJmZmZy+PDh7N69u/nHOhKJsLq62paZlixZwtatW/NXv/oVi4uL2bp1a27evJmkcXRX165ded1119luXbFo0SJ27tyZHTp0YHFxMQcMGMCvv/6aNTU1DIfDzMjIsF2tVF2vL1myhD179mTv3r2Zl5fHYcOGmY/Z8X2l8nq9pKSEeXl5nDx5ctK3okhjfdGlSxfbrS9UXK+Txrf+u3btyr59+7J9+/bs0aMHP/roI3P90blzZ1vVKhKJ8LLLLkva7lu4cCGvvfZaOp1O/uc//zGfZxfr169n586dedddd5kN8DvvvJOdOnWi3+8nSe7atSuVQzwoa9asYfv27Xn33Xeby6655pqkpippr1qtWLGCLpeLf/jDH0ga75XPP/+cL7zwAufOncuysjJzuZ28++67PPnkk0kaY7/77rs5duxYjh49ml9++WVqB3cISkpKmJ+fz4kTJ/Lxxx/nBRdcwDPPPJN+v5/RaNRsntilXrW1tRwxYkTSZ6oFCxawoKCAXq+X77//Pkl7vafiVq5cyeLiYg4cOJBff/31Ho//+OOPvP32221Tq40bN7JHjx688847zWXPPfccO3bsyC1btpCs/8KTHX377bds27YtO3fuzBEjRpjLw+EwP/jgA9522222eR3G1+vxWum6zlmzZvGhhx7iO++8Y36h1S554hYtWsS0tDT+4Q9/4MSJE3nssceanxmj0agtd8aTRr0KCwt52223cebMmbzuuuvYuXNnVldXkyS///573n777bapl4rbtSS5ZcsWDh06lH379uWgQYN4zTXXcOnSpUnPsds6UMXt2kSzZ89mly5d+Mgjj7B379783e9+Zz62adOmlI1LGkIHae3ateaOqOOOO8788J/4Av3+++9t+0fg9ttv52effcaXXnqJvXv3Ng8JJY2TI9tlgzHRDTfcwPHjxzMjI4O///3vk05099133+31aAArW7p0KTMyMnjPPfeYy6qrq80PzKQx7Y6dahX/BtG0adPo8/l4zDHH8Oabb056jt1ef5s3b2anTp14//33m6+5Y489lm+//bb5nAULFtjuj9u2bdvYsWNH3nXXXVy8eDHnzZvH008/na1ateJLL71Ekpw7d66taqXqen358uUsLCzkXXfdxRUrVvDrr79mcXExv/nmG/M5n3/+ua1qFafaej0UCvHSSy81NxJ1Xef8+fM5a9Ysc92+bNkyW60vVFyvk8YUE+3ateN9993H1atXc8uWLTzjjDPYvHlzPvHEEySNhpGdcoVCIZ500klJO9lIsqysjNdffz3T09OTjgCwukgkwqeffpoXXnght23bZr5vtm/fznbt2ln6RLr7E4lEOGPGDI4bN44VFRXm36SbbrqJp556Kn/1q1/x8ssv59y5c0nao7kajUY5ffp0aprG5cuXkyRPPfVU9u3bl7m5uezYsSNPO+00W9bs8ccf529/+1uS5JAhQzhixAheffXVHD16dNLUeHaoU5zf7+d5553HG264wVz28ssv89JLL2UoFDKP6rRTpp07d7JHjx5m4yc+9jFjxvCkk06ix+Ph999/n8ohHpRt27bx5JNP5rBhw3jWWWfxzDPP5Jw5c8zH7fQ3ijTq8vrrr/Pcc8/l+vXrzfEHAgF27NjR3MFrV7qu87vvvmP37t05c+ZMdunShaNGjTIfT5wWzw5mzJhBTdP473//m9FolCeddBIHDhzIdu3asVevXjz22GP57bffkrTP+mLhwoV0uVycMmUKSaMmbdu25WOPPWY+x24740mj4XjFFVfwiiuuMJd99tlnHD16NCsqKrhx48YUju7gqLZdG/f5559zxIgRXLRoEV977TUOGDBgr00hu1Bxu3Z3mzZt4sUXX8ydO3fyqaeeYp8+fThp0iSOGzeOM2bMSNk6QxpCB8Hn83HChAkcM2YM33vvPQ4ePJh9+vQxdx7Gv6VsN1VVVfztb3/LG2+80VwWCAQ4ZswYXn755Skc2aGJbyhedtllfOqpp/jf//6XbrfbnLrh5ZdfNo/WsIvS0lLm5ubylFNOMZddf/31HDJkCLt168aRI0ea8+PbZYX5888/U9O0pG8FzJgxg0VFRXudjswuPv30Uw4YMCDpNXb22WfzgQce4A033MCPP/6YpaWlKRzhwZk/fz47deq0x/zHV199NVu3bs133nknRSM7OKqu18vLyzl48OCkqWrC4TBPPfVUvvfee3zppZe4ffv2FI7w4Ki4XieNnWwDBw7krFmzSJKnnXYa+/Tpw6ysLLZu3ZoPPvigrdYXqq7XSWPqoJNPPpk1NTVmo+Gf//wn09LS2KlTJ1vu5CXJG2+8kUOGDDHPBxK3ceNGjhkzhqNGjbLkVHf78tprr/Hpp59OWlZaWsq8vLy9Hp1hl3qtWbMmaYqQ6dOnMy0tjQ899BCnTp3Kiy66iB07dtzjKEMr2759O6+77jp6vV726tWLo0eP5qJFixgKhfjBBx/wzDPP5AUXXLDX82Za2dtvv83i4mK+9NJLHDVqVNIUmA8++CBdLtdep3uxsqqqKvbp04fPPvusueyuu+5iu3bt2KdPHx5zzDF89dVXSdrnPVVWVsYhQ4bwgQceMI8eXLt2LVu1asVZs2Zx5MiRvPTSSxmJRGyTiSTnzZvH0047jXPnzuXHH3+816aQ3Xz00UecMWOGeV/XddbU1LB169b8+9//vsfz7VQv0vhMMmbMGG7ZsoX/+Mc/2KlTJ5533nm8+uqrzS/X2Ml9991Hp9PJY489lmPGjOGqVasYiUT4448/8oILLuDxxx9vm23b6upq/vrXv05qMFRXV/Pss89OmuLPjvx+P0888UTed9995rJp06YxPz+fPXv2ZG5uLu+77z4GAoEUjrLxVNuuJY1axRupJPnKK6+YTaHE897Z4dw6cWvXrlVuuzaRz+djnz59uHDhQvp8Pr744ossLCykpmlmzVLxhU9pCB2kF154gTNnziRJfvPNN3vsPLTTt3fjSktLefXVV5u54iuOv/71rzzppJPMuRvj7LBiIevHOXPmTPOP97///W96PB5zLvkNGzakcogH5fzzz+eAAQP40ksv8YQTTuDpp5/Op556is899xx79+7N7t27m+fVsMOG8Pfff7/HiSYXL17MHj16mN+2tuP76vXXX2d2dra5on/iiSfodrt52WWXcdiwYezUqRMfe+wx22X78ssvWVRUxDVr1pBk0oeTiy++mC1btjSPaLDD648kX3zxReXW6yT55JNPJn3wv//+++nxeDhw4EB27tyZxcXF5jdu7LJej7+mVFuvBwIBnnHGGfzggw949913c8SIESwpKaHP5+OUKVPYq1cvvvLKKyTtUStV1+sk+dhjj7FVq1ZJy/7zn/9w3LhxPOecc9iiRYukc1vZxXvvvcd+/frxySefNKcIiXvttdfYqlUrW35LlKxfb/j9fnbr1i2pKfnhhx/aLlc8TyAQ4KhRo/jvf//bfOzrr79m8+bNbfdt+bKyMt5www08/vjjzSOF4v74xz+yRYsWtmv2r1+/nmeffTaPO+64pKnjSOOzV+fOnfnee++lcoiNpus6L774Yvbu3Zvvv/8+b731VmZkZPC1117jRx99xIceeogOh8N2TYeJEyeyT58+vOSSS/jYY48xKyvL/KLk448/zp49e9ryb1biCe8/+ugjsyn01Vdfmcvjr0krb1vs7Xef+BnjuOOOSzpP5uuvv77PE65bWSAQYP/+/c11+hdffMG8vLykHYdWPwJ+91o98MAD7N27NxcuXJi0/O9//zsLCwuTdmJbXeJrKv5++eabb6hpmnmEoV1NmDCB2dnZfO6553jjjTcyPT2d77zzDhcuXMi3336bmqbxgw8+SPUwG+W9995j//79lduu3X3/yt6OFJo+fbqtjqxWcbuWNI5Ui0QiPPPMM81pWy+66CLm5OSwc+fOe0yLdyRJQ+gQxF+wkUiEc+bM2WPnYV1dHdeuXWvpDatEgUCACxYsMO/H873wwgscPHhw0jI7+vDDD9m/f3+zHqeccgqdTifHjh1r21yXXHIJnU4nf/vb3yZNFbdlyxa2b99+jxPYWlni+ySxHhMmTLDtjrW44447jgUFBRwxYgQ9Hk/SH7JJkyaxQ4cOe3xrxeqi0Sh79OjBc88911yW+I2h7t278/e//30qhtZoe/uAqcJ6fW8fFj/66CO2b9+eH374ofkt5ZNPPjnpaEOrS1w/qLRej4939OjRHDBgAK+++mq+9dZbSc+5+uqr2b9//1QM76AkvgZVWa/Hcyxfvpzt27fnpEmTWFpaynnz5jEzM5NPPvkkSbJjx4584YUXUjnUA1q3bh1ffPFFvvTSS+ZJ00ljioYuXbrwL3/5S9LRDCUlJezUqRNLSkpSMdwGScz08ccfJz0Wr10wGGSPHj34448/kiSnTJnCFi1aWLqJvK9axe2+M7ekpIS9e/fe50nkrWBfmcrKyjh37lzzyNz43+h//etf7N69e9L2rtXsK9Of/vQnFhUVMS8vL+nbrT6fjwMHDuQ///nPVAz3kHz++ee88MILee6557JTp05J67tgMMiePXty2rRpqRvgASTWavbs2ebyBx98kKNGjeIpp5zCRx991Fz+4osv8vjjj7f8jvi4/W2nzp49myNHjuSIESPMpt3NN99s2Snx4tvg5P4bIYnvpbvuuovZ2dn8+eefD/fwDtnePgNfeeWV/Mc//kHS+KJdQUEB27Vrl/S5y4oSa7X756uFCxeaR9/FM8+dO5fdunUzzyVkZfua0knXdVZXV/Occ87h5Zdfzrq6Olt8ToxLHOuaNWt444038rLLLuOAAQP4+OOPJz132LBhvP7664/0EBtsy5Yt/Ne//sVZs2Zx3rx55vIbbriB3bp1s+V2LZmcK3G7Ttf1pPrFm0LXXnstL7zwQjocDstm21em+HrDjtu1ZHKuxH3rpPF549VXX+Xll1/Oli1b8quvvuKzzz7LNm3acPLkySkZrzSEGqisrIzz58/n4sWLk6YqiL9gdV3nV199Ze48LC0t5U033cThw4db+rDesrIyzps3z5ySIS5xxfLCCy9w4MCB5v2JEyfyvPPOO6LjbIzEWsV/97quc9myZRw5ciRJcty4cWzdujWfeuopZmZm8pprrrH8lFCJuRIPa7333nv57rvvJj03EonwpJNO4nXXXXekh9koia+/3d8niSv/Tp068ZlnniFp/abkvur00Ucf8c033+TJJ5/M2tpa1tXVkTQ+lHXr1i2lJ5NrCJ/Px2g0am7Ik8YRGe3atUv6VkP8fTR27NikOYitaG+ZyPoPm3Zdr+8rF2l8qy2+YRh/L91xxx2WbwjtLZOu61yyZImt1+t7y7VhwwZ269aNmqaZ5++L1+rdd9/l4MGDLT1dQzxTfB0Xl/ihxW7rdXLPWtXV1fGZZ55h27ZtWVxczJycHE6cOJGk8Te4e/fufPjhh1M55P1asmQJCwsLOXjwYB577LHMysriVVddZX578pprrmGvXr04ceJE/vLLL9yxYwdvv/12dunShTt37kzx6Pdub5muvfZabt26Nel5lZWVbNasGefOncv777+faWlpSTsOrKYhuXbf8XbnnXdy4MCB5vTBVrO3TOPGjdvvFKY333wzzzjjDMs2kveW6eqrrzZ3kD7xxBNs0aIF+/Tpw++//55Lly7l1KlTecwxx1j+28n7a7Tu3LmT3bp1M7/Jq+s6fT4fhwwZkjStl5XsrVZXXnkld+3aZT5n92+Sjxs3jmPGjLH8dkXiDvndd0on/q2NTx83cuRInnvuudQ0jT/99NORGmaDLV++nB06dOC9995rLtvbzna/38+OHTvyH//4Bx955BGmpaVZfsfh/mr12GOPcdq0abz00kvZokULfv/99/zoo49YUFDACy+88AiPtGH2VqsDHVF3yy23cOjQoUm/C6vZX50S/fnPf2ZmZiZXr15N0vrbtvtr3vn9fg4aNIhvvvmm+Xh8yvHERrmVLFmyhB07duSgQYNYVFTE448/PmkK+6uuuoq9e/e21XYtufdcu0+Nmfi6fPnll+l2u5mbm7vHEXlW0ZBMu79/rL5dSx4413333UdN09ihQwezWVRZWcm//OUv5qw7R5o0hBpgyZIl7N69O3v37k1N03jPPfckvUDjt3Vd55w5czhs2DC6XC5mZmZaeo78veXa2x+5d955h4MGDSJpdDUzMjIse/K1/dUqHA7z9NNPZ5cuXVhcXGy+Cf/2t7+xuLjY0ufR2FuuxA8ku+8cDIfDPOecc8xvdVhxg6Shr79wOMwRI0bw9NNPT8EoG+dAdXrjjTfYp0+fpH8zceJEDh8+3NJz1y5dupSnn346Tz75ZPNb45s3b2YkEuGTTz7JTp06cfz48Un/ZuzYsRw/fjyj0aglX3+7Z3r++eeTTtSa2Oy303r9QLn25sorr+Tvf/97W9YqEonw1FNPteV6fX+5Zs2axWOOOYb9+vXjsmXLzPXIhAkTOGLEiL02+6zgQK+/xL/Hdlmvk3vmeu6558z57rdu3cpPP/006ZvV1dXVPP30080PolZ7X9XU1HDIkCHmUZzbtm3jxx9/zIKCAp522mlmtunTp/PEE0+kpmk87rjj2KJFC0vuMCT3n2nkyJFJ3z6uqalh//79efLJJ1t+p2FjcpFGQ/m2225jfn6+ZacJ2V+mESNG7PGheMOGDbz11ltZUFBg2WmF9pfp9NNPN5t3b731FkeOHElN09izZ0926tTJsu+puH017xIbkueddx4nT57Mbdu20e/3c+rUqWzXrp0l5/rfX63OOOOMPd5TixYt4s0338zc3FzLn7C7Ic2TxL9H//rXv5ifn8+8vLykaeWsYuPGjezXrx87d+7MXr16cfr06eZju+eKRqMcPnw4e/bsyYyMDEs3+ckD1+qll16ipmns3LmzuW0bCAT40UcfmQ0HK9lfrfbWFFqxYgUnTpxo6b9VZOPeU7quc+jQobz88stTdoL4hmpI8+6aa67hr3/9a65bt447d+7ktGnT2Lp1a0u+/n755Re2adOGt99+O3ft2sX58+fzyiuv5Lhx45L2k9lpu5bcf67dz2en6zojkQgnTJjA/Px8y56bsDGZSHts15L7zxX/snE4HOb/+3//z5yhwArneJKG0AH88ssvLC4u5h133MH169fzueeeo8Ph2OPb/PEVqN/v569//WsWFBRY9k1INjwXaezEPu200zh16lR6PJ49Dn2zigNlqq2t5WWXXcbjjz9+jwxWPkFtY2pFGq/Fe+65h61atUpZp/lAGpopvvL86aef6HA4kr7lYTUNybRp0yYWFBTwrLPO4rPPPsvf/e53LCgosPQft59//pnNmjXjxIkT+fe//938ZsN5553HxYsXMxQK8fnnn2erVq3Yv39/3nDDDbz00kuZkZFh2XXgvjKNGTMm6QSN8T/OdlmvNzRXXDgc5j333MPmzZtz5cqVKRjxge0v0zfffEOSvOyyyzhw4EBbrdf3lWv06NHmzulPPvmEnTt3Ztu2bXn66adz9OjRzMvLs+z6oqGvv/j2kh3W6+T+a7W395Xf7+eUKVPYqlUrrl+/PgUjPjC/388BAwbscXTxqlWrWFRUxN/85jfmstLSUn788cf85ptvLH0k64EynXvuueZrr6Kigu3bt2dBQYEld4Imakyu77//nv/v//0/9u3b19K5GpPp22+/5bhx49itWzfLftOVPHCms88+21ym6zoXLFjA1atXW/5E6g1tSD7wwAMcOHAgmzdvzlNPPZWtWrWy7E62A9XqvPPOM7f/du3axTfffJP9+/e39OuPbFzzJH7E7sSJE5mdnW3JRpeu63z00Uc5atQo/uc//+G0adPYrVu3fTYawuEwhw4davmdhmTDmyd33HGHpb+wENfYWi1ZsoSTJk1i7969Lf23qjHvqbjx48fzhBNOsOyRrGTDc7311ls86aST6PF4OHjwYLZr186S6/VgMMjJkyfzwgsvTPoi7ssvv8zCwsI9jv7ZuXOnLbZrG5uLJH/88UdqmmbZhnhjM82bN88W27UHUyurkIbQAdxzzz1JH4xJ8qyzzuLcuXP57bffJn3zNRQK8ZFHHqHH47H8RmNjcs2YMYOapjE3N9fSGyX7y/TNN9+wsrKSNTU1lp4jfm8aU6vPP/+c559/Pps3b27JP9hxjcmk6zo3bdrECy+80JLfNIxraKbPPvuM/fv3Z//+/fmb3/zGkh/CEt18880cO3Zs0rKrrrqKaWlpHD16tHnS5zVr1vCqq67iBRdcwCuuuMLSufaVKT09neeff/4e89jaZb3emFz/+9//eMkll7Bly5aWXlfsL9Po0aP5yy+/sKyszLI73vflQO+r+M6MQCDAP/zhD7z55pt55513csWKFakYboM05vVH0hbrdfLAuRI/dM2fP9+c3sXK76va2lq2bt06aSdA/NusixcvZmZmJu+7775UDe+gNCTT/fffbz728MMPW/r9FNfYXHPnzt1jijyraWymL7/8kps3bz7i42wMFd9T5IGbJ+ecc4657KOPPuKjjz7KGTNmWHq93tjXX11dnaWnsyIbv0OeNHbKt27d2tKf7bdt28bXXnuNpPHlhHiuxPdS4g7sV155xZJHLyRqSK2sehT4/jS2VgsXLuS2bduO+Dgb6mDeUyRZVVVl2S/kkg3LlXh009KlS/nyyy9z1qxZlt2H5vf7+dRTT/Gvf/0ryfqjLlasWMH27dubrzM7ndeJbHiu3Vn579XBZJozZ47lt2sPJpdVXo/SEDqAm2++mWeddZZ5wvf777+fmqZx4MCBbNGiBUeMGMGvvvrKfP6rr75q7iC1sobk+t///keS/OGHHzhkyBBL7+Al95+puLiYZ5xxhvmNcjtpTK3mzp3LiRMnWvbkcXGNfV+R3ON8FFZzoNffmWeeyblz55KsP/mk1TOR5Pnnn88bb7yRZP186g888ADPPPNMdunShXfdddce/+ZA80Wn2v4yde3alXfffTfJ+j/mdlmvNzSX3+/n999/zylTplh+h+iBXn9Tpkwhab0puQ6kobWyk4ZmStwAtvs6cG+1evXVVy2/Q4okn3zySbZp04b/+te/zGXxnQAPPPAATzjhBJaXl1vmA0tDNCRTWVlZqoZ30BqSy8pzqu+NirVq6HvKTn+vGtI8mTZtWopGd/AaUqudO3faqlaN3SFP0tLTVe/N1q1b95pr1qxZKRxV4zWkVlb/LHUgKtSqse+p+MwmVteQXFaf8m53iV9CiK+3t23bxk6dOiWdo8/KX9bam4PJZfW/Ww3NZOUvK+yNXV+D0hA6gOeff56ZmZk8//zzeemll9LtdvODDz5gbW0tv/vuO5544om88847Lf/G211Dc5HGDhArd5rjGpPJThqTKxKJ2OIPeGMy2WVn1IEyDR8+nHfeeadt8sRNmjSJLVu2NA9937ZtG/Pz8/nZZ5/x+eefZ3p6+h6HW1t9fXigTBkZGZY+hHxfGpIrcYPEDh9cjuZayfvKGlTItXXrVv7www/85JNPzJ1M69at4wUXXMATTzyRn376adLzZ8yYwe7du9Pn86ViuA2iYiZSzVySyR6Z9qWhzZP49q3V/lYdTbVKtK8d8v/85z/N+tmhViSTznG5ZcsWM9e0adM4ceJEaprGLVu2pGrYh2x/tbLq58ajsVZ2rFND7CvXP/7xD8s2JuOvv48//jjpd5843pUrV7KwsND87HvvvfcyPz/f0s1+FXOpmIlUJ5c0hBrgmWee4SOPPMLzzz+f119/fdJjV111FYcPH27LPwINyWWHHYaJjuZaWfUP9r6oWCsVM23YsIFDhw6l1+vlyJEjmZGRwfHjx5M05uBt3bq17Y68UzETqWYuFTORauZSMRNp/1yLFy9m+/bt2aVLF+bm5rJr16585513GAqFOG/ePP7mN7/hwIEDzXM5hUIh3n777TzppJPMI6KsRsVMpJq5JJM9MsWp1jw52mpF2neH/O616tatG2fOnMny8nKSybm2bt3KqVOnUtM05ufnW/6b5FIre9RKtTrFqZbrQK+/eKZVq1axWbNmrKio4P3338/09HRLv/5UzKViJlKtXNIQSrBy5UreeeedvOyyy/j444/vcTKu+Bz+ZH2Rr7rqKl5//fWWbpyomEvFTKSauSSTPTKRe+aKn8ekpqaGjzzyCB966CG+9dZb5vN/+ukndu7c2dLTSaqYiVQzl4qZSDVzqZiJVC9XWVkZu3Xrxrvuuotr1qzhli1beNFFF7FLly6cPn06A4EAFy1axOuvv54ul4t9+/bl4MGDmZ+fb9lzpqmYiVQzl2SyR6Y41ZonR1Ot7L5Dfl+16t69O6dNm2ZOH5n4jerLL7+cOTk5lp8mXWplj1qpVqc41XI19PVHGtPh9e/fnxdddBE9Ho8l88SpmEvFTKR6uaQhFFNSUsK8vDxecMEFvP7669m2bVsOGDCAzz33nPmcP/zhD8zMzOScOXP47bffctq0aSwoKLD0HzcVc6mYiVQzl2SyRyZy77n69evHGTNmmM/Z/eim22+/nf369bPsuQtUzESqmUvFTKSauVTMRKqZq6SkhMccc8weH0DuuOMO9uzZk0888QR1XTenNr3//vs5Y8YMS58DScVMpJq5JJM9MpFqNk+OtlrZeYf8/mrVu3dvPvbYY0lHob300kvMy8uz3LkYdie1sketVKwTqWauxrz+li9fTk3TmJ6ebtm/U3Eq5lIxE6leLmkI0fjm54gRI3j77bebyzZv3szCwkIWFxfz/vvvJ2nsCLjooovocDjYpUsX9uvXj4sWLUrVsA9IxVwqZiLVzCWZ7JGJbHiuuDlz5vD3v/89s7OzLfvHTcVMpJq5VMxEqplLxUykurkWLVrENm3acM6cOSTJuro687EJEyawffv25lFQdqFiJlLNXJLJPlRsnhyNtbLrDvkD1apDhw5Jtdq+fXvSCbytSmplj1qpWCdSzVyNef1t27aNN954I1esWJGSsTaGirlUzESql0saQiR9Ph8HDhzImTNnmvdJ8oILLuBpp53GIUOGcPbs2ebz58yZw6VLl7K0tDQl420oFXOpmIlUM5dkskcm8sC5hg4dmpTrm2++4Q033MBly5alZLwNoWImUs1cKmYi1cylYiZS3VwkOXDgQJ5yyinm/UAgYN4+/vjjOXbs2FQM65ComIlUM5dksgdVmydHY63suEOebHit7HTOXKmVPWqlap1UzdWY9brf7z+iYzsUKuZSMROpVi4HjnIkUVtbiy1btmDLli0AgIyMDGzevBklJSW44oor4PP5MGvWLPPfnHjiiejVqxeaN2+eqmEfkIq5VMwEqJlLMhmsngloWK7a2lp88MEH5r8ZNmwYnnrqKfTs2TNVw94vFTMBauZSMROgZi4VMwFq5fL5fKipqUF1dbW57IUXXkBJSQkuueQSAIDX60UkEgEA/OpXv4LP50vJWBtKxUyAmrkkkz0y7U3fvn3RsmVLTJs2DQCQnp6OYDAIAHj66afRrFkzPPzww6kc4gFJrYxaFRYWmrWKRqMoLi5Ghw4dUjbevTmUWjmdziM/4IMktbJHrVSo096okOtQ1+tpaWlHdsANpGIuFTMB6uYypaQNZQG7f2Ph2WefpaZpHDduHO+55x5mZWVx/PjxJMm///3vPOaYY7hz58495o+3GhVzqZiJVDOXZLJHJvLgc4XD4VQMt0FUzESqmUvFTKSauVTMRKqXq6SkhGeeeSb79+/PVq1a8a233iJpfDPtnXfeYVFREc8//3yGQiHz79Nll13GsWPHMhwOJ80hbxUqZiLVzCWZ7JEprra2ltXV1ayqqjKX/fTTT2zevDkvvvhic1l8fTd58mSeffbZR3ycDSW1klpZgdTKHrVSrU5xquVS9fWnYi4VM5Hq5kp0VDaEVq1axSeeeIJbt241l0WjUb722mscOHAgR44cyUcffdR87JlnnmH//v0tX1AVc6mYiVQzl2SyRyZSzVwqZiLVzKViJlLNXCpmItXLVVJSwsLCQk6aNIlvv/02J0+eTLfbbc4D7/P5+H//939s06YNu3XrxnPPPZcXXnghMzMzuXTp0hSPfu9UzESqmUsy2SNTnGo7OKRWUisrkFrZo1aq1SlOtVwqv/5Uy6ViJlLdXLs76hpCq1evZkFBATVN45QpU7hjx46kx/1+f9IcgCR500038fzzz6ff77fcyjJOxVwqZiLVzCWZDFbPRKqZS8VMpJq5VMxEqplLxUykernKy8t55plncsKECUnLTz75ZP7+979PWlZdXc3bb7+d1157LW+66SaWlJQcyaE2mIqZSDVzSSZ7ZIpTbQeH1EpqZQVSK3vUSrU6xamWS9XXn4q5VMxEqptrb46qhlBtbS3HjRvHq666is899xw1TeNtt92WtDMg8YP+ihUrOHHiRGZnZ3PJkiWpGHKDqJhLxUykmrkkkz0ykWrmUjETqWYuFTORauZSMROpZq7t27dz0KBB5kmD49/8vPrqq3nppZeSNDLtPo2plac1VTETqWYuyVTPyplINXdwSK2kVqkmtapn5VqpWCdSzVwqvv5INXOpmIlUN9feuFJ9DqMjyeFw4LjjjkNhYSEuuugiFBUVYezYsQCA22+/HUVFRdA0DQBQU1ODzz77DAsXLsScOXPQu3fvVA59v1TMpWImQM1ckskemQA1c6mYCVAzl4qZADVzqZgJUDNXcXEx3nrrLXTu3BmAcWJgh8OB1q1bY8OGDQAATdOgaRqqq6uRk5NjLrMqFTMBauaSTPbIBADhcBi7du3C+eefDwDQdR0OhwMdOnRARUUFAIDGl0WRnZ2NRx99NOl5ViS1klqlmtTKHrVSsU6AmrlUfP0BauZSMROgbq69SlUnKlVqa2uT7r/77rvUNI233nord+7cSdI40XBpaSnD4TArKipSMcxGUzGXiplINXNJJntkItXMpWImUs1cKmYi1cylYiZS3Vxk8jfT7r77bo4YMcK8/9BDD/HJJ580TyZsFypmItXMJZms7+effzZvh0IhkuQ999zDyy+/POl5iSclt9o0mfsitZJapYrUyh61UrVOquYi1Xr9JVIxl4qZSHVzxR1VRwgBQGZmJoD6Lt9FF10EkrjkkkugaRomTpyIJ554AuvWrcPMmTORn5+f4hE3jIq5VMwEqJlLMtkjE6BmLhUzAWrmUjEToGYuFTMB6uYCjCOgSJrfUIt/+3Pq1Kl44IEHsHDhQrhc9tr0VzEToGYuyWR98W+76roOt9sNwPj2eFlZmfmchx9+GF6vFxMmTIDL5bLNN16lVlKrVJFa2aNWqtZJ1VyAWq+/RCrmUjEToG6uOPuO/BA5nU6QhK7rGDt2LDRNw+WXX47/+7//w5o1a/Djjz8iPT091cNsNBVzqZgJUDOXZLIPFXOpmAlQM5eKmQA1c6mYCVA3V/xDi8vlQtu2bfHEE0/gsccew/z589G3b99UD++gqJgJUDOXZLIHVXdwSK3sQ2plH6rVStU6qZpLtddfnIq5VMwEqJsLwNE3ZdzudF03D5k89dRTWVBQYNkTBzeGirlUzESqmUsy2YeKuVTMRKqZS8VMpJq5VMxEqpvrgQceoKZpzM3N5bx581I9nCahYiZSzVySyfri06BMmzaN1113HR9//HF6vV4uWLAgxSM7dFIr+5Ba2YdKtVK1TqrmItV6/SVSMZeKmUg1cx31DSHSmCt+0qRJ1DSNixcvTvVwmoyKuVTMRKqZSzLZh4q5VMxEqplLxUykmrlUzESqmWvevHnUNI0lJSWpHkqTUTETqWYuyWQfKu7gkFrZh9TKPlSslYp1ItXMpeLrj1Qzl4qZSDVzaSSZ6qOUUi0ajeK1117Dcccdh379+qV6OE1GxVwqZgLUzCWZ7EPFXCpmAtTMpWImQM1cKmYC1M3l8/nMcyapQsVMgJq5JJM9zJ8/H4MGDcKyZcvQo0ePVA+nyUit7ENqZR+q1UrVOqmaS7XXX5yKuVTMBKiXSxpCMUyYb1MlKuZSMROgZi7JZB8q5lIxE6BmLhUzAWrmUjEToG4uIYQ4ENV2cKhMamUfUit7ULVOquYSQjQdaQgJIYQQQgghhBBCCCGEEEIozpHqAQghhBBCCCGEEEIIIYQQQojDSxpCQgghhBBCCCGEEEIIIYQQipOGkBBCCCGEEEIIIYQQQgghhOKkISSEEEIIIYQQQgghhBBCCKE4aQgJIYQQQgghhBBCCCGEEEIoThpCQgghhBBCCCGEEEIIIYQQipOGkBBCCCGEEEIIIYQQQgghhOKkISSEEEIIIYQQQgghhBBCCKE4aQgJIYQQQgghhBBCCCGEEEIo7v8DRTm3PlxE+z4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "smaller_df = fred_pub_debt_holders[[FEDERAL_DEBT_HELD_BY_FED, FEDERAL_DEBT_HELD_BY_FOREIGN,\n",
    "                                    FEDERAL_DEBT_HELD_BY_DOMESTIC]]\n",
    "ax = smaller_df.plot(figsize=(20,10), grid=True, title=FED_DEBT_HOLDERS_TITLE,\n",
    "                     xticks=fred_pub_debt_holders.index[::6], xlabel='', rot=45,\n",
    "                     ylabel=LEFT_Y_AXIS_LABEL, yticks=np.arange(0, 16000e3, 1000e3))\n",
    "ax.yaxis.set_major_formatter(mtick.FuncFormatter(lambda x, _: \"%.0f\" % (x/1000)))\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, fred_pub_debt_holders.index[::6])))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "available-idaho",
   "metadata": {},
   "source": [
    "#### Stacked Visualization Amounting to Total US Federal Debt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "advised-trainer",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = smaller_df.plot.area(figsize=(20,10), grid=True, title=FED_DEBT_HOLDERS_TITLE,\n",
    "                          xticks=fred_pub_debt_holders.index[::6], xlabel='', rot=45,\n",
    "                          ylabel=LEFT_Y_AXIS_LABEL, yticks=np.arange(0, 30000e3, 2500e3))\n",
    "ax.yaxis.set_major_formatter(mtick.FuncFormatter(lambda x, _: \"%.0f\" % (x/1000)))\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, fred_pub_debt_holders.index[::6])))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "severe-kruger",
   "metadata": {},
   "source": [
    "#### Visualization of Ownership as a Percentage of Total Federal Debt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "industrial-working",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SnJnLiZkkZ+ZyYibJmbnI1HQ4MZcTM0kNl8trmZq/6Vf1ioT1k8erj9MydWp5qNo5YVna5DHUORpOLoPxmS9VR0T+9/Emt0evZ2SquSUNKg8rRZJhmfJYUZmSzm97sL7xVX9HMl+rxs2wLD228Wd1j0b0cmaOEofep1M+myyv2bSXA9pezJWqlUc6K5cTM0nOzGVbJstSQjGlWqaeyM7Rfc1z6+3STvn5J1X8DHzjx++VaZn6V1YrxQ+5S6d+PE4pVkKzWrTSMn+23UOsk1GBYl1fsFVxSQuatdRFpXGt2sn3n2VZ+sHrUqYZU9t4XJ/7fBrfpr1Mw7Bn8HXgpO/BKq6QS+9f9n6jKWzqfb6VaZrq27ev/vznP0uSevfurc8//zxZ2OwJr9erBx98sNqxcePGafLkyVq7dq2WLVumTz75RHPmzNHkyZP17LPP1riGz+eTz1dz+lxMMcXlvDUko4oqImdtXOXETJIzc5Gp6XBiLidmkpyZy4mZJGfmcmImyZm5yNR0ODGXEzNJ9ZzLsvSnbYXqFQkrYBhakZGqCSVFNU7zSsqKSmWSNno9OiQW15GRihd33vf59IUvRb3CYY0JFGvHl3IiknySJhfma0LrVlItL/bwtWqcTi0vV/doROWGoVjlgixeM+yYF8u358RcTswkOTOXHZm8lX+fEyjRguwMBdz1uz1DU//5J0mdYjFlWqZChqE2sZB+luSu/C13bKhUT/ubzvJ8R4Uj+mPBVknSwmy/LiouUIpR8br0zr7/ulZ2HVFJPSIRjSwt0D/8WftryPvMCd+DVTz1X5Hsk3pfoK1Nmzbq1q1btWNHHHGEfvrpJ0lS69atJUn5+fnVzsnPz0/etqM33nhDX3zxha688kqtXr1aw4cPV0ZGhkaNGqXVq1fXdwQAAAAAAPbZhYFSnVlWroSkR3P8GldSusvzMyV1jcVVZhj6f2mpeiozU+3jcV0UKFWvaKxGWSNVlDVxSceGIxocCtVyBhojr2VpclGxJOnZrEwNCwbtHRCAeheWlG5ZGhMos3sojVL3SEVj8VWKV11jFW+uNytfqj4uFJanfheFajAtEgndvWWbvJJeTU/TyeXlyqjD2KuqvMmFxWoVd94kA9RdvRc2/fv319dff13t2DfffKMOHTpIkjp16qTWrVvrtddeS94eCAT07rvv6rjjjqtxvXA4rCuuuEILFiyQ2+1WIpFQLBaTJMViMSUSifqOAAAAAADAPhkYDOmawmJJ0iPZfl1cHNjj92/6LUsDQmGNLitT6zr8b95rCoubzAtcB7rzAqU6KJ7QFrdb7WOx5LvxAThH1fyQ8wOlSjedsz1DfTkyWjE742ePV77k7y5DcUkZlqXfhBv/7A23ZWnOlm3KSyT0ndcjQ1LneN1eq3ZLChqGMi1LNxbUnIWLA0+9FzZ//OMf9c477+jPf/6zvv32Wy1ZskQPP/ywrrjiCkmSYRiaMmWKZs2apRdffFGfffaZLrzwQrVt21YjR46scb2ZM2dq+PDh6t27t6SKQui5557Tp59+qgceeED9+/ev7wgAAAAAAOy1LtGo5mzZJpekZZkZGl5WrqwGLFI8qlgarVMsrnNLeSd3Y+dPJDSpuGKz6WWZGToh5KzlpwD8T8SQsk2Tn821qJphE9t++qhhJGecDGgCs0YnFxXrmHDF0par09N0SnDvxpxuWUpIOiUY0gnlzLg80NX7Am1HH320nn/+eU2dOlUzZsxQp06dNHfuXP3hD39InnP99dervLxcEydOVHFxsQYMGKDly5crNbX62oSff/65nnnmGX388cfJY+ecc45Wr16tgQMH6rDDDtOSJUvqOwIAAAAAAHslJ5HQA/lblWlZet/nU7tYTAfvh5UhqmZoXFZUon9lZCjgrvf3Z6KeTCwOyG9aWu/1ql8oVOtSdwCcwVfZ1Y8tCegfWVmKunjGS5LHsnR4tKKwydxh9lHVZ2hQMKx7mu/ngdXBkPKgxlcudfpotl+XVhbxeyuhitk2fyoo0ntpqQq6+D1+oGqQHXVOP/10nX766Tu93TAMzZgxQzNmzNjldXr06KH169dXO+ZyuTRv3jzNmzevXsYKAAAAAGh8vJalKYXFOige16PZfn2S6rN7SEmGZSnDspRpmvKbpjJNU1mmqSzT0jmBMh0UT+hnj0e/ejwaWV6+X8bkkhQyDDUzTU0oLtHdLZrtl8dF3bSLxXVeoOIFvtVpaZoQCNg8IgANLSIpN2FqRFmZljahTeUbUtdoTD5LKnG51DEa044vUZuSusRiahuLa6O3cW0IL0mdojHN2logSfpHVqbOKy3d56UtU1Txe7x1IqEri0o0h9/jB6zG9x0PAAAAADig5cbjunfLNh1VuVzKScGQ3kxL1f3NcvS1L8WWMXWNRDV9W6EOjseUaVq7XF+8zDD0Snq6Ju7nF+PTKpddGxMo1dP+TG31Np6SCxUmFxUrRdI7qT79tpwlkoADQdVvrYtLAnouK1MJg1k23SMV+9N8mZKio8NhWa6ahY1LFcuiPeNtfCXXTQWFyrAsvZ/q0+GRiFom6mePou1/j7+cmaEvbfo3D+zF3CoAAAAAQKPRMxzRUxvzdVQkqhKXS2+npiouaXAorH9u3Ky7tmxTp2hsv46pbyisxzblq0c0Kv92ZU1UUoHLpR88Hn2ekqL3U316Iz1NT/qzNN6mmRMho+LFwT8WFtvy+Ni5bpGIhpcHZUpal+JV+3p6gQ9A42ao4vdFu3hClxaXKNXkud+j8g0Z+R53rbMJqo4NbIR7fB0TCuvYcERRSd96vepdz/8mCVXu43PrtgK5G3D/OzRezLABAAAAADQKZ5aW6eZthUqRtN7r1dtpPl0QKFNY0vdejw6JxTWsPKgh5UG9nJmh+TnZ+rWBl0o5qTyoOVu3yWdJH/p8+snr1kHxhNISpjJkKSthqk0iLl/8f/c5UfZtlJxmVbwzeWgwpKfDjX/D5gOGZenayhJteUa6zixjU2ngQFL1m+rS4oDOC5Tp2awMPZWVpU2NcLmv/eHIysJmd9VVv1BYKabVePb+sSxdWVQsSXopM0Mjy+p/2dM0y1JEUrdoTOcFSvVktr/eHwON24H5UwEAAAAAsFMey1KLREKt4gnlJhJqmaj4OzeeUF7C0qEFd6lXRkjvptbPog0ey9INBUUaXVqxRNRr6WkyJV0UqPg4Q1LXWFwBw9AWj0eHxGIaUVau4WXlejYrUwtysrXN466XsWzvzNIy3bqtUG5Jq9NS5basJvFCe1xVs2y26rs83sndGAwOhXR0OKKIpDKXoRzeYQ8cUFySNrrdckvKSyQ0vqRUY0tK9Vp6mhZnZ+kjn086QJZKSzNNdY5VzErJ3sVMw5gqyos+4bDWpKftp9Ht2oBQWL0jUYUNQ5KVXMKsvlXth3NVUYlWZaRrs4eX8A8kfLUBAAAA4ACWYlrqEY2odziiPuGIukWiarG7F5NDn2pBQJqfk61Hcvwy9+FFpuaJhO7J36Y+levZL/Rn6fhQSIfF4jXO9VuW/LGYilyGitxudY7FNbq0TMPLyzW5Va4+TEvd63FUY1m6uCSgKUUlkqQXM9LVPhar92VPGkqKKl7o6hGJKFz0Douh28xtWbq6cnbNc1mZOquMvWuAA1HbREKS9KPHo6hh6NBYTEODIQ0NhvRlildL/Fl6JSOj8cwmaSBHRKNyS8p3u9U1tvPfq9svi9YoChvL0pVV/y7IzNDI0ob7We6SFDQMpVuWbioo0uRWLQ+YQg8UNgAAAABwQPEnEuoVieo34Yh+Ew6reySq2ra0jUna5nZrm9utErdL5YahuGFIhkc9vUeqfdHburK4REeHw5qa20Jb9+Ldn90iUc3N36o2iYTKDEN/y/brokDpbmcfNDMtNTPj2up2KWoYahdPaEH+Ft2Q21KvZaTXeRzbMyxL1xcW64JAqSTpSX+m+gXDOjRes0BqzKo6mu4bn9G4TEOlRkJBl0shw1DIZShouJJ/b/a4FXTR6jSUc0rL1DkWV5HLpWaJhHxsSQAc0DpU/j4pdBnaVDlrtFs0plnbCvXHwmJNbdVCa9IaQUHRQKr2r1mX4tXgXexRU1VPDAyGNKdFs/0wsl07KRhS92hUQcNQqmnW+m+n+pRuWUpIOjEY0snB0D7/+wZNB4UNAAAAADhcumnqzNIynVlWrsNqmSWyze3SJz6fCl0u+SxLrRIJNUsklJsw1T0arTZBI+ZK1b+PmqS0wPvKNGPqF47on79u1p9yW+j/7eE7YHMSCY0oK9eVRSVKtSxt8Hq0Kj1NVxaX1Ol/pOZWLqWyzeVSS9PUPVu26fYWzfSMP6sOV/kfw4xr+tZ8DS+vKGsWZPt1enm52sUTe3U9O7klhQ1DabFCXVG063MDLkOX5rXSZ6m+/TK2A8lJ5UHdUFDxBXguK1PjSgI2jwhAY9HctNQ8GlNU0hcpXrWq/L1715Zt+n3b1vrF693tNZqiqsKm0O3W7uaMmJI6xuNqH4vpZxs/H8Z2s2uWZWXo3MD+mSlpquL3+U0FRfoqJaXB9+1D48BXGQAAAAAcKi8e15hAqc4pLZPf/N/b+jd4PVqXkqJyl6EM09JhkYhODIbqtHJWtuWSLEtb3G61SiQ0P3+rFmZn6b5mORUzcXbgtiwdHwprZGmZTgyGkuuz/yctVWUulyaUlO51zpammSxtbikoUm4ioQdzsuu0fEiqaarf93OVV16qmCqWezs/UKrmTXivEbe8+i73BG0sf1suMyGvLHktS77KP2mmJb9pym9aunPrNo1q21oBd/3vBXSgOqU8qNlbtskr6dX0NPWr43MMwIEhRVL3aEyWpBKXS9mmqXu3bNMFbfIUduDsx6rCxrUHsw1NVcwYHRgMa0m2fYXN0PKgDo3FFHAZapYwtb9G4lXF0mitEgkt2bhZf8xrqY9S62n5VzRaFDYAAAAA4DBHRKIaWxLQ0PJg8kWFDV6P3kxLU9t4XD0jUQ0vD+7z43gltUoktNHtVttEQuNKStUnHNENuS31S+W7QDvEYhpZWq7flZUrL/G/mSpfpKTo/VSfjg6FNSi28yVR9lRL01Shy6XmpqlLiwNqGU9oVsvmSuymtHFZlgaGQrq8qFR50YjChqH5OX5NLA4oo4E2E95vDJc+P+h8Df/kP/KaNT/HCUlhSWWVy8rN2lbIOvn1ZFhZuf6ytUAeSa9kpKtNLKYeu9irAQAMSdmmqZBh6PBoTDcXFOnmls0d9TM5J5FQ+8ol4VqYu5+9WvXC9YBQSEuy92727L5yW5auKK6YXfNCZqbGBPb+DSZ7I92ykm9K+dumLZresrleyMrcr2PA/kVhAwAAAAAOYFiWBoVCurCkVMeEI8nj76f69HlKio4JhXRRA73I0DaRUInLkNuSekaieubXTVqUnaV+oYj6RP43liKXS6+lpylhSANC4XofT3PTVMAwlGFZOqesXC1MU9fntqj1Hcqt4nGdVVqus0vL1LqySIq6M/Q3f5quKNrW4GvTNwZuSRmSZFmKq2Kd/PMDpXoy22/vwJq408vKNWtrgdySXs5IV4doTEdS1gDYQ6mWJVPSiLJyfeJL0dK9XOazMepeObtmg9ejw6PRPb7f0eGIUk3TlhlHp5WVq1PlPmSt43HZMQ+1pWkq3+1SXsLUrG2F6hyL6a/NcmQ6qMzD/1DYAAAAAEAT1zka0z1btqpLrOJdqzFJqzLSVeByaUgwpKO3K3AaSrZZsTnuZrdbrRMJXV5csVdHQtJ/01L1g9ejrpGoziorb9BlofyWpaAheayKAuLhzVt0ZV6uAm63DMvScaGwzi0t0wnBUPJ/EBe5XHo9I1NZB9+mS9bddECUNTuqmkt0dWGxPk716XOfPfvZDAiG1DkWk980lWmayjJNZZlW5d8VxzJNS4ktM3Sxt0hvpHv1VYpXViN50WpEaZlmbCuUS9KLmenqEomqe+XzEgD2hCEpKskn6caCIq3zpdj2M7m+VS2H9q3Xq1OCoT26T0wVJdbR4Yje2sO98uqLx7J0WXJ2TYYu3M+za7aXl/jf8q/jS0rVKRbXjbktFHTgsnkHOgobAAAAAGjC2sXienjzFuUlEgq4DL2SkS6vJQ0rD+73Jb3cklpXLpFW6nLpg1SfskxTJ4RCGhja92XP9lS6VfFiV9Aw1DsS1ROb8vWvzAydWVqeXIpFkj70+fSFz6tDojGdXh7V8pSWtrxztjHwqmJptEzL0l1btmlU2zYKuPfvi0DHhsKan791z04u/1aXSbqsWNrqdunttDS9lZ6mNampKt3P465yVmmZbq0sa57LzFC3SESHU9YA2As+/e9n8j352zSqXWsVO2CPsR6Vs24DdSgZql68HhgM7ffCZmRpuQ6KJ7TN7VLHWMz2fchaVs4kTrUsnRgMadHGfF2Zl6tNXl7idxK+mgAAAADQRLWIJ5JlzXqvV2t9KTq7tNz2/6HXNpGQEgkdZuMyUCmqWHe+xGWoSyyuyUUV75ANuAytTE9XzJBODIaTS7bFXGzim2lZKq/cz2bmtgL93/7cz8aydGVRsSTp05QUbfa4lTCMipk/liSj4p3OblnyWSnKbHm23Fv+oS7RiHITpkaWlWtkWbnikj7x+fRWeqqez8pU4X56gXNUoFS3FBRJkv6ZmaGe4Yi6xilrAOy9TMtSmWGoTSKhOVsKdGnr3IrpN02VZalH5TJo3jq8oaQq8oBQSLKs/fZ7KcW0NKlyds2LGRkaZ+Psmu35LUtRSaWGoa6xmP6xcbP+Ly9Xn6Q6YxYWKGwAAAAAoEnyJ0wtyN+ig+Nx/eJx68PUFI0uLbd7WI2KW5LftLTJ7Va+x61PfD51isY0osz+Uquxyqjcz+ak/byfTf9QWEdFogoZhr7zenRmeXCn58Zc0r9bnqjhv/5Dsix95fWqzOVSXiKu9vGE+kQq9k4aEyjTH1u11KcN/CLWmJJSTS2sKGuezspQ31BYXeK730wbAHYns/LF+ePCYV1RVKKHmzfdNxfkJRJqmTAVk5RXx0LblNQ+nlDHWFw/pHgbZHw7Oqdyj7vNbrcOi0YbVVeWoorSq2qJtEc35Wtabgv9KzPD7qGhHtg9kwsAAAAAUEdppqkH8rfosGhMW90urUxPo6zZCUNSm0RCPSNRjQ2UalA4TFmzG9vvZ1O1fE3DPqClKypnQL2UkaHTdlHW7Mgr6fBYTH0jEbWPJ5TvdulDn0+b3G61SiS0cFO+RpaWNciwU0xL/1dYnCxrlmRl6mjKGgD1rOrF24klAQ0MNszPs/3hyMr9a9aneHVEHWfgVv1eOikYUpppymea8liWXJZVMeumnqWapiaUVPxeejkzXcfvh70A68pQxRJp+W6XUiT9eWuBjqj8HKNp49+pAAAAANCEeCxL92zZpt6RqAIuQ//MzNSlJQG7h9Xo8W7FPbe/97MZGArryGhUQcOQzzKVsg/XykuYyktUvLCW73YrL5HQzG2F6haJak6LZorX01I6vcIRTd9WoM6Ve9Qs8mdpUHlQHRKUNQDql0dS0KjYn23Glny90yLf7iHtlR6VZcIPXq+6RetW2FQtbvnHomL9sXL5zO0lVDELJ2YY+tSXolcyM7QqPX2vf3eNDpSpZcLULx63eoUjjWp2zY7yEhX72vgtSzcWFGlsm1b7bzlTNAj+zQoAAAAATYTLsvSXrQUaEAorZBh6zO/XxJJAo34hAU3TjvvZNMQ7mCVVm13zYmaGhtdhds3u5CUqNoqWpPNKy/TI5i1qvo+FSrppampBoR7flK/Osbi2uV16MMevk4OUNQAaTrpVUaRnWaaO2XC/fKZp95DqrHvljM3QXpYJu7qfWxVvNki3LB0bjmj6tkKt/ukX/TV/q4aVlSu1Dp+vFomExle+EWZ5Rrr6NoFZK37LUkzSbyKRev09CnswwwYAAAAAmgLL0i0FhRpWHlRM0oIcv64oKtH+2VIdB6Lt97O5IFCqRQ2wn80JwZC6V86uSTdN1ffOBC0TpsoMQ25JfcMRPfXrZk3Jy9WXvrrP4+kfDGnatkK1rSxmXspIlyHp8mJKUwANL9OyFDIMZYd+0tSCLE1tmdNkZlIYlqXulcVHqrV3ZZPPsvSdx624YciUZMqQaUhW8m9V/D9Dap4w1SEe10nBkE4KhhQ0DL2enqZ/Z2ZoTVqqLEnt4nF1isXUMRZXx2hMnWJxdYzF1KKy3Nng9ahvKFwf8feLqlkZ1xQW6430NIVczNNoqihsAAAAAKAJmFJUonNKy5WQNC8nW5OKA/X+4jawo6qX1a4vLFaPSFQPNMvWz956+s6zLF1eXDG75oXMDJ3TQHvNZFYWT4Uul9okEnp8U76mt2yul/dwc+bsRELXFxbpjLKKdy3/4nHrxcwMnVtaptxE03uXO4CmyyOPLMV1elmpPvJ5tNSfZfeQ9kjHWFxZlYVTu8qlJOvKJdVpj7DNbpc2eTxqG08oL5HQ6eVBnV4eVJlhyGdZu/w31Ca3Wysy0nVpcdNZctatillIrRIJXVIc0P3Nc+weEvYShQ0AAAAANHLjiwO6uHJ5jvk52RoXCCitoZaoAraTIqnEZSjbtDS8PKih5UE9l5WpBTl+bfHs20sKJwVDOiIaU7lhyN8As2u255HUvHJz5ryEqTsqN2f+V2Z68l3apqRE5X9X7IdgqGckohsLitTCNGVK+mdWhlrEE7q8Cb2IB8BBDLe+bHOWum98WjcWFGmdL0Wf+3x2j2q3qmbXfJXi1RF13L9mb7VOmGqdqHjcn9xuFXjc6hCLq3nlDJqQYehHr0eb3B6Vuip+9vssS80TptrH45rYBH/OV/3b8KKSgJ7PytAv9fUGC+xXFDYAAAAA0Ij1D4aSG+w+ku3X6ECp/CZlDfafbNNSwDC01eNWl1hco0rLdEZZuZb4M/Votl8l7rovzGdst3fNC1kZOjfQMLNrdpSXMLXV5VKuaerCQKkuDJTu0f2+9Xr1WnqaRpeWKpvnHwAbfdtquDps/qcyzYTuyd+mUe1aq3gvfg7viteydFJ5UC0Spt5KT93nmZVHRiv2r/nZ41VvG/aEOTiR0MGJhCxJX3s92uTxqHU8roNjcR2+nwqk/SVkGEqzLF1fWKzJebl2Dwd7gcIGAAAAABopn2nq5oJCSdKzmRkaXl6ulk1wo2E0fX7Lkj8WV4HLpTKXSx3icY0vKdW5gTI9lu3XouysOq2XPyQYUtdYTKWGoZxEw86u2VGuaSpgGCpxu+WxLLkkuWXJZVUsueOSJXflf0cNQy9mpuvQSFSTSpreu60BOJBhyGd5VG6YapNIaM6WAl3aOldmPexn0zEa09mlZRpRVq5mlf/emFpYMTNmVXq6Xs1I14aUuv/ErpphE7N5yx1D0mGxuA7by2XZmoI0y1JC0onBkI4PhvTf9DS7h4Q6orABAAAAgEZqYnFAB8UT2ux2KzuRULs6rN0ONIQWpqkWpqnNbpcSMtQukdBVxSUaEyjVQ82y9UxW5m5fNDQsS5cV/W/vmtENtHfNrvgtS1nxuKJG5TJokhKVm1fHZCji+t/yaKMDZewXBaBxMQxlmJaiko4Lh3VFUcle71nitSwNKQ/q3NIyHR2OJI9vdru12eNWj0hUh0djOjxaoiuLS/St16tVGWlamZGub7xeaTc/8z2WpcOjFYVNBm862S9MVexpc2Nhkc5KS1W8Hso87D8UNgAAAADQCHWKxjSu8h39z2Vl6rLKzdmBxqB1ouJFt1/cbqVI/5+9+46Tqyz7P/4558yZui3ZNFKpgdBLgMSIQARCBwkgRUBEEAwooI8+iCKgPAqI2ABp4k8eo4IPFgQMCIJSpSlFegtp23d6OeX+/bGbJTGBFHZ3dme/79drX7N7ZubMdW12s7vznfu6GRcEXNjRxaG5PN8cM5o3otH3ve8B+QJbeR4Z26I5CKr2xIQFxAxA74izVd8XERkGVq5rPCOd4flYlAdTyfW+72a9q2kOX2U1TQA8nIiz2I2wQ6nMTuUKeeCNaJQIhukVjy09jy27Pc7szvBOJMKiVJI/1KdY/D5j06ZXPGIG0rbNZjU2fmyocoEysJnnc0Imyy8aG6pdkmwABTYiIiIiIiJDjTF8vaMTF/hbIs5h2Rx6baQMRZODnlVf70QijAkCdipXuH3pCm5oauSmpoY1XtVrG8Pnu1eurqnjhPXcQ0ZERNYUAQqWRdIYLmvr4Lio+8H7zRjDnGKJT6czzPqP1TQPJBMkw5C5xSJ7F0t919UBO/WukCkAL0VdbCy2qlSY5vuckc5wRjrD07EYv69PsSiVXG1E5nblnsf5dzTK7qX3zisDa+XLJs7sSnNXXYqOft7nSAbO+g+YFRERERERkUFxaL7AHqUyRcvi3UiEKYFGocnQNs33iRnD4oiDCyzoTnPb0hXsuMoTggAH5gts7vmkbZvxvo+ePhIR+XCSxpCzLBqM4erWduJrGTvmGsMR2Rx3LF3BT1vamFUqEwAPJeLc2lBHi2NzfDbHkfkCDeH7rzRMAjtWPLavVDDAC1GXl6IuAbBbucy32jt5cPFSvtXWwa6lEhjD9r3717REHK0cGEQWULQs6o3hC53d1S5HNoC+T0RERERERIaQhiDkyx1dAPy6vo4TtQJBhokIMNUPaLdtohi28jxuXd7CLxvq+fGoRiqWxZm9q2t+X5fiU/raFhHpF3XGULQstq54fL2ji6+PGQ2WRUMQckw2ywmZHON6X/yRtyzuTiWxgAMKhdVW02yIOLB974izjAVvu1HGBAETg4Ajc3mOzOV5JxKhrjdA0u41gy9hesK3I3N5bmuo48VYrMoVyfpQYCMiIiIiIjKEfKGrm+Yw5A03wnblMu+/E4jI0DQmDDHA25EIm/o+J2Wy7Fso8GAywWaeT5dtM1Gra0RE+lXcGALgiFyexZEIo8KAo7J5kr1P2rc4DotSScb7Pkfm8nzA4LQN1mBgx96xae86Dl2Ow5aexzTf77tNY6DIphrKQAy4oKOLkzYZj7E0ZHeoU2AjIiIiIiIyROxQKnNMNgfAfckkZ6YzVa5IZONYwKa+T7dtEwKT/YBPZXq+tv9Ql+Jkra4REelXFuABDnBO72pGgFeiLo8m4mxXKnNSJjvge+JNCQKmBAEe8O9oTyz0XCzGvoXiAD+yrE2Mnq+LncoVDs3lubO+rtolyToosBERERERERkCHGP4RkcnNnBXKsnRuVy1SxL50Jp6V9u8E3GY4ge0Og5TPU8b6oqIDIA4kO3dt+TReJxXoy5zCkVOTQ9+SO4C2/aOTFt5KdWx8mfulzu7eTYeY4nbn+urpL/pdyQREREREZEh4PhMlhkVj7RtUwHGaHSI1AgLmOYH5CyLl6Mu+2zkfgkiIrJu9caw2HHYyqvw6UyWrVYZSyYjk0PP3kWjw5DrV7TR7AfVLkk+gAIbERERERGRKhvn+5zd1TO+5Nf1dRyeL1S5IpH+12AM+xRLeiJCRGSATQ0CxuqFH7KKlDFkLYupvs91La3Uhfr6GKr0e5KIiIiIiEiVfbWji5Qx/CsWZa9CQZuxi4iIiEi/qjeGvGUxo+Lxo5Y2oqGpdkmyFgpsREREREREquijhSIHFIr4wNOxGNt6Gl0iIiIiIv0vaQwlC3Yvlbm8rR3bKLQZahTYiIiIiIiIVMmMcoULOzoB+L/6FMdmc1WuSERERERqlQW4Bjxgv0KRb3R0gkKbISVS7QJERERERERGmimexzldaQ7q3atmueMwOgip0x/MIiIiIjKAHCAAQuDobJ5O2+HHo5uqW5T0UWAjIiIiIiIySMb4AWd2pzkqm8PtPfbnZIK0Y3NsNl/V2kRERERkZIgCRQsSBs5IZ+h0bH7Z2FDtsgQFNiIiIiIiIgOuLgg4I93NpzJZkr2raB5OxHnDjXB4rsCoMKxyhSIiIiIykiQM5C2LlDH8d2c33Y7DXXWpapc14imwERERERERGSCxMGSLlrv5/Yq3aeoNZf4Vi/JkPMYhuQIfLZaqXKGIiIiIjFQpY8hYFg3G8K22DlJhyFPxOIvdCL5lVbu8EUmBjYiIiIiISD/brOJxZC7H4bkCY4I3AHjddflrMs6++SKfTWerXKGIiIiICDQYQ9q2aAwN3+joAqACvBV1ed11eS3q8lo0yuuuS2ckWt1iRwAFNiIiIiIiIv0gFYbMyxf4RDbHzuVK3/GCO5pfp2DXQpbTFdSIiIiIyBDTGBqWOQ5px2aq55Myhq0rHltXPFhlm8WcZfN25W6IVa/WWqfARkREREREZGMZw26lMp/I5dk/X+jbn8YHHknEWeImqN/8e3zquc8TDb3q1ioiIiIi8j4mBgETg4Ay8IYbod12qNgWUWMYEwRM8XzqTMh2y37DthMn82xMI9MGggIbERERERGRjTA/k+PUdIZpvt937C03wiOJBI2Bzz6FEh8pw91WBP05KyIiIiLDQQzYwvPZAn+141kg47iMCTy+2t7KCRPHEWqfm36nwEZERERERGQDHZvJ9s34zlsW9yeT5GyLPYtFPpV5b+yZp79hRURERKQG1APx0MZzkmxXKTA/m+P2hvpql1Vz7GoXICIiIiIiMpzsXSjwtd6w5tf1dTwZj3FQPs8J2Rxb+EGVqxMRERERGSCWxUubzAfgi11pRgX63be/KbARERERERFZT9uVy1zR2oED/LEuyR7FIvsUS7jVLkxEREREZBC8PWYuBcumMQw5t7O72uXUHAU2IiIiIiIi62Gy53PNijaSxvBIPM6kis/mWlEjIiIiIiOIsRyivTutHJXLs1OpXOWKaosCGxERERERkXVoDAKubWmlOQx5KepSsC12q1SqXZaIiIiIyKAzls3KmObrHZ04xlS1nlqiwEZEREREROQDxMKQH7W0s5nns8xxeC4aZf9CsdpliYiIiIhUTQwoA9tUPD6ZyVW7nJqhwEZEREREROR9WMbwP20d7Fouk7Es7qxLcWwuX+2yRERERESqbuU+jmd3ddOsUcH9QoGNiIiIiIjI+/hSZzcHFIpUgFsa6/lsOoNV7aJERERERIYAGyhYFvXG8KXOrmqXUxMU2IiIiIiIiKzFCeksp2SyAPy0qZEz0lmcKtckIiIiIjKUJI3BAIflC+xWLFW7nGFPgY2IiIiIiMgqLGM4PJvjq72vEry5sZ4TM1kS2kxVRERERGQNld7Lr3d0EdHvzB9KpNoFiIiIiIiIDAWpMOSIbJ7jM1k29X0A7qhLsV+uQHMYVrk6EREREZGhKQaUgS09jxMyWX7R2FDtkoYtBTYiIiIiIjKiTfM8js9kOTKbJ9X7isCsZfHHuhTblctMC7SBqoiIiIjIB3F7Lz/flebPqSStEUUPG0OfNRERERERGXEsY/hoscQJmSwfXWXW9htuhIcTCaZ6Hp/M5vQHk4iIiIjIerCBgmWRMoZzO7v52rgx1S5pWNLfHyIiIiIiMmI4xvCJbJ5PpzNM6x17FgJ/T8R523WZVShySiZb3SJFRERERIahZO9q9YPzBX7qeSx23XXcQ/6TAhsREREREal9xrBPoch5Xd1s7vUENRnb4s/JFJZl2D9fZO9VVtqIiIiIiMiGqwBR4LTuDN8c21ztcoYdBTYiIiIiIlLTtiuX+XJnNzNLZQC6bJvf1dexWaXCUTmNPRMRERER6S/R3svDcnl+2tTIcle/bW8IfbZERERERKQmTfZ8zunq5uB8AYCSZXFHXYpRQcCn0xnsKtcnIiIiIlKLykAM+Ew6w2VjRle7nGFFgY2IiIiIiNSUhiDgc90Zjs9kcenZo+aeVJK8bTE/lyNmql2hiIiIiEjtivVeHpXNcUNTA20RxRDrS58pERERERGpGUdmc/xXZxcNYU8q83g8xktRl0/kCjSFYZWrExEREREZGVausvl0OsuVzaOqXc6w0e9TAC6++GIsy1rtbZtttum7vlQqsWDBApqbm6mrq2P+/Pm0tLT0Xd/Z2clhhx1GXV0du+yyC88+++xq51+wYAFXXXVVf5ctIiIiIiLDWMQYLmzv5FvtnTSEhlddlxsaG5jkeZyaySmsEREREREZRCtX2RyTzTE6CKpay3AyIGObt9tuO5YvX9739vDDD/ddd95553HnnXdy++2389BDD7Fs2TKOOuqovusvu+wystkszzzzDPvssw+nn35633WPP/44TzzxBOeee+5AlC0iIiIiIsPQ6CDgxhWtHJfNEQK3NNRTtOCMdIYpgYIaEREREZFqKFmQMIaT0tlqlzJsDMhItEgkwoQJE9Y4nk6nufnmm1m4cCFz584F4JZbbmHGjBk8/vjjzJo1i5deeonjjjuO6dOnc8YZZ3DDDTcA4HkeZ555JjfddBOO4wxE2SIiIiIiMszMKFf4QUsbE4OAnGVxc2MDp2SyWlEjIiIiIlJl8d69I4/PZLmlsZ6MntdfpwEJbF577TUmTpxIPB5n9uzZfOc732Hq1Kk8/fTTeJ7Hfvvt13fbbbbZhqlTp/LYY48xa9YsdtppJx544AE++9nPsmjRInbccUcArrjiCvbZZx9mzpy5XjWUy2XK5XLfx5lMBgAXF4fa+cKIEl3tshbUYk9Qm32pp+GjFvuqxZ6gNvuqxZ6gNvuqxZ6gNvtSTz3m5bJ8o72FuDG8E3G5P9XIGZkcEaJ4AzJLYMN5dny1y1pQiz1BbfZViz1BbfZViz1BbfZViz1BbfalnoaPWuyrFnuCjejLGAI8UibklEyRG0Y1D2B1G8cemCFkG80yxpj+POE999xDLpdj6623Zvny5VxyySUsXbqUF154gTvvvJNTTz11tSAFYI899mDffffl8ssvJ51Oc9ZZZ/HII4+w6aabct111+G6LocccgiPPfYYF154Iffeey8zZ87kxhtvpLGxca11XHzxxVxyySVrHF+4cCHJZLI/WxYRERERkcFkQrZddjtbtd4FQEvDjjw17Sz8SKrKhYmIiIiIyKomdv2D3d/+CRUnyX3bXY3vJKpd0moKhQInnHAC6XSahoaGapfT/4HNf+ru7mbatGl8//vfJ5FIrDOwWZu5c+fyxS9+kXfeeYc//elP3HXXXZx++uk0Nzdz1VVXrfU+a1thM2XKFHa/bnfCRO2MR4gS5atNX+Xy7supUKl2Of2iFnuC2uxLPQ0ftdhXLfYEtdlXLfYEtdlXLfYEtdnXSO6pPgj4dtsK5hQLAPyqoYltywHbet5glbpBPDvOfTv8iP2f/wJuWKp2Of2iFnuC2uyrFnuC2uyrFnuC2uyrFnuC2uxLPQ0ftdhXLfYEG9lX7yqbuAn58ahm/l/T6IEtcgPZRZsnz3pyyAQ2AzISbVVNTU1Mnz6d119/nf33359KpUJ3dzdNTU19t2lpaVnrnjfQs8dNU1MTRxxxBEcddRRHHnkkrutyzDHHcNFFF73v48ZiMWKx2BrHPTx8/A/d11BToUKZ8rpvOIzUYk9Qm32pp+GjFvuqxZ6gNvuqxZ6gNvuqxZ6gNvsaaT1N9TyuXdHGNN+naFnc2NjA8dkMY4Oh/4IsNyzV1B/rUJs9QW32VYs9QW32VYs9QW32VYs9QW32pZ6Gj1rsqxZ7gg3vy+29PDHdxa0NCYr20BlDFhn4iGSDDPhnJpfL8cYbb7DJJpuw22674bou999/f9/1r7zyCosXL2b27Nlr3LetrY1LL72UH//4xwAEQYDX+8o5z/MIgmCgyxcRERERkSHAMoYrWjuY5vsscxx+3ljPmd3pYRHWiIiIiIiMdGVgdBhydDZX7VKGtH4PbL785S/z0EMP8fbbb/Poo4/yiU98AsdxOP7442lsbOS0007j/PPP569//StPP/00p556KrNnz2bWrFlrnOvcc8/lS1/6EpMmTQJgzpw53Hrrrbz00kvccMMNzJkzp7/LFxERERGRIejIXJ7tKhWylsV9qQRndmeIVrsoERERERFZLytnYX06nSUaDuguLcNav6/3WbJkCccffzwdHR2MHTuWj370ozz++OOMHTsWgKuvvhrbtpk/fz7lcpl58+Zx7bXXrnGeRYsW8frrr3Prrbf2HTv77LN56qmn2HPPPdljjz345je/2d/li4iIiIjIEFMfhHyxsxuA2xrqOCWdxapuSSIiIiIisoHKwLgg4Mhcjtsa6qtdzpDU74HNr3/96w+8Ph6Pc80113DNNdd84O3mzZvHvHnzVjuWTCa57bbbPnSNIiIiIiIyfJzVnaY5DHnDjbBTqTzEpkyLiIiIiMj6WLlC/rTuDHfU1+FbPS/Dso0haQypMKQuDEmFBt+Cf0ejYI2sl2rpbx0RERERERmyNq94HJ/JAvCXZJLPpTNVrkhERERERDaGBVSAiUHAn5YsI2LoCWjM2kek/TmV5KtjmwlHUGijwEZERERERIYmY7igo5MI8EAyweG5fLUrEhERERGRD8HtvZzkB2tc5wE52yZvW4z3Aw7MF8hZFpeMGT1iVtoosBERERERkSFpbqHIrFKZMrDccZgbrPlHnYiIiIiIDB8WsMxxeDEWxTWGaO9bPDQkTUidgdFBSAiEwNG5PFnH5vujmkZEaKPARkREREREhpxYGPJfnV0A3N5Qx9FZra4REREREakFE4OAiYXiOm9XtCBh4NR0loxtc1NT4yBUV112tQsQERERERnqdimV+O+OTiZ6frVLGTE+nc4y2Q9Y4ThM8nzi7zPXWkREREREalPCQK53Vc0Xu9Ic17u3ZS1TYCMiIiIi8n6M4eR0hp8tb+XETI6bV7Qw3ldoM9Am+D6npTMA/L4uxT7FUpUrEhERERGRaqgzhmxvaHNhRxeH1vi+lgpsRERERETWIhGGXNHWwX91dhOh55Vdk/2Am5e3MmYtG2RK//lSZzcJY3gqFmP/fJ7an1QtIiIiIiLvp94Y0nbPXwXfautgn3yhyhUNHAU2IiIiIiL/YZrn8ctlLRyUL+ABP21soNu2yVoW03yfG1e0MipQaDMQdisWODBfIACei0XZQuGYiIiIiMiI1xgaum2LCPC91nZ2r9FV+ApsRERERERWsU++wK+WrmArz6PVcfhpUyMnZ7JMDgLqjSFnWWzpeVy/opWGIKx2uTXFMgFf7mgDekahHZ3LVbkiEREREREZKppCQ7dtEwN+3NLG9uVytUvqdwpsREREREQA2xjO6ezmx63t1BvD07EYDybinN2dJrnKhvep3tBmRsXjupZWUqFCm/6yaftf2cqr9PwRZgwNoVn3nUREREREZMRoCkO6bZuUMVy3oo1jMlnqauhvMgU2IiIiIjLiNQYB17S0cUbvRve31acwGI7Nrbl/ikVPaFOwLHYsV7hmRRuJGvoDoVpGBz7bLP8/AG6vr+PgGp5LLSIiIiIiG68ntLFoCkMu6ujigcVLuaytnZnFEpjh/aKvSLULEBERERGpps0qHte2tDLZDyhaFjc1NnBMNseED9ijxgLixlC0LHYrl/lRSxsLxo+jYv9nvCPrMr1c4bhsjkNzeaLG8Eo0yu7Fol5ZJiIiIiIi76spNLweiRDHMNkPODxX4PBcgXciEX5Xn+KPdSnaIh8QfxhDUxgyvhzwz0Gret0U2IiIiIjIiNXQu7Jmsh+wOBLhnlSCz3Wnia7HfW0gagwly2JWqcz3W9s4d/xYfEuhzbq4xrB/vsAnMzl2XWXudCY+iYdjJU5Ld1SxOhERERERGQ629H0AljoOnY7DFp7HNN/n3K40Z3eleTgR54FUkrowZJwfMD4Iei99xgYBMQOZsuH/qtzHqhTYiIiIiMiIZBvDFW0dTPF9lkQcnojH+Fw6u0HncABjDBVg72KJK1rb+a9xYwgU2qzVBN/nmEyO+dkczb1j5DzgwWSCFjdB/Wb/w8nPfa66RYqIiIiIyLAyKQiYFAR4wL+jLlFj2NLz2adYYp9i6QPv22k5g1PkelJgIyIiIiIj0he60swplihaFn9KJTlzA8OalSL0hA4esH+hyEG5An+qT/VnqcPeeN/ngo4u9ikUWfnnUIvj8Jdkgvow5OOFItGS4W4FXSIiIiIispFcYNuKB0CHbbMkEgELumybom3j0zPe2jWGRBjSGIZEg6EVkQytakREREREBsG8XJ7T0hkAbmxs4Mzu9Ic6nwv4ve9/vKDAZlWTPJ+bVrQw2e/ZE+iJeIyXolF2KJU5IZtjZUTjKasREREREZF+0hyGNFcq67xdRzC0/hBRYCMiIiIiI8r0coVL2zsBWFhfx/HZ7HrtWbMuK3+xnlMsEQ0NFXto/eJfDVM8j5uXt7JJEPB2JML9yQRH5PPsWSqv+84iIiIiIiIjjF3tAkREREREBktjEPDD1jaSxvBoPM525TJjg7Dfzu8BCWPYs/TBc5JHgk0rHrf0hjVvuhEeT8Q4LZNlTD9+vkVERERERGqJAhsRERERGREcY7iytYPJfsC7kQjtjs1OvfON+8vKVTb7FIr9et5qaQhCvt3WwZldaVLh+gctm1c8fraihfFBwGuuyzOxGMdl8wNYqYiIiIiIyPCnwEZERERERoSzO9uZXSpRsCzuTiU5PF/o98dYOQRtn0IRy5h+P/+gMoZL2zs4IpdnQXeau95dxgnpLJF19LVVpcLPlrcwNgh5OeryQjTK0TmFNSIiIiIiIuuiwEZEREREat6kzkc5KdMNwE2NDXwmnRmwxwqAcUHAjPXY4HIoOyGT4+OFIhVgScShOQy5oLOLPyxZzrxcHtYS3GxdrnDz8laaw5B/R11eibp8Iq+wRkREREREZH0osBERERGRmrZ1ucTOi38GwP821HFCNos7gI+3cpXNvsN4LNqMcoUvdXYB8LPGBpr9gHciEbptm6m+z/faOli4rIWZxff26tm2XObmFa2MCkOej0Z5y3U5Itf/q5hERERERERqVWTdNxERERERGeKMIWEMzUHI6CBgVBgwuvf9T2byRIzPo4kkOxXLA77p/cpXRO2bL3LNqKYBfayBkApDrmxtJwo8kEywfz5PApjm+xjgDTfCJn7ADpUKt6xo5e+JOH+qS3FhRycNoeHZWJQWx+GQARg5JyIiIiIiUssU2IiIiIjIsDTF8/haRxebeR6jg5DEB+ytkouOozPi8ZHi4IQIBtja89jE81nuDqNfuY3hovZOpvk+SyMOBctiCz/ou9oCtvB8POA112Uzz2OvYom9elfaPBWL0eXYHDiMVxeJiIiIiIhUyzD661FEREREpMc43+eGFa1MXiVMAChaFp2OTZftkLEtirZN2XZxpn2NeS/996DVF9Dzi/Y+xSK/cusH7XE/rKNyeQ7OF/CA39el+Hz32vf6cYGtPI8i8LYbYUvP57F4jKJlsb/CGhERERERkY2iwEZEREREhpXGIOD6FW1M7t1X5dFEnMmeR11oaDI9Y9Am+kHfXjKebbg7OnpQa1z5S/Y++SK/ahgegc2WlQoXdPTsW/P/Guv5dDrb9zl8PwlgS8+n07IY4wds5fsDXqeIiIiIiEitUmAjIiIiIsNGMgy5tqWNLT2PFsfhoUSCk7PZapf1vnYvlagLQ3K2ve4bV1EiDLmytYO4MTySiDOnUCT1ASPm/tNoYxitsEZERERERORDGdp/OYqIiIiI9IqGhh+2tLFjuUKXbfOHuhQnDeGwxqNndNicfh4RZhvD9HKZxsLbWBsQqnyQ/+7o6gvBWmyHGZ7CFxERERERkcGmFTYiIiIiMuQ5xnBFWzuzSmXylsX/NtSzoDu9zpFd1eT2Xu5TKLKoLrXR54kYw4xyhZmlMruVSuxSLtMQGuAiFtkOf0/G+XsizqOJBFlnw1+PdUguz1G5PAHwm/oU57zPvjUiIiIiIiIysBTYiIiIiMiQZhnDxe2dfLxQpAzc2NTAgq70sFkq/rFikYgx+Nb6xUuOMexQrjCzVGJmqcwupTLJ/1hJk7NsYlaU0WGJI3J5jsjl8YF/xmP8LZHgb8k4b7gurOMxp3ke32jvBODWhnpOyax73xoREREREREZGApsRERERGRQJcOQCzq6sIBHEnEeTcRJO87ab2wMX+7s5sjeQOK6UY2c2Z3pW70y1PlAQ2jYuVTmqUR8nbePGMNNy1vZrVxe7XjatvlnLEqb4xDBMM13eHfrH7LVy+eQx2dcEDDV95lZKjOzVOb8LlgacXjddbF4bw6yBVim9xLDpp5PyhiejMfYpVSiMeyfEWsiIiIiIiKy4RTYiIiIiMigiYch17S0MbPUE0gc0TuK64VYlL8nEvw9GeelaBTTuzLk9HSGkzM9+9RcO6qRz3ZniPfTvi2DYWUMtW+huF6BzVldaXYrlylYFo8n4nTYNjFj2KJS4aPFUt/5PDvOYjvCll6AG/Z8Llc4NksjEaIGtvI8JvkBk/xgnY/ZYdu84UY4LpvfyC5FRERERESkPyiwEREREZFBEQ0NP2ppZ2apTNayeCwRZ3rFY1PfZ6dyhZ3KFc7uTtNh2zySjNNpO3y6N6y5vrGBT6Wz1A2jsAboGy+2T6HIlaObPnBE2Y6lMqele/aP+VljA2d1p3mfdUdrNSEImRBUACgBL0RdlkcihGupZ1Uly+JYhTUiIiIiIiJVp8BGRERERAZcxBi+39rG7FKJgmVxS2MDn+9OEwFabZt33QgRYIuKR3MYcniu0Hff/9dQzxG5PKPD8H3PP5SFwFTfZ3PP583o2oe5JcKQ/2nrwAHuTiWZn81tUFjzn+LA9hWP7SvehziLiIiIiIiIDCYFNiIiIiIyoCLGcGVrO3sXSxQtixtXCWsAxoUh48o9K0M84GXXJWtbNIY9e6t8rFBgQrDu0V5D1co1QfsWCrwZbVzrbc7v7Gaa77Oidy+fTYZxvyIiIiIiIrJxFNiIiIiIyICxjeGytg72KxQpA9c3NfL5rm7Wvs4EXGAb771VIdO94b9CZOVKmX0KRW5uWjOw+UihyHHZHAC/rU+xoDsziNWJiIiIiIjIUGFXuwARERERqU2WMVza3snB+QIecF1TI2d2p4lWu7Aq2bFcofk/Vs40BAGXtncCcHtdihMyubXuMyMiIiIiIiK1T4GNiIiIiPQ/Y/h6RxdH5PL4wLVNjZyRzhA3Zp13rUUePb9471Uornb8wo4uxgcBb7kRxgXBsN2nR0RERERERD48BTYiIiIi0r+M4Sud3RybzRHSE9acls6QHKFhDdA3Am7fVQKbebk8B+cL+MCiZJK9i6Wq1CYiIiIiIiJDg/awEREREZH1Eg9D9i4U2dTzsQAbgw1YpudVQDYGC5jk+RzQG0xc29TIKZkMdSM4rFnV7GKJWBjSEIZ8o6MLgIUNdXwqk61yZSIiIiIiIlJtCmxERERE5H3ZxrB7qcyhuTz75QsbFLxc29jAiZksjaHCGugZi5YwhlmlEsdlcjSGIS9EXbYtVxRoiYiIiIiIiAIbEREREVnTlpUKh+XyHJIrMD4I+o4viTi8GI3hYlgZMawaNax8f1nE4dhcjlHak6XPyl+8L2zvYpMgoGRZ/CMR5zNpra4RERERERERBTYiIiIi0qsxCNii9R5+2baYrSvlvuMZ2+LBZIK8ZbNrqcS8QqGKVQ5fVu/lJr0B2C8a6jklk6leQSIiIiIiIjKkKLARERERETaveNy4YinjgjeBnvFdDycSLI04bFHxOCRXwKluiTUhABzgiXiMvQoFYpqEJiIiIiIiIr0U2IiIiIiMcNuWK/x0RSujwpBcbAJ3xsqM8kt8rFgiqb1V+t3z0SjvuBGOLZXXfWMREREREREZMRTYiIiIiIxgu5ZK/GRFG/XG8GI0xjvTL+LoF8/HDUvVLq0mOcB2lQo7VCrVLkVERERERESGGAU2IiIiIiPUnEKRq1vbSRjDk7EYnW4SL1JX7bJqnl3tAkRERERERGRI0t+LIiIiIiPQfvkCP25pI2EMf0vEKVswt1CsdlkiIiIiIiIiI5YCGxEREZER5vBsju+1tuMC9yUTJMKQj2o/FREREREREZGq0kg0ERERkRHk+EyWr3V0AfCHuhSbVSrsWPGqXJWIiIiIiIiIKLARERERGQmM4bPpDF/sSgPwm/oUOxfLbO37VS5MRERERERERECBjYiIiMiI8LnuDGd394Q1P2+oZ998gWlBUOWqRERERERERGQl7WEjIiIiUuN2KpX5fG9Yc0NjA/MU1oiIiIiIiIgMOVphIyIiIlLD4mHIt9s6sIE/pZIcnsszQWGNiIiIiIiIyJCjFTYiIiIiNewLXWk29X1aHAcbFNaIiIiIiIiIDFEKbERERERq1G7FEidmsgD8tq6Og/KFKlckIiIiIiIiIu9HgY2IiIhIDUqEId9q78QG/lCX4thcFqvaRYmIiIiIiIjI+1JgIyIiIlKDzu3qZorvs9xxiIchY4Ow2iWJiIiIiIiIyAdQYCMiIiJSY3YvljghkwPg/+pTHFAoVrkiEREREREREVkXBTYiIiIiNSQZhlza3gHAHXUpjsvkNApNREREREREZBhQYCMiIiJSQ87v7GayH7Ak4lAfhowJNQpNREREREREZDhQYCMiIiJSI2YXi3wy2zMK7Y+pFPtrFJqIiIiIiIjIsDHggc13v/tdLMvi3HPP7TtWKpVYsGABzc3N1NXVMX/+fFpaWvqu7+zs5LDDDqOuro5ddtmFZ599drVzLliwgKuuumqgSxcREREZNlJhyCVtnQD8ti7Fcb3BjYiIiIiIiIgMDwMa2Dz55JNcf/317LjjjqsdP++887jzzju5/fbbeeihh1i2bBlHHXVU3/WXXXYZ2WyWZ555hn322YfTTz+977rHH3+cJ554YrUASERERGSk+3JHF5sEAe9GIowKAkZrFJqIiIiIiIjIsDJggU0ul+PEE0/kxhtvZNSoUX3H0+k0N998M9///veZO3cuu+22G7fccguPPvoojz/+OAAvvfQSxx13HNOnT+eMM87gpZdeAsDzPM4880x++tOf4jjOQJUuIiIiMqx8rFDk6FwegDtTST5eLFW5IhERERERERHZUJGBOvGCBQs45JBD2G+//fj2t7/dd/zpp5/G8zz222+/vmPbbLMNU6dO5bHHHmPWrFnstNNOPPDAA3z2s59l0aJFfSt0rrjiCvbZZx9mzpy5zscvl8uUy+W+jzOZDAAuLg61E/ZEia52WQtqsSeozb7U0/BRi33VYk9Qm33VYk8wdPraP5fl4vZ2AP6vvoFj8z6eHd+oc62838bef6iqxb7U0/BRi33VYk9Qm33VYk9Qm33VYk9Qm33VYk9Qm32pp+GjFvuqxZ6gNvvy7KH1XIVljDH9fdJf//rXXHbZZTz55JPE43H22Wcfdt55Z37wgx+wcOFCTj311NXCFIA99tiDfffdl8svv5x0Os1ZZ53FI488wqabbsp1112H67occsghPPbYY1x44YXce++9zJw5kxtvvJHGxsY1arj44ou55JJL1ji+cOFCkslkf7csIiIiMriMYcvWu9hu2W0ALGvcjac3PYtwiP2yKSIiIiIiIjJUFQoFTjjhBNLpNA0NDdUup/9X2Lz77rt88Ytf5L777iMe37ikrbGxkYULF652bO7cuVx55ZX88pe/5M033+SVV17h9NNP59JLL+Wqq65a4xwXXHAB559/ft/HmUyGKVOmcHX6asJK7cx0jxLlq01f5fLuy6lQqXY5/aIWe4La7Es9DR+12Fct9gS12Vct9gTV7csxhq90tLJdtmcF8W/rG5heepUDnz/7Q53Xs+Pct8OP2P/5L+CGtTNWrRb7Uk/DRy32VYs9QW32VYs9QW32VYs9QW32VYs9QW32pZ6Gj1rsqxZ7gtrsq6MytF702O+BzdNPP01rayu77rpr37EgCPjb3/7GT37yExYtWkSlUqG7u5umpqa+27S0tDBhwoS1nvOWW26hqamJI444gqOOOoojjzwS13U55phjuOiii9Z6n1gsRiwWW+O4h4eP/+GaHIIqVChTXvcNh5Fa7Alqsy/1NHzUYl+12BPUZl+12BMMfl/JMOR7re3sVSwRAjc0NnBoPs9kP+i3x3DDUs388r2qWuxLPQ0ftdhXLfYEtdlXLfYEtdlXLfYEtdlXLfYEtdmXeho+arGvWuwJaqsvNxxaizv6PbD5+Mc/zvPPP7/asVNPPZVtttmGr371q0yZMgXXdbn//vuZP38+AK+88gqLFy9m9uzZa5yvra2NSy+9lIcffhjoCX88zwPA8zyCoP+enBAREREZysb6Pj9paWPbikfRsrihqYFPpzM0hv0+4VZEREREREREBlm/Bzb19fVsv/32qx1LpVI0Nzf3HT/ttNM4//zzGT16NA0NDZxzzjnMnj2bWbNmrXG+c889ly996UtMmjQJgDlz5nDrrbdywAEHcMMNNzBnzpz+bkFERERkyNmqUuHaFW1MCAI6bJuFDXWc1ZVmaC3eFhEREREREZGN1e+Bzfq4+uqrsW2b+fPnUy6XmTdvHtdee+0at1u0aBGvv/46t956a9+xs88+m6eeeoo999yTPfbYg29+85uDWbqIiIjIoJtVLPH9ljbqjeEtN8Lf4gnO7s5gVbswEREREREREek3gxLYPPjgg6t9HI/Hueaaa7jmmms+8H7z5s1j3rx5qx1LJpPcdttt/V2iiIiIyJC0d6HA1S3tuMBTsRjLIw6nZLPVLktERERERERE+pld7QJEREREZO0cY/hKRzcucG8ygWfBYflCtcsSERERERERkQGgwEZERERkiNo/X2Cq79Nl2zjGMLtUrnZJIiIiIiIiIjJAFNiIiIiIDEXGcFo6A8BddSn2LZaqXJCIiIiIiIiIDCQFNiIiIiJD0F7FEttUPPKWxegg0C9tIiIiIiIiIjVOf/uLiIiIDEGndb+3umZ/7VsjIiIiIiIiUvMU2IiIiIgMMbuWSuxWLlMBIibErXZBIiIiIiIiIjLgFNiIiIiIDDGf7V1dc3ddioPyxSpXIyIiIiIiIiKDQYGNiIiIyBCydbnCXsUSAVDCImFMtUsSERERERERkUGgwEZERERkCDkt3bO65r5kgoML+SpXIyIiIiIiIiKDRYGNiIiIyBAx1fM4IF8AoM1xaAi1ukZERERERERkpFBgIyIiIjJEnNqdwQH+lohzUKFQ7XJEREREREREZBApsBEREREZAsb5Pkfkekagvem6jAnCKlckIiIiIiIiIoNJgY2IiIjIEHByOosLPBWLsb9W14iIiIiIiIiMOApsRERERKqsMQg4JpsD4Ll4lEl+UOWKRERERERERGSwKbARERERqbLjMzmSxvDvqMvH8sVqlyMiIiIiIiIiVaDARkRERKSKEmHIpzJZAB6Px9nS96tckYiIiIiIiIhUgwIbERERkSo6JpujMQx5OxJhZqlU7XJEREREREREpEoU2IiIiIhUiWsMJ6d7Vtc8kEqyY8WrckUiIiIiIiIiUi0KbERERESq5KR0lvFBQIvjMKNUrnY5IiIiIiIiIlJFCmxEREREquCQXJ7zuroB+ENdilllBTYiIiIiIiIiI5kCGxEREZFB9tFCkW+1dQBwe12Kebk8VpVrEhEREREREZHqUmAjIiIiMoh2KpX5fms7LnBPKsn25TLTgqDaZYmIiIiIiIhIlSmwERERERkkW1YqXNvSSsIYHk7EGev7zPD8apclIiIiIiIiIkOAAhsRERGRQTDJ87l+RRsNoeHZWBQPmFmuVLssERERERERERkiFNiIiIiIDLDmIOD6Fa2MCwJec12WRiLsWyxVuywRERERERERGUIU2IiIiIgMoLow5NoVrUzzfZZEHJ6ORzk0X6h2WSIiIiIiIiIyxCiwERERERkg0dDwo5Y2tq14dNg29yaTHJfNV7ssERERERERERmCFNiIiIiIDADHGK5oa2f3UpmsZfHrhjpOzWSrXZaIiIiIiIiIDFEKbERERET6WUMQck1LGx8vFCkDP2ts4HPdGaxqFyYiIiIiIiIiQ1ak2gWIiIiI1JLNKh4/amljU9+naFlc39jAmemMfukSERERERERkQ+k5w5ERERE+snHCkUub22nzhiWOQ5/rEuyoDuNW+3CRERERERERGTIU2AjIiIi8mEZw2npDF/oSmMDT8VivBuJ8Ll0VmPQRERERERERGS9KLARERER+RBiYcil7R0cnC8AcEddiqmexyfy+SpXJiIiIiIiIiLDiQIbERERkY0Ur3Rw0/IlzKiU8YCbmho4LJdnsh9UuzQRERERERERGWYU2IiIiIhshJ1KRfZ+95vE/TKdts2tDfWcns6QNKbapYmIiIiIiIjIMKTARkRERGQDfTxf4MrWdlzglWiUJ2NRzunu2b9GRERERERERGRj6HkFERERkQ2wX77A93rDmmVNu7PETfKpbE6/VImIiIiIiIjIh6LnFkRERETW0/69K2siwJ9TdTy56QI+VixVuywRERERERERqQEKbERERETWwwH5Alf0hjV3p5JMCCyw9KuUiIiIiIiIiPQPPcsgIiIisg7zcnku7w1r7kolmVLx2K7iVbssEREREREREakhCmxEREREPsC8XJ7vtnUQAf6USjKt4rGDp7BGRERERERERPpXpNoFDLZTujtJFkMiGFwDrjFEjMGl5/0lkQg3NTVQtJVliYiIjHSrhjV3ppJsVvHYXmGNiIiIiIiIiAyAERfYfCbdRUPM+sDb7FUs8sVxY1nujrhPj4iIiPQ6KJfnO20dOPSENZtXPLZTWCMiIiIiIiIiA2TEJRIPJVIk4gbT+3EIfe87wJ6lEjMqHr9etoIvjRvDU4l4dQoVERGRqjk4l+d/esOaP9Yl2aJcYTvPr3ZZIiIiIiIiIlLDRlxg85GST3NYed/rDdBm24wNQ25c0coVzaP4VX0dWB+8KkdERESGtymex4H5AgfmCkzvXUnzh7oUW5XLbKuwRkREREREREQG2IgLbNbFAsaGIS2Ow/gg4GsdXWxdrnDZmNF4Cm1ERERqykTPZ16+wIH5PNtW3ht35gH/V1/HjqWSwhoRERERERERGRQKbN7H+CCgw7ZpCkPm5/Js4XmcN24s7RGn2qWJiIjIhzDGDzgon2devsBO5fdW3frAP+Jx3nIjjA0CDs/lSRrz/icSEREREREREelHCmw+QHMYkrcALHYuV/j1shWcO34ML8Ria9w2HoaMCwLG+QHjg4DXoi6vRqODXrOIiIi8v11LJa5b0dYXxITAU/EYr7kuzWHInEKRj5RK1S1SREREREREREYkBTbrkDIQYOiwbcYHAT9f3sJt9fUkw5DxQcB4P2BcENAYhqvdr2hZzJ80gXddt0qVi4iIyKpmlCv8pDeseSnq8kwsRlMQ8NFSmT1K5WqXJyIiIiIiIiIjnAKb9eDQs9pmheMwIQg4KZNd6+0KlkVLxCERGiYEAZe2d/KZCeMw2vtGRESkqjarePx0RSv1xvBULEbBsjgxm6t2WSIiIiIiIiIifRTYbIAJQcByx+aVaIycbWEA20DcGOrDgDG9I9HqjMEDZpbKHJfN8auG+mqXLiIiMmJN9HxuXNHK6DDkhahLp2NzQKFY7bJERERERERERFajwGYDbRKEbFJc95M8du/leZ3d/D2RYImrT7WIiMhgG+MH3LiilfFBwOuuy+tulCPz+WqXJSIiIiIiIiKyBnvdN5GN4QB5yyJhDJe0d2D1bm4sIiIig6MhCLhhRStTfZ8lEYcn4wprRERERERERGToUmAzgFK9o9H2KJU5VnPyRUREBk0yDLmupY2tPI9Wx+G+ZJLjswprRERERERERGToUmAzwFZ+gs/v7GaS51e1FhERkZEgGhp+2NLGjuUK3bbNHXUpPp3JVrssEREREREREZEPpMBmgK0cjZbUaDQREZEBFzGG77W1M6tUJm9Z/G9DPWekM1jVLkxEREREREREZB0U2AyClaPR9iyVOVqj0URERAaGMVza1sG+hSIly+Kmxno+153WLzsiIiIiIiIiMizoOYxBsvIT/aXObiZqNJqIiEi/OyWT5bB8AQ+4rrGBM9MZ3GoXJSIiIiIiIiKynhTYDJKVo9FSvaPR0Gg0ERGRfjOzWOLczm4Abm5s4Ix0hph+1IqIiIiIiIjIMKLAZhCtHI02q1Tm6Gy+2uWIiIjUhLG+z5Vt7USAu1NJDsrlSemFESIiIiIiIiIyzCiwGWQrNz3+cmcXm2g0moiIyIcSMYbvtXYwJgh51XVJhiHTgqDaZYmIiIiIiIiIbLBItQsYaSK8Nxrtt8uW807EZXnEYVkkwvJIZLX3M7YFlrXOc4qIiIxU53d2s2u5TNayeCQR49RMrtoliYiIiIiIiIhsFAU2VZAyhrxl0RAadqhU2KGy9tvlLIv7U0l+MKqJ9ogzuEWKiIgMcfNyeU7KZAG4pamBz3elq1yRiIiIiIiIiMjG6/eRaNdddx077rgjDQ0NNDQ0MHv2bO65556+60ulEgsWLKC5uZm6ujrmz59PS0tL3/WdnZ0cdthh1NXVscsuu/Dss8+udv4FCxZw1VVX9XfZgy5hDP+KRnk4HuehRJy/JeL8Ix7jpahLh93zz1JnDEfk8vxxyTJOTGdwNI9fREQEgM0qHpe2dwLwy4Y6Tkxn9SoUERERERERERnW+j2wmTx5Mt/97nd5+umneeqpp5g7dy5HHHEEL774IgDnnXced955J7fffjsPPfQQy5Yt46ijjuq7/2WXXUY2m+WZZ55hn3324fTTT++77vHHH+eJJ57g3HPP7e+yB50N7FSp8NFSib2LJT5WLLFHqcyMikdjGLLMsXk56rI04lBvDP/d2c1tS1ewS6lU7dJFRESqKhmG/KC1jaQx/CMeY7tSmeYwrHZZIiIiIiIiIiIfSr+/GPWwww5b7ePLLruM6667jscff5zJkydz8803s3DhQubOnQvALbfcwowZM3j88ceZNWsWL730EscddxzTp0/njDPO4IYbbgDA8zzOPPNMbrrpJhxn3ePByuUy5XK57+NMJtNzHjuOZ/d7TtXvxhoY6wPGZknEpTGoMN3z+MXyVv5UV8+PRo+h04kQJQrQd1kLarEnqM2+1NPwUYt91WJPUJt99WtPxvCt9hVs7vm0Og6L3RRH5At49uCPDvXs+GqXtaAWe4La7Es9DR+12Fct9gS12Vct9gS12Vct9gS12Vct9gS12Zd6Gj5qsa9a7Alqsy/PHlrPv1jGDNycrSAIuP322znllFN49tlnWbFiBR//+Mfp6uqiqamp73bTpk3j3HPP5bzzzuOCCy7gjTfeYOHChfzkJz/hN7/5DY899hiXXXYZbW1t/OAHP1ivx7744ou55JJL1ji+cOFCkslkP3U4eFw/y7bLfsu0jgexMHhOkpc2mc/bY+ZiLO1vIyIiI8PmrX9mh6ULCXF4eKuv0VW3VbVLEhEREREREZFhqlAocMIJJ5BOp2loaKh2OQMT2Dz//PPMnj2bUqlEXV0dCxcu5OCDD2bhwoWceuqpq618Adhjjz3Yd999ufzyy0mn05x11lk88sgjbLrpplx33XW4rsshhxzCY489xoUXXsi9997LzJkzufHGG2lsbFxrDWtbYTNlyhSWXziZ5milv1seNHnLULACJvo+AK9G43ROPov/ChdRtLwqV9c/okT5atNXubz7cioM33+r/1SLfamn4aMW+6rFnqD2+ppeLnNUNsccezOuirfxYCIKlrVR59qpVOT65UuIADc1jebYbJFEFfd38+w49+3wI/Z//gu4YW2MLK3FnqA2+1JPw0ct9lWLPUFt9lWLPUFt9lWLPUFt9lWLPUFt9qWeho9a7KsWe4La7KujEmWTy5YMmcBmQPbn3XrrrfnnP/9JOp3mt7/9LaeccgoPPfTQet23sbGRhQsXrnZs7ty5XHnllfzyl7/kzTff5JVXXuH000/n0ksv5aqrrlrreWKxGLFYbI3jbljCDYfvE2BNvW9LHYfGMGR6pQRvXs0djsMf6lL8rj7FYtetbpH9pEKFMuV133CYqcW+1NPwUYt91WJPMLz7SoYhB+UKzM/m2KGy8mduJ99Lw79iUa4Z1chj8fh6BzdbVCqclM5yaD5PBPhzMsHHc2kagmDAetgQPb9b1MYvqivVYk9Qm32pp+GjFvuqxZ6gNvuqxZ6gNvuqxZ6gNvuqxZ6gNvtST8NHLfZViz1BbfXlDrE9cQcksIlGo2y55ZYA7Lbbbjz55JP88Ic/5JOf/CSVSoXu7u7VRqK1tLQwYcKEtZ7rlltuoampiSOOOIKjjjqKI488Etd1OeaYY7jooosGovxhYVIQEACvRBNsGkYY62f5bDrDZ9MZnozHuKOujr+kEpSGwX49IiJSA4xhu0qFo7M5DsoVSPWufPGAvyVTTEt9lMnt97JTucINK9p4Kh7jJ02NPJ14n7m3xjC7VOLkdJaPFt/7JfCJeIyoMWzmD42wRkRERERERESkvwxIYPOfwjCkXC6z22674bou999/P/PnzwfglVdeYfHixcyePXuN+7W1tXHppZfy8MMPAz174nhez9gvz/MIhsgra6vFATb3Dffs8EO2fulsDB5bVTx2L5XZvVTmax0Wd9eluKM+xb/XstpIRETkw4gYwxTPZ49SifnZHDMq743mfMuN8EgiwaggYK9SyF+3PpGJ7Q/yihuyqecxs1Tm5ytaeSwe5yejGnku3vNzyjWGg3N5Tk5nmd77Mz8EHkwmWOJE2LdQYMoI//kvIiIiIiIiIrWp3wObCy64gIMOOoipU6eSzWZZuHAhDz74IIsWLaKxsZHTTjuN888/n9GjR9PQ0MA555zD7NmzmTVr1hrnOvfcc/nSl77EpEmTAJgzZw633norBxxwADfccANz5szp7/KHJWNH2NwPcUOPjAVvu1HGBQETgoBPZnN8Mpvjt/UpvtU8mnAj9w0QEZGRqy7sCVk2q3hs7vls5nls5nlM8XxWHcJZtuCBZJIO22aPYolPZbJAz4xbANey2NrzKAGvuC6bex6zSyVmLy/xUCLOi7Eox2ZzjAl6liMXLIu7U0lCYF6hwNywevvViIiIiIiIiIgMtH4PbFpbWzn55JNZvnw5jY2N7LjjjixatIj9998fgKuvvhrbtpk/fz7lcpl58+Zx7bXXrnGeRYsW8frrr3Prrbf2HTv77LN56qmn2HPPPdljjz345je/2d/lD3sNBnbs3S/gnYhD1raZUfE4OpsnERq+PrYZX6GNSM0Y7/t8u62DuDH8rLGBvyYTG72hu4wcljF8tFjiwHyeutDgmpVvEOG9911jqDNhX4CyNgXL4nXX5V/xGGN9n30LReLmg4OVOLC151EE3nRdtvA89i6W2Lt39FmL47AolWS873NELk9t7MwmIiIiIiIiIvLB+j2wufnmmz/w+ng8zjXXXMM111zzgbebN28e8+bNW+1YMpnktttu+9A1jhTT/AAIKAIucEi+QMwYvjJuDJ6e0BUZ9nYrlriqtZ3m3s3RftTazktRl582NfLXZAKj73P5D5HecWOfTmfZyvPWfYdVtDoO77gR2h2HsgWOgfowZBPPZ7rn9b1YYEMk6AlucsCSqEvGtnkxGmWHcpmTMln0FSwiIiIiIiIiI8mg7GEj1ZUAyoAB9isU+WFLG+eNG0PZtqtcmYhsFGM4LpvjKx1duMDLUZc2x2G3UpkZFY8ftrbzSm9wc/86gpumIGBWscRHiiV2L5UIsHjXjfBuJMJiN8K7boTFEZelkQgVW0+fD1epMOTobI6T0lnG9+7/krMs7kklSRmDbQxYYPVcYAG2MX3vx4xhmu+zW6nMQPzkqAO26d3/Zo9SeQAeQURERERERERk6FNgM0LEgErv217FEte0tHHO+LEUFdqIbJBmP+D0dJpdSmWejMf5Y12KV2PRQXv8aGi4sKOTo3J5ABYlE0SNYd9iCQ942XWZ4vtsXfG4urWdV12X60c18rdkT42uCdmx1BPQzC6WmFGprPEE/DTfX+NxQ3rGVK0Mc951I7zruizufT+v/0uGpDF+wKcyWY7NZKnvHVPW6jjck0oywfc5UuPGRERERERERESGDAU2I0gU8ICSZbFnqcz1K1r5/IRx5PREq4wQsTBkTrHEv2NRVkQ27L+/hiDk1HSGEzNZEr1PfG9b8Tglk+VV1+WP9SnuTiVp28Dzbohxvs/Vre3sWK4QAD9rbGBuPs8Wfs+KCRfYxvPw6dnQfbLfM6rqqtZ23nAzpDqv4oHsm331r/RK1OXFaJQQmOj7BBZgLOLG0BSGbOL71BnDJkHAJkHAHqy5AqLDtlniRlgcibDYdXkl6vJcLEZHxBmwz4e8v+nlCidkshyWy7MyTnzDjfC3RIJtyhVO1rgxEREREREREZEhR4HNCOPSs9l0wbLYpVzhpuWtfG7CWNKOnlSV2jatN7jYunfs0lPxGHenkixKJcl8wNd/Igw5MZPl1HSGhrAn6PhXLMobboTpFa/nzfP4cmc353V280Q8zp31Ke5PJvp1BdvOpTJXt7YxJghJ2zY/b6jn1Mx7Na0qQs++ID3BTYRJfsAWXgW8fwE94cqT8Thpx6YpCNilXOlbsbM2HvCu49DlOORti8CyiIY9m9FP8ANGhyHNYUhzucJO5dX3MVnmODwfj/FcLMpzsRgvRd21jmNMhCETfZ+JftB76VMfGh5Kxvl7IkGo/XjWKWIM++cLHJfJsWv5vVDtmViUf8ZizCoWOTWTrWKFIiIiIiIiIiLyQRTYjEARekKbvGWxXaXCLctbOX2TcXQotJEadWAuz8XtnaR6w8qkMcwslZlZKnNBRxcPJxPclUryUDKB6c0SXBMyP5PljO40zWEIwKuuy0PJOHPzBY7qDSaKwPNRl4QxbOn5fKRU4iOlEgXL4oFkgscTcZ6Ox1kScWAjQ4djMlku6N2v5lXX5dFEnLO706zrO7YnuPHxgedjSazmw3k9u4gZpSwHFArrvReJC0wJAqb07n2yqgBYYdu0RRyyto1vWUSNYXwQMM3zmRgETMwXmJcvAD3hz2tRl5ejUerDkEm+zyZ+wKjez/EavWdzLHMcbm+o43f1dfp/ai3G+z7HZHPMz+YYE/R8Hj3gwWSC5U6EucUCn1FQIyIiIiIiIiIy5CmwGaEcIGEMWctiK8/jluUtfHf0KP6RiOPrlexSI6Kh4SudXXwymwPgyViMN90IB+QLvOO6jApDpvk++xaK7FsokrcsHkzVMa18D79reYcJQc9eLu9EItybSvKRQpHT06s/8Z0AduhdtdNpWyx2XSb4AROCgEPzBQ7tDSpWOA5PxWM8HY/zVDzG225kjQDHMoZxQcCmns80z2NTz2frSqVvE/b7kgkcY/j0Bj75HgG28ULuHn8wh6z4PW645h41G8sBJoQhEyprBi6dltW3v03CGCb7PmODkG0rHtv2fs5WlbZtlkUc2h2HnG1TF4bsVC4zMQj4Yleaz3eluS+V5DcNdTwTizFoM72MYcdyhcYw5B/x2FpXCA06Y9izVOa4TJZ9CsW+H+YtjsNfUgnqgpD9CkVSZs0VWCIiIiIiIiIiMjQpsBnBbKDOGDK2xWaez/UtbWRsi78mk/wlmeDRRIKKrfBGhqcpvSPQZlQ8QmBhQz3bl0p8snf016hKzwqZFY7NikiETfyA8UHAIbks5H4F9Dz5/ce6FLuUSpyezqzzMUeHhtG9K28WOw4tkQgNJmTzirdGgNPu2L0rbyJM8Tym+T5TPX+N/WUAQuCWxno+li+yld9/YctAG20Mo1cJZkLgnYhDayRC0bLotm0sIBEaGsKACUHIFhWPGbx3n4Ce/XiiGDbzfA7OFzg4X+A11+W3DU1E6osDVr9tDHMLRU5NZ9ix9981b1n8NZngnroUjw5iwN0QhGxdqbBN79vOpQpTV/laeDIe48VolO3LZU7I5LQ/jYiIiIiIiIjIMKTAZoSzgPrQ8IrrMjbo2YviiFyeI3J58pbF35MJ/pJM8Ld+3o9DZCDN6x2BVmcMnbbN/zbUc3ImS9Naxm5NCEImBBUM8I7j0BWJMiUymbsi7WxWLvDZdGajnvyeGgRM7R0hlgNejrrkbZuGsCeUGBOEfWPCVuUBS9wISyIR0raNb/UEHUdnczSuZb+a4cQGpvkB0/w1R6u9H4ee/XgAWhybNsdhS89nK8/jgo42ws7PM8uCvG2Rsy3ytk3e6r20bXK2Rafj8M9YjBdj0fUKWGJhyOG5PKeks0zrDUXKQJfjrBa8ZWyLvyST/DmV5B+JOMF/nNs1hs369jmqML3isWXFw8HQ4Th02A7tEbvn/b43m5wN49PPclpXB1tVimxTqTB5LZ+zvGVxbypJ2YK5hRK7l8pr3EZERERERERERIYPBTaCRc8ToiHwuhshY9tM9gPGBQEH5gscmC9QsiyeicXwLYgaQ+w/3qIGYsZQtCx+3VDHwoZ6BTwy6KKh4b86uziudwTa07EYr0UjnN2dXud+LRYwLQiYaAx3b/sNjv/XGbhh/zwBXsd7Y9OgZ9+bf0ddMrZNwbLI2DY2kDIhY3sDjc28Ur88di0ZH4SMD0IqwItRl9GBYZPAp9lA89q3wFlN0bL4VyzKU71j6Z6PxVZbRdgQBByXyXFCJtu3b1HatrkrlaQ+DHtG6UUcOh2HqZ5PcxhyVC7PUbk8HbbNX1JJlkccplc8tqp4bOp5uO9TS89eM2uOhXvP1cz6jyNLIg5vuC6djgMGRoUBh+by7/sYIiIiIiIiIiIyvCiwkT42sKXX82pyQ8/oonbHYRM/YGIQ8JHSup9AbgTO7UpzUjrLTU0N3FZfr7FqMig2q3h8t629b2+UW+vr2L5c5rhsvsqVrSkBa93DRdZPFNiu4uFZMe7d7goa3/wmvqngWxYBYCwLQ08IZxtoCEM29zxGhSGzSmVm9a5EKVvwfCzGU/EYdWHIUdk8yd6RdMsch3tTSTb1PD6ZzeH0PvbKFUIGeDMSIePYbNob3qzcK2lVGdviVTdKS8ShYllEQ8OYMMAHPMvCYGFjcA0kTEhDGDIqMESiE3jSTpO2DY4xjApDtqp4fKxY0rgzEREREREREZEapcBG1spi9dFFSyIOb7kuOdvCAizT80SohcEBHAMOhoYwZHwQMC4I+WpnN59OZ7m+qYHf1dcN2l4PMrLYxvCpTJYvdHUTM9Bl29zaWM9J6Syj1jICTWqIZVGMjmHfsrfO1VABPQFLe8QhYgzTekOWmaUyM1cZJfZy1OXReJydSmVOyWTfNxyxgM19H/yekXWv9f7/mLYduh0bMDQEIVM9n53KZdwNWKyVt+P8ZcZ3OPhfZ+CGWmklIiIiIiIiIjJSKLCR9TLZD9a6h8L7eSsSob43vLmoo4vPpDNc39TInXWpNfZ5ENlYUz2Pb7d1sEvvhvCPxOO86zqc3bXuEWgysjj0BCyb9+5JEwJvRyK0OQ4Ohqxt85brslehwGcy2Q06tw1s5fXfiqlov51JRERERERERESGEwU2MiA28/2ekUFuhFFByGQ/4FvtnZzWneEnoxpZlEqCghvZSJYxnJDJ8sWuNAljyFkWtzbUs3++wJz1GN0nYgOb+j6b9gY4AHsX9bUjIiIiIiIiIiLVo8BGBowFbO71BDevuxHGBQGb+j7fa+tgesXjx6MaFdrIBpvseXyrvbNvjNXj8Rhvui6fTWe0+bqIiIiIiIiIiIgMW5oaJAPOArb0fOpCw5uRnozwjHSGL3V2Q+8G3yLrYhnDcZks/7d0BTNLZQqWxU+bGhjlB5yQzSmsERERERERERERkWFNK2xk0Nj07CGRtSzqjeHTmSwuhu+OHqWVNvKBJnseF7d3smfvqpon4zFedqOc1q1VNSIiIiIiIiIiIlIbFNjIoKvv3XOkzhhOzORwDXy7eRRGoY38h4gxnJzOclZ3mrgxFC2LXzTUs1ehwEmlDdsYXkREREREREREZLD4IZSMi2cMBjBYGCxCLMDCAHEqxC2vypXKUKLARqqizhgKlkXcGI7N5nCN4eIxowkV2tQcq/eH0oauotq2XOaS9k62qfT80HoiHuMV1+XUdIZo/5cpIiIiIiIiIiLyoYXG4pLKifzyCQfD9R94W4eA3axX2dt5jr3tf7Gt9Q62pS0kRjIFNlI1SWMoWBA38IlcnogxfGNsc8+mN1ITPloocnF7JzaG+1JJ/pxK8s9Y7ANXUyXCkLO70pyYyeIA3bbNrxrq2C9X4OTekWgiIiIiIiIiIiJDjTFwof8ZfhV8fL1uH+DwDzODf/gzuJJPMoY0e9nPsbfzHHvZz9FsacLMSKPARqoqaaAIRIHD8gUiwMVjJ1a5qvVnG8Mx2RwnpbP4FiyNRFgaibDEjbCk9/2lboScbVe7VKCn3p3KZebmi2zpeUSMwQYcAzY979sGnN73l0ciXNfUyEuxDVvTEgtDzu/q5oRMru/YCZkcJ2RytDgO9/aGN8/FoqutvPloocjXOzqZ5AcA/DmZoGBZfK47w9D4DIqIiIiIiIiIiKzJGLjEP5lfBR/HIuTELQ0vvvUOpaBnBNrKMWirjkczWIyysnhEeNVMpp1Gfhfuxe/CvbAI2d56m4/YL7KltZQt7aVsYS2jwSpWt1EZUApspOoSQIme/6wOyheImeXkGv0qV7Vu25fLfL29i+0qlb5jW3hrrztt2yyJuATevbiRkPIgriKKhoY9SyXm5gvsWyjSHIbrfd9tKh57F4r8oS7Fj0Y10R5x1nmfrcsVvtvWwZZezyiz2+tSTAgCGsKQLSoe44OAkzJZTspkWRpxWJRK8vdEgmOyOQ7OFwBYGnH4YyrFJ3J5JgTBxjUuIiIiIiIiIiIyCIyB7/gn8PPgQAC+GPk9m409nNvf2ozyusYJ9U5Ai+Azw3qbBgq008gbZhLPm815Pth8tZuPo6svvNnSWsYW1jJ2sN+k0SoMRGsyyBTYyJAQ573QZm4hT9dr3+Yiu52sHVK0bAq2RdGyKNh276XFm67Lu6476LU2BAFf7EpzdDaHDWQsi9sa6tm6XOkb5xY1hoYwZLwfMDoMaQxDGitlWPK/3OFEuG5UA3+sSxEM0J49dWHIXoUicwtF9ioUSZn3Zl9mbItH4wkKtkUqDPt+ZPRcGizT855lwSTfZ5uKxydyeeblC9zY1MCtDfWU17JiyDKGkzNZvtjZjQu0OTa/qq/nhEyWMb0hkQ+85Lp4tsUWFY9JfsBn0lk+k+5Z3hkAt9fXMc73OTOd0XQ8EREREREREREZ8r7vH8MNwaEAnOv8ll+ZeXxtA8/hE+Els2nfx6NJs5m1grhVoWDiLDXNtDKaVkbRGo7iUbbvu20dBb7j3sRhzuP90I1UkwIbGTLiQAWoYDGq8CaHr8d97k0m+OmoRl6Lbvg29JM8n0NzeXwLno3HeDEaXWsQsZJlDEfk8pzX2c3o3gDi7lSSEnBqOsPa1p54wFLHpt1xCO0o2wRRNvG6uLS9k890Z7h2VCN/TiU/cE+XdTKGCUHAjuUKO5bK7Fgus325wqpRVovj8HgiTtGCLSse+xUK6/3N321Z5BybyX5PUHVMJsf3RzexKJXsC6jG+R4XtbUyq3ePmb8mEqRtm3O606uFLhFgRu/KGw/4d9TFx2Jzz+ONqMs/4jGOy+SoN9pcTUREREREREREhr4f+0fy4+ATAHwhcgf/6+9P1qmj56XJG6+TRjpNY98KHIuQibQzweqkjiIWhgIxlpqxLGMM53hf4LFwWy6K3Erc8j5kV1ItCmxkSIkCBdvl5YnH0tb5eyDAXrnPCuAag2sgGYZs43kcUChyQKHIfckEP21q5NV17LViGcOcYonjMln2KpZW2xfFA/4di/JMPMY/YzGejcfocnpimOmVChe2d7FruSeQeN11uT+ZYH4ux5jg/UeMucCkIGRSEOLZDn/e4Uq2felsxvgVNvV9rmjr4LPdGX48qpEHk4nV9nN5P4kwZLtyhR3LFXYol9mxXGHcWsaGvelGeDoWA3rGtx2ey2/UipUmY2jyA5Y5DjFjmBgEfK+tgxMyOX7QPI6JXf/gV0sX0xiGFC2LWxobODCXY3P/g38oucC2lZ4fHhVggh9welobqYmIiIiIiIiIyPBwg38IV/nHAvB55/f82t+XdhqJ0f8vRjbYLGMMy8yYNa6bQDstjGZhsB/PhFtxjfsjtrCX93sNMvAU2MiQ42Lz1tgDOHjZb3HD0vveLm1ZtEQibOl57F8osn+hyAPJBNc1NfLyfwQ3DUHIkbkcx2ZyTPPf22fm0XiciDFs7nuMCUJ2KlfYqVwBeoKDtyMR3oq67FUoEgEKlsWvGurYqVTmc+nMBvcW2lGm+uCEIa+5ETbxA6Z7Hj9ubee5WJTrmxopWBbNQcCYIGBMEPZeBozu/bg5CNZYzeMDr0Zd3nJdipZF0hh2KFc4Jpff4Brfz8QgwNATBE30A3Ytl/nFsneBnwDwQtTlyXiM07vTbOiguigwXnvViIiIiIiIiIjIMPFz/wD+xz8RgDOcO/ldsBetjKpKLSsYQ4oCDoaXzTQOq1zGZe7NfMJ5pCr1yMZTYCPDVqMxNHoeGctieSTCVp7H3N59W/7au+ImAI7LZDkkXyDRO2YrY1vcm0wSAh8vFGkOQ0JgccRhRcQBLMb5AZv6ft8bwF+SCTocm5PT2Q0OJP6TDWzl+T1Bi+syxffZsVzhmpa29bp/i+PwYixKl23jYJjgB2xbqfStWBkoFrC55+MBb7gRtvB8DBa/amhkernAqZncgD6+iIiIiIiIiIhItS3053Kx/2kAPuPczd3hniynuao15UkChk1oZzljOM9bwGPhtlwS+X8krEpVa5P1p8BGhr0GY2jwPLKWxbLeFTf7ForsWyiudrtXoi6Px+NM9TyOzOVX++K3gal+wNRVxnh12BaLXZesbfOOG2H/fJEJ/bwKJAJM9zw8eoKbUWFAzrbptB2ytk3JgsCyMICNIRYaEgYm+T77FoobNeKsP7jAFp5PpxPnn1tdxLzXv0Wzr//4RURERERERESkdpWMy/XBofzAnw/ASc693B/swhLGVbmylSyWM4YJdNDCKG4L9uXZcCuucX/IdHtptYuT9aDARmpGvTFs7XlkLVgWcdnS8wiBvyYTtDgR5hQLnJJZ/z1SmkNDc7k3hCh+8G0/LJee4MYHUqFhM+Ov6y5DQr2BbGIyDWH/z+UUEREREREREREZCoyBReFMLvM/xbumJ5w53rmfR4NteYdNqlzdmlbQTJIiLgGvmckcXvk2l0Z+zjHOQ+uzhbZUkQIbqTn1hr7g5rlYjI8WSyTN8AgUIkBkmNQqIiIiIiIiIiJS614NJ3GJfwqPhNsDMIEOjnYe4q5gFm8xscrVvb8CCVYdkfYV/3PcH+7C/7g302yt/4vaZXApsJGaVW9gTqlc7TJERERERERERERkmOk2Ka72j+Z/g/0IcIhS4QTnAZaEY/hJ8Amo2mYFG6JnRNp4OuigkUXhHjxdns4V7g3Mdf5Z7eJkLRTYiIiIiIiIiIiIiIgAgbFYGHyc7/vH0EU9APvbTzGBDn4VzKVMtMoVbrgWmolRZjRZWhnFZ7yvcGL4Fy6M/JKkpRe8DyUKbERERERERERERERkxPtXuDlf9U7nZTMNgOnWu+xvP8Udwce4j5lVru7DKROjlRiTaWUJ4/hlsB+PhNtztXsNu9hvVLs86WVXuwARERERERERERERkWoJjMVP/COYX7mYl800Gsnxeef31Js81wSfYDnN1S6x3yxhHHXkGUWWt80Ejq5czPe9+XjGqXZpglbYiIiIiIiIiIiIiMgI9W44hvO9z/Ok2QaAg+wnSFLip8HhhDW63iFHCjBMoYV3Gc+Pgvk8GO7M1e61bGEvr3Z5I1ptfsWJiIiIiIiIiIiIiHyA3wdzOLjyXZ4021BHgXOd3/JiOI3/C/eu2bDmPRbvMp7RZEhR5DmzBUdWLuUf4dbVLmxEq/WvOhERERERERERERGRPmmT5AuVBZzrLSBLkt2sVznWeZCfBEeymAnVLm9QddJAgRgT6CRLipMqF3BfsGu1yxqxFNiIiIiIiIiIiIiIyIjwRLgNB5e/wx/DOTgEfNb5E8YYfhYcjD9CdxAx2KxgNGPopkyUz3nnc5u/d7XLGpFG5legiIiIiIiIiIiIiIwYBRPjJ/6RXBcchsFmmrWCI+xH+FlwEDmS1S5vSGiniWbSdNDIV/zP0UEDZzp3YlnVrmzkUGAjIiIiIiIiIiIiIjXp3XAsvwj25zfBvmRIAXCk/XdKJsqPgvlVrm7o6aCRUWToooHL/eNpN41cGPkltmWqXdqIoMBGRERERERERERERGqGMfBouB23BPO4P9wV07szyDRrBUc6D3Obvy/Laa5ylUNXFw00kCNDHTcHB9Np6rnCvaHaZY0ICmxEREREREREREREZNgrmBh3BB/l/wXzeM1M7ju+l/Uc0+13eTyYwQ/9o6tY4fCRoY4URUpE+V24F11ePT+0f1rtsmqeAhsRERERERERERERGbY6TD3X+4fx61XGnqUocoj9OBECFoW78/dgxypXOfzkSRCjjEPIg+HOnFL+Msd61a6qtimwEREREREREREREZFhxzMOtwb78wN/fl9Qs6m1grn2MywNx3BHuBe+ngL/UMrEiOCTpMQ/wy1pf8lwiInSSKnapdUkfbWKiIiIiIiIiIiIyLDyYLAj3/JP4g0zCYBtrbf5qP08jwTb8bPg4CpXV1t8IvjYpCixJB/ny84ZXB+5Ctsy1S6t5tjVLkBEREREREREREREZH28GU7gM5Uv82nvv3nDTKKZNAuc3xExPjcEh/Eim1e7xBpl49kujmW4L9iVK/1jq11QTdIKGxEREREREREREREZ0jImwY/9T/Dz4EA8IkTw+aTzV7rCOq4NjsBobcKAsyyb4zcP+d/XHa4LjmALexlHO3+vdlk1RYGNiIiIiIiIiIiIiAxJxsBvg49xuX887TQCsLf9Tza3lvObYF8KxKtc4ciy+1jDH94okjUJLvBOZ6rVyh72K9Uuq2YodhQRERERERERERGRIen/wr34L/9M2mlkc2sZC5zf8YaZyC3BQQprqqRsxaknj0eEz1XOZ3E4rtol1QwFNiIiIiIiIiIiIiIy5Cw3o7nEOxmA4537GUs31wSfYIlRQFBNlgVZUtSTp4t6PuN9mYxJVLusmqDARkRERERERERERESGFGPgq97pZEmxk/U6LwdTeMJsW+2yZBVZUiQp8rqZzNneF/CN4oYPS59BERERERERERERERlSfh3sy9/CnYhRYQ/7ZZ5lerVLkrUoEMfF42/hTnzLP6na5Qx7CmxEREREREREREREZMh4NxzDt/1PAfAZ5x5+ERxQ5Yrk/VmEvTHD/wvmcau/X5XrGd4i1S5ARERERERERESklhkD3dTRYkbRappopYkkZbayljLNWkHUCqpdosiQERqLr/pnkCfBTOtlHg62p0y02mXJBwhwiFOiRJyL/VOYZrXwMef5apc1LCmwERERERERERER6QfGwJ/CWTwdTqfFjOp7a6OJCu5a7xPBZ5rVwpbWUraylrKVvZQtrKVsYS0nYVUGuQOR6vvfYD8eDbcnQYkd7Tf5WXBwtUuS9VAiTh0FciQ5yzuX31iXsr39TrXLGnYU2IiIiIiIiIiIiHxIraaRr3pn8Ndwl/e9zSiyjLe6GE2GNHW8bcaTJ8EbZhJvmEksAuhdbGMR0kSeBitPAwUarAKNq33cc2mwqBChgkvFRPre9+h53zMOUcsnQZkkZRJWz+Wq79eZCoEZlE+TyAd6OxzPd/zjAfiM82duCA6tckWyIXIkaSRHmjo+Xfkqv4t+kyl2W7XLGlYU2IiIiIiIiIiIiHwIfw525wLvs3RRT5QKhzuP4huHEAuPCAUTJ21StFtNvGUm8DJTAYhSYQuWMsZKE7cq+DhkTJIlZhxd1Pe8mfqeBxngQGXK84Ztwwlsw9sD+0Ai7yMwFv/lfY4icWZZL/JAsDOenr4edtLU0UCedpo4xfsqv41ewmgrW+2yhg19xYuIiIiIiIiIiGyEjElwiXcy/xfuDcAM6232tp/jluDAte+58R+hS4Uob9CzumbV6xwCprKC8VYXMXwilk/EBFiWwQICbAIcPOMQsQIcQmxCHAwWIQA2pvcBLfzea4LezcEDHDwcPBOhjMvbZgLv5pMcwcX8d+RXnOLci21pyY0Mrl/4+/Gk2YYURbax3uXn5sBqlyQbKUOKOgq8aSZyWuXLLIxephGP60mBjYiIiIiIiIiIyAZ6ItyG8ytnsZSx2ISc7NzLK+Fkfhoc/qHPHeCwmAksNhN6DqzMTtaWofRDrhK3A7apD3k5HeUS/xTuD3flSvd6NrE6P/zJRdZDSxGu8uYDcJpzN9cGR1S5IvmwciSIU+ZZsxVne1/gevf7RKyw2mUNeXa1CxARERERERERERku/BAurxzDcZWvs5SxTLVa+IJzB3cEH+Uxs321y9soxrI5c0bIRLuLGBUeDnfggPLl/D6Yg9FCGxlgvrH55esOZaLsZT3HPcEe+FpnUAMsyri4+Nwf7srX/c/o/5P1oMBGRERERERERERkPbwaTuJ7zzvc5B+EwWa+/RDb8RY/CI4mQ121y/tQLAs6rCZCLDahnSwpzvUWcLb3BbrM8O5Nhrab/Xm8k7Oop8Cm1gpeY0q1S5J+YrAxvaMafx3M5Qf+/GqXNOQpsBEREREREREREVmHoolySunLLC9YNJPm/MhtPBzuwD1mVrVL61ceLssZw0TacAi4K5zFvPLl/DXYqdqlSQ1qMw380DsSgFPde1kYfry6BUm/83GJ4QHww2A+C/25Va5oaNPaMhERERERERERkXX4fTCHdhoZHTMcFDzD1f7RmBp+LfQyxhKnxGgytDKKU72vMsVvZU/7JWbZ/2ZP6yWm2O3VLlOGucfDbfFwmZQ03FvegwCn2iXJACgRI0WBPEm+7n+GcVY3+znPVLusIanff6p85zvfYffdd6e+vp5x48Zx5JFH8sorr6x2m1KpxIIFC2hubqauro758+fT0tLSd31nZyeHHXYYdXV17LLLLjz77LOr3X/BggVcddVV/V26iIiIiIiIiIjIGoyBW4IDAfjYhJDbzT41HdasVCJOG6OYQgsRAt414/htsDdf9s5ir8qPmFP6IedXzuQ2f28Wh+PWuT+FMWgPC1nN0+F0ALZoMLzFJlWuRgZSniQN5AmxOds7h0eDbatd0pDU7ytsHnroIRYsWMDuu++O7/t87Wtf44ADDuDf//43qVQKgPPOO4+77rqL22+/ncbGRs4++2yOOuooHnnkEQAuu+wystkszzzzDNdddx2nn346Tz31FACPP/44TzzxBD/60Y/6u3QREREREREREZE1PBpux6tmCklK7Dkuwj1Lql3R4HqX8SQpsr21hAQVuqjjdTOJpYzljnAsd4QfA2AUWRwCAhwC7L63EBsfhxCbGBV2tN5kF/t1drFfYxf7dSZYXVXuUKplZWCzWb3hiTarytXIQMuQopEcaer4lPc1zgl/xzmR3xGxwmqXNmT0e2Dz5z//ebWPf/7znzNu3DiefvppPvaxj5FOp7n55ptZuHAhc+f2zKu75ZZbmDFjBo8//jizZs3ipZde4rjjjmP69OmcccYZ3HDDDQB4nseZZ57JTTfdhONoeZyIiIiIiIiIiAy8latrDnaeJBmZXeVqqqNAgn+arfo+rqPAFtbbJCnRTT2vm0l0Ub/O85SJ8qTZhieDbSDoObYJHezaG97sYr/GdtbbxC1voFqRIaJgYvzbTANg83otvRop0tQxgQ5W0MwPg/k8Em7PD6LXMNnSiEUYhD1s0uk0AKNHjwbg6aefxvM89ttvv77bbLPNNkydOpXHHnuMWbNmsdNOO/HAAw/w2c9+lkWLFrHjjjsCcMUVV7DPPvswc+bMdT5uuVymXC73fZzJZADw7DieXTtLVj07vtplLajFnqA2+1JPw0ct9lWLPUFt9lWLPUFt9lWLPUFt9qWeho9a7KsWe4La7KsWe4La7KsWe4La6eudcCz3h7sAkLR7nlSO2bX15HJsI/rySPAyW/R9XGdKbGm/RYoiBhsDhNgYLMLeVTahsfBxSFAiNNBmGnnLTGA5zdwVNnNXOAsAF58Z9mJ2tt9gZ/tNdrbfYLLVjrWOBRi+sVlsxvF6OJFXwyn8822bRyqn4hmLCi5lXEomSrn3/YpxmWK3Ms95mrnOv6i3ihv8uRtMtfI9tdLTwTYEOEywOmmKNdTU99XGfE8NB/3VVxejGWcyZMMYT5mtObj8Hb4d/TkHRZ7ujzI3iGdHB/0xP4hlzMBNjgzDkMMPP5zu7m4efvhhABYuXMipp566WpgCsMcee7Dvvvty+eWXk06nOeuss3jkkUfYdNNNue6663Bdl0MOOYTHHnuMCy+8kHvvvZeZM2dy44030tjYuMZjX3zxxVxyySVrHF+4cCHJZHJgGhYRERERERERkZpyx1s2D62wmdEUcuYMje3pb+UAFucs3s7BO1mLt3IWOW/NZKbONWxaZ9i03rBpHSQihpaiRUvBoqUIK4oWbSUIzMaN1XIswzZNhp1HG7YfbUgO+Mvc5d4lFne967Brc8gp0/W9NRK1l+AXrzm8k+v5vp09LuSoTUOigzhcq1AocMIJJ5BOp2loaBi8B34fA/pfz4IFC3jhhRf6wpr11djYyMKFC1c7NnfuXK688kp++ctf8uabb/LKK69w+umnc+mll3LVVVetcY4LLriA888/v+/jTCbDlClT2PfFr9AcrWxcQ0OQZ8e5b4cfsf/zX8ANS9Uup1/UYk9Qm32pp+GjFvuqxZ6gNvuqxZ6gNvuqxZ6gNvtST8NHLfZViz1BbfZViz1BbfZViz1BbfSVNXG+VrwKSPCR3H1846n9+dbMkG88ZVMOa2e/jZhthk5fJmQLp52xdGGZkE5Tz5tmE3JehBe6LF5Yx3Y3Ccpsbi1not1FOH4noq3PYpsAi5WvWbfAgtDYBFh0mxTLTDPvmrG82GXxYhdE3vD5iP0SB0ae4uPOs4y2cgPe9vqohe+pVd1ROhfYka0yjwCzh8bXXz8ZUt9T/Wgg+jIGJtsdLA1H8VirTWvbCq6OXc8M+91+Of+6dFSG1gqbAQtszj77bP70pz/xt7/9jcmTJ/cdnzBhApVKhe7ubpqamvqOt7S0MGHChLWe65ZbbqGpqYkjjjiCo446iiOPPBLXdTnmmGO46KKL1nqfWCxGLBZb47gblnDD2glsVurpa/j/R72qWuwJarMv9TR81GJftdgT1GZftdgT1GZftdgT1GZf6mn4qMW+arEnqM2+arEnqM2+arEnGN59/cHfmzwJtrCW8oi/DWWn5wnKcmhRDmrnSdiVhkZfDm8wnjcY33ckSZGtrcU0kKeCyxIzlhJRNreWs4nVQZwKIRZZk2KpaeZ1M5HXmcYV0wK+0rLrevW0CW1Msjpop5G3zSb8LdyBv1V2wOFktrfeYif7TXaw3mQn+w22sJbhWNUbdTWcv6dWCo3Fs2HPSD3f9GxfMTS+/vpXLfYE/d/XEppJUSBCyBtmIkeXLuRrkYWc4ty7zlGIH5YbDq3VXf0e2BhjOOecc/jd737Hgw8+yGabbbba9bvtthuu63L//fczf/58AF555RUWL17M7NlrbtrW1tbGpZde2rdKJwgCPK9n0zHP8wiCoL9bEBERERERERGRES40Fv8vmAfAvvY/uSk4hBi1tR/FcFEgwQtm81WOGMbSzXNmc54x09d6nw39t1rOWJabsQCMp5MpViudNPCmmci/zJb8K9iy77ZJSmxvvcUO9lvsaL/BTtabTLNaBvyJ5VryuplIhhRJSizp/bzLyJYnCRgm0cZSxnKx/2neMBO5NPLzEfW91e+BzYIFC1i4cCF/+MMfqK+vZ8WKFUDPmLNEIkFjYyOnnXYa559/PqNHj6ahoYFzzjmH2bNnM2vWrDXOd+655/KlL32JSZMmATBnzhxuvfVWDjjgAG644QbmzJnT3y2IiIiIiIiIiMgI99dwZ942E2ggz1vh2qfCSLVYtDFqwM7ewmhazGgAxtLVs6KGkDQp3jQTKRDnH2YG/whmQO9ryfe2/8kP3GsZNUTGpw11T4c9QdtO1hu8yFZVrkaGDouljGUsXbTTyK3BATSS58vu7dUubNDY/X3C6667jnQ6zT777MMmm2zS9/ab3/ym7zZXX301hx56KPPnz+djH/sYEyZM4I477ljjXIsWLeL111/n85//fN+xs88+m80335w999yTSqXCN7/5zf5uQURERERERERERrhbggMBONR5jL+aXapcjVRLG6N43GzHI2YHXjCb42MzncXMtl7gI9YLzLDewcXnoXBnDi1fxgvhptUueVh4qjewmWK1UcatcjUy1LQxihg925r8JPgEN/oHV7miwTMgI9HWJR6Pc80113DNNdd84O3mzZvHvHnzVjuWTCa57bbbPlSNIiIiIiIiIiIi7+fVcBIPhztgExIYm7D/X/Msw1SFKK8ylVUnrsUpU0+BpYxlfuVi/se9mfnO36tX5DDw3ii7obV/iAwdJeKkKJInwWX+p2gkz7GRh6pd1oDTTxsREREREREREZFVrFxd83H7ae4J96xyNTLUlYjRSQMT6KBMlC95Z3GR92kqxql2aUNSu2ngLbMJFiHtpqna5cgQlidBPXkA/ts/nXuC3atc0cBTYCMiIiIiIiIiItKr26T4XfBRoGdcU4ZUlSuS4WIFzYylC4BfBAdwQuXrtCqQWMMzYc+eNdOtJTxntqhyNTLUZUnRQI4Qmy96Z/P3YPtqlzSgFNiIiIiIiIiIiIj0+lUwlxIxZlhv89dg52qXI8NMG6NIUSBJiafM1hxSvqxvvxbp8XTv52Nr613aaaxyNTIcZKijiSwVXD7nnc8z4ZbVLmnAKLAREREREREREREBfGNzq78/AHPsF3iLiVWuSIajPElKuIyhmzZGcVzl6/zC35/12Pp7RFgZ2KSsUpUrkeGkm3qayFIgzqmVr/ByOKXaJQ0IBTYiIiIiIiIiIiLAonB3ljGGZtK8Ek6tdjkyjIU4tNPEBDrwiXCRfyqHVi7jp/6hvBuOqXZ5VVM2EZ4zmwGQNYkqVyPDzcrQJk0dJ1X+m8XhuGqX1O8U2IiIiIiIiIiIiAC3+AcCcIjzBA+b2t4nQQbHCpppppsIPi+azfiufwJ7VX7EkeVLuMk/iBVmVLVLHFQvmM2oEGUMaV6p0RUSMrC6qaeRHG2M4kTva7wWTqp2Sf1KgY2IiIiIiIiIiIx4z4eb8ZTZmgg+ORPH6Gkz6ScdNBHBZ2frNbax3sEi5J9mK77tn8Ts8o85tvwNfuHvT5tpqHapA27lOLSd7Nd5ndp6ol0GT5o66snzrhnHQZXvcKn3KdImWe2y+oV+8oiIiIiIiIiIyIi21DTzXf94AObZT/LncI8qVyS1pkScf5qteNlMo44iu1ivMt16F4PNP8wMLvJPZc/ytVzsnUzBxKpd7oB5OtwKgLFWt0JR+VCypJjKCnwi/Cw4mLnlq/iVvy+Bsapd2oei7woRERERERERERmR3gwn8BXvdPYuX80j4fY4BIyzuikQr3ZpUsOypHjWTOdVM4VGsuxqvcoW1lJCbH4eHMhBle/wj3DrapfZ74yBp3v78kykytVILVjMBEaTZgIddNDIBf7pHF75Nk/1ruQajvSdISIiIiIiIiIiI8q/w6lc6x/B3eGehL2vZ55tvcjO9mv8MtivytXJSJKmnmdMPQCjyADwjpnAJyvf4NPOIr4S+Q0Jq1LNEvvNYjOOdhqJ4rHEjK12OVIjOmkEYCor6KCRF81mHF25mMPtR7jA/RWbWJ1VrnDDKLAREREREREREZER4elwK671j+D+cNe+Y3PtZ9jMWs49wZ48FmxXxepkpOuiATBMZQWLmcAtwUE8EO7Cle717GG/Uu3yPrSnTM/qmu2tt3jebF7laqTWLGYCNgFbWkt4w0zkj+Ec7ivvxoLIHzjduYuY5Ve7xPWiwEZEREREREaUVtPEu2YsZeNSIUIFF49Iz/t9xyLEqbClvYytrKWMtrLVLltERD6E58LN+I5/Ao+FPYGMTciB9j8Yb3VxZ/ARHmDXdZxBZLBYLGYCjWSxMauttjkv+odqF/ehrNy/ZnNrOc/8f/buOzyKqnvg+PfObhrpPSQhkNA70qvSFERBEbCAioVXf/aKHSs2fBFeEbAXFBSwgNIsCCqC9N5L6JBCQnrZnbm/PxIWQg0Q2CScz/PkyZY7c8+Z3ZSdM/deXXGnrBLll4WNbToWP3IJJos9RPJf501MMzvwtsfHtDC2ujvEM5KCjRBCCCGEEKLSStd+rLESWKMTWGMlsNaK5yChZ72fUDKobeylttpHbbWPWmofdYy9hJKJqtjrmgohRKU33WzHUMe9FOKJB06uNRbiRx7TrQ5k4ufu8IQ4qQz8AU11DrLryGib/OZcl+nuyM7d8uJ1RWyYbo5EVHbZVCGbKkRxiDy82KZj6V/4ErfZfmeofTL+Ks/dIZ6SFGyEEEIIIYQQ5ZpD21iuazPfbMZ6XQMPnPhQiDcF+KhCfCgouq+KvufjyTornjU6gT064oT9GVjEqFR8KMCOiQdO7JhFX8rEhoUNk2xdhf06lH2Ec4hADlmB/EvJqXKqcoiutpV0N1bQzliPt3JcrMMihBDiDLSG/5k3MNrZHyia+iyCdH6yOpCLt5ujE6I0FLtKjLaJZMx6DR69ecyYWqEuGsnQVdiiYwFIL16zR4gLrehCLU0NdYCduioTzKv4zWzBcI/P6GZb6e7wTkoKNkIIIYQQQohy54AO4U+zCfOtZvxjNSKLKue8r3h1gLpqDwHk4MBGsg5mg67OHsKB48506OO31oSTRrRKI4AcFJCLF0k6mL2Ec4BQJprdmWh2pwr5dDTW0t1YQRfbSsJVBb4EVgghKrh87cHTjnuYbnUA4Dbbr6w0a8nUZ6JCOjLapoZKYqeO5D1HX7YbUfzX40N8VKG7wyuVlVYtNAY11EFZv0ZcZIqduiqBZOOBkwOEcrdjKNeai3jJ40sM8t0dYAlSsBFCCCGEEEK4nakVWzMUbxcO4G+zIZt1XInnQ8mgrbEBX5VHhvZDoQGFBVgYaBQWBiYGNizCOYyJQYoOZKOuzhzd+hwjU6QQQooOOe5xTRgZVFWH8KaQnTqKFIL51WrFr1YrlNOimdpOF/sayIYCbcfjHCMQQghxdg5pf+4pfJzlui52nDxgm8YUswsHzmFKTCHKD8UBI4Kbq5t8t0Mz02rHrsIoPvYcSVWV5u7gzmhF8XRoDVUiM3U7N0cjLkUZxVNg1uAAe4hghtWOvwsa84j+Gpjh3uCOIQUbIYQQQgghhNtssWL43rycH61OJG+wAVcDRaWYZmo79YzdmNpgg1WdWVYbNIZ7A3ZRpBJEqg4qvq+pwQEi1GHSCGCbjmGlrs1KR21YC/9jPLXVPhqonTQydtLQ2EkDtatcz58thChfFpn1WaVrUUMdJEEdoLpKkmkYT2KrFcNdjqHs0RH4k8O9tp8Zb15HDj7uDk2IMtEuUjNjpwlWIet0PH0KXuNDz1E0N7a5O7TTWqaLCjb+KtfNkYhL3U6qUoU8AsnhAGG8XHg7UrARQgghhBBCXLLStR8/me353uzEGl3T9XgVu6azXkowGaRagSzW9Vlp1nZjpGdDsZOq7NRVAQjhMPEqiULlyQ6jBjlOG5t0HJt0HD9Yl7u2qq4O0kjtpIWxhc7GKuLVwQo1H70Q4uJI0/7c6XiKfLxcjyksYlUqCWo/CeoACeoANdV+Ghq7CFQ5bozWfRaYjbjP8QhZ+BKnkuhl/Mu75o1Y5abYL0TZcChPCtCEcZgUgrm58AXe8viEG2wL3B3aSTm1wSqrFgB52usMrYW48HLxIRcfYknmAOXrPSkFGyGEEEIIIcRJFWob35jd8Fe5XG6sIew81mRxaBvzraZ8b17OXKs5juKPInacXGGsppqRRuMWXXh+WQvyTVtZpeA2aQSRpoPwMjRvtzR5f2kqIVYanjjJw4t9OoyDhLJLR7FLRzHTasur3E6cSqKzsZrOxiraGRtKPS99vvbggA7FQmHHxK5M7JjYsPDAxMbR+xaq+BHjmC8bTgxMbeChTCJJl8KREOXIRLMb+XgRxSFCVBZ7dDhZ+LJHR7BHR/AnzVxtPSnkOttCBtt+oZGxy31BX2QTnV150XknJjZaqM3UUAf5wLzO3WEJcQEZpBJEJGkkEcLjjvvZbMXylH0yNnXConxutUnHkYs3/uSwzYp2dzhCuOwlAh/jsLvDKEEKNkIIIYQQQogTZGtv7nM8yt9WE6DoSu7GKpHOxmqusK2mmdp22pMBWdqHtVY8K3UtVls1WWbVJY0A1/MNVSKtjM2kaX/mWs1ZoLy5zDDL0ZRnZUcp2EMk23TUMY9qqpJKtDqEjyogXfuzRVdjt45kgnkVE8yr8KSQNsYmOhuruMJYgwdO9ugI9uqw4u/h7NHh7NXhJBNcpjG3Vht5xP4D7Y31UrgRws0KtJ0JzisB6G1bxMfmtXjgoAb7CVeZVKEADeTizQEdwj7CmWp2ZqrZmRZqM4Ptv3K1sQQPZbo3kQtEa/iv80bGmtcD0NtYSJr253vrCvcGJsRFkkQI4aSTQjAfmn3YqmP5n8fYcjXt6vLi9Wuaqe0s0g3cHI0QJTlU+VppUgo2QgghhBBCiBJSdAB3Fj7NOh2PD/lUU8ls0XGs0TVZY9bkPfMGAsmmk7GWzrZVdDTWkaoDWG3VZJWuxSqrFtt09AnFlzAy6G5bjqFN/tJN+cLs6XrOi/J1JeiFpzhAGAd0GEdS9yGf+monXjjYoyM5SAh/W03422rCa6XYYxXy8cCJExvO4hE0zlJ+5DOwikfgmBTgyRJdn0GO52mpNvOI/Xs6GuvOqnCjNeTgjUYVZ6uP+17EEwd2ZZV+x0Jcgn622pFCMFEcYo2VAIADD3YSzU594pXqUaQSqrLYrKuxXNdluaMuEaQz0D6Xgba5RKiMi53CBaM1vOW8hQ/N3gAMsc1gvtmMbcS6OTIhLq4UgvEnmwK8+MNqTt/CV3jY/iNXGcvKxVpXy4oLNlWNQzhNOR0txOnIT8gFYGpV7oYeCiGEEEIIURqJVhSDHU+zW0cSSga3237lfbMvIWQQrw5iodimY8jAjxlWO2ZY7U65rxhSaGDsIpgsnBjssiKZbHaulKNoykIe3qzRtYrvaaqRRFWVRg7ebNHVsGESq1KIUmkEkYMdJwpNPp5k6ioc0KGk448PJnac2JWFTTuxYRV/mcXfdfE0aAoLAyc2tDKKp0QrKvaEqgy26xiW6brc5niO5moLj9h/4HJjzSnjT9ZBLLQassBqxEKzIfsJO2POdpzUUvupp3ZTz9hNPbWb+sZuIjhcJiN7Dml/Zput+cVqRab2JURlEkImoSqr+HYWoSqTEJVJAIUcLoB9VijKcrimiisqfBlYxV+11D78VP45xZNoRfG52ZM/rSa0UFsZYp9JA2P3+ScqKi2t4RNnLwB62Zbw2TGF7lM5SBgHdVhxEXgX+4pH4Y129mes83p6GYu52z6LJkbihQ7/gtIaXncO4hPzGgAesv3At2ZXUghyb2BCuEkWfnjgIJBstulYHnY8RAA59LEtZIDtT5qoHW4bNbvCKlqTUGsZtivEmUjB5izlaw/261AO6hAOEsIBHUKSPvI9mAM6hFQCaaISGe85imiV5u6QhRBCCCGEKJXVVgJ3FQ7lEIHEqSSuNpYw2uyHxiCNQNJ0IAAGJnXYTbDK5hABbNOx+JNDE7WDqioNA4t07c9GqvOb1YKj4ylE6Sn2EMkeHQmAN/nEkspBHcI2Xcorx8/mGrLj2ibrYDwppL7ayQ4dzQpdh8GOZ2imtvKg5wy0Lpr2bpnZkIVWQ/6xGrG1tHEdw4mdTTqOTToOjhloE0zW0QJOcRGnttpbqquE07Q/v5gtmWm1ZaHVsORi42c6JisA3jltE28KuMpYRl/bAjoZa884QkhrWKrr8rHzGn63mrsKlrt0FD8UdqKTsYZ7bDPOehSTuDQsshqwSVfHh3ySrCDO5vdpHt6s1TUBTW21BwuD7TqG6VYHphd2oIexhCftU6lt7LtQ4V8wWsOrztv43LwagEds3/G1eSWHCHRzZEK4lwMPMrDTUCWSooNIJpivzSv52rySOmoPA2x/cr1tAeHnsS7h2ToyVaMNkwM65KL1K0RFJQWbk3BoG3t1ODt1FDt0FDt1FIm6KolWFPsJLdUVgat1TQYUvMRXnm+SYBy8CFELIYQQQghx7uaZTbnf8Qh5eNNIJdJI7XBNMXM8CxtbiHOd/A4lg3AOs1jXx6nlI8aFkI/3RZ/ipxBPNuoaJQo3q3RthhQ8RvAKTUbhmBLFEIVFQ7WL+moXNiz26lBSdBCgTpgK7djKSYDKxUs5KNAeJBPMLh1JOv4sshqyiIaudgYW8eqAaxRO/eJROdEcIhNffjFbMsNqyz9WI0xsru2aqO00M7aTogNxFD9+ZGRRvvYkGx8Oaz/S8MehPPHQhceMSjo6MsmOSSF2UgjmJ6sDP1kdCOMwfWwLucG2gIZqZ4mCi0PbmGW15lNnL9bomq7HOxsriSSNtbomm3Sca9q7+mon99hncq3xb6Vda0ScvU/MotE1vY1/+dHqeI57UWzV1QAIJ50IdZiNujq/WK35rbAlN9j+5lH798Sq1DKK+sLSGl5x3u6aVvNR23dMMK8qsU6aEJc2xXodD2ji2Y+/ymOzrsYWXY3XnbfytvNmOhuruNH2J12NlRd8atLlxaNr6qvdrNEJF7QvISqDS/bTlKUVBwkm0apK4pGCTHFxZreOOO1cz77kEaXSiOAwASoHLxzYsDBRFOLJIe3PNh3DPsIZUPgSX3q+RSNj10XMTgghhBBCiNKb6rycZ5z/wcRGB7UWP/L41upW6u0PEShXNVdiRwo3HjhchZv0Qk9AkaD201Rtx4cCknUQy3Ud1un4s+tAU2LkSyBZxKkUAskGFFn4sEtHchh/tusYtusYZh4zFZ8/OeTjheOYz3ANVSLNja3kai8WWI2ZYF512hAUFhG2HJ5rbWP0kkxyTRsWBiYGhdhdBR4TgxiSiVCH2amrkkoQn5m9+MzsRW21l762v7nSWME8qxlfOHu4poXzopBrjUX4UMBsqw3zuQwAP3KpoQ6yXUezUdfgMccDjOBm7rLP5mbbvHK1YLS4+LZZ0fxhNUdhYcdR4j1+rlIIJkUH40sO0SqNrboa35lX8JPZnoG2uTxon0bYRbzy/mxZWvGSczBfmVehsHjU9gNfmFeRLsUaIU5CkUg0aPCkkMZqO7l4s13H8LvVkt+tlkRxiJvt87jF9geR6vAFiWKZVReA2mrv2f+PIMQl6JIr2DxZOIQDOo6dOpJ8vE7ZzpsCaqiDxKhU/MnDhhMHHhzWfuzToRzQYWwn5rRD6kPI5BCB3FI4jE8936G1sfkCZCSEEEIIIcS50RrGmX14x3kzAL2NhSTrIH7Rrd0cmSiPHHiwUdfA13Bwex2Tg9uWscKZwI+6U5n2k4E/a7V/iccUFnEcJFKl460KcWg7qQSyS0eRhS8A9dQuWhpbyNd2FlqN+eoMRZpjaQwO4weY7CeMgtNMO7WPCPbpCMCiDnvwVoVs0nFs1bGMcN7CCG5xtQ0jg962hRzS/syw2lGAZ4l9ZVOFdToBO04aqEQO6DAOEMrrzlt5z3kDr3p8Tl/bP6XOQ1QunxePIOlirGKW1bZM952DL1u1L0FkEqyySdTRfGH2ZIrZmbtts/mPfQYB5axgaGnFC847mWR2R2HxmO17PjN7chj/M28sxCWuEM/iKRIhjMPEqhR26igOEspoZ3/GOPtypbGc22y/0d5YX6ZTdB5Zv8aTwrLbqRCV2CVXsJlrNsewVwGKFriMU8lUU8kEkY0dExODrOIFO3fpSDbp6ufcVxoBhJLBIQK5rfBZxnuMpqttVRllIoQQQgghxLnJ0FVYbdXkJ6s935lXADDY9gv/mvXZTJyboxPlnVPZaRRsMkG3Pm1hoyxpDHYTxW4dVeKiOT9yqc0eYlQqG6nB1+aVFyWeIgZbqFbiyuVCPNis46irdnOFsZoNVvXik+6nP05O7Gwonr6mjtpDjvZmH+E85niAbVYMT9inYqizWZRIVHRp2p/vzaJiaA11kD9ofkH6OUwAh3UA4RQVQ/foSMaYffnK7M71tn9oZmynsdpBvDro1vegpRXPO+/mG7NrcbHmOz41e5GBn9tiEqKiSiWIVB0EWNRRu9EYbNWxzLFaM8dqTYLaz0DbXPrb/iJI5ZxzP1rDt2YX1usaAGRq+XkVojQuuYJNb9siPAwPcrQPKTqoeJ2a6AvW3yECCeUwhwjiHsfjjGQ819kWXbD+hBBCCCGEOJZTG2zRsay0arFS12alVYvtOsb1vMLiQdt0fjA7so9wN0YqxNnLpgobiC8udrjPsVcuB5NJrvbio1OsAXV6ii3Fa41EcogkQhlrXs8OXZWRHh9QRRWUYdSiPJtkdiUfLxqpROaZzS54fykEg4ZoUrAwOEho0Roxxcsp+ZNLIyORJmoHTYwdNFE7iFUpZXoV/qlYWvGscwiTzS4YWDxmm8rH5jVkSrFGiPNksEUXXagTSgYxKoXtOoYdOprhztt4x3kT19v+4SH7j2e9xlWa9ucZxxB+tVoBcLWxmNVWzTNsJYSAS7Bg8wttcVq+F7XPQwS5Rto86niATO3LbfbfL2oMQgghhBCicrK0Ig1/knUQyTqIFB1EMkXfN1pxrNEJ5OF9wnbV1UEaqF3EqSS+MrvLlDJClJF0AspkPY0kQvEnhzy8mG21YU9hBJ94/pcolV4GUYryrEDb+dJZNKVfO2M9H5vXXrS+9xcX7uPZT1V1qHjtqGiyqMIiqyGLaOgq4gSTxeXGGq6z/UMnYy0eyizzeFZbCQx33MpSXQ8Di8dtU/nIvJZMLu55HSEqu0MEckgHYiueojMHH3bpKCabXfjR7Mjttl95wD6dYJV9xn39bTbiCcd9JBOMB07+Y5vJfLOJa103IcTpXXIFG3c5RCAhZJJGAMOcd3EYPx60TbsoV6MIIYQQQojKwdSKf60GTHN04t81Nt7IG0mqDsDEdtrt/MilidpBjEpFoTmk/dmoazBbt+ZMUzUJIdwnC188KcSPXNbpeK4reI1PPEfS2Eh0d2jiApphtSOFYCJJY42V4JYYEokmsXg2Ei8KqMdOQlQWWinSdCA7dFXS8We61YHpVgdCyOQa279cb/uH5mrreZ/r2K9DeMdxEz9aRdPCeVPAQ7Yf+cDsQxZVzjc9IcQpmK4pOqEqqXirQhJ1NJ+Y1zDZ7ML/2X/iLtscfNSJ69EUaDvvOG/iE/MaAGqpvfQwlvKp2eu064gLIUqSgs1FlEYAwWSSTgAjnTfyt9mYWJVCuMogTGUUfefI7cMEky3zFAshhBBCXOK0hrU6nulmB34225FMcNETOUDxbYVFKFmEqcOEkIW/ysUTB944KMDODiuapboeC7X8+y9ERVOIJ4XYCSWDJEIYUPgiozzGcbVtqbtDExeA1vCJ82oArrH9y2fm1W6OCArwYhM1itaPKj5F4UsutdlbfDI3ijQC+Mq8iq/Mq6imkrnO+Ifrbf9Q3Ug7q75ytBcfOPvwkXkNBXgCcJ2xAB8K+J/Zj0I8yjY5IcQpHSAMNESQhgcm+wjnHefNTHBexWP27+hv+wu7sgDYasXwsOMBNhavV3OjMY8UHchYs68bMxCiYpJPbBdZOgEEkE0mfizR9Vmi65+yrQ2TEDIJUxmEqUzCOewq7oSpDMLJIJg8TKnpCCGEEEJUOolWFNOt9vxkti+x5mIQWXSxrSG0Vlv2b1tFpuVBpq5CCsFs1zFswl5iUXYhRGVgcIhAIkgjmRDuczzGk3oyD9imy6wNlcxiqx4bdQ18yCfZCqK8joLMoQobjhRx0NRiD76qgK06lj06gvfNvrxv9qWBYxfhOw1ynB1pyA7qqL0nvTLf1Irvzct5x3lj0Xo6QGu1kabGNr4zryiTaQaFEOcmmRAAYkmmAA+SCOEZ5z18bF7DU/bJJOsghjtvpQBPQsjkDvscvnJe6fpZFkKcHSnYuEEmfgSQTQu1FUNZWBgUYidPe5GBL+nanzSKprZIIZgUHXzqD90O8FumWcat9DEW0FptllE5QgghhBAVlNYw3erA586erNZHF2b1poAuxirCSWezjmMObXkrRPMVzSnQ5fNknhCi7CUTQjjppBDMf503sd2K5m2Pj/C8AGuHCPf4zFG0ds21xr9Mszq6OZrSUmyjGmiw46ShKpqyb7OuxgZdHQ7An9xV3NKiukqmrtpNXbWHusZePHHwrrO/68r86uog1xqLmG225mOzt7uSEkIcZy8RgCZB7SdVB7Jdx3Cv43HX853UGmJUCqOc/dEY7gtUiApOCjZukokf8/RlJy3E2HESRjrBZOOv8vChAA+cGEpjYeDARp72IhNfDupgsp1VmERXJtGVSNK4xvYvvW2LaKa2y9VWQgghhBAVRKoO4FnHEH6zWgJFo63bq/XUNPazxwrnD+sy1/QwXmhcqz4LIS4pKQQTRBaZVOFHqxONzETuts9xd1iiDCTlwTyrGQoLDxw4KuApGyd21hevf1GFPJrZEvGNqMnhpJ3stUI5RCA7dRQ7dRS/0LrEnzJ/crjF9gdrrXiZRkmIcksVj/y2qMNudhGFBv5jm8nvZgv+1k3cHaAQFV7F++t/CXBiJ5VgUjluZM1Jijt+hoP76pr8uzmRrVY0SYTwmdmLz8xexKpkrjWKijcNjV0XLX4hhBBCCHF2fjVb8KxjCIcIxAMnt9l+JUUHMt+6jL9N+eArhCjpMP54UkghNr4zr5CCTSXx54GiK9K7GKuYZbV1czTnLxcf1lKLETVMnkqOx4GmGklEqnSqqHyc2k46/qRpfzobqyjAk0/Ma7DkynwhKgCDLcThgYMmagefHLPulBDi/EjBpoJzKDv1gkw+UzVxYFFP7cILB1t0LHt1BB+YffjA7MP1xgLe8vgYb+Vwd8hCCCGEEKJYlvbhNeetTDG7AFBP7aaLsYLPzavJx8vN0QkhyrNCPFFYbNTV2WRVo56xx90hifOQrn1ZklI0RUYNDvAHzd0cUdmzMNhDJHt0ZIkLUr0p4Afr8go5okiIS50DD5bruu4OQ4hKRS5bqEQsbGzS1Vmta+HATgOVSBO1HTtOplkduanwRQ5qWfBLCCGEEKI8WGzV4+rCN5lidkFhcZvtV0LJYLx5vRRrhBCloorPev9oVpS1TsSpfOvsjMNSNFC7mGdd5u5wLqp8vKRYI4QQQhSTgk0l5cTOBh3PGl0TOya+5LFa16RPwXBWWTXPvAMhhBBCCHFBFGg7bzgGcnPhC+zVEcSqZB62/cBPZnv+0Y3dHZ4QogKxsAEwzeyAqWUB04rKqQ0mOotGWra3bSSRaDdHJIQQQgh3kYLNJSAfL3LwIpQMkgnmxsJhTDM7lGkfWdqHdx39ub3waf4xG5bpvoUQQgghKot1VnWuKxzOR+a1aAz6Gn/TiET+Z/YnAz93hyeEqIDsOEkihEWWfA6rqOZazUnSIfjZNVuIc3c4QgghhHAjGXN6yTA4RCCRpJFECI86HmCzFctQ+xQMpc+8+SkUaDuTzG6McfYljQAA/rKa0stczPMeXxOjDpVVAkIIIYQQFVaW9uFdZ3++NHtgYRBKBrfbf2WSsxtJhLg7PCFEBeYsHmXzg9mJjrZ1bo5GnItJZlcAfg/2ewAAoKBJREFU2kRo/kmStSCEEEKIS5mMsLnEJBFCOOkAjDev4x7H42Rpn7Pej6UV0832dC/8L684B5NGAAlqP5cbq7FhMstqQ7eC/zLGeT352qOs0xBCCCGEuChytBfrrOrMMNsw0dmVvTrsrLbXGqab7eha8F8+N6/GwqCnsYQuxkpGOftLsUYIUQaKpkKbY7UiV8v6VxXNHiucv6wmALSPtNBymkYIIYS4pMkIm0tQCsH4k00+XvxutaBf4ct84jGSOCO5VNv/bTbiLectrNfxAESQTj/bXyw16/KXbkoV8ggjk91EMtJ5I1PNK3jR/hXdjBUomVZZCCGEEOWM1rBNx7BNR5Ooo9ipo9hpRZGoo0ghuERb5bToaKxjgO1PrjKW4a0cp9zvNiuaF513sNBqBEC8OsC1xkKmmp05SOgFzUkIcWnxwEEu3vxitaSv7R93hyPOwjdmVzQG7Y31hHnL6BohhBDiUicFm0tUFn544CCAHLboavQuHE47YwOhKpNQMghTmYSpjOL7Rbf36nDedt7M38VX//iRy822eSRaUYw3+3Dkyq5cfNiND5EcohAPdutIhjiepIuxkhftXxFvHHRj5kIIIYQQRx3WvjzluIdfrVanbBNCJtXVQUxsrNE1+dtqwt9WEwLJpq9tATfa5tPA2O1qn6c9GePsy8fmNTiw40Uht9l+Y5NVjTFmv4uQlRDiUuOgaFaDH8xOUrCpQBzaxhTzCgDqGnsBKdgIIYQQlzop2FzCHHjgwE446aQQzByrdam288DJANuf5GsPPjd7YhbPmXy8JEIBTQL72U0E86zL+KewEXfZZnOf/WcCVU4ZZiOEEEIIcXYWW/V4tPABDhCKB04aqp1EqjSqUIBCU4AHh7UfewlnrU7AiZ0gMqmhktinw0khiC/Mnnxh9qSRSuQm2zxCVSavOwaxj3AAOhsrqU4SX5lXUoCnmzMWQlR2/1iNSNJBRKrD7g5FlMJvVgtSCSKcdDbpGjRzd0BCCCGEcDsp2FzyFCkEU0ftJk4lo7XCVDYKtZ1sfMjEl0Panyx8UVhcYywmiCy+Ny8nD+9S7X8H0XhRQKxKYaeuygdmHyaa3bjLNoe77LMJVLkXPEshhBBCiCOc2mCMsy9jzL5YGMSrA/QyFvGZ2YtVutZptz1MAKt0AEcuSqmi8tmk41in41nnjHe1iyGF/ra/+MHsyHwuu8AZCSEE2HHixM50swP32Ge6OxxRChPN7gD0sC1lKt25GcvNEQkhhBDC3aRgIwDYouPYouOK7uhjn9FUoYBYkgghi7+txmTgd9b7L8CLnboqYaTjiZP9hPM/sx+fmz0ZYp/FnbY5+Ku8MslFCCGEEOJU9usQHi18gCW6PgDXGQvI056MNW84yz0VXZSCBm/yaaB2cRg/0rU/fW1/s88K43/mDRyZMlYIIS40Z/HH+x/MjlKwqQASrSj+sRqhsCjUHsiCr0IIIYQAKdiIM1Lk4k0u3uwl8rz3llq8cG8sSVjY2E8Y7zoH8Knzav5jn8kdtl/wOu9ehBBCCCFO9KuzOc8V3kEGfviRy39sM5lqdWavDj+v/ebjzRpdE4BI0phsdpHpz4QQbmFgsUlXZ6NVjfrGHneHI07jG7MrAJcba/jFasUpZhoXQgghxCVGCjbCLY4Uf+JIwoGNA4TxX+dNfOLsxd0evxBhujlAIYQQQlQa+dqDKTsM/il8EIDGajutjU28Z95wyrX4zlUSIWW6PyGEODtF0yX8aHaivjHJzbGIUynQdr4zLwcgQe3nT5rhVXKqCyGEEEJcoqRgI9xqd3HhpjoHKcCDg4Qy0tEfY4lmtHqHaFKJVoeIVoeoWvz9yO0QsmTUuBBCCCFOaacVyV9WE74yr2RrngHA7bZf2WzF8ql5jZujE0KIsmcVF6GnmR142v6Nm6MRpzLHakUaAVTlEKvM06+dJoQQQohLixRsRLmwiygAqnOAfOVFkg7hgA7lAKEsP8WFRqFk0MlYS2fbajoZawhVWRcxYiGEEEKUN1nah0VWA/6ymvCX1YTd+uh0rn4emv/wI184upNOgBujFEKIC8uOk2SC+cdqRDvbVneHI05iorM7AFfaljPBvNLN0QghhBCiPJGCjShXdlEVT6V5tbmT2au24anzsWFhoSjQnmTgS4oOJIVgDhHINKsj06yOKCwaq0SuMNbQ2baKpmo7dmW5Ox0hhBBCXACmVmRRhQztSwpB/GvV5y+zCSt0bdei2wAeOGmuthBvS6ZR0468tvJ6CjDcGLkQQlx4zuJRNj+aHWnnIQWb8mabFc0SXR8Di2ztBci0EUIIIYQ4Sgo2otxRCgI9YQV1KbBO/OfVwCKSQ4SpTPzII5VAtusY1uiarDFrMsbsSwA5dDLW0tTYTqRKI1KlE8lhIlU6VVSBG7ISQgghRGlYWrFDV2W1rsk6qwbJOogM/MjQvhwu/p6FD/oUhZca6iDN1Ra8KWS/DmWprscqXZ92HiZyUkwIcWko+l03x2rFS1rWsSlvJprdAOhirOQ3q5WboxFCCCFEeSMFG1HhWBgkEUqSDnU9FkIG8eogGsU2HUMmvsy02jLTanvC9v7kFBVw1GEiSae+sYsrjNXUVvtkTZxjZGtv8vEkTGW6OxQhhBCVlNawV4cVXXRhJbBaJ7DOiiebKqXavgr5BJFNPWM3VTlENj6s0LX5wbq8RDtZyFkIcanxwEEe3vxmNsfT3cEIl3ztwfdm0d+oOJKZSws3RySEEEKI8kYKNqJSSCOQNB0IgMKiNnsINTKxYZGrvUnHj2QdTC7eZOFLlvZlm44t2tjqxOvcSlUOcbltDZcba+horCNQ5Zy2z3TtxxYdyxYrlt06ghrqIO2NDdRQByt04cepDb42u/OucwD5ePC6/TMG2P9yd1hCCCEqiWztze9WC2aZrVlm1SXtJOvJeFNAQ7WTOJWMRmGhMDFwYqNAe5CHFznai0xVNOJmntXslCNuhBDiUuTAA4Bpzvbc6OZYxFEzrbZk4ksMKSyz6rg7HCGEEEKUQ1KwEZWOxmAr1dh63BI2vuQRz34CVQ6+5OOJA6UgVQeyWVfjAKFMNrsw2eyCgUUztY0rbKvpaKzDiY0tVixbdSxbdQxbrVhSCTxp/9Gk0s5YT3vbBtob66mq0i5C1mVjodmAl52D2aKruR4b6vw/NujqPG+f6LZ1gfK0J3t1ODEqtVxMaefUBvl44qfy3R2KEEJUCHnakz+sy5hhtuUP6zIKjrne2wMnddVuEtQBvFUBedqLPVYE63Q8y3Xd0+9YBs4IIcRpLbTqc1WBrO1ZXkx0Fk2H1t22nC/NHm6ORgghhBDlkRRsxCUjBx8S8Sl5cqf4tieFNFI78CWfg4SwS0exQtdhhbMOoxhwyn3GkEJNYz9+5LFLR7JFx7KfML63ruB76woA4tUB2hnraWHbzqoURaqjG1nai8Paj8Paj3T8OKz9OYwv2doHD5z4qEK8KMSbQnxU0XdvCvGhkABVtD5PR2MtXspZJsdmrw7jDccgZlltAAgmi4G2ufxmNmcLcXxuXs1mXY2xHu8RrLJLvd9/rXqMcd7AIe1PrEohVqUSq1KoplKK76cQqHJd7bO1N9t0DFutGLbpoq+tOoY9OhyNgR+53GBbwK2236hj7DurHB3axkKrIQutBgSoPKJUGlU5VPRdpeGjCk/YxtKKvTqcLTqWzTqWLVY1NutYduhoCvGgt7GQofYpxBnJZxWLEEJcCgq0nT+tpsww2/K71YJcvF3PJaj9tFMbKMDOHh3Bel2DdTrBjdEKIUTlY8eJEzvLUzUD3R2MYKNVjRW6DnacZGhfZF01IYQQQpyMFGyEAArxLHGiKII0qqtknNhI1FH4qTwS1AFCyMSOSQGepOpAduiq/GU14cg/2z7kU0/txpd80vBnm44lUVcl0azKJLM7bAMYdOaATlJUOtYXZk/8yKWrsZKrbUvobKw+acHhTPK1Bx+YvRnv7EMBnhhYDDDmk48n48w+riKJAzsLrUb0KRzORx4jqW/sOe1+t1oxvOW8hblWc9djm3T1k7b1J4cYlUqm9mU/YafcpzcFZFOFCeZVTDCvorXayCD77/Q0lp6ycOXUBout+syw2jHHbEU6/qfcfyDZVFVpRKrDZG81+DT/BbZa0eQdc4LxeD9b7ZlT2JrbbL/ykH3aWRWzhBCiosnXHsy3mjHLbM0uHYmBxsDCQKOKvwylMYr/cK2x4snC17V9DClcblsDWrPYqs9E3d1dqQghxCXBWfxxf2mqTBlZHkwyi0bXdDVW8pvV0s3RCCGEEKK8koKNECeRTAjJOgQAGyZ2bfGXPlqYOZU8vFmra7ru+5NNTbUfL5xkU4VC/zhic9bipQuw43Sd5DKx4cBGgfbEgYENC5vS2DBRWqOURhX3nokPW6xqpBLET1YHfrI64E0BnY3VXG1bQldjJf4q77Rxag1zrFYMd9zKPsIBaKM20NjYwWSzK1nHLPacTRVsOAkmkz06ghsKX2Gkxwf0si058bjpQEY5+zPZ7IKFgQ2TfsZfZONNnvZGAwXKk0zty0EdzCECycKXTfroCb0I0qmp9hOuDuOJAwc2MrQfO3UUGoWfymOTjmOJrs8SR31CyeAm23xusc2lmpGKqRVLdV1mmm2ZbbYpMXVdKBm0N9ZxWPuRiw9p+JGkQ8jFmwz8yNB+bNJxkApQVMDzxEFNtY84lYw/uWgUmboKu3QUDmUjUUfzmdmLqeYV3G//iTttc/BWjtMefyGEqCiKijRNmWm2Za7VvMQomZM67iKDSNK4wrYaD5wsM+vyjdkVuaJYCCEuHgOLA7kG67yrcxmb3R3OJStXezHN7AgUTaGdg4+bIxJCCCFEeSUFGyHOwMR2yvVqziQLP1bposUkvWyaEQ1NnlrShAKrFCerTjvKRhPPfkJVJnt1OAcJZY7VmjlWazxx0ExtA6AQOwV4UIgHBXhQoI/ezscLKPrA0N/+JzOcbfnEvPakoZjYSSeASNJIIoT7HY/ykPUjD3rOACBHe/G54xo+Nq9xnczrbiwjRqXwndm55AeS4lzsOIkmhTCVQYDKJYhsDms/dhLFv7o+Wp/iSkANVcijltrPPh3GIQIZZ17HeLM3bY2NbLeiSSbY1TyILLoYq/Ajj3VWDWZY7UosTO1DPjU4QJDKxpd8vA0T35jGeO1fSJblwQErjG06ho26xkljCScdT5zsI5y3nbcwwXkVj9uncoPtb2zq9IsraA0ahXGGdkIIcTE5LPjNeRlznM2ZazUv8Ts8hhQ62dZSoO3k4F2y9KKLSzHFv9OqUMAWK5YpZmekSCOEEO5hUxpLw5uFNzHZ41WU/Dp2i5/NdmRRherqIIut+u4ORwghhBDlmBRshKiQFIlEk6ijAU01kohU6STpEPYQwRJ95g8BnhQyyDaXXVYE7zlvoDQn05IIIYI0kglhjNmX9YU1CD2oGJ73JikEAXCZ2kobYwM/mJfzO6ce6u/Ezn7C2a/Dz3rR6Fx8WKNrApqa7MWuLDbrOBZZDQEIIIcuxioCyGGjVY1pVocSRZpj5eHNTqq6YvBCMyLG5Kl9HUtVWEspLg7FkkweXhwglKHO/+NTsxf32n/GwuCQDiBVB5KqAzhE0e1DOoBDBOJPLvfbf+I2269ltiaREEIcb7tVlbHO61iq6wGUmMrsyO0jU5klLrVRYD3k2jaGFDra1mJgscKsw7dmF077N0Nq0EIIUW4oZeChNEusevxktec620J3h3TJydcefFh8YVwXYyVfmFe7OSIhhBBClGdSsBGiwlPsIZI9OhKAqqRSR+3BV+UDChMDq/i7qQ1MbDixYWEwyexGAZ5n1VsyIQSSRS7e/GFeBokAQVRXB7nWWMRvZgs+MK8r8yxPTrGdWNAQTBb11S6qq4Ps0NH8bLXDOkWR5kLYSwSgSVD7SNIhbNJxPOZ44IzbpRHAcOetfGV25xn7N/Q0lsqVj0KIMrPNimaMs+/Z/U7UUFUd4nJjDTZMlpt1mHymIo0QQohySSm4Mtpi5h4bwx23lmr6ZFG23nPewA4dTQTpHLRC3B2OEEIIIco5KdgIUckcIIwDOuyCXuGcgT8eOAgmi0K7H7cyi9VmDcaafS9cp2eQjj8LdSMW6kZuiwEUO3QMCos6ajc2NEFk46fy8MKBDQvQmBgUYidPe5FCEAd1CLt0FPc5HqOV2sQLHl/T1NjhxjyEEBXdViuG95x9mWG1dY0w7GqsoCqH2KvDURStjwa41kgDjaEMmjZozC8bcpgsU5kJIUSl0DVa88eeAlII4n/OG3jBY6K7Q7pkrLequ0bX3GKfy/+c/dwckRBCCCHKuzIv2Pz111+88847LF++nAMHDvDjjz9y/fXXu57XWvPSSy/x8ccfc/jwYTp06MD48eOpXbs2AAUFBQwZMoTp06cTFRXFuHHj6N69u2v7d955h927dzNmzJiyDl0IcRYceJBj2HirpclzS3uSr23uDqnc0Bhs0XHHPnDGLWqyj72Es1TX47rC4fQ1/maox2SiVdqFDFWIciNbe2NiI1DluDuUCm2zFct7zr7Mstq4CjXdjOVUV0n8bLbnD5ofbXyS301eNs21fiZbqIYUa4QQonKwG+A0PMGCz82eDLD9SV1jr7vDqvSc2uBpxz2Y2OhhLOF78wrkb6sQQgghzqTMCzY5OTk0bdqUu+66ixtuuOGE50eMGMF7773Hl19+SXx8PMOGDaNHjx5s2LABb29vPvroI5YvX86iRYuYPXs2AwcOJCkpCaUUiYmJfPzxxyxbtqyswxZCnAOlFDbFKdeHEaWl2E4MHjiorfayVcfyo9WJWQVt+I9tJvfYZ+BPnkyVJiokSytytSeHC2ClWZODVgD7dSj7dRj7dSj7im9n4AdAOOnUNfZSV+0p+jL2UFvto4oqKLFfrYtG1u3UkezUUey0okjUUezSkRhYJKiDJBj7qan2k6AOUF0l4a0cJ8SnNaQQxFYrhi06lq06hm1WDDt0NEEqiyYqkcbGDpoYO2igduGjCk+b6w5dlTU6gTVW0dcWHYs3hYSpDMJUJqFkEqYyCFUZhBXfDlLZxaPuvMnBi1ztTS5e5OBNni76no8nNizsmNiwir9M7FjYlIkdk/VWDWZbbVzxXGkspZpK4SezA3NpUUavqBBCiIrIUOBNAfl4McxxJ5M9X6uw/1tqDWvMGuzMKlofxoN8d4d0Up+YvVin4wkkmyCy2KvD3R2SEEIIISqAMi/YXH311Vx99ckX0dNaM3r0aF544QWuu65ojYsJEyYQGRnJtGnTuPnmm9m4cSN9+vShYcOGJCQkMHToUFJTUwkPD+e+++7j7bffJiAgoKzDFkIIt3PgwVYdiz/ZhJDNLqJ43+zL+2ZfDCy8KMQLR9GXKvruWXy/gbGLR+zfE64y3Z2GuEQk6SBWWLVZbtVhi44lV3uThyd5eJGvi77n4Uk+XkUbrAB4/oz7TSGYFCuYBTR2PaawiFPJ1FF7qUIBO3VRcSYT31PuZ5WuDRYl9hGrUkkoLuDk4cVWK4atOvaU+0nVgWzTsfxgdQLAwKKO2ltUwFE7qG07yMpUxZrCAay34lhnxZNNlRP2k00VUnXQBZ2q8lg9jCVEq0NMNzvwG60uTqdCCCHKvXy8sONkia7PT1Z7rrMtdHdIZ61Q23jeeTdTzc6wDt5jHHXUHhobiTRWiTQ2Eqmndp/0Io2LKdGKYpSzPwC3235lrHm9W+MRYFcQ7mvDKINCpaehsdsV0X4GhVYFrXyeRGXMS3KqOCpjXpUxJ6iYeVkaUnJMnBfpM/n5uqhr2CQmJnLw4MESU5wFBgbSpk0bFi1axM0330zTpk356quvyMvL45dffqFq1aqEhYUxceJEvL296du3dGtkFBQUUFBw9GrczMyik5hehsZmqyCvTil4GbrE98qgMuYElTMvyenCKMSXA9qXWNJwaEjSIVgY5OFNHt5FjY4Lb4VZh5/M9jzp8R032f/CUCUbOAzvEt8rg8qYE5TPvBzaxmYdy0qzJiusWqy0arFPh53VPgw0USqNaHWIYJWFD4XY0FgYFChPMvAlTQfgSy6+5KK1Iosq7LXCOEQAu3QUu3TUCfuNUmlUUymEqUy8KUQpOKx9i/ar7RzWfuzVYWRRhT06gj06gj9pdlxsFtVVMtVVEsEqGxsW+cqTQzoQO05ytBe7rQhSCWSTjmOTGcdUOoMT2Apw9EIVbwpoYOwmTqXgiZNc5c0hAvDUDjwwUWhMFA5tJx8PsnQVsvDBCwc+FLiKsV7Kgb14RI1CQ/GxAtDFq85YAFqh1ZG+CwlXmczRbZiPP9jA6yyrROXhd+CFUBnzkpwqjsqYV2XMCSpnXsfnpC0FGoY7bqWTfQP+qnyOTjmZw9qXBwvvZ7FVHwMLH7six2ljo67BRrMGU+gCgB0ntdU+Ghs76WVfSntjw0UdTWRpxdPOeyjAk3bGBn6nDR42xZmu3KiM7z8oH3mF+Bg83i6UIB87qgzeDApNkCe8EHLk/7LKoTLmJTlVHJUxr8qYE1TMvLTWHM5zMnLhIdLzrROet1vl62+v0lpfsIiUUiXWsFm4cCEdOnRg//79VK1a1dXuxhtvRCnF5MmTcTgcPProo8yaNYuwsDBGjRpFgwYNaNWqFfPnz+fDDz/k22+/pWbNmnz22WfExMSctO+XX36ZV1555YTHJ02aRJUqJ179KoQQ5ZHWkOsEpwanBQ7r2NsKpwV5Jszdb7A3p+gPZXU/zY0JJrGnHnxwAlPDzqyi2yFeEOhJmVx9JtxP66L3SGYhZDhU0fdCyChUZDuKrjQpKgcUtYWS9wtMxZ4cTrhyRqGJrgLx/ppqfhofG3ga4GHTeBpFtz2PPFb8da7vqSwHHMhV7M8F04Iwbwj31oR5F/VRmmOQ5YDkPEjOVyTnKTwMqFpFE+WjCfcpiu9M+8gohD05it3ZRcdkf44iwBPi/DRxfppqvpqoKmCTnx0hhBDllNOCt1bbSMlXdK5q0bfGiSctyqPkPPh4k43kfIWXobmjjkX9IM3hQtidrdibo9idXfR3OsdZ8g9xNV9N9xiLJiH6ovx/uzBJMXmHDU9D80xTk9Dycw3OJSskJITg4GDCw8PLpGAjhBCiYtFak5KSQnp6OmlpJ64VnZuby8CBA8nIyCgXM3uVu4LNydx55500a9aM+Ph4nnvuORYvXsyIESNYt24d33///Um3OdkIm2rVqtFg6Lc4Pc7iLGY552VoXmtpMWyZQUEFGYZ2JpUxJ6iceUlO5YfWUJUUkq0A8vDGwOJ2++884jENP5WPw/Dmt8bvceXah/Gwiq6ktLRiqVWbWWZr5jhbksbRP0p2nFRVaVRTqcSoVGKMVGJVKjHqEA2MXVQ5zToeF8vJcqoMzpRXtvZmo1WNNO1PNj5kax+y8CFbe7vuF92uQooOIFkHHZ2W7Dz4k0tTYwdVjTQURVOXbdA1OFy89szpVNSfqzPxMUxeaUmlyquyvlaVMS/JqeKojHlVxpygcuZ1spwsXXThjw2Tn7xfpo6xz81Rnt4Ssw4PFDzIYfyoqg7Rz/YPE1UvXj7J32ClLWJVCuEcxqEN1lo1KMATgAR1gP94zKaPbRGeyrwgsR60grg6fzjZVOFe+0wm6h44KMXVJVTO9x+4P68AL4PhXSOoGh2N4VU2F+8qIMYX9uVctBlvL4rKmJfkVHFUxrwqY05QcfOyCnLZv38/L8xNJquw5AUrdkcOG965udwUbC7qlGhRUUVTmSQlJZUo2CQlJdGsWbOTbjNv3jzWr1/PJ598wtChQ+nVqxe+vr7ceOONvP/++6fsy8vLCy+vE09QFVgKp1l5/vk5osBSFFSyvCpjTlA585KcyoddRGBgEq/2k6ij+cJ5FXOcLXjR4yu629cAYDfzWWNWY4bZlllmG5IIcW0fRBb+5HKAUJzYXdNHAXDMZ1pPHLQ2NtHZWE1nYxU11X63LlrrYeVXqoLNER5WPoZZwFYdyyqrJqt00VRkW3Wsa2qssxFADpEqnVAyCFS5eOJAoXGe4SSCgYWBxTYrhkVWfUyrdCcdTqYi/lydng0wK2FelfG1KlIZ85KcKo7KmFdlzAkqZ17H5+RNAfl48UrBQCZ7vubW/+VO53uzE884/oMDO03Udhqonbzv7I2XDU7+N9jGNqLYRtG5Bw8cNFSJ7NKR7NBVebbwLsbQhyH2Wdxsm0cVVXCybs+J1vCKYyDZVKGp2sa/zrpkn8Mpl8r4/gP35WU3DAzDQBt2ymrGmyMjtTSU2T7Lg8qYl+RUcVTGvCpjTlBx89KGHZth4GEzKDBLBm6WswslLmrBJj4+nqioKObOnesq0GRmZrJ48WLuu+++E9rn5+fzwAMPMHHiRGw2G6ZpcmRAkMPhwDQvzFUxQghRUVnYSNTRhJCJDYuDhHK/41EuN9di32UwIn9EibVH/Mmhi7GKQLLZaMWxgrr4k0MUaQSpHHwoQCmNQ9vJwYf9OpQkQlhgNWaB1Zjh3EqsSi4u3qymvbH+nD74WlqRhQ+HtR/p+JOu/cjElxztTS7e5OJFrvYiDy9y8CZPe5GND/vXG0zOfxIbzuLCgi7+slz3/VQeLdQWWhubiFcHL+oJCa1hrw5ntU5gjVWTtTqePO2Jn8rHlzz8yCu+nY+vysOPfDwNi7m7DL7JH8paqwY5+Jyw32hSiVJpeKtCvCjEExMDEwONKp5F1iq+lae9yNBVSFFB7NYRbCW2Yl0GI4QQQogyl48Xdpws0fWZbnXgets/7g6pBEsrRjn7M8YsWsO2h7GEQm3nW6tbcYvS/TPjwIP1Oh6FRT21iyQdwn7CeNV5O2OcfbnTPof+tj+JVidOj3K2Zlpt+N1qiQdO2hgb+cjsfd77FOdPpnkWQghxrIrwd6HMCzbZ2dls27bNdT8xMZFVq1YREhJCXFwcjz76KMOHD6d27drEx8czbNgwoqOjXdOmHeu1116jV69eXHbZZQB06NCBoUOHcuedd/L+++/ToUOHsg5fCCEqhSPTm9XgAPsI4y+rMewHCMOXPDobqwglky06lplWW8xjRllk4E8G/kc/B5f4PKyJIZkYdYg8vNikq7FXR/C1eSVfm1fiiYNWxmZCyHSVDnTxkunWMfdNDDK0L+n4c1j7kYFviRhKLRO20uCMzabSGYBw0mltbKKtsZHWxiZqq30YquQH/nztwQ5dle06mm1WDNt1NNt1VfLwJoJ0olQakSqdSHXk9mGiSCNCpZOBH6utouLMap3AWiuBdPxPDOhM5xj2A9QHoAr5NFE7iFUpGFgc1n5sJI4Vujau1eZLQ4o0QgghhDiGVbxQ8OuOQXQzVuCv8twcUZF87cGTjv9jhtUOgDtsc1hi1mMDNc55nxqDTbo6oKmt9pChfUkmhHedA3jXOYCGKpHuxgqutC2nodp51hf4pGs/XnbcAcBttt/4yrzynGMVQgghxKWtzAs2y5Yto0uXLq77jz/+OACDBw/miy++4KmnniInJ4d77rmHw4cP07FjR+bMmYO3d8mV+NatW8eUKVNYtWqV67H+/fszf/58OnXqRN26dZk0aVJZhy+EEJXKTqriSSENjF14B1ejccYf7DDD+cVqhfOc/gQo9hHBvuKp0rzJp57ajTeF7NXhHCCMf6xG5xxvFfIJJosglY0feXgqJ544sGOhXCNoik4vaGUjJKElyTtWgj464rLo87VGo1BArvYilUC26hhSCGam1Y6ZxScAgsmilbGJGJVKYnGRZq8OQ59iyrGdRJ114cMDJ/XULhLUAbyUgwzti6UVSh0ZCVOUkYmBU9soUF7YwmpTPe1v8i0biVYUK3Rt/tVnLkwJIYQQQpSWhQ0fCkghiNHOfgzz+NrdIZGnPRlU+BwrdB08cPKQ7Ucmmt1KTON7fhRbdTUA4tmPTVls19Gs1/GsN+P5n9mPqhyiu2053Y0VtDU24KWcZ9zrcMcgUgmkltrLRqsaeXifcRvhXilZBWTmOc5pW6UgyweS8opG1JdGgI8H4f7nv66kEEKIyq/MCzadO3d2TVt2MkopXn31VV599dXT7qdRo0Zs3bq1xGOGYTBu3DjGjRtXJrEKIcSloBBPtqs4RtQxeWpJNwrOZlTGGeTjzVpds/ieJpZk4lQyQSrb1UZzpIhS8raBiYmdAm0nD09ytA8Zyo907cd+HVpUNDnNByAvm2ZEmMlTO1qUagFTb/JppLbjr/LI0T5s1bGk48+vVqsT2gaSTU21v2jaMQoARTr+aA02ZWFi4MBOtq7CIe1PMkEU4onCorbaR221F1/yKcTGfh3OBl39mON0zME4WV6GZkRNk6cOXV6pFpwVQgghRPmTR9EJ5C/MHlRTyQy2/erW9WxGO29gha5DINn8xzaTseZ1F6z4kUg0aAgo/r/PwmCLrsYBQvnKvIqvzKvwJY92xnoCyAUoHjeO6xgpNAXag5+sDigsehhLGVs8jZsov1KyCvi/r5fjMC/eEHQPm+KDW1u4pWgz/t23mPfLTKb88vdF7/t0rm7XhEF338etQ05cIuGIptWCGfXx13Ttec1Jn797wLXUbdiYp15+80KFKYQQF91FXcNGCCFEZabYSwR7dcS5T791AT8z5ePNOl3T1YcnhTQgkUCVg7/KI4AcnNg5rH3ZrSNYoxNYoeuUIkZNADlUI4UgskjU0WwpvnJTCCGEEKK88yGfPLx52XkH861mjPD4kAiVcdHj2GRV41OzFwB32ubwrjkA6xSjnstSJn6sLP6fzwMHDVUiPhSwU0eRShC/Wy1LtZ+bbfNkKrQKIjPPcVGLNQAOU5OZ5yh1wWbYY/fz03ffAGC32wkICqZO/Yb07NOP624ciGGU7c/GsMfuJysrgx++nXjmdpkZjP60ZLulixYw5Mbe/L1uJwGBgWUa28W2b89uerVvesLjvfoO4M33Pjrl8wBfTf+VJs1bMX3KJF584gGg6OJzX39/qsfXolO3qxh01734B1TsYySEuLCkYCOEEOKSVIgnG4gvKsCc1+c1RSZ+ZOJXRpEJIYQQQlw8Rev0pXEYf+Zbzbi64C1GeHxEN9vKixaDpRXPOobgxM5VxlKmmldclGLN8Rx4sF7HF9/TxLOfWJWCX4n1fY4fO67xwsFGM07+HxRlqkPnbrw6ciymaZKWmsI/839nxMvP8vus6fzvs2+w2+WU3oX00TfTqFmnnuu+13FLORz/PEBg8NHpG/38/Zk+fylaa7IyM1i1fAmfvT+K6VMm8uUPc4iIqnphExBCVFgX/z8gIYQQQgghhBBClBvJhKCBSNI4RCB3O4byguNO8rTnRel/ktmVlbo2fuQSSgb7CL8o/Z6eIpFo/tZNmW21PearTfFXW9f3aVYnVlHb3QGLSsbT04uwiEgiq0ZTv3FThjz0BKM/nciCeb/z09SjazpnZmTw8tCH6dy0Fu3rxzHkpj5s3rD2hP1N/fpzrmrdkDa1oxl6351kZRaNpBv/7lv89N03zPtlFsHBwTSODWbpogXnHf+KJYu444araV2rKle1bshbLz5Nbm7OKdvvStzOnf160apWFH27tmXRX/NK1Y/T6eSNF4bSoUEcVzSpyfvvvO5aqmH8qBG0a9fuhG1u7NGJ9995/bT7DQwOISwi0vV1/KiY458Pi4jEw8PD9bxSirCISMIjo0ioXZcbbr6NL6f9Ql5ODqPeeKlUuQkhLk1SsBFCCCGEEEIIIS5xDjxIIoRYkgH42rySawtfZ51V/YL2m6wDedt5MwC3235litXlgvYnREXWpsPl1G3QiLmzf3Y9NvS+O0hLTWHshKl8M2se9Rs15Z6brycjPd3VZvfORH6dMY33Pv+WcV9NZdO6Nbzx/JMADL73Qa66ti8dOndj06ZNzFuxiWYtWp9XnHt2JnL/bQPo3qsPU39bwIhxn7Fy6b+8+cJTJ21vWRaP/+c2PDw9+fqn33jhjZGMfvPlUvX183ffYrfbmfjzXJ565U2++ngcP3wzAYC+Nw1iy5YtrFu1wtV+47o1bNm4nutvHHReOZ6L0LBwevUdwJ+/zcE0zYvevxCiYpDxk0IIIYQQQgghhABgLxH4k4OBZruOoW/hawy1T2aIbRaGKvt1P15z3EYWvjRW2/nHbISJrcz7EKIyqVGzNls3bQCKRrGsW7WceSu34ulVtD7OE8NeY94vM/lt1nT6D7oDgMKCfIaPGk9k1WgAnnn1bR684yaeGDacsIhIvL29cTgKiIyMxJED1ml+1P+a+wtt68aWeMw6rvjw6dhR9Orbn1uH3AdA9fiaPP3KW9w94FpeeGPkCdOL/fv3fHZu38r4r793TRX28FPDuP/2AWc8HlHRMQx96Q2UUq5j8/Un4+k3cDBR0TF07dqVaVMm0qBpcwCmT5lIi7YdiK1e47T7HXx9D9QxawV9/v0s6jdqcsrnAf7dvPeM8daoWZuc7CwOp6cRGlYeRhMKIcobKdgIIYQQQgghhBDCJQtfQBNLMnuJ4A3nIOZZzRhu/4yaxoEy62e+2YSfrfYYWHQw1vGBeV2Z7VuIykprQBWtpbRlwzpyc3K4vEnNEm0K8vPYsyvRdT8qJtZVrAFo0qIVlmWxc/s2wiIiz6r/Vu078fzrI0s8tnbVMp57+F7X/S0b1rFl03pm/fjdMXFrLMti355dJNSuW2L7xG1biIyOKbGuS5MWrUoVT+PLWqKUct1v2rw1X31UtPaPYbcxePBg7n/wQZ4Y9jqGYTB72nc8+dLpp0MDeHvcpyTUOhpnVHTMaZ8vteLp2o6NWQghjiUFGyGEEEIIIYQQQhxHsZcIwkknE18WWQ3pWfg2/7HN5EH7NKqogvPae572ZJjzLgBusf3BRPPKsghaiEovcdtmYqrFAZCbm0NYRBSfTvn5hHb+gYEnPFYWfHyqEBefUOKxpIP7S9zPzc2h/6A7GHjnvRyvakzsCY9dSD179sTT04s/5szAw9MTp9PBlb3OXByOio49Ic+zef5Udmzbgp+/P0HBIWe9rRDi0iAFGyGEEEIIIYQQQpxUCsHYcVKDA+ykKuPM65hmdmCYx1f0NJZyrheJv+fsyx4dQTSppFgBZFGlbAMXohJa/M9fbN20gVuH3A9A/UZNOZSShM1udxVxTubgvr0kHzzgGsGyZsUyDMOgRs1aAHh4ep4wrdn5qN+oCTu2bi51QSO+Vh2S9u8jJekg4ZFRrhhLY+2q5SXur1m5lLj4mthsRdMr2u12+vS/mWlTJuHh6UGPPjfg7eNzFtmUnUOpKcye9h1delyDYciy4kKIk5PfDkIIIYQQQgghhDglJ3Z2UpUwDhPGYfYTxn2Ox7jd8Qw7rKiz3t9mK5aPzWsAGGCbz6+6dFMfCXEpKSwsIDU5iaQD+9m4djWfjBnJo3cP4vLuPejd/2YA2nbqTJPmrXhsyCAW/vkH+/bsZtWyxYx5+zXWr17p2penlzfDHr+fzRvWsmLxQt5+6RmuuvZ613Ro0bHV2LJxPVu3biU97RAOh+O8Yr/z/kdYvWwJb7wwlE3r17IrcTvzfpnFGy8MPWn7tp06E5dQixceOxrj+yOGl6qvg/v28s4rz7Nz+1ZmT/uObz7/mIF3lRzZ0++W21m68C8Wzp/L9Tfdel65HZGRnkZqclKJr4L8fNfzWmtSk5NISTrIjq2b+fHbrxl8fQ/8/AN45JmXyiQGIUTlJCNshBBCCCGEEEIIcUapBAEQz372Ec7fVhN6FI44q2nSLK14znE3Tux0N5bxvXUFIGs5iIsnwMcDD5vCYeqL1qeHTRHg43FW2/wzfy7dWtTDbrfjHxhE3QaNePqVt+gz4BbX6AylFGMnTGHMiOG8+MSDpKelEhYeQfM27QkNP7qgfVyNeLr1vJYHbr+JzMPpXN69R4l1aG4YOJhl//5D165dyc7O5pMpP9OqXcdzzrdO/UZ8OnUGY0YM585+vdBaU616DXr07nvS9oZhMOrjr3j5yYcY1Ls70bFxPP3KW9x/W/8z9tW7300U5OcxqHc3DMPGoLvupf+gO0q0qZ5Qk6YtWpNxOJ0ml7U857yOdc8t15/w2Fvvf8LV1/UDIDsri24t6qGUws/fn+oJtend/xYG3X0vfv4BZRKDEKJykoKNEEIIIYQQQgghSi2RaDwppIY6wE59dJq0h+0/0NbYSHWVdMqp0r41u7Bc18WXPCJJ53ddNidPhSitcH8vPri1BZl55zaKRCmI9IGkPNf68WcU4ONBuL9Xqft4bdQ4Xhs1rlRtff38eebVt3nm1bdP+vx9jz/DfY8/A8CNt9990jYhoWF8NOkHYn1hbw5Yp8jrVDG1ateR1XvSSzzWqFlzPpz0wynjnr1oTYn7NRJq8cUPs0s8dvw+j/fp1Bmu2y+8+e4p22mtSUk6eMr8jxVTLe60/Z7peYDrbhzIdTcOPGNfQghxMlKwEUIIIYQQQgghxFkpxJOdumiaNI1iP2E847wHgGCyuMzYSnNjK5epbTQxduCv8kjRAbzlvAWA222/uqZFE+JiC/f3OqsCyrEMBbG+4H+awoYoP1JTU5n0zQ+kpiRz/Y2D3B2OEEKckRRshBBCCCGEEEIIcU6OTJNWU+3DEyfbdTTp+POH1Zw/rOYAKCzqqL0YWGTiSyOVyL9mfZxySkIIcYHVrl2b4JBQXnxrFAFBQe4ORwghzkj+OxJCCCGEEEIIIcR52a5jAPAhn4bsJUhlU4idfTqc/YSxWccBYGDRyVjNePN6N0YrhLhUpKenn3aaNyGEKG+kYCOEEEIIIYQQQogykYc364kH18lRTVVSiVUpeOGgnrGbieaV7gxRCCGEEKLckoKNEEIIIYQQQgghLhDFAcI4oMMAWGA2cXM8QgghhBDll+HuAIQQQgghhBBCCCGEEEIIIS51UrARQgghhBBCCCGEEEIIIYRwMynYCCGEEEIIIYQQQgghhBBCuJmsYSOEEEIIIYQQQgghLhke2fuw56ed07ZKgS0HvPNA69Jt4/QOweEXc079CSGEuLRIwUYIIYQQQgghhBBCXBI8svdRd2oXDLPgvPbjfxZtLZsXmwfMc0vRZvy7bzHvl5lM+eXvi9736VzdrgmD7r6PW4fcd8o2TasFM+rjr+na85qTPn/3gGup27AxT7385oUK86JZumgBQ27szd/rdhIQGOjucM7JmV6vymzYY/eTlZnB6E8nXtR+S/NzJCoemRJNCCGEEEIIIYQQQlwS7Plp512sOVuGWXBWI3qGPXY/TasF07RaMC3iw+lyWR3uHdiXH7/9Gsuyyjy+YY/dz8N3DypVu0dP0m7pogU0rRZMZkZGmcd2se3bs9t17I/9evbhey5ov81atGbu8k34BwRc0H7c6VTvn9NpWi2YP+bMvEARnb0j749N69eWePypV97k1XfHuSmqUxv/7lvc2KOTu8Mooby9puWRjLARQgghhBBCCCGEEKIc6dC5G6+OHItpmqSlpvDP/N8Z8fKz/D5rOv/77BvsdjmldyF99M00atap57rv5e19TvvRWmOa5hlfLw9PT8IiIs+pD3FmDocDDw+PC7Z//4CKOSqqIrvQr6k7yQgbIYQQQgghhBBCCCHKEU9PL8IiIomsGk39xk0Z8tATjP50Igvm/c5PUye52mVmZPDy0Ifp3LQW7evHMeSmPmzesPaE/U39+nOuat2QNrWjGXrfnWRlFo2GGf/uW/z03TfM+2UWwcHBNI4NZumiBecd/4oli7jjhqtpXasqV7VuyFsvPk1ubs4p2+9K3M6d/XrRqlYUfbu2ZdFf80rVj9Pp5I0XhtKhQRxXNKnJ+++8ji5eXGj8qBG0a9fuhG1u7NGJ9995/bT7DQwOISwi0vV15IR8YUEBb734NJ2b1aZVrSgG39CTdatWuLY7MtpowbzfuLlXZ1rWjGTl0n+xLItP33+Xq9s3pXWtqgy4qiO/zZx+wnbHjlL6ftKXrtfs0SG3MuGjsbRvUN31/JHREz9//y1Xt2tChwZxPHX/XeRkZ50yr8PpaTz9wN10b9mANrWj6de9PbOnfVeizd0DruWtF59m1Osv0qlRPF2b12X8u2+VaHOur9ep+unQMJ66desybuTRfq5u1wSAx/5zK02rBbvuA8z7ZRY3XX0FrWpF0atDMz4Y9TZOp9P1fNNqwUyZ8CkP33kLberE8MmYkaU6Xv/M+53BN/SkY8PqXN44gQfvuIk9OxNdz/dq3xSAm3peTtNqwdw94FrgxNFDhQUFvDnsaWrXrk2Lmqd+nyxe8Ce39OpCm9rR3H79VezcvtXVZs/ORB65ayBdLqtD27qxDLymK//+Pf+sj/OxjsT55Qdj6NaiHpc3TuCN55/E4XAA8N5brzKod/cTthtwVUc+GD3CdX/ChAn06dyGVrWiuK5zayZ/+YnrOUdhIW+8MJRuLerRqlYUPds25tP33wVO/5pOmfAp13S4jBYJEfS5ohU/f/9tiRhO9ppmHj7Msw/9h85Na9G6VlV6d2rBtMkXd1q6C0EKNkIIIYQQQgghhBBClHNtOlxO3QaNmDv7Z9djQ++7g7TUFMZOmMo3s+ZRv1FT7rn5ejLS011tdu9M5NcZ03jv828Z99VUNq1bwxvPPwnA4Hsf5Kpr+9Khczc2bdrEvBWbaNai9XnFuWdnIvffNoDuvfow9bcFjBj3GSuX/subLzx10vaWZfH4f27Dw9OTr3/6jRfeGMnoN18uVV8/f/ctdrudiT/P5alX3uSrj8fxwzcTAOh70yC2bNlS4kT5xnVr2LJxPdffeHZTcx0x6o2X+H3WzwwfNY5vZ80nrnoC993ar8TxBvjfm6/wyDMvMe2PxdSp15BP33+Xn7+fzAtvvMsPcxdx65D7ee6Re1m26J+T9rNy6b8Mf/ZxBt31f0z+5S/aderMJ2NGntBuz66dzPtlFu99/i1jPv+W5YsX8tnY0aeMvyA/nwaNm/H+l5P5/veF9Bt0B88/+n+sXbm8RLufv/sGnyq+fP3z7zz23Ct8OHqEqyhzPq/X8Y70M+nn33nllVf44Jh+Js74A4BXR45l7vJNrvsrFi/khcf+j0F3/R8/zv2XYW+OYvrUSSccn/Gj3qZrz2v5/rd/uP6mQaU6Xnl5udz2nweYNGMeH307HUMZPPafW11TEU78eS5QNAJr7vJNvPvRVyfN68j7ZNy4cUyZfer3yZgRw3li2HAmzfwDm83OS08+6HouNzebjl2v5KNvpjF5zp+079yNh++8hQP79pzTsT5i6aK/2bMrkU8m/8Rro8Yxfeo3riJwr74DWLdqeYki1bbNG9mycT29rusPwIwfpvDmm2/y8FMv8OMfi3no6WGM/e8b/DT1GwAmffYhf/42m3fGfcb0+Ut4472PiI6NKzp+p3hN586ewdsvP8vt9zzA978vpP+gO3jpiQdZsrDk2lvHv6bv//d1tm/dzNgJU/lx3mKef2MkQSEh53V8ygMZPymEEEIIIYQQQgghRAVQo2Zttm7aABSNYlm3ajnzVm7F08sLgCeGvca8X2by26zp9B90BwCFBfkMHzWeyKrRADzz6ts8eMdNPDFsOGERkXh7e+NwFBAZGYkjByx96v7/mvsLbevGlnjMMs0S9z8dO4peffu7FkKvHl+Tp195i7sHXMsLb4w8YXqxf/+ez87tWxn/9fdERFUF4OGnhnH/7QPOeDyiomMY+tIbKKVcx+brT8bTb+BgoqJj6Nq1K9OmTKRB0+YATJ8ykRZtOxBbvcZp9zv4+h4o4+h17p9/P4vqCTWZ8tVnvDZyLB27XAnAiyP+x6J28/lx8lfc8X8Pu9rf/8RztLu8C1A02uKT90fx0Tc/0rS4GBZbvQYrl/7LdxM/p2W7Dif0/83nH9GhS3cG/99DANRIqMWq5Uv4e+4vJdpZlsVr747F188fgGtvuJHF//zFQ6fIK7JqtGufAAPvvIeFf87l1xnTaHxZC9fjtes15P8eexooev2++eJjFv/zJ+0u73Jer9fxjvRjKOjQuCZjPzjaT0hoGFA03dix08V9MHoEd93/KH0G3AIUHcsHnnyO0a+/7IoZoNd1/V2FmtIer+69+pRo/8rI9+nctBbbt2yidr0GBBfHdGQE1snk5uYw5avPGP7uWK688kr25pz6ffLQUy+4Xv+7HniUBwffREF+Pl7e3tRt0Ji6DRq72j449Hn+mDOD+b/N5pY7zn1NpYDAIJ4d/g42m434WnW4vNtVLF7wJ/0GDqZW3frUbdCIWdO+495HhwIw68epNL6sJXHxCQCMG/kWr732Gm2v7o2lITauOju2bOa7iZ/TZ8AtHNi/l7j4mlzWuh1KKVexBjjlazrhozFcN2AgNw0eAkCNe2qxduUyJnw4htbtj67Bc/xrenDfXuo1bELDppcBEFPtaF8VmRRshBBCCCGEEEIIIYSoALQGlAJgy4Z15ObkcHmTmiXaFOTnsWfX0Svko2JiXcUagCYtWmFZFju3bzvrdVNate/E86+XHMmwdtUynnv4Xtf9LRvWsWXTemb9eHSqLa01lmWxb88uEmrXLbF94rYtREbHuE7+H4mxNBpf1hJVfDwAmjZvzVcfFa39Y9htDB48mPsffJAnhr2OYRjMnvYdT750+unQAN4e9ykJtY7GGRUdw84dW3E6HDRr1cb1uIeHB42aNWfH1i0ltm/QpJnr9u6dO8jPy+XegTeUaONwFFKvYRNOZueObXTteW2Jxxo1a3FCwSa6Wpyr+AAQFhFF2qGUU+ZlmiafjHmXX2f8SPLBAzgcDhyFBfj4VCnRrk79hiXuh0dEkpaaCpzf63W84/sJizzaz6ls2bCOVUsX8/GYd12PWaZJQUE+eXm5rlwaNG12wrZnOl67Ercz7r9vsHbVcg6npblG1hzcv5fa9RqUKqe9uxJxOhxcVor3Se1j8g+LiAIg7VAKVWOqkZuTzfh33+bvP34lNfkgTqdJQX4eB/ftLVUcp1KzTj1sNtsx/Ua6isBQNMpm2uSJ3PvoULTWzP7pe277zwNAUTFqz65EHn74YVCPurYxTSd+/gEAXDdgIPcO7EufK1rRoXM3Lu/Wg/ZXdD1tTDu2bqHfwDtKPNasZRsmfvZBiceOf01vvP0unrhnMJvWrabd5V3o0uMamrVsQ0UnBRshhBBCCCGEEEIIISqAxG2bXVeR5+bmEBYRxadTfj6hnX/ghVkE3ceniutK+yOSDu4vcT83N4f+g+5g4J33cryqMbEnPHYh9ezZE09PL/6YMwMPT0+cTgdX9rrujNtFRceekOfZ8Kni67p9ZO2e97+YXKLIAeDp5XnOfQB42Eue2lVKoYuLDCfzxQfvMemzDxj68hvUrtcAHx9fRrzyLI7CwhLt7Mct5n6m/Z6rc+knNyeH+554hm49e5/wnJfX0dFbPj6+Jzx/puP18J23UDWmGi+9/T/CI6OwLIt+3dvjKHSUKp+zZbcfzf9I4dEqHuI2cvgw/v1rPo+/8BpxNeLx8vbhyf8b7Fpvpiz6PNLvscfg6uv6MfqNl9m4djX5+Xkk7d9Hj959AcjLKXovjx49mtgGLUuMxjOKi0D1Gzdl1sJVLJj3O4sX/MlT999Jm46dGfnhl+cVN5z4mnbsciWz/13Dgj9+Y9Hf87jn5uu5afAQnhj22nn35U5SsBFCCCGEEEIIIYQQopxb/M9fbN20gVuH3A9A/UZNOZSShM1uP+1UQAf37SX54AFXsWDNimUYhkGNmrUA8PD0PGFas/NRv1ETdmzdXOqCR3ytOiTt30dK0kHCI6NcMZbG2lUl115Zs3IpcfE1XSMI7HY7ffrfzLQpk/Dw9KBHnxvw9vE5i2yOiq0ej4enJ6uWLnZN8+RwOFi/eiW33v1/p9yuZu26eHp5cWD/npNOf3YyNRJqsX71ihKPHX//XKxatpjOV/Xi2htuAoqmCNu1Yzs1jxv1dDrn83qdLbuHB5ZV8r1Zv3ETdm7fdl4FtZM5nJ7Gzu1beent0TRv0x4omnbwWB7FBabT/bwceZ+sXLqY1nVL/z453qqli+kzYCDdri4aaZWbk83+vbvPKqdzEVk1hhZtOzDzx6kU5OfRtlNnQsPCAQgNjyAisiq7du2i/TU3nnL6RD//AHr2uYGefW6ge68+3H9bfzLS0wkMDj7pa5pQuw6rli12TXMHRe/V40fjnUxIaBh9BtxCnwG3MLX154x6/SUp2AghhBBCCCGEEEIIIcpOYWEBqclJmKZJWmoK/8z/nU/Hjuby7j3o3f9mANp26kyT5q14bMggHn3uFaon1CIl6QB/z/2Vrj2vda3r4OnlzbDH7+fxF14lJyuLt196hquuvd41HVp0bDUW/jmXrVu3ku8dQhW/ANeJ6XNx5/2PcFufq3jjhaHccMvt+FSpwo4tm1n09zyeG/7OCe3bdupMXEItXnjsfh5/4RVysrJ4f8TwUvV1cN9e3nnleQbcegcb167mm88/PuFkbb9bbue6LkXTJH3x45xzzqtKFV9uvO0u3n39JQKDgomKieWL8e+Rn5dL35tvO+V2vn7+DL7nQf77yvNoS3NZq7ZkZ2Wyctli/Pz8S5ykPuKWO+/hrv7XMOGjsVxxZU+W/PMX/8z73TUd3rmKq1GT32dNZ9WyxQQEBvHVx+NIS00+q4LN+bxeZys6No7FC/6kWcs2eHp6ERAUxD2PPMXDd95M1ZhYuvfqg2EYbN6wju2bN/LgUy+cc18BgUEEBYfw3aQvCYuI4sD+vfzvzVdKtAkJC8fb24d/5v9OZNVoPL288A8oOZrN9T4Z/hI1o4LxCI3ls3Fnfp8cLy6+JnPn/MwVV/ZEKRj7zhuu0TcX2jV9BzBu5Fs4HYUnTCF4/xPP8PZLz2B5BdCuczccBQWsX7OKzIzD3H7PA0z4aCzhEZHUa9QEZRj8NnM6YRGRrlF/J3tNB9/7MEPvv5N6DRvTplNn/vxtDnNn/8yH30w7bZxj//sGDRo3o2adehQWFvDX3F+Ir1XnQh2Wi0YKNkIIIYQQQgghhBDikuD0DsGyeWGYBRetT8vmhdM75Ky2+Wf+XLq1qIfdbsc/MIi6DRrx9Ctv0WfALRiGARRNZTR2whTGjBjOi088SHpaKmHhETRv057Q8HDXvuJqxNOt57U8cPtNZB5O5/LuPUqsQ3PDwMEs+/cfunbtSnZ2Np9M+ZlW7Tqec7516jfi06kzGDNiOHf264XWmmrVa7imVTqeYRiM+vgrXn7yIQb17k50bBxPv/IW99/W/4x99e53EwX5eQzq3Q3DsDHornvpP+iOEm2qJ9SkaYvWZBxOp8llLc85L4BHnnkJy7J4/tH/IycnmwZNmjH+6+8JCAo67XYPDH2e4NAwPh07ir27d+IfEEj9Rk0Z8uBjJ21/Wau2vPDmu3wwagRj33mddld05dYh9/Htl5+cV/z3PPwk+3bv5L5b++Pt40O/gYPp0uMasjMzS72P83m9ztYTw15j5Ksv8MM3E4iIqsrsRWvo0Lkb733+LR/9bwSfj/sfdg87NWrW4YZbSl8MORnDMHh77Ke8/dIz9LuyPTUSavH0K29z941H1xKy2+08/epbfDh6BONGvknz1u34dOqME/b1yDMvoS2L//u//yMru/Tvk2M9+eLrvPTkgwy+vgdBISHced8j5GRnnVeOpdW913W8OewpDMNG1x7XlHiu38DbiQ7y4d3/jWHk6y/i41OF2vUaMOju+wDw9fPj8w/eY3fiDmw2g4ZNm/P+l1Ncv7dO9pp27XkNT7/8Jl9++D5vv/wsMdWq88rI98/4e8jDw5P33n6V/Xt24+XtTfPW7Xh77KcX5qBcREprfXFKc26WmZlJYGAgNZ+YjNN+4hyGFZWXTTOitclTS2wUmOdXZS8vKmNOUDnzkpwqjsqYV2XMCSpnXpUxJ6iceVXGnKBy5iU5VRyVMa/KmBNUzrwqY05QOfOqjDmB+/OK8bfxcpcIIqJjUfaja4V4ZO/Dnp92TvtUCiJ9ICkPSntGzekdgsMv5pz6u1gMBbG+sDeHU05zVNEcyWlPtuaaji248fa7uf2eB9wd1jl75alH2Ll9C3N/mV2pXieo3O+/ypQTVNy8tLOQ5P17eXleMvuySk7JZnfmsH3kTWRkZBAQEOCmCI+Jx90BCCGEEEIIIYQQQghxsTj8Ys65gGIoMH0hv4KdrLxUpaamMumbH0hNSeb6Gwe5O5yz8uUHY2h7eWd8fHxZMP93fvruG154/b/uDksIcYFJwUYIIYQQQgghhBBCCFHp1K5dm+CQUF58a9RZTUdVHqxbvYLPP3iP3OxsYqrX4OlX3qLfwNvdHZYQ4gKTgo0QQgghhBBCCCGEEKLSSU9Pr3BTNx3xzvjP3R2CEMINDHcHIIQQQgghhBBCCCGEEEIIcamTgo0QQgghhBBCCCGEEEIIIYSbScFGCCGEEEIIIYQQQgghhBDCzaRgI4QQQgghhBBCCCGEEEII4WZSsBFCCCGEEEIIIYQQQgghhHAzu7sDEEIIIYQQQgghhBDiYknNTyKr8PA5bWsoyHFAch5YunTb+HsGEeYdeU79CSGEuLRIwUYIIYQQQgghhBBCXBJS85N4ctFAHFbhRevTw/Dkv+0mlYuizb49u+nVvimT5/xFvYaN3R2Oy/h332LeLzOZ8svfp2wz7LH7ycrMYPSnE0/6/PQpk3jnlWdZsH7XhQqzUmlaLZhRH39N157XuDsUIcQxZEo0IYQQQgghhBBCCHFJyCo8fFGLNQAOq/CcR/QALF20gKbVgmlaLZhmcSF0aBDHjT0vZ9TrL5KSdLDsAj2uv8yMjHNud3W7Jnz9yfgyj80d7h5wrev4t6wZSfeWDXjozpv5ffbP7g6tVMa/+xY39uh0wuNzl2+iY5fu57XvP3+fw139r6FdvWq0qR3NwGu6Mn3KpPPapxCXOinYCCGEEEIIIYQQQghRzk3/cym/L9vIxBl/cOd9j/Dvgj/p1709Wzeud3dolV6/gYOZu3wTMxes4N2PviShdl2efuBuXn36UXeHds7CIiLx9PI65+0nff4Rj949iGYt2/D1T78x9dcF9OhzA8Ofe5yRrw0rw0jPn6Pw4hZphTgfUrARQgghhBBCCCGEEKKcCwkNJywikhoJtbj6un58+cMcgkPDGP78EyXa/fDNBK7v0oZWtaK4rnNrJn/5yQn7Sty2hduvv4pWtaK4oVs7li76ByiaMm3Ijb0B6NSoBk2rBTPssfvPO/bMjAxeHvownZvWon39OIbc1IfNG9aesr1pmrzzyvN0bFidyxsnMOr1F9GUbtGgP+bMpHenFrSoGUW/fv04uH+vK7dmcSGsX72yRPuvPxlPz7aNsSzrlPv09vEhLCKSyKoxNGneiseee4Vhb47i+0lf8u/f813ttm5cz5Cb+tC6VlUub5zAq08/Sm5Otuv5YY/dz6N3D+KTMSPpclkdOjaszgejR+B0Onl3+DA6NYrnylYNmTa55LRvB/fvZeh9d9K+QXXi4+N56K6B7Nuz2/X80kULGHhtN9rUiaFjw+oM7tuD/Xt3M33KJD4Y9TabN6xzjRI6MgKmabVg/pgz07WPpAP7ePqBu+nUKJ42dWK4pVcX1qxcdtLjcXD/Xka+9gKD7r6Ph595kZp16hEXn8Dgex/ksedfZcJH77u2vaVXF778YIxr20fvHkSL+HDXcUk6sI/GscHs2LEDKBqd9cmYkbz4xIO0q1eNHm0a8d3EL056PDo2rE6nRvE8ctzxOHKcP37vv3RvUZ8+nVsBMPnLT+jdqQWtakXR5bI6PHHv4FO+5kK4ixRshBBCCCGEEEIIIYSoYLx9fBhw652sWrqYQ6kpAMz8cQrj/vsmDz71Aj/+sZiHnh7G2P++wU9Tvymx7ajXX+T2ex5k8uw/adqiNQ/deQtpaWlERccw8qMJQNGInrnLN/HUK2+ed6xD77uDtNQUxk6Yyjez5lG/UVPuufl6MtLTT9p+wkfv89PUSbz83/f54ofZZBw+XKK4cCp5eXl8MmYkw0ePZ8KPc8jIyGDo/XcDEFMtjjYdOzN9SsliyPQpE+kzYCCGcXanSfsMuIWAwCDmFk+Nlpubw3239icgMIiJM+byzgdf8O+C+bz5wlMltluy8G+Skw7y+XczeWLY64wf+SYP3XEzAYFBfP3z7wy49U5ee/Yxkg7sA8DhcHDfrf2p4uvHF9/PYs6cOVSp4sv9t/XHUViI0+nksSGDaNm2Pd/9uoAJ036l38A7UErRo3dfbr/nQWrWqcfc5ZuYu3wTPXr3PSGX3Jxs7up/LckHD/C/zyYx9Ze/ueO+h9GnKGL9NvMnnA4Hg+998ITnBgy6gyq+fsyZ/j0ALdp2YOm/CwDQWrNiySL8AwJZueRfAJb9+w8RUdEkJCS49jHho7E0bNKMybP/5Mbb7+b1555g5/atJxyPz7+bxZc/zqGK79HjccTif/5i545tfDDpB8Z8/i3rV6/k7Zee4f4nnmX6/CWM++o7mrdpX7oXW4iLyO7uAIQQQgghhBBCCCGEEGcvvmZtAPbv2U1oWDjjR77FE8Neo/vVRaNkYuOqs2PLZr6b+Dl9Btzi2u7mO/5D9159AHj+jZH8M/93vvrqK/oNeYTAoGCgaERPQGDgGWO4qnXDEx7Lz8t13V6xZBHrVi1n3sqtrim4nhj2GvN+mclvs6bTf9AdJ2w/8ZMPuPvBx1x5vPDmuyz8c+4ZY3E6HDwzfARNLmuJoWDcuHG0adOGtSuX0/iyFtxwy20Mf/ZxnnzxdTy9vNi4djVbN21g9Kdnv+6KYRhUT6jF/r1FIztmT/uOgoJ8ho8eT5UqvgA8+9oIHr7zFh597mVCwyMACAwK4plX38YwDGrUrM0XH7xHfl4uQx4qGil194OP8dm40axY8i9XX9ePX37+AcuyePmd97AZilhfGP7uWNo3qMHSRQto2OQysjIzubxbT6rViAcgoXZdV5xVfH2x2+2ERUSeMpdZ074jPe0Qk2b8QWBw0esfF59wyva7dmzDPyCA8MioE57z8PQkNq46u3ZsA6Bluw5Mm/wVpmmybfMGPDw96dG7L0v/XUCHLt1ZtugfWrYtWTjp2PVKbho8BIC77n+Urz8Zz5KFf1OjZu0Sx0MpBcCrI8fSsWHR8Wh/RVcAfKpU4eUR7+Hh6QnA77N/xqdKFS7v3gNfP3+iY+Oo36jJKXMUwl2kYCOEEEIIIYQQQgghRAV0ZJowpRS5uTns2ZXIy0Mf5pVj1lYxTSd+/gEltmvavJXrtt1up2GTy9iyZcs5xfD597Pw9fUr8djdxdOqAWzZsI7cnBwub1KzRJuC/Dz27Eo8YX9ZmRmkJB+kcbMWJWJs0OQy0KefFs1ut9OoaXPX/Tp16uAfGEjiti00vqwFXXtcw5svDGXunBlcfV0/pk+dRKv2nYipFndWOR+htXYVDXZs3UKdBo1cxRqAZi3bYFkWO7dvdRVsatapV2I0T2hYOLXq1nfdt9lsBAUHk3YoFSg6fnt27qBdvWoAGAosDQUF+ezdlUj7K7rSZ8BA7rutH207daZtx85cde31Jy2mnMrm9Wup17Cxq1hTlpq3bk9Odjab1q1h1fIltGjTnpZtO/LZuNFA0QibO//voRLb1Kl/tAiolCIsPOKUx+OII8fjiNr1GriKNQDtOnWmakw1rulwGe07d6ND52507XktPj5VyjplIc6LFGyEEEIIIYQQQgghhKiAdmwtKrJEV4sjLycHgBdHjKZxs5Yl2hk22wWLIaZa9RNG4tjtR/vLzc0hLCKKT6f8fMK2/qUYwVOWPDw9ubbfzUyfMonuV/dm9rTvznnKN9M02Z24nYZNLzur7ex2jxL3lVLYPU587Mh0ZLk5OdRv3Iw33/sIQ0FUFTiYW1S0CQ4NBeC1d8cy8K57WTj/d375+Qfef+d1Ppz0A02OKcydjpe3z1nlUD2hFlmZmSQfPEBEVNUSzzkKC9mzayet2ncCICAwkDoNGrFs0QJWr1hK206dadGmPU89cBc7d2xjd+J2WrbrUGIfJztGJzsexztyPIATCjG+fv58O/tPli1awKK//mDcf9/kg3ffZuKMP0o1kkyIi0XWsBFCCCGEEEIIIYQQooLJz8vj+0lf0qJNe0JCwwgNjyA8sip7d+0iLj6hxFdsXPUS2x67mLzT6WTD2lXUqVMHAI/i4oFlmWUSZ/1GTTmUkoTNbj8hruCQ0BPa+wcEEh4RxdpVy0vEuHHtqjP25XQ6Wb96pev+1q1bycrIIL5WHddjN9xyG4sXzGfyhE8xTSfdevY+2a7O6Kep35CZcdg1tVxC7TpFo4lyc1xtVi1b7Jr67FzVb9yU3YnbCQkLIy4+gYSEo8fPP+BooaF+oybc/eDjTJj2K7Xq1mfWtO+AotfTNE//Wtap35DNG9aeck2h43Xv1Ru7hwcTPhp7wnNTvv6cvNwcel7Xz/VYyzYdWLrob1YsXkirdh0JDA4moVYdPhkzkvCIKGok1CpVv3Di8Tj269jjcTJ2u522nTrz2POvMvW3Bezfu5slC/8qdd9CXAxSsBFCCCGEEEIIIYQQopxLO5RCanISuxK3M3v69wy+oSeH0w7x/BsjXW3uf+IZPhs7iomffcjOHdvYunE90yZPPOHE+uQvP2Hu7BkkbtvCGy88SWZGBrfeeisAVWOqoZTir99/Ie1QKrk52ecVd9tOnWnSvBWPDRnEwj//YN+e3axatpgxb79WorhyrIF338tnY0fzx5yZRTE+/yRZmZln7Mvu4cFbLz7NmpXLWL9mFQ888ABNmrei8WVHp1dLqF2XJs1bMvrNl+nZpx/ePmceXZKfl0dqchJJB/axZsVSRr3xEsOfe5wbb7uL1sUjSXr1HYCXlzfDHrufrZs2sGTh37w17GmuveEm13Ro56JX3wEEhYTyyN2DWL54Ibt27WLpwgW89eLTJB3Yx97du/jfW6+wevkS9u/dzcI//2B34nYSiotU0bFx7Nuzm03r15KedojCgoIT+rj6un6Ehkfy6JBBrFz6L3t37eT3WT+xevmSk8ZUNaYajz33ChM/Hc+Yt18jcdsW9uxMZMJHYxn9xkvcfs+DNLns6Civlu06svDPP7DZ7a7iWct2HZn141RaHLd+zdkcjxWLF7J39y6WLjp6PE7lz9/nMPGzD9m0fi379+5mxnffYlnWWRWLhLgYZEo0IYQQQgghhBBCCHFJ8PcMwsPwxGEVXrQ+PQxP/D2Dzns/113RCqUUVXz9iI2rTrvLu3Dbfx4osZj8Dbfcjre3D198OIZRr7+Ij08VatdrwKC77yuxr0eeeYnPxo1m84a1VKuRwJjPJhEaGsreHIisGs19jz/L/956hRefeIDe/W7mtVHjzjlupRRjJ0xhzIjhvPjEg6SnpRIWHkHzNu0JDQ8/6Ta33/MgqclJDHv8PpRhcP2Nt9K15zVkn6Fo4+Pjw533P8KzD/6H5KQDtG/Xjtfffu+EdtffdBurli3h+ptuLVUO30/6ku8nfYmHpydBQSHUb9KUEWM/o9vV1x7TdxXGf/0db7/8LIOu7Ya3jw/de/XhyReHl6qPU+dUhc+/m8noN1/msf/cTm5ONuFRVWnT4Qp8/fwpyM8ncdtWfp76LYcPpxEeEclNg4fQ/9Y7Aejeqw9z58xgyE29ycrI4NWRY7nuxoEl+vDw9OSDid8z8rVhPDj4RpxOk5q16/Ls8HdOGdetQ+4jNq46X374PhM/+xDLNKlZpx7Pvz6S628aVKJt89btsCyLFm2OFmdatu3IxE8/oGW7jud8PB6/53ZycrKJiKxKm45Fx+NU/AMC+WP2z3zw7lsUFhQQF5/AW+9/UmL9ICHKA6X1GVbrqiQyMzMJDAyk5hOTcdp9z7xBBeFl04xobfLUEhsFpnJ3OGWiMuYElTMvyaniqIx5VcacoHLmVRlzgsqZV2XMCSpnXpJTxVEZ86qMOUHlzKsy5gSVM6/KmBO4P68Yfxsvd4kgIjoWZT+6+HhqfhJZhYfPaZ+GgggfSM4rWkOkNPw9gwjzjjxzQzcyFMT6wt6c0udV3p0upw9Hv8NvM6fx3W//uCe4c1QZXyeonHlVxpyg4ualnYUk79/Ly/OS2ZdVcopAuzOH7SNvIiMjg4CAADdFeEw87g5ACCGEEEIIIYQQQoiLJcw78pwLKEdOVvp6VKyTlaJIbk42+/bs5tsvP+bBoc+7OxwhhDiBrGEjhBBCCCGEEEIIIYSo9N584SluuaYLLdt2LPV0aEIIcTHJCBshhBBCCCGEEEIIIUSl99qocee1Ho8QQlxoMsJGCCGEEEIIIYQQQgghhBDCzaRgI4QQQgghhBBCCCEqnaI1ZjRoWWxGCCEuaVoDukKsPSZTogkhhBBCCCGEEEKISic9zyIr3yQkNxN7lQBQ6rz3aSkoLATLWbnqQJUxL8mp4qiMeVXGnKCC5qU1ztxMsvJN0vMsd0dzRlKwEUIIIYQQQgghhBCVTr6pGb/sMPe1BH/vTOD8CzZKgcNTk16oKs7JylKojHlJThVHZcyrMuYEFTUvTVa+yfhlh8k3y3/QUrARQgghhBBCCCGEEJXS1jQHz81NJdjHwDj/eg2ehubJJhb/XWNQaJXBDsuJypiX5FRxVMa8KmNOUDHzsnTRiMuKUKwBKdgIIYQQQgghhBBCiEos39QcyDbLZF9eNo3TabI/20aBWTFOVpZGZcxLcqo4KmNelTEnqLx5lSeGuwMQQgghhBBCCCGEEEIIIYS41Lm1YDN27Fhq1KiBt7c3bdq0YcmSJa7nHn/8cUJCQqhWrRoTJ04ssd3UqVPp3bv3xQ5XCCGEEEIIIYQQQgghhBDignDblGiTJ0/m8ccf54MPPqBNmzaMHj2aHj16sHnzZhYvXsz/t3feYVFcbR9+FrEAShcU7AJWVIggtqixgCYmdo1dLNFXo2CLLSqx18SosUSNXZNI8uZN1DRTjBgjKiBiiQXRWFAslJW+v+8Pvhl3BWFR4swcn/u6ciU7u5rn3t/M2TPnzJzZvXs3/fjjj3Tx4kUKDg6mwMBAcnZ2puTkZJo5cyb9/PPPSpXOMAzDMAzDMAzDMAzDMAzDMAxToig2YbNy5UoaOXIkDRs2jIiI1q9fT/v376ctW7aQhYUFtW3blpo2bUpNmzalkJAQio+PJ2dnZ5o6dSqNGTOGqlWrVujfn5mZSZmZmfLr5ORkIiKyzNb/e1IKYGkAPXpkIMtsC8rVyIOeikJEJyIxvdhJO4joJaITkZheIjoRieklohORmF7spB1E9BLRiUhMLxGdiMT0EtGJSEwvEZ2IxPRiJ+0gopeITkRieknzBQAUriQPHRSoJCsri6ytrWnfvn3UrVs3efuQIUPo4cOH9J///IfGjh1LkZGRdOXKFWrXrh0lJCRQXFwchYaG0rFjx6hUqVKF/j/mzp1LYWFh/7IJwzAMwzAMwzAMwzAMwzAMwzBa5vLly1SrVi2ly1DmDpukpCTKzc0lV1dXk+2urq50/vx5CgwMpIEDB5Kfnx9ZWVnRtm3byMbGhsaMGUNbt26ldevW0erVq8nZ2Zk2btxIDRo0yPf/mD59Ok2cOFF+/fDhQ6pevTpdu3aN7Ozs/nVHc/Dz86PIyMjn+jtSUlKoatWqdP36dbK1tVW0lpKipJxKEs6qYETMqiSdOKvC4awKRm1Zqan9K6l6SgrO6t+vp6TgrP79ekoCteVExFk9Dc7qxdRTEnBWL6aekoCz+vdrKSk4q3+/lpJCxKxEbP+IOKt/u5aSRG1ZlcR3k5ycTNWqVSNHR8cSqur5UGxJtKKYO3cuzZ07V34dFhZGHTp0oNKlS9P8+fMpNjaWvvvuOxo8eDCdPHky358vW7YslS1bNt92Ozs7VexMRESlSpUqsVpsbW2f6+8qyVpKiud1Kkk4q8IRMauScOKsCoezKhy1ZKWm9q+k6ykpOKt/v56SgrP69+spCdSSExFnVRSc1YuppyTgrF5MPSUBZ/Xv11JScFb/fi0lhYhZidj+EXFW/3YtJYlasirJ78bCwqJE/p7nRZEqnJ2dqVSpUpSYmGiyPTExkSpVqpTv8+fPn6edO3fSvHnz6LfffqNXX32VKlasSH369KFTp05Ramrqiyq9RBk7dqzSJcioqRY1oqbvR021qBE1fT9qqkWNqOn7UVMtakNt343a6lETavtu1FaPmlDbd6O2etSE2r4btdWjJtT23aitHjWhtu9GbfWoCTV9N2qqRY2o6ftRUy1qRE3fj5pqUSNq+n7UVIvaEPG7UeQZNkREzZo1I39/f1q9ejURERkMBqpWrRqNGzeOpk2bJn8OALVt25YmT55MXbt2pQ8//JAOHz5MX3/9NT18+JAcHBzowYMHZG9vX+j/LyUlhezs7Cg5OVkVs38lhYheIjoRienFTtpBRC8RnYjE9BLRiUhMLxGdiMT0YiftIKKXiE5EYnqJ6EQkppeITkRieonoRCSmFztpBxG9RHQiEtNLbU6KLYk2ceJEGjJkCDVt2pT8/f3po48+Ir1eT8OGDTP53KZNm6hixYrUtWtXIiJq2bIlzZ07l44dO0YHDx6k+vXrFzlZQ5S3RNqcOXMKXCZNy4joJaITkZhe7KQdRPQS0YlITC8RnYjE9BLRiUhML3bSDiJ6iehEJKaXiE5EYnqJ6EQkppeITkRierGTdhDRS0QnIjG91Oak2B02RERr1qyhZcuW0e3bt6lJkyb08ccfU7NmzeT3ExMTqVmzZnT06FFyc3OTt3/wwQe0atUqcnFxoW3btpG/v78S5TMMwzAMwzAMwzAMwzAMwzAMw5QIik7YMAzDMAzDMAzDMAzDMAzDMAzDMEQWShfAMAzDMAzDMAzDMAzDMAzDMAzzssMTNgzDMAzDMAzDMAzDMAzDMAzDMArDEzYMwzAMwzAMwzAMwzAMwzAMwzAKwxM2DMMwDMMwDMMwDMMwDMMwDMMwCsMTNgzDMAzDMAzzkmEwGJQugTEDzkk7ZGZmKl0CYyaclXbgrLQDZ8UwJQ8fV9qhpPvsPGHDMAzDMAzDMC8R58+fp1WrVildRokj2uSGqDkRiZfVhQsXaPbs2ZSTk6N0KUwRcFbagbPSDpyVttDr9UqXUOKI1q8gEve4EjGrf6PPblmifxujKW7evEmPHj0iDw8PpUthioCz0gYJCQn04MEDatKkidKlMEXAWWkHbv+0A2elDWJjY8nPz4+ysrKoRYsW1KxZM6VLem6Sk5PJzs6OLCwsyGAwkIWF9q9JEzEnIjGzOn36NDVr1owyMzOpXbt2FBQUpHRJJQoA0ul0SpdRIoielUiInhUfV9pApJwkLly4QIsWLaKFCxeSm5ub0uU8NyL2K4jEPK5Ezerf6rOL8e38i4g2kykRFxdHrVu3pr179xIRUW5ursIVPT8iztIScVZaIS4ujlq0aEEfffQRARDGURQPYzgr7SBi+0ckZt9CxKxEzCkmJob8/f2pb9++1KZNG/ruu++ISNvtx9mzZ6l69eq0cOFCIiL5JFDLiJgTkbhZBQQEUHBwMPXu3Zt2795N6enpBEDp0p6b+/fvExGRTqcTwkfkrO7evUsPHz5UuowSQ+Ss+LjSBqLlJBETE0M+Pj60fft2OnTokNLlPDci9iuIxDyuRM7qX+uzg3kqFy5cwOzZs3H+/HmlSylRoqOjYW1tDWdnZ3h6eiIjI0Ppkp6bixcvYuPGjbh3757SpZQonJU2iIqKgpWVFWrXro3KlSvLbgaDQeHKng/OSjuImJWI7R8gZt9CxKxEzOnUqVOoUKECZs6cCQCYMmUKKlasiIcPHwLQZjt4/fp1+Pj4wMvLC46Ojli0aJH8Xm5uroKVPTsi5gSImdXJkydNslqxYgXs7e1x5coVANrNCgDi4uJgaWmJCRMmyNu07CN6VmXLlkXfvn2RkpKidDnPjehZ8XGlfkTLSSI6OhpWVlaYMmUKQkND0aZNG9y+fVvpsp4ZEfsVgJjHlahZ/dt9dp6weQoXL15ExYoVodPpMHnyZFy6dEnpkkoEqZGeNWsWEhISULt2bXz88ccAtHngA8Dff/8NW1tb6HQ6rFixAsnJyUqXVCJwVtogKioK1tbWeP/995GTk4M6depg8uTJms1IgrPSDiJmJWL7B4jZtxAxKxFzSkxMhJWVFSZPnixvu3btGurUqYOwsDAFK3t2cnNz8dFHH6FHjx745ZdfsHjxYtja2mr6JFDEnAAxs3rw4AGsrKwwadIkeVtGRgZ8fX0xbNgwzbZ/AHDjxg34+/vD19cXNjY2CAkJkd/TopfIWd26dQvNmzdHu3bt4OjoiH79+ml60kbkrPi40gai5SRx8uRJ2NraYsaMGQCAXbt2wd7eHn/++ScA7f0Gi9ivAMQ8rkTN6kX02XnCpgD0ej2GDh2KAQMGYPny5XB3d0dISIjmT9ilQRWpkX706BHat2+PwMBAhSt7dlJSUtC/f38EBwdj9uzZ0Ol0WLJkieYHLDkrbRAXFwcrKytMnz4dAJCVlYVhw4YhICAAjx49AqDNjh1npR1EzErE9g8Qs28hYlYi5gQA9+/fx++//26yLTMzE/369UPLli3lbVprB//++2/s3r0bQJ7jokWLNH0SKGpOgHhZAXkXgkgYDAbk5ORg2rRp8Pb2xt27d+XtWsJgMGDnzp3o3bs3IiIisHv3bpQtWxahoaEmn9EaomZ14MAB9O/fH5GRkTh69Cjs7e01P2kjalZ8XKkfUXNKS0uDlZUVJk6caLK9bdu26NChA3JychSq7PkQsV8BiHdcAWJm9SL67DxhUwB6vR5btmzBzp07AQDbtm2Du7s7QkNDNX3CHhYWJg+qSAdDREQErK2tsXfvXiVLe2YSExOxbNkyfPHFFwCAlStXCjFgyVlpg3Xr1mHx4sUAHjfE58+fh7W1NVavXq1kac8FZ6UdRMxKxPYPELNvIWJWIuZUEFJeZ86cQdmyZbF582aFK3p2jE+E7t69m+/KvZycHPzvf/+TT3K1hEg5AWJmJTlJ/7558yZsbGywcOFCJct6LhISEvDNN9/Ir3ft2oWyZctq/kpzEbNKTEzEL7/8Ir8+cuSIPGlj3A/UWl4iZsXHlTYQNafLly/L/y1N0GzYsAFeXl44deoUAG16idivAMQ7rgBxs5L4N/rsPGHzFO7fv2/y+rPPPst3lWVOTg7i4+MVqK5kMBgMSExMRMeOHTFy5EgA2pvVBIB//vnH5PWKFSvyDVjm5OTg5s2bSpRXInBW2iA3NxdZWVkYPnw4AgMDcf/+fU12fADOSkuInpUo7R8gft9ClKxEyenGjRs4fvw4Dh48iOzsbDkL6d8GgwF6vR49e/ZEr169kJ6ervp28GlO2dnZ8mfu3LkjnwQuXLgQkyZNgqWlpWrbQBFzAsTM6tq1a/jhhx+wc+dOJCYmIjMzE8DjwS/p36GhoWjZsiWuXbumWK3Pi/E+lpOTk+9K8+zsbOzcuROxsbFKlVgoL1NWT7YZERERJnfaZGVlYd26dfj555+VLPOpvExZ8XGlDbSe09N4sk+enJwMd3d3jB8/XqGKioeI/QpAzONK1KxedJ+dJ2z+H71eL/9jjPEOJZ2wh4aG4ty5c5g4cSJeffVV6PV61Z44ZWZm5nv475O3PH7yyScoXbo0Lly48CJLe2YKcgJMszIesLx79y6mTJmCQYMGqfpByJyVNrKS2om0tDR525Odn3379sHS0hJHjx4FoI2rVTgrzkpJRGz/ADH7FiJmJWJOMTExqFq1KurXrw9LS0v4+Phg3bp1SE1NBWDaFkpXjx4/flypcs2iKCfj/fDu3btYtGgRdDodHBwcEBkZqVTZhSJiToC4Wbm6usLX1xdlypRBgwYNMGXKFDx48ACAqdPBgwdRoUIFfPvttwpVWzyeNlhk3AZmZ2ebDFqOHz8epUuXRkJCglJlPxWRs4qPj8fu3bvx4YcfIjo6Wu7jGmcFQF4e7e2330ZwcDDKlCmjyrtERc6KjyttZCVaThJPayuenAT4+OOPUbt2bfkuG7UiYr8CEPO4EjmrF91n5wkbALGxsejcuTMaNGiALl26YMGCBSbvG3/xW7duRfXq1eHp6Yly5cqpumE7c+YM+vXrBz8/P4waNcrklqzc3Fx5gCEtLQ0BAQEYM2YMsrKylCrXLIpyMs5qxYoVKFOmDHx8fFCqVClER0crUbJZcFbayKqotsJ40C4oKAivv/66yWSBWuGsOCslEbH9A8TsW4iYlYg53b17F/Xq1cN7772H+Ph43LlzB2+//TaaNWuGkJAQ+dkGxidMPj4+GDRokEmOasJcJ+O8Bg0aBFtbW8TFxSlVdqGImBMgZlYPHz6Er68vJk2ahHv37iE9PR3Tp09HixYt8NZbb+HevXsATLPq1KkT2rRpo+qsgOINFuXk5GDHjh2qHlgROavTp0/D2dkZrVu3hr29PRo2bIiePXvizp07APJP2vz+++/Q6XRwdHTEyZMnlSi5UETOio8rbWQlWk4SRbUVxl7Hjx+Hu7s71q9fr1S5RSJivwIQ87gSNSul+uwv/YTNpUuX4OjoiPHjx+PDDz/ExIkTYWdnhx49esgNNWA6uPfqq6/C0dERp0+fVqBi87hw4QLs7e0xYsQITJs2DT179oSLiwveeecd+TPGO9OUKVNQpUoVVT+g0Fwn46z8/Pzg5OTEWb1gRMzK3LZCYs2aNXBxccG5c+defLHFgLPirJRExPYPELNvIWJWIuYE5E1C1ahRAzExMfK2zMxMzJ49G/7+/pg5cybS09NN/syqVatw8eLFF12q2RTHyWAwYMeOHXB1dVXlIKWEiDkBYmYVHx+PWrVq4bfffpO3ZWZmYsuWLWjevDkGDBiQbxAiPDxclXc0GFPcwaLc3FwMHz4ctra2OHv2rJKlPxVRs0pLS0OrVq0wbtw4pKenIzs7Gxs3bkTr1q3RqFEj3L59G8DjrDIzMzF69GhUqFBBtYNgombFx5U2shIxJ8D8tsJ4gnfgwIGoV68esrOzVTkJIGK/AhDzuBI1K6X67C/9hM0nn3yCVq1amdz6+Mcff6By5cro0qWLyZp02dnZGDduHHQ6nUlQamThwoUICgqS679//z527tyJ8uXLY+jQofLnpIb66tWr8PLyUvV6iOY6Sc+mkLJS86AKwFlpJStz2woppwcPHsDX1xdXrlxRrGZz4Kw4KyURsf0DxOxbiJiViDkBeZNrNWvWlJdMkDLJzs7GlClT0KRJExw+fNjkPbVTHCcAuHLlCq5evapIreYiYk6AmFndvXsXDRs2xOrVqwE8nsTNzc3F2rVr4evri+3btwPIv0SkminOYJHBYMCBAwdQs2ZNVV9ZLmpWd+/eRd26dREeHi5vy87Oxi+//IKWLVuiRYsW8vPXDAYD/vrrLzRo0EDVSyiKmhUfV9rISsScgOK1FVJWf/31l6rPg0XsVwBiHleiZqVUn/2ln7CZOXMmGjRoIL+WTs5PnjwJJycnBAcHm3x+9+7dqp/9A4CRI0eiRYsWJtuysrIQHh4OW1tbTJ8+Xd5uMBiQk5Oj6qtggeI56fV6LF++nLNSCBGzKk5bIb2n1ueFGMNZcVZKImL7B4jZtxAxKxFzAvLas6ZNm+KNN96QT/CkkweDwQBvb28MHjxYyRKLTXGc1Hh1aEGImBMgZlZZWVno2bMnWrRoUeDAQqdOnfD6668rUNnzUZzBIgC4ffs2bt26pUit5iJqVllZWQgICMCkSZNMthsMBuzfvx/+/v4ICwuTM0xJSZHvEFArombFx5U2EDEnwPy2QtqmBUTsVwBiHleiZqVUn/2ln7A5evQoHBwcsHfvXnmbtON88cUXqFq1Kn799VeFqnt2wsPDUatWrXy16/V6LF26FD4+Pjh//rwyxT0jxXV68uHiaoWz0kZW5rQVxlfoaAXOSjuImJWI7R8gZt9CxKxEzEk67mNjY2Fra4uRI0fK70luM2fORFBQkCL1PQvspB1E9JLqTkxMhKurK958800kJiaaDDSsXr0azZo1y7cchtoRbbBI5Kxyc3MxefJk+Pv7m1ydLDFq1Ci0bNlSgcqeDZGz4uNKG4iWk4RobYWI/QpAzONK1KyU9LKgl5yaNWtSly5daPv27fTrr78SEZFOpyMiooCAAMrNzaVr164pWeIzUa9ePapSpQpt376dzp49K2+3tramzp0704ULF+jy5csKVlh8iutkYaGN3Zuz0kZW5rQVCQkJSpb4THBW2kHErERs/4jE7FuImJWIOVlYWFBubi41bNiQtm3bRnv27KHBgwdTYmKi/Jn4+HhycHCg3NxcBSs1H3bShhORmF46nY6ysrLIxcWFvv/+e/rrr79o4MCBdOLECdkhOjqanJycNPG7KwGASpcuTZ988gldvnyZxo8fT3fu3CEA8me6du1KSUlJlJGRoWCl5iNqVkR5x9bMmTPp0aNHNHXqVDp58qTJMdS+fXt68OABPXjwQMEqzUfUrPi40kZWIuYkIVpbIWK/gkjM40rUrBT1KvEpIA0iref45ptv4uDBgybvtWzZEp999pkyhT0n+/btQ/Xq1TFy5EiTJTzS0tLQtGlTHDhwQMHqng0RnQAxvUR04rZCO3BW2kFEJ0DMfVDErETLSbo9PzU1FUlJSfj555/h4uICPz8/BAYGon///rCxsVH1s62eRASnJ5d9EMEJEM+roOU5pKUvkpKScPPmTVy+fBleXl7w9fVFo0aN0K1bN1SoUEH1z7YqCOn5XVFRUXB1dUXHjh1x/Phx2Xn48OHo0qWL/Dm18zJkdffuXXh4eKB58+b44osvkJWVBYPBgHHjxqF169bQ6/UKV2oeL0NWfFypG9FykhCtrdB6v+JpiHBcidYHlHhylRIlvXSA0TTyS0Z2djaVLl2aiIhOnDhB06dPp3v37lGPHj3I39+fDh48SNu3b6cTJ05QzZo1Fa7WfIy9Dhw4QJMmTaJatWpRt27dqGnTprRr1y7asWMHnThxgqpWrapwteYhihMA+epdInG8jBHdidsKdcNZaTMrLTsZDAaTK59E3AdFycoYref0ZH8CAOXm5pKlpSVdvXqVWrRoQVu2bKGgoCBKSkqiNWvW0PXr18nW1pZGjhxJ9evXV7B688nJydG0U25uLpUqVUpuJ0TJ6fLly+To6EgODg7yNslVq17x8fEUGRlJgYGBZGdnR0SmTi1btqQlS5bQwIEDKSUlhb755huKiYkhR0dH6tmzJ9WpU0dhg+Ihud27d4+ysrIoPT2dOnfuTOXLl6ecnByqVasWHTp0iI4cOUKNGjVSutxCefK4EjWrmzdvUkZGBjk6OlKfPn3o7t27lJiYSA0bNqTIyEj69ddfqUmTJkqXWyiiZSVl8+RrLR5XFy9eJL1eb7IPidAGZmRkULly5Uz661rO6UmM+4Nabiteln4tkfaPK1H7tklJSeTs7ExEjx0V79uW+BSQRpBmNOPj49G9e3fo9XqcOnUKYWFhcHFxQePGjeHr64uoqChlCzUTaRbQ2Gv8+PEAgJ9//hkjRoyAnZ0dGjRogLp16+LUqVOK1VpcRHBKTU3Nt03rXgkJCfKMv+SidaeCkGbURWsrjL1EyUq0dl3k40oEp4Ie5qv1fVD0dr2g9k+LOZ0/fx7vv/8+hgwZgk8//RTnzp2T30tISICTkxOGDx8Og8Eg52f8MF01cuXKFaxbtw6hoaH48ccfcffuXfm9a9euwdnZWXNOFy5cQEhICHr06IGwsDBcuXJFfk+rTgAQHR0NnU6HzZs353tPq14xMTFwdnbGtGnTcPHiRQCPa7127Rrs7e0xcuRIGAwG1To8jbS0NGRmZuL+/fsA8ryM20A3Nzfs2LEDAJCcnIzt27dj0qRJWLBggSqfS3b+/HnMnj0bQ4YMwerVq02uaNV6VhLGVy1Lx9DVq1fh5uaGjz/+GEBerocPH8bChQuxadMmeb9VExcvXsSCBQswePBgfPrpp4iPj5ffu379uqazMn74fEH9Ja0dV1K7/sknn+R7T8vHVVxcHKpXr47o6Gh5m5ZzkkhOTsb9+/fl/dC4XddiWyFivxYAbt++jQsXLhT4nlbbQFH7thcuXECFChVMnk8j1a+kl/ATNtKXKDVgxkiN2ZgxY0w6RmlpaXjw4AGSk5NfWJ3F5cGDB7h69apJY5aVlQUgz6ty5crywAqQ53/79m0kJCQUOMikBs6dO4elS5ciLS1N3ibt/Fp1AvJus+3WrRsuXbqU7z2tep05cwY6nQ7NmzeXt2k9q/j4eGzevBlhYWG4dOkSDAaD3C5oua1ITEzE6dOn8ddff+V7Lz4+XpNZidqu37p1CxEREfjmm2/kbdyuq5PY2Fj4+vri008/lbdpvb0QsV1PTExEbGwsjhw5ku+2felEXWs5xcXFwc7OTn5QbrNmzVClShX89NNPAIBVq1YhJCQkn6/0uqAln5Tm9OnTcHNzQ+fOneHp6Yk6depgyZIlyMnJQVZWFtasWYPQ0FDNOTk5OWHIkCHo1q0bAgICsGDBAhgMBmRlZWH16tWaywnIG9SzsbHBe++9V+D7H3/8sea8rl27hmrVqmHSpEkm26VlZfbt24dJkyapeqDhacTFxaFLly5o3rw5/Pz88Oeff8rvaXGwKDY2Fg4ODggODsZbb72FoKAgODg44PvvvwcAhIeHY+LEiarcz4ri+vXrOHHixFPfK1++PN555x1NZVWxYkX06dNH3v9Gjx6N1NRUGAwGfP3115g0aZIms7p06RJ0Oh06d+4sb5POSbR4XEVHR8Pa2vqp7fq+ffs0eVxFRUXB0dEROp0Oy5YtA/C4X6vFnCTOnDmD1q1bw8fHBxUrVsQPP/wgv6fFtkLEfi0AnD17FtWqVUOfPn1w5syZfO9rsQ0UtW8L5OXh4uKCgIAAjBo1St6emZkpn4dIEzUSL8JL6AmbM2fOoEuXLnjw4AGAxz+kBoMBer0ederUkRszCS00arGxsWjVqhU8PT3h4eGBAQMGyO8lJyejfPnyGDFihImXmg8Og8GAtLQ01KxZEzqdDtOnT5dPkgwGgyadJKKjo2FpaYnJkyfne+/Bgwea9IqKioKNjQ1atWqFevXqyT+mOTk5SElJ0aTT6dOn4e7ujldffRWurq5wd3fHP//8AyDv7qg6depg1KhRmmsroqOj4enpiZo1a8LV1RW+vr74448/kJqaiuzsbFhbW2suK1Hb9dOnT6NBgwbw9vaGvb09WrZsKb+nxeNK5HY9Li4O9vb2mDhxoslVRUBee+Hl5aW59kLEdj0mJgZ16tRB48aNUb16ddSvXx/79++X2w5PT0/N5ZSTk4OBAwea9PuioqIwYsQIlCpVCj/++KP8Oa1w9epVeHp6YsaMGfIE9bRp0+Dh4YH09HQAwMOHD5UssdhcvnwZ1atXx8yZM+Vtw4cPN5nwBLSVE5A3AW9paYkPPvgAQN7xcujQIWzYsAERERG4c+eOvF1L7N27F23btgWQV/vMmTPRr18/9OjRA7/++quyxT0HcXFxcHBwQEhICJYtW4bevXujU6dOSE9PR25urjy5oZW80tLSEBgYaHJOdfLkSTg6OqJs2bLYt28fAO0dV0De1eWurq7w8/PDH3/8ke/948ePY+rUqZrJ6tq1a6hfvz6mTZsmb1u7di1q1aqFGzduAHh8QZIWOXr0KKpWrQpPT08EBgbK27Ozs/HVV19hypQpmtkPpXZdyspgMCA8PBwLFy7Enj175AtOteIjER0djXLlyuGDDz5ASEgIateuLZ8z5ubmanKwHMjLy8nJCVOmTMHu3bsxatQoeHp6IiUlBQBw7NgxTJ06VTN5idivBYAbN26gRYsWaNy4Mfz9/TF8+HDExsaafEZrbaCofVuJAwcOwMvLC4sXL4a3tzfeeecd+b3r168rVpewEzZXrlyRB4peeeUV+QTdeAc6duyYZhvpqVOn4qeffsKmTZvg7e0t3/II5D1AVysdOmPGjBmDkSNHwtraGu+++67Jg9D+/PPPAq+mVzOxsbGwtrbGrFmz5G0pKSnyCS2Qt6yMlrKSrsCZM2cO9Ho9atSogQkTJph8Rmv73z///AMPDw/MmzdP3udq166NXbt2yZ85efKk5n58bt26hVq1amHGjBmIiYlBZGQkOnToADc3N2zatAkAEBERoamsRG3Xz549CycnJ8yYMQPnzp3DH3/8AVdXVxw5ckT+zKFDhzSVlYRo7XpWVhYGDBggd+IMBgNOnDiB8PBwuW0/c+aMptoLEdv1hIQEVKtWDXPnzsXFixdx48YNdOzYES4uLli+fDmAvAkdLTkBeftfmzZtTAbBAODOnTsYPXo0rKysTK6gVzs5OTlYtWoV+vTpg1u3bsnHze3bt1GtWjVVP2j1aeTk5GD9+vUIDg7G/fv35d+jcePG4bXXXsOrr76KQYMGISIiAoD6Jz4lcnNzERYWBp1Oh7NnzwIAXnvtNTRu3Bh2dnaoVasW2rdvr8nMli1bhrfeegsA0Lx5cwQGBmLYsGHo0aOHydJvWskKANLT09G9e3eMGTNG3rZ582YMGDAAWVlZ8l2RWnJKSkpC/fr15YkZqfaePXuiTZs2KFOmDI4dO6Zkic/ErVu30LZtW7Rs2RKdO3dGp06dcPjwYfl9rf1OGQwGbNu2Dd26dcPVq1fl+jMyMlCrVi15AFarGAwG/Pnnn6hXrx52794NLy8vdOnSRX7feNk3LbB+/XrodDp89913yM3NRZs2beDn54dq1aqhYcOGqF27No4ePQpAO+1FVFQULC0tMX36dAB5mVStWhVLly6VP6O1wXIgb0Jw8ODBGDx4sLztp59+Qo8ePXD//n1cu3ZNweqeDdH6tRKHDh1CYGAgoqOjsXXrVvj6+hY4aaMVRO3bGnP9+nW8/fbbSEpKwsqVK9GoUSOEhoYiODgY69evV6zNEHLCRq/XY/z48ejZsyc+//xzBAQEoFGjRvLgnnSVr9ZITk7GW2+9hbFjx8rbMjIy0LNnTwwaNEjByp4PqSM3cOBArFy5Ej///DNKly4tL02wefNm+W4HrZCYmAg7Ozu0a9dO3jZ69Gg0b94cdevWRVBQkLw+u1YatL///hs6nc5kVn39+vVwdnYucLktrfDDDz/A19fXZB/r2rUr5s+fjzFjxuDgwYNITExUsMJn48SJE/Dw8Mi3/u6wYcPg7u6OPXv2KFTZsyFqu37v3j0EBASYLMWSnZ2N1157DZ9//jk2bdqE27dvK1jhsyFiuw7kDYL5+fkhPDwcANC+fXs0atQI5cuXh7u7OxYsWKCp9kLUdj08PBxt27ZFamqqPAnw3//+F+XKlYOHh4cmB2Alxo4di+bNm8vPo5C4du0aevbsiS5duqh2ObeC2Lp1K1atWmWyLTExEfb29gXe3aCFzC5fvmyy/EVYWBjKlSuHhQsXYvbs2ejbty9q1aqV7w49tXP79m2MGjUKZcuWRcOGDdGjRw9ER0cjKysLX331FTp16oTevXsX+NxGNbNr1y64urpi06ZN6NKli8kSjwsWLIClpWWBy5momeTkZDRq1Ahr1qyRt82YMQPVqlVDo0aNUKNGDXz22WcAtHFMAXkDeM2bN8f8+fPlu++uXLkCNzc3hIeHIygoCAMGDEBOTo5mnAAgMjIS7du3R0REBA4ePFjgpI3W2L9/P9avXy+/NhgMSE1Nhbu7O7788st8n9dSXkDeOUnPnj1x48YNfP311/Dw8ED37t0xbNgw+eIXLTF37lyUKlUKtWvXRs+ePXHhwgXk5OTg+PHj6N27N5o2baqZvm1KSgpef/11kwmAlJQUdO3a1WQJOy2Snp6O1q1bY+7cufK2OXPmwMHBAQ0aNICdnR3mzp2LjIwMBassPqL1a4G8rKSJTgDYsmWLPGlj/Nw1LTzbReLKlStC9m0l9Ho9GjVqhKioKOj1emzcuBFOTk7Q6XRyZkpckCnkhA0AbNiwAbt37wYAHDlyJN/gnpaufpVITEzEsGHDZC/pwP7000/Rpk0bee1ACS0c+MDjOnfv3i3/uH733XcoU6aMvJZ5QkKCkiU+E7169YKvry82bdqEZs2aoUOHDli5ciXWrl0Lb29v1KtXT36ugxY6qseOHcv3IMKYmBjUr19fvmJZi8fVtm3bUKFCBbkhXr58OUqXLo2BAweiZcuW8PDwwNKlSzXn9uuvv8LZ2RmXL18GAJOTh7fffhuVK1eW7wjQwv4HABs3bhSuXQeAFStWmJyYz5s3D2XKlIGfnx88PT3h6uoqX7GilXZd2qdEa9czMjLQsWNHfPXVV5g5cyYCAwMRFxcHvV6P6dOno2HDhtiyZQsAbWQlaru+dOlSuLm5mWz78ccfERwcjDfffBOVKlUyea6Slvj888/RpEkTrFixQl4CQ2Lr1q1wc3PT5FWWwON2Iz09HXXr1jWZNPzmm2805SW5ZGRkoEuXLvjuu+/k9/744w+4uLho8krzO3fuYMyYMWjatKl8p43Ehx9+iEqVKmluMv7q1avo2rUrXnnlFZOl0YC8cy9PT098/vnnSpZYbAwGA95++214e3tj3759mDx5MqytrbF161bs378fCxcuhIWFheYmBUJCQtCoUSP0798fS5cuRfny5eULGZctW4YGDRpo8jfL+IHo+/fvlydtfv/9d3m7tE+quW9R0HdvfI7xyiuvmDyncdu2bU99ILeaycjIgI+Pj9yu//LLL7C3tzcZ2FP7HeRPZjV//nx4e3sjKirKZPuXX34JJycnk0FmtWO8T0nHy5EjR6DT6eQ79LTK+PHjUaFCBaxduxZjx46FlZUV9uzZg6ioKOzatQs6nQ5fffWV0mUWi88//xw+Pj7C9WufHF8p6E6bsLAwTd2ZLGrfNisrCzk5OejUqZO8LGnfvn1ha2sLT0/PfMu+vUiEnbABHu9QOTk5OHz4cL7BvUePHuHKlSuq7vgYk5GRgZMnT8qvJb8NGzYgICDAZJsW+eabb+Dj4yPn0a5dO5QqVQr9+vXTrFf//v1RqlQpvPXWWyZLod24cQPVq1fP94BTNWN8nBjnMX78eE0PfgF5JxCOjo4IDAxEmTJlTH5oQkNDUbNmzXxXfaid3Nxc1K9fH926dZO3GV9xU69ePbz77rtKlFZsCjoBFKFdL+hkbv/+/ahevTq++eYb+Srftm3bmtytp3aM2weR2nWp3h49esDX1xfDhg3Dzp07TT4zbNgw+Pj4KFHeM2G8D4rQrksOZ8+eRfXq1REaGorExERERkbCxsYGK1asAADUqlULGzZsULJUs4iPj8fGjRuxadMm+aHaQN4SBF5eXvjkk09M7gaIi4uDh4cH4uLilCjXLIydDh48aPKelF9mZibq16+P48ePAwCmT5+OSpUqqXaS92k5STw50BoXFwdvb++nPmBcLTzN686dO4iIiJDvbJV+o7/99lvUq1fPpL+rNp7m9NFHH8HZ2Rn29vYmV4fq9Xr4+fnhv//9rxLlPheHDh1Cnz590K1bN3h4eJi0eZmZmWjQoAHmzJmjXIFFYJzVgQMH5O0LFixAly5d0K5dOyxZskTevnHjRjRt2lT1A+UShfVTDxw4gKCgIAQGBsqTahMmTFDtkm9SHxwofKLC+FiaMWMGKlSogL///vvfLu+5KegceMiQIfj6668B5F0I5+joiGrVqpmcd6kR46yePL+KioqS716TnCMiIlC3bl35WTZq5mlLFhkMBqSkpODNN9/EoEGD8OjRI02cJ0oY13r58mWMHTsWAwcOhK+vL5YtW2by2ZYtW2L06NEvukSzuXHjBr799luEh4cjMjJS3j5mzBjUrVtXk/1awNTLuG9nMBhM8pMmbUaMGIE+ffrAwsJCtW5Pc5LaDa32bY29jMfWgbzzjc8++wyDBg1C5cqV8fvvv2PNmjWoUqUKJk6cqEi9wkzY3LlzBydOnEBMTIzJrfjSDmUwGPD777/Lg3uJiYkYN24cWrVqperbVu/cuYPIyEh5yQEJ4wN/w4YN8PPzk1+HhISge/fuL7TO4mCclfTdGwwGnDlzBkFBQQCA4OBguLu7Y+XKlbCxscHw4cNVv+SRsZfxbZvvv/8+9u7da/LZnJwctGnTBqNGjXrRZRYL4/3vyePEuHH28PDA6tWrAah/0vBpOe3fvx87duxA27ZtkZaWhkePHgHIO2mqW7euog8bMwe9Xo/c3Fy5ow3k3dFQrVo1k6sCpOOoX79+JmvgqpGCnIDHJ4Nabdef5gXkXRUmddykY+m9995T/YRNQU4GgwGnT5/WdLtekFdCQgLq1q0LnU4nPz9Oymrv3r0ICAhQ9XIEkpPUxkkYn1RorV1/MqdHjx5h9erVqFq1KlxdXWFra4uQkBAAeb+/9erVw6JFi5QsuUhOnz4NJycnBAQEoHbt2ihfvjyGDh0qX304fPhwNGzYECEhIbh06RLu3r2LqVOnwsvLC0lJSQpXXzAFOY0YMQI3b940+dyDBw9QsWJFREREYN68eShXrpzJib2aMMfpyUGxadOmwc/PT14aV40U5BUcHFzoEp0TJkxAx44dVTvRW5DTsGHD5AHM5cuXo1KlSmjUqBGOHTuG2NhYzJ49GzVq1FD91b2FTYQmJSWhbt268pWwBoMBer0ezZs3N1m2Sk0UlNWQIUPw8OFD+TNPXokdHByMnj17qr5fYTxg/uSgsfFvrbQ8WlBQELp16wadTodTp069qDLN5uzZs6hZsybef/99eVtBg+Hp6emoVasWvv76ayxevBjlypVT/cBeYVktXboUc+bMwYABA1CpUiUcO3YM+/fvh6OjI/r06fOCKzWPgrIq6o60SZMmoUWLFibfhdooLCdjPv74Y9jY2ODixYsA1N+3LWxyLT09Hf7+/tixY4f8vrSktvFEtpo4ffo0atWqBX9/fzg7O6Np06YmS7QPHToU3t7emurXAgV7Pbn0o/F+uXnzZpQuXRp2dnb57mhTC+Y4PXn8aKVvW5jX3LlzodPpULNmTXky58GDB/jkk0/kVWteNEJM2Jw+fRr16tWDt7c3dDodZs2aZbIDSf9tMBhw+PBhtGzZEpaWlrCxsVH1Gu0FeRX0I7Rnzx74+/sDyJsVtLa2Vu3DuQrLKjs7Gx06dICXlxdcXV3lg+SLL76Aq6urqp/jUJCX8QnDk4N32dnZePPNN+WrItTYYTB3/8vOzkZgYCA6dOigQJXFo6ictm/fjkaNGpn8mZCQELRq1UrVa6fGxsaiQ4cOaNu2rXzV9T///IOcnBysWLECHh4eGDlypMmf6devH0aOHInc3FxV7n9POq1bt87kQZ7Gk/FaateL8iqIIUOG4N1339VkVjk5OXjttdc02a4X5hUeHo4aNWqgSZMmOHPmjNyOjB8/HoGBgQVOxqmBovY/499jrbTrTzqtXbtWXmv95s2b+OGHH0yuSk5JSUGHDh3kk0Q1HlOpqalo3ry5fBfkrVu3cPDgQTg6OqJ9+/ayX1hYGFq3bg2dTodXXnkFlSpVUuWAHlC4U1BQkMnVu6mpqfDx8UHbtm1VPahXHCcgb7J3ypQpcHBwUPUSGIV5BQYG5jtpTUhIwOTJk+Ho6KjaZXMKc+rQoYM8wbZz504EBQVBp9OhQYMG8PDwUO0xJfG0yTXjScPu3btj4sSJuHXrFtLT0zF79mxUq1ZNlWvNF5ZVx44d8x1X0dHRmDBhAuzs7FT/QGdzJjeMf5O+/fZbODg4wN7e3mTZNLVw7do1NGnSBJ6enmjYsCHCwsLk9570ys3NRatWrdCgQQNYW1urdhJeoqisNm3aBJ1OB09PT7lvm5GRgf3798sTAmqisKwKmrQ5d+4cQkJCVP97VZxjymAwoEWLFhg0aJBiDxA3F3Mm14YPH47XX38d8fHxSEpKwpw5c+Du7q7K/e/SpUuoUqUKpk6diocPH+LEiRMYMmQIgoODTcbJtNSvBQr3evJ5agaDATk5ORg/fjwcHBxU+2y84jgB2unbFuYlXQycnZ2N//znP/Id/mp4xpDmJ2wuXboEV1dXvPfee7h69SrWrl0LCwuLfFfDSw1ceno6Xn/9dTg6Oqr2IAHM9wLyBpnbt2+P2bNno0yZMvlu7VILRTmlpaVh4MCBaNq0aT4HNT/AtDhZAXn74qxZs+Dm5qbYTG1RmOskNW6nTp2ChYWFqh9kb47T9evX4ejoiM6dO2PNmjV455134OjoqOofn7///hsVK1ZESEgIvvzyS/nKgO7duyMmJgZZWVlYt24d3Nzc4OPjgzFjxmDAgAGwtrZWbRv4NKeePXuaPMBP+vHUSrturpdEdnY2Zs2aBRcXF5w/f16BioumMKcjR44AAAYOHAg/Pz9NtetP8+rRo4c8ePz999/D09MTVatWRYcOHdCjRw/Y29urtr0wd/+T+ktaaNcLy6mgYyo9PR3Tp0+Hm5sbrl69qkDF5pGeng5fX998d+deuHABzs7OeOONN+RtiYmJOHjwII4cOaLqO0GLcurWrZu8792/fx/Vq1eHo6OjKgcpJYrjdOzYMfznP/9B48aNVe0EFM/r6NGjCA4ORt26dVV7pShQtFPXrl3lbQaDASdPnsTFixdV/6BtcycN58+fDz8/P7i4uOC1116Dm5ubagfBisqqe/fucv/v4cOH2LFjB3x8fFS9/wHFm9yQ7ngNCQlBhQoVVDkRZTAYsGTJEnTp0gU//vgj5syZg7p16z51IiA7OxstWrRQ/aAeYP7kxnvvvafaCwqMKW5Wp0+fRmhoKLy9vVX9e1WcY0pi5MiRaNasmWrvBAXM99q5cyfatGmDMmXKICAgANWqVVNlu56ZmYmJEyeiT58+JhfKbt68GU5OTvnunklKStJEv7a4XgBw/Phx6HQ61U5YF9cpMjJSE33bZ8lKLWh+wmbWrFkmJ64A0LlzZ0RERODo0aMmV45mZWVh8eLFKFOmjOo7dcXxWr9+PXQ6Hezs7FTdaSjM6ciRI3jw4AFSU1NVu0b50yhOVocOHUKvXr3g4uKiyh9UieI4GQwGXL9+HX369FHllXoS5jr99NNP8PHxgY+PD9544w1VniQZM2HCBPTr189k29ChQ1GuXDn06NFDfijw5cuXMXToUPTu3RuDBw9WtdfTnKysrNCrV69866hqpV0vjtdvv/2G/v37o3LlyqpuKwpz6tGjBy5duoQ7d+6oenC8IIo6rqTBhoyMDHzwwQeYMGECpk2bhnPnzilRrlkUZ/8DoIl2vSgn4xOiEydOyEuXqPmYAvIuYHF3dzc5SZeuBo2JiYGNjQ3mzp2rVHnPhDlO8+bNk99btGiRqo8noPhOERER+ZZ/UyPF9fr111/xzz//vPA6i4OIxxRQ9OTGm2++KW/bv38/lixZgvXr16u6XS/u/vfo0SNVL9cEFH/AHMgbNHd3d1f1uf2tW7ewdetWAHkXD0hexseS8QDzli1bVHn1vzHmZKXWu6gLo7hZRUVF4datWy+8TnN5lmMKAJKTk1V7wSxgnpfx3UGxsbHYvHkzwsPDVTuGlp6ejpUrV+LTTz8F8PiuhXPnzqF69eryfqal5woB5ns9iZp/r57F6fDhw6rv2z6Ll1r2R81P2EyYMAGdO3eWHwg+b9486HQ6+Pn5oVKlSggMDMTvv/8uf/6zzz6TBzDVjDlev/32GwDgr7/+QvPmzVU9AAsU7uTq6oqOHTvKV2RrieJkFRERgZCQENU+XEyiuMcVgHzPQ1AbRe1/nTp1QkREBIDHDydUuxMA9OrVC2PHjgXweD3v+fPno1OnTvDy8sKMGTPy/Zmi1itWmsKc6tSpg5kzZwJ4/GOrlXbdXK/09HQcO3YM06dPV/2AZVH73/Tp0wGoc9mpwjA3Ky1hrpNxB1XtbWBxc/rss89UP1gksWLFClSpUgXffvutvE06SZ8/fz6aNWuGe/fuqeaEwhzMcVLzA+sLwhwnNa/n/TRe1qzu3bunqd8rcyY35syZo1B1z445WSUlJWkqq+IOmANQ9XLMBXHz5s0CvcLDwxWsqviYk5Xaz6WKQoSsintMSSuDqB1zvNS+pNuTGF8kILXbt27dgoeHh8kz4tR+QdWTPIuX2n+3zHVS88UEBaHVfVDzEzbr1q2DjY0NevXqhQEDBqB06dL46quvkJaWhj///BOtW7fGtGnTVH9gPIm5XkDeIIWaZ2oliuOkJYrjlZOTo4kf2OI4aWWwqCinVq1aYdq0aZrxkQgNDUXlypXlW7tv3boFBwcH/PTTT1i3bh2srKzy3U6s9vawKCdra2tV3yL9NMzxMu4waOHE4mXOio8r5RHF6ebNm/jrr7/w/fffy4NA8fHx6N27N1q3bo0ffvjB5PPr169HvXr1oNfrlSjXLNhJG06AmF4iOj0Ncyc3pP6t2n6rXqasjHnagPl///tfOT8tZAXA5BmLN27ckL3mzJmDkJAQ6HQ63LhxQ6myn5vCslLreePLmJUWczKHp3l9/fXXqp04lPa/gwcPmnz3xvWeP38eTk5O8rnv+++/DwcHB1VPxovoJaITII6X5idsAGD16tVYvHgxevXqhdGjR5u8N3ToULRq1UqTjbQ5XloY0DPmZc5KrT+oT0PErER0SkhIQIsWLVC2bFkEBQXB2toaI0eOBJC3Bqy7u7vm7lwT0QkQ00tEJ0BML3ZSJzExMahevTq8vLxgZ2eHOnXqYM+ePcjKykJkZCTeeOMN+Pn5yc8SysrKwtSpU9GmTRv5riK1wU7acALE9BLRSUK0yY2XLStAuwPmT2ZVt25d7N69G/fu3QNg6nXz5k3Mnj0bOp0ODg4Oqr8Sm7PSRlai5SQhmldR+5/kdOHCBVSsWBH379/HvHnzYGVlper9T0QvEZ0Asbw0NWFz/vx5TJs2DQMHDsSyZcvyPaxJWkMeeBzC0KFDMXr0aFVPbIjoJaITIKYXO2nDCcjvJT1HIzU1FYsXL8bChQuxc+dO+fOnTp2Cp6enqpdLFNEJENNLRCdATC920obTnTt3ULduXcyYMQOXL1/GjRs30LdvX3h5eSEsLAwZGRmIjo7G6NGjYWlpicaNGyMgIAAODg6qfWYXO2nDCRDTS0QnCdEmN16mrLQ+YP60rOrVq4c5c+bIyyMaX5E8aNAg2Nraqn4ZcM5KG1mJlpOEaF7m7n9A3nJvPj4+6Nu3L8qUKaNKHwkRvUR0AsTz0syETVxcHOzt7dG7d2+MHj0aVatWha+vL9auXSt/5oMPPoCNjQ0OHz6Mo0ePYs6cOXB0dFT1j4+IXiI6AWJ6sZM2nICCvZo0aYL169fLn3ny7qCpU6eiSZMmql0/X0QnQEwvEZ0AMb3YKQ+1OwF5XjVq1Mh3gvDee++hQYMGWL58OQwGg7x057x587B+/XpVP4eHnbThBIjpJaITIObkxsuWlZYHzAvLytvbG0uXLjW5i2vTpk2wt7dX3bMAnoSz0kZWIuYEiOlVnP3v7Nmz0Ol0sLKyUu3vlISIXiI6AeJ5aWLCJjU1FYGBgZg6daq87Z9//oGTkxNcXV0xb948AHkn63379oWFhQW8vLzQpEkTREdHK1V2kYjoJaITIKYXO2nDCTDfS+Lw4cN49913UaFCBdX++IjoBIjpJaITIKYXO2nDSSI6OhpVqlTB4cOHAQCPHj2S3xs/fjyqV68u30mkFdhJO4joJaITIObkxsuYlVYHzIvKqmbNmiZZ3b592+QBz2qFs9JGViLmBIjpVZz979atWxg7dizOnTunSK3FQUQvEZ0A8bw0MWGj1+vh5+eH3bt3y68BoHfv3mjfvj2aN2+OAwcOyJ8/fPgwYmNjkZiYqEi95iKil4hOgJhe7KQNJ6BorxYtWph4HTlyBGPGjMGZM2cUqdccRHQCxPQS0QkQ04udtOFkjJ+fH9q1aye/zsjIkP+7adOm6NevnxJlPRfspB1E9BLRSdTJjZcxKy0OmAPmZ6WlZ7ZyVtrIStScRPUqTruenp7+Qmt7HkT0EtEJEMvLglQOAEpLS6MbN27QjRs3iIjI2tqa/vnnH4qLi6PBgweTXq+n8PBw+c+0bt2aGjZsSC4uLkqVXSQieonoRCSmFzvloXYnIvO80tLS6KuvvpL/TMuWLWnlypXUoEEDpcouFBGdiMT0EtGJSEwvdspDzU56vZ5SU1MpJSVF3rZhwwaKi4uj/v37ExFR2bJlKScnh4iIXn31VdLr9YrUai7spA0nIjG9RHQqiMaNG1PlypVpzpw5RERkZWVFmZmZRES0atUqqlixIi1atEjJEouEs8rLysnJSc4qNzeXXF1dqWbNmorVWxDPk1WpUqVefMHPCGeljaxEyKkgRPB63na9XLlyL7ZgMxHRS0QnInG9ZBSZJjKDJ2f816xZA51Oh+DgYMyaNQvly5fHyJEjAQBffvklatSogaSkpHxrmKsNEb1EdALE9GInbTgBz+6VnZ2tRLlmIaITIKaXiE6AmF7spA2nuLg4dOrUCT4+PnBzc8POnTsB5F3ZtWfPHjg7O6NXr17IysqSf58GDhyIfv36ITs722QNc7XATtpwAsT0EtFJIi0tDSkpKUhOTpa3nTp1Ci4uLnj77bflbVKbN3HiRHTt2vWF12kunBVnpQY4K21kJVpOEqJ5ibr/ieglohMgrpcxqpywuXDhApYvX46bN2/K23Jzc7F161b4+fkhKCgIS5Yskd9bvXo1fHx8VP+Fi+glohMgphc7acMJENNLRCdATC8RnQAxvdhJG05xcXFwcnJCaGgodu3ahYkTJ6J06dLyOuR6vR7/+9//UKVKFdStWxfdunVDnz59YGNjg9jYWIWrLxh20oYTIKaXiE4Sog1AcFaclRrgrLSRlWg5SYjmJfL+J5qXiE6AuF5PoroJm4sXL8LR0RE6nQ7Tp0/H3bt3Td5PT083WYMOAMaNG4devXohPT1ddY2ZhIheIjoBYnqxUx5qdwLE9BLRCRDTS0QnQEwvdspD7U737t1Dp06dMH78eJPtbdu2xbvvvmuyLSUlBVOnTsWIESMwbtw4xMXFvchSzYadtOEEiOklopOEaAMQnBVnpQY4K21kJVpOEqJ5ibr/ieglohMgrldBqGrCJi0tDcHBwRg6dCjWrl0LnU6HKVOmmJywG5+Mnzt3DiEhIahQoQJOnz6tRMlmIaKXiE6AmF7spA0nQEwvEZ0AMb1EdALE9GInbTgBeQ+J9ff3lx8qK105OWzYMAwYMABAnteTy3SqedlOdnqMmp0AMb1EdALEHIDgrDgrpeGsHqPmrETMCRDTS8T9DxDTS0QnQFyvgrBU+hk6xlhYWNArr7xCTk5O1LdvX3J2dqZ+/foREdHUqVPJ2dmZdDodERGlpqbSTz/9RFFRUXT48GHy9vZWsvRCEdFLRCciMb3YSRtORGJ6iehEJKaXiE5EYnqxkzaciIhcXV1p586d5OnpSUR5D461sLAgd3d3SkhIICIinU5HOp2OUlJSyNbWVt6mVthJG05EYnqJ6ERElJ2dTQ8fPqRevXoREZHBYCALCwuqWbMm3b9/n4iIkHexJVWoUIGWLFli8jk1wllxVkrDWWkjKxFzIhLTS8T9j0hMLxGdiMT1KhClZoqeRlpamsnrvXv3QqfTYfLkyUhKSgKQ9zDaxMREZGdn4/79+0qUWWxE9BLRCRDTi5204QSI6SWiEyCml4hOgJhe7KQNJ2OMr+yaOXMmAgMD5dcLFy7EihUr5IfNagV20g4ieonm9Pfff8v/nZWVBQCYNWsWBg0aZPI544dWq3EpyILgrDgrpeCstJGVqDmJ6gWItf8ZI6KXiE6AuF4SqrrDhojIxsaGiB7PkvXt25cAUP/+/Umn01FISAgtX76c4uPjaffu3eTg4KBwxeYhopeITkRierGTNpyIxPQS0YlITC8RnYjE9GInbTgZY2FhQQDkK7ykqydnz55N8+fPp6ioKLK0VF3XvFDYSTuI6CWak3S1qMFgoNKlSxNR3tXXd+7ckT+zaNEiKlu2LI0fP54sLS01c8UoZ8VZKQVnpY2sRM1JVC8isfY/Y0T0EtGJSFwvCdVWXqpUKQJABoOB+vXrRzqdjgYNGkT/+9//6PLly3T8+HGysrJSusxiI6KXiE5EYnqxk3YQ0UtEJyIxvUR0IhLTi520hXRSYWlpSVWrVqXly5fT0qVL6cSJE9S4cWOly3sm2Ek7iOglopOoAxCclXbgrLSDaFmJmpOoXqLtfxIieonoRCSuFxGpb0m0JzEYDPItga+99hocHR1V/XBZcxHRS0QnQEwvdtIOInqJ6ASI6SWiEyCmFztpi/nz50On08HOzg6RkZFKl1MisJN2ENFLNCdpmY85c+Zg1KhRWLZsGcqWLYuTJ08qXNnzw1lpB85KO4iUlag5ieoFiLX/GSOil4hOgJheqp+wAfLWKw8NDYVOp0NMTIzS5ZQYInqJ6ASI6cVO2kFELxGdADG9RHQCxPRiJ+0QGRkJnU6HuLg4pUspMdhJO4joJaITIOYABGelHTgr7SBiViLmBIjpJeL+B4jpJaITIKaXDgCUvsunKHJzc2nr1q30yiuvUJMmTZQup8QQ0UtEJyIxvdhJO4joJaITkZheIjoRienFTtpCr9fLz+0RBXbSDiJ6ieh04sQJ8vf3pzNnzlD9+vWVLqfE4Ky0A2elHUTLStScRPUSbf+TENFLRCci8bw0MWFDRCbrPYqEiF4iOhGJ6cVO2kFELxGdiMT0EtGJSEwvdmIYhhEL0QYgRIaz0g6clTYQNSdRvRiGKTk0M2HDMAzDMAzDMAzDMAzDMAzDMAwjKhZKF8AwDMMwDMMwDMMwDMMwDMMwDPOywxM2DMMwDMMwDMMwDMMwDMMwDMMwCsMTNgzDMAzDMAzDMAzDMAzDMAzDMArDEzYMwzAMwzAMwzAMwzAMwzAMwzAKwxM2DMMwDMMwDMMwDMMwDMMwDMMwCsMTNgzDMAzDMAzDMAzDMAzDMAzDMArDEzYMwzAMwzAMwzAMwzAMwzAMwzAKwxM2DMMwDMMwDMMwDMMwDMMwDMMwCsMTNgzDMAzDMAzDMAzDMAzDMAzDMArzf64MCar+jpPxAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Converting to percentages by dividing by total federal public debt.\n",
    "# Dividing by a sum of FYGFDPUN and FDHBATN instead of by GFDEBTN because of a small issue in the Fred's dataset\n",
    "smaller_df_pct = smaller_df.divide(fred_pub_debt_holders.iloc[:, 1], axis=0)\n",
    "\n",
    "ax = smaller_df_pct.plot.area(figsize=(20,10), grid=True, title=FED_DEBT_HOLDERS_PERCENTAGE_TITLE,\n",
    "                              xticks=fred_pub_debt_holders.index[::6], xlabel='', rot=45,\n",
    "                              yticks=np.arange(0, 1.01, .1))\n",
    "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, fred_pub_debt_holders.index[::6])))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "parliamentary-controversy",
   "metadata": {},
   "source": [
    "Let's look at ownership over the past 16 quarters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "final-disney",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_e1738 .index_name.level0 {\n",
       "  min-width: 78px;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_e1738\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_e1738_level0_col0\" class=\"col_heading level0 col0\" >Debt Held by FED</th>\n",
       "      <th id=\"T_e1738_level0_col1\" class=\"col_heading level0 col1\" >Debt Held by Foreign and International Investors</th>\n",
       "      <th id=\"T_e1738_level0_col2\" class=\"col_heading level0 col2\" > Debt Held by Domestic Owners</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th class=\"index_name level0\" >DATE</th>\n",
       "      <th class=\"blank col0\" >&nbsp;</th>\n",
       "      <th class=\"blank col1\" >&nbsp;</th>\n",
       "      <th class=\"blank col2\" >&nbsp;</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_e1738_level0_row0\" class=\"row_heading level0 row0\" >2020-10</th>\n",
       "      <td id=\"T_e1738_row0_col0\" class=\"data row0 col0\" >23.6836%</td>\n",
       "      <td id=\"T_e1738_row0_col1\" class=\"data row0 col1\" >32.6570%</td>\n",
       "      <td id=\"T_e1738_row0_col2\" class=\"data row0 col2\" >43.6594%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e1738_level0_row1\" class=\"row_heading level0 row1\" >2021-01</th>\n",
       "      <td id=\"T_e1738_row1_col0\" class=\"data row1 col0\" >24.5440%</td>\n",
       "      <td id=\"T_e1738_row1_col1\" class=\"data row1 col1\" >31.9823%</td>\n",
       "      <td id=\"T_e1738_row1_col2\" class=\"data row1 col2\" >43.4737%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e1738_level0_row2\" class=\"row_heading level0 row2\" >2021-04</th>\n",
       "      <td id=\"T_e1738_row2_col0\" class=\"data row2 col0\" >25.2504%</td>\n",
       "      <td id=\"T_e1738_row2_col1\" class=\"data row2 col1\" >33.6363%</td>\n",
       "      <td id=\"T_e1738_row2_col2\" class=\"data row2 col2\" >41.1133%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e1738_level0_row3\" class=\"row_heading level0 row3\" >2021-07</th>\n",
       "      <td id=\"T_e1738_row3_col0\" class=\"data row3 col0\" >26.5024%</td>\n",
       "      <td id=\"T_e1738_row3_col1\" class=\"data row3 col1\" >33.9413%</td>\n",
       "      <td id=\"T_e1738_row3_col2\" class=\"data row3 col2\" >39.5563%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e1738_level0_row4\" class=\"row_heading level0 row4\" >2021-10</th>\n",
       "      <td id=\"T_e1738_row4_col0\" class=\"data row4 col0\" >26.5082%</td>\n",
       "      <td id=\"T_e1738_row4_col1\" class=\"data row4 col1\" >33.4094%</td>\n",
       "      <td id=\"T_e1738_row4_col2\" class=\"data row4 col2\" >40.0824%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e1738_level0_row5\" class=\"row_heading level0 row5\" >2022-01</th>\n",
       "      <td id=\"T_e1738_row5_col0\" class=\"data row5 col0\" >26.1678%</td>\n",
       "      <td id=\"T_e1738_row5_col1\" class=\"data row5 col1\" >31.8124%</td>\n",
       "      <td id=\"T_e1738_row5_col2\" class=\"data row5 col2\" >42.0198%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e1738_level0_row6\" class=\"row_heading level0 row6\" >2022-04</th>\n",
       "      <td id=\"T_e1738_row6_col0\" class=\"data row6 col0\" >25.9753%</td>\n",
       "      <td id=\"T_e1738_row6_col1\" class=\"data row6 col1\" >30.9896%</td>\n",
       "      <td id=\"T_e1738_row6_col2\" class=\"data row6 col2\" >43.0350%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e1738_level0_row7\" class=\"row_heading level0 row7\" >2022-07</th>\n",
       "      <td id=\"T_e1738_row7_col0\" class=\"data row7 col0\" >25.0700%</td>\n",
       "      <td id=\"T_e1738_row7_col1\" class=\"data row7 col1\" >29.8168%</td>\n",
       "      <td id=\"T_e1738_row7_col2\" class=\"data row7 col2\" >45.1132%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e1738_level0_row8\" class=\"row_heading level0 row8\" >2022-10</th>\n",
       "      <td id=\"T_e1738_row8_col0\" class=\"data row8 col0\" >24.2252%</td>\n",
       "      <td id=\"T_e1738_row8_col1\" class=\"data row8 col1\" >29.3318%</td>\n",
       "      <td id=\"T_e1738_row8_col2\" class=\"data row8 col2\" >46.4430%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e1738_level0_row9\" class=\"row_heading level0 row9\" >2023-01</th>\n",
       "      <td id=\"T_e1738_row9_col0\" class=\"data row9 col0\" >23.1167%</td>\n",
       "      <td id=\"T_e1738_row9_col1\" class=\"data row9 col1\" >30.2304%</td>\n",
       "      <td id=\"T_e1738_row9_col2\" class=\"data row9 col2\" >46.6529%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e1738_level0_row10\" class=\"row_heading level0 row10\" >2023-04</th>\n",
       "      <td id=\"T_e1738_row10_col0\" class=\"data row10 col0\" >21.6720%</td>\n",
       "      <td id=\"T_e1738_row10_col1\" class=\"data row10 col1\" >29.6640%</td>\n",
       "      <td id=\"T_e1738_row10_col2\" class=\"data row10 col2\" >48.6640%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e1738_level0_row11\" class=\"row_heading level0 row11\" >2023-07</th>\n",
       "      <td id=\"T_e1738_row11_col0\" class=\"data row11 col0\" >20.3130%</td>\n",
       "      <td id=\"T_e1738_row11_col1\" class=\"data row11 col1\" >28.5208%</td>\n",
       "      <td id=\"T_e1738_row11_col2\" class=\"data row11 col2\" >51.1662%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e1738_level0_row12\" class=\"row_heading level0 row12\" >2023-10</th>\n",
       "      <td id=\"T_e1738_row12_col0\" class=\"data row12 col0\" >19.4321%</td>\n",
       "      <td id=\"T_e1738_row12_col1\" class=\"data row12 col1\" >29.4671%</td>\n",
       "      <td id=\"T_e1738_row12_col2\" class=\"data row12 col2\" >51.1008%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e1738_level0_row13\" class=\"row_heading level0 row13\" >2024-01</th>\n",
       "      <td id=\"T_e1738_row13_col0\" class=\"data row13 col0\" >18.1280%</td>\n",
       "      <td id=\"T_e1738_row13_col1\" class=\"data row13 col1\" >29.4729%</td>\n",
       "      <td id=\"T_e1738_row13_col2\" class=\"data row13 col2\" >52.3991%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e1738_level0_row14\" class=\"row_heading level0 row14\" >2024-04</th>\n",
       "      <td id=\"T_e1738_row14_col0\" class=\"data row14 col0\" >17.4199%</td>\n",
       "      <td id=\"T_e1738_row14_col1\" class=\"data row14 col1\" >29.7118%</td>\n",
       "      <td id=\"T_e1738_row14_col2\" class=\"data row14 col2\" >52.8682%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e1738_level0_row15\" class=\"row_heading level0 row15\" >2024-07</th>\n",
       "      <td id=\"T_e1738_row15_col0\" class=\"data row15 col0\" >16.6420%</td>\n",
       "      <td id=\"T_e1738_row15_col1\" class=\"data row15 col1\" >30.6185%</td>\n",
       "      <td id=\"T_e1738_row15_col2\" class=\"data row15 col2\" >52.7395%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1249b30b0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PCNT_FORMAT = '{:.4%}'.format\n",
    "\n",
    "# The last 4 years\n",
    "smaller_df_pct.tail(16).style.format_index(IDX_FORMAT).format(PCNT_FORMAT).set_table_styles(\n",
    "    [{'selector':'.index_name.level0', 'props': [('min-width', '78px')]}])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "mental-sucking",
   "metadata": {},
   "source": [
    "Percentage changes in the last quarter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "traditional-approach",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_change_last_quarter_1 = (smaller_df_pct.iloc[-1] - smaller_df_pct.iloc[-2])\\\n",
    "    .apply(PCNT_FORMAT).to_frame('Percentage change in ownership')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "fossil-german",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_change_last_quarter_2 = (smaller_df.iloc[-1]-smaller_df.iloc[-2]).\\\n",
    "    apply('${:+,.0f}mn'.format).to_frame('Changes over quarter starting on {:%Y-%m-%d}'.format(fred_pub_debt_holders.index[-1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "serial-diana",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Changes over quarter starting on 2024-07-01</th>\n",
       "      <th>Percentage change in ownership</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Debt Held by FED</th>\n",
       "      <td>$-99,865mn</td>\n",
       "      <td>-0.7779%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Debt Held by Foreign and International Investors</th>\n",
       "      <td>$+462,300mn</td>\n",
       "      <td>0.9066%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Debt Held by Domestic Owners</th>\n",
       "      <td>$+329,172mn</td>\n",
       "      <td>-0.1287%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 Changes over quarter starting on 2024-07-01  \\\n",
       "Debt Held by FED                                                                  $-99,865mn   \n",
       "Debt Held by Foreign and International Investors                                 $+462,300mn   \n",
       " Debt Held by Domestic Owners                                                    $+329,172mn   \n",
       "\n",
       "                                                 Percentage change in ownership  \n",
       "Debt Held by FED                                                       -0.7779%  \n",
       "Debt Held by Foreign and International Investors                        0.9066%  \n",
       " Debt Held by Domestic Owners                                          -0.1287%  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.concat([df_change_last_quarter_2, df_change_last_quarter_1], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "liable-audio",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "US Federal Public Debt changed by +691.61bn in quarter starting on 2024-07-01\n"
     ]
    }
   ],
   "source": [
    "print('US Federal Public Debt changed by {:+.2f}bn in quarter starting on {:%Y-%m-%d}'\n",
    "      .format((fred_pub_debt_holders.iloc[-1,1]-fred_pub_debt_holders.iloc[-2,1])/1000., fred_pub_debt_holders.index[-1].date()))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "union-worker",
   "metadata": {},
   "source": [
    "### Changes in Federal Public Debt Ownership Over the Past Years\n",
    "Let's see by how many percentage points each category of US Public Debt holders changed their ownership over the past 5 and 3 years."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "authentic-simon",
   "metadata": {},
   "outputs": [],
   "source": [
    "periods = [3, 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "white-netscape",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_pct_chg = pd.concat(\n",
    "    [(smaller_df_pct - smaller_df_pct.shift(4*period)).iloc[-1] for period in periods], axis=1)\n",
    "df_pct_chg.columns = ['Over past {:d} years'.format(period) for period in periods]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "accessible-booth",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_pct_chg.sort_values(by=df_pct_chg.columns[0], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "powered-auckland",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2000x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_min = df_pct_chg.loc[df_pct_chg.iloc[:,0] < 0., df_pct_chg.columns[0]].sum().item()\n",
    "y_max = df_pct_chg.loc[df_pct_chg.iloc[:,0] > 0., df_pct_chg.columns[0]].sum().item()\n",
    "ax = df_pct_chg.T.plot.bar(figsize=(20,15), grid=True, title='Percentage Change in US Public Debt Ownership',\n",
    "                           stacked=True, rot=45, yticks=np.arange(y_min, y_max, .01))\n",
    "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n",
    "ax.get_legend().remove()\n",
    "for c in ax.containers:\n",
    "    ax.bar_label(c, fmt=c.get_label() + ': {:.2%}', label_type='center')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d975c0b0-015e-4848-afee-b39d709f84be",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}