Disposable_Income_and_Savings.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "successful-member",
   "metadata": {},
   "source": [
    "# Real Disposable Income and Savings\n",
    "Given that personal consumption expenditures make up about 67.6% of US GDP it is interesting to analyze dynamics in the disposable personal income of US residents and their savings rate. \n",
    "\n",
    "Throughout this notebook I use real measures (i.e. chained US dollars) and ratios. Given a large time period I analize in this notebook&mdash;from 1959 onwards &mdash;I work with a quarterly data frequency for better visualizations rather than monthly.\n",
    "\n",
    "### Terminology\n",
    "* **Personal income**: All income of an individual from labor, rentals, investments, etc, as well as government social benefits net of employer contributions for government social insurance. For owner-occupied dwellings the imputed rental value (from renting to themselves) is also added net of mortgage interest paid. At the same time this imputed rental value is also included in personal consumption expenditures.\n",
    "* **Disposable personal income**: `Personal income`<sup>1</sup> - `Taxes`\n",
    "* **Personal savings**: `Disposable personal income` - `Personal consumption expenditures` - `Interest payments` - `Current transfer payments`. Interest payments are mostly payments on credit cards and personal loans (not mortgage interest payments). Current transfer payments include transfers to and from the government. Personal consumption expenditure also includes money spent on renting (for tenant-occupied housing) and imputed rent (for owner-occupied housing). The latter effectively cancells out the artificial increase of personal income by the imputed rental value.\n",
    "\n",
    "[1] Mortgage interest payments are accounted for in `Personal income` under the category _Rental income of persons_. Therefore higher mortgage interest payments for households owning a home lead to smaller Disposable Personal Income."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bored-bailey",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.ticker as mtick\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas_datareader.data as web\n",
    "\n",
    "from datetime import date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "eight-bosnia",
   "metadata": {},
   "outputs": [],
   "source": [
    "report_start = date.fromisoformat('1959-01-01')\n",
    "report_end = date.today()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "twenty-answer",
   "metadata": {},
   "outputs": [],
   "source": [
    "MEAN_LEVEL_OF = 'Mean level of '\n",
    "TAX_TO_INCOME = 'Taxes to Income'\n",
    "PSR = 'Personal Saving Rate'\n",
    "INTEREST_PAYMENTS_TO_DPI = 'Interest payments to Disposable personal income'\n",
    "PCE_TO_DPI = 'Personal consumption to Disposable personal income'\n",
    "MORTGAGE_DEBT_SERVICE_TO_DPI = 'Mortgage Debt Service Payments to Disposable Personal Income'\n",
    "SOCIAL_BENEFITS_TO_DISPOSABLE_INCOME = 'Net contribution of Government to Disposable income'\n",
    "MEAN_LEVEL_OF_SOCIAL_BENEFITS_TO_DISPOSABLE_INCOME = MEAN_LEVEL_OF + SOCIAL_BENEFITS_TO_DISPOSABLE_INCOME\n",
    "REAL_DISPOSABLE_INCOME = 'Real Disposable Personal Income per Capita'\n",
    "REAL_DISPOSABLE_INCOME_GROWTH_GRAPH_TITLE = REAL_DISPOSABLE_INCOME + ', Annual Growth Rate'\n",
    "SAVINGS_RATE_GRAPH_TITLE = 'Personal saving as a percentage of disposable personal income'\n",
    "MEAN_LEVEL_OF_SAVINGS_RATE = MEAN_LEVEL_OF + 'Savings rate'\n",
    "MEAN_LEVEL_OF_INTEREST_PAYMENTS_TO_DPI = MEAN_LEVEL_OF + INTEREST_PAYMENTS_TO_DPI\n",
    "MEAN_LEVEL_OF_REAL_DISPOSABLE_INCOME_GROWTH = MEAN_LEVEL_OF + REAL_DISPOSABLE_INCOME_GROWTH_GRAPH_TITLE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "intellectual-circulation",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = web.get_data_fred(['A229RX0', 'PSAVERT', 'PI', 'B039RC1M027SBEA', 'W055RC1', 'A063RC1', 'A061RC1', 'DSPI',\n",
    "                          'B069RC1', 'PCE', 'W062RC1M027SBEA'], report_start, report_end)\n",
    "\n",
    "data[TAX_TO_INCOME] = (data.W055RC1 + data.W062RC1M027SBEA) / data.PI\n",
    "\n",
    "# data.W062RC1M027SBEA covers donations, fees and fines to the government. Strictly speaking it subtracts from\n",
    "# the savings rate rather than disposable income so I don't subtract it.\n",
    "data[SOCIAL_BENEFITS_TO_DISPOSABLE_INCOME] = (data.A063RC1 - data.A061RC1 - data.W055RC1 - data.B039RC1M027SBEA)\\\n",
    "                                             / data.DSPI\n",
    "data.PSAVERT /= 100.\n",
    "data[INTEREST_PAYMENTS_TO_DPI] = data.B069RC1 / data.DSPI\n",
    "data[PCE_TO_DPI] = data.PCE / data.DSPI\n",
    "\n",
    "data.rename(columns={'A229RX0': REAL_DISPOSABLE_INCOME,\n",
    "                     'PSAVERT': PSR, 'PI': 'Personal Income',\n",
    "                     'B039RC1M027SBEA': 'Employer contributions for government social insurance',\n",
    "                     'W055RC1': 'Personal current taxes',\n",
    "                     'A063RC1': 'Government social benefits to persons',\n",
    "                     'A061RC1': 'Contributions for government social insurance',\n",
    "                     'DSPI': 'Disposable Personal Income',\n",
    "                     'B069RC1': 'Personal interest payments',\n",
    "                     'PCE': 'Personal Consumption Expenditures',\n",
    "                     'W062RC1M027SBEA': 'Current transfers to government'\n",
    "                     }, inplace=True)\n",
    "\n",
    "# Resampling to quarterly frequencies using the same approach as the BEA -- taking a mean over\n",
    "# seasonally adjusted monthly numbers\n",
    "data_quarterly = data.resample('QS').mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "indie-exhibit",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Real Disposable Personal Income per Capita</th>\n",
       "      <th>Personal Saving Rate</th>\n",
       "      <th>Current transfers to government</th>\n",
       "      <th>Taxes to Income</th>\n",
       "      <th>Net contribution of Government to Disposable income</th>\n",
       "      <th>Interest payments to Disposable personal income</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DATE</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1959-01-01</th>\n",
       "      <td>13220.666667</td>\n",
       "      <td>0.107333</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.104227</td>\n",
       "      <td>-0.111453</td>\n",
       "      <td>0.014534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959-04-01</th>\n",
       "      <td>13382.333333</td>\n",
       "      <td>0.107667</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.105128</td>\n",
       "      <td>-0.114233</td>\n",
       "      <td>0.014706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959-07-01</th>\n",
       "      <td>13307.666667</td>\n",
       "      <td>0.096667</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.106243</td>\n",
       "      <td>-0.114793</td>\n",
       "      <td>0.015281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959-10-01</th>\n",
       "      <td>13342.666667</td>\n",
       "      <td>0.101667</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.107381</td>\n",
       "      <td>-0.114914</td>\n",
       "      <td>0.015819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1960-01-01</th>\n",
       "      <td>13418.000000</td>\n",
       "      <td>0.103000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.109448</td>\n",
       "      <td>-0.128276</td>\n",
       "      <td>0.016068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-07-01</th>\n",
       "      <td>50928.000000</td>\n",
       "      <td>0.045667</td>\n",
       "      <td>136.000000</td>\n",
       "      <td>0.127569</td>\n",
       "      <td>-0.066840</td>\n",
       "      <td>0.025616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-10-01</th>\n",
       "      <td>51251.666667</td>\n",
       "      <td>0.045000</td>\n",
       "      <td>136.900000</td>\n",
       "      <td>0.127318</td>\n",
       "      <td>-0.068335</td>\n",
       "      <td>0.025450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-01-01</th>\n",
       "      <td>51892.666667</td>\n",
       "      <td>0.053667</td>\n",
       "      <td>137.866667</td>\n",
       "      <td>0.127484</td>\n",
       "      <td>-0.064738</td>\n",
       "      <td>0.024995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-04-01</th>\n",
       "      <td>52137.333333</td>\n",
       "      <td>0.052333</td>\n",
       "      <td>139.000000</td>\n",
       "      <td>0.128140</td>\n",
       "      <td>-0.064784</td>\n",
       "      <td>0.025495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-01</th>\n",
       "      <td>52264.666667</td>\n",
       "      <td>0.047667</td>\n",
       "      <td>140.233333</td>\n",
       "      <td>0.129274</td>\n",
       "      <td>-0.065361</td>\n",
       "      <td>0.025507</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>263 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Real Disposable Personal Income per Capita  Personal Saving Rate  \\\n",
       "DATE                                                                           \n",
       "1959-01-01                                13220.666667              0.107333   \n",
       "1959-04-01                                13382.333333              0.107667   \n",
       "1959-07-01                                13307.666667              0.096667   \n",
       "1959-10-01                                13342.666667              0.101667   \n",
       "1960-01-01                                13418.000000              0.103000   \n",
       "...                                                ...                   ...   \n",
       "2023-07-01                                50928.000000              0.045667   \n",
       "2023-10-01                                51251.666667              0.045000   \n",
       "2024-01-01                                51892.666667              0.053667   \n",
       "2024-04-01                                52137.333333              0.052333   \n",
       "2024-07-01                                52264.666667              0.047667   \n",
       "\n",
       "            Current transfers to government  Taxes to Income  \\\n",
       "DATE                                                           \n",
       "1959-01-01                         0.300000         0.104227   \n",
       "1959-04-01                         0.300000         0.105128   \n",
       "1959-07-01                         0.300000         0.106243   \n",
       "1959-10-01                         0.300000         0.107381   \n",
       "1960-01-01                         0.300000         0.109448   \n",
       "...                                     ...              ...   \n",
       "2023-07-01                       136.000000         0.127569   \n",
       "2023-10-01                       136.900000         0.127318   \n",
       "2024-01-01                       137.866667         0.127484   \n",
       "2024-04-01                       139.000000         0.128140   \n",
       "2024-07-01                       140.233333         0.129274   \n",
       "\n",
       "            Net contribution of Government to Disposable income  \\\n",
       "DATE                                                              \n",
       "1959-01-01                                          -0.111453     \n",
       "1959-04-01                                          -0.114233     \n",
       "1959-07-01                                          -0.114793     \n",
       "1959-10-01                                          -0.114914     \n",
       "1960-01-01                                          -0.128276     \n",
       "...                                                       ...     \n",
       "2023-07-01                                          -0.066840     \n",
       "2023-10-01                                          -0.068335     \n",
       "2024-01-01                                          -0.064738     \n",
       "2024-04-01                                          -0.064784     \n",
       "2024-07-01                                          -0.065361     \n",
       "\n",
       "            Interest payments to Disposable personal income  \n",
       "DATE                                                         \n",
       "1959-01-01                                         0.014534  \n",
       "1959-04-01                                         0.014706  \n",
       "1959-07-01                                         0.015281  \n",
       "1959-10-01                                         0.015819  \n",
       "1960-01-01                                         0.016068  \n",
       "...                                                     ...  \n",
       "2023-07-01                                         0.025616  \n",
       "2023-10-01                                         0.025450  \n",
       "2024-01-01                                         0.024995  \n",
       "2024-04-01                                         0.025495  \n",
       "2024-07-01                                         0.025507  \n",
       "\n",
       "[263 rows x 6 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_quarterly.iloc[:,[0,1,10,11,12,13]]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "worldwide-figure",
   "metadata": {},
   "source": [
    "### Net contribution of government to disposable income of individuals\n",
    "In this part of the notebook I look at the net contribution of the US government to the disposable income of individuals, i.e. social benefits they receive from the government minus all taxes and government contributions they and their employers pay for government social insurance. It obviously should be negative most of the time. However during the Covid pandemic there was a notable exception when the government bankrolled a large portion of the population by stepping up US public debt."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "tired-shopper",
   "metadata": {},
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "idx = data.columns.get_loc(SOCIAL_BENEFITS_TO_DISPOSABLE_INCOME)\n",
    "ax = data_quarterly.iloc[:,idx].plot(figsize=(20,10), grid=True,\n",
    "                                     title=SOCIAL_BENEFITS_TO_DISPOSABLE_INCOME + ' from %d' % data_quarterly.index[0].year,\n",
    "                                     xticks=data_quarterly.index[::6], xlabel='', rot=45)\n",
    "ax2 = ax.twiny()\n",
    "data_quarterly.iloc[:,idx].plot.bar(ax=ax2, xlabel='', legend=False)\n",
    "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n",
    "ax.axhline(y=data.iloc[:,idx].mean(), ls='--', c='#1f77b4', label=MEAN_LEVEL_OF_SOCIAL_BENEFITS_TO_DISPOSABLE_INCOME)\n",
    "ax.legend()\n",
    "ax2.xaxis.set_major_locator(mtick.NullLocator())\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, data_quarterly.index[::6])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "traditional-dictionary",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean level of Government's net contribution to disposable income since 1959-01-01: -11.42%\n"
     ]
    }
   ],
   "source": [
    "print(f\"Mean level of Government's net contribution to disposable income since {data.index[0]:%Y-%m-%d}: {data.iloc[:,idx].mean():.2%}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "portable-italy",
   "metadata": {},
   "source": [
    "The support US government provided during the Covid pandemic is truly unprecedented&mdash;it was giving far more than collecting through taxes or contributions. The cost is [the increase of public debt to GDP by about 20%](./Fed_Public_Debt_and_Fed_Tax_Revenue.ipynb)..."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "desirable-northeast",
   "metadata": {},
   "source": [
    "### Real disposable income per capita\n",
    "The question of whether the real disposable personal income per capita is growing or not is a vital economic indicator that signals changes in the standard of living. In the below graph I depict it using chained 2017 USD."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "critical-sapphire",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BBx8Ykowff/zR2ScjI8No1KiRIclYtmxZsc7/bFOnTjUkGV9++aWzbcOGDUW+FqNGjTIkufx+zJeQkFDgM/l8nn32WUOSsWvXrgv2zcjIMKxWq/HCCy8YhnHmMyr/9x4AAEBpYikzAACAMtCnTx9FRESoTp06uuWWWxQUFKTZs2erdu3aks4sT/bbb79p6NChSktLU2JiohITE3Xq1Cn169dP+/fvV1xcnCTJz8/Pea8Qu92uU6dOKTg4WFdccYXLEl6lKTg4WGlpaUVuDwsLkyTNnTv3gvdTGDRokGrVquV83rFjR3Xq1Mn519DHjx/Xli1bdN9996lKlSrOfldeeaX69u3r8lfTYWFh+uOPP3Ts2LEij3f2vTEyMjKUmJiorl27yjAMbd68uUD/xx57zPk4/y/Jc3JytGTJkkLHNwxDP/30k2644QYZhuF87RITE9WvXz+lpKQU63VZtGiRIiIiFBERodatW2v69On6xz/+oXfeeeeijnHvvfcWuC9IWFiYdu7cqf379xeaoSTXPt+597/p3r27Tp06pdTUVGfb2TlSUlKUmJionj176uDBg0pJSbngtSmu2267zWUWWv6SgQcPHpQkJSQkaMWKFRo2bJjLUkmSnMtB2e12LVq0SIMGDVKDBg2c22vUqKE777xTq1atcjk3SRo+fLjLclKdOnWSYRgaPny4s83Ly0vt27d3ZpHOzIoIDQ1V3759XV7Tdu3aKTg4uMASX0W50Hu2pMepX7+++vXrd8Hj5l+H4s4W8fLyci5p5XA4lJSUpLy8PLVv377Qn5ELfVaU1Nnvw9zcXJ06dUqNGjVSWFjYRX12lvT8891///0uS3ud+z49N2txPrfO1adPH+dMIenMz3BISIjzGCX5TJk/f75q1Kjhcg+ywMBAl/u9lMSePXv06KOPqkuXLrr33nud7fnLtPn5+RXYx9/f36XPxXI4HPr+++/Vpk0bNWvW7IL9AwMDNXToUL377rsaPny44uLinL+LAQAAShOFGQAAgDLwySefaPHixZoxY4auv/56JSYmunz5dODAARmGoZdeesn55Xz+vzFjxkg6s1yYdOaLpfHjx6tx48by8/NTeHi4IiIitG3btlL9kvts6enp5/3ysWfPnhoyZIheffVVhYeH66abbtKkSZMKvQdB48aNC7Q1adLEubxb/rr9hS2f1KxZMyUmJiojI0OS9O6772rHjh2qU6eOOnbsqFdeecXly01Jio2NdRYagoODFRERoZ49e0pSgetltVpdvozPzyapyPtQJCQkKDk5WV988UWB1+7++++X9Pdrdz6dOnXS4sWLtWTJEq1Zs0aJiYn6+uuvFRAQcFHHqF+/foFjvPbaa0pOTlaTJk3UqlUrjRo1Stu2bXNuL8m1z3dugSO/MHL2vUtWr16tPn36OO9ZExER4VwGqDTfsxfKkv/eaNmyZZFjJCQkKDMzs8hr4HA4dOTIkfMeNzQ0VJJUp06dAu1nX5f9+/crJSVFkZGRBV7X9PT0Yr1vivOeLelxCnvvFCYkJESSzlu0PdeUKVN05ZVXOu9xFBERoXnz5hX6PrjQZ0VJZWVl6eWXX1adOnVcPjuTk5Mv6n14MecvFe9npiSfW8U5Rv5x8o9Rks+Uw4cPq1GjRgXuZVPUEnfnc+LECQ0YMEChoaGaMWOGvLy8nNvyi1GF/d6w2WwufS7W8uXLFRcXp7vuuqvY+0yePFmvvfaa/vjjDx04cEBXX3216tevr0mTJl1SFgAAgLNxjxkAAIAy0LFjR+e6+YMGDdLVV1+tO++8U3v37lVwcLAcDockaeTIkUX+pXqjRo0kSW+++aZeeuklDRs2TK+//rqqVKkiq9Wqp556yjlOacrNzdW+ffvO+2W2xWLRjBkztG7dOs2ZM0cLFy7UsGHD9N5772ndunUKDg4u9VzSmfubdO/eXT///LMWLVqkcePG6Z133tHMmTPVv39/2e129e3bV0lJSfrXv/6lpk2bKigoSHFxcbrvvvtK5Xrlj3H33Xe7/PX32a688soLjhMeHq4+ffqU2jEK+wKzR48eio6O1i+//KJFixZp4sSJGj9+vP773/9qxIgRF8xYmLO/WD2b8dfN56Ojo9W7d281bdpU77//vurUqSNfX1/Nnz9f48ePL9X37IWylJWijltY+9lZHA6HIiMj9e233xa6f0RERKnkK+lxivvld9OmTSVJ27dvL1b/b775Rvfdd58GDRqkUaNGKTIyUl5eXnrrrbcUHR1drDEuxeOPP65JkybpqaeeUpcuXRQaGiqLxaLbb7/9ot6HJT3/fBd6n5bG59aFjlFan1slkZKSov79+ys5OVkrV64scD+0GjVqSDozc+9cx48fV5UqVQqdTVMS3377raxWq+64445i7+Pn56fRo0dr9OjR6tWrl+688079+OOPGjZsmAICAnT77bdfUiYAAACJwgwAAECZy/8i8pprrtGECRM0evRo51+8+/j4FPnlfL4ZM2bommuu0ZdffunSnpycrPDw8FLPO2PGDGVlZRVraaPOnTurc+fOGjt2rKZNm6a77rpL33//vcuX/oUto7Vv3z7nTeXr1asn6cwNyM+1Z88ehYeHKygoyNlWo0YNPfLII3rkkUd08uRJtW3bVmPHjlX//v21fft27du3T1OmTHG54frixYsLze9wOHTw4EHnjIP8bJIK3PQ+X0REhCpVqiS73X7B1+5ileYxqlSpovvvv1/333+/0tPT1aNHD73yyisaMWJEia99ccyZM0fZ2dmaPXu2y1/xF3eZrtKU/3O2Y8eOIvtEREQoMDCwyGtgtVoLzIS5WA0bNtSSJUvUrVu3i54JUJz3bGkcpzBNmjTRFVdcoV9++UUffvjhBQuwM2bMUIMGDTRz5kyX2Rf5swLPdaHPiqKcO7Pj7OPfe++9eu+995xtNptNycnJ5x2vKCU9/+Iq6efWxSjJZ0q9evW0Y8cOGYbhcm0L+xkpis1m0w033KB9+/ZpyZIlat68eYE+tWrVUkREhDZu3Fhg2/r163XVVVcV+3iFyc7O1k8//aRevXoVKAqVxHXXXaf77rtPNWvW1IwZMyjMAACAUsFSZgAAAG7Qq1cvdezYUR988IFsNpsiIyPVq1cvff7554X+tXBCQoLzsZeXV4EZANOnTy+Tde+3bt2qp556SpUrV9ajjz5aZL/Tp08XyJT/Jdq5y9LMmjXLJev69ev1xx9/qH///pLOFFquuuoqTZkyxeUL0x07dmjRokW6/vrrJZ35q/Jzl/SJjIxUzZo1ncfM/6vxs7MZhqEPP/ywyHOZMGGCS98JEybIx8dHvXv3LrS/l5eXhgwZop9++qnQL/zPfu0uVmkd49SpUy7Pg4OD1ahRI+f1Ku61L2l2yfU1SElJ8cgyQBEREerRo4e++uorxcbGumzLz+fl5aXrrrtOv/zyi8uSWfHx8Zo2bZquvvpq5xJWl2ro0KGy2+16/fXXC2zLy8srdsHgQu/Z0jpOYV599VWdOnVKI0aMUF5eXoHtixYt0ty5cyUV/l74448/tHbt2kLHvtBnRVGCgoIKPafCPjs//vhj2e328453PiU5/+K6mM+tkirJZ8r111+vY8eOacaMGc62zMxMffHFF8U6lt1u12233aa1a9dq+vTp6tKlS5F9hwwZorlz57osF7h06VLt27dPt956a7GOV5T58+crOTm5RMuYZWdnF3pfG4fDIYfDUaqFTgAAULExYwYAAMBNRo0apVtvvVWTJ0/Www8/rE8++URXX321WrVqpQceeEANGjRQfHy81q5dq6NHj2rr1q2SpIEDB+q1117T/fffr65du2r79u369ttvC9xnoqRWrlwpm80mu92uU6dOafXq1Zo9e7ZCQ0P1888/q3r16kXuO2XKFH366acaPHiwGjZsqLS0NP3vf/9TSEhIgS/zGzVqpKuvvlr//Oc/lZ2drQ8++EBVq1bVc8895+wzbtw49e/fX126dNHw4cOVlZWljz/+WKGhoXrllVcknbmvQ+3atXXLLbeodevWCg4O1pIlS7RhwwbnX8Q3bdpUDRs21MiRIxUXF6eQkBD99NNPLvdyOJu/v78WLFige++9V506ddKvv/6qefPm6fnnnz/vslJvv/22li1bpk6dOumBBx5Q8+bNlZSUpE2bNmnJkiVKSkoq7stQpsdo3ry5evXqpXbt2qlKlSrauHGjZsyY4XLz+OJc+5K47rrr5OvrqxtuuEEPPfSQ0tPT9b///U+RkZGFFiHL2kcffaSrr75abdu21YMPPqj69esrJiZG8+bN05YtWyRJb7zxhhYvXqyrr75ajzzyiLy9vfX5558rOztb7777bqll6dmzpx566CG99dZb2rJli6677jr5+Pho//79mj59uj788EOXG64Xpjjv2dI4TlFuu+02bd++XWPHjtXmzZt1xx13qF69ejp16pQWLFigpUuXatq0aZLOfHbNnDlTgwcP1oABA3To0CH997//VfPmzZWenl5g7OJ8VhSmXbt2WrJkid5//33VrFlT9evXV6dOnTRw4EBNnTpVoaGhat68udauXaslS5aoatWqBcbIn5VzofvZlOT8i6ukn1sXq7ifKQ888IAmTJige+65R3/++adq1KihqVOnKjAwsFjHefbZZzV79mzdcMMNSkpK0jfffOOy/e6773Y+fv755zV9+nRdc801evLJJ5Wenq5x48apVatWznvf5Js6daoOHz6szMxMSdKKFSv0xhtvSJL+8Y9/OGcA5vv222/l5+enIUOGFPsaHT9+XFdffbWGDRumrl27KjU1VbNnz9bMmTN1+vRp3XnnncUeCwAA4LwMAAAAlJpJkyYZkowNGzYU2Ga3242GDRsaDRs2NPLy8gzDMIzo6GjjnnvuMapXr274+PgYtWrVMgYOHGjMmDHDuZ/NZjOeffZZo0aNGkZAQIDRrVs3Y+3atUbPnj2Nnj17OvsdOnTIkGRMmjTpvBmXLVtmSHL+8/H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",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "idx = 0\n",
    "ax = data_quarterly.iloc[:,idx].plot(figsize=(20,10), grid=True,\n",
    "                                     title=REAL_DISPOSABLE_INCOME + ', Chained 2017 $',\n",
    "                                     xticks=data_quarterly.index[::6], xlabel='', rot=45)\n",
    "ax2 = ax.twiny()\n",
    "data_quarterly.iloc[:,idx].plot.bar(ax=ax2, xlabel='', legend=False)\n",
    "ax.yaxis.set_major_formatter('${x:,.0f}')\n",
    "ax2.xaxis.set_major_locator(mtick.NullLocator())\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, data_quarterly.index[::6])))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "alike-perth",
   "metadata": {},
   "source": [
    "#### Annual growth rate of real disposable income per capita\n",
    "Let's look at the annual growth rate of real disposable income per capita."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "registered-cargo",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Quarterly frequency\n",
    "pi_growth = data_quarterly.iloc[:,idx].pct_change(4).dropna()\n",
    "ax = pi_growth.plot(figsize=(20,10), grid=True,\n",
    "                    title=REAL_DISPOSABLE_INCOME_GROWTH_GRAPH_TITLE,\n",
    "                    xticks=pi_growth.index[::6], xlabel='', rot=45)\n",
    "ax2 = ax.twiny()\n",
    "pi_growth.plot.bar(ax=ax2, xlabel='', legend=False)\n",
    "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n",
    "ax.axhline(y=pi_growth.mean(), ls='--', c='#1f77b4', label=MEAN_LEVEL_OF_REAL_DISPOSABLE_INCOME_GROWTH)\n",
    "ax.legend()\n",
    "ax2.xaxis.set_major_locator(mtick.NullLocator())\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, pi_growth.index[::6])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "simplified-burton",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean level of real disposable income per capita growth rate since 1960-01-01: 2.15%\n",
      "The current level is +0.47% vs the mean\n"
     ]
    }
   ],
   "source": [
    "print(f'Mean level of real disposable income per capita growth rate since {pi_growth.index[0]:%Y-%m-%d}: {pi_growth.mean():.2%}')\n",
    "print(f'The current level is {pi_growth.iloc[-1] - pi_growth.mean():+.2%} vs the mean')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "three-firmware",
   "metadata": {},
   "source": [
    "The mean level of annual growth of real disposable income per capita is actually lower than [the average annual growth of US real GDP](./GDP_Composition.ipynb), which is 2.7%."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "emerging-warren",
   "metadata": {},
   "source": [
    "### Savings rate\n",
    "Personal saving as a percentage of disposable personal income (DPI), frequently referred to as \"the personal saving rate\" is calculated as the ratio of personal saving to DPI. Personal saving is equal to personal income less personal outlays and personal taxes; it may generally be viewed as the portion of personal income that is used either to provide funds to capital markets or to invest in real assets such as residences."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "powered-advancement",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cIQsAoMDsO5aqc3aXom1WVSzqPfj+jyNn9Mtfp4JWi3vuSpG4rDpZCFkAAAAAAEDB8yf4iM1mJkuaw5ntfWwRFz7ydxCyBAUhCwCgwLjnsVQrmaAIqyXT7Qs3Bm/JsOPukCXL5cIIWQAAAAAAQMFzBTKT5dJOlhxmsrg7WXLbD/mHkAUAUGDcS4VVv2Qei9unG//y6x8XeeEOUrJbLox1SgEAAAAAQEHzp7skzpa+74mz3r8cmuNyYdaLOlmcfNYRDIQsAIACsz2jk6VmqcwhS2K0TQdOntOPe08EpRZ3yJLV4Ps0h0tn0rJvtQUAAAAAAMgP/gy+d3ey+DP43mq1eFYTsdPJEhSELACAArM9h06Wm64sJUlatPlgUGrJafC9JB07zZJhAAAAAACgYOXHcmHncwlPbIQsQUXIAgAoEOcdTu06ckaSVLNUUqbbb65fRpL0xS8HFYzu1WM5zGSRpKNnzhd8EQAAAAAA4LIWSCdL5sH3OYcnURHpH/vbWS4sKAhZAAAFYuehM3K6DCXF2FQyKTrT7c2qFFXR+CgdO2PXbyctWRwhf+UWsrhvBwAAAAAAKAgulyF/RsJemMniX8hii0j/nMVBJ0tQELIAAArE9r9PSUrvYrFYMocotgirOtYpLUnafKxgQ5Y0h0sp5xySpCJx2XWyELIAAAAAAICC408Xi3RRJ0uqXcZF980tZInM6GRJI2QJCkIWAECB2H7wtCSpeqmEbPdpckURSdKav62qNnaJKj26qEBqOZExj8VqkQrFRma5D50sAAAAAACgIDn9mMciXQhZ0pwunbNfCExyC0/cIYuD5cKCgpAFAFAgth9M72SpkcXQe7dapTPPaikInqH3cVGyWrPumiFkAQAAAAAABcnlZydLtPXCEPsTZy98bpF7JwuD74OJkAUAQuTMeYc+2bBfZ9OcoS6lQPz2d3onS40sht67VSoar5jIgv9RdOx0zvNYJOnoaUIWAAAAAABQcBx+drJYLFJSbHo7y8mL5rLkPpOFwffBRMgCACHy1OfbdP/cDfrX//3sta7mP8Gpc3btP3FWUs6dLBFWi6qXzH45sfzi6WTJIWQ5duZ8gdcBAAAAAAAuXy4/QxZJSs5Y9vxE6kUhSy4dKu7uF4eLTpZgIGQBgBA4mWrXxz/9KUlatu1vVR7zeYHNIwmFHX+nSJJKJcWoUFzWM1DcauXQ6ZJf3EuBZTf0/uJ9AAAAAAAACoK/M1kkKSkjZLm4k+W8PefwJMrm7mQhZAkGQhYACIF5P+7TObtL8VERoS6lQFwYep99F4tbrVJ572Q5nHJeX28/lG1HkCdkSchhuTBCFgAAAAAAUICcAaxkUsgdslzUyXLex04WlgsLDkIWAAgyl8vQO2v3SJL+3bm2120p5+xZ3SXsuIfe1/QhZPFln9z8e8FmDZq5Xsu2HcrydjpZAAAAAABAqAXSyVIoJmO5ML8G39PJEkyELAAQZCt/O6y9x1KVFGNTt/plvW57fP6Wf8R8lu0Zy4VVz2Eei1uNfAhZftxzQpJ09zs/ZLnsmidkyWEmS2qaU+fszjzXAgAAAAAAkJWAQpa4zMuFpTly/vzCHbI46GQJCkIWAAiyt9fuliT1blResZcsF7Zw41/64Id9Iagq/xiGoe0H00MWX7pUEqJteTrf0dPndeR0zkPrj6fmHLJERqS30dLNAgAAAAAACkogc+iTY9M/N/Fn8L37c47c9kP+IGQBgCDaczRVK7YflsUi3X5txSz3eWLhL/otoxMkHB0+fV7HU+2yWqSqJfI+byU32324VkdP5xyyuLcfO/PPWK4NAAAAAACYjyOAlCWrwfe5LRdmo5MlqAhZACCI3vs+vUuldY0Sqlg0PtPtzasV0zm7S8Pn/KSzaeG5dJW7i6VS0XjFREbksnfe/XYw95Alt06WIvHRkqRjqXSyAAAAAACAguEKYIn45ABClihmsgQVIQsABMl5p/ThT/slSf2bZt3FMrVXfRVPjNZvf5/WjG/+CGZ5+cYdsvgyjyVfzpdLJ4thGJ5lwApnE7IU9XSyELIAAAAAAICCEUjmEVgnS/pyYYQswUHIAgBB8uMRi1LOOVSpaJxaVCue5T7FE6P17061JEnPL/1NlR5dlOUgdzNzhyyBDrTP7R8K2Z0vO6fPO2TPaI8tEpfbcmGELAAAAAAAoGAEMvje3cni30wWdycLy4UFAyELAASBYRhadTD9LfeOppVktVqy3bdjndIqmxwbrNLynXueTKAhy87Dp33e1zAM/fZ3zvu7g5PYyAjFRmW9fBkzWQAAAAAAQEELJGRJinEPvk//fMPlMnINT9yD7x10sgQFIQsABMH6Pcd1INWi2EirejQsl+O+kRFWDWpWKTiFXWTbgVOegCRQLteF0CPQ5cK2/nXK5333nzir0+cdnn88uJ0+7/D83R2yZDePRbpouTBmsgAAAAAAgALiDGQmS1x6J0vKeYecLiPXLhbp4k4WQpZgIGQBgCB497v0gfc31yujQhltnjm5rXGFgi7Jy+nzDvV8ba16vrZWZ9OcAR9nx6HTOmt3KspmVaWicQEdY9sB30MW91JhVYoneG3fsv+k5++5Db2XpCIJLBcGAAAAAAAKVmCdLOmfIxmGlHLO7lPIYrNmhCwBnA/+s4W6AAD4p/v90Gkt2XZIknR7k/I+3SchOrhvz7uPnPF0f9Qa92X6tmc6+XTfk2ftWvLLQX226YDW/H5EklStRIJsEYHl+NsO+hGyZHTeVC+ZqF8vms2ycd8JXXtFUUnS0dN+dLKcSZMK+10yAAAAAABArlwBdLJE2ayKi4pQappTJ8/aFe/DZ0YsFxZchCwAUAD+PnVOn28+oEWbDuiHPcclSVUSDdUMcE7Jhn0nVL98cj5W6G3vsVS/7/PllgOa98OfWrXjsNdaoLVLJ+mXv06p0qOLJPke1rhtO5AiwzBksWQ/t8bN3clSo1SitPHC9o1/nvD83adOlvhoScxkAQAAAAAABccR4CD65NhIpaY5dSLV7lkKLDLCku1sFgbfBxchCwDkg1Pn7Nrxd4o2/3lSn285qPW7j8n9ywkWi9SwQrJ+2HNC1cYukeR/8PDmqj/0cr+r87tsD39Dlo37Tujed3/yfF2jZKI61S2tTnVLq0rxBE/AEohjZ9L096nzKlUoJtd9PSHLJfNfNu67sFzY0YwlwArH5RSyMJMFAAAAAAAUrEA6WSQpKTZSf508pxNn7Z5l6KMirLI7s17y3ZbRycJMluAgZAEAPxmGoS+2HNTPe49r+9+ntePvFB04eS7TfldXSFbnumXUsU5pFY2L8AQsgfhiywHtPZqqCgHOOcmNvyHL6oxlwdy2/52ixTe2yLd6th04lWvIYne6tPPwaUkZnSwX2X/irA6lnFOJxBgdzwhZiibkvlxYyjmHHPz7AwAAAAAAFIBAZrJIUnJcerBy8uyFmSxRNqvOZDNXl8H3wcXgewDw01fbDmnoez/pzW92adVvhz0BS6mkGDWvVsyz3097T+jO6yv71JGRG5chvbVmV56Pk529R/0LWb7742gBVZJu64Hc57LsPnJGdqeh+KgIlU2OzXT7poxulmM+dLIUio1UhDX9tzzOOAKpGAAAAAAAIGfOADtZkmPTP9M4mZqmNMeFkCU7F2aysFxYMBCyAICfPt30V6ZtG5+4Sd89dqNm39WkwM77/vp9nq6M/OZPJ4vd6dKPGXNmCso2H0IWz9D7UomyWjPPb9mUMZfFHbLkNJPFarWocMZvhZxmLAsAAAAAACgAzgBDD/cSYSfP2nXep5Al/bY0OlmCgpAFAPxwzu7UV9sOZdru/mFXUGqXTtJZu1PvrduT78d2OF3af+Ksz/tv2X9SqWlOT6tqQfClkyW7eSxuG/5M72Q5npqemuQUslx8+2l75sAGAAAAAAAgrwLuZMn4DOZEqv1CJ0tE9h/t2zJuo5MlOAhZAMAPq3cc0enzDpXOhyXA/DGkxRWSpFnf7tE5e9brbQbqrxPn5HQZOf4GxMXW7TomSWpUqUi+1nGx3UfO6Gw264q6eUKWUlmHLBv3nZBhGDp6+rwkP0IWlgsDAAAAAAAFwBXgTJak2KxmskRku38Ug++DipAFAPzw+ZYDkqT2V5UK6nk71S2tMoVidOT0eS3Z+ne+Htu9VFj5wt5zTbL7QbwuYx5Lk8oFE7IUS4iSy7iwHFh23Ldn1ckSZbPq5Fm7dh4+rVPn0lOT3EKWovHRklguDAAAAAAAFAxHHgffnzhr92kmi82aMfg+wPPBP4QsAOCjNIdLSzMCjo51Sv8/e/cdHUd5tQH82aremy1Zltx77wabaooJJZDQQgkhIYUkkEZMElIgIUDyhRAIJLSQ0EMJzTa2Mca9y1W23NR7l1Zt63x/zM5Kq+1ltun5ncPBO/PuzCtpd3Z27tx7Q7pvjUqJq2aL+/zhm4dQvGYtitesDcq2pSDL2MxEu+VlDY5BDrNFwIFKsR/L0vFZQdn/cNNGpwJw35elz2CyzdtZJsuMfHEbX5xqAQAoFJ5LurFcGBERERERERHJyeJnuTBbT5Yh5cLi3JQL01gDMEYTM1lCgUEWIiIv7TzXCt2ACbkpcVgwNiPk+18+IVuW7Va19wIAirKS7JYfqnFsbn+ivhs6vQkp8WpbMCTYpO2eqHcdZDnT1ANBELNespLjHNbPGZMOANhySuyfk5GohUrpPnjCcmFEREREREREJCezv5ksCeI1C7FcmFhe3W3je+s1EJOFQZZQYJCFiMhL648NlgpTerhgL4dF4zI9Bgr8USOVCxuWyXKoutNh7N4KsVTYomJ55gIA073IZJFKhU120fR+bmE6AGCftX9MRqL7LBYAyEqWMlm8nioRERERERERkdf8DrLYyoUZBjNZ3AVZrFkuBja+DwkGWYiIvGA0W2y9UK6cGdpSYZLkODXmjEkL+nar2pyXCztU7ZjJsqdcDFrI1Y8FGMxkKWvUuWwI56np/RxrkMVoPZmQ+q24I2Wy9LJcGBERERERERHJwN8gS9rQxvfe9GSxNr43sfF9SDDIQkTkhT3lbejsMyIrSYvFMgYYPFk2Ibh9UARBQLU1yFKUZR9kqWzrQ3uvwfbYYhGwv9IaZJGpHwsAjM9JglalRI/ehNqOfqdjTrtpeg8AxVmJSI1X2x5nJHnOZGG5MCIiIiIiIiKSk9nfnizWTJYBowXdA+KFC7flwqyZLCZmsoQEgyxERF5Yd6wRAHD5zFGylcnyRrD7snT1G6HTix/OhRmJDusPD+nLUtaoQ1e/EUlaFWbmy9OPBRBPBCblJQMATjR0OR1T5iGTRaFQ2LJZgMEAijtStgvLhRERERERERGRHFxV7PAkWauGdDmqRacHAGjdNb63rjMykyUkGGQhIvLAZLZgY6kYZFkdplJhkgVFGUHdnlQqLDclDglalcP6oX1ZpH4sC4ozoXbzQR4MUl+WjaVNDuvaew22E4pJLjJZgMG+LIB3QRZpTJ/J//RdIiIiIiIiIiJX/L3eoFQqbCXDbEEWL8qFGdn4PiQYZCEi8mBfZTvaeg3ISNRgyfjwlQoDgHiNYyAkENXtzvuxSOyCLCHoxyK5efFYKBTA+4fqULxmLYrXrLWtk/qxFGYmIDlO7WoTmDMm3fbvjETPQZaMRA3USgUEKPCPbRUQ/EzhJSIiIiIiIiJyxhTATZ3p1msb3gRZpCwXo4nXNkKBQRYiIg/WW0uFXTZ9lC3dMlZ4CrIcrumE2SJAEATss/ZjWRqCQNOCogzcuazY6TpP/VgkswvTbP/OSvYcZFGrlPjuBeMAAH/dfBbjHlwHvcns5YyJiIiIiIiIiNyzBHBDZ6o1k6VZNwDAy8b3zGQJidi6WkhEFGRmi4BPraXCrpw1KsyzceRvLU+J1PR+bJZjkCVRq0KP3oRzLT0409yD9l4D4jVKzCpID2if3nrgiilOl59qct+PRZKbEo+C9AQAQHZynFf7/OHFE+0e3/biXrT3Grx6LtFwZY3dKG/pCfc0iIiIiIiIKEIE0iIlfVi5sDgverIYTAyyhAKDLEREbhys6kCLTo/UeHXQm84Hw+lmXUDPd5fJIpXbOlTdgT3l1n4sRRlu75QIpkStfSkwaQ5SubDJHjJZAOC318wAANz+0j67kmPe2l/Zgev+vhNnm3mhnHzT3D2A6/6+E19+dhd69KZwT4eIiIiIiIgiQCCZLFJPll6DWHXD3fUZjVJcF0h5MvIegyxERG6sO9YAAFg1fVTIggu+2HW2LaDnuwuyzBubDkDsyzLYjyUroP0F4ufvHUWfwYTT1iDL1FGpHp+zanpeQPsszExAdXsfvvzsTuw82xrQtmhk+fhoAwaMFnT1GzHzNxvCPR0iIiIiIiKKACZzID1ZNHaP3QZZ1NbG94GkzpDXIu+KIRFRhLBYBHx6XCwVtjoCS4UBwO5y/4MsBpMFDV39AJyXC5s3NgMAUFLdgb0V4n5C0fTelaq2PvzsnaPQ6U1QKxUYl50k+z4/+N55WFiUAd2ACd959SD6DMxIIO98dKQ+3FMgIiIiIiKiCGMOQiaLROumXJjamsliNIt9dkleDLIQEblwpLYTjd0DSI5T4/xJkVcqDBBLaJn9TP2s7+qHRQASNCrkOOlZMrcwHQBwuqkHrT0GaNVKzLEuC5e11syiCTnJIcksykqOw+vfWoLCzATo9CZM//UGv8qO0chS1daLIzWddstqO/rCMxkiIiIiIiKKGIH01nUIsqhVLscODcCwZJj8GGQhInLhi1MtAIAevQlTfvVpRF5c1w2YUFrf5ddza9qtWSyZiVAoFA7rc1LiUJiZYHs8rzAd8RrXH+Byu35+ge3fkz00vQ+mOLUKl02PzEwmikwfO8li+eBQXRhmQkRERERERJEkkEyW9ESt3WN3N5+qVYPXeQIpUUbeYZCFiMiFradbwj0Fr+w+51/JMKkfS6GTfiySeYUZtn8vGR++fiwA8OsvTUe2NeNmagiDLABwWYC9XWhkcVYq7P2SOqZoExERERERjXD+ViMBnGWyeBdkMbAvi+wYZCEicqKj14AjtZ3hnoZXdvkZZKnpGMxkcWXe2HTbv5eGsR8LIN6x8fwdCwAAf9pwKqSZRQuKMjwPIgJQ1tiN0009DrVxy1t7cWhYCTEiIiIiIiIaWQIJsjg0vnfTk0WjHFIujEEW2THIQjSCnGrUBdwXwGS2YH9lO3r1sd0AfPvZVggCMCUvtBkT/thf2Q6DyfcPzGprubAiJ03vJfPGisEFjUph+3c4zQ/THNRuTlyIhvrosJjFcuGUHId175fUhno6REREREREFEGCmckS5yaTRalUQKUUs1nYk0V+vGpENEI0dg3gmmd24Ibndvl1QR4AzrX04Cv/2I2v/mM31rx/LMgzjCxbrf1YLnByoTSSZCZp0Wcw46gfWTc11nJh7jJZ5oxJw/2XToLRLGDaryOzL004sOwTOSMIAj4+KgZZrpmb77D+4yMN0JvMoZ4WERERERERRYiAMll8KBcGiDfMAvD7OiB5j0EWohFiT3kb9CYLmrr1mPyr9Shes9brC+YWi4AXt5dj9VPbcdha7ubjI/U+bSOaWCyCrR/LBZMjO8iydLxYwsvXviyCMKRcmJtMFoVCgfsvnez/BGNUWaMu3FOgCHS4tgs17f1I1KpwyVT7Pj6jUuPR1W/E5yebwzQ7IiIiIiIiCrdAGt+n+hpksZYMYyaL/BhkIRoh9lW2+/W86rY+3PzCHvx+7UnoTRasmJTtNvMhFpxs7EZrjx4JGhUWFoe/RJY7yyZkA/C9L0uvCeg1mKFQAAXpCXJMLaZtLG0K9xQoAn1ytBEAsGp6HhK0Krt1180rAAC856JkmCAIOFDZjubuAXknSURERERERGFjCSDgEa9RIV4zeDnfXU8WANBYgzBG9mSRHYMsRCPEAT+CLK/vrcIVT23Dvop2JGpV+MOXZ+I/31iMa+Y4lsGJJVIWy/IJWYhTqzyMDq/lE7IAAAerOzBg9L4MUav1Ou6o1HjEayL7Z4xEG080hnsKFGEsArD+uPi6cHaMvGG+GGT54lQLWnv0duuMZgt+9cFxfOUfu7HqyW0+Z6YRERERERFRdAikXBgApCdobf/2lMmitvZkYZBFfgyyEI0AHb0GnG7qAQDkpMR59ZyNpY345f+Oo89gxpJxmfj0vpX42pIiKBQKXDlrlJzTDbto6ccCAOOzk5CXGgeDyYKDVR1eP691QPygjfWsJLmU1nejrrM/3NOgCHKmW4GWHgPSEjRYMcnx2DEpLwWzx6TBZBHw0eF62/KufiO+8cp+vL632vb4lhf24L/7a0I2dyIiIiIiIgqNQIMsaUNKhnnuySJlsrBcmNwYZCEaAaSL7+NzkvDVBWO8es4/tp6z/XtvRTtW/mmL7fH00anBnWAE0Q0Ybb+vSO/HAog9U86zlgz72ot7ve6R02a9kZ5BFv9tKmU2Cw0qaRUDl6tnjXJ5onvDfPH4K5UMq27rww3P7cL2M61IGJZR9sB7R/HH9ScDSiUnIiIiIiKiyBJITxYASEscEmTxVC7M2vjexEwW2THIQjQC7LeWCltcnIlr5nou9XWwqh0l1Z0uD9YKhSKo84sku861wWQRUJyViKKspHBPxyvnTcz2+TnMZAncppPsy0IivcmCI23ie+pqN+UUr56TD41KgdL6bry+twrXPbsTZ5t7MCo1Hu98Z5nD+H9uLcd3XjuIPoNJtrkTERERERFR6AQzkyXOy0wWA4MssmOQhWgEkIIsC4szMXWU5yyU57eVAwC+bG3U7Em/wfteIJFO6scSDVkskvMn+R5kaZOCLFkMsvhrT3k7uvqM4Z4GRYAdZ1rRb1YgNyUOS8ZluRyXmaTFRVNyAQC//N9xtPcaMKsgDR9+/zzMLEizG/vXm+ZCq1Ji44kmfPUfu9HUPSDrz0BERERERETyswSYyZLuQ7kwtTXIYmK5MNkxyEIU4waMZhyr6wIgZrJ4Ut7Sg40nxDv0v7VynFf7kAIT0U4QhKjqxyLJS43H5Lxkn57TynJhAZmSlwKzRcCWU83hngpFgI+PiaXjVs/Mg0rpPtPv+vmDJRuvmDEKb397KfJS4x3GXTevAG98awkyk7Qore/Gbz8qDe6kiYiIiIiIKOQCDXikJ3ofZNGq2Pg+VBhkIYpxh2s6YTQLyE2JQ2FmgsP6Zp393dEv7aiAIACXTM3FxNwUr/ax/nhDUOYabudaelHX2Q+tSoml413fjR6Jzp/ofVBIbzSjyyB+0EZLSbRIs2p6HgBg4wn2ZRnpxGCbGJy9atYoj+MvnZZr+/enpY1I1Kpdjl1YnIlnbpkHAFh/vNHrnktEREREREQUmQLNZLFrfO+hJ4uaje9DhkEWohi3v0IsFbZoXKbTXirrjg4GSNp69Hj3oNiQ+Vsrx3u9j80nmzFgjP6SYVJGzuJxmW4vfEai8yd5HxSq7RQDa0lxKmQMuQOCvHfZDDHIsvVUS0y89sl/dR396LOWTPzq8/s8jld7OAkebnq+5xKPREREREREFB0C7smSqAUAKBWev1+qrZUWTBZmssiNQRaiGLe/qgMAsKgow+n6j47U2/796p4q6E0WzB6ThiXjPJcWk/ToTdhxpjWwiUaAaOzHIhnaB6Kqrdft2Or2PgBAYUai08AbeTarIA2jUuPRazBj97m2cE+HwqjCw/stUOnWE2giIiIiIiKKfoEmlUiZLJ5KhQ0dw3Jh8mOQhciFIzWd6NGbwj2NgJgtAkqkIIuLoElJdSdq2vvQbzDjP7urAAD3rBzv88X3dVFeMmzAaMbecvFieTT1Y5EkxQ1m3mz3EPCq6egHAIx1Uj6OvKNQKFgyjAAAla3yBlmIiIiIiIgodpgDzCqRGt97KhUGDGaysFyY/BhkIXJiY2kjrv37Tvzmw8AaDQ8YzThY1QEhwHqL/jrZ0I0evQkpcWpMHeW65MzHR+vxXkkt2nsNGJORgCtmeO4rMNymE00wmKI3Mr63oh16kwWj0+IxKde3JvKRxlNWUY0tk4VBlkBIQZa1RxvQ0NUf5tlQuFTKnMlCREREREREsSPQcmGZSWK1A2/K3GtUzGQJlehqOkAUIuuOiVkZX5xqtms0XPnYVT5t5/82nsIL2yvw2PWzcPPisUGdozcOVIr9WOYXZUCldJ2Z8tHheuitAZK7zx/nc8+A3JQ4NOv02F3uWDapV2/CkdpOLCrOtB3cI9HWU4OlwqK9hNauc60wWwSXf/PqdjEgUJiZGMppxZzlE7IwqyANx+q6sOyPnwPw/RhB0Y+ZLEREREREROQtfxNZhl6fvH1pEWYVpHl8jnQdzsRMFtlF7hVPojCxWARss2YCtPUaAtrWFuuF+zXvH0PxmrV2B8RQ2F9pLRVW7LwfCwBoVAqUNepQ0dqLtAQNblxY6PN+rpgpZr58WtpsW9ZvMOOFbeVY+cQW3PrCXry8o8Ln7YbS1tPi3KOxH8tw3QMmHKvrcrm+pkPMZGG5sMCoVUo8fcu8cE+DwqyyrS/cUyAiIiIiIqIoEYwm9I9cNxM3LvJ8/U6jksqFMZNFbgyyEA1zvL4L7QEGVwCgs8+As809QZiRfwRBwH5rJsuiYtdN7FdOGgwq3LZ0rF1vD29dOXM0AOCzk80YMAOv7K7Ciie24A/rTtoCVX9cXxaWQJM3TtR341xLL1RKBZZPzA73dIJix5kWp8tbdHpUWTNZxmYwkyVQxdlJdo93nXNfqo1ii8lssZXfC5VoLstIREREREQ00oUyqURtKxfGTBa5MchCNIxUNipQh6o7g7Idf1W396FZp4dGpcCcwnSX466Zmw9AbJh157Jiv/a1eFwmspK06Ow34rcHVfjDulNo7dFjTEYCvrpgjF/bDKU/bSgDINbFnPO7jREZCPLVdhd9WZ74tMx2kfbSv+6IiZ81ktz/1mG09ujDPQ0KkdqOfpgCrKfrqyr2gCEiIiIiIopalhB+h2RPltBhkIVGjDNNOq8ufm49PdibIxAHqtoDen6gpFJhs8ekI16jcjnuypmjcdvSsfj9l2di8aOb/co2USkVuNxaMqzfrMDotHj88fpZ+PwnF+KbK8b7/0OEwJ7yNmw51QK1m5410aikugN9BpPdskPVHXjnYG2YZjQyNOv0+Ml/j4T0pInCpyIMAY9wZkgSERERERFRYAJtfO8LqVyYiUEW2THIQiPCuZYeXPnUdtz6wh63Fz+7+owoqRaDEz9aNTmgfR6sErdz9Zz8gLbjr/0VYpBnoZt+LACgVSvx++tm+dWLZajvXzQRX5olBloaugbw4PvHoFUrMTaCm6sLgoDH1otZLDcvDuznjyQF6QkwmgXsrRgM9FksAn77USkA4MtzR4drajEvTq3E1tMteGF7ebinQiEQjqb3DLIQERERERFFr9AGWcRL/waWC5Mdgyw0Imw91QKTRcDpph6M/8U6l9kaO8+1wiIAE3OTMbcw3e8AgdFswZEasfH4dy4ITybHfmsmzaIi1/1Ygik/PQFP3jjbYXmCVoVRqfEhmYOvNpQ24XBNJxI0Kvzwkknhnk7QnG/tK7NjSMmwdw7W4EhtF5Lj1PjZZYEFEMm1314zAwDwpw2nbAFbil1VYWh6f7aFQRYiIiIiIqJoZRZCF/BQM5MlZBhkoRFhb0WbV+OkfixSqbCFRe6zQFwpa9Ch32hGarwa00al+rWNQLT26FHeIt5h7SmTJRSKsiIvm8VktuAJay+Wu88fh9yUyAwE+eP8SWKQZedZMcjS1W/EE5+eAgDcf+kk5KTEhW1use7mRYW4avZomCwCvv3qQZzjBfGYVhGGTBa+poiIiIiIiKJXKMuLa9mTJWQYZKGYZ7EI2FfhuT+KIAgO/Vjm+xlkOWjNIplflAFlGHp9HLD2Y5mcl4z0RG3I9z9ccVZSuKfg4N2DtShv6UVGogb3hCnbSC7nTcyGQgGUNerQrBvAk5tOo63XgIm5ybhzeXG4pxfTFAoF/nj9LEwdlYIWnR6X/N9Wn3scUfSoDENPlnPNvez5Q0REREREFKVCmsmitAZZ+B1SdgyyUMw709yDjj4jEjQqTBvtOqvkdFMPGrsHEK9RYvE4scTWAn+DLNWd4vPHOj6/qXvAr236Yn+ltVRYcWhKhXlSlB1ZmSz9BjP++tkZAMC9F01EarwmzDMKrswkLWbki6/1l3dU4tU9VQCA3149w1aPk+STGq/B699cYresOgxlpUheRrMFtR39Id9vv9GM+q7Q75eIiIiIiIgCZwphfxSWCwsdXm0bIY7XdeFobSf6DKZwTyXkpFJhC4oy8LUlY12O23q6GQCwdHwW4jUqAMDkvBS/9nnQGuRwFqTZUtbs1zZ9cSDCgiyRlsnyyq5KNHYPoCA9AbctLQr3dGRxnrUvyz+2noPZIuDKmaNsZcRIflnJ9iXZbnlhD2raGWiJJTXtfTBbBCRYPy9C6WwzS4YRERERERFFI0sIM1kGy4Uxk0VuDLKMAAerOvClp3fgmmd2YsZvNmDFE5/jm//ej8c/LcMHh+pCklkRTnvLxYDDknGZuHZuvstxw0uFAYDKj1Jf9Z39qO8agFIBzClMd1i/WeYgi27AiOP13QCAReMiI8gSjp4sTd0DONsFtPXo7ZZ39hnw3BdnAQA/XjXZFlCLNSsmDr6O4zVK/PKqaWGcDdV19uOWF/agrpMZCLFCKhUWjuMbgyxERERERETRyRzC0l1SJgt7sshPHe4JkPw2lDYCADQqBYxmATXt/ahp78dnJ8WL/QqFmPFw9ezRuGLm6Jhqii0Igi2TZcn4LKS4KAvVqzdhf4XYx2RokMUfJdXidqaNTkVSnONbbOfZVgwYzbJd3P/iVAvMFgHjs5Nw3mOf25ZXPnaVLPvzRlGIM1kEQcBNL+xDXacaT5/YiswkLSbnJWNyXgoauwbQPWDClLwUXDevIKTzCqWFxRmIUyuhN1nw3QsmYkxGZJVsG2mKsxJR2daHW57fg7e/vRSj0xLCPSUKUEWrmJk0LjsJZY26kO77XEv0BFkaugbQFtv3chAREREREXktlJksGja+DxlmsowAW0+JGRp/uXGu3fLblo7FnMJ0CAKwr6IdD31YikV/+Ay3vrAHb+2vhd4chskG2bmWXrT2GBCnVmJOYZrD+u4BIwBgT3kbDGYLCjMTMC47sIDAwSoxyOKqn0ufwYy9Fe0B7cOdjSeaAACrZuTJtg9fJTsJNsmpRadHXefgVb32XgP2lLfjP7urbL+fB66Y4lemUrSI16jw66unAwCe/Ow0m6+H2Zv3LMXYzERUt/fhgXePhns6FARVtkyW0JdDPNfcG/J9+kM3YMS1z+7G40dVaB2WVUhERERERDQSmUKYyaKx9WRhuTC5McgS4xq6+nGqSQelAjh/on0/ht9fNwsf3nsedq652G75rnNteOijE3j8iAr7KztCOd2gk7JY5o1NR5zaMXPkw8P1AOxLhSkUri+8N+s8345b4iHIAsjXl8VgsuAL67Yvmz5Kln1Eg/JW8QJkdpz9h8i3LxiPS6bmAgDu/veBmA88fG1JbPabiUaj0xLwr7sWAQC2n2lF8Zq1Mf/6i3UV1uPMuOwwlAuLkkyW90vq0NFnhN6swLLHt4Z7OkRERERERGEXynJhUiaLgZkssmOQJcZtswYP5hSmIyNJ63RMQbp92ZqfXzEVo9Pi0aZX4NaX9kf1xcDBfixZTte/ta8awNAgS67b7UkBFFf6DWaUWvuhuAuybC5rgiBDeuCe8jbo9CZkJ8dhnpN+MCOFdPEzJ8H+d/zgldPw0tcXhWNKRJiQk4z5Y9PDPY0RqXvAiJLqDgwYg5eiKfVkKQ5DJkt7rwHtvYaQ79cXgiDg37sr7ZYxRZ2IiIiIiEY6S0h7soiX/pnJIj8GWWKcs2bunnz3wglY+/3lWJprfzHkUHV0ZbXY92Nx3gC+tL4bHx+pR1VbHzQqBZZNcB6MkRz0EGQ5UtsJk0VAXmqcQ/BKolUrUdPeL0vj4k1SqbDpuVDGcCksT2xBlvgwT4RomGvm5Id7CiNKj96EZz4/g/Mf+xzXP7sLCx7ZhPveOoSNpY3Qm/wPuBhMFtR19ANAwCUmfSV9tsjxGRJMO8+2obzFvqyZ9BlFREREREQ0UoWyXJiWje9DhkGWGGYyW7D9TCsA35u5p8SrccsE+zfgDc/twhOflsFgio43ZlVbH5q69dCqlJg/1nVWya8/PA4AWFiU6bF3iKcgy9B+LK7Kji0bLwZyPg9yyTBBEIYEWSKnH0s4SBf2chMYqafIctVsBllCoVdvwnNfnMP5j3+OP288je4Bk7jcYMaHh+txz6sHsfCRz/Dj/x7GrnOtPm+/ur0PFgFI0qqQkxIX7Om7NSE3GUDkB1mGZ7EAwL93OS4jIiIiIiIaSULZ+F6ttDa+D2FgZ6RikCWGHa7phG7AhPREDWaPSQ94exYBePaLc/jdx6WBTy4EpCyWOYVpiNc49mORdPQZAQAXTPEciDpe1w29m3IzUjkxd0Gdi609QTYHOchyrK4Ljd0DSNSqsHxCtucnxDCpjA8zWSjShPqC/EhjMFnwwrZyrHxiCx7/tAydfUaMz07CUzfPtRs3KjUeOr0J75fU4Wsv7sXOs74FWipbB5veu+vjJYeJOZEfZKlp78Pmk45ZK3sr2lHW2B2GGREREREREUWGkPZkUVuDLFFyw3w0Y5AlhkmlwlZMyoEqCKWjpItUr++ttvVpieReLZ76sQBAUdZgw2Jvsn0MZgtKG3RO1wmCgIPVnpveS0GWg1Ud6LIGeIJhY6l4QevCKTlug0qRoFdvkm3bZouAqjZmshCNRM98fgZ/WHcSbb0GFGUl4i83zsHGH63EtXML7MbtWnMx3vnOMpw/MRuCAHztxb0+fZ5JgdxQlwoDgIlSJktL5AZZXt9bDYsArJjkGPD/z+6qMMyIiIiIiIgo/ARBQCiTSjTW68EmC4MscmOQJYb504/FnWvnFuBrS8YGZVuhsLfCGmRx0Y8FAG5aVAgAyE2Jw9RRKV5tt6S60+ny8tZedPYZoVUrMSM/zeXzCzMTMTkvGWaLgE9LG7zapzeiqVRYVVufbNuu6+iH0SxAq1YiXSvbboiC4lSj86BtKHT0GmIuq+BoXZft31Vtfbh+/hhbo7+hlEoFFhVn4v5LJ/m1H1vT++xEDyODTwqynIvQTJYBoxlv768GANyxrNhh/f9K6tDVH7wbDIiIiIiIiKJFKLNYgCGZLGx8LzsGWWJUa48eR2vFi00rndxJ6q81V05Fflrk12Cqae9DXWc/1EqF26yS25cW4cvzCvDQl6Zj3IPrvMrOcRVkkfqxzBmTBq3a/Vvr+vljAAA/f+9YUDKCqtr7cKpJB5VSgYunREOQpdfzID+Vt4oXHosyExCEBC4iWX10pC7k+xQEAR8cqsOFf/4CV/x1O042xE6gZXijdU/clXZ0p7JVDBQXZYUvk6Wusx99BvmyAv318ZF6dPQZUZCeYMvclEzJS0G/0Yx3D9aGaXZEREREREThYw5hPxYAUCvZ+D5UGGSJUTusDe+nj05FbmrwgiIp8Ro8ev2soG1PLlIWy6wxaUjUum5mnxKvwZM3zcXVc7xvRn2ophPOjokltqb3rjNnJLcvLUJGosbrfXqy+aTY32XJuEykBXG7cqmUMZNF6pVQHIaLn0S++vhIA4QQnmS19ujxndcO4v63D9uyCa58antEl370lt5kRm2Hb8cWpZ+R2IrW8JULy0zSIjNJTNPzNagkN0EQbA3vb19W5FCq9I7lRQCAV3dXwsLGi0RERERENMKEumqXxlrZwcRMFtkxyBKjbKXCvGjm7qsLp9jfmTrgphF8uOwtF5veu+vH4g+tSonWHgPa9I7rDlR57sciSYpT45srxgdtXpusQZbLoqBUGCBvJsvgxc/Ql/Eh8lV1ex8O13SGZF/rjzXgsie3YUNpE9RKBWYWpIZkv6FS1dYXcG1bb+7uGTCaUd/VDyB8wdyJOda+LBFWMuxQTSeO13UjTq3ETQsLHdZfN7cAKfFqVLb1YduZljDMkIiIiIiIKHxCnckiBVmYySI/BllikMUiYFuQ+7G489TmM7Lvw1fe9GPxh3RR8kSHwq6OYmefwXaxa/7YdK+2dceyoqDMqcc4WMLs0igJslTKWi6MmSwUXT46Ui/r9rv6jLjvrUP47uslaO81YOqoFHxw73n4yaopsu431IKR1bH7XJvHMTXtfRAEIDlOjezk8DR+mpAbmUGW/+yqBABcMycfGUmOv5ukODW+ukAMvvxnd1Uop0ZERERERBR25hBnlKhVLBcWKgyyxKDS+m609RqQHKf2u968L57fVo6jtZ2y78dbDV39qG7vg1IBLPQiq8QXUpbKe5UqzH5kM658ajvue+sQ/rD2JACxdExWcpxX20qJty/r5W/plOMdClgEYEZ+KsZkREf2hpyN75nJQtHmk6MNsjW/EwQB33vjID48XA+lArj3ogn48PvnYWZBGmaNSZNln+Ei9WMKxPrjDR7HSMeY4uxEKBThafw0IUcMIkdSkKVFp8faY+Lv787lxS7H3W69wWDLqWZZsxqJiIiIiIgiTagzWbQqNr4PFQZZYtDW02LpqOUTsjw2YA8Gs0XAA+8ehcEUGVHRveViFsvMgjSHQEagblk8FvPHpkOjFGAwWXCyoRsfHq7HO9YmvvO8zGJxZuOJRr+ed6xdvMi3KkqyWACgoWtAljJzA0Yz6jqlMj4MslDkS0vQoEWnt5U4DLYvTrdg51lx2xYB+PuWc4hTqwAA2V4GhKNFMDJZNpQ2weThDh8pEy+c2XITrZks51oiJ8jy1r5qGM0C5o9Nx8wC1wG8cdlJuGByDgQBeG0Ps1mIiIiIiGjkkOsGS1ekTBZTqJvBjEAMssQgOfuxOJOZpEVZow6vRsjFkr0VUj+W4JYKA4DxOcl4+1uL8cTiwQDBzy6fguvm5mPFpGy8X1KH4jVr/Woi/dTmsz43wO43mHGqSzxgXjZ9lM/7DKfq9uBns0hlfFLi1MhyUqqGKNKsniW+b+UoGWaxCHh8fVnQt+ut2o4+dPQaQra/8iAEHNp7DdhnLTfpSqU1Ey8cTe8lUpClsq3XY1AoFHaebcXz28oBuM9ikdy5XMxmeedgrc+fe0RERERERNHKYv3+o1KGpiqCZkgmC797yYtBlhjT1W+09edYOSk0QZYfr5oMAPjP7kpbgMGfIIOv6jv78cWpZof/dpxtBRD8pvdDDT0W3nvRRPz15nl49e4lAW3zZEM3PrM2sPfWjrNtMFoUGJMej2mjUwLaf6hVtga/TIzUj2VcTlLYyvgQ+eLq2fkAgPXHG4OeDfjhkTqUNeqQEq8O6na9UdPeh1V/2Yabn98TshO58iAdU9Z5KBlWGQF9n/LTEpCgUcFoFlAlQ8DaF2/uq8adL++DTm8CANz31mGPzzlvYjYAoLPPiHEPrpNzekRERERERBHDZAlxkEU5eOnfFOIsmpEm9FdeSFa7zrbCbBEwIScJhZmhKZd0/fwCPP5pmax9NobrM5iw+m/b0dlndLpeoQAWyZDJIre/bT6DS6fleh0g2FQmBmUu8eE5kUKO18tgPxY2vafosGR8FnJT4tCs02Pb6RZcGqSyf3qTGf+38TQA4DsXTMCfNpwKyna99cGhOvQbzTjVpLNdRK987CrZ9tfRa3D5eeCrT4834XfXzHR50ls5pCdLuCiVCkzITcLxum6cbe7BhJzkkM/BbBHwx3Un8eKOCp+fK5WsIyIiIiIiGkmkfsyqEF3D06gH92M0W2yZLRR8/M3GGFupsMm5IdtnolaNGxcWhmx/ALDtdAs6+4xI0tpfqJmRn4oZ+am4/5LJmPO7jSHLqgmGRK0Kx+q68MWpFrfjatr78OwXZ7H6qe343yGxxNCqaaH7ewdLpQwNjytaGGSh6KJSKnDV7NEAPGdQ+OL1PdWo7ehHbkocvnHeOK+e0xWkIIUgCLKUP3NHanqfnxYf0HbSEjRo7dHjQKXzkmEDRjPquwYAhDeTBQAmWgMrW8qasfV0i91/+ys7IGdfw169Cd9+9aAtwCJltBIREREREZFr5hBnsqiHZLIY5fySSMxkiSWCIIS8H4vk9qVFeMmPu1n9tbG0CYDYiH7oXbRrf7jC9u8nPzsdsvkEw+1Li/DPbeV48rPTDgdbAcDpRh0+OVqPI7VdtuUqpQKzM8y47eUDtmVy3i0eTMxkIRJdPDUX/9pZifdL6vB+SV3A72HdgBHPbDkLALj/0slI0HqXNXC8vstWxikQZY06nGkObUP2cy2DpQKlIIg/Vk3Pw7sHa7H+eCOWjHcsOSkdt1Li1cgMc98nqS/LW/tr8Nb+Gof1VxUqcLUM+23o6sfdrxzAiYZuaNVK/N9X5+DqOfn4y6bo+swlIiIiIiIKtZCXC1PZZ7KQfJjJEiNKqjtwx8v70NA1gDi1Upam7+4UZyfhwhAFdkxmCzZby2StClJpnUjwzRXjEa9R4mhtF+54eZ/df3e+vA9/WHcSR2q7oFQA503Mwh+vn4VdD1yAr0+OzoOkLJksbQyyUPSZU5iOYGYKv7CtHO29BozPTsKNC8d4/byjQwK4gZCyWEL5Piy3BlnGZwdWNmv1rFEAgPXHG2xp3EMNDeSGu0TjdfMK7B5PH52K6aNTUZCeAABYW6PCpIc2Bn2/9711GCcaupGdrMVb9yzF1XPyg74PIiIiIiKiWBTqxvcKhQJq675MzGSRFYMsUe5obSfu+tc+XP/sLmw/0wq1UoGfXT4FUx/6NOSlsu5cVhyS/eyrbEdXvxGZSVosKMoIyT5DISclDr+5egZmFqTaLZcunJ1vvcPcIgA7z7bhlsVjw34ndSDqO/uhN5mDtj3dgBEtOj0AMehHFC1S4zW20k+BatYN2LL7fnb5FKh9qLd6rK4z4P0LgoCPrUGWUJaQqrCWCxufE9h7/7yJ2UiJU6OpW49DNR0O66XgcLhLhQHAmAz7njDr7luBdfetwF9vnivbPvsMJuyrEEuptfYYMH9s7HwGExERERERyU0qF6YM4U17ams2CzNZ5MUgS5Qqa+zGN/99ANc8sxNbTrVApVTgxoVjsOWnF+KbK8aHZU4XTA5NJsumE2KpsIun5vp0ATEa3LJ4LD75wQq7ZdKFs9e+uSRMswq+RK0KFgGo7egP2jYrW8UyPtnJcUiN1wRtu0ShMG9selC28/Tms+gzmDGnMB1XzBzl03OP1ASeyVJS3Ynajn4kaVW4dFroMg1tmSwBBqvi1Cpcas2QXHes0WF9lRRkieBAbrACds6U1nfLtm0iIiIiIqJYN9iTJXT7lJrdM8giL/ZkiUIdvQbc+I/d6B4wQakQS4b88OJJYb/ooxzeR0QQgl5ORRAEWz+Wy2KoVNhIU5SVhJMN3ahq68WEYRcE9SYzqtr6MDkvxadtSo2vx0fwxU8iV+aNzcB/D9QGtI3K1l68ua8aALDmiqk+H3/rOvvR1qNHVnKc33OQslhWTc/zuhdMoMwWwdYrJRjv/ytnjsL/DtVh/bEGXDQl127dsToxEDUuO9HZUyNChowZjkdqOmXbNhERERERUayTgixDG9LLTQqymJyUxKbgYZAlCu2vbEf3gAkF6Qmo6+wPWrPkYNtf2YHFQe4Nc7JBh7rOfsRrlFgxKTSZMxR8xVmJONnQbcs+kQwYzbjlhT04VN2JV+9e7NPfWNpWcQRf/CRyZWgmi9ki+FWf9c8bT8FkEXDhlBwsm+DYtN0bx+q6cOGwwIK3zBYBa481AACumevYp0M3YESKDFlmtZ39MJgt0KqVyLf2IwnEysk5SNKqUN81gNte2ut0TCSUCwuHwwyyEBERERER+c1s7ckSwhgLNNZyYQYTM1nkFFu1lgIkCAIauvpxvK7LFlmMRAerxTrxK0NUnstf/95dGfRtbjwhlm9ZMSknZHdJU/AVWS9QSqV3APH999N3juBQdScA4PaX9vnUV0jqyTAuwMbXROEwKXcwc+tsc4/Pzz9W24VPjooBji9Otfjdj+tYrf8lw/aUt6FFp0d6ogbnT3T8fNpT3u73tt2plJrRZyUFpXlgvEaFNVdOtVs2dVSK7T8A+PKzu0La8yxSHKntlGW7JqatExERERHRCGCRyoWFsieLkpksocBMFgCPbziFZks9TjfqoNObAAC/umpa2HqbeHKwUgyyLCjKsJWGiUQbjjeisWsAo9Li7Za39ehR3d6HcdlJSE/0rayJ1I+FpcKiW3GWmG1S2TaYyfLXz87YLhL7o0K60MpyYRSFhgYHDlV3YMoo38rlPf5pWVDmcbTO/yDLR4fFUmFXzhwNrdrxHo4dZ1qwSoZjd7k1iy3QpvdD3b6sGA99WGp7/On9K23/HonBFUD87K5pD14fraFaewwO5wpERERERESxxtb4Pgg3CHpL+n7OnizyYpAFwMdHGqFONdkt232uDb9fe9L2OFJKcelNZttFsAVFGWGejXsmi4A39lXjx6smo6PXgA2ljfjkaAN2nWuFFDzNTYnD5LwUTMpLxpS8FCwZn+XyInldZz9K67uhVACXhLChMgXf8EyWDw/X4anNZwAAv1w9DY+uPwnBhwC7IAgob5UaXzPIQtHtUHUnbl481uvx28+0YMfZVmhUChjNgd2Z4m8mi95kxvrj1lJhcxxLhQHA9rOtfs/LHQZYQ+NoAFlOnjR2O96QQUREREREFGsGe7KEMpNF3BeDLPJikAWAMm6wh8Nrdy/BbS/tRVmjLowzcq20vhsGkwWZSVpbNkAke31PFY7UdGLn2Va7tLTsZC1aewxo1unRrNNjh/Xim1qpwCt3Lcb5k7IdtvXZyWYAwMLiTGTK2NiX5Cf1Tant6Me+inb87N2jAIBvrxyPb60cj4+O1NsaTHujrdcA3YAJCgUwNjPy3xdE7hyq6fB6rMUi2LJYvrakCK/sqvR7v0qFeLG7uXsAuamOF7zbew3oMjh/7rbTregeMCEvNc5lL67yll7Ud/YHpW/KUBW2ACtLBTozYDQjXhN4eU05+7E0dQ/Itm0iIiIiIqJIYevJEsJyYVLj+0BvyiT32JNlmFkFaQDErIlIVFIlXnybPzYDihC+If2RmxKHtl4Dtp5ugckiYNroVPzs8inY+rMLceBXq+zG3n3+OMwqSIPJIuC2l/Y67cWxuawFAEuFxYK8lHjEqZUwWQTc9a99MJgsWDU9Dw9cIfZB8LVpt9STIT8tISgXE4nC6UxzD7oHjF6NXXusAcfrupEcp8YPLp4Y0H4n5opBCmcZC826Aax+ehd+W6LC01vOOdwB89ERsVTYVbPy3fZF2SFDNkuFDOXCYsm5Ft97/DgjVz8WgEEWIiIiIiIaGaRMlmD0E/WW1PievTDlxSDLMGmJGuRHcMmKg1WD/Vgi3cPXzsCy8YMXy082dOPeiybaSkUN9dCXpuOd7yzDlDznfQh6jcA+ay8aOWr6U2gplQoUWTOxeg1mTB+dir/eNNf2IeNrkIWlwiiWCAJwtMZzJpfRbMGfN54CAHxrxXhkJccFtN9ZBekAnPdl+c2HpWjrNcAiKPC3z89h0i/X43STmPHZZzDhM2u/rGvmOi8VJtlxJrhBFr0ZaNLpAQDjWS7MqbPNgQdZBEHAERkzWRq7GGQhIiIiIqLYZxHCEWRhT5ZQYJDFiamjU8M9BacEQcABa5BlYXHkB1mumDkab96z1Ovx8RoVnrl1ntN1JzoVMFsETMlLcRqkoegj/R1zU+Lw0tcXIilusHrhomLn5YZcYU8GijWHqj2XDHtrXzWq2vqQnazFN1eMC3ifs8eImZzHhmUsrDvWgPXHGx1qxn7pbzvwj63nsKG0Ef1GM4qyEjHHug1Xdp5thcUSvBTlZmvSaWaSFumJLCPpzJmmwIMstR396Ogz2u6ACrambr0s2yUiIiIiIookJnPogyxqldSTheXC5MQgixNTRznPpgi32o5+tOj00KgUtrJmsWbSsEyWA5XtAIBj7eIB4bIZzGKJFXctL8aKSdlo1umx7I+f25WHS47zrV1URQuDLBRbDnnIGujVm/DU5rMAgB9eMskuSOmvWVKQpa4LgvXumvZeA3794XEAwD3DAjkGswWPrS/DA9aeSlfPzndbxjJBo0JbryGoPc+aB8T9MYvFtTPNgf++pX4s02W6CYXlwoiIiIiIaCSwZbKEpScLM1nkxCCLE1MiNMgilQqbkZ82YvpO/PDNQ2jqHsDJTvHgw1JhsWP5xGy8eveSoGyrso1BFooth6o7bIEOZ17aUYHWHj2KshJx86KxQdnn9NGpUCsVaO0xoMFavunhj0vR2mPApNxkfO/C8Xbjn/jKbCTHqW13w3gqFbZkvJihtuNsS1DmCwDN/dYgC0sFunQmCOXCpFJhcwrTA96WMwyyEBERERHRSCDFOZRhKBdmYiaLrBhkcWJahJYLi6Z+LMFS3zWAW1/aD4NFgbzUuJjN4CH33F1stlgElgujmKJVK9HRZ0RVW5/T9W09ejy/rRwA8JPLpkCrDs5HebxGhcnWbMKjtV347EQTPjhcD6VCDKjEDdvPjQsLseFHK3H9vAIAwGVPbrPLSBvu/InZAIDtQezLIpULG5+THLRtxpqqtj7oTeaAtiE1vZ8zJj3wCTnRyCALERERERGNACaLGGUZXo5bTtK+DMxkkRWDLE6My06CVhV5v5qRGGTRqBSobhevoq2aluu2FA3FLqmxvTMN3QPQmyzQqBQoSE8I4ayI5CEFkw/VOO/L8rfNZ9CjN2FmQSq+NGt0UPct9WXZebYVv/zgGADgmyvGY95Y5587BekJ+MtNc73a9opJOQCA/ZXtGDAGdtFfwnJhnpktAipbnQfsvGEyW3CsrguAfJksugET+gwmWbZNREREREQUKcLS+F4tZbIwyCKnyIskRACNSomJuZF1V2yP3oSyxm4AIyvI8uCV02z/vmRqbhhnQuG0+1yby3VSP5axmYlQR2BwlMhX86wXsg9VdzqsO9nQjVf3VAEAjtd1Y/wv1gV131Jfllf3VKGpW49x2Un48arJQdn25Lxk5KTEYcBoQUmV8wCSLwRBQIstk4VBFncC6ctyuqkHA0YLUuLUsgazmrr1sm2biIiIiIgoEtjKhYWyJ4s1oGOysFyYnHhF0oWpoyOrL8uRmk5YBGBMRgLyUuPDPZ2Queu8YnxjeREWZVtw178PonjNWrflaCg2uQ2ytIr9BsZlR1ZglMhfUtbI8CCLIAj4zUelkPO8aHZBut3jx2+YHbQeYAqFYrBk2NnAS4Y16fTQWxRQKRUYm8kgiztnmvzvyyKVCptdmCZr3WD2ZSEiIiIiolhnsYQhk8V6QzLLhcmLQRYXpo2KrL4sI7FUGCBelHvwyim4bRIPBCPZ7vI22wfRcBXWMji8k51ixbyx6QDErJV+w2BZrY+PNmBfRTviNfJ9dE8elWwrl3nnsiIsHpcZ1O1LQZYtZc1uey15QyqBNSY9IWh9aWLV2eYAgixS03uZ+rFIGGQhIiIiIqJYZwpDkEXNxvchwasSLkwZFVgmy4DRjMau4F0wGKlBFiIAaO814FST83I3UiZLcRaDLBQbRqfFIy81DiaLgNIGsUxkr96ER9eeBAB878KJsu07Tq3Cj6zlwf69uyromYMXW8s+ljXqMO7BwEqdSb2axmUnBjyvWBdIubDDUpBFpn4sEgZZiIiIiIgo1pmlniwhLBemVYn7MjKTRVYMsrgQSLmw7WdacNGfv8CKJz7HoerA685bLAJKrNuZ76L5MFGsc1YyrLVHjyO1YkPmYl5opRihUCgwr1A81h+uEV/f/9hWgcbuARRmJuCeleNl3f93L5wg27YzkrRB21aFLcjCAKsnFa29fp1Q9xlMOG0NcM+VOcjS2MWeLEREREREFNvCUS5MymQxMpNFVupwTyBS5STH+fycXr0Jf1x/Eq/tqbYte3t/Db787C7b48rHrnL63K5+I7oMzrd7prkHugETErUqTA0ww4YoWu0614ZvnD/O9njAaMa3Xz2I9l4DirMScesLe23rXL3PiKLFvLHp+LS0EYdrOqHRAi/tqwQAPHTV9KD1SIkELTo9clJ8/7wFBksFMpPFvSStCr0GM6ra+jAx17feVcfrumERgFGp8bL3g2vSMZOFiIiIiIhim9kaZJGz3+VwGluQhZkscmImiwsKH9O29pa34cqnttsCLFJJlPXHGz0+12S24Cv/3ItHSlS2smBDScvmFqbboo9EI83eijbbh5EgCFjz3lEcrOpAarwaL319UZhnRxRc88YOZrK8X6mE0Sxg5eQcrJqeF+aZBddb+6o9D3JBKhc2npksbkmBlbN+lAyz9WMpTAvmlJxqCmKJVSIiIiIiokgkXddShzTIIu7LxCCLrHjFPkADRjMe+eQEbn5hD6rb+1CQnoA3vrkEL9yxELkpcejqN3rcxhenWlDZ1gejoMDNL+5H8Zq1dnXw2Y+FRrqUeDV0AyaU1oulk575/Cw+OFwPlVKB525bgAk5vt2dTRTpZhWkQaVUoEmnx4lOJTQqBX5z9XSfbwCIdK/vrfbrbhq9yYy6zn4ALBfmycRcMQP2TFOPz889XNsJQP5+LAAzWYiIiIiIKPZJPVmUIfxuL2WyGFguTFYMsgTooQ+O46UdFRAE4OZFhfj0/hVYPjEbKqUCX5qd79U23tov3smrVDh/sUv9WBhkoZFqybgsAGLJsE+O1uP/Np0GADxy7UycNzE7nFMjkkWCVoVpQ3qD3bmsKCaDiY3dA9h0osnn51W39cEiAHFKATnJwevzEosm5YmvmzPNvgdZpEyWuWPSgzgj55q69RAE1yf9dZ39GDCaZZ8HERERERGRXMy2niyh26eamSwhwSCLl5x98W/vNeDDw/UAgOe+Nh9v7a/BrN9utGWhXD1ntMftNnYN4POyZgDAd6bZv9hNZgvaevS25r7z2PSeRqjlE8QgyzsHavCT/x4BANx9/jjcumRsOKdFJKt5heIxP1Uj4N4L5W12H07/3lXp83POtYifi7kJvpf3HGkm5foXZGnt0aO2ox8KBTBzjPzlwgwmCzr7nGf/nmnSYcXjn+P7b5TIPg8iIiIiIiK5hKPxvZY9WULC5yDL008/jby8PKhUKigUCjz44IN26y0WC1auXGlbn5mZiU2bNnnc7o033gi1Wg2FQoHk5GT861//slu/YMECKJVKqNVqfO9737Nb9+Mf/xh5efLWqW/W6R2WvV9SC4PZglkFabhylmNAZW5hOsZmum/I+86BGlgEYGFROqak2Qdyfr/2JEqqOwEAk/OSkZag8f8HIIpiyyeKQZZzLb3Qmyy4eGoufrF6WphnRSSv25YWAQC6jQrM+/3nYZ6NPFRKBfZWtKOssdun5+0pbwMA5CYw3dmTSdZyYedaemx3TXnjqLVU2IScZKTGy3v+kZkkZiM1djsvGbbtTCssAvDZyWa7cqpERERERETRxBSGIIvU/8Xow/dB8p3PQZaOjg5MmjQJP/3pT52uv+qqq7B9+3b8/Oc/xzvvvIO4uDisXr0anZ2dLrd533334Z133sEdd9yBDz/8EIWFhbj77rtRWloKAHjooYdw+PBhvPLKK/jud7+L5557DqdOnQIAVFdX45lnnsEHH3zg64/ik5MN9heABEHAW/trAAA3LSp0+hyFQuE2m8ViEfD2Aes2Fo5xWP/Krko8tv4kAJYKo5Ftcm4KsqwX4aaOSsHfbpkX0g8konCYMirF86Aod/kM8QaJ/+yu8vo528+04N+7KwEAB1uVmPTQRjmmFjMKMhIQr1HCYLKgpr3P6+cdrhF7YM0JQamwvNR4AECTiyDLIWvZVCIiIiIiomhmsVZKUoWwIoPamsnCcmHy8jnI8utf/xo7duzA448/7rDOYrFg48aNuOqqq/Doo4/iK1/5Cvbu3QuTyYRf//rXLrf50ksvYdasWXj55ZdxzTXX4NixY1AoFPjJT34CADh48CAKCgpwxx134Omnn4ZCocCePXsAAJdffjlWr16NZcuW+fqj+ORUo87u8cGqDpxt7kGCRoVr57ruvXLNnAKX63aea0VtRz9S4tW4YobzTBypJMp8lgqjEUypVOD+VZOxYlI2yhp1mPmbDbybmSgG3LGsGADwv5I6dPU7LxU1VLNuAD96+zDctO6gYVRKha2fjy8lww5WtQMA5hbKXyosLzUOgLsgS6fscyAiIiIiIpKbVF1AGZZyYfwiLSd1MDe2bds2WCwW3H777bZlY8eORVpaGrZt2+b0OT09Pejt7cVVV101OCm1GsXFxThyROy9cN5552HTpk2oqKjAzp07IQgCVq5ciWeffRbV1dW2cZ50d3eju3swI6WhocFhjNHo/CLPifouu3Wv7xXvul09Kw/xKsfnSY/HZ8W73P4be8RtXDtnNFRwjCZ+eV4+/ndI7PkypyDF5dw8zd2f5c7WBWP7kTSXYM0nkuYi9349jZXzd3PzgnzcvCDf7q71YPxuQvX3C+XrJpLmIvd8ImkuwVoe7r+Hq+Vy/G7mj0nB5NxknG7uwdv7qnDX8iKnzwXE7M/73zqE1h4DpuQl41TTYMAg3L+bcO/T0/IJ2Ukore/GqYYuXDgp0+m4oZp1euw+J5Zke+jDUty80PkNI8GaY26ymKlY39HnMKZZp0ddZ79X2/GGq9dzOETSXIDImk8kzQWIrPlE0lyAyJoP5+JaJM0nkuYCRNZ8ImkuQGTNJ5LmAkTWfCJpLkBkzSeS5gJE1nwiaS5AZM1H7rkYTGYAgBL2AQ85v48rrdec9UZzzHyXAuSfj8lk8ml8UIMsUgmvKVOm2C1PSUlBe3u70+ecPn0aADBu3Di75VlZWWhqagIA/PKXv8SmTZswefJkqFQqPPDAA8jJycGPf/xjvPjii/ja176GDz/8EPHx8Xj11Vdx7bXXOt3XNddcg61bt7r9GdatWzfk0eCvZ/+ZeqxbJ5b26jcBnxxRAVCg0FCNdeuqHca72o60vMcIbDwhbiO/vwKbNlU4zOV8bTVqc5RQK4DLntppW/7UsqF/ZO/36d9yuFjuy3YiaS7Bn08kzUWe7YfrZ5LzdxNpcwzu8kiaizzLI2kuwV8eSXORZ/ngsvXr12NusgKnm1V4fksZcjpK4eqGno21CuyqUUGrFHD9qE78sSkyf6bwz8VxublDAUCFrYdOobDnJDz5vF4Bi6AK2Ry7mmoAKLG/9AzW9Z+ym8vRdnHuQ7k6xvvCm36BoRJJcwEiaz6RNBcgsuYTSXMBIms+nItrkTSfSJoLEFnziaS5AJE1n0iaCxBZ84mkuQCRNZ9ImgsQWfOJpLkAkTUfueZytlIJQInKigoMLTDl6ruSNA/x/75957pvt/1l/4qG1pj7LgXIN5/W1lafxgc1yCKnL774wu7xRRddhOnTpyM+Ph7vv/8+jh8/jj/96U+45ZZb0NfnvOb4Rx995JDJsnjxYrsxq1evtv37vt2Dd8y36JW49LJV0KqVeH1fDYyWk5iUm4Tv3bgcCmsdvaHjXW1n0YpLkJMShxd3VMIsnMbsglR866tLYTQaHV4U13xpNa6x/nvo3fuuth3M5c7m4+/2I2kucswnkuYix359GWs0GoHdW2Sbiy/L3f1uQj0XILS/m0iaixzziaS5yLE83H8PV8uD9bsZvuwCvQnr/7wNrQMmpExahAsm52C4g1Ud+HTvAQACfnftTHxlfgH+eCRyfjeR9Hdytlxzohlr3zyMfm06Vq9eCncEQcCzf98NYDBTSO45nj9/JjbUnkB8eh5Wr55nN5/SjaeBU5V2y4Zux1fSZ8OqVaug0Wj83k4wRNJcIm0+kTSXSJtPJM0l0ubDuUTHfCJpLpE2n0iaS6TNJ5LmEmnziaS5RNp8ImkukTafSJpLpM1H7rmUrCsDGqoxaeIEbK4fvOHe1XelVatW2eYTyPdxAOgVNFi9+nK/5x5Jf6dQzKeurs6n8UENskgZLKdOncLcuXNty3U6HYqLi50+Z/LkyQCAigr7TI62tjakpDhv+rtu3Trs3LkT1dXVuPfee5Gfn49p06bhsccew7/+9S/U19cjPz/f4XmpqalITU11+zO4+qMYzQJquvSYOioV7xwUf8k3Ly6CVqv1aTsbT7bgzuXFeKdkcBuuxsbi8kiaS7CWR9Jc5F4eSXMJ1vJImkuwlkfSXOReHklzCdbySJqL3Ms1Gg3SNRp8dUEhXt5ZgXvfPIKLp+biS7PzcdHUHCRq1ejsM+DH7xyD2SLgurn5uHlxke3mhkj9mSJlLtLyqfliX5VzLb1QqdRu6/+W1nfhVFMPtGolDCZLSOZYkJkIAGju0TuMOVLb7TA+GCfQGo0mIr4YAJE1FyCy5hNJcwHs5yMIAmo7+jEmI8HhmBTquUSCSJoP5+JaJM0nkuYCRNZ8ImkuQGTNJ5LmAkTWfCJpLkBkzSeS5gJE1nwiaS5AZM1HvrmI540atX22vqfvUMPX+/qdCwC6+k0wCgokagMLB0TS3wmQbz5qtW+/J58b37uzcuVKKJVKvPbaa7ZltbW16OrqwsqVK50+Jzk5GUlJSVi7dq1tmclkQmVlJebMmeMw3mKx4NZbb8XPf/5zjBo1CmazGWazWM+uv1+s2S1XLbZTjTocq+1CaX03tColrp/nvEa5Ox8dqcf+yg6Ut/QiUavCNXMdg0FEREQjybcvGA8A0JssWH+8Efe+UYIFj3yG779Rgu+9XoL6rgGMy07C7788KywXM6Pd2MxEaFVK9BvNDv1NhnvPeiPJqml5oZgaACA3Rexf19Stt1tuMltwtLYrZPMg8pbBZME9rx7Eiie24IPDdeGeDhERERFFCZO18b0qhI3vASA5TgwY1HcOhHS/I4nPQZbGxka8/fbbePvttwEAJ0+exNtvv43du3dDqVTisssuw9q1a/HLX/4S7733HhYtWgS1Wo2HH37Yto3MzEx89atftT2+++67cezYMXzrW9/CJ598glmzZkEQBPz5z3922P/Xv/51JCcn45FHHgEAXHvttWhoaMCLL76IO+64A3FxcSgqct04NxAnG3R4a7/Yf+WKmaOQkeQ8i8WdkupO/GWTWG/86tn5thc5ERHRSJWXGm/3eExGAvqNZnxytAG7zrVBq1Li6Vvm8TPTT2qVEuNzkgAAZ5t7XI4zmi346Ih4wfj6+b7fSOKvUWni37+1Rw+j2WJbfqpJh36jGSn8u1MEMZot+MGbJdh0Quwd+aO3j4R5RkREREQULSyCNcgS4psHR1u/czV0ub/pjvzn87fWt956Cz/60Y9sjz/88EN8+OGHmDBhAs6ePYu1a9fiwgsvxGOPPQaLxYKMjAx88sknSE9Ptz2nu7sbLS0ttsdPPfUU6uvr8a9//QsvvvgikpKS8MILL2DmzJl2+z5+/DjeeOMN7Nu3z7bsrrvuwquvvop77rkHGo0G//jHP3z9kbxWUt2BE/Vi2YqbFxf6vZ095e0Bb4OIiChWbX/gIhyt7cInR+vxwvYKGMwWfOnpHah87KpwTy1qTcxNRlmjDnsr2nHR1FynY7adbkFrjwHZyVqsdNIbRy6ZiVpoVAoYzQJae/QYnZYAADhU3QkAmDs2HdvP+NZ0kEgOJrMFP/nvUWwobbJb3tVvRFpC5JRMICIiIqLIZLZmsrgr4SyH0ekJONPcgwZmssjG5yDL/fffj/vvv9/leqVSiW3btrndhslkclj2zjvveNz3zJkznT73888/9/jcYNhXIQZHirISsXRcVkDbmpKXgrmF6UGYFRERUWxRKBSYU5iOOYXpeGF7hecnkEdXzByFT4424B9bz+EfW885DVi9b+0Xd82cAmhUQa0o65ZSqUBuSjzqOvvR2DXgEGSZV8ggC4WfWQB++t5xrDvWCK1KCcOQrKsvTjXj2rmhy/4iIiIiougknUKGulxYvjWTpZ6ZLLIJ3TfoGHLTokK/I44alfi8mxcXsq48ERERhcRVs0bbPZbuoJJ09Rlt5Y9uWBD6i8W5qXEA7PuyHKrpAADMG5thN3b43InkZrYIeP2sEmuPNUKjUuDZr823W7/xRJOLZxIRERERDTJbxCiLOtSZLNYb2ZjJIh8GWbw0JkN8MaqVCnxlwRi/t/OjVZNx8dRcfGXBGBSvWYviNWuDNUUiIiIip4bf2PHyDvsMoU+O1cNgtmDqqBRMH50ayqkBAEZZ+/I0dYsn/Z19BpS39AKAQ+ZvW48eRKFitgh48H/HcbBVCbVSgWdunY9Lp+fZjfmirBl6kzlMMyQiIiKiaGG23i+mDHVPlnRmssiNQRYvTR0lXnC4ZFouclPiPYx27XsXTsTLX1+ElHjWbSYiIqLw+PPGU6ho7bU9fu9gLQDghvljwpJpmzcsyHK4phMAMC47CRlJWruxzToGWSh0HvnkBP53uAFKCHjyxtm4fMYohzG9BjN2n2sLw+yIiIiIKJpYrFn5oS8XZs1k6WImi1wYZPHSXecVY0FRBn60arItA4VZKERERBSN9CYLfv7uUVgsAipae1FS3QmlArh2bn5Y5iMFWRqtQZah/ViGkwIxRHJ7dXclXtlVCQCwQIErZuS5HMuSYURERETkSfga34vftxo6+yEILL8sB58b349U503MxnkTs8M9DSIiIqKAJWpV2FfZjtf2VqHFmhmycnIOclP9z9YNRJ61J0uztSfLIWsmy7yx6Q5jh/ZtIZLLttMt+O3HJ7we/9mJJvz+2pkh/8JMRERERNHDZA2yhLoni5TJ0mswo3vAhLQEVlgKNmayEBEREY0wP79iKgDgsfVleHt/DQDg+vn+95wL1KghmSwWi4DD1c6b3gNAs46ZLCSvM0063Pt6ie1OQ0+S49Ro1ulxpLZT3okRERERUVSzWLNIVCEu0ZygVSE9UQys1HeyL4scGGQhIiIiGmFuX1qERcUZ6DOY0azTIyVOjcumuy6FJLfcIT1Zylt70T1gQrxGiSmjUhzGMpOF5NTWo8c3/r0fOr0Ji4odg3zOXDAlBwBLhhERERGRe+EqFwYM7cvCIIscGGQhIiIiGmGUSgUev2E24tTiqeBVs0cjXqMK23xGpYlBFt2ACbvOtQIAZhekQ6NyPFVtCXImiyAI7PNCAAC9yYzvvHYQNe39GJuZiH/evtCr50kByk0MshARERGRG2Zb4/vQ7zvf2pelvpPffeTAIAsRERHRCDQ+JxmP3TALAPDW/hoUr1kbtrkkx6mRpBWDPJ8ebwTgvB8LENxMFt2AEd94ZT+WPLoZHx6uC9p2KfoIgoAH3z+G/ZUdSIlX4+WvL0Rmktar5140NRcalQJnm3tQ3tIj80yJiIiIKFoNBllCf0l+NDNZZMUgCxEREdEI9eV54evDMlyeNZtlT3kbAHdBluDceVXb0YevPLcbW061AADue+twULZL0emTow14v6QOKqUCf791PibmOpaqcyU1XoOl47MAMJuFiIiIiFwzh6knCwCMtmayNDCTRRYMshARERFR2OWliCf9Uq9xZ03vAaC1R+91Q3JXDtV04rq/78SpJl1A26HY8YM3DwEQ7y5cOTnH5+dLJcPYl4WIiIiIXLGEs1yYNZOlnpkssmCQhYiIiIjCTurLAgD5afHIS413Os4iiM3J/VXSqsBtLx9Aa48B00an2q0bMJr93i5FL0EILGgHAJdagywl1R1o0QWvpB0RERERxQ5TWMuFWTNZupjJIgcGWYiIiIgo7HJT42z/dpXFIvGnL4sgCHhmyzn8+4wKBpMFl07LxbvfWWY35kwT+2mMROeC0EdldFoCZo9JgyAAm08ym4WIiIiIHFmEcDa+l3qyDATlJiOyxyALEREREYXdqCGZK676sUiadb7fffWvnZV46vNzAIBvLC/CP29fiKQ4td2Y0voun7dL0W/XubagbEcqGca+LERERETkjFT2WBmGnix5qfFQKACDyYK2XkPI9x/rGGQhIiIiorDL8yHI4msmS7/BjL9vOWt7/PKuKqiUjl9sSuu7fdouxYbdQQqyrJo+CgCw/WwrevWmoGyTiIiIiGKH2VYuLPRBFq1aiexksXpAQydLhgUbgyxEREREFHZSkEWjUmBGfprbsb5msry+t8qru7WYyTLyWCwCdpcHJ8gyOS8ZRVmJMJgs2HKqOSjbJCIiIqLYEc4gCyD2vgSA+q7+sOw/ljHIQkRERERhN7NAbEJvNAuY+tCnbsf6kskyYDTjn9vKvRpb1qizffGhkeFkYzc6+4xB2ZZCoUBVWx8A4PtvHArKNomIiIgodpilnixhKBcGiH0EAaChk0GWYGOQhYiIiIjCLk6t8npsc7f3mSxv7atGi06PAmujR3f6DGZUtvV6vW2KfsEqFebM6SadbNsmIiKiQW09vpWSJQoXS5gzWUani5ksDV0sFxZsDLIQERERUVRp1nn3RXrAaMZzW8Vm99+7aIJXz2FflpFFziDLf3ZXyrZtIiIiEn18pB4Lfv8ZXtlZEe6pEHkkZbIowxRkkW48q2eQJegYZCEiIiKiqNLkZSbLOwdr0dStx+i0eHxlwRivnsO+LCOHyWzB3op22bb/fkkdugeCU4qMiIiI7BWvWYviNWvxgzfFEp28UYaigdksBlnU4cpkYbkw2TDIQkRERERRpbVH77F3isFkwXNbzgIAvnPBBK/LkZ3gF/QR41hdF3r0JqQlaGTZfp/BjPcO1sqybSIiIrLXZzSHewpEHtkyWcLVk8VaLqyeQZagY5CFiIiIiKKGUgFYBM+1t98rqUV91wByU+Jw06JCr7d/or4bguA+gEOxYXe5WCps6fhM2fbx6u4qW+1tIiIikk+f3hTuKRB5ZLaI/w9XT5Z8ayZLk87zTWvkGwZZiIiIiChqZCfHAQCaul0HWYxmC/5uzWL59gUTEK/xLotFpVSgrdfgdtsUO6R+LMvGZ8my/ZQ4Ncpbe7HjbKss2yciIqJBfQZmslDkM1vEKEu4giw5KXFQKxUwWwQ069iXJZgYZCEiIiKiqJGXKqa4u+vL8r9Ddajt6Ed2sha3Lh7r9bYn5CQBGJl9Wbr6jRhJCTx6kxn7K8V+LMsnZsuyjxusfYD+s7tSlu0TERHRIAZZKBpI2SPhKhemUips36fqOxlkCSYGWYiIiIgoauSlipkszTrn2SamIVks96wcjwStd1ksADB9dCqAkdeX5b8HarDw0S3Y3RyeL3vhcLi6EwNGC7KTtZiUmyzLPm5fVgQA2FzWjJr2Pln2QURERKJeA8uFUWQqXrPW9l+Ptaxdarw6bPMZnSYGWRq62JclmBhkISIiIqKokZPiPpPl09JGVLX1ITNJi68tKfJp2zPy0wAApSMoyCIIAh549ygA4O1y7wNS0U7qx7JsQjYUMt1JOCEnGSsmZUMQgNf2VMmyDyIiIhL1M5OFooDUBiUzSRu2OYxOF/uyNDCTJagYZCEiIiKiqOEpk2XzyWYAQHuvATN+s8Gnbc/IFzNZShtGTrmwfRXtdo/1JkuYZuK/PoMJRrNv894lcz8WyZ3LigEAb+2v4cUfIiIiGfWy8T1FiYxEDdSq8F2Sz7dmstQzkyWoGGQhIiIioqgh1RBudpLJIghCQE3Gp1uDLDXt/ejqN/q9nWjy1v4au8dHa6MrwNTQ1Y/lj32OpY9uxgvbyr0KZPQbzDhU3QEAWD5B3iDLRVNzMSYjAV39Rnx8pF7WfREREY1k7MlC0SI7OS6s+7eVC2MmS1AxyEJEREREUSM3RfxS0qRz/FJwuqkHLS4yXLyRnqhFgTV9fiT0ZenqM2LdsQa7ZfsqO8I0G/8s++Pn6Owzoq3XgD+sO4kVT2zByzsqMGB0faHlYFUHjGYB+WnxKMpKlHV+KqUCty8Vy9a9sqsSgiDIuj8iIqKRymQRYIjCjFwaebKSw1cqDBhSLoyZLEHFIAsRERERRY3BTBbHYMr2My0Bb1/KZjnREPtBlg8O1zmUB9tX2e5idOQbk5GA1h49Hv7kBC740xb8Z3el02DLrnNittPSCVmy9WMZ6saFhYhTK3GioRvXPLMT/9x6DjXtfbLvl4iIaKTpM7BkGEW+cGeySDeV1XcxkyWYGGQhIiIioqghZbK09uhhGtaHI5BSYRJbX5b66Cqb5StBEPDmvmqH5YeqO33ubxIudZ32d999/pML8eiXZyE/LR5N3Xr8+sNSLPr9Z/jxfw9jS1mz7e5WqR/L8gnZIZlnRpLWFsw6VteFP64vw4ontuC6v+/Ei9vL0eSk9B0RERH5rpclwygKhDvIIpULa+3RM/sriBhkISIiIqKokZUcB6UCsAhAW6/BttxgsmBveeBZGDPy0wDEfrmwI7VdKGvUQau2/zrQb7SErC+L3mQO6I7TT4832j3WqpW4dclYbPnZhbZlOr0J75fU4a5X9mPRHz7DA+8ewbE68edbJnM/FleWjs+EQgEcrunE79eexKq/bEV1GzNbiIiIAtXPTBaKAtlhLheWmaRFnFoJQQBv9gkiBlmIiIiIKGqolArkWLNZhpYMK6nuQL/RHPCXFqlc2JnmHrd9PaLd2/vFLJbVM0c5rNtb0Sb7/s0WAV95bjfOf3yL3/Wg1w/rJyOJU6vsHt+5rAjZyXHo6jfivwdqYbYIKMpKtJVKCLW37lmGvb+4BL+7ZgYAoHvAhJV/2hKWuRAREcWSXn3snrtR7Ah3JotCobBls9R3si9LsDDIQkRERERRJTdF/FIw9M6rHWfEUmGBloDKT4tHeqIGZouAM009AW0rnLr6jS6brPfqTfjocD0A4ObFYx3WByMjyJNNJxpxrK4L7b0GLPvj5z4/v7FrAAeqOrwa+7trZ2LvLy7BG99aYltWFebMkdyUeNy5vNhuGcs1EBERBaaP5cIoCmSFOcgCAKPTxJuNGtiXJWgYZCEiIiKiqJKXKn4xadINCbJY+7GcPymwIItCofCrL4vJbImIXib9BjMe/vgE5j68ETc9vwftQ0qqST4+Uo9egxnjs5OwZFymw/oDle0O/W6CSRAE/HNbud2yM006n7axobTR86AhVEpFyHqw+GvzyaZwT4GIiCgqJWjELFY2vqdoEO5yYQAwOt2ayeJnRjk5YpCFiIiIiKJKjjWTRSoX1tVnxNHaTgDAigCDLMBgX5ZSH/qy3PfWYcx7eBOadeG7G6ykugNX/W07Xt5ZAUEA9lW048vP7sTZZvuMnDf31wAAblpUCIVCYbcuNV6NXoPZp5/dVwerOnCoutNu2Z82nPJpG+tclAqLZtLfhYiIiHwzNjMRABvfU3QId7kwAMi3ZrKwXFjwMMhCRERERFFFymSRAhq7y1thEYAJOUm21PdATB/tWyZLW48ea481oEdvwuI/bA54/77Sm8x4bH0ZvvLcLpS39tp+P4BYFuv6Z3dipzXT52RDN47UdEKtVOD6+WMctrWwKAOAvH1Znh+WxQIAG0804aCX5b9adHrsq5S/pFmobT/Tgpr28JYxIyIiikb51rvy2fieokFWBGWyNHSyXFiwMMhCRERERFElL9U+k8VWKmxicMpBSeXCyhp1MFuc9zUZ6otTLUHZrz+O1Xbh6qd34B9bz8EiANfPK8DG+y+wrV9QlIHuARPufHkf3txXjbet2RKrpuchJ8XxLrrF46xBFpn6spS39GCTi7JYj68vc9lHZqgNpY0QBGDOmLRgTy+sBAF45wCzWYiIiHyVHK8BwMb3FPkStSokatXhnsZgJgt7sgRN+P+qEcZd/UZn66RlymGlFlxtp89gglKhQLy1XiQg1s42GE0Y/lnQZzBBAQUStCqH5c70G8wOY92Nd6XPYILRyXwkA0azw3hXfBmrN5kdLmS4mouzsUO3H6/27nfWZzAhXq2CUund38/dPp2NVQ3brrvxkuH13N2NN5ktTl83rsYanNRXl8ZrVEqny50tUyudjzUaTQ7L1UoltGrP2wbEhq/Dx7obLxl+Qcbda9jZWHeGr/f3GGE2efdecHaMcDfe2fs+FMcId3w9Rui9/B27OkZ4O3boeFfHCGevYV+PEYG+74N9jBj+vvf3GAGLd9vx5X0fzmOEu7H9PryGg3WMCOQ8wt34YLzvw32MsDj5+6XFi6ewjd1iervU9H5RcabLv0mCF78zaVlxVhLiNUr0Gcw406yzlaBwJl6twudlzV79THFqle0YYTCJn+F9BhM0guNxY+hYo4t+Lyfqu3HL83tgtAjITtbiD1+ehYun5tqNfeGOBfj1B8fxybFGPPj+Maisu7p58Vin7/vZBWKAaW9FGwaMZttrzdUxQqJRKW3nEmaLAL3J+YnkP7aegyAAl07LxWcnB39vWpUC+yrb8enxBiwfn2H73SQoVLb3vcUiYMBkxidH6wEAl0zLw5HawWyjaDhGDF02/H0PAG/tr8G3Vo53+CwZ/r539bpxNrbfYIYA58Gr4d81fBkrfYa7eh0PvYDg7L0c7LHSud/QuSRoVLaSeK7ODSS+jB16bmAwWWAa9hk5dC4pKrXbsUMNP0Z4O9bVMUKiGLIdT2O1KiXU1veyL+97X8ZaBPev4aHnBu6OJ8PHSscIX8Y6e90AYh+nOOv5orP3/VC+jHX2XpYMn4u7sb5s19NYV+97o9GE4ZWXfD1GBOt9rxnyUgnmdv0/Rrj/DPd0jPB3rLNjhKvXsC/HiKHv+0CPEUPnk6hU+XWM8OV9b5uX9Wft7DPYfbczDdmlP8cIV/w/Rvj2GS7X+77Pzed3KM8j3H2Gh/o8QjJ0LqlqddDPIzKTtLBYBK+vMVhcbMfT+a3B5P77e641872hq9+n973Z4v41HIrzCOkY4er4F6zziH6jb9+DFYI3t4vFqNraWhQWFqLw/v9CGef6yzMAVD52FaY99KnLA+eScZnYWzF4x19mktZpo1EAmD0mDR99/3wUr1kLAChIT0Cdixp4k3KTsenHF9jGulOQnoCday4GAK/GVz52le3fvoy/61/7sMWLOzYrH7sK33v9INYd89yYtPKxq/CT/x7BeyW1HscCwO1Li/DqniqX67c/cBFWPLHFq21t/NFKTM5L8ep38OG952H6qCSsW7cO9+12H6N881tLsWxCFgDffr/vHKjBz9496tX4jw7V4Idvex4LAC9/fSG+8coBl+sfvnYGfv1hqVfbevDKqfjj+jKvxt53yST8aNVkr34H96wcj1+sngbAt99ZW48eC37/mVfj+wwmTP/1Bq+37c08pPHujhGLizOwr3KwDIovxwh3pGOEN3OVjhFGoxGTHtrocduRdIwAgBvmj4mKY8ScwnQAvv3O/rO70uP7z59jxNqjDbj3jRKPYwHPx4jffGkqfveJd+/7B6+cim9fMMGr30G0HiOk8cE6RgRyHuGOL8cIaZ4ST+Mj4RiRnazF/753HlY8sQUKwMVXOtHBX13q1esAEI8RP3jzEA7XdOKiKTlu57vuh+fjpn/ugU7v+SR86DHi2S2n8cSGMy7HDj2P8OYYAYi/M2+OEQXpCdj+wEVYf7zR7THi/ksn4f5LJwMAPi9r8ngecceyYgDA7nNtuOWFPW7n8PY9S3HT8+7HAIPHCAA43aTDZU9uczlW7mPEmUcug1FQBO0Y4em1NdSScZl4+9vLYDQasW7dOvz2SAI6+oxOx0rHCMl5j33u8buGZNVftuLMsB4+kqHfNQDgmmd24OiQINdQmUlalDy0yvb4pn/utjvGDZWgUeHkI1fYHns6Rgw99ng6Rpx4+HLbxRRP3zUO/upSZFlrpD/0wXGP5xGF1uDro+tOOi2BJ5HOIwDgyU2n8dRm1+/7oceIf2495/Z825djxPO3zUP/uf1YvXo1PjjS6PYY8fdb5+Oq2aMBwON5xJ++MhtfXVgIwPtjhNFoxFNvrsczJxxvAJBI5xEAcKSmE9f+fafLsf4eI2ra+9yeC96+tAiPXDcTgOdjxA3zx+D/bpwDAB7PI1bPGoVnv7bA9tjTMeJfdy22PfZ0HvH2t5fZHs9/ZJPH8wiJu2PEqAQB239xOTQaMUsgXMeIo7++BOvWrcPq1atxz2uHwn6M+OX7R/H6PteZh9F2jHj56wtx8dQ8AJ6/a8h9jAA8n0f48l3jijEWPP3tK6DRaMJ+jDAajfjfx+vwwD7X15JCdYyY9/BGnkcg/OcR3ryG131/Oc4c3IbVq1f7dB3H0zHixTsX4pv/Ft+Tv7pqGn6/9qTLsdIxwmg04jevrMcb51x/hkfSMQII7DzC1N2Kuue+jpqaGowZ41hmeTiWCyMiIiKiqNTWY8DW0+KXqMyk4NY2PlzTCQAeL4Ifr+vyKsASSeo6+x3unnOmvKVXlv2PTovH4nGZsmw7mqm9+JsQEREREQUqSatCkjWzqKvfecCNfMNMlmGZLCcevty2fugdKNLdrcOXS+OVCgWmPvSpw3Jn46XUOyliefLhK2AwGrBhw0a7iPaJhy+3pdMNjW662vbJh6+wpd55M97VHagnHr4cRqPRYT7S+AGj2auftfKxq3waK6XTDf99OZvLqd9fYUu9c/b3iFerMP4X6zzu98TDl9vSc735nZ17dDUsZpNdJou7sVJ6ri9/D6PZgkm/XO/V+P4BPT5e96nD68bZ+LN/uNKWeufsd6ZRKZ3u19lYtVKJyb9yHGs0GjHnkc/tlkupd978Dk7//kpbmp4vvzNBEDDuQfu/t6vXsLOx7rY9/G40f48RZpMJsx7e7LDc2fjhxwh345297z2NHZ7J4s8xwt14X48ReoPB4XXjbLz0vvfm7+HvMcLZa9jXY0Sg7/tgHiOklFtvfmeejhGwmDH9t585Lncy3t373pexw8cH8xjharyU7u/L+z4Yx4hAziPcjQ/GuUG4jxEWwfF9b7YImP3bjRAALCrOwP7KDtx70QTce9FEh+1I20/QqJy+Drw5Rux44CJkumhQ+X8bTuGlnZV2y4b+TEMNLd3R26/H2vWf4vLLL7PdIexq7PAUfotFwFf/sRsnG3V2z6l87CrbWOnn8vUYceShi/HK7lo8+dlpXDotFy/euQhA4GU++g1mXPJ/X6Cz34SnbpqLa+cVOLxuXthWgSc/O41RqXH4weRefOnKy5AQF2eXwn/7y/uw82wr7rtkEr59wfiQHiPOPHIZ1Gq1z8eI4ctdve8/+v55uOaZnVAqgC0/uRA5qYM9c6T3vZTJcuGlzl83Q8dK5C0XJn6HcfY6Dn25MKPDXMJXLmxwLikJ8RFQLsyMjRs+xerVqwGlKqzlwoxGIz5Zuw4Xr3L9Gg5tuTDH1w0QrnJh9nMJf7kwIzZu2Ijrrl5t+92Er1yYYMtkMUMZ9nJhPf16rHPzGR7acmHOX8PhKxc2OJ/E+DhZy4UN/ay/75JJeGrzGVw/Lx+///Is21w+27gR13xJfA2Hu1yY0WjE2rXrcJGb41+o3vddvf0uP7/DUy7M8XUcvnJhg3NJTYwPynnE0PPAry4Yg8dvmO31NYZTv1uFTz9d75DJ4un81mCyOL1uJ4lTq3DFX7fhTHMPXrlrkdsboKT3vdFoxMefrMMll7l+DYe2XJjz41+wziPq6moxefw4rzNZ2JNlGHfNh5ytczXel+UJWhXUCjXiVJ7HulvurOa6u/GuJGrVMCoEh/lIhteBd7d9X8ZKH1DezMXZWHfbD9ZylVIBi9n7sb5sWzK8N4q78WqV0uvXjXrIgc6b8f683o0Kwelyb7fjrI66u/ES6YNs6HhXr2FnY90Zvt7fY0Sgvxtf3vehOEa44+sxQgXvfseujhHejnU3Plh/p2C874N9jBj+vvf3GGE0Bv81HM5jhLuxgbzvw3Ee4W55MN734T5GuNp+bmocmrr12G8txXjRlNyAf8euxn52sglfP2+c03VbTjtmunjzO9Oqxc/wRK0aGo3n9/3Q9/5HR+pxslGH5Dg1eoZl0Qwf688xYsXkbDz52WkcqOqw1Yx2dYxwRqV0fB+9V1KHzn4TCjMTbCUEhu/3npXj8ca+KjR267G/RYEbtWpohrzvuweM2FveBgC4dm6+wz6i4RjhbvzsMelYUJSBg1Ud+ORYgy1o6Gq7nl43ElfHgUDHSp/h3ryOnb2Xgz1WOvdzNRdX5wbO+DJWq1ZCO6xAxNC5DM0aczbWl+26Mvx9P9zQz3BPY4fy5X3vy1ilwvvXsLPjicvt+jHW0+sGcP6+d8WXsYD98cDTXOT67Hb1vjcqBAxf5esxIlhjjcbBu6zlOp74dozw/jNcrve9NNab17Av7/tAjxF28xmyLtDzCE8yEsULrHqzYPfdbuipgT/HCG/4dozw7TNcrvd9ota7z29A3vMIiafXcSjOI5zNZeg5YrDOI0alxTvNKHf193OVfe7p7z38vNjZ+NHpCTjT3INmnd7r149K6f1rWK7zCJUPn+GBnEckePk+tT3fp9FERERERBEgNyXe9u/kOLWtRrkc3iupc7q8srUX5S29IS3zZDBZ8H8bTwEQa4fLYVZBGhK1KnT2GXG6Wef5CR6YLQJe2i7Wo7/7vHEuv0AlaFX4kbUHzMfVSnz39UP48HAdeq2BpE0nmmCyCJg6KgXjc5IDnlckunmRWJf67f01LhudEhERkT3pwmhflJVwpcgjCAJMrhMqApadHOd5UIjkp4nfpxo6B8I8k9jAIAsRERERRZ28IaWUlo7P9PquS38cq+vC6SbHYMPnZc0A4JBeb5Dxm9lb+6tR1daH7OQ43H2+8+yaQGlUSiwoygAA7C133mTUF5tONKKyrQ9pCRpbc0tXvrJATMU3Cwp8VtaC+946jPmPbMJ3XzuI/+wWG4heOdMxEyZWXDV7NFLi1Khu78Nua9YOERERuZdoLWPRZ3BdFojIG+8crMNP9qrxhZNs9WDIclGCOBxGpyUAABq6+sM8k9jAcmFEREREFHVyUwczWc6fmC37/t4rqcWDV06zWyYFWS6emotd5wYviLf16m1fWoKpV2/C3zafAQDcd8lEJMXJdyq/ZFwmtp9pxd6KNty5vNir5wiCgLJGHU43if+dauzBmWYdqtv7AAC3Ly3yOOfhWS7FWYmobOvD+uONtmWrZ43y7YeJIolaNa6dl4/X9lTjzX3VOC8Er20iIqJolyRlsjDIQn6S+qOcPzELALD2aCNWzcgP+n7CnckytA/M4zeI/YuaupnJEgzMZCEiIiKiqJObMvgF5fxJObLv74NDdXYNLHv0JuytEAMrF0/NtRvbotP7vR+LRXCZCfPi9gq09hhQnJWImxeP9Xsf3lgyXvyCua+iHYKb5qFD/fy9o7jyqe24763D+PuWc/jsZBOq2vogPf2ZLWd9nseWn16IT35wPr5zwQTbskl5KT5vJ5rcvEj8224sbUJXv9HDaCIiopHHOKxBttQLpNdN83cib5xsELPXj9Z1ybL97AjKZJHKLzcH8N2FBjHIQkRERERRJ8+ayTI6LR4TcpJk3Vd6ogZN3XrsPNtqW7bjTAuMZgHjspMc+oO09vj3RWXAaMYFf96COb/biO+/UYJPjzdiwCjekdnWo8fz284BAH5y2RRZy6MBwOwxaYhTK9HaY8C5lh6P4w9UtuO/B2ptj29dMha/vXo63vjWkoDmoVAoMLMgDWuunBrQdqLJl57eAQAwmC0oqe4I82yIiIgiT1uPwe6xlMnSz0wWClBbr/jaKm/tk+Vml3BnsgyVY71pjUGW4GC5MCIiIiKKOlL2SEPXAMY9uA6Vj10l276unp2PV/dU4b2SWqycLGbNbD4plgq7aEquw/hWncFhmTdONHSjpl2sifzJ0QZ8crQByXFqXDotF/1GM3oNZswqSMNVs+TvSRKnVmH+2AzsLm/D5pPNmJjrOntEEAQ8tr7MbtmjX54l9xRHhEPVnU5fY0RERCPZ8BtapJ4svWx8T0F0rLYL508KbunW1HhNULcXCKkyQFuPHmaLAJVSEeYZRTdmshARERFR1Mkb0pNFbjdYm7FvKG2EbsAIi0XAllNiM8xLpjleAG/xM5PlVKPO7nF+Wjx69CZ8cLgeG0qbAAA/v2IqlCH6AiQ1Xv/j+jLUdbpuiLn5ZDMOVDHjQg6HmMlCRETkYPi5VqK1XFi/kZksFDxHajuDvs1Qncd7Iys5DkoFYBHEnpIUGAZZiIiIiIjcmDMmDeNzkjBgtGD9sUYcq+tCa48eyXFqLCrOdBjvb0+W4UGWHT+/GO99dxnuOq/Ytuy2l/b6te1A/eL9Y057s5gtAp7YUObkGRQMh2s6YbF41xOHiIhopBh+rpVoLRdmNLvubUfkrVSNeO51uKYzvBORmUqpQJa1fFlzN4MsgWKQhYiIiIjIDYVCgRvmi9ks75XU4vMysVTYiknZ0KodT6f97ckyPMiiVCqwoCgTv7l6hl/bC6atp1vwXkmdw/L3S2pxuqkHaQmRU/oglugGTChv9dwTh4iIaCRxKBdmzWQBgD4DS4ZRYBbnDgZZnN1kFEukkmH+3iRGgxhkISIiIiLy4MvzCqBQAHsr2vHuQbHB+0VTnffK8DfIcrpJ53lQGD38cSmauwdsjweMZjy56TQA4N6LJoRrWjGvpLoz3FMgIiKKKMP732lUSmhV4iXOPgNLhlFgluRYoFIq0KLTo3HIuW8syrEGWZp1sf1zhgKDLEREREREHuSnJ2D5hCwAsPUncdWQvLXH98b3LTo92np9f16ozB6Thu4BE375wXHbHX2v7q5CfdcA8tPiccey4vBOMIYdYpCFiIjIjrP+d4lxYjYLM1koEBmJGuTEA5NykwEAR2K8ZBgzWYKHQRYiIiIiIi9cP2+M7d9zCtNtd34N58+XlEjPYnniK7OhUSmw6UQTPjnagK5+I57ZchYAcP+qyYjXqDxsgfx1qLoj3FMgIiIKKZPZfV+VVifnWonWc5FePTNZyH/TRqVAoQDmjEkFAByu6QrzjOSVmxIPAGhmkCVgDLIQEREREXnhipmjbDW/L3aRxQIAXf1Gn5uuljVGdpBl6qhU3HvRRADAbz4qxWPry9DVb8TkvGRbvxqSx+kmHXr0vCuXiIhGhuN1XZj9u434w9oTLsc4K82aGKcGwHJhFJipo1IAALML0gCMgEyWVDa+DxYGWYiIiIiIvJAUp7Z9cX/ys9Nux7b1+vZF5XSEB1kA4HsXTsTUUSlo7zXgzX3VAICfXT4VKqUizDOLXQXpCbAIwNHaznBPhYiISFbFa9aieM1afOnpHegzmPHRkXqXY50FWZK0LBdGgZs22hpkGSMGWY7VdcFiEcI5JVnlsidL0DDIQkREREQUZMMbsnpyKsLLhQGAVq3En74yxxZUWViUgUunuc7oocDNHZsOgH1ZiIho5Gnq1qOxy/HCr9FsQUef0WF5gi3IwkwW8o3UbxAYzGSZmJOEBI0KPXoTylt7wjU12Unlj531OSLfMMhCRERERBRkLT3e3w1msQgR35NFMmtMGszWu/kOVHVAoWAWi5zmFaYDYJCFiIhGpsNOSjW19Ti/kSVJK5ULYyYL+aa2o9/27/HZSQAAtUqJWdaSYYH0ZYn0LBhbT5ZuvV2wiXzHIAsRERERUZD5kslS19mPPoMZWhVPzcnevLEZAIDDNR384ktERCPGqFTxwu8RJ+UynZUKAwYzWdj4nnx1sqHb9m+tevB8fE5h4H1ZOvp8y24PNSmTRW+yoHuAAcpA8JscEREREVGQ+ZJyLzW9n5CbLNd0KErNyE+FRqVAa4/B7i5LIiKiWHbvxRMBOL+47eocS8pk6TcyyEK+OdngPKN8jjWj2Fmwz1ttvZEdZInXqJAaL753WtiXJSAMshARERERBVmLzvsgi1QqTKoBTSSJ16gwPV+8i7KkuiPMsyEiIgqNhUViJufRWsem467OsRLjpEwW3o1PvhmayTLUnDHptvUDfgbvWn34ThAuUjZLc3fkzzWSMchCRERERBRkrkpZOCNlskzOY5CFHLEvCxERxbrjdfY9LyblJrtsOu7qHCuRje/JTydcBFnGZCQgK0kLo1lwGYjxpDXCM1mAwb4svmTikyMGWYiIiIiIgsyXIMvpRmaykGvzxqYDAA4FUA+ciIgokv1nd6XdY3dNx131vUtk43vyg27AiOr2PqfrFArFYMkwP8/DoiGTJTeVmSzBwCALEREREVGQtfZ4d9eawWTBuRbxDs3JDLKQE/PHiiVTTtR3Qc8680REFGM6eg348HC9w3JXTcdd3ciSJDW+ZyYL+eBUo/N+LBKpZNiR2i6341xp6438wEWuVC6MPVkCwiALEREREVGQeduTpbKtFyaLgJQ4NfLT4mWeFUWjMRkJyE4WS1WccNGYlYiIKFr990AN9CaLw3JXTcdd9mSRMlnYk4V84KkMmKtgn7dcZV5FEqlcWHMUZN1EMgZZiIiIiIiCrKvfCIOTCwbDnW4azGJRKBRyT4uikEKhwNxCMZvlsJ93URIREUUis0XAq3uqnK5z1XTcZU+WOPZkId+56scikV6H5a296Ooz+rz9aMhkYeP74GCQhYiIiIgoiNRKMVjizZcqKcgyhaXCyA2pL8vhCOvLIghCuKdARERRbEtZM2o7+pGWoHFY56rpOBvfUzB5yhLOSNKiKCsRAHC0rtPn7bd4WUI4nKRyYWx8HxgGWYiIiIiIgigrWQvAu/IAp5utQZY8BlnItcEgS+Rksnx8pB5Tf7MJh1qZgUVERP75t7Xh/U2LCh3WOWs6bjRb0OEim4CN78lXZouAU43uM1mAIX1Z/LjZJboa37MnSyAYZCEiIiIiCqLsZOluMM9fVE5J5cIYZCE3Zo9Jh1IB1HcNoCsCbogUBAE/ePMQLALwyhlVuKdDRERRqKqtF9vPtEKhAG5bUuR0zPCm423WrACV0jHAn2QLsjCThbxT2daLAaMF8Rr3l8elYJ+vN7sIghAl5cLEnizdAya70nzkGwZZiIiIiIiCSAqyeMpk0ZuB2o5+ACwXRu4lx6ltgbhKXfgzR0qqO+we97LJMBER+aB4zVpc8KcvAABLxmVirLUc03DDm45LpcKykrQOYxOs5cL4mUTeOlEvZrFMHZXqdtxc6+vwcE2nT6VSew1mDBg992gMt9R4NeLUYoigJQoybyIVgyxEREREREGU42Vd44a+wfGZTi4WEA01b2wGAKCqJ/xBlrf21dg93lPRHqaZEBFRtFs2PtvluuFNx6VzK+mGlqGSrI3v+3knPnlJ6vUzbbT7IMuM/DSolAq09ujR0OV9Sa22KOlxolAobN9fmhlk8RuDLEREREREQWTLZPEYZBEvlk9lFgt5QerLEu5MFt2AEZ8cbbBbtv1MW5hmQ0RE0W7J+EyX64Y3HZf6W0gXhIdK1IjlwoxmAQZT5GcPUPhJQZbpo92fi8drVLbz9QNVHW7HDuXpu0AkyZVuEtOxL4u/GGQhIiIiIgqibGvje0/p9lKQhf1YyBvzrUGW6h7gRIPnJq1y+fBwvcNdwlvPtPpUPoOIiAgAtGol5lr7XbgytOm4u0wWqVwYAPQZWDKMPDvZoAPgOpOleM1a238rJuUAAN7YW+X19lt7IqCRnpdyrX1ZmMniPwZZiIiIiIiCSLq70mMmi9iOhf1YyCuX/mUbAMAoKHDLi/ux6URTWObx1v5qh2W1Hf2obOsLw2yIiCiazS1MR7xG5XbM0KbjUr+77BTHMqtatRJalXiZs8/AkmHkXnuvAY3dYtbGVA/lwgDgzuVFUCsV2FPejqO1nV7tI6oyWVKt5cK6o2fOkYZBFiIiIiKiIMqxlQtzf/ealMkyhZks5KM+gxn3vHoAL2wrD2kGyfG6Lhyv67ZdxBpq66nmkM2DiIhiw9JxrkuFSYY2HZcuWuc4yWQBBrNZmMlCnkilwoqyEpEcp/Y4fnRaAq6Zkw8AeH5buVf7aIuiTBbpPdXMcmF+Y5CFiIiIiCiIsr3IZGnrNUBnVEChACblJYdqahQjblo4BoIA/GHdSfzif8dhNIem9ryUxXLZjDyHdVtPt4RkDkREFN2G3hywZHyWx/FDm44fq+sC4LwnCwAk2YIszGQh90rrxdfStFGes1gk31wxHgCw7lgDato9Z/BGYyaLp3LH5BqDLEREREREQSTVCe/sM7psvHqmqQcAUJiRgESt57vniIZ65Jpp+NVV06BQAG/uq8bX/7UPXX1GWffZZzDhw0P1AIBbFo91WL+7vA0DRl7UIiIi96qHXJyePzbD4/ihTccrWnsBOO/JAgCJ1oyEXj0/j8g5qcfKo+vKAAALiz2/BiXT81OxYlI2LALw8s4Kj+OjKsjCniwBY5CFiIiIiCiI0hM0UCnFUmBtvc6/qJxqEhttslQY+UOhUOCbK8bjhdsXIlGrws6zbbjtpb2wWOQrHbb2aAN0ehPGZiZi2bA7j/NS4jBgtGB/Zbts+yciotiwt3zws2Jos3p3pL4sEpdBFpYLIx8oFMBVs0f79Jx7VorZLG/vr/F4g0s0Nb6XssMYZPEfgyxEREREREGkVCqQnSw2ZJUatA53plnMZJmUy1Jh5L9Lp+fZSqIcq+vC5jL5+qK8vb8GAHDTokIorUFEyYpJ2QCAradYMoyIiNzbU9Hm83Pmjkm3e+yqXFgiy4WRDxYVZ2J0WoJPzzl/YjamjkpBn8GM1/ZWuR0bVZks1nJhbT16mGW8aSeWMchCRERERBRk0h2Wrr5cnbKWC5vMfiwURM9vOyfLds806XCgqgMqpQJfXTDGYf3KSWJmC/uyDBJ4fYKIyKmhmSzeGprJolIqkJ6gcTpOKsHKTBbyhtTI3hcKhcKWzfLKrkroTa4DetHU+D4rKQ5KBWARXGfik3sMshARERERBZkUZHHWPNJsEWyZLAyyUDDtr+xASXVH0Lf7ljWL5eKpuchNjXdYv3xCFpQKMUOrrrM/6PuPNhtKm/CzfSp8dKQh3FMhIoootR19fn1OTMxNtmWpZCVpHTIqJdIY9mQhb6ye5VupMMnVc/IxKjUeLTq9rV/dcAaTBV398vbLCyaVUoEs6/eX5m4GWfzBIAsRERERUZDZgixOMlkO13TYvvyvfnpXSOdFse/F7eVB3Z7eZMb7JbUAgFsWFzodk5agwTxr8+JtIzybpXjNWnz/rSMwWhR4dP0p9Op5NzURkcSfLBZAvAA8qyANgOt+LACQZM1k6TcyyEKeZSZp/XqeRqXEN84vBgA8v73caU+89l4xi0XlIiAYiXJTXN8kRp4xyEJEREREFGRSrXBn5cI2ljaFejo0gnx6vBFVbb1B295Hh+vR0WfE6LR4XDA51+W4CybnAGBflqHaeg14cXtFuKdBRBQx9vrRj0Uy11oyzFU/FgBIsGWyMMBNjoQg1vK8efFYJMepcba5x2m5VOk7QJafgZxwkIIszbqBMM8kOjHIQkREREQUZLbG98NqMQuCgI0nGGQheVw4JQcWAXhpR3Au7Lf16PGzd48CABq6BtzejSkFWXaebYXRbAnK/mPB89vORVXjWyIiOe2t8D2TpXjNWhSvWYt/bitHWoIGl05zHfBPimPje3KttL47aNtKjdfYMnz/6aQnnvTZ7y7zKtLkpoglYVkuzD8MshARERERBVmOLd3e/k6wcy09qGgNXpYB0VD3rBAbsf73QA06el03W3VW1sKZ3358wut9zypIQ2aSFjq9CYeqO71+XiybVZCKXoMZz3x+NtxTISIKu8auAVS19SGQ6kmHf70Kty8rdrmeje/JnY+POO+f4q+7zhsHtVKBPeXt+N+hWrt10o1WWcnRk8li+/7Cm0P81bssVQAAr/xJREFUwiALEREREVGQSXetDc9k2cBSYSSjZROyMLMgFQNGC17bU+V0zKfHGzD/95vwvdcPQm9yfafvhtJGny5GKJUKrJiUDQDYerrZt4nHqJ+umgQAeH1vFarb+sI8GyKi8JJKhU3PT/V7GwqF+wiNrfE9M1loGItFCFqQRcquWv7Y57h1yVgAwI/ePoK/fnbaVpJMymTJiaZMllQ2vg8EgyxEREREREHmqifLJpYKIxkpFAp8y5rN8u/dlRgY0vhXEAQ8+8VZfOe1EnT2GbHuWCO+91oJDCbH0l5dfUb86oPjPu/f1pfFSW3ykWj5hCysmJQNo1nAXzadCvd0iCjCeJtVGCv2WJveLxmXJds+bI3vGWShYQ5Wd6C+K/i9Rn5z9Qx8a8U4AMBfPzuD+946jAGjGW1ST5YoymRhT5bAMMhCRERERBRkUiZLZ5/RdhG7qXsAh2s64eEmTKKArJ41GgXpCWjtMeCDQ3UAAIPJggfePYonPrW/0L+5rBn3vlHi0EPlkbUn0KLTY3xOkk/7XjFJDLIcr+tGi453QQLAz6+YCgD44HA9Suu7wjwbIooUla29mPvwRvx5w8gJwEqZLEvGZcq2Dza+J1c+OhzcUmESlVKBX141HX+8fhbUSgU+OlKPW1/Yg9NNPQCiqydLjtSThedwfmGQhYiIiIgoyNITNLYm4W294hcVKYtlbmF6uKZFI4BGpcQ3zhfvqHx+eznaew24/aW9eOdgrUMdfK1aiU0nmvDDNw/ZAi1fnGrGuwdroVAAf/rKbJ/2nZMSh5kFYhmYb796AK/vrbLdyTkS6AaMDstmFqTh6jn5AOAQ5CKikal4zVpc+Ocv0D1gGjEZrs26AZS39EKhABbLGGRh43tyxmS2YN2xBln3ccvisfj3NxYjNV6NkupOW1ZvVhQFWXJtPSX1trJn5D0GWYiIiIiIgkypVCArSSwP0KoT+7JIF1Iumz4qbPOikeGmRYVIiVejvKUXl/zfF9hb0Y7kODVe/voiu3H/vH0BtCol1h9vxP1vH0ZXnxG/eP8YAOCu5eOwoMj3C2HH67oBACXVnfjl/45j8aObcftLe/H2/mp09hk8PDu6najvdrr8p5dNhlqpwNbTLdh1rjXEsyKiSFbf2R/uKYTEvgqxVNiUvBSkJ8pXPomN78mZnefa0NZrQGaSvKW7zpuYjfe/dx6KshJty7KjqFyYVO5Yb7Kge4DvIV8xyEJEREREJIOhfVl0A0bbxdVV0/PCOS0aAZLj1PjakiIAQEefEQXpCXjvu8tx4ZRcu3EXTcnFc7fNh0alwNqjDVj15FbUdw1gbGYifnr55IDnMbMgFWaLgO1nWvHz945h6R83Y0tZc8DbjVTHXQRZirKSbI1xH19fxrtDichGpzeh20kWXKzZa+3HsnS8fP1YgMHG98xkoaGkUmGrZ8l7o1PxmrW49C9bUdXWh5WTc5CXGofZY9Jl3WcwxWtUSI0XA5Ut7MviMwZZiIiIiIhkINVgbtHpsfV0C4xmAeNzkjAxNznMM6OR4B9bz9n+/cG952HKqBSn4y6Zloe/3zofaqXCVoP7sRtm2e4GDsQnP1iBLT+9ED+7fAoAYMBowfffKEFZo/NgRLQ7Xue658oPLp6ERK0KR2q78MHhuhDOiogiXUNn7F/MDEU/FmAwk4U9WUgyYDRjY2kjAOCaOQUh2+9/vrEYu9dcInv2TLDlplr7snSPnHKvwcIgCxERERGRDGxBlh49NpayVBiFj5RV5cplM0bBZBnMrlg+ITto+x6XnYR7L5poe9xrMOPuVw6gJQabqroLsiz6w2e2O6sf+qAUVW29oZoWEUW4SC8Z5kv2ndkioLkf2HiiCU9vPoPvv1GCy5/cZmsCLmc/FmCwJ0u/kZksJPriVAt0ehNGp8VjYVFGSPetHN4MLwpIfVmaY/A8TW6B355EREREREQOslPEO9cauwZsJZJYKoxGunHZSaho7cU9rx7Am99ainiNKtxTCoo+gwnnWnq8GtujN+EHbx7Cu99ZDq2a9z0SjXT1XZEbZLn39RIcrunEa99cgnHZSW7HNncP4NYX9uBsixo4fMRh/aXTcmVvAp6oES9zGs0CDCaLrPuiyFa8Zq3d42vm5Edl0CPUpBtzYvFmGLnxjI6IiIiISAY51gsJn5Y2Qqc3ITs5DvMK08M7KaIwe+nOhUhL0OBQdSd+9u7RmOlPcrKhGxYvf5S0BA2O1nbh8U/L5J0UEUWFSMxkKV6zFsVr1mLtsQbUdfbj7lf2o6vPde+Y4jVrsfjRzTjb0guNQsCM/BRcP8++NNMLdyyUe9pI0A4G7pnNQkNdP39MuKcQFQYzWWK/jGGwMchCRERERCSD4XeCrZqeyzvoaMQbn5OM524Te8B8fKQeT20+43ScIAhRFYA5Xud9n5k/f3UOAOClHRXYfLJJrikRUZSoj4KeLOWtvfju6wdhNDtmh1iGRZgfmGPGB99dhr/cNNduuUIh/zmQVq2ERiXuRyrRSDSzINVlbzqyl5ti7cnCTBafMchCRERERCSD7GElMdiPhUi0fEI2fn/dTADAXz87g7f2VWPX2Va8srMCD75/DF95bhfm/G4jFv1hM47Vuu5zEkmOuenHMtyq6Xn4+vJiAMBP3zmChgguFURE8ovETJahvrpgDJK0Kuw614Zff1jqEAD/62en7R7nJoRydo4StWLJsF69KbwToYhx/TxmsXgrN9WaycLG9z5jkIWIiIiISAZDgyxJWhWWTcgK42yIIsvNi8finpXjAQBr3j+GW1/ci99+fAJv7qvGgaoOdA+Y0Nqjx20v7UVpvXcBjHAmvrhreu/Mg6unYmZBKjr6jLjvrcMwObk7nIhiT4+TC/+R3JMFAL5/8UT87ZZ5UCiAN/dV46UdFbZ1Hxyqw98+PxvG2TlKspYMY7kwklwzNz/cU4gatkz8HgZZfMUgCxERERGRDKQvKQBwwZScmGnwTRQsz28rt/27OCsRq6bn4d6LJtiN6eo34rYX96Ks0XU5rn0V7bjq6V148rgKfYbQ37k8YDTjTLN3Te8lcWoVnr5lPpK0KuyraI+4i5REJI/TTTqHZY1dAw4ltyJJUVYSLpmWh1+ungYA+MO6k/jsRBMOVLbjgXePhnl2jqS+LCwXRpLh2eXkmq0nS3fklzGMNAyyEBERERHJID1BA5W1BwtLhRG598XPLsILdyzEzy6fard8zpg0dPQZ8bUX9jpcnBwwmvHIJydw4z9343RzD6p6FPjLZ6EPVpQ16mC2CMhK0vr0vHHZSXj0+lkAgKc/P4MjNZ0yzI6IIklZg/1xTKkAjGYBrVFw1/jd54/DLYsLIQjAD986hHtePQiD2YLLpueFe2p2kuKs5cIYZBmxzBEctIx0OdaeLN0DJgwwG8wnDLIQEREREclAqVTYvuTd//bh8E6GKEr95+4lmFWQhrZeA259YQ/ONosXKA9Vd2D137bbla0BgP/sqcaByvaQzlEqFTajIM3n59731mEAYqmzdw/WBnNaRBSBhmfljUoVL2jWRVBfFlcXVhUKBR6+diaWT8hCn8GM9l4DZuSn4q83zw3tBD1IlMqFMcgyYu0+1xbuKUSt1Hg14tRiuKBFF/nB30jCIAsRERERERFFpLQEDV69ezGmj05Fa48Bt7ywF7/7uBQ3PLcL5S29trIWEkEAHnj3qF93X55p0mHZHzfj0XUnfXqeFGSZVZDq8z6H+rS0kXffEsW44Zks+elil/j6zsgpzbPrXKvLdZN+uR67rBewJ+Ym48U7F9oazUcKaT7hKB9JkeG9Et604C+FQoHcVGvJMF3kHJeiAYMsREREREREFLHSE7V4/ZtLMHVUClp0evxrZyUsAnDd3Hxs/NFKu7G5KXEob+3FXz8749M+BEHAqie3oaFrAM9vK0dXn9Hr5x6vF4MsM/N9z2QZqkWnx8GqjoC2EYsEgYEnig2CIODksEyW0dYgS0NX5GSybDrR5NW4jfevxOi0BJln47tE9mQZ0Xr0Jnx6vDHc04hqOdYeNsxk8Q2DLERERERERBTRMpK0KGscvAP8H7fNx19vnof0RPs+KA9fLTZmfn7bOZ96nKw91mD3+OOj9V49z2Cy4JR1XjP9KBc23Lph8xjpnt92Dov+8JmtTBxRNGvoGoBuwD67Ij89ssqFWSwCNp1o9mqs0tp3LtIwyDKyfXq8Ef3sJRKQXGtflmYGWXzCIAsRERERERFFlStmjna6/JJpubh2bj4sAvCzd49Ab/J8oaXPYMIf1tqXCHvfy1Ijp5t0MJoFpCVoMCYj8Du6Pz3eCAtLhgEAitesxaPrytDaY8C+Cmb4UPQb3o8FAAps5cIiI8hyqKYTrT3RfWF1sFwYL7SPRO+xv1nAbOXCuqP7WBBqDLIQERERERFRzPjN1TOQlaTF6aYe/H3LOY/j/77lLBq67OuOl1R3orylx+NzpX4sMwtSoVAEdld3cpwajd0DOORDBs5I0dXvffk2okh1ssExI0sqtzX8GBSoN/ZWY+7DG3H3K/vxv0O10A149x7aeCL6yywlxUV/Jktj1wBWPrEFv/rgWLinElVqO/qwu7wNAX4cj0jFa9ba/stKEoMsbb2GMM8qukRWdyoiIiIiIiKiAGQmafG7a2fg+28cwrNbzuKKGaMwPd95U/rK1l68sK3C6br/HarDTy6b4nZfx2xBlsBLhV06LRcfHK7H+mMNWFCUEfD2YklnPy/0UPQbWvJQIpULC1YmS/GatXaPN5c1Y3NZM7RqJS6cnIMvzcnHJVNzkRTn/HLgplLv+rFEMrtMlrgwT8ZHw/9+r+2pxi2Lx2JGgD2/RooPDtUBAJaNz8Kuc21hnk30SksQ30PdvMHBJ8xkISIiIiIiophy1azRuHxGHkwWAd9/owQn6h3L9ADAI5+cgMFswYpJ2Q7r3i+p81i667h1u4E2vQeAK2eJJdDWH29ks/dheKGHYkFZg+tyYa09BgzI0Efi2yvHY3xOEgwmCzaeaMIP3zyEJY9udtr/6WxzD8pbe6FRRXcawGBPFpOHkdHhmc/PhnsKUUEQBLxfIgZZrp8/JsyziW5piRoAzCL1FYMsREREREREFFMUCgU2WO/ILm/txbV/34FnPj8Dk9liG7PFeoe3WqnAb66eYff8lHg16jr7sbei3eU+jGYLTlovmgYjk+WCyTlI1KpQ19mPo7VdAW8vlvBCD0U7vcmM8tZeh+VpCRokaMSgQGOQS4aNz07Cg6unYfOPL7Bb3qM34Xuvl+DvW87aBXSlUmHLJzgGnaNJrDS+j9cooVCIgfdTTrKgyN7einaUt/YiQaPClTNHhXs6US0tgUEWfzDIQkRERERERDHNaBbw542nccNzu3C2WQe9yYzffVwKAPjG+eMwMTfZbvyXZotZJe+VuG6ge7a5BwaTBSlxahRlJgY8x3iNChdPzQUArDvueJf5SMYLPRTtzjb3wGwRbBcvJQqFIuglwyRLxmfa9jHU15cXAwD+tOEUfvrOUehNYjBi0wkxML1qel5Q5xFqsdL4/urZ+Vg9U/wsevrzM2GeTeSS+ojc/PweAMB18wpclsMj76QlaAHws9dXDLIQERERERFRTPvLjXOQEq/GkdourP7bDnzrPwdR2daH3JQ4/ODiiQ7jpVIj6481uCw5s9ta7316fiqUyuCU11ktlQw7xpJhQ/FCD0W7MmvT+6mjUhzW5VtLhtUFO8gyLsvp8t9eMwOPXDsDKqUC75XU4vYX9+FUow6HqjsBRH+QRWp83y9D+bVQumHBGHzf+vm09lgDzjbHRjaLIAhO/wuG7OQ4/PwK973UyDNmsviHoT0iIiIiIiKKadfPH4NlE7Lw8/eOYdvpFmw73QIAeHD1VKTEaxzGLyzKwNjMRFS392FDaSO+PM++vvvhmk48/MkJAHBbUsxXF07JQbxGier2PpTWdwelDFks6OzjhR6KbmWNYmnBaaNTHY4Z+WlikKUhyOXCpEwWZ25fVoyxWUn4/usl2FfZjmue2QEAmFOYjrzU+KDOI9QSNOKlzl59dAdZFhdnQqlU4PIZedhQ2oRnPj+Lv948L9zT8pvFIuDWF/dgT7nzz8zJaUpccUVgwZbfXzcD6YnagLZBg0GW7gEjLBYhaDeSxDpmshAREREREVHMG52WgH/ftchu2XVzC5yOVSgUuH6+uE5qpCup6+zHN/99QJY5JmrVuGiKWDJsPUuG2fBuWop2ZY2eM1mCXS5stDV448oFk3Pw3veWY0xGAvQmsV/VZVGexQIMZrJEe+N76cL2Dy6eBAD46Eg9ylt6wjklv0jlvMb/Yp3LAAsAnO5SYpeb9c4Yh/RZA4ArrOXVKDBSkEUQAN1AdL+PQolBFiIiIiIiIhoRhvcmGP54qOut2Ss7zraioUu8+NmjN+HuV/ajtUcv2xyvtJYMW8eSYTa6ARPMFv4uKHqdlMqFjU51WDda6skS5EwWb1z25DbUdojHt5R4Na6Zkx/yOQSb1JMl2sqFNXc7//vPLEjDpdNyYRGAv285F+JZBd8ti8ei5KFVdstuXSx+3r62t9qnbf1za/T/PiKRVq1EgkYMVvImB+8xyEJEREREREQ0zNisRCwuzoQgAB8cqofZIuC+Nw+hrFGH7OQ42fZ78dRcaNVKVLT24lTTYA1+QRCw5VQzvvzsTlz4py0j7sKHbmBk/bwUO1p79Gjt0UOhACbnJTusL5Apk8VXB3+1CoWZiWGdQzAkaqVMlugKsnxwuM7lOimb5YPDdahq6w3VlGRx+9IiZCbZl/S6c2kRAODzUy2oae/zajunm3T42+azQZ8fidiXxXcMshARERERERE5IZUMe6+kFo+uO4nNZc2IUyvxwh0LZNtncpwaF0zOATCYzbL9TAuuf24X7vrXfhyq7kRlWx8O13TKNodwc5bB4++FHotFwN2v7Me1z+yI+vJBFJ1OWUuFFWUm2rIshhpaLiyQ7LVAX99adWxcIkyy/o6NZgEmi4fBEUIQBLx30HWQZU5hOi6ckgOzRcCzAWaz9BlMeGRtGX57UIWDVR0BbctXc8akYXq+YzbX+JwkTE2zQBCA1/ZWedyO2SLgZ+8ehcEcJX/gKJSeyCCLr2LjCEpEREREREQUZKtnj0acWomzzT14aUcFAODPX52DeWMz5N3vrFEAgPdLanHTP/fg9pf24VB1p92Y6ii/m9md7n7Hi8X+XugZ/4t12FzWjCO1XXjnQG2gUyPy2ckGsen91FGOF5cBYHSaWC6sz2B2+tr3VqgvmEeqBGsmCwAYouQafGl9t13mojNSNst7JbVeZ3sMV7xmLab/egP+s6caHQYFXtrpOaARTDcvHuty3YpRYoDx7f01GPBQ6u3lHRU4UtOJlDjHoCUFRyozWXzGIAsRERERERGRE6nxGlw2Y5Tt8Y8unYyrQ9Cz4JJpedCoFKjt6Me+ynZ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",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "idx = data.columns.get_loc(PSR)\n",
    "ax = data_quarterly.iloc[:,idx].plot(figsize=(20,10), grid=True,\n",
    "                                    title=SAVINGS_RATE_GRAPH_TITLE + ' from %d' % data_quarterly.index[0].year,\n",
    "                                    xticks=data_quarterly.index[::6], xlabel='', rot=45)\n",
    "ax2 = ax.twiny()\n",
    "data_quarterly.iloc[:,idx].plot.bar(ax=ax2, xlabel='', legend=False)\n",
    "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n",
    "ax.axhline(y=data.iloc[:,idx].mean(), ls='--', c='#1f77b4', label=MEAN_LEVEL_OF_SAVINGS_RATE)\n",
    "ax.legend()\n",
    "ax2.xaxis.set_major_locator(mtick.NullLocator())\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, data_quarterly.index[::6])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "democratic-manual",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean level of savings rate since 1959-01-01: 8.44%\n",
      "The current level is -3.84% vs the mean\n"
     ]
    }
   ],
   "source": [
    "print(f'Mean level of savings rate since {data.index[0]:%Y-%m-%d}: {data.iloc[:,idx].mean():.2%}')\n",
    "print(f'The current level is {data.iloc[-1,idx]-data.iloc[:,idx].mean():+.2%} vs the mean')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "authentic-extension",
   "metadata": {},
   "source": [
    "### Percentage of disposable personal income spent on paying nonmortgage interest and on consumption\n",
    "How could it be that real disposable personal income is not decreasing while the savings rate is? Let's look at what percentage of disposable income nonmortgage interest payments<sup>1</sup> (such as interest on consumer loands or credit cards) make up and what percentage is spent on personal consumption (including rent).\n",
    "\n",
    "[1] Mortgage interest payments are accounted for directly in personal income, therefore higher mortgage interest payments reduce DPI."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "tired-particular",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GxsYGvYlAbfwzaVls2jzF8uaf5/FwcroxbT1FbfwzqTbMU/88y8W4LDZtnjKpNoHuTMvKytLBgwdrdHS0bty4Meh51q1bp1WqVPHZbjpz5oxOnDhRmzdvrhMmTNC0tDSf35k+fbr++eefYc3idrv13Xff1XLlygV1h57dPB4XQ222bdum1apV0++//94nyxtvvKEtW7bU/v3759rROG/ePMfuvWTSPHXy5Elt06aNDhs2TNPS0jQjI0P/85//aNu2bTUhIUH379+vqr47qG+++WatU6eOZmRkBH2HsEm1MW26Od/PylObM2fO6F133aUlSpQI+s5yauOfScvhQPM4vSwOZ21osuRhypQp2qVLF2smPXLkiL733ntavHhxvfXWW63nea5PO2zYMHW5XI5s+J5vFs/KaPv27VqzZk3HrkFIbf55nlDU5pVXXtE2bdr4nO76448/avny5TUxMTHXdRGPHj2qTZo00a1bt4YtS1ZWlmZkZFh1CfaO4EDzhKI2Jk0zbrdbR40apTfccIM1tm3bNp0yZYrGxcXp2LFjrXFPbZYvX65Vq1bVffv2hTWP55JZnvoE+/q41ObsTFoWmzRPqbK8CUaeUEw3pq2nqI1/JtWGeeqfZ7kYl8WmzVMm1SaQnWlut1sXLlyoVatWdeRSWKrZzcKqVatal53x1CAjI0NHjx6tjRo10iVLlvg85pRAsqiqbt26Vbdv325EnoupNocOHdL69evriy++qKp/N0uzsrL05Zdf1iZNmug777yjqrnPOneCSfPUoUOHtHbt2jpv3jxrLCMjQ7/99ltt3bq1tmrVyro3lac2y5cvd2RZo2pebUyabgL5rNxuty5fvlzr1avnyGWoqI1/Ji2HA82j6uyyOJy1ocmShyFDhmirVq18xtLT03XevHkaHR2t48ePt8ZTU1P16aefduwokUCyuN1uzczMdOxMjUDzUJvw1WbChAlar14969+eL0i//fabxsbG6qBBg3I95sS1rwPNoqo6e/Zsx+oSaB6na2PSNKOqet1112n37t19xpKTk/XZZ5/Vyy67TF944QWfx44fP67JyclG5Nm/f7+OGDHCsfpQG/9MWhabNk+xvAlOHqenG9PWU9TGP5NqwzwVnCwX27LYtHnKpNoEsjNNNXv7xomDWTxOnz6tTZs21WuuucbaeefZGeN2u7VBgwY6cOBAx97fbhYnb2hsJ49JWZyuTXp6uvbq1UtbtWqV587DTp06abdu3RzN4M2keSo9PV1btGiho0aN8hl3u926YMECbd68uU6ePNknp5NMq41J0835flaemqWkpFhn/jiRhdrkzaTlcKB5nJ7Hw1kbmix5mDdvnlarVk2/++47n/HU1FSdNm2aNm7cWH///Xdr3Knr7dvJ4jRqE7w8Ttbmp59+0tKlS+sHH3xgjXkWZP/73//00ksv9Tlqw0nnkyVnzcKdJ1S1MWmaUVV9/vnntVWrVrlOZd27d6/efffd2rFjR8c2EoKRx6kv/XayOM2k2pi0LDZtnmJ5E7w8TjJtPUVt/DOpNsxTwctyMS2LTZunTKqNSTvTPNPkunXrNDo6WocMGWI95qnPhAkTtEuXLhdVFtPymJTF834HDhzQcuXKaffu3fXAgQM+OxNffPFFveKKK3JdpsYpps1T999/vzZv3tznaHaPO+64Q1u3bh2SLKrm1MbE6caUz4ranD2HqhnLPtPyhDtLhCCXOnXqSKVKleSdd96RjRs3WuPFihWTrl27yubNm+Wvv/6yxiMinCtjoFmcRm2Cl8fJ2lStWlUSExPlnXfeke+++05ERFwul4iItGjRQrKysmTHjh2OvX+gWXbu3BmSLOebJ1S1MWmaERFp2rSp7N+/X959911JTk62xsuXLy833nijfPPNN/Lnn386muGf5ClcuLAxWZxmUm1MWhabNk+xvAleHieZtp6iNv6ZVBvmqeBluZiWxabNU6bURlWlYMGC8sorr8hff/0l9957rxw8eFBU1XrOtddeK8nJyXL69GnH80REREhWVpbUr19f3n77bXn//fdl4MCBcuDAAes527Ztk9KlS0tWVtZFk8W0PCZlcblckp6eLnFxcbJo0SJZvny53HzzzbJy5UrrvZOSkiQ2NtbxZZ6ImfPUhAkT5NSpUzJmzBj57bfffD6Tq666So4ePSpHjx51PItJtTFtuhEx57OiNmfPYcqyz7Q8Yc/iSOvmAvDhhx9q5cqVdciQIT6naJ88eVKbNm2qCxcuvCizmJbHpCym5fFcF7J79+76xRdf+DzWunVrffPNNy/KLKblMWmaUVWdOXOmRkRE6EMPPaS7du2yxvfu3asJCQmOXE80v+QxKYtpeUyajk3KosryJr/kMelzUqU2Z2NSbUzKYloek7KomjUdm5TFpDye+8KsXr1ay5Urpx07dtRff/3VutTH4MGDNTEx0XqekzyXFTlx4oQmJyfr119/rXFxcdqsWTPt3Lmz3nTTTRoVFeXIfYRyntkVziyquS/rEq48nrOyvfOEuzbePNNpcnKy7t27V//66y+tWbOmNmnSRBMSEvS6667TEiVKOHZ/pbyYNE953uPQoUNao0YNbdmypf7vf//T9PR0dbvdOmzYMG3btq2mpqY6nsU7T6hrk/O+ISZPN6H8rDxnongv/6iNfyYt+8Kdx5R1lAdNlhzS09Ot/1+wYIHWrl1bExMT9T//+Y+uWrVKR40apXFxcY7dPN3ULKblCXeWnDNyOPPk3BD3zrJixQq9+uqrtXHjxvroo4/ql19+qcOHD9eYmBjHbiJnahbT8oR7Gj5bnrfeekuLFy+ugwcP1k8++US3b9+uo0eP1ooVK+revXsvujzhznK25Y1JtQn3dGxSlpx5WN6Yk8fkdWbOPOH+rKhN/sgS7jwmbROrmj2Pm5TFtDwm7Uzz7KDZtm2bli9f3mo8HTp0SCdNmqSDBg3S4cOH57pk6z916NAh6/899fD8N9RZVFW3bNli3cA5Z65Q5/n999+1bdu2+ueff4Y9y8mTJ/XMmTNWbbKysnymmQoVKui7776rqtn3aHznnXd01KhR+vjjjzt6ycacy2KT5ilPlj179uhff/2lR48e1Y4dO2qjRo20fPny2rFjRy1VqpSuXr3akfc3oTbe93PJa/4Ox3ST16U6w/FZbdiwQStXrqxJSUm5cpg4T4WyNjkzuN3usK2j/AlXHs/n4ZmOTakNTRb9+0Px/kDuvfdeVVX9+uuv9fbbb9eSJUtqvXr1tHbt2rpq1aqLIot3Hu+FXLjy5LUyCnWWEydO+M0V6jx53f/BO8v111+vqampumrVKp08ebLGxcVpw4YNtUmTJo5twHjznobDmSWveSrctTFhflL9e6XtybN9+3Z96qmnVDX7OtxdunTR6OhorVu3rlapUsXxPB7hypPXfUvCWZudO3fq0aNHVTX3sjicn5VJ6ymTsngzYVlswjrzbLku9nXmjh07rC/vJn1Wpq0zTZrHTdom9s4RrjwmbROrmjeP52TyPBXu2oRrZ9rWrVv11Vdf1REjRuhXX33l0+TYuXOnlilTRgcPHqxut9vK6H1z7GDavHmzlihRwufa8Z73DHUWVdWkpCR1uVz6+uuv53os1HlWr16tpUqVUpfLpfPmzVPV8NVmw4YNmpiYqC1bttRmzZrpzz//bD22a9cuLVWqlA4ZMkTdbrfj95ryyOtvDnfTx3vHsPd3lwoVKugLL7ygqtnNqiVLluiUKVN01qxZPg20YPGcdeA5SyLnTthQ1WbLli3qcrm0a9eu1pgnR7immy1btuj06dP14MGD1lg4PqvVq1drTEyMulwu67utpwbhqo3ns/G8n/c8Fcra/P777/rQQw/pLbfcojNnztRNmzZZj+3YsUNjY2NDul4wbZ05fPhw7dmzp06ePNnnYJBwrDO9XZRNlsOHD+vWrVt18+bNuR7zdLw8XwxUs2ey/fv3644dO4J+Y+MDBw7o2rVrdfny5WHPoqp69OhR3b59u88M7DnKafv27SHNs2/fPl22bJnOnz8/7FlUs1cA1113nW7ZsiXXY6HOs27dOm3SpInOnDnTGvMsNDwL/qFDh/ps4Jw8eVKPHj2qx48fD2qWbdu26euvv66TJ0/WLVu2qNvtDlsW1ex5at26dbp06dJcnX/PxlQo86j6nhbsXZtQT8MnTpzQgwcP6oEDB6wx73mqbNmyOmrUKOuxw4cP66ZNmzQpKcnnd4Jl48aN+vbbb/uMedcnlHlWrVqld955p8/rhiuLavaXOJfLpdddd13Y8+zcuVM/+ugjfemll6xTn703NC/mdabnM/HUw1uol3+mrTM3bdqk06ZN05MnT1pjno3ai3mdqaq6fv16dblc2rJlS2ssXLUxbZ1p0jxu0jaxqlnzuEnbxKpmzeNsF/u3f//+PL9/q4Z+Z9ratWu1QoUK2rVrV42Pj9datWrpk08+qZmZmZqenq4vvfSSjhgxIs+jiL3/Gywff/yxxsXFaYsWLfSOO+6wxs+cOWNlyXmZIaeyJCUlaVRUlI4dOzbPx1944QUdPnx4SGqTlJSkRYsW1ccee0z79u2rl19+ufVYZmZmSD+nDRs2aOnSpXX48OH61FNPaZ8+fbRTp06alpamWVlZOm/ePB05cmTIdgSrZn+XGjp0qPbo0UPHjRunK1eutB7btWuXlixZMmTz1K5du3zeP+djxYsX1zvvvDNkO8s3bdqkt956q3bq1EkHDhyo69at88kTyuXNTz/9pJdeeqnGx8dr586drfGMjAz96KOPdPTo0bnmbyetWbNGY2NjdeTIkbpx40ZV/Xs7dOfOnSH7rJKSkrRIkSL6yCOP6PDhw7V69eo+DY6PP/5YR40aFfRl3Nl45qnevXvrvffeqz/99JP12O7duzUqKioktdmwYYOWLFlSe/Xqpa1atdIrrrhCK1WqpIsXL1ZV1enTp4dsOaxq1jpz7dq1Ghsbq7fccoted9112qJFC3388cfV7XZrenq6vvjiiyGtTU4XXZNlzZo12qhRI61Xr57WqVNH27Rpo+vXr9e0tDQ9ffq0FitWTG+//Xafwjv1ISQlJWl8fLxWrVpVy5Urp02aNNEff/xRT5w4oRkZGSHNopr9BaVNmzYaHx+vNWrU0P79+1uPHT9+XIsXLx6yPGvXrtV69eppgwYNtFSpUtq6dWvrsZSUlJBmUc3+rCIjI/X+++/P9djRo0dDmmfDhg1aqlQpHTlyZK7T90+cOKE1a9bUO+64w+f9nVoBrF27VitWrKjt2rXTcuXKacWKFXX37t1Wllq1aoUsi2r2/F2rVi1t2LChVq5cWevWrasLFiywzgaIj48PWZ5NmzbpkCFDNCUlRVV9jzIKxzS8fv167dSpk8bHx2vz5s11/Pjx1mNHjx7V6Ohoa0PTaW63W48fP67R0dHqcrn0+eef93k81HmSkpK0QIECec7fhw8fDmkW1eydV8WLF9c6depo8+bNrY1ft9utx44dC2meNWvWaOXKlbVp06ZaokQJrVevnnXGT6inY9PWmevXr9fExERr+eL5UuB2uzU1NVVr1aplbYR7OLksNmWd6Xa79eTJk1q1alV1uVw6fvx460hCz7x/sa4zVbPn76ioKG3Tpo3WqVPH+rKUmZkZ8s/KpHWmqlnzuEnbxKpmzeMmbROrmjWPs13s38aNG/Wyyy7Tvn376vr163M9Hsqdadu3b9f4+Hh94IEHrEbluHHjtEaNGtYR78eOHXM8h7eFCxdqzZo1derUqdqgQQO98847rce877vntE2bNmlkZKQ+8sgjqpo9PXzzzTf62muv6bJly6yj3kOxk3z16tVaqFAhHTdunKqqfvvtt1q5cmX94IMPrOc4dYBcTmlpaXr99dfr0KFDrbHXX39d+/fvr+np6VbzOJQ7gzdt2qTR0dF6yy23aK9evbRjx45apEgRfeedd1T173kqFJ/V77//ruXKldNmzZrpjz/+mOvxX3/9VceMGROyBtTatWu1dOnSeuedd+rQoUO1c+fOetttt2l6erpmZmaGtCHmdrv1559/1jp16ujs2bO1Zs2ampiYaD2+bds2xzN427t3r1avXl1HjhzpM37q1ClVVV2+fLmOHTvW8abP6tWrNTIy0tonsW3bNr300kt12rRp1nO8L2kZCuvXr9fSpUvrXXfdpUOHDtUbbrhBIyMjdebMmZqamqorV64MyXScmZmpN998s8+25+rVq/X222/XAgUK6FdffWU9LxRMWmf+9ddfWrlyZZ0wYYI1NnjwYJ8De1RDV5u8XFRNlq1bt2r58uX1wQcf1JUrV+qyZcu0SZMmWqtWLZ07d66qqi5ZsiQkC9t9+/ZptWrV9IEHHtA1a9ZY18GtUKGCzpo1S1VVly1bFrIV0aZNmzQ2NlbHjBmjixcv1lmzZmmDBg2s0+BUszdsQpFn48aNGhsbqw888IBu2rRJf/zxRy1XrpwuXbrUes4333wTstqsW7dOixUrpg8++KA1lpKS4nNq5ddffx2SPOnp6dq/f39rw9vtduvKlSt13rx5Vp7169eHZKGye/durVGjhj766KPW0e3Vq1fX//73v9Zzfvvtt5At4Hbs2KGXXXaZPvzww/rnn3/qnj17tGPHjhoXF6dPP/20qmZ/2QzF57RlyxatWLGiFilSRHv16mU1WrzfO1Tzk2r2PBUTE6MjRozQOXPm6IQJE7RZs2bW0bBZWVn66aefhvTIK1XVnj176m233aYFCxbUqVOnWuNut1u//PLLkEw7a9eu1aioKJ+m0+nTp31uVjdv3ryQ1SYpKUmLFSumjz76qB48eFBLlCihU6ZMsR53u90h+6w885Qny65du7RSpUq6aNEi6znfffddSD4n09aZW7dutZoIl19+ubXDyrsWv/zyS0i+bJu2zvQYOnSoDhkyRIsVK6b//ve/feapn3/+Oc+zf4LNpHWm6t/z96RJkzQ1NVWrVKmi9913n89zQrVuMGmdqWrWPG7SNrGqWfO4SdvEqmbN42wX+7dnzx5t1aqVNmzYUJs3b66DBw/2OapcNXQ70zIzM3X69Onat29f3bdvn/V57N+/Xy+77LKQ3kDZ265du/TGG2/U5ORkffbZZzUhIUFHjBihgwYN0hkzZoSkPllZWTp58mR1uVzWAT7/+te/tGHDhlqyZEmtVq2aXnXVVSGp0eHDh7Vp06ZWg0U1+5r6jRs31gEDBjj+/jkdP35cExIS9KWXXrLGHnjgAb3ssss0ISFBq1Spom+++aaqhq7Rcvfdd/uc8X7gwAF96KGHtECBAjpjxgxVDU0zbN++fdq+fXtt3bq1du3aVTt16qRLliyxHg/19ufWrVu1evXqPjthH374YR00aJCq/n3psFDuhE1NTdVevXrpnj179OOPP9YaNWro9ddfr7fddpu1TRgqixYt0latWqlq9mfz73//W7t166bNmjXTt99+OyTb5ykpKdqtWzef+TslJUWvvfZan0uqhdLp06e1V69e+u9//9sa27t3r9auXVsLFSpkrTdDMX+np6frlVde6VMfVdWDBw/qXXfdpUWLFvW5VKGTTFpnZmZm6owZM3TQoEF65MgR67MYNmyY/utf/9J27drpgAEDdNmyZaoa2qa3t4uqyTJr1izt3r27z4Jj+vTp6nK5tFKlSvrdd9+pamhWBCtXrtQaNWrkutbjbbfdphUrVtT333/f8Qwex48f1x49eug999xjjXkWMqHeiDl8+LC2aNHC5zI4GRkZ+q9//UvnzJmjs2bN0v3794csz4EDB7RkyZLaoUMHa+yuu+7Sli1bau3atbVLly7WtQhDMROnpaVps2bNrOvRXnXVVZqQkKDFixfXihUr6uOPP+7IpYvy8uWXX2qTJk2sI/RUVa+99lp97LHHdOjQofrFF1+ELItq9o7w9u3b64kTJ6yF/yeffKJFihTRGjVqWNcUdvpzSklJ0f79+2vv3r31+eef1xYtWmiPHj2sRovniO5QOXLkiHbu3Nmnu5+SkqLNmzfPdQRLqHg+g8TERH3hhRf0P//5j7pcLn322WdVNftzS05OdjzHnj171OVyae/eva2xESNG6FVXXaVt2rTxuVxDKDbEN23apC6XSx944AFrbOLEiVqrVi39448/HH//nObMmaOtWrXyOTKlY8eO+uqrr+qkSZN07dq1IftSYNI6MzU1Ve+9917t1auXzpkzR1u0aKEJCQlWoyWU87hp60zVv7ehbr75Zn322Wf166+/1oIFC1oZX3/9dZ/1hpNMWmf+8ccf6nK5fL70z5gxQ8uUKZPnpbGcZso608OUedykbWJVs+Zx07aJVc2ax9ku9u+bb77Rzp07a1JSkr711lvapEmTPBstofLWW2/p9OnTfcYOHDigpUqVsvYHeAtFjVJTUzUhIUFXr16tqamp+p///EdjY2PV5XLp2rVrVTU026L79+/XO+64QwsXLqz169fXnj17alJSkqanp+tHH32knTp10j59+uR5T6Zg+/XXX63/9/ztH330kRYpUkS///57x9/fm9vt1htvvFEbNGigH374od5///1arFgxfeutt3TBggU6ZcoUjYiI8GkuOK1nz546ePDgXOOPP/64ulwuXbBggZXdSStWrNCrrrpKly1bpl988UWejZZQmjNnjg4cONBneTty5EhNSEjQZs2aaZs2bawDxkK1rjp9+rQ2btxYP//8c1XNPlDDc58hz/wdiuaGqup///tfbdeunaqqtm3bVrt06aIPPPCADhs2TF0ul06aNElVna+N96UjPd8dli5dqi6XSz/88ENH3zsvJ06c0ISEBKtB6fk8Bg8erImJiepyuazPLxTuuecebdmypR45csRnfOfOndqrVy9NTEwM2Zl8Jq0zt27d6nM27OTJk7VIkSI6ZcoUnThxot5www1arVq1XGc2h9JF1WS5//77tVatWj5jH3/8sY4ZM0bbtGmjdevWDVmW7777TsuUKaN//fWXqqrPjqobb7xRy5cvbx2B5fQC7sCBA3rbbbfp7NmzVfXvhdzMmTP1yiuvtK5t5+F0E+rpp5/2WSk/+uijWqhQIW3WrJnGx8druXLlrO5kKBpivXv31iZNmuisWbP0iiuu0KuvvlqfffZZffnll7VBgwZap04d65rzTn9Wp0+f1o4dO+pHH32kEyZM0M6dO+uGDRs0NTVVx48fr/Xr19c33nhDVZ2vzTvvvKMlSpSwNgyefvppLViwoN58883aunVrrVGjhk6bNi1kR4lMmzZNK1So4DP21Vdf6aBBg7R79+56ySWX+NwbwElTpkzRd999VzMzM/Xdd9/N1WgJ5ZEzW7Zs0f79+1sb2p73fvTRR61TUPO6Z4yTPO83depU68jgl156SSMiIrR+/fratGnTkO00uuKKK7RevXr69ddfa5s2bfTKK6/UBx98UMeMGaNVq1b1uWeC0/73v//pc8895zO2ePFijYuL048++khVQzvtPPvssxoTE2NtwHnm8a5du2q9evU0Li7OOgvU6enm22+/NWadqar62muvWevMpUuX5mq0hPJzMm2d6XmP2bNnW0dgff7551qoUCHrGr47duxwPIdq9g5YU9aZv/zyi77yyis+Y2vWrNG6detaR8eFcrp58sknjVlnqpqzXWzaNrGq6jPPPGPMPN6nTx9jtolV2S4+G5O2i9PS0nyua//GG29YjRZPvVRDd1Nab573TEtL09q1a/s0vefPn687d+50PEN6erpmZGRop06drEst3XDDDRodHa3x8fG5LoPitIMHD+rQoUO1adOm1hktHs8995xecsklITtYIq/7CF1++eX60EMPqWpop5VvvvlG+/btq9ddd53WqFFDX3vtNeuxM2fOaL169awd1KHw8MMP66WXXqp79uxR1b9rlZ6ernfddZfWqVNH9+3bF5IsSUlJ1v8vWLDAarT88MMP1rj3TcSddPToUZ8DNqZNm6ZFihTR559/XmfMmKFDhw7VQoUK+Sx7gs37b/R8Lrfccot+/PHHqpq9XRMTE6OXXXaZz9lIofDFF19okSJF9O2339aePXv6NKPeeecddblcPmfKBpu/s/I8l1Tv3r27DhgwQE+dOhXS+Ts9PV2vvfZaHTx4sPXdd/v27VqmTBn96quv9NZbb9XWrVuH7ADDOXPmaOPGjfWZZ56x9iF5vPXWW1qhQoWQrJ9yMmGd6clw+vRpTUxM9Gl+/fjjjxoXF2ddUi0cLvgmi/eM+fXXX2v9+vX1ueee07S0NF2/fr0WK1ZMX3jhBd21a5dWrlzZ2hHpBO/utNvt1nr16vksVD3XuVdVrVOnjs+pak7mSUtL099++80nm2r2TqQWLVr4jDmdJacFCxZo5cqVdf78+da1Ttu3b+9zFF0o8vTv318LFCigPXr08Lkkwp49e7Ry5co+Rxg6naVXr17apEkTve222/S9997zeey2227Txo0bhyxLs2bNNCYmRjt37qyFChXyWZiNGDFCq1atmqv77lSejRs3apUqVXTEiBF64MABXbFihUZFRekzzzyjqqrVqlXz2RgOtuTk5Dw3ZM+cOaPvvPNOrkZLWlqao0cfJCcna3Jysh4/fly//PJLa9wzL0+ePNm6HmwodoQkJyf7zDuq2Ue0d+rUyfp38+bNtUCBAo4v+5KTk60vJKqqV155pbpcLr3++ut9Mv70009avnz5XPeMcSLPsWPHfDY6vT+Tvn37akJCgs86wsksno3t5ORkrVGjhl5yySV67bXXasGCBfWrr76yztS44YYbtEGDBiE58srtdmudOnXCus7MK5Nq9o7xJUuW5Gq0nDp1Srdu3RrSLwjhWmfmZf78+dq4cWPr7+/QoYMWKFBA+/XrF9LTt3v27Bm2daa3vL5wq6ree++9IW9oqGafOVe5cuWwrTNzysrK0rp164Z9Hj916pTPjXvDsU3skdeyNVzzuPf66aabbgrbNrE3z+cQ7nnce3po2rRpWLeLvfNs3LjRqHk853yT1xktkydPduTSI9u2bdP//Oc/OmvWLP3iiy/yzHXmzBmtW7eudfbE+PHj9ZJLLgn6QQHeWby3z1VVx44dq2+++aYOGDBAy5cvrz/88IO+9NJLWqlSJcfOPvfO43052IMHD+qyZcusbT5Pc/Czzz7TOnXq5NqmD3aWnLXxnn4mTJigsbGxjp4ZdrZpJjk5WWvXrm3t2PPci69ly5bWUfBO8d6WWL58ubZu3VqHDRtm1cLz+Ndff60VKlTQ1atXhyRLTgsXLtQuXbpo586drYME7rvvPv3ll18cy5NXA/vMmTM6ZMgQn2Xx1q1btUKFCta9a4LJ8x1ANXd9pk2bppMmTdL+/fvrJZdcor/88osuWLBAY2JitG/fvkHP4s07S1ZWlvbr10+rVq1qHRiRmZlpPadx48bW1SWC6Wy18fbCCy9oVFSU/vnnn6rq/DaXdxbPVUjatm2r48eP16ioKL3rrrtUVfX999/XKlWqOHLvkT179uhnn32m8+bN0xUrVljjQ4cO1dq1a+srr7xibfOpZt+LrkaNGrphw4agZzlbHu95LFTrTO8s3tvnniw5m7cbNmzQBg0a+Dw31C7oJsuGDRv0kUcesb6kHThwQEeMGKFVqlTRypUra1RUlA4bNkxVs4+YK1eunM6cOdOxLAMGDPA56uOzzz7TKlWq+Byd4tmQ6devnw4cONCRLN55ct5Iz3sh89prr2mzZs2sfw8fPlyvv/56x7LkdUTM5s2brYWHZwE7duxYR79MeufxXqg/9NBDPjfaU82eua+88kqfywo5lcVj+/btWrduXXW5XNZZAJ6cH3zwgbZo0cKRnbH+PqeFCxfqu+++q+3bt9eTJ09aN01buHCh1q5d27GbNebMc+LECX3hhRe0cuXKWq5cOY2Ojtbhw4eravbnVKdOHX3iiSccybJ+/XqtXr26dbaBZz7yLPwzMjL07bffthotycnJeuedd2rnzp0d2UHtyeM51dYzfXhPz5MnT/ZpcDz44IN69913Bz2Ldx7vszHcbrd+9dVX2rlzZ1VVHTRokJYvX15Hjx6thQsX1ocffjgkWTzuvvtua+eMp06pqalau3Ztn8v7OJGnWrVq1qVO8rr57IIFC7RGjRr62Wef+Yw7kSVnbQ4fPqzvvfeePv/883r99ddrZmamdQTP22+/7dNUCKaDBw/qypUrdc2aNVZjMpzrTO883pfI8Mzjbrdbf/jhB6vRcuDAAR02bJi2adMm6Ec8eWfJuWM+HOtM7zyev9Xtduv69eu1S5cuqpo9f1esWFGfffZZjYqK0sGDBztyWbW8ppsdO3aEZZ3pybNixQpNSkrKNR14fxmoUaOGvvjiiz7ZnMjiqc2pU6c0PT09bOtM1ezla1ZWlnVtdNXsM54uu+yykM/jniye7RcP7/VzqLaJvfN418Yj1PO4vywTJkwI+Taxvzw7duzQ2rVrh3we91ebzz//PCzbxTnznDp1Sl988UW99NJLQz6P+9tx73lvD0+j5fbbb9e+fftqRERE0HcarV27VmNjY7VFixZavXp1LV68uN5+++26d+9en+cdPXpUy5Ytq8uWLdNHH31UixQp4rNzycksnu8yjz76qLpcLq1atap1AOTRo0f1lVdesc7yczrPoEGDzno2+X333acdO3YM+oEB5/M5eaadXbt2aaNGjfThhx92ZJvYX128s1x//fU6cuRI3bdvn6alpenEiRP1sssuc+wSNd7b2t7z0NSpU7VJkyY6evRon+/ou3fv1vj4eEfOSDjbznLvbRjPpcO6dOmi1113nbpcLl21apWjefK6OkPOnbCes6HyuszRP7Fx40atWrWqdZaV93uqZt+6wOVyaXx8vDV/nz59WhcsWGA1FILN32f1v//9Txs3bqxFihTxaWxnZWVp27ZtrfsLBcu5aqPqu7+iVatWOmDAAEfvReVdG+/tvbfffltvueUW7dWrl8+Blh999JEmJCQEvcmydu1arVatmjZv3lzLlCmjTZs29blE7q233qoNGjTQ4cOH65YtW/TQoUM6ZswYrVmzpiOXV88rj+fKFd5Ctc48V5ac35vGjRunzZo1sy5fGw4XbJMlKSlJIyIifG6mrJp9f4LffvtN33//ff3666+t8f3792vbtm118eLFQc+ydu1ajYmJ0VtvvdXn+nFHjhzRp59+WuPj43XIkCE+v9OvXz8dMmSIZmVlBf0Lt3ce72vh5twR+/7772vz5s1VNbszWaxYsaDfYMlfbc72N99yyy3673//2/HaePJ4rwByfpHKyMjQ7t2761NPPXXO3MHIopq9w2HevHlapUoVbdSoka5fv97aCXHvvfdq586d8/xiHuws3nV56623NCEhwed3hg8frm3atHHkbA1/tUlLS9M9e/bol19+6XOkTEpKil599dXWCiuYn1NSUpJGR0drkSJFtGXLlrlWvJ73ysjI0HfeeUdbtWqlZcqU0aioKEeO5vHO06JFC78bAi+++KJee+21qpo9fzuxYsyZJ2d9Tpw4oddcc41eccUVWq5cOU1KStKsrCydOnWqxsTEBH3D4VyflfdOGM9RaZ06dXLsuuXnyuORlpamCQkJjh7llDNLzsbJtGnTrKO4Pe655x7t3Llz0JsIa9eu1Tp16miDBg3U5XJZN1g+evSoPv3001qzZs2QrzNz5vF+D+9155IlS7R169YaGRmpUVFRQb/XRl5ZzvU3O73O9FebjIwMvfrqq7VmzZparlw56wvl//73Py1XrlzQLwnorzZnzpzRDz/8UKtWrRqydebZ8uSUkZGhnTt31quvvjroGfxl8TSOPevMxYsXh2ydqZp98/Srr75a27dvrzVr1tRXXnlFd+/erZmZmfrMM89ojRo1QjaP58zy6quv6rZt26zHQ7lNfD558uLUPJ5XFu/7g+XVlHJqm9hfHk9tQr1dnNc07L2TLNTbxTnzvPzyy9aR7Xv37g3pdnEgO8tVs89qLliwoJYsWTLoR92fOHFCW7ZsaZ0Ft2/fPv3iiy80JiZGu3Tpolu2bPF5buPGjbV9+/ZapEiRoB8Fe7YsnTp10r1792pGRoYOHTrUOjLYycunnS1P586dczV1duzYoffff7/GxMQE/TJLgXxOqtn16NSpk7Zv3z7oB2ycb5bHHntMmzVrpnFxcfqvf/1LK1So4EgDQTXvHdTeO58nTpyoV1xxhV577bWalJSkf/75p44bN04rV64c9MuFBbKzXDX7AKnSpUtrqVKlfC4pFq48qqoPPPCANmzYMKi12blzpzZq1Ejj4+O1fv36OnnyZOsx7+Xd2LFjQ3aEfV618W4mvPvuu1qrVi2Njo7WTz75RL/++mt98MEHtVKlSkFtFp6tNv6WbUOGDNErrrjCsbO886pNzmVJzgbPXXfdpZ06dcq17fNPbNmyRStVqqRjxozRY8eO6cqVK/WWW27RQYMG+eyXmDx5srZt21ZdLpdefvnleskllziyvDlbHs9Bsh5OrzMDyaKavY4aPXq0li5d2pEzYgNxQTZZ1qxZo1FRUTp69GifcX/XwM3IyNDx48frZZddFvSji44cOaJNmjSxzphRVT158qS1UD916pS++uqrWr58eW3cuLEOHTpU+/fvr8WKFfPZeex0nrx2drzzzjt61VVX6cSJE7VQoUI+lxQLdRbV7M/pwQcf1Li4uFw3Rg1HnszMTH3wwQe1QoUKQT+66FzTjarqokWLtEaNGnrppZfq1VdfrT179tRSpUoFfaFyPnXZvXu3xsTEaNeuXfWll17SO++8U2NiYhxZwJ1PbbylpaXp+PHjtUKFCrp9+/agZklKStKiRYvq+PHj9bPPPtNq1apZRwzldSTNyZMntU2bNlq6dGlHbvZ5vnlUs6/x3qdPH508ebIWLlzYkQ2+s+XJyMjQQ4cOafPmzbVu3bo+y5fTp08H/XIaZ8uS11EybrdbH3roIb3sssvOuYMr2Hm8PyvPxudnn32mJUqU8Dk4IBRZPBvjK1eu1EqVKungwYN17ty5+u9//1tjY2OD/kV7y5YtWq5cOR07dqxu375dX375ZXW5XNapx8nJySFdZ+aVJyIiIte2guczS0tL027dumlMTEzQ85xvFg+n15nnynPy5Em9+eabtWnTprm2H4J9w1x/043nusCnTp0K2TrTX568PivP/LVq1SqNiIhw5Obu56pNTk6uM1VV//jjDy1btqwOHz5c586dqw8//LB1ucY1a9Zoenq6vvrqq1qhQgXH53F/WXr16uVz/whV57eJA82j6uw8frYseR0Z7eQ28dny9OzZ09p+WbRokcbHxzs+j5+tNp574+zatUtjY2NDsl18ttrkNd04OY8HsrM8KytLMzMz9d5779XSpUs7sg5PS0vTJk2a5DrravPmzVqmTBm97rrrrPX3kSNHtHLlyhoTE+PIzuBzZbnmmmuC/p7/JI93bX766ScdNGiQ1q5d25HLTwWSxbPe3Llzp8+Ns0OVpXv37tbYggUL9Mknn9QZM2Y4dgbL2XZQe+8UfvPNN7Vr167qcrm0fv36Wrly5aDvhA1kZ7nb7dasrCwdPny4lihRwpHvvYHuvP/99991xIgRWrp06aDO4263W5988klNTEzUr776SidNmqS1a9f2yePEwTxnc77TzY8//qi33HKLFi9eXOvWrasJCQlBnW7OpzZ57aM9fvy4I9sSqmevTc7bO6iqLlu2TO+55x6Njo4O6jr8zJkzOnLkSO3bt6/PZ/L6669rbGxsroNNk5OT9YsvvtClS5c6ckZsoHmOHTvm2Doz0CwrVqzQu+++Wxs2bOjI+jtQF1yTZevWrVq6dGm96aabVFWto6Jvv/127dOnjy5ZssRn5vnll1+0e/fuGhcX50g3cMeOHdqyZUtNTk7WrKws7dWrl7Zu3VqLFSumd911l3UU3F9//aW33HKL9unTRwcOHOjIiuhseaKiovTuu+/Wb7/91nrujBkz1OVyacmSJR3ZARtIlu+//15vuukmLV++vGNHiQSS55tvvtHevXuHZboZOnSodW3TM2fO6OTJk/W+++7TcePG6aZNm0KWxVOXb775RlWzb6bZpEkTbdy4sV5zzTVhm4Y9eVSzF7ie654G+3NauXKlRkZGWkcEu91urVu3rvbu3TvP53t2hhQpUsSRhX+geR5//HF1uVxaokQJR+bv882zZcsWnyNjnRBobX744Qe9+eabNTY21pH5O9A8qtkHD7Ru3TroN5M73yzHjx/X1157TePj47VOnTraoUMHR24Y+eCDD+ba0dC1a1ddunSpLl261Grubt26NSTrTH95li1bpj/99JNPAy49PV2nTp2qhQoVcmQnRCBZvvvuO8fXmWfLs3TpUj169KieOHEiJDe5P9d047mExpkzZ/Thhx92dJ15tjx5fVZut1t37dqlffv2dWQnzbmyeL/nr7/+6tg60+O+++7Tfv36+YzdeuutWqRIEe3Zs6d1k+W//vpLb731VkfncX9ZihYtqr179/ZZN7722muObhMHmsfp7eJzZfFuMn377beObhOfLY9nuvHs+Dh9+rQ+8sgjjs7j5/s5ffXVV3r55Zc7vl18rjzeZymvXLnS0Xk8kJ3lqtnLHJfL5ciZ1KrZzf6KFSv67ETzHFjjOSjz0UcftR574oknHFsvnE+WRx55xJH3tpvHuzbfffedYze7DzSLk/doOJ8sobq5/fnsoM559P3y5ct1w4YNQT+Dxc7O8rVr12rFihUdWWcGmmf9+vXWZYScaHbv27dP33rrLVXNvkWBJ4/35a/9HfAdbHammz///FP379/vc9+PYDmf2ng3xZy812eg001WVpbOnz9fW7ZsGfT9N2lpafrss89at6vwLNc890z0zMOhurfn+ebx9thjjzmyzrSTZcmSJbkuAxouF1yT5bPPPtNKlSrpfffdpytXrtQOHTpohw4dtFu3btqlSxd1uVz60ksv+fzOtGnTrC91wbZmzRqtUKGCbtq0SXv27KmdO3fWTz/9VF966SXt0KGDdunSJdfRcE4ugM+VJzEx0cqzfPlybdmypWNfCs43S1ZWlv7yyy86fvx4xzZ8A8mTmZmpS5cu1eHDhzt2s6lzZenatat1KrnTzmca9uxsdbvdmpKSEtTTKAPN4z0Nq2Yf2ePEdU7Hjx+vI0aMUNW/59n33ntPq1atajXBcpoyZYpjpy8Gmufjjz/WhIQER44cPN88odpoCKQ2p06d0g8//FAHDx4c1trkJdhH/59vlpynBu/bt8+RLKrZO4u6du1qncnkuT55s2bNtFy5ctqpUyf94YcffH7HyXXm2fJccskl2rlzZ588b775pmPbE+eT5fvvv1dVDck681yfVceOHR25FridLJ06dfJpwIczT17TjWruSy+FK4tT60yP3r176z333KOqat0357HHHtNOnTppzZo19YEHHsj1O07N42fLUqtWLZ/7cTm9TRxInrS0NMfn8UCyLFu2zNFt4kDyhMK5snhPw6HYLg60Nk7O44HuLFdVR+7r5u2ZZ57RSpUqWfe188702GOP6RVXXOHITdztZjl8+LDjN3oOJM/FWJvzyeI52E/V2abP+eygdvK+FYFmyfndzonLI9rNs379eusyik7bu3dvnnk++eSTkHz/PZ/a5HXWRijkh9rkzOFZtwab94FOns9g3759WqNGDZ8DK506gMVuHqcOjLCTJZw3uPfngmuyqKrOnj1bL7/8ci1fvrx269ZN9+/fb618PDflcXLHg0dWVpbu3LlT69evr6+88or27dvX5wvI999/r3Xr1tVZs2apat43pw5nnhMnTji24Xu+WTzdy6ysLEe72nbyOLVBY9J0E2hdnBZobZyU106fP/74QytUqKCPPfaYqjo/T9vNo5p9yqmTG5qB5nFSoFnOnDnj6A4Ru7Vxol4mfU6qqq+++qpGRUVp7969tX///lqwYEH96KOP9OTJk/rzzz9r27Ztddy4cT73HnAy3/nmCUWNzjeLqvPrzEDzOC2QzykUO0UC/aycFMg8FQojRozQ8uXLW9fZ3rdvn5YuXVoXL16sr776qhYtWjTXZRCc+qzOlaVYsWI+l79zemfw+eTx/mLp5DweSBa32+34Tr5APiuPcE03RYsWDfpZp/8kT161cdL57iz3TL/B/Jz27t2ry5cv10WLFlnbN9u2bdM+ffpo27Zt9csvv/R5/owZM7ROnTpBv7ecaVlMy0MW+862gzpUZ0qcTxbPPG/Czvt58+Y58l45pxtV9fl+smfPHivPpEmTdPjw4epyuXTPnj1Bz3M+eUPV2LhQavPxxx8HfZ7y1OaLL77wqbv3+/z+++8aGxtrbUc89NBDWrp0aU1OTg76/GRSHpOy/FMXZJNFNftI3O7du+e6KeWxY8e0bNmy+tprr4Usi2ehUahQoVxdvx49ejh6M2O7eUI1kebH2pCFz8lbzg2TKVOmaNmyZUPSyCVP/s1iWh6Tsrz44os6depU7d27t951110+j916663atm3bkO0QPp88bdq0CVme88kSyi/Z+a02TDfhz7Jjxw5t1aqVFi5cWLt06aLFihWzbnKfnJysFStWDNkZUCZlMS2PSVlMy2NSlnDnMWkH9Zo1a7Ry5cpas2ZNLVmypNaqVUvff/99TU9P1xUrVug111yjzZo1s+59lZ6ermPGjNErr7wy6Ecpm5TFtDxkOTuTdlCblMWkPDmnm9q1a+vs2bOtS21559m7d69OnDhRXS6Xli5d2rGj7qmNf/mlNp4smzdv1rJly+qRI0f00Ucf1aJFizpSG5PymJQlGCIln9u8ebO89dZbsnv3bmnYsKF06NBBLr/8cunfv78kJCRIfHy8iIioqrhcLklOTpby5ctLjRo1Qpblueeek5SUFHnzzTflm2++kfj4eClZsqSIiBQrVkxq1aoV9Cz/NI/L5TImixNMykOW/JEnZ5arr75aGjVqJBEREeJ2uyUiIkJERK666ip59913ZenSpVK7dm3JysqSAgUKkCeEeUzKYloek7O0b99emjZtKsOGDRMRkeHDh0vRokVF5O91uIhIvXr1fLKGO0/9+vWDnuefZFHVoOUIRh6TasN0E97adOrUSRISEuTLL7+Ul19+Wdxut9x8883Sv39/ERHZuXOnFCtWzFqfX6hZTMtjUhbT8piUxbQ8a9eule7du0vhwoXlwIEDcskll8jDDz8svXr1kjFjxsjkyZPlwQcflCNHjki/fv0kIyNDtm7dKnFxcZKVlRXULIcOHZIbbrhB+vfvL4MHD5YiRYrIyJEjZdKkSfLHH3/I2LFj5bHHHpMZM2bIgAEDZOrUqVK0aFHZvHmzfPvtt1KiRIkLMotpechydjnnqfLly8vEiROlc+fOEhMTI263W0REKlSoIHfeeaeoqjzyyCNSqlQpWbFihVSoUOGCzGJSHn/TzaOPPiqbN2+We+65R8qWLWtti5cvX162bdsmJUqUkKVLl0rdunWDksMbtfEvv9VGRKRUqVJSqVIlGTp0qHz88cfy008/yeWXXx6UHCbmMSlL0IS+rxM8GzZs0FKlSmmfPn30rrvu0ksvvVSbNGmS654r3iZMmKAJCQlBvylOXlkaN26sr7zyiqqqHj58WPv376+RkZE6bNgwffLJJ3XEiBEaExPjyPXbTcpjUhbT8pAlf+Txt6x59dVXred4Hxlx8803a9WqVYOagTz5L4tpefJDlpdfftl6ziOPPKJRUVG6ZMkS/emnn3TSpEkaExPjyHX/TcpjUhbT8piUxbQ8JmXxl6dRo0Y6Y8YM6zk5z54ZM2aMNmrUSA8dOnTBZjEtj0lZTMtjUhbT8hw8eFBr166tDzzwgP7111+6Z88eveGGG7RmzZo6efJkPX36tCYlJeldd92lkZGR2rBhQ23RooWWLl1aV69eHdQsqtm1qVKlSq4jWseOHav16tXTp59+Wt1ut3WZxEcffVRnzJjhyL1pTMpiWh6y+OdvnqpTp45OmjTJujeO99VGBgwYoNHR0UFfh5uUxbQ8Z5tuGjRooNOmTfM5U2/WrFlaqlQpx+6pQW38y6+12bhxo7pcLi1atKgj60vT8piUJVjybZPlxIkT2rlzZx0zZow1tnv3bo2NjdVy5cpZ15L3WLRokd5zzz2ObNydLUtcXJxOmTLFGp82bZp27txZGzVqpNdcc40mJSUFNYtpeUzKYloesuSPPOda1jz++OPWuOf60t999502aNAg6M1c8uSfLKblyU9ZPDfFzcrK0htuuEEjIiK0Zs2a2qhRo5Avb0Kdx6QspuUxKYtpeUzKEkgejyVLlui///1vLVGiREi30UOdxbQ8JmUxLY9JWUzMY9oO6qSkJK1UqZIuWbJEVdXnvnr33nuvVq5cWdesWePIe5ucxbQ8ZPHPpB3UJmUxLc+5ppuqVav6TDf79+/3uYF3sFEb//Jrbfbt26f33HOPo5fsNimPSVmCJd82WVJTU7VZs2Y6e/Zs69+qqn369NGrrrpKW7VqpQsXLlRV1ZSUFJ0+fbq2aNFC165dG/IsLVu21M8//9zn+U7eWNmkPCZlMS0PWfJHnkCWNR4pKSmO3VSePPkji2l58lOWli1b+mRZsmSJrlu3LmyfUyjzmJTFtDwmZTEtj0lZzidPzuXN0qVLdejQobp+/foLOotpeUzKYloek7KYmMe0HdSqqs2aNdMOHTpY/z59+rT1/02bNtV+/fpdlFlMy0OWvJm0g9qkLCbmOd/pJhT3SKQ2/uXX2qiqpqWlOZbDxDwmZQmG4F58OURUVU6ePCl79uyRPXv2iEj2fRh2794tGzZskIEDB8rJkyflo48+EhGREiVKyF133SVffPGFNGjQIORZUlNT5ZNPPrF+p2jRolKoUCHrutgXah6TspiWhyz5I0+gyxrP75QoUULi4uKCmoU8+SeLaXnyW5bU1FSZN2+e9Ttt27aV+vXrh+1zClUek7KYlsekLKblMSnL+ebJubxp3bq1PPvss1KvXr0LNotpeUzKYloek7KYmEdEpGHDhlK+fHmZNGmSiGRvh585c0ZERKZPny5ly5aVJ554wpH3FhFJTU2VEydOSEpKijX22muvyYYNG+Smm24SEZHChQtLZmamiIi0a9dOUlNTL/gspuUhy/k71zwVGxtrzVNZWVlSrlw5qVq16gWfJdx5/sl048R9PnOiNv7l19qIiBQpUiQoOUzMY1IWxzjdxQmmnB3Pl156SV0ulw4aNEgffPBBLV68uA4ZMkRVVefOnatVqlTR5OTkXNenvdCymJbHpCym5SFL/shjUhby5J8spuUhS/7IY1IW0/KYlMW0PCZl+Sd5PJcnvFCzmJbHpCym5TEpi2l5Tp48qSkpKXr8+HFrbNWqVRoXF6c33nijNeZ575EjR+q1114b9Byq2ZeA6dSpkzZu3FgrVKig7733nqpmH936/vvva5kyZbR3796anp5uLe9uvvlm7devn2ZkZPhcf/9CymJaHrKcnUnzlElZTMrDdOMftfHPtNqYlMekLE7KN02WzZs369NPP+1zbfisrCx96623tFmzZtqlSxd98sknrcdefPFFbdy4sSMfhElZTMtjUhbT8pAlf+QxKQt58k8W0/KQJX/kMSmLaXlMymJaHpOymJbHpCym5TEpi2l5TMpiWh6Tdops2LBBY2NjdcSIEfrf//5XR44cqQULFrSuoZ+amqqffvqpVqpUSWvXrq3XXXed9u3bV6OionTdunVBy2FaFtPykOXcmUyap0zJYlIeppuz56A2/nOYVBuT8piUxWn5osny559/akxMjLpcLh0/frweOnTI5/G0tDSf67apqg4bNkx79+6taWlpQV34m5TFtDwmZTEtD1nyRx6TspAn/2QxLQ9Z8kcek7KYlsekLKblMSmLaXlMymJaHpOymJbHpCym5TFpp8jhw4e1U6dOeu+99/qMt2/fXv/973/7jKWkpOiYMWP09ttv12HDhumGDRsu2Cym5SHL2Zk0T5mUxaQ8TDf+URv/TKuNSXlMyhIKxjdZTp48qYMGDdJbb71VX375ZXW5XDp69GifDU7vjclNmzbp8OHDtUSJEkG/yb1JWUzLY1IW0/KQJX/kMSkLefJPFtPykCV/5DEpi2l5TMpiWh6TspiWx6QspuUxKYtpeUzKYloe03aK7N+/X5s3b27dxNhzNPJtt92m/fv3V9Xs2uS8JKITl0g0KYtpecjin0nzlElZTMvDdOMftfHPtNqYlMekLKEQGe57wpxLRESEXH755RIbGys33HCDlClTRvr16yciImPGjJEyZcqIy+USEZETJ07I4sWLZfXq1bJkyZKg3+TepCym5TEpi2l5yJI/8piUhTz5J4tpeciSP/KYlMW0PCZlMS2PSVlMy2NSFtPymJTFtDwmZTEtT0ZGhhw7dkx69+4tIiJut1siIiKkatWqcuTIERER0ewDNqVEiRLy5JNP+jwv2MqVKyfvvfeexMfHi0j2jYojIiKkYsWKsmPHDhERcblc4nK5JCUlRaKjo62xCzmLaXnI4p9J85RJWUzLw3TjH7Xxz7TamJTHpCwhEZ7eTmBOnjzp8+8PPvhAXS6X3n///ZqcnKyq2TcHPHDggGZkZOiRI0cuiiym5TEpi2l5yJI/8piUhTz5J4tpeciSP/KYlMW0PCZlMS2PSVlMy2NSFtPymJTFtDwmZTEtzx9//GH9f3p6uqqqPvjggzpgwACf53nfaDgUN6b1Prp1woQJ2rlzZ+vfU6ZM0Weeeca6ufHFlMW0PGTJzaR5yqQsJuZRZbo5G2rjnym1MTGPSVmcki+aLB6ZmZnWDPH+++9bp1Dv2bNHR4wYodddd52eOnXqostiWh6TspiWhyz5I49JWciTf7KYlocs+SOPSVlMy2NSFtPymJTFtDwmZTEtj0lZTMtjUhbT8pi4U8RTmwkTJmjXrl1VVfWhhx5Sl8ulSUlJF20W0/KQJW8mzVMmZTExD9ONf9TGP5NqY1oek7I4IV81WVR9r9X2wQcfaMGCBbVWrVoaGRlp3dzoYsxiWh6TspiWhyz5I49JWciTf7KYlocs+SOPSVlMy2NSFtPymJTFtDwmZTEtj0lZTMtjUhbT8pi2U8RTl0mTJukdd9yhTz31lBYuXFh/++23izqLaXnI4p9J85RJWUzLw3TjH7Xxz7TamJTHpCxOyHdNFtXsmcczA/3rX//SmJgYR24+mN+ymJbHpCym5SFL/shjUhby5J8spuUhS/7IY1IW0/KYlMW0PCZlMS2PSVlMy2NSFtPymJTFpDym7hR57LHH1OVyacmSJXXFihVkMTQPWXIzaZ4yKYuJeVSZbs6G2vhnSm1MzGNSlmDKl00W1exTqEeMGKEul0vXrFlDFkPzmJTFtDxkyR95TMpCnvyTxbQ8ZMkfeUzKYloek7KYlsekLKblMSmLaXlMymJaHpOymJbHtJ0iK1asUJfLpRs2bAh3FKOyqJqVhyz+mTRPmZTFtDxMN/5RG/9Mq41JeUzKEkwRko/Vq1dPVq1aJQkJCeGOYlQWEbPymJRFxKw8ZPHPpDwmZREhT37JImJWHrL4Z1Iek7KImJXHpCwiZuUxKYuIWXlMyiJiVh6TsoiYlcekLCLm5OncubOIiPz000/StGnTsGYREWnatKmcOHFC6tatG+4oRmURMSsPWfwzaZ4yKYuIWXmYbvyjNv6ZVhuT8piUJZhcqqrhDmGXqorL5Qp3DBExK4uIWXlMyiJiVh6y+GdSHpOyiJDnbEzKImJWHrL4Z1Iek7KImJXHpCwiZuUxKYuIWXlMyiJiVh6TsoiYlcekLCJm5UlNTZWoqKhwxwAuGCbNUyZlETEvj0mojX/UBuGSr5ssAAAAAAAAAAAA4ZKvLxcGAAAAAAAAAAAQLjRZAAAAAAAAAAAAbKDJAgAAAAAAAAAAYANNFgAAAAAAAAAAABtosgAAAAAAAAAAANhAkwUAAAAAAAAAAMAGmiwAAAAAAAAAAAA20GQBAAAAAAAAAACwgSYLAAAAAAAAAACADf8HkhzUxzc10tYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "idx = data.columns.get_loc(INTEREST_PAYMENTS_TO_DPI)\n",
    "ax = data_quarterly.iloc[:,idx].plot(figsize=(20,10), grid=True,\n",
    "                                    title=INTEREST_PAYMENTS_TO_DPI + ' from %d' % data_quarterly.index[0].year,\n",
    "                                    xticks=data_quarterly.index[::6], xlabel='', rot=45)\n",
    "ax2 = ax.twiny()\n",
    "data_quarterly.iloc[:,idx].plot.bar(ax=ax2, xlabel='', legend=False)\n",
    "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n",
    "ax.axhline(y=data.iloc[:,idx].mean(), ls='--', c='#1f77b4', label=MEAN_LEVEL_OF_INTEREST_PAYMENTS_TO_DPI)\n",
    "ax.legend()\n",
    "ax2.xaxis.set_major_locator(mtick.NullLocator())\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, data_quarterly.index[::6])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "pleased-extreme",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean level of Interest payments to DPI since 1959-01-01: 2.21%\n",
      "The current level is +0.33% vs the mean\n"
     ]
    }
   ],
   "source": [
    "print(f'Mean level of Interest payments to DPI since {data.index[0]:%Y-%m-%d}: {data.iloc[:,idx].mean():.2%}')\n",
    "print(f'The current level is {data.iloc[-1,idx] - data.iloc[:,idx].mean():+.2%} vs the mean')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "consecutive-holmes",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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evXv3hrGxMf744w+UK1cOu3fvhkqlQs+ePfH06VPpz9bWFq6urtmGJNLT08OgQYPUlmX9snzfvn1IS0vLMcP+/fuhVCoxevRoteUTJkyAEAIHDhzIltnFxUV6Xb16dZiamuL27dvSsld/rZuWlobo6GhUqFAB5ubmuHTpkuYnCIBKpcKePXvQsWNHaf6cV2UNzbJ//37UrVtXGrYGyOxtMWzYMNy5cwfBwcFq2w0aNAi6urrS68aNGwOA9D6yerocOnQo3+G2CmLo0KHSfyuVStSuXRtCCAwZMkRabm5ujooVK6qd0ywDBgyAiYmJ9Lp79+4oU6YM9u/fX+AskZGRuHLlCnx8fGBhYSEtr169Oj766KMc9/n555+rvW7cuDGio6MRFxdX4OMDmZ+bra2t2hxIOjo6GD16NBISEnD8+PFC7TdL1q/r4+Pjc21jbm6Oa9eu4ebNm/nu79UJxLOGs0pNTcXRo0cBaP59yvpu7t27FyqVKsdjKZVK6RpVqVR49uwZ0tPTUbt27Ry/R126dEG5cuWk13Xr1kW9evXyvDYKep/JzYgRI9ReZ81PkXVs3s/yV6VKFek+BADW1tbZ7gO7du2Ch4dHtp59gPq9sCDfqR49eqj17KtXrx4AoF+/ftDW1lZbnpqaigcPHgDIHE4vNjYWffr0UftMlUol6tWrp/G1k5vX7zVZ19L48ePVlk+YMAEAsg09WaVKFXh5eWV7Xy1atICDg0O25TndbwvDysoKPXv2xObNm7FkyRLcvn0b//77L3r16gUdHR0AmT0AswQEBGDMmDHo1KkTPv/8c1y8eBHVqlXDV199JbUr6D6JiIiIWIQhIiIiemnVqlU4cuQI/P39ERwcLM03AWTORyKEgKurK6ytrdX+QkJCEBUVpbavcuXKqRUVAKBp06bo1q0bZs2aBSsrK3Tu3Bm+vr5q4+ffvXsXZcuWVXuwDwCVK1eW1r/q1YdXWUqVKoWYmBjpdVJSEqZPny7NyWBlZQVra2vExsaqzc2hiSdPniAuLg7VqlXLs93du3dRsWLFbMs1fR+lSpUCAOl9ODs7Y/z48diwYQOsrKzg7e2NVatWFTj/614/rpmZGfT19WFlZZVt+avnNIurq6vaa4VCgQoVKhRqfoqsc5LbeXv69ClevHiRZ/7Xz1thMri6umYbRie3z62gEhISACDb9f2q2bNnIzY2Fm5ubnB3d8ekSZPw33//ZWunpaWF8uXLqy1zc3MDAOn8a/p96tWrFxo2bIihQ4fCxsYGvXv3xu+//56tILN582ZUr15dmqvG2toafn5+OV6Hr18bWfnyujYKep/JzevHdnFxgZaWlnRs3s/yp0mWW7duaXQvLMh3Kqd7EgDY29vnuDwrT1bRskWLFtk+08OHD2t87eTG2dlZ7fXdu3ehpaWFChUqqC23tbWFubl5kb2vorBu3Tq0a9cOEydOhIuLC5o0aQJ3d3d07NgRQN5DROrq6mLkyJGIjY3FxYsXi2SfRERE9OHhnDBEREREL9WtWzfH3h1A5i/fFQoFDhw4AKVSmW396w9cchorXqFQYOfOnThz5gz++usvHDp0CIMHD8aSJUtw5syZQj20ySkLALVJr0eNGgVfX1+MHTsWXl5eMDMzg0KhQO/evXP91f/bpsn7WLJkCXx8fLB3714cPnwYo0ePlua8sLOzU5sg+VUZGRkFOq4mWeTiXcoKQJqY/vUHt69q0qQJbt26JX3OGzZswNKlS7F27Vq1nktFycDAACdOnIC/vz/8/Pxw8OBB/Pbbb2jRogUOHz4MpVKJn3/+GT4+PujSpQsmTZqE0qVLQ6lUYv78+dL8UW+qoPcZTb3+3eD9rGiyFIfcjptfnqz3vnXrVtja2mZr92ovmsLI6RoAsl9buSns+yoKZmZm2Lt3LyIiInDnzh04OjrC0dERDRo0gLW1db7zLGUVip49e1Zk+yQiIqIPC4swRERERBpwcXGBEALOzs7Sr+0Lq379+qhfvz7mzp2Lbdu2oW/fvti+fTuGDh0KR0dHHD16FPHx8Wq/Hr9+/ToAwNHRscDH27lzJwYOHIglS5ZIy5KTkxEbG1vgfVlbW8PU1FR6mJ4bR0dHhIaGZlv+Ju8DANzd3eHu7o5vvvkGp06dQsOGDbF27Vp8++23Ui+Q19/Xm/beyMvrQ2YJIRAWFobq1atLyzR9SJl1TnI7b1ZWVjAyMnqDtP+XWyZHR0f8999/2SaVftPPDcgshm3btg2GhoZqw9TlxMLCAoMGDcKgQYOQkJCAJk2aYObMmWpFGJVKhdu3b6t9H2/cuAEA0gTkBfk+aWlpoWXLlmjZsiW+//57zJs3D19//TX8/f3RqlUr7Ny5E+XLl8fu3bvVzt+MGTNyfA85Dad248aNXCdHB4ruPnPz5k21ngthYWFQqVTSsXk/KxouLi4a3QuL6zv1ehYAKF26NFq1alUk+8yLo6MjVCoVbt68KfXqAYDHjx8jNja2yN5XUXJwcJB65GT1bOnWrVu+22UNjWZtbV1k+yQiIqIPC4cjIyIiItJA165doVQqMWvWrGy/0BVCIDo6Ot99xMTEZNu2Ro0aACAN4dOuXTtkZGRg5cqVau2WLl0KhUKBtm3bFji7UqnMdtwVK1bk2UMkN1paWujSpQv++usvXLhwIdv6rOO0a9cO586dw+nTp6V1L168wPr16+Hk5IQqVaoU6LhxcXFIT09XW+bu7g4tLS3p3JmamsLKygonTpxQa7d69eoCHasgtmzZoja/yc6dOxEZGan2ORkZGWk0TFKZMmVQo0YNbN68We2BclBQEA4fPox27doVWe7cMrVr1w6PHj3Cb7/9Ji1LT0/HihUrYGxsjKZNmxbqeBkZGRg9ejRCQkIwevRomJqa5tr29e+SsbExKlSooDbMVZZXvydCCKxcuRI6Ojpo2bKl9H40+T69+gv3LK9/N7N+sf/qd+ns2bNq1/ir9uzZI83XAQDnzp3D2bNn8/wOF8V9BsgcWvFVK1asAADp2LyfFY1u3bohMDAQf/zxR7Z1r94Li+M79Tpvb2+Ymppi3rx5Oc7R8+TJkyI5Tpas+9GyZcvUln///fcAgPbt2xfp8Yra1KlTkZ6ejnHjxknLcjpH8fHxWLZsGaysrFCrVq0C75OIiIgIYE8YIiIiIo24uLjg22+/xdSpU3Hnzh106dIFJiYmCA8Pxx9//IFhw4Zh4sSJee5j8+bNWL16NT7++GO4uLggPj4eP/74I0xNTaUHWh07dkTz5s3x9ddf486dO/Dw8MDhw4exd+9ejB07Vm3Sak116NABW7duhZmZGapUqYLTp0/j6NGjsLS0LNS5mDdvHg4fPoymTZti2LBhqFy5MiIjI7Fjxw6cPHkS5ubmmDJlCn799Ve0bdsWo0ePhoWFBTZv3ozw8HDs2rUr2/wI+fnnn38wcuRI9OjRA25ubkhPT8fWrVuhVCrVfnU8dOhQLFiwAEOHDkXt2rVx4sQJqXdEcbCwsECjRo0waNAgPH78GMuWLUOFChXw6aefSm1q1aqF3377DePHj0edOnVgbGwszRvwukWLFqFt27bw8vLCkCFDkJSUhBUrVsDMzAwzZ84ssty5ZRo2bBjWrVsHHx8fXLx4EU5OTti5cycCAgKwbNmyPOdyyfL8+XP8/PPPAIDExESEhYVh9+7duHXrFnr37o05c+bkuX2VKlXQrFkz1KpVCxYWFrhw4QJ27tyJkSNHqrXT19fHwYMHMXDgQNSrVw8HDhyAn58fvvrqK+kX65p+n2bPno0TJ06gffv2cHR0RFRUFFavXg07Ozup106HDh2we/dufPzxx2jfvj3Cw8Oxdu1aVKlSRZrr5lUVKlRAo0aN8MUXXyAlJQXLli2DpaUlvvzyy1zfe1HcZwAgPDwcnTp1Qps2bXD69Gn8/PPP+OSTT+Dh4VFkx3lf7mdvYtKkSdi5cyd69OiBwYMHo1atWnj27Bn+/PNPrF27Fh4eHkXyndKEqakp1qxZg/79+6NmzZro3bs3rK2tERERAT8/PzRs2DBbMexNeHh4YODAgVi/fj1iY2PRtGlTnDt3Dps3b0aXLl3QvHnzIjtWbrZu3Yq7d+8iMTERAHDixAl8++23AID+/ftLvXEWLFiAoKAg1KtXD9ra2tizZw8OHz6Mb7/9FnXq1JH2t2rVKuzZswcdO3aEg4MDIiMj8dNPPyEiIgJbt25VmxdJ030SERERAQAEERER0QfO19dXABDnz5/Pt+2uXbtEo0aNhJGRkTAyMhKVKlUSI0aMEKGhoVKbpk2biqpVq2bb9tKlS6JPnz7CwcFB6OnpidKlS4sOHTqICxcuqLWLj48X48aNE2XLlhU6OjrC1dVVLFq0SKhUKrV2AMSIESOyHcfR0VEMHDhQeh0TEyMGDRokrKyshLGxsfD29hbXr1/P1s7f318AEP7+/vmeh7t374oBAwYIa2troaenJ8qXLy9GjBghUlJSpDa3bt0S3bt3F+bm5kJfX1/UrVtX7Nu3T20/WcfcsWOH2vLw8HABQPj6+gohhLh9+7YYPHiwcHFxEfr6+sLCwkI0b95cHD16VG27xMREMWTIEGFmZiZMTExEz549RVRUlAAgZsyYIbWbMWOGACCePHmitv3AgQOFkZFRtvf7+mealfvXX38VU6dOFaVLlxYGBgaiffv24u7du2rbJiQkiE8++USYm5sLAMLR0THH95jl6NGjomHDhsLAwECYmpqKjh07iuDgYLU2ueXPupbDw8OzvQdNMgkhxOPHj6XrRVdXV7i7u2fLmJumTZsKANKfsbGxcHV1Ff369ROHDx/OcZvXr8Nvv/1W1K1bV5ibmwsDAwNRqVIlMXfuXJGamiq1yfqcbt26JVq3bi0MDQ2FjY2NmDFjhsjIyFDbvybfp7///lt07txZlC1bVujq6oqyZcuKPn36iBs3bkhtVCqVmDdvnnB0dBR6enrC09NT7Nu3TwwcOFDt/GV9rosWLRJLliwR9vb2Qk9PTzRu3FgEBgaqZcv6HF+nyX0mJ1n7Cw4OFt27dxcmJiaiVKlSYuTIkSIpKalQx3nf72c5fWccHR1F+/bts7Vt2rSpaNq0qdqy6OhoMXLkSFGuXDmhq6sr7OzsxMCBA8XTp0+lNpp8p169bl6V2z0yt3+3/P39hbe3tzAzMxP6+vrCxcVF+Pj4ZPtcXpfb8XO71wghRFpampg1a5ZwdnYWOjo6wt7eXkydOlUkJyertcvtfOb0meeWIyev329e/Xv1c9+3b5+oW7euMDExEYaGhqJ+/fri999/z7a/w4cPi48++kjY2toKHR0dYW5uLlq3bi3+/vvvbG013ScRERGREEIohJDprJ1ERERERDJ17NgxNG/eHDt27ED37t1LOs4Hx8fHBzt37syxB8qHbObMmZg1axaePHkCKyurko5DRERERETgnDBERERERERERERERETFgkUYIiIiIiIiIiIiIiKiYsAiDBERERERERERERERUTEocBFmxYoVsLGxgVKphEKhwNSpU9XWq1QqNGnSRFpvYWGBI0eOqLW5desWnJycoFAooFAo4ObmhkePHuV53NjYWLi7u0NLSwsKhQLlypVDUFCQ2j5tbGygUChgaGiIX3/9VW17d3d3dOzYsaBvl4iIiIgom2bNmkEIwflgSsimTZs4H0wOZs6cCSEE54MhIiIiIpKRAhdhYmJi4OrqiokTJ+a4vn379vj3338xefJk7NixA3p6emjXrh1iY2OlNvXr18fjx4+xYcMGrFq1Cnfu3EH9+vXzPG7Dhg0REhKCRYsWYevWrYiLi0ODBg2k9b169UJKSgoOHjyISpUqYejQodK6DRs24Pbt29i1a1dB3y4REREREREREREREVGhaBd0g+nTp2P69OkAgIULF6qtU6lUOHz4MNq3b4958+YBAOrWrQtHR0dMnz4dP/zwA/bt24enT59i8+bNGDBgAADg2bNnmDZtGi5duoSaNWtmO2ZERASCg4Mxfvx4TJgwAQBgYWGB9u3bY8OGDRg6dCgiIiLQrl07eHt7Iy0tTer1kpiYiFGjRmHdunXQ1dXN873FxcUhLi5Oep2eno7w8HC4uLhAS4sjtxERERERERERERERfchUKhUeP34MT09PaGtrUGIRbwCAmDJlivTa399fABDbt29Xa2dmZiY8PDyEEEL4+PgIhUKhtj4pKUkAEF9++WWOx1m8eLEAIO7cuaO2XKlUis6dOwshhKhfv76ws7MTSUlJokuXLsLY2FgIIUSrVq1EjRo1NHo/TZs2FQD4xz/+8Y9//OMf//jHP/7xj3/84x//+Mc//vGPf/zjH/9y/Tt37pxGdYcC94TJS2hoKACgYsWKastNTEzw7NkzAMCDBw+yVYf09fWhUCgQERGR435v374NAHB0dMy2XWRkJADgt99+Q5MmTWBsbAxjY2P88ssvOHLkCI4fP45r166hSpUquHnzJmxtbREQEAAHB4dsx/nzzz/VesI8ePAA9evXx4kTJ2Bvb1+QU1Es0tLScOLECTRp0gQ6OjrMItM8csoitzxyyiK3PHLKIrc8csoitzxyyiK3PHLKIrc8csoitzxyyiK3PHLKIrc8csoitzxyyiK3PHLKIrc8csoitzxyyiK3PHLKIrc8csoitzxyyiK3PHLKIrc8csoitzxyylLceSIjI9GgQQPY2Nho1L5IizAlycHBAXfu3FFbVqpUKUycOBFTpkzB48eP8fz5c1SvXh1du3bFhQsXsu3D1NQUpqam2Zbb29vDycmpmJJrLi0tDcHBwXBycirxC1lOWeSWR05Z5JZHTlnklkdOWeSWR05Z5JZHTlnklkdOWeSWR05Z5JZHTlnklkdOWeSWR05Z5JZHTlnklkdOWeSWR05Z5JZHTlnklkdOWeSWR05Z5JZHTlnklkdOWeSWR05Z5JZHTlmKO09WJxNNpzAp0olOsnrAZPWIyRIfHw8LCwsAQLly5ZCenq62Pjk5GUKIHHunAED58uUBAHfv3s22XZkyZXLcZvDgwTAwMMC8efNw+vRpfPTRRzA0NES/fv0QHBxc8DdHRERERERERERERERUAEVahGnSpAm0tLTw888/S8vu37+P58+fo0mTJgCAbt26QQih1mbp0qUAgF69euW43x49egAAVq5cKS07cOAAMjIy0KFDh2ztQ0JCsHXrVvz5558AACEEUlNTAQApKSkQQrzJ2yQiIiIiIiIiIiIiIspXgYcje/ToEY4fPy69DgkJwW+//QYHBwd4eXmhdevW8PPzw9dff42aNWti5MiR0NbWxuzZswEAHTp0gJWVFYYNG4a0tDQkJydjxowZcHR0RM2aNQEAFy5cQMOGDbF27VoMGjQIDg4OqFKlCpYuXYoyZcqgdOnS+OKLL2BsbIyhQ4dmy9i2bVt06dIFtWvXBgB4enri0KFD2LdvHzZu3IgKFSoU6mQRERERERERERERERFpqsBFmO3bt2PcuHHS671792Lv3r1wcXFBWFgY/Pz80KxZMyxYsAAqlQqlSpXCvn37YG5uLm1z5swZtGzZEoMHDwYAuLq64sSJE9L65ORkpKam4vnz59KygIAANG7cGBMnToQQAmXKlMHBgwez5Zs7dy6ePn2KX3/9VVq2ZcsWeHp6omPHjihVqhS2b99e0LdNRERERERERFRkVCqVNGqHJtLS0qCtrY3k5GRkZGQUY7J3L4+cssgtj5yyyC2PnLLILY+cssgtj5yyyC2PnLIURR5dXV2N53zJT4GLMGPHjsXYsWNzXa+lpaVWUMmJi4sL7ty5k+v6Ro0aZRsyzNzcHFevXs0339dff42vv/5abZmVlRXu3buX77ZERERERERERMUtNTUV4eHhUKlUGm8jhICtrS3u3bsHhUJRjOnevTxyyiK3PHLKIrc8csoitzxyyiK3PHLKIrc8cspSFHm0tLTg7OwMXV3dN85S4CIMEREREREREREVjhACkZGRUCqVsLe31/hXtiqVCgkJCTA2Ni6yX+a+CTnlkVMWueWRUxa55ZFTFrnlkVMWueWRUxa55ZFTljfNo1Kp8PDhQ0RGRsLBweGNi0oswhARERERERERvSXp6elITExE2bJlYWhoqPF2WcOX6evry+bhllzyyCmL3PLIKYvc8sgpi9zyyCmL3PLIKYvc8sgpS1Hksba2xsOHD5Geng4dHZ03ylLyZ4OIiIiIiIiI6AORNS59UQxvQkRERMUj69/popjfhkUYIiIiIiIiIqK3TA7j5RMREVHOivLfaRZhiIiIiIiIiIiIiIiIigGLMERERERERERERERERMWARRgiIiIiIiIiIvpg+fj4oEuXLiUd453SrFkzjB07tqRjFLk7d+5AoVDgypUrJR1FYwqFAnv27Ml1/bv4nt62Y8eOQaFQIDY2Ntc2+Z1norywCENERERERERERHny8fGBQqGAQqGArq4u3NzcsHDhQqSnp5d0NCpGuT2c3r17N+bMmVMixy6MZs2aSdevnp4eypUrh06dOuGvv/5Sa2dvb4/IyEhUq1btjY9J75fIyEi0bdu2pGPQO4pFGCIiIiIiIiIiylebNm0QGRmJmzdvYty4cViwYAEWL15cqH1lZGRApVIVcUJ6WywsLGBiYlLSMQrk008/RWRkJG7duoVdu3ahSpUqGDJkCD777DOpjVKphK2tLbS1tUsw6YcjLS2tpCNozNbWFnp6eiUdg95RLMIQEREREREREZUQIQQSU9M1+ktKzdC4rSZ/QogCZdXT04OtrS0cHR3xxRdfoFmzZlJPgpSUFEycOBHlypWDkZER6tWrh2PHjknbbtq0Cebm5vjzzz9RpUoV6OnpISIiAseOHUPdunVhZGQEc3NzNGzYEHfv3pW2W7NmDVxcXKCrq4uKFSti69atapkUCgU2bNiAfv36wdjYGK6urvjzzz+l9RkZGRgyZAicnZ1hYGCAihUrYvny5QX+nAICAtCsWTMYGhqiVKlS8Pb2RkxMjPTeR48ejdKlS0NfXx9NmjTBpUuXpG2zenT8/fffqF27NgwNDdGgQQOEhoZKbQIDA9G8eXOYmJjA1NQUtWrVwoULFwAAM2fORI0aNdTyLFu2DE5OTtLrrCHV5s2bBxsbG5ibm2P27NlIT0/HtGnTYGVlBTs7O/j6+krbZA1TtX37djRo0AD6+vqoVq0ajh8/Lq1v3rw5AKBUqVJQKBTw8fEBkH04spiYGAwYMAClSpWCoaEh2rZti5s3b0rrsz7/Q4cOoV69ejA1NZWKejnJ69ivn+9GjRrh/Pnz+X2EMDQ0hK2tLezs7FC/fn0sWLAAS5cuxYYNG3D06FG1c5I1dFdMTAz69u0La2trGBgYwNXVVTqH+Z2/LMePH0fdunWhp6eHMmXKYMqUKWo9yHbu3Al3d3cYGRmhfPnyaN26NV68eAEAOH/+PD766CNYWVnBzMwMTZs2Vbu2smT10jAwMED58uWxc+fOPM9FUFAQ2rZtC2NjY9jY2KB///54+vRpru2zPr89e/bA1dUV+vr68Pb2xr1799Ta7d27FzVr1oS+vj7Kly+PWbNmqb1XhUKBNWvWoFOnTjAyMsLcuXPzPMcAcPXqVbRq1QplypSBtbU1hg0bhoSEBGl91rW/ePFilClTBpaWlhgxYoRagWfr1q2oXbs2TExMYGtri08++QRRUVF5nqPXvTocWUREBJRKJXbv3o3mzZvD0NAQHh4eOH36tNo2BblvvH4dZ903Dh06BE9PTxgYGKBFixaIiorCgQMHULlyZZiamqJv375ITEyUtlOpVJg/f750z/Pw8Mj3eqDix7IuEREREREREVEJSUrLQJXph0rk2MGzvWGoW/hHQ/r6+nj+/DkAYOTIkQgODsb27dtRtmxZ/PHHH2jTpg2uXr0KV1dXAEBiYiK+++47bNiwAZaWlrCwsECNGjXw6aef4tdff0VqairOnTsHhUIBAPjjjz8wZswYLFu2DK1atcK+ffswaNAg2NnZSQ/oAWDOnDmYMWMGvv/+e6xatQp9+/bF3bt3YWFhAZVKBTs7O+zYsQOWlpY4deoUhg0bhjJlyqBnz54avc8rV66gZcuWGDx4MJYvXw5tbW34+/sjIyMDAPDll19i165d2Lx5MxwdHfHdd9+hW7duuHnzJqysrKT9fP3111iyZAmsra3x+eefY/DgwQgICAAA9O3bF56enlizZg2USiWuXLkCHR2dAn0e//zzD+zs7HDixAkEBARgyJAhCAgIQN26dXH69Gns2LEDn332GT766CPY2dlJ202aNAnLli1DlSpV8P3336Njx44IDw+Hvb09du3ahW7duiE0NBSmpqYwMDDI8dg+Pj64efMm/vzzT5iammLy5Mlo164dgoODpfeRmJiIJUuWYO3atTAxMcGAAQMwceJE/PLLL9n2l9exXz/fCxcuhLe3N8LCwmBhYVGgc9anTx9MmzYNu3fvRqtWrbKtnzZtGoKDg3HgwAFYWVkhLCwMSUlJam1yO3+WlpZ48OAB2rVrBx8fH2zZsgXXr1/Hp59+Cn19fcycORORkZHo06cPFi5ciM6dOyMyMhJXrlyRCqTx8fEYOHAgVqxYASEElixZgnbt2uHmzZtqPZGmTZuGBQsWYPny5di6dSt69+6Nq1evonLlytneU2xsLFq0aIGhQ4di6dKlSEpKwuTJk9GzZ0/8888/uZ6rxMREzJ07F1u2bIGuri6GDx+O3r17S9fwv//+iwEDBuCHH35A48aNcevWLQwbNgwAMGPGDGk/M2fOxIIFC7Bs2TJoa2vneY5fvHgBb29v1K9fH3///TcSExMxbNgwjBw5Eps2bZL26e/vjzJlysDf3x9hYWHo1auXdG8BMnvczJkzBxUrVkRUVBTGjx8PHx8f7N+/P8/rIz9ff/01Fi9eDFdXV3z99dfo06cPwsLCoK2tXeD7Rm7X8cyZM7Fy5UoYGhqiZ8+e6NmzJ/T09LBt2zYkJCTg448/xvr16zF9+nQAwPz58/Hzzz9j7dq1cHV1xYkTJ9CvXz9YW1ujadOmb/R+qfBYhCEiIiIiIiIiIo0JIXD06FH8888/GDlyJCIiIuDr64uIiAiULVsWADBx4kQcPHgQvr6+mDdvHoDMB6GrV6+Gh4cHAODZs2d4/vw5OnToABcXFwBQe2i8ePFi+Pj4YPjw4QCA8ePH48yZM1i8eLFaEWbgwIHo3r07TE1NMW/ePPzwww84d+4c2rRpAx0dHcyaNUtq6+zsjNOnT+P333/XuAizcOFC1K5dG6tXr5aWVa1aFUDmQ+I1a9Zg06ZN0nwR69evx5EjR/DTTz/hyy+/lLaZO3eu9BB0ypQpaN++PZKTk6Gvr4+IiAhMmjQJlSpVAgCpcFUQFhYW+OGHH6ClpYWKFSti4cKFSEpKwoQJE2BqaoqpU6diwYIFOHnyJHr37i1tN3LkSHTr1g1AZs+jgwcPYuPGjfjyyy+lh8GlS5eGubl5jsfNKr4EBASgQYMGAIBffvkF9vb22LNnD3r06AEg8/Nfs2YNrK2tYWpqipEjR2L27Nk57lOpVOZ47JzO948//ogjR45g48aNmDRpUoHOmZaWFtzc3HDnzp0c10dERMDT0xO1a9cGALXeR1nyOn+rV6+Gvb09Vq5cCYVCgUqVKuHhw4eYPHkypk+fjsjISKSnp6Nr166wt7eHhYUFvLy8oKWVOXhRixYt1I61fv16mJub4/jx4+jQoYO0vEePHhg6dCiAzKLkkSNHsGLFCrVrNsvKlSvh6ekpfS8B4KeffoK9vT1u3LgBNze3HM9FWloaVq5ciXr16gEANm/ejMqVK+PcuXOoW7cuZs2ahSlTpmDgwIEAgPLly2POnDn48ssv1Yown3zyCQYNGqTROd62bRuSk5OxefNmZGRkwNTUFCtXrkTHjh3x3XffwcbGBkBmb6mVK1dCqVSiUqVKaN++Pf7++2+pCDN48GBpn+XLl8cPP/yAOnXqICEhAcbGxjm+X01MnDgR7du3BwDMmjULVatWRVhYGCpVqlTg+0Zu1/G3336Lhg0bAgCGDBmCqVOn4tatWyhfvjwAoFu3bjh58iSAzN418+bNw9GjR+Hl5SW935MnT2LdunUswpQgFmGIiIiIiIiIiEqIgY4SwbO9822nUqkQHxcPE1MT6QFtURy7IPbt2wdjY2OkpaVBpVKhe/fumDFjBk6cOIGMjIxsD29TUlJgaWkpvdbV1UX16tWl1xYWFvDx8YG3tzc++ugjtGrVCj179kSZMmUAACEhIdIv6bM0bNgw23Bi7u7u0n8bGRnB1NRUbaihVatW4aeffkJERASSkpKQmpqabXivvFy5ckUqJLzu1q1bSEtLkx6SAoCOjg5q1qyJkJAQtbavvves9xgVFQUHBweMHz8eQ4cOxdatW9GqVSv06NFDKkxpqmrVqmrXho2NjfTQF8gsbFhaWmYbhinrYS0AaGtro3bt2tmy5yUkJATa2trSw3kAsLS0RMWKFdX2Y2hoCBcXF8TFxQHIPAcFHRIqt/Ndt27dAmV+lRBC6n31ui+++ALdunXDpUuX0Lp1a3Tp0kUqNGXJ6/yFhITAy8tLbf8NGzZEQkIC7t+/Dw8PD7Rs2RLu7u5o3bo1GjdujH79+knfm8ePH+Obb77BsWPHEBUVhYyMDCQmJiIiIiLXDFmvs4ZUe11gYCD8/f1zLD7cunUr1yKMtrY26tSpI72uVKkSzM3NERISgrp16yIwMBABAQGYO3eu1CYjIwPJyclITEyEoaEhAEjFlix5neOQkBB4eHjAyMhIum4aNmwIlUqF0NBQqQhTtWpVKJX/v5+VKVMGV69elV5fvHgRM2fORGBgIGJiYqT5qCIiIlClSpUc368mcvtOV6pUqVD3jZyu41ePYWNjA0NDQ6kAk7XszJkzAICwsDAkJibio48+UttHamoqPD09C/kuqSiwCENEREREREREVEIUCoVGQ4KpVCqk6yphqKtdZEWYgmrevDnWrFkDXV1d2NraIjExEUZGRkhISIBSqcTFixfVHoQCUHvQa2BgkO1ht6+vL0aPHo2DBw/it99+wzfffIMjR46gfv36Gud6fdguhUIhPWTdvn07Jk6ciCVLlsDLywsmJiZYtGgRzp49q/H+cxuCq6BezZl1HrJyzpw5E5988gn8/Pxw4MABzJgxA9u3b8fHH38MLS2tbPP35DSheU7nIa9z87bllKWg8xIVtYyMDNy8eVOtuPCqtm3b4u7du9i/fz+OHDmCli1bYsSIEVi8eHGRHF+pVOLIkSM4deoUDh06hPXr12Pu3Lk4e/YsnJ2dMXDgQERHR2P58uVwdHSEnp4evLy8kJqaWuhjJiQkSD1JXpdVSCjsfmfNmoWuXbtmW6evry/9t5GRkdq6ojjHeV3nWUOaeXt745dffoG1tTUiIiLg7e39Rufx9eO+/p0urvtGXu81a64cPz8/lCtXTq2dnp5ekeShwimZf7WJiIiIiIiIiOidYmRkhAoVKsDBwQHa2v8vHHl6eiIjIwNRUVGoUKGC2p+trW2++/X09MTUqVNx6tQpVKtWDdu2bQOQOTRZ1nwTWQICAgr0y/WsIbKGDx8OT09PVKhQAbdu3dJ4eyDzl+h///13jutcXFygq6urljMtLQ2XL18u8C/s3dzcMG7cOBw+fBhdu3aVJie3trbGo0eP1AoWufVyKIysX9EDQHp6Oi5evCgNC6erqwsA0jwWOalcuTLS09PVClvR0dEIDQ19o14GOR07t/N9/vz5Qh3r119/RUxMjDScWE6sra0xcOBA/Pzzz1i2bBnWr1+vtj6v81e5cmWcPn1a7bMLCAiAiYmJNC+PQqFAw4YNMXPmTJw4cQK6urr4448/pLajR49Gu3btULVqVejp6eHp06fZMr6aIet1TvPBAEDNmjVx7do1ODk5Zfu+vl4geVV6ejouXLggvQ4NDUVsbKx0nJo1ayI0NDTbPitUqJBv4Ti3c1y5cmUEBgbixYsXaucva8g9TVy/fh3R0dFYsGABGjdujEqVKhW4B1ZhFOa+UdjrOEuVKlWgp6eHiIiIbJ+Bvb19ofdLb449YYiIiIiIiIiIqNDc3NzQt29fDBgwAEuWLIGnpyeePHmCv//+G9WrV5fmTHhdeHg41q9fj06dOqFs2bIIDQ3FzZs3MWDAAACZE5737NkTnp6eaNWqFf766y/s3r0bR48e1Tibq6srtmzZgkOHDsHZ2Rlbt27F+fPn4ezsrPE+pk6dCnd3dwwfPhyff/45dHV14e/vjx49esDKygpffPEFJk2aBAsLCzg4OOC7775DYmKi2jwUeUlKSsKkSZPQvXt3ODs74/79+zh//rxUGGjWrBmePHmChQsXonv37jh48CAOHDgAU1NTjd9DXlatWgVXV1dUrlwZS5cuRUxMjJTd0dERCoUC+/btQ7t27WBgYJBtGCtXV1d07twZn376KdatWwcTExNMmTIF5cqVQ+fOnQudK7djv36+Fy5ciMTERAwZMiTP/SUmJuLRo0dIT0/H/fv3sXv3bixbtgyff/652hxDr5o+fTpq1aqFqlWrIiUlBfv27ctW3Mjr/A0fPhzLli3DqFGjMHLkSISGhmLGjBkYP348tLS0cPbsWfz9999o3bo1rKyscOzYMTx58kQ6hqurK7Zu3YratWsjLi4OkyZNyrGHxY4dO1C7dm00atQIv/zyC86dO4eNGzfm+J5GjBiBH3/8EX369JHm/QkLC8P27duxYcOGbL3Zsujo6GDUqFH44YcfoK2tjZEjR6J+/fqoW7eudK46dOgABwcHdO/eHVpaWggMDERQUBC+/fbbXD+XvM5x3759MWPGDPj4+GDChAlISkrCqFGj0L9/f2kosvw4ODhAV1cXK1aswOeff46goCDMmTNHo23fREHvG5pex3kxMTHBxIkTMW7cOKhUKjRq1AjPnz9HQEAATE1Npfl66O1jTxgiIiIiIiIiInojvr6+GDBgACZMmICKFSuiS5cuOH/+PBwcHHLdxtDQENevX0e3bt3g5uaGYcOGYcSIEfjss88AAF26dMHy5cuxePFiVK1aFevWrYOvry+aNWumca7PPvsMXbt2Ra9evVCvXj1ER0dj+PDhBXpvbm5uOHz4MAIDA1G3bl14eXlh7969Um+gBQsWoFu3bujfvz9q1qyJW7duYdeuXShVqpRG+1cqlYiOjsaAAQPg5uaGnj17om3btpg1axaAzN4Aq1evxqpVq+Dh4YFz585h4sSJBXoPeVmwYAEWLFgADw8PnDx5En/++SesrKwAAOXKlZMmXLexscHIkSNz3Ievry9q1aqFDh06wMvLC0II7N+/P9vQSQWR27FfP99hYWE4dOhQvuf7xx9/RJkyZeDi4oKuXbsiODgYP/30E1atWpXrNrq6upg6dSqqV6+OJk2aQKlUYvv27Wpt8jt/+/fvx7lz5+Dh4YHPP/8cQ4YMwTfffAMAMDU1xYkTJ9CuXTtUqlQJc+fOxeLFi6XJ2jdu3IiYmBjUrFkT/fv3x+jRo1G6dOlsOWfNmoXt27ejevXq2LJlC3799ddce1SULVsWAQEByMjIQOvWreHu7o6xY8fC3Nw8zx4rhoaGmDx5Mj755BM0bNgQxsbG+O2336T13t7e2LdvHw4fPow6deqgfv36WLp0KRwdHXPdZ37n2NDQEIcOHUJMTAxatmyJnj17omXLlli5cmWe+3yVtbU1Nm3ahB07dqBKlSpYsGBBkQ0nl5eC3jc0vY7zM2fOHEybNg3z589H5cqV0aZNG/j5+RWo8EzFQFCu7t27JwCI8PDwko4ihBAiNTVV7NmzR6SmppZ0FFllEUJeeeSURQh55ZFTFiHklUdOWYSQVx45ZRFCXnnklEUIeeWRUxYh5JVHTlmEkFceOWURQl555JRFCHnlkVMWIeSVR05ZhJBXHjllEUJeeeSURYjiyZOUlCSCg4NFUlJSgbbLyMgQMTExIiMjo8iyvAk55ZFTFiHklSevLOHh4QKAuHz5sizyvG1vmqWoz5+cz42vr68wMzOTTZ6SJKcsQsgrj5yyCPHmefL69zqrbnDv3j2N9sWeMERERERERERERERERMWARRgiIiIiIiIiIiIiIqJioF3SAYiIiIiIiIiIiOjtcnJyghCipGO8sz6k8+fj4wMfH5+SjkH0zmJPGCIiIiIiIiIiIiIiomLAIgwREREREREREREREVExYBGGiIiIiIiIiIiIiIioGLAIQ0REREREREREREREVAxYhCEiIiIiIiIiIiIiIioGLMIQEREREREREREREREVAxZhiIiIiIiIiIjovTBz5kzUqFHjrR5z06ZNMDc3f+P9zJw5EzY2NlAoFNizZ88b74+oqDk5OWHZsmUlHUNjzZo1w9ixY/Ns8669p5KQ3z1Jk/P8oWMRhoiIiIiIiIiI8uTj4wOFQoHPP/8827oRI0ZAoVDAx8fn7Qd7T4SEhGDWrFlYt24dIiMj0bZt22xt7ty5A4VCgStXrmi831mzZqFx48ZFmLTwNm3aBAsLi5KOIQtFUWgrqmLdzJkzoVAooFAooK2tDSsrKzRr1gxr1qxBSkqKWtvz589j2LBhb3xMer/s3r0bc+bMKekYssYiDBERERERERER5cve3h7bt29HUlKStCw5ORnbtm2Dg4NDCSZ79926dQsA0LlzZ9ja2kJPT6+EE6lLTU0t6QhUjKpWrYrIyEhERETA398f3bt3x9KlS9GoUSPEx8dL7aytrWFoaFiCST8c79J3zsLCAiYmJiUdQ9ZYhCEiIiIiIiIiKmGJqem5/iWnZRR528KoWbMm7O3tsXv3bmnZ7t274eDgAE9PT7W2KpUK8+fPh7OzMwwMDODh4YGdO3dK6zMyMjBkyBBpfcWKFbF8+XK1ffj4+KBLly5YvHgxypQpA0tLS4wYMQJpaWkFyr1hwwZUrlwZ+vr6qFSpElavXi2ta9CgASZPnqzW/smTJ9DR0cGJEycAACkpKZg4cSLKlSsHIyMj1KtXD8eOHStQhqtXr6JFixYwMDCApaUlhg0bhoSEBACZPRE6duwIANDS0oJCodBon8eOHYNCocDff/+N2rVrw9DQEA0aNEBoaCiAzJ4ns2fPRlBQEJRKJRQKBTZt2gQAiI2NxdChQ2FtbQ1TU1O0aNECgYGB0r6zhnXbsGEDnJ2doa+vr9F2gYGBaN68OUxMTGBqaopatWrhwoULOHbsGAYNGoTnz5+jVKlSUCqVmDlzZo7vK+vY69atg729PQwNDdGzZ088f/5canP+/Hl89NFHsLKygpmZGZo2bYpLly5J6wcPHowOHTqo7TctLQ2lS5fGxo0bAQAtWrTAl19+iXHjxqFUqVKwsbHBjz/+iBcvXmDQoEEwMTFBhQoVcODAAbX9BAUFoW3btjA2NoaNjQ369++Pp0+fSuubNWuG0aNH48svv4SFhQVsbW3V3quTkxMA4OOPP4ZCoZBeBwYGomPHjjAzM1M7dznJbR8AsGbNGri4uEBXVxcVK1bE1q1bc9zHq7S1tWFra4uyZcvC3d0dI0eOxL59+xAUFITvvvtO7bhZQ3cJITBz5kw4ODhAT08PZcuWxejRo9XazpkzB3369IGRkRHKlSuHVatWqR03IiICnTt3hrGxMUxNTdGzZ088fvxYWp91PZmZmcHBwQF16tSRzkl0dDT69OmDcuXKwdDQEO7u7vj111+zvbf09HSMHDkSZmZmsLKywrRp0yCEyPVc5HeNvy6rh9r27dvRoEED6Ovro1q1ajh+/LhaO02um5EjR2Ls2LGwsrKCt7d3vuc4JiYGAwcOhJOTE4yNjdG2bVvcvHlTWp81VOKhQ4dQuXJlGBsbo02bNoiMjJTa5Pdd0sTrw5GVL18e8+bNw+DBg2FiYgIHBwesX79ebZv79++jT58+sLCwgJGREWrXro2zZ89K6/O7jhUKBdatW4cOHTrA0NAQlStXxunTpxEWFoZmzZrByMgIjRo1Qnh4uNp2e/fuRc2aNaGvr4/y5ctj1qxZSE8v3L+JBcEiDBERERERERFRCasy/VCuf1/8fFGtba05R3NtO/Cnc2ptG33nn2O7who8eDB8fX2l15s2bcKgQYOytZs/fz62bNmCtWvX4tq1axg3bhz69esnPZhUqVSws7PDjh07EBwcjOnTp+Orr77C77//rrYff39/3Lp1C/7+/ti8eTM2bdokFRI08csvv2D69OmYO3cuQkJCMG/ePEybNg2bN28GAPTt2xfbt29Xeyj722+/oWzZstIwXiNHjsTp06exfft2/Pfff+jRowfatGmj9rAzLy9evIC3tzdKlSqF8+fPY8eOHTh69ChGjhwJAJg4caJ0TiMjI9UekGri66+/xpIlS3DhwgVoa2tj8ODBAIBevXph/PjxqFSpEh48eIDIyEj06tULANCjRw9ERUXhwIEDuHjxImrWrImWLVvi2bNn0n7DwsKwa9cu7N69WxoCLb/t+vbtCzs7O5w/fx4XL17ElClToKOjgwYNGmDZsmUwNTXF9evX8eDBA0ycODHX9xQWFobff/8df/31Fw4ePIjLly9j+PDh0vr4+HgMHDgQJ0+exJkzZ+Dq6op27dpJvTaGDh2KgwcPqp3Lffv2ITExUToHALB9+3ZYWVnh3LlzGDVqFL744gv06NEDDRo0wKVLl9C6dWv0798fiYmJADIf0Ldo0QKenp64cOECDh48iMePH6Nnz55q+Tdv3gwjIyOcPXsWCxcuxOzZs3HkyBEAmQ+9AcDX1xeRkZHS6/79+6Ns2bI4e/as2rnLSW77+OOPPzBmzBhMmDABQUFB+OyzzzBo0CD4+/vneq5z4+bmhjZt2qgVXV+1a9cuLF26FOvWrcPNmzexZ88euLu7q7VZtGgRPDw8cPnyZUyZMgVjxoyRzoNKpULnzp3x7NkzHD9+HEeOHMHt27fVPp+s6+ns2bPw9/fHl19+KZ2T5ORk1KpVC35+fggKCsKwYcPQv39/nDunfg/cvHkztLW1ce7cOSxfvhzff/89NmzYkOv71uS7kZNJkyZhwoQJuHz5Mry8vNCxY0dER0cDKNh1o6uri4CAAKxduzbfc+zj44OLFy9i27ZtCAgIgBAC7dq1UytUJyYmYvHixdi6dStOnDiBiIgIte9eft+lwlqyZAlq164tfXe/+OILqUCckJCApk2b4sGDB/jzzz8RGBiIL7/8EiqVCoDm1/GcOXMwYMAAXLlyBZUqVcInn3yCzz77DFOnTsWFCxcghMCkSZOk9v/++y8GDBiAMWPGIDg4GOvWrcOmTZswd+7cN3qvGhGUq3v37gkAIjw8vKSjCCGESE1NFXv27BGpqaklHUVWWYSQVx45ZRFCXnnklEUIeeWRUxYh5JVHTlmEkFceOWURQl555JRFCHnlkVMWIeSVR05ZhJBXHjllEUJeeeSURQh55ZFTFiHklUdOWYSQVx45ZRGiePIkJSWJ4OBgkZSUpLbccfK+XP98fjorMjIyRExMjMjIyBCVvjmQa9uea0+p7ddz9uEc2xXUwIEDRefOnUVUVJTQ09MTt2/fFoGBgUJfX188efJEdO7cWQwcOFAIIURycrIwNDQUp06pZxkyZIjo06dPrscYMWKE6Natm9oxHR0dRXp6urSsR48eolevXmrbvXpuZsyYITw8PKR1Li4uYtu2bWrt58yZI7y8vIQQQkRFRQltbW1x4sQJab2Xl5eYPHmyEEKIu3fvCqVSKR48eKC2j5YtW4qpU6cKIYTw9fUVZmZmOeYRQoj169eLUqVKiYSEBKmNn5+f0NLSEo8ePRJCCPHHH3+I/B7ThYeHCwDi8uXLQggh/P39BQBx9OhRtf0CkK6v6dOni2rVqklZhBDi33//FaampiI5OVlt/y4uLmLdunVCCCFmzJghdHR0RFRUVIG2MzExEZs2bcoxf9Z5evXc5GTGjBlCqVSK+/fvS8sOHDggtLS0RGRkZI7bZGRkCBMTE/HXX39Jy6pUqSK+++476XXHjh2Fj4+P9Lpp06aifv36Upb09HRhZGQk+vfvL7WJjIwUAMTp06eFEJnXTuvWrdWOnfX8MDQ0VNpvo0aN1NrUqVNHuqaEEAKA+OOPP9TamJiYiNWrV+d5bl6V0z4aNGggPv30U7VlPXr0EO3atct1P69/Z4T4/zX85ZdfCgMDA2m5o6OjWLp0qRBCiCVLlgg3N7dc74+Ojo6iTZs2ast69eol2rZtK4QQ4vDhw0KpVIqIiAhp/bVr1wQAce7cOSHE/6+n179TuWnfvr2YMGGC9Lpp06aicuXKQqVSScsmT54sKleunON70uQafz1L1vdywYIFUvu0tDRhZ2cnXX+aXjeenp5qbfI6xzdu3BAAxL///ivlefr0qTAwMBC///67ECLzOwdAhIWFSdutWrVK2NjY5HoOc/ou5XStvapp06ZizJgx0rlxdHQU/fr1k9arVCpRunRpsWbNGiGEEOvWrRMmJiYiOjo6x/1pch0DEN988430+vTp0wKA2Lhxo7Tsl19+Efr6+tJn1bJlSzFv3jy1/W7dulWUKVMmxxy5/XstxP8/v3v37uW47eu0i7/MQ0REREREREREeQme7Z3rOq3Xhqe6OK2Vxm1PTm7+ZsFeY21tjfbt22Pz5s1ITk5Gu3btYGVlpdYmLCwMiYmJ+Oijj9SWp6amqg1btmrVKvz000+IiIhAUlISUlNTUaNGDbVtqlatCqVSKb0uU6YMrl69qlHWFy9e4NatWxgyZAg+/fRTaXl6ejrMzMyk99O6dWv88ssvaNy4McLDw3H69GmsW7cOQOYwYhkZGXBzc1Pbd0pKCiwtLTXKERISAg8PDxgZGUnLGjZsCJVKhdDQUNjY2Gi0n9xUr15d+u8yZcoAAKKionKdpycwMBAJCQnZ8iclJUlz0wCAo6MjrK2tC7Td+PHjMXToUGzduhWtWrVCjx494OLiUuD35ODggHLlykmvvby8pPNla2uLx48f45tvvsGxY8cQFRWFjIwMJCYmIiIiQtpm6NChWL9+Pb788ks8fvwYBw4cwD///KN2nKpVq0r/rVQqYWlpqdbTIOuziYqKks6Bv78/jI2Ns2W+deuWdJ28+pkAmZ9L1j5yM27cOIwePRq7du0q9LkLCQnBsGHD1JY1bNgw21B/mhJC5Do8Xo8ePbBs2TKUL18ebdq0Qbt27dCxY0doa///cbOXl5faNl5eXtJwZiEhIbC3t4e9vb20vkqVKjA3N0dISAjq1Kmjdj01bNgQ/fr1g6urK4DMIQ3nzZuH33//HQ8ePEBqaipSUlKyzVlTv359tffg5eWFJUuWICMjQ+3eAmj+3cjJq+9VW1sbtWvXRkhIiLRfTa6bWrVqqa3L6xyHhIRAW1sb9erVw4sXLwAAlpaWqFixonRcADA0NFS7jl6/FjX5LhXGq98BhUIBW1tb6bhXrlyBp6cnLCwsctxW0+v41WNkfVdf//4mJycjLi4O5ubmCAwMREBAgFrPl4yMDCQnJyMxMbFY5ztiEYaIiIiIiIiIqIQZ6ub9iCZrmBZN2hZkv4UxePBgjBw5EiqVKtscDwCkuU78/PzUHqQDkCac3759OyZOnIglS5bAy8sLJiYmWLRokdqcAACyDcekUCjUzkVesnL8+OOPqFevntq6Vx++9u3bF6NHj8aKFSuwbds2uLu7Sw/yEhISoFQqcfHixWwPbHN6oFoSXj1HWQ+b8zpHCQkJKFOmTI7z2pibm0v//WrRSNPtZs6ciU8++QR+fn44cOAAZsyYge3bt+Pjjz/W/A1pYODAgYiOjsby5cvh6OgIPT09eHl5qU1mPmDAAEyZMgWnT5/GqVOn4OzsLA0xlyWn6yuv85mQkICOHTuqzZOSJasAltt+87tuZ8yYgY4dO+LEiRM4ePBgsZ27gggJCYGzs3OO6+zt7REaGoqjR4/iyJEjGD58OBYtWoTjx4/nOoxaQWVdT/v27cO+ffuwYMEC6ZwsWrQIy5cvx7Jly+Du7g4jIyOMHTv2jSa01/S7UZj9anLdvP6dy+scayqna1G8MvyiJt+lwsjrO2BgYPBG+87pGFnf1fy+v7NmzULXrl2z7Str3qviwiIMERERERERERFprE2bNtIDOm/v7D14qlSpAj09PURERKBp06Y57iMgIAANGjRQm+cjv1+aF5SNjQ3Kli2L27dvo2/fvrm269y5M4YNG4aDBw9i27ZtGDBggLTO09MTGRkZiIqKyvYAX1OVK1fGpk2b8OLFC+kha0BAALS0tFCxYsVC7VNTurq6yMjIUFtWs2ZNPHr0CNra2moTuudH0+3c3Nzg5uaGcePGoU+fPvD19cXHH3+cY5bcRERE4OHDhyhbtiwA4MyZM2rnKyAgAKtXr0a7du0AAPfu3VOb5BzI7BXQpUsX+Pr64vTp0znOXVRQNWvWxK5du+Dk5KTW46OgdHR0cjwXFSpUQM2aNTF+/Hi1c6fpPipXroyAgAAMHDhQWhYQEIAqVaoUOOONGzdw6NAhTJ06Ndc2BgYG6NixIzp27IgRI0agUqVKuHr1KmrWrAkg83N71ZkzZ1C5cmUp671793Dv3j2pN0xwcDBiY2PV8rq5uWHs2LEYPHgwPv/8c+mcBAQEoHPnzujXrx+AzAftN27cyPZeXy/sZs178npRFSj8dyNrv02aNAGQ2dvu4sWL0rxPb3Ld5HaOK1eujPT0dJw9exbVqlUDAERHRyM0NLRAn7cm36WiVr16dWzYsAHPnj3LsTdMUV7Hr6pZsyZCQ0NRoUKFN9pPYWi99SMSEREREREREdE7S6lU4tq1azh9+nSODzJNTEwwceJEjBs3Dps3b8atW7dw6dIlrFixAps3bwYAuLq64sKFCzh06BBu3LiBadOmSZOLF6VZs2Zh/vz5+OGHH3Djxg1cvXoVvr6++P7776U2RkZG6NKlC6ZNm4aQkBD06dNHWufm5oa+fftiwIAB2L17N8LDw3Hu3DnMnz8ffn5+GmXo27cv9PX1MXDgQAQFBcHf3x+jRo1C//7933gosvw4OjoiIiICV65cwdOnT5GSkoJWrVrBy8sLXbp0weHDh3Hnzh2cOnUKX3/9NS5cuJDrvvLbLikpCSNHjsSxY8dw9+5dBAQE4Pz589JDdycnJyQkJOD48eN4+vSpNNl9TrLOV2BgIP7991+MHj0aPXv2hK2tLYDM62fr1q0ICQnB2bNn0bdv3xx/XT906FBs3rwZISEhag90C2vEiBF49uwZ+vTpg/Pnz+PWrVs4dOgQBg0apHGBCcg8F3///TcePXqEmJgYJCUlYdSoUTh58mSO506TfQCZk8Nv2rQJa9aswc2bN/H9999j9+7dahOx5yQ9PR2PHj3Cw4cPcfXqVaxcuRIdOnRAjRo11CY2f9WmTZuwceNGBAUF4fbt2/j5559hYGAAR0dHqU1AQAAWLlyIGzduYNWqVdixYwfGjBkDIPN6cnd3R9++fXHp0iWcO3cOAwYMQNOmTVG7du1s19OZM2dw4cIF6Zy4urriyJEjOHXqFEJCQvDZZ5/h8ePH2XJGRERg/PjxCA0Nxa+//ooVK1ZIGV5X2O8GkDm84h9//IHr169jxIgRiImJweDBgwEU/rrJ6xy7urqic+fO+Oyzz3D69GkEBgaiX79+KFeuHDp37pxn1ldp+l0qSn369IGtrS26dOmCgIAA3L59G7t27cLp06cBFP46zs/06dOxZcsWzJo1C9euXUNISAi2b9+Ob775pijeVp5YhCEiIiIiIiIiogIxNTWFqalpruvnzJmDadOmYf78+ahcuTLatGkDPz8/aWijzz77DF27dkWvXr1Qr149REdHq/WKKSpDhw7Fhg0b4OvrC3d3dzRt2hSbNm3KNsRS3759ERgYiMaNG2ebS8XX1xcDBgzAhAkTULFiRXTp0gXnz5/Pdc6V1xkaGuLQoUN49uwZ6tSpg+7du6Nly5ZYuXJlkb3P3HTr1g0tW7ZEy5YtYW1tjV9//RUKhQL79+9HkyZNMGjQILi5uaF37964e/dunkWh/LZTKpWIjo7GgAED4Obmhp49e6Jt27aYNWsWAKBBgwb47LPPMHjwYNjY2GDhwoW5HqtChQro2rUr2rVrh9atW6N69epYvXq1tH7jxo2IiYlBzZo10b9/f4wePRqlS5fOtp9WrVqhTJky8Pb2lnrVvImyZcsiICAAGRkZaN26Ndzd3TF27FiYm5tDS0vzx6xLlizBkSNHYG9vD09PT+ncff7556hUqVK2c6fJPgCgS5cuWL58ORYvXoyqVati3bp18PX1RbNmzfLMc+3aNZQpUwYODg5o1qwZduzYgXHjxuH48eO5Drtnbm6OH3/8EQ0bNkT16tVx9OhR/PXXX2rzqUyYMAEXLlyAp6cnvv32W3z//fdS7zmFQoG9e/eiVKlSaNKkCVq1aoXy5cvjt99+AwC166lSpUoYPHgw2rRpI52Tb775BjVr1oS3tzeaNWsmPdR/3YABA5CUlIS6detixIgRGDNmTLb5RrIU9rsBAAsWLMCCBQvg4eGBkydP4s8//5TmyyrsdZPfOfb19UXNmjXRu3dvNGzYEEII7N+/v0DDwWn6XSpKurq6OHz4MEqXLo127drB3d0dCxYskIr6hb2O8+Pt7Y19+/bh8OHDqFOnDurXr4+lS5eqFQ6LjaBc3bt3TwAQ4eHhJR1FCCFEamqq2LNnj0hNTS3pKLLKIoS88sgpixDyyiOnLELIK4+csgghrzxyyiKEvPLIKYsQ8sojpyxCyCuPnLIIIa88csoihLzyyCmLEPLKI6csQsgrj5yyCCGvPHLKIoS88sgpixDFkycpKUkEBweLpKSkAm2XkZEhYmJiREZGRpFleRNyyiOnLELIK4+csgihWZ4ZM2YIDw+PIjlefHy8MDU1Fbt27SpUlrdJTnmKIoujo6NYunSpbPIUldezhIeHCwDi8uXLsshTkuSURYg3z5PXv9dZdYN79+5ptC/OCUNERERERERERETvDZVKhadPn2LJkiUwNzdHp06dSjoSEX3AWIQhIiIiIiIiIiKi90ZERAScnZ1hZ2eHTZs2FXgydCKiosQ7EBEREREREREREcnCzJkzMXPmzDfah5OTE4QQRROICuXOnTslHeGt4LVGmtB8xigiIiIiIiIiIiIiIiLSGIswRERERERERERvGX85TUREJF9F+e80hyMjIiIiIiIiInpLdHR0oFAo8OTJE1hbW0OhUGi0nUqlQmpqKpKTk6GlVfK/qZVTHjllkVseOWWRWx45ZZFbHjllkVseOWWRWx45ZXnTPEIIPHnyBAqFAjo6Om+chUUYIiIiIiIiIqK3RKlUws7ODvfv3y/QnAlCCCQlJcHAwEDjwk1xklMeOWWRWx45ZZFbHjllkVseOWWRWx45ZZFbHjllKYo8CoUCdnZ2UCqVb5yFRRgiIiIiIiIiorfI2NgYrq6uSEtL03ibtLQ0nDhxAk2aNCmSX+W+KTnlkVMWueWRUxa55ZFTFrnlkVMWueWRUxa55ZFTlqLIo6OjUyQFGIBFGCIiIiIiIiKit06pVBbo4Y5SqUR6ejr09fVl8XBLTnnklEVueeSURW555JRFbnnklEVueeSURW555JRFbnlKfnA2IiIiIiIiIiIiIiKi9xCLMERERERERERERERERMWARRgiIiIiIiIiIiIiIqJiwCIMERERERERERERERFRMWARhoiIiIiIiIiIiIiIqBiwCENERERERERERERERFQMWIQhIiIiIiIiIiIiIiIqBizCEBERERERERERERERFQMWYYiIiIiIiIiIiIiIiIoBizBERERERERERERERETFgEUYIiIiIiIiIiIiIiKiYsAiDBERERERERERERERUTFgEYaIiIiIiIiIiIiIiKgYsAhDRERERERERERERERUDFiEISIiIiIiIiIiIiIiKgYswhARERERERERERERERUDFmGIiIiIiIiIiIiIiIiKAYswRERERERERERERERExYBFGCIiIiIiIiIiIiIiomLAIgwREREREREREREREVExYBGGiIiIiIiIiIiIiIioGLAIQ0REREREREREREREVAxYhCEiIiIiIiIiIiIiIioGLMIQEREREREREREREREVAxZhiIiIiIiIiIiIiIiIigGLMERERERERERERERERMWARRgiIiIiIiIiIiIiIqJiwCIMERERERERERERERFRMWARhoiIiIiIiIiIiIiIqBiwCENERERERERERERERFQMWIQhIiIiIiIiIiIiIiIqBizCEBERERERERERERERFQMWYYiIiIiIiIiIiIiIiIoBizBERERERERERERERETFgEUYIiIiIiIiIiIiIiKiYsAiDBERERERERERERERUTFgEYaIiIiIiIiIiIiIiKgYFEsR5uHDh/D09IS2tjYUCgVMTEywefNmaX2FChWgUCjU/qysrPLdb8+ePaV9Ghsbw9fXV219rVq1oKWlBW1tbQwfPlxt3fjx42FjY1M0b5CIiIiIiIiIiIiIiCgfxVKEqV+/PkJCQrB06VIcPXoUtWrVgo+PDy5cuCC1sbKyQmBgoPR3/vz5PPc5ZswY7NixAwMGDMDevXthb2+PIUOG4Nq1awCAadOm4cqVK9i0aRO++OILrFmzBqGhoQCAiIgIrFy5Env27CmOt0tERERERERERERERJRNkRdhnj17hnv37mHKlCkYNWoUWrZsiWPHjsHAwABjx46V2mlra6N69erSn7Ozc5773bhxI9zd3fHTTz+hU6dOuHr1KhQKBSZMmAAAuHjxIsqVK4cBAwZgxYoVUCgUOHPmDADA29sb7dq1g5eXV1G/XSIiIiIiIiIiIiIiohxpF/UOk5OTAQBGRkbqB9LWRlBQkPT60aNH0tBhrq6u2LNnD1xdXXPcZ0JCAl68eIH27dur7c/JyQmBgYEAgIYNG+LIkSMIDw9HQEAAhBBo0qQJVq9ejYiICKldXuLi4hAXFye9joyMBACkpaUhLS1NwzNQfLIyMEt2csojpyyAvPLIKQsgrzxyygLIK4+csgDyyiOnLIC88sgpCyCvPHLKAsgrj5yyAPLKI6csgLzyyCkLIK88csoCyCuPnLIA8sojpyyAvPLIKQsgrzxyygLIK4+csgDyyiOnLIC88sgpCyCvPHLKAsgrj5yyAMWbJz09vUDtFUIIUdQhTExMoFQq8c8//6BatWoYM2YM1q5dCx0dHaSmpmL06NEwMTFBzZo1ceHCBXz//ffQ0dHBs2fPoKurm21/ly5dQq1atbBu3ToMGzZMWl63bl0EBwcjISEBANCsWTMEBARAqVRizJgxmDZtGqysrLBhwwbs3bsXe/fuhb6+PrZu3YrOnTtnO06zZs1w/PjxbMs3bNig0Zw1RERERERERERERET0/nr69CmGDh2Ke/fuwc7OLt/2Rd4TBgD27t2Lrl27olatWgAye8U4OTnh4cOHAIAffvhBatutWzd4e3ujefPmWL58OSZNmlTo4x47dkztdfPmzVGlShXo6+tj9+7dCAoKwqJFi9CnTx8kJiZm2/7PP//M1hOmbt26aNKkCZycnAqdq6ikpaXhyJEj+Oijj6Cjo8MsMs0jpyxyyyOnLHLLI6cscssjpyxyyyOnLHLLI6cscssjpyxyyyOnLHLLI6cscssjpyxyyyOnLHLLI6cscssjpyxyyyOnLHLLI6cscssjpyxyyyOnLHLLI6cscssjpyxyy5Nblm/3X8fd6ESs7FMDetrFMkV9gfIUhQcPHhSofbEUYVq0aIHY2FhERUXh4cOHqFGjBhwcHGBmZpZj+2bNmkGhUODKlSs5rndzcwMAhIeHqy2Pjo6GiYlJjtvs378fAQEBiIiIwIgRI1C2bFlUrlwZCxYsgK+vLx4+fIiyZcuqbWNqagpTU9Ns+9LR0Snxi/hVcsojpyyAvPLIKQsgrzxyygLIK4+csgDyyiOnLIC88sgpCyCvPHLKAsgrj5yyAPLKI6csgLzyyCkLIK88csoCyCuPnLIA8sojpyyAvPLIKQsgrzxyygLIK4+csgDyyiOnLIC88sgpCyCvPHLKAsgrj5yyAPLKo6OjA9dph7MtvxDxHM0qli6RPEV9brS1C1ZWKdbSU+nSpVGjRg2Eh4fj3r17aN26dY7tzp8/DyFErr1NjI2NYWRkBD8/P2lZeno67ty5Aw8Pj2ztVSoVPvnkE0yePBm2trbIyMhARkYGACApKQmAfMamIyIiIiIiIiIiIiJ6nwWEPS3pCCWmWIowc+fOxbfffosTJ05gwYIFqFKlCoyMjLB+/Xo8evQIderUwYYNG3Dy5EksWrQITZs2hY6ODiZPniztw8LCAj169JBeDxkyBFevXsWnn36Kffv2wd3dHUIILF68ONvxfXx8YGxsjDlz5gAAOnfujMjISGzYsAEDBgyAnp4eHB0di+OtExERERERERERERHRK06GRZd0hBJTLMORPX36FCtXrkR6ejq0tLRQtWpV7Nu3D4aGhkhOTkZ4eDiGDRsGIQSUSiVcXV2xY8cOtaHA4uLi8OTJE+n18uXL8fDhQ/j6+mLDhg0wMjLCjz/+iGrVqqkdOygoCNu2bcO5c+ekZYMGDcLWrVsxbNgw6OjoYO3atcXxtomIiIiIiIiIiIiI6DUhkXF4Ep8CaxO9ko7y1hVLEWbp0qVYunRpjussLCzw9Gn+XY/S09OzLduxY0e+21WrVi3Hbf/55598tyUiIiIiIiIiIiIioqJha6qPUka6CImMw6lbT9G5RrmSjvTWFeucMERERERERERERERE9GFqUbk0GrtaAfhw54VhEYaIiIiIiIiIiIiIiIpcq8ql0bBCZhHm5M2nEEKUcKK3r1iGIyMiIiIiIiIiIiIiog9bAxcrCAHoKrXw8Hky7kQnwtnKqKRjvVXsCUNERERERERERBrLUAnsDYzE0+SSTkJERHKnr6OEga4StRxLAQBO3nxSwonePhZhiIiIiIiIiIhIY8v/vomJO69i/XUlVKoPb1gZIiIquEYv54U5+QHOC8MiDBERERERERERacRpih9++PsmAOBxkgL+oR/eL5qJiCh3z16k5rg8a16YU7eikfGBFfBZhCEiIiIiIiIionzFJ6dlW/bjyTtvPwgREcnWiZs593RxL2cGE31txCen4+qD5285VcliEYaIiIiIiIiIiPI1Y+81tddKhcDFiFhcuPOshBIREZHc5NZDUqmlQAMXSwAf3rwwLMIQEREREREREVGe9l55gN2XH6gtq2OdOZzMuhO3SyISERHJTIYKOHEzOtf1jVytAXx488KwCENERERERERERLm6H5OIb/YEZVveoqwKAHAk+DHCohLediwiIpKZ2/EKJKSk57q+0ct5YS7djUViau7t3jcswhARERERERERUY4yVALjfw9EfHI6PB3M1dbZGACtKmX+qvlH9oYhIvrgBcUo8lzvZGmIcuYGSM1Q4fydmLeUquSxCENERERERERERDlae/wWzoU/g5GuEst61ci2flhjZwDAH5cf4HFc8ltOR0REchKcTxFGoVCgYYXMeWECPqAhyViEISIiIiIiIiIiNfHJaZi/PwTfH7kBAJjVuRocLY2ytfN0MEcdp1JIzVDBN+DOW05JRERyEf70BaKSFdBR5l2IafhySLJ/b7IIQ0REREREREREHxiVSmDXxftwn3kY607cRoZKoE9de3SrWS7XbT5r4gIA+OXMXcQnp72tqEREJCPHbmQWVeo4lcqzXVYRJiQyDk8TUoo9lxywCENERERERERERPjvfiy6rz2FCTsC1ZbP71odCkXuv2xuUak0KpQ2RnxKOn49F1HcMYmISIaOhT4BADSvaJ1nOytjPVQuYwoAOHUruthzyQGLMEREREREREREH7i5fsHovCoAlyJiYaSrLNC2WloKDGtSHgCw8WQ4UtNVxRGRiIhkxmmKn/QX+jgBAFDHMe+eMADQKGtemA9kSDIWYYiIiIiIiIiIPlBZD89+/DccQgAfe5bDPxObFXg/nWuUhY2pHh7HpWDPlQdFH7SY3Y9JRP+NZzFi2yWkZ7CIRERUUNEvUgEAZcz0822bNSTZybCnEEIUay450C7pAEREREREREREVPJqO5bC0l41CrVtxW8OSv+98d9w9Khll+cQZnLiNMVP7XX98pboX9+xhNIQEb27tBUCpQx1cl3/6v1WX0cLD2KT4B8ahRaVbN5GvBLDnjBERERERERERARXG5Mi2U/o43gEhBV+nP/gh3GY/Vcw7jx9USR58rLz4v1sy5YcDkXMy190ExGR5sx0oXEBfmADJwDAwoOhUKne794wLMIQERERERERERHcbIyLbF8/BYQXajunKX5o98O/+CkgHJ1WnoR/aFSRZXpVhkpg/v4QTNwRqLa8kq0JYhPT8P2RG8VyXCKi95mZruZtv2jqAlN9bVx/FI+9ge/eMJYFwSIMERERERERERHBrYh6wigUwD/Xo3DrScIb7ScuOR2DN53HKv+wIp0zID45DcO2XMC6E7ezrZvRsSoA4JezdxH8MK7IjklE9CEw09X8Xm1uqIvPm7kAAJYcvoHU9Pd3Pi4WYYiIiIiIiIiICK5F1BOmZaXSAIBNAXcKtN2JG0/UXvet5wAhgEWHQvHFz5eQkJL+xtlS0jPQ58cz+Pt6FPS0tfBDH0+19V4ulmhfvQxUApj557UPYsJoIqKiYl6AnjAAMKiBM0qb6OF+TBJ+PRdRPKFkgEUYIiIiIiIiIiKCtbFekexncCNnAJnzrcQmaja3SnxyGqbs+k9t2dyP3bGgqzt0lVo4eO0RPl4VgPA3mCfGaYofKn5zEEEP4mBhpIvfP/NCJ4+y2dp91a4y9HW0cO7OM/z1X2Shj0dE9KEpSE8YADDQVWJ0S1cAwIp/buJFERTb5YhFGCIiIiIiIiIi0ngy5fx4lbdEJVsTJKVlYPv5exptM2//dTx8npxtee+6Dtj+WX3YmOrhZlQCOq04iSWHQ/EkPuWNMs77uBo87M1zXFfO3ADDm1XIbOcXgsTU9/OhIBFRUStoTxgA6FXHHk6WhniakIqNJws3n5jcsQhDRERERERERERFRqFQSL1hNp+6g7SMvMf5P3nzaZ7D0HRdfQqP4zKLLvEp6VjxTxgaLvgHX+4MxI3H8RplSknPUHvdplqZPNsPa1IedqUM8CguGav9b2l0DCKiD11Be8IAgI5SCxNaVwQArD9xG89eaNaD8l3CIgwRERERERERERWpTh5lYWWsi8jnyTgY9CjXdgkp6Zj8chiygV6O+e53dd+a8HQwR2qGCr9fuI/WS09gyJaLuPE87148K/8JK1B+fR0lvmlfBUDmQ8G70YUfBo2I6ENhVoieMADQ3r0MqpY1RUJKOlb5F+x+/S5gEYaIiIiIiIiIiIqUvo4SfetlFlXyGl5m/v4QPIhNgr2FAb5sUynf/bZzL4M/hjfEri+80LaaLbQUwImb0VgVrMTk3UGIT07Ltk3Qg+dYfazgvVm8q9qgUQUrpGaoMG9/SIG3JyL60BS2CKOlpcDkl/8GbD19Fw9ik4owVcljEYaIiIiIiIiI6AOUlJqRf6M30K++I3SVWrhyLxaXImLU1iWkpGP9iVv45WzmMGTfdasOIz1tjfddy9ECB4IeQfVy5BsFBHZffoh2P/yLC3eeSe1S01WYuCMQGaqCD5HjPHU/ToY9BQD8HRKVbUgzIiL6PwsjHWi/QbWhsasVvMpbIjVDhaVHbhRdMBlgEYaIiIiIiIiI6AN060lCse7f2kQPnWqUBfD/3jD3niVizr5gVJtxCPP2XwcA9K/viAYuVm90rFFVM1DOXB/3niWh57rTWHI4FGkZKqz0D8P1R/GwMCrkz7NfSlcJ3HhUvOeLiOhdZmuqX+htnab4wXnqfpy+HQ0A2HP5ARJT04sqWoljEYaIiIiIiIiI6AN0M0qzSe3fxOCGzgCAg0GPMHTzeTRd5J9teLIZHau88XFcTIG/Rniha81yUAlgxT9h6LwyAKtfzi0wu3PVNz7GtYfP33gfRETvKxtTvSLZT1kzfaSrBC5HxBbJ/uSARRgiIiIiIiIiog/QjcfF37OjSllTeJW3RIZK4GhIFFQCaOJmrdZGW1k0j6dM9HXwfc8aWPmJJ0z1tREcGYd0lUDbarZo717mjfcfxCIMEVGubN6gJ8yr6jpbAADOhj/Lp+W7g0UYIiIiIiIiIqIP0M3Hxd8TxmmKnzS8TN96Djg6vgm2DK5brMccue0y4pIzh7HxsDPD7M7VoFAo3ni/1x7GvfE+iIjeVzYmRdMTps7LIsz596gIo/mMZ0RERERERERE9N54Gz1hXjX3Y/e3ejwA2DuyUZHtKyQyDhkqAaXWmxd0iIjeNzam+kDSm++nrlNmEeZSRAxS01XQ1X73+5G8+++AiIiIiIiIiIgKJCk1A/diEks6xjvDUFeJ5DQVbj95u4UrIqJ3hW0RzQlTobQxLIx0kZKuwtUH78cwkCzCEBERERERERF9YMKiEiBESad4d1QpYwqA88IQEeXGpoiKMAqFArUdSwEAzt95P4YkYxGGiIiIiIiIiOgDc+MtzAfzPqlaNrMIc+0B54UhIsqJral+ke2r7st5Yc69J/PCsAhDRERERERERO+VA1cjcfjao5KOIWs3oliEKYiq5cwAaNYT5vaTF0jJKO5ERETyYqJfdNPPZxVhzt95hgzVu99ts+jODBERERERERFRCXOa4if9d9Asbxjr8dFHTm4+5twmBZHVEyb4YRyEEFAoFDm2Oxf+DL3Wn0ZNSy18/DYDEhGVsNzui4VRpYwpjHSViE9OR+ijeFR5eQ9+V7EnDBERERERERG9l8KfvCjpCLJ1kz1hCsS1tAl0lVqIS07H/ZikHNs4TfFDz3WnIQRw83nRPYwkIvrQaCu1UPM9mheGRRgiIiIiIiIiei/desLeHjlJTE3HvWc5FxIoZ7raWnCzNQYABD3If0iyuDQFnielFXcsIqL3Vl2nl/PCsAhDRERERERERCRPLMLkLCwq87xYGumWcJJ3S9UymfPCXHsYp1H7W+yJRURUaFnzwpwLfwYh3u15YViEISIiIiIiIqL3EoswObvxcj4YVxvjEk7ybqlWLnNOgqCH+feEAf5f7CIiooLzsDeHrlILT+JTcDc6saTjvBEWYYiIiIiIiIjovXQrij0RcnLzceZ8MG42JiWc5N1SpWzBesKEsSfMByFDJaBSvdu/0ieSI30dJTzsM++758Lf7SHJWIQhIiIiIiIiovdS+NMXyODD0WxuvCzCuLIIUyCVy5hASwE8iU9BVFyy2rqYF6nZ2rMnzPsvISUdLZccQ6dVJ5GeoSrpOETvnTrvybwwLMIQERERERER0XspNUOF+zHv9hAmxSFrODK30hyOrCAMdbVR3jrznL3eG+b4jSfZ2rMnzPvNaYofqs04hDvRiQh6EIejIVElHYnorXobPcDqvJwX5jyLMERERERERERE8sR5YdS9SEnHg9gkAByOrDCqlX05L8wD9Xlh/rme/QF85PNkxCenvZVcVPK2nrlT0hGI3qqnL1KK/Ri1HEtBSwHcjU7E49d6IL5LWIQhIiIiIiIiIjUqlUDgvVgkpqaXdJQCyelXuZwXRt3Nl0NkWRnroZSRbgmnefdUzWFemPQMFY6FqhdhTHUyr0UOSfb+MzPQgUIBBIRF8/OmD8rj58VfhDHV10HlMpnF73d5XhgWYYiIiIiIiIgIQOYE038FPkSb5SfQeVUAPvr+BM7cji7pWBrL6Ve57AmjTpoPhkORFUrVlz1hrkX+vyfMpYhYxCWrFyxtDTOLMDf5UP69JMT/C76DGzqjZaXSAICfz9wtqUhEb92jt9Qzpe7LIclYhCEiIiIiIiKid1aGAPYGRqL10uMY9etlac6QB7FJ6PPjGcz1C0ZyWkYJp8xfVByLMPnJ+qW+mw2LMIWR1RPm3rMkPE/MHGrs7+uPs7WzNcj8X/aMkK/45DREJRVu27OvPAzuV98B/b2cAAC7Lt7Hi5R3qwchUWG9tSKM07s/LwyLMEREREREREQfKCEE9l55iPlXlJi48ypuvTaReO869hAC+PHfcHRaeTLbPBhy8+h59gdCr7+nD53UE4bzwRSKmaEO7EplVliyesP45zAfjI3By54wL883yc/Y3//DvCtKHAnO/vnl58cTt6X/tjTWQ+MKVnCyNER8Sjr2XHlQlDGJZOvR80JWMQuozsueMKGP4xGbmPpWjlnUWIQhIiIiIiIi+kCtP3EbE3cF4UmyAuYGOpjkXVFt/YJu1bFhQG1YGevixuMEfLw6AKv8w5CeoSqhxHl7HJ+9CPPsRSqevXg3H9q8iX9vPsHSIzewyj8MG/69ja2n7+C38xEIepA5l4kbizCFVi1rXpgHcbj3LBE3HidAqaVQa8PhyOTLaYofnKb44cTNaAgo8NWeazkWcHMTFhWPv18rvGlpKdCvviMAYOvpu2rDlRG9rx69hTlhgMw5zMpbG0EI4MKdmLdyzKLGIgwRERERERHRB+hYaBTmH7guvfaf0BgjmlfI1q5VFRscGtsEbaraIi1DYNGhUPT58Qwexr6dX8AWxOPXhiMrZ57ZY+H2ezAk2alb0ThwT4EUDYaFu/4oDoN8z2P53zex6FAovvULwbS91zB511U8Tcg8RxyOrPCkeWEePod/aObD+FoOpdTaZA1Hdj8mCYmpHJ5KzmKT0jBhxxWoVJoVTjaeDM9xeY9a9tDX0cL1R/E4/44+KCYqiMdvaTgy4N0fkoxFGCIiIiIiIqIPTPjTFxj162W1ZcZ62rm2tzTWw8Frj6TX5+/EoO3yf3HolWVy8Pi1X7OXtzYC8O7PC+M0xQ8DN13EwftKLDpyM9+2bZb9i3SVgHs5M/SsbYfONcqqtfmyTUWYG+oWZ+T3WrVymT1hgh7G4Z+XPSJaVC6t1sZYB7Aw0gEA3IrikHhypquthYCwaGw4eTvftk/iU7DrUs7DjZkZ6qBLjXIAgC2n7xRlRCJZeltzwgBA3ZdDkp26Ff3WjlmUWIQhIiIiIiIi+oDEJ6fh0y0XEJ9c+F/nV7czw/OkNHy29SKm7w1Csga9M96G14cjc7HO7O3xLs8Lk/ba0G+bT0fg+I0nGm27YWBtLOzugeW9PdWWD2+WvccTaS6rJ8ztJwnSA8EWlUpna1fh5fV3M4rzwsiVlkJgWrtKAIBFh0Lznfdq6+k7SE1XoYa9eY7r+3tlDkl2MOgRonIYHpHoffL6Dx+KQ9bwgeN/D4SOUoGrD57nOA+X3LEIQ0RERERERPSBUKkExv0WiLCoBNiY6hV6Pzs/b4BhTcoDALacvosuqwIQJoO5L14fjsyl9MsijAyyFdYPf2fv+TJxRyCiE7KPxX/vWaLaaxtT/WLL9SErbaoPK2M9qASQmq6CXSkDuJbOPrxbhdKZPbE4L4x8GWkDvWqXg3dVG6RlCIzefjnX4eOSUjOw9cxdAMCnjcvn2KZqWTPUciyFdJXA9nP3ii03UUlLSElHfMrbHWpxcENnAMCcfcFITZfn3HS5YRGGiIiIiIiI6AOx7O+bOBryGLraWljXv3ah96OrrYWv2lWG76A6sDTSxfVH8ei44iSOBj8uwrQF9/r49C7v+HBk5+88wyr/MLVlFayN8CQ+BVN2X1Wb/FsIga/3BL3tiB+sauVMpf9uUak0FApFtjZST5jH7+b19yEw0gYUCgUWdK0OG1M93H7yAt/6heTYduel+4hJTIO9hQG8q9rkus8BL3vDbDsbgfSMd+tBMZGmHr2FXjCvG9miAqyMdXH76YtCD/mXlqFCRHQiMjScA6qosAhDRERERERE9AE4GBQp9aqY97F7rsPpFETziqUR/SIVAJCUloHh2y7h1K2nb7zfwkhJz8Czl1myZD0Ej3iWiJR0eQyZpqm45DSM++0KXn9OtKSHO3SUChwJfoxfX/ml/d4rD3FCw2HK6M1lDUkGAM1zGIoM+H9PmDAORyZbhi+nwiplpIvve9aAQpFZPNl96T5OhT3FpoBwTN19Fd3XnMJcv2AAwJCGztBW5v5ItU01W1gZ6+JRXDKOlHBh+m25/SSB1/kH5vUfPbwNJvo6+NI7c/jA5Udv4mkOPUJfl5gOHLvxBIsOXUevdafhPvMQmizyx+LDocUdV03us+4RERERERER0XvhSXwKJvweCCBzOI/uteyK5Tip6Sp8uvkCfvm0fp5FHiEEktIyYKhbdI8louKyP4yxNtGDiZ424lPScTc6EW42JkV2vOI2889ruB+TBLtSBrgfkyQtr1LGFF96V8Lc/SGYsy8Y9ctbwNxQF7P3BZdg2g9PtbJmAAADHSW8ylvm2ObVImByWgb0dZRvLR9pxkj7/1XOhhWsMKxxeaw7cRvjX94vX2dXygA9atvnuU89bSV613HASv8wrDl+C03crGGk9/49go1LTsNfgQ/x+/l7CLyfOZdOdTsz9KnrgE4eZd/L90z/VxI9YQCgey07bD1zF1cfPMeSw6GY37V6ju3+ux+LKbv+Q3CkNnD+crb1v5y5izEtXd/afZnfBiIiIiIiIqL3XJ25R6X//urlJNTFoWEFSwSERcPH9xx+G+aFirbZix5X7sVi2p4ghD6Kxw99aqBNtTJFcuycJsFWKBQoX9oYgfdicSsq4Z0pwuz77yF2X3oALQWwrFcNdF97Wm39kEbOOHYjCgFh0Riz/QqcrYzw7EUqKtma4Poj/hq9uDlN8ZP+e0Jrt1wf4lkZ68LMQAfPk9Jw+8kLVHml9wzJg+ErT0Zf/VwVCsDBwhCupU1wNOT/vVn+mdAMutq594J5dR+Gukr8d/85eq8/g40+tVHa5N2fo0mlEjgTHo0dF+7jj8sPpOXaWgpoKRT47/5z/Hf/Kub6haBzjbLoU9cB1cqZlWBiKi6PSqAnDABoaSkwo2MVdF97GtvP30Pfeo7SNfbq989AR4mktOw9YA+Pa4JBvufxIDYJh4Mfo5NH2beT+60chYiIiIiIiIhkIa9hdN7U+v61UcPeHLGJaei/8Swiov8/UXzMi1RM3f0fuqwKwNUHz5GaocKE3wMRVkSTlj/OoScM8O7NC/MwNglf7b4KABjRvAJqO1lka6OlpcDiHh4wM9DB1QfP8WfgQygUwIJuOf8imIrP0FwmaAcyi4CupV/OC8OhmmTJSCfn5dfntMHxSc2xYaD63Fl5FWBe9/PQerAw0sXVB8/x8apT7/xwXUIIfLrlAj758axaAQYAznzVEme+aomv2lWCs5URElLS8cvZCHRYcRJ9N5zJsUhO77aSGI4sS20nC3TyKAshgNl/BavNj5YlKS0DjStYYk6tdLXlbjYm6PayN/COC/eybVdcWIQhIiIiIiIioiJhpKeNTYPqoJKtCaLiU9B34xlEPk/C9nMRaLHkmNocJgDwIjUDn/98EQkp6bnsMdONx/E4FhqVZ5vchkZxeTkk1K0nLwrwTkpGaroKY7ZfRlxyOjzszDC6pWuubcuYGWBBV3fptU8DpyKZ54eKluvL3ldFVWykomWonfPk3Hrabz5EUU2HUtj9RQM4WRriQWwSuq4+hbO3o994v2+b0xQ/OE3xg/PU/fj7ehR0lVr4pJ6DWhsrYz1YGOliWBMXhD/9/71WR6lAQFg0OvxwEhfvPnvb0akYldRwZFmmtK0EfR0tnLvzDH5XI5Hx2gRqferaY10/T5jqZt+2x8sizMmwp7gfk5i9gQZOhRVs/jsWYYiIiIiIiIjeY7GJqfk3KkLmhrrYMqQuHC0Nce9ZEpouOoYpu68iJjENFV8bDszGVA9hUQmYvPO/HH/JCgC/X7iH9j/8Cx/f87j5OPdfkj/O5ZfW/y/CyP8huNs3B3D+TgwAYFlvT+jk02vpi18uAQA6VC+Dia0rFns+KjipJ8xj+V9/HyKjYp6owcnKCLuHN0RNB3PEJaej/8Zz2HslsxdJWoYK4U9fwP96FH46GY6Fh27gdlzx5ikKA7wcMe9j9/wbAjg0tglcSxsjKj4FvdadwZbTd3K919O7pSR7wgBAWXMDfNG0AgBgnl8Ivvj5otr6eR+75/pvqL2FIRq4WEIIYOfF+xofM6sg6TTFD/MPXC9QXs4JQ0RERERERPQeu3g35q0fs7SJPu6+HIosNV0FI10lxn3khoENnOD69QGp3eq+tdB7/Wn4XY2E50lzDKz//wmv0zNUmH/gOjaeDJeWBd5/LvUseN3jXH6VW6H0y+HIohIghIBCoXjj95eTG4/jMWdfMB7HJSM1XYXUdBVSXv6vrrYWRrWogIENnHI9/s9n7qq9drYy0vjYKz+p+UbZqfi42nA4Mjkr7iIMAFgY6WLbp/Ux7rcrOBD0CGO2X8Hiw6F4GJuc7df7CihhEHAHnzWtUGz3qjehq9TCp01yH4LvdeWtjbFnREN8ufM/+F2NxPS913DlXizmfez+1iZEp+IRWcI9YQBgWJPy+P3CPTyITcLD1/Lk9/3pWdsep25lzm80uoUrtLQK9n17Ep/zEKi5YRGGiIiIiIiI6D12oQSKMK/7e0Iz2Jpln5S6lmMpTOtQBdP3XsP8A9dRySaz8BCXlIZxOy/jxI0nau2vR+b+M/Hc5oRxsDCCUkuBF6kZeByXkmOON/XqZMA5SgFm/hWMW09eYEbHKtnm5TkX/gwz/7xW5Lmo5LmWziwa3olOlApyb2LvlQdY/vdNjGnpis41yhVFxA+a4Vt6Mlpp2kG11/eeJWVr07yiFfxDn2LBwRsIjkzAd92qw0BXXoWKnnXsYGNasHuokZ42Vn7iiRr/mmPBwevYfekBrkfGY13/WrC3MCympFSc0jNUeJpQsCJEUXr139w1fWvii18uoZShDmIS0zTeR5tqtjDZq40HsUk4fTsaDStYFUdUCYcjIyIiIiIiInqPXbhT8uPw51X46F/fER97lkOGSmDMb//h5nMFeqw/ixM3nkBfR/2xRWghhiPT1daC48sHfW9jSLItg+tix+de+HNkQ7XlCgWw9cxdDN58AXHJ/39Q9CA2CV/8fBHpKg7R8z6yMdWDiZ42MlQCd6ILPy9R1hA4Y7Zfwe0nLzBm+xV8/cdVJKdlFGHaD49RLnPCFKd9oxph+7D6ODO1pdrydX090c0pA9paCvwZ+BBd15zCvWeFm6+iuHzWxKVQ2ykUCnzapDy2DqkLSyNdBEfGoc+PZ3j9vqOeJKRAJQDtAvYeKQ5t3ctgz4iGODK+aYG209dRopNHWQCZw54WVM/a9vk3egWLMERERERERETvqZT0DATef17SMfKkUCgw72N3VLI1QfSLVKwMVuL200SUNdPHzs8bqLUNicyjCJPH0Cjli3FemKz5HbI0cbNGHScLVLczV1u+tl8tGOgoceLGE3RbnflwNSk1A8O2XED0i1RUKWNa5Nmo5CkUClR4OSTZjTyKiIXxy9kIdF97ChHR8npQ/y4x0nn7x6xWzgz1y1tmK04rFAo0KSOweVAtWBrpIiQyDh1XnsTJmwWbALw4vUnPFacpfvjkx7OIfpGKMmb6uB+ThB9P3C7CdPS2PHr5721pE70STpKphr05rIwLnqVXncxCyoGgR3hegF40APBFc82H5QNYhCEiIiIiIiJ6bwU9eI7UdFVJx8iXga4S1x/9/wF1TQdz7B3ZCNXKmam1e5qQkuMQKAkp6XiRmvsvql1emRemKEVEJ+LrP4I0autd1RY7PveCjakebkYloMuqAAzbegHXHsbBwkgX6wfUKtJsJB+upV/OC/O4aK4/pZYC6/vXQilDHQQ9iEP7Ff/iSPDjItn3h+ZtDUdWEHWdLPDXqEaobmeG2MQ0DPjpLPZcfpD/hsUgOI8hIN/ElLaVAACrj90q9ATv954lYvzvV+AfGlWU0UgDWZ+ZTTEM7/k2uZczQyVbE6Smq/Dnfw/zbHsqTL0YaqBTsJsHizBERERERERE76nzd0p+PpjC2DKoNqxz+YVt6KPsvQmyfpVropfzQxEXqSdM4YeDel1ahgqjt19GQkq6xttUK2eGvSMaoWpZU0S/SMW/N59CW0uB1X1rwq4U50Z4X2XNCxNWREXA8lZGaF3VFn6jG6Omgznik9Px6ZYLmLE3CHuvPIB/aBQu3o1BWFQ8nsSnIEP+ddgSoyPTJ6MNFvyD/172YlQJYOZf1wr8S/0sKpWA//UorPIPQ1hUwXpjrT0eXqhj5qeTR1nUdDBHUloGvjt4vUDbZg3N13ihP3ZfeoChmy/gj8v3iyUn5Szr31zbAs4PJDcKhQI9Xg4rtiOPIclepKRj8u7/3uhYMqz3EhEREREREVFRuPCOFmH08pi8/Pqj+GwT6Ea98qvc+BwedLsUw3BkS4/cwJV7sTDV10ZcsuaFGFszfVx7+P9fl8/uXA31y1sWWS6Sn6zhyG4W8AF4biq9HLqurLkBtg/zwncHr2PjyXBsPn0Xm0/fzdbeUFsJjwaJcLExy7aO5M/Nxhg3HidgxT838U2HKhpvF5+cBveZh9WWLT4citZVbPBFswqoYW+e5/aPEoGDxdTDSqFQYEbHqui8KgC7Lz3AAC+nfPPkREsBZKgExv8eiMTUDPSt51j0YSmbyKx/c9/xIgwAdKlRFgsOhOC/+88R8j/27jo8jnJtA/i9FndrkiZtmjZ1dy+llJaW4i4FDgc4+AE+oLhDz4FDcS0UdyrQpO7ukjRN4+7uWZvvj5XsJrvJbrKW5P5dFxfd2Xdnnkx2J7PzzPO8RbUYYaI16NtbLiCvsqlb23HRfC8RERERERERdYcgCDiRU+nsMGwuxUR7nJI63QUh09Uzg0M17ciKapotrlxpVqjw3o50bMoTIyGxGKkldfrWbgfTy/HpngwAwMprx1r9Mxi6ZdqAbr2eXJ+uHVlWeQMUNihLGR7uq//30Oc34av9mmqFJWPCMXNwMEb3N76I2KgU4asD2d3eLjnHc0s1iZdvD2Uju7zzar7s8ga8/Nc5zHhrp9HymYODIQjAlnMluOrjA7j5i8PYl1YGQRBMrmd7gRhmnrKJcdEBuGZifwDAq3+fMxtHRz69bRLunBkDQQCeW5fEOWYcRDcHW0QPb0cGAME+7rhkRD8AwO/HjSuqSuua8dX+LHxzMLvb22ElDBEREREREVEvlFHWgKpGBdylYrT0gHlhLHXBxOTmxTWaeWL6+Zq+IBTg5YYQHzeU18uRVdaAMVEdVwTErIg3eCTG5t80bUikYhEGhXijvL4FggDcPDUaS8ZEdO0HoT4j0t8TXm4SNMpVyKloxBBtUqarRpq4UxsAPrm1dV4h4/cwsPZUIZ5cNAKB3m7d2jY53ryhoZg7NBR7U8vwn80p+PQ28/NHfb4nAys3p5hMnvx0z3Skl9bhsz2ZWH+qAIcyK3AoswLD+vliwoAADAnzwdB+vojr54OGZjlOlIvs+FNpPL14ODYlFuNkbjX+OlOIK8f373B8RZs5wRaNCselI/vBy02CT3Zn4I2E86hvUeLfl8RBJLJ//H1VsbYSJrwXJGEA4IbJ0diUVIx1p/Jx+4yBmP/O7nZjbpwcjV87aFnWGSZhiIiIiIiIiHqh49maKpjx0QE4ktV7KmIuFNdBpRYgEbdeYLNkkuDYUB+U11cio6y+0ySMoTGBaoi9A5FR1oD6FiXStO3OBod64wUrWgNR3yUWizAkzAdn82uQXlrX7STM8AjfzgcZiPIWkN+gxg+Hc/DwgrhubZuc47klI7A/rQybkopxLLsSU2KCjJ5vm3S7aFgo/jFrEJZ/fdRo+ZAwX7xz/Tj8caL1jv8LJXXtkttSsQhqiDA3Lhh70yps/NO06ufngQcuGoz/bUvFyk0puHRkODzdJCbHCgLw9Lpz7ZaLRCI8tXg4vN2leHvLBby/Iw0NLUo8t3QEEzE2ZPge080FEx3UO+YymxMXgn5+7iipbWmXgBkXHYClY8Jxx8yYbiVh2I6MiIiIiIiIqBc6pp0PZnJMoJMjsR0PmaaqJ6fCuCWPPgnja7odGdD1eWHuHqbGH/dNQ+LLlxot//7uafBy472tZBld4iWtpPvzElk7Gfb8CE0l3LeHctCsUHV7++R4w8J9ceMUTevC1zcmQ60237rr3rmx+OauqZg7NNSidX948wQ8cvEQXDY6XL9MqRYggoCHLhrcvcAtcM/cWPQP8ERRTTO+6KCd2J5iEfaklpt9/sH5Q/DSMk1ifPX+LLzyd3KXWpxR53SVMINDupdQdraYFfGIWRGPIc9tws1TNZ+vtnm7DQ/Owr1zB8Ndajo5aCkmYYiIiIiIiIh6Id18MJPb3DHdkw3tp6kASCk2vmu7xIJJgnXzwnSWhNl9odTose6CTNs7qiMDPDsPmEgrLkzz3v36QBZW78vsVjLE2rv7JwQLCPdzR3l9C/46Xdjl7ZJzPb5wKLzdJDiTX4O/z7b+Hs+3mSdrxeLhVq132bhIPH7pMKM2Z/EPzcCKcSpMGBDQrZgt4SGT4Jklmpg/25OBopr2E6AnF9Xir5yOL2PHrIjHK38n6x9/czAb725LtW2wpBfi4wZ/L5mzw7CZh+YPwY//nIajz15il/UzCUNERERERETUy5TVtSC7ohEiETBxQO+phNFNSN4+CaOdE6aDdmSDtZUIKcV1Zu8ilyvVeNXgIh6RLcSsiMd/NqcAAKoaFXg9/jwuens3fjySA4XK/vM1ScTA8hmau7xX78+0ujogo6we//jmGJ78/UyHFRhkX6G+7nhg/hAAwH82paBZoUJRTRPuWnPMaJxY3P0WXEP7+SLcgZ2mlo6JwJSYQDQpVFj83j5c8u4eXPvpQfzjm2N47NfTeOjnM1AJIiwYbll1z2tXjgIAfLgzHZ/tybBn6H1WbA+vgmlLKhFj1pAQhHZQUdut9dtlrURERERERETkNLoqmGH9fOHv2XvuVB0WrpmQPMXgzm+1WkBpXeeVMLoLlZllDfj3r6fx9vVj27UX+fpAFjLLG0y9nMgmVl4zBh/sSENhTTOeW5eEz/dk4t+XxOGq8f1tcvHcnBsnReHjXZlILanHntQyXDQsrNPXqNUCYp9NMFo2Z2gorhgXaa8wqRN3zx6EHw/noLCmGe/vSMOulFJ9a6ieynCuETepGDVNCtQ0KdqN85MJePOqUZi2cnen67x9RgzqWpT47+YLWLkpBT7uUtw2faAtw+7zYrXVpWQZVsIQERERERER9TK9cT4YABihrYQxnES6qlEOhUpzd36YBXewSsUi/HWmELevPoqqBrl+eUltMz7ckWbjiImM3TR1AHb+30V4adlIhPi4I7eyEY//dgZf7DM/F4Yt+HnK9HOKrN6X1en4opom3LHmaLvlb29JQYuS88o4i4dMgqe07cY+3Z2BlOI6u9257wxHnlmAjQ/Pxk//nGa0/KGLYnH/SBWCvN0sXtcDFw3BA9o5bV7YkIT1pwpsGmtfp5tnjSzDJAwRERERERFRL3M8R5uEGdh75oMBNJNTA0BORSMaWpQAWicIDvFxg0zS+WWOb/8xFb7uUhzNrsS1nx5EToWm8mXlphQ0yB0zBwL1bR4yCe6aNQjl9S36ZX+eyDc7vqyuxexz1rhrVgzEImB/enm7eUQMbThdgEWr9mJfmvEk6GG+7sirbMIPh3NtEg91zRXjIjE2yh8A4O0mwZo7pzg5ItsJ9HbD6P7+mDkkxGj5owuGILIL7dGeXDQMy2cMhCAAT/x+BlvPFdsoUmIljHWYhCEiIiIiIiLqRRrlSpwrqAHQ+yphgn3c9Xd9p2qrYUq188GE+ZpvRWZo1pAQ/HH/TPQP8ERmeQOu/uQgvt6fhXWnCiASAa9cMco+wROZIRGLkFZaj7zKRpPPd5QwsUZ0kBcuGxMBwHQ1zIXiOtz73XE8+stp1DYrMU57oV/n8YVDAQAf7kwz2S6K7C9mRTxin03A2fwaXDQsFF/eMRmj+/t3/sI+SiQS4eVlo3DNxP5QqQU89NMpHM+udHZYvQIrYazDJAwRERERERFRL3I6rxpKtYAIfw/0D/B0djg2N1xbDZNSrEnClGgrYcL9LUvCAJqKmnUPzMTo/n6obJDj1Y3JAIAbJ0djbFSAbQMm6sTkgZpk6c6UUpPPpxTbJgkDAPfMiQUA/HWmQP/ZSSmuRcyKeCx6by+2JpdAIhbh35fE4Y/7Zxq99rpJURjazwfVjQp8sju9w+2czqtGqQvOVaJQqZ0dgs18c9dUzBwc0vnAPi722QSsPalpRSZXqfH8+iQoe9H7wBlkEhGiAnvf+YU9MQlDRERERERE1Iuc0M4HM2lgIEQi+0307Sy6JMwFbRJG146sn5918yKE+XkgqaD14ravhxRPLhpmoyiJLHfx8DAAwA5zSZiiOpPLu2J8dAAmDwyEQiXgP5tScP8PJ7D4vX1GYxIemYN/XzK0XXs/qUSMFZdp5iNZcyAbBdVN7davVgt4K+E8rvr4AOa/sxs/HM6BIAg2i7+7qhtZwdOXBXjJkFJch5+P5Tk7lB4tJtgbUgvaf1Ir7i0iIiIiIiKibtiVUoqbvjiE3RdMX0C1l5TiWmxOKkZSQQ2qG+X6C53HtPPBTInpXfPB6AwL9wPQ2qKpxMp2ZOb8eu8MBPv0ngmuqedYMEKThDmcUaGf68jQ+WLbJWEA4J/aapi1pwqwKakYbXO1urmXTJk/LAzTY4MgV6rxv60XjJ5rUaoQ+2wCPt+bCQBokKvw/Pok3PbVEeRXmW615mg1TXJnh0BOpGup9+7WC6hhQq7LOB+M9aTODoCIiIiIiIiop4pZEa//95GsSjy9eDjumxtr9wqUwuomXPnRAbQoW1uqeLtJEBXohSztRPOTBvau+WB09JUwJXUQBKFL7chMGRnp1+3YiLpicKgPooM8kVfZhAPp5bh0VLj+OYVKjfRS2yVhDI9ZIhGwdEwEHlkQh0tX7bXo9SKRCM8uGYErPjqAdacKcPfsQRgV6Y+aJgX+9f0Jo7EvLRuJ/2xOwYH0CixatRfPLh2B6ydE2Oxn6YoqXnjv026ZOgA/HM5Bakk93tuRipeWcQ6wrojlfDBWYyUMEREREREREQBBEHAoowKP/HwKY1/egi/2ZnQ63vgxsHJTCh795TSa5Cp7hoqZK3fqEzC6ieob5CpcKKmDXLt8eAd3s/dkQ8J8IBGLUN2oQEltiz4JY207MiJXIRKJsGB4PwDArjYVdZllDVCo7NPO69hzl+CjWyZiaD/rjhVjowJwxbhI/TGvqKYJN3x2CIcyK4zG3TVrEDY/OhdTYgLRIFfhuXVJuPObEzhfJUJeVSNUase3KatqYCVMXyaViPHi5ZrEy3eHcpBWYtsqs75iMJMwVmMlDBEREREREfVplQ1y/HkiHz8fzUVmeYN++ZsJKegf4IWlY03fua2b6FfntStH4ZW/k/HXmUJkltfj89sno3+A7SeuLaoxnofh2HOXoFmhQkF1Exb8b49+eW/t1+4hk2BQiDfSS+uRUlxrs3ZkRM40f3gYvjmYjR3nSyEIgr6aTtd2zx5CutF+78lFw7ApqQj70spx2fv7UN2oQKivO8rqWozGxYR449d7Z2DNwWy8vSUFBzMrcRASfJayH24SMQYGeyE21BuxoT64ddoARAV6dffH6lB1Eyth+rrZcSFYOLIftiWX4NWNyfjuH1N75fxp9sR2ZNazyxlZYWEhJkyYAKlUCpFIBF9fX3z77bf659VqNebOnQuJRAKRSISgoCBs27at0/XecMMN+nX6+PhgzZo1Rs9PmjQJYrEYUqkUDzzwgNFzjz/+OPr162ebH5CIiIiIyEZyKxp5VyY5hSAISCmuRbPCvhUbrqysrgWP/Xoa09/cgTcSziOzvAHebhKjMU/8fhpn86vbvbakthmv/H3OaNntM2Lw/d3TEOTthqSCWlz50X4czaq0edyf7m5foeMhk/SpO1N1VT5JBTWoaNBc9O1uOzIiZ5o2KAhebhKU1rXgXGFr4uV8sf2SMN0RHeSF5TNiAGgmux8c6o11D8w0OTb22QS8tjEZzQo1lo0NR7inAJlEBLlKjbTSemw5V4JPd2fgyd/P2j3u6kaecxHw3JIRcJOIsS+tHDtTHDufW28wOKTvnG/Yil2SMNOnT8f58+exatUqbN++HZMmTcKdd96J48ePAwCWLl2Kffv24emnn8bvv/8Od3d3LFmyBNXV1WbX+eijj+L333/H8uXLsWHDBkRHR+Puu+/GuXOak94XXngBp0+fxjfffIP7778fn376KS5c0EwQlpubi48++gjr16+3x49LRERERNQlxTXNuGTVHlz76UF9+yAiR3lvexoWv7cPi97bi/1p5Z2OTy+tww+Hc1DX3DvuIk4prsWUN7Zj3akCyFVqjO7vhzevHoMjz11iNK5ZocY93x1HcU2zfpkgCHhuXSJqm9tPoD1jcDA2PDgLIyL8UF4vxy1fHkZifo3N4i6uacYvR/Nstr6eSpeE2ZdWDkEAZBIRgrzcnBwVUdd5yCSYNSQEAIwuCqcUuWa7pJgV8fhqfxYA4JIRYfjz/pkWVbG8e/1YPDNehcQXjY+1ErEIhzIrcKHYvj8v54QhQFOh9Y/ZgwAAr21M5nm4lfy9ZM4OocexeRKmsrISeXl5WLFiBR5++GEsWLAAu3fvhqenJ/79739DrVZj69atWLp0Kd58801cd911OHLkCJRKJV588UWz6/3qq68wZswYfP3117jiiiuQmJgIkUiEJ554AgBw4sQJ9O/fH8uXL8eHH34IkUiEw4cPAwAWLVqEJUuWYMaMGbb+cYmIiIiIuiypoAZypRqZ5Q0Y+vwmZ4dDfcjB9HK8vyMNAJBT0YjbvjqCx349jYr6lnZjLxTX4cGfTmLhqr14fn0Sbv/qqMsmYs4X1eKJ387g3W2pqOmg5czuC6W47tNDRss2PjwHt0wbAB93467dcWE+KKltwT3fHdfP87LhdCG2ny+FTGK6fUl0kJe+hZBSLeC347ZLmny2JwNyFS8WDQ/3AwCcyKkCoGlFJhaznQz1bAuGhwEAdhgmYVy0EsbQ6jumIMDKJKikzef10pGa7jXfHsq2VVgmsRKGdB66eAhCfd2RXdGIbw5mOTsc6uVsPidMc7Pm7iBvb+PecFKpFElJSdi7dy/UajVuv/12/XMDBgyAv78/9u7da3Kd9fX1aGhowNKlS43WFxMTgzNnzgAAZs2ahW3btiErKwsHDhyAIAiYO3cuPvnkE+Tm5urHdaS2tha1ta1/3IqKigAACoUCCoXzv2ToYmAs7blSPK4UC+Ba8bhSLIBrxeNKsQCuFY8rxQK4VjyuFAvgWvG4UiyAa8XjSrEArhWPM2LJKDW+sNLQ1AI3qdhp8ZjjSrEArhWPK8UCWBZPRX0LHv3llNEykQhYd6oAu1JK8fTiobh2QiQulNTj492Z2HyuxGjs6bxqLP/qCL6+Y1K7hIW1sdhKVnkD3t+ZgfjEYv2ybw9m4d45g3D7tAHwdJPo4/jmQBbe2pKGtvNBm4vzs1vH47rPjyCxoAaP/XoKzy8Zhpf+SgIAPHTRYKzakd7pOrYmF+P5y4bqkwRd3Tcltc346Whuu+Xm1mOL5fZcd3eWDw7RzLWj1P4iQ33dLI7f2m3aaj298ffkjHhcKRZbxaNbNntwIADgbH41iqrqIRaJ9HMeOSoWey83d/y7dWoUNiUVY93JfDy+YDD8Pe1zp32liZsNurtvbL2/2j7vSr8nZx/3bBmPuxh4/JIheGbdOXywIx3LxvSzaJ6knnjuZ69tWhqLs/7+2fPzqlS2r4buiM2TMJGRkfDx8cEbb7yBBQsWYPTo0Xj00UdRV1cHmUymbxE2bNgwo9f5+vqistJ0r9zU1FQAwKBBg4yWBwcHo6RE84Xgueeew7Zt2zB06FBIJBI89dRTCA0NxeOPP47Vq1fj1ltvxYYNG+Dh4YHvv/8eV155ZbvtXHHFFdizZ0+75Xv37kVycrL1O8NOLJk/x1FcKRbAteJxpVgA14rHlWIBXCseV4oFcK14XCkWwLXicaVYANeKx5ViAVwrHleKBXCteBwZy95MMQyL01/+bgtmhxtfGe6r+8YSrhSPK8UCmI9HLQBfpIhRVm/cFOGxUUr8milBQaMCz6w7h/9tSkJ5c+tdyuOD1Dhd2fqaU3k1uOb9Hbh/hAruxlOoWByLLVS2AFvyxThaKoIaxndV1zQp8fbWNHy+KxWLo9WYGirgrxwx9hanAQCmhqpxtKz1Z0pISDB4detX5aTDu3H7IODjZAk2nyvBodRi1ChEiPIWEF2fYjTW3DpKalvw+R+bMLBNC3Vr983aLDHkSjEG+QrIqmv9ec1t19rlrfF0fR22j8X0eEEA3CUStKg0+0HdUGWwro7Xb20sxvG45r5xVizG8dhzu64Ui+3jMVwW5S1BfoMIH/6xE0HuACBBsLuAipauf+aticU+y9u/fzX/b11ennwYEZ4SFDWp8fqP2zE/sk2m3AIqNVDWDIR30BUtI9/43Mswpq7+rLb+bLfdN854D7tSLPaI59FDrcuivQXkNSjxf9/swg2xllea9pRzP9txpfewteuAmeVdj2XHjh0m12+OzZMwALBhwwZcc801mDRpEgBNVUxMTAwKCwvtsTm93bt3Gz2eP38+Ro4cCQ8PD6xduxZJSUl4++23cfPNN6OxsbHd6//66692lTBTp07F3LlzERMTY9fYLaFQKLBt2zYsXLgQMplze++5UiyuFo8rxeJq8bhSLK4WjyvF4mrxuFIsrhaPK8XiavG4UiyuFo8rxeJq8Tgjlt++OQGUVOgf76/0xkvLZ8NdKu7z+6anxONKsVgSz+r92ThfnQp3qRgtBv3P779xCf6pUuObQzn475Y0fQJmyeh+ePCiWAzt54u4F7bqx/t6SJFVp8TvpaFYffsEeLm1/2rZ3X2jUKmxN60cf50pQkF1M2QSEdwkYsgkYsgkIggA9qaVQ6HSXKi7aGgIdqe2zm3zn2tG4YOdGSiobsZvmRJszJegUdtO7P8WxuHeOTEY+mLrBYslS5bo//3ooa3tlkecLMAz686hRiGCTCLCp3fOwPBwXzx+pP3YtusAgKbAOCxZGNflfVNa14Knju0DoMaL10zGXd+esDh2S5fr4unOOmwdS0fjvys8ipO51QCAcUNjsGTJcIvWb20shvG46r5xViyG8dhzu64Uiz3iMVyW6p6Oj3dnotIjEjEDAoDkC5gY2w/bzpd2uA5bxWKP5W3fv7rjHw7t0i9funQJ6sLy8cJfyThZ54P/LJ5tdYvBV+NT8P2ZXHx5+wRcNDTU5JhPMg8CtfVGy7q7b2z52Ta1b5zxHnalWOwRj+GylTdNwa1fHcfhMglevHEOYkO90RFbnfuptJWcbVvzWctR56Ku9B62dKxu3xiyVSwLFiyANeyShLn44otRXV2N0tJSFBYWYvz48fqWY7oKmAsXLmD8+PH619TV1ZlNdAwdOhQAkJVl3J+voqICvr6+Jl+TkJCAAwcOIDc3Fw8++CAiIyMxYsQIrFy5EmvWrEFhYSEiIyONXuPn5wc/P79265LJZC7xhUrHleJxpVgA14rHlWIBXCseV4oFcK14XCkWwLXicaVYANeKx5ViAVwrHleKBXCteFwpFsC14nFkLDmVxjcGFdU0Y92ZYtw+faBT4umMK8UCuFY8rhQLYDqeU7lV+N82TRXIS8tG4dl1iW3GAw/MH4r/bknTL//ktskm1//D3dNw2+ojOJZdhft+PI01d06Fp5vpkhhr9825whr8eaIAG04XoKJB3un46bFBeHLRMEwaGISYFfH65TdOjcFVE6Px85FcvPx3sj4B8+FN47BsfJTJOM3FDwA3T4vBM+vOAQCeXDQMY6KDLF4HAOy4UIanl4xsN97SffPVgTS0KNWYOCAAFw3vZ1Xs1ixv+5wt193dWNqOHxHhp0/CRAR4djq+q7GYi8eV9o2zYnFGPK4Ui63iMVy2cFQEPt6dif3pFfCQaY6rIyP9jZIwPeH3ZG65bpmpWK6dHI23t6Yit7IJB7KqcHGbY505hsd+ADieW4OFoyJNjq02MV9Yd/eNrfeXq/+eHB2LveOZFdcPC4aHYUdKKVbtyMBnt08y+VpT6+rKuV99ixLfHMjCl/uyEBvqjXUPzLJ6HbaMxxLqNj1cXek97Kz3pFRqXVrFLkkYnbCwMISFhSErKwt5eXm49dZbMXfuXIjFYvzwww+48cYbAQD5+fmoqanB3LlzTa7Hx8cH3t7eiI+Px1tvvQVA03ctOztbk1lrQ61W45ZbbsHTTz+N8PBwqFQqqFSaE+6mpiYArtO3j4iIiIj6phalCoXVTe2Wf7IrHTdMjmrTKIOoe2qaFHj451NQqgUsHROBm6dGGyVhrDUuOgDf3j0Vy786isOZlbj722P4+s4p+guGHdmfVo5tycUQoGkpJUDzxV4QgJO51foJ7dv65NaJUKjUkCvVePKPs/rlP98zHSKR6btI3aUS3DlrEF7+u7W99OJRll3U68i9cwdbNV4qFiG1pB5Z5Q0YFNLxHbamlNY148cjOQCARy8Zavbn7WuGh7felNnP18OJkRDZztj+/gjxcUN5vRwJSZp5rkZEmL4BubfxcpPihsnRWL0/C98ezLE4CdNWVlmD2eeqG3k9kNp7+rLh2HWhFJvPFeNEThUmDQy0+TYa5UqMfHGL0bJTudWoapAj0NvN5tuzpQIT31nIOnb5bvfGG2/g9ddfx969e7Fy5UqMHDkS3t7e+OKLLyAWi3HppZciPj4ezz33HP78809MmTIFUqkUr776qn4dQUFBuP766/WP7777biQmJuKee+7Bxo0bMWbMGAiCgHfeeafd9u+88074+PjgtddeAwBceeWVKCoqwurVq7F8+XK4u7tj4MCB7V5HREREROQo+VVN7SYGD/fzQFFNM347luecoKhXEgQBz65NRH5VE6ICPfHmNWNschF/4oBAfPuPKfB2k+BgRgU+2pne6WtiVsTjtq+O4NtDOfjuUA6+P5yDHw7n4ofDufjxSC7OF9XCTSLGkjHh+OoO4yqcJWMicOX4/rh+crTR8p6QkJgeGwwA2JZc3KXXf7EnEy1KNcZHB2BuXIgtQ+vRhke0drII92cShnoHsViEi4aFAQDk2raRw8Pbd23prW6fMRAiEbAntQyZZfWdv8CErHLTSZgmucqoFSeRztB+vrhukqZKduWm8xAE6+ckMqdZocJX+7Mw97+7jJb7emhqI7IqzCcNXUWmmc8UWc4uSZjy8nK88sormDdvHp577jnExcUhOTkZXl5eAID4+HjMnj0bK1euxHXXXYeWlhZs3LgRAQEB+nXU1tairKxM//j999/HddddhzVr1mDZsmXIy8vDl19+idGjRxttOykpCT/99BP++usv/bK77roL8+fPx7333ovDhw/j008/tcePTURERERksWwTX2YemK+5u/7jXRloUagcHRL1QtnlDbjrm2OITyyCVCzChzdPgL+n7VpVTBoYhAZtm6+PdqUjt6L93JvmPLIgDo8siMOjC+KMlh99bgE+uXUSFozofsWKq7hUW32z9VyJ1a/94XAOvj6gac3970viekTSyVGG9jOohPFzd2IkRLZ18fAw/b89ZRIMCPJyYjSONTDYG/O1SajvDuV0aR05FY36+TYMVTV23uKS+q7HFg6Fu1SMY9lV2G7Q/q87apsVWPbhfry2MRnl9cbvv9GR/gBMfydwNRmlXUuIUiu7tCNbtWoVVq1aZfZ5sViMvXv3drgOpVLZbtnvv//e6bZHjx5t8rU7d+7s9LVERERERI6SbeJi9Y1TovHp7gwU1TTj95MFaD/jBJFlmuQqfLArE5/vyYRcpbnrV6kWMGGA7dtrGHojIRmf3256HpnTedVGjx9fOFT/7/d3tM5DE+Dl2i05uuKSEf3w4oZzOJFbhbK6FgR4dH4/pCAIeHdbKj40qDCaZ2ai6b5q3CutE+QOCvFxYiREtjUnLgRSsQhKtYBh4b5WT1Df090xMwY7U0rx54l8/N+iYfBxt/zypbtUjBalGoXVTYhuk7xiEoY6EuHviX/MHoRPd2fgP5tTMH9YKKSSrtUvtJ2nKMTHHU9cOhTPrG1tBRsT4o1DmRU9IgmTWc4kTHex1TQRERERkROY+sLlLpXggflDAACf7cmCgh0zyEqCICCxUoTLPjyAD3em6xMwjrLlXAkOpJe3W65WC3j5r3MOjcWVRAZ4YmyUPwQB2HG+82oYhUqNp/88a5SAAXpG6zVnkfSxi9TUu/l6yDB1kOZWjBERfacVmc6cISGIDfFGXYsS607mW/XamGDNvFum2ifVcD4Y6sS/5g1GgJcM6aX1+OOEde89c2QSEVbfMRk3Tx1gtHxQiCZJ2BNafWWUun6Mro5JGCIiIiIiJ8g20//5hslRiPT3QEldCw6V8KIiWa5ZocL9P53G6gsSFFQ3I9LfA5/dNtHhcbzy9zko2yR/NpwpaFcJ09dcOlLbkiy54yRMo1yJe787jt+O54N5BaK+J2ZFPGJWxONgRgXiwnxw45Tozl/Uy4jFIiyfoZnL+dtDOR3Oz9E2sTIoRJOEyTIxn0wVkzDUCX9PGR7S3hD17rZUNMrbd1uy1jOXjcD46IB2y3UJQ3PfCVwJK2G6j0kYIiIiIiInyDEzd4ZhNcy+Yp6uk+WGv7AZO1I082r+a+4gbH9iHhaPjnBoDIFeMqSW1OOHw619/BtalFi5KcWhcbiiS0eFAwD2p5ejvsX0RZ2K+hbc/OUR7LpQBg+ZGF+Yae1GRH3Dtsfnmbx42xdcOykK3m4SpJfW40B6hdlxW84VGz0eFKpNwpioLmA7MrLE7TMGIirQE6V1Lfh6f5bVr69pMk723TUrxuS4WO17Nbu8scNEo7PVtyhRUtvi7DB6PH6rIyIiIiJyMLlSjfwq8xOYXzk+EgBQ2ixC3AtbzY4jMueJhXHwcrPLFKAdb/fSYQA0d49WNmgudn2xLxsltS19amJpU+LCfDAw2AtypRr70tq3bCura8ENnx/CmbxqBHjJ8OM/p+MSbfUMEVFfErMiHmNe3ooGuQoA8EbCebQoVSbH/n220OixrhLGVIunaiZhyALuUgn+T3s+89meTP35jCUEQcDTf5w1WmaulWh0kBfEIk2So7zedd+bmSaqysh6TMIQERERETlYflUj1ALg5SYx+byvh8zBEVFPV1HvGnco3jx1AEZE+KG2WYn3dqSjohlYfSAbAPDc0hHODc7JRCKRviXZ9vNlRs9VNsgx5Y3tyCjTXDT8418zMWlgoMNjJCJyNUHebjhfVIv3tqe1e668vqXdPGSxIeYrYarZjow6oWsH+O9fT2NEhB/qW5RYf6rA4td/ezAbm9tUZ5njLpUgMsATgOn3q6vILHPd2HoSJmGIiIiIiBxM14psoLYXNFF3WfqF394kYhFeXjYSAPDr8Xx8lyaBXKnGrCHB+gREX6ZrSbY7tQy6aXOqG+W4bfURo3FDwnwcHRoRkUt68+oxAIDP9mTgWHal0XObEougbtPFSVcJU1DdhGaFcfUM54Qha1w3KQqA5edYZ/Kq8UbCeau2oXu/ZrtwEiaDlTA2wSQMEREREZGD6e52iwm2rD1T24sIRG1tPFPk7BD0psUGY+nYCKgFILteBLEIePHyUWbbcfQlEwcEItjbDbXNSqTXiVDbpMDtXx1FclGts0MjInJJi0eH4/pJURAE4LFfT6OuuTWR8reJv31B3m7w85BCENrPv8d2ZGSNxaM1N04cy65EWV3HFcdqtYDHfzsNhUrAolGW33SiS8JkVbhuEoaVMLbBJAwRERERkYPlaL9oWVoJczy7yp7hUA9XWteMI1nmJy12hmeXjIC7VPN18+Yp0RgW7uvkiFyDRCzCJSM0F2eOlYlw9/cnkVhQgyBvNydHRkTkul5cNhJRgZ7Ir2rCaxuTAQBFNU042qYyBtC0fhwUqqkmzCo3voO/ikkYskL/AE+MjfKHIABbk01Xw+jal8U+m4CMsgb4uEvx32vHWbyNmGBWwvQVTMIQERERETlYlvbOzEEhllXC7L5Qas9wqIfbklTcrh2Ls81auRMtSk2/rccuGeLkaFzLpaN0SRgxTufVIMBLhh/unubkqIiIXJevhwzv3jAeIhHw2/F8bDlXjPizmiqYqTFB7cbr5oXJbHNhu7qJ7cjIOrpqmM1JlrUku3xsBPy9LJ/bcVAHcxi5ArVacNnYehomYYiIiIiIHMzaSpjdqWWdD6I+6++zrtOKzBR/T8svRvQFs4aEwMtNAgDw85Dih7unYWSkn5OjIiJybVMHBeG+uYMBAM+sTcSvx/IAAMvGRbQbq7+w3aaNUjXnhCErLdbO5XYoowI1Frx/dPPIWCpGNydMRQPUrnZHDTRzK7Uo1XCTMIXQXdyDREREREQOpFCpkV/VBKD1IkFn0kvrkV/V2PlA6nNKapvbTVRMrm34C5vRKNfM8/T1HZMwur+/kyMiIuoZHlsYhxERfqhskCOttB4SsQiXjekgCWNwB79aLXBOGLJabKgPhvXzhVItYNv5kg7HxgR7YdLAQKvWHxXoCalYhGaFGiV1zd0J1S50rchiLKzeJ/OYhCEiIiIicqD8qiao1AI8ZGKE+bpb/Lo9rIYhExISiyAIwMQBAc4OhbpgXBQTMERElnKXSvDejeP1d+XPHByMEJ/251KmkjB1LUqXa91JPYOlLcmumxQFkUhk1bplEjGigzQJDlds+5WprSaLDfFxciQ9H5MwREREREQOlK1tRRYT7G3VF7U9F5iEofZ0PfEvHxvp5EiIiIjsK2ZFPBa9txdylRp+HlL8c06syXG6JExFg1zfQkpXBaNrB0lkqcvGaJIwe9PKUN+iNDvu6onWtSLTiQl23SSMrhJmcJhl1ftkHpMwREREREQOlFPemoSxxoH0csi1E50TAUBhdROO51QBAJaYaMdCRETUW519eRHmDQ01+Zy3uxT9/DQVMlnam1+qtMmYQC83xwRIvcawfr6ICfaCXKnGrpRSs+P6B3h2af36eWFcJAkTsyJe/19aqTYJE8pKmO5iEoaIiIiIyIGyKzRzuwy0ordyiI8bGuQqHM/h3B/UKiFRUwUzJSYQ4f4eTo6GiIjIdbS2JNNcRK7SVsL4e8qcFhP1TCKRCItHa2522XyutSWZ2kb97WL171XXm//xfFEtAGB4uJ+TI+n5mIQhIiIiInIgw3Zklpobp7nTk/PCkKH4RLYiIyIiMmWQdg6LLO2cFrq2ZIHeTMKQ9S7TzguzK6UUzQoVAOB4bpVN1q2vhKlwjUoYQ3XNSsgkIgwJYyVMdzEJQ0RERETkQDnaShhrkjDzhmmTMJwXhrTyqxpxKrcaIlHrhQEiIiLS0FUXZJbr2pFpKmEC2I6MumBslD8i/T3QKFdhf3oFAGDtqUKbrFv3nSC3ohEqG1XX2NLgUB+4SZlC6C7uQSIiIiIiB1Gq1Mir1CZhrGhHNjcuFCIRkFJch+KaZnuFZzOCIHD+GjvTtSKbGhOEMD+2IiMiIjLU2o6s7ZwwrIQh64lEIizS3vSyNbkELSpgU1KJTdYdGeAJN4kYcpUahdVNNlmnLY2IYCsyW2AShoiIiIjIQQqqm6BUC/CQidHP1/IL54HebhgXFQAA2JNqfkJQV5BX2YjL3t+Huf/dhcyyemeH02ttPKttRTaOrciIiIjaGhTamoQRBAHVukoYT1bCUNcsHqVJwuxIKcPJchEa5SqbrFciFmFgsObmLF3S0JWMiPB1dgi9gtTZAfQEjXIlGuXKdsvFIhE8ZBL94x8O5eBkbiWeXToCXm7SDseaWp+5sU1yFQQIUCiUaFFpXisTRAAAEUTwdGs/1pS2Y5sVKqgF82Vuhj9D27FtY+lorDXrbctTJoFIpPlZW5Qqs2V5CoUShqvpaCwAeEglEIs165Ur1VCqzd+pac1Yd2nr/pUr1VAI5n/P7lIJJNr1KlRqKFTm1+smEUMqEVs9VqlSo1He/n2jI5OIITMYK+9gvYZjVWoBLUrzf2ykYrG+VNFwrKn3sOFYtVpAs4Xr7WysRCzS/z4EQUCTov1YXTwtSjVk2pthzI3V6c5nuaOxqjY/S1eOEaZ05xghN/O+0bHX577t2JYO3sOWHiOsHdvR577t+9jaY4SkC2PNfe51sShVre9ha48Rln7uLRmro1ILUHTwHjZ3jOhsrLXHCHPvG8CyY0RXxpr73Js6/tnreNLZMcIwFjdB7JTzCEMKhfHP4ozzCN1YnZZO/oZ35zwiRTu5ZXSgV4fv57ZVJI1yJWYNCcbpvGpsP1+C6yZFO+Q8Qve5N/UeNnWMOFdQi3/9cAIVDZoLHRf/bw8OPXMxQnzcu30eYUgXj9zgb7ijzyN01Ab701HnEWml9TibXwMRgHlxoWhWqIzG6sabOv6ZGttZLKZYM76j8wldTJau29Tn3tx4c8cIXTyeJvaZKY1ypdHxpLOxhp/7zsabm9S3s/1r6hhhjqnPvbnxClX745+5sebODXTjDc8NOlpPo1xpdDwxWm7ifSNXqk22Relsnxnua2vGAujwnMLU597c+s0dI3TjxSLL3jeNciXcIbboeNIoV7Y7nnQ03lHHCGs/95aObVGooBAs248dHSMAdOsYAZh/36jVglXHiLZjOxqv0/YY0dF72OpjRAefezcLPve6axSWbrOjY4QpumNEdKAXxCKgUa5CTkUjyutaAABebu3f30D7z31H+7jteURHY609Ruh+V6bGW3OM6O7n3vBaUmdjO1q3OV05RpiKRze2O+cGlo4dGemHYG8ZKhoU+CvH8r9D5o4RhuOjg7yQVlqP1JI6zB4SYtV3DR1rrkN2tl5DQ8J8zL4n21Ko1B2+hy05RuiWW/q572is7juDIVucRwBAk8K697xIEDr45trH5efnIzo6Gv3v/wZSv5B2z88fFoo1d00FoPlgDn9hs9l1TRsUhF/vm6F/PPG1bajUfjlta2yUP/56aLb+8ayVO1FgphwtLswH2x6fp3+88N09SCs1fcdh/wBPHFhxsf7xFR/tx9n8GpNjg7zdcPKFhfrHN35+CEeyKk2O9ZRJcP61xfrHd605il0d9CvPXrlU/+8HfjyBhMRis2OTX12kv9jyxG9n8OfJfLNj35isxA1XLoFMJsML65Pw/eEcs2P3PTUf0UGaLPObCefxxd5Ms2O3PjYXQ/tpsr6rtqXi/R1pZsdueHAWRoZ7IyEhAQV+I/DfLebH/nzPdMwYHAwA+O5QNl7ccM7s2K/vnIyLh/cDAPx+PA9P/nHW7NiPb5mIpWMjAADxZ4vw4E8nzY59+7qxuH5yNABgZ0oJ/vHNcbNjX71yFJbPiAEAHMqowM1fHjY79pnLhuO+eYMBAGfyqnHlxwfMjn10QRweWzgUAJBaUodLV+01O/beubF4dskIAJq7bOf8d5fZsbdPH4jXrhoNAKiob8Gk17ebHXv1hEisunECAM1Bd+SLW8yOXTImHJ/cOkn/OGZFvNmxhscIABjxwmazF2amxgTi1ogyLFmieQ87+xihUChw8cotyGswfcGkJx4jTjx/CYJ93AHAqceIcdEBAIDP92TgrU0pZsdac4z44rYJuHS05k5oZx4jbp7cHwkJCQgeMR23fW1+rCOOEVmltZj/7j6zY605Rlw7MQr/u2EcAOcdI3r3eYQYKyfL9cc/Zx4j/NzFSEhIwFHVIPx4NM/sWHsdI4DWn6+zY8QPd0/F7DjNPDGr92Xi9fjzZse6wnnEy8tG4s5ZgwDY9jzi4fmxeGKR5nPvzPOIizxysWTJEigEkVOPER2tT8fwGGHJeMPPnDXjrRnb0TGi7fjOjhGGlowJ7/QY0dHvy5DuPMKSn0t3jLBkbMJDMzEyKhCAdfuss2OE4fjOziMMrbx6FFass2zsx7dM7PQY0dHxxpDuu4Yl+8DwGGHNPuvsGGE4trNjhOH4zo4Rhjp7z3X2njWkO0bo9oGnTOKUY8T7M5T6v+HW/D46Oo9oO97SY8T7M5RYWxGOPanlnY4FnH+MADrfx4bnEa5wjOjsc93ZccGQNcebrh4jZry1HUU1LR2O172HsyqbOz1GAJp9Zq9jxJkXLsa413aafb47x4iOGH7X6Gy8o84jbHWMaHtsnD8s1GbnEdbo6jHCku8ag4I8kJCQgHSPofhwl/mx1lyPMPTkomF4e8sFi8Z29rm25hih+65hyT5zxnmEsrYcBZ/eiby8PERFRXW6HrYjs5HDmRXODoGIiIiI+ohzhbXYlKhJkvzHwi9Q9rQ3teMvs9vO26ZnNhEREZGlIv09nR0C9WLTYgKdHYLdhfi4w9eDjbRsgZUwHdBVwpy7kIaYmJh2zxuW9r24IQnfHcqBCGjXxCP51UUWtx4QBAFf7M1EuL8nbp46AIBhOzIFtmzZikWLLoVM23fBee3IjGNxfjsyBXZt24qlSzV34DizHZlapURCQgIuuXQxRBLTZa66sY5oI9LQ3NLufaPj+HZk7d/Dzm1HpolnyWWL4ePp3uFYHfu1I1Ni57Yt+rvInN2OTKFQYP3fCbjUxPtGx3HtyORm38POaUdm/D52bjsyTSzLliyGp4d7h2N17NqOTK1CQkICFi2+DGqR+fs8HNGOrKVFjg3xm0y+bwBntCNrf/xzXjuy1ljcZG4u0I5Mgd3bt+qPf85sR6ZUav6GL7h0McQd/A0397lXqwXcsvqI0V17GW9cBon2cyRXqvHPb49hb1o5Xl42CjdM0dwxZXiXre5OK7lSjaHPb9IvT351EQDg/347g4Skju/Iiw7yxM//nI4gH03Pc9u0I2v/HpZJxJCKRXhve5q+wueKsRF49arRGP/qtnbr/t/143DtpCgbtSPTxLP0ssXw1v4Nd147MhV2bN2MJUuWQCqV2vU8olmhwrKP9qOgqlm/3PC7huHdfGdeuFj/uzJ8j6W8tli/XsPxuvdY2/Hm7mDtbLwlsejGtu0q0NG6dZ97w+Xmxqe8tlh/jDBcrovHUybBoGcSOl1P8quL9McT3c/V0VjdMcKS/XXhlYVwd9d8Vq3Zv+aOEabG6z73luyz5JcvAcQSi8amv3GZ/hhharxMIkbcc53HmPzqIv05hyXvm9TXL9N/lq3ZZ2q1gNhnE6weCwD/narUH//ajtcdIyzZZ1lvLdEfI0yNF4tEFn0WzrxwMdzd3Iw+9x3tX1PHiI4+N9YcI8xVwnS2j6393Fsy9v0ZSixYuAhiqbRbxwjd+O4cIwDz75vMN5fozyM6+/2ZGtvReHPHiI7ew9YcI9LeuEx/HmFqvJtEjCEmPvdt379btmzF5UsWY+TL29uNNbVuU8cIc+MNjxEv/3UO3xzMxp0zB2JrcgkKq5vx4z+n4dbVR/Tjde9hiURq9LnvaB/rziN0yzsaa80xIvXVhVi/UfMdxrAixtpjhC0+97rfU9tYHHUe0fZzby6erp4bWHuM0FGo1Jjzn52obVbh7WtG4cm15zpdj7ljhOH4I5mVuOubYxgQ5Ind/zffqmuWqi5ch+xovYaxz4kLwdd3TrHqPGJjwmaz72Fzx4h26+nkc2/pWN13hqeOtn6HtMV5BABsu28UhsYOsrgShqksC3i5SdvN8WJIEATsOK+ZIPWlZSPx1qYUtBj03zT1WnPrW3cqH+/vSAcAPLM2Ub88e+VSKEQC3CWa18pkpl/vaaa3pSmmejhaOrajWLqz3o4YzrfSlkIkwLC1Ykdj23KTiuFmYVGYJWPVqtax5n5PbZnqXWiLsVKJGF5u0k7fN7qxUgvXKxGLOvxMmBvb2XtYbMV6rRkrEpkeq4vH3aAXpLmx5thqrEJk/IfdmvVa87m3ZqybBe8bHXt97j1kEkhg2XvYms99d44RHb2PbX080TH3udfFYvjZtfYYYenn3pKxCu0BUCIWwcPC4581xxNrjxGWvG8A6z73XT1GWPI33F7Hnrafe+NYJB2O7YitPvdtj3/OOI9oP9byv+GGn+W1J/PbtU3YeaEMC0f204/Nr9K0hhvaz6fD32PbPsW6sUvGRhglYe6bF4vLx0Ri2Uf79cvyKpvwyC+n8NM909vto64eI8y9hw1bJDw0fwieuHRou37Xj1w8BB/sTMczaxMxKNQbEwcEduk8wpAuHsP95OjzCH0sCsHisW1ZO/br/VlGCZiO1mHueGPuc2NNLNaO7+xY3DamjtZtKn5z4zv6WU3F09G+7M7Yjpabmuuho/E65o4Rppj63JsbL5O0P/6ZG2vu3MBW+8bc78lUH/eO1qNjuK+tGQugw7/hpj735tZv7hjRtX1j2efG2uWOOkZ053Pf0Vh3mcTi97C1P6u1y829b0x97u19jOjoPWz1MaKbn3vdNQpLt2ntcsOffXCYDwDNuVFdk+bGhwh/D5Ova7uvO9rHbc8jOhpr7TFC97uyZLw9P/eG15I6G9vRus3pyjHCVDzmYrL2Z+1srOHF+s9uHY+1u09i6dgIoyRMd34fIyL8AAAF1c1QCQLE0LwfLbluoOrCdUhLr0eMiPCz+hjh6PdwR2N13xkM2eI8AgA8LdzX+tdbNZpMulBSh4LqJrhLxbhxygA8NH9Il9ZT36LEWwnObydBRERERNapb1FipYm2YP/ZnAKl9o5RpUqNvKpGAEBMiHeXtrN0TITR42cuG4ExUf5Gy/w8pDiZW43HfzttdtJvWyiobjLqUf1/i4a1S8AAwL8vGYpLR/aDXKXGfd+fQFFNE6oa5EgqqMGWc8X4en8W3ohPxobTBVbHIAgCKupbcDa/GpuTivDD4RwUmpkDqacrqmnCx7synB0GERFRjxGrPd9KLa1DXYsmCRPo5ebMkKgXWDA8DEsHqC2+sckS/fzc4SmTQKUWkFfZaLP1dteICF9nh9BrsBLGBnRVMLOGhMDTTYJ75sbif9tSrV7PRzvTUVrXguggT9Q2KVHTpLB1qERERER9xomcSqzaloYXl43UT2prLx/v0pzHDQz2Qk5F6xen9NJ6/HEiHzdNHYDC6mYoVALcpWKE+5m+C7MzppIcbX2xfDJu/+oIEhKL8Z+gFDxz2Ygubasz3x3MtmicWCzCqhvH49pPDyKluA6zVu6EudzQo7+cNmpbYUpFfQte2pCEo2kSPHVsh1EFOgCM7u+Hvx+abdG+6kneSkhBk0KFyQMDcTynytnhEBERubxB2iRMXqXmBg2RCPDzNN1um8iZRCIRBgZ7IaW4DtkVDYgN9XF2SACA4eF+zg6h12AljA3s0E40umBEGID2pW0pxbWdriOrvAFf788CALx0+Sg8tXiYjaMkIiIi6lu+PpCN/enluHTVXrtuJ7u8AV/t05zHPb90ZLvnV21PRZNcheyKBgDAwGAvs+1FbGF6bDD+e91YAMDnezLx45Eci17XrFDhq/1Z+Pcvp1BS29zh2IYWJX4+mmtxTN7uUny5fDIA6BMwIT7uGBcdgCVjwo3GdnTuXN+ixKTXt2NjYjFKm0X6BEyYr7t+TFJBLbYml1gcW09wLLsSf50phEgEvHzFKGeHQ0RE1COE+3nAQ9Z66dPPQ6afE4PI1cSGapKGWeWuUwkz2EWSQb0BkzDdVF7fglN51QCAi4eHmRzz4vpzEDqYNBYAXt+YDLlKjXlDQ7FgRBhumjLA1qESERER9SnpJfX6f3eWVOiO1+PPQ65SY05cCC4ZYXw+GBXoiZLaFnx9IMsgCdO1VmTWuHpCFB67ZCgA4MUN57ByUwrSSupMjpUr1fjhcA4uens3XtuYjPWnCzHtzR0drv/Pk/mobTY/qbwp0UFeRo+PP38JNjw4C5/cOslo+b3fnUB1o7zd61uUKtz3/XGjZTsem40Lry/G0ecuMVq+aluqXVuxOZJKLeClDZp+4zdNGYDR/f07eQUREREBmmrcGIPzrkAvVsGQ69K9V7PLG5wcSStz86eQ9bgnu2n3hTIIAjAq0g8R/p4mxxzNrsTak+Z7XO+6UIodKaWQikV44fKREIlE7TLzx7IrbRo3ERERUW+mVKmRWd6ahPn9eJ5dtrM3tQzbz5dAKhbhpWUj27XA+r9LNdXNn+3OwKncagBATLBX29XYxSMLNPMUqtQCPtuTgYWr9mLpB/uwel8mSmuboVIL+PNEPha8uxvPr09CcZtE1eHMCpPrVasFrDmQbbe4cysb8dBPp/Rz6eh+hsd/PYMD6cYxDQjygru0/QSrKcV12JRUbLcY7SG5sBbrTuVje3IJjmRWILmwFnmVjfj+UDaSi2rh6yHF/1061NlhEhER9Si66gIACOB8MOTCdHNGZrlQEoZsh3PCdJO+FZmZKhid1+OT4ekmwWWjw42+nMuVarz2dzIA4K5ZMRgSZrrM64X1SVj3r2ntlqeX1mP9qQJcNCwUk2OCuvpjEBEREfUqOZWNUKhaKyF+PpqHBy4aYtM2YAqVGq9u1JzHLZ8RgyFh7eeduWJcJL7Ym4nkolqsO6W5KUf3Bcve2iaEZBIRzhXW4lxhLd5MOI9QX3eU1LYA0LQGe3D+YLyiPS8FgFf/TsbfD89ud3PQrgulyCpvgJ+H1OpqGEt4yiTYn16OlZtS8PzlIyEIAl7+6xziE4sgk4iMfq8deW97KhaPDu8RbUdKa5txzacH0KxQmx3z+MKhCPZxN/s8ERERtTcoxDAJw0oYcl2DmITp1VgJ0w1ypRp7U8sAAAtG9DM7bmSEH6oaFXjgx5MY9EwCYlbE65/79mA2MssbEOLjhocXxJldR0pxHX482noH55m8atz3/XEsXLUHH+1Kx0M/nULMinj9f0RERER9WZpBKzIAKKhuwt60Mptu47tDOUgvrUewtxsevcT0eZxYLMKKy4YbLYtxQDsyU44+ewlev2o0Jg0MhFqAPgHz9OLh2PvURbhr1iCj8clFtSYriL7SzmN481T7tM/93w3jAACr92dh7cl8fLAjHd8fzoFIBKy6cbxF6/DzkCKttB4bzxbaJUZbm/rmDn0CZlyUP2JDvBHSJuFy2/SBzgiNiIioRxsU0nqzcyArYciF6ZIwhTVNaFaonBwN2RqTMN1wJKsCDXIVQn3dMaaD3sx/3D8DjyyIg7tBH73n1iXiQnEd3t+RBgB4avFw+Hl0nJF/b0cGTleIcMea47jy4wPYcq4EgqC5q7Ft+wgiIiKiviy9tP38J9ZMJN8ZpUqNj3elAwCeXDQM/p7mz+PmDg3F7CEh+scDHdSOrK1AbzfcNn0g/rx/ptHy+y8aDC830wXy72y9gLpmhf5xSnEdDmZUQCIWYfnMGLvEuWRMBB6ar2ml9tQfZ7FqeyoA4JUrRuHysZEWreOeObEAgPe3pxm1NXNF9S3G1UQbHpqNnf93EY4/bzzPjUzCr25ERETWYiUM9RTB3m7wdZdCEIC8ykanxNAot32VO2nwTL4bdpwvBQBcPCysw9YWXm5SPL5wKHY8MU+/7McjuVj03l7UtygxLsof102M6nBb46L8Ud+ixJpUCQ5mVkIiFuGaif2x7bG5uG5StG1+ICIiIqJeIr20vt2y7edLUWqjG1dO5VWjskEzefyKtYmdjjeshpn9n102icHeYkO8UV4vx0faZBMAfHMoBwCweHQ4+geYng/RFh5fOBQXDw+DUq1pPfbIgjgsnxFj8evvmj0IAV4yZJY34K8z1lfDqNWWtTyzhV9smBwkIiIiY7EGSRhWwpArE4lE+rbFmU5qSXahuP2NbGQbTMJ0kSAI2JGinQ9mRMfzwehEBbbe9Tgywk//7zP5NYh9NqHDNmKvXTUablIxZGLNF0KVWsDakwWI6+eLayb278qPQERE1GM1ypVIKqjBX2cK8fPRXLQoWa5NxtLaJGEmDQyESi3g9xP5Nlm/7mYcS43uoGraVT1/+QgAwJr92cipbEStHPjrTBEA4O7Zgzp6abeJxSK8d9N4/ePHzLR7M8fHXYr75g4GALy/Iw2KTqphBEHAheI6rNqWiktX7UHc85uwU3uub08KlRpfa9u7ERERke0FervpK2BYCUOuTpeEyXZSEuZ8EZMw9mK67wB1Kr20HnmVTXCTijE7LqTzF7Tx98OzkZBYBC83Ce7+9nin48dGBWD7v2dj/+6dePa48a9t0oBARAV6Ir+qyeo4iIiIeoLS2mZ8vjcTF4rrkFlWj8Ia42qG80W1ePXK0U6KjlyNSi20q4S5eeoAnMipws9Hc3H/vMEdVjFbYleKdUmYnmj+sDDMiQvBvrRy/GdzKiR1IihUAsZHB2DigEC7b9+wVa9IZP3va/mMgVi9LxM5FY1Yd7IAN0wxrh5XqwUkF9Vic1IxEpKKkFlm/GX3H98cR/bKpV0L3kLxZ4vaHc+IiIjItuLCfHAsuwphvu6dDyZyIl37vOwK5yRhUoprnbLdvoBJmC7arr37cebgYLM9tDsiEYuwbJxlPa11Ivw94G0iaS8Wi3D1hP74cGd6+yeJiKjXKqxuwolyES5VqSHrxTd1yZVq3PXNMZwrND4hDPSSYWCwN07nVeO7Qzn47lCO3S+YUs9QUNWEFqUablIx5EpNBcTSMRF45e9zyK9qwv70cswdGtr19Vc34UJJ779LTCQS4cXLR2Lx+/uw7Xwp3MSaInp7V8HYire7FPdfNBivx5/HBzvTsGBEGM4V1uJkbhVO5lbjdG4Vaptb+167ScWYGxeK7edbK2BO51VjfHSAXeITBAGf7820y7qJiIgIRh1nHr54CC4aZlknGyJnGRSi6aKU5bRKGCZh7IXtyLpI155gwXDXOIBfNYEtyYiI+prHfk/Ed2kSPP9XMgTBcfMXONqq7antEjCnXliIUy9eivUPzjJazokECQDSSjUJksGhPvplnm4SXKudg+/nbs7BsbMPVMHoxPXzxW3TBgAA5GoRwv3csXh0uJOjstyt0wYi1Ncd+VVNmPT6diz/+ije256GvallRgmY928ajxPPX4LVd0w2ev13h7LtFtv+9HKcL6qFp0xit20QERGRxhOXDoMH/+aSixsYrKmEyat0fLcjQRCQwnZkdsMkjAVqmxRGj6sa5DiRUwUAuHhEP2eE1I7hRQaivkitFvDgTydx73fHUdPmM0vUG6WX1uNkbjUA4M+ThRj0TIJzA7KTo1mV+GxPRrvlgd6mJ9X8z6YUe4dEPYBuPpi4MOPzo5umatpRbUsuQWld11tA7Txv/7lCXMm/LxkKf09N5fft0wdAJuk5XyE83SQoq2vRPx4Y7IWrJ/THq1eOMhp35fj+8PVoX1K48UwRKupb2i23hS+0VTA3tmmTRkRERER9S8yKeMSsiMc1nxwEADQpHD/naX5VE+paeFOjvfScb1BOtOTDg1jwv934v9/P4McjOfjxSA7UAjA83Bf9AzydHR4RAdibVob4s0XYmlyCca9s1f8BI+qt/jzZfnLxn4507+5+V1PbrMBjv56GIADXT4qy6DXfHsrB4cwKO0dGri6tRJOEGdImCTM83A8TBwRAqRbwx4n2nyFLNMlVOJjRt95jgd5uqGnSfCF7e2uak6Ppnj1PzseqG8dj+YwYi8bLVWr8cizP5nGcK6zBvrRyiEU9p70bERERETmGQqV2+DbZisy+mISxUEZZA/44kY/n1iXhna2pAIBLXKQKxpS2k9ES9XY/9rKLz0QdUakFrDtZ0G758+sTsaMX3aH/8oZzKKhuwoAgL7x0xajOX6D11B9n2Zasj0vXtiNrWwkDADdP1bTW+uVoHtRq69v4HcosR4tSjUh/j+4FST3Gj4dzoLTxF+EvtVUwS8ZEIDrIy6brJiIiIqKeTalyfLvxlGK2IrMnJmEs8PeDM4wee7tJ4CmT4KoJ/fV327vaHffrT7W/ONdbyZVq/HGyALnMO/VZhdVN+gvPX7Xp5Z7aByZOpr7nYEY5imub9e2BdNQC8NBPp3A6r9o5gdnQ32cKsfZUAcQiYNWN4+DjLu38RQAi/T2QW9mId7al2zlCclWCIOhvRonr1z4Jc/nYSPh6SJFb2Wg0AbuldpzXzAdz8QjXmBeQ7CvI2w2FNc1deq+YU1DdhL/PFgEA7ps72GbrJSIiIqLegZUwvQ+TMBZo23f+7MuLcOalS9u1uHAl604VdOnuzp4mq7wB1356EM+sO4dPkyVoYO/CPumXY3lQC8C0QUFY0KZC7YbPD+FUbpWTIiOyjz+1bZSWjjGeHHve0FA0KVT4xzfHkF3e4IzQbKKopgnPrUsEADw0fwgmDQyy+LUrrx0LAPj+cC7Sa+wSHrm4oppmNMhVkIpF+oktDXm6SVCnnZD93u9PoKTW8rlhBEHArhRtEmY4kzB9wc3aeYS+PZhjs3V+vT8LKrWAGbHBGBPlb7P1EhEREVHvoFQLEATHXtdlEsa+mITpAolYBDepa++6guomHMuudHYYnUoprsXuC6VQdSFhtPZkPi7/YB8SCzRX2RpVIox/fadLViaR/ShUavxyVNOK7NbpA9s9X92owK2rj2B/WrmjQyOyi7pmBTafKwYAXD0+0ui5T26diNH9/VDZIMcda46iskFu8+3LlWo8/PMpvJlwvkvH7s6o1QKe+O0MapuVGBflj4cXxFn1+rlDQ/UXTX/KkLAtWR+Upq2CGRTibdEE8o/8fMriVlMXSupQWNMMd6kYM2JDuhUn9Qy3ThsIsQg4lFlhk+ra0tpm/Kw9b7l3Xmy310dEREREvZPSgTfXN7QokVPZ6LDt9UWunUmgbll/2rVbkmWXN+Dqjw/izjXHcPH/duP7wzloVqg6fV19ixKP/Xoaj/92Bg1yFaYNCsL98zihaV+143wpSutaEOzthsWjwts9PycuBI1yFf7966k+UR1Gvd+mxGI0K9SIDfXGuDZ3UHu7S/H1nVMQHeSJnIpGTHxtm82T0rsulOLvM4X4Ym8mBj+bYPP1/3Y8DwczKuApk2DVjeMtuoje1rNLRiDczx0VLSKMe20nE/PdtOVcMb4/nOMSx1C1WsDe1LIOk2tp2gvlplqRmXIkqxIf7LBssnldK7JZQ0Lg6Sax6DXUs0UGeOLSkZrzi+8OZXd7fe9uS0WjXHO+e9eaY91eHxERERH1To5sSXahpA6CAIT6ujtsm30NkzC92MazRRYlNZxBqVLj8d9Oo0kbX05FI15Yn4ThL2zGBzvSUNXm7m25Uo3C6ibsTS3D0g/2YZ12noDHFw7FT/dMx31zBsFT4vyLQ+R4Px7RtAe5YUq0yQq11XdMhpebBOX1csTa4YIxkaP9cVLTiuzaiVEQiUTtng/z9cBXd0yx2/YTEovaLbPVxXlBEPDV/iwAQJNChYv/t6dL6/H1kOGqNlVCZD21WsAb8cm47/sTeGF9EmKfTXB2SNhwpgDLvz6KF9afMztGNx/MkDBfi9f74a50iyomda3I5rMVWZ+yfKam0nbtyQLUNiu6vJ6U4lr8djzPVmERERERUS+mUDnuOqeuFdmICD+HbbOvYRKml4rw90BdsxI/H81FflWjyyVjPt+biZO51fB1l2L74/OMnnt3WypmrtyJGz4/hEve3YNxr2zF0Oc3YebKnVj+9VHkVDSif4AnfrtvBh5ZEAeJWARvdylm9mMSpq/JqWjAvrRyiETAzVMGmBzjLpVgfHSAYwMjspPcikYczaqESARcM7G/2XFD+xlffP5DO4dMdzUrVPpKAEMr1p41m4hRqQWczqtGvQVzdh3KrNC3kuquaYMsn0eG2muSq/DAjyfx5b4so+UV9S1OikjjSKam1eqfJ/PNJtV176E4C+fuu3nqAAgC8O9fT6G0zvzPV9Ugx0ntHGOcD6ZvmREbjLgwHzTKVfo5ubrizYQUuEBBGRERERH1AJa2TLaFtBLNd6gR4ZbfyEbWYRKml7pyvObi3Ct/J2P2f3Zh+AubMeblLbj4nd24+YvDTp0vJqmgBqu2pQIAXr5iFIa0uUgyMsIPTQoVjmZVIr20HjVNmjsOpWIRwv08cO3EKBRUN+G6zw4ZXYCZG+64gxM5xie703HXmqMoqmky+fxP2p7qc+NCMSDYy+x6Jg8MtEt8RI72p7YKZvaQEET4e1r8umfXJeJ0XnW3t78vrRz1LUpE+HsYLf/teD6eXZdolIgpq2vBRzvTMPe/u3DVxwfwz2+PdTqx4PeHbDfx9aQBATZbV19TVteCm748jM3niuHWph3cGwnnnRSVRmeTRQqCYHU7speWjcTwcF+U18vx+O9nzV4k35NaBrUADA/3Rf8Ayz9/1POJRCIsnxkDQHOc6kr1357UMuxNLYNM0r6CkYiIiIhIRyrWnC/auxJGN6d2zIp41GqvvQb7uNl1m32Z1NkBkH3cNSsGZ/OrkVPRiIJqzQXsumYl6pqVyCxvwEsbziHZ4EJG9sqlDomrWaHC47+dhlItYPGocJN3csc/MhtHsypRXNuMR385rV+e+vplEGsPRLoLkYYC2LawV5Er1Xh/expalGrMeGunfrnuvdqiVOH345r3wa3TTFfB6ExkEoZ6AbVawNpTra3IrCFXqvGv70/gr4dnIczXo/MXmKFrRXbZ6Ah8faC1QkIsAn45lgdBUCOsEfj3r2ex9XyJ0Unj4cxKDHomwezfm6KaJmxNLulybG1xvo6uSSupw51rjqGgugkBXjJ8uXwyrv/skP75tScLcN2kKMwc7PhJ6VVqARc6mRi9rK4Ftc1KiEXAoBBvi9brIZPg41snYtmH+3EkqwoBCjEuNzFuJ1uR9WnXTOiP/25KQWZ5A6a/tQNx/XwQF+aLwWE+GBTkgcYOiv1UagFvaROYt0+PMTp+EhEREREZkknEUKpVDp0Tplmp6aDkIeP3aHthJUwv1c/PAz/dMx0HVlxstPz7u6fCXSo2SsA40v+2XkBqST1CfNzx5jVjTM5nIBKJMC02WF/No6NLwFiquKa5W7GScyUV1qBFaf4PzuakYlQ2yBHh79FpW5gJA5iEoZ7vWHYl8iqb4OMuxaJR4Va9dnCoN4prm/HADych7+Bz1ZEWpQrbtUmSpWONt//uDeMhFgG/Hi/Ah8lSxCcVQ6ESMHFAAN69YZzRWHN3kP90JBcqtYDpsWwj5iyHMytwzacHUVDdhJhgL6x7YBamxLT/fTy/LgktSse3Oc0qb0Czwvj92yg3vvKta0UWE+wNd6nlXyAGh/rgzavHAAC25ovw+O9nkVLceq6kVKmxJ7UMAFuR9VXe7lLUadsqlta14EB6Bb45mI0X1ifhtq+P4/njEqzen23yGPfHiTykFNfBz0OKRxYMcXToRERERNSDSLWV00oH9rHVfc/ysOI7FFmHSZg+Zk5cKK500mTFhzMrsFo74fJ/rh2DIG/7lrh9eyjbrusn+zqubZk3tc0FQF0rvR8Pa1qR3TRlAKSSjg9l/p4yO0RI5Fi6CsAlY8KtrvL4cvlk+HpIcTynCi/9da7TtmCm7E8rR12LEuF+HpgQbZzYvGpCf/zvhnEwzJXHPzIbax+YhWvaVO3Ea6tpDLUoVfhZ215w+YwYq2OzRFd+5r5EEAQ8/edZ1DUrMSUmEGsfmGWykiTU1x2Z5Q34dHeGw2M01YpsV0qZ0WNdK7LBFs4HY+iqCZqbPwSI8PfZYix+bx/++e0xnMipwsncatQ0KRDgJcMEzjNGAP573VjcOzdWn5RTCSL8Z0sq7lhzFKV1rTcCNbQo8b+tmja8jyyIQ4AXWzwQERERkXky7TUuR1bC6G6yc5cxVWAv3LN90B3antaOVNeswBO/nYEgADdNicaCEf3svs2fjuS2u0OWeo7j2ZrJjxeMML7j+PavjmD1vkwcza6ERCzCjVOinREekUM1yVVISCwGYH0rMgCIDfXBBzdNgEgE/Hw0F1/tt74Vji55snh0uMnKxKsnRGH3E3P1j0dF+ptcz7vbUttNMLg5qRjl9XKE+3lg4Uj7/H3IKm+wy3p7i5yKRuRUNAIAjmVXmb1R4qVlIwEAn+zKQEZZvcPiA0wnYRLaJPV0lTBxXUjCtCUSAdvPl+LaTw/i/h9OAADmDQ3tNPFPfcMNk6Px7JIR+PrOKUbL96WVY8n7+7DrgqZ93Rd7M1Fa14IBQV64fcZAZ4RKRERERD2Ibg5Bh7Yj01bCWNNNgKzDb5F90KhIf0yJcVx7pmaFCk/9cRYF1U2IDvLE85ePdMh2a5oU+PNE+7ljyPUJgoATOZokzOQ279VmhRqvx2v6ql8yIgzh/l2f34Kop9hyrhj1LUpEB3mabA9lifnDw/DsZSMAAK/Hn0fMiniLXytXqrFN34oswuy4CAs+j1nlDe3m9fr2YDYA4JZpA/R3/djaocwKu6y3t9iXVtb5IABLx0Rg3tBQyFVqvLA+yaEVRqZaqe5IKTG64SJdl4Tp1/0kzPbH5+GGyVGQikWoaJADYCsy6tzwcF+U18tx15pjeH59Ir7YmwkAeHrxcH6pJSIiIqJOScWa78RKlSPbkenmhGGqwF64Z/soe7V7aSuzrB5XfXwAm5KKIRGLkFfZhNEvbbHq4l93fH3AdG/unux8US02nC7A5qQi7Ewpwf60chzNqsTpvGoU1TT1ipY7WeUNqGiQw00qxuj+xnfTG7bTu3Va1+4o1f1xIeoJ1GpBX7lyzYQoq+fHMvTPOYOMHh+xMDFxIL0cdc1KhPm6Y5IN5lh6b3ua/nOYVFCDk7nVkElEuGmq/SrbDmdW2m3dvcHetHKLxolEIrx+1Wh4yMQ4mFGBdacK7BxZK1OVMM0KNXamlOof65MwYb7d3t7gUB/897px2PvUfP2yR3853e31Uu+2/sFZuFNbdf7D4Vw0KVSYOCAAS8ZYN5cXEREREfVNzqmE0SVheNOQvUidHQA5x+LR9v8iuPFsIVb8mYj6FiVCfNzw/k0TcOvqI3bfro6fhxRZ5Q34Yl8mIvw9UNOkQE2jAtVNCjTKVbh5ajTGRgU4LB5bSMyvwbWfHoS8gwOxn4cUwyP8MCLcF8PC/TAk1BMOPG7bxHFtFcy4KP92d42uumE84sJ8UNeixPKvj+qXZ69cavH6kwpqMLmL1QREjhafWITEghoAwPs70vD+jjSr3u+GRCLjBM493x3HH/fPxNB+HV+w1rUiu8xMKzJrRPh7oKimGT8eycXdswfhO+38XZeNjkCYr/0q2w5lVEAQhHb7gDQn94cyLK8Uig7ywiML4vDfzRfwevx5XDY6wup5iqxV2SBHSW2LyecSEotw+dhIVNS3oKJBDpFIk0CxlcgAT5uti3o/D5kEL18xCrOHhOCf3x0HAJzMreaxh4iIiIgs0jonjONusm5R6tqRsV7DXpiE6aPs1e4F0Ezm9Eb8eXx3KAcAMG1QED68eQLC/BzbNuqWaQPx2Z4MrNyUYvL5U7lVSCmu0z/u6kVNR6ltVuDBn05CrlJjUIi30fwGsSHeaFGqUVLbjNpmJY5mVeJoVutd34N9Jbh8ac+pkDmhnQ9m0sD2iRKxWISHLo4DAHy+J7NL6z+eU8UkDPUIcqUa72y9YLf11zYrcefXR7HuwVnoZ+YYLVeqsfWcZj6aJWPMtyKz1KML4rBibSI+2ZWOxaPDseF0IQBguZ3nSiivb0FGWT2G2KBCorc5nVeN+hbr5lC7Z04s/rv5Aiob5Bjx4ma7/w3VVcEMDPbSz12jszOlFA0tSn0VTFSgp92TQkSducRO81sRERERUe+mm4NSqXb8nDCshLEfprcIAHAmr9om60ktqcN1nx7SJ2AenD8YP/5zmsMTMICm7c7UmCCMjPAzWn7fvFi4S8VGCRhXJwgCVvx5FrmVjYgK9MT6B2YZPb/z/y7CgRUX49yri4yWz4kLgUwiQkadCENf3IaYFfEOawXXHcdyNAmkyQPtM3fRcW2Sh8jV/XIsFzkVjQjxcbfL+mNDvFFY04w71xxDXbPC5JiDGeWobVYixMfdJsnL6yZFYVCINyoa5Lht9RG0KNUYGeGHSXb6vBuyptqjL9mXatl8MIbseTOHKbokzIhw47/pA4O99C3J0mzYioyIiIiIiMgZnNGOrIXtyOyOSRgC0DopclfUtyjx67FcXPPJAVy6ai8SC2oQ4CXDmrum4MlFw/UZXEcL8XHHb/+agYRH5xgtf+ayEXZtx9aiVCOnHjhXWIu0kjrkVjSitLYZNY0KKLt4AP3hcA4SEoshk4jw0S0T4e8lMzmubeuu7++ehhsnR3Vpm85S2SBHZpmmysdeF2VP5lb1irlzqHerb1Hi/e1pAIBHL4mzyza+/cdUhPi44XxRLe757jhK65rbjUkwaEUm6WYrMkBzV8/jC4cCgL6ib/mMgQ5p1WPLeWEEQeg1xxFL54PpSJPcvnNtJRdqkzBtbqxYqq3OSkgsMpgPxnatyIiIiIiIiBzJGe3ImpW6JAxTBfbCdmQEANh4tgjPLh1h8d3WarWAjFrg6bVJ2JRUgiZtxlQiFmHB8DBsTS7BXWuOAXDNNl83To7Wt8CxtRf/SsbaRCneTTzc7jl/Txk2PDgLMSHeFq8vqaAGr208DwBYcdkIjI8OsCqef8waiJ+O5EKNntGL/IR2PpghYT4I9HazyzYqG+TIKm9AdIB9qguIbOHLvZmoaJBjUIg3bpoSjRfWJ9l8G9FBXlhz51Tc+MUhHM6sxNQ3dgAAst5aApFIBIVKja3JJQBs04pMZ+mYCHyyOwPni2rh5yHFleP722zdHTmcaZt5Yaob5bjm04MorW3BqEg/jI3yx9ioAIyN8seAIK8eNfdDdaMcZ/Oru72e3RdKcZkN3yNtJWsrYUZGGidhlmjfSztTSvUJmiFMwhARERERUQ8l1d78qHRgEkaX8Gl7czfZDpMwBACQq9T45Wiufq6NtuqaFTidV42TOdU4kVuF07lVqG2WAtAkMmJDvXHD5GhcM6E/wvw8XL7l1fTYYEQHeSKvssmm661rVmBjYnG75WIRoBaAmiYFLnpnt355ZwmqOoN5YBaO7Id/zIqxOqboQC+MDxZwsqJnXBQ8nm3fVmQ6J3KqEB1gv4ooou4oq2vBl/s0cx49uWiYXVs/jYnyxx//moklH+zTL1v+9VG8efUYZJU3oLpRgRAfN0wdZLt5lMRiEV5aNhI3fXEYtc1Kh8wp4iETo6JBjtSSegwL73q7KkEQ8Nz6JH3F3pGsShwxmIPL31OGO2fG4DFttY+rO5hRAbWgSVzoKkm6Ij6xyG5JGLlSjYwyTWwjIox/d6Mi/RAT7IXsikac1rZWjevHdmRERERERNQztVbCOK4dmQ4rYeyHe5b0fjici2aFChll9dicVIyPdqbh37+cwqJVezH2la24/aujWLU9FXtTy1DbrIS7RMD1kzR3L2eWNeBf8wY7Ze6XrhCLRbh+UrRFYwVBQH5Vo0VtZ7acK4FcqUY/T+OxmW8txce3TLQqRkEQsGJtInIqGtE/wBNvXze2y3dXX9Lf8QfurjqurYSxxdwTHdFV3BC5og92pKFRrsK46ABcZsf2iTptqwv2pZXj0lV78WaCpgpv0SjbtCIzND022Kbr68zkgZpjyqGM7rXe+utMIeLPFhktu336QIyLDoCbRIyaJgXe35Hm8jcj6OzTtiKbExfSrfXsOF9qt5Zk6aX1UKgE+HlI0T/A0+g5kUiEpWONkz+DQy2vNiUiIiIiInIlzpgTRseDlTB2wyQMAQCCvd1QXNuMUS9twYL/7cG/fjiBd7amYv3pQlwoqUPb/MP6+6fjrSkqvHnVKOcEbAPXTbJsrpT3tqdh9n924esD2Z2O3XC6AAAwKaT9gXLBiDD4ultefPbDkVzEny2CVCzCR7dMQIBX11tz9e8h16OaFSok5tcAsH8lzHEmYchFZZU34OejuQCAFYuHO6W11fTYIDQpVEgprgPQOu9GTzZjsCbp0515YQqrm/C8ibZwr101GhsenIWkVxZ1ed3OIAgC9qaWAQDmxoV2a11NChV2Xyi1RVjtnNe2Ihse4Wfy82DYKi/C3wO+HqbnTSMiIiIiInJ1urm1lWrHzkHqJhFDbOObL6kVkzAEALhzZgwAQNXmA/7U4mH4cvlkHH1ugdHyUZF+kPTwz2Vkm7tpTTmTV40Pd2omxn5tYzJiVsSbvbu5rK4FB9I1dxRPDG5/oPSQSXDZGMvuaK9qkOOtBN08MMMxYYBtExLl9S02XZ+tJBXUQK5SI8THDQODvey6rfTSelQ3Kuy6DaKueGfrBSjVAuYPC9UnDhztp39Ox1vXjIGvhyZxfMvqIz2mssMcXeXN4awKqLtwMqtWC/i/38+grlmJcWbm5nKT9qzTqpzKRhRUN0EmEWFabPerDzcmFnU+qAt0SZiREX4mnx8Z4YdB2rnWOB8MERERERH1ZM6qhHHvYd9nexruXQIAPDB/CNY/OAv7n55vvPyiIVg4sh/CfHtGm7HuULY5uLUoVXjyjzOw9Fpd/NlCqAVgbJQfQs3kd66aYNnk0z8czkGjXIWREX54Pf58h8mfrvjGgqoeZziWrW1FNjDIrnf/x2ov1p3Szh9A5CpO5FQi/mwRRCLgqcXDnRaHWCzCzVMH4PSLlzotBlsbG+UPLzcJqhsV+gofa3xzMBsHMyrgKZNg1Q3j7BCh4+1PrwCgOeZ6uXV/msCddmpJlqxNwrSdD0ZHJBLhGu3f131p5T0+YUhERERERH1X65wwjq2EcZexFZk9MQlDAACJWITx0QGICrRv9YEr25tWZvT4gx1pSC2pR4iPm75SqCMbzhQCAJaNNd+2Z/qgzu9qb1ao8O2hbADAffNiOx3fFd8dykZ9i9Iu6+6OEzmaNkGTY+zbimySttXZydxqu26HyBobThfgttVHAQCCAFz2/j4nRwSbzwPjTDKJWD/X1KHMCqtem1ZSh5WbUwAAzy4dgdjQ3lFtoUvCzBnavflgACAq0BNNChV22bglmSAIBpUw/mbHPTB/iE23S0RERERE5AxSsbYdmYMrYTxkTBPYE/cukdZvx/L1/z6bX43P9mQCAF6/agwemD+4w9fmVjTiVG41xCJgaQeTaFvSW3HtyQKU18vRP8DTqM+9LdU2K/HzkVy7rLur1GoBJ7TztEyy83wwuiQPkzDkClqUKry4IQmP/nIaTQr7TGxOGjN0LcmsSMLIlWo89ttpyJVqzBsaitumDbD4tRUu2voRAFTq1vlxujsfDNA6b1C8jVuSldS2oKpRAYlYhLh+5pNfvSlhSEREREREfZez2pF5sBLGrrrfe4Kol9h+vgTl9S3w9ZDiyd/PQqUWsGxcJBZ3kFTR+etMAQBg1pAQhPq6W7zNmkYF/L1aJxBWqwWs3qdJ/vxj9iB9CaI9fLU/C3fMjHGZOQwyy+tR1aiAh0yMUZHm73a2BV2S52xBDW7qZ9dNEXWooLoJD/x4Eme0rfEevngIPtyZ7tygejHdHDtHMitwIqcSLUo1WpRqyA3/Uxn/+1xhDZIKahHgJcPb1421qlXimfxqXDzcNQ8y2fVAg1yFIG83s3OtWGPp2Ah8vjdT35LM0802J/C6KpjYEG9+KSAiIiIiol7PWe3IWAljX0zCEGkp1QLWnSxAbbMCF0rqEOzthleuGGVybGlds36eHEEQsP60phXZFeMirdpmQlIRbp7aelf1tvMlyCxvgJ+HFDdNie7iT9K5fn7uKK5txvrTBbhhsv22Y43j2vlgxkUF2D0xFBvigwAvGaobFchvsOumiMzam1qGR385hapGBfw9ZVh14zhcPLwfkzB2NDrSDz7uUtQ2K3Htp4eseu2bV49BmJ9186OdznXdJExKteY4O2tIiEVVmp0Z098fUYGeyK9qwq4LpTar5GydD6b7iSIiIiIiIiJXJ9VWwijVjq2EcZfypjd7YoqLyMDq/Zn4ZHcGAOD1q0YjyNvN5Lifj+Tp/51cVIv00nq4ScVYZEHVjKH1pwqMHn+xV1MFc9v0gfB2t1+O9O7ZgwAAX+3LgiA4NrNuznFtK7Ip2jkb7EksFmHiAE01TFZ968XHumYFkgtrsSulFJUNcrvHQX3Xtwezcceao6hqVGBMf39sfHi2y16s702kEnG79pKjIv0wYUAApg0yPvZcPaE/bpwcjdunDwQAPPDjSasnfD+lrXByRRdqNMe+OXHdnw8GAEQiEZZq50SLP2u7lmRMwhARERERUV/CSpjeiZUwRFoeMjFKajX9+5eOjcBlHdzF+8ORHNx/0WC4ScX4S1sFs2B4GPw8ZFAoFBZv80hWJQqqm9A/wBMncipxIqcKbhIx7pwZ062fpTM3ThmA/21NxYWSOgx6JgEAkL1yqV232Znj2Zq5CSbF2Hc+GJ1JAwOxM6UUuwrFuOrTQ8ivakZNU+vvblCIN9Y/MMuoXRyRLXy2JwMrN6XoHycW1CA6yMuJEfUtD1w0BP/dfEH/OP6ROfp/GyZZVt04Xv/v7w/ndGlbp/OqoVYLNqk0saXqRgVy6zX/tlUSBtDMC/P5nkzsTClFo1wJL7fun2ae1ydhfLu9LiIiIiIiIlfntDlhWAljV0xxEWnpWqcEebvhVTNtyHTK6lqwKakIarWAv85okjBXjreuFZmOLonz+R5NFcxVEyKtbnljLX9Pmc1axVhDEATITcw7XlbXguyKRohE0Feo2Nt07QTd1XIRzhXW6RMwQd5u8PWQIqu8AeNe3Wr1ne89SYtShX99fwIvbkiCSu0aFVG9mSAIeG97qlEChnq3umYlMsud2/NQrlRD3ebzfSizAgJEGBLqjQh/T5tta0x/f0QHeaJJocKulLJur69JrkK2dv+NjGQlDBERERER9X5SseZyvdLhlTBMwtgTK2GItP69YCiqGuS4Z04sJr2+Xb/cXIXImgPZCPfzQFFNM3zdpbhoWFiXtrv+VAEWjeqHbedLAAD3zo3t0nqsdeOUaKxr0w7N3t7YdAHfHpXi2/zDuGRkP1wyoh9GRfrhhLYV2bB+vvD3dEzlyaSBgXjn2tH4vz+T9MuSXlkEH3cpkgtrseSDfQ6Jw5k2ninC5nPFAIDvDmnu9Hd2RVRvJQgC/rP5Aj7bo2l3+OSiYXh7y4VOXkW9wem8agwJ83HKtlfvy8QbCechCICbRAx3qRjuMglalJps+OwhwTbdnkgkwhJtNUx8YqG+PVlXXSipg1oAQnzc9POwERERERER9WbOqoRxt/P8zH0d9y6R1oBgL6y5aypmDum8NYubRIzTedV4S3tH++LR4V3KGLtJxLhQUocVfyZCEDQtzYaEOablyrRBQYgJdlwLpKzyBnx/OBcAkFRYi/e2p+HyD/djxls78e42zcXoSQMdUwWj07Z6yUc7D0/bO65/6GIrIlf33aFsZ4fQJ6jVAl75O1mfgHnx8pF4cP4QJ0dFjnI6r8pp2/75aC50037JVWrUtShRXt+CumYlAOCbQ7k2r/a7fIzmuJqQWIx//3IKpbXNXV7Xec4HQ0REREREfYyz5oRxZyWMXTEJQ9QFl4/T3N17Wjvp8lUT+ndpPRcP11TPHNXOh+KoKhhAc8fyjVMGWDS2Sa7Cz0dzUV7f0uXtfbAjDWoBGO5vnMkvrm1GaolmcoLJDpoPxlov/XUOB9PLnR2GTZ3Oq8aZ/Bq4SYz/DPxxIt9JEfVOarWAZ9cl4puD2RCJgDevHoN/zB7k7LDIgXR/JxytuKYZGWXGrdB2PjEPCY/MwW/3TrXbdkf3b02YrD9diIv/twdf7c+Csgt3cTEJQ0REREREfY1Ue51GqXbwnDAypgnsiXuXqAvumtl6ETXU110/v4i1DJM346IDMHVQULdjs8a1k1q3n1ZSZ3bcCxuS8MzaRNz65RHUtyit3k56aT02nNa0Prt8gPEfkTV3TcFt0wfg+klReOzXM4hZEe9y87Co1ALu//Gkfm6C3uC7g9kAWhOKOk//eRa7L5Q6IaLe6aejufjlWB7EIuCd68bhlmmWJT6p90gpqkOTqcmw7OyAicRxbKgPRkb6YUJ0gN22KxKJjB7Xtyjx2sZkLP1gP45kVli1ruRCXRLGMRWiREREREREzuasdmScE8a+mIQh6oIxUf6YOCAAAHD52AhIxKKOX2DG/OGh+jlQ7p0T2+7ilb0Z9tj/9VieyTH708r11REXSuow+qUtVidJdFUwlwwPRXSbqRHmDwvD61eNwdvXj7MueAcaFx2AmiYF/vndcdQ2K5wdTrdV1Ldg49kiAMAdM2KMnlOpBTzw40kkFtQ4IbLeRalS44u9mQAAtQA88fsZl0swkn2F+bpDqRaQVOj4z9OBDNeo3nvrmjEI9JLhQkkdbvziMF7bmGzR69RqASnFmpsDWAlDRERERER9hdPakXFOGLvi3iXqov9eNw7/mDUIaw5kd7l6w10qwee3T8JrV47Cgz+ddGoVyNpTBZArjbPsjXIlnll3FkBr6zRrpZXU4e+zhQCAhy8e3L0gneTL2ychwt8D6aX1eHnDOWeH022/HMuDXKXGuCh/jGtzR/ycuBA0ylW45/tTKO/6VA4EYPO5YuRWNiLQS+bsUMhJxms/X6dzqx26XUEQcDDduqoTe7l56gDsfOIifRXYV/uzLPo7l1/VhPoWJdwkYgwO9el0PBERERERUW8g1d7o3ZWWzt3BShj7YhKGqIuGhPngxWUju72e6bHBuL1NNYIzVDbIsf18idGyVdtSkVfZhEh/D3xw8wSj534/brpypq33dqRBEIDFo8IxsofezRzm54GPbpkIQJOscsWWaZZSqtT48XAOAGC5iffdp7dNwqhIP1Q0yPFDOv8Ad5UgCPh8j6YK5o6ZMc4NhpxmvLZi0tHzwmSWN6C4thluLnInU6C3G968eozRss6qCjef01TrxfXz0d8JRkRERERE1Ns5qxLGw0W+P/ZW3LtEpPeLQUuyM3nV+Gp/FgDgjavHwMddajT22XWJOJZd2eH6UoprkZCouZD274VxNo7WsSYNDMScuBBnh9Ft28+XorCmGUHeblg6NqLd8z7uUnx22yQAQFadCHEvbO2xCSdnOpRRgcSCGnjIxCaTXdQ36CthHJyEOaidD2bSgECHbtcaKzelmH3uRE4l/rv5AgDgXGEtj0FERERERNRntCZhWAnTmzAJQ0R6+9LKkF/VCIVKjaf/PAu1AFw5PhLzTbQiU6gE3Pf9CeRVNppd3/vbNVUwS8dEYHh4z6yCMXT/vJ7ZTs3Qd4eyAQA3TYk2+wc2OsgL/QM8TD5HlvlMOxfMjZOjEeTt5uRoyFnGRgVAJAIKqptQVtfisO3u1yZhZg0Jdtg2rfXTkVwczmzfMq2srgUP/HgSSrVj7/oiIiIiIiJyBVKJth2Zg78TMQljX0zCEBEAYObgYAgC8MeJfHyxNxMpxXUI9JLhxctNt1wbFemHygY5/vntcRTXtJ88JLmwFpuSiiESAY9e0rOrYHRmDHbdC5qWSC+tw8GMCohFwK3TB3Y4dkKbuWLIcsmFtdibWgaxCPjnnFhnh0NO5OMuxbB+vgCAM/k1DtmmSi3gUIYmuTFziGtX76348yyaFSr9Y6VKjYd/PomS2hYMDvV2YmRERERERETOIdMmYRxdCePOdmR2xb1LRACAG6dEAwB+OJyL93ekAQBeXDYSwT7uJsevvmMyQn3dcaGkDjNW7sD1nx3EmgNZ+oTMe9tTAQCXj43EUO1FyJ5OJBIZPa5vUTopkq757pBmLpiFI/uhf4Bnh2MnaueyIOt9sTcDALB0bCSig7ycHA05m64lmaOSMOcKa1DbrISvuxRj+/s7ZJtd0c/PHdkVjVil/VsBAP/bno7DmZXwdpPg89snOTE6IiIiIiIi53DanDCshLErJmGICACwaFQ4/D1lKK9vgVypxtyhobhqfH+z4yP8PfHNXVMwaWAgBAE4ll2FV/5OxvS3duCqjw9ga3IJxCLg0QW9owrGlF+O5jo7BIvVNSvw54l8ALBojhJWwnRNflUj/j6rmQfpvrmsgiHHzwtzIF1TBTMtNhhSF57Q/vWrxgAAVu/LQlJBLU5XiLB6fzYA4O3rx2FIWO9I3hMREREREVlDKtZ8j1M6uhJG5rrfH3sD7l0iAqDJeF89QZN08XKT4M2rR7er/GhrVKQ//rx/ZrvluouNV4yLxJAwH5vH6ipW78uCXOnYP4pdtfZkARrkKgwO9cZMC9qqDQvvvb83e/pqfxZUagGzh4RgtAtXIZDjjNdWlSUW1MIRLX0PZrj+fDCApiLv8rERUKkFPPFHIn7K0JyS3jNnEJaMiXBydERERERERM7hrHZkrISxLyZhiEjvvnmxmBMXgka5CrP/swsxK+KtXsfhZxbgpWUjceu0AVh/uhAxK+K7tJ6eoLi2GetPFzg7jE4JgoBvD2UDAO6YGdNpcg1oLX8ly1U1yPHL0TwAms8SEQDEhfnC202CBrkKxU323VazQoWjWZUAgFkuPh8MALx8xSgEeMmQWd6AFpUIU2MC8fTi4c4Oi4iIiIiIyGls0Y4sr7IR//jmmP4mPUtwThj74t4lIr0If098f/e0bq0j3N8Dd80ahDeuHmOjqFzbZ3syoHbE7e3dcCC9ApllDQCAFzecs0tSrLim2eGlsub8djwP/9t6weG/lx8O56BJocLICD/M7gEXwMkxJGIRxkRpqqJy6jpPgHbHydwqtCjVCPV1R1wPqEIM8XHHi5eP1D8+ml3l0i3UiIiIiIiI7E2qrYRRqq2/xqK7Efrvs4XYmVKKn45Y3kaflTD2xW+6RERd5OshRWZZA7adL3F2KB36TlsFYy+7L5Ri+ls78NrGZLtupzOCIGDlphQ89cdZfLgzHbHPJjisCqtJrsI3B7MBaKpgLKk2or5jwoBAAEBOvX3fFwe188HMHBzcY96D10yMcnYIRERERERELsMWlTDFNc0AgIYWpcWvYRLGvmyehJHL5ZgzZw5kMhlEIhFkMhkWLFgAtUH2bsiQIRCJREb/hYR0ftfwDTfcAKlUCpFIBB8fH6xZs8bo+UmTJkEsFkMqleKBBx4weu7xxx9Hv379bPNDEhEBWD5jIADg090ZEATXrIbJr2rEdhskiaoa5Gaf+1F7Z8W3h3Kc1n5OpRbw7LpEfLYnw+HbLqxuwk1fHEJFgxz9AzyxlPNZUBvjowMAAKk1IqjsWKF1QD8fDCuxiIiIiIiIeqLWJEzXu43okjCNcpXFr/FgOzK7svnevfzyy3HgwAE899xz2LdvHx555BHs3LkT119/vdG4kJAQnDlzRv/fsWPHOlzvo48+it9//x3Lly/Hhg0bEB0djbvvvhvnzp0DALzwwgs4ffo0vvnmG9x///349NNPceHCBQBAbm4uPvroI6xfv97WPy4R9WF3zhwEN6kYp/OqcUQ7D4Or+fFILtRC9yfpPpVXZXJ5TZMCey6UdWvd3dWiVOHhn0/i56N5EIuAS0c6LuF+JLMCV3y0H2fyaxDgJUNBdROGPLep186DRF0zJ06TFKloEWH4S9vsso26ZgXO5tcAYBKGiIiIiIiop5KKNV0NupOEKanVJGGaFJYnYdxZCWNXUluv8MyZMxgyZAhefvllAMDs2bPxyy+/4OTJk8YblkoxduxYi9f71VdfYcyYMfj6668BAEuWLIG7uzueeOIJbN68GSdOnED//v2xfPlyLF++HB9//DEOHz6MYcOGYdGiRViyZAlmzJjR4TZqa2tRW1urf1xUVAQAUCgURuPaPu7K8q6sw1brseVyw+edGYuj940rxWKreFwpFnsvN/X+7cq6AzzEuG5iJH46mo8Ptqdi0l2TTY6zhLmYuqNFocIvRzVVKrdOicYBbauijrZjLo5jmRWYMzio3fhNZwsgV6khERvf4W/Ln6OjfdPQosSDP5/BgYwKyCQivHv9WEwaEICtySXtXm/LeAQBWHMgC//dmg6lWsDwcF98css4XPzu/k63a8vPgT3+PtkqHleKxd7b7WysrE1nMLlcbvN2YQfSSqFSCxgY5IUwb2m3j33O/v3ZY7krxWLv5a4Ui62Wu1Is9l7uSrHYarkrxWKr5a4Ui72Xu1Istlpu7TpstR5X+plstdwZ8bhSLLaKx5VisfdyZ5yvd7S8szhtPdaS5a6wb1wpFnvH40qxAAAETeJEqRI6fN92FE+RQTsyS9YBABJBBYXCuHODq+0ba39/9vy8KpWWt3oD7JCEGTduHHbu3IktW7Zg0aJF+O2331BUVIR//etfRuOKi4v1rcPi4uKwfv16xMXFmVxnfX09GhoasHTp0tbApVLExMTgzJkzAIBZs2Zh27ZtyMrKwoEDByAIAubOnYtPPvkEubm5+nEdueKKK7Bnz552y/fu3QsgXP84ISHB4Flpl5Z3bx0ws7xrsXRl+bZt2wz+b4ufyVbLYWa5LdbvSrHYPh5XisU+y+2z7iEKQCKS4GBmJeJe2AoAeH+GdQdiQ7rPli0cLRWhqlGCQDcBzVnH0Z2fdfvpDAxXpLXbxjfJYgBizA9XYXtha3Glud93d7TdNw0K4PMUCXLqRXATC/jnUBXUOSdwLMc4dlvHIlcBv2WJcaxMsz8mBqtx84AqJB7a3cF2HfeedJXlrhSLfZZ3fR1v/7gZo4M6bkumVAPWVIP/maX5LPaX1bvccdJVlrtSLPZZ7kqx2H55Z+ekrhBj95bb73zd/rGbW+5Ksdg+HleKxT7xuFIstl+/teswjsc1942zYjGOx7nHScfFYvt4XCkW+yxv//41vJ7k2FiMlxvG5Cp/E1xh37hSLPaJx5ViMV6+d9dOAFIo1QLi4xNg6f17hvGU1TUDEKGipu33Q0Ot2xSLBGzdsrnbsTvufWPtOmBmeddj2bFjh8n1myPtfIh1EhISMHv2bCxevFi/7NJLL8Unn3yif7xkyRL4+vpi4sSJOH78vsiLwQAAr4ZJREFUON59911MmDABlZWVcHNza7fO1NRUAMCgQYOMlgcHB6OkRHO383PPPYdt27Zh6NChkEgkeOqppxAaGorHH38cq1evxq233ooNGzbAw8MD33//Pa688sp22/nrr7/aVcJMnToVc+fOBdJSjeLXefTQ1i4t78o6FApFu4uQtoilK8sXLlyIbdu2YeHChcChXU6NxVH7xpVisUc8rhSLPZabWqZQKPTv3+6sO02ajJ+P5Zscbyndvlm4cCFkMpnVrzflq88OA6jF3fOGYtncQXj8sOU/U9t9k98kxaWLLoZU0npVuKJBjseP7AEg4Okb5mD7ewdMrr+7zO2be74/iZz6cvh7SrH69on6eTfM/Uwm161S4/4fT8PHXYpVN4zptDpBrlTjpi+PILGsDhKRCE8vHoo7ZwzQv84ex5SOltvqPWyPeFwpFnusvzvrONoQhCdvnWr2/bYpqRjPrU3CguFhWHn1KIsmSPzowwMAGnDTReNx2ejWG0es2TfO+D05crkrxWKP5a4Uiz2Wd3ROqvvb4OwYu7PcXufrztw3rhSLPeJxpVjsEY8rxWKP9Vu7DsN4XHXfOCsWw3icfZx0VCz2iMeVYrHH8rbv37bXkxwZS9vlupi6s29s+dl2lX3jSrHYIx5XiqXt8sWXLsRzxzXrXbhoMdw6uTvP8JqJLh4B2u+aEjcsWTLf5OsMt+npJsWSJYu6Hbuj3jeWjrXndcgFCxbAGjZPwjz++OM4fvw4Hn74YcybNw/btm3DF198gXvuuQdffvklAOCDDz7Qj7/22muxaNEizJ8/H++//z6efPLJLm979+7dRo/nz5+PkSNHwsPDA2vXrkVSUhLefvtt3HzzzWhsbGz3ej8/P/j5+bVb3vaCqLkLpNYst8U6XGG54fPOjsWRy10pFlstd6VY7L3c1ut+eMFQoyRMd5IoMpnMJkmY03nVOFtQCzepGDdPG9jt41iTQo2MimaM7u+vX7Y9pRAqtYAx/f0RFx5gNL6iUYVwf4/u/RAmYtPFV9uswD5te7WaJiWu/+IoslcuNfk6qVRq9mL33vQS7EnTTGYen1QMAGbXAwCHssqQWFgHAFAJAt7cdAH3zhtiNl5Ll7vS58NWy10pFnsvt3YdZ/JrcDy3FjNNzN2SU9GAZ9cno1mhRnxiMeITi3Hi+UsQ7ONucl0AUFrXjLTSBgDA7KH9+Pszs9yVYrH3cleKxVbLOxrb2/aBLdftKvvGlWKxVTyuFIu943GlWGy1fmvXYS4eV9o3zorFGfG4Uiy2iseVYrH3ct0yV4jF8LnuxGPrGF1h37hSLPaOx5ViAQBPj9YCBZFEApnMssv3ptbXqFB1+N7X8ZBKesS+caVzJqnUurSKFY0uLPPJJ5/gmmuuwQcffIBrr70Wn332GS6++GJ89913Zl9z0UUXQSQS4fTp0yafHzp0KAAgKyvLaHlFRQV8fX1NviYhIQEHDhxAQkICfv75Z0RGRmLEiBFYuXIlmpqaUFhY2LUfkIiojcgAT6PHgtBxmyFH+O5gNgBg2djIDi/eWuNETpXR47/OaI6jy8ZFtBv7s3YuGns5mF5uNAdNRzLK6s0+9+fJfLPPmZJb2T6BT9QVH+1Kb7dMrlTj4Z9Pob7FuKXh1Z8cRGYH7+Md50sBAKMi/RDk3b6imIiIiIiIiHoGmUEHEoWqe9eX5Eo1lCp1p+Ms6b5A3WPzJIxarYZEYvyLk0gkHV6UPHbsGARBQExMjMnnfXx84O3tjfj4eP0ypVKJ7OxsjBs3zmQMt9xyC55++mmEh4dDpVJBpdJMatTU1ASg4wm5iIi6Y5+2ssJZyutbsPFsEQBg+YyBNluvYRKmqKYJx7IrAQBLx0a2G/vLsVwoLPhD31V7UsssHrs31fTvo6ZRge3JpVZtN6+KSRjqPqlYhIMZFTiZa5zYfGfrBZzNr4G/p/GdNrmVjbjm04M4mlWpX6ZUqZGQWIQbPj+EZ9YmAgBmx7WvrCEiIiIiIqKeQypu7eRhi+sqjQpVp2PcZTZPEVAbNt/DsbGx+O233/Dyyy9j//79ePrpp7Ft2zZMmDABAFBcXIwpU6Zg9erV2L9/P95++23MmzcPMpkMTz/9tH49QUFBuP766/WP7777biQmJuKee+7Bxo0bMWbMGAiCgHfeeaddDHfeeSd8fHzw2muvAQCuvPJKFBUVYfXq1Vi+fDnc3d0xcKDtLkwSERl6d1uqU6thfj2WB7lKjXHRARhnME9KdxleMI4/WwRBACYPDET/NpVAAFBS24Id50tstm1DgiBgzwXLkzD7000nYf4+Wwi5lSc0+ZVNVo0nMuXqCf0BAJ8YVMPsulCKL/ZmAgDevm6s0fjx0QGoblTgttVH8MvRXHy8Kx1z/rsLD/x4EkezKiHRnqR/vicTMSviQURERERERD2TSCTSJ2KU3ayEAYAmeedJGA8pK2HszeZzwuzduxdLly7F66+/jldeeQVSqRQzZ87E5s2bAQBubm7IysrCvffeC0EQIJFIEBcXh99//91oPpba2lqUlbVeZHv//fdRWFiINWvWYPXq1fD29saXX36J0aNHG20/KSkJP/30E44ePapfdtddd+H777/HvffeC5lMhs8++8zWPzYRkd7pvGrsvlCG+cPDHL5tpUqNHw7nAADusGEVjFgE5Fc1oaS2Gf38PPC3ttJm2bj2VTA6PxzOxeLR7VuVdVdaaT0Ka5rhLhWjRdl5EuVQRgValCq4tzmpWKttRRbk7YbKBrlF22YlDNnCvy4ajD9O5mP7+VKcL6pFsLcb/u+3MwA0n9tLR4Ubjf/5nul47NfT2HyuGCu0VS8AEOzthlumDcCt0wZi+ls7HPozEBERERERkX3IJGIo1SrbVMJYkoRhJYzd2TwJExkZiVOnTpl9PigoCOXlnbfqUSqV7Zb9/vvvnb5u9OjRJl+7c+fOTl9LRGQr725LxUXDQs1OCG8v28+XoqimGcHeblgyxnYJkKH9fJFSXIeTOVUYFemPM3nVEItgdhsikaYCJau8AYNCvG0WBwB9Fcy02GDstaAtWZNChZM51ZgxOFi/LLOsHidzNT/D3bMH4e0tFyzadh7nhCEbGBzqgyVjIhB/tggf7UxHdZMcFQ1yjIjwwzNLRrQb7+kmwSe3TsTKzSn6ahkAOPjMxe2Si0RERERERNSzSSUiQGGbdmQNLe2vk7fF75X2xzQXEZGNeblJkFhQg+3nrZtvpLsEQcCaA1kAgJumRtt0YrVJAwMBaOaF+ftsIQBg5uAQhPq6mxw/f5imCuinIzk2i0FHNx/MRUNDLX7N/nTjZM26UwUAgLlDQzFhQIBF66hrVqCqkfOJkW08eNEQAEB8YhEOpFfAUybBhzdPMPu5FYtFeLZNgoYnykRERERERL2PTKK5ZK9U26AdmQVzwrASxv64h4mIbOzOmTEANNUwahv8wbTUD4dzcEQ7cffHuzJsOjeELglzMrcKf5/RJGGWjTNfaXPb9AEAgN9P5KPZgj/4lmqUK/WTk88bZnkSZl9aawWmWi1g7UlNEubaiVGIDvSyaB152vlgAr1knYwk6tzISD9cbNCy8JUrR2FImI8TIyIiIiIiIiJXIJNouqp0pxLG201z055l7ch4g5+92bwdGRFRX3fPnFh8dygH54tqsfj9vYjw90Sor7vmPx939PPzwKhIPwwM9rJZu7Kz+dV4beN5m6zLFF0S5nReNdSC5oRgUZt5KwzNGxqG/gGeKKhuwnPrknDtpP6YPDAIbtLu5f4PZ1ZArlIjKtATsVa0OUssqEFVgxyB3m44klWJguom+HpIsXBkP/2Ed53RzQcTFejJihiyiccXDsXOFE3F3FN/nMUNk6OdHBERERERERE5m1SsuXaiUHX9xt6YEG+cK6xFk7zzdmRMwtgfkzBERDYW6O2Gf82LxTtbU5FaUo/UknqT4/w9ZRgXHYBxUf4YFeGD+i5e169pVOCBH09CrlJj4ch+2JZc0o3oTRsQ5IVgbzdUaCewnxsXigAvN7PjJWIR/jF7EF7bmIw/T+bjz5P5AIBFo/rhomFhuGhYKCL8Pa2OQzcfzLyhls+3MzxcM5/NgYxyXD42Uh/L5WMjrDrR0M0HExXgicSCWisjJ2pvdH9/Z4dARERERERELkZXCaPsYiVMgJcMQd6aazYNLZ1Xwrh384ZZ6hz3MBGRHTw4fwg2/3uO0bK7ZsXg8rERGBcdAACoaVJgb2oZPtyZjn/9eBovn5AYtc2yhCAI+L8/ziC/qgnRQZ5457pxtvoRjIhEIkzUVsMAwLJxkZ2+5h+zYvDZbRONlm05V4Jn1iZi5sqdiD9bZHUcuvlg5lkxH8zsISEAgH2p5WiUK7EpUbPdayZGWbXt/CpNO7KoQOuTR0REREREREREltDNCdPVSphwPw946dqRWTQnDCth7I1JGCIiOxCJRBge7me07KVlo/DRLROx4cFZRsuvnxSFmGAvKAQR/vHdScSsiLd4PpfV+7KwLbkEbhIxPrllEvztOF+JriWZu1SMS0b263S8SCTC4tHG88Y8vnAohvXzhSAAD/5k3c+aU9GI7IpGSMUizNQmViwxR5uw2ZdWhi3nitEgV2FAkBcmGySVLKGvhGEShoiIiIiIiIjsRKpPwnStEqafnwe83DQNsCxpR+YuY4rA3riHiYic7O3rx2HjgzMQ7mndHQ7HsyuxcnMKAOCFZSMxJsq+rY0uGx2OQC8ZWpRqjH5pi8XJE0OPLIjDO9d3rVpnX7qmSmhyTCB83C3vpjk1JghuEjEKa5rxwY50AMA1E/tbPR+Pbk6YaCZhiIiIiIiIiMhO9O3I1F1LwoT7ecBTWwljSTsyDykrYeyNSRgiIhfgLpNgeVznfxh1Kupb8NBPp6BSC1g2LhK3TRtgx+g0BgZ749SLl3Z7PSMj/RDQhYqdvdpWbfOGhln1Ok83CaYM0lS9ZJU3AACumWBdKzJBEJBXyXZkRERERERERGRf3W1H1s/fA97aJEyTBe3IWAljf9zDREQuor+38ePMsnqT44prmnHv9ydQXNuM2BBvvHXNGKurOpxJIhZh5uBgq16jVAOHMysBWDcfjM6cuNbXTI0JwoBgL6teX9EgR5NCBZEIiAxgEoaIiIiIiIiI7EMq1lzj6Wo7sgh/D3hq25E1WtCOjJUw9sckDBGRi3rs19Pt/uBuOVeMxe/vxYmcKgBAZnkDRr+0xRnhdcssK+Z0AYCMOhGaFGqE+rpjRISv1dubbbC9ayb273CsqZMc3Xww/Xw94C7ln04iIiIiIiIisg9dJYyyi5Uw4X4e8NJWwjTKLWhHJmMSxt54JYmIyEWdya/BBzvSAABNchWeW5eI+74/gepGBUb393NydN0z28okTEqV5i6QeUNDu1T1MzLCD6MiNftsxdrEDuezKaxuarcsr0qzLDqIVTBEREREREREZD+6OWG6WgnTz6+1HVmjJXPCsB2Z3XEPExG5sI93pePno7lY9tF+/HgkFwBw39xYrL1/lpMj654BQda1Aztf3ZqE6QqxWIT1D1q2z/KrTCRhtJUw0YHWxU1EREREREREZA1pF+aEaVG2JmzCDduRWTInDNuR2Z3U2QEQEZFp106Mwp8n8/HM2kQAQJivO/53wzij+U16KmuqWYpqmlHUJIJYBMyJs66CxpCunLczuoSLofwqzbIoK5NHRERERERERETW0FXCKNWWV8KU1bXo/x3oJdO3I2uyZE4YVsLYHfcwEZGLevmKkUbtr0rrWnD7V0edGJFz7E8vBwCMi/JHgJeb3beXV9U+CZNXqW1HFsh2ZERERERERERkP7IuVMKU1Dbr/y0SieDJOWFcCpMwREQuytdDhg0Pzsav9053dih2Z3jHRlvbz5cB6F4VjDV0CRejZdrETDQrYYiIiIiIiIjIjqRiXRLG8kqYklrj6yreunZkFiVhmCKwN+5hIiIXFuTthmmxwc4Ow+4OZpSbXJ5eWoddqZokzAc7MxCzIt7usbSthFGpBRRWaxIz1s5lQ0RERERERERkDX07MmuSMG1ubvXSV8J03o6Mc8LYH5MwRETkdAfTK0wu/3R3JgTLq29tom0lTHFtMxQqATKJCP38PBwbDBERERERERH1KV1pR1Zc02z02Lp2ZEwR2Bv3MBEROd3+9HIIbbIteZWNWH+6wOGxlNe3oMngJCWvUlMZ0z/AExKxyOHxEBEREREREVHfIdVWwnSnHZmXQRKm7fWWtlgJY39MwhARkdMVVDchp8K4DdiX+zKhUguYOTjI4fHkG7Qk0yVhOB8MEREREREREdmbrhJGqba8EqakzrgSxks7J4xKLUDeSTLHQ8YkjL0xCUNERC5hf3rrvDCldc345VgeAOCBebEOjyW/qrUlWZ7231GBTMIQERERERERkX3JulAJU2ymEgaAUbcPU9iOzP64h4mIyCUcMEjCfLU/C3KlGhMHBGBqTKDDY8kzqITJ11fCeDo8DiIiIiIiIiLqW6Ri3ZwwliVhBAEorTNOwsgkYn0yp7N5YdiOzP6YhCEiIpdwMKMCKrWAmkYFfjiUAwB4cP4QiESOn4dF14IMAHJ1SRhWwhARERERERGRnemSJ0qVZe3IGpSAXNk+YaNrSdYoV1q0PbIfqbMDICIi8nWXoqZJgXOFNdh9oQwNchWGh/vi4uFhUCo7Plmwh7xKw3ZknBOGiIiIiIiIiBxDNyeMwsIkTI3c9HIvNwlqmhSdVsI44+bXvoaVMERE5HTTBwcDALaeK8HXB7IAAA84qQoGaE28NCtUKNH2VY0OZDsyIiIiIiIiIrIvqcS6dmTVctPXTjy188J0loQh+2MShoiInG72kBAAwOd7M1DdqEBMsBeWjolwWjy6dmQF1ZqKGC83CYK83ZwWDxERERERERH1Dfp2ZGrLkjAdVcIAQBOTME7HJAwRETndLG0SRldqe/9FgyERO68ctrZZiZomhT4ZEx3oxfJcIiIiIiIiIrI7a9uRmauE0c0J09DJnDBkf0zCEBGR0w0O9Ua4nwcAIMLfA1dPiHJaLMHaipe8ykbkVWkqYaKD2IqMiIiIiIiIiOxPqr0p1dJ2ZJ1VwrAdmfMxCUNERE4nEomweHQ4AKCophlDn9/ktFiigrwAAPlVjcjXVsJEBXo5LR4iIiIiIiIi6jt0lTBKCyth2I7M9TEJQ0RELmHFZcPx90OznR0GogM1VS/5VU3Iq9K2IwtiEoaIiIiIiIiI7K+1HZlllTBsR+b6mIQhIiKX4CGTYEyUv7PD0Cdc8iobkVepbUcWyHZkRERERERERGR/UomV7chaTC9nJYzrYBKGiIjIQLS29VgeK2GIiIiIiIiIyMFk2iSMUt15O7JmhQqNKtOVMJ6cE8ZlMAlDRERkIEpb9XK+qBbVjQoATMIQERERERERkWO0tiPrPAlTUqspg/GUtb/M7yXTtCNjEsb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vvlm7dOli7CTieLOYuiBQ3Dw2ZTHdN+yLw2N/414ek2w7TtE34dnUN2xT7mX5N+2LbdumbOobWy62BdbH5cuXa7ly5XTw4MHOY4G+GTt2rHbv3t14Ftvy2JTFtjyB19uxY4dWqVJFe/bsqTt27Ai52PjUU0/p2WefnWcaHFNs2aZUc96r22+/XVu1ahXyafiAG264Qdu1axeRLKr29I2N640t7xV9U3AOVTv2fbbliWaWGEGRNW7cWGrUqCHTpk2TX3/91WkvXbq0XHDBBbJ69Wr5888/nfaYGLPdXNQ8NmWhb6LXN3Xq1JGUlBSZNm2afPXVVyIi4vF4RESkdevW4vP5ZMOGDUYzFCXLxo0bI5KlsHki1Te2rTdnnXWWbN++XaZPny67du1y2qtWrSpXXnmlzJs3T/744w+jGYqbJSEhwao8NmUx3Tfsi8Njf+NeHpNsO07RN+HZ1DdsU+5l+Tfti23bpmzpG1WVuLg4efbZZ+XPP/+UoUOHyl9//SWq6jznoosukl27dsmRI0eMZomJiRGfzyennXaavPbaa/Lmm2/KgAEDZMeOHc5z1q1bJxUrVhSfz2c0i215bMpiWx6PxyOZmZlSuXJl+eyzz+THH3+Uq6++WhYvXuy8dmpqqlSqVMn4Pk/Erm1KJOe9Gjt2rBw+fFjuvPNO+fnnn0Pek/POO0/27t0re/fuNZ7Fpr6xbb0Rsee9om8KzmHLvs+2PFHN4npZ51/i3Xff1Vq1aungwYNDhn8fPHhQzzrrLJ09e/a/No9NWWzLY1MWVXXmpezZs6d++umnIY+1a9dOX3nllX9lFtvy2LbeTJkyRWNiYvSee+7RTZs2Oe1bt27VZs2aGZnPtCRksS2PTVlU7VqPbcqiyv6mpOSx6X1SpW8KYlPf2JTFtjw2ZVG1az22KYtNeQL3pVmyZIlWqVJFu3Tpoj/99JMzlcigQYM0JSXFeZ4pgSlLDhw4oLt27dIvvvhCK1eurC1bttRu3brpVVddpUlJScbuYZR7ZFg08+SeMiaaWQIju4MzRfu9ChZYT3ft2qVbt27VP//8Uxs0aKAtWrTQZs2a6cUXX6xly5Y1dn+n/NiyTQVn2blzp9arV0/btGmj77zzjmZmZqrf79dbb71VO3TooIcOHTKeJThPpPsm931LbF5vIvleBUayBO//6JvwbNr3RTuPTccpijBFlJmZ6fx/1qxZ2qhRI01JSdEXX3xRf/nlFx05cqRWrlzZyA0sbc9jU5Zo58m9kUe7b3KfqAfnWbRokZ5//vnavHlzfeCBB/Tzzz/XYcOGaXJysrGb3NmaxbY80V5vCsrz6quvapkyZXTQoEH6wQcf6Pr16/WOO+7Q6tWr69atW/9VWaKdp6D9jW19E+312KYsufOwv7Enj83HzNx5ov1e0TclI0u083BeXHg2ZbEtjy0X2wIXb9atW6dVq1Z1ilI7d+7Ue++9VwcOHKjDhg3LMyWsG3bu3On8P9AfgX8jnWfNmjXOzaVzZ4pG3/z222/aoUMH/eOPP6Ke5+DBg5qRkeH0j8/nC1lvqlWrptOnT1fVnHtETps2TUeOHKn//e9/jU4JmXtfbMs2FZxly5Yt+ueff+revXu1S5cuesYZZ2jVqlW1S5cuWqFCBV2yZImR17ehb4LvJ5Pf9h2N9Sa/qUCj8V6tXLlSa9WqpampqXly2LhNRbJvcmfw+/1RPU7lJ1p5Au9HYD22oW8owhRC4A0LfrOGDh2qqqpffPGFXn/99Vq+fHk99dRTtVGjRvrLL7/8a/IEsgTvAKPZN/kdrCKZ58CBA2EzRaNv8rv/RHCeSy65RA8dOqS//PKLjh8/XitXrqynn366tmjRwtgJTrDgdTiaWfLbpqLdN7ZsU4GDeiDP+vXrddKkSaqaMw949+7dtVy5ctqkSROtXbu28TzRzpLfvVOilWfjxo26d+9eVc27L472+2TjccqGLMFs2BdH+5h5rFyRzmPbMXPDhg3OH/c2vVe2HTNt2sY5Lw7FeXHR2LxNRbtvonGxbe3atfrcc8/p8OHDdc6cOSEFkI0bN+oJJ5yggwYNUr/f7+QLvnG321avXq1ly5YNmbs+8LqRzpOamqoej0dfeumlPI9Fo2+WLFmiFSpUUI/HozNnzlTV6PXNypUrNSUlRdu0aaMtW7bU77//3nls06ZNWqFCBR08eLD6/X7j97oKyO93jnZRKPjCcfDfL9WqVdPJkyerak4xa/78+TphwgSdOnVqSIHNLYFRC4FRFrkv0kaqb9asWaMej0cvuOACpy2QI1rrzZo1a/TJJ5/Uv/76y2mLxnu1ZMkSTU5OVo/H4/x9G+iDaPVN4L0JvF7wNhXJvvntt9/0nnvu0WuuuUanTJmiq1atch7bsGGDVqpUKaL7YpuOm6tXr9Zhw4Zp7969dfz48SEfFonGcSqAIkw+du/erWvXrtXVq1fneSxQLQv80aCaswFu375dN2zYYOSmyzt27NBly5bpjz/+GPU8e/fu1fXr14ds3IFPSK1fvz7ifbNt2zZduHChfvjhh1HPs2TJEr344ot1zZo1eR6LRt8sX75cW7RooVOmTHHaAjuVwIFhyJAhISdABw8e1L179+r+/ftdzbJu3Tp96aWXdPz48bpmzRr1+/1Ry6Kas00tX75cFyxYkOeTA4GTrUjmUQ0ddhzcN5Febw4cOKB//fWX7tixw2kL3qZOPPFEHTlypPPY7t27ddWqVZqamhryM2749ddf9bXXXgtpC+6bSGZRVf3ll1/0xhtvDFl2tPKsXLlSPR6PXnzxxVHPoppzIvPee+/p008/7QytDj4RjeR6bNMxU/Xo+xLoj2CR3v/ZdMxUVV21apU+/PDDevDgQactcNIb6Tw2HTNVVVesWKEej0fbtGnjtEWrb2w7Ztq0jXNeHB7nxeFxXhze9u3b8/0bXDWyF9uWLVum1apV0wsuuEDr16+vDRs21Iceekizs7M1MzNTn376aR0+fHi+n0AO/tdN77//vlauXFlbt26tN9xwg9OekZHh5Mk9jZGJPKmpqZqUlKSjRo3K9/HJkyfrsGHDItY3qampWqpUKX3wwQf1sssu0zPPPNN5LDs7O6Lv1cqVK7VixYo6bNgwnTRpkvbt21e7du2q6enp6vP5dObMmTpixIiIXShWzfl7asiQIdqrVy8dPXq0Ll682Hls06ZNWr58+YhdwN60aVPI6+d+rEyZMnrjjTdG7GL6qlWr9Nprr9WuXbvqgAEDdPny5SF5Inlx/7vvvtOTTz5Z69evr926dXPas7Ky9L333tM77rgjz/Zt0tKlS7VSpUo6YsQI/fXXX1X16Hnoxo0bI/ZepaamamJiot5///06bNgwPeWUU0IKIO+//76OHDnSyD43nMA2demll+rQoUP1u+++cx7bvHmzJiUlRaRvVq5cqeXLl9c+ffpo27Zt9eyzz9YaNWro3LlzVVX1ySefjOi+2Kbj5rJly7RSpUp6zTXX6MUXX6ytW7fW//73v+r3+zUzM1OfeuqpiPZNMIowuSxdulTPOOMMPfXUU7Vx48bavn17XbFihaanp+uRI0e0dOnSev3114e8KSbfoNTUVK1fv77WqVNHq1Spoi1atNBvv/1WDxw4oFlZWRHNs3z5cm3fvr3Wr19f69Wrp/369XMe279/v5YpUyaifbNs2TI99dRTtWnTplqhQgVt166d81haWlpE86SmpqrX69Xbb789z2N79+6NeN+sXLlSK1SooCNGjMgzPcCBAwe0QYMGesMNN4RkMHWAWLZsmVavXl07duyoVapU0erVq+vmzZudLA0bNoxYFtWcbbxhw4Z6+umna61atbRJkyY6a9YsZ0RB/fr1I5Zn1apVOnjwYE1LS1PV0E8pRXodVs256Ne1a1etX7++tmrVSseMGeM8tnfvXi1XrpxzImqS3+/X/fv3a7ly5dTj8egTTzwR8ngkswSkpqZqbGxsvtv47t27I5pnyZIlWqZMGW3cuLG2atXKOTH2+/26b9++iPfN0qVLtVatWnrWWWdp2bJl9dRTT3VGDEVjX2zLMVM1Z5tKSUlx9i+BPxr8fr8eOnRIGzZs6JykB5jcF9tyzPT7/Xrw4EGtU6eOejweHTNmjPNJxMD2H8k8Nh0zVXO28aSkJG3fvr02btzY+WMqOzs74u+VTcdMVbu2cc6Lw+O8ODzOi8P79ddftWbNmnrZZZfpihUr8jweqYtt69ev1/r16+tdd93lFDFHjx6t9erVcz4tv2/fPqMZ8jN79mxt0KCBTpw4UZs2bao33nij81jwvf9MWrVqlXq9Xr3//vtVNWddmDdvnr7wwgu6cOFC5xPzkSoyLFmyROPj43X06NGqqvrll19qrVq19K233nKeY+oDdLmlp6frJZdcokOGDHHaXnrpJe3Xr59mZmY6xeVIXixetWqVlitXTq+55hrt06ePdunSRRMTE3XatGmqenSbisT79dtvv2mVKlW0ZcuW+u233+Z5/KefftI777wzYuvOsmXLtGLFinrjjTfqkCFDtFu3bnrddddpZmamZmdnR7Rg5vf79fvvv9fGjRvrG2+8oQ0aNNCUlBTn8XXr1hnPEGzr1q16yimn6IgRI0LaDx8+rKqqP/74o44aNcp4UWjJkiXq9XqdaxLr1q3Tk08+WR9++GHnOcFTZkbCihUrtGLFinrTTTfpkCFD9PLLL1ev16tTpkzRQ4cO6eLFiyOyHmdnZ+vVV18dcu65ZMkSvf766zU2NlbnzJnjPC8SbDpu/vnnn1qrVi0dO3as0zZo0KCQD/6oRq5vcqMIE2Tt2rVatWpVvfvuu3Xx4sW6cOFCbdGihTZs2FBnzJihqqrz58+P2IFh27ZtWrduXb3rrrt06dKlzjy81apV06lTp6qq6sKFCyP2KYFKlSrpnXfeqXPnztWpU6dq06ZNnSF2qjknPZHqm19//VUrVaqkd911l65atUq//fZbrVKlii5YsMB5zrx58yKSZ/ny5Vq6dGm9++67nba0tLSQYZtffPFFxPomMzNT+/Xr55yY+/1+Xbx4sc6cOdPJtGLFiojsdDZv3qz16tXTBx54wPl0/CmnnKL/93//5zzn559/jtgOcMOGDVqzZk2977779I8//tAtW7Zoly5dtHLlyvrII4+oas4fo5F4r9asWaPVq1fXxMRE7dOnj1OICX7tSG9TycnJOnz4cH377bd17Nix2rJlS+fTtD6fTz/66KOIfnKrd+/eet1112lcXJxOnDjRaff7/fr5559HbL1ZtmyZJiUlhRSljhw5EnIzvZkzZ0akb1JTU7V06dL6wAMP6F9//aVly5bVCRMmOI/7/f6Ivk+BbSqQZ9OmTVqjRg397LPPnOd89dVXEXmvbDpmquacUwSKDGeeeaZzQSu4L3744YeI/DFu0zEz2JAhQ3Tw4MFaunRp/c9//hOyTX3//ff5jh5ym03HTNWj2/i9996rhw4d0tq1a+ttt90W8pxIHRtsOmaq2rWNc14cHufF4XFeHN6WLVu0bdu2evrpp2urVq100KBBIZ9KV43Mxbbs7Gx98skn9bLLLtNt27Y578X27du1Zs2aEb25c26bNm3SK6+8Unft2qWPPfaYNmvWTIcPH64DBw7U559/3nj/+Hw+HT9+vHo8HucDQOeee66efvrpWr58ea1bt66ed955Eeuj3bt361lnneUUYFRz5vRv3ry59u/fPyIZgu3fv1+bNWumTz/9tNN21113ac2aNbVZs2Zau3ZtfeWVV1Q1coWYm2++OWTU/I4dO/See+7R2NhYff7551U1MgWzbdu2aadOnbRdu3Z6wQUXaNeuXXX+/PnO45E+/1y7dq2ecsopIRdp77vvPh04cKCqHp2aLJIXaQ8dOqR9+vTRLVu26Pvvv6/16tXTSy65RK+77jrnnDBSPvvsM23btq2q5rw3//nPf7RHjx7asmVLfe211yJyfp6WlqY9evQI2b7T0tL0oosuCpmyLZKOHDmiffr00f/85z9O29atW7VRo0YaHx/vHDcjsX1nZmbqOeecE9I/qqp//fWX3nTTTVqqVKmQqRBNsum4mZ2drc8//7wOHDhQ9+zZ47wXt956q5577rnasWNH7d+/vy5cuFBVI1sUD6AIE2Tq1Knas2fPkJ3Kk08+qR6PR2vUqKFfffWVqkbuILF48WKtV69enrkmr7vuOq1evbq++eabEcmxf/9+7dWrl95yyy1OW2AHFI0TnN27d2vr1q1DptrJysrSc889V99++22dOnWqbt++PSJZduzYoeXLl9fOnTs7bTfddJO2adNGGzVqpN27d3fmQYzUBp6enq4tW7Z05sM977zztFmzZlqmTBmtXr26/ve//zUyHVF+Pv/8c23RooXzCT9V1YsuukgffPBBHTJkiH766acRy6Kac6G8U6dOeuDAAefg8MEHH2hiYqLWq1fPmdfY9HuVlpam/fr100svvVSfeOIJbd26tfbq1cspxAQ+ER4pe/bs0W7duoV8OiAtLU1btWqV5xMwkRDo/5SUFJ08ebK++OKL6vF49LHHHlPVnPds165dEcmyZcsW9Xg8eumllzptw4cP1/POO0/bt28fMh2E6RP1VatWqcfj0bvuustpGzdunDZs2FB///13o68dzttvv61t27YN+WRLly5d9LnnntN7771Xly1bFrE/Gmw5Zqrm/CE1dOhQ7dOnj7799tvaunVrbdasmVOIieQ2btMxMyBwHnX11VfrY489pl988YXGxcU5GV966aWQ44ZJNh0zf//9d/V4PCEXBZ5//nk94YQT8p16yzRbjpkBtmzjnBeHx3lxwTgvDm/evHnarVs3TU1N1VdffVVbtGiRbyEmEl599VV98sknQ9p27NihFSpUcK4HBIvUunzo0CFt1qyZLlmyRA8dOqQvvviiVqpUST0ejy5btkxVzZ+Lbt++XW+44QZNSEjQ0047TXv37q2pqamamZmp7733nnbt2lX79u2b7/2gTPjpp5+c/wd+9/fee08TExP166+/jkiGAL/fr1deeaU2bdpU3333Xb399tu1dOnS+uqrr+qsWbN0woQJGhMTE1J8MK137946aNCgPO3//e9/1ePx6KxZs5zsJi1atEjPO+88XbhwoX766af5FmIi6e2339YBAwaE7G9HjBihzZo105YtW2r79u2dD5RFavs+cuSINm/eXD/55BNVzfkgR+A+R4HtOxLFD1XV//u//9OOHTuqqmqHDh20e/fuetddd+mtt96qHo9H7733XlU13zfBU1MG/nZYsGCBejwefffdd42+dn4OHDigzZo1cwqYgfdj0KBBmpKSoh6Px3n/IuGWW27RNm3a6J49e0LaN27cqH369NGUlJSIjQS06bi5du3akNG048eP18TERJ0wYYKOGzdOL7/8cq1bt26ekdGRQhEmyO23364NGzYMaXv//ff1zjvv1Pbt22uTJk0imuerr77SE044Qf/8809V1ZALWVdeeaVWrVrV+QSXyZV4x44det111+kbb7yhqkd3gFOmTNFzzjnHmVcvIBJFqkceeSTkoP3AAw9ofHy8tmzZUuvXr69VqlRxqpum81x66aXaokULnTp1qp599tl6/vnn62OPPabPPPOMNm3aVBs3buzMdx+Jg/iRI0e0S5cu+t577+nYsWO1W7duunLlSj106JCOGTNGTzvtNH355ZdV1XzfTJs2TcuWLeucODzyyCMaFxenV199tbZr107r1aunDz/8cMQ+ZfLwww9rtWrVQtrmzJmjAwcO1J49e+pJJ50Ucm8CkyZMmKDTp0/X7OxsnT59ep5CTCQ/ebNmzRrt16+fcyIeeO0HHnjAGeKa3z1rTAm81sSJE51PFT/99NMaExOjp512mp511lkRvWh89tln66mnnqpffPGFtm/fXs855xy9++679c4779Q6deqE3LPBpHfeeUcff/zxkLa5c+dq5cqV9b333lPVyA+rfeyxxzQ5Odk5wQts4xdccIGeeuqpWrlyZWckqen15ssvv7TimBnwwgsvOMfNBQsW5CnERPK9sumYGfwab7zxhvMJrk8++UTj4+OdOYQ3bNhgPIdqzgVaW46ZP/zwgz777LMhbUuXLtUmTZo4n66L5Hrz0EMPWXPMVOW8uCCPPvqoNdt43759OS8Og/Pi8NLT00Pm1X/55ZedQkygv1Qjc9PcYIHXS09P10aNGoUUxD/88EPduHFjRHJkZmZqVlaWdu3a1ZnK6fLLL9dy5cpp/fr180yzYtJff/2lQ4YM0bPOOssZERPw+OOP60knnRSxD1Ko5t2PrFu3Ts8880y95557VDWyoyzmzZunl112mV588cVar149feGFF5zHMjIy9NRTT3UuYEfCfffdpyeffLJu2bJFVY/2VWZmpt50003auHFj3bZtW0SypKamOv+fNWuWU4j55ptvnPbgm5ybtHfv3pAPdDz88MOamJioTzzxhD7//PM6ZMgQjY+PD9n3uC34dwy8L9dcc42+//77qppzXpOcnKw1a9YMGc0UCZ9++qkmJibqa6+9pr179w4pVk2bNk09Hk/ISFu3hRvVF5iyvWfPntq/f389fPhwRLfvzMxMveiii3TQoEHO377r16/XE044QefMmaPXXnuttmvXLmIfQHz77be1efPm+uijjzrXkAJeffVVrVatWsSOUcFsOG4GMhw5ckRTUlJCimPffvutVq5c2ZmyLdL+9UWY4I32iy++0NNOO00ff/xxTU9P1xUrVmjp0qV18uTJumnTJq1Vq5ZzkdKU4Oq23+/XU089NWSnG5hnX1W1cePGIUPhTGVJT0/Xn3/+OSSXas4FptatW4e0mRSu8j9r1iytVauWfvjhh85cq506dQr5FJ7pLP369dPY2Fjt1atXyHQLW7Zs0Vq1aoV8OjESefr06aMtWrTQ6667Tl9//fWQx6677jpt3rx5xLK0bNlSk5OTtVu3bhofHx+ysxs+fLjWqVMnT/XeVJ5ff/1Va9eurcOHD9cdO3bookWLNCkpSR999FFVVa1bt27IybLbdu3ale+JbkZGhk6bNi1PISY9Pd3opxd27dqlu3bt0v379+vnn3/utAe25/Hjxzvz0Zrexnft2hWy7ajmfBq+a9euzvetWrXS2NhYo/u94DyBP1hUVc855xz1eDx6ySWXhOT87rvvtGrVqnnuW+N2ln379oWckAa/H5dddpk2a9Ys5Phg0q5du5yT8V27dmm9evX0pJNO0osuukjj4uJ0zpw5zkiPyy+/XJs2bRqRT275/X5t3Lhx1I6Z4TKp5lw4nz9/fp5CzOHDh3Xt2rUR/QMiGsfMcD788ENt3ry58/t37txZY2Nj9Yorrojo8PDevXtH7ZgZLL8/yFVVhw4dGvGCh2rO6LtatWpF7ZiZm8/n0yZNmkR9Gz98+HDIjYWjdV6smv+5cbS28eBj1FVXXRXV8+KAwPsQ7W08eH0466yzonpeHJzn119/tWobz73d5DciZvz48a5PbbJu3Tp98cUXderUqfrpp5/mmykjI0ObNGnijLwYM2aMnnTSSUY+MBCcJ/j8XFV11KhR+sorr2j//v21atWq+s033+jTTz+tNWrUMDJ6PThL8FSzf/31ly5cuNA53wsUDj/++GNt3LhxnnN6E3ly903w+jN27FitVKmS0ZFlBa03u3bt0kaNGjkX/gL3AmzTpo3zKXpTgs8lfvzxR23Xrp3eeuutTl8EHv/iiy+0WrVqumTJkohkyW327NnavXt37datm/Mhgttuu01/+OEHY3nyK3BnZGTo4MGDQ/bFa9eu1WrVqjn3znFT4G8A1bz98/DDD+u9996r/fr105NOOkl/+OEHnTVrliYnJ+tll13mepZgwVl8Pp9eccUVWqdOHeeDE9nZ2c5zmjdv7sxQ4aaC+ibY5MmTNSkpSf/44w9VNX/OFZwlMItJhw4ddMyYMZqUlKQ33XSTqqq++eabWrt2bSP3PtmyZYt+/PHHOnPmTF20aJHTPmTIEG3UqJE+++yzzjmfas698OrVq6crV650PUtBeYK3sUgdN4OzBJ+fB7LkLu6uXLlSmzZtGvLcSPpXF2FWrlyp999/v/MH3I4dO3T48OFau3ZtrVWrliYlJemtt96qqjmftqtSpYpOmTLFaJ7+/fuHfHLk448/1tq1a4d8uiVwsnPFFVfogAEDjGbJfZO/4B3QCy+8oC1btnS+HzZsmF5yySVG8+T3qZrVq1c7O5fADnjUqFHG/tgMzhK8w7/nnntCbgKomrPhn3POOSFTFpnME7B+/Xpt0qSJejweZyRBIOtbb72lrVu3NnLBNtz7NHv2bJ0+fbp26tRJDx486NzUbfbs2dqoUSNjN5PMnefAgQM6efJkrVWrllapUkXLlSunw4YNU9Wc96px48b6v//9z0iWFStW6CmnnOKMWAhsS4GDQ1ZWlr722mtOIWbXrl164403ardu3YxcwA7kCQzlDawfwev0+PHjQ4ogd999t958883GsgSP5vD7/Tpnzhzt1q2bqqoOHDhQq1atqnfccYcmJCTofffd53qOcHkCbr75ZufiTaCfDh06pI0aNQqZPsjtLHXr1nWmUcnvxrizZs3SevXq6ccffxzSbipP7r7ZvXu3vv766/rEE0/oJZdcotnZ2c4ngF577bWQooOb/vrrL128eLEuXbrUKVxG65iZO0/wNByBbdzv9+s333zjFGJ27Niht956q7Zv3971T0wFZ8l94T7Sx8zceQK/q9/v1xUrVmj37t1VNWcbr169uj722GOalJSkgwYNMjJtW37rzYYNG6JyzAzkWbRokaampuZZD4L/WKhXr54+9dRTIdlMZAn0zeHDhzUzMzNqx0zVnP2rz+dz5mZXzRkxVbNmzYhv44EsgfOXgODjcyTPi/Prm4BIb+PhsowdOzYq58X55dmwYYM2atQo4tt4uL755JNPonJenDvP4cOH9amnntKTTz454tt4uIv7gdcOCBRirr/+er3ssss0JibG1YtKy5Yt00qVKmnr1q31lFNO0TJlyuj111+vW7duDXne3r179cQTT9SFCxfqAw88oImJiSEXnkznCfwt88ADD6jH49E6deo4H5Lcu3evPvvss84oQZNZBg4cWOBo9Ntuu027dOli5EMDhXmvAuvOpk2b9IwzztD77rvPyHlxuL4JznLJJZfoiBEjdNu2bZqenq7jxo3TmjVrGpsCJ/hcO3gbmjhxorZo0ULvuOOOkL/RN2/erPXr1zcyoqGgi+nB5zCBqcm6d++uF198sXo8Hv3ll1+M5slvdofcF2kDo6nym0bpePz6669ap04dZ5RW8Guq5twewePxaP369Z3t+8iRIzpr1iyn4OC2cO/VO++8o82bN9fExMSQwrfP59MOHTo49zdyy7H6RjX0ekXbtm21f//+Ru+FFdw3wed7r732ml5zzTXap0+fkA9ivvfee9qsWTPXizDLli3TunXraqtWrfSEE07Qs846K2QK3muvvVabNm2qw4YN0zVr1ujOnTv1zjvv1AYNGhiZwj2/PIGZL4JF4rhZmCy5/24aPXq0tmzZ0pkeN9L+tUWY1NRUjYmJCbnZs2rOvRF+/vlnffPNN/WLL75w2rdv364dOnTQuXPnGsmzbNkyTU5O1muvvTZk/ro9e/boI488ovXr19fBgweH/MwVV1yhgwcPVp/P5+of5MFZgufhzX2R9s0339RWrVqpak5Vs3Tp0kZu/hSubwr6na+55hr9z3/+Y7RvAlmCDw65/8jKysrSnj176qRJk46Z2a08qjkXJGbOnKm1a9fWM844Q1esWOFcpBg6dKh269Yt3z/c3c4S3DevvvqqNmvWLORnhg0bpu3btzcy2iNc36Snp+uWLVv0888/D/mkTVpamp5//vnOAc3N9yo1NVXLlSuniYmJ2qZNmzwH5sBrZWVl6bRp07Rt27Z6wgknaFJSkpFPAwXnad26ddgThaeeekovuugiVc3Zxk0cOAvqmwMHDuiFF16oZ599tlapUkVTU1PV5/PpxIkTNTk52chJxbHeq+CLNIFPtXXt2tXIvOnHyhKQnp6uzZo1M/4Jqdx5chdWHn74YedT4AG33HKLduvWzfUiw7Jly7Rx48batGlT9Xg8zg2g9+7dq4888og2aNAgYsfMcHmCXyP4+Dl//nxt166der1eTUpKcv1eH/llOdbvbOqYGS5P8D7v/PPP1wYNGmiVKlWcPzjfeecdrVKliuvTDobrm4yMDH333Xe1Tp06ETtmFpQnt6ysLO3WrZuef/75rmcIlyVQWA4cM+fOnRuxY6Zqzs3dzz//fO3UqZM2aNBAn332Wd28ebNmZ2fro48+qvXq1YvYNp47y3PPPafr1q1zHo/0efGx8uTH1DaeX5bge5TlV7QyeV5cUN9E+rw4v3U4+CJapM+Lc+d55plnnE/Gb926NaLnxUW5mK6aMzI6Li5Oy5cv7+qn9g8cOKBt2rRxRtBt27ZNP/30U01OTtbu3bvrmjVrQp7bvHlz7dSpkyYmJhr5BG1Bebp27apbt27VrKwsHTJkiPPJYlPTsxWUpVu3bnkKPhs2bNDbb79dk5OTjUzhVJT3SjWnP7p27aqdOnVy/QMdhc3y4IMPasuWLbVy5cp67rnnarVq1YwUGFTzv4AdfHF63LhxevbZZ+tFF12kqamp+scff+jo0aO1Vq1ark9HVpSL6ao5H6CqWLGiVqhQIWTKsmjlUVW966679PTTT3e1bzZu3KhnnHGG1q9fX0877TQdP36881jw/m7UqFER+4R+fn0TXGyYPn26NmzYUMuVK6cffPCBfvHFF3r33XdrjRo1XC0mFtQ34fZtgwcP1rPPPtvYKPH8+ib3viR3Aeimm27Srl275jn3OR5r1qzRGjVq6J133qn79u3TxYsX6zXXXKMDBw4MuS4xfvx47dChg3o8Hj3zzDP1pJNOMrK/KShP4IO0AaaPm0XJoppznLrjjju0YsWKro+oLYp/ZRFm6dKlmpSUpHfccUdIe7j5d7OysnTMmDFas2ZNI59M2rNnj7Zo0cIZdaOqevDgQWenf/jwYX3uuee0atWq2rx5cx0yZIj269dPS5cuHXJx2WSW/C6ETJs2Tc877zwdN26cxsfHh0xZFo08qjnv1d13362VK1fOc+PWSGfJzs7Wu+++W6tVq+b6J5MKyhN8svDZZ59pvXr19OSTT9bzzz9fe/furRUqVHB9p1OYvtm8ebMmJyfrBRdcoE8//bTeeOONmpycbGQHWJi+CZaenq5jxozRatWq6fr1613NkpqaqqVKldIxY8boxx9/rHXr1nU+cZTfJ3EOHjyo7du314oVKxq5GWlh86jmzDHft29fHT9+vCYkJLh+4CwoS1ZWlu7cuVNbtWqlTZo0Cdm/HDlyxMhUHQXlye9TNn6/X++55x6tWbPmMS+AuZkl+H0KnJh+/PHHWrZs2ZAPD0QqT+BkffHixVqjRg0dNGiQzpgxQ//zn/9opUqVXP9jfM2aNVqlShUdNWqUrl+/Xp955hn1eDzO0OZdu3ZF7JgZLk9MTEye84XA+5aenq49evTQ5ORk1/MUNkuAyWNmYfIcPHhQr776aj3rrLPynEO4fVPfcOtNYF7iw4cPR+yYGS5Pfu9VYPv65ZdfNCYmxsjN54/VN7mZPGaqqv7+++964okn6rBhw3TGjBl63333OdNBLl26VDMzM/W5557TatWqGd/Gw2Xp06dPyP0rVCNzXlyUPKpmt/GCsuT3yWrT58Xh8vTu3ds5f/nss8+0fv36xrfxgvomcG+eTZs2aaVKlSJyXlxQ3+S33pjcxotyMd3n82l2drYOHTpUK1as6Pr2nZ6eri1atMgzYmv16tV6wgkn6MUXX+wcu/fs2aO1atXS5ORkIxeKC5PnwgsvNPK6xckS3DffffedDhw4UBs1amRsaqui5AkcNzdu3BhyY+9IZenZs6fTNmvWLH3ooYf0+eefNzYCpqAL2MEXjV955RW94IIL1OPx6Gmnnaa1atVy/SJtUS6m+/1+9fl8OmzYMC1btqyRv3uLenH/t99+0+HDh2vFihVd3c79fr8+9NBDmpKSonPmzNF7771XGzVqFJLHxId9ClLY9ebbb7/Va665RsuUKaNNmjTRZs2aubreFKZv8rtOu3//fiPnEqoF903u20eoqi5cuFBvueUWLVeunKvH8IyMDB0xYoRedtllIe/JSy+9pJUqVcrzgdRdu3bpp59+qgsWLDBy3bqoefbt22fsuFnULIsWLdKbb75ZTz/9dGPH8ML61xVh1q5dqxUrVtSrrrpKVdX5VPX111+vffv21fnz54dsWD/88IP27NlTK1eubOyTCxs2bNA2bdrorl271OfzaZ8+fbRdu3ZaunRpvemmm5xP0f355596zTXXaN++fXXAgAFGDlThsiQlJenNN9+sX375pfPc559/Xj0ej5YvX95Ytb4oeb7++mu96qqrtGrVqkbeq6JkmTdvnl566aVRW2+GDBnizK2akZGh48eP19tuu01Hjx6tq1atiliWQN/MmzdPVXNu9tmiRQtt3ry5XnjhhUbW4aLkUc3ZIQfmXXX7vVq8eLF6vV7nE8V+v1+bNGmil156ab7PD1wsSUxMNHJwKGqe//73v+rxeLRs2bKub+OFzbJmzZqQT9WaUtS++eabb/Tqq6/WSpUqRX29Uc35cEG7du2M3OiusHn279+vL7zwgtavX18bN26snTt3NvJpyLvvvjvPhYgLLrhAFyxYoAsWLHCKv2vXrjV+zCwoz8KFC/W7774LKdBlZmbqxIkTNT4+3siFiqJk+eqrr4weM4+VZ8GCBbp37149cOCAkTn1C5slsN4EpujIyMjQ++67z+gxs6A8+b1Xfr9fN23apJdddpmRizjHyhL8mj/99JOxY2bAbbfdpldccUVI27XXXquJiYnau3dv50bQf/75p1577bVGt/FwWUqVKqWXXnppyLHxhRdeMH5eXJQ8ps+Lj5UluAj15ZdfGj8vPtZ6E7gwcuTIEb3//vuNbuOFfZ/mzJmjZ555pvHz4mPlCR7lvHjxYqPbeFEupqvm7HM8Ho+Rqb8OHjyo1atXD7nAFvjQTeBDmw888IDz2P/+9z9jx4TC5rn//vuNvX5RswT3zVdffZXvtOHRymPyHhGFyXLvvfcae/1ghbmAnfvT+z/++KOuXLnS9REwxbmYvmzZMq1evbqRY2ZR86xYscKZpshEMXzbtm366quvqmrObRACeYKn2A73oXC3FWe9+eOPP3T79u0h9x1xS2H6JrhoZvJeo0Vdb3w+n3744Yfapk0b16/fpKen62OPPebcEiOwXwvcszGwDUfq3qKFzRPswQcfNHLcLE6W+fPn55lqNBr+dUWYjz/+WGvUqKG33XabLl68WDt37qydO3fWHj16aPfu3dXj8ejTTz8d8jMPP/yw8wefCUuXLtVq1arpqlWrtHfv3tqtWzf96KOP9Omnn9bOnTtr9+7d83yaztQO+lhZUlJSnCw//vijtmnTxtgfDEXJ4/P59IcfftAxY8YYOzkubJbs7GxdsGCBDhs2zNiNsAqT54ILLnCGqptWmHU4cDHW7/drWlqaq8M0i5oneD1WzflkkIl5VseMGaPDhw9X1aPb7Ouvv6516tRximS5TZgwwdjwyKLmef/997VZs2ZGRg8UJkskb1ZelL45fPiwvvvuuzpo0KCo9U1+3B45UJQ8uYceb9u2zVie2267TS+44AJnNFRgfvSWLVtqlSpVtGvXrvrNN9+E/IzJP2oKynPSSSdpt27dQvK88sorxs4pCpPl66+/VlU1fsw8Vp4qVapoly5djMxFXpwsXbt2DSnQRzNPfuuNat6pnaKVxdQxM+DSSy/VW265RVXVuW/Pgw8+qF27dtUGDRroXXfdlednTG3jBWVp2LBhyP3AInFeXNg86enpxrfxomRZuHCh8fPiorxXph0rS/A6HInz4qL2jcltvKgX01XVyH3lAh599FGtUaOGc1+94DwPPvignn322cZuMl/cPLt37zZ+I+rCZqFvwmcJfBhQ1WxRqDAXsE3eN6OoWXL/fWdi+sXi5lmxYoUzTaNpW7duzTfPBx98EJG/gQvTN/mN+oiEktA3uXMEjq1uC/4gVOA92LZtm9arVy/kw5emPuBS3DwmPjhR3CyRmt6vsP51RRhV1TfeeEPPPPNMrVq1qvbo0UO3b9/uHJgCNwwyeVEimM/n040bN+ppp52mzz77rF522WUhf6B8/fXX2qRJE506daqq5n/z7GhlOXDggNGT4sLmCVQ/fT6fsap4cbKYPNkpietNoG9MK2rfmJTfRaHff/9dq1Wrpg8++KCqmn1vjiePas6QVlMnokXNYlpR82RkZBi7YFLcvjHVX7a9V88995wmJSXppZdeqv369dO4uDh977339ODBg/r9999rhw4ddPTo0SH3PjCZr7B5ItFHhc2iavaYWZw8phXlfYrERZOivlcmFWWbioThw4dr1apVnXm+t23bphUrVtS5c+fqc889p6VKlcozzYKp9+pYWUqXLh0yvZ7J8+LC5gn+w9PkNl6ULH6/3/hFwKK8VwHRWm9KlSplZORqcfPk1zcmFfZiemD9det92rp1q/7444/62WefOec269at0759+2qHDh30888/D3n+888/r40bN3b9vnY25rEpi215bMpSGAVdwI7USIvCZAls8zZc3J85c6aR18q93qhqyN8nW7ZscfLce++9OmzYMPV4PLplyxbX8xQmb6QKH/+Uvnn//fdd36YCffPpp5+G9Hvw6/z2229aqVIl5zzinnvu0YoVK+quXbtc355symNTluPxryzCqOZ8irdnz555bpi5b98+PfHEE/WFF16IaJ7ATiU+Pj5P1bBXr17Gb7hc1CyRXIFLWt9Ekk15bMpiW57cJy4TJkzQE088MWLFXpvz2JTFtjw2ZbEtz1NPPaUTJ07USy+9VG+66aaQx6699lrt0KFDREdSHStP+/btI5anMFki+Ud4Sesb1pvoZ9mwYYO2bdtWExIStHv37lq6dGkdPHiwquZ8OKB69eoRG0FlUxbb8tiUxbY8NmWJdh5bLmAvXbpUa9WqpQ0aNNDy5ctrw4YN9c0339TMzExdtGiRXnjhhdqyZUvnvluZmZl655136jnnnGPkE8425bEpi215bMoSYNMFbJuy2JQn93rTqFEjfeONN5ypvILzbN26VceNG6cej0crVqxo7FP79E14JaVvAllWr16tJ554ou7Zs0cfeOABLVWqlJG+sSmPTVmOl1f+4VavXi2vvvqqbN68WU4//XTp3LmznHnmmdKvXz9p1qyZ1K9fX0REVFU8Ho/s2rVLqlatKvXq1Ytonscff1zS0tLklVdekXnz5v1/e3cbWnX9/3H89T3N5rSja9OZtsjdUJdzOnOGFYVlbAUVQtpW26LsarIpbtSktJYXWTMLpCyDbgRZCtEFEV0QFIzhHUnn7BQaFYUjTR21izTn9v7fkJ3/Zr+ThufsPD29n7fc8cgevP1+zw7fz9n3oylTpmjs2LGSpFGjRmnatGkoSxAEKE8qW2gekoXmOdNyyy23qKioSKFQSP39/QqFQpKkBQsW6K233lJLS4vy8/PV19eniy66KKU9JAvNQ7LQPGda5s+fr+LiYtXW1kqSVqxYoYyMDEn//3NckgoKCoZYk+2ZMWNG3D3nYzGzuDni4SHNxo+b5M6mpKREM2fO1Oeff64tW7aov79flZWVqqiokCT98ssvGjVqVPTneapaaB6SheYhWWietrY23XnnnUpPT9fhw4d12WWX6ZlnntFdd92lhoYGrVmzRqtXr1ZHR4fKy8vV29urH3/8UTk5Oerr64ub48iRIyorK1NFRYUefPBBjRw5UvX19WpsbNSBAwe0cuVKrV+/Xlu3blVVVZWef/55ZWRkaP/+/fryyy8VDofjZqF5SBaah2QZ6MxzauLEiXr66adVWlqqrKws9ff3S5ImTZqkRx99VGamtWvXKjMzU7t27dKkSZNS0kLyxDpu1q1bp/3796umpkbjx4+PvhefOHGifvrpJ4XDYbW0tGj69OlxcQzOZxO7C202kpSZmanc3FwtXbpUH3zwgXbu3Kk5c+bExUH0kCxxafjXfYavSCRimZmZtnjxYquurrYrrrjCrr766r/t+TK4VatW2cyZMxOyYc//8syePdteffVVMzM7duyYVVRUWFpamtXW1lpTU5PV1dVZVlZW3O8fT7LQPCQLzUOy0DyxXm9ee+216HMGf7KisrLS8vLy4mqgekgWmodkoXliWbZs2RJ9ztq1a2306NHW3NxsO3futMbGRsvKykrIvgMkD8lC85AsNA/JEstTVFRkW7dujT7nzN++aWhosKKiIjty5EjKWmgekoXmIVlont9++83y8/PtySeftB9++MHa29utrKzMpk6damvWrLETJ05Ya2urVVdXW1pams2aNcvmzZtnl156qe3ZsyeulkgkYpMnT/7bp2FXrlxpBQUFtmnTJuvv74/egnHdunW2devWhO2LQ/KQLDQPyWIW+5y66qqrrLGxMbo/z+A7llRVVdmYMWPi/jOcZKF5/um4KSwstI0bNw75Tb833njDMjMzE7anh88mdhfqbL799lsLgsAyMjLi/vOS6CFZ4lHKLsJ0dXVZaWmpNTQ0RB87ePCgZWdn24QJE6L3sR/os88+s5qamoS88TubJycnxzZs2BB9fOPGjVZaWmpFRUV2++23W2tra8paaB6SheYhWWies73ePPvss9HHB+5v/dVXX1lhYWFCFnxJHpKF5iFZaJ6zWQY27e3r67OysjILhUI2depUKyoqGvbXm+H2kCw0D8lC85As/8YzUHNzsy1btszC4XDc36eTLDQPyULzkCxED+kCdmtrq+Xm5lpzc7OZ2ZA9/ZYvX25XXnml7d27N+7f90LwkCw0D8lixrqATbLQPGc7bvLy8oYcN4cOHRqywXi889nE7kKdza+//mo1NTUJvSU4yUOyxKOUXYTp6emxuXPn2jvvvBP92sxs8eLFtmDBArvuuuvsk08+MTOzzs5O27x5s82bN8/a2tqS4rn22mvt448/HvL8RG38TLLQPCQLzUOy0Dz/5vVmoM7OzoRtek/ykCw0D8lC85zL+T3Y0tzcbPv27UvabIbTQ7LQPCQLzUOynIvnzNeblpYWW7p0qX3zzTcpbaF5SBaah2QhemgXsOfOnWs33XRT9OsTJ05E/1xcXGzl5eXDZqF5SBaah2QhXcAmWYiecz1uhmOPRp9N7C7U2ZiZHT9+PGEOoodkOd/ie2NnSGam7u5utbe3q729XdLpPSAOHjyoSCSi++67T93d3Xr//fclSeFwWNXV1fr0009VWFiYFE9PT48+/PDD6L/JyMjQxRdfHL0vdypaaB6SheYhWWief/t6M/BvwuGwcnJy4mqheUgWmodkoXnO9fx+7733ov/mhhtu0IwZM5I2m+HykCw0D8lC85As5+o58/Xm+uuv10svvaSCgoKUtdA8JAvNQ7IQPZI0a9YsTZw4UY2NjZJOvw//66+/JEmbN2/W+PHj9dxzzyXke/f09Kirq0udnZ3Rx15//XVFIhHde++9kqT09HSdOnVKknTjjTeqp6cnIRaah2SheUiW/9XZzqns7OzoOdXX16cJEyYoLy8v5S3J9pzPcZOIvT3PzGcTuwt1NpI0cuTIuDiIHpIlISV6lWc4O3O19JVXXrEgCGzJkiW2evVqu+SSS+zhhx82M7N3333XJk+ebEePHv3bvXFT0UOy0DwkC81DstA8JAvNQ7LQPCQLzUOy0DwkC81DstA8JMv5eAZuf5iqFpqHZKF5SBaap7u72zo7O+2PP/6IPrZ7927Lycmxe+65J/rYwPeur6+3O+64I+6OSCRiJSUlNnv2bJs0aZJt27bNzE5/Mnb79u02btw4W7RokZ08eTL6WldZWWnl5eXW29s75N7/qeYhWWgekmUgyjlFs5A8ftzEzmcTO9psSB6SJVGlzCLM/v37bdOmTUPuS9/X12dvvvmmzZ0712699VZramqK/t3LL79ss2fPTth/EslDstA8JAvNQ7LQPCQLzUOy0DwkC81DstA8JAvNQ7LQPCQLzUOy0DwkC81DstA8lIsmkUjEsrOzra6uzt5++22rr6+3ESNGRO/f39PTYx999JHl5uZafn6+LVy40O6++24bPXq07du3Ly4GqodkoXlIlsEmwjlFs5A8ftz8s8NnE9tBmg3JQ7IkspRYhPn+++8tKyvLgiCwJ554wo4cOTLk748fPz7knnFmZrW1tbZo0SI7fvx43H8wkDwkC81DstA8JAvNQ7LQPCQLzUOy0DwkC81DstA8JAvNQ7LQPCQLzUOy0DwkC81DuWhy7NgxKykpseXLlw95fP78+bZs2bIhj3V2dlpDQ4M99NBDVltba5FIJG4OoodkoXlIloEo5xTNQvL4cRM7n03saLMheUiWRHfBL8J0d3fbkiVL7P7777ctW7ZYEAT2+OOPD3kzOviN5nfffWcrVqywcDhsbW1tKe0hWWgekoXmIVloHpKF5iFZaB6SheYhWWgekoXmIVloHpKF5iFZaB6SheYhWWge0kWTQ4cO2TXXXBPdYHngk8wPPPCAVVRUmNnpuZx5u8VE3X6R5CFZaB6SxYx1TpEsNI8fN7Hz2cSONhuSh2RJdGnJ3pPmfAuFQpozZ46ys7NVVlamcePGqby8XJLU0NCgcePGKQgCSVJXV5e++OIL7dmzR83NzSosLExpD8lC85AsNA/JQvOQLDQPyULzkCw0D8lC85AsNA/JQvOQLDQPyULzkCw0D8lC8/T29ur333/XokWLJEn9/f0KhULKy8tTR0eHJMlOf+hT4XBYTU1NQ54XzyZMmKBt27ZpypQpkk5vohwKhXT55Zfr559/liQFQaAgCNTZ2akxY8ZEH0tEJA/JQvOQLBLrnCJZaB4/bmLns4kdbTYkD8mS8JKz9hPfuru7h3y9Y8cOC4LAHnvsMTt69KiZnd648PDhw9bb22sdHR3/GQ/JQvOQLDQPyULzkCw0D8lC85AsNA/JQvOQLDQPyULzkCw0D8lC85AsNA/JQvMcOHAg+ueTJ0+amdnq1autqqpqyPMGb4Sc6I1zB38ydtWqVVZaWhr9esOGDfbiiy9GN14ejkgekoXmoVhI5xTJQvSY+XHzT/lsYkeZDdFDsiSilFiEGejUqVPRk2X79u3RX89ub2+3uro6W7hwof3555//SQ/JQvOQLDQPyULzkCw0D8lC85AsNA/JQvOQLDQPyULzkCw0D8lC85AsNA/JQvPQLpoMzGXVqlV22223mZnZU089ZUEQWGtr67A5iB6SheYhWUjnFMlC9PhxEzufTexIs6F5SJZ4l1KLMGZD7xO3Y8cOGzFihE2bNs3S0tKiGy/9Vz0kC81DstA8JAvNQ7LQPCQLzUOy0DwkC81DstA8JAvNQ7LQPCQLzUOy0DwkC81DumgyMJPGxkZ75JFH7IUXXrD09HT7+uuvh9VB9JAsNA/JYsY6p0gWmsePm9j5bGJHmw3JQ7LEu5RbhDE7fWINnFw333yzZWVlJWRjxAvRQ7LQPCQLzUOy0DwkC81DstA8JAvNQ7LQPCQLzUOy0DwkC81DstA8JAvNQ7KQPMSLJuvXr7cgCGzs2LG2a9eupDmIHpKF5qFYSOcUyUL0mPlx80/5bGJHmQ3RQ7LEq5RchDE7/evZdXV1FgSB7d27N9kclIdkoXlIFpqHZKF5SBaah2SheUgWmodkoXlIFpqHZKF5SBaah2SheUgWmodkoXlIF0127dplQRBYJBJJqmMgkodkMWN5SBYz1jlFstA8ftzEzmcTO9psSB6SJV6FlMIVFBRo9+7dmjlzZrIpklgekkVieUgWieUhWSSWh2SRWB6SRWJ5SBaJ5SFZJJaHZJFYHpJFYnlIFonlIVkklodkkVgekkXieEpLSyVJO3fuVHFxcVItxcXF6urq0vTp05PqGIjkIVkklodkkVjnFMkisTx+3MTOZxM72mxIHpIlXgVmZslGJCozUxAEyWZEI3lIFonlIVkklodkkVgekkVieUgWieUhWSSWh2SRWB6SRWJ5SBaJ5SFZJJaHZJFYHpJFYnlIFonl6enp0ejRo5PN8LyUiXROkSwSz0PKZxM7n42XjFJ6EcbzPM/zPM/zPM/zPM/zPM/zPC9ZpfTtyDzP8zzP8zzP8zzP8zzP8zzP85KVL8J4nud5nud5nud5nud5nud5nuclIF+E8TzP8zzP8zzP8zzP8zzP8zzPS0C+CON5nud5nud5nud5nud5nud5npeAfBHG8zzP8zzP8zzP8zzP8zzP8zwvAfkijOd5nud5nud5nud5nud5nud5XgLyRRjP8zzP8zzP8zzP8zzP8zzP87wE5Iswnud5nud5nud5nud5nud5nud5CcgXYTzP8zzP8zzP8zzP8zzP8zzP8xLQ/wFmHgNxahhTlQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "idx = data.columns.get_loc(PCE_TO_DPI)\n",
    "ax = data_quarterly.iloc[:,idx].plot(figsize=(20,10), grid=True,\n",
    "                                     title=PCE_TO_DPI + ' from %d' % data_quarterly.index[0].year,\n",
    "                                     xticks=data_quarterly.index[::6], xlabel='', rot=45, ylim=(.6, 1))\n",
    "ax2 = ax.twiny()\n",
    "data_quarterly.iloc[:,idx].plot.bar(ax=ax2, xlabel='', legend=False)\n",
    "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n",
    "ax.axhline(y=data.iloc[:,idx].mean(), ls='--', c='#1f77b4', label=MEAN_LEVEL_OF_INTEREST_PAYMENTS_TO_DPI)\n",
    "ax.legend()\n",
    "ax2.xaxis.set_major_locator(mtick.NullLocator())\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, data_quarterly.index[::6])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "simplified-cooperative",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean level of PCE to DPI since 1959-01-01: 88.54%\n",
      "The current level is +3.08% vs the mean\n"
     ]
    }
   ],
   "source": [
    "print(f'Mean level of PCE to DPI since {data.index[0]:%Y-%m-%d}: {data.iloc[:,idx].mean():.2%}')\n",
    "print(f'The current level is {data.iloc[-1,idx] - data.iloc[:,idx].mean():+.2%} vs the mean')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "appropriate-supervision",
   "metadata": {},
   "source": [
    "**Conclusion**: Increased non-mortgage interest payments and higher consumption than the average explain the most part of the lower savings rate."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "chinese-metropolitan",
   "metadata": {},
   "source": [
    "### Percentage of disposable personal income spent on mortgage debt service payments\n",
    "This measure is provied by the Fed rather than by the BEA. It includes both mortgage interest payments as well as paying down the principle. The way the Fed calculates it uses different methodology from the BEA."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "supposed-tourist",
   "metadata": {},
   "outputs": [],
   "source": [
    "SERIES_NAME = 'Mortgage Debt Service Payments to DPI'\n",
    "data_fed = web.get_data_fred('MDSP', report_start, report_end).iloc[:,0] / 100.\n",
    "_ = data_fed.rename(SERIES_NAME, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "north-blast",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = data_fed.plot(figsize=(20,10), grid=True,\n",
    "                   title=MORTGAGE_DEBT_SERVICE_TO_DPI + ' from %d' % data_fed.index[0].year,\n",
    "                   xticks=data_fed.index[::6], xlabel='', rot=45)\n",
    "ax2 = ax.twiny()\n",
    "data_fed.plot.bar(ax=ax2, xlabel='', legend=False)\n",
    "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n",
    "ax.axhline(y=data_fed.mean(), ls='--', c='#1f77b4', label=MEAN_LEVEL_OF + SERIES_NAME)\n",
    "ax.legend()\n",
    "ax2.xaxis.set_major_locator(mtick.NullLocator())\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, data_fed.index[::6])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "10d13120-a846-412c-8eb4-55a98462b45d",
   "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
}