CPI_and_ECB_Rates.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "connected-theater",
   "metadata": {},
   "source": [
    "# Eurozone CPI, ECB Deposit Facility, Marginal Lending Facility rates, Market Yield on Government Bonds at 10-Year, and Eurozone Riskless Yield Curve\n",
    "This notebook jaxteposes the evolution of Eurozone CPI with ECB Deposit Facility Rate and 10 year Government Bond yields. It then looks at the the relationship between riskfree rates (e.g. 10-year AAA-rated eurozone central government bonds rates) and Eurozone CPI + real GDP growth rates. CPI + GDP growth rates is known as _the intrinsic riskfree rate_. In theory the 10-year AAA-rated eurozone central government bond rate such as that for 10-Year Germany government bonds should be similar to the intrinsic riskfree rate. This notebook looks at how this played out since the 90's.\n",
    "\n",
    "Finally, I look at the evolution of the Euro riskless rate curve as defined by the yields on AAA-rated eurozone central government bonds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "general-affect",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Uncomment if running in Google Colaboratory, otherwise the import of the curves module in the cell below will fail\n",
    "#!git clone -l -s https://github.com/ilchen/US_Economic_Data_Analysis.git cloned-repo\n",
    "#%cd cloned-repo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "spare-award",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.ticker as mtick\n",
    "import pandas_datareader.data as web\n",
    "from pandas.tseries.offsets import MonthBegin, BDay, QuarterBegin\n",
    "\n",
    "import eurostat\n",
    "\n",
    "from datetime import date\n",
    "import re\n",
    "\n",
    "from dateutil.relativedelta import relativedelta\n",
    "\n",
    "from pricing import curves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "gothic-williams",
   "metadata": {},
   "outputs": [],
   "source": [
    "report_start = date.fromisoformat('1996-01-01')\n",
    "report_end = date.today()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "exterior-spectrum",
   "metadata": {},
   "source": [
    "### Get Consumer Price Index for Eurozone (19 countries), ECB Deposit Facility Rate, 10 Year Government Bond Yields, and Real GDP\n",
    "I use the following dataseries provided by [FRED](https://fred.stlouisfed.org/):\n",
    "* `CP0000EZ19M086NEST` &mdash; Harmonized Index of Consumer Prices: All Items for Euro area (19 countries) (monthly frequency, from 1996)\n",
    "* `ECBDFR` &mdash; ECB Deposit Facility Rate for Euro Area (daily frequency, from 1999)\n",
    "* `ECBMLFR` &mdash; ECB Marginal Lending Facility Rate for Euro Area (daily frequency, from 1999)\n",
    "* `IRLTLT01DEM156N` &mdash; Long-Term Government Bond Yields: 10-year Germany (monthly frequency, from 1960)\n",
    "* `IRLTLT01ITM156N` &mdash; Long-Term Government Bond Yields: 10-year Italy (monthly frequency, from 1960)\n",
    "\n",
    "And the following dataseries provided by the [Eurostat](https://ec.europa.eu/eurostat/web/main/data/database):\n",
    "* `irt_lt_mcby_m` &mdash; EMU convergence criterion series (monthly frequency). This series returns a MultiIndexed dataset containing Long-Term Government Bond Yields for the Eurozone at 10-year maturity. I use it instead of the `IRLTLT01DEM156N` and `IRLTLT01ITM156N` datasets returned by FRED given that Eurostat's datbase tends to be updated earlier than that of FRED for Eurozone data.\n",
    "\n",
    "There's a relationship between the riskless rate as represented by AAA-rated eurozone central government bonds rates on the one hand and real GDP growth and inflation rates on the other hand. I use 10-year Germany Bond Yields as proxy for riskless long-term rates given Germany's AAA credit rating. At the end of this section I look at real GDP developments in conjunction with CPI, for which I make use of the following additional dataseries from [FRED](https://fred.stlouisfed.org/):\n",
    "* `CLVMEURSCAB1GQEA19` — Real Gross Domestic Product (Euro/ECU series) for Euro area (19 countries), Millions of Chained 2010 Euros, Seasonally Adjusted (quarterly frequency). The corresponding Eurostat dataseries is `namq_10_gdp`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "accurate-boxing",
   "metadata": {},
   "outputs": [],
   "source": [
    "ecbr = web.get_data_fred(['ECBDFR', 'ECBMLFR'], start=report_start, end=report_end)\n",
    "real_gdp = web.get_data_fred('CLVMEURSCAB1GQEA19', start=report_start, end=report_end)\n",
    "\n",
    "# Retrieving the most recent Eurozone CPI and government bond yields from Eurostat's database\n",
    "EUROSTAT_DE_COUNTRY_LABEL = 'DE'\n",
    "EUROSTAT_IT_COUNTRY_LABEL = 'IT'\n",
    "eu_irt_lt = eurostat.get_data_df('irt_lt_mcby_m',\n",
    "        filter_pars={'startPeriod': report_start, 'geo': ['DE', 'IT']}).iloc[:, 2:]\n",
    "eu_irt_lt = eu_irt_lt.set_index(eu_irt_lt.columns[0]).T\n",
    "eu_irt_lt = eu_irt_lt.set_axis(pd.DatetimeIndex(eu_irt_lt.index, 'MS'))\n",
    "\n",
    "# Using Eurozone price index 2015=100, and All-items HICP: CP00 \n",
    "eu_hicp = eurostat.get_data_df('prc_hicp_midx',\n",
    "               filter_pars={'startPeriod': report_start, 'unit': 'I15', 'coicop': 'CP00', 'geo': 'EA'}).iloc[:, 3:]\n",
    "eu_hicp = eu_hicp.set_index(eu_hicp.columns[0]).T\n",
    "eu_hicp = eu_hicp.set_axis(pd.DatetimeIndex(eu_hicp.index, 'MS'))\n",
    "# Since prc_hicp_midx is indexed to 2015=100, we need to convert it to annual percentage changes\n",
    "eu_hicp_annual = eu_hicp.pct_change(12)\n",
    "\n",
    "# Make frequencies explicit, resample to month srart\n",
    "ecbr = ecbr.asfreq('D').resample('MS').last()\n",
    "\n",
    "# Merge and truncate to start of celendar year 1999.\n",
    "cpi_ecbr_irtlt = pd.concat([eu_hicp_annual, eu_irt_lt, ecbr], axis=1).loc['1999':]\n",
    "\n",
    "cpi_ecbr_irtlt = cpi_ecbr_irtlt[['EA', 'ECBDFR', 'ECBMLFR', 'DE', 'IT']]\n",
    "\n",
    "real_gdp = real_gdp.pct_change(4, fill_method='bfill')\n",
    "\n",
    "DE_YIELD_LABEL = '10y German Government Bond Yield'\n",
    "IT_YIELD_LABEL = '10y Italian Government Bond Yield'\n",
    "cpi_ecbr_irtlt.rename(\n",
    "    columns={'EA': 'Annual Eurozone CPI',\n",
    "             'ECBDFR': 'ECB Deposit Facility Rate', 'ECBMLFR': 'ECB Marginal Lending Facility Rate',\n",
    "             EUROSTAT_DE_COUNTRY_LABEL: DE_YIELD_LABEL,\n",
    "             EUROSTAT_IT_COUNTRY_LABEL: IT_YIELD_LABEL},\n",
    "    inplace=True)\n",
    "real_gdp.rename(columns={'CLVMEURSCAB1GQEA19': 'Real GDP'}, inplace=True)\n",
    "real_gdp['Real GDP Moving Avg (4Q)'] = real_gdp.iloc[:,0].rolling(4).mean()\n",
    "real_gdp = real_gdp.loc['1999':]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "atlantic-folder",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate the mean rate for the current month and, if needed, for the one before too\n",
    "rmth_start = cpi_ecbr_irtlt.index[-2 if pd.isna(cpi_ecbr_irtlt.iloc[-2, -1]) else -1].date()\n",
    "\n",
    "eu_irt_lt_cur_mth = eurostat.get_data_df('irt_lt_mcby_d',\n",
    "        filter_pars={'startPeriod': rmth_start, 'geo': ['DE', 'IT']}).iloc[:, 2:]\n",
    "eu_irt_lt_cur_mth = eu_irt_lt_cur_mth.set_index(eu_irt_lt_cur_mth.columns[0]).T\n",
    "eu_irt_lt_cur_mth = eu_irt_lt_cur_mth.set_axis(pd.DatetimeIndex(eu_irt_lt_cur_mth.index, 'B'))\n",
    "eu_irt_lt_cur_mth.rename(\n",
    "    columns={EUROSTAT_DE_COUNTRY_LABEL: DE_YIELD_LABEL,\n",
    "             EUROSTAT_IT_COUNTRY_LABEL: IT_YIELD_LABEL},\n",
    "    inplace=True)\n",
    "eu_irt_lt_cur_mth = eu_irt_lt_cur_mth.asfreq('D').resample('MS').mean()\n",
    "cpi_ecbr_irtlt.loc['2022':, [DE_YIELD_LABEL, IT_YIELD_LABEL]].update(eu_irt_lt_cur_mth)\n",
    "cpi_ecbr_irtlt.update(eu_irt_lt_cur_mth)\n",
    "\n",
    "# Convert to percentage points\n",
    "cpi_ecbr_irtlt.iloc[:,[1,2,3,4]] /= 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "temporal-algeria",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Annual Eurozone CPI</th>\n",
       "      <th>ECB Deposit Facility Rate</th>\n",
       "      <th>ECB Marginal Lending Facility Rate</th>\n",
       "      <th>10y German Government Bond Yield</th>\n",
       "      <th>10y Italian Government Bond Yield</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1999-01-01</th>\n",
       "      <td>0.7650%</td>\n",
       "      <td>2.0000%</td>\n",
       "      <td>4.5000%</td>\n",
       "      <td>3.7000%</td>\n",
       "      <td>3.9200%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999-02-01</th>\n",
       "      <td>0.7357%</td>\n",
       "      <td>2.0000%</td>\n",
       "      <td>4.5000%</td>\n",
       "      <td>3.8500%</td>\n",
       "      <td>4.0500%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999-03-01</th>\n",
       "      <td>0.9393%</td>\n",
       "      <td>2.0000%</td>\n",
       "      <td>4.5000%</td>\n",
       "      <td>4.0400%</td>\n",
       "      <td>4.2700%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999-04-01</th>\n",
       "      <td>1.0732%</td>\n",
       "      <td>1.5000%</td>\n",
       "      <td>3.5000%</td>\n",
       "      <td>3.8500%</td>\n",
       "      <td>4.1100%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999-05-01</th>\n",
       "      <td>0.9355%</td>\n",
       "      <td>1.5000%</td>\n",
       "      <td>3.5000%</td>\n",
       "      <td>4.0100%</td>\n",
       "      <td>4.2800%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-11-01</th>\n",
       "      <td>10.0546%</td>\n",
       "      <td>1.5000%</td>\n",
       "      <td>2.2500%</td>\n",
       "      <td>2.0700%</td>\n",
       "      <td>4.2400%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-01</th>\n",
       "      <td>9.1963%</td>\n",
       "      <td>2.0000%</td>\n",
       "      <td>2.7500%</td>\n",
       "      <td>2.0900%</td>\n",
       "      <td>4.2600%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-01</th>\n",
       "      <td>8.6450%</td>\n",
       "      <td>2.0000%</td>\n",
       "      <td>2.7500%</td>\n",
       "      <td>2.1900%</td>\n",
       "      <td>4.2400%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-02-01</th>\n",
       "      <td>8.4929%</td>\n",
       "      <td>2.5000%</td>\n",
       "      <td>3.2500%</td>\n",
       "      <td>2.3705%</td>\n",
       "      <td>4.2695%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-03-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2.5000%</td>\n",
       "      <td>3.2500%</td>\n",
       "      <td>2.7200%</td>\n",
       "      <td>4.5500%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>291 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Annual Eurozone CPI  ECB Deposit Facility Rate  \\\n",
       "1999-01-01              0.7650%                    2.0000%   \n",
       "1999-02-01              0.7357%                    2.0000%   \n",
       "1999-03-01              0.9393%                    2.0000%   \n",
       "1999-04-01              1.0732%                    1.5000%   \n",
       "1999-05-01              0.9355%                    1.5000%   \n",
       "...                         ...                        ...   \n",
       "2022-11-01             10.0546%                    1.5000%   \n",
       "2022-12-01              9.1963%                    2.0000%   \n",
       "2023-01-01              8.6450%                    2.0000%   \n",
       "2023-02-01              8.4929%                    2.5000%   \n",
       "2023-03-01                  NaN                    2.5000%   \n",
       "\n",
       "            ECB Marginal Lending Facility Rate  \\\n",
       "1999-01-01                             4.5000%   \n",
       "1999-02-01                             4.5000%   \n",
       "1999-03-01                             4.5000%   \n",
       "1999-04-01                             3.5000%   \n",
       "1999-05-01                             3.5000%   \n",
       "...                                        ...   \n",
       "2022-11-01                             2.2500%   \n",
       "2022-12-01                             2.7500%   \n",
       "2023-01-01                             2.7500%   \n",
       "2023-02-01                             3.2500%   \n",
       "2023-03-01                             3.2500%   \n",
       "\n",
       "            10y German Government Bond Yield  \\\n",
       "1999-01-01                           3.7000%   \n",
       "1999-02-01                           3.8500%   \n",
       "1999-03-01                           4.0400%   \n",
       "1999-04-01                           3.8500%   \n",
       "1999-05-01                           4.0100%   \n",
       "...                                      ...   \n",
       "2022-11-01                           2.0700%   \n",
       "2022-12-01                           2.0900%   \n",
       "2023-01-01                           2.1900%   \n",
       "2023-02-01                           2.3705%   \n",
       "2023-03-01                           2.7200%   \n",
       "\n",
       "            10y Italian Government Bond Yield  \n",
       "1999-01-01                            3.9200%  \n",
       "1999-02-01                            4.0500%  \n",
       "1999-03-01                            4.2700%  \n",
       "1999-04-01                            4.1100%  \n",
       "1999-05-01                            4.2800%  \n",
       "...                                       ...  \n",
       "2022-11-01                            4.2400%  \n",
       "2022-12-01                            4.2600%  \n",
       "2023-01-01                            4.2400%  \n",
       "2023-02-01                            4.2695%  \n",
       "2023-03-01                            4.5500%  \n",
       "\n",
       "[291 rows x 5 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "cpi_ecbr_irtlt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "still-analysis",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = cpi_ecbr_irtlt.iloc[:,:2].plot(figsize=(20,10), grid=True,\n",
    "                        title='Eurozone annual CPI, ECB Deposit Facility and Marginal Lending Rates, and 10y Government Bond Yields',\n",
    "                        xticks=cpi_ecbr_irtlt.index[::12], xlabel='', rot=45, yticks=np.arange(0, .13, .02))\n",
    "cpi_ecbr_irtlt.iloc[:,3:].plot(ax=ax, linestyle='--', grid=True,\n",
    "                        xticks=cpi_ecbr_irtlt.index[::12], xlabel='', rot=45, yticks=np.arange(0, .13, .02))\n",
    "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, cpi_ecbr_irtlt.index[::12])))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "exposed-heating",
   "metadata": {},
   "source": [
    "#### Eurozone CPI  based on monthly changes\n",
    "In the previous part of this notebook I looked at HICP based on changes compared to 12 months ago. This is the standard way of determining annual percentage cahnges. Below I look at monthly changes in HICP and then translate them into annual percentage changes using the following simple formula for translating monthly HICP changes into annual percentage changes:\n",
    "\n",
    "(((level of month n+1/level of month n)^12)-1)*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "multiple-conversation",
   "metadata": {},
   "outputs": [],
   "source": [
    "eu_hicp_monthly = eu_hicp.pct_change(fill_method='bfill').loc['2017':, 'EA']\n",
    "eu_hicp_monthly.rename('Eurozone CPI Change over Prev Month', inplace=True)\n",
    "eu_hicp_annual = ((eu_hicp/eu_hicp.shift(1)).pow(12)-1).loc['2017':, 'EA'].rename('Eurozone CPI Change over Prev Month at Annual Rate')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "intermediate-elizabeth",
   "metadata": {},
   "outputs": [],
   "source": [
    "eu_hicp_df = pd.concat([cpi_ecbr_irtlt.loc['2017':, cpi_ecbr_irtlt.columns[0]], eu_hicp_monthly, eu_hicp_annual], axis=1).dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "southwest-titanium",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Annual Eurozone CPI</th>\n",
       "      <th>Eurozone CPI Change over Prev Month</th>\n",
       "      <th>Eurozone CPI Change over Prev Month at Annual Rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-03-01</th>\n",
       "      <td>7.4439%</td>\n",
       "      <td>2.4342%</td>\n",
       "      <td>33.4569%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-04-01</th>\n",
       "      <td>7.4389%</td>\n",
       "      <td>0.5679%</td>\n",
       "      <td>7.0315%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-05-01</th>\n",
       "      <td>8.0525%</td>\n",
       "      <td>0.8340%</td>\n",
       "      <td>10.4799%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-06-01</th>\n",
       "      <td>8.6444%</td>\n",
       "      <td>0.8099%</td>\n",
       "      <td>10.1630%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-01</th>\n",
       "      <td>8.8662%</td>\n",
       "      <td>0.1111%</td>\n",
       "      <td>1.3414%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-08-01</th>\n",
       "      <td>9.1406%</td>\n",
       "      <td>0.6061%</td>\n",
       "      <td>7.5208%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-01</th>\n",
       "      <td>9.9272%</td>\n",
       "      <td>1.1964%</td>\n",
       "      <td>15.3407%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-10-01</th>\n",
       "      <td>10.6206%</td>\n",
       "      <td>1.4842%</td>\n",
       "      <td>19.3380%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-11-01</th>\n",
       "      <td>10.0546%</td>\n",
       "      <td>-0.0661%</td>\n",
       "      <td>-0.7903%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-01</th>\n",
       "      <td>9.1963%</td>\n",
       "      <td>-0.3555%</td>\n",
       "      <td>-4.1838%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-01</th>\n",
       "      <td>8.6450%</td>\n",
       "      <td>-0.2074%</td>\n",
       "      <td>-2.4610%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-02-01</th>\n",
       "      <td>8.4929%</td>\n",
       "      <td>0.7982%</td>\n",
       "      <td>10.0103%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Annual Eurozone CPI  Eurozone CPI Change over Prev Month  \\\n",
       "2022-03-01              7.4439%                              2.4342%   \n",
       "2022-04-01              7.4389%                              0.5679%   \n",
       "2022-05-01              8.0525%                              0.8340%   \n",
       "2022-06-01              8.6444%                              0.8099%   \n",
       "2022-07-01              8.8662%                              0.1111%   \n",
       "2022-08-01              9.1406%                              0.6061%   \n",
       "2022-09-01              9.9272%                              1.1964%   \n",
       "2022-10-01             10.6206%                              1.4842%   \n",
       "2022-11-01             10.0546%                             -0.0661%   \n",
       "2022-12-01              9.1963%                             -0.3555%   \n",
       "2023-01-01              8.6450%                             -0.2074%   \n",
       "2023-02-01              8.4929%                              0.7982%   \n",
       "\n",
       "            Eurozone CPI Change over Prev Month at Annual Rate  \n",
       "2022-03-01                                           33.4569%   \n",
       "2022-04-01                                            7.0315%   \n",
       "2022-05-01                                           10.4799%   \n",
       "2022-06-01                                           10.1630%   \n",
       "2022-07-01                                            1.3414%   \n",
       "2022-08-01                                            7.5208%   \n",
       "2022-09-01                                           15.3407%   \n",
       "2022-10-01                                           19.3380%   \n",
       "2022-11-01                                           -0.7903%   \n",
       "2022-12-01                                           -4.1838%   \n",
       "2023-01-01                                           -2.4610%   \n",
       "2023-02-01                                           10.0103%   "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eu_hicp_df.tail(12)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "after-david",
   "metadata": {},
   "source": [
    "#### Eurozone GDP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "marked-northeast",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Real GDP</th>\n",
       "      <th>Real GDP Moving Avg (4Q)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DATE</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-01-01</th>\n",
       "      <td>-2.8468%</td>\n",
       "      <td>0.4337%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-01</th>\n",
       "      <td>-14.2405%</td>\n",
       "      <td>-3.5279%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-01</th>\n",
       "      <td>-3.8475%</td>\n",
       "      <td>-4.9415%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-01</th>\n",
       "      <td>-4.1146%</td>\n",
       "      <td>-6.2623%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-01-01</th>\n",
       "      <td>-0.8356%</td>\n",
       "      <td>-5.7595%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-01</th>\n",
       "      <td>14.2116%</td>\n",
       "      <td>1.3535%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-07-01</th>\n",
       "      <td>3.9429%</td>\n",
       "      <td>3.3011%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10-01</th>\n",
       "      <td>4.7747%</td>\n",
       "      <td>5.5234%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01</th>\n",
       "      <td>5.5050%</td>\n",
       "      <td>7.1086%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-04-01</th>\n",
       "      <td>4.3303%</td>\n",
       "      <td>4.6382%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-01</th>\n",
       "      <td>2.3439%</td>\n",
       "      <td>4.2385%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Real GDP  Real GDP Moving Avg (4Q)\n",
       "DATE                                          \n",
       "2020-01-01  -2.8468%                   0.4337%\n",
       "2020-04-01 -14.2405%                  -3.5279%\n",
       "2020-07-01  -3.8475%                  -4.9415%\n",
       "2020-10-01  -4.1146%                  -6.2623%\n",
       "2021-01-01  -0.8356%                  -5.7595%\n",
       "2021-04-01  14.2116%                   1.3535%\n",
       "2021-07-01   3.9429%                   3.3011%\n",
       "2021-10-01   4.7747%                   5.5234%\n",
       "2022-01-01   5.5050%                   7.1086%\n",
       "2022-04-01   4.3303%                   4.6382%\n",
       "2022-07-01   2.3439%                   4.2385%"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "real_gdp.loc['2020':]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "rental-evaluation",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = real_gdp.plot(figsize=(20,10), grid=True, title='Eurozone annual Real GDP',\n",
    "                   xticks=real_gdp.index[::4], xlabel='', rot=45, yticks=np.arange(-.15, .2, 0.025))\n",
    "ax.axhline(y=0, lw=2, c='k')\n",
    "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, real_gdp.index[::4])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "honey-component",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Real GDP</th>\n",
       "      <th>Annual Eurozone CPI</th>\n",
       "      <th>10y German Government Bond Yield</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-01-01</th>\n",
       "      <td>-2.8468%</td>\n",
       "      <td>1.1090%</td>\n",
       "      <td>-0.4400%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-01</th>\n",
       "      <td>-14.2405%</td>\n",
       "      <td>0.2217%</td>\n",
       "      <td>-0.4667%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-01</th>\n",
       "      <td>-3.8475%</td>\n",
       "      <td>-0.0313%</td>\n",
       "      <td>-0.5200%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-01</th>\n",
       "      <td>-4.1146%</td>\n",
       "      <td>-0.2754%</td>\n",
       "      <td>-0.6133%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-01-01</th>\n",
       "      <td>-0.8356%</td>\n",
       "      <td>1.0597%</td>\n",
       "      <td>-0.4633%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-01</th>\n",
       "      <td>14.2116%</td>\n",
       "      <td>1.8360%</td>\n",
       "      <td>-0.2800%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-07-01</th>\n",
       "      <td>3.9429%</td>\n",
       "      <td>2.8279%</td>\n",
       "      <td>-0.4500%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10-01</th>\n",
       "      <td>4.7747%</td>\n",
       "      <td>4.6274%</td>\n",
       "      <td>-0.3000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01</th>\n",
       "      <td>5.5050%</td>\n",
       "      <td>6.1422%</td>\n",
       "      <td>0.1033%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-04-01</th>\n",
       "      <td>4.3303%</td>\n",
       "      <td>8.0453%</td>\n",
       "      <td>1.0500%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-01</th>\n",
       "      <td>2.3439%</td>\n",
       "      <td>9.3113%</td>\n",
       "      <td>1.3033%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Real GDP  Annual Eurozone CPI  10y German Government Bond Yield\n",
       "2020-01-01  -2.8468%              1.1090%                          -0.4400%\n",
       "2020-04-01 -14.2405%              0.2217%                          -0.4667%\n",
       "2020-07-01  -3.8475%             -0.0313%                          -0.5200%\n",
       "2020-10-01  -4.1146%             -0.2754%                          -0.6133%\n",
       "2021-01-01  -0.8356%              1.0597%                          -0.4633%\n",
       "2021-04-01  14.2116%              1.8360%                          -0.2800%\n",
       "2021-07-01   3.9429%              2.8279%                          -0.4500%\n",
       "2021-10-01   4.7747%              4.6274%                          -0.3000%\n",
       "2022-01-01   5.5050%              6.1422%                           0.1033%\n",
       "2022-04-01   4.3303%              8.0453%                           1.0500%\n",
       "2022-07-01   2.3439%              9.3113%                           1.3033%"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Including only the yield on German government bonds as those of Italy are not AAA rated and cannot be regarded\n",
    "# as riskfree\n",
    "df = pd.concat([real_gdp.iloc[:,0], cpi_ecbr_irtlt.iloc[:,[0,3]].resample('qs').mean()], axis=1)\\\n",
    "    .loc[:real_gdp.last_valid_index()] # Truncate based on last valid GDP value\n",
    "df.loc['2020':]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "considerable-watch",
   "metadata": {},
   "source": [
    "### Visualizing the relationship between 10y German Bund Yield and the Intrinsic Riskfree rate (real GDP growth + inflation rates)\n",
    "I use Germany 10-year government bond yield as a representative of a Eurozone central government bond with an AAA credit rating in the below graph. It is a proxy for the actual long-term riskfree rate in the Eurozone. I compare it with the intrinsic riskfree rate as defined by the sum of real GDP growth and inflation rates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "defensive-miniature",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.iloc[:, -1].plot(figsize=(20,10), grid=True,\n",
    "                         title='Annual CPI and Real GDP vs ' + DE_YIELD_LABEL,\n",
    "                         xticks=df.index[::2], xlabel='', rot=45,\n",
    "                         yticks=np.arange(-.15, .2, 0.025), linestyle='--', color='k')\n",
    "ax2 = ax.twiny()\n",
    "df.iloc[:,[0,1]].plot.bar(ax=ax2, xlabel='', stacked=True)\n",
    "ax.legend(loc='upper center')\n",
    "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n",
    "ax2.xaxis.set_major_locator(mtick.NullLocator())\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, df.index[::2])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "improving-medline",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gap between intrinsic (GDP+CPI) and actual (10-y German Bund) riskfree rates: 10.35%\n",
      "Compared with: 11.33% one quarter earlier\n"
     ]
    }
   ],
   "source": [
    "print('Gap between intrinsic (GDP+CPI) and actual (10-y German Bund) riskfree rates: {:.2%}\\n'\n",
    "      'Compared with: {:.2%} one quarter earlier'.format(\n",
    "    df.iloc[-1,0] + df.iloc[-1,1] - df.iloc[-1,2], df.iloc[-2,0] + df.iloc[-2,1] - df.iloc[-2,2]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "lined-kenya",
   "metadata": {},
   "source": [
    "## A quick look at wage inflation in the Eurozone\n",
    "In contrast to U.S. Bureau of Labor Statistics, unfortunately Eurostat is typically lags by one quarter in publishing data on wage inflation and publishes them only with quarterly frequencies.\n",
    "\n",
    "I use the following dataseries provided by [FRED](https://fred.stlouisfed.org/):\n",
    "* `LCEAPR01EZQ661S` &mdash; Labour Compensation: Earnings: Private Sector: Hourly for the Euro Area (19 Countries) (quarterly frequency, from 1996)\n",
    "\n",
    "The corresponding [Eurostat](https://ec.europa.eu/eurostat/web/main/data/database) dataseries is this:\n",
    "* `lc_lci_r2_q` &mdash; Labour cost index by NACE Rev. 2 activity - nominal value, quarterly data. This series returns a MultiIndexed dataset containing different views on this data for the Eurozone as a whole as whell as for each individual country in the EU. Unfortunately due to the size of the data returned, pandas_datareader hits query size limits when querying Eurostat API. I therefore use the same data from FRED."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "gorgeous-ready",
   "metadata": {},
   "outputs": [],
   "source": [
    "cpi_and_wagei = web.get_data_fred('LCEAPR01EZQ661S', start=report_start, end=report_end)\n",
    "cpi_and_wagei = cpi_and_wagei.pct_change(4, fill_method='bfill').dropna()\n",
    "cpi_and_wagei.rename(columns={'LCEAPR01EZQ661S': 'Hourly Earnings Annual Percentage Change'}, inplace=True)\n",
    "cpi_and_wagei = pd.concat([cpi_ecbr_irtlt.iloc[:,0].resample('qs').mean(), cpi_and_wagei], axis=1)\\\n",
    "    .loc['1999':date.today()-relativedelta(months=+3)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "fossil-hungarian",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Annual Eurozone CPI</th>\n",
       "      <th>Hourly Earnings Annual Percentage Change</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1999-01-01</th>\n",
       "      <td>0.8133%</td>\n",
       "      <td>2.5751%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999-04-01</th>\n",
       "      <td>0.9631%</td>\n",
       "      <td>2.8815%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999-07-01</th>\n",
       "      <td>1.1243%</td>\n",
       "      <td>3.0786%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999-10-01</th>\n",
       "      <td>1.4998%</td>\n",
       "      <td>3.1612%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-01</th>\n",
       "      <td>1.9156%</td>\n",
       "      <td>3.0703%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10-01</th>\n",
       "      <td>4.6274%</td>\n",
       "      <td>2.3381%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01</th>\n",
       "      <td>6.1422%</td>\n",
       "      <td>3.3184%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-04-01</th>\n",
       "      <td>8.0453%</td>\n",
       "      <td>3.2229%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-01</th>\n",
       "      <td>9.3113%</td>\n",
       "      <td>2.0300%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-10-01</th>\n",
       "      <td>9.9572%</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>96 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Annual Eurozone CPI  Hourly Earnings Annual Percentage Change\n",
       "1999-01-01              0.8133%                                   2.5751%\n",
       "1999-04-01              0.9631%                                   2.8815%\n",
       "1999-07-01              1.1243%                                   3.0786%\n",
       "1999-10-01              1.4998%                                   3.1612%\n",
       "2000-01-01              1.9156%                                   3.0703%\n",
       "...                         ...                                       ...\n",
       "2021-10-01              4.6274%                                   2.3381%\n",
       "2022-01-01              6.1422%                                   3.3184%\n",
       "2022-04-01              8.0453%                                   3.2229%\n",
       "2022-07-01              9.3113%                                   2.0300%\n",
       "2022-10-01              9.9572%                                       NaN\n",
       "\n",
       "[96 rows x 2 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cpi_and_wagei"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "otherwise-latest",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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l1y/PYe6a9Go95oDOLbj1tEP2us2///1vTjrpJPr06UObNm2YMWNG8WikTz/9lDlz5tC5c2fGjBnDBx98wJFHHglAu3btmDlzJnfffTe33347Dz744F7P8/DDD9OmTRt27NjBYYcdxjnnnEPbtm33us/RRx9NcnIyAOPHj+d73/veXrefOXMms2bNok2bNtxwww0MHTqUF198kXfeeYfLLruMzz77jNdeew2AGTNmcMUVV3DmmWdy1113EULgiy++YN68eZxwwgnFU/s+++wzPv30Uxo1akTfvn254YYbaNy4MbfddhtvvfUWTZs25U9/+hN/+ctf+OUvf1lcS3p6OhkZGfTq1WuvNQO8/vrrHHrooWVup/2TIZIkSZIkqU6YMGECN910EwDnnHMOEyZMKA6RDj/8cLp27QrAkCFDWLZsWXGIdPbZZwMwfPhwnn/++TLPc8cddxRP5Vq5ciULFy4sM0Sq6HS2448/njZt2gAwZcqU4pFVxxxzDJs2bSI9PZ0WLVqwceNGLr30UiZOnEjLli2ZMmUKN9xwAwD9+vWje/fuxSHSscceS8uWLQEYMGAAy5cvZ+vWrcydO5cxY8YAkJOTw6hRo8pdZ5FLLrmExo0b07VrV+65554K76/9gyGSJEmSJGkXZY0YqgmbN2/mnXfe4YsvviCEQF5eHklJSfz5z38GoFGjRsXbJicnk5eXV3y56LaS1zdo0ICCgoLibYqWMp88eTJvvfUWH330EU2aNGHcuHEVXua8SMlz7H6Mpk2blrl/fn4+F154Ib/85S8ZOHBgmdvv6TGIoojjjz+eCRMmlLpfixYtaNasGUuWLCl1NFJRT6SMjAyaN29eZi3aP9kTSZIkSZKUcM8++yyXXnopy5cvZ9myZXz55Zf07NmT999/v1LH69GjBzNnzgTiqWVLly4FYNu2bbRu3ZomTZowb948pk6dWumae/TowYwZM4rrL83YsWN58skngTjEateuHS1atOCWW25h0KBBXHjhhXvcdsGCBaxYsYK+ffuWeuyRI0fywQcfFPcxysrK2uPKdj/5yU/49re/TXp6PE0xMzOzeHU2qbwMkSRJkiRJCTdhwgTOOuusXa4rmtJWGeeccw6bN2/mkEMO4c4776RPnz4AnHTSSeTl5dG/f39uueUWRo4cWa7jHX300cVNsC+77DIAfvjDH3LPPfcwdOhQNm7cWOq+v/rVr5gxYwaDBg3illtu4bHHHgPg9ttvZ9KkScXHfemll7j++uspKCjg0EMP5YILLuDRRx/dZQTS7tq3b8+jjz7KRRddxKBBgxg1alRxc/GSrrvuOo4++mgOO+wwBg4cyNixY0lKMhJQxTidTZIkSZKUcEWrkJV04403Fn89bty44q/vvPPO4q+LVlwDGDFiBJMnTwagcePGTJo0aY/nev311/d4fcljlef6fv36Fa+0BnDbbbcBcX+hklPC2rRpw4svvviV/YtWmNvdI4888pXrLr/8ci6//PLiy6+88krx18cccwzTpk3b47GKhBC4+eabd1nVrUjRY1be67X/MnaUJEmSJElSmQyRJEmSJEmSVCZDJEmSJEmSJJXJEEmSJEmSJEllMkSSJEmSJElSmQyRJEmSJEmSVCZDJEmSJElSndCsWbNdLj/66KN85zvfqbHj782yZcto3LgxQ4YMKf54/PHHq6WOl156iT/+8Y/Vcqy9OfPMMxk5cmSNn2d3kydP5tRTT93j9S1btmTIkCH079+fX//617VeG8Q/V2vWrKnx86xbt44LL7yQ3r17M3z4cE455RQWLFhQ6uNTHzRIdAGSJEmSJNWkvLw8GjSo+Mvf3r1789lnn1XqnPn5+SQnJ+/xttNPP53TTz+9Usctr61btzJjxgyaNWvGkiVL6NWrV42er7zGjh3LK6+8QlZWFkOGDOG0005j2LBhZe5X2e/hnjz66KMMHDiQzp07V8vx9iSKIs466yzGjx/PU089BcDnn3/O+vXra+yctcGRSJIkSZKkOm/ZsmUcc8wxDBo0iGOPPZYVK1YAcPnll/Pss88Wb1c02mjy5MmMHTuW008/nQEDBuxyrMsuu4wXX3yx+PIll1zCv//973LXct111zFixAgOOeQQbr311uLre/TowY9//GPGjh3LM888Q48ePbj11lsZNmwYhx56KPPmzQN2HWF1+eWXc+ONNzJ69Gh69epVfF8KCgq4/vrr6devH8cffzynnHJK8W233HILAwYMYNCgQfzwhz/cY43PP/88p512GhdeeGFxiLG3802ePJlx48Zx6aWX0q9fPy655BKiKCq+Xxs3bgRg+vTpjBs3DoBPPvmEUaNGMXToUEaPHs38+fPL/Rg2bdqU4cOHs2jRIhYvXsxJJ53E8OHDGTt2bPHjdPnll3PttddyxBFHcPPNN7No0SKOO+44Bg8ezLBhw1i8eDEAf/7znznssMMYNWpU8fdj2bJl9O/fn6uvvppDDjmEE044gR07dvDss88yffp0LrnkEoYMGcKOHTv4zW9+w2GHHcbAgQO55ppriu/3tGnTGDRoEEOGDOFHP/oRAwcOBOKA8Ec/+hGHHXYYgwYN4r777vvK/Xv33XdJSUnh2muvLb5u8ODBjB07FoDMzEzOPffcrzzWpdUybtw4fvzjH3P44YfTp08f3n//fQC2b9/O+eefz4ABAzjrrLM44ogjmD59OgCTJk1i1KhRDBs2jPPOO4/MzMxyf39K40gkSZIkSdKuXr8F1n1RvcfseCicvPcpXDt27GDIkCFAHKJs3bq1eMTODTfcwPjx4xk/fjwPP/wwN9544y5B0J7MnDmT2bNn07Nnz12uv+qqq/jrX//KmWeeybZt2/jwww957LHHvrL/4sWLi+sB+Mc//sHYsWP53e9+R5s2bcjPz+fYY49l1qxZDBo0CIC2bdvy/vvv07x5c2655RbatWvHzJkzufvuu7n99tt58MEHv3KetWvXMmXKFObNm8fpp5/Oueeey/PPP8+yZcuYO3cuGzZsoH///lx55ZVs2rSJF154gXnz5hFCYOvWrXu87xMmTOCXv/wlBxxwAOeccw4//elP93o+gE8//ZSPP/6YPn36MGbMGD744AOOPPLIUh/ffv368f7779OgQQPeeustfvrTn/Lcc8+Vun1JmzZtYurUqfziF7/gmmuu4d577+Xggw/m448/5vrrr+edd94BYNWqVXz44YckJydzxBFHcMstt3DWWWeRnZ1NQUEBkyZNYuHChXzyySekp6dzySWX8N5779GtWzcWLlzIhAkTeOCBBzj//PN57rnn+MY3vsGdd97J7bffzogRIwD4zne+wy9/+UsALr30Ul555RVOO+00rrjiCh544AFGjRrFLbfcUlz7Qw89RMuWLZk2bRo7d+5kzJgxnHDCCbv8nM2ePZvhw4eXev8//fRT5syZQ+fOnRkzZgxTp07lhBNOKLUWiEdjffLJJ7z22mv8+te/5q233uLuu++mdevWzJ07l9mzZxf/vG7cuJHbbruNt956i6ZNm/KnP/2Jv/zlL8XHrixDJEmSJElSndC4cePi6WMZGRk899xzxaMqPvroI55//nkgfnF98803l3m8ww8//CsBEsBRRx3F9ddfT1paGs899xznnHPOHqdKlTadbeLEidx///3k5eWxdu1a5s6dWxwiXXDBBbtse/bZZwMwfPjw4vp3d+aZZ5KUlMSAAQOKpztNmTKF8847j6SkJDp27MjRRx8NQMuWLUlNTeWqq67i1FNP3WNvnfXr17Nw4UKOPPJIQgikpKQwe/bs4pE0ezpf0ePVpUsXkpKSGDJkCMuWLdtriLRt2zbGjx/PwoULCSGQm5tb6rZF3n//fYYOHUpSUhK33HIL3bt358MPP+S8884r3mbnzp3FX5933nkkJyeTkZHB6tWrOeusswBITU0F4tE2kyZNYujQoRQUFLB9+3YWLlxIt27d6NmzZ3GoMnz4cJYtW7bHmt59913+7//+j+3bt7N582YOOeQQxo4dS0ZGBqNGjQLg4osv5pVXXik+56xZs4pHcW3bto2FCxfu8WetNIcffjhdu3YFYMiQISxfvrzUWopCpJI/S0X3ZcqUKdx0000ADBw4sPjncOrUqcydO5cxY8YAkJOTU3xfqsIQSZIkSZK0qzJGDNUlDRo0oKCgAIhHL+Xk5BTf1rRp01L3u+yyy/jnP//JU089xSOPPFLu8y1dupTbb7+dadOm0bp1ay6//HKys7NLPWejRo0ASE5OJi8vb4/HLNoGKJ6+VJoGDRrwySef8Pbbb/Pss89y5513Fo/aKTJx4kS2bNlSHGqkp6czYcIEfve73+31fCWvL1lvyce45H39xS9+wdFHH80LL7zAsmXLiqe57U1RT6Qi6enptGrVqtTeU3v7HhbV/5Of/IRvfetbZGRk0Lx5cyCezrb7/dmxY8dX9s/Ozub6669n+vTpHHjggfzqV7/a5T6Wds5//OMfnHjiiaVuc8ghh+wyzXJ3u9eWn59fZi3l+VkqWePxxx/PhAkT9rpdRdkTSZIkSZJU540ePbq4t8+TTz5Z3FumR48ezJgxA4hXPSvPaBiI++387W9/A/hKz6S9SU9Pp2nTprRs2ZL169fz+uuvV+BelN+YMWN47rnnKCgoYP369UyePBmIe+ls27aNU045hb/+9a98/vnnX9l3woQJ/Oc//2HZsmUsW7aMGTNm7NIXqaJKPsYlp6tt27aNLl26AHGfp8po0aIFPXv25JlnngHi8GNP96l58+Z07dq1eArjzp072b59OyeeeCIPP/xwcb+f1atXs2HDhr2es3nz5mRkZAD/C8XatWtHZmZmcfDTqlUrmjdvzscffwywy+N34okncs899xT/rC1YsICsrKxdznHMMcewc+dO7r///uLrZs2aVdzLaE9Kq2VvxowZw8SJEwGYO3cuX3wRT0MdOXIkH3zwAYsWLQIgKyuLBQsWlHm8shgiSZIkSZLqvH/84x888sgjDBo0iCeeeIK///3vAFx99dX897//ZfDgwXz00UdljlwpcsABB9C/f3+uuOKKUrcp6olU9HHHHXcwePBghg4dSr9+/bj44ouLpwtVt3POOYeuXbsyYMAAvvGNbzBs2DBatmxJRkYGp556KoMGDeLII4/kL3/5yy77LVu2jOXLlzNy5Mji63r27EnLli2LA5GKuvXWW7npppsYMWLELivO3XzzzfzkJz9h6NChZY6M2Zsnn3yShx56iMGDB3PIIYeU2uT8iSee4I477mDQoEGMHj2adevWccIJJ3DxxRczatQoRo4cybnnnlscEJWmqGH3kCFDaNSoEVdffTUDBw7kxBNP5LDDDive7qGHHuLqq69myJAhZGVl0bJlSwC++c1vMmDAAIYNG8bAgQP51re+9ZX7H0LghRde4K233qJ3794ccsgh/OQnP6Fjx46l1tWqVatSaylN0bTMAQMG8POf/5xDDjmEli1b0r59ex599FEuuugiBg0axKhRo4oblldJFEX18qNPnz5RffXuu+8muoRKs/bEsPbEsPbEsPbEsPbEsPbEsPbEsPbEqEjtc+fOrblCKiE9Pb1Gj5+VlRX16tUr2rp1a7Ufu7pqz8jIiKIoijZu3Bj16tUrWrt2bbUcd29q+nGvSdVde9HjH0VR9Ic//CG68cYbq/X4JVW29ry8vGjHjh1RFEXRokWLoh49ekQ7d+4s9/57+r0HpkelZDH2RJIkSZIk7VfeeustrrrqKr73ve8Vjy6pi0499VS2bt1KTk4Ov/jFL/Y6ikXV79VXX+UPf/gDeXl5dO/evdJT9mrS9u3bOfroo8nNzSWKIu6++24aNmxYY+czRJIkSZIk7VeOO+644tWw6rKiPkhKjAsuuOArq+3VNc2bNy9ewbA22BNJkiRJkiRJZTJEkiRJkiQBZS8vL2nfUZnfd0MkSZIkSRKpqals2rTJIEnaD0RRxKZNm0hNTa3QfvZEkiRJkiTRtWtXVq1aRVpaWqJLASA7O7vCL3DrCmtPDGuvmNTUVLp27VqhfQyRJEmSJEmkpKTQs2fPRJdRbPLkyQwdOjTRZVSKtSeGtdc8p7NJkiRJkiSpTIZIkiRJkiRJKpMhkiRJkiRJkspkiCRJkiRJkqQyGSJJkiRJkiSpTIZIkiRJkiRJKpMhkiRJkiRJkspkiCRJkiRJkqQyGSJJkiRJkiSpTIZIkiRJkiRJKpMhkiRJkiRJkspkiCRJkiRJkqQyGSJJkiRJkiSpTIZIkiRJkiRJKpMhkiRJkiRJkspkiCRJkiRJkqQyGSJJkiRJkiSpTIZIkiRJkiRJKpMhkiRJkiRJkspkiCRJkiRJkqQyGSJJkiRJkiSpTIZIkiRJkiRJKpMhkiRJkiRJkspkiCRJkiRJkqQyGSJJkiRJkiSpTIZIkiRJkiRJKpMhkiRJkiRJkspkiCRJkiRJkqQyGSJJkiRJkiSpTIZIkiRJkiRJKpMhkiRJkiRJkspkiCRJkiRJkqQyGSJJkiRJkiSpTIZIkiRJkiRJKpMhkiRJkiRJkspkiCRJkiRJkqQyGSJJkiRJkiSpTIZIkiRJkiRJKlOZIVII4eEQwoYQwuwS17UJIbwZQlhY+Ll1KfuOL9xmYQhhfOF1jUII/wkhzA4hXF9i2/tDCMOq405JkiRJkiSpepVnJNKjwEm7XXcL8HYURQcDbxde3kUIoQ1wK3AEcDhwa2HYdCIwBRgEXFq47WAgOYqimZW7G5IkSZIkSapJZYZIURS9B2ze7eozgMcKv34MOHMPu54IvBlF0eYoirYAbxKHUblAEyAFCIXb/hb4RUWLlyRJkiRJUu2obE+kA6IoWlv49TrggD1s0wVYWeLyqsLr3gR6AFOBO0IIpwMzoyhaU8laJEmSJEmSVMNCFEVlbxRCD+CVKIoGFl7eGkVRqxK3b4miqPVu+/wQSI2i6LbCy78AdkRRdHuJbVKAN4hHNv0a6AY8HkXRS6XUcQ1wDUD79u2HT5w4sfz3tA7JzMykWbNmiS6jUqw9Maw9Maw9Maw9Maw9Maw9Maw9Maw9Maw9Maw9May96j7dkMf3Lzh+RhRFI/a4QRRFZX4QjxyaXeLyfKBT4dedgPl72Oci4L4Sl+8DLtptm5uAy4HjifsnJQP/LU9Nffr0ieqrd999N9ElVJq1J4a1J4a1J4a1J4a1J4a1J4a1J4a1J4a1J4a1J4a1V82WrJ1Rv5+/HgHTo1KymMpOZ3sJGF/49Xjg33vY5g3ghBBC68KG2icUXgdA4XWnAo8T90gqACKgcSVrkiRJkiRJUiVM+GQlO3Lz97pNmSFSCGEC8BHQN4SwKoRwFfBH4PgQwkLguMLLhBBGhBAeBIiiaDNxw+xphR+/KbyuyC+B30VRVEAcLo0FvgCeqNC9lCRJkiRJUqXl5hfw2IfLGHNQ271u16CsA0VRdFEpNx27h22nA98scflh4OFSjvu9El9nE49UkiRJkiRJUi167Yu1rEvP5vdnD+Rfe9mustPZJEmSJEmSVM9FUcRDU5bSq31TxvXpsNdtDZEkSZIkSZL2U9OWbWHWqm1cOaYnSUlhr9saIkmSJEmSJO2nHpqyhFZNUjhnWNcytzVEkiRJkiRJ2g8t35TFpLnrueSIbjRumFzm9oZIkiRJkiRJ+6FHPlhGg6TAZaN6lGt7QyRJkiRJkqT9zLYduUycvpLTBnXmgBap5drHEEmSJEmSJGk/8/S0FWzPyefKI3uWex9DJEmSJEmSpP1IXn4Bj36wjJG92jCwS8ty72eIJEmSJEmStB95ffY61mzL5qoje1VoP0MkSZIkSZKk/UQURTw4ZSk92jbh2H4dKrSvIZIkSZIkSdJ+YuaKLXy+citXHtmTpKRQoX0NkSRJkiRJkvYTD01ZSovUBpwzrGuF9zVEkiRJkiRJ2g+s3Lyd/8xex8VHdKdpowYV3t8QSZIkSZIkaT/w6IfLSAqB8aO7V2p/QyRJkiRJkqR9XEZ2Lk9PW8nXB3WiU8vGlTqGIZIkSZIkSdI+7ulpK8ncmcdVR/as9DEMkSRJkiRJkvZhefkFPPrhMg7v0YZBXVtV+jiGSJIkSZIkSfuwSXPXs2rLDq6swigkMESSJEmSJEnapz00ZSnd2jTh+AEHVOk4hkiSJEmSJEn7qE9XbGHG8i1cMaYHyUmhSscyRJIkSZIkSdpHPTRlKc0bNeC8EQdW+ViGSJIkSZIkSfug1Vt38PrsdVx0RDeaNWpQ5eMZIkmSJEmSJO2DnvhoOQDjR/eoluMZIkmSJEmSJO2D/rsgjVG92tKlVeNqOZ4hkiRJkiRJ0j4mIzuX+evSGdGjdbUd0xBJkiRJkiRpH/P5ym0URDC8uyGSJEmSJEmSSjFj+RZCgCEHtqq2YxoiSZIkSZIk7WNmrNhC3wOa0zw1pdqOaYgkSZIkSZK0DykoiPh0+RaGVeNUNjBEkiRJkiRJ2qcs3JBJxs48hnczRJIkSZIkSVIpZizfAlRvU20wRJIkSZIkSdqnzFyxhbZNG9K9bZNqPa4hkiRJkiRJ0j5kZmE/pBBCtR7XEEmSJEmSJGkfsTkrhyUbs6p9KhsYIkmSJEmSJO0zZtZQPyQwRJIkSZIkSdpnzFixhZTkwKFdWlb7sQ2RJEmSJEmS9hEzlm9hQOeWpKYkV/uxDZEkSZIkSZL2Abn5BXy+civDu1X/VDYwRJIkSZIkSdonzF2Tzs68ghrphwSGSJIkSZIkSfuEmSviptrDureqkeMbIkmSJEmSJO0DZizfQpdWjenUsnGNHN8QSZIkSZIkaR8wc/kWhtXQVDYwRJIkSZIkSar31mzdwZpt2Qzv1qrGzmGIJEmSJEmSVM8V9UMa3r1NjZ3DEEmSJEmSJKmem7F8C41TkunXqXmNncMQSZIkSZIkqZ6buXwLg7q2JCW55qIeQyRJkiRJkqR6LDs3nzlr0hleg021wRBJkiRJkiSpXpu1aht5BZEhkiRJkiRJkko3Y3ncVHtoN0MkSZIkSZIklWLG8i30at+UNk0b1uh5DJEkSZIkSZLqqSiKmLliC8NreBQSGCJJkiRJkiTVW8s2bWdzVk6N90MCQyRJkiRJkqR6q6gfkiGSJEmSJEmSSjVj+RZapDagd/tmNX4uQyRJkiRJkqR6aubyLQzt1pqkpFDj5zJEkiRJkiRJqofSs3NZsCGjVqaygSGSJEmSJElSvfTZiq1EUe30QwJDJEmSJEmSpHppxvItJAUYfGCrWjmfIZIkSZIkSVI9NHPFFvp1bEGzRg1q5XyGSJIkSZIkSfVMfkHEpyu21tpUNjBEkiRJkiRJqncWrM8gc2eeIZIkSZIkSZJKN2P5FgCGdTNEkiRJkiRJUilmLt9Cu2aNOLBN41o7pyGSJEmSJElSPTNzxRaGd29FCKHWzmmIJEmSJEmSVI9szNzJsk3ba7UfEhgiSZIkSZIk1SszC/shGSJJkiRJkiSpVDNWbKFhchKHdG5Zq+c1RJIkSZIkSapHZi7fwsAuLUhNSa7V8xoiSZIkSZIk1RM5eQV8vmpbrU9lA0MkSZIkSZKkemPOmm3k5BUwrJshkiRJkiRJkkoxo7Cp9jBHIkmSJEmSJKk0n67YStfWjTmgRWqtn9sQSZIkSZIkqR6IoojpyzcnpB8SVDFECiF8L4QwJ4QwO4QwIYSQutvtjUIIT4cQFoUQPg4h9Ci8fkwIYVYIYXoI4eDC61qFECaFEAy2JEmSJEmSdrNmWzbr03fWvxAphNAFuBEYEUXRQCAZuHC3za4CtkRRdBDwV+BPhdf/ADgF+C5wbeF1Pwd+H0VRQWVrkiRJkiRJ2lcV90NKQFNtqPp0tgZA4xBCA6AJsGa3288AHiv8+lng2BBCAHILt28C5IYQegMHRlE0uYr1SJIkSZIk7ZMWrMugQVKgb8fmCTl/g8ruGEXR6hDC7cAKYAcwKYqiSbtt1gVYWbh9XghhG9AW+APweOF+lwK3E49EkiRJkiRJ0h4s2ZhJtzZNSElOTCegEEVR5XYMoTXwHHABsBV4Bng2iqJ/lthmNnBSFEWrCi8vBo6IomhjiW2+BpwF3AP8lniU0g+iKFq/h3NeA1wD0L59++ETJ06sVO2JlpmZSbNmzRJdRqVYe2JYe2JYe2JYe2JYe2JYe2JYe2JYe2JYe2JYe2LsD7X/4oMdtEkNfG94za3MdvTRR8+IomjEHm+MoqhSH8B5wEMlLl8G3L3bNm8Aowq/bgBspDC4KrwuAJOANsCTQHfgKOB3ZZ2/T58+UX317rvvJrqESrP2xLD2xLD2xLD2xLD2xLD2xLD2xLD2xLD2xLD2xNjXa8/PL4j6/vy16LZX5tRoLcD0qJQspirjn1YAI0MITQr7HB0LfLnbNi8B4wu/Phd4p7CgIpcBr0VRtJm4P1JB4UeTKtQlSZIkSZK0T1mbnk12bgE92yVutFVVeiJ9HEJ4FpgJ5AGfAveHEH5DnFq9BDwEPBFCWARspsTqbSGEJsDlwAmFV/0FeA3IAS6ubF2SJEmSJEn7miVpmQD0at80YTVUOkQCiKLoVuDW3a7+ZYnbs4mnve1p3+3A0SUuvw8cWpV6JEmSJEmS9kVLN2YB0Ktd4kKkxLTzliRJkiRJUrktScuiWaMGtG/eKGE1GCJJkiRJkiTVcUs2ZtGzXVPittSJYYgkSZIkSZJUxy1Jy0xoPyQwRJIkSZIkSarTsnPzWb11Bz0T2A8JDJEkSZIkSZLqtOWbthNF0Kt9s4TWYYgkSZIkSZJUhy3dmAkkdmU2MESSJEmSJEmq0xanZQHQwxBJkiRJkiRJpVm6MYsDWjSiWaMGCa3DEEmSJEmSJKkOW5KWmfCm2mCIJEmSJEmSVKct3ZiV8KbaYIgkSZIkSZJUZ23JymHL9tyEN9UGQyRJkiRJkqQ6a8nGuKl2r/aGSJIkSZIkSSrFkrRMAHq2czqbJEmSJEmSSrF0YxYNkgIHtm6c6FIMkSRJkiRJkuqqJWlZdGvbhAbJiY9wEl+BJEmSJEmS9mjpxix61YGpbGCIJEmSJEmSVCflF0Qs3ZRVJ5pqgyGSJEmSJElSnbRm6w5y8gro1c4QSZIkSZIkSaVYsjELgJ6GSJIkSZIkSSrN0rRMAHq1tyeSJEmSJEmSSrFkYxbNGzWgXbOGiS4FMESSJEmSJEmqk5ZujJtqhxASXQpgiCRJkiRJklQnLUnLqjP9kMAQSZIkSZIkqc7Jzs1n9dYddaYfEhgiSZIkSZIk1TlL69jKbGCIJEmSJEmSVOcUhUi92hsiSZIkSZIkqRRL0jIBRyJJkiRJkiRpL5ZszKJTy1SaNGyQ6FKKGSJJkiRJkiTVMXVtZTYwRJIkSZIkSapToihiSVpmneqHBIZIkiRJkiRJdcrmrBzSs/Po2a5ZokvZhSGSJEmSJElSHbKkDq7MBoZIkiRJkiRJdcrStMIQyZ5IkiRJkiRJKs3ijZmkJAe6tm6S6FJ2YYgkSZIkSZJUhyxNy6J726YkJ4VEl7ILQyRJkiRJkqQ6ZMnGrDo3lQ0MkSRJkiRJkuqM/IKI5Zuy6FnHmmqDIZIkSZIkSVKdsWrLdnLzI3q3a5boUr7CEEmSJEmSJKmOWLIxXpnNkUiSJEmSJEkq1ZK0OESyJ5IkSZIkSZJKtXRjJi1SG9CmacNEl/IVhkiSJEmSJEl1xJK0LHq1b0YIIdGlfIUhkiRJkiRJUh2xdGNWnZzKBoZIkiRJkiRJdcL2nDzWbsumVx1sqg2GSJIkSZIkSXXC0qKV2do1S3Ale2aIJEmSJEmSVAcUr8zmSCRJkiRJkiSVpmgkUo+2hkiSJEmSJEkqxZK0TLq0akzjhsmJLmWPDJEkSZIkSZLqgKUbs+hZR1dmA0MkSZIkSZKkhIuiiCVpWXW2HxIYIkmSJEmSJCXcxswcMnbmORJJkiRJkiRJpVuSlglAr/bNElxJ6QyRJEmSJEmSEqxoZbZejkSSJEmSJElSaZZszKJhgyQ6t2qc6FJKZYgkSZIkSZKUYEvSsujRtgnJSSHRpZTKEEmSJEmSJCnBlmzMpFe7utsPCQyRJEmSJEmSEiq/IGLFpu30bF93+yGBIZIkSZIkSVJCpe2IyCuI6nRTbTBEkiRJkiRJSqh1WQUA9HIkkiRJkiRJkkqzLisCsCeSJEmSJEmSSrduewGtmqTQumnDRJeyV4ZIkiRJkiRJCbQuq6DO90MCQyRJkiRJkqSEWpcV0bOOT2UDQyRJkiRJkqSEydyZx9adUZ1vqg2GSJIkSZIkSQmzbGMWgNPZJEmSJEmSVLrFaZkA9GrvdDZJkiRJkiSVYunGLALQvW2TRJdSJkMkSZIkSZKkBFmSlkXbxoHUlOREl1ImQyRJkiRJkqQEWboxi45N6kc8Uz+qlCRJkiRJ2sdEUcSStEw6Ng2JLqVcDJEkSZIkSZISIC1jJ1k5+XRsWj/imfpRpSRJkiRJ0j5m3roMADo3qx/xTP2oUpIkSZIkaR8zd206AN2a1494pkpVhhBahRCeDSHMCyF8GUIYtdvtIYRwRwhhUQhhVghhWOH1fUMIMwqvG1V4XYMQwlshhLq/pp0kSZIkSVIVzV2TTpdWjWnWcP/oifR34D9RFPUDBgNf7nb7ycDBhR/XAPcUXv8t4CbgFOCHhdddB/wziqLtVaxJkiRJkiSpzpuzZhv9O7VIdBnlVukQKYTQEvga8BBAFEU5URRt3W2zM4DHo9hUoFUIoROQCzQp/MgNIbQCTgMer2w9kiRJkiRJ9cX2nDyWbMxiQOf6EyI1qMK+PYE04JEQwmBgBnBTFEVZJbbpAqwscXlV4XV3EQdGjYhHJf0C+H0URQVVqEeSJEmSJKlemL8ugyiCQzq3gLQ1iS6nXEIURZXbMYQRwFRgTBRFH4cQ/g6kR1H0ixLbvAL8MYqiKYWX3wZ+HEXR9BLbHAT8DrgRuB1oCPwiiqIFezjnNcTT4mjfvv3wiRMnVqr2RMvMzKRZs2aJLqNSrD0xrD0xrD0xrD0xrD0xrD0xrD0xrD0xrD0xrD0x6lvt76zI5fG5Ofz5a41pXLC9ztR+9NFHz4iiaMQeb4yiqFIfQEdgWYnLY4FXd9vmPuCiEpfnA5122+Zp4p5JvwOOAroDT5Z1/j59+kT11bvvvpvoEirN2hPD2hPD2hPD2hPD2hPD2hPD2hPD2hPD2hPD2hOjvtX+k+dnRYfe+p+ooKCgTtUOTI9KyWIq3RMpiqJ1wMoQQt/Cq44F5u622UvAZYWrtI0EtkVRtLboxhDCUcCaKIoWEvdHKij8cIU2SZIkSZK0z5q7Jp0BnVsQQv1YmQ2q1hMJ4AbgyRBCQ2AJcEUI4VqAKIruBV4jXoFtEbAduKJoxxA/Sj8HLii86n7gycKarqtiXZIkSZIkSXVSfkHEvHXpXHx490SXUiFVCpGiKPoM2H2e3L0lbo+Ab5eybwQcX+Lyl8CwqtQjSZIkSZJU1y3dmEl2bkHcVLseqfR0NkmSJEmSJFXcnDXpAAwwRJIkSZIkSVJp5q5Jp2FyEgd1qBsrspWXIZIkSZIkSVItmrs2nT4dm5GSXL9imfpVrSRJkiRJUj0WRRFz1qQzoFP9msoGhkiSJEmSJEm1Zn36TjZn5XBI55aJLqXCDJEkSZIkSZJqydy124D611QbDJEkSZIkSZJqzZzV8cps/To2T3AlFWeIJEmSJEmSVEvmrk2nR9smNE9NSXQpFWaIJEmSJEmSVEvmrk2vl1PZwBBJkiRJkiSpVqRn57J80/Z62VQbDJEkSZIkSZJqxby1GQAM6ORIJEmSJEmSJJVizpr6uzIbGCJJkiRJkiTVirlr0mnXrCEdmjdKdCmVYogkSZIkSZJUC+auTad/pxaEEBJdSqUYIkmSJEmSJNWwnLwCFqzPqLdT2cAQSZIkSZIkqcYt2pBJbn5Ub1dmA0MkSZIkSZKkGjd3bTpQf1dmA0MkSZIkSZKkGjdnzTYapyTTs13TRJdSaYZIkiRJkiRJNWzumnT6dWpOclL9bKoNhkiSJEmSJEk1Kooi5q5Nr9dT2cAQSZIkSZIkqUat2rKDjOy8et1UGwyRJEmSJEmSatScNYVNtTs7EkmSJEmSJEmlmLtmG0kB+h7QPNGlVIkhkiRJkiRJUg2auzad3u2b0bhhcqJLqRJDJEmSJEmSpBo0d016vZ/KBoZIkiRJkiRJNWZLVg5rtmVziCGSJEmSJEmSSjN3bWFT7U71e2U2MESSJEmSJEmqMXP3kZXZwBBJkiRJkiSpxsxZs41OLVNp07RhokupMkMkSZIkSZKkGjJ3bToDOtX/UUhgiCRJkiRJklQjsnPzWZyWtU9MZQNDJEmSJEmSpBoxf10G+QXRPrEyGxgiSZIkSZIk1Yh9aWU2MESSJEmSJEmqEXPWbKN5owYc2KZxokupFoZIkiRJkiRJNWDumnT6d25BCCHRpVQLQyRJkiRJkqRqll8QMW9dxj6zMhsYIkmSJEmSJFW7ZZuy2J6Tv8801QZDJEmSJEmSpGo3d01hU21DJEmSJEmSJJVm7tp0UpIDB3donuhSqo0hkiRJkiRJUjWbsyadgzs0p2GDfSd62XfuiSRJkiRJUh0xd036PjWVDQyRJEmSJEmSqtWGjGw2Zu7cp5pqgyGSJEmSJElStZpT1FS7kyGSJEmSJEmSSlG0Mlt/RyJJkiRJkiSpNHPXpNOtTRNapKYkupRqZYgkSZIkSZIqZvtm+PSfEEWJrqROmrs2fZ+bygaGSJIkSZIkqaKmPwz//jZsXJjoSuqczJ15LNuUtc811QZDJEmSJEmSVFGrZ8afN8xNbB110Ly16UQRDDBEkiRJkiRJ+7UogtXT46/T5iW2ljpo7trCldkMkSRJkiRJ0n4tfQ1kro+/diTSV8xdk06bpg3p2CI10aVUO0MkSZIkSZJUfqtnxJ+bd4YNXya2ljpozpq4qXYIIdGlVDtDJEmSJEmSVH6rZ0BSChx6DmxaDHk7E11RnZFfELFgfQb9OjZPdCk1whBJkiRJkiSV3+oZ0HEgdBoCUb4rtJWwessOduYVcPABzRJdSo0wRJIkSZIkSeVTkA9rPoMuw6HDgPg6p7QVW5yWCUDv9oZIkiRJkiRpf7ZxIeRkxCFS24MgqQGkGSIVWbQhDpEO6mCIJEmSJEmS9mdFTbW7DIcGDeMgyZFIxRZtyKRds4a0atIw0aXUCEMkSZIkSZJUPqtnQMPm0Pbg+HKH/rBhbmJrqkMWpWXus1PZwBBJkiRJkiSV1+oZ0GUoJBXGCR0GwJblkJOV2LrqgCiKWLQhk9776FQ2MESSJEmSJEnlkZsN62dDlxH/u659PyCCtPkJK6uu2JSVw7YduRzkSCRJkiRJkrRfW/cFFOTF/ZCKFK3QljYvMTXVIft6U20wRJIkSZIkSeVRsql2kTY9IbmRfZH4X4jkdDZJkiRJkrR/Wz0DmneGFp3+d11SMrTv4wptwOK0TJo0TKZzy9REl1JjDJEkSZIkSVLZVs+ALsO+en2HAbDB6WyLNsQrs4UQEl1KjTFEkiRJkiRJe7d9M2xevOtUtiLt+0H6KsjeVvt11SGLN2Tu0/2QwBBJkiRJkiSVZc2n8ec9hUhFzbX349FIWTvzWLMtm97tmya6lBpliCRJkiRJkvZu9UwgQOchX72tQ//4c9r+2xdpSVoWsG+vzAaGSJIkSZIkqSyrZ0C7PpDa8qu3tTwQUpru1821F6VlAIZIkiRJkiRpfxZFhU219zCVDSApCTr0gw1za7euOmTRhkySkwLd2jidTZIkSZIk7a+2rYKsDXtema1Ih/77dU+kxRuy6N62CQ0b7Nsxy7597yRJkiRJUtWsnhF/Lm0kEkD7/nHQlLWxdmqqYxalZXJQ+317KhsYIkmSJEmSpL1ZPR2SG8IBA0vfpqi59n7YFyk3v4BlG7P2+X5IYIgkSZIkSZL2ZvVM6DgIGjQsfZsOA+LPafvflLYVm7eTVxDR25FIkiRJkiRpv5WfB2s+3ftUNoDmHeOV2/bD5tqLNmQC+/7KbGCIJEmSJEmSSrNxPuRuh64j9r5dCPFopP1wOltRiNTbEKlsIYTkEMKnIYRX9nBboxDC0yGERSGEj0MIPQqvHxNCmBVCmB5COLjwulYhhEkhBIMtSZIkSZLqgvI01S7Svl8cIkVRzdZUxyzekEmnlqk0a9Qg0aXUuOoIbG4CSosarwK2RFF0EPBX4E+F1/8AOAX4LnBt4XU/B34fRVFBNdQkSVLtyc+D566m1ZZZia5EkiSpeq2eEU9Ta9Or7G07DIDsrZCxrsbLqksWp2XuF/2QoIohUgihK/B14MFSNjkDeKzw62eBY0MIAcgFmhR+5IYQegMHRlE0uSr1SJKUEIvehC8m0n35M4muRJIkqXqtnhGPQgqh7G2LVmhL23+mtEVRxOK0/WNlNoAQVWGYWQjhWeAPQHPgh1EUnbrb7bOBk6IoWlV4eTFwBNAVuBfYAVwK3A78IoqihWWc7xrgGoD27dsPnzhxYqVrT6TMzEyaNaufP2DWnhjWnhjWnhj1sfZDZ/2GtptnEBGYOvJ+dqZ2SHRJFVYfH/ci1p4Y1p4Y1p4Y1p4Y1p4YJWtPyt/J2PcvZHn3c1nW85Iy903J2caYDy9jUe8rWXXgGTVd6lck4nHfnF3A9yfv4LIBDTmmW0qlj1OXfmaOPvroGVEU7bEJVqUn7IUQTgU2RFE0I4QwriL7RlH0GTCy8DhfA9bGX4aniUcp/SCKovV72O9+4H6Avn37RuPGVei0dcbkyZOx9tpn7Ylh7Ylh7bVoy3KYPBMGXUiY9RSjGi+Ho85PdFUVVu8e9xKsPTGsPTGsPTGsPTGsPTF2qX3FVHi/gB6jz6ZH33HlO8Dn7TmoRQ4HJeD+J+Jxn7JwI0z+mJPGDGV073aVPk59+ZmpynS2McDpIYRlwFPAMSGEf+62zWrgQIAQQgOgJbCp6MbCqW0/B34L3ArcDDwA3FiFuiRJqj0zH4+Hdx/zc7a0OhQ+ezLxzSSnPQizn09sDZIkqf4raqrdeVj59+nQHzbMq5l66qBFGzIA9pvpbJUOkaIo+kkURV2jKOoBXAi8E0XRN3bb7CVgfOHX5xZuU/KZ9WXAa1EUbSbuj1RQ+NGksnVJklRr8nPh0yfg4BOg1YGs63gMbFkav2uXKDMeg1d/AJP/kLgaJEnSvmH1DGh5IDQ/oPz7tO8PafOgYP9YM2tRWiYtUhvQvlmjRJdSK6pjdbZdhBB+E0I4vfDiQ0DbEMIi4PvALSW2awJcDtxVeNVfgNeAvxH3S5IkqW6b/xpkrocRVwKwsd0oSGkaj0ZKhEVvwyvfg4bNYeMCyNpU9j6SJEmlWT0DulRgFBLEI5FyMmHbypqpqY5ZtCGTgzo0I5Sn8fg+oFpCpCiKJhc11Y6i6JdRFL1U+HV2FEXnRVF0UBRFh0dRtKTEPtujKDo6iqLcwsvvR1F0aBRFw6Moml8ddUmSVKOmPxy/O3fQcQDkN2gMh5wJc16EnKxqO012bj4bMrL3vtH6OTBxPLTvB+c+HF+38uNqq0GSJO1nsjbBlmXxymwV0WFA/Dlt/5jStjgti97t94+pbFADI5EkSdovbFoMSybDsPGQlPy/64dcDDkZ8OUr1XKaeevSOeWO9znhr++Rl1/KsPD0tfDk+dCoGVwyEXp+DZIbwoqPqqUGSZK0H1ozM/5c0RCpfd/484a51VtPHbRtRy5pGTv3m35IYIgkSVLlzHgUQjIM3a0dYLfR0Kp7tUxpmzh9JWfe9QErNm1n6/Zclmzcw+imnZnwr/Nhxxa4+Glo2RVSUqHz0MT2ZpIkSfXb6hkQkqDTkIrt17gVtOgCG76siarqlEUbMoH9p6k2GCJJklRxeTvjkKjfKdCi0663JSXFo5GWvgdbV1Tq8Dty8vnhM59z87OzGNatNY9ecTgAX65N33XDgnx47ipYPxvOexQ6Df7fbd1GwppPIXdHpWqQJEn7udUz4mnyjSoRkHTov1+ESIsLQySns0mSpNJ9+TJs31TcUPsrBl8IRPD50xU+9KINmZx51wc8N3MVNx57ME9cdQRH9GpDw+Qk5q4pESJFEbz+Y1jwHzj5/6DPCbseqNsoKMiNgyRJkqSKiKLKNdUu0r4fpM2P3/Dahy1Oy6RhgyQObLP/LDBviKTy2bwEpvyV5ukLE12JJCXe9IehdQ/oOW7Pt7fuAT3Gwuf/ip+EldO/P1vN6XdOIS1zJ49dcTjfP74PyUmBlOQkDj6gGXNLjkSaejdMewBGfQcOv/qrBzvwiPizfZEkSVJFbV0ev2FW0X5IRToMgPydsHlp9dZVxyzakEmvdk1JTto/VmYDaJDoAlSH7dgCc16I30lfGffVGJLUCA7pDb2PSXBxkpQgafNh+Qdw3K/jqWulGXIxvHhdvEJat5F7PWR2bj6/eWUu//p4BYf1aM0/LhpGx5apu2zTv1MLJs9Piy98+TK88TPofxoc/9s9H7RJG2jX175IkiSp4lbPiD93GVG5/Tv0iz+nfQntDqqemuqgRWmZDOzSMtFl1CpHImlXeTkw7zV4+lK4vQ+88j3I3grH/Qq+9R47GneCf10Qv4CRpP3R9EcgKQWGXLL37fqfDilNy2ywvWxjFmff/SH/+ngF1x7VmwlXj/xKgARxiLQxcyebF3wIz10dDy8/6/69B1ndRsYhVkEpq7pJkiTtyeqZ0KBx3NuoMtoXhkj7cF+k7Nx8Vm7evl/1QwJHIgniqRZrZsLnT8EXz8KOzdCkHYy4Ku7r0WkwhHh43mdDfseRy/8GE8fDmXcX9v2QpP1E7o54itqA06FZ+71v26gZHHImzH4BTvoTNPzqXPnXvljLzc/OIjkp8ND4ERzb/4BSDzegUwu6hg00e/4GaNYBLnpqj8fcRbeRMPMxSJsHBwwoxx2UJEkiHonUaTAkp1Ru/4ZN4+n9G+ZWa1l1ybJNWRRE+9fKbGCItH9LXxu/Q/75U7BpISQ3ilcaGnxRPF1tD38w8lKawaUvwlMXwQvfgp0Ze+7FIUn7ojkvQPY2GH5F+bYfcnH8d3beKzDo/OKrc/ML+N2rX/Loh8sYfGAr7rp4KF1b7z0QGtC6gEdS/kyUlwOXPBMHSWUpmka34iNDJEmSVC6hIB/WfFb6AiLl1b4/bJhXLTXVRYsKV2Y7yJFI2udlrIMpf42nZOTvhG6jYfQNMOAMaNyq7P0bNYOLn4FnLofXfgg702HsD2q6aklKvOmPQNuDoceR5du+22ho1T0OkgpDpOzcfL795EzenreBK8b04Ccn96dhgzJml+fl0PKlK2iStJ57O/2ZG9r3Ld/5W/eEZgfEU9oOu6p8+0iSpP1ak+0rIG9H5VdmK9KhPyx6M26Z0qBh9RRXhyzakEkI0Kt900SXUqsMkfYnmRvgg7/DtAchPzd+h3zs96FNr4ofKyUVLngibhr79m/iEUnH3lo87U2S9jnrvoBVn8CJvy//37qkpPhv7eQ/wtaVZDXuxNWPT+fDxZv47ZkDuXRk97KPEUXw8k2w7H0ebXcLL6f35oby1hxCPBrJFdokSVI5tShakbuyK7MV6TAACvJg8+LK91aqwxanZdG1dWNSU5ITXUqtMkTaH2Rtgg//Dp88AHnZMOhCOOpHlQuPSkpOgbPug4bN4pFNOzPg5D/vvcmrJNVX0x+Jp/0Ovqhi+w2+ECb/gewZ/+Ib84/k85Vb+cv5gzl7WNfy7f/en+M+TON+QnrOWSyevJjs3PzyP2E5cCTM/Tekr4EWnStWuyRJ2u+0SJ8PjdvEPY2qomiFtg1z98kQadGGzP1uKhsYIu3btm+Gj+6Ej++DnCw49Dw46sfVu8RiUjKc+ldo1Bw+vAN2ZsIZd0GyP1qS9iE7M2HWRBh4NjRpU7F9W/cg58AxbPrgEWbvHMjdlwzjpIGdyrfvrInw7u8Kw/8f03/2OvILIhauz+TQruVcTra4L9LUuH5JkqS9aJ6xMB6FVNVZJm0PhpC8T67Qll8QsSQtkyMPapvoUmqdr/T3RTu2wtS74aO7IScTDjkLxt0C5e2hUVEhwPG/gdQW8M5t8TnPfRgaNKqZ89VnURQHeyEJRn070dVIKq/Zz0JORvkbapewdtsOHk8bwY8LPmDiKckMLW+AtOwD+Pe3ofuRcPodEAL9O7UA4Mu16eUPkToOgpSmhkiSJKlsOzNpmrUSulRw5PWepKRC2977ZIi0ZusOduYV0NuRSKrXtm+O+x19eCfs3Ab9T4/DowMOqflzhwBf+xE0agGv3wz/ugAufDJe2nFPCgrihtw7NsOOLbB9CzRtB52H1HytiVKQD69+H2Y8Gl/uPBS6j05oSZLKafoj0OEQOPDwCu22YtN2Ln5wKjt3DOeHKU0YuulV4KSyd9y4EJ66OG7KfeE/i0P57m2a0KRhMnPXppe/iOQG0HW4fZEkSVLZ1n5OoKDq/ZCKtO8H6+dUz7HqkOKV2ToYIqm+KSiApf+FT5+AL1+G/Bzo+/U4POo0qPbrOeJbcY+kl74Dj50W9+IoDoo2/+/rHVsgKvjq/t94Dg46rvbrrml5O+G5b8KXL8Ur4c39d9wo99opjtiS6rrVM2HtZ3DK7RUa1r1wfQaXPPgxOfkFPH71USRPPwtmvwAn/QkaNil9x6yN8OR5kNQALnkGGrcuvikpKdCvY/OKhUgA3UbFvZV2ZsTTjyVJkvZk9Yz4c1VXZivSYUD8OjV3B6Q0rp5j1gFFIZIjkVR/bFsFn/0rDo+2roDUVvE0i2GXQceBia1t6CXQqBm8+G1Imx+/ACr6aHlo3KStceu4r0jj1oWXW8Whyovfhus/qnjPkbpsZ0Y8omDpe/GqTqO+DT3HwZPnxA3Jx92S6Aol7c2MRyClCQw6v9y7zF69jcse/oTkpMDT14yib8fmkHcxfPYkzHul9GPlZsd/LzLWwvhXoE3Pr2zSv1MLXvp8DVEUEcobanUbGQf3q6ZB72PKfT8kSdJ+ZvUMdqQeQOOm7arneB36ARFsXACdBlfPMeuARRsyadu0Ia2bNkx0KbXOEKk+ycuBBa/DzCdg8dvxC4KeX4Njb4V+p8ZzTuuKAWfE0+kq0ozt7PvhgWPhle/CeY9VvZFbXZCZBk+eGy8Nfua9MKRwbvHBx8WNzt//f3HPqprqVyWparK3wRfPwsBzILV8PYimL9vMFY9Mo0XjFJ785hH0aFc4rbfb6Hh62mdP7jlEKiiAF6+DlR/DeY/CgYft8fj9O7XgyY9XsHrrDrq23suIppK6Hhb3Ylsx1RBJkiSVbvVMMpofTLWNGeowIP684ct9KkRanJZJ7/1wKhuAa7HXB2nz4Y2fwV/6w8TL4jmlY38AN34G41+GQ8+tWwFSkYqGQJ0Gw9E/jad6zXq6ZmqqTVtXwCMnQdo8uPBf/wuQipz4h7hn1Ms3xS8eJdU9syZC7nYYcWW5Np+9MZ9LH/qE9s0b8cy1o/4XIAEkJcGQi2HJf2Hryq/u/M5vYc7zcNyv43C5FP9rrp1R/vvRqDkcMLB6+iJtWgyPnQ7bVlf9WJIkqe7IWA/bVpDeok/1HbNNL0huCBvmVt8xEyyKIhalZe6X/ZDAEKlu27oSHj4Z7jocPr4Xuo+Ci5+B782GY36+x2kO9d6Ym+LeHa/9KA5h6qsNX8JDJ0JWGlz6IvTdQyPdZu3hhN/FL+pmPlbrJUoqQxTFDbU7DS5XX4BJc9bxtxnZdG/bhKe/NYrOrfbwHt7gC4EIZj216/UzHoMpf4Hhl8d/B/eiX8fmhABz11SiL9KqGZCfW7H9dvfRnXEvvg//UbXjSJKkumXRWwBsbVWN7VGSU6DtwbBhXvUdM8E2ZeWwdXsuB+2H/ZDAEKnuSl8bN6ZePweO/y18/0u44J/Q5wRISk50dTUnKRnOujeeqvfCdfGKZvXNymnw8Enxfbj8tTj8K82Qi6HHWHjzVshYV3s1Sirbyk9gw5xyjUJatCGDb/9rJt1aJPHUNSNp37yUhvmte0D3I+OedlEUX7f4HXjle/E0s3I0727aqAE92jblywo31z4CcrPi6bWVtTMjHp2V1CAOv7dvrvyxJElS3TL/NWjRlcxmvar3uB36x2+y7yOKm2o7Ekl1RuYGePz0eBTLN56DMTdCsw6Jrqr2tO4BJ/8Jlk+Bj+6qnmNuWUazjCXxY1uTU8cWvhV/7xq3hqveKLvJeQhw2t8hLxtev7nm6pJUfvl5sOhtmPRzaNgcBp67182jKOJnL8ymScMGfHdYKq2alNFgccjFsHlJ3Pto/VyYOD5e/va8x+J368qhf6fmfLmugiHSgSPjzyumVmy/kmY9DTmZcOrf4ml+nzxQ+WNJkqS6I3dH/MZW35Orvzdth/6wbUX8ZtQ+YHFaHCJV23S2HVvhibPpvejB+E3MOt7qxMbadU3WJnj8jHj1tW88V2pj1X3ekEtg/utxj5Dex1RtxblpD8JrNzMiyocZ34OQHIdyzQ6A5p2g+QHQrGP8uXmnwus7QtMOkFyBX5EvnoUXvhX/kfzG8+UP/tr2hqNuju/rvNeg3ymVu5+SKi+KYO3n8Sib2c9C5vq4kfbxv45Xm9yL52eu5uOlm/nD2YfSYvuSss814Ix4yu6H/4jPmdIELpkIqS3KXW7/ji147Yt1ZO7Mo1mjcv6datkFWnWDlVNh1PXlPlexKIJpD0HHQTD0G/FyvZ/cB6NvgIblbPAtSZLqpiX/jd8g6nsyrKrmY3foH39Omw9dR1TzwWvfog2ZNGmYTOeW1dSXeP7rsPhtuoRkeOhlaNEFBpwJh5wJXUbEfTXrEEOkumTHFnjijPgd6osnQvfRia4ocYpG6Nw9Cp6/Bq5+p+LNw/Pz4D+3wLQH4OATmN1wGAO7t4unjWWsg8x1cVi3eno86uurRUDTdv8LmJod8L+Aqfhzh/j2T/8ZjyTqPgYu+le5V3EqNuYmmP0cvPZD6Dk2boIrqeZtXREHR7Mmwsb5kJQCfU6EQRfAwSeU+Xdn6/Ycfvfalwzr1ooLRhzIe++VI0Rq1CwOkj7/VxwgXfEatOxaobIHdI4Dp3lr0xnRo035dzxwZNzPKIoq/i7jiqlxU8zT7oj3PfK78MjJ8Wpzh19dsWNJkqS6Zf5r8QjsHmNh1YfVe+yiEGnD3H0mROrdvhmhukZsLXwDmh3Ah4P/wpEdsmDui/Fr2Kl31clAyRCprsjeBk+cHaezF06AXkcluqLEa9oOzrgL/nVePErnxN+Vf98dW+CZy2HJZBj1HTj+N2x87304fNyet8/Pjae6Za6LVyXIWBuPRMhcH1/OXBdPO8lcD1EpfZr6fh3OfbhyK+Ulp8QvzB46Ht7+LZzyfxU/hqTy2bGlcBXIibD8g/i6bqPjKVoDzoAm5Q9l/vSfeWzbkcvvzjqUpKQKPJE4/Juw+O04LO88tGL1U3KFtgqGSN1GwhcTYcvSeLWUipj+EDRqGa8ICnGj7q6Hw4d3wPArKjZyU5Ik1R0FBbDgP3DwcdCgjGn5ldGqBzRovM80116SlsVhPVpXz8Hyc2HROzDgNPJSmsHgU2HwBXE+MP8/MOeFEoFS1/i5aoIDJZ/x1QU7M+HJ82DdrLh59sHHJbqiuqPPCXFT24/uikcH9Pxa2ftsXAQTLoAty+MQaug3yt4nOSWe6tGyy963KyiA7ZviUKlkwNSwGYy4qmovog48LH43/5P7YdD5+0RKL9UpaQvgnd/AgjcgPydeKeSYn8Oh58W92CpoxvLNTPhkJVeP7Vkc6pRbl+Hwg/mV7jnQqWUqLRunMHdtBXsLdCts9L/i44qFSJlpMOfF+O9xw6bxdSHEoyifviR+x+zQvfeOkiRJddSamfFrm75fr5njJyVB+77xSKR6LmtnHqu37uCiDgdWzwFXfgw7t8Uj4DeUuD61ZRwmFQdKr8fPxYoCpQMOhW++CSl7WA24hhkiJVrOdphwIayaDuc9Es9B1a5OuC2eo/vCdXDdB9C4VenbLn4Xnhkfrxw0/uW9r4xWGUlJ0Kx9/MGh1XtsgGN/CfNehZduhG/9t9xNdiWVIWsT/PMc2JkeB76DL4BOQyod4uTmF/CzF2bTqWUq3z2uT+VqqsIQ6BBC3Fy7oiu0te8XPylZ8REMuaj8+336BBTkwmFX7Xp931OgXR/44G8w8Jzqb8QpSZJq3rxX476xNTmYocOAuHF3PbckLQuoxqbaCyfF7RR6HQ0bZu55m9SWMPjC+CN7Wzzo4J3b4ibcCZjBlPgJdfVZfh4s/ygOOPJyKr5/bjY8dTEsmwJn3RcPTdNXNWwKZ98fTzHb2wpmnzwQv0hs0SXuoVTdAVJtaNQ8XuJ7w5x4ioikqsvPi8PlzPVw6Qtw8h/jKWRVCDwe/WAZ89Zl8KvTD6FpeRtbV7MBnVoyf10G+QVR+XdKSoIDj6jYCm0F+TDjkbhHQvu+Xz3e6Bth3Rf7xBNDSZL2S/Nfhx5j4hWma0qH/vEMju2ba+4ctWBRWjwKvHf7agqRFkyKX7eWd4GV1JZw+DVAiN8UTABDpIrK3ACf/Svut/N/veCRk+Il3W8/KG4APfclyMkq+zh5OTDxUljybjzlatB5NV56vdZ1BHztR/Hy0rOf3/W2/Fx45ftxU+qDT4CrJlVqakqd0e8U6H86TP4TbFqc6Gqk+u/NX8Cy9+P+Q12GVflwq7fu4K9vLeDYfh04YcAB1VBg5fTv1Jwdufks21SO/zkldRsZNxEv75O4RW/FDch3H4VUZND58cqWH/ytYnVIkqTE27wE0r6MRxfXpOIV2up3X6TFG7JITgp0b9u06gfbuiJ+7A8+sWL7pbaMVy9fXs0N0MvJ6WxlKciHNZ/Gw8wWToq/hnh1rgGnxaFFUgrMeyXuaD/r6bhp2EHHQr9Toe9JX0l0Q0EePHtFfLxT/wZDL6n9+1Uffe2HsOhNeOV78YugFp3jF0HPXB6vNjTmJjj2VkhKTnSlVXfy/8Uj3F75Llz2UqKrkeqvz5+CqXfDEddWbPrWXvz6pTkURBG/Ov2Q6luVoxJKNteu0LthB46MP6/8uHxTqKc9FP/P63fqnm9v0AhGXgdv/hJWz6yWoE6SJNWSea/Fn2u6rUrJFdrq8SrkizZk0r1tExo2qIbxOAveiD/3qWCIBPGq4DMfjwdU1HILFEOkPdm+OR6Wv3BS/A7s9k0QkuJVaI75eRwcdRy061SIfqcUTm/7IA6Uvnwl/pzUAHocCf1PixuVNW1P/y//AmkfxEHBiCsSdz/rm+QUOOt+uG8svHg9nPynuJ/UtlVwxt37VhjXohMc/6s4MPvsX0AZDb8lfdWaT+Hlm+JpWCfcVi2HfGvueibNXc+PT+rHgW2aVMsxK+vgA5rRICnw5dp0Th3Uufw7dhkWv/mx4qOynzBuWR7/L/zaD/f+BGX4FfDe/4MP/g7nP1b+WiRJUmLNfx06HFLzMzladIFGLer9Cm2L0jI5qLqmsi18M37c2x5U8X27jYKP74W1n9f6gkyGSCXlbIe3boVpD0JUAE3awkHHw8HHQ+9jyl72OblB3Niq11Fw0p/iFzDzXoYvX4ZXfxB/tOpGh60r4PjfwhHfqp37tS9pd1D8YvDV78M9Y+KhfONfjkcm7WuGXQ6fPw2TfkbK0L8luhqpfslMg6e+AU3bw3mPVss7NNtz8rj1pTn0OaAZ3xzbs+o1VlGjBskc1KEZX1Z0hbaUxnFPqBUfl73tjEfiN0yGX7737VJbwGFXxiHSpsXQtnfFapIkSbVv+2ZY8SGM/UHNnyuEeIGP9XNq/lw1JDe/gOWbsji+OtoZ5O6Ape/BsMsq16ezaDTX8g9qPUSyJ1KRVdPjES6f3B+/o/rNd+CHC+Hs++Jli8sKkHaXlARdh8Nxv4LvTIfrP45HMTU7gMW9xsOYG2vkbuwXRlwJA86M54Fe8+6+GSBB/DN02t9hZybDZ/wQZj8HUQUa6Er7q/zceJrr9o1wwT+habtqOewdby9i9dYd3HbmoaQk141/n/07tWDumgqu0AbQ7Yh4Od/c7NK3ydsJM5+APidDy65lH/OIa+PRtx/+o+L1SJKk2rdwUjx4orZWCO81Lg6t5v+nds5XzVZs3k5uflQ9I5GWvg95O6DPCZXbv1mHeATT8tpvrl03ngUnUl5OvDzeQ8fHT5jHvwyn/iUOgKqrt04I0KFf3Bj6m2+xstvZ1XPc/VUI8ciCayZDq26JrqZmdegH418iN6UZPHslPHwirJ6R6Kqkuu2Nn8HyKXDaHdB5SLUccv66DB58fwnnDe/K4T0r+KZCDerfqTnr0rPZklXBFUK7jYL8nP/1+duTL1+Og7jDrizfMZt3hMEXxVNwMzdUrB5JklT75r0aL47RaWjtnG/sD+CAQ+HF6yB9Te2csxot2pAJwEEdqiFEWvgGpDSB7kdW/hjdRsXtCQoKql5PBezfIdKGL+Gh4+C9P8dPfK/7AHp+LdFVqTwS2My21nUfzYzh/w9O/wdsXgoPHAMvXFsv//BKNe7TJ+GT+2Dkt2HwBdVyyIKCiJ+/+AXNUhvwk1P6V8sxq0vJ5toVcuAR8eeVU0vfZtqD0Lon9Dqm/McdfWMcTn18b8XqkSRJtSs3Gxa9DX1OimdA1IaUVDjvEcjLjlc2L8ivnfNWk6IQqVf7Kq7MFkXxKLCeR8WPSWV1HwPZW+MV3mrR/hkiFRTAh3fCfUfBttVwwZNw5t1xfx2pLgrJ8XzZG2bAkd+Lp7b9Yzj89//iXl6S4lF6r3wvfjPg+N9U22GfnbmKacu28NOT+9OmacNqO251KAqR5lY0RGraDtr1gRWlhEjr58TvbI24smJPLNsdBP1PjQOonRXs1SRJkmrPsvchNwv6fb12z9vuYDjlz/H53/9L7Z67ihanZdKxRSrNU6vYazNtPmxdUfmpbEW6j4o/L/+wasepoP0vRNqyHB47DSb9DA46Dq6fGj/hleqD1BaFfbamxQ3f3/0d3HkYfPGs/ZJUOVEEKz+pd+8EfUXmhriRdrMD4NxH44UOqsHmrBz+8NqXjOjemnOHl6MvUC1r16wRHZo3qniIBPFopBVT9zwEetpDkNwIhn6j4scd8z3I3gYzXKWtPtm6PYesnXmJLkOSVFvmvwYpTeNVbGvbkEtg4Lkw+Q+lv6FVBy3ekFl9U9kgXvW9Klp1j1e9M0SqIVEUNwi9Z0y8DN4Zd8OFT0Kz9omuTKq41j3g/Mfh8tegaVt47qq4r9eq6YmuTPXNtAfjn53nvhk3pK6P8nJg4mWwY0v8d71p22o79B9f/5KM7DxuO2sgSUl1cxpt/04tKr5CG8Tz6LO3wsb5u16/MwNmPQ0Dz674ohIQ9xTsMRY+uiv+3qjO+3jJJsbdPpkT/voeizY4gkyS9nkFBTD/dTjo2KpNp6qsEODUv0KrA+PnoDu21H4NFRRFEYvTsqonRFowCQ4YWL6FS/YmhP/1RarFAQX7R4iUuQGeuhhe+k7cZPX6D2HoJftXX50E2FzRRq+quB5j4OrJcSi6dQU8eCw8dzVsW5XoylQf7NgSj2Zr0QXmPB+vaJa3M9FVVdwbP4n/eZ5xJ3QaVG2HnbZsMxOnr+KqsT3p17FFtR23uvXv1IJFGzLIyatgU8WilS13fwdw1kTIyYQRV1W+qDHfhYw18MUzlT+GasVzM1bxjYc+pk3ThuzMK+Dsuz9k6pJNiS5LklST1n4GGWuh7ymJqyG1BZzzcFzHSzfU+VkV69N3krkzj95V7YeUvS1+3nrw8dVTWPfR8WO4ZWn1HK8c9v0Qae0suHtU3DTsxD/AZS/t+yt61QGzV29jxG1v8sosmz/XuKSkOBS9YQaM/SHM/XfcL+md2+xJor377//F/8gunggn/x/MewWeugRydyS6svKb+Xg8mmr0DXDoudV66D//Zz6dW6Zy07EHV+txq9uAzi3IzY9YnJZZsR3b9IKm7XcNkaIonsrW8VDoOqLyRR10bPwO2wd/r/UVQ1Q+URTxl0nz+cEzn3NYjza8cP0YXrh+NB1apHLpQx/z789WJ7pESdo/ZKyHj++v3RHh81+DkAR9Tqy9c+5J1+Fw7C/jFWGnP5zYWspQ1FS7d1VHIi1+B6J8OLiaHvvuo+PPyz+qnuOVw74dIm1cBP88Gxqkwrf+C6Our73O8/u552auoiCC29+YT16+LyBqRaPmcOwv4Ibp0P+0eNXBO4bFfUnqe78bVb+NC+GT++OG7R0HwhHfgtP+Dovegn+dDzlZia6wdAUFsOyDuIn2qz+AXuPg2F9V6ym2bs9h+vLNnDviQJo0rJ7+SjVlQKfmAMxdU8G+SCHEo5FWlHjSsfJj2DAHDvtm1UbrhgBjboqnyhXN+1edkZ2bz41PfcYd7yzighEH8tiVh9OycQoHtmnCc9eOZli31tz01Gfc9e4iojr+zrAk1WtRFC93//qPYPIfa++881+Pp0FVZtp6dRt1A/Q+Ft74Kayfm+hqSlU03bvK09kWTILUVtD1sKoXBdCuLzRuXat9kfbdRGXbKnj8jPgX87IXoUPdWpZ5X5ZfEPHqrLV0apnKsk3beX6m72bWqlbd4JwH4ZtvQ5ue8PKNcO/YOPWWikz6OTRoDEf/7H/XDb8czroPlk2BJ86G7Eo0a64pURT3s5v0c/jbQHj0FPj8KRhwJpz7SLU10i7y3sKNFEQwrm/d75vXo21TGjVI4svKNNfuNgq2Lof0tfHlaQ9BoxZw6HlVL+yQs6BlN5jyt6ofS9VmU+ZOLnnwY17+fA23nNyPP55zKCnJ/3s62LJJCo9fdThnDOnMn9+Yz09f+MI3gySppsx5Hha/HY8Ofv//wdL3a/6cW5bB+tmJncpWUlISnHVv/Pzj2Svq7MrTi9IyaZ7agPbNGlX+IAUFsOjNeIGv6nrumpQE3UbDCkOkqslMg8fPhJ3pcOnz8TKCqjUfL93Ehoyd/PSU/gzu2pK/v72QnXmOhKl1XUfAlW/AeY/F/U2eOAuePA82zEt0ZUq0xe/Agv/A134IzTrsetvgC+Dch2H1dHjizMQ3Oty0GCb/Ce46HO77Gky9J55qdfaD8MOFcM4DNfIu2uT5G2jdJIXBXVtV+7GrW4PkJPp2bM6X6yqzQlthX6SVU0nJ2QZzX4TBF0LDKs73B0hOgVHfhpVT69XKK/uyRRsyOPPuD5i9ehv3XDKMa4/qTdjDiLNGDZL56/lD+PbRvZnwyUq++fh0Ml25TZKq146t8J+fQKchcM1kaNsbnr8Gtm+u2fPO/0/8ue/JNXueimjWIQ6S0ubFvS7roOnLtjCwc8s9/t8st7WfQlZa1Vdl2133UbB5CWSsq97jlmLfC5Gyt8VT2LathIufhk6DE13Rfuflz9fSpGEyx/U/gB+c0JfVW3fw9LSViS5r/xQCHHImfGcanHAbrPgY7hkNr3w/Dlu1/8nPgzd+Fq/wN/K6PW9zyFlw/hOw7gt47DTI2lirJTbcuRk+uhvuPxr+MQwm/x6adohX8fjhwvhv+6DzoFE1rI6xBwUFEe8tSGPswe1JrqMrsu1uQOEKbRWeetRpUDwibcVUOq57C/JzqtZQe3fDLoXGbRyNVAd8sGgjZ939ITtyCnj6W6M4+dBOe90+KSnwoxP78fuzDuX9hRu54L6PWJ+eXUvVStJ+4J3fxoHCaX+D1JZwzkPx5X9/p2abTM9/Fdr3i0OruuSgY+Op8DMehTkvJLqaXazZuoN56zI4ul8VR6gvmASEeCRSdSrui1Q7o5H2rRApZzv860LYMDd+AVT0YKrW5OQV8PrstRw/4AAaN0xm7MHtOLxHG/7xziJ25DgaKWEaNIobD9/4KRx2VfzH+R/DYMpfIdcXBfuVmY/FfyOP/238c1GafqfARRPi3kmPfr3m39nI2Q6fPw2Pnc6oj66M34WK8uM6vzcHrngVRlxZK3P356xJZ2NmTr2Yylakf6cWbM7KYX16BVfXS06JRy0u/4DOa96A7kdCh37VV1jDpjDiinjkm8F1lWzdnsPDU5by+hdrWbl5e4UCw6enrWD8w5/QqWUqL357NEMObFXufS8+ohsPjh/B0o1ZnHXXByxY74INklRlq2bEU8gP/xZ0Hhpf13kIHP/rOOSZ9mDNnHfHlrivZF0ahVTSMb+ALsPhpZtgy/JEV1Ns8vz4OczRfTuUsWUZFr4R90Jq2rYaqiqh42BIabprn8satO+ESHk58Mz4+IE7+37oU81DxFQuHyzayNbtuZw+uDMAIQR+cEIf0jJ28s+pdecPwX6raVs45c9w/VToPgbe+hXcM6pO/ZFWDdqxFd79XRwU9D+t7O0POg4ueRa2roRHTol7zVWnKIKV0+ClG+H/9YUXroEty1je/Xz49jT41nsw5kZo2bV6z1uGyfM3APC1PvUrRAIq2RdpJKz7gsbZ6+OQubr1Px2IbLBdBZuzcrjogY/5zStzue7JmYz9v3cZ9ts3ufShj/nTf+bxWinBUkFBxB9fn8ePn/uCUb3b8ux1o+naukmFz3903w5M/NYocgsizrnnQz5cVLujEyVpn5KfBy/fBM07wTE/2/W2I66Ln3+98TNYP6f6z73wrfhNur5fr/5jV4fklHhEFhE89834saoD3p2/gS6tGletqXbGeljzac3kFMkN4MDDHIlUIQX58OK1sHBSPN1h4DmJrmi/9dLna2jZOIWxB//vxdcRvdoy9uB23PPfxfZUqCva94GLn4JLX4Ttm+IpS9UdEKjuee/P8Tz7k35f/pW3eo6FS1+Ih1c/cnLcjLGqMtbF05vuOhweOg6+eAb6fR0ufxVu/IxlPS+Of0YTZPKCNA7t0pJ2VWmcWMv6Fa3QVtkQCchJaQX9Tq3Gqgp1GgzNO8crwajCNmXu5OIHprIkLZOHxo/gxW+P4bdnDuSEAR3ZlJnDA+8t4frCYGnob9/kGw9+zB9fn8ers9bynQkzufe/i7n4iG48cvlhtEhNqXQdA7u05IXrR9OxRSrjH/mEFz71f4YkVcrH98D6L+DkP8WrK5eUlARn3hNPb3v2KsjdUb3nnv9q3CKgy/DqPW51atMzfk2/6hOY/IdEV8POvHw+XLSRo/u1r1o/pEVvxZ+rux9Ske5j4uBxx9aaOX4JdXvd4vKIoniJ59nPwXG/jofNKyGyc/OZNGcdpw3uTMMGu+aTPzihL2fe9QGPfrCU7xxjo/M6o/fRcUDw+Jnw2Onxi/gWe++ToXpq02L4+D4Y+o2K94rrdgRc9u+4Ofsjp8BlL0G7gyp2jLyceErTZ0/Cwjfjd8EOHAmn/yPuwbT7k6gE2bo9h09XbOHbR1fw/iVYi9QUDmzTuHIjkboeDilNWd3lZHo2aFj9xYUQD5v/fEI8fTYltfrPsY9Ky9jJJQ9OZcXm7Tw0/jCOPLgdwC7T0bJz85m/LoMvVm9j9uptfLF6Gw++v4SUgh00DTv5+ddHctWRPav2xLdQ19ZNePa60Vz7xAy+9/TnnNY7hbFfi+pN7zBJSritK+Hd30Ofk0ofFV7UZPqfZ8cjkk79S/WcOy8nHok08Kw4rKrLDj0Xlrwbr1jX6yjo+bWElTJ92RaycvKrZypb807QcVD1FLa7bqOACFZ+DH1OrJlzFKr/IdLbv4YZj8CR34Mjv5voavZr78zbQFZOfvFUtpKGHNiK4/ofwH3vLeHSkT1o2aTy74aqmnUZHk9Z+ufZ8HhhkLT7il2q/yb9Iu6BdMwvKrd/l2Hxz8bjZ8Bdh8WhT6OWkNoiXpK11M8tYfUMmPV0POqtead4itqQS+rkyplTFm2kIKJe9UMq0r9ji8qNREptATfOZPn0OfSs/rJifU+G6Q/B0vecbl5OGzKyufiBj1m1ZTsPjz+M0Qe12+N2qSnJDD6wFYMPbBW/QFj0FvmzniEseJ0oJJPc963yjzwsh5aNU3jsysP5+YtfMHH6KjIem8bfLxjq/3VJKo/Xb44/n/Lnvf9tPujYuJ/ph/+I3/QtTxuCsix7H3IyoO8pVT9WbTj5/2Dxu/DhnQkNkd6dt4GGDZIY1bsKfYzyc+P7csiZ1fo/eRddR0BSCiz/wBBpr6b8LW4MPOJKOPbWRFez33v58zW0b96II3rt+Rfs+8f34ZQ73ufBKUv4wQl9a7k67VW3I+DiifDkuXFIMP6V6m/4Vl/k58UjZj6fQIfQFxiX6IqqbsnkePjysbdC8wMqf5yOA+GqSfD5U5C9FbLTYWd6/Dl9NWR/+b/LUYlG+kkpcaPuId+A3sfE87brqMnz02jZOIUhB7ZOdCkV1r9TC976cj07cvJp3DC5Yjs37whhXs0UBtBjbNzwccHrhkjlsCE9m4semMqardk8esXhjCzl/yoQT+lfNgVmPwtzX4LsrSQ3bgODL4inEE64CK5+p1qb0jdskMSfzhlE6vYNTJi/kdPunMJ9lw4v7s0lSfucbaugSVtIaVz5Y3z5Csx/DY7/DbTqVvb2x/wSlr4fr9bWeWjVe0TOfz1ekbXXuKodp7Y0bBq/CfXZhPhNkpoYLV0O787fwBE929CkYRWev674KH6OfHANhjspjeM3fZfXfHPtuvtMvgwpuenw1q1x/6NTbq+5RE/lkpGdy9vzNnDx4d1KHdY+oHMLvj6oEw9PWcrlo3vQth71G9kv9BgTr8b1rwvgiTPiKUu1sBJWnZGxHmY+Ho9sTF8NyY3on/8qzOwZL1NenTYujEdkDLqgxpapL1aQD//5afxkZeT1VT9e295fbQK5uyiC3O3/C5matq8XP0sFBRH/XZDG2IPb1cvpOf07taAggvnrMyq0+latSEmFg46B+f+Br//F/9l7sT49m4vun8q69Gweu/JwDu+5h9+dKILVM+PgaPbzkLkuDun6nwoDz43ftU5OiUf8Pfp1ePbKeMRpNQa4IQSO6ZbCGUeN4PonZ3D23R/yp3MH7XE0MmtnwYvXw7G/NESUVD/szIgDnMVvx71stiyLn0ud83DcwLgyx3v9ZjhgYPmfjzVoCOc+DPeOhee/BeNfgqQKvklUJIriEKn3MVULwmpb72PjlepWTk3IaKQVm7azOC2LS47oXrUDLZwUv6na66jqKaw03UfHo9dytkPDii+kUV51fDJk6VKz0+KmVGfdV/lfJlWbSXPWk5NXwGl7evJYwveOO5gdufnc+9/FtVSZKqTXOLjwSUibH09vy96W6IpqVhTF7+A/cwX8dQC8exu07wsX/gtuXsyW1kPgpe/ES7BWl6XvwQPHwqvfhzuGwNR74j4xNWXm47BhDhz/29rrRRNC/O5Ri07x41kPAiSIm1KnZexkXFXnvCfIIZ2rsEJbbehzMmSsgbWfJ7qSOmvdtmwuvH8q69OzeXxPAVLafHjnNrhjKDx4TPzEuusIOPcR+NGi/61Om1w4tezAw+PmpEvehTd/WSM1D+/empdvOJKBXVpw44RPue2VueTlF+y60dTCJrL/Oj/ub7HbKnKSlHAFBXHg/f5f4NFT4U894amL4lEw7fvFvXcBHj4x/jtWkL/34+3u3d9D+ho49W//+xtdHm17w9dvh+VT4toqa90sSF8VjwyvT3ocCUkNYPE7CTn95AXxir1H96vic8MFk+I37Gu6B2i30VCQB6un1+hp6u1IpPzkVDjvsYr9EqrGvDxrDV1aNWZYt1Z73e6gDs05c2gXHv9oOd8c24sDWthgtc456Dg4/wl4+hvwz3Ph0ufrTNPjapOdHvfomfYgpM2D1FZwxLXx1Ni2vYs3mz3wp3xt/UNx4JOfCyOvrdp5P5sAL90Qn+PYe+Dje+E/t8TvGBz143jUQHVO9creFr/g7DYaBpxRfcfdR/13QRoAR/Wpf/2QALq2bkzzRg2Yu6auhkgnAiF+J7TzkERXU+es2bqDix6YyqbMHB6/6nCGd98tQJr2YLyQSEiK340d+4O4R0bjVns/8NBvwLovYOpd8ZTUIRdXe+0dmqfy5DdH8rtX5/LglKXMWZPOnRcPjUcc78yAuS/GIy8L8uHt38Qv1M68Ow6b9yAnLw6hdl+kQ5KqVdbGuE/NorfikCIrDgw44FAYdX38nPjAI+KekhAv4PTyd+O/Y0smw1n3l29BmjWfxc/5RlxRuVFMgy+CRW/HK5X1/FrchqKi5r0GhJqdTlUTUlvE34NFb8Nxv6r10787bwM92jahZ7s9/78qly3LYON8GH55dZVVugMPBwIs/7BGR27V2xBpR+NONTpES+W3OSuHKQs38s2xvcq1+stNxx7MS5+t4a53F/GbMwbWQoUwac46tm0vKHtDxfqeBOc9AhPHw5PnwzeeLfXJfr2yfk78QmzWRMjJhE5D4Iy74JCz9/j3pCC5YRyoPXsF/OfHkJ8TN4WuqCiC//7pf//8z38ifuHX7+vxk5C3fwsv3wgf/B2O/mlcT3WsmvHe7XEz65N+7/Shcpg8fwMDu7SgffP6OdU2hEC/Ts3r7kikpu3iJzfzX4Ojf5LoauqU1Vt3cNH9U9mSFQdIw7rt1pNrwSR47Ufxk//T/1Hx3mYn3AYb5sYvftr1iUcvVbOGDZL49RkDGdS1FT994QtO+8cU7vnGcAanvRRPbz3sm9D1sHh1yLdujaf1XvQvaN0DgI2ZO5k8P4135q3nvQUbSQpw9yXDi1ekk6Qqi6L4zcN5r8b/i1bPBCJo3CaeBnzQcfF0r+Yd97x/ast4elnvY+KpafeMhjPviZ83l6YgH175LjRpV/keviHEK7StmgbPfROufb/sNxB2N/+1OIxpVg/fKOt9DLzzW8jcUKuL/2Tn5vPh4k1cdHg5+lftzYJJ8ecabnYNxD8XHQfGIVINqrdv8USh3pa+z3l99lryCqI990HYg+5tm3LeiAOZ8MkKVm3ZXsPVwfsL07jmiRn8bWY2O/MqOPR0f9b/NDjngXgO8oQLIXdHoiuqvJwsePrS+J/9Z/+KR+Vc/Q5867/xu/R7C6QbNITzHo2DnTd/EQczFZGXAy9eFwdIgy+GS57b9R9/r3HwzbfgoqegQSo8dxXcNzYerVGFKR+Nt6+Np5AMuThuxqi92rYjl5krtjKuT/2cylakf6cWzFuXQUFBHZ0u1PfkeEj9ttWJrqTOSNtewAX3fcSW7Tk88c0jvhogrZ0VB9kHDIxfvFSmOX5ySjx6u3lHeOoSSF9bPcXvwTnDu/LcdaMJIXDefR+R9v7D0PbgOEAKIQ7iL3mGKH0VefcexYvPPclZd3/AYb97ix8+8znTl23htMGd6NSyMeMf+YQJn6yosVol7Wbt5/DY6bB9c6IrqT75ebDsA3jjZ/FU4LtHxoFEFMG4n8TPB3+0KP77OuTi0gOkIiHEvTKv+S+06AITLoDXb4G8nXveftpDsOZTOOkPFQ9+SkptCec8FPftfOW7FXuOuHVl/L+378mVP38i9T4m/rxkcq2eduqSTezMK6j6VLaFk6BNr11mO9SobqPjwDE/t8ZOYRKjKnvpszX0bt+U/p3KP+XpxmMPIoTAP95eVIOVQdbOPH7y/Be0a9aQ1ZkRd71Ts+fb5ww8B868N24s+NQlNdu7p6ZkpsFjp8G8V2DcT+H7X8bTKLoML/8xklPg7Afi6Rjv/Bbe/UP5/nnv2Br3lvp8Ahz9s/i8e1pZIoT4H/u1U+InCLnb4+DuoePjHkqV0GvJo5DcEI75RaX2399MWbiR/IKIcX3r4Tt0JQzo1ILMnXms2lJHQ9+iZYUXvJ7YOuqIlZu388dPsknfkcuT3zziqw3R09fEix2ktoxX0KxKI/4mbeLFE3ZmxNOVa/Dv+cAuLXn5hiM5vct22m/5lP80PJad+QVk5+bzzrz1/OyLAzi/4Pcs3tGM02Z9m1Oznue7xxzMKzccycc/PZY/nD2IZ68bxZEHteMnz3/B71/7svRgdGdG3Fx83ewauz/SfuPTJ2Hpf2F6NfaCTIScrHi1yheuhdsPhkdPgU/uL+wv9Jf4ueA178K4H8fPByvTX7d9n/hNwCOug4/vgQePjUdYltBw56Z46lvvY+Ln1FV14GHx4iZzXohHuC+ZHAdUm5fCji1xX6c9WfCf+HO/r1e9hkToNCReGW/R27V62snz00hNSeKIPS1wUV4522HZ+7U7jbD76Pi1RA32oKy309lUN6zbls0nyzbz3WP7lGsqW5FOLRtzyRHdePyj5Vw7rnfV5pnuxe2T5rNqyw6euXYUf31pGndPXsyJAztySOeWNXK+fdLgC+JpXC99B54ZH0/FStASmxW2aTH88xzIWAcX/LNq/zyTG8RDlpNS4L9/hPyd8bDk0n7utyyPm8huWhwvADD4wrLPkZQEh54bj5T67F/xE4THToOeR8X9khq3ivtTFX+0gIbNvvr9WPoe7TdOhWN+vte5+lEUr0b2xpz1fOeYg+jSqh6t1lHNJs/fQIvUBnVvVbMKKlpife7adLq1rYNTvtv1gdY945F2h30z0dUk1LbtuVx4/1Sy8yOevnYkA7vs9n9pZ0b8N2RnOlz5Rvn6bpTlgEPgrHth4qXwyvfiYLuGprq2adqQ/ztoNgXrk/jl0kNJ/ct7bMjIJju3gCYNkxl7cD/mHPQc3Rf/mqsWPQgZmdDhb8X1NE9N4aHxI/jNK3O5/70lLNuYxd8uHBIvsZyzHRa+EYdHCydBXjY06wjf/rhq7/RL+7tFb8afP74PRn2nfq3ilb4m/nsw77U4XMnfGfe87HNi/EbdQcdVf4/PlFQ4+Y/xqPIXr4P7vgan/Dl+zhYCBy16CApy4ev/r/r+1o75bvzm7uQ/7OHGEPcQSm0Z3/fGreLP62ZB24Og3cHVU0NtS0qCXkfHfasKCqqn5UMZoijinXkbGNO7HakpVVjEa+l78f+o2lyZtPvo+PPyD2tk+joYIu23cvIK+MWLs9mRm89fLxhS6eWsX5m1hiiC0wZX/MntdeN689QnK/nbWwv4+4XVP91mxvItPPrhMi4b1Z3DerTh4n4NWZCez83PzuLFb48hJdmBeOU27NI4SHr1+/FQ4Kbt4vCiYZO4V1LDpoWXm0JKk/993bApbTYthRWN43/cqS3izw2b1/w/gFXT4xdgAONfrlwjw90lJcf9SJJTYMpf42GiJ9z21ScGq2fGowfyd8KlL0DPsRU7T3IKDB8fj3ya8Ug8he6Fa0rfvkHqruFS+lqyG7UnddR39rh5QUHEf+as4653FzGnsAnzh4s38vQ1o+jYcv9rdl8Upo3t054G9fzvQt+OzUkKcYh00sAyhuQnQgjxaKRpD8DOzKqNrKnnbnt1LuvSs/nZ4alfDZDy8+DZK2H93HgEUsdq7B844HQ46pY4DO9Y2Dy2JhTkkzTrKTj4OH416FgenrKUY/p14Jh+HTiiVxsaNSh8Un7Ek/D+7fDu7+JeJRc+CS27AtAgOYnfnDGQnu2a8qdXPucv/3iXH3SeQ+MlkyA3C5p2gGGXQedh8O9vx1OOT/9HzdwfaV+3aTFsXgL9T4cvX4pHUY+4MtFVlS4/F1Z+EgdfC9+E9YWjEVt1i+vudwp0G1U7izD1PQmu+wCevyb+W7T4Heh7Ch3SPojf0GvTq/rOlZQMlzwbN2resRWytxZ+3lbi68LLO7bCxgVxa4Ux11VfDYnQ+xiY/Wy84nDHQ2v8dEs3ZrFi83auHtuzagda+AakNIXuY6qnsPJo1gHa9I5DpMr0ci0HQ6T9UNbOPK795wzeX7gRgIM7NOOGYyuXTL88ay0Du7SgV/uKvxDo0DyV8aN7cN97i7l+3EH07Vh97w7szMvnx8/NolOLVG4+qR8AzRoGbjvzEK7950zuf28J3z76oGo7337hsKvikS/zX43fBc7Jihvc5WTFQyZzMuMXhdGufacGAXyx+8HCrqNpigKmJm1h2Ph4CcyqmPda/AKseUf4xnPVOwc5KSleMju5IXx0ZxyunfSn/4Vi816L+xo1bQeXvxIvcV9ZKakw8rp4NYdtq+IRCTszdvvY7brsdGjUgvktjmHwbu8g5uYX8O/P1nDP5EUsTsuiZ7um/N85g+jetglXPjqNix+cylPXjKRD8/0rSJq7Np0NGTsZV09XZSspNSWZnu2a1t3m2hC/Izz1rvhJ9oDTE11NQkxZuJFnZqzi2qN606vxul1vjKJ41caFk+JpFwcfV/0FHPXj+AXXpJ9Bh/5xQ9nqtvhdyFgDJ/+RUwZ04pRDS3mzKSkJjro57vn0/DVw/zg4//H4ndT8XFgymSs2PM+lzV6iQUYmW+c3Z0f/s2hz+AXxk/KiaShp8+CDv8VTRnqNq/77I+3riqYKHfer+DnHh3fGz8kqM9WrpqSviVdSW/hmPNpoZ3q8/Hu3UXDcr+Hg46HDgMQsJtKiM1z27/hNxnd/D7OfI6tJV5qOvqn6z5XcIB5Zuj8p6ou06O1aCZHenR+v2DuubxX6IUVR3FS717j/rfBXW7qPhi9frrGRW4ZI+5mt23O44tFpfL5yK/937iA+XPT/2bvr8Ciur4Hj34l7QghJiGHBEgLBKQ6leAuUGnWXX93d9a27e0u9UKSFFilS3IITgiZI3F32vn/cTRsgRDfZ3XA+z5Nns7uzs4dlMjtz5t5z0nlj8V76d/BnUMfW9VrX4YwCtiZl88jEbg2O56bhHfl27WHeWLSXD6+oR42aWry7dB/7UvP58pr+eLn+t5mP79GWSTFteWtxAuOig4gMbGGt65tazwv1z+kopZMqpQXmn3w2r1lBn+hO/yU4KhMf//6eo28LM/UInm0/Qqez9ZWb0D71j3HDp7qLUdtYfQW/KbpQGAZM+D89jWz1O7qY4uQ39eiKBQ/qQtaX/mi5DhLO7vUegpy1bNm/vxeXVfDTxiQ+Wn6Ao9lFdG/rw7uX9mZCj7b/jkL88toBXPnZei7/dB3f3zBIt+Y+QywzHyiMaAFJJICoEF+2JGZZO4zTixikh9rvXXhGJpEKS8t5ePY2OgR4cteYzqxddVISad2Hel8y+HadvG8KDg56WttnY+Hnq3VhWUsX/Iz7Vnc86lLHQq7dJsINS+D7GXoab7dJehpAURa4+eIUPZXDbcdx2RJXMncq3u3VldFVT25HPqQPmOfeAf9b0zI6igrRnPYt1tONW3eCIXfqEgZ7frfsfnrHr5C6+78R7K7eVUaze+nRqZWj2c1Tz3yzd8LiZSeONvIOgeipEHmOPkF387FcjI3h4AjD79OdeP9+nj1+E+lrLyUgbJ1PWwiMhv1LYOhdTf52y+JTiQz0Ity/EaUBUndD7hEYcb/lAqurdoNhyzf6AktQlMVXL0mkM0hyTjFXfr6OQxmFfHB5X8ZFBzMxpi3bjuRwx/db+OPOYQTU48Rx3tZjAEzqWbeubNVp5enCdUM78NaSBLYfySEmrPG1inYdy+WDZfs5v09otdnjp86LZtX+dO7/ZRu/3Dy4wVP5RDUMQ2fanVx1EVcg1zcFIkfW7fWlhToJ9M/r8Mko3SFulPlKeW1MJlj6jL4C1GW87rLRlCcRhgHnPKtHJK18TU+fS90JXSfB9E9r7vjWTPKKy5i5LpFPVx4kPb+EPhF+PDs1mlFdA0+pYda/vT+fXdWPa77cwOWfref7Gwbi53FmHPgs35tGVFsfAn1axgis7m29mbf1GDlFZfi6N8Mw/vpydIbOY3USyVRhW1e5m8Ebi/aSlFnEDzcOOrXOwp7fYeHDet835pmmDcTVGy75Tu9rf7hUF4i1VL2Qwkz9b+l3bf1q6LXpqhNav/1PjzLoPA56nK+vQDu50g74tXsx13+1keu/2sjjk6O4enB7vT9zdocp78IXE2Dp8zD+Bcv8W4Q4E5QV66Rtnyv0/e7n6oTSqrf075YY2ZOyU7enV6cp/lwdw4HeyqRHG4UP0qOkOo+13mijugofAFfOIa/KBT1hAZ1G6QLppQVNeoxfUFLOugOZXDW4XeNWlPCnvu3cjPWQKv1bF2mVJJFEwx1ML+CKz9aRXVjGl9f0Z3CnAAC8XJ1477I+TH1vFXf/GMdX1wzAoY5JlXlbj9O/fatGF+O9blgHvlx9iFf/iufLa/rXq0D3ycorTDz46zb8PJx5fFL1fzBtvF156txo7voxji9WHeT6YRacpywax8VDz93tezWsfV8Ppd49X9cGGvkQ+J9mXnJ5qZ6Dvv0n/dqJr+mhvk3NMHT3M0dXWPaC7tAx7vlGnxRXmBTp+SUk5xSTnFtMam4xJeUmXJ0dcXVywM3ZETcnB1yr3jo74Oqkb00KZiWUcseypeQWlzOscwC3jurNwA7+Nf59DY4M4OMr+3HDVxu58vP1fHv9QHzcbDAJYUG5xWVsOpzFTcNbzn6gsrj2nuO5DKznCNNm02U8bP9Zt6CNGGTtaJrN1qRsPvvnIDMGRJw6+vfoZn2CFdoHpn3cLIVD8e8AF34J35wPs27SDQgs8b7bf9GjUmMvq/9r3f1gxnd6ZGs1+6sgHzd+vGkQd/0Qx9PzdnEwvYAnJkfpembtBuuC7Wvfh+hplqmFJ8SZIHE1lBfp4tOgj2MG3wa/3wuJa/47IW2oymm6br5w+2Z9sbEkX5dCKM3XSYGq90vMj5UXsSPTmR7n3mo7o42E9USerUtJHFrVpIWq1+zPoLTCxKiGTmWrKIcj62HbT3rqnU/DB1w0mF87PWIvcQ0MuMHiq5ck0hlg57Ecrvp8PSYF398w6JTRPt3b+vDkudE8Mns7HyzfX6daQfHJecSn5PHMlMbPx/Vxc+bWUZ144Y893P/LNl6YFoOLU8MOYj/75yDbj+bw3qV9aOV5+qufU2JDmLf1GK/+Fc+Y7kG0b6LucKKB3Hx00mjAjXpk0fqPdTG9PlfC8PtP3BkX58CPV+iWtKMfh2H3nnLikZFfQkJqPuH+HpbvQGYYukVsv2vrPHWutNzExkOZHDcniVJyi0nO0bcpuSWk5ZdQcbp21vUwLjqI/42MpFc9Oo6N6NKGDy7vw83fbuKqz9fzzXUDT5gS2tKsSkinwqQaN+fdxkSZk0i7bTmJFDlGX1mOX3DGJJHKzBc52ni78vDJ08Czk+D7S8AjAGb80LwjGTuOhHEvwMIHdYHrEQ80fp1x3+oD57Y9G76OGhLeHi5OfHh5X15auIePVxzgcEYh717aG283Zz1SIX6h7ih604rmr0MhhD1KWKwviLUf+t9jsZfB3y/q0UiNTSLtnqdHOk189d+R6nokSVCtL01ftkwSSEKLOEs3k9m/pEmTSH/Hp+Lp4ki/9v51f1HucT0ldN8i2L9Ml+swHOHct5oszhoZhv67PbzqtBdlGqPlnhkIANYfzOS6Lzfg7ebEN9cPpNNpCmDPGBDO2gMZvPZXPP3atar1xGPe1mM4OhinL5RZTzcM60hBSQVvLUkgKbOQj67oW++pNAfTC3h90V7GRgUxMabmrkSGYfD8tBjOeX05D83axnfXD6rzCKzGKC7T/8ZNh7Nwd3bEw8URd2dH3F2q/u6Eu7MDHi5OuLk44uXqSFl54xMKtu54ThH3/LgVLzcnQv3cCWvlTlgrD8Ki7yOi1w14b3gLY/NXEPedvtI89B7dMnPmhbpDxdQPye4ynb2HsohPySMhJY+9KXkkpOSTUVAKgKeLIx9f2Y8hkQGW/wfUMYGUX1LOtV9uYP3BzH8f83FzItjXjSAfNzoHeRPs40aQrxtB3q4E+7oR7OOGm4sjJWUmissqKCmvvK3Qj510W1phwjH9AJed27C2nmd3D+KdGX249bvNXPPFer66doBuq90CLYtPw9vNiT4RftYOxWICvV1p7enC7uN51g7l9Nz9dFHk+AVwztPWjqZZfLR8P3uS8/j4ir4njPBzLC/QnSTLiuHKuZarpVYfA2/So8KWv6ynrtRlCvHpJO+A41t1w4Em5OBg8MjE7rRv7cnjc3Zw87eb+Pa6gRiu3nDumzDzAt3ZcvSjTRqHEC3CvsX6hLPqFCFnd30xb9kLkLoHAhtYA7Ws2FzEPxr6XmOZeMWZydldHzvsX9pkb6GUYll8GkM7B9Q8qKFytFHCIp04SjZ3EfJuq+uIda6s19X4Ui0N1u4sfRE+69DpZ3M0UMs8KxAALNmdwv9mbiaslTvfXDeQkBpGYBiGwQvnx7D9aA53/LCFP+4YdtrCukop5m49xuBOretVQ6kmhmFw9zld6BDgyQO/bGPa+6v5/Or+dKjjCCGTSfHQr9twcXLguak96jQlLtjXjccmd+fBX7fz3fpELh/UyHmvtUhIyeP277ewJzmPPhF+ZJdVcDyngsLSCopKKygq0z+qmnxRJ18HRoyoOLV+RgvyztJ9bDycSccAL1bvS6eg9MQub16uY+nrM5Ab1c+cteZ9ytd/ToWTBw5lhbzu/wyzfm9D2g+LqizvRGSgF2d3D6RLkDftWnvy6p/xXPPFBl6/uBeTG1HLq6Fyi8u4+vP1bD2Sw/PTejC4UwBBPq51T9DUo2TPsmWHGhRjpfE9gnnz4lju/GEL13+1kc+v7t/itj+lFMv3pjGsc4CeCtNCGIZBVIgP24/mWDuUmnWdoKc3ZOy3fFFnG7MvNZ+3l+xjUkxbxkZXuchRUUb0zpchZ69u2dzQk7TGqmwWsH8JzL8brv6j4dPa4maCgzPE1NCEwYIuHRiBSSke+20HP21M4uL+Efrgveclur5e1BQI7tEssQhhl7IT9cW4vled+tyAG3TXw9XvwNT3Grb+Ne/o97hybvOUGhAtW+TZ8OcjegSvX7jFV5+Qms/R7CJuG13NzJziHD2qLmGR7kBaOdoowlyvK/Ic3TXPVup1RVTWRVotSSRRN7O3HOG+n7cRHeLDF1f3r1OnJS9XJ969tDfT3l/N3T9t5cur+1c7OmfbkRwSMwur/+NqpKm9Qwlt5c6NX29k2vur+OjyvnWajvHd+kTWHczk5ek961Uc96J+4czbepwX/9jNqG6Blp/qhD5RnbkukWfn78LL1Ykvru7PqG7VX2lWSlFSbtKJpbIKikrL2Xw4mwd/3cadP2zh/cv6tshC4Meyi/h5YxIX9Qvn+WkxKKXIKSrjSFYRR7IKzbdFHMlqzbNZt+OixnNT6Q90L0vkPp6kgh6M6OJNlyAvOgd50yXImxBft1OSiQPa+3P91xu4/fstZBaUcuVZ7Zvt35hTWMaVn69j1/Fc3ru0N+N7WGYUX1M6t1cIZRUm7v15Kzd+s4mPr+jbohJJe5LzSM4tZmSXljOVrVJsuB/vL9tPUWkF7i42+n/WZbxOIu1dCGfdau1omozJpHh41jbcXRx56ryTpoD/cR/+WXFw3ru6YKg1eQbA2Od0fbkt31R/Qlmb8lLdYbPrBPBsvqmUlw6IYO7WYzz3+25GdQ3UxwHjX9RJsbm3wXWL5eRViNPZt1jfVtZDqsrDH3pfARs/16P66lvbJfcYrHxdj3DsOKLxsQrRabS+3b9E10G1sL/3pAIwsms1Mwz+eAC2/WBbo41q0qYbuLfSNc96N6BGYQ1azqVX8a8vVh3k7h+3MqC9P9/Vs1V3dIgvT0yOYsXeND5csb/aZeZuPYaLowPjomueMtZQ/dv789utQ/D3dOHyz9bx66YjNS5/LLuIlxbsYUhkay7sF1av9zIMgxfPj0EBD8/ajqpuGFAjZBaUcuM3m3jstx0M7NiaBXcNO20CqTIeN2dH/D1dCPVzJzLQm4v6h3NJNxf+3JnC87/vtmh8tuKDZXpb+5+5HpdhGPh5uNAj1JfxPdpy/bCOPHVeNJ9e1Y+Fdw1n7tPXMfSRP3C7J45fnrqJObcN5dULe3Hj8E6M6qqTgdWNRvP1cOab6wZydrcgnpizk9f+irf4/3l1MgtKmfHJWnYfz+PDy/vaRQKp0vl9wnjp/BhW7E3j1pmbKS2vR1cVG7csPg2AEdUdKNi52HA/KkzKtkcj+XeANt31lLYWbOb6RDYcyuKxSd1p413l+3jXHNj0JYcjpv/XEcnaYi/TUwUWPQ75qfV/fcKfUJgBvS+3fGw1cHAweOn8GErKTTwxZ6d+0MMfJr4Cx7bA2gaOoBDiTJCwGHwjIKBL9c+f9T9QFbD2g/qve9GTugvn2OcaF6MQldp00wWjm2hK29/xqXQL9qatbzUDC7IO6bpM9+zW3UCjpthuAgn0iOKIs+DwGsuv2uJrFFajlOL1RXt5et4uxkYF8cU1/RtUEPeygRFM7tmW1/7ay4ZDmSc8Z1KK+duOMaJrmyZtHd2utSezbxlCv3b+3PvzVl77Kx5TNYWGlXkIe4VJ8eK0ng3q7Bbu78GD47uxYm8av9SSsKqP1fvSmfDWCpbHp/H45Ci+vLo/gd4NayE+rr0z1wxpz+erDvL5PwctFqMtSM4p5scNSVzQN6xeI8F83Z0J8XOvdy0rN2dHPry8Dxf1C+Odpft4ZPYOixSxPp20vBJmfLyW/Wn5fHJVP87uXnsRSVtzcf8Inp3agyV7Urn9+82UVbSMRNKy+FS6t/UhqB6jF+1FrLmYelxSlnUDqU3XCXqYdZGNx9lAx3OK+L8FexgaGcAFfatc5CjMhN/vg7a9ONTeslcHG8UwYPKbUFoIfzagltCWmeAVDJ3OtnhotenYxou7xnRm4c5kFu44rh+MmgrdJsPfL+hpk0KIE5WX6sYkkWeffgpOq/a62+GmL/V0nrpKXKe75g6+Xa9DCEswDIgcDQeW6bpEFpRbXMbGQ1mnv+CfnwI+obYzXa0u2g2GzP2Ql2LR1UoSqQV5+c943l6SwEX9wnj/sj4NnnZSOTonvJU7t3+np/1U2ptlIiW3hPN6NX09GV8PZ766dgAX9wvnnaX7uOOHLRSXnVgnZ+7WYyzdk8p947oS0brh3WyuGNSO/u1b8ez8XaTmFjcq7tJyEy8t2MNln63Dy9WJWf8bzHVDOzS6cPdjk6IYFx3Es7/vYuGO5Eaty5Z8uHw/JqX430jLT488HSdHB/5vek9uHdWJ79cn8r+Zm07ZtiwhJbeYSz5eQ2JmIV9c3Z8RXex3xMsVg9rxxOQo/tyZwj0/bW2WEVxNKa+4jE2Hs6ofrtwCtPZyJdzfnbikbGuHUrOuE/UV7oTF1o7E4pRSPGZOUr8wLebEixx/PgJFmTDlPZSDjU03bNMFht2jT/7qc6U3LwUS/oJel1ht6tgNwzoS1daHx+fsJKewTB/oT3pNd52aezuYWkYCXAiLSVoHpfl6Wk5NBt8BJbk6kVQXJhMseECPGBl2T6PDFOIEnUbrhOaxzRZd7aqEdMpNilHVdexVSieRvOzsYnBlXaTE1RZdrSSRWohPVhzgg2X7uXRgBP83vWeji8R6uznz7qV9yCwo5Z6f4v4dBbT2eDnuzo6c3b15aoi4ODnw0vQYHprQjfnbjnPpJ2tJzy8BdNv2p+bupHeEH1cPbt+o93FwMPi/6T0pKTfx6G87GnyCfDC9gAs+XM2Hy/dzSf8I5t0+lB6hlhnm6Ohg8ObFvYkN9+POH7awOdH+r9yn5hbz/fpEzu8TSrh/M7a0RidL7x/XjSfP1YmRKz9fT05RmcXWfyy7iIs/WkNyTjFfXTuAwU3REa6ZXTu0A/eP68q8rcf4zM5HxK3apw8URtpxYq82seGt2JKYbe0wahbaFzzbQPwf1o7E4uZtO86SPancO7bLiRc5EhbD1u9hyF0QHGO1+Go09B7w7wTz74Gyorq9ZtsPOiHYzFPZqnI2XyDIyC/hhT/M07+9g2Hc87rN8aYvrBabEDZp3yJdCL/D8JqXC4mFDiP0lLbyktrXGzcTjsfp7psudWuSI0SddRwFGBaf0lZjx96SPCgrBG87SyK17QnOnnrUtwVJEqkF+HljEs//sZtJPdvy7JS6dSarix6hvjw+uTvL4tP4eOUByipMbEwu55yooGZt920YBjeP6MQHl/Vh1/Fcpr63ir0peTw9bxcFJRW8PL2nRYpNd2zjxT3ndGHRrhTmbzter9cqpfh5YxKT3l7J4YxCPry8Dy+eH2Pxz8ndxZFPr+xHsK8b13+1kcMZBRZdf3P7aMUByk2KW0c13yikk10zpANvXRLLlsQsLv5oTaNHogEkZRZy0UdryCgo5ZvrBzKgg78FIrUN/xvZiTHdg/i/hXvYdiTb2uE02LL4NLxdnejTrpW1Q2kyvcP9OJ5TTIoFtukm4+AAXcbBviV6WkULkVVQytNzd9IrzJdrhlTpiFKSB/PvgoCuMOIBq8VXK2c3mPwGZB2EFa/WvrxSeipb2AAI6Nz08dUgJsyXG4Z15MeNSazel64f7H25Ln666EnIsdy0dSHs3r4lurOUq3ftyw65E/KOw/afa16uOBeWPA3hA5utS2NDrD2QwVerD1HeQqbon1E8/CG0j95+LUQpxd/xqQzv0qb6wRj55ulgXk1TE7jJODpDeH+L10WSJJKdW7QrhYdmbWdoZACvX9TL4p27Lh/UjkkxbXnFPFUuv0x3bLKGCTFt+fHGsygpNzHl3VXM3XqM20ZH0jmoDl98dXTd0A70CvPlybk7eWbeLl5csJtX/4znzcV7ee/vfXy8Yj9frDrIN2sP88P6RH7ddIQ5cUe5/fst3P/LNnqG+bLwrmFNWji5tZcrX1zdH6UUV3+x4YTphvYkLa+EmesOMzU2lHatrXuVakpsKJ9d1Z/EzEKmf7iag+kNT84dSi/g4o/WkFdcznfXD6JPRMtKUhiGwSsX9CTAy5Xbv99CXrHlRm81F6UUy+LTGNo5AOdGjtq0ZbHmK2k2Pxqp60TdJtfCQ62t6dn5u8gpKuOlky9yLH5KJzGmvAtOdW96YRUdR0CvGbDqLUitpanD0U26RbiFu7801F1jutCutQcPz95OUWmFntZ27lt6pNT8u3XSS4gzXe4xSNlRfVe26nQaDUExsPqdmqeGrngZCtJhwv/ZbO2Yo9lF3PD1Rp6cu5NLP13H8Zw6jrgUtqPTaDi60WI1FXcdzyU1r+T0I9T/TSLZYUffiMH6b70o22KrbLlHz2eAdQcyuPW7zfQI8eGjK/ri6mT5ugqGYfDi9BhC/dx5Z+k+PJxgeBfrTcvpFe7Hb7cOoX2AJz3DfLl5RCeLrt/J0YFXLuyFr7szP21M4stVh3h/2T7eXJzAK3/G88Ife3h63i4e/20HD83azr0/b+XOH+JYsCOZ+8d1Zeb1g6qv5m9hHdt48elV/f79EmyKej4nqzApUnKLLdad65OVBygtN3HrKMv+HzbU8C5t+P6GQRSUVHDBB6vZfqT+Xa32peZz0UdrKC438f0Ng4gJs+GODY3QytOFt2f05khWEY/Mbvj0T2uJT8kjObe4xdZDqhTV1gdnR8P26yJ1HKlr1rSQLm3L4lOZteUot4zsRPe2Pv89cWgVbPgUBt0C4QOsF2B9jH0OXL104qWmk8Yt34KTO0Sf33yx1cDdxZEXz4/hcEYhby7eqx9s1R7OflLXbaptJIUQZ4LKURy11UOqZBgw5A5I26P/jqqTvg/WfqgTyiG9LROnhVWYFPf8qEt1PDKxGzuO5jDhrZUs2mXZwsOiiXU6G5QJDq6wyOpq7dibZ65H621nI5FAF9dG6RpoFtLguTaGYYQDXwNBOio+Vkq9ddIyBvAWMBEoBK5WSm02DKMr8B3gDNyklFpjGIYTsBA4TylV2NC4zhQ7j+Vw/VcbCW/lzhfXDMCzAV3Y6srHzZn3L+vD+e+vpn+wQ5Mkq+oj1M+dP+4YSrlJNckogi5B3vx938gTHqswKcoqTJSbFOUVJkorTJRXKMorFKUVJnzcnRrcea2h+rbz582LY7n1u83c81Mc787o0+Di3SXlFaTklJCcW8zxnCJScos5nlNMck4xybn6NjWvhAqTomMbT2bdMhg/D5cGx56eX8I3aw5zXq8QOrbxavB6LK1XuB+/3HwWV3y2nks+XkP/QIP1xXvw83DGz8MFP3dnWnnqW18PZ/zcXXBx0ttgfHIel326FjD44cZBdLHgCDlb1L+9P3eP6cyrf+1laGRrLu4fYe2Q6mx55YFCFzu8mlQPbs6ORLX1sf0ObS6eOpEUvwDGv1S/K9eH18D8uwkInAqMbJr46qGgpJxHZ++gUxtPbhtdZZpuWZEu7OzXDkY/Zr0A68szQCeS5twKW76BvledukxZEeyYBVHngZvPqc9byeBOAVzSP5xPVh5gcs8QndQfcAPs+BUWPIhz7zesHaIQ1rVvkS58HRhV99dET4Mlz+gRil3Hn/r8n4+Ak5tO2Nqoj1ccYN3BTF65oCcX9gtnTPcgbv9+Czd8vZGrB7fn4YndrH6uI+ogrB+4+uhkaNSURq/u7z2pxIT6nv587t+RSHZWEwn0Z+XgrOsidRlnkVU2JvNQDtxrTgp5A5sMw1iklNpVZZkJQGfzz0DgA/PtTcCdwCF0kmk6cAvwrSSQanc4o4CrPt+At5sT31w3EH/Php/M11WPUD1NK37rhiZ/r7owDANnx+YbIuvoYOBoax10gIkxbXl0Ynee+303L/rt5tFJtR8ImEyKXcdzWbM/g1X709l+JIeMaqbEebo4EuzrRltfdwZ3CqCtrxuerk68sWgvt363mS+vGdDgJN6nKw9SXF7BbaOtWzujOh3beDHrf4O556c4Nidm8s8xXbfpdDxdHPHzcCGnqAxPV0e+u2EQnWwoMdaUbhkZyer9GTw5dyd9IlpZdGppU1oWn0a3YG+CfZs38WsNseF+/LLpCBUmZfHpzhbVdTwk/KmnTQXV4YRGKVj3Ifz1GJjKCSt1AB5q8jBrDknx4oLdHMsp4uebzjrxJGTZi7rF7pVz7K/IbOxlEPcdLHocuk44dSj/7vl6OmKsbUxlq+rhid1ZuieVB37dxtzbhuDs6KinEr4/iNCjvwNTrR2iENZRUQ77l+nkb30S947OcNatsPAhSNqga61USlik9+PnPGuzU362H8nhtb/imRTTlgv6hgH/Hfe9tGAPX6w6xIZDmbwzo7dNXeQU1XA0F4Tfv1QfEzRi6mR2YSmbE7O4raYarfkp4OgC7nZYpsLZXdeQsmBx7QYnkZRSx4Hj5t/zDMPYDYQCVZNIU4CvlZ7rsNYwDD/DMNoCZYCH+afMMAw/4FygmpS2qCo1t5jLP1tHhcnE1zcOJsSv6adOVerYxotEJxs+CTlDXTe0A0eyivhk5UHCWnlw1Umd6pRS7E8rYM3+dFbty2DtwQyyC3Udm05tPBnTPYjQVu7mhJEbwT5uBPu64e3mXO37tfF25b6ft/Ls/F08M6VHvePNLCjl6zWHmNwzhMhA2/yCDvJxY+b1g1i2bBkjRoygoLSCrIJScorKyCosJbuwjGzzbVZhGdlFpSgFd57dmfYBdnaC2Ai6Y2AsE95ayW3fbWHObUNwc7a9ZGtV+SXlbDycybVDO9S+cAsQG+HHV2sOk5CaR7dg2xklcoou44G7Ye+C2pNIpQUw9w7Y8Qt0nQStO+K3+h3ITgK/8GYJtzrvLt3Ht2sTuX5oB/q1r1JM/+hmXUOkz5V6xJW9MQyY/CZ8MBj+fBSmf3Li83Hfgl8EtB9mlfBq4uvuzDNTenDzt5v4eMUB3cShTVdoN4Q2qS2nBpcQ9XZkg07+1nUqW1W9r4BlL8Hqt+Dib/Vj5aWw8GFoHQkDb7ZsrBZSVFrBnT9uIcDLleenndiIyNXJkSfPjWZIpwDu/2Urk9/5h2en9GC6OdEkbFSn0bBnPmTsa1RThxUJ6ZgUjOxWQ/IzL0WPQrLROl+16nMVFKZbbHWGJWpZGIbRHlgB9FBK5VZ5fD7wklLqH/P9JcCDQCp6KpwrelTSVcA8pdSyWt7nRuBGgDZt2vT96aefGh27NeTn5+PlVf+T54IyxYvrikgrUjzY342Ofs1/stbQ2G1BS47dpBTvbCkhLrWC23u7EuHjwO6MCnZlVrA7w0R2if47b+1mENXake6tHenu70Art4aNJPoxvpQFB8u4MsqF0RHVJ5tOF/sve0v5/UAZzw1xJ9TbtsuyteRtxpK2pZXz+qYSRoY7cXV044sFN2Xsm1LKeWdLCQ/2d6N7a8vvQ21tm0kuMPHQyiKuiXZhRHj9/labW59N96IMR7b0efm0y7gXHiN650t4FiRysMNlJEZMx604hUHrbmZ/x6tIirBOTZ6FB8v4Ib6UwSFOXB/jgoP5INMwldF30704l+Wxof87lDuf+vla+3Ovq/YHv6P94R/Z2vNpsvxjAajIOMjo7XdzqP0lHG5/iXUDrMG7W4qJS6vg2cHutPVyIOToH3RJ+Ij1/d+h0NN+puJWspdtpirDVEbnhE9QJbk4uHhS4ehGhaMbJgdXKhxdzfddMTm4/ft7mbMPRe4hNnPSZo+fe6WTY+9w4FsiEn9l1ZBvqt0v1Ua//hfWD3iPIo9QwpLmELn/c7bFPE5m636WDN1in/tXO0tYllTO/f3diKrh+z+z2MRHW0uIzzIxOMSJK6JccG/gRfSWtM3YIreiFAatu5GEyOs5Gnbuv4/XN/ZPtpWwNa2ct0d7/Pv9fbKeW5/AqbyIzX1faXTcNbGlz33UqFGblFLV/kE3upCOYRhewK/AXVUTSDVRSiViLl5gGEYkEAbsNgzjG8AFeFwptbea130MfAzQtWtXNXLkyMaGbxXLli2jvrEXlVZwxWfrSCkq4ourBzK0s3WKWzckdlvR0mM/a0gFl3yylnfisv9tPBPg5cKwbkEM7tSaIZ0CCPd3P+HKS0MNG6648euNzNyTxrjBvRkSefrtsWrs2YWl3Pb330yMactl5/ZpdBxNraVvM5YyEijw2s1Hyw9w4bCeTOrZuO6ETRn7n7O24+V6jOunjmqSmmq2ts0opXhp0yKKPIIYObJnjctaP/aLYNmLjOwXVf1UiD1/wOwHwcEJLv+VjpFn09H8VM7uN+hUsJlOI99u1ogB3a0zfgeTYtry1iWxJ7YGXv4yFByGS75naLeJ1b7e+p97HQ0ZBB9spFfSl3DuGnB25+CXP2Cg6DDlYTq0amftCE8rqm8xY15bzuwj7vxw4yAcCrqhXvuYAZ7HYeSV1g6v3uxmm6lq9btw/E+K3IJxLzOgtBDKCsBUXvPr2nSH2Euh58Xgbd1aJHb5uZudEnv8ExAxiKHnTG7YCvtFwRtzGVixAfqNhTVXQOQ59Jx+n0XircoSn/uiXSn8vXAjNw3vyP8mdq91+SljFe8sTeDtJQkcL3XlnRm96RFa/2YpLWqbsVUJL9HZSKRzlVjrE7vJpLh35WLGRIcwelQNxeB3lUFQlyb/TOzlc29UEskwDGd0AmmmUmpWNYscBaqOLQ8zP1bV88BjwB3Ap+g6SS8Atje53gKSMgtJLjDVqz5FWYWJW7/bzKbELN6d0cdqCSRh29xdHPnsqn68sWgvkYFeDIkMoHOgl0WSRidzdDB485JYpn+wmv/N3Mxvtw6hQx2mcX3+z0HyS8q5/ewa5hwLu3Tf2K6sO5DJQ79uo2eYL+H+HtYO6RRKKZbHpzIksnWTJJBskWEY9Arzs/0ObaDr7Sx7Afb+CX2u+O9xUwX8/QKsfBXaxsLF3+jpU1WkBg7Hd98nuqZSYO0nCJbyy6YjPP7bDsZ0D+SNi09KIKXu1kmkHtPhNAkku+LsBpPfgK/PgxWvwqhHCU5eqmtS2HACCSDQ243HJkXxwK/b+G59IpcPakeOb3f8ds2BkQ9aO7yWrzATVrwCnc5mXfgdJ54glZfqZFJpIZQV6umqZYX6ftZB2Pajrse1+Cndij72Ur2vcGr8qNczVn4qHN8Kox9v+Dq8AiF2hq6XVpCm/8/Gv2i5GC0oNa+YB3/dRlRbH+4Z26VOr3F0MLhrTBfO6tiaO3+I4/z3V/PQhG5cM6R9kxxXi0bodDbEzYTykgbtF7Yf1bVhR3atpY5XXjJEDGpgkC1Pg4+izZ3XPgN2K6VeP81ic4ErDW0QkGOupVS5jhHAMaVUAro+ksn8Y3tnHxZwML2AsW+s4KGVRUQ9sZBJb6/k7h/jeH/ZPhbvSiExoxDTSQV8TSbFA79sY+meVJ6b2qPRV/hFy6bnecdwzZAOdAnybtIvOm83Zz67qj8OBlz31QZyispqXD6nqIwvVh1ifHSwbddmEQ3i7OjAOzN6gwG3fb+F0vIa2oE3QoVJkVlQyv60fDYdzuTv+FT+SUhn46FMth/JYW9KHoczCkjOKSaroJSi0goqzPvVhNR8juUU136g0MLEhvuxNyWPgpJarvhbW3AM+ITpLm2VCjNh5gU6gdT7Crj2z1MSSACpgUPBcGzW1u3zth7jgV+2MqxzAO9e2uffTo2ATnzNuU13K5tw+ul5dqfjCOg1Q3dm2vgZ7sUpEHu5taOqkwv7hTEksjUvLdjD8Zwi0toMhtSdkJ5g7dBavpWvQXEOnPPMqc85mQvV+obqmiYhsboddecxupve9Yvh1g26tXzyNvj5Kni1C/x+n643ZoGyHGecfUv0bUPqIVV11u1QUapr0gy8uVE1aZqKUor7f95GQUk5b8+IrXfXtYEdW7PgzmEM7xLAM/N38fzvu5soUtFgkWfrJGbi2ga9/O/4VAwDhndpc/qFykuhKBO8ghsYZMvTmJFIQ4ArgO2GYcSZH3sEiABQSn0I/AFMBPYBhcA1lS82J6EeAy42P/QxMNMc0y2NiMsmlVeYuPenOJwdDS7q7IKzfyh7U/NZeyCD2Vv+G5zl7uxIZKAXnYO86BLkzcG0AmZvOcq953ThsoG2faVPnHnC/T348PK+XP7ZOm77bjNfXN3/xCvxVXy56hB5MgqpRQv39+D/pvfkfzM389pf8TxchyHjVWXkl7AsPo1V+0tZkbeL7MJSsgpLdfFy821ucVmDzhmcHY1/k6oju9ZwoNACxUb4YVKw7UgOZ3Vqbe1wTs8wdJe2uO902/i0PfDjlZCfDOe+XX17ebMyFz9dtHr7z/rqehNfKf5rZzJ3/xhHv3b+fHRF31MLyq/7EI5uhOmfgWcLGz089jnYuxD+uI9yRw+cup9b+2tsgGEYvDAthnFvruDx33ZwbdAgOu/7FHbNgeGWn4IjzDIPwrqPoPdlENwD9iyr/zradIExT+m/7QN/633Elm9gwyfm6W4zzNPd5ASvTvYtBs9ACIpp3HoCInVr9cQ1MOIBy8RmYV+tPsTyvWk8MyWayMCGdZBt5enCJ1f245HZ2/l81UGm9QklOqT+U9tEE2k/VE9z379UX+iop7/j04gN96u523lBqr618pRaW9KY7mz/ADUepZm7st1aw3PnVLm/G7D9IikN9NGKA2xOzOatS2LxzU5g5Mj/us/kFpeRkJJPQkoee1PySUjN45+EdGZt1smlqwe357bRcuItbNPAjq15bmoPHvx1O8//sZsnz40+ZZnc4jI+++cA50QFyRdvCzcxpi2XDYzgoxUHGNSpNaNqGfVzPKeIv3amsGDHcdYfzKRyMKZXYhJ+Hs608nDBz8OZcH8PWnk44+fhQqsqj3u7OVNhUpSUV1BSZqKk3ERxWQUl5Sb9WLmJkjITxebnw/3daevbfF0tbUFsmB8AcUnZtp1EAj1NZcOnepTB9p/1lIlrF0Jo39pfG3Mh/HYzJK2HiIFNFuLyvWnc9t0WokN9+ezqfni4nHQolXkAljyrO871mN5kcViNZ4BOJM25ldTAoYS42M/g8XatPbnnnC688Mceuri0YnDYAEkiNbUlT+tW3KMebfy6HBz1lLbIMVCUDTtn64TSoif0dLe2vcDZQ7fhdnLVt1V/P+ExNz2CIbTFnnpUz1QB+5dAlwngYIFp3VM/0El/N9s7ttubkscLC/YwqmsbrhjUuAvxhmHw0ITu/LUzhSfn7OTnm8+SaW22wtUbwgfp7fqcp+v10vT8ErYdyebuMbVMc8xL0bdekkSq1OjC2qJ2O4/l8ObivUzq2ZbzeoWwfPmJQ6d93Jzp264Vfdu1OuHxnMIy0gtK6BjgKTsqYdMu7h/B3pR8PvvnIF2CvJkx4MTpJl+vPkRucTl3jLa9oc7C8h6fHMWmw1nc+9NWFtw5jCAftxOeP5RewMKdySzckfxvrZ7OgV7cNiqSsdHBJMdvZszoUVaIvGVq5elC+9YexCVlWTuU2rUfBi5eum18x5Ew/XPwrGPiq/tkmO8G239qsiTS2gMZ3PTNRjoFevH1NQPwdjup451SMPcOfdI8+Q2b6SplcbGXQXkxhzP8CLF2LPV07ZAOzNt6nJl7crl99GTc/35CJ/78O9b+YlE/SRt0omfEg+Bj4S3F3Q/6XaN/0hN0Mul4nJ52UpoPhRl6qlVFqX6sosR8a/5dmWDZi/qk86zbWu7f6smObYGiLJ1AswQXD/1jY0rKK7jj+y14uzrx8gW9LHIe5evuzIPju/HAr9v4Le4o03qHWSBSYRGRo2HJM7reV3WNOU5jWXwaSlHrBU/yk/WtJJH+JUmkJlZcVsE9P27Fz8OF56b0qNdOzNfDGV+PmlsyC2ErHp7QjX2p+Tz+2w46BHgyqKM+8SsqV3y6+iBndwskJsz2rlQJy3NzduTdS3tz7juruOuHOL69fiB7U/JYuCOZP3cmsyc5D4CeYb7cP64r46KDiQz8r51pesIZcjDfjGLD/VhzIMPaYdTOyVVPWynJgyF36pEHdeXqrUcy7ZwN41/SiRwL2pyYxXVfbiCslQffXDeg+u/nzV/BoZVw7luWP2m2JYYB/a+nZNkya0dSb06ODrwwLYbz3v2Hd5OjuB9g11wYepeVI2thlIK/HtPTpgbf0bTvFdAZxjxZv9cUZcHc23WMh9fA1Pd0baaWLmERGA7QabS1I2lSryyMZ09yHp9d1Y823pYrwn5B3zBmrk/khT/2MKZ70KkXEoR1dDInkfb/Db0urn15szlxRwlr5U50SC21WvPMSSSZMvuvM6M9jRW9sWgv8Sl5vDy9J61qmmsphJ1zcnTgnUt70z7Ak1u+3URiRiEASxLLyC4s4/azZRTSmSQy0Junp0Sz5kAGA55fzIS3VvL20gR83J15YnIU/zw4irm3DeXWUZEnJJBE04gN9yMlt4TjOUXWDqV2A26AYffUL4FUKeYiPQLhwDKLhrTjaA5Xfb6eAG9XZl4/kACvak5Kyktg6XPQbij0OX39JmF9MWG+nNPOife2lFIQ0FNPaROWtXseJK2F0Y+Cqw3u491bwUXf6IRzwp/w0XBdqLul27dYTw/28Ld2JE3mn4R0Pv3nIJcPiuDs7pYdOeLgYPDMedGk55fw9hIpym8zgnuBR4Ce0lZHx3OK+GdfOuf3CcOhto7p+amAAZ5nVk3NmkgSqQmtP5jJxysPMGNABKO6nVndgMSZycfNmU+v7IdCd2xLyS1m4cEyRnRpQ2y4n7XDE83swr5hXD+0Az1CfXlhWgzrHxnDTzedxbVDOxDWyvaGv7dksRH6CvuWxGzrBtLUIseAmx9s+8liq9ybkscVn63Dx82ZmdcPPGV65r92/qZbXQ+758yZGmPHzu/sQoivGz/k94ZjmyE70dohtRzlpbD4SWjTzba79xkGDLoFrlmoR059Pg7Wf9JyO74VZMDRTRDZyK5sNiyroJR7f46jUxtPHp0YVfsLGqBXuB8X9wvni1WHSEjJa5L3EPXk4ACdRuni2qa6dQf+bcsxlILpfUJrXzg/GTxaW3yEsz2TJFITyS8p596f4whv5cFjk+rXoUgIe9Y+wJP3L+vDwfQCJr29kvwyuENGIZ2RDMPgsclRfHXtAC4dGGHRIeWifqLa+uDi5PBvDaoWy8lFdwva8zuUFjR6dXFJ2Vz26TqcHR2Yef3AmpOf6z+C1p2ho9TzsgduTgZPT+nB1zm99AO751k3oJZk4+e6ztQ5z4KjHVTOCO8PN63Qddj+uA9+uVZPqW0B8orLuOjDNSw8WIZp/1JA6WR7C6SU4uFZ28ksKOWtS3rj7tKA0ax1dP+4rni4OPLUvJ2olpp0tDedRusLOSk7al1UKcWvm4/Qr10r2rX2rH3deSkyle0kkkRqIs//vosjWUW8flEvPF3t4AtUCAsa3CmAp6dEk55fSnRrh1OKxgshmpeLkwPRIT7EtfSRSAA9L4KyAohf0KCXl5abmBN3lOkfrGbqe6swmRQzrx9I+4AaDjSPbNJX+AfcYJmOR6JZnBMVRPeoWHap9pRsm23tcFqGomxY/hJ0GAGd7WjEi4c/zPhR12TbNQc+HgnJtZ+M2rrle9NYfyiTH+JLWfPnD5jcW0NIb2uH1SRmbT7Kwp3J3Du2Kz1Cm7YGZ2svV+4b15VV+zJYsCO5Sd9L1FFlna86TGnbfjSHfan5nN+njsXR81OkqPZJ5EinCSzZncL365O4aXgn+rVvuXOOhajJZQPb8dEVfbk+RkafCGELYsP92H40h/KKug31tlsRg8EnFLb/XK+XpeQW8/qivQx+aSl3/hBHRn4Jj0+OYul9I+kc5F3zi9d/pLvK9ZrRiMCFNTx1XjSLGYTr8Q2onKPWDsf+rXxNJ5LGPmd/0zodHGDo3XDVPCjJh0/Phi3fWjuqRlkWn4aPmxNXdHOia/4G/iqOYvXBTGuHZXFpeSU8M38Xfdu14oZhzdNp8dIBEXRv68Nz83dRWFreLO8pauAdDEE9YF/tSaRZm4/i4uTApJ5t67ZuSSKdQpJIFpZZUMqDv26nW7A3d58jU3jEmW1cdDCt3GQ3I4QtiA33o6isgviWXsPBwQF6TNcFZAtrPllSSrH+YCa3freZIS8t5Z2lCfQM8+XLa/qz9N6RXDe0A77utdRAyE+FHbMg9lJwq6XDi7A5wb5uhA25BIDti+07YWB1WYdh3Uc6mdq2p7Wjabj2Q+DmlRA+EObcCr/9D0oLrR1VvZlMiuV70xjWpQ1TWicRYOSw2bUfl326jtcX7W1RFxSenreTotIK/m96DI61FUm2ECdHB56ZEs2xnGLe/3t/s7ynqEWnUZC4FoeK4tMuUjna+JyooNq/30HXWMpPAW9JIlUlZ3cWpJTi0dnbySkq5Y2LY3F1arq5uEIIIUR99A7X00pbfF0kgJgLwVQOO6ufolRYWs736xOZ8NZKLvpoDSv3pnHNkPYsu28kn1/dn5FdA2vv1lJp05dgKoMBN1ouftGspowZySHHdpRt/43swlJrh2O/lj6rRx+NfszakTSeVyBcMRtGPARx38GnZ+NSktE072Uy1bkYcH3sOp5LWl4JI7u0wT9Td56766abmN4njLeXJHDpJ+vso2NnLRbvSmH+tuPcNjqSyMBaRo1aWP/2/kzrHcrHKw5wKL3xdfhEI3U6G0xl+GXvPO0iy+JTySosq1tBbYCiLH084SU1kaqSJJIFzYk7xoIdydxzTle6t5WrkUIIIWxHuL87/p4uZ0ZdpOAYCOgK23854eGi0gqe/30Xg15YwsOztmMYBv83PYZ1j4zh0UlRdSuwWVVFmS4i3Gk0BMjoY3vl6GDgEXs+vdVu3pu3ytrh2Kejm/QU0rNuBd86npzZOgdHGPUwXDEL0vcSevT3pnmfJU/Da10hYZFFV7t8bxoAI7q2oXXGZgjpjUertrx6YS/euLgXO4/lMOGtlSzelWLR921OecVlPD5nB12DvLl5RCerxPDwhG44Oxo8M3+XVd5fVBGsR0B6FJ5+avKvm48Q4OXC8M5t6rbOfHPNKy/ptF6VJJEs5HhOEY/P2UHfdq24cXjzzMUVQggh6sowDGLD/c6MkUiGAT0vhMTVJ7Ruf+2veD795yDDu7Thl5vP4o87hnJx/4iGd/HZPQ/yjsOAmywUuLCWwIEX42AoirbNYcOhFlIzRik4vg2ObISjm+H4Vl0sOnU3pO2FjP26i1rWYcg5ArnHoawBI1OUgr8eB48AGHKXxf8ZVtdpNLQbQkD6Osuv22TSI50K02HmBfDno1BeYpFVL49PIzrEh0CnInxy40/oyjatdxjz7xhGWCt3rv96I0/P20lJeYVF3rc5vbwwnuTcYl6aHoOLk3VOawN93LhrTBeW7kllyW77Tci1CB7+4OyBa0lqtU9nFZSydE8qU2JDcXKs4/aSZ04iSXe2E0jbMAswmRT3/7yNCpPi9Yt6NdtcXCGEEKI+YsP9+Ds+lbziMrzd6lALwJ71uACWPgc7foWhdxOfnMcXqw9xSf9wXjzfQvVa1n8MrdrbVxcqUb023TC17szUrI08PGs7v98xzGonpRahlG5Xv+HT+r3O2QOip0GfqyB8QN2KY8f/AYdXwaTXWm5dsG6T8Dz4AKQnWHbU4ZENUJAKU97TSb4178KhlTD9cwiIbPBqc4rK2JSYxc0jOsKBZRiYIPLE/VSHAE9+vWUwLy3YwxerDrHhUCbvzOhDh5o6UdqQjYcy+WbtYa4Z0p7eEdbtAnz1kPb8uDGJp+ftYkhkAG7OUtLEKgwDfMNxK06r9un5245RVqGYXteubKDrHoIU1j6JHX872o5v1h7mn33pPDqpe/2HwgshhBDNJDbcD6Vg25Eca4fS9Pw7QNgA2P4LSimemLMDbzcn7h/XzTLrP74NEtdA/xv0tBdh3wwDh+ip9FU7yUg9xscr7LxQ7rIXdQJpwI1w6c8w4we4eCZc9DVc8AVM/wymfQxTP4Dz3oVz34LJb+h6YrvmwOdj4f1BsOY9KKihFlBFGSx6EgK66MRTS9V1or7dY+EpbXvmg4MzdD8XJr4Cl3ynR09+NFyPUFKqQatdtS+dCpNiZNdA2LeYMidPCO17ynKuTo48eW40n1zZjyNZRUx+eyU/bkgkNa8Y1cD3bg7FZRU8+Os2Qv3cuW9sV2uHg7OjA0+dG01iZiGfrDhg7XDObH7huBVXPxLpl81H6RbsTVRIPZLd/05nkyRSVTISqZH2p+Xz4oLdjOzahksHRFg7HCGEEOK0eoX7Abq49pDIAOsG0xxiLoQF9/P3yuWsO1jA89N64O/pYpl1r/9Ij9rofbll1iesr/t5GCte4d6IBJ5e6sekniF2MyrjBOs+guX/B72vgAkv1200UVXjXoCds2Dz1/DnI7D4Keg2GfpcCR1G6A6IlTZ9CRkJOknl2IJHN/qFk+fVEe/4P2DoXZZZp1I6idRhOLj56se6TYK2sTDrRvjtFti/FCa9Xu8RXsviU/Fxc6J3ALBvCVmtYgl0PP1p3zlRQSy4cxh3fh/Hg79uB8DHzYnOQd5EtvEiMtCLyCAvItt4EernXvfGA03k/b/3sT+tgC+v6Y+nq22czg7tHMDEmGDeW7aPaX1CCWvlYe2Qzky+4bgdOnXq6b7UfLYmZfPoxO71W19eCrh4gauXhQJsGWzjr85OFZdVcOcPW3BzduTl6T0x6vslLYQQQjQjX3dnOrbxZMuZUFwbIHoaauFDHF72FTGh13FJfwtd7CnM1EW7e80Adz/LrFNYX3AMtOrABe6beMlxII/9tp1vrxtoX8d3236CBQ/opM/kN+ufQAJ9stTnSv2TshM2fwNbv9eJpVbtdXIq9jJw8dAjntoNhS7jLf0vsTnpAQPxPvSDnt5iiSK7aXt0TarBt5/4uG8oXDUXVr6uP98jG/T0trBTRxJVR+Wn4bf7O37w2ITT61vAVE5qxFXUFnFbX3e+u2Eg6w9msjclj31p+SSk5LNkTwo/bkz6dzl3Z0c6BXr+m1zqFuxDn3atLJegr8We5FzeX7afab1D9UgrG/LopCiW7knl+d9388Hldfv/EhbmF4FzeR6U5J+Q+Jm95QgOBkzpHVK/9eWnyCikakgSqRGenb+LHUdz+eTKfgT6uFk7HCGEEKJWseF+rNibjlLKvk6OG8KrDQd8+nNO9gp6T3nNcjULN38F5cUw4AbLrE/YBsOAqCm4rn6Hx85+hgf/OMJvcUeZ1rse9TOsae9fevRK+2F6uloNI0/qLCgaJrwEY57So2Y2fQlLn4W/XwD/jlCYAWOfbViyys6kBwykw6HvIX4B9LXA1L3d8wHjv6lyVTk4woj7ocMw+PV6Pb1w9OMw+I4TR4JVyj2u/392zYHDq3hEmcgjXHfLi5pCekJenUJycnRgcGQAg08aqZpVUMq+tHz2perE0r60fDYcyuK3uGP/LtOxjSf92rWiXzt/+rZvRccAT4t/x1SYFA/+uh0fd2cenxxl0XVbQqifO7eNiuTVv/ayMqH6ujyiifmZLxblJEGgHnVkMilmbz7K8C5tCPSu5zl7fooU1a6GJJEaaE7cUWauS+Sm4R05J0qyk0IIIexD73A/Zm0+ytHsohY/3D4hJY+PMvrwqtNawtgLDGr8SivKYcNn+kQ9KLrx6xO2JWoKrHqTC7228X14R56dv5uRXQJp1UyjLBoscS38dKXeJi/5DpwtfHHT2Q1iLtA/Gfthyzew9QfoezWE9rHse9moAs/2+gR1z++WSSLtmQ9h/Ws+QY0YBDevhHl3wuIn4cDfMO0j/ZrsJNg9F3bNhaR1gIKALmyKuIYn9nbiy7uvxdvXXa8nYVmjQm3l6UJ/T3/6t/c/4fH8knJ2Hctl4+FMNh3K4q9dKfy08QgA/p4u9IloRd92rejXvhUxob6NLjj95epDbE3K5q1LYptt5FN9XT+sIz9tPMJTc3dyc3cTBSXleLg4tvyLNrbCN1zfZv+XRFp7IINjOcU8XN+pbKC7s7W1UDOOFkSSSA2wLzWPh2dtp3/7Vtw3zvrF3IQQQoi6ig3XXWzikrJbdBJJF9PeySGnQSinLzC2/aRPyBpr7wJ9hXPcC41fl7A9Ib3BNwKH3fN48fxPOfedf3j+j928PL2n1evAnFbKTvjuIj0N6rJfm75DWutOemTSmKea9n1sjWFA10mw8fNTpsrUW3YSHI+DMU/Xvqx7K7jwKz0CcsFD8MEQncw6tlk/H9QDRj0C3c+DwG68/NEaCC4nsDKB1IS8XJ0Y0MGfAR10cslkUhxIz2fjoSw2Hs5i0+EsFpvb3rs4OtAj1IdJPUO4bGBEvRNKSZmFvPpnPKO6tuG8XvWcktSM3JwdefLcKK77aiP3p8H9K/7ExcmB1p4utPJwobWXvvX3PPEnMtCLLkHe1g7f/vmZk0g5if8+9MvmI3i7OjVs4Ed+CnjJSKSTSRKpngpLy7nl2824Ozvyzow+ODtKgzshhBD2o1tbb1ydHNiSmM3knrZ7IN5Y87YdZ82BDJ6bGouRNAF2zoYJ/9f44r/rPgKfsOqnoAj7ZxgQdR6s+4ju0xXXD+vIh8v3s3BHMlFtfYgK8aFHqC/RIT5EBnpZ/zgw8yB8cz44e8IVs8GrjXXjaem6TYJ1H8D+JXrUWkPF/6Fvu59bt+UNQ4/6Ch8E8+/S02nPflLH0LrTv4vlFpex6XAWNw3v2PDYGsHBwSAy0JvIQG8uMTccysgvYZM5obT2QAbPzt/FR8v3c8vITswYULdkklKKR3/bgYMBz02LsflRPWd3D2LW/wbz+4qNtAnvSFZBKRkFpf/eJmYWkplfSl5J+b+vMQyYed3AU6YSinryCsZkOOGQret4FZSUs3BHMuf1Cqn/SLiSfCjNB2+ZdXQySSLVg1KKR2fvYF9aPt9cO5BgX6mDJIQQwr44OzrQI9SXuKRsa4fSZPJLynn+9130CPVhxoAIaHWRLgq8/2/oMrbhK07ZBYdW6pM3S9SbEbYpaiqseRfiF3Lv2AvpHOjF1iPZ7DyWy48bkvhy9SEAXJwc6BbsTXSID1EhvvQI8aFbsA/uLo2bslNneSnwzTSoKIFrFv5XC0Q0nYiz9MigPX80Lom0ex606XZCAqhOArvBtQtP+/SqhHQqTMqmCk639nJlbHQwY6P1aI51BzJ4Y/Fenp63iw+X7+fWUZFc3D8cV6fT/93M3nKUFXvTePq8aEL9mn6ElSX0iWhFbpgzI0ec/v+4tNxEdmEp6fml3DJzEw/P3s6fdw1v9LS/M5qDAyWuAbhn65FIf+5MprC0gul9G1DbLl+PopPC2qeSI6B6+H59ErO3HOXuMV0Y2lmyxEIIIexT73A/vll7mLIKk/VHUjSBt5ckkJJbwoeX99XFtDudDW5+sP2nxiWRNnwCjq7QxwL1UITtCu0LPqGwaw7OvS5met+wf09AKkyKg+kF7DyWw85juew8lsMf25P5fr2+6u1gwJjuQXx4ed+mnf5WlA3fTtedwq6aq5MLouk5OulOdPELoKKsYSMbCzPh8GoYerfFw1sWn4a3mxN9Ivwsvm5LGdixNT/ceBar96fz5qIEnpizkw+W6WTSRf3CcXE68Tspt0TxzPxd9Inw4/JB7awUddNwcXIg0MeNQB83XpgWw2WfruOtJQk8OF7+nhuj2C0Q9xy9T/518xEi/D3o165V/VckSaTTkiRSHe04msNTc3cyvEsbbh8dae1whBBCiAaLjfDj038Osud4HjFhvtYOx6ISUvL4/J+DXNwvnN4R5oNGJxeInqrbn5cWgItn/VdclK0LCcdcCJ6tLRmysDUODrq+zMbPoSQPXP+rU+LoYBAZqFubT4kNBfRI9aPZRew4msvKhDRmrktk7tZjTO0d2jThVZTA9zN0i/hLf4Swfk3yPuI0uk6Erd9D4hroMLz+r9+7EFSFnhpnQUoplu9NY1jnAJzs4OLA4E4BnNWxNav3Z/D6or089tsOPli2n9tGR3JB37B/L3B8t6eEghIT/ze9p+U6bNqgIZEBXNA3jI9XHODcniFEhTRxbbMWrNitDWTv5Fh2Eav3Z3Dn2Z0bNgWyMokk3dlOYft7GBuQU1TGLTM30drLhTcvjrXdwopCCCFEHcSG+wEQl5Rl3UAsTCnFk3N34uHiyAPjT2p8EXMRlBXqaSgNETdTv37gjY0PVNi+qCl6mtjeP2td1DAMwlp5ML5HMM9O6UF0iA+v/hVPSXmF5eOqKCNq1ys6gXH+RxB5tuXfQ9Qs8mxwctNd2hpiz+96pFtIb4uGtSc5j+TcYkZ0sZ+6WIZhMCQygF9uPouvrx1AoI8rD8/azqhXl/HjhkT+2pnM2uMV3Doqks5nQNHpRyd2x8/dmYdnbaPCpKwdjt0qdguE/GTmbDqIUnB+7wZMZQM9ZRhkJFI1JIlUC6UU9/+8lePZxbx7aR+bbScphBBC1FWonzsBXq5saWF1keZvO87q/RncP74brb1cT3wy4ixdEHv7z/VfsckE6z/RRW3b9rJMsMK2hQ/UJw675tTrZQ4OBg+M78aRrCK+W5dY+wvqo6IM5txGQMYGmPQq9Jhu2fWLunHxhI4jdUJa1fNEv7QQ9i3Ro5AsXBx6WXwaACO62E49pLoyDIPhXdow65bBfHFNf1p7uvDgr9u58ZtNhHgZ3DKynrWj7FQrTxeeODeKrUdy/q29JuqvxFUnUldv3kr/9q2IaN3ATrT5yeDgBO7+FoyuZZAkUi0+XXmQv3al8NCEbvRtyFxKIYQQwsYYhkFsuF+LKq5dUFLO87/vpkeoD5cOqKbAsIMDxEzXXZV2/gYV5acuczr7FkHWQRhwg8XiFTbOwUF3zkpYpKdA1sPwzgEM7tSad5fuI7+kHttZTbIOwxcTYNsPHGx/GfS/3jLrFQ3TbZJuIZ68vX6v278Uyoug22SLh7QsPpVuwd523fjHMAxGdQ3kt1uH8NlV/RgbFcSNMa41Ft1uac7rFcLIrm147a94jmQVWjscu1TsppNIFVmJTO/TwFFIoGvOeQXp7wNxAvlEarDxUCYvLdzD+OhgrhvawdrhCCGEEBbTO8KPA2kF5BSWWTsUi3h7aQLJucU8fV6P09fN6Hetnkby81XwZgwsf/m/4eo1WfcReAU3rhuTsD9RU/QJf8Kier3MMAweHN+NjIJSPllxoPFx7JoDHw2DtHi44HMOt7+o8esUjdNlPGBAfD2nx+6Zr4v8txts0XDyisvYdDjLprqyNYZhGJzdPYiPr+xHe98zJ4EE+t/+3NQeADz22w5UfUe7CT2dDWjvmMHEnm0bvqK8ZPBqGX9TliZJpNNIzy/htu+2ENbKnZcv7NmwYlxCCCGEjaqsi7T1SLZV47CEY/kmPlt5kIv6hdU8arhVe7hjC1zyve5m9ffz8EYU/HyN7pZU3cF6eoIevdTv2oZ1YhL2K2IweATUe0obQK9wPybGBPPpygOk55c07P3LimD+PfDTleDfCW5aIVPYbIVXoJ7yuGd+3V9TUa67unWdYPF9yap96ZSbFCO72k89JHF6Ya08uHdsV5bFpzFv23Frh2N3Cpz9qcBgWGARPm6N+FvLT9EXkMQpJIlUjQqT4q4f4sgsLOX9y/o0buMTQgghbFDPMF8MA7uf0qaU4tvdJXi4ONatLbKDI3SbCFfMhts3w4CbdJLoiwnw4VBzR678/5Zf/wk4OEPfq5vs3yBslKMTdJ+si2sf31rvl983tivF5SbeXbqv/u+dFg+fnA0bP4PBt8O1f4K/jIq3Kd0m6uls2XWsfXV4FRRnW7wrG+h6SN6uTlJ6owW5enB7eoX58sy8nWQXllo7HLsSl+FAimpFrHde41aUnwLeUlS7OpJEqsbbSxL4Z186T58XTXRIy2p9LIQQQgB4uzkT2cbL7pNIf2xPZleGifvGdT21mHZtWneC8S/APbvh3Ld1odv5d8Pr3WHBg3B0M8R9B9HT5EDyTNXnKlAm+Gi4TjKu+wgKM+v00o5tvLioXzgz1x0mMaOOtU2Ugs3fwMcjdVHXy36Bsc+BkzR2sTmVdY3q2vFxz+/g5A6dLNtRTynFsvg0hkQG4Owop3YthaODwYvn9ySrsIznf99t7XDsyqqj5aQ6BBKsUhu+kopyKEiXkUinIXuaKsoqTHz2z0HeXprA+b1DuaR/uLVDEkIIIZpMZXFte625UFJewXO/76KdjwOXDWzX8BW5eELfq+CmlXDtX9BlHGz4DD4ZBaV5MPAmywUt7EtoH7h3N0x8FQxHWPAAvNYVfr4a9i0GU0WNL79rTGccHQxeWxRf+3sV58KsG2DubRDWD25eBZ3Pscy/Q1he604Q0BXif699WaV0EqnTaHBpYKeo04hPySM5t1imsrVAUSE+3Di8Iz9vOsLqfenN9r65xfZbKzGzoJStaRU4tYrAyElq+IoKUgElNZFOQ5JI6Az+kt0pjHtzBc/O38XQyACem9ZD6iAJIYRo0WIj/MgsKCUps8jaoTTIwh3JHM8p5oLOzqcvpl0fhgERA2H6p3DPLhj9GAy7V5/QizOXeyvdme+m5XDzP9DvOjiwHL6drgu0L30OMqsvoB3k48Y1QzowJ+4YO4/lnP49jm7Wo512/Kq3uyt+A59GFIQVzaPbJDi0qvbRacfjIPeInh5pYcvi0wAYIUmkFunOszvTvrUHD8/eTnFZzUnrxsgsKOXrNYeY8t4qej71F5tSLNRZspnN23qMCgXBEZ0h91itif7Tyjc33fCWkUjVOeOTSLuO5XL5Z+u47quNoODTK/vx9bUD8HBxsnZoQgghRJOqLK69JSnLuoE00LdrD9OutQfRAU3QvccrEIbfD2c/Yfl1C/sVHAMTXoJ798CFX0FQNKx8Dd7uDV9Ohq0/QFEWlBX/e/Jy84hO+Lo78/LCakYjKQVr3ofPxkJFKVz9h97uHM6sjlR2q9skUBW1d/DbPV+PZOsy3uIhLItPpVuwN2193S2+bmF9bs6OvDAthsMZhby1JMGi6y4pr2DB9uPc8PVGBjy/mCfm7KSkrAI/D2dWH7PPJNKszUcI93YgICwSTOWQ18DC5JWdW2U6W7XO2ExJal4xr/+1lx83JuHj5syT50Zx2cB2uDid8Xk1IYQQZ4iuQd64OzsSl5TNCG9rR1M/8cl5bDiUxSMTu+FgasSQdSEawskVoqfqn9xjsPV72PItzD556qOBr6MzGx0cKTxsUPaiG87OLro7l4OTTjTlJELXSTDlXfDwt8I/RjRYSB99krlnPvS6+PTL7fkd2g22+P9vfkk5Gw9lcd0wKbrekg2ODODCvmF8vOIA5/YMISrEp8HrUkqxOTGLXzcf5fdtx8kpKqONtyvXDGnPtN5hRIX48MScHfyw7jCFpeV2NbAiMaOQrUdyuKSrC/hG6Aezk8A3rP4ry0/WtzKdrVr2s1VYSHFZBZ+uPMD7y/ZTWm7i2iEduH10JH4eUrBQCCHEmcXJ0YGYUF+dRIqydjT1M3PdYVycHLigbzjbNkgSSViRT4ie9jj0HkhcA0c36VFFFeVgKoOKMozyUv7ceAhvA8Z3bo1hKoeKMv38sHt09z8po2B/HByg6wTY9pMefebsduoyGfshbTf0/T+Lv/2qfemUmxQju8iJbkv36KTu/B2fysOztjHrf0PqPYX7cEYBs7ccZfaWoxzOKMTN2YHx0cFM6xPGkE6tcapSlH18dDBfrznMir1pjO9hP9NqNx7W00qjAxzBz5w4yk6EdmfVf2X/jkSSphrVOWOSSCaTYt62Y/zfgj0cyylmXHQQD03oTocAT2uHJoQQQlhNbIQfX646RFm3ak5+bFRBSTmzNh9lUkxb/D3lIpCwEYahR5u0G3zKU04AAUnc8us2PujYhwkx9nNiJmrRbRJs+gIOLtdF+U+2Z/5/y1nYsvg0vFyd6Ne+lcXXLWyLn4cLT5wbzR3fb+HL1Ye4bmj1o8+UUqTllbAnOY+9KXnsSc5j17Fcdh3PxTDgrI6tuW1UJBNi2uLlWn0qYEAHf7ycYcGOZLtKIsUlZePp4kiol/Hf6KOcxIatLD8F3P2lM+ZpnBFJpI2HMnn2991sTcomOsSH1y6K5axOra0dlhBCCGF1seF+lFaYSMo1WTuUOpu79Rj5JeVcPijC2qEIUWfn9wnl45UHeOWveM6JCjrhyr+wYx2Gg4uXnrJWXRJp93xo2wv8LNv1WSnF8vhUhkS2xlm2pTPCuT3bMnvzEV77K55x0UH4uDuTYE4UxVf+pOSRXfhfd7U23q50DfLm/nFdmdY7lBC/2mtnOTk60DvQiaW7Uykpr8DVyT5qtMUlZRMT5ouDUaK7IHoE6OlsDZGfIqOQatCik0h7knN59c+9LN6dQpCPK69e2Ivze4fiYIkOLkIIIUQL0DvCD4CEbPtIIiml+HbtYboFe9MnQq6+C/vh5OjA/eO6ctM3m/h50xFmDJAkaIvg5AqRYyB+AZhMeopbpbxkOLIBRj1q8bdNSM3nWE4xt5/d2eLrFrbJMAyemxbDOa8vZ+wbKygs/a/zmJerE12CvJjQoy1dg7zoGuxD12DvBo/W7RfsyMqjJazel8GobrY/XbK4rILdx3O5bmhHwFzPyC8cchqYRMpLBm9JIp1Oi0wiHUov4I3Fe5m79Rherk7ce04XrhvWwa4KgwkhhBDNoa2vO92CvVl/vMDaodRJXFI2O4/l8uzUHhhSQ0bYmbFRQfSJ8OPNxXuZGhuKu4t9XOEXteg2GXb9Bkc3QviA/x6P/wNQTTSVLRWAkV3bWHzdwnaF+rnzygW9WLw7hc5BXnQN8qZrsDehfu4W/U6Mau2It6sTC3Yct4sk0s5juZRVKN11Nt2cRPINh9TdDVthfiq0jrRYfC1Ni8qqHM8p4u0l+/hpYxLOjgY3j+jETcM7StFsIYQQogbTeofy4oI9HEwvsPlagTPXJeLp4si03qHWDkWIejMMgwfHd+Pij9fy5epD3DKyk7VDEpbQ+RzdbW/P/BOTSHt+B/+OENjd4m+5LD6NrkHetPWtfXqSaFkm9WzLpJ5NW6vI2cFgdPdAFu1KobzCZPPTb+OSsgE9unp3uvlBvwhIWARK1a9xgVK6O5t0Zjst294a6igjv4Tn5u9ixCvL+GVTEpcPjGDFA6N4cHw3SSAJIYQQtZgSG4oBzN5y1Nqh1Ci7sJR5W48xtXfoaQuCCmHrBnZszehugby/bB/ZhaXWDkdYgrsftB8Ke/7477HiHDiwXI9CsvCoyfyScjYcypRRSKJJTegRTFZhGesPZlo7lFptTcom2MeNIJ8qTUL8IqC8CArST//C6hRl6Q6b3sGWDbIFseskUm5xGa8v2svwl//m81UHOa9XCEvvHcnTU3oQ6G0/XWaEEEIIawr2dSOqtQOztxxBKWXtcE7rl01HKCk3cdnAdtYORYhGeWB8V/JLyvlg2X5rhyIspeskyEiAtL36fsIiMJVBt3Mt/lar96VTVqEYIUkk0YSGd2mDm7MDC3YkWzuUWsUlZeupbFX5movZZ9ezQ1u+nioqhbVPz26TSDkliuEv/83bSxIY2TWQv+4ezqsX9iLc38PaoQkhhBB2Z3CIE0mZRWw8nGXtUKqllOK7dYn0ifAjKsTH2uEI0Sjdgn2YFhvKl6sPcTynyNrhCEvoNlHfxv+ub/fMB89ACOtv8bdatjcNTxdH+rXzt/i6hajk4eLEyC6B/LkzGZPJdi8wZeSXkJhZSKy5Uci/Kjsi5tQ3iWROmslIpNOy2yRSVokunDX/9qG8d1kfIgO9rR2SEEIIYbf6Bjnh7uzIrM22OaVtzf4MDqQXcPkgGYUkWoa7z+mCUnDrzM3sPp5r7XBEY/mGQdteekpbeYkeidRt4ond2ixAKcXy+DSGRAbg4mS3p3LCTkyICSY1r4QtSbZ5gQlg65FsgBpGItWzQ1teir6VkUinZbd7nmBPB768ZgA9Qn2tHYoQQghh99ycDMb3COb3bccoLquo/QXN7Nt1h/HzcGZiTNMWExWiuYT7e/B/F8RwIL2ASW+v5OFZ20nPL7F2WKIxuk2GIxtg209Qmq/vW9i+1HyOZhcxsqsU/RVNb1S3QJwdDRba8JS2uMRsHAyIOTkv4O4Hrj6QU88kUr4kkWpjt0kkN+mIKoQQQljUtN6h5BaX8/eeVGuHcoLU3GL+2pnChX3DcHOWAwDRckzrHcay+0Zy1eD2/LwxiVGvLOOj5fspKbe9RK6og64TAQWLngAXb+gw3OJvsSw+DUCKaotm4ePmzNDIABbsSLbZmolbkrLpEuSNZ3UNN3zD6z8SKT8FnD3AVWY6nY7dJpGEEEIIYVlDIgMI9HZllo11aftxQxLlJsWlUlBbtEB+Hi48eW40f949nAEd/HlxwR7OeX0FC3cct9mTNnEaQdHg1w6KMqHzOeDkavG3WLonlS5BXoT4uVt83UJUZ3yPYI5kFbHzmO1NuzWZFFuTsul9cj2kSn4R9R+JlJcMXoEW76rYkkgSSQghhBAAODoYTIkN4e89qWQW2Ebr8QqT4vv1iQyNDKBDgKe1wxGiyXRq48VnV/fnm+sG4O7syM3fbuaSj9ey42iOtUMTdWUY0G2S/r275aeyrdqXzpoDGZzXK8Ti6xbidM6JCsbBwCantB3MKCC3uPzUekiV/MIb0J0tBbykqHZNJIkkhBBCiH9N6x1GuUkxf9sxa4cCwN97UjmWU8zlgyKsHYoQzWJY5zb8fsdQnpvag4TUfM599x/u/3krqbnF1g5N1EW/66DHBdBlvEVXW1JeweNzdtCutQfXD+to0XULURN/TxcGdmjNgh3HrR3KKeISswGIDW9V/QK+4VCSC0XZdV9pfgp4Sz2kmkgSSQghhBD/igrxoVuwt810aft23WECvV05u7sc0Ikzh5OjA5cPasff943khmEd+S3uKCNfXca7SxPIL5UpbjYtIBIu+AxcLDty8tOVBzmQVsBT50VLbTjR7CbEBLM/rYB9qXnWDuUEW49k4+niSGSgV/UL+Jk7tNVnSlteihTVroUkkYQQQghxgvP7hBKXlM2BtHyrxpGUWcjyvWlcMiACZ0c5ZBFnHl93Zx6Z2J1Fd49gWOcAXv1rL7cvLWT6B6t57+997DqWK3WTzgBJmYW8vSSBCT2CGSVd2YQVjIvW07sWbLetKW1xSdnEhPni6HCa+kW+5lHMdS2uXVYEJTmSRKqFHJEJIYQQ4gRTYkNxMOA3KxfY/m59IgYwY0C4VeMQwtraB3jy0RX9mH/7UM7t5ExJeQWv/BnPxLdXMvilpTw8azuLdqVQWFpu7VBFE3h63k4cHQwenxxl7VDEGSrIx40+EX4ssKG6SMVlFew+nnv6qWxQ/5FI+Sn61ltqItWkmj54QgghhDiTBfm4MSQygFlbjnLXmC44nO4KXxMqKa/gpw1JnN09iLa+0oVICIAeob6c39mFkSOHkZpbzLL4NJbuSWVu3FG+X5+Ii6MDAzv6M7pbIKO7BdKutRSjt3eLdqWweHcqj0zsJh3ZhFVN6NGW5//YTWJGIRGtPawdDjuP5VJWoU5fVBvAsw04udW9uHaeOYkkI5FqJCORhBBCCHGKab1DOZJVxMbDWVZ5/4U7kskoKOXyQe2s8v5C2LpAHzcu6h/Oh1f0ZcsTY5l5/UCuOKsdR7OLeHreLka8soyxbyxn46FMa4cqGqiwtJyn5u6kS5AX1wzpYO1wxBlufA89OmfhTtsosB2XlA1A7wi/0y9kGLq4dp1HIplHWkkSqUaSRBJCCCHEKcZFB+Pu7MjsLUes8v4z1yUS4e/BsMgAq7y/EPbExcmBIZEBPD45iqX3jmTZfSN58twoistMXPzxWt5ftg+TSWon2Zt3l+7jaHYRz02NkbpwwurC/T2IDvFhoY1MaYtLyqatrxtBPm41L+gXXveRSPmp+lams9VI9kZCCCGEOIWnqxMTegQzf9txissqmvW996bksf5gJpcOjLDKVDoh7F37AE+uGdKB+XcMZXyPYF5eGM81X24gI7/E2qGJOtqXmscnKw8wvU8YAzr4WzscIQCY0COYzYnZJOcUWzsU4pKyap7KVsk3vO6FtfOSwXAEj9aNiq2lkySSEEIIIao1rU8oecXlLN2T2qzvO3PtYVwcHbiwb1izvq8QLY2PmzPvzujNc1N7sOZABhPfXsm6AxnWDkvUQinF47/txN3ZkYcndrN2OEL8q3JK2587rTsaKSO/hKTMorolkfzCoTAdSgtrXzY/WddRcnBsdIwtmSSRhBBCCFGtwZ0CCPJxZdbm5pvSVlhazqzNR5kYE0xrL9dme18hWirDMLh8UDtm/28wHi5OzPhkLe8sSaBCprfZrLlbj7HmQAYPjO9GgOwHhQ2JDPQmMtDL6lPath7JBqjjSKQIfZtTh2OZ/FTwlnpItZEkkhBCCCGq5ehgMCU2lGXxac02DWZu3DHySsq5TApqC2FR0SG+zLt9KJN7hvDaor1c9fl60vJsc3pbTlEZHyzbz6+bjrDpcBaZBaUodWYkvXKLy3h2/m56hfkyY0CEtcMR4hTjo4NZdzDDqtNj4xKzcTAgJsy39oX9wvVtTh3qIuUlg5fUQ6qNk7UDEEIIIYTtmtY7lI9XHGD+tuNcNbh9k7/f9+sT6RrkTb92rZr8vYQ403i5OvHWJbGc1ak1T83dycS3V/LWxbEMtrEC9p//c5C3liSc8JiPmxMdAjxpH+BJB/NP+9b6vq+7s5UitbzX/9pLRkEJX1zdH0epCSds0Pgewbz79z4W7UrhEislOrckZdMlyBsPlzqkM/zMMdalLlJ+CrTt1bjgzgCSRBJCCCHEaXVv60O3YG9mbTna5EmkA2n5bD2Sw6MTu2MYcvIkRFMwDIMZAyLoHeHHrTM3c9ln67hjdGfuOLuzTSQtTCbFL5uOMCSyNc9M6cGh9AIOphdwKKOAQ+mFbDyUxdytx6g6MMnf04XYcD9uGNaRQR397Xb/seNoDl+vOcQVg9rVbYSFEFYQHeJDuL87C3cmWyWJZDIptiZlM6ln27q9wLstODhBTi1JJFMFFKRJZ7Y6kCSSEEIIIWo0vU8Yz/+xm/1p+XRq49Vk7/Nb3DEMA86LDWmy9xBCaN2CfZh721Aen7ODt5YksP5gJm9dEktgbe2ym9jaAxkczS7igfFd6dTGq9p9TnFZBUmZhf8mlw6mF7BoVyozPllL33atuG1UJCO7trGrZJLJpHj0tx34e7pw79iu1g5HiNMyDIPx0cF8ufoQOUVlzT4S8GBGAbnF5XWrhwS6SLZPCGTXMp2tIB2UCbykJlJtpCaSEEIIIWo0JTYEBwNmbz7aZO+hlGJO3FEGd2pNkJVPYoU4U3i6OvH6RbG8ckFPtiRlMf6tlczbesyq9Yd+3nQEbzcnxkWffjSAm7MjnYO8GRsdzI3DO/Hi+T3558FRPDMlmuScYq75cgOT3/mHBduPY7KTAuI/bEhia1I2j07q3qKm54mWaXyPtpRVKP5u5u6toOshAcSG12Pau29E7dPZ8s3FwiWJVCtJIgkhhBCiRoE+bgyJDGD2lqNNdkK2JSmbwxmFTIkNbZL1CyFO78J+4cy7bSjhrdy5/fst3PTNJlJzi5s9jtziMhbsOM55vUJwc65fi203Z0euPKs9f983kpcv6ElhaQW3zNzM2DdXMGvzEcorTE0UdeNl5Jfwfwv3MLCDP1NlHyjsQO9wP4J8XFmw43izv3dcUjaeLo5EBtZjZLRfeO3T2fJS9K1MZ6uVJJGEEEIIUavz+4RyNLuIDYcym2T9c7YcxcXJgfE95OBNCGvoHOTNr7cM5pGJ3Vi+N41z3ljBr5uONOuopN+3Hae4zMSF/cIbvA4XJwcu6hfO4ntG8M6M3jg5GNzz01ZGvbaMmesOU1JeYcGILeOlBXsoKCnnuak97GoKnjhzOTgYjIsOZvneNApLy5v1veOSsukZ5le/Gm6+4ZB3HCrKTr9MvjmJJCORaiVJJCGEEELUalx0MB4ujszeYvkpbWUVJuZvO86Y7oH4uMk0DiGsxcnRgRuHd2LBncPoEuTFvT9v5ZovN3Asu6hZ3v/njUl0DvSilwWKSjs6GJzbK4QFdw7j0yv74e/pyqOzdzD85b/5dOWBZj/xPZ0NhzL5edMRrh/Wkc5B3tYOR4g6Gx8dTHGZieXxac32nsVlFew+nktshF/9XugXoesd5dZwDCPT2epMkkhCCCGEqJWHixPjewTz+/bjFJdZ9kr+P/vSySgolWkcQtiIjm28+PHGs3jq3CjWHchk7Bsr+G5dYpOOStqXms/mxGwu7Bdm0dE4hmEwJiqI3/43mG+vG0iHAE+e+303E95ayebELIu9T0PkFJZxz09xhPq5c8fZkVaNRYj6GtDBn1YezizYkdxs77nzWC7lJlX3otqV/MyjG2uqi5SXAm6+4Cx1GWsjSSQhhBBC1Mn5vcPIKy5nyW7LFtKcs+Uovu7OjOwaaNH1CiEazsHB4OohHfjzruH0DPPlkdnbuezTdSRmFDbJ+/2y6QiODgZTezdNMtkwDIZ2DuCHG8/iuxsGUl6huPDDNbyxaK9V6iWZTIp7f44jOaeYdy7tjYeLNM0W9sXJ0YGxUcEs3ZNKal7z1FCLS8oGdE2mevE1J5FqqouUnwJeMqW+LiSJJIQQQog6OatTa4J8XJm1+YjF1llQUs6fO1OYGNMWFyc5LBHC1kS09mDm9QN58fwYth3JYdybK/hi1UGLFtkvrzAxa/MRRnVtQ6B3048CGNwpgAV3DeO8XiG8tSSBCz9aw+GMgiZ/36o+XLGfxbtTeXRid/pE1KPLlBA25PJB7agwKc5/fzX70/Kb/P3ikrJp6+tGYH27uPqG6dvsxNMvk58C3jKVrS7kaE0IIYQQdeLoYDA1NpTle9NIyyuxyDoX7UqhqKyCqbEhFlmfEMLyDMNgxoAI/rp7OAM7+vP0vF1cZMHEy8qEdFLzSrigb8MLateXj5szb1wcy9szerM/NZ+Jb63kp41JzVJIfPX+dF79M55JPdty1eD2Tf5+QjSVmDBffrhxEEWlFUz/YDWbDjdN841KcUlZ9Z/KBuDkqkcZ1TidLVnqIdWRJJGEEEIIUWcX9Q+nQik+WXnAIuv7Le4oIb5u9G/vb5H1CSGaToifO19c3Z/XL+rF3pQ8bvh6I2UWmAr286Yk/D1dGN2t+ae0ntcrhIV3DScmzJcHftnGLd9uJqugtMneLyW3mDu+30KHAE/+b3pP6cYm7F6vcD9m/W8wrTxcuPSTdSxsohpJGfklJGUWNSyJBLouUs5pRiIpBfmpkkSqI0kiCSGEEKLOOrXxYlpsKF+tPkRKbuNqIKTnl7AyIZ0pvUNxqE+rXiGE1RiGwfl9wnjlwl7sTcnnmzWHG7W+rIJSFu9KZWpsqNWmtIb4uTPz+kE8NKEbS/akMP6tFaxMsHzHqbIKE7d9t5mCkgo+uLwvXq5SB0m0DO1ae/LLzWcRFeLDLTM38dXqQxZ/j8p6SA1OIvmGn34kUkkulBeBt9REqgtJIgkhhBCiXu4a04UKk+KdpQmNWs/v245TYVLSlU0IOzQ2KojhXdrwxqK9jZreOifuKKUVJi7sF2bB6OrP0cHg5hGdmP2/IXi7OXPFZ+t5Zt4ui3ajfOXPeDYcyuKl6TF0CfK22HqFsAWtvVz57vpBjOkexJNzd/LiH7stWjstLikbRweDmDDfhq3ALwJyj4KpmtGTeSn6VkYi1YkkkYQQQghRLxGtPbi4fzg/rE9qVKem2VuO0i3Ym67BcjIlhL0xDIMnz42iuLyClxfuafB6ft50hOgQH7q39bFgdA3XI9SXebcN5cqz2vH5qoNMfW8Ve5JzG73ehTuS+XjFAa4Y1I4pkjgXLZS7iyMfXt6XywdF8NGKA9z1Yxwl5ZZJxMYlZdMlyLvhnQz9wqGiVBfQPlm+JJHqo1FJJMMwxhuGEW8Yxj7DMB6q5nlXwzB+ND+/zjCM9ubHhxiGsc0wjI2GYXQ2P+ZnGMZfhmFIYksIIYSwcbeP7oyjg8GbS/Y26PWH0guIS8pusnbeQoim16mNF9cO6cDPm46wJTGr3q/fdSyXncdyubCvdUchnczdxZFnpvTgi6v7k55fynnvrGJ2QilFpQ07GT6YXsD9P2+lV5gvj03ubuFohbAtjg4Gz07pwYPjuzF36zGu+nw9OUVljVqnyaSIS8pu+FQ2AN8IfZtTzZS2yiSSTGerkwYnbAzDcATeAyYAUcAMwzCiTlrsOiBLKRUJvAH8n/nxe4GJwF3AzebHHgNeUEo1vjqfEEIIIZpUsK8bV57Vjt+2HGVfal69Xz8n7hiGoYvaCiHs1+1ndybQ25Un5+6s99SVnzcl4eLoYLMjc0Z1C2ThXcMYGx3EnP1ljH5tGXPijtarg1tRaQW3fLsJR0eD9y7rg6uTYxNGLIRtMAyDW0Z24o2Le7HpcBYXfbiGY9lFDV7fwYwC8orL6d2YJJKfuftjdjXFtfPMxcC9mr+4vz1qzKifAcA+pdQBpVQp8AMw5aRlpgBfmX//BTjb0C0IygAP80+ZYRidgHCl1LJGxCOEEEKIZnTLyEjcnR15fVH9RiMppZgTd5SBHfwJ8XNvouiEEM3By9WJRyZ2Z9uRHH7aWEP77JOUlpuYE3eMMVGBtPJ0acIIGyfAy5V3L+3DwwPcaO3lwp0/xDH9g9VsNRf5rc0Tc3YQn5LHGxfHEtbKo2mDFcLGTOsdxpfXDOBYdhHnv7+6wVND4xKzAYiN8Gt4ML41JJHyk8HRFdwasf4ziFGfTPoJLzSMC4DxSqnrzfevAAYqpW6rsswO8zJHzPf3AwOBMOBDoAi4AngVeFwpVWOFTsMwbgRuBGjTpk3fn376qUGxW1t+fj5eXl7WDqNBJHbrkNitQ2K3DondOhoa++yEUubsL+Ops9xo71u3K+wHcip4Zk0x10S7MCLcud7vebIz8XO3BRK7ddhi7EopXlxfzPF8Ey8N98DTufpui1Vj35hczrtxJdzd15VebWy/S1l+fj4enp78c7ScX/aWkVuqGBLixAVdnGnlVv11+eVHyvhiRynndXLm/M7WS5TZ4jZTVxK7dVg69qQ8E69vLKa4QnF7bzeiWtdvRN7Xu0pYfbSc98d44GDU3M21ptiH/HM5qYFDSOhyywmPd9v9Br45u1g36JN6xWVptrTNjBo1apNSql+1TyqlGvQDXAB8WuX+FcC7Jy2zAwircn8/EHDSMsPRU926AD8C3wJBtb1/ly5dlL36+++/rR1Cg0ns1iGxW4fEbh0Su3U0NPacolLV86k/1VWfr6vza56au0N1fuQPlV1Y2qD3PNmZ+LnbAondOmw19p1Hc1SHh+arJ37bftplqsZ+3ZfrVf/nFqmy8opmiK7xqsaeW1SqXvxjt+r8yB+q++ML1DtL9qqi0vITlt9+JFt1fvQPdfmna1V5hamZoz2RrW4zdSGxW0dTxH40q1Cd8/oy1enh39WPGxLr9drJb69Ul3y0pk7L1hj7h8OU+mb6qY9/ea5Sn4ypV0xNwZa2GWCjOk0upjHT2Y4C4VXuh5kfq3YZwzCcAF8go/JJ89S2x4BngSeBB4BPgDsaEZcQQgghmomPmzO3jOzEsvg0NhzKrHX58goT87YeZ1S3Nvi6N34UkhDCNkSF+HD5oHZ8s/Ywu4/XPGUlNa+Yv+PTOL9PGE6O9tdTx9vNmYcmdGPRPcMZ3rkNr/61l7NfW87v246jlCKnqIz/zdyMv4cLb14ci6NDzSMnhDgThPi58/PNgzmrU2se+GUb/7dwT53qqBWXVbD7eG7jprJV8g0/fWFtqYdUZ43Za28AOhuG0cEwDBfgEmDuScvMBa4y/34BsNSc1ap0JfCHUioTXR/JZP6RCcNCCCGEnbjqrPa08XbllYXxtRacXb0/g/T8EqZJVzYhWpx7zumCr7szT87ZWeO+4LctR6kwKS7sZ1td2eqrXWtPPryiL9/dMBBvNydu/W4zF3+0ltu+28yx7CLeu6wPrb1crR2mEDbD192Zz6/uz4wBEXywbD+3fb+Z4rKaux7uPJZDuUk1rjNbJb8IyE6Ck/dP+SnSma0eGpxEUkqVA7cBfwK7gZ+UUjsNw3jGMIzzzIt9BrQ2DGMfcA/wUOXrDcPwAK5Gd3gDeB34A3gTXS9JCCGEEHbA3cWR20dHsv5QJisS0mtc9re4o3i7OTGyq1zxE6Kl8fNw4YHx3Vh/KJO5W49Vu4xSip83HqFPhB+d2thG7Y/GGtwpgN/vGMYL02LYn5bPyoR0HpnYnb7tWlk7NCFsjrOjAy9M68GjE7uzYEcyF3+8lrS8ktMuv8VcVLtRndkq+YZDWQEUZf33WHmJvu8lSaS6atT4UaXUH0qpLkqpTkqp582PPaGUmmv+vVgpdaFSKlIpNUApdaDKawuVUqOUUmXm+yuVUjFKqb5KqfjGxCWEEEKI5nVJ/whC/dx57a/Tj0YqKq3gzx3JTOzRFjdnaXMtREt0Ub9wYkJ9eeGP3RSUlJ/y/NYjOSSk5nNhv/BqXm2/HB0MLh0Ywd/3j+Sb6wZwzZD21g5JCJtlGAY3DO/Ih5f3ZW9yHlPfW0V8cl61y8YlZRPi60agj1vj39ivskPb4f8ey0/RtzKdrc7sbxKyEEIIIWyOi5MDd43pzLYjOfy5M6XaZRbtTqGgtIIpvUOaOTohRHNxdDB4eko0KbklvLN03ynP/7wxCTdnByb3bGuF6Jqej5szwzq3wailg5QQAsZFB/PTTWdRVmFi+gerWb437ZRlth7Jtkw9JNAjkUBPaauUn6pvZTpbnUkSSQghhBAWMa13KB3bePLaX/FUVFMsc86WowT7uDGoQ2srRCeEaC59IlpxQd8wPvvnAAfS8v99vLRCMXfrMSb0aIu3mxTWF0JATJgvc24bQri/B9d+uYFv1v43Sigjv4SkzCLL1EMCXRMJTiyunZesb72CLPMeZwBJIgkhhBDCIpwcHbj3nK4kpOYzd+uJDVszC0pZvjeNKbEhOEinIiFavAfHd8PNyZGn5+36d4rr5pQK8orLubCvfRfUFkJYVltfd36++SxGdGnD47/t4Nn5u6gwKeKSsgGIDbdQfTH3VuDiddJIJEki1ZckkYQQQghhMRN6BBPV1oc3FiVQVmH69/Hftx+n3KSYEitd2YQ4E7TxduWuc7qwfG8ai3fr6SIrj5YR6ufOoI4yGlEIcSIvVyc+ubIf1wxpz2f/HOSmbzayal8Gjg4GPUJ9LPMmhqGntOWcPJ3NAM82lnmPM4AkkYQQQghhMQ4OBveP60piZiE/bfzvIO23LUfpEuRF97beVoxOCNGcrjyrHZ0DvXhm/k4OpOWzK8PE9L5hMhpRCFEtRweDJ8+N5pkp0Szdk8rnqw7SJcgbDxcny72JXzhkJ/53Py9ZJ5AcLfgeLZwkkYQQQghhUSO7tqFvu1a8vSSB4rIKkjIL2XQ4iymxoVJsVogziLOjA0+fF01SZhFXf7EBBTKVTQhRqyvPas9nV/fHy9WJ4Z0DLLvyU0YipchUtnqSdJsQQgghLMowDO4b25UZn6zl27WHKS6rAGBKrHRlE+JMMzgygEkxbfl9+3G6+TsQ7u9h7ZCEEHZgVNdANjw6BkdLj1z0C4eiLCjJA1dvnUTyliRSfUgSSQghhBAWd1an1gzrHMB7f+/Dz8OFAe39CWslJ49CnIkendSdLYlZjG13atdGIYQ4HXcXR8uv1Ddc32YnQVAU5KVAYLTl36cFk+lsQgghhGgS947tSlZhGQfTC5jSW0YhCXGmCvFzZ/XDZ9MnSK5fCyGszK+dvs1JApMJClJlJFI9SRJJCCGEEE0iNtyPsVFBuDg6MCmmrbXDEUIIIcSZzq9yJFIiFGaAqVxqItWTXA4QQgghRJN55YJeJGUV4ufhYu1QhBBCCHGm8wwERxc9Eik/RT8mSaR6kSSSEEIIIZqMr4czvh6+1g5DCCGEEAIcHMA3TNdEyk/Wj3kHWzcmOyPT2YQQQgghhBBCCHFm8A3X09nyKkciBVo3HjsjSSQhhBBCCCGEEEKcGfzCT5rOJiOR6kOSSEIIIYQQQgghhDgz+LXTCaTsRHD1ARcPa0dkVySJJIQQQgghhBBCiDODr7lD29FNMpWtASSJJIQQQgghhBBCiDODnzmJlLJTprI1gCSRhBBCCCGEEEIIcWaoHImkKsA7yLqx2CFJIgkhhBBCCCGEEOLM4BMChjkV4iVJpPqSJJIQQgghhBBCCCHODI7O4B2if5ckUr1JEkkIIYQQQgghhBBnDr8IfestNZHqS5JIQgghhBBCCCGEOHNUFteWkUj1JkkkIYQQQgghhBBCnDl8JYnUUJJEEkIIIYQQQgghxJkjfAB4Bv43rU3UmZO1AxBCCCGEEEIIIYRoNl3Gwf0J1o7CLslIJCGEEEIIIYQQQghRK0kiCSGEEEIIIYQQQohaSRJJCCGEEEIIIYQQQtRKkkhCCCGEEEIIIYQQolaSRBJCCCGEEEIIIYQQtZIkkhBCCCGEEEIIIYSolSSRhBBCCCGEEEIIIUStJIkkhBBCCCGEEEIIIWolSSQhhBBCCCGEEEIIUStJIgkhhBBCCCGEEEKIWkkSSQghhBBCCCGEEELUSpJIQgghhBBCCCGEEKJWkkQSQgghhBBCCCGEELWSJJIQQgghhBBCCCGEqJUkkYQQQgghhBBCCCFErSSJJIQQQgghhBBCCCFqJUkkIYQQQgghhBBCCFErSSIJIYQQQgghhBBCiFpJEkkIIYQQQgghhBBC1EqSSEIIIYQQQgghhBCiVoZSytoxNIhhGHlAvLXjaKAAIN3aQTSQxG4dErt1SOzWIbFbh8RuHRK7dUjs1iGxW4fEbh0Su3VI7JbRTinVpronnJo7EguKV0r1s3YQDWEYxkaJvflJ7NYhsVuHxG4dErt1SOzWIbFbh8RuHRK7dUjs1iGxW4e9xC7T2YQQQgghhBBCCCFErSSJJIQQQgghhBBCCCFqZc9JpI+tHUAjSOzWIbFbh8RuHRK7dUjs1iGxW4fEbh0Su3VI7NYhsVuHxG4ddhG73RbWFkIIIYQQQgghhBDNx55HIgkhhBBCCCGEEEKIZiJJJCGEEEIIIYQQQghRK0kiCSGEEEIIIYQQQohaSRLJBhmGYVg7hoaS2K1DYrcOid06JHbrkNjFmcSetxl7jl2I+pLt3Trkcz+zSRLJNnmD3f5x+oHEbgX2vM3Yc+x+ILFbgR/YbeyyvVuHH9hn7IZhBFs7hoay59ix420GO47dnrcZid1q/EC2dyvwA/ncm5utxN4ik0iGYQw1DGOAnW7U5wHrDcMYq5RS9vRvMAxjGnDcMIzpEnvzsfNtxp5jt+dtRmK3AtnercPOY58KHDMM42orh1Jvdh67PW8z9hz7VOx3m5mKxN7sZHu3DvncrcOWYm9xSSTDMEYBK4DXgL52tlF3B14EFgMv2dOJhmEYHYE7gPeBjw3DuKAydluP385jt+dtxp5jt+dtRmK3AtnercPOYw8BrgDeBO43DOMK60ZUd3Yeuz1vM/Ycuz1vMxK7Fcj2bh3yuVuHzcWulGoxP4ArcBMwHbgbmA8MAAxrx1bH+P2AS82/XwZsB8aa79v0vwE9RWOq+fcJQC5wgcQu20wLjd2etxmJ3Tqxy/Yusdc3dg9gtPn3UcAB4Aprx3UGxG7P24w9x27P24zEbp3YZXuXz/1M+txtKnarfyBN8AEHAh7m3x8F5gGDAAdrx1ZDzK5VYnaq8vgM9InGOPP9LoC7teM9KXZfoJX5d8cqj48/aafSB/CxdrwtKHZ73mbsOXZ73mYkduvELtu7xF7f2IOB4GoeH4k+aLzSfH84EGDteFtQ7Pa8zdhz7Pa8zUjs1oldtnf53M+kz90mY7f6B2OhD3cAcA0QBfif9Nxj6ERSBHA1cKu14z0pvunAb+gpDtNP/s8HLgXWAx8BvwN+1o65SmwXAH8Ba4HrgJiTnh8PpANfoacYBlo75hYSuz1vM/Ycuz1vMxK7dWKX7V1ib8g2s9Ic+4OYk4xVnh8F7AK+A+KAMGvH3EJit+dtxp5jt+dtRmK3TuyyvcvnfiZ97jYbu9U/HAt8uJPRWbhPga+Bz6rZsG82L3MY6GHtmKvEFQnsRI+UmgbMAe4Fupy03NdAGtDL2jFXiSkU2Ab0RmdC3wReAIaftNyH5p1KT2vH3EJit+dtxp5jt+dtRmK3TuyyvUvs9Y29NbDFHHsP9LT8D4GLT1ruXfM2E2ONOFtg7Pa8zdhz7Pa8zUjs1oldtnf53M+kz92mY3fC/p0FPKKU+sEwjChgHPCCYRgPK6V2mJdJR/9HnKWU2mWtQKvhC2QopdYCGIaRBNwATDYM4zOlVI5hGCPRG89opdR2q0V6KjegANimlKowDOMYcBEwzjCMVKXUHsMw+qM3+tFKqW3WDPYk9hy7PW8z9hy7PW8zErt1yPZuHfYcuyN6SsBBpVS2YRgZwBhgpGEYaUqppeYC7R2BMTa2zdhz7Pa8zdhz7Pa8zUjs1iHbu3XI524dNh17S+jO5goMBjAniGYCS4FbDcPwNwzDA2gFDLGxBBLAZiDeMIwZhmG4KKU2Ap8A56DnNQJsBSba2EaNUmo/etjcg4ZhuCml9gI/A/7o6YUAe4DpNrYzsevYseNtBjuO3Z63GYndamR7twI7jz0VHfurhmF4KqWOA0vQo6hjzYsdBi5TSm21SpCnYeex2/M2Y8+x2/M2I7FbgWzv1iGfu3XYeuwtIYn0CtDPMIzb4d8PfCm6E46fUqoQ+EL9NyrJ1mwC+gPDDMNwNZ9ofAFcbf5DzVJKJVk3xBNVad/4GxAAXGoYhrtSKh6YBVxpGIa3UipPKZVirTirY8+xV2F320wVdhe7PW8zErvVyfbejOw89srjsffQVx4fNB80HgP+BKYYhtFaKVWolMqyWqDVsPPY7XmbsefY7XmbkditQLZ365DP3TrsIXa7TiIZhuFg3mAfBMYYhnEngDkb5wD0M98vt16U1TMMw1BKKeBLIBuYiC6yCnp0VSlQZpXgamGOG+Bv9FzNKOBhwzCc0aO+CpHYLaZyB26P20yVLx/sMHYHsM9tppK9xW4Yhmvl7/YWO9j332ole/7cq7Cb2CsppUzmX/ejD8zdgQ8NwwhAd+4rx8Zir/zc7Tx2e9ze7fa7qUrsdrXNVDmhs8fYvSp/t7fYwb737y1hH1mF3Xzulez5c7eH2I3/voPsS5WD9Mr7g4H/A3YAh9C1J8YopQ5ZJcCTGHpaXYVSqqTKYy5KqVLzBjEVGAh0RdfSuFoptcUqwZ6GOWlnMv/upJQqNwwjGF3TYzIQA3gCNyilNlsx1H8ZhuEGmJRSpVUes5fYfYAypVRRlceclVJltr7NGIbREUhXSuVW/q3aUewDgANKqfQqj9nLNjMa/YW+rnL/aEexjwKilVLvGobhqPS8e3uJPQLIA/KVUmXmx+xle3dHfzdV3UdWfjfZ+ufeGihWShVUecwuYq9Uua1X/d0wjDD0NIGrMHedBW6xldgNw/ADSpUe6V35WOXfqq3HHoyu7ZFvh/vIaCBZKZVReTxmR7EPB/YqpZKrPGYv2/sYwAtYqJQqNj9mL7GPQnfNehR9LGyyo9i7AvnofU2a+TF72d790d9NVfeRld9Ntv65y/eqFdjl96qygerjdflBz/2bAIQBHubHXMy30egWd/7oHeUj2FZ19fPRWcSl6D+8TlWeOwd4A/A1348C2lg75irxDQeurXLfocrvo9Hd8ALN98OwrRbVk9EtD5cCI82POdpR7HOBRcA5VT97dFE1W95m+gDHgRcB/5M+d1uPfSywnSqdsvgv2X62jW8z44EjVGn/edLnbsuxjwUygRLM7UmrbO+2/rd6HrAa3fr26mo+d1ve3qeY95G/mv8P2lV5zta3mfPNn/ky9EWjgXYU+1jg4Sr3q36vjkLXmogw3/cFPK0dc5X4zgXmA8vRo+u8q+wjbT32Sejjgd+Ba9FFSyv3M7a+f48CUoHvgSDzY5X7GVuPfSxw8KS/0cptZrSNbzPj0N+r51R5rOo2Y+uxH0df4Oh2Uuy2/rd6LrARmA08BnhgP8czU4B56PO+K4B+VZ6z9W1GvletE7tdfq9aPYA6frjnoU/sPgFeRR+UB5ifG4MuTjrC2nGeJvYOwF50XYzL0XMbn0RncNsA64ELrR3naWIfC2SZN+p7T3qurTn26daO8zSxjzdvM8OAW9G1SbraSeyT0UV5B5l34msqdxhAhC1vM+YY/dDzdV8EXsJ80mzrsZv3M5uBPub7jlWeCwLWARdYJX9dVAAAEkpJREFUO85q4jbQV0kXARPMj3mip025AD7m2G31c6/c3qOAh83bTOUFAlv/W41Fj36NMf87/gK8T4r9ImvHeZrYe5n3kT2Baehk0qtAN/NBik1u7+bYQ4B4dMJ6LPrC0YfoA3QPG499ODoZsAd4tcrjjugLYeuA860d52liP8e8vfcDLgT+wHySge6Aa8uxT0JPxeiPnl66FGhlfi7AlveR5hidgB+At4Cf+C/ZbrPfTeb4xqGP0QeZ77vyXyLDG1hri7Gbv1fd0An26ebHfM0/bcx/r2ttdZtBn5RuBjoBtwO/AF7m52z9b7Vrle/VPuhEUmvzc7Z+PNPF/L0aZd7Xv4JO/A4DnM3bjK0ez8j3qnVit9vvVSdsnHmo/aXAVUqpzYZuifwy8JphGPcA7YFnlVLLT57iZiN8gCNKqQ3ABsMw9qCnNkxFJ2euVLo1oi3GHon+rBcCjxqGca9S6jXzc8XAxUqpg1WnudkC8xS2cejtYiWw0jCMEPSBYzx6us9FSqlDtva5m+cYjwQeUUqtNQzjCDr5+JRhGH+iY79MKZVga7HDv3UDnNA1Xw6iD2CuNwxjGRAMXK6U2muLsQMXAKHm/YwP8KRhGG3QBzC70V+eSbYWu1JKGYZRjL7i+Kd5SOw36FE9+9GJjElKqXRbi90wjFboK1/3K6V2mYevX4T+4gcowkb/Vs0igF1Kqe2GYRxGXzF92zCM9cAxbDv2dujYtwHbzNv6FegDsVnADKXUARuN3RFIVOah3IZh7EPv86cDCn2QfsRGYw9Bj5ieBfxkGMZrSql7lR56n2kYxlSl1HEb/F51BIagD9A3AhsNw+iEPuhdp/QUK5uM3awv8LhSaoN5SoYv8H/m76YkYIpSKtkWtxnz96qb+e4ydOL3GcMwfjA/bpPfTWZjAHfz8Uwb4AXAxzCMFehj4PFKt662qdjNsRSb9+trDV1X6Df0/rEcPVJ8hFKqxNZiNx8DjwEeUErtNwzjH/T2H4SexplhGIbNbu/opO4R8/eqF/o48j3DMA6gLwhPNP8bbDn2XfDvMc7/0Mc1aej9TIqNxu6E/X6vhmK/36tDsdPvVXsorK3QJ58xAEqpZeh2dwXATUqpT5VSv9joRo3SRb6zjf+6x20E5gDhgJsNJ5BQSr0PvI/OkL4LDDIM4wHzc1nokyRsbaNWes76u8BC8x8o6Mr2kebnc5S5Vpatfe5K11N5SCm10DAMb/RVsLXANnQyqaOtJpBAbwtK1xJagE5evMd/V5LyzAkkBxuN/UrgH3Oidx6QCGxAJzn62PBBOko3D6gAPgbeRA99fQn9bxgOlNro554N3KaUWgKglJqN3t+/Yr6fbat/q2brgQDDMH5CJxrnog9iwoHu5gSSLX7uoK+WlhmGcaX5fjD639ALPQ31ANjm5650R7tMwzBeNd8/gB4FlgKEmw90bfJzV0r9APyilMoArgN6GYbxZpVFiszL2dr3agX6eGC2YYY+BgissliWeVmbih1AKfWMUmq+oetTzkZPafsN6IE+iE+x4W3GpJTKR3+vliilnkYnj34GnM3fTbYa+/3AcsMwNqCPfbeg95ER6At7ObYYu3n7rvQp8Cy6s+a96M/9AiDYFo8JzMfADyilFpsfikOPTn6myjLJ5lubit1sA+BuGMZi9IWwb4HX0fubkejvLZvbZsx2ALmGYTxmvt8bPRulGGivzN3LbDF2pVQiOnZ7/F79HvjNTr9X3wLm2eP3qs0mkQzDcDZ0Ia9i9AnF1YZhPGLeuP3RX0I9Knf0trRRG4Yx0jCMiwzDuML80NdAO8MwLgFQelTSWuBWQxdftcXYL4d/Ey5l6HjfB/obhnGNYRgXAhcZVTpWWJs59osNw7hIKbVfKZVr/gMFvWMvMC93sWEYY60X6amqxH6pOSGAUioPPQLvQaXUN+gpYhfb8DZzaZWHfdHTBtqjp+WtAUYauh2lzewIq8R+FYBSajr6IHe1UuotpdQ76AP3Swxd4M4WP/fK/cxT6NoH0cCP5oT1YvSIE0cb/NwvBi5R5iKCVfYltwL+hmF0t1qANajyuc8wH4hfgz7IXaOUekEpNQ/9tzrCMAwPG/zcLzIM4xKl1EH0qIbzDMNYgB4+fSOwCrjMmnFWxzCMMMMwfKs89CLgYRjGfQBKqf3oGhozDMNws7HP/YTYzRdhMCdIb0QfyzxhGMYFwE2GHpFqE06KPd18TKDM+8J4zN1hDMOYgT4mcDzduppb1dirHCsWoqfCPKGU+gM9DXgIegqtTW4zVfaNLkCMYRhDgLPQo8RnGIbR1lZjB1BK3YA+hvxdKfW+UupH9MnpcGz0c6/yXX8/cAA9HXKxUuoIer9Zji5UbUvHBGGGHomMMjfxqXLSfzPQytaOfStV3WaUbvIwDn1M85dS6mWl1Hr+O55xssVtxny3EJ107GcYxlygt1LqdvTUwhknJSetzjCMIYZhnF95zgc8DnjbyfdqZeyXAiil0sxJ3UPY/vdqZewXKaUyzckv7OF7tSqbSQBUZRjGFHRr5O8MwzgHPR/wUXTyKEcpdYE5w+6LLuz1/+2dXbCVVRnHf89BkAMEKBwRVFJLxGLU1LwgGi+cGAUCGpusxiYmE6YPEMEg7cPyQpuMHAIpY0grDCEz0tGa0TKTsbILTMZspmayqbSLMigT84PVxbM25+11n3P23jDnWTv+v5l3zn7fvS5+5znrrLX3+nhWMZifhLANn2VZaWZfxivEH/ABmNW56H781IFiGpQm7pvM7AQ4OLPxKPBZYC3eSO4upUGpuJ8ErDWzr5pvYWvwEvBqbmyuB/4YoNmUmvuqhntuDH9b6XQSsI+C/m9rdWaVmX3NfPnuTnwP+B3ACjwPWKJ/m1I4NfflZrbZzCamlN6XUrqmEnfDV7KVGveVZrYR9/shcADYkIuegeeoKmbrcq2+r87tzLRKW/J33HdOlONA1OL+CTO7BdifUroH+GtlIHU8XtdHxZi+lpr7GvMJmQfxBMMr8C3W4LHfF+E4EGa2GHe93HxLDHjug3uBN5jZ+vxsHP7hq6R2ZjH97pPzs4P9fp7tnQcsw/M+3p8nbsKpuzfp718FDpjZEvyzwWOViZtQmrgnM+vJsf9LpegkvM0s6QvGYprHfSe+suFuYBWwBM83VHR9B8hfpL9QKToJrz/Fxj0/PgB8Bd/GtiXXn7n4BNkrAZpNqbh/qBb3A9n5BXxF0tkRfoPRrH1PKb2YUtoFPG9mn8xF34h/nim1vvellF5JKT2Ar2Bfmn+C5//aW9ig4zx89fos4FozuyH5NrzvU36/WnX/lJl9EfoXlBTer1bdr6u7U3C/+hpSAYmZqhe+euFxfAvMAnzP9PXkBIiVch/AVwwcE+E5gLvhOYSuyvej8Q/tN+KJ4i7GPwT8GPgNPkId7j2I+x1453l8pdwyfIvMm6Kd23HHZzX+jQ+EnRHt3KL7lEq5D+OzAbOinVtwvxlfDbOe/kTPRiGnCQzhvrEW9yty3Es67bGZeyMp8ol4YsdvA9uz+5nRzi3Evd7OXAo8CfSST6iIvoaoMyfk/9G78YG8J7og7tty3CdXyl2Nfyl9c7Rzxakv95m34VtKltOfrH90bmu248ko91BWv1p3/3g13pVy7waeLjzuB91zfTJ86+O/8H51ZrRzB3H/KJ5jpaT2fbC4j8Mn8S6o/B1GRTt3EPePUV6/2sy9r/L+aPyL3634as3S3ZvF/SJ8VdXYgvrVQd3xAbt7gIcK7FcH7Jtq5VbmfrWkOnNa/h+ck+9PxidlxuOfu0ruV5u5/yD/PaxSrsR+dTD3HgruV5v+PtECTQJ8CXB75f4j+GDR0hzgnlzmlyU1JhXf9+LZ7BtHsI7BT9K4uVaJJkW7tuh+J7CpUmZlSQ1hq+54QsGflNSYtOF+Or7yq1vivgO4sVJmRITbYYj7tPx+t8R9O7ChUmYSMD7atd24V8oVM0HQQtxvyven4KfiTI927STu+ITNWdGuNe9ReE7Eo3Pfvx7/sH58rdwUYEK0b4vujSOSG6dUfZCCJjdaca/UoftKayNbiPtRuX1f30XujQmxxsmVR0W7dhD3HvxL6rouivuUWrnRFDQh1mrcK2UnRPu2E3f6T5idA0yN9m0z7o0j2ldT0ARwdjqNfHIsvsJoEr7ldFat3PEF1plm7j8nf7+rxH1Jgf3qoO75eS8+eFdUG9n094kWaBLg84BvAHPz/bXAFmAX8Lb8rA9P8hXum31Oyo1IL75f9w78yL7e/P4YfLbrXdGuHbj3ZvdF0a6H4P5OfMn0hGjnDtzn4R+8eqOd23Afg+//7uY6Mx+fETg62rnNuHd7O7Mw2rXDuO/GT8AL9+0w7ouiXZu4T8c/pI+pPb8EX0G1PN+fF+16CO7FzO526l5YG9mq+5n5ZzEDMUdInTkr/+wZLrfD6H5utOshuJ8d7XqEup8T7TqA+0g8IX/jWWPQZStwSn5dan1vxb3UOtOye0n96mBXETk+zOz8nGTqrOTJYJ8CrjCz+/GBo8vx5NRzwZNnJT+dJRwzm49vX9iAD369hG8TuBJ4e054+AK+5PGlMNEmtOi+H3cvZu83tO1OSunllFIReT7adO9JfjLL/jDhCm3U9wfp7jpjyflPmHCFI6idKWrfdxtxfyDOsjn/B+37/fhWwdvMbGbjvZTS9/Bt7n1mthN4qJb/LpQ23X/WyDtYAm26P5LrUEltZKvuj+Y8bEXU+w7qTLfW9121/HehtOn+0y6O+yNyPzy06f5woe37JmBrxb2RM/NYYKx5ku07K/kHw2nT/btmdlw192AkbbrflXNrFdGvDkn0KBY+4/9r4AZ8lvRL+fnr8ARwI/P9WuAz0b4Vb8NneffgR05OAdYAf8LzY8zHB76+hedE+jMwI9pb7nKXu9zlLvcucr8aeJbaVmR89u5pClnyLXe5y13ucpd7l7ivrrvjk0134Tt/ikj9Ifeyr+gAj8FnSi/M99Pxk3m21MqtwI9oL21v4wg80d4J9C9LW4Wf/DUV33O/CM+ufnq0r9zjL7nLXe5yl3vb7lfiJ2rNyPdT8cMpzo72lXv8JXe5y13ucu/Y/fR8vw74PYUlc5Z7uVd0cMfiSXhnVZ7dhJ/Ksy7f9wKfo6Bkn/gxk2/FE2JtB9bU3r8GH1ksbk+j3OUud7nLXe7Rrh24rwFupz+f07hoZ7nLXe5yl7vcu9z9m/hgx8XAqdHOcu+eKyq4Myqvr8OX078HPzpzI3AqsBmYmMsUcRRldlmAHzP5cHZdiC9bvKZS5mR85LEYb7nLXe5yl7vcu9z9VrnLXe5yl7vc5X7Y3DdHu8q9O69GUqdhw8wWADvM7N6U0qUppc+b2V5gBrAX+HRK6WUzOw5fhbQ35YhHY2az8ZVS708p7TazrwPnA7OBX5jZCPzI5DnAOcBE4B9Buv+D3GOQewxyj0HuMRxB7uci98OC3GOQewxyj0HuMbTp/hYzOzal9FyccT9y7yKGeXRuLPAjYCm+9G/bAOUuwxNMTY4eZat5zQaWVO77gPvy61PxbQKb8COTi0ioJne5y13ucpe73OUu9/hL7nKXu9zlLvfS3Dv6fQMCPA0YB0zGs5F/p/LeUcBFwGMUlpQs+40AxldenwjsBqbmZ6/Pv8OEaFe5l3HJXe5yl7vc5R7tKvcyLrnLXe5yl7vco10Px9XDMJNSeial9HxK6W/AMuBoM9ua354JjAIWppQeH263oUgpvZpS+me+NXz73XMppWfN7DLgWmBkSmlflONAyD0Guccg9xjkHoPcY5B7DHKPQe4xyD0Guccg9+6hcdxcnIDZZHz/4GygB7ggpfRMqFQbmNntwLPAXHwJ255Yo9aRewxyj0HuMcg9BrnHIPcY5B6D3GOQewxyj0HuZRI+iARgZlcBa4F3dEtwzcyAkcBT+eeFKaXfxVq1htxjkHsMco9B7jHIPQa5xyD3GOQeg9xjkHsMci+b8EEkMzsG2AGsTik9ESrTAWa2BPhVSunJaJd2kXsMco9B7jHIPQa5xyD3GOQeg9xjkHsMco9B7mUSPogEYGajU0ovRnt0gplZKiGIHSD3GOQeg9xjkHsMco9B7jHIPQa5xyD3GOQeg9zLpIhBJCGEEEIIIYQQQghRNsN+OpsQQgghhBBCCCGE6D40iCSEEEIIIYQQQgghhkSDSEIIIYQQQgghhBBiSDSIJIQQQgghhBBCCCGGRINIQgghhBBCCCGEEGJINIgkhBBCCCGEEEIIIYbkvxrFobuWp0QdAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = cpi_and_wagei.plot(figsize=(20,10), grid=True,\n",
    "                        title='Eurozone Annual CPI and Hourly Earnings',\n",
    "                        xticks=cpi_and_wagei.index[::4], xlabel='', rot=45, yticks=np.arange(0, .13, .02))\n",
    "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, cpi_and_wagei.index[::4])))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "freelance-blend",
   "metadata": {},
   "source": [
    "## Analyzing Euro Riskless Rate Curve\n",
    "In this analysis I make use of the par yield implied by AAA-rated governmental bonds in the Euro area.\n",
    "\n",
    "I use the following dataseries provided by the [Eurostat](https://ec.europa.eu/eurostat/web/main/data/database):\n",
    "* `irt_euryld_m` &mdash; Euro yield curves (monthly frequency). This series returns a MultiIndexed dataset from which multiple yields can be extraced: Instantaneous forward yield curve, Par yield curve, and Spot rate yield curve. In my analysis I use the Spor rate yield curve. The returned rates are presented using Annual percentage rates/yields and represent the average over all business days in a given month.\n",
    "* `irt_st_m` &mdash; Euro EURIBOR rates (monthly frequency). EURIBOR uses the actual/360 daycount convention. This series returns a MultiIndexed dataset allowing to select different maturities. I only use the 1 month rates in this notebook as the spread between government bond rates and EURIBOR tends to increase with longer maturities. Rates returned represent the average over all business days in a given month.\n",
    "\n",
    "And one dataset from [FRED](https://fred.stlouisfed.org):\n",
    "* `ECBDFR` &mdash; ECB Deposit Facility Rate for Euro Area (daily frequency). I use it as proxy for overnight rate after downsampling to monthly frequency."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "certified-compilation",
   "metadata": {},
   "outputs": [],
   "source": [
    "# The ECB provides yields for maturities ranging from 3 months till 30 years\n",
    "year_maturities = range(1, 31)\n",
    "maturities = ['Y'+str(maturity) for maturity in year_maturities]\n",
    "\n",
    "# Taking the last 3 months and converting to decimal fractions\n",
    "euro_curves = eurostat.get_data_df('irt_euryld_m', filter_pars={\n",
    "    'startPeriod': (report_end-MonthBegin(4)).date(), 'freq': 'M',\n",
    "    'yld_curv': 'SPOT_RT',\n",
    "    'maturity': maturities,\n",
    "    'bonds': 'CGB_EA_AAA', 'geo': 'EA'})\n",
    "euro_curves = euro_curves.drop(euro_curves.columns[:3].append(euro_curves.columns[4:5]), axis=1)\n",
    "euro_curves = euro_curves.set_index(euro_curves.columns[0]).T / 100.\n",
    "euro_spot_rates = euro_curves.set_axis(pd.DatetimeIndex(euro_curves.index, 'MS'))\n",
    "\n",
    "mm_rates = eurostat.get_data_df('irt_st_m', filter_pars={\n",
    "    'startPeriod': (report_end-MonthBegin(4)).date(), 'freq': 'M',\n",
    "    'int_rt': 'IRT_M1', 'geo': 'EA'}).iloc[:,2:]\n",
    "mm_rates = mm_rates.set_index(mm_rates.columns[0]).T / 100.\n",
    "mm_rates = mm_rates.set_axis(pd.DatetimeIndex(mm_rates.index, 'MS'))\n",
    "\n",
    "ecb_deposit_rate = web.get_data_fred('ECBDFR', start=report_end-MonthBegin(4)) / 100.\n",
    "\n",
    "# Resample to monthly frequency\n",
    "ecb_deposit_rate = ecb_deposit_rate.asfreq('D').resample('MS').mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "wrapped-reset",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Converting EURIBOR and ECB Deposit rates from actual/360 to actual/actual\n",
    "leap_year_cond = lambda idx: idx.year % 4 == 0 & ((idx.year % 100 != 0) | (idx.year % 400 == 0))\n",
    "mm_rates[leap_year_cond(mm_rates.index)] *= 366. / 360\n",
    "mm_rates[np.invert(leap_year_cond(mm_rates.index))] *= 365. / 360\n",
    "ecb_deposit_rate[leap_year_cond(ecb_deposit_rate.index)] *= 366. / 360\n",
    "ecb_deposit_rate[np.invert(leap_year_cond(ecb_deposit_rate.index))] *= 365. / 360"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "otherwise-captain",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>maturity</th>\n",
       "      <th>1 month</th>\n",
       "      <th>Y1</th>\n",
       "      <th>Y2</th>\n",
       "      <th>Y3</th>\n",
       "      <th>Y4</th>\n",
       "      <th>Y5</th>\n",
       "      <th>Y6</th>\n",
       "      <th>Y7</th>\n",
       "      <th>Y8</th>\n",
       "      <th>Y9</th>\n",
       "      <th>...</th>\n",
       "      <th>Y21</th>\n",
       "      <th>Y22</th>\n",
       "      <th>Y23</th>\n",
       "      <th>Y24</th>\n",
       "      <th>Y25</th>\n",
       "      <th>Y26</th>\n",
       "      <th>Y27</th>\n",
       "      <th>Y28</th>\n",
       "      <th>Y29</th>\n",
       "      <th>Y30</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-12-01</th>\n",
       "      <td>1.7561%</td>\n",
       "      <td>2.1967%</td>\n",
       "      <td>2.2034%</td>\n",
       "      <td>2.1367%</td>\n",
       "      <td>2.1073%</td>\n",
       "      <td>2.1054%</td>\n",
       "      <td>2.1162%</td>\n",
       "      <td>2.1309%</td>\n",
       "      <td>2.1454%</td>\n",
       "      <td>2.1575%</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0981%</td>\n",
       "      <td>2.0839%</td>\n",
       "      <td>2.0694%</td>\n",
       "      <td>2.0545%</td>\n",
       "      <td>2.0396%</td>\n",
       "      <td>2.0245%</td>\n",
       "      <td>2.0094%</td>\n",
       "      <td>1.9944%</td>\n",
       "      <td>1.9795%</td>\n",
       "      <td>1.9648%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-01</th>\n",
       "      <td>2.0087%</td>\n",
       "      <td>2.6038%</td>\n",
       "      <td>2.4639%</td>\n",
       "      <td>2.3326%</td>\n",
       "      <td>2.2703%</td>\n",
       "      <td>2.2470%</td>\n",
       "      <td>2.2424%</td>\n",
       "      <td>2.2465%</td>\n",
       "      <td>2.2540%</td>\n",
       "      <td>2.2624%</td>\n",
       "      <td>...</td>\n",
       "      <td>2.2542%</td>\n",
       "      <td>2.2451%</td>\n",
       "      <td>2.2353%</td>\n",
       "      <td>2.2249%</td>\n",
       "      <td>2.2139%</td>\n",
       "      <td>2.2025%</td>\n",
       "      <td>2.1907%</td>\n",
       "      <td>2.1785%</td>\n",
       "      <td>2.1662%</td>\n",
       "      <td>2.1536%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-02-01</th>\n",
       "      <td>2.4017%</td>\n",
       "      <td>2.8721%</td>\n",
       "      <td>2.7002%</td>\n",
       "      <td>2.5619%</td>\n",
       "      <td>2.4939%</td>\n",
       "      <td>2.4636%</td>\n",
       "      <td>2.4517%</td>\n",
       "      <td>2.4489%</td>\n",
       "      <td>2.4505%</td>\n",
       "      <td>2.4538%</td>\n",
       "      <td>...</td>\n",
       "      <td>2.4359%</td>\n",
       "      <td>2.4280%</td>\n",
       "      <td>2.4194%</td>\n",
       "      <td>2.4102%</td>\n",
       "      <td>2.4005%</td>\n",
       "      <td>2.3902%</td>\n",
       "      <td>2.3795%</td>\n",
       "      <td>2.3684%</td>\n",
       "      <td>2.3570%</td>\n",
       "      <td>2.3454%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "maturity    1 month      Y1      Y2      Y3      Y4      Y5      Y6      Y7  \\\n",
       "2022-12-01  1.7561% 2.1967% 2.2034% 2.1367% 2.1073% 2.1054% 2.1162% 2.1309%   \n",
       "2023-01-01  2.0087% 2.6038% 2.4639% 2.3326% 2.2703% 2.2470% 2.2424% 2.2465%   \n",
       "2023-02-01  2.4017% 2.8721% 2.7002% 2.5619% 2.4939% 2.4636% 2.4517% 2.4489%   \n",
       "\n",
       "maturity        Y8      Y9  ...     Y21     Y22     Y23     Y24     Y25  \\\n",
       "2022-12-01 2.1454% 2.1575%  ... 2.0981% 2.0839% 2.0694% 2.0545% 2.0396%   \n",
       "2023-01-01 2.2540% 2.2624%  ... 2.2542% 2.2451% 2.2353% 2.2249% 2.2139%   \n",
       "2023-02-01 2.4505% 2.4538%  ... 2.4359% 2.4280% 2.4194% 2.4102% 2.4005%   \n",
       "\n",
       "maturity       Y26     Y27     Y28     Y29     Y30  \n",
       "2022-12-01 2.0245% 2.0094% 1.9944% 1.9795% 1.9648%  \n",
       "2023-01-01 2.2025% 2.1907% 2.1785% 2.1662% 2.1536%  \n",
       "2023-02-01 2.3902% 2.3795% 2.3684% 2.3570% 2.3454%  \n",
       "\n",
       "[3 rows x 31 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mm_rates.columns.rename(euro_spot_rates.columns.name, inplace=True)\n",
    "mm_rates.rename(columns={'EA': '1 month'}, inplace=True)\n",
    "pd.concat([mm_rates, euro_spot_rates], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "verbal-minute",
   "metadata": {},
   "outputs": [],
   "source": [
    "date_now = euro_spot_rates.index[-1].date()\n",
    "date_1_mth_ago = date_now + relativedelta(months=-1)\n",
    "date_2_mth_ago = date_now + relativedelta(months=-2)\n",
    "offsets = [relativedelta(years=+maturity) for maturity in year_maturities]\n",
    "monthly_offsets = [relativedelta(), relativedelta(months=+1)] #, relativedelta(months=+3), relativedelta(months=+6)]\n",
    "offsets = monthly_offsets + offsets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "restricted-ceiling",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define Euro yield curves\n",
    "curve = curves.YieldCurve(date_now, offsets, np.append(\n",
    "            np.append(ecb_deposit_rate.loc[str(mm_rates.index[-1])].to_numpy(), mm_rates.iloc[-1].to_numpy()),\n",
    "            euro_spot_rates.iloc[-1].to_numpy()))\n",
    "curve_1_mth_ago = curves.YieldCurve(date_1_mth_ago, offsets, np.append(\n",
    "            np.append(ecb_deposit_rate[date_1_mth_ago:date_1_mth_ago+BDay()].to_numpy()[0,:], mm_rates[date_1_mth_ago:date_1_mth_ago+BDay()].to_numpy()[0,:]),\n",
    "            euro_spot_rates[date_1_mth_ago:date_1_mth_ago+BDay()].to_numpy()[0,:]))\n",
    "curve_2_mth_ago = curves.YieldCurve(date_2_mth_ago, offsets, np.append(\n",
    "            np.append(ecb_deposit_rate[date_2_mth_ago:date_2_mth_ago+BDay()].to_numpy()[0,:], mm_rates[date_2_mth_ago:date_2_mth_ago+BDay()].to_numpy()[0,:]),\n",
    "            euro_spot_rates[date_2_mth_ago:date_2_mth_ago+BDay()].to_numpy()[0,:]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "freelance-belize",
   "metadata": {},
   "outputs": [],
   "source": [
    "curve_points = curve.get_curve_points(120)\n",
    "curve_points_1_mth_ago = curve_1_mth_ago.get_curve_points(120)\n",
    "curve_points_2_mth_ago = curve_2_mth_ago.get_curve_points(120)\n",
    "curve_points.rename('Euro Yield Curve', inplace=True)\n",
    "curve_points_1_mth_ago.rename(curve_points.name + ' (1 month prior)', inplace=True)\n",
    "curve_points_2_mth_ago.rename(curve_points.name + ' (2 months prior)', inplace=True)\n",
    "\n",
    "# Replacing indices for sake of better visualization\n",
    "curve_points_1_mth_ago = curve_points_1_mth_ago.set_axis(curve_points.index)\n",
    "curve_points_2_mth_ago = curve_points_2_mth_ago.set_axis(curve_points.index)\n",
    "df = pd.concat([curve_points, curve_points_1_mth_ago, curve_points_2_mth_ago], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "satellite-sperm",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Euro Yield Curve</th>\n",
       "      <th>Euro Yield Curve (1 month prior)</th>\n",
       "      <th>Euro Yield Curve (2 months prior)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2023-02-01</th>\n",
       "      <td>2.4080%</td>\n",
       "      <td>2.0278%</td>\n",
       "      <td>1.7007%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-05-04</th>\n",
       "      <td>2.4391%</td>\n",
       "      <td>2.0406%</td>\n",
       "      <td>1.8574%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-08-04</th>\n",
       "      <td>2.5769%</td>\n",
       "      <td>2.2089%</td>\n",
       "      <td>2.0001%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-11-04</th>\n",
       "      <td>2.7470%</td>\n",
       "      <td>2.4322%</td>\n",
       "      <td>2.1176%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-02-04</th>\n",
       "      <td>2.8753%</td>\n",
       "      <td>2.6096%</td>\n",
       "      <td>2.1989%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2052-01-31</th>\n",
       "      <td>2.3571%</td>\n",
       "      <td>2.1662%</td>\n",
       "      <td>1.9796%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2052-05-02</th>\n",
       "      <td>2.3541%</td>\n",
       "      <td>2.1631%</td>\n",
       "      <td>1.9758%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2052-08-02</th>\n",
       "      <td>2.3512%</td>\n",
       "      <td>2.1599%</td>\n",
       "      <td>1.9721%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2052-11-02</th>\n",
       "      <td>2.3483%</td>\n",
       "      <td>2.1567%</td>\n",
       "      <td>1.9684%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2053-02-03</th>\n",
       "      <td>2.3454%</td>\n",
       "      <td>2.1536%</td>\n",
       "      <td>1.9648%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>120 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Euro Yield Curve  Euro Yield Curve (1 month prior)  \\\n",
       "2023-02-01           2.4080%                           2.0278%   \n",
       "2023-05-04           2.4391%                           2.0406%   \n",
       "2023-08-04           2.5769%                           2.2089%   \n",
       "2023-11-04           2.7470%                           2.4322%   \n",
       "2024-02-04           2.8753%                           2.6096%   \n",
       "...                      ...                               ...   \n",
       "2052-01-31           2.3571%                           2.1662%   \n",
       "2052-05-02           2.3541%                           2.1631%   \n",
       "2052-08-02           2.3512%                           2.1599%   \n",
       "2052-11-02           2.3483%                           2.1567%   \n",
       "2053-02-03           2.3454%                           2.1536%   \n",
       "\n",
       "            Euro Yield Curve (2 months prior)  \n",
       "2023-02-01                            1.7007%  \n",
       "2023-05-04                            1.8574%  \n",
       "2023-08-04                            2.0001%  \n",
       "2023-11-04                            2.1176%  \n",
       "2024-02-04                            2.1989%  \n",
       "...                                       ...  \n",
       "2052-01-31                            1.9796%  \n",
       "2052-05-02                            1.9758%  \n",
       "2052-08-02                            1.9721%  \n",
       "2052-11-02                            1.9684%  \n",
       "2053-02-03                            1.9648%  \n",
       "\n",
       "[120 rows x 3 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "after-valuable",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.iloc[:,0:1].plot(figsize=(20,10), grid=True,\n",
    "             title='Euro Riskless Yield Curve over month ' + date_now.strftime('%Y-%m'),\n",
    "             xlim=(df.index[0], df.index[-1]), xticks=df.index[::4], xlabel='', rot=45)\n",
    "df.iloc[:,1:2].plot(ax=ax, grid=True, xticks=df.index[::4], rot=45, linestyle='--', color=['#1f77b4'])\n",
    "df.iloc[:,2:3].plot(ax=ax, grid=True, xticks=df.index[::4], rot=45, linestyle=':', color=['#1f77b4'])\n",
    "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, df.index[::4])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "thermal-praise",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "An average shift of +19.88bp between 2023-02 and 2023-01\n"
     ]
    }
   ],
   "source": [
    "print('An average shift of {:+.2f}bp between {:%Y-%m} and {:%Y-%m}'.format(\n",
    "    (df.iloc[:,0]-df.iloc[:,1]).mean() * 10000,\n",
    "    euro_spot_rates.index[-1].date(), euro_spot_rates.index[-2].date()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "judicial-profile",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "An average shift of +28.17bp between 2023-02 and 2023-01\n"
     ]
    }
   ],
   "source": [
    "print('An average shift of {:+.2f}bp between {:%Y-%m} and {:%Y-%m}'.format(\n",
    "    (df.loc[:'2025',df.columns[0]]-df.loc[:'2025',df.columns[1]]).mean() * 10000,\n",
    "    euro_spot_rates.index[-1].date(), euro_spot_rates.index[-2].date()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "southern-michigan",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "An average shift of +19.12bp between 2023-02 and 2023-01\n"
     ]
    }
   ],
   "source": [
    "print('An average shift of {:+.2f}bp between {:%Y-%m} and {:%Y-%m}'.format(\n",
    "    (df.loc['2025':,df.columns[0]]-df.loc['2025':,df.columns[1]]).mean() * 10000,\n",
    "    euro_spot_rates.index[-1].date(), euro_spot_rates.index[-2].date()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "metric-float",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}