{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import collections\n", "import math\n", "\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", "import numpy as np\n", "import seaborn as sns\n", "\n", "sns.set(style='dark', font_scale=2, palette='colorblind')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### GDP" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "countries = ['france', 'germany', 'greece', 'italy', 'netherlands', 'portugal', 'spain']\n", "iso_countries = ['FR', 'DE', 'EL', 'IT', 'NL', 'PT', 'ES']\n", "country_names = {\n", " country: country.title()\n", " for country in countries\n", "}\n", "\n", "data = {}\n", "for country in countries:\n", " path = './data/gdp/{}.csv'.format(country)\n", " df = pd.read_csv(path, parse_dates=['DATE'])\n", " df.columns = ['date', 'gdp']\n", " data[country] = df\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Population" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "population_df = pd.read_csv('data/population.csv', parse_dates=['Year'])\n", "population_df.columns = ['country_name', 'country_code', 'year', 'population']\n", "\n", "population = population_df[population_df['country_name'].isin(set(country_names.values()))]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/srom/workspace/ds/env/lib/python3.6/site-packages/ipykernel_launcher.py:6: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n", " \n", "/Users/srom/workspace/ds/env/lib/python3.6/site-packages/ipykernel_launcher.py:11: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n", " # This is added back by InteractiveShellApp.init_path()\n" ] } ], "source": [ "min_country_years = {}\n", "max_country_years = {}\n", "for country in countries:\n", " min_country_years[country] = (\n", " population[\n", " population_df['country_name'] == country_names[country]\n", " ].groupby('country_name').min()['year'].iloc[0]\n", " ).year\n", " max_country_years[country] = (\n", " population[\n", " population_df['country_name'] == country_names[country]\n", " ].groupby('country_name').max()['year'].iloc[0]\n", " ).year\n", "\n", "def get_population(country, row):\n", " country_name = country_names[country]\n", " \n", " min_country_year = min_country_years[country]\n", " max_country_year = max_country_years[country]\n", "\n", " year = row.date.year\n", " if year < min_country_year:\n", " year = min_country_year\n", " elif year > max_country_year:\n", " year = max_country_year\n", "\n", " year_ts = pd.Timestamp(year, 1, 1)\n", " return population[\n", " (population['country_name'] == country_name) &\n", " (population['year'] == year_ts)\n", " ]['population'].iloc[0]\n", "\n", "for country in countries:\n", " df = data[country]\n", " df['population'] = df.apply(lambda row: get_population(country, row), axis=1)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "for country in countries:\n", " df = data[country]\n", " df['gdp_prev'] = df.shift()['gdp']\n", " df['gdp_yoy'] = df.apply(lambda r: 100 * (r['gdp'] - r['gdp_prev']) / r['gdp_prev'], axis=1)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
dategdppopulationgdp_prevgdp_yoy
01995-01-0139193.110562153.0NaNNaN
11995-04-0139577.610562153.039193.10.981040
21995-07-0139799.010562153.039577.60.559407
31995-10-0140026.910562153.039799.00.572627
41996-01-0140234.910608800.040026.90.519651
\n", "
" ], "text/plain": [ " date gdp population gdp_prev gdp_yoy\n", "0 1995-01-01 39193.1 10562153.0 NaN NaN\n", "1 1995-04-01 39577.6 10562153.0 39193.1 0.981040\n", "2 1995-07-01 39799.0 10562153.0 39577.6 0.559407\n", "3 1995-10-01 40026.9 10562153.0 39799.0 0.572627\n", "4 1996-01-01 40234.9 10608800.0 40026.9 0.519651" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data['greece'].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Unemployment" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/srom/workspace/ds/env/lib/python3.6/site-packages/ipykernel_launcher.py:14: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " \n" ] } ], "source": [ "unemp_raw = pd.read_csv('data/unemployment.tsv', sep='\\t')\n", "unemp_raw.columns = ['raw_header'] + [c.strip() for c in list(unemp_raw.columns)[1:]]\n", "\n", "def get_part_of_column(row, index):\n", " return list(str(row['raw_header']).split(','))[index]\n", "\n", "unemp_raw['age_group'] = unemp_raw.apply(lambda x: get_part_of_column(x, 1), axis=1)\n", "unemp_raw['country_iso'] = unemp_raw.apply(lambda x: get_part_of_column(x, 3), axis=1)\n", "unemp_raw.replace(' d', '', inplace=True, regex=True)\n", "unemp_raw.replace(':', '', inplace=True, regex=True)\n", "unemp_raw[unemp_raw.columns[1:-3]] = unemp_raw[unemp_raw.columns[1:-3]].apply(pd.to_numeric, errors='coerce')\n", "\n", "unemployment__ = unemp_raw[unemp_raw['country_iso'].isin(iso_countries)]\n", "unemployment__['country'] = unemployment__['country_iso'].apply(lambda c: countries[iso_countries.index(c)])\n", "\n", "unemployment = unemployment__[unemployment__['age_group'] == 'TOTAL'].reset_index()\n", "unemployment_youth = unemployment__[unemployment__['age_group'] == 'Y_LT25'].reset_index()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
indexraw_header19951996199719981999200020012002...2011201220132014201520162017age_groupcountry_isocountry
061T,Y_LT25,PC_ACT,DE8.910.010.69.79.08.78.39.8...8.58.07.87.77.27.16.8Y_LT25DEgermany
164T,Y_LT25,PC_ACT,ELNaNNaNNaN30.431.529.128.026.8...44.755.358.352.449.847.343.6Y_LT25ELgreece
265T,Y_LT25,PC_ACT,ES39.839.236.132.426.423.221.122.2...46.252.955.553.248.344.438.6Y_LT25ESspain
367T,Y_LT25,PC_ACT,FR34.737.239.337.837.331.529.130.5...22.624.424.924.224.724.622.3Y_LT25FRfrance
471T,Y_LT25,PC_ACT,IT29.929.929.629.228.026.223.122.0...29.235.340.042.740.337.834.7Y_LT25ITitaly
\n", "

5 rows × 28 columns

\n", "
" ], "text/plain": [ " index raw_header 1995 1996 1997 1998 1999 2000 2001 2002 \\\n", "0 61 T,Y_LT25,PC_ACT,DE 8.9 10.0 10.6 9.7 9.0 8.7 8.3 9.8 \n", "1 64 T,Y_LT25,PC_ACT,EL NaN NaN NaN 30.4 31.5 29.1 28.0 26.8 \n", "2 65 T,Y_LT25,PC_ACT,ES 39.8 39.2 36.1 32.4 26.4 23.2 21.1 22.2 \n", "3 67 T,Y_LT25,PC_ACT,FR 34.7 37.2 39.3 37.8 37.3 31.5 29.1 30.5 \n", "4 71 T,Y_LT25,PC_ACT,IT 29.9 29.9 29.6 29.2 28.0 26.2 23.1 22.0 \n", "\n", " ... 2011 2012 2013 2014 2015 2016 2017 age_group country_iso \\\n", "0 ... 8.5 8.0 7.8 7.7 7.2 7.1 6.8 Y_LT25 DE \n", "1 ... 44.7 55.3 58.3 52.4 49.8 47.3 43.6 Y_LT25 EL \n", "2 ... 46.2 52.9 55.5 53.2 48.3 44.4 38.6 Y_LT25 ES \n", "3 ... 22.6 24.4 24.9 24.2 24.7 24.6 22.3 Y_LT25 FR \n", "4 ... 29.2 35.3 40.0 42.7 40.3 37.8 34.7 Y_LT25 IT \n", "\n", " country \n", "0 germany \n", "1 greece \n", "2 spain \n", "3 france \n", "4 italy \n", "\n", "[5 rows x 28 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "unemployment_youth.head()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
indexraw_header19951996199719981999200020012002...2011201220132014201520162017age_groupcountry_isocountry
05T,TOTAL,PC_ACT,DE8.28.99.69.48.67.97.88.6...5.85.45.25.04.64.13.8TOTALDEgermany
18T,TOTAL,PC_ACT,ELNaNNaNNaN11.112.011.210.710.3...17.924.527.526.524.923.621.5TOTALELgreece
29T,TOTAL,PC_ACT,ES20.719.918.416.413.611.910.611.5...21.424.826.124.522.119.617.2TOTALESspain
311T,TOTAL,PC_ACT,FR10.210.510.710.310.08.67.87.9...9.29.810.310.310.410.19.4TOTALFRfrance
415T,TOTAL,PC_ACT,IT11.211.211.211.310.910.09.08.5...8.410.712.112.711.911.711.2TOTALITitaly
\n", "

5 rows × 28 columns

\n", "
" ], "text/plain": [ " index raw_header 1995 1996 1997 1998 1999 2000 2001 2002 \\\n", "0 5 T,TOTAL,PC_ACT,DE 8.2 8.9 9.6 9.4 8.6 7.9 7.8 8.6 \n", "1 8 T,TOTAL,PC_ACT,EL NaN NaN NaN 11.1 12.0 11.2 10.7 10.3 \n", "2 9 T,TOTAL,PC_ACT,ES 20.7 19.9 18.4 16.4 13.6 11.9 10.6 11.5 \n", "3 11 T,TOTAL,PC_ACT,FR 10.2 10.5 10.7 10.3 10.0 8.6 7.8 7.9 \n", "4 15 T,TOTAL,PC_ACT,IT 11.2 11.2 11.2 11.3 10.9 10.0 9.0 8.5 \n", "\n", " ... 2011 2012 2013 2014 2015 2016 2017 age_group country_iso \\\n", "0 ... 5.8 5.4 5.2 5.0 4.6 4.1 3.8 TOTAL DE \n", "1 ... 17.9 24.5 27.5 26.5 24.9 23.6 21.5 TOTAL EL \n", "2 ... 21.4 24.8 26.1 24.5 22.1 19.6 17.2 TOTAL ES \n", "3 ... 9.2 9.8 10.3 10.3 10.4 10.1 9.4 TOTAL FR \n", "4 ... 8.4 10.7 12.1 12.7 11.9 11.7 11.2 TOTAL IT \n", "\n", " country \n", "0 germany \n", "1 greece \n", "2 spain \n", "3 france \n", "4 italy \n", "\n", "[5 rows x 28 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "unemployment.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Colors" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'france': (0.0, 0.4470588235294118, 0.6980392156862745),\n", " 'germany': '#BDA800',\n", " 'greece': (0.8352941176470589, 0.3686274509803922, 0.0),\n", " 'ireland': (0.0, 0.6196078431372549, 0.45098039215686275),\n", " 'italy': (0.8, 0.4745098039215686, 0.6549019607843137),\n", " 'netherlands': '#2A282C',\n", " 'portugal': '#800000',\n", " 'spain': (0.33725490196078434, 0.7058823529411765, 0.9137254901960784)}" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "palette = sns.color_palette(n_colors=len(countries))\n", "colors = {\n", " 'france': (0.0, 0.4470588235294118, 0.6980392156862745),\n", " 'germany': '#BDA800',\n", " 'greece': (0.8352941176470589, 0.3686274509803922, 0.0),\n", " 'ireland': (0.0, 0.6196078431372549, 0.45098039215686275),\n", " 'italy': (0.8, 0.4745098039215686, 0.6549019607843137),\n", " 'netherlands': '#2A282C',\n", " 'portugal': '#800000',\n", " 'spain': (0.33725490196078434, 0.7058823529411765, 0.9137254901960784),\n", "}\n", "colors" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def mention(ax, source, position=(0.01, 0.01)):\n", " ax.text(\n", " position[0], \n", " position[1], \n", " 'romainstrock.com - data © {}'.format(source),\n", " verticalalignment='bottom', \n", " horizontalalignment='left',\n", " transform=ax.transAxes,\n", " color='grey',\n", " fontsize=14,\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Growth Domestic Product" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def plot_gdp(data, countries):\n", " f, ax = plt.subplots(1, figsize=(20, 8))\n", " \n", " dates = sorted({row.date for row in data['greece'].itertuples()})\n", " \n", " ax.set_title('Real Gross Domestic Product (Billions of chained 2010 Euros)')\n", " \n", " for country in countries:\n", " df = data[country]\n", " gdp = df[df.date.isin(dates)]['gdp'] / 1e3\n", "\n", " ax.plot(dates, gdp, label=country, color=colors[country])\n", "\n", " ax.xaxis.set_major_locator(mdates.YearLocator())\n", " ax.xaxis.set_major_formatter(mdates.DateFormatter('%y'))\n", " \n", " ax.legend()\n", " ax.grid(True)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABIcAAAHzCAYAAAC6+n3rAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3XeYFFXWx/Fv9+QhSxJQksoFAyhJUbLZ1VfMOeew6uq6hl1XV9dds2tAVhQxg3FNqOuCASUpSRDkGgADiuQwTJ7u949bxTQ93TPTM8P09PD7PA9PM11VXae7q6qrTt17biAcDiMiIiIiIiIiIjumYLIDEBERERERERGR5FFySERERERERERkB6bkkIiIiIiIiIjIDkzJIRERERERERGRHZiSQyIiIiIiIiIiOzAlh0REREREREREdmDpyQ5ARBo2Y0xXYFkVsxUAK4EvgHuttbO3d1zxGGPOBcYDc6y1/WuwfA5wOjAK6AO0B0pw7+8zYKK19v06C7gBM8bcBtwaY1IY952vB74CXgKes9aW1l90DZcxppe19uuo58Lef/ex1n61Hdb5MTAszuQSIA/4DngLeMhau7muY0iUMWYN0BoYYa39OAnrzwI6WmurOr7FWrYzsBB4xFr7F++5p4Fz4iyyCfgVmAzcZ61dHuM1P8Z9h7+31j7qPXcbbh98zVp7ovdcV8qPyc2stXlR67/fWvvHRN9TY2CM6QY8CAwBcnDH7T51tb3X9vclwXU9TQP+Po0xrwInAH+z1t6WwHIDgetw31EbYDPu3OERa+2kOMukAb8HLgD2wB3PZgF3WWs/reZ6+wCzcce/uJ+nMaYVbp87DugArAbeB2631v5QnXV5r9OVqs+doh1nrX0jwWUaHGPM48D/AXtba9cmOx4RqT61HBKRRMwGpkX9mw78BHQBTgZmGWNOSVqEtWCMOQp3Af0kcDTQBPjae64d7kT9PWPM/4wxLZIWaP3bxLbf+QzgWyAXOBx4CphpjOmYtAgbAGPMzsaYl4BnkxjGT1TcR+cDG4ABwB3AXH1X5lBcYvN3NXyJcUAhcFeMaauouL/8CHQGrgAWGmMG1XC9EocxJh13EX8skA0sBlY2hESoOMaYS3DnDCcDzYBFuJsNhwPvGGP+EWOZAPA8LunXC/ebnA8cBXzsJeyqWm8r4AWquCnuzTcduBpoBSzAJRnPB+YbY3pX533GEOvcKda/xpJI+Svu+30k2YGISGLUckhEEnFSrDvesPWO7Uu4C9BxxpgPrLXr6zO42jDGnIo7AU0DPgRuAWZYa8Pe9EzcRcd9wCHAu8aYIdbaUJJCrk/zrLXDo5/0TtpH4pJp/YBJ3meSV8/xNRRH4C565sSY1st7XLqdY3gq3l18Y8yBwCRgd9xJ+wnbOZaG7M+4zyFhxpiTcMeAq+Ns6+9Za8+NsVwOMBo4D5hgjNk9qrXd2biE68qaxAXchEtWNZYLzET1AXoAIaCvtdYmOZ7aalTfpzFmb9z2nwb8Dfi7v/0bYy4CxgA3GWNmWmvfilj0CuBU3LHzCGvtt95vzyXAY8C/jTGfxGsBaIxpj2sxuVc1wnwC6Am8C5xqrd1sjMn2YjsXmGiM2cdaW5bg24977tQYWWt/M8b8C/izMWZsMlqGikjNqOWQiNQJ78TsFKAU1+Lm1ORGVH1eYusp3EnrWOAQa+10PzEEYK0ttta+gmsKvxY4EHeyuMOy1oattVOA4cA6YF/gxqQG1UBZa5d4/4qTGMN0yr+fUcaYDsmKJVV53Vv+gTsGPJHIstbaAuAy3L7SBddaInL6j942sqEmsVlrf/WWX12T5RuBtt7jqkaQGGqM3+fVuN/YN6y1t0UmRq21T+BaBgH8wX/eaw12vffnpdbab735w9baf+P2wSxcN7UKjDGH4JL1A6sKzhjTEzge12XtLL/FmbW2ELgQ12KpF667mVTtQVz383uSHYiIVJ+SQyJSZ7wEkX9S3quyeRuYv+Gaji8GroxMCkWz1v5IeVeSi+ohtgbPq8Nwm/fn740xzZIYjlTOvyMfxLX2ksScgmtx9LyX7EmItbYIV18FUusYmQr81vBFSY1C4hnuPb4aZ/o73mPfqGU6A79aa/8XY5knvccTjTHbXNN4dW/+B3TyXvu1KuI7EwgAb1tr10VO8FoKjff+TMlu8/XNqzX0BjDA68YrIilA3cpEpK753awC0RO8ArCXAWfgmm4HccmkF4FHvTt00ctk4/r7nwDsA7TE1RuwwMvecjW+GDDGtMR1BQJXKLakGos9D3QD3ox6rY9xBWUPwr3Hs7xJnwOH+V3QjDHH45rED8C1slqJK1R7t7X2mxgxdsd1MTgEd6Lrv/9XgdHW2vzazF9HngEeAJrjPoN3IicaY/ri7u4Ox93h34irxfKwtXZy1LxdcYU8v8Td8f0jrt5TF1xx0NeBm621W4wxI3FdhAbgtrlZwJ+ttbOiA6zh9jccuAbXUqwVrgj3XGC8tfaliPmWe/EB9PMKUP9gre3qTY9bkNoY8zsvrr64As2/Au/hCqD+Gh1TLW2M+H8zb/1dcZ/3Ity+MA7YD9fC5R8RxZFb4j6L43EJkhDu85uI+/wqJEu8z/xyXFeq3XC1j17B1aSoIFYB5qjp9+G2o2eiu255ScnLKU/gpOESvk8Bj1trQ973+VHEYo8YYx6h+kV1L/MeX6zGvPFkeI/bdEmLVZA6EZUVMDbG7IHbjw4DOgJbcC0qxnotIqNfK+zN0wxXBPhSXDKrFHc8uyfWxXp195dqvp9qbW8xCv92idjfqlXs3Bizj7eukbjPZyNuAIK7rLWfx1mmLfAX3OAFOwO/4Y57t1lrV8WYvxuu9czBuGNFNq4F2kzccfCjqPmfJur7jNh+J+G28z/j9tldcPvWZNxxI9bvSBDXdfF8oDeuxc0yXNLkPmvtxuhlvOWO8z6bPrj6QB/ifl8SdSnQFZgaZ3oT7zHy2mR/73F6nGXmAsW4gSN6AEuill2L+60Y632elalqXTO9xyFVvE6dqMmxcDsfy4/DHf/6A01xn+0s4DFr7Qdx3sYE4DTcdx8ruSciDYxaDolInTHGGGBv788voqbthDspfBB3EbwSV+i5N3Av8JkxpnXUMi1wJ+ijcRdN63AjBJXhkgb34e5M1cZI3ElyGHfCXSVr7Upr7RWVnBDdj7tI/QE3Esuv3oVp0BjzPO5k/DDcxeEC3EXU+cCXXuJoK2NML1wxywuBFrj3vxKXDLkHmGKMyajp/HXFWrsJd0IKUSfPxpjLcReUp+NaaM3HjaB1DPA/Y0y8ZueZwH+BO3G/V8txya6rgFeNMefjLob64balIO7C6yNjTI+oGGqy/Z0OTMHVmiry4i7CdQea6J2c+77AFekG971OI2ofiMUYMxp3Qfk73Ha9CJc8uxSYbYzZparXSFBknZ2foqa1wH3ee+OSKi1xXSn85MKXuIuVPYFvcBch++G2q5nGmJ0jX8wY0wSX5HoAV+/jO1zC4Wrcd5FZV2/KGNMFb/Qi3He63Ht//XF1Sfy7/htx380m7++l3t8/VmMd7YHBuIuiGo3I6CUUBuGON/GOH3XKGDMK991djBsdagHu/R8CvGyMedHrLhfLWFzXne64C++gt9x/YxyrEtlfqoo5ke2tEPcdLvb+LqK8wG/MhEfUus7C7avn47b5hbhE83HANGPMYTEWa4fbBq7CdZ1Zhjs2XQZ84V18R67jMNy+fTWwK/C9928nXHJpijHmtKpijdAM99t4E+7362vcd3sG7rPpHrX+LFyrwfG44/MGb5ndcAmuudHLeMvdg0vGD8X9/i7Hfb+f40YNqzZr7RRr7ThrbfRxx3es97g44jn/eBWznpDXomdF1Ly+e4HdrbVjqxlipevC/Z4DtDfGNK3mayZLXR/Lb8RtB4fitp0vcceCY3HHgivjxPER7rf+d17NNRFp4JQcEpE6YYzZF5f0COBONF6OmuVpXEJnOtDDWruHtbYPrgXOp7gL/HFRy/zVe/5rYDdrbU9rbT/cifk13jxHGDc0bk318R5/jHW3t4YOAI631u6DuxC42nv+L7iT943AMdbaztbaAbi7ng/i7iS/4BXu9N2OSx49BLS31vaz1vbEfS5rvHWdWov565J/8tzJf8K70/0o7vfmZqCdtXagN885uAu5640xF8R4vV64i/vDve2lJ+VDhR+Bu2i9H2hrre2Lu4D9HpeAujTqtZ4mge3Pu8v+gBf3KdbaXa21A6y1u3oxhIE/eHdqsdaehKtF4/1pB3vPxWXcKDuX4xImJ3jr6ItrVfARrgXD+PivUCNXeY9rcBd4kXbBXeju5sWxC/Chl0x8G9e94xOgq7V2X2/77olLNvSm4j5/CzACt130ttb2sdb2wCUXuuK1XKojT+O2l5le/L297WU4Lll3tjHmDGvtPGvtYGCet9yD3nf1VDXWMcJ7/NwmUIjeSwo39/aF93Hb50PW2u1dnBwvSTrBW+cjuGPCAK9F25G4C73TKO8WGqkJrsXX74E23rG3E24bCAB/j1hPQvtLFTEntL15yfrBwA3eS6z0vtPB1tp5FdewzboM5XVrbscdn/rj9r0HcK1YXvISnZF29d7TQO93qSeutVS+F/clEevIwu3HObjjfHtr7X7W2l7evJO9z/OWqj6bCENxrZUO8T7r/XCJgJW443/0UO334hLQX+OKdXf19vGOuIv+7sArkV2zjDGH4+r9FAEnWmu7e+vpgUum1nTkrgq837zzvT9fiJjk15GqrCi33wWsTeST1toXbGL1u6paV2RXszZx5mko6uxY7t1Y+RsuCTvM2w4G4LadP3uz/dMYkxsdhHUF+xfg9q8Dt8s7FZE6peSQiCTiFWPMZ1H/vjDGrMBdbO2Fuzj/XWQXHWNMf1wrkTXAKGvt9/407y7iibgLuGONMX0i1jcc76LCuro2/jJl1tqHvHWBu/tVU/4dsrpKDIEb5ew/ANbakLV2nXdx4Z+wX2Kt3drtylpbYK29FtdNLZttLxL28R6fthFd3ryLnltxCbnCWsxfl/whoyNb4NyCu/B53Fr7T+sVIbWuoOizlBdIvj1O64W7IltoWWufo/xO8RfW2uv992mt/Q2XJABXHBuo8fbXDpe0W4/rBkXEMs/iWlRMwN2hrambvcfrrbWvR7z+GlwSsRQYaWo57LwxJssYs7dxo8f4F2B32NjFse/zk6TW2nXW1d86FTC4bjPHWmt/joj1G9xF5xZgiDHmSG+d2ZQnos611i6KWGYKEUVna8u4UdiG432HUceKT3AXNlDezbOmhnmPiyqdC84xxoT9f7gWYRtxCb++uGREzAK628ENuGPK+9baq2xEl1Jr7fu45A/AddEt5zxPWGsf9ZNhXgvBv3jTehljmnv/r8v9JeHtrRauw124vmytvTXiWFKCO14vxLW6OCbGsmdZa7e2DrSuK+sz3p+RF8L9cN1wVuD29aKIZX6jfPs0JqpuThWu8fYl/7WW4FrZgrsJ4L9oR1yyvBh302JexDJrcceaH3HbZuT79JNtd1lrX4tYZimum3eiI3bF5LXIewOXiPsG+HfEZL+1SWX1vfxptW2ZUtW6Ip9PdF3LIo8Jcf49nXDElauTYzkuGZjpZrFTI+Yvs9b+A/gPrst6rOMHlB8vh8WZLiINiJJDIpKI/rh6OpH/+uPuor2Gu/Dcy1r7ddRyfnPxKTbGyCveCYx/kntkxPP9cCdhFbpfGDe0/Hrvzwp3rBIQiHqswBhTWMkJ3fAYi8yI8dwQXEuJ1URdPEV42Hs8MiJR4icyxhhjhhk3egsA1trHrLUn2m1rhiQ6f13yuwmFAbym90O95x6Ls8xY3J3pjmxbiNT3Xozn/C5Asbrl/OY9RrZKqcn2twZ3Qd8KGGeM2StqmUuttWdaa7+MEUOVvKb9e+ASQM/GiOlXXDP/ttbaXxJ46Vujt1FcMnAh5S3Y7se1Iokl1rb7O+/xBRujLol3geEnt472Hofi9t2fbeyaLxOo/IIvEX5879jYrf8exyWu/6+W6+nqPVbV4mcV5d2apuFaqy2g/Hh1PjDWbIfunTEc5T3G3P+stW/g9qccXBfbaO/GWizi/35yqC73l5psbzXlr6tCyzHvYnoUsKu1dmLU5HXW2k9jvJ7fJWrrhbJ1I1+2APawsYdA9xN2QVwirzrCxD42+t9N84jnjsTVuZrnJZC2XcDdyPlPxLz+sXuw99zzMZb5lvi1g6rN6740Bde9LQ842W5b+606CSj/WibuQBLVVNW6Iq+ZEl3XbLY9JsT6V6FOVC3V1bF8Oe6z6WOMuSu6+6G19nhr7Xk2fnfB77zHrgnELiJJooLUIpKIbtba5bC1qfyhwL9wJ3ZNgbds7OLQfsueIcaYz+K9tvdoIp+01hYZY3Y2xgz2pnXDdR/Zl/KkUG0S3X4T8naVzDMNd3c50v7EP4bGKiLs18BZYON3SZnrPTbDtWhagevqMBJ3J/hjYKMx5kPchcFb3p3nSInOX5f8CxK/KX933GdUQpzWFtbafGPMElz3vh5UrNOzouJS+C1eYg3x7LeWikz2Jbz9WWtLjTF/xXXPOw84zxjzEy4h9S6uJUZtCnvv5j0ut9ZuiTWDjSpcXU0/sW39HD85tA5XJ+JVG6NYbYTKtt3KuujMxbXM8ef165FEJ4oBd0FqjPmG8m6dteF/ljE/L+uGpF4ca1qC/G4nVdWxec9GFcsGMMYEcPV3XsQVeQ54j9uF16rHbxlZ2Xc3D9fNpEeMabH2v8ikXhrU+f5Sk+0tYV7rNr9VXrxtJ14iMF7C1i8yXiHJY60tMK4wf1/cNrsbrqVn5G9edX/L8rxWXNH87yayFaZ//Nu9kuNfB+/Rj6ULLqFUTPkNh2gLKO9qmTBjzG64bpa7445Ro2IkD/1jY2VJM/+3ubbJ5i24VmLx1hV5DpDouk7yz53qUZ0cy621K40xD+Nae94A3GCM+RZX02gS7qZLZQN5+Ntp20rmEZEGQskhEakRLwn0jjFmHu6C/nBgkjFmhK040oWfNOhI+cl4PFu7HRhjWuHqPpxB+Qg/4C50P8BdWHajdvyLgo7GmBZx7qYdHP2cMWYN8ZtRx+q25bdk2Rxjmi9y9KJm3rpneRcUf8a1fGiBK5R6HK510ETgCj/uROevYz29R//utP+et1SSEIPy9x2rBk3MxImnundva7T9WWsf9k6Cr8V1W9oVdzF/AbDZGHOPtfbvMV+lav62k1fpXIl7ylZv1K14arvt+vP6n2Nl318i9UAqs70+y2h+keEaJQW9lijvG2OuAp4DzjXG3B7ZDa6ORe5PiXx3kWJ1PYy0NQlbh/tLTba3mog8fie67SQ0QqYxZijut6xfxNNhXBH7F3DDqCei2t8L5ce/1rjWvpVpEfWY7223sdR4//W6+r6LSxjkAf9no0Zr8/g3b3aq5OX87zHWzYJErMXt4/HWFbm91HZd9aGujuVYa681xswBrsDdePJbvl4JrDHG3GytfSLO6/m/AS3jTBeRBkTJIRGpFWvtCmPM2bhkzf64E+DLombzTw6ut9ZWa8Qa7y7727iT2dW4bjCfA4v95svGmOnUPjk0GddkOh1Xb6FCE/o64p9wNa9knsh6HFsvVrxuemd6XekG4Ubk+h3uDvQZuMKxx9V0/rrg1bXwh3L3h/z130MTY0ywkgRRi6j561rC25/PWvse8J5xI+eNwBVTPgbX0uIOY8xm6+pfJcpPMEQXum2IEtl2/Xn9LlSVjepTWd2OeN08Y3Uhra/P0r/Yqk2dKXCj04FrJdKH8kLudS1yf2pO/BZPdbb/1dH+UpPtrSYik3xNqMbIZjXhFVv+ANfy5FNcYnAB8LW1dpNxRcMTTQ4lwj/+jbbWxhtVKtrWLtvGmECcBFGNavwYY0bi6us1xXVHPCqydlMU/0ZD1zivlU75AAjfxZonAUtwrblirovy37dfa9lqNFGJHAurUuN9y1r7Am7AjHa41smH4vbttrhusqustW/GeD0/KbS9ah2KSB1SzSERqTVr7WRckVWAS40x0S1t/CG+exKHMWY/Y8y+xhj/btUgXGKoFDjQWnuHtfa/Uf3aaz3Mt9fNyq+38Cevu9z24NeC6F1J0VH/rnI+8Itxoxx1N8YM82ItttZ+Yq39q1ePye+SMsoY0zTR+ev4/fmFbdcAH3r//x6XeMvAjaRTgXGFuv2uDLU9uY8n4e3PlBdx3hfAWrvRWvuGd3HVjfLCszW9qPO7dnU1cYb4NcY8boyZ5H+fSeRvu/tVMo+/7frfYeT2XuHixtsHYnUJKvUe4+2HHWI853+WMQvTG2PaGWM+N8ZMiKzBVQN+PaN4LQarK7K2yXY7D/NaB670/oz53XnfjT+txvtfHe8vNdneEmatXY87XkH8bediY8wUY0z06IeJuAq3PU8BRlhrn7DWzoroFlbr37EqVOf418sY099rrQsuYVmEqyMXb8CHXokGYlzx+LdxiaEfgcGVJIbA1eoBd+Mplr6435e11P73w1/XAXGm+8/PquV6qqsmx8KqJLxvGWNyvd/HnuBq9FlrJ1prL8C1DpzszR9v3/aPl9uzS7uI1BElh0SkrvyJ8h//0V6rFd8k7/EEY0yFIWC9u8xTcP3gT/ae7uo9brLWVjjpM8Ycijsxgdq3grwGd3K5D/BYVYVijTFHkHh3hs9wfe/bAPGGOL/Ce5zitbLZGXeC9qGJPWLV5Ij/p9Vg/jphjOmC+/4BHrDlI5Ll4YbLhYqtyXwXU35yP6euYopSk+3vOFwR5xejkxved+MnwCI/R79lVNzi5hEW4+oDZeCGEo+OqTWulddRbKcWDQnwP7/Tvc9qG8aYXSgv+u0XCf8U1/qgHbELQY8idjcDv8WCiZ7grTtWouy/3uPRERe3kY4DBgC9/G2TxL4rn39h1anSuarmF4UNs/22eZ9fUDre/jcK935KcKOp1VRN9pd4arK91ZS/7ZwdYz0B4FxcK4nqFoqOpav3uCBOQerIulPbo0X/+7jtfbgxJtZ+lY4bLewLXJdAvJYx//NmuTDGMh1xLUeqzbji02/iWrx8j0sM2cqX4lNcAq+LMeaQGNP92CZU0XW5OvxCzKOMG759K+MGiDjX+3N7tS6OVpNjYVVqsm9dhatD9K/o+b3yAn5h9nj7tn+8rOuC2yKyHSg5JCJ1wrtL7Q/VbigfBhdvtKKpuIvBScaY3f1p3knmG7hRbn7FFWuF8hOJnYwxl0XMHzTGHIcb7chXmxN3rLUrcAUY83EjCX1mjDk6spWBt96hxpjXcMWd/dHSVsZ6zRjryMONEgXwuDHGv0DEGJNtjHkAdxFdjBtyHutGqfoYd6x+ITLh47Vw+af353TvTn1C81cn7soYY9KNMcfgvtvmuAvdB6NmuwN3YXKJMeZG/zM1xgSMMWdFxPTXKopa1lgNt793cHUZegEPGmNyI5bpQvm2HjlikN8Mv0NUcjRWTGHK3/sDxpjDIl6/rRdHE+Aja+38ar/Z7eMlXGKkPfCGdwEBgNclZhLugm8G7uLPHwrcry/zpNdiwF/mAGBMnHVN9x53N8ZcE7FMey+OWMmfKbi7+S2A17yLUH+5YcBd3p8PRCzjf1ddqD6/xUC8lgVVMsYMofwi641KRvipK/fiiuceYYx5KGo7PgIY5/35r1oWq6/J/hJPwttbLdyLS4ydaYy53ksC4N0g+CeuBetaYowomAD/t+yUqGNPK2PMg8DpEfPW6rcsFmvt97i6Rmm4OoFbR4X0kqnP41rxbWHbYeRvxx27rzLGXOIn/bxj5ms1iPV+3M2RLcDR1dn2vWTa3d6f440xvSNivwSXHCqi4u9Owqy1C3DbVnPgVS9B7xcufxK3bVvKWxpvbzU5FlalJvvWy7jWjod7+0jkedHewCXen/H2bf94OT3OdBFpQFRzSETqjLX2eWPMhbg7WjcbY170TkzBtY74ABgIfGOMWYw74eiJS7RswtUeKPBea7Yx5k3cXazHjDE34xIxXXB93PNxF2v7U3WR4erE/p4xZiDu5Gkgrun7FmPMctzFQ1fKWzqU4E6ob7Sxh86O507cCeapuJP0H3GtrXriWiLlAxdaayNHErkAd0d3OLDcGPMdLoHkjxC3Dtf6pqbzV8d+ZttRboJevN0or/MyCzjWbjsMMdbaj40xV+NGMfoncL0X066UN4v/l7U23lD3dSXR7S/PS179BzcE/PnGmO9xTfz3wP1+zqE88QCuuHnYe1/fGmN+stYOJg5r7RjvQu1C4L/GmGVeHAZ34bWc8rvVSWOtLTbGjMK1shgOLDPGLMJdbO6Fa32zADglqmXEQ7gWO6cC07zPHFw3le9wF93bdE2x1s4zxrwOHI9LMvwBt83uietmcS9wfdQyYWPMKXjddoAfjTFf4ZJF/rDL46y1kRf4C3D1Mq4xrhvsy9baf1K5/+G+337GmCwbe2RGgCNNxVGh0nB30P3WjouBy6tYX61Za5cYY87EJQeuwm3HX+NadPmJsZdxBexrs56a7C/xXqum21tN4v7SGHMx7uL/HlzX4uW442UrXGLtdGvtulqsxh9UoSPwtTHG4pIuPXCfz5e4rmWtvXmqdcMhQVfgvu+hwBzjCofn4Y41ubjftBO8GyUAWGu/8I7dD+OSRn8xxvyGa2Ebwu0P1Wo9ZIzpBJzi/VmASxjHnT/quPkQrnbV4cA8Y8xC3HfT2Zt+vo0/qlyiLsW18vWPI1/jjiGtcC04j6thC6VXjDHVKWI+1Vp7M9TsWFiVmuxb1tql3rofxu0jNxljluKSaLt7y0wCxkevz7vRsQfu3ObT6Oki0vCo5ZCI1LUrcCea2cBo/0mvVctAXPejObgT1V64IYEfB/rEaCFxEm741Pm4C729cSdoY3FD2d/qzXeUiV/Hp9qstYtwBWJPBCbiEje7e3Hm4U6obgC6WmvPTzAx5N8FPR13kjwZl2Dpjatl8hiwn7V2QtQyy4D+uJPzH3Anqj1wQ0w/COzlxV2j+aupOa7+k/9vEO7iaTWuKf4puLpQMVseWGsfxd09nIi7y7sf7uLiNeBga+0fEownYTXZ/rzimsNw73EzbvvrhGti/0fgIOuGSffn/waX6Pke18WWtgKCAAAgAElEQVRvN+8ub2VxXYTb3qbgLkD2xH1X9wJ9rbU/VrJ4vbHWLsHtc3/H3XnugUt0fIHrlrl/dEuAiO39Alw9jy64pMSzwGDKhziOdiruoucr3B3uTrjWXX2Jc/fZuhG/+uFaO3yL+27bA9OAM6y10V1j7sLVwdmESxDGrIkVtY4VuG6SWbiL7Hjase3+chDltVEm40b46Wut3R5JgAqsta/jvrtxuIvLPrjj8/u4hMApddFqL9H9pYrXSnh7q0XcT+OODRNxF919cMepF4B+1tpadV3zEhd9cNvbj7j30hmXFLoWd4PD78J1TG3WVUkMm3EJlktwyY92uCTPetz77G+t/W+M5R7Fdat7H1eAugeuFeYQ3PdaXYMo73bUhor7R/S/yBhKgKOB64BFuIRWK9wx8zBr7YvUEWvtz7jjyMO437feuG1iAjDAusEeaqI/Vb/ng6hY3ynhY2FVangsfwR3o+49yveRNriEz0W40eZKqchPHr5lra1s5EoRaSAC4XB1RwIWERER2XEZY47FXZy9aK09I9nxiIg0VMaYD3AJov2ttZ8nOx4RqZqSQyIiIiLV4NVdWYBrOdehLmp3iYg0NsaYXXFdoz+21kaPYCsiDZS6lYmIiIhUg1dI/HZcF5vaDG8uItKYXYW7zrwj2YGISPWp5ZCIiIhIAowx7wAHAt2ttRuSHY+ISEPhjYL2LTDRWntesuMRkepTyyERERGRxFyCO4e6IdmBiIg0MLfhip1v98EmRKRuqeWQiIiIiIiIiMgOLD3ZAURbvXpz3GxVq1a5rF+fX5/h1EqqxQupF3OqxQuKuT6kWryQejGnWrygmOtDqsULqRdzqsULirk+pFq8kHoxp1q8oJjrQ6rFC6kXc6rFCw075rZtmwXiTUupbmXp6WnJDiEhqRYvpF7MqRYvKOb6kGrxQurFnGrxgmKuD6kWL6RezKkWLyjm+pBq8ULqxZxq8YJirg+pFi+kXsypFi+kZsyQYskhERERERERERGpW0oOiYiIiIiIiIjswJQcEhERERERERHZgSk5JCIiIiIiIiKyA1NySERERERERERkB6bkkIiIiIiIiIjIDkzJIRERERERERGRHZiSQyIiIiIiIiIiOzAlh0REREREREREdmBKDomIiIiIiIiI7MCUHBIRERERERER2YEpOSQiIiIiIiIisgNTckhEREREREREZAem5JCIiIiIiIiIyA5MySERERERERERkR2YkkMiIiIiIiIiIjswJYdEREREGplwKERo8+pkhyEiIiIpQskhERERkUYm/8P7Wfu33dj0wvmUbViR7HBERESkgVNySERERKQRCYfKKJwxDoCiea+y7u5+bJl8L+GSwiRHJiIiIg2VkkMiIiIijUjJd1MJbfyF7IFn0+zkxwhkNSH//TtYd+9Air56h3A4nOwQRUREpIFJT3YAIiIiIlJ3Cme/CED2gDPJ6HYAmfscQ/7keyj4dAybnj6djD1G0PTYu0nfuWeSIxUREamdFSt+ZuzYx5g7dzaFhQX06bMfV175B2644Q+0bduORx8dy5133sZ7773DE088w5133sYvv6ygR4+ejBkzjkAgwM8//8RTT43liy9mkZe3mY4dO3HEEb/jtNPOIj1925TJ2rVrGD/+SaZNm8qGDetp06YtI0YcwrnnXkBubpNt5t2wYQPPPjuOTz/9hLVr19KuXXtGjDiYs846j9zc3K3zbdmSx7PPjuejjyazevUqWrRoyeDBQ7nggkto1WqnevkcQckhERERkUYjVLiZooVvE2zdjfSu+wMQzGlB02PuJHv/c8h78wZK7BTWPzCInIMuJvewmwjmtExy1CIiIon7+eefuPTS89m0aSNDhgyjY8ddmDZtKpdffiGhUIi2bdttM/8NN1xLr157MmDAAeTk5BAIBLB2CVdffSlFRUUMHTqCnXfuwIIF83j88dHMnz+Pe+55kLS0NABWrlzJ5ZdfwOrVqzjooCF06dKNb7/9hhdffJbZs2cxevST5OTkAC6JdMkl57Fy5a/07dufYcNG8u23lueeG8/ixYu4//6HSU9PJy8vj8svv4ClS7+nX7+BDB8+kl9+WcFbb/2HmTOn8+9/j6dNmzb18nkqOSQiIiLSSBQvfAtK8snudxqBQGCbaentetDiwtcpXvw+eW/dSMGnYyic+zJNjryV7IFnEQim1WksoU2/kf/h/dBmZ8IDLiGQ1aTqhURERKrp4YcfYMOG9dxxx12MGHEIABdddBnXXHM5CxbMrzD/Pvv05s477936dzgc5s47b6W4uIQxY56iZ89eW6c98sgDvPTSi7z55uscf/xJANx//z9ZvXoVd9/9IAceOHjrvK+8MpGHHrqP8ePHcvnlVwPw2GMPs3Llr1x11bWcfPLpW+e95547eeut/zBt2lSGDRvJ44+PZunS77n22hu2rgfgs88+4cYbr+Ohh+7jjjvuqqNPrHJKDomIiIg0Elu7lPU/Leb0QCBA1l5HkmlGUjB1NFsm30veq1dROGMcuYf/mcxeh1dIKiUqXFJIwaePkT/lPsJFeRQAwY+eoMnRd5C17wm1fn0REYkv7+2/ULTgjbjTN6QFKCtLbu25rN6jaHrM32v1Ghs2bGDmzGn06bPf1sQQQGZmJpdd9nsuu+yCCssMG3bwNn8vWvQVS5d+z/HHn7RNYgjgwgsv4/XXX+Hdd9/m+ONPYs2aNcycOZ1Bgw7aJjEEcMIJJzNhwnO8++47XH751RQXFzN16kfsskvnbRJDAGeffT4tWrSkdes2lJaW8v77k+jWrfs2iSGAwYOHsc8+fZg69SO2bMmjSZOmNfqcEqHkkIiIiEgjULbuB0q+/5SM7oNJ26lLpfMG0rPIHXktWf1OY8u7t1I0ZyKbnjqZ9I69yT34OjL3+b+EWxKFw2GKF7xJ3ju3EFr/A4EmrWl61N/ILlvPmnfvZfML51M4/UmajLqbjE59avNWRURkB2ft14RCIXr12qvCtD333HtrV7BIHTt2rPAaACtWrGDcuMcrzJ+bm8t3331DOBzmm2+WEA6H2bhxY8x5MzIyWLXqN1avXsXGjWEKCgrYe+99Ksy3884duOSSKwBYuvR7CgryCYVCMV+zuLiYsrIyvv/+O3r33jfOJ1F3lBwSERERaQQK574EQFacVkOxpLXoQPPTxlI6/Gryp9xH0Zf/YdNz55DWdg+XPOp7MoG0jCpfp+Tn+Wx56yZKlk6DtAxyhv2e3EOuJ5jTkrZtmxHa6yTy3v4LxV+9zYZ/DSV7//NocuQtBJu0rvH7FRGRipoe8/dKW+W0bduM1as312NE28fGjRsA2Gmnir8jaWlpMQs5Z2VlbfN3Xp77HGbNms6sWdPjrqugIH/rvIsWLWTRooVx5920aRMZGSEAmjSpvDu1/5o//LCc8eOfqPQ164OSQyIiIiIpLhwOUzR7AmTkkNX72ISXT++wF83PHE/p4X+m4KMHKZw9gc0vXcaWD+4id8TVZA84k0BGdoXlyjatJP/9Oyj84nkIh8nc63c0OfoO0tvuvs18aa270eLcFyj+5iPy3ryBwplPUfTl6zQ5/GayB11IIE2npCIiUn3+yGD5+VtiTs/Pz6/yNXJy3IhhN954C0cfXflvp19o+txzL+TCCy+tdN61a1dUGkNBQQE5OTlb13/44Udxyy23Vxnv9hZMdgAiIiIiUjulP3xO2ZrvydrnGILZzWv8Oultd6fZyaPZ6aYvyT7oYkKbfyPv9WtZ98/e5H/8COGiPMDVFcqfcj/r7+5L4efPkda+Fy0ueYsW502okBiKlNljBK2unUaTY++CcJi8N/7E+gcOovjbj2scs4iI7HiM6UkgEGDx4kUVpi1btjRu0ijS7rvvAcCSJV9XmFZaWsojjzzIq69OBGC33fx5F8d8rXHjHue5556mpKSEbt26kZGRwddfV4xt9epVHHroEO6++046d+5CZmYm1roua9FefvlFnn76ya2tpLY3JYdEREREUlzh7AkAZPerfpeyyqS12pVmx91H6z9/Rc7wawgX5bHlnT+z9s69yXvrJtbd058t7/0N0rNoesK/aPWHz8jcY3i1XjuQlkHukMvZ6cZ5ZO9/LmWrlrDx8f9j4zNnUvLjbEKbVxEOherkfYiISOPUtm07BgzYn9mzZzFjxmdbny8uLmbMmIer9Rp9+uxHhw6dmDTpTb76asE2055//mleeukFrF0CQMeOndh3377MnDmdjz6avM28778/ifHjn2DWrOlkZGSQlZXFsGEjWb58GW+99Z9t5n322fEA9O8/kKysLEaOPJTly5cyceIL28w3d+5sRo9+iEmT3qZZs5rf9EmE2vCKiIiIpLBwSSFFX75OsHkHMqqZoKmuYLN2ND36dnJHXkPBZ49T8OkYCqaO9uoKXUXuIX8kmNOyZq/dtA3NTnqY7EHnk/fG9RQvfIvihW95E9MINm1HsPnOBJv5j+3do/f/tPamVq2kREQktV1zzR+5+OLzuPHG6xgyZBht27bniy9msmHDeoCYRakjpaWl8Ze//I0//vH3XHHFRQwZMoyOHXfB2q+ZM+cLOnToxCWXXLl1/j/96WYuv/wibrnlRg444EC6d9+NH3/8genTP6N58xZcd92NW+e98sprWLBgPvfccyeffPIR3bvvxtdfL2L+/LkMGTKcgw8+FIArrriGr75awOjR/+Kzzz5hzz33ZtWq35g69SPS0tK56aZbCAbrp02PkkMiIiIiKax48XuECzaQvf+5CY8wVl3B3J1octhN5Ay9kuIl/yNjlz6ktdmtTl47Y5d9aXnFBxQveIPipdMIbfqN0ObfCG1eSelvS+DneTGXCzRpTcsr/1dpNzYREWm8Onfuypgx43j88UeZPftzSktL6dt3AH/72z8555xTycqqWCsvWp8++zJ27DM888w45sz5gunTP6Nt23aceOKpnH32edsUvO7cuSvjxj3H00+PY+bMacyZ8wWtW7fh8MOP4txzL6RTp122ztumTVueeOIZnnpqLNOmfcrs2bNo27Yd55xzAeecc8HW+Vq1asXYsU/z7LPjmTr1I159dSItW7bioIOGcM45F7LHHj3q9kOrRCBW37ZkWr16c9yAUq2yeqrFC6kXc6rFC4q5PqRavJB6MadavKCY60OqxQupF3OseDeOO4nir/9Lqz9+TvrOPZMUWXy1+YzD4TDhwk0uWbRppfu3eRVlq76hcNbTpLXvRaurphDIatpgYk6GVIsXUi/mVIsXFHN9SLV4IfVijhdvKBTil19WsPPOHUhP37bNyy+/rODkk49l1KgT+eMfb6yw7PbWkD/jtm2bBeJNU8shERERkRQV2ryKYjuZ9F32a5CJodoKBAIEcloQzGkB7ba9exrIyKLgs8fZ/NIVNDvraQKBuOe7IiLSyAQCAc477wzatm3LM89MJCMjY+u0F198DoC+ffsnK7yUpOSQiIiISIoqnPcyhMrI7l83hahTSZNj/kHpioUULfgP6R/vR+6Ia5IdkoiI1JNAIMCoUScwYcJznHPOqRxwwIEEg2ksXPglixYtZODAQYwYcXCyw0wpSg6JiIiIpKjC2RMgLYOs/U5Kdij1LpCWQfOzn2X9v4ay5d3bSO/Um8weI5MdloiI1JPLLvs9Xbp04a233uDdd9+hrKyUjh07cemlV3LqqWeqRWmClBwSERERSUGlvyyk7JeFZO59NMEmrateoBEKNmtH83OeZ8PoI9j0/Hm0uvoT0lp3TXZYIiJSD4LBIEcfPYqjjx6V7FAahfoZE01ERERE6lTh7AkAZPfb8bqURcro3J+mxz9AOH89G585g3BxfrJDEhERSTlKDomIiIikmHBZKYXzXiaQuxOZvQ5PdjhJl7P/2WQfcD5lvyxk8yu/p6GNxisiItLQKTkkIiIikiSFcyaS98afCOWvT2i5YjuZ8OZVZO13IoH0zO0UXWppOupu0rsMpGjeKxR8+liywxEREUkpSg6JiIiIJEGoYAN5r19LwWf/Zv2DQyhZPqvayxbNmQioS1mkQHoWzc9+jmCz9mx55y8Ufzc12SGJiIikDCWHRERERJKgcNazhIvySO+6P6ENP7HhsSPI//ABwqFQpcuF8tdTtGgSae0M6bv2radoU0Naiw40P/s5IMCm586hbP1PyQ5JREQkJSg5JCIiIlLPwmUlFHz2b8hsQovzX6bFJe8QbNqOLe/exsYnjye0eVXcZYu+/A+UFpHd/zQN0xtDRrcDaDrqHsJb1rLpmTMJlxQkOyQREZEGT8khERERkXpWtOBNQht+JmfgmQRzW5G5+xBaXTuNzJ6HUfLNh6x/4CCKv/ko5rKFcyZAIEBW31PqOerUkT3oArIHnkXpz/PY/NofVKBaRESkCkoOiYiIiNSjcDhMwSePQCBAzuDLtj4fbNqG5ue/TJNj/kEofx0bnxjFlvduJ1xWunWeopXfUrp8Fhl7DCetZadkhJ8SAoEATY+7n/Rd+1I0+0UKpz+R7JBEREQaNCWHREREROpR6fKZlP48j8y9jiatTfdtpgWCQXKHXUnLKz4guFMX8qfcx4YxR22tnbNx2rOAClFXRyAjm+bnPE+gSRvy3ryR0tXfJjskERGRBkvJIREREZF6lP/JowDkDrsy7jwZnfvR6ppPydr3eEqXz2T9AwdRtPBtNk5/jkBWU7L2Pqa+wk1paS13oclRt0KolBI7JdnhiIiINFhKDomIiIjUk7I131O86B3Sd+1LetcDKp03mNOCZmeMp+lJjxAuLWLTM2dQsuYHsnqPIpDVpJ4iTn2Zuw0GoGTZzCRHIiIi0nApOSQiIiJST/I/HQPhMDlDr6zWSGOBQICc/c+h1dUfk9a+JwQCZA88ux4ibTyCrbsTaNaOkmUzVJhaREQkjvRkByAiIiKyIwjlr6fw8+cJttyFrN7HJrRs+s69aHXNVFoE17MprcN2irBxCgQCZHQdRPHCNwmt+4G01l2THZKIiEiDo5ZDIiIiIvWgcObTUJJPzuBLCaRlJLx8ICObrJ171H1gO4CM7oMAKFk+I8mRiIiINExKDomIiIhsZ+HSYgo++zeBrKZk769uYfUto5uXHFLdIRERkZiUHBIRERHZzooW/IfQpl/JHngWwZyWyQ5nh5PeYR/IbELJMrUcEhERiUXJIREREZHtKBwOU/DJaAgEyRl8WbLD2SEF0tLJ6DKQst+WENqyNtnhiIiINDhKDomIiIhsRyVLp1G6Yj6Z+/yfiiEnUUa3AwAoWT4ryZGIiIg0PEoOiYiIiGxHBVMfBSB36BVJjmTHVl53SF3LREREoik5JCIiIrKdlK7+luLF75HeZQAZXfdPdjg7tIzO/SGYpuSQiIhIDEoOiYiIiGwnBZ+OgXCY3KFXJjuUHV4gqynpHXtT+vM8wiUFyQ5HRESkQVFySERERGQ7COWvo/CLFwi26kzm3sckOxzB61pWVkLJj3OTHYqIiEiDouSQiIiIyHZQOGM8lBSQM+RSAmnpyQ5HgIzuBwJQslxdy0RERCIpOSQiIiJSx8KlxRRMe5xAVjOyB56d7HDEk9HVjVhWqrpDIiIi21BySERERKSOFc1/ldCmlWTvfw7B7ObJDkc8wWbtSGuzGyXLPyccKkt2OCIiIg2GkkMiIiIidSgcDpM/dTQEguQMvjTZ4UiUjG6DCBdupGzl4mSHIiIi0mAoOSQiIiJSh0q+m0rZLwvJ6j2KtJ06JzsciZLebRCAhrQXERGJoOSQiIiISB0JbVlL/uR7AcgZekWSo5FYMrq5ukNKDomIiJTT0BkiIiIitVTy01wKpj1B0fzXoLSQjN2GkNFlQLLDkhjS2uxOoEkbSpbNIBwOEwgEkh2SiIhI0iWUHDLGnAFcDewNbASmATdba7+Jmu9s4A9AD2A98DLwV2ttXl0ELSIiIpJs4ZICiua/TsH0Jyj9aS4AwdbdyDnwIrL31whlDVUgECCj2yCKv3qb0Pqfatz1L1ycT/7HD5HZ63Aydu1bx1GKiIjUr2p3KzPG/B14HmgJPAZ8DIwCZhpjukbMdxPwjPfajwBf4hJFHxhjMusqcBEREZFkKFu7nLx3bmHtHT3Z/NJllP48j8w9j6TFRa+z0w3zyB12pUYoa+Ay/LpDy2vetaxg+pPkf/BPNjxyMFveu51waVFdhSciIlLvqtVyyBgzELgZ+AQ40lpb4D3/GvAK8FfgfGNMF+B2YAYwzFpb4s13O3ALcDHwaF2/CREREZHtKRwKUWz/R+G0Jyi2/4NwmECT1uSMvJacA84jbacuyQ5RErA1ObRsJtl9T0l4+XAoRMGMJyE9m2Cz9uRPuY+iRe/S7NQxZOyyX12HKyIist1Vt1uZX1HxYj8x5HkNGAv86E/3XvMffmLI8w9cd7QLUXJIREREUkC4tJiSpdMoXvweRV9NIrThJwDSuwwg58CLyOo9ikBGdpKjlJpI79QbMnJrXJS62E4mtHY52QPPosn/3cWWSX+lcMY4Njw8ktwRfyD30BsIpGfVcdQiIiLbT3WTQ0cCC6NrC1lrw8AlEU8N9R4/jpqv0BgzAzjcGNPCWruxhvGKiIiIbDeh/HUUf/0BxYvfp9hOJly4CYBAdnOyB55N9oEXkrHLvkmOUmorkJZBRpcBlHz3CaH89QRzWyW0fOH0JwHIPvAigtnNaHbCg2T1PpbNL1+pVkQiIpKSqkwOGWPaAW2BycaYnrhWQCOBAPAB8Cdr7TJv9t2A3+IUnl7uPfYAvqhl3CIiIiJ1onT1txQveo/ixe9RsnwmhMoACO7Ulez+p5O511FkdDuQQLpKJzYmGd0OoOS7TyhZPpOsPY+s9nJla5dTvOS/pHfuv02iMHOP4bS6bgZb3rmFwplPuVZEI68l95AbtO2IiEiDV52WQx29x07A58B3wFNAT+BEYKgxZqC19gegNbAs5qu40c0AWtQ8XBEREZHaC4fDFHzyCN/NfpbilV7D6ECA9M4DyNrzSDL3Ooq09j01zHkjFll3KJHkUMHM8RAOk3PQRRWmBbOb0ezEf5W3Ipp8r2tFdMqYuC3OwmUllK37gbI1SwmtXUbZ2qWUrV1ORvfB5A7/fc3enIiISIKqkxxq4j0OBZ4FzrfWlgEYY34PPAz8CzgOyADiDdXgP6/O+SIiIpJUpctnseWdvxDIakLm3se4hFCvwwk2a5vs0KSepHceAIFgQnWHwiWFFM56hkDuTmT1Pi7ufJk9RtDqj34rovFseHgEuSOvJX2XvpStWeolgJZStmaZq2XltVaLVLz4PdLaG7J6HVaj9yciIpKIQDgcrnQGY8wgYDpQBrSz1q6LmBYEvgV2xQ1xvxr40VrbK8br3A38CRhprf0o3vpKS8vC6elpNXgrIiIiItXzy/hL2PDxWDpf/wFN9z402eFIkiz9az+KVnyFGbORYGbV9y83THuOX8aeTeuj/kT7U+6u1jryvvofv4y7gNJ1P1WYlt6yAxntdiOz3e5kttuNzPbuMVRSyI/3HEKwSSt2+/sC0pu3S/i9iYiIxBC3SXR1Wg753cGWRyaGAKy1IWPMAqA70BlYT/xuY/7zlRajXr8+P+60tm2bsXr15mqE3DCkWryQejGnWrygmOtDqsULqRdzqsULirk+pEq84ZJCNs56mWDzDjTZc2RKxOxLlc84UkOOObDrQMI/zGXl/Klbu5lB/JjXv/8wBAKE+5xZ/ffU/gBaXDuDwhlPAQHS2nQnrXU30lp3JZDVdJtZi71/ALlH3MqWd/7M8jHn0vy8iZV2cWzIn3E8qRZzqsULirk+pFq8kHoxp1q80LBjbtu2WdxpwWosvxTXaiheJb0M7zEf+AZob4zJiTFfNyCEa2kkIiIikhTFi98nXLCBrL6nEAiqtfKOrLzuUNVdy0p+nkfpj7PJ7HkYaa27JrSeYHZzckdcQ+6Iq8na5xjSO+5dITEULWfoFWTsMZzixe9ROHN8QusTERFJVJXJIWttITAb2NUYs3vkNGNMOtAHWAusAD7zXnNI1HzZwAHAImttw0yhiYiIyA6hcO5EALL7nZrkSCTZ0hNIDkUOX18fAsEgzU4ZQyCnJXlv3UTpqm/qZb0iIrJjqk7LIYCx3uPDxpiMiOevA3YBnvWKVL+Ia2V0mzEmK2K+m4HmEa8jIiIiUu9CeWso/voD0jv1Ib3DnskOR5IsrfnOBFt3o2T5LMKhUNz5QvnrKZz7CsHWXck0h9RffC070ezEh6GkgM0vXEi4tLjqhURERGqgusmh8cAbwJHAfGPMfcaYScBduK5kfwOw1i4B7gMGAfOMMXcbY94BbgGmAU/UcfwiIiIi1VY0/1UIlZLV75RkhyINREa3QYQLNlD225K48xR+8QKUFpIz6EICweqePteNrD6jyB5wJqUr5rPlg3/U67pFRGTHUa1fN2ttGDgJuNZ76kpgX+Ax4EBrbWSR6Zu86WHgamBv4EHgd9baeMPci4iIiGx3hXMmQjCN7H1PSnYo0kCU1x2aHnN6OBSicMaTkJ5N9oAz6jO0rZocezfB1t0o+OhBir//LCkxiIhI41ad0coAsNaW4pI8D1YxXxgY7f0TERERaRBKV31D6U9zyex5GMHm7ZMdjjQQkUWpcw68sML0km8/omzNUrL6n0GwSev6Dg+AYHYzmp/+BBtGH87mCRfT6rrpBHNaJiUWERFpnOq3XayIiIhIkhTNcYWos1SIWiKktd2DQO5OlCybGXN6wXRXFSFW4qg+ZXQZSO4hfyK04WfyXr+26gVEREQSoOSQiIiINHrhUIjCORMJZDcna+/fJTscaUACgQAZ3QYR2vATZet/2mZa2bofKV78Pum79iWjc78kRVgu9+DrSe8ykKJ5r1I496VkhyMiIo2IkkMiIiLS6JUs/YzQhp/J6n0sgYycZIcjDczWrmXLt209VDBzPIRD5NTT8PVVCaSl0/z0JwhkNVG3m+MAACAASURBVCXv9esoW/dDskMSEZFGQskhERERafTKu5SdluRIpCHK6HYA4OoO+cKlRRTOeoZAbiuy9j0+WaFVkNa6G01H3Uu4cBObJlxMOFSW7JBERKQRUHJIREREGrVwcT5FC94g2HJXMrodmOxwpAFK77QvZORsU3eoaMEbhLesIXvAWQ2utVlW/9PJ6n0cpctmkP/hA8kOR0REGgElh0RERKRRK1o0iXBRHtn9TiEQ1KmPVBRIzySjc3/KVi4iVLABgILpT0IgQM6g85McXUWBQICmJz5IsEVH8j/4JwVLv0h2SCIikuJ0hiQiIiKNWuHsCYC6lEnlMrodAOEwJcs/p/CH+ZQun0WmOYS0Nt2THVpMwdydaHbaWAiXseLfZxAuK0l2SCIiksKUHBIREZFGq2zTSkq++ZD0XfuR3m6PZIcjDdjWotTLZrBuymMAZDeQQtTxZO4+lOz9z6X4t28p/ubDZIcjIiIpTMkhERERabSK5r0K4RDZ/dVqSCqX3mUgBIIUL/mAjTNeINiqC5k9D012WFXKHng2AEVzJiQ5EhERSWVKDomIiEijVThnAgTTydr3hGSHIg1cMLs56R32puyXhYSL88k58AICwbRkh1Wl9F37ktmhJ0VfTdpaL0lERCRRSg6JiIhIo1T6y1eU/bKQzF6HE2zSOtnhSApI94a0D2RkkT3wrCRHUz2BQICWB50NpUUULXgz2eGIiEiKUnJIREREGqXCORMByO53apIjkVSR0e1AAJoPPCWlEootDjwDAgGKZqtrmYiI1IySQyIiItLohENlFM17mUBOSzL3PCLZ4UiKyNrnGJoc/Xfan3JPskNJSEbrzmTsNpSSZdMpW7ss2eGIiEgKUnJIREREGp2Sbz8mtGklWfueQCA9K9nhSIoIpGWQO/wq0lu0T3YoCfNbyBXOeSnJkYiISCpSckhEREQanUJv5CZ1KZMdReY+/wcZuRTOmUA4HE52OCIikmKUHBIREZFGJVS4maKF7xBs3c0NTy6yAwhmNyNrn6MJrV1G6Q+fJzscERFJMUoOiYiISKNSvPAtKMknu9+pBAKBZIcjUm+y+50GlBdjFxERqS4lh0RERKRRKZzraq6oS5nsaDL2GE6w+c4UzX+NcGlRssMREZEUouSQiIiINBplG36m5LtPSO82iLTW3ZIdjki9CgTTyOp7CuGCDRQvfj/Z4YiISApRckhEREQajaK5L0M4rFZDssMq71o2IcmRiIhIKlFySERERBqFcDjsaq2kZ5HVe1SywxFJivQOe5LeqQ/FX39AKG9NssMREZEUoeSQiIiIpLzQ5tXk//fvlP22hMw9jySY2yrZIYkkTVa/UyFUStH8V5MdioiIpAglh0RERCRllf7yFZtfvoK1d+5J/uR7CWS3IHf41ckOSySpsvc7CYJpFM5W1zIREame9GQHICIiIpKIcChE8df/peDTxyj57hMA0tp0J2fwZWT1P51gdrMkRyiSXMFm7cjscTDFSz6g9DdLenuT7JBERKSBU3JIREREUkKocDNFs18g/9MxhNYuA9zQ3TlDLiOz5+EEgmoQLeLL6n8axUs+oHDORJoedWuywxERkQZOySERERFp0MrWLqdg2uMUfv4c4cJNkJ5F9sCzyRlyGekd9kp2eCINUtZeR5GX3ZyiORNpcsQtSp6KiEillBwSERGRBiv/40fYMukWCIcINmtPzvCryDngfP6fvfsOj6pK3Dj+3ukzqVQBBekjoICiggURRMFKUbGjorLWta1l1fVn13Vdd9deUUFlBQWsIAoWEAULorRBcUFh6aTNZPrc3x+JrIUSIMnJJN/P8/BcMvfMvW+yuiZv7jnHkdvUdDSgTrPcfnl7DFNs7gtKLp8lT6d+piMBAOowfoUAAADqpPiCKYq8dbMc+S2Ud8ZTanzzIuUMvJ5iCKgib68zJEmxL1mYGgCwfZRDAACgzkn++KVKx4+W5c1VwQWvytfrdFkuj+lYQFZxt+0jR+O2in/zuux4xHQcAEAdRjkEAADqlHTRTyp97nQpnVDe2c/J1Wpf05GArGQ5HPIdMEJKRBRf+KbpOACAOoxyCAAA1BmZWJlKxpymTNk65Zx0r7xdBpmOBGQ1b6/TJTG1DACwfZRDAACgTrAzaZW9NErpNQvlO+QC+Q+/2HQkIOu5mnWUa++DlfzuI6VL/ms6DgCgjqIcAgCggchES1T68oUKv/FnJVfOk23bpiP9SuTNm5VY8q7cnQcod+jfZFmW6UhAveDrdYZkZxT/aqLpKACAOopyCACABsBOxlT63BmKfzVB0Y8fVfHDA7X57n0VfvMWJX/80nhRFJ3zrKKzHpNzj32Uf84Lspwuo3mA+sTbc5jk9Cj2xcvG/10HANRNlEMAANRzdiat0vGjlfxhtjz7naT8Ua/I2+t02bESRT96SMUP9dfme7or/NatSq6aX+s/PCZCMxSe8idZOU1VMGqCHP6CWr0/UN85Ao3l6Xqs0uuWKPXfb0zHAQDUQfxaDgCAesy2bYVfv0GJb6bI3f4w5Z/5jCy3T96ux8pOxpRYNlPxBZOUWPSOoh/+U9EP/ylHk7by9hgub49hcrXqXqPTu1Jrl6p03LmSw6WC88fL2aRtjd0LaMh8B56hxLevK/7FeLn37GE6DgCgjqEcAgCgHovOfFCxT56Ss0VX5Z8/Xpbbt+Wc5fbJ2+04ebsdJzsZVSI0Q/EFkxRfNFXRmQ8qOvNBOffoIv8Rl8l3wIhfvbc6ZMIbVTJmhOxYqfLOfEbutr2r9foA/scTHCgr0Fix+ROVc8JdTN0EAPwK08oAAKinYp+/pMjU2+UobK2CiybJ4S/c5ljL7Zd33xOUf9YYNb1tufLPfVGe7kOV3vCdwhMv16a7uyky/T5lwhurJZudjKnk+TOU2bxCgaNvlO+AEdVyXQBbZ7k88vYcLju8Qcnls0zHAQDUMZRDAADUQ/HF01Q28XJZgUYquGiSnAWtqvxeyxOQd7+TVDByrBrf9K38R14lpRIqn36PNt3VVWWvXqnU+mW7nM22bZVNuEypFXPl3f8UBY758y5fC0DVeXucLEmKL5hkOAkAoK7heVIAAOqZ5MrPK9bxcXpUMGqCXHsEd/lazsI9lXvCHQoMvE6xz19UdNbjin32nGKfPSdPl8Hy97tc7g59t7suUSZWpvS6pUqtXaL02sVKrpqv1H8+lWvvg5U34jG2rAdqibtdHznyWyj+7RvKHf6gLKfbdCQAQB1BOQQAQD2SWv+dSp49VUonlH/uy9W2jo/Dl6dA30vkP2y0EgvfUvlHDyuxZJoSS6bJtWcP+Y+4TOl+pyu1+hul1i7eUgSl1i5Vpmjl767nat1LBeeNr/Z1jABsm+Vwytt9iKKzn1Ty+4/kCQ40HQkAUEdQDgEAUE+kS9ao5Olhsss3K/fUR+Ttdmy13+PnHy693YcouWKuyj9+VIlv31DZ+NEKjR/9u/GOvD3k7tRfrhZd5GzRteK4xz5y+PKqPRuAHfP2GK7o7CcVXzCZcggAsAXlEAAA9UAmWqKSZ05WpuhHBQbfIn/vkTV+T3fb3ipo21vpTSsUnf2ErI1LlCls/6siyJHTpMZzAKg619695Shopfi3byp3+D9kuTymIwEA6gDKIQAAspydiqv0+TOVXrNQvkMvVOCo62r1/s4mbZU75D41a5anDRvKavXeAHaO5XDI232oorMeU+K7D+TtMsh0JABAHUA5BABAHZNas0hlEy5TmdNSyvLIcvtleQK/Osrt3/JxcvksJZfPkme/k5Q79G8s8Axgu7w9hik66zHFF0ymHAIASKIcAgCgTrFTCZW+fJHSaxYq7c2RnSiXbHuH73O3P0z5Zz4jy+GshZQAspmrzUFyFO6lxMK3Zafislxe05EAAIZRDgEAUIeUv//Xiulhfc5X+0vGaP36UimdkJ0ol52MVpRFyZjsZLnsRFR2slyyJU/nI9n5C0CVbJla9vEjSoRm1sji9QCA7EI5BABAHZH86SuVz3xQjkZtlHPCXZJUMUXM5a38zX4jswEB1BvensMV/fgRxRdMohwCAMhhOgAAAJDsZExl/75YyqSVN+JRtnoHUKNcrXvJ0aiNEovekZ2MmY4DADCMcggAgDogMv1epdctle/Qi+Tp1M90HAD1nGVZ8vYYJjtepkRohuk4AADDKIcAADAsuXKeoh/+S44mbZV7/O2m4wBoILw9hkmS4gteM5wEAGAa5RAAAAbZyWjFdDLZyhvxuCxvrulIABoI1177y9GkreKLpspORk3HAQAYRDkEAIBBkal3Kr3he/kPv0SeDoeZjgOgAamYWjZcSkSUWPqe6TgAAIMohwAAMCTxwxxFZz0qZ9MOyjn2VtNxADRA/5taNslwEgCASZRDAAAYYMcjKnvlEkmW8k5/QpYnYDoSgAbI1aq7nE3bK75omux4xHQcAIAhlEMAABgQmXqbMpv+I3+/K+Ru29t0HAAN1JapZclyJZZONx0HAGAI5RAAALUs8f3His5+Us7mnZUz6GbTcQA0cN4ewyVJsQWTDScBAJhCOQQAQC3KxMpU9splkuWomE7m9pmOBKCBc7bsJmezTkoseVd2PGw6DgDAAMohAABqUeStvyhTtFKBAdfI3eZA03EAoHJq2TApGVV88TTTcQAABlAOAQBQSxKhGYp9NkbOFl0VOPoG03EAYAtvz5MlSXGmlgFAg0Q5BABALchES1Q28QrJ4aqYTubymo4EAFu4WnSRc499lFg6XZlYmek4AIBaRjkEAEAtiLxzmzLFqxQ46k9y79XTdBwA+B1vj2FSKq7E4qmmowAAahnlEAAANSy5ekHFdLLmnRU46k+m4wDAVv28a1l8wSTDSQAAtY1yCACAGmTbtsKTr5NsW7lD75fl8piOBABb5dojKGfLbkosfV+ZaInpOACAWkQ5BABADYrPn6jUis/k2fdEeToPMB0HALbL22OYlE4osfgd01EAALWIcggAgBpix8OKvPUXyeVV7ol3m44DADvk7T5MkhT/ml3LAKAhcVV1YDAYvFPSLds4/UooFDq9ctwFkp7Zxri5oVCoz85FBAAgO0VmPKBM6RoFBl4vZ5O2puMAwA65mneSs9V+SiyboUx5kRyBRqYjAQBqQZXLIUk9JMUl3beVcwt/M06S/iop9ptxq3bifgAAZK3Uhu8V/egROQr3UmDANabjAECV+XoMV2Tq7Uoseke+g84yHQcAUAt2phzqLmlxKBS6rQrjNodCoRt3ORUAAFku8sZNUjqh3BPvluUJmI4DAFXm7TFUkam3K75gEuUQADQQVVpzKBgM5kvaW9I3VRi+n6RvdycUAADZLL7kXSWWTJO7Q195ug81HQcAdoqzaQe59uypxLIPlFqzyHQcAEAtqOqC1N0rj9sth4LB4F6SGu9oHAAA9ZWdSijy+o2Sw1mxdb1lmY4EADvN3/9KKZNS8WPHKvnjF6bjAABqWFWnlf1cDjULBoPvSTqw8uMZkm4OhUKh34xzB4PBKZIOleSXNEfSX0Kh0LxqyAwAQJ0VnfWY0huXy3/4H+Rq2c10HADYJb6eJ0vJmMomXKaSJ09S/qgJ8nQ43HQsAEAN2dknh/4kqVTS05LmSjpZ0txgMNjzN+MuluST9Jyk9yQdJWlWMBgcVB2hAQCoi9Ila1T+/v2yAo0VOOYm03EAYLf4DjpL+Wc/LzsVV8nTwxVfMt10JABADbFs297hoGAw+Kik4yWdFwqFPvzF62dJelHS/FAodEAwGLxJ0mhVPE300i/G9VPFU0brJbUPhUK/3cVsi1Qqbbtczl38dAAAMGf1kyNVMmecWp73pBr1H206DgBUi7IFU7Xq4eGyM2ntdcnLyj/oFNORAAC7ZpvrHVSpHNqeYDD4kaQjJO3zi+llWxv3gqSRkgaHQqF3tzVuw4aybQZq1ixPGzaU7U7cWpVteaXsy5xteSUy14ZsyytlX+ZsyyvVfObkirkqfuRoufbsqcIrP5Dl2P1fdGTb1znb8krZlznb8kpkrg21kTex/BOVjhkhOxFR3ohHd3sXM77GNY/MNS/b8krZlznb8kp1O3OzZnnbLIeqOq1se76qPLarpnEAAGQVO5NWePJ1klSxCHU1FEMAUJd4Ohymgj+8IcuXr7JXLlF09pOmIwEAqtEOy6FgMOgKBoMHBYPB3tsY4q88xoLB4AHBYPCIHY3b2ZAAANRlsXnjlFr9tbwHnCZ3uz6m4wBAjXC36aXCS6fKymuu8JTrVD7j76YjAQCqSVWeHHJK+kTS1GAw+KtfhQaDQUsVO5KlJH0taYqkD4LBYNOtXOfn7Q3YCxMAUG9kyosUmXq7LG+uco6/w3QcAKhRrpbdVHjpNDkKWysy9XaF37lNu7tMBQDAvB2WQ6FQKC7pTUmNJN34m9PXStpP0suhUKhY0sTKa95TWRxJkoLB4KmqWND641AotLCasgMAYFz59HtlRzYpMPB6OQtamo4DADXO1ayjCi+bJmfTDorOfFDhyX+SncmYjgUA2A2uKo67VhVPCN0VDAaPlLRAUi9JR0paLOmaynF3SjpW0kWSugeDwdmSgqoohtZIOr+6ggMAYFpqzWJF5zwtZ9MO8ve9xHQcAKg1zkatVXjZuyp+aohic56WHQ8rb8SjspxV/fECAFCXVGlB6lAotELSgZLGSNpX0h9VsbD03yUdGgqFNlWOK1ZFifRPSS0rx/WS9KykXqFQ6Idqzg8AQK2zM2nF5k9U6QtnSpm0cobcJ8vlNR0LAGqVI6+5Ci95W67WvRT/crxinz5rOhIAYBdVudoPhUKrJV1QhXHFkq6u/AMAQL1hp1OKz5+g8hkPKL3he8nhlL/fFfJ2GWQ6GgAY4Qg0VsGoCdp0d1dFZz8u36EXyXJUx4bIAIDaxHOfAADsgJ1KKPbleJXP/Lsym1ZIDpd8vc9VoP/VcjZtbzoeABjlyGsm3wGnKTZvrBJL35W367GmIwEAdhLlEAAA22Cn4orNG6fymf9QpvgnyemR75ALKkqhxm1MxwOAOsPf9xLF5o1VdNbjlEMAkIUohwAA+A07Ua7o3OcV/eBfypSukVw++fteIv+RV8pZ0Mp0PACoc1wtu8ndsZ+S332o1JpFcrXsZjoSAGAnUA4BAPAL0bljFZl2h+yy9ZI7IH+/PyrQ7wo58vcwHQ0A6jR/30uV/P4jRWc9rrwRj5iOAwDYCZRDAABUSoRmKDzxclnePAWO+pP8R1wmR04T07EAICt4ugySo0k7xb56RTnH3SZHblPTkQAAVcRWAgAASMqUbVDpv/8gOd0quORt5Rx7K8UQAOwEy+GQ//CLpVRc0c/GmI4DANgJlEMAgAbPtm2VTbhMdtl65Rz7f3Lv1dN0JADISr6Dzpbly1dszjOyUwnTcQAAVUQ5BABo8GJznlZiyTS5O/WX/4jLTccBgKzl8OXJd/A5ypSuVfybyabjAACqiHIIANCgpdYsVvjNm2UFGivv9CdkOfhPIwDsDv9hf5Ash6IfPybbtk3HAQBUAd8BAwAaLDsZVelLo6RUXHmnPSZnQUvTkQAg6zmbtJWn2/FKrZqv1Iq5puMAAKqAcggA0GBF3r5V6bWL5TvkAnm7HWc6DgDUG/6+l0iSymc9ZjgJAKAqKIcAAA1SfPE0RWc/KWfzoHJPvNt0HACoV9ztD5OrVXclvn1D6c0/mo4DANgByiEAQIOTKV2nslculZwe5Z89RpYnYDoSANQrlmVVPD1kZxSd87TpOACAHaAcAgA0KHYmo9JXLpEd2aic42+Xq9V+piMBQL3k3f8UWbnNFJv7gux42HQcAMB2UA4BABqU6OzHlQy9L3dwoPyHX2I6DgDUW5bLK/+hF8qOFiv2xXjTcQAA20E5BABoMFL//VaRt/9PVk5T5bNtPQDUOP8hF0hOj6KzH5edyZiOAwDYBr4rBgA0CJl4uUpfHCWlE8o7/XE58pqbjgQA9Z4jr7m8+5+i9IbvlQi9ZzoOAGAbKIcAAA3CuvHXKr0+JP/hf5C3yyDTcQCgwfh5W/so29oDQJ1FOQQAqPfiC99W0QdPyNmiq3KOv9N0HABoUNx79pC7/eFKLvtAqbVLTMcBAGwF5RAAoF7LRDapbOLlstxe5Z81RpbbZzoSADQ4W54emv2E4SQAgK2hHAIA1GuRt2+VHdmkZsPvlKtlV9NxAKBB8nQ7To5Geyv2xXhlIptMxwEA/AblEACg3kosn63YvHFyttpPTY65ynQcAGiwLIdT/r5/kFIxxT573nQcAMBvUA4BAOolOxVX+LWrJMtS3sn/lOVym44EAA2a76BzZHlzFf3kKdmppOk4AIBfoBwCANRL5R/8U+n1y+Q75EK59z7IdBwAaPAc/gL5DjpbmdI1Kp03wXQcAMAvUA4BAOqd1IbvVD7jATnyWyjn2FtNxwEAVPIf/gfJ4dLal69SevNK03EAAJUohwAA9Ypt2wq/erWUiit3yP1y+AtMRwIAVHI27aDcofcrXbZRJc+dITseNh0JACDKIQBAPRP/crySyz+Wp8tgeboPMR0HAPAb/kMvVKMBlyi9ZqFKx/9BdiZjOhIANHiUQwCAeiMT2aTwGzdJ7oByhz0gy7JMRwIAbEWLs/4ld4e+Six8U+Xv3Ws6DgA0eJRDAIB6I/LWX2SXb1bOoJvlbNzGdBwAwDZYLrfyR46Vo3Fblb/3V8UXTDYdCQAaNMohAEC9kPh+lmKfvyhnq/3k73uJ6TgAgB1w5DRRwfn/luXNVem/L1Zy9QLTkQCgwaIcAgBkPTsVV/i1qyTLUt4p/5LldJmOBACoAlfLrso78xkpFVPpc2coU7bedCQAaJAohwAAWa985j+U3vCdfIdeJHebA03HAQDsBG+345Qz+FZlilep5PkzZafipiMBQINDOQQAyGqpDd+pfMYDcuS3VM7gv5iOAwDYBf4B18i7/ylKrZynslevkm3bpiMBQINCOQQAyFq2bSv86tVSOqHcoffL4S8wHQkAsAssy1LeiEfl2mt/xb94SdFZj5qOBAANCuUQACBrxb8cr+Tyj+XpMlie/U4yHQcAsBsst1/554+XI28PRd68RYnQ+6YjAUCDQTkEAMhKmcgmhd+4SfLkKHf432VZlulIAIDd5CxopfzzXpacbpWOO1+p9d+ZjgQADQLlEAAgK4XfvEV2+WblDLpZzkatTccBAFQT994HKe/Uh2THSlT63GnKRItNRwKAeo9yCACQVdIbl6tkzGmKf/GSXK26y3/4xaYjAQCqma/XGfIfeaXSG75XeOKVpuMAQL1HOQQAyAp2PKLI1Du0+W+9lVg8Ve72hyt/5FhZTpfpaACAGpBz3G1y7X2w4t9MVnzRVNNxAKBeoxwCANRptm0rNv9Vbb6/V8WW9bnNlHf28yq45G05m7Y3HQ8AUEMsh1N5pz4sOd0KT75WmViZ6UgAUG9RDgEA6qzUf79VyWPHquylUcpENikw8Do1vv4L+XoOZwFqAGgAXC26KND/KmWKV6n83btMxwGAeotn8QEAdU6mfLMi0+5S7NMxkp2Rp9vxyj3pHjmbtDMdDQBQywJHXaf4gsmKzn5C3v1PlbvNgaYjAUC9w5NDAIA6w86kFZ3zrDbft79ic56Rs2kHFVw0SQXnj6cYAoAGynL7lHvKQ5Jtq2ziH2Wnk6YjAUC9QzkEADDOTqcUXzBFxf/sp/Ckq6V0Sjkn3K1G134qT3Cg6XgAAMM8HQ6X7+CRSq9ZqOhHj5iOAwD1DtPKAADGZMIbFZ37vGJznlWmZLUkyXvgmco57jY581sYTgcAqEtyTrhD8cVTFZl+r7zdh7ApAQBUI8ohAECtS66ar+jsJxX/+jUpFZflzZXvsNHyHzZaruadTccDANRBjkBj5Q69X2Uvnq+y165WwegpbE4AANWEcggAUCvsVELxb19XdPaTSq2cJ0lyNuso/2Gj5T3wTDl8+YYTAgDqOm+P4Yp/MV6JpdMV/3K8fAeeaToSANQLlEMAgBqVKV2n6GdjFPt0jDJl6yTLkmefY+Q//A9ydz5KloPl7wAAVWNZlnKHP6jNfztY4TdukmefY+TIbWo6FgBkPcohAECNiS+YrNKXL5TSSVm+fPn7Xir/YRfJ2bSD6WgAgCzlbNxGOcfeosgbNyn85k3KP+Mp05EAIOtRDgEAakSmvEhlk66VHG7lDvmrfL1Ol+XNNR0LAFAP+A+7WPGvJir+5b+V6HW6PJ0HmI4EAFmNZ/kBADWifPo9siMblXP09fIfeiHFEACg2lhOl3JPfUhyOFX22lWyE+WmIwFAVqMcAgBUu9R/Fyr6ydNyNu0g/xGXmY4DAKiH3Hv2kP+Iy5XZtEKR6feZjgMAWY1yCABQrWzbVtnkayU7o9xhf5Pl8pqOBACop3KOvlGOxm0V/fhhpVZ/YzoOAGQtyiEAQLWKz5+g1H8+lWffE+QJDjQdBwBQj1neHOWd/KCUSats4hWyM2nTkQAgK1EOAQCqTSZWqsibt0gun3JPutd0HABAA+AJDpT3gBFKrZqv6CfsXAYAu4JyCABQbcrf+6syZesUGHCNnI33Nh0HANBA5J50nyxvrqKzHpdt26bjAEDWoRwCAFSL1Nqlis56XI7GbRXof6XpOACABsSR21Serscqs3mFUqvmm44DAFmHcggAsNts21Z4ynVSJqXcIffJcvtNRwIANDDeHsMlSfEFkw0nAYDsQzkEANhtiW+mKPn9R/Lsc4w8XY81HQcA0AB5gkfJ8uUrvmAyU8sAYCdRDgEAdosdjyj8xk2S06OcIffJsizTkQAADZDl9snT7Thlin5U6scvTMcBgKxCOQQA2C2RGQ8oU7JagSP/KFezjqbjAAAaMG+PYZKYWgYAO4tyCACwy1IbvlP0o4fkKNxLgQHXmo4DAGjgPJ0HyPIVVEwty2RMxwGArEE5BADYJRWLUN8gpZPKPfEeWd4c6lIEyQAAIABJREFU05EAAA2c5fLKs+8JypSsVurHz03HAYCsQTkEANgliUXvKBl6X+5OR8rTfYjpOAAASPrl1LJJhpMAQPagHAIA7LRMIqrw6zdKDpdyh/6NRagBAHWGp9ORsvyFii+YwtQyAKgiyiEAwE7b9Pb9yhStlL/vpXLtETQdBwCALSyXR979TlKmdI2SKz4zHQcAsoKrqgODweCdkm7ZxulXQqHQ6b8YO1LS1ZI6SyqSNEHSraFQKLwbWQEAdUBq/TIVv32fHPktFDj6BtNxAAD4HW+PYYrNG6v4gknytD/UdBwAqPOqXA5J6iEpLum+rZxb+PNfgsHgnyXdI+kbSQ9L2k8VRVGfYDB4ZCgUSux6XACAKXYqoejHjyjy3l+lZEy5p94lhy/PdCwAAH7H3fEIWYHGSnzzuuwhf5XlcJqOBAB12s6UQ90lLQ6FQrdta0AwGNxb0h2SPpXULxQKJStfv0PSXySNlvTILqcFABiRWD5b4UnXKL1uqaycpmp5/lNKdmYRagBA3WQ53fJ2H6LYZ88p+cMceTr2NR0JAOq0Kq05FAwG8yXtrYqngbZntCoKp3t+LoYq3SOpVNKFuxISAGBGpmyDSsf/QSWPH6f0+pB8h1ygxjd8qcLDzjYdDQCA7WLXMgCouqouSN298rijcuiIyuOHv3wxFArFVPE0UY9gMFhQ5XQAACPsTEbRz57T5vt7Kf7leLladVfh5e8r7+R/yBFoZDoeAAA75G5/uKycpop/+4bsdMp0HACo06o6rezncqhZMBh8T9KBlR/PkHRzKBQKVX7cQdK6bSw8vaLy2FnS57uQFQBQC1Krv1HZpKuVWvm5LG+ecobcJ/+ho2U5d2YmMgAAZllOV8XUsk+fVfKH2fJ0OtJ0JACos3b2yaE/qWJ62NOS5ko6WdLcYDDYs/J8E0nF27hGSeWRJ4cAoA7KxMoUfv1GFf3zCKVWfi5vj+FqdP3nCvS9lGIIAJCVvD2GS5LiCyYbTgIAdZtl2/YOBwWDwUclHS/pvFAo9OEvXj9L0ouS5odCoQOCwWBG0rehUKjHVq7x86LUJ4ZCobe2da9UKm27XOwmAAA1zc6kldzwH8VWLVR81UIVffCEUkWr5W7eQS1HPqrc/QaZjggAwG6xM2ktu2pPKZ1S54fW8ssOAA2dta0TVfp/x1AodJmky7by+kvBYHC0pCOCwWBQUlSSZxuX8VYeI9u7V1FR+TbPNWuWpw0byqoSuU7ItrxS9mXOtrwSmWtDtuWVajaznckoU/yTUmuXKL12iVLrlii9dqlS65ZKqdj/Bjo9Chx9gwIDrlHU7Vd0O3n4GteObMucbXml7MucbXklMteGbMsr1W5md7eTFJvztP776VvyBI/apWvwNa4d2ZY52/JK2Zc52/JKdTtzs2Z52zxXHdX5V6pYiLqdpCJte9rYz6+XbOM8AKCa2Lat6MwHFV/4VkUJlPhNL+/yytU8KGeLLnK16CLnHl3kbn2AHPl7mAkMAEAN8fY8WbE5Tyu+YPIul0MAUN/tsBwKBoMuSftLcoRCoblbGeKvPMYkLZPULxgM+kOhUPQ349pJykj6bjfyAgCqIDrzQUWm3i453XI27yzXHvtUFEF7dJGzRRc5m7ST5WAKLwCg/nO37SNHfgvFv31DuSf/Q5bTbToSANQ5VXlyyCnpE0nhYDDYLBQKpX8+EQwGLUmHSkpJ+lrSbEn9JfWVNP0X43yS+khaFAqF6ubzVQBQT8QXTFFk6u1yFLZWoz/O5GkgAECDZjkc8nYfqujsJ5RY9oG8XY4xHQkA6pwd7lYWCoXikt6U1EjSjb85fa2k/SS9HAqFiiW9LCkt6bZgMOj9xbibJOVLeqo6QgMAti7545cqHT9aljdXBaNeoRgCAEAVU8skdi0DgG2p6ppD16riCaG7gsHgkZIWSOol6UhJiyVdI0mhUGhpMBh8QNINkuYHg8E3JXVTxU5nn0h6ujrDAwD+J130k0qfO11KJ5R37ji5Wu1rOhIAAHWCq81BchTsqcTCt2Sn/iXLta09dACgYdrhk0OSFAqFVkg6UNIYSftK+qMq1hD6u6RDQ6HQpl8M/7OkyyXZkq6sHP8PScdXPoUEAKhmmViZSsacpkzZOuWcdK+8XdiGHgCAn1kOh7w9hsqOlSixbKbpOABQ51R5t7JQKLRa0gVVGGdLerTyDwCghtmZtMpeGqX0moXyHXqh/IdfbDoSAAB1jrfHcEU/flTxBZPk7TrYdBwAqFOq9OQQAKDuirx5sxJL3pW78wDlDrlflmWZjgQAQJ3janOgHIWtlVj0juxkzHQcAKhTKIcAIItF5zyr6KzH5NxjH+Wf84IsZ5UfCAUAoEGxLEveHsNkx0qZWgYAv0E5BABZKhGaofCUP8nKaaqCURPk8BeYjgQAQJ3m7TFMkhT/+jXDSQCgbqEcAoAslFq7VKXjzpUcLhWcP17OJm1NRwIAoM5ztT5AjsZtlVg8VXYyajoOANQZlEMAYFhi2Qcq/fw1pdZ/Jzud2uH4THijSsaMkB0rVd6IR+Vu27sWUgIAkP22TC2Lh5VY+r7pOABQZ7A4BQAYYqeTCr9+g2JznlHJzy86PXLuEZRrj33kbNFFrhZd5dpjHzkat5XlcMhOxlTy/BnKbF6hwNE3ynfACJOfAgAAWcfbY5iiH/xD8QWvybvfiabjAECdQDkEAAZkosUqHXuukt99IGfLbmrSd6RKflig9NolSq1bqvR/v/31G9wBufYISpal1E9fybv/KQoc82cz4QEAyGKuPXvI2ayj4gsmK9KiqwID/iTLwYQKAA0b5RAA1LL0xuUqGXOa0uuXydNlsPLOelZNW7eSvaFMkmRnMsoUrVRq7ZKKsmjtYqXWLVVqzSIpnZCrbW/ljXiMLesBANgFlmUp76wxKn3+TJVPu0upFfOUd+ZTcgQam44GAMZQDgFALUosn63SF86SXV4kf78rlHP8HbIczl+NsRwOOZu0k7NJO6nbcVtet9MpZYpWylGwpyy3r7ajAwBQb7j36qlGV89S6UsXKLF0uor+0U/5546Te6+epqMBgBE8PwkAtSQ6b5xKnhoiO1am3FMfUe6Jd/+uGNoey+mSs2kHiiEAAKqBI6eJCi58TYGjb1CmaKWKHzla0bljTccCACMohwCghtmZtMJv3qLwhMtkeXNVMPp1+XuPNB0LAIAGz3I4lTPoZuVfMFGW26/wxMtVNuEytrkH0OBQDgFADbLjYZU+f6aiHz0kZ7OOKrxihjwd+5qOBQAAfsHbZZAaXfWxXHv2VGzeOBU/cozSm/5jOhYA1BrKIQCoIemin1T0yDFKLJ4qd6f+KrxihlzNOpqOBQAAtsLZpK0KL58uX+/zlFq9QEX/7Kf44mmmYwFAraAcAoAakFw5T0UP9Vd6zUL5DrlABRe+KkegkelYAABgOyy3T3mnPqS8EY/JTsZUOmaEItPulJ1Jm44GADWKcggAqll8ybsqfvx42eGNyh16v3KHPyjL6TYdCwAAVJHv4LNVeMV7cjRpq/L3/6Yf/36c7ES56VgAUGMohwCgGsUXT1Xp82dJlkP5oybIf/jFsizLdCwAALCT3Hv2UKMrP5KnyyBFFk5X2WtXybZt07EAoEZQDgFANYkvnqrSF86WHE4VjJogb5djTEcCAAC7wRFopPxzX5Sv/cGKf/lvxT4dYzoSANQIyiEAqAbxRT8XQy4VXDBRnk79TEcCAADVwHJ51fryibICjRV+/QYlf/zCdCQAqHaUQwCwm+IL31bp2LMlh1sFF7wqT8cjTEcCAADVyN2kjfLPelbKJFU6dqQykU2mIwFAtaIcAoDdEF/4tkrHjawohi58VZ6OfU1HAgAANcATPEqBQTcrU7xKpS9dwA5mAOoVyiEA2EXxhW+pdOw5ktOjggtfk6fD4aYjAQCAGhQY8Cd5ugxSctlMlU+/13QcAKg2lEMAsAvi376p0rEjJZe3shg6zHQkAABQwyyHQ3lnPCVHo71V/v79ii+eZjoSAFQLyiEA2Enxb99Q6bhz/1cMtT/UdCQAAFBLKnYwGye5vCobP1rpTStMRwKA3UY5BAA7If7N6yodd54st0+FF02iGAIAoAFy79VTucMflB0tVunYkbKTMdORAGC3UA4BQBXFv3ldpS9WFEMFF06Su90hpiMBAABD/AefI9/BI5Va/bXCU64zHQcAdgvlEABUQXzx1MpiKKCCiybL3a6P6UgAAMCw3GF/k2vPHorNfUHReeNMxwGAXUY5BAA7kN70H5W9PLpiV7KLJsndtrfpSAAAoA6w3H7ljxwny1+o8KRrlFy9wHQkANgllEMAsB12MqbSsefKjpUob/iDFEMAAOBXnE3aKu+Mp6RUXKUvnKNMeZHpSACw0yiHAGA7wm/epNTqr+U76Gz5DjrLdBwAAFAHebsOVmDg9cpsXqGy8aNlZzKmIwHATqEcAoBtiH39mmJznpGzRVflDnvAdBwAAFCHBY75s9ydByix5F2VvTSKHcwAZBXKIQDYitSG7xSeeIUsb27FWgKegOlIAACgDrMcTuWf/Zzc7Q9TfMEkFT95kjKRTaZjAUCVUA4BwG/YyahKx46UHQ8r95R/ydW8k+lIAAAgCzgCjVQweoq8+5+i1IrPVPzwQKU3LjcdCwB2iHIIAH4jPPk6pdcsku+QC+Tb/1TTcQAAQBaxXF7lnfGMAkf9SemNy1X00FFKrphrOhYAbBflEAD8QuzzlxSbN1auPXso96R7TccBAABZyHI4lHPsrco99WHZsRIVP3GC4gsmm44FANtEOQQAlVJrl6hs0jWyfPnKP+cFWW6f6UgAACCL+Xufq4ILJspyelQ67lyVf/Av2bZtOhYA/A7lEABIsuNhlY4dKSWjyjvtMTmbtjcdCQAA1AOe4EAVXjZNjoJWirz9F4UnXSM7nTIdCwB+hXIIQINn27bKXrtK6fUh+fteKu9+J5mOBAAA6hFXq/1U+MeZcrbaT7FPn1Xpc6fLjodNxwKALSiHADR4sbkvKP7VBLla91LO8XeYjgMAAOohZ0ErFV46Te7gQCWWTlfxY8cqXbLGdCwAkCS5TAcAAJNSq79ReMp1svyFFesMuTymIwEAgHrK4ctTwahXFJ50rWJzn1fxQ/3l7niELHdAlscvyxOQ5Q5InkDl3/2yPDkV57y5crXuJcvhNP1pAKiHKIcANFiZWKlKx42UUnHljRwrZ+M2piMBAIB6znK6lXvKv+Rs0laRaXcq/uW/q/xeT7fjlH/eeFmWVYMJATRElEMAGqTkqvkKT7hC6Y0/yN//anm7Hms6EgAAaCAsy1JgwDXyHXqh7GiJ7GRUdiIiOxGVEpHKj8sr/iQrjolFU5VY9I7iX7ws30Fnmf4UgKyWKVuvTGST7GixMuXFsmOVx2jxL14rkV1eLDtRrsCgP9f7nxcohwA0KHY8osi7dys66zHJzsh38DnKGfwX07EAAEAD5PDlS778Ko319TpDRQ/0Ufj1G+Xu3F/OglY1nA6oPzKxUiW//1iJ0Awlls1UZtN/qvZGy5LlL6wobus5yiEADUYi9L7KXr1amaKVcjRpp7xT/iVPpyNNxwIAANghZ6PWyjnxLoVfvVLhV69U/qgJTC/bgcSymQpPukbeA05T4Ogb+Xo1IHYmrdSq+VvKoNTKeVImLUmyfPnydD1WjoJWsvyFcvgLZQUqj/5CWf6CLa9Z3nxZjoaxjxflEIB6L1O2QeE3blR8/kTJ4ZR/wDXKOfoGWW6/6WgAAABV5ut9nuILpiix5F2ml+1A9JOnFX79eimTVvn0e5Up+km5p/xLltNtOhpqSLp4lRKhmUqGZijx3Qeyo8UVJyyHXK0PkCd4lDydj5KrTS/+OdgKyiEA9ZZt24p/8bLCb94ku7xIrtYHKO/UR+Rqta/paAAAADvNsizlnfqwiv5+CNPLtsFOpxR+40bFPnlKVk5T5Z36sMrfv1+xz19Upmxdxe603lzTMVGNkqsXqHzaXUoseXfLa47CveTtPkSezgPk7tRPjkBjgwmzA+UQgHopvXG5yl69SsnvP5I8OcoZ8lf5DxvN9q8AACCrORu3YXrZNmSiJSp98TwlQzPkbNFVBaNekbPx3vJ06qfScecqsfQ9FT9+vAoueFWOvGam42I3pdYuVWT6PUp8M0WS5GrbR94ew+QJHiVns078e7GTKIcA1Ct2OqmNb92nzZNvl1IxeboMUu7wB+Vs1Np0NAAAgGrxq+llX46X78AzTUcyLr3xB5WMOU3p9SF5ugxS3lnPViz4Lcny5ir//H8r/NpVis0bp6JHBqrwoklyNu1gODV2RXrjD4pMv1fx+RMk25ardS/lHPsXuTv1pxDaDZRDALKanckovXaREt9/rOTyWUr+MEd2tFhWXnPlDnlC3h7D+I8EAACoV/43vaxy97JO/eUsaGk6ljGJ5Z+o9IWzZJdvlv+Iy5Rzwl2/e1rccrqVe+ojcuS3VPn796vo4aNVcMEEudscaCh19bDTKVnOhvFjfbroJ5W//zfFPh8nZdJyttxXOYP/Ik/XwXy/Xw0axj9FAOoNO5NRet0SJZfPUuL7WUr+MFt2edGW847GbdWo73myDr9ajkAjg0kBAABqjrNxG+WccJfCr12l8Kt/bLDTy2LzXlTZa1dKtq3cUx6Sv8952xxrWZZyBt8iR0ErhSddo+LHT1D+yBfk7TKo2vJkyouU3rxCmU0rlN60QunNFUdn472VO/Sv1bohSnT2Ewq/cZM8nQfId9hF8gSPrpc7a2VK16l85gOKfvqclE7I2ayTAoNulrf70Hr5+ZpCOQSgzksX/aTE4mlKLJ+l5PJZsiObtpxzFLaWp+ux8nToK3eHvnI2bqNmzfK0YUOZwcQAAAA1z9fnfMUXTK6YXvbVv+XrdYbpSLXGzmQUeec2RT/8pyx/ofLPfVGejkdU6b3+Q0bJkd9CpS+er9LnTq8olQ4+p+r3TkaVWv2Nihb+oPDKpZVF0H+U3rzifztk/UZSUia8XvkjX6yWJ31iX72i8JTrJZdXiaXTlVg6XY4m7eQ/5EL5Dj6rXizAnClbr3Uz79Km9x6WklE5GrdVzjE3yrv/iAbztFRt4isKoE5Lrpyn4ieHSImIJMlR0EqeA06Tu+MR8nToK0fjvRvkb8kAAAAsy1LeiEcqdi+bcoPcHY/Muulldjyi8o8eUuzTMSr250r5e8nZqLUcjVrL2ahN5bG1HIV7bdl+3I6HVfryRUoselvOZh2VP2qCXM067tR9vd2OU+Ef3lDJmNMUnnCZMsWrFTj6ht99X2lnMkqvX6bUT18q+eMXSv34pVJrFkqZlH5VA7l8cjZpK2fbPnI2aStHk7ZyNm4nZ5N2chS0UOnYc5VY9I7KJl6uvBGP7dYTL4ml76ns35fI8hWo8NKpsu20Yp88rdhXExR562ZF3r1Lvv1Ple+wi+Tes8cu38eU5E9fKTr7CcW/niSlE3IUtFJg4L3yHXwOW9DXIMohAHVW6r8LVfLMKVIqppwT7pZ33+PkaNKeMggAAKCSs/Heyjn+ToUnXV25e9krNfa9Urp4lZROytmk3W5fy86kFfviZZVPu1OZ0rWyAo2UiYeV/v4jJbf2BsshR35LORq1lh3ZqPSG7+XudKTyz3lhl5cScLftrcLL31PJ08NVPv0eZUrXKDDweqVWfV1ZBH2h1Kr5smOl/3uTyytX6/3lbnOgGgUPVrm3lRyN28qRt8d2C5+C815S8RMnKP7Fy3LkNKlYF2kX/ndKrvxcJS+cIzlcyh/1ilyt9q34XEY8opwT7lBs3kuKfvq0YvPGKjZvrFxte8t/6EUVU7Bcnp2+345kIpsUX/SOLMshd6d+chbutUvXsdNJxb95XdHZTyi1cp4kydm8s5oNvkqpLqfIcvuqMza2gnIIQJ2U2vC9ip8eKjtarLwznmxQj0kDAADsDF+f8xX/ZooSS6ZV6/QyO5NR6qcvlFg8TfHFU5Ves0iS5G53qHyHjJK3+xBZLu9OXzexbKbCb96i9JqFktuvwMDrFeh/lZrv1VLr/7te6aJVyhT9qHTRT784/qR00U9K/fi5lEnLd8gFyh16/24/SeJq3kmFV7yn0mdOUeyz5xT77LlfnXc26yRXt+PlbtNLrjYHytVy3y0lS2GzPCWruJSB5c1VwYWvqfjRQYp+9LAcOU0VGHD1TmVNrV+mkmdPldJx5Z/7kjztD/3VeUegsQJHXiH/EZcpEXpPsU+eUiL0vspWzFX4jT/L3/tc5fU7S7av7e8W7N4ZmWiJEoveVmz+q0p+94GUSW8552zWUe6O/eTp3F/uDofvcHpbpmyDonOfU2zOs8qUrpEsS54ug+Xve7HcnfqrcfN8louoJZRDAOqcdPEqlTw5RHbZeuUOe4BiCAAAYDssh0N5Ix7R5gf6VEwv69Rfapa3S9ey42Ells1UfNFUJZZOlx3eUHHC5ZVnn6Nlp1NKfveBkv+Zo/DrN8h34Fny9TmvStO6UmuXKPLWLUosfU+yLHkPPEs5g2+Rs3DP/30ubr9czTtJzTttPV86JTsRlsNfuEuf39Y481uo4NJ3FHnzFmXK1snV5sCKMqj1AdV6H0dOExWMnqLiR45R5J3/k5XTWP7e51bpveni1Sp5aqjs8s3KHfGovN2O2+ZYy+GQt8sgebsMUnrjD4p++qxi88apfMYD+mHGA7J8BXK36yN3+8Pkbn+oXHv23OFTRXaiXPHF0xT/+jUllk6XUnFJkmuv/eXtebLkdCm57EMlf/hEsU+fVezTZyXLkmvPnnJ3OlKeTv3kbnfIlgW5k6vmKzr7ScXnvyqlE7J8+fL3vVT+wy6Ss2mHKn5FUZ0ohwDUKZmyDSp5cogyxT8pcOyt8h822nQkAACAOs/ZeG/lnnCnwpOuUfjVK2Vf/3aV35ve/KMSi6cqvmSakt/PktIJSZKV11y+g0fK03WwPJ2OlOXNrRi/cbminz2v2OcvKvrRQ4p+9JDcnfrLf8goebod97uneTJl6xV5927F5r4g2Rm5O/ZTzol37dJ6OJbTJasaC5ufOXz5yjv1oWq/7m85C/faUhCFX71SjkAjefc7abvvyZRvVsnTw5QpXqWc427bqcWznU3bK/fEu5Uz6GbFv31DztWfqWzxh0oseVeJJe9WDHL75d77YLnbH1pRGLU5UJYnIDsVVyI0U/GvX1V80Ttb1gB17tFF3v1Pka/n8F8XOX0vlZ1OKvXTV0p896GS332o5Mp5Sq2ar+gH/5CcHrnb9pGdjiu1Ym7FtZp1lP/wi+XtdYYcvl0rNFE9KIcA1BmZaLFKnh6m9Ibv5D/yKgUGXGs6EgAAQNbw9Rml+IIpSiyeqvUTb1Lc3ViZWJnseFh2rLTiGC+THfv5WKpMvEx22fot13C16i5P10HydD1Wrr0O2Oo6Os6mHZR7wp3KGXyL4t++odinYyqeJvruAzny9pCv90j5Dj5XjtymKv/4UUU/+IfseFjO5p2Vc8Kd8nQZ3KDXkHQ171wxxeyJE1T64igVXPiaPJ36bXWsnShXybMjlF63tOLJmv47NxXtZ5YnIF+v09Vs8EXasKFM6ZI1Sv5njpI/fKLkD3OU/P4jJb//qGKw0y1Xq+5Kb1y+Zfc1R5N28vU8Wd6ep8jVsuu27+N0y922t9xte0tH3yA7HlFyxadKLPuw4h7LP5YkefY5pnLq2AC2o68jKIcA1Al2PKKSZ0co9d9v5OszSjnH396gv2kAAADYWVuml/39EG16+77tD3YHZPly5fDmyblnz4qng7oO3qkFhS2Xt2JXrP1PVWrtUsU+G6PYF+NV/v7fVD7jAVn+RrLLN8vKaarc4++Qr/e57DZVyd2mlwrOe1klz56q0ufPUMHFb8nd+oBfjbHTSZWOHanUynnyHjBCOSfeU23fHzsLWsrZ82T5ep4sqWJh6eSKuZVl0SdKrf66oug76Gx59z9Frr3236V7W94ceYID5QkO3HIfOxWXs6BVtXweqD6UQwCMs1NxlbxwllIrPpN3/1OUO/zvFEMAAAC7wNmkrQovfUf+0u8USbpl+fJkeSv/+PJkeXMr/u6s3h8FXS32Ue7Q+5Vz3G2Kfz1J0c/GKL0uJP+AaxTof7Uc/oJqvV994OncX/lnPqPSF89VyTMnq/Cy6RXrLaliMfCyCZcrsXS63MGjlDfisRp9wsaR00TebsdtWcvITsUlh7va7+nIaVKt10P1oRwCYJSdTqn0pQuVXDZTni6DlXf6k7u1ewIAAEBD595rfzVqdoRSBnZ5sjwB+Q4+W76Dz671e2cjb4+hyo3+U+FXr1TJU0NVePl0OQv3VOTtWxX/crxcrXupYOS4GtmGfnt2ZRc6ZDfKIQDG2JmMyiZeocS3r8vd4Qjlj3yBR40BAADQoPj7nK9MZJPKp96hkqeGyttjqKIfPSRns04quPDVLQuBAzWJcgiAEbZtK/LGjYp/8ZJcrQ9Q/vnjt2xtCQAAADQkgQHXyo5sUvTjR1X+3l/lKGilgtFTmIaFWkM5BKDW2Ylylc94QNHZT8jZoqsKLnyNrSsBAADQYFmWpZwT7padjCmx9D0VXDBRzkatTcdCA0I5BKDG2cloxe4Hy2cpsXy2Uj9+IaWTcjRpx29EAAAAAFXuNnfyP2TbNpuzoNZRDgGodhVl0Dwll89ScvlsJX/8QkonKk5aDrn27CF3xyPk73uJnPktzIYFAAAA6hCKIZhAOQSgWmQimxT95Gklv/9IyZWf/74M6nC43B36yt3uELYyBQAAAIA6hHIIwG6xM2nF5o1V5J3bZJcXSZYlV6tflEHtD5HDX2g6JgAAAABgG3apHAoGgw9IulZS/1Ao9OEvXr9A0jPbeNvcUCjUZ1fuB6BuSv74pcKTrlFq1XxZ3jzlnHiPfAedJUegkeloAAAAAIAq2ulyKBgMHizpqm2c7lF5/Kuk2G8hVVBJAAAgAElEQVTOrdrZewGomzKRTYq8c7ti816QbFveA0Yo54S7WD8IAAAAALLQTpVD/9/enYfJUdX7H3/37EkmCVtkEUFEOCASWQUlioBsgmAQN0QUF/B6ZRcFFVS4ohdxw+WqVyTgzwVZZBNRURAQRBAQiHLkghEQlASyTzJr//6oamiHWaonM1016ffrefLUM92nZz4UZ+rb8+2qUyGENuB7QPMwQ2YDz8QYT1vTYJKKpzzQz+o7LmLlzz9DuWsxzRu9jM6559G25Zy8o0mSJEmSxqjWM4c+AWwF3AC8fojntwfuX9NQkoqn99G7WHHFKc9dQnbI55iyxzGUmlvzjiZJkiRJWgOZm0MhhNnA6cA5wDoMag6FEDYF1gPuG8+AkvI1sPJpnrjmZJbcfEF6CdnbmHbw2V5CJkmSJElriUzNoRBCM3AB8BBJc+jcIYbNTretIYQrgVcDU4DbgDNijH9Y87iS6qXcvZJVv/sOXTd+mfKqJTRvvB2dbzqPti33yDuaJEmSJGkcNWUc9xFgJ+D9McaeYcZUmkMfBDqAC4FfAfsAt4QQ9l+ToJLqo9y7iq6bv87Tn5vNyus+BcCG7/wK6554i40hSZIkSVoLlcrl8ogDQghbA38CvhtjPC597CvACVTdyj6E8HHgGOATMcYfVL1+T+DXwFPAS2KMg+9i9m/6+vrLLS3DrXctaaIM9Haz5LffZdE159C35AmaOqaz3v4nsf7+J9E8bZ2840mSJEmS1kxpuCdGvKwshFAiuZzsKZL1hoYVYzyH5JKzwY//NoTwA+AoYE/gFyN9n8WLu4Z9btas6SxcuHyklxfKZMsLky/zZMsLxctc7u9l9Z0/oOuGLzCw5DFoncqUvU9m6p7HUZq2Ps90waxpFCrzaIq2j7OYbJknW14wcz1Mtrww+TJPtrxg5nqYbHlh8mWebHnBzPUw2fLC5Ms82fJCsTPPmjV92OdGW3PoP4E5wEExxhVrkOFukubQFmvwPSSNo3J/H913X8LKG/6bgacXQEsHU177YabudRJN02flHU+SJEmSVCejNYcOT7c/CyEM9fyN6eNbkNyprDPGePMQ46ak2xEvKZM08coDA3T/6XK6fvk5+hf+HzS30bHHMUzd+xSaZ26cdzxJkiRJUp2N1hyaB9w0xOMHALsBFwELgCXAzcALQwgbxhgXDRo/J93eNdagktZMuVym54FrWXn9f9H/r79AUwsdux/N1NefSvM6m+YdT5IkSZKUkxGbQzHGeUM9HkJYh6Q5NK9qQepLgZOBc0IIx8YYy+njbwEOAm6OMT4wftElZVEul+mNN7Dy+v+i7/F7oNRE+y7vZNq+H6V5fa/0lCRJkqRGN9qZQ7U4GzgQ+AAwO4RwKxBIGkNPAkeP48+SlEHPw7ey8vqz6fvb7QC073AYU/f7BC0v2CrnZJIkSZKkohi35lCMcUkI4dXAp4DDgOOBRSR3OzszxvjkeP0sSSPrffQuVl5/Nr1/vRGAtu3ewLT9P0nLJi/POZkkSZIkqWjG1ByKMZ4InDjE40uAk9J/kuqs74n7WfmLz9Iz/zoAWrfei2kHnEHrZrvknEySJEmSVFTjeVmZpByUe7roffxeVt/2HbrvvQKAlhfvzrQDz6RtyzmjvFqSJEmS1OhsDkmTSLm/j/5/PUjvY3+k79E/0vfY3fT9cz4M9APQsumOTDvgk7SG11MqlXJOK0mSJEmaDGwOSQVVLpcZWPwovY/+kb60GdT7+L3Q2/XcoJYOWjbbldYX7UTrVq+jbdv9bQpJkiRJkmpic0gqkIFVS+l96CZ6HvwVPfEGBpY+8dyTpSaaN9qW1hftTMtmO9P6op1p3mhbSs2t+QWWJEmSJE16NoekHJXLZfqffCBpBj34K3oX3AEDfQCUpq1P++y5tGy2S9IMeuFsSu2dOSeWJEmSJK1tbA5JddbftZTu+655/tlBpRItm+5E27b70bbNvrRsuiOlpuZ8w0qSJEmS1no2h6Q6Geh6hhWXn8zCB66G/qqzg3Z6K23b7Evb1vvQ1LlBziklSZIkSY3G5pBUB72P3sWyi9/NwJLHaN/sFTRv8wbPDpIkSZIkFYLNIWkClctlVt36LVZe+0kY6GPqfh9n83ecxaKnu0Z/sSRJkiRJdWBzSJogA6uWsvzS4+i570pKnbOY8c4LaNvqdZ4pJEmSJEkqFJtD0gTo+8d9LPv+UfQveoTWl+zB9Hd+j+aZG+cdS5IkSZKk57E5JI2jcrnM6jsuYsWVp0JfN1P2PoVp+3+CUrO/apIkSZKkYvIvVmmclLtXsPzyk+i++xJKU9Zh+lHfp/1lB+QdS5IkSZKkEdkcksZB3z8fZNnF76L/qUjLZrsw48h5NK+3Wd6xJEmSJEkalc0haQ2Uy2W6//gjll9+MvR2MeU1H2LaQWdRamnLO5okSZIkSZnYHJLGqG/hQ6z46an0/vU3lDpmMP0d36d99qF5x5IkSZIkqSY2h6QalbtX0vWbL9J101ehv5fWsA/T536R5g1eknc0SZIkSZJqZnNIyqhcLtPzwLWsuOo0BpY8RtM6L6Lz0M/T9vKDKZVKeceTJEmSJGlMbA5JGfQt/D9WXPlReuMN0NzK1H0+wtS9T6HUPi3vaJIkSZIkrRGbQ9IIyj1dySVkN34V+nto3XovOt90Hi0v2CrvaJIkSZIkjQubQ9IQyuUyPfOvY8VVH2Ng8aM0zXwhnYd8jrbZh3oJmSRJkiRprWJzSBpkYMUilv/4g/Q8+EtoamHKXicx7fWnUmrvzDuaJEmSJEnjzuaQVGVg+UKWfPuN9P/zz7S+dE86555Hy4Yh71iSJEmSJE0Ym0NSqroxNGXOsUw79FwvIZMkSZIkrfWa8g4gFcHAikU2hiRJkiRJDcnmkBrewIpFLPnWwTaGJEmSJEkNyeaQGlp1Y6hjj2NsDEmSJEmSGo7NITWswY2hzjd9wcaQJEmSJKnh2BxSQ6peY8jGkCRJkiSpkdkcUsN5tjH05Hw6Xv0BG0OSJEmSpIZmc0gN5XmNobnn2RiSJEmSJDU0m0NqGAMrn7YxJEmSJEnSIDaH1BAGVj6dLD795Hw6Xv1+G0OSJEmSJKVsDmmtN7BqKUu/M7eqMfRFG0OSJEmSJKVsDmmtVu5eydIL3kLfP+6lY7d32xiSJEmSJGkQm0Naa5X7ull60RH0Lfg97Tu8mc43f8XGkCRJkiRJg9gc0lqp3N/Lsv93NL1/vZG2lx3I9Hd8h1JTc96xJEmSJEkqHJtDWuuUBwZYfsl/0PPAtbS+dE9mvOsiSs2teceSJEmSJKmQbA5prVIul1nx01PovvsntGy+KzOP/hGl1o68Y0mSJEmSVFg2h7TWKJfLrLz2DFbffgEtm8xm5vsuo9TemXcsSZIkSZIKzeaQ1hpdN5zLqt+eT/OsrZj5gZ/SNHXdvCNJkiRJklR4Noe0Vui6+Rt0/eKzNK27OTOPvZqm6bPyjiRJkiRJ0qRgc0iT3qo7Lmbl1afTNGMj1jn2KprXeWHekSRJkiRJmjRsDmlSW3rHJay47DhKU9dj5jFX07zBS/KOJEmSJEnSpNKSdwCpVuWBAfr+fger77mU1XfMo9Q+nZnH/JSWjbbJO5okSZIkSZOOzSFNCuVymb4n7qP7nsvovvcKBpY8BkDLzI3oPPIiWjfdMeeEkiRJkiRNTjaHVGh9Tz1E9z2X0n3v5fQvfAiAUscM2nd5Jx07Hs4mrzqYRc+syjmlJEmSJEmTl80hFU7/ksfpvudyuu+9jL5//Cl5sKWD9tlzad/xcNq22ZdSawcApWansCRJkiRJa8K/rFUY/cv+ycqrTqP7T1ckDzS10LbNfklDaLuDaOqYnm9ASZIkSZLWQjaHlLvywACr/3AxK689g/LqpbRsuiMdu72b9tmH0jRt/bzjSZIkSZK0VrM5pFz1PfUQKy47nt5HfkepfTqdh32Jjt3fS6mpKe9okiRJkiQ1BJtDykW5r4eum75K1w3nQl83bdsdROdhX6R55iZ5R5MkSZIkqaHYHFLd9f79TpZfdjz9T86nafqGdM49j7btD6FUKuUdTZIkSZKkhmNzSHUzsHo5XdefzarffRvKZTp2ew/TDj6Lpinr5B1NkiRJkqSGZXNIddH95+tZccXJDCx5nOZZL6Xz8PNp23JO3rEkSZIkSWp4Noc0oco9XSy//ES6//hjaGph6j4fYerrP0qptSPvaJIkSZIkCZtDmkD9ix9j2bwj6PvHn2h50U5Mf+s3aNl4u7xjSZIkSZKkKjaHNCF6Hv4dyy5+F+WVi+jY7T10zj2PUktb3rEkSZIkSdIgNoc07lbddgErrjwVgM7DvkTHq97nncgkSZIkSSoom0MaN+W+HlZc+VFW//57lKatz4yjvu+i05IkSZIkFZzNIY2LgeULWXrxkfT97XaaN9meme/5Ic3rbZ53LEmSJEmSNAqbQ1pjvY/fy7J5RzCw5HHaZ89l+tu+Sal9Wt6xJEmSJElSBjaHtEZW33MZy3/yn9C3mqkHnsnUvU9xfSFJkiRJkiYRm0Mak/JAPyuvP5tVv/kSpfbpTH/Pj2nf7sC8Y0mSJEmSpBrZHFJNyr2r6Pnz9ay67bv0PnwLzRu8hBlHX0LLhiHvaJIkSZIkaQxsDmlU5f5eeuKv6b73MnrmX0e5ewUAbdvsy/QjvkvT1HVzTihJkiRJksZqTM2hEMJ5wCnAXjHGmwY9dxRwErA1sBj4CXBmjHHFmkVVPZUH+ul95Da6772M7vuupNy1GICm9V5Mxx7H0rHj4bRsvF3OKSVJkiRJ0pqquTkUQnglcOIwz50OnAPcB3wN2J6kUbR7COF1McaeNciqCVYul1n1yJ2suPEiuu+9goFlTwLQNH1DOl7zH7Tv8GZaNtvVBaclSZIkSVqL1NQcCiG0Ad8Dmod4bnPgLOB2YM8YY2/6+FnAGcAxwNfXNLDGV7m/l96/3U7Pn39O9/yfsejpBQCUpqxDx27vpn2Hw2ndcg6lpuf9L5ckSZIkSWuBWs8c+gSwFXAD8PpBzx2Tfr9zKo2h1DnACcD7sTlUCAOrltDz4A30/Pk6eh68gfKqJQCU2juZsfs7YNs30Rb2odTSlnNSSZIkSZI00TI3h0IIs4HKZWPr8Pzm0GvT7U3VD8YYV4cQbgf2DyHMjDEuHXtcjVX/03+j+88/p2f+z+l95Hcw0AdA0zovon3Ht9C+3Rto3XIOL9h4AxYuXJ5zWkmSJEmSVC+ZmkMhhGbgAuAhkubQuUMM2xL41zALTy9It1sDd9YeU7Uql8v0PX4P3fdfQ8/86+j/11+efa7lRTvR9rIDad/uDTRv/HLXEJIkSZIkqYFlPXPoI8BOwJwYY08IYagx6wN/G+b1lbOFZtYWT7Uol8v0PXY33fddSfd9VzHwzILkiZYO2rY9gLbt3kDbtvvTPHPjXHNKkiRJkqTiGLU5FELYGvg08M0Y4+0jDG0Fuod5rvJ4x2g/b911p9LSMvzix7NmTR/tWxTKROctl8usfuROlt15KcvuvIzeRQsAaOroZMarjmDGLofTuf3+NLVPzfw93ccTz8wTb7LlhcmXebLlBTPXw2TLC5Mv82TLC2auh8mWFyZf5smWF8xcD5MtL0y+zJMtL0zOzCM2h0IIJZLLyZ4iWW9oJKuA4VYwbk+3K0cLtHhx17DPzZo1fVKthzNRecvlMn2P3vXcGUKLHwWg1D6d9p3eSvvsucmC0q0ddAPdy/qBbDncxxPPzBNvsuWFyZd5suUFM9fDZMsLky/zZMsLZq6HyZYXJl/myZYXzFwPky0vTL7Mky0vFDvzSE2r0c4c+k9gDnDQMGsJVVvM8JeNVR53MeoxKg8M0PfonWlD6GoGljwGQKljBu07vY32V8ylbeu9KbWOenKWJEmSJEnSs0ZrDh2ebn82zDpDN6aPbwH8FdgzhDAlxrhq0LgtgAGSBa2VUXmgn95HbqP7/qvouf8aBpY9CaQNoZ3fnp4htDellvZRvpMkSZIkSdLQRmsOzWPQrelTBwC7AReR3IlsCXArsBfwGuCXlYEhhA5gd2B+jLGY51YVSLm/l96Hb6H7vqvofuBayisWAlCaui4dux5J2+xDadvqdTaEJEmSJEnSuBixORRjnDfU4yGEdUiaQ/NijDelj/0Q+Djw6RDCb2OMlUWoPw7MAL4zTpnXOuW+HnoeupGe+66ie/7PKHctBqDUOYuO3d9L++xDaN3yNZSaW3NOKkmSJEmS1jZZb2U/qhjjgyGE84CPAfeEEK4BtgMOAn4H/O94/ay1RblcpueBa1hx7ScZeHoBAE0zNqZjzrG0bX8orVu8ilLT8HdukyRJkiRJWlPj1hxKnQ48BnwIOAH4J/Bl4DNVZxIJ6HviflZcdRq9D98CTS10vOp9dOz8dlo225VSU1Pe8SRJkiRJUoMYU3MoxngicOIQj5eBb6T/NISB5QtZef3ZrP7DRVAu07btAUw75LO0zNoq72iSJEmSJKkBjfeZQxpGua+bVbd+m64bzqW8ehnNG25D5yGfoy3sk3c0SZIkSZLUwGwOTbByuUzP/OtYcc3HGXj6b5Smrkvn3PPo2P29lJrd/ZIkSZIkKV92JybQ6sfuZ+lFx9P70E3Q1MyUOR9k6n6n0TR1vbyjSZIkSZIkATaHJsyq389j4eUnQnmAtm32Zdobz6Flw5B3LEmSJEmSpH9jc2ii9Pcw5SWvpPV1H6F92/3yTiNJkiRJkjQkm0MTZMoexzDrTaewcOHyvKNIkiRJkiQNqynvAJIkSZIkScqPzSFJkiRJkqQGZnNIkiRJkiSpgdkckiRJkiRJamA2hyRJkiRJkhqYzSFJkiRJkqQGZnNIkiRJkiSpgdkckiRJkiRJamA2hyRJkiRJkhqYzSFJkiRJkqQGZnNIkiRJkiSpgdkckiRJkiRJamA2hyRJkiRJkhqYzSFJkiRJkqQGZnNIkiRJkiSpgdkckiRJkiRJamA2hyRJkiRJkhqYzSFJkiRJkqQGViqXy3lnkCRJkiRJUk48c0iSJEmSJKmB2RySJEmSJElqYDaHJEmSJEmSGpjNIUmSJEmSpAZmc0iSJEmSJKmB2RySJEmSJElqYC15B6gIIcwCzgIOBdYB/gp8G/h2jHFghNd9GPgacHSMcV4dolb/7EyZQwjvA747zLe5I8a4+0RnTXNk3schhAOA04CdgW7gLuCMGOOd9chaS+YQwgJg81G+Vd3mRw3zYipwJvA24IXAIuAa4BMxxkX1yFpj3k7gk8DbgQ2BvwMXAV+OMa6uV940SwtwHPABYAvgSeBC4PMxxt5BY48CTgK2BhYDPwHOjDGuKGrmqtdMA+YDV8YYT6xX1vRnZ8obQpgOnAEcBmwGLAduAT4dY7y3oJmnAR8l+d3bHHgCuAT4bIxxZdHyDvG6POte1n1ciLqXZqnleJF77cuSt4B1L+u8KErdy5q3MHWvKtMmwF+AT8UYvzLE84WoeYMyjZi5alxnOu6SGONH6pVviBzD5i1SzRuUa6TMhah5g2WdF+nY3OpeVYaR9nFhal61DMeL3GveoDxD5i1azas2yrwoRM2rRSHOHAohvAC4A/gg8CjwLWAJ8E3ghyGE0jCv2xz4XL1yDvrZtWR+Rbr9b+Azg/4NdyDJLW8I4QPAz4GtgAuAq4E9gVtDCLvWI2+Nmb/C8/frZ4BzgQGgC6jLQS5r5hBCE8k+/hjJgeJ84H7gGOC2EMLMguWdCtyY5l2RjnsIOAe4PoQwpR55q3wD+BLwNPBV4B8kDa4fVQ8KIZxO8ka+ieRNxZ9I3jT/MoTQVs/AZMxckf7x8gNGL4YTZdS86by4BTgVeIpkHv8KOAi4PYSwRwEztwA/IynWT5DMi4eB04HfhhA6ipR3sDzrXipr5tzrXpWsx4tC1L6MeQtT91JZfvcKUfdqyFu0uldpnlwBzBjm+SLVvEqmETNXjWsh2f+b1iPXCDmGzVvAmlfJNVLmItW86lyZ5kU6Nu+6lyVvkWoekOl4UZSaV8kzUt6i1Txg1N+9ItW8zIpy5tC5JJ/cfA04IcZYBgghnEtyAL4emDfE674DdNYp42C1ZJ4NPBNjPC2HnBWZ8oYQNiN5o/QX4LWVrmYI4dvAbSQHvb2LlHm4TxtCCOeTvEE6PsY4vz6RM8+LucBrgZ8Ch1edBXUOScE+keSgV5S8HwV2SfO+PcbYk477EMmb7I8Bn65DXkIIryY5sF4GvDXGWE6bWPOAo0IIB8cYr03fTJwF3A7sWfWJ+1kkn/odA3y9SJmrxq8H/BjYtx751iDv8SRviM6PMZ5Q9fo9gV8D/0Ny/CtS5veSvPn5cozx5KrXf47k07P3kczpouQdLLe6V2PmItS9Wo4Xhah9WfMWqe7VMC8KUfdqyFuYupf+3M1J/gjZaYTnC1HzBmUaNnPVuA1Iat4+9cg1Qo7R8ham5lX97NEyF6LmVcs6L6rk+fde1ryFqHkVGY4Xhah5VXlGzFukmlf1s0ebF4WoebXK/cyhtKP9ZuAZ4LTKH6epM0lO1zxpiNcdDewHXFePnIN+dq2ZtyfpFOaixrzvA6aQ/JI9e7pbjPEOkkZCXU6ZHeu8qHr9HODDwK9ijBdMZNaqn1lL5kpHft6gS/q+k24n/PTTGvO+HSgDH668QU79D8llaMel368e/jPdfqaSOd2enmZ8f/r8MSQN8HMGXTpyDrCsalw9ZM1MCOEdJMV6X5JPJPOQNe9h6ddnVL84xvhb4CZg+xDCC+sRmOyZtyL5BOfzg15fOWPgVROcsyLznKjIs+6lasmca92rkjVzIWpfDXmfJ4+6l8qaOfe6l8qatzB1L4RwIsnv0yuA3wwzrEg1L2tmQghHktS8fciv5mXNW6SalzVzUWoekH1eVI3Pte7VkLcoNS9r5qLUvJrnRNXr8qp5WTMXpebVJPfmEDCLpBt8f4yxq/qJ9Hruv5IcbJ89XSuEsDHJ6cAXkU8hyZw5hLApsB5wX/1jPquWfXwgyTXqz5voMcbTqz91mGA1z4tBvgj0k6wpUC+1ZH46fWrwJUOVNxULJzJoqpa8WwCPxhifGDSuTHJwXA/Ytg6ZIenCL4oxPjAoyxMkmfesGgfJG7bqcatJPll9RR1P6cyaGeBYYBXwRpI39XnImvdbJNdNLxvie3Sn23p92pcpc4zx1BjjrBjjU4Nev026/deEJ03UMieKUPcgY+aC1L2KrPu5KLWvpnkxSB51D7JnLkLdg+x5i1T3TiRZ7+i1wPeHGVOkmgfZMkNyWfsKkkuzzq1DruFkyVukmgcZMheo5lVknRdFqXuj5i1YzYNs+7goNQ9qmBOD5FXzIFvmotS8mhShOVQ5mLYP8/xMoESy6FvFN4EeoJ4Tt1otmSunl7aGEK4MITwVQlgeQvhFCOGVEx00lTXv5sDLgAeBjUIIF4UQFoYQVqZ5d6hD1oqxzAsAQgiHAa8ELowxxomJN6RaMv8IWAqcGUJ4QwhhWghhZ5KFoHuozym+teTtHmUc1GFtnBBCO8l6BA8PM2QBsE5IFtneEvhXHHoRzgXpduvxzjhYjZkhuSxgm2EuKZpwteSNMX4vxvi8dQDSSwReA6zkuX09Ycawj6tfu14I4QiSulJZb2tCjTFvrnWvxsxFqHu1Zs699q3hPM6l7tWYOfe6V2PeQtS91LHADjHG20YYU4iaVyVLZoBPkdS8vM6IrBg1b1FqXpWs+/hZedS8QWrJnPffe5AtbyFqXpURM6eX0eZe86qMZR7n9bdeRZbMude8sci9ORRjfAb4G7BDCGGL6udCCNsBL0m/nJk+9jbgTSSnwT1Tz6wVNWauHDA+CHSQ3A3jVySnz94SQti/QHlnANPSnH8gOd3thyQL2e1DskDZLhOdt8bMQ30KdjLJ4mRfmNCQg9SSOcb4OEm3+SmS/buC5A4BmwCvT0/rLEzeNNtGIYRXDRr3AmC3qnETbb10u2SY55dWZVk/47iJVktmYoy/iTndBSdVU95hfAGYDlwcY+weYdx4GVPmkNxd5GmShb87gINjjMP90TieaspbhLpHbZlzr3uprJk3pxi1b01+93Kpe9SQuQh1j9r2cVHqHjHGX8QY+0cZVpSaB2TOTIzx13WqE6PlyJR3GPWueUDtmXOsec/KmrkgdS9r3qLUPCBT5pkUo+YBY/7dy6vmAdkyF6Tm1Sz35lDqiyQT9OoQwh4hhM70OsLLSC6vACilnfmvAdfEGC/JKWtFpswk+/jvwJExxgNijB+LMR5G8svXDFwY6nOngCx5K9fO70jSTd4hxnhCjPGtJNdZT+O56yTrIes+flYIYUdgD5Jbfz9Ux6wVWefyNJJFyF5GcjeULwLXktxK/tshWSiuMHlJTusFuCSEcGA6bgeSRdaaqsZNtNZ0O9ybr8rjHenYLOMmWi2Zi2CN8oYQPgm8h+S494lxTTa8sWZeSLLo4g9Jjn+/qNObuMx5C1T3atnHRal7WTNPS7d5174xzeOc614tc7kIda+WfVyUupdVUWpeQ8mp5o1VXjWvJgWqe1kVpeZlVZSaNyYF+Fsvk4LUvJoVpTn0TZIV07cDbiVZCPcW4I88dx1fVzqmA/hQDhkHy5Q5xnhOjPHFMcYfVL84JovX/QDYmJHXEKhn3r6q8afEGCvNAWKMV5Ncx75jCGGrOuSF7POi2lHpNq+DWi1z+U3Ax2KMe8cYPxJjfCNwOMkaBpcWKW96idOpJPP1unTcPel/y3mVcXXIW5mTw92St3IJwMp0bJZxE62WzEUw5rwhuSvO2SSfTB4UY1w8/vGGNKbMMcarY4ynxRjfCbya5M3y99OCPpFqyVuUupc5c4HqXtbM1YsN51n7xvq7l2fdq3Uu5133apnHRal7WRWl5jWMHGvemORY82pVlLqXSYFqXlbViyMX4e+9WuX9t15WRah5NStEcyjGWI4xnkiy4vfJwCnArjHGI5yCXE8AAAcBSURBVIEN0mHbA0eQ3FXp8XySPidj5tEWebs73W4x4qhxkDHvgnTby9Ar7ldWrt9yAqM+a4z7+I0kd9/6dT0yDlZD5iNJ9vcXBr3+CuDnwCtDCC8rUF5ijOcBgWTht48Ce5HcQWJa9bgJtpSkqA13avzMqnGLM46baLVkLoKa84YQmkMI3yW5g8tTwD6xvrcUXeN9HGO8m6QhOouJv3tL1ryvoTh1b7zmcd3qHtkz/z3d5l37xrqP86x7WTMvoxh1r6Z9XJC6l1VRat5arwA1b43VueZlFkI4mOLUvfFQz5qXVeU4kHfNG6tc/9bLIoTQTDFqXs3qdevpTGKM9/P8SboLySTeK/36GyGEoRZwujCEcCGwV4zxpolL+e9Gyhxj/EcIYSegM8Z48xAvn5Ju67a+SIa8TwAbkZwGOTBoXOV07Lp+UjZa5soDIYRAciC7MMbYR45GmcsDJJ/ixfjvt4+vmE9yF4HNgD9PZM6KrPs4xvgI8PXqQel1yWWSW9FOdM6eEMLfGb7IbgEsjDE+E0L4K7BnCGFK9aciVeMGgAk/HbWWzBOdJYta86YLvF5KUqwXAPvV+zTfGufFa4F1Y4xXDTGu0iTYYIjnxk3WvMDe6de5170a93Eh6l4NmZ8oQu0by7Ei77pXw1xuowB1byz7OO+6V4NC1Ly1XRFqXi2KUPNqdHi6zb3uZVWUmpdVjLGrCDVvLPKueTV4AQWoeWNRiDOHQgg/CiH8I+2yVT++I/Bi4JfAlSTX7Q3+94t0+FXp1wsKlBmS3Dem188ONifd3jVhQZ/LlTXvLSTzYqjTH3cmufSsLpO4hswVu6fbW+sQb0gZMy8muYxhuLuGVE7j/OdE5azKlWkfhxDODSEsDoPukhNC2JDkut+76tjcuJVkkdB/238hhE1I9unvq8Y1kZx9UT2ug2SuzI8xLp/4uM9myZK5KDLlDckdL35I8iZ5PrBHjm+Ss+7jC4DLQgjrDvE9XpFu67FAZ5a8hap7ZN/Hhah7qayZi1L7aj1W5F73yJa5MHWP7Me3ItW9LIpU89ZKBat5WRWl5mVVtLqXRZFqXlZFqXm1KkLNy6JINa8mhWgOkSyGtQnwjsoDIYSpwPnpl/8dY7wyxvjpwf+A69MxlecXFCVzur2UZD+fkxaVyti3AAcBN8cYHyhQ3sr1m+eGEKZXjX0byS/kNTHGRRMfF8ieuWLHdHs3+ckyl1cD1wBbhBCOq35xCGFfkjcdfwH+VIS86XY+yQJqx1aNayZZMLAV+HwdslZcnG7PCSE0pVlKQOX2spU5/EOgH/h0+klfxcdJ7sxXz2uVs2Yuiqx5jyNZvPD/gNfFGJ+oa8p/lzXzT0jOmv232xGHEA4C3kxyBl093sSNmreAdS/rPi5K3YPsmYtS+2o9VhSh7mWZy0Wqe1n3cZHqXhZFqnlrqyLVvKyKUvMyKWDdy6JINS+rotS8WhWh5o2qYDWvJkW5rOzLJCv9fy+EsB/J9btzSW6lfWaM8Y85ZhtO1sxnk5w29gFgdgjhVpLr1w8CngSOLlLeGONvQgjnA8cDD4QQLgc2JSkg/wJOqlPezJmrVK6NzbNYZ818IvBK4PwQwiEkB7mXkixcthJ49zCnIeaV9wckCwOelZ5V9DCwP8ntOy8guXtLXcQYbwghXAK8Dbg9hHAjycKKryG5y9rP0nEPhhDOAz4G3BNCuIZk4e2DgN8B/1u0zEWRJW/6x8cZ6UvuAz4cQhjq230rxjjhn4zUsI8/DxwMHBtCmE0yF7YCDiFZVPSIevzuTbY5ATVlLkrdq+V4UYjaN4Z5kXvdqyFzIepeDXkLU/eyKFLNWxsVrebVoBA1by1XmJqXVVFq3hjkXvNqUIiaV6tCnDkUY1xGcoruJSS3/TuG5DSrN8cYz84z23CyZo4xLiF50/EVktXqjyc5Xe8CYOf0WvbC5E3HnkByIFsI/AfwOpJPpHaLMf6dOhnDvFg/3ea24GIN8+JxYFeSu4UFksWg5wA/BnaJMd5ZsLx9JG+Kv0Eyfz9E8gnlMcAxORzc3gWcSXKd/Ikk102fSXIb0eospwMfJlkb4gTg5SQNsYNijMPd8neiZM1cFKPl3Zbn1ik4DPjUMP82KlBm0ssq5pDcUnQTknmxG3AhyTG5np/uTbY5Adn2cSHqXi2Z09yFqH1Z86Zyr3upLPOiEHWvhrxFq3tZFKnmrW2KWPNGVbCat1YqYM3LpEA1rxZFqXmjKljNy6xULhextkmSJEmSJKkeCnHmkCRJkiRJkvJhc0iSJEmSJKmB2RySJEmSJElqYDaHJEmSJEmSGpjNIUmSJEmSpAZmc0iSJEmSJKmB2RySJEmSJElqYDaHJEmSJEmSGpjNIUmSJEmSpAZmc0iSJEmSJKmB/X9palFWN/g+gQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_gdp(data, ['greece'])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_gdp_yoy(data, country):\n", " f, ax = plt.subplots(1, figsize=(20, 8))\n", "\n", " ax.set_title('GDP growth % over previous quarter')\n", "\n", " dates = sorted({row.date for row in data['greece'].itertuples()})\n", "\n", " #ax.plot(dates, [0] * len(dates), linewidth=2, color='grey', linestyle='--')\n", "\n", " df = data[country]\n", " gdp_yoy = df[df.date.isin(dates)]['gdp_yoy']\n", " \n", " x = list(range(0, len(dates)))\n", " y = gdp_yoy.tolist()\n", " y[0] = y[1]\n", " \n", " z = np.polyfit(x, y, 15)\n", " p = np.poly1d(z)\n", " trend = [p(i) for i in x]\n", " \n", " ax.bar(x, y, label=country, color=colors[country], alpha=1)\n", " ax.plot(x, trend, label='trend', linestyle='--')\n", " \n", " xticks = [index for index, date in enumerate(dates) if date.month == 1 and date.day == 1] + [len(dates)]\n", " ax.set_xticks(xticks)\n", " xlabels = [\n", " str(date.year)[2:]\n", " for date in dates\n", " if date.month == 1 and date.day == 1\n", " ]\n", " xlabels += ['18']\n", " ax.set_xticklabels(xlabels)\n", "\n", " ax.legend()\n", " ax.grid(True)\n", "\n", "plot_gdp_yoy(data, 'greece')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_gdp(data, countries)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## % of 2000 GDP" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "for country in countries:\n", " df = data[country]\n", " gdp_2000 = df[df.date == pd.Timestamp(2000, 1, 1)]['gdp']\n", " df['gdp_growth'] = df.apply(lambda x: 100 * (x['gdp'] - gdp_2000) / gdp_2000, axis=1)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
dategdppopulationgdp_prevgdp_yoygdp_growth
01975-01-01237727.054252574.0NaNNaN-45.703727
11975-04-01237076.054252574.0237727.0-0.273844-45.852414
21975-07-01237162.054252574.0237076.00.036275-45.832772
31975-10-01242059.054252574.0237162.02.064833-44.714309
41976-01-01244436.054541493.0242059.00.981992-44.171408
\n", "
" ], "text/plain": [ " date gdp population gdp_prev gdp_yoy gdp_growth\n", "0 1975-01-01 237727.0 54252574.0 NaN NaN -45.703727\n", "1 1975-04-01 237076.0 54252574.0 237727.0 -0.273844 -45.852414\n", "2 1975-07-01 237162.0 54252574.0 237076.0 0.036275 -45.832772\n", "3 1975-10-01 242059.0 54252574.0 237162.0 2.064833 -44.714309\n", "4 1976-01-01 244436.0 54541493.0 242059.0 0.981992 -44.171408" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data['france'].head()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_gdp_growth_versus_2000():\n", " f, ax = plt.subplots(1, figsize=(20, 8))\n", "\n", " ax.set_title('GDP growth versus year 2000 (%)')\n", "\n", " dates = sorted({row.date for row in data['greece'].itertuples()})\n", "\n", " ax.plot(dates, [0] * len(dates), linewidth=1, color='grey', linestyle='-')\n", "\n", " for country in countries:\n", " df = data[country]\n", " gdp = df[df.date.isin(dates)]['gdp_growth']\n", " if country == 'greece':\n", " marker='o'\n", " else:\n", " marker = None\n", " \n", " ax.plot(dates, gdp, label=country.title(), color=colors[country], marker=marker)\n", " \n", " ax.axvline(pd.Timestamp(2008, 1, 1), linestyle='--', color='grey', alpha=0.5)\n", " ax.axvline(pd.Timestamp(2010, 1, 1), linestyle='--', color='grey', alpha=0.5)\n", "\n", " ax.xaxis.set_major_locator(mdates.YearLocator())\n", " ax.xaxis.set_major_formatter(mdates.DateFormatter('%y'))\n", " \n", " mention(ax, 'Eurostat', position=(0.79, 0.01))\n", " \n", " ax.text(\n", " 0.02, \n", " 0.01, \n", " 'chained 2010 euros',\n", " verticalalignment='bottom', \n", " horizontalalignment='left',\n", " transform=ax.transAxes,\n", " color='grey',\n", " fontsize=13,\n", " )\n", "\n", " ax.legend()\n", " ax.grid(True)\n", "\n", "plot_gdp_growth_versus_2000()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def plot_population(country):\n", " f, ax = plt.subplots(1, figsize=(20, 8))\n", "\n", " ax.set_title('Population (Millions)')\n", "\n", " df = population[(population['country_name'] == country_names[country]) & (population['year'] >= '1996-01-01')]\n", " dates = df['year']\n", " population_y = df['population'] / 1e6\n", "\n", " ax.plot(dates, population_y, label=country, color=colors[country])\n", "\n", " ax.xaxis.set_major_locator(mdates.YearLocator())\n", " ax.xaxis.set_major_formatter(mdates.DateFormatter('%y'))\n", "\n", " ax.legend()\n", " ax.grid(True)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_population('france')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_population('greece')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "for country in countries:\n", " df = data[country]\n", " population_2000 = df[df.date == pd.Timestamp(2000, 1, 1)]['population']\n", " df['population_growth'] = df.apply(lambda x: 100 * (x['population'] - population_2000) / population_2000, axis=1)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_population_growth_versus_2000():\n", " f, ax = plt.subplots(1, figsize=(20, 8))\n", "\n", " ax.set_title('Population growth % vs year 2000')\n", "\n", " dates = sorted({\n", " row.date for row in data['greece'].itertuples()\n", " if row.date.month == 1 and row.date.day == 1 and row.date < pd.Timestamp(2017, 1, 1)\n", " })\n", "\n", " ax.plot(dates, [0] * len(dates), linewidth=2, color='grey', linestyle='--')\n", "\n", " for country in countries:\n", " df = data[country]\n", " gdp = df[df.date.isin(dates)]['population_growth']\n", " if country == 'greece':\n", " marker='o'\n", " else:\n", " marker = None\n", " ax.plot(dates, gdp, label=country, color=colors[country], marker=marker)\n", "\n", " ax.xaxis.set_major_locator(mdates.YearLocator())\n", " ax.xaxis.set_major_formatter(mdates.DateFormatter('%y'))\n", "\n", " ax.legend()\n", " ax.grid(True)\n", "\n", " \n", "plot_population_growth_versus_2000()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## GDP per capita" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "for country in countries:\n", " df = data[country]\n", " df['gdp_per_capita'] = df.apply(lambda x: x['gdp'] * 1e6 / x['population'], axis=1)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_gdp_per_capita(data, countries):\n", " f, ax = plt.subplots(1, figsize=(20, 8))\n", "\n", " ax.set_title('GDP per capita (chained 2010 Euros)')\n", "\n", " dates = sorted({\n", " row.date for row in data['greece'].itertuples()\n", " if row.date.month == 1 and row.date.day == 1\n", " })\n", "\n", " for country in countries:\n", " df = data[country]\n", " gdp = df[df.date.isin(dates)]['gdp_per_capita']\n", "\n", " if country == 'greece':\n", " marker='o'\n", " else:\n", " marker = None\n", "\n", " ax.plot(dates, gdp, label=country, color=colors[country], marker=marker)\n", "\n", " ax.xaxis.set_major_locator(mdates.YearLocator())\n", " ax.xaxis.set_major_formatter(mdates.DateFormatter('%y'))\n", "\n", " ax.legend()\n", " ax.grid(True)\n", "\n", "\n", "plot_gdp_per_capita(data, countries)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "correlations = data['greece'].corr()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "67.72" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "r2 = math.pow(correlations['gdp']['population'], 2)\n", "round(r2 * 100, 2)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "66.67" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "round(100 * 2 / 3, 2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Unemployment" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_unemployment(data, countries, title='Unemployment (% of the workforce)'):\n", " f, ax = plt.subplots(1, figsize=(20, 8))\n", "\n", " ax.set_title(title)\n", "\n", " years = [str(y) for y in range(1998, 2018)]\n", " years_labels = [y[2:] for y in years]\n", "\n", " for country in countries:\n", " unemployment_series = data[\n", " data['country'] == country\n", " ].iloc[0][\n", " [c for c in data.columns if c in years]\n", " ]\n", "\n", " if country == 'greece':\n", " marker='o'\n", " else:\n", " marker = None\n", "\n", " ax.plot(years_labels, unemployment_series, label=country, color=colors[country], marker=marker)\n", "\n", " ax.legend()\n", " ax.grid(True)\n", "\n", "plot_unemployment(unemployment, countries)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_unemployment(unemployment_youth, countries, title='Youth Unemployment (% of the workforce under 25)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Interest Rates" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "countries = ['france', 'germany', 'greece', 'ireland', 'italy', 'netherlands', 'portugal', 'spain']\n", "\n", "interest_rates = {}\n", "for country in countries:\n", " path = './data/interest_rates/{}.csv'.format(country)\n", " df = pd.read_csv(path, parse_dates=['DATE'])\n", " df.columns = ['date', 'interest_rate']\n", " df['interest_rate'] = pd.to_numeric(df['interest_rate'], errors='coerce')\n", " interest_rates[country] = df" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_interest_rates(data, countries):\n", " f, ax = plt.subplots(1, figsize=(20, 8))\n", " \n", " dates = sorted({\n", " row.date for row in data['greece'].itertuples()\n", " if row.date.year >= 2007 and row.date.month in (1, 4, 7, 10)\n", " })\n", " \n", " ax.set_title('Long-term interest rates (%)')\n", " \n", " for country in countries:\n", " df = data[country]\n", " interest_rate = df[df.date.isin(dates)]['interest_rate'].round(2)\n", " \n", " if country == 'greece':\n", " marker='o'\n", " else:\n", " marker = None\n", "\n", " ax.plot(dates, interest_rate, label=country.title(), color=colors[country], marker=marker)\n", "\n", " ax.xaxis.set_major_locator(mdates.YearLocator())\n", " ax.xaxis.set_major_formatter(mdates.DateFormatter('%y'))\n", " \n", " mention(ax, 'OECD', position=(0.02, 0.02))\n", " \n", " ax.legend()\n", " ax.grid(True)\n", " \n", "\n", "plot_interest_rates(interest_rates, countries)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }