{
"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",
" date | \n",
" gdp | \n",
" population | \n",
" gdp_prev | \n",
" gdp_yoy | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1995-01-01 | \n",
" 39193.1 | \n",
" 10562153.0 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 1 | \n",
" 1995-04-01 | \n",
" 39577.6 | \n",
" 10562153.0 | \n",
" 39193.1 | \n",
" 0.981040 | \n",
"
\n",
" \n",
" 2 | \n",
" 1995-07-01 | \n",
" 39799.0 | \n",
" 10562153.0 | \n",
" 39577.6 | \n",
" 0.559407 | \n",
"
\n",
" \n",
" 3 | \n",
" 1995-10-01 | \n",
" 40026.9 | \n",
" 10562153.0 | \n",
" 39799.0 | \n",
" 0.572627 | \n",
"
\n",
" \n",
" 4 | \n",
" 1996-01-01 | \n",
" 40234.9 | \n",
" 10608800.0 | \n",
" 40026.9 | \n",
" 0.519651 | \n",
"
\n",
" \n",
"
\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",
" index | \n",
" raw_header | \n",
" 1995 | \n",
" 1996 | \n",
" 1997 | \n",
" 1998 | \n",
" 1999 | \n",
" 2000 | \n",
" 2001 | \n",
" 2002 | \n",
" ... | \n",
" 2011 | \n",
" 2012 | \n",
" 2013 | \n",
" 2014 | \n",
" 2015 | \n",
" 2016 | \n",
" 2017 | \n",
" age_group | \n",
" country_iso | \n",
" country | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 61 | \n",
" T,Y_LT25,PC_ACT,DE | \n",
" 8.9 | \n",
" 10.0 | \n",
" 10.6 | \n",
" 9.7 | \n",
" 9.0 | \n",
" 8.7 | \n",
" 8.3 | \n",
" 9.8 | \n",
" ... | \n",
" 8.5 | \n",
" 8.0 | \n",
" 7.8 | \n",
" 7.7 | \n",
" 7.2 | \n",
" 7.1 | \n",
" 6.8 | \n",
" Y_LT25 | \n",
" DE | \n",
" germany | \n",
"
\n",
" \n",
" 1 | \n",
" 64 | \n",
" T,Y_LT25,PC_ACT,EL | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 30.4 | \n",
" 31.5 | \n",
" 29.1 | \n",
" 28.0 | \n",
" 26.8 | \n",
" ... | \n",
" 44.7 | \n",
" 55.3 | \n",
" 58.3 | \n",
" 52.4 | \n",
" 49.8 | \n",
" 47.3 | \n",
" 43.6 | \n",
" Y_LT25 | \n",
" EL | \n",
" greece | \n",
"
\n",
" \n",
" 2 | \n",
" 65 | \n",
" T,Y_LT25,PC_ACT,ES | \n",
" 39.8 | \n",
" 39.2 | \n",
" 36.1 | \n",
" 32.4 | \n",
" 26.4 | \n",
" 23.2 | \n",
" 21.1 | \n",
" 22.2 | \n",
" ... | \n",
" 46.2 | \n",
" 52.9 | \n",
" 55.5 | \n",
" 53.2 | \n",
" 48.3 | \n",
" 44.4 | \n",
" 38.6 | \n",
" Y_LT25 | \n",
" ES | \n",
" spain | \n",
"
\n",
" \n",
" 3 | \n",
" 67 | \n",
" T,Y_LT25,PC_ACT,FR | \n",
" 34.7 | \n",
" 37.2 | \n",
" 39.3 | \n",
" 37.8 | \n",
" 37.3 | \n",
" 31.5 | \n",
" 29.1 | \n",
" 30.5 | \n",
" ... | \n",
" 22.6 | \n",
" 24.4 | \n",
" 24.9 | \n",
" 24.2 | \n",
" 24.7 | \n",
" 24.6 | \n",
" 22.3 | \n",
" Y_LT25 | \n",
" FR | \n",
" france | \n",
"
\n",
" \n",
" 4 | \n",
" 71 | \n",
" T,Y_LT25,PC_ACT,IT | \n",
" 29.9 | \n",
" 29.9 | \n",
" 29.6 | \n",
" 29.2 | \n",
" 28.0 | \n",
" 26.2 | \n",
" 23.1 | \n",
" 22.0 | \n",
" ... | \n",
" 29.2 | \n",
" 35.3 | \n",
" 40.0 | \n",
" 42.7 | \n",
" 40.3 | \n",
" 37.8 | \n",
" 34.7 | \n",
" Y_LT25 | \n",
" IT | \n",
" italy | \n",
"
\n",
" \n",
"
\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",
" index | \n",
" raw_header | \n",
" 1995 | \n",
" 1996 | \n",
" 1997 | \n",
" 1998 | \n",
" 1999 | \n",
" 2000 | \n",
" 2001 | \n",
" 2002 | \n",
" ... | \n",
" 2011 | \n",
" 2012 | \n",
" 2013 | \n",
" 2014 | \n",
" 2015 | \n",
" 2016 | \n",
" 2017 | \n",
" age_group | \n",
" country_iso | \n",
" country | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 5 | \n",
" T,TOTAL,PC_ACT,DE | \n",
" 8.2 | \n",
" 8.9 | \n",
" 9.6 | \n",
" 9.4 | \n",
" 8.6 | \n",
" 7.9 | \n",
" 7.8 | \n",
" 8.6 | \n",
" ... | \n",
" 5.8 | \n",
" 5.4 | \n",
" 5.2 | \n",
" 5.0 | \n",
" 4.6 | \n",
" 4.1 | \n",
" 3.8 | \n",
" TOTAL | \n",
" DE | \n",
" germany | \n",
"
\n",
" \n",
" 1 | \n",
" 8 | \n",
" T,TOTAL,PC_ACT,EL | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 11.1 | \n",
" 12.0 | \n",
" 11.2 | \n",
" 10.7 | \n",
" 10.3 | \n",
" ... | \n",
" 17.9 | \n",
" 24.5 | \n",
" 27.5 | \n",
" 26.5 | \n",
" 24.9 | \n",
" 23.6 | \n",
" 21.5 | \n",
" TOTAL | \n",
" EL | \n",
" greece | \n",
"
\n",
" \n",
" 2 | \n",
" 9 | \n",
" T,TOTAL,PC_ACT,ES | \n",
" 20.7 | \n",
" 19.9 | \n",
" 18.4 | \n",
" 16.4 | \n",
" 13.6 | \n",
" 11.9 | \n",
" 10.6 | \n",
" 11.5 | \n",
" ... | \n",
" 21.4 | \n",
" 24.8 | \n",
" 26.1 | \n",
" 24.5 | \n",
" 22.1 | \n",
" 19.6 | \n",
" 17.2 | \n",
" TOTAL | \n",
" ES | \n",
" spain | \n",
"
\n",
" \n",
" 3 | \n",
" 11 | \n",
" T,TOTAL,PC_ACT,FR | \n",
" 10.2 | \n",
" 10.5 | \n",
" 10.7 | \n",
" 10.3 | \n",
" 10.0 | \n",
" 8.6 | \n",
" 7.8 | \n",
" 7.9 | \n",
" ... | \n",
" 9.2 | \n",
" 9.8 | \n",
" 10.3 | \n",
" 10.3 | \n",
" 10.4 | \n",
" 10.1 | \n",
" 9.4 | \n",
" TOTAL | \n",
" FR | \n",
" france | \n",
"
\n",
" \n",
" 4 | \n",
" 15 | \n",
" T,TOTAL,PC_ACT,IT | \n",
" 11.2 | \n",
" 11.2 | \n",
" 11.2 | \n",
" 11.3 | \n",
" 10.9 | \n",
" 10.0 | \n",
" 9.0 | \n",
" 8.5 | \n",
" ... | \n",
" 8.4 | \n",
" 10.7 | \n",
" 12.1 | \n",
" 12.7 | \n",
" 11.9 | \n",
" 11.7 | \n",
" 11.2 | \n",
" TOTAL | \n",
" IT | \n",
" italy | \n",
"
\n",
" \n",
"
\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": 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x4Z+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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tKpdK0xuK3ZzhUxJS7c65QfoTNnlX1Y75O5LbzXZoyZ4bsTdJD4vIbeI0sCq2sdSnaWz8+ZYopSJuDy35JSLP0PgE+hMRuc59nyLyEzahALbhb6DN+19fbIJvK7YqFiHLPI0tqfEC9slvW93gDK8Tkf+GrH8zNuFYBxxqjCloxzYwxviNMbsa24uOe7N2q0Ru+PtON6EqIoVi2wubAhhs1Z2ficiakFi/x96glgMTjDFHO9tMpTFpdZ6IfBOyzExCGtRtL2N7ozsE5zsMO1fMwd4EQWNV07Y62Bl+0+JccK4xJuj+YUuaFWOTg+OwiYuIjQN3guux55R3RORKCanWKiLvYBNFANeEl8hzPCoi97mJM6fk4R+caaONMdnO/x15vMS9v7XDNdib3BdF5E8h55Ja7Pn6a2xpjuMjLHu2iDSUOhRbnfZfzsvQm+Y9sVWB1mKP9eqQZX6icf80Jqydn1Zc7RxL7rq+w5beBfvAwF1pATaxXoN9wLE4ZJkt2HPNKuy+Gfo+3cTc7SLycsgyP2Crmsfbc1lETkm/V7FJu++Bh0Imu6VYWmqPzJ3W3hIvrW0rdHy821oRek6I8vdU3BG3rEPO5djEYYqdRT4Mmb9eRP4KvIKtNh/p/AGN58uDo0xXSvUgmkhSSnWWvbDt/4T+7YV9Ovcy9iZ1FxFZEracW2R9pkTogca52HEviI8OGb8n9oKtWRUQY0wK9qYFbJfZbeUJGzZjjKlq4eLvkAiLLIgwbgK2BMYmwm60Qkx1hkeHJFXcpMeDxpiDje3FBgAReUBETpGmbZzEO39HcqsqBQGc4v8HOeMeiLLMI9gn3gU0bWTVNT3COLcaUqSqQT85w9DSLm3Z/zZjb/7zgMeNMbuELXOpiJwlIl9GiKFVTvWCEdhk0dMRYlqPrWqQLyLr4lj1n8L3UWzi8GsaS8b9A1s6JZJI++6xzvA5idCOinMz4ibCjnOGB2GP3TUSuY2aF2j55jAebnxvSuRShQ9jk9wntHM7Q51hayWJNtJYtWoethTcVzSery4AHjGdUMU0gmOcYcTjT0RexR5PadhqvuHejrRYyP9uIqkjj5e27G9t5W6rWYk058Z7MjBIRKaFTS4UkbkR1udWy2q4qRbbA2gOMEIidxvvJve82KRfLIJEPje63012yLijse1yLXaSTU0XsA99XgmZ1z13H+iMezbCMkuJ3tZRzJwqVDOxVezKgNOkaVt1sSSr3PueqJ1kxKi1bYXeX8W7rU9pek6I9NesXat26qhz+UrsZzPGGHN7eBVIETlJRM6X6FUWlznDoXHErpTqJtrYtlKqs+woIiuhobj+EcA92IvATOB1idzwtVtiaIIx5qNo63aGJnSkiFQbY/oZYw50pu2IrcIylsYEUnsS6G4x9r4tzDMP+9Q61D5EP99GaiDZbbPnK4leLeZzZ5iFLSm1Flvd4lDsE+bZQLEx5gPsTcTrzhPtUPHO35Hcmxe3OsFO2M+oliilOESkwhjzHbaK4Uiatyu0tvlSuCVpInWL7ZbCCk0Mxr3/iUidMeaP2CqC5wPnG2NWY5NXb2NLeLSn0fJhznCliJRHmkHCGuWO0WqatvfjJpIKse1avCQRGuIN0dK+21I1oc+xJX7ced32U8KTyoC9eTXGfE9j1dL2cD/LiJ+X2G68v400LU5u1ZfW2t2ZLmENgQMYYzzY9oKexzZg7XGGncIpLeSWuGzpu1uMreoyMsK0SMdfaALQBx1+vLRlf4ubU2rOLe0Xbd+JljSMltx1G1BvlhASkUpjOx0Yh91nh2FLkIb+5sX6W1bmlA4L5343oaU73fPf8BbOf/2doRvLEGzyqYbGhxPhvqKxumfcjDHDsFU9h2PPUZMjJBrdc2NLCTb3t7m9ielybOmzaNsKvQaId1unutdOXahDzuUissEYMxVbivR64HpjzFJsG0xvYR/QtNRJibuf5rcwj1Kqh9BEklKq0zkJozeNMYuxN/9HAm8ZYyZK8x4/3ARDAY0X7tE0VH0wxuRh26k4k8aejsDeFL+HvQndkfZxbyAKjDE5UZ7SHRY+zhizmehFuSNVHXNLyJRGmOYK7cUpy9n2Qufm4/fYEhU52EZgT8SWOpoGXOHGHe/8HWyUM3SfervvubyF5Bk0vu9IbeZETLI4Yn0q3Kb9T0SmOhfM/4etOjUIe+N/IVBqjPm7iPw54lpa5+47ZS3OFb8nJLbex6Jp777rzut+ji19f/G0X9KSzvosw7kNKLcpgeiUcHnHGHMl8AxwnjHmltCqeB0s9HiK57sLFan6Y6iGhG0HHi9t2d/aIvT8He++E1dPocaYg7C/ZXuGjA5iG+h/Dtv1fDxi/l5oPP/1xpYibklO2LDC2W8jafPx61Q3fhubXCgDTpCwXusc7oOeXi2szv0eIz1YiMcW7DEebVuh+0t7t9UVOupcjoj8nzHmM+AK7EMqt0TtL4HNxpgbROTRKOtzfwNyo0xXSvUgmkhSSnUZEVlrjDkHm9jZB3uxfFnYbO6FxHUiElPPPc7T+zewF76bsFVxFgHfukWojTHzaX8i6X1sse0kbPsQzYrxdxD34iy7hXlC2w9puLFxqgqe5VTn2w/bM9mx2CfbZ2IbxT2xrfN3BKcdjiHOS7ebZPc9ZBhjvC0kk3LC5u9oce9/LhGZDkw3tgfBidiGoo/HluC41RhTKra9rni5yYjwRnx7onj2XXdetxpXS70btdTOSLSqppGqsXbVZ+nemLWnXSywvfSBLX0yhsZG6jta6PGUTfSSVB12/HXQ8dKW/a0tQhOCGcTQw1tbOA1Jv4ct0TIXm0T8ClgiIiXGNogebyIpHu75734Rida7VriGauPGGE+UZFKb2iQyxhyKbQ8wE1sl8pjQtqbCuA8lhkZZVxKNnTssizRPHL7DlhKLuC0af9/Wt7M0arziORe2ps3Hlog8h+0MpC+21PMR2GM7H1tVd6OIvBZhfW4CqbPaZlRKdSBtI0kp1aVE5H1sA7IAlxpjwkvwuN2ijyIKY8wexpixxhj3Kdh+2CRSHbC/iNwqIu+G1cNvd9foTlUvt32I3zhV9jqD23bF7i00qOo+ra4A1hnb29NOxpiDnVhrRGSOiPzRaT/KrRYz2RiTGe/8Hfz+3EZ7NwMfOP8vxybpkrE9CjVjbCPkbnWK9t4IRBP3/mcaG6geCyAixSLyqnMjtiONjeq29QbQrV421ETpFtkY87Ax5i33++xG7r67RwvzuPuu+x2G7u/NboScYyBStaQ6ZxjtOOwfYZz7WUZsdN8Y09cYs8gY80Jom2Ft4La/FK0kYqxC22LptGs2p9ThBudlxO/O+W7caW0+/jr4eGnL/hY3EdmKPV9B9H3nYmPMTGNMeC+Q8bgSuz/PBCaKyKMisjCkalq7f8daEcv5b7QxZi+nFDDY5GY1tt27aJ1ZjI43EGMbxn8Dm0RaBRzYQhIJbNtCYB9SRTIO+/uyhfb/frjb2jfKdHf8wnZuJ1ZtORe2Ju5jyxiT7vw+jgLbpqCITBORC7GlDt935o92bLvny86sVq+U6iCaSFJKdYff0HihcL9TGsb1ljM82RjTrNtc5+n1TGy9/dOc0UOdYYmINLtANMYcgb2IgfaXxLwaeyG6G/BAa43gGmOOIv4qFR9h2wroA0TrFv4KZzjTKb3TD3sx94GJ3HPX+yH/+9owf4cwxgzBfv8Ad0ljz2xl2C6GoXkpNdfFNN4IfNZRMYVpy/53IraB6ufDEyHOd+Mmy0I/R7fEVdSG20N8i23PKBnb/Xp4TL2xpceOoZNKSsTB/fzOcD6rJowxA2ls0NxtAH0utlRDXyI3cj2ZyFUd3JIQJnyCs+1ISbV3neFxITfCoU4ExgOj3X2T+L4rl3sTNqDFuVrnNngbpPP2eZfbWHa0428y9v3UYnuVa6u2HC/RtGV/ayt33zknwnY8wHnY0hexNoIdyVBn+FWUxrZD28nqjFoF72D390OMMZGOqyRsr2mfYKsl4pS4meHMclGEZQqwJVJiZmzD2q9hS9IsxyaRpOWlmItN9g0xxhweYbob2wutVJ+OhdvI9GRju7xvYGznF+c5Lzur1HK4tpwLW9OWY+tKbLtJ94TP7zRx4DY6H+3Yds+XHd2YuFKqE2giSSnV5Zyn32739obGroNxem36EHvj+JYxZrg7zbkgfRXb2896bEO00HjR0csYc1nI/F5jzInYXp9c7bnIR0TWYhuXrMD2qPSRMea40NILznYPMsa8jG242u01bkOkdUbYRhm2tyyAh40x7s0kxphUY8xd2BvuGuBPzjLrsA1me7FFygtClskCbnNezndKAMQ1fyxxt8QYk2SMOR773WZjb4rvDpvtVuxNzCXGmN+6n6kxxmOMOTskpj+20mBnm7Vx/3sT247EaOBuY0x6yDJDaNzXQ3tOcqsC9A9LpEaKKUjje7/LGDMpZP35ThwZwCwR+SLmN9s5/o1NouwAvOrcbADgVMt5C3tzuAB7o+h2n+62h/OYUxLBXWZf4MEo25rvDIcbY64OWWYHJ45IiaKZ2FICOcDLzg2ru9zBwO3Oy7tClnG/qyHEzi2JEK3EQquMMRNovCF7tYWejjrKHdiGgY8yxtwbth8fBTzuvLynnQ3xt+V4iSbu/a0d7sAm0c4yxlznJAxwHibchi0Zu4UIPSvGwf0tOz3s3JNnjLkbOCNk3nb9lkUiIsux7TD5sO0aNvSO6SRen8WWDiwHHgpZ9BbsuftKY8wlboLQOWe+3IZY/4F9kFIOHBfLvu8k3v7mvHzSGLN7SOyXYBNJ1TT/3YmbiHyF3beygZecZL7bKPtj2H1baCzB3Nnaci5sTVuOrRexpSiPdI6R0OuiXYFLnJfRjm33fDk/ynSlVA+ibSQppbqFiDxrjLkI+6TsBmPM885FLNhSF+8BewPfG2O+xV6cjMImZUqwbSVUOuv61BjzGvbp2APGmBuwSZsh2Dr5Fdgbu31ovQHlWGKfbozZG3uhtTe2+H25MWYl9kZjKI0lKGqxF9+/lcjdjUfzF+zF6BTsBf0qbCmuUdgSThXARSIS2qPKhdgnxYcAK40xy7DJJrenvEJsqZ62zh+LPUzT3n68Trw70tguzULgZ9K062ZEZLYx5ipsb063Adc5MQ2isWj+PSISsXvyDhTv/lfmJLpeAa4CLjDGLMdWMxiB/a39jMYkBdiG24PO+1pqjFktIgcShYg86NzUXQS8a4xZ4cRhsDdpK2l8Ct5tRKTGGDMZW3rjEGCFMeYb7I3pLthSPV8Bp4eVuLgXWxJoCjDP+czBVpVZhr1Bb1I9RkQWG2P+C5yETUj8GrvP7oyt6nEHcF3YMkFjzOk4VYeAVcaY/2ETS25X1Y+LSGgy4Cts+x5XG1sV90URuY2WzcB+v3saY/wSuYdKgKNN896xfNgn824pym+By1vZXruJyHfGmLOwiYQrsfvxEmxJMTeJ9iK2cf72bKctx0u0dbV1f2tL3F8aYy7GJgr+jq3evBJ7vszDJuHOEJHCdmzG7TCiAFhijBFsgmYk9vP5Elu9rbczT0wPJ+J0Bfb7Pgj4zNhG0cuw55p07G/ayc5DFQBE5BPn3D0Vm2D6gzHmJ2zJ3QD2eIipVJIxZgBwuvOyEptcjjp/2HnzXmxbW0cCi40xX2O/m8HO9Askeu968boUW3rYPY8swZ5D8rAlQ09sY8mn/xhjYmmg/UMRuQHadi5sTVuOLRH5wdn2VOwx8jtjzA/YhNtwZ5m3gCfDt+c8FBmBvbaZGz5dKdXzaIkkpVR3ugJ7UZoK3O+OdErL7I2tAvUZ9qJ2NLYb5YeBMRFKXpyK7XL2C+xN4a7Yi7lHgLE4JXeAY0z0dodiJiLfYBu/PQWYhk3yDHfiLMNefF0PDBWRC+JMIrlPV8/AXlC/j03G7I5te+UBYA8ReSFsmRXAXtgL+R+xF7Ujsd1y3w3s4sTdpvljlI1tr8r92w97o7UJWx3gdGw7VhFLNIjIfdinktOwT4/3wN6IvAwcJiK/jjOeuLVl/3MaDj0Y+x5LsfvfAGwx/2uBA8R2Le/O/z02KbQcW81wmPP0uKW4foHd32Zib1Z2xn5XdwDjRGRVu954BxGR77DH3J+xT7RHYpMin2Crhu7lUZTiAAAgAElEQVQTXsIgZH+/ENv+yBBsAuNp4EAau4UONwV7g/Q/7JPzAdhSY+OI8lRbbM9ne2JLUSzFfrc7APOAM0UkvHrO7dh2e0qwycSIbXiFbWMttqqmH3tDHk1fmh4vB9DYlsv72J6OxolIZyQMmhGR/2K/u8exN6JjsOfnd7DJg9M7ojRgvMdLK+uKe39rR9xPYc8N07A36GOw56nngD1FpF3V55wkxxjs/rYK+14GYxNI/4d9GOJWIzu+PdtqIYZSbDLmEmyipC82IbQV+z73EpF3Iyx3H7Zq3zvYxrVHYkt3TsB+r7Haj8aqT31ofnyE/4XGUAscB1wDfINNfuVhz5mTROR5OoiIrMGeR6Zif992x+4TLwDjxXZk0RZ70fp7PoDm7VHFfS5sTRvP5f/EPtSbTuMx0gebHPoFtte9OppzE42vi0hLPXgqpXoITzAYa4/ISimllFIqFsaYn2Fv5J4XkTO7Ox6llOqpjDHvYZNJ+4jIou6ORynVOk0kKaWUUkp1MKedmK+wJfL6d0RbY0opta0xxgzCVs+eLSLhPfkqpXoordqmlFJKKdXBnEbSb8FW82lPl/BKKbUtuxJ7T3prdweilIqdlkhSSimllOokxpg3gf2BnUSkqLvjUUqpnsLpDW4pME1Ezu/ueJRSsdMSSUoppZRSnecS7PXW9d0diFJK9TA3YRty7/SONJRSHUtLJCmllFJKKaWUUkqpmCR1dwDttWlTacRMWF5eOlu3VnR1OG2WaPGCxtwVEi1eSLyYEy1e0Ji7QqLFC4kXc6LFC4kXc6LFCxpzV0i0eCHxYk60eEFj7gqJFi9ozF2hp8ebn5/liTR+m63alpTk6+4Q4pJo8YLG3BUSLV5IvJgTLV7QmLtCosULiRdzosULiRdzosULGnNXSLR4IfFiTrR4QWPuCokWL2jMXSHR4nVts4kkpZRSSimllFJKKdWxNJGklFJKKaWUUkoppWKiiSSllFJKKaWUUkopFRNNJCmllFJKKaWUUkqpmGgiSSmllFJKKaWUUkrFRBNJSimllFJKKaWUUiommkhSSimllFJKKaWUUjHRRJJSSimllFJKKaWUiokmkpRSSimllFJKKaVUTDSRpJRSSimllFJKKaViookkpZRSSimllFJKKRUTTSQppZRSSimllFJKqZhoIkkppZRSSimllFJKxUQTSUoppZRSSimllFIqJppIUkoppZRSSimllFIx0USSUkoppZRSSimllIqJJpK2M2+//QZTppzIxIn7cfzxk1i9elV3h6SUUkoppZRSSiW0YDBITdUaAoHq7g6l0yV1dwCq66xcuYLbb7+V9PQMTjzxFDweL/369e/usJRSSimllFJKqYQSqC+nomQxFcWLqChZREXxIuprN9Or4AIGjLqnu8PrVJpI2o4sXSoEAgFOOulULr748u4ORymllFJKKaWU6vGCwSC1VSspL17kJI4+oarsawjWN8yT7B9IZt8Tyet/ZjdG2jU0kbQdqa2tBSA3N7ebI1FKKaWUUkoppXqmYDBITcUySrd+QHnhHCqKF1JXu6lhuseTQnrWnqTn7N3wl+wv6MaIu5YmkrYTp5xyPBs2rAdg6tS7mDr1Lo4++jimT3+T8867iLKyUt588zX8fj/XXPM7Dj30cIqKinjuuX8xf/7chmX79x/ApElHccYZ5zSs+/PPP+XKKy/lhhv+RCAQ4MUXn2fNmtXk5ORy2GGTuOiiS0lNTW0Sz9y5s3nxxRdYulTw+XwMH244//yLGDt2XJP5PvvsE5555kmWLPmG+vp6hg0bwZQpZzJx4uGd/IkppZRSSimllNpe1NVsoWzrbMoKZ1FW+AG11WsapiX7B5LT90TSs8eTnrM3qVlj8Hr93Rht99JE0nbitNN+zuLFnzF37hz23ns/dtllV/r3L2D69Dd5/fVXAJg8+RRWrVrJLrvsSllZGRdffC4//bSBAw88iAkTDqGoaCtz5szikUceoKSkhJtvvrHJNl5++UWWL1/KwQcfyr777s+cObOYNu1ZtmzZzJ/+9OeG+Z555kkefvh+8vJ6ccghh5GSksKMGe9y1VWXceed9zJ+/L4AvPHGq/z9738hNzePQw+dRHp6GnPnzuHGG3/LxRdfzjnnXNB1H6BSSimllFJKqW1GIFBNRdHHlG2dRWnhB1SVfgkEAfAl5ZHT90Qy8yaS2WsiKWlDujfYHkYTSduJ0047g8zMLObOncO+++7Haaedwfr16wDYurWQJ598nuHDRzTM/8wzT7Fu3Vquv/4PHH/85Ibx55//C37+85OYMeOdZomkZcu+5/77H2XXXXcH4JxzLmTKlBP54IMZXHfdDaSnp7Nq1Y889thDDBkylKlTH6J37z4N8Z1//hncd989/Otf09i48SfuvvvvDBkylPvvf5ScHFsd7+KLL+fqqy/nscce4sADD2KnnYZ36uemlFJKKaWUUirxBeqrqCz9nPKiBZQXfUR50XyCgUoAPJ5kMnIPJLOXTRylZY3F4/F1c8Q9lyaSgJs+WM4b323s1hi8Pi+B+kDU6ceP6stNhw7rlG0PGDCoSRIJYJ999iUrK4ujjz6uyfgdduhHQcEAVq9e1Ww9Y8eOa0giAWRmZrLbbrszd+4cNm3ayJAhQ5k1633q6+s599yLGpJIAAMHDuKKK66murqKuro63n13OjU1NVx44SUNSSQAvz+VCy64hF//+gqmT3+LK664qqM+BqWUUkoppZRS24i62i1UFC2kvHgBFcUfU1mymGCwpmG6P2O0TRzlTSQj9wB8SZndGG1i0USSoqCgeaNgI0eOYuTIUVRUVPDNN1+zZs1qVq9exZIl37J69Srq6+ubLTNo0OBm4zIy7MFYU2MP2GXLlgKw6667NZt38uSTG/4XWQLYNpJ++GF5k/kqK23WeOlSien9KaWUUkoppZTattVUrmT9isVsWDOLiqIFVFeE3C96fKRl7k567n5k5OxLes6+JPv7dV+wCU4TScBNhw7rtNI+scrPz2LTptJu2bbf37yRsOrqah555H5ee+2/VFVVAZCf35cxY/YgNzePLVs2N1smOTml2TiPx+P8Z+ualpaWAJCRkdFiTGVl9rN49dWXo85TUlLS4jqUUkoppZRSSm2bgsEgVWVfU7LpdYo3vU51+XcN07y+DDLzJpKeuy8ZOfuRlr2XljjqQJpIUhHdd989vPLKfzjkkMM46aRTGT58BNnZOQCceeYpERNJsUhLSwegoqKiSZU1gOrqKpKTU/B6vQ3z/fvfrzJgwMB2vBOllFJKKaWUUtuCYDBAZcmnFG96g5KNr1FTtRIAj9dPVp9j6DdoEkHfHqRm7obHq+mOzqKfrIpoxox3yMvrxa233h5SqsgmezZsWA/YDHC8hg0bzty5s/n222/o379plbp77rmTd999m2ef/Q/Dh49g7tzZfPfdkmaJpNWrV/Haa/9l7NhxHHjgQW14d0oppZRSSimlEkEwUEd58QJKNr1G8aY3qau2nUZ5fZnk9D2J7PwTyOo9CV9SZrfW9NmeaCJJReT3p1BVVUVpaSnZ2dkA1NfXc889/6C6uhqA2trauNd7xBFH8fTTT/D000+w117jG0olrV27hg8+mEFBwQAKCgYwadLRPP30Ezz66AOMHbtHQ8PcdXV13H33HSxatICddure6ohKKaWUUkoppTpOMBikvnYz1RXLqK5YRkXxIko2v0l97RYAfEm55PY7g5y+PyMzbyJeX2o3R7x90kSSimjSpGN44YVnuOiis5kw4RDq6+tZtGgBq1b9SG5uHkVFWykqKsLjSYtrvUOGDOWCCy7mscce4rzzzuCAAyYQDAaZOfM9ampquOGGPwG24e7LLvsV9913D2effToHHngQWVnZLFw4n5UrV7D//hOYNOnoznjrSimllFJKKaU6UX1dKTWVyxsSRjXOsLpyOYG64ibzJiXn06vgArL7nkBm7gQ83uRuilq5NJGkIrr44stJT0/n3Xff5pVXXiI3N5ehQ3fi6quvY+XKFUyd+g/mzJnDIYccFfe6zzvvIgYNGsKLLz7PO++8hcfjYdddd+fCCy9l5513bZhvypSzGDJkKNOmPcecOR8QCAQoKBjIL395NSeddBpJSbr7KqWUUkoppVRPE6gvp6ZqDbVVq6ipWk1t1WpqqlbZYeVK6mo2NFvG40khJX0n/LkTSEkfjj99OKkZo0jL3hOPx9cN70JF42lLOzc9yaZNpRHfQKLVjUy0eEFj7gqJFi8kXsyJFi9ozF0h0eKFxIs50eKFxIs50eIFjbkrJFq8kHgxJ1q8oDF3hUSLF1qOORgMUle7ieqyJVRVfEdN5QonWbSa2qpV1NcWRlmrl+TUgfidRFFK2vCG/5NTB7U7YZRon3NPjzc/P8sTaXyrRTqMMbFkmiaKyOyQZc4Bfg2MBLYCLwJ/FJGyCOs/FvgDsCtQCbwB/E5ENsawXaWUUkoppZRSSnWCYDBIXc1Gqsu/o6p8iTP8juryJdTXbW02v8ebSnLqQNIyx5CcOpiU1EEkpw4iJXUwyamDSPYXaG9q24BYvsGbo4zvC1wGbAS+c0caY34H/BX4CvgnsBs2qbSvMeYQEakJmffnwPPAD8CDwGDgPOBgY8xeIlIU7xtSSimllFJKKaVUfILBIDWVP1BRvIiKkk9Y9dV3lBV9EyFh5CUlbUcycvfHnzEaf4axpYtSB+NL7tOk12+1bWo1kSQiN0Uab4x5DQgCZ4nIBmfcEOAWYAFwsIjUOuNvAW4ELgbuc8ZlAvdjk0h7iEiJM/494HFsKaVr2/HelFJKKaWUUkopFUF9XRmVpZ83JI4qihc19I4GgMdLSuqOZOQegD9jFKkZo2ziKH04Xl98nS6pbUubypQZY84ETgAeFZEZIZMudtb5VzeJ5PgrcBVwEU4iCfg5kIet8lbizigiTxhjfgOcZ4y5XkTq2xKjUkoppZRSSimlIBisp6ZyBRXFn1BRsoiK4k+oKv8Ggo2328n+QWT2PZj0nL1Jz9mbgUP3o7CwtoW1qu1V3IkkY0wqNjFUDPwubPJBznB26EgRqTLGLACONMbkiEhxyLyzImxmNnAJtt2kL+ONUSmllFJKKaWU2p647RnVVCyjunIZ1RXL7P8Vy6ipXEEw2NDKDB6vn/Ts8TZplL036TnjSfb3b7I+ny8V0ESSaq4tJZIux7Zl9HsR2RI2bRjwU6RGtYGVznAk8IkzL9iqbS3Nq4kkpZRSSimllFLbvUB9BbVVa6mtXkNN1Vpqq36kunI5NRXLqa5YRqC+eQ9g3qQcUrN2w582nLTsPUjP2ZvUzN3xelO64R2obUFciSRjjA9bRa0UeCDCLL2BFVEWL3aGOSHzVotIZQzzKqWUUkoppZRS26yGEkWVy6mtWkNt9VpqqtZQW72mIXlUX1sYcVmP109K2jD86cNtw9dpwxv+9yX31gawVYeKt0TSCdjSSHdF6VEtGaiOsqw7PrUN80aVl5dOUpIv4rT8/KzWFu9REi1e0Ji7QqLFC4kXc6LFCxpzV0i0eCHxYk60eCHxYk60eEFj7gqJFi8kXsyJFi9ozF3BjTcQqKOqfAXlJUuoKPnODku/o6JkCXW1xRGX9frSSU0fhL/XODtMH0xq+iBS0weTljWS1LSBeLyR74s7IuZEkmgxJ1q8EH8i6Rxn+EiU6ZVAtPJxfmdY3oZ5o9q6tSLi+Pz8LDZtal6sr6dKtHhBY+4KiRYvJF7MiRYvaMxdIdHihcSLOdHihcSLOdHiBY25KyRavJB4MSdavKAxt0UwGCRQX04wUEmgvpJAoJJgfQWBQCWBkGGwvpJAoAJ/chmFm76muuJ7aiqWN2mvCABPEv60YaTnHoQ/bTjJqQPtn38gyakD8CXlRSxVVA+UVUBZReT74vbo7s+4LRIt5p4eb7QkV8yJJKeR7SOAr0VEosy2lejV0dzxxSHzphpj/CISXjIpfF6llFJKKaWUUqrbBOorKds6m5LN0yndPJ26mp/iXofXl2XbK0ofiT/d4M8YSWq6ISVtKB5vcidErVTHi6dE0sFABvBSC/N8DxxsjEmL0PbRjkAAWBoy7wHAUCA8MbWjM4yWsFJKKaWUUkoppTpVXc1mSja/Q+nmtykt/IBgwJb88SX3IbP3Efh8mXi8qXh96Xi9aXh8aXi96XidoceXhteXTu/e/amsHUBSSj9tr0glvHgSSfs6w49amOcjYCIwAXjPHemUZtoX+EZESkPmPR+boApPGB2CLY20JI74lFJKKaWUUkqpdqkuX0rJ5rcp2fwWFcULgSAA/vQRZPU5luw+x5CeMx6PJ/Y2ifLys6jrwVWYlIpHPImkPZzh5y3M8zxwA3CTMWZOSJW1G4Bsmrat9CpwD/AbY8xLIlIIYIy5ABgJ/ENEAnHEp5RSSimllFJqGxcMBtu/jkAttTUbqK1e5/SQto7aqh8pK5xFdYVbicZLes6+ZPc5huw+x+DPGNHu7Sq1LYgnkTQMqIzSWxsAIvKdMeZO4HpgsTHmDWAX4FhgHvBoyLyFxpjfAA8CXxhjXgQGAKdhq739Nd43o5RSSimllFJq21NbvYHSLe9Ssnk6ZYWz+dYTxOvLxpeUjTcpG58vG19ybtNxSTn4krKoq91CbdVamyyqXkNt1TqnfaPm5RY83nSy848nu88xZPU+kqSUPl3/ZpXq4eJJJPUmtsavfwesBi4HrgI2AHcDN4c3qi0iDxljtgK/Aa4ACoF/Ab93SygppZRSSimllNq+BINBqsq+amjYurJ0ccO0lLRh+FNzqa7aSl3tVgKVPzbvBS0KjyeZJP8AMnL3I8lfQLJ/AMmpA+zQX0Bqxmi8vrTOeltKbRNiTiSJSEGM8wWB+52/WOb/N/DvWONQSimllFJKKbXtsb2ifUjplnco3fwOtdVr7QRPEhm5B5Hd5yiy+hyNP31Ys27TA/VV1NeXEKgrpr6umPq6EgJ1JdTXlZGUnEeyv4Dk1IH4knvj8Xi76R0qtW2Ip0SSUkoppZRSSinVLsFgkLqan6ipXEFN5Q9UV/5AVdn/KCuc09grWlIuuTucRlafo8nqdRi+5NwW1+n1peL1pUJK3654C0pt1zSRtJ1Zu3YNjzzyAJ9//ilVVZWMGbMHv/zlr7n++l+Tn9+X++6z7aHX1tYybdqzvPvu26xbt5b09AzGj9+Hiy66lAEDBjas7/HHH+bJJx/lnnse4OGH72fZsu/p168/jz/+LL/5zdVs2rSRe+99kPvvv5dPPvkYgL322odrrvktSUlJPPDAVD788AMCgSC77z6Gq6++jv79mxZ+mz79Td5663WWLVtKVVUlOTk5jBs3vlksp5xyPP369efaa3/HAw9M5csvPycQCDJmzFguueSXjBgxEoDbbruFt956nbvvvp/x4/dpsq0vvvicX/7yYs4++3wuueSKTvkOlFJKKaWU2tYFg/XUVq1xEkU2YVRTuYKaCvvaTRiF8qePJKvP0WT3OZr07L3xePV2VameSI/M7ciaNau59NILKCkpZsKEgykoGMi8eR9y+eUXEQgEyM+32fu6ujquvfZKPvvsE0aP3oWTTjqNrVsLmTXrfRYuXMB99z3MTjsNb7LuW265kcGDh3DyyadTUVFOeno6AOXl5Vx22YXk5/flhBNO5Msvv2D27JkUFxdRUVFBTU01Rx11HCtW/MC8eXPZvHkzjz32NB6PB4D77ruHadOeZfjwkRxzzHF4PB4WL/6cGTPe4csvF/PCCy/j96c2xLFx409ceukFDBo0mBNOOIkff1zJ/Plz+d//vuaFF/5Lfn4WRx11LG+99TozZrzTLJH07rvTATj66GM77XtQSimllFJqW2FLF62nquxbqsqXUF32LVXl31JV/h3BQGWz+b2+LPzpw0lJ2wl/2o6kpO9EStqO+NOHk+yPqTUVpVQ300TSdmTq1LsoKtrKrbfezsSJhwPwi19cxtVXX85XX33RMN+LLz7PZ599whlnnMPll1/ZMP7UU6dw6aUXcNttt/Doo083WXffvjswdepDeL1N6xsXFW3loIMm8pe//B2Px0NdXR2nnz6ZxYs/Y7fdduehh54gOTkZgF/96hIWL/6MH39cydChO7Jp00ZefPF5xo4dx733PojP52tY73XXXcWCBfP48ssv2HvvfRvGr1u3lpNOOpVf//o3Dcmov/3tL7zxxivMmTOTkSPPZ+zYcfTvX8CHH87i2mt/R0pKCmBLYc2ePZPRo3dm8OChHfCJK6WUUkopte2oryujquwrqsq+scmisiVUl39LfV3Tjr09Xj/+dIM/w+BPG0aKkzDyp+2EL7lPw3W6UioxaSIJWL/sDxRvfLVbY1jq9VAfCEadntN3Mv2H/7nN6y8qKuLjj+cxZsweDUkkgJSUFC677FdcdtmFDePefPM1MjOzuPjiy5usY9SonTn00CN4773p/PDDcvLzxzZMO+igQ5olkVynnjql4cciKSmJ0aN34aefNnDyyac3JJEAdt55VxYv/oz169cxdOiOpKSk8Ic/3MKOO+7YJIkEMHbsOBYsmMfWrc079zvzzHOb/Djtt98BvPHGK6xfvx4Aj8fDkUcew1NPPcaCBfM4+OCJAMyf/xGlpSUceeQxLX+YSimllFJKdaJgMEgwUEFdzRbqa7dQV7uF+roiklL64U8fQVJK3y5LxtRWraVk83RKtkynvHBOWO9oXvzpw8jIO5jUjNGkZu5CasbOpKTtqNXSlNqG6dG9nRBZQiAQYPToXZpN23nnXRsSNRUVFaxa9SO9e/fmX/96vNm8W7ZsAWDZsu/ZZ5/GRFJ4u0ahBg4c1OR1Wlqas8yAJuNDSwYB5OTkMmnSUQQCAX74YRkrV65k3bo1LFu2lE8/XQRAIBAIW4efHXbo12RcZmams97GH72jjjqWp556jBkz3mlIJM2YMR2fz8dhhx0Z9b0opZRSSikVTaC+gsqyzVSVbSIYqCIQqGo6rA99XU2gvoL6ukInYVRoE0ZO4igYqIq6Ha8vG3/6MPzpI0hJH4G/4W8YXl96u95DMBikquxLSja9Tcnm6VSVfdkwLTVzVzLzJpKauSupmTvjTze2gWul1HZFE0lA/+F/bldpn44Q3n1lRysutsVNe/Xq3Wyaz+cjL68XAOXlZYBNGD355KNR11dSUtzkdWg7ReFSU9Mijk9JSY44PtScOR/w4IP3sWbNKgDS0tIxZhTDh4/g008XEQw2LcXV0jpDZx04cBC77ro7CxZ8REVFOYFAkPnzP2KfffYnLy+v1biUUkoppdT2IxgMUFe7mbrqddRWr6e2eh211euoa/h/PbXV6wmEVfGKl9eXiS+5N6kZo/El9yYpuTe+FDv0JmVTV72e6oqlVFcso6rsGypLFzdbR7J/IP70ESSnDsCX3AtfUi+SknvhS87Dl+z+b/+8Xj8A9fVVlG55z5Y82jyduup1AHg8yWT2OtQ2gN37aFLSBrfr/Smltg2aSNpOpKdnAFBRUR5xekWF7TUhLc0+wRgzZg/uvz96IqkrfPPN/7jxxt+Sn9+Xm276C6NH70JBwQA8Hg/PPvtUQ6mktjrqqGP53/++4qOP5lJfX0dNTQ1HHaWNbCullFJKbUsCgWpqKpZTXSFUlQvV5UJ1xVLqa7cCQYIEnCeOAQgGCOL+H7T/BwMEA5UEg7VRt+FNyiXZ35/k7HFkZg+ipjYZrzcVjzfVDn2peLz+puO8frzeNJvcSemNL6lXXKV7bK9oq5zEkk0u2b+llG2dFdM6vL4MfEm9CNQXUl9n7xN8SXnk9ptCdp+jyex1GL6k7JhjUkptHzSRtJ0wZhQej4dvv/2m2bQVK35oSDBlZmayww79WLHiB6qrq5qVNJo+/U3WrVvLMcccT36+6dSYZ858l0AgwDXX/Jb99z+wybQff1wJ0KxEUjwOO2wSU6f+g3nzPiQQCJCZmckBB0xoT8hKKaWUUqobBAO11NcVU1O10iaKyr+nqsImjWqqVkKwvsn8Hm8aScl9wJOEF8DrBTx4PF7ACx4P4HVee/B4U0n2F9hkkb+AJGfovg6tTtbZNQ0a3oPHZxuxTtuRrN6TmkyrryujrmYj9XWFTpU5O2z6/9aG//3pg0nPPYLs3keTnrOPtm+klGqRniG2E/n5fRk/fh8+/XQhCxZ8xH772cRMTU0NDz44tcm8xxxzPE8++SgPPngfV175fw2NaK9Y8QN3330HAFOmnNnpMaek2KK2hYVbmoz/9NNFzJjxDgB1dXVtXn9WVhb77z+BhQsXAEEmTjwcv9/f5vUppZRSSqmOEwwGKNn0JmUbV1Bason62mIC9SXU1xVTX1dCoK6E+jr7OlI382BL16Rnj2/oQSw1YyT+dENy6iAnSbRt8iVl4kvKBHaKaf6uSn4ppbYNmkjajlx99bVcfPH5/Pa31zBhwsHk5+/AJ598TFHRVoCGBrfPOutcFi5cwEsvTeOrrxazxx57UlpayqxZM6mqquSPf7yVjIzMTo/3sMOOYNq0Z7nrrr/xxRef07t3H5YvX8qiRR+Tk5PL1q2FzdpqitfRRx/H7NkzAbS3NqWUUkqpHqK8eCHrv7+eytLPI073eFLwJmXjS8om2d8fb1KO8/8AmzByEkdJKX26OHKllNr2aSJpOzJ48FAefPBxHn74Pj79dBF1dXWMGzeem2++jXPPndJQjc3vT+Wf/3yI559/hpkz3+OVV14iIyOT3XYbw9lnn8cee+zZJfGOGGG44457eeKJh5k7dzZer4/+/ftz4YWXcNxxP+PEE49hwYJ5nH32+W3exj777Ed6egbZ2dmMGbNHB0avlFJKqVgFAjVUFC0gUFlGRVUWSSk7kJSSjy8pr8u6OFc9Q23VWjYs/xNFP70IQE7fkxk6+mLKypPx+XKc5FGO9hSmlFLdyNOeNmZ6gk2bSiO+gUQrntnZ8QYCAdatW0u/ftZqIBoAACAASURBVP1JSmqaP1y3bi2nnfYzJk8+hWuv/W3M60y0zxiax7xq1UrOOOMUzj33Qn7xi8u6MbLItoXPuKdLtHhBY+4KiRYvJF7MiRYvJF7MPT3e2qq1lG6ZQemW9yjbOptAfVmzeTyeZJJS+kb8S/b3Izl1EMmpg0lKzu+2hFNP/5zD9dR4A/WVbF71Tzb+eBfBQAWpWWMpGPE3MnL367ExR5No8YLG3BUSLV7QmLtCT483Pz8r4o+rlkjaTng8Hs4//0zy8/P517+mkZyc3DDt+eefAWDcuL26K7xuEQwGeeqpx/F6vRx77AndHY5SSim1TQsGaikvXkiZkzyqKm/sACQlfThZvY6gd9+dKSpcTV3NJmprfqKuZiN1NZuoKl9CMEI35y6P10+yfyApqYOd5NIgUkKH/gF4vMlRl1fdJxgMUrLpVdYvu5HaqlUkJeezw8g7yOt/5jbdhpFSSiUyTSRtJzweD5Mnn8wLLzzDuedOYd9998fr9fH111/yzTdfs/fe+zFx4mHdHWaXqKmp4cILz6Kmpoa1a9dw7LEnUFAwoLvDUkoppbYpgfpKaqvXU14035Y6KvyAQH0JAB5vKpm9jyCr1xFk9T4Cf/owwD6Z9Ud4MhsMBgnUlzYklupqfqK2eh21VWuoqVpNbdUqaqpWR+3y3JuUS79hN9Gr4DxNTvQglaVfsX7p9ZQXzcPjSabP4KvoO/Q67W5eKaV6OE0kbUcuu+xXDBkyhNdff5W3336T+vo6CgoGcOmlv2TKlLO2mzYIUlJSSE5OZv36dRx22BFcddW13R2SUkoplRCCwSC11WuprV7rJHQ2hvxtavK/mzRyJacOJa//FDJ7HUFm3oQm3aW3xuPx4HMaVvanD486X6C+gpqqNdRWraK2anVDkqlky7usk6sp2vBvBoyaSmqGafNnoNqvrmYzP/1wK4XrngKCZPU5hv7D/9zid6uUUqrn0ETSdsTr9XLccZM57rjJ3R1Kt3viiee6OwSllFIqIdTXlVC29UPKCmdSumUmtVUrW5jbS1JKH1LSbLtFSSl9ScsaQ1bvI0lJH97pD628vnRSM0aSmjGyyfja6vWs+/43lGx6jWWLDiB/6DXkD/k/vF5/p8ajrGAwSE3lcsoKP6CscJbTJlY5/oxR9B9xO1m9Du3uEJVSSsVBE0lKKaWUUqpBMBigsnQxZVtmUlo4k4qSRRCsB8CblEN2/vGkpO3kNHqd37QR7OTeeDy+bn4HzSX7+zNkt2co2fQWa7+/ho0rbqP4p/8yYNRUMnL36+7wtkl1tYWUb51D6ZYPKNs6i9qqVQ3TUtJ2pPfAy+g94CI8Xr0dUUqpRKNnbqWUUkqp7Vxt9XrKCj+gdMv7lG2dRX1toTPFS1r2OLJ6HUZm78NJz9ozoW/8s/OPJSNvAhuW30zh2sf44fMj6TXgQvoNuwlfUk53h5fQAoEaKooX2hJHhTOpLP0CsJ0re5Nyyc7/GVm9DiWz10RS0oZ2a6xKKaXaJ3GvBJRSSimlVJvUVK2hvOgjyovmU1E0j+qKpQ3Tkv0DyO5/Dlm9DyMj72CSknt1Y6Qdz5eUzQDzD3L7ncba766kcO3jlGx6i4KRd5LTV3txjVUwGKCq7BvKts6mbOtsyrfOIxiosBM9SWTk7k9m3kQye00kLXtcjyypppRSqm00kaSUUkoptQ2z7dP8QHnRfMqL5lFeNI/aqh8bpnt9WbYHtbyJZPY+HH+62S464MjI2Yfh4+ey+cd72Ljy76z631lk9zmOAnMnyf6C7g6vR6qpXEnZ1jlOO0dzqK/d0jDNnz6STKfEUUbugfiSsroxUqWUUp1JE0lKKaWUUtuIYKCO2uq11FT9SHXRj/y05gPKi+ZTV7O+YR5fUi7ZfY4lPfcAMnMPIDVzt4SurtYeXm8KfXf8DTl9T2StXEnJ5jcp+3/27jtMqvJ8+Pj3nOlt+yzsLr0NIEUsiErHhmJiVzSCirGgJsb4U7EkRl8TU4yxEBWDBI2KYuyKigEFVFRERdpQlr4s22d2ejvvHzM77LILLAhb3PtzXec67Znn3GcYFvae57lP9af0OPZ1bJkntXZ4rS4WqcRX/Sn+VPIoUq/Qut5YQFbnydizx2LPGSPJNyGE6EA65v8ahBBCCCHaIU3TiMeqiQS3Eg1tIxLcuncJbSUS2gFarMFr9AYnGc7zsGWfij1rJCbbABRFbaU7aJtMtr70HPYe1SVz2eX+DTvW/JK+wz/rsKNqYtFKdm+cQU3pK+ytc5RJRt4kbDljsGePw2Tt2yFGrgkhhGhMEklCCCGEEG2Ypmn4a5ZRtetf1FYtIhHzNNlOb8zH4hiG0dIDo6UHefkDiSmD5Rf+ZlIUlZyiq4mEtlO+7RF2b5xBlwFPtnZYLc5T9jYlG24jFinDbB9MZv752HPGYrEf22FHrgkhhGhI/jUQQgghhGiD4jEP1btfpmrXbMIBN5B8bLop6xSM5h4YLd0xWnqmtruh6mwNXu90Oigvr22N0Nu1/J4zqK1cSPXu58nIO5sM59mtHVKLiEXKKdnwf3jKXkdRTXTu/SB5XW+S5JEQQohG5F8GIYQQQog2JFi7ispd/6Km9FW0RABFMZLZ6WJyi36JNfMkGV10lKmqka4DZ7Hp69HsWn8L1szh6I15rR3WUaNpGp6y/1Ky4f+IRyuxZp5El/7/xGTr29qhCSGEaKMkkSSEEEII0coS8RCesjeo2jWbgPcrAAzmbuQUXkNO4ZXojc5WjrBjMdsH0qn37ynddA+71v+KboNf/Ekm8KLhPZS4f4O34l0U1UJB3z+R2+UGFEXX2qEJIYRowySRJIQQQgjRSsKBjVSVvED17ueJR6sABUfuGeQUTcORe4b8Qt+K8rreRG3FArwV71K9+0VyCn/R2iEdMZqmUVP6Mrs33kU8VoMtayRF/Z/EZO3V2qEJIYRoBySRJIQQQgjRQjRNI+T7Hk/5O3jL3yXsXweAzpBDXrdbyS26GqOlZytHKSBZfLvLgKfZ+NXJ7N54J/bsURgt3Vs7rB8tFNjJtlXTqK38CFVno7DfI+QUTZMn+QkhhGg2SSQJIYQQQhxFmhbHX/MF3vJ38Fa8RzS0HQBFNeHIm0hm/vlkOs9D1ZlbOVKxL6OlG4X9/sLOdTeyc90N9Bz2brsbJaZpGtHQDgKe5fg9y/GUvUo86sWePY6i/o//JJJjQgghWpYkkjqYXbt2MmvWP1m5cgWhUJChQ4dx882/4c47f4PTmc+TT87ioYfuZ8GCd3n22bk89ND9lJTsol+//jz11GwURWHnzh0899wsvvnmK7xeL4WFRZx11jlMnnwlen3Dj1RlZQVz5vyLzz5bQk1NNXl5TsaNO42rrpqG1drw6TI1NTU8//xsli79lMrKSvLzOzFu3ASuvPJqrFZrup3f7+P55+ewePHHlJeXkZmZxciRo5k27Xqys3Na5H0UQgghDiQRD+GrXoy3/F28Fe8Tj1YCoOoyyOx0MZnOc7HnnIZOb2/lSMXBZHW+HG/F+3jL36Fix0yc3X7V2iEdkJaIEfStIuBZTsDzFX7PcmLhkvR5vSGTov5PkF0w5SdZ90kIIcTRJ4mkDmTnzh3ccMM1eL0eRo0aQ2FhFz77bAnTp19LIpHA6cxv0P7OO29jwICBnHjiCCwWC4qi4Hav59e/voFwOMwZZ5xBVlYeq1Z9yzPPzOS7777lL395FJ0u+U1daWkp06dPo7y8jFNPHUX37j3ZuHEDL730PCtWfMnMmf/CYrEAyYTT9ddfTWnpbo477gTGjBnPxo1uXnhhDmvXruGRRx5Hr9fj8/mYPn0axcWbOf744YwdO56Skl28/fYbLF/+OU8/PYe8vJ/uk1WEEEK0bSG/m/Jtj+Atf5dE3AeA3tiJnMJryHBOwpY9GlU1tnKU4lAoikKR6zECni/Zs/kBHDkTMNuPae2w0uIxLwHPl/g9ywnUfEnAuwItEUif1xucZDjPxZo5AlvmSXTtOZLKqkgrRiyEEKK9k0RSB/L443+npqaaBx98mHHjTgPgl7+8kVtvnc6qVd81aj948BAeeuiv6X1N03jood8TiUR56qnnGDVqOOXltQA88cTfeeWVl3jrrde54IKLAXjkkT9RXl7Gn//8KKecMjLdz/z583jssb8xZ84spk//NQD//OfjlJbu5le/uo1LLrk83fYvf3mIt99+g88+W8KYMeN55pmZFBdv5rbb7kxfB2DZsk+5667f8thjf+PBBx8+gu+aEEIIcXBh/0b2bH0Yz57XAA2juQcZRdckf4HPOFHqz7RzemMeRf2fYNuqS9mx9jp6n7AIVTW1SizJOlur8VV9TG3lQvye5aDF0udNtgHYMkdgzTwJa+YIjJaeDUYeqToTIIkkIYQQh08SSYDvnXsJr3qzVWOo0SnE49p+z5uGnIf93P93+P3X1LB8+WcMHTosnUQCMBqN3HjjLdx447RGrxkzZkKD/TVrVlNcvJkLLriY/v0HNDh37bU38vrr83n//Xe44IKLqaioYPnyzzn55FMbJJEALrzwEl5++QXef/9dpk//NZFIhCVLFtOlS7cGSSSAKVOuITMzi9zcPGKxGB988B49e/ZqkEQCGDlyDIMHD2XJksX4/T5sNpkqIIQQ4ugLBzZRtuXP1OyZDyQw2weT33MGGXnnyLShn5iMvIlkF0ylevdcyrb8ic6972+xa8ejNfiqF1Nb+TG1lR8Ti+xOnVGwOIZhzxmPLWsE1owT0RmyWywuIYQQHZMkkjoIt3sdiUSCAQMaD8UeOHBQejpafYWFhY36ANi1axezZz+DzWbC7w+nz1utVjZt2oCmaWzYsB5N0/B4PMye/Uyjvg0GA2VleygvL8Pn8xEMBhk0aHCjdp07F3D99TcBUFy8mWAwQCKRaLLPSCRCPB5n8+ZNDBly7EHeESGEEOLwhQPFlG39CzWl84AEZtsxyQSSc5KMPvoJK+j7R3zVn1K+7R84cs/CljXiqFxH0xKEfKuorVxIbeXHBLxfgRYHQGfIJavTJdhzT8eRMwG9Uab0CyGEaFmSSALs5/6/HzXa50hwOh3paWJHg8dTA0BOTm6jczqdrski1SZTwyHbPl8yvi+//Jwvv/x8v9cKBgPptmvW/MCaNT/st63X68XvT9aQsNls+21X//rbtm1lzpxnD9inEEIIcTREglso2/pXqktfBi2OyTaQTj3vIsP5M0kgdQA6vYOuA5+heOVZ7Fx7HX2GfwY4flSfiUSEcGADodpVhHyrCfp+IFS7inisOtVCxZpxAvbc03Dkno7FMUw+a0IIIVqVJJI6iLonpAUC/ibPBwKBJo/XZ7Ekn5x21133MWnSzw+Y/Koron3VVddy7bU3HLDfjRs3HDCGYDCIxWJJX//MM8/mvvseOGi8QgghxJESDmxm3VdPsnvrXNBimGz9ye9xF5n558kv9R2MLetknN1upXz7o+zedA+dC+Y0+7WxaBUh32pCvh8I1v5AyLeasH8dmhZt0M5o6Ykj7ywcuadjzxmH3tD4i0AhhBCitUgiqYNwufqjKApr165pdG7LluL9Jpjq69OnLwDr169j0qSfNzgXi8V46qknKCgo4KKLLqN377q2a5vsa/bsZzAaTVx22RV069Ydg8HAunWNYysvL+P888/m3HPP59Zbb8doNOJ2J6fN7Vt74tVXXyIQCHD++ReRmZl10PsRQggh9ieRCOOv+YzayoX4KhcSDiS/9DBZ+5Hf8y4y889HURpPCxcdQ36vu6mtWkh1yb9ZtbSScCSOloigadHUOoKWiKbWye1EIkg8WtGgH0U1Y3YMwWwfjMU+OLltG4hO/+NGOQkhhBBHkySSOginM58TTzyJFSu+5IsvlnHyyckC2JFIhKeeerxZfQwdOoyCgiLee+8tzjrrbMaNOzV97j//+TevvPIiEydOAqCwsIhjjz2O5cs/Z/HijxsU+P7gg/eYM+dZjj32OK688ioAxowZz8cff8jbb7/Bz352frrt888nv+U74YThmEwmxo8/nQ8+eI95815k8uRfpNutXLmCmTMfIz+/M1OmXHN4b5IQQogOLRLckqpJsxBf9dL0I9QV1Yoj9yy69p2CapkoCSSBqproOvBZir89h4qSd/Y5q6CoRhTFiKIaUmsjOn0mFsexqYTRYMz2IZisveXzJIQQot2RRFIHcuutt3PddVdz112/ZdSoMTidnfj66+XU1CTn4DdVcLs+nU7Hvff+gdtvv4Wbbvolp512Grm5nXC71/HNN19TUFDE9dffnG5/xx13M336L7nvvrsYMeIUevXqzfbt2/j882VkZGTy29/elW578823smrVd/zlLw/x6aeL6dWrN+vWreG771YyatRYJkw4HYCbbrqV1atXMXPmP1i27FMGDhxEWdkelixZjE6nZ8aM+1BVmWIghBDi4BLxYHrUUW3VQiKBTelzJqsrOa0o9zRsmaeg6sxHvZ6haF/M9mPof8o6srMUqqrD6YSRJIaEEEL81B1SIsnlcl0B/BoYBHiAz4C73W73hn3aTQF+A/QDqoFXgd+53W5fE32eA9yb6jMIvAPMcLvdZYd8N+KAunXrwVNPzeaZZ55kxYqviMViHHfcifzhD39i6tTLMJnMB+1j6NBjmTVrLnPnzmbFihXU1tbidOZz0UWXMWXK1Q2KeXfr1oPZs1/g3/+ezfLln/HNN1+Tm5vHmWeezVVXXUtRUZd027w8J88+O5fnnpvFZ58tZcWKL3E685k6dRpTp05Lt8vOzmbWrH/z/PNzWLJkMa+9No+srGxOPXUUU6deS9++/Y7smyaEEKJd0jSNRKyGSHgX0dAOoqGdREM7iYR3prejkZL0k7BUnQ1H3tk4ck/HkXMaRkv3Vr4D0R6oOgtGswOdXhKMQgghOg5F07RmNXS5XP8PuAfYCLwNFAEXA17gOLfbvTXVbgbwR2AVsAAYDJwNfAGMdbvdkXp9TgZeAoqB/wLdUn1uAU5wu901B4urvLy2yRtob98aHu14E4kEJSW76Ny5AL2+Yf6wpGQXl1zyc8477yJuv/2u/fTQWHt7j6H9xdze4oX2F3N7ixck5pbQ3uKF9hfzkYw3EQ8R8H6Nv2YZAe+KdOIoEW/0/VWKisFUgMHcBWvmSThyTseadTKqamyxmFtCe4sXJOaW0N7ihfYXc3uLFyTmltDe4gWJuSW09XidTofS1PFmjUhyuVzDgbuBT4GJbrc7mDr+X2A+8DvgGpfL1R14gGTSaIzb7Y6m2j0A3AdcBzyZOmYHZpJMIg1zu93e1PGPgNkkRyndfjg3KxpTFIWrr74Cp9PJ3LnzMBgM6XMvvfQCAMcdd0JrhSeEEEI0WyIeIOD5Gn/NUvw1nxHwfI2mpb+nQqfPwmjpicHcBYOpCKO5KwZTl+S+uQsGYwGKKrP7hRBCCCEOR3P/F3VTan1dXRIp5b/ALGB73flUn3+sSyKl/JHklLhrSSWSgMlANskpb966hm63+zmXy3UHcJXL5brT7XbHD+WGRNMUReG88y7k5ZdfYOrUyxgx4hRUVccPP3zPmjU/MHz4yYwbN6G1wxRCCCEaScT9BDxf4atOJo6C3hX1HpeuYHYMxZZ1KvasUVizRqA35LRqvEIIIYQQP2XNTSRNBH7YtxaS2+3WgOvrHRqdWn+yT7uQy+X6AjjT5XJlut1uT722i5u43iepfgcB3zczRnEQN954C927d+ftt9/k/fffJR6PUVhYxA033Mxll/0CRWly1JoQQrQZmhZP1rkJFhMJbUdRTej0mej02cm1IQudPhNFtcjPtHZKS0QJ+dcTrF1J0PstwdpvCfp+AC2WaqFicQzFljUSW/ZIbJknozNktWrMQgghhBAdyUETSS6XKx9wAh+7XK7+JEcXjQcU4CPgDrfbvSXVvDewp6mi2sDW1Lof8HWqLSSnth2orSSSjhBVVZk06TwmTTqvtUMRQhymcGAjFbt24anxoCXCJBIRNC2MloikljAJLYyWiKIlwqg6C3qjE73Bid6Yn9w25qMz5LTZJwtpWiKdLAoHNxMJbE6ti4kEtzSYwrQ/imJMJ5ZUfSY6fRaWjGFkd74Mk7VvC9xF69O0OLHIHqLh3UTDu4mFS1LrUlB0qHoHOn0GOp0DVZ+BTp+BqnOg0zfcBwUtEUbTwiTiITQtgpYIkUiEk8cT4fQ2KMnX6R2pBF8Gqi4DVWdrMrGnaXHCgY0EvSsJ1q4k4P2WkO8HtEQo3UZRjFgcx2LLOjWZPMoagU6f2XJvpBBCCCGEaKA5I5IKU+si4CtgE/Ac0B+4CBjtcrmGu93ubUAuyULZTfGk1nX/+8sFwvtMldtfWyGE6NAC3pWUb/0b3op3j1CPKnpDLjpjXYIpD1W1kEgE0eKh5DoRIhEPpo4FSSRCJBIhtEQQNC2dlNIbO6UWJ3pTJwz1942dUHV24vEQkdBO4tFKYtFK4pGK5Dq1H4uktiNlREJbU0mJfSLWZ2K2H4PR2huTpTdGSw+0RJR4zEM8VpNcojXp/UTMQzxaQyS4FU2L4qv6mPKtf8WScTzZnSeTmX8hemNuE+9Ny0vEA0TDJckltItouIRYtBw0DRQVBbXBGhSU1Dq5D1XbPdTWbNubOIrsARKteVt7KbpUwiqZXNLpM9iuh9rq7xsWxFb0mG3HYMkYhtUxDEvGMEy2gQctgi2EEEIIIVpOcxJJttR6NPA8cE1d3SKXy3UL8DjwD+B8wAA0/t9/Ut3xumfMH0rb/crOtqLXN/2tutPpONjL25T2Fi9IzC2hvcUL7S/mthxvTfkytq59iKrSDwDIyDkJZ5fzUXUWVNWEqjOhqCZU1YiqM6GqqX1d8lg8FiAS3kM0VEYktIdIeO86GtpDJFRC2L92v9dXdRZUnQWdzoLBaEfVOdHpLABEwmWEA+sI1n57wHtQVANaInrANnX0xmzsmYOwOPpitffFYu+D1dEXi6MvBmPuYU1X0zSNeNRLRcm7lG57gao9Cwl6v2H3xrvILTibzj2uJLdwEjpdw39yjtTnQtM0IqE9BGrdBH3FhIM7CQd2pteh4E5ikaojci0ARTVishRhyzgZk6UotRRiTG8XABqxqJdY1Es8tY5FPcRjjY8Bqc+TOf0ZU3Xm1OfMnP4cqqoZSBCLelJLqs+oh1jEkz4eDW8j5PMCCraMgThyTiAj50QcOSdgzxyCTm85Yu/F0dCWf140pb3FCxJzS2hv8UL7i7m9xQsSc0tob/GCxNwS2lu80LxEUt3XmXHgN/sUv54J3Aqc43K5rEAQ2N/XhqbU2p9aH0rb/aquDjR5vK0/Rm9f7S1ekJhbQnuLF9pfzG0xXk3T8Fd/QtnWv+KvWQaALWsU+T1ux5Y9lvz8jCZj1kj+oAaSP7lTP70VExhNYNzPGM9EIkwsUp6eCqeoZlQ1uT5Y4kbTNBJxL7FwGbFIGdHIHmKRPcQiZXvX0Sos1hziWiZ6Qy56Qx46Y25yRFT9fX02impodI2IBhEvwP4e5d4cKjrbzyga+DPye5dSs2c+NaXzqCh5m4qSt1H1WWTln09W58uwZo7Y73t8IPFYLZHgZsKBTYQDGwkHNhEJbCIc2EQi3nRfqs6OwVSE2TYUg7kIg6kQg6kIvakQgzE/NdpIQ9NSf6BaAg0NtLrtBKT28/K74QtkpqYtNv3nFgNi6VljBaACJtCbml808WBMB2+CpiXIy7VQWbX3+6RIAqqqY0Db+vtYX1v8eXEg7S1ekJhbQnuLF9pfzO0tXpCYW0J7ixck5pbQ1uPdX5KrOf9vrJtmttXtdjf4ytTtdidcLtcqoBfQDahm/9PR6o7X9VcNmF0ul8ntdu87MmnftkII8ZOnaRq1lR9QtvUvBL3fAGDPPZ387v+HLWvEUbuuqpowmrsc1msVRUnVwsnEZNt/7aG29I+kwdQZZ7dbcHa7hZBvDdWl86gpfZWqkjlUlczBaO5BZcF4QqEYdUma+gkbjURyylkqwROPVhIObCIW2d3oWopqwmjphcnaF5O1T/KR9Kai5GIuQqfPOGL35ch2EIq1jff4YBRFRdUZ2f/AZCGEEEII0VY1J5FUTPJL7v2NHqr7+jgAbADGuFwuSxO1j3qS/H58Y2p/A3Aq0ANwN9GWJo4LIUSrqBt5oyjJqWNH8olgmhbHU/YW5dseIeT7AYAM57nkd78dS8awI3Yd0ZjZfgwFfR6kc+/78VV/Sk3pPLzl77B7y3OH0IuCwdwVe/Y4TLa+GC19MFn7YLL2xWDu0maLmgshhBBCCHE4DppIcrvdIZfLtQI4yeVy9XG73ZvqzrlcLj0wFKgEdgHLgHHAKJJPdKtrZwZGAGvcbnfd16XLgKuBMTROGI0lORpp3eHdlhBC/HhaIoq/5nO8lQuorfiASLDuIZMqqs6WqlNkTT6RSmdNHbOiqsm6QpoWTz5JTYvWW0eTT72qtx2PVqcKI6tkdrqY/O6/xWwf2Jq33uEoig5HzngcOeNJxP04bF6qqgLsLWqtgqKkil0rqX0VBQVVZ0fVte26PkIIIYQQQhwpzS2JMAs4CXjc5XL93O1211VN/S3QBXjU7XbHXS7XS8DdwP0ul+vTelPW7gYyUv3UeZNkke47XC7Xa3XT5lwu1zVAP+ARt9vdRh43I4ToKGLRKmorF1JbsYDaqv+RiNUVG7Zjz5kAaCTigdTiJxEPEItVk4j7QYs18ypKalSTAUU1oCgmsgum4Oz+G0zW3kft3kTzqDobVkdn/KH2MU1MCCGEEEKIltTcRNIc4FzgPOA7l8u1ABgAnE1yitofANxu93qXy/U34E7gW5fL9Q5wDHAO8BnwbF2Hbre7yuVy3QE8lerzVaAIuCTV5x9//O0JIcSBaZpGyL+B2ooFeCsWEPAsp65KtcHcjezOl+LInYgteySqeuAywolEBC0eIJEIkIgHURQ9impEUYyphJEhtS9TnYQQYEzSCgAAIABJREFUQgghhBDtU7MSSW63W3O5XBcDtwDXAjeTnM72T+B3bre7flHsGcAOYDrwa6AUeBT4w75Ftd1u99Mul6sauAO4CagC5gL37FvYWwghjpR4zIe/Zim+qsVs+upjgr66GbsK1owTceRNJCPvLEy2gYdUC0lVjaAa0ZF1dAIXQgghhBBCiFbW7Kf9ut3uGMmE0KMHaacBM1NLc/p9BXiluXGIw/fQQ/ezYMG7zJnzIn37ugiHw7z++nwmT/7FYfV311138cYbb6T7E6Kt0rQ4wdrv8FUtxle1iIDnSzQtOUNXp7eT4fwZGXkTceSegd7obOVohRBCCCGEEKLtanYiSbR/o0aNpXPnAnJycgG4+ebr2LFj22EnkoRoyyKhHenEka9qMfFYdeqMgsVxLPacCdhzxtO99wQqq+QR5EIIIYQQQgjRHJJI6kBGjx7L6NFj0/vV1TJ7UPx0aJpGyLeKmtJXqa38gHBgY/qcwdSFDOe52HPGY88Zg96Qmz6n6oyAJJKEEEIIIYQQojkkkSSEaNciwW3U7JlPzZ5XCfvXA8mnbjlyz8KeMx5HzgSM1j6HVOtICCGEEEIIIUTTJJHUgdSvkXT11Vekj48ceQITJ07innvuB6C4eBMvvjiXb79dSVVVJUajid69e3PppVcwduyE/fZ/6aXnUVFRzjvvfITVamtwbs6cZ5k9+xkeffRJTjxxxFG5P9FxxKJVeMrepKb0FQKeLwBQVBMZzvPI6nwJjtzTD/qENSGEEEIIIYQQh04SSR3U1Vf/kvnzXyYSiXDFFVPTxbLXrl3NLbdcj8FgZOzY8WRlZbNz5w6WLv2Ee++9kz//+VFOPXVUk32eeebZPPfcLD79dDETJ05qcO6jjxbgdOZz/PHDj/q9iZ+mRDxEbeUH1JS+Qm3lR6li2Qq2rNFkdb6UTOe56AzytDQhhBBCCCGEOJokkdRBTZt2PQsWvIvPV8u0adenj//rX88Qi8WYPfs/9OjRM338f/9byO9/P4OFCz84YCJpzpxn+fjjjxokktatW8OOHdu5/PIrUVX16N2U+MmJx3z4qhdTW/4+nvJ3SMS9AJjtg8jqdClZnS7CYC5q5SiFEEIIIYQQouOQRBJQvWQdgY27WzWGUlUhntD2e97at4Ds0QOOehyXXno555zzswZJJIDjjjsegOrq6qZeBkBRUReGDDmWFSu+pLq6muzsbAA+/HABAGeeec5Rilr8lERCO6it+ABvxQL8NUvREslC2AZTEblF08jqfAlm+zGtHKUQQgghhBBCdEySSBINnHTSyQBUVlawadNGdu3ayfbtW1m16jsAEon4AV9/1lnn8P3337Jo0UIuvPAS4vE4ixYtpE+ffvTu3eeoxy/aH01LEPR+g7diAbWVHxDyrU6fM9sH4cg9i4y8iVgyjkdRZESbEEIIIYQQQrQmSSQB2aMHtMhonwNxOh2Ul9e2agwApaWlPPbYX1m2bAmapqGqKl27dmPIkGPZsMGNpu1/1BTAuHGn8eijf+Xjjz/kwgsv4euvv6SqqpLJk69soTsQbZGmxYnHPCRiHuIxD/Goh1ikLDltreJDYtFyABTFiD3nNDLyJuLIPROjpVsrRy6EEEIIIYQQoj5JJIk0TdO4445fs3XrFq688mpGjx5Lz569MJnMVFVV8s47bx60D7vdzqhRY1i0aCHl5WUsWrQQnU7HGWec1QJ3IFqDpiUI+9cT8HxFwPsNu9dXEwxUEo/WJJNGMQ+J+P6TpHqDk+yCX+DIm4g9exw6vb0FoxdCCCGEEEIIcSgkkdSBKYrSYH/Tpo0UF29m7NgJXHfd9Abntm7d0ux+zzrrHP73v49YtmwJy5d/zvHHDyc3N++IxCxaXzzmJeBdQcDzZSp5tIJEzLNPKwVVn4lOn4nR0hNdalunz0Q17N22ZpwoU9aEEEIIIYQQoh2RRFIHptPpicVi6X2TyQhATU3Dgtper4d//vNxgAbt92f48BHk5uby4otzqaqq5Kyzzj6CUXcMibifgHcliaCPQMiBwdgJvdGJqs9slABsLk3TSMQ8xKJVJOJ+UBQUVFBUoG4bQE0ldhRAJZEIEvSuSCaNPF8R8q8F9k5xNFp6Y807B2vmcKyZwykoGkB1jSLJISGEEEIIIYT4CZJEUgfmdDrZuXM7DzxwHyeeeBJnnnk2AwYcw3ffrWT69GsZPHgoHk8NS5d+QiQSwWw24/HUHLRfnU7H6adPZN68/2CxWBk9elwL3E37pWkakeAWAt6vUsmarwn5V4PWuLC5oprQG/LRm/LRGzuhN+ZjMCa3FdVEPFpFLFpFPFpZbzu5xGLVoB08EXggimrBlnUq1syTkomjjBPRGxuONjMYHShK69f7EkIIIYQQQghx5EkiqQO78cZb+NOfHmDx4o+pqqpk4sRJPPzwIzzzzEy+/vpL3O51OJ2dGDHiFKZOncZTTz3J0qWfsGvXToqKuhyw7/HjT2PevP8wZsw4zGZzC91R+5CIBwh6v62XOPoqXWwakskia8YJWDOGk53Xh5qqHcQi5cQie1JLOaHaVWhatBlXU9AZstEZcrBaeqIz5KA35KLq7YCWKp6eAE1L7SdIjjZKpLcVRY/ZPhhb5kmY7YNQVMPReFuEEEIIIYQQQrQDkkjqQO65537uuef+9P7AgYN44YVXG7TJzc3j7rt/3+Tr//SnvzXYf/jhh/ntb+9psu3GjRuAZL2kjiwRDxHyryZY+z1B73cEa78j5F/TYGSQwVREZv75qRE+wzE7hqCqJiD5ND9zE0/zS05TqyEaKUsll8rQEmF0hpx0skhnyEGnz5IpZkIIIYQQQgghjhhJJIkjzufzMX/+yxQVdeH4409s7XBaTCLuJ+hbnUwWeb8j6PuekH9dgylqimrC4jgWa+ZJ2FKJI4O56JCvpSh1I42yweY6krchhBBCCCGEEELslySSxBHz7bff8MQTf6esrIyammruvfcPh10Yui3StDixSDnR8C6i4d1Ew7uIhXcTCe0g5PuBsH8DkEi3V1QLVsfxmB1DsTiGYXEMxWzrL1PDhBBCCCGEEEK0W5JIEkdMXp6TysoKEokE1157Q7ud1hYJbsdb8Q6R4PYGCaNoZHeTBbABVJ0da+YILBnHYrEPxeI4FpOtH4qia+HohRBCCCGEEEKIo0cSSeKI6dq1G2+99WFrh3FYEokItRULqCqZi6/qf9R/vD2KHoOxAGvGCRhMRehNBRhMRRjqr81dpRaREEIIIYQQQoifPEkkiQ4t7N9I1e7nqdn9UvrJadaM4WQXXonFPgS9qRC90SlJIiGEEEIIIYQQAkkkiXZA0xJEw7sIBzYSDmwkEtiU2t5EPFqJ0dIbk82F2dYfk60/Zmt/jJaeKGrTH+9EPIin7E2qdz+Pv+YzAHSGHHK73kROwRTM9gEteXtCCCGEEEIIIdoxbyjG2nIf6yv8nNoti765ttYO6aiSRJJoMxJxP2H/BkIB9z4Jo81oiWCj9npjZ4zmHoQDGwn5VuGpd05RjJisfTHZXMnkkq0/OkMeVdvfY/fW/5CIJVvbs8eRXTiFDOckVNXUQncqhBBCCCGEEKK90TSNXd4wa8p8rC7zsXpPcr2tJpRuc9ngzjx+Tv9WjPLok0SSaHHxmI9wYANh/zpCfndqvZ5oaFujtqrOhsnaD5O1T2rpi8naF6O1Dzq9A0iNWAptJ+RfT9i/Pr0OB9yE/Gsa9ak3dia3+y/JKbwSo6XnUb9fIYQQQgghhBDth6ZpVAWjFFcH2VwVZE2ZjzWppFFNKNagbY5Fz+ge2RyTb2NQvp0z++S1UtQtRxJJ4qhKJCL4Khfi9yxPJ46aShjpjfnYssdgtrkwWV3phJHeVIiiKAe8hqKoGC09MFp6QN5Z6eOaphEN70wll9xEQzso6jGRhH7kfqe9CSGEEEIIIYToGKpTyaLiqgDF1UG2pJbiqiCecKxR+17ZFkZ1z2ZQJzuD8u0M6mSns9140N9Zf2rkt+mfGE3TiMeqiEXKiYX3EI9VA2ryMfSKiqLoQdGhoEuuFX2ykLSiS08HU3XmHx1HyL+e6pLnqS6dRzxakT6uN3ZKJYxS9YxsAzDZXOgNuT/6mvtSFAWjuStGc1ccuacDkOd0UF5ee8SvJYQQQgghhBCi7dE0jVJfhPUVftaX+3FX+HFXBCiuClAdapwsMuoUemRZOLlrJj1zLPTMtjDQaWeg04bdJCkUkERSu6JpGuHABkK+H4hF9qSTRdFoWXI7UkYsUgZa478MzaWoFmxZJ2PPGY89exxm+6BmZ1fjMS+ePa9TtfsFgt6vgboi1tPJzDsXk73/UUkYCSGEEEIIIYQQ5b4wy7ZVs77cn0wcVfhxlwcajS7Sqwrds8ycUJRBr2wrPXMs9MpOLkUZZnRqxxphdKgkkdSGaYkoQd/3+Gu+IFDzOX7PF8SjVU22VVQLemMnLI5hGIyd0Bvz0Rud6Aw5yb60OGjx5Jo4mhZL7SdS6xiJRAB/zRf4qhbhq1oEgN7gxJYzFkfOeOw54zCYChvGqGkEaj6navcLeMreREsEABV77unkFEzBkTcRVTUezbdJCCGEEEIIIUQHEo0n2FQVYPUeH2vK/Kwu87G2zEdFINqgnaokp6ON7J5Ff6eN/nk2+jtt9Mq2YNCprRR9+yeJpDYkEfcT8HyNP5U0Cni+TiVmkgymrtg7TcCacQIGU2EqWZRcVJ39iM3LjIZL8VUtxle9GF/VJ3j2zMezZz4AJqsLe8447Nlj8ZcXs3PTv4gEiwEwmnuQXXgl2Z0vx2AuOiKxCCGEEEIIIYTouLyhWLLYdb0npbkr/ITjWoN23TLNnDswh16ZJlx5yaRRn1wLZr2ulSL/6ZJEUhsQ8K5gxXcz8FZ/02Bamsk2AFvWKVgzR2DLOgWjuWuLxGMwdSa7YDLZBZOT0+n86/BVLaK2ejH+6s+o3Pk0lTufBpIjoTTzhWzadQznX3Rbst4ScNFF5+Lz1fLBB5+0SMwAI0eeQJ8+/fj3v19qsWvua8aM37J06afMn/82BQWFB3+BEEIIIYQQQnRgCU1jjy/Cdk+InZ4QO+oWb4jiqiDbPaEG7U06hf7O5BPSjkkVvB7otJNh1uOUmrgtQhJJbUDItxaf53ssjmHYsk7Blnky1qyT2kQ9IUVRMNsHYrYPJK/bzSQS4dSoqaVk53THGzmFy6+YyvHH53DBxTI0UAghhBBCCCHas1AsTnFVEGswjs8bxKhTMOjUhms1udarCoqiJAcgxBMEowkC0TiBaLzBdqDedmUgujdZ5AmxyxsmmtCajCXPamBMj+RT0o7JTz4prU+uBb0qv3u2JkkktQE5hVPoN2Q6FRW+1g7loFTVhD17JPbskTidDipXuQkE/K0dlhBCCCGEEEKIQ+CLxNhUGWBDZYANFQE2VPhxVwbYVhNkP3mdJhl1CrGEdkivqZNvMzKks52umWa6ZJjpmmmmW6aZLql9m1GmpbVFkkhqI45UfSMhhBBCCCGEEB1XOJbAG441XEIxqkPJxNHGymTSaIc33Oi12WY9w4sy6ZtnJT/TgscXJhJPEI1rRBKpdbzxWqcqWA265GJUserrbdcdN+iwGFSyLQa6ZZopyjBJ/aJ2ShJJHchDD93PggXv8v77i5g1ayZLlnyCz1dLjx69mDLlasaOnZBuG41GmTfvP3z44fuUlOzCarVx4oknce21N1BU1AWA119/nRkzZgCwdOmnjBx5Anff/XvOPvvcdD/btm3l6aefYOXKFWgaDBo0mBtvvIW+fV0NYvP7fTz//BwWL/6Y8vIyMjOzGDlyNNOmXU92dk6je3j22bk89ND9lJTsol+//jz11Owm77mmpoYXX5zL558vpbR0N4qi0LlzIWeccRaXXz4FvT75V2DlyhX86lc3cPfdvyeRSPDqqy+xc+cOMjOzmDDhDK699gbMZnO633g8ziuvvMg777zJnj176Nq1K9dcc12TMezcuYNnnpnJ2rWrqaqqJDc3jxEjTuXqq68lNzfvUP4IhRBCCCGEEB1MQtOoDETZXRtmd22YknrrMn8EbyiGp17CaN8i1E3pZDcyqnsW/XJt9Muz4sqz0TfXSp7VkB7kIPWGxP5IIqkD+s1vbsLjqWH8+NMIBoMsXPgB9913F4888gTDh48gFotx++2/4ptvvmbAgGO44IJLqK6uYvHij/nyyy948sln6NWrDwMGDODiiyczf/7LdOvWnQkTzqBv337p64TDYa6//mq6du3Gz39+Adu3b2PZsiWsXv0DL744H6czHwCfz8f06dMoLt7M8ccPZ+zY8ZSU7OLtt99g+fLPefrpOeTlNUy43HnnbQwYMJATTxyBxWJpckSXz+fjuuumsmdPKSNHjmbUqLGEQj4+/PAjZs36J16vl5tvvrXBa/7731fZvHkjY8aMZ8SIU/j008XMm/cfKisr+P3v/1+63R//eD8ffriAHj168fOfX8COHdu49947GyS9AKqrq/n1r2/E46lh7NgJ5OU52bx5I2+++RrffruCuXPnpZNZQgghhBBCiPatLulTWhtmty/M7toIu2vDhBWFUDCKqoCqKKCQ3lZIrlUFFAVCsQSlqdeV1IYp9YWJHCA5ZNarOEw6Mkx6umaYcZj0ZJj0ZJr16eOZJj0ZZj09siz0y7OSZTa03JsifnLkN9gOSFVVXnjhVSwWCwDHHz+cBx64l/fee4vhw0fw6qsv8c03X3P55VOYPv1X6dddfPFl3HDDNfzpTw/w7LPPM2DAAC65JJlI6t69B9OmXd/gOtFolIkTJ3HHHfekjz322CPMn/8yixYt5NJLrwDgmWdmUly8mdtuu5MLLrg43XbZsk+5667f8thjf+PBBx9u0PfgwUN46KG/HvA+33jjNUpKdnHnnfdy7rnnAcms+uTJVzF58gUsXPhBo0TSpk0bmDnzWQYNGgLAlCnTuOyy81m0aCH/9393Y7VaWblyBR9+uIDhw0/m4YcfwWg0Askk1KOP/qVBf4sWfcSePaXMmPE7zjnnZ+njf//7n3n99fl89dVyTjll5AHvQwghhBBCCHH01IZjbKkOsrUmSCCaAE2jLm2jpTY0oO6opiX3a8OxZMLHlxwhVFobptQX2W/h6EOlKsmRQ4Py7RQ4TBQ6TBRkJNeFDhMFDhOd7EaZHiZanCSSgKf++SSffLKoVWPQqSrxRGK/58eOHc+N028+Ite68MJL0kkkgJNPPhWA3bt3A/Duu29htzu47rrpDV7Xv/9Axo8/nY8+WkBx8WaczmMPeq2pU6c12D/11FHMn/8yJSW7AIjFYnzwwXv07NmrQRIJYOTIMQwePJQlSxbj9/uw2ezpc2PGTOBgTjppBA6Hg4kTJzU43qlTZwoLi9ixY3uj1xx77HHpJBKA3W5n8OAhLF36KeXlZXTv3oOFCz8E4LrrbkwnkSD5vr7++qts27Y1fSyR+kfE7V7HWWedg06nS732JqZOnSZT24QQQgghhGgBteEYxdVBtlQHKa4KJNep/YpA9Ef3r1Mg325kcCc7nR0mCuwmChzG9Hafoiyqqv3JJJSmkSC11pKjmDQgkTpn0KkU2I3k243ydDLRJkkiqQPq2rV7g327PZmgiUYjBAIBtm/fRm5uLnPnNq47VFlZCSRH7px00oETSUajkU6dOjc4lpmZCUAwGARg+/ZtBIMBEokEs2c/06iPSCRCPB5n8+ZNDBmy93qFhYUHu0369etPv379CQQCrFnzAzt37qCyspRvvvmOHTu2E4/HG72ma9dujY7VJbAikQiQvHedTkefPv0atR00aEiDRNK4cRP497+f5fXX57No0UKGDz+ZESNOYcSIUyWJJIQQQgghREokniASTxBLaMklnlxHExrxhEY0sfdcNK5hrAqxs7wWXySOPxLDF4knl3AcXyRGbXo/xnZPqMlkkU6BrplmBney0yvbSo9sMxmm5K/I6cIZqalnqc162wpWg0pBKlHktBnRqft/gJLT6aDcIA9YEj8NkkgCbpx+8xEb7XO4WrKQmdHYcD5sXX0hTUsWvYZkwmjOnGf324fX62nGdYz7Paelxoj6fMl73rZt60Gu522wbzKZDnr9cDjMrFkzeeut1wmFQgB06tSJwYOPJSsrm8rKikavMRgax7y3/lIy5traWoxGU5O1jTIyMhvs5+U5efbZ55k7dzZLl37KRx8t4KOPFmAwGJg4cRK33vp/B3yfhBBCCCGEaO+i8QS7a8Ps8obZVRumxBtipzdMiTfMrtoQu7xhakKxo3Jtg6rQJdPMkM4OemVb6JltSa+7Zpox6GTEjxCHShJJogGLxQrA0KHDmDlz/4mdI329M888m/vue+CI9v3kk//gjTfmM3bsBC644GL69OlL795dKC+v5YorLmoykdQcDoeDkpKdxGKxRsmkYDDQqH1hYREzZvyOO+6Is379Or788nPef/8d3n77Dex2R4M6VEIIIYQQQrQVCU1jW02ItWU+1pb7WVvmY48/OUpfITlCJ7ndeNSOoigEo3F21YYp80XYX9Ugm1FHkcPE4E52LHodOlVBryoYdAo6Jbmt16WOqUr6vDPLihKNYTcmC0rbjTpsRj12o67eosekl0SREEeaJJJEA3a7nU6dOrNlSzHhcAiTydzg/IIF71JSsouzzz4Xp9PV5NPSDkW3bt0xGo243evRNK1Rf6+++hKBQIDzz7+IzMysQ+p74cIPyM7O4cEHH27QbzgcorQ0WQ+qqWsejMs1gHXr1rBmzQ8MHTqswbn169c12F+27FOWL/+CG2+8GZvNzjHHDOKYYwZxzjk/48ILJ7Fq1XeHdG0hhBBCCNExHc7/Ww9FbTiWThatLfezpszHunI//kjDchB6tW42Q6rwNA0LUtdnUBUKHCZGdM2kKMNMUapQdJcMM4UZJrpkmMgw6Q/rvuTR9EK0nmYnklwu14PAvfs5/Yrb7b6sXtspwG+AfkA18CrwO7fb7Wui33NS/Q4CgsA7wAy3213W3NjEkXX22ecyZ86zPPXUk/zqV7ehpgq8bdlSzKOPJp+UdtllySeu1Y3IiUYPr0CdyWRi/PjT+eCD95g370UmT/5F+tzKlSuYOfMx8vM7M2XKNYfRt5FQKERtbS0ZGRkAxONx/vGPRwiHw0Cy2LfBcGiPvpw4cRJvvfVfnn76CR555AmsVhsAH3/8IevXr23Qdtu2rbz55msUFBRwxRVT08frEln71pASQgghhBBHRiyRwBuO4w3H8IZieMMxPKEYteEYnnCMYDRBOJ4gGtdS6wSRuJau1bN3WyOaqt0Tr6vfk9CIa3u308cSySLKOgUMqpoeWWNQFfSqiiE1ssaoS57Tq0qDa4RT2+FYIh1HOK4RiSWIJjRUJZmcMejUvetU/3V9GnUqel3yUfLQOMmjpbM9e9M+VaE4W6oajqzXKdA318rAfDsD8+0Myrcx0Gmnk9140MSPtvciRzX5JYRoHYcyImkoEAYebuLc6roNl8s1A/gjsAp4AhhMMqk0wuVyjXW73ZF6bScDLwHFwFNAN+AqYIzL5TrB7XbXHNLdiCPiF7+YypdffsFrr81j1apvGTbseGpra1m8+H+EQkF+97sH0wWoMzOzMBqNrFz5DU888XdGjx7P0KEHf5pbfTfddCurV69i5sx/sGzZpwwcOIiysj0sWbIYnU7PjBn3pZNZh+KMM87m5Zdf4Nprr2TUqLHE43G++eZLtmzZQlZWNjU11Xg8HvLyDq3o9THHDGLy5F/w0ksvcNVVl3PKKaMoK9vD0qWfUFTUhV27dqbbnnvu+bz99hs89dQTfPvtN/Tu3Zfq6ioWL/4Yi8XClVdefcj3JYQQQrRXmqZRHYpR7o9Q5otQ5o8kt1OLxWwgx6gmRy44TBRmmChymMkwyyD6jiShaawr97NkazXLtlVTG9OIRutGxTQc81IvX4EGBKNxPOEY3nC80UiaH8uQSvzUTa2qv61TFEyGVOLIoCMciRFJFYsOxuLE4smi0clC0Qni+wzdUQCTPpkUMulUjDoVs14l06zHmNo36hQSWrLeUDTVTzRVeDoUS+CLxNPFqiNxrclkTv3pZ/X3MywGRnXP4phU0ugYp41+ebbDnhYmySMhftoO5V/lIcBat9t9//4auFyu7sADwBfAGLfbHU0dfwC4D7gOeDJ1zA7MJJlEGuZ2u72p4x8Bs0mOUrr9EO9HHAEmk5knnnial156gf/97yPeeOM1bDY7gwcP5corr2LYsOPTbQ0GA7fddgf/+tcz6XaHmkjKzs5m1qx/8/zzc1iyZDGvvTaPrKxsTj11FFOnXkvfvo2fjtYc1103HavVyocfvs8bb7xGVlYW/fr15ZZbfsvWrVt4/PFHWL58GZMmnXfIfU+f/mu6devO/PnzePvtN8jPz+fOO+9l8+ZNzJ//crpdRkYGTz45i7lzn+Prr5ezcuUKrFYbI0acytVX/5JevXof1r0JIYQQrU3TNGrDcapDUWpCMWpCUWqCseR+vXVFIEK5P5pOGkUT+6uUsn92oy49JaYow0yhw0Rnh5Fci5Fcq4E8q4Fcq+Gwp8iI1rfDE2LJ1mqWbK1m6bbqBk/YMupU6ieQ9v0Trv9nbtGrOEx6emUbyTTpcZj0ZJr1ZJh0ZJj0ZKT2HSY9VoMOk07BqN+bqKmftKm/rVeVZn+2mjPlKqElE0CxhHbI/R8NMk1MCHEolPqZ6v1xuVwZgAeY63a7rzpAu4eAu4Fz3W73u/WOm4E9wBa3231s6tgvgVnALW63+8l9+lkP5AGd3G73Ab9KKC+vbfIG2tsPw/YWL0jMLaG9xQvtL+b2Fi9IzC2hvcUL7S/m9hYvtL+YDyfeaDxBRSCZ9CnzNRwtlD4WiFATTCaO9h1VsT9mvUq+zYjTZsBpM5KfWtLb9uQ6O9vGD1srU0912vt0p13eMCW1B3+qk0FVyLEayLUYUgmmZKLXd/TuAAAgAElEQVSpe5aZc11OCjPMB3z94egIn4ujoToYZdm2GpZsSyaPtlQH0+c6242M6p7N6B7JZUivvDYRc3O1lff4UEjMR197ixck5pbQ1uN1Oh1NZribOyJpSGq96iDtRqfWn9Q/6Ha7Qy6X6wvgTJfLlel2uz312i5uop9PgOtJ1k36vpkxCiGEEEKIg9A0jVJfhDVlvvTirghQ5otQGTxwzUMFyE2N/umdayHbbCDLrCfLbCDLklqb9WTX286zGnGYdM0abeHMs5GhJfZ73heJpR8hXuqLUBmIUBmI7l2CESoCUbZ7Qqwt9zd47e/+t5lRPbK5dFAnzu7nxGbUNev9Ej+OJxSluDrI5qogxVUBiquDbKgIsKbMlx5j5DDpOKtPbjpx1DfXKiPLhBCiDTvURJLT5XItBE5I7f8PuMftdrtT+72BPU0V1Qa2ptb9gK9TbSE5te1AbSWRJIQQQghxGCLxRPqX9vpLVbDhyB6bUUehw0R/p23vaCF73cihvaOIcq0G9IdRt/BIsRv19M3V0zfXdtC2oVicqlSC6dvSWl5dXZqeOmUzbuRcl5NLB3Xi5G5ZqJK0+FEC0TibqwIUVwUprk4mjDZXB9lSFWwyOWnSKZzcNTOdODq2wNGqnyshhBCH5lATSbcDbwPPpo5dCJyWKqL9HZALbNlPH57UOjO1zgXCbrc72Iy2QgghhBDiAHzhGKvLfPywJ7msqwywtrS2UU2i7llmTu6aLKqbXGx0zTT/5EaAmPU6CjN0FGaYGdzZwZRjCymuDjB/9R7mr97DvB9KmfdDKV0zTFw8qDOXDOpErxxra4fdplUFo2yo8LOxMsCGygAbKwNsrPCzwxtu1FanQPcsC8MKHfTKttArx5pcZ1soyjCjU39anzchhOhImptIigPbgKvcbvcndQddLtcVwH+A54DjAAPJJ7s1pe543eT0Q2m7X9nZVvT6pocmO52Og728TWlv8YLE3BLaW7zQ/mJub/GCxNwS2lu80P5ibm/xQtuJuSoQ4dudHlbu8rByp4dvd3nYUOFv8AQrq1HHcV0yGVqYwdDC5HpwgYMMs6H1Am+Go/keO50OTurXib+cp7F0SyXPr9jJ/O938/fPt/H3z7dxcvdsppzQhf/P3n1HyXXX9/9/3jK9bC/qXSPZlixkG2yDCy04GPg5kJAD+RJwwCQQAgETE2IIDsE+ISGYYmq+EMffAMEQ7KAY0wzuNsaWG7Y8kixLsrSStu9On7lz7++POzO7q11Jq74rvR7n3HPL3Jn9zGg1O/O6n8/78/b18w7rdZopvxfTdbD2Vl2PHUN50r1Z0n05Nu3LsKk3y6Z9Wfpz5UnndydCvHJ5G6s646zsiLOyI8aK9hiLW6MErGPXy+hUeo1nKrX5+Jtt7QW1+USYbe2FaQZJ6XT6L4G/nOL4d1Kp1HuBi1OpVAooAMEDPEyotq4PWD+ccw9oaCg/5fGZXrRqf7OtvaA2nwizrb0w+9o829oLavOJMNvaC7OvzbOtvXBy2lyuumwbLJDuz/Fcf45NfTme3puZ1AMkGbJ4+YJmzuqKs7Y7wdquOOenuhgcmFhtoJQp0pcpnsincFhO5Gt8RjLEP71qGX9/0WLu3NzP93+3l3teGOKhHUN8dMOz/NGZXbzrJXM5ozM+Y9p8LHR0JOjtHaU3V2bbYIHnh/I8P1hoDE3bPlygvF8VdbPWu+icOW0sb4uysi3KitrSNGXg5jE8eMiP8YfV5tn2Gs+m9oLafCLMtvaC2nwizPT2Hijkmm6PpIPZiF84ewkwxIGHo9WP14etDQHhVCoVSqfT+/dM2v9cERERkVNWperywlA9MMqT7s+R7s/x/GABZ7+hae3RAK9a2srarjhruuKs6U6waIqhaRo6ND3RgMVbzuziLWd2sSdT4r+e3sstT/Rw8+P+cv78Jq5cP5fLUx21aehnvnLVZW/Gn+luz/7rXIV0b5ZsefLEyE0hmzVdcZa2RFnWGmFZqx8WLW2NED7ACAARETn9HDJISqVSNvASwEyn07+Z4pRIbV0ENgOXpFKpyBS1j5YALrCltr8ZeDmwGEhPcS5THBcRERGZkQYLFR7bPcqjPSP05yu4rkfVA8f1cD2PqutR9Tx/34Wq5+/vy5bZOpCfVMsoHrQ4uzvBqvYoqfYYK9tjrO6I0R0PnnL1jGaKOYkQH75wEX91/gJ++fwg3964m7tfGOLhXSN0xLbyjrPn8o51c5iXPGT1hePKcV12DhfZOuj3Jto5XJwQFvXlyngHuG/INhu1ipa1jgVGy1ojtEYC+t0SEZFDmk6PJAt4AMimUqmOdDrduHyRSqUM4ELAAZ4A7gdeCVwE/HzceWHgfOCZdDpd77d1P3AlcAmTA6NL8XsjbTr8pyQiIiJyfLmex+b+PL/dPcKju0f57e4Rtg5ONX/IocWCFmu64qTaY6TaY6zq8IOjuYmQvtSfJLZpctmKdi5b0c62wTw3P97D957ay+cf3MEXHtrB65a3c+X6uVy8uOW4tcHzPPrzFZ6vhUVbB/M8P5Bn62Ce7cPFST3VAMK2yZxEiBVtzcxJhJibCDEnEWJecmx71cJWBgammmBZRERkeg4ZJKXT6VIqldoAvBn4W+D6cTdfDawBbkmn08OpVOq7wN8B16VSqXvGDVn7OyAJfHPcfW8HvgBck0qlfphOpwcBUqnUnwErgX9Np9Pu0T09ERERkaOXKTk8ubmPXzyzl9/uHuGxnlFGS2NDgxIhi0sWt3DevCTnzmtiQVMIyzAwTQPbMLBMA9Pwh5vZpuHfZhhYJoQsU4HRDLa0NcqnX72cv714Cbc/28u3N+7mzi393Lmln6UtEc5b1ILlukRsi0jAJBoYv7aI1rbDtkm56pIpVcmWq2RKDtlybbvskBt3bLTksGukxEjJmdSe5rDN2d0Jljd6EkVZ3BJmXjJMS9g+5O+SqSGPIiJylKZbI+lq/J5Hn0mlUpcCTwLn4Pccehb4CEA6nX4ulUp9DvgY8HgtgDoTuBy/V9O/1R8wnU4PplKpa4CvAU+kUqlbgXnAW/GHvd1wtE9ORERE5HBlyw6/25flyb0Zntib4ck9mUm9jZa2RPj9FX5odN68JKn2mGoSneKiAYu3nz2Ht63t5vE9Gb69cTf/s6mXbU/0HNOfY+D3UpubCHHhwmaWtUZY3hplWZs//KxNw89EROQkm+6sbdtTqdS5wKeB1+MPR+sB/hX4x3Q6Pb4o9seBF4H3Ax8C9gI3Av+wf1HtdDr99VQqNQRcgz8r3CDwH8C19R5KIiIiIsdLvlLlmd4sT+6phUZ7M2zuz0+oL5MMWVy0qJkLl7ZzVmuYc+YlaY8eaOJZOdUZhsH6uUnWz03yL69bSSAe5sW9o+QrVQqVKvmKS6FSpeC45MtVCs7YsZBtEg/axIMWiZBFPGjX1haJ2vFo0MJUUCQiIjPYtGdtS6fTu4F3T+M8D/hKbZnO434f+P502yEiIiJyuAqVKlsH82wdyLN5YGy9uT/H+JnOY0GLCxY0sbY7wbo5CdZ1J1jcEsE0jBk/Ra+ceJGARUcyjF2qnOymiIiInDDTDpJEREREZjLP8xgsVNgykGfLuMBoy0CeF0eKk2axigZMzpmXZF13grNrwdGy1qh6g4iIiIgchIIkOa4eeeRhEokEq1efebKbMsErXnEuy5ev5Oabv3uymyIiIodhtOiwY6TAiyNFXhwpsnPYX++o7WfL1Un36YgFuHBhMyvaohMWzYomIiIicvgUJMlxc9ttP+Rf//WfuOGGz7F69clujYiInGzlqstoyfHDoGKV3b2ZWk0Zv4aMX2PGre2PbQ8XHXaN+qHRVLNYgT8kbWFTmIVNYZa3RVnZFmV5LTBqDgdO8DMVEREROXUpSJLjZnBw4GQ3QUREjiPP8+jLV9jSn2PzQJ6eTImRouOHRSWnsV1f5yvuEf+siG2yoCnMefOTLKgFRgubwv52c2Ra056LiIiIyNFTkCQiIiIH5XoeO0eKbOnPs3kg1yhUvWUgz3Bx6h5CAJYBTWGbZMimKx4lGbJpCts0hWw6m6MYTpVowCQasIgGLCK17UjAIhowa2t/ditNeS4iIiIyMyhIOo1cf/113Hnn/7Jhw8+56aYbeeCB+zAMk3XrXsJVV72fpUuXNc7NZrPccsu3uPvuX9Hbu49EIsm5576UK6+8ioULFzXO+9a3vsG///u/8YUvfJVvfOMrbN26me7uOUSjMdLpTQD83d99FID773+Un/xkAzfc8A988IMf4a1vffuE9n3gA+/liSc2cuedvyaRSDSO3377f/OjH93K7t27aG1t54or3kxraxvXX38dX/rS11m//tzGuXfe+b/ccceP2bp1C8VigaamJtavP4/3vOcvmDdv/nF5XUVEZrNs2aEvV6E/X6YvV6YvV/HXtf0Xhgo8P1ig6EzsTWQZsKQlwgULxmoPLWoON4KiZNgmFrAOGP5oBjQRERGR2UlB0mno6qs/yODgAJdf/iZ6e3u5995f8/jjj/HlL3+TFStWMjIyzPve92527tzBmWeu4aKLLqGnZzd33fVzHnzwPj7/+a9w5plnTXjMT3/6kyxcuIi3vOWPyedznHXWWn7ykw088cRGXv3q17Jw4eIjauuXvvSv3Hrr95g3bz5vfOMfMDIyzDe/+VW6uronnXvTTV/gv/7rP1m+fCWvf/0bMAyDxx/fyC9+8VOefPJxvve9/wYSk3+IiMgpKl+pNgpS7xwpsKNWmHpv1g+J+vPlQw43i9hmIyha2RZlRVuMle1RlrRECFrmCXomIiIiIjJTKEg6DY2OjnDzzd+jubkZgLvvvotPfOJjfPGLn+Omm77JV7/6JXbu3ME73/lurrrqfY37PfTQ/VxzzYf5x3/8e77znR9MeMzOzi6+9KWvY5pjXyr27OmpBUmv4+KLLz3sdj733LP84Af/xZlnruHGG79CNBoF4LWvvYxrrvnrCef29fVy663fZd269Xzxi1/DsqzGbX/zNx/ioYce4Mknn2D+/NcedjtERGaybMnhqX1Z+rcN8cyuIXYMF9k5UmTHcIG+XGXK+9imQUcswLLWKB2xIB3RgL+uLe3j9tujAUwNKRMRERGRGgVJwIPXfYLnN9x+Uttgmgau6x3w9mVvvIILr/vMMflZ73znuxshEsCll76atWvX8cQTG9m7dw+//OXP6O6ew7vf/ecT7nfBBa/gkktexd1338WTTz5Od/crG7ddfPGlE0KkY+GnP70Dz/N473vf3wiRAC688BWcd97L+O1vf9M4FgwG+cQnPs2SJUsmhEgA69at56GHHmBoaPCYtk9E5ESruh5bBvI81jPaWJ7ry7H/Xw/bNJiXDHHRohiLmiMsaq4Vp26OsLApTHtU9YZERERE5MgoSDoNrVu3ftKx1avP5KmnnuDee++mVCqxdu26KYOhtWvXcffdd7F16xZe97qxIGnOnLnHvJ2bNj3baNv+1qw5e0KQ1NTUzO/93mW4rsu2bVvZvn07PT272Lp1C48++ggArnvkswWJiJwMfbkyG8eFRo/vyZAtVxu3RwMm5y9oYv3cJOsXtdJqwcLmCHMSQexjHO6LiIiIiICCJAAuvO4zx6y3z5E6kUVHOzo6Jx1ra2sDoFDIAxCLxae8b3t7BwClUnHC8VAofCybCMDIyDCRSGRCb6T92zHePff8iq997SZ27doJQCQSJZVaxfLlK3j00UfwvAP3+BIROZnKVZfnB/M815cj3Z9nU1+OZ3qz7ByZ+F67oi3K+jkJzpmX5Jy5SVZ3xBqBkYpXi4iIiMiJoCDpNFQqFQmHJwY/mYz/5SMS8UOb/v7eKe+byYwCkEw2HdHPrg+lmKp30P7hVDQaY8+eHhzHwbYn/qrmcrkJ+8888zs++cm/paOjk+uuu57Vq89k7tx5GIbBf/7nzY1eSSIiJ5PjumwfKvJcf64WGuV4rj/H84MFnP2GN7dGbF69tJVz5ib9HkdzEzSHAyep5SIiIiIiPgVJp6FNm57l/PMvnHDsmWeexrIsXvOa3+PrX7+JTZuepVwuEwwGJ5z35JOPA7BkydJD/pyp6m/UA6FicWJo5HkePT27JxxLpVazefNzPPfcJs46a82E25599ncT9u+662e4rsvVV/8tF174igm37dixvfEzREROhKrrsWO4wHP9fg+jdL8fGm0dyFOqTnwvigct1s1JsKo9xqr2GKmOKKvaY3TGgqpjJCIiIiIzjoKk09C3vvUN1qxZ2xi+9utf/5KNGx/l0ktfRWtrG695ze/xk59s4Fvf+gbve99fNe738MMPctddP2f+/AWsWXP2IX9OPTSqVMZmDVq0aHHjsd7xjisbhbFvu+2HjIyMTLj/5Ze/kQ0bbuPf/u2rfPazNzZ6UW3c+Cj33vvrCecGgyEABgcHJhx/9NFH+MUvfgqA4ziHbLOIzHye5zFachgoVPA8MPCDa9Pwt03DwDD8tVnLYUzDoFx1yVeq5Csu+XKVXKXq75er5Cr12/wlEgliOFViQYtowCIWsIgFa0ttO1pbZ0vOtAKjiG2Sao+xqsNfVrfHSLXHmJcMKTASERERkVlDQdJp6MUXd3DllX/ChRdeRF/fPu677x46Ojr5wAc+AsD73/8hnn76Sb7znf/giSc2ctZZa+np2c0DD9xLNBrlk5/8x2l96anXYrrllm+xZUuaK6+8ipUrV5FKreZ3v3uK97//Paxbt57nn9/Cxo2PcsYZZ03oaXTWWWu54oq3cPvt/8273vV2zj//QoaGBrj77l+RSCQYHh5uBFGvfvVr+a//+k8+//nP8sQTG2lra+f557fwyCMP09TUzNDQIKOjI1O2U0ROPtfzGC469OXK45YKffnJ+/258qSQZiapB0ap9hipjhiptiipjhgLm8KYCoxEREREZJZTkHQa+tSnPsMdd2zgjjt+TDgc5rLLLueqq97XCH6am5v5xjdu5pZbvs099/yKH/3oVpqbW7jssst55zvfzbx586f1c171qtfy0EMP8OCD93HbbT/g9a9/AwsXLuaf//lGvv71m3jwwft4/vktrFp1Bl/84tf41a9+OWnI2oc/fA1z585nw4bb+J//+W/a2zv5y7/8EP39/Xz3u7c0inyvWJHiX/7li3z729/gvvvuxjQt5syZw7vf/ee84Q3/H3/wB6/noYceAD54TF9LETmwkuPSXwuCKv15tvaM0Jev0J8r05+v0Jcr05/3twfylUk1gvYXtAw6YkFWd8TpiAVojwaxTQPX8/AA1/N7K7keuHh4HngejdsDlkE0MNbDKBowG/vRoL8fq223tsTY3ZshV+u5lCtXJ23nK/5+yDIVGImIiIjIacOY7XVj+voyUz6B2TZ7zYlo7/XXX8edd/4v//7v32HFitRRP97xbvPAQD+BQGDKwt6f+cyn+OlP72DDhp/T0tI67cfU78XxN9vaPNvaC8e2zSXHZbhYYbTkUKyMFcHf/411//2xkMgPhOo9h/rH9SIaLVU5lHjQoj0aoD0WpD0aoCMapCMWpCMW8Nfj9pMh+4QNATvdfy9OhNnWXph9bZ5t7QW1+USYbe2F2dfm2dZeUJtPhNnWXlCbT4SZ3t6OjsSUH77VI0lmrJ/97E6++tUvcu211/H7v/+GxvHdu3dx7713s3jx0sMKkURONZ7nkatUyZSqjJYcRksOmZLD6Lj90aLDSMlhpFhbaseGi/7tRWfyDIpHwwDaogHmJcOcHa2FQbEgSzoTRDyX9miQ9lpvovZogEjAOqY/X0REREREji8FSTJjveY1v8ctt3ybf/7n63nwwfuZN28+g4MD3HPPr3CcCh/5yDUnu4kix0W27LA3U6YnU2JPpsTerL/ekymzJ1NipFxlOF9mtORwuKWCLAOawwGSYZt5yRDJkE1T2F8itonBuIsO+11/GL8bsAzax/UWqm+3RQJY5uQLFzP9aouIiIiIiEyPgiSZsTo7u/i///cW/t//+3c2bnyUBx64l3g8wXnnnc873nElqdSqk91EkSPieR57MiWeq83ytbk/x67RWliULZE5yJCwoGXQEQ/RGQ+yrC1KMmSTDFkkQnZt224cq4dE48OiWMDSDGEiIiIiInLEFCSdRq699jquvfa6k92MwzJ//gI+/vG/P9nNEDkinufRmyv7U8P3+aHRc7Xp4aeqH9QctpmfDDMnEWJOPEh3IlTbrq0TQVojATo7k+rdIyIiIiIiJ4WCJBGRo+R5HvuyZdIDOTb359k8kCfd5wdGQ0VnwrmWActao1yyOEaqPcqqDn+a+AVNYaKqFyQiIiIiIjOcgiQRkWlyPY/doyU29+dI9+fZPJBj80CezVP0MDINWNwc4fwFzazu8EOjVHuMZa1RQrZ5kp6BiIiIiIjI0VGQJCIyhZLjku7P8fS+LE/ty/D0vizP9mbJVybOcmabBktbIly8OMrKNj8wWtEWY1lrRDOSiYiIiIjIKUdBkoic9nLlKs/0Znm6Fhg9tTdLuj9HxR2bEs0yYGV7jFXtMVa2j4VGS1oiBCz1MBIRERERkdODgiQROa2Uqy7P9mZ5rCfDxp5Rnu7Lke7N4o07J2ybrO2Oc1ZXgrVdcdZ0xVnVESNsq4eRiIiIiIic3hQkicgpy/M8do2W2NgzymO15el9WYrO2PC0ZNjmggVNrOlKsKY7ztquBMvbItimehmJiIiIiIjsT0GSiJwyylWXjT2jPLJrhEd7RtnYk6E3V27cbhmwuiPOOfOSnDMnwfq5SS5IdTEwkD2JrRYREREREZk9FCSJyKzleh6b+nLcu32Ie7cP8dCLwxOKYc9JBHlDqp31c5OcMyfJ2u4EseDE4WmmaZzoZouIiIiIiMxaCpJEZFbZOVzgvh3D3Lt9iPt2DNGfrzRuW9EW5eJFLVy4sIlz5iaZmwyfxJaKiIiIiIicehQkyQnxk59s4IYb/oEPfvAjvPWtbz/ZzZFZZCBf5oGdw9yzfYj7tg+xfbjYuK07HuSPzuzi4sUtXLy4hTmJ0ElsqYiIiIiIyKlPQZKcECtWrOTKK6/ijDPWnOymyAyXLTs8/OJIo8fRM725xm2JkMVlK9q4eJEfHK1oi2IYGpomIiIiIiJyoihIkhNixYoUK1akTnYzZAYqOS6P9Yw2gqPH92RwXA+AkGXwioXNXLS4hVcsauYlcxKaTU1E5BThuR6VgQylniFKPYOUeobY43nYHU0Eu5sIdjcT6mrGDAdOdlNFRERkHAVJInJCDeTLPL0vy5N7M9y/Y5hHdo1QcPwC2aYB67oTXLS4hYsWtXDevCSRgHWIRxQRkf15nofrVPFcD2OGTCrgOlXKe4f94Gj3IKU9Q3glp3G7GQlC0KKwbR+Fbfsax+2WmB8qdTcT7G4m2J7AsPW3QURE5GRRkHQacRyHW275Nvfc8yt2795FIBBk9eozePvb/5Rzz30pANdffx133vm/bNjwc2666UYeeOA+DMNk3bqXcNVV72fp0mUTHnPv3j3853/ezCOPPEx/fx+WZbFgwSLe9KYruOKKP2ycN1WNpD/8wzfS3T2Hj37043z1q1/iySc34roeZ5+9jj//8w+wYsXKE/fiyDHneR57s2We3pfhqb1ZntqX4Xf7suwaLU04b3VHrNHr6MIFzSTDelsSERnPcz3K+4Yp7uyn0p/Bc6p4jjth7TpVqLp+eOS4UHV5sf4ABmCaGJbph0qmiWEZGKYJtbVhmn6aXzvfMAwwDP++tSHEjWMm/mNZFoZde1zb2m/t345lUBnIUuoZpLxvBGo9TgHs5hih5d2E5rYSmteC3RyjszPJ3hf6KO0bobx3iPLeEUr7hslv2k1+027/jqZBsCNJaG4rkSWdhOa3YljqrSoiInKi6BvbaeQLX/gXbr/9v1m3bj1vfvNbyeWy3HXXz7n66r/ixhu/wvr15zbOvfrqDzI4OMDll7+J3t5e7r331zz++GN8+cvfbAQ8u3bt4j3veQeFQoFLLnkVnZ1d9PX1cvfdd/G5z/0T1WqVt7zljw/apt7effzFX/wZCxYs5E1vejM7dmznwQfv43e/e5rvfe9HtLS0HNfXRI6e63n05crsHi2xc6TI9t/u4uEXBnlqb2bCjGoAHbEAr17aytruOGd1JnjZgiY6Y8GT1HIRkZnLGclT2NFHcUc/xRf7J/TcGc+wa2GObWEELOxIsHEsGA5QLjlQdfFcD891x7arrr+U3dpxDzwPD8DzassxfEKmQbCzidDcltrSihWbeoIEKx4mGg8TXdaF3xwPZyjn92baO0x57zDlvlHK+0bIPP4CRtAmvLCdyNJOIks6saKaeEFEROR4UpB0msjlsvz4x7exbt16brrpm43jb3zjFbznPX/Kj370gwlB0ujoCDff/D2am5sBuPvuu/jEJz7GF7/4ucb9v/nNbzI8PMyNN36F8857WeO+b3nLW3nve9/FL37xs0MGST09u3nzm/+ID3/4mkbR5M9+9no2bLiNe+65a0KvJjk5So7L7kyR3SMldo0W2TVaYtdIsbHdM1qkVJ38bWNBMsTrV7aztivOmq4Ea7vjdMX14V5EZCpusUJx1wDFWnjkjOQbt1nJCOEVc4gs6iA4pxkzaPtDu0zjoBMOdHQk6OvLHFW7PM+rb/jBkuc1QinPccFx8aq1nlGNda23VNU/x05G/HYHjuxjp2EYBFrjBFrjxM6Y7zfHqVLqGaKwrdcfCrd1L4WtewEIzmkmsqSTyNIuAu0JTcogIiJyjClIAm7bWeHxwepJbYNllahO8WW87iWtFn+w8MiLTbquh+d57Nu3j4GBftra2gFYteoMvv/92+nq6p5w/jvf+e5GiARw6aWvZu3adTzxxEb6+nrp6OjkTW96E0uXpiaESABnnHEWoVCIoaHBabXtT/7knRM+5F1wwcvZsOE29uzZc6RPVw6D53n05SvsGC6wfajAjuEiO4Zr65ECe2ZYOvQAACAASURBVDLlA963PRrgjM4485Ih5ifDzE+GOX95O/PDFq0RFUcVEfE8D6/s4BYrVAtl3GIFt1jGLZSp1rbL+0Yo7x1u9AAygjaRZV2EF7YTXtSB3XzyZqhs/NxxP38mxDKGbfmvz8J2mi9ZjTOU8wOlF3op7R6ivGeYkQc3YyXCfqi0vJvwwnaFSiIiIseAgqTTRCKR4FWvei133fVz3vKWN7Bmzdmcf/6FXHjhRSxZsnTS+evWrZ90bPXqM3nqqSfYunUzHR2dnHvuuSxalGJ0dIQtWzaza9eL7Ny5g2effZpyuYzruodsVzAYmhRixeNxACqVAwcYcvhGiw7P9efY1Jdj60DeD4tG/NAoX5n8b2UaMC8R4uULm1nQFGZeMsSCZJh5Tf56TiI0ZSHsY3EFXERkNvBcl2q2hDOaxxktUB0tNLbdXKkRFI2vCzQlwyDY3UJ4UTuRhe0Eu5tV8+cwjO+xlDx3GW6xQmFHH4Vt+yi+0Ef2qZ1kn9pJoC1B8rylRFNz/ZpQIiIickQUJAF/sDBwVL19joUT8eX7k5/8NKtWncFPfvJjHn/8MR5//DG+9rUvs2rVGXzsY9eyYkVqXHs6J92/ra0NgGw2C8DIyAjXX/9pfvGLn+I4DoZh0N09l3POOZd0Oj3WHf4ggsEDv+7TuLtMoVx12TqQZ1NfrrZk2dSXm1TkGiARsljWGmVRc5hFzZEJ6/nJMEF9kRGR05BXdSf0GHKLFdxCmYrnMbpneCw4yhQP+MfKDAcww0HspghmOIgVDmBGgo3jVn07EsRORjBD6sV5rJjhALHUXGKpuXiuS6lniOzvXiT/XA8DP32S4Qc3kzxnKbGzFmBq9jcREZHDdkRBUiqV+hxwNfDKdDp99363/SnwYWAlMATcCvx9Op3OTvE4lwOfAM4CCsAG4OPpdLr3SNolB2fbNm972//hbW/7P+zdu5dHH32YX/3qlzzyyMNcc82H+cEPftw4t1QqEg6HJ9w/k/GDrvqQt7/5m7/hnnvu4Yor3sLrXvd6li1bTjQaA+DnP//pCXpWp698pcq2wQLPD+bZOphnc3+eTX1Ztg4WcPa7+t0ZC3LJ4hZWd8Q4oyPGyvYYi1sitIRtdfMXkVOO57q4ZQev5OCWHdxSxR9eVnJwyxXcklPbr9SGmlWoFsu4BT848iqHHu5uxcOE5jRjJSPYyQh2Mjq2nYhoevoZwjBNwvPbCM9vw7lgJaMbt5F7+kWGfv0MIw9vIbF+CYm1izDDCvJERESm67CDpFQq9VLgrw9w28eBG4CngC8Da/BDpfNTqdSl6XS6PO7ctwHfBbYBXwMWAu8CLkmlUuem0+nhw22bHFhPz242bLids85ay8tffhHd3d284Q1X8IY3XMGHPvQ+Hnvst/T07G6cv2nTs5x//oUTHuOZZ57GsixSqdVkMhnuueceVq06g49+9OMTztuzp4dyuTStHklycFXXY8dwLSwaKPD8UJ6tA3m2DRXYPUUPo1jQ4uzuBGd0xFjVEWN1bWmLamY0ETl1eFUXZ7SAM5LDGc7jjORr6xzOaGFaQdD+jIDl9yBqiWGF6z2H6r2I/B5FrfNayHpgx8MKimYhuylK6yvPoullK8g8/gKZJ3cw8kCa0d8+T2LtIhLrF2PFwod+IBERkdPcYQVJqVQqCHwbmPTpKZVKLQI+DTwEXJJOpyu1458GPgm8F7ipdiwOfAU/RHpJOp0erR3/OfAt/F5KHz2ypyRTCYVCfOc7/8GyZcs577yXEQz6wUKlUmFgoJ9gMNgYugbwrW99gzVr1hKL+fWKfv3rX7Jx46NceumrSCabKBaLmKZJJjNKpVIhEPCv5JVKRW688Z8BcJyppyqWyTzPY9doiedqQ9Ge7cvxXF+O54cKlJzJ9YvmJIJctKiZZa1RlrVGWN4aZXlblAVNYUz1MBKRU0S14BeirvSPNgKjynDugEPKjKCN3RT1A6BQwJ/drLY2QzZmMIARshv7RjDgDzkLB6YVDCU7EpRUA27Ws6Ihml++iuS5y8g+tZPRjS8w+ujzjD7+AvEz55M8Zxl2c/RkN1NERGTGOtweSdcCK4BfAq/Z77b31h7vhnqIVHMD8CHgPdSCJOBtQAv+kLfR+onpdPrbqVTqGuBdqVTqY+l0+uROpXYKaWtr54/+6G18//vf4U//9I+54IJXYJoGv/nNQ2zf/gLvetd7GqERwIsv7uDKK/+ECy+8iL6+fdx33z10dHTygQ98BIBwOMxrX/tafvazn3HVVe/kpS99Gfl8gQcfvI+BgX4SiSTZbAbXdTFV0HKCwUJlUmD0XH+OTGnir3s0YHJWd4JFyRDLxwVGS1ojxIMqbyYip5Z6aFTuHWmsq6OFSeeZ0RChOc3YTVHs5hh2c7SxbYYDGq4r02aGAiTPW0biJYvJPrOLzGPb/MLcT+8kftZCmi5YiRULnexmntK8qusPMS35Q07rw029+nZtyQUsivmy39vd9fBczw+TvbHt+toMBbAS9SGnkca2GQnq/UFE5BiZ9rfRVCq1FqgPXWtmcpB0cW199/iD6XS6mEqlHgJel0qlmtLp9Mi4c389xY+6G/hz/LpJT063fXJo73//B1mwYAE//vHt3HnnBqrVKosXL+Xaa6/j93//DRPO/dSnPsMdd2zgjjt+TDgc5rLLLueqq943oQj3DTfcQFNTK/feezc//OGttLW1s2rVGbzjHe/iF7/4Kbfe+j02bnyUc8996Yl+qjNGyXF5el+GR3eP8mjPKI/1jE4akmYZsLwtyqol/jA0f0hanEXNYbo6k5oBTUSO2vgp6N1SBc9x8Vy39oXMxat64Lr+F7HasbHbXP98p+qvq9UD7gN+L6CA3+vHCNqYQWtsP1DbD9qMDGYY2brvgKGRGQ0SXtxBsKuJYEcSuyXm9zYKKEiXY8uwLRJnLyK+ZgH5zXsY+c0Wsk/vJPfcbpIvXU5i/RIV5T4CnutSzRT94vQjhca6Wp/ZsFjGm6LX9VQmFVo9AoZt+qFSIjJWz6w55r+/NMcwTIVMIiLTNa1PY6lUysIfcrYFP0j65ylOWwbsm6qoNrC9tl4J/LZ2LvhD2w52roKkY8iyLK644g+54oo/POS57e0dfOYznz3oOfF4nA9+8Go++MGrJ922evWZE46//vVv5PWvf+OEc374ww1TPu769edy//2PHrKNM9GeTIlHd4/w21pw9NTeDOXq2PCLjliA1yxrrdUuirOqPcaKtighW722RGR6PNfzZxTLl6jmSlTzJdx8iZJhkBvKjRWQHr8uVeB4l60zDf9nTLM+Xt/4u0bGhUadTQS7mrDiYfUekBPKME1iq+YRXTGH7O92MvLQFkYeSJN9agfNL08RXTVPv5PjuGWHarZINVvEyRapZgq12mX+MNRqtgjuFO8HhoGVCBNoS2CGasNNQ7XhqFNsG6EA7Z0JBofzYBj+v4HpL/XtxjHDwC2Ua7MqFnAyBaqj/toZ9beLQ7nJTbJMAu0JAu0Jgh1JAu1JAh0JrLBqTIrI9Hiu25jMw0pETvlwerqX9T4KrAdekU6ny6lUaqpz2oAXDnD/kdq6ady5pXQ6PbnP+uRzRWacStXlxZEizw8W2DqYZ2OPHxyN721kGXBWV5xz5zZx7rwk585LsrBJX4xE5MA818MZzVMZyOIM56jm/JBoLDQq4xZK0wqFDNv0h3hEQwRa436toFrtIMM2MUzT/5Bj1da1fcM0wTLGjlkmhm3597GtA+z7j+d5HlRrM6aVq7gVp7ZdW1cc3HIVr+wQjQapREMKjWTGMSyTxNmLia2ax+gjfu2kgZ8+Sebx7TRfvJrw/LZDP8gs5nmeP5NhpoCTKTbCogmhUbaIVz5wLUyz9n/bbopiJ6PYTZHaOoqVCPvvM4ch1JbAnl7nJaxoCCsagu7mKW93K04jXKoMZqn0ZSj3j1Luz1DeN8L4mMmKhwl0JAm2Jwh0JAm0JQi0xDAsXQAUORV5TpVq0Z/B1S1WcAvlxuyuE4bhliu4RQevVBmbHXbcRB/xtQtpffWak/hMjr9DBkmpVGolcB3w1XQ6/dBBTg0Ak6eR8tWPh4/g3INqaYliH6C7cUdHYjoPMWPMhPaGa9PftrTEptWemdDmwzXdNlddjxeHC2zuy7KlL8eW/hyba+sXBvNU97vK1hEP8qYzu7hwcSsXLGrh3AVNRI9BLaNT+TWeKWZbe0FtrvM8D7fs4ORLOLlybV3y17Vj1do2poEVCmBF/Bm4rJBfaNneb98KB3DyJdpbj9+XBbfiUOzLUOwb9ZfeUQp9o5T6M3jVqb8tmSGbQDxCoDOJHQ8TiIcJJPy1HQ9jR0NYkdrziQQ1FOc4mW3/92Zbe2FmtblrfiulV65m98+eYuipnfT+4GGaz5jHvMvWEW4fa+dMavPBeJ6Hky8RqziUR/NUhvOURwuUR/KUh/NURvOURwqNoapTsSJBQi0xgk1RAskIwWSEQFOUYDJCsCVGqCV2XIagHtPXeG7LpENe1aXYn6GwZ4j83hEKe4cp7B2m+EIvxRd6G+cZlkm4I0mku4lIV3Nt3USgKTohEJ8tvxPjqc3H32xrL8zeNnuui5Mv+58Lc0Uq2VJj28mVqNR6dTsF//NjNV/GPZxZX02j8bkxlIzUtoNYkQDt5y4lfhiv22x8jQ/6Lp9KpQz8IW29+PWRDqYAHKj/Z71SYe4Izj2ooaH8lMc7OhKzqrbMTGlvsejXSR8ayh2yPTOlzYfjYG0eKlS4f8cw9+0Y4uEXh9k2VJgwLK2uLRLgJXMSLGuJsLQ1ytKWCGu7EyxunnhFPTdSmN4v8RG2d6aabW2eCe2tX+F197sCMuGKyLhtwzAgYPkzTwXt2ixUgbGaNKFx9WnCQaxoEDMSxIqGMALWSen5caDX2XOqfk+bbHFsmFbZ8evvVPzFrTjjtqu12/yeLW6pAgcIXo6FxuvZGGpR79VTmw0sFPDDpnotIdfvkVOvO+RV3UbtIa/q4hbKVAazUxaRNgIWgfYEdmucQGucQEsMKxbGioUwoyHMwNTBkAdUgOb6a1x0/GWGmwn/9w7XbGvzbGsvzNw2J169huAZ8xm6ZxPDz+5m+Lke4msX0XT+CroXtp20Nnue518hz5epFsqNYa/+euK+W/DPmXK4WY0ZDRJojWMlwliJMHY8ghUPT1gO9F5Uri3Z4akGHBydE/Z7YZowr43QvDZC+EVhq4UylT6/x1Klf5RKf8YPnPYOAzsadzVCNsE2f3hcy+IOyuEggY4k5iyZIGWm/t87mNnW5tnWXph5bfY8D6/kUM3VPjfmSpO2jZJDOVvELZSn9Zj+5+UAdkvc/4wXCfrrcMD/HB0e16O7/jkwaB/0M3UBKEzzdZtpr/H+DhRyHeqd7S+BVwCXH6D20XhDHHg4Wv34yLhzw6lUKpROp/fvmbT/uXICXXvtdVx77XUnuxknRKFS5Te7RrhvxxD3bh/iqb3ZxmiRaMDkjI44S1sjLK0FRstq2021XlsiR8pzPcr7hils20dhWy+V/mn88TCNWigUwgpYVPJlnEzBH1pwGLVvDMvEjAaxIqHaOogZDWFFgxgBCzy/feAXXcbz/2j7s+OM24ax2hSm2ahNYYzfN43G+HB3s8HIvpFGaOTW/uC7pcpBWjvVEzAwAhZmwMIMWrWZePwrQGakFpiFg5iR+geB2nMMB6DWe6k+M5BX75o8bu3VuiwH8CiMFhrnOpkC3nT+nabBjIYIzW/1w6LWeCM40vAukZktNKeFrj++gMKWvQzf/xzZJ7aT27SLwup5VGPhsf/TTdEj7s3oeR5uruRfXMiXqBZqFxEKY0GRW6yM2y5Pb6hr0MaKBAl2NRFpjlEN2n7R6fj4wCiEoZ6Mk1iRINbCdsIL2xvHPM/DGclT6c9Q6feHxlUGMpT2DFHqGSL71M7GuXZTlEBHgmB70h8m15HESkb0fi8yjld1/fe1ejCUH1cLMjf2ubGaKx6ySH/9c1+gNV67kDp2QXVsP9Q4T0NVj8yhgqR6VeY7DlAX6de140uAzcAlqVQqMkXtoyWAi1+sm9q5LwcWA+kpzmWK4yJHxXFdfrNjiB8/sZt7tw/x290jlGo9jgKmwfkLmrhoUQsXL27hJXMSBPSmIseQW3Yo7uijsK2Xwgu9Y1dJLJPw4g7/j13tyocZDjT+uNX3x1/1GH/lwvM8v6fO+Do09WCkNkuXX4y5TLVQaly1rgxk8HqPX0+eQzFDAay4X0PDjIWwY2HMWMjvfVO7ymMGald7aotpW349n6P48G3Zll874xCmujrkubWZz/YrYu1VXf9DSL2ekFWvM1Tbb9QhMv1eZAqjRWYtwzCIrpxDZGknmSd3MPrIVgaf2DHxJNPAbo41gqWx0DiGV6n6M5llC1QzxQnbTqZw4ALV+6lfNQ+0xMZC9Ehw7AJBJDT25SkSnBAQzfSr37OBYRgEmmMEmmOwvLtx3HOqVAazhEsVBrb1Uu7zezAVtu6jsHXf2P2DdqPuUrA96fcAi9Yu8ERD+mIrs0K9LqJXn+XVcfHKzoTe5G653qvc8XuVl/21WyzX6kCO9Zo8KMOvf2a3xhu9tRvr+LjtaIjO7ia9x50AhwqSbgbunuL4ZcDLgP/An2VtGLgfeCVwEfDz+ompVCoMnA88k06n6/+i9wNXApcwOTC6FL830qbpPgk5dTiuS6ZUpVx1qVQ9ym5tXR1bl6seldq6VHXJlh0ypSqZkkOmXCVbcsiWq2TK/rFsbT1YqJCvjH1xPqszzsWLW7h4cTMvm99MLKircHJsOaN5Pzja1ktx10BjCJYZDRE7cz6RpV2EF7UfVS0JwzBqU6wf3mM0AqhawFTNl/Gcqh/SGPg9ijAw6tv1mXIMoB7kuJ7/IcL1atPG14Z2eV5jGvn6OS3dTeSqbuMP/Wy86m2YBkate7OmgxA5vRm2RfKcpSResoQm22Df1n1UBrJ+8eba4gxmOZxBXlYsRLCzye8hlIg0rp6btTpu9W0zFDjlZwOarQzbItjZRFtHAneB34PJ8zyquZI/PK4WLJX7Rhu9l6ZihgKNUMmKhjBjY9uNYYaJsP+7oJ5NcgBe1Z2iRIDfM9sbvy7vd6zs+PcpOezFo1qp4lXHfc6rjn3eO1pGyMaKhQi01QKieqBau7jY+D8QDel9b4Y56DePdDp981THU6lUM36QdHM6nb67duy7wN8B16VSqXvGDVn7OyAJfHPcQ9wOfAG4JpVK/TCdTg/WHuPPgJXAv6bT6ZN3qVyOC8/zGCk57Bop0ZMpsmu0xO7RIrtHS+yqrfdkStO5EDdtlgGJkE0iaLGkJcLLl7ZxXlecly9qpj2qKV3l6LiV6riZbApUs6XGbDbOUJbKwNiI4EBHksjSTiJLuwh2NZ30D37jAyi7OXrcf15LRwJHV4dE5BRjmAahtgQRFyJLuxrH6+GBMz5YGsphBCysRAQ7EcaqDS2zE2GsWFi9UE5RhmH4EyLEw0SWdDaOu07VHxo3kJnQM8PvRexf4HGGDl5t07BMvzdTPIwVr/1ejRuuaDdHMUPqBTsbNC7wFcu4hVqv5/1rRNZ7+Uxz+6hqSJoGZtDGCtpgGJhBC8MaN5trvYRBvUe2aUzqTW4GbIyghRGwMQOW/7nTthr1J63o7LywKL5jVv0tnU4/l0qlPgd8DHg8lUptAM4ELgceAP5t3LmDqVTqGuBrwBOpVOpWYB7wVvxhbzccq3bJseF5HoOFCi8MFXhhqMD24SKOaTKaLVF2XZyqR8X1cGo9iBzX36/UehINFSvsGi2RK09dCd8yYE4ixHnzmmiLBghZJgHLIFhfmxP3A5ZJ0DQI2iaJoNUIi+L7rcO2OWkGDXV1lOlyixUqwzmckTxObV3NlqhmCzjZIl7pIAWNa0PWIks7iSzpwk5GTlzDRUTkpBofHoyvrSNSZ9oWoe5mQt3NBzzHc92xgKlQHpucor5k/Mk6nF2DB3wMuzlGsKvJXzqbCHYmFS4dB/UgqD50q97TZ2x4l4MbsBjtz+AWKlSLYzXP6hOsHE3wY1gmRq00gBULY9fDnCnKBfiTtQQwgtbY5Czj1mbQbpQS0HcnOZBjPY3Ax4EXgfcDHwL2AjcC/7B/Ue10Ov31VCo1BFyDX9R7EH+o3LX1HkpyYnmeR19+XFhUW9eXkYN9aT6EppDN4uYw85Nh5iVDzBu3np8M0RUPYpu6Eicnlud5VEYLFHcPNoIiZ7gWGg3nD1gI2gjZ2PEwVve4mWxi/tquz2oTDZ70XkciIiIyexmm2ficcTBe1W3MAOsHTAWcTJHKQIZy7wj5dA/5dE/j/Ea41JlsBEyHy3OqjQkpxtcN3H/bc9yxWoG1eoFYRmPbsGr79Yk66iMTapN7+KOn/Ak/Jkz8AVTjIXL5cqNHTH3SD0xj4oQgRm2YV7mK69R6+Rxke/wkI3ie36T6MK792uA5bqMX0KFM9QXXCNlY4SDBjsjYLGGRcfUxaxOMGLUgqN6jp7FdryWp71Fygh1RkJROp/8a+OspjnvAV2rLdB7n+8D3j6QNpzq31gNoX7bMvmyZ3myJfbkyvdkyg8UKflkSj6rrr93aG5rrgYtH1a1tex6VKXoLlatuo9eQ35vIpeS4jeLT44Vtk8XNYS5Y2MSSlghLWiIsbo6wbG4TmZECAcvANk2CloFt+r2FAmZ928Cq11YROcncikN53wjlPcN+bYI9w7yY33/iSMAysZsiBOe2EGiOYTdH/aUpWpv6eHZM5SsiIiKnPsMysZv8zyn7q88wV943Qrl3pLHeP1zaGw3hjq95s3/9m/E3VauHnDnrRDgeU3wbtj9UC4Ox7y/1GpH12pHj9s2ghREPNYZx+etxQ7nGDe9q6UiQKVWxImNTzCsAktlK34ZmgG2DeT517wts6836wVGuRF+ugnMMiwUFaqFOoDZEzDYNAqZBLGARCPv7QctkbiLUCIvqy5xECHOKIKijI0FfSONaZWZqfHCqBUalPUNU+jITPhhZiTDNZ8zHjYbGhUUxfxp2FfQTERGRWW78DHOx1Fxg6nDJKFZwakOrGp+A9t+or0zT7z0TCmCE7Mb2VGvDtvwizVUPr+rWtt2x4s1VF891oerP/FVr9MQJPg4Q4jQlwwwP5aE+8Yc39cQfnuth2Obk+j1TbB/Pi9/NHQn/s6jIKUBB0gzw0y0DfO1Bf+rYkGXQFQ+xbk6CrliQzniQrliQrrg//KszFqQ1EsA2/TdT0zDwe4samBi1yZX8tWkY+L1F1SNITn2e51HpHaW4s59SzyClPcMTpxK1TILdzYTmNhPqbiE4twU7HtbYbxERETmtTBUuzcbPQ00dCcqzrM0ipwoFSTPAX7x0Pu+4YBFuvkQyZCv0EZkmZzhPcWe/v7zYj1scq2lkJSNEF86thUctBDuSmhFHRERERETkKClImgFMw2BpW4w+9+SPNRaZyaqF8lhwtLOf6mihcZuVCBNb1kV4YTuh+W3YhyhMKSIiIiIiIodPQZKIzEjVQpnKQBZnKEtlIEtx9wCV3tHG7UbIJrK8m/DCdsIL27Gbo+rNJyIiIiIicpwpSBKRk8ZzPZzRPM5glspQjspg1t8ezE4YpgaAZRJa0NYIjoKdTSqILSIiIiIicoIpSBKRY8p1qjjZIm6hjFsoUy2UcfMlqoUKbqHk7xfKVPNlnJE8VPcb0mkY2E1RQnNbsVtjBFrjBFpiBDqaMAOaJVBERERERORkUpAkcpy5TpXSzn4KL/RS2N6H57jYyQh2IoKVjGAnI1iJSOOYGQ4c9PE818UtVvylUKZarOAWy3hlpzaFqofnjJ9e1a1Nt+qNbRtgRYKY0RBWNIgVCWFGg1hRf22GApOGiXmeh1dycLIFqtki1UwRJ1tsbFezBZxskZ0lZ1qvixkKEGxPYLfECbTVwqLWOHZT1J8qVkRERERERGYcBUkix4GTLVJ8oZfCtn0Ud/b7wQ5ghgOYoQDl3hHKe4envK8RtBshUyYRpjCSxy1UqBbLuMUKXnl6Qc1RMY1G0GQGbar5EtVMEc+pHvAuRsjGjocJz4tStS0/mAoH/XUkhBkJYEZC/uNGAhimZlATERERERGZbRQkiRwDnudR6R2lsG0fhW29lHtHGrfZrXEiSzuJLO0iNKcZwzTxPI9qrkR1tICTKTTWzujYdmUgQ7H2GIZlYkaC2Em/x5IZDmKGA34oU98P2mCZGI3FwLAssAx/3zQbt+N5VPNlf6hZvj70rIybL/uhUe02ZySPV3b8n90aw46HsRpLBDsxtm8G/beTjo4EfX2Zk/CvICIiIiIiIsebgiSRw+BWnNowrqIfAGWLOMN5ijv6qOZK/kmmQWhBG5GlXUSWdhJojk16HMMwsONh7HiYEC2Tbq8PI2tJhhnKlzGPw1AvKxoCEoc8z/M8zYYmIiIiIiIigIIkkQk8z8MZzlHaMzzWW2hcHSC3VJnyfmY4QHT1PKJLuwgvascMHbzO0aEYhoERDhBsimKWDzyc7ERQiCQiIiIiIiJ1CpLktOZ5Hs5QjuKuAUq7BintGhjrWTSOEfTr/wS7m7Fqw7n8YV0RrHiYQGtcU9GLiIiIiIjIKU9BkpxWPM+jMpil+OIApV0DFHcN4ubHgiMzGiS6cg6hea3YLWM1gY62h5GIiIiIiIjIqUBBkhyUV3X9ItAjeaojBZzRPM5IHme0wEDQxg3aWLEQVjSEFQv508nHQo1jhnXgmbk8z8OrVPGcKl6lilvbpuqCaYBh+MOqDMCsb487bgIe/v0qDl65iltx8CoObrk6Ye1VqlQLJXr2juBki402mNEQ0dRcQvNaCS9ow26JaSiXiIiIiIiIyAEoSBLcUoXKUA5nKOeHRCP5WmBUoJotgDfFnUyDMoA71Y3jTgsHsGIhsMxGYNRYqu7xeDoHFUhGiKbmEp7fRmhBK3azgiMRERERERGR6VKQNIt4ngdVF89xMezak7sOXAAAIABJREFUVO7TDEE818UZKeAMZakM5agMZnGGclSGchOGdo1nxcOE5rZiJyNYTVHspih2Mord5NcF6mhPsO/FAX+6+FwJN1dqbFfHbTvZIrgeRsDCsC2/p1LAGltsC9Met2+aeK6H392o9rxri1cPrlzPn00Mv36REbAwAzZGsL62MQMWRsDGrN8etOla3E5/f/bY/IOIiIiIiIiInGYUJM0A1VyJvc/tJtOfwS07uCUHr+zgliu4ZQev5NSOVyb1AKoHMf5i+vuW5YcotonngTOSwxnOT9l7yEpGCC/qwG6JEWiNYTfFsJsi2IkIxiGmnDdMwx/SFg1B+zF9SY4b9T4SEREREREROXIKkmaA7DMvMvJAesrb6j1pzEgQuymKGbIxLAuvWhse5ri4jl9byC1V8HIlvErV78FTf4yQTbCzyQ+LWmIEWuLYrTHs5hjmIcIiEREREREREZE6BUkzQOIlS+hMzWE0W8II2ZjBgD8cK2gf8ZTyXtX1C1d7fpCknjgiIiIiIiIicrQUJM0AZsAiubybUl/mmD2mYZkHnTFNRERERERERORwKWkQEREREREREZFpUZAkIiIiIiIiIiLToiBJRERERERERESmRUGSiIiIiIiIiIhMi4IkERERERERERGZFgVJIiIiIiIiIiIyLQqSRERERERERERkWhQkiYiIiIiIiIjItChIEhERERERERGRaVGQJCIiIiIiIiIi06IgSUREREREREREpkVBkoiIiIiIiIiITIuCJBERERERERERmRYFSSIiIiIiIiIiMi0KkkREREREREREZFoUJImIiIiIiIiIyLQoSBIRERERERERkWlRkCQiIiIiIiIiItOiIElERERERERERKbFnu6JqVSqDfgUcDkwF3gBuBn4fDqddvY790+BDwMrgSHgVuDv0+l0dorHvRz4BHAWUAA2AB9Pp9O9R/B8RERERERERETkOJlWj6RUKpUA7gf+CngGuAkYAT4L3JZKpYz/n707D5I0z+v7/n6uvO+q6u6ZnumZ3ZmdZ7UIEAoMA4o9dNiWtAo5bEuEVrYVayxDWNhGhPESiw6jDcfajkAGW1ojSwILISPt2qHARgqHsS0WjFgkQLByoOXZhT1mtTvTXUdW3sdz/PzH78mjqqu6s7urqyu7P6+InOfIp7J+WdPdlfnJ7+/7W7v2w8CP54/9V4BPY0OlnwnDsHDqcT8A/APgGvAjwD8CPgj8YhiGrUd5YiIiIiIiIiIicrE2rUj6MPBO4LujKPrvFyfDMPxJ4APAHwb+YRiGLwEfAT4FvDeKoji/7iPAXwC+AxtCEYZhDfgY8HngG6Io6ufnfwb4UWyV0vc+6hMUEREREREREZGLsWmPpJeBLwP/w6nzfy/ffku+/Q5sOPXRRYiU+yjQB/702rkPAG3ghxYhEkAURT8GRMAHwzD0NhyfiIiIiIiIiIg8ZhsFSVEU/ckoim6d7oWErVICuJ1v35NvP3nq66fYKqWvD8Oweeranz3jW34S2MH2TRIRERERERERkStg42bbC3k/pD3gjwF/CXgD+Dv53a8At89qqg18Md++Bvxyfi3YqW33uvbTDzpGERERERERERG5eJtObVv3EWwF0sewDbf/tSiKuvl9O8DxOV/Xy7fNtWtnURRNNrhWRERERERERESesIcJkj5PvlobtjLp/w3D8Hfn9wXA7JyvW5wvPcS1IiIiIiIiIiLyhDnGmIf+4jAM/wjwvwP/AvhaYAi8EUXR7zjj2v8G+BDw+6Io+tkwDH8DeHsUReUzrv2PsI29vz2Kov/pXmNIktT4vnpyi4iIiIiIiIhcIOeskw/cI2ldFEX/IAzD/wf4A9ieR13On462OL+YttYFSmEYFqMoOl2ZdPrac3W74zPP7+3V2d8f3O/Lr4xtGy9ozJdh28YL2zfmbRsvaMyXYdvGC9s35m0bL2zfmLdtvKAxX4ZtGy9s35i3bbygMV+GbRsvaMyX4aqPd2+vfub5+05tC8PQD8PwD4Rh+K+ec8mX8u0u8FngehiGd1UZAW8DMuBz+fFn8+3L51wLEN1vfCIiIiIiIiIicjk27ZH008D/HIbhWXPIvh4wwBeAX8gf893rF4RhWAJeB34jiqJF3PYL+fa9Zzzm+7DVSJ/ZcHwiIiIiIiIiIvKY3TdIiqIoAf4+trH2f75+X97L6BuBfxhF0W3gJ4EU+IEwDItrl34/0AD++tq5nwIGwIfCMOysPea3A68BfzOKouxhnpSIiIiIiIiIiFy8TXskfQh4D/BfhWH4PuD/A74B+P3YSqTvBIii6DfDMPxB4PuAXwvD8KeBrwHeD/xj4G8sHjCKoqMwDD8E/Ajw62EYfgK4CXwbdtrbRx/52YmIiIiIiIiIXCBjDKME+rGhFxv6saE/NwwS+F1tl7fXn+4FwTYKkqIo+koYhv8K8BHgj2ADpK8CPwz8l1EUHa5d/mHgy8CfAb4beAv4IeAvnW6qHUXRXwvDsIsNqr4LOAJ+HPhzURQdPcoTExERERERERHZVGYMg9gGRMdzswyKevm+vdn7U3P2Y8xST0HSQhRFbwHfscF1BvhYftvkcT8OfHzTcYiIiIiIiIiIPIg4MxzNDEdzu10ERCeDItsA+jy+A/XA4cWKQ6Pg0AgcmoHdLm4vVJ1Le05PysZBkoiIiIjIRUsywySFcWIY9WOORhkGMMa+mM+Mscdr54wB34Vmwb6AD9yn/0W7iIjc2zwzfHWY8LnjlKO54XC2Co4OZxn9+PyvDRz7O+VtNSf/3QLNwO4vw6KCQ8UDx9HvHAVJIiIiInIhFj0junP7wr07MwwTwzhZhUWTFCbp6tz8xNIqs/Me+p5qPrQKzuoWOCeO2wWHoqcX/iIi22qeGrpzw3E+5ex4nh+v3YYJwPSur3Ud6BQcXms4dAoOO0X7e6FVcJYfSJQVED0QBUkiIiIispHU2PL/7vzk9ID14/l91tx1gLIHFd+hEdhtxYOy79CoFphN5jiOgwM4jr3ewb4RWD83z6C3eAMRG+5MDf9yfP6EhHoAe0WXvZLDXtGx25LLbtGh4uvNg4jIZTPGMM2gf0b/of5aA+vu3DBOz3+cggvtgsPNisPzzQKVLGGn6NApOuzkYZGrkOhCKUgSERERkWWD0e7ap7yL/e4s43hu6N2jd0TFg2sl+ylvp2g/9W0XXeq+DYvKeVhUcs//1Hdvr87+/uChxm+MrXA6XguX1kOvg5nhi8OMzw/v/tqaD7tFGyxdKzncqrq8XHOpKmASEXlgi+rU9R5E/RP7q7Aovs+HDyUXWkWHW8GqiqhdOFl1ul5N9Ci/R2RzCpJEREREnnLrU87OCoqOZzZ4OW8FGteBVuDw9pp90b4IilaBkUPpCU8dcxyHSh5aPV85+5o0s1VT+1NbwXQwy9ifGvZnhjfGhi+OTn7kfa3k8Laau7w9V9an2iLybJunJ6eXLW6r0OjeK5oBuEAjgBulvEF1Pr2sHiz6EUEjP9a05KtJQZKIiIjIllsERQczw/4042BmGH61z5v9Od08JDrvU18H+4L+xcrap71Fl/bap76NgKciQPHcxZQ2eNep+1JjQ7XbE8MXhhlfHGZ8cZTxTw5S/smBDZiKLry0Fiy9XHXZu/ynISJy4bK1KqJ+XtUZH4/4Sndug6INpph5jg2AXqysNakurFY1W+xX/afjd8qzTEGSiIiIyBYwxn7SezDN2J/Zqpr14Ghy14v7BLDTtm6U1kMiZxkStfMX9Z5WPcNzHHaLDrtF+JqWB9g3Vm9N7JS4L+S3z/btbaH5L+bsBLBTzL++tHgcl0ag5q0i8uTF2Wqa78nqoftVEa2WOSt5dlGDW2csZtBaC4j0b96zQUGSiIiIyBWwqCo6nNllig/Xli5ebOMzpgr4ju3v80rdNpHeLbnsFR3e8VwNRmMChUQPzXUcnq84PF9x+dZr9tw4WQVLXxplHMac23spcMlDJWfZ1LvgQtGz24K7OF7ft1vfWWs27iwajp///zIzttH5PLVLYM8yiLN8P7VvJGcZFEdjjgcJaWZIDCQG0gwSY9b28/PGYIzti7XcntrHwH1anJyp4NoKr6LnUPSg6NptyXNW51375nVaSpjODRXfLtGtN6oiJ83T1eIHh4vFD/LfJUdzc89l713HLnO/qCJqrlUOvXStijOe0Cw4lDXFTNYoSBIRERG5JPPUhkIH+e1wluVb+6J/ds478qoPN8qLihc3D4xscHTeajR7NZ/9iV74X7SK7/Culse78qqlvb06b93p0137/3owMxzklWIHU8Obk3s0C3lAi2DJXdvP8uBnM/d4R3lVfeZoues7UPah4jnLFf8WzdwX25LnUDq1XT+vKTWybeJs9aHCyQ8ZMo5mhkFy9te5jl3N7B31tZ52hZOB0b2mme3tFtjfnz3GZybbSkGSiIiIyAXJjP3k92CWcTBdhUZ2m537qXDJg92SXaZ4p+iwU3TtssX58sX6JPhq85x8Slvp7vvWK83G6aJqKN9mMMvMiSqieWrPZacqge4+NsuqIAdb0RPklTxBXu1TWJ6DwLUVPjutMuPhFN+xoYzngu84a/uL8w6ec3dwxaI6am3fXrP5n1FjbM+uWQbT1D7vWWorp6Zr+7PMME2BIOBoOGecGsaJYZzAKLHTOx+2GqqUB08136HmQ9V3qAUnj+v5VJ2a71DQ30F5jCaJrSg6Xltp8nBmzx3e43eH50CnYCsnF0vdd7TsvVwCBUkiIiIiDyAz9sX+YrUvu82WPYvOamrt5i/239mw4dBuyYZFu3lYVPE0Xedp5TgOtQBqwdX4/7u3V2J//8lWJTmOQ8GDggf1DX4u5y3nbYwNocaJbQA8TmzwNE1X28mp4/Xz/bntgbWJosuyF0znVJ+xRe+xgqaRyhmWjfwP5nxhPzmxcuZRvmrm9JxE1AXaRYfXGqsPGhYfMuzkfdgUFMmToCBJRERE5JTU2E+EF2HRwTSj98VjvtKPOZyZM6cRlVzb1Hqv5LJTtNPOdvLGy62Cg6cX+yIXynFWU9c6D/kYqbEVTsPEMIoNw3z/9HE/NnRnhrem5wdPNd+GTdfrKTVSdopu/oZflYVPu3lmOFz8vsh/Z+znU1sP57bCEO6eIlb2WAWTpwLKnXzqsn53yFWkIElERESeSUlmpw4sq4rynjb7J174r0upeHCzYsOivaJdSn63aI9rWq1GZOt4jkM9yCujyve/fpaaZUVJd27DpfXjt6aGL4/n+dUnl1KseKxVlNiQqZNXNDUCOw5Vl1w909SubNaP7Spngxh6saGfVxQdTDOOzynyq/lwK/+d8WK7SDGJT4RGJYWLsqUUJImIiMhTa5TYT4QP1ppaH+RT0Lpz22PmtLoPL1fdPCDKb0WXd96sM+mNLv05iMjVUfQcbpQdbpwTOhljKDVrfParg3z1rCxfidHe3poYvjw2nLXWnQPUA2gEthFyI2+IvH7cLjiaznQB4swwiG1Pu0FsGCT2eHFuERT1YtvP7DwO0Co4vFbP+6TlHyzs5lOY16vQ9vZqZ07RFNlGCpJERERka83WljxebNdXzJqkZ39dK4C311dVRXuLF/+l86ef1Aouk8f4XERk+zmOQ6Po8lLN5SUAvBP3G2NX2DpcW3HLVrqwDC7uTA3/cnz+FDrfYdWMf9mgf1Xl9LRXRxpjiA30Zhn70yxv0p43az/VtH3RE2uY2EqiRVh0Xk+iBQdbTbRXWoV5jXyVMxvssQz6AvXGkmeQgiQRERG5siaJyT/VX4VFizdf3bntX3KWwIGdksMrRfsJ8W7RXX5a3FFTXBF5QhzHVhQ1Aoe31dwzrzHGBh2LYKkf26lVvRi6a/8G3jmnX1Pgwk7BrkJXyFfyKyxW8vOcfEU/e35xbtfM6PdT3MWqfIuV+hwHNz921u5b3zpr1y5W9Ftca7DVP3EGcWZ7CcX5ioVxZqt9YrO672QYtHacceI+mwNNH+hn7wK1wE4vrAfrN6j7q+PFNEP1JhI5n4IkEREReWLSzAZCB3kl0WL6x8Es42BqV2I6y+IT+Rcqq6WOO/lqSrtayUZEtpjjOJQ9KJcdrt+jb9M0XS0Tv75U/HIa3T0ag99tfv9LnhDfgaIHJXfVV6joQaMc4CQJJc+GYqU8HDvruOo7VH39XhC5KAqSRERE5LHJjO03sXhzczSzFUaD3+7y5sAug3zWDAPfsZ8av1xbW+644NApunQKdjl1vSEQkWdZyXN4vuLwfOXs+zNjq39mGczzqp55PuVrfTvPoFAuMBjNMAYyYyuJMmMrfzJjq6TWz5n8GnPqOFuet/+2O0DgOgR5FVTgOvn27vOBwyoE8qDo2q1/TgXp3l5dPYdEnhAFSSIiIvJQ0swwWlsqux+vfTKeb7tzQ3Lmh+IpzQBertmmpIseH3b6mSqKREQelevYyp2ih53vew97e1X29+/TOEhEJKcgSURERJbizHA8X4VB/dgwSmwvolFycn96zrSzhboPNytry1znVUU7RYfXbjboHQ0v50mJiIiIyIVRkCQiIvIMSfKeRMu+Gmv7R7OMXmynJZzHd+xKNjsFh2rgUMv7TlTzRqW7a/2Kiuesfga2uauIiIiIbB8FSSIiIlvOGMMoznhrki1X9+nHdqnjxYo/i9vonFXOXKBdcHi17pxYVrpZcKj6djnpqm97WzzNy0qLiIiIyL0pSBIREbliZqmdXjZMbPCzmFJ23v44gcTcexnksgfNwOFm2aGdh0TL6WZFh1bB0VLHIiIiInJfCpJEREQu2SRZLNNsp5Udze20skVz6uE5VUOnlfMljdsV2KkGlExKI3BoBg6NwKFRcGgE0AgcgnNWvREREREReRAKkkRERB6RMXZZ5WFsQ6BBbKuJhrFhkCzOG3qxDY4m5zSp9h3oFB1eqNiqofX+Q9VT+xWfExVEWgZZRERERC6DgiQREZFTjDGMk1UYNMzDoMH68dr+ID5vifuTCq4Nit62Nq3MTjFz6RQcalryXkRERESuOAVJIiLyTDHGVgQdzQ3dfCrZYhWz47mdZtaPJ6QbBEOBCzXf4fmKrR6q+Q61wKEesDyuBzYgqqtRtYiIiIg8BRQkiYjIUyEza9PK8hXKFseD2IZFi6Bonp39GA7QLDi8relTIlsGQzWfVSjk22Co5t97eXsRERERkaeRgiQREbly0swwTslXJLMrlI1TuzrZ+qplw8Qsg6JRAvcrIqp4sFdyaBfslLJ2wfYiauf7zXzlMvUbEhERERE5m4IkERF57DKzCnwGy/CHM8+NE8P0nIqhs1Q8qAcO18sODZ98all+81fTzFoFVRCJiIiIiDwqBUkiIrKxOFs1mJ7kFUJ2ayuIJvl2nNg+RONk0bR6ct9qId+xIdBOyaHq2RXKKr5DxV/tnz5f88HXsvYiIiIiIpdGQZKIyDMsM4Z+DMfzRU+hk6uUDfOVy0YxDJLzewudxQUqPpQ9h+frPiXStSqhxY3lcdlTI2oRERERkatOQZKIyFPK5M2nF02mF6uTdWer4+PYkN2nVGhRKXSttFqVrOpDxbNVQWUvrxDyoJxvK6dWKFPPIRERERGRp4OCJBGRLWKMYTDPeHOSMchXJhvE5Fuzds4wSDh3CXsHaAZwq+LQLrq0Cw6N4OTKZFUtWS8iIiIiIqcoSBIRuSIyYxjGLCuFllVDp26Jmd7zcQIHGoHDixW7lH27YBtNtwp3r04mIiIiIiLyIBQkiYhckllqg6GjmeFobdud2fO92NyzgqgewM2Kw14toJilyz5DjcBWEy2OS6ogEhERERGRx0RBkojIBVj0IzrKQyEbEGUnAqNRcvbXOtjKoRcrJ6uHWmvVRM3AwXPVb0hERERERJ4sBUkiIhtIslWz6vWwaLHfnRnic6qJAgc6RRsUdYoOncLJ7XpIJCIiIiIicpUpSBIRYVVRdDgzHMyyfGs4nNptd244b3Gzmg83yjYUWvQg6hTdZVBU8zXVTEREREREng4KkkTkmTJPDbenhjcnGW9ODMdfOuar/ZiDmWGWnf01zQDeXnPZKa4qidp5aNQpOBQ8hUQiIiIiIvJs2DhICsPwBvADwPuB68AR8H8DfzGKos+fuvZPAd8DvAZ0gU/k1w3PeNz3A38e+J3ABPhp4MNRFN15iOcjIgLAPDPcnqwCozcnGW9NDIezuyuLii7sFh12Sg47BYfdkmuP8+CooGlnIiIiIiIiwIZBUh4i/VPgReD/Av4eEAJ/EvhDYRi+HkXR5/JrPwx8FPjnwF8BvhYbKr0ehuH7oiiarz3uB4CfBD4P/AhwC/gg8N4wDL8xiqLji3iSIvL0yYxhEJP3KcpOrIR2e3p2YFTz4ZW6y3Nlh+fKdvs1LzSY9YaaeiYiIiIiIrKBTSuSfgAbIv1nURT9t4uTYRj+u8BPAH8Z+KNhGL4EfAT4FPDeKIri/LqPAH8B+A7gr+bnasDHsCHSN0RR1M/P/wzwo9gqpe99xOcnIlsqM4be3HC4WPVsdnK/Ozck5zQtqq4FRjfKq+CoHtwdFjWLLvsKkURERERERDayaZD0bwL7wA+vn4yi6O+EYfgDwL8ehqGLDYp84KOLECn3UeC7gT9NHiQBHwDa2Clv/bXH/LEwDD8EfDAMw++Loih98KclIlddagzHc1s5tKgmWt/vzg3ZOUFRzYeblUWvolVT6528f1HZVzAkIiIiIiLyONw3SArD0MMGQXEURWe1op0BBSAA3pOf++T6BVEUTcMw/BQ2cGpGUdRbu/Znz3jMTwLfie2b9On7Pw0RuarGieGtScbtqZ1ydiff35+dHxQ1A3ipagOi9QbXi62aW4uIiIiIiDwZ9w2S8oqg/+6s+8IwfCfwTuC3oyiahWH4CnD7rKbawBfz7WvALwOv5Mefv8+1CpJErihjDNMMRrFhmMAgNowHY377YL4MjQbJ3V9X8WxQtJuHRDuLkChfCS1Qc2sREREREZEraeNV207Lp7L9VcAF/np+egf4wjlf0su3zbVrZ1EUTTa4VkQuSWYMwxiOY9ujqBcbhrFhmNjm1sPEMEoW5zijT5Htp+8AO0WHW1WH62WX6yWH62WH6yWXmo+aW4uIiIiIiGyhhwqSwjB0gP8R+P3Ar7DqnRRgp7qdZXG+9BDXisgFiDPbg+g4D4iO56v93txwHEM/Pn/K2ULRhVrgcLMCNd+hFjj5Ft6+V6E8n7FXUmWRiIiIiIjI0+aBg6QwDH3gbwAfxE5L+zeiKJrnd0+w/ZLOUsy3o4e49lztdgXf9868b2+vfr8vv1K2bbygMV+GTcdrjGEQGw4mKQeTLN/a/f1JyuEkpTc/PyHyHOiUXF6teLRLHp2SS7vk0il6NIoOjYJLo+BSL7gb9Cjargx42/5MgMZ8GbZtvLB9Y9628cL2jXnbxgsa82XYtvHC9o1528YLGvNl2LbxgsZ8GbZtvPCAQVIYhhXgfwH+MPA54A9EUfTVtUu6nD8dbXG+t3ZtKQzDYhRFpyuTTl97rm53fOb5vb06+/uD+335lbFt4wWN+XGLM0OhUeWN20NG+XSyUcKZ+4v+RPOz2uEDvgPtgkPYcGkXbB+iVsGhWXBoBXZb9cG9a7pZlt+AOWTz+/+l3KafMWzfeEFjvgzbNl7YvjFv23hh+8a8beMFjfkybNt4YfvGvG3jBY35MmzbeEFjvgxXfbznhVwbB0lhGLaB/wP4ZuDXgD8YRdGdU5d9FnhvGIblM3ofvQ37jvRza9f+HuBlIDrjWs44L7LVjDGMU+jPDf3YTinrx4Z+PqVs/fwkBZje9zF9B2o+XCutVjVrFxw6RTffOtTODIlEREREREREHsxGQVIYhiXgH2BDpJ8D/mgURf0zLv0F4PcC7wZ+5tTXvw78RhRFg7Vr/33gvdwdGL0PW/jwmU2fiMhVkWaGo7lhf2o4mBn2pxkHM7O8xedUDS1UPGgVHG4FDru1AD9NqPpOfoOqb/sRLfYLrhpXi4iIiIiIyOXYtCLpo8C3Ap8C/tA5K60B/CTw/cAPhGH4c2tT1r4faLBa3Q3gp7BNuj8UhuH/GkXREUAYht8OvAb85SiK7vOWW+RyGWOnlPWXlUS2euhgugqKujPDWX9wSx5cL9mKoXo+nawRrN+gHpxsUH3VSx1FRERERETk2XLfICkMwxvAd+WHnwG+LwzDsy79r6Mo+s0wDH8Q+D7g18Iw/Gnga4D3A/8Y26QbgCiKjsIw/BDwI8Cvh2H4CeAm8G3YaW8ffehnJfIAjDHMMttjaBAbBnm/oX6+ktlgOQXNBkjpPVY0awTwcs1lt+iwV3LyrT2uasl7ERERERER2XKbVCS9zmp1tW+/x3U/jG3o8mHgy8CfAb4beAv4IeAvnW6qHUXRXwvDsAt8CBtWHQE/Dvy5RYWSyMOKs7Vl7eeGXgzp4ZDbvTmD2DBMbDg0jA3xfZa79x1bLfRiJa8eKjg0g7yyKLB9iHaLDsX7rmYmIiIiIiIisr3uGyRFUfRTwMbvjqMoMsDH8tsm138c+Pimjy/PnjQzzA3EKcyNsdvMBkWTlGVY1IvzwGhuOI7tFLS7xcu9RTj0XMWh7ttQqB7YxtSLgGgRGlU8VROJiIiIiIiIbLxqm8ijSo1hFEM/MatpZLFhkE8ZG+TnJwnMM9uUep5xZr+heym50Cw43KyslrZv5RVEt/aqpKMxtcChpCbVIiIiIiIiIg9EQZJsLM4M0xSmqa0Euu3MeesoZZIfT09tJ4lZ7o8SWyF0nxlkFFy7ElnFdwhcKLh2u75fcCFw7WplxTw0auZBUavgULrH9LK9TsB+6l7sD0ZERERERETkGaEg6RmRGcMshUlqGOchzySFcb6dpIZJYu+bpjYwsudWwVByVwo0O+tbneA5UPag4jtcLzs08mlji1tjuQ91Xz2GRERERERERK4yBUlXlDG2AfQkYVnxY4MeG/LMUjv1a5bZaWDz9PS+YZ4VsTJJAAAgAElEQVSxDI+m6f2rgU4LXBsClX2HThFKnmOPPYeSBzuNEtlsTtm7+76y51DyIXA0fUxERERERESefsaYZ+L9r4KkK+BLw4y/+YVjuuN4GRidXQG0Od+xU8CKnkO74FD2bdBT8RzKvg16FpVC5fxcZT0E8sB37/0XYG+vyv7+g3YwEhEREREREbna4jhmPB4zHo3oD/r0esccHx/TO+7R6x3T6929HfT7/Ml/59/j2/+D//BJD/+xUpB0BXxlkvHp/RjfgZJvw52dInn44yyrghZBUMmzAVEh7xdU8ByKeQ+hgmfPec9ACioiIiIiIiJynslkwnG3S/e4a7fdLt3uEcfHx4xHI8aTsQ2LxmMm4zGj/NxkPCaO4/t/g1yj0aDZbHHz+Zu8+uo7HuMzuhoUJF0B37rn80fe2eLocPikhyIiIiIiIiLyxM1mM0ajEZPJmMlkkt/GTMaTk8f5vg2Ghty+vb8Mj6aTyUbfy3VdyuUylUqVdqvNzedvUq5UqOS3RqNJs9mk2WzRarXsfr6t1xv4/rMVrTxbz/YK8+4zjUxERERERERkmxhjGI1GHHe7HB8fc3zcpd/vMxj0GQ6HDAYDhoMBw+HA7i/ODQfM5/OH+p6+79Nqt7n14i1a7TbtVttu223a7Q6tdptms0mtWluGRaVS6ZnobXRRFCSJiIiIiIiICEmSLHv+vPmmx8FBnyRJSJOEOInz/ZQkSfKbPTcajTg+tlPHesfHdirZ8TG94+ONp4i5nke9VqdWq3Ht2jVqtRq1ep1KuUK5XKZcKVNe7JdP79vjV159gelUCz49bgqSRERERERERK6gLMuI45j5fMZ8Nmc+X9xmzOdz4iTBZBnGGDJjwBiMMRgMxgDGkJkMYyBLUwbDgW0Wfdyl1+vZsCdvFH18fMxwOLiQcZfKZdqtNq+++g5a7TatVotWy24bzSb1Wp16vU6tXrfhUb1OuVx+5ACo0agzm13Mc5DzKUgSERERka2QJAmTyYTZbEocJ3iui+u5OI6L57m4rofrunfdPM/Tp9MicmGyLGM4HDIaDm1/numqX890Mj3Ru2c6nTKZjDEmZTgcE89j4tgGQHEeBMXx3J5P4uX9i8AoSZLH/nxcz6PZbLK3t8er73jHshdQp9Mgjg2+7+N5Hr7vEwQBnufj+4ubh+f7VCvVE4FRqVR67OOWJ0dBkoiIiIhcmDiOOTg4YH//Dgf7+4wna2+c4nh1m8+ZxyfPQ0q/P2I6mTCdzZjmodFkOmU6mZCm6UONyXEcKtUq1UqVSrWSb6vUqrUTx9VqjUajwdd93dfz3PPPX+wPRjaWpunyzfd0MmUwKHF8PMFxXFzXuef2vMDwrPNBEKgvylPOGHPi353V9Kz0xFStJE5I0oQkjhmOhvR7ffr9Hv1ej15/td/v9+n1ewwHA7Isu5AxBkGQ3woEgU8QFCiXyxSKBQqFAoVCMd+u31bnfN/HcRxcd/Xn33Gc5Q1Y3uc4DvV6g2azmTeMbtFstajVamf+Pdjbq7O/r+oeuZuCJBERERG5L2MMk8mYo8Mj9g/22d+/w/6dO+zv5/v5tnt09Mjfy/U8yqUSpVKZYqlIs9miVCpRLJUo59vAD0iz1E7nSDPSLCXLMrI0IzNZvm/PxUnCeDRiNBpxdHjIG2+8QXafUOrWrZd4/Vu+lddf/xa+9uu+niAIHvl5PUuyLKPf73F0eMRR94ijo0O6R0ccHR1x3O0yGtvAcDK5e/Wl2Wx2aeN0HCdfqali+61UKsvjymK/XKFYKuF53l031/Xw/JPnWq0q/d5kOb3ITjWy3++sc4VCgWKxSKFYpFQsLveLxSKlYmm5HwTBVoVeWZYxnU6WS6svllefTE6dm4wZj0dMpzMbiDgOzrKi0AaEnuvm5xxc18uDE8Ph4XH+9Scfe7UdP3QAfZrneTQaDdqtNi+99DKNRoNarX6qR4+9lUpr+/n2+ed3GAzmeWBkw6NFCCSybRQkiYiIiDxjjDEkScJ0OmE6nTEe2xV1ut0uR0dHdLv57eiIo26Xbn7uXm/wC4UCe3vXeOkbXmZvb4+9vWvs7u5Rq1VXb5wKBQpBgJ+/iSoEBYJCgO8HFIKA557vMBqljz20McYwn88ZDoeMxzZgWgRN+/v7/Mov/1P+2T/7FT7x8b/LJz7+d6lUKnzjN34Tr3/Lt/LN3/w6O7u7j3V8ly1JkmXPldlsdZsv9hfnp2v3nbp2Mpms/swcHdE97t43rAP75nwR4jQaTa7fuHGigW6pVKZWKzEez8gygzHZ2jbvC7PYpmdXiJhFYrN+DkM8j20IkQcRw9GQ/f07TKfTR/6ZPg6u61Ku2Aq6atXeKtW1/UqVWq1GpVKhWqvh4JAkMfN5TJLEJysC81sSx8zjmGLBYx6nNhjzPLx8SqjruXiev5wi6rouWZadCGomy0BoLcSZjDdedv0iBYXCMvy7du3a8s9RoVC007CCxXSsYDkta7Fvp2x51Go1Go0mjWbDbht2W61WHyn0UXWPPE0UJImIiIhsIWMMg8EgD3uOlmHP0ZHdH0+G9HsDJtMps+mU6WzKdDJdThXb5E0+rJZRfumll2m3O7Q7bfb2rtnbtb3lfqPReORP1pvNOvP543+j5TgOxbzKY2dn5677/61/+48xm8349Kd/jV/61C/yS5/6RX7+5z/Jz//8JwF47bWQb379W3j99W8hfOfbOTocnvVN7jpl39TP8yBmrWHubM4sb5y7aKY7na4qdcbj0d2VO/kb9slkQpIkd1fJnFU947kEvsdoPFmFRLPZhVVsgG2w2+l0eNfveBedzg7tTttu2x06nQ7tTodOu0O1VqNcLm8UGl72G/DF1DpbMWN/9rPplDSvcEvT9NQtIV07XykHDIczHCefUuc4ODhr045YngPW/kzMmE6nyxBvOpueCPTsdL8Jw9GQg4N9vvSlL17Y9KqLsAgAK5UKOzs7y4quxfLq9lalXF4/Xl1TLpUBVhWFWYbJDFmWkhmDyTLSLMNkGZkx3LjeZjbnREWZ7+vtrchl0N80ERERkScoyzJGoyHDwZDhcMBwOGQwsNvF8XA4YDAY0O/1bVjUtdODNmnCGgQBxWKJUrlEpVKhs9OhVCytTRUrUyqXaLVaNihqr97stzsd6vX6Mzn1olgs8k3f9Drf9E2v85/8p9/Dl7/8Bv/klz7FL/3Sp/j0r/8an/1sxE/87b916eMKgmA5/aqzs7N885ydCjdWgUdCmqbMZjFpluHkj1Gr19nZ3aVYODmVqlgsUiycOi4WKRROHa9dWywW8z9DbSqVyqX/TC6a53nLKh/Ye+Cvv6zgyxhjA6/RiOFoyHg0ZjQaMsqr64wxBIWAwA+WFYGB75/cBvb+3d06+wf95TTR9T9DWZpv8/OO61IpnwyBSqUSrus+9ue8ThU+Ik+OgiQRERGRR2CMYTgccOfOHW7fvs3+ndv0+/1ls+BlFcl4cvJ4rSfMWVNvzlMsFmm3O7zjtZBOu21Dn7zio91pLwOgV155gfE40yf0F8BxHG7deolbt17ij3/bn2A8HvGrv/or/Oov/zJpOmc6i09cf+b/TwNBIbirWa4Nae5uolsqlZaVG/bNup3m9ajT/vTm++mx6O9ULpcfebrl3l6doFC/oJGJyNNOryxEREREzjCfz5dhz3g85rd/a8pnP/uFE4HRnTt3uH3n9sa9QFZv/PKKkk6HSqVCrV6nVqtTq9XyW516PT+ur843Gg3K5cpGFUKXNU3sWVSpVHn3u9/Lu9/9XgUzIiLyzFGQJCIiIk+F2WxGt3u0bPa6XvFzdkVQvr92/bJ5bN535n7q9To3b77AtWvXuH7tOnvXrnHt2nVarVa+AtT6Sj4VisXiMzlNTERERJ4eCpJERETkSptOpxweHnB4cMDh4SEHBwccHR5wcGiPF+eHw4evCikUCssqod3dvdV0orUw6Pnnr1Ortbl27RrXrl/n2rXrlMvlC3ymIiIiIlefgiQRERG5p0XD1SRJlo181/fTfD9JE+I4Jk0S4iQhSRKSOLbb/BYn9v5CweHOna5ddj1ffn25BPt4sRS7XTEpjuN7jq/RaLC7t8s73/lO2p0O1Up12Yz4ZFVQZa06qEy5VF5et0kfIU1hEhEREVGQJCIishUWK3sNBoPlbTgcMMxX93LdjG53YJeJzpcRXyztPZ/NTiw5niRJvrRyulyyOkvtcZYvr5zlK/YsbpepUqlQqVZptVo8f/MmtWqVzs4uu7u77OzssLOza2+7u3Q6HYrF4qWOT0RERORZpiBJROQplCQJ8/mMOE5sOJDm4UAeFCyW910GBXllSZxXkMRJTBLb6pIkTex+Etv74gRjMkr5kuHlUplSqUSpbLeLpcTLZbscsOd5GGPyMdkQI57PmccxSRITz2Pm8Xz5PRZLDGdpRmbMiUAjXZxfPhdjt8aQpRnGZKR5IGKMIU3tNsuy5SpK66spnbdSVq1WYj7P7LLIQYEg8AmCAn7gU8i3QWCXT/Y8n8xkmMyO12QZBvLjDJMZuzWQJgnT6ZTZfMZsOrX7edgzm06ZzvLj6YzpdLIKjYYDxvlSzg/L9Ty7pHehgO/7uK6L67kUggC3aP8/2XMenusu7/c8H8/z8D1vte/brefffS7wffwgwPf95S0IAnw/wPc9e5/ns7PbIE1cKvkS25WK3ZbL5UtfQlpERERENqcgSUTkkqRpyvHxMd3uEd2jI7rdI46Ouhwfd4nn82UIkWY2ELFBig0i0jwYydIM1zX0+0MbOMxt6LAMI/IgYpMmwZfF9/1loCMPplQuU6/VubZ3jfrb81W86g3q9frytljt68aNDpNJulxOfLGkuN0Wr9wS8JomJiIiIrKdrtarShGRK84Yw3w+Zzgc2r4uwyHDRV+X0ZDh0PZ7GQ4HdI+6HK2FRr1e78LDlGKxSLFUolgoUqlUaHc6FIsFigUbJARBAdez1SWe6y33XTevOvHsvuu6eJ5HoWArR4L1ipIgIPADW4WTb4Fl1cxkMmU6nTCdTplOJkym0/z8hOlkwmw+o1wqYrDVL+uVPUH+/QpBYL9PEKwqY9zF2JzVmL3T571l5YzruGtfd/Kc47q4aytlnVg164zz9XqRg4M+cV5BtayYiufEcXzilqbp8ns6joPjOMv99XOOY3/GpdLq/1mpVFruF0v5ccHeXyqVHij8UTAjIiIiIpdBQZKIPLPiOKbb7fLGG1+h1+vROz6m3+/T6x3T6/Xo93rL/V6vR7/fZzQaPnC1T7VWo9PucOvWS3R2dmi3O7TbbTqdDu12h1a7TbFYtKGHtwogXNcGIc4yMLFhxI0bbYbDmEKhsDXLiG9byLFt4xURERERuSwKkkRkKxljGI/HHB0dcnR4yOHhod0/OmLQ7zNZq5CZTqdMptO8J01eMTOZkKbpRt/L9TyajQbNZpObL9ykWq1Rzfu6nNzPj2v2XLvdptVqX3gj4FarThwr5BARERERkcunIElErpRFldAiFFoERSf37fF0Ot3oMV3Xtc2g8ybQzWZr2Ry63WpQKldpNJo0m02azRbNVjM/btFsNqlWq2r+KyIiIiIigoIkEXnMkiSh3+/T769NHevbaWO22bTtIbQIivr9/j0fz/U8Ou22nSbW6dDZsct/dzo77Ozs0NnZoVFvUC6Xl31m7jUFTFOYRERERERENqcgSUQeWJqmdLtH7N/Z5+Bgn/39O+zv2/3xeMjBwSH9ng2PRqPRRo/ZaDTodHZ49dV30Ons0O606XR2lvs7eWDUaDTxPO8xP0MRERERERE5i4IkkWecMYbpdMpoNGQ0HDEcDZf7o9GQwWDAwcEB+/t3bGh0Z5/Do0Oye/QXCgoFms0mN248R6PRoNFsrk0ds/uNZoN221YStdttgiC4xGctIiIiIiIiD0NBksiWSpLENpPOl1kfj8f5EvR2+fnRaJxvbSA0Go0Yj8aMxqMTQdFoNNq46bTv++zs7vKu3/Eu9vausbu3a7e7e+zu7bG3u8er73iR4TDZmtXEREREREREZHMKkkSeoNlsxvFxl263S+/4mG63y/HxMcfHXY6Pu8xmY3q9IZPJhMlkzGQyYTqZMpmMmc/nD/19y+UK1VqVTmeHF1+8tVxlrLa24litVqdas9vdnV129/ZotVr3bTpdqVQYjdRzSERERERE5GmkIEnkgmRZxnA4pNc7pnfc4/i4S6/Xs8dr2+PjY47zwGgyGW/02EGhQLlUolwu0263ef755ymVSpTLFcqVMuVymVKpfNeS9JVqhWqlSqVaXW7L5bJ6DImIiIiIiMhDUZAkcg/T6ZRut0u3a1cW6x537bZ7RPeouzzu9exqZFmW3fcxfd+n1Wpx84WbtFttmq0W7XabVmtxa9Fqt2m327z88nOMxxm+r7+qIiIiIiIi8uTp3ak89eI4ZjgcMBgMePOrGW98+TbD4YDhYMBwaJtJL+5fHg/6dLubVQw1Gg1arTYv3npp2Uy62Wyttq3VcaPRpFarbdw/qNmsM59rmpiIiIiIiIhcDQqS5EpKksT2A5pOmU2nTKZ2fzqZMJ1NmU5WTaaHw+HdQdBaUDSdTh/oexeLRWq1Os/fvEmn3abd6dBud2i323bbaS+PW622qoVERERERETkmaF3wPLYxXFMv9fjuHe8bCTdO17s3308HA42XkXsLK7rUqvVqNXr3NrZpV6v2+NajWvXdvG8wupcvUGtVsuP7blCoXCBz15ERERERETk6aEgSTaWJAndbpfDwwMODw4wZsZXv7p/5vSwB60IchyHeqNBs9nkhRdeoFQuUyoW7bZUolQsrfaXtzKlcon6qTCoUqmcO3Vsb6/O/r6miomIiIiIiIg8DAVJcldAdHB4wNHhIQcH+xweHi7PHXe7GGPu+3inK4JqtRrNRpNmq2UbSbdatPIm04vjer2hKWIiIiIiIiIiV5zeuT+lkiRhNpsxGo04Ojp8pICoVCqxs7PLrRdvsbO7y87ODjs7u7zw4g0wAbV6fW362L0rgkRERERERERkez1wkBSG4fPAZ4D/IoqiHz7j/j8FfA/wGtAFPgH8xSiKhmdc+37gzwO/E5gAPw18OIqiOw86rqeNMYZ+v5+HPft2e2ArhrrHXWbTKdPZzG6nU2azKdPpjNlsymw2I0mS+36PRUD04gsv5gHRLrtr287ODru7e+cGQ5omJiIiIiIiIvJseaAgKQzDGvD3gcY5938Y+Cjwz4G/AnwtNlR6PQzD90VRNF+79gPATwKfB34EuAV8EHhvGIbfGEXR8QM/my315le/yo/96P/GG298ZRkWHRweEM/n9/3aQqFAqVSiUCxSqVRodzqUikWKy75CpWUF0aYBkYiIiIiIiIjIWTYOksIwfAkbIv3ue9z/EeBTwHujKIrz8x8B/gLwHcBfzc/VgI9hQ6RviKKon5//GeBHsVVK3/twT2n7/NzPfZK//eM/AYDreXQ6HV55+yvs7NrgZ3d3z1YK7e6yu7NHq92mXC5TKBTwPO8Jj15EREREREREnhUbBUlhGP5ZbEhUAf4R8PvOuOw78sf76CJEyn0U+G7gT5MHScAHgDZ2ylt/cWEURT8WhuGHgA+GYfh9URQ9/BrwW+SP/fFv4w/+wd9Hmvq02m2FQyIiIiIiIiJyJbkbXvdngS8B7wF+4pxr3pNvP7l+MoqiKbZK6evDMGyeuvZnz3icTwI72L5JzwTf93nHa+9gZ3dXIZKIiIiIiIiIXFmbBknfCfyuKIp+8R7XvALcPqupNvDFfPva2rVgp7bd71oREREREREREbkCNpraFkXR/7nBZTvAF865r5dvm2vXzqIommxwrYiIiIiIiIiIXAEPtGrbfQTA7Jz7FudLD3HtPbXbFXz/7Olge3v1TR7iyti28YLGfBm2bbywfWPetvGCxnwZtm28sH1j3rbxwvaNedvGCxrzZdi28cL2jXnbxgsa82XYtvGCxnwZtm28cLFB0gQonHNfMd+OHuLae+p2x2ee39urs78/2OQhroRtGy9ozJdh28YL2zfmbRsvaMyXYdvGC9s35m0bL2zfmLdtvKAxX4ZtGy9s35i3bbygMV+GbRsvaMyX4aqP97yQa9MeSZvocv50tMX53tq1pTAMixtcKyIiIiIiIiIiV8BFBkmfBa6HYVg+4763ARnwubVrAV4+51qA6ALHJiIiIiIiIiIij+gig6RfyB/v3esnwzAsAa8DvxFF0WDtWoD3nvE478NWI33mAscmIiIiIiIiIiKP6CKDpJ8EUuAHTk1Z+36gAfz1tXM/BQyAD4Vh2FmcDMPw24HXgL8ZRVF2gWMTEREREREREZFHdGHNtqMo+s0wDH8Q+D7g18Iw/Gnga4D3A/8Y+Btr1x6FYfgh4EeAXw/D8BPATeDbsNPePnpR4xIRERERERERkYtxkRVJAB8G/mPAAN8N/E7gh4D3R1E0W78wiqK/BvwJYB/4LuA9wI8D74ui6OiCxyUiIiIiIiIiIo/ogSuSoij6W8DfOuc+A3wsv23yWB8HPv6gYxARERERERERkct30RVJIiIiIiIiIiLylFKQJCIiIiIiIiIiG1GQJCIiIiIiIiIiG1GQJCIiIiIiIiIiG1GQJCIiIiIiIiIiG1GQJCIiIiIiIiIiG1GQJCIiIiIiIiIiG1GQJCIiIiIiIiIiG1GQJCIiIiIiIiIiG1GQJCIiIiIiIiIiG/Gf9ABERERE5PKYNCEbHZANbpP1b2MGd8jGR+C4OJ4PXgG8wO67AY4XgBeA6+f7hfw+Hzwfx/Xz+/Jzbn5ucWwySGNMGtttFkOarM5lyfK+4e0y82Fiv8/y+wX59wnycRXyx/YAB8dxAAec/MbaFvLzHo6rz09FREQugoIkERERkSfMGIOZ9jHjI7LRIdnocLlvRotzR5j50AYpfhHHC3D8og12/AC8Io5fyI8LHNTKDG9/hWx4x4ZGgzs2OBofgjFP+imfqfc4H9wv4RQqOIWq3Rarq/18S6GCU6zjdV7C23sVb/cV3MaNPKwSERERUJAkIiIismSyDDM6zIOX26sAZnCbxEuYjKeQpRiTQZaCScFkmGxxvDpvsgSyzFbcZIk9n+Xn08R+bZZgZiOy0SFkyYU+l9GpY6fUxK1fw73+TrutX8OtX8etX8epdmy4tKgYSub5OBeVRAlki/05Jkvzc8nq+Sz347XnGYPr5dVEfl5RdLraKMgrmAKq1RKjwXBZoXRW1RJpgknn9ueJyUMxg8m3i2P7PzT/T5pg5iPMfIyZj8mG+5ijL0Eyvf8PslDF330Fb/cVvL3F9lW8vVdxKh37beZjsuGBrfQaHmBGB2TDQ7LRAWa4b+8bHwEmr6gqLKu/bDAYrM77AbiBraRaf04mWz3P5TF23/NxijUbiBVrOMUabrEG+bFbrNngrFgna+rlv4iIPBr9JhERERHAVsWQzjHxBDOfQDzGmAzH8ew0ItfLpwgt9l0bEizv9/Pjx1O9YbLMjmk+wcTjZShgxzuCxfnMBjTkWxtopKcCHRtMmPERWX8tNBru5wHF3SaPMvjlz8df/fzyfadYxe/cwq3s4FQ7uNUd3OoOTsXuO/mxW+ngFKurKWLJzP7/SmNIZphkbo+TOSaZ0WwUGSSVPCy6hhOUHuUZXIq9vTrsDy7t+5ksxczHMB8vg6Zs0iM7+iLJ/m+RHvw26f5vkex/juSr//yur3dKTQ6z2D7G/bi+/TuTzh/DM9ncIeCUGieCxBOhYv0abiM/X921gZeIiMga/WYQERG5IkyWYmYDzKRvt9OB3c6GZLPhct9M1/ZnQ8x8xMh3iOd5ALIe5Cz3184lszx8GWPiKSYeQ368rHJ4FCdCEx9cd23fB8+j5wckSQIYyBZVF9mpyov8OEtssLVJ9cjDCsq4jev4t77x5Bvrxg27X7vGznM3ODoer4Kz9SDNce3zXJzLQ7VFeHCR4dqmj1TfqzO9xFBmGzmuh1OqQ6l+8o5Xfs+JQ5NlZP03bbCUh0t2/wsEpTJpqY1b3cWt7drwJd+6NXtzqrs4pQaO49jANkvyqq8YkthWWC1Dwbk9NmbV98lxcdZ7PznuyX5QaWyDsMW/Cfm/C3cdT4f46ZDp0Ztkg9ukB79972mOjoNbu4bbeM7+XWjm27Vjr/GcfX7qQSUi8sxQkCQiInIfJk0w8yFmNjr15myEiSd59UuCyaf3LKfhrFW+kCWYeGb74Ex7mGmfbNq3odE0v80e/k1//CAXOw74ZZxCGSeo4FbaOMFNCErLc3Zbtm9Ys9RW+Zg0f04ZZrm/mMaVnpy6lVf+rE97wqSYNIUkJktnkLF6Q+y44Hjg2TfHziJ8yc87hbKdthOUbR+bQgUnKOf9bSrLMROUTzR6XoZXrru2v2gM7dmqn/p1Ox3oPmFPca+OHyiYeRY5rovXuonXugmvvufEfXt7dfYfILBzHGc1pe+iB7qB9fGe2Xh9fUpn/y3S/pskdyL4yq+f/6Cuj1vbs38H/RJOUMLxS/bflPV9v4QTFG1wW26vVdx1lpV3TrmlnlQiIlecgiQREdlqy0/313upJPO8T0tsw53lp/W2yiebDjCzvq34WVT9TAc22JkN6Cdj4lF/GR49tkoYx7VVCqUm7s7LuKWGPS43cYp1nFIdt1hf9jxxSmv76+eLNfautfI3h2vVBScqDczqnBc88TdqD/rmW0QunuP5eI0beI0bcPP862wz+B5Z7y2y/pv5ze6nvfx4sG+rHEdHmHj68P9uup4NlSo7y6ApbnWYZsEyTF41SV/tE1RwipW8J1QDp1izobNCKRGRC6cgSUREHokNclIb2iTzu4OcZM64lzJ/800b4Cyqb6a9VXgz7S8DHdJkraIlsRUsi6bEy8qWLA+I5hfeoBjXIyvVoVCzU1Q6L+dhTfVEI9vlvl9caxjsrZoIn7Ukul/AKTVxyg3cUsM2wr2gNzmO62pqiYg8Fo7j4JRbuBCXj28AACAASURBVOUW3HjnRl+z3nONeIZJpph8Wi3zCdmku7Yi4aFtUL7cPyQbvEV6+zMAPHRXqUVYnwfzizDeLTbsfnUHt3EDr/Hc2rS9G/bfdREROZeCJBGRS2YbBk/si+p4al9UJzPbODffru+TzO116QziGQeVgPE4Xk0HwgF31TfDWZsqZNK5bUA8H6164pxuTjwf2wbF6fzcXjWYtX41JstXpsoDoyy+71Li3U1/OH7JLl++1oh4FcIUl31nlv1nFitAnVoFarUaUr76kefb4GdR4VOq3/Xmwi01ba8Uv8S1aw1Vy4iIPALHccAv2lCm/HCPYdIEM+7SrhoO37pzssn+8jbKe7zlq/LNRsuK02y94rT/JuZOdG4z/RNjr3SWwZLXfN6GS9UdOzXPK4BfsM/LX6y6V7S/u/wijldknnXIhiafhltVyC8iTx0FSSLyzFlfOjmLZ2TTgQ1DkrVlr5fLTs9XU6aSWf6idYiZLVb4Ga365ixfxA5t0+I8JDLxFJPkn8jGk0desef0kt6PxHHsdICgbF8EO+4ZvWrWG72uQiq7VLWfb4MT+6tAxx5X2ztMTCmfulW3VTmlxtpxPqXLCy7y2YmIyBZzPB+nvkdhr47vXnvkxzPGQDLNQ6aerYjqvUm6NlUvW0zV636Z9M3feLD+c7m7PjxZ9nOrrfq6FVf7q75SxWX45gSlPLDKe0wtwivXW3vgsxZWWJ13guLJqdCluh2DVuKzff3u+vBuDsnMfmDlF/O+XnkY6pf0c9tCy/YHa/0ql5XvaWwr3LN09UFpltpzJj1xzOK9Q94mwJi1dgF2Z7XvOAQvfANOsXrpz/cy6W+DiNyTWfzDuug9kzcQXv1jHK+W2k5jJoMC8WFvWamyCGSWYcza9uQ/1MZOXzJZXvmy/o93ZpsUx3bVptVKU5O8ZH66XK7cJBNI5stfCObU4yxvuYPH9YNz3PzFYREnKNtpTPVy/uKwbF8gBqvjEy8cvfzFYmA/2Vy9mCyCV6DVrnN8PDpRLXSieijLV7zKUjuVKijbKVRrzYpPvHi9hP4R6ocjcrGMMWRJQjabkcZzsnlMOj+5P6sGHB0O7WqAWQZZRpbm+8bukxm7IlmaLl8kL8L2Veh+97k0jsnmc9L5zH6/eG1/PiOdz8nimHQ2s9/v7mdw5vMqFgPmcYbr+zieZ1dV81xcz1s7tjfXs8G2g2ObqecrnDlufv7/b+/co2W56jr/qaruPn1e997c5EKMWYTowBYcIMhLeSQC8nACPgANMsDIIMFBHgGFkBEChGXEAIJBENQYwEUggg4mIiACajIgijgKGdw4zAQWBMjjJveeZ3fXY/7Yu6p29+k+p+rc01373Pw+a51V3dW7u7+nand9d/32b++dPyYgiCJa3TmiuS7R3BzR3Byt/HHXbjtzpkx3nvbiIp2lZcLWydNUzuvMYGOD/uoKWWImv09jM1l+ap9ncUyapsXrw/UgnVw/sFlI9lyU5yEsHzvbMIoIWy3CtskiDdst8zzK90V77k9BEBjvbc8TLt8DjuxwzHqrJMe/S3r8u2TrR8ssYTdjOOmXQYjEbOeihM2V40XHktvZlK5818y9d4KdSidEe74Ypp1n6a4vLNLv25U0wfmJjt4wU7bNikUY0uF9RbvLXldGs4m3ZB3bxRCCsFygIbGde0k83OZMYtO+TGOOBqb5OLyi4YRt0h8KGu1qWHwY2czpubKdFrac9qaTtZ0fj7xdlqXcEWRkRZnh6+1QNjiZaUfaumoWwlgwQcXOgm1DOotiRG2n83JjpDPTto8H5T6zumh+/MdkgEeR6VAMWxzvtEkShhfGyFcoLbLgzWql5v+suDgHWbniaf7+/PPCyPkuGzgdWswj2Xb6gzuyhDQeFGXG4caBilPnJuTnp21k/+g+93S6j8988s9x5PlX1a9j+4iTxx0FYcYMDU+yy/WWE/v2twRNTGZLXBpZnuES98zreW9Isb/PoAMb670iwIKNmA8FR9KR4Es2bGJj96dpYc5Gc1KYMmMCRXWoPIRpr8hXn7ImG3YPQNSxS3KHpfGF0VjT63TaDNKwHAZVZNN0CFp2WFSrYxoKrU45L47bszi3OPx4bsm8f0oBmqUjy2zMOCiTJglJr0fS2zTbft/ejLo3FwzvS8sbjvS0Ze66a8PeCAbmZjAMixtCM7+P2Yat8oaxvJnc2+XT9ytZlpkbv8GANB6Y7SAmiQe0Vrscu/WYuQGMYxswSEjj2N4QpqSJbXRZ8htv+2TLvqJxHgS2LR6UrzuP3fekcUw6MA26NI7t95t9aRwbDXHMtxfaHL9rzdQTG9wwf/Zx4jzPMsIwImi1bFDB1Iu8fuRBhrBlG8NuMMTWydGb3zy4kdrjaTQOSGPTADXa7XP7eqcVsL6yXgRJ8r8kHpD2y3OSDPrm3itg+Bgx/riZ/ze23x07Wux5jOMhPSZg0+BN6N2IqNuls7REe2mZztIy7aUl2ktLdJaW6CwfoL24xOLyPOtrPeeGEFPHnB7q4lqYn8t+39aX2AT/7G85HfRNkC4eTIq1jSVLkvJzJn7+bnJrmiWIIsJ2mzAyHm5+62HpGZHjJXaeOHNdaBG12wStyASmWi2Clg1U2WBV0GoRdTq05udpdbtEXbNtzc8Tdbu0Rp5HnWWC8GD5XXMRwXww8v1mu3zkABurA/O5NkgZdbvm/7CY1UBNgIm4ZzrM4s2tQ90Hm07mzOZwBgRbH7qvZ/Em2eaqGd7XWzGBreK52Sart5H1VneVeVUGAGwQIG9rhTazOTTZzEWHYz6/oV3Fc8dhhnZ4epBnPYcts6/VIQwXiFoRxCNBcDJzPIrHGZBCu0s4f6gckphnebXtkPq84y5qm7ayPfZZ3DMBmKRfnovBZnGu0nR9OCAShBDZNqhdgTTf32pHxAllANz6glEamGa6fU6SksSbZP0NWF0nG9xhv78/fJpHTvtQXCpfLTHqQmsBWodhvmPnL4uN98SJOSdZSpbGZMlmsVKraS84PloEltMRbzXfbfsrSNKANA1J04AkM9viLwtIk4A0NUG10e3WfZjHWUCWBfb/C4qgTerc4uT7zHHIbNnQVoPMOT6l5mlx34Pr/MTzp/sdTSOBJMFrhldj6tteib7pASoCIbHT+2Ej30ORcPt6lnJsHjbvuHM4e2UwnOFiovXr5YSQRUS/V5YfbNQOsOyGPVknqlg+e/jPzB0TlXPItDqE4aIzUbCdfyY37aJsq5xUOH/dLrUdhC3mlxbZ6GPnqGkThG1o2W0x1Mm+ZhsZFAYcDDdEXL1tN5PH9MYUmTwVAgxZlpH0esTrawzW7N/6Gp2FFuvHNk3DNL8hHenxdhurSb9Hstkz2xWzjXu3k/RuMUGWfp9kc9Pc6FlzHrqZ3nKjmJAmprekDJbkvbYM9ermvbjduRZrx9fsDfugvDGxNx9ZnN+0D8pgjjkII6m4w+m5WZwQ9zat/j5Jb5N4s0fa75HGezyh9S5wAwcmyJSfIyeoUNxERKaHO4rsjUREOQSgbD1kbkvMedxut0gInd7x/CakXd6I2J50gqC80U9iMht4SO25z+w5zs97HiRJi+BJUgZS3IBKcWMYO0Gj/XcjeHfDrRfjAlhDjzF1MAiCMiuj1bJ123xO2GoRzc+XN8FRi2iuQ9juEHXmCDttonbH2Wf+wk6HpQOLbPZTE7wNwq033cW+kYye/Dq0TdAwbLfNDXK7YzR05oa+O2qXj4MoGnusxl27Dx9e5PZbj5nfS2oCoFmSFIHRIosmKYcjjAsaFkFtexOUJam5Xm9uFkHxeNMGx/Prem+TuNcj3thgsLbKYHWV/uqK2a6ssHHbbQzWVqdYewxlHao+r04QhkSdtrlGdTomANY5YJ+b/VG7Tdju0F2YY5BigrNFEHbU+5wgzWimF9sEk/NOhOJcWA/Kr2tZmZExFMS13lh42EhANwpg0LdBcZs95WbYZWlqP8u+PhK49sHDwJ7bPPNtrmt+M91u+Ttq57+fdvE7Cttt81tqd4g6baK5rglQ2QBYqztvMuzm583jPAg23yUIQjI3EOCem7Sc+zCNYw4strjr6Ir1q9KTUns+siQuOiqyNNvSERE4j82mrBN5gH3Iz+KBCZoOBqadYfeZOtgerofBcFsstM8Xuh1WV9ZtAKL0UJMF43pq3nmwU8blBmTrRZamydBLSNOQLG6RJvNkSYcsWSiuUWlexnbU5J03aTJwnse2c8TJ/HP1To1N9uhuoiYZsPNcZHUIwjE+2TbXyqiVt/fMtt1pk6TmukjoZKcGeRC6zJI0bciyvRcUnxMW35W3OyPbFsw7Oguvtv5ctE1bLe79hCfv6f/vIxJI8pixS1rnWSJ5el+eTuqmCrrDgYYCLHmqoTNsqPgMJwizJdslsftGxo3Ot1hbWbffmw59T6klLXUn5djjzKYFMzIuOUt6Q/PT7HXa7/G6bwijMlhRDE+65/DwpHxyYDeTJWoNZ7I4c8UEUdtOxtguJ6GM2s64+HLixlOPHOLonXkK6piUz2Lf8PMy82ZvMjiyNDUN70GfpNcvesOT/ujjPslShzuPrhjD7KdFo65okCQmLTVL+7ZxNygyGFIbXMnimCSOh1+3jZjClFObjp+Mmre5WTDBolXi9fUiaORmYtxdKCb4HJNtMtrwC8LhoR+dAwfKoR/FX5dozjRutwxVCNzhJM6NB9Dttllf3bCNOacB5QZT0sy5SYzL+lIMvxh/3svXUpJ+n3hjw6kTZVbO0HFxfxvO43x/lqZFY3DPzoVzg7ZTz3oYtaDdpr28XNxI5DeXQ49b5fOFpXl6g7RsFNnGUBBGZQPLfv5QkAO2ZlHkjzO2aXA7+5zMi0JT/p1FAC5vnBntBw4tsrrWL4a4kG9tQ8/sC4ob2TTPqsoDDHm2Tl5PisZ7XNbDwAnCulvn5njs8BoniOMOuTntHoc4ttov/8d2h7DdGjpHPk2qux+HlB44skyvc6BpGRPJ0pTB+hr9lZUi0HTo4Dx33bVuCozWtXyfDb6YQIL7222XASD7+5529uV+rBcnqrnI5szbFjZL0gQXN4g3Nkk2N4g3N8c+TzZMwHE4c3I4eFF4W5oy1w5ZO7ZqOmd6/TKb1/7FzvP+yvEicyzp9bammgheMhx0NUGFPJiQBzTCuTnaCwuF97U7LZIsMN4flB2YhCFhaDwvf+4GccFmCEPhaeah8zgMbca3EzDJ22Hu57mdle532LKjgeKFpS4bGwOnrUfZ3nOGEZvrW9u0ETu2zZh3LOQdDXPldmxbIco77aKRoE5Uy1v34zVuPyKBJA/ofeVjfO26V5H01p1xwIOZZLycCOsn+gFhZNJIi5Uv5gi7B8sVMLZM3DtmEt/QXLxN+mxUbIMipdYZjx1ELB8+xNpmUI41zrNa2l2C9ujz+alO/JvGsR0iZOeSsEGZZNVue+ts3nqcO269c7gRkpfLs2Lyx/m8GAP7Wfn8FXZ/Gg/KOSv6/fJGzL0Zc7Jmiht1j3ryKhMEtBcWaS8u0lpYoHvqabQXFmgvLtJeXKKVP15YZPmUZdZWN7ft8XYDHia9vVPOs9Hp0JrrEs51hoIuec9hcSNaGGQ0YpatItXd9Bo6N+nO0DC3d/fwaQc4drxnb25zI7Y3u/bGJP9sX4aD7TdTz/UWvZLbBD2zLB065kPnuZXXgb2f62OS5v3CftMLRnOwzzQLe0sQhnTsMLecI0eWmZN64TVBEBTX6Fmw2+tbHvAy7bU+SX9gt+WcYyabbtNsN2zga9MGvkaeZ2laZB8WgYI8sGA7ffLXFpfnbQajDYiMDgscGkIcDndEuEM47T434zds22wrt90ytlMkGg7QJUmZWVRk8aSktm12yuEljh3ftEMKR4YZ2iF2oe08cQMhO2XWBVE0PJx6pFNmt8Pt96vv7TfNwmyQQJIPRC2i7jJZe3FoKNHEJa3zidDccclhPhwoGt43VCYqywThmPeE5bwyQ8+d4UdFlDvi4CnLHDveg8B+7lDwxvncMMRdGjWIbOZNzZUP8lT1ofTcJCkCMUWQpdczpmszZ5J+j2TDGPJiv8Wxoyuk8RppfGzL8CI3GyYtTLxfGnqvX/QY5QEZMw+Bk97q9pAXxuekvsbbTT46XfIedHfegKFek8VFJzXTNCKCMCp7EDr5UIrycTGcwmapLB1cZGMjLufCcYeKhU7vSxBYHWW2QjFsaOLEmyNzo4ROSr47xKlGj+5+NMgjR5aJ9pnm/UoQhkRhCO02u16/WhAEQRAqMBzwWpjpd+/X9tB+0ywIJwsSSPKAufs9iTPPfcbEC2Fmxxbn44uzfNxylpaBlTQ145aL/Vm5P7HjmovARloM9ciGVupIh4Ie5r0DsmSz6CFx03cXui2OH10pJnHMM2BM5ovpQXH3b8m8sUGZNA/42EBNMYfISNDIR8oelTzIEQ2ntNq5IdzAR9huDaV8DgVmnH3R3BzLh5boJcGWDJhimFHHGXLU7hDOzdk5ENpbxtvPIl0exNQFQRAEQRAEQRBOZiSQ5AHf/Mxf8+HLXsPm6tpwICYeFNkuJxVBUAZBOm1Cu5JF58ABos5cOTFuUI7tHRrfS1DOmxGGRVZMHlQxkxLODQdd7CSFBw8vs7aZTJ4Tw9kX2clD80kPi+FKc+Xkh9OeC0OCMoIgCIIgCIIgCIJPSCDJA+KNDXorK2QZ266ykU/oGRSzx9tVWNzZ54vH+es2RdZZiWNoFYQtq1Q5WTUjy6mOLtV9yqkHWFkflBkv+YSR+QoT+YoT9n8pAj0zGp8+DgnMCIIgCIIgCIIgCMLukUCSB/zA+U/lEb/4rH0X4JCgjCAIgiAIgiAIgiDcvfBnjVpBEARBEARBEARBEATBaySQJAiCIAiCIAiCIAiCIFRCAkmCIAiCIAiCIAiCIAhCJSSQJAiCIAiCIAiCIAiCIFRCAkmCIAiCIAiCIAiCIAhCJSSQJAiCIAiCIAiCIAiCIFRCAkmCIAiCIAiCIAiCIAhCJSSQJAiCIAiCIAiCIAiCIFRCAkmCIAiCIAiCIAiCIAhCJSSQJAiCIAiCIAiCIAiCIFSi1bQApVQLeAnwAuBs4DvA1cCbtNaDJrUJgiAIgiAIgiAIgiAIJT5kJL0T+G3gDuB3gG8DlwEfbFKUIAiCIAiCIAiCIAiCMEyjgSSl1COBC4GPAOdqrV8NnAu8H3i6UuopTeoTBEEQBEEQBEEQBEEQSprOSPoVu32D1joDsNtLgAz4paaECYIgCIIgCIIgCIIgCMM0HUg6F7hda/0Vd6fW+hbga8B5jagSBEEQBEEQBEEQBEEQttBYIEkpNQecCXx9QpGbgUNKqSMzEyUIgiAIgiAIgiAIgiBMpMmMpMN2e9eE14/Z7cEZaBEEQRAEQRAEQRAEQRB2IMiyrJEvVkrdC/gGcJ3W+qfHvP5+4DnAA0aHvrnEcZK1WtH0hAqCIAiCIAiCIAiCINz9CMbtbM1ahcOG3XYmvD5nt2vbfUirFY39xwRBEARBEARBEARBEIS9pcmhbceAlMlD1w465QRBEARBEARBEARBEISGaSyQpLXuY4a2nT2hyNnAbVrro7NTJQiCIAiCIAiCIAiCIEyiyYwkgBuB05VS93V3KqXOAO4L/H0jqgRBEARBEARBEARBEIQtNB1Ier/dXq6UCgGUUgHwm3b/7zeiShAEQRAEQRAEQRAEQdhCY6u25SilPgRcAPwD8FngkcBjgI8AP6+1blagIAiCIAiCIAiCIAiCADSfkQTwHOBS4DTgIuB0+/zZEkQSBEEQBEEQBEEQBEHwh8YzknaDUuoIcBnw08Ah4GvAe4D3aK3Tbd73YuAdwPO01u+dgVT3uytpVko9H/jDCR/zBa31j05bq6Ol8nFWSj0ZeDXwEKAHfBF4rdb6H33Sq5S6GThrh4+aWf2oUS8WMAHWC4DvB24Hrgd+XWt9+yy01tS7BLwGeCZwT8zE+u8D3qa13pyVXqulBbwEeAFmEv/vAFcDb9JaD0bKPhd4OWaOtjuBPwEu1Vqv+qrZec8icBPwUa31RbPSar+7kl6l1DLwWuBpwL2AFeAG4PVa6//lqeZF4FWY395ZwC3AtcBvaK3XfNM75n1N+l7VY+yT79W5Xvjgezvq9dD3qtYLX3yvql5vfM/RdAbwVeB1Wuu3j3ndC88b0bStZqfcki13rdb612alb4yOiXp98rwRXdtp9sLzRqlaL2zZxnzP0bDdMfbG81wqXC8a97wxmsZq9s33cnaoF154Xh18yEiqhVLqHsAXgF8Gvgm8G7gLeBdwjZ1jadz7zqKce2mm1NT8ILv9LeANI3+TLjqNalZKvQD4OHAf4CrgOuA84Eal1MM80/t2th7XNwBXACmwDszkglhVs50/7OPAxZiLypXAl4ELgc8ppQ56pncBM0z1YmDVlvt34HLgE0qp+VnodXgn8NvAHcDvAN/GBMM+6BZSSl2CafSHmAbIv2Aa2H+llOrMUjAVNefYG50PsLNpTosd9dp6cQPwSuBWTD3+FHA+8Hml1KM81NwCPoYx9lsw9eLrwCXA3yqluj7pHaVJ37NU1eyF71mqXi8a970aer3xPUuV354XvldDr2++lwda/gw4MOF1nzwv17StZqdcC3P8z5yFrm10TNTroeflurbT7JPnuboq1Qtbtmnfq6LXJ88DKl0vfPE8V9N2mn3zvZ1+ez55XmVaTQvYBVdgeoTeAbwsH/6mlLoCc7H+BPDeMe/7fWBpRhpHqaP5gcBRrfWrG9DpUkmzUupemIbVV4Fz84ipUuo9wOcwF8nH+aJ3Ui+GUupKTGPqpVrrm2agF6rXi58FzgX+B/AMJ7vqcoy5X4S5OPqi91XAQ63eZ2qt+7bcizAN8ouB189AL0qpR2IuwsWcazbg9V7guUqpp2it/8I2PC4DPg+c5/TkX4bpTbwQ+F2fNDvlDwMfAp4wC30noPelmMbTlVrrlznvPw/4NPB7mOufT5r/K6ah9Dat9Suc9/8mplfu+Zg67YveURrzvZqavfC9GtcLL3yvql6ffK9GvfDC92ro9cb37Peehblh+ZFtXvfC80Y0TdTslDsN43mPn4WubXTspNcbz3O+eyfNXnieS9V64dDk/V5VvV54Xk6F64UXnjeiaVvNPvme/d6d6oUXnleXfZWRZCPlTweOAq8emUPpUkzK6MvHvO95wBOBv5yFzpHvrqv5AZgIZGPU1Px8YB7zgyzS7rTWX8AEHqaeurvbeuG8/9HAi4FPaa2vmqZW5zvraM4j/e8dGVKYr2o49RTYmnqfCWTAi/PGtOX3MEPhXmI/bxb8it2+Iddst5dYjb9kX78QE1i/fGT4yuXAcafcLKiqGaXUL2CM/QmYns4mqKr3afb5a903a63/Fvgb4AFKqe+fhWCqa74PpmfoTSPvzzMRfmzKOnMq14mcJn3PUkdz475nqaq5cd+rqXcLTfieparmxn3PUlWvN76nlLoI83t6EPCZCcV88ryqmlFKPRvjeY+nOc+rqtcnz6uq2RfPA6rXC6d8o75XQ68vnldVsy+eB9SvF877GvG9inp98bxa7KtAEnAEE2X+stZ63X3Bjj//GubCXKSMKaW+D5OS/D6aMZ3KmpVSZwKHgX+dvcwh6hznn8SMq9/yw9BaX+L2aHiidxxvBRLMHAizoo7mO+xLo8OW8gbIbdMUaqmj92zgm1rrW0bKZZgL6WHgfjPQDCa6f7vW+isjWm7BaD7PKQemceeW28T02D5ohmmlVTUDvBDYAJ6KuQFogqp6340Z5318zGf07HZWvYiVNGutX6m1PqK1vnXk/T9kt9+bulJDnTrhg+9BRc0e+R5UP84++B7UrBcjNOF7UF2zD74H1fX65HsXYeZnOhf44wllfPI8qKYZzND6VczwsCtmoGsSVfT65HlQQbNHnpdTtV744ns76vXM86DaMfbF83Iq14sRmvK9Knp98bxa7LdAUn7hnZvw+kEgwExol/MuoA/MupLn1NGcp7i2lVIfVUrdqpRaUUp9Uin18GkLdaiq+Szg/sC/Aacrpd6nlLpNKbVmNZ8zA62wu3oBgFLqacDDgau11no68sZSR/MHgWPApUqp/6SUWlRKPQQzyXWf2aQZ19Hb26EczGAuH6XUHGb+hK9PKHIzcEiZCcR/EPieHj/B6M12e9+91jhKTc1ghib80IRhTVOnjl6t9R9prbfMW2CHKTwGWKM81lNjF8fYfe9hpdSzML6Szw82VXapt1Hfq6nZC9+rqblx3zvBetyI79XU3Ljv1dTrhe9ZXgico7X+3DZlvPA8hyqaAV6H8bymMi1zdtTri+c5VD3GBU143gh1NDd9vwfV9HrheQ7barZDeRv3vBF2U5ebut+Danob97zdsK8CSVrro8D/A85RSp3tvqaU+mHgB+zTg3bfBcDPYFLxjs5Sa05NzfnF5ZeBLmZVkE9hUnhvUEo9yTPNB4BFq/UfMGl312Am6ns8ZgK2h3qkd1zv2iswk669eaoiR6ijWWv9LUwU+1bMsV3FrJRwBvATNrXUG71W2+lKqR8bKXcP4BFOuWlz2G7vmvD6MUfLqRXLTZs6mtFaf0Y3tBqQpZbeCbwZWAber7XubVNur9iVZmVWWbkDM6l5F3iK1nrSDeZeUkuvD75HPc1e+B7VNZ+FB77Hif32GvE9amj2wfeod4x98T201p/UWic7FPPF84DKmtFaf3pGPrGTjkp6JzBrzwPqa27Q8wqqavbE96rq9cXzgEqaD+KH5xXs8vfXlO9V0uuJ59VmXwWSLG/FVObrlFKPUkot2TGPH8EM8QAIbMT/HcD1WutrG9KaU0kz5nx8A3i21vrJWuuLtdZPw/xQI+BqNbsVE6pozsf7PxgTqT5Ha/0yrfXPY8aGL1KO7fRB79CKfkqpBwOPwiyX/u8z0ulStS4vYiZYuz9mVZi3An8BHALeo8wkeN7oxaQWA1yrMFeswgAACMVJREFUlPpJW+4czARyoVNu2rTtdlJDLd/ftWWrlJs2dTT7wAnpVUq9BvhFzHXv1/dU2WR2q/k2zISS12CufZ+cUYOvsl6PfK/OMfbF96pqXrTbpn1vV/W4Yd+rU5d98L06x9gX36uKL553t6Ihz9stTXleLTzyvar44nlV8cXzdo0H93s74onn1WY/BpLehZk5/oeBGzGT/N4A/BPluMN1W6YLvKgBjaNU0qy1vlxrfW+t9QfcN2szMd8HgO9j+zkPZq05dsr/qtY6Dyagtb4OM/b+wUqp+3iid33kPc+126YugHXq8s8AF2utH6e1/jWt9VOBZ2DmXPiwT3rtMKtXYurrX9py/2z/l7fk5WagN6+Pk5YxzochrNmyVcpNmzqafWDXepVZHeiNmB7P87XWd+69vLHsSrPW+jqt9au11v8ZeCSmYf3H1vynSR29vvheZc0e+V5Vze5Eyk363m5/e036Xt263LTv1anHvvheVXzxvLsNDXrermjQ8+rii+9VwiPPq4o78XPT93q7pen7vSr44Hm12XeBJK11prW+CDPz+SuAXwUeprV+NnCaLfYA4FmY1aW+1YzSkoqad5rA7kt2e/a2pfaIippvttsB41cfyGfx/8EpSgV2fYyfilmF7NPT1jeOGpqfjTnWbx55/58BHwcerpS6v0d60Vq/BVCYCe1eBTwWs5LGoltuyhzDGOCk9PyDTrk7K5abNnU0+0BtvUqpSCn1h5iVbG4FHq9nuAQre3CMtdZfwgRPjzD9VWyq6n0M/vjeXtXjWfpeVc3fsNumfW+3x7hJ36uq+Th++F6tY+yJ71XFF8876fHA806YGXteZZRST8Ef39sLZnqvV5H8OtC0550Ijd7v7YRSKsIPz6vNrJbg3nO01l9ma4V+KKbCP9Y+f6dSatzkVFcrpa4GHqu1/pvpqRxmO81a628rpX4EWNJa/92Yt8/b7UznQ6mg+RbgdEw6ZjpSLk8Ln1kv3E568x1KKYW56F2ttY5pkB3qcorpHdTaLj08wk2Y1RTuBfzvaerMqXqMtdb/F/hdt5AdR51hlu+dts6+UuobTDbks4HbtNZHlVJfA85TSs27vS1OuRSYejpsHc3T1lKFunrt5LUfxpj6zcATZ51mXLNenAucorX+8zHl8oDCaWNe2zOq6gUeZ5837ns1j7EXvldD8y0++N5urhVN+16NutzBA9/bzTFu2vdq4IXnnez44Hl18MHzavIMu23c96rii+dVRWu97oPn7Zamfa8i98ADz9sN+y4jSSn1QaXUt230zt3/YODewF8BH8WMMxz9+6Qt/uf2+c0eaQaj+7N2vO8oj7bbL05NqEMNzTdg6tG4NMyHYIa/Tb3S19Cb86N2e+O0tU2iouY7MUMpJq2ekqeSfndaOh1dlY6xUuoKpdSdamS1IKXUPTFjlL84w0DIjZgJUIeOn1LqDMwx/XunXIjJ6nDLdTF15Sat9cr05RZaqmj2hUp6lVn54xpMg/om4FENNqirHuOrgI8opU4Z8xkPsttZTD5aRa9Xvkf1Y+yN71Fdsxe+R/1rReO+RzXN3vge1a9vPvleFXzyvJMSzzyvKr54XlV8870q+OR5VfHF83aDD763Ez55Xi32XSAJM9HXGcAv5DuUUgvAlfbpb2mtP6q1fv3oH/AJWyZ//WZfNNvthzHn5HJrQHnZnwPOB/5Oa/2VmSiurjkfb3qFUmrZKXsB5sd7vdb69unLraw358F2+yWao0pd3gSuB85WSr3EfbNS6gmYBspXgX/xQa/d3oSZHO6FTrkIMxliG3jTDLTmvN9uL1dKhVZLAORL8ub19xogAV5vexBz/jtmdcJZjquuqtkXqup9CWZixv8D/LjW+paZqhymquY/wWTuDi3hrJQ6H3g6JjNvFg2+HfV66HtVj7FPvldVsy++V/da4YPvVanLPvle1WPsk+9VwSfPO1nxyfOq4ovnVcJD36uCT55XFV88bzf44Hvb4pnn1WI/Dm17G2bFgz9SSj0RM974ZzHLj1+qtf6nBrVNoqrmN2JS114APFApdSNmvP35wHeA5/mmWWv9GaXUlcBLga8opf4UOBNjON8DXu6TXod8LG+Txl5V80XAw4ErlVI/hbkY/gfMpGxrwH+ZkArZlN4PYCY9vMxmK30deBJmydOrMKvYzASt9V8rpa4FLgA+r5T6LGbSyMdgVpv7mC33b0qptwAXA/+slLoeM6n4+cD/BP7AN82+UEWvvVF5rX3LvwIvVkqN+7h3a62n3uNS4xi/CXgK8EKl1AMxdeE+wE9hJkx91ix+e/utTkAtzd74Xo3rhRe+t4t60bjv1dDshe/V0OuN71XBJ887GfHN82rgheed5HjjeVXxxfN2SeO+VxEvPK8u+y4jSWt9HJMmfC1mqcQLMaleT9dav7FJbZOoqllrfRemgfJ2zKz9L8WkDF4FPMSOvfdKsy37MsyF7zbgvwE/junteoTW+hvMgF3Ui1PttrHJJGvUi28BD8OsmqYwE10/GvgQ8FCt9T96pjfGNKDfiam/L8L0fF4IXNjAhfA5wKWYcf0XYcZ5X4pZetXVcgnwYsxcFi8D/iMmeHa+1nrSMsnToqpmX9hJ7/0o51V4GvC6CX+ne6QZO7Tj0ZhlWM/A1ItHAFdjrsmz7DXcb3UCqh1jb3yvqmaru3Hfq6PX0rjvWarUCy98r4Ze33yvCj553smGj563I5553kmJh55XCY88ry6++N62eOZ5lQmyzEdvEwRBEARBEARBEARBEHxj32UkCYIgCIIgCIIgCIIgCM0ggSRBEARBEARBEARBEAShEhJIEgRBEARBEARBEARBECohgSRBEARBEARBEARBEAShEhJIEgRBEARBEARBEARBECohgSRBEARBEARBEARBEAShEhJIEgRBEARBEARBEARBECohgSRBEARBEARBEARBEAShEhJIEgRBEARBEARBEARBECohgSRBEARBEARBEARBEAShEv8f4AuzIIMMTAoAAAAASUVORK5CYII=\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",
" date | \n",
" gdp | \n",
" population | \n",
" gdp_prev | \n",
" gdp_yoy | \n",
" gdp_growth | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1975-01-01 | \n",
" 237727.0 | \n",
" 54252574.0 | \n",
" NaN | \n",
" NaN | \n",
" -45.703727 | \n",
"
\n",
" \n",
" 1 | \n",
" 1975-04-01 | \n",
" 237076.0 | \n",
" 54252574.0 | \n",
" 237727.0 | \n",
" -0.273844 | \n",
" -45.852414 | \n",
"
\n",
" \n",
" 2 | \n",
" 1975-07-01 | \n",
" 237162.0 | \n",
" 54252574.0 | \n",
" 237076.0 | \n",
" 0.036275 | \n",
" -45.832772 | \n",
"
\n",
" \n",
" 3 | \n",
" 1975-10-01 | \n",
" 242059.0 | \n",
" 54252574.0 | \n",
" 237162.0 | \n",
" 2.064833 | \n",
" -44.714309 | \n",
"
\n",
" \n",
" 4 | \n",
" 1976-01-01 | \n",
" 244436.0 | \n",
" 54541493.0 | \n",
" 242059.0 | \n",
" 0.981992 | \n",
" -44.171408 | \n",
"
\n",
" \n",
"
\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",
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