{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# The impact of weather conditions on cycling counts in Auckland, New Zealand "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Author: [Nicolas (Nico) Fauchereau](mailto:nicolas.fauchereau@gmail.com)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Wed Sep 12 13:57:19 NZST 2018\n"
]
}
],
"source": [
"!date"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Introduction "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Auckland](https://en.wikipedia.org/wiki/Auckland) is the largest city in New Zealand, with a population exceeding 1.5 million people, accounting for more than 1/3 of the country's population. Since 2006, Auckland has also accounted for more than 50% of the country's population growth, adding about 110,000 residents over this period. This has been placing pressure notably on housing and the transportation infrastructure, with congestion being a common occurence during peak hours. [Auckland Transport](https://at.govt.nz/) is the Auckland council-controlled organisation responsible for transport projects and services. Over the past few years it has developed a strategy to actively promote and enable cycling as an alternative to individual automobile, and has built a number of cycle paths across the city. The [Auckland Transport cycling and walking research and monitoring](https://at.govt.nz/cycling-walking/research-monitoring/) department is tasked with conducting research and monitoring on sustainable transportation solutions including cycling and walking. It has installed a total of 39 dedicated cycling (as of June 2018) counters accross the city (see interactive map below). "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This [**Jupyter notebook**](http://jupyter.org/) presents an **analysis of cycling counts** along a dedicated cycle lane popular with commuters and recreational cyclists alike ([Tamaki Drive](https://en.wikipedia.org/wiki/Tamaki_Drive), in Auckland central) and examines how **weather conditions** (rainfall, temperature, wind, sunshine fraction) influence the number of cyclists on a day to day basis. \n",
"\n",
"It makes use of the [fbprophet](https://facebook.github.io/prophet/) library. **Fbprophet** implements a [Generalized Additive Model](https://en.wikipedia.org/wiki/Generalized_additive_model), and - in a nutshell - models a time-series as the **sum of different components** (non-linear trend, periodic components and holidays or special events) and allows to incorporate **extra-regressors** (categorical or continuous). The reference is [Taylor and Letham, 2017](https://peerj.com/preprints/3190.pdf), see also [this blog post from Facebook research announcing the package](https://research.fb.com/prophet-forecasting-at-scale/).\n",
"\n",
"In this notebook, we first explore some characteristics of the hourly and daily cycling counts over Tamaki drive, then build a model first without, then with the weather extra-regressors. \n",
"\n",
"The cycling counts data (initially available at the hourly interval) are provided by [Auckland Transport](https://at.govt.nz/) (see [the Auckland Transport cycling and walking research and monitoring website](https://at.govt.nz/cycling-walking/research-monitoring/)) and the hourly weather data are provided by the [National Institute for Water and Atmospheric research](http://www.niwa.co.nz) (NIWA Ltd) [CliFlo](https://cliflo.niwa.co.nz/) database. We used the Mangere Electronic Weather Station (EWS) station in this particular case. \n",
"\n",
"
\n",
"\n",
"Note that an extended and edited version of this work is to be submitted to **Weather and Climate**, the journal of the [Meteorological Society of New Zealand](https://www.metsoc.org.nz/) as a collaboration between NIWA and Auckland Transport.\n",
"\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### imports and settings "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### disable the sdout logging of fbprophet "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import logging\n",
"logging.getLogger('fbprophet').setLevel(logging.ERROR)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### ignore the pystan DeprecationWarning"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import warnings\n",
"warnings.simplefilter(\"ignore\", DeprecationWarning)\n",
"warnings.simplefilter(\"ignore\", FutureWarning, )"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import sys\n",
"from glob import glob "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"np.random.seed(42)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"from matplotlib import pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### folium for interactive mapping of the counters location"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"import folium\n",
"from folium.plugins import MarkerCluster"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### some metrics and stats"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.metrics import mean_absolute_error as MAE\n",
"from scipy.stats import skew"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### some utilities from the calendar package "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"from calendar import day_abbr, month_abbr, mdays"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### we use the convenient [holiday package](https://github.com/dr-prodigy/python-holidays) from [Maurizio Montel](https://github.com/dr-prodigy) to build a DataFrame of national and regional (Auckland region) holidays"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"import holidays"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### fbprophet itself, we use here the version 0.3, release on the 3rd of June 2018"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"import fbprophet"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'0.3'"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fbprophet.__version__"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"Prophet = fbprophet.Prophet"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### import some utility functions for data munging and plotting "
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"sys.path.append('../code/')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"import utils"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### reads the counter locations "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"we read the counters locations, and display these locations on an interactive map powered by [Folium]()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"loc_counters = pd.read_csv('../data/cycling_Auckland/cycling_counters.csv')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"loc_counters = loc_counters.query(\"user_type == 'Cyclists'\")"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"39"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(loc_counters)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" name \n",
" id \n",
" Name.1 \n",
" latitude \n",
" longitude \n",
" site_code \n",
" setup_date \n",
" user_type \n",
" \n",
" \n",
" \n",
" \n",
" 44 \n",
" Tamaki Drive EB \n",
" 100000827 \n",
" Tamaki Drive EB \n",
" -36.847782 \n",
" 174.78935 \n",
" ECO08011685 \n",
" 12/11/2009 \n",
" Cyclists \n",
" \n",
" \n",
" 45 \n",
" Tamaki Drive WB \n",
" 100003810 \n",
" Tamaki Drive WB \n",
" -36.847942 \n",
" 174.78903 \n",
" U15G2011813 \n",
" 26/03/2012 \n",
" Cyclists \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" name id Name.1 latitude longitude \\\n",
"44 Tamaki Drive EB 100000827 Tamaki Drive EB -36.847782 174.78935 \n",
"45 Tamaki Drive WB 100003810 Tamaki Drive WB -36.847942 174.78903 \n",
"\n",
" site_code setup_date user_type \n",
"44 ECO08011685 12/11/2009 Cyclists \n",
"45 U15G2011813 26/03/2012 Cyclists "
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"loc_counters.loc[loc_counters.name.str.contains(\"Tamaki\"),:]"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"center_lat = loc_counters.query(\"name == 'Tamaki Drive EB'\").latitude.values[0]\n",
"center_lon = loc_counters.query(\"name == 'Tamaki Drive EB'\").longitude.values[0]"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"m = folium.Map(\n",
" location=[center_lat, center_lon],\n",
" zoom_start=14,\n",
" tiles='OpenStreetMap', \n",
" width='80%', \n",
")\n",
"\n",
"m.add_child(folium.LatLngPopup())\n",
"\n",
"marker_cluster = MarkerCluster().add_to(m)\n",
"\n",
"for i, row in loc_counters.iterrows():\n",
" name = row['name']\n",
" lat = row.latitude\n",
" lon = row.longitude\n",
" opened = row.setup_date\n",
" \n",
" # HTML here in the pop up \n",
" popup = '{} setup date = {} '.format(name, opened)\n",
" \n",
" folium.Marker([lat, lon], popup=popup, tooltip=name).add_to(marker_cluster)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### read the actual counter data, and extract the time-series for the Tamaki drive counters "
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"lfiles = glob('../data/cycling_Auckland/cycling_counts_????.csv')"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"lfiles.sort()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['../data/cycling_Auckland/cycling_counts_2010.csv',\n",
" '../data/cycling_Auckland/cycling_counts_2011.csv',\n",
" '../data/cycling_Auckland/cycling_counts_2012.csv',\n",
" '../data/cycling_Auckland/cycling_counts_2013.csv',\n",
" '../data/cycling_Auckland/cycling_counts_2014.csv',\n",
" '../data/cycling_Auckland/cycling_counts_2015.csv',\n",
" '../data/cycling_Auckland/cycling_counts_2016.csv',\n",
" '../data/cycling_Auckland/cycling_counts_2017.csv',\n",
" '../data/cycling_Auckland/cycling_counts_2018.csv']"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lfiles"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"l = []\n",
"for f in lfiles: \n",
" d = pd.read_csv(f, index_col=0, parse_dates=True)\n",
" l.append(d)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"df = pd.concat(l, axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"df = df.loc[:,['Tamaki Drive EB', 'Tamaki Drive WB']]"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Tamaki Drive EB \n",
" Tamaki Drive WB \n",
" \n",
" \n",
" datetime \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" 2010-07-01 00:00:00 \n",
" 2.0 \n",
" NaN \n",
" \n",
" \n",
" 2010-07-01 01:00:00 \n",
" 3.0 \n",
" NaN \n",
" \n",
" \n",
" 2010-07-01 02:00:00 \n",
" 1.0 \n",
" NaN \n",
" \n",
" \n",
" 2010-07-01 03:00:00 \n",
" 1.0 \n",
" NaN \n",
" \n",
" \n",
" 2010-07-01 04:00:00 \n",
" 2.0 \n",
" NaN \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Tamaki Drive EB Tamaki Drive WB\n",
"datetime \n",
"2010-07-01 00:00:00 2.0 NaN\n",
"2010-07-01 01:00:00 3.0 NaN\n",
"2010-07-01 02:00:00 1.0 NaN\n",
"2010-07-01 03:00:00 1.0 NaN\n",
"2010-07-01 04:00:00 2.0 NaN"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Tamaki Drive EB \n",
" Tamaki Drive WB \n",
" \n",
" \n",
" datetime \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" 2018-07-31 19:00:00 \n",
" 26.0 \n",
" 8.0 \n",
" \n",
" \n",
" 2018-07-31 20:00:00 \n",
" 15.0 \n",
" 6.0 \n",
" \n",
" \n",
" 2018-07-31 21:00:00 \n",
" 6.0 \n",
" 3.0 \n",
" \n",
" \n",
" 2018-07-31 22:00:00 \n",
" 7.0 \n",
" 2.0 \n",
" \n",
" \n",
" 2018-07-31 23:00:00 \n",
" 1.0 \n",
" 1.0 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Tamaki Drive EB Tamaki Drive WB\n",
"datetime \n",
"2018-07-31 19:00:00 26.0 8.0\n",
"2018-07-31 20:00:00 15.0 6.0\n",
"2018-07-31 21:00:00 6.0 3.0\n",
"2018-07-31 22:00:00 7.0 2.0\n",
"2018-07-31 23:00:00 1.0 1.0"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.tail()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### adds Tamaki drive eastern bound and western bound together "
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"Tamaki = df.loc[:,'Tamaki Drive WB'] + df.loc[:,'Tamaki Drive EB']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### restrict to the period where the hourly weather data is available "
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"Tamaki = Tamaki.loc['2013':'2018-06-01',]"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [],
"source": [
"Tamaki = Tamaki.to_frame(name='Tamaki Drive')"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Tamaki.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"there seems to be a few pretty large outliers, we're going to try and filter these out"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### getting rid of the outliers using a median filter "
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\u001b[0;31mSignature:\u001b[0m \u001b[0mutils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmedian_filter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvarname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwindow\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m24\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstd\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mDocstring:\u001b[0m\n",
"A simple median filter, removes (i.e. replace by np.nan) observations that exceed N (default = 3) \n",
"tandard deviation from the median over window of length P (default = 24) centered around \n",
"each observation.\n",
"\n",
"Parameters\n",
"----------\n",
"df : pandas.DataFrame\n",
" The pandas.DataFrame containing the column to filter.\n",
"varname : string\n",
" Column to filter in the pandas.DataFrame. No default. \n",
"window : integer \n",
" Size of the window around each observation for the calculation \n",
" of the median and std. Default is 24 (time-steps).\n",
"std : integer \n",
" Threshold for the number of std around the median to replace \n",
" by `np.nan`. Default is 3 (greater / less or equal).\n",
"\n",
"Returns\n",
"-------\n",
"dfc : pandas.Dataframe\n",
" A copy of the pandas.DataFrame `df` with the new, filtered column `varname`\n",
"\u001b[0;31mFile:\u001b[0m ~/research/NIWA/Auckland_Cycling/code/utils.py\n",
"\u001b[0;31mType:\u001b[0m function\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"utils.median_filter?"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
"dfc = Tamaki.copy()"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [],
"source": [
"dfc.loc[:,'Tamaki Drive, Filtered'] = utils.median_filter(dfc, varname='Tamaki Drive')"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dfc.plot()"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Tamaki Drive 6\n",
"Tamaki Drive, Filtered 229\n",
"dtype: int64"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfc.isnull().sum()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### plots the seasonal cycle (average and inter-quartile range)"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"seas_cycl = dfc.loc[:,'Tamaki Drive, Filtered'].rolling(window=30*24, center=True, min_periods=20).mean().groupby(dfc.index.dayofyear).mean()"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [],
"source": [
"q25 = dfc.loc[:,'Tamaki Drive, Filtered'].rolling(window=30*24, center=True, min_periods=20).mean().groupby(dfc.index.dayofyear).quantile(0.25)\n",
"q75 = dfc.loc[:,'Tamaki Drive, Filtered'].rolling(window=30*24, center=True, min_periods=20).mean().groupby(dfc.index.dayofyear).quantile(0.75)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"the following cells build the ticks and tick labels for the seasonal cycle plot "
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
"ndays_m = mdays.copy()"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [],
"source": [
"ndays_m[2] = 29"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [],
"source": [
"ndays_m = np.cumsum(ndays_m)"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [],
"source": [
"month_abbr = month_abbr[1:]"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(figsize=(8,6)) \n",
"\n",
"seas_cycl.plot(ax=ax, lw=2, color='k', legend=False)\n",
"\n",
"ax.fill_between(seas_cycl.index, q25.values.ravel(), q75.values.ravel(), color='0.8')\n",
"\n",
"ax.set_xticks(ndays_m)\n",
"ax.set_xticklabels(month_abbr)\n",
"\n",
"ax.grid(ls=':')\n",
"\n",
"ax.set_xlabel('', fontsize=15)\n",
"\n",
"ax.set_ylabel('cyclists number', fontsize=15);\n",
"\n",
"[l.set_fontsize(13) for l in ax.xaxis.get_ticklabels()]\n",
"[l.set_fontsize(13) for l in ax.yaxis.get_ticklabels()]\n",
"\n",
"ax.set_title('Tamaki Drive: 30 days running average hourly cycling counts', fontsize=15)\n",
"\n",
"for ext in ['png','jpeg','pdf']: \n",
" f.savefig(f'../figures/paper/seasonal_cycle.{ext}', dpi=200)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### cyclists per day of week and hour of the day "
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [],
"source": [
"hour_week = dfc.loc[:,['Tamaki Drive, Filtered']].copy()"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [],
"source": [
"hour_week.loc[:,'day_of_week'] = hour_week.index.dayofweek\n",
"hour_week.loc[:,'hour'] = hour_week.index.hour"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [],
"source": [
"hour_week = hour_week.groupby(['day_of_week','hour']).mean().unstack()"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [],
"source": [
"hour_week.columns = hour_week.columns.droplevel(0)"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(figsize=(12,6))\n",
"\n",
"sns.heatmap(hour_week, ax = ax, cmap=plt.cm.gray_r, vmax=150, cbar_kws={'boundaries':np.arange(0,160,25)})\n",
"\n",
"cbax = f.axes[1]\n",
"[l.set_fontsize(13) for l in cbax.yaxis.get_ticklabels()]\n",
"cbax.set_ylabel('cyclists number', fontsize=13)\n",
"\n",
"[ax.axhline(x, ls=':', lw=0.5, color='0.8') for x in np.arange(1, 7)]\n",
"[ax.axvline(x, ls=':', lw=0.5, color='0.8') for x in np.arange(1, 24)];\n",
"\n",
"ax.set_title('number of cyclists per day of week and hour of the day', fontsize=16)\n",
"\n",
"[l.set_fontsize(13) for l in ax.xaxis.get_ticklabels()]\n",
"[l.set_fontsize(13) for l in ax.yaxis.get_ticklabels()]\n",
"\n",
"ax.set_xlabel('hour of the day', fontsize=15)\n",
"ax.set_ylabel('day of the week', fontsize=15)\n",
"ax.set_yticklabels(day_abbr[0:7]);\n",
"\n",
"for ext in ['png','jpeg','pdf']: \n",
" f.savefig(f'../figures/paper/cyclists_dayofweek_hourofday.{ext}', dpi=200)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### looking at week days versus week-ends "
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [],
"source": [
"weekdays = dfc.loc[dfc.index.weekday_name.isin(['Monday','Tuesday','Wednesday','Thursday','Friday']), 'Tamaki Drive, Filtered']\n",
"weekends = dfc.loc[dfc.index.weekday_name.isin(['Sunday','Saturday']), 'Tamaki Drive, Filtered']"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [],
"source": [
"summary_hour_weekdays = weekdays.groupby(weekdays.index.hour).describe()\n",
"summary_hour_weekends = weekends.groupby(weekends.index.hour).describe()"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(figsize=(10,7))\n",
"\n",
"ax.plot(summary_hour_weekends.index, summary_hour_weekends.loc[:,'mean'], color='k', label='week ends', ls='--', lw=3)\n",
"\n",
"ax.fill_between(summary_hour_weekends.index, summary_hour_weekends.loc[:,'25%'], \\\n",
" summary_hour_weekends.loc[:,'75%'], hatch='///', facecolor='0.8', alpha=0.1)\n",
"\n",
"ax.set_xticks(range(24));\n",
"\n",
"ax.grid(ls=':', color='0.8')\n",
"\n",
"# ax.set_title('week-ends', fontsize=16)\n",
"\n",
"ax.plot(summary_hour_weekdays.index, summary_hour_weekdays.loc[:,'mean'], color='k', label='week days', lw=3)\n",
"\n",
"ax.fill_between(summary_hour_weekdays.index, summary_hour_weekdays.loc[:,'25%'], \\\n",
" summary_hour_weekdays.loc[:,'75%'], hatch='\\\\\\\\\\\\', facecolor='0.8', alpha=0.1)\n",
"\n",
"ax.legend(loc=1 , fontsize=15)\n",
"\n",
"ax.set_xticks(range(24));\n",
"\n",
"ax.grid(ls=':', color='0.8')\n",
"\n",
"ax.set_ylim([0, 200])\n",
"\n",
"ax.set_xlabel('hour of the day', fontsize=15)\n",
"\n",
"ax.set_ylabel('cyclists number', fontsize=15);\n",
"\n",
"[l.set_fontsize(13) for l in ax.xaxis.get_ticklabels()]\n",
"[l.set_fontsize(13) for l in ax.yaxis.get_ticklabels()]\n",
"\n",
"ax.set_title('Tamaki drive: number of cyclists per hour of the day', fontsize=16)\n",
"\n",
"for ext in ['png','jpeg','pdf']: \n",
" f.savefig(f'../figures/paper/daily_cycle.{ext}', dpi=200)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### calculates the daily totals from the hourly data "
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {},
"outputs": [],
"source": [
"data = dfc.loc['2013':,['Tamaki Drive, Filtered']].resample('1D').sum()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### plots the time series "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We are separating the time-series into a **training set** (the period 2013 to 2016 included, i.e. 1461 days) and a **test set** (the period ranging from the 1st January 2017 to the 1st of June 2018, i.e. 517 days). The model will be fitted on the training set, and evaluated on the test set (out of sample prediction), to ensure a fair evaluation of the performance of the model. The grey vertical bar on the figure below marks the separation between the training and test set. "
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(figsize=(14,8))\n",
"\n",
"data.plot(ax=ax, color='0.2')\n",
"\n",
"data.rolling(window=30, center=True).mean().plot(ax=ax, ls='-', lw=3, color='0.6')\n",
"\n",
"ax.grid(ls=':')\n",
"ax.legend(['daily values','30 days running average'], frameon=False, fontsize=14)\n",
"\n",
"[l.set_fontsize(13) for l in ax.xaxis.get_ticklabels()]\n",
"[l.set_fontsize(13) for l in ax.yaxis.get_ticklabels()]\n",
"\n",
"ax.set_xlabel('date', fontsize=15)\n",
"\n",
"ax.set_ylabel('cyclists number', fontsize=15);\n",
"\n",
"ax.axvline('2017', color='0.8', lw=8, zorder=-1)\n",
"\n",
"for ext in ['png','jpeg','pdf']: \n",
" f.savefig(f'../figures/paper/cycling_counts_Tamaki_drive.{ext}', dpi=200)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### creates a pandas dataframe holding the dates of the holidays (both national holidays and the Auckland regions' specific holidays)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"see [holiday](https://github.com/dr-prodigy/python-holidays)"
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {},
"outputs": [],
"source": [
"holidays_df = pd.DataFrame([], columns = ['ds','holiday'])"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {},
"outputs": [],
"source": [
"ldates = []\n",
"lnames = []\n",
"for date, name in sorted(holidays.NZ(prov='AUK', years=np.arange(2013, 2018 + 1)).items()):\n",
" ldates.append(date)\n",
" lnames.append(name)"
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {},
"outputs": [],
"source": [
"ldates = np.array(ldates)\n",
"lnames = np.array(lnames)"
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {},
"outputs": [],
"source": [
"holidays_df.loc[:,'ds'] = ldates"
]
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {},
"outputs": [],
"source": [
"holidays_df.loc[:,'holiday'] = lnames"
]
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([\"New Year's Day\", \"Day after New Year's Day\",\n",
" 'Auckland Anniversary Day', 'Waitangi Day', 'Good Friday',\n",
" 'Easter Monday', 'Anzac Day', \"Queen's Birthday\", 'Labour Day',\n",
" 'Christmas Day', 'Boxing Day', 'Anzac Day (Observed)',\n",
" 'Boxing Day (Observed)', \"Day after New Year's Day (Observed)\",\n",
" 'Waitangi Day (Observed)', 'Christmas Day (Observed)',\n",
" \"New Year's Day (Observed)\"], dtype=object)"
]
},
"execution_count": 119,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"holidays_df.holiday.unique()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"we conflate the actual holidays and the 'observed' ones to reduce the number of categories"
]
},
{
"cell_type": "code",
"execution_count": 120,
"metadata": {},
"outputs": [],
"source": [
"holidays_df.loc[:,'holiday'] = holidays_df.loc[:,'holiday'].apply(lambda x : x.replace(' (Observed)',''))"
]
},
{
"cell_type": "code",
"execution_count": 121,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([\"New Year's Day\", \"Day after New Year's Day\",\n",
" 'Auckland Anniversary Day', 'Waitangi Day', 'Good Friday',\n",
" 'Easter Monday', 'Anzac Day', \"Queen's Birthday\", 'Labour Day',\n",
" 'Christmas Day', 'Boxing Day'], dtype=object)"
]
},
"execution_count": 121,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"holidays_df.holiday.unique()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### prepares the cycling count ndata for ingesting in fbprophet"
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {},
"outputs": [],
"source": [
"data = data.rename({'Tamaki Drive, Filtered':'y'}, axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
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" \n",
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" \n",
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" \n",
" \n",
" datetime \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" 2013-01-01 \n",
" 1163.0 \n",
" \n",
" \n",
" 2013-01-02 \n",
" 1112.0 \n",
" \n",
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" y\n",
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"2013-01-05 1422.0"
]
},
"execution_count": 123,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Splits the data into a training and test set, and returns these data frames in a format **fbprophet** can understand "
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {},
"outputs": [],
"source": [
"data_train, data_test = utils.prepare_data(data, 2017)"
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" ds \n",
" y \n",
" \n",
" \n",
" \n",
" \n",
" 1456 \n",
" 2016-12-27 \n",
" 1515.0 \n",
" \n",
" \n",
" 1457 \n",
" 2016-12-28 \n",
" 998.0 \n",
" \n",
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" 1458 \n",
" 2016-12-29 \n",
" 999.0 \n",
" \n",
" \n",
" 1459 \n",
" 2016-12-30 \n",
" 1333.0 \n",
" \n",
" \n",
" 1460 \n",
" 2016-12-31 \n",
" 1239.0 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" ds y\n",
"1456 2016-12-27 1515.0\n",
"1457 2016-12-28 998.0\n",
"1458 2016-12-29 999.0\n",
"1459 2016-12-30 1333.0\n",
"1460 2016-12-31 1239.0"
]
},
"execution_count": 125,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_train.tail()"
]
},
{
"cell_type": "code",
"execution_count": 126,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
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" \n",
" \n",
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\n",
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"text/plain": [
" ds y\n",
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"4 2017-01-05 1476.0"
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},
"execution_count": 126,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_test.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Instantiate, then fit the model to the training data "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The first step in **fbprophet** is to instantiate the model, it is there that you can set the `prior scales` for each component of your time-series, as well as the number of Fourier series to use to model the cyclic components. \n",
"\n",
"A general rule is that larger prior scales and larger number of Fourier series will make the model more flexible, but at the potential cost of generalisation: i.e. the model might [overfit](https://en.wikipedia.org/wiki/Overfitting), learning the noise (rather than the signal) in the training data, but \n",
" giving poor results when applied to yet unseen data (the test data)... setting these [hyperparameters](https://en.wikipedia.org/wiki/Hyperparameter_(machine_learning)) can be more an art than a science ... "
]
},
{
"cell_type": "code",
"execution_count": 127,
"metadata": {},
"outputs": [],
"source": [
"m = Prophet(mcmc_samples=300, holidays=holidays_df, holidays_prior_scale=0.25, changepoint_prior_scale=0.01, seasonality_mode='multiplicative', \\\n",
" yearly_seasonality=10, \\\n",
" weekly_seasonality=True, \\\n",
" daily_seasonality=False)"
]
},
{
"cell_type": "code",
"execution_count": 128,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/nicolasf/anaconda3/envs/PANGEO/lib/python3.6/site-packages/pystan/misc.py:456: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
" if \"chain_id\" in inspect.getargspec(init).args:\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 128,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m.fit(data_train)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### make the `future` dataframe "
]
},
{
"cell_type": "code",
"execution_count": 129,
"metadata": {},
"outputs": [],
"source": [
"future = m.make_future_dataframe(periods=len(data_test), freq='1D')"
]
},
{
"cell_type": "code",
"execution_count": 130,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" ds \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 2013-01-01 \n",
" \n",
" \n",
" 1 \n",
" 2013-01-02 \n",
" \n",
" \n",
" 2 \n",
" 2013-01-03 \n",
" \n",
" \n",
" 3 \n",
" 2013-01-04 \n",
" \n",
" \n",
" 4 \n",
" 2013-01-05 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" ds\n",
"0 2013-01-01\n",
"1 2013-01-02\n",
"2 2013-01-03\n",
"3 2013-01-04\n",
"4 2013-01-05"
]
},
"execution_count": 130,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"future.head()"
]
},
{
"cell_type": "code",
"execution_count": 131,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" ds \n",
" \n",
" \n",
" \n",
" \n",
" 1973 \n",
" 2018-05-28 \n",
" \n",
" \n",
" 1974 \n",
" 2018-05-29 \n",
" \n",
" \n",
" 1975 \n",
" 2018-05-30 \n",
" \n",
" \n",
" 1976 \n",
" 2018-05-31 \n",
" \n",
" \n",
" 1977 \n",
" 2018-06-01 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" ds\n",
"1973 2018-05-28\n",
"1974 2018-05-29\n",
"1975 2018-05-30\n",
"1976 2018-05-31\n",
"1977 2018-06-01"
]
},
"execution_count": 131,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"future.tail()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### forecast"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {},
"outputs": [],
"source": [
"forecast = m.predict(future)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### plots the `components` of the forecast (trend + cyclic component [yearly seasonality, weekly seasonality] and effects of the holidays at this stage)"
]
},
{
"cell_type": "code",
"execution_count": 133,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f = m.plot_components(forecast)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### put it all together with the actual observations "
]
},
{
"cell_type": "code",
"execution_count": 134,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\u001b[0;31mSignature:\u001b[0m \u001b[0mutils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmake_verif\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mforecast\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata_train\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata_test\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mDocstring:\u001b[0m\n",
"Put together the forecast (coming from fbprophet) \n",
"and the overved data, and set the index to be a proper datetime index, \n",
"for plotting\n",
"\n",
"Parameters\n",
"----------\n",
"forecast : pandas.DataFrame \n",
" The pandas.DataFrame coming from the `forecast` method of a fbprophet \n",
" model. \n",
"\n",
"data_train : pandas.DataFrame\n",
" The training set, pandas.DataFrame\n",
"\n",
"data_test : pandas.DataFrame\n",
" The training set, pandas.DataFrame\n",
"\n",
"Returns\n",
"-------\n",
"forecast : \n",
" The forecast DataFrane including the original observed data.\n",
"\u001b[0;31mFile:\u001b[0m ~/research/NIWA/Auckland_Cycling/code/utils.py\n",
"\u001b[0;31mType:\u001b[0m function\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"utils.make_verif?"
]
},
{
"cell_type": "code",
"execution_count": 135,
"metadata": {},
"outputs": [],
"source": [
"verif = utils.make_verif(forecast, data_train, data_test)"
]
},
{
"cell_type": "code",
"execution_count": 136,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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wbEgWJj8xsH6XDMYCGYwFMhgLZFNK1foQKCE4NiQLk58YBgYGan0IlBCMBTIYC2QwFsjGRe5kcGxIFiY/REREREQ0LTD5iaGxsbHWh0AJwVggg7FABmOBbFzzQwbHhmRh8kNERERERNMCk58YCoVCrQ+BEoKxQAZjgQzGAtlc1631IVBCcGxIFiY/REREREQ0LTD5iaGhoaHWh0AJwVggg7FABmOBbJlMptaHQAnBsSFZmPzEkErx10UaY4EMxgIZjAWyCSFqfQiUEBwbkoWvRgz9/f21PgRKCMYCGYwFMhgLZOOaHzI4NiQLkx8iIiIioiQrDQAHttX6KKYEJj8x1NXV1foQKCEYC2QwFshgLJAtnU7X+hAoIcZkbPAcQMoLfxxi8hMHFy+SwVggg7FABmOBbFznQQbHhmThX2YMrNkkg7FABmOBDMYC2bjmh4yxGRsEoDjzMxaY/BARERER1VppYOivCQDKup/H5Pp8MfmJIZfL1foQKCEYC2QwFshgLJCNa37IGNXY4PvAk7tGWNcTfO2p3cCLT47JsU1HTH5i4BsbGYwFMhgLZDAWyBY7+cnngY0b9UeaUoYdG3wPOHlYl7R5zjAzOgJQwdSPUiyBuwBcgRVDX18f6uvra30YlACMBTIYC2QwFsjmOM7o75zPAxs2AI4D5HJAZyfQ3j5+B0cTqurYcGAbcPk8/fmRZ4AZswHXAdwikLO6w/k+kEoBIkh+nKJOfEwiRLFx5oeIiIiolrq6dOLj+/pjV1etj4jGm5RAqRAkNRKAAqQHSB9wSsDTe/X9HusGjj0XfJMCvvsgcO8DQPeOWh35pMeZnxhY0kAGY4EMxgIZjAWyxSp76+jQMz5m5qejY7wOi2qg+tig9OyNmdGx/yv2AwN9wd3MbI8CduwB3vk+wHGBLz4A/HQ+ZwjPA5OfGLiBHRmMBTIYC2QwFsgWK/lpb9elbl1dOvHhCe2UUnVsUAqAAkQqKmMzH1PCup9V4ratVyc+UgKuq+OFsRIbk58Y+vr6+OZGABgLFGEskMFYIFvsfX7a23kiO0VVHRuU0q2rTdmbnQAhHTU0MLNBUMDqlUA2q5siZDOcITxPTH5iUFxcRgHGAhmMBTIYC2RjPJBRNRZMwiMEIIMER1qzPMq6H4JEacVS4N5PAtt3Ai+5lcnyeWLyE0M2m631IVBCMBbIYCyQwVggWyo1Rj2lBvqBhqaxeSyqiapjg50PKakbHdgJEarM/CgFrFwGrFgCNF88AUc+NbHbWwwsZyCDsUAGY4EMxgLZMpkxur78zF6gWBibx6LRG8N9l6qPDUGi45Yqkh9rLx/zUfrAs48izJjMTBGdlxGTHyHENUKInwkh9gsh9goh3hvcPlsI8RMhxGPBx4uD24UQ4h4hxONCiF1CiDbrsd4W3P8xIcTbxu9pjY9CgYMPaYwFMhgLZDAWyBZ7zc9QuKHlxDP7Ln34w/rjBSZAVccGpYD+M8BzB/TrW+yPyt6EKE9uiv1Aqd+aBQqSJTovo5n58QD8tVJqCYD1AO4QQiwF8L8AdCqlFgDoDP4NAK8BsCD4750APg/oZAnARwGsA7AWwEdNwjRZSMnBhzTGAhmMBTIYC2QbszU/4UJ4Xu2fMGO871LVscG8nm5JJz3HXwju7Edf159Esz9h+VtwO52XEZMfpdSLSqme4PNzAPYDuBrAGwA8ENztAQC/FXz+BgBfU9pmALOEEFcCeBWAnyilTiqlTgH4CYBXj+mzGWdjNoVNkx5jgQzGAhmMBbKNuObHG+XMkDnhPfYc8HjvBR8XjYLZdymd1h8vueSCSuCGHBt6dgH3/Ruwc1+U3CgJwJr5UQiSHyvxUUGr6xMvAH2nz+uYyoxhid9kEGukFkLMA9AKYAuAy5VSLwI6QRJCXBbc7WoAz1nf9nxw21C3V/6Md0LPGGHu3LkoFotwHAeO4wAAmpqa4HkeSqVS+G8pJQYGBgAAjY2NAKIpxoaGBqRSKfT39wPQdZeZTCb8dy6XQy6XQ19fX/jvuro69PX1QSmFbDaLuro6FAoFFItFAEB9fT0KhQKklEilUmhsbESxWITneeG/S6USXNeFEALNzc0olUrhc2hubk7Mc5JSIpPJ8DnFfE6O46Curm5KPaep+DpNxHOSUqJYLE6p5zQVX6eJeE6ZTAbnzp2bUs9pKr5OE/GcPM+D53k4fvx4+XM6dggZSNRftwiF/dshr1qAVDY7+DkVz6J09jTcOXMhCiU0l0oonToJp68POH6cr9N4P6cFC1D30EOo37IFTnMzGt/7Xp1s5HLoe+ghlNraYj2nQqEAz/MwY88eoKsLA+vWAc8fxMx3f0A/bjaDM5/7BHLzrwAGiig4J4EBFw3nziHl+eh3JOB4qEsBGZVCv+MD0kHuuaeQy6TQd8WC836dmnbtQu61rw032HUefhjF1tbJ8TpVPKfREqOdlhVCNAP4OYCPK6W+J4Q4rZSaZX39lFLqYiHEDwFsVEr9Kri9E8D7AbwcQJ1S6h+C2z8MoKCU+uRQP3PNmjVq+/bto34y4+3kyZOYPXt2rQ+DEoCxQAZjgQzGAhmHDh3CwMAAbrzxxvIvPNajZ3yWrAP2bwFubAWyucEP8PQe3eVtyTpg9y+B+S3AycNA/2lgyfqJeRKkbdyo1/74vp4J+tjHgA9+MNZDnDx5ErMPHNDrh4IkA697BfC9H+qSt1QKuOPtwG/fDlw5X8/0FPuBG1YBT+4EUhmg2KdnfDJ1gO8C9U369lRKx0kNn19SCCG6lVJrRrrfqLq9CSGyAL4L4BtKqe8FNx8JytkQfDwa3P48gGusb58L4IVhbp80WM9NBmOBDMYCGYwFslW9uCwEwrUaZv8Wpzi4m5tIWfcLPgoEpU80oSpL4M5jY1Ep5eB1REoBuSyQTukNS9tW6NI3zwV8T8fHM3ujUjgldaIEROvAencC995/YeVqY/D8JpsRy96EEALAVwDsV0p9yvrS9wG8DcA/BR//07r9L4QQ34RubnAmKIv7bwD/aDU5eCWASZVajlnPfpr0GAtkMBbIYCyQTZ8+Dbq1vIWxUrqFsVvSV+9ffAq4/Dr9dWklSUohyH4m4MipTHs70Nmpk5eOjvPaWDSVSkVJhpn5+Y1XAm98PfDrTcCKRcDKpcCALvWC9HTu6wfJUCqIAd8FUK/vs2M38K6/BhwX+OID+hjPZ9PTMXh+k81o1vzcAuAtAHYLIXYEt90JnfR8WwjxpwCeBfB7wdceBvBaAI8DKAD4EwBQSp0UQnwMwLbgfn+vlDo5Js9igpi6RSLGAhmMBTIYC2Srvumt1bFNWSe0ppX16aPA7CsGb3LpB7MBnPmpjfb2C0oKGhsbBycZ9QNArh644SrALepkJxckNr4H/foHTQ58N4gDP0qat/boxEfKqCPdUMcofd0sY+EQFWEX+PwmmxGTn2DtTrXLFwCwocr9FYA7hnis+wDcF+cAk6RYLKK+vr7Wh0EJECcW8vk8urq60NHRgfZpNLhMFxwXyGAskM3zvCG+YrWtVgrwPERti02Jm4g2slQSOPJMUPLE5GcyKhaLqO/tLZ9d6e0MEmAAfvDaipROVHxrDx+7zbX9+eoVQDarZ4ZGKlfzvfLHnObYlzOGoQcymm5GGwv5fB4bNmyA4zjI5XLo7OxkAjTFcFwgg7FAtuprwER54qMkoHy9aB2w9vIJZn7CvV0QlEKx7G1SyueB3/mdqOSts1NXr/k+whkepYBUOtjo1HqdK/d4MgnT8kXAF/4P0LsX+P23jWLmhomzwQLlGFjPTcZoY6GrqwuO48D3fTiOg64L3CiNkofjAhmMBbJVXfNj+h0c3F6+iF1YyQ9UNPNzsDs66fU9bnI6SeU2bRq8aapC+Wuqgq5vyip3DDc1NYmyCmYAg9hZvhj40zcD60foAGj2CiIATH5iYT03GaONhY6ODuRyOaTTaeRyOXRMgy4q0w3HBTIYC2SruuZHBf8rnNMno8cP6RmdMPmR1gV6BTgD1tognyewk1R6w4bBHdUyGWs2r2LmR8qKGR/rPxMj0p4ZDMrhhus4ydgJsewthlKpxHpuAjD6WGhvb0dnZyfX/ExhHBfIGMtY6C+5yGXSyKZ5jXKyqloGKRCchAYnsP1ndavrpqARrj3zo2T5Wg/lg9esJ6diayvq7GYH118FHHrMen0RzPyky5OhyvVhgNXuGgBS0dee2AnMuBi48voqR2DNHFXtQji9MPmJwXXdWh8CJUScWGhvb2fSM4VxXCDjQmOhr+hiz7MnsX7h5dj19AlcMqMeC6+aNfI3UiJVXfNjZn6kAlLByWyxP0qK7DU/Krifsk92zePwJHYycV036qgmJbD7F+WJbTjzk4pul36UFIXtzhG89ohmf8zXfQ8oVewXNdCnEyrzfYwbALyEEEv1nv00HTEWyGAskDGaWDg74MDzq5emlFwfMmhlrJSCZJnKpFZ9zY8oP9kVQnfrCsuc7JNcRPeTfpAEBbFzcPvgjVEpscJYOHcKeKzb6txmJbYy6PZWtrYHVsWbVfYGRPczX6/W0ODpvcDzB6JOgRxTADD5iaW5ubnWh0AJwVggg7FAxmhiYe+zJ/H8if6qXxMCUMEJjOR5yqRXfZ+fgEl0oICGGeWL3MOzWSsRkhWzP1ICnjMux01jLxwb3FJ5ImJiwLzehkl4w3K1ilio7BjoFqNECAj2CYL+fs8Fnt4T7BHFQQVg8hNLqVSq9SFQQjAWyGAskDFSLOTzeTzwxXuwfduWql8XEGWVLTxNmdz8ofZVsa/sSxl0drNPiIMZAFPyVrbPi3XVnyaNcGwIZ3YAXf5oNbgwsRA2MLATI6vRQTjjYyVFzz4afZ9bAh7rCR7TijPO/IS45icGx+FVFtIYC2QwFsgYLhbMnl+lkoMHPn83rv5ptOdX9xPHcM2cZuQyKUhzcRcKiicqk1rV5Mes1di9D9i+C7j1FuDGqwHlA6VilBS5DsrSXxWUvYmK9Rs0KYRjg53cANbMD6zbVLSWx0wBS+s+UgFp+3tU+eNIWR4bYVc4JswGZ36IiIjGmdnzS0ofruvgv37ciU0HDgMASp6PMwV9cmQSHhWc7BQdD5sPHqnNQdPYUwLYuRe4407g3geBd7wH2BOsyXh6jz5BPXEIOH0kal1sFrYDVhtk+6S5glsC+k5P1DOiOEwXP7OGp3LmBxicHCk1OEkyCZEdD3ZDgzDRUTpxlh4TZguTnxhY208GY4EMxgIZQ8VCf8nFtUvakMvlkEqnkc3m0LauPWx8YBIeIUT4uTl1Kbo+Gx8kSD6fx8aNG5HP50e8by6XG3yjALCtB3C9YIbHBXp2ByexwQmqU7TWhgBAxX4ula2PKx17Hnj+4Pk+RRoH4dgQzvwAYftyO1ExH8NmF3aJGwAI3cralL+Z+0sroYIoz4tVRfwQy97icByH+3kQAMYCRRgLZAwVC2cLLuYvXonOzk7c963v4/YNL0dL60146shZANG5kIC15FkBvlRlCRHVlilddBwHuVwOnZ2dw25jMKjs7eizwNkTQMtCIJvRCVAmC6xeESxuB6IT2eCjSJUnO0oBJ18sT36qtS9mzCRKODaEszIqeo1TwTyEtJMia8ZPKV3uqEyMWHtApdOAH8z8lM34WOt8wjU/YFwEmPzEwNp+MhgLZIxlLDiebnVcn+PQPBkNFQs6qVG4tb0dA83X4po5zSi5PrzgZEeqaH2Pkgq/+vWv8Y1v/z/c9tLbcPXtL+P5SkKY0kXf9+E4Drq6uuIlPwN9ekZn2ULgno8BvXuAdWuAliW6O1dZe+NgVsDMFNjdvo49F53kHnseOHUYWLgm+jnCLCyipIjGBnvNjwIuvQY4/rz+0qCOf4iS3CvmAS88gbLXdeYcoP9MMHuEKEbcktXZTXC9TxUseyMiGmdKjW7x+mMvnkHvU8cn4IhoItkXZM3+PZ4vo861SoU9nfbu6Mbtr7gd93/2Lrzrzb+N7/7wEZa9JURHRwdyuRzS6TRyuRw6OjpG/80HtlkL0ZVOgN76u/q2+78F7NhtnaRW6fZld+vy3eikuFQAqjVWkIyZxLJL1DK58hk8/YlV4mjt7WQSH5MQN84E9hwEHvi/wM49UXw9ux9hm3RhzRKV/YytlzA9AAAgAElEQVTpjZcXY2hqaqr1IVBCMBbIGE0sHHjhNFxPouW6S4a9n5Ts8DWZDRULQghIpdBfdHWiIxV867WOzn0UdmzfZDVGALZv+TUWtrRO1FOgYbS3t6OzsxNdXV3o6OgYdtYHqNjnx058pAJSCtj9KPCej+h1P9kM8K//BCxZEHX4KlsbYi1o91xEMwiWA9uA65YiailHSVE2NtgljEKUz+4BVnKE6HUXAkilyx9jxx7gfX+vyycf+A7whX8G2m/W8aEUUDinE+Ow7K1KzExTTH5i8Dxv5DvRtMBYIGM0sXDyXHF0DyYEL9hOYkPFghB6duebP/gxfvWLX+AVG16OxS1t0fJmc0FfKrSsbkc2l9Xnw9ksWtrWB19X0S7xVDPt7e0jJj2GLCthk0F5kjnxhW504LpB4wMP6N4FLLnR2tNHRTME9n9mLRBU+bSilIBj9priQJIk0dhgkhyrtO1wH7C1R68Fu3pBdLvd3AIALrtWfzRljdu6o8YZngts3wHctAbwHR0fJw7pjXBN18BUCowLjclPDKVSCTNmzKj1YVACMBbIGC4WTveXMKupDr4EMumRT1xTgtUqk9lQsSAgsGdHN/7nn/0BXMfFN798D+6+79uYu3AFAJ3YnO4v4VRfEUtWrMZd934T27f8GutuvhXXL1kVngMz9Zlcytb8mNbEdjlT6zI94+N5QCYDtC3XX7OTn/AE2NrctGxtCKzz2eD+AhxIEiYcG8xsDqA/790NvP3dgOMCuSzw1c8BV15U/nobaeuUva4RuGl1eeOMthaE8ZMSwEC/LpH0vSCm0sx9Akx+iMbYoRP9uOSietRn0yPfmaa0/c+fwtoFl8OXEtnM6IZblr1NPUIAO7Zuguu4kNKH4wJb8r/C1QtbAJjzYhWWPS5duRrzlqzERQ059Je8aM0YZ34mp3Dmx9qPBQCWLwI+83Hgx7+ISpWA6m2tpUR5m2TzOFaJW9nYwXFkQuXzQFcX0NEBDDszqPTsXK5Of76tRyc+ZvZvaw/wm7dFd5cqmA2qMOdq/d8n/xbYsQ9oXwusWBol2UIC3b1AfgvQsghYfD2QzoKNDzQmPzFwnUey5fP5UddiX6jhYuGZ4+fgK4Vr53D/l+lguFhQwQmMr4DUMCeuTx89h2svbUYqWBtCk9NwsdCyZj2y2SxcT5ezLVm5Lkx6VLCvhy91MwTd/Q1h0uMrpTd1n8DnQhcuWvNjzd6YMjazl4tSwA9+rMvffvRT3QVudauV3JjvC8aPskSoYnYgnC2ykiTP1bMCNHbcElDsB2bM1v/O54ENGwDHAXI5oLNzUAJUNja4JWD/E8DW7cDV1+kZH9fTszhr24I1PsF9R0pWli3U/zXNjMokofRGuv/j/TqxymaAu+4EVq/S33PqiF4/NHPOWPw2JiUmPzGE9buUOHH3X7hQw8aCXaNLiTPWSfJQsaCCE1apAF9KpFJDJz8vnOrHZTMbyi7s0uRTLRYcz8fpfgeLW1bjn+79d/Rs2YT1t9yKS+ctK1/WARUmP+acWJrkSHFGcDIKXzN74Xq4xwsASF32ZK/76dkNtK1EmDCZBzBrNsoSJ5MEmbtJ+4frj4/36pmDGReP+/OdNo4fAk4fA5as0//u6tKJj+/rj11dg5KfsvVfew9GjQpyWeCD7wNOn9GJT+sK4NBjCLOfEWdqrJlA82+l9Pofe0bp4HPAmtX6a4efBrI5Jj80OgMDA+M6+zORMxdTTdz9Fy5UtVgwr9/F85bj6ld0jPgYfUUX9dk0Mml2nJ8o45EkV8aCiYPbXvpSyFnzdRIkdQn2UEzr49P9Dk9yJ7HKWDh8qoC+oovDpwuQSmHpitW4fskqzGjI4sjpAaSEwH91/hzf/cGPsLb9Vly/dFXU0RhRO2yTCHU/eQyXXtTAWeVJoqwBhgrWYtglakIAq5YC2WzU8a11WVD2BpTNDgkz+6OimQHP2hjVfAjLI62f47vj/lynl2AwN6Vul1yiZ3zMzE+VFuhlY8OOvVGjAtfTic+7/ji6c8MMYOCc/nyk9wPzZbuhgVJ6/U8uiKtMBri5XcdZ1RLJ6YfJT0JM9MzFVGP2XzC/v1j7L4wB+/XLZLO47Ds/wHWve8Ww37P7mRO4bGYDbrhi5gQd5eQyHhcDxjtJrvw7/sSXvom1C14HX8pBq9V9qU9sM+kUpARO9pXg+RJ+8KZ0ur+EmY05dviaxJ48ehZ1mTSKjq9L2CCCqiWF5oYsHt3Vjb/98zfDdVz825fuwcbP/xuuW7wSCmkoqeD6Mix9U0qh5Po4N8ANliefYMYnXMuDqJRt+SLgy58CfpXXDQ+WLqzS4CA4obVPboUAVOXeLaaLGCp+zgQ9zelCAOjdCbzjL6OE5+67gRMnRl7zoxSwcmnUqMCUutlmXwG8WADSaeDSa0c4GKvM0S57a1kCfOlTwK+3ADevA9pWAOdOAsVCNPs4jTH5iaGxsXHcHnuiZy6mmrj7L1yoyliwXz8FYPOmX+G3R0h+TFkUDTZeFwPGI0m2Y6Hy77h3Wx7+774GUiqkKrKfRw+dxrkBF+sXXg6pJEqeD8ePTlT2P38KLdddguZ61utPFpXjgilhc6WE60ukUylIpcvbhAJ2b98cNkFwXWDn9jzmLlwRnsN4vgpL36TiHlCTTbjmJ+z0JsuTEqT0FfuVLcD8qwHTqcueIYICGi/StzlFq04yuG86Yz1mcAJ8+mj5bdP8RHfMiZRuTGCXup04AXzwg0N+S9nYsGyBXtu1rRfY8Apd6gYAvbv0465tA1YuAyBG1+SkrBW6SZZ9YMVy4IZrgObgAqsCcORp/fk0P/lg8lNDh07048rZjUgJUfOZi6kgzv4LY81+/TLZLNbffOuI32MqdB3Px1NHz2HRVbPG9yAnkfG6GDDeSXLl3/GKNe1wPT2b41e82TieDOvApQJKrg/Hjeq7VbDWgyYvvbeg3tS06Pi6A2QQC0oALavLmyAsX70+iBMFfWqsgoskKrzgP1xMcC+gJLOaHaQygPSCi/ZWkmNeZGklSVIBF1+uP3/hifJyOJP82LM9bimaYeo7XZ5w0di5qdUqdctWLXWrLngtli0EFl4LXHmD/nfvLuBP7ihveW2SomEJ6Njy9Uyi6Rroe9aAIaK7Kqm/lp7ep//T+9nHVCgURpz9KZQ89BVdXDazYcTHe/b4OcyeUYeGXGbCZy7owlTGgv36zbhmGVrXrEV/yUVaCNTnqv+Z6fckhXMDLk6MdhPMaWI8LwaMdZJsx4IdB7e+5DY4F10XJDkKMnjTK7k+6rLpYONL/RhKRovdzdogXZjAk5bJpHJckEpCqhQkFLygzFEB8JX+fMnKqAnCuptvxbWLVuDcgAsZ7Adj7i8lwo5vlRGx46njmNVUh6tmN6L7iWNoX3TFRD5lGobrWmttwsVcCph1KVA4BzgDgAzWfJp1PGXlS6jSxMAkSULPBBXO6dsf3ao/esG+LlDAcwdGzpgpvu09eobm7ruB/b3Aq39jhPbW1thw5Bl9g6r4YzYzSVLpBGhrz+iSn4su0XFkXnPPiWaApD84fpTS+0rVxX7WUwqTnzF26GQ/jp0pjCr5qbyyW8uZC7pw5vX76Z5DUNBlS31FFx3Lrq56fwUVXvFne+Nyk/ligIkD15fo2nMIRceDJ3XTAwDoefIY1tx4WdjW2rQy9oL1HTK4SsftGCa/KLk1lU8qrH4yF2OXrlyN+YtXYkZjDucKrk6OpL5fSkXf9/TRc5BWUAw4HhpyGRRKHlIpgcv8hnC9GCWMKVGz1/KYpgRlJ6dA2X5A5nvL7hB8EBIoDkR7//hudFXfXPU3t/EiytjJ54Hf/SOdqNR9HfjS3cDaNaP7XrvpReWM3KyZ0YAhpf63XQY3VCLUPAtwG4FTh6NZQ/N6m4TIng0OZw6n9xsMk58YGhpGTmhSAvCGianT/SW4vsSlFzVgeofe5DZcLKhgAJNSwfOGftORSu/qfrKvON3Hoaomy8WAoWLBXNzoL3nB+Ymyble6WEGq6Mq+1Pu97N/Zjd7/ehAXz1uOlfNePXFPhC5YZSyEY0FYwRQ0LwBgr1OWSkH65oo+giRGJ8Km5O3EuSJcT58w9Zdc7Hr6BNoXXQEJFV488YNNUln6lgyZcGPj4KRU+sDeA8CjjwAtC4EF1yCcybFL1+wTWPvNYc7VwLlTiNYLuVHy47nBtKKr16GYRMg8Jl24Z/YBnY9ErclLJeBfvwLMuQp41W8M+60NDQ3Rei5T/mgnpafPRK9lKgXsOwBs/NToyuCECLq9KV1GGc72VZv1q5hZnKaY/MSQSg3dkrjo6q4rKSF0Z6chPHX0HAYcD5de1ADTzpRq40K6iQ0XC2bckQphqdNQ9wMA31ec+ZnEhoqFQsmDVPpjWghdyoRg3bM5GUZ0wiqVwv6dPfjbP38zPNdFNpfFgiv/G7e/7Laqj08Xbqw7ClbGgmlUYP6+pdRjvrKyn2i8MHv8KF0mKQERnBSHSbKqsu9PeI6jwhmjNHOfRAiTUHOe27ML+OuPR12+7rpTr/0ww//uR4HunUDrcmDpjUDzxUC9taVCXSPQfzZYLxTMHPjBTIJpZ+17wexC8Pkw71UUU+EcsP4m3TJaSf0HvXkb8MbfAzp/OmzpWyqV0q+Vb3Xoa7bW+a5tA+pyUWwA5fv0DFcGF254ayc+sNaOCXMQwW3WzOI0xeQnhv7+/iGv8u5+5gR8KXHlxU3hSY7NlwrplNBXe80bIbPvmrnQbmLDxYK0F65WvL5nCw72PX8K6xdeHo5PHjfPndSGioV9z52CUrpdcSolyv7uVVDfrxSw9bEj4W27uzfDcx1IKeG6wC9/8XMmP+NkPDoKVsaCvsAbdWmTyqz70TN/ZnywkxrAJMRBaWxZ9ZNOguz1YqajnK8UfF9CKoV0ZV91qomyNT9QQPeO8v1ddu7Tnb/SaWDPAeCv/k7f/uBDOjFqbwfqqrzP2Bueyop216a0zswGmIHG9wG3WJ5MUTxKAjetAb73LeDvP6YTEil1klJlY1Nbf38/GpobrbI3H5h5aXSH1hV6dseUuQHAf/5w6HbYg47Nmu2xZw3NWjJAd6kz8TKcgX6gYWrHCS8JjBGp9NW5lBDwqiQ/2x4/Cs+XEEKECbd506KJV62b2JgJxiCzQNlW8vyww5c5KfKDdrZx29jm83ls3LgR+Xx+rI58Wpio35tpYGDGBZPgmHUfAgJKKvQXvfBkd1nbemSyOaTSaWSzWdz6EiY+42W4MWAsY0RK4NHdPfj+g1/Ao7t6yrvSIkhwgjiRQFj2ZmaIzFgSNkBQCgKibGyRQfz4QfkkJU1wQrpqmT6RTad0KdOttwJXLwAyOaDX2vjS84DdB6PEp3cX8MX79UfzeKZ0Klw7EvwXXtk3twWfnzgEPL134p96LeTzwMaN+uP5OrAtai1uX4FQCrhpNfCutwJ1ddFr+dKX6tLD4UgvKnur9nfaukJvdtq6IkqG3vOukTu/7dgDfOM/9MxhWOpmzwKZbm8pnXTZs0PVPLNXf30sfo8JxZmfGOrqhm6PIYR+M0qlRNW6axmcCOkrdjroRoo/Gj8X2k2sMhZ8KdFf8nBRQ87alwMwV2A2HzyC6y+/KDgJjr5PKcCTChkgVrkKN8U9P+Pxe6uMhcOnC4DSM3pS6S5fuhxWIX/wCKQCPF9iwPEgoZsdqOD+i1pa8aG7v4Yn92xH29qbsXbd+gs6NhraUGPAhcTIoPcIBezq2Ya/e/db4LoOvv/1z+POTz+AFa1roER0H9P0AsqsAQveL6SAgsLB3T3o3N+DZW3rcNltLwnXkJn1Q2HyJHVnwaNnBpDLpDCraZq3dBrCaMsd8/k8vvf//gsdHS/D627viP1z0um0/kQpPROzbAHw5Xt0+VvlIvbW5Tox8nz98eUvB3L1g1sg/8vHgEXzgJSMTszNLBBQnviEsz9q+pxw5PPAhg3R5qOdnSN2YqtKSp38nD0BnHgBWHRTVFomBLBiqX7sb34VeM3rgUXzgcd7gcVrqz5cXV1dVJKYyUSJkmlqMGumXvdjx4VJgmyVTRB6dwF/+m4dHw8+BNz9v3UpJYBBTRWEAHw1+HabiZNNm4Dbb7/w32NCMfmJIVq8WIUKEnmlT4QrT2TNVTxT9mbetDj3UxsX2k2sMhZePFXAc8f70FAX3a5kVMYipUJf0cWsply450tU1iIhg80PR1uuwk1xz894/N4qY+Hpo2chlV7L5QdrNXS5t0Kfr9ufP3nkLE71l4ILt3ok8H09LixY1orVN61FNpMa9VqwsV67Mh0MNQZcSIxUe4/o2bYJnutASQnPdbFvxxa0tK4xS37CxhhSRhfGzOyNhMJje3vxT+/7Y3iui0w2i3/9+newZO6rogssCnB9vYmqmW18/PAZ1GczaLueyU+l0Sa35n6lkoPPfOqf8bOf/vTC1oam0oDr6CTnpiolTC2LgE/cCTx5tPwEeGtP+dqP3t16fxikUDbbA6Wv7HvB7FEKgBJRAhSuC5niurrKNx8doRxtaEESUBqIZn527Aa+/SPg5vXApfX6cRsdYO6CqMX0EDIm4dm5D9jWo/cFOhoktqXge1NCJxpDzfRU2wtoUHzsAZYu0PeXErBba5kOg+b5SQk81q0Tu/BpBzE1Zr/HZGLyE8Nw6zyECBIcRKUJsE5k7eUfYbmDdXJME+9CuolViwWlFPqL+mpO5Y7sMoiLVLDwff/zJ4PSFoTdvuKUvXFT3PMzHr+3ylgQQkBKGbS31glQSgi4vtQbdqd0+aPnB+VwwSUQz06IlRr1hVrOAp6/amPAhcRItTU/y1t1KaNJXhavXAvT6TolovLIqBGCvlhi1ont790SrgPzPKB78ya86TdfGb7PKCh4vsITh8+EMWdup8FGm9ya+0npw3NxXhdKXNfVV/qf2g3dnc3qcV4pldEnrbe/tvz2tW36RNes/WhbEV2dNwvaPQfI5vTnbtG6rT6om/SATBbTIiQ6OqzNR3MxNh+F3iDWc4GG5qgszSSN+Tzwjr/SyWUuC3x2I7D6doS/1LLEYrD+/n407OgG/scH9M/46reAN75eJy7hH76q3tzAzPa8cHhwEwQ7PjJpYNXSaJ1P2TqggPStRghWSZ9NKeClt0WNF+L+HicBJj9jRG+cG73xVF6xlUEQCiGglMLJc6Xyjj00qZkafBkMKDKYCQwTXlPMD337ib5SsJGh/p5UULby6KFTuGRGve4GOIzJvA9OLU3E702v5UG4tsvzJdKpFBzP119T5R3ewnUdwZutgrUmZBTDA2cBx9ZYxsiB3T3YsX0T3vqev8XpUyewvG09rl+6CkoqiJTQ44aMLpQoBWTTKcy9rAlPHDkLAFi8aq1OnjwXmUwWbetuDkvlTNMcX0kIpKyLLqjaeMc2XWcLR5vcmvuVHAeZbPb8L5RIqWd8pKfXWwx1gvz0EWDLdmD9QEU5XMVC+HmXA4Wz0cnrrv3A1m5g3WpdiuUHneBcVyc/CJKfbA6YDhtstLfrEq2uLn3CPprYNmWJh58C+s4AS9YhnFUzX+/6edTi2oHuyve6Z8oH6uEG7GPPA1//un4MQCcxx0/oxMUkNKnU4OYG9mxPJq3/80V0vzA+uoEbrtQlb9JMK1eWvaWsK/FKd68zCVA4Sxk8n/XrgQc+D+S3Ab//lik16wMw+Ykll8sNuu1MwcHMxpy+2gs9tMiKk5awrCFM7hUefeFUOBtAk09lLJjuS164b0t5Emxeaz+oy/eUCL4elLsIhSeOnMWZfgeAGDH5ASbPPjhJM9a/t6qxABXN6PgKdVkRdHwMOnvJytkdpctlYa3lCOLnhZP9ONlXwvJrZ1f9+XOuX8FZwDF2vjFix0I+n8f73/kmuI6DTDaH93/iq7hh6argoogClAjGDRm+P5hYSKcEoIBr5jQjvawVH/jU/Xh6bzeWta3HkhVtePFUoayhiu8rKERlb0D19dT2sU3X2cLRJLeO5yM95wZ0dnbi/m//AO23vAQ3rV2HzQePYP3Cy0f9s8I1P24puuJebeandxfwx3+ur95//j590lmZAJl/D/RFyc/OvcC7P6S/7+vfAz77cWBVC2AaHZgTWS+YXZguzTDa20d/sn7uFPD8wSDhsWZvwk5pKf15R4duce15+mNbC3D0WauUUAyb/ORK/XpWrpJJbKut+QHKy9oWXQ20rAEuv7L62qAXnogSG5P8ZOv0rCIQzQaZJhjPHYgGnqPP6a/Pvgph3LSuAJYvBpZOvbGByU8MlSc5Uinsfe4k1i24HAOuF8z86KCyZ3RUcN+i6+FMoQQFwPGilqc0+Qw+4dXJjO9LQAFnBxwUHL3BnFRKlzgCOHDotG6MIcx1Jf1/zwdOnitBpIDpUZswdVTGgiltNNUEvi8hsmn4Ujc8EWalu9LrA4WumQ0u5JrZwGj9x6n+Es4OOGU/4/DpAo6eGcCK6y7BspWr8b3vP4zebflpdxU/aexY6Orqguu4+mKH6+LRnVuxsKUtvOiREipslCOVwqO7urGrezOWrFqL+Rs6sOhqvQeIArBgWSva1qyFgE6mD58uQCng3IATlkz6ng/Pl9iyeTMe+uGPsXrdzVi3QG+8WDnLM91nC0dKbl1PwpMSN7e3w505D4116bCkMI50Oo2yjmxX3RiUR1V46GF9ggvojw89PHR3r4Zm4KJLgL7TQPeu8tbZ3buBlcuj6WMEH/tOAs4ApvR7Sz4fb7bH8L1ojyS7h7z5/ZmEob0d+MJdwIFngBWLgflX6Bk9m0mEnKJOOvpOAy88Diy6CbkUgDe8Dvj2Q9FeP7/cBLzjLbrD21DssramOuBVHcC6IZ6fHWt6F23g8mutWR0zGwSz9gLhP06+qO8y+6ooIbImv6YaJj8x9PX1ob6+Pvy3KVs7dKIv3KhSSpPsRN+Xz+fxjW//AM/f9lJcfv0ynfy4MnyME+eKGHA8zL2keWKfEJ23ylgwjSyC3AeO56NvwENzQ1af7AAoOh6Knh8uVLZbH/tS7weTCcqiaPKojAVzAdA0NfGkDM93pNQnvaYs0pcKaRFdIIlKJXVc9BVd9BXdQeWxZwoO+gaC9WVQWLN2PV79io7xf7I0LDsWOjo6kM1m4bqI1vpIhUtn1uNMvwukzPmJwuN7evHPf/Mn8Fw9S3T1A9/RTRECpozNXGRxguYYTxw+i5Ir4UuJk30lPHNgJz7+3rfBcRw8kMui5bqfAsCgWZ7JtmZwwkv0hF2SHnRvBYbdtLoax3Ggr2xIYM+jwIGfDL6yf76UijrEmfVArS0IN7C0a2elDFosT9E3lwvp8JYOGhFIqWd5TGmg+d0Js1YLQMti4JZb9GzR9m5g16PA6pXAzEuC2bXgMZ/cBVwxL3pcAH0lF/WrlgOvfwXwn/+t7+tLPbMzpw648nq9LquSXfa4YDaweEF0fIMS6SBbURJQqcH3ESJ6XuH9rDixHwNBAjVFsx8mPxdEl630lzwUXR9C6K47pnQFAO69917ccccd8KXEg1+8Gx//129g2ao1wT4f+oTnxVMF9A24TH4m2Ji+oYYz3gpSSUiZxozGbHB1X8/8FF0fjqtb0apg6sesO3Q9fbtbZb0YTS4pEZW16fUY0cwgwguLUdKbSouwVDJMfYLYOHpmAL6U4fvSlseOYNW8OWUnYtOhgdNk1N7ejv9z779j86ZfYcGKm7B0xWrMu2wGAOBUUN5qtj44/tTuqKmB66Jn66Yw+TEVAhJAOpgrdj3dUbQUXEzxpcI1lzThkZ3bwkX6brBIH8CgWZ4PfvCDk2bNYK1K9MKJE+i/WbPu3b4QIarN4gx6IOgOX+/9qE5STJcuOwH6rdcC//GDKIn5rdcO+XAAgF37gE1bdCJ1z98H64FWAy0LqyxgDwYT35+6g8UFdSZTOknxXat+3UWwcBM4fVTfxy1FMyU79wDv+XDwemWB+z+n11uZRKF3F7DvId0Vbl5QJmni5tUdwI9+FrU0X9sGnDsJXHZN9eQHiMraDm6LXt99m4Blt5Tfr/lioP909LwqX+/Kjn/h/kUyqvgrS4ambodAJj8xVJa3KKU3nyuUvKCjE3DsbBFK6j0b8vk87rjjDnieLn9yHQe7ujdj/pJVqMumw8cQQccnmjgX+oZardTJrO1SUpczAXos2fr40bJF7o7nB22MEa3zQHSyTJNLtRLIaD2fPjE1p0i6BDIqcQsrC1R0khWt2dAxtLN7G3ZszyP9+78JNXs+BhyvfLNksLNXUuRyOZzuL+GJI2dxzSXNWLC8DZfNXw7HL99VXYWlAQJSAm1rby7rCNe29ubovlDBeYy+aGKPJSr4WHQ9zGrKoWXNemRzerYpay3SrzbLM1nWDNaiRG+oTWRl0Mxm9zMn0FSfxYIrZw77OHrNj9KL4+3ytMpuXq0r9Dofe/+WofTuAv78g3rh/IP/AfzL3wF/9AagrjF4/7AWuYcnslI3XJiqLqTDW1mpWHCy/1iP/lrhbLBeK7hN//EB23dYr6cDfPZLwP/3Np0A5fPA2/8iSozuuwdYsg65YPkXli7Qe/EcfD56rfduqt51rZJUegYP0KV1lWbOCdaDBfeZdVnF7JAojw3pR00QIKLvK5sdGv2vcjJh8hND5QZ2CvoNyZNSr/dQusTFtCz90Y8fCTs+AYBIpbC8bT0cXyKXTQUnPSroFDehT2Xau9A31Gob3kqlwhNYP3g9BYCBkgdfRu2vS55EU3hijHA9kJkRYAfAyaUyFnLpFEquHzY08IK1PsHLGzU0gO4GdnDXNixtXYsFy9sABTy+pxdP7u3G0rZ1ONZch/f96R/AdV08+MV/wae/8i0snfvKipkfNk5Jirq6Ohw956Lk+tjz3ElIJeEHNfazmqIk2SS8ZuanpXUNPvCp+/Hojq1YsmotWlrXYHfvdvRs3YQ581tw47JW3RUSIpgJjPaQUlCY2ViHXCaNxS1t+OSXv4Ud2y3ypMoAACAASURBVPJYtSZKbibLLE81tSrRCy8omPwBCJPNQsnTm9KOIFzz01axgandzcuwmxpUbmRp29oTdR0z+7osuBZRyROsE1yrrEn6GLLN9mR3Ph3e+k7rPXwy2cHJjxckPKUC4JT0/UsD+qP0dLvxbCZ4HRSQ36oTons/CRw6GzUoAIAtPcAfAnXCSjqWLQRe9oroWJSMkppqNm8Cdh4EbpwFXHKVjo+dewBcOjg+LrsOOPKU/jlNFcl5OPMj9M8za4HC5Cc8oOi2KZr9MPmJoa+vr+xExyxc1W9CCr4PeKaRgVK4fvkaZINBOyVS+Ou//UcsXN6GAccL469Q8nB2wGGp0wTK5/N49tlnww0Jz+cNtTIWTCktlBo0i2NOUKDMujBVvu7HXNlVdhJEk0VlLAACA45uaWtaGUdrgHSpky8V9u/qwT/+1dvCdR4f+pevQUmUrf149Rt+D67rQkqdpPdszeP3X//K4D0smCGqybOePnqfOo4lV89CfW7kt8u+vj4AdYBS8HwZli/OaMhiVlMUI2bhvCl93t27Hft7t2BJ6zrcuKwVu3u3491//LtwHT0T9Pb3fRinTpxEy+r1WH3TOuzb2Y2d2/JYd8tLMG/xCmTTwUmMEFi6cjUWLm9FxtyGyTPLU81EtvUPG5DAvL/b47kKurnqTo6jOSd0TVvj5YuB97wd2NQLvPLlg09Y7WQHKN/I8oPv013ATDewWTMr9nVZpr9HLyhEdOKK8iv4vq83Wh3KqaNA8yzdEtv3gfQw902iOB3eAOD4Id0578r5Qf25jGZBzOtm1k8BUVIpfQASeOVtwJPPAvseC/bncXUC9Idvj16fXBa4qRUA0OdK1Jl1V9XW6oQzOgNAzur22rsL+LevAI/sBW5dCBzrA/7pi8DtS4G7vzO4hDKdBkQ6msWxmbK+FKKfl05FZW9hph/ETPjEpx4mPzFUuyIvw7199MDp+rosQSqFtevW464vfQs7tm3CstZ1WLtuPU6cK1o7c+uuPX1FN3rzonFll7ul02n82Z/9Gd761rfGfkOtjAX9mpdfHQRUWScvs9VPmOCoYH2QssreMPL+HFRdrfYtsWMhn8/jWw89jNnXr8DC5a1ICaC5PotsWs/0Cigopdte7+3ZXLbOY2/PZgCA6zpQwW1S6fIl19NJ+sqb1gdXpHVr/cdePKPXkzmenkUezRoEKlMtbo6dHcCxs0UsnXsxBhwPfUVvVMmPUsHGtcG5w76dPdjXuxlzLpmDQt8ZtK29GS2tazB3ThOyaV36enB3D+76n38SJjof+NT9OPbErqBTnA/XVfjSXR+FkhL/8UAO7/ybj+LeT/wdPNfBd+7/LP7+s9/AmrXrAJhkSs88T6W3lGrJ21j9vRddHzueOo71Cy/H1seO4tKLGnDl7MayNeC+VHjmeJ/u6Bq8trLi777asSjzILv2A/fcF3Rk2wEsvKF8lsdOdt7wumjmwHGBj90VrNdR+gVOp4E//iNgxgzgxqv0LIJbik5YpenghfKT93Ah+xAOPwVcOld3KTv8FLDopvP+nSaW3RHuqmBWxF7jEi7sklGCsnOP7qq3eiWwfKF+ve64U7+WwiojkxK4aIZOwL58D/DoU8CttwJzZ4U/Bk4xmnmxmaskSgHf/TTwh3dGX9vaE3VukxLo7tVxkU5VL6G0H3OQ4PnJVJT8hGVvQFncnD2hZ77M1x7fAVy/wuocN7kx+Ykhmy1fjGZqgH0V7eFirvYpBWTTAguWtWLh8lb4viyr51dBeZPn6w5xcmrEU+LZ5W4AcO21157XG2dlLADRSbBOblR4IUUq8yaI8I3TzPL4Zs87KzbMR8+XZVdvh7qNartviYkFcwylkt4U8UN3fw2LV7Tiyosb9R1NcgwFTyosbVtXts5j8cq1EBDIWrdt+I3fxste+0bs7d2Cd7zpDXAuug5KBa3SpcKRMwVIpfDciT5k0ilcNbtpQp7zVDFU3JzsK+F0f1DuYmZnRyGbzaLk6fF/785ufOSON8N1HCglIVIp5HI5fOb+8k5ux56MEh3PA57e242X3PbScO2OEAJSyjAh/tUjD4dJs+u62N29GTet08lPytxXTe3y2bH8ezclqoAeewccb9C4rYTCkdOF4L3e3Fff/9s/+Ane/qbfqnosqVQKgAJ6dg+95sfex8UN1uWYmQOB8i5tCrp07v5/B77+BeDKi6InUrZOw5r5sb8mUsCJF/VJ+0WXDF5gr1RZh7IppbIj3INfBhbPj5Idk/AoFSQoKaBnR7S+KpsFPvMPwK4D0WtpX2xKCT0zBwArlwKveh2QzgKHDgIAsimhkx8po1m1H30FeM2fRmVvbkknn7a1bcATm/X3ZNI6CfvJViCbHrqEsq5eP1alqERFXyEJNz21OtyZN6qTL0ZlgUC0V9UUSX6mxrOYINXW/JiLLCq4eu9LhfpcCmcKDvpLUSeeMOUJLzLoAHP9YI0Qr/ZPCFM/nk6nL6h+vDIWzOaCKlgQa2b/zCsftTGOyigkEHbyMjPq5r/+oottjx8FAHQ/eQzPHu/DgOOFt3m+3tCQtGpruCaKiQVzDFL6eiand3P5oumwMYHe0PTGpa14/ye/it//s7/EnZ9+ADcua8WNy1bh/Z/4Kn7vHX+JD939NSxa3obFK1bjD95+B25ctio8SdP7w6iwzLbkSpwdcPWJG43aUHGjt/aITnJHm0fU1dUFpfMKu7bn4bk68QEAFSQrPVs3lX3P6nW3IJvLIpVOI5vN4iW3vRQtrWvwmfu/g3e+9wP4m49sRC6XQyqVRiabRfvLX4NMNvh3Jotlq9eFj2WqWuwNliv3iJoKxuLv3Ww1UPZay2gG35Qpm7G56PjRuB78jn2phj2WTCajv7l1qT5RTVc5YV3bpk9qhdBX83/rtbqU6T3vAj78fn2iXnnCKYMWyWH3FESfy4qT2fDkNvh4+CngyDO6w5gt3PMF1scppLIj3OZt1huv+T2KaAZGSSC/LVpf5blAzy5gdYt+DVMp/bpls/p1y2aBNSv1zzK/vnBTUaCuoSH6HTdfrL9++kh0f+kDxX7duMLWugJ46c06Hn7nN4Fb1un4WDA/Knnr3QV88X79EQAuvkKvPbJvA6w1PwpQJqmWev2TadWtgLBpxhRejM6ZnxgKhUK4h0M+n8eP/vsRzJq3HG03rQ0HRAmgPpPG4VP98GR0lciXCrt7tmPTr3+JG1vWYGWbnlIO68KDv5bNB4+g7fo5yGUmWb3tJDFW9eN2LCil8NTRsyi5uotb2PUNQRe44EqKvnprPgdMDXmYGgeDr1SqLHZKjodzAw5mN9eFt217/Chmz6jHoqtmXeBvZGqo5b4lJhb0vi45KDhIpdJ4Yt8ufPmuj+AP/vDN+kq/EoDQM72er2PkxqWtWLZqDXxfzxqnUgI3LmvFkpWrAdgziAKPvXCmvDojuHgilW60cvzsAE72FXHzoivCY6tVKeBkURk3LW3rg81oo/224kygFAoFCNRBKoUVq9uRyebCMkYhBIQQmDnr4rLvaWldg7+882P42Y9/iJe98nVls0IAcMPCJbjnvv+LR372MyxfvR4tq1bjmvkLsHP7ZqxZfzNuWNoaFtGYlurmHMbxfOx99iTarZgY8thLHhrrJscpwVj8vf9y/4tYOvdi1GXTUeUSVDBzBquhgR7D/eBv8cnDZ/UFrKCLY+tN7UMei+u6OoCWLwI+/VHgsUOj2+fHbn6w8Aa96el3Hoo66WTS+nHCvWkQzChUnLAOKulS+gp+XQMGMW9a1gn7lFLZEa59LcKTfBkkhU4JZTNnq1dG+yhlsrqsbdsO4L3vAE4c14/h+8DeJ4AVC4GWJcEPK8t+gNKAfp/YvU/PAt52W3kMmLbapQJQX5H8AMCsGcDr3gjs/qVOklpXAKf2RImPXTb51c/p73l7xW3m5118OXD6mH6Ou/cBPXuBW2/Ws2CZHPDkTisJMsc29dqkT46RLiFM57bK8pZPfvlbuPrG5cGMYXS1cMDxsW9HN3b3bEbTRTNx36f/IVzI/JHPfB1LWtrCq3Qq2PVdKoWSK8uSn93PnMCMhhx8KXHDFcO31qSRjcXiX7uLnx+s+yo4Hmamc+HMjhDBldigTtwxe0ABAKKGB+FjquD2oDuYmTUwG2IKRLcppVB0hukOM81M5KLoSiYWVt+0Fl/79n/ik5+8C1t/0YnuXz0CAPjFj76Lz33te7ho7qLwyrEfdIUEgvcWpXDDFRfhqaPn9G3hRUiFVEqUbYrrSYkXTxWCC7zmirUY1Cq9lqWAk0Vl3KjZ83EumCmxT4hHS0oJkdaJ0+KVbfjIZ76O5x/tRd/ZM/j3+78IKSXu/scP44aF+iSpZ+smzJx1Me7+xw/DdVzs3L45/JppeJDNZfGZ+7+D9/zV3+D5E/1QCljQ0oZ5i1ehuSED14vKb4RAuOF2WZXBKOx8Wq97mQzrxi70710qhYGSFyyjsTaWVro7Y3jBKhiTVfC3poTAqX4n7NypACxbtQY//skj+OUvfl59zY+Jn2ULgJffPvhgtvboUjalok0v7RPjVS3A1u5o8BcCeOPr9X0OPRbcFixaV9An0Y0X6fsVC2aACep8lL7CX1laBZTP/EzF5KeyI9zVFwNnjwdrX1S018/OPUD3bmD1Cr1p7Gc/DmzpBi69DPjUF6K9mO66Uyc7ngesW6tnbZQEDm6Pfn8m4XxyF1I79wDv+ZD+/q/8O/DG3wAWB8emVFT2ZpodPLsf/z975x0fx1Xu/e/MFlX33otk9baqlksaJJAESHKBAO/lJnB5gfdeIHS4Cf2GTgikAblA4jgJJMYkTjNJiFPsxLZkFau427Fjx122ZVltd8p5/zhzZmZXKxcSLpbR8/noI2m1mpmdOXPm+Z3f7/k9TJ4D4VSwHEZfAZENf8G1Lk+UTdY7Nt2Jr6kxlT5Smlu0b/V6T933B/jVT6Ai4usHJTwWbHujx5JdIDEMfs4hlDtYnLzFhOYNa5nqgJ9tbU3sbGugcv5CoobFNz/zr5hGDE3TnRUlqdve3LSe3OJyVxrl1oskGVyn+gy6+mIIwTD4OU9CjQWQ7J3L4LlfggBypVclukqiBAr0eGYZKknRgN6YyeZ9J9yVR5X0kgCIhnu7xMc/ytEqGAwihKBx11Filk3Dqy+5UifAbVp50bQcmWghmR8FfLe1NbF5Yx2Xv+MywpOyAb/kSiZh21sa2NJST2GkhpkTLiVqWnHSJt2xTMb2Etd/RH+UoRj+cbN268EBoOdc6meCwSCmwqACcosivOPixfz0O1/DtuQ1MwyDlSuW8ZcVyzBiBpru1fQYBq4szjM8kK8VlJazra2J155/AhAsvOI6yiriWSINzXUiE0JKZtUC2+lAjZ8tOv+hj4y3cr+76jBnkcq91o4kVQGf9jeOuRI497sQxEwbPaSx92g3thAsmD+fRQsXDNiPruveKvpgQ2j0KE/WlqyGo/sEjEroz1KQK3+eNg8Ovg4ZIyEQhO6Tckfb9kB9AxRkSdCFDUIHzWGGBiu6V6suF9gqvxt+R7h9Wz3WR53bxo2emUEoCL/6sXTqy54By/4SX7fVshmqKjxAosIwcC+2Aj+WQcrGVu//YzYsWwHfep9kbvzgRwHTvlNgxjzw09ftvW9nM4ydIt9XXe7ViPnHT7LX3BDQ1O77PAY0tEB5mQeq1KAVOMXJflnk0I9h8HMOoWROinKPxmIEgyHyy6qxge3tyrrW4I+/vZPL3vN+tzBV00AP6LKnlKaROXKMO5GqiRgU8yzYf6yHY939lMwahy0EMcsm7SzchobjfyfUWAC5Uqjqb1QTS1sT6AGng7stH7KWL1lV19xye8BICZyGlDKFHImcOz5sxzZZ2Kxdu5YH//Q0CxYtpmz2lf+ATz8c/khNTXUXxerXvoqd0K9hQNNKW2A60HXnpmZ++pWPYxgxnnzwV3z1Z/eTU1zuJs+2LdjW1sy3PvOvmIZBKBRizB8eZ/LcQnf1WT5fVVNGL2n5R0oBh0okygLVooK/DkQRaqq1QUAfHB6kpqbS32/7endJG+unH3vE3V4gEJD3uQNuNHR0XUdoGiHfWPE3Ky2vXkB7cwPf//y/YRqSmXrpmT9z6z0Pk11c7pO9eQv9IKWUOA07A2dANS7IGwLMz1sNeS1tH55QP4Bh2rTuPYZAsvkIvLnbGR9q0epwZ497HyYLuUimksgkgKK5FX50u2MtrUtb60RJnG1Bb69a4ZBASRXWA2zaBqvWy9cvnQ/jpsD/+4pc+Q8F4bZbIFLquKQI8DdBVbFuHTzyIFz+bli48ELKcU8fQkj2RyDP34YmDxCYpnR5y8+S71O1PqYJwaA0NVDMnlsnJCR48ANJAMtEVxK6mBEPZDdsgIoZDgjxgR8FdEAyUq8+Jn+fW+JuE5Dj5f574q3S65s8i/RkMsuJM6GswPs8oZD8fDj7TPw8doKz3QUQw9n0OYTS9tfW1vLCCy/wu0eeIKu4itzicqKGxabmOs+Fx5QTajAUxjQNgsEQV33wBp76433Yts2SO77PjKwcSiNV7oO1o6vfdQPr7I3S3Se95m0hsCzbWXGyhuuBzoPw1/yYlo1h+VaJfZyMlKp5/T6UhEJd51BAlwmKkEkxmoZp2lghJYvD1ZsLBO3NjXztUx8mGo3xwG9+Qc7UF4dX8/8O8frhLjJSgkwanUR/nRC9vb2EwinYCCrnLyQUTsEwYmhoRBZcyqc/+wWKI5XsOXLKlcrYTl3Ja8+vIBaTNrWGYdCxu42yymo2NtSztWUDZdW1bG2ul7bXtiUVDOte5eo5BRiWTcCpTbE0G2Hr2L7E9R8pBRwK4ZcFhsJhXly1CjFqdlx5BHj5zYHjvew71s38nEmDbrO3txdNT3Ul0EJI1sYyZRKjaRpX/8uHufLa61m5YpkLbr5wy62c7DzhWmEDA+qAlvzmDizTcPdlmQZtTXVkF0Xc11TTVJBzh2EJggGV3J+G+cGXr/0ThLtI5QO4ypjIEoL+PkvaWtuS5VGLWO5c7rBGpq2d1hDDrflJdnKNqEx8VTIsiAc1KoSA2TNknUriSn5zK3zxVs8l7snn4F/eFy952rjZSX5VMus8jNRwUC5o0Sj8z4OwYjlMHfEWz/B5HPt3wp5D8ORjUJjtgBin5sZtXuoAnPIiaNsqwURtFfzi29C6HUpyIXe2d91sy7mJbGhqgcYWePd7YPFi99r3FOSTcsf34NnVsFJKorGBMV3SfGLiLMn0HD8pjQqyRsHULPk+y5QmBnu3OCwMHvjp7pTyu0gJPPq4tEa3LTleEnsAqQilyDq0O2+FZqfmJ3e2t10FuoRwZJJOj6gLaIIYBj/nEP46j6qa+ZxMnU5P1HQdYvLLquPAzqVXvZ9F77qWLc31FJbX0N5UhxCe9G1TUx3FZdL4wBaC7Qc63bRZU4Xyzt8EEDMsGnYdjStoHo5/TAys+VEPRdXIVIMAbGltomH9axSW11BYWiEXVBDu+2ZPHMGuQ10AjvxRJiyW5TVDVQxA2xvHad6wzucoxrCU6e8Uhzp7ST9L8GPbNuvWreXB5c+wYNFivn3Xg+xub2ROYTkzc0uZN8WTqqrrnjttNM88/xJrnn3cfaAEAgHKqxdwdPemODbo37/0LYKhkLPgGKKiegHCll3mM1JC7jFYQqAnPJuGcnPLv0f0RA3SwkF0TYuTBdrRKN/97ne55sbPUDDjCsBveCDn337DOmMPLlXzoyq6hIDy6gVxLM5V117vurk11a+NAzwq2pobBtQBlVcvIBAMucxPIBiiIFKN7SNrNMcwRUqXBIZpE9D0QZkJFW5+fu6n9LwPP7tXUVXNniOnmD1xRJyTmxBQv+Owy7h6vozSkTPgNA9VfgNuqwIfQ58shBBSlgYDmZ+THZA34wzyJOcAp02OX93322SbPqZZ/ew2QXUYiratEgSVF0sZl7rSPV3w2KPSBEDJn15bCx+44lxOsFdHMxTmmtUvwydukuYGwRDc8yPZK8m2oSQf7vgebNwi632EgJu+Jc/lQ4/D7d+GGz4gQcrGdti0E0rzoaIMENC6GT77TXkef/sQPLUCxoXAeeZTmAOlRfCh98s6rtBhmDwTju6F2cXQ8jKs2Q4vb4HFeZAxAeYvlIDn2Al5nd58U36Ori4JfkcB46fBX1bD936iVlklAB6sBxDIz1aUC8V5MGKsI6tzQKBtSRCk2CfLSugHNPRjGPycQ+g+u0lPby/pcxBkF0b4xi+Xsm9rE3mlVWQXRoiaFrkl0rnJUkyQ08MjP1LjylZsW5OFlrZqYeiNM9c6GYYbYJ4n4R8LquO3AjXCkUlsbW3ke5/7NwzH5OJ7dz/EzNwS1BN2wHW2QdfldkxHd77nyCnnISu16KUV8wmGQgiknGpYyvT2hWnZtO87Ttns8ec0yTc2NnLddde5bNy37ljK//m/n+V4dz890XjraSEgNSSZ28M7W7CteEagOFLJA/feiWkYbl+XU50n+OYdS9nV3kBxeQ1FkUoOdfbG9SYxLFs+8xLRz3DERcvuDmZNGMm0cRmMn1si5cvRKLZt88ILL/DK6tXMeeov5BaXx9VdJdaGDBa6rsfN07YQgwKd4kjlANCjoql+7YCan3/71Oe4+ZdLWfv8EwghWPyu68gujOCHLB5j5cnuHGNJOrr6CegaYzKTFLujFl8urPGTaPrx+FMrGTE9j5kTJPgxLZtjp/pRttUgr52wPUMDOa9LULm1rZHdm+TzvaKqRr7XYeaThaZpEO1H0vwJ510ImWxec7X8/dqr4hPV/TtkTY9KQCMlMGsijPUtfiqbbMX8BANyO9deFS+D+th/egDrju9BdRWgybqS8iLHBS0q5U/5c85+/kvsnbNq1fkPgOobHctrG3Dsq0sclzYFCEoKAQFL/xxf59PcLg0o2rbCV3/ondO7fiAboG5o9qyxDQPWvArXXAKArvnYv0iJBKEr7pD255YFu3fLv1m2x861b4aaBdDXC2s3QNE0ePJpqJkLPf3S5e0XX4cjXXDrTz3gA1LGlwxMq/Azkoq1UjQ3SKmdyxZaIIJwhvlvKMUw+DmHSE+Xq8BS5mRjCyGLlZvryS2rZlZuCfMKI1y0aAHdUQPDkDa0ujPgswsjfP32JWxprqO4opacwoj3sNGcVSSIe+gCzsqS/G5qF2gh4hALNRbAe4aBJ5W1bcGmpjoMw8B2ktj2xvUS/LjvU5a6vutta+6DWEPj6Mle5/2yr09eSTk//+2jbGxYR3XtouFV/bcx+g2LXges2L5nwPHufsZmpg76f/X19XFsXHtTHQsWLCA9JUi/4a3KKknSrAlSUlJVu4il9/4yjhGAeKYgGAwxYuRo2pvWUzV/Ibkl5TJJc5+j8gfDkuBY1/QkRzgcKmKW7V6TwtIKnlz5LN/97ndZu+YVt2noa2tWk+eY0fT0G3FGAGeqA09PT6crKsEoeLlOMqDT1twwKPPjHwOBQIDDB96kvbmBrIIyeWyO/aPf6Ri8/k/quw4uM7H9YCfhYIDKzAnu+7fuP4GmaWRPHnlByt4STT9eXbOGKz+c69ZSdnT1SUZPeAtOprMAqezohcMEbW1t4tabbnAXL2/77SPMKyp3S2m27j9BQNfjmN5QMAg9MUCTdRbg1XVs3wG/uQ9a9kqm5tqr4g/+6D4H/PgK6vdtjQc/kRK49zZ49iWZQF9c6QEo9f3eJfEJfFMbVFUCAhqapJPZL38JrXXwjnfCvBlS6nR2Jzi+d87LL5//4Kcy4lleB4NS6qZCOKBDFxLgHDriNSQN6HD4qLSH3rgp4Zy2SmOJ4hz5fiHk98WLULNHekAHw19v5cwqmi6v75494H/M6BocOwbNLdDf77F6jns2AU3ue/cbYB30bNBBAp9vffUMlur+mc35X8X2qPPggiHn6wKaH4bBzzlEf38/qampbNzdgSUEm1ua+O+bbnDtq7922/3kl1bIhNZ2vDFscFyssW3BvMIIWfllhII6qvGljkyELUug6cqyVHPBj+oqLYSGZV1Ao28IhxoLG3YeYXRGipssq1ViARSW1xAKOUmsw/R5bJ5wf54+PoOYYXO8O+rKMFQiqx7EhmOqYAsoKKsgpzhCRmoo+cENxznHunXreP6FVUzJLmVB7nvdxbD+mMm2/Z2n7ZNSU1PjGaCEQuSXyaaTYzNT40DThJFpRJ0HmEp8Va3HqNFjXJcvP1MQ1VK575fSIn/FA7/i+/c8zMKFCzw22GGETVOC48Aw9jltmKbAcNg2G0FV9Xw+96X/oqFunZvUZhVXcrCzFwFs3NOBEHD0ZB99MdNlfo529TE2M4VAQvPJ/v5+0FIwLUFA9xY2EqOtuWGAlbUfAKkxsHLFMp557BGeWPYwK1cs46s/u1+yUqh6QkFAaGhOAYd6TZcuKrJvjfOcQQxkdo53R2UuNWmkO29dSJFo+rFo8UWebTySqTMsw1cKo+ZZQdSwMEyvD197k1fTq1xeswrKQJfP8uOnogQTbkDTiIERi0eVm9dB6SWwZbuXZCbaEYPP3lh44OfgQVi/JF76tmCB/Ir2QcebA09CdblM3IWQ30sLpGTr7gfhD4/IfaekSKvjolzo7Tp7FJzYO2coKBHKCmHlU/CXlZA/23HDA6/5pwN8lNwtoENtOdS3wDMvwfNr4DM3erVBoaA0D2jbAs+tjmdfQG5Pg35LkOpX7gjHol7T5X6nT4HlG7xmt7oGr7wKy5+FL1/tdTAOBjzji1AQZs+E1JGQEpZSN12TzXE/dN2Zz4VzbC7QsUxPQ2vbHhvkfl04i+/D4OccwjTlZBQzLdA02hvXeZOhYbC1pZ7ckvL4Ltu+4nfbKaAEfKtz3tKdaQv3gvgLbv1uYRe+D8/QCP9YONkb8yRItiB7ykj6YxZzFy3kJ//zR9a+uobCivnMK4oQdVad/c+WjJQQAc2U40XmLI6EyXZX+W3bM72Q4Ei4Ab8M6gAAIABJREFUPV6G462FXxoTDIUonv0iYtQsN1E8Ux5QXl7Os889z9Llz1CzYBEZU3OS/k96SpD0lOCAxPcLt9zq1ncEggHe4xTE3/jpm7j9tp/6Ei6D1sb11C6oBVeiJMdD7rTR7D/eQzg4jH5OFzbCZX6EM6+WV9Xw898+Ste+TWROLyC/pIJ+Q/aAkcmv/B/D8u65nQdPMnfSyAE1YaZpQigFyxaSERjkOJLJ2hLZn+JIpWuWYNsWsZjguT/+Bk37D+YVRVxwoykkhJcfabbA1j1ZrR/YCCF442g3syeOcH731nYvNOon0fQjr7ic9r3H3RxXQwJitZhgOvJilb/6+yUVROJreucVVznnXz3XB7q+2ZZqEOl7XYGavHmw5hXJEMydOFCiFAd+bFnf8eIr8PTGgY0rQTYuneYk8s2t8bI3uSFAg1174J4HJWBRxxWLQcNGqKly5E5nOY8k9s4531kfkDdIpBRmjJd1V5YhgYS/yP8vLzrnx/mfaFSyWwqodp2SfX7atkkwJYAvfCfeyc2ypOztvYtBk2MLnxunHIC63Hc4DawY5OVBUMCkfDiyRQKZGxbI/V51BRx9Hd55CXQdkOPjvrthhAmjJyavCTtdqIHtWdLKcxBQWaiP6XHt0S+c+WEY/JxDqDoP9ZAojNTE1fDklVazvb2Z1Ts2MrewkrkFpVJyoKsGpjB2RAq9UZOYKQeSLTR0Rz63o3UDZdULKM96t/t++V0VV4rT2qwOx/9eqLFg2cLp8eMkykBA18lIlX8vKK1k7KwCQoH4ouMB9qia5o4rlazYjpMQQprvWrY3FpQT3HC89Vj14ouuNEYgpTILr7nRfYadaT1c13Xm19ZijJpNWjjoNiodLBIT35eef8b93Y5ZPP7IUp5+7BHuWfoYuSVV3hwTDFFUMd+R3DrHJjx5rGHaiLB8/XBnL+NGpA5Yif5nD7+0yzWXAfJLKyh8zztpfeMYmgZRw3HXtDw7ZMO0XGZ+MJZE13UsR0IV0AcaDSjGr7vrJJquoaPH2Vv731NevcCVv8ViAmHbNKxfQ0tjHV//+RLmFUWwE54JSnUgAgoYa+5cIecNmegfONHjgR88kH8hzilKGvzyyy9T19DM5tf3Eb3mKkR4qpy/FdIRwpUXx4NGeVLmFcma3p1tGyiIVJNdVO6yQsJ3flX0xUxHSpewWm45krKsOXDjh2DBCRh5YGDCahoSxDSugxmjpCxKrdInY4pUNLfKWpCYIUHSNVdLSZRAJuSr62Q9ijpWTZPvqyz1yb6UvZ2TDJ/O/tzfO2dIhA0d++HUMdxkXgt4AKB9KzyzysvzAwFYXC2BjmlJ5qU0HwqypVnApu1w35/igY+myfqpxQvlPoSGjrrBfJO3hgRAloCXXoH9J2B0Oiysga4QhIMwYYQESFMmQ89BGDcGosfA1OFEGzAJRo6XY+FsQI8/3MnQGR/+uh8/84Nz2BfQ4sgw+DmHUHUemqZJCVtxOd+8YyntTevJK61GCMFPvvQxFwx9446lzMkrdcdLKKgxJiOF/pjl6LHldrZuana0xDEe+d1d5E39C3MLykAINu07jmuuIMSwpv88CTUW3CJZQNe1AYYUqs7DdW3zswkJ84htC3RHKuPOkcKp/9GcFUlnHPgbXA7H3xaq5mpiVimhUBiIuSYSMZxrpWlnnO/T09NdEOLJHgf/p0T3r0uvuJqWhvVEo96DxojF+MuKZXztez8l5c6ltDasp7y6lrziiGON7ow7J0ED2R9K/bzrcJf8bKPS3vJ5upBC+B7galVf1d217zuBEKBr3n2sJFCa5vTfclbEHdf6AZGenk5nvy3dGgPx71GMXywaQziSl0AgwBduudVlfZLJ4e5aspzf3X0bG9auliYYpsGWljrmFUWYO3kke492e31+nM+lu32flGRauGyHPA++nmPO72cat0M11q1bx6WXXYYRc3ru6ToP3XsHt/zyAWZNuCgO8NnqfAGegY137nKKIpSWV7lzsTIZUYtS/sni+Kl+ArYYnPkRNkydApddA3/8oXytrxv6e2HMRFnv8a3bYPIIKJgKU0tlMhwIDO4MBxIU+a2uIV6i5U/kAzq8911wzZWQn+0luELA3q3SEGHSrPg6o6Ee6uFqGl5zWcX8CCGtn1X9jKbBlZfAey6DeXNhx37Ingp5c+U22rfBV37gAR9dk9fnvZfDhz4I08ZIkBXQSQ9qEBUes+Jnfvqj8jXLdr664NIaOGoAnRBOcY43AB3HoKdPAtZon5QpJkrtBgs/Izgpw6N9bRuwvevfvk26A5bkek54yfpDDeEYBj/nENFo1O3toibFeYURZueVAvDSn+9z+3GYBmxuqmNWTgk49W9zJo0EYGR6WBZWO9K2TU3+/kAGq1e/wqgZeVhCcORkn+NKIyekRI35cJxbtL1xjLzpY4g6xe0TR6VRt+MwpbPHk+LUYZ3NOVZjQdVg2bYgLRxg+rjMuPdlpASZODKN493O5CZgRFqIU30GOVNlYaxa6S0oq2bkjDzXXUhJmhTjp8aBnK+kDPLQiV72HD112t4jwzEweqMmLXs6qM2dTGFZBb/9w+Psat/AhKwSamtreWXTARdInGk1PBqNkpIe8uSIcFp1QDL3r6ycfH7xw2+xpbXZfZ/aRHZhhJk5pWSmBrH9+wC2tjXS3ljHOy67lHlFEXr6nVXlC+gh9faGX/7lnEvhNCB2e3V5zI6yjlb5oGdCk/wSR6NRECH3+ZA7bbT7N8X4CeExDUIItm1u44F776S8ekFSOdyNn76J//vZr9DSsB7DaXSbX1oNQNBXV9TW3EBj3WtMzC4lqOtsb6mnqLyG4vIq36KLYoQ80OxfiL4AsQ8vv/yyc04dEwrbJhaLsampjssuXhwnb3XLPpz/dXs9qr8L2NLaSFvjevIj1RSXVToMvYj7P1AKEaco3v+XZLU8Kvp7oLUJth4G/RBEYw47oMGSP8I3PgzTKweXNjW3woFDkp2wNAl2lPvbqr9KV7PCeZA9B3YegIpSyJsjE3DLhI2t8No6yQJVhCEYlrbOQz38dtzpwgML6sLqumz2KYRkdfxg8YrF8r2FOXDZ5dK6XF03ZXyg7qWcOfDFT0k765Hj5blzBk7UEqROmBHfxBQkAEpLldcMJCAdPQGsHrhkEdSvhBFjoKdT7mvdWpg6WoKkWWEI9YBIGEfJIpER/NktPttzHwPUtgU+/x3v89/+bSkTVA/CA7sg1g+zC//my3E+xDD4OYcwDJlY6Jq3auh2WUejrKqWP/hcmvKcB1TiCv2o9DD9MZPOXjmp5Cv5nKMlLq6sJeYUWkYNeZNatqA/ZhIKycR8uNnpuYXq9TBuTjGzrrmCN4/10NkTZeKoNCxb0Bc1OdwZ48DxntMWt6tQY8ErKBZu0bE/NE0jPSUo7VSBjNQgU8dmOGyONmCl96s/u5+iSKXL/qjVR+WSaVqOqbaQfZ+2H+wkOCyFHDT8PT78znimbcclPSXllVx31WVs2HlEvoavSBxldZz8PBuGQQq4wEQ1MPVHorNXovtXcaSSL95yK5+54V9c5li5v+FLVGVjRRsb2LmpmZ9+5ePSDGHpPdy1ZDmdPVFannuYsXOKyZr8jrfnJJ7HMdj1TYzj3f2MyUiJAzC2gF2HTzqMmU/+hazV1NTqlJBui3J1X6MvZg7KkBiGAQGn91LCvJ8oYdN1nUAgwDOPPYJlWm79l58VVHK4RMCcOnmeWzcqgPaNDXzh36/HiBnojjuVbZkEQ2G+/6uHqc29Ki6J98tmbeH0MFJj/gKKdevWsXfvXgLBAJhS1qbrOuFwWLaasP0MmJpzHbMicK3Cceb4He3N/PCLN7omR9+7+0FyiyuS1nICskZMoSYVCvzggB/b8mRlW7fB/yyB5jfgowtg0kiYM0EmxGPSpFztkzd4jIU//MltMAAfuCbePntSOqSky2aZ4VSZyJsxyTZpOrRshs/eLP//vkeki1xF2dBcSPGDHYi34/71T6RMTwgwox4DY5uAkODwF9+RwKYkXzZCtX2shxCQNgLSMqV5RED3wNSuvd711nXp7GfbEBAY6jV1rYWQtT5mDFJTYUEVzO2FGRNgZCrs7/QkkhljoOso9McgZkrWrjcGvX0QCgwE0f7YtRGyygYygi2bJaCD+M/nr3dS9t6RYlz6s/eU/FxDPIbBzzmEl9Bo7iQpgKljMjhwvIeC0gruWrKcxrrXmJYrGSHlHqMnJEMZqSH6YhZR0yKnMMLNv3iAnW0biFTVkltUztGuPu9B7SS9syaMoLMnii0EjbuOkj99DKMzkvdsGA4vEgva5658jmnzit2bXck9ooblrYaeIdyxIHD6QgCnwaLqQSpEfCKcuNLbsbsNUVbpSiqcdVrP9MKWjfZsG3pNE03TyEgZvo2TRWKPj1WrVrkJsq5pvuRPntejJ/u9FXGHvpHJoteTKVlojjuJ6s80aXQa6b5rciZnLxXFkUruWfrYAPvjOHkSToNvIdjaUu8xxobByhXLWPn4MkxD7mf6Eyt5zxWXDthPf8zk2Kko08Zl/C2n9byJ013fxNi2v5PS2eNdNgdkYqprGr39Zpz7osv0INxx0m/Y7n3YvLvDk0MlhKZp7D7S5Wwn/m9+ADNq9BhOdp7g8IE3eWLZw+79f7LzhPue0TkLBgBk9fueI6ewFJMhoLl+nTuPCGG7EizTMGhtWI/9gavcsYzz3atTFLS9ccxhLoZgojtI+MeHHghw/b/eyPzqSlp37OX6972bEynTHebPWbQIejWVwrWTF2xrbaS9qY7ckmq2tNTFmRy1N9aRU1TO3qPdtDU30LxhLcHr3+eOQw3wisWdMA2ZPBoxmbTG+iUYAVlvIhxmQgMWV0FBJrS9Cf/5DsgY6WwrCfjxJ7eWBlMnx7NDarzqOqRmePuxLQnYG1u8/zcNaYBQXvr2X5i/dyT2HrrxRmlYYNvytQ0boaZansdon5SU6Xo8SC2YJ0GQX7Ko2BVhQygswc/ii+BdF3s1QpYtrcRLirz/da69JiDuKSJsGDUeuk9I8DVqFBRVQ1eHBBi2KdkoTZP7Mw1QLTZMG/pNSEuRAMlXt4amJRheHJd/qy6Pb6i7cAFxNT5CJKl30j0nu5atcB0wZxIXAkU8nDWdQ2RmSkmTLCp10lJbMCItRGZaiNRQgOJIJUVlFbxxtNsxNVDObgnbSg2RmRpib0c3pmWTXVBGSaSScEjHsm0sy0ZzJA0CuVIdCupomuZJNS60Zbq/U/h7PQhgzerVfCSnOK5oHJS9+NltU40FgQSm9mnTY7mP6WMz2NbexJc+8aE4p6/ElV4JeH1SChsszddA1SejUCuXp2Mm/lkjscfHyy+/TPqUHCaOSmNkeshtTGgLQV/MpC/q9XSRr3vPQ6EeKkkiMzPTbSRpmDZp4fhp9WycvU4X3oKj/EHWG0BeabVrhhAKhaRzlQuGYO2rq5OCnyMn+3jzeM+QBz/Jru9g4MetxRIeu2Ej7xlLeM2lwcsHhADNMQ5oadxA84a1lFXVUj1//oDFfID12w8za1wqloi520mMRMavrbmBlSuWxd3/6j3Pbdw36GefMT4TNVKFEESqa+P6AklFlUUwFKKwvNop6pcGCC6jIZQbnKA/Zrvj/UKJxHl/yrTp1FzxfgoXG5TNGc8LrW+i3DOjhkVKUHeftw7fy5a2+HYWH/3cN+IblZfLRuUbmzbwpU9I5u2he+9g1apVaBljJeOUkgZjp3gHZpmwsxl2NMLMfK/vD0BhLqx1HOACOlx+MexvhLxsIArpqQmOXL5ITG5Hj5I9fpREbtQED2SpZ5Ww5fGEBFQUyyJ9KV2Rkjh/wftQicTeQyBBkBGT56WyxAcWlH5Vi/+sCmAmGhSAvJYpTi1lagZ88Dp44VUJHENByQZhy6axPvCTGfQDHwHP3AtzS2TNjrL31XUIpYJ5TF5nMybrfBw2GU2HuXNkP6CSOdDfIa+f+jxb1kE0M17e9uP/kH+LlAx0hDuyV/5N5RSJ9U7vvli+ftO35bi6/xF44F7PHnwIxzD4OYeIRqOkpKSgIWjf2MD6ta8yr6SK7CmXMG2sl0ioHj1CCKaPy+DYqX6iZvKCtJnjM9l1uMuj2p0HkCVk/wY34fX199mw88gF96D6e4a/10MwFGLM2LH8z92/ILu4ikX57/USHeJXa08nqVFjQYj4QvNkIec1QUZqiLbGurhE2L/SqxKfnYdOogtZaN++sYHm+nUUVcxnXmGZs/osXDmGZIhkIhMYxj5xkdjj45JLLqGn36AzqDMyPeSysoBcJbe9WggBbvd2uWI++H6i0SjBlHQsx4Vtc0sjm5rr3OuZaHCgpEyJUrjBGKLEpsfOAbtNk7durOfyd1wGwDOPL8M0JRhasPCi5Afs89E3LJugrg1J4Jzs+g4WruTLWeEUwmNThZA2tGrx15M02+hCZ0trE9/57EcxjRiP/j7ML+57lLziigH7sG1BZ1evyyacjSGJv59P4hUwreTPDMBxeJP/MX5kKmOnVsXNI28e62ZbywaKKmrILiqXsluH2XETfDfRw9eU9cJ5qCTO+1W1CzFMuVBl2bY0o8F3vfFL3OQ2NjWuj2N6uk+e4Bt3LGVzUx35ZTXkFkWwBWz0LXAoIH7pVf8ira51HYK+nmyWAZljoOekTHD94GfeXPjoB2F+J0zqgxnTJPiZPRM6j8j/aWmDxvaBdT/+5Hb0KPjR7V4CfP898j0q8Z03E7d5quXIvYrypNRtXZ0EPiUFQzPJSOw9dMMN8M6F8OprMHIEbGiBUBpkT/NYD033AADI86IjndxaNstzlj1D/i3NV9eraZJFuvlL8NTT0kyiwDGOMPqdbUlQFbVsXJ2OaXiMG0iAowfkcaSkSzYwEHa+ByUY7Y/Bzj2wp0MaKczM9q6hkr1F+6B+O4xKhS4hJXKHpZSbjv2ygW2yWjEFAssK4+udLl8sjQ9UQ9eYAXUN8jMO8RgGP+cQMWcVYXNrE1/71Efc1aAZDywHcB88AH9d9SKXXHwxGdNq6OozBgU/AH43N9uWD13hZFzqgeUWzmqy8/RwnD5ipsWJ7iiTRqfH9Xo4Fgtwy9e/QjQWIxQKEZnzIvaoWYAHUuDMkppYLObKTlSyM9hVCQcDzHJsZZMlwomrwQqMbW9v4sdf+pg7zr5954PMyS91mt4CwlvBlcc99BLYv2ck9viora3l1a0HiZk2+zp6cJsdCgl6lanIrkNStqQWHfysQLKIxWIEUtIwLJvt7c1893MfHdCzJxHgJgM6iQzRyhXLaKpfy4SsErLyy9yVekt4x5NVUEZWfpk7P/zg1w+zrWUDpZW1VFTXJD1eP8hv2Hkkab+aoRDJru9gYQvB+nXrWLb8aS66+GLyZ1yBQLgsesy0SQnpIKDXqemxhGy50d60Pq7XUnP9OnKLyuMkYm5jzFgUywp5NWNJYuv+TvJ8RggAf1mxDCNmULdpN9/4r69TXlmJcZbz/LgRcjVfzSNtzQ1s2VhPYaSG7IIIwhZ09kTpi1mkpUhtrrCleYphedb5F9rsUVtby7PPPc9rr65h5IxCCkoq6XBAYGdvjFBAd50TVR2l2zvNmV8LyhPaWZRVM68gwryCCKoeE6C4spZgKIRpEgfEpblFwpm1ba/ux7ZlAbm/CH7KJHjHtfD8A17NB0KyQT298Pn/ghPdyXv9KLvje5fE13esWAlPPOOBoV//DKoqHNmbz+WrOA+ypxMHAoaaxClZ76E9I6SL3idukszWfX+AO78PWdM8qZiwpQte61YYkS6b0D63WtbXPPwE/P4umJZkf82tHtBs2wZzZ0C5r1bKYX5iKgU8sleycODYiDsNuRT4SXXAjzKhCAQlSOrrA8OSx2NYsP8wjBKOvM7ZuGVKoPbySskcHu+F8WPk33rlc43MMQkfQHgMVUG2NDhocZzebAGHOuTY05DMYGUpQ25MJIlh8PM3RHPd2riH4coVy9yHV8AxIbBMkycf/BV3LVnO+NkFp10F3N7ezJbmOsqqamWDvZjlsj9xE7ITpmUT0DXq69fTsmHdGR/8/4xx9GQ/u490MWl0Oid7Y8zJL6W2tpZPfuFmYrEYtmVhIKURte+7wZmnNPc6LV3+9BklNW17j8s6D7VCe5prnBqS4yKZ01diBHRNSi421sfry5vWMzu/1GEkAOeB7S/aHY74qK2tpbK6xqtvsGX/je5+eV6PdPbJ14WUlmrAwRO97j3Wvu+4J3s7TbTuOYYNtDeuj+vZs+LRB1m5Yhl3LVnOjZ++yX1/MimcHxj7C+GDoRBfu+1+CkorwTFb0TWNEWkh0lKCcalVXnEFZeXVrmV6slCNMNXnjp1mYeZ8j9ra2rOa+9qaG/jqJz9MNBpl2X13Yd23jBk5JU6NhyBmWo7bI5hOY1PbFogAXj83x5CmpGJ+nOGNYdpOHRBxfWP8p3/zmyfInTqKgK6zt6M7Dvz4x0JoxFiamxoor6w8LfNzus8pQXWMJ0JhbvnFUvJLy4mZdlydki0Ebx7rdvrQQHJ2cWhHZ0+U0MRsbr55ES+27ydmWhjOWD9+qp/MtJC0JHfeL0+Fdx4EkF0ge/u0N60nt6SK7MKIK2N3FQMaFJSU88Pf/IEtG+upqV1EbW0t61u2oanE0h99/fDiy5CGTFzbVsvmpGqDtq+2xHTAj6bJxNg0pJwrJQDTRg/e6ydRAtdxTDrHCSFfa2yFighuPVLcvoWsNcGlS4deDOg9pMGGRgl8bFt+b2qFrKlI5keD1s0DG5WqiMbgyWelAURiJBoJbNws3dF8zCqtm0mrb4GLFsLuVXDlJ+TfgiHv2gYCTsPTVEfupstro5ifjAxciZAtYMZ0OLknnvmxLSnr+/THYMebMHICHNstAdqYQYwRfNI8yQDmQHGuNHz46o/kuQro0r77+vdLJzsXlA/dGAY/5xCZmZl09kTJ8TUeVFp7t9jU8OQDhmHQVL+W9+UUc6ov+Tbbmhv4yZc+hmHEePLBX/Odux6kvFLqiG2LAV3CNST42dLSzFc+9WGMsyj2/WeMUFB3k7q9Hd2c6osxeXQ6JZW1cVKISy65hH7nBOueGohIZS0hhzpPJqnJzMykt6PzbwIfiUxPYsyZOILXD58ir6w6btWxIFLjsj2Am5Qr9qezJ0owoJOZGhp02/+M8cbRU+w92s1lxdOc2izJ8tgC3ug45cqhLEsQCEjQYJg24WDASY5kotvR1U8woA0wGcnMzMTuOAEC8strpKNX1HZrTJQZgR/wDsYAKmDsL4Q3DdjaUk9+aYVT8yVAh2BAZ0yi4YnTSTykDcxZ1m8/TN600WhoXpJ3QZW4Dx4bN6yTix6OOUT9+rVMzymRACcux5OMj7qvhYCc4nK+/6uHaW1Yx9yiSnJLyt3/OXC8h30d3e69qKekYffHCAf0OFB55GQfWZNGEtAHytn8YyEYDEmQiydFg4ESycHCA1JywWTzxvUEAvDcpkbyy6qprKpx89zufoOoYREO6ChLjwsI+zhtAby50u3ZhPw5qOtEY4YvR5XKC133OwIKsgvLmJVXEjf3SiMDEEIuPVi2IK+4nLKKatLCAXd7wUAQ/Je7uRUOHoQNu+HdxXC0Q76eko7bVNK2YNUT8m/6PocR0OSB6RqkhmUyOm7EwF4//kJ3vwTuB7d5D7eADlVlxBW7qy/bxyCogTJUw+/4NnUUVJZJ5sI05PdIkXyfbTsmAe3xttX+EAIefyrePU+FCzSd7S5eTBxqbN8KX/4+6YYJSx+Fm9/nMX/1zTA2JM0OFPOjBzxUbdugO8xPRgaUlcD0XukCOHMGbHJqdva+CS+2wchuaF4CuROhIAc+8y24LgK3fwZ+eTPkFST5bHjjwD1sAW1bPbAIMGm8rElTTOEQj2Hwcw4Ri8Xoimrklcjmppub67jsUllQrIpWlfOTLYSb1IzJSBmYpDjRVL8Ww4ghbBsjFmPZ7+4gNfQl5uRJeRO6PkA+YdqC5oZ1GGdZ7HshxpksbgO6Jlf6LNst6gUoKK3g8adW8vyql5hdUEFtbS0vtu1HOMXP7vvKKlj+xEpaG5Iza7FYjNbmDax7bQ15pdVMzylh7IjUxMP4m0La18oeUt+7+yHaGtdTEKkmqyAibY5diZtnsy2EYPObJ0gNBSmfO/5tOY4LJWKG5SaiikU1LdWkULhJjQQrmjv/+5vTCmD7wU5SQgEq5k5wt23Zgmgs5tQOCXIKI9z+u0f569N/lsyNZQ2wM1a1PH7nr6b6tUC8dCmxEF7ZqatmuElDSDtfO4kVrm0Lr79YnLznAniSOeGfF7IKyuiLmcyaMIKSivmEwmGEI3ctilRj24LuftOr8xKO/Et411+xqzlF5cwrinCqz3AaoMrzrxJsJaE0DDkWUkIBt68byO2btk1Y6C77oMI/FjKyF5CdX+hs26atuYGnXljDqj/9jv5Tnad1C4SBQCpjxGingba0wL7y2g/xpc99CjtzFlHDkp8l4OTB2oUzDiCe4cS9v+ULstWAVFf4Hd6U2UxcjbsGU0anc7RLrmCatmxQDrCtrYktLfXUzF9EdlHZAMBgJ8re6pvk95BTY9JxDObMg4xRjnwJOHgIDmyV0qanVsLCPJkAq6L8H39bum/NnRCfiCf2cbn/HskA3LtESqXUSbnuvdK62LahdROs3wDzayB/rncMbnY7RKmfRMe3h38vr8vV75Tn8Lr3SMlbf493vUoLnHoXQw4cXZPnSy1CWHZypi3RSCBvrnRwUwDGqZnRFONkWrB5i9zHqjWygW1xkZTC6T7wo6z2A0FPHjduNOSVyfqvQNCxPNfg0T/Dmm3w/kp4rAHK50BxqWN7rktQ9/oeyM0beK6EDcLndrdpu2R9ps+R40gZOZQVSgc6XWdIjomEGAY/5xCxWAxbpGBYMjHNLowwx6nlUEWrzzz2CKZhogf0uM7dg0V59QJCoTBGTHZsu//IAAAgAElEQVT9bt2wlptbGvjuXQ8yJ7+MgB5vqapsmUudh/lgzMSFHGdjceut3Ap/fTfCFlRWz6er1+DZv67itbnjEZkzEULKoTwHMKiqruHqyy9Jegyvvfaa01dD1uP84NcPM2/hwrj3nO1qbbJQx5tTFCGroEzWT1q2uzin696Kpt/xLXEd/3h3P7o2kK34Z4hTfQap4YDbLwlUri9rHdzzBm7Bs+5LfKWMycbt9yOEP68BoHVPB2b/KSw7xa3PK4pUUl5Vw1XXXj+AxfG7vakxkczkIFEeOX52Ad39Bjj1fzsPnUz6mQXSvSyYJGdRUi1V6K1eu1AicV749UN/Zl5BhFkTRpBXUs6fVjzDIytWUrtgMXMKyjBMG8tW9ZWgEj1XAeQYiWxra2TrxnoKy2uYml0iWxfouHOL6pljC7AMA5Hged/W3MDG1n1k9M2gsqKCjo4OHrj3ybh5QV3zNVsOujWdnSe7+NxNH2Bi8aUIPXhWboH+cVNcUcPLL7/iSmdt2+Lp5Q/xwtPL+f6vHqaqer4L8De3NrGpaT3B665i/vxabCHcWqKhGrqmxY1vITznVQV+VNNXBG5vH7XYYTsMqwakpwSZO2kkAth/rIe+mMXOzc38xKnJfHzJPXz/nocpq6zCFtC+95ijJvIV0YNMjtftgJSwtCueMB7GTJI1P5YBwpLgp9dpbpoelsmykkIB5GZDQa6sFQKP7TlwKF5+pRL1RAnctVeBFoDmFvjMLfL1Bx+HO74nV/Zd5Kfqgc7DOWJXC2SdxoY70fFt+Qr48xMOOxOEa6/2PpdiNgrnyXqXTTth0hQ40QljRst6HnXuqsvj2TUFhFStFci+SWolRUdaRYeCCMNEC4WktfamLRCy5HZNG06chJk+5kcPgJLjKeATDEkQrAfiAZFE7nKfwYAzGTlW6eGQPO5QEGbPSC57Q/0/Evh89YfyuMIh+Oj10NIKF9XInkDCt+0hHsPg5xxDarotmST75oTiSCVN9WuxTKfPgtA42XnijNsrjlRy9wPLuef2n9C64TWEkHVE7U11zMwrdRMqFWquzi0pPy0zcSHH2VjcSjc0n62tAjUI1q9fzw3XX0MsFuPh397BT+79I/OmvIMT3VEPJDlJQTKGqd+weOGl1XHyktaG9SzygZ+z7e1yulDzp1uM6yTqllp5duo/LCHcZ1RifdjW/Z2EAjpV2RPPad8XQrTvPcb4kWnyvNl+8ONzyXNsEwWaswDmmUlIy3knSQL3GvijL2ZhxSwsZ9Xc9i3qn47FUXE6G2w/QDp4otet9YHB8xHhyHrshHkD32u6pvvG+YWwhicjcV5oWr+WrPwyF7RGKqoxRs5iVEaYvpisbXDvL3xjA88RbVtbY5zV8dduu58x8+ejCU8ipgxHhC0kaeAbA2oemLn4Qzz3+x/x6c98jobNx2ld9lPy3/sf/KctSYC6hkZqKisQKdPYtmUzz7et5XhKLkbMAE1HC4TQNG3A+EkW/nHT0RXliaVhjFjUZT5isRgtDeuorJaW3ZtaGvn2Z/4V04jxp/vv5u4lfyK/tIIFZ9Hs+XwOqRryFonUPAry/g/qupvLuS54tkA4rOqk0WkcOdnv257sEDVjfCbb9neypbkurva3tXE9pRVVCAHHu6NojuogLiIlsGcNZIyHNBPGj5Ov67q0v967RcqLdh2Grn4YnwkpKTLx9Sfrui4T2cTGpsGA7PGjEnW1z0SLY8uEhmbPxcs0oakdcufAll2y50/tfFn7oeqWYv2exfM/MtSxqJWcZJHo+KZpvnofBxhmTXW259ywtpAJflUFjBznbSsny9czB7jxPzww9MCvk9dcucU5AbnNO2+lt6GdjEsWwcE6mJwFOw6CMjUZN85hfRT40eX/6gHHbECT0reA87sf/ARDUm53eaFkeXRdNj6dXwmz8qCzRbrRTZ8yEPyolWFl6d2S4Oy25I8OQ7gFsmbK5q5NbVAVgeJB3ESHSAyDn3OIjIwMjp+ISqlDEnucwSxtzxTFkUqu/8RNbGnZIOs7giEKHFmGXIWW72trbmD16pcZMWosfac6+cB7383NN9/89n7IIRBna3ErHO9wv/W4EPD0s3919P8y4WxpWMdVl18aZ1ltC0FDXR3XX3f1AIbp4PEe5pVUx8lLisrnx+377ejtIt2EbHde8j+4daE5Sa4EPjFTmWQk2dA/UfjBqj1mtgcO3dVML9ExbeWUh3uehZMB2wJ6oyahgC6lZj65jPxuE3Dofy2UghlT96pwm2iqOJ3JxdnOGSPTQ3T1xrzPgXdp/QzjpLmFrgQrMZQ8K4AHkv3NPc+HOJOc9XSROC9U1S7yLX5IFzfZJ80raFd21+ABQXXvbW9r4qkHf+Wy8qZhsLWlnuqa+QghOHCix7kvlfW8IBhOxe433Kuk5gHQsAS8/MKzMG0+tm0xIX8Bzz+zgmf//BAzF3+Ih+7+ER++5df85cE7Obqrlfn/75fouo4eCBJOSeVdH/o3rrz2+kHnkWRMc05RhG/csZT1f13BC08ux7ItwuGwM1/J+2DjhnVef6hYjKb6teSXlCfdx1AK1aBWMeLq2oK6T2V6uq2tmU3N6ympnE/MtNnWUk9BWQ1Zl13E4c6+pDbw40amxvXZCgZDFFbU0G9YpIYDjigZAgE9vuan9WUYPwkyuqHvFBw7Dod3wqy5Mjk9eRTmlkLvFAidkqYImurzIuTPTzwGMyZLVzh/sb0JFOZBQR5cc2VyFzgVmgblxZ6tcTAIkULYtR+++D352kMr4O4fwNRs6DoGB1+HvOq39Rr9TeGydbbXxycRlCU6vh3aI9kf0+lhVO41OXfBTzJnPog/d9/5sTzfIL+vWDmIdbSDqnWHBS7MQS8qgNHj4EgjzJoGh0bAlVfAxDCMHy9ZHU33QBB4QEfT4FQ3vL4fUo9AXxdkxSTwSU2TbN6xHUAafL4M5o2Tn+dHt8O/L5Tff/5lyM5Jfqya89ld6Z8pZX+2JSdPw4RnX5Hud6q2KTuSYCoxtGIY/JxDmKYpE2TbaxDnj7Nx8oLk/T12bWrg/3zmZvq6uyirrmVufin9MdtlNNUKYiwadeQWOo/8/i7++tcXqKyucd3E/hnidBa3uw510d1vMGl0mitd8lbC5X0el3AGQxSX17pOQLYtWLftELaAta+tHpRhKigp42e/fZS6tWtkEXRxJO4YzxUIJ44JF4S5i1LCXfm3bYHQnfoPJ3HfdqDTV6cgJV8j0kI+pujCj0TZ0+2/f5RLLlrs2FV7Ca8HLIWXuPpAETh/twW2LtCBzfskiyuEdPdr2HWU+TmT5Dm3TGxbyhRskWRiYHCTi7OdMzJSQsydNJLO3ijgXedEhvG/736YeUURF+if7I1xqLOX3KmjUXb6MunzJH/nS5yNnPV0kTgvjJyey9GuPlfq2BOVSYtl256aR/P35FFAULC1rZmffuXjLmOi6bq0Oi6tdmWQCIg6tRQq17FsS6bZzoktr15AIBhA0wMEwylc9M4reWlHD3oggLAt0HSMmIEeDGMYBrt37cCyYUb11WiBILawKY5UsfjTn+Si2sEXT07HNOcURohUVHHRu/+FHW0bKK9awPScEnfBN7+sxmfgE6a0sjYuXx/KIdx7GyltEwLDtAgHA2gabGtt5IdfvMGRrsl0yLZMgqEwUx+Q5/CZv77EqztbqZy/0D2n40ekUlUzn6/ddj872hqIVC8gp6iMmGnT3tzAxg3reNcVlzNmyhi54+4TcoDsaIYZuXBkHwgN1qyBnn7462vw7x/BOQCZ7L55AGaMhWMnYdR02bOlsxtefx1iB0GUepI2BYA2bYEdu2BxLjRrA+VZKjQdinLhzh9A/QaoroD8LHj8xXg2qLEN3vVeT1Z1XoRQNDy8sUkeazJQVlsLWdNhwnTYNxru/ZnsUVNWJD97tFcyPKpvj7DleXk7ZkU14NxzJhfbQJOAyDQkaFl4Oexpd5zeAp7rm6ZLYwo9IEHR7r2wpk6OlfW7YNY4EC/BR98pWZ4pkyT4GTsaPvIx2UB3dZ3HCI5Nh317YW6y/jxCAnQNKf372S2SAZqZ5Vl4h4Lysyj2zDQksLyQwY+mafcB7wGOCCGKnNe+C3wSOOq87RYhxErnbzcDnwAs4CYhxHPO6+8G7kAuPP5OCPHjt/ej/P0jGo1i2ZrTjFQkXRE6k5OXB2Ji6AGdj3zs0/zpod9jxKSj1y2/eIDcwghRh4WQPUaEu4LorVLKVbonVj5HYPxcan0SBbWqHQoMLHq+UGIwi9tTfTF6oyZCpLnJraZpCFvwu0efYe2ra1i4+CJ+9ttHaVz/GqWVteSXlmOYNoatGuDJ8z5/4eJBGSbbjJFfXM607CJMWzYw9cfZJrWQPHEZP7tAFiT7mCgcSU72lJHsPnIKAE1oRA3bdZCybZuYadG+9xi1uZPdxO+fIQbInurXcvHiRY7LE67ETTE8lo/9sJ1rbuv++innGasJVyblFsP7ZHSWaWAJea+pRclzCf+cYdnCaWA5MEJBnQkjnRVOIRcHExnG9qb1ZBeWuazxie4ox7r6YapXl6LqaOu2Hx4gk/xHxtnIWc8U/nlh85snvPodIR38XItiVd9je3mKYnEEgs1NddKIxlloKq5cwPWfuInp80pc5tVGEDVswkHdlZRZRhRhD1yI0jQNPRBiTlYeh9KhasLXOTR6DBcXv49nly8lEE4hFAoxO2seW+tXkXfVp+g9fhCEIHPUaObMS1Ko7IvBmGYp6NSwbcgtilBRVY1lQ1/McMF+VmEZ377rQTY1rueiiy8mt6T8H6aFfCvMX2IIpKHBvo5uX74sMExpCqIRpL3Jk64JIcGxEALTcWoF+OmXP45pGDzwm3hQOXFUGgWlFeSXVpCeEsS2BdvaGrn18zdgxAzS6GPEFVdQPDEAe7fKZFvXnSJ6E2JCWijrGkQN2LsPUpHgp7dPFtgLIY0PXq2DWaOgJypfS0+BAwfhig9KSdvdv4V19d4q/dYt8LuEJqeJzI8QUJwD2VMhNVPWFFWXJ7BBRR4jIs4jSKxubPXzYHHsAIyZCGiyaWvuHFxHPYQjGwvL946dAicOn36/114lXd/89VOJ4UrJbJntIn+OChgBEtxYhsf0qFqegOPmp/uMDFR9z5bXZZNT04ZT/dATk/vv7oVxo7x9Kxc5ISBrFryjQIKfBdmQIuCl1dBpe2MhJU3WRVmGvGHGTIbydAmCps2Tkr9X10LuTHlMz69x2LOQZNSGcJwN87MEuBtYmvD6L4QQt/lf0DStAPgwUAhMBV7QNE3xbPcAlwNvAhs0TXtSCLH5LRz7PyRUMhkM6IMmKaeLpvq1xKJSRmGZNg/f92u5XdvGNGFTcx1FkUq2tzXT1riOkspa5uaXuUxCLCoQwkbTdULhMFXzF7n3fsxZ0TpwvJe9HaeozZ1MvyH7VwzFDu5/U2jeCr6SsWgabNrYyNc+La3BH/n9nfzoN3/k+o//J2iamxQKWz4YTUuCoIrKGh5e/iTPv/AiN3zwve7DWOW3yiZ45vjMpIdyJiCsIlnicmOkkqhhse9Yt7Qmdq7xqLQwAUerjiaPASHrkFJCASxbrva7sicBlpPJdPXGGJkefkun93yOSy65xHX0CoflCrZkvmzPuQ3F6nhsmm0Lr3GojyFU97oQmsv4aMGAy5wI900+OY090HTiXGL15gNcWpSsk158zJk0gmBAH8AwFlfMd9tAJPZuUUBHuR8qydv5Ao7PVs56tqGhQKq8xoZlo+savTETXdPiZG7gu68F5JdVE/LZzH/wEzcxryhCX9Ryzp3mSuaE8MaPyy46Y0DVgaLpaKEUXthylAnT5nDjp2/ijmfamJc/j7uWLOfZ9iN84SPLORyYTOpHPs4eQA8Emb3wOiZNm31G9nYwpnl7WzNbNtZTVl1LTmHEHdNqAUAB+dyiCDmFESaMTCUas0gN/++LQt4q85cYslcTHDjRg2nZrvRte3sTuzc1UrtoMfkRj/XSAwEHl8jeWuXVC2iqX4tpnEa+7OS5W1saaWuq48ih/V6fL9vm4KGDMHmWTGJVrQ44NRwBCWxSgtAbBbWAZtvS1ljTZLJrWrD9DciYLUFSumNeM9mp4ywthM9+Eho34jzxZKF9MvMDfyhZwaYdssi/JA/ecQX8/JvS9rm6Qtb8+G+Q8yEE58ZEOackXvdoDVypSsuE4wdPv61IiazzGYxR8+/Uf3xuMoIEN6bhyNlwwE8g/kvTPRYoEJQgZGO9tEhXoeswarQ3psAHfmyYMU2CHgspqzt5FF7dAXf+0QPDI8fLL4D9O+T+xk31xoaS/B07KMH7PT+S/ZGqKyTr07Ffvn8I5pdnnOGEEKs1TZt9ltu7BnhECBEFdmuathNQfOROIcTrAJqmPeK8d0iBn4yMDOjuwRaCqWPT/yapWXn1AvSAjqXsToWQEghNIxiUHaS3tjbygy/c4Pb++frtS7jqnZdw15LlvPLKy4wYOZrurk4++L4rKSit4NDJXgAadx0ld9pot/4DoPn1o2RNHsXEUedBoeL/QiigoCQdPf0GXb0xNjZ4/S8Mw6BlwzpyiiLuBBUzpYmFYVm0NjXQvGEt1159BSXl1UyaW0ht3pS4/ejBFGf+fetPhMESF8+lTpCREiQcCjDe58DkJq6ax2QENNhx4GRcLQMC9nV0s+9YNwtyJ2M5E1sgiR3yUI7a2loee3IlT6x8nhs/+F76R8x0QIscELsOdWEJQUA99IRcXLWE8Ngh4TS5BJclwpbW44YlCAXjQZKmgRZMQUQlkJg2LoNw8Nzmhd6oSW/MZPyIVKLG2a2uqn0kWma3Na4nZloUllViWDZHTvbFmX24tS7OwuT51OfndHLWc4kNO49QPncCuq65AE8xf7qmYVk2ekCX0i7hK4IHFFDKLorwtdvuZ3vbBvLLasgujMS9L4CqxxNeM2oh0IMp2MIrKlb3th4IkJoxkp7wBMY6QCaga5iWoDhSyebeXRRHsjjU8iZl1YvYU7+HjBGjiFz9cYKZY88IfpIxzW3NDfzwizdKSdcD9/Dtux6kwukhp0CPml/k5jW3/9U/YlS8HcxfYqhFC3WNtrY28mPHoW3ZfXdx8+0P8PXbl7B1Yz35ZdVMH5fJX1e9SH5ZtQty/HPzqNFjeODeO+PY/O1tTe429UBQNjq3QNd1pk+e5NVxCEvW7ChHL9OS4CZVgz4DjF4IISeVEZmwsAb27wbzFMQcZ7DxEyEjLJ3Cxo+RH3LTaxC5CH77c2jbAJHFcLAl3uEtsR8QyAS5favn7hUKwpLJctU/PwtSMzyGRVMVUv+L4e/TEzcOhHdcCgj5w3SalIbCzt8U6rC9/3UtvZNEstcTHd4iJfK1e5ckB0F+Zsr5PSPg/B4ISJZNGRaE06TVeSgsa7s0zTM90IPy/dlZ8LHPQVGL7Nt08phksqzD0Nvl7csy5bbVZwT5ffseWJQjT8NgYHjLLti5Bmoqk8gknc9UnAsl+R5b1rFfgqfw0HOTfSvLO5/VNO0GoAH4shDiBDANWO97z5vOawD7El6vSbZRTdM+BXwKYPr06fT39xOLxYg5hW0ZGRmYpkk0GnV/t22bvj7pwZ+eng5Ab68EBGlpaei6Tk9PDwApKSkEg0H393A4TDgcpru72/09JSWF7u5uhJC9elJSUujt7aWnp4f+XgvbMrGiPbKvj66jh1KwjZir4Q6EU7BNA2GZoGkEw2lYpoGwDHJz5vHlb97Kz7//LYRtEwqF+fx/fYfOE8fJKihhelYOT/1pKabT+8c0DLY2reNdF80nN2ce46fMxNIC6LpO9uQMek6dwOyXnz/a08WxDguLAJYZo6Ojg2jPSU52aYxK1ZN+Jtu2CQaDpKamur/ruk56ejr9/f2Ypun+Ho1GMQwDTdPIzMwkGo261yUzM/O8uE7R3i6ivVG6uwW2ZbB7/2FOnOqjqKSMUMir8ykqKaWvv5+wZoOw6Nei2IbGlqY6fviVT2IaMR753Z38/qFlTJmdQ0dHiI5emwkjUug+2YnRewo7kI79/9l77zi76jr//3navdNbJr1OMr3fmckkEwIJoCuu7gquq7IqIq6yuoh81RXRRVZYLKsiBFARkSbi0gRXsKxIEVKnZWbSIY2QPpPpM/e0z++Pzyn3TkkjStgf78cjmbln7j33lM/5fN6v9/v9er3tOOaQnGQ0Q04AjiXPWTWikmBtSsUgVY+gqBqOOeK9NlA0nZLiIm750X1sbGumfslySkqKMYf6cFARtoWGRV5mGpomcGwT14qjmoMomoZQDBTXonP9Bja1NxNbci7VNdXYls3RbgPXtnBsi1f3DiAQjIxk07nrMK5rUzgj+019nv4SY6+4uJh/ml5A5YI81mzZxxCjjFoqOCav7T+IaTloaWm4loVqjeKMxHHRJVC04jiqwtatm+ho2UB5dS1lVbWgGTgWuKNDmLZKf18qtiWfL2t4AMu2cG0dxYoTcVysEQ3ViHD02AC24zAtO3XCOaKjZR1t69dQUN1E3rwSsg2XeHwUc6gPLZqKcGxcr8O7FklFuA6uJ3erRVJkZNuKU1JchGvF+fynPuJJrxt847Z7WZC3kpGBfoRwGRjIxDFN9u2XfDbXFNiawB4ZYqDPpT+Vv+p9mmyOqK6upqioKGnMnerYG+rv5dBhQXzYwrUterq7IT5IXLPAVdCdUYQje1u4mo7imOi2DXEDVzVQLBNFOJSUlFBaUY0ibFRTfofi6mDauDiYGDhCR3UEwpH9fywlgrBsVGHRurqZjvZWrv7y13nVzKP4ogtp7QHbcTCH+lARmOYojqUSN+Pymbct4nEZlDCiKUzLSaVncJT48CDmkEDRDDTdwDZHQAgUTUfVDRxTjoPS0lJUI4I1MsCGl/4UqpFZFpvXv0hNZTlCM8A0MRmFuM3WzZvY0r6Oypo66uobQI9ixwVHjx79q87lsVgMwzCCUuWUlBSOHj162mNvcHAAe6SfUVtDuDrmqM2mDX8OxR0siy3Nf+bvLr2CotJKFATzciOkTZkJagTHHA3n5vYWcnLyuPXm67EsEyMS4bafPkzOrAVsbXkp2Cc4XPS+f2DGrDksf8e7mZKbytH4CGkORGwHBQXTdomqGmSmofiRiLiLyExFMW1MxxO0yctFGelDfb3bi1QI7NmzQXfQBrpxHYfhuIU+MsLwUJz04iKUVIfBghIyhnah/OQ2lOY2RqorsIpLSDNlVmDYkutVqu0Sae5E93rQCMvGXttM33tWglBJbd9CZOMmhpqasJedR2TUIhqP/1XmCPfll8l+//slxyQSoe/xx7EXLyY9GsHd1cXIiAlHj5JmWuA6DHtjNTU1FXXfdjnW5pUS9a7P0OAwDI4SUQQRBINxCZgipkvUdhg0Zb8vI2M60dQUhr3qCV1TSO3aTOSTnwuI/uY9t2M6Lhmf/rx3fAZDd61itLIcRYEM4RK3wfQ64WY4YCLocwSpwya5ioYTjwMqw3GbaLHM1o9YEpClWQ4RVZfKwrYggobruAyUlqObLqltG2FxAwPlZWS0/Q4dFWwbTVERjoXz4uNowMjU+aQDQvGwi+PK0jpdx6yvZWjEDHrGpW/aTOSLN3vneC/mPbczWlkh+yQqkOEK4g6YcQkgM1IdzP5+zKFR6O4mPSf3rPEjTtZOF/z8CLgJiZFvAr4PXMHE6t8CmYSdaPv4jUL8BPgJQENDg0hJSSElZXy/gczMzKTX6enpSa/9i+1bamrqcV+P/Y5oNDru767rErVhW9cGnt3WSmPT8iD6o+nJ5URjX6t6yAm55NJPUFhaNY4PcqR/hJ6BOGWxZejGj4OSi5LapWiRFLRICoo5jOs4oKpoqZlEVZU+e5DU1FT0tEyycrIZMR2UEUF+fj76EYu0tAyi0eiE5/RGXp9of/DXv0+p6VkMi1EiKRkIZZhIaiYirlFev5xv/vgXtK1fQ13jMgora+kfsYimRiV/T9NBs9jU0Za0OLa3tjCnrJ78/Hx2bDtIbpZBelYuSv8oihZBqIJIevI5apHkY/RBUfg6eWxs7uygs7ODhmUrx5XJzTVS2Xt0kEh6ViBzrOkR0rI0hjxVqW2bO/ivL/4ztmXx8M9+zC0/e4TS6jpyc/NQj1gITUfzynyMSBRbi4IWJT8/bIb6ZjxPb+T1ZPtTB0d5fbCHzMxMtNQsbF1ldDROJCUVLSLvMbqB0MA1NIgauF6m1FV0tna1cdPVVwTSxl+//UHKq+slUI1mokU0MrOyQBsmN28KkR6HjpeeY31zK8U1jcy7IJT/HBYGO3bs4o+bV9OTU0Fe76akqPz/+/THsEyL3Hm/48rr/ouaggZcRSeS7tVw6xEYG1DzVI3GCmS0t7UkSK/bdLW3cv75F6CkZKAg76+i96KnGYxaDsKV40KNZpKRlU1WVtZf9T4l2pkee3pqJrl5Uxh0BxEDA7xyzIFoBhg6qu1CRC5Hrid8oOg6tutgGBq4YGv+36UTrqg6qIrMKtsOri6DT2o0gmLaKLoKRgrYLpYzgtAjbO3axE2fvzzg8V3+nceYVTCP1p69uELBSMvC0HVQDRQ9glA0RtVUhKphC/mcm/E4zqjLgGWgRlODcTGRqttE68/i5Rdw/90/DNaRssXnsnXrVjqa11JSs5i6hiVs7VjHzV+Q4/0JI8K3f/wwpdV1qIaWND/8Je7T2LFw0UUXcdttt3HVVVfhOA5f+9rXWLp0aZD9OdWxt6lrLY88/jSNTecwr6SGUQFlDeeiP3i3J+5gUFy/HFsPjzuSnk2GFUHXlGDNrVu2krplK7n/rlVYlpWwNmxgxfxKSuqXoz/00+A6v/PiS6mOLcYdPobm9pKfHoGop9ama6RGdBnlz8iBj34I9uyCy69G2fcy6DrRlBSwhmTkPzMTFtfBnHKYHsGYlg/HDoKioCLIihqgQlp6VJLhVUFKehQ0RfJ1asuIvLoREvq8pcJHHG8AACAASURBVPkljUMu1FXCA5Ljoxg6xtIG8jVHlsJ5GaGc+x+Fn62CqjKYzI/Y0SrLn1Jyzswc0d4uHXGvT09OezvEymTZn6GSLnTIy4WBA2AL0hLHqgapqYYs9TqoQkoKqVmZcNSUmRXXJUWzZIbFUEHXiAbZenksKYmPU0t7AtHfJtrSLt+VIJ2d0b6RjCUxmQ1avZZo0RyoLIaIbKqWgoOpQn5aFHQdDQciESKpEfDuR3piqakRQRcu0ZSozPrpOtHt2+Az1wQ8rui9d0oZdMsrn1NVFNdBzcmH3V2kz1gAgOIIMHQU05YZnc9fR3RaKtHUyPHPsaE24SZNI5o6DNaol5lSSXFGZB+qKXmyDxVnnx9xPDst8COECFhhiqLcDfzGe7kPmJvw1jnAfu/3yba/pay9Zb2nDmPx4F23nlb/FkjuAeKn0Uur6tBUBaOilmtvuY8Nz/6aiK4xNbFkTcHrMSU40DPMvKkZSfwO8Dtb+/X+b04Jw1/DDvYOY9kucxM5N56Tf+DYkFfe4wlHKFBSVcei8loiuiZrwANekCBuO7gCSms9+VJbKh8tXbY8gSsSmi+e+kar3o6n0uQ7OVMXVVM8c0XS52bmprHjQB+uEOzqagkBmw3t61dTUinr+1EUhOt6PBCRMFb+b44JX5a61yMGu0iyuV/GJnmobgKvJ1SDcl3obFmbFC3f1LKWsqq6kP/jf84rc+pqa+bL/3oFlgeWZt4f3r9Xd2znJ7d/l/0df+ad3/g1j976bSKRSFCe5HMDHMdl965XYaUsVYPjN8idaMwklk7qukFZ3RKGTRvbdtFUhVcP9oHHUzItJ5TrJ2FMvIUtSeI8ez7DcZuj/aMIIRiJ2+CVLQY9m/AFIASqF7PzX/tVPmlRnbjlhFSBhF5OQvWfJ/k5f86VipGwqXVdcH/NuMve3TspWjAHkOWpP/zdJtJTDHZs28qzXWvon9nEo6t3MmLa5OujOFacod7DrN/2GnMqlgVlb6fSP6wq1sBXf3A/m9rWUd0ge/p87TMfCYD9zT96KInwb1sWG5vXUFIVe9NWjO7ubg+UuuNK3/qHTdJTjBNybff3DLGts5VL/u7dxONxHv3Z7fzHnT+nrKqOoooY195yH690bGDlypWkzCgK+JMZURmgnJ4zcYn4ZOXJi8pr+dptD7C5dR1ltY2UV9cH06t+5Ajcej+owzAjHaZlyS/TDQlu5hbAlEyoroW9L8pSKD3iLfJe+VN+HiyuhFfa5bbhYemoetmOJJK7X+oU/C5C/sZYEyJU9+rcJkuaYtWyeerGLQmqbxas3QCVxxHdsC0p3c0Z6g01tk/PypVSjEBRwvMKyvHGWsI2ISSZ37FDjo9wIXsqrH4ZtuyGc5cfh7vD+Caxfgnh2G2JPZcMXV7XhrrwOHyLpkn+TSRlcq6Mbkjgp3lqb4qSLGvul641zpVjRHiy2o4l92uOyuukqpCRBbEaqbYwb7b83IJUKWhwonP0TdMhJQ28qhUQUj78LBLMOVU7LfCjKMpMIYTPDLsE6PJ+/zXwC0VRbkEKHhQB65GjsUhRlALgdaQowj+9kQN/MywtLY0Na18O+j5Ypjjl/i2JNtlC1jMo5VX/9PQT2JbF73/9aPA3BclRUAHLcRjx0rUQyjn7/V9AOmjN69fxYPv6s7YZ6ukq/OzrHsK0HebmZ7B2+yEaFk1F8aCe5V0M4Tk0ilASpI4TCL/Cfy1fFFXE+M8fPsSfnn6c7PQoTmLprggV/lQ9Ci4n5Tgez5GdTKXpyf9+kO/deB2u6xKJRJg7CSgqLK9lyTnLefTeOyRg0w2qG5q8GneBSijl6+JFs5EcyLPFzoTCU8eebuZMSQ96e/jS1AhvKfSvgUt47/EksBMaIZbVhARo3TAor1tC3HI91UX5nsN9IwGPpG39aqwE59G/f51tzfz2qUe98eOxSbyIsT8WAkcqEmHO/EUAWI47bl645qs30dd7LBg/EwpkXHk1t9/3GH9+8QUKKuopqYxJIQdP6102SSXgdIyYNukpundOLj2Do2zf38fS4ulv7Ga+CTaWKP/dn/yS2XkrMB0H23XB8cGOQFUk72Nz23qKqxsprKgNHH2fOqCpYLuCiK6SmWpwqM8rUw1AknymHBEqA0pFNQGagXCgom4Jmq7hmlIgYd/e3ezbtxCQAhy9IyZHDu3nV0+sontnJ4uv+DZVZUWMmDqvHzmA62Yw2t+NnpKB5dg4XgOvtc1tp9Q/rLgqxsLyWgxN5ckHf5wEdDqa144b75X1S5J44X9tGyt6Ud3QxNrth1haPJ1Nr/Uwb2oms/PSj7uP3UcGePr3f/R6ublYtkVX81pKKutwhaCwPEZ5TT0LpmbiuC67DknlzNlTjr9fgHdf/EEU72dVrMFTF3WIlMcoKo8FjbVVBCmHD5L57PPwyFNQMRusmTCcIRuc6l7jTV2XPCCQTq0ekY6vT3j3yfCaIR3Q7h54/YDk/WzdALNinlKX59SPAz9IrlGi+fyVRTOlyEFFEVSVhu+fuRCWnwM//1Wo+paZDj99EC41JP9mHB/nDA+YsX16mppgy7oEvo4L+3d45z4G3CkQCCIIIZX2LDOBhyOkgMSXPK7Tzx4er4aXaBM1iYXx2+66L6HnkgM7D0IDEjRoBmlxrydRJMWrh9KZuFgKr68TodqbokwMULKBoV55XponpOA/wF6JNbn5UFYAOzrhyd/Ac1vg3dUwrSw8l8nOceyFFS6gjgfab0E7Ganrh4GVQL6iKPuAG4CViqLUIi/zbuBKACHEJkVRHkEKGdjAvwohnzxFUa4Cfo8U//uZEGLTGT+bv4Jl5+QGzozrumTn5J72viaVJxWwtX39JCozitd/RMFyBId6R8LF2ycAetmPNWvW8P1bf8Tvn3wEx7HPiILOmbY3ovAjnVo/Gut6OvpyU0fLBl566UXeeeEFTC+o8DJA3jMbxH4JsjeuG84ZQhAAzycffZjv3v3fnF85O2F6l28K9zI5wDlRpHaiaGJnWzPfu/E6HFtG9PzGg75T7e9PNwyu/f69rDzvXG688yE2tcpGfWU19TICLVM/Ceclydn+KZwNdqYUngZHLI4NmkzJjCJ8p59QfQslvOOS6O3/3QPHnnJeYWUt1696gK6WdZTHllBYHsMRAtNxA4D82tEB71kTxBqXYRiyR4uecP8+d/kHyJxbKcsVNR3hOqiqGtzjqlgDq+59jLYNq5lXtYxInswKWLZLS8K8YJqC7914HcIVE2Z5EiPQVbEGZi6q5NhQHDfBOVdcBdPLdMZt6Yw7rvCkv+XYGDGdkwLyZ6ONJcq3bVjDeect9yTgBZoSChJs6WzjxqsvC7If195yH6VVMsrpzwWLZmTz9B+eY9+2NrJzc3n9wGHKYksoroh57/MCJgmZM1VR8OLRuAiKKut47/s/zN5oMQc6nidtyhz27T+AnjYL0zQ58upGRvq6g3lH0TR6jhxCyZlD7tSZHHm9G3PwGJkzF6J49f8A6Qtip9VI2xUi7Odj+420lzCvpJprb7nPa+y5NAAIb5ZDM1b0YlZhJa93Sx6Ar6x3IhNCsKRpuVR+jJsYukFF3ZKkTL8f8NBUlQXTMk+wx/Hz+Lsv/iAAmakR0qOCXYcHPIEaf0xA2qH9YdbFFRJVOy4cOAwLpiWoe41RgNP00OH1M0T+tsNHPefaDbMBFVnQthFammFeBlQTAiFFDZ1UCLMTcVPu95pPwt+ukPd72vzwOGoq4PvXQ8cWWdb0/R/LbNNPH4Jbb4VrrgmzMs8+K53wMz1mmppgyRLY2REel+sE/CfiI8nvP3YIcr3gTeJiLkRCxsLbvr41zGxNJgCQaImNTts6ZHNTkFLX/vax4GRJA8FCG01FbemA7b+HhRmy1M0XPJjIdMPL5ugwbZ7MVE2bNzFAObjTU4bzyik9nqiM/KmQmim39w/J8SdLh8af89hGuGPNV8wDeWxtHdDcBpeYsGLl5J87S+1k1N4unWDzPcd5/83AzRNsfwZ45pSO7iyz4eFhjh07FshwKapKX++x097fZE6MKwTLlp/H//z8RxMqgLlCBEpjcdshovk9RkSQ+elqb+HaT3+Y0dHRYME4Uwo6Z9LekMKPEj6LrpAR1f4Ri83tzfzbpz6MZZk89cAP+cYdD3kOjlyYhFACp9fHi65wg/5NiaVPliXLyPjo3yfN7Y4dR6gawhUTAhyQgPXQ/n0TAtzOtmbWNbeypKGO79z9GFvaVlPvOcX337UK1wmjWYqqBvc/ETDbFrza1cL5K86lpCpGudeVXfaskCpHluuyqb2FtvUvU93QxIzc84JynTPZU+N07UwpPCVCUanAFYLdIBPqZ39E2PHdzwYpahg8KCyPsbCs1ssieZ/zgIIjBHYgkw1VscV86/afsaGlhcLqxcH9s0xLKs4aURaveBeGKvj0NV+hpmEZRZXSie6JzuLjV17N7sMD7Dk6EBx7/eJlpOdOJZIzg949XfJ+emMxMcszWTbRb9jpy3kr3lgQCC/zEzZ2JQEQny2S16dq47IF9UuJmzaO40qQh389BJ3Na5KyH1va1lNS6T033r3ubGvmu//2iaAlgaKqGB5QWlRWK7OAWigVPjRqk5UW8UC1iXAjoAouet8HeXwHOOYIejSFzCkzsUyV+Mggx/Zs5tDm1aTkTEdVNVTdYOq06RyOC7Jz88gbgWlGCXbmLIYsgnuUmz/tpPuH+eb3JSqqlP18trSuozTWSHFljGHTprA8Rkllnbe2SILumwmEE3s17T0y4N2/MGN7IhMCFpTV8P2f/jcvvvACS5ctZ05JdTC/y32FO9JPoh/eZIFKwFPblCuvnxHGFQxOn8U0v0TP/z5XwKwZMDgo5YNFlmxACWGU38/yKApoEc+x9bZNnyblmG1H9m9prIN9zXDN5yHNgMULYVp5GJlXleSyt/WtEvgIIcuqbr0H5s+S2Z8xXFQqCmVG6Je/Cfkg8Th859vyp+tKAPT88/D3K7zzc2GwF7LyTnyjTsaEC56AUCB/2tYJze3QtEQqj/l2aI9UHmvdCC+vgX90IUNIkOdnixDQtR32H5TXz1EmV8ObyNo64OOfgagm++386n+k9LUPHMaCk54DclnauIno//u6BEbnl8FF50rO12Rlb0X1sHUdzF4ks4Gqlx2cCKCoegikUzIgPuRdO+SYyZoCBdXQsk6Oh4wUCb6Od85j1e3kDZDXUEE2Qf3X6+S4+MmDEgCfRX7lydhfX8z/LW6xxU1EI1Es2zqlyNtENlaeFOD+u1ZRWFXP0qVNEy5yeRlRTNvBtN2gbMdRvQk9Yd/tG1ZjmmYw2SuKckZ6Z5xpe6O9PcI1RdAzEMcVgrYNYSmSZVl0tayhuKI2yIgFMtCe8yezQQR9UCrrkyOkVfVLg+/rGzbpHhgNAyCMXxh//ezL/O+DP8AyLTRdC6RPjTGZgXnnfpif3/FNrv7BY/zDZf9CpkdAzM7JlVK8jpRB/9LXvxXc/7GAeeXKlV6WX2YDQ2lfwdbXj9HWvJ6vfPpSLI/gm3rvI1TEGuhq38CX/vnDZ6ynxunamertIoTkUgyN2t66Ljw+jx/hVQK5W9f1HX88599FF2rSWPIzhEGUX/iNUiXI9jMJiiIoraphdkUjo6aMsIbyxga6EWXGnNlohs7Hr7yafd2D7D7cT+ns3OD9rhDyeL3vLa2KccMtP6VtyyvMSbO49ZvXB/cvMcsztgyyrnEZZdV1DJt2kN2S1AEX19USot54GZ+Qt+Yrmb4VLTFbcO55KxhOn4vtlSk6rotwPQEDIahZ3JTU16X70Ots72plYVltcP5hQ+mwXNG2JVBaVFYb8oW8CdfnaSVyA3MzosyureOJHa0ULCpCTc8nMzuH/u4hUtJSiaRlghBEUlL5m3+5ieiMueRPncaR12Vj1vTUFEoK6+jY0wOWGWR+bEdQ1XBy/cMANI/k5HObiitilFTV4boSGIpgHABCwfXKWs6aoaCEES5/yj6R+TSEhWW15MwtJS8jhYERMwyPnEZia7JAJSB7RhECK5lhB2fmTIYuWAkH9wEDMDsDZkwBFFjdLB3hx56Haz4B5YTlbQcOwb59MN2FvJzkzM+0qTAyH4YGYU4BzMmFzl4JZIQeRvTLMzzwoyVnfhrrvLpOv2TJlWBgaSPjzBWS51ZX6TU+9QDQrl1e2ZYqt69cSeB9DPfD/lcga4L9nYyZowF5XprncPsPW1sH/Mu/yWO55yG46/uhcy6ELMe77EpZfvaTB+BH35HZowD4bIMv3OiV82nwgfclZ29OZH7GaHkh/GkL2DY0r08uH5toXy0bw0yT68KxPpgzf3Lwk5Yp73fkJFqUqAn9gKKpMDokfxeu/Kmq8rxbO+V3f/EiIGvyc07kLiU2yFW81I/wz8dKBsBvg5//u+YoGgVeRKmrbd1JR96OZ4nCBxOVR43dv66ppKcYjA6MSicPgS5gzbaDwULW1ryeQ/v3oeuypl/XNK644gouu+yysyrrA2+st0di80/X9fo5OILqhtDBMQxZ8uAI2ZvDy/0Ei6gDJJZDABRX1vGN2x9ke+cGymNLKK2ulxFIAd0Do9iOi6pFAqc4eWGMIFKnBGAIB/7+Hz/CjFlzgvHiZwZUXZZLvbZ3F86SKkA6srd+83pcxw2Az8Uf+lhwzhP18xi1nKBniSsEtlfSNBx3aF+/2lMocrBsaF2/hrKaetrWrznjPTVOx85UbxdXCHoG4xwdGA0i+H7GRiAdFNcVgfADPhCAACwKIed3x+NFKZ7jJfDXXq+hpcebOdg7zFDcQdEjYIYlOf49+vWzL7N52yu88PyfKE0tpLMNsueWyr5DhE6z8O7ZD3+/mYiu4riCwtJyIvnzWVw4lUXFZScUPzDjJqqmcunlV6KnpLOgvIHFjY0IBI6joKseENJCQOhfh1HTYVi337LgJzGD2bhkCf+78fWgsW0QiffucXlNAzesepBnn3mcF595gheefoyX//AUX/7evRRWxlBQwobSpkB4kr2GYVBauxgIs4C+WAYgnz1XQMQgNxohMzUi5wlVYWFhMQeODdPX28vI0CjTslJouvC9NJXOYlpRHS2HIE2XRH7fkdY1FUOXoE2BoDeX5bjjzt+3nYf6yc2IkpseDQBxTcNSymvq2XVYZhYFIvBTE7MfwkMFMoERCrk4rvum9gNL5K+6J4lagga+CZngpHtFyPPz7Xi8TBjfT6t1/epgu78/VVWCdcR2hKxompoH3/gK7N0C+7ZJ537PAala5gr5c+8++SWqBsMj8OgzMDcXWjfDu98BM2dIp3baPDiwUyrApaZIB/mPD0LONEiRKmIym7EfeqdLQISVnPmJVcP1X4abviu3GzrUVYWNLv2If225BFZCSKGDO78JP30Y1rfJz6kqnHcOfOJD0unteim8N6c7kVimLHErTQROIixdU1TY0JagsmZ5x1rlvceFF14IeTemCRvaoXFxeFytXSEIcRSZhTtZ4OM6kJ0qz91Xh0tPgYK88NpNVA4H0FArr7XtSPCZnw+ZeVL8YDKbPj/83b8vOdnQ25eckfGzPpohMz/93WFTXU2XWa6HnwMjofTPMif/3omEFRIBJp5KoGHIEjtfkOItZm+Dn1Ow7gEZgauINVDfOL5N0YkmUICBETOI8Cd+7qd3fE9malwXM+7yzJOPTLoPP0rrz0E+kVm4Utzgg5e8J8g6XHTJpXzy8o/z/ve84w2f/1/KEsscTsXCyLV0Ym2f6yHgwve+H1D4u/d/iOkLK7BdF1VR5WfchHnaHa/aJoSguKqO2OIlXsNYwb7uQUByQ2QJkVzoVEVJWhhrFy+j44hsjBfNKyDe8zp/65FjffOdKz2agmEYzJ5bEPCVEqPOQigTllWOjfpvWPMS88vrKK+ul70BPH4HCCrrl8r+RrZUAatZvBTbFdQ0NJ2RjMuZsNO9/4nmO0g+MFGFVyrkyuClqijYrhQucJUEAOQBJFVR8PuL+BwOP5iQqJLng0shBAeODTNq2mgoRHSV/MwwSlcVa+DFtm2g7EKLpGKNDtK6fjUr55QEUfwwYwCO49I3bJIe1T3HPXR4JwqC+Na6fnVQnuXYLj//6Z0oioIRiXLzjx5iUXltUP7ul3yGEWr5r2/ElFygsyfef9I2ljP2+z/8L27a3CDCH5Y54in/SdXH9uY1OI7t9VKDbR0bZCNTRYxzdPt6j5Gdk8vOrmamZKSwoLSGYdNmy8YWOlvWUli1mClLl3pjRAmiuT6XTFMVzPgo2za3EM3KZ+/GrRTXLSdPuPi9rh3PeVYAXVUwdBVDU9FUObZsR7D3yAD2ccDPwIhFakSnc/v4QFrG7GK5RiSAm4D3BcGY98Vh/PlwwytHWFw4NQkA9Q+bZKVFJjiCM2+JyqW+6AjIOXiycrUgmOXHQJIyvvKeFM/KCd5/sgp6/raJ3rtwRhY7D/UHc4rtuJ48eiIg8NTbZs+C9g6CaMv8efI9mgbdvTASB8uRjvK+Xjj3PdKJzZ8DB3Z5jq73WU2XDvht34Q//gmGXgN1BPa8CunrYGAvzFyUfCIfugSKF0mntmAaVJbI7WMj/nd9H+blQ8dWaO+E85fLciczLkvkPv9ZmDc14fy8GzZWgOCkbQJw64Maf58NNaHTbRhQXx1+TgB5eSGHKhKR7/fTtAKIVYQg5FTK3QBaWuGPv/FAowYXrpDgL2U0LIczPb6NXw43b6o8vpoKzFu+QfSVvVCQAXlZkD9bAljfxpaazSgIt/s8Lel0yHPzMzI+d0jTpLjC0X2hApxpwVO/gtXb5WfP98oEc47Dc5tM+c0vO1Q8QPzDb0H7Frjkg2+5rA+8DX5OyeKjI1gOTJSIXLe+mWs/deIJdN2Ow7yjek7wOjFyG5RZCMHTT/xynNOcaJKr4KJ4Dr3luLgI/vznF5KyDlNnzKK2QUZSHFecUCb0LWVeRcSOA30IV16DjrYNfOXKSwPp4fe+/4OeyhmgwtbOVra0rac81sicourQqXXDDLQX5A9K40KHFwxNo98xcc04ip5K0UzZe8N3UC3HZW/ba9x+32M8vs3lfUXquHvoO1e/6zrC5z/8GL0pswM1p+ycXBRVQUU9YVnlWPGD/7j9QQrKarEdN+AmllTV8a0f/4K2DWsor1tCRW0DpuVQXlvPs88+y88f/w0fef97zrqM4KlaYqRaCMGmja20b1hNTUMTxVV1QQRZRoATMoZCsGhGVhAZd4UgLyPKsUEToYTOllT0wuv9IoIsmysEih1HN9JJiyZPpwWFJWxo66D+shs5skX2l5JjyYvi28mZn9SIxnDc9sqRTk6Cuq5xGaqm4tihwyGEwLJMOprXsqisNijfcz0E4Ca8zxVeyaR7dklen6yDPZYz9uILL1D9rn/ynlsf4IXOswKgeJL2uh6UvzUuPYc5U9LZ55HrxwYY/Ofs8fvu5Ns/fpjeIZNvfeHjSbLR0woqEbaJosteFELI7LSqKoyODOHYFo4VJz48yL7XXuPpX65iXuO7KVhxKao3LyuKgq6pMvPjgZ+ooWG7Lvf8aRsls7LHXYO2nUeJLcyXY8txJ1EDbGDb/l6EgG1dbWxuW0eJx1HLSY9KUQFFzo9b29dT17iMi2JzgxJRLeH7ul7roX7hVAxdrj1/ycxQUnbfu6aH+0bYeah/UmXCxPHtz98++EFAdnpyr5Dj8nnG2GTvNTQ1qMmTAXOBYggsH3ELIeWWFRVmzYQPXAqvbIJLPwH5nsqcZkBuDghFEtMVBeqWhQ6yooaiCHiZkLQsybFZUgIbN8LwPhgYgSkZsHsfpA4kZ35888uzXt8R8knGRvxbO6B/NnzpZs8RNuAHt8C2TrjgAqiphO59/sWWx4Ry6pmf3V2SlJ83c2Lg5AMgRYHqcrjzZmjugHOaoLQg/L72TvjiFz2JaBVu+T5UFRKCKiGB3ne/CrsOH0fVbIwd2g3TF0gQ4kdONVUeS2UZbG8Oy+F88zMm894FXVth06uMFC0k+s56aPsjTK1JLnmbrNQMZDbJBz4gJ7bEjEyQ+fH4Yq4nkQ0wPCqBtBASFM6ZJbenHyfjdFzlNz+i4Mq+T/UxKDoFAHkW2dvg5xRsY1srf3xxDcvOPZe6huTMz+otExPbITkjZIlpAPSPmAyMWMn15Uo4cTiOM+kkHDU0ELJkS/UWd9OWnXiTSrB0g6q6JbhCcLhvhFcP9tFUcoZ0+M8C8yWMD/eNSCK649K+fk3QiM62LdaveZn3FlTgCsGWzlZuSlB6+vL37qW8piGILvpStiKIhvolM9I5VRXQNQXbFShjyih8k0paLlUNDfzPrjZKq6qS/m7aDoYmAVHX0CtUxQp5YfN+HNcdU/Kmcs1Xb5p0ER6bLbQt6Gpdx7ySGkYsKYLhL/7FVXUsqohhegRwx8sYNjU1IfIK3pLyxonmuOG9cFxBV3sLN/zrR7Ask18aEW7+4UPU1DcG71OFCHgOIiHLA5CdGmFqVio9A3GE12xy/tRMjvaPSEUvIeTnCQnvCDkWx2Z+58wv4J1/949sPwaNS5qoqK1n9+GBIPPTc+wY99+1ihnly3CiU9AUBccVHBuM0z9iBe87nlXFGvjS17/Ff/3HtYgEJ0dVVMpjSzzei88nkv2uEse3rwDo8z/OBnNcl02v9ZzUXDWWM3beihX0uL6IQ5gVhjCDYGgqr726DcdxvGwfZKVGSE8xKJmdM+47xjq8Hc1rGIzbScIJnS1ruWBBBZBY/eNlfhSFtLR0cB1c20LYJqqmEx/sRU+VzWVz06MMjJiyfF9VMDzwo3pgyDc/W3jw2DDZ6RFSIzqH+0e86ybv42T8lFe62lj9x6d48ZkncGwLVdX40OVXkpWdzZySWkYth//64iewLZNHf3YHTSV/QuQuCMCjb/557TjQR99QnMaiMz9/vHZ0kOk5qYEIQ9xygusqeylNPljD8R0GtnzOXkpEG9fH53h8mM9FeQAAIABJREFUnrGWWBKpKEqS2mvJ7BxeOdiHK9wgwBHYnj2w5zXp2L56AGpXwCX/JCfiI6/J9+gG5GbAF66CV7okSEp0PFVVRv1VjSDDqOlS9ezYQZihw37pG6BrMHs2HO5L5vyMtRkFoeLY2Ih/Q0xyORL7/XR3w6c+Crkz5PeG0aEA+5xy5mdkSO4/b6afqpM9ZHRDqrcJIcsFzVH5/qoyKCuCtIxkZbMNLbLUzU/7dXeDWBj+3T/Od757cq7NRHZglwQ/tZXQ9mePX6PJUjbhZZUa6+Q18zM/fsakawtcLYUOsg0dvvlpKWCgabB1B7Q/Ld+XCDxNC+64G676lNzXr/4nGVD6XCs/IzOrEHoPhbwwxwHThj88DzOzJVDTNPmZxXXQvSPsDTWZTcZdEl4ETajhdT5bFo5TtLfBz0namjVr+JcrPoJlmjx23x3jMjv5M+ZMOIGOTalf/p3HgHkMjdr0DIwmTbyah9YdxznuJJwa0SmZncPeowOgqrIW2qtNL6up51s/epiNzWuoblhKcVUMy3Z49WDfWRXZPRPmuTeYtuQzWI5LRd0SdMPAtuV9qIgtCZTdNo9p6Ld143pKq+tRvcaY/nwY1opLkqTtyDKGSELnd1UzJnzm/RJE8Ej2YxbpDa8coW5hPimGlsD5kI7Lb598BDMe9xzViUveYHy2UFVV2ZMm1ogrBDNz0hg17SD6jef8ImBj8wY2Nq+hfskyLqicBZ5TfEqLwVlm2/b34nrOhuMKOluSAXBHy1piDY1J3I/ENRsFcjMiaKpKXoaMChdMz2TPkUHAE0zyr5ErcD2BkWDe1wy2dLTw75/9CJZpUfLuT/L/AJFbQN7UaczThpk/PTPIrjiOVAjcurmLbb97jHlLR2lcfgGqmoLtuGw/0EfHzkMY/XvJGZ13Ql6hzwn73o3X4ToOqqpx2TVfp9hrdBv0McLnQPnHL4KsqN8P6GwxH6wpJxiXPmfsD398lnPOPY+pBeV0v94b9DMSEPznV74cfLWLB1fdhOtIp9Cxbdqa11Bdv3jC7xjrHFcvbqJnMJ7UH6eqfilFs7J56YXn6NrYxrnnrWBRuVQMVFWFtLQ0Fi89h8PdvVTMz2fbwWFUVUGPRFGQQjY9g3F0VUXXlKD0TVUVtIRMpT+3HOwdRtMUUiN6UArn93WaiBcYKtjFAzDjODa/uOfOQM1u+bsuDudH2+K5557jvEs+Me6++H79iGkHx3Om7bXuQQxN9Xh3gvU7DgdZXQjn6MksSdba+z0z1SA1oo1770TXazKrijVwzVdvCnqw3frN61lUXBZ8ZmZuGn1DJlGPr6UryKj+PQ9CfoYsl+oehNsekdH1mgowvEyU5vX3KSmB7Al6wCgKzCmFgTUe8DE859uRIGDwIMSqoK8PDBtmTIUj6vHBj5bgAo6N+FeWSPloQw/7/Zx3boLT65WjWSYyI+CSJMF6spYElrx99h6WpXU50+TrPZtDaWtfscVxEo4FCUb8xqiGDjXlYcYnjEic3FrnODA6COnZspcQQEUpXPIeqF0Jc1QJwmxLXt+6alnmNpbz84NVyZLa3UchPxMOdcPNP5HgNGLAdV+QP30AtGY9tLTD+94TilMoClxwHlRXJGdkps6B/qPyXh48AoND0DcIew+AMyxBbOM75Gf0Xuh5BezjcH6Oe69IALhvg5//X9jzzz/vRf/CRoWJk2R2Xv6EE+jYqOHePXu4/67VLKheRvaMBdROoPh2sjKmWzva2NGxnuqGJspr6vH7d5RU11FcFUNRFBzXpXsgzlDcJjXyf+t2+9wn03aD0r/iyjq+ccfP2dS6lqbl5zK7sJq4LcncGVk5KIrq9Y4zKK1pDECPLGeS+3X9Odxzlhzh9Ybx1s3NG1vY1LKasrompp+7POmY/HvQ2dZMfCTOpo6NLGlsoG/YJDst4pWmCFxd8jxAOtY7tm3lN0/8MljcNU2bFPwmZgsVVaV+6bn87Uc/S1FljFHTIWpoxE3Hd3G9RpuCbZ0tQY+TX/40Qt2iZxG5BW/VuSuwEdPGcaGjdQOrX/oz6Zk5AQDWvR4fksvj9epxw8XP9crZpmYlR4MjuuZdF7+BJaiKQARcIM/vEFLyvrNlbfCcz13y9zSvX0vlhfNwHEG6O0hHcxfZowvInF2E48rSJEWbgpGWycyaC+jp7iZj6hxUVaHv6CH6huPs3bCWJ3/whUlLaBPt4g99LBBGKKleTO78sgCwBbwXAVu7WulsWUtRZQM1DY1eyZvrZQPfPGJ7ogkPtPvr7ImsqakJY1ohpu1wpM8TgnFcD9gTZPl8yeS2DWsmlZKfyMY6x/NLqzlwbJiv3foAm9rWUly1mLLqerramrn+6iuwLZNHfnY737vnMVRFR1UUFEUhPz+flIwcFs3IYmTTXmo+fy3OvGUcHNGIGhqm7XjAR5a9aaqKriqAGnBy7CSemDwfy/vpeFln/5gTKw+CLPEED7uvZmcP94Xzo25QUFEfZEx8c4W8jkJ4IiJ/KZ6YCNs2OEIwYtkBeD1RZVVSQNq//0IwM3fyUp/j8erGWl/vMck/msAXSI8aHBsy0TUVxQ+orW+VZWyW7UdS5O9PPpNcWqQbIajxy5fGWt4Mj8+hShEE2wTXDiP5GenyX/9RGBk89UyMH/Fv64CbbpEA4PNXSGe6oQYaG2FHi7ywPgreuyUEIgCcxPc5NuzqgsLaMNuTyN1BjNnmgSvHSsg2+Vwg7301FfDbZ+B/noCaUiiYCQPdXuNP75hOdrEbHYQDr0JhXXhthYBp+fA3/whrfi3vj39cidcu6Xr6HCMPPE6ZAooF+w7IUjYfFPX2SeB5x90S+PhjBJKzcf/8sYkzMooKvf3w6O9h6ULZB8pxJXA6cBhu/KJ8X+eLnqqPlfz5CaWtJzDhIssH3trAB94GPydtK1eulNE/c+LUuOW4VC1ugLyCpMWirnEZqdl5CEXHGuzm4MED/P6X3yFvQTn//OVvUVuQP27iPZlJuLOtmZuvucxbaCP85w8f8gAQAV9AhSAj4nOEzkY73X4zieUljnA9MCFYWF5DUWWMadmpdA+M4rqwo6uN+277T1xXRsY/9rmvUVgRC8juC6ZlsveojPT7pN+wVtyThQXaWzbw75/9iFc6dyd33J/smLpCcOzYMT732Q+w+F9u54Yv38x3f3AHnUfB2rma1EXLqJqXh8/z6Bs2EQK2b92E40V4FEWh6bwLxykK+TY2Ev3Jq75I+qwSXFeWaBma6i8HQWkTwKaEzJdlWzz//POcd3HBWz4jaDuCzRub+epn/gnLlCWNV37pBo71dFNRt5TiypgHcL0sm/d8+HyCybILfnTZL4t0hYKKfz094QAhcO1RquqWBvcEYHrpUn7TspcFWfD8048QH+jluV8d4GNX30D+jFnUNS6j/fkd6FEJunLypiBUhYwUg9de341iTAVVmzDQMpn588iIabP3yKA3jkOuQyL41Y0IX1/1AEWVsiu944G7s8H8cSszrCeXjvIbTJq2bDUqRUlC4BM2JZXPTyQqS+VUVU2Skp/MEufoobh0wBZV1LKwvCYAIW3rVyf0B7PY2LoBZVqTp+ImG2oamixpy8hI5+MXX83ja3fSbfYHym6aqqJpstRNVZDbvTIvTVUYHBqWapE5BWwYOMKy+mpsR6pN+ZkfkGVjc/MzxmWJFVUNhV+EDBqpqoqmaax58dlgfvzkF65nyoJybw4Mx4V/HUMe1UndnlO2YLdK8jwvvARlR1szD62SUfaxKqZ+F69QJe7UkxHHsxOVyQlXoHhVApaLdChX/0G+0Bx5MJoqy5lsJ+R46IacpHRd/j69aOID0HTvfV4jTL8kDTy+hyE5NMMDgHL8zM9ENpa8/9vn4fYbZeYj0ekVnvM/3B8CkXXr4MlH4IManHPO5N9hmWH/Hh9I+SDI59X4x+37LX6WSU0oucL7TN9ROWk0NsDsbHlMjgmdW6F9E1QVQ/H8kx+wid/vJIAcf5vwjzlh2+E9YaNY3ypL4bZvwOad9BUWkJM1KrNa8+fJ++yXo/mg46pPyYyPD3Yu/lv570TARNXgSE+oIugDH9sNBS18U7SEckGOzzea6LqMjy6c3DU9y+xt8HOS1tTUxKq7H+CPL67lwvNXjlssffLyvp4hshOIulWxBv79lnvZvHUrg3s62KtHcV0Hx3XZs3sncHpS2a0JC61fc15aXRcAn1HT8QjYMiMinb7TPfu/nI1VazqVfjN+CwhZSgRDcTsQdlFVAoK6ELClXTr+fhRwoP8YuRlRXCEYHLEkj8oz6duG0XK/MaRwBRvWvpR03X3HdH/PELPy0hECenuPySyAbeG68MyTj7B9MI2tz9xN4QWXMicTGupjOI7gnme3MndKOguLKzAiBjPq3sv+5t+y5sVneelPf8CIGFzz1Zvo6z0WZAPHRqIraup59VD/+Ix+AIQBBcrrwv5Fhm6wYsUKnDPqFrw5ZjsOHc1rgsysbVn09x7j/Zd9Jul9PugB5LVRJuZt+TY1KwVQEhSnQunkABB5+yqtrg/uyU5gXsFC1h3cSfeRQ7iOg23FyV0YY/OhEZZNk6VJ8/bAoux/4AiQk5tL37BJZqqByJ/FsWNxNN0Y51ydjKKkXxa7+/CA9BOQx9yVCH7NOM8/8ysWlcfk+o2Lc9ZkfkJO1qbXetBUldIJuDiJJqXMPU6MD3CT9hcS30+lzGkiS48aLJqRxe7DA2EQGkGscVn4fBkGVbHFvLBflr1JIQPFEzJQAoEDxxXomkok4PfIzI9f8hXRtQAICuFy6NBBHr/128yufxeDR/by8O03cunNjwELA84PwNb9vczNzxiXJa6oX8Yll1+FqigcemUj2Tm5bNvcyfbNnWzp2hhc+/7eYwEPzBWC144OErcc5k3NSMrK/aUyP34T70Q+nuSuDtPZ1sw1n/gAlilLd+69916ee+65YN0IEwke8D3DYh4nGj8JRbWAIh3Jj38Y9uyFFANGLZhfDY8+GUb+17fC4tnSKY2mQXa+/DeR6Z7amaYTTPp+JF9RPE5IFKxRgqgPSJnsmQtPHOUfS963bWjrkgT/Pz8Pv3kKLrwQShcmg4CWjXDZp2UD1Lt/fvzGl37PmOA6+WVUbgKocT2ej5v83sS/+5mig7vk33ZvIijZaOuAz30tBBLf/ep4IDCZCS9zAiHISwREAegRnqQ4sH/nePADEgA1LcM+ehRe75Tnvvxv4Lb5Uro78T5MJjZwImEGTYPp0+W+ZRdumDZdNqpd7HGD2jpgY7tU7EosezuetPXBXaHqHIwHPW/h7M/b4OcUrKaukeicagpnSJLqcNxGUaSz4fM3huM2M3OS0+sLi0uZMrsAekq559ktqJqGYUSYPW/huO84WavzF1qv5ryybqkMAHkNGEcth5SIFspgJ5REnI6dbnbmRDZWrelE/WYSjyM6vdCb++TDKEuBRSBjLMsy5N9LaxqTrldpTSOKAhFNQyAXjkBSVSSoYxFyJlwhqK5vStqP75j+5I9buP4DskwkPSuXaFo6jjlKJCVVlu5oBq7rSCe0o536uhi26zIrN419PUO8q2YRt9/3GP/b8Tr2vGyeeuQhXNfBNAXfu/E6hCvGAaGPX3l1cLxuAhcFCLqO+1FvBBRXxrjxzp+zqXUdNQ1LsXMWeNfrTN3NN8cc15P09qKxum5QWb8kdMtEMhAOAKLvwU1ieRmy2Z7rhqBHTYpEe797dfM+ML3hv5uDMZM/bTqqJmVH7eE+bC0Vx5XOZEpqKvXnXcjTLXtltk4IstIiDIh0IhGojDXyhcv+nsraeuDkJXkTr8uOTW10NK+hYelyymNLUBQVkBH/5595nOXvupja+kZwZb+ws8X8jEPfsMnxBCrbdx+lZv4U6eMR8nxcN1yU/WlvSmYKaVEZ5DhemdPJAExdU5OeGyGgum4xN972M7o2tnHeihXMK6nmxQNbvKyPEii4GboEOv7ndFVuGx0ZpvdwD1luHpn5M2TmR1Nl/zIhcB0bRdXCDI6XGTx46CD337WKlEXLyC6UjopfHjc2S3HJ5VdRVCEzoRdduCIQWRnLH6yILZGlXZ6fc7h/hLjlMCc/A9dbYxRFCcQFTtUc18WyXVIiOtv297JgamZyACqY1eX8JQNd8nia163GtsLI9UTrhu8T+/s6ExjNsl2ZxVOV444f2U9L/q4pQgKVQ12w/CJZQjVzIezcD089nSwnrB2TDnUkRRLsJzPN8BTNPPfNSAn5MCihKpzjJjc5PbQHDg6eOMo/lryv65Ls37EZrvkPuf3uB+HH34WyhQQXd+16ybc5mcaXCeJOwUUbHUpwqJE/92yWE29bJ6xZJzM4VWUkO9+udOb9/TmW/HtzWzLfZuNmqJgkm+Zb9wGYMnMM0BHjS9z8bYnS3q5N8gKTbBHVj8oq8h7X1ch/Y20ysYHjmarBzJnwqY/Dvk0wLxvK6yVnS1HC7M6SAqhfABkpclvZIqivSi6tWxwLz+Pg7mTw4z+VAQA603nVv569DX5OxTSN3PRoIO25ettBDE1lRcWsAPw4rkDzUt47D/WzcHoWr2zbyubtO1hRW8SCojJqP/8V5lY2YeTOPu1DqYo1cOu9j/DSiy+wqGoxJVV1gPAWLJHsyHuvfdUbdZKHczJ7I9mZE9n88joMIwKcuN/M2OO484HHmFdcHcyVPpFdzokhl8cVgsKKGF/9wf10ta6lLLaEwopYsN9gDhYJP7x9gBLuE6ioqefrqx5kW/saCquXBgugrqpefx1ISUtn5bW/IGL2cvF/fJe8FHj1iRdQNQ1N1ymprMXylNeihkbckpnAqlgDe9ypzK+ezTNPPoJlSQfDdV3Z/2kMEPKdX0VRmD0lnYO9wyieN696ymEhOJRWXBmjtKpOyu+aLlFDfctGboCgmWVJVR0/uOcRVr/0ZxZW1lNUUSefSU8S0O/fg4DCGdkcG4pjO4LeofiJviIYRxIsCVwUNA80SrEIbRyI8p+//PypvPt9H6Tnta3kzi1la4/ko/z02a1MzUrBtF1URcoZO64gqmsctUfRNJXCskqqYgt4acsBlpfNPCVJXoBtXa185wuXY1kmv37wR1x29b8nlTA5js2mtnVU1y0GlLMKBCcCGNdT3Zuot4svDd7RuoE/v/giJTWLWVhWm6QAKLlPkJ+ZwonsVACmqoa8G99KqxsojTUxPSeV3qE4EV1lxHTQVCUJAPmZH80TNji8fx+7dmwhPnCMtj9s5JLLPsPC6VlEdBXTVmXZm6ajajqKqqIoKpoRQdM0enq6+cPPvkPROz5G6j98gJoFUwIhgrFZipQZRUmP+9jMUMOy83jPRz9LUWWdx+0Jr2OQkUucX094RSe23YcHOdw3TFPJDLoHRsnLiCKGYffhARqLpgXPqmm7wZrlz2VV9UvRDSPI/EQiEeqXLGPt9kOBcmViU1PXZUIVv8lsMvC7/UAveRkpx+UOgTedKqAIgaYoUokNPE4PMqMTyx8f4Xcc2PinEx9g+TLoeF6CIFWXmaLhfgmGUtIlX8UXQ/CbXYIEXs3HifL7FhtD3j+vDiqL4cEnEj5rwfoWKTXtn3RjnZTDRpxc48vEzIFjw+uvhE41XrTJGoWOTfCv18nvNnRZRlZZQqhg4wk++NkkqR4lm7f6Yg2GLkUJ1PGCF0n22tbjgB83zPIIAUN9EhyMLYXTEr/DHwwQUfDWir+AssyUWRIAZgPWUYhE5djQPOEMP7tje/2jFCQYuv0GKClOHouzc2QJ3/QF41Xh8mdLgOg7RfCW9R/eBj+nYObICBkp4cSnqYonqQr9/YPcf9cqnHnLcLzeL68c7Gdo/3ZWfecGItkzeOzW67j4G4/xrg9+kr1HBxmOWxN+j28nikDG6huZMr+cEdMGb7L3SySSuIPIZ9JVZVnEydbR+3aq2ZlTsQWlNdz5wGMcemXjCbNKY4+jZd1q5hZVB1wOV7heLwiPLKuEvB2QNfrnnXsO+7qHkp5X3yEsmplNz2Cc7oHR4LMKYbmMDx6LK2NUlpcyJKRKT2dbM45lsbGtjYHUmdIhUhRyp82ioGguc6akU7qjH2tbNTPnFmC78N2nNpKqw6vb9mCmzAianNqOS1V9cpPFW795PZZlJQGhsc5vRoqRBHRURZb+BM6LCMTK5Dm7Al0LMxpvReseGGX7/t7g/Eqr6+gbNmldv5rUiM6i8trgAYgaGnPy0lE89a0pniM8tjfPRKYoCvOnZbK/ZwiEIqWuvYVWIHCtURTVSPqM48qxs23zRtKiBpprMWx5BG5XkJGiMzBiYdkOhq4S0WWZk7zHIngfyHJOCHtAKUIZJ7M7kW1p80o9vVLAdc//DpFQ864qKqW1jZ5ziTwfIctkdU095SDJmTIZYA0j//5xbXjl8Hj5ayFYs2YNn/7I+4N+Vzfc/iDFlXXBp/3n+GRsIoDpbx87DxfOyCZuOfQNm+FEa8el4+mdx9wpGRzuGyFqaOhqWPqmeddW9zhA+3btwLFtHMvEMkc5uG83SnUxhi7V3zRVISVqQFYuV17zFeI5i7AHe9jTOhVTi5CzoBI9LYuO9haObVuNPXcZMB9IznIdHRilu3804LmNzQz981VfInN2iVfmG2bgfH6cH0zyMzKn6/ckcon8/QyMWEHGqquthV9vamZRZQPzSqqDxqujpkNRRYzv3/Mom1/+LZt37GHunJmYluRF/eFPL/DLXz1DbMk5zFhYEXyXbydaU5/87wcDJbdIJMI1X72JQwMWy+qrUaYsDKonDvUOM92r8PD36TfEnV5YQ8xTDjRdZEYDPE5PAv9mbIRf06TDmmgTlagZEa+ppeEBngwpbqDqssnl4DEppyycUEQB5OvFsYkbWI61xGM7sFMO5tryhAajOlSXJAOYimL4yfdhXQt86OOyQWrf0cnL94QL3fsTUuhuwu8QAJvmjWP6D3V65WsJXCAfcfrZGeGpsa26SZbsVRbB0qWQnjXxsfh28CDcdR/UFELqmBI3gfz58q/k98RHYOtamFPsvU/Ia8zEAGvQVkhRVf4ispop6RBJA2tE3nNVC8eTooYy5rIUSH7GcWD7K1C0KPl+H9wVAmZ3DPiJphFkfPx7tf/Vye/xWWxvg59TsLFKOaqqYNmyP8u+11/j0Tu+Q8X7PseUlHdQW5CP7bj89qlHsG2HqFeiMDQ0yKuH+lmz7RCxgimTftfJRyCFFyQJ67N998ZfYHy+guMR93cf7mNWXhrpUWOC/Y23sb00jpedOZGNLZ8TQvIfrvjHvz3p44h7x1HX2JRYHIHrysnPd5ggLFkD+ZymRnRcV/DKpjb2bm3lnHPOY2FFLSDvpy917AslqKqPIBN6u3jX3Fd1+9zlH2DJVXfx9ev+kyWf/gFTs1KIFeQzJy8d2xF0trWyY+sWtnS0Yc+o5Y41v6f6Q1+lr6+PQ5tbmdNwEXt376Zybl7AHUt0WHwVr0QgNCHRNmF4+mNTJIwPFelYq6onhOCG/V/OBhs1baKGdkJ5Y99kpk14Nf3QvG4dN1z1UWzL5KkHfsj1qx6QYgfeYpOeMn68Z6Ymb5vMOUoxtCAj6DfKrVuyjNlFXh+nMYf82t49WPERNq5fjRCC/W3/S8X7PkfegipsVzaGtB2HEdORJHjd7+siQauuqQH4sZywB5TjEfpdx+HWb17P3EVlpExfSMXcvHHndsH55/PrB38UlGguXvEutnU0Y3lE/8uu+TqLymtlWZ+qBCVjLa8eYV5+JrOnpAf72t8zRE569KTA4hs1gS8wIQIw6Acax2auXeCFF54PAIttS2GPworapLJV9Xi1cwk2Fgxk5+Qedx6OGtoYSfvwWXKFCErcdD/r4wkXaJqf+ZHgZlFhEdsPb0S4NoOvb6O2ZAFZqREyUgxG4o4nlqASV1WWvPdjHDg2zGjPAX5569dYXPpeppcvY0phHZvXPMVv1/ya6g9dS+PM8WIp+ZkpDI1adLU388SPf4sC4ziFOw/1S6EMEV5zguvv/xOBDPXpmAwqEewXvJJSJJj90qc+JK+5B2Zr6hZL8GM5KIpCWVUdDYumcv4FF/CSZfH4Iw/zuWu/wapvfx3LtPjF3av491UPMK+4Jjj+E62pnW3NfO/G63Bs6fCZ8Tjfu/E6Fp7/UR6+/Ub+bdVjZJZLzkjH3h7emZM2oaCEYUS48c6HWFa1yK+3lV+gRzxZ6ONYonN+PCK6lOTzSPP/H3vnHSbXVd7/z713Zrb3qlXXSlppq7aorCzLBWywMSXBQMChhfALCYHQAqEZCKEEgnEwpoMbxtg4xjbYJgbbkoXVtkmrVa+rLm3vM3PL+f1x7rn3zuzsSoLwPCSPXz/y7k65c+85d855v+/7fb9vCGIT/u/CjXRpunSCNQ32b5ePN9TM0sByBlMBk5plkurW3iUbjC5WGRKX+mRb8jXVy6BuLRzdJZ9L5Rgrx3lqXL4vKGIwdAEv8yOAxloXsJkuBa9GpYb9mibd8dfgoAxz3QoJynZ1w09+BhvWz3zNXd3w/Gb49S6YWwgfewc04IMeBYIGzkoAqoBBUJAhWVzCxWTeH4qSmOqzr2ROUr23ZgEsrHDBT8gHQJrm1xJtfgrsYTm2kRAsW+Kfv3eaIlHsIdmEAM31uxTl8H+hvQx+rsT0UMJ9a+g6UcdmZ1sbmjEfRwgsK07viWPs6YL2ncd49tGfkb+oHj0UZl7Lq8nIzCYjbDAeNT1qQt/o1DSp3culuPjUDvkz2KxQdedWzi+OpAn1jU6RHjYuG/yoXhp/bM1PKvqcKFh02e9X53HvI7/ita++gZx5VcQsO+Ea1casTEUrQ4ZP6xk9c4Cv//O7MeMmD//4Lu6691EgMbqbmxmW3d5dyo0SPLAdt7ZI13FsQefOrcRjcRwrjmZIoYupqSjZ6QWU5KUzGbPoat+O5kb0NE33ontOQLaz98Qxvjaos7h0emQqFRBKWWgbcAx15TRvoKMQAAAgAElEQVQKOLink327dlDTuI4V9Y0It6+RcjL/PKAPdB3vp7I8j6KcdKJxKyVYCVp7206efPpZahrXsmBFPd0d2xPEKHo6d7C0upHLreO/lHMkhOBgzy6+/GGpmPboPd/mU9+8n+bGumnHOnniGI4oxDaj6EaY2OgAaTlFIBxXYRDyMiMMjEUJGzoRwyBkaFIWGc0FP3JTsmyHzna5HqgbZv6aWzjd/jS7OtupvmZ+yusJGTobXvUGhBBcc9MbqaxpoGLhUnr3d7JqdSsli2ukQpgQhBIoTRJwjU7GvWajJ/rGKItbVBRmse/0EM1LSi5vUK/A9p8eIhIymFuY6ftUBNY4RIICnKpl27jxGiKRMHG33qu6aS22S8cvyctgMmYyGbs8xatkmljyOvz044+k/P55DBDd8H0wAZGQjq7LuSjJTWdgPIauaURcaowCRUuWLKV6FCYGz/PBt7zSO/aGFeU82d7rKcBpmsaW/eexoxMc2fZrLMtCD6VhxSZJzy0GzaCsbiOaHppxzzh5sJuvfvidWK4jHo5EuPv+x7zXBoGm42ZbYqbl1twIHFVQjr/Wxi2bSEhe02z1odsPXaBuYaGbWffnV4EpIYJtJWxZqtG+nfqm1d75uFVria+Lx9n07FMJ7+vp3MH85fWoZsWX2lM7d271JNDzF9YwNXSO+PgweiiCaZocP3qYlStklF9lqBKalIOXZd3buZ31dZUYXn0ErlN6icVoWbP/+2yF6Lq7j+ghv35GD7nZINfh1Q0JhjQNdj0PlaukU3ulNSXC22ChfqWkwKVnSTW52KSsXxFCqrep13oZ5tl2FyEdZ9tylevc7M/AWZ/SJhz5eT/8Jry0XWZwapb7x1UgSCFzLwYh/NfsOQAf/ZIcwx8/OLOa2c5OPIlc24ZzF9xjOTB0EY50SvCSmQOjA4kKe+ozp9VV++gnouHX/ATtStTWHBuG+6TkefJ7l5TCx9/v32fB+Qd5zKFe6HhRZn90lyZ45Bj8aosPvBT46eqGQ4chrTvxfMJprny4e73W7AymP1d7GfxciRmhhKi04TqYJ/NWY4wOsGTjmyhZvpq0TIcPvOtWlt/yj9iWhabp6KEwS6+/jZgNcdtJoLXsOjHADfXzEj4qVQTyvu9/a7rTGwA6XpTUXWxVTYKK4Pmd3FM7vLNtWq2trX801S0Vfe7qN7zrsjrZK1u3bh1m3kKKczM42TfuFqC7kUlvwQyCQkF6xKCiIMuTk93XtXOaQ/PM449Mc3oP7unk4O42MrJziU+O0bimlcaWtXIT1sMUZMnsi27oOFacUEQC2Fh0EpDg2LQd9PwK9EHZsFTTdSIZ2QBEhy+SlluIFZ2kfP4SBgYcb1OdyWYrtF1WkeeBH83NIBzc08WXXUfn8XCEd3zwM0yODVPduIZ6N5o6kxKSuleS6yz+VCbcbNrZwQlOD4xPpzgF7Ac/+AHvf//7sR2HSDjC57/9ALXNaxPEKFY2yLnSL/P2upRzJATs2xUAWJbJvl3baWxalfAZhq4xZ8ESzhztwzHjaJqOsE1C6ZlyLDU86t2ZwQkiId3N/BieKpgQmpexMm2R0FleOA4ZBaWEw2FqV7VgphAy8YGclLW++tV/gRBw0yuvRbvhWkYm41wYmaJqbj7HLoy6XxvXuXVXh/Go6X83XWA0EbWIxa9QOvcybWg8SjhkUFGYiSPk56v1TO2zjhBefaWhSxC/Zl0rP3rolzz3/Assr1vN0tomoqaFjpSYjoQMJqIzdzRPzvYlf8eCTaifeuzn2JY9YzZeaGEf/CAIG4ar4qZTWZ5H9NSgq+LmSlsbStkNiooKWTS3jLpGH8xqbtbI0N3Gp4aOiE1w5MQpjh89wqKr3ogRjriViRCKRKh740cZOt5N05rUDtSxvR3YAYclqFoJ7p7h/hQIhifjntS/qh29MDLFyETM20c6jvbRuLiYro62WetDHUcQM21Pmlx9XhBMXXvttYTdPl1GKMzyhtVuBluAcHsLCb/9hGVKALfxxpvp7tzhiZ5Ur1or9wL34Io2qqOnzJwHJdCziubw6ptv4Zf3/CdGJI1wOMzCJcu874MKXCZ/L5VgRG3TOjm/GnCiV17fsTNQmbjPz2qKqpSKoqZp0rFVzq2qNVFRfy3o/Ooy6xSfmp6ZuBwrXwwDZ3yqE/i1IFbcf9yK+yIMin6WbFPj8hxBbtLxqP9+x1aUhAT6qMzgVMuxi036GSIh3IyRm5VRNT/qflI/u/YkCh8k1zkNnoOzR+T4nunw5afLin1gZcfla+ZUyvG0bX8MHFs+lwr89ByEXftgQytpc0t8UBq02UBussWjMDUGlEtw8u0fuiITQr738HGoWyBfG7w/lO3qka+LuT2ndnbK2q2e01A7Dz55O5RmwrET8KEvw+tXwR2PJQKy0gVw8aQ/x6HLC6L/udnL4OcKzIxNEUrP8f7WXbpD2NAJ5xfRctW1DKeXMDXVixk30UOSQqXpOroRJj45inCy2N3VgRAl9PVdBBZgWdMXCRWBfPrxRxjs7+OOf/t0yk1XOa62kH195CalwI/j1YEI97mJqNssLsnh/VOKGigL0ufCYUmfs5l+LrOZDPQIpmIWlmPLnhUo2VV/bQ4qtBVmp3nAB6YDSw1S8vy/+pF3YcZlR3RN03n0nghf+8FDFC+qATtKZnYGdY0tfOz2r7D5rEUoXYKfnKxMoqZsWHjkyDGOsQDNGCd/YTVZOXlUlEiKUkNtNecHx9HTs8kvKccYuuA5dn+IBelAKvOzrysobxznnjs+jxAOoXCEL979oAeAUtmBM0NMxixWLy39g8/pSkw5KcrJmsm2bdvG+9//fiyXnmKacXo6dvDGd/0Dn/3W/XS3b6emcR3LalcR8KsuaZfs3yFgZUMAYIWkaiBWDGH4G0DI0CksLaVkFOZdfQ3hzBxuaFzEqZx80iNhdE3DcB3guGWTlRYioiSQNYjHokxNjJNBNj9+7gCZaSHqGlv4+o8epW3PASqyBEdjBXz0XX/BvGV17O4dmHYtPpCTkeh9XTuprG706F9pYYMjPV1s/9UeSivrPVqRQPkiknZme98jN4ap+fN04uIY+VkR8rPSLmt8HSE42TfOotKclM8LVJ2a/PwTfaNMxi0ihs7Owxc8ELT31CC27dBUWeIGeAWrmtdQvKiGiaiJpYQ+3K9DQVaaBzaSbU9XO+9/x196gDmYAYHETNCFs6c9Fcbp4Fg5hVFJzQF2Hr5IflaanG933BeV5hAxDG89UpkfBYiMFPWYhq57wghZaSGG+84TzspDN0Isu+GdCDPGTa9/M/sH4ea/fBv7B6GobM6M8yCVQn3BAD2pobJwAYODDChZtoPl+II+jhD0j07J5qoCRqdkCwHbEZesD1WKbaqWEvzss5KPb21t5as/eIjD3W0srmmmdHGtf2+6Q+0IWL1mLd/40cOc2NfB9dddR0b5MhZWrqBzx0usWLWG+culs1aSm+HRRh3bQTd0PvSpL06jvHXu3Mo7PvWfGMO9FFatp7l+JddfczW/6bnIh976KGbeogD48enJwfrMkeEh5q9oZPXatTDZj9M3AD9+AF65Ev7+4/Djb0PxZQKgmWSPwae9KXCjaRCNw7YOKE6TtT9GSH6ZwxH5b3Icunugc9+V0asUlS5Y52G5WeicwkSwoQeASaqFt3cfZGS7anZieq8fP5qbdCxXVtoDVDoe0FHhBi/r5CFp+XeDqlWaoc5pdED+W381nF4Fc5ugbgkY4/Dk3ZK2ZwWAjqaTQPdyHNj8CCyqSwSXXd3Q9hu49/dw3y+IfvUzpM3N8AGistlAbrJpWqJ6Wyzug0DTgZUrwXABaW4xZOVJ4NvVLQUsDnZAdQVMxeGGGshwx9RxoDRH3mu3XAXHjktAFtJnAGTC//Fn2j/yUvYy+LkCE46TAKJ1tyje0DUsW2PN2lb6x6JER2S00IikEY5EmL94KeNEELaFFZuibXcHFU03sG3LFprLwLSLZ6w1eObxR4jHYh5ASN50g86+bvjOg3zMp2sp0HD84qjXoTtof0pRA2WKtva7556nbGkDra2tbNl37oppV46Q9D0hIGbZLjjxaV7yNfKXioIsstITb/Nkagvgqaspp7dz51ZM0++ILoSM9O9q28b1C6sJ5s7e8Ja3c/KJdpbkv5EBYG5pISMTcY7s38tLLz5Pxorr0Y0QK25+HwiHE/u2snhBC2E9g7yiEmKmjWq2eqnMz+WaopWsXOVLfHuCCcLvDVXX1DIj+IyatleD9KeyqGkzNhWnJDfDc7o1mHZ/Bm3Tpk0EG/Zquk5101oQgmU1jSxY3uBlBeRxLq/eI9mRSW4yK4Rgac0q/uWOeznU3UbTmvWUV9aC8DnPe7rasWJxzp49R3ZmJutWvYKxqMnVK2/mK491uTUgMnCiwGrYzfyEDJ2B/oucOnYYx7Y4daCfstqrWTYnF8cRVK6sReQvYM2yUn654zh1jYsZGIumzJx6QC6OjEQ3r02Y5yN7d3nUTyUSUNPQ4kX71XqhhDjUW4PKrmeHJohZ9mWDn6m4xdmhCRaV5ngiBJqmYdqO15jXth2vts623Uy1Eei1JWQjU9v2QZIjYHdnG8/+7nmq6lezpHqVN/9qfPNDqc9RZnzl/JnxOM88/si0bI7KBO3pap+2TihTIxvMZuw80sdrmheguwAH8KjGC4pl9tdwBQ90DSKGzqKS6cBQCh7I+yM7XcfJK2JkaAIjLGm2ejiNsjlz2D94znvP8PAIH3jX36fMTtU1tvCRz3yJr3/hX3BsGz0FFUv6uvI+sGwH2xZebZPKAinKcU/vgFcLlKo+NMgoEPmLwJ13dU+peQx+71fWN7O+dT0XRiYZHIu5gIzAewQ7j1ykuqGZV7/iWvKzIuzuHaCqrpFlNauYillMmjYasq4vSE8TQmNkeMi71iDdtepV7+bD73wDx0fgV489zPrmehYsqaKusZL2o30eFTUYpJopG29OQuhiv3SITVs6k7NF9VPZTBS1/BIwIn5kPxaHo73QeQKq5sjeLrnZ8vm0TOmwjw7CFz8NA2Op6VWz1Z2IwC9CSDlpIeTxzRjTxAe8upuk81ZgRgEZEXjM66dD4P2K+xoAXq44i+RAKiTt4GviK5jsvqd6KfzwDujam/ra4lEpFw6Qlws3vQGGL8DhTpmlGRtMzPKoMZ0a9xfE9CyZkQlS4HZ2wtwC+btpktPXCXOvmp75aayHn9wFL22DDVdd+v7QdD9bpIBP62rZILWxHnZvkuer6seCQGnlHNkHKGrC0rlQUCzvBcOQNUBrmuT1LJ4vHw8bMwCyQK2V+NMwAf7U9jL4uQITWsijogDeZuA4NrZtc/LUaV7dWsd/b+vnpje8meic+dx9/2OcHoNHn3wax7aJjV8ko7AcYVug6bJZ6fz13PHJ6bUG/oItVxBN06ZvuoHomeNMBwDuEgBuZM6yRcreDP+TogazWWtrK82r19B25KI8f/wszWTMumRBtdoobXcdNG0bDQ1H84uk1etgekG7suQNK1XTukgkklDIGgqFqWteJ48d4PYD5ObmULXyOjb1nCUrLcTR0xf58Vf+hvLGV7FkBeihMON9pyhe2kQoLQMnHqP//ACR0qXefSRbM0yfm8vpO5JsuiYzf5U1q/jEN+7lwO6dZOfk8+DdX/ai3DXNa/29KOUxtD9ZE0NlZwYmuDAySUluBq48g5TpngX9FC+pJ5KWRjwWQ9N03v+JL7K8tinAdEiUOb6CxKI3vqlqf8IhKUKwtKaRlQ3NZKWFGBqPIzR5Lygnqv62LzBwWqNyeTXhkO5F/ZXS1/BAP4MD42SIKUJGWBbCu4IHF8+dwbbiOJaJbZlowiYat7EcxwX9buTZEd53PdU9o4Dcc8+/wNrWq1jX2uqpxkEixU+JBNQ0NHs0SOH6Frbr5CnZY43APXGZA7v31CD5mWkUZKd569Wu4wPkZIRZWJJNx9E+SXF0/Z6JqOXVd6jzUM6mf6nSwXGA7du38Z6/+gvi8RihcIRP33k/N16/kcPnRi55btN8s1leG8zGJ8NpbyjcBi+TcTnWqnlpQVYk4fUr50mlPkPXCblNUDPSQixzlUITPndBEccvjsrasJDOZDyTSAa0Xnsjg7hAwn3tubOnIH0+eiiMmURnC9rI8JCfrLLthNd5a6gLQk3bwXIE+7s7efaRLjLnVTNn4wYsW9auxW0HQ9MRiGn1oUACo+A/fvRzVsy9cRrtTcYoEgHR7s42Xty8mUXVTTSvkcENlTkSQmak5P3gHscJ3Leo46dWtQvuocHvAkaIpx9/hF0nBhm90MtDd/0rb/nSo955JtPeLmV2abGbdXBkpma2qP6V2PwV0ilXWYTxSYhb/r/+Ich376XBURgfd6Ohdmp61aXqTjynwnV0ldiAcoLVUKsJUAIByRYERQkgSLjHCWZ/Ak61Aj/yIAGApflYJyHrE6g5Eo4UelizOvVYxqOybglgeAR+8gBULwTN7bk0PuQ3kQW/7mdi1K3f1WSGZXwYTw77UJuc655TEJLCA7pqpJac+QGoWgxlWTB3hj5Etu3Wi7ljrmTFLVP+VMAHZN3Y4Q7/vUGgZAt5L8YsyM2BsAZ/+3Y41A8LwvIYpw7A3DnyHuj575lrkNRc/SFUyj8Dexn8XIkZoYQgsq7B4MAAY8MDmNFJNvccwxg8zDNburiwdyvVr29mOFbCcEw6v8KxiQ5fJG/ecmwzhq4bjJSvZ2pgIGWtQXDBNgyDW/7yr7jpDW9OrENQP93vvYqQgg8qgh3OFX0hOdofzMpUN679H8/6JJvawOQWq/H7l17iwf96ine86bUULFiBrmksr0jVm0EWaKtGe5YtCBlSfCSo7HalHb2TwZBydH773PNk5eQxOTZC4+pWquqa6B+N4uiJ90LIkBQm5ciOjo0yOTJEJDsfIRzSM7MZFw5WbJK0nCIc22TuwnkM2BqhgKy22lwPnR1mblEWx/btvqTqXypwJLM8gIDK6lUsq23EcQRzFy/j8J52qhvXUlXb6EX6U5kG7OlsZ8sve/4ooYtU/Vm8z0hygvpGppiKWwlzmWw1q5p58NEn6dyxjeLKOlbUNTE2ZeK4crwIv4C6LC8jgfJ4OTZT7c+SslzPofYZIMItcte8LO1Q714WXfWXTI4NJ0hGG7qOGZ1i06bHyV9Uz/Hdv2f5ulcTNrKIGDKyXz5nLifO9UsBDQ0yIwajU6ZXfxX8/ioKkj1DtjD5ns4OCEgkO4PVjWtwHNn3SH11bMfxQKgvH48XPFHg5FI2MhnHcQRFOWne66Nxy2sYqx7TNQ3TcaR8uYNXg4QQxG1B2ND8YI97bCFgy4ubiQeELvZ2befG6zfK5y9xbje/4c089djPvYDAzW948yWvR9UHPv34I9x176NULK31PkkoMRP3BCNhWfMzE3U05NLZNA02VqemqpXlZ3Cyf4yQrpGVFua0OYEjoHHNVTy35wx5mRHC7vdrTsV8hgdlNigVdRPkenH+7GmMkAF2CopnwH9UmZ6eXe18+u/fhmWaGKEwJfc8wrzl9Qg0LEughYX3vmB96Fe+8pUERsGundt40y03yLUuELhDKN9ZcODMMPt2t/Opv3+bV7P2+bseoLKmEVUfJMDLSjvCp8zJYIDjASHF1EjO9qtMXufOrWTklxDJyCAenSIUSUdjUq7DrkLr8PAIe7ra2bbrGIsXL6F+YVHC9zCVOuWernbEeD+iJIvl73gznD04eyH7H2KqpsdxIDcXnDNKPQKKi6RjPjQCT2+G5oVygMMhv6YlCMR2dsgCpRnrTtSiYLk0OPcxlfnwgIjw/w4AU/8w/n3iLdYgnXshXHUxFwhh+1Q44UDPAWjrkjS2+upAJsglvQsFhBT4wv9bS9oDurqhYzs0rwMtLjM/Xd2wZ6/MnmU2Q94cSHObxKoaOU2TIMQIyToglXnTQ654gwv6rDg0roODT8N73gLrW+Ho7/x5m2ba9HMM2vljEmBl5kjHs7Eevv5JeG6rlDoPWmYOlC30/w7S6nQd5s+DhfNBj0vRiuUVcN0tsOMpf14cW0qFn98pPys64WaT8vxxUHP5Mu3t/75ZsShaut8oTwCDAxdxbEF0+AJpeSVs3fRbHApZ+747Gb/YS/e+g1zMqkLTQzi2hW3FyMjOk00M123g5BiU5ReljEqlWrCVqYW7ZEk9K+qbpKyxLuWs1doS3BTApbHYDkYgUhi01tZWFq9skAXQf2ILCrPs6WrjY3/7V8Rice773p3c+ZNHaGhOjNIcPjcio+7luX4GnGCWy7/O4tz0SyqFXY7VNbaQVrYMIaRUbmZaCNsR5GVFsKPjaPiLTsjQiJuO18E9OzuXcNjACEVACPIKS1g271p6+yfIXrKMzOIS5i+Yz3DvALoCbpovmTsyaVKcayc44pllVbS17aSusYWRyTh5mZEZFcq8Pj/eeAuWzsmlau51HGto9vt2zJIZ2d3Zxoff82Ys0/yj6sDajlykZkEhuRmRac/pgWivIyQNLm45szrVQgiaWtZSXlnL6KSJImqpeyIc0plXlMXxC2MJlKzLzaDNFiX2KJbu580vzmZkaJDf/Pq/eOIXD0oalmUiHJv8/HxCut/QMmRoTIyOYMam5J5hW8Sjk4SMQsIhWQdSNmcO1bUwOtRPRWkxF2JhSTtyVQaVvPrxowN0R4aYt7Tau2eCiluzmRqHoMRx3vwV2EJw6OyIF01XtTPyuv33B4HHpeFFILJPQIjEzc5pGh741nUQlmDStiWtUfjZB8fN9sr3aH6QVwg2XL2RSDhCXMQ9oQv5WZc+t7rGFu6+/7HLzqymAsYVS2v9YbDjnByJU+UGbkIBWetUpuhsuqYxW18lQ5frSiTsNjzVfYpsYU4akZDMPpaWS/pbdl7RjIEStV4YIYPXv+m2aQG1RaU5nB2akNlGR6oOdrdv865bCOhs20bFsjo5dw4YTuo9JZlRUN/SKudNNS0V/vdW7VUXR6bobt+eULPW07mDyppViID6puX4/ZuCIFqta+5f3rkEgwHBfj4LVt/E+z7xb0SHL2LOX8/aObDrrh9hhCOEw2GMcJgPvOtWylfdyLZNDovy3odly7X/6IVRstLCCY1P1Ri/92//ln2Gzvzl2SwuKf6fBT7ggx9hQl4eNDbAnBUwNxcKcuUXamAIYm6DMUOHG6+TTTyT6V+rm6BnCzy/HzYsh9WrEj8rmPnRDTwE6smdu38LlwYVrN/Z8iL88mF4019DrodIfOdZCLd+JgBaECT0mOneC//0Ob8u5hufgZWVIAz/WEHKWbBGqHxxYrZFZbk2LIVvPwBf+wBUVEjAJ9GzHKuhYZhTIq83HpU/FXBRogcK/Gian+1SWSyQz7/lFqnOpsCPkWKNVseY0TSXehcASRrwm01yTJ54KhFcly/23xqsHauZD2mmFCk4e1SCOk9WM6mp62N3SuqcEDA2JAUzFPhB8Z/VPIpLnP+fn70Mfq7A5ALtT7AjBMXFpfSdOEd0tJ/iZS2svvYV/GrLbhzbIhTJYHHlQi6eBz0UQrhqJqFwmLycLAqKsjk7MUgoPZNv3fMoXW3TN+BUfOLgBhYKh/nC3T+lsXkNfaNTrsMi3GJqxwPm6rRtW4AxPWJ75NwI5QWZLp320k7DH2Nq01P9O3bt3EYsHsdxZHSwc+dW6poSr3lwPOpyzXPZt7udA7vbWFLTxLxlUspU03xHzdA10sOXdgIv71z96KTaVHVNw3Ic9u7uYF/XDvLyCzgdK2SypIywkU7Y0MnJyeauex/lmZ4+pgyDSCRCUXEuw3aE8vy5jEzEXa6/huY2y5X0N8f7PCtJ5SureB4ZebI3VNuRi7yyft6MWQpVA+UIQVl+BpGQgeFy+4X7f8Whj5k2kzGLtp3b2fr7LV6Wp337S96x/5g6MCGYtXbIEYLB8ShCyLmLmbbnCMYt21XD8r93ah4cJ0iDkdek1uBIyGBBiQ9Ok5sXztw3a3Z6kzpfzb2czLQQO3p28b1/vx3H7YmgaWBogoKCAlmv4Z57JGSg5+QhbBPhWGhAdmamLGY3ZL8X2xEUFRVSXFRIUU4a5472e+Dn0IG9bGnfx2+//xlqbv04//Ldj3P7N36Mbcg+Gi/uO8cr62cuplY1K6kUy072j2E7EDUtP3gaUI5McC4dXxXucpaKRMdUeJF+ryOXUN8zDQe5RtkBx9h21O+a7yy7fpMtBI1Nq/n+g4/xzLO/o7ZpLQuqGtwPg9Bl6JzPpqA4Fbc4fHaE+kXyezcTMPaGQQie6jxFZbnk2+sBZbdUVp6fwYURLtnbyusTZOj+WiGk2E5ZXgYVBZm8rhI2d7ZhZMxDD6dR19g0DfAnULxsKKuYN+3aZe8inbgl7wXLEdQ2rSMcDmNaUkmtcXWr5+PpqD5MUsnNtB0vy5hMg5vKWYAjpKKjEILN+856yQrDBUQx06KueW1CzdrKxjWStaW5DZwVxY2AGmBgDVD1rqkAZXI/H9u2OXbkMJ/89Gf5+UtHqGtcyq1/DedPHODqxtt5ct844dxS9EgadjzKpl1HicyV8vam5RA3Emk/Qbq6YzscO3maxfOn0xn/aFPgx7bk70VFsLYROl+Cg0egtARKS32QYuhw3QZovXr6Hr+qFm55FRQuh2Jn+vNB8BPM2ASLAD0Q4shGmUJAxy647T0Qi8H37oEf3AHr1+NniNR7THkNCY8JvFBLR3eiYtuuvbKHj+P4AgQC+Xrvp3ueyTQzRQMzNHmss+dhTrkEhL/pBtUCJC9HXl9GNkyOyuNk5MDYgNtE1gnU/7j1PsF+QGp83ECOlZFDaOgiZKdgtGgBUKMctsQCc38OFODcfSC1il2q2i1VO3axF04fluDHivugDfy6JiHgzFkJjCYnfTpikN5WWA79p4Obgkf5/d9iL4OfKzCBnnA/CgGFRcWURqE802Eis5jXvuEGrMIqDvabpBWWUuVpLAAAACAASURBVDZ/IZzvZUVNPcdPncNxbCZGR8hOC6FrOWSlhxmbilPd0ER90+XVcyTz9U/s7aCxeY0MoNgyah6JGFQUZnHi4hiqwSUox82njyi7ODJFOKSTHjaY2U39nzGBX4+EgIaWVrmxIutsmla3pqxLEkKwfds2Pvm+t3k0lU/ccS/VqlbBkRmaK4Fuyd25k8Hn4rIcdE2jbzSKaTtyszc0Du7bwxc/+l6vJqjy+tsoWlLP4mU10snVNeoaW9g3eZTjF0dlgXtSkbvsASKVoHRNOsAqmqtoTXWNLfzjp77Mnf/6cQQaD/zou5za18Gc9W+G+nkzOmNKjAMhG7umBcCgcATommwOqgtO9I2x97eb+MC7bk3I8qxuvcqXkg1H2HjNNVc409JmqxtS0d7u3gGEI4MLknIin+842seSslyvmzrIPdGypSy44yQWSgd5/hmRkDfHQWfHVAD7ElH+ZHpTXWMLmWkhJqKWqyQmP7RnV4d0JoGKVa9AD4XJykh3C9U1L/MTCelk5eXyxre+gwNnR2ipXY4VzsHQNDLSDAqz0xkYixJxa4tCho5wI9z79nTz77f/M0VV6zDjUj47vWg+2470UblMqgfGZwGYfjPG1OIpjgd2/Kys19DXG1fB/tNDXiZmJsn8ZHNcoOMdUzmrjh9QkP6Ze0+6r1HZLkuz/YCJEGj454WAw2dHmL+8jte79XNTrhT30jl5Xr3VldrR86NUludi2YKxqM/3T5WNHxiLes8LTUdH8OhDP8XIWyUlrLPTU30EIDOH41HzkpIcShgh7N4TIV1mgEKGRlZ6mOFTB/jIe25l4ca3Mrcpl0hmLnu62vnM7bczOdzPPd+5g7vuffSSiobKKgoyOT0wIQGmLaiqa+JrP/g57TteYklNCzUNLV5AyjB0b70+cn6E0cl4gky9osFdGJ6k5+RgQg1bNC4r/cajJsMTMVegS7Civplv/eQRNm3eTGVtC8tqGj1Ao2kaccsmPRxCCBidMjk7JMEUwdpPQcK6pyzYzwcATePF53/LLTffhGVL0Fo+dx7Lly6hdkEh/328naXX30Z6QTl9e7fQn1lJqVqnSaRbgw+QNU1HNzSWzq+A0J+gF4oRkuIFp49DUR6UZsGRE/DUb6VKF8CN18Pb/wrO9sji9GVLpFN7uANWrvOPpcDIE0/B+kr46W/he/8ZyA6512jbsP8AdHZDU60EBr9/STYi1TTo6pG9gK6tkO/ZtsOVYnbkz/YuWLc2UeVNCNmLp2svZGdA1IL6FbJhqqrpaayTGR/LkrVTDSulYty5o14iSXIpFW3O9t+bbIoGFg7JfxUu3bSxHk5WQVklMAI5bvAsI0fSw4wQRNLksZUjaISk2MFInwQPChx64Ef3wKFIy/Jpg6lMrVXnjkJukVTS80zDu1AFflbVuGNi+zTGS9Vu5RRB/ghExwN9ipIyPyd64cmnoWmhVBDctRvmFSXS24wQRDLAjAayf/+77GXwcwXmJBW5O+5im5mRwbLKZrYfvICua5TOmcOpyT5ipuM5JFZM6tkL28K24kxNjGLoJWia7ONhOwJDF656nB8pjJo2A6NRBk/u9zbc5A2see1V3nkd2NPJgV07WdXSytxrr6Zqbj5Hz496DqjsB+TXBQWvRUM5IH+a8Tt8boTMtBBF2Wl+tFeD6lXNfONHD7O7bRtvv/UW9OIlKdcsATz+9LOBRpawv2sH1fWyMVxleS7HLoxd9vmk6s6dnBVQNKKstBBDEzEcl3bRs7szobkdrkM3NTFC2PCL3JUUekYkxMWLfYyNTJGpxYhk5khpW10j5BY9hw2daCzOfd//FtnL1jOvaAUAp6KZCXUWjz/8ADWxfFaVzk6NnF+UTVpYT7if1DjiOraqbqRzh5/licXjPP/CC9zytr/jHz7+BfZuf45VV91Ac8uayx7bk/3jXBielLUOYua1UQGXmOmg63jZKk1onOwbQwgxTf5b4BZh24Ip0yYjbASKtCEZ/iY7O5quz+j0Bd+TKqM2dPIAmza9wJKaFlmEDaxsWkc48n1MM87K1/4Dc8Lj6FkZhNw6Hj/zo6OhsXDhIsb1QUrzM+gfjWEYspajel4Bh84OMxWziAlXAU3Ie6inuwvbdtCUpLamk5aZw0SkxKO9zZZdu5R4ysHuLvZ2bad1/dVU1ctagGC2UwgJrpTCl6r3uRyZeoHwajCC4Eqphqnj6AHHVT0PAtOSa2KQ2irfJzxgNRmzAiwa+ZorBT7BLMk5vZzK8lwPhAEe1VR9x5QaYMXSWi9gdHBfD9EJweO/eIhVb13CiaOHecVVs4Ps/Ky0S2aq5xZmeaBO1zQ0Q35XlFKcml80HduMI4COnVvRwhkYaZlMuuIH7/y7D6ZcL5IzRKp2UdWZ7e/u5ODuHdQ3r2NFQ7MLZAMZGOHvKcn3hAKzh8+P4AhBzJIqkgo8CyEYnYwzPiUprCoruGBFA29YuJKpmB2oAQOB5rIahJttsojGHXcP0zyQnJkWoqIwa9r85uUXEEmLEIvJppyaZnjiQ87yV7nXIK/t2IVR9HCE666+ir39gvV1lfT046kg9h47yonD+9jQVO2NpVqTxXg/K0qyWGidhqELs87vH2R79sM/fwOurYKMCFTMhWHNlWU25ASd74Nr62CsFyZG/OxEcmNKIeDCBek0a0hHN1j3U1AuHfdt2+CfvywzDYYrsW3Z8nc0CT7CIfhRoezNs64FIhGIx+TPlkYJfHr3ycf0kLyOD37WL8rXNOm4/+cXoHYFIGSj0ztuh4O9UL0Eli3wz9uj0eFS5YSbktRTbzyKBtb9HNz2jxAalo/veAqyMmFFFXT+zhd00DRwpty+OW4zVtVHCaSMeFAIIjnz4y58um5IgFO2aPo5qc8Ceezk+dF0H+Shybmsq4Jv3g6Hz/pZnu/fO3vPoIxsmXkyo1LEQQ8FMj/uz2Mn3GsREkS374K516eu7VGL+svg5/+uCSEQljmNfmNofuTeCET2lWyxaTkYukZZWRmn+4YBgbAt8nJzSY8YrgKbpLUMjsc4PTBBg0uxAKmA1ta9nzs/lFjXkbyBjU7GOdTTydc++m5MM84T93+HkvsedaO6iZkfXfhqWMoctejIM/yTjGHf6BSZEQV+XKfWXbNW1DVR3dDM2hXltB/pmwbOFM+/qq5FSjdbgT4r7vmrSPls3HnwN8ELZ09P6849m0KS2uTzsyJU1zf6ze0E6EYIHIu83DyZ0dE09nS1c6p3AD2zCBEz6ejcSXrhHE71HKZx/fXoWhlT42OMDA3glBZhxWF0ZIj2320le3cvhelvZd76ForL5xGOhNENA90II4RA08Peec5E25lJOc/FnH703YGG1a1elicUDrNx4zXs7mzjO1/7HJZpsvnFF3n1NWu57pqrL2OmYTJmBgqSZ7mfXElugatWqKL7QvDM7zbRuXMbN934Cubd9IrA+fsKVHHTJs2NcirglDz/weaFuq7zsdu/csmsT6oI+TS66bd/SvnGDSxfUc2Xv/cgR/Z0cCotjcqlCzgzOEFI1ykIOLaRkPy+K2U31dtFUbMMXWPlvAIujExhOaYE0W69yPwVjRRV7kE3Qmi6ga4brLvmBsaAIbeBbtyWDmVwjQo6fDOJp+zpaufLH34Hphnnyfu/w99+9HYizhQNLa3kz1/Jnt5BHGSPsJjpOq0Bx/WSJiR5RTmrKosU7PMyEfMV3uQeKzNeysFWzYzPDU1614k6JolZqqUpFNMuZXu62vnw37+brLJK7vnOHbzna49CwzxZa+Ru+opqmlxn92/feZBFK2WNxN7Obdh5TeihCLYZ5/D+nkuCn2C9yEyWn5VGVlqIuLufgPzeOJZJ+9YtLHDnF+HgWHF0DVa1rOfXz2/zaleCtaTJ9aMziaoIAXu7Orj9/bd52fYvffdB1qxdJ4GhEAkqxADdXe1sDoik9F4c4/zwpEfDjltyX3QCGV5waxTdQjDhgE2iaqM6Hy+YIgKAyAWpIUPz7gfwe58lX+OHPvVFdk+W8Nwd/w89ZBBOS6dpzXq29/uZd8txuG/TIbLSQsyZO5e9A2coKa+A/rNYtsOernZ+8t1vEp8c5+Fv3Z4wbnWNLZjD5yk2B+HcyT++EeSZw9NrV3Z2ysi8cnQPHIauk1A/XzquI1Mwt0K+RznqnuJbkkKXcKCkSIIOXZfUr6AgQqYrwX7otE+1UhMuEiZEPr+jUwKXxgZ4+tfw+CPwlndCtiVfa8UkUHEs6HSbkAaPZ1oyi1Rb5T9WvQyuvhqik9L5V49rgZvPOy8hG4y274ZXvHJ6vVVjPUwckT+f/QWcPQdZpgQyloXXjFQ1T5WbvD+W6nkNvw9Swvi6QEFG9ACwdAND06F8kX8eVtxv5qrAWhAIKdPdzE//aSlwMDYAB47JBqrXXe9f3+X0DFLATcl2e3LiFpzYK5ucRkIuF1WHhioJlk70wrPtiXQ6Bcb+F4oevAx+LtMcAVogJTIRNXm68yRrl5W6TepwC1fl84YrX6pqFioqShmJQbw4By2vgvz8PI/CIBV1HA8IAZ4TI4Tg5InjmHGTOatewbndz3kRvOAGlh4xOLKnHcs0EW73eZ/S4heGKich2WmxncTXXKkFezm0trZyZmCCzLQQBdl+wbnnMLmfsft4vxdVNm1BRBW/qwxv0NyI8YqGFr7w7Z+yf9cOltevZt6y+oSi/UWlORzc00lX2zZvsw/S2vLyC7jzy5/FjJtouuZSa+U463rqzt+AR6fQkU5sVXU93/jRw/R07mAsv4pBJ4fSnAj5+fmEDZ3x0RE+8I+3UvW6fyKreB7DzgRGehbCsbHMGBfPnuTRfZvpHZNUnwPtgyxatQErFmfZje9m8GgXB/fv5br1LeQVFnPXvY/yxOZO2l/oRzcMQmnpNK35w9TXhBCIwFjbjsPKhmbu/MkjnDu0m4JFtRQuXMmDj/2HX+QMvPji5ssGP5qmJTi3AuHVFgXvCQ2kwyMC9DgB+3a385l/uA0zbnL/9+7kiaeeIXfeCtYtL/Oiso7j17QFaZTJfWdmy47NZKnec9/3v5VAN+3p2M61GzeAEKysb+Gq9Vfx9Sd2oWmQFpY1PGlhw6PeREI6fX0DbPntNiJzVlKSN4e0sEEoqSB+Y/Ucnuk86dGcNGA0Bouv+SvOdW9m48fuZbL/DG07XmLFzfXs2d1J1xywnXzPAYTUDl8qamfnzq1YZhzhOMTNON/72u0IIQi7AO9kJETHzq20rt/AgqoGL+qvvpOXMl+1TVEcB+XjEj0hgJ7eQZdW6oMY2aRZeBkfR8DwRMyLgB6/OJbgDKs14EozPpbt0LlzK0ILkZZbhGmaXLhwwTtHlfk5d+489217zAuaqKxgT8d2Fq2QdUY1Dc2cPhInlJ6JY5ssr6m9onOZzRQ1VtcklfLYkYOcvzDK6Y5neWzXb/nQp77I8Wg2IrcCSwuxtKaGv/mHj9J7ZC8bmmpmvO9nynKCnLvdHdv8bLsFe9q307JmrZwGF6iqOdrd2caH/kaKpITDYZ797e8oWVwtAxaukIntBvssxyGiGx7AFO4aoKv7yr1nwGcmOAIO7ulgV9s21q3fwPK6JlfyWjAZt8hJl8Gh8vzMBMpb8jUODw8jClZy9/2P8fzu49QuW0xdYwtbfrOXzXvPMjpleln/YObZy7K694xjyyzATEEzVYc0I9XpSiyZMqUcXckDlr2EYhZUVEFZEbSsg7RxN2Phvk81tEx2VoWAgnyZEdn9Avz1/0st0LCmEX4YunTmp7keT7Bg3VoojkD1Gti7NZDBQDrgjS59y+tbo8m/V9WqVC4JEti5RfKff/L+NTi2zCQ9/Tw8s0mez09/6dO/JsdgYhhK5svx7OqWFC/Lkc0/ywqkipseklmS4YuS1qbqe9Q/TZPCBY7mj61uwGg/tP8GShfKxzRdntPzj6GfPQvlSaqPF3ohp0BSyDTdB1nTljC3tioUlp+9/xh85F/lPNz/X/71zdYY1zuU5gMgzZ2zyVEfFI+dhVdeA4OnJFXS6YPft8HT26HjuMzg3XO3FEHY2QHr1kDDNdM/58/cXgY/V2IBKcLjFyW9SkVxZWGr4UVddU0jPyvC4HjMc2Ly83MpXVjG6YEJJkZH2H10N2b2ImzH75ytFteXDpxnw8o5OEKQlpmJpmtkly2Y0TmPhAyuv+46fnnf3cTjEjjl5cteEulhw6PfKbpKsLBed6PvqsbuSrHPtm3bEno5PPfcc4jCxeSkh5PAT+I/y5ERfENTzTe1gJMknfQdhy+ybnmZFDRAFrlX1TVS09DMlGlJSkRgkzzU08UH3/0mT80IwDItj9am67r8LMdBcVWMUIi3vuvvyM7Nm9E51lCgUGXHNGpWtdC8ei0PvniY0JRJYY7s5h4O6QwP9hOPuf1azBinew9SuLgOHEl9PH3iCGe7nqO0ZgOarmOZMXBsrMlRtCydjIIyllTVAHKjrVvdwnjWfFY3N3F+31YmK1ovu+dPsi0uy+HM4ITrW8h7TgeqG1q49TU3sOPwBUYm4qxaLWuxLEtmg666+vIXOOWogD/fJ/vH6RudYn1VOQfODLO4VNZT9exuZ9fObdQ2r2XDVVfhCAJqTzamGeeFFzbx2tuWe8dTYhmS4eB4j2WmhSjKmV5jMVtR+0yW/J5gNigUClPT5KqKAScujjE8EfNUuyIhY5ry2ujQAB3bNnNm1wvMqdtA9vWvpKCkjKYlxQmvU8dQjU8NDX716IMsue42dCOMOTlGVukC9ENtABiRdJ44bLN8rop+y+MkO3wjw0O88+8+OO06m9asT2yEa7uNcIHnn3qMzU8/hmma/PxH3+LfvvMgK+ub6TzWd/mZHySt8dC5EZfiaLmg1XEdaOkIK7qSosjZSvjJBU8qqKtUDE9cHPMzQO56odTArsRe3H+OpjXreehnD3pZkoLiMi8LadlSYe/F559l35N3Y4SMBJnoupZ13pq5vHYV2/oPsbS6gcLCApZWrbji85nJfNVAnWh0ip6dW8mtWCZVA2MxXnj2Ka5668cYFlnELZsHNh9ibmExr7jp9TO0DZA2u7oh1DWvS8i2r1qzPkBb89X4hIC2bS8lBEx+99wLvO29NV5NmQwi4e51eGu344paqPp1Aplg8Pepg3s6+epH3iWzlA98l3+9+0GqG5pcH9xvkJubEU7IgE6Tdm9qpe9smLrGBkYz5lGalwHIYwyOxzhxcYxidx1R4MqbB01mr+bXriej/TCTw30z78vRUVn8X1Txh067NC1FRFA5ur//NRw9Jp82DHjNa3ynd/926cgrpz25IF+ZAg6N9SAuwNIZ+s2sqpV0tK4e+Xt2Lmx+UarNHTkuz+GGDb4YgePg1d4cUr1nXDCjNobaKvjm52QWIzcLJmLQsEJmegK08iAY9qxiKfSdxIuAdO+TqnAKSEEi/Ss2JbNGJfNhZATu/yGE3YXGdiQImpqQYxUK+/U9SunNCMnx9DI/uj+24TQJqBSQUPN28DAM9BLa1wunz8C8bn9+NE1+bnCOZ2KumHEJyDQNdu9PLXag7ovZlAV1F7QaYb8m6YlvS2qjosgXFUB8CGKTMDIO/RfwHLO4CY8/DY//Wn72A7+EZY2w8dqZP/PP0F4GP1dihpTqHZuKeyBF9efQNY20sLxxQrrsVj63MItT/eOE3OZ0YUOCo9jkON1tLzFwrJvFV99Kel6Jx51W/QNUQ8LfPfMkW17YgW3bhCKZfOhTX5xVpepDn/qip2p155c/S+XyldQ1tnDwrOS1Om4RcdxyGBiLcvjcCOuWl+E4Dpr7n1pfjl8YpSg3PaVEcdA2bdqU0Mth06ZNbPyLRdOTN0LRVBRXX9Yp6CEDB5dC4b3JpbM4wgMdQsiu7z448o+rLOjwCdPPogEIt2+J7qK8YH+Z7Ny8lI5h8vkrs3WfxmAYmpf5MzSpylRcXIxu6DiWiWPGsONT5BcUEY5EKAwv5dix4ziOgx2fQg9F0IRDWVk5c8rLuTgySaRsDgsWVwJ+5FEIwbxFS3jV1S3c8/wB7/OvtAlqJGS41yKdRXXvGbp0QmUDP0F1QzNf/cFDTJ3ZT/b8GtasXXvJYyvTEsY3OIbyj8HxKIXZaXS07+Bf/t9bMU3Zz+Oue35BaWUN1Y1rPXWpcDjC+g0bA2DKd4gEUhkMYGFJ9oz9hC7HLjWOwWzQwpVN2EJw3/e/RfmSWuyipYxMxt2Mrxzj5L4tA+dPY5lxbDOGFY9y/sxJ6ldWUpiiIF4PqHthTRHKcNXDQmHZOyYUxoikIxybcGYu6WGDmGknNDy93OL2usYWPvGNe9m/awdlJSX88I5/9RxdDTBNH0B1t29nWU0TMVMW9l5O5gcXmKiCdtsN4jqQ4DirzI+K8crMj+sYu/VgwUyM73z7mb8rjNsAEDcd6hpbuP1rd9O2v5frP/AeDkQLve+F7Qg627ci3LXRtm1e96bbKK+QgiNzl9UyHpXr9f59exm80Mfp3l7swpMcO5TOguI/LEiRbLoGQpMZxOGJMWwzjm3FEC5wbNv6IgNGKWtveQdZ2dmMTsYZnYpfMpM/W2ZUCElJ/vxdD7CnYzt1zetoaFpNNG4F6r7kXFwYnpTf2wB9dsPGjV4gRImRxC3bnXc5sY4AWzgu0HQw3GyQy3QmIyLV5yZiFvt37fSylJZl0tOxjeqGJn8vcH3qZPW85GssWriS7METgAJiDkMTMalUlxFmPGZy5vQpbwxMy5G1VppLaXcEF0Q+61/3Tpy+w1zzqY+lXDMM24T+M1CyIPEJpci1YgFsvO7SMsGq5iPZGuthYSnsaoPeE/Def0p0fDVdCgSoepWT+6H3LBzeC3pZgL4UAEQKCKU+EQlWapbL3wtKYajPrwMKh+CGq2B3j1Rou/ZamLsUcPzsjZok8GlqtcvlcYWAtAxJBwtmp4LvSTidgKiBcKAjiUKnaYn0rwMHYf8eyDoMx/ZDZxdcUwVRFyxl5sqmpmq81DF0tz9SKOxmejSfSqjAT3qm7IeDJsFoZrcc/6PHIVugxS25+AWBiqaDsGUdlJf50affD179kftcY628rtnobTOZpvv3RdAcK3HMdV3OxcV+yE73gZH6qcCXZcKLW14GP/+nzTbZ09XOo4egpUw+FHH7cyiHB/AcoIxIiMm4RX6W7MOgMkRjQ/3YlokVm8I2ZdFlcubHtCSn+L7vfYuSla0gBHo4jReefcoDNKlsZHhIRk6T6ldy0sNeZAyXghQ1bU+pxvGTGl5x/bkh2eztUuAnuZfDtdde60rVyufHpkxyMsIJkeJ9u9vZv2snVQ2rqW5o8dbFQ2eHPacD8KRM5YnJbFHQMQJcEQd58smNYQEsy0I4jueQO4Cu6xiajiOcWR1DZUo5zFtTbdmD4r+292Losn7Do6RoGqWlJXzs9q/w5M5j2FYcYZsUFBaRk5NNZlkOx44cRtNg9PRBml75l1RXVeFkFJCRFmJSjBC3nGmF7I6QykuTMYuLfX3803s+z/IVNfzipz+esQnqTA69SmIFI+nCPb7qFWU7gur6Zm54++t5fs+ZaapGs5mfKVMR+UQgpP7e9vstrnMtnZmOtq28ekkNy2sb+cr3fkZP1w5ec+MrWb12LYcUgA84zLj3giME6ZE/fDmbre4haCobdN89P+aHX/+cd/+8998fZs68+d69IIUmEjewDdXz2NuzR252tkXFvAVUzytIeT66rtS9NPKyM8jIK0YIByMcIT0tncmpCdJzi7HNONl5BcwvzeO8+30Nnuvl0v0qq1dRWb2K/Kw05lUu53hPBysa1hA1LTY9/ZgLQsPUNq3DdCRIMQMNlYO2bds2fvfc85QvW8VrX3WdR5NT9UJx0yYUkk7L7hMD7ooka3xkDUkwwBGo6dCkzpt0kF2n2QaVGRICDu3p4uHNv0aDaf1rgubXiOhecGHZyhri2RXU1VSwf+vRwJrs0LRmPVt7n8eIpGHgcHPg2IPjUZQHtr9zOzbzMcJpWPEYB/d1c+36/ynwoyE0yTbIyclBw8GxTJ+66zhY8SgTo0OUFOUzNmUyPmUl3BPJFjNt0sLGjJlR4QLLZXVNLFzRQHpYKlmqprtqPVV1W9UNTXz9hw8zfmovBYtqWb1mLX2jUZQ0uuYCCceRDapFGGSWR7EBHMJCCn0c7O6gs20bDS3rWL9+Pbs6dtJ//oysr8R2s6/rPAB2uKeLYz3tLKtfw0K3yW3QZN+2pSwozubM4ETCmm47gjt/vYdM9zHbFjz5Xw+x+Jq3Mjl8gZNn8BrJGq6iaGZaiH4jnYVLltG5cysTJqxbkziG3sgXlvkPBhW5wiH4yV3Q3HiJ2Z8FHBWWw/WvlSCrsDzxuex82cDTCElH9kQPdPbK574ZoEsFAY+KOKSy3T2w5SVYVS2bYIYicPRcYhbi2S3w7O+lnORPHoJn5kOhgZJ8drnO7mc56iZzL1EEMkbCf73i2e7ukapwCXUngfcqCp2i5b3qGrjtrb4E9Oe/CiXZsOskvG0dVJbC2krYdEB+RihNAhgjBBcHoG8QLB3SA9kzw8ATQlAZFFULdP6cXJSOn4A73g+ffiMsmQ8X9iNsB02QCFQ0HabG5Wdmuj11NCPFfLufpYBHXRXc9SUpRnDddS4YvUwLnrdSxdN1mVlS86IAUno6FBtSVTCkQ8iAz/4zLK/0Mz+hMGy8PDr8n5O9DH6uwA7s6eCzH3ov13zqUX52z/dYfvP73IyOor25mR9D91R4QC6akZCsAdA0KCku5qhwELaJY8lo8cBYlGjcj9zGbYfOjq0IoaG7EQgjkk7b1hfp2rk1oWA5aDNFeysKsxieiDE8ISOB0bgt1xTFr3drfg6fG04EHpcxLqqXwwsvvEDLuqtobW3lxX1nEQim4hY9Jwdc6VO5We7Ytj1BrvoLdz3AygYptzsZkyonntPjBOhTJBa+CiG7n49OmUy5mbJkhw/8mp8Xnn2KPEaMbwAAIABJREFUtq0vSsobcMutb/Wit5fKmKg59cZDSNWrfaeGqJlfyNTkBIfOHqZ8TgV6ZTGRkMEtb3k74wXtnL3Qz4qrVzMgcgjpGnPnzOXGm1/HSM1i1jfXccEoJycjwrkhuSGbtnClnF3w4zpn586cZnN3G/GK1YxduMDO32+is70Nx7JT8vUv6dC7e4vjCDfoJDgzOO5F0R13TzrZP+5m5S59Nyh6iqb586bAVRAQKZrL+g0bCSlqXShMfdM6LxiwoqGZmlUtLJuTJ6mZKuLvzv/+7g46dmyltmkdC6v+uAaCs9U9JNuernZ++PXPYbt9EUzT5PzZk5RWzHXlzPGod0HwuXp1CweHYLKqgtyFDZRXzJ32GvWZeZkRQobG1MQ40ZF+Fq1sYEJo1KxajeXA4KF9ZBZV4Nhx8nLzKMpOdxsBJzotl0v3W1iSzXjMwrRsqmobaWpZQ8xtOPvV7z9E586trLtqA3OX1jMVt3yaWZJjHaTAhsJhzB8/zIq6Zo+OZNsyCGG49DQlHy8Dwn7vJvDV3lR2R0dza70EhqbksB3vfj3c08lXP/JOLDMOwK8f+zl33/9YyusfHI9xqn+cVYuLA3WWJPxuu8IKSnJ+zTlYuyiL1avXzjimNQ3NHO08Syg9E2GbrKyZHpG90kytstzMCLYjiIQM8nJzuel1b+TEuQGalpbzQM9mTNNEEw4F+QVkpYXRtCnGY+as4OexTV3Ej6U+F0nCcYGJCjqBp8on3PUDF7CqxqPVDc284q9fx5Z957zj+K8XgcyP8PxeVfOj1rxnH3+IH/3H53Echyfuj/DhT3/RrdWMoxshrnnNrdz4ujdRVdso14I9HXz1I+/CcjPIc+5LHbwYHI9Rlp+JaTuE3f1aCOF9ruU4rhiMg0Bm7qeGLnAqDOmFc115cZ1IWAYnhsajbH3kB5zc8RTLb3gnWWGSgkxCAoQF1f5JqD4zCiy0dV0a/KSivSVb8dzpj81b7jvzaZkwMgyZEZnpMC3Y9aIEBnv2wclT8Ph3oWJh6sxPVze898M+aLvzC3DdPFjbLHv4qCyEQAIfx4FYHB74KXzwHdMBj8oCKcqaP2j+T+Feu3DgyGn4p9t9GedPfgSGR2BphXT+hZA/v/k56Ngt646uvkbS0dS427a6gaXDbzvwRCfkZcrHhkagMBPiFjz5OCwuhkO90FIPhRk+0HGcQO1PyM8GDfZJAQZNk+MxMQVVZTDai9nSTGROQWJmTtfARt4j6jo1PSX28bJBqvyifiWsXAJ5JdB3CubOQFVMNgXUlFDDxT6wBUSnAuDHzTKlZ8kxi0Rgwzr4x0/453/Xl2BHG7Sug3XrZv68P1N7Gfxcge3p6pByoigBBNsFP1pC5kfJFvvUFQmMwq4KWHl5Ka1XX89UZTlm8RIsPcK+00OcHpigdoHUdjctGW38xWNPoIcjsl7FCMniynicxx9+IKH/iLJLRXttd8OJWbYna602Ik/K1gNElz82ra2yBqX7xADgrlteVslf2BwBL27ZnFhA27mDqvpmr6jZXRZB8ck9mouM8qvjCGSzv/L8DKJxf7FOdvjU75XLV7K7fTumW4x7cwrwOFvfH4GUYJa/q4aLgp5dbQyMRRnq3Uc3Doty30x9ldzsysvLycwrYnF5LsPHBzz544q5c9nQtIJ5RdnMn4hx5PyoD7BcJyKY+elsb+fJR39GdGyI6orVGCGZjSte2szkwGnGL/ZOy2DN5tAf2dvF3q4d1DSupWn1GjQho5njMcsLstmuV3qib8yLzCrZ2mT5bGU7D1+kfmGR17Nl1/F+b0I1LQB+XBe3efUavvTdB+lu30514xoWrKjHtBzvPlWvC4IpIeQ83f7+v8Yy4zxxf4S77v0FzF2d+ua8DEsOGpRVz5wJ7Ny51evrA6BrOvPmL8S2hSd0smZpaUrwWV5eTt2aGg6dG0ZjZoC6ZmkpW7a309O5HSs2RXbZIvL+P3vvHWfHWZ79f6ecc7b3qr5aSdvL2V2tinuhGDAYQgyBgAkJEMIbMARCTHsTDPgFDCG2Cc3ghsF2hC3H2AbjXiRZWu1Ku+rN6tt7PefMzPP745lnZs4WWfL7xy954/vzsXe1Z86U53lm5r7u+7qvu7SMjKwsCQwrqxkan8SIpFOUn01WWiiJEnahlhI2iVkOsYQMisQStkv1gcr6ZlZWN5KZGmJkMo4thAdoZwPiIAVWAB3bt7KyqpEU3ZBZH9vBMHQvW5tIKB04FdzwnztyG7XmNNCUk43nSANeIf2B3duxAxKx1jxF6Or+XtW4kUjBcvl9269/tAPPrCDtDSA7N4+3X/lJr4Fn0NQwrK5upHwqB7s0n4yCRayurE7arqujjc989H1e4GchcDafKUCtnhGLihdjpOexqiSLVveZn1exkVgkj9SwgWX7SqLzWVdHG08/+RgHnryTcEoqP/rlAzTM6jWnxlkGHIR7H2teViwohx5P2JKy6AUp5E/v3nWf7Yoy6c2hkPU/qv7wwO527rz1nwPBhTjPPfW4+yxzAJv84kWsqY1KMIZgz85tgRYI51DsBPZ1ddK+9xDhEhktdwJzbLvrUtN0DDMkwc9IHxPZBURs+Ww0DZ30iEl3Tx+WbcnMl6ucNfu4GsjeMMo6OqWymGmArcmfa18v64PfA+aN2J4D8NopyMmQNSOmAaYrUhAZgwcehh//BN5RB6pesqxu7n5mg7aOPXDFVdBYB9//CuzeJ3vPCAF/fMGntP3613BpEzTVA0ICIy/CGgRCwq9BUcBn7yHZ0LS+UmaY1PHjCbj5+/L3kAk/+BpUlcvv1VZAxQqZkVDAp6NTNjM1DQgZEjwtXwKhAnh2C+Smy4WQmwNiBqZnJEC0bAmQRsehoMgHOiLh0tN0H0wIAbnZMDwpsyQhEzLSJZA0TRLr1soasKApIGOGfHU5XYPOA7D3yDyiBS4oUZmgedWhXscy8yAjFw7tgKlJeOqPsqePack+TAIYGJL7j6TDULfMdrU0Ql3gXKJ1UL5oVj+i/z72Jvi5AKtr2Ujonp8CYIbChAyDkEt7C9b8dJ8+wUDPCLFBi5iTybRhBeRtISctgl1USE3Tdby4v5tYQsqXjk3Fvcij5TjUNDTzxf/9XdqO9PCedat49riFYYaxbAshxIIKM+eK9qoInu3IrIyD4NVDvTiOYDKWYCbuBByOZDna15OQNnTJhZ6JW160VkbR3GMjHZqLL7ksqYC2OtrqUygCEUX1UlV1UDLS7GeA1HbzFZfPO3+vAwzPp++PMkcPs6+zg9hMjO4jB0gvXIqdmCE+McyBzjYuWi+3V4BGNj71O7UXZad6tR456REPMKvsku0IXnnhGU6fLCdhp/CnA0Pkr2qmu+sFAHT1UNd1rnnvB8hN0eZc00JZQCltLCPkj4bCfPPH91PbKBvFTsYSyAydYh/ILKGKgB/uHmVkMsa61QEaR3BcHCliobKKEzMJGVCbjDE6FQ9w810QnrBZWdVIRW2TV/Oh9qN+CoGX+dm6dSsP/GYzI/09Sc5Ox46t1De9cfBTF23hpjs2cerATta1NNOtz399/rhG3Ci0zo033czSsjL6x6YxNF/ufj7wee2HP4kQUoSkODuV5x5eGKAe6OrAis/g2BaaroNtSR9I08jKycYxU7CFIDc9Qq6rcPdGlBqDJrOAUgkwYTtE3PtKCLwid+mnqPtVfm8mbpESNpMosGYoREPLBg/Q+KpeEjwZQMKN+Kt7WlEYNbeVqY7mZXmFUMEb4dJh5bEtl35X2dCKYYa8zI9uGPSePU1XR5sn6a2AZvaiMj7x1R/RUl7oqm3OrSfqHZ2m7Wg/uqYxMD7j3QO2I+gfnaYkN42ujjZeeelFVta1sPyKS7GNENnZOeQtLiZhO3N81ic2P0QiLs8vEY/zxOaHzoumGjSvCa7u15uqZ37XiUGO9spAinqXLAR+2rdvAd3EcWzSS8rZ0rF3LvhBZfd8+qEKnAu5gfesjtsOOpoXPFNz5jevlfsMAmdv7h1fvryrfduc4MIVb32nG7jCa3HgBI5fE13niXaY56Axnz19il9++0bSi8vJW3GaxkJwUkq9d4xjJ+jt7sY0dMora5i0YlgzkxihFBKxGZn50TWc+BS793aRtXgNmmag6zpmODLnuDokO+CK7mbo8P73wCVRaHAVAYVIrvWwEtJxDqfgcZTVfwsEn+ZYRyf87RfgykrISoWGemioge5+YLcEMf/2Q4iYYGgwNAm5o37Pl8FuyHdrF5W6nMr8RGvcg2iyIelFF8FIv5yUd14Nj/5BTo5tS3pWY538zKX6y2Xi+AvI3ZV3jXsOwD98y88o3fR5CV4SrmPh2HIhJiwJkJqj/r4Bug7C5uchJxtu+aE87+UFcrz/15dhoAPW1sP6DXC4E3JTJPgZ7YeMDPfc3X3l5vrARzdBs+VPPSB4YNuyMepkGJYuhp+8D87sgm3tkCfrw+dInqv51g25r/iMlOj+zFckSFSNSpfmuQptAZU23DHoP50kxnVepmhv0zFXWUbIsX3qWbhkDfzhGbi0Ua692JSblZqVDczIhfQcWSP139DeBD8XYJXVtdx+9yY2HYL3ffjjnJwKEzI0hvp6OXD6GHpaDt99/Cds33+C4ppLGe87QVHVBnqP9FBTAKGsReiaxoaKYv646xSG6+yGDIPJmFRA6uvt5Z6fPcLUoo1YjsPK1RUMG/lULM7hZOpRFr3/QzzxH/di2/Z51arMNo9Hj6B7eBLhCGxNOiOKxw0aQ+Mx7+U0NhVn3+lh1q9Z2CFUZjsO7W60X/UO8hrguc+R1nXr+MZt93K4q43K+rWsrGn0eOOzX4pCyLoA2/YpEioKeb5KU0HznISONu752W1JTobfCNIFW7PqppIO51h0tm9HpNXhWJLv7FhxRo510PrFv/c2MxSoMXV0TTorJTmp5GemeJxzgNLcdGJuDw/HkhHPV154loG0ctJDMywpymOcdPR9srGiEY5QXR9l4/s/xFuuupJlBRnzXut8YE9JGyvg4BcNyzFOC5vePMhIqB/lnY5b2PbCKUEla6wc3rjrMI9OyeM5AgbHZ3CQDvOZoUmmYhZZaWEP9CmQrNbpwPg0faNT7NnVxk2f/hDxWFwqbinu/xu4D4I2HbdIDZsUL1lBQ101JTlpnNx5csHt66JSbn3Xjq1cdeUVVFZVsfvMlNvtXvPeS/OBz7yMFCktviSXjJTQOUUJauuj7Dj2NCD7SIVDJoauI4QsvhbILEC0rEA2UNVkrcL/jTlCoLsCA5YtSAmDiv3Hbdvr16MyrwLZoHLvqSE2VJR4FNg/Pv0MReUNVNY3yaatCdvP6AhJpUIXXjBGBX5VWQBuFkD1gTnY1c6B3dtpXX8xq+tkTx0nKRAiWFUT5aYf3UvXS08wNNDP1hef4dGH7vcy5EEwatsOJ08eB1qS6HPqGei4wPzAmRHWLMrm9if2ULUkB9txiFs2h3tG6T++L6nvU+k9m8gsWkZGSogzQ5MsykufU3g/H5tF2evRVBUw0ldsJC07D8PQJJU6gLAMN7MccmuZDLc+B/x1rqypdSNbTj4npfPDYcrX1DDbZPY1mXqsocmaywBQdNAkwEV461/dv0n0aiGz5x5wEbJmyMv0CkFN03o/uKDr/MPXb+G6D3yE8jVVtG/fQvGqBsoqGwLHh9W1TXz5B3dzuGsHq+vWLggcT588ju2AZoZIxGd4+tAoeYVpFBhTAIz1nebFvSdZUn8pK8or2HO8T/ZNMkxSU1NkU2pDZ7Kvl3B6DgiBboZo2XgpDZe/Lem4/eNxFgkha24gOXMCsKjY7WMjYKhHOu7Fy/2THeqWf1u82nd2R/qkmtj5Upy2t0sHV2UwBidgRRGMjPvy2ClhaF0po/vCkvfc7/8AzRtBH/LBT7Qe7vw3eOEFqcZWW+ELNzRWy3Ma6ZPbXnMFPP60PIZuQHODO+GOD6wQ/lh42R+V+XEkoAnWEr201VdL0XR5vrYjnfb6Ksgpgj5X+W3vYV+EQddU9EV+lpUOTo8bTUlAxWrI0mHwrK/ilpUJn/gYnNgPBfmQkyWPZ7h9kAyl/mb4VDglI24YkFcIJ16BkwNwsAfWl+Oc7oaG2Vk+RWXTZK3PSK/b92hWo9Klb/EfFup+9+hxWjJoPl8zQ5CWlkyr0DU5Z7EETE0n9SmaQwXS3uBx/4vYm+DnQkzY1EVb2HSojaLSxfScGOLE0cM8vunXzEyOkpKVz5Fn76dwzVqshFThsWPT2Ik4h/Z0UHvZUi+SauiaF+0Pmwa9o1MIITw51aaP/gttRWDkLSNm2Ty+8yTpKan83Ze+wTuvve4NccZTw6b3YhcCWfeja1iBHkOql82hsyNepDdu+RH5+exE/zhZqWEiIQPbFjhGgBIjRJIj67gR5NW1TUSbW5lJ2MRtB80RHvffCbxUVTbI7eeNIwQHO9vp2rmNNQ1rKdp44U7vQk6GckTjcSkYMV/fH4/KISxqm1p5bd8Uwo2I1K9ayjV/96ukOVGd0iXdTb44l+TPBSrFOan0j03jOEJG+zHQXDWZmVicwvKlHBnppTraigVEUjP45X88ScexgTl1HkGbLwsorzPsOW3V0XUe+0DXNA507eRQ5w7W1K+lvDqKrss5jLuFyudiVgkBMwmbPnc9xy1fJtZyawc6TwwiHMHYdIIpF/SrqLLjRoqDFDfblqBpd9tWKR/u2GDDVddeT37xIq684oo3LPsNUlb+6volnqAE+FSomYRNyNDm0Pwq6ppYVlHPyuIs4pOjmK6TKeudNG/sZ9efzQbc58pG1tTVc8kI9Pb2QEYJoUiEjJQQ3cNTZKW5Mti6L4utmqi+UdOQ7zfNkPdaeooCW3JubFvzejIpoGzbuDLV/n4UBXbnsX4ZtEAwk7AlYHP9HUcX4GheBkftTwEZBYB1XfOaN1uJOA/f/WO+9e/3u1m+5GAJwKrqKO+4+nLu+dltvPzsU0kZtabWjbR+8la2/+KLsi5kyQpArueuXR207eoktLie258cIyc94q0B25GNjYfGY0kZoic3P0Q8FpNZ+Ljgzjtu5Z3Xf4xIfiWRkOFl+oN2zXXX8/uHH/AyFNdcd7332bloqsFnVvkVH+SKa/8CsygrqbYU/GCLaejeelTP01cO9FBs9/BS+34qKqu46qIWWs7CxmURFtVsZMmK8nnXhfJLHSE4tKed5w7uonR1I2VVsreR40ilSL+fnPy/eippmub6Te77QDCHEu11HhBQWRflqz+6l30dr9K8biOXXHwR4D/LjvSMeutKnqCkIJfXNFLd2EwsPitCjazNrF6ay6KlKwinpGK6imKL87M5OTbD9MRJnHApMyN9hDPzcaw4eQVLKJyE0pZ1TGVkkZGWhmHI8S0tKWbQkgIsoXCYv/mbL3JgOlm8JNLfixHrh2mZ6ZuTOVnb7KuVxab9yLqUynMHT1eD6H4Wn3eOFrTWJgiFYMaCbKD+MtncMyfTzaLYMiO0biXYJixKhcQIPPYk3HE//J+/g4bA/hprYUmelHTecxA+/y9+Dc5dP4bSLAkohEMytPciH/i1P/jbaVoAALmOQEO1L15gGvD8y74stCPgz66FRSVQVQarl7lOvCN/7t7nAydUtkRIhbPSYtnM0zBlQ1NdlxmORFz221H1MOUrIWL552aY8vuqR45hJPf+sdzrVg1EEwbkpYPpnteJU/DW9ybPTxBAqCzS2ib45W/ddWBAdibc9zsJOFtbJUjyvqdEEN4ACDFMmeGqXAPOtPybqcsXtQNkZMr9qjqkC6mD+G9gb4KfCzJ/gTlCEDF1juzfzdRIP2NnjzA5eEY+3G0LJxEDIaWMcSwaG6PkZKaw2u0+vm51MVMxSYczDE0q3zg2aDqqR8LDj/4n6Q3vZml+OvlZKZwamPCKb9+IsxcJGSwpSGdwfAaEpCmE0bE1zWuyKlxnJFiUCr7TP5+dGZpkIi3BiqJMT7FJjpEbmUU2MUXIzND+08OABDSSIw7CEJICg/y+7o617aaALFuewYHOnXzzsx/xClvzfvZb1m+4sGafCzkZQUc0OyeXg/u6vBnv6mjj6WefpbpxHSuLL0MIjaraRp471UVj01oieUv4u2vnzklWakg6cRpETAPzHNxtQ5fNC1NTU5gaHpUvaEA3w4B0ctdfchXbDvViC8Ejr75GSsggM+3Cuoer63z++ecor13L6romVBz/QNdOvvppv5v7/779PuqbZKPcM4MTrrO58L5V7ZiqCUgWOXBwEFgJB90F3ZYjgdUBt3FhVXQdVXVNXlZBOUUJ26G2eX1SluTSa97LqpooKwoz55zH69GHjveNU5SdSlrETJISV/QXRRk62jNKXkYKpblpC1+0S3VzHOGCkeSxnk25mh3VX+h+Ng2dRYtKyS0o5GS/HPtISHfXk+ZRKHVdUiokHcrNTHSPUrP0wrnYssmkL1N+oHMne3a+SkXDWirrm1EupwIcMcvm4JkRL7J/amCCzNSQpG86qlbE9Vl0VduTTHFVQRcV3FBUprLiTE4OTHDAlTdWioDPPv479rRvo6pxHatqox6lLjVseE+p+TJqddEWsg7BJz/3ZcrqN2JlltLV0cbRw938+r7vkFG6moJVo5RHL6HfcrzeaLYjyEwJMTgRk8EdIeg+e5bfP/yAN05COOzY8iK7dmzlY7c8SCgjj5XFmWSnJStl1kVb+PG9D8+7Ns+VBQw+s44+/yAN66/ArC6TDbYD7yW1JkxDc8Gm8IIjPT09fOtL72f5pX/B1u07KUqD9KxsPvSpz3K4e5S4NRc0qHeAIwRH9nTwvS/+lfds+Mcf3MWq6qh8jgfWjJ/58ZlcwQbXOD5wUW0MgswARwhW10Qpr2kk062vCt7PKSUy66H8XLWm5N8EK4uz5lzH6aFJqpfmUly6mM9/7RZ2HzlF6aKlZOYVcXpygMJFy+jvniQ2PkR6wRIi4bAMAKSnUl+9ka2HejEMzc38aJQWlnJsFBzb4u3XfVDe4y8d8Y7X++B9NPafwliSAzt2wdJOvy/PM0/LTEm0ThaqqwtXQKf3OBSv8B3cqXFAk4DDts6f4qSyMjd9AUZGYLGApgbYesKnhlk2qGxgThYMTUkHWHcL9t1mv74FQMquvck1QNvb4RMfhcQMPPiET6dybNixG6INPrBRps6jaBkMnMandwjZ5+fWr0ogM56Ahx7xv6frcN07fKU6zxwQGly0Ae5/NECZc8URapZBmgPxISkEYcfdLFLIdfI1F9QEZK3V33XTz/wIQ87RUE+g8ak7L6rpqRkGW5c1RoCzbMn886TEBXRDgqtoPfz4Ftn3KAzc8q/+dfz0e9A8Sy3uQilvytS1FBTAqMt0WFsGmHD9+0Cf8rNMhuGD1qB1dMJLL8MHUt6Uuv5/2ky/cLHn7FkGeoapyAwzfLSNmclxL1ug47B8RRmFeY2MJgyK8xtYuzbZuclMDRG3bDc66EaNdQMjFKHlr74DwLHDh6hrgKGxSdYsyed4n+xzE7ds+kan580gnI+p6L1wBI5LPbFsl/LhRmVtl6Ntu0XH52KYqZeelDB1cBzdDeq4WR9H0OE1RYTJuKR1CTcTIJ1cSY5Q2QV0v+5EOUhCwJ72V5MoW51tWy8Y/CQ5GeEINc3SyegZnvKckSc2P8TjDz+Abdn8/uEHALAtCzMUZtE9m6iurWfSlf9taFpL9/DUvMeqWZrH7uODaJpGOKQz3N/HPT/bTFPrRo4e2s9zTz3OFW99J9d94CNe5/a01FRsB4rWX8IIgKZ7hfRKntcERqfidE+M81rHC0w3LSx/Pp/VRVvIXVbJ5Iwli8hdJ6KrbVuyGMXObdQ1tniUNMATnZjPVK8OpVanSrFUvcTejp3sbttKw9oNXHzRRmzH4che5VRJQPv12+5l6ep6d83JNZmwHdbURvn+Lx5kx9aXWbvhYorKquddl+cjWz0wPkNGakiCn6CUuHuNg4ND3POz31NYuZHs2rmNKlWmAsAMpyKQhfamez/PtgtRk1OWFjFZt7qIF/d1YxoyyhdywY6m+X2ANE0jZBqE3Wi/ZQuGJmLn3Pe8prl0Q03jQGc7zz/xCM89vgnbluv+n2+/j7Iqn3IG8v4NZptODU6Qkx5hWUGGS2cLZnY0N7ArEIZPjUzYjkePVGMqhN+PqrKh1avn0HWDZx7zz+kbt91HdYOsV8vNSCEzVTrL58qo3fCpz3J6cIIXdx7gm196P7Uf+Cqphcupue6z9O7bQnx6AiecwbZXXoTUFV4GyrYdr+ao++wZ7FlgQTgOVsKir/s0yysLyMtImbcWcSGwO/ucS8prmIwlSI/MpkeaFBWXYOr6nOzS8kIZrR2fjhMyJVBWwajenh65Bt0i/fbtW6DibXI+hZhDmYyEDManEx5wObA7AEITcGDXdirrmmRmyRBeXah3T3pgSPOFEZI/wrbBMEQSjVniIOFlh2bfz//4g7spr2p0WQqSQuclDQSeilvQVDDDEYIVq9ZAdikaMrMLkFtQRPpYHzW1dcQzFpGaEvEobirDOjM1ya7tewnlr8AsyQY0UiIpFBQVMDoV9wInXR1tnPzmTTR96lOyhGU6hqZ6u0TrodSNqFtxP6ugIZ12OWABh1uXVLJImkspU5H+17FgfVE4BL+6A6aPyc/MkCzgv7ZBRvnNQHYpPx/GzkiHPSMFCgvm2bmQYOXSS+GeTcm9ZlRNSqObtZEyntBc505skOaGpMqdOewDACeR/HnNavlf7xQ8+ri8Hl2TcsvBRqHKHDfz0ugCze3t8ryMYah/L3S/BmcOudmeiGxoqjIunpy0mdwY1k7A4DB0H4VEuhyTsX5JURzt8wUPFGXOMGF6Go4dh5IsOf5ZWZjLl84zlhqg+3OtGRI01VdBWTE88Ptk6l9bJ7Q0u99xaW+62x9Igd05IgnM/5kZktcZm/EjmmkRmQFcvgzOHglkudwGuQutsbsehGfCjMfgAAAgAElEQVSegQv0xf7/tDfBz4WYI512DXjyPzeRmreEPzxyKzd+5WZGR4Y9hbDldRuJpRWTGjbpH5smJTT/MBu6xshgPz3dZ7EzFxEyDZrWX8LpkRiTQ71eUft03CIrNezytx1mEjanBiffMPhRTqUtwHQDLQk3+uoI0IVPP/Ed3nPvb8uWrex89RXKa1toWrsOhKwR2H1i0Ksnktv66m2qbkBlBjS34ab0mjQ/Sox0SmfiFtXR1qTC1vUXXbi+fNDJqIxuxMlZBsCzO/Zx6hUJeqxEwn8ZB5qlKiWhyqpqhDDdAnTO2VxTUZOs0T5+97Nb6Nm3DU3XsN3anu0vPw9AzaXvdqlxGqmpESrKm9lysBfLStDX043uNv8LGTopYYOpiXGOnTjJkWc389BtX1+wN81CluVGpSWVRzotdS3J3dyrouu8QJyawz0dO9n6n/dy+eWXs2HDBkYmY0zGLBbnpXvbWbYgZtnouuFRZro62vinv/0LrESc394Z5o57NlFUVjPLqUqwt/1VD/w4brbQtuW6qayLsmxNPSFDY2w6Me91nQtoqL4mXsNckpvI2o48zz1du2m/97ssjl7J337mcyy5aL4eKPL7tpXg5PHXOHaqn7z8QrSiuZmo8204OttUzzBDl/SmkNcvDM85U7+nRsw5/cIuxFSW7mBXO9/5/A0k4jHvGq1Egj3t21hRKcGPF2lHeAESNSbTMYs9J4eSqIvCzQ7I77gBXlXvg59JUipwQUd43foN/OOtd3G4q42RgW7+tPkBb63s69hGVX2Tu33yNc8GGcEaQSGgp/ssekoWmqZ7uRPDDGGaBuOxGG3bX6XskqVMTU6QmZnpKTDu6+pkcnJC1tr43C6ySsqYGTpDUekSFwRf8BQknfPBsyPEEjbpkdAcYNSjl3g1P0EhGkWz1TSNsKETx1d7yy0sIRQOAQLTlGvw1cHkta9MZVqiazcQWVKJEMIHoe6z4dJLLyMSMpiK2R6QRZfZXpWdFoJA810f0HjgRzhobqNTPxvk13/C3Pt5f8d2yqsaXTAlPPEU+d35131Sdtd2eGFvN5fXlMpeXG7WNiUSprGihY7XBmTtlCsooWngJOIcOrCL/gPbyS9vpCS9FU1TgQj44WOdLC/M8M6303b4azci78RtjKTeLu589Z2UvXcQfu1GR6fMDF12KZSVSufTDDS9VPLEr2fzyWnX57v7CMnC/mX5EkikuUFdMwzpmTCuy5qdtGnIy55n50KKODRHkwFG0OGuXg3/9i/QeRCaamVPIIVOuw5Ipbj6KihZAQdeg8delg1fVy/zaVZK3QjhZ80Wcu6VmWGZHQMfbAL89juS8qeauWo6pGbKYv2gg69qicyQX8vT2wt/fA4mZuDnj8C//wgqmuV+C5bI5qYDQ9DbDblubdDohBz7sRnISQOX5TCHo6EhxS9wHQlNh8wc2LYNtr0KOTnJILKl0c1OucBH02WNVud++MI3kymI6tpnA2H1mRGS57p4saxLUpae4WaF3H5DuuGr2YEUWChckrzG4nF4/vk3wc//s+aCH4QNmomdiBGPxTi4r4t3XHe992IqWFHN/jPD6Jpqgjr/W/DEwS4e+NebyF/TSlHlenILS8nMziErPoKVyCOUIqk2KSGTrLQwYVOXTT4DjuiFmlJRUlkYR8hMQl5GBNVjw3G0ALXFBy0LWWfHDr7w1x/wakhu/cUDVNQ1sb+znc6d26hqbCXasnauoyOCsrUk1X5ojiazReqlKSQlaXVtE1+/7V5279jKZZdd7il8XWjvjJSS1dzwqRaGJ2IcODNCV0cbzzz1OPt/f1/StWqahhmSjyzb8ovrhZ1AYHhRfhmZn98Ks1JJTzEZOriFnn2uktGs5MlzTz3O+rf+GYahETalTG1fby92fIbpkT6e7zzC8qYr5ZjZCcYH+4nHY5ipWaDpCyr/ncuyUsNkpIQ40TeBo7tURweuetefYeg6F731PayobHAdCjdzs3snX/rEB7ASCcLhMM888wyZiysYm4574Mey5YPesh0QhpdR2d22NYm+1L59C29dUZUU2TdDIaoa1wHumhMSpAelh2XxvevwaHPX5bmAxkv7u/36HjdSG5Q6tmyH9u1b0IxstzDeZtsrz3PlfODH/dnVvp37f3kvRbWXcmRfJwWpV8EscRDlvD6x+aE5Re7nWreqaa7pUm7CbiRaIznzA9C6qoiYZXuKZAuZZTseWA8ev6axmbyMCE/sktlVn8Yk74HKxnWeg6o+cxzcrLU7JiqQ4t7Yar7U+PpZIDerjAJC8pbIy4ygaxppEdM7TlrEpK5pLVUNzZw8uJvnHn/YWyvV0XUoIs1CVzw0McPA2AxlRVke7dQRgoLiRVz8+TsZO3OYUGo6ADWNaxkdGyMxHSeckYtjJZgYmyDblRjft+8Ad/38dtKLV7qyy9IMM0zjWz/IJY1rmMwuZGJkiEcffJp1LU1z5nUmYRN2WyGcy2arawaBkXl6mJXFWSzNz5gz17qGC5Tl+6K3u5t7Xvkd9tKN3H73Jp7ZfZLixcuoi7bwyh/3ueOBlyGanWm56Yf3sLK6kVU1Uf7ph3fTd7STqsZWWlrXMRmzmJyZdKmKAoRsxGq5ahTdI1P0jU4TtxwMjcD68deLDI44SQBGAWGYez9XNqz1tpPCH/71LwR+kvo3OcJrWCrvL7ygkqlaVOiaW98j77/Y1Dh2Io5txbHiM5w+cYxQzpqkGj+VQW5q3chdkTC/L15OVBtn6qK3UTFHrhg8yWL5IJOyzv9ws3Qof/2IBA/Va6SDGgQ/yg85l6n6omBWJnFafmaaUr3MsWBqEP7qL6BvL6Rny4abKWlQXQf7t81f5xEc4yDACF6fcGTPnUZXMlsBmc69cOM/++f1lSlfic004L3vgkua4Kq3wnAvTI+/zrFmWfFymbFY0EQy+BnpmwV+As6+6WZ0egfg1KCsjYq79D51HnmlElw8+BgUZUIkBI2Vsl7GNOSNFTEhEmFBLRojFKj70Vy1t3/yx+hzH4fxaZk9a6zBA0oqY4Q+PwVRneNsIKw+yy+FiSF5/ekZMAAUuQDw2ZegJE2KSOiGq3DnnuPZIxL8eGssIfsAXX75uefmv5i9CX7egGWnGOQsq2Ki7yRCCB7b9BuPIhUKh/jenZvILyxjYiZB2NRJj8xfk7FrxxYmBs6SW25hWwms+DSalkNqaiqRBKy79C2MAEV5mWSlhryCZiUZ+0YtqajYfRnobpG5cAQzlk1KWEbsfdrbws5Ux/atXmTOsmBX21Ys2+GmT39IvkBDIW6980Gq6ptA17yonidd7UbwDJc37giBgZRMVgXRSiFK16WqU2vreo/iMh/NCZjjVNqOQyzhkBYxea1vjNWl2d5YKtnX2Q6faiYL8PSzz1LR0EpdtIX45KgL3OT5meegIhTnyNqd4Etc0/zMD8CayhpK3LqSsKkTt3T6uruxrTSmhroJZxcyPTHGa0eG6e0bY7z7GJml5YQzUjFC4QWzCefjXDsuuOxs38E3P/tRLLcP0sa3vNt1ToQ3fh3bX/HmOh6P8/zzz/Puv6xIAsnS+fYljIULnGqb1iVFjqMtGxACVtVE+fpt99K1cxtXXXEFGYsrJIXS/b5S4kpaN66zNZ/7eC7Kk2pmqHopyb85dHW0sX33a6xaWUZT60Z2v3BUfkHT2b7lZbo6Lp8zfuqW2LVzO7bjMDXUjWPFOXX8KDA/CH1y80Mk4gme2PwQN35FNW5cmJ6nu3RHQ5d1HOGAZH6wtgNkjcyzXWd4cV83q0rmi9hKe3F/N1fULGLPrp1J982NX7mZwcFB0jNzfJqZYXDVu97PxW+/jpUu5c3FpPJ3ZFAipKLcAQfWFgrcCLc+wxc9SQp4uNsjZG1NSkCRLC8zQorLmT+0p4MjnTv4+I1fY3hkmLqmdaypbXJllMWC6CeecJiO27MaW0J2fgFZ0wMYi1ZySbSCzn5Iz8zEEdDbfYD0/FIcK05+UTZxy0bT4OCx46x+2yfo7nzea5YMYITCNLRsxM7MZN/JYU7veILjrzzCr+8YnjOvJ/rGyc2IUJSduuAcvZ5VLZHF9aF5Ms7KIbdiM0xOTPGHP/2eI8/cT+OHvsb6d62lqXWD7LWDBKoD4zNMTCcWzLTs7XiVldVy7suro1xz9eXesTJSQuRmRKSkvSNl0hGC3Tt30LbtFS697DJKVtbKnlEh3Vs7AkEkZEgVQFf8QpkCMMuLMgkZOkWz7udVNY1MxSwGx2Pu+0Jzg3gakdD8LQ98aqu87y+uKpE1iZrmqtfJAJZqW2HOyvxkZWaCYyMcG+FYLFuxkmMTelK9ugJY6vkzE7fISB2ioq42+WSC8sZBQYPd+wJOagLa90JNhRuBd80wmCM5PJ/Nlylp63b3EZZUqexsmB6CkgIYNGVDy/EhWfSv5I3na3Z6Ppknb6JVis+GkICdXck0rqeeDWQPHHhoMzz6BNxVKs/ZKVr4eEEqF/i/F53jvhIu+NFd2Wj1u6rzCVLXVE1MaQkcHYCQLqWvg1k8ddxtR2WfJEOHiWlYWe6Cy2kXCC1wPqo+KNi7Z8uryWM0OgF/85eB7XApcurfQtaPhX+XDHaVNdXPBcIAy6qgcxs88gxUlsCJISiogP2H4NWjUFEKV2dIEDgzA/sOgrkYRCCzdteP3ZqfG/5bZX3gTfBzYWZKycrashJGpuKMnZUOkmPbOLbshZJIwP72Lbz3I/XsPTVM1ZJcluanz+uENrVu5L67fgGAcCzSU1PRNY34zDTCsTBTM0BYhBLj5GYsI2zqnBmcZGhihtTIG586L9rmOr3CkbQZR8iy5SAFbtpVzjkX1Gpo2eA59aYZoqF5AzsDTnLCBURraqMYihMu8GRzhfsSmt31O55wSFhunsoFQJpbN5AVKCSe/bJ+YvNDnpNpmIYHYEpX1XKqf4LoygISlh+BtBxBU+tGtp5+Ed0wMQydd77vg3OaoKYvWuNFWY1IKmLaoTArld6RabLPQ3RgtlP+4tNP8ptf/QQhBA/e+wsmJ8a55rrrCZt5mIZNflEpfSf7iY0NkF7QyPTUOO2728heUklsYoTclHTCkRQuf9u1XP7lzy/Yt+hczjW49CNDJNVTJSxZX7W8ssFzimwHapvWEwqFZBY+FGLjxZf4a4pAgbQjfJDi/ruivolv/fv9dO3cRm3TeqoamukdlSozq6qjrKhsYFVJNkd7x9x9qroQP1Og3qeKGmMswC1aqK4iqaGl+3t3dzc//fSHWbru3bz8p8f43N9/lqy8Aq/ZIZo+b1ZNAb7mDZfwp52HsRMxRGKaNavmV82avU79xo0L1wGpyHRQMl31djF1kmo+UkMmCbfe59yZHzlHwfOJxwW3fvMmhCMwQyE++tmvMTU+TMu6i1he2UDCdkhYjuwBhFLlk8ESBxBe5sfP8riJAISAg10d7N/1KlWNrVTUN3n3vYwS+3M92wqzpCNzaE87t7i9qcxQmK/+6F5W10Y9MJwSMhZ8JqqMXtyyCZuGtzZtW5CWmsqMrVNQXAL9Z9HQyMrKYk1FJcNjExgpGSwuKeK1vjEipkHpkhUM9tvohrzfV1zyfk68/Dsufut15BUWMzkja62s2DS2FZ83Ixuk9c02IQQxyyElZCTXz7h2PhnutIjJwQP7ee3QXsKZ+diWxZprPoHmNuEsv+x6D2BYjkPbkX6O941Tv0IKZMzJtDS24gjBa/t3sW/Xdt5y1ZXzBgKkrpbgyYcf4Off/waO7fDbO2/jW/9+PyXltfJT4Wd2UiIGOelhBidiSRkb1Xg7JQBk5rufB8ZmJF3XDaAZ+vxKmhCkvckMt67J+2l0Ko5jWxw5sIdQdolLKZVZVnXP6Wjk5WbT3LqBmWX5ZCxaw5Jlyzl1UIoBaMh7IR5oAVAXbeH4a8fJUipaQVMUN5dyJydZl1F9pQZnhqCpDo9X5303oOwVm5YqZQvxK2dnShSIMk1ZW6IyHomYX8wvhDymbfu1RxdqGviNSt2Xve02No3W+gpuIRPeeiXs3AWxuL99MDuxUFAxSOVSdXWWLcfvezfBxSVzvxOfljLhCvB49VZ6cnZD1fCYYSgpk7+fi3KnMiAqBZ2VJWu0TA0K8iRFcGZyLjCfGpMvMtP0kzmaDhvXJY9Rkwuek4QNNF8QQ9OgrgJ+dbsU15h9josy4TM3wLbdcryDnw2OyGxWwpZzPhWTvyds+ffTZyHHgKPH4cww/Ovv4Ja/9b8frYfyxdCwfv55+i9sb4KfCzE3CmIaGpFwGE3Y6IaBYchFHey9o7jXywoyFnRC66ItfO+Ou3hh7yn0nKWkpaUzNjLMyWOHQTfoGx8ia1E5v73zW9R97wdkpGQyMhljz8lhmsrnK0Rc2NRLszq6jpyllR6VVkW/wobuKhm5l+pS4GTTy7nBl6CiVE1jM7f96iFeeeUlVtevpaqhiZglxyJhuYCoZYObtfKb2XkRW/d4uh5saCjV3xwhsCzhObu6G+UL2uyXtQaeU+fEbR7d9Fue2PwQ3/7ZJsIFsr5ndlf3umgLzd2wwuhD003yKtbJbBB4L1314gYQtoUjNHLSw0zGrHPW/AQt+BKX+9cQwiERj7P5wft4YvNDfOy7mzBTssjJL6BwChI9WehmCGtmEjuRwLESbu8JA90Ms671SupWFc051vkW2UuKCVS5jQITiTgaGhlZOZ5TgwDHcaisa+L//Py3DB7rYmlFlJa16zgxMJFU3xHM0oAPXBwHVtU0sqZWRp6sQGPDoFyx9zd84OSBH4Tbd8Tx3quvZ/1j0+SmRzAN3YsAK9Db1dHGmTNnZBZO0xBoPHUC0tKzCUdS0E2TUGRu88L8zBSPmlVT18AHbvgUr508TdmyJbztkvmd0tnrNNi4caHMna7JYw1PxDyaW8iUNSqmrmO6kWqQNKeEp1C2sNMi6x7EnEyk4zhu0T6MjQ7x5x/7OzJTw4xPy+a0thAY7pgf6NrJ/o7tRFs3UFXf7GVsg02RHSHP/0BXO9/5/Ec94PKVf72X+qZmd83I7fd3trOnfRuLSoqYGh/16ieVk79vltDJ3o5tVNZHUeurNDdt3iwIwOGD+9l94Bgz1StJDafSPTLFvtPD2I5UHTR0jam4JbNobu1wVnY2WjiVhOUQNnUcIchICZGem4c+2M/Slas4GA4TSc8mFI6w/qp30tfby+kTxyC7DBwLjfnnVSmUzWeTMYszg5NULM6Z49OebzAjJz3Cya4tWLEwZpp8fi9b9y5GT+2nqTXKhKbR19vLT3/5DLGcWnLSw/SPT3uAeXaQJlK8msN72vnuP9yAlUiw+Z47+PG9D8+ppxKO4MCedn7+vW9gu3UXiXiczrZtFK+sTar1mr0eBXj0MQdxTlVMkG0blhdmcHJg0g/iLbCtqvN5aX8303GLhBVC1zXG+07TdvAME7bBwKE2MktWsDIbTCPVa0tg6jK4EDIN0goKWFNXzsmBCTTNbzYLMkgRtxxGp+Kkhv2m2/NjXNWfxXXAp8YAAXWV8KsfwwvPwcYNsGZ5YKGomhDNd4IHTkPBYulon48p8JNVCBMjEvSkpMPkqFvn4lKeVL3NfPLGZghy5wEWSduE5TZjg7h8SDy6WW0l/PAb0NElRRGuvgbWlMOd90kpayHmZi7msyQqV+Dlk7DgyBl4yzwgeOAstP0RFq/xr1MJFShxAzRXCMD9LH+RpLZp2sKUO5UB2f0cFOVDetivPRLCO8acmp/JMQi5QVx1s2uaVMW7/duyLqqlAarKfXEDBX51JXig7hMNGuqgqXHu+e09DHfcLcdm5y453upaCgvkPmw3mpWWDmLQT8kvXSKFHmxXJes9jdDXf+65+W9ib4KfCzGlRIJGemqEq6+5lksr8r2X2+yIXPPKAu/vCzmhtY1RxlIX8VrvGJqmMdDdA5rGzEgfafml2PEYiUSMXTu2sOby6+kdmSZhOxfUzHD2S/NL37+LhpZWeUkOGJp82QQVlxQ1zrJkxFfMemFNzliMTsmeAwKobmyhdHUd03ELIWQflG/9REb5q6LrqK5vYiZhE4tbfnG067gsLcjwGq560X4B+3ftpGP7VprXbWRldWOAMpFsddEWbvzKzZ5yWvmaKp7Y/BDxmLyesks/wLHn7ufFZ//A5e//BDC3AFb+Dn96/FFsoVNSP8jJrY8SDoeTnQwFDq0EQoQJmwbTcTupeeD5zknP2dMYpoFIqHEXJBIJhnrPUrwyG0PXMXQY6DlNSdEaCXrsOMXFRZQXZzKenoODtmCU/3yL7A1dzveamig3fO5r/OqH/4xjO9z9b9+iZPkq6qJrZaRcSApkdX0zGevWewBHUZsAr/DZ69WEBDGqeWQs4ZAa1iVdynb8epDANXggyAM7fjYJ4YLmCwhI3v/iYT56+RryMlLmgN727VswzMWUX/EhIln5TPYeB0AzTP7ylv9geLCPqmVFkuroZg5AKmGpSJ5jJShZvJS84sUeIJrP5qPjqcaNC/UB0jSNaFkBJ/rHZV8wU2dsaIC+3h6KiktYsnhRstiR8OWZgxbMKKhrr21s5nu/2MT+Dint/qPvfJ1EQlISKxvk80HDB6ZlRZmc7J9IUufbdFeYb/37/TQ2r2VyxvLG1itgFxp7ZwGXfbu2URdtRgGXQ3s6+PaNH/UFFtyIrKbr3v2XmZ0rhQl0vLqwIMVuPusenmLg+D5u/eZNZJSs4qkHfsrbP/M9xqcTbD/ST+XiHHRNIzstzPBEnJChk5ESon90hvQUE8eR9ZBD/T2MjUyRnZHG+LRsdLmmppH33vswT3Wd5W+ufyeDk3FefuFpYpNjLG1dzOIlS6kufh/vuPY9cwCKmq6ZuMWpwUlWl0pananrXhZcbpcMAC5EMbCpdSPbHt2CsCV1EWDFKqkI+cizbbzw9JMsbrmG+Mgw3adl0PzsmTPc8+J/eOvPE144M0LnS0+QiMvnfSIe58nND3nnVFbdTOmqWgSCPTtflTWNrum6Tk3Tej8TGKzQCfiswT84jvBaQpzT3AyaVxe/gKlAx6mBSXpGpshJj9Dfc4a7vvuPrL7mUxhm2K3liXHi2GFSl0fdZ68vKBF2Fd+CIhMhtyeKQIEfm+N945TmpnmUxnnPS9PkJ8p5nZqArAKITUJxKnzk/bL+ZmbSzQ7psqB926uwrkU6w3JH50dBU1a60v1ZBvt2w9kTkBaC+Ixf3G+YuA9ZmQk4eUpmWYKOf9pcQZc5lpIGo/0kvbQdG3CkGELlSpKW9ytufZGhS1nq16vtCdY0qaCH7UjgtGHd/NmwIMBQY28YPtBRggeq5ie4/etZtF42hE3E5LyZpg8cXVBlBaUOrbgPYJTQAcif4RS5v4ZqL2uUBJZVqlFt7/0UkrZohiE1AP469/s0ungiuR6osBA+/hE4eQDWXwJiHJrzYHENLMuFJYtgagDOuJTJylLIyvH3/abU9f88i5gG77y4nqy3+C+fOS85d4Geywk1dJ38zBRODkxgaBqLSkroGTuFEDaabuJYMXRNo/fsaRonTzMxkyWB+gUIHsx+aR7ft5O6prVSyt92OLx3F4c726hoWMuSNXXS4XT8Z9a+08OeA6qizLPrgIJ0JCUHu7qmiYq6JmKW42cEkGpyKtsg6QqypkHR7RCwf3cHX//Mh10H6w7+5Y77KF1VF6DL+NbV0ebVTuxu28btd2/yissf2/QbjHAKQghefOYpVq97O6wplr1FHF/OG2B4aNDtRwK6YSIcJ4m2UpCV4gElec2CSEgWyF5SVZJ0PueipgTBqGEaXHLV29n64jNe5rBs6SLibo3H9OQYiZlpmcWy4tjxGGdOHOPqS9ZzaNTwJMoBRiZj5KT7cuznqn0JWrlLNXOEYHx02AWh0lHdv2s7tY0t3prQNXB0n4rmuIDIryNz630IFLg7AlvIuU3YDinuHFq2D2IE80SEVX2IGzL29kkwy/D6Lya5V7co2e0uLjNJDtVNG9m7s4dwRi6FFa2sa27kDPK+KCwsIKalULpUihe8tL+Hq+oWz3sMR8gahtlF6rNtNn3nfPoAAYQMA12Hk0cP8eyTm9F0k90z47zrfX+BvsbP+sk58gGxAmwdO3fy2GGLBv0wR2M55Ft9tDQ3M55aSlPrRtq3b/FUKxtb1pO2qAI1bLJ2XUjpaWZJHlsJunZuo6FpLV0nB90gr6/AJTTmKDRWNrTK7J079/s6kgUWlEOn7r8nNj/EE488hO3YGLrBDZ/7GqtqGv1AxAJR/z2nhji7fYukN+o6QjOYHB3EsqUTaDuyL1N6JMzolMyspYRMt85RwzB0YtNTPPbwvRRVX0zv8VGMuiiapnvZ4pPOCZzpMzzx4F2I4lo03cCOTbPzyd+QGB/gHde+xzsfBWxkXQxMJ2zPd32td5yc9AhpETPJ5wpe14UoBtZFW1jbA6d6BsmrqiUBmBFJ2z594igCDTsRRzfDnDx5AlKX8+Sjmzj89H1z1l/F4pw54gyDA/3eejVDIb78g7upbmimumkdoXCERCKOrul84eu3UFEXZXQyDsEghneNbrbHzfwHpv91LWzoZKeFGZ9JzPudh7Yc5ZroMlLDslY2LWIyE7dI2A5nThwjNjmBEYpgJyT1TTgWZeWrGcJtSu2qKWpu0EHT4NSxI+w5cpJVZcsIGVmSNYWszYsnHBK2DGSdGphIPplgfcqyAjmxinqlHG9wnW8dhnsADdKzoGs/fOYmWQd03yNw2zfhsiXn55QHrXi5fy6//C00L5eS1mZEUseU+pdjw9CwrFfpGYXvfxree63fV+e8zAV4Hm1O+E6CSiuoOVNZHOVwjIyee9dCSCGFIBVN7edcSnDqXAxFP9P8uislbQ1SgS4j1//3+VrpSjh9yKXNmf65qmOo6ZoclcAwJcOd/1mgLLcITmggdDkn6PjZwgDoCRacach5GxuU2aRIGgydlWp0jTUQesRXjAtm1QwDypZBKLcHAQAAACAASURBVC6P2z0D+ZmwYS30HJP7z8uDqgoomQYmIcsFv29KXf8PMjPFddAEkbBBVmr4db8C53ZCDV2jblkeXSeGMHSN4sWLODsBTnYqiXAW1vQEwrF59KH7eWLzQ/zZzZvQ0C9I8CA7JxdN19DRZXPIyy53HVWNvbvauOULN3iOyVd/dC/LK+txhOPRFGIJ2+Wpk+Rrei8cFdFzn2mOV4AsAF32/hGuoysEjlKcEz6A8h1o+fzr2pmsDLZn56uUltcl0aOUzRcRveFTn6Uu2oIGHJyMuOcrOH3qJNCCUo8LZn6yc/MJp6ZiWZLTr+tyvLJzcudE5I1wKk7cImwaLnVbDsz5UFOCneGxobo+yoZLr/R7/lzZwu+2HcM0dLKzssCxELaFbcVx7ARWfIYzJ46g51ZKera7FtqO9nN1fXIjtfNtiHuoq52Xn9rM2PAghmmAW9NT2dDqgg4CYEOOneZ5Z0qWHK9nlKLKqViv6nen5lwIv3eT6Tb5zcuU8xTs+n5oTweHO7dTHV3HkjX1XlZBZYHm66My20zdv1+SCp9twe+PQW5BCaWpdYyl5lJZu5gzXWdI2A7ZaWG6JuMekEhYc++5p3afprUslz/uOs17W1e87rksZO3btxCPx6XDHxdzovrhkMwKHNrTgRWbxoikcfT5B+luXY+uRb3tlGKXOueX9vdQZHXzpU//Jev//hd899tfoupdn+apXzzG9/7tp/QMwM1fmrteD54ZIWwaaGheo2GQ85ekzmeG3Mg+MhvtbqoCILYDq2ujfPmHd7O/YzvV0VZW1UQlQHKfGxlZOW5tlVwgqiZG3X8aUmobd5/jo8PeM2C+54GyhOXQ1LqRhx97EiMUIZyaTmrY4PlnnoK0VQAe7c12hOybY/oqYKauMTw+SmJmSt57js3Y6Aik5HnraaC/nx9+4xPYDlRc04humFjxGcZ7j6MbhjeP49MJzg65dLbAOWoBELBvdxuHu9pYWhlldenlstzBvbhYwj7vYIYyU4OhgR6GjnVSdlkVk1MzACwvK6fr0GuyqTZQtHg5Q4PyfeA4NhmL6+asv3dcd73XAsAMhcgvKAw8cwWP3H07xsc/S01jC9+47V4O7t5BXdN61q5bx7Dbc0rN1epF2Rw+O+qNtSMEaxZlc6Rn7HXFdYKm6xoluWmMnh2RiRSSaY/dw1PEXfEe23Y8afjpmBQs0HUh151jUVFZTUl5LcvKVjJ+ashVe1PKipLi1tfTw93f/CRphWVsSU3j6g9/jrCbBXHxrGRJCLjzmQP8VWuB9GtnSw3/4BvQWBuI+ms+5Uo3AJd7GUmV/97ZJYGP40gHtmMvXHblhYMfZdvbYWpGSmjbDoyNQ2Gen/kRjgQ/ircadxuMPvp4soTyuUzV07jvAPly8CJZcpsUqbA4rzLduazvhE9DC57Luc5L030J7FAKTIz6/X08wQO3l43KkF2oFS2Ds0flfkwXSArhHSPivavErAxOIAOkemcEa3o8WevAd7z/dM/Pou+k3/PHtmRNGEjVvR98DY6chfLSWXVgZnLWSzV2DUckgHJsCcCysmD5ati/1R/HN6Wu/weZY/Ovv++ksawgsJB9O1fEf7YTOnvbsCkbg4YMnbS0VIpK19AzMsW4NY2V8B378fExtNTc8878qKyIYzvohs6NX7lZFmP2jSM0wd6O5KaW+zpeZXlFvaf8JnSXu496KfkPXEdA14lBbMfBcHvQyL8H6jfcB50EGMnSt0LA4vx0IiGDzNQwjhPznOaapvVJDlZVk5Q/Vl29g2OYnZM7JyI6MD7D4PgM11x3PUd/9wK6YRAKhylevMw7x2BPlBf2nSUzK5u//vt/ZNtLz1FSv463RFf4dKBZzqFwbI70jDLUc4Zjp/roigxRF215XWpKV0dbUmd4wzCSjrG7bRvla6owjQIMXSM3J5sPfeyT7DwxzMxIL8K2EXaCspWrODymA46XMUnYCwPinpEpQobMMs63Rr5zo6zJANB0nZaLr+KdH/wbVlQ1oF5e/vyqDIPi6uNF+iX/3qdJqmygI5wkdTwHWSDsIEiLhCjN9XnrOWkR4pbNvt07+U6gyP3LP7ib5rXrQEjnOi1iUpq3MN+9e3iK0tw0DF3zVN4StsORnlHiluM1JRS6IWV/D/R6Tq3hZk+C/U/mG99XDvRQkikfo2HT8PZ5oTYxNuqphzmOQ3aOVPNSa7wyupHxlBLqGqK81L4fYVuEQiaX15clFdI6rjpjELDt3L6FRMJGqMinpuMIjfYd2xhKWTbvel29KBsNWYPiOL6qnhDCkzw+2LmDxpYNrKmNJmX8VFbXsmVNzcGuDvZ3vEplQyura6JeA2UHweGuDu67/ds4blbn+hs+SXZOTlLND0gREyWo4kuhz58xVJawHerWtvDZm26m88hpQilvp33bC0wO9VD5jlVMjI2SmpGJah4cMjRX7tjtrWTo5GRng2PhWDIzZYRC2IHx7e/rwbIcdNNEN0JoRgg7MePVgvaePU1XRxuLV9d5ARIvOyj834/s6+C7X/iYBy6W3LOJ7KUy+zYVszg1MEHF4pzzDmYADPSewXYzasKxmYnbdBwbQM8sZP2lV3NqJEFaJEQ4Mw9taAgzFEY3DApXN8/JKtVFW/jxvQ8nUTSf2PwQsZisE9u7cwuHunbyjdvuZXVtE7WNUo56OmF7AX51a+iaxurSbDTNbTIq8ARvMlOSnwVBW+j9WpiVgqHrcyinuqaaqwpX0dQF5o5gybLl3PyDn/DU4SmyMxbRuHoxg+MxTh8/xqkTfRQWFmEuzvEEEC6pKuXOtheZHOwFI4JetJzRoT5KM7MQ4NLkHOK2f70eKy3JSUxIVbdoLew9CO17oHolXL7EzUAEMgFmSP5tbQP80pUUNk35XXWAN2KtTfCHR900vpCRfE/dzM1S5GZD35hPKRNCnvsdv4D/9YnzA0Ae2FH/dnwQpOmynkZlxG76gsz4nCtzo8wRnFuCaR7TDQkcITmjo6hnuuGDlf8bm02hQ3g0Ols1sZ1Nc1N4R/1bD1LhgkBIT/6e93e1mQukhPC3V8errYArrpYASX0OkmKnrh3NF3vIzJP0uTOHAjVQuvzbzKT87ptS1/+DzEkwMWO5FJfkKNP5FqMutG3YLMCyBeEkNSed7KxsTNOQznsoRFp6FjPi/Glv7du3EI/FEULWCR3c1yUvRUjltNmN66oaVS2Q8LIzjnDQkOBsaGKGtEjIi872j8+QsIXXpftgVwdHunZQ6ao6aYFidUVZ8pwWIbxambyMCJkpIXpGphDAmtoo/3L7fXTu3Eb92g2sqm4kLWLSPzaDEHPHUFF21Itxx5F+uocneffaFprPwsalIZbXbSSeXuxeP4xOxWnrPMDh0/3EIoVkReCPP7udRDzOaLiYd3zk3fMqybVv30JNbT1Pn85g/+YfkbW0msd/8HNuv3vT61JT2rdv8TrDa5rGO9/3QUZHhpNUt+6841aa//yL5GcsJmToLF9aRp+dQXaKQVp8gOW1zSxbXsaJ/d1exgV8GWe1xoKOwthUPAn8BD9v374Fy/IbhgrHof2V53jHB//GYysouoqm4xWHm4YeqPWRZ6KAjVfLAy5YIQkcA8xYvuBB0IpzUhmeiLFvV3KtyP5drxJtXosjBMXZqaSEzXPSzPacGqI0Nw3TCGR+bMHWg72MTyfISSsEwLYdzzG1HSmZm5kSZmI6kUSLtBYAl69ueRlCK2jb8hxNGy5f8HyCFhx/gN/e/TPvM03TGB0ZnrPG//bWTWy8tJHrPwgnjh7iix//s3kV6IK0N9sRZOfkyroPd6x1XSeckkpjy3q6+pl3vXr0VqTS2sHdO3jLVVeyqqaRWMJGr4lSVd8sgzYuzc1OAryyxui1/bv51ud8sYMv//BuLr/kYgbGpxFCeHOsat4yMrO44VOfnTNeKuNRsLKOVTWNkl7k0ieXFmQkKYMpU5m6slVrsNKL2XKwl9jkOLoZRjg248ODhNMyXOaJ3zfJf/5q5Obm8PZrr6PtcA/Ctjl96iQFS1djO9JBzy8sISW7gOKai9BN+Vw0DZ13//mHefzhB7yM/Xd+8huKympQg6ruW7V8D+wKNvqVz4krllaCJtws2IU7utHVizl2qls+qx0HwhHGpuPsPtZPZLqXUFoxRXmZDE/ECJk6l71V1rDqK+bPKs0GXjd+5Wa+989f9uYukYizp/1VmdkLBLjUXWMLXxBDXU9q2KRisVtDIGQtnTbPPX2u92textyADri+vQu0LUfeF5p7HoamUV3fyI7Bg2SkmJi6rKX7z199n+xltRxA/H/snXl4HWd59n/vzJyjfd8lW7ZlybK12JIsy7ac2M5KEgIECKGELQVaaIFAWctS2iZ8pUCaQhIoUCAba5KShCUkIYSQxXa8SJblfd8ky7KtfTnLzLzfH+/MnDnSOZJs+l1X+ZrnuhLb58yZM2fW536e+7lvKjJvILNoPkKo7VrfvIRHgwGsyCRWaJTiomIFeoTyAyJoMBE2vd8o3L3g72wYOrQ1Q/dBuP2LKnEMGEraeWExSoXNR4PSdFheD9/5upr5WbVSzcy4719Kst68HD75UTi+HTIyIDsHpOX42jgUsNw0CA2DFlTbbloKvG3eqobmZ+sA+Y+hVwl1wJCU6rumdsQ+9wkFhA4emRkISTseVM0ldB2sSHxXxqW7xam9TZH29tMV5wL4NJc+aMQEJpy5Iq8wJnxoR+ADOfiOvfM/xamMBzL+rpD77zgBBGd/7z0Ev3oJqsuhviYGOv3gZ9ka6Dse8zgygrHtTsuEqibY+bz6nLtMVHVyX5O6/l8Smzdv5tGHH0Gbfw2amO4ncDHDqImWLWl7M7a0HFNU18dDkJmXy53/9h32dapE6eX+NMIT0YTgJ1FlLCc3L1bxlZJfP/ZTbrjpFtJKa9CEoLq+mX++70ec2NfB/KXNLFi6AtO0Y0PEUiJtgdTUA25/zxAFWamU5aarxNWp5o9ORKepOn3pnodYunyljwYTT/v1X4OAkxS4SbOgprGFqvpmApogaktSAwZF2WkMjIam7cMDe7spLY9RviYjpid9m5aZzbv++qOcOj/G7lODzs+S7OjaS2c/9B8+RFr+KGZhBXpaDmnFBSB0b1/6FbF+9eiPKW+9nh8/9ABrb/8e4YkxbCvqzQa994O3z0hNmQqObnA8hALBAJGIRNo22za9yGj2EjLf8EYCmQUITRCeGGN/dyfnDuzh/MgkVaX5BI0Mj+Z0oGfIS/bcRCESjqDpGp/60ldYdtkbvHMmEXDUNd1TaAIFePd2vsqipSu8Y2ZLiUCo88MGKeIf8m7F35WkBjiwawe7dmyhceUaauoVPcudqcjLCHpeHdNCMM38dGlTG5bzPf7ZpmTh7g+XVudKHudlpnDq/Fis8+Ms7zc7zMkIMjQRdrbXBU6JH7hP/+oXNLzlE/zkP+/BRqOh8qYZt2vq/r/hpluwLP+QuO6BUv853tdzgqDRwo0bWmFDq7cu/7mmO4l7jJbVz4NfuxMplarguz7wYSZKmnjPm1/HssYmTnadnvF8PbJnJ1/7pBI3+OXD3+beBx6jur4pTtHPD8A9RT6n2BJHX41G2b9zK6+7cr3TBZx+jJtWJX6Auon3eChK3/Bk7AslSUUmXP+mlzv2kDmvnlLO0XX+FFmli7DNCKXFxUyYtmciGzAU7c3voxQwNAbGRrEi6lyQUjI2PMhYqsHTnafIzS/gyjf+BRPlqxk4tgspbSKhSZVkm5Z37Hbt2MI1i1XF3o9jXBBQ17yaJ31FqJa2dif/EQnBwFziivZWDg3C+PwSRgIGtoSDu3cQoYyju3dStGQVZRkwFA2AtDnXf4Zr29o5Zs6uJNrduZ0/PPubuGtXExp1zatj9wpPkMC5p9uSzCSedwBLynOS/taLeb5626Mp/57zI5OOEa9w5MPV35VwgaOaqAvOn+3BjCq/PYSgZ88m3vqevyHsFKum0g57RQnDExGPTpca1BiZiPqo3M5v8XvuLF0AjcvgwUdjVLaoCbv2Q1UZ3oyIP6m1pBp+r12gBuDNqErKn38e1q2FNatnPV7TonYJjB1zZl10vPkS4VDANB1S0yAjCx78D9Xx2bxVVQ2nmmgmi4oaOHvCx3d2KG+9I7CjC870x3fE7vw6Hj9aE6qb4AdZo4OQlec8aBL4DyUCKu5reVJ1fvwePi7d0P1T02BBXfz6/OBsLpS/zFy1ne76pIxRy2LtHR+9TYtPgvy+T1Nfc8GQ+74HgOT05Xbuhk9+OUYlvPtLak5M8y3vrkd3QaCIGbu6oWmKfjkxrF6XUok1uPGa1PX/37F582auveZqwuEwGz6zmnN9UFRaFrfMxQyjJlrWzEnj1IUxJWWr+4zWdI1ljStoa1M3+t8/sZ1wKEzP6UEe/O5vqGtpZ9WqxAPTDU0rGRgei6sQWZZJx9ZNtL+xxgM4Sxqa2bj+Mk6eHyPi3Ohdepnq0IBAqqqWQwVCxKSI1TC8zZ6OLXGJzu6OV6ltbMGbAyKWRLtV2ynYB2ekSk2RCAA1I+ResPmZKeRnpjDp24e6rseZzN77wGNMUEKmY4Iao7ip5Oz7z+1D1zWOHT0EGTUI3cA2TRAa2WULWbThVs7ueclLBl3xhF8++mNsyyIlK8b517CxrWjcMZ+JmpKMt3/vA4/x/fvuYtumFx254TA9J46waHkRmoCxoQuYkRBWNEw0HOLYkQNkVrUStdQN7ycvH6bOMT70d/sKalZz1x2f44vfWcbCqmrv/anAUdM13PxbCEEgEGSp0wV05zdsWyiqm1TULFvTHNEC9dropOoemQ7v3a8K9sSDyptlQe1yp7uiKrbnRkIJ95NAmZ++8yOfZ/tLz7J243VU1zXH5snmEC5YUTMdNoNjYUzLVgDOstm6eROkVZKdpro8uq557u856UF6LoyjCTXL0nnsvE8VcEpyI9TDYqTnEJ3PPcptb58Z/Ezd/xII+obE3/OxL3nnhf8+sbFxQZykeqJr3tCynU6X2sZz/X1KxENxE8nMzqGsto6Fi4u862Gm87Vz+2aHdhsT/6hb0aL8unDzmpgAhVfkcEQS6ptXK/EQqVTHapevwm19SAmL65v4+7sf4OS+DuYvbaGuabpXlf9ayUgNIIcmgORCB24MDA7x0Q/fTHZlI8V1PUTGBomMDZOSmU9KMEBZWSlHnDkTXVOyxm7nRxnLqntw7dJl7Dz6AkLT1exdNMzQwDk2T9rMy9J449tu5WevHEHTA0hHLlxOOXYrVq5BQ3B2aNKn4iY9ILSkoZl/vOdhjuzZzsK6lTQ0raRnYNwrIswmpJEs8vPzyQ5C/6lhghk5/OF3T1NzzV8ibRvbMhno72UirZzx4fMc3rud0xeW0rgUYGHSdfqLK+6MlqbrfOjTd1BT3+yjPce6/e7xqijISLremUDexTxf3XCLAP/53H7SgrpjGBzLrXXN8fTRFcuirLwCXROMnjlKdtlCVra1k5UWIMsnUOy/VsTJAcZDpmNArJGVGvBk4Q1dHWUP6LrzKQN9Kkld3apEB0yHyrZ+vRI22LELVrVAVWms8+N67rhJ6e798NEvqqT8of+CB+Y4hxO3c1yRBXe9MtatcAGYOwPTvByuWQdbdwD23OZy3PBT32wbug/AJ+9Uvj6a27FwknrbinWJEoGso12wYqPaVhf8uBXUREAFYq/dfg2cOhUDPq6hqQt+UtKgZmU8JS5OTnuOgG9hA+x7VX1HOAoT4xAcgBTfzI+/2+PR0/xgxlnIpbL5uzxxtDfiX/cDoW0d8UapO/fAho14bWd/eDQ9oQxw80ri369rh81Pxs4/V8LbjEA0wp9rvAZ+5hAvvPACkYhK6m3LpK/nJDdfGX/xX+ww6vU33YJw/nSX7R0cn1J5dB2n1We6O7dz/PA+Auk5nB3o5bEf/yu119zGJ4zElbHaxmYyq1Ypvx1HptRwHhx+dR2/145777GkjeYMsrv+OntODXhAAklsrsOh8ro+MW4Vd1nzamyphrT373yV+pbVLK5r9pImj+7ghHvtqoZSbFvsBNLG/v19tvc0Tz7yY2zbomDZRr5/31203vIpshfOc36foridGwlhWjZD4xE0TVC1qIZz/SgajLRAN3jrre+j6xys3XANjc2tdB2/wApnlsf9vZqmozk3yY985ksc2r+HT743Oc1xaiRKNhubW/nARz7l+L5EOdPxNAtvfpsHhAsLCzhgW4RHL5CWlcfi6loGNZ2wHquAucl+S1u7AjOmTc78pZw/8CpHDu1n/sIq7/2pvkgxKp7GqnXruf4df4MlbX79k+9S17ya6vpmLGmjo2Sqbef4HO4bVrMeErpPDgBSzfJIGacKFo2E+ePTv+A9tcvV8fTNP6QmkQk/2N3Bj+/7F8xohANd2ymev5j6WfbxmcEJirJT4zx9DE3DtCX3PLUbzY5y7HAfkUg6Ozt3MG9VCQEJQxNBsC32dndhZ5aRHjQUvcu5Rp7YepyqEjXc/NwrOzi2v4u1K1eofaZpjlqUxRVXX5d025LNqN1w0y00Xn4DfQd3Mn9ZCwuXrvDOiZnuKYmu+UDd9QR8/iMFRaWeiAdSUtPUzhkpGQtF6Tx6Pq4bmOh7EiWduqaxsDiL4+dGfcWP2PyNq9IH8cx8AeRnpfrksyWH93RyYJei1AWLq+O6IsmoTnEsmhnQz/DIMEZGAZklC0Fo2JbFxEAv6QXlSNuKp7g5NM6g4RafnI6AprGkdikNpwfZs7tbHWfLZODcMIGMMPvORqjMVt+nB4KAmrm64aZbuOGmW7x9On9JI0MTEUZDEVIDhrf9mu86WNLYzOq1a7gwGqJnYELNnTnrS4QLplInpx6/7s7tHDt0lvBwP1awBCsSQgu4FDGVQJaVlXNgQGJFw9i2RXZ5DadPneTB7yZ/jrnnnZQ2QtNY1b6eD3zkUzQ2t3L07Ejc8dnX1UHHtk20rGqnte0SOhROzHQtJDt3NU1494AUQ8c0bQ/UukIXrpePrgvKy8v54Mc/x5m9m6hrmf0Z3lCZz5GzI5ztPcXAuRFSC7IZiQaRqHPHV7OLhZvQNjXCf3wVOrqhsUYBgY98QSWq9z8Cd/8DtLUSS4K12H8du2NJuRlNnJRblqJ5BdMSb7xL85K2I3IgY3MquhETAJC2AhZ/+C3oAqSYmxS1G3H0NKmScNfQ1JJqnTe/Cepq4St3x36Xpk0HWVY0tk43Idj/qqJuJQIqehgaymH7MbU/enog34gN9QtnhsWNqepuFyvE4O1bAUdPwPGTEDRg82/husuwPaFQF9AQAz8e5pkCauJAkW/UQgjY2Q1btkFrE9RVq+132RurmuONUpvqIRJ25ommnJQp6ZCuhJUonq86dv4QwuleOd9vW+q/0QHlF5U73WPwzyFeAz9ziI0bNxIMBgmHI0jbonxeZUJTy7kMo059oF/v0J5A3axjD1/hVSLdiljH1k2Y0Qy0aFhVIW1145pKz8osLKelrR0poaCkjG899AueeuKROLAVjlqeHOfUWQxwAYhLZ5JIqXyAhP89B6So4WWoqW/mc3c/yCvPPuFR4g50Kw+PmMHhg1TXNydMWgQi5h1jq9+s7gHxQglT93d353bl6xORZBZVsu25BxnJqib1DTdBbSlSSnoujPPrHSdorMwnLagzPBGhsGwe9J9WXSzLxDZNTDuAEJCVq9zO+4YmWIHycgqmBIlEImhGgPd+8KMcEYLFNUu4at3cQM9sMfUBT/4izo2EEEJQUlzMldfegFmTy4LGdkoXVDN+aiDuPHQ7ExU1DXzsS1/jm3d8BiOYSiAYZFH1Us8bqm7FyvjvwRkojyhw/IGPfIpTF8ZidKdAkM/82/0saWhx/FvcDp76Xnf+IhQxkc52SCAzOxf3ri6l5MWnfkH71W+iuqFZmWVCQj+P7s7t7Hj1FU6cOEk0GnE6YVH2d21l2YqVCTs/bgKUWd3O69atIFPXPNlZXRccPXwYgEgkwrYdf2Re63UgdKxomMnBQSajMDxwjnMHOslbGGFeFpi27pkcgqLRdXdu5zvf/CqhkSF+cu+dbPj8Y1xzw5vosU0+e8fXuent7054bGebUUs9M8xVGy6nb2gibnZrpnvKVBXHlrZ29k5oBJyB/VDUIje/gC9/4wfs3rmd/pw8Np0NkJ0WIhy16Dh2nrp5eTPOU8wIwHzXv/SJYth2rCuzZ8cWBRikxLItDu7axuo1a5DAaM8BrzP4y4e/zb//4BGCFW3e6mejOrmy+P64MBpiLBRlQVEWGZk55M6rpuaa93J294touk50YoTUnCLSUlJ8hSb3XhsTPJCo8YyAoV6rrqklIyuP8wMDhKKS8xMjhEcHySiax+FDByCjlooFiynPCZJSMD9u/wEcPTuCoQtPHdLtHnodHT/LBYEtbQK6wXgowslzY6QEdPweQFPl8oG4zjfAR2+7mcXXvJ/QcD9lTVcRHhskPacIkNQvb0ZmllFcWsrhoT6kZeLuzL6+Pp756VeTzq5OBcQu8HFOCe/YH+ju4J8/+m7MaITHH/gW9z04fV2z2QL4I94cmlkl4g1NEHHuiQXZqQz5KGrufg8ajp+P070pr67h2iQmxYli+MJ5nvrJtylcto7D246xaN1N2Lb0jIjjanaWiXeghYAVDQpEhMbhqc2xSr3piCK0rfLRo3C6JMDKxlhiawQSJ+XD52BydHoi64ZraupSwdzOkq6DLWIKaJZQQEL6qCCzSVH7w/0cQj0wVixTNCvT17kpL4W3v1mZb27tgNyc6TM/nbugew+IEigMxjo/04bvfUBl6BQcLYDOk2DaUFIA9hicPgMnjkFpGRTkTttkL/x0xbnO/IACMPsPq+80JERMGBwmYtmkQnyHRw0c+v7uzyud/eZS5jyAJBSIfP/tCvAFAmomrHaRAjCg1AS/+c8KXDc3qDmxobMKDEupDHL1gOryZKlc0KUwggAAIABJREFUh7MnZj5f3PMjHMHzKblEgZ//CfEa+JlDrF27lmd/9xzfe/gRxguLKKtI7PUxl0g2QN/S1o4mSmIO7j7am3tttLS1s+2pHVjRMNK20TQNI5gaR8/q2LqJwCL178mIiWXbCROolIA+TYXH8lGK3OF2pKrSK9qTorW4Kli2n3gvYwDlxacfx4xGeOmZJ7j8ujdPMTh8lcV1TUnnPLzvRyUBiBiFJlm4v/37993FaDBVJcuRMD2OrLXfV8J0XN0tKRXFz8nipTQJjV7gpAUitWzanId//4oF7WxcUcnJzT2zVmTn2g3y/xb3M0f6hklLMdAEpAQ0KudXcPm1tyuXcsvm0JlhVWF0wt3WvqFJiuYv4Q0330qkrI6/e9djkL+IqJNUv7i3lyumnBP3PvAYv3/+eZasaKOxuZVnv/41j+7kzmpU1zV7tG3bBtuZA3PlXU0pvfvhwe4OfvKtr8QZHtqWxbE9O1i5ajUTkdh80dR950/qDMPAMq2YP4yUpE/pFPk/U7X+ZuZlweq2VmUGbEtSDJ0jBxTFEYRHTdIMA2lGKa0o5eiFMFY0guV4KZ3tOQE5VRh67ABHLZuOrZuwLQmaRjQadY7ZSkaPDHHTGxMDH5h+3Q8PDcYN9rt5hVsMnC2SqTge2HzUo2199fFOGirzqa5roLa+kR8+f4DCrFR6BsaJOBXx48eOcOLQczOCjERJp7u9LqvFBbxSwshkxCt+1LWs9gRVXIDmzl1079jiGZtGIhF27dhCs2O+7DcBxoqnOtlSkpeZgpRymtT5ZMT06Jdp6Rm8/yOfZssZaFmznuwghJfP50xhCZkZaT6KG455ZWzmxx2Qd18zdI38ggIyc/I4d2GQ/tNHMdKy0PQACxbV0t8HWZkZFJfWMxiafq9yxWw0EZPWdo87+OhREoQmkLbLCBKe0JJ7fkw9n2Q0Rsd0jx9ANBJV57MZITMzgxRDY9G6qzkfEixrWMGx/lGv85o1fwEV2QbD0kYPps44WzMTID7Y3cG+nVtZsWote/3mtmZ02rpmKwgkOuenAp2ZALLu6/7mpgc5MzjheMoJr6MbNHQMXaOiIIOKggyCxvSi5kxx/mwv0XAYOxomGp50fNdsgobGVJNa+o6pCruf5gTq4K6/HL72bw4NLgAtjT5KEz56lKZA0zf/WUler10dn5S7XROY+Ubi0drsmNKXO/BuRWOD+yKiEv+uP6ouhhTTwdZMogCa7nDonRtFXQ188dPw5bvU60EfeJsqXe2u+4mn4PFfwQ3L4d//C775BdXVem4nVAZjn50KVI4JWLcaFrRBhYSghOEoPPhDmJcHHXvghqtnPL4Jt2m2EBrU18GLB9S/J6MwEUI/eRpqm2LLxHV03HuGj/am+f7udYicv2/riO/+dXbDsqrY5yVqtqyuWh1T97xyBQ86dqk5s6uuVr/Po80lCdf41e2OSSt28/8zjdfAzxxj7dq1DOqF/PzVU3G3tItNdP1Vs6mzKn9912MEqgoJOCpablXKrfY1NrfS2Ku47MGAwaqP/z12ZTv1K1Z67wM8293Lro7tVNc3edX+ROECDXdo3q2klualk2JonLow7nH6Rx0BASnxzT7E1uP6wOyLUy2KIpHTDA4lUFWaPW17VFKk/i5B3TBtgWtqmQz/2FKybHkLH/jIp7jv0efRdMXvLq2o5KV9Z5ASL9mzLGVsmBY0GJmIYmgC2wyjp2QQGb1AekU9E6GYwpdlS48i6AKTB57ezm9++TgUrJzGU78Y1b/ZYnGpGgC2bMnly8q8B3Na0CANp2rpT87dhPbIEb5715c4f7iL5bdUAIscxSP1fjg6/YbV2NxKzrxaJiMKrDS0rOZXP4pVd6+9+iqWlOdwtD9GdZJOhde0YwanoOaB9u3cStTHBxZCYAQCNKxcQ1qKwVg4mvDa8c8rSVPyplvehZFZQOPKtUqC3Yb5hZlx2+5PgGwp6e7qoG3VSqKmzfmREKlBnXkOxTE0co7U7HzS0lKpW96CzCygvLyM06NnkLYyOpRWhMrKJRweEVM6a5KWtnZ+/YfNWFYKgYAzC6AZSZMm07IxdI0Fy1owAgFMM5bIu52poOFTuBIijvqVLPzUIymVOhyo+aaArmFLJRAyFoo6Mr/ODIImMG2bkydPIm2LkyeO0/2LnyUEGW4kOqfrVrTE5piRRMyYb5cqjKjXq+uUx0//4S5Wrl4X6xBIyM7N84ogcoq8tx8Av+lt74yjByMhMzWQUOhAyti1a0tJ2fyFcOY42Tm5lOSmccU1t3P3r3Z5ym4BXQ3Bj48M03ehjwK7FCOjFCtqKSqc0313k2ZdE+TmZrNq1SpOD0xgGemUzlsAfSeUSuHoJELEnwvq/uFT0BMCISSjk1HSggq8CYTXUdfUCx4zRtOE8770EpSpzxHAM0l2j18gGEDaJgJJXm4eFcX5nB2awNAcCrTzbAkYGhkp6VRVrWTzgT6C6dmeumiy2ZpEBbXuzu386yduIxqN8ORD3+a2j30xzq4gkfKlX+Xyrjs+h7RlwvumlJKt27ZNAzozG4gL774fMDR1LWpaXOcnYCgz05z0uXn2TY3S8nI0IbHNqNflsGxJUNdVId+/sF9pywM0DsBZ3Qbf/oqa+WltgtqFSahPqOr9igaV3KZnx+hHZVVw5ogytvTAUpLw1M3M2LC7EJBTpDoEbqKr6ZArlMFp0zCsaosHA7OJApQsVNsknT6YBG65CWqrZ++ouOt2aXKGpjo72zph3x7YfBje2AyljvT31PW5+zs4CkYBXOiFC2MQCjvqdRJOXUQXa66hadBQB/17YfA87DoFRZmkv9AJhZWwtGp658dG7e+c3NjrrrGp5gM9QihRhre8A/7jh45aYEDNifnPp+FzMclsTQeiap7Hpct9+l/UvvzR4+qYLa+D0hn8jTQdTp6G0QnQ8XV+EghP/JnEa+DnIsMPRi4l0U02qxKNwtDJfQTaGx11KjzHeL/MaX5+PplZyiPhTFoeC/Oy1MNewI7tO/j0B26m6uq/5Nff+CRf++5PMUVR0m0pzU0nFDEZcSqlC4qyPFfrqDO3ETMjjXWIopbFwFjYkz92h1sPdHdw4WyvMw+jqvWXXXsT61/3ZnZ3bKGhZY3q+qD8jBKFn96mIUDIGY0MAfoGJxieiNDY3EprL7QvSCWlqp2SsjJe3tdHSkD3hBwkKgnJz0xhYCxEStBgzZo1nLowTn52BoHUDER4wgONnkeEU63d27WDTX98jlPbfkvjzfM4ehAqC2PH/FJUiWYKRcuxp6kLggIBQ+MRb4DX7fwcPXIIWyrDQqEH6Ni6iRXXLpxVsrk8P8MDxK+7agPlCaq70pYeFdI1srUdmWM1syWxJCxtaiPgJD66oXPjW/6Cy697MytXtTEZsTi4u5OvffK2adeOX51Q2ja1dY3cePM7OXl+zFGbmx5xiaARYGljizPMb/PTlw8zrzCTstIK6O+hODeThQuuJEKAxYsa6B0YJ6BrpASDzJ+/gPlZgpSCSuZXVnJ8Xx+6JryKu3sONa1qR0ibN/zTl3jsoNoXQT3++LjArnBRI9dfs5Hy6gY+e/cDnDuyy9ufx/pHiETtmPGl8/vm0vlJlvS53WLTssnNCDIwFsayJbomvXmHgK5x6vRJZKAYTdOxLIs3vu2dlJbPm/NsUd2Klera8HWKXTNjVRCMAZDFdU287sr16Fr8NT8yNIjQNK+L7QI4//dhQUn5vLhtqirNTnr/cBX9QF3rbvLrL1K4+8Ct+g+eP0fHlhcJjQzw3APP897P3UNOQTELi7Po3neYx15+nMq6Noz0YmwpMWyNkrJSBqIDjEzETHANzQU307fJo096+EU4RsGG9xn3HuesBYHg0O6d7Nv5Ko2tayi7bJ23zmkUWabP/Nz7wGP8YedRFi6q4oLMIiPVYCxkOudIbJ5UUfEE58/2YZtR8kvK+euPfXbWgt7U4oWiZbtGvRG2vPA0t338iwwODLBqzbpp63LP4UjEOVcsK657NZXimLFo1bRzPlEXyt2u8Lx2oqU56re6Iha6kjCPo70lOZfmEuuaasn/20/QfaKfRRvWsW9AYNqSYECLv1dJief7MhXMuElqU4OStdYEhMPEdX08I0w86WRPNjoS8iWhIkavc5fvPQJF85RSnBvuOtyKvptgVy2HnX/AMwANpsKWX0FtG6y9KkaRcsOdtWlbBFuPTfcB8gAc8QN6yToq/i6Su273c4YzB6Rulk6XS6jO0JO/mQ7ATpyC7R1Qmg0v7IUlJYpOF7aUuaumwcr/B/LM85YoI9XcXBgdigEt05lFWlrl67S4XUCpjkPpIme/wTSALDQFfFMz4LLL4fFH4be/VvM9zY0wMRpbNhJSUtX41mE4nb5tnfFiCO7MWMb0grQX5y7A9x+B9mooyYZdu2Fh2Wvg539NWIoz7N44LzXRnTqr4t7ML29Z5tEsbGmxsCiLzNQAug/8jA4NcP78eXLyCxl1OhSWbRO1YNOe40QjUUBgSdjVuY2CpuuTbkdOehBNwNCEqgT6vTI0l9dC7N7j8vo7tm+lc+tmlixfxdLlLdjA/l2d/OsnbsOMRtB0gyvfeAtrr3kT1fXNaJrgqo2XOwPSM+8bzzfGGfR1gZf6/sRhS4npJCDp2Tm884O38/zuHvXvFFX9jpi2V2TRNUX1uDAaIqBrlJWWMmoPkZOZylhI+eFYts350ZDXMbGjkh1Hz3Fo6yakFKAZWJEQm/74Oza2zzwg/qfEvBnUkerm5bHv9CC2LTF0zUvOK6tqCKSkoum6Q4tcTlQqPxtILtk8dY4tUXXXIzrKmIKfm3Aauub822bxsiY+c9f97O/ayrVXXxW3nsmIxf6dWxNeO8MJEmJDVx5TQV2jsihr2nb7E6DUxe1ULVmGlBLTkqxYVEBbdTFbD/cT0DXq65ZyvH8Uw1YdwGh4ks4tL2HmVFGQm0lN7Vp6BsbRhPA8t0BV3yfCUT56280ULG1H0wRvuGodmhBEo1GCPt8vf1HECASYd/+jpJcvoaa+mRuu3hjblzImdexX8/IXV2YyTU5EPXITe10TTIRNIlEby7axpXDOf0FWWpBgsILBoSiaEYiJLiS5dyU6pzUBeZkpjExEvO11ld7UeSKdmaD4gpEbtpSsWLWGYDBINBqvljjbNRTQtaT7RkpfJ1JKopaaUzT0GNXMjITpG+zjdGCUQGoR5/rPYEbCWGaE8MQ4fT0nyC8uJXL2MN+/48OMne/FMHT+6uuPkZ1fREBXMx1uuGBLU8M8CX+r2/mxUV0407ZIDxpxQEkIRdtzUZLfOuDxB4N844ePeLRA9xxIRE+c+n7X8QuMnBwgaOhELZu0oO6BZCEEQV1jcmKcl575GeWtN4Btc7b3dMJzwY1Ehb+WtnaMQJBoRHVuu7dtYn/Xdj579wNK9XNKNDa38vHP38ldd3xOSb1LiaZpccd8ImySnqJkugtLSqcBvge/ew8tbe0ehdS/XY03f4q81MsJ6Mo+QnMKe7ouPGZY0NAYu9DHg9/9xSXRlBcUZRGOVtM3AT2njkOGKjIFHbuKuDut7vdYET7E66c1KcI3uhZ7DWIdAG95nzcMxJbz5kdQn+/cBc89C5eti/dhcc1MdT02z+GuI69EdZM0B/wAhMYSz3e4szZZaTP4ADk3hZKFTJ9r8UUi3x93jkfXYF4Z3P9XMHwaDu1X2x00nCpHAlW2w8dwBhHV/rBsiNrqz7Kyi5vjuZhIcUx6jSCkp6nfIFTOQFuL7xxAbVdhOZzvnbIS3zF2gVJKWgzQAFz3BkXf83eR3GUNXzfPfU8zAFOZ5vrFEOYi5HBiSO1jd1RgZzcsKH0N/PxviM2bN/PIw49gVV+DEAXAn57oJkpgTMumtiyX57ft5cyWx2lpa6c8P6bes/mPz4Iw0HSd+Ss2MDIRwXQc2MvmLSQQDCB0nZTUNBqaVnF6loG0jCSO2romqK3I5Xj/aFw1d9+uHXzhb9/pJXZ3fOtHLK5rYm9njN8NFtVVi2hZ2cZoSGn5KkPM+M7O1Oju3M72La/QumYdaWU1cbQ6/zJTq52Vje3klS0EYtQviCVehq4xHjI9jn8oaqkHk5Qe2NSd2SrLARJCCO59ajeNlfkqadJUst/S1s6mky+g6QZWNMzLv3+a7uuumduAeILf4L5vS5lQznY2jw9DUw/1gK55dLayeZX81cc+R/++TQyVLmcsYz4nzgxRmquOczLwM5ewHY8eG1WzMi1n3se20TXNmQ2D1KDOlRsv54oNlyekJ9WumF7FBXVNJUqIpfvQTxJuovd8d483u+Ymu2mO+WDAUfMyLZW8Dl04x9EDu+nd+QcWrLuJ9MB8DC3PExxxZzRccBmOmE5xAaQUdGzdhFF4GRFLxiXkZ3tPe8DONay8/M1LvK13lyutXkGVM/8mBOzeuYPNr7xIXfNqhnPSZ+wqJ0v+dU14cyt9gxOYtpp7uu+3eyjMSlUJoCbIyMjBGB+mpHy+Q2NbOeO+TXROF+ekKeVEj+4YS/Zc9TcpZUJRC10TrGhpS7je2a6hmTruqlNr862n92DZkoipQHla0CDiCFb0nDjCxEAfL//4N1x32ycpLiljb9cOZ3gpzOSZA0wsWEDHwU2M9p9WczXSpv/MKfIKiz3gIKUkJaCr+wkK3LiMJn/YtkTXHOEaJw+LmjaZmSk+6XZBOKpomymGoeibO7bEzcx0bttEdX0TAUNPaOqaLFxA7NIhNeEIOzjdqIChcWFkiGg4jECgBVN54ucP89QTjyRlMyQq/L33g7fzj/c8zM++/012b9+ElI45ceertK5KrPQ2PDSouoRSIjSNVkc5DhSwCVa1845rWr0OvL9wmOgc6Ni6iUVXvIf9v/0eZjTM9lc3k7tkrU9ESFEZPZW9sbPc83d/Gk355NHDvPTcU0xcOMPC9Tdz4thRgoG8+Jkft/PjBz9uZ0fzgx/pe28quHFPLn/nyG0Xuss63SUhYM9B+MQdKmn90ZPxkthut0cz1H9pGfDU7+F3L8G1V0JjqQIXgYBabjIB+ImElGrd/d+C3/0ctD2JJardx7eR3OMJmK7YNjQcP8dzfiekTsLoOGxYB9FsRZ9bulF1fqYm8zXV0HvAAT9CqctZDrisXgw9fQpw/b8AQAAllYp+dv+3oOsPTNxYTUbzcl+HBnVci+Yr8OOvDPs7Zu6xrkqwnXHURt955Jq3uq+79DfbUt3Ff/uiEk2YX6X2L8y8H1rXwFO/VfvPtKH/HBw6AgXTc8c/l3gN/MwhXJ+fSNSk+V1FVGYBS0rmlOjOFlOrd4au0X9sL7955Iccf+XJaTd2KxIBYRI1w9hmhJHJoMfpLygp494HHuPxV49Sk/UWR3lLXVDbDvezqnq6JKEmBNlpyfnOMSNDJXCwa8eWuMSue/sWFi1rYllTzKwwEFRJa2leOuN9Ix7YcWcCEoX/YfbgdwJ88ZsPMb9mOQhIDxpMRkwO7u7gE+9/+zSFo8LFy3nfJ++kaVEhpmVzpG+Y7YfP0VpdhCYEuelBr8uTmRrgwmiIzFR1I3YTYr+qnis1nhrQmQibHqVLOserYtsJersCWNGw55vkP4Y1Dc3UN61MCGYSPbQX1zVx6vzYNOnvuYTh0DgChubN61i2pGLBIq5f38p/PLMHXRPsOz1EUXYar+zvS0p7m0tUFmVyfjTkaFxITFN6XZaj+3bQtW0ztcvbaG9fS1oSCeu0oE79isTXTrJraoaRLwA2Hegja+I0XbtOI6vncapwHhOTIbp2bKUoOh/TKnRAge7IGAvOnzmNGQlhW1HM8CRjwwPoeqV3/N1heikhoAvCQpA3fwnBjBykFaWlrZ0zxwWWFEyOjfDR22NzKu4MjWEo4073XJjaFfrc3Q9SXbqeQ3s6+fLH3kM0olQRX//mW5J2lWdK/t1Ed+RCP0MjYWwtJW64XheqC2M7s0a5OcU0Ntfz4t4ztNeWJFSxdI9LovtbSkAj4ghe2LaNdK4Vt2CRrNNbXZoz43pnUrlL1nF3DU0LF9YTjgawbMlkxPQS/3DUomPHJsxIrvLLCk2w9aXfc+0bb+Ha62/k0L7dnNr8BL9+6Fs887Pv8fHP3xkH0C+vn8+ArqgqAV0VHXLSg4xORtB14VAkxTR6ny1xwLROOGqizD+V/PJkxPSYUMpg1/AA1IqVa/mpz/i0qXUtvQMTpKUYVE6Ze5spdMfQ0z/s7593Cho6ubm5CGykI3iA0DxfJz+VzL0mW9ra0Q0dGbXRdd0rUly58XIQ8M+7tsfNeWYkMaJNpBwHeOd37XXvp74AljQ2xxl7JzsHWtraOZoLB575PnY0wtn+MWR+H/29oIkMdE2LY2/07P7TacqH9+/GDE86iqFRjh09zLy61SrfBJVgv7oDllZCfS2xmR9QS7h0NsNV94mf8/CSV80RD4DpnSNf58fdTTv3JpfE9nd+MnNg8374p7vUe6+8Cv/011BTCYGgSqQnx9SQuz+OdMEiR7HuTBcEX4wBkNwc+O4DCogUpzPz3duJRIpt8wug6vVqFunp7Wp7eg7B5iPQ2wfHA7AU+OF9SgSgbWXsN1ZXwVA9jAxC1VKYGIT0fFh2GTz7S9jbA2M/gX/4jFKb+++Mzl2KXlYYdrbnHHquzxtSDyh6opsjBIKqs+NGIvnrROExdBzuu2uaagTiz6FAiqPk5wDw+iXq85/6P3MzcW1eDp/8KOzforx9Th+CJ45B5SJoMR3/pT+veA38zCFcnx+pGZjhEKeOHwFiydqfMtORKDq3beL4K08mvLG/sO8JEBrSDKMbQUxH0UpoMSf6nlMnOPrHp3jllZd4/Ue+CsDgeCTO22eu4XVqpLovN7SsUb5BpkrslrWsBiSL66fTnLo7t/O73z/PsqY2qks3IqUkPcWIo/G5MfVhdnp/J41NrYxMRr0B9wd/9WpssD1qe5mVZdmcOH4UaPXEDWrKchCoB39ORpD+oUlPSQ9UR8XQNC8h9rw9nA6VEMI3M2GjCd1L5MrmLSCYmqaEEnRtWsfvRP8ohdmpFGSlMjUSPbQXLF0+a4cnWRgOxcmt6rrzN26iEHUc7EGdH892nfH8ai4l0hyagZoFU3MLyjm+k6/83Xs9SfN//e5PWbs2MZ86aOgsLM6C4rknvrPRJY+eOM33P30zC9a/g5eefIjGt3+e8OgAPTte4cm7H+M9//oYhp6iujlON7CsfB6Hjp8CwI6GycvLJ+AbiA4aTqXcpctoghtv/zqDw8MsLc9hKLUCTZzFsmF4oD9uTuWNb3snJWUVlC9RQLh3YAJE/PE3o7Cv61WuvWo9ezvcc9sVCmGaQIIbM9FtF5dms2nnQZ7+xY+paL2elKwUDh08CMQ6E26HU50zap2mM69zsbGgKItDZ4aRSCzce4VPuOQS1jlbJOq4u4Awa34D+Qv3UHfFLeRkpXNhNIS0TfZ0bqWgrJKWtna2P7ML24yo4kUkTP+ZHj7+7jfyvePdmJFwnCLfVCD+++4eQHqAKiWgE47aXgcWmHZ/UzM/gsxUg4hpOde6JDPV8OThAY+W6ObG9U0r+dI9D3OgayuNLWsorqpXBY457lMXsJTVtWOkFnqAXhPCU7BTr2nk5eXxtnf+JTt7xlXHPBBEFzJu3/rB9kyxtLGFz979AAe6tlLfvIbVa9aQkZq46p+o2PHgd++JKdkBO7ZtoaahKQ78JGNdNDa38tjB7axqX8/A5Chp+WVY0Qinjx0ifWGz5+fkHqv/Dpry8sYGXty0BQRIy2RedTXZ6UGChkRMTMaoXLoG118Jb32TGlD3QI2ToLqS016X29fhcWls7n+aUJLUEHsP90/n8y0NySWx3QTZBBbUwx3fif9Ruw4oZTbX/NKMxihOpw+quRbbjHWDcrNjXZrcnJhnTzCgugzLqpPvwN4jUL44sWJbz6HY91qmz4tHwnvWwakBtfxbroLS9Wo9tg1du2HHJijWoSAf8guAsKLOdZ2DrpMwHlaruvPrSmZ7Lh0gP2XNjfFhRUdzTUBd+l5Qg1vXqn/jZ3FIRSecHIutq2o58TTGKV2fZNe80FBCEg7w0VwgLGPbI4SaFZq63Tv3xsQkIkn8ovyxpBqOdsLIGBRlQUmOMub9wVNQ0wzrNyb/7P/AeA38zCFcnx8TA2lFWbBo8SWvS93A5bTqoD9murH/VQS27O+hcl4Fh4ZVJfG/fvoQy1c0YxrFdGzbhESQVlBG863/wJAzROwf3L+Y8A+Z21I92L7ynZ/SuW0TixtaWVLf7Ehfq47HtVduIGBovgemSobnPagUopL97qm/eeXqdZTkplOSO32ZSEQibZvMkoWMnT2ObhiUV1bR3bmdc/1jHA2O01q/lEN9w460rObR2dQ8hAt0hNf5cR+IhhoK8mgSEdNSn3VknQGyc/K47UO3s/fMBLd++d+nJeqaJpImkomOrf/ZdbGha4L+Mz0MD4yhBTL5we/3U5CV6gFGV7gCoLurE1LK46iBlxqqEyg82XM/7dGMRtnT8WpS8HNJ3zdLwtfX1xejpGnOELluIKVNNBrlwvlzZBZXOkPeqhJeUV7BylVrCc0vQC9eQmFBgTcILjThzUgYDrhMCeiUl+QyZgUoKS/hmZ2nyUgxMM0oxUXF04xL61as5PSFMVX5d55Hai5CgRrDCFDfvAYk1LesUa9HFei54aZbaLjsevoOddG29rK4c2ymhG1RcTZPnDlNNDQBgBUNc+BwD6RXkZsRZDQU9ToPfhl92weYL/7Y4MwfS0dpNyZSUlM+nfI2W8ymoDlTwgwghUYkPEluaS4nzw5xof8Mp7c9R3puEU3vfgMLF1Wxp/8k0ooikJSVV6BpgnUrG/mZoSOlHTdQ7++4HezYS15lHWV5VR54kKj5MV0IbNuOAz8HeobISguomTA/W0kIUgK602lzhC6IzWW5ue+y5S2sWKm+f3Bs7m7qfsBStKSFt/7tP1L0oFAcAAAgAElEQVSSM9+hchJn8BowNIRlM79yAScn+rgwFub1b70VzVb7MxHYBtV1l1JiWVYcABdCsLiuiSUNzQm734mOZ7LzW9N1lq9c46j4qfvW8ESEhqaVM7IurnjXp3hhxz7CY0NIK8ri6hrOWo6fj3Oskp1LFxvtq1uJ2rBr/xHCuaWUls8nLaiTmWLC+His+2Lb8Ktn4Zk/wv33QUOtA2JcVS5H1EBYMUCkdmiMEufOBLkCCP6ZIYh1CQTQWKeAR9e+6ZLYAOXVClyAorq98mrsvRXtkJquaE5SxgOdPZ3wm02wKEMBJ1DApHk5LCiGR5+Kp68d6oGNVyXfgf0nY6ClqTF+O6WMBz/uNjhGwQR0BZQOHob9B6BlHM4dgM/cA5V5sHqxknt2wZ6uK+B57/di32Hbsyf+bvQeVmp6/i7NUL/6M8O517n0PT2gkqatHbC6krBpkwJOZ0+Pp7ZpU2isLoDRDahpAed+Pi1S0iA8gUd1dGeqbDue9paVBxMj8XNj2ZkxUGXbCrTOFJoO+fnQ36eob1mpyqTWjMKLL70Gfv5/DNfn59+e3ElJxQLmVy703rtYqeuegXFCEZMl5ckpTjPdkNtXtzKeWsr4QB+h0CS2FDz24wf4r4f/k3d8/tu0tLWzpedlx20cMrOVfKztcOEDzNBCTRD+WRSXm76ksZmquibGwlFvyNk1dnOBz/fvu0t1y5xkeDY6wVweQu4y37/vLrZtepGy5Rs4/NwJVl9+JbaEj3/wPSy/9R/50bM/4kMf+hBklqnhVqczHKO4KeqPy90PGjFvJV1XD5nM1AD9w5Oqs2ZJbD02qSSRVMxfSCQzSm19+bTtFCQv1CT6naOT0UsGP9nhPn7w8PcoWraOjIJyJlOgz7Ipz0/n0c1HMW3JqZMnAdjduZ15q65neHT80r7MFyrhVUmujVJ389MeV7df9id/hz8qCjKSUrIAAimpCE2oeTd3KNS2vIH+/IIibF0jqMdMDXVNUFRUSFVDFft7hhQ1yAO+qiIuwXvNpUqOhaOOgprwkvzS0pJpx9WybQdoONeQc5DXXXsTWekBVm58A0sam5HA0uUtfOau+zm2ZwcNK9fQ2KyMT69YP31marZrpax8HkgL2zIJjw6g56uHWmR8mKiRoZI/hyophOCHz+9nfkHmnwB+nJkfdzbQN9s3l+TXH3NV0EyWMGuGQSCYSlpaGkFdJxSOYEVCmJFJz2tmfuPrKcm7kWhtIcua11CzrMFbZ7L96t+uxRvfTt6ttxLQM71qrls8kTK+8yOEIBS1SAno0+aCNE14RV1/YT81oGNaNhrqPiWcP9X653aM4gBLOMS5vh6WVFUmNNAOGmp+SdcEZkRVw5/51S/QU9J5ccsOPvC+2xKC7WQAvCg7lahlE45acyE7JTy2fk+12oYVcTN8O46cY0N9+YysCystn/KqZciJC6RlF7CwajEDx86j64KM1ABB38zUfwd7o3ZpHRnFC9h2uF95yQlD3R8zMlT3w62wS1SyuK0DGpYS3+Hxz2j4fFfi/pwCiqbO/MRR4QQsX6b+S0+Q2PYMQdceoChG+3r2eQWE3v5mOLRDKawhwbIUCOncBc/+Hn67C65tgOwKWNPuKMwBF3qguT6evra61dexSRCWAtn0HlLbmV8ae0/aMfAjrZiJ59UbYPAEzHeoZF/9htrWe38MH7hegQ9Q4G1swuH8OnMwzcsV1e3Or6vfpYnZE/+47TUhMqk6NzlFal/7r0uXvuea0ra1ABd8jR3fMUtWBPfT2UAB0USxsAEObMMDPy4FUiOmIiiEUpE7sQfwzZ2Njjvg26nOzWZeq2lQUABLaqGvHwzHI8oIKJ+qP7N4DfzMMdauXcu8vVHystK9+8ylSF2b7sDdLDHTDfl8fx9PPHgvVVe+h2BGDggN07Lo7z9L43Wvp6UXQotKOQ+kpmcwHo5yvr+fn2z7NatWtc1pcNqNnLQgw5Oq4iilRAo8B3e32gtqFsTQYh0f16tFaBqarnO29zTdndtnBUBzEQj4wEc+Rdf2LejBNIIpKbS2b2DPkVO0f+wHTAycAT3Agd07qVlb5iQVsbkYT/lH4KO9aY50rnSGYZUikmnZmLb0OltSSsZDUQX2hE5AtxJ6sohZumuJfuel0t72dWzCDIewomHCY4OEgiah1GJMW7L75ACpAZ1TJ09iB8qUlKxlMR760zo/QjjPJEfcAClZvKyJL937MF3bNnPNVVf+t1NBM5PQZgB2dWznwL59yvBT07nqxrdwGigrzCN/9UY+/f63cdQsZHBM0RQN339+cQPdqQp7KliG7nT91LmTqgnGQurha1oqww+HQgwMRsjOyqCxcfpxdRNiTQgO7FaO99FIhEAwSOsVb4gTZ6ptbKG1bQ3uA2+mM2Km+0NZeTnvft+H2HZiBCs0RvfuPZQ0rOel3/2a5etvJCc7y/ntavahZ2CcwqzUSwY/8woz2LljG1s3v8yyptUsbWxBIi9qKN+NP0VB894HHuOljn1kVCxjnDSn2BtEWlGkqbo8LW3tHInq5JWUcsVVfzsnhcOp22VGIxw9uIf0xWsAlUu4gBIh4sCPyi18PktCoKHOLQ21/3sHxz2zYrcT4wIjTQgHMKn1ukISs4W/exK6cJr6qgqP4iZxZgV14YAtA8uS9J48zsmjB8kqq0IiCKRnY6RlJ6T/dXdu5/qbbkFAvAcTCgimpxiegMOlUB/d4/Dg09v5+UM/cIoJqpAnUV0gfWq1nNismSYERiBIxaJqQs6cVVBX13ciAY4/NTRnjkjXNJ7b1UPx+AHK1y2lPCtLUbke/zU88RuVbAcCajbFRbyaL2n109y8gXdNqXeZZjztTWqxpFsIMCO+z7jLOSajU88al5plW6A9qrbx7W+On30RWiyBtq1Yh0QjNnv0k0chJTMGfqSEZTXT6WszhftZ2wd0QuNK0lk6wMtdt+mAmqJCGO8DTcLWHWqZoKYAl4YCH+61nZXldH6CsY6L+zvv/Lr6zq/cPTfqm9ttGxuGyVEFfqY+u1363rZtUBRS/975BwzXDiE8ASkZal21qxJ/z8IGOL7bUWibIdy5Hkk8LVI655TmB9HO8XT3cVMdBINzV33TdBgcgcFRKM6D0DCsXAFvfx+sWTPzZ/8Hxmvg5yIiakFBVirVzs3zUh/U7rnoygNfbJztOUkkNIkVVVU6PRDE0DXyCks4dGaYrNxcGmuu4Ledp7Bsydee6KK341mO/OGnPPStr3lO2jm5eXzjX/5hRvBWmpfuKRpZUiKkojtJKTm4W7l5L2tqY8GVG9A1EWe+KDSNqtoGThzez5OP/HhG9aBkkQxg3vvAYzzTfZZPvPtGgiXVnJuAsycvkJKdTzAtg/rGJrSgQdSyvVkeQxdO50f3qE/uHFBAF5i2Sgqk1B2jWUVTdOchpISfvnyYcyMhFhdleJXzqaExtwrtZMT0JFEvsfFDS1s7v/njNuxohOj4MBXLqjg2IpyugzrXCssq6T8zBthI20IzkstnzzVsKRFSYMsYrW5JfTOVS5bPmFxcbKd0LtGxbRNoBktv/BtSsws4e7YfiovJDGrI7CJVQV7YTiAtx+voGLpQ8z1GTNxACKgqySY9xWA8ZFKUnUqv4wpv6BqZKQHOjUwiEJw500t4chzLjLB1906aS64AKuK2S0pHEc+2SQ3oPnlvRcXb2/kqtY3NHD4zTHZ6wHt+SanOhtlAdLLQNIEuYGTwPNHJcRA6tmUSDU8yMTpMXk62B/JSAwaGpjEyGUkKfhIpLPqP39G9XXzhb271KK5f+MZD1NQ3XdRQvhtTKX11LXObwdh9coDG5lb0osUc7B0mNDSBEIKUYICq6iVU50oK5tfS2NzKqY6TXrI6U/h/t3+7BLB0WT1nLM2T2HcpZBLiqMVCE55CIm4nR0CKc+9wX9edoov3byEQmnByFxEzSZ3jKTG1i5VXuZS+oUkChuZ0LWO0tw11ZTzTdYpjR/ZjRSPY0QiaHkAIDc0wEtL/PnrbzWSU1TB+5hDX33RLwm1IpmA5130O8PILz3Lsxf/i5w99j7f+/fe89dpJzlVXOVEZwzrUZtuh+hn6jHTzPyXcjl54UnXVn/v141TJ1ZSvXqGS3+V1cP1G2LYT2teo18yokwy4YgW+Sj2+Yy0E1KxUyfC4U513aXBWWCXhKelw9oSaPZE2jFyAzFyQBsjo9A32K6vpMjHty1UN0w0FrGxLJcgntzk+QJrqHP3lh+GfblWfkQ69L5mPT6LwAyc3MT+wTQ3RS6k6PmZErdeKxuaQhFCgZ1UzPP1LBRADBiycr8BHxytQHIT0FLU/jUB8B2po2K3kTleoAxg5D5n58d0Zt9vm6+THdeDid2Dc53SXjhaeiO3fZJGaDotXzLyM/3s8aqQPAAkcOp3/fQ3CY+pj9bUXB1L3H4bfv6jkrmtKoDBbUTeXLJvDNv7Pi9fAz0VE1DTj6C+XMizpVv8AjvSNUFWSHecZMZcon1eJkBa2qbor617/DihvIisnj9/sOIkmoDxPJbgS0O0Igcw8EBqRSMRz0lYPZluZ0s0A3vIyUxgPRxkYDSM15VWxb1eH5+tjBIJU3P8oy1eumrZPKsorOLq/m2Tmdf5IlBgnA5iNza3sDx2lsbmK/T2D5BUWkzcKE+Ew1fUtqtCjxcQNlCiA7nV6XNpbQBee2aEtFV9foKqv7u2sfzjEc7t6WFicRcBQ6lbRaITGygJyEijlHdrbyaGurazfsHHGBP/k+TEyUgwlL3uJnZ/G5lb+8kMfY/eJcxQUFjF/XgX9R88peV3hOJenBcnKhKaVq5lIz8CUruv8pUKuGLVp364Oundsobqhlfrm1hlnsS+lUzqXaGptZ8ezXQRSM8hdUM+h7b9lXm41L//uefIWNfLIt79K7XXvY+3Vb0KIQoJOEqQ74FcTgrK8dM6PhjB0jYr8DGyHvtTfcdKjCGWkGhzrVxTFvt4ebCsTaZlICd07NtHSOv23CCEIRSwyUgwaV65R10ZEXRsNLasRiDgfHP8zVUMklYWfKTQhOHZoL1ZEIKWNZihlQqwouTnKIDlG5TMwdMHwRDRhQuk/Zn6FxakqlH6xhj2dW6ipb7qobqZ77efk5nHtX3wIzY7y+huu56xeOvuHgUc3H6WhMt+TulYdEwVK8rKyaWt9Pb2DKukIGhrVpdkzUk0TnasumMiuaWfpsjrO7TvD8NAgI8MDpGTmK7W3KTM/uhBY0vbyWTWP7BpXS6+Ir2l4QFyglnGfFUKgpLKJ+RWZls2RsyPU+ujTSulyxFON9AOW3oFxD+RHTMtn/Ikz66ixuGYpe890EA2NoaekoRkBbnzbu6Zdo+7xLqhuYejk3oT39KzUAKZpM+zzgfIf59kkzNPzirjmmmuRMg8tECQ1u4DBKfOricLtsrqqhgrkSY/eZ+hz25aLjfQUg6LsVMZHBiGQh2WZCCTnh0diG7a8HhqWxZtPuicFTE+yvfkd58+FDbBnU+x9TcDkuBqed2Wr0VSHyAVSuq6oYlN3VyJltamhOR0nFzBIZyanpxX6NDCiapmoCWfPqm7SQC+82AWtjrR5ssTaLxyQCPz4X5M2/OIbqnMTjcRknIUGdlQBy098GA4dgM9eDpNH1fcVBODEXgWchKY+X7Zo7vtgdDBmKuodF23636cCFLerpgHvdAQPdAiZFilmRCmvuV2/mcJvSjtTaAKsqQDIBdJa/Hmmaaqrpjug6GJAatd+OHYOynKclrad2PvpzyReAz8XERHTpvfUcbp/95Ok7tKzheJwu61qkg7GzxTlFRV8+BOfY8vxMSxNY+PrbuTZrtOYtk1OeoC+oUnCUcubXchJDzJaUI4eTEHTNA/wCDQ0TUMKMQ28TX0wCCcRkw6/dXfHlrgB945tm1i+clXcPsnJzePuL3/B64L4JVGnxtRkw9+dSgYwo6atfGWcDo0mYPRcL+HRUe749N/y4Tu+jaFnOl0e1eEJOh0gpWsgvDmlgK6p4XZdJRkBZzldU4pmJ8+PsaAo05vzsGxJekpgGoDo7tzO//mYMiZ89P77+Pp//pxVbYk9LjQhGA+ZaJogJXBxANgfixZXE0ktJDs9SEV+BvtOqyRB0wT5man0Do6TlppCY+0qOo6eJxJSs1pTPMin/Y6ZzmtbSg53d/IvPoW3z//7gyxcuiLpOi+1Uzpb1K1oZkkPhIb7GRcQSM9RUsbhCYeaaRGNhBga6EcTi70kyNA1zvf1sm/LXi5rqeOyhmbAAcvOrhk838/RnQdJKV1CaW6Z5xuTkpqKHLWwbQtNS3xeS/BEM4pz01i6fCX33P8oz//hBdauu4z8BXUeCFeQ2y3YKSqaZwh/kaEJQe3SOva9tAukjW4ECBoab3rbrURTcrEs6XV+0oLKQDIUMb2Bcv+x9x8z6fhITS1keAWPiBJrWLYi8fmeLKZSZYuWtiFsk9ffcP1Fe1LZUlESNQdQmpEwPSd6OaWPEMxXnbkNdeWzFpyS+dg0NrdyZnCCjBSDseFB9nRtV7LhaWepygVJajztzUexjx3fGKtJ8zpCENC0ONGD+D/VZ3UhMKVr3hp//Vp2zGB1YCxMQFeGthCjzwWdzk+KoVOYncoCpztXkpNGRkkNjSNw5twgG972QerqGwloMSPRxuZWzo1MUlGvjrceTE1a9EsJ6JTmpZOTESTFoT/OVvxw97kwAhQ3bHDm7XTS8kpoescXyXLGHmybpODH9nV+XFEbW8ZU7ern58dtSyQcQdM1PvWlr3DT29/tredigVF6ikF6SiblhXkcGQbdCBDQdXJz/F1w34HEORkysmF0iPhugi95dZfzrwNinR9pgZGmTjJddxJhRxXNozg5nQkpobPbkYRumb3qLzQ1tO+CH9tRGszOgo/8FTz+n0pwQNowOQnv/Rv+L3vvHWbXVd77f9Zup0wvmqLRqI/aaEaaGXU3uWCwIfQQwCGQcAlPEtolQGIukPwgAZJfMMaG0ALYBoJxHK5phhjcLdlWG0mj3mc0kqb3OWXX+8fae599pkgj43Avz8P7PNKcss/ea6+19lpv/X7ZtBTO9sG998nf2M7MMMrnj0HpPCiujBg6EWU6qAMKDCLPk0bjxLC8TyFy9+e6sHQR1JRBQzM8eyL3WxH0lR/5qVqUa8NUdDnIwXO3+OhrU/UzISIPdARcInpYEFXT1RzgwdYl8kDHln06bVx/ExG5v+H9+kZkCHcdfC9kNEjRrp6gdNMG+I//gNpSGfWLptD9DsrvjZ+rkIlUmvu/ew8X9z+Vt3g3tWxgaCLD4HhmRnjjqRISrL3Eyb+mvhyztoRzmS7G0yYTGblQOP6mXxjXGZrI+kq+oKS4iJRVx1v+5M+ZVxyTqW4+iWRgZEQX+Zk2qeWN62VdnCfTSVe3bJYF7j4HRXQDDPO1v34Pji0fDiEEr37jW+fE3WGaXhidihpCUzciy3E40j3MY/u7WVxVRDaTIjV4kaLaZZhmlq4zxyletlGue6rwozzS2PE8QuQ33Wf91hQFgYviI33pqhJy/UCgzMoFzxU5pKyp9xEYhZZl8czTT89u/PgpMWqQ832VEmzQ8xu3oSWqSMY0ltUUs+O4FhK8FsZ10lmbooQhswT8nOmO9n2sbFqH502vp5lrhObI/ikIb+0v8sqbb5i1vS8HrOxM4nkQTxRQX7OGY+cH0Iw4rm2CI9MvFVVFuA5V86rCWh5VEaR7TnPfP38M27L5/l1nQgUoGoX48U9+jZmeZN7KjZTecjO2K1Dw2LPzGeat3obnOKxsbJqxfyYzFooC2YxDcVxncCzD8sYWiutXkTQ0JjKW79X3i+CFCKOAWUt65y9n+8ymoM0vT5KoaeTEMIyMDFNYXIatGCxaVMvZvnHADee97he7O75COZMTIhgz1c9ZdxxnGgpl4PBYsqaNyazFI9/7GrfcNLfar2iqrBSB65PIlre9bq7TgOGJLPvPDhDT5fgOD/RzofM0E/3dPPf9X/DOj34eVtfOKdJ+ublaW5YkazkM9fdID7+i4lgmXWdOoi9oykutCgyUALwgBDzwIxMxXfV1FoGmRoIAkWMU/EiRrxxHDSnIIXJGo4b9YxLaPzR+/DQ/XVUwFZeasiTVpYnQWGpeXMG5vnEqysuJFxQxnq7lwkSGHf/5Nc7v+kW4DpTUr6Jm4VI/7biHD7/jDy47xlGurys5P4I+dxUdzYhx++vfwu4eSC+vow9IFEhDzfM8nClKaZBCHkR+gjopTVFwFZl+d+3q2rAObd+unaGx7dgu//LpO1m2YnVYz/RSI9SvubaJL/28g5tf/UY2bllKeRK5QI32Q7yQPCADBCxcDUdf8N9GoImDQa6sg+KK3AXCn/rHaEbufEE6mOtI5TawvIP5+PxO+Iu/kZGOwCB577tmv5l4UkaVAuPnbCf8chfU2nB9M3Svh7QBN3i5CJDn1wJZkcjNTCllriMjVDBL5Ceo8/HrgIQCyWIYG4qkvfn31d8N40O5frBtiWw23Cs7LDAAlBnqRoPIRxCtiXLeVPsRHzMN2TQUlecbLNGxCFZqz8tFlIJtfVMriJFciUMeh9PLIMHDrwhkuCmI+PhfhpGfoB8UaQialzFcLpyEuob8z1qa4R8+Ccf2QNLK1X79jsrvjZ+rkNTEOFY2xwPx6CMPhcqHUS1x7Gczfo5fGGF5bcmMz87VSnlhjMHxDJrv2RtLS4XWdl0MTSrsk1kr3PyGJ7KgqLz6TW9jfnkBy1asnqY0dbTvCT18M21SyxvXS/41ITfahjUtfPyL99Nz6gArmjbQ3JpfuNfRvoeei90h2WMA/xv9fippXphTL/LT8UZHhnnnez8wrR8sW/JrjKRMbNcjmUjiORaqIb2vyxtWMiwUhgf66ekfQlSWozdUo6sKtuOFSlJMV2lbOo8XTvQCSq4WSFXQsdnXvh9i1XlITq4n8qI+rudh2a4PZZwzChtb8g0fx/WYyFiUJA3pxYUwEiXz1ec2K6IbdFF1Pe/91JdRShYCYE6OceDcYdwCCW3reB6aKhjoucRQ3yViJfP42Pvew51f+A6LljWEhJOBXElJEUijbdW6HMKbpuusXDdL8aYvV4qUvtQ0FNeTdVmqIjAMg7Yt19E7mmLLW+6gawzWffBvKFi+jcLyal549gmOnLnIoqXL6R05wVDnsVDp/pdP3wkQ1sEFaaEVy9uwsmmOdeyDBW2yLsLz/Jo7D8uanlNvOy4TGYvCuCENDU3F9TzOD06QMFRcV46JgLDwPKoUJ3Q1rCeZSS6noC2aV8R42qS8vIyi4hIcz2M8ZYaRYKHkIl9BbZvtRzOnjv3UYneYXvMTjG2gOH7yr+7Atkx+/MC/zklxnAphr6gawgdJcRb2A4vyjp+pBonSbfSPpTnVM8aiYjh/qY/Ri6exjWJc2ySbnuDi+bME/GxXkivNVU0VVFfXcObsWYQQeK7NkmUNdGcF6xfnlNWgbitYK4QSMYCAuKFKdUWIPIMmAEYI0uQEoJKLBCFyqbJnesYoiOtUFMXyHGtR+yAZ0ygvjHFpOEXGyjmkohLwhSUNWfM2NJHC8wSu66AX17Fv106um78C23FZ37KBE9kzwFBeZOhyEl3j6zfeNs35EfT57t27iC+WwDwnXjhD66pX8r93ncNxPbr6x8NIPxA6HJ8/0cvmhqpwDQ0cCrKGM0daDbm9SSgi5O30XDdc536TCHXQpVtuuIWygmGENSKVdzMtIxeBIlpYGklrikYThF+8ruT+RdOfoqlWws0hmBF57diyBkgogENYU7SrXRoiAQT1leCda5aAlc2d9zvfhbQJLYug/qCESm5bB143DE3C2gUQ0yWgQwBF7bgzp5Sd64JTO6FtyyzGT7Cm+oAHiiL7r68LkkXkpXd1HZE1TgtX53473AtHn4clzZCdlMeuaJv9XqM1UEHfvPZ6+d34sEwVC42fKZGfQJObGJFGbhhR2gPVPslpx7MSVCn6UM6pnmcOUr9ajlPXsfzoYZhSGYkWBoZRkBY5k3gRQ26qPtK4CgocOLXv5Wn7/0X5vfEzR3n++ecZG+rH8x9OAfz8Rw/i2Da6YfCxL3yHhsbZ0TICVvU840e5vGc3KlMVw6CGRVM90llbevVdD0UoCOGE0NNFCZ2LQ5N5xJdTEY0u5+2Nej1dvwLB8+Tr5Y0tzC8vYN+unRQmjBkjR6qm8ro/vCMPEehyIAaBxz0anZotQmD7YATBeBQUJNly7Xa6Riw+d8+/UVrXwNPtJ9n5+M/QEkWcSI+zvAz0wvk4rsOSqiL6xzKoQhCP66ytL6d/LE3/eEbW9mRSnDl6ANe2qGiYx6muHgqKJEGoZZl5kbuRySz9oxmaWjbw9/d+l8P7XmT9pq0saMjfXMbTJr2jaQpiGooCpw63c+bwXhpbNzNUFKd99/NzUiSiG/R433l6zh6mftEiOtr38MJTvyQ7PkJd6ysY7ANNkTVNl7rP4VjgmBlcFE4cO8yCJdPJ564UoakuTeAMuSxvbOHOu+7nyP4Xadu8jdYNV053uhyi39V6W/ee6WfdogqpvDteWOdRVFrKhAUXOk8hypfzzvd+gBdP9rF33z4evf+bjHYfZ3eymDe96U0oqoLj8x55rsuTj/087FeBrA1zHQvXynKofRdNda2ohoGqaThWFkXVKCktn7F9URLJoBheogkKmXbo13EoQgnnUuDAU/wo5GxZsVdS0ILIju14aIIw7VMRspBeGj45wBXLdvj5Iw9TM0Oa6dQxuxxa5L5dO7Es03dcXBniPjhf9Nk/fH6YfS8+x48f+j7rRD0ba5h1bQFZg3TL3/+Ys6dPAbDj8UdJzqtnrL+Xgkpdgnx4LvWLlly2HTO1a7a2K0JQXVND68atDAwNU1ZWxuKlS+k6fCHPARaqRyL3XuQS3yiI6f75cueVTtqoQQwg5JwI9BgCA0euyRnLBmJ+Vs70SVMY1ymM61+BGtUAACAASURBVFwaTjGZnaEAHnxgD4GmavI6ehLNMFBUlQWtt9C6aVtIqg0wODjE+z+eG4vXvPGt05DfpvZnMM7aktnpDLI2PHPkIh3te3C9ckz/+XRcj+88eYJ1iytwHNmG9rMD3NK8INzfgkynINIVklb7/R2dP0IRqKqK53nohhGuc79JhDrYESzHRXgudvCJqpOneJZVy0gGyPd6LKJQuxGlc5YFIFRwg/SjCOqbJNvykc3s3ORqa5KGiO3MDd0LZHtUDRxPQkm/oQ26BqVxMN+FH/8SXrtefvfGLVBSDRfT0OZzvM2UVtd+EL55PwyMwz33TwdLgHyEN9fJRSscS95XEI3SDRmdmhzNGU7jY/DLxyGJH+FQcpGj2WSm+p/Q0BT5r4MhCR9G/zsn8ly1NEPTKnjyQf8YSFsORnj8yxj5iSflfUbDv15w7ilRprzXl9E+g/S+9Lj8G3AYBUZnyEn13wMg8tuQ3xs/c5Snn34Kx1JD48cNEMD8Tf74/t2sWCsXk4tDk9SWJfM8a6HDwF8MLw5NzjnyM5NiuGT1OnRNwXZcTM8NoVRVv5h2fHyCiYkJRvQsrqfnbVpT5Ure3qaWDaRNG8/1cP2F1HM9Th5u55/++l3TFNbo+XCgev6CGXO7ZwIxCI6bKTo1VTzPCzdG4SsM5WWVDNtjrG1eQ89ImuGBHmzLwhMpHNvi6IHdrL7hDZiOy4r5pSyvzSES1ZQlqSlL8vThi+iqwuTYMK5tIVQVz3UZmLBAl+RmO08Nc33Tokhbct7dVU2trGxuxVBV0qad1+Yg9eV07xjnTxzknz/yp9iWKb3dYnox+WzRkKkb9IpVjShCpgqNdp8kVlyB69j0XOhCFC1koOcilYk47vA4ZmqU6lWb0AvLefjf70cfv5CntFzZ660QNzQylsmyxvUsXbOeiqIYRYnZ4aivJC/F2/rrgxdY5Rd8O37kRwjB+OgInaeO0vXiz6nfdDsd7aAVL+LcSRnlsbMp7GyKE8cO85FPfc5PsXTRDYMbb301B/a8EPbr5mtvZE/7ASYHL8pIkJ2lsLiYG1/5WroHRkkUllBUMh09z4NIHY/wi+G9EA7Z9Ul3gZAOQomkvSlCKsqzAR6saNoQkqUGClp0rqxY2+KjeTkIkat3U0NIXqkYGqqC5zq4HvzsRz9k4sLRWdNMo9LRvodHH3nIdwDl5mzrpm0YuoFlz+y4mG0+R5/9I1+4Fw9Frh+KmjcXZqtBAjh98hgUrMLKpHBtCzwXx8zguQ5//lfv5+YtcyvsnUsEUgjB2voyUlkbo6CYxvoyihPGjGt6wAEEfhQnon8kDDU0boLzhnNBBBGgfL0mqBoNUHcDPSVI+co5bKfPnU0NVSHww1SJ6SrJmKwBM20XRVG4/hW3U+kN0rBNgrcc6R4OI5LDw0PhWLimwyM//O4VET2Dcf753i4ATNuhs38iRIjsaN/DnR98N/Vb38hP7voAd3z2YWrLZLGP43qUFRgMT2ZDCG3bN4ICZM6g7xS/71RF4EXIfKPzRxEqr/3DO6iZvyBvrGdb/1zXo3to8rIohsFeUlkUR3gRI0bVcoO4MAJ6ADm446jXPjCSYlPWliCFLVRCI17+PAU3opgGE6RptSQ9Pd0zN3QvyBkasSQU+cSemgptzXDkqZy1pygwNAGJIrj9FZK0FGa+xiOP+gaakNGWMR/BbjbAgyDtTVFz/aJq8n0sKY8x0zkeos7z8OxxePNGGByBAn3WIEcoU+t/Wpqh95z/ZdRQ8RW5vP4mAjkeNQZE/uto1AhePuMnvMQUcAOYXmMW9F+0pmzGc/nfjfTNbPxYDmTSoA2/vPfwW5TfGz9zlBtu2M6Dex6WPDK+KIoi+RB0nTUtm1GEwHJc0pYzLWIoHQayKN9DMJm1p4dBZ5HZ0tB0VfFZ1b0QwUxRBKmJCc4cPwyKyvEd7ay+6W0hN8JMMpOnayavp+f/5/rexqP7X5xRYb2S52wunrXZvK5Hzg8znrHY3FAVbtJATpEUktNH8b2Y1dU1HBbg2lkUz2PDho00Lq/yax9mrrtS/PSPsrIyzp/1UFQN1zbRkvlEY1ONWyF8AAsRLJFemCY3ljJJGFpOoVEER/blamY8H440WkwOzBoNmbpBFy9YyfBElpLSMi4deJwl1/8RnmsTT8Tp7ukmPdzLgZO7abv9HVi2Q/lt72L/qcN073uO3kPP8rMfPchXHvhR3vkvZ3yEXucp0/elpq6t27CN+eu3c/HAU3NWmlU/giIQYZG7IgQ9589iZzPYZgbHJ7Zc/8olzKusCJ0XACtWNfL6P3rHNEM7+h7gxXe9mdRgN8VVi0jEY+iqQmnFPESimKzlShCQKeJ5XphZEIy3h5/iCJiuR9yQvC3Cj/RIOGOpIMu9Usy6PNSvbOZjX/gOA2c6wnZG58qXvvMwulot6x4ikO6KEH59m8BVJdS3Y2ZAjSMURTpyjnRQM3/BrGOVKxbPhoZHFBTg3vuvTBQ6W3Svo30P+3a/gPA9u6oRo3XTJvpG0wCUlJbJ1DEUVE0e4/he4sXLV9F7CXBlpM5zXRwzjefYnDjSwfgVDLq5tjFs566dsGgbxIsoSRohP1RUBNLACcBFwlQ2EejCOWMXIhEi3xDOzYV83Rgv2EtyzhsPv8wDzze7Z548UUCGqFQUxVlVV8bxiyPYjovruux4+glO73yW1LxmOlaU45UvCfeRguJySSwbryBZuYDBU/vmHO2zfSAL03bpG02T6TnJM+0nmOzcj227CEVjzZs+Rt/IBMttJ3TulRQYDI5ncVzXT3/LGcAhdURgb6gBqId01sD0vef2WSJVM61/+/ft4sknn+LWW26+jFEMS6uLpDF3oVvOB8/zIxWB8jkb/5XIt2gXrJCACFFZ0gypUQlr7UYmRbxAGgAwvSZGUXPnbFwJt7zqsmOTJ0HEJZmEV94EI+dgySLo2QXl5RCgnaoCunsl8eWp0znjZzaRnlr52rbg8UegrEACIEAE8MDNRX4CxDZF9Y0yXUZ+MpPyhAEPEZFzX+yDVYvmFqGYinw21WiAyF//v/QERNf/qfqEyH2uyYcz9+HLGTWJLhCKADfa3ugcyRByHV3+hITrR/RYRYFLvZLk1HLg8FkoXiphyX/H5PfGzxxly5YtrF17lKM/vRdFUdANgw/+7Wc4e+ESN9+4neIFqxBCYFoOcV3Fw+PCYArbdVk0ryinZE/x7M0l7W0mYyHIzzZth/GJCaxsltSkQ1lBBRNjI9hWFiEUrEwK21duZov8zBW1znU9XCXHsbBq3aYZjZgrne+loOQFMpY2OXHmPMeeeJB01Ta6uroQnsP40ACekvTzvKWHW1MUampruPU1b2Do/HHUgjLad+9EEVz2mgEKXGVFOc0tGxkcHYNYEhHZtKqK4xj+AtvRvocdzz7DksY2DK2VmKZiOR6mbRP3c58vjaQoSRoUxHRfAYXG1hxohOKf23WcEEDiStGQ6AZ9fmCCC13nuPuzn8R1XISqUl5RQTbdi53N4limT4ZqsnTxEk51XUQvKEHxlUx7jkpLIOWFMQrjWuhVNHSVR374Xf7l03fiui6GYcwpghDIquYW3vzu/0nm9GaqVs9NaVYUafQ8f7wHVZXRFDObofP0CfRkCXgurpWhddM2qkqTVCgTDHcekScVgsLikmn9ONP7e+97mJ17DzJ/eTOXrKR0RroeuirHebaNJKy/UKShRlgzJlNgZWG8GyrEcV0LnXaBQjwbX5RAsGJtK69+xY2AROSKzpX23TtZsPWN4XOgawqaooQRn5V1pZzqGUNXBYlEnHETFM1AVVX2nOzh4kPfn1H5d71cXVDQNiHEtOd/pvG+0nw+2j3Mvl07ZQRD0xFCUFldR1PLBk73jHL21Mlwfiuqwoc/8Y+hoXoGqFu4BLX3HK9709toP3KC1EC3bwQ5PDolQjUX4JXZIpDR+bjq9vfQuv01CHxC5ak8MgJimprnsA/2AERQtyNy+lBgFEUc+4FBFRgAeDnwlWh6/mTGklGhwDHtzTwvZzN+5DXkdVzPw7GtsOYHocm+eMXiEBhjfHyMD378Mxw73cm+QydQVPWyaWKprM25/nHWLChjYGCAz//dV0GLUbpiCw9+9i9ZdMPbOfvkg8SKKyR3nRFHiRWSytphXZzmo3LKFLdcKneAwKkoHklDI206kttNUVg0r5B5xTJqcTV7j+W46KrCmd4xuk4c5O/f98dYpslPv/fVWeeQELlaLOG5KGpkYMMBnqX/SyplmpHrwuK1Mp1pqhgxMKpkZKSnMzdRVB3IyNea7qe9Rb37MyiycxXVNzgqymC0E+IGzKuH+cshXgz9x/ARU6TRcfI0XM/0mpH2g9I4WbMSzh2QqXLXNEjj5vHHYEMjrJVEtji2rOPJpmQKXBSxLTR+NNlHmUl5m64Dy0rgqJC1RwD1C3KG5+UkaFteREzknNNR74TryPqeeKFMtwthOQPPBLljI+8l0Mp/U+RH1aBuueSCkg9/7hrBZWqWyFqz0f7LX9/z5D21H4Qnn4B1a+RYB785fxFsVxo/pgP7DsA7Zj7V/8vye+NnjuJ6Hg0rVvHV7z0SLpxr1rXR2T/OwspCLgxJcjPLcWUqiQcp0w7D82E6gn++oCDT82TRZtq0WVAxczh9pgXbdT1qShO0H++j8/QJtHghA12DFOpNFJeUgmPjArg2iUScSUvyQ7iex66TfWxZUT3tGpfbCOK6SnVpgsHxLK4nvYvLG1tmZP4O3s8EUjD1elGghcul2ATn7BmBZ598jCM/+Qrb3v+vdDyxk/ktr+SxZ3/J2utfw4KKwhDlLijorq6pZW0lvP9df4hlmtx3BQVo0/KqENK4tKwMJV7ARMbyN2GpxVQXGyiKyFOENF3nf939AC1tG8lYlqzvUKQCq0bSUWTkWWFVcxv/6+4HOH1oN40tWzAdh469L9DctiVs21xzzxUhOHf6eAQ1S+DZFnX1izjd24HnWAgcysvKKIjrJBJJYoVlofGjXWVuu6KI0JsajNG/fPpOHB/Bx8xm8xD7rlTD43keldW13HzLB3jsQHce+MNUhTQAGnHmbSNj2uw61cfK+aUMjmfIpCdlLY5tgudSU10TXnfjxo08EDOuWEs2VZpaNlCxaDUDYxkGzw6E9QW6pqDaAtdxpv0mRFmFMNqCANVXWIMoMCLH8aOrio8KFhg/MsI6MJ5hPGWypDriBRb52/lUB0nbpm00rK7ll+3nJZ+RK+tFCuJ6qAx29k9Irp+CJONmiltf+2YmOxs4PKxNU/5P94yyrKaEPaf6WduWu5aqXrnWY7Y2Tu3/84MTtG7axqPP7kNoBrVrr6G4THqCXQ9OHj8azm/PE4yODIfryGce3otpS3j/hYvqGDMhJmypjKYHOWk7c0qpnEtUOm8+mhnGR0dyOq2XH13XVTWM8ICM/ATcUgTzQyEXGfIVJkVAy9J57D7ZF6Y+5sAMCP+6fuTTxWVoIksipuX2mVl0m6nGT3R9rVnWKNNvXQ9N08OaHy0Wp3XTNlKOy8ULF/jkX7+Zde/4B371g8/w/33l32nc9iqGj2+47DpuOS5jKZOO9j3sev4ZDv3oB+iJIuo3TmKakljVcRxuuu11qIuaKCytRDGSDE9KsA5DU+WzFxo/OeADDxlFevLQRWrLkvSMpHzQmukcapfb6yQptsB2XM71jbOyrhTb8dgf4bK6XHRLRnED48fD9nwPeh7/yixSUikjCcM9Mxs+0y5GTsEOXkdT3sL3yJqdoIFXK5om4aUDq9p1ZPsqaqHqAgwokLakwaGpsHix/N2xF2H1Fvl6Kpra374LDh6DpjIJojA4AZmxSM2PLTl6jj4Py9bnohWaLpHsVFX+iyVhpD/Xrv6jML8GbqoDMQGLFkojSohZDJwZ2hbAcod9FTFihJDRk6BGS9Fyz3w4HpEBihg6advN1fwIQa4i8GWSRBE5NEHFR96LpMIJkUsdjKa9ZVOyH6Ny+AT89Wd8yG4N7qvz+0SBhQvgwPkAcx7Wr3157+O3JFc0foQQ3wZeA/R5nrfW/6wc+CGwGDgHvMXzvGEhV/gvAbcDKeBdnuft83/zTuAT/mn/wfO8+1/eW/nvFVlQnb9wBmR6w5NZLNvF0OXiHBRZAmGhMyKK5hWk6EglaDxtkbUvj5c+dcFWFMG6xRU8sXM3jmUi1CyOlWWwv5eaxQ2s37CJ4cEBbr9hExeyScyJLJYjeXHGM9ZVpycJIWGTB8YyDJ47zPM7n6N10za2X3/tFYEMZpOO9j38w11foXvPY5dNg4me8xXv+hs8BA23/imubaMlSnCsDFY2RdeZE9SWJjGMorx0H9NzfYXFnJMCpKmSC0NXFUzhhFG2AEQCCD1CUUXItuD4gV20bNiIKhQqimKYtsuJi6MhpHCgDAukEtK4vo2NmzZjuy4Z02HF2pawLuxqvJSKIli6fGUOMc9zKSoqYv6CBaxJw/hQH82vvJ4JvZyEoaLqBoUl5azffC2bVtTOSXm9nOzbtRM3yski5kagC3KMd+/eRWzxJmiqw/WNi4CQMKqQqqoa1pls+ct7OHZUnqMoIYu5CwoKwHXwbBNVVVm0KFeX9ZtEHBVFpiDpmoJwXBzPI6GpIe9KVHpGUmQth+Kk4XeF8GHVIxuj5yu5oUcx5xAJYHqFbzgPjmVC5dm0HQwtX6G+3L1pfuTHUaUD5rrVNXmRhMBBoCmC625+FQyu5MQPHp3mxT/dO86ymhIsx2VVY/NL6scr9b9luzS1beCO//E+zp47x1BiMZohwQM8z2NJw+o8w2Rt2zYmMxYFcR1NkeTDuqrQe6GLHU/+kszYMBfbH+NNb37LnJ0Ic5kj0fk4ceEExSVvDscjqvqYtoPtusQ0lfLCOAsqCjjUNcTG5VU8ceiCHPZwvAmVFE2TRLtxXUaMHFcQpEEGVWDjaSt0nglBCIetkOOOm03Njc7DqevrZ7/xMErJArl+6ho3v/qNbF9TQ6pO9sWOYz1cvNBNbdttgASdOXroAOu3/wGv3X75eSBRGWXkEE+mEws/nUlRFBRNw4jF2f6K13DOKsX15N4YpLMVJXSGJ7LY/voQRHuC+ZG1HDq6hti4bB5DEx5xXaFpUflVUUqc6RmjMKFTXhgLnxMhYPX6zXkExS0bt86IzplPWO3iBekdUW//5VLdp0QLLit5Ro4yxQCKKN5EFN2XZPz4kR/XyUU+QAINZFPy+8VLoWwUdBsWSj4tmY7my659YJrSi2Fakhfo1hvh0n7JhxMYcK4DT/y7NH6SRbnan2jkR41EfvS4RDoTQirjegyEKzlpjr6Y4ym61AsfvXO6gRO2bQrSW2D8eK5MM4wlctexrRzxaWhoEHi6IuOTbwh5AVqUInzy2ZcBJvr55+Gpp2D7dti0kTBsjBuZd1PaFIaXkW0YuDAF1tqDA0dm7hMjDtfeCuM9MD4BrVthzXTQpN8FmUvk5z7gy8ADkc/+Fnjc87zPCyH+1n//N8BtQIP/bzPwVWCzbyz9HRJn1AP2CiF+4nne70y1lOPKAtCodLTv4emnn6aheSMrm1rDNBVFVQI6UCle4KWTG6KEWM7V0MDMtSdXEkUIKiqr6Oq+hGubOGaaskqZ519ZUUFlRQVL55fSe6KXpKGRMR1cF3p7evjHj149j4EQcOJwO//sgxz85Lv5ULZXW7S+b9dO4mXzL3v81HPiuai6wbyVmxjvOUNx7VJcKysRzKws/T0XqFnaCEDc0KguTVBeGKPSujoEnxwDup82pCq4nofuK+Sjo8Pc//V78khYNU1nbevmMK2ttixJ92AKRfELbyNjLdcegaFN4f9AySO+vVJELjBi123YxvWb17HAV9ySy7eR0YpRhGBeZTl1NfNYWlfK0e5hdFUhlTFxbIum5jbeeNN7L9sXU681k1LYumkbRsyQHlxF4W3vei//8b1vXTHKEihfQk+ydPtbaZ4HnlflGz+5PggU0t6L3fz4oe/jug6OZXL82BEoXIPhpxQUFxXyyte8gQuXLrHuNbfgFF5dhHM2KUka6KrCsQsjsu7NN4SVGTiaxlImHlBCAGBAmH7meh5u4MkPlhN/uAPAhuA3CoLxtOU7U+RBZ3vHqfcLroMlo3twgurSZN5zGNyr5pP1BkSPUWWtIKaRMLSwHsh2PNatb+PaPrhueWneOFt2rrbCcb0Zr/WbSkBoOr9+ESXz5vPEoYuYvlPI9WDB4qV5hslAGh74/oNc27oaTdVCkuKu08ewMmk8zyE90s8P7vs6H/nU5+aUgjkXp9BUA2n/WHHoWI32b1f/BMVJAyEEMU2hMK6HEXcFqQft2b2L//jxL2jbcg1r17eFOklduVSu5Ni7oV7lej6oR8ai+0QHpzp2U7+qVQJcaHK96hqYkPUFsyRVr63PoRNOXV+PHNxL4/X1oYFUXlnF7bd+gPuePA5IOoXq+QtY8cp3M95zhlg8wcrGdbOmVEfF88BxJB3ACxd3IFQNIRQ0I8ZHPvU5TmXLeN9bb2PhirWcbu/ykRHlnNNU6Xw71zOM48KZUyepr1gfXrevt5fTe56EwjWMDvUz0D+GKC3O41yaiwg/6hN14gsBDWtbuOtbP+Tpp5/m5u03UlS3kkvDKeaXF0z5fc64FJ6HECph5AcuH/m5upbmLhiNUESjP+H7KQ28Gmk/CO3HoNKQkYXAyMCPIti2VOSrakHzYHQgFwmJEmCWlsiHWPF/n0hA/Xxp/KgqvPm1MHBc/qb3nLxWNIoa1PyoU9LeFEUaVY4D/f3yc8eWBoqm+VErDbovTlfml9fLOqmpSG8bAxQ8P8oTIPX1n5eF/9F0vrA/PfKMzBnGSVMDHicfyKJ+5dWNxVR5/nm4+WZ5/4YBv3oMShXZn3YAtiGmjHkwN/x5OHhhhjYD6xtlnwSRnwAZUAgZJSophdJSqKr7nSU6vaLx43neM0KIxVM+fh2w3X99P/AU0vh5HfCAJ3fqF4QQpUKIWv/YX3meNwQghPgV8CrgB7/xHfyWxHa8MEUI5Cb5oT97C5Yp2e0/dc8DrGpuA5FLZwNAwETGQhGCgfEMqiJk/r8iFajwsJfgkBECKisraWxax/DIKPMbVxIvKsP1PJ81XuaZ6ppCQVyjdzTNl3+2j96T+zBNM/TKR/mKLq/ECI6275rVwJkpZeRKCvOzp3+JoqokSypoasspyFGiyeg517dtpnoSLo5mWdHSwvkxh5FLnXi2iefYVNfWEdPlgx3X1ZDDpvwqvf6KEGxYNo8nD12UaUOaguvlgBVefO4pDj9ybwgN3tffz/KmjaxqapXGjKKgCAVVIUTYsl2XlGnnpa2oPnyt8AdUZXb28qkyW6Qt8NCeH5ggIPXUFEHXmZOcPH2RwpjKZKYQ17H50YM/pqHsysrrlaJ6M3nMr7/ltiv2d6B86TqgKOzbtZPKDa+btQ9WrGkK5wOuzeKGNfRcIizm11SF+TV1lM2rZlltyTTP7EuVhCENBUNTcFwXx3Vl2psipHc3InI8RR6nnBB+6luI4JqLAjq+oyRMl/H3LEVRyFiSIDXtc7MoigiN48Bhkso6pE2bY8cOThsjVa3xeYbg1LEj/PJAbjxkSo80GJKGRsayyVg2JWUVvOFVH6Czf9xH0VNCwyTgWJkKOT1b6lv0+b80AXd94i8Z77sw4xyynPz6DVURmLYr10n/s3WRdNm7P/cphJ7gh/d8kts+9TCmLYlhG1as4oW9B/GCYnjXnZUrbGpb5xq5jhrRB545EUZrozU/geNVEdPNECEE7Xt38WdvfT1m1uTBb93DXf/2w2l8aRuWzeP5471hGpuCNES7jh3g79//jpBj6xNfeoDmFvlbTVGI6UrI5zNVaspyKS5T1+ymdW14vgIvEOFzGAAUuK5HbW0tXWOXUKrq+ccvfZvapavoHJiY1pdTn/2o4dxwYgz7bAsV82ppvPX1vP6VG3hk1zlWrl3AZNbCcb3QMeR6MiV0ZKCPgf5eEqXVfPtr9zKceT9uvISO9j08+V8/Y+jsIZr/aA3/9eMfUrqwkc6jg2yZPzfDPGjvvGXN6KrCr4/uY/6K9TTUbkcCj3isXb+B8oVrqK8s5HTPGK5nTzuPIgRjI8P80999jHfftJHSqiooT+QropczgArLpMJ9JUkWyWhEZiK3yASKbQh0EDGAACaG5W/mKtF0sLduhtaWHGpdIJ7PL2TEIOWjCHZ2yVQ1J9I/I6OyHdevhGdOyMhPNIJUWQoD5KO9RSMjQd2OpueQ3lRNFt6n02DacGAHbGiQyn825afH6TI6tHYLGA/lQ1mnx2H/ITjbB3d+WLaxcRnURKI6tilBFYSI1A7NgGblOODZ0z+PvM2v+Zm9VnTO8tRTOcPPNOHpZ+B1N8LiJjizX6ak5RnH5IzIYEExM7loZBDZUjQJ0/3NL8EzT8m0tqmofZrmI/Zpv7NEpy+15qfa87xLAJ7nXRJCVPmf1wHnI8d1+5/N9vk0EUL8OfDnAAsWLCCTyWCaJqZpAlBQUIBt22Sz2fC967qk0xLpJOkjcqX8BzGRSKAoCpOTMgQbi8XQNC18bxgGhmEwMTERvo/FYkxMTEj8f10nFosxMDSMYqex0hMousGeHU/6aVSS3f7Yvh2sWbUKyxIYBUlsO4NmT+Ih6B2ySergmFnicR1NJHEtE2Gb2OgIFxTXwZyUkI+qEcfzPFxL3qPqk5w5/ntFlyF5x8wgXIuSkmI8z2Xg4jkKKm1KSstQhQaujbDSqHioAvp6LjIwbtPX2yvJBBUFVcmlEem6zvs+8nHGx0Zp3XItaxqbJDqWUFCNGLZp0ri2iZ/qur+G6DQ1NWNOjqLGEqxes4a7vnof+/fuom3LdThWlg/9jzuwLBPdMLj7m99nTePa8J7WNK5ly3UW2+oN5jddR1ndUszJUQ4daOfDf+FDaAdtGh9jcnKCJx59hPnrbqCwsIqy8iIuTg5TXV2FqYpMwgAAIABJREFUWLiIhatXU1lRTsZyaH/hGQ6072FdywYam9ZxuONA+H7ligbM1DiqEcO1LTxHLlqakZBFvj7STHE8gYKD4jmosoIKBU9C6Np2aAAO9V3iD+94NxlHAcfCy6ZRLRfLjCNcG81OobiQtRXGbZWEcAAPTzdA6LimRM0StkBoOsJKYU66CFVD0XQcMwuei1BUFN0IkazkHMwZorufe5I1Tc0S5tfOouAgPAdNuJw+ephHH/gilQ0bsdJjLNv+dmkwItiz82lWrmiYce4dPXyI9j0vcKn7fDjf5bWeYOWKBhTNkAz3ZpqVKxpYvWYNQtUwJ0dZuaKBVavXoGo6ZmoMPG/aPdmF8yV6l6qhaTGa163nvOOQSY2j2XKhPnrkEB/8s7fJeaQbvPmP/5QTRw4xv66Oyqoq1N5+NBzwHBQPVFxUXJxsioUVCRwrO+15OrR/L3tf3MH6tk00b9gSPk9A3j0BHDncwf69u2he14qqLUDBxXI8+ro76ewdIlFcgWOb4T1pThZX0fCyKWzPRQgFy8xybN9O9u16gabWTdQsX4dnpnGR0VjViIPr4timj1Sk49k2up1CsTQUT8POplGtSeyUg3AVhL9m6PYkjqWw9/mn88Zo7/PPcN0fvB3b9dh/vJu7Pv9hxi6dQ9cN7v6379HUugknk0LFJqYJhscz3P3TgzRUF9L+4rM8daSXrSuqaF2/DtM0cWyTi11nOfLUjxi+cGpGmOMvfuO7NK6VKSPHjhzhA3/21nDcXvEnf42n6OF83fv8M6xe04hry7XdtCxOXxykZ2A05EayHZe+gQEmJtIIRefA7p08caCTzJkX5ZoVU7EsCys9zthkCZoiWLJwAVu2XcOOpx+X4DS6QVNTM1Zm8iU/T7OtEWosAa6LnZnE9mRqkJ1N49omupNCOAIPm4nRYQZUM9yf7PQ4O578VV4q7t6dT9HYtBZXxBgYGAj3I9exsM00nuXiKSrCczmy57kQKdK24Oje52hpWoOLQHgKqu2g2TZWWqDoMVzLzFvLg3tauXIF93zrQfa++BzrWjawaNkSTg5kpWNGeFhmlkf3nsOyHSZGh+nu6mSg9xKieCGabiCK5/H0nkMMXDpPcmgea9e1cOTwIT70njuwTBNV1dhy3XYqKqvYcssfYBYsYP+u5zh9/BhnT52gu+s8K29+K65t4VgmmYlRLEdg2Q4JDXAdhJ8y2nv+LEJIpw2awdEhqIoPsnv/s7geCE0WuVuZlB8Zzobr1NGjR9j34g7WtWxg7boWVCMhId5tM7LfmCiqTMFyHRtNN6j+2n2UL1yJg8bA8BiqlcWcdFBdE1DCPVvRdISqceDFnex6bjcd//kAb2heyNNHTjE+sIxta1cSEy6piiW4Y+NoWpp4PE4qlcL19+JkMknGcrETFShDQySTSbLZLJZlybTzwkKy2WyoCxXOX4E50Ifp2eBkKfB577KmB65Dgerg2i5pV0A6RVKJgSNITcp1MKGrKEIw6dMxxHwnWfC+8PndxEwL4bp4loM7OIhSrOMKjWwmi/tiO8mTp/EKVKyeQWL9A4jSJN73H2I0UUfCNvFsB2vvAbSuCxLQxSdBzdTW4GayJIXAjRdijw1jCIHjOGiA6zqk01kKAKt3AGWgH9MtxEhquAhSlkvMFWjdl1CFh7AdPNsB08KrqMIeGURRVExXQfNgbE0z2lfvJt6+H7GpjfEVK9F2PEvJRz/rG0Q6o1+7G7GkhpidIZUycS3QHJd4TCflgOtoKKZL0hVkLFnPpeCS1FSyE5NYKAhdp9B2yJoWpicodjxc0wLHZXAySyw7REFlDXbGJOs/4y9Vh82uX0+J7gM7GAajLS3YGQtjcpKYAxNpC08o6IpCLJshNTGJm0mjWS5xTZCywHU1FDySlk2m5wK2B0rFfJKeILt6JVZtJQLkPdkupu8EKVM0XMck4wisjEUik8HOWr91vTx4fjRNC5+nucrLDXgwkynrXebz6R963jeAbwBs2LDBi8fjxOPxaccV+WSTgRQU5Iefk1NgiROJxGXfT71GLBbLe19UXIKi6+g+Pv+Ga27k/m9+JSx0b9p4PVqyCE1RKCwwyFoOro8CqQCKruJ4Gmo8RiymYaPgaTGUmAZOFoSGMRXW0shvk2rEp3nUjNgYk4O9HNz7AqPdJyiuWULb1huoLClAUXSShUXEjBS2Z9F54QLEq8II1qq161i5pilMIzItj7v/6dOySP2bX5nm+VQ1g2tvvGVWKFs0g9Zt22ndth3wEaisXJHogfa9rN90Td49FVdU8ZY/+BjHLozgKQpGQTEdHQdDJcQ0XU6fPsXKNU18455/oWr1VlKJaupXF6AoMgR9ofMMnUcPMurGqK4ox/Hgf370T/JIW+/+7Cdn9OiqmpHXHkXL56rRdYPBoREGBgfBqEBTZZqQgLAuYuO1N6HGixD+pqHqSTTNIZ5IErcESiaAQ7ZJxDUUoeB6Lqqm+siBMVzPI5u2pOfYKMAoyM3vqW0M3odz0Pfabrz2RlTNQNUMjPgkhuGiqBpqepBf/ce/kRq8xETxOfSCYqlAeB6aEWPDthswAhz/yNx77oU9fOK9d4TefVXTwHHCe47+RtVnbmN4uin9qmqGRMnbc0Cid2kaq9a10rLles7vPocwkhgF8hncv3d3OI9My+TB+78pOacabqG7uhhDU4nF4mhaGsPQ0A0dVygYifx+DJ6njvY9fPA9d+TNj5lSolRdtvFD7/nj8Ni/+MLDxIor6B8aZOcj3yNZtYhkWQ1HOvSch3tCxgG0hFyDBHBg/34+9pc5g/7OL95PzbXXoCogbFkDaOgKtpNAVxWcrA2qjhcTENNRbBstlsAzLNREHDI2AgejoEheTzVo23oD93393jDVsG3r9SyrrwHgl08+h5X1DSPb4kD7PtZvuha10CARH2E8m8YTAseDkbFx/ufH38HC697Ko9/8BV/48rdwKOVIx0F+8dP/Tc+RF5joPSOh/j3Xhzz3sCyLg/vbadl8HQDte3dhWRbxsloyIz2gKBjxJIqqUlrXQNvW6xk1BXEjSUFMx3Z7GEw57O0cZUtDFaoiyFouz54eZyJjUUYfd3/o7SzefgdnnvgRZUuaUfUYuq6zoLKI80NpihMGycIi2jZtZf3yOk62LZ8+ri/heYrK1DVCUVU51+I6QvShxRIQSyBSCopuoGkKBcXFVFbm1vdYQTHX3HgL3/r6V/BMM7yeZiRQNJXKyspI+ybRNAPXkuTVipWledP1PHT/17FMEyEEJeVVGAXFMj3RtcCI42KjJ4oue88AzRu20LxBFqZ7nkdriUv7OZmRrukGL54aoKY0wa/3neb4oEvnrp3UNOkUVMzn1Pk+OrqGudj+Ao/c/Z/ce9/DHGjfG4IDuK7Js088BsATz+7g2re8H6N3P566GE+oOK7L4MCgbzzoKPFCFEvyTmm6gap5GJqCcDzqFy3h0ske7GwKza+5OH7sKDctrkE934kWS+I6loRJdl1wbTZeeyvHT5zkg+9+28wRvVgist+4IWksnodtWXR0HOS6Za24rsekDbFYIVoyiTchqRKmrpuHDx+SbQAGUiam47D/4CFua2sERSU+b17e8VP1jiu9n6qXxGN+6pcRg4wNikKR4shoha6CoVEgBDg+N47rkCzIP0dCV2d+v3UjfOM+sGyE56FWVoCbQi0oJnnqOPzj9+ENLVBeiKqmZNqbJQnXS4+8CCtroOMw8fd+UEaPNBVWLoN3fZBEzIeIVlTUgmJUcxIUzYcqV1BchwJVpgvqv/g1VBWReOYgvOEVqFWFlCTiEItBfR10DoItnUzE4oiiMoz+8xAvREvEIaNRWRCDrW3yHxADOHRYGj6uC5ZF6S8ek3DbTSuJ37IMMipYJmgKcfkwyHuwFeKGDxzgw3DHVU/2tyJAU4n1npFEtgLoPweaRoGmUKojj4vpFEWecXgJOuxtt8ETT4Q1P6Vbt8o6p6Ii0DViGDky2FiMeFFcRnr65foVP3EC9uyXKW51C4mrbjABICPkPeo+eoqmEtMi80Q3UD0HPRkHHYjHwYj/1vXyKz0vl5OXavz0CiFq/ahPLdDnf94N1EeOWwBc9D/fPuXzp17itf+viOQRyQ1+U8sGvvith9jx7DM0NG9k9bpWND+FSVUUxtOZMHUjIDaUkU5ZlKoIgQsMjWfJ2k7+xJpFZkrLiBnzGRnoxc6mMVPj2JbJyFA/2qJaP91FCWtXEFJZUVQ5+VeuaeK217+FRx95SBbJiysXqRfG9TnXTcyGnHS2d4yipEFlUXxaLUHwO1VTcU0Hz/P4+Y8e5MSRjvC8ngepiXGZMmRnsU0JeGBl0/Rc6CJuj+V5cJ987OdXTaAZyMhgHy8++zgoKrXN2xkdHiRu6Fx3481ct7w4VKxGU2aI6BeUgShCEFPVcKwlyIVEIMrafn2Hn1yuKwEEOszsK5gulyvOVnxIYyHg0uGd9B/bhee5jPecpXxpsyReVGO88nUyVenExRFW+IShgew+3o1lWihGHD1ZxK233jqNEPA3kX27doKi+SXcAtM3HoPUKsf1aD87kDePhBAIPYaTnsSxTDq7OtHKl8tIQQDrrCjEEiqJ2MzLW7TOwTS9y6LSTa2JSJ/eSUHb6xgbHSU9NoTQ4yTKavLmlOT1yWU3KAKefvbp3HlsOHZgF9ddd40/BzyEgOJkjOGJjARXECC8HAhCmFYloqCqIrye58GadW3c9a0f0rH3xWljVL9wCZqmzAhHbGgqmg/oIUSOvFLRdBwX9u3eibrqVRLUwvUQqioR7lS47uZX8fwzj+P4RnH0vMG41bW9gq5nHqS5dTNbN2/m/KGd6Etl+46cHw4h4C3blSnBvih+DVRhTKN7YILxgTN+uwxsy2JNcyvzlzWivv2D1FRXc/50HxWF8TDNc/PmDWzbPHsa3tQ5/FIBMYSfWiKEIDU5EaJXli1cnQdVHRVFwPrWTTzy00f54Y9/wYYt18q0tRke/WBJCDJY4obKqnWt/MVH/44vf+6TuK7Lt+/+B9Y0rmVZY0uYajfXuvmp92JoKoamMj4+wcmjZ1HiNZi2y4ULJzj6Xz8jUVYjSWY9j74LnRiFdSCUEAUtGHcz6+ZBtbuOy9nTpyhfug11tJ/SBSuoa7mZskpZB+V6HoPjWf792ZNUFsdR/T4NIOHrFyykcwyGhwaJFfl1S0Khd9ziuptexUjPWcZ0nbe/68853D3Mgo0tNLVs4P6v34OZNfE8F9P0pq3/0fUlpBxwJeVAy8at4RhoPlmqZbtyPGbo4NaNW9hxRhp7Z4YnUVWV7RvW5ae6RYvUt269+kHKG7CpYAZBPYfIfS89ddNToK4kUeLPehXKS2HQhLQDp0/Kep8A8lgibUgDLKZDcgScynwwAUdAQUKe9/AOcG2ZNpUsgt6hXEpWkK5nZeW5s5b8a9vQ2Q01tT7amwZ1tTDSCXEbVjSBPSZBD6wsFJTKtLfZ7rmlUabA2Y58YB75mXyta/CdWlhSnQ9W4cPU5/KZ1QjSm5DAD1EwCyc/LVJVRG4c5ipXmitbt+Z/PrUGrH6Vn7oXi3yvwP4O+MAnc2mA354HNUW5NWNaTdMUUTV5Ht+g/l2Ul2r8/AR4J/B5/++PI5+/TwjxIBLwYNQ3kP4L+KwQwgdx51bgzpfe7N++OK6bV/MD0Li+jdrla8mYTghn6/pQ96MpE0OTqG+aEsH+D1N/JZRt1nIoSOi4ft5kKmuTnIPSFijx73jP++k8f5Hjh/fjmGkEHvMq51FVkgiLpTVVQRWCmrqFnOsbR9E0dMMIc/SDDb+ktExGSK4SCng2mU2ZSJk+ZHRRrsj53JnTnD15lEzrappaNvCaN76VR374XWkUOQ6VVdKDLRQJ4VhQWIAQgmQsBp6DZ0uP3/wFC1ldAQ9GjK4bb301B/a8MCvYweUUor5L533OJLkpdneeprh+DfOqa7n99vwaAlXxc+RFDtRA1/2ieFdC0gohmdRNxw3JDqWzKEDtkefKWk4ItRqVAO0r2sczKWmXzndy4twFvEV1IRhBNpvF9VzwPNIToxLsxZOemc7+iWnGT2XNAnRDJ14xn8J5C2YlBHyp0rppG8+deQxNj6EbMYrLKvjW48coK4zhOC6u5zGaMrl5yhx9ZMcRTv76ATzXprpuEX2mgqHJOa6pgpV1pcR0ZdZi56nGVNTgn1r/NhOE9AUUCotLcDJjDJ3tp3J5azinugYmsB2XQkPPKa2K4Lrrb8idR9NZ17bFV1H8dQFoWljOs0ckibJQBIqLrwDm6oGUwPrxjwFCYsv+sTQFtSt553s3T7vnuvqF/P3//68cb58+zyuK4vSPpXH8OVpUIskrVSOGEU/QsnEb7aMebZu28XjHhXAdNArLyGTSfPgT/zhj5Cx4/h/ruMhH/+zNmMWLKCuMcdM1G/hFexcQIIDJNcDyUfQgWB8FyZiKqsoC/zULl8poqWbgeR5HDx1k402v5dSYBDtQ/ZqvssIYhQnp4Ik+2zA7aXC0zVc7xwM748SRDo4fOcS+B/4J3dD51D3fpW3jZl9/yE90kEaGwqbNW9HmLSemq1SXJukfSxOb4olH5LjhPEXCZzuuy/jYiB95c7FtiwN7XqBhbWtuj0E6EU5dGp22jlxJsqkJOk8fZ/TCSarXXsuEKKVp6Qqyw5dIVswH1yGmCebNX8zAgIWiG3kE2ffe9zCPPvIQP33430P4e6EoCFXDc10qFq5iZW0R/cnlFJVKtcDzPCzHwXaDOeCvjYpAoISw7KqA/ngBnuugagYjZQ1Ux4pYt/Eadp3sY8nShYyrQ1SVSC9wSWmZD/8v679KSsvy7rVxfRuf+9oPOHFwN7UN6/E8j+7j7dSvbmVtywY6+yakbusTqF4YmvT3c2/a3rF2fRvX90FDfIRlK1bTtriarYurckXyU4vUH398dgPoSorv88/Dg9+HjS2wsc03HALl3D8mLDCdA7zyhZNQXguJCOVGQPy5+xfyHjQNLg1D3I9+Bvw+TY0w3AmZFLzudhg8KZX/Ta2wbiGcG5Bw2BVlEmTAseU/VZWKuW0Skr8KBYQOu14ExTeAbFcaV5OZ/JofoUAiCcUxmDcPLk3klCxVhWQhMH/m+127Eu76FJy6KI25nz2eA0TYvReWvprQ1ZQsgtRYpC99I80NHrbgfWAMBQAX/ndCYIjgt1d2dIfjO9e5EsjSdTkgCJhOkht4UfYeiES9bNjdDq+9Xn4fzNUA2nymJC1VJwSgsLNzu5//x2QuUNc/QEZtKoUQ3UjUts8DDwkh3g10AX/oH/4oEub6FBLq+k8BPM8bEkJ8BtjtH/fpAPzgd0Vsx0P1plu4Ue+rKgSeyDFuG5pK1nJQhQg9gFIBFuHziZAKjuuf5/zABAvnFZIwpg9Ny8at0yIpAWT2wkWLWVIRZ8G6G6iorKKxvpyRySyFcR1DkwZQYXEpBWkoWbGGv3rgR+EmH93wRdVqhk68wIZNW14WRXcmZcLzyFN4Otr38O2vfhHbsnjonk9y730PRyJS0hB74zv/iq3X38RzB09R19hEsqwcRUBRYZLWjVtpmR+ndGkL1bV1NK2pnWZ0BWSIV8s6f+PaejoO7Mdx5QZ+7tRxmmqXIbzpPAyqIok2VSEIfD4JXUUgCG0bgURlivjug00+AEZQkP0z1WOcsRw6ZzCIpkpH+x7u/+pdxMvreOGxXj75kQ/woY9/xo9wODi2hWNmUDSd3p5L4TgEf13XI6arFJdXhgSfdQ3NL6vhA3JuXNMD25aWsGLdZk5lihgaz4ZRQPnXDY9tatkgodpL93JjYy3uwm0Ul1cx3D8eQklrqjKr8yB63ZkM/iiMdrSIf+pc6j3YTSJZwIfu/DQnjhwkW9kQ9o1pOaiKEsJRB8/3hi1b+PL9D/PCjudoatvM4lXrfQXfXxf+D3vvHWfHVd/9v8+UW7b3qq7dVVntapska23Lso2JMSWmmQCh5MnzxPDQk/Az5QlJTBIggOGxsSGQYEPomI4xGDAytrWytNJKWvXet/d679yZ+f1x5szM3aaCE54Ef/1a72r33rkzc86c8/18v5/v5xsOjuCJIgnhK0eFfRglna/56oGa33h1PoEHTQhq1tVz3cbZY7ihqpgT3SM4rpTzz8jK5oFHHuXnB3r5s1fdztr6JtqfOkZVbQObbuzn52dkFnbRhjvY9eTX2Ne+Y15xgLrGFnb3SAcxrwayV1XR2dHOwc5uFtELBcv9jK+ae+o6dU2QETEZm5I0opLySl72qj/hpC2jmC5w6MA+nOLVDPSlJCXV0LyGsfosUYbq1bVpQi9XmgE+3jXCkqKs2aDEM7WeH9i7G9cRgXLanudo2bgpXQDHs+aVxR5DIClBrICVZTksKc6aUy9KzRERErto2tDK17wmyaZp0rBhs69GqXmLjRNuLncVNjY8gG3LukbHTmHZNiUVy7jn3k/SfvQ85C4mFo8TzYljDA9S37yJv37rK2ftKXfceRc//fkTDF84Tuex0+iGiWMl0KNxNm66hcf2nGNocIh/+dcvI8rrsby1LTcjykQi5QmFaAghlTZNQ0NkZrKh9SbOjzosWVFNWVEeZ/vGqCzMlLLtugyCbKyWpcgjw0MITfPrXEeG00Vmp5IpCpas4S2bN3OmV9LZttx4PX2jU35dusz8eOu7t04f3d/Bx/7qLWl7x7qGZopLSnjz3/8z1nA3RdYg8iDIA80sUt+2bW6H9otfhHe+U74uGp3t+CrHOJEIpJvXrSJIESqQEyqyFxqIyxSnW4l08KNM9bPRDKgoh+Euz9l3YdlS+ZXok1mfsmIYPCHBTWM9/MWb4UQXtGyCsaOy/8/B7bBqo3TUVfZAUTEdF06ehYgOGRGZjUnZ8iHacQCaN8DKmOw15LqBIx7Obml6IHaQP1/PJCHv2S23wW9+BU/8Fk+2VWZ91IMrRABYwoISYYCjhTZ49Tv13ZtA07ZDVDc8BZTLiBq1tcHf/Z0cX8dZeK6ELaJoYWLu516d54YGmfFRmZ+WRu8FIaUuNW/nAszL18HhHXLsvNrY/2p2JWpvr5/nT7fO8VoXeMc8x/ky8OWrOrv/h0z29Jk9YYM5L/uACFfy9wVw7MAe9u5qo2FDK7UNTV5GAN/t1YT6CpybhdSpSlfU8v5PPkz/6c60pqJP/uwH2CmLoZN7eN36m/z+KHket7dxRRFPHbyEZduYhkH54mXUNdbM+Rn5pZW8qPVuMqPmnH9/PsxxXWxP2clKOV6PGFcWhnvUibfc/e40p7NbL+PO17WwYtMAx7pGGJ5IyOipqZOXW8hNW97Mia4Rv7fKTNA1X0T3cvLcDc0trNhxmGOHD8pzt1NE+g8jKtOzR64rN0VLbXKeQxT1QKzwqFAqI6SpIJ0Iurz7ATuBnyWa8SFBX5gFTF5TArvvPAMnO3w5YtdxSU2NkxgbkFlCTaOkdJEcBw/8XBqcYDpps6oyT/Zd2dBC3uLV9I1egQJRyFREtK6llaIlq1hSnD3na/r6eri+YRPTmeXYk2PkZ0XpHZny+niAbadHV2vXN6OE4GIGDE0kfFpnxNT9uX85C88HBYzDMtrhIv4HHnk0TSlsdWUep3vGqKpZTfWq1fyy4ywgo+y6J5EeNRTVNNgH1zdtYOXaBmzbZSqZCvZKETz3AfiRgZRw75/xaQuBVJ5KeZmOwfHptL10vuVjVWUumQuAQsPLWgohfEWuw1MnWVFTJvutjI3zye89R7ZmYngUCt2IeEBi/qaPnR3t7HjmKTq/dx9Lr3sZL779dh75p/dR89J38NNPv5O/vv9RX2zDSjk+AFOZn+y4yeiU5WUxHF5y51184ae70HQdXTc4evggZZFSnt23n+qNL8bUAyAZfradpM2h/R3y3mraZTPbKdshZTvEIoasx7PsBcCPfF7rGprZ96sO2RTUMMnOzePb//Ygzde1sujmm9LeE87ehuPxpj7b0Ri9cJRt27axdG0Tq+tlSwUHwbrGFv72gX/n2L5dtN5wIzV1jV6DUy+o4vku19JGoaiwkEtdXXi67iB0LNth1ZparKxyTnSNkhE1GJ2y0DWNVWvXU9e4lH1nBli/rNA/Tl1jC916GbfVL+KptnaeO9FPLKeI4aTw15zOfbvJX76eob17fKGt7LjJmUt9TIwOUVaUT15BEaahSbl4xyY7Nx99YhgzGvWo5RoXLnYzMTbJ2VNJzEghOXG5FzRtbCUSmd3cWGULpTLj7HskELihqLdak2WLAo1D+56bc+/QvTUo2ttLpOskRG1oqJPO8tatMoqvovlbt86++W1t8I53SJoXSAd4puOrQJRXr8LOPVC3JgR8wtGSEDVLzYVUcjYlzMtmkbJgYhhyQ/VJmi57k+kGlFbCeC+8522wNAqZkVC2wZDgBQE9PVIxbnElNGyE/BL4zUEJoCBQitMN+dmqkWrKhuEJqCqF6aTMLCnwc6QLjg/ALQVQvhIunZS1OAJ5HNeTFVdNUBea+2qvdhz52j+6SYLNl78YVi0nLQsiQu/RjADwqPs2U1kvjYoov1zX8bJb3n1WYz0zuxcGto7j1XTNM1cWsrmuXQG59XXw4Me9mp81su6n93z661TmRx3m4nF5zzVNzg1Nf/76Ff0e7PkWPPhva7LmJ31jcl2pkGKlHB/UgJQaPX6wg4//5VtJWUm+/8iDfPwL36SyZp2/eGqCkESuekBCc24Os2yH6nVNvPTFN/u/27NzO2M9Z4lkFzA1Pkxnx04amzcSLr0qyo55PRPk4q2kan/bcYQbG1ZT3xQ4LWFgcrZvjKVzOK2/q83M/NQ2t/L4s/uwvQhmTYPcnMIO6vk9AU0GvPoZDaJeVis/M0Lj8qKgCekV2pV0dK+qWcPxQ/tw7BQCl6qaNbhzbJa6riFSdsC5x6M8+qcUAjreWIgQR0UTWigfNNtpUQ6hvIfzR/mbNrbyoyeewnVSCDvsy+jkAAAgAElEQVThX5Nu6KSmxhg6tZfCO99GdmEZxSWSb69qryzbSRsbUNLDCy9wM+lFH7zn/QydP0ZWYRlvu/dfWHJLumO8d3c77/0fr6H6jv/NM999iIY//XvZ2DGikbBSPPajR9mwfh29/fCJe16DnpHPww/dx7s/9FGe3ddF175tLGpxqWu5nnhWNkJAxNDIjkfmOr3L1nqoQMLPfvgdv1ZBFfErpyZ8DCEypcPkyrnoupJeFI8afjd6KXMRCnKo+h1vyDWVCSYU/AiNveNlkdXvuoYmiUcNkimHyYRNTobJwFiC7LjJ4f272berjZV1LVSXb511/Tmh+6KuUyClw0eGh7CXtJKRLaPu4UyM7bgc3NfB+fNnmRrqYbxkCa4X8VSqkwsBiT07tyN0qfDmuC4H9u3FSloI3cSyLM6cPM7KlSsB/OaVSk7e0CX4OdM7Bt66VdfYwtoLsLHkHi6OuRw+dQHXTmGnUljTExha4LDNVXsiNI2W1i38z3f+9YJZn96RKcamLFZV5vmNqlO2I2nKsTkCQwLWrKtnTbfN2rf9JXosmy9/9h9IWRZf/5LJV7/zY6peftucn6X5k2K2tbW18cqXv4RkMolhmtz3b9+mqrbRLz+oXd9MU8tGblxbzu6TfSiapQTerjq1BdeLuay4uIiaNetIlOaTyi5h2pay46qG1XVdMqMGFwakOpOaMz0jk0Bh2rHU2rKiejUXU91MWynGhiYDKW6hM957lsySJZw5fQoyVjAy2Mfxw52kktOc2NfHllvvwFiSj6ELLFtmtFSmXRMCbIv29l1Eswv5l0e/yZ13fxhYDsxPvz7VPUpuRkT2YgqNo7xf+IEANUZBgFL+be2Mxqf+OqtpZHW0k9v2S4Rtw5e+BP96n5SK3rxZZnEWorNt2zZD5lmf7fj6ICoBpinpZWEH3Hct1P6iJI69P/SchbzSdFqU+tvUGIzPAD+G6dHUPLCSmQmveivsfRImx0LZF6C7BxJJGJ6UUtn3vR/yJW0d2wo+x3Xx5ahV5sZxZPYi5cjMz4QLq2pguEe+JtxzRkUQDVNmjnQzuAe6GYCUec37W8d+ePdHgizIK24P5K1dJ7inKkyhazN+591flQkL08b8JrQCocCjOqf5aG1hYKtp8KIXySzQ1dSHidD1zfyDdD5h/VpYVyPBrsoQS7UPeY4Dl+R9NEIwIeycamrM/rBqfv7gLOUEQgHKBsamyYqb0uH2ngUNuTkc2bszkCJNWezf3cbK2oZQN298uoSq/YDLBSpmZwOaNrby8EP3Ud5yB6npSY7u+g07v3MftUXfStvcDV1GxzQhGB0b413vfQ2LW1/Ndz/399zx8ldSfdNdvPKWljThgaOXRv5DwI/juqRsl66hSSzb4YxVwA2veTvuwEm2vv/d9Ohls95jef0+Jr2IubyPXg8bL9prGlcf4bySIudXbGnA0OBAn81dr/pjlq2s4lzfaNprXILeGNJ1C0COAiwB9THI+PjjTwB2bK+zuRrr8/3jZMVMMqKGdIpdl9M9o2TGTMryZqf06xpbePv7Psjxo4e5sekDvuOuTNM0ysrKcM0MhIDdp/oYGBjkK//yU8rWtlK+WDoNCvxIsDp/mn4mdfCOO++ioGYTA2cPk7Idzp07A7T4PWMmEyme6jyNlfQ2Qi8SaDsOE2MTJJMWj/3guzz6pU9z01ulSt+i1ls48/R3eepXv0CUNlLZ/EdkFC9hdGSInNxcNG8ubK4pvez5LUTRUrUKj33/W2lF/DOP8aqPPuo5xS66rnt1sQrkBAFXTUDj8iJiESNoYiqUwzv7uQ8yP97xvPdomoupa2jIui+pOCjXmmOdHfzNO95IypI9xxZ9Zfb1hftm3fcPH8by5HJBAoLaP34XLTfehvAUuMDLfjgObfuPIrRMrKlxjFgmumHK7EYkyp2ve9Oc/X2UNW1spf1xmQ3RDZO165tof8zEiMQwTZOlK6r99cZxXCzbkdQlr7FwLKIzZcmaSpkNdIllZPGWu9/N479t5/iFH0o6k4DszEwfOC00npcDPuC1LAz3XQL6RqcZnUqyakZtnHqmhYCc3Dzu+B/v4JEv3O+v/5YFz7U9w13zgJ9wUGOmbdu2TcqM2zYusHfXDqprG4PAvgg3xpU9cQwFfhD+vJxPcnU+ixg6OTk5VC4vZ/+ZAUxXNu/VhPAbPqu1SAj8Wq2UPXudCNYR11sDJKgdmZRzUDdN7OQ0Rn4Z5YuKGB4U9HWdw04mcG0bK5mgv+ci507ChTP9xHOLiEVy/Yyvpgmmp6cAgW1JaeiB7gvInurS5sr8a5rw6MUqCJV+j44d2MO3d26nrmUzNesaPdZYsJZXr2vks1/+Dr9+chsvftEt/vGvX11Gzpe/h7BtSVNMWbBrHzR7TvvMIvWZtnWrpLolEnIh+dznZr9egajv/LsEA431XoZOBDUpIL+Hi/ZVNgMBs2j8odfM7EVUez0ceDqUqfH+Hm42quuyBuZiD/5NslJw5jzUedeeJgLgesfz3qt5mZt4HG6/DfpPwrJiaN4KRw7AhT74yxuDnjMK0OmmR38LZZEMM6ghWsiEJut7wvUvHQeg3suiGZEQgFSgUv2sB7/zI5wiAD/gAx+AmLCD4xUvhm8+NDcFcmZ28GqBj39tczzxYYDceUTW+jSshdYifOSv3qtp8j6G71W4/kfzxuwF8PPf22zHRZuxWExZNtlxE10IX5lGCJeYqbOmcROGKVWJDMNkfctm3/lByDoAVH1Q2pyTP41PW0wnbYpy0qX7Zm6SaoP/6o+fpGsf9Bx4Gk3XZ9FQDK8mwjQ0xofGsJIWLgLbdvjRd7/O6vEMRN9hTk9nEZlYzPWbWvzGdldqu9vb6dy9neaNraxYu35e6pxqYviFJw4Rj+gU58Q40a1z0/Vbqasp5YKX5Qlb0nY43j3CL/ZeoGVlMULIxrFRU5+TKnI1drki54yoQeXixRwbucQf3dDAie5RRKj7tOO49I1MsaI0B8XNl2uh60f8VSRRAV3/db4TLDjSKaP3VfUbWLqq3uvSLmt9HNeV4EeTToTjSq76fFZVXcPSFVW+iMGenduxU7YvIDEy2Et++XI0TfDjXWcZPNnBnn//BBUNW3nz3e+jfllh0NgwBIjnspnUQRcwY3GpLBaJUL5oGQBPHerilnWVOK5LxeLlmBETTdOJZEiOuRCCkaEBtEghkawCyuq2yD4FERNNN4jEMtjyotv59ZFhbCuJpukU5Od7ThBsWJkuI6sc/p5LF65Y7S9cqxAGxF/5l/vTjjExNuLTj2TvJ7UPuiGHVP4upqiPCDSCjI5GEABR2Z11SwqZTFic7h1DOI4PkF0hZK2YEFiWjWnqcm/WNQ7s2RHq+WL5NMe5Cv2FJntphM11HFLJaXouniOjbKVU2Tsle1AkLIfezFVoVg+ua6MZEe549Rswbm0luaiV//XShUFEXWMLNeeh+T0fILtqM8uWL+WBRx7lpwdHeNsjj5LMWUrKdvjmMycQAhJJ26tRFL5Yi5WSDWVtx+WzP+0kw7ufi5at4JaX3Mm5gQkaau6AWI5PObrceF7OVEwXb4zCTWnnfK1ykFyZ7att3MSPQvU4mzbfMO9naQKumwO0A2zdupVIJEIyKXulNW3cHAqCpWcTNU3g2m4gkuFFclUQ+mrQj1xrJNBxXcjNjDA0kfAVFdW8VZm6cLYwbJ0d7Rw70ken0U925SpfATUnHmF0MomhCVbW1DIxNkIykklBSTnGSC+LFi3m+JmLgItwbWKxKPfdew8VzbcTyylgzbr1GHrEr3mNeeuNk0piaBo3rF102WvUtCCrGvZVXVewd/dO/v5dbyJlJfnxv3+ev7n/qzQ2b0QoLqEHNusaW8isWEVVWZBBiZk6oxtbyW37pXRsDUPWWFzpAFxJdki9rmoR9F+CuNf0NLcYTu4LXqOcc1/1TUt3zsOmgJJKK6bfrADo6GaoCDEkPGBEJNArLYKeYSkLbRqwdFHgIKssg254WR8dLnTB2CRk6hIIJVPQ1wMZupRtVnVGVatgRajZpmFCJO5lflKBEILwnHZ9HvBz8TiULQ/uz8oKmT2TajQSTKrnORKbDWR8tTd1b0UAxFRpxMz3JKZIYhBVlLHM3PkpkFc6/gtZZY28J3PZomr48aPw9nuCa37oE7CiXP7d3+qFzIClrPRrUqZ5wNV9gfb239pStoMm0h3emMcBV9FZuSbK2oPVdU384+e/TsfONpo3tbK2oRnbdmdlpA1d+HUggJd5dBkcTzCVTFGUE5Op/RlRyLDVNbZwZxLaf/jFOaVsAa8YXG5m8cxsz6HU0QwT13Fwhc6n7v0gK25+I7/62mf5+D9/GssumvVZ89GHOjva+ef/+yCDpw/wyEP38RefepQ33JbuZLQd7WHzqlLZTDjUMTxi6EwlbWx7Bt3KL34WWCnHp+NFfPlu+fPqeQQAFqI6Xa1lRAy/jkM5uer4q9dvYHFNfVpGSgttqipDoIJGQBoI0rxz/cBfvB7L69j+kfu/SlVtox9ZdV1vX/Kiu4L56ZGdHe1s372fqjX11FTI655J7yspLsEOqxAaESlfK3TOnD4JW1v8GgwJmOZf4GYe+44776K0G7ZU5xPNK+XixfN0dkCSQNK2qLSCBx55lMcP9PPSF21hd48cy5z8QibGbIxYBhUNt5LNKA888ii/3H+B97z1tdTWN9D7xF7Gh3oRmSUUFBT49zg/K+gBMLPYXTd0sOenNs600hW13LmqntyMoG4gfI3Z2bnS2fTkoUND64NaR0unGvn7pgeE1Rs1ofnHyI6bZMdNEpbNuf7xUETaxfT0i23HJcOT1Tc1QV3zdUGgxTTJzcuflYlTwE2goWmalKoOmZOyuHDmJNVFS3B0jScPXCQWMbBS8nX5haWUxOsYM6Osb9nMgXOrsCfGfFnnhZ6vSCyDWO1LmLTlM7yuoZkdA0eoa1zDrhN94LgcuThMRX4G/WPTXtG65otY2I5D3IvijkwmMXWNnuEpBsamySssZlJkUFyczchkkuUlc2eqr1TF7ejFYZaVZKNqOAH/WQ6Pcdh8/9JbF4SAVXVN3Pvg1zl5YBe33XILL7p5y5yf54vfzGObN2/m17/+Ndu2bWPLTTdBwXKmk7YfSNE0L/BGiCrpAyK57ihlsqtBPzeuKeNbz56UgSUBeRlRzvSNSWEWbx/RPFBoejLpQFrATD2Dq//4fdzzlX9i892fITcKU6ODZOcWEInLTF1Wdpy83BzO94/S0bEXMkpZvHgxjRtgaKCfpTdspuvCWZJTEzh2ipSVZHRogHhhBZlRg4TlEI/HqK1vZHh4iDu3fIQNGy4/1rr/bKWDWoHLju3PpAUUDu15jqaWTb6ItJISl60NxCw8Md7YwmRmhMJLJ+AzH4GGeii+PCDz7XLZIWXFi2GwG3KL5BfeyWmalDmenpAUt3DUfnLUQ3kzjhWeJzMzPxAAHSOU+VHZFoQEHK4DhTkwGpcqbg8/CPHpgMZnp7xaHy8z0zsAP/spNC6BVB8kDLhwVtb2bFoJsSn5umiGlK4OWzQDlq6FnjNeDVO4fsgMaovmMscOBmzdKvjCJ+GZZ2DjBmhaD4mpYMFOS9GH6YOhL1Ww60cakPdSvXZ6klQkN/g9LAxyrnT857PYfCIPQHYBtHdI4KOyXW3Pwdo3wu4OOPorSYlbWRlcu6LwhZ2OzJwXaG9/CGY7LlpoQbBd15PgDKL5mpf5UYoza+ubWbamgSwvA6JpgkP7dtO5ewe1Tdextr4JTdN80ATBIhxekI93jbC0RGqwz0ePuH5TC/d/+VvzOvsbqkr47aEuuZnF4zzwyKP8cPsRujp+iSU0qcLjSH6r4wr27NxOZv3L0o6xEH1I9QBBaCSTSfZ1tFNXRNp5KJqDdKgDRz7h1cnMjB7+pm03x48c4PqmdVh2tk+tUOp1mhBUleWyqHC2Os2VUp2u1NYvK2THMZnOFwh6u7u49543+E0r/+7Br1F6fSu6EjKYke1xvGitv+GK8CYq77ds5GmTSsGRvTupXtcUbK64vuBBz/Ck75hd7rpLvOueSe/r0kq5NDjpL99mPEs2a4zGqVwqazBcF870jnG6d2zBoum5qINH206xqqyVe/7qPRStvZEffOo93Pa//5lKqliyqh7bcahrbOHg5AmKi7MRPecZuHgKI7sEU3OJZubgug4njh3hRTUbqV3fTM2qUhxXqpFVlBRxfmDcB8Ez6xnC2ShseMVr33hVPYqGJhJEDM0HPzOvcc9Itj+2uubRirzvWuhZDt+3eMRgYtoKHFchPOUomfFJMxW993wWVxMIR/i0bD/4qGmsrm/ib+7/Kgf3PEdt0yYuHt07OxMXAm7v/dBHOXqoEwGcPnGMve07cFJJbCvJxNgwsVgZi4uyyMuMkPTqNQzTZHVtHe0n+7BSDqd7xxg6vY/dX/lE2vOlAgJla1vJj8HhPdsZL2lleWkOu070UlWWy2cf6/T7mrmuS8oD80U5Mc72jZMZNTA85T5NBBkg4d3rRMrmXP8Yvzlwicblhb4oRMTQqCqb0az3Kk2IoBDfB7MhRstcz12asIUIqI1r6pto3byZG9eWX/YzF7LNmzezefNmXNel7WiPPzcgCLbgzaWUo2rJ5PeppJ3uj12hCe94ukc/NA2ZgTt6YD87Oo8himsQeRkelVpee+/IlE97G51K8nTHEUltBdCjpBw4eeQgyckxdNOkal0zhm6iCcHE+CgDF06SnBonowB6L0FBQQFFhYVUFGRi+FTSFDgpCgoKsTSNnHiE4ckEAigoyCc/P5+VnsrbXGY7DoPjCYpz4jKgKAJWmKontR2prPqjrz7kBxTqm6/z12rl94ZrgNw5wGWipIRkngb6lAQGRZVXNwhXaqs2zPiFgKJFUp455dFb5SYkb+Jwf9D8Mu1toQuaa38JZ35m0t4U4FC0NjMim1821ktVMOUgq7/rOvT2w5ETHu0rBbYLx06BaQdO+ciYfG08C0qXzn39KuOjFN6EkJ8/X+YnDdgJ+b6melhSKDMy4bocdT/S/q2uPVxj5f2sGdB9Smbhwu/VdW/+zACVvyvIuVbb2CSzXSlP3a5hLRw4An/1D17tkwn3/Y2UUO88Akd+DlWVcFNINry6WYLE+PNfGvGfYS+Anyu05pXF9A6G6jzcIGqnEaIvgRex1PxskMqOHt6/m3vuDjpNf/JL32ZRdZ3vDEEo+EKwlGqa8CNq87QuARaObuZmRHzaW8qR0deLlHJry2oO7d/NeE4Vxx+PSAfY6+1xaDI92r+QMlrTxlZ+3taJZkoFqP6+ft711tfw4QcfpaWxjvzMaHoNie2gaZJeMTKZRCD8uhIlf/25T34U23b41v1/xyvvfRTHkZEt09B9p3dl2Uwd+8uf69VYOHukCSlFJAR0d6VTqQ7ufo4t17d6sqzpa6WmZFZ9R8VzULTACb7tlpt5+KH7PKVNk3XNmzl+oINfH95D5apGqtc1YHm9gaYsB410JaIrue7w/MjrH6dneAqE7DsULV/KX7znHrKqWikpl5u047r0jkyx80SfTynbfaqP5hXFsz535tyzHZfdO7eTsh2EbmAlk5w7e5Z3feGDfPxL3yVlyiyQ68L5c+expic41LGDwqpGsrOziGYX4tqye/aendsp3fhKUo6LJlxPfETeS0MXDPb38fi+J2ltrk+bjzOzUZet83BdJhIpsmLSIZt5e8PX2PHUMXxFNl0HL7OngiEry3I8mflgA15ZloPtOPSNTCMErF2Uz/mBcayUpM/ONIGM6tu4CFekzSsJnDRcVzq3a+ubWVPfjOO4lOZmzLr2+Whfn/jb/4+97Ts4/fSjVN/2VoR3vOKcGOuWFHCiW655mVGDpOUQNw0mkylf9jY8zyCg1y1qeTEj548w1nOO69/zRSqzIGXLGovhiSSmPcW+Pe04WYtl/YgmKazTyRQ5cdMDPEFdnxJ+8GlwHtXVcQOJ+MgVNIqey2Rtk8zkS+W8gOJ29OIw8ageaiw729S4S9UwzafBqUDwQiY/8zIvUp8jVNY5DLBJ+52iUipg3T08STyiz9WpY5YdvThMTUWuD8YMLaAfyvKNFPe8483kLK6lsvFWciIt6FrMv/8P/vwg1eW5Uigk5VC5fDVmxEToOtG4XDunRweIZOVjJ6eYGB8nM7eAiKHTPTxMKjmNbkRwrCTnTx2jolZSxTdWFZObEeHeT36OZw5dJKe4kvyCAgbGEmREDXpHpnywxmXu+WQilQZ+fIDr77sygLl2fTP3Pvh19u7aTtOGVlavbwJkywL8+y+Y9urR5gOXBu5/PjVoUTVkePuiqscRGggbXI++FnY05rQ5bqJqLBruI6N+p4QHVL8e3QArKaWzXXc2+NF0uNgte/g4rvwOUFMFJw/Kz085kJ8vj6WoV3OZyiIp9TEFxCLxeS5NpFP/NC0Ag+GMjgI1aVkfQfpCPEP8QPUt8lG1AkU6MUNTSPn3bw318MVPS5XAxrVQtQS+/VhQ+5SyYO9BmUEKN0P910I5zjv3BLVmhfP0Ufp/3F4AP1domhAIj0PZPTSJ7bpEPGWxMO1NEGzGARVOvr9zd7o05r72NpatqveeI7Vwy+xQ27NPU1O/karym4JnFRBzbr9XZrrH4U4Im4d+cYjlJdlUra6lek0tT3Ze8hsSFrc2sWdXG1OV6RGJhZTR6hpbuOUl3Xz/307Je2JEsJJJjh47xrratZAZqP6oxoa6EORnRhgaT6AJ6TAPjE378te2LaUhLctifGLC77GgaG8LOQ1XouJ2OZuryB3k+lVRudhX+jFMk/qW65CbY1B8rCKKeigirACy0AJnqTgnTu0tN3Hfv32b3c+1sXq9jOTd++43+ZHHe+57hLXrm4mbBpomnb+ENTvdfKXXvbgoS0bT8TJwms6b/te7ePpwFynH5fs7TktKiyE/RynA9V+h5LXjuqxvaeW7j34vaA4sBCnb5jdPPEb9S97K+LSF47p0X7yAncoklZyS+4JjY8YypZiAEaFpYwvnPRVCR5POqsqYDA/08eTPvk/XgWf55gNn/QzElQhZKLNSjkettLk4MOH3UVpoj9KECqZ6griuisLjZSH0Wb26FGARIhA8yIyajE4mZx1fOc6yjgMI9Q+LmTpS4EPzxQlMXQY1XDG/iMdc9+COO+/ise9/SzbyxaWgoJCIoWHZLoYmgYYA8rOijE4lMQ2NZMpG0zRf+EDNszRpacfFQfa80QyTrkvncWOLuXTxIgBj4+M89L3nqL9uK/VVlf5zjcr0aIpaJTM6Ut1RjnnKdv2MlECtvxAxr632r3t4konpFKsq8/zsncq66bpXF+I5xnPW/ITGXdHeVFZhngStb1FTn7feZy6rqchj/9kB/zOViI0QcoyefGon25/5LY0br2fFmvX+XuTO451PTFsgJK3X99e8v+m6XM+UgIKTSmIlEthWglRymr7uS8TLVno1QPI9jidR77guZYuWSMGJg4P88c3X0dYFdnISPVKGk5wkI1OuQdlxrx+L6yJ0Dce2qKquYdqbC0IISW2ubCFeuoKT3SMIhN/3R4kvGLrGUH8/P//RU7Q216XN98lEytuvgzHUkbWklwYniJp6GjVZCMHa9U0sX1NPPGJg6ro3HzR/b9eEXA9VGc1cZqvMwn8m+MkuCH7OzJWNLw/vAOH4WQhAApLkVAASZvatmWm66QkJhMCC5tXuKNpbuAGplYRffhXyS+V5nDko1d5AvmZJJRw7jA90VtdAcyNkCqiYgjwNCgugoGJhatXyOnl94SyUYcKa6+Z5g0j/WRXuh2lsIvQ9nBFT92YWIAplg4yInBCdh+D4SUjlQL5O0oHoFQY6/sNN06T8et1qOU5T49BcF/T+MUxorIU9neliED/5Ofz455C0gv5SK/+DMpr/wfYC+Lka8wQPRqcsXNf1xQiUI+Q3Kww9H360UAgaN2zmayHHtMETQQBZIH/00jAXju3no+9+M5an3FT5lUfJrKhBuWLz0Z2uxAIevcbQhFQuUhmllEdD6uht50df/Bh6Rh6lazPorCTNeVrIoZyanPQV8XQzitA0lq6o8T8jrPqTsl10TSMvM8rp3jEMXcN1Xe7/2QGWFmexwZNrRjMwTZNoLBPLcbweKrpsdrfAQnI1zu98NjOLMjE6AkgAWlEuG6n+8tdPsqZhI2vWyz5OioIT1GpIp812Q7RggjmzsboEAUwkUtQ3bmB1fTPTiRTffvjBEOdc0uAamzf6x1ARX8d16R2eoiw/w89SvfdDH2VkeOiy1214tBYIlL0U9ePwxSEihu47mUoe/UBnFxVuz7zHVZK6I8PDdBzayRv/5zs5MeRy/BcGwovObfvlzyhvfikP98jmpDnFi+g614OTSuLaFgWFiykrLqJr3KZ6rczmnNt9FttxcF3No6DKZ6236zzJyXHs5PSsfjNXWudxqmeUzJhBUXbMr627XDReAVwhXCl4QDgYGDiDc75XrRUIlhZnsaR4Nm2zoiCDnIwIe0/34wjXzya4ruvVCYKpCxLIlSFi6riW7Tu5V3rtdY0tPPjV77Nn53bM5a04sRw0IZhMWBgewFYO6tB4Qs45Rz67S1bU0PCee2jYEMwzBbw13cAwoxIkmVHKKwoYHoTjRw5CcS2aGWW8/wK947bM5HnOq6pN1H2qm1TwGh8eZ0CfQtcMpi2bc+ekKMro0AAiLoVGrl915SACJDUrO2ZK4OqNuy4EfSPTpGyHDE+2fCYgmns8vXVeSfGj/Kfn19kpzA72HPVdrTU9pw7y7re+lkQiyTe+dD8f+/w3KK+q889hbMpC00gTorkwMAECaspzg2ynd2zDEzeQay1EIhF0XcN1HVzHprS8ggmhYRgSEMRMnclEyntO5ZpS19jCvrFjlC8phK7T3Pyi2znbN0bRqhq0aCYpx2V0sI++3h4cx0YXUcrKyqiqrpH6iJEAACAASURBVObQhWE/m6OsbkkBZ3rHEAT7mcrgjAz08/Svf8alvb/hmw+cTqM6n+8fJztuzpC1Fv4+JERQt6PGTgUllYJjOLipvuuahmU7c2bhQbW80X6/0X4zEmQgRAiMjQ/Lr0rZZwsBJKdhcly+Z6Ytr4MzB/DFDQBKlsD0uKy/qVgJpw+kg5B4lvwMx4YdP5F/U5LZixfBluuhegRKMyE/V/69oBBWVcKFYx640hamvOQWBX19wuIL8z17vhKId0wF6GY6bZqQ6nXKwoBIzSLFS/YXAe8YnUfg3f8HblsLn/0BfPxdpKqLmKWY9vuyFfVwZGf64lVfC/d9BDqPweaNsLxMjl9YDMJ1JfBRYGjnnhfAzx+GeQ6t2iO8iaMij4F0cSBjHI+a/s91TS3c/+Xv0tHeRl3TJmobWpi2bI8qp5MdMznUsdOr/QiUm2565So/sqSWgLN9Y1TkZ15VXxvd49FnRA3iCZ3BsQS2owraXR7bfZae3l7Qo6x52dsZOnNgFl1sIadq0dIVRGNxhKahR2L89Uc+RuWSZaFaHpuT3aN0D02RFZdqQrGIpLqYhu5v4mrTvPu9H+T48ePc9KH38+SlKEmP7hJkfha+3it1AOezmVmUnFxZTyDXOKX0I8GdhoxUp2yHxhXFtJ/s9V8r54OsGVOQKDxX5G9CtBVNUD+jiL22cZPvIIadZyvlMDKVpO/MoauucVLOpotLynHZdaKPzrOD1C0t8ICPTTIl52d/bx+f+sBrqLr9bn7wibfz1x/5GHe+7k1pxxuZTHKubwwGT3Ng327OPPNjyupuYPPW23nFa97ASUdH000cF/r6eymsXAGArWdSWlrKotYbIH85WdnZRHQNY3qMaDxOMmXjuFJuO5GSWSiV+amsXMwTJ9uZHLhwzRk+v59HaLOcuW/OFM/wx0AEDRKVpPBC81KBGH/PEXPncnVN1hv59EgHhFAZplAE25szmVGDZOraCk/Vc/Jk50X6Rqdl88rJJJlRg7Epy3/mVD2Tep4j0RhvufvdtJ/sY3QymSYtvffcCEIzWLThDoxYBiXl5Rwb7va3fd2IYFsJ0HRf/lgTQo67FmR+ui+c59yJI6BpHN+xj9VbXwsu/OQH32HpDa/hqSd+yoabX4FWmDkr03Y56xqcxCjKmhXclZRced9Nf3Q8gDvHaAnv92o+qL1BIKgu/91qkOaywF8JsmFCCF8WWwVrOnfvoLKmHg3ps1wanEDXBFXhcxLhq0uvXQnAqAQ38ViUz/7rN2nbc4DYonWUlJZxrn/czwxlRA3GExaO2lO8eeK6kEw5GJqgoqKMpJFFZsxkIpFCCJfeC+dBaLiOjWNb2FbSX9/n2t8U+DA98GN6anP9PRdJJaZw7NSsQEi68EgQ4NA0iJpS0U7WEOqyN1toXQ58YfU+r6myofvA3XWDmtV0wOYG1KjfpylH3u+noxyKMFVUyEyQGWVOVbiwc68kkLPy5BfIjNO5wwEIiUSlWtpIX5C5ySmC0cGAPldaCmsaoPes19dmBoCZr25n1vUZ6aBroYL/MMh3ke+JxoP3+kBxRlbHBz+h8dQ0T2JcFWF6tLuOA+kZk7MXETVeIOJqC/D+I0xR88LiDUJA3SpoaZRgdnwY6tfBQx/3JLHXSDrlT34R0OBUz6X/gvYC+LkaMwI1KZ/i4v8s0n/vOTVRUyrhCGR0sa6phfrmDV5EXcmEOhzv3MPOtmfIyc3DNKXDbXjOnKZBz8gUrgvZMTlk05bNlJXCNOaI0MxjquZH1wR9wETCwvYaCyqFuVS8hEiG5Gfrhvz8sIT1XA71/jMD1C8rpLRiEX/xlx+m59B2RsubufMVLbSf7POpOcmUQ+/IFPvODrC5phRD9zYQxyWmNnGkvC7A4uUrKaxYSt3KYn59cT/JlIxCm4bs/1GcM5vT+7sovE0lU0wlUxRkyejqzOzRvjEP/ACGd98DpR9BbkaEvjOH+Mz3H6ZwWR2lW29MA8WGHkSVws0rQdJfIqbsoi4QrF3fwkcf/Dq7dz5LXfN1VK1tlLRqzXe1/PdqQlxTjZNybmT2R25Ok558tnJ6JqZTICRYSSaSaEYEO5XiU/d+kJU1a9I+I2U7TFk2h3duxyWGEc+isvl2Bgb6ecmdd/H5H++Q/V0iEfIKSmSBtu3iOC5ZmRk012/l4PlBwBMU0aXS16d/vJ/VlXmMT1t84+kTEhR4DteixYv4yMfu59jea8/whfejmRkfx3V59tnt/M073pgGLIXIk4FCR9ZoKdBje7Vd81lmzEQbm77iOg/1GXjzRWYfXK94NgjatVSV8OT+C8wvfn55U1mXeESnb9T2+6CYoWCDrnlqgyLo7WI7rl+vV9fYwp6d23HPjiB0g9UvfRvCtUlaDoausWJVLQf7pWS2eoYUbUmIQMxE1fxcOHuSVHIKzYzKRqbJBBpgxHNwrCTW9BSjwwMIcWW884Gxafbu3smFo3spXlnP4htvINxnR63juiZBpa5JWpXjyOtUmfdLgxMU5cSIqKCNUL6PdNbiEQPbceZco67V2tra2LZtG7lLamlo3iCBD8JXIFOy2IlkEtM0qd+w2c9ES5EMMSvmrCkerjvbL1MNTVU/HUPXqG9spmDJajrPDfprmqFrRD0pctt2vX5MARhwXBfLtv1MjcroTY2PMToyTH4sijssm6W6jk1eXh6mV+e1Zc1ssQhD8oj9eaLARnlFJfu8mrWZgRB1bYLAn1f1lpoQOARy4FEzCMSFWxL4NbyevyhV7my/TuxM7yi6prEspDhoCjyH+NrG/HmzsEOvhxS6NA0GuiSAUbVBZnT+5IR6jT67RlH+3ZOa1g2IZsoaINsOPi+3CAa7IJY5g6YWCeqFDI+Cpih0V2L6DMGDNQuJCAjZNNW2pSiEpkPxErh0KgA6asDUAqvuoSZm3BtPvlNlphSYaKmHhw1PbcaApYvJMJgdVft9mvD+p9KaM001iW2o85qhpiArV1LdwjU/owP/ySf+/NgL4OdqzKv58Z8Fb+PQhKA0N4PhyYTv/IQXVldtjEKwojSH/rFphsYTdHbspmPndjJz8vj8J/8OKympbm9//9/S1z/AmsaNUphgcBLHsYmauv/wXKnzFLYlRVmc6B7FdV2SlkPKlrU3E9MpDF0joms4QuM1b7qb/X0uS1auAuC+LzzMxb2/4ZGH7pszo9B57DQdv/g6mVWtrK5ewe03tvDFXx4CPIqbyvykHLovngegv7cHU4/5tTsqeqlrwq9lCUcPHReSlnTEIrpG1NRnRVV/V4W3wbEE4wnLBz+Qnj068MwJwHOQ3HQBCiEEHe07+bM/udPvxv7oj37Gi2/ZQixikJp2vBqboBBaZQxAApH6pQXsONbj0y3WrG9i6er6YL0UAefcL3T2vq6lxml4oI8znSdJZiwG16T70gX+dMtqjneNoHlgbmg8gaFp5BeWcN3bPsvUsFS8cx1nFsByvAxi08ZWdv9iH0ZE3sfc/CI6RnJY33wdTRUmq+qaOW/leaBYjq8aV792xZPQBciJm/SOTPnjnRE1mE7aPkCrWVfH5k3XnuGbGdz0f0YCup1tz8wCltF1d6BUtYTr+JJRmpcBmM95KM/PoDw/g98e6rqiAKACBerchBvUCymnVwhJOdLUpEAqb+VnRa+qB5ZydE1d82XlHQ+EKmdUaMIHK+rZvHj+HPu3dXBdSyNVtQ00bWzliV3H0CMyWJQb0xmaSGBogqLSMsyhbhzHpvXWl9AD9PX0yJ4tQrYJUHUmpq6xZNlKDp9/DiGkxEckEiVmQEZBGXYqCbZFUWHhFa+Hu3ft5B/f+2Y/o1r8r9+isqouiOp7z6QUW/CeU6T6n8qAAYxNW8SjhgQ/ahwQuN5ciEd1JqafvwhvW1sbt956q7+2PPjVR3njnbez51Sfvx9t3ryZn//iCb72/Z/RsOE6qmsbmUjIPWu+mh81VVVWL/yqdYsLmLJSvuBBJASC1Lpt6nK8IqbugWAnYBM4gcBNMuV4gSsdQ9cYHRrk4N5duK7L/rOdNLz49ThWHrl5+RTk58s54AHhmRaPGP7xIh7lTuhQXlbBG153FxcPL2PDho1pa5O8Ttffr12FhLyR0zwgZ/rBIJfZfdkIAlcqjuUFJ1ykSpw9ozbF/9dc0tH/meZnJoRX4xJy1qcnIDEpAQkEDr/rgNBnHwcha3jmsnAGxozKTJKTCsBPJCbrfrQwTU1IetXkaFB/owDRlYIfMxocMyxSMN+9sBIBUFJgTfdAqs9x9FdY9Ub8KId/vZoEUTPRQ30tfPJDcO4AvPrNXs2PIDLzdb9PU5NX0/GBsf8dKdShFkE/SOJKwNNYP/9x/4vYC+DnakyBH+V8ePOhPD+DpSXZHL6QImnZfrQI/7tcSOuWFJIdNxkYT3Bwbzvv+3PZf0MIgeM6stlgymJkeIhXv+XtOK7Lie5RMqNGiH4gT0XAVVNHlxZnc65/XIqveKIDk9Mpvv/caZqWF/lF7fkl5YiBLiLRGHt2PulJWItZVAKQgOM3v/o5h3/yeVbcdBex17+RvWf6Q+IG+I7U+MQkv33sEapueyu/eeKnVG+8lY6dR9CylgWF4JqUsnVdmRGwHYcHfnaAzKjB4Pi054DovmR02H5nhTexMKgMosMgvPovSUGS0b/n2p7xu7GDpJ287MU3s7oyjz2n+rysjetHEDdUpUuyKqqMOgVVzBz+fIFHqwitwUII1jU0X1WNU2dHO08+/kNGu8+wrPWVRLLy+MkPf0V55qshsxxdE+RnRukZmcTUNfIL8sguh+TkKJqmeQ0X0wGW6wa1YzXnoao0mwEgMyeXc31jlOZlsfXlf8KRiyPYiWnv+hw/gmt6zo7jOiBk75nBsSEKcrIYThh+/VFpbpz+sSlMXaN+aaHvkF6r+VLiBI6RJ2PAgb3tDPZ2zeoTdHhK+MENVfMjKYtzBAfn/MwrO7emFcXsON6DryYnCPJ+3qZ0eP9u9jz+NWIVa1i+Zj0QSHXnZUbnP/gM0/VA1lhldRwnoBep2grHcX2qUWdHO9/7xiP0n9jD1z/3j9z9qUd5/W0tvPL10HP2KL3AotICekemvLF1iUYMdBf27z5I8dpWfv3449RueQWCIPOTlxmlJDdFVnwpzVPQNzjETRvXc2k6SnlBJkm7galEgle97k/Rs4uuOKB6qOO5tFq6vbvaWFRd7/uCaiaFhQS8MJcMPqXNE/la5R8krJSfOhFcW4BqPlOUNtu2cYGO57bz5699KVVluWTGDB8ktLa2ohWv9Ng2MkDgOOkZHcd1OX5pxBf2kGcp53x44pblZ3Cuf9zP/CgKmtqLAP/ZM72aTdtxsV03rTGy46m/mV5/IEPXGBzoxbaSuK6DNT2JbVksXbrMA1RyL9g8jxDEDavLeOpQl9+3To6dPG5dwzr+6MbZa19AY5Nj6riuB3JSaYIFuh6MeTyik7SkYyvC6y3B+Kpgh2KIzXzuHRfpmK/4PTuLfj2LFji76veaCIBAmOrmurIhaF6p7OkCUq7bMKFwHvn23GIJpHRDCimMD0twoPqK6SZeFE+CHAV+Vm+CvU/OqNsx55bknsvWtsJoP4FwwTzmg148Sp2KcCjANCODEx54P92Ol9GJShDlaKA5QQ8CdczaashMQl0tjA6QIEZWZg7khdRS29p+t2amYbvaY/nXpweAV/0eAgqfTzFYQNnjv6C9AH6uwZRzo+bI8lK5MKyqyPMLxlXESAEkgfDlbAXQsastaDyoycaDsou77CkA0qnNjBpeRkTz0/3qb9d27sKnP6Rsl6TtsKQoi6mRfs539WBkljI2ZSGQtIWmja38as9JDDMKc2QU9uzcjtC9Bpmuy+lTJ+jPqCI/U1JaXA9kAUxOTfvPTspK0nXuNL2Hd7B44x3Eysr880umbC4OTjAymcRxZZR1dWUexy+NUJIXJy8zMquTO1y7wpusOdDSYjxz3jtV26Gi+wROrBCwcfMNfjf2SCTC1q1b/fcKISlrti2zHJX5mbOKeQPnlrQIY5iS42+6HlDqGpr0ZK+vrsZpz87tjPdd8Pq7JDwJ2gIO7d/NiutehqbJzX86afuNeA1NULW2gZb3fmBOCqTjCVnsONZDPDOLVdU38sv9F7Edh/ysKANj00xMp9h5opeYNUJhfi6RjGwMjbRarpTtMDYySveFM9ipJJdOjVC2aoNf0xIzdYYmXCIR3W80fLVmOy6D49MU58Q9py8QLVDP9vEDe/mn970ZK5lENwz++LVv5CWeZPaR7SeDvcOrmxIicJrni7Qr8yPRl7GoqQeAWABuelb5yP7dfODu15NKWRiGyd8/+DXKbrzhmhzvRQWZJC07TUlRCPwIu+5RDXVN4NgW04kkj//wh3LNExqWZdF16RIApRWV1KxczveeO01GxJDCCZ4jbuoayZEhItmF2FYSx3VITMqGrhFD1lzkZERIOQ7n+sYpKSkmIyePRSXZ9J7qJytqYLkaeTk5LF1WTvfw5ILrYWdHO88+/RStN2xhTeNGWUvn3a/1LZvTgEqY9qboTq5w0/o34f/s+u8RCM71T2DbDpPJFLGIvmCN9tWaorSpzE/zddcDUJKbTqvTVL2KCOazH+RX//Nouir7IQjGeuacNLwsXF93Fz09g3R2jFFZvQ5DFxIEGzJLaOhB3cuj3/gK1bVN2LESvvzkERxHSsirAIepCwqLSjh57AhOSvbtycuTEtt6SOI8KzY3tUqIIDMo1ybNpwRr80QVZFYueP+JrlHK8zPSfH3h/xfcLL+mynufrJMP6u3U2Ls+6A19vl/gZgZ9X54PuxaHedUG6HwmyMr4aF+Xzq/hgZ+wEIDiAaYS8t8d+9PpTnPZ8nVwfLcEIdG4p+7mBk1IDSVg4J1Hdj7klsjP9qlrob5Bay+zh4fPqX4tjNhwZDdMx+c/R1+ZTd0H7zpFiP4VBj7+cx/OCDkyW1VUCeeP4dPfgLQHX0lwZ+XhTjtwqgu+/kM5dgC33grJJEQisuHptQKgtrarP5ameXVg6prCNU7h7zPvw38PewH8XI0ZHh1KEPT2Cf/Zi4bJfizKUcX/riwvM0rzpuv5sqHjWg6GYfCeD/0DfX391DZuYvX6ZqYSqSDKj0DX8TYc7xTmiDJdiWmKw+39+9mnt5EZj/H4009jxHMoXLGe/rh04lKOS11jC6+4C4Zb1nFdS+Msh7dpYyvPdbWhm1F0w2TR0ir6+8CyXTrPDjA+bRE1dRKWjR6JYUQiUtLYtkglp3GcFKnEJNMTYwjK/ZqCvacHON07xrol+ehCyuBOWVKuNBYxiM1R3HwlCm9HLw6zoiyHqUSKiUSK8vwMTnSN+opbC6nphRuUGhEJ7nygomk0NG/0u7Fv3bqVzd7io6L1G6tK2HGsB00IyvJnF2Sq9UVFlWUQSfgNU1XgSQapJAUplXTQPcfjajLqTRtbefih+8hb2YxtJXAmR4jlFlG3vo4J71plRtIl5lGeMqIGNvCm//VOXyUubCrzs+vEIOPTFstLsv310vDm0+nTpwHo7u7i7LH9lC+tprS0jIzCAk+JUAL9kaF+bCuBNTWGZkhHOOnJLpse1WUmeLwaS1i23+9DPUtSqS4Ibh3q2EEyIaPTbipFacWitAJqTQiOHNjPwQNnKHL6qKyq8x2w6GVA2dUELzRvkqWtI9779+9u85vjusCB3c9x0403+MHJq7HFRVlcHJzwxwECRS0FiHRNMDo0QO+lcxixLDo6T5JVuhTdjGKaJoWlsvbGdaWMsJKwth1Xygl7NLr8wnwGx6ZxbQtN08jOzpK0txDVKT8zSk48Qo+XNfLVKnXZE8zQLy9+oqiwyWSSb/3bA3zwM1/hw5/9Kl3H91Je3cCa+mYmEhaaEBy9NExehsyUSTEB7/57zq0MegnZlyw0T9QaoOsCNJ2RiSQFWbE5s9PXaps3b/bXloJl66hvmtnY0jtXISjIitE/JnvfaAgc4QY0r1C2KgzoxqasOX0bXRMM9ffyix99i1h+Oe/65AN85suPsnzZak71jBHRNRKujanrOF4Pl8d/8Wue7TzFzXe8hiniZMUMeoYn02p+CguL2NS6hYG+btbdcQvDWh4CEWpuu/D9kMFACaY0Tf47O27OS/P0kxnIcTSMYI4r4QghHJ9SqgtFTxZ+gEMggbBAAR9vHdAgkZpbyjoiQh/+fNi1OLnK1LkYURCT+A6uJvAdX9T5Co/25k30jv3wZ+9IlzieD1yEm6G6rgQZdsrL9HgNUjUDSpamo/OVTWBNS1AhBNQ0B8IKc9nMc/rgX8InPgM5Mfi/357/HNX1qfolhYB9xx/SMj9qY1UgobACBi4GN1WAL3zg/27GZwDZR47A+/42GLu3vEX+bNvy+7Zt1w5+tm27hmOFz1PVpSkwRJAV9IGheCHz8wdrTpjq5PoL4EzT1GIp1OKZ/rry/AwqCjLT3rOyZjW3vmI9KcchkbSZtmziEd1/r6FpaELDFV6tye+Q+TF1DddOYVsJ2p/bwfToANGcQjQ7heM4DAz0Y2aV4bouzxzuoqi0ghub1s7psNc1trDy2Di5f34vORUrKalYBH0XsGyHA+eHGJ+2yM2I8vEfdKBrGi999Rs42pekdcvNdB49jQAcK0F2drZ/fkJAXmaE/rFp2djS26RUTchCFs5+zCl+IGTt0chkksmkBD8nD+3lt8c6qK7bwJJVcrG0Us4spSF1HieOHmbfgUMYI2sZGJtiz842btxyE5U3b/G7sYdNUYaUUtv860eILonrbbgBF3+mqIaOJ6jhes7NVaAfBRSf3nOYyazFkBjHzSqjtn49O4/3+hHPMA1F0wRJS3L6E1aK0clk2pxQNT+yaF42rzW9OifVqPfs2dMQXw6AbVn0dl2k5/xpNmzajGmUefdJUFhYxMWubhLjQ+SUV6Fpmi94oZpezlUPcKUmBGnOqR/9DnmI2XkFsoYDWeOUm5ef9v5D+/bwwXf9GaX1t/Cjz/6Ijz74ddY1tlC7uOCyymNleRlkRq9s+RX+fiSdL41gPWnc0Mo3IvfLRt2mSZ3KGl8jMNQ04YFL+W/ljJpGMIcv9XaRSibQjCir7ribjNQQ17fUc33TOo4nCwE5F8ICJaqOR1HrKkpL6ZqAlJXgtpe8AiuSgxAQNXR/TqkmtosLszh6adivA1HA0zQCquR8YFJRYV3HwbIsDnc8x51vejsvvmUL5/rHmEqmGJ+2yIwaRE09jbVi6jq27QRruLfsj0wm0upjwj3ehEdrVffy+TS1tmw/0r3g61ZX5rH9yJTnswi/JkXOnyCzqZq5gqB3ZJpYRJu1Num6Ru+lc6SsFKnEFJZlsb99O29qaiY7HqH9ZB+WLSltqeQ0rhYhll/Koo0vp7e3h6zSZRi6xrSVJCtm+kDacWyKiospLS2hqjyXfWcHsD1Aq9aM+ayzo52D7bspXNmMWZHrZ6VrFxfM+x5N855qL+tlquatXiApamhMJoOxVHu7WgMFcj103IDVcWjvbvY89yxrmzZRsryWWEQnaYVAkPBqfp7PaXBNTq46HyHVulwHpryG7f6EJ4j0K2dYgR+Q2ZWZEseXBT+GPIYCBnoo66SkqcOWmQPkwOFjcGg/NLkL15bMPKcnnoTpJExOy2OHz3FsUPazySvBz+AocQb1QMxsaOoDQiGB1o5dsKkFXr8JBi6Foh8hcATpdBCV0UoJ3D2d6WMHEgQlEvJ1hYULDN5lbOtWeSwFrEKsk3lN08DWQNhBc1jNu241B9R88EHgC+DnD9Mc2aBLeAhZRYZmmoy4hYGPmLWY729vw7FtT2baZu+uNpatbkAg5OaqBaBJEzKSrAmBI6BraPKag0lK8c1KTJIYGyGSXcDkUDd2YpJ4XgngkFdQxJgtHYwdx3opilgc2/FzWpvrZ4sddLRz7uxZRi4exyit4cKFCwhkoXhhdowTXcO0ne/EyViBcF0KSsrImR6ivnoFRnYJk4uLMYpWkJ2T40fzYmaov4ztBjK4pn7FDq8f8U0k0XTNl2aeSV3p7GjnE3/1Vr8A+sOf/SorSrdwqmeUysLMNOqFJuRxP/GRvyKSW8J37/8/4IJtp/jxvz/Ew9/+Iasr/2jWuRi65jcyXGhTV2MtvAhdEH0MfwWUN6X2lEw5dO5tZ3/7jqtSPKtrbCGjvJpdJ/soyIqx51QfmhD093TR3ztG3MnG0CN+nZUTKmgem7LoGZH9hU73jLK8NMenOCamppiaGOGcncDUDd+JcByXskXLGRiQgBchcB2bVHKawb4uTh+Do0cvUVhcQVFxEavXrGNqMB87uxIzEmV4QjbZVE0vjcs4lwr81jVtIqtyFTUVeRy7NExBVoysuMnJQ3t59sf7KK9uoHpdgwwAeplHBIwNDyE0DdeRDvBvnngMgJHhIewlrXSc246VTOKkLCzL4uCe56hr3HBFz+YKjyp7JaZob0KA5qpxl7ausYVPf+nbjJ4/SO6SWhbXyM1eQ8y7T41PW/QMT7GybPY56EL4YB3CvcE8mpEmKCsr51zPIZKTI0Ti2RQuWsmLNlRTVZbLoWdPAkGRu6rzkAXlgYS1aWgITSc3J4fyikJJ3xSCiKlRtyTdiV27OJ8T3SPee4UPyA1NSmNnxUzql87t+PpU2KSkwtY2XZdGcxoaT/z/7L15eCRXdff/ubequrXv0ow0+z6jfZ/FO2DMkgRDEkJewpIEsgABXt68JEBeQnAWkrDbJAEM2DgsNmAbg02AgAcvs2okzT62xzOeXTMaabRL3dVV9fvj1q2qbrU00niMnefn48ePRq3u6qpbt+4933O+53vIjZtIIYmbgqf2d7Nr+5N0bLqG9s6NTLpe8MxJBIf276F393bWN3fS5Gdfos8lfvZQBU6vjterVd50Nrm8KIe4eRm6ZwDIlNOuYyPCU/IGQc1SJHCdKXgAUF4Qpzo3Cbi4diKgE2tBlBtqq/mv3lNYpiQv5dv2AAAAIABJREFUN4dLY5OAh2HFKS1cgCtDSpjpNyUd6D/PuXPnqFpQzcKFC9Nq/bTi4EzPUFTUZknHLZT/+XswjfK5ZYEjPZhchC+W4KsYGoJnD/ZwpHcXrZ1bqPfX0EBOXvt/ngiAz1+++/ewk2rf+OvP3kVzWwcHe/fw5EP7aO3cwvrlixH9l+CBB+F3ks+/pgOuzMkNTCjwkVsI/acJKG6hag/BYi0lXDzj19CgaGUxa2aJ4yj9rCwKflDHunBBgZIz52YXMujZB3/5t5AXg9u/M3uGKfOcXv0K2NOb/RzHRxQFr6QqzHBoEOY4EeDjzyMpYO9+2NkFZWXwqc8roPXlu2B5HZRmSIQLQUB7I2M8/czPVFMDOdF79/a3Q0sLvO996hw++EFoaLiyebJ5s8oCzrfmR4pQAl3Xg+lnSUbAoB4vz1PCFI6jKIv/g+1l8HMFJqPzIYszq4IoIeDJJvOfyeFu7djsZ5/VGy3Tj5j7ky/HMnA8D8OTXJqa8nsTzB+F614a+Xl5XLp4HjOejyEEr7nl1Zy1i4jlF1NYXMLUyCSGlCQmJ+net5+jv/gW3/rCJ/iNN70lqHsAv+bHrFTUIMfhzJkLyLzFAFy80EcikWDHE4+x5tUriUuPkYlkII9aWVFBzdplHDs/4hegKucmZsYYmVSREd3TRUeFL+fwgtog77zj0yQSCfA8nJQbSDPnLlQN3bSD0r1rW1gAnYLDvTt59SuuV5QvN318hwYucuf3Ps3EyCCOCynb9qOJHrZts2vbk/z+b00HP1ELgisz3JuO1VU8duhsAHrCwmu/uBbtaIXOytMHe7jt/W+7IpU7Q4a0Idf1OLK/l4fuvZuKDZt5ds9W1l/7m5gFcWKmVL12fClb1ahWAdRn+hT4cT3ov9DPc0cPk5wYI7e0itKqGvLiRVwcmSJmwKmz5yC+kMrSQi4KQSoxieemyInH+OSH30Nl3Q3E84u4/pWvpayslAUra+g9PkDMlCRSTuA4Xy7zk6b8Z1l8+DN3sbbmRkAwmUxx4qm9/OP/fkca6L1YEGfnk49T17qRVXUt1LZuVNLBUwk8z2PXE1vZ9cRWhJTUveF9vL5lCYbwGL+oegw1+c/w1Y33h8618EPP0T1aCAWAbviD3+KxQ+cYnkgwOpkMaE1Rsx3Va2UymQrq8DJN02ID2psUAeUt5mddFlZXsy4Bo8ODWAVlpGQ8KG4fvHSJu7/8ReIrt+B6MDU+xYVzp5Ey7jcvDdXCRAQQ6exN7eLsG6ppSD9rZCAEAQDWWSVNM8zM9uoM53//8pdcd90NVK2sI1qro2l5UsCR/T18/L1vJWUn+eE3/43Pf/0+lq9v8p9DwZH93fzNn781aEB925e+ReV116SBnWigwrgKMyGq8haLxfjFL34xLbOc9T7qwJkE11X0VRW3FcHfw55RHqbv6GTuKQd693DnF/6Jig3XkZwc5YMfvS1tbdE9gExDUpCfR8qF9mtfxTBQWFzqz0URiCSceOYIP3voeyAtpIBbfuNWrCWlihYr3GBvmInZEBW1SdlJjhzopabl5jkATeWcegBCYJmCtTUl9A0p+teh3j18/L1/QMq2+c5Xv8hnvnYvTa0d0wJPGjju7QprdlMpOLJ3F7lxk099SAXSrJjFD7/yDfL2bIfb/x3+/evPr6ZD25U4udExiFK8/LFIz3gA+IDIiqvMjYcCIJkSx9oy6Wf//o9QWhRmeWwPHn0clpTCz78Lb7wBymdwPXd1w6VxGBhVn73jq/C+d2cHQNnOae2q7Oeor3O4nzRpZ/3wRm90zz544Mfw4MOQcnTkTqX97JQa+z9/l6LnJSfD40SBk+cpyl5BabDhp+rXwyMPw/Yd4b3butU/tvv8qW+bN8/vs8VVSnY8OH9Cmp5yYgPgFoAkz1PS1u7L4Of/X+bX/GiJa/3MZFrgqAbPgpLCjlqUw12yrJ761g7GpmwEykGI+Y6dzizl+MXnGLrJ25VtrHlxg9yYSVFhAYuXriBZWkTjzddSt2Ed/9V7Ko16kB+3GB64QLy4EqTETiZ58L7/5Mf3f5ePful+rtvYRGvnFvY/eQrtUFQtXMTUuOr7cPbcKYRZHqa3JwfpH85Tx/ezPNJ3ZFKOG1BkNGXKD6QGxd1xK7v0adSiGZ8oh8P1pZmvfcPaoKhXSEFr55a0Aui61o3+uKc7j/t7uvjVz3/M4Scfw/NckiMDmJalMj+ug2VZdG6+5rLj37KiYtaNWgM9HbfVEVm1dkfANMrZcj2Pw907r1jlLtrHAyHYu2cHdmIKx06QclIkp8aZHIf9Jw5gFywL+ndE1Zy0sp/neVy82I+TsvFcByEkQxfPM1liMToO/aeOkhgdpHR5MWtWrKQ0ARPDA9RUlXOx7xR2IsmzW7/D2pvfwcXzZ1lWUhbQHKUPRnUWamxkiL5jp1kiVDPZTHpjmvKf75y87uYbg2eyd/f2NNWvx//rAR7/6QOB3Pzf3XEP6+tbeN9f/R2f/eRH0pxCz3Vx7CTDQ5f4wp3fZs/2x2jo+Bhr6luCoOLVtA2LSzkzOM6UncIVIlBdU+MSPg96XvQNTRK3lFM7PJEMZMKP9Y0ElLKZnEtNJ9N/VwXoqtYqZqqaHUMKSktLqFlQzqmL40wmU4Hy2+GD+zm18zGqNiRxklMUL6vjvp89Quetf4pRkKMamEZqiAJanR/tX1xekPW8TEO/N6S86Tog/TjNJHXf0NJO4aJ1VBXncnF0ChD0j0z6NTzqmgtzLQ5274gEQmyVjd8Qgp/9e3akNaA+0L2DjZs2MZl0VCBMCIQMe8RcDbW3qMpbMplk69atcwI/m9Yu4FcHz6p9SHqcuzQZZFR0xmfKViDYMnRwZbp179qGPZXAcx2ee/wBhltXpv19f08XR/afJTZZg2kUUFqUT1lNA/tPDuL4lGVBCHiPHOgmZdsIw2Po3LOcO92C1VkX1PoZUtK8vJz8GcQOoqI2UghqG5oZN2XaPjxTrzdBKNOuJNzDzE9vV7ge2CnY27WdpraOoHZXBCuyWodbOjeH4jqmRW3zRg7uCZUEbRuMk8eV/vXVcGyjdjkndyZBhOh0TANAkUJ3K8f/t5+9cR2CnXAmieNM+tm+Z+G1G8OMStJWk852FJgYHoOlM7ieOpujj7d9F+zuhjf+Jtz6uunfn3lOM52jdtYmR32Z7ki2I8jcSNh3EN79vyHNf/AzIsILs21RxTbDgJVN8HRXOJ64KsO1eG0AjPJNAa0b4cabws8+r0ze87SqJSqLYyfDLE+U6iYNdet798PO3dDaqPr96LH7H24vg5/5mK750VlNsoMfCOfGygVFFOfFshZAaw73E4fPBbQKV3i+spIM5eYFNK+o4Bvf+wk9u7ezoq6V9Y1tV3QJ6xeVMpFIYZmS/Pw8FpQXs3xFhQ8qdH2RcogLcy2lxpVwkH5Ts5U3vIVnH/02Xd176GxtoKGlncpjsKgQxnJyKKus4tzUJYrzYqTkQkbHVbNU10mxsKKM85NJckSKbVt/RsnitdSULQ/GRkcHi3JjfufwsLGiVoK6XM1PwPH3+co6O2JZSprZD96pe4Sifn3s89/kuYNdrGveyKraZvU3Mf24KVsdV0hJ28ZrePcH/opLYwkO9exg45braGrrvOz4ZxNqyDR9zgd7u9ix7XGa27ewoaktAEWGCBurSqC+bROGaeDaqkHq+bOn2d/TNScApMGPdkRbOzbx0yd7cO0kErAMwYHunQwc28fya95EvKhcNeV96jB7nzpO7tgKbKcCUHUexWWVeKfOqEyg5+GmkvT3nWLKqiA5MYKVV4RjJ+nvG6B8eR1V5aWUFsTIMcEwfd06z2VhTU1QH6CdNt1z5uyJY/TsepK+g0/y4Kd3AOCknDSHN035z7Soa9mYNrZN7ZvTQC8CRWHzHdtDPbtYvqGZE2f6yMyhSCnBcwPnakNtHSkZU7VXrnfFgYmZrCQ/Tv/IFIZf86fV/dT1RM4LrcqncoSeB1PJVKhA6dddzWa6rkcLWmg5YSFC4QINWPLiFomUEzRK7t61DWmWU7xkPRXrNnL+wOO4doKUbTM1PoxZURLON5kOYKIKc9ksbhoRoI6vCqcob2UFSqRgVqn7aKAbBdjV13l+hkTS2L6JeyNzorVzs8q+o56NpvbQ4dWBkqHxJOfOnuF7PT9h6Zo6RGwhAijMtdL6hV2pRRkCmQqSlzMdMFHgQ42d7eiaUegfmSIvZgYZQcH0esTWzi18498/z8AzXdMUNDXYXHb977P1vm5u+bN/oLSk2A/iaRVNv4eOVPOyqbmVh35wL6mUw2T/cyxe8hG/9kaN8cKSXPLi1oxzISpqs65lCy0tLRw+fYnB8UTaOWkA/Nk776W1YyMC1Rg8OTxFUa7lB/lEUOrQ3LEZy4php+zgOjXQEQIKci0mEimEULmz+uYOPv/1+9izcxuNbZsoX15LbsxUa4qt5o+7bAX09ynn+Nfl2M4miBAU82vn1f8Zpb3Fc9PpCZl9frJZNkqckGD6x8nJVRMu5df/lJVPr/fRprM5d3xVAR/V4A/uewB++PDsNLhZLQJ20sYh4/+u3hCs6ffELLjtb2FgAH7rt9MBZTwX1raH74VItkT7KurYqWxEneeVybtKFmR5BEGPJfzXevfCu96vxsSy4Ev/BKsXcdUjfC+CvQx+5mOuzcn+MVzPUwXNQYR+ukmfZBClZMxk4VwTCFdREKQM1eOEEOzr7krjGH/i9ntobr+8s53NTEMwOTrCwPAoTlEhhqwMOmVLj8AhyYubIC3yCktYtmodA0e7MWJKslOgHCnP8xCGSVNbJ7ueuYDrN6f0kuMMDo8izHxaN17DqGlSXb2A00+f5/Sx/Zzc8WOKF62i+HffTE7pQlKOGzi7uXFTATTf6dLF93HLYHF5/qzXlil3/cGP3saJM32saeygoaWd5y6MBuevN9j1jS1s3LSJhO0EzmGmXHFr5xa2HrwfaRhYlsU7/+S9NLS0c3FkisbWDgpyzSuiIWYzKQT7enbzoT9W9/te63Y+9ZXv0BzQMNTckkJ1Jg/qzjwPx0nx4H3/ySMP3jcn+lt+jkVpQVxJERuqg/sf/PGfc/DkAEs3tnHi/BBOSinypewp4p7H4QMH+PQnP0LhovXc/7n/y1v/6fvAcjxP9fRZsWo1zxzai+vYeKkkixev4sQIKBEHAzeVYPHyJaR0LYiUvGpjA2u/+BV6d2+jvm0LIzk1TCVTvjRuSP2zDMnxpw/i2En69j8WXLvneWkOb9RJWtvQTvWaBnXffQ+vrrmNv7vjHo4d2MPS2lbw4LGfPBA4vo3tm5AC6ls38dA9cWw7iZSS33/nn1JQVIy1Iowqu6kkWBaGEDiRgOrVNIEfnHND6jVoMKd+WViaRyLl+E6aCD4Z9jjRr0xXqtS2rqYYU4bCIqaUOKZSyFpaUcCpgTGfKqnAkK7zchwFBvc9cYKgQaRh4KaSSCkoKS4O1hWdvYmZRiSjM7vC13W11ZzsHwsoUUoVTskh67q8zGd/ZV0bpy6OsaSiwM/yhAX+YfYsLGyvbWzjn/7j2/Tu3k5zx2YaWjsYmbADcFTb3Mbnv34f2554nLrWTayrb+Gp/d3s+MWPObHth7jJCf7gtv9ErqnGkJIlFSqLlVmzMx+LMgTm8vnod1G8HOk76wI13jpbq7IfkYbcUoHlTKnrhpZ2bv/GfVkzKRpsjp4/QXJqirHhQaqryhmemAgogLoPjr7vdQ1N/OM//XNwvLG8JQHt1jBmFy2InlP0PJpXVATrdiYAfnTrVizT4NFHH2VNYwfNbZ0RdpLAEGo+1Te386kvf4cDPTtpbt9MfXM7ul5KCMH6RSUcOHkprYl5Q0s7GxrbcDyPC0OTbGhq5WNf+CYH9uygqX0TuWvWMlFggAW86S2/Hsf2soIIEadeA5BYrlJZCwCCBj+CWR9KbdnoZ2eeCY+Xlwc3XQ/9Z6HjJsgD6mZhSbQ0Kqrbnt4wA+N5lxdamM30Q54GgDIyGEJCR6uS47ZtNT5v+g34o3fBLa+fy5eE3+Xp38PXEi4UZvvYfOlqV9uiYFg3ehUClqyDr9wdyeol4ct3w9veqGTF/4fby+Bnnua4HjkxnZWZua+A1IXTc7CgNsifdLpXQ8yQ2I6KTG7dujWNY3ywZ+cVg5/D+3ro2fU4sYIyzhybYHUpDFhw4dwwpmUyfHaY/LIaYpUFeL7L8Bu/81b2P/oDjFgO0jCorK7x6U+QcnVBq1SNSe0EO574MeVrOrByJQuql5CcMJV6UipJKjmFY09hJyY58ezT/MnbW/n5vtOBGINlqPqOghzL36B05keyYYaaAG3Z5K5P9o9iO2G6R69LYQYv2qcB/16Iace95SKsL02ptgWRCLqUZKWMXKlJAb27d6TRtvZ1bafFv9+KfiuQ/rgf7N6Bkwo7i2tlq7nQ34rzYqyoKuKps0NBTceKlStJxMsozY8zmoTncH0gY2NKwZ7Dxylb00lqahzbthkcHFRZHl/trbpmMUWFBfRfGqW4qJDFS5Yw8NwA9U1tDAyPEc8rYMmSJZweGAdgdXUxxXkxmlrbaWpV5/v44XPBXEhOTTA6OkJZcRG5BYWsWF9H11OnkIaB4W/gjuNMi0xrJ2loPMHopO2PnfBlrWFDYzsbN22mf2QS14OPf/GbPLV3N6sbOgIJ5Lrmdj5x+z0cP7SHjk3XBuO551h/2jgqdUYzyCxcbSvW6od+w2QPL5CQ1+U7KxcU4bgeQ+PJcD5HwJhuxkjktUyL+YX0unmlaQhcT82LDYtL6RuaDOp2TEOpgzl+HZgoXcHCRbCoyGQsnsPm61/J+YEhbu58LxNWaaD4FmZvZBoNbjb5b1VXkp6FypRbz3z282vWMpl0fJnqMFsK4ZprGVIFqnwnt7apjbUNLZjSSKObqmdcUN/SzqI1DeCpoPSB7h04qRSOk8KxbQYunEOIpmB8r6RmJxMsZVOQnOlz0e/67NfuZX2jKvqO1i7ruhct04wbZsjxIJly8DyCoN1M/cM02Dx/4FeU1KymrLQsqB3U90lAIHahX4seL+nX8TUuK2fvcwOXvcZMy6S46XNKJlUGdnJ8lPe+/U3Yto0hDV71hjdzy2/+DsvWN/k+nn4Y1Hk1t3UEz4fyl0MHVmfeg0QBAiE88ELBiNAdELM+Zy+YzUajkhJimtYmfdlp1Gu+AE00RBKAIMeZ9jXTLJNupkFFwobxcagsgKVLYOlSVWdyuealGlA9+Ag88CNFH4yKGJx5BhatSf/MZfsQibCgP5YbXm+4QEauHwUE3vBa6Jxjo/TocaLZs+h4/NonxGVMCEADwggIEgIKSqCzzachJtWC17UP9h2Gz34cFi5/kU/++dnL4Gc+ZsSxfFqJISVFebEZVYY611Rx8OTgjNzlqKU/MyLgF5umxHYcJIIbb7wxjXJR37YpCOLMxHGeyXp2b8NJJvwGl0l2P7mVrQ99m7Wv+3Ncx2as/xT55dVU5G7B80wc12PRshV86G/+gUf29uF5Ho/9909Zu2QhlRtbcVxX1ff5jkxiYgx7ahJpWjgpm75zZ7DKVmAZgngsBm4Kz0mRHL5AW/3aCP0lLLb2PJ/nb6RnfuZi0zZr4W9ShIGsaCxcSMHhvXvo2b2d2taNVF93bdY1al0Z/MeD92Enkzzy4H3ccff3qV5VrySTr+KiZhiS1s7NfDMSxW7p2EJQa+ZnCHXmsaFtk9rwEx6e5yKlnFeTVy3nrx3fqKNSWVFO5+brmFpWgV2xHM+IUVC4goUNhZzr/SWWZVFYXMbpgXHuffJZllQU+DUhZZi5hcRNGUiU55WUQCxP7bd+1N/1VEYh02oXl3LkzBBnThzj6QM9CDPGqaeHaOq4htUb1/GKV8F1q4ooLinlqUP7EZAmxBE11TMpdGA8D05dHKO8KM7J/jFy4ybgUdfcTnNbp9/zRDVPtAzB+sZWtmzZkjb/2laGnG8jlsP5/kkWl+WrXi8vwAZXWZRLwnY4dn6E2sWlHDo1SGl+nJL8GEfODAXv0zRRx/Ui1Dh1PkcP9vDsgS4a2zexaHUjU7aDFGQFHjErzPy4RniM62ur2fvcQJClBbUMOa7HQ13HyTXB9KlkVVWVxAtKWLqklGMXRlRNR1CnowDM+Ogwj/18B5XLNzA5CL0//daM65hWg9Rz1czS6Dj67B+/MBIEYTXwE/4EkL6fk+O3E5AQACApZPqajN/3RUbqYgTgedS3bmLnMz9ESomwLCoW1KQB4PnW7FypwEG27+rZtZ3apjY8L1JLqLMehAHeXMsIqJEecKJ/DNf1WLeoZNbvi4LN1c1bOE85qjeYWrtjpsFkUmUhTallysPPZ+5bmQ1bL2cz1Xh98KO38elPfgTXdfnJvd/A9enqjpPip/d/m62P3M/f3fGf0LYsAmT8ddU/QdOQNC2voOvoheD7LEMypRMIhOBI4CGl5PC+Pdz2/rcHghkP33kXuV3b4PY74EtfvTqCB5ez2WhUa3w62uign/kxSUN62hGGyO9XuJYJCc8eg6eU+iM7D8Orr1XHNGNzO4YGVLe+Lh3U6LR3tEPt5foQ6WvRNS2GznCJ9Pd09Siw53mQSsHuXnjtG+Z2vsvqYOwSXDgJipOR5tzlmy8x4KNNEEZHDMPvV+Sf6y2vh29a8Pk7YEdXKPrQewhe+eoX86yft70MfuZlYfZAy5pma/YI6u8Ny+am275hcSnnLk2QHHFxhesLboSiCUIKNm/ezLd/8CMefXQry2pbWVPXisfMG8Bs1ta5hcefeQQ3ZYObQuCSnJzAdVO4KVvx9BOTnD15DFm+DlDOzfDQJaQZw3NdXM/jyOED7LmouO2XxhIBWCksLADXRkiJm7KpXLyI8+NJtv7sYVIlK1i8ZCnWqXJuuPl1bPKjKlVFOWnKYzqyq6P/qhfD3MCPtmTKIWYafvQxPeKr75Hjujyzv5tP/MXbSPkqTp/72r1UrKidppa1r0tTKlRdyPYnHuONK+uCTF3hHIDuXKx9VSV2qp3Pf/0+du94kuaOLdQ2tQWbriHCfi+u8KhtauNfv/JdnnjiMQqKSoi5U/OSvA5rqkKHNypGUV5eQV7hBrY9fR6EQdHCCnKLKmjuvIb/+6430zNcRMJ2SKZc8uMm44kUBXEriPL3nT5B/7khykpLMOP5wXelR0qnO0OGFBx/+gCp5BSmNEglE4xcuogQ63nNlgbOVJI2919765vTruvMwDhFeTG/qF29pvci0886GDKMTmdKi8dNqXt/4xHWiWSKbnier5aFdoZeGNNhkZL8eHAhJflxOtdUBe8JVL58r19HqPf3dPnqdknutWJ87AvfxF7XhOd5VBbnBnUz2lZWKRnsorwYRbmKGglqrpTkx5hIpoKGlQIC9bjh4SFOdz3Bks7Xc2kAYgWlfpZHqbSZMhRUmBobpWfX45zp/gVmLM7QyYMkx0dnXMcWlOQiheDYhRFipmToYj93f/mHM851TVvCUy6d7TikHAdLSl/QSCAM7ReJIKovIz6LEcn+qNciMswCNjS1ct2Q4IbG5axc18BgrCrMojD/mp0rFTjI9l2tnZvVGudTZPW8dnz5bv1fjmUwZTu4eD7DyJuR0ZBpGmwOjiUY9PsPaTGB/LjJyEQSEdeqfuq+7+/p4pEH7+Ph+7+bVqvX1NI+r0DeTDVew0OX8FwPz3Wzqr1rWXr5jlt9ah6R+64mjK6BlEKtS1vv38cNN9xIR+dGlfUVuvm0+gYD1WA4FFGxES+U4MHlbCYaVSAvLdLBD6QDoOj/UvrNiuZpUsKRoyrzY0rlMF8aVt+3fgbGykyZm2wiBtHmpDCHPkQidPL15zPBnZAq02HdpX6PxaZLes9mufkwNRYZOxHSTMTcmUC/dksbC3/B1ONathDaW+E974I9+/CLaKGl7kU84atjL4Of+ZiTRMg8RcWS4FylyVySH+fCsFIfkmgHKl02FeBNr3sV9c0dPNs37NOuPLp2PBlsAMmEyyMP3nfZTaOhpZ1X9sPp8wNUVpSzohh+/r2vKRWrVBLPdfAcm+UrVnJ8XC0WjuvR2rmF3Y/sQRoGphVj1bp6njhjs7yqkPNDk0GhdElxEbf+7v/iwPkEuXEVPTx78hhnenaxsCGHsQsnOPzkVvbu3saatesV3WBFBcfPjwSStzFTYghBzDACZ6ljdeVslzXNjl8YZUWVYtkKAX2XJoIIMKi16WjfCAd7dpLSKk4pm0e3buX3VtZN0wqO1hSYpsmqhna/XlRQXZrH0sqsjN55m+ErXTS0tLO2oVWtoV64lgYZQgmGB4ZlULmijjcsrwUPVmbp3+J5Hif6x1heNf0ctZpelOpkmfo+GAz09/G12/+GxZvegOek6D97korVrWxoaKGhZSl7Hn2KpE8DzLFMRvxu8aYhGR2+xHe/9s8saLiRE26KurZrKCouCiSKdaQ1G4iXhUtZv6GevSeewHMd8BwqKiqQAsoK4vxoBudHO1AVKxtoaeskJ2akqaKlHC/sFeRTsAyhfo+ZBobhIBBYpoHtOAhPOTnHLowSsyQrqsLx9TwPJ5nA0PV5Uef4Ktr27dt56JGfsay2letqfzPI+uj7F9xLGYKfUNUwQ9Ldb/a5urYZx1WF6Zm2uroYUA0zM23lgiLGEylARcNjlsGpU6fVdxmWCo6kbPrPnWL5+vLgedYZCE17G7nUj5NMkEpO4roppkZVBitTrCDqEC9a04AUguHBi/zy4ft5+ud3zxr0CTI/UjA0nmRpRQEXR6eC7Lq6XxH1PFQj0ADf+IENKUTgJIfVQsoqFlRzyy2dDI0n6T16xgdSyuZbs/N8BA4yv8srW6FqMj21pugrPnVxjKLcWLiOREC/rtear+n+PI7r+fujSFNqFBJWLSjkyP4ePvCHv0MykQiAg963gMsG8qJzIbPGS2e60xThpKH2NUfNV+FnxRvb/WbAEFyv4Wf8XE/+CSQEAAAgAElEQVQEY3Ogdw8f+KM3k7JtYrEYP//v/0aUryRuGjQsK2PfiQGSKZVtb2rfxHe04IFl4S1bARfO/XoFD+ZigtDhDaI9M4CBK+XuVS6B1k1w6oBylDwBFRVqE4tPb5Z+2cxN1ALQ44VZoJn6ENkJJdkdZGAi16TBXSQ7Q3MD/OC7sPeQul9LK1Vj2PlYMJYSlQFSr006MHvF8otowogseky/5y0N8NXPwrYdCvhsWP3rPsOrbi+Dn3maXhQNKaf1gXm+FvRzEbqPi/965D1Bttanhi2vbVWFxa7itj98/3d5XYT+MzyRJD9uTotWv/HGZh7pPkmOZbB2RQWf+8q3+OnBAXJiBt7kcszcIk4dewqndB2WoaSoL7KA9Q1tdHzgr8hZtYUlK1bBmWfJjZkkUy4FOWbgOC9bvIwT4+eIWwb9fUdV92/XxUlO4qbsrHUphiEZuniBo2eP4xWvQMpYJPOjQOJ8TPcq0Wv86JRNXlypG41O2RTlWMQMg4a2zXzPuoOUVnFq2aRAUsbxNM3jsV9tZfX6Omob25CE6mvPp7A50/Q2JIUuTlYLvvBTEcoRU/VYaeyfGfYpz4NEKnsITzvMmbQ3KaB9dSXf6O1W8tfJBKmpMYpqVuO5qaDWy/M8krY69vDABc5fuATlpRQUl3Kpv4/k5DgpO4HAY2zkEuVlJUHmx/BPPlsUt/5Vy9hQW0v7EFwcHKSmsoXS8srAWcnm/PTu2cUH/vDNgQPyt7ffQ1Nrhy8SoAbPw1VUS62oKMJshGVJjKkw8CBdAcILZHudjGf+RP8YZmoSM16o7s/VLP7yLUqFMi2LpuW/nHF+BRF9id/bRa0lgaS7Py51rRuxDBlQguZrml5nJ6ZIJRI889RxqFiP9KPLbspm0XJdzC64vraaZ84Ns6AkT/WK8jwqKyt52nMYPn0ELzKuhmEEjmwmKP7nr34fUbaUwXPH6Tu0bVZ5dxXVV32NtMzxorJ8lY3wn2+d5dH1LzoToAGlcpXCwvcoUJpMpkjYTpDtEwLqagqm1f/NtWZHv3c+YCnb5/Vntj/dp5pyEtakCPCbuoZjpOl+wkv3K+djMVNSnBdjaDzpqzNqNb9QqGRpZSGP3q/VOMMv0PuWgFkl+7MFSDLrOyFcp3dse5xlG9rwPI9nD3SRU1BMcnyEzi3XsmJ9U7DXaj8vaCGAun5DCvqf3RcGF5NJHvvVr7jpt1fRtkoF4kw/UCUFbGhq529vv4d9XTto7txM3ro1TBZIiEu49c0vblF7mulJH5AfI1FWSZooQiYgmqtJCa1N0NcBFy/CNTdBcS4zLpAPPhKKG8wkbOAD2ECwwPNg8KzqRTRTH6ILJ2HhinSAExwjCogIwdCNr4DXzZHqlmm5BeoYbgZoFBm/v1TMioMYm07/SwPBqDFqroe1y3xKoKqhxU7+Os/2qtrL4Gc+ZqhIq35GXG922dj5WEGOxeBYAuH6kSh/N41GppRpgASO57GuoZXrXvMmtv74XhWFdpy0TaNvaILKopxpsqu5MTPSJ0PQ1NrOs8njxC2JPdLPg/d/n0snj7DyhjdTXLWYEydPcWgA4qlRbujcwkWrmqStrt8yox3cw47w+vjVNYs4frYfz3NIJSZ9Baj0upT9PV08/NAD7Nx7hHhhOdXNryC+ajWWUXVZGdxs5vqqeVFVLOlz9sembHJjiu9iWZLaxlY+/Olv8Mz+Ljo2X8PiNQ0zLvcNLe1UrqhlbGxc7Rl+ZLhr907e/ru/dUVc/WymY8u6D4WORpumZGlFAc+cGw4DNEJla+wUzOS1eIQgKjqW+3u66Nq1g5WNm4iZSrI6qvZVmh+nukbVMbipJG7KRpoxnFSKi/39HDxVqNRI/czPfz34HfIrl/HsgTE23/BqFixciPAcvFQSaVqUlpSqbIFhIKWgKFc9U9mATFFRDvk5FuUV5RSWlFKSHwv6Pul7ken8fPn2z2LbSTy/f8/B7p00traHBe+Q5vRIKX16nhGMe0AR8v/tSY++SxNK+SzjmU+mXGxHUqDpc4SZxatlUSqU5/8+29zSdS2gerkIVDH3x2+/h95d26ht2cj6hjYMAba8svOVQnD6+LOcPvEsRk4+A0efZknFepLjw8QLSigpLWHR4sV+/ZQC1lrJa2zSZt/BwwyeP0tTazt5F69j97bHgpqc17/pLdn7NdlwqGcHr31zLblNK3jgc88F6ovZ6tv0nj04NkVuzAxqv+KWge24wffpp0H1xBFIJaGoXpMKSEad5FBhkCBTffTcCJXFOXgyFtDjrtTmA5ZmM4Gix+pMoAZ5phRhQ1bCPUa7vfpz87HcmEnjsnIeP3zOl7dWgMeUobgFpD/nAK6j63HU3M6WydGWLUDyjj99f9aMX0NLOys3NDEwNoXjQFtnJwnbJS9uUhC3GE+kAkAr/Yc9EEOJZL9e8Yqb+Pu/j2HbYSZu09oFgApKfOeBR1jf1MGy9U1KAa65nZW1zeRaBoIxZEUZvPdPYOmGeY3nC2pBpkdGov0+8JEiSFakZYeu1KoWQHGR6ikzNkTWg/XsU6IGeiEyZHa62fkTyvGqWqbOy/MgMcnsfYj0WhgFPf7r0fom/d6FKyDveTA4cvKVEMOJQ6FYhL9R571A9aDPyxYuh6qlcLQnXefeitRl5Rb64xw5f30ZF048v/F6Ee1l8DNf8yOrppRXlcNZU5ZPynE50T8W1B9oukUU/Ag/yuQJwFOL9LWvuZVtP38Q21Y9CmqbOzl5cYylFQWzggZTKnqC5nfHfOGBvV2PMzU2RCo5iWMnGRse5Ce7/oulW26l/8J53vupd3Dd2z5CniUQNe1pFKIooNJytDULaqhrgIU5Kdy8Cspr1/KKuoWBwxo2Jk2QX7UMM6+IVGKS8ZFLmMZKn4I1t3E8PzTJlJ1iUVm+yo6haE6qxkM9vLavJKe53VIKVte10N65kbhlMpaw0dzvmUyDE4Ggpiyfn92344q5+jN+gw+ytXNimQbNy8sxDcnRvuHIOqTuY0pkCtVGTStehXzezEjqu/5FSVbnxQ2qinODOo/XbmlgyW2f5oFHdzMwOYowTDw8Ll68wH3boKY0T9XDeA725AQpO4GTSjHY30dLSwtveccfs+/kMNVLV1BWXhY0s5VSBI5ENiCjTWUoFCjTtD9tmeIWTe2qX4eWrK5t6fRHCJ7rHyVmGQgn3NMNQSCooTfFpw90c7h3J83tW1jb0IrwhO80SyaS6eAn6lBeKUPkchalQpmWdVkqVFBz4nqMJ1KB6MqGhlYWr24Inychguzo5SxbPdbRI/txUhbCTuIJCW6KsoIYy294HSKWG97njEE5cfQwX/nMJzHzSyioXMIbXv169nbtCNav10VqtzJBcXvnJhaW5rGwdOb5EpgI1zVdm6kbpCoVTS/IrAKBoIEbGRNNd9N1feqwam2QEmJS1TIZkWLmIHj1ItuSciVNjvD8+xwCHsMHJdHifSEEfUMTwZo4X9P7lRKmCPs4SSFoW6UCK9HnvLiklM//4/9Lu++vu/XNM97TmWhus5lSZNUZ0Ehdl69wEWS+UI1hdz5zQbGp/M9v3ryZX/5yeiZOZ2MTiSRWzOIf/v3bNLS0E48ZTNopP0tIxNF+CZhufrqxHWqKiSx6ISgQEoX+I6+BivSPXoLSqunHnc0MC2QSTp+DE8dgpaMklKO2q1s1P9W2bm32Y3muotD17lPXcf31UF3ErOOri/6mZX4iz6jO/FQtVQpnV8VE+s+XalNQaaj/VzbBsb0hUFzdEr5nwTJIJeHSeYIGrtHru9rRvl+TvQx+5mNOEmlZwYZ5tfq6RC3MNEc25MizLVDR6mjWaW19S5ojULWijqGJRPD+zNPUjoyxYguLF9UEDlDMMhi40Md/ffNzlK3pxLETuI4SQUBIPNdVzU6NOCdPHMeeGGFVeR0DfWeRIjfo2WEZEiEFMcsIMkDl5WV01P42fZcmuLlpMTHzNcH5hI1JPVVv5Lq49hQlJaWR4vu5bSATCRvbUbLLphRMJFIc2ruHYwe62NCykfrmNjzfcXHdcGwDuqEEy98UZru90rMD52F5VSG33PxK/uVT/3hFXP2s5p9XQL8RfhFupPeT/pvO6hhSkMpIRkbnqBBKrEWXvWZGUi+dPQq0U5gbozA3jPyU5MfZUFfP8WF49KcPIQ0Dz0lRUlmF5cW5NJ5QkrWmgefaeI6NFFC9cCEXz5/jnv/4HFUNr2BwcJDCohIWVKlsXkGGQMRMkrq6P4lhiMCJmakwurapjb/+7F1ceHYf1WuaWVvf6vsfvlSylKSEmxbt1f82hOBgbxd/8563krJtvm19kU99+Tusa2gNI+T+jRmdTFLo100Ynh3sbfVLy+esSjhX01Son//il6xv6rwsqFbBW4HjKadXb7siMqf0EjOX5yob3ah82QYaGho4+Mu9eGYM07KwTJO6NWs50T9KzHeATRlmTPQ9O3/2NBee3oPrOlSu62S4dsGMQGY2UDzTfNEWJNAJ1SJNQ6l0TiYnwUsPLgWZAL/wPxizSKYwGF9PHdmQgpK8mJ/ZEAjXRpClpuFFsEXl+VwcnWI8YUfmu/+/RNXBaec/EnCbKyDONOnX8Ok1X6s8CkEa8yB631at3ZCVtpbNKpfX8tk772V/9845C7ooZUw/0BHZSwMhC0Hk+VDBmN7nLpITeYazZeJ0NlavnQf27KCppSPI+um5kvJeoIjIfC2z+ekjP4bSDGW3KJ0seB312tQ4TAzPH/xULYV9O+CeH0FBDH60FQoXpmdodL2OFiw4eEjV/0yr+xFw6Gn4v/+k3vvNH8B7/gBGxuCVN88sbx2NmInIhM+Uny6vnt+1zWTRcYu8NuF6V7YyaNB6440vHHUyFofqldB/ChJTWd4gwnkSHc8rXCteCvYy+LkCE360+Kqrd4iwWFlG5lbm2qlfO7Kvm97d21nT0MEtr7whyKL84O5/Y3ldG+tqbkRkTM6oI7Pm5rfzG2/4beRypUrXtKyMR3b8ECfl+KIHDq6dwHVsDCsGqIambe+4jdTUOIPP7cexpzi89yAVddeHPTvMUClMINI6uMcsI6gt0RbtzeA5DniqNsgQ6R3m5zaEAilU/yFDSvb3dPHP/+edgZLbbV/6FtWr6xV4FV4Q3NIZMO0AzGoeoTPsv/X5cvWnXYf/c0VVEYPjCYbGEmkNCKNRTNfPABpS0doc1+PouWHWLSrh5MUxTCmVUpavTnR2UPXXyYyk3ticXsQYBRgra5tYvWIJ8jW/xbGLU5ixHIpKSpkaVj1ypmyH3HiMt/3Rn3HkxFmqFtSwuWktD/3k5yTGx3DsKRwnj8H+PhbXLEBKwWY/63M5a11Zwc5nLmBKSXVpHqeeOcj/+eN0ZxwUmFvX1MHahlZuuO5a+kcmw/H0nRL97ESj+EKEvaR6d2/3xS/8/kp7lFxwEJAQqsfT2cEJ1i2KoQvmdTl5Ye7VUfzLtPlQofTeq6mf4XT2qZ9+nZMgXbFqJstKN2ppp2ZjOwf6YWB4lMZ1KxmwLWKmJOV45MUV0FxUns/i8oK0dccwDQzTAAdGTuyjtfPjswKZy4GcTHv4Z4/Sf2wfS9e3sraxNYjyW74ynXbIgbQMhwZCAtA6YUIIFhTncmZwIgC+2mHW71+1sDioBTNkmE15KdiKBYUMjSd5+swQHl4gpgJqbZX+SiZ958aQSv0tYc+f0q2BlQK9Mqz5YeZgxeXubfRzsQWrWba+idaOjXM6H4+wgkWtjxEfWNNUw/RMYI1zUGnNzMY2dWyOAGWACGPjpQB+Mpufbt8Jr79GZVPCiKuibU2qRuBpfWqAK5rVi1bDzx/263lcGJ2aXs+j63Xu+Cps3xXKKWe+TwB7D4cgKZmEL9ylwNp/PphdJEFI9b1T46oeJw38iPA9V9uiNUUQ+fc8x/ArX4H3vU/dt3j8hZVLL66Ai6dnOUU/ahJV2XvJrHTzt5fBz3zMiAUR97U1xeTFr76jox2SEFinO/76+4/s7eZjf/7WwKmvufv7XBie4LYPvB07qV5bcvf3ya9JTyFHHZnjT/yAsy0tGJvVgrGgJI/2zo3cHbMYO38c4aVYu349kyloqV3LcyNQUFTCmYOHqVy/iZGzR3HtBL1d26kvXkqsugpzcUkAdOKmEWRgLL+r+5Z10x1eHd29845P09PTzVj/KYqXrGdo8AKmsY6cmEF+fPap6vkAIACmrodhwP6u7aHKVcrmQPcOqlfX++/1wk3f0IXBwge20ylkY1M2eTF1Hp5hAelA6Wpx9QGqS/PxPM+n+ORx5MwlcqxwDDrXVLHtSJ+f2lPXbUhB0gnBEKialCnXYarfwTJVNmt0ygZv9qh6tmh/7bpGxqdsBlND/neo7yzOtRgYncIyJKtWryJWshDH9Vi5oIi61ct4yE0yNXSBnIJiFixYmOZ8zsXKC3MwpGBRWT41ZXk8/mC6M/7Ig/fxkwfvU+dqWXzkc3eT2tCk6jzw12rtugqI+WD60N497HjyCZo7NtPU1okU0NK5GcuylGiQ31/JkDpqHtaHPHu4l198fw/L69qoq2uYMzj/dZhWenN8yeJMMJ8eXJku7JFps9GNKirKiOUVUJwfZ/jiWHr9nyGJmwY5lpG27ni2y3WvfA21jS3zkmSfi+3v6eJf/vIPA2GHT9x+D42tHcG1Cj+7AyEI9iJARzuuHlBRmENZYZyyghzODU2kZc4cv5eR8B1+XS4hzfhLyh8oyo0RNw2O9g3juaRldXTvn8AXhKCv2pVMZ63eqFsWaCn0gf4L/OuH59eOAaavQR/+zF2Ub9w0r3MK7rfQGUD/WSaSPZ8WXLz8xetg13cfeITalk5W17WEdEehs8TwkmntcuON05ufipTPn4cgCriiHg7v8D+UcfJXusZVL1Dfc2EUBsbDep5Maev3vRv29E5XbAtPAJpqwTTA9h1w151dJEEIGB8O6V3RrI8Qqp7FuLqZ+rTvDsZQkpulL9mstn07vPe9qt8QQCLxa5BLF7OAQX+hExHa20uVzjcHexn8zMu0A6UkcXOuMr0l2oguoGJIpvXgkEKwd8/2NOna7l3buDgymdaHpnvXNm5447o05ybqyAgnSXvtSvIiwCLTIX7OqeTSWIKivBjG2CDxomKuvfFVPHN+DDO3UFHjUjbnTz/HqSPdLCt6DQULlqLlbVOuF2SDhID8GQBjQ0s773rfX/IX7/wdRs8+A403UFlZhSklhTkW9UuzN5PV9vTZYVZXFwXRPAW6DNY3dyqVK78GpLF9U0ABjvt0KiFUPYkWL4gew3FdkimX3JjJmYFxFpToRnz+vZoh7ft8ld8yJanXLypN+z10YJXzFqW1qL9HKG/+v6Uwgtf0/Jop8pot2r/cV0gypMDQGQ9ftKB/ZIq4aUxrPnnzte0s/Oq36N61DXPFFioXLJwXjVGbZcpgTDKdcUFEJSoFh3t3sbK2GYHq9ZRbmJNG84pbBkf27eGv/+z3sZNJ7vtajH+9816aWtupb2nnU1/+Dgd7dtLcvpkNzW1BRFt//kBvF//8oTCb+P8+93XaN137kvF5hRQc6d7Dzu1PUNe6kfrmdj84EFKT9PxVAg2zw5/ZQLK63zKQNrYMv/5PSiqKcgIKYGvnFgzTwE0qVcrtj/2CP3jXe68q8IEMSe8UHOzZSVOb6iuiM17Sz9RFC9shPcsuPJWx1nQtKQSVRbns697NIz/7BQ1tG1myttHPIKMRNvIK5vYLbRqgOUF22M92CxFkQML9xs9hXsElCCEoyFGBEJ2xtwxJf9/ZWVXcZrLMNehI7y46O+cOfrQ4iiM8/5p0f6Mw46ezdFdC4ti8eTP5NWsZm7SZsp0AQKpskxf8/pJwELM1Pz3wRGTCR53eyCbSe0BliWpXQv36mY8/Na6Uw4wsLuXChfA3fwu7u1UfnZbGmaWtsym2aYtma/DU+ZpS9VLKCpb8z9hTEMuNZGNE+DO/+OrR3bSZMV8RK0Kr27uf2GPbIJkH198wt+Ns3eo3HPXNMF54uXTDzA5yg8kt/ZKfyLz5H2ovg5/5mJNAmFa4qF1lqy7No6wgzu6jF9DfIIWY7vhKaO5Il65t7dzCqYGxIGptmuo1GVGuhNkdmeh7NIXumYO95JUvoiCnPCg8r6is4vQomLE4rlbWSkyQSk5x6sA2blq7jilbNRgl5QQb4eWcAt2d+9GfPUzjxjaqqqoozldy15czIQSuq50bD9txiZsGK2ubue1L32L/nh00dWyitrGNoYkkAqGKUxMp8Ln7YWTQVz7yoH94iuHJJOtqStJuunTtYKPLtOfTpV1/fi7AyTINUo4bgGUh/UpdX9VK33YpVHd1Vaswc2Rzth4axSWlfO+er5K3ohPTyEPXURh+pNdxvUCWXErBgiwc/1/sP4MzdI7eo0fJG19NW/vcHd/rN4QbVOYcBpX9Uf3XLOrbNgZRfteDohyLS+MJFZH1nd99e7YHgQI7ZbOvazstbR0IoK65jZZ25TB7vlx0UCAuoWdXeuDhcPd2OjZf+5KI+AvgcO8ePvwnb8H2wdnf/9u3qNiixsnwQbNeF6SBrxI4u0XV16K/W35vL8OnvMZMw69NE1QV56Z9/jfe9BYevPeerKqU87WZaFSBpLcf7Khv2xTJ0EQU26SSdta1f0AQQBAwTe1sWUUhRw/18NbfUYqOlmXxiTv+k8bWDt//UvPKTSURsXRlzRfbDCkwhPQbaPsPBRro+FlRXywlmB9XMJelEGxcU8W5S+NIGUpdL6iumbdQAUwPctQ2b2Q2SZdspsCOAiI6Q66DW6BU6hIp16/zvDITkfGKqgcCpDIVWl5My2x+KgzQ8zwKLPTPvYfgTz6kAIplwmc/rupCJkYhlgNmJJA5cBZyCrIDieX1cOwsaQvkTE1Jo4pt2Zqe9h5S4gg6pf/am2BBBbzyVdPBkucDJDdFUM8UvVYp06/hatXWxHNhXQcc2u6f8374o7/ATNpw971zp67deKOiuiUS6lzvuOOFl0tfvFbRBLNZoP7n/0yjv/3Ps5fBzzxMUVFdCuEFcXSkEOTGzGBhrirOpTSjt42WEa1vbuO2L32LPTufpKF9Ew0t7eT2DfOP//Ft9nZtZ01jB4vXNjA2aU/bMObCodeUg5KVbdQ03Uj7xs1YZizMlJgmHVtu4ExfP6cMiWNPgesowYXiXFKux1TS4fTgeFALdLnnZH9Pl1L/Sdrs7drBu//1+xTkLJ1WGJ/NhFB9N6ZshxzL4OLIFMsqC3E9z3dmO0g56twLcqwg6g2qBiI966ZzfF4gJgDpoCEMIE2/qOfTpX0+wKlpeTndxy6ilNzA85Rzv793N4/96jFuuvEG8muUso6meqnOQNMjnbP10NCqTK6wWL7lt2h/ze9TWFiohAi8kP5jGiLo39O4fDpvvjx5jg++T33HD+ZBfwFFo8p0eKOf1eda29zJwlX12E6YmtdSxVHHrqVjC9+OfTEATC2dm4NMmsyok0Hgd3tXALlqVWNa4KHeL3QWLwX0A+zdsx070rT3QPcOWto7g8CdBgFa1ljMQdY42/xoaGmnqjiXkcmkH+AQxCKZn0x77a1v9kGqPS8neK7nAmpt++jn7ub0Uz2sqm+ntrENXRsX9EAShIEAPyNgGpKUr/Fbu7iUfScH0r5zUXk+33zicWw7GWQYD3bvpKmtg3jMJJFKhlmFl8Y0CEz3MJKuAjfqyfBV0IL1Tlk2Gth8zTKUAt5zzxxh75ETLFqy7PLKfFksM8iRSeGeySYSKeKWQvdSotQdIQz4owJkAM0rKoJ+ZVdiyyoLGZu0efb8cOgLCkUvLivIwZ3khXMQn6+zLoXqR6N+UapeAMtqFcDp+lo6QOk9CK98NVzqU40/SyMUdjFL/uzY2elZnpmakianFLDKlhmqLoKWerAeUJ2QTQtecwPUrVOSzdlMn5YGO1HaW/VKKCoPxzIqCHE1ams02OraC0kboeuU5kpdy5ate6HNvIyvpemRB47AwYdh7RJoqnvhz+sFsJfBz3zMMDGYmep0tUyvlZYhA7lhbYvK80mmXE4PjLGhqZXlGxrTnPP1jW2sb2xjIpHi4sgUuZeplZnJNOXg/KEnqdqwicH+PmIVy8iPm6ppoICysnJi+UV0vOdDHDl+huvrFqVtbI3Ly+kbniAvblJZlHvZYvBMmsPAmWPAzBul54XgRArBuUsTfl8OpcCUHzeCXh4xy8DxGzrKSAADlAOkwU9U+nVkMontuNPUjzzAk2pcM8HP9u3bOXnyJKap/j5f5bf5AKeYaWCZEsd1g3qFpw90B3Vf9991O9e95k1c95o30tLWAYh0FauIzdZD4+4vfxE7aYN0SSUTjI8MUVZSTE7MwHGUcprqDWSQEzOpKc3ex3pv1/TvmKsjNJvDCyGgH5uyGRpPqgh3AGYFMUsiExqxQn1LO5/72n3s3vEELR1bqG/ugIjzGgAZAbrrvUA9+2sbWvnYF77Jwe4dNLRtYl1tfdYxfbGsuSOMmJumRVvnNVwYniQ/bgXPSo5pMpVKpdUxwcwZlWzzo6GlHWv4OU48e4H8mGTENjhjjGEZBUHz2qjNJes8F5vpXPb3dNG980mq17Zw8+/+MUaEbquj/WksH6GyU+eHJ6gqzmVpRUHwHSrzm+7M3XjjjVhWDA+V+Wlo26QyyKaW0can/bxEJoJvaS0TBAHo0dRVQL3uB4I0yL9Si5mS8+f7+OI/vIeyNRs5u/tH3H7X93nHn75/3sda19BCzep6ygtzeO7C6JxUdU8NjFGcFyMvZmJKiY0bZPTC7J4fGBEKtGezuWTgi/NiFOZaHL8wgqtbJ/jLTFg79QLMh6virEdSVlKEYCa3QDWvjKqwWSa01IWfm3aoWdgZ2bI8f/rO6RQ3J6XUxhatyf6ZW2+C+rXw6Y/AoeNKsnvFZURzhJ/iDjIWRDI/kbKFTEGIq1Fboxeea6+Bf/86XiKB0O+y6hMAACAASURBVPVWc7XMbN2LZVbcd5wk7DsC7/0YfuQQvngbtL36xT7DedvL4Gc+JoyQE/0CWthsLfvf8uJmCJCkDHqSST/6oilJliF5Zn83h3p2smnLdcT8wuO5OB5pzehchwULFjKGpDg/5jeIEwGdbfmyVaxbu5ZVC4umHackP86SiFORzbTDVVxSmkZzuKl55ayfOzM4rppMplxFjfOvWQKGISnOi4frHmGmVgoZUNakIKj10eIHBNFhETT7hIwlX8i0wnFIz9oYhsG73/1u3v72t8+L8hZVEZorcNJCD0IIDvbsDOhcbjLJL390L0/89EE++aVvUdvUSp8PEDPn1mxF7cUlpQgp8NwU5/b8hOtvfSemFFy60MelSxPkeFOYRi6WPx+yzYPLfcflbCaHV9vJ/lHKCnV9RjoNxRCadqnWby1z29DSzpq6lkBO3pCC+iVl7H72AhGfENcLFdIsKUlKwfqGFtbUtmBZEhw7jUrzYltjazufufNedm57gsb2TbR2dHJheDKkfknIi5skUk4QqYbZAWa2e6ffv+qWdzM13E/hwpXseXgnr/hf/xuzJLuo63yV27JZtnPp7trJh/7497CTKhv30c/dTWtHJzFDUTIDdcfACZZ4wmV1dTEXhien9wPIci83b97Mdx/4EY/89Bc0tG1i2frGtLVFOZOGysI+ryu8+taxuoptT/WpYL//mpRhJkz/NIQGBWo+/GrrVq6/4YZANCJqtuPiut40afd1i0rY37uHqbERJgbOYvv1p1dy34fGk1waS1BWEJ9zcEH6mZe+oUlqSvMCYOf5e6NpSDpWVc56jPlk4HXAxNOdqAkngAzecZXtajjrS9fDcwf9X7KcY0sT3PlFeHIbtDXA2uXqdelvpJ6n+v9Yseyf1xbN8hgSzvapzE5mU9JoM9KZMkNCQGMtdHZCYkIBJg1iJscUcIseL5g0IqJUJqc/39kEIZ6vLa+Hw9uhrRkeeoDU/d/F+v0/fGmAmflaxSIoq4YjO3xRiggw7TkA73yxT3D+9jL4mY+lEpi5MeVYvYC7W8Oyco5fGKUkP5b179rRUn1pVP8dyHy2BccO9/J3f/E2bDvJd+/8IgLVSXsuijvRKK1YvoWqBQtIXByjKDfGyf6xoKmpVu6ayeHtXD17X4BMh+uDH72N4aFLcwJoU7aD6xI0UjR8nrkuyo/5gEjX8kSdlGgkNKDEiFBIQEdBTanqavTAB4XBbhLISwM/0awNwNKlS+ctdjBfyeySvDiDY1MBfaeuZSOWZZFMuipy7XmkbJuD3Ttoae8gJ25iCJhMOmnHmSkqr6mIruMiDckH/voT2OVlDA0O8qsH76Ky7jpOHTxJbedNWKV5szoozyfyfznglEi5DI5O4XgeOaYRAFx9z1dXFzMwNuX/rpTe9u7eQX3bJup9UQNDhk05o+AnAMxCzalEyq/vEB6GEHhOAsh7yQT8JYKGlnaWrmvElNIv5A8VAXVBu5b51qedCTAfefC+tHuVee90RtBNqf8dO0HKthkduoi5ZG4y5nO1zIxU5rl89tP/QjLp1x/acKh3J+2dGzGk8KmZit6nr1bV+vjjJVVmOG0Mhcjar6mtYyPly2tJpVwmEimdPwiOSSoBOS+tmh8gEBlx/X5hQNDcV/vrgfQ58NSBHm57/9tIJpN8/647su4XZwbGSdgO6xalN4ZcWlFAdc0ihJei/6kdz4viqM/z1MB4AGpcz8NOudPuj54jC1Y1sb6xlZyYxDRFGBwKgN70jH2mzScDHzxHwgsCatqNt7Xe9tW2q+Gs5xerxdGKK6pZ1PTC2dIAa5eq1xIT4R/3H4H9D8HaxfDq14WACMBOqGNq00IGDz4CD/wIvvcg/PDhUORgsE8BqLyiEJQE4gd7VHanpREunFR/Mwz1sDl2usDC4DmoXkW6RLdMp725jr649IDHC0Exy8kj2BQ2djKc51HRMT+1wpeMCaHGXUhobwbLCjM/LfUv9tldkb0MfuZpmh71Qkb2CnIsGmZTN9NeHf7z7AmeOjNEXtzk0ngCz1MSp4d7dpLyBQkcz1bn7HlzphzpKO1Pe08Fim1Kwc0N1XyydHCfj2U6XMNDl2alR0SdoLzqNWrtNqSK6rmhcIGAQIVKBF5wGKXTG5ZEd3AP6YwqOi6QQqrMmu8lZW6YmZvolWRtstl8JLNXLSxiUTKPJ586j3A9NjS28eHP3sXO/36IX/74+7iuE6rcofbhpw/00LNrO698xU2X7bkRNqB18TzB8NAlSlZIhgb7SU5N4iSncJwUE6PDmIsr5yRqcSUR4MsBJ+EDOsPw713Qd0UEEW7pg95De/fwl+/+vQBwf+bOe7n5puv9jGoEGOusofBCtTcpeOZgL4e6d7KuqZOm1g7UdupnDl9ki1tGWv2R8CkeInL+GvA8tW8P+7t3sL5pIwWdG6la1RgATMMwePj+7+KknLReSlHTgNR1bFzHxkslMaSgoqKCS/3nufvLD1BcUjrnYMZMNlNGKnq8Dc2dWBGhgw1NGwOaonD0tcsg0CEjlK+O1ZWq/03EOlZXzVi7IzV4jEpFE2LfF38WzGAREKzFDXQwSIsCKJVLONStMsie66rMzc4nqWtuI9pgeOGaJlasb876VQurq3n/X/0tW3/2MDe9+vXzvvdPnRliSUVBAFYmkym/9tNjaDxJ//BkGuiKzhHTsnjrez+CPTnK5muvZ/GaBjSlda5b1XzX8s41Vex4+nxAM0ivGX8BZsTVctaFUMBjcUY9VX4JVC2B8yfDQdM/Dx2FD30yzMpULoZFxepviQm4eEZR16LW0qioaylnusjB5BgkzXTwoz/TVA99x9KzONIkkK0245BK6osh3TPzZQ2jtDefAkn1SsjPCNi+4BQzMfcJ+FI1IaG5Ab78r7CjSwGfhnUv9lldkb0MfuZj0gwcqblwj18oExBs3irS5GGaSqoZDwpyTKSE+rbNQWG29LXsXdeZdyQuTcrWlL6MtIw0IJ3bcTKjt/t7uug7ezpoeHi588p0gv76M3exur4Fy5TYKRdN+Ytb/jkafpM9oZx+nTGDyDrq1wgZbhgB11xtTZOSQnKifzT4e8px/bkg2bA4VOK72o1O52pBfxKhsnHrG1ppa9/Ilpv/P/beO76Oq877f58zc6+ae7fjlrhIlnQl3aLmQOIUAiRhF7K0fVgCy7Pw231g2V2ehaU8tCwlPIEQUiAJIcUhJE5CykKSBdJIsWRb1T1OJaTYibtsS7fN/P4458zMlVXulSXZ5vH39bIl3Tt3Zu7MmXO+5fP9fP6aFza1UV5Xz4qaOALYsaWTb37278ikUzyw+rphK4ADVVxecyXTZ8wER2X8BTBl8uSC9XsKtaECJ0tIsmQ9YV3Tp1NWbAfWPvXMbGxryQm4u9ta+MxHLyZkSTJZR8PmAlTIwqcS39bdzmX//PEc0dxl5RVecHG8bdbkEta3tvKb3/2BZZEENbF67ZgHIU6wuaudr/zj/yCtSRu+fe0vOaOyzgswd73xGg/efcfAWkqBAOSaW+/l0Y2vMaHY4mASqt73bt4+Ajd86SMke3txXQchJeFw+KixNlh/UX8bDvK4qbON7V3r+djnvkrY6WXxihgLyms1jXOA5EBvP21CEU8+9QwbWp8h/OG/GvA57d/nZ8wOBFAeO6Q2KYSaF06EgTCAqe4HVf0xNNCA55uLwLivjjWq5z6lnvsFFTFeeauHw2/syAky/uPKW1k+b9VRx5rQ+ybfDpDXLFm+orAASEAyndX3TvDilk5e2tRGdaKJSF0iR5wW+o2RlMvqn/wnrutwzy3X8p2f3kGsvjGvio+xQudyS8PhDSIji4MALFNWGwsbzFkviAhhkEyulCoA4lV/O/M9urao4CUYxHzgXMDNha71t8GgbEEojdDwFdcQ1rj+a2a/pvIjpF/lUQNa7aZnr4LDTZrukxxggh/9c8rQsMdRMy8jIggXqvNzIpp5fuoisGKJ1lkqXBD5RLBTwU8hJi2PtWywxXG0baCmS8tbgE2GV3i9LuBD4ioiMb77sztYt/YZ4o1nkkw77Hyhq6As7KbONl5d38rEpU3YJVMJWxaWdrIV7M3Na7EfCN5mmN0s2+KvP/Qx3vv+DxfkBG3rWs+ySEwtkNI4vBAOWaTSiqjA0nSuCOEtpMEEjA9xEzmvIQwsRAUWvRkHW1M696WzlNg2UqiepqCNptBpvuaNBenfFylhWXWUWH0DyXTWa2Le2rHOo2nOB4sfpB83Gdztj7Wx9+1dXPhXl7ArXcqcGXUUTZwyIv2e0TKzBoYsy4M0KYY36VdztBMc7RfQRetXBtYoNUZiZ8zAdaHz5d060aDe39jWmkNz/cTDv2bjhtmcefY5XHrJe47Ldw9aS0sLH/rARaSSSnn+ihvvoqGpyat2gvrZsX6tZoTLkslA+7q1/NWySA7NvUcf3l9LKRCARKIJFiyP8NKuHvb09LFgxgS2Pfokqb4+XL0ougOMteEILIylMlki8cZBIY/+flQw+pNb7mbOkmoOJzOY3kevooFy+nds7uTzn/wQqVSKX97wk4Ko6GdPKSHruLy466D2q/x6jxACYVkIMbx20nExA/1T8TyTSsP09Ka8QM7odjmOS0UkxjW33ssfHnucc85ZxaTTyklnnZw5OKO1dy48f9VRh9raMXJyE/D7XhHwwpZOX1frljDf/dkdzDkjF2qTo1+HwHEcXFeNu83trcTrG711sSwP9lAofC731w/h4d4slXHLex/HbIUSIQw1X9thKJ2oRUIDi2a0SgUvmQzYOogR0g+iBvu+/XV8airNSfg9RAL1c+crqiI1bZ7at5NVAY1tCEWEhmGJnGcQXDi0X21fpGFnftnbZzsaL+veAlt/Cxe8h/Ckv4DgZ1kctjzr/y2l0lk6Ce1U8FOAiWwSS5RRu3hGjjDoWNlgTZfTJxYxoXgGf9z6pmY7QzPWKGFOUE6/42SprIkz+4xqJpWESWYyvPu8s/I+ftBBWXzmX3Pe33yK0OxJut9H9/zYuUKBg1n/wOWJ3z/k/U0WZs+bP+DiOJT2TGW00YOxmcZSr2IjtMq89LNxIjAP+qJ+wocD6WOarGIQOmS260tlKCmyEclDCDkwq9l4m6dU7rrYlmBCke3RGPf/7jWJJtboamAoFGLipCn84JtfQsCAwWd/+nGA6773dZZc8A/sfaGNiz79f5gxcybJjMOMicWDBj/5ZvkHs+E+7zFZmWshguuc6619QkBtLMHVt9xDx/q11NU3U12X8NZDSwrql87C1kQXJWGbI8k0UjfU1dU3ezoyUlo89pt7yWYz3Hvbz6hb/Pi4B7797cknnySdSnlBTXd7iwp+pIH9qIAg1rAyRxOsOtaYc++G1FLqF4BMKSvClod08AsrV8znwXCIVMpV/YhCYFlWzmeGq+YYe3lXDxNPqxgU8ujvRwWjnetbuHBJRGkYGb/Iq9IErpGmrB6qn2OgxJMQguKw5SdNRE5yV/U7lA5M9nC8beakEt4+cMTr/aleOI09PX288naPrngG+x0l1XVxyuYtZ/70Mv68+7A3buxQSPu9ag4eyIbr0etqX0/7urU0NL9j4OcZQNPyb+taHxCuVcHM3CWRnO2D49WxS7n1J98hk1FzXG2i2Rv7ZcUhVvTrUTJ2rMLUVQumYUnB09t2eq+lXKFgXeNlhRIhLKocnN7YstT7u18HAkFDdQVcfRlsel6Jn0ZrYPdr+FnFIfwBQ3KQScHOlzU8LrC90AGMIVNAi3Ed3KPOJydzGQiEIFAh0r/v3QmTppGDd5QWLB6nHpWWFvj/vqi+xzXX03fVdymOrhqfY4+VmYDTq8idnIEPnAp+CjLlaOtG+nGwwZou1QJs+8w9QkGzQCVfTILD4NIxrxWY8chxUJJ97NjcyexSkKLUIzuYPqGIOVNLht1X/8XwnAsuorutdUjmr6G0Z2INK5lw2nJd9QHh+BUd4/zaUijK3UDGWwSuFfgEBwSgjKaxNqgIb1iQso6r+p5E4ddzrExN/+o67OjqpLuthRV1DcxbGkFg+kDUuVbWxPnuz+6gY91aFp42hx/959fIpBVm+rf33cV1q+8bkuLYC1ozaVK9h9m3exfz5syiyJbIfS9z++/uOMpBzTfLP5jl83nzbEqhqHZTGcfv3fEgourntInFRKIJqqOJQIbev5cm8AFYMX8KR5IZOl/ejYugsi7B9352B91trbz5xms8/l9rPMe7ED2nfK1QhyzYq2DbIerq1XPlj331VSPRBFfctIaNbS1U1DWwcHmN1kbybTAtpYEC0NIimyOpDEIIGhuUI/rwA3fzm3t/hZPNJdeA/Jn/hFAJncEgj95+UmCHQtQ1NPtU9sLA0/wquYubQ1k9WD9HPmxfwYQJBPyrAb/J8bdlcyez91AfWUdBhAGmTyzmT28fQgjVt/LMtjcRjkqi7DucJAjxFqgx8aUf3cJbL2xkfkWUpZXRAY81VI/eps42/uXvP0w6neL2G64a+HkW/nGrYo3cH+jniiSaB0zemzHy2p5DzF60lD9tbaf5zHdyxoo6L+g3QVB/O1ZhalCVNGMeSEvaSvxzJDYSHZ9CiRBK8jg3YSJ8XaHZ8ryCvjU1wNL5cHB3v+3zeAKCMDaduPOumht8Te8v1acIBLKZ3EqOObfkkQB8ztzoQKVHCEXlHSrWRATjYE8+6bOipVKEOjbCp8bn0MDoibYeZYH7dsLOdsPbqeCnABOWPa5V0+GaLg0+GwLzk8ZyqwZehZm2AtUPyD8LbxyLVMolm07z5p9f5uZ1v+esj/8HE0umYEvBhOIQZUXDwwgGWgyXLF8x5HkMpT0D8MpbPXqeCyxs+Mxullafz4G4CeGp25triACJm0MZbpi8zBxrSeWEqXlZIIQ9Vkjugk0INc9v6Qg08odCfPWq1dQ3NmIHYAhSCiprEyyuqOOxe24im0l772UGgMENFLR2rl+rCBCyaWbPmo0Ugr273+KfvzhwgJJvln8wy+fzJugVUsEeZTLjOfym8rNtUweb21v5+Acvpmj2UtW7NczDHLZVr5yBTQFU1iWoqInT1b6epx653xM7HSnBxWA2Eocs2Kuwq1f1NxWHLBYsjwB+FRAgEo0TicbpTWXpS2XJDiD2OJSwbNCWzp3MKy89T+fTW+iLVRGJJuhYvxbXcXFdl2w2m3PfBpoPzLGi9c0UzV7mNbSLIZ40s5/HHn+cymgTSyvrSGfV9whWPYNInObmZu687zf89x8e4xMfet+A13Q4ti8vuJI+cYKCvdlDJr6Hs2OtPgxnZv4TgThXCH/eNGQvlpTs7un1xGqFcX6B5dUxLjjnbN7Yd9jzT3cf7GPaxKKjqoeDzeuGiGcw6K3ZjRBQHonx9atX8/zGDVRGG6msjXPgsErYZLQOW/+AZnl1lOamZiaWhuhLZr0xMBgYcbj7Xeh9MdfBCurnFGIj1fEZE2FMvcAIAZ2b4F+/qfp2br0HfvItqFgSqB6JPB2kftvllE8N/C3wmuvoYMbygyvzECIU05sdDkadfgbYkCMUl/mipuNhq1YpVrRMRt3DRO34OY9DjZ9jDYoE4OrrfqI4QSOwU8FPASasUE5GaqxtuKZLKQVO1s1xzEzPgiX8THjI0ro2UrCxfQOf/9SH8srCG8fipmt/yItvvk24dCLpZC9HevZjz5xKcdhW+jp5Wv/FcDjmr/6O9+QpU7nthqs9ZymY3ZXS9XDrxhFWPT++62QaoE3QOKE4hCUFc6aU8tJbB+lLZSgOWfSls+AY+Jvw9uU6qhwvBGDZ4zaPDWemqtG9IdDIn1F0vw2NTUrVXbPleAGzgOU19Vh2yKv82ANk4AeCPwG42QxOOoml18TeVzYMGqAci75P/p8PMv0FHDn97oZ16/iiDgxvv+EqHvnd73GB3/3+MSrqGmhePni/jgxeN1dX2YRyAr9//a/oXPcMq849d9Sd1ULodvvbq6++yi9uvplsJsvtN1zF5dffSWVtPEeg2fRVCBSMNd2vQFNIxW5TZxs/+trnyGQd1lz9Ftfceu+w9y34/Pc/1pd+eCvlp63K6xmLRBNMnK8Yh3bu72XmpBLdm2mCEvWfwK/qxesbmXVGFc3lcwbc53CJJz/J4h9DIo6J8GA0qg/D2RmzJ7Hjjf1Hve4niPR1koIi28LF9aqjKhnv8uLWLp7e0cnCihjLqlXlZ09PHxNKQhQPQA/e3xR0zofeDvQ8B8emFFARiRONN3iyA6bH78WdB5k5uZjikM3rew+zbO5k8NYB4a17oKDLJYOc31D3u9D7YhJmoIOfkYyHY9HxCRIhjEb23yudCmhd55MdZNLQtRWqy1WFK3lEwd9CRcPuMgeKhv49p+KjHWsDwTDBUrgIr9pgAh9QwZcXOOnsptH/kVZuJSloY1YdQe3vxh/Blhfh3e/FHs+en8HGz2iI43qseTooPkmrP6eCn0Isk2TmpBk5sJixtqGaLo1TNrEkxIEjqZzeDhnI2NmWYoKzXEF7gVn4SDTBP3zu3/nspZcQKpmIEIKpU6YQsiTl8yYPCCEYLQs63pOnTPV6T4wjNnmBcnie29hOV1sLS6rrqW9s9BwSWxMA+HAUdX2qF05j85/2MqkkxMKZEwGIT5jJ2u07mVwaZkFpmB1v7PedGCmxpEPGUQ6wJQTpTBIpRghnGGUzC3y8oZnbizTkKRSiKtroZbyDOkfCVSyBM0+v4qtXrab7jw8hpRiUcCLopN52w9VkM1l6979FJpXkrTf/zKzZc2ior+f2QRzdY9H3Ge7zjuszsdlGo0dfFFPpA8EzT//RG/epVIq7fnUHt912m+fQLJ83hIihCEArXVfpaTnq9craBEuWLmP+3NHVtYGRUacbR62vr89zWtNp2NjeQqXWMzJmaI2l0LTH/dJ4hVTsOtav5eCuP+M4WaRleVXafO97/2Nt717Pe84/O+/EotG5KtZU30W2FXDoJbMnl7Bo5sScXq6hgpThEk9e0sVUKPRrZJLAyHoBjyXYzdemTyxmQnGIZCDSXTpnMmkNTSwKWaSyWaRUmmmpjOMn0xFs6mjj+//2Ca/a+fWrV7No1VlqHcgzKxiJJvjWNbfTuaGFd5137sDjwvixQhFUbO1YR7RxJUur6njrQC+lYeW6CCHIZF2SZL3DW5ZgSjicUz2SQtGXD7ZeDXW/R3JfLF1eSztBoc0CrFD42kA2Go4u4LOkCVh6miI7SGvygWiNes/SAYcV8gON4b636dHxNjMjrb/gcAC6ZoV8ga7+r7tOYH/C7wmy7IHPZbSuz1BWWwXnnAfT5nJo0zryCAtHxwYbP6MhjmvGggk+x9EfHk07FfwUYAKYWjZuw3dYMz0NPjWzobIVKiMPbN/YwYbWZ4nWr6S8JkZtomnEWXjXyeK6WWxJTmZ1LM043p6gopMlnYL2dc9y3oIKdmzu4D8/f6lH2Xv59XfSvLLZg6PkVn5UjmJSSdhzXoImpeqlmj6xmNgZM3lq6xsAFNuSdFY5OhnHYP1dkpmjexmOhwkhaFg2C9et5+Hf/Z57H/xvqmKN7D3Ux103X0u04UyqauNqPZAS13WQUok4lkdivOucs/IO6E02//X2/6Zs6izmz1+AEMMHOCPV9xnq84f60ry+5zDlp01RfXiuqXz6z8LWjR38ZtMGliyc5437cFhh8/N1aEwQ5QCucJGIQK8dfjVwlG0k1OnGUfOz9UIx2jWc6fVFBaGyhrBMSOFVhd4+2MukkvCAlRvHdTmSNJorvg1W5cn3vg9EZuK6uWQqqUzWgyH2N5U41iLHBPpyUYnjJXMm52w/Y1Ix0yYOPZcPlniaUByirDjEwSMp/74bX8B1R0zuNVo6YXlZ4BwnloQAdT/jS9S85wiX5zZ1srGthaYz38mMRSsQAjo2rA2wHSo9oPNXncULWzt5ekfXoAQG/a08EmNhRS1LZvtaK47r4jiuR5yx91Afz2/p5P/+778nk05xzy3X8o2rV7OkMuqN1aCfbe5FWCMddE5EVX4ER2k59bfg/Q7C3Aq9LwK8dcc1lHWF2mjA14KObl8frF49wuBH+AFFRJMddGyG6mVQu0ITE+gqQKgI3GyewY+JTgP3xWONM0GQqfzo14JOd44DbqnzSCfVTzvsO+UG9jbU9RlxIJCPqWOPK//jYONnNIJqgYK9eRPs8NXeE9FOBT8FmLSsMXFyRmoGu63yMr7TB8rp2bapg6/90/8gnUpx9y+u4fIb7qQ2Xl9wFr5j/VqymSxONkM2nWb/7p2cNmfWMTN45WPmGJOnTPWcI9sOEa1XTa9bO9fnUPZuam+heWWz54DYUvhK7oGbV7NoOsXh3OEfFDYsClkew5epKJiyuhQCaYeGXUzH06QQioWwfA5T5lewvrWFyz5/KZl0ml/9/Gp++PM1VNXFEQKyepyEbEXdXQiMMxjk1CZWMueMSra+ts97z/RuBOGJQ1lwDC0sr2FCsZ33dU1nVRDX2tJCW+uz1DU0E4nWA2r8b9/YwRc/81HS6TRF4TCf//JlHDl0gI9dchFATuVnKIdGCMGsSSXs3H9EKUlJwHE9f2AstV0KpdsNOmrSsnjv+z/CxZd8hKVVdThObjBh4LJSSoST9cALew8lvTHx3vd/GIHPBHjwSIo39x3JEZiE0a3u1SaamDx/RY50h+u6vLyrh+WDVZuFPw+qoNRPzgx2b0Z6z4pCFjWLprN2+86c11WF0AIBE0vCg3x6cBtPnbCh+qgEgq1dbXzjsx8jk07x61uv5as/vo3l1bEctkPbDlEVa2RTZ5umok4PSmAQnMcP7N/HohUxFpXX5myztyfJnp4+yk+bgiFa2LFxQy7TW8c6KmviPquyzA3md/f0kU5nFSGQCoGwxICu76A2EMytoPsiwCIw9kY6NRyr6OaqVSooyOpg5JZb4NJLh99nfyhYsMfGsqF6BVRVgJPOrb6YrEPWkBcM4DWaFAAAIABJREFUYQbiljyCV/E5dEBfq8Bn97ypSBm8YwSO5VWk9L6khGQvCJP5CARXfiSae32ONRDI2wQhA98bLxto/IxGUG1Y3kzm4VTw85dvwg6dMAxf4EOZPFCC8HVppBBsbm/1aGDTmTSbOlqpjiaoqosX5JyYrKzrqubSuXPmsG/3W/zgix8klUwhLcm/f+P7vP8jHx/V7zeQNtCB/fuYuaSGqroEOw/0UhVrzKHsralv1tdGTdgTipWWxeTSMFnHpUQHPANpPfTXbpICXKFZwkCLBGqdDGkTOsHKvYZ+/bTpZWzK0fNRQp5GoV3q/hg3Cwg85yFfC2bzXR0cGhuqT2QgkdvPXnqJB6H5jytvY2XzSqZOyK+6KlAaIJdrDZB7bgnzgxvvJNGg4H7d3vhX1Z2DB/Zx/ZXf8z5fiEOzdO5kdh04gnBNJUivuaDgFSfItBB0oKcsqiYSTWBbkmQ6i6PP23UFU8rCTC0rUno1Oooz+jRSCLZtbOebn/s77z6+630f1DT6R1dMjY1WdS+TdXh972F6etNktaCyYrEUAQhWrqmvILwksRnnc6eWHlWlGi2TUhDsh5FCgB1m5qQSFs4YGSR2XHTChBgyiSeEmi+CemDbutZTHolRVasgay9ubuf0qhjlNXEeu+cXOXPNQCK0//xJtVYY0dtQKMzXrlrN6bN96YWM4wT6tNTPmngTD9ymgq2QoWSXSsTacVUV1lR8pRD0pTKELEsXIoQXFBfygA4Ec/vKV75S0H2RWtDSlt4sMf7W3Ayf+hTccIOmjs4MX90YCAo2QVdhTIAhUDo6ViiXTS34b9glRe9vz5uKFEBK6O1RgY6pGrlAuFj37KADGulfThN4eZUdoc8roP+jJuiBq1BjQg4xuBWNE0vwsHasQTX4wafrnDBrX6F2KvgpwNx08oSq/EQWTaf9xbePSn6YwViTaPahJLaComQdl+ffOMCcqaVMLs0vO2mysu3r1xKrX0np3GX87pHfeotZNuPww8u+UriKN7Brfy+2JZg+sfio9/r3ARzYv49LP/PPvLSrh56+NMlUlopIjCt+fhedG9YSiTdTXauOb+KS2sXTeXb7m0wqDXPatMKw+FKTHBiIXE4mOZvS2konns2cVMLF7zmfG6/5kad1EW1o9mBPwrD/SVc7wyM/lhCCGYF7N1ifyECB7H/d+yvSKUW2kE6lWPv7B2luXonrunR3bKC7rXXIKoIQgu3duRogm9pbSTQ0IoQgWt/ML8MhMhrq1h/iWbCIIaZvysepm7FwIpn5Xs9uf9N7TY3fXHKUyaVhj8zDOO/G79gcCBzTaXj8iSc4bVmE4vDIqt8m8K1NNFEXb8h5rf89NoyKu3v6vMz5828c8IONAU4g+GwKfJ+sRMNYx8Ials0ilc7y1sE+9vT00bBsFg+37hmTY422DVn5ERANVHhCWs9H6ERJRU2chqYm9h9OIQgQGGQGJjB45IG7SSWTXqDo6md1W9c6LjjXD348/xadYNDMlP/whW+w9vFHOPuCC1lRE9dwTcHug32ej2zmNoRh/lRjenNnG53r1xJtWMnKiovzujbHCj8U+vyFgHQ+8K+xtEsvhdtuy7+6MRAU7K/O0n02JtBABRnhYp340RUgafvVmHwSaqaSZAKXIGmBeT/HqdHZG9176b1fPAFSvTpgcvxzNNWfzdsUTO/C98EFF+aew2gEAkN/Se+3I2mH4hPTZSjMujfDujaIVmuh2pPzS50Kfgowb4I9QWxCccjPOOpMZ1CTprouzpW/uJsNLc9QV99MbayeF3ceRAhBOlOYOFX/rG5vtJw7LUk246u4F0phDLD/SBJLDhz8DNRHoERdBW8f6MO21BKuqIdjQGC+DNynoRb6oUwicKQf+PjOoer56d9HcCJZY1Mz3/3ZHezo3kBdg5rc77jpWhKNK1kWiSGlQLpHN7kfqw3W+xEMilIplx9e9hWyA/ZMuaxtWctX//Fjig1qCJYxIaAq2sQDASetrn6l50RFogmuuvluHn/oPlKH9vGH3/6ayKLpQwY8Q1HaemMLvxooDBTyBFwARCADayCyIVuSzqjm8OKwTdPy2UrbBQMxUwFSVaxJiVnq+7gi2uhRYRc6BQYDXzsU4trb7gXwXrNsi4sv+SixVRdTVZfwxHKlNDT9yhE2z9/OfUdwXJd5gWSGbrf2GNhMdc49lsh+GJNC9QgaKnkBqv9rzI44ejZ05UdQHU3wvet/Rdf6tSSa3sHcpUoY0tVSCpms6s+xpCASTfC1q1bz6rYOGle+46iqz2/vuyvnPkgpPchcvyP7sG3UvduxuZNfXHkZ6XSKbV0bmLtoGZW1cQD60plAQHx0a8i2rnb+96c/4lWWI4vyEyE+FvhhS0sLd931IPHGlSxdWa2Jy47jiCi0ujEoFCzA7iUEiinF1lTOSfVaUSleRSef5y6owxOsIO3bFajumGOaio8IRMgBOJ7Zh+NAKIwHa+jeAv/4RcX6cuOt8NjjY17hyf2O/s8BlAROPmtpgU/9MyST6t7f+CNF6nAS2qngpwATMlByHcbGWq/B2NbudrrbWlkeSVATq8/F9EtJTTTB0qo6LAOJ0wt1oVCn/haJJvj3b3yfH172FVzHITRAZj0fk0OUyAfqI3AcVzNvoYIf3VhqAkABLJ45MQc6FUwmFXRuEpVl0r9LqURO1Xx8YuNcDRNZQ2MzW7ra+Lf/+WFN8xzihz9fQ3kkqnsUxKg6iIP1fgSDIiEETkBoESAUDnPWez7AwSNpWp99ZkgYjfcdEVTURPnGNbezo3s90fqVVNfFNUTRp7t+8J5fkdIVpt/ceydPPPHEgM/kcJS2lQumsfnVvR5JgFmHhZB56fqNt82bWsab+w4DPtNh/dJZrH1uZ87jYBrCDfmSFILyiKLxbl37DO8671xK5ixTBAQUngDKqQamHB5+4G7mzJvvveaksjyw5nYeuv9uvnzlrZx79js9WGHYkmS0kw3q/A72przzf33vYeZNLQUh2LG5g+e61hNrWEl1NAFCjEuTsaFUhhN/XvBsiFtoGBKrauMsrYyy/3CSZDpLcchi1/4jlBTZ7Nx3BMsSlBXZPPf6fsojUd5x5koPemvM9IuCuk6xM8+jJhpjeU0DS6vqAOhLZymypefD6o1xgS0drbqnU0G3t3Ssw5KCTe2tVNQ2UB7RSS9dGZD41b/udp/6HyiIPW8k8EMzfySTKe64MUT80T8wo+gYJ4bRoGIupLoxULC0rVWtg3ZIEQp4wYaliAUAvyoDnpBe32H1GXsAhEmwIiYtQIKlJ1UXxSTn6ACmf3BktjHHFeiKU1YFP5aErKPOp707IDSaHkNSg8HMf9CCensnrZnKoKE6b+uG2urjfVYjslPBTwEm7aK8Fv7x0Gswx/nXT33YE7W84qY1zF9a7THhbOtuZ3NHK1VaGE4IX6xzNOz9H/n4sEKl+dhQZ9O/4qSyu+p3W0rVwyN8mAOoRTbICjV3ahnTh2F2GsikELhSnZ0JHj32OCt0QkEg+5sQfm9KV0D/J6P7f1bUxBQMitFnoRmo92NA2vJ0Gikt3vmeS/jbj/0dE08rJ5nOsiLaOCiMJgiVOn1FLVJIKiIxorF6j+kLfMr3V7a2k077Qq5DMbsNR2k7uTTsw2z0ImzGQiGVn/FKjCyeNZGZk4vJZl22vrZPUXUD5fOmeL1voKjf1+3YhUTk+CQrauPMWVLNGbMn8eKug6atvOBqYaxhJZZt4aSyuK7LQ/fdxRf+z3eVgHLSwXWVlkxG95acsaKOSRqSqyqULraliEtM0kYKwabONn7/6GOcf+45HOhN8y3do3TnTVdz5S/WcME5Z48Z5O0o09VhYYcoBAYyXmMhaNp9HNSals+m/cW3OJLMaJ/TiMUK+tJZJhQrh1PNsT7b6EAWFMr2+ngSzSyuqCWjU+GPPfEUr+/opKK2kYXlNYCfFIvEm3Kg25MmT+Vr//Qxr5rz7Wt/ybKqqP8Z890EROvVsQ3stb92z2hfdzN/GKjoq6+9xpxli0a+w/GgYh7IjgqWTCaiRBMU6MnVsvBER6UAR4J0oHsbbNoBS+ZBrBZmnDbIgQJsbGbC1jBX7DCk+vzqjjmOR49t9HzM+ZnsTVZtm3XU/hN1EA4pau5waIxJDQYwVQ4GBMX2cE/eSWDByqBtQ33d8a1sHoOdCn4KMDebX8/PeOg1mOMERS03trWwcHkEgXIS/12LOobCIa74+RrqGxpVBtU5tj6PoI20yblPZxLN9XRclxfePMDyeVOG/qCG5ahATiqKY9CwBy1E2s8Wz5pY8PkBRE+fQcdLu9Xug9TZQkA2XZATON5OjnFWhIBYQ3MOzXO0QVOBZ8WQCIVUJovjkpdwYT4WHCsmaF5cGWPe0gjL5k7mlbd7AKXO/tUf38bOF7pzgur+fUM/uOEuFiyPAL6DZjw7c7/e994L+NEPvudVfobC8OeD9Veuv+th+oUQ4KRyKq5D2XglRoyVFalm/+XzJrP51b0ARwUEk0rCKKFTyVsHjmh4mR9kAF5jOVBwlSsSTXDxJR/lgTW347ou2WyWA/v3cc2t9/LQ/Wt46L41OE4W2w5RUdeAZQVFatWFVlBexwvOFAXyJ0mnUvzmlz/jzAven9Oj1L2hlb/7wHvGjZTE3H03k3//13iPhaDlM3cZqOQLWzvZ0b2BSKKJ0ytqNdW/IKyTDbZUINCBKsiRaIJ//ep/csW3v4yTzdL+zKNsXP8Ul/30VyyvirKps43/++9/n6MblEzXMKWsCARU1sa5+uZ7aF37NNHGM2lrfYZMgN1zS0cry6rrFATOPP4aAh6JJbj+9vt48/munHl3rK67mT+SqRShUIhF8+crnZ+R2rhRMQ9jL++E3z8MjQ2wbL56zQQ+EICmZaF7O3z2a+hoFX7ybVg1SPAj8Ks65oVgST1oQYhbMNjxOr5yyoZ+029dNdx8LWzogPdcdByun/89jmRcxikVM3ZmKoP33w01y6A2crzPaMR2KvgpwITr5FX5GS+9hlWrVuVkxRT9s3Jo+zeeb2xrUcGPpXReYPCG47G0TZ1ttLU+y6wlNVx0wTkAHr57qKxIsGF65ulVCATPb+lgR/cGahPNVNXFsYQgO4pJiOKwzeSyMKmMoxdXgSU1PMPNv2fqeDg5fiJNEInWc9XNd9O1oYVPfOh9ZCYvJuM4CsonxKAQyD/vPkTGcSkfNiAt3EwgtGt/L4f6VGXGVPQsISmPxHj3eWfnfCbYOG0Y7BaW12idHeE5ZaByinOmlHJGeTNPPvkkq1evBuDSSy8d9Nrng/VX9x4Pbqkglfnr/IxXYmQgG2ruEgJClsQVAjuAKvF8DukzHRaK3th7qI9VF17Cww/c7VWpzZxTEYkReeeF7H5pE7OW1LCsOootZY6vI1GJDccR3jyxvWu9z2SZTiOEyOk1izc0j6+whqk6u85JMRaGi30MlO+5TZ2axjrF/beF+frVq5nR0KSST0KJ5FqWeh4Gu9wH9u/Ddfz5MpNOs6W9lfLqKB3rA7pBGaUbdMaKOn2K6hyqYwmWVNUhpSCZzuSwe1bHmxEI1q9r5eUt7VTHGqmLNyhSFx0AffKD7805n7G67mb+uGXNf/Gu88/jtHlzObJn18h3eCxUzKMBlzP7+eDfqh6PG26Dn/5Aaf3YYSidCNPmwqH9alshc2Fm6YwiGjj7XOg9pLZ/+89QXAZFJblEBh6ULsCc6QU4et85vT2umhgc/Ab8eA0snqUnM4P0ENDUCBdfAmWjv44VYqOFuDnu1twM8ybDQZVMO1mLWaeCn0JM5gduGS+9hubmZn5172946qk/sqQ6QXU0wcFelYU2cINMGuyQCowAQlIFCNs3dvCNz33sKEpix3XpS2WPwm6PhgUz99Ky2PI3H6XmnRexpKqO3QeTuo/SJZNVC6WBrvXP+H/r6ttJZhy+p5XGQ+EQV960hrp4vWnRGTWrWjCNP+8+RE9vGikcLGkY0+QJ7eQY4ovikE0ynSESTVATrae5Yo5qcBemD0R5ugePpHBclyllReza38usycWAGNbRPdYAOojzN865FSg0vfJWD7OnlPDClq6cxmnLsjhteZ3HXtYfNSGE4AwtoFgIfn+4bYWOeCyNrTGViXwDgvFKjORrpiI5YUEV0US9F2gYSJIUQukp6QphOut4AWY662hCgqG//NsH+5h1ehVX3rSGp556inNWrWJZVR2pTBaBYHl1jIvedQ4v7DwAqOqql2Tw7qnqT3N0T9KKugYV7KSUE3zuRZdwyYc+Stu6Z0k0nUlNvIGiEVYsR1Kl9a5AAWWx4zUWJpWEhhVoVkGu4ImH7iOVSoKGJW7vXE9zk74mOhC2daQ6mG9Xk1DkGYbZ0Q6FqI43eetUjm5QvMlDBHiVVdCJDaisTXD5jXeytXMdZ1QnWFETY0tXmyeEaofCXH79ndQl6gedn8fyujc3N5OevJj508vg8NuDV4TzCU5GSsU8mnC5YI9HOgPtGyGyQrG02SGfoU3oSKQ+CqFfaqFRG6JViolt304V/OixRLgED04X7OUx7G/BYCf4d3GZ6iVyHSW02d0Nn/5X1c8TCsGPvwGNMxQNdzajPnP68axOmKyIUPIb+TgNoxW4jqWZhdb8fhLaqeCnALNCxXnDW8ZFrwG45KLzSTQ08sLOg562hUBQp8VMd7+0kamLq6nUFNDPb+mkfd1a9r29M6cy9OwzT1EeiXIkmWHX/t6jRAxHw4LVKMfJbXJeUhnlpa1dPPtgFzPPqGF5JMayuZOP+lw6BVs615HKOh78IZ2GrrZWYvWNCMcZdYYnk2wylR8ECDv/HqLj4eQYMoOqBVPZ+Kc9pDN+Rlpqp0II1+th2XWg1wt+9h9JMmNSUc78NpANpelj3h8uMDJO1p93H/LIOILOdDKT5Ugyc1Tj9IUf+AgVtXFsS5DOGqpm6X/3MZqQT5tWxp6eJD19Ke/8xUANvYPYeApZBi3YE2csWJG0QyGuvuUeZiyu1Fv7wc/Lu3ooCVu4wO6DfZSEbVzX5aWdB5lSFmb2lNIhj23uZ1VdghmnVzJvahkv7jpIyJIsCOjhqKO62FIoMhPhjw8p4fnuDrZ1rWdxVZzySIyrb7mHx594kki8karaBFMnhFleHaM4bNG0fPZR55FPUDPyKq36jsIuyjsRerzGwsKZE1k4c2gosECwdWMHv3/wbi+qsSyLaONKpkwo4s39RzxiAUcKHGdwYcsZiyr5jytvY/Mzj3CoL817//pDnLYsgkCwsLyGr121mtZHH1RBNnh9laaXyPxuiMSqauPUNzR6CbPNAU0zRXffQrRekf8MVLUe6+suvXnTJTRQMFxIcDISKubRhMt51aekgrHVR3V/j6uCj2DVxhWq+f2GK+DpZyEWgepyvOoO6LKxHiv9YXPmdxkUKTUDQP8+e5GqHh3ar15v61KBj2nA37gdGhtzM2EniJWG8kiMHK8+r5FYsOfKKYw9+ESwU8FPAeZm0idskOs965oadnJpmE9/5CLgIp7d/iauq5xR1SyaQlo2lm1BRsFEFlRE2X84RdiWnhM62uY1v/Zrct7etR6B4PtfUJUcaVm88z0f4G8/9nEi0YT6XD+oQ18qSyj0U9IZQ6nc7NH2jrZ5Db+GehdUz0+el+l4ODlS4LGSTSwJ05fKULlgqnpTOy1G78fEiqbXI9g4bH7f8cZ+lsyZnCMEO5imD/QLjEIhrr71Hmpi9QOeqxCKuc8/dx9CY84vEmtU1Mv6fp938QcpClmEbUkm62gHCZ/aeYye0/nTJzB/+gReePMAe3t0D2A2PezngjZeiZH+1r/PI1iRdIHODS1ccHqVZjXUnxGo3g4B6bRDkc7KG8r3THb4RIMKsF2NzhceJXX/cYeu8EgpkQivl0QIeG5TB9/654+TTqcIhcJ89ce38a5zzmLKwgocx9W0937A1N/yDWqOtUrrHoexMBb9hEIoqHQ26ycczrn4g9TG6lmgx7965iTScXGlevT2HkpyuC+dG9QKvOrea3sOY0vB4WQGEYaePjWPPvbbX5NJp3jqkfu57Lo7qKyNef2VQlexHd3v6fWC6X1XRhtyqkc19c1IIZhcGh5U4HZMn8FAxSozEDx6rHt5RgKXG6zaYKpPd6+GxgSsWKorKuRWbYIPXrQGzpjn78MLXgD0QOnZBxOmKvY4U9kx21raLfV0fwKVnyDLG0B9TBMapNX2sRo/UApud7wscPi+rDN8z8+J0ueVj5n7IRi9JvJxtFPBTwEm3OwJpfPjmTAZMkFIVyY62tbz6y3trFq1CjntdBxcja9WOHlElne//yOUTZ3NBeefR/GcZcHdAQqCpua3/L7zcJl+w/j10H1reOh+v8m5MtrIti5frNJxsjzx27tZ+4cHvWrCl350C9u61lMda6KyNsbhZIYf3Hgn27s3UJtoUtS2GK2S0bU5U0pJprP86e0eXfkR4GaPciaHsvF2eE3lB6B83mTvNdCZdM30JoTKtgsAAZs62njsySc4Z9UqJi+o8FjMXCDrOFgBKt/JU6Z6C71lWTmsbP0Do9a1zwwY/AgDvcOHTwUZCU1P0qKKWr70o1vY/dImZpweYd7SamypWP2OJLNe1dMRI9OiKdQM670iPHBO+NL/QEFBsCJp6z4cQyZi4JA7Nnexsa2FqlgjC5bXUGIptiUjX5IPZX5Qb8hQq3ufDYi5m9jVPGK2Jb0K5ab2VjLplBLI1Kxw559zllctMr2ODFL1yzeoGWmV1jukkx3XoTBW/YRGJDiYdDr3or9BCKGSDvremLYN4aqb2NOboi+dC6kL8gNKAb3pDKVFFgJF/7utM7dys7m9leq6uAp+TcFACtxs4DoL8wwKaqL1fOOa23lh4wYq6hqprk14c8nxYNPzwPGuy4D58GPp5cnHCoXLDVdtaG6GKVJd8FQf3pfyM66B6o1+koVU+OWMSQYI/zNO1v+sZRkoAp4nbfZVVOpXb/pDxsznoxH4xdWwrl31/FScjqcJNFgm5LiYIOMw/PmM9dgYTTP3TEgFQzzJ7FTwU4iNIZzmWM04LbElM7j3N3/gXz71EdJptSD+9pHfUTxn2VEVlPMu/htmnV7NsrmTNd7e3xcoVfUZk4rzoos9qi/nml9SF69XrD3a0lmHytoY5ZEosXPex+vPdZK1y9jatY4pU6Zhh8KkU1oJ3HVJp9NeNWFZdYxl1THCtiRkWZQVQXVdgsam5lzIxRjcH0sKJpWEPfhNccjmgHG2TlBTlR+fojZoTctns+75XWRNo77HoNXF5V/4BOlUigdX/5SvXrWa8mqfRjaY3NnU2caV3/kajs4M92fZq4425oy12kRTzvsmUF5SHWdxRa0WsjTnroIhpx+RgMke73jjAH2pLBNLQt49EUIwc3IJbx84AuQfsB+TCfPcyTGrNI2WlRWHmNbvOQ5WJCcvrCISTfD2gV7tqrps3djONz77Ma+X4stX3kos0YgDXgCTjxm3BldTq7t+FcqIqvb0pr2K0HObFLxtRV0DVXXKka1JNCMtG9dVleHKaKPqGZICjFOs/aTK+VOPOod8g5qRVmk9n3ycJ4Wx7CeMROv5wY130ta6ltr6JsojMS9gkVJ6FRkpBK7ww2CzfhzqS1NWpKUIpFAVWoGu1GmIqiuoijdh3+pXbiLxJlUA0PC36ROLmVgS4oU3DyjWP+Fru6kkj0tlTYzmpmZ6etOez9vZvp5/+NsPjDubnhB+oWPABNlIe3kKsULgcvlUG/woVGcr+rGvIUG6KrAx2yADD2Zg+2xW9e6Afj2wndkmJ3Axn9d/zz4d0n1QNhm2rYNorepDchxNxR043+O9SAeOn9caMR5jY9QscJ9OVX7+ss0OFx/3Z2kwk0KQeftFbrjvKdZ3byeVTuFksySTSX7wve9w6T99gcamJq74+V1saH2WymgjK2oS7D3U530e8CBe5vdUJr+Ivn+mv33dsyyuqPWCH6PJUZNo5ux3nklFTZSwLfnm5/7Oc64++S//h52vPMfD96/ByWaV8yxLuO2Gqz0mKEtKrV+j2L3mTy/jtT2HPfVkKcSY0NuabLgAahdP57H9B0f9GKNpyikYfO43eH1L4/WFEGzrWpfDoLWtcx0VkajeX+7nTRXRWDabyYG9zV5SxRd1pWbWkhpW1MY52JviwOEU7Y/dzw8v+wqO4xAKhfnmNbdTZbK1ep2TjnKwlYJ7buLPVA3MvGsC/yVzJvH2wV6AHJ2nsTADsapfOotH9vccb3DFsBay5KD9D83NzTy1VcFFhQ4khVCwp2BGfnv3ehL1jZjAtH9APJiZ6ozRR/Igbq63AW8d6MWWkue3dPKdf7nUoz6+/Po7Ka+JeSibIOrlzX1HKA5ZHpxO6NeDCZfg98w3qBlRldb4hqHC9cSOxcayn1BIlWA6fUUdtjSCyPhVF2H6clR1zojgGnt9z2EWzJigXWPBi7sOMqU0zHObO3l1azvV8SaWV8eojMT48pW3sv6x//LmWCGECrL0Q18Stv2KJP3WKVQzudcnJgVbOtu57forSSaTOI4zrmx6VQunUVZks/OgS2gwj3ckvTxjZflUG2YtVMQFe3fi0VoDOgOE9/B5D4LMfWCFgNefh1A4ENyQ+9Pszwt0AgGQxwznQrhI/csxsxgEAq/g+Rw3E941KLXzdLdPpLExmE2eqRj8HAfmL1dkFieZnQp+CjA3kz4hYW8C2NzVxhf+50dIpVJYlkXItkm7Lo7j8Oijj/L0009zz4MPUxVNcHplLXt6krx9oJeQ1skJfq+RJE1MP086pXoyVkQbvff8qlCK/7r9Z0y/eQ0zF1fRuWFtjnN1+OB+/u3r3yd69sVs61rH4vlzuep7X/ccoa/8+DZqYwbepha6CcUhqhZMY0+PCuJiZ8wYE8fX0r1U27o7WP/Q7ZTOXkJD+WDibcffDAxssMlfrVdK22XvkT6yjkswYa8bAAAgAElEQVRVtIkHwz/17uGymnovcxnswwE0S1Mug1OsYSU9vWkmFNsEWbxe3HUQXJUJ3ti5gR9e9hWymQwA6XSKrR3rvOCnKGQpR1ZCKuMEsmW+syN1wCaFYHNXG63PPkN905msqprHvKllhG3JvGllY3BVA6avnyUFIpvm+C+yx2bmOqtqofo9Em9SvRRplZGvrGvyqisv7+rJ+zkz2f63DvRSHLLJ6ojJ1QlDKXSWX8BzXetzdFw2trewojbOpvZW1X/iujjZLNs61xGpU3OBqUINJ786HtDTQnt+jtXGsp9QaofSBB2WFGRdx6v2GL9VCnAD84O/fviBipBguzJAna3m9O9cdwfLIzFc4PGH7iOTTvPYb3/N5dffybJIroCidyyC+3cRrk9IIwRs7WrXGndqbZFSjnpgOBScblKJT4CSORadn/GyfKoN0+bA4QOw7y31d45zIAOVnSx0bYZnnoV4BCqW+NsLCZufg45N0FQPDQ2BrJbwp9Bg5Sf43kCBpJSmlIwXOHkBFXACzcvJfHp+ThabPEMRU+x5HSYcXwrxkdqp4CdPc10X1xmaHvR4WteGFg/+APDpT3+al156iUcffdTLfK195ine9aFlHiOckAERw0C/ob9oGf2d4S0STfDDn6/hqaf+yLvOO5eSucu8foDf3r/G02fJpNN0rW/hgtOrqaxrzHGuquONOC4sj0QRAh6+46ekUylc1yGThu1d64nGGzB9JlJIxVBWEmJiiWpsHauM/5SyIrZu7OBLn/moB8+oPuN3vOucs8bkeKNhQymvCyERIoslBMm0gy0lyyNRrrxpDc8+8zS1iWZOWx7x+oakLm0fSWbIZB0i0QTXrb6Phx+4GwG89/0fJhJN8Nzr+5k/owwDCQPlRJlR9Fz3BpysX02UUmraWzXeSsO2vrfw6u5DlBXZ3toW3F/Wddi+qYOv/dP/IJ1Kc9cvria25PHjQiTgOtmChT9PNPMcVt0sLIDySIzLr7+T9nXPUlvfTCqT5d5bf0p1rIm5S6oL+s6Oq7sBBLy2+zAhWwtj4gcttiWorW/m3luuVUQmdoja+maEgJqE7j/R1P1VsUY/YeM56KN6SQoyc+jjsUaMRVBXVmRzJJnJqaxaUpJ1HK/q4q8V+k66sGNLJ5vaWzn/3HMpnuOvAVIAlmBzRytp07uVgU0drVTUxvr1/aigt1yvA15FSeg+Rsff55auDrrbWqiON9LUpIgOuttavN5WKSXnn38+3/rWt0btGuXfZyUG7vk5ES2fakNRqdLPSff5TG/g9+zMXgQPPwD/8C+aetqGq74NE3Yq9reJZXDtrYoy+/YH4KYfQ+WyowOW/jTX4FeD+vsj5fXw0kZFOuOa7QYIqE4AS5+E0LAhbeJU9e8ktVPBT54mpd9AfqJZyJLEGlbmwB8uvfRSAJ5++mnvtZXvOEuJMwqRs6hBoPITdFoL9Caq6+JMWVDB0rmTeUln+zva1vHwfWt8xXjLoq6+GSmUc/Xdn91B5/oWog3NLKuK4eLy/JZOvvdvn/ACHykldkgRI3h9IRJPe2S8bFNbC2mdlXaBZ5566oQOfgai+zVm7r8jFFNW2JaqJ6suwdwl1TiobL3q0QhQYu8/QirrMKk07AmV5u5XbRgMVoQ0+1D6LOGiMKlkCikln/zXb7KiJu5ll4NwmpBuqkZD3ILroJuBTe2tOVDLcRWJJLCuSol1kkc/HnuWrvy4wMHeNJV1cRZX1PDiti4u+7wPR/vqj1ezojY6JN3BkWRG6YVpP6bItpBSYFl+cuVPb/VQVhxCCBdLCmrj9Vx+451s7lhHbaKZiog6RlVdnB/ceCctzz5DXaKJJVXRXPQMePPa8TCffezEXCMKtTNmTyKddehNZbwARwrV6+49q2YdkQCqCvufn7+UTFr1DP7Hj25l3jvO9OYCKQU1iSZCmpktFApRk2hCCkFFbS5jW219syckDIpx0GiXGSHrbRvb+co//i1pPSZ/csvdLCqvJdrQzB2BtXA0Ax8ooM+qqAQx1s7heGrC2CGYvwyebw8EJwACFlZA6STY0Bmgns7Afz8Bv/ujek2VgNWinUnDhi6oWq530W+C7x+8yCHmVwNzk44/IXj9KMd7XhYD/HbKTgQ7FfzkaVIIGlcsPN6nMaDNnlLCJ/7mvUQWHQ1/CEIillTWseON/R6u2lCJQu6iLQWkMlle2NLFju71nL1qVX4ClsIPEA3Ov2t9C0424x3jrPdeQmVdgn2616iyNkF5dQzLkmSzDq4L2zoV85vrOgghiTe9k/dd+lnKI1Ev42goT8cz+Ek0nekLx9oh3nn2iRv4DGdzp5Tyyts9SFdgWdKjjzV9Nql0luKQheO4vLDzIEUhy8f7D+HgBSEvUsJzr++npEhV40w14Zpb7+UPjz1OTaKJikjMbw4WpgqgaI5DlsyBuXjQLP2zNt7MXWFVDQiFQuMqGGrETWH8+zzGwrwkiIbqW1Iwc5IGaQg8tjWTmd/evY4VtTEFQ3NdDvdlmFgS4lBfmrAtyTouf959iPLTpniBiXGAjSimlGBZwvNzLCmxLUmkLkFtTIlUZjWVtuO6VNbGmbc0ogN1FRCHLItwyBlxwma0zBzWCv1lAFsMxbS6d35yX2j4qdRvCARbu9vZuKGFnW+87o2RtJYwOOsdZ+bA5lbUxPn61at5eUs79U1nsmB5DVIIllWrKuO27nUsr6mnqjZOVvuyLlActmlaPptnt7/pXeuN7eu8ZFQmo6jaF1fUUV1XP6bSAnn3WQlBqGgMx8Nx0YQxQUmAwEAIFfjA0dTTQvjBkImUXVe9Vx/VgY6u6gQXAhP4eEGRUJ9p74Jnnjk62JMCHL3/fMVEx8MCpzEhfMrdPpHs1N0owJLJJEVFJ56jY+hHB4I/BF9760Cvny2VwsNJg2oP7Etl2HcoyaTSEI8++bTGZqe499ZrjxKwHPA80BAnj0VMUFffnJPRO+vdH1CsTwGoSsi2ABdX0+BWxRq5P/CZv//c/2b6okp1nnrBlVL9G6mK+0isNpbgip+voefVzZTNXUpj4wnelDiEzZlayr7DSfYc6sOEJkIHk1IItm/s4MXNbVTGGimvjpJ1NMkAmnp4EFpz46yYypJSZs/V7YlEE5TOW45E0RlbUmt45PT1KBiUCXCDDc6+aGacq2++m/Xr1pJoXDnukDdvXcuOL73xWFh8yUz2HUqy+dW9gLrG08qKSWezHO7LUJPwn+OQHaI63qQDU8GRZIY39h2mvGQKr+85TGmRzYxJxUgp2NPTl9MbYunmaENaYkvptyZ7SVtznyVZ4bC1u52uDWupjTczf3lEJWqEr0cVtmTgM+N/I4JHdJ3MuB9/rMyrpmlH1BdG9qs+W7rb+PJnVPVFWhbSsgFFVlMZbdTPvUDiKqY2oKomzsqVKwnbkgOHU55PXBWNU9/UyMHDKfXcS/eoSpoJyACi9c3coRklQ3aImEYUSDG2/V2F9FkZGPqY2PHQhMmp+Hj89f77dRG4+Rp4Zq2ink4n4ZEnVTAUsuGDF8KOl+Fdq6CuWmsGmcBH4FGP5lRtBMw9A7Y+D+9+9wDBngmWzLkFfh+qYjTOlsw6nHje4/+7dir4KcBSurn7ZDYDDVFNqz5Fr5SC3t4stiWRQvL8xg05WTzD5DWUlo/R6PCqMcKlOprgKz++jV0vdDNnaS3LqqMcSWURQiitCBTkKpVxkFJBbZZU1vH1q1fz2vZO5i2PUl2bYOeBIxhNGONY1yyarmA143f1qKqLc+7f/RV/2LDtpHd4hdCcODoQFg4cTqZ5bnMH3/u3T3gsfJdd90uWVkU5eCRNMp3lle3dfP8Ln/BozYOBcZCByYjCCik41JvmSDJDUViFWpYQZB0VTE0oCSmKWikQjsoq29JovJj9+dXJYE9adbSe5TUx5QCPs/k+QOakhzSEbcvT1TGPb1FIUhSSCNFLZW2c71//Kza3t1JXv1IFIUDG6+nw702AxI0jyQy2lFpbTN13VVkK0IMHnmmvcghYEro72vnipz/iieV++7pfUlkb9zSqjH8TROCMt7n6OwC42b+c4Ad8v9T0iZrXhBZ77trgQ4EBVl38IWbNPY1zzzmHCfPKc7Y38iu2rQJecw/BCNqq14zjKgOU6MYq50/1AvTqaJwrfn4X//3gPTlVqvEYA/kGV2Ma/BwvTZjgwneU/g5QVwPLFqm/U71w9X9C5yaYVAY/uVn1/GzcDisqoKaSnODFZM68G6kx1FNmwh9vGjjYmzhVHccxtKCB81waHfPLMaQFrk0qD0HoUzZ+dir4+X/Int/SyYMP/Z755VHmLK3G0vOL6ceQUmhsNVTHm7jvVkVGEAqFmLmkJkfLx7ItLr7ko7z3/R9mWXUUWzfgGNFM8BeuikiMC849i1fe6sEF9h9OMnWCyoEYOIXBjRtnqbw6xqp3voPX9x7GcV0yGYdwyApAn/zjjKcFfayT3eEFP7Nrsu77DqXY3J4rOrilYx3Lq6IcPJJCUWKvz+m1CVJcK+icuqcWunoD9CQzqlonoC+dRUpIZ13lWMlceI2pDJjz8vrFgD+93eNRmRtqbHncYA5+YHbSR8LavOBDOyDFIUuPdUFlbZxINIFlSfYfSqr7ls19FoLBi9BitWFpgXD8SqCGQFlSAIbRT3gVBaXa5bKlq53VP7uSVEo1yKczsKVjHdWa5c2vKHmykr7A5DibOOqXvxTzK/RS+BVY83usPlc77qz3fICqujjzp0/glbd61B4ECFd47HG20PBoYSDMhk3Tf03oN/r3dU4pK/Ihmnr7x377a9LpNI/+9l6uuPEu4vUN432Rxt9Mr89VV8GePeOnCeNVVqTGI5bC4qpBtkMREVQtg5oVcOtdKvBxHNXz09YJtVWBsq9EKdnqWrBAESuYCtBgwd6M05S+z8G9/SpGEqxTLu4pG9hOjYwCbPPmzbS0tIyrWvRoWUtLC+86/3yl5m6H+MY1t1NVG1eOhusHICFbIiSsiMS47Lo72Ni2lvqmdzB10Qpaf7Pac3qdVJYH1tzOww/czRevuIXaeD3TJxb7fTh67jP7djRDj+u6lBaFCFvSE71TGT+/UmBbgd4hoeB6IdvynF1PWXy8Y5+AY2OFS8f54KNvp8+axKSSPnb39KnrL9S1r000c2cA4hSJN2lnRY2RylijojXXvTbReiU067PLuYHssCEt8Pu0/vR2j2ZxcxXjIKhML8EMvv+ZtOOw60AvE0tCZNIuYctk/X3nadqE8e21cF3XC8St8PgcezzU6tXz63rPZVFIOSIqCFX3z4hPqi0cnXD1n1fz0JtAxJCTmPtlayhkyJJeK4C5jwpipQKff/+Hj9Lb24caT8JrkBfgwSlV8Cs0fFbNKeNtwvsPrFDJuB9/LM3AE4V5tgOBhxBQHUtwxU1r6G5rYWkkwRkrar2NgigAI0SMCXQI0GULPSZELoW2VwDoN9EH6fe7AyQ06TRsbG8l3tDIiWLhcHj4jQq18ej1GYpIwb8xyorLct8DHYBoR8Cy1evRagV9y2R0z0/MD1b8rAs5A8DA4GB4Su6cwIeBqbHH3fxzONXzc2LZqbuRp7W0tHDhhReOu1r0aFmQocYFpZMRTagkjKMcBuFqxW79wK6oibGkqpZJxWF2Hej1tHxSSUdRf7su6XSa5zZuIBKrV/sQSs/FPPJG2PCtA73YliCdgR2bO9mxUSm4R+MNeIKcqEpByJY4juspvifTWSaVhrUGjMlCqizyuJrrT2Wukznps7xFIYvJZWG93qjAx7YU49ZXf3wbr2xtJ1q/kiVVdWSyCqJmCUlFJMo1t97rwR9nLq7khZ0HWD5vinJ4UA6KFGAFejMMwYanCu+a6o7wKgXSCQZK8NymDta3PEtdfTMrauIU2ZIgpNvQYlecdhy0Bsx67WTHfCjkT697bObDDH1641xYmbp/6OuezDi8se8wYctiU2cbjz7+OJFYE7Pecabnh0ghKAnbXlXPaGZJk8TAv5cmyOre0EoymcTvKxD8ry99m8qauFc5ChJgCCFYPHOiV1Eeb/PmBfcvB/ZmghXv+QyA0PzEg4ICR+riHDiSJq0TWk4wAwZ6zKh9KEirdxQVUFu5rwUriEefl/opBdQZCvSMSsQoJtETZ2IeE9jbWPf6DBlcmcBHByZHWeDGuUIFOeYhr66A6y6Hri2K7KAuEvhM/+AnUP2ZFSCaGoySe8Z8mDgNXtuhmVTs8aWCHdLUeaQc9y9H5+cvwE4FP3la3vSWJ6gFGWrsUIiauF4kpMtrew4zpTSMi8re25ZEZFQTt0R4c1AkmuCaW+/l4Qfu5qH77iKbVY2tK+oawHVVszyw+2Af4ZD0VAylUHC2CSUhtnVv0P0kip70hzetoTaW8BY0W6oGeNfxnR7DMKR6B1RWOr5k5php+gxp+jzHW8xwrMyIoarsq6TItrCkYFl1lOaVzdiWJJnKIqW67palHJggzfWf3u7Bd1ME2azLnp4+pk8qIghEMvA2A30yxzdVHFN9MrZ9Uwdf/18fI51Ocf9t1/Gdn97B0so6pJAUhVQl0LYkxcXjPw6Crp3jZMYc9TZe80+Qzlj97Wu6GDiiCVzMvGBLyfNbO/nev15KOpXigVCYK29aw8wzKtGtPjnPqnGqTdXGHMf4PRKINjQjTa+Q2pSDB/bphIehQff3F6wGHFf7C5kXjJlqbP9kf7Dybnp3pATLVT7n828eoKzIxlSBpWH4E4rhz+81VQcwIrfmtaCGU38ftmbxdA73ZXhx5wGv72djeyv1TWdSURMbkuJ/vG1Mgp+x7vUJBlfJJHzrW+pfc7Nf5jxtKQxW8faCFwfCJYrUwFhtJcTr/ApNcHAJoVnhTOAj1BibNmf4cy4qUf+EhEWVYIUUtO4EstRxqEqfssHtmIIfIcQrQA+QBTKu6yaEENOANcBi4BXgw67r7hPKq/kJcCFwBPik67odx3L88bRVq1YRCmkhzVFWix4PMww1//37x5i9tIaFFTXeAlMUsgjbllelKQpbHE5meG5TB10bWqhvOpMZGtdrnN4L3/9hL/NfOm+53+QsVeVGComD4wkbGpjKtq71uWJ2bS3UxuqRwvVYvdTcqSY+iYb9BpwjIcTxCXzwIRf9G3FPVjMVF+O8FAkbW/oOr+fYGCd1APYcU40D5bQo8gpFqOEKf8I30Bbb8nsGvCBIHu1gKUHEtNd7tLmjlaVVdUipRBiFUE5w9cJpQ37HsYKL+U3+Yz8e8qbXzdMGuyZe/w1+9cfc/6wRm8RnihQIbFtVkhUk1lFCxm0tvHtJFY5mBzM+k9lnUCTTkqp/zzTVu7hKRPe66/hfn/0sruMQCoepSzQfBaF0NDX78Ua4/GXMBgOY8MdAUEdJInCF7u00SQ2hnvms66i+PKFITfb2pJg7tcSjrrYDyQ+r3/691wLjZNbkXChhWVGIsqIQIUuy8U97qNJrUnHYPi6wx3G34eBfg1m+mkAmuEomVTDy6KPw9NPqmAkNVZs0ffDPexO5yWYEAp1g2R78IGhhBbz5smKHCwS+BVdvSicqIVbLhtAYQA4LteOdjDllg9poVH7OcV13d+DvLwOPua57uRDiy/rv/wDeCyzT/xqBn+mfJ4U1NzfzyCOPnLQ9P6C+Q1VtnK5XdnOoL+NVdgQQ1pTRUghCUrJjcyff+OzHyKRT3HPztXz1x7exZM7Z3r6Cmf+Xd/XguvDn3YeYOkE1pIYsSTKjF0fhY7kro405lLlRTU/qojVmTAUApTUkdHVdevOp4Hg1NQer8/Yg+g3j0ZcxmhYkPLCkxHUdpk4o5s97D3tVGanKNRSFJC9s7mRze2uu9lPAKRJCQV48jR6hnFml5yI8Bwl0b1fAmTIVBUNkUZtoZk2gmbpWO7+q70Tm5fCOKVzMOGuh4jH3fguh1x3OBrsmvu6XG6jy+Jou0vT2CDzom6kYVscauT8cIp0COxRiztJafa98gVpTRTaUx1K/b3SBTF+JCbw+85nP4EycS9eGFmoTzayoiXnZU0s7VMINsOQeT9PH/0vR+QF/ugtW0/wkiEAX5bzK8fZNHXRvaKEy2sCSyv+/vTOPkuuq7/znvqWW3rS1JAvLu9uyZanVq6S2ZVvCHogjwJmckAwkgYFJSCYkhEmYAZJDxkA48hkSH8eZnIANGDtsNhjGDjLBGBB4KVm7LK8YjDHgVbItdau7a3t3/njvvqpuVS/VXcurrt/nHLvV3VWv7nvv2/fd3/1tvUH7hDyubWFbFp72i16sWtLK4tYYr42kGU3n/MpvRfN68UbXaYtbWNZe+prGHN/798TB/Rzal2Lj0BbWbuir3gWZA2bDtOKY8K9UCnbsmNmgKSdPyBhX117rGz6eVwiv27wZTjt76s9ZvMIvPpAeC35gfOTB1+IHBaqQGOYm4OyL/c/66UH/NUtWglOmARO0xIgMSoXn0Bqrz4atUJpqhL1dA2wN/n0rsAvf+LkGuE37pZt2K6UWK6VWaa1fqMIYqkJ/f3/DeXxKYXZNgXCx4T9Ighh8BY8d2E0uW9jJfeLQHt585RUlj+dv0Ghijh3MbYqfHDnAwb0PMbTlcs68oDt83QXre9nxma/wxKE9rO/bzLreAX8O1MHur+UvsCyteWV4nKRrY+LOLaWCneSaXKZTmZDzkz9lt79WeRmVxGzMGe+N0UKxZ8b8/OdPHOZ///kfnNL7qXiBpPCLW5iFtFlLmw7tfh6Q/9kFvZhFtUIpHV7XtRsG+PTNX2Pv7gfZMLCZi3sGGA86zhtP0UwV/2YKF5ursWoKefjfeDVZe1eqd8lU12Rxa5zhXz/FN7/9Xdb2bOLM4O89vI/Gc4O/+NUQVG2zuLC7n+s/fzv3//jHnL9+gDXr+7CAfLCENgtkRcGr61MwhEIPAIW/s+7eAbp7B/G0Ju/5vWKKr72v3/r7Yc0ItF44noezVrRz2pIWDj5zdIJnF2DzBSvZ/ZOXAH/z/tGD+/jbP30n2aA8/sf/75dYs66XTN4j7vqhzLm8f3/PXek3xDwxmi14FkvlvM9ion/s0H7+OiiF/m+fvYEbb/k6l174lspfjDliwjarQjkGTbl5QkNDvvFz//0Tw+uU8g2cqVh1DoyPwvCrRQ3fTBib8eqYGwysGYSxkYKXxsZ/vedBR6dfTa6ROa/HP5/0OLmopCCVy2w9hg3GfI0fDdyrlNLAZ7XWNwErjUGjtX5BKWX+Uk4Hfln03l8FP2sY4yedTtPe3l7vYcyPSRsuxpvStWoRvzw6gq0Ujx7cx9GXfo3t2OisH7bSvnjJtMfM5TStCdsPRXh0L5/4wLvIZTPc+cV/4e//5cuccWG3vwliW6zdMEDvwEY8bXb8/ObMJhneeCLijk0YghMuvOpo/FBY5HglYvsbMS+skGtDGJrUnnTDnIrQG6M1jx14eELvp/0PP+gbP6pwXZRS5PL5IPTRv69aE3qClAWWtkLvoLmVloLVy9p47pXhQoUoBRf3DnDu2p6i0CZjQBWnX0/NdOFi8zVWw0/PZ2e1UIsKU12TVCrFb73latLpDG7MZfntd3HV1suKtFFcZEDh6aLiBUDrqjX853etZTzj+UntlkJ5uhDSGLhoTDlrf9EblDEPqv6d0dmGa1ssNYULAmOo0PvQt6ZNyFvBq3xqbkhNCa6LrkOeQbW8za5tFXKrwvte+H3POZ08+/IJXh1OF/X7KZTHX7O+j1w+TzLmFlXqnPgZxnA14W+FnynWrl5Ca2J6z8mhvamwAmkuC7944gAQHeMnMk1O55InNNfwuoL1WjB2nLjvDQp/XhQ+nWyb+P41g/DsY9EIW5svTkG/6ZxHw60ea1FZsE7M1/i5VGv9fGDgfE8p9eQ0ry21OjjlcaWUeh/wPoDVq1czPj5OJpMJG4y2traSy+WCSkD+957nMTbmu1lbWvydgtHRUQCSySSWZXHy5EkA4vE4juOE38diMWKxGCMjI+H38XickZERtNa4rks8Hmd0dJTjx4/jOA6JRILR0VE8z8OyLFpaWhgfHyeXy4Xfp9Npsll/UdTW1kY6nQ7Poa2trW7nNDKewRsfRWmbfGbMDznIeTjkiXnjHNm7h4+8/71ksxmU8r1Bnudx2z/9PX3r1nDxum5QCs+K8cuXX+esZUnszBg5XOy8h8qkeXzfA4W8nmyWI3t/zJldF0HOI5bPoNMWpu5JNptFobAcF61BZ0bRSqGw/UWyl8bO5lFZ0Fac/PhJsrbNiROtU94nz/Oqcp9y2TReNs3Ro0fJj58kPT6Gzlnhfdq8eXO4qHRdl02bNjE2NlYR7VXrnBLJFnQujZfP+PUprBjk08TyY+TH0liJJF7OI58ZZ113tx+ymPVDFk876wLGRkcgn8XOpUmPeFi5PPk8JHQeDxuNDZaNlR1DK7AcB4UN2QwWGq1c8i546TFaiJMbH8Fy42THsnjjafKODZ6NzuXxlAeZPNgtfmnbnCaTdxgfn/rvqauri3vuuYcf/ehHbNy4ka6urvDvaOfOnROM1Z07d9LV1TWr+5TLZsiPDftayKTJZdK8+up41e5TJeeIrq4u7r77blKpFAMDA3R1dXHixAnuu+8+MplMWDb44Qd+xKbe9eixETzXBjvmL3CVxst6YMew8+PovIfSYGOhchmcXA5X2ah8EiufxRtLoy2FG0viaQ8vPe6X2FdJyOXJZ7JoD3QiQVLl8LJZXn/tJEeOHOH2u75Dd08/F3X3gBVDA/nsuL94sh1QFrlsBkspxkddxmPU/O9p9OQIudETHD0aw/NypMdGOXo0W5Pn08GDB7nmmmvCOeeuu+7i8ssvr6j2dD6D9vLkdB7P04yNLQ7PKT8+hs55bOgbwLZttPawLJt1vf1YmZNY2RyWm0R7Cm/sJHlbceJEu39OJ14jPzqG5ThobLJjo+QBDwsdi+OlT3J8bOr7dOL4COs3dBf6DLkuWzYPcuzYsUg8cwvXpd8AACAASURBVM3xjx49WhXttQ8N+aW0MxlwXTJDQ2SGh0ufU1cXbTt3Yv34x4xu3Eiuq4vkyZMzn1NvLyNdXf73J07M7u/p+Ot4Y1ksNC02jGc1uVwWKw8tniadz5EN2hy0pdOl71PbSnjt9bqu9yo6l4+McHw8C0ePNtQ5OTt30pLJoPJ5dCbD6M6djHV11XUNO9M5zZZ5GT9a6+eDry8rpb4FbAReMuFsSqlVwMvBy38FnFH09tXA8yWOeRNwE8DAwIBOJBIkEqfG/E72wLS2tk743lxsQzKZnPb7yZ8Rj8dP+X0ymQzfN/n1M31f6niTqcU5xcezPD9yjHw2D5bf1X18NEtrSxIn2cbjRx4Jd/CUCoKKtCaXzfLIoYP0broM8MtZaydJrHUResyCrIcVixFLuqwfvIxv3HYTuVwWx3Hp2XwFynGx3BixeNL3KATd5F2nxd/F9fx+IY72S+LmPI2V81CWi9Y57HgSx7XwrA4SrkNHR8esrmsl79Ovho9iexadnZ3EXzxJIpkkGXPC+7Rt27aSeRmV0F61zinvaex4AoXfo4mcx6L2dtzWDmKujWNZ5FUeZcdYN3AZn/rXL/PIvt1cdvkVJE7rAieBshVYDm5rGyo/jjeWwUm24MYddNYDNJ7yq7PFHItMzsOzXWzLwnZtbMchlnTo7OwkdiznVwiMxXFVHMexyAcNUl3bImNlsRwb14nT2ZGka9UiYo497d/T1q1bS4arbt++neuvvz70gGzfvp3Ozs7w99Pdp1dGj+O2dPhaeH4ENxZn6ZKWKV8/3/s0+ZwMc50jrrrqKq666qoJv7vqqqvYsWNHWBFy05YrWLR4Cc7rHo7th6o5dhzbssimc+Q9DzvhZ+jpvMbSWbQdJ6/zWAmXRNxhPOPiJhy/h5fyixvE7BhHDu3jsQMP092/mfV9A1jazx1qaW0lEXNIpVJs3749HMuNt3ydtRv6yWuN5cRwbT9PSGtN3E1y0eolLG6Nz+m6zvc+tbR6uC15X7+/HiaebKGzc9GE11Tr+bRv377QgAfYv38/b3rTm+Z9TgcPHgznMXvpOQCcf9oiOjsSYehba2sry5ZpRjM5Xn7uaVCFDA/LdlGJNnI6gx1P4Lox3BYb17HCubtj0RJezwU743mPhJsk4dqMpLN0rVrM0kXTX4MObPo2X8GNX/w6+/c8xKVbLufqq39jynOq9TN3eHiYtra2CXNKRbW3desEz0x8aIj4dOe0bRts28Zkf0rFn09qMRxNgJcDL0/CtoK8lzQ4DgnLDjcuiMfrfp9mdU7znct1Hrc9SbJICw1xTtu3w/XXQyaDisVo3b6d1uAcGuE+TcecjR+lVCtgaa2Hg3+/CfgEcDfwbuC64OtdwVvuBv5cKfU1/EIHxxsp3weqHL9bI9oSLt1nLWPfM69geRO7dVtK0bfpEm77rN/A0rb8BL28l8cJihMY1KQQhuJePRdtGOC6z3yFR/bvZm3vJi7uGeD4aNpPqrdNvF3hM8P3o8MwKz83AOzAPW7C85RSbOqaJua4ikzoXBFWvppIpfIyaoUJbfO/8b93nSDcpThPIwhbuqi7n4u6+1nSFueZl04U3qdVeDxP+6ErpkyuaY6p8MMes3kdlkAv5Pz4X1d0JHn5hL9bZBU1QwQ/xAoI+gRZxBx7XlX/5ltEIBx7cTJYA1N8PRaftY7e/o1AcfPRQnijKVJiKSvIAdJh81Ol/F5eTx/Zy5ruQfoGNwU/99/7+CMH+Mj73kE2m8WNufz5hz/O8ddfo3/TJQycfzUwMYQU4ODeFBf39Pu5gcqfJ/LBeDZ2rQy1US/Mp9c69K7SVQDh1HDQL9/576w6b12Yt1eMUorWuMuTh/eSz+VBa/JenkcP7ObC7r6iCp5qwnxvsDBhjBZndLaBhtFXcqdUeCtJILatl29hXU8/rYnohUnpagtiqr439cavdjMxvC2MnywR/9gEeJHpO1QGcw19bADm4/lZCXwreKA5wFe01v+hlNoL3KGU+m/Ac8Dbg9ffg1/m+qf4pa7fM4/PrgtjY2OnWLKNSGvCxVaKnHkYmdwOS4W9fHY/dD89g5eQzuY4sn83F27Y6BcnCFAUNxn1E9XDak62bwBd3DNANu8V8nhQBSMmyN0YPH85ubzmkV8cI5vzChXGLI3lqaBKmFmkm2PUb+I0i7+E7eHWqdx2JQn77ABmCWdbvvEDhWR3ZSlUXoXG0rMvD1NoVFpIYg/LDysVxvMr5Vd9A393X5HnqSMHePzgw/RtvJSBjZvCSk/nr1rEkrY4J0Yz/OLocHjfdZDnUdBHZc5/rsaq/xzzx+zlCk19Gx1zPR588gVMj5ZiA7k4L8P03FKoonsDP330EDv+amIvr/U9/eExHtln8kPyZDKaGz71t2hP82+fdVnzhnvZdsVlpyzqL7v88nBDxPITBIM8JF13wwcK10XnMtTSEq5kFUDD5NzFJw/t4W1v3hZW2CvF1q1bcWP+ppnruHT3bw42PnSRZphwaRa3xXn+tdFgs8T34rUnY9j27K6fn0eouOANizk6PD5j8ZN6kMstnKa3s8YYOYVkweB7q+hnwPLVdRtiPRjL5WnI1WNUDex5MmfjR2v9DLChxM+PAVeW+LkG3j/XzxMqS1hdKeyvUig1vL53gPMu7kEBY+kcF3X3k8nmmdS0OyxZC0ExAssYNVZYQcxSCqvIgFGFN4QJ7HHXYnlHkpePj4UGlWl4aeF3/y6UWK3+tZmK4vM/Z0VHJBZdlaBQYrawO+/YhQaTlrKCWH7Qnr/wTcYc0tl8uOAwPQ+NdwdVaITpH9vf4VUWPPHIfv72v/8+uWyWr9x8Izd9+Vv09g+G41nWniCb90KvpCmrW1yh0BhZ9SQ0CKCuBnk1KD6f4oamyZjDmcvbePyXr5Ev2sTQ4c4+PHH44VN6eXUHhTE0fgNTs1A2OYXa88hm4cc//hHbrrjslEX9ojMu5PWTaSxN0DvML5OtdbSuu3/ZaqvL2Rjw5RRFKOVNms7wMWO4/vO3s2/3g/RtvJTzLu4JjONCWRLHsia0KehIxug5exk/eeE4I+N+jtSilhibumbXpDTm2GFDU9tSJFzp2T4nKl3Ny7KDim0KsAoP/XARoPxCAE8/BzffVvpzF2KFsVLPiHqd50K8vmUis0UZTI5XbGROX9bKz186ETYWBH/Hf1FrnM72BI//6tWgwpIJQVO89PooS9sTJFw7nMN0EP4Vd60wNCZskKkKngJUsQFkyuUWurSfvaKdMzpbeeCJFwEKzREVuFaR8TNpAqllX51FLTHcjL8IWEhaUMZygfBBtfmClTz0lH8vLMsPZbOVwiNYxATel2zOI5v3iNmW32BQKRKuPbG0MQosjef5xuyR/aaMup9Y/8i+FO/67d84ZVzFfYZ0YAQZD8O6M5eScOvseQuu1Rkrl7KkLT79axuMNW9YTEvcYTyTDysyolQQEmmHfbfMJq9l+v9YirU9p/byKmgBunsH+fTNt/Po/t10LF7CP1/3d2SzWWJujKuufGM4huJF/fOvniSTyzOeyYdGr6VU0EY5Ahjvhhs9HZRb1XCu3qT1PYOsWdeH41iMBXl6bQlnwtw9ef2XiDl0n7WM46MZ2hJzX470n7s8khsQVevzUymqUc3LceH8XnhqrwkLKHiAzIRx4BF4z/tLf+5CrDBm27RMNs7rdZ4L8frOATF+mpSzlrfz7CvD4YIS/EWuKW9qKQsd9tTxzZWT6SzDY8N0diRIxvyH2guvjWJbipa4U+TtYcIx/RLWhR1yFcR5D56/YoIxU9zl2zRILBzDN5Daikqf1rqvznmndVTt2PXED1fUTHLssaIjych4ltFMwRC1lMnL8u/xS6+P8bMnDvHMo/s49+IBNg8N8dPHDvGTR/awaWgL517U479P+waQUtDdPxRWaHJdl41DW04ZU2Av03/ecnb/5CW8YI1rB40wO5K1j+8vNrQ7z16L2Qs/bUlLGCa4UDCNJdPZfBiqetHpS4i7tl/e2rJQyu9vZAdGiNnwWLO+jx2f+Qq7vvMtPE+HC59HD+7nwN6H6B0cYn1Pf+jtO6frQl58+hBXv+mqKf9+37C0lTcs9YNGHnryBZa1Jzg2PI72omH8qAn/iNYifC4l+OcSDqqCJD/Tqcl4gZVSdLYnSMYdlneUTkhe1DK/v2dngf391Yxy+//MlmIvTxj3WGT87Nk/9eeWM6bZeDCi4OWIJbBeOgnfLmpIW61rPxOV+NwoXNN5IsZPGYyOji6oHX8TgmBirIuLC/h9xoKHmCqEGmHBWCZHMuZXcMrmPVpiTpicDoUdexTYnjGIjI8p2MnX6pSwMeNNMD09wt3U4Hhxx55g/FS6r045XqSFpAXL8nu2qEl5++evWkQml+fJX7/O6yczKPMCs9uvFD997CD/50PvIRc0N/yTD/1vPvsPHyeXzfLlm/6JT998Oxf39Pv3NAiDubi3n+s++1WeOLSH3o1D9A5sLDkupRQxx/Zzh4JFrm2dmjRdCyYb2l+8/S5WX7AeWFhaKIVJVC/2bvWe08nup18KQyXtMAcneA+Ke+/+OtlMlvu+/Q0+8JFPcON1fxfmAV3/udvp7h/Ewm9k+mfvfGs5A6KzPYHWmqMnxit5qnPGKNLLpgFdU4/0TFSjKEIprGBuL45yMv17EjGb05c2ZMbDvMhma9/3qSzm0v9nVgQPCRNXD4F1HOyQbhqY+nNnM6ZUCm67DW65BXK5qT0YUfFypFLE3/pWyGYL46jatZ+B+X5uVK7pPBHjp4kxc5LZNfPDmwohJQS7/MZbbVsKPD/3RfsdXPDMQhhTACFIdDdPwPBnxoAizB8ohUluNw9OlH+89mSM9uTEEIJKPtRr7UWKEpsvWMmjz73KSDoLk3ryxRyb1rjLidEM2lJY+ULVJqUUTx7eM6Gn04Pf/84pIW3revpD7wH493VtTz+DmzZNGbS0qDXO8g6/4pMJowQmaquGTDa096Qe4IzA+FlITF60tyZclrTGuWj1xCbHhfBV/348fmg/qQfvp2fjEGeu6ebI/kLzyWwWdn1vZ/g9wKF9KTb0D0LgdSyH9oRLa8Lh2HB9tFAaFf7/wL49vPt3r4nMXFKNogilCEMbi+b5ev29CrOkWtW8Jhg84Q8LYXC93VN/7kxjMovv8fFCecWpPBj18q5MZtcu3/ApHsdHP1qfSmrzvedRuabzRIyfMphcg7zRefzQPg7u2836/k28cd3p2EEie3vSZeWiFl58/aTvvQkWu1axp0YTdHAPFsJWIcfDPPig4Cgo9gZNFxlyZmcbzx0dCcOs/Jcqzl3RfkpoQyUf6uV6kRaaFtaduZTDzx4jnSndkdyErplFr8m9ubBnY5jf4TguW668mscO7glD2no3XhK+xwufhwo7KGAwVSnYhGvTtcrvlTL6wtPc8f/uYXBoCxes761LbP9kQ/ua33wT3WcvAxaOFqbaAJhs+BhMFMvjh/fz13/8e2QzGb5+S4zrPvMVugcLRQ1c12Xbf3oLj+x/mFzWb1jXO3hJIUewzKIF68/yr/vZK9rDULi6E5yC7cR5+KEHKuqRrgS1KMG/sWslDzz5QqHYF4TzxFxrk0TJgzYXHKcBlljVqOZlwkfcOKT91gUceQz2Pwob+/3/pvvc6X5nFt9GVEpN7cGol3dltuOoVyW1+XxuVK7pPGmAv8zoYNWz1NgUzPXhkEql+MB7f5dsxu+10XvOD9i8eXO4sFy9rJWXjo8GhkpRjwar0Lsg7AMT5oMEXwMjyeSQmJ8Fb8c8GUuNffWyNr5z34/Yu/tBuvs3s7anH8uChx/ezcMPPXDKeVbqob5161Ycxwm7Bc/kRYqiFipBKcMi3OW3NMoq6gtlQdfFfVz7z//G/d/9Florzj7/Qq676as8fvBhBjdvYe2GPnKeDrRivIqQV4r+85az72evTDueVCrF237zzaTTGW777A3c8IU7uHLr5VU59+mYztBeKFooZwMgrACnFIf3GS+PRy6X5ZH9u/n9P/oLrv/87Rzeu5v+TZewoX+Q9evX8cunDrJ161byi88ueASmsH1mmtsc24pGrkfx+C3Fpksuq0mYWdSwLeML9PG9+P7cMRfbZyF446NYhKHqFOeDbB6An+yDA4fhj/8KMlmIx+G7/wHnzfH4xYtv24b3vhfe9a7Si/mo9KkZGiJzzz3EU6mGzpMBonNN54kYP2Vw8uTJSO3yzufhsGvXrjA8KZfllIWOya0Iyw0Hu3mOUuTy8NLxMT8MzQt+T2GiNzkZni4uB6xCQwr8csd/8e63nzL2VCrFX77n7aTTGdyYy6dvvh205sN/8o6qPwSNUTebxnRR00IlCMNVJuHaVsHzU/RaOzR2Lb7/7W+Sy2b44c47+fTNX+MP//gDtCQcMtm8rw0LrKBHsKUUntJ+Po9StMSmnobMgtyETx3am+JP31FGfkgFmcrQXihamG0YaSqV4gc/+CHLz11P1/o++jZewm1FPV42DAyhLMW6nkE29A1iWxa953QycN6bsC2/qt+DT77gN7WEkpXyGm3hG+b8ZNL0DWysSZhZFAkre5rvTdjbHFw/lc7prAeRz/mpNKXyQVYkYe8B3/DxPP93DzwIl81xE6vcxXdE+tQMr1tHfKFshETkms4HMX4amPk8HIoXOrZt89xzz5FKpcL3O7bFpq4V/PCx54HAGMJ/mGUyeeKOhW1ZWHiACj0CJv/HQ/uv99OEwqpvCdch7lq8+PThkmOfvNh9ZF8KDaTTaTzPI51OTzjPSoVF7Nq1i3w+j9aafD7fkA/aSlDK+Dl9WSsrFyc58tyrZPL5QnhjUKr8sQOmdLVHNtj57x3YyPL2BK5j87MXj4d9m/zPUFjBXvCmrhXT7o4anaYzGWJujN+75upqnLbA7MJIi40Sx3X5x8/dzoa+QW78wtd58MEf0zt4CRcHDU1N2NPg+StOKW6iUCzvSBKfolx5Iy18l3ckwmp/qzvbWL2slfNOq36YWRQJIwDMM4HSc8psqFWhBqGClMoH+Z8fgrf+NvzrFyCbq0yoVPHiewFUHhNqjxg/ZRCPR6uHw3weDmahc9ttt3HLLbdw8803c+utt07YYfWbjOJ7fGwTsObv6rmOFS5oLGWakvrHXtqe4NXh8bBXj6V16CVYe8YS4o7FiW3b+FSJsRefk+O69AwM8czTT4YNNz3PY9kyP+a/krvD5V7LqGmhEsQcu6QhYgVV1/rPXc6PHn++kKuB3/One2Azd5jS1UV9XcLWQcrXSy5smjqxpPl0GJ3e+vV/Z8tlV7DtissqecoVYSFpYaYw0mKjBODwvhQ9/YOs6xtg9ZpuXFuFBSqUgu6zlpVsBmwqSE5FIy18bcsKS4OvWNI+pUHXDBifT2GDxL/Rcwl7q1Whhmpi202mhVL5II4LWy6Dz98IvzhWWSOlgSqPLaTnxEJAjJ8yiFry4nwfDsbTksvlyOfzpNNprr32Wq699tqCAWT5q1g/ntv34JidPccUOQhyG/3Ybs2Fpy8m9dSLQYK8Co8TdoBQasqxm59/6c5vs75/Mxd193N4fwrLsvA8D8uyOHbsGFDZ3eFyr2XUtFAJulZ1kPfap32NxcSiFY5tcVF3P5+++Wsc2PMQGwaH6O4bLNx3fF0Mnr+CB554gfaky/BYFuWVPn4pT97Q0BB6yTl0zLMXSLVYiFqYislGSd/GSyYUNbGCCUEFBk9ronSTx/7zlhNzpl4Y1mPhWwkvcjNpoRSFIl+FPNDJZdLLoRaFGqrJQskHnDVThqQp6N0A79xU2c9roJ41zT43RA25G2UQxdj++T4cwrCiIKzsvvvu4/777w+9KBZ+foZtmdA2hW0HRpBVKIQQJrcGW3wXrV7CK0EPjhWLkhx85pVTdnqnGvvQ0BCxlecznsmR9zR9Gy/hS/H4tF6iSuwOz3QtixdHXV1dkdPCfLEti5nyx4sXNP57VNC7Z4CudX04lskRU7TGXTytC/ddQTLmsLwjyU+ef/2UY0/nyVOKkh6EKBDFeaFaTDZKvCVnFwqi+Il/YYGMKevZw7SGT/Fn1WrhWykvcjNpoRS95y7nF68MM/5qLqwKee7Kjro0JY4CTZfzA7XNB2mgnjXNPjdEDTF+mhyzmLn22mu577778DxvghfFskD7aT3hote2rLD0tQpyOXrP6eTgz48Gfd5hcWucxa3+bl86my+730PMtsgohVZ+E8R7vnsvqQfuL+klqsXu8OTF0Z133snVVzdf/km4sxv8w7GLCmLg7/gmYi5rTl9Ea9xFa01r3J9mLIrynktoYTpPXu+5y3Eiavw0G8VGyUNPvegXrYg7nBzPhjqwprd9Ikcj5RhFmYRrF1ofACsXt7Aooh5boYY4LixbVfnjSs8aYY6I8VMGsdjCnMSHhoa49tpruf/++0/xoqiiyj2mrLVjWcHPFY5dKG9tW4W8jmIsS4WhcrON/b5w9RIee+5VRsazfpjc5iG2Xral5NhrsUiZvDjavXt3cxo/RTH94BvETxw+wBOHH2ZtzyY29A/Sd25n4fVKFUKfVOG9Voml8XSevESQRxHFvh8LdV6YDResWkzM9d2FR4fHw3DIRqvwWykvcjNroRjz933eaR11Hkl9abqcn6lQClacWZ1jN0jPGpkbooUYP2WwkMU7lRflzM42nn15uBDTbxV2+xXwkyMHePzQHpzfeQvrewfwSpQ0Nc0Qy1kQubaF6/jVxPrOXV73JOLJi6Nt27bVdTz1otjo0WieOnKAv/nTd5LNZnFdl3/8/O1sW3d6yfee2dnGktY4Y5l8SS3M5MmLavnjhTwvzERnh5/oPzyWxTa9fzBG8hw7W9aBSnmRm1kLxSiLRrr9VUOMn4hTw541MjdECzF+ymBkZIREIlHvYVSNUl6U1cvaePaV4aCRqcIK4riVUjx2eB8fDRa+X77pn6ZcjJq8oLaEG5aEnQ3mM+tt+MCpi6Ourq56D6ku9J7TybOvDPPycX+X/8j+3WSDflHZnF/9i99/W8n3rl7m93VJxh3WOktLvmY6T15UQ5MW+rwwG0yel6bQEwzdWO6fSniRRQs+Fg13+6tCJpOp9xCEmahRjpLMDdFCjB9hRoy5Yqmgio/newAO7kmFC9/pFqOWUmw4u5OWeHlyiwdNMKNC8eLo6NGjdR5NfUjEHEDx+OF9HNyTYtGSJbgTylxfMuMxLKXmlAfQSOWPG51ywwtNwQOtC0UxvCbb+k+lUuzcuZPt27dHwiivNUYza7oHWXX+OvH8CIIQWcT4KYNauS0jl9dQ1JPFCoL6baXo3TiEG3R2n2kxevjA3rLP6ZyV7Zy1vG3+468CzezCPrh/Dx987++Szfihbn/24Y8zNvw6a3s3sb53oGqfWyo0KQp/KwtNC3MJL7SDvD4PHRbDML1vmoHia3b99ddHJiSzVkzWzK133MXqrvX1HlbdkbA3wbDQnhONjhg/ZVCLJlVRzGtY3pHk5HiWE2HFN98QWt87wI1fuIMDe1P84e+8ZcpxzvWcLKWw7Oh4fopp5oZlBx5+kGymEOp24vhr/NGffZDRdG7O3dxnS7H3LSp/KwtNC3MJL4y7Nv3nLWffT1/hotOX4DoWbVP0+FmIRDUks1ZMPv+nDu/hihIFapqNpjd+atRDpxFYaM+JRqfJOnDNj5GRkap/RqmHaL3pWrWIs1e0YwVlrU01J0sp3nb1lbzrTz4w667wUTmn+VILLUSV39r+ZmKxGJZt47ouvQP+vfdzPeZn/aRSKXbs2EEqlZrxtVHR1ULTggkvtG27rPDCmGNjWYrFrbGmMnxg7tdsoTD5/K984xtZsUh6mjRlnx+D6aHzsY/5X2cxpy9kIvecSKVgx46mvS/i+SkDXaKSWaWJal6DCno3WBYTih6ctrglrAY3FVE9p/lQCy1ElUsvuYTv3nsv9973A05f08vaDf2AX9L8nBVzL21bricnKrpaaFqYT+WzjV0rwrC3ZsJcs2bN+allz7VGYqHNDWUhPXQmECkt1LC5a1QR46cMXLf6u5mVfIhUOh/CCvqzmH4/xuLZfMHKad+3EB+MtdBClLn8si1cftkWHnzyBfKeP6lbSrFqScucj1lu6FBUdLUQtTDXymdRKlBSa4aGhli7di2LFi2q91DqQq16rjUSltXEwTU17KHTCETqOSGGqRg/5VCrmM1KPEQqnQ9hIpqsoGlPubkdC+3BGMX43Xok/xc3wZ1vvs9cPDlR0FUUtSDUB9GCUIzjNPESq4Y9dBqBSM0NYpiK8VMOo6OjDVOnveIJuEGOz+YLVvKDR3/tL3Qj5MWtNVHTQjWS/2djTK07YymP/OJY2WXMSxEVT065RE0LQv2IuhaiUB2xmWjqnB+oWQ+dRiBSc4MYpmL8lIPnefUewqypRj6E2eO3KDQubVaipoVKG7uzNaY6WmIoBcvaEpy+rHU+pwBEw5NTLlHTglA/oqyFqFRHbCYilech1JXIzQ1Nbpg2cUBq+TSSC9vson/yk5+syENOoVCBWpSlcGyL7rOWVmCkjUnUtFDpalPlVFJTSqGb2A0YNS0I9SPKWohKdcRmoqlzfoQJRHluaEbkbpRBZFyWs6SSu+gqKHYA/teEa5OINa98oqaFSoeMleM5TLgO7cnmbeAWNS0I9SPKWohKdcRmQha8giHKc0MzIn+ZZRCpmM0a41jKL3YAKKup032AaGqhksZuOcZU37mdMx5vtrkGjZiTEEUtCPUhylpo1Jy6coja/NH0OT9CSJTnhmZEjJ8yiFzMZg1JxBwGz18ONHc5W0MzaKFSxtRscw0aNSehGbQgzI6oa6ERc+pmSxTnD8n5EQxRnxuaDQlILYNmj9+1g/M/q7Od05fOP7m9kWl2LZTDbHMNGjUnQbQgGEQL9SOK80czNvydNakU7Njhf20CZG6IFuL5KYOWlrk3cFxIVKKqV6MjWpg9s801aNScBNGCl6hZTwAACsdJREFUYBAt1I8ozh+RamwZJVIpuPLKQp+Z739/wVcea4i5IZVqmvLXYvyUwfj4uMRsCoBooRxmm2vQqDkJogXBIFqoH1GcP3K5XL2HEE127fINn3ze/7pr14JfbEd+bmgyg1SMnzKQiUwwiBbKY7a5Bo2YkyBaEAyihfoStflD8jymYOtWf4FtFtoR8NJVm8jPDU1mkIrxUwYSsykYRAuCQbQgGEQLQjGS8zMFQ0O+Z6FJQqygAeaGJjNIxfgpg4aI2RRqgmihuZiuhK5oQTCIFoRiJOdnGoaGmsLoMUR+bmgyg1SMnzJIp9PRjtkUaoZooXmYqYSuaEEwiBaEYiIf6iTUjIaYG5rIII24Hy5aSMMywSBaKJBKpdixYwepBVqydKYSuqIFwSBaEIqRnB/BIHNDtBDPTxlI/K5gEC34RLGxYKWZqYTuQtHCdKF9wuxYKFoQKoPoQTCIFqKFGD9l0NbWVu8hCBFBtOBTyiuy0BbOM5XQXQhaaAYjthY8+uijPPTQQ2JACoDk/AgFFsJzYiEhxk8ZpNNp4vF4vYchRADRgo/xiqTTaZRSLFu2rN5DqgrTldBtBC3M5NVpBiO22qRSKa6++moxIIWQfD5f7yEIEaERnhPNhOT8lEEmk6n3EISIIFrwGRoa4oYbbsC2bTzP44Mf/OCCzf2ZiqhrwXh1Pvaxj3HllVeWvD/GiLVtu2RonzAzM+WGCc2HGD+CIerPiWZDjB9BEObFsWPH8DwPz/Nk0RdBZrMoN6F9n/zkJ8VjMUe2bt2K67piQAqCIEQcCXsrA4nZFAyihQIzFQRY6ERdC7O9P9OF9gkzMzQ0xHe+8x1SqZTk/AgAxGKxeg9BiAhRf040G2L8lEEmk4l+nXahJogWCsxUEGChE3UtNPv9qSV9fX1NZ/wLUyNhb4Ih/8ADsHdvUzQQbQTE+CkDidkUDKKFiTSz16ARtNDM96eWNIIWhNohxo8AQCpFy1vfCtksxGLw/e+LAVRnJOdHEARBEARBEKrBrl2+4ZPPQybjfy/UFTF+yqC1tbXeQ6gZqVSKHTt2NF3lrtnSTFoQpke0IBhEC0Ix0udHAPxQt1gMbNv/KqGxdUfC3sogl8vVewg1QRoezkyzaEGYGdGCYBAtCMV4nlfvIQhRYGiI0bvvplVyfiKDeH7KIJ1O13sINUH6VcxMs2hBmBnRgmAQLQjFSM6PYBjr6YGPflQMn4ggxo9wCtLwUBAEQRAEQViISNhbGTRLPLeUxp2ZZtGCMDOiBcEgWhCKkZwfwSBzQ7QQ46cMmil+V0rjTk8zaUGYHtGCYBAtCMVores9BCEiyNwQLSTsrQzGxsbqPQQhIogWBINoQTCIFoRipACGYJC5IVqI8SMIgiAIgiAIQlMgxk8ZtLS01HsIQkQQLQgG0YJgEC0IxUjOj2CQuSFaiPEjCIIgCIIgCEJTIMZPGYyOjtZ7CEJEEC0IBtGCYBAtCMVks9l6D0GICDI3RAsxfgRBEARBEARBaArE+CmDZDJZ7yEIEUG0IBhEC4JBtCAU4zjSTUTwkbkhWojxUwaWJZdL8BEtCAbRgmAQLQjFKKXqPQQhIsjcEC3kbpTByZMn6z0EISKIFgSDaEEwiBaEYiTnRzDI3BAtxPgRBEEQBEEQBKEpEOOnDOLxeL2HIEQE0YJgEC0IBtGCUIxt2/UeghARZG6IFmL8lIEkLwoG0YJgEC0IBtGCUIzkeQgGmRuihfxlloHEbAoG0YJgEC0IBtGCUIzk/AgGmRuihRg/giAIgiAIgiA0BWL8lEEsFqv3EISIIFoQDKIFwSBaEIqRnB/BIHNDtBDjpwxEvIJBtCAYRAuCQbQgFCPGj2CQuSFaKK11vccwJUqpV4Bf1HscRXQCR+s9CCESiBYEg2hBMIgWhGJED4JBtFAbztJaL5/pRZE2fqKGUmqf1nqg3uMQ6o9oQTCIFgSDaEEoRvQgGEQL0ULC3gRBEARBEARBaArE+BEEQRAEQRAEoSkQ46c8bqr3AITIIFoQDKIFwSBaEIoRPQgG0UKEkJwfQRAEQRAEQRCaAvH8CIIgCIIgCILQFIjxIwiCIAiCIAhCU9DUxo9S6gyl1A+VUk8opR5TSv1l8POlSqnvKaWeDr4uCX5+oVIqpZRKK6U+VHSchFJqj1LqcHCcj9frnIS5USktFB3PVkodVEp9u9bnIsyPSmpBKfWsUuqIUuqQUmpfPc5HmDsV1sJipdQ3lFJPBscbqsc5CXOngmuGNcGcYP47oZT6YL3OSyifCs8N/yM4xqNKqa8qpRL1OKdmoqlzfpRSq4BVWusDSql2YD/wW8B/BV7VWl+nlPoIsERr/WGl1ArgrOA1r2mt/yE4jgJatdYjSikXeAD4S6317jqcljAHKqWFouP9FTAAdGit31LLcxHmRyW1oJR6FhjQWktzuwakwlq4Fbhfa/05pVQMaNFav17rcxLmTqWfE8ExbeDXwCatdZSaugvTUMH14+n4a8a1WusxpdQdwD1a6y/W/qyah6b2/GitX9BaHwj+PQw8AZwOXAPcGrzsVnyxorV+WWu9F8hOOo7WWo8E37rBf81rVTYgldICgFJqNbAd+FwNhi5UmEpqQWhsKqUFpVQHcDnw+eB1GTF8Go8qzQ1XAj8Tw6exqLAWHCCplHKAFuD5Kg+/6Wlq46cYpdTZQC/wMLBSa/0C+AIHVszi/bZS6hDwMvA9rfXD1RutUE3mqwXgBuB/AV6VhijUiApoQQP3KqX2K6XeV61xCtVnnlo4F3gFuCUIh/2cUqq1isMVqkwF5gbDfwG+WunxCbVjPlrQWv8a+AfgOeAF4LjW+t5qjlcQ4wcApVQbcCfwQa31ibkcQ2ud11r3AKuBjUqpdZUco1Ab5qsFpdRbgJe11vsrPjihplRiXgAu1Vr3AVcD71dKXV6xAQo1owJacIA+4F+11r3ASeAjFRyiUEMqNDcQhD++Dfh6pcYm1JYKrBmW4HuLzgHeALQqpf6gsqMUJtP0xk+Qo3Mn8GWt9TeDH78UxHOauM6XZ3u8IJRhF/AbFR6qUGUqpIVLgbcFuR5fA96olPpSlYYsVIlKzQta6+eDry8D3wI2VmfEQrWokBZ+BfyqKCLgG/jGkNBgVHjNcDVwQGv9UuVHKlSbCmnhKuDnWutXtNZZ4JvAJdUas+DT1MZPUKjg88ATWuvri351N/Du4N/vBu6a4TjLlVKLg38n8cX8ZOVHLFSLSmlBa/1RrfVqrfXZ+OEMP9Bayy5OA1HBeaE1SIQlCHF6E/Bo5UcsVIsKzgsvAr9USq0JfnQl8HiFhytUmUrpoYh3ICFvDUkFtfAcsFkp1RIc80r8/CGhijR7tbctwP3AEQr5GX+DH7d5B3AmvjDfrrV+VSl1GrAP6AhePwKsBc7GT2yz8Q3KO7TWn6jdmQjzpVJaKHZ7K6W2Ah+Sam+NRQXnhU58bw/4YU9f0Vp/qlbnIcyfSs4LSqke/CIoMeAZ4D1a69dqeT7C/KiwHlqAXwLnaq2P1/ZMhPlSYS18HPg9IAccBP5Ia52u5fk0G01t/AiCIAiCIAiC0Dw0ddibIAiCIAiCIAjNgxg/giAIgiAIgiA0BWL8CIIgCIIgCILQFIjxIwiCIAiCIAhCUyDGjyAIgiAIgiAITYEYP4IgCIIgCIIgNAVi/AiCIAiCIAiC0BT8f9oJJr6HFUoWAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f = utils.plot_verif(verif)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### scatter plot, marginal distribution and correlation between observations and modelled / predicted values "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### train set "
]
},
{
"cell_type": "code",
"execution_count": 137,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"utils.plot_joint_plot(verif.loc[:'2017',:], title='train set', fname='train_set_joint_plot_no_climate')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### test set "
]
},
{
"cell_type": "code",
"execution_count": 138,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"utils.plot_joint_plot(verif.loc['2017':,:], title='test set', fname='test_set_joint_plot_no_climate')"
]
},
{
"cell_type": "code",
"execution_count": 139,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" y \n",
" yhat \n",
" \n",
" \n",
" \n",
" \n",
" y \n",
" 1.000000 \n",
" 0.453109 \n",
" \n",
" \n",
" yhat \n",
" 0.453109 \n",
" 1.000000 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" y yhat\n",
"y 1.000000 0.453109\n",
"yhat 0.453109 1.000000"
]
},
"execution_count": 139,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"verif.loc['2017':,['y','yhat']].corr()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Mean Absolute Error (in number of cyclists)"
]
},
{
"cell_type": "code",
"execution_count": 140,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"263.2457637079962"
]
},
"execution_count": 140,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"MAE(verif.loc['2017':,'y'].values, verif.loc['2017':,'yhat'].values)"
]
},
{
"cell_type": "code",
"execution_count": 141,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(figsize=(8,8))\n",
"sns.distplot((verif.loc['2017':,'yhat'] - verif.loc['2017':,'y']), ax=ax, color='0.4')\n",
"ax.grid(ls=':')\n",
"ax.set_xlabel('residuals', fontsize=15)\n",
"ax.set_ylabel(\"normalised frequency\", fontsize=15)\n",
"ax.grid(ls=':')\n",
"\n",
"[l.set_fontsize(13) for l in ax.xaxis.get_ticklabels()]\n",
"[l.set_fontsize(13) for l in ax.yaxis.get_ticklabels()];\n",
"\n",
"ax.text(0.05, 0.9, \"Skewness = {:+4.2f}\\nMedian = {:+4.2f}\".\\\n",
" format(skew(verif.loc['2017':,'yhat'] - verif.loc['2017':,'y']), (verif.loc['2017':,'yhat'] - verif.loc['2017':,'y']).median()), \\\n",
" fontsize=14, transform=ax.transAxes)\n",
"\n",
"ax.axvline(0, color='0.4')\n",
"\n",
"ax.set_title('Residuals distribution (test set)', fontsize=17)\n",
"\n",
"for ext in ['png','jpeg','pdf']: \n",
" f.savefig(f'../figures/paper/residuals_distribution_test_set_no_climate.{ext}', dpi=200)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## incorporating the effects of weather conditions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we add daytime (i.e. 6 AM to 9 PM) averaged temperature, rainfall, sunshine fraction and windspeed as **extra regressors** in the fbprophet model "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### temperature "
]
},
{
"cell_type": "code",
"execution_count": 142,
"metadata": {},
"outputs": [],
"source": [
"temp = pd.read_csv('../data/weather/hourly/commute/temp_day.csv', index_col=0, parse_dates=True)"
]
},
{
"cell_type": "code",
"execution_count": 143,
"metadata": {},
"outputs": [],
"source": [
"temp = temp.loc[:,['Tmin(C)']]"
]
},
{
"cell_type": "code",
"execution_count": 144,
"metadata": {},
"outputs": [],
"source": [
"temp.columns = ['temp']"
]
},
{
"cell_type": "code",
"execution_count": 145,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" temp \n",
" \n",
" \n",
" \n",
" \n",
" 2012-01-01 \n",
" 19.807143 \n",
" \n",
" \n",
" 2012-01-02 \n",
" 18.000000 \n",
" \n",
" \n",
" 2012-01-03 \n",
" 19.335714 \n",
" \n",
" \n",
" 2012-01-04 \n",
" 19.307143 \n",
" \n",
" \n",
" 2012-01-05 \n",
" 19.978571 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" temp\n",
"2012-01-01 19.807143\n",
"2012-01-02 18.000000\n",
"2012-01-03 19.335714\n",
"2012-01-04 19.307143\n",
"2012-01-05 19.978571"
]
},
"execution_count": 145,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"temp.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### rainfall "
]
},
{
"cell_type": "code",
"execution_count": 146,
"metadata": {},
"outputs": [],
"source": [
"rain = pd.read_csv('../data/weather/hourly/commute/rain_day.csv', index_col=0, parse_dates=True)"
]
},
{
"cell_type": "code",
"execution_count": 147,
"metadata": {},
"outputs": [],
"source": [
"rain = rain.loc[:,['Amount(mm)']]"
]
},
{
"cell_type": "code",
"execution_count": 148,
"metadata": {},
"outputs": [],
"source": [
"rain.columns = ['rain']"
]
},
{
"cell_type": "code",
"execution_count": 149,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" rain \n",
" \n",
" \n",
" \n",
" \n",
" 2012-01-01 \n",
" 0.000000 \n",
" \n",
" \n",
" 2012-01-02 \n",
" 0.000000 \n",
" \n",
" \n",
" 2012-01-03 \n",
" 0.028571 \n",
" \n",
" \n",
" 2012-01-04 \n",
" 0.185714 \n",
" \n",
" \n",
" 2012-01-05 \n",
" 0.014286 \n",
" \n",
" \n",
"
\n",
"
"
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"text/plain": [
" rain\n",
"2012-01-01 0.000000\n",
"2012-01-02 0.000000\n",
"2012-01-03 0.028571\n",
"2012-01-04 0.185714\n",
"2012-01-05 0.014286"
]
},
"execution_count": 149,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rain.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### sunshine fraction "
]
},
{
"cell_type": "code",
"execution_count": 150,
"metadata": {},
"outputs": [],
"source": [
"sun = pd.read_csv('../data/weather/hourly/commute/sun_day.csv', index_col=0, parse_dates=True)"
]
},
{
"cell_type": "code",
"execution_count": 151,
"metadata": {},
"outputs": [],
"source": [
"sun.columns = ['sun']"
]
},
{
"cell_type": "code",
"execution_count": 152,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" sun \n",
" \n",
" \n",
" \n",
" \n",
" 2012-01-01 \n",
" 0.078571 \n",
" \n",
" \n",
" 2012-01-02 \n",
" 0.128571 \n",
" \n",
" \n",
" 2012-01-03 \n",
" 0.321429 \n",
" \n",
" \n",
" 2012-01-04 \n",
" 0.128571 \n",
" \n",
" \n",
" 2012-01-05 \n",
" 0.378571 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" sun\n",
"2012-01-01 0.078571\n",
"2012-01-02 0.128571\n",
"2012-01-03 0.321429\n",
"2012-01-04 0.128571\n",
"2012-01-05 0.378571"
]
},
"execution_count": 152,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sun.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### wind "
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {},
"outputs": [],
"source": [
"wind = pd.read_csv('../data/weather/hourly/commute/wind_day.csv', index_col=0, parse_dates=True)"
]
},
{
"cell_type": "code",
"execution_count": 154,
"metadata": {},
"outputs": [],
"source": [
"wind = wind.loc[:,['Speed(m/s)']]"
]
},
{
"cell_type": "code",
"execution_count": 155,
"metadata": {},
"outputs": [],
"source": [
"wind.columns = ['wind']"
]
},
{
"cell_type": "code",
"execution_count": 156,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" wind \n",
" \n",
" \n",
" \n",
" \n",
" 2011-01-01 \n",
" 8.464286 \n",
" \n",
" \n",
" 2011-01-02 \n",
" 3.857143 \n",
" \n",
" \n",
" 2011-01-03 \n",
" 3.871429 \n",
" \n",
" \n",
" 2011-01-04 \n",
" 2.392857 \n",
" \n",
" \n",
" 2011-01-05 \n",
" 6.621429 \n",
" \n",
" \n",
"
\n",
"
"
],
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" wind\n",
"2011-01-01 8.464286\n",
"2011-01-02 3.857143\n",
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"2011-01-04 2.392857\n",
"2011-01-05 6.621429"
]
},
"execution_count": 156,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wind.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### restrict to the available period "
]
},
{
"cell_type": "code",
"execution_count": 157,
"metadata": {},
"outputs": [],
"source": [
"temp = temp.loc['2013':'2018-06-01',:]"
]
},
{
"cell_type": "code",
"execution_count": 158,
"metadata": {},
"outputs": [],
"source": [
"rain = rain.loc['2013':'2018-06-01',:]"
]
},
{
"cell_type": "code",
"execution_count": 159,
"metadata": {},
"outputs": [],
"source": [
"sun = sun.loc['2013':'2018-06-01',:]"
]
},
{
"cell_type": "code",
"execution_count": 160,
"metadata": {},
"outputs": [],
"source": [
"wind = wind.loc['2013':'2018-06-01',:]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### interpolate so that there are no missing values "
]
},
{
"cell_type": "code",
"execution_count": 161,
"metadata": {},
"outputs": [],
"source": [
"temp = temp.interpolate(method='linear')"
]
},
{
"cell_type": "code",
"execution_count": 162,
"metadata": {},
"outputs": [],
"source": [
"rain = rain.interpolate(method='linear')"
]
},
{
"cell_type": "code",
"execution_count": 163,
"metadata": {},
"outputs": [],
"source": [
"sun = sun.interpolate(method='linear')"
]
},
{
"cell_type": "code",
"execution_count": 164,
"metadata": {},
"outputs": [],
"source": [
"wind = wind.interpolate(method='linear')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### adds the climate regressors to the data "
]
},
{
"cell_type": "code",
"execution_count": 165,
"metadata": {},
"outputs": [],
"source": [
"data_with_regressors = utils.add_regressor(data, temp, varname='temp')"
]
},
{
"cell_type": "code",
"execution_count": 166,
"metadata": {},
"outputs": [],
"source": [
"data_with_regressors = utils.add_regressor(data_with_regressors, rain, varname='rain')"
]
},
{
"cell_type": "code",
"execution_count": 167,
"metadata": {},
"outputs": [],
"source": [
"data_with_regressors = utils.add_regressor(data_with_regressors, sun, varname='sun')"
]
},
{
"cell_type": "code",
"execution_count": 168,
"metadata": {},
"outputs": [],
"source": [
"data_with_regressors = utils.add_regressor(data_with_regressors, wind, varname='wind')"
]
},
{
"cell_type": "code",
"execution_count": 169,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" y \n",
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" wind \n",
" \n",
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" \n",
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" 1045.0 \n",
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" 1422.0 \n",
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"
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],
"text/plain": [
" y temp rain sun wind\n",
"datetime \n",
"2013-01-01 1163.0 20.000000 0.000000 0.950000 6.100000\n",
"2013-01-02 1112.0 20.342857 0.000000 0.535714 4.428571\n",
"2013-01-03 527.0 16.278571 0.228571 0.014286 4.728571\n",
"2013-01-04 1045.0 17.635714 0.000000 0.742857 8.978571\n",
"2013-01-05 1422.0 19.592857 0.000000 0.964286 6.185714"
]
},
"execution_count": 169,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_with_regressors.head()"
]
},
{
"cell_type": "code",
"execution_count": 170,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
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\n",
" \n",
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" wind \n",
" \n",
" \n",
" datetime \n",
" \n",
" \n",
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" \n",
" \n",
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" \n",
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" 2018-05-28 \n",
" 1107.0 \n",
" 8.750000 \n",
" 0.0 \n",
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" 3.200000 \n",
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" \n",
" 2018-05-29 \n",
" 1464.0 \n",
" 7.764286 \n",
" 0.0 \n",
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" 2.571429 \n",
" \n",
" \n",
" 2018-05-30 \n",
" 1298.0 \n",
" 7.614286 \n",
" 0.0 \n",
" 0.621429 \n",
" 2.378571 \n",
" \n",
" \n",
" 2018-05-31 \n",
" 1239.0 \n",
" 8.192857 \n",
" 0.0 \n",
" 0.678571 \n",
" 2.057143 \n",
" \n",
" \n",
" 2018-06-01 \n",
" 1196.0 \n",
" 9.085714 \n",
" 0.0 \n",
" 0.635714 \n",
" 2.178571 \n",
" \n",
" \n",
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\n",
"
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],
"text/plain": [
" y temp rain sun wind\n",
"datetime \n",
"2018-05-28 1107.0 8.750000 0.0 0.271429 3.200000\n",
"2018-05-29 1464.0 7.764286 0.0 0.671429 2.571429\n",
"2018-05-30 1298.0 7.614286 0.0 0.621429 2.378571\n",
"2018-05-31 1239.0 8.192857 0.0 0.678571 2.057143\n",
"2018-06-01 1196.0 9.085714 0.0 0.635714 2.178571"
]
},
"execution_count": 170,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_with_regressors.tail()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### prepare the data and subsets (train and test set)"
]
},
{
"cell_type": "code",
"execution_count": 171,
"metadata": {},
"outputs": [],
"source": [
"data_train, data_test = utils.prepare_data(data_with_regressors, 2017)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### we first instantiates a new fbprophet model, using the exact same prior scales and parameters as before "
]
},
{
"cell_type": "code",
"execution_count": 172,
"metadata": {},
"outputs": [],
"source": [
"m = Prophet(mcmc_samples=300, holidays=holidays_df, holidays_prior_scale=0.25, changepoint_prior_scale=0.01, seasonality_mode='multiplicative', \\\n",
" yearly_seasonality=10, \\\n",
" weekly_seasonality=True, \\\n",
" daily_seasonality=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then we add the **extra-regressors** to the model using the `add_regressor` method"
]
},
{
"cell_type": "code",
"execution_count": 173,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 173,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m.add_regressor('temp', prior_scale=0.5, mode='multiplicative')\n",
"m.add_regressor('rain', prior_scale=0.5, mode='multiplicative')\n",
"m.add_regressor('sun', prior_scale=0.5, mode='multiplicative')\n",
"m.add_regressor('wind', prior_scale=0.5, mode='multiplicative')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"fit the new model"
]
},
{
"cell_type": "code",
"execution_count": 174,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/nicolasf/anaconda3/envs/PANGEO/lib/python3.6/site-packages/pystan/misc.py:456: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
" if \"chain_id\" in inspect.getargspec(init).args:\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 174,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m.fit(data_train)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"make the future DataFrame"
]
},
{
"cell_type": "code",
"execution_count": 175,
"metadata": {},
"outputs": [],
"source": [
"future = m.make_future_dataframe(periods=len(data_test), freq='1D')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"add the extra-regressors observed over the `future` DataFrame period "
]
},
{
"cell_type": "code",
"execution_count": 176,
"metadata": {},
"outputs": [],
"source": [
"futures = utils.add_regressor_to_future(future, [temp, rain, sun, wind])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"the `future` DataFrame now includes the temperature, rainfall, sunshine fraction and wind speed as external (extra) regressors"
]
},
{
"cell_type": "code",
"execution_count": 177,
"metadata": {},
"outputs": [
{
"data": {
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" ds temp rain sun wind\n",
"0 2013-01-01 20.000000 0.000000 0.950000 6.100000\n",
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"4 2013-01-05 19.592857 0.000000 0.964286 6.185714"
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},
"execution_count": 177,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"futures.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"forecast using the extra-regressors as predictors"
]
},
{
"cell_type": "code",
"execution_count": 178,
"metadata": {},
"outputs": [],
"source": [
"forecast = m.predict(futures)"
]
},
{
"cell_type": "code",
"execution_count": 179,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f = m.plot_components(forecast)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### make the `verif` pandas.DataFrame"
]
},
{
"cell_type": "code",
"execution_count": 180,
"metadata": {},
"outputs": [],
"source": [
"verif = utils.make_verif(forecast, data_train, data_test)"
]
},
{
"cell_type": "code",
"execution_count": 181,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" ds \n",
" trend \n",
" yhat_lower \n",
" yhat_upper \n",
" trend_lower \n",
" trend_upper \n",
" Anzac Day \n",
" Anzac Day_lower \n",
" Anzac Day_upper \n",
" Auckland Anniversary Day \n",
" ... \n",
" wind_lower \n",
" wind_upper \n",
" yearly \n",
" yearly_lower \n",
" yearly_upper \n",
" additive_terms \n",
" additive_terms_lower \n",
" additive_terms_upper \n",
" yhat \n",
" y \n",
" \n",
" \n",
" ds \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" 2013-01-01 \n",
" 2013-01-01 \n",
" 1041.968490 \n",
" 867.327085 \n",
" 1383.488956 \n",
" 1022.757210 \n",
" 1060.854410 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" ... \n",
" -0.046598 \n",
" -0.041801 \n",
" -0.024527 \n",
" -0.054863 \n",
" 0.004891 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 1129.102520 \n",
" 1163.0 \n",
" \n",
" \n",
" 2013-01-02 \n",
" 2013-01-02 \n",
" 1041.970362 \n",
" 907.425700 \n",
" 1399.215953 \n",
" 1022.827449 \n",
" 1060.787991 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" ... \n",
" 0.023795 \n",
" 0.026526 \n",
" -0.014692 \n",
" -0.044601 \n",
" 0.015659 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 1157.573127 \n",
" 1112.0 \n",
" \n",
" \n",
" 2013-01-03 \n",
" 2013-01-03 \n",
" 1041.972234 \n",
" 607.108535 \n",
" 1079.706467 \n",
" 1022.900050 \n",
" 1060.716429 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" ... \n",
" 0.012022 \n",
" 0.013401 \n",
" -0.003890 \n",
" -0.033645 \n",
" 0.026793 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 839.168725 \n",
" 527.0 \n",
" \n",
" \n",
" 2013-01-04 \n",
" 2013-01-04 \n",
" 1041.974106 \n",
" 745.316585 \n",
" 1195.949890 \n",
" 1022.947680 \n",
" 1060.643675 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" ... \n",
" -0.172533 \n",
" -0.154771 \n",
" 0.007733 \n",
" -0.022586 \n",
" 0.038365 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 974.902518 \n",
" 1045.0 \n",
" \n",
" \n",
" 2013-01-05 \n",
" 2013-01-05 \n",
" 1041.975978 \n",
" 1132.463703 \n",
" 1619.396101 \n",
" 1022.937273 \n",
" 1060.570922 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" ... \n",
" -0.050348 \n",
" -0.045165 \n",
" 0.020018 \n",
" -0.010082 \n",
" 0.050435 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 1374.582343 \n",
" 1422.0 \n",
" \n",
" \n",
"
\n",
"
5 rows × 71 columns
\n",
"
"
],
"text/plain": [
" ds trend yhat_lower yhat_upper trend_lower \\\n",
"ds \n",
"2013-01-01 2013-01-01 1041.968490 867.327085 1383.488956 1022.757210 \n",
"2013-01-02 2013-01-02 1041.970362 907.425700 1399.215953 1022.827449 \n",
"2013-01-03 2013-01-03 1041.972234 607.108535 1079.706467 1022.900050 \n",
"2013-01-04 2013-01-04 1041.974106 745.316585 1195.949890 1022.947680 \n",
"2013-01-05 2013-01-05 1041.975978 1132.463703 1619.396101 1022.937273 \n",
"\n",
" trend_upper Anzac Day Anzac Day_lower Anzac Day_upper \\\n",
"ds \n",
"2013-01-01 1060.854410 0.0 0.0 0.0 \n",
"2013-01-02 1060.787991 0.0 0.0 0.0 \n",
"2013-01-03 1060.716429 0.0 0.0 0.0 \n",
"2013-01-04 1060.643675 0.0 0.0 0.0 \n",
"2013-01-05 1060.570922 0.0 0.0 0.0 \n",
"\n",
" Auckland Anniversary Day ... wind_lower wind_upper \\\n",
"ds ... \n",
"2013-01-01 0.0 ... -0.046598 -0.041801 \n",
"2013-01-02 0.0 ... 0.023795 0.026526 \n",
"2013-01-03 0.0 ... 0.012022 0.013401 \n",
"2013-01-04 0.0 ... -0.172533 -0.154771 \n",
"2013-01-05 0.0 ... -0.050348 -0.045165 \n",
"\n",
" yearly yearly_lower yearly_upper additive_terms \\\n",
"ds \n",
"2013-01-01 -0.024527 -0.054863 0.004891 0.0 \n",
"2013-01-02 -0.014692 -0.044601 0.015659 0.0 \n",
"2013-01-03 -0.003890 -0.033645 0.026793 0.0 \n",
"2013-01-04 0.007733 -0.022586 0.038365 0.0 \n",
"2013-01-05 0.020018 -0.010082 0.050435 0.0 \n",
"\n",
" additive_terms_lower additive_terms_upper yhat y \n",
"ds \n",
"2013-01-01 0.0 0.0 1129.102520 1163.0 \n",
"2013-01-02 0.0 0.0 1157.573127 1112.0 \n",
"2013-01-03 0.0 0.0 839.168725 527.0 \n",
"2013-01-04 0.0 0.0 974.902518 1045.0 \n",
"2013-01-05 0.0 0.0 1374.582343 1422.0 \n",
"\n",
"[5 rows x 71 columns]"
]
},
"execution_count": 181,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"verif.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### clips the forecasts so that no value is negative (can't have a negative number of cyclists ! )"
]
},
{
"cell_type": "code",
"execution_count": 182,
"metadata": {},
"outputs": [],
"source": [
"verif.loc[:,'yhat'] = verif.yhat.clip_lower(0)"
]
},
{
"cell_type": "code",
"execution_count": 183,
"metadata": {},
"outputs": [],
"source": [
"verif.loc[:,'yhat_lower'] = verif.yhat_lower.clip_lower(0)"
]
},
{
"cell_type": "code",
"execution_count": 184,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f = utils.plot_verif(verif)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### scatter plot, marginal distribution and correlation between observations and modelled / predicted values"
]
},
{
"cell_type": "code",
"execution_count": 185,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"utils.plot_joint_plot(verif.loc[:'2017',:], title='train set', fname='train_set_joint_plot_climate')"
]
},
{
"cell_type": "code",
"execution_count": 186,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"utils.plot_joint_plot(verif.loc['2017':,:], title='test set', fname='test_set_joint_plot_no_climate')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### residuals distributions (test set)"
]
},
{
"cell_type": "code",
"execution_count": 187,
"metadata": {},
"outputs": [],
"source": [
"residuals = verif.loc['2017':,'yhat'] - verif.loc['2017':,'y']"
]
},
{
"cell_type": "code",
"execution_count": 188,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(figsize=(8,8))\n",
"sns.distplot(residuals, ax=ax, color='0.4')\n",
"ax.grid(ls=':')\n",
"ax.set_xlabel('residuals', fontsize=15)\n",
"ax.set_ylabel(\"normalised frequency\", fontsize=15)\n",
"ax.grid(ls=':')\n",
"\n",
"[l.set_fontsize(13) for l in ax.xaxis.get_ticklabels()]\n",
"[l.set_fontsize(13) for l in ax.yaxis.get_ticklabels()];\n",
"\n",
"ax.axvline(0, color='0.4')\n",
"\n",
"ax.set_title('Residuals distribution (test set)', fontsize=17)\n",
"\n",
"ax.text(0.05, 0.85, \"Skewness = {:+4.2f}\\nMedian = {:+4.2f}\\nMean = {:+4.2f}\".\\\n",
" format(skew(residuals), residuals.median(), residuals.mean()), \\\n",
" fontsize=14, transform=ax.transAxes)\n",
"\n",
"for ext in ['png','jpeg','pdf']: \n",
" f.savefig(f'../figures/paper/residuals_distribution_test_set_climate.{ext}', dpi=200)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### plots the forecasts (`yhat`, red line) and the observed values (`y`, blue line) in 6 months blocks"
]
},
{
"cell_type": "code",
"execution_count": 189,
"metadata": {},
"outputs": [],
"source": [
"def make_plot_block(verif, start_date, end_date, ax=None): \n",
" \n",
" df = verif.loc[start_date:end_date,:]\n",
"\n",
" df.loc[:,'yhat'].plot(lw=2, ax=ax, color='r', ls='-', label='forecasts')\n",
" \n",
" ax.fill_between(df.index, df.loc[:,'yhat_lower'], df.loc[:,'yhat_upper'], color='coral', alpha=0.3)\n",
" \n",
" df.loc[:,'y'].plot(lw=2, ax=ax, color='steelblue', ls='-', label='observations')\n",
"\n",
" ax.grid(ls=':')\n",
" ax.legend(fontsize=15)\n",
" [l.set_fontsize(13) for l in ax.xaxis.get_ticklabels()]\n",
" [l.set_fontsize(13) for l in ax.yaxis.get_ticklabels()]\n",
" ax.set_ylabel('cyclists number', fontsize=15)\n",
" ax.set_xlabel('', fontsize=15)\n",
"\n",
" ax.set_title(f'{start_date} to {end_date}', fontsize=18)"
]
},
{
"cell_type": "code",
"execution_count": 190,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, axes = plt.subplots(nrows=3, figsize=(14,16), sharey=True)\n",
"\n",
"ax = axes[0]\n",
"\n",
"make_plot_block(verif, '2017-01-01', '2017-06-30', ax=ax)\n",
"\n",
"ax = axes[1]\n",
"\n",
"make_plot_block(verif, '2017-07-01', '2017-12-31', ax=ax)\n",
"\n",
"ax = axes[2]\n",
"\n",
"make_plot_block(verif, '2018-01-01', '2018-06-30', ax=ax)\n",
"\n",
"ax.set_xlim(['2018-01-01','2018-06-30'])\n",
"\n",
"for ext in ['png','jpeg','pdf']: \n",
" f.savefig('../figures/paper/forecasts_obs_2017-08.{}'.format(ext), dpi=200)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### running correlations (over 90 days) between observed and modelled / predicted values"
]
},
{
"cell_type": "code",
"execution_count": 191,
"metadata": {},
"outputs": [],
"source": [
"corr = verif.loc[:,['y','yhat']].rolling(window=90, center=True).corr().iloc[0::2,1]"
]
},
{
"cell_type": "code",
"execution_count": 192,
"metadata": {},
"outputs": [],
"source": [
"corr.index = corr.index.droplevel(1)"
]
},
{
"cell_type": "code",
"execution_count": 193,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(figsize=(14, 8))\n",
"\n",
"corr.plot(ax=ax, lw=3, color='0.4')\n",
"\n",
"ax.axhline(0.8, color='0.8', zorder=-1)\n",
"ax.axhline(0.6, color='0.8', zorder=-1)\n",
"ax.axvline('2017', color='k', zorder=-1)\n",
"ax.grid(ls=':')\n",
"ax.set_ylim([0.5, 0.9])\n",
"ax.set_xlabel('date', fontsize=15)\n",
"ax.set_ylabel(\"Pearson's R\", fontsize=15)\n",
"ax.grid(ls=':')\n",
"[l.set_fontsize(13) for l in ax.xaxis.get_ticklabels()]\n",
"[l.set_fontsize(13) for l in ax.yaxis.get_ticklabels()]\n",
"\n",
"ax.set_yticks(np.arange(0.5, 1., 0.1)); \n",
"\n",
"ax.set_title('90 days running window correlation\\nbetween observed and modelled / predicted values', fontsize=15)\n",
"\n",
"for ext in ['png','jpeg','pdf']: \n",
" f.savefig(f'../figures/paper/moving_corr.{ext}', dpi=200)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### correlation grouped by month, is there seasonality in the performance of the model ?"
]
},
{
"cell_type": "code",
"execution_count": 194,
"metadata": {},
"outputs": [],
"source": [
"corr_season_test = verif.loc['2017':,['y','yhat']].groupby(verif.loc['2017':,:].index.month).corr()\n",
"corr_season_train = verif.loc[:'2017',['y','yhat']].groupby(verif.loc[:'2017',:].index.month).corr()\n",
"corr_season = verif.loc[:,['y','yhat']].groupby(verif.loc[:,:].index.month).corr()"
]
},
{
"cell_type": "code",
"execution_count": 195,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(figsize=(8,8))\n",
"corr_season_train.xs('y', axis=0, level=1)['yhat'].plot(ax=ax, lw=3, marker='o', markersize=12, label='train set', ls='-', color='k')\n",
"corr_season_test.xs('y', axis=0, level=1)['yhat'].plot(ax=ax, lw=3, marker='o', markersize=12, label='test set', ls='--', color='k')\n",
"# corr_season.xs('y', axis=0, level=1)['yhat'].plot(ax=ax, lw=3, marker='o', markersize=12)\n",
"\n",
"ax.legend(fontsize=17, loc=3)\n",
"\n",
"ax.set_xticks(range(1, 13))\n",
"ax.set_xticklabels(list('JFMAMJJASOND'))\n",
"ax.set_xlabel('month', fontsize=15)\n",
"ax.set_ylabel(\"Pearson's R\", fontsize=15)\n",
"ax.grid(ls=':')\n",
"[l.set_fontsize(13) for l in ax.xaxis.get_ticklabels()]\n",
"[l.set_fontsize(13) for l in ax.yaxis.get_ticklabels()]\n",
"\n",
"ax.set_title('correlation per month', fontsize=17)\n",
"\n",
"for ext in ['png','jpeg','pdf']: \n",
" f.savefig(f'../figures/paper/correlation_obs_pred_per_month.{ext}', dpi=200)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### plot the contribution of the different climate variables to the response variable (in percentage of the trend component, as we chose a multiplicative model)"
]
},
{
"cell_type": "code",
"execution_count": 196,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f = utils.plot_verif_component(verif, component = 'sun')"
]
},
{
"cell_type": "code",
"execution_count": 197,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f = utils.plot_verif_component(verif, component = 'rain')"
]
},
{
"cell_type": "code",
"execution_count": 198,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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aohNyMZxJh0cffRQAkhdMciDTDMMQGo0G1Ot16zPDjEF0SatALbs6IZbOTxiGsLy8rNwETeFtYRgqN6ILFy7se2/fsNCCFJReMB219Lk8hdZhFIAHiRbq9Xpu5wRMPJwfXqZlB2k89gKDyvvoBZc2hadYLMb/2wym/AzI0aNH499NNPTII4/Agw8+aExyMuxyxKCtBX7nnm6O9qs3zSs7BgwSsYZhKM5+pGNEqjKm33gSAt3zw86UJBgkWpCAz8/q6ipsbGz0/IaMjW7SdN5pWbxgcmdnR3nPkqrt/YhBpYU8xh1TUGep6/jx40qLoQ3DSDeDSgsmSMLYUChSCUSVSiURcug9O1cwqMoOepx0oY66MDZEt9tVZnNFGQPpwcWbsd+zOQ4ab3jZy14GP/ZjP2YtN6g0nBVe2RkS1Go1cQ77LGEpFJhOcnt7u4cx0XNBaZMceOQPnfKxtLQUC6C0DIYhmLw/FK1WCzqdjlHZ8dgbcMU0zXMuoAkFaB3NZvOqCGfsB8IwTKUoIrIkpqCgglpeCU1c++ChR7PZVArTrVZLmegDk0j8xE/8BHzyk580KryqpDMHDx6Eu+66K/7Mw9gwpNlF5rBljcQzJB754OGHH4ZHHnlE+zu/P22/yW5e2TFgampqV9urVqtaIUWyKUgPnrowpGq1mvrQ+37CbtMCR61Wg2q1Ki6vCmejv+FfVGJVyo4phCFP60+3280k4O02XGmhUqnsemhA1vYk63lpacn5GROGcXPNmy8M2uWqLgkPAORz2I+LaQcBu3Vmp1arxaHjFHjPHgcqMF/96lfhM5/5TI9BFOkuDMNEGBut96GHHurZU3D/SKPshGFo9DTcfPPNsLCwIK5v0LDXMoMNv/u7vwv33HNP/Jmvyf22Nr2yY8Buu1kXFhbiUCMKV8HSpPRsbGyIb7o2nb+hoW6DtDn3C3vtcm+32yK3uGruTZZYlWdHknJclY1HAkyPbPtukOFKC7t1QVvWBAV5YpjmMwv2mi/oIKE3SSizStnhnoP9JhRlwW6OhenCaFPZZrOpLNdoNKBcLmsvFaX7D74n0j/KLdL3R4XqK1/5irHcMHuIB5U3IO6++27467/+6/izV3auYuz1pVBobSmXy7C9ve1MfCqGht4BqTCC1h5d3VeLZ2evacEVEs8OAMRWQNMc043yxIkTifADF5pEWh52JupKC3mvDduazFKvy/dp69tPGES+0Gq1MmfHfPLJJwGgV9kJw7DHowdw2XMQBEEq71y32x14wVCKQX0PGprGD6kjUN6gyg6dz1arBd1uF9rtdo9nBz3zqnM9URT1pJVXeY+GAVEkz5g7iLyBg6/XvKM2Bgle2RlgbG9vx2FkKysr0Gg0jJaONLHVURRBu91Wur7DMIRLly4pPUEqpgYwnKEowwCpQumaMODixYtOdYVhqI21loS76IT0q0Ewzgu1Ws2aktVlHUqUT8kaN3kTEeVyeeAO7g4STp48qUzp7gKpMUHKTyRh0dPT0zA6OipqFyDpIa7X6+LzqB6XvfG33Xabch0+//nPVyq6VNmh6w/lCSrg6jw7zWYTdnZ2EhdT4l6A9ej4O98zpLQyaPJEFEVD7W3ioOO7X0NLEV7ZMWAvYi754qYx3IVCwWgtOHHiBACYNzEV82g2m8pDjZ1OR7sJmcIcdBjGG9IRex1/e+rUKSeFQCd4SgRSXWii6lkX5QppmT/76KOP7tszO+vr60pLeBa4eGBqtVoqj02/lM/9ZMUHyJ8v1Go1qNVquVhXt7a2+qZYSvjI1YjdOLOzubkJFy5c6Pk+iiI4ffq08q4lquxQxQOTAIRhCN/97nchDEOtskM9OtyzQ88AqYRmLifYPDv8YvStra2hE8Kz8oa9el/v2bkKsRfExjeOVquVuMPGBFuIWqvVynRJly40SrrZqbxHw4J+0wKmdVbB5XyMSgnVzQ9uVDorW94eF10GIYDBS9NpggstbG5u7pqSr5orHPN+KTY6o4erwcX0/SCjX3whracjCAKoVquxYcGU1CQvz04UJe9b6nQ61nHhFuUsNFitVgcmZGg3FD/kJ3y9mC4Dp8oOVcjwXq1utwt33HEH/Pu//3tC2aHvowp/48pOt9uN29/Z2dFmbeXKDh83VMho/cOmVGflDeVy2ZqxLivo2pN4dnbr/Gk/4JUdA/ZCOKcEt729Devr67CysuJUh07IzSp4NZvNnvTFqjM7w8aUJOg3LVQqFa1gYlNabNCFM+JGh/H2WeqU9O/UqVOwvLw89PSx10r7xsaGc0ZFXXnqOe7H2SL+udPpZFZqwjAcGCuvhBb4HSUSZJmLxcVFUShcFmWHvg9a83FeK5WKONQniiI4e/ZsJm9fq9UaGGNJv4VTAHuEhCp1NF1zeMFoGIawubmZEHhbrZYxQcEb3vAGWFlZicvT+5gAksoO4q1vfSvcddddcQh0p9OxenZwPndjPF3wZ3/2Z3DfffeJymbdJ1RnnfoJibJTrVYznwfcK3hlZ0DRaDRgfX09oUVfuHBBtIC4CxhBmRD97YknnhAxFdWt2cNocRlESCzvLmcraJw0t7xyFAoF5ZkMSfiTi9LTbre1NDhoGORECmtra0pLtil8UAepRdx1rlTly+VyfGlpFlSr1Uwe6t1GuVxOJfhk9cKbeLpU4dQZSvh3rt4Z2n6tVhs4oTYNdouf6Tw7CNvcjoyMQBRdThYzOTkJpVIp5hEqRQmxtLQE//mf/wmPPPJIj2cHoTrLe99998G9994L5XIZdnZ2oFarWZUdpIdutwvlclkZtrcXeM973gN/+Id/OBB7Vx5rRuVhte17g/DuaeCVHQPQArIb4ASE1hVOeJINTGepNQmaNstap9NJLARdggJdnxYWFpzuiRk07BYtmJQHV+EbrUI25US3wUmZGtKG5PlisTgUzNJkjc+LFur1upOVTBpCUCqVAADg3LlzcPHiReN4Z517l2fQWpvVs9MvT5QrOp0OjI+PW8u59rPZbKbyBlGUy2U4d+6c0QuQVxgbPaeRdk6yvOugnAFrNptar0ieQMWZe7N+4zd+AwDsKalxH+92u1AsFuPLw1VlVRgdHRWd2fniF7+Y6DPlXbYEBdSz83M/93Nw2223GcurkHd4oyqZgwlZ9oknnngivvxVdbShWq3Czs6OU0iZlO/a6txrvpsWXtkZEOgsfy7EjIILj8Hkv9MyLoRLrd06z45uQYVhONQJClzh4vFqNBpw+vRp5R1LWBf9a4LKq2frC6cbCWjZSqUCjUaj5/k06dL3K1QCWafTcVrfaBnVgc/55uYm1Go1403kJmUry6amojl81zTKDoZ00Hr3+pzGzs6OiKdFUWS0mKuQl6djdXVVSzN5rU3qOW6323D69GnnOtKeA2g0Grl4C/PCbgiCOlnhYx/7GADIlB1UeIIgSHj2C4WCVfEpFotxmXe84x2JcjSM7a1vfau2zy5hbKaMoSZI76aTAvnNbuxpH/jAB+Cd73wnbG5uKpWdNO+lmkvXbGyzs7NDm43OKzsG7Oak6jYIk3eGg1rXeGgSfzaNwLC8vBwzLbrBSRn8MB5ARrjSwvb2tjh0BZUcneDpouwgE6RCoe45tEKqaEXanqoNW7uDYpnXwZYxLA1fyOtdqSGj2+0mBFkerogCtuSQ+tjYWOY+SjwAJpj4Q7fbjXnVwsLCQFxEG0WRdY232204f/68M++r1+uphCpVOzrFKa8U1VzZkUAVhZBmPgfNmLIbXia6B6tgU3ZQscR5o54d7uVRgXrnuaFMpbSicnTu3DmYn5+PvzOBJihIO8f94g9SxTwP+fGXfumXcn8PG93o3g9pW5XtbxjglZ1dgCRmmy9oiUC4tbWVUFZmZ2fj/22ba1aBMwzDBKOzhUpdbZDEviKkZ2RclA/cXGz1zs3N9Tyrqk/3veoclw2DJqBwnDlzJrO1mB7812FzczMxFltbW07CYqfTEYW1joyMQLPZzHRgViLw8s86z04aKz6tb1jSV3e7XajVasqkDDb+sLm52dew37TKhQp0L8hSxzDvG+jdzgLp+5sugga4vO7L5XKiP7Ru6v1HZYcqL7SsKjkSVXZuv/32RP20T5j1DX/7yEc+kqjDBOrZSUMXURTBww8/7PycDu12OzZG5ukR1V25gPzi3LlzPe//0EMPwYc//GG48847ndpTyYSqMzs6ZRr5Ud5XKewWvLJjwMTERC71SDZnalmhsHln0MLZarUSG44tI4uufh14aBwySpdNc5g9O3nRgg0mhQNphF7qpoMkBhs9gDq6kMzr8vIynDt3rocut7e3lelzh4EGbAqHhBbK5bLVa8oTDZgE4DAM4fTp04k5UfEKVVhCEATQarV6hLGsCpAUGK6H78bHhfIWHc11Op3E2bC9ti7WajU4ffq09sxOt9uFSqWipaV2u70rSRb4eTqV0OsCnSfXdV2raDeNUDso/KTdbsdnYNJie3tbpDChx8BkoecyB593FLQLhYIxjE0FemaHh03TMLYDBw4AAMDNN98MAEmvl4uyo0u4ZMK3v/1t+NEf/VFjGdP65Pjt3/5tuOmmmwBArphL9gkd3eMYqqI9XvnKV8Jdd90Fn/3sZ63126Bah0iDOmUHjajDBq/sGJDVWgUgt2K6egEo2u12jxVQmh1H2i4yKm4Vwv8HDbjJ5xXX70ILnU7HKXuM1AsnCRXBdNKq51X/U2XHZR5pWewP3agXFxdhbW3N+G6DSDcSSGhBKrzxumyeNLr++KFfXRibCZReshotVN4dgCtp1alBRzU+pvaPHz8Oq6uriQQpeynoIl8xJXhAI5QKEr6b5f3os1ShxYyIknAlABkd41xkUaSyWssHxdOXZc7QeGmDThhV1af6H9tAWqAKjkRuoJ4dnrCIrssDBw5AFEVw5MgReOlLX5qoF5Oo6KAKY3OhEYkSY/OMUzzxxBPx/9J+5CE/9tsgQvkAj9ZQKTsTExPw+te/vq996he8smNAHmEE29vbontypBs/MpJWqwVra2va+lQLTVUnnhexMTi+AFBQVm2GOgaym8IJWm3yOnflQguNRiMXJYtbkNIqI6bnqGVPlXwC+yGB6tI5W9+GEXnwBa7A1mo1bYIKWp4+9+STTyrvU+F1FwoFkTdQVQeFyy3mKi8VrbNSqcDOzk4iFNfEHzBUatBCIG38RSc4SJSIrIKz6v9yudwj4Eqxvb3dw9fQqMT3G+n5LErXw3p/B8VupNC2Cf/b29vw9re/PfGdih5oGBtNPS2ZO9NegXM7MTERGxypchOGoVHZod4Fquz0Y9+QrjFqtJCuG9s+8Q//8A/wqU99ytiv3bjAkyqWy8vLsbzKx3tnZwduvfXW2GM3bPDKTp/RbDahWq2mXqi65zBMKAgCZVyr1KqQNlsJ9+xQAaterxtds2lQq9VS3yq+2+DCZlqgcEHrazabznHMprJBEFjTgJqEVlW5tCEpgwJVqI4LKpWKMSNVq9Xq2cTW19e18du0L3wueLgiT1ICcHmOqVdECi4guc4rtscFQAyzwRBceh+UtM5Bx4kTJxKKKA9POn78uPXCwDT8QxeXj3sQDVdypW+8FJJiYWEBAK6cz0iLNBfFUj44zPwG4LIn/H/8j/8hKmsT/h977LEeIZp73RYXF+Hv//7vrdnYVIiiKFbyeaQH5WvIf1DZobTJwz95pACuHRrGlidWV1fhz//8z8XlqZyUZn9rt9s9hoI777wT3vnOdyrL75ZhGOVHgMuK1fOe9zx497vfDQB6z86ghI66wis7BthcrTbQReG6OGyeHYrjx4/DxsZG4hlVORXTcLUc4DvR0AVVX/PefDBmXwI8H4D3VeQBF1pwfXeV0qiqL4oiOH78uChm1uTZUdGJa1gR/81lfoZFQNFtsjZaMFn7o+hyCmU+VtJQRi7oUO8fH096ZseGvOcCQ3I6nY6WXpGPuIQgpfV09gu6swf1eh1qtZrRMGAzNKV5P90zqGBjsgRpGBsHnysXnmFCmr7s7OykMtbVajXjvhCGofPN9fjeac/sPPzww/C9731PVNam7GAfdGul2+3CH/3RH8Hdd9/d4+WTevxUnp1isZg4s4NotVo9PNPm2aHehjQ0ZfOMfPrTn4YPfvCD4voonUnX+X6wAAAgAElEQVRlCvqOjUZDuy/Y3s/0e1ZFkCs71OCm8uxMTU15ZWc/IsthQ4DLIQNpDtI2Gg2tC1RH+HwBSi13aZQdhErZQeEF7+TZC4Hk9OnTcPbsWThx4oQx1M8FLrTgGv7lUo90PKXlUPABUB+GbLfbytAMXv+5c+cSWVpcx2AQBFcpsvAF9GjwdSfNyGfzsqkSFOjK6tpQYX19XXwejL4L7S/tz+nTp6HVasHS0pKYB3EBfa/v2QHIFpdvezYvoQLr2djYgKWlpR5rvgSNRkOptKJXGN9Fqrjyd2s0GrneiWICesd1UHmwAGTZEtPSAw1Pl67TtMoONTAg/6drUMezqadGdVZndHQ0EcaG5VutVo8nx6TsUM93ltTTJqTxItJnJWsnyz7BE/70C5jVE8BuyKhUKjA5OZnZi7tX8MqOAVlj8/kCkQA1bektti4eoDw8MLRdFWNvtVpw/vz53EOZTp486ZTfPk2cr6msCy1gPS5CHH92c3MzDhFRWRlVfdWlgTZZw2nbPN1yFF0+BC8RYLhC1k9r1F4jC19A5ZGPgU3Z0cXpc++xLhsbf8YV6+vr4jMVNOWs6hwX/uWX49n6xYWyvQSOqTSbnYofuwjG0vdWjWGr1YpTYOv6YquzVqslDB/YTqlU0makc+2vS3gueu7zjpywPWPjhWkVNjonNv5oO7ODCqjOSEaFdTyzSRMQ6cYG72V79atfrfQ0j4yM9Bg3oiiKPTvSMT9w4AB84hOfAIB0YWySdlzrzHpm56/+6q+UxhndWpQqO6q9XXeZqq4t6tnR1Q1w2VgyNzfnlR0PM1yFbml5eolkP8E3FSpYqbw7KmS1VEqzB6XxhAD03luUFpI2bWUwxp8fBjWNIT3TlMaz45JeOw96GyZvThqoBKMnn3wSlpeXtZ4dnbDE1x960biyQ//y51VnaExKVtr5QaGIC06cdvmFhJI2+5V1C9Nj5wkdH+ceMBvCMMx0eH99fR0uXrwYz4tL2whOd7RvaS6kVdGdy0WxKysrThkvEc1mE9bX141l1tbWnFOyu84ph84bqgI35DUaDWVaZ1MYG203CIKY75jOTlHlXKVw8TA2/Itndih/ss0zZj9z9ex0u11RBjMXJbnb7Wb2Or7//e+HY8eOpXrWZjjE0LOtra3YMKEyyKnqoZ4d03lQgMt85ODBg879HxTkouwEQfC3QRCsBkHwKPluPgiCLwVBcPKpv0M3Slk1WJdNnOLkyZOpNnXehu2zCjphX1WX6cwOhku4tp8H0rZjYqoutGBrPwxDLUNWMWEVLdiEU1dlJ4oimJmZsZ4fkkJqjRpGSGlBJTzjfVg6z44O3JLKv+f1pBl/iTfQZe663W4sNKq8jvgX6VsqeCDyjB2vVCqpMjeqknvYPH/4DtL+5+WdTjteJr5IDTD04kVXzMzMOCmbafY2gMvWaZswvLS01JPlsFwuG5OOIKhC6QIcw7e85S2i/QPgyjvX63Wl50HnNaW8Hfk/GkBMyg59N5VnZ3R0VKnstFotGBsbc0pgQ3mEi7KDddtoXTVGOlQqlVguwjGQ0Jtkn8C9V/W9BFkytiJwDGyeHVR2rvYzO38PAK9l370XAL4cRdEzAeDLT30eKuTprnMJYwPInnJQmnqaQ5cmm8cqc88OR9bbpFWQLDLToWATMERB10aeyg4vY0om0el0EmcldGMeRcnUrWkYIG5YacdP2t5uXGQpwdbWViqLnY0WJBs5F1jyUHb4Jq8LL8rivdS9m8rwEUURnD9/XluH7p1MyCPttw5p6F6l7NhC81zPsUnCml3qy9PYEEXJcGYMubW1wfkYhkC59m23DCcSRTgIgszKzv33329V5FQ8QBUGp7sKgHrQeBibSRGh86xSdlRhbFhmZGTESYGh9buEpFerVVH6b1cFCte0S+gp3ydclATXMzuNRiPeV3/mZ35GOQa0Tmpw0Xl2VMrO/Pz81a3sRFH0/wEAvyTifwLAvU/9fy8A/HQebe0mXDOymJDWzZ+1HumzUksL/exqRd6Njen48ePa9k3Y2tpSCmYIF1qwtWmKQ+abiPRMQxRFqS6IBNAfajdtunnQ4V57eKJIdokfR1a+oNrspcqObk6wTj6XfMMNwxBOnjyprd8G3gZFq9VKWM1Nihjvu7Qf/VCUwzCES5cupaJHLgTz+4xUdUoVXMTKygpUKpXM64UKtHkJLFiXSwisCro72yTt07829EtQw/bzOLNDwdcUQDKEbGFhAV7+8pcnhHDkaTplhyqVmKxCEsZG+6i6ZBzD2Hh5VIjpXEnnyyW0EQBgbm4O3vWud1nLSevsdDrwwAMP9Cg7kuel+0QWz84P//APw9133w2vfe1r4WUvexlEUQQPPPBATDNRFCkN1XT+pWd2tra2vGdHg+uiKFoGAHjq7+E+tjXwcLV0ZUXeBEk9NdQqhJ/7KbjuhlBMmUNW2Op47LHHEln6VHOFjEeatYt6dagVjZflz/GwNQnduCrGFK1WK/WZqjxhUnR2o0/SBAU4LzahrtlsKhUBGiYRRb0XN9IzW6p2ef9scOEFaZTeflza2Gw24+yRWZJnRNHlyxAxsYjuvVzHJ2u/EHlnO6M8g1u8Te9Is6Hh85xn6dDtdhMKZlp6GJREFwidkUkl7FMF4/7774fHHnvMybPDlR0exqabBxUN0jWMYWwo5FPew8+eSveQNLR/8uRJcRibCtST+qUvfQl+9md/Nh6fLNkXXQzYUn57/PhxeOCBB+Dxxx9PhFkir69UKkpv+IkTJ+J2dGHE/HOj0YDx8fGhVXay5VbOAUEQ/AoA/AoAwJEjR+IUlMiYp6amoNPpxAt3amoKwjCMN/bJyUkAuGJhm5iYgEKhEE9wqVSCYrEYfx4bG4OxsbF4QY6NjUGpVIotcqOjo1AqleJDXsViEcbHx+MMX4VCASYnJ+NDgfgZGXgQBDA9PQ3NZjOh2ddqtdjyTt8piiKYmpqKy+F76TamarUKlUol/h0Pp4VhmFBIVPc4mKyinU4Htra2tOFneLt7s9mM0zm3Wi3j/SqVSiUhXLXbbVhbW4stgdJ5wkXXbrdhfX29Z57CMIzniaPb7cKlS5eM89RqteL33tnZiQ/603mqVqti2sN5r9VqUCqVet4J3eLb29swPj6eoJNGowE7Ozvxd3QzbzQa8Visr69DqVSK3wnnB9vhMdzI3Km7G+cT/+JGF0URrK+v9wgE2IZqzmlZ+tv29jZMTk4mBBQ8IFytVuM1geF6tnkCAJiens7MIyqVCly4cAGuv/56OHDgQIL2cKw2NjZgdHS0h0c0m8343gSkPTzgPjIyErdD1ylPd4t9rVQq8fMAl9dzt9uN32l7exs6nU5M23x9olcCrbPYDwznoPPSbrd7eABVpqhwRC/Bi6IrWai2t7cTfaBGgmq1mkhrS2kQD8/i/9gGnZdOpwO1Wi1ul/OIbrebGMNqtRrPC4CZl1MewXk5Pr+5uQmlUinOOmaiPeRrYRjGMf2o7CDwXhusu91uw8TERFwX8nJKexTVahXK5TJ0u92Y75ZKJe074TzoQNcgCqWXLl1SricK1Z7QaDRgcXERqtUqjI2N9ZRpNpvx2uZ7Lh0XpAvcry5dugTj4+PaPRfpGoVO5NU4JzYegWOws7MDQRBoeQSeN8N5QZpcWVmB6enpnnfCi7SRj0lpD+UIugesr6/D+Pg4TE9Pw3e+8x04dOgQdLvd+J3wnRuNRpxBkyZdwLp2dnagVqtBrVZLrHvKKxG4JlutljZUdGpqKv4Ny9MU0UEQwH333ReXx4x5OLeU53F6wblH2sN6aRpqekBeJ+9hu9i/arWa2GORR+AY7uzsJOalWCxCs9mETqcDpVIpXudIRyjob29vx4qijkdgn/CdKpVK/I5U8avValAsFmFnZwdGRkZgYmIisYdiPbrL6dvtdpzKm8pmuF8XCoWEbLS5uQnPec5z4nFG2uGGA7o/T09Px2fD1tfX91QuN8l7JvRT2VkJguCGKIqWgyC4AQBWVYWiKPoEAHwCAOAFL3hBhIyOY2ZmJvGZM2QcXAR3q/PPtrzv4+PjMDU1FX/Py9s+l0qlhBA6MTEBhw4d6nknvBgNrSBjY2PQbDa1OdqnpqZgZmYmJqK5uTlYX1+HIAhgfHw8Jp5isQiFQiHB5JBYVCgWizA3NxdbA3QolUowPz8PFy5cgLGxsdh1rVqEk5OTsTCGbRw6dChhGZDMUxiGcPbsWRgdHYVrrrmm53cV8BD4yMhIYtx1844WkKmpqZ4yMzMzMDMzE5e10d7k5CRsbGzA5OQkTExMKEM8CoUCHDhwIGaWyHDGxsbgwIEDsLq6Cq1WK3EmoFQqxUxyfn4+7g9l3lgHTT+JgkG32+2xzNA60DIHAHDNNdfA2tpawgI2Pz8PKysrUCwWYXR0NNEmDWFA2g2CAGZnZ2FkZATGx8djizdifHwc5ubm4OzZszFt0N8oVOuTw4VH4DqZn5+P5wf/rq6uxmNAw8CwD5hdiG8gExMT8SawubkJMzMzsccFFVOkS5yT6elpOHToUDz/s7OzMD8/H9eLVlfc/LhgWSgUYH5+Hra2tqBYLMb8Y3JyMla+ACAWqA4fPpxQjOlhYvquuLngb8ViEdrtNhw4cABKpVK8qc7OzsZlNjc34dChQ3FZSruzs7MxvczMzMDGxkbcN1Q4cKPn8zgxMQGLi4s95yFwrbrSCv9M5wLnyVZfGIawtrYG09PTMX84c+ZMQugaGRmJ+3zw4MF4rBCTk5PxuyLtLS4uJt7vwIEDsLa2BmNjY3Do0KG4r6p3XlhY0B54BkgqLcViEaampuI1ZxIcxsfHe+oslUowNTUVHz5X9YfSMW1ja2srHpfZ2VlYX1+P95L5+fmYDlXzViqVEgab6elpKJfLMDo6CgcOHFC2R1Gr1WBzczPe31U8AmmN8m5cf3NzczA3N9fTxurqKgRBAJOTk0Y+pvtM+z47OwvT09MAAPCSl7wE/uIv/gJ+8zd/My6Pz4yNjcV8g+6LdL+ZnJyEycnJHhqm9yMFQRD/XigUEmX/+I//GN7//vcDAMDnP/95eOELXwgAEPePRnnwkNlisRjXNTk5mVjv/Kzb6OhoYtwoX8I2KK82yXuFQiGeIx2PwOenp6d7fl9fX4eZmZnE+sT5R/kJ+SBCxSPQMIGYmZnpkQELhUKsCLRarViZo+MzNTUV06LKIxmGYfz++DwaXT/wgQ/AO97xDrjxxhvj8jSjWrFY7BlLOka0v91uF+bn5xPf7YVcnhb9DGP7DADc+dT/dwLA/+ljW31BHrH5qv/xM4b00N9MioZLe2l+d2mHZvHSgf9uc8+b2tst6A5vu9CCKURClSqcu4Vp6khJKEyj0UgklrBlweNt83AD3XOmOlW/2dz2rvHYuw1d3zgt4FqWAMdE5w1VhSeaQu7wmbNnz0K1Wu0Zc/q5VqsprfQ4/1nTOvOQO1U7WM70d6+gujTTBu6x5OPL76UBcE9QYBtXgPzOl9Jb1FE5U7UbhmFsaXYNazl16lQ8Tlg3Hm63jc3jjz+eUCgHhXYQaUMFVWmdEdxASc/soOGCezZ4X9KGsU1NTcHv//7vAwDExjssx0PTuAJDw9zTntlBr58r0oaxLS8vw9GjR63hapL+pznni5477D/vh07ZQSUA5/xrX/sa3HbbbfAv//Iv8JnPfMbYNp17Xi8FN74OG/JKPf1JAPg6AHx/EATngyD4XwDwJwDwo0EQnASAH33q81AhTwbK60I359ramnLDyBrvbVNEVKjX66JYZlyM/LyHC8rlsjjVa5p5SLsJqphct9t1UkJNzNn2zlEUJdKecmXRlLmN16Or39R2WqR5th8Z+1xhGzt6W7jqd4DLIQ2m5BYU1MtmqhOxvLwMzWYzvlPENM665AE2g4SqXJo17QrXNYp9fdrTnta3PuUJnYLjOq44F/V6PbczSzphEIXdkZERmJ2d1Z4lq1QqsLKyknqfUp1ZozTX6XS0dWQ5ezSo5w1UmbIQ3KNJFQz8nz7Dz+xEUfKQuiobmy71NHp1eT/a7XYi+1oURT3RKKYzO/3KxkbbNkHX/je+8Y1ENEwWeuH9VdWFY/Rrv/Zr8JnPfCbhxQeQKTsYcgdwRcGS9hvP7NDU4Lr+D7uyk0sYWxRF/5fmp1fnUf9eoV8TS2Mvt7a2elyB/YKNWTQaDZGyg7n0XZMqmDwMLs/1E6q2aDiQBCaBRHUYkDMmSncSYSKrR4/OI25K/R7zLAc984RNeKzVajA+Pp5wt3O+4CK041jrNhYU+LrdrjaUVQecPxNt6RCGoUiQtnltJMDkHKq6oujyuZfR0VHtmkMrpmS88ZyPKfwhC63b5kjlKZbSC6cJPEek2pfSeKVUaDabzvfdYCiUC+g6wAQHlO/gWQpb2MqgeHao8pAGdPy4MsfrVB30f/DBB3t+p0IzV4a49516IClvKhQKMY3TfnQ6nR5lh69X1b7C27ehX95/nbIjuUsJQEZvfJ2a1sjf/u3fwqlTp+CWW26BZz/72U6eHQxPB7hCO5Qv2dZmu92GsbExqwEOQ1aHFYMhcQwoeLwgR9qMLq1WC5544gmjmzOLNwNATeA2q77EYoYHkNNaPLAdPFi5G8jKLKvVqpOyo7tYL4qiREy+TtgzKTsqBVNXjwSmbGxpvUB8I9W1u9cCig067wbnCy5rAcvytUY9fo1GI+FJDMMQSqWStR2d58/GF+ihW1u/JVAJoPR/HtrF/zYaDdFdQBL6abVaTumqXdeNafPvdDpKBdI1LAfp0MSfde9IhR7KV3Tz+cQTT8TnsXYT3LNDlX4T8MxK3rwkbX1pDaR0PrjHW5fpjioNr3vd6+LfubcHk5bw37FdnpGLvnuhUIjP56g8O3S+VJ4d/I1epCzxGqveMU/o6sTzxZI9zAaT/Ki6ZDkMQ3j5y18OX/rSl+LfXD07TzzxBADIsxTi3JdKJasxmp/DHDZ4ZccAKoDwePYoipxCmyhTQGZmCuOhhCbx/Ehcpia02204f/689blKpZJIm6xq29bHer3udD4gjfVO94yE0XKcPn06ke3GhixpYumz/IJPyf8A9jM7HK4eOltZFyPAoKWApSiXyz1JFQB6QxG5dRShGyM8wG8qwxEI0vPqlB0pJJ6ktAqwqTynZRwb3d0yLvRqCofiKJVKzvSY5t6fNONUr9cToZJpLN5c+JJ4jSVls9AczRiFvLlSqcDCwkKcEtwE17C+tH2VPpfHPTtc0TeFsanmhSo5AAAvfOEL4ZOf/GTid+qJsoWx0WQGiFarlVBgMBmQCqjs0PWu2yNxvrEsXY95pk637dE4B1lo2xSyjmesVOGLlKe4ntl5zWteAwDJdWEzOko9OzTr2zDCKzsG0IWs8sKoGI3uUj2sZ3t7G5aWlgAgaeHkggZ9lsZOm9q29S9PQYUebDcpEHlYZfK07GC61361ZWLkunbo//gs0gP+ptvw+POm7wB6FWzTgfa0c4pnjkwJCnThXIME3eaquyMHYVPOuVdrfX09YVF8/PHHExsl0pQt4QMdV2qZNM0XDUelNJZ2TadZP7T/5XI59vpyizTtsxQnTpwQHxROE46V5n3TJiigoGmWTYYPVViVVEHhyS10fXSNIqDABByUbmmYt4o37gbSCLlZvNVc2eGhZBQ2ZYeHsX33u99N/E6fw/WPwj33pBQKhZgv0D6qwthU/cS2+Jkd3Z7F1zvtj8vYSrzgKkjDECV9MdErlUG4Yofhqqr+qOqknh2Ei2cHlZj9fmbHKzsGUIGTE8Lp06d73P1YTreQkbEjUINHhiNJq+diCXZ51pWhUCHJBaaNGeDyGSbbosuCbrebypvgcvbBJpTqPuN3XBmYnp5OpPgFSAqCtvGxjTkPIdkNpPEm9aP9NDCFa9C//H8dUNGhUClargKqtA9BEPSkDNUhL+8f/Z2WQwGt0+kYx8BFsLRt/K7zRSENb1W1IW1LxTckz05MTDjF7quQ9UB/FEVxdjdTGyoeRLO2AZjDLHebj3APCPWUpAE/s8MvieZtY5smZUcnbPMzO4VCIaHsSBIUtFqtHk8zpxWuCNn6ffr0aThz5kxchpeliXtMyKKI5JnAQrdPAFy+UxKB/cU+mZQd3ZkdXs7F44nhaZJsbP7Mzj4FKh/Hjx/vUWy2trZ6LIb0QjwOdB1LF1NW5p3WQplGmVI9o7pbhpdThbKpGGGeG9mTTz5ptLhktfjgRbMA6RinyrKFoQbUekZvquZ9NgmCthTGpnnlqUwLhQIcPnxY+55prWuDhlarlbBsc6OEK71KBHUuHOPcSOqW9sP0rKRfLmUlz9Ey58+fF2e4s6GfCTfShHWkObODwIuV8U4d/rtJ+KSgxhRbf+r1ulIhx/Zshi/J2CNt877ozpqkaQPbyQP04meKPM7s4AW1iLTKji5UXBXGhkolpwd6fw7dA9/4xjfCxsaG1bNDf+PZ2Lgy8NznPhde8pKXxGWwrwi87ycPYF90kQ150InrnTA8/BBAruxw0L3a9k7oGZKEsXllZ58CBZxGoyFKk3v8+PE4RSzHpUuXtMw6LwE/TR1ZLOy6xUMvEOMwtXPp0qXcD8fqvCc66OZI6g2iVhYXgVbXPvcUYd1UqXaZO24dpYKKqyA7Pz+vvZDMhjwtaP1GFEWJ8daF9KBQrcq4R+viComETqSGEpVC5MIHdO3bfpO0q1tDKkOLTQB38Ub281xYmvTpUh6jM0Bx+nNZtzfeeCMcPnw4/lytVpXnYmidpnNJOrrE55eWlpSeHZ2Qyd8F+V2tVout/oMAXYhl2tTgdDzuuOMOuOeee+LPWcPYVL/TdRsEQULZ4QozvahS15ZN2aH8AftNlZ0oihJyFvV24P95XlVg8+zQ8VFBsuZ0Zzvps5SGTGFsOGa6MzsqxUTXLp9fl9TTrhlCBwle2TEgbYywyaqexrMjfSbLpYBprcA2jxC3Opry5q+urirP02S1yrpaldPWgdCdR+FhOTohj2a7Q88OZkvBshcvXjT2TXehnA4moRVBL67Dsqbyut+ogDSI3h3ep3K5bLQw041Zl4HLpT1dmTQbr+lMFv1M/05MTGgFKYkipfNC2ZQdF4RhKBZ+pJ4dqfLE63aF7hlphkpqlW6328Y+cwF0bm4OJicn4/mxPZ8VFy9eFIUfmfhBvV4X38uyG4iiCBYWFpQetbT94OvyK1/5Svy/SYlQ7fk8GxsH/V4VxsZ/v+aaawBAHbJJQ6lVHihcU6owNpPg3G63oVgsWs+m6mCTmaRhbFk8ljo5h2di47RD5USM6Nja2oJarab17JiUHRO4smOL7PCenX0KSeiSSSnhxOKyMUqUB/59GgVJInSqxsEm6Or6WKvVYouH1AKddSNxgUlwzwrJ/IdhmPAiIAPiCQtc66XgdahoQFWnygKsU+zS9GPQgP1bW1tLKHo6vhBFlw9X285S2fgE/456dmxjZgttsiEIgjjVrOR56byrLqDk61pH27r2V1ZWRG1LBeU09JjmjIZOCNJ5bHTjhqGspvej/VPxsIWFBavnyybwuYQ/2hRzVX0SpVY6d/32KKet38QTdGFsZ86cMe4HOK86JQTbpWFsXI4oFApw6NCh+H9dW2iUU/3GlR00eOru5QG4co6ECvJSY0SWMlIjXLvdNp4hA4CeCA/8Sw2RdO1Szw6vo1araUNOVQqvStlR0WYQBNDtdrXKTqPRgK2trTi00uUKjkGDV3YMcA3RsS2UPC2bHI1Go+dgoQtcrMM26MYBLVGuoWJ7qeQg8rgE8/jx49Y2O50ONJvNhBLhevbFZb44c3P1PM7NzcX9dkE/hI40lvk04HyBbmanTp3SZv/isfgq6BQf6dy4WCaldZj6Z/pM/ze9u0kx222F2LU9aVw+8r52u6308Lfbba1QrzOa1Wo1Zy8iza6lq98FSJcmYZ3+rzN0Aag9wZVKRfmOe00nOuRxZodDp+y84Q1vECk7Kg8KP7PCExR86EMfin+fn58HAFDexYJtuCg7Os8OV3a4ZydPSPlwFs8O7hPcuEHpmSqe9MwO9ewsLCzAkSNHYsWEQ3f3jhR4aToda0w+0Wq1YiPe2NjYwFwGngbD2/NdQJ4xogB2wVW3QZhioim4+1myAUgsGbo+6yxxOoRhCIuLi8ozDVF05X6NPGPs87IGSZmuqR4bAx0dHYVLly4lLEa4iajOKKSxSOusO2mEh35bSbe2tpyEuc3NTdFllFnB+YJEiMdwAfxf8nwaZJlLFW25KNqUHl29vrp+hmHYc+bDduA2C5rNphP/caG3Wq0We2J430+dOqV8RsW/kBctLi7CuXPnen63JU04cOCAuM95j7Eqw56J1qrVqtKCrgsJ3g2YPLFpQ8lVPAHrlKQfVv2OyjVXKgqFQkzj3LPDvS6FQgHm5ubg2c9+trJdrEeVEcw1QQEdg263C8ViMbVSKw1j0/FilReG4uDBg/Cv//qvxjZU548AepUd/j9Xdugdf9IwNumdRNSzQ+tGZWd2dhZ+8Rd/ETqdzlCf1wHwyo4RlHG5WFUlwo/t+zTM28ZoJYK4FGjNQyZnU85oG6r7IWiYUL+EQYnC4jp3WUAZ68zMDARB0NNHFIxczrhIlWNeNo1nJ0vYhkkRxQ3RRcnM89I5XRtooU+jkB8/flx58ahu/dNwuLSenSzl03hiXMAFC52yowv7cnlXqcED51cKFzpYW1uL6VoiwOrGhYYDqX6nMBmq8oALzwC4nF5Y1x/kCSaFCMHPD+YlBKcFF2hdoeqXzthqO8dCheadnZ0ez9DIyEhMt6psbKic0N//67/+SznX1LPDf6Nndujeht+ZwtgALnuk0oSx0XHRzYcpWRR9L5Mx4+TJk8Y+IB8xeXboO1HFEUEvfOW/0e/496psbBRUcel2u3HqaX5WCADgc5/7XDyH/TZw9hNe2THA1WXnIpD2A1lcvro+z87OGt8HXRHGRu8AACAASURBVKCSevF/VcrkLO5iKWwxtnkhT4ZANx7Vb/SvCk972tMAwEwbUuXIlb5NSq9tjC5dugQLCwuidgAue3UuXLjQ17XXaDRgc3MTCoVC4s4sVwVZqszzM1I6b4luHaUdC1oHn3OdpVWliEitsvR7rmicPHlSm/bY5QJAiaGn1WrBuXPnRHWm8S5tbW3Fggk3EJlgGkdqMed9UyEP+uB9yYvfIc1wGlCFZnIhlO8zWd9NYilX0XyasVCdS4uiK/cT8fm1peOmQvPrXve6nt+5Z4eOJyrj/CJR3XtRQV4VbodhUPzMjlTZ4YpdpVIRGbVsvNmm7IRhCCdOnIBf/dVfBQD5fVoUkjM7qj7RbGxBEMTKjs7I1ul0et7TZqhHZQcN1vyeHX6HkqmuYYFXdgxIm1YXkYVYsjJrSRjJ9ddf39OeqyCrcm/aPDuqz/1UdnDzQ2sg1re9vS2yLgOkY3Y2YddmkcV+28LYTODZU0xhbGk8OxJUKhWRBXxraws6nQ5Uq1XnENI8w9d071av12PlXpXtTkrPEmWn0WgYU1hL6866OUnCQbK2YVp73W5XO7dp7rixwfUMjOo+MRuyjhkVSmwKn0px3Q2k5dkXL15UpnaX8D0qTNoMW6794xm0dOBndiS8r1ar9XiqvvzlL8P9998PAPrsj6rf6Hfr6+vwjW98o0d5bDab8LWvfQ0A1GFs3LMDADA1NRVnaVRB5a3sdrtxvVQe4QoVQufZoW1cvHjROp4SWtHVQRWyz33uc/FVGGn2f1RUTJ4dVds0QyJVdmgZik6n05Px0KYQolyAHjeTZ8fU52GCV3YMMFmPVEjr2emHtVaysVFlLs3mhAwszS3iLm1mUXbw2U6n05O9iVrUbG24ntlJI1i4CMgU0mxMprpdlShbnyharZbS+kyVN0x52mq1MoWj5d13ioWFBWg0GnD69Gk4f/68sS3cLFzD3bDOZrMZW3ZdlNC03jdKAy7nbWjfOM+yrXe69oLg8pkmm6CLuPbaa3ONIU+rCNholRoqEFSYNEHnoeCenbS8O48yOHe2spI+omBnM3TYxsSUoU66Puj7rK+vx+cmbPsAX++dTscaFnnPPfcohcnf+q3fUvZVemZH4hnHMDWeoIB7dsbGxoxph1XKzsmTJ+GGG26I6+FhbLy8zrODY/P5z38envWsZ4loKQ/PDoUuI60JOzs7sWeL1q0KZQaARGghpSNKP7r9hN+FZaO5F7/4xXDttdfC4cOHjQkKaLvD7NUB8MqOERJtVqWU6Baai9CSx/kDF4Zu80JI68HPqvp0FqooirQZrPIC7+Pa2pro/gdEVu+SqU6VwODiHTN5NSTeSZVnJ68sOJcuXVJeBsjfr9FowOrqKhw7diwh8LoctHQpL4HO0yBR2nFzV40jX3cSDyA902ACL5Pn2Qz6l34vfR8TsI5+8AHXPrmc2UFhVieETE1N9QhKKgXRJMDblGrXENU84bKnmZD1PAAdozNnzijT5PNy0jp5Xaa5onTw8Y9/PM5kZsL73vc+ePDBB3u+p+dhKKRndhYXF61t47ibEhTw8ipwZefuu+/uec6k7KjoCJWdiYkJuPHGG63vQmFbO7bvOZ939ew88sgjcOONN/a8N4BerlSFJxaLRaOyc+TIEQDo5VmPPvpo/L8qFLFUKsFrXvOa2CDHExSokkN4ZWcfI6/wjLzKuUDSd7qAswgo0hA0XRv1et0oYEi9L5I+ILrdrnLT6MdccKT1+qj6tr29rb2pGUDm2aHW4bzD2FThJDqaoLHJru30AzpjgERQDYIAlpaWjLfPq+qmwPVpG4M8lBuVxZv+zw/F0zJ58EkXLwKAOp1uFtD2XRX9SqWiVdKyhufqaMsEbjShfFpF01nXmKo/eXubbPsIV2jz5BsuddF3+Na3viV+7rHHHuv5TndflyqDl+p3lZcUAOBtb3tbor/Us8MVEUnILbZJ9xquHNA9JorUSTo46Jmd3/u93+t5P9on3fynVXayCvrHjh2Ln+PeIp1BjoYth2EIP//zPw/j4+NaZadUKsXjzBWoRx55pKd+Pj7ovVElKKBJLPizwwqv7BjAL9ezQeLZMSGN1cnWF9Mz3LLi0laakCudpeTYsWOwvLzs1L4rVJZXl3p1jHlra6uvWcBUlnP6/6lTp5zOt+jO7KjqTgsqiCIT1m0eg8ZEbaGNKBzYIFkfUqFV5flL0670GReBWKeoSMLYVN+rxlb1XJ73PWShwYmJCW2GsaztqQ6uc7iEHPLnTKDGDxflKgt09UgVYRek3WttXsK09+yYEg2YlB2Tl0mV9RQgec4Mw9harVasXFBFRDq3/Bwa3d+RhlzD2FAAR2EcwQ2jjUYDtre34YMf/GDP+5qUMxW4YoJw5TfoDUTFhdatC2Oje2UYhjA1NdVTnkZx3HbbbXHyFtczNajs4Pjy81GFQqHH6Og9O/sYlLBcBA0TM6SWSd2FdJxh0g3NxqQLhQJMTEw4b4K7LXSOjo7uiucLn6WhCCYLkIslKAxDqFarqe9WcLGs9pPR8PMaEpiYn+rguI4ZD5qy02g0nOnS1UJuspbaLlBMY+SQlFedK6FlJMpOWoGT1uHaf6l3xHXcpO+CAqXpjEgQBD0GEd170nAdKV2lDTnNg//i+0mVJxNMAqVpDeDB+d3mJao+qYxqEkFUNX7omTGFsVFMT0/D+Ph4IvU076eqrSBIZuRKI9iWy+WEgmNTdlSeHV0YW6fTSZwX4u/z7ne/GzY3NxOeNNvakSg7NiOMaYxWV1cBIHle1abs0FTVOD5RlMxOSA2bs7OzcWILFxqjyibOBcpj1LNjy4o4bPDKjgESi32n0+kJ1ZF4dkxCQhar5aFDh+JDgf1GWuJ3fb+sm1ir1YKzZ89mqlPFHNfX1+HixYs99eYVw86R14au2vx43a6ePl4fwjbXurrSCu1ZzxodO3ZMrLzaPEAUpn7R53kSDfxdOh6cp6SxyquEIR1toEVXx9skoOX36oZu2t9ut9tzkakOkox5URT18And+PDQYpf1rgrtk3hLsvKUvPhdmrkvlUowNTWVu6LjYmCgyBpBYOsLgN6zMzs7C7fffntPuBT3/FM6wXHHrKo8G5vL3OrC2Liyc9ddd8F3vvMdazY2DKXinh0+Hvfccw9885vfTHyXVtnB7/k8utBmq9WCL3/5y9q+cMWE8xBUQDDMjJanc0n7RMtIvItU2dGlnh6UcPK84JWdjNje3o4JzcU62K/sFiYLaRYBVtWOrv82gVMakpMXTGFerlZ5KdKEl+zGmKj6lObMjg4jIyM9Gx1vF4XbLGEruw3u6eDf2UA3I+5NsXkTJZ5iDpvlUgJKEyYDjilslQpWkvcwhbHt1oa7urpqzKIXhmFsdU/jMeJCDa2HKyESRbpWq2kPcZvWktTQkIb+0vATl3uTVH2QKChpaInXq3o2LW1KnpMmKOBKhc5Yy41RKmUnDej80f/5/PzTP/1TTxneLwB9GJtqP9eNkY0OdN9Lwth0dfzzP/8zPPDAA9q+8XnBvYGei6T3F7ooOy960YvgC1/4QqJ+nSzIlR3K80ZGRnouPx3EfdkFXtkxgJ/ZURH32bNntZ4dDtP3Lgym0WgY3ZbT09OpU5Kq4LqhZzkLhMA7TSTt2+AyH7qyqmws+N6uZ3YkAozr77qytiwyo6OjRsu9K6699tqEMJ82xCmPvvQDURQlEgdIBdJTp05latOkHKoUMd1nDp1xxOSVVvWNl5Oes+C0148N1cZf+TtUKhVjhsN6vR7z3zT37FBUKhUAuMwzR0ZGeninjf5N9xBxpBlbCf3kNWfSy6k50p6TMSHtO5nCrVTQZVyjkHp2UHHBOqWhTRjGRhMCpHl/Srvce0SVMFV5VZv0HAmtT5eePg8llCo79FmXbGwHDx6M/1cZiui80Hek5VqtVizD6c7sUNDvpWnt6ZkdVYICH8Z2FcFViJVu8BLMzMxo611bW0sQYrFYhGuuuSb+3A/mr4LqfW+99Vany/74ZWoAlxlNuVzWHm53gYoJ0s/VahWq1aq1DZXFK6/FrxOWdcxbqkCoEmzgM6VSKRbUaFumul1DqQCuMF5dCua8lKzdVIqwLQxhVVmLTWNl8r6q2uEelunp6cSGmjfShqDZaMZmdDhw4ICo7X54hl2UxLW1tZ5YeR1vMHkvt7e3E+viuuuuE3l2KFqtFmxtbUEQBPEZUKnyK/Vy5LG2JMpz2vva0hhUspSln6mlHZUGCfCySV2WQwQ9g4MwKTu0DxLPDoaxcWVHVdYGaRibqryqLfQucCOAKsMlXytpvcEunh3d2NB9l743/qX9px4V/H1nZwc+9alP9Xh2wjDsoTcEznWhUBDLX/RMEJ97lWfH9M7DAK/sGECZhasAQP/S7+l3JqXk1ltvhbm5OWXdq6urIsHbtsFkIdysG2AQXM7tX6/Xe/px6dIlOH/+fM8m1g/vwNmzZ0WxqdK2deWklyXmibm5uZ7NENsdGRlJXPjG+5OlbyqhJcsm6oLdUJiw3Llz55TKug303U3WVwnd572mVTzDFJLZarUytZkm3DMNXNuQhn/Zznfpwth0/SkWi3DzzTfDwYMHIYoirZFA1R8X63Ne6w8FWZfQN109uv5LaESqFEpB50jHF2u1Wk84o0TZiaIIHnvsMWg0GlZlZ3Jy0jmMTeVBoFApO51OJz4jknY90n6pPDu8XkkYW6vV6gmNNqXbRuSt7KSR//A53he6Z6g8OzhvzWYzVkbwd1UI39jYWOzZCYKg5+yeKYwNFW6anAKf8WFsHrlhdnYWJicnlQsTrTQ6cKYqtUwePnzYeVN0YRhBEMQXWdqe29rags3NzZ6+4uLOGgKFULl+kanz9Jyu7ypBt9uFtbU1cb26ttIIELSPPAMeChh5KzuqccnrklKKvPsoqY8y/Wq1qr2tXUIbtoPwJgu91HsrFUKltMyfX19fV7YhFVBpOV34hcl4lKbPKrgKM1kNMDpMTk7CwYMH40P3Upo0fZY+l7WcCmk9A1nb4H1eXFx0StFvqguxtrbmnPIXAODTn/40PP/5zwcA+9kSVfIFm2cHf5coO/gMKjs8jM1l/mh7/MxOGs/O6Oho3C/bnYA2I6XUiEmVT5WhUIIwDOGZz3xmHG3D55gqO/iOtByOI0YNUM+PyrMzNjaWmDcXZQfrRzkA2+JeSq/s7HNgnnOE6+Yg8azo3KNBECjdkbxu103apkRxmC7vU9XD30kiXPF6eMxx1ntsMA0kB7fGUWbP4Zp6kqJSqcT58KWgCogrk1GFkakwOTkZh76g0JlW6NW1byqvE4ilfdje3haHjUggjZvPeqGl5P2okEPXukox0Fl30wqp/Hmb0UWqiGeZ637A5mWRAHm0zsNmU+B0QEFE2jdTuJwNad6/H964tGd2bIiiCMrlMrRaLbGSqgr3M/UFv6NndnTAc1oA+st6EdQYyp/h/3OlQud1VHl2wjCEYrHovB5oXbQ91zA21d5Dw9hsBlqdZwexvb0dyxH0zB2W5UZPXp+LgZin1eY0Ry8gpmFs+DuOI54FpzRCQ+BwvLjhS3pmB+cdlR163ot7dmh7wwqv7BiQ9v4UE/giRAZDce211wLAFaKVWMpdCFFa9uabb+5R+HT1ZQ1loaCWkHq97hR+IIVqA8PFLylvAnfbSyzc+JwLsggpKk9gHgKMlBZcvT/tdjuxHldWVuD8+fPQ6XRyE7ykipNO+DF5YlzBs5i5WshdDTN5b2S6+pC3qcrrnsljXPl44EWEKHi4hmFxQ4kOujA2Xg9/x9nZWa3gaVNseF1plEyVgq1DGoVKpaCnzcZm+x6FtrSeI9V86SDxYGM/6B0suufQ6BGGYawk6fqjUypM4GFstgQFOqUeIJuyo2oTw9gw8YKuD/gdXUv0/wceeACuu+66eK0+61nPSvTlwQcfjC81p8qOLvOZrr8IqjjiZ1o3VXbo5Z0SZUcVpUIVbD5WOqg8O3zOfOrpqwjSLDcIU9jV+Ph4zLRoeRVhqi4V5dC5simyEqjNC2T6TbpBqoQcal04f/58qlABU/90SohJ2elnggJJXXm2ZfKymGjY9DyvSwKdkqtqb3l5OeH+39ragmazCVtbW8qDlFLQ8iYhgW5QEmHSBKkyaPLi6jY0zK6XRmk3KcK0jElwNQmGaQR3RJakK6p+LCwswKlTp7ReY+mc2rzOUqFR91xWz44JefchK7KEsaWhaykkdIyQGEhV50+wTj4G09PTEIYhfPjDH47vbtGtbamyw/mIKfW0y75E+bDq+gHslyqlsqqtYrEYK2E6ZQc9HSYD1H//938nPDeLi4uJ8rfffju8733vSzzX7XbhD/7gD5TvYwPekYNjaQpjowom/o7j8tM//dNxffhXF8ZGv0uTjY0rSVQJw/Les3MVQ2r9Gxsbg6mpqcSBRgQloLm5OZifnxe583WeHf7Xpb8UU1NTMDY2BgcOHBA/kxY6odfF2iep1wZUdrIIGHmdTdHNX1amI3m3fgg3ujrRomZCp9PRnnk6f/58Jg+X7TuEKTOgq+XcNVSQKxB0XVAh6dChQ/H/WQ0gOq+CtE6ptV86FroLCNPMfbfbVSYMkcKFdrKu1TTrXSesSr53bUOlSKRRTE2ePa7MDJKVOU1fVMoO/uX7HSYoeO973wt/+qd/mijL2+dndnTgYWxBIE89bTKEUOFY1QbWjV5rXXg5YmRkJE5QoLuvy3Y+mPIxUxQAhplTZYfCZQ3iWPI1gu+vS1CAaLfbcPToUfiRH/mRHmXJ5tlxUXZwn0DljJ+z4oYcr+zsY0hCuKRATZkLd5SRl0olmJubi1MCmxipRKiWeKZ0BDw/Pw9BoM+QkxU6z87ExETi3XbjRnVkiCbPjqkfdJ4uXryYejPudyiR5KxJntZcyfvYvHZRFFlTkLsI5i7Q1cmFuX4kX+CeHT6WKnpEfmWiY1N7aX5DpBVGuVAkbcMVJg+eq+JLf7ed0dCFsem8y1mQRSnKoxwAwPXXX6+06pvqxDL9TFCg+04CiSdXSg8ASWWHn9fgY6A6u2fy7EjWvo6XSDw7/N11nh2VUsSVnZWVFWO/aIIClzA2gKTHjCowOhrAZAA0/TOFaxgbLc89NxcuXIh/U91nQ8/QRFEyQQGPDAJI7kcqZUe3PjD7nsqz48PYrjJwwnLdHGh56aHm8fHxxKWFkrqxf5J+uQgX0o3cVKdkzPjz1FoovaDUVq8KvL60h4Jp+Wq1Kk6o4CLwZFWECoWC8h4OW9/SQGI1tlly8bdTp05ZQ0PwzgpTezrk4RVSte2iPKjWmS2MTZedaGJiIvOFwlmt/rpn03qAbOXC8PK9XNI+cSFLV07ye1YPGi0vGQuToKtqOy8DirSeLAqLqQ3JeGJIjglpPJumZyQ0zqEShG2eHQpb6uk0YWwAkOpSUZ2yoxK4eRjbK17xip47aSjGx8ehVqvFF+6aYEo9rVOCKMrlcqIsvyheYvSlc6ny7ETR5UQI//Zv/wbXX389AOg9O8ViMVZiaJ9Vyg7fP3TZ2DiPUGVjo8/4MLarCKrLq1SQCPi69LRciUJhhdaTxuKZB2HawumytCERqHBB5g3ONPA7m0Cl29ikgpELXK3ptmdVtOai+Lr0sV9MUfe+1Wq1Z3PKWqcJfHPK6tlRrTNduIjOAoxA4SWPRBtZnk9Dvy4GJYoTJ07A+vq6qJ1KpWINn3EBz+LEYfME2JCGt0uNJxL+heXm5+fFbajo2VUJcAH2cXl5Wan09tMqTccwCHozWKngEsY2MTFh9OxwgyrNqCUBNSiqkiVJnkfYwtiwbhTGP/jBD8KnPvUp5TMAl6/mqFQqzgkKaBnd91zpQc+OTtlR0Satd2lpCb773e/G3hd6Foe21el0YHx8HG666aa4XpWyQ2VAWo9qbm2eHVW/Ubai2dhMyg5+N8zwys4uQCVcI0wbvEnZ6RcDT1tv2oVgUxT7cWZnaWlJ6dLGuchjbF0EN93mlPccj42NWd/PpABx135WSGnGJlBeuHBBbJhApB1bqeDq4tnRKacmzw43iFBgeIIraDsu3gGVMEHhmr7eFdVq1Xq5q02wd/FIu4xt2sQKacJJ8wxBzQpXA5BESFM9S//f2NgweoFtdMr7oyvrUo8KphAnPgYqw4VJ2XH17HBlJ0uCgre97W2JftMytF+4JoIgMIY8zs7O9vQRQM6D8XudEkTBPTs8A6zqGhCKV73qVfBDP/RDAHAlQYGqLVSK6Zjz/Z8rH1TZUXl2jhw5kvhOtY5U/JF6dngyKq64DwJPyQqv7BiAh99coXKVZj0Lwr9TbRY29MvDkOYZachCHp4dqaXDRUDlz0vLcpTLZVhdXRVtKlmt6px5mp7ph7fK1F5e6HQ6Cca+ubnprAjZwDfoMAyd3sdV2QHozfplUiCkZ3bwPXgIkavQPDc3l/iMawmff8YznhFno+SQehfTen04pF44Kf2blJmjR4/2zBPyGqlXGMCdn0rHSZrl0sQbXZQGW5msYWxZyucFSg+6PpiysdExGB0dVRoudMqOLRMjghtN8LMk9bQJT3va07TtqfrV7XZhZmZG2S8ASPxmu1RUGsbG1x0vh/Vsb2/DK17xivi5gwcPKt8LQQ2BeGaH10k9KnTMuYKOYWzI8/D5Rx55JKEYYR133HFH4jsu7/zJn/wJ3HPPPT3jg/sEKmcUqmxs/J2HDV7ZyRGmDcxkUdRZ27MwnrTYjU2CC1cmZEmQgG2olB3u2aEbus3TpvssBbdGqkD7wgWZrPRgymCWB61JPZGubUksqktLS3FijlarBadPn059f45LvyQKjA4SZQcv78TfxsbGYoueSdk2KbGYCEX1m64+zquKxaLV6qlTzOi4pRkvl/lKw5tdoOMNfIwRWZLfpA1j48Y3XCe8vCRTXd77hMmzk9f+l4ZebL+5KK0I05kdut8dOHAgoSRw4Zm3i2FseGZE0r7Ks+MSlqvyNvN+8fVKLw3H377+9a/DxYsXE3Wj4liv160GS8rjuTEB/282m7C0tJQoT2UsWnZnZydh7OYGHQqqFGBYmO7MDjeM6c7soGeHzvcb3vAGpbLDQ0xVMtNXvvKVxGdUdnSeHewHxTArOgBe2TGCMv00lkVaXnUIGQnMtjlJrHZZhK20cLXIqYQwFzd5WkjrSGtZzOIF4RuPC7JYVU0bms2KM+gubewfrt9Wq6VVKtPUzS1x1JInQZa1alJWXCH1qpiA93OY6qYHjPPiS2nryduzY0tGgklBEN1uF8IwhJmZGZEhZxA8qP1QBlVIy39deGjWd7EZvCShP9jHbrcL3/ve9wBAbdhEZUfq2aFhbLgm3/jGN8a/f+ITn4D/+I//sIax8X6YQMvpvC/cs0OVHWxbFSKNde/s7Fg9OyrjJf7Fdu+88054znOeAwD6RAX4fb1eT8hsqOy8//3vTyRVeOihh+ClL31pTx2qS0UxRJAae1VndjqdTuKcEv1dFcbGvWMqvsI90FzZUZ3Z8WFsVzGkmV5UhHHttddqLbi2+mzIu9xeI69+4tjqQk1U1p80bWfprzRMz7b5cKHKtY5+Kce6sXEJ/Uo7viiILiws9FgNJfPtsq6yjJ9rmBJ+pmlpXetDqJ7niputPpPnxtaWTuEyeatcYPJsmeBq2ZcCkyOovNuSvpoEaBePuWpu0q6zNEqzShh2edZlrNK8FyoZKysrPRburJ4dLLuxsQE/9VM/BQDqBAUHDx5MFcYWRVEs8NJ94brrroMf/MEftIaxuax9iUEMFSqu7KByZqq7UChAs9m0ntnhd+jg/6985SvjfeDYsWPxpZyq8MFKpQL33nsvAFw2lNGxwzC21772tQll4otf/CJ885vf7PHWqS4LVXl2RkZGtJ4d+gxCJYNSZadYLCqVHW5slyg79ALTrHvcIMArOwZQy2m9Xs90gaGOmefl2aH1SX+Xhhu5nJtJYxGSvFPaQ9cAakVAtdnvtjKADEfanun9pefLpPSTRYGT9H03lEpa3iVDEYB5vvmcqWgnKy2p+ILL2rbxFAnSeqpU3+Vhcc9Ck9zKmhVYX9bkCzph2cSnTeOQxmsYRRGcOXNGmdEO6VDXh6z7Ub/KuiiKpuc3Nzed2pEkpMBnuDAJkPSO3HvvvT1CMxd+VcoOPYPBL+OcnZ3VhrGpzuxklSfwe+rZCcMQPvKRj8CznvUs5TPYH+51Ur0zgnvbsczKyoo4acXnPve5+P9Go5FQEH7hF34BAK6MMX0vDtM9O7jn43OqMDb0luPao/Ot8uxQOZXfSYRQnR2k54pUCQo47XtlZx+DE40tvS3fACTM1VXZMdVjQ1phQXpHkKq9PDbD6elp0WVtOujCbFyFSZ3ArrNYS8a7X5e2quBq8U/D3LJYZwcJLn3rR4ICHaQ8hZctFotGhVhCr5IypjUlUXhNngten6m8tH+u/eC/ZzEOuMw73suRZ50UGxsbPRmbTHWZjAeuhhp8ZmRkBA4cOKD83eZNy6II6xBFkTXLH4dk/FFg5Wc9AJIyx5EjR5TpoHVjgdZ5GsZG9z7kU1yoVSkUUkg9O5R3dLtdOHr0KIyPjysFc1XIq82Qo1N2AK5crk7rUIWxUZpuNBrxWcTnPe95cPjwYQC4rOxgpja6h/G6qXGW35ND50CVoIBfpKpTdhDcUyf17CCtPPDAAyJlZ9jhlR0DVIxOJ9hySC2IJstIlgQFeQqSOiaYJnzBpbyLOz1LW6iUmQQX03z2s2+8nG3TT9sfqSUvr7pcLOxZwlHSwrSJ80OiSDtSesXfdNmLaL2SPkqNCq6ZDaXGFt3t4i7rV6L8drtdrZVWShuSSzld6pNeIJwVeH5DBxSgpNk9JQKjCShA5okgCOJ0w/x703dSwxKFZL3osjiqxhH/SugBaZCGx+n2enqOBtuxeXbwgDw+b2qDCt6S1NNSr6KqDhrGVigUYGJiQjm3qnTULgkKOFTz0XgCAQAAIABJREFUiOV1yk6lUokVhE6nE5/ZoZ47auTCv1/84hdjzwzyZUojPJrDNYxN5dnhyo5qrGi/W61W3A+MVtra2uqph55zHXTjpARe2dGg1WrFF03ZUKvVoNlsxmXPnj0rtghJPDs29IMQKcOxXRKXp7CvE9yytGG7EIy20S8Loe03Poemvtg2/0GEyjqp63OtVnMOO0vbnzTzLXkXyXy4KB+68ZL2H4Uak7WOKjeq9a17Jy7kcEuuBP1SZLmRII8+5dXXNJ4y/jzH93//9yfu3XABv1ski9dKBYmiqUu6kWWdcmHT9XnTd2n6pVJ2sB7OE9D6rnqe/z86OhofeFeFsemUHVUYmxQS7wvyAxrGZuIp2HeuFJigO7MDcCVRjcqzozsPs7q6Goe/00QKNmXn9a9/fTz+qktFJWd20LPDlUT+v2oMR0ZGlHNPw+/uu+++WNnBcbr99tt75pKHtQ66jGGDV3Y0OHnyJGxtbYkWf6PR6LEetNvtHkFWJ6TqmPDBgwdhYmLCGq8qhXTDP3z4cOrQNWlbOsbYbre1lqu0sLnaJRbsLIKm5Lk8hT3dRpKn9y1rf03rqlKpKJWdfnt2pPXrPBlSuMyLKtZaonzwd+ECh6TPJjq1rSmVwpRFUMxKy4i8z+xQC6wL0qxFyRiUSqXEGUXbPPH/s/ZThxMnTsRpf9O2Mzs7G4cT8Wf5xcNZeYVJMdIZ+oIgsGYmBFCHsemUHSqQYp90+yMNY9Od2VH1mZblnh3bu0jmjSvN6NlRvS/9jnsa+HtQmMLY8GyUStmh5fC76elpWFlZSXh2pMoOwBXPDPfs4NjyMztU6R0dHY2VHewfT6vNEQRBbFynyg7tK14oDgDxOkQv4I033ghPf/rTe+iiXC4b2x02eGVHA5VWbYLuUivbdyZmcfjwYbjhhhugUCjAs5/9bKWLX4e0mxT2kcZOSyy6ebQNcCU1ax71RVEE4+Pj1ntAsI00wl9WSOpMYynX1WOrw8Wam2X+VXn9KaTC2F7AZYPPUm+eHltbPTYFiv5m81SitTiNFd1FWM3LK5eFvlwNJNJ+0e9NFnPV/5J9ot/KGX+u3W47n3+hwHGYmJjo4Q0ShU71WdKmKyTeWlMYm0rZcfHsII9XhbGplB3Kh0dHR3u8P09/+tON76KjQV5G5f3VPYN95h4L/h4UnU5HqwTSRBAIVTY2VCoOHDgAGxsbsdzQ6XQSyglCdecN1p32zE6pVIJGowEXLlyI51LnfaJjiB5RquzQMaOKD9aLXsBCoZDw/GAZ7nkcds9ONvP9PobqcBiAeVPiVgKpwGgqh9lTJiYmoFQqaWOC8yREieA/LJifn1dmY6PjzjfPtJ6XCxcuOPdPJ9y5KB15go5LnjTA3+Paa6+FtbW13OpXtZVVYdLRAfc64UagE0Q5XDwykud0tMO/65cyr3pOmr5aIiylBefdS0tLyoxjrqA8gqclViGNUUBiCMjL22XrQ148SBea6kIDu5XQxXUscYxczuzQsiZlh/Mxk7KDl4KiUE7HSxrGhu1Vq9We95HwGl5OxXtU3huEKkGB5J4d3e+qS3JNCQpwX0IlROfZiaIovqyTK3Oq/iLfoHNcLBYTyg56kx5//HGlDGpbQ/TMDlXMxsbGEsoR9oNmjguCAMbHx+GGG27Yl8qO9+xogASQltFLQ7FsAg5dGBIPhQmcYF2Jl9/UK20zD2RZaKosVCrroK2Ner1uPPNAD+3qrLG8D1nCLvphkZaMcxqLPQfP65+lrjTgG5BEaJX2o1QqicJAuXVT5dnR/S6hLwoXIZELuTrlCeCyMYZv7FJPpNRCr+uDri6Ay+dPvv3tbyd+X15ezi2MzdZ+mudc10OW9bMXntMs5/CkPFr3rOp/l+ck37vWSz0OSJfUKs89pNxTwPvypje9CYIgSAiwPOwKQK/s8EtFJyYmjF7CO++8U8uTuKygU8yl2dgkZ3Yo6LioEhSo9l2kzxe+8IUAcCX7Lu4Nt9xySyKrWRiG8NnPfranbhpGSJVT+j99f5WyQ/upm2/VvkD3VX5mhz5HlS707gVBAAcPHoSPfexjPf3qF9/cTXhlRwNXZcfFZT4yMgI333xzj+vQBokw0A/tW7V4+O+69vNcJHlvypzh2cb3ySefhIWFBW1/dF5AU7+zegMGEZK+urxPWk+b9JmlpSX43ve+J85GpbqxnYaCHD58OJUFWic4uCqm/Psf+IEfgEOHDhnPQanqUllx+XdTU1MiZWe36ZeHrtB1mwfw3Vwz3CGkRgUpnWcxXvQDqn6n3Qv4WsjTA2kqm6Ydybo3ndm5/fbbAeCK0IvKCy2n8uz86Z/+Kbz4xS+Oy6cJY6MZxLCciX7e9KY3KXnhPffcA895znMSZVWJF3hfeFnaftpLRQFkZ3aC4EoY2y//8i8DAMRnVnCeHn300YTh1BTGhuPKI3y4Z2dkZCRhaKPKji31tE3ZobRI6+XKDvf4BEHQ069utztUMogKXtnRQKXs2Bgt/U0VxkY/T05OwuTkpDPz1tXZ75AGgCuLZ3p6Gubn50Vt6DY4V0Wgn9hLF62LZwc3IpOl3QRXBaPfY5KHZ2dqaipzH3Az5MqAqn9hGEKj0bB6VkxCj26tpp1XFTivmZ2dtQqbnJekEbSpEpCGr0nCgNKMicmrkIXWTcqObV7x+/X1daNnEcvmuR5d5taVD7v2UxKxoFK8be1l3VtcPDv4nYuyw8/svOpVr4LnPve5AHBFOFWtI53wOzs726PsqMLYKEyeHQlU8zAxMdFz5pfXJw1jUxkVVOOvCi1GmLKxUfB3x3MwqOxMTEwksgXS+eN1U4OP6swOVUZp3/la0Cm3FDoPGB0zlWeHK5Ko8KGixukzbx602/BndjTQndnRwWbl56Ab2G4J9RKo+sIJfGpqCg4cOCAKS9CNgzTML8vYSMNoqJDHLXroAs97c9T1QfKMDSYhy1Zvv5hZv2hc1d/FxUXlOS0VKNPnNKnqs+6QdR6eDP4M1vf0pz8dWq2WswBC6Vp1OaGtDh465NI+31Cz0lVaY04eyqLpNxQIsngbFhcXU/Wrn7zRBVKPtKrc9PQ0HDp0SPtsnt5BnUdgZ2cnVhRoW2k8UVnv2UFh1+TZ4UZVChyzLKmnXRRh3fxyj49O2TGFselST0s8OxSqBAWme3aCIIAzZ87A6OgofPzjH9d6/HVh69SzQ5UVmo0NlQ+eoIB7YPA5WjdCpTCq7iji3+N78zlAWguCAKanpxPlfRjbPoYujC2tQKtj1MOoKQdBIBYmbZ4dAFkst+s4pfFi4DPIOGu1Gjz++ONO7araN1n9pPSURnEx9Yl/1gna/YS0DVM53Tzv7Ow4K5mqg6yu7UreSacA6Oqcnp6Ga665Rlsu7Tim4T1SA4KrZ4f3J8077YXRSEKbJt5PryhQPSuFrfz4+DgcPHjQqU5e/8zMjDVsz/XKgiAI4gsbVb8hTPPsyusplpaW4NSpU8qD+BLenIbmdGFsVPHAEHeXBAUAV6zzLsoOfuYXmEog8Uabytg8O6pyNmWHz52qPL8DB8cN/3/GM54B1113Hdxyyy1w9OhRZT+pEkV/x4QGOHe0XyrPTtowNl6O/69TfFAJMyk7nFf4MLZ9DJfwIt3zUsHHNdxjdHQUbrzxxkT/0lo+08Clbptnh17c6trn06dPZ7rJWzfHx48fh3K57OwZspXngsKpU6eUFiZJXbsB03zsRf9ckgh0Op2eez10QiW+56VLl8T18803y/qTeD90t43TPmSBRJmWvBMV2mzx5aa2BgGSPqU9s4NQHZ527YMJON6Tk5MJpcJ1zwEAuPXWW3sOUFPcdtttzmGl09PTVu8PhUS45pAYPVQemTTW7CxhbFTZwXGuVqtwzz33JPoahiF8+tOfhmc84xnKNRqGYew5kJzZUV0qmsZzajLi6Dw7NmVHClOCAlPIms6zg/14+OGH4f7771e2afLs0DuPaFuoZNAwQ51nB8u7ntlB6EL/VMoOzpFO2aF3Cg0rvLKTEyTCalYLHi2ryjDmiqzeJomQZlN2smTo2dzchI2NjdTPU3CGzBc3F25rtZpV+LYpQWEYxoxOpTilFXSyzqtUyXNBHl6F1dVVcdiQNNlAntjY2IjvZDC9n3R+XMeMrsesc2Tz+pmUFnz/3QqV2ktkzdqZBtgWPT8gGR+eNlcCLkiZlLuxsbFEn2w4fPiw0duUxtNHkXZPxrbTtGkLtwIwh7HhO6PQe+7cuUQZ3BdQMeFC+8jISMKzoxJ4dYoHhrpKlTwbnzOVw8/SbGw2Wuh2u1ZvjqoOOiYoi9A+zc3NwdGjRxP1/OVf/iUA6EMWdWFs1LNDlVGVsvOiF70o7q+LsqPz8qh4O58DquzQSAJsd1B5sBRe2XGAiwWp35sfd3GmscSokFYhkzAmrkxIkXaRuYTCcAHNtlEeO3ZM6zlw6a9ufFTMOA+astWRN0PLu8/ck5d2rOl3ebxzHnWYsryZ2s1DkZQ8K/XsAPRabiUKXpZ+Z6GzLDSAgkoeyq3Ou4a8if5+/fXXw+HDh639G3QBxaQc6cZH4qmR/m7i2ZIwNv6dxPusCmPTeXboLfYojKPnQKWYoMCqUnZsCQoGxbNj+g1AbUSUeHZM+6uunOrz29/+drj55pu1YWw09XcURQmDps2zg0rQRz/6UaXyqTIO07apJ8/Ed0xhbIVCoSd1uD+zs4/hwuh032cNhdO1I9kk9wqcoUgSFJhgUyDzEN51G15e8yaph5dRWXB4uX4o1HkIn/2kx92cExXyMipQFAoFmJmZ0dKfqq48x1hnoU2z3lT19av/exX6plqDLiGWeUF31kWCNGFsUmT1LKvK6xR6naKalTbSetZdeD2/tBHgiuD5lre8BYrFYkLZwXMpKJCq+ogCKwq9KmWHr02ejc3lvdN6diRhbDrolB1dVIRK1rAlKDBhYmIC3vWud4kTFNC2+JkdnuKZfo9znEcYGwdVdmg92L+ZmZlE+SwROIOCvis7QRC8NgiCJ4IgeDIIgvf2u729gsRlTkEJrN9Ca79ga6Ner2tdvTfccENPHSZlI8tGqQIXWFRtu3iGeJ02t7vpWdszaQXurF6QNG1mrY/j1KlTuVuZ0ghLtrFV1YmhAXTt33LLLTAzMwPf933f1/fb4U0eIM6H0iq91BOhaysNdtPA41I3ll1f///Ze/MYy86zbvA55+77vVXVa7W73W13e+lAZMch5o/IBH/ICkIsQwYbgTQiIQ5oBkWEZRQi/goBQaQEaUBAIkWKYATzERF9RARNEgtFQTAJIAjBwJcQJ+2lbbdrr7pVdz/zR+U5fs97330559yq+5NaXffec979fd5nfze5v7li/gHEblemUBVgbevRBYuGuhozluXcBVzF7Dz11FNQq9Xiiy0BxJYdmp9gWXYwHTS9t/FzqVTSHg8VRYaIHoiEHZkShiWo0M/QfyNUYnZEKBQKiXg7WtjBuSQtO6QgSQo1ZNvJ77FM8neewIoQubHRa4S06OFYY9vpFNhLNzYJgiAoAMDvA8DbAeBBAPjJIAge9FmnT6TBLOqWm0b+c1NG47nnnuOOQ7fb5aYc1YFLNyma4bMRthAqmrJ6vZ4Yi1qtNufLLqtf9dBxqbWzXXO6wiTAMeHf399P/K56T4eOVYw8pFTaJtsjYRjOtTMIjgNBe71e4nI/W7hSoJi4x5kyj7rKIpUybKBali+rFWm58AHyHpQ8QcTcqgiN+Gy/34dnn312bs/z1tl//ud/wvb2trAdKrARdgDmL9Q8ODiIn8HMfSpubLRl54//+I/h7W9/O7Nvpqmn6bJ4AoxI2JGlnlZRFAIcuzeLYmh439kIO6yU1lgOeamoyI2NzsZGxyvxrFTkmJLt7XQ68d90+miaz6HngBR26EQkWVnRXcK3Zed7AOC/oih6LoqiEQD8GQD8iOc6nYA3uTrfqzDLJlpE8u/xeAylUknq56oKE4uCiWYcwD6TkSvwtNG6LmP0Mzs7O/DP//zPUoLdarUS/vetVgvOnDmj2nynQEKoIgzkBZcuXbJ6n7euSRcSAJgL2tSFyR5VYSZ40FmzdPY0XhtkApAvy44viBhgFeikzScZEVXQGlld8N5By7rp+2mAt+5U52c6nXIZUlZZZOp5Vh0qyh8Vd8YPfvCDADDvxhYErweuI6348z//8/gZWtgBYKeeZsXsrK+vxwo0mqaYXiqqqlRhlSWihSgI8NrAqvMLX/gC/O3f/i3zGVafWKmn0VJjIuzQZZOWmXe84x1xm1hubKRSDecN32e5sf3+7/8+fOlLX5qjC1/96lfh6aefjp8lzysWjePF7AC8HjOGMXUnIfW070tF1wHgBeLziwDwFvKBIAieBoCnAY6ZlsFgAKPRKJbSG40GTCaT2D+y0WjAbDaLFyZmJUNCVavVIAzD+PK/SqUCxWIx/lwul6FcLscak3K5DJVKJb6Xo1QqQaVSiesjtciz2Qx2dnaYh9bR0VFiUQ6Hw8QiJsuJoggODg5gNpvBeDyO39vb24MwDLl92t/fj7UGuNH29vYSi3R/fx/q9Tp3Ye7v78fP7uzszBHL6XQK/X4fBoMBDIdDGI/H8VhgnQcHBzAYDOIx7ff78Wba2tpiapyw3ziO/X5feBEYwHG2k36/D8PhEMIwhMlkApubm/E8Yd0bGxtQLBYTd/+QGj5WSmFSCzQYDGAymcB4PI6Zl93d3YTfKtmf1157LVHW/v5+4ibk2WwG0+k0nn+ce56Gqd/vx5m8AI7XEmaZi6II9vf3E0wZlkNecEke1Lg3dnZ24jGZzWawu7ub0Cpubm5Cu91OaJ9wjg8PD7mWjclkEltY6KyApGmfPMzpyzh3d3eFjAE5P3Q7RqNRPNa4RmnQ30VRBJubm1AoFKBWq8W/4/5RAWsOcLxIpvfg4GDO5xng9Tna2dkBgOS+aTabcT/L5XJc3mQyga2tLVhZWUnsw8PDw7jd6OoyGAxgY2MD+v0+jMdjCMMQhsMhbGxsQLlcZu716XQa01PU6u7s7EAURfEYYR+jKILBYJC4G+bw8DCxv5CmYZum0ylsbW3FZdAJJsi5JeecbivJWGxtbcVrFsubzWawt7cHtVoNDg4O4vUmY8bG4zFMJpM5rfBwOIz3B6k1JueJ1U4SOzs7UKlU4jaQa3JnZye+jwOxt7cHlUolcT7hvOzs7MB0OoW9vT2YTqdz445zT54f4/E4Lmc0GsHGxgYEwfGFgeQ88AS27e3tuM34PisQHNc1jjnS0o2NjUTZdD3YBzxzDw8PE/OMzw8GAygUCjAajeKrCsh9iPsJx5DuA0nzsI14tpDzjm3GclmWgr29vURWOxx3pIlYRqlUitu/vb0Nk8kEqtUqHB4ewiuvvBK/S/YVzw2A4zNjOBwmlGB4ASrOP5mN7ejoCI6OjmAymcBkMpnLdrq/vw/9fj/BG+HvOH9ID5A/wfVI8ka0cEjOKZaLY4LA8kgcHBzAxsYG8+oI3BP9fj+mcWTWVaRpvPMDaQFZP36PwHfJsfjmN78ZjwPSGNxPyCPgZ1w/dB0Ax2sLhRlybR4eHsLW1lZCGTQcDpl7Eek+SYex3ffccw889NBD8XtHR0cwHA5hfX0doiiKaS9pvR2Px3Gdg8EAZrNZgnYOh8N4/ZFny2c+8xl48sknYTQaQRRFsLW1BUdHR5nx5bjuaX5PBb6FHRYXkTh9oij6GAB8DADgkUceiarVKrMTNPNA5/OnmS46ywv9ma6DdjEpl8vQ7/eh1WrFxKlQKECn02G2r1qtxgIMAMTEDg8Hsv144JTLZRgMBnDnzh0AONb8ke5MdJ9arRbs7u5CoVCI21AqlaBUKsUmy1arBe12m2vSbbVa0O/3YTabQa/Xg5dffjlBBAqFAjQaDSDnAZkH/NxsNhNj0Gg04vpWVlZgMpnMHTrYb9QoNBoN2N3dhTAMuebjcrkMjUYj4edKa9drtRrTHQ5N4I1GA9bW1uZuKS+VSvFhU6lUYtMtEtpOpzMX7IfjtLa2lkgJ2mq1YG1tLZ5HNFPj3FerVTg6Okr0lRwTvEUciRS2+fnnn4cgOA4WXF1dheeffz4uH+B4faAgVa/XY8KBa73b7cbzFIYhdLvduI5SqQSrq6sJc/pkMonfrdfrMeNKo1AoQKFQiNcaPR/IDODhOB6PoV6vJw68brcLBwcH3HVaqVTi/tAXFZLzhMwhDZIhwXFeWVmJv0eXlWazqRxc3m6351KdVyqVxOEGcLweWC5r9Xodtra2oNfrwdbWFjQajcR6xosE2+02dLtdePXVV+M1X61W4zKr1Wqs0AiCADqdDmxvb0O1WoWVlZVYEEXBDvcHvb9wHsMwhGazCZubm7Fr3fb2NhSLRQiCAGq1Wrx+sR2oNEEXTNxfuI96vR7cuXMHCoUCrKyswGw2g/39/bgPSAvIcSPnjLY0YRsAIBb8jo6OEuW12+3YXXA8HsPOzo5UkC2VSlAul+fiCyuVCqyurjLdD2m6wNrTURRBt9uFer0er9VarRYf/t1ud47Ra7fb8X6qVqtw69at+J1erwcbGxvx/u31eolxZ9FBPBdQ2CV/J/vEc73CcR4Oh/H7m5ubc4HZ9XodarVaTDtw7aytrcErr7wS00FSIQQw776LwsDLL78ctx+FhOl0CuVyGTqdDrz22msJFxw8x3AMybNndXUVRqNRvJeQZuLZUiqV4nVVqVTiMSVvuSfRarWgWCzGMVrVahXW1tbgtddeg0KhEJdBjmuv14vPZ5ZCjpwHTDrR6XSgUqkk5mYymcTnYbfbTQh9OP7lchmiKIrngjyzkWci3ZtKpVLMm2DZhUIBms1mvBZ5bsJ4RiCwXHpeC4XC3DmBvA5LWYD1kTwTTSfX1ta4ZweeqQisg3XJJo5TEATw0ksvxeXT2chong+VIGQfEUgn8YxE1Go16HQ68e/YR/JMwfbgs2Rb8e9GowG1Wi0uo16vQ6VSmZsn0npLtg/rwPWAggU+02q14jFbWVmJ72LCLG0k7502X64r4JDw7Uf0IgCQScovAcBtzrO5BEmQWIcCTpbMjY0HW9/s0WgEpVJJObhZ1TztGy5dcXRBu8/xfMJtY3bouV0kMzDpPmNThqrPtawckvGgib9tO03ex7a7nluT8kxpDwmZfzzZJtmcupgTlXaw6lb5TlRmGIYxY2bqoqMKlXdd0T9RXTr97PV6TCHAB1j3Aslcp3TXAI/Gm84rrZgRgRWzg4obVkwLGegui9mh3eF4/STdmXRTT5MeJXRbWc+SsHFjI9uuAtZzrJgdtMKolFssFrkXApPZ2EjhHs9DOvU0K2aHdIOj3dho9zXeOH3Xd30X83tS6QyQvFQUf0cho1gsxgod33TdN3wLO/8AANeDILgaBEEZAJ4CgL/0XKc3sCaaZABM/IptMZ1OtQisDDrt5m021/76IibLZJxpwVAnZicPm13Fd5wH2XhlFUdFa4BoC0oWAZOidUwLO7J3fbSHbosMoufQksLa07zYCRF80QD6s4t1QJZRrVa1gvd5d5ewPtvsWxHq9Tr3kmnX43727Fm4du2a0zpEZWGcCa18URVMRDSd/kyv8yiKEhYClX6qXjRNP7uxsQGz2SxmMmlhAN24sV08YQeze9FCjkiow88mqadl977wvhPtCRTUWJ4eJFSFWFW+gSUA8VAsFrkxXmR8C+n2ScbsYB/pmB1S8MR3ptMpvO9974O3ve1tCSEFwRrDyWQC9913H7e/5H6i/w/DMB5rMtFCHngfG3jlbKIomgDA/wEA/y8A/AcA/Pcoip71Wacv4AVPqpBptREyTRXvWfKwVyEuPmBbryvNje77vI1Pji9PeKV9xE3qUwE9vy7mU9da4HINyQ6cc+fOKZdF7xlbKyHvfdVyVfcB+R3p3qRbH4nZbBa7N9LlqFpqeHXT77uwRKgy/mkpi1gQte3FF19MaHRt9onu+uI9X6/X59xudKA71jauJCRUrQc2z8hosst19m//9m/ShBWkgEPHP/3DP/zDnGUH/y+Xy/G7IssOZvdqtVpw8+ZNuOuuu4AGve/JBAU6Sj3asiNSfvIsOyzlGuuOIIDj9O5vetOblGiMTFHJEmx01gStYKatLygk0PF9KKygRxAt7JBWLewHloeCj8qFzWSoA90nUqgh/yfLw3WIlp0s6bEr+I7ZgSiKPgsAn/Vdj2vQk3vmzJk4YEzleZ+QaV991Uf3kXXjO+99W5cQXa22LmMv+57sw7e+9S2l53Wh+45OfbpMmUxrluZ6d2XRY73PK6fdbs+luCZRLpfjoE0avHGu1Wpw8eJFCMMQ7r33XqV26igUbGiAjguKClQtOyZWI/J5l5d5Xrx4UeoO/OqrryqX54Imy5jP+++/H0ajUa60rj7WJ09Tz6PRrqDT5i996Utw/fp14TNknAcdc4IxP6x60ZKAzC8KO3R/UdgJwxD+5V/+hXl5Jgla2LGx7Ijm3YVlp9lsJhJ+iM5t8jeVS0VpRacMImGHTj1NtgstJD/3cz8Hb3rTm+BrX/taoj6WGxttyaNpFG/ceTSdZcmhP/Pc2BYZ+cj9uwCgJ7pSqcDZs2eZPrHk53K5PBeEJSrXRdtkcMWUmwpbaQlpovLpA5N+bjweS9OWuoAOs5wWfNVPl0v2XeY+x3uXZda3bRevPfhctVqdi1tQsYIEQQDnz5+HVqsVJxZRaZOJ5UgXLGbERshUFXZkv8meuX3bXQjomTNn4kBonX7K+ipi7Gz3WqPRmLuTSxeivvposylYY43fk/+TePXVV+MEQyzhQNUVSvY90iHR2Jw9exb+8A//MP5MW3ZIYYemPyiIYLY0UusP8HrfMdEMCjFYnsgdDz+XSiWtmB0Aczc2UcwOKeyI6JLqHhWlnvYh7KBAQsfj4PoLggCq1Sr8wA/8QGLMAZLCDr5DpxpXseyQZdB9wr7yYnYAXncZRKHrJLixebfsnCS8rUfUAAAgAElEQVTQxBKzqZHAhYT/zp07F2f7ctUGEdJckLpCi8u2uXRDGI1GUK1WE+ZaEyYqD1Y/GWTjRmqTTOeL9R5qp8gsa6YwaRfPLVH2DgvkpX04TvThp8Pw8t7R/Z18TnXN0ZYDUQxKEARxOmVZ/WnRId05FSEIgoRGVbV+03mTzVMWijDf5ZjCdG7pawJ0y8V+r6ysCC29ABCnx+aV/dprr8HnP//5+DNtlSQzwLHoR6lUiq+qkLmxke9/+9vfTlyXwRM8MHumjqBva9lhKZVIZp6lRFI5+2V0Ab+jhRRZuQia3tOWJOwDL2YH+4KxkuT/AJAQnOn59iHskOWQMTuYrVOUYn9RsLTscCBb8Doaom63KzwsTAg5yZSSn+nfVcpQbYuoDt3DUEUjSrZHxUJjCtSEiaBbjw7DZ7o2XDB3aYCshzwkdBly3ne661gFIu0kiyGgg2fTZPhVYeImRvdhMpkk7r9QrcOEPunAZr5tBHuVeq9evQrr6+tMFznZ+4PBQOtmdxOY0LY8QkfIR4iYYnJdYMpgEeg05CymnBSYWMIOz7ID8Logg8oWlssZCkTkHF25ciVOaQ0wf26Two6uZUclQQfrO11rp4qyiITMjc02Zofey6yYHYCk5ev9739/7GKIwDVDuhKS5dNui2TZCN6YiNYrKexgXeQY4zpE5c/Sje0UQZeQyph03c2r+qyu5Ucnm5DoubxtBJODz+QdEnmy4LCg2j+d52TfuRLWdMrVAY/RVbXAYDtqtVrCncjk0jO8u0O1HTbP8oDjocuEuGiLbyuHC5gwcnhHjUlCip2dnZgp9kVf0hp3G+u/SCDVtcTh/7dv3+YqLU2YatSAi8aTFHZYbmx0ggIEWo/xwlAUdujnyO9Vxws/0y5VMvAsOyp7ROTGRv4mUmSJPCnoWBm6riwSFAAcXwBK8020RQe/x3MYhSHaMiQaQwB1yw49b3j3GPYT25gXGmyKpbCjCR1XJR+Hk40WkleeC5i0SfcdGWGiCYvLtriwzKnW4YuomFjfWDBZMy73Ai2MmTAmKnXwwNLQh2EYx3sgY7K+vq5cn6h+03lz5fJqs7dNFSWqbfepYFApW5U5RKaBhM46DoKAe4miT+gqAnzVTzOsrPUjaxc51uPxeO5CbfIZeu5lVh10071z5w6EYTh3YSyCvFhZx7ITBEF8ySpq+kmLAIK+X0cF+Gy5XNZOUKC6/nWEHZnQpCOU8NrI+s6lsBMEwVymNQCYmzNa2EGQbmzT6TThYmhi2ZG5sZGCJRmTim5seVfkqmAp7HDA8hUVPWe6GGytCbYwsVaxvveheedlu+Lhq1/9qvKzLG2PbaC7isZJ5Xsb9y5T0O4LPtak6RoxUSS4EmwAjoN7Sc08rTXE92khiAwK1oFLDbbsO50yTC3LLA2tD4Z50Q7kMAyF2eRELlZ5VHi5hokwrmqlUqXFOuMchmEcI8S7cFIk7JCWHZ4bGwq8tPsT+Yys3by9iK5SsvdVy/3sZz/L/U3FCsRLEqPCc4n2DoDfBAXkvNDCDm05580j+fxkMoFyuTznxiYT8kWZJclziy6vXC5DGIZw+/ZtKJfLS8vOaQFv07hktnxAlbkwYbR5DA2vLpZWkwX6mVu3bsXEgv7t5ZdfTrRFx/zO0qbKmHzdcWEdrCzGxsZS59JND8cPtTyyYFwX0LmJ3QWh1dm/ZH31eh16vR4386JqG2W/33333UrvpGH5s61Dtp9c9cEFndVhcF3Mx5UrV2KGQtVaY6NMs4FJf30o8FTopIplh2ZoaZqgQiN434ssOgiRGxsZGE4DLTvD4VB40aOusIPl4Ls6lh2ZAPPEE09w31VJdS9be6rCDgvYZzyTXQo7pBsbna2OtszQlh0WDZ5MJvEdSKr37ADMW3bI52nLDlkOWhfPnz8PzWZz7sLpRcVS2FEE6/BmbTxdDabuAiLrwUVrIkjoPKNyiIiYm4sXL8KVK1eM2sQLjMN0olinqQsbSQB8buZutwsXLlzQbhP5Pw0TVy4eaMuO7NDTtZywnr9x4wZcuXIFLl26JGy/K3csXtkqDF273Wa6BZBts72rJs3LGlnP8yxvLvaFiC7m5RBVZaR0ymGhWCxCrVaT3ulDIit3PRkNMoHpmZcG6H0dhiHcc889SnMVhqH0HCKFW55l5ytf+Qrz3UqlAkdHRwlG2oVlh1R0yRIU6MyF6B4++vPjjz8+95tpG3TcTw8PD+feMxF2SEwmkziwn2fZQdBCK4sGj8djpmUHwTt36Jgdmp7Tlh0UzOiLTenEG4uKpbDDgQmBNXVHUoULAqRSnsl7orIKhQK0222vTI2LzWjDcMvKKxaLifSfrOeyZPrIAy8t4Jisra1puXyZWh91fhfNBSvNtAthmScApLUuZPX7YHhNBAzWO6rvrq2tJT5nZYHXGctz584JmSvX9dm8YwvRGedbIYX10H+3221oNpvSulkxGiLQwg6W//DDD0Or1Zr7Da+6CMMwjqPgCTs6ihda2DG17MgC5gEA/v7v/z7xLDLkb3/724Xl0FYJAH3LDlnebDaDZrMZCzv7+/uxVc7GslMqlRJzxBJ26GxsMsvOdDqNLTvknTsyusxLUICfaWEH1yMrJkiW9GIRsBR2JFB1fdE5NG2FIhMrjU/NnMyyA3BMBFgEWJcpnc1m8I1vfGPudxeWHZX2iCDTkNbrdQAA6T0lLurjtUHWRhVhxwWDiONdKpXiC9hE9dEMbpaWAVamHwD2IZEFePMsc9fSaa8qU6pi8TYdJ5N1SDORsjbs7+8L42rSQLPZ1LICuYQrrwGT51WYK2Qe77rrrviz6FnW36xn6H2t2g6dJBK8M4tFD4PgOB0wMtI0o4qfVYQdGizLjmtg+zBjJbavUqnAV7/6VaYViKdUpeeI9ZyKGxsp7BwdHWllPeQJO9VqNTFHOMdvfOMbodlszrmDoSAhEnZoy47q/uGdRziGdIICFPZYQuzSje0EQ7aheL6/tLuLDGlrbX3UpyLsAMgJsIrpfTKZwN7e3lz9pgyJS6ZZ5uKYdyBzYdte14K2yJKo41fPe1ZmqaT3Do8hoBkQF7BZn7ZKFJlwZAMTBoX1voyBtbUCfv3rX0/EWfhg/lXKQ+ZXJ85NtS0qbmw+YKMgpLGysmLdV/p32bOobUfoCjv0mSWbh3K5HLux8awopLDDGw8Ws41/T6dT4/Ug4jHIjG80HnzwwYQCUFfYUb2/irbsNBoN4wuuaWEHhRrS+kZ+j1Y/nhubLEEBZmM7PDyMlaamlh1a2MH3ce3yhJ1Fx1LYcQTMstLpdODs2bMJH0mfcF2HjEioPsOCD813FEXwwgsvzN2UTZd98+ZNaDQa3HKyNNGazqFLi+CFCxfi1MmuoMM4yMoRCY8m86br/qTyvm9hwOXzCFKZwxPwXPTLp6VZBFv3Ux/PI3TdhR588MGY0VlE2NIrnuAfBAE3tbduW1Tb2G63Yyvh9vY2RNFx6mlWwDsPLMuOSECpVCowHA4Te9KlG5uKYkWF3rH4BdryRD5TLBYTwgMdOM8rWyTsyNoVRRE0Go1EzA5drgg8YQfjqnCOyDgYvBCWnD+ZZYcUdo6OjqBYLM7dxcSbB9plF/Ge97xnzrIDwBd2SIF4kbEUdhTB0iSSGrfZbBYvCPJAUj0Ifbiy6T5vYv1ZWVmBer1uZdlRDczmlb2xsZFI6clCpVJJECiZxc4EriwiWQhd58+fh1ar5cSy4xu08MN7xuZ3kbWHF7MjE+ZlbVZlHkzLMemzLVQEU/xO12rhG7YCsS5k41+tVrnZunzBliaZKsbo50QuS7L6dIC0RXQ+4G94783zzz8PAMlU4qJ2/uiP/ij82q/9mpZlB2CekcY6yXdNhB1X61vF6sOLPeMJNioWYFrYUVE0T6dTaDQazBThKuNB18my7JAxXBjkTyeVwO/pOBy67FKpBDs7O9But5kujiwUi0V4xzveEfeXBOsiU5Flh5coapGwFHY4UCUAd999N7Tb7cR3oiwkNHQWkAozpOIjT6LdblsdoBcvXoRSqaR0KOImPXv2bKK9PjeRTEPtWoNNlwsg76PJ4Y/l6pQhEmTCMJxLoODiEHRh+fC9RlhQ1QrTbixXrlwRrrO0YGvRoNeK6/3BYm54mkgAviDkao2qMFUAbui1qHxZeT5id1wLczbrJGuLn6pLNsC8oMETduhySqUSXLx4EV566SXl9uLcf+UrX0m4sbnMxmai6ProRz86V66obl76fpZVidUe8jty3Gngb29+85uZ7aBjdljvikALbShMoEBKZ2P73d/93fieJLqvvHgY7CvG7Ozu7ibCJFTGG9v5wQ9+MNHXfr8/lyRCZtlZCjunFKQmhT6IVYklDVOm1wbXrl2Dbrdr/H65XIZOpwO9Xg9qtZpQO4ubi7bkqGxaU221rIwsrSkAZu3HIE/XTIrsHhlVsCwfWVrMXJczm81iBQddZqvVglqt5qQeADXXEtX3ZVYW3l5wsTd0LMu833xYNUajEezv7zvdS6rjZUN3VWE7d1kyODoKI/I5UVkiax1aBHT7zBJ2RCgWi/DmN79Z27Lzuc99Dj72sY8l4nHotuomKOBZsVT363vf+164fPny3PesZwGOGeuf/dmfnXMpJ98RZXVj0TOesPPUU0/BzZs3mW2PoggqlQp84hOfYP4mgyhmB+Oq8PuHHnoI7rvvPiiVSkxhh3QpI4G/YTa2/f19ZlZbkz26v78/l6CAF2+2jNk54eARQxK4yFiHsIxwujIl6/p9k+8EwbHrDSl86GozUePbarXie2SCIEgQcpLQAbwu7GQh3AGwrQ0+D3XTuaXbhv+3221uGmtfYN0xw0Or1YJz5845rV9XEPbpxgZwHON0/vz5OY1XpVKxZsptrSim75rQJFPrhYyxYr0nCkRWcV1h4dVXX4X9/f25MbdVoqiAlxnOR12m8FGfb7pv02bajU3lefxXKBSUGWXWvXOqYGVjI8sG0KOXpIuT7j4i941KnWEYwkc+8pE5Gkm+SypMWWcgtg8ZcJ61MwiChFBCt+/JJ5+EnZ2dufdMhJ17770XHnvsMahWq4m7kCaTCYRhCPV6PRZ2WG5s+N0999wTu8ABvH5nD/7earW0LDuivtBriHeB+9KN7ZRAJbaDlHptta++3hMJXSJ/UYDXUyUjEeI912q1YiJGjgm+f+nSJVhfX9dinGnQz7v0N5YxuCJsbGzMvWfq86+icaczAZmUawOZBtRVem2sC8DPHUAmDD0edLVaTRhL4Gq80zpkZAKIjZXJhWVWpTwZVNaQiNZnfeD7qD+rGD2delnPViqVOTojsl6q1KfjxkaDXlu890ulUmydVwVt+ZAJO6YJClRjo8hnVCwNZLnNZnNO0Mf2fuhDH4Kf/umf5pZDfvfbv/3biXfJulhnBl1ep9NhxgurWOZZcTM/9VM/NXcXEnnBKOnGRo4dGT9z6dIl2NjYiJ+ZTCYJYajT6XgTdkTPnQQ3Nrubyk4xdKw2PiCrQ6dtsrJWV1fjBS8CK/jw4sWL8d+FQgEqlYrRuCHh8OVfbjNn0+kUbt++7awtCNHBLSJQOA9IkM+cOWN8D5Ep6ENEZd7uu+8++OY3v8lt67333gvf/va3leq3XSeifYJlu3RXk9Vp+r5N/T6FTLoO+m8ausKSCxqclRAgQhqWaFZ9LoDjeeHCBXjhhReU6yYZZbL/165dYwaYI9POstDQCijW7yqWHbItuuukWCxaxV6JUk+jQtIkQYFpf+hyWWuGFKhEdO4tb3mL1PMD24fxQizhTcXtqlwuz7lu/d3f/R3cuHFD+i49vigM1Gq1hGWHFGRYlh36mTAModlszrlEYh913dhEc8lbQyzLTh5poS6Wlh0OcHJffvllABATAnTfYr2vyijoaJjTtB7hu3j5owlIs3S329XKukTGRtEZRcjfaZhonk2ZTRWXKRdMg0wYQtRqNbh8+XL8/KVLl7Q1iaLyRe2yYdir1SrX/zoIAibRNdUOqzLZLOA61NkPPuZf9BzLHUXHvc6WqWYxqrJnl3CPrKyLvD0VhqHyOpRZZUj3HvI5EQ1CRQqvffSdJyIrBf037bHAY7hZabJFbaLbwYrZwf91LTtBEMy5sdHPyOCCESb7gS7aojgWWXtwHYj6US6X5xRr9913nxJdp9tGJigg1+B4PE7ckcVLUEAKOyxeixR2dCw7Kn0QxYDhd0s3tlMAvFWWBrmg6RuPSc2SjjnYBPTG521U24tOWSkPVUGPDfm3qiBQKBRgNpvN9VfnUrDz58/HQcE0UfdhpVNxY9MRclXdJACSqbaDIIBqtaqlEfIBWX28tKQI3hrWZRxU2qNiOZW5f+qW6aptPNx///1aTFDaUL10mBSkbIRWVaSl1VShQS7n5Z577oF2u21kUTMBXlipurZVBGadJA9HR0fSKwpMFVP0GE6nU/iTP/kT5rNk9lId/PVf/zUAiOcEaZLOeU+7sZkoucjPIsuOrCxUavHKURV28FmZsEMniQjDUGlN8YRsdKskY3ZIN7bxeDwnuJJuarK9zrq03tayIxPuNzY24Dd+4zeWws5JBWuRiJhXntY9zQWCGT9YUBW6fLmJ2aJYLDKFHR3U63VuYL9NO+/cuSMsT8UlQuV78kCQtbfdbifcAWxdrmzn0aVbmQtLmUwQFWmHWdpTn/vcVdmlUkkoMItomKrihgfeu1EUwfr6OqysrBiXnQZmsxlMJhMry6UMaTMTjUZDqsDitYn0ZlBVoqAbsknWR5Uzl6U80xnT6XQaK89YTL+sLHJvibKyIf34xV/8ReW2BUEA3/3d3z1XD90mFWFHhVcxWYuid3SEHZmVQbRuPvKRjyRiKUXtK5VKStnzWGBZdoIgiPkvVICTgowoG5uq0pV0Y7O17LCUqCw6j/dI2dSVByyFHQ7o2+RNDrm0FgbWUyqVuC4CLtriuz8yjdV0OrVOgchLeclj5lxa3VShKvxkFTidtv+uieuab8sO+YzP8XDNdPCsrC6hwvyS3/V6PeM0zD7GnjWvr732Guzt7TmvSxcu56xYLAoTiYgEXNfZFnn1q3xnUhZr3dy5cyfOzKcLWshiuYYhUNj5rd/6LeXySUbatbCjc88O68xREQpl5zZp2RCdybK5edOb3hQrRen36XdZ7oSqc88aQ9IqRVt2sL7hcCiM2ZEJnGRiBxVhRzdBAausZrMprWcRsBR2OBCl9pXF4+haSFwtokqlMsfMi+qw1QzYQqdeTOtpy9zoWr5cjI2qG5uO8OyaCWYhT0GJvudBpW78nxU75gIu96HJXmFpHFWe1cXly5dj+op1VCoVLQbNFdPLA+0e9+KLL2q5zOYFMoGejoOjL8jmwWfSCl4dKnOnavXlrW3dvU1aiHnCDg08g+izSLbfSGGHd3aruNbKhB0fCQpUvRt4NIj8XiRc0e/IxkEnflgEtOzQwiYp7OB9NWS76LTOvDMe/67Valq0ULamkAaI5g4V6GknOXKNpbDDASslIYJFUFmaI9lm0wVrQZr4116/fh3Onz/vrF2iulw971KLLnJRdAGWJcJUW0hCJ2YnL3DpcsaDyeFqEjug2wYb6Gq1fdbvQilCltFqtebcp+r1upM9IvteBzTD6mIt28K3kMcTMHjnnS8aVK/Xpfe/uQDP3UnXMqwj7KBFQTeOVnb1AwA7DkMGFHbI6wxcK/98urHhc7/zO78TC+8qYQQ+hB2WZQf/DoIg4daGbSDTOvPai/SS5XbqQthB8JJCAIA03i3vWAo7HPAWUFauQzR0BSlyMzWbTajX69xnXCJP2mpRe0jthsrzuvW6gK1lJ0u4jNlxWT9vTWF9Z86ciV198DteNiUfMFGYqD6vorDxAZEF2gau2zsYDKzeX5Q9SibhsUmJ7AI4ZnQ7VGNxeAkr0lrbCJawg4ykLBELDyqMrkmCgoceeijRLlNPBBHDbiLssM5kkSAaRRFUq9WYpsv2XxAExnOBeNe73gUPPfRQXB/pjoau9+Sc0FnNRMIO+bfJvMrAEnZY5w2O9yJatkkshR0D8DK0IXBDurbs2IBuh+0t72nCZAx13xHdwmwKWRA8DyKBjFW+bbk82DIErhgKX4yJioaUFdSvWxb+7ooWqJRj4kbLO2hdWJTo8pD+2FhmBoOBN5fCw8PDODDXJJmFL/iuS1U5pPq7DZrNpnZ7ANQYQhUXTR7DzBKoVCw7PGFHJV6NpB+iS8xNmOKnnnoKtra2AMBNYiXZmLHAi9lhlR1FEXzuc59j1oGpn2nhg1Uepnm2QaFQiK/FIO8/oi07WD9t2SFd23h9/vCHP5wQAHWga9kRzfvSsnOKgAvnP/7jP6SaAx3XmzQOS7qORqORudXC5CBzzfgGQQD33ntvahcnsn6TmbARphp719B18SCF/7Qgc1XU8SGnb/tOw3fZNbNhAlXfd59t8IVyuSyN37NNhuIKaa4FXfoqsora1kXfW6NabqFQgLvvvlvpWd02IWReACJhh1x3h4eH8Au/8AvSuumyZQox1fOMpHO6cbGq57dKmSx+SDTGH/7wh7nl8C4wZZXnwo2NFFjI8Y+iiBuzQ7dXpHAiLVD0nrCFirCztOycMugyoj4tOzaWDpV388SopOGrTV5OZyKA0VhbW0uY220DPunPpoKD63lNa53I9pIPoZ3lQuDCwqHSHtt+kuvEpH6eAO6D6bZhLkXIwhqYBtKuP01rpIs6SAFdxY1N1WVLBbLU0yzLDhknw2onC7aWHVa/2u12IjOf6/MF2yy7K01m2QE4bj/P/QznXVUh58LDhXRPI2Nr0LKDf7MsO7SwQ7cPyyfv79GBiwQFCF9W9LSwFHYcw6cWVJcJos3j165dy/ywZiFrAazRaHCzEJnUi6kabcvRSVDgYwxdMgK+oOoGxfvMe190sZ2tn7cOTNe9r0QeKsiKxkRRBNPpFA4PD43abiuQpYk80nERbNqL46+SnQ0FdVZMqmpbXCgpaWFnZ2eHK+z82I/9GACoMaYAbGEH/zcVdsi7j3zEVz7wwAPw0EMPaQk7vN+jKGK6nZNKGhVlcxC4SVBACiykZadQKMxZdlAoIvujkqCAFHwQKvOkEisli9nRqS/PSO/UPoXwZdnBsmWgmTI6zWga0Om/7VjR2jydOlxaDXhaRBZ0XMJsLTs2yNIqRPfXpv/j8Tg2x+taanSso1nCdM3yrDiisfDZJlEZrPJGoxEcHR0BgNt4NtcxOzYMVtr7MO0178q66cItWWUNkc+QdY5Go/jvL3/5y4nfyfkPggAefvhhrXaRGnZ6PERKGhloy5gqVN45e/YsPPPMM8K68X+R4CMTdshsbCrCjq3iCuvh3bNDWnLwM9kmldTTPMuLC6GUFnZ4fXRRX9ZYCjuayEOQqiq63S5sbm7GbaZjD7JGHseMho2w41oz7ophVG1Xo9GQJuNglW9T5+rqKrz88svc320IbhRFsLOzo1SmiOmaTCbMQ1gEG+FA1/KrOt6i51i/+divLg/Q5557DorFIozH48Sll1euXIGtrS3Y3983KlfnsL9y5Qq8+uqrzN9MXVEWES7Xjq5LuIpw7oNxI+sg4/o+97nPJYLXeQy2TswODyout7xyXe1vHm0UMda8BAWsdUQLO7QSkLxUVNQuFwkKsBxRzA4KK7rZ2MhnWJYdFahYC1XXwKILOyef6mYAkWZC9rxJPTx0Oh24evVq/JkkuCbIu3Ci2j7VQ0WnTNO26LxDE3UT4qM6//V6nZslyCfRu3jxIvN7XSsMr43PP/887O7uSq1DeWRIfe8/npCe932PiKKIGyuh0wceY6yy7kWpm3u9XoIepwHbM8V27kVaf5NEJ7J20fXJEijoCPv4vIrCk1yHo9EotjoAmLvBYvkkc0y3xdSNjfzNl/tqp9OBWq0mfFfG2ONvLGEH/yb7IFozQTDvxqa73nmWHfybdGPD51Tv2ZGNiQ/Ljum6WQTk70TPKUhC46tsH8/7etZFOT6ZKFf99j0mOgRExWIkE7BV79HIE4Mri78xKUP2m+jw0b3YTRUqGmmVukTr5NKlS0r1u2Z6036fxwSaQEfYEWmv8XcbpL0vdZR1ulDVquu4rZq4YbHeR8iENF7cJCnsjMfjhLBjYk0g15TIsqOSjU1FwNOZd9mYqSh/Wc/wnuclKCCVgGnG7KDFBv/G/2lhh2XZQauQCL4tO7SbHE/Zs+hYurFZQCU+xOVhYULAWcHyacJF/8nfacLQarVi9xQfjABPu6Trzy2Cartt79kh6xK9iwyxS7dHG2uUT8gSFOj+JkKajCqvX91uFxqNhlIa0TSSHPhaD3S5Nr75OsKOzIpUr9ed3douwvXr1xNxI6pwMR+sfU4L0g888ICyiyzJuJqeJyztv+x9Xh9U2k26sY1GI6jX6zHdMBG8yXdEzLHN5ZMqZ4MItvFC+D9L0UQ/xxN26Jgd+ne6vbZnKtbDysbGsuxgDA/ZR142NrLPIkWbrH2yclVTT/N+XxQsLTuK0GHIRZvVpGwbmBzyeV7QtFarWq1qvS/TWLvSaMveM9H+ijTvrtoFcOxuUy6XrYM3p9MpjMdjZ+3WeTeKojlBn9bIqlj0WM+wXKVcw8baq0qreGudHhvTg/akgF43nU4n8Ttv7FnzUKlUtBlRkz1Tq9Ws50vGeNqW7Rouy+SVtbu7G59BorOC5caGv5sIu5i+GIBvWcLnANQtOypnjeq7orJUz0MVYYeXoAB/592zQ6NQKFjvEdKNjb5UNIqOs0OyhB26vbI+syw7tgpXE2FnkbEUdiygkqPdpWXH1/tZ1adbzmg0gsFgAACva2VMGWnXVhdd3LhxQ/sdVeY8D+spCAJnl2+6IrY6Lqg2woYv6ChPRGOmcsBjGUFw7OrR6/Ws+qjCPOmUJWuLSlyFan/osrK0lqu2GWmjrbDiS8Atl8tMRRWP2VKla/SztglNaBweHiZukld1YyNjNc73KjQAACAASURBVHjCjuqeJQUnekx0LxUlgXveRSyI6TvFYpHZN/I7nqKKdmOTtcU2hpksB+uix590W+O5sfGysSFUBEATqAo7JwVLNzYL6Fh7XDx3GkETrTt37gDA8WHZ7Xal1gcfjL+MmUSInkENr0nMTqlUguFw6O1QKpVKc9prEq5jZmyg489PQ4UhYv2WZvIC1b7x/PhFhyPNyPLqCsMQWq1WrGjQaZfusyrwrWmk2+sjTtM3CoUCdDqdxJyxIJsbX3dKFQoFbrA6DRXBlfc7Lx7PB+0kvyMVPUirbd3YsHx6Pf7FX/wFvOUtb0mUbePGRv/Ne4b3m6rFh/VMuVw2YuwffvhheOtb36ol7JCXiZuCFjxJYQczQ5KXisoSFLDgy7KDoJM9nFR+dGnZMUCz2YQzZ85wtTq62kMTLbILgp01eFopV+W5KMOXFctEQ0Pn8Ddpn45m2HWZruAylkTESF26dInJ7PlOUOBCQFeJSeCBFV/FOwTxu7W1tVhjzXrWtm8+rEqq0E2/nhe4WJOuhB0Xa1rlXFUVjHjPqTDJKnWQ8VIuLDs8JjcIAnjb294WC44qqadlyp0svB6wrEqlwmTsEd/4xjfgPe95zxyD/sUvfhHe+MY3xnRLJkAAuBF2yHbSwo4oQQHPUiWz7Igy1Ong0UcfhVKppLSvFp3PRCyFHQ2QDICqK4iKhsTUAqTjJpSVv72uBljHRSQI+NlUXBFiU+KionXUnfeVlRW4cOGCdd1pg2yPK8Lpoo+FQgGm0ym3TTzNc9YxO7YW5cuXL8P6+joAqAefttvt+J4Y+j0sc3V1VVgvC2klKLDBaDQ6NfFK9BpAYSfL/usGSNtqp03PY/KsYMXs4BjaxuyI2qKbjY3mQ2TCHmtf0e+4tOzQ796+fRsA+P0jExTI6paNqQp4lh202LBidli8n4llR7V9LHz2s59N3P9Dt+ckYinsGEAk8LgQYlzjvvvug0aj4bUOE6j0m8dYsoiZydjLkObmlxG+MAyhVqtxNe+id13DJGuNa1y8eBHW1ta49fEOckShUIgvoGOBl1lr0Q+EYrGY0KCyQI+X7l01eYKtcgIvBuRpvX1Zg1nwZclFsDJWZQkR48uCCp1RHRMVF1me4EBnYyMtOzzB0cSyA3CcpKfdbs89pwuZRZj1vOr3snHEdpN0idUevPuN/r5SqUCtVovf+cAHPgDPPvusVNjxadkJgkAp9TS+S/5Pgifs2LixsQQ0unydehYBS2HHELRVgUWUVQm07wPFhQYDwN8hTpZLHwQ6Pucqwo6uVtz33JjEnOSF6cyi3SThrdfrxm42qGkVWXYajQYzdslXHAMLJmk/8cDXdWXTmR9Wchaf98tkiShi3+uRJdIcz2vXrmk978qqgn+bJrEQfXaduICuYzwew2OPPQblctnJPTt0NjZ6nHTOKVn7TV1gbeYdYw55CQroOnZ3dxPfh2EI1Wo1ISB97WtfE9bpIkEBz7JTKBTimB3a2sOypARBAG94wxtiizsJH5adIDj2omFZdlzulTxhKewYwIX2Q/cZFs6fP6/0XNpaWRuL1uXLl+HixYuumzQH1TkMw3DusPc5pzK02+1EFiPWweDrQDIFeQCZ1C/KxmTaHxVhh1cn6c7lG74OmlarxdUw85JnkGNBCztBEBhZj037l7b1hHdjexrIg6CYpSVXNRsb0pm0rdwsIJMbBAEMh0OlmB0R6GxsCF4fTcffxI2NbovJuJMxTqyzjBbEtre3uW3AZwaDgfQsdC3skFYctOSQ1h7WPTv4/5e+9CXu3Xamlh0eisViHLOTtfU2LZyOXmYEG6Zf5Xkyn7wIlUpFmF2LLtflIaFbVqlUmktJasK854FBIGHSHh7ThQe/ikuND+RF01MqlbgMtkpwvcrt1TSuXLnCjJXzZTk1Sd/NWxskfCVZ4IFVdqlUUhYcVa3kvpCXmB3fY3DmzJm572q1mvZ9Zq7h8mxSVVbpugmR5aL7UhAEsWUHfzexEooSFMjapdpmFYswCZdrkSXssMrHttF0mxQG8JnhcCi1NrvY1zw3NpWYHZWLWH1YdsiyT8s9O/myzeccPDMy7znVA9pUKNLZqHlj/gHct0nVuqFaBiKNG89PMsgxdU04deYG655OpzAajbQPd4Bj//j9/X3tdpqsx6tXryaYANd10c+dPXtW2QLnQhv44IMPwt7ennU5LLheZyLmN4+0FaFiDSFRKpWgXC4n1p0LQcdmjHSswrZzZOJWzKqDTDmMlh2ZsCOqW3TWu1p/tuXwhBSVcnG9kTxTEATwqU99Kr5uAuD1+eXRnyAIuAosH0w7OWekWxz2gxWzw3NjC8OQeZ7ZCDsysISdPNMzGyyFHU2oBHzpwnRxLUKGNRPU63VpnTKrhqyNqgdoEMxniNMRYFU1hCRUCRrPZcPEEmaDs2fPws7OjjC+KgvtEK+veCkgjrNO29KM36hWq4mD29e+w3Lpu08wzkBXeNJ5PsuDVafuNOn6osF3P8l4F5U6VWi6bRwQz1KMIIUdOmbHhH7QMTs2ULX6yMBrj8l6IBMRkYz9E088kXBZQ3rIs0bQcytbJy7OJbItyJMVi8W51NMsyw5JM0UX7bKEHZMEBfV6HQ4PD5llk+3hYZFp2tKNzQAqpkHyf9n7ptL6Iiw8k2DHRXFtsYVN2220aLag53R9fT3OimYj9JvWbwoTy069XoeVlRUn9ctgmg3OxdjL6tWtg1eer3UynU6dW2RV1soi06M8QEeISUPIMq2DjNlRTT0tWluqFwCrlMUDyfy7FO5V9rmuG5vIsqOT1MX2wmBegoJisQjFYjHO5IhtphMUuHBjs+UjTosb21LYMYQK4VU9zF0wDnlFmpdT2jBjOu/51gibwHc9tgQ1y5S2uA9ZGkjVdMKIQqFgfMmkrpBSqVSsUsabHFK1Wi1mxnwfcmEYxilzXcOm7Xmmr77PCpr5sYGuIkFUjqoShces+5pTHmNNWnZQ2LG17Ji2SwQXZyb9vkk5KOxg0DyvPF3Ljgy2wg5ZP7l3SqUSzGazOcvOZDLRHnMby84nP/lJeOyxx4RlL4WdJbjw4Q9+EtFut63cDWygcpO0CvD9tbU1qyxxosPX9ThkMea6QqLO4U1rWFWyM6nsUVO3EPKALBQK3rKzBUFgHC9hOs/VatVZqnoVqDLWusyrCyZGtT5XY5WXJAgIW4URphN2BdX2yJhuHwpI+h0yQQEKO/i7KGZHtz08OmjqqiYTUFnXbdACpomgiWuF7A/+3+12479lSZnIBAUXLlwQnrNBwI/vUQUpxJJtxzmmLTsiNzaVOdZVRKyvr8MjjzzCrA//J+nOSc7MdnJ75gGuiK1tubrv5R0m/ZCZ21U1gKrQvYBMtAZcrCNag5X1WuClzATQ17aJynENVttkmQtJZuXmzZuwurrqvF0s6PbfxKdb9JtsLWel2GDh4OAgtTp7vV6civukWpRM4GrPq7qTuVp/pkoQ2rJDurHh5cXXr1+3Sj2tE8+p+xtJC3nj9a//+q/wS7/0S9z3TfHOd74TPv3pTyfKEQlxsgQFnU4HnnnmmTklGQ0XShH6Hh38Gy+tpmN2eKmneeAJOy7oxWmy7CwTFCiCp8WQvWOjXUoLPhez7kWDNuPigvHi/Var1eI0wLZz5zOrUxrryibl9YULF5gJKHyDJ3DR3xcKBanwQt9zlKZlLq0ysrQA5hGidhcKBahWq4mMUrplq2r1TcrWhas5+vd//3cmzTQV2lXe8xm8T0OkcBqNRnGQ+mAwiC0mH//4x7lnokrMjq4iVQcqQt6NGzfg+vXrSuXwPrNQr9eF7lYIbBtPEUPOSaVSkQo7LtYLWTcpPOGloqSgSmblw+/I9vPAEnZMXBVZcC1A5RVLy44BbJg9H0iL2TKxQNGZzFyDPkTxElDXlp0gMLs0UVYmCRMTchrMjwuQB1C9XldqR6vVciL8yoRb3bVAZrPJE+h+mGRWUn1/UdadKkw0/65QLBbnLi52jSyUbiZ3RPFAKxVs1l8agvxrr70GKysrsXb/mWeegcPDQ+O6dVNPq1p26HdVBEseXXVhWZM9h8IEzyKD75MWFfpd3TaJQAs7pOsmxuyQAo0o9TQPLEsQ1q0C0s2aNWey1NMnxbJjJewEQfC/BkHwbBAEsyAIHqF+e38QBP8VBMH/DILgCbtmLgZMtS667/nS7qTNkLgigKxnXfWFJJ7ovmTbHheMB0300547nUxFpm2zIbKqMTssYUdmraFjdlxZqlyOpyvLThpMoi+Ytpf3nm4yC5/wvffyhEWJkSXLfemll+DChQsxw/3yyy/Dc889BwBmSi3dGFSbbGyuMw6qPl8oFOIz9uMf/zjT3Y8l7NCWkiiKYguKTDjw6cYGAIlLRWX37PBA9sPEsiNTWslo/EkRdmzd2P4NAP4XAPgj8ssgCB4EgKcA4CYAXASALwRBcCOKIrcRixkhLwfeIsC10KHyjIxZBXh9DukAcN57YRgaXeKq03+dQ5B32WQa69CE+NHaxCwEILJ+UoPJuotApmkjy/KVoICG7pilfUidZBoo65vtGjjJY2cD3J+qNIOXuY38WzUbmm7qaVrYOX/+PDNltCi+kQdVdycVqLhRi+pBDweeZce0jWRmxne84x1CtzORZQfjo+g4W1/CDimIkJYdlXt2bNzYXIBl2TmpsBJ2oij6DwDmAP0IAPxZFEVDAPhWEAT/BQDfAwB/b1Nf1tDVcvpYmHlAmgIMD7KDSIX5uOuuu5SDRev1ulW2JJnmRvYMDQyI1q3LF1T6h+h0OrlZy2T2HoRsnrOIOdKFS6bIVpNrI9z6hEth0LZ/jUZDib7kcRxp+GijytkbRZGS65yM5uusVzyH6PNoe3sber0ekwfQ5Qs+9KEPxfEsLiw7snWva9lxbQkSQWbZwblgubGxLPi+LDsAwLxnx6VlxwVoYYeFk2LZ8RWzsw4ALxCfX/zOd6cKqsyxa3eLRYUr1xvVzGms+njaqsFgEJepk9ZYBzqEDC/x1K0vqzWjc1eG6F0XYB2OOhgMBs7a4hM+3X98utPotsXmGZ/QqV8326OPNriEy3nnCd30536/r1SeixTfrL1AfodMrs5loLwx++Vf/mV48MEHuXXRZf7gD/5gIt2wCKxyTOmtrWWHBF7KSUPFshNF0VzWM/JdEq5TT5PlYTtIyw6doEBX2CHXkysvh6Vl5zsIguALAHCe8dMHoij6H7zXGN8xZyYIgqcB4GkAgEuXLsFgMIDRaBS76TQaDZhMJvFFfo1GA2azGRwdHQHA61pWDBqu1WoQhmFM+CqVChSLxfhzuVyGcrkMBwcH8edKpQIHBwcQRRGUSiWoVCpzQci7u7swm81gf38fZrMZ9Pt92NjYgDAMoV6vw2QygSiKYGdnJ3aNOjw8hI2NDWg2m3NuRwcHB3GfxuMxAADs7OzAbDbj9mlnZyd+/ujoCPb39wHgmMjX63WlPmHsSbVajT/jWKIJdm9vDxqNBgyHQxiPxxAEATSbzXgMd3d3odFocOcJtWvT6TQxRnSfsD5kHieTCWxsbMytkX6/H/cNMZvNYDwew97eXuK7KIpge3s73rQ4BtgGHPPZbAaj0QiGw2HcjmazOXc3xNHREWxsbMDu7m5sLcL5IlGpVCCKIhiNRrC9vT1Xzu7ubmyNwX4isdrb24MoiuJy9/b24vWE76KwVa/XYTAYxGOMz+DaiKII9vb24nnBtYefkRhjG5rNpnA/Icj+kO0qlUpQLpdhe3s7fm84HMLu7m7iXRyb3d1daDab8dqj+0QSXryfIooiODw8jP8ej8cwm81ga2uLe/FmFEWJyz9xXEjs7e3FbUPgHq9Wq9z9dHBwkNg/9H4i+0SWi/XjfhoOh4l5wvYeHBzA0dHRHN3D8g4ODphJEo6OjuLyULuJNIhF93AN4T5qNBpzNGEymcDm5iZUq9XEQYjl9Pv9mDnCgxj3DGJzczOe18FgEP/Go+Us7O7uxmtwa2uLq6gg5xKf393djccRx4e1z7e2thJ0lP59PB5DFEVxexGHh4fxd4PBINFO8hmA+fMJ4HhtbG5uQhAEc/MEADAcDuP1T9LoIAiEa4+0cuC402uP7uvm5mZMI7a3t+Hw8FA6T4eHh1AqleI+jUajufEl5+Xg4ACKxSL3fMIx2dnZifuNn5HGz2Yz2N3djS9pJBPhHB0dxRnQEGR7RAlGcH6xnoODA9jY2IBKpZJgZEej0dzlu3R9LGYUy+PNE/IZ5Dz1+30YDAZQq9Xi5zY3N+M6NzY2oFAoxPP0h3/4hzCZTOJ+0muPnHPyzCXPp/39fdjb22PyETjPh4eHMBgM4nFB+oY0B/f8bDaDjY0NKBaLTLrH4iOQ1hWLRSaPQvJTOAaksDadTmF/fz9xBtDn9vb29hxftr+/n1iLrPOJ5COGw2E8bgcHBwm6iPXhmTIej2EymcB0OoV+vw9HR0fxuY3nWalUmqMRo9EoHg+cl3K5nDgPRPweTa+w3Xi+4n7Bsdvc3EzME7mONzc3oVQqZcqXk2euDqTCThRF/02rxGO8CAB3EZ8vAcBtTvkfA4CPAQA88sgjUbVaZXaC9nOlGRyaAJOEgfWZroN2e6pWq/Ctb30r/tzpdOJFsL+/D81mM6Fdx5t/e71eXFav14ufoetrNptxn1555RUAOL48a2VlhdunMAzh9u3bUC6XoVarQbvdhs3NTWg0GsAaN1afWJ+3t7fhzp07UCgUYDweQ7vdZpaHY97pdJi/AxzP03A4hJdeegmKxSKsra0lGFiyT0hoqtUqDAaD+HkAgFu3biXqpbO6hWEIpVIJms0mvPzyywAA8SVuvV4PZrMZ3LlzB5rNZiKVMMm0lctlaDabibVBa+JqtVrcB3wOU0jSz2Gfer0eHB4ews7OTlxXt9uNfZKxnzjv7XYbVldXY+F1bW0N6vU6vPTSSzCbzaDb7SbWO447OUa9Xg+2traYt9KT84TEFduA7ePtJ6wDswohgiCATqcT17WysgK3b9+Ger0OlUoFut0u3L59O64Lx7vT6UCpVOKuRQCI9125XI6F7Xq9HteBKV1XVlbm9jVd5mAwiDVjrVYLdnd34z632+2EsAtwPLetVitOJ0wC91MYhsz1L/qM80K6H/L2J7kmSbqH+6jZbDIFg2q1Gt8RdPv2bQjDEBqNRoJOkW1CJqtUKkG73U7MCzJTxWIRVldXE0wOtgEFJNxf5MG2trYWr53V1VUIwxBeeOEFqFarc1ZJlSyH3W43phdII3F9keNDziXSs06nA3t7e7C/vx+PP+5zfL5Wq8XlsrS99Xo9ZgroNVev12PmqlKpxGWvrKzE88Q7n27dugVBECT2IsDxPOH4kWsNx7jdbnPnlfw8nU7h1q1bc+OOay+KooRQtrq6Gn9eXV1NlMubJ3TBwz6hwpIEeQY0m02oVCrc9X/r1i0IwxB6vR4Mh0PY2dmBQqEA3W4XwjCE559/HsIw5LrD1ut1qFarifVAWgkajQZToEXUarV4rZPnPHk2lMvlWNjBesjfJ5NJzMCRaLVawnnrdDqJciqVClSrVej3+4mzC/ccrh363BqNRty1R56l5JmL5SENRNpOzxPSJOQ7cG6R9tA0p1AowJkzZ+LnZHwJWQcC1x4y3rQ1AvcPKWivrKzM0WASKysrc9+1Wi0t2l4qleJ10G634741Go147iuVSlzudDqFcrkMjUYDGo1G4jxeXV1NrBfcT9VqNZ7DXq83Ny+tVku4n+irEvBddM3HtpHtIMsnQbcxC77cFL7c2P4SAJ4KgqASBMFVALgOAF/xVFdqIDUHMtx3332pmQQX1fRoY/bWyTAiAr3ZeO/hpj1z5oyQwWa1RRU6bnIu4Nu33ieyjAMxidlx0VadMkzc82R15Z3OyNycbOEyFXdayGu7dJHXuC8A/jkWhqET18RSqRQzlS7WuErMjombqEs3Nh5Ybmy0WxjpwiZzY3PlCob/k9nYUAiis7HpurHpPKfTVvxf51LRvO5BFVglKAiC4McA4P8CgDMA8FdBEPxLFEVPRFH0bBAE/x0A/h0AJgDwv5+UTGyqcB1nAJAuI5nl+y7qlbVBl6APh0OoVquwsrICr776qlZbVFGtVr3fS5QFTGI9APgHkeoBxauLJt66Bx6uhaygOoa2B3meAvhV4CPmBWEbz7BIyCqdvQ5026ZLg3SYS96zNCMpgyhLGn3tAfk/XW+tVhMmsBExryr0kH6HjqnyuW5U79lRSdVNCiemIGN2ANju3nTMTtoJCmTziWX+zM/8DNy8eVP7/UWBbTa2TwPApzm/fQgAPmRTfp4h07DQgWhptmVR6vGp7XZNeNH/VqRhZB0wOu0oFApw9uxZLeLCyjCTBhaJALLGpFarKaegpcGK2cobbC07ZDk632eJPLZpEZFHYcdUYWJTlyrTLxJ2dJMhqGr4RbCxKCHdMBnjNGiFSoICgNdd2lnvknAh7LAsO2R99KWiZLtUUk/zhB3XCQo+/vGPz8W1niT4U4WdUGCQtAzValXZ3clGS3UawBMwRAKn6RjZCE8qbdSpU6cMVeiWdf/99zur2wYuD18Au4xMi7D/fLRRtr7THBfbfUXTcZs9SDNWPsfB11lBMlG2DGCW9ErlnbSUdixhJw9eE65ST2ehCOFZdmhhgCVEsNa1y3t2UJjBv+m2iFJPy8q3seyw2kp+9mkRzxNORy8dQVXjA/B6YOESfMisYybl6WimdOpD97JqtSp0EdCpg/cbK7tPVnBpfTMpS1W5oNoG1e9FyMrVUNZWepxs3f1Uf1d53od216YO0QFv09Y87FkTsDTGWQr1LIu1TXvSEEDpOnRTT+vU5QtoncirZUflnh0AUIrZCYIALl++bNyWRx99FJ544omEMIPtIhNY0DE7rtzYVGmNLNZwec/OEkK4JmImSEtDlUfo+hWrgieAYYpF1gGmU46sfZhJyARk1haf8M3MiqBDeGXCpEmZAJBIZ6qDRdpfAH4OOVdjYFuOrjYzyzWfNny4seWJyfd1btpqzVX2G6sO3f64itmhlb8ixt3VmMvc2BAsyw5L2PnTP/1TePbZZ43a8sUvfhF+/Md/nGnZIdtICju0IGnjxmYC0RrlraW/+qu/sqozL1gKO5rA+09Yiy4NrUsakDHzOu3IyrXFteaWTKXqs/+VSkV6wzcPN27ciNN/uoKLccyaweVZZE0tNHRa3TxChWmxLT8r8GKtdCzFLgJ9C4VC4qqANKBrJXVhlTsJ0KXZLqydPi07Pq2PMs8I3bHxYdWVCTusOlnCDl5pYAPepaIIOlkCz7Ijsoz5EnbI+K4wDKHb7c698/jjj8OFCxes6s0DrBIUnCbgIuHd0nySDhVTZlsXLsfg2rVriYss0x5fnyZ8lTJUg+1NhC8T5Hl9I9Jwu/ABlfb56IMNA+jaBSltyw4LaaVkzWI90rfPZw3aVcnXWjOByLKjExtoYtlxDdf71DVQmJDtPVwjMssO/b6Jgogs51d/9VfhDW94Q6Ju0rJD16civJKKK9sEBSbWRxPrYR6xtOxoolAoQKlUsgpwtoUvM7xrX+20Nf+6ZaowUfjZNk5jUYmFC0aTRdxVYHuviQpDZGIByWvMDg0X9+y4Xrd58f82XcN0+9NwG80CrGxWOsjLPLPg2jLP2yuLGrPjOkFBFpYdmRsbub5N20fHBQXBcQzQk08+CQCvZ2el6zERdlztRbqcd73rXXDXXXcZl71IWAo7GsCF4trykTUj3Ol0YH19HQaDQar1+jxMXY+pzHUpqxTQZH06RFGXGclyjdIHmwuNlg3y5MZ29uxZZoxX1jTFB3q9XtxXHUUFq5xms2lMQ8jvJ5PJictmdPPmzdy5rdgqXXxb3sjySUbbtWXn6tWr0Ov1rPpDtolVjm3qaZ9jjWcBGRsjagvrXYCkkgIvbNVFsViETqfDjbthxeyQ/5N/y4SdSqUCzzzzTOJ7WysUAMDP//zPQ7vdlr53Emjc4vcgZbjIBJQ34GYqFovQ7XZzr30igYInfbBgG1wEIgOoxeyYHsg27kG1Wi3WzBSLRSnhynKdmtadt8NXR9i5++67ndZN4/z588wU9yYWKxmypnFnzpyBixcvWpdz6dIlYUZFntb48PBw7rdisZhgnHxbNHzPQRiGUC6XoVgsZj7fvuDLMwLPGpK5pc8f27r/5m/+Bv7xH//Rqrx3v/vd3KBzHcuOKlyOt+xSUQQrGxv5TqPRiP8maYHu3Wu0ZYcE61JR+jnyOxlf8dBDD2XGm2XpyeQKy5gdAwRBYHWxoGkQuU/zMMCx1ujw8FC5flvYauaCIIByuQzXrl2DQqGQIFpZWFayeBcgaWlMQwOT5WHnotw0U+uq3rVlgzRcW7Jsh61Wn4ZMeNa5e4PFVJnA9xy6yGKo+ryLvthYyl3Ub7Lm8PdCoQDj8ThWwJVKJWcXEbfbbalVQ4ZqtQrf+73fy/wNhR2ZpYGESjY2V2C5sYnmiufGRiooyGdMLpqmrTM47+R6IJ9jJSjwlQofIN8upWliadnRBBICXuC2bGGWy2Vu9g8bDf8iQ8Z86jBbOgRX5RkkQqQmSKdclUOD98ySSLHh6v4YfEZ3nHXWgkvoMnxpu3ryyk2LbqnWK2PmdLSYWcVv+UQe7tlBuGqDKk02qZN+nnZj862Ec12m6bmThrCDMKFttGXHVXvpcrrdLhSLxZhHFFl28DeRkOWSP2CtVR0+aJGx+D1IEeSioON20tjguOB8MMHkJVgubhXOAvSBJnMh0tHeTSYT6TOIcrnsdD3kgemwgQ+GxeRdV9mzyLWgU78P8KwKPqxvLuqxpV3YX1a9roTger0O586dU1ovJmvBBr7W0ZkzZ+DMmTNxHXljbnSEFRZ89IfUypMpe2lhRzWjZRbKLZaCQHapqK6Q4GPNmrixkeNLCju24MXd0BnUWJYdFHJU3EZrtRpzLdlYmmgpUwAAIABJREFUPavVqpKn0aLzIABLYccYWUw+1umDKDYaDSgWi1Aul4X+7GQ7XMGkP6J3WGkaVcHrW54vkiyVStI5Q/hy8XBZPiKvli2dteDD15l2uzC9hFa3rjyg2Wxaj2m5XJYe8Kq0w2dSlzQ15PV6PQ7UDoLA6r6uNKwXOnWsr69Do9GAa9euuW5W3JZerxd/pmN2XFt2XNAU3vo2sXTT560LpYgMJm5s5Dvve9/75p75zd/8TaO28IQ/dDekx4Ul7IjmFN+rVqsJWq86Typpuk8DljE7mnDBgPEIt+qi82V5KRaL0Gq1jPxWs0Sr1YIgCJiMxyJsZNs1VavVMg8gzOM4q+wrk8NdByZ7yUWmvCyVMT4hGk/VOA/U+Lq8J8dn3/O4t9KGTcxRtVo13lMmWnPSbcmHZYdMQmO6NnjCLO4LlwotH+uXjFu6//77lepEvumd73wnPP7443O//8RP/IRRW3hrhZWwgn6OtOzoIs2spCeBBi0tOwbgMReqriC2Pv++mLMgCFK7UJSEbX+KxSL3Xgibu1rI31XmrNVqGY2f7DB0SWiymF9bFxQSebD2ZBWzowMfzHtehKo8wedaOO1jSyJNt2BbhpBkbrNOnGMC03t2TAREU5AK30984hNzv7PaQis3bKyFJOiYHATOuyhmh7Ts8Op36YK5FHaWUIKtFvj++++Hc+fOWTOcuNGzWoCLsvBrtZr2HSS832Rmc4BjjRumgdYh/GmOp4vUvaoWE5cwKc+lkEUiq5g2kaVC9PuiQ1XIcikIi2g0zzUmDZjOtcrYLK1TdqDdlNCyo+pibJJi37VSw4el28fck/tONL5p7FXZnhRZdlTv2WHBxI3NFCdh/y6FHUdQWQzVanXhXMTShGvCTfu42tR3dHRk1JY0iISJq4UNdNOo+hgLF302bY/uWkgLqkyVLrI86IJAPVje5cW+NN3gleVzLaQ97s1mM3eJCRC2iosgCBIxSbag11qn04kFZDIQfdEsOzpubK4sIyaQMfDYB5awI3Nv1QVPYEFXO9qyo7vHXLqoLy07S2gjq8m/evWqVfCoDXSzHamOkYrZPC0XGlfWABUCRWbwUW0TjTy4dfmC6TonL5pVgUsmOS/Y3d11XqYL9x/d9ZpX5huAHfjr8jLOtNdhnhRxNMNtS4s7nQ4Ui0W49957vawpMoUvydzSCQpc4jOf+Qz8wR/8gfNyXaeedrmOP/rRjwKAvpUmDMPEO6yU8UEQGM0Vr9+8LGw66+/zn/88PPTQQ9pt4sFU8XgSzsT8niQ5hIrWwzfyEIyeV+C82AgAvLklLyFTgUqWlTNnzsC5c+e4v+ddkPG5D9rt9tyYq9aHGlwarPE06YPOWvDlSserA+Fq7di6D6bpQmGaRcoG9FrwTZtPAtPhArpuPy6YO1Vhn47ZIYVIl/P39re/Hd7whjc4Kw9AzY2N7kOayqL3vve98JM/+ZNSt3L6rqgwDOPvoijiuqna0Dv6XRScWJeOqtb96KOPWruxucBJoDv5UeUsOFQXg4tFs0gLz4e217Y+n3XgfUV0n1gaoyAIcqVN9QXXc2Jy6eEi7RkeeIelKMFF3vqd5nq36Xsexi0PbTCFa2E7z2NBt5G07BSLxQRjned+IEzvq3LtLiyql8zGxnJVp/tACjuuwXNjYwm/5P9pwUXWyUVYtzIsLTuKkFkNVBZDoVDgap1127GEOUwO0MPDQ6XnGo0GFAoFYQYWXSzn3Ay+xk11LaSFdrsNV69eNX4/LUXNjRs3vAo7NpkXTYFrwbdLbZ6h67aUlkbalPm2tcbSCQpU13xeLPm2qad9r9sgCJQSBgEk43RkMTumtIl3xuOFwyq8gOu7BnmwFXYWhSaxsBR2NBAEgXVAqq2bQxpuMYsK11Yzm/JOg8VmUSCaRzyQFh15oAVZt0HlomFTyPrWbDaN9vxdd90Fq6urps1SRl4YaVOYrC1Wn0ulEtOFKQxDZhyHTtmkyxR+DsPQmxubD+i4saXpzUKXZ5KJTPTOCy+8YJxGnmexcWXZcTl+plalkyDsLDkyDUynU6kLje/FUC6XT1zMjq6PcBao1Wpaz4dhCHfffTccHBxwnykUCkyXt0WEyhwFgV62Gx6TwBqvGzduwAsvvABHR0fKhFm3PQjdtbCIsI3VyQPSsDDgWqjX63D58mXt99fW1rjJJFzEnpxE2IwBL96OFoJU6RkLJHN77do15WB6k+QdrmkRChJ5Xmd0sgEWyPgcgHlrEI1Wq2Wcmlo3ZkdH4KjX69Z0aunGdoylZccAWR5CpyXOwwS6c6AzjySB0qmn2+3C+fPnuWX2er1ULxV1gbTWn46mlWwTSxngUjmRVYYw18y7awHV1zpVLdfVBcI68LkW8rbv04RN0Lvpu7bjzYrZ+ZVf+RX4oR/6IWd10PWJrlZQLYOGbYICnwkLgiCASqUCs9kMvv/7vx8ee+wx4fOkAOPrnh1ezA5+L7pnhwTre0xywcIyQYEelsLOErmBqw3lylJEPtfv97XbgYyiKHtXGIZchsk0UNQ3dN1uXLfPdFxcHQ4ma8E30GUGce+993qpw+b3YrFobJW2tWa7FARt6YIuToLlNwvYCEg29dHMbZptsIWOi1hWDDBaab7v+74PPv3pT3OfIfuiErNj0x5WuegiTbuvZSk4mNb96KOPwoULFxy3Jl0sTQQasAnaMy1XBXlza9Ptj+nt3j6Iho37gulzJwk+fXtP43iqot1uJ8aHl1rVJ7B+nma3Vqtpu93guzJrYrlchkqlAvv7+3PvLipo5pn87rSBFw8hgumdTrZjTJYTRZETNyJfoNuj4samq/TwIVzMZjNhubpubKYuzfgu+T/9vctkRSRUs5K6WH9/9Ed/BJubm0bv5gVLYecEIG8EFJF2u3zWJ3M1Y6FQKEAYhok0mYsKcmzzsN5Ewq/KYUsfhjowWQuuXTlomDCDvpCFhvr8+fNQKBQSwg4JVy5KJKIoSrgR0dY11XJlbi152G+2WIQ+sFyVdZRfdEwG/p8Hi40O8h5DizE7Ku1gCTis/um4TLPawwIqnLJOPU3CRqDLm1JdF0s3NkOkZWnQbcMiIqt7dnTm0CROpdVqGWd4IXFS5tknKpWKFTHu9XrKzy5CzFyWlrWsmDsfFmUZyLXQ6XS0b2APggC63a52vVn0NUv4VrbQgqvK8zRYmnwdt7A8QMVqQj6bBWRWGnwGQN36IXInV2kPqw6e+9oiCjsnAUthRwMqpt1FImyLAl23MVUzu445nvTN12lPEATcdKcnEb6UACqHlS83Uxo6cRqn8XBxTQPzzHjRdMG3BW8RsKhj4KouFICRgVZVeOWBd1ARzrJel6RAxttzIsu96/bz3B+Hw2Hie9cxOybpt08zlsLOAsPEneY0wGZcaELkQkgxvYMjr9Al1qbuOK58w33495802IydT1QqlVTuockjWFYi1/OxKOvept9prWGVGI2s9xMNHg3VUTCkLRyFYRjHFbXbbaE1VdWyYwPemNHWpzxYdhAm45G3tauLk8OBpYC8HQzlchmuXbuWdTOs4WpcXTPT5DMkQV30TW+CcrkMURTBaDTKuila6+Xee++F8Xg8F1wpS5cqgq6rkkvoWjld1pOFG1sQBMbKizQYZJ9r4cqVK9BqtbyV7xN5OytFCMNQ+44dWXkm5SzKmGV9/pHChUxw8JWBjdUeXtxk1pYdVptMUK/XcyGomWJxW54BRJqMrAnASUCeY55cMjU+hDLfKBaLcRBn1u157bXXlJ+t1+tasTwqB0iWwk4WWBSmzSbI2BQ+10KhUDhRFmEdyO5qEa1J3fV35coVOHfunLUFhsfU5jkbGw1TK7xKma6wsbGhXG4atEh2zw5CZNlJi2bazEW5XM79+hVhKews4Rxpuw3oQmTa5h14BwcH1vUuYQ5T5oM8REQHis5hQ66FLLBcf2yUSiW46667vJStQhd8YZGYZR/w3WdZvB8LZHpm+n86+9YixVboeDuoCKBPP/00vPOd73TTuO/glVdeUX42DcU0bzwGg0Hie55QtLKyAm95y1uctonEaacfiNOpNloiV1Dx+VXZpKqXFqoeKlmnWnzggQe4qXQRWRyQOgTzwoULuSCwsjak6dstg4t1l+WY+1iTqv0hLSE+x0Blb+YJPubk3LlzcRC2b+hYXXxZJXT37yJYdnzHbvze7/2ec4WADq3O0rKDLt88oRhx+/Zto8uJTfq2yG5otji9PVeATmBs3ojYouDKlSuwtrbmpKxarQbnz5+XPqdq2SFvDM7CdalWqy2sy5QPdwjXYLVNdqEegN+1cP/99wtjVNbX1zM9sNrtdup1qvjm0+j1el7HCfdmFvtTJ026T6yvr8PKyor3enzTEFfl8xIUPPzww07KTwMmCQrShomwQz7rK1sk3R76fj3RPTsmY2liMczzeewbS2FHgJWVlVSYNpuyG42G1v0AaUCnPyZ3U9hCRCR4bScZ0NNKMEz2AmbOoctw1RaV51Se1QmCzzILYq1WS7U+euxUYkhcMxPdblebRthax1TXl++1wFq/vV5Pax9dvnw5EyE1K9BrVIdW4P88RYgKaKb23Llz8OSTT2q1JSuYCDlpexcsimUHhR2ZZccUi+QemQcshR0BaNOiCZPsG+VyObUgVt1No+vuVK/XdZvEhKydJps/6ziNPMCEsbMN+rVFqVSCdrvNrRvXgg4zeFLWgq/5yPJOqTTWWJoxO91u11pwazabqVoDfcRE6Lgxmlzs6qLNotgMVUY3L8KQTTt890FV2AmCgJmNLa2YnaOjo8RnkWUnLeRlfWWBZcyOAKKMMDIXqCX00O12tf2/TS1CJvEZS1Pw/CGuImTnYaxEh4tP94FFgUsG7IEHHogDc33j+vXr8I1vfCPxna/1JhOW00QQyC9+TBM+XZ7SEl673S5sbW0pvyMKfMdziaQ7eaCDLKgkGeC9g/9/6lOfSiQN8L02dcoXXS7qCjxhh75UNA+u3XmiG2ljKewIcFpuvXcNVmBmnmBioctiLaDGMW/aQJGQyTo88xJ35Go96qwF3wHAsjLSZjJNMlu5hK99Sgr2ZEzGaT8jfM21SLkkool5sEjgmtBViObhvFShG/Rvjz/+OGxvbzPfKRaLzl09de7OSUPY4bmxTSYT5nO08q1YLBp556gqbfOwrvKApRubADqbNO8Mfl6hMm68zUwHAAIcExJVwqEiRGBZWcXs+Lo7JC3tWxCYXwopg8082ByCPuM0isWi1BKVpTCRVt0qiUZIsBhiFXcRG2Gw2Wwy10LarnRZIc21mHZ/dZQF9LMsYScP8+UaKgJnEATO3NMROp4ZKBj5BG+tIH9CC0M0XSoUCgt7efAiYSnsCDAejxOfl4LMMVymZC4UCsbEkDUfnU5HSduqQqgLhUJslTg8PDRqoy18xWPp+g2zNK0q99Zkccj7rtPnWqhUKsL4oUajkWmweRpWumKx6IRBsknmgGtIVEaxWMyELjSbTW0liK890el0mN+7PCtV2x6GoRNLm601FGk2fZbYlJ0WTCw7acPEjY2E6/bzrNkYs0NbdFzVv+RH9bB0YxNguZj8AzX/k8lEm8Cazs/169fh4OBAi+ikoSFKCw888IAVk6Yi7ObBP1mnbt9rwdU4pB3cqhurkjUj5EubzuuvaC34uqdLVwFSrVZPhbvdzZs3YX9/f46pVHUDdrVeWPOTRRZDFZjE7MjgyxsBYeLG5hM8d3NUltPr6zTfdZMllsKOALwUlmloC04bqtWq1iFeLpeNx7zZbM5Z7WRI67LCNFCpVIwuA0QiXSgU4Nq1a8zfEOVyGa5evWreSMeQzZmOa1pa2Q8XEaxD39d+SYNpkAksorWQF6aGdMfNA0yyeqqsoUKhAGEYcq1NLiHiAVhrRiZQ1ev13NyfJAOrL/j37u4u0708K7DclX3cs8OaV5rHyIoeLJX2x8gPBcwh6PtrlovGHwqFgjdNKAs8AkV+RxKnvN1llAXW1ta4muwwDOcEIFrjtehCImIR1kJWY51mKnydRBmm6HQ60O1248/r6+uJc2AR1kIW2N/f91Z2XmKieM+YWNG+/vWv5yKlvakbW5pnt4plB/coPus7QQGrLbTQ59qyY5tV9rQhH6qnnCKrOI28IisGynW9PLMzDfLQItfCSWHadREE+cmsZgJX92Qt6YIYebFouAAZtwcwbwFcroV50FmobJF1Ug4ajUaD6apFW3ZYijNePy5evAhnz5513VRtmI5zq9VKbY5QiFBh3FmWHV/8BA069bSve3ZkyiVSWXOasbTsCKDjm2+zgfJEyEWo1+tw6dIl5efTyG2fVrmytbAoc+gSKvPri/HN0jXqJMVv5RUu51fEDASB3Z01i74WfNBoF2Mia5cPbbbMqoHlnD9/Xsg8i9zY8gaVRD2837Lqk4q1RiWJjivwLDuf/OQnYXd3d65NaY/br//6r8N4PIYPf/jDqdabNyyFHQFMGLWTbiZcZM0+DRnRIefyJGmrAfJ7+PqCSn8ffPBBJVeSk7YWWFA9mH25r7iMuzBZ66pxR6y1UKvVYGdnR7vOkwKXMRuqVnjyeRo2Z7JJkhOWcJ21gKCKb3/721k3QQqV9ZWmGxtvfdIxq64tO6p9qlarcVtOOn8qwlLYEcB1fvgl8gPdQ4dcC3k/sGTQuYuIhyDwe4+JD7AIPfldpVKBwWAgLWdJF04farUa3HXXXXPfs9bChQsXTnUsj+sAddUEC2EYMlOFmzB4NgIyK2YnT3RQBboxO+RvvpVB6Cap48bmEzzLTr1eh6OjozlBN4u1cJqFHMRS2BFAhfFBLBoxW3QEQWCc4jIIAq4fK28eB4PBiWFgbMcOAKDdbjO13+R3+EyesvMgbIi/yVqIouhE0AgctzykMpZlvXIx3mQZ2Gdy7bDWQt5iTNIGK2bH5XjwmOkgSF5gjM+peiPIEtaowiQbm2ldeUOz2fTOWJu4sfm27LDWJM0/+kpQsIQalsKOALqBlieBWOUVaWWAabfbcO7cubm5Jz+f5nkulUpQKpWYBJsOUsX5QWHHR2BoFnAdgO0DutmkdMcyD658mAL9ueee81pPqVRKXBRJCjeLsBbSRqVScZqNzXSfp32RJ52ggPWbyvtpwsRKLRPYfPdDJUEBKpeydGObTCaJteDaje3d7353KmnWTwqWwo4AeTjQ84YsCHKadRaLRWg0GnPfu1oL99xzj/YdP3kCa2wQPtOP2pYtW0M6a+y00QXW2CzCGKho9FXmnbSCFotFpvVg0aFzz5QMly9fhr29PRiNRs7KNBHMRXNz6dIluHPnDrONqoIJj4HGell3s4kSAqTNuP7TP/0T0zUT28ND1vFHJm5sJvfKqYLnxsa73NbVuP3wD/8wvPWtb3VS1mnAyaDUnkDHadx9993cZ0+Ltr9UKim7BZwkM6urmJ1Go5GrC/4WBSaBwjRU1qNKPcuYnWPm+PLly1k3Q4h6vT5395MqVBmT5VqYh+u4DVN6K2oDK1WyqkAVhiG0Wi3u7yyLUh75gwceeGAhzyKT1NM+wZvber2esPrI0o+ngZPEk+liKewIQGsD8GCTmU9PMhqNhlMt4KLAp2ZoCT/QPVRUnz9Na0E0JnlmlNJiKHhrIY/MbZqw7T+eo8Vi0dgtzIWlmVcPWTb9jGnMzqIg677cf//9AKDGa6WRGp5n2RkOh9DpdLgWnjTBStxx2mAl7ARB8OEgCP4zCIJ/DYLg00EQdInf3h8EwX8FQfA/gyB4wr6p6WOR3Y1OA9IkGsu1YA4f8+SrTJUL2E7zWjgJzJopisXinIDHWws8Jn0JPXQ6HVhbWzN616ewI4LIonSa948r/OVf/iUAqAkyLIHovvvuc9oeXszOeDxOfO/rUlETnMZ1aKua+zwAvD+KokkQBL8NAO8HgP8zCIIHAeApALgJABcB4AtBENyIoih/aZkEcOE6c5pxkqxceXdJWEIMno99Wmlp04ZtG3nvnzt3Lnf952lWXYPlusSr1zTb4WmA7V1tZ8+eVUoMceHCBS9rQ6ahX6RLRXnIc9Y4TBBi4sa2sbHhZT2oZPJznY1NB/Q45EHgShtWPY6i6HNRFCHV+f8A4NJ3/v4RAPizKIqGURR9CwD+CwC+x6auLNBsNlPZ2FkTj7xDhZC4ro8u3yXz4rLtJ0mgdAXfhPw0M7KFQiFXKdgbjQZcvXrV2kWEt49k5S36WsizKyIP9XpdyWpTLBaV3HdcB5DjmiDXVF7PeJN2Ze3GhjARdgqFgvN28wRqmjb4iNnJeg4WCS4p3TsB4P/5zt/rcCz8IF78zndzCILgaQB4GuA4Q8pgMIDRaBRnSWk0GjCZTGLf6EajAbPZDI6OjgDg9Tiaw8NDADj2TQzDEPr9PgAcB9IWi8X4c7lchnK5HN+UXi6XoVKpwMHBAURRBKVSCSqVChweHsL+/n68WXZ2duIyZrMZ7OzswGQygTAMoV6vQ7/fh+l0Cjs7O1Cr1WA4HMZ9aDabwj5hwB2W6bNPs9kMisUiVKvV+DP2YTAYJPo0HA5jU2yz2dTqE8Bx1pSNjQ2jeSKxu7s7d6/HZDKBwWAAR0dHXvoURVGcQnU4HEK/34ezZ8/CbDaLx5nE0dER9Pt96TwVCoV4nm3nCeCYmO/u7hrPk8p+Aji+M2BjY8No7SFDdXR0BDs7O9J5Ajh2AcC1U6vV4ODgIHFvAf5eKBTiPmEf0bVod3c37tNkMonHKIoimE6nsLGxEe+94XAYp8uV9Wk4HMLq6qrWPM1mM9jd3YXpdOptnsi1h/ul3+/DxsYGs084TsPhEHZ3d6FWq8V9wHbjvJN92tnZgcFgAIVCAY6OjmA4HDL7hMD3Vfs0m83iucd5AuDTvZ2dHYiiKMEA9/v9eF8cHh7GdYxGI9ja2ppzgTk8PIStra2YRpDPk5nF6HmKogiq1Wom55MLuhdFEVy4cAEODg7iNrg4c2kmkxxv3Ge8PuG44jz1+30olUpweHgIk8kk3rMqdA9pbbvdTvSpUCjEbdza2oIgCGL6sre3F7d1e3sbxuMxVCqVuG3b29sQRVFcV7/fh729vXjPnDt3Dr785S/H7ZnNZvGz+/v7c/vJ1ZmrO09BECTOaNLitre3B3t7e8y1h3QVabJPPoLXJ+wX68zF9ba5uTl3183BwQGUSiXY3Nx0tp9w3nGtYZ+2t7eh0WjEfcJ1NR6Pod/vO6ERo9EIguA4Hb6IRiCtxzWMc5DV2nNF93QgFXaCIPgCAJxn/PSBKIr+x3ee+QAATADg/8bXGM8zxfAoij4GAB8DAHjkkUeiarXK7ATtQkCnwKWz4tAaHfozXQcddF+tVuMNAwDQ7XahVqvBrVu3IAzDOd/+ZrMJm5ub0O12oVKpMMvj9Wl7ezuugyzXR59sPuv06datW1AsFuf8rVX7dOvWrfi7TqcD7XY78RwudtkYmPSJrgv7hHWVy2V48cUX59qNa1I2T7jRRW1Q+Xzr1i1mylKdeULI9lO1Wk3Mpc7aw8OgXq/H61vUx29961tQKpVgbW0Nbt26BfV6HZrNJjSbzXhd4O8kg1sul+Ho6Cg+tEl/fxS6hsNhzBivra3BnTt34vrpeef1aWNjA1h0SjRPYRgmglXpMWK9D2BO9/BQazQaiXkj68DDt1qtxm3D3/EQoue9Wq1CFEWxQqfZbCbaQPbp+eefhyiKYG1tLdFvWZ/CMIS1tTV4/vnn43li9RHR6/VgNptBu92OmZtmswmdTgf29/eh0+nAbDaD/f19KJfL8Tzj/sFxXFlZiftYr9fhpZdeSjzPGsONjQ1otVqZnE82n8nytre3mbTUpk+lUinBaNLzLzojcV5wPgqFAlQqlVhTPhqNoN/vK9G98XgM7XY7Fv6xT1EUwSuvvAKj0QhWVlagXq/He6bdbsdMWq/Xi+vBPvR6PWi1Wok91m63Y5rearXg+vXrUCqV4jZj39rtNnc/sj77pBEo7LGsA+SZS7cBaXir1dKigwgXfcL3eGduGIawuro6pyTFS097vZ5Wm0WfK5UKFAqFBP9WrVZhNBol5hrrxHanSSNwHHANVyoV5hmvWh4ia7qnA6mwE0XRfxP9HgTB/wYAPwQAj0evq3NeBPj/27v7GDnO+z7g39++zL7eHkmT7JmkRFKWRFKMalOgFbcxYqdu41gNZANGbRUonBoohAAukLQQkjAGWriFgQAV2looINdwYDuo68JNUsRI/YedtjZSwE4qWoqcxBLqtpL8okg+kTzybm/vbu+e/nH7nEbL3dnZnZfn98x8P4Ag8u6498zud34zz8zzPIPwAu6nAPx40Ua6NG2sP5VX0lvHPg4dSSKr+SPz4n48v6j3frwToFHUEsGk09mzZ1N7Rs+047eLodHaaGzTPDQtPR3nvdQ0Z6eMkq7G9gsAfh3Aw8aYfuhbXwHwiIg0ROQsgHsA/GmS3+XCIuOxk06+JJ00js0XEeZtQePFf54Dv8YsjMtrruE8B/m4NB2Yiz5nR6Ner/eGK7qS4Lk9ecyPHP8dUZ0rXzoYmhcosOLUiQ9/+MN46KGHMm3HvHN2XC4OcO7cucgHgxdZ0kvM/w5AA8DXRx/2t40xv2yM+QsR+TKAv8T+8LaP+bYSG4CJV5dardbEB8nZA38ZV7nImobiur29rWpiNgBcvHhx4hynslg0FysrK7cNb5jntTRmYRpflv1OKu02RQ3xCfMpCy7Z99EOTZvHpOXg5/m8F118YlFx7yT5SkvHLU5n573vfS8efPDBN+Qur9XYxmuDy/fNvlef+cxnUrtr6ptEnR1jzN0R3/skgE8meX3XJoXi7rvvLvUJ5jw0XaFNKpwF10XeymJlGZ81m02sra1NPKiEh7Mkfep9WQ8WVqfTUTUUMwgCZ7Wm7FmYV5yryrNqWr1ej70Pd7vdqVmN6gSlUVcnrcbmS732oZ2z9vlp2zA+1yupqM5OWBarscVl36vlk08yAAAgAElEQVQgCG670FcWeo5YRHPwoRhTvk6ePIlWq3WwWtM0k8bxlzFPiw5V0XawDE9ynfekctbPlSEXaZ3c52We4bvzZDWtzEy6K+jT+zuLlm1Z9BlpeS09Pel3h/9P+eKYqwjzjG1kgPOX53sezgI/6/mkUeTHV22ZNsF41jDSOOPrZ1l0zDNzUzxFGP/e7XZvW/UoKR+ynuW8lF6vN3W4uw+ymIuXtnlq9xNPPAHg9tW90jCtAzVplcnw/ylfvLMTIc5TmqkcmAW34jxEcJa0hjotkgVfh3S6PqFxJe7nVYS6oGlIok+i9o3xelWk/UjLtow/KytKlh2Maa89XhtcrsZGvLMTKfyAzFk7eLVaZYgLLJwF0mGeg+48S9DO4kMWNJyQHDt2zPuln2e9jz5kwTeuhtWlNcyo6KuxzfMzWZrnApLtfGZx0WlaXsdrg4Y5O2XGSzopabVaWFlZWXgcKU2n7f3R1B5NbcnTIvvZpH9z9913HzzUl9J1xx13qHtv4+4vQRBgZWXSs7Qpa5Me2p23eS+khJVlNTZfiEim8wwrlUqsC91a7uz49vmlhbciIkwajx111amsIZqmSFcTxrOg4fk21Wr1trksNJ0x5mBej91XgyCY+7P0aZ5G3H2waLVr2vbE/axFJNaKXz5lQYs0hqT6xrc7O1F824Zer5fp8XreOTuu379Wq+W8w+VC+bZ4DpPGhNZqNe+HZtD8wlkQERVXfUUkkwmXacvzWS9Rv8ue+Ce9cjzPWHEqNmZhflrnCGV5EupbZ8f3YWzh71UqlUwzN62zM14btNzZaTQazj87F9jZibC5uXnb10SklFemym5SFkifRqMxdf+0S1InLfRlyoKrg+Kiv3fef8csZMOnk6m4bY17l3RS/fHp/ZhFy7bMc6HhXe96Fx577LFM2jFt6enx2sA5O26xs0O0AC0F3yd5nMC2Wq2JP3/r1i0MBgN+bjHxfaIyW3RZ6g9+8IN461vfOvXf+LJf+X5nZ7xtKysruHLlSqYLFMyaF+QyA+zscIGCSEmftE7FUeYsnDlzxnUTEktzieAyZ8EXeZ1QMAvxuD4xnkeS1eBOnDgx9RlgRaFlW+IOYwPiP/hzEdNee7w2xHkOHGWH7zypV/SDh3adTsfLIh3OCOdWTJfHXAUi7WZlNcnCREW6s6NlG7TcrYjbOc6ywzWLlvfKJf/OYHLU7/fn+vkgCDJd4pDcmTcL9DoNB8fxBSbC5r2SyyzEp2UBjUXaUalUZs7PZBbmo6EWzCN8khjnhNHOCywD15/lrGFsebVv2u8arw3jK4FSvjiMLUVchjQbPt5VIJ0mHWiWl5d5AMqIlqXRjx07NvfCMr1eL6PWkHZp1wPe2Ulf1N36aR2hLO5wxO3AxH0eD2WD73wELQdqXxXp1ul4Frj8uF+i9uV5D95FqQs+TEJOy7Tx8rNO6mZtf1GyQOms5DetQ12U/SjM9Ta5/v3WtDoxXhvyvNtEt2NnJwJ74WSNZ2H8oMaTHt3OnTt38OekBxzWBb3yvoLOLBTPonN3or7n252dKFq2QcvF1Gq1OrEOjH/N5Z0dLe+VS6zUETY2Ng7+zEm85RbOAnD7Z6ZlbkJWtGU07+ephI1ngfyVNBfMQjEtmovhcFiIBXV8GMY27wl8t9vN5KLk+fPn8elPf/q2r086Z9Dy3pUROzsxMaTzOXHiRKKn1BPNMs/qSEW6spqHMrxP586dw/Hjx103g5SYVSPinFzXarWJc72KWH9cb8u8nZ16vZ7JnZVKpTLx2UqTfs71e1bmBbS4QEGEol+tz9KRI0cyXako76JR5iw0Gg3Uav6XirROOMqchSJptVrY2dlJ9BrMwmSuT+qSSHLXuFarxRrSpJ0Pd3a0P05gvDZoeM6Ols/OBb/2wJyFT/DKHBJCIU72FyUihdj+tPbhIrwXcfla9/Jqd5myUCaL5mfayWwR7+y49Mgjj+ADH/iA62ZEGq8N9s6Oi5rBOTu8sxMprzk7RZTW+6Vl+deNjQ0uQuCZSc/TScMiWXB1sInze8tS28bHzKfxmbAuFEvUvIo4edne3p76uj6Jc2fH5TZ97nOfw+bmprPfH8d4bXB5Z4edHXZ2SLkgCFQeKDS2iaJxgmi5LS0tOR9GQnrFrQ2L1BANHQRyS8OcnTJjZydCEASum0BT5F00mAVdXJ5wMAt+inqo6KITd5mFeDSf5KW5etq8D67VSvudHR+M1wbe2XGLnZ0IPJC5p+VK7KwssPDrluZdHdYFvRb5jC9cuICtra2Ffh+zQGFF6exE4bEunvHaoOHOjuvf75KOM0ml1tfX1a/4UXSdTmfi1/NeQnF9fT3y+1rmFhVRWgU6rY7zrCxMU+YDTd7yeq8XzQLpU6lUIlfXG786PukOx7Q5O1RsrVbrtuyM1waXd3YuXbrk5Pdqws5ODHkdOIu0BnoaVzGmvUav18Py8nKi104bT2Rnc30rncMv4ivDe+TyieZl48Mdj0qlghMnTgB4Pf+T7twlGUKr3be+9S3XTUhNnu95s9mcucqay3rzzne+E9euXXPyu7VgpY9gC13WO40vhXAetVot8UNFp50cu5hoPmn8Lek2aTW2ND63og1dinpfipzzSqWS+KJJ0bKQhTNnzqDdbrtuxkLmzf+sTp32/cnXz0mj8dpw8uRJfP7zn3fTGGJnJ4q9Lcmrf8SHB/ojqpOchqJkQfuJlw+KkoW0hbMV7gAUMXPhejOts+PLdvvUTu1tnfRQ0be//e2OWkM8i49gx1xq36mKTsPVU47N12XRoSRp7MvMAlnMgr/irDgWFmcY7s7OTqI2uRZnqK+G4cBBEGBpaWnq910PmQZYG7RhZyeC3WHyurOjYQfVSMPVU342/qtUKjDGJD5IMwv65XUixizEU+QLhnEeVOvL9vvUTu3zwKZlgTXDDS49HaFer2N5eXnmxDMqvvHFI3w5KGji+j1L685OkRYSKZpFP99F/x2zUD5RWdF+Aj6L6xqdFg3bwdqgC8/iIzQaDZw9exbXr1933ZTS0lC0AB13lygZztmZn5b9L0tBECx8975MWaDJps1PmvYzmvnSzlk03D1hbdCFw9gi9Pv9XH5Ps9n0/opQ0eWVBcqOvbOT9IBehiwU5aQnjlqthmazudC/LUMWymhS5zfJnB1fFjnypZ0+0FYbylTTJ+GdnQj2gaJZr/wRBAFOnz6d2ev7bNrDOvPecflwWf+lNbHWpyxouMI5L58Oyj5lwSVfPtNWq4VKpYJ6vR77AaFx5uz4cjHTl3bOoiFv2mpDEASlHlrHzk6E8FwdDTsPvS7pM3zmNW3eVq/XK8wBwieL7I9pXbUs2hw+TbXtwoUL2NjYSPw6eW1T0bJQduE7fNOGIUVla1qN8SUncVY+1VQvptFwkWfSZy4izu6elf0ZSn7sgY6EC58PO3hZuPgspg1zWV5eLvXVEp+kdYd20SFPNFuz2cTW1pbrZsTGLMQz7Q69dlEnzZPuFE/r1PhyQYznOemZVBt6vR7fY0c4QDOCHXPJcLqj5b3XNv627BZ9zk4aFsmChiuNlD7WhXi01PEkkszZ8eXOjoZn6KTF9TZMqg2VSsV5u8qKnZ0Iec3ZIf20jb+l+aW1H5cpC77VPc7lo7wVac5OkTo7rrE26MLOTgT7EEIirlLjv7Q+Q2YhP4u+13l9RswChU3rJPh2Z4eSY23QxY890JF2u827OgSAk/uKIK19mVnIx/nz5zEYDFw3IxKz4L95a8L4z4f/Pm3+ZpE6Ozwfioe1QRd2PSMMBgNUq9VcVv5iAdFN+0lX2XS73bn/zZve9KZUJkoXJQtRQ1Y01KN6va7+6mhRskCzjY/ysH8P7yvD4XDiv/VtGBslx9qgi+4jiWPTClcWRMSbglhGeWaB3mj8AFyr1RY6Ca7VaqjVaokP6MxCtnw64WIW5uPTZ7uIafM0fLmzo/3igk9YG3TxYw90JM8dn0sS6haVBX5u5VKmEwLfsi0iuT6Dq0xZmIdvuZmk3W5HdlImzeedtt2+XMgswuemBWuDLuzsRMhzzCWLjG4cf+tOWs8x4pwd/ZI+dE9EcOTIkRRbFI1ZKK5pDxW1JnV2yjBnh+JhbdCFXc8IPj3cjrIVlYXl5WUeJDJy/vz5WE/1zhPrQnZExKsHUDIL5TFpjs643d3diV/35c5OnBN0HuviYW3QhZ2dCNMeEEblE5UFFv98JVkOPo3Pyqe6EOcJ8LQ4n7LgUhGzZvetcEdmWmfH3tnR3ulpt9u4du2a62YUAmuDLuzsRChigabFMAtkMQv65fUZMQvlNc+cHV86O0Wh4fmIrA26sLMTYZHlbamYmIXkXBf/tH4/s5Af15mZhVmY7Pjx466bkLppJ9BFes4OpYe1QRd2diJwzCVZ07LAFVf0yfqqXlHqQpzn7LjsbFSrVfWdnaJkIW2dTgeHDx923YxM2ExOqjO+z9kpCg11g7VBF56pRdje3nbdBFJiUhbuueceHsQcWfRglsaKbKwL+ahWq1heXnbdjEjMAoXryaw5OxqGV5WBMcZ5h4e1QRfeWyWizK2srKDZbKb2ep1OZ6F/l+czWIgovaXjtZmn48KLYkRu8c5OBI651OXcuXMA3NyiZhaSOXToUKpD/lwOHyxKFlxf+cxKnttVlCxkqSgn+uOdm0mdnWnL5Ps2ZyfOKo6a64eGtrE26JLojEFE/qWIPCsiz4jI10TkxOjrIiJPiMj3R99/IJ3m5ou3IXVxWcCYBXc0HLjCmAXdlpaWcjvRYBYobNYwtiLRVpe1YW3QJenl0X9ljPnrxpi3AfhDAP9s9PX3Abhn9N+jAJ5M+HucYFjJYhbcCIJA3UNFF8kCx+rnp1qt5nY3gXWhfOxJ/qTheWXq7Gimod6yNuiSaA80xtwM/bUDwCbs/QB+x+wn7tsickhE3myMeTnJ7yOicqnX64Ud85+HqPcuznAUXr0lmmx5eRmnT5+OtY/ceeed+NCHPqTiJHyWRqPBmkCFk/hyg4h8EsBHAKwB+LnRl08C+EHox344+ppXnZ1FJ0FT8TALZPmShQsXLnD504z5kgVKblJHZfwO4rS70I1GA08+6ccAl3a77boJiWnokLE26DKzsyMifwRgZcK3Pm6M+QNjzMcBfFxErgD4xwD+OYBJSZt4SUNEHsX+UDecOnUKg8EA29vbB7cAO50OhsPhwUG70+lgb28Pm5ubAF7fMfv9PgCg1WqhUqlgY2MDwH6RqdVqB3+3w2LW19cP/t5oNLC+vg5jDOr1OhqNBvr9PtbX19Hr9dBsNtHv97G3t4dKpYJ2u43BYIDhcHjw962tLezs7EBE0O12sbW1dbAN3W5XzTbt7e2hVqup3yZrdXUVIoIgCA6GCGxubmJtbS3Xber3+zh27Ngbtml3dxd7e3tYXV0t7ecUd5tu3LiB7e1tiMjMbQKAnZ2dg89+fJuMMbh16xaGw+HEbdrZ2QEA3LhxA8PhMPVtstsR93OybV5bW8v1c9rZ2cHa2hp2d3cnbpN9rzc2Nm7bn+zJwq1btyAiXmcvy/0JQOG2Ka3PaTAYAADW19cP/s3a2trBNrjeJns8uXbt2sEqjVHbZK2urqLZbCIIAty4cQO1Wg27u7sYDofo9/tYXV2duE3b29vY3NzEYDBQ9TktUsuB/doQBIG67AE4OC7bz8nF/nTjxg202+1C1j0t2zQPSeu2qoicBvBfjTE/JSL/HsA3jDFfGn3veQDvnjWM7fLly+app55KpT1pWF1dxdGjR103o5SuXr0KEcGlS5cOTrw2Njbw3HPP4fDhw7jrrrtybc+kLNy8eRN7e3tczjiGjY0NbG9vx3rQ4NWrV9Hr9XDPPfdM/F61WsX9998/dV7Ga6+9hhdeeAFvectbMvls5q0LV69eRavVwn333Zd6W6L0+31sbW1Nfc93dnbw7LPP4vjx47jjjjve8L3d3V0888wzuPPOO3Hs2LE8muslHiOme/HFF7G6uoqLFy8iCAI8/fTTOHv2LI4cOeK6aQCA559/Huvr67h48WKsE6erV68CAC5dunRwoeD69esIggCdTgdXrlxBv9/Hpz71qYn//vr166jX696v0vXSSy/h9OnTWFtbQ6/Xc92c24gIjh49ildeecXpqp2sDdkTkavGmMtxfjbpamzhs5GHATw3+vNXAHxktCrbOwCscb4OFU2tVnNaTImItNK2sAiVh4ZhbKRL0jk7vyUi5wDsAXgRwC+Pvv5VAA8B+D6APoCPJvw9TnDMJVmTstBqtRy0hFxjXSCLWZiuLPUxfGI9q4PnwwIFs/jQkdDwPrM26JJ0NbYPTvm6AfCxJK+twd7enusmUIjLIjspCz4UfS2CIEj1/dKWBR/FeQ+Z8WhFyUIWDh06lPtwY9c0nGRn7dixY7j//vtdN0M91gZdOAYngp1sRe6ET7bslUIXJ2DMQjL1er0Qq/wAzAK9jlmgMLs4SpE1m01885vfdN2MmVxfqGFt0IWdHfKG6+JFVETcr4ji4/5C5B8+1jdCUa5E+6hSqaia/M8skOVTFvhwwGz5lAXK3qwHIJdhmBvtY23QhZ0dUunixYu4efOm62YQlRI7QkRvdP78+YPngFidTge1WrzTqGq1OnW5fCLKlp5L5wrZByJR/ur1uqoDA7NAli9ZaDabiVcEYqcnmi9Z0MLnPLXb7dtWWws/nBeInrOztLTEq/0lwtqgC+/skHc0dYKItJo1FNTnE08i33B/I3KHnZ0IZXlOgE/uvfdeJyveMAtkMQtkMQsUNmvODpUHa4MuHMYWQdMEedpXq9WcXCFjFsgqWhZ4xXlxRctCVsqSsbJsJ83G2qALP40IGxsbrptASjALZBUlC/bEjCtELa4oWcjK+Ml/0TsD29vbrpuQi6J/jmlgbdCFnR0iIiJKXa1Wi71aWd54wk5UHjqrkBKNRsN1E0gJZkGXqBOVrO9ULJIFX++e8IQwGutCtG63C0Bn/rNok9aOXdq63S5rwwysDbqUY89cUFkKF83GLOjh+sSpDFngiUw8ZcgCvVHUvlGWeRrM/Wx8j3Qpx565II65dEvTCRezQFZRsqBp//JVUbJQRlnkvyxzdmg21gZd2NkhIiKiTDWbTddNSIwXCPzg+u4/6cPOToTxpyVTfkQES0tLrptxgFnwT1YnJswCWcxCPCKCEydOuG5GIiKCdrsd+TN84DVZrA26sLMTgWF1S9OBg1nwT1YP+GMWyGIWymXW563pmFVmGu7AsTbows5OhPX1dddNoDEi4qSQMQtkLZIFX0+CNJw0aMa6QGGcs6ODhmFsrA26cLkI8kqj0cjsij1RFi5cuIDNzU3XzZiLiGBlZcV1M4iIiBLjnZ0IvA2pj4g4uUrOLJA1bxbq9brqJWmnXQXtdDo5t8Q/rAsU5usd3KLRcEeatUEXvUdgBfhQKLKYBbKYBbKYBQpjZ0cHDcPYWBt0YWcnAsdcksUskMUskMUs+C/Nhz/u7Oyk9lrkN9YGXdjZiaDh6gDpwCyQVZYslGU7k+B7RGHMA1nMgi7s7ETgRHiymAWymAWymAUK4zA2slgbdGFnJwLHXJLFLJDFLJDFLMSnYdJ41tjZ0cN13lgbdGFnJ0K/33fdBFKCWSBr3iy4PuhSdlgX4qtUKqpXJUwD5+yQxdqgC5+zE2Fvb891E0gJZsEfvV4P3W43s9dnFshiFuLLcp/UgvM0yGJt0IWdnQhprtJCfmMW/BEEAY4fP57Z6xctC1EnaLwrFa1oWchS0e/qAOXYRoqHtUEX7pkRms2m6yaQEswCWYtkgZ2GYmJdoDCe4JLF2qALOzsROOaSLGaBrLLM2alWq7xSPQPrAoVxzg5ZrA268DJEBI65JItZIGveLFSrVSwvL2fUmuwsLS25boJ6rAsUxjk77n3xi19UcYeNtUEX94lQjFc1yWIWyFokC5rv7kxrm+Y2a8G64K8s8s19xr1HHnkEa2trrpvB2qAMOzsR2u226yaQEswCWcwCWcyCv86cOYPXXnst1dfkgyTJYm3QhV3PCIPBwHUTSAlmgSxmgSxmwV/1ej31Bz8Oh8NUX4/8xdqgCzs7EVi4yGIWdKhUKqhWq06HizALZDELFMZ5GmSxNujCYWwROOaSLGZBh/vuuw+3bt1y2gZmgSxmgcI4Z4cs1gZd+GlE4JhLspgFHer1OqrVqtM2MAtkMQsUxjk7ZLE26MLOToStrS3XTSAlmAW/ZHmFlVkgi1mgsN3dXddNICVYG3RhZycCHxBGFrPgl0qlktmzFoqUhUqlgiAIXDfDW0XKAiXHzg5ZrA26cM5OBI6/JYtZ8Euv18vstYuUhXvvvRfb29uum+GtImWBkmMeyGIWdGFnJ0K323XdBFKCWcjPmTNnVD+JnFkgi1mgMM7ZIYu1QRcOY4vAMZdkMQv56Xa7zhchiMIskMUsUBiHsZHF2qALOzsROLyDLGaBLGaBLGaBwtjZcU9EVAwhY23QhZ0dIvKGhoMYERUD60nxiAiWl5ddN4OUYWcnAsdcksUskMUskMUs+C/NDg9XNtRBQyeWtUEXdnYi8DYkWcwCWcwCWcyC3w4dOpTq/EAOYyOLtUEXdnYiMKxkMQtkMQtkMQsUxs4OWawNurCzQ0Re0TBEgYiIiPzAzk6ETqfjugmkBLOgg4jg0KFDTtvALJDFLFAY5+yQxdqgCzs7EYbDoesmkBLMAlnMAlnMAoXt7e25bgIpwdqgCzs7EfhQKLKYBbKYBbKYBQrjCS5ZrA261Fw3gIhoHOfl5CMIAr7XRERUaKnc2RGRx0TEiMjR0d9FRJ4Qke+LyLMi8kAavydvHHNJFrNAVpGyUK/X0W63XTfDW0XKAiXHOTtksTbokvjOjojcAeDvAHgp9OX3Abhn9N9PA3hy9H+vcPwtWcxCfoIgQKWid4Qts0AWs0BhxhjXTSAlWBt0SeOM4t8A+DUA4b38/QB+x+z7NoBDIvLmFH5XrjY3N103gZRgFvIjIqjX666bMRWzQBazQGE7Ozuum0BKsDbokqizIyIPA/iRMebPxr51EsAPQn//4ehrREREREREuZg5jE1E/gjAyoRvfRzAbwL4+Un/bMLXJt7fFZFHATwKAKdOncJgMMD29vbB02c7nQ6Gw+HByhadTgd7e3sHvWY73rzf7wMAWq0WKpUKNjY2AACNRgO1Wu3g70EQIAgCrK+vH/y90WhgfX0dxhjU63U0Gg30+30MBgPcuHEDzWYT/X4fe3t7qFQqaLfbGAwGGA6HB3/f2trCzs4ORATdbhdbW1sH29DtdtVs097eHmq1Grdpzm0aDAbY3Nws1DYV8XPKY5t2d3cxGAwKtU1F/Jzy2KZKpYJbt24VapuK+DnlsU3D4RC7u7tYXV0tzDYV8XPKa5sGgwFWV1cLtU3aPqd5yKJjTEXkfgD/DUB/9KVTAH4M4EEAnwDwDWPMl0Y/+zyAdxtjXo56zcuXL5unnnpqofZkod/vc/IuAWAW6HXMAlnMAllXrlzBzs4OHn/8cddNIQVYG7InIleNMZfj/OzCw9iMMd81xhw3xpwxxpzB/lC1B4wxfwXgKwA+MlqV7R0A1mZ1dDSyvVIiZoEsZoEsZoHCOGeHLNYGXbJ6zs5XATwE4PvYv/Pz0Yx+DxERERER0USpdXZGd3fsnw2Aj6X12q60Wi3XTSAlmAWymAWymAUK07yKJOWLtUEXvQ+zUEDzsz4oX8wCWcwCWcwChYlMWpuJyoi1QRd+GhHsShFEzAJZzAJZzAKF2dWqiFgbdGFnh4iIiIiIComdnQiNRsN1E0gJZoEsZoEsZoHCarWs1nwi37A26MLOTgQWLrKYBbKYBbKYBQrjPA2yWBt04Z4ZgWMuyWIWyGIWyGIWKIxzdshibdCFnR0iIiIiIiokdnYiBEHgugmkBLNAFrNAFrNAYdVq1XUTSAnWBl3Y2YnAsJLFLJDFLJDFLFAYOztksTboIsYY1204ICI/AfCi63aEHAWw6roRpAKzQBazQBazQGHMA1nMQvZOG2OOxflBVZ0dbUTkKWPMZdftIPeYBbKYBbKYBQpjHshiFnThMDYiIiIiIiokdnaIiIiIiKiQ2NmJ9hnXDSA1mAWymAWymAUKYx7IYhYU4ZwdIiIiIiIqJN7ZISIiIiKiQipVZ0dE7hCR/yEi3xORvxCRXxl9/YiIfF1E/vfo/4dHXz8vIt8SkS0ReSz0Ok0R+VMR+bPR63zC1TbRYtLKQuj1qiLytIj8Yd7bQsmkmQUReUFEvisiz4jIUy62hxaXchYOicjvishzo9f7Gy62iRaX4jnDuVFNsP/dFJFfdbVdNL+Ua8M/Gb3Gn4vIl0Sk6WKbyqRUw9hE5M0A3myM+Y6ILAG4CuADAP4hgGvGmN8Skd8AcNgY8+sichzA6dHPXDfGPD56HQHQMcasi0gdwP8E8CvGmG872CxaQFpZCL3ePwVwGUDPGPOLeW4LJZNmFkTkBQCXjTF8voKHUs7CFwD8sTHmsyISAGgbY27kvU20uLSPE6PXrAL4EYCfNsZoeq4gRUjx/PEk9s8Z7zPGbIrIlwF81Rjz+fy3qjxKdWfHGPOyMeY7oz/fAvA9ACcBvB/AF0Y/9gXshxPGmFeNMf8LwM7Y6xhjzPror/XRf+XpNRZAWlkAABE5BeDvAvhsDk2nlKWZBfJbWlkQkR6AnwXw26Of22ZHxz8Z1Yb3APg/7Oj4JeUs1AC0RKQGoA3gxxk3v/RK1dkJE5EzAC4B+BMAf80Y8zKwH2gAx2P8+6qIPAPgVQBfN8b8SXatpSwlzQKAfwvg1wDsZdREykkKWTAAviYiV0Xk0azaSdlLmIW7APwEwOdGw1s/KyKdDJtLGUuhNliPAPhS2u2j/CTJgjHmRwAeB/ASgJcBrBljvpZle6mknR0R6QL4PQC/aoy5uchrGGN2jTFvA3AKwIMi8lNptpHykTQLIvKLAF41xk87gwoAAAJVSURBVFxNvXGUqzTqAoCfMcY8AOB9AD4mIj+bWgMpNylkoQbgAQBPGmMuAdgA8BspNpFylFJtwGg448MA/nNabaN8pXDOcBj7d4POAjgBoCMi/yDdVtK40nV2RnNsfg/AF40xvz/68iuj8Zh2XOarcV9vNDThGwB+IeWmUsZSysLPAHh4NFfjPwH4WyLyHzJqMmUkrbpgjPnx6P+vAvgvAB7MpsWUlZSy8EMAPwzd8f9d7Hd+yDMpnzO8D8B3jDGvpN9SylpKWfjbAP6fMeYnxpgdAL8P4G9m1WbaV6rOzmhhgd8G8D1jzL8OfesrAH5p9OdfAvAHM17nmIgcGv25hf3wPpd+iykraWXBGHPFGHPKGHMG+8MT/rsxhldpPJJiXeiMJq5iNGTp5wH8efotpqykWBf+CsAPROTc6EvvAfCXKTeXMpZWHkL+PjiEzUspZuElAO8QkfboNd+D/fk/lKGyrcb2TgB/DOC7eH1+xW9if9zllwHcif0g/j1jzDURWQHwFIDe6OfXAdwH4Az2J6JVsd9h/LIx5l/ktyWUVFpZCN/GFpF3A3iMq7H5JcW6cBT7d3OA/WFM/9EY88m8toOSS7MuiMjbsL9oSQDg/wL4qDHmep7bQ8mknIc2gB8AuMsYs5bvllBSKWfhEwA+DGAI4GkA/8gYs5Xn9pRNqTo7RERERERUHqUaxkZEREREROXBzg4RERERERUSOztERERERFRI7OwQEREREVEhsbNDRERERESFxM4OEREREREVEjs7RERERERUSOzsEBERERFRIf1/DwiNyb683a4AAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f = utils.plot_verif_component(verif, component = 'wind')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### plots the combined contribution of the climate extra-regressors"
]
},
{
"cell_type": "code",
"execution_count": 199,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f = utils.plot_verif_component(verif, component = 'extra_regressors_multiplicative')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.6"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": false,
"sideBar": false,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": false,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}