{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "editable": true }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import datetime as dt\n", "\n", "pd.set_option('display.max_rows', 16)\n", "\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "plt.rcParams['figure.figsize'] = (16.0, 9.0)\n", "import seaborn as sns\n", "\n", "import statsmodels.api as sm\n", "from sklearn.linear_model import LinearRegression\n", "\n", "import gc" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "plt.rcParams['figure.figsize'] = (16.0, 9.0)" ] }, { "cell_type": "markdown", "metadata": { "editable": true }, "source": [ "- [Data](#data)\n", " - [Risk free rate](#risk-free-rate)\n", " - [Beta](#beta)\n", " - [BM](#bm)\n", " - [Trading data](#trading-data)\n", " - [Monthly trading data](#monthly-trading-data)\n", " - [Momentum and reversal](#momentum-and-reversal)\n", "- [Merge](#merge)\n", "- [Monthly Factors](#monthly-factors)\n", " - [市场收益率](#市场收益率)\n", "- [Daily factors](#daily-factors)\n" ] }, { "cell_type": "markdown", "metadata": { "editable": true }, "source": [ "# Data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "editable": true }, "outputs": [], "source": [ "START = '2007-01-01'\n", "END = '2022-03-31'\n", "# Security Id\n", "stk_info = DataAPI.SecIDGet(assetClass=\"E\",pandas=\"1\")\n", "cond1 = (stk_info['exchangeCD'] == 'XSHE') | (stk_info['exchangeCD'] == 'XSHG')\n", "cond2 = (stk_info['listStatusCD'] == 'L') | (stk_info['listStatusCD'] == 'DE')\n", "stk_info = stk_info[cond1 & cond2].copy()\n", "stk_id = stk_info['secID']" ] }, { "cell_type": "markdown", "metadata": { "editable": true }, "source": [ "## ST" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "editable": true }, "outputs": [], "source": [ "st_df = DataAPI.SecSTGet(beginDate=START,endDate=END,secID=stk_id,field=['secID','tradeDate','STflg'],pandas=\"1\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "st_df['tradeDate'] = pd.to_datetime(st_df['tradeDate'],format=\"%Y-%m-%d\")" ] }, { "cell_type": "markdown", "metadata": { "editable": true }, "source": [ "## Risk free rate" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "editable": true }, "outputs": [ { "data": { "text/html": [ "
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ymrf
02007-010.002100
12007-020.002110
22007-030.002234
32007-040.002125
42007-050.002527
52007-060.002542
62007-070.002481
72007-080.002404
.........
1752021-080.001941
1762021-090.002033
1772021-100.001998
1782021-110.001963
1792021-120.002026
1802022-010.002014
1812022-020.001921
1822022-030.001918
\n", "

183 rows × 2 columns

\n", "
" ], "text/plain": [ " ym rf\n", "0 2007-01 0.002100\n", "1 2007-02 0.002110\n", "2 2007-03 0.002234\n", "3 2007-04 0.002125\n", "4 2007-05 0.002527\n", "5 2007-06 0.002542\n", "6 2007-07 0.002481\n", "7 2007-08 0.002404\n", ".. ... ...\n", "175 2021-08 0.001941\n", "176 2021-09 0.002033\n", "177 2021-10 0.001998\n", "178 2021-11 0.001963\n", "179 2021-12 0.002026\n", "180 2022-01 0.002014\n", "181 2022-02 0.001921\n", "182 2022-03 0.001918\n", "\n", "[183 rows x 2 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "shibor_df = DataAPI.MktIborGet(secID=\"Shibor1M.IRCN\",beginDate=START,endDate=END,field=['secID','tradeDate','rate'],pandas=\"1\")\n", "shibor_df['rate'] = shibor_df['rate']*0.01/12\n", "shibor_df['tradeDate'] = pd.to_datetime(shibor_df['tradeDate'])\n", "shibor_df.drop('secID',axis=1,inplace=True)\n", "shibor_df.rename(columns={'rate':'rf'},inplace=True)\n", "shibor_df['ym'] = shibor_df['tradeDate'].dt.to_period('M')\n", "shibor_df.sort_values('tradeDate',inplace=True)\n", "shibor_df_m = shibor_df.groupby('ym',as_index=False).last()\n", "shibor_df_m.drop('tradeDate',axis=1,inplace=True)\n", "shibor_df_m" ] }, { "cell_type": "markdown", "metadata": { "editable": true }, "source": [ "## Beta" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "editable": true }, "outputs": [ { "data": { "text/html": [ "
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secIDymbeta
0000001.XSHE2007-010.7949
1000001.XSHE2007-020.7880
2000001.XSHE2007-030.8512
3000001.XSHE2007-040.8642
4000001.XSHE2007-050.7715
5000001.XSHE2007-060.4614
6000001.XSHE2007-070.6423
7000001.XSHE2007-080.7722
............
501234689009.XSHG2021-081.0727
501235689009.XSHG2021-091.0100
501236689009.XSHG2021-100.8570
501237689009.XSHG2021-110.7546
501238689009.XSHG2021-120.5898
501239689009.XSHG2022-010.5326
501240689009.XSHG2022-020.5294
501241689009.XSHG2022-030.5710
\n", "

501242 rows × 3 columns

\n", "
" ], "text/plain": [ " secID ym beta\n", "0 000001.XSHE 2007-01 0.7949\n", "1 000001.XSHE 2007-02 0.7880\n", "2 000001.XSHE 2007-03 0.8512\n", "3 000001.XSHE 2007-04 0.8642\n", "4 000001.XSHE 2007-05 0.7715\n", "5 000001.XSHE 2007-06 0.4614\n", "6 000001.XSHE 2007-07 0.6423\n", "7 000001.XSHE 2007-08 0.7722\n", "... ... ... ...\n", "501234 689009.XSHG 2021-08 1.0727\n", "501235 689009.XSHG 2021-09 1.0100\n", "501236 689009.XSHG 2021-10 0.8570\n", "501237 689009.XSHG 2021-11 0.7546\n", "501238 689009.XSHG 2021-12 0.5898\n", "501239 689009.XSHG 2022-01 0.5326\n", "501240 689009.XSHG 2022-02 0.5294\n", "501241 689009.XSHG 2022-03 0.5710\n", "\n", "[501242 rows x 3 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "beta_df = pd.read_pickle('./data/beta_df.pkl')\n", "beta_df['tradeDate'] = pd.to_datetime(beta_df['tradeDate'], format=\"%Y-%m-%d\")\n", "beta_df['ym'] = beta_df['tradeDate'].dt.to_period('M')\n", "beta_df.drop(['Beta60','Beta120'],axis=1,inplace=True)\n", "beta_df['Beta252'] = pd.to_numeric(beta_df['Beta252'])\n", "# Winsorization\n", "# up_q = 0.99999\n", "# lower_q = 0.00001\n", "# beta_df['Beta252_winsor'] = beta_df['Beta252'].clip(lower=beta_df['Beta252'].quantile(lower_q),upper=beta_df['Beta252'].quantile(up_q))\n", "# Monthly\n", "beta_df_m = beta_df.groupby(['secID','ym'],as_index=False)['Beta252'].last()\n", "beta_df_m.rename(columns={'Beta252':'beta'},inplace=True)\n", "beta_df_m" ] }, { "cell_type": "markdown", "metadata": { "editable": true }, "source": [ "## BM" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "editable": true }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
secIDymbm
0000001.XSHE2007-010.162639
1000001.XSHE2007-020.163321
2000001.XSHE2007-030.176236
3000001.XSHE2007-040.140732
4000001.XSHE2007-050.127291
5000001.XSHE2007-060.123739
6000001.XSHE2007-070.093992
7000001.XSHE2007-080.097085
............
500888689009.XSHG2021-080.076097
500889689009.XSHG2021-090.070547
500890689009.XSHG2021-100.092734
500891689009.XSHG2021-110.097551
500892689009.XSHG2021-120.084318
500893689009.XSHG2022-010.097158
500894689009.XSHG2022-020.103561
500895689009.XSHG2022-030.108407
\n", "

494110 rows × 3 columns

\n", "
" ], "text/plain": [ " secID ym bm\n", "0 000001.XSHE 2007-01 0.162639\n", "1 000001.XSHE 2007-02 0.163321\n", "2 000001.XSHE 2007-03 0.176236\n", "3 000001.XSHE 2007-04 0.140732\n", "4 000001.XSHE 2007-05 0.127291\n", "5 000001.XSHE 2007-06 0.123739\n", "6 000001.XSHE 2007-07 0.093992\n", "7 000001.XSHE 2007-08 0.097085\n", "... ... ... ...\n", "500888 689009.XSHG 2021-08 0.076097\n", "500889 689009.XSHG 2021-09 0.070547\n", "500890 689009.XSHG 2021-10 0.092734\n", "500891 689009.XSHG 2021-11 0.097551\n", "500892 689009.XSHG 2021-12 0.084318\n", "500893 689009.XSHG 2022-01 0.097158\n", "500894 689009.XSHG 2022-02 0.103561\n", "500895 689009.XSHG 2022-03 0.108407\n", "\n", "[494110 rows x 3 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pb_df = pd.read_pickle('./data/pb_df.pkl')\n", "pb_df['tradeDate'] = pd.to_datetime(pb_df['tradeDate'])\n", "pb_df['PB'] = pd.to_numeric(pb_df['PB'])\n", "pb_df['ym'] = pb_df['tradeDate'].dt.to_period('M')\n", "pb_df.sort_values(['secID','tradeDate'],inplace=True)\n", "pb_df = pb_df.groupby(['secID','ym'],as_index=False).last()\n", "pb_df['bm'] = 1 / pb_df['PB']\n", "pb_df.drop(['tradeDate','PB'],axis=1,inplace=True)\n", "pb_df = pb_df[pb_df['bm'] >= 0]\n", "pb_df" ] }, { "cell_type": "markdown", "metadata": { "editable": true }, "source": [ "## Trading data" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "editable": true }, "outputs": [], "source": [ "# stk_df = DataAPI.MktEqudAdjAfGet(secID=stk_id,beginDate=START,endDate=END,isOpen=1,\n", "# field=[\"secID\",\"tradeDate\",\n", "# 'preClosePrice',\"closePrice\",\n", "# \"negMarketValue\",\n", "# \"turnoverValue\",'turnoverRate'],pandas=\"1\")\n", "\n", "# stk_df.to_pickle('./data/stk_df.pkl')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "editable": true }, "outputs": [], "source": [ "# stk_df = pd.read_pickle('./data/stk_df.pkl')\n", "# stk_df['tradeDate'] = pd.to_datetime(stk_df['tradeDate'], format='%Y-%m-%d')\n", "# stk_df.sort_values(['secID','tradeDate'],inplace=True)\n", "# # drop ST stocks\n", "# print(stk_df.shape)\n", "# stk_df = pd.merge(stk_df, st_df, on=['secID','tradeDate'],how='left')\n", "# stk_df = stk_df[stk_df['STflg'].isna()].copy()\n", "# stk_df.drop('STflg',axis=1,inplace=True)\n", "# print(stk_df.shape)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "editable": true }, "outputs": [], "source": [ "# # # If the trading days are required to be consecutive, fill missing days first. This could possibly produce a much larger df when using \n", "# ## daily data, and if the missing dates are a lot for some securities\n", "\n", "# def fill_missing(df, full_dates, id_col='secID', date_col='tradeDate'):\n", "# \"\"\"\n", "# This function fills the missing dates for stocks.\n", "# Parameters:\n", "# df: The dataframe. Could be a sub-dataframe created by \"groupby\".\n", "# The dataframe must be sorted on the \"date_col\".\n", "# full_dates: the unique dates covering all securities in the full dataframe. \n", "# Need to be sorted.\n", "# id_col: the security id.\n", "# date_col: the dates column for the security\n", "# Returns:\n", "# A dataframe with the missing dates filled with NA.\n", "# \"\"\"\n", "# stk_id = df[id_col].unique()\n", "# # Newer version of pandas will allow comparison between \"Timestamp\" and \"datetime64\"\n", "# # date_start = np.where(full_dates == df[date_col].min())[0][0] \n", "# # date_end = np.where(full_dates == df[date_col].max())[0][0]\n", "# date_start = np.where(full_dates == df[date_col].min().to_datetime64())[0][0] \n", "# date_end = np.where(full_dates == df[date_col].max().to_datetime64())[0][0]\n", "# dates = full_dates[date_start:date_end+1]\n", "# idx = pd.MultiIndex.from_product([stk_id,dates],\n", "# names=(id_col,date_col))\n", "# df = df.set_index([id_col,date_col]).reindex(idx).reset_index()\n", "# return df" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "editable": true }, "outputs": [], "source": [ "# full_dates = np.sort(stk_df['tradeDate'].unique())" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "editable": true }, "outputs": [], "source": [ "# %%time\n", "# stk_df = stk_df.groupby('secID').apply(fill_missing, full_dates=full_dates)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "editable": true }, "outputs": [], "source": [ "# stk_df.reset_index(drop=True, inplace=True)\n", "\n", "# stk_df['ret_daily'] = stk_df['closePrice'] / stk_df['preClosePrice'] - 1\n", "# stk_df['illiq_daily'] = abs(stk_df['ret_daily']) / stk_df['turnoverValue']\n", "\n", "# stk_df['ym'] = stk_df['tradeDate'].dt.to_period('M')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "editable": true }, "outputs": [], "source": [ "# stk_df.to_pickle('./data/stk_df_filled.pkl')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "editable": true }, "outputs": [], "source": [ "stk_df = pd.read_pickle('./data/stk_df_filled.pkl')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "editable": true }, "outputs": [ { "data": { "text/html": [ "
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secIDtradeDatepreClosePriceclosePricenegMarketValueturnoverValueturnoverRateret_dailyilliq_dailyym
0000001.XSHE2007-06-20824.193987.0074.835036e+104.182345e+090.08400.1975444.723272e-112007-06
1000001.XSHE2007-06-21987.0071085.7405.318694e+102.285485e+090.04400.1000334.376871e-112007-06
2000001.XSHE2007-06-221085.7401120.2335.487665e+102.761567e+090.05100.0317691.150402e-112007-06
3000001.XSHE2007-06-251120.2331113.9045.456661e+102.324186e+090.0426-0.0056502.430837e-122007-06
4000001.XSHE2007-06-26NaNNaNNaNNaNNaNNaNNaN2007-06
5000001.XSHE2007-06-271113.9041019.6024.994705e+102.446556e+090.0489-0.0846593.460334e-112007-06
6000001.XSHE2007-06-281019.602953.7804.672266e+101.617434e+090.0336-0.0645573.991295e-112007-06
7000001.XSHE2007-06-29953.780870.8704.266117e+101.410758e+090.0316-0.0869286.161781e-112007-06
.................................
10182920900957.XSHG2022-03-030.6100.6141.120560e+084.576100e+040.00040.0065571.432962e-072022-03
10182921900957.XSHG2022-03-040.6140.6111.115040e+083.987800e+040.0004-0.0048861.225235e-072022-03
10182922900957.XSHG2022-03-070.6110.6051.104000e+081.825430e+050.0016-0.0098205.379536e-082022-03
10182923900957.XSHG2022-03-080.6050.6041.102160e+081.612110e+050.0015-0.0016531.025298e-082022-03
10182924900957.XSHG2022-03-090.6040.6001.094800e+081.285010e+050.0012-0.0066235.153669e-082022-03
10182925900957.XSHG2022-03-100.6000.6051.104000e+087.845200e+040.00070.0083331.062221e-072022-03
10182926900957.XSHG2022-03-110.6050.6061.105840e+087.993400e+040.00070.0016532.067822e-082022-03
10182927900957.XSHG2022-03-140.6060.5941.083760e+081.005700e+050.0009-0.0198021.968975e-072022-03
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10182928 rows × 10 columns

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" ], "text/plain": [ " secID tradeDate preClosePrice closePrice negMarketValue \\\n", "0 000001.XSHE 2007-06-20 824.193 987.007 4.835036e+10 \n", "1 000001.XSHE 2007-06-21 987.007 1085.740 5.318694e+10 \n", "2 000001.XSHE 2007-06-22 1085.740 1120.233 5.487665e+10 \n", "3 000001.XSHE 2007-06-25 1120.233 1113.904 5.456661e+10 \n", "4 000001.XSHE 2007-06-26 NaN NaN NaN \n", "5 000001.XSHE 2007-06-27 1113.904 1019.602 4.994705e+10 \n", "6 000001.XSHE 2007-06-28 1019.602 953.780 4.672266e+10 \n", "7 000001.XSHE 2007-06-29 953.780 870.870 4.266117e+10 \n", "... ... ... ... ... ... \n", "10182920 900957.XSHG 2022-03-03 0.610 0.614 1.120560e+08 \n", "10182921 900957.XSHG 2022-03-04 0.614 0.611 1.115040e+08 \n", "10182922 900957.XSHG 2022-03-07 0.611 0.605 1.104000e+08 \n", "10182923 900957.XSHG 2022-03-08 0.605 0.604 1.102160e+08 \n", "10182924 900957.XSHG 2022-03-09 0.604 0.600 1.094800e+08 \n", "10182925 900957.XSHG 2022-03-10 0.600 0.605 1.104000e+08 \n", "10182926 900957.XSHG 2022-03-11 0.605 0.606 1.105840e+08 \n", "10182927 900957.XSHG 2022-03-14 0.606 0.594 1.083760e+08 \n", "\n", " turnoverValue turnoverRate ret_daily illiq_daily ym \n", "0 4.182345e+09 0.0840 0.197544 4.723272e-11 2007-06 \n", "1 2.285485e+09 0.0440 0.100033 4.376871e-11 2007-06 \n", "2 2.761567e+09 0.0510 0.031769 1.150402e-11 2007-06 \n", "3 2.324186e+09 0.0426 -0.005650 2.430837e-12 2007-06 \n", "4 NaN NaN NaN NaN 2007-06 \n", "5 2.446556e+09 0.0489 -0.084659 3.460334e-11 2007-06 \n", "6 1.617434e+09 0.0336 -0.064557 3.991295e-11 2007-06 \n", "7 1.410758e+09 0.0316 -0.086928 6.161781e-11 2007-06 \n", "... ... ... ... ... ... \n", "10182920 4.576100e+04 0.0004 0.006557 1.432962e-07 2022-03 \n", "10182921 3.987800e+04 0.0004 -0.004886 1.225235e-07 2022-03 \n", "10182922 1.825430e+05 0.0016 -0.009820 5.379536e-08 2022-03 \n", "10182923 1.612110e+05 0.0015 -0.001653 1.025298e-08 2022-03 \n", "10182924 1.285010e+05 0.0012 -0.006623 5.153669e-08 2022-03 \n", "10182925 7.845200e+04 0.0007 0.008333 1.062221e-07 2022-03 \n", "10182926 7.993400e+04 0.0007 0.001653 2.067822e-08 2022-03 \n", "10182927 1.005700e+05 0.0009 -0.019802 1.968975e-07 2022-03 \n", "\n", "[10182928 rows x 10 columns]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stk_df" ] }, { "cell_type": "markdown", "metadata": { "editable": true }, "source": [ "### Monthly trading data" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "editable": true }, "outputs": [ { "data": { "text/html": [ "
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secIDymclosePricemktcapturnoverValueturnoverRateret_dailyilliq_dailyretsizerfexret
0000001.XSHE2007-06870.8704.266117e+101.410758e+090.0316-0.0869286.161781e-11NaN24.4765550.002542NaN
1391000001.XSHE2007-071146.4985.616330e+101.479466e+090.02700.0593564.012016e-110.31649724.7515290.0024810.314016
2790000001.XSHE2007-081202.5105.890714e+106.552881e+080.01120.0079581.214425e-110.04885524.7992280.0024040.046451
4215000001.XSHE2007-091265.1676.197651e+101.408136e+090.02280.0301472.140927e-110.05210524.8500210.0026210.049484
5655000001.XSHE2007-101520.5427.448652e+101.440425e+090.02000.0654104.541049e-110.20185125.0338840.0030950.198756
7101000001.XSHE2007-111141.7515.593078e+105.452159e+080.0096-0.0261814.801976e-11-0.24911624.7473810.003780-0.252896
8563000001.XSHE2007-121221.4976.574629e+101.019671e+090.0154-0.0102561.005854e-110.06984524.9090690.0030110.066834
10047000001.XSHE2008-011053.7785.850212e+105.328429e+080.0089-0.0191463.593101e-11-0.13730624.7923290.002949-0.140255
.......................................
469360900957.XSHG2021-080.6121.116880e+083.033640e+050.0027-0.0223647.372074e-08-0.05846218.5312200.001941-0.060402
473762900957.XSHG2021-090.6671.218080e+082.086830e+050.00170.0183218.779158e-080.08986918.6179570.0020330.087837
478193900957.XSHG2021-100.6401.168400e+086.162200e+040.00050.0062891.020627e-07-0.04048018.5763160.001998-0.042478
482656900957.XSHG2021-110.6141.120560e+081.161060e+050.0010-0.0144461.244228e-07-0.04062518.5345090.001963-0.042588
487164900957.XSHG2021-120.6361.161040e+081.059960e+050.00090.0015751.485719e-080.03583118.5699970.0020260.033805
491702900957.XSHG2022-010.6221.135280e+081.319240e+050.00120.0081046.142724e-08-0.02201318.5475600.002014-0.024027
496253900957.XSHG2022-020.6151.122400e+089.851400e+040.0009-0.0016231.647864e-08-0.01125418.5361500.001921-0.013175
500813900957.XSHG2022-030.5941.083760e+081.005700e+050.0009-0.0198021.968975e-07-0.03414618.5011170.001918-0.036064
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507467 rows × 12 columns

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" ], "text/plain": [ " secID ym closePrice mktcap turnoverValue \\\n", "0 000001.XSHE 2007-06 870.870 4.266117e+10 1.410758e+09 \n", "1391 000001.XSHE 2007-07 1146.498 5.616330e+10 1.479466e+09 \n", "2790 000001.XSHE 2007-08 1202.510 5.890714e+10 6.552881e+08 \n", "4215 000001.XSHE 2007-09 1265.167 6.197651e+10 1.408136e+09 \n", "5655 000001.XSHE 2007-10 1520.542 7.448652e+10 1.440425e+09 \n", "7101 000001.XSHE 2007-11 1141.751 5.593078e+10 5.452159e+08 \n", "8563 000001.XSHE 2007-12 1221.497 6.574629e+10 1.019671e+09 \n", "10047 000001.XSHE 2008-01 1053.778 5.850212e+10 5.328429e+08 \n", "... ... ... ... ... ... \n", "469360 900957.XSHG 2021-08 0.612 1.116880e+08 3.033640e+05 \n", "473762 900957.XSHG 2021-09 0.667 1.218080e+08 2.086830e+05 \n", "478193 900957.XSHG 2021-10 0.640 1.168400e+08 6.162200e+04 \n", "482656 900957.XSHG 2021-11 0.614 1.120560e+08 1.161060e+05 \n", "487164 900957.XSHG 2021-12 0.636 1.161040e+08 1.059960e+05 \n", "491702 900957.XSHG 2022-01 0.622 1.135280e+08 1.319240e+05 \n", "496253 900957.XSHG 2022-02 0.615 1.122400e+08 9.851400e+04 \n", "500813 900957.XSHG 2022-03 0.594 1.083760e+08 1.005700e+05 \n", "\n", " turnoverRate ret_daily illiq_daily ret size rf \\\n", "0 0.0316 -0.086928 6.161781e-11 NaN 24.476555 0.002542 \n", "1391 0.0270 0.059356 4.012016e-11 0.316497 24.751529 0.002481 \n", "2790 0.0112 0.007958 1.214425e-11 0.048855 24.799228 0.002404 \n", "4215 0.0228 0.030147 2.140927e-11 0.052105 24.850021 0.002621 \n", "5655 0.0200 0.065410 4.541049e-11 0.201851 25.033884 0.003095 \n", "7101 0.0096 -0.026181 4.801976e-11 -0.249116 24.747381 0.003780 \n", "8563 0.0154 -0.010256 1.005854e-11 0.069845 24.909069 0.003011 \n", "10047 0.0089 -0.019146 3.593101e-11 -0.137306 24.792329 0.002949 \n", "... ... ... ... ... ... ... \n", "469360 0.0027 -0.022364 7.372074e-08 -0.058462 18.531220 0.001941 \n", "473762 0.0017 0.018321 8.779158e-08 0.089869 18.617957 0.002033 \n", "478193 0.0005 0.006289 1.020627e-07 -0.040480 18.576316 0.001998 \n", "482656 0.0010 -0.014446 1.244228e-07 -0.040625 18.534509 0.001963 \n", "487164 0.0009 0.001575 1.485719e-08 0.035831 18.569997 0.002026 \n", "491702 0.0012 0.008104 6.142724e-08 -0.022013 18.547560 0.002014 \n", "496253 0.0009 -0.001623 1.647864e-08 -0.011254 18.536150 0.001921 \n", "500813 0.0009 -0.019802 1.968975e-07 -0.034146 18.501117 0.001918 \n", "\n", " exret \n", "0 NaN \n", "1391 0.314016 \n", "2790 0.046451 \n", "4215 0.049484 \n", "5655 0.198756 \n", "7101 -0.252896 \n", "8563 0.066834 \n", "10047 -0.140255 \n", "... ... \n", "469360 -0.060402 \n", "473762 0.087837 \n", "478193 -0.042478 \n", "482656 -0.042588 \n", "487164 0.033805 \n", "491702 -0.024027 \n", "496253 -0.013175 \n", "500813 -0.036064 \n", "\n", "[507467 rows x 12 columns]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stk_df_m = stk_df.groupby(['secID','ym'],as_index=False).last()\n", "stk_df_m['ret'] = stk_df_m.groupby('secID')['closePrice'].apply(lambda x: x / x.shift() - 1)\n", "stk_df_m['size'] = np.log(stk_df_m['negMarketValue'])\n", "stk_df_m.drop(['tradeDate','preClosePrice'],axis=1,inplace=True)\n", "stk_df_m = pd.merge(stk_df_m, shibor_df_m, on='ym')\n", "stk_df_m['exret'] = stk_df_m['ret'] - stk_df_m['rf']\n", "stk_df_m.sort_values(['secID','ym'],inplace=True)\n", "stk_df_m.rename(columns={'negMarketValue':'mktcap'},inplace=True)\n", "stk_df_m" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "editable": true }, "outputs": [ { "data": { "text/html": [ "
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secIDclosePricemktcapturnoverValueturnoverRateret_dailyilliq_dailyretsizerfexret
ym
2010-01000001.XSHE895.3576.345328e+105.284377e+080.0082-0.0022994.350204e-12-0.10956124.8735700.001511-0.111072
2010-02000001.XSHE926.3036.564637e+101.008966e+090.01540.0135441.342342e-110.03456324.9075480.0015470.033016
2010-03000001.XSHE957.2486.783945e+107.105142e+080.0104-0.0190282.678085e-110.03340724.9404100.0014500.031957
2010-04000001.XSHE848.3206.011979e+106.628292e+080.01110.0193362.917199e-11-0.11379324.8196050.001464-0.115256
2010-05000001.XSHE722.4755.120124e+104.806838e+080.0092-0.0315276.558795e-11-0.14834624.6590300.002081-0.150427
2010-06000001.XSHE722.4755.437499e+105.491348e+080.0099-0.0530019.651729e-110.00000024.7191700.003236-0.003236
2010-07000001.XSHENaNNaNNaNNaNNaNNaNNaNNaN0.001798NaN
2010-08000001.XSHENaNNaNNaNNaNNaNNaNNaNNaN0.002369NaN
2010-09000001.XSHE669.2495.036906e+103.472608e+080.0069-0.0024597.082247e-12NaN24.6426430.002922NaN
2010-10000001.XSHE759.6105.716982e+106.635094e+080.0115-0.0191782.890457e-110.13501924.7692920.0022140.132805
2010-11000001.XSHE676.2635.089697e+104.642922e+080.0091-0.0197374.250943e-11-0.10972324.6530690.003092-0.112815
2010-12000001.XSHE651.5074.903361e+103.783178e+080.00780.0076592.024503e-11-0.03660724.6157720.005141-0.041748
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" ], "text/plain": [ " secID closePrice mktcap turnoverValue turnoverRate \\\n", "ym \n", "2010-01 000001.XSHE 895.357 6.345328e+10 5.284377e+08 0.0082 \n", "2010-02 000001.XSHE 926.303 6.564637e+10 1.008966e+09 0.0154 \n", "2010-03 000001.XSHE 957.248 6.783945e+10 7.105142e+08 0.0104 \n", "2010-04 000001.XSHE 848.320 6.011979e+10 6.628292e+08 0.0111 \n", "2010-05 000001.XSHE 722.475 5.120124e+10 4.806838e+08 0.0092 \n", "2010-06 000001.XSHE 722.475 5.437499e+10 5.491348e+08 0.0099 \n", "2010-07 000001.XSHE NaN NaN NaN NaN \n", "2010-08 000001.XSHE NaN NaN NaN NaN \n", "2010-09 000001.XSHE 669.249 5.036906e+10 3.472608e+08 0.0069 \n", "2010-10 000001.XSHE 759.610 5.716982e+10 6.635094e+08 0.0115 \n", "2010-11 000001.XSHE 676.263 5.089697e+10 4.642922e+08 0.0091 \n", "2010-12 000001.XSHE 651.507 4.903361e+10 3.783178e+08 0.0078 \n", "\n", " ret_daily illiq_daily ret size rf exret \n", "ym \n", "2010-01 -0.002299 4.350204e-12 -0.109561 24.873570 0.001511 -0.111072 \n", "2010-02 0.013544 1.342342e-11 0.034563 24.907548 0.001547 0.033016 \n", "2010-03 -0.019028 2.678085e-11 0.033407 24.940410 0.001450 0.031957 \n", "2010-04 0.019336 2.917199e-11 -0.113793 24.819605 0.001464 -0.115256 \n", "2010-05 -0.031527 6.558795e-11 -0.148346 24.659030 0.002081 -0.150427 \n", "2010-06 -0.053001 9.651729e-11 0.000000 24.719170 0.003236 -0.003236 \n", "2010-07 NaN NaN NaN NaN 0.001798 NaN \n", "2010-08 NaN NaN NaN NaN 0.002369 NaN \n", "2010-09 -0.002459 7.082247e-12 NaN 24.642643 0.002922 NaN \n", "2010-10 -0.019178 2.890457e-11 0.135019 24.769292 0.002214 0.132805 \n", "2010-11 -0.019737 4.250943e-11 -0.109723 24.653069 0.003092 -0.112815 \n", "2010-12 0.007659 2.024503e-11 -0.036607 24.615772 0.005141 -0.041748 " ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stk_df_m[stk_df_m['secID'] == '000001.XSHE'].set_index('ym').loc['2010-01':'2010-12']\n", "# 停牌的时间都填充为NaN。刚恢复交易的第一个月的月收益率也为NaN" ] }, { "cell_type": "markdown", "metadata": { "editable": true }, "source": [ "### Momentum and reversal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Using unfilled data" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(9934190, 8)\n", "(9535739, 8)\n" ] } ], "source": [ "stk_unfilled_df = pd.read_pickle('./data/stk_df.pkl')\n", "stk_unfilled_df['tradeDate'] = pd.to_datetime(stk_unfilled_df['tradeDate'], format='%Y-%m-%d')\n", "stk_unfilled_df['ym'] = stk_unfilled_df['tradeDate'].dt.to_period('M')\n", "stk_unfilled_df.sort_values(['secID','tradeDate'],inplace=True)\n", "# drop ST stocks\n", "print(stk_unfilled_df.shape)\n", "stk_unfilled_df = pd.merge(stk_unfilled_df, st_df, on=['secID','tradeDate'],how='left')\n", "stk_unfilled_df = stk_unfilled_df[stk_unfilled_df['STflg'].isna()].copy()\n", "stk_unfilled_df.drop('STflg',axis=1,inplace=True)\n", "print(stk_unfilled_df.shape)\n", "# Monthly\n", "stk_unfilled_df_m = stk_unfilled_df.groupby(['secID','ym'],as_index=False).last()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "stk_unfilled_df_m['ret_mom'] = stk_unfilled_df_m.groupby('secID')['closePrice'].apply(lambda x: x / x.shift() - 1) #这个ret_mom不用作后面ret的计算,后面仍保留monthly ret\n", "stk_unfilled_df_m.sort_values(['secID','ym'],inplace=True)\n", "stk_unfilled_df_m['1+ret_mom'] = stk_unfilled_df_m['ret_mom'] + 1" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "stk_unfilled_df_m['mom'] = stk_unfilled_df_m.groupby('secID').rolling(11,min_periods=9)['1+ret_mom'].apply(np.prod, raw=True).values - 1" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "stk_df_m = pd.merge(stk_df_m, stk_unfilled_df_m[['secID','ym','1+ret_mom']],on=['secID','ym'],how='left')\n", "stk_df_m.loc[stk_df_m['1+ret_mom'].isna(),'1+ret_mom'] = 1 # 缺失位置填充为1,以便连乘。\n", "stk_df_m['mom'] = stk_df_m.groupby('secID').rolling(11,min_periods=11)['1+ret_mom'].apply(np.prod, raw=True).values - 1 " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "stk_df_m['rev'] = stk_df_m['exret'].values\n", "stk_df_m['ret'] = stk_df_m.groupby(['secID'])['ret'].shift(-1)\n", "stk_df_m['rf'] = stk_df_m.groupby(['secID'])['rf'].shift(-1)\n", "stk_df_m['exret'] = stk_df_m.groupby(['secID'])['exret'].shift(-1)\n", "stk_df_m['ret_date'] = stk_df_m.groupby('secID')['ym'].shift(-1)\n", "\n", "stk_df_m['mom'] = stk_df_m.groupby(['secID'])['mom'].shift()\n", "stk_df_m['mom_date'] = stk_df_m.groupby('secID')['ym'].shift()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "stk_df_m.drop(['ret_daily','turnoverValue','turnoverRate','illiq_daily','1+ret_mom'],axis=1,inplace=True)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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secIDymclosePricemktcapretsizerfexretmomrevret_datemom_date
0000001.XSHE2007-06870.8704.266117e+100.31649724.4765550.0024810.314016NaNNaN2007-07NaT
1000001.XSHE2007-071146.4985.616330e+100.04885524.7515290.0024040.046451NaN0.3140162007-082007-06
2000001.XSHE2007-081202.5105.890714e+100.05210524.7992280.0026210.049484NaN0.0464512007-092007-07
3000001.XSHE2007-091265.1676.197651e+100.20185124.8500210.0030950.198756NaN0.0494842007-102007-08
4000001.XSHE2007-101520.5427.448652e+10-0.24911625.0338840.003780-0.252896NaN0.1987562007-112007-09
5000001.XSHE2007-111141.7515.593078e+100.06984524.7473810.0030110.066834NaN-0.2528962007-122007-10
6000001.XSHE2007-121221.4976.574629e+10-0.13730624.9090690.002949-0.140255NaN0.0668342008-012007-11
7000001.XSHE2008-011053.7785.850212e+10-0.00450424.7923290.002946-0.007450NaN-0.1402552008-022007-12
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507459900957.XSHG2021-080.6121.116880e+080.08986918.5312200.0020330.0878370.183971-0.0604022021-092021-07
507460900957.XSHG2021-090.6671.218080e+08-0.04048018.6179570.001998-0.0424780.1860470.0878372021-102021-08
507461900957.XSHG2021-100.6401.168400e+08-0.04062518.5763160.001963-0.0425880.285164-0.0424782021-112021-09
507462900957.XSHG2021-110.6141.120560e+080.03583118.5345090.0020260.0338050.216730-0.0425882021-122021-10
507463900957.XSHG2021-120.6361.161040e+08-0.02201318.5699970.002014-0.0240270.2110450.0338052022-012021-11
507464900957.XSHG2022-010.6221.135280e+08-0.01125418.5475600.001921-0.013175-0.059172-0.0240272022-022021-12
507465900957.XSHG2022-020.6151.122400e+08-0.03414618.5361500.001918-0.036064-0.157182-0.0131752022-032022-01
507466900957.XSHG2022-030.5941.083760e+08NaN18.501117NaNNaN-0.117647-0.036064NaT2022-02
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507467 rows × 12 columns

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" ], "text/plain": [ " secID ym closePrice mktcap ret size \\\n", "0 000001.XSHE 2007-06 870.870 4.266117e+10 0.316497 24.476555 \n", "1 000001.XSHE 2007-07 1146.498 5.616330e+10 0.048855 24.751529 \n", "2 000001.XSHE 2007-08 1202.510 5.890714e+10 0.052105 24.799228 \n", "3 000001.XSHE 2007-09 1265.167 6.197651e+10 0.201851 24.850021 \n", "4 000001.XSHE 2007-10 1520.542 7.448652e+10 -0.249116 25.033884 \n", "5 000001.XSHE 2007-11 1141.751 5.593078e+10 0.069845 24.747381 \n", "6 000001.XSHE 2007-12 1221.497 6.574629e+10 -0.137306 24.909069 \n", "7 000001.XSHE 2008-01 1053.778 5.850212e+10 -0.004504 24.792329 \n", "... ... ... ... ... ... ... \n", "507459 900957.XSHG 2021-08 0.612 1.116880e+08 0.089869 18.531220 \n", "507460 900957.XSHG 2021-09 0.667 1.218080e+08 -0.040480 18.617957 \n", "507461 900957.XSHG 2021-10 0.640 1.168400e+08 -0.040625 18.576316 \n", "507462 900957.XSHG 2021-11 0.614 1.120560e+08 0.035831 18.534509 \n", "507463 900957.XSHG 2021-12 0.636 1.161040e+08 -0.022013 18.569997 \n", "507464 900957.XSHG 2022-01 0.622 1.135280e+08 -0.011254 18.547560 \n", "507465 900957.XSHG 2022-02 0.615 1.122400e+08 -0.034146 18.536150 \n", "507466 900957.XSHG 2022-03 0.594 1.083760e+08 NaN 18.501117 \n", "\n", " rf exret mom rev ret_date mom_date \n", "0 0.002481 0.314016 NaN NaN 2007-07 NaT \n", "1 0.002404 0.046451 NaN 0.314016 2007-08 2007-06 \n", "2 0.002621 0.049484 NaN 0.046451 2007-09 2007-07 \n", "3 0.003095 0.198756 NaN 0.049484 2007-10 2007-08 \n", "4 0.003780 -0.252896 NaN 0.198756 2007-11 2007-09 \n", "5 0.003011 0.066834 NaN -0.252896 2007-12 2007-10 \n", "6 0.002949 -0.140255 NaN 0.066834 2008-01 2007-11 \n", "7 0.002946 -0.007450 NaN -0.140255 2008-02 2007-12 \n", "... ... ... ... ... ... ... \n", "507459 0.002033 0.087837 0.183971 -0.060402 2021-09 2021-07 \n", "507460 0.001998 -0.042478 0.186047 0.087837 2021-10 2021-08 \n", "507461 0.001963 -0.042588 0.285164 -0.042478 2021-11 2021-09 \n", "507462 0.002026 0.033805 0.216730 -0.042588 2021-12 2021-10 \n", "507463 0.002014 -0.024027 0.211045 0.033805 2022-01 2021-11 \n", "507464 0.001921 -0.013175 -0.059172 -0.024027 2022-02 2021-12 \n", "507465 0.001918 -0.036064 -0.157182 -0.013175 2022-03 2022-01 \n", "507466 NaN NaN -0.117647 -0.036064 NaT 2022-02 \n", "\n", "[507467 rows x 12 columns]" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stk_df_m" ] }, { "cell_type": "markdown", "metadata": { "editable": true }, "source": [ "# Merge" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "editable": true }, "outputs": [], "source": [ "ret_df = pd.merge(stk_df_m[['secID','ret_date','ret','rf','exret','ym','mktcap','size','rev','mom_date','mom']], \n", " beta_df_m[['secID','ym','beta']], on=['secID','ym'], how='left')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "editable": true }, "outputs": [ { "data": { "text/html": [ "
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secIDret_dateretrfexretymmktcapsizerevmom_datemombeta
0000001.XSHE2007-070.3164970.0024810.3140162007-064.266117e+1024.476555NaNNaTNaN0.4614
1000001.XSHE2007-080.0488550.0024040.0464512007-075.616330e+1024.7515290.3140162007-06NaN0.6423
2000001.XSHE2007-090.0521050.0026210.0494842007-085.890714e+1024.7992280.0464512007-07NaN0.7722
3000001.XSHE2007-100.2018510.0030950.1987562007-096.197651e+1024.8500210.0494842007-08NaN0.7596
4000001.XSHE2007-11-0.2491160.003780-0.2528962007-107.448652e+1025.0338840.1987562007-09NaN0.7988
5000001.XSHE2007-120.0698450.0030110.0668342007-115.593078e+1024.747381-0.2528962007-10NaN0.9560
6000001.XSHE2008-01-0.1373060.002949-0.1402552007-126.574629e+1024.9090690.0668342007-11NaN0.9468
7000001.XSHE2008-02-0.0045040.002946-0.0074502008-015.850212e+1024.792329-0.1402552007-12NaN0.9654
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507459900957.XSHG2021-090.0898690.0020330.0878372021-081.116880e+0818.531220-0.0604022021-070.183971NaN
507460900957.XSHG2021-10-0.0404800.001998-0.0424782021-091.218080e+0818.6179570.0878372021-080.186047NaN
507461900957.XSHG2021-11-0.0406250.001963-0.0425882021-101.168400e+0818.576316-0.0424782021-090.285164NaN
507462900957.XSHG2021-120.0358310.0020260.0338052021-111.120560e+0818.534509-0.0425882021-100.216730NaN
507463900957.XSHG2022-01-0.0220130.002014-0.0240272021-121.161040e+0818.5699970.0338052021-110.211045NaN
507464900957.XSHG2022-02-0.0112540.001921-0.0131752022-011.135280e+0818.547560-0.0240272021-12-0.059172NaN
507465900957.XSHG2022-03-0.0341460.001918-0.0360642022-021.122400e+0818.536150-0.0131752022-01-0.157182NaN
507466900957.XSHGNaTNaNNaNNaN2022-031.083760e+0818.501117-0.0360642022-02-0.117647NaN
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507467 rows × 12 columns

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" ], "text/plain": [ " secID ret_date ret rf exret ym \\\n", "0 000001.XSHE 2007-07 0.316497 0.002481 0.314016 2007-06 \n", "1 000001.XSHE 2007-08 0.048855 0.002404 0.046451 2007-07 \n", "2 000001.XSHE 2007-09 0.052105 0.002621 0.049484 2007-08 \n", "3 000001.XSHE 2007-10 0.201851 0.003095 0.198756 2007-09 \n", "4 000001.XSHE 2007-11 -0.249116 0.003780 -0.252896 2007-10 \n", "5 000001.XSHE 2007-12 0.069845 0.003011 0.066834 2007-11 \n", "6 000001.XSHE 2008-01 -0.137306 0.002949 -0.140255 2007-12 \n", "7 000001.XSHE 2008-02 -0.004504 0.002946 -0.007450 2008-01 \n", "... ... ... ... ... ... ... \n", "507459 900957.XSHG 2021-09 0.089869 0.002033 0.087837 2021-08 \n", "507460 900957.XSHG 2021-10 -0.040480 0.001998 -0.042478 2021-09 \n", "507461 900957.XSHG 2021-11 -0.040625 0.001963 -0.042588 2021-10 \n", "507462 900957.XSHG 2021-12 0.035831 0.002026 0.033805 2021-11 \n", "507463 900957.XSHG 2022-01 -0.022013 0.002014 -0.024027 2021-12 \n", "507464 900957.XSHG 2022-02 -0.011254 0.001921 -0.013175 2022-01 \n", "507465 900957.XSHG 2022-03 -0.034146 0.001918 -0.036064 2022-02 \n", "507466 900957.XSHG NaT NaN NaN NaN 2022-03 \n", "\n", " mktcap size rev mom_date mom beta \n", "0 4.266117e+10 24.476555 NaN NaT NaN 0.4614 \n", "1 5.616330e+10 24.751529 0.314016 2007-06 NaN 0.6423 \n", "2 5.890714e+10 24.799228 0.046451 2007-07 NaN 0.7722 \n", "3 6.197651e+10 24.850021 0.049484 2007-08 NaN 0.7596 \n", "4 7.448652e+10 25.033884 0.198756 2007-09 NaN 0.7988 \n", "5 5.593078e+10 24.747381 -0.252896 2007-10 NaN 0.9560 \n", "6 6.574629e+10 24.909069 0.066834 2007-11 NaN 0.9468 \n", "7 5.850212e+10 24.792329 -0.140255 2007-12 NaN 0.9654 \n", "... ... ... ... ... ... ... \n", "507459 1.116880e+08 18.531220 -0.060402 2021-07 0.183971 NaN \n", "507460 1.218080e+08 18.617957 0.087837 2021-08 0.186047 NaN \n", "507461 1.168400e+08 18.576316 -0.042478 2021-09 0.285164 NaN \n", "507462 1.120560e+08 18.534509 -0.042588 2021-10 0.216730 NaN \n", "507463 1.161040e+08 18.569997 0.033805 2021-11 0.211045 NaN \n", "507464 1.135280e+08 18.547560 -0.024027 2021-12 -0.059172 NaN \n", "507465 1.122400e+08 18.536150 -0.013175 2022-01 -0.157182 NaN \n", "507466 1.083760e+08 18.501117 -0.036064 2022-02 -0.117647 NaN \n", "\n", "[507467 rows x 12 columns]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ret_df" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "editable": true }, "outputs": [], "source": [ "ret_df = pd.merge(ret_df, pb_df, on=['secID','ym'],how='left')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "editable": true }, "outputs": [ { "data": { "text/html": [ "
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secIDret_dateretrfexretymmktcapsizerevmom_datemombetabm
0000001.XSHE2007-070.3164970.0024810.3140162007-064.266117e+1024.476555NaNNaTNaN0.46140.123739
1000001.XSHE2007-080.0488550.0024040.0464512007-075.616330e+1024.7515290.3140162007-06NaN0.64230.093992
2000001.XSHE2007-090.0521050.0026210.0494842007-085.890714e+1024.7992280.0464512007-07NaN0.77220.097085
3000001.XSHE2007-100.2018510.0030950.1987562007-096.197651e+1024.8500210.0494842007-08NaN0.75960.092276
4000001.XSHE2007-11-0.2491160.003780-0.2528962007-107.448652e+1025.0338840.1987562007-09NaN0.79880.083411
5000001.XSHE2007-120.0698450.0030110.0668342007-115.593078e+1024.747381-0.2528962007-10NaN0.95600.111084
6000001.XSHE2008-01-0.1373060.002949-0.1402552007-126.574629e+1024.9090690.0668342007-11NaN0.94680.094476
7000001.XSHE2008-02-0.0045040.002946-0.0074502008-015.850212e+1024.792329-0.1402552007-12NaN0.96540.109513
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507459900957.XSHG2021-090.0898690.0020330.0878372021-081.116880e+0818.531220-0.0604022021-070.183971NaNNaN
507460900957.XSHG2021-10-0.0404800.001998-0.0424782021-091.218080e+0818.6179570.0878372021-080.186047NaNNaN
507461900957.XSHG2021-11-0.0406250.001963-0.0425882021-101.168400e+0818.576316-0.0424782021-090.285164NaNNaN
507462900957.XSHG2021-120.0358310.0020260.0338052021-111.120560e+0818.534509-0.0425882021-100.216730NaNNaN
507463900957.XSHG2022-01-0.0220130.002014-0.0240272021-121.161040e+0818.5699970.0338052021-110.211045NaNNaN
507464900957.XSHG2022-02-0.0112540.001921-0.0131752022-011.135280e+0818.547560-0.0240272021-12-0.059172NaNNaN
507465900957.XSHG2022-03-0.0341460.001918-0.0360642022-021.122400e+0818.536150-0.0131752022-01-0.157182NaNNaN
507466900957.XSHGNaTNaNNaNNaN2022-031.083760e+0818.501117-0.0360642022-02-0.117647NaNNaN
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507467 rows × 13 columns

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" ], "text/plain": [ " secID ret_date ret rf exret ym \\\n", "0 000001.XSHE 2007-07 0.316497 0.002481 0.314016 2007-06 \n", "1 000001.XSHE 2007-08 0.048855 0.002404 0.046451 2007-07 \n", "2 000001.XSHE 2007-09 0.052105 0.002621 0.049484 2007-08 \n", "3 000001.XSHE 2007-10 0.201851 0.003095 0.198756 2007-09 \n", "4 000001.XSHE 2007-11 -0.249116 0.003780 -0.252896 2007-10 \n", "5 000001.XSHE 2007-12 0.069845 0.003011 0.066834 2007-11 \n", "6 000001.XSHE 2008-01 -0.137306 0.002949 -0.140255 2007-12 \n", "7 000001.XSHE 2008-02 -0.004504 0.002946 -0.007450 2008-01 \n", "... ... ... ... ... ... ... \n", "507459 900957.XSHG 2021-09 0.089869 0.002033 0.087837 2021-08 \n", "507460 900957.XSHG 2021-10 -0.040480 0.001998 -0.042478 2021-09 \n", "507461 900957.XSHG 2021-11 -0.040625 0.001963 -0.042588 2021-10 \n", "507462 900957.XSHG 2021-12 0.035831 0.002026 0.033805 2021-11 \n", "507463 900957.XSHG 2022-01 -0.022013 0.002014 -0.024027 2021-12 \n", "507464 900957.XSHG 2022-02 -0.011254 0.001921 -0.013175 2022-01 \n", "507465 900957.XSHG 2022-03 -0.034146 0.001918 -0.036064 2022-02 \n", "507466 900957.XSHG NaT NaN NaN NaN 2022-03 \n", "\n", " mktcap size rev mom_date mom beta bm \n", "0 4.266117e+10 24.476555 NaN NaT NaN 0.4614 0.123739 \n", "1 5.616330e+10 24.751529 0.314016 2007-06 NaN 0.6423 0.093992 \n", "2 5.890714e+10 24.799228 0.046451 2007-07 NaN 0.7722 0.097085 \n", "3 6.197651e+10 24.850021 0.049484 2007-08 NaN 0.7596 0.092276 \n", "4 7.448652e+10 25.033884 0.198756 2007-09 NaN 0.7988 0.083411 \n", "5 5.593078e+10 24.747381 -0.252896 2007-10 NaN 0.9560 0.111084 \n", "6 6.574629e+10 24.909069 0.066834 2007-11 NaN 0.9468 0.094476 \n", "7 5.850212e+10 24.792329 -0.140255 2007-12 NaN 0.9654 0.109513 \n", "... ... ... ... ... ... ... ... \n", "507459 1.116880e+08 18.531220 -0.060402 2021-07 0.183971 NaN NaN \n", "507460 1.218080e+08 18.617957 0.087837 2021-08 0.186047 NaN NaN \n", "507461 1.168400e+08 18.576316 -0.042478 2021-09 0.285164 NaN NaN \n", "507462 1.120560e+08 18.534509 -0.042588 2021-10 0.216730 NaN NaN \n", "507463 1.161040e+08 18.569997 0.033805 2021-11 0.211045 NaN NaN \n", "507464 1.135280e+08 18.547560 -0.024027 2021-12 -0.059172 NaN NaN \n", "507465 1.122400e+08 18.536150 -0.013175 2022-01 -0.157182 NaN NaN \n", "507466 1.083760e+08 18.501117 -0.036064 2022-02 -0.117647 NaN NaN \n", "\n", "[507467 rows x 13 columns]" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ret_df" ] }, { "cell_type": "markdown", "metadata": { "editable": true }, "source": [ "# Monthly Factors" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "editable": true }, "outputs": [], "source": [ "def double_sort(df, sort1, sort2='size', group_date='ym', merge_cols=['secID','ret_date']):\n", " \"\"\"\n", " Double sorting. \n", " Arguments:\n", " sort1: variable 1 for sorting into 3 groups\n", " sort2: default is \"size\", sorting into 2 groups\n", " returns:\n", " portfolios containing 2*3 groups\n", " \"\"\"\n", " q1 = dict()\n", " keys = [f'q_{sort1}_1',f'q_{sort1}_2']\n", " values = [0.3, 0.7]\n", " q1.update(zip(keys,values))\n", "\n", " q2 = dict()\n", " keys = [f'q_{sort2}_1']\n", " values = [0.5]\n", " q2.update(zip(keys,values))\n", "\n", " q1_df = pd.DataFrame()\n", " for key, value in q1.items():\n", " q1_df[key] = df.groupby([group_date])[sort1].quantile(value)\n", " \n", " q2_df = pd.DataFrame()\n", " for key, value in q2.items():\n", " q2_df[key] = df.groupby([group_date])[sort2].quantile(value)\n", "\n", " ret_df_q = pd.merge(df, q2_df, on=group_date)\n", " ret_df_q = pd.merge(ret_df_q, q1_df, on=group_date)\n", "\n", " portfolios1 = dict()\n", " portfolios1[f'{sort1}1'] = ret_df_q.loc[ret_df_q[f'{sort1}'] <= ret_df_q[f'q_{sort1}_1']]\n", " portfolios1[f'{sort1}2'] = ret_df_q.loc[(ret_df_q[f'{sort1}'] >= ret_df_q[f'q_{sort1}_1']) & \\\n", " (ret_df_q[f'{sort1}'] <= ret_df_q[f'q_{sort1}_2'])]\n", " portfolios1[f'{sort1}3'] = ret_df_q.loc[ret_df_q[f'{sort1}'] >= ret_df_q[f'q_{sort1}_2']]\n", "\n", " portfolios2 = dict()\n", " portfolios2[f'{sort2}1'] = ret_df_q.loc[ret_df_q[f'{sort2}'] <= ret_df_q[f'q_{sort2}_1'],\n", " merge_cols+[group_date]+['ret','exret','size','mktcap']]\n", " portfolios2[f'{sort2}2'] = ret_df_q.loc[ret_df_q[f'{sort2}'] >= ret_df_q[f'q_{sort2}_1'],\n", " merge_cols+[group_date]+['ret','exret','size','mktcap']]\n", "\n", " portfolios = dict()\n", " for group1 in portfolios1.keys():\n", " for group2 in portfolios2.keys():\n", " portfolios[f'{group1}_{group2}'] = pd.merge(portfolios2[group2],\n", " portfolios1[group1][merge_cols+[f'{sort1}']],\n", " on=merge_cols)\n", " return portfolios" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "editable": true }, "outputs": [], "source": [ "def factor(df, sort1, sort2='size', long_high=True, long_only=True):\n", " portfolios = double_sort(df=df, sort1=sort1, sort2=sort2)\n", " portfolios_vwret = {}\n", " for pf in portfolios.keys():\n", " # portfolios[pf].dropna(inplace=True) # 不应该dropna。如果在某个月停牌,分组时在前一个月,并不知道会这样。\n", " temp = portfolios[pf].groupby('ym')['mktcap'].agg({'mktcap_sum':np.sum})\n", " portfolios[pf] = pd.merge(portfolios[pf], temp, on='ym')\n", " portfolios[pf]['weight'] = portfolios[pf]['mktcap'] / portfolios[pf]['mktcap_sum']\n", " portfolios[pf]['weighted_ret'] = portfolios[pf]['ret'] * portfolios[pf]['weight']\n", " portfolios_vwret[pf] = portfolios[pf].groupby('ret_date')['weighted_ret'].sum()\n", "\n", " portfolios_vwret_df = pd.DataFrame(np.vstack([pf for pf in portfolios_vwret.values()])).T\n", " portfolios_vwret_df.index = portfolios_vwret[f'{sort1}1_size1'].index\n", " portfolios_vwret_df.columns = portfolios_vwret.keys()\n", " if long_only:\n", " if long_high:\n", " factor = (portfolios_vwret_df[f'{sort1}3_{sort2}1'] + portfolios_vwret_df[f'{sort1}3_{sort2}2']) / 2\n", " else:\n", " factor = (portfolios_vwret_df[f'{sort1}1_{sort2}1'] + portfolios_vwret_df[f'{sort1}1_{sort2}2']) / 2\n", " else:\n", " if long_high:\n", " factor = (portfolios_vwret_df[f'{sort1}3_{sort2}1'] + portfolios_vwret_df[f'{sort1}3_{sort2}2']) / 2 - \\\n", " (portfolios_vwret_df[f'{sort1}1_{sort2}1'] + portfolios_vwret_df[f'{sort1}1_{sort2}2']) / 2\n", " else:\n", " factor = (portfolios_vwret_df[f'{sort1}1_{sort2}1'] + portfolios_vwret_df[f'{sort1}1_{sort2}2']) / 2 - \\\n", " (portfolios_vwret_df[f'{sort1}3_{sort2}1'] + portfolios_vwret_df[f'{sort1}3_{sort2}2']) / 2\n", " factor.name = sort1\n", " return factor" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "editable": true }, "outputs": [], "source": [ "# factors excluding size\n", "factors_dict = {}\n", "for f in ['bm','mom','rev']:\n", " if f == 'rev':\n", " factors_dict[f] = factor(df=ret_df,sort1=f,long_high=False)\n", " else:\n", " factors_dict[f] = factor(df=ret_df,sort1=f)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "editable": true }, "outputs": [], "source": [ "factors_df = pd.DataFrame(factors_dict)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "editable": true }, "outputs": [], "source": [ "# Size\n", "sort1 = 'bm'\n", "portfolios = double_sort(ret_df,sort1=sort1)\n", "portfolios_vwret = {}\n", "for pf in portfolios.keys():\n", " temp = portfolios[pf].groupby('ym')['mktcap'].agg({'mktcap_sum':np.sum})\n", " portfolios[pf] = pd.merge(portfolios[pf], temp, on='ym')\n", " portfolios[pf]['weight'] = portfolios[pf]['mktcap'] / portfolios[pf]['mktcap_sum']\n", " portfolios[pf]['weighted_ret'] = portfolios[pf]['ret'] * portfolios[pf]['weight']\n", " portfolios_vwret[pf] = portfolios[pf].groupby('ret_date')['weighted_ret'].sum()\n", "\n", "portfolios_vwret_df = pd.DataFrame(np.vstack([pf for pf in portfolios_vwret.values()])).T\n", "portfolios_vwret_df.index = portfolios_vwret[f'{sort1}1_size1'].index\n", "portfolios_vwret_df.columns = portfolios_vwret.keys()\n", "\n", "factors_df['size'] = (portfolios_vwret_df['bm1_size1'] + portfolios_vwret_df['bm2_size1'] + portfolios_vwret_df['bm3_size1']) / 3 " ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "editable": true }, "outputs": [ { "data": { "text/html": [ "
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bmmomrevsize
ret_date
2007-020.225507NaNNaN0.197290
2007-030.181880NaN0.1216550.194629
2007-040.365498NaN0.2813220.333786
2007-050.082580NaN0.1007790.070302
2007-06-0.172057NaN-0.135300-0.189340
2007-070.252825NaN0.3079590.263211
2007-080.151364NaN0.1175340.088721
2007-090.052301NaN0.0155070.028394
...............
2021-080.0789890.0576670.0156280.057349
2021-090.021044-0.0343370.009088-0.024096
2021-10-0.0375770.0036080.008295-0.022542
2021-110.0433810.0637530.0786770.137159
2021-120.069567-0.0092710.0462220.037392
2022-01-0.041801-0.118946-0.111440-0.085123
2022-020.0433670.0595300.0499490.050449
2022-03-0.042582-0.074289-0.077184-0.050927
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182 rows × 4 columns

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" ], "text/plain": [ " bm mom rev size\n", "ret_date \n", "2007-02 0.225507 NaN NaN 0.197290\n", "2007-03 0.181880 NaN 0.121655 0.194629\n", "2007-04 0.365498 NaN 0.281322 0.333786\n", "2007-05 0.082580 NaN 0.100779 0.070302\n", "2007-06 -0.172057 NaN -0.135300 -0.189340\n", "2007-07 0.252825 NaN 0.307959 0.263211\n", "2007-08 0.151364 NaN 0.117534 0.088721\n", "2007-09 0.052301 NaN 0.015507 0.028394\n", "... ... ... ... ...\n", "2021-08 0.078989 0.057667 0.015628 0.057349\n", "2021-09 0.021044 -0.034337 0.009088 -0.024096\n", "2021-10 -0.037577 0.003608 0.008295 -0.022542\n", "2021-11 0.043381 0.063753 0.078677 0.137159\n", "2021-12 0.069567 -0.009271 0.046222 0.037392\n", "2022-01 -0.041801 -0.118946 -0.111440 -0.085123\n", "2022-02 0.043367 0.059530 0.049949 0.050449\n", "2022-03 -0.042582 -0.074289 -0.077184 -0.050927\n", "\n", "[182 rows x 4 columns]" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "factors_df" ] }, { "cell_type": "markdown", "metadata": { "editable": true }, "source": [ "## 市场收益率" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "editable": true }, "outputs": [ { "data": { "text/html": [ "
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tradeDaterfym
02007-01-040.0021482007-01
12007-01-050.0021432007-01
22007-01-080.0021322007-01
32007-01-090.0021312007-01
42007-01-100.0021222007-01
52007-01-110.0021122007-01
62007-01-120.0021052007-01
72007-01-150.0021012007-01
............
37862022-03-040.0019172022-03
37872022-03-070.0019172022-03
37882022-03-080.0019172022-03
37892022-03-090.0019172022-03
37902022-03-100.0019172022-03
37912022-03-110.0019172022-03
37922022-03-140.0019172022-03
37932022-03-150.0019182022-03
\n", "

3794 rows × 3 columns

\n", "
" ], "text/plain": [ " tradeDate rf ym\n", "0 2007-01-04 0.002148 2007-01\n", "1 2007-01-05 0.002143 2007-01\n", "2 2007-01-08 0.002132 2007-01\n", "3 2007-01-09 0.002131 2007-01\n", "4 2007-01-10 0.002122 2007-01\n", "5 2007-01-11 0.002112 2007-01\n", "6 2007-01-12 0.002105 2007-01\n", "7 2007-01-15 0.002101 2007-01\n", "... ... ... ...\n", "3786 2022-03-04 0.001917 2022-03\n", "3787 2022-03-07 0.001917 2022-03\n", "3788 2022-03-08 0.001917 2022-03\n", "3789 2022-03-09 0.001917 2022-03\n", "3790 2022-03-10 0.001917 2022-03\n", "3791 2022-03-11 0.001917 2022-03\n", "3792 2022-03-14 0.001917 2022-03\n", "3793 2022-03-15 0.001918 2022-03\n", "\n", "[3794 rows x 3 columns]" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "shibor_df" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "editable": true }, "outputs": [], "source": [ "# 用中证800作为market return\n", "sec_id = ['000906.ZICN']\n", "index_df = DataAPI.MktIdxdGet(indexID=sec_id,beginDate=START,endDate=END,field=['indexID','secShortName','tradeDate','closeIndex','CHGPct'],pandas=\"1\")\n", "index_df['tradeDate'] = pd.to_datetime(index_df['tradeDate'])\n", "index_df['ret_date'] = index_df['tradeDate'].dt.to_period('M')\n", "index_df.sort_values('tradeDate',inplace=True)\n", "index_df = index_df.groupby('ret_date',as_index=False).last()\n", "index_df['mktret'] = index_df['closeIndex'] / index_df['closeIndex'].shift() - 1\n", "index_df = pd.merge(index_df,shibor_df_m,left_on=['ret_date'],right_on=['ym'])\n", "index_df['exmktret'] = index_df['mktret'] - index_df['rf']\n", "index_df.drop(['ym','mktret','indexID','secShortName','tradeDate',\n", " 'closeIndex','CHGPct'],axis=1,inplace=True)\n", "index_df.dropna(inplace=True)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "editable": true }, "outputs": [ { "data": { "text/html": [ "
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ret_daterfexmktret
12007-020.0021100.089095
22007-030.0022340.108569
32007-040.0021250.291347
42007-050.0025270.098653
52007-060.002542-0.074613
62007-070.0024810.192378
72007-080.0024040.167471
82007-090.0026210.047576
............
1752021-080.0019410.014227
1762021-090.0020330.002219
1772021-100.0019980.001806
1782021-110.001963-0.005955
1792021-120.0020260.018238
1802022-010.002014-0.085367
1812022-020.0019210.010795
1822022-030.001918-0.132191
\n", "

182 rows × 3 columns

\n", "
" ], "text/plain": [ " ret_date rf exmktret\n", "1 2007-02 0.002110 0.089095\n", "2 2007-03 0.002234 0.108569\n", "3 2007-04 0.002125 0.291347\n", "4 2007-05 0.002527 0.098653\n", "5 2007-06 0.002542 -0.074613\n", "6 2007-07 0.002481 0.192378\n", "7 2007-08 0.002404 0.167471\n", "8 2007-09 0.002621 0.047576\n", ".. ... ... ...\n", "175 2021-08 0.001941 0.014227\n", "176 2021-09 0.002033 0.002219\n", "177 2021-10 0.001998 0.001806\n", "178 2021-11 0.001963 -0.005955\n", "179 2021-12 0.002026 0.018238\n", "180 2022-01 0.002014 -0.085367\n", "181 2022-02 0.001921 0.010795\n", "182 2022-03 0.001918 -0.132191\n", "\n", "[182 rows x 3 columns]" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "index_df" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "editable": true }, "outputs": [ { "data": { "text/html": [ "
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rfexmktretsize_longbm_longmom_longrev_long
ret_date
2007-020.0021100.0890950.1972900.225507NaNNaN
2007-030.0022340.1085690.1946290.181880NaN0.121655
2007-040.0021250.2913470.3337860.365498NaN0.281322
2007-050.0025270.0986530.0703020.082580NaN0.100779
2007-060.002542-0.074613-0.189340-0.172057NaN-0.135300
2007-070.0024810.1923780.2632110.252825NaN0.307959
2007-080.0024040.1674710.0887210.151364NaN0.117534
2007-090.0026210.0475760.0283940.052301NaN0.015507
.....................
2021-080.0019410.0142270.0573490.0789890.0576670.015628
2021-090.0020330.002219-0.0240960.021044-0.0343370.009088
2021-100.0019980.001806-0.022542-0.0375770.0036080.008295
2021-110.001963-0.0059550.1371590.0433810.0637530.078677
2021-120.0020260.0182380.0373920.069567-0.0092710.046222
2022-010.002014-0.085367-0.085123-0.041801-0.118946-0.111440
2022-020.0019210.0107950.0504490.0433670.0595300.049949
2022-030.001918-0.132191-0.050927-0.042582-0.074289-0.077184
\n", "

182 rows × 6 columns

\n", "
" ], "text/plain": [ " rf exmktret size_long bm_long mom_long rev_long\n", "ret_date \n", "2007-02 0.002110 0.089095 0.197290 0.225507 NaN NaN\n", "2007-03 0.002234 0.108569 0.194629 0.181880 NaN 0.121655\n", "2007-04 0.002125 0.291347 0.333786 0.365498 NaN 0.281322\n", "2007-05 0.002527 0.098653 0.070302 0.082580 NaN 0.100779\n", "2007-06 0.002542 -0.074613 -0.189340 -0.172057 NaN -0.135300\n", "2007-07 0.002481 0.192378 0.263211 0.252825 NaN 0.307959\n", "2007-08 0.002404 0.167471 0.088721 0.151364 NaN 0.117534\n", "2007-09 0.002621 0.047576 0.028394 0.052301 NaN 0.015507\n", "... ... ... ... ... ... ...\n", "2021-08 0.001941 0.014227 0.057349 0.078989 0.057667 0.015628\n", "2021-09 0.002033 0.002219 -0.024096 0.021044 -0.034337 0.009088\n", "2021-10 0.001998 0.001806 -0.022542 -0.037577 0.003608 0.008295\n", "2021-11 0.001963 -0.005955 0.137159 0.043381 0.063753 0.078677\n", "2021-12 0.002026 0.018238 0.037392 0.069567 -0.009271 0.046222\n", "2022-01 0.002014 -0.085367 -0.085123 -0.041801 -0.118946 -0.111440\n", "2022-02 0.001921 0.010795 0.050449 0.043367 0.059530 0.049949\n", "2022-03 0.001918 -0.132191 -0.050927 -0.042582 -0.074289 -0.077184\n", "\n", "[182 rows x 6 columns]" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "factors_df = pd.merge(index_df, factors_df, on='ret_date')\n", "factors_df.set_index('ret_date',inplace=True)\n", "factors_df = factors_df[['rf','exmktret','size','bm','mom','rev']]\n", "factors_df.columns = ['rf','exmktret','size_long','bm_long','mom_long','rev_long']\n", "factors_df" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "((factors_df+1).cumprod()*100).plot()" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "editable": true }, "outputs": [], "source": [ "factors_df.to_pickle('./data/factors/factors_long_only.pkl')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Long short factors" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "editable": true }, "outputs": [], "source": [ "# factors excluding size\n", "factors_dict = {}\n", "for f in ['bm','mom','rev']:\n", " if f == 'rev':\n", " factors_dict[f] = factor(df=ret_df,sort1=f,long_only=False,long_high=False)\n", " else:\n", " factors_dict[f] = factor(df=ret_df,sort1=f,long_only=False)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "editable": true }, "outputs": [], "source": [ "factors_df = pd.DataFrame(factors_dict)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "editable": true }, "outputs": [], "source": [ "# Size\n", "sort1 = 'bm'\n", "portfolios = double_sort(ret_df,sort1=sort1)\n", "portfolios_vwret = {}\n", "for pf in portfolios.keys():\n", " temp = portfolios[pf].groupby('ym')['mktcap'].agg({'mktcap_sum':np.sum})\n", " portfolios[pf] = pd.merge(portfolios[pf], temp, on='ym')\n", " portfolios[pf]['weight'] = portfolios[pf]['mktcap'] / portfolios[pf]['mktcap_sum']\n", " portfolios[pf]['weighted_ret'] = portfolios[pf]['ret'] * portfolios[pf]['weight']\n", " portfolios_vwret[pf] = portfolios[pf].groupby('ret_date')['weighted_ret'].sum()\n", "\n", "portfolios_vwret_df = pd.DataFrame(np.vstack([pf for pf in portfolios_vwret.values()])).T\n", "portfolios_vwret_df.index = portfolios_vwret[f'{sort1}1_size1'].index\n", "portfolios_vwret_df.columns = portfolios_vwret.keys()\n", "\n", "factors_df['size'] = (portfolios_vwret_df['bm1_size1'] + portfolios_vwret_df['bm2_size1'] + portfolios_vwret_df['bm3_size1']) / 3 - \\\n", " (portfolios_vwret_df['bm1_size2'] + portfolios_vwret_df['bm2_size2'] + portfolios_vwret_df['bm3_size2']) / 3 " ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "editable": true }, "outputs": [ { "data": { "text/html": [ "
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2021-100.0019980.001806-0.017339-0.0565990.0257140.033126
2021-110.001963-0.0059550.123430-0.046532-0.0247970.006545
2021-120.0020260.0182380.0163520.089343-0.0675360.061749
2022-010.002014-0.0853670.0002330.081621-0.048670-0.026194
2022-020.0019210.0107950.0215130.0108090.0436760.015243
2022-030.001918-0.1321910.0287450.038077-0.006099-0.019145
\n", "

182 rows × 6 columns

\n", "
" ], "text/plain": [ " rf exmktret size bm mom rev\n", "ret_date \n", "2007-02 0.002110 0.089095 0.076096 0.139221 NaN NaN\n", "2007-03 0.002234 0.108569 0.080259 0.057221 NaN -0.049465\n", "2007-04 0.002125 0.291347 0.039065 0.099404 NaN -0.067932\n", "2007-05 0.002527 0.098653 -0.026096 0.010264 NaN 0.029636\n", "2007-06 0.002542 -0.074613 -0.112510 -0.066675 NaN -0.004885\n", "2007-07 0.002481 0.192378 0.067658 0.050950 NaN 0.117932\n", "2007-08 0.002404 0.167471 -0.077035 0.052345 NaN -0.006491\n", "2007-09 0.002621 0.047576 -0.020228 0.029152 NaN -0.033810\n", "... ... ... ... ... ... ...\n", "2021-08 0.001941 0.014227 0.014352 0.074199 0.038196 -0.062430\n", "2021-09 0.002033 0.002219 -0.025703 0.060019 -0.053659 0.057943\n", "2021-10 0.001998 0.001806 -0.017339 -0.056599 0.025714 0.033126\n", "2021-11 0.001963 -0.005955 0.123430 -0.046532 -0.024797 0.006545\n", "2021-12 0.002026 0.018238 0.016352 0.089343 -0.067536 0.061749\n", "2022-01 0.002014 -0.085367 0.000233 0.081621 -0.048670 -0.026194\n", "2022-02 0.001921 0.010795 0.021513 0.010809 0.043676 0.015243\n", "2022-03 0.001918 -0.132191 0.028745 0.038077 -0.006099 -0.019145\n", "\n", "[182 rows x 6 columns]" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "factors_df = pd.merge(index_df, factors_df, on='ret_date')\n", "factors_df.set_index('ret_date',inplace=True)\n", "factors_df = factors_df[['rf','exmktret','size','bm','mom','rev']]\n", "factors_df" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "((factors_df+1).cumprod()*100).plot()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "factors_df.to_pickle('./data/factors/factors.pkl')" ] }, { "cell_type": "markdown", "metadata": { "editable": true }, "source": [ "# Daily factors" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "editable": true }, "outputs": [], "source": [ "shibor1d = DataAPI.MktIborGet(secID=\"Shibor1D.IRCN\",beginDate=START,endDate=END,field=['tradeDate','rate'],pandas=\"1\")\n", "shibor1d['tradeDate'] = pd.to_datetime(shibor1d['tradeDate'])\n", "shibor1d['rate'] = shibor1d['rate'] * 0.01 / 365\n", "shibor1d.rename(columns={'rate':'rf'},inplace=True)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "editable": true }, "outputs": [], "source": [ "def daily_factor(df, sort1, sort2='size', long_high=True, long_only=True):\n", " \n", " portfolios = double_sort(df=df, sort1=sort1, sort2=sort2)\n", " portfolios_vwret = {}\n", " for pf in portfolios.keys():\n", " temp = portfolios[pf].groupby('ym')['mktcap'].agg({'mktcap_sum':np.sum})\n", " portfolios[pf] = pd.merge(portfolios[pf], temp, on='ym')\n", " portfolios[pf]['weight'] = portfolios[pf]['mktcap'] / portfolios[pf]['mktcap_sum']\n", " df_ = pd.merge(portfolios[pf][['secID','ret_date','weight']],\n", " stk_df[['secID','tradeDate','ym','ret_daily']],\n", " left_on=['secID','ret_date'],\n", " right_on=['secID','ym'])\n", " df_['weighted_ret_daily'] = df_['ret_daily'] * df_['weight']\n", " portfolios_vwret[pf] = df_.groupby('tradeDate')['weighted_ret_daily'].sum()\n", "\n", " portfolios_vwret_df = pd.DataFrame(np.vstack([pf for pf in portfolios_vwret.values()])).T\n", " portfolios_vwret_df.index = portfolios_vwret[list(portfolios_vwret.keys())[0]].index\n", " portfolios_vwret_df.columns = portfolios_vwret.keys()\n", " if long_only:\n", " if long_high:\n", " factor = (portfolios_vwret_df[f'{sort1}3_{sort2}1'] + portfolios_vwret_df[f'{sort1}3_{sort2}2']) / 2\n", " else:\n", " factor = (portfolios_vwret_df[f'{sort1}1_{sort2}1'] + portfolios_vwret_df[f'{sort1}1_{sort2}2']) / 2\n", " else:\n", " if long_high:\n", " factor = (portfolios_vwret_df[f'{sort1}3_{sort2}1'] + portfolios_vwret_df[f'{sort1}3_{sort2}2']) / 2 - \\\n", " (portfolios_vwret_df[f'{sort1}1_{sort2}1'] + portfolios_vwret_df[f'{sort1}1_{sort2}2']) / 2\n", " else:\n", " factor = (portfolios_vwret_df[f'{sort1}1_{sort2}1'] + portfolios_vwret_df[f'{sort1}1_{sort2}2']) / 2 - \\\n", " (portfolios_vwret_df[f'{sort1}3_{sort2}1'] + portfolios_vwret_df[f'{sort1}3_{sort2}2']) / 2\n", " return factor" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "editable": true }, "outputs": [], "source": [ "# Daily factors excluding size\n", "factors_dict = {}\n", "for f in ['bm','mom','rev']:\n", " if f == 'rev':\n", " factors_dict[f] = daily_factor(df=ret_df,sort1=f,long_high=False)\n", " else:\n", " factors_dict[f] = daily_factor(df=ret_df,sort1=f)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "editable": true }, "outputs": [], "source": [ "factors_daily = pd.DataFrame(factors_dict)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "editable": true }, "outputs": [], "source": [ "# The size daily factor\n", "portfolios = double_sort(df=ret_df,sort1='bm')\n", "portfolios_vwret = {}\n", "for pf in portfolios.keys():\n", " temp = portfolios[pf].groupby('ym')['mktcap'].agg({'mktcap_sum':np.sum})\n", " portfolios[pf] = pd.merge(portfolios[pf], temp, on='ym')\n", " portfolios[pf]['weight'] = portfolios[pf]['mktcap'] / portfolios[pf]['mktcap_sum']\n", " df_ = pd.merge(portfolios[pf][['secID','ret_date','weight']],\n", " stk_df[['secID','tradeDate','ym','ret_daily']],\n", " left_on=['secID','ret_date'],\n", " right_on=['secID','ym'])\n", " df_['weighted_ret_daily'] = df_['ret_daily'] * df_['weight']\n", " portfolios_vwret[pf] = df_.groupby('tradeDate')['weighted_ret_daily'].sum()\n", "\n", "portfolios_vwret_df = pd.DataFrame(np.vstack([pf for pf in portfolios_vwret.values()])).T\n", "portfolios_vwret_df.index = portfolios_vwret[list(portfolios_vwret.keys())[0]].index\n", "portfolios_vwret_df.columns = portfolios_vwret.keys()\n", "\n", "factors_daily['size'] = (portfolios_vwret_df['bm1_size1'] + portfolios_vwret_df['bm2_size1'] + portfolios_vwret_df['bm3_size1']) / 3" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "editable": true }, "outputs": [ { "data": { "text/html": [ "
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bmmomrevsize
tradeDate
2007-02-010.013041NaNNaN0.008327
2007-02-02-0.018846NaNNaN-0.015797
2007-02-050.009846NaNNaN0.015023
2007-02-060.028806NaNNaN0.028548
2007-02-070.013814NaNNaN0.013623
2007-02-080.020907NaNNaN0.018609
2007-02-09-0.001954NaNNaN0.000746
2007-02-120.025847NaNNaN0.023732
...............
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2022-03-100.0122650.0213930.0144680.017002
2022-03-110.0070630.0016160.0076450.007936
2022-03-14-0.022444-0.030809-0.026685-0.026434
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3674 rows × 4 columns

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" ], "text/plain": [ " bm mom rev size\n", "tradeDate \n", "2007-02-01 0.013041 NaN NaN 0.008327\n", "2007-02-02 -0.018846 NaN NaN -0.015797\n", "2007-02-05 0.009846 NaN NaN 0.015023\n", "2007-02-06 0.028806 NaN NaN 0.028548\n", "2007-02-07 0.013814 NaN NaN 0.013623\n", "2007-02-08 0.020907 NaN NaN 0.018609\n", "2007-02-09 -0.001954 NaN NaN 0.000746\n", "2007-02-12 0.025847 NaN NaN 0.023732\n", "... ... ... ... ...\n", "2022-03-03 0.008643 -0.007450 -0.007586 -0.001250\n", "2022-03-04 -0.012217 -0.014437 -0.010430 -0.012156\n", "2022-03-07 -0.010252 -0.019411 -0.024816 -0.011582\n", "2022-03-08 -0.028670 -0.030806 -0.025437 -0.032090\n", "2022-03-09 -0.015098 -0.003501 -0.014331 -0.012455\n", "2022-03-10 0.012265 0.021393 0.014468 0.017002\n", "2022-03-11 0.007063 0.001616 0.007645 0.007936\n", "2022-03-14 -0.022444 -0.030809 -0.026685 -0.026434\n", "\n", "[3674 rows x 4 columns]" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "factors_daily" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "editable": true }, "outputs": [], "source": [ "sec_id = ['000906.ZICN']\n", "index_df = DataAPI.MktIdxdGet(indexID=sec_id,beginDate=START,endDate=END,field=['indexID','secShortName','tradeDate','closeIndex','CHGPct'],pandas=\"1\")\n", "index_df['tradeDate'] = pd.to_datetime(index_df['tradeDate'])\n", "\n", "index_df = pd.merge(shibor1d,index_df[['tradeDate','CHGPct']],on='tradeDate')\n", "index_df.rename(columns={'CHGPct':'mktret'},inplace=True)\n", "index_df['exmktret'] = index_df['mktret'] - index_df['rf']" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "editable": true }, "outputs": [ { "data": { "text/html": [ "
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tradeDaterfmktretexmktret
02007-01-040.0000390.0096050.009566
12007-01-050.0000380.0081210.008083
22007-01-080.0000380.0322490.032211
32007-01-090.0000370.0297670.029730
42007-01-100.0000370.0255200.025483
52007-01-110.000037-0.007034-0.007071
62007-01-120.000036-0.028233-0.028269
72007-01-150.0000360.0530240.052988
...............
36872022-03-040.000052-0.011156-0.011208
36882022-03-070.000056-0.029342-0.029398
36892022-03-080.000056-0.023603-0.023659
36902022-03-090.000055-0.011621-0.011676
36912022-03-100.0000550.0161190.016064
36922022-03-110.0000560.0046420.004586
36932022-03-140.000057-0.028821-0.028878
36942022-03-150.000057-0.048404-0.048461
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3695 rows × 4 columns

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" ], "text/plain": [ " tradeDate rf mktret exmktret\n", "0 2007-01-04 0.000039 0.009605 0.009566\n", "1 2007-01-05 0.000038 0.008121 0.008083\n", "2 2007-01-08 0.000038 0.032249 0.032211\n", "3 2007-01-09 0.000037 0.029767 0.029730\n", "4 2007-01-10 0.000037 0.025520 0.025483\n", "5 2007-01-11 0.000037 -0.007034 -0.007071\n", "6 2007-01-12 0.000036 -0.028233 -0.028269\n", "7 2007-01-15 0.000036 0.053024 0.052988\n", "... ... ... ... ...\n", "3687 2022-03-04 0.000052 -0.011156 -0.011208\n", "3688 2022-03-07 0.000056 -0.029342 -0.029398\n", "3689 2022-03-08 0.000056 -0.023603 -0.023659\n", "3690 2022-03-09 0.000055 -0.011621 -0.011676\n", "3691 2022-03-10 0.000055 0.016119 0.016064\n", "3692 2022-03-11 0.000056 0.004642 0.004586\n", "3693 2022-03-14 0.000057 -0.028821 -0.028878\n", "3694 2022-03-15 0.000057 -0.048404 -0.048461\n", "\n", "[3695 rows x 4 columns]" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "index_df" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "editable": true }, "outputs": [], "source": [ "factors_daily = pd.merge(index_df[['tradeDate','rf','exmktret']],factors_daily, on='tradeDate')\n", "\n", "factors_daily.set_index('tradeDate',inplace=True)\n", "\n", "factors_daily = factors_daily[['rf','exmktret','size','bm','mom','rev']]" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "factors_daily.columns = ['rf','exmktret','size_long','bm_long','mom_long','rev_long']" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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rfexmktretsize_longbm_longmom_longrev_long
tradeDate
2007-02-010.0000480.0055420.0083270.013041NaNNaN
2007-02-020.000048-0.035335-0.015797-0.018846NaNNaN
2007-02-050.000048-0.0059930.0150230.009846NaNNaN
2007-02-060.0000490.0198790.0285480.028806NaNNaN
2007-02-070.0000500.0219230.0136230.013814NaNNaN
2007-02-080.0000520.0173800.0186090.020907NaNNaN
2007-02-090.000076-0.0033550.000746-0.001954NaNNaN
2007-02-120.0001100.0334550.0237320.025847NaNNaN
.....................
2022-03-030.000047-0.005066-0.0012500.008643-0.007450-0.007586
2022-03-040.000052-0.011208-0.012156-0.012217-0.014437-0.010430
2022-03-070.000056-0.029398-0.011582-0.010252-0.019411-0.024816
2022-03-080.000056-0.023659-0.032090-0.028670-0.030806-0.025437
2022-03-090.000055-0.011676-0.012455-0.015098-0.003501-0.014331
2022-03-100.0000550.0160640.0170020.0122650.0213930.014468
2022-03-110.0000560.0045860.0079360.0070630.0016160.007645
2022-03-140.000057-0.028878-0.026434-0.022444-0.030809-0.026685
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3674 rows × 6 columns

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" ], "text/plain": [ " rf exmktret size_long bm_long mom_long rev_long\n", "tradeDate \n", "2007-02-01 0.000048 0.005542 0.008327 0.013041 NaN NaN\n", "2007-02-02 0.000048 -0.035335 -0.015797 -0.018846 NaN NaN\n", "2007-02-05 0.000048 -0.005993 0.015023 0.009846 NaN NaN\n", "2007-02-06 0.000049 0.019879 0.028548 0.028806 NaN NaN\n", "2007-02-07 0.000050 0.021923 0.013623 0.013814 NaN NaN\n", "2007-02-08 0.000052 0.017380 0.018609 0.020907 NaN NaN\n", "2007-02-09 0.000076 -0.003355 0.000746 -0.001954 NaN NaN\n", "2007-02-12 0.000110 0.033455 0.023732 0.025847 NaN NaN\n", "... ... ... ... ... ... ...\n", "2022-03-03 0.000047 -0.005066 -0.001250 0.008643 -0.007450 -0.007586\n", "2022-03-04 0.000052 -0.011208 -0.012156 -0.012217 -0.014437 -0.010430\n", "2022-03-07 0.000056 -0.029398 -0.011582 -0.010252 -0.019411 -0.024816\n", "2022-03-08 0.000056 -0.023659 -0.032090 -0.028670 -0.030806 -0.025437\n", "2022-03-09 0.000055 -0.011676 -0.012455 -0.015098 -0.003501 -0.014331\n", "2022-03-10 0.000055 0.016064 0.017002 0.012265 0.021393 0.014468\n", "2022-03-11 0.000056 0.004586 0.007936 0.007063 0.001616 0.007645\n", "2022-03-14 0.000057 -0.028878 -0.026434 -0.022444 -0.030809 -0.026685\n", "\n", "[3674 rows x 6 columns]" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "factors_daily" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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wIT/96U8HvXdDQwNXXnklixcv5sYbb8Tl0n7JV65cyQMPPMDChQtZunQpTU1NAKxbt465c+disVhITU1l8+bNY/fChRBCCCFEjM8dHNIek+YEg3TNHUTtkXYSkk2xSuRIGEz62M/Daht6ELVlWDBZDTRXu3C2eLFlWFAURfsAoZ+fW3OVi8RUc2z6r8li4NJvzsPd7ufwxw0jfg2iuwm9fcsjHz/CwdaDcb1naXopPzz7h/0+/te//pVrr72Wf//3f8flcvHtb38bgMsuu4zLLruMjRs38pe//AWA++67j+eee46ioiLOPfdcvvKVrzBr1qx+77127VrWrFnDLbfcwqOPPsoTTzzBgw8+CEBycjJ79uzh3nvv5aWXXuLmm29m/fr1HDt2jGeffZaqqipWrVoVx3dCCCGEEEL0x+cKkpA8eGdWs9XQZ9ObSESl8vNmgv4weaXpQ7rXZKSqKrWH20a1PjQqKd2sfUAwhI65UYqikJGbSPWBVkKBCMmZWrMkc4Kh1xrRtno3JquBhgoHUwq771MarazKeuD4mdBBdDxceeWVXH/99ZjNZm6//fZujwUCAdatW8err74KwPbt27n++usBsNvtnDhxYsAg+uGHH8Yqp6tXr+bee++NPRYNmTNnzqSpqQlVVVFVlWAwiM/nw+/3x/V1CiGEEEKI/vncQdKnJQ56nslqwN7kjX0fDIQ5uK2OXf88iaPZB0Du7FS+dO9ZYzbWicze5MVtD5A7imm5UUmpZpqrXMOqiAJk5ibx+dEaAGwZWlXW1McHCBt/tQdLggFHk5d5K3K6PabT69AbdQR94VG8AtHVhA6iA1Uux8qcOXP48MMPeeSRR1i1ahXFxcWxx5544gm++tWvMmWK1mlLr9eza9euId9bURRUte/Wz2azOfa1qqokJydz2223UVJSwuzZs1m/fv3IXpAQQgghhBg2n2sYU3O9IbzOAHu2VLN3Sw0+d5ApRcksu34Whz9qoLmj+c2ZqHN96MgbFUUlpWnVzKHsIdpVRkc1EyC5Y/sYrclU59reoD+Mo8mLo+P7KUXdK6IAJouegF+CaLxM6CA6HlpaWsjIyOBnP/sZRUVFFBYWAlBbW8vLL7/M1q1bY+cuWbKE119/nSuuuAKHw4HVao2tH+3LihUr2LRpE7fccgtvvPEGy5YtG3As27dv58CBAyQmDv5pnBBCCCGEiI9wKELQH8aSNPifymarEVebn9/9eBvhYISiRZksvqSAabO0CmDtkXaqD7aO9ZAnrNrD7VhtRtKm9b0FznAkdjQsGnZFNM8W+zq6j6nJaohVrAHaGzyxrxUFsgo6r4kymvUE/TI1N16kWVEPGzZsYM6cOSxcuJBvfvObsWC5fv16KisrWbJkCWVlZbS0tPD000/z2GOPUVZWxqpVqwadPrt27VpefPFFFi9ezLZt27jvvvsGPD81NZXCwkKKiopia1WFEEIIIcTY8rm1StlQ1iLmz01nSlEy81bk8JV157D6joWxEApa9S7gCxMORsZsvBNZzZE2cmaNfn0ogC0aRIfRNRcgPTcRRQFLohGTRftwwdyj23FbgxsAo0VPRl5S7LyujGa9TM2NI6mI9vCd73yH73znO72Of/GLX+THP/5xt2MZGRmDdrItLCxkx44dAGRmZrJx48Ze52zZsiX2dTRwbtiwgZycHBoaGgiFQlxxxRXs2rWLsrKy4b4kIYQQQogzkqqqfPbmSabPz9D2kxwin6sjiA5hau70+RlMn5/R7+PR6p3XFYhNLT1TOJq9uFr9LL5k9OtDAZKztKpq4jDfR6NJT0p2AkazPnbM1KPbcVu9B0WBa+87C52+79CsVUQliMaLBNE4qqqq4qqrrup2bDhrSLs6fPgwBQUF6HQ6QqEQzc3NZGT0/4+cEEIIIYTozu8Osf3lY7ja/VywpqTbY6qq9lul6wyio/9TObqe0esMnnFBtLlKWxs7pSglLvebOiOZL923eET7kZ537cxuAdNkNRDwh1EjKopOob3egy3T2ueU3CijpXenXTFyEkTjKD8/f8TBs6dvfvOb3HTTTTz33HNEIhHuuusu8vPz43JvIYQQQogzQbSbbVudu9vxz946yd53q7nhR0v6bHzTOTV3eFNA+2LpUhE90zhatPc/JXPk+4d2pSgKuSUja3o0oyyr2/dmqwFUCPhCmBOMtNW7SZs68DpWo1mPu112sogXCaITVH5+Ptu3bx/vYQghhBBCnLbszVoDmrb6zkY0Vftb2fbXo6DCvvdqWLK6qNd13mFMzR1MdD2j1xkc5MzJx9nqw2jWY45DZTneTFZtTJ9srKD6UCstNe4Bp1iDrBGNN2lWJIQQQgghJiVHR0XU3e4n4A3hbPXx5rP7SJ+WSO7sNPZsqSEU7B0sYhXReARRW3Rq7plXEXW2+LBlWOLSqCjeoj+X3W9XYbIYOH9NMeWXFw54jcmsJyBdc+Nm4n08IYQQQgghRBdqRMXR4sVtD5Aza+jrA6NTcwGaq11s/fMRIuEIV9y+gKYqJ2/+zz7a6jy91gX63EEMJh0Gk77nLYfNbDWg6JRYlfVM4mz1xbZLmWgK5qVz2bfmM3VG8pDX7hot0qwoniSICiGEEEKICevzLdV88OcjREIqAFfetZDCBZlDutbe5CUh2YTHEeDlxz8F4IrbF5A6JQGPQ6tQRqufXXmdgbhUQwEUnYI1yYjvDK2ITpsRn0ZF8abX65hVnj2sa4xmPZGQSjgUQW+QiaWjJe+gEEIIIYSYsCo+bybBZuLCr8wmJcvKtr8cJRIe2p6cjiYveaWdzW2WfrGIGYu1pjXRdYs9g6gaUak52DZg99ThstqMZ1xF1O8N4feESJqgFdGRMJq13xmpisaHBNE+VFRUsGTJkglzHyGEEEKIM1VbvYdps1KZf0Euy66fRVu9h33v1w56XSgQxm0PkDolgXOuLuLCr8zm7C92NiaKVjw99gCvPrOHpionAPXH7bjtgWFXywZiSTKdcc2KnC0+AJIz4tMxdyIwWrSp2hJE40OCqBBCCCGEmJCCgTDOVl9sW42iRZnklqTy8cYT+D0DBztna0cQyrSyZHUR8y/I7fa4JUELoo2VDir2NFOxpxmAo582ojfoKFw4tOm/Q2G1Gc+4ZkXOjq1bJuoa0ZEwmrUgenRnI42VjiFft7NhJxsObBirYZ22JIj2w+12c9VVV1FaWspPf/pTtmzZwvXXX8/KlSspLS3lV7/6FV/84hcpKSnhJz/5yaD3a2ho4Morr2Tx4sXceOONuFzaBr8rV67kgQceYOHChSxdupSmpiYA1q1bx9y5c7FYLKSmprJ58+Yxfb1CCCGEEBNNe70HVEibmgho+0guv6EYnzvIztcrB7zW1abt92hLN/f5uN6ow2DW09qxx6ijyYsaUTn2aRMF89IxWeLXSsWWZsHZ5iMSUeN2z4ksElHZ9c8qjGY9qVMG3pvzdBINotv+cpQdr1UM+brnt7/IXze/OUajOn1N6GZF9T//Of4DB+N6T/OcUqb++MeDnnf8+HE2b95MVlYWS5cupaCggO3bt3P48GFOnDhBWVkZhw4dIi8vj4KCAtauXYvB0P/buXbtWtasWcMtt9zCo48+yhNPPMGDDz4IQHJyMnv27OHee+/lpZde4uabb2b9+vUcO3aMZ599lqqqKlatWhW390AIIYQQ4nTQVq+FxGhFFCCrwEbpuVPZ/U4V8y7IJSWr76mfrjatIpqY2n9FzpJg0MIuYG/2Un/Cgbvdz8xrZ8brJQCQOjWBSEjF2eIlJWvyBLP+HNxeR+2Rdi6+ZQ5m64SOG8NisnR2UfZ7em/joqoqB7bVUbxkSiy0qqqKZUcB57euJBwOo9ePvhPzZCEV0X4UFxeTk5OD0Whk2bJlpKamUl5eTlJSEkVFRUydOpVZs2ZhsVjIzs7GbrcPeL8PP/yQyy+/HIDVq1fzwQcfxB6LhsyZM2fS1NSEqqqoqkowGMTn8+H3+8fuhQohhBBCxEE4FIl7xa+t3oOiQGp29/B2ztUziYRUju5s6PfaaEU0KbXviiiAOdFIKKg1PrI3ejn2aSM6gxLXabnQWdFt6wi9k11rnRuDUUfpeVPHeyhxFW1WBFozpp5a69y884eDHN/VFDtWZa8iq206xoiZ+obWUzLO08WE/ohiKJXLU0FVtX9UzebOf8iMRmOf5/RHUZR+z+l6X1VVSU5O5rbbbqOkpITZs2ezfv36EY5cCCGEEOLU+OujO5k2K5UVNxbH7Z5t9W6SM63ojd1rJ0lpZnR6hYCv/6YxrnY/Vpux17VdWRI7/xT2OAIc+aSBgrkZca/ipXVMT22r91C4IK63Hrb2Bg+JaWaMcdgjtT9+dxBLkhFFUcbsOcZDtMoJ9LlG2e/Wwml0ayCAHfv3Yg5rP/+6qlZyc7LGeJSnD6mI9uPw4cNUVVURCAR4//33aW9vH9X9VqxYwaZNmwB44403WLZs2YDnb9++nQMHDvDWW2+Rm5s74LlCCCGEEOPJbffTWOmkpcYV1/s6W/0k9zP11mjWExqge6mr1U9S2sCNcqINi6I8jgCzzop/ULAkGbHajLR3TDU+Ffa9X8NH/zje7Ziz1ccfH/qI3/94G3XHBp7NNxo+dwhzQnz2YZ1IjF2m5gb6mJobrZL6XJ1B9MT+zqp9c83QGxydCSSI9mPlypXccccdLFy4kDVr1lBYWDiq+61du5YXX3yRxYsXs23bNu67774Bz09NTaWwsJCioiK+/e1vj+q5hRBCCCHGUt1RLdS47fHtDOtu85HYz9Rag0k/4DYa7vb+r40yJ2lhKVo11enjPy03KnVKAm0Np2ZqrtcZ4IM/H2XnG5XdqnO1R9pRIyo+V5DDH9WP2fP7PcFu1ebJomtFNOAL95qKHugIol236vGcVGi3NuA0tdJW5z01Az1NDOk3RFGUdODvwGZVVdcpivIw8C+AE2hQVfWyjvN+AnwdaANuVFW1YkxGPcYKCwt5883ena1WrlwJQFJSEhUVFbHje/fu7fc+O3bsACAzM5ONGzf2OmfLli2xr6OBc8OGDeTk5NDQ0EAoFOKKK65g165dlJWVjfAVCSGEEEKMnbqj2swxjz1+fS0i4QgeR6DfNZ5Gs55gYICKaJufnFmpAz5HtCKaPd1G3VE7+XPTx6ySlzY1sdvawbG0658nCQXCoMKRHQ0sujgf0H5OJoseW6YVR8vYhSK/JzSpuuVG9ZzOHPCGYvvRArS0twFQ2VgDzMEX8JHUnI1jehX2tgCZDWmncrgT3qBBVFEUI/A60DVtZQDfUFX1vS7nTQeuBWYDq4FHgDVxHe0EVlVVxVVXXdXt2K5du0Z0r8OHD1NQUIBOpyMUCtHc3ExGRkY8himEEEIIEXe1HUHU7wkRCoQxxGH9occRQFXpt6o50NTcoD+M3xMiMW2QimhH1S5taiI5s1LHrBqqPUcCPlcQryuANck0Zs8DcGJ3MwVzM/A4/Bz+uEsQPWZn6swUDCY9rbXxmSZcua8Fk1lPdmEyeoNWWfa5g5gTJl9FVNF1X/Pq93QPok32FgCqGmsB+GTvXkwRC3mlaWzfvQt/w1wi4Qg6vUxKhSEEUVVVg4qiXIUWLgs7DqcDzT1OvQh4XVXVsKIorwO/iudAJ7r8/PwRB8+evvnNb3LTTTfx3HPPEYlEuOuuu8jPz4/LvYUQQggh4ikSjtBS4yYh2YTHEcDjCJCc2fe6zuGIdb3tJ0waTLp+p+ZGt24ZdI1oR4hISDZxztUzRjrUIYlWCNvrPVhnjV0QVSMqjmYf0xdkkpmfxGdvniQSUQl4Q7TWuileko3fE6Ly8xbUiNorXA2Hs9XHxl/uBsBg1pMzM4X5K/O0gDbJ1oj6w37ueecevn7fN8mw5/HWs/tjU3GjPB4/oGDwm4moEQ59Xg0kc175IjYd+ieEFdz2ALb0gX8vzxRD+qhCVdXGHl2vjMDziqKYgOdUVX0cyKYjnKqqGlIURa8oil5V1W7/QiiK8q/AvwIUFBTE4SVMPvn5+Wzfvn28hyGEEEIIMSivM4gaUckuTKZiTzNue3yCqLtdC6L9V0QN3ZrCdOVs0YKoLX3gimg0LCUkj22FErps4dLgYdogU4ZHw233Ew5FSM37CzEAACAASURBVMmyokZU1IiK1xmg6aQTgGkzU2mtcxMOaVOfB1tHO5D649ra4POum4mr1c/RnQ1sfekI4WAkVm2eLLbVbGNrzVYWZC4gUL8TE8X4enTO9br9gAVLKIl9zftoPx4gkNTA7JwLcZq1abuuVp8E0Q4jrQtfp6rqWcAK4KuKopwN9NybpM+PV1RV/a2qqktUVV2SlSXti4UQQgghTmeujsCYPd0GdAbIUd93kIqo0awjGIj0+Vh0v87UKYkDPkc0LJ2KIGrLsKA36MZ8L1F7o7b2MyXTGguZ7nY/dUft6HQK2UXJsQ8KHM2jWyfacNyB3qhj0ap8LviXEoqXTMHepN2z65TVyeDNSq1/TJOniXca/wn07pzr7/jeHLbyQcU2TE0pqDlu9Do9kUTt99nZUa0XIwyiaseGmKqqtgNvAXOBOiATQFEUQ8dp/a8gF0IIIYQQpz13LIgmA+BxxCeIutv96A26fgON0aQn6O+9hQZoe2WaEwxYbQOHoakzUliyupD8uemjHu9gdDqF1CnWMd/Cxd4RLpOzegTRY+1kFtgwmvQkZ2oVudEG0foTdrKn29B3rHnsWgmfTNu3BMIBtlRtAaDaWU1TWNuSxd8jiHbd13b/pyfRR4xMKdY+oNEnaR+a1NX1XN145hpREFUUZVrH/5uA84HdwD+ByxVF0aOtJ30/XoMUQgghhBATUzSIZuQmodMpcdvCxdXuJzHVRI/lYTFas6J+KqINblKnJPR7bZTeoOOcq2dgspyaaaSpUxLHviLa5EWnU7Clm2Mdhx3NPhornEyblQJo1VkAR8vIq3PhYISmKidTilJix6IBF5hU27d8WPchrqALm9HG3pa9+PXaz7BnEA37OieImiuyiBBhwYKZACQkWPAZ3Lyw86/UumpP2dgnspFOzX1GUZQ9wCfAX1VV/UxV1XrgOeAQ8DPg3+M0RiGEEEIIMUG52/0oOoWEFBMJKSY8cZua6xuw2ZBhgO1b2uo9pE2deNuHpE1NwNHsJRzsO0DHg6PJiy3Dgk6vw2ozoihQ8Xkz4VCEnJna2lSDUU9Csim2lnYkWmpdREIqUwqTY8cma0V0U8UmbEYbq6avwh10E9T7UYng92prRCPhCI4WL6pfR8CsVbyL2hbSkljNwrx5ANhMNpzmVpL8aTgCjnF7LRPJkIOoqqrrVVVd1/H1taqqLlRVdZGqqo91OedpVVVndRw/OQbjnXS2bNnCDTfcMN7DEEIIIYQYEXe7n4RkEzqdQkKKGfcw9xJtqXXxxm8+JxTsDJVNVU7qjzvIKrD1e53RrCccjBCJdG9TEvCG8NgDE3Ify7SpCagqtDeNXVXU3uQlJUsLhDq9joRkEzWHtEY5U2d2Vi8tSUb83r6nNg9FS40WuDJyO9fhRiutwKRpVhQMB3mn6h0uKriInKQc7aACfoMXvydEMBDm1Wf2sOEnH2JxJRO0df5s3TmNWA3az8JmsuEytZEUSMMXknWiMPKKqBBCCCGEELjt/thaxNRs67D3p6w+2Maxz5pornIBEImobHn+IJZEA0tWF/Z7ndGs7VXacy/RtgYtCES71E4k0TG1j9H03FAwTFudu9trT0w1o6qQkm3t1pTJaNYT9I08iLbVudEZlFjoBTBZDFiStEroZGlW9FH9RzgDTi6dfinZ1uzYcb/ei73Zwyu/2MXJfa2xD0SU1M5Oupnndd7HrDfjMreR5E/DExrb6dmnCwmifaioqODiiy9m9erVlJaW8vDDD/O1r32N0tJSbr31VgB++tOfUlZWxtKlS9m2bRsA69ev59Zbb+Xcc89lzpw5PPfcc1x88cXMnDmT3/zmN4M+75EjR7jwwgtZvHgxt99+O+Gw9g/rokWL+P73v8+8efNYtWoVfr/2SeO3vvUt5s6di8FgICsri4MHD47NGyKEEEII0Q9XeyC2FjGrwIbbHhhWVdTv1v5wb63TAuzed2torHSy4sbiAcOMwaQF0Z7Tc6PNgCbi1NyUbC20jdU60drD7YSCkW7Nl6IfEvTcMsZkNXRrrgPaFNPqQ2109CUdUGudm7Qpiej03eNEcoYFnU6JfVBwunuz4k0SjYmcl3Me2QldgqjBQ9W+NhoqHKz6+pzYcVOqwqqvz2H1A8XcvfTbseO1rlqc5jbMYSsu1+iaRE0WE7pm/v6Lh2OfjsVLZn4S599UMuh5W7du5cSJE1itVrKzs3nzzTf5/e9/z4IFC3j33Xd57733+PTTT6mpqeGyyy5j3759AOzZs4ePP/6Y119/nZtvvpkTJ07g9/tZtmwZt99++4DPeffdd/Ozn/2MCy64gLvuuosNGzZwyy23YLfbOfvss3nssce49tpr2bx5M9OnT2f//v3s37+fH//4x8ycOZPS0tK4vEdCCCGEEFH7t9aSmm0lpzitz8fd7X7ySrSQE51K23TSSeKCoe1P6eto+NJW58bV5ufDvx8jf246xUunDHhdNOgEfWHonHFKW4MHRafEZS/TeDNZDCSlmWlrGJvOuZX7WtAbdeSWdIbOxJSOINplWi6AyayPbZET9fErJ9j5RiVrHjibzLykAZ+rtdbdbapvVHKWFWerb9BGUaeDYCTI21VvszJ/JSa9qVsQ9Rqd6I0Kq+9YyHHb5/j1XsxhKwkJFkrPm9brXgadAYdRWxvqtsvUXJCKaL9KSkrIyckhLS2NlJQUVqxYgU6no6ioiB07dnDppZei0+nIz88nMTGRuro6AJYvX47BYKCoqIh58+aRlpbG1KlT8XgG/+Rr9+7dXHDBBQCsXr2aDz74IPbYqlWrAJg5cyZNTU3odDoCgQCRSASfzxerkgohhBBCxIuqqnzw0hE+fbPv1h9Bf5iAN0Rix16fWflaEG2ucg75ObpWRD948TCRsMqFXy4ZNMgY+62IekjJsqI3TMw/c9OmJozZ1NyT+1rJLUmNVYuB2M+mZxA1Wg3dpua21Lj4rOPn7Bmgol17pJ0Naz/E2eojfVrv6c9nXTqdC788e1SvY6L4pP4T7H47l0y/BICshCxAm2b7/oyXKLsrhYK5Gbxw6AWc5lYAkpL6/gDkf5//v7ms5AsAeL3ydztM8IroUCqXY8Vs7v4pntHYOTXE5XJhsfTdxa3rdV2vGQqdrv9/MLveV1VV5syZw4IFCygpKWHBggU89NBDw3ouIYQQQojBeJ1Bgr5wv+s+m05qFZ7omkST1UDqlAQaK4ceRH1uLQzVHGonHIpw7pdmkJI1+LTagdaITsRGRVGpUxM5uK0OVVXjWjW0N3lpb/Aw/8LcbsdLz52GJdHY6z0xWfQEOpoVRSIq7zx/EEWnQETF5w7Sn8q9zbR3rMNNz+kdRLMKbAM2mTqdvFX5FgmGBJbnLAcgzZyGRW9hVuos9ob3Ekxy0+prZXvtdi4xl5LpycVi6HsmwLSkaawqvog3OYTP0//7eyaZmB8VTXCXX345b731FpFIhNraWtxuN9Om9S7BD9dZZ53Fe++9B8Abb7zBsmXLBjz/+PHjHD58mJdffhmbbXL8By+EEEKIiaO9UQsczhYfW/98hFef2dPt8aqDbSgK3aaCZuUn0XRyGBXRjj/Kw6EIialmFq3KH9J1hujU3C5BNBJRaW+cmFu3RKVNSSDoD7Ptr8cGDHzDdXJfCwDT52V0O56UZmb+Bbm9Qq/JYiDgD6OqKvveq6HhhIPzrtX2vBxoXO52bZ/YgnkZ5PRYdzqZhCIhNldu5sK8C7EYtAKUoij8ctUvuaf8HgCcASebKjYRVsMsLtOqwEWZhf3e05ao/V5Gt30500kQHQG9Xs+qVatYvHgx11xzDb/5zW/i8onWL37xCx588EEWL16M1+vla1/7Wr/nqqpKMBgkJyeH4uJiHn744VE/vxBCCCFEV/bGzimku9+upmJPM47mzkYrNYfayCqwddszMqsgGVebH68zMKTn8LmDGC1aqCy/fDoG49Ca3BjN2p+xn7x6gg/+fISAN4SzxUskpE7oiuiUIm3fzV1vnaRyb8uA57ra/Bz6sI4tfzw0aLiv3NdCcpZ1yK/daNGDCu0NHrb/TVuXu2ClVk31uYKoqsqfH9nBgW113a5zNHvJLUnlqrsXxTrkTkY7G3bS5m/jksJLuh0/d9q5zEqdBWhB9LXjrzErdRZfvvEyrrp7EYuWzuj3ngkJWqANjKJb8WQyoafmjpfCwkJ27NgR+765uTn29caNGwFYsmQJ999/f7froh11AebPn8+WLVti39fX1/f5XCtXrmTlypUAzJgxo9s1URUVFbGvH3tM27b14YcfZs2aNdx99914vV7Ky8u54447SE9P73W9EEIIIcRItDd2hk61Y3uKY582sWhVHo2VThqOOyi7pHsFM2t6Z8Oigh7Vub743SGKl04hvzSdGWWZQx5bdGpu/XEH9ccdtNW5WbAyD5iYW7dEZU9P5qsPncuGtR92q+YCeF0Bag61U3OojepDbbEpsABV+1tY88DZmCy9/3wPBcPUHGxjzvKcIY8jep/tLx+LrcvV6XWYEwz43CGCvjANJxxk5iUxZ1nnzD97s7dX1XUyeqvyLSx6S2xablc2k/Y7fqD1ALuadnHPWfeg6JRBf9+j73mwR7fiM5UE0VPoo48+6tY5Nycnh9dee21E9zp8+DDXXXcdiqLgdrvx+/0kJQ3c3UwIIYQQYjjsDR6Ss6y42/yEQxFs6RY+3VTJjtcrCHhD6AwKM8/K7nZNVr7290hT1cBBdOcbFdQcasPvCZJgMzGrPLvfc/vStSEPQMMJB/lzOvYQncAVUQBrx36eQX+Y+uN2jn7aSM2htthuEUaznpySVOadn0Pu7DSCvjB/e+JTtr50hItuntPrfrVHtG1bCuYNvSBh6qhCN510kpWfFFuXa0404nMHcbVrDXV8rs5ppMFAGI89MCE7Eg/V7/b9js0nN/P7K37f7zkRNcI7J99hee5yEoy9f5fMejNmvZnXTmh/x19RdMWQnjta+Q/5B98e50wgQfQUOuecc9i1a1dc7nXvvffyjW98g3Xr1gHw+OOPYzKZBr5ICCGEEGIY2hu9pE1NwGTREwmrLL6kgJ1vVJIzK4W8OenkzU7Dauv+94c5wUhylpWmQRoWVexpof64veOa4f9J2nWfyllLsjm6o5H643YsScYJP2XUaNKmFYcCYV59Zg9BX5ipM5M55+oZ5JWmkTXdhr7H/pyLL53Op5sqKVyYSdGirG6PndzXit6gI3d231vs9CVanXO1+cmenhw7bukIou6OIOrtEkSdzdq2IylZp2cQ9Yf9PLZDm13oCDhINiX3ed6+5n00ehtZVbCq33slm5Jp8jaxOHsxuUm5/Z7Xld6gI6wLEfZJEAUJoqetsrIyPvvss/EehhBCCCEmqUhExd7kIW92GudcNQNFB5l5tj73SOwpu8BGQ4Wj38fViEpzTede8ZbE4QfHrhXRGWVZHN3RSNX+VjIG2f9yItDpdegNOoK+MH53kPIrCjnn6v7XFgKcfVURlftaeOf5g0wpSiEhufMDgJP7WsgpSY1taTMU0eoc0O1elkQjXmegzyBq71gffLpWRDce2xj7usZZQ3JG30H0nap30Ct6Lsi7oN972Uw2mrxNXFl05bDGEDYEiAxt+fSkJ82KhBBCCCFEL02VTkKBCFOKkskqsJGZN/QO/VkFNpwtvn67r9qbvN22XTGPIIjqdJ2NIqP7WQZ84Qk/LTfKaNbjdQVQ1e7V3f7oDTou+cZc/N4QW/98JHbc3uShrd4z7HWbXdeaJqR0CaJJhh5TcztTk6OpI4hm9b2N4US3tXZr7OsaV02/5x1uO8zM1JmkmFP6PSfZlIxBMXBp4aXDGkPEGEINSAQDCaJCCCGEEKIP1YdaAYY13TMquo9kf51em6q6H7eMYGpuVEqWtVuFLnXKxG1U1JXBrMNj10KeyTK0SmZGbhJFC7O6VZt3vVWFTq8wY3HWAFf2ZrJ2PmfX6dU9p+b63KFYo6rqQ20kpphGVMGeCOx+e6zj7UBBtN5dT07iwI2fluUuY03pGtIsw/vvQzWFQIIoIFNzhRBCCCFEH6oPtpGRm9Rt2uZQdQ2i+XN6N9Bprnah0ykkpJhwtflHVBEFuPnh87AkGjGa9SQkm/A4AhN6D9GujGYD7o4gauyjE25/LElG/B5t+w9nq4/9W2uZszwHW/rwqpRGc5eKaI+puUFfGGeLth5Ujaj4vSHCoQiVe1tYfElBXLYtHA92v518Wz4N7oYBg2idu47F2YsHvNcdi+4Y2SCMEXTB0y+CffDiEexNHq68a1Hc7ilxXAghhBBCdBMKhKk7aievdPjVUNDCjC3D0m9FtLnKRdq0RDJyk2Lnj0RyhjU2xTTaQCf1dAmiJh0eh1Z1HMrU3ChzgoGAJ4SqqlTtbyUSVll0cd6wn79rRbTb1NyOn0VLlzW8PleQQx/Wo0bUblu5nG7a/e2kmFPIScrpN4i6g24cAQdTE6eOzSBM6mkXRPe9X8Put6uo+LyFYCB+W89IEB1DhYWFuFyuwU8UQgghhJhA6o7bCYciIw6ioDUs6jeIVjvJzE8ifVoiik4ZUdfcnpKzrOj0CskZp8f6RaNFH2sEZLIO/fWbrQYiEZWgP4yz1YeiU0bUxVZv0KHTa5XNbhXRjo7DrjY/iR0B1esKcmBbHdNmpZB6mqzBVdXenWkdAQcpphRyk3KpcfYdROvd9QBMSxybwK03gz50ek1t3vNOdezr1lp33O4rQVQIIYQQQnRTfbANnU4hpzh1xPfILLBhb/IS8Ia6Hfc4AnjsAbLybZRdUsCVdy5Ebxj9n6RlXyjg4lvmoNOfHn/eGk166MhKQ10jCp1b3QS8IZwtPhJTTSN6zYqixDrn9hVEATLztSnWJ3Y10d7gYe7ygddNThRVjirO3nA2nzd9HjvmD/vxhrykWlLJteVS667tM6zWuesAmJY0dkHUEDKPyb3Hgs8dpLXWTWlHJbxrpXy0To//Uk+xiooKrr76aq677jq+/OUvs3btWsrLy1m+fDnHjh3jP//zP3nyySdj58+aNWvAymc4HObOO+9k8eLFnH/++Rw8eBCAdevWcffdd1NeXk5JSQkffPABAK+++irz588nIyMDq9XKf/zHf4ztCxZCCCGE6KL6YBvZhcndOqsOV2KK9sd2z865zR2NijLztPWn0+cPr9trfzLzkph9zhhNpxwDXafjDm9qrhYU/Z4QzlbfsNeGdmWyGDAnGDAYO58/JdOK0tGROFoR3/t+DUaLnplnZY/4uU6lfS378IV9vF31duyY3a/tWZtsSiYnMQdvyEu7v73XtbEgOmYVUR3GsJlQODT4yRNAdK/f2WdPwWDW01IdvyA6oScov7P+tzRWHo/rPbOnz+CiW/910PM2bdrE7t27cTqdPP300+zcuZNXXnmFdevW8aMf/Yh7772X7373u+zevZvZs2eTlNT/nlUvvfQSPp+Pzz77jI8//pg777yTt9/W/sM4fvw4O3bs4B//+AdPPfUUK1asYN26dbz88suoqsptt93GAw88ELfXL4QQQggxEL8nSFOlg/LVhaO6j8Gk1Tt6rilr7vhD9nTY73MsGbqEz+EE/mhF1O/RKqLTZvW/xchgTBY9BmP3ulRyppXbHj8f0LbI2frnowR9YeauyBlWYB5PVc4qAD6q+yh2LBpEU8wphCKh2LGeXW/r3fXoFB2Z1swxGZvJoiegGnD7PKQk9r2P6URSd9SOTqcwZUYKGTmJca2ITuggOp6Ki4spLS3lySefZPPmzZSVlREOh8nJyWHevHnU1NTgdrt57bXXuPrqqwe814cffsjll18OwNlnn82RI0eIRCIAXHzxxSiKwsyZM2lqagJAp9Ph9Wr7NPn9/jF8lUIIIYQQ3dUcbkdVIX8U60Ohs8oX8ke6HW+ucmJLt5y2W4DEi9HUpSI6gqm5Ppe21+doKqIJKeZu+7HGnqNjzaqqquiNOsLBCHOWnz5NiqJBdF/LPpwBJzaTLVb9TDWnEoxoVXp7wN7r2np3PdkJ2Rh0YxOTTFYDAcDuck34IKqqKtUHW8mabsNo0pORl8SxnY2oqhqXzskTOogOpXI5ViyWzv+o77rrLu6///5uj1966aW8/fbbvPHGG/zpT38a8F6KovQ5Bx3AbO6cIx4955FHHuHiiy+mqKiIRx99dKQvQQghhBBi2KoPtWEw6ZhSNPJKG4ChI2iFelREm6pcZOaf2dVQ6DIdV+keSgcTDaKtdW7UiIptFM2ZVn19zoCPK4qCNcmI0WJgSuHEDk1dVTmrsBqseENePqr7iC9M/wIOv7b3aoo5hWC4I4j6uwfRFw6+wJsVbw66dctomC0GXIDL7Rmz5xgJd7ufA9vrKL98eixkHv64gcZKJ+evKQEgNSsBvydE0BceVoOt/sga0UEsX76cV199lVBIK+G3tLQAcPXVV/Pqq6/GqqQDWbFiBZs2bQJg586dzJw5E52u/7d+69atbNiwgU8++YSVK1fG54UIIYQQQgxB9cE2cmaljrqBUDRcdZ2aG/SHaW/0xJrgnMmiU3ONZn1sTeZQRNeIRqc4j6Yimphijq3l7c/yG4q56KuzT6u9Q086T7IybyXTEqfx692/JhwJx6qfKaYUUszahyxdg6iqqvzi019Qml7KQ8seGrOxWRK093uiBdFjnzXy0d+Px/aP9TgCfPDiEabOSGb+hbn88cAf+d2JZ2OPxYME0UEsXbqUa665hvLychYuXMiGDRsAOP/883nllVe44oorBr3HddddR1JSEmVlZdxzzz0888wzA56fmZnJjTfeSEFBAVdeeWUs/AohhBBCjCV3u5+2Oje5o5yWC51rREOBzqm5LTUuULXGQme6aEXUNMx1l9FKVHO11vRpNBXRoZhVns20WSPvnnyq+UI+Gj2NzEidwX1L7uNQ2yH+cuQvsam5KebOIOoIOGLX1bnrcAadXDXzqjHrmAuQkNgRRJ3eMXuOkfB6tHDp92jFtw9ePEzAH+Kir81Bp1N46fBLHPTtBcBtj8/SwQk9NXe8FBYWsmPHjtj3P/jBD/jBD37Q7RyDwUBNTd/7D0VVVFTEvn7qqad6Pb5u3brY1/Pnz2fLli0cP36cF154gYaGBsxmMw899BB/+MMf+O53vzuyFyOEEEIIMYi2ejfN1S7UiLZMKL80fdT3jAatoL+zIhqt4snU3M73xzjMzsQ6nYLJosfe6AUFkkZREZ2Malza3+f5tnwum34Z/3fK/+WXn/2SL0z/AkadEavBilnVwmDXiuih1kMAlKSVjOn4pk7J4Ah1NDV2duwNBcIoegX9OG49dLD+MGCmua0VV5uPIzsaOefqItJzEgFo9bWimrT3rbG5ldyS0X9YJRXROLnssssoKyuL/a9rkB2OyspKUlNTsVqtKIpCdXU1WVlZcR6tEEIIIUSnPW9X89az+zi+qxmTRR+XjrZ9rRFtrnJiTjCMajrpZBGriA6jUVGUqWOdaGp2wrDWl54JjrUfA7QgqigKPzr7R9j9dv525G+kmFNQFAW9To/NZOseRNu0IFqcVjym45uVW0hYCdPcqFVjIxGVvzy6ky3PHxzT5x2My61VaJua23n3j4fIyE1i8aXTAS2EtvpaKZ5WqJ3T2hqX55QgGiebNm1i165dsf8tWbJkRPc5//zzMRqNzJ8/n4ULF2I2m/mXf/mXOI9WCCGEEKKTq92PqmrrxKbOTOmzk+pw9bV9S7RR0em03nCsRAPkcDrmRkXXiWZN0srywdaDNHubR3TtK8dfIcOSwZx0rRFTaXop15dcT0gNkWrunGKcYkrp1jX3cNth8m35JBoTRzf4QSSYrfgsDtwt2lTYIx/X01zlwtk6vjtlBLzalNzGoy7c9gBLv1gYWyceDfdnFy0hrIRpbXXG5TkliE4wBoOBF154gb179/L555/zzDPPoNfLJ11CCCGEGL6mk04Obq8b9DxPdM2XStzWA3ZWRLU1ouFghJYaF5l50qgIulZEh79SLjqFOrNgcr6X//bWv/Hr3b8e9nX17nreq36P64qvw6jv3B7o7sV3YzPaugdRc0q3iujhtsPMTps9uoEPUSTJT8SuJxyK8PHGEwCEg+FBrhpb0W2WXI1aR+HkDGvssaPtRwFYkbccn8GJ0x6f9a2yRlQIIYQQYhLye0O89l978DgCzCrPpv64nbx+1n667Z1dMHPiFER1OgW9UUeoY41oQ4WdcDBCTvHp0/hmLMW65o6gIhrtbJo1CbsP+0I+WnwtNLgbhn3tPyv/SUSNcG3xtd2Op1vSeeYLz2DUdYbTFHNKbEuXzxo/o9JRyU0lN41u8ENkSgP1RAL7t9biaPZhSTISDEQGv3AMvHb8NY62HyXizwbA2xwGFKw2U+ycY+3HsBltzEmfw59NO7A64lPLnJAV0f723BRDJ++hEEIIcWbb+tIRXG1+ImGVj145wd+f3EVbvbvXeWpExeMIMKUomWkzU8gujF+4MZh0sTWi1YfaQUGCaIfOrrnDrwtFG0BNxiDa5GkCGNHU3JPOk9iMNvJt+b0eK8suY17mvNj30am5qqry+I7HybJmcUPJDSMf+DAkZ1ixBJP4eONxps1KIa80rdd+u6fKnw7+iT8e/CNqQIuFEb82bd6a3BnaT9hPUJRahE7REbYGCLnikzMmXBC1WCy0tLRIkBoFVVVpaWnBYpFGAEIIIcSZqOLzZg5sq6NwQQZAbHquvbH3lDqvK4gaUZl9zlSu+0E5BmP8lgQZTfrYGtGaQ21k5duwJBoHuerMYBxFRfSim0vJLUnFkjT53stGbyMAzb7hB9FaVy05STlDOjfZnIzdb+ftk2+zu2k3d5bdSYIxYdjPORLZU7WOsz5niHOvmYnBpCccPPUV0WA4yP6W/biDbpRA5++hJdHYrYNvnbuO3MRcAHQJEfDG5/duwk3NzcvLo7q6mqampvEeymnNYrGQl5c3dI/NzwAAIABJREFU3sMQQgghxCnm9wTZ8vxB0nMS+cL/N49n73sPn0tb9+Vs9fU6P7onYEKKqddjo2Uw6QkFIoSDEepP2Fl4Ue9K1Zkq2qxoJF1z5y7PYe7yoQWu003XiqiqqsNqbFXjqumzGtqXFHMKjoCDJz99khkpM/jSrC+NaLwjMSMvnyoq8U1rYdqsFI7uaOjW1OtUOdh6kEBEm5ZvDJljx7v+WxBRI9S767lk+iUAmGw6DFUW1IiKMsqmZhMuiBqNRoqKisZ7GEIIIYQQp6Wtfz6Kxxlk9Z0LMVsNpGQn0N7gATrXFnblbteCaGKKuddjo2U0axVRnydIJKSSkmUd/KIzhDnBQOmyaRTMyxjvoUwojR6tIhqKhHAEHKSYU4Z0naqq1LhqOHfauUM6P8WUQkSNUOGo4KmLnsKgO3WxaE5JEVtKdvM362/IPuBjpum8WFOvU2lP8x7tCxWM4c6ZlF3Xh7Z4WwhGgkxLnAZAQrIZnarD4/KTmDy62ZcTbmquEEIIIYQYGVVVOfJJA3OWTSN7ejJAbEN66Lsi6nFoFZGxqYhqa0SDPq3aE52OKkDRKay6ZU7s5yQ00SAKw1sn2u5vxxvykpuUO6TzowH3rOyzWJm/clhjHC29Uced936J8tL5PLbjMWp9NYSDkVg35FNld9NukoxJGCImdF1iYUJy578Fte5agNiU59Qp2odJx0/Ujvr5JYgKIYQQQkwSHkeAUDBCZl7n/pIZudrX6TmJfU/NjVZEk8egImrSE/RHYs11JIiKwUTXiMLwgmitq3tgGkxRShFmvZnvL/n+uOxrq1N0/HzFz5mVOos3ql8DIBQ6tVXRPU17OG/KctJDWsfcgE7796FrEK1za+vLpyZOBaB8vtbwaeeefaN+fgmiQgghhBCThKNJa0b0/9h77/jIrvr++33v9D6jXrdoV9uLd11wY10wxgYbjA0B7ISQ50dI4AkktBDIDycPgQAJJJQkhJJgDAQbCG6sF/duL/aut3dtU5dGmt7Lvc8fVzPSaGakkXak1crn/Xr55dWdc++c0cxcnc/5fIuzbjwEdtN1bdz68c00LneWDM2NBVNacRJD9ZeFepNOc0SFEBVUiDfmpcastRmaiRDti/QBVOyIbqrfxCsfeIWN9RtnPskqYTVY+e713yWr03K457Ny7kh8hL5IH6sPXMNtez4FQNjk0+Y1QYgORgYBaLFpAn9D61qi1gA9p2ZeTGoyQogKBAKBQCAQLBJCIzkhOp67ZbYZWLK+FkeNecwxHV/snjkwwtHfD+JpnptqofnQXCFEBRXijXtZV7sOmJ0QrdQRBTDozn/V4RZ7Cx6b1tJoPvNE93v3Y07byJ6wIava9zJt03LJfzv4EA92PUhWydIf7cdhcGA3apEVkiRhb9VhHHXlXejZIoSoQCAQCAQCwSIhOJIACRy1xUVEcsciPi0UV1VUnv35MVx1Zm78PxvmZD5a+xYRmiuoDFVVGY4N58Nmv7fve9x76N5pzzvmO8ZPDv2ENnsbDuOF11tVZ9BCg+fTEd3v3c/akctRJzyl7NR+eCXwAl986Yvc/vDtvDrwKs325oJz16/twJ5ys/3AY+c0ByFEBQKBQCAQCBYBqqoSGoljd5tK9gJ11GhCNBeeO3Q2RDSQZMuNS7F7qp8fCmPtW5JZ0skMIISoYGpCqRDxTJxGayPJbJJoOsp/7vtPFLW8U7h3eC9/8tifoJf1/PsN/z6Ps60ecl6Izp8jum94Hxu92wqiJ2iJ4rcMMmrt43OXfg4VlZPBk/mw3Byr1ywB4LUDB89pDkKICgQCgUAgEFzgRPxJ/uvTL3Bs52BBfuhE8kJ0rGDRqT1eZFli2ca5ax9iGMsRTeWq5s6iZ6bgjUNvpBeANkcbt3bcSo25hnA6zOng6ZLjX+57mT99/E+pMddw78330uHqmM/pVg29UZNk8+WIZpQMI6djWKNuLnn7eNtMXUOa+y/6KmlTnPeveT+/eedv+MY13+Avt/5lwfl17XaQVbJDRo75js16HkKICgQCgUAgEFzgnN7nJRnTXEezrXTem81jQpI0IaqqKqf2eGlb48Fknbs8Ob1RRlUhEdWKsQhHVDAVveExIWpv4x/f/I/cc9M9gNZmZDKqqvKFF79Au7Odn9z0kxnlhi40dDkhmp4fR7Qr0EVH/8XIJpWVlzTkj1ut2mZVs70ZvaxHL+t527K3sdKzsuB8vUFHTauVxshStp/ePut5CCEqEAgEAoFAMMcEhmL0HffP2fVP7/NicWiCMtfnbzI6nYzNbSI8msDXHyXojdOxpX7O5gRaaC5APJxGkiV0erH0FJRncuXbZc5luEyukkK0L9LHaGKU969+P7WWuXP15wPD2PdkvhzRvT0H6BjdzNKLPfnnBrDaNCHaZm+b9hoty2toii5nx6kdU4ZOT4W4GwgEAoFAIBDMMS/9bxc7vn8AVS1uWJ/NKvnjQe/MBWsynqHveIA1lzfz/rsv45J3LC871lFrJuxLcHKPFyRYvnluhaghL0RTGEy689KvUbAw2efdx6+O/6rgWG+4F7fJXVChdVPdJvYNFwvRQ6NaH8v1devnfrJzTC6n+1xzRO9/8SFODJ6cdtyp10bRqwYuva4TgPfffRnb3r8Ku9EGaKHR09GwzIkuYyAxorJ7aPes5iuEqEAgEAgEAsEcM3w2RDKaybdXyREYinHv519mz+PdADx971F2/GdpwVqOwZNBlKzK0g211LbYCxyOyThqzYRHE5za46V5haugX+BcoDdpS82cEBUIAILJIJ94+hN86ZUvsWd4T/54X6SvyI3bXL+Zk8GThFKhguOHRg5hkA2scq+alznPJUajHoD0OTiiiXSSwZ+b+OoPfzDluEwqi+5IHfEaH/XtWoXh2hY7G69ty28AVCJEG5c5AWiILCnpWFeCEKICgUAgEAgEc0g0mCQWTAEwfDacPx7xJ3no23uIhVL0HQ8QGIrRfyJAMpbJFxSqBP9gFICaVtu0Yx01ZsL+BKN9EVZsaZh2/LmSc3piISFEBeP8255/I5QMUWOu4R9//490h7SNmN5wL62O1oKxmxs2A3DAe6Dg+KHRQ6z2rF4QvUDPldx341xCcwdGhtGrRtzxBmLpWMkxqqry6A/3YYu6cVyeKnrcZhhzRCsIzXU3WTGYdTRGlhLPxKcdXwohRAUCgUAgEAjmEO8E8ZkToolomke+u5dkLEPjciejfREOvzjeHH60L1rx9QNDMUw2PRb79O6mo8YMY2br8ovqKn6O2WKxayIh7EsIISrI83zv81y35Dq+ePkXORU4xa0P3srnnv8c/dH+IhG0sW4jsiQXuG6KqnB49PCiCMsFMJq070kqlZn1NYZGRwBwJut4vu/5oscHo4Nc+7230XMgwGvtj7LxkmVFYzpcHTgMjop+r7Is0bDUQWN0uRCiAoFAIBAIBAuR4e4wSOBptuE9GyKTyrL93/cRGI7x9o9uYsXWBqKBJEd3DtDS6QZgtDdS8fUDQzE8jdaKxjpqtWIk9UscOGtLFzWqJja31p9UyahCiAoAGIoO0R/tZ0vDFm5YegO/u+N3fHDdB3mm5xkySoZ2R3vBeJvBxkr3ygIh2hXoIpKOsKl+03xPf04wm7TvSTJR7FJWyohPyy13Jmp5ue/loscPjx6mOaRVvz1Rt5t1NeuKxnR6Onn5zpfzxaKmo3GZk5poM/Fk5REcExFCVCAQCAQCgWAOGT4TwtNopXWVm+GzYY6/NsTgqRA3fGgdbas91LVqeVnxcJrVb2rCWWdmtK9yIeofiuGuUIjmeozOdbXcHDaXKf9v0UNUAOOtWLY0bAGg3lrPpy/5NI/f8ThfuvJL3Lz85qJzNtdv5oD3QL466+tDrwOwtWHrPM16bjEZjGSlDPF4ilRidq6oL6Dl0JqyVoKh4vtHNB2lJbyCsNGHs86C2+w+pzkDNC5zIas6MsP6WZ0vhKhAIBAIBALBHJGKZ+g96qd9bQ1tqz2kk1le/91ZLA4DK7dqOZq1bfb8+KUba6lttVcsRFPxDLFgqmIh6m6wcvOfb2TzW9qnH1wFdAY539dUOKICgD3DezDrzKyuWV1w3G128+7Od2M1FH+WN9dvJpwOcypwCtCEaIOloWLnbqFj0pnIyCmOPevlh39VHFZbCZHgeHhsKlBc7GwkNkpzaCUDzpOsqy12Q2dDwzKt2JHknV10RUVCVJKkGkmSXpAk6e8nHf//JEl6dsLPX5QkqUuSpNckSVo2qxkJBAKBQCAQLBJO7/OSzSh0XtpI+9oaZJ1E0BunbbUHSdZamVidRqxOI43LndhcJhqWOvAPxfD2hKe5uuaGAngapy9UlKPjovopK+tWm1x47nw+p2Dhsmd4D+tq12GQKy8ytLleK1i017sXVVXZPbybrY1bF007IKPOSEaefVguaAXBcijBYofSPxzBmnYw4DzJhroN5/RcOaxjEQ9KYnbvw7RCVJIkA7ADOD7p+Hrg0gk/LwXeDawGvgR8fVYzEggEAoFAIFgknNg1jKPGTONyJ0aLPp8D2ra2pmDcW/54Ldver7Wh2HBNGxa7gWd/dhRFmbqNi7dbE6vupsoc0fOBza0VURKOqMAb83Jo9BBXtV41o/OWOpfiNrnZ593HcGyY4dgwFzVcNEeznH80RzSd/zmbmXk/0WQ0S0aniVE5bCp6POxNAvDhbR/kfavfN8uZFiLLEoqcQZmlhp5WiKqqmgZuBV7IHZMkSQa+gSY4c1wH7FBVNYsmXK+Y3ZQEAoFAIBAILnwSkTQ9h32svKQh79ys2FKPLEu0TxKiS9bX0rBU68tnthm4+r2dDJ8Nc/C53imf48hL/XiabXgWtBAdc0SFEH3D82zvswBc137djM6TJInN9ZvZ591Hb0T7Tix3Lq/29M4bJp0Jg2LO/5xOzryNSzYmkbbFUE0ZDNHiCIl4QMs9vXL1Jfk2LdVA0WdR03PkiAKoqjo86dDHgIeBwQnHGoCRsfEZQCdJUtEdR5Kkj0iStEuSpF1er3dWkxYIBAKBQCBY6JzcM4yiqHRe0pg/tv7Nrdz1pcu1NipT0HlpI0vW1bDzwVNle4oOnQ4xfDbMxmtaF3SIYq5gkShWJHim+xna7G2sdK+c8bmb6zdzOniao76jADTbm6s9vfOGSWfCmnbkf56NEJXieiRrFsmqoE+ZSGfTBY9nwxKqpOTDaauGQYH07MoOzfgsSZLa0BzS/5z00OTYkZJ3RFVVf6Cq6iWqql5SXz8/FdsEAoFAIBAI5psTu4ZxN1qpax8vRiTJUr5y7VRIksQ1d65GVVReuP94yTEHn+vFYNKx+k1NVZvzXCAcUQFAf6SfV/pf4YalN8xq4yRXYOe5nucAaLIt7M/9TDDpCsXhTIWoqqrokyYMNgm9ScKUtRBMBQsHRQwo1hSyXOVNK4MCmXkSosAtwCbgNPAicLkkSQ8DA0AdgCRJekAdC9MVCASCqpHNKvgGKm/0LhAIBOeDaDBJ/3F/QVjuTHHWWbj0luWc3jfCqT2FUWTxSIoTu4ZZ/aYmjJbZtU6YL4QQFQD88MAPkSSJu9beNavzV7hXALBraBc15hos+rnvgztfGHXGgp9nKkQj6QimtA2z3YDBImPMmAmlQvnHs0oWY9yG7Ki+NJP0KlJmdt/tGQtRVVX/U1XVZlVVlwFXAztVVX0n8CRw01g47tuZkFMqEAgE1eLgs33c/w+vEo+cW3U5gUAgmAuS8Qy/+8FBdu84i6pC58WN0580BZtvaKe2zc7z9x0jGR/vL3jk5QGyGYUN1yz89hW5MGSTtfIqqYLFRX+knwe7HuT2zttn7WQ2Whux6q2klTTNtsUTlguaI/rYqv/GtlorUjRTIeoNj2DKWrA6TRgtBoxZM6HkuBANJAPYkm6Mrup37pSNoMvoUdWpC6uVPLdak1BVdRD4MXAM+Afgr6t1bYFAIMjRe9SHoqj4B2PneyoCgUBQRN8xPydfH+bAs73UttqoaTm3oiA6ncx1d60hGkxxbOcAAIqicuj5Plo63dS22qe5wvmnrs3OrR/fzLKNted7KoLzxI8O/AgJiQ9v/PCsryFJUt4VbbG3VGtqCwKjzsjp2n3YLtV6gc5UiB56Wivb4663YLYaMGQLHVFv1Is95cbmMZa7xKzRGSX0WSOpWZTOrViIqqp6j6qqfz/p2BlVVa+d8PO/qaq6UlXVzaqqds94NgKB4IIgHk7h65//8FhFUenv0nIeAkNCiAoEgoXHxN6fnZeemxuao2GZA1kvEQ1o7Re6D40SGklcEG5ojiXra5F11XdjBAuf/kg/D3Q9cE5uaI4OVwfAonREAdJj7VfSycxUwwvY83g33U/FOV73GssuqsVqNWPMWgqE6NmhPnSqHndN9arl5tAZZQyKiXhaE9Gj/RFO76usIK24IwgEgooJjcSJhVLsfPgUD/7r67MKwzgXRvsipMZC04LD8Xl9boFAIKiEkZ4IniYrf/C3l3LRW5ZU5ZqSJGGxGYhHtCqYR18ZwOI00nGRKPooWPj86MCPAM7JDc2x0B1RJRaj77N/je9//gc1U7mYzAnRjKxtNqUT0zuiqqry+4dP8fJvujCvSvHsiv/BY/Vgt1kwKEZCcW1T7FTwFP/x0g8B6Ghtn+lLmha9SUafNRLPxAkMxbjvS6/y6PcOVLRGXNjZ7QKBYEGx/T/24260Eg+niIfThH0JnLXzVyyg/3gAAJNNT2BYOKICgWDhMdITpnmlm/p2x/SDZ4DZbiQxJkSHz4RpW+VGpxd+gmBhMxgd5IGuB7ij846qVLnNCdGF6ohGXnqJ0COPEHrkESSDAc9731vReTkhmtKNCdFpQnNVVeXFX51g/9O9rL2ymTMX7UTZo+AxeXDYtftEKBwhnArziac/gSvZBkB9o7voWtlIFCUWxdDQMO08s8Egya4urBdfnD9mMOk0RzQTZ99DI/njsVAq37qpHOIOJhAsIlRF5cjL/WTTStWvnUln8Q9EGekJExhzI0d6IlV/nqno7wrgqDXTvMJNUAhRgUCwwEhE0kT8yaqLUACz3UAikiYZ0zYBa9sWfm6o4I3LaHyUl/tfZq93Lxklwx2dd1Tlule0XMFnL/ksV7deXZXrVZvYKzuRLBaQJNLdPRWfl6uam5K0nsGZVHkhqigqz/zsKPuf7mXT9W1c94drCKT9GGUjFr0Fi1UTf+FojC+88AX6wn18oO2DANg9xf2LBz7/N3R/6E8qmufof/+Ys3/8IZTEeG9jo0mPPmsklo7l0wcAevoGp72eEKICwSJi4FSQp+89yqkKY/Nngn8whqpCaDRBPKTlMIz2zZ8QVVWV/hMBWjrduBosBIbjqMr8hgYLBALBVHi7tVC4iX1Dq4XFroXmjvRq9926tuqLXYGgWtx37D4++uRH6fJ3AdDuqE5IqEE28MH1Hyxqd7JQiO7cifWSS9DV1ZINBCo+T5ZkDLKBFEl0ermsI5rNKDzxX4c48tIAl7x9GVe/txNJlggkArjNbiRJyrdzerbreZ7tfZbPXPoZ3Ol69CYdJmthMGyqt4/wk0+ROn0aJZks9ZQFJI8dg0yGzOC4yDSZDcjIRBMxEtEMo7Z+AE739E3/uqcdIRAILhjCI5pTOReFfPLFiSZov7l2ROORFOmxXUH/QIxEJE1Lpxt3g5VsWiHsT0xzBYFAIJg/+k8GkCRoXOas+rVzjmheiM6B2BUIqoU35kVRFV4ZeAWXyYXduPg/r4kjR0idOoXt8svRuVwlhWh6cJChr34NNZ0uesykM5HMJjGYdCVzRDOpLDu+f4Cu3cNccfsK3vTOjnyPYn/Sj8fkAcgL0UxS4daOW7lzzZ2E/QkcHlNRT+PAL38JqgqqSrpnegc3efJk/nXkMJu1TYFoLE4smsRr7UFFYaB/dNrriRxRgWAREfZpwmwu8id9A4VVct2NVkZ6w2VGnzuqovLzv9tJNqWwZH1tvhF6S6ebeFi7gY90R+Y1R1UgEAimov94gPoljvxCsJqY7QYSsTQj3WEsDgNW58J0hAQCgNGEJkIOjhxkTc2a8zybuSf06KP0ferTSBYL9uuvI/zM02SDwRLjduD7yU9w3norlg3rCx4z6owks0n0pmJHNJXI8Oh/7KfvRIBr7lzNhm2FFbNzjiiAaez+s9K6iruvuBtJkoj4Evl+vjmUVIrAr3+Noa2NdG8vqbNnMa1cWfY1KvE46d5eANL9A/njmhCNEo3HScUMxJwhIsYA6ZHp08SEIyoQLCLCo5oQnYuKsr7+KK56C5Ks7aZ1XFRHaCSRdyyrTSKaJhnNUNNqZ+hMiGO/H8TuMeGqt9CwxIFOL9N/svKwF4FAIJhLMqksg6eDtKzyzMn1LXYDqNB73E9tq73I2RAIFhK+hA8ARVVotV84bYZmQzYSZeirX8O8YQMrH38M0/Ll6Nzuko5osksLVc4JuomYdCZ6wj1kdekCIZqIpnnoW3vp7wpyw4fWFYlQgEAyMMER1TbuP7bu45j1mvgM+5PYPYWFg8KPPUbW56PhM58GIHXm7JSvM3nqlOaeAumB/vxxi0V7jlgoBYpE2pAg7YiS9k95OUA4ogLBoiI0JkTnJDR3IEp9uwNZJ5GMZfA0a72oov4k7kZrxdeJBpNYncZpF1GxsTzUi25oZ+XWBoa7wxiMOiRJQmeQaFjmYKCreLdxobL3yW70Rl3JPyACgeDCZ/B0CCWj0rqquCplNTDbDQBEfElWbp2+uqVAcD7xxX35f7fYFmarlWox+v3vk/F6afu376Kv11oq6VwuEoEDRWOTJ8eEaF9pIbpzYCfN8SuoT2r3kVgoxcPf3oN/KMZNH9lQtmWTP+nHbdLOyYfmJjTRmE0rxEMp7JMcUf/P/wfj0qU4brwRncdD8vhxYrt3F1TEnUhqLCwXSSrIEbVatevGA1q0mt1uwWSQ0J2dPmJNOKICwSIiF5qbjGXyZf6rQTqVJTQSp6bFxvLN9SzbXIfdre2sTayQNh3RQJJ7v/Ayp/eNTDs2HtaEqNVhRJIlGpc5qWkZb8TcvNLNSHd42hLnC4V9T/Xw+4dPoWSrX9FYIBCcf0Z6tFSFpuWuObm+xTYeilsnKuYKFjg5RxQWbs/Pc0VVVVLd3fjuuQfXu96FZfPm/GM6t7sgNFdVFNR0mlSXJuZSZRxRgLScIp3MEvYl+M03dhP0xrnlY5vLitCMkiGUDOExF+aIphNaH9NIQFsbTgzNTRw+THzvXjx3fgBJljEuWULwoYc4e9cfkhkpvUZLnugCvR7TmjUFobl2q2ZGJEPa+sZmN+Ost2BO2/CHpjYMhCMqECwSVEUl4kviabLiH4wRGI7RZK/OgigwGAMVapptrLxY24nPua6RGQjR0f4ISlYl6J0+dDg2JkQtZfKgmle4eF1RGToTom313ITCVYtUPEPEr/2e+ruCC36+goVFMpbm0e8dYNv7V1HbKgTIQiUWSiHrJUy2uVla5RxRgLo5aA8jEFSDb+3+FqFUiFhmPDJrMYbmdn/4T9HX1ZGNhMFgoP5Tnyp4XOdyoyaTKPE4ssXC0Ne+RnjH71CiWr2NdG9xRdlkdqyHqC6JfyjGb76xm1Qswzs/cRHNK8tHWoRSIVTUvCOq08noDTLJuLZRH/Zp150Ymuv/xS+QzGZct90GaEI5R2bUh76uruh5EkePYurowNjWli9aBGCzaM5nOgQSYLWbaXTW0A8cPXOKKzZtKTt34YgKBIuEWDhFNqPQtrYGqG7BIl+/VqVxoiNpG3NEIzOoXBsY0gRoIjq9WxsPaWPKFeRoWKpVpcy5EAsZ/+D4e3Hq9eHzOJM3FslYmufvP05qbFf4XIhHUnTtHs5HHcwno30R+k8E2Ptk97w/t6By4qGUFsExR7mbOSEq6yXcTZWnQwgE80U6m+a+Y/fxwIkHAOhwdQCLyxFVkkmywSDRl14i+OCDRJ58iro/+zMMjYXh8jq3ZgRkAwEyXi+B++4n49Va6+lqa0vmiJ4JnQEgo0tqPYl9Sd71yS1TilCAkbjmYOYc0ZHv/wCDTiEVz6BkFc4e1ApH5UJzVVUltP1RnDffjM6lzdPzgQ+Mv8YSLqaqqiQOHMC8cQOGlmbSg4OoY/miuWKS2bB273PYLSxv1zYfzpQQ3BMRjqhAsEjIFSpqXuHiwDO9MwqZnQ7fQBRZJ+FqGI/3N4z1o4oGUhVfJzgmjpMVCNFYKIUsS0U9r3JYnUasLmO+lcFCJldx2NNso/uwb5rRgmrRc8TPgWd6aVruZNVlTbO+zuCpIA9/e28+DLy21cbSDXVsfkv7vFQujY1tynTtGubq93ZishqmOUNwPoiFU3P6ebCMCdGaZhs6nfAR5pNUNrVg+1YuJF4beo1oerzC/l1r72IoNpQXpBc6Gb+fk2+9UcuhVFVkpxOdx03Nh/64aKzOpYnHbDBIaPujqJkMpnVrSR4+gn3bNkLbt6MqCpJc/F1Oy9r6rabFlt90L8eZ4Bk+/eyn0Ut6VntWo0SjeL/7XeQrv8TQaTv3/cOr+AdjLFlXg7NOW8NlR0ZQYjHM68er9rpvfzem1as4c8d7Slb7Tff1kQ0EsGzciBJPoMZiZP1+9DU1GExjOakhTVi6nA5WLV3GS/QzPDB1UUlxJxMIFgk5p6am2YbeIFc1R9TXH8XdaC1a/Njcppk5osPTO6K5HbZ4OIXFYZjSXahrc8x5L9Nq4B+IotPLdFxUR3AkTmaOKg0LCgmNap+3/nMsanVqr5dsRuFdf3URV96+ErPNwOuPneXg89M3664GsZC2KMmkFY6/OjQvzymYObFQqmwqQTXQG3UYzDqRHzrP7Di9g4t/djGng6fP91QWPM/1PFfw89qatXx8y8fRybrzNKPqEv7d71AiESLPPYdkMLDidztY/qtfIZtMRWN1bk2Ipnp68P/iFzjediPt3/0uzV/5CuaNG1BTKTLewlzMZlsxdyWbAAAgAElEQVQzAIqkrRGmS+N5ue9l7nz0ToLJID9624/ocHcQ27MXMhl0sQCjfVo61M1/tpFbPr4ZeazrQbpfq3hraCl0qsfFc6jouRIHtMJL5vUbsG7VQm3Djz2mXcekrQ3ViCZIPS4nVpuZlDFGZGRqU0QIUYFgkZBzRB01ZswOA/FqCtGBaEFYbg672zQj5zXniJYTokd3DvCDTzxHLJQiFp5+UVfXZsc/GCWbWdgFgHwDmpCvbbWDCv45qGosKCYy9p0Y6Dq3Nj+RsbL3bWtq2HLjEm771FZMNn2+oNZcEwulkGSJ2jY7h17sz2/WCBYW8XAai2NuXbObP7KRS9+xfE6fQ1DIMz3PAPDt1799nmeysFFVled6n2Nd7br8sRpLzXmcUfUJ/nY7klH7jps3b0JfU4POWdqxzAnR0R/8ECUSofbDH8bQ2or7jtsxtrcDkO4ubJfy63f+mi+86QvUxDVB2lpGiKqqys8O/4yPPvVRmm3N/OKWX3Bxo1bpNvb73wOw/OTDXPUWFx/4uzfRsaW+YFM/L0RbJwtR7bWUckTjBw8iGQyYV6/CvGkT5nXr8P3856iqin4sNNeSdKKQpdapzVtxJMkEp5aaQogKBIuE8GgCk1WP0aLHYjcSD1dHiKYSGUIjCWqai4WozWOaUIQnwBM/PsTw2eKdNIBsVsm3l0lEi3P2krE0T91zhExaITgc0/KtphOi7XaUrJoPfV2o+AejeJqt+d+hf4HPd7EQGosS8PVHzylCIOJPYPcUlr032wwV5TpXg1gohcWutf4Z7Y0wfHbh50W/0VBVlXhYyxGdS9onhNcJ5odERruPPNX9FKeCp87zbBYuXYEu+iJ93NF5R75oTq6v5WIg3ddHfPduaj/yEcwbNuC8+eYpx+dyRBMHDmC78kosE8JgTatXa48dPlxwjtPopNXeSq/rGAAtJXJDU9kUf//K3/P1177Ode3X8dObf1pQDCr26qvom5up9R9labYLnX5c6qmqSvChh0idOQMUO6Ky3Q46HdkSOaLJI0cwrVqFZNTy4D133UWq6ySxV19Dp5NRdZohkNTHqbXUaq/TI2GKOvJFmEohhKhAsEgI+xI4arXFssVuIBGpjluTK7RTzhGNhVM89K09PPCN1zn++yFO7fWWnt9IAlVR0enlkjmi+58ZT9xPxDLEQtMv6nIhaqMLOE80m1UIjyZwN1hxN1qRZAlff7EQjQaSZNML29m90AiPJrA4tLy6gVOzD8+N+IobgWvfsfkRonHvKNbYCVbVH0dvlDn8wvyEBAsqJxnLoGTVeckZFswvPeEe2h2ag3Vk9Mh5ns3C5bleLSz3mrZr6PR0YtFbsBoWT1Gt4KOPAuC67V0s//WvqLnrrinH54oAAdT+6YcLHjM0NKBvaiJ+4GDReWadmddbn2Tr39gLKmUDjMZH+fDjH+Y3J37Dn236M/7l2n8p+B0riQTxQ4dw3XILOo+H+J49Becn9u2j/3N/w+iP70F2ONA5CqtvS5KEzuEo6YimenoxLluW/9n5jrejc7nw/8//aK/Xpq1fUvo4NWbNCfc02LEl3Zz2nSn3axJCVCBYLIRGE/keUdUMzc2JplKOqKPWAiqM9ke56j0rMdvLP+9onyYWG5Y5Si7gu3YP5yvxJiLpisLcXA1W9AZ5QeeJRnxJVBUctWZ0ehl3g6XIwVUUlV986ffse7qn6s8f9MbzrXbeSKiqSng0wbKNWgn63OdvpiiKSjSQnBtHNOaDH14P990FL/4rnHkJUsXvVcw7glX2Y/TuovOSRo7vGq5KJWBB9YiFcu2mRCGpxYSqqvRF+ri69Wr0sp4T/hOA1rfx7pfuzleHFcCzPc+ytmYtjbZG3rLkLby59c3ne0pVJfTb7VguughjW1tF42WzGcliwbxhA9bLLy963LJxA/ED+4uOm/QmkFQy+kIX8ajvKB/Y/gGOjB7hn7f9M3+x5S+QpUIZlzx+HDIZzJs2Yr/+OoLbtxPfuzf/eGqsgq0SChW5oTl0LhfKpBxRNZMh3d+PYcJrl81mXHfcQfjJJ0kPDlKzScsPNWYseSHa0lKHjMzx7vL51UKICgSLAFVVJzmixuoJ0YEosl7CVV8cDtZ5aQM3//lG/ujLV3DRDUuwOo0kyoQED5wMojPItK2pIZNWCgr2+Pqj+PqjbNim3RjDo3GyGWXaHFFZlqhptTPSt3BDFXMFc3LhdDXNNkb7owV5fvFwimQsw2h/9QX1Uz85zBM/Pjz9wEVGMpYhncxS02LDXmOadTh0PJRCUdQiR9RcDUd06BD07Yae38OTfw/3vB2+2gbf3wbbPwP77ofRk8TCWaxyAIaPsu7NLWSSWU68JooWLSTiOSE6x6G5gvllJD5CPBNnuWs5y5zL6Ap0AfCd17/DA10PsP30doaiQxzzHTvPMz2/jMZH2e/dz7Xt1wJatdxvXvvN8zupKpI4fpzksWM4b7llRuc1f+lLNH/lKyWLLpo3biJ9tptsoLCGgVmnreMS2fFCkE+efZIP7vggiqpwz833cNPym0rPcyzU17JuHY2f+xyGxkb6Pv0ZsiFNWKYH+vNjywlR2eXKj8+RHhyCbBZDW2E/WM8H3g+KQuCXv2T1lVr7GkvGnndpO5ZowrW3t3zbOiFEBYJFQDKaIZPM5h1Ri8NAJpmtSnVWX38UT6MNuUS7AL1BR8dF9RiMY4nqdgPxMiHBAyeDNC5z5kPXJuaJdr0+DBKsvbIFSQLfgOYKVRLmVtduZ6QnsmALuIRHtD8mzrFNgra1NYS8cQ48Ox6KnCv4lCs4VS2UrIL3bBj/QHTB/n7minzxrlozNc32WecRh8eqQuf6r+Uw26ogRGNabzf+6EH47Cn4wP1w9V+B2QX7fgEPfAT1O1uJZexY9GHwHqNxmRNPs40Tu4QQXUjExgpXzXWOqGB+6QlrUSrtjnY6PZ10BbrYcXoHPz70Y4yykZ5QD9/c9U0+/vTHz/NMzy8v9L2Aiso17dec76nMCaHtj4JOh/Omt83oPNett2BevarkY5ZNGwGIvV4YPmvRa5vWiUwCVVX53r7v8clnP0mnp5P7brmP9bXri66VI3HoMLLLhb6lBZ3TSeu/fJP00BAD//eLqKpKZmAgP7asI+p0FoXmpnu170GuyFIOY3s79m3b8P/yVyypb2DnkofZveGR/OP1TVqO68hw6dohIISoQLAoyLtutdoNzGzTwsOq4Yr6BiIl80NLYS5TJCmdyjLSHaZphSs/t4lhjV27h2lZ6cbmNmGyGfCNOYO5UN2pqGu1k4xl8kWTFhqhkTiSLOUdtfVXt7BsUx0v/borP+doUFvE5lrwVAv/YIxMWiGdzOZDB98oTKwiXdNsxT8YQ1FmLsYjPu09KuWIZtIK6XPZ7MkJUWst2Gph9U3wlrvhjx+Bv+mGP3+J5I3fRsGAdUknjBxHUhWWbqhl4GQw39dUcP7JVVAWOaKLi+5wNzAmRN2d9EX6uPulu9nasJUPrv8gA9EB9o/sZzA6SDo7PznjC5Hnep6jwdLAupp10w++wFBVldBvf4vtiivQ19VV7bqWzZvRNzUx/I1voCTG//ab9dqmZygV4jPPfYb/2PsfvHPFO/nvt/03dZapnz9x5AjmdWvzDqxl82YaPvlXhB9/nMB995HuH9AKEgGG1taS19C5XEXFitK92sa5oURYsueuO8mOjKB7cTdHlrxIYvn4JqnFYSCryxAbLf/dEEJUIFgE5ARMPjR3bFf+XB2bVCJDxJesWIhaHIaSLS2Gz4RQFJXmFS7MNi2PICdER/sj+AeirLxYC+sw2wz5fqM2VyWOqJZsP7JACxZpubumvKMsyRJXv7cTRVE5NFZ0JueIRv1JstnqFSzydo+HLOda57xRGDobQpIl3A1WPM02smmF0Eh8xtfJ9cl1lMgRhXP8jsV92v+tJVocyDpo2kCs473akKZmyCbBf4b2tR6UjEr/ianb0oz0hgl631jv+/litDeCJEv5z4VgcdAT7kGWZFpsLax0rwTAaXLyzWu/SYerAxUth1RFZTA6eJ5ne35IZ9O83P8y29q3Tdn3+0Ilvncv6b4+nLe8o6rXlS0Wmr/yZVKnTjH8L/+SP54TojtO7+Dxs4/zl1v/ki9f9WVMuqk35tV0muSxY5jXFW4G1PzJn2Db9maGvvo1EseOYb3sMlq+8Q1c776t5HV0LidKIEj46WfIjGqbpameXtDpMDQ1FY23XXGFNub0aVrtrQViWZIkJFcKNVj+viiEqECwCJgYhghaiCxwzn0Og2OC0NNYWeU7i8NIMpYpElMDJ7XdtaYOV74KXK5y7sndWlhux5Z6AExWPeqYc2VzTe+I1rZqInm0d2HmiYZG4lpRpwm46i0s21jHoRf6yKYVokFNiKqqJkarxXB3GMbWBYGhmYuwC5mzB0dpXuHCaNHnN1JKVSuejog/id4gYxrbQMlhsVdhsyfmA6MD9OU/57kiS9bmsd1r71FaVrrR6WV6jvimvPyTPz7MK785Ofv5CSrixK4hDr80wLqrmpHkxbcQfyNzOniadkc7Bp2BrY1bubLlSr5z3Xeos9Sx1Lm0YGx/tL/MVWAoOkR/pPzjFzL90X5imRib6zef76nMCaHfbkcymXDccEPVr22/6io8d92F/96fEt25EwCLTlsv9IY1F/I9ne+pSOCnh4ZR02lMHR0FxyVZpv5jH0NNpcgMDGBobsZ1yzvQe0q31pFdLrLBIL0f+xhdN7yVoa//E4nDhzE0NyPp9UXjJYMByWhEiUb5x6v/kU9e/MmCxy01ehyJ8v1khRAVCBYB4dEEBpMOk1W7SeTE3rmG5ubCOSsJkYVxATx5cT7QFcTTbMNsMxSF5na97tXCcsdEZ27uepMOg1k37XMazXpc9ZYFWzk3NJrAWWcuOr7p2jbi4TRdrw8TC4yLz2qG53rPhmla7kTWS2+oyrkRf5LR3ghLN2i9zGqackJ05p+RiD+BvcZctBAw2wud/VkRGy3thqKFg+19spsn//swznoL9RvG8oy8R9EbdTQudzI4TUuaSCBZtaJlgnGC3ng+zNvbHebpnxyheaWLN7+vdC6Y4MLlZOAkHS5tYe8yufj+W7/P+jotR2+JY0nB2KmE5t++9Ld84cUvzN1EzyMDUS3vsMVWOufwQkbNZAjt2IH9uuvQjYW0VpuGz3wa47Jl9H/+C2TDYfSyHp2kYzShuZEOo2OaK2goYS0PU3Y6ix4zb9yYP25oaZ7yOjrneNsZ541vxfeTnxB94QUM7eWrBcs2G0o0yvq69Sx3LS94rK7RiSNRW/7cKWcjEAguCHIVc/N5AWOhuefqiMZCmkCqNO+pVEiwqqgMnQ7SvEK7uU3MX50clgtgtmqP25zGisN86trsCzI0N53KEg+l8rm7E2lb48HdaGX/M71EgymMFk3YnEvBonQyy+P/dYiIP4GiqIz0hmlY6sRVbyXwBgrN7T6k/QHPCVGjRdus8HbPRogW9xAFMNuq4YiWFqLJWJrfff8gL/26i6Uba/mDz1+CyVMDzlbwatU5XfWWKTctslmFZDRDMibavFSLdDLL9n/fx8+++Ao7vrcf/2CUR7+3H7PdwE0f2VjQOF5w4ZPOpukOdedDcifjMrlwGB3oZT0SUl6QTUZRFQ6OHGQoujgLjA1EtNfdbJ9a4CwUssEg6cHKwqijr+wk6/PhqnJY7kRki4WWf/o6meFhvN/9LpIk5cNzHUYHOnn6DXmAbEiLCtM5ioWopNPlQ2gNzdMIUYcmuM2bNtHy9a+zYsejeO68E88HPlD+NdhsKNHSa4yOJW3o1fKhucUeq0AguOCY2LoFwGTRI0nn6NYw7ohWLERLhAT7BqIkY5m8ENUbdRgtemKBZFFYLowL1UpdWNAq557c6yWVyGA0L5zbWr5ibglHVJIlNl7bxgv3H8dg1tG03EnPEf85OaIjPWFOvDZE2xoPjcudZFIKDUsdhH2JfN7tG4EzB0awe0wFuc31Sx0MnSpfua8cEV+C9nXFYjHn3J+7I1q4U+ztDvO7Hxwg4kty1XtWsvkt7eMbMvVrwHsUAJvHRCyUIptV0JWoaJ1ro5SMC0e0WpzcM8yZA6N0XtpI164hzhwYRW+Uuf2zF4siRYuQs6GzZNQMHe6Oko9LksRSx1JSSopAIlDWEe2L9BFNR5FYnGHb/dF+JCSarMX5gwuR7o98hMS+/aw5sB/JMHVOd/jxx5Htdmzbts3pnCybNmHZsIFUl9YeyKwzE01HcZvcFV9DiYwJUWdpB9V29VWEH3usZMGhUjhvfCsAxqVLabr7i1OOzTmipfA0TO0kL5wVm0AgmDXh0QRNHePhFJIsoTPqyKTPrfBNbMyp0xsr25EzO4pDgvP5oSvG5+eoMRH2Jxk6E6J5hasgFzSXi2etoFBRjto2B6gw2hfNC96FwOQeopNZc0UTOx86STqRxVFnweaOnVMIba5icTSQzBcqql/iZOhsmL7jUxe2WSxk0wq9R/2suqyxwFGvX+Kga9cwiUg6LyKnvVZWIRpKYfcUbyTkPqfnFPoa80GdFs6pqiqHX+znhftPYLYbuO1TW2heOWkRUr8Gdv03KIpWPEnV3utSjnuunUhKOKJV48y+EWwuI2/9k3VseesSTr4+TMsqN/XtlYXOCS4suoKaKCjniAJ87rLPoaLyzV3fLOuIHvVpm0eRdIR0No1Bt7gKWg1EBqi31l8wryuxbz8AkRdewHH99WXHqapK5PnnsV11FbJx7jeaJKsFJa5tROccUZex8vVMzhEtFZoL4H7Xu9A5HJg3bpzyOs53vlN77ttKFzMqxVRCtH6Jg7d/bBN8v8y5FT+LQCBYkKTiWvidY1KfQ51OQslM3a4iFkpN2dIiGkzNaKc/V8BlYguXwZNBLA4DrvrxxbLdYybi11y6utbC3bK8I1pBoaIcdW3aNRZawaLQSGERqckYzXrWXK6FydjdJppXuug96s8Xa5opOfER8ScZPhtGb9LhbrJisRtIxTNkM9WryLtQ6T8ZIJ3MsnRjYZn7+iWaWJhYSXg6ooEkqMWtWwB0OhmjRX9u1YhjPrDWkk5mefKewzz782O0rHLzvr+9tFiEAtSvhkwcAmexjc2pXHGrXFRCKpGdVdsaQSGZdJazh30s21SHJEvUL3Fw+W0rWLKufO6T4MLmVOAUsiSzzLms7JiLGi5iS8MWWmwtZR3RnBAFCCQX34bgQHTggsoPNXVqGwuBX/16ynHJ48fJDA1h3/bm+ZgWstmCEtc2r3O9RF2myoVoLkdU5yi9MSYZjThvumnalCfZaMT9nveULExU9pwphKjZZmD5pvJtZ4QQFQgucCa3bskh6+WyrUAy6SwPf3sPP/7rFznxWvm8lVgoOSMharYbQCoMzR04GaB5hbvg5mevMeMfiJGKZ3DWF7o5sxGido8Jk03P6491c2LXwsnDCY/G0RvkKX+HG69tRdZJuButLF1fSyyUYqRvdvmu8QlC1Hs2TH2bHVmWZt3OJ53Msufx7nNuAzSfnD04iqyXaFtdWBEw51oNd4+H52ZS2bIOtH8wykCX5ubba0pvJKzcWs/xV4c48GzvzCeaSUIqjC/dwq++tovjrw5x2a3LueUvNuffryLq12j/9x7DPha6HgkUC1HfQLSgr24qvvhcUVVRObXXS9fuYbLnGPkxHaGROM/89CiZZJZlUyyoBIuLXUO7WOJYknenpqLN0cZgdJBQqjD8P5lNsmd4T/5nf9Jf9XmebwaiAzTbLoz8UBh3DiPPPUeqt/y9O/Lc8wDYrp4nIWqxoI4JUbNO+8w5TaXdzVLkHdE5Kqo0FVMJ0WnPrfJcBALBPBMaLS1EdXoJpcwCbaArSM8R7Q9itMRCNkcslJpRiKw81kcvJ4iiwSShkcKwYdCEY86dczUUtoaZTWiuJElc8/7VZDMK+5+ehSiYI0KjhUWkSuFpsvHHX72KlVsb8rmIuWI7MyU+ltMb9iUY6Q3nXcB87m6k8uJVyXiGR76zl5d/08WeJ87Oaj7ng+6Do7Su8mAwFYaTm20GXA0WBifkiR54ro/7v/wqmXS26DqPfu8AT91zGCjtiAJcc+dqalvtdO0envlEYz6iWTe/fnwtiUiKd37iIi59x3Lkqdp/1K/W/u89mhfHEV/h9zcRSXP/l1/l1UdO548tRiF68Pk+dvznAR774UGe/cWxOXmOaDDJ0z89ws/v3knX68Nsfks7S9YLB/SNwDHfMV4bfI13d767ovFvWfoWMmqGHad2oKoqB0cO8uWdX+a6X17Ha4Ovsb5Wq7QbSCwuR1RRFQajgxdMoSJVVcn6/ThvuQVkGd+995YdG9u9C+PKFRgaG8qOqSaSxZx3RHObHzPKEQ2HkO12JF1lqVTVRLZZZy1ERY6oQHCBk+8hWhSaK5PNlg7J8w+O3zCmCteMhWYWmgtaYaNckaPBsfzQ5pWFQnTiXF2T8idrW+14mqw0Lq98JxCg89JGjr82RMRfvfYn50qpHqKlyP2ObS4Tta12+o8HuPimmT9fLjTXP6C9v/VLx4RoLnc3XJmzmYikefg7exntjeButHJs5yBveteKqUXSAiDojeMfjLH+za0lH2/pdHNqjxdVUZFkifBogkxaIRpIFYSOR/zJAqfUUSJHFEDWyTjrzPkQ7BkRG2Uks5x0Wubt/+962taU77OWx+IGRzN4j2E06zCYdEQChc/t7Q6jZNWCDabkIhGioZE4z/zsKIOnQ6hZlbY1Hmqabex/ppcNb26d8T1jOl7+3y66dg+zflsrW9+2tOyGhGDx8dPDP8Wit3BH5x0VjV9Xs47VntX8+NCPue/YfXQFujDpTFy/5HpuW3kbteZa3vPIexadIzoSHyGtpC+Y0Fw1FkNNpTCvXYOkkwn8+n9p+OQnkS3Ff6eTR49hveyyeZubbLGiJCbliM4gNDcbCiOXCcuda2SbDSU2uzQV4YgKBBc4I71aLqB1UjifrJdRyohM/0AMk1WPJEslw9rSySyn9npJJ7IzCpEFsLmMRINjQvR0CJ1eLirmkV/QSeCsN08638Sdf3857klOaSUYjDKZ1MLJgwyX6SE6FY4aU15QzpTJQrNhibYwN+dydytwRGOhFA/8y+v4+qPc/OcbufxdHUSDKXqP+CqaQ/8JPz2HfShlwsLnkrMHx9q2bCztWrV0uknGMvjGhHru9xENFrqK/SfGF4tGsy7fWqcUJpuBZGwWoctxH9GsJj4nh6dPSf1q8B5BkiTsHlNRjujE0OMci6Vg0Z4nuhk4GaTz4gaaV7q47g/X8KZ3dmB1Gnn+/uOzzq0uR9Abp6XTzbb3rxIi9A3ESHyER08/ym0rb6tYCEiSxPvWvI++SB9WvZUvXv5Fnv6Dp/mnbf/ElS1XUmvR7kmLzRHN5cW22C8MIZrxa79/nduD/ZprUGMxUt09Jcb5yQwNYV6zet7mJlvMRaG5MypWFA6VzQ+da3JCVFVnfg8WjqhAcAGTjKU58doQnZc0Ik1yq3R6qazb6RuI4mmyMtIbKTnm8Ev9vPjLE0DlrVtyWF0m/IPaQj4wFMPVYEFnKNzzylUhtbtN6A3VCyPRG3VkUsVhlueDZCxNMpYpWdF0Kkw2A6N95UNcjv1+kKYOrTfoZOLhFJIEqkq+UBHMzBHd+2Q3gcEYt3xiM+1rarSNCgkGTgWnDUvMZhV++2/7SSezmO0GVmypp36JA1kns/bKuQ/dOntwFFeDpewmRstYAaD+EwFqW+0FVYYn0ncigNGso7bNXn5jY2A/1CzHbNXProVLbJSIUgvSzPKhqV8Dr/8UFAW7R6s+PZGJvVJlnYSSVReNIzp8JkRTh4vrP7i24PiVt6/gyXuOcHTnIGuvbCabUQiPJnA3znwzayLRYJLWTs/0AwULnr3De1nhXoHDOP1C/b6j95FRMvzh2j+c0XO8p/M9XN9+fV50TiQnaH3Jyjb0LhR6wpqIa3e0n+eZVEbWr/3+dR4P+jrtfUr39WJevapgXPKYFu5vWr1m3uYmmc2o6TRqJjMrR1QJhZHLtG6Za3Q2GygKajyOZJ3ZfVc4ogLBBczRVwbJpBQ2XlvcF0qnnzo019NkQ2eQSzqiE49V2uoih81lJBZMoSoqoZF4ydYldrcJJArCIauB3qgjvUCEaGiKHqJTYbYaSJRx2HwDUZ788WGe+enRko/HQik8zVrvzFyhotw1JamyYkV9x/w0djhpHwsV1RlkLHZDRSJ2pDtCOpll8/XttK3xcOz3gzz782M8fe+ROS94lE5l6TvuZ+mG8mLZUWvG7jHRf0LbFU/kHNFJQrT/eICWTjdv+9MN3PSRDcUXGjwIP7gGXv0hJpuBTEopmWc6JfEA0WwdFpsOnX4Gf4rrV0M6CqFe7DVmQt54wS60tzuU/87mvl/JReCIZtJZRnojNC4rDr9ddVkTTR1OXnnwJMl4hl07zvDzv9vJ0z89MiuXtP+En6A3PuMcecHCJJQK8aHffYhv7f7WtGMTmQS/PPZLrm2/liXOJTN6HkmSSopQAINswGFwLDpHtCfcg4R0wTiiWb+2Sa7zuPP9NNO9ffnHlXicwIMP5ivqzq8jqgk4JZGYXWhuOIzOUd30hEqRbdq6YzZ5okKICgQXMANdAVwNlnxRmonIOqlkaG4imiYeTuNptmlitcSYdFJbVK/Y2lBUaGg6rC4TiqKSiKYJjcSLckBBEzfuBit1bdXdvdMbZTLJhRGaO10P0XKYbHrSiWzJiseHXtD+YJYKFc1mFJKxTP6zMPEzIckSZruhoJpxjog/mXeRU/EM3u4wrasKXSCLw1jy3MnkBN6Wty3hbR/ewP/zz2/myju0UvkzKZQ0G/qO+cmmFZZtKF/VVJIkmle66T8RQFVVYjlHNDg+t2hQyw9t6fRgc5lKv39P3A2qAuEBzFbtvZix2Iv7iWRrS/YonZL6MTfQe4zGZW/U1vcAACAASURBVE4S0XQ+n1X7ziVYc7nWWD7nCC60YkWzCdse6Y2gZNWSQlSSJd78vlXEwyl2bT/Nyd3D6A0yR14aYPB0cajyVKiqyqPfO8Dz9x1HyagzTk0QLDz2e/eTVbPsOLODZLZ8cT6A3576Lf6knz9a90dVn4fb7F50OaI94R6abE0YdRfGhk1OiOo9HnQeD5LFQrpPK3CY8fs5+Y53MPA3nye0fbs2rm7+qmTLFu1vgRKLjYfmzsgRDaE7T46oEKICwRuUVCKTb3cymXIiM1fIxtNkRW+QyZQSooksRrOOmz6yoez1y5FbuI30RsiklKIc0By3f3Yrb7qtY0bXng69UUc2oyyIvonT9RAtR+73nYwWiodMOsuxnYMARaHOMO52Nix1snxzHZ2XNhY8bnEYiU9yJQdPBfn53a/w6m+1CqsDJ4OoKrSuck86t7SIBW3h3nvMTyaVpb8rgLvRmv8MGEw6altsBfObCaN9kYrDSs8eHEVvlGnpnLrKYEunm1goRWAolp/TREc0J6ZbVpW5TtdTcPIp7d8xH6Yy79e0xP1ElDrsNTOMCphQOTf3WgfGioKN9Gjl+9vX1dB5aSMrL9aqPUYCySmrY88n3u4w9/zNS/zmG7t5bftpeo5WFqo4fEYTlA0lhChon/t1Vzaz76ke/IMxNt+ghQoOngrOaH6xUIpkLEN/l/Y5EI7ohc8+7z4Awqkwz/Q8U3acqqr87PDPWFuzlksaL6n6PDwmz6J0RC+UsFzQxCZoobmSJGFsayXV24eqqgzefTcZ7wit3/k2tquuwvOHMwvNPleksYJJaiIx3kd0RjmiYeTz7IhmhRAVCN5YpBLZsoVUNCFaLMhCI5pT526wamPSxWNSicyUBVqmIrdwyy2Oy+VIWuxGDMbqlhnXG7Vb2kLIEw2PxDFa9DMW8rnxk/MOh8+E8q5bKl74+rJZhb6xAjt2t4m3f3RTkZNtsRvw9UfZ93QPiqISGIqx/d/3k0kr+ZzU/hN+ZJ1E4+RzHcayoblDp0M89K97+P4nnqPniI+WSRWSc2GiM82jTCUy/Opru9j7RHdF4/tPBGhd5Skp0ieSE29n9o/mwzYnirS+4wEMZh317SV6sSlZzQ11L4WmTRAbxWwde30zLViUCBBV6vL9QCvGWgO2Bhg8gLvRitluYGBMPOfyQ+uXOLjx/6xn1WVNGM069j7Rza//adfMnmcOGDoT4qFv7UHWyfgHYrz6yGle+tWJis+1uoxTFg1607tWYDBr960N21px1pkZmqEQzbnLmbGoEOGIXvjsG95Hp6eTeks9T5x5ouy44/7jnAye5L2r3ztly60c/Z/7HL6f/qzieXjMHgJJIUTPJ1l/AHS6fHVZQ2sb6d5egr95gPATT9LwV3+J88YbWfJfP6Lp//7tvM5NNmtrJSU+89BcVVFQwmHhiAoEgvklFc9gNJcWc1qhkmK3M1fcxOYxaTmiJRzRVCJT1IexUmxjQnTwpPYHd6ahqedCTtguhMq5oVlUzIXxPqrJScKtv0tbUNe124tCLU+8OsQT/6X1vCzn4JjtRgJDMV785Qn2PtHNI9/diyRDU4eT4LC2+B7pjVLTYivaILA6xlvyTCbs05xfm8vI0vW1bLyuMF+5nLCejv7jAbJpJR/iPB2xYKoi99nTpIm3k3u03p+yLBVUze0/7qd5hRtZV+LP475fwNBBuOHvtDYqcV/Z90tVVF7bfpqIv7QTmY6ESSpWbLOpxrrqRjjyCFLcT/MKV96983aHsNeYsNjHPwM5YRbxJec8T3cqBk8FefhbezBZ9dz+2a186GtXsfn6dvyDsZJh6JMZPhMuGZY7EavTyLV3rWbLW5dg95hp6nAxcCo4o0qOE9v2ANjcwhG9kMkqWfaP7GdL/RYua76MXUO7yn4enu55GgmJ69qvm/a6ydOnCT70MNFXXql4Lm6Tm9H47HpEL0Si6Si+hI82R3GNioVANhKh79Ofwfezn5MNaPfIrM+nuaGydn83tLWROnuWoa98Beull1LzoQ+dt/nK1jFHNB5jW9s27lxzZ8V9RJVYDFT1vDuisxGiomquQHABk0pkMZrLOKKG0o5oxJ/EbDNgMOrKhu9O5bROh3XMQRgYE06OWYix2aLPC9HpHdFoUAtXbFg6Nzfu0EgcT5NtxuflhduknMOBriCeZhvOWguB4cLFctAbR5Lg2rvWlF2spxLa9SQJXnngJHqjzG2f2srpvV72PN5NNqvgH4yWzAm2OIyk4hmyaaXIccw5pX/wt5eVrLCcc0QnhwVPR89Yu5hoYPrcUkVRScTSFRXWkiQp308UwCOfJhjoQFVV4uE0/sEYa64oUeE3FYOnvwytl8D62+HEEzB8ZILQLny/AsOa46fTy2x929Kiy0WD2vgZ54gCvOmjsOdn8Pq9NC6/jdP7RkjFMwx3h4taJU10e/2DUZpXVt4gvVr0dwX47b/tw+ow8q5Pbsn3Ea5f6kDJqgSH4tS0lP+uJGNaHuzqsdzXqei8pJHOS7Sw9KYOF8dfHeKpe46gN8rIOhlZJ+X/a1jipGNLfcH5/klC1Coc0QuaPcN7iKajbG3cSjwTZ/up7ZwJnWG5a3nR2Ge6n2FT/SbqLNPnBYYeeQSAbLByx73N0cZwfJhYOobVcG4VnRcCvWEtt3KhCtH4nr2Etm8ntH07Q1//Ovarrybd14feM34PNLS2oiYSSHY7LV/7KpKuulFaM0Eyj+WIJhKsqbmIz7/p8xWfq4S01IXz74jOvJeocEQFgguYVCLz/7N33uFx1Wfavs/0Puq9ufeCMcY2BEzvdYFQkkBCySZLsl8goSSBhJbNpu4uJdkUdhMCgSSEhWDTwRiDccFyk+UqS1YbdU3vc74/zswZjaaquMHc1+XL0pkzZ85Io5nz/J73fd70QlSZWmS6hnyYiqSLK6k0N1WPaHqnNRtqjRK1VkkoGMFgnfzy20zES3OzOywbX27hrz/eQuObh8c1+yoToijiHPCNS4RrDbGew7hwi0REbAeHqZpuRaNXyqIyhtvuR2/RMPf0qqQxPjEqp0kC8/zb5mO0arjg9vmUN1iwlumlUl2bB+egj8KK5AskefxLisAhrysAQvp0ZbVWiUIpJDmG2YgJUY89e2+j3xMEUSo/zoWqEWKsRHWIUCBCwBeO94eO7jN19cL/XgLObjj/UUnN64vAM4BWDitKfH4xp3j0ooF8SKf0ezKOtTQXoGI+1JwCe16Vx/j0dzix93opq09/ITJaZB0N+juc/OPx7RitWq68a4ksQgFZfA50udLdHYDeNqn3NZsjOpr6+cUUVhrp2DtEy7Y+9m2ysXt9Fzve7eCT19t46+mmpFTd4R6P7HJrdMqj+v6VZ/J5cf+LmNQmzqo9S+773NKTXKbe7+2nebCZVbWrsh5TFEXsr8SEaO6ltg3WBgAOO3NrNzjeaXO0AVBnHlu68NEi2C3NOK154nGKvvAFfLt349+3D1VpmbyPdroUplfxgwdRV1cfk/OMoYj2iEY8uVUBjSTm+CpMx0iIRke2xBxR59tv0/OTn+Z037wjmifPCYoYEQn6w6jTCEalKnVqrmvQhznat6lUK1ImagZ84Qk5ATExNHVRaZY9Jxe5NDeHURoxofDR3w8waHOz6sZZYxujkQGPI0AoGBnzDFEAXfQieGQpa3+7k4AvTOX0AnpbHQR9ic/P4whknfd68oX1LFhVg86oZtqSUrkHyhqdudm6sx9EUrq4erN0bK8zmOTgeZ1BdEa1PCpmNIIQTewdgyPqGvIxZPOgVCuk8BhvCIHUacEQD0LKddTQSKFZqm5hr+8sHP1euvYNodIqKR0t5rb+Ebq2wnXPQP0KaZuhCIJuNKowgpCcmusciArRNOLPG91sMI+z9NNaC7Yd8oiWg1slh7dklCO66Nxa+ttd2A7a5aCyo8mBLb1EghGuvOukpH7LwgoDggCDXZnPqycWVJRBZKfCUqLnxh+cmvK2Xes6ef+5vbjt/oTX9LDNQ83MQlp3DoxvkSDPcYPdb+ettre4cvqVGNQG6i31lOhL+N2O37FvcB9zi+eytHwptZZaDgwfAGBByYKsx/U2biPY0YHCYiFizz2VeYpFcmFbHa3MLjp68ymPFAeGDyAgpHSXjwdCNhsoFJhWrcJ87rmUfefbeLdtQ1UWF6LG009j2huvo6lPrlo52ijksKKxC9GB3/0O1OqjOm5mJKNLc4f+/DzuDRsovfNfZJGa9r5H/Ozy5MlzRAgGwiCS1hFVpAkrcg35MRfGHdFQCkc0U+9pLlz41flc9M8LOOOGmdl3nkRijmhs/MxoDu3ol8Oa3PYAUxaWsPSSBvZ81M3L/9E49lmQaYhdWI+nR1SjUyUJm5bGPgSFQN28IjR6FQFvKMHF9dgDWUNVFEqFXEY6MogjJmRad0i9S6kc0ZjI9aRIzvU5A7JQTYfOqB5Tf2LMDZ26qAS/J8Rrv9rBW083pd0/JnL1xtxEXXGNSX59V2mk3tqhtl469w9TOc2KcnR/qKML9IUw9/L4NoM0Z1XwDaE1qJN6YGO9ofbe1BcV/qjRG3PfxozOCt5hLLIQlXpeR5ean37NDK781kkUlBuOiSM60OmioMKQ8vWpUiuxlhmyCtHeVgcF5Qa5WmAyiL3uR/5+3Ha/VFJfZZTSn/NC9LgkGAnSMtzCm61v8vudv8fmtqXcr7G3EX/Yz8VTLgak9727Tr6LSlMl/2j5Bw9+9CCXv3w5ewb3cHD4IABTramT3MN2O73/8R9E/H7sr7yMoNNhufgiwvbce5Bjc0lb7a1jfMbHJweGD1BrrpUTXo83gl3dqMrKEFTSe6ygUGBYsgRNTbyUWBCE40KEAggjworGgmPNGhxrXqP0X75+zJ7LSEdUFEW8O3dCJIJvT+qZ5yPJO6J58pygxJJTNfo0jqhSkRQCEvCF8HtCmKLlcUqVIqVrGvSn7z3NhdrZReO+70RQZQgrCgcjvP7rncz9XBVn3jALj91PzcwCTr1sKgazhnXP76N7v53auRM/951rO9AZ1VTPKsy+8ygEhZAgbERR5MAnvdTMKpCShnVKRDHxd+S2+ylJlfKaAwaLBrVWia3FjiCAtSz5okJ2RFMEFnmcgawlsTpjslDLRHvzEHqLhpo5RezfIgnEVPNoY4zVEVUoBCqmFWDb00WR6jACYbr32Bjs8ieNvQHA1QOmUf2J+ujrxDOA1qhKKj2OOe4eR0Ba2Bnp5oYC+IPS97HS3jGjLwCfHa1Oic6oxm0PYLRq0jrjhRUGeg87x/dYE6C/00XltPR9qcVVRvo60pfmiqJIzyEHNXPG/reUCVmI9nnlv9PGtw6DIDB7eSVTF5WiUGZPTs1z9Pik5xN+tPFHtNhbCEXiC3WhSIivLvpq0v4xcTmjcIa87bJpl3HZtMuIiBEO2Q9x6xu38sOPfsjsotmYNea0/aGO115j4Nf/jXb6DByvvY753HNRV1UjBgJSj6E+uxjTq/RUGCtodbSO8ZkfnxwcPsi0gmnH+jTSErTZUFem6Pc/TomFFUW8uTuiwd5ebA89jG7RQopvu+1InVpWBKUSQa8n4nYTbGuTe1Z9u5owLFmS8b55RzRPnhOUWJ9g+rAigcgoRzTm0sRGICjVQlIfqSiKyRfOJwi/a/4NkDqsaNDmJhIRcfR5CQXC+D0hufy4YaF08eEY8LJrXacsIsbDcI+HQzv6mX9m9bj7y3QmtSxsWrb1Ye/zMm2JVE6kjf5eYuW5kYiI15HdEU2HIAhURkeuaAwqVOrkc471iKZyRL3OYFZHVG/K7ojaWuy8+uR2QsEwHXsGqZ1dGB9tIoLbEUjrPMRmnOYqRAGWXTqF02vfRKnVYVXa2Ltd+p3XpFo8cNrAPEqgGoqjDz4oCe00pbmQok/UN4xfNKFURlL+vHNCZ4VIEIIe2RUtzRC8VVBhwNnvnTTXPxf8niCuQT8lNekXScoaLDj6vGlfH+5hPx5HYMz9odkwFelQqATsfdLvZqDTRdO6TmaeUo61VE9pnZni6vEt7uSZfMKRMA9teAi7384X536Rx05/jOcvfR69So8jkLo8tsXeQpmhDLMmuaRbISiYVjCNu5feTdNAE2sOrWGadVrasS3enTsB6PvFL4jY7VgvvwylRXpNhh3Zy3PDw8OEBgdpsDTQZm/L9WkftwTCAdocbUwvmH6sTyUtwe4u1JXZA86OFxTRsKJcS3NFUcT2wINEfD6q/u3HsvN7rFAWFBAeGpL/VlAq8e3enfV+eSGaJ88JSkyIpOsRVUTDikZevLuGpIvjWE+UKkVpbigQQRQZ9/iWY0nT8C4gjRCNlv/Z+73yKJLYaAZjgRaFQqDrwDDvP7eXfZtSl3rlwrZ32lEqFSxYNf4kQa1BhXPQx3vPNPP6f++iqMrI9JMlIRpbePBHe3u9zgCiSNYe0UxceMcCzrh+Jmd/cU7K29VaJSq1IqUj6nUFZKGa9vmYsjuiLdv6aNs5QPOH3XidQWrnFCX0KYf84aTe2BixY+caVgRQPsXCHNOHUDyNQlU7waCARqdM3YeYyhE1jHBEDcmOqGvIJwuZJCHqHcIfMaKdSOWnLuoy+uxYoyXgKWefRimsMCCK6UuFjwSx+bSZBF35FOli3nYodfqo3B86yUJUoRCwluix93rpa3fyf79oRKtXseyy47Pf7bPO6kOrOWQ/xL3L7uWuk+/i8mmXM694Hia1CVcwtaPeMtzCNGtmx+7Chgsp0BbgDXkzunu+HdLFdbCrC2VxMcaVK1EWSAt44eHsybld93+Xrm9/mwZLA62O1kkPyDvatDpaCYvh41aIiqJIqNuG6gRyRGOpuZ4tnzD8t79l3d/+4ou43n+fsrvvQjv12L9vqcpKCfX14d2xE8FgwLhiBb6m9C01MfJCNE+eE5SsjqhKWtmNjEiFdA2OckRTjG+Rj3sCOqI9gW4AgilKcwc6pYsV54BPdoZjQkehEDAVaTm8S+pNTBXglAteZ4A9G7qZtbxiQsJQZ1Rja3HQ/FE3Sy6o49r7l8r9cbGFh9jvyWOPiuoJhEuptUoWrKph6uLU4VKCIFBUZaT7oJ3OvUPs2ywJ9XA4gt8dyu6IGtX43KGUF1+Ofi99h51ykM4nr0tuQc3sInkmbQznkC+loPW6gqi0Srk0O2d8diiaRqFKGkNQPasweX6oKEpCdLQjGivNfe/fMIQ7E+aFRiIiriE/1bMksZgk/rxD+CMmtLoJlH7qrPJzyMURjYVQDdmOXp9o7G+uuDr9aJayeguCAD2HUrtKva0OFEoho6s6Xqylerpb7Lz8y0ZUGgVXfXvJUZ17nCd33m57mxpTDefWnZuw3aQx4Qwkl5yLoshB+0GmFqTu+YyhVqq5oOECIH1/aMTjwX/wIOqqKgAsl1yMoFLFHdEcknN9zc0EO7tosDbgCroY8I1tnmgoEuJHG3/EU9ueYu/g3mMuZA8MSeFO0wuPTyEaHhxEDARQV5xAQlShQNDpcK1di+2xH2XcN9DRSc+P/g3DqadS+IUvHKUzzIyqVBKi/n370M2YgX7hAvwHD2YtNc4L0Tx5TlDigjGNIxpNgB1Znjtoc6NSK+I9ourk8S0x12kiYUVHEm/IS2NvY9J2T9CDPTIEZHZEI2GR3jbponekeLOU6GWR4/eOr3xx5/udhIMRFp9bO677x6icbqWs3szV95zMiqumJ5RvyqW50XOMubsG6/iFby40LCyhp9XB67/dxVu/303jm4flckpDFkdUZ1IjRkT+7xeNsisPkpv60s+38uoT2xmMClH3sJ/CSiOmQm1SGu/6v+znj9/9KCmJ1ucKojdmcUM7P5FmgY7E7wBLFUWaHkASvzKxCz3vEIQD6R3R/r0UdPxN6gUdsTgQCYsUlhswWjVyQFb8iQ/jFw3j7w8FqUc0eqzyBgsqrTJj+WpBuRQmMWQbW3Jux96hcZfz9ne60BpUGUN/1FolxTUmbC3pHFEnJTWm8ZcwZ8BaasBjD6DRq7jq7iXyKJw8xx9NA00sKluUVDprVptxBZIdUZvbhjfkTSsuR3LVjKtQCkoWli5Mebtv926IRCj5xjcwrlxB4Q03AKCwSotBkSyluRGPh5DNRnh4mAZLAwCH7IeyntdIXtj7An/e82d+tf1XXPOPa7jkpUt4cd+LYzrGZNLubAeO49EtXdKitLrqxBGiMKI81+tFDKSeoS1GInR/97sgCFQ+9hiC4viQcjEhGuzsRF1bi27evJwCi46Ps8+TJ8+YkcOKMswRBRIcz8EuN4WVRvniXpkiWTd2Ma2eQFjRkeRv+/7Gza/dTJ+nL2F7v7efkEJ6404lRAc6XbJL2X1QuuiNleYCmIvjCbcBz9hmXsYec+faDhoWlqQcgTIWTr6wgWvvP4WKKdak22JOdez35I7O2ZyIA5sLUxaVgiiJvtI6Mx/9/QCb/iFdTOlMmR875uZ27R+m60DcPXj/ub24hqQeQEd/XKDWRoNphKhTXVgp/Tw79w4R9Id56+mmhCAunyuYuT/UZ4ffng2PnwyR6P3CUn8lOiu1xd00lHQybckIR/jZa2HNPVJ/KCQ7oqq4uCowJybkduyRnHVLqR5zsT6hXxSQHVGNYQK/sxGOaMPCEm796ekZXwNqjRJzkW5MjuiQzc3Lv2xk/+YeeZvXFcjaQ911YJieQw4GOlwUV5vS9t3FKJ9ipafVkVC9EWOwy0XxEXBDQZozWjWjgKvuzjuhxzP93n56Pb3MK56XdJtJk7o096BdCirKJUxnXvE81l+/nsVli1Pe7tvdLD3W6adR9/TTaKdIZZBKq7QY1Pf4E3Tec0/a4wfapCqPsMNBvUlapIzN4MyFfm8/TzQ+wcqqlbx33Xv8YMUPUAgKfrfzdzkfY7LpdHVSoi9Bpxp7MvzRINgpVbmcSGFFEC/PhfS9x0N/+hOeTZsov/8+NDXHdvbpSFSlpYSHhwl2d6OurpaEKOBrytwnmheiefKcoORampsgRDtdFFfFRZJSrUCMiERGXNTHylKPV0f04PBBRET2D+3HE4xfVPd4eogoIoSFMH5fYmmtxxHANeSnYZEUStR90I5CKcjjTAAsI4ToeBzRPR/b8LmCnHTexNzQbMRKc2M9oo4+SfwcaUe0uNqIpURHcbWRf7r3ZKaeVMru9dLAcIMlsxtZO6eQ6UulHtdYCavb7qdlW78cwgRQM7swun/cmbzg9vmcf+tcQDIpzUU6etucbFndKu/jdQUz94faO6X/nV2wSQq0whf9kNdaMFh1XDLrpbhD3rsHDrwF7RvBFRWiox1RgJOkkqgCnSQ8h3s8uO1+1v9tP+VTLNTMLsJSoksQ2QAMHsQvGtGaJyB+5B7RYQRByKksubDSMCZHtLdNKnl0jBDSbz29m9VP7Uh7H7fdz6tPbOedPzYz0OXOSURWTLEQ9IWTzi3gC+F1BuWE28mmdm4RV929BHPR8XkxnUdi94B0ITu3eG7SbSZ16tLcWGJuth5R+Tia9K/TYGcHgsGAsiQxUVdplSoQ/Hv34njtdcRQ6paOwKGo+ymKlIdNaJXaMY1w+eUnv8QX9nH/svsp0ZdwzcxrOLv2bHo9vcesRLfL1UWVqeqYPHYueBsbEbRaNNOPz9LhdIwUn6mEqL+lhd6f/wLTmWdi/ad/OpqnlhVVaXQhNxxGXVWFqrwcZVFR1j7RnISoIAhFgiB8IAjCDwVBUAiC8JQgCLuj/x4esd8DgiAcEARhsyAIDeN+Nnny5MlK1rCiWGluWPqg8rmDuO0BiqriH7hKVcw1jX+YBXyZndZjTWwl+Y22Nzjtz6fxj4P/AJAd0pAigNeXeOG/d6MkJhauqkFQCHgdAQxWTYJTYy6OX+yOtUdUjIhse/swZfVmKqenH1UxGcR+L0FfmL7DTra93U7d3KIjUro4EkEQuOwbi7n46wtRKhWcf+s8OW3YWJD5Qt5UqOOC2+aj0SllIbp/cw9iRGTZZVMwFUkCcPkV0zjj+pnUzSuW71tWb6G42iTPiJ1/ZjWzl1fwyWutsrvqcwUyO6JOSTCjUMHHT0quqD9aCqqzgrEU3L3x/bf9Sfrf3gHOqBtoTiFEr3gSlt6KVTwEAgz1eFj3/D5C/ghnf2kOCoWAuViHa9ifsNjDntX4hQJ0pskQotmDUmIUlhsZ7vEgpnAeU9EXHffijv7OXEN+2psHGbalPkYkHGHd8/skUdntJuQPU5JD8mzFVMndHd0nGitpzruVn22a+psQEJhTlBymZtaYUzqih+yHKNIVUaCb+PtxsKsLdVVlkrOvMI14bQeDBDs6Ut7f39oqfx2x26mz1OU8wmVrz1ZeOfgKt8y7hQZrg7y9zFBGIBJg2J++P1UUxSMmVDtdnVSbjh83bjTuzZvRL16MQnNkF2gnG9ETX1wfHYIlhkJ03Xc/Cp2OikcezlppcrRRl8UXldXV1QiCgG7evKzJuVmFqCAIauA1YB+AKIoR4FeiKM4FFgE3CoJQLQhCPXAVMAt4GPj3cT6XPHny5EDAF0KpUshicjSyyIz2gA52SR/WRdWJjujIfQCCcmnu8emIHnYcBuCVg68QEqUAB5vbRp83LkR9/nhvhSiKNH/UTcVUSdDE3BVLceLFbaIjOjYhemhHP/ZeL4vPqzviHw6x0lx7v5c1v96B3qzm3C8nOwVHgoJyg/xzU6oUXHjHfK65b2nOjpWpSIcrWta5d6ONsnozRZVGamYVolBIgTQLVtUk9IWCJIJjwVIlNSY+9/mZmIt1vP0/uwl4Q3icWUpzHVEhevYDMHwYDr4bd0R1lqgQ7Ze+Dwdh+/OAAJ5+GI6W0JlSzBcF0JpRBQcxF+po/rCLlsY+ll02haJKIwTcWEr0iNHwIgAGDiL27CYQ1qGZSI9orDTXmz0oJUZBhYFQIIJr2J99Z6C/PSpEo/vv39IDolRl4RmVoBzwhVjzq520NPYxc1n8ADPDsgAAIABJREFUZ5XLCBRrmR6tQUXPqD5Re9TtP1KOaJ4Tg+bBZqZYp2BQJ/fwmjXmtI5oLv2huRDo7ERdnSy6Rr/X+1tS930GDrXKX8f6RHMpzQ1FQjy28TEqjBXcvuD2hNvKjdLfWK+nl609W1n1wioGvAMJ9739zdu58907CUcmd2RTOBLG5rYdd0JUDIVwvvseg889h795D4alS4/1KU2IsCPx/XDgd7/Dt2MHFT94MEH0HS/IjijIwV66eXPxHzhAxJe+nSOrEBVFMQhcBnwwYlt0SAxVgB8YAM4CXhNFMYwkXFeM9UnkyZMndwK+cNqgIkAexh7rpZNHKYwszVUl95Eez46oJ+ih1ys5V6FIiDJDGWExzAMfPoDNLbmeIUUQ/wgh2tPqYKjbzZyV0hvjBbfP4/zb5iWJt9J6M/POqKZuXtGYHdFtbx3GXKxj2kmpU2cnE4VCQKVVsnNtB15HkIv+eUHW1NojhVKlGNN8R1OhFteQn4FOF/3tLmYtl/p3ll02VXJa1ek/kmIJusU1JjR6FWd/cQ7OAR/b3mkn5A9n7suNCdFTbpNE55an406i7Ij2SbW/+9+Uvp53pXR7x2bQmECbRlDpLBAOUFAmPbeyerMUVuUZhJ9Mwzy8ARgxV3TPqwRFPaIoyL2z40Kpks5rLI5oRTSwqDt7ea4oivS1S4tXMeG6b5MNRbTkf2QAk2vIx99/tpXDuwc588ZZnHvLXLRGFQhQVJW9X1oQBMqnWLGNcES9zoDcc5sXop9t2p3t1FvqU95mUpvwh/0Ew/G+/lhibi79obkQ7OxCk0KIjibQcjBpW8Tvx7dzJ4pYwm5UiHY4OwhGMmcRvLD3BfYN7eOeU+5JEuHlBkmI9nh6WNexjgHfAHsH98q3P7P7GTbaNrKuYx2/3fnbrOc+Fno9vYTE0HFRmuvZ2ojzvffo/dnP2H/WWXR8/ev0PPwIiCKGU05sIToyBMvX3Ezfk09hufgiLBdffAzPKj2JQlT6bNfNmwfhMP69e9PdLbfSXFEUe0d+LwiCRhCEXcBW4H5RFH1AGdAf3T8EKAVBSLpKFgThDkEQtgiCsKWvr2/0zXny5MmRgDeUMVBIOSo1d7DLjUafmGCpil74j5wlmi2N91gSW0UuM0irgWfVnsW3l36bj7s/5uWDLwOSI+r3xT/gmz/qRqVRyHM4S2rMzFhantQXplIrWXXjLAorjGMSorYWO90H7Sw6pzZ59McRQqNTgghn3jiTsgwjO443TIU6XEM+9n5sQ6EQmHGK9DsxF+mon1+c9b56i0YO5KmaUYBap6T5Q0lkZhzv4eiSxKbWBItvgn2vQ1/0g1EbdUQjIfANQ+OfJPfz5Fuk2w99AGWp56vK9weKytQoVAJn3zxHeh0MHYKQF0vrC9IpDESFW/Or+EukC6QJpeaCVJ7ry90RHcsIF0e/j4A3hEqrxD3sZ7DLTX+7i7nRBZ1Y36jPHeRv//4Jjn4vl/7LQuafUY2gEJiyoISSGlPO84grploY7HYT8IYIeEM8/Z31bHjpIDqjemKCPc8JjSiKGctAY72dzmDcFe339uMMOJlinfhsxbDLRcRulx2edChLS5Ic0UggQMc3v0mgtZXiW2+Vjjdsp8HaQEgM0eFMXcobew6xgKLRI2sgLkRtbhu7BqT52YedUrVQr6eXp7Y9xVm1Z7GqZhV/3vPnSS3R7XRJPffVxmPriIZdLtq+9CU6vvZ1Bv73D+gXLaLmqacoufNOdAsWoF+cOnzqeKbghuvRRMOwwnZJiEYCAbruvQ9lgZXyBx44lqeXEWVRESgUKEtK5PRffTSwyJuhT3RcV02iKAZEUZwPzAMeFQRhGjD6VZ6yPk0Uxd+IorhUFMWlpaVH3j3Ik+fTStAfzhgoNNrtHOiSgopGlhOlckR9riBKdfqS34kykQ/ENqckRM+uPRuAUytP5dqZ17KyaiXOgBO9Sk9IGSAYkIRkMBBm/+Yepi8py3kuqtagIugPJ/b0ZWDbW4fRGlTMWXn00vlq5xRx0vl1sst7omAq1OJ1Btmz0Ubd/GL0WdJ2R7L8iqlc8rWF8utXUAiU1ZulklchSwmoowss0Z/VybeAGIaPn5K+11nAFC1zsu2CfW/AohugsEHaFvZDZYYLmqgQPeUMPZ//7jKKYz3YDml8gKn3HQQhKtycNujYhL9Omls4cSFqlQT1njU57a43q9EaVAz1ZBeisbLcurlF+D0hdq/vQlAInHSBNK4h5oj2tTtxD/s578tzE3p7z7xxFlfetSTnp1I+xQIi9LQ55JJcQJ6RmuezyZB/CG/Im1aImjVmALb3bpdHirTYW4DcEnOzEeyUFrpSleYCVP7436h89BG0U6YSaGmRt4vBIJ3fugv3++uoeOghCm+4HiBhhEumwKKRAUWp2j1K9CUoBSU2t42mfukiPyZEf73914TEEN855TusqFrBoG+QHk9P0jHGiyxEzcdWiPqbmyEUouzee5mx9j1qn3gC89lnUXrnvzDlr3+RxdCJROUPfsDUf7wCQNguVbv0P/4E/n37qHz4YVSFhcfy9DIiKJWoSkpQV8evS1SVlSgLCjIGFk3oSlMURRtSye4SoBsoARAEQSXdLE5uYXqePHlkAt5QxvLZWAldJBxBFEUGu9xJZXKpekTd9gDGUUE+k8Wgb5AVf17BR10fjev+sQ/ur8z/Cl+Y8wVOrz4dQRB4aOVDmDVmZhfNJqQIEIyOb2nZ2kvQF2bOabmLxNjPNFainAl7n4eD2/qYd0b1US1lPveWuay8+sRKAwRJiAJ4HQFmL08R/pMBS4leEisjiLnBBWWGzM6bsxvM0Q/Hoikw7WzJsQRJzJmjr4+3fyCJ1JO+EN0/+jdQdVL6Y+ukc9AKzsS/r2g5sFIIYdT7pXTjPasB8Fd+TrpPjosjadEXQOcWeP4Gqbd1NKEAhOPuviAIFFYYcirN7TvsRFAI1M2VEoybPuyidnYhlmI9Bqsm7ohGZ8mODhRSaZRjen6xEu+eFkdC2W++LPezTaczKnrSOaJqaeHn7vfv5s537iQiRsacmJuJYKf0+OmEaMGVV1JwzTVopk7Bf/AgYjiMGArR+e3v4HrnHcof+D6Fn78OhdkMSiXh4WG5zDhdn2hjb2PKgKKRKBVKSvQlbLRtlMOa2h3ttNpb+fv+v3PtzGupNdcyr0RypJoGMieXjoVd/bsQEKg0HtvRKDGXzXrpJahGJRqfyAgqFQqTibDDjqexkYHf/x7rP12N+ayzjvWpZcW4ciWm006Tv48HFjWnvc+YhaggCEZBEGpiXwOnAU3A28CF0XLcixnRU5onT57Jx+sMZBxZMTIR12MP4PeEEhJzE/eJC1GPw4/Bkn4A/UTY1b8Ld9BN80D6N6VMbO/bzhTrFCpNldy77F70KukitcJYwYuXvcgPV/yQkCJIOCC5rs0fdWMt1Y8pyVae05lDee72t9tRKAUWnlUzjmfz2cNUKK1Qaw0qGhZM/MIhJkSzBuI4OuOOKMDJX45/rbVA3XKoXASdn0DtciiZASpNPKAokxDVSo4M/lGBKY5OUGpgypkUcohhmwf2vApFU/FrpHOZcMmpa0TXTKpe0eeug9fvTdhUWGHMyRHta3dRVGmUHcmQP8zMU6XFA0uxHmdULPrdkhDNGBaVA1qDmsIKA7ZDdnncTVmDJWvJdp5PN9nct5gjGowEabG38EHHB7TYWzBrzJToJ/4eIwvRLKW5xuUriDiduNaupeve+3C+8QZl991L0U03AdIFudJqJTw8jFVrpUhXlDI5NxQJ8djHqQOKRlNuLGdHnzRKqd5Sz2HnYR5vfByNUsMdC+8AYFbhLJSCUh6BM1F29O3gL/v+whXTr0CjPLaJtL7du1GVlSX0Jn5aUFoshHp66b7vftQVFZTff/+xPqWcqPrxv1H6zW8mbNPNm4d///609xmPI6oD/iYIwk7gI+A3oijujrqj/wPsBR4B0k/3zZMnz4TxOAJykmgqlMq4yByIJuYWj3ZEU8wa9UQd0SNBLEyh19ObZc9kgpEgn/R8wrKKZSlvrzRVUmmqJKQMEA5GsPd56Nw3zOyVybH7mYi5OH5PZiHqcwVp/qibWcsq4vMn82Qk5ohOX1qeMZgoV2IOaWldBiEa9IJ3KFGIzrpImguqMYNCKf276KcgKGHpV+L7WWtAbYCSmemPHy3NxT9q5pujSxr5svgmCjjAULcDsWUdzL5UnlM74dJc9YjSs1RCtLcZBhIDVAoqDHgdAXzuuINqa7HT35E4AqOv3UlprQlTtKdcpVEwJTqHd+Rs1NhxRs7kHS/lU62SIzrgRaNXce19S5l16tic8zyfLmQhmsURjfFM8zNyYu5kVPUEu7oQtFqUxZkXRMznnI2qtJTOb38Hx+rVlN59F8W33JKwj7KggPCw1NPdYGlgfed6FvxhgSwmQQoo2ju0N2VAURLRLpeZhTM5o+YMWh2tvNn2JjfPu1kW4TqVjmkF0ybFEfWFfHxv/fcoM5RxzynH/hLf17RbCsP5FKKwWnG+8QaBtjYqHnkYpSl7+vjxim7ePEgzYxfGIERFUfxfURR/KIrigCiKy0VRXCCK4iJRFJ8asc8ToihOj24/PMFzz5MnTxpCwTB+T0gObkmFXJobkspyITnBUhmdPTm6NDeTwJ0Ie4fGL0Sb+pvwhrwsr1yedh+dUkdIGSDiF2jfPQjAzFPSjN1IQ2ykRjZHdNe6DkLBCIvOrc3puOs61rGpe9OYzuXTRkGZgaUXN7Ak2mc4UcxFOi7/18UsWJXBkbZLF7IJQlSphlX3wZzL4tvqToW798LC6+LbZpwH86+WEmrTES3NlcfBxHB0gaUa5lxKkbafYFDAFbISnnEpTR90otYq0Wf4+82J65+D0++Svh49xiUSkcbPjHJqC8uli9vhXskVDQbCvPrEdt783S65f9tt9+N1BCipM8vhZlMWlcrl5/Js1IiIzxVCrVVOSk95xRQLPneQ9uZBLCUnXn9Xnsmn09VJgbYAozp1+nIsrAhgWcUyGnsa2T+8f9ISc0M9PajKy7OKWkGtpuC66xC9Xkq+cScltye7mSOFaL2lXu7b/LDzQ0AKKHqy8cm0AUWjOavuLFQKFU+c/QQNlgYiYoQiXRE3z705Yb+5xXNpHmiecGDR442P0+po5eGVD8tO9LEi4nYTaGlBN/fojC472iit0nguhcWCccWJPYREv3gRRaMWZUZydCIe8+TJM6l47NJ4EkMG51Iuuw1HGOhyo7doksZ8jHZEQ4EwAW8o43Enwngd0YgY4Y3WNxAQWFqePpJdEATCmgD4ldKcQyHuwuWK7IhmEKKhYJgd73VQP784Hk6TgWAkyPfWf48fbvhh2ouBpv4mHAFHyts+LQgKgVMvn5o0w3Ui1M4pytyf27VV+r98fuL2pV+Gq36VuM1UCiMvOFfdB1c8mfkEZEd0VGmuMxqQpDFSuFKK2x9SL2TdhxZ6Djk45+Y5qDUTTKYuqIOZUvBRUnqub1hKAg4kOp0x8Rvr7dz7sQ2/J8SQzUNPdHxK32HpuZTWmtHoVJxz8xyWXxGfyWgq1CFGRDx2Pz53cFLcUICa2VI/qr3XO6mvkTwnLpkScwHMakkQCQhcNeMqApEAdr990maIBnt7cp7ZWPLPX6Xh+T9T8vWvp7w9wREd0fsZE3W//OSXeMPetAFFo7ltwW1svmkzlaZK+fnesfCOBHEOUnnuoG+QAd9AqsNk5ZD9EGta1vDM7mf4/KzPs6Lq2Asj98aNIIrol2RomziBUUbH/egXLEBQnNhSTV1eTvl996a9/cR+dnnyfEaJDZPP5IiOFJmDna6kslyIhxXFxre4owL3SJTmekNeOdUv1wS/YCTIywde5uqXr+ZPzX9iZfVKCnRZ+j11IYSwAuegD61BNeaRKrGxNZkc0X0be/A6gyw+Lzdnb2P3Rob9w7Q722VXeCSBcIAvvfYl/tj0xzGda54caN8ozdssP0IlXHKP6IhFBFFMSOotPPNqADZF/oXd67tZcmE905ZM0kBynbRyLpfmhkPw0j9L6b+QJJBjoj0YDePata6ToiojKo1CHoUz2J1YQTF7RWVCGFFsccc1FBWiE+wPjWEt1VNaJ/08zXlH9DNPMBykeaA54xiWmOiqMlUlVMtMniPai6o8t6oaQa1Gv3hxWhGpKi4iFB1bODJIyR105xRQlPKYCunv+eTyk/nt+b/lhtk3JO0zs1BqLdg3tA+ADmcHV79yNRu7N2Y9viiK3Lj6Ru794F6qTdXcdfJdOZ/bZGF/5RX6f5W4aOh85x0UJhPGU0456udzNBDU0nuqftHCY3wmR568EM2T5wTEIwvG9G5fTICFgxEGu5MTc2HkrNFI9LjS4PpspbkD3sTh2bmwb2gfETHCFOsU+r39RMTU41FibmlEjHDT6pv4/offR6FQ8OPP/Zgnzn4i+wPppeMO93jG5dRo9dJ90jmiYkRk29uHKa0zUz0ztxCk1w69hlFtRCEoeKvtraTbu1xdBCIBDjvyHQ2TTvtGqFkq9YEeCZRqqY90ZI+mdwhCPjmpNzY2pcempG5uEadePjluDSDNEoW4I9qxGbb/GbY8LX3vT3RE46nQ0uvb3uOhbm4R008uY/+WXgK+EMM2D3qLJu3fT2wGr3PQF3VEJy8xetoSKXgk74jm+aDzA4b8Q1zYcGHafVQKFXqVnmkF0yjRl1BnlhYHJ8MRFUVRLs2dDLQzZhIeHCTY28vp1afzH6v+A7VCjTvo5qebf5pTQFE6BEFgeeVyFELyZf2MwhkA7B/ajzfk5Vtrv8X+of28fODlrMcd9g/jCrq4bOpl/Pd5/529b/UIMPD0/9D3n/+F64P1AIjhMK731mI64wwEzbENTDpSBDqkUUT6RYuO8ZkcefJCNE+eExCPIyYYs5fmDvd4CAUiKUtIVeN0RO9Zdw/X/OOaMZXYbrZtBuCChgsIi2EGfYNJ+/x0808556/n0OnqpGW4hebBZr550jd58bIXuWTqJfLqbyaiQboM2TwZU4XToc7iiLbuGmDI5mHxebU5h2Gs71zPWbVncXL5yaxtX5t0e4dLGmze6e4c8/nmyYDfCT1NUhLukURrTnQeh6NjGSzSeANBECitM2Mp0XHerfNQKCZxNNJoR/RAdKGje7v0f8ApObRR4o5/mHAwQigYQWtQM+e0KoL+MAe39jFk81BUkf6CM9Y36hry43NNXmkuwMxlFVhKdFROs07aMfMcPX6y+Se8tP+lMd9v98Bubn3jVjzBeKLzKwdfoUhXxMrqlRnve379+VzQIJWon1x+Mma1mQrjxEOuwsPDiIEA6vLJqV7QzZ0DSGmvSoWSc+rPwawxS0nyg81cNOWijEIv2NuLp7ER98ZNuD5YLyf6ZqNQV0iJvoT9Q/t5eMPD7B3cy/SC6XzQ+QHhSOYxZX1eycE9s/ZM6iyT09s/FiJuN/59kpNr+8EPiLjdeLdvJzw4iOmcs4/6+RwttNOl8Wyf1jCmkeSFaJ48JyBuRwBBIKnncySx0txYv1cmRzQcki5UZYGbZXxLbE7bb3b8Judz3tC1gZmFM5ldNBtILs9tc7Txx91SaWq3q5ttfdsAOL/h/DGlH6oM0r5+TwidaeyrpUqlArVWyb5NPXTuG0q6fdtbhzEVaXMurbT77Qz6BplVOIuTyk7i4PBBfCFfwj6xWXndru4xn2+eDHRtAzECNUe4fEtrSSzN3fk3UKgSBPAFt8/nuu+eMqmiDQC1XhoTEwsr2h8VomHpbxkxAiMu7tUaJQiSIxpz/bUGFZXTrBSUG2j+qIshm5uCitThMLH9VVolriHfpPaIguS2fvHRlXKJbp7jA5vbhjPgzLiPM+Dk2eZneaP1jTEff13HOjbZNrG9T1pAGfYN837H+1wy9RLUisyvr0dPf5TLp10OwP87+f/x9IVPp3QGx0qoV1ponTRHdLYkRP3N8fFlRrWRfm8/oUgIqyb94ov/wAEOnnc+bTfcyOGbb6b99tvp+Oa/5vzYMwpm8Hrr67za8ipfX/x1vrrwqwz7h9nZvzPj/fo8khAt1R+bESneXU0QiVB8xx0Eu7ro+6/Hcb7zDqjVmM4445ic09Gg4vvfZ8r/vfSpmo+ajrwQzZPnBMRjD6AzazI6K4qoyJSFaGX6HtHwCEdUoRCyOomxstoX979IIBzIer7ekJfG3kZWVK6g3CB9qPe6exNuv3vt3fL3joCDbb3bKNQWyqVWuaIdUSY43t61z31+JqFgmLf/Z7f8s7H3efi/X26la/8wi86ulcfjZCNWbltvqWdu0VzCYpj9Q4kztWKOaJ+3D39MQOSZOA6p55HChiP7ODpLPDU34IHGP8HsS2VHFKTxJhOeG5oKQZBcUZ8dnDaw7YDRF+4j3FpBIaDRKgn6wvg9UmCRRq9CEATmrKyk+4Advyckp+umfkgBc6EW54APvzeEdpJ6RD/1dG2L9+6eQIQjYW5afRM/2fyTjPttsm0iIkbkkStjITZTMzZmZM2hNYQiIa6YdsWYjlOkK5IXOydKqEdaLFWVTY4QVZqMaBoa8O2Oz/Q0qo10u6UFSEss+GwUYiRC9wMPotDpqPnVU9T94Q+YL7qQwOHcWzlmFM7AH/azqnYVdyy8g5XVKxEQ2NC9IeP9Yo5oqeHoC9GIz4fnky0AFH35Fgqu/zyDzzyD/aX/w7hsGUrzp3exSqHXo5s9Oa/j4528EM2T5wTE48g+6zPmdgZ8YcxFOjT65LLWuCMa4dCOfpo/7MJSqkdII3C32Law2baZIf8Q06zTCEVCOQUPNfY0EowEWVG1gjKD5CTGynpFUeSRDY+wb2gfDyx/AJBcxO1921lUtmjMs+DUhngvoH6cTs2clZWc9YXZuIb87PlYukg4uLWPzr3DnHxhPfPPTJ/iOJrYBVa9tZ7ZxdIHy+utr/NE4xO4g1IoTIezQ97f5raN65zzpMAVfW2aJikYKB0jS3Ob/i71ay4bX6/XuNAVSI954G3p+7mXJ94+qk9UrVNJjqgn7ogCzFpeIf/tF2YozQUpsGig0wXi5MwQ/dTT2wy/OROeuy77vscZO/p30OvtpbG3MeN+H3d9DEjvYWMdFdJml8rZd/XvAqSy3FmFs5hVNGscZzw5BKNCVF0xOUIUpPJcX1OiEI2956cbiTL0/PN4Gxspu+8+zGedhfHUZejnLyDidBJ2ZnapY1zQcAHn1Z/Hj07/EQpBgUVjwaq1MuDNnKTb7+0Hjo0jeuiaa+j/r8fRNDSgKiyk7O67UZWUfOrLcj9r5IVonjwnIB67P2NiLoBCIciTKIqrU5fZKZQCCLDz/Q7WPLUDg0XLBbfPT7kvwAMfPsA33/0mAKdWngrEhVMoEuLBDx9MGM4dY0P3BtQKNUvKl1CsK0alUNHlltyq5/c+zz9a/sHXFn+NS6ZeAsBh52FaHa0sLl2c8TmmQq0XEKOTvrM5oqFI+mTc2jlFlNWb2fpGG5FwhP52J6YiLcuvnIZKnXvwTZujDYWgoNZUS5WxCovGwh93/5H/3vHf3LT6Jg47DtPp6pQHs4/HTciEKIoTnh93wuLqkZqGtUd45VxfBC6b1Iu56bdQOgfqTzuyjzmSmCO6/00pIGnWxYm3+xPHAml0ylGludLfidGqpX5+MQAFWYWoDke/VGKeF6KjGG6HJ06Bjk+k7/e/Bf9zUfx2d/+xOa9x8u7hdwHpvSzTiKmPuyUh6gv7UmYApEMURXnBblf/Lg4OH6RpoEkutz1WhHp6QRBQlU6eCNPNnUuwq0se42JUGxnySy0gFk2yIxq02ej7+S8wrlyB9cq4O6yukqotgl25tXMsLF3IL1b9IkHsFmgLGPIlt5+MpNfTi1ltRqc6uinWYjBI4IDUAlR4440AKM1mKh95GHVtLZbzzjuq55PnyJEXonnynIB4HIGsQhTiGSVlDalLfgRBQK1R4nUEOPmieq69fyklNannYgbCATpdnbiCkruyrHIZEO/1fLvtbV468BLvd7yfdN+Puz/mpLKT0Kv0KBVK6sx1tNpbaext5CebfsKZNWfy1YVfxaAyoBJU7BncA0jlrGNFq9YSUHmBzEL08cbHWfbsMm5+7WYeb3ycLbYtCYJNEASWXtyAo9/H/s099He4KKkZu6A57DhMlbEKtVItlT8WSX1Cl0y9hH5fP9evvp4We4s8H3Wy+0S/t/573LX26EfuHxe4+yQ3dIyu+pipOQWGD0PzK9C9DU659cg/5kh0VkncHFwL08+JlyIL0QWTUbNENXoVgRGluTFHFGDZpVNYdE6tnIybDuOI+byTNb7lU8OO56F/H7zzELz7KDx7DViq4eKfSbf37Tm25zcGRFHkvfb3ZAGze2B3yv18IR+tjlbmFUvhKl2urpwfY8A3gCvoosZUQ4+nh9/u/C1KQcnFUy/OfucjSLCrC2VxsTxKYzLQzokGFkX7RI2q+CLx6B5RURSxPfwIYjhMxUMPJVQHqSujQrQ795/zaAp1hQz7h5O229w27v/gfjxBD/3e/mNSlhsakJzaioceouhLX5S3m848k+lvvTmhxYE9H77PP/7j3zm8a3vWffvaDvHRX58lGMi3zBwp8kI0T54TkHQBIXa/ndvfvJ1D9kMJ28vqUwtRgPNvm8c19y1l+RXT5FLdVLQ722WnUSEoZOEUK8P6Q9MfAClkYiQD3gH2DO5JmPHWYGmg1dHKTzb9hHJjOT/6nFQuJAgCVq1VDkMq0Y+9UV+r1OJVSRfemZya7X3bsWgsBCNBfr/z93z5jS+zezDxIqthYQnFNSY2r25luMeTVqRnotXRSr01LqhPrTyVSmMlDy5/kOcveZ5KYyX+sJ8l5UtQCspJdURFUWR953o292zO2RUVRZHmgWae3vU0t795O8ueXca5fz2Xj7o+mrTzOmq4eo58WS7AlM9J/796lzSzdNH1R/4xR6LqOuSaAAAgAElEQVQvANtO8NthxvlQEH29FUT7q5NmiSoJeEMERpXmApTWmTn92hlZS+KnLo5fCOYd0VHsfFHq0z30Pqz7KZz0RbjtbZgZHUPSN7bRV8eSPYN7aHO08ZX5XwHipbOjiVW4nFJxSsL3udDmkMpyr599PSpBxeqW1Zxeffq43v8ni2BXF441azAuWzapx9XNnQuAb3czYiDAyhf3YXVL782jS3Odb7yJ6913Kf3GnWhqaxNuU1VKo6FC3eNfuCzQFshu7Ehe2v8Sr7a8yq7+XfR5+o5JWa4cFFU2+Y/d9P477NvwAX977AH6Drdm3HfjS39hw9/+zF8f/i4ee7JozzNx8kI0T54TjFAwTCgQSelCbO/bzsfdH/O7nb9L2F7WkN7Ja1hQklGoxoiVTqkUKqqMVVi1ViwaCza3ja29W9k1IF2gjP5g22TbBMCKqhXytinWKRx2HKZ5sJlLpl6SUJJk1Vrl8IbxrMRqlBp8akmIZgpd6nB2cGrlqTx3yXM8e/GzQDy9NoYgCCy9qAF7nxdRZMxCVBRF2hxt1JvjQvS2Bbex+urVGNQGasw1PHPRM9xzyj1cPeNqas21fND5QcaS4bHQ7e5myD+E3W9nwJe5FyjGc3ue47pXr+OXn/ySfm8/l0+7nGH/MOs710/KOR1VXL1gmrz+rrSUzZPKcz39kgg90qXAo9FZAVFK6p26Cowl0rbSaH9dilmiAV8YXwohmiultWau++4pzFlZSXGKRO7PJAEPrP8l9DXD2d+XAquueAqueEJKN7bWgNoouaUnCKtbVqNSqLh25rXUmmvTOqKxSo6xVnasaVnDIxseAeDsurP52Zk/w6Q2ccPsGybh7MdPz09+CkDZt+/OsufYUBUWoqqqxLd7N95dTcx6cy+LD0pCdOTnYNhux/bYo2jnzqHo5puTj1NaAmp1zqW5qSjUFSYtHAO81/4eADaPjT5v37FxRGUhOvkLiV6nk4ppM9AajLz79K/TLtKKkQhtu7ZTWj+FvrZWnv3e3Qx05Gd9TzZ5IZonzwmG353Y1zWSWELrmkNr5JABAP04xpiMJrZq/eDyB/na4q8BUGGsoMfdwx+a/kCBtoC5xXOTSn02dG3AorHIJakgCdGQGCIshllUmjiw2aqNlyeN1xH1qaQQoHQlg8FwkG53N7XmWvl5QDwhcCRTTyqVg1uKxyhEB3wDeEKehBJjQRASxhEY1Aa+OPeLWLVW7jzpTvYM7uG55ufG9DjpGOlejE7qTUVEjPDM7mdYXLqYd659h5eueInvL/8+tebahEClE4aj5YgqFNAQ7Qk95bYj/3ij0RVI/9etkBJ8BQFuWQ3n/lDaPqpHVK1XEfRJjqhSpRhTz/NISuvMnP2lOag047v/p47tz8HbP4SaZXDyzXD9s3DSTfHbBQFKZ54wpbnhSJjXDr3G6dWnY9VamV4wPanaJkaskmNW0SzManPOlR0v7H2BQ45DVJuqqTJWcU79Oay/fj2nVR/FHutRuD/+GOfrr1N8x+2oq6om/fi6OXPx7d5NsFN6TzVLnSSYNPHPl96f/Yzw4BCVjzyCoEpeKBIUCtTl5QQnwREdKcRsbhvNg83y18fKEZWDoiYgRP0eN2ue+DmuocR+Zbd9iOKaOpZdeS0dzbtw9KUOXOxtbcHndLD0sqv5/A/+jXAwwJ8f+A5tO7aN+5zyJJMXonnynGD43FJfV6pyuHZnOwpBQSgSkgMmVOrJ+TNvc7RRrCvmqhlXySESFcYKdvTvYG37Wq6bdR2VxsqE8ANRFNnQvYFTK09FqYhfrE6xTpG/TidELRoLWmXmeaap0Cg1shBNJ8C73F1ExIgsRAt1hagEVYJ4j6FQCJx+7QymLSnDWqIf07m02lsBqRQ5F86vP5+FJQvHNYcvFbsGdsnz9A4MH8i6/ybbJjpdnVw/+3o53RigxlQjj5g5YQgHwTN4dBxRgNPvgot+AmVzsu872eiiizfTz41vq1gQL9Ed3SMaLc31e0NoxuGG5kmDO1p18OU1oC9MvU/JrHhpbigg3WeoVUrVDUvv7fTtiycgH0O29Gyh19vLJVOkELkacw2drs6UDlKXqwuVQkWpvpRKU2VOpbmBcIBd/bv4wpwv8NrVr8mfESM/K442YihEz2OPoa6upvgrXzkij6GbO4dAayv+fdLioMknYlQbUSmkv0X3xk0M//VvFN1yM/p589IeR11ZOSEhWqgtJBQJyentAGvb1wKgElTsHdxLIBI4YiXSYjiMGEpd/RPq7QOlEmVx8biP37ZzG80fvEfT++/EH1MU8QwPYygopHL6TAAGO1N/trXukFKi6xcspmL6TG587OeYi0v4+49/QEdz6hL1PGMnL0Tz5DnBiAvR5AvIw87DTLFIIs8RcPClH63k5h9Pzspyq701KTyowlDBoG8QlULFDbNvoEBbkOCIHnYexua2JfSHAjRYG6T/LQ0JDijEAxvGuwqrVWrxqJ0ICtJeZLc72wFkIaoQFBTri+n19NLh7CAYuyCMUjevmAvvmJ92rE06Yi5ynSW3WaiCIDC9cPqY+qsysbt/N3OK5lCoLZT7bjPxh6Y/YNFYOLf+3ITtNeYaOpwdaUuYvCEvT257khZ7C49+/Cgv7HlhUs5/Qrj7ARGMR2k1v3oJnPrVo/NYozFLjj4zL0jcrtZLgUVJPaIqAv4wfncQXV6ITh5+B6gNoMzQM1u5EJzd0PQS/KgKfjoV/nMRPLUc1v5Y2uedh+Avt0AkMvFzEkVo/RAOvjvmu65uWY1BZeDM2jMBqDZV4w15Uybidrm6qDRWolQomV8yny22LXiCnozH3z2wm0AkwEllJ415TNeRYui5P+Pff4Dy++9DoTsySbG6OXNBFHG+K/1OzN54WW7E58P24IOoa2spvfPOjMdRV1US7Br/Z0VBtJJiZDvN2va1NFgamF44XZ4xOrVg6rgfIxOd/+9b7Ft5GgO//33SbaHeXlSlpQiK8cuU3kMtALR8skne5nO7iIRDGK2FFFVLn/8Dne0J99v8yosc2LKRth2NlNY1YCyQFpUsJWV8/of/TiQcpqO5adznlSeRvBDNk+cEQxaiKcpO253tTCuYhkqhwhVwYS7STVqQSJujTRaQMcqNktt06dRLKdGXyD0nMcGyoUv6IFtRuSLhfhaNhRpTDcsqkoMgYsK0xDC+VVitUsuuynUs+3IlihHC8bVDr/H99d/nk55PkoQoSMJ3/9B+Lvr7Rfz8k5+P67FH0+ZoQ61QU2mszPk+lcZK+r39+MMTS+mLiBGaBpqYXzKf6YXT2T+cujR3a89Wej29fNT5Ees713P7gtuTnOjYBWiqYItwJMw96+7h19t/zTWvXMMLe1/g0Y2P8psdv5nQ+U8YeYboUXJEjyXzroJb3052YwUBtKaUPaKI4Br2p5wvnGec+OygzdJvPy06/3D1tyXBeuG/wxVPQslMaN8o3da5FQJOGG4d/7lEIrBnDfz+PPjfi+H5L8Rj1HPAH/bzVttbnFt/LnqVVAkSe79MVR3R6e6kyiSVsV45/Uo8IU/Wyo5tvVKJ4+KysY/pOhJEfD76nngC42mnYTrnnCP2OLp5UmBR4KC0OGjyxoOK+n/1awJtbVQ+9EMU+swVONoZMwh1dxOM9lOOlUKtJLBifaKugIuNto2sql1FhaECZ0BawJpZOHNcx8+Et6kJ51tvIahU9P7il0Tc7oTbQ729E+4P7W2Vfr5d+/fIQUOe6NgcQ0EBBosVndnCYFf89dzetIN1z/4Pa//4W7r27qZu4UkJx9SZTKi0Wnyu3Oa35slOXojmyXOCka5HNBQJ0enspN5Sj0ltksesTAbOgJMB30CSIzqjYAZqhZovzf0SIPWchMSQ/Ngfd39MtamaGnNN0jGfufgZ7l6aHARRoJVWaSfkiGocWKfHL7A7XZ3cs+4eXj74Mn/a/Sfane3oVfqEkqMSQ4ncG7O9N3usey60OdqoM9eNqdSs2lQNTHyMS5ujDVfQxbzieUy1Tk3Z29Xl6uLWN27lP7f+J083PU21qZob59yYtF/s95eqT7Sxt5G17Wv5/KzPY1Kb+OLcL3Lp1Et5vPFxntz25LGbYeqKXpx9FoSoSgu1p6S+TWtJckTVOun16Bz0pew1zzNO/A6pRzcTpbOlWa+efphxHiz/ZzjpC9BwOnTvAKcNnFGXy7Zz/Ofywk3w/A3SgszMiyDolo6dI+s61uEKuuSyXJBK9CH1+0CXq0t+71pcupgGSwN/3//3jI/R2NtIrbn2mKbjjsT1/joiDgfFt916RB1aVVlZQsmpKeqI+vbuZeD3v8d65ZUYV67MehzDqdIsb8+mzSlv9+3bR6CtLe39RzuiH3V9RCgSYlXtKnmRuUBbcER6RAd+81sUZjMVDz4I4TCexsS+S0mITuxx+1pbKKlrAFGkeb00Vs49LD1Xo1US4cXVNXJp7pCti7d++ySCoMDeYyMcCtEwSogC6ExmfK7Ju776rJMXonnynGCk6xHtdncTEkPUmmsxqo0JfR8TJRaCNFqIrqpdxXvXvcf0wumA1GsJ0gprKBJiU/cmllcuT/mhXqIvwaA2JG2POaITEaIg9R/F2NqzFZBWdrf2bqXV3kq1qTrhvMr08dXXSlPuDmYm2hxtOZflyo8ddU/HMocvxqBvkIv/fjF7B/fSNCCVDs0rmUeNqQZnwIndb0/Y/+ldTxMSQ2zo2kBjTyPn1p2LRpncV5vpAvSwU3pt3DLvFt697l3uOeUeHj3tUa6cfiW/3v5rntz25Jifx6TQH+3DM38GhGgmNCbJXRu5SS8JUY89MK7E3Dxp8DmyO6KCANOjruicy+PbKxdJ43eaXopv694xvvOIhGHfG7D4JvhGIyy7Xdo+2JLzIda0rKFYVyzPiwZkx3N0EJEv5KPf20+VUbpdEASunnE12/q20TKc+jFFUWRb3zZOKku+0D9WOFavRllSgmGSR7aMRhAEdHPi1Qtmr4hVZab7+w+gtFgou/eenI6jmzMHhcmEZ+PGpNs8mzfTeu11dH77O2nvLzui0Xaa99rfo0BbwKLSRXKA38zCmZMuysNOJ85336Xg6qsxfe50UCrxbEkU06He3jEHFfncLna+9yaNb7yKxz6Ma2iQeWeeQ938RXz012dxDQ3isUeFaIEkwouqahjsbGfX2rd55t5/xeMY5tJv3YugUKBUq6mek9yjqzea8LnzQnSyyAvRPHlOMHzuoJR0qUn88213SOWmdZa6SXdEY6NbRofuxOZ+xoi5mUP+IXYP7MYZdLK8KrE/NBuW6IXceFfJY0JqZGlrY28jJrWJ62Zex6BvkA+7PkwqCx5ZCmxSj31e6GjCkTCHnYdzDiqKEXMVYn2ioijSYm9hQ9cGvrf+exwYSh86dGDoAO3Odrb0bKGpvwmdUsdU61TZ0Rx5Adnn6eOl/S/x/9k7z8C2yruL/66mZct7jyR2nOHsTUgCARIggYQd9mrZe7VAW14KlFFK2JSyCmEVCoQRCCNhZu9Jdpw43nvbsvZ9Pzy6GpbkKUNcdL7YurpL697nPOf8zz9eH091WzVWp9Vn0OmNYANQEORULalJi0pzh22oVWoemv4Q8wfP59Wdr1LR2nUlJiSwmWHdv0SKbOyAztf/X4beGLBG1P102JobOnRFEQXRV3TQDE9fURBEFGDLmyCpID6754poSxXIDlG3rNZAgqvGb8d78MxoqAzcgkVBk7WJFSUrmJsz1/2bBojQRJBsSPabkFpRItSmUUmeQfsZuWegkTR8mv8pgVDUXESdue7oseWaTLSsWEHM3LlI6r4PS1L6iaJWYzTDpNWVmH/+mdS//AVNfJCgq3aQNBoiJ0+mZc1qWtascS+319dTcuttyHY75l27sNf51/SClyJqrsfutLOyZCUzs2aiUWl8iGio0fLTT2CzET1nDqqoKCJGjcK0abP7eUdLK47GRjQpXZtEPLJ9C0uefISXr7uM5S8/zw9vvMyXzz8BQEp2LidfcxMOu40f33qNVrc1V7zHCZkDaGtuYtlLz5I2eAhXPPFPhk2dwfBpxzNkyjS0Ov/ARKGIhq25oUKYiIYRRj+DudWGPkrjN0upKFMDoweGXBE90nQECcmnpjIQvGdY15WtQ0JiatrUbh3Lbc3tYe8yRRFtT0THJY9jcproceeUnZwz9Byf7bwV2FC8dxWmCmxOm5+K3BmSI5NRS2rKWsow2Uzcs/IezvrsLK779jo+P/Q5b+15K+i2Sq/QkuYSdtXsYkTiCDQqTUAi+vaet7HLdv4242+ASEmclDop4H4jtZGkRaUFbGZf2lJKamSqz4AVRADUTeNvQkbm80Ofd+s96DW2viXsjSf+WShQv2VExEJDsU/wjQ8RDSuioYO50ZNg3BEGHiuSdfVeE14pLmJSvU/8P2AqVOzsVl2nG00uN0WMmNQidoDoMbv9fWgshk+uBbt/DbrFYaGmrYaVJSuxOW2clnOa3zpZ0VnuGnsFiw8sJj0q3ScLIMmQxMysmXx+6HNsTlv73bCtSiSSTkg+OhRRa2EhssVC5OTJv8jxIlxpuKohORjbYOzS/UTNmEHMvNO7tR/jrJOwl5VTfPU1mPeJtkDVTz+No7mZ9L89BLJM65q1yAGCr6K10aglNQ2WBrZVbaPJ2sSJA04ERBAhhI6IWouKMG3dRsuq1TQs/hhNSgqG8WLyJXLKZNp27nTbiC37xevQ5w3vdL8bPvuIj//+AOUH9zPu1Hlc8shTDJkyjaJdOxk27XiyRowiPj2TqedcwIF1q9i7+idUag0RUeK3N2DkGPSRURx38ZUsuP8RYpLEOGDebXcz//bAyrQ+yhgmoiFEmIiGEUY/g6XVHjCAqKi5yF33aNQZabGGThEtbCwkw5gR0LbpDe8Z1s2VmxmeMNxt1+0qRiSMYEbmDCamTOzRuba35jZaGslvyGdCygQGxw4mTh9HXkIeeQl5Ptt5tysJBREtbOxeYq4CZTZ6e/V2Lv/6cpYdWcb1Y6/nuZOeY072HL4v+t4v1VeB0n7mSNMR9tXtY1SiGOwoKquiZDSYG/hg/weclnMaJ2SdQGJEIqOSRhGljQp6XrMHzmZ16Wp3gIWCspYyMqMzA24zIHoAk1Mn81n+Z79craitDVY9BYOOg5yZv8wxj2aMuQDqDsH2d92LFGsuiF6gYYQIXbHmBoNGL2o508bAmS+I725zOez9olu7qWytRG5yTThFu0oM1BqIGyhUUm0UVO6CwjV+276w9QXOWXIO68vWY9QaGZ042m+dvIQ8tlVt463db/H81ue5bvl1rC9fz7lDz/WrhT936LnUmetYWbLSbz/bq7YTrYvus0TW7sJaIq6N2iz/PIO+QPTsWWQsfILIk08iwga6FgvGWSd12wYbf8EF5CxZAoBp40ZM27aJ1i9XXkns2Wejjo2l7O67OXz6PL9rsCRJopeouZ4VxSvQqrTMyBAp++NSxnHrhFs5NfvUXr9W07ZtHDp1DoWXXELxtddi2rCBmNNOcyfiJlx2GarISErvvAun1Yp5tygrcavGQWA1t7H6v2+TO/lYrvnnG5x05bWkDx3O/Dvu4YqF/+SMO+5F5VK3p5y5gPiMLCoPHyQyLs79PqcOHsItiz5g6tnno+pilkOEMbpH1tzty75kyZOPdHu7/3WEiWgYYfQzmFttgXuINhUzIHoAkiT1iSLaFYuptyK6u3Y3Y5LGdPtYsfpYXj75ZXdYQnehkGWzwwzAjmoRPKS0CFh4wkIenvGw33ahVkSD2Zm7gvSodDZVbKK8tZyXTn6JWybcwqyBszgz90yarc3uWP32qG0Tiuimik2YHWa3VS5aF02cPs5NRN/d+y5t9jauGX0NkiTxxMwnuG/qfR2e09zsuVidVnd/WgWlLaVuohsIswbOori5OGDLhz7B5kUioOWksBoKwNgLhLq2YqF7UXRCBLHJBqafO4Tcib1LpgzDC1215gbDJf+FG1YLS+3Yi4Qyuvw+YTXvBLIs88K2Fzh58cl8W7pKLIzxBJ9tinNdT4e5iIXJ//e4snQlDZYGviz4knEp4wKGrN0+8XZGJIzgyc1P8sauN6i31HNJ3iVcNsKVyrvsPtj5EQAzMmeQbEjm04P+9txtVdsYnzze3ef414atVJB3XVbwa1koIWk0xJ5xBlHJGe5l+twhPdpXxPBhaLOyaF2/gYqH/oYmNZXkm29CUquJPl2o2tYjR3DU+PfJTjAkUGeuo6CpgNy4XHdug1al5bqx13U4OdlVWPaLev2Mp55k0Hv/IWfJElLu/qP7eW16Ohl/fwzznj1UPfkk5t17UCcndVoj2lBRDrLMiONORKP1jInUGi3JA7N91tVotZxy7c2AJ6iop4gwGrH0IKxo5/ffkL9pfbi+tB3CnpwwwuhnMLfaiEvxD/kpai5icKyYXQ5ljagsyxQ2FXYpVEJpyr2zeifN1ma3IvdLor0iuq1qGxpJw+gkMbvfvqepgryEPO6beh/fF33vVhZ7g8KmQiI1kT2qdT0u8zgcsoNHZjzio6hOS5+GVqVlc+VmZmb5q33KeSu2ZG9FI9OYSWlLKWUtZby37z1mD5ztDpkKVhvqjXHJ48g0ZrJo1yJOHnQyUdoozHYz1W3VHRJR5fU3WBpINPS8OXmXYG2F1U8LNSn7uL49Vn+BJIlaxO8fErWi+mj0kVoue3ha59uG0XXYrWA3g74L1tyuQK2BuY/D22fCuhdgZvDQGYDNlZvdLZM2NOznVLUOIhOxOWzc/MPNlMgVrAPUw+eJQCSzb3BZlanKnaxtd9qZlBLYph+ljWLR3EUcajzE4NjB7tYuAOz6BNb9E9R6GHs+GpWGM3LP4M3db9JkbXL3ymy0NHK48TDzB8/v4ZsTethKSlFFRaGKDdHn10VoXKE5APrcnqvDkZMn0/jZZwBkPvccqihBINPuv5+YU06h6KqrsRw6hCbZt+QlIUIQUYfTQWJEaK/PTrMZe0UF1sIiJL3eRwVtj+hZs4i//HLq334HVVRUlyzSDZUiWT4uNa1L5zNg5BimX3Ap+sjeZUBEGKOx26zYrJaANaSB0FJfR3Wh+H1VFRxm4OixvTqH/yUcHVNRYYQRRpeh1Ih6w+F0UNxczIAYUcNp1IbOmlvTVoPJbupSraMkiTrSn4p/AnCTv18S7cOKtlZuZUTiiIAJvd6QJImL8i4iJTKl00bsXUFhcyGDYgb1KHHw6jFX8/Zpb/vZerVqLdG6aFqtgRVbpUYURP2P9/YZxgzWlK1h3qfzsNgtXD/2+m6dkyRJ/HXaXyloKuDqZVfzWf5n5DeI4KSOiKhizf5FFNFNr0NrNZz4l74/Vn9CYq74W3vo1z2P/2VYmsTf3iii7TH4BBhxBqx6Ghr9g8K8sbJkJVqVltGJo9ljrhK2XJWK13e9zsH6g7Th4PuUbC4oeJ8mlQSu3pEKNpSL5FUlB8Bv4nHvFyI8afenRKx7kVGJo3xJqCzDMtfvLsoz+TYicQRO2Ulla6V72dHWPxSEIqrNyur8el25O2B9bU+hdhFRVWws6qSet7GJnCKIW9TxxxN96inu5ZJKhW6ImHC05Pv//hUiWmuuDflEYe3rr3P47HMw79uLbuCAoCRUQcrdfyRi5Eicra3uXqsdoaHCRUTTup5yP+28i5l42hldXj8QlPrSYHWidpuNb156lqaaaveywp3b3P9XFQQPHPwtIkxEwwijH0GWZVEj2q73X5WpCpvTxsBoQTyMOiNWp9WnhUlP0V2L6XlDz8PqtKJX63+V+h/vsCKrw8ru2t3dGvBEaiJDoiYXNhZ2O6ioK4jURNJqD0JE22rdg8ORiSN9bG/Kd2P2wNksPWcpIxJHBNxHR5ieMZ1Hj3uUBksD96+5n0u+FD1HOySi7VoE9BksLbDmOcidBYPCap8PEl2Wv7owEe0zKApjT2tEg+GUh0U7lu8e7HC1tWVrmZAygSlpU9jvaMUWk8GhhkO8uvNVhsSJz/+VrCHsbTjIYX0UtHl+j5srNvPaz68Ro4vhT8f8ibFJYxmT7FVWUV8IH1wG7y4Qqb6rnvYJvwJEa5jmcojJEmFJLjuxorJ5T0Rtq9qGRqX5VSYqg8FWUoI2sxNbbukWeGk6PD1CfB4NRb0+rtqlwOoHD+5VmxTjSScRfcoppD3wV7/9aJKTUcXEYDnkT4ASIxKpbaulzlxHQkRCj4/vjYZPPqX+o49o27Yd2WzGtHET2oGd3wtVOh2ZzzyNfvhwjCec0PlxKssxxMSij/SyD9cegn1f9eb0O0WEUdTVB7Pn1hYXsvun7yjY5mlJc2THViJj4zAmJlFZEL4OeyNMRMMIox/B1GTFYXdiTIjwWe6dmAu46zpCErrTJEJ3BsV2jVSdM/QcDBoDw+OHo1X517L2NbytuXtq92BxWLoVfGTUGTHZTL0K17E5bJS1lnU7qKgriNJGBVdE22rdgzvvVgoAV425ijfmvMHCmQt71Sd1/uD5fH3u17x7+rtclHcRU9On+gU/eUNRROvN9T0+Zpew6TUw1YTV0ECIzxF/a7veRzKMAHA6oGi9PwmDvlFEARJyYPot8POHUOTfLxJEK6YD9QeYljGNUUmjsEmwLyqGB9Y+QKQ2kudOeg6AA/UHAKgyRLuJs1N2cu/Ke2mzt/G3GX9jZtZM/jPvP+7rKCAmeAAcFkE4rS3QUOh7EuWiFp/R5wIy1AsbokJElfp1EER0ZMJIX0X1V4Qsyy5FtBMimu+qj886Rrwnz40TNem9gKKI6ofk9mo/moQEsl54Hl2AsCVJktAPHoz10GFkWca0ZQuV/3gCW1kZiYZETHYTFoclJNZca2EhFQ88QPVTT7tDh3A40A3oWhst3aBBDF7yGYZx4zpdt6GinLjEeGGLB9G26K0z4cPL/VpWhRIRRqGIfv7M42xbttTv+TaXUqooorLTSeHObWSPnUBqzhCqwgcUIL8AACAASURBVETUB2EiGkYY/QgNlcIyGpfqewN3E1EX8VH6YIZE2WsqRKfSuePcO0OMLoYnZj7BXZPv6vWxewJva25PLGBR2ijsst2n/Ut3UdxcjFN29iioqDNEaaP8FFGn7KS2rZZacy3jksdx07ibWDB0gc86MboYpqRNCUlzckmSGJc8jr9M/Qv/PvXfHdqe3b1l+5qIbn8fso+HAVP69jj9EbpIEVxTG7aE9RimOnhjLrwxBza87P+82UVEQ62IAhx3l7Dafn1PQBK8unQ1ANNSj2H0fkGW/movYUf1Du6dci8DYwaSGukJf6vWG9zW3J3VO6lqq+KOiXcwe+Bs/2O31cM2V+KyzQyNrh6ilbt91yvfDmod5LnqPl3fNUVlUxRRWZbZU7uHsclHT42co6EBp8mErjNFtGCFSDW+5L9w+04xwdPNVOP2UCckoI6NxTChZynxXYVuSC7mXbs4fMYZFF56GXWLFtGweLGPCppg6L0iWvnEQmSbDUdDA456zzVfNyj0k7INFWXE1W6A9y8UdukPLoOmEnDaxYRRH0FRROvLSvjhDf9rgWLZbXYR0cqCQ7Q1N5E9biIp2YOpKy/FZuk8gOy3gjARDSOMfgQ3EW0XVlTcVIxOpXO3IFGIaKjSXwfGDAyYoBgMJw44MWhPyr6GRqVBI2mwOqxsrdrKwOiB3QoMitSI97Y3793ywuVA39TIBkpE/vTgp5z44Yk4ZAdJhiRuHH+ju17414ZOrcOoNVJv6WMi2lwBqb98OFa/QWJu2JrbG2x8FUo2QfIIWPEPeHM+HFjmeb6vFFEQ/UZPfkiQvT3+CbRfFXxFpjGTkU01ZKx7mcvNMoftLRyXeZw7EEix5wJUafVuRXR54XK0Ki0nZAWxQu76RCihEy4HexvILiLcnoiWbRcpvykud4SrHjlGH4NG0riJaK25FrPD7O5tfDTA1pXWLTYzFG+EHNf7FDcAUkZ4erb2ECq9niErVxB7ztm92k9nMIwZi9NkQhUZRfojD6PPy8O0eYuPCtpbRbRlzRpavv+ehN/9zr1MN0g4qbQDQ0tE7VYrzXW1xOnMcOgH+OJ2KN4AZ78kJkQKVoT0eN5QakSDwdzsq4ge2b4FgEFjJxCfngGyTFN1VZ+dX39DmIiGEUY/QkOlCbVGRXQAa25WdJa7JjBKJ6y5oQgsKmzqm1rHvoROrcPsMLO9anuX0n69YdSJm0xPA4ssDgvv73ufGZkzyInN6dE+OkIgIqqEBgF9n0zbAyi96voMNjNYGn1CUsJoh4TcsCLaU8gy7HhfpDGf+6qwph5ZBT9/5FmnLxVRgDHng0oDFbt8FleZqthQvoH5g+cjHfoeSa3jnt9vYPmCb3nmxGfcDojcOGH91Kg0VGvU0NaALMt8W/gtMzJmiOvez4uFquSNHe8LgjnqHK+FElTtFnXZPy8WJKB0K2SMh4hYiExyT3qoJBXxEfHuILXyFhEw01Fd+S8Na4GwEeuys/2fLN0CPzwC+78ShDz7eM9zMZm9JqIgyGgonCodIW7BeQz56UdyPvyAuAULiJp6DG07d5Kg9nxfe1MjKttsVD72d7QDB5J8152iB6haTfyll4LLGhxK1JWVgCwTr2sTC3a8DzPvgfGXiHZVBf69a0MFRREFiIj2/727FdFaV1/vnVtJycklMjaOuFRRFqMk/oYRJqJhhNGv0FDVRmyKAUklblr76/aztnQtRc1F7vpQCJ0ianfaKW4u7ndEVK/Wc6D+APWW+m4T0SiNi8T30Nb81eGvqDPXceXIK3u0fWcIRES9BzGxul+2/UBXEB8R37dhRSZXu52ocE/MoEgcImyWAfpHhtEJitZD/REYdzGkj4U7d0PubF9V0K2I9tHvT6US3++WSp/FXxd8jYzMvMHzIP97GDQddFGkRqUSofFMWJ6ZeyZXjrySkQkjqVIB5kZ21eyiorWCU7JdKat7PxdW01bX76nmoFCBx13sSV4GMdA/+C0szIWPrxZk1NosiDqI71qN7+RYXZv43pW2ivTf9Kie16mHGpZDh0GjQRdItVvzHKxcCIuvEoR88Ime52IyxARYH9YjhgqSWo02zVNeY5g4CdlsJqbIU7vbm0nM+vf/i/XQIVL/dC8qnY6EK68g/uKLib/kYnI+/QRtemg/74pDBwFIjWgBbRSMXgAn/lk8mX08lO8Uv9nFV4va0RBCZ/CURllaW5Db2eXNreL70FJXg7mlhbID+8geJ6zXsa5WMw0VFSE9p/6MMBENI4x+hIZKE/GpHlvugi8WcP1311PcVOxjxVTCinpbI1reUo7dae93RFSn1rG5YjPQ/RYBiprcExIvyzJv73mbYfHDgvYr7S0CEdFGSyMGjYFrx1z7q1miO0J8RHzfKqLKQCMqueP1fstQiETdbySwqLXGle7q6P2+drwnBrsjXG0fotMgfRzUHPC08lBSaPXRgffRDXx+6HMe2/CY/xPRqcKC7oWlh5cyOnE0OWihei8MOTngPocnDOePU/5IalQqVTjA3MC3hd+iUWk8tlyFPFb8LP7ueB8kFYy9AGIHgEoLOiNMuhKMKTDxCvjdV/CnIrivEkafJ7ZLHgY1+93HTohI8FNEM4wZPXx3Qg/r4cPoBgxA0gYI17O5FLeYTLjgHdB6uZFiXKpuU/9TtyInCWKk3+W5HijBct1F267dVL/wAlHTp2M86SQAYs86i7T/uw9JoyEiL3iYXU9Refggep1aKKJ3H4QFr4vJGnClpsvw/cOwa3HI1VFJkpi24GKGTJmG7HRibvUdZ5ldabpOh4O9q39EdjrJGSfuy4boGHQGA41VYSKqIExEwwijn8DhcNJU3UZsqn8wjNlh7hNFtKxV2I6OJhtVV6BX63HIYgDq/b50BYoi2pP3bk3ZGvIb8rli5BV9ZrWK0kbRZm/D4TXAbrA0kB2TzW0Tb3OHNR1NiNPH9W2NqKLgGMOKaFAkKL1EfyP23K1vwfcP9T60xNYGuz+DkWeJWk0FaWNEKEr1PqEirntRvMfq3ieFv/HzG3yw/wP/0gpjqo8ierD+IPvq9jE/d75QQyEoEVWQEplCtdOKbG5keeFyjk0/llh9rAhBUmqIK34Wj3d8IJTf6DRQqSE+WwT0jL8Ebt8Bpy+E7BniOW+ClpwHplr371LpVQlQ1lJGtDaaaF3vCXuoYCk4jC6YdbSxBIbPgzt3QdIQ3+diXGS6qaRvT7APoElKEom9ZRVEaiKJ1cf2KOXeXltL0ZVXoo6OJu2hB/vcYqyg4tBBUhN0SMZk0EX5PpkxUUyg7P5EPG7quAdvTzD9/EsZPu04AEyNvm6ftuYm9/87v1+GzmAgfZgg45IkEZuaHrbmeiFMRMMIo5+gucaM0yn7BBUlGzwKkDfhCpUiWtEqZu3SorqWmHu0QCFj8fp4tN0cGPZGEX1r91skG5I5Pef0bm/bVSifrcnuqWFtsDQQ01e1aSFAQkQC9eb6XrXE6RCtiiIarhENivhsMTir/Y0EFikE9Mjq3u1n35fCdjvuIt/laa4+m1/+QdRVJg+DKz/v3bGAI41HONR4CKfs5Oean32fNPoqol8e/hK1pGZO9hzI/04odMkdq0/JhmRaZBtb9FpKW0o5ddCp4ommErC7kjwrfoYjK8Uy79c943aYdnPnL0I5h6q9gKdXpSzLlLeW96p9VKgh2+1YC4uC1zA2lkBsFgQiWLGKItr7OtFfA5qUFGxVVSREJPS4PtRy4ADO1lbSH3m4yy1auovqwgKKdu10P7ZbrdQUHSHNaPWo0t7QGyF1tCdYq48+n8hYoSC3J6LmlhYiY0VafE3REQaMGodao3E/H5eaRkNlWBFVECaiYYTRT9BQJYhHfJqHiHq3zfC25ho0BlSSqtdhRZUmMfvuHf3fH6D0wEuK7D4x6WmN6P66/awvX88lIy7pNvntDgL1iG2yNLnbpByNiNPHYXFYaLO39c0BWkU6Ydia2wE0Oogb+NtIznU6PT03j6zq3b52/BdisnxDagASBoPGIGooJ18Fv/9aEJZe4sfiHwGQkNhevd33yeg0UQ/tsOGUnXxZ8CXTMqaRpIuFwz8JNbQTRUpJVn8vJhq1pOKkAcJKSY2oucMQL4jo9vdBHwt58zwbT7wcxl/c+YtQiGj1PkC0BTE7zLTZ2yhtKe2+LffQjyK9tw9gLS4Gmy2wImpuFJMQsUEcQdEuQt1fiWhyMvaqajKMGT2u2bWVC0LVYeJwL/HDm6+w+NH/o2CbKLepPJyP0+EgTVcX/Dc3YKrn/8a+UayjXD1gW11E1GG3U3XkMOaWZlJyPDXV087zncSKTUmjqarCr7b0t4owEQ0jjH6CQK1bmq2iKF6n0vncSCRJIkIdgdkRuFeVLMusK1uH3Wnv8JgVrRXE6+N9Qi/6AxQi6q0YdxU9Tc19e8/bGDQGzh92freP2R24FVGbryJ6NBNRpfbo44MfY3PaQn+AlmpRw9feohWGL36N5NzCdfDaLBH6EuqgJJsZnhsP29/zXV69V4TIRKcLomjvYU/g5go49D2Mu9BTf6ZApYbTn4AFb8D8Z0Cj79kxvGBz2Pjk4CeMTBzJkPgh7Kja4buC0TUh2FTG1iXXUdFawfzCnfDmPEGYOrHlgsfd8n2kgWMSRhEX4bpuKN+LEWeI+s49S2DU2aA1BNlTB4jJEOnB1aJOVGkLUttWS3lrORlR3SSi75wNi3/vqV0NIZTEXP3gAAnnjS5LZzCyo9GLya8+sH7+EtCkpGCvquLhGQ/z0PSHerQPW4WwmGpSQz9ZXV1YQGtDPRWHDiLLMp8/83cq8g9wcNM6VGoNA1SFonY5EHJcE0chSjYOBEOMCCYzNYoE6m/+9Qzv3HsbdWUlxCQl8/tnXubWNz8kdbCvpTsuNR2H3U5LfTg4DsJENIww+g0aKk3oozREGD1qW4u1hTNzz+TVU19Fo9L4rB+hicASZAD2Q/EPXPftdby/7/0Oj1nRWtHvbLngseZ2p3+oAoNGDLy6o4hWmar4quArzh5ytqi36kO0t107ZSdN1qY+P25vMDZpLCmGFJ7Y9ATry/qg0XhrNRjDaminSBwCtYdFO5JfCns+E609vv0rPJUHn94IJVtCs+/yHVBfAN//TZBSBYVrxd8Zdwi76bp/9mz/P38k7H3jgqiAE6/wBPT0EjVtNTyz9RmONB3h5vE3Mz55PNurt7trKwGhiAL8ZwFfFn+HAYmTtEni88w5AXJndXqcSamTuChjJk5JYn7SBGHpfeM0+OFR0EXDCX8StmN7G0y4rNP9BYQkQfJwtyKqTEQVNxfTamvtnvrm/V1delfPzqcDWIuKgCB9LhUlLRjZAUG6+0hx62toUlKwV1eTHpnW4/u8vbwCdUICKn3vJ2K8IcsyHz18Hx8+9GfsFgsnXn41kTFxfPKPh9i3ZgXZo0cT4WgMPkkw4ky4eaP4TfQVETVGI6lUmBob2fDJB+xb4+ldGmGMJiEjC53BP9MjMtZFYJsa++S8+hvCRDSMMPoJGqp8E3OtDitWp5VBMYMCJqXq1fqgiuiiXYsAeG/vez6hN+1RYarod7Zc8BDRniiiKkmFUWvsVruR9/e9j8Pp4PIRl3f7eN1FpEZ8BxRrbrO1GafsPKoV0SHxQ3jn9HcAQdpDjtaqsC23K0jMFW02QtzOoEOU74ABx8CN6wSx2fs5/HsWbHi19/sudRHa5nIRTqTg8E+CPEy5BkadK4jqioXd33/hWkgaDklDe3+uwPaq7Xxx6Au/5bVttZy95Gze2fMOc7LnMDNrJhcMvwCbw8Y9K+7xOFeMLrJQc4Dt8elMyTqeyCuWwDXfivpU7zClIFBJKu4bfR0/FZZwxtpF8O550FgsiOPoc4UN9Zof4OZN4nPrKbyIqBJMpLRu6dakmWK7j8mCko0hJ322klJUUVEiuKc9GovF344s18kjxHf8l5zcCRE0KcngcOCo67kyZ6uo8GkLEyq0NTXS1twk+oUCuZOP5by/PIQsy7TW1zFstOs3GeyzUSZDYrNEwJfdGvJzlFQqImNiObB+FWs+fJcRx53ofs5gDB7GpfQhtbT2vs/7/wLCRDSMMPoJGipMAW25SkJue+jVeiwOf0V0R/UOdlTvYGr6VEpaSlhTtiboMStaK0iN6n9EVKlFTI7sGTkZnjDcPygkCEw2Ex/u/5DZA2f71On2FdpbhxXCfDQTUfD0qFPaOIQUrTXhHqJdgZKc275OtKkMWgN8LpZmeP1UKNvWs+M5naKfX/o4SB0J85+Gu/aKxzve63z7zlC6WRCUQTNEqxZbGzjsol1D7ixQa+Dc12DsRfDjI/DDI90jDKZajwoZArz+8+s8uPZBP9v/i9tfpNXayuunvs4/jv8HAHkJedw/7X42VGzgua3PiRWjxbXYChQ4TQyPH96zE4lOJ1GWkGQZ5j0Ft24VZPbM58Xzao0IX+oNkkcIEtlaS7RWDLyV1i3dSsx12XvdIUlKOnCIYCspQZuVFTjttbEEVBqPJToQso8Tr7PmQEjP65eAJkVcM+1VPZ+YsleUowlxj1CA+nKPimmIiSU2JZWEjCzOvfcBRp0wm6HZrlYzHanV4Eo2lqGlb8KBImPjqC8vI2PYCE69/jZ3n9CIjoholLiHt2/78ltFmIiGEUY/gNVsp7XR6tO6RbFmBrupB7Pmfp7/ORHqCB47TvSpO9QQOLzEZDPRbG3ul9bcJldz+Z5YcwEmp05mX90+N9nvCEsOLaHJ2sQVo67o0bG6i/ZhSgoR/VWtuaY6Yb+0tQnr5bZ3/VbRq/VEa6OpaasJ/fFbqsKJuV2B0kvUOznX1gb/PgU+vc5//eKNULwBijf17Hi1+WBrhXSvXr4RMcI2V7ZN1I/2tK9pYwmUbIasSaKRfUsFbHlLkFNLk8emqtbA2f+CCZfDyoXCItxVMmqqhcjEnp1fABQ0FWB1WtlQvsG9bH/dfj4++DEX5V3EMenHoFap3c+dPeRsLhx+IW/ufpNvCr5xT7Yc1mlxyE6GxfeQLBpT4JZNcNs2oRpr+qDlk1dgkTJ5prQDUx53CUo/0pFnQnSGsBKHELbSkuBBO/UFgsh4fSZ+yBYtPHodivUrQOsiorZeEFFbed8oovXlQj2PTkpm4Ohx7omC9KHDmXvTnejMrjZGnQWEuVvs9I09Ny4tnZjkFM76431odDri08Tx1Lrgvym9QkRbOh9f/BYQJqJhhNEP0FglFD5va66SiBuMiAay5tocNpYVLmPWwFnuAAmzPbB9t6hZ1M6Ekog6nQ62ffOFT5+tvkCTVexfSYjsLianTcYpO9lW1bES5HA6eGfPO4xNGsv45PEdrhsqKEnJijW30SLqTH41RbT6ADw5FF47SQTH7HgPvvwjNBT7rZpoEG0cQgq7VSgSIVSu/mcROwBUWt/Aoo2viTYdR1b71lmCRwlt62EP2HJX2E76ON/lw+aKv4vmwvtdSGFV4HSKc1n3L3hmFDQUQuYkEUySfTysfhp+Xiza1Aw+wbOdSg1nPC9I19rn4et7u0ZGTXUhI6JWh5WSZmEzXFm6EhB1cAs3L8SoNXLDuBsCbnfvlHuZkDKBv679K/ubCiA6nQN5ouXKsIReqJaJub69P0ONFA8RVe5RPVJEaw6CzihCZ4bMgsMrQmazlGUZa0kpuqwAqbhOhzjWwOkd7yQ+W5xbb9sE/QrorSLqaGnB2dKCNr1viKhKrebKhS8y98Y7/FdoLAG1rvOSjJgsz/rtYW6E/V/36jzn3nQnVzzxgrtdy9Cp4vsSGRN8Ylix7ZpbwooohIloGGH0C7gTc72IqEK2gllzI9QRftbctWVrabQ0Mn/wfNQqNTqVLmBLjTWla7hw6YUAZBlDF8u+f91qflj0ChuXLO7xPhqrKtn0+ccd9qRU3pueKqLjksehUWnYXLm5w/V+Kv6J4uZirhh1xS/WyLt9H9Ff3ZpbexCcdph6gyAJI84Uy5ff57dqoiEx9NbcplJA7tyiFYZQBxNyfK25G14BQ4II9Slpp3z2lohW7BSDxeR2FtLUUZDoqvFy1RF2CetfhH9kw7K/COI55nxRAwouVbQSNr0mlhnifbdVqeD0J+HYm2HjK7D0DkFsg8HpEK87smf9FdujuLkYh+zAoDHwTcE3PLvlWb4t/JYN5Ru4afxNQR0NWrWWp054CqPWyB0/3kHjLRs4MGAierXep3f0UYeYTEEgq/cTqYlEJancfakVq26XUL1f1OhKEuSdIdKQD3Xfntu0fDmW/Hwav1hK01dfIcsyjtpa5LY2tFkBrh0lm6GtDoad2vGOJQkGThPr9xdU7oEXJqGpEqFe9qrqHu3GXiE+T01a31hzY1PT0UdGogmkLjaWuNTqTmhMfDZoIz19hb2x/mV4/yIxmeqNj34vUr4B9i6FN+eLuvMA0EUY0Ed60trHzJrDFQv/yaAxwSemNXo9KrUmbM11IUxEwwijH6ChygQSxCZ7ovQ7s+bq1Do/tXNP7R4kJI5JFyEUBq0hIBHNb8jHKTtZeMJCxiaPDdXL4OB6UY8qdxCQ1BFkWeabl55h5X8WUVtSFHQ9pQarJ2FFIJJzxyaN7TTh9a09b5FpzGT2wNk9Ok5PoFfr0UgatyLaYP6VrbkmF7GcdjP88QBc8DbM/INo/3DoR59Vlcb2CtaWrvWxKfYISqBIXJiIdgkJuR5rriyLoJ/R54GkFrWV3nAT0R6GmdQdFv022/fVlSS4ejnMvFs8tnWxv+yhH0RLlkm/g4vfh/P+7fncs2cIpTU5T7RTCQRJgjmPwnF3wpY34eu7gx+rrQGQQ6aIHmk8AsB9U+9jZOJIXt/1OvesvIec2BwuGH5Bh9smRybz9IlPU9pSygf7P2B//X5y43L9ktKPKriTc/ciSRJR2ih3X+ouW3Nba6FoHWROFo+HzBaTJjs/6Nap2GtqKL3tdg6feRZld99N6V1/oOj3V9G6RtyPtIEU0YPLxG8itwvX9vhsYf10dNwO7ahAcyW8dwHU5iMtuwd1QryfItqyahX5s2Zjr+6YoJr3ikkkbUYfENGKMuLTO2jz01TatclHbYSw6e/70n/iSbneFXjSbmmthd2fwMFvxeNVTwnb9dtnwfuX+JY1BIAkSSQPzO50nQijEUtYEQXCRDSMMPoFGipNRMdHoNF5alUUa26wm3qExl8RLWouIi0qzd1nM0IdEZCINloaUUtq5gyag0oKzWWirbmJQ1s2inOv75nCsn/tSkr27AKgPH9/0PUWzV3EZSMu61X/0+kZ09lbtzeolXRn9U62VW3jshGX/aIDQkmSiNRGsrd2L4+uf5TXd72OVqXtnt0tlGh11XxGJoEhTgxAp90K8Tnw9T0+NrokQ5L7/SxuLua2H2/jlu9voaCxwH+/DrtI9Nz9WcfHVyzAYUW0a0jMFQTR6QRrC8gOUWeVMcF3QNZc6emP2F1FdNVTsPYFDxENhMgESHJZSxuCTyq54XQI1Wn4aXDGs6AP8H2/8F24YY2oQw0GSYLZD8C4S0RNaaBJsZp8ofRDyIhoQZP4jp8y6BRen/M6t4y/BRmZe6bcg1al7WRrGJ8ynsGxg9lSuYVdNbsYlTgqJOfVp0ge4Q4bitHF4JDFex1QES3bJpQni1fd3JZFQqmfco14rNaKSZN9X4mJBGtrl07DtHUrAFHHTiX5rrtIe/ABzLt3U3bvnwDQBaoRPbBMKJ2GLjhNYjPF76iPAnFCBmsrvH+hmDw8619gqkUTJWGvrHSvYq+upuzeP2ErK8NyKHj9tmy1Uv3PF9ANycUwtueT1Qc3rmXtR77BZbLTSUN5mbveMiAaSzqvD1WQNx+ay6Dcq9TG1iZSmMH3ulfwk/hbXyiU0rKtMPuv4ppRsAJenArL/8+/jKGbiIgyhhVRF8JENIww+gEaKk3Epfo2Fu9Jam5xc7GPncugMQRs8dJkbSJGFxNSu+nhrZtwOuzoDJE013TNCnR46yb2r1tNfUUZ1jYTK959g5ScXPRRUVQcDJ5SOCl1Evcec2+vzve4TBFCsa58XcDn397zNtHaaM4Zek6vjtMTROuiWVO2hs/yP2NS6iSen/V8yCYMug1TrbA+6bz6pWkj4LQnRJLkhpfdixMNiTTbmjHbzTy6/lE0Kg16jZ7HNjzmv9+9n4tgkiCWKDe60mIhDA8Sc8XgvrnMpfohBts5M0U7FIUIHPrB9Vx894nohldh46tQVyAmJIIhbpD4W1/Y+T6r94kQogFTg6+j1gr7cWeQJBh4LDht/rVjDhu8fjJ8fpt4HCJrbkFjASmRKe4a7+vHXc/KC1e6rzNdwbiUcawvX0+LrYUpaVNCcl59iuThwi5tqnPfpyLUEWjbK+QAB5YL5UlRohw22PRvGHySp94UYPotItH3i9vh6RGw7D5Ry9sB2rZuQ9LpyHr5ZZKuu5b4iy5i8JdLiT5tLtpBA9EOaDeJ1VgClbs6t+UqUCbBGkuDr1OwCg6GNmipW3A64ONroWw7LHgDJlwKcQPRGJzYqoUiKjudlP3lPnc7F0dd8DKK+sWLsRUWkXrPPUiank3Elu7ZydJnn2Dd4veoLPAojTXFhdhtVlKyg0xiOexCge7qNX/YHKFu713qWVa8ERxWUUNasEpc42TZc79pKhF5B5IKxl8Kx98Ft26BsReKSbatb/foNSvQG43hsCIXwkQ0jDCOcsiy7CKiUT7LFWuuNxFta25i8aP3U1dWIsKK2llzi5uLyYr2XLwNmsDW3EZLY8itngXbNhMVF8/QY6bRVNs5EbWa2/jsiYdZ+uzjvHH7dbx49SW01NUy+6obSMsd1qEiGgqMSBxBvD6eNaX+7W1KW0r5tvBbFgxf4K7Z/CXx4PQHWThzISsuXMHTJz7drcFst9BWL1TJil3B1wmWLDrsVBh2Gvz0d9HCA0/N7n/2/oc1ZWu4dcKtzM2ey966vf7br/+X+Nsa4LvS1gCrn4XX4RkI6AAAIABJREFUZguyakwDTWgbqv/PQiGG9UfAZesmIk6E+zjtnlqq7f8RlsPBJ3aPiDZXCGWooQjsbaImNei5uIhoQxeIaLHLwt2b3pbeUJTa9qm9R1aL16uktRp6T0RlWWZH9Q6/lNvuXmPHJo3FKQt74eTUyb0+rz6HOzl3v9u5E9S5oQRoKeExe5YI2/ixN/quF58N16+Cq5bBkJNh3T9h8xsdnoZp21YixoxB5VVrqE1JIeuZZxiybBmqiHbOmYPLxV8lVKszxLisvU0d9Dj96m749Pre23dtZhECtv297qVZr3wS9n8Jcx8XrgKA+Gy0eou7RrT+3f/QumoVSbfeAoC9NjDBlx0O6ha9iWH8eIwzZ3bv/J1O+O5B+Nc01j55E5FaG1p9BNu+/ty9Sslecb/JzHOp/uZGj/MGxPVFcXJ0BZEJwrq/70vxuKFItHKS1DDzj+I6+I9s+PsA2PFfEegmO2HnhyIMTQnCi06Ds18U18vu1LYHQFgR9SBMRMMI4yhHW7MNq9kRUBGN1ET6xP0X7dpJ4c5trFv8vp81t8XaQp25joEx7RTRAKm5jZZGYvTB7W12q5WW+q7XjTkdDgp3biN73ESik1JoravDYfe/IddXlLHqvTdx2O3UFBUiy05OuOwqTr3hNsaePJcTr7iWjGEjSB86nJqiwg7rRHsLlaRiWsY01patdQ/+FLy7511UqLgk75I+O35HODb9WObmzHWrK32GLW8Jorfx1eDrtNYEty+e8ZxQ1P57KTjs7qTmf277J6MTR3PR8ItIi0qj0dLoOyFSvNEVnCOJ1iwKzI3wzZ9FYup3DwgFr2RTuD60O1Da3JhqfRXRAVNFsNDhn4RCeWSVUAIMCb5E9OfFIrU2GJSkXAXBrLkg+jNqIgQp7gzFG0VCZkcKa3cQjIju/8r3cQisuXvr9lLYVMjJA0/u1X6Uev2c2Jwe90j+ReGdnOuy4watD1Ws0AeXC7K2/iVRzzzkFP91FUV7wRugi/YlKe3gNJsx79lL5MQJnZ9vfaEgSgeWC7U+qYupxLEuIlq9H3Z97PldKWiphuq9YKqBwh6m65bvhH+fDI9lwCsz4bMbYclNHW9TuE78bkq3wsonYMwFcKxXOnNCDhp1M47aWtp276bqyScxnngiSTfcACoVdpciKjscPuGAzcuWYSsuJuGq33f/dax5BlY/gxyVTKUljsERFYyeMo49K3/khzdfwWJqpWTfHqITk4lJdqXef3EHPDNaKOSy7LnGxHUjrCvvDDG5VHNQ3EOq9sBZL4q2The+C6c+IlTi4ad7atebSiFjov++4rO7ds3qABFRRixhIgqEiWgYYRz1aKgUdTBxKb6ko8XW4ndTrzwkZvH3r1uFrlX2sd0WNwsLo7c1N0ITEZiIWhuJ1fnP1ptbW7BZLXzx7OO8fvu1lO4PoGQFQHn+AcytLWSPn0RMUjKy7KS1HZGtLSnijduvY+OSxVQfOUxN0RFAxKGPOelUZl91A5PmnQXA4IlTkFQSb/3xFsoOdO0ceoIZmTOoM9exr84z+9lkbeKTg58wJ2dOv+yx2mU47KK1Bwh1IljLhI56LUanwgn3QGMRNJWQaBDrycg8MP0B1Co1qZGiWXyVyYtwrnsR9LE0Dz0FR6unfolVTwmrb948uH6lGDRA9wYkv3UoCp+pzlcR1RoEGS1YKerjAMYs8FhznU6hxnx9j/gcgqFsO+Bl6e+IiEqS+Oy6qogOmCq2CQWi0wUJ9iaiTqeoP/S2uYeAiH5T8A0alYaTB/WOiObG5ZIYkciMjBm9PqdfBDFZoI3yVUQD1YfKsqjLjR0gvpMr/iH6wU69vvNU1MiEDsO0TJs2g81GZO2n4rMNhqp98PwE2PCSqAUcNqfr37WIWEGIVz8Di68SluHPb3M7QSj0ctXs+qRr+1TgdIqJn3/PFvXwx90J578J4y4WxNluEX9lWThXvNPkF82F10+BDy4XPWhPf8J33/E5aDQtIMtUPvIoqshI0h99BEmtRh0fj6O2DtlmI/+UU6h7Q6jOttJSKh76G/rhw4me3c2QvsM/CSVy9AIa57yCxQ6pUVaOSy9j3Kmnse2bpSy68wYKd24lM2+kpzSoZLNQKL/8A7x3oegHHDsABnXDCZTnulfs/UJMXubNh/EXCyv/iDNg+q1w2j/ggrdg3EWe7TIDENGEHNFjtheIMEaH27e4ECaiYYRxlKO6SFysEjJ8SWeLtcXvpl65ZzNRaiuy04nmcAN2px2HK4xD6Qs6INqjHhk0BncbEG8Es+Z+9PB9PH/5eRzeshFkWLLwYZyOzhNwj2zfjCSpGDR2AtFJYia/qcZDPEyNDXzy+EPux62N9VQXHUFnMBCT5N8LNH3IcK569hUkleQOQOoLTM8QPcHWlq1lf91+bvzuRl7d8Somu4krR17ZZ8cNKSp2uchBN7FvqbCaTbxSDA6VmsH2MNV4VLZAUEhiUxlpUWmoJBWXjbiMvAShlii9XsvKt1C2/M+irnDv51SOv4C5jkO8hdfNumw7pI+Hc18VvSlHiomJcFBRN6DUPLbVCYUZPIEsOSdAxc8iMdSYJtRHQ7wYBFqb4eePxMSDqSZ4XV7ZNkgcIlQDlabzzyZuUOfqQku1IIyhsuWCIDjxOb7HPvyj+M6PFa2r0Bh8a597AKfs5OsjXzMjY0avyx1UkorFZy7m9om392o/vxhUKndyrmLJDWjNbakS36+pN4jvy8onQB8D47vgOIlM8CR3B0DLqpVIWg2Rqp9Fn9lg2PiqsHv+9DjYTDB0TufH9kZspqg5TM4TgUo7P4RXjhcq5sZXRSubMeeL2sKld4rfj7VVHC+YottSBe+dD8v+LGzIN66F2ffDqHOEZdRhgR8fhRcmwYon4OUZsOZZsa13mE5rNVz0rn9Lo4QcNAZx/27bsYPIKZPRJIqJF01CAva6WkybNmEvK6fxi6U4LRZKbr8D2eEg67lnkdRquozGUlh8tVCZz3jOXROaOmYauv1LmH3F1Vz66NMYE5KwtLYyYJQrAMncJCYyT7hb5A4c/klcY467AzQB2roEQ2yWuHdseVPULWdOCr5uTKaw7YIIcWuP+Gxh7+1h+j+APsqIxdSKsxf7+F9Bl4ioJEkJkiStkiTpQdfjGyVJ2itJ0h5Jkm7zWu9+SZLyJUnaJElSdp+ccRhh/MZQnt9AdGIExnjfGrhmWzPxjijqK8oAUYdUVVJOtlEMENVmcYFT7LmKIupNRIMpok2WJr9Bk8XUSpXr5hGTnMrxl1xJW3MTrQ2d148VbN9C+tDhGIzRxLiJqKhLsdtsLHnqMUwN9Zx5118AaG2op6boCIkDBiEFmRGPTUkjJSeX0n17Oj1+T5FkSCIvIY/VpatZXric1aWreWvPWxyTdgwjEkd0a18V+Qeodqm8vyg+u1HM0ncXG14WJOG0J8RNuSQI4TfVdawaKfVTjaUkGZL45MxPuHPSne6nFUX05U1PMb/sC2reOw+QeFLbRpNso0gtixnxil3CTpU60rPv4acJxW3gtO6/vt8qtAZBsEx1HgthhEJEZwKysGNnTRaKkEJSTXXCLql2Df6Umj4QYR9f/0koSge+FtsOOg5SRnYeHpQ2Gqr2+qaltofy3esoqKgnSBjsq4huel2kPx//B/E4BEFFO6p3UNFawdycLtYbdoIkQ1Kv0sB/cSTnCUXUlWXgZ83d/Rm8c7b4P2UEzHCR7AmXBU5Gbg9DQodhRa0rVhKZLqPSIPpOBoK5UdQGagwiEEsbCdndrLtXrnOjzoGz/gl/2CvqMdsahCI6aDrMe1rUvG55C16YCC8fJ2ro9wRIBj+wHF6aLmqW5z0NF70HUV7XWSXoa/dnInTrJ1fg249/F2mvSg3jyQ+JVkmBiFd8DhqDq+zE6UQ/zNPvV52YiKO2jubvxQSkZd8+Sv/wB8y7dpHxj8fRZWd79nNkTcdtTexW+Oh3IiTtgndAb6SqIB+VWk3i5Hlga4XSzaTlDuWSR5/kwgceZ/SJLveA8jpSRwuF/PoVMOv/hKW2uxgx3+O+6IiIqjWCuOqMnn7H3ojPEfX0TR2EU3WCiCjxO7CY/IWA3xo6JaKSJGmBrwHviMpCYCIwCbhLkqRYSZIGAecAw4G/Af8I/emGEcZvC7IsU5bfQMYQ/wj5JksTg7baWLLwEfG4ugqzxU66oZkInYSqzZ+IJkYk+tQVBgorsjvtNNua/ay5FYdEDc+82+/h0seeJs7VxLq5Nnh9DghSWXk4n5zx4sKvKKKNVRXIssx3r71I2f49zLnpDgZPEkmQrfWCiCYPyO5w35l5o6g4dAC7zdbher3BjIwZ7Kjawfry9USoI1BJKq4a3T1iZ7da+eTxB/lh0cudrxxKmOqEwlV3qGstMhSUbRf9+6ZeLxJwo9M9iZB2qydww2YWLUC6QkRdQR65cbk+dc2KIrrV0YRNktjcVs764SfxTano8VanUomm4++cI2b2U0d79h0RA7dtg+GhGeT/ZhDpqvs0NwCSUJ9A2NCU8K0sVyqroqLs/QKqdsM0EWRCjWtIUL4T3povWm0k5MLpT8Kcx4QN8IolnZ9L7mwxqGvfw9QbxRtEgEh68CbxPUJCjngd/5oGjw8UYS4TrxCvQxMREiL6dcHX6NV6ThpwUghOuB8ieTg0lxPtalHjl/K+6d9iggmEkj7xCjjp/+C4u7q2/8hEaKujZc0aTNu2+TxlLSzEWliIMclFVJsrA+wAMZFia4WTHxSPB58ornvdgRKcM9RV02qIF6Tzlk0iWGn+s+J6NffvcMNqcR1TJkG86+BtZjGp8975oob6uhUw5Wp/m7DiNPG2tc99XEw0LblZXPdBlDFkBPndeCmiAHq9x+mgKKLNP/yAfqggYy3ffU/itdf6WnKr9sKbpwti/e4C/5prEE6Dko0w7ymReAxUFhwiccAgNENOEFZ4V1qtSqUma+RoVIraWrlb/E0Z4fk78+6ehdPlzRd/VVoxAdYRMiaIiblAE+Hx2eJvXc/tuRFG8TvoT8m5pqbGbmWDdBWdElFZlm3AGcAqr2VfybLcJstyG1ALRAMnAV/LsuxAENfwFHUYYfQSjVVttDXbSB/ib+lqsDQQ0epRFisPC6KYEtGCQW2HNkEWFCJa1FTkE1QEIkq/ffsWpS1M+7Ciinwx8MweN5HImFiM8YJ8tNR5iGjVkcPYzL77O7JD9HDLmSBSHrU6PXFp6dQUHmHrV0vYveI7pi24mLzpM1FrtEREx1BZcAhzawtJAwd1+P5k5o3EYbNReTi/w/V6gxmZM7DLdnZW72R+7nxWXriSGZndq9Hau/on2pqbqCvtIFWxL3BkNeCqGTr0Y9e32/CyICQTLhOPYzM9s79f3iXCgsp3eCxxHRFRvVHUUDWVBXw6UhtJjM7zXVtvMPCoupksYxbjjIOoV6sFAW11DdZS+0H/xKMdSt1nW4P4bJTBllorlBvwJ6JrnhWf8/F/EAO5Gle4jPK9uHIpXLYYjrlWEDhdVNeI3ICpQnnI76C1RfFGMZjuLjnoDHnzRBhJfI4Icjn1UVHTrFIJC6Gx5zXg+fX52J12lh1Zxsysmb9KuvZRAaOYaDK6LkPev3WcDhGkE5Us1PPYAYJgnHA3GDsPY5KdTpoLbDga6qh87O9ULXzS5/nGL5aCJBGdaRafZ7A+n6VbhI180pVwzHUw7ebuv87ckwRxSW9n5VSClZRAIxCujiu/gDt2+U7yVe0TtaAbXoKpN8I13/u2rvGGd1385KvgnFfhmOtFnWPJRvjxMTGZ0lGNtj4aTXyCu6Q7Yv/zsHAIvDkftb0CW2ER9vJy4q+4HP3w4URNn07y7bf57kNRQif9Tkxevnisy95sFtf8vUs9k1ZDRTscp9NB+cH9pOcOE46LjImi9MO7vlVB1R5xfYgNQQ5Acp6Y7Egf2zmRPfc1UYsbCEoSeC8CixQiaulHdaKfPv4gr9xwRcjJaJesubIsVwVaLknSUEAjy3IJkALUuNa3A2pJkrphIA8jjDDaoyxfWOcyhvorovXmejQmJzZzGzaLmcq921DhJDlWQwQmaBPhMor1tqi5yMeWCx5F1DsRr8naBPi3FijP3098RpbbUhKdKOoCm2sFGakuOsI7f7qd7cu/9NmuYPsWImPjfHqCpeQMoeJwPpu++ISBY8Yz7byL3c9FxcZR6opvT8jsuL4sc7iwaZbu293her3B+OTxRGqEijwmaUyP6ryU98TU2IDF1LUm7CHBkVWCUBrTxKx0V9BSJZIfx18iSAoIVVPpt1i0TgzoFp0OP38olnVUI+rePriNSVFFAT6JNnLEVM6fp/6ZtKhU6tXtblMpYSLaaxjiPWFFhnbXlpFnCsKpqCgKETXVigGv3igGtwoRVSYjukAcAkKjE7Wp+d8FHojarYKshNqWC4J0X/MtXPwezHtS9KjUutLJz31NDOp7gH11+zjn83O4f8391JnrOC3ntBCedD+DElLkGm76WHOr9gol8tRH4aZ1nQcTecFWWUXxNddQ8u8N1O9yYi8rxrJvt/teJjudNH76KVF56WijHMJq21wR+DtWukVMcGkNcPrC7ttyQVhyr/yi669BkkTad0ymcItsfw9ePUHUL166GE57vOOJF12kIPAAmZNh3IXi2GMvFPWtzWVCPVR1PAyX0kagiVIhaUA7apoIQ2quQFP+k3udqKlTyf7wAwa8+op/z1DlvnDS/wn1N2+esBu/caoIFvrgMlFaEZnonpiqPlKAtc1E1kiXKjn0VBEg9NRw+OQ62PGB6CO77kXY/anrdYQg0kaSRELu2S91vq5GF5ysxmSKybi6DuzInUCZyPfOyjjaobjilr30bEj32+NPVpIkDfA64CqmoP2vO2DcmCRJ10mStFmSpM3V1V1rah9GGL9VlB9sIMKoJS7VNzCjzd6G2W5GahVk09TYQOWBXSTqTWjGnINBbcXZKgiPxWHBbDdTZaoKSESdshOb02NtbbSIABNva64sy2IGc4gnzj7CGI1Gq6OlXgxE1374H5BlGirK3es4nZ62Ld61nqk5uTRVV9JaX0fe9Jk+z0XFxbv7a8Wne80iB0BkTCzxGVl9SkS1ai3HpIuQlDFJY7q9vd1mo/pIAUkDswGoK/sFVdGClWI2fvCJULi2a9tsfUuEbky93rMsNlPMbtvMwno14TKhIn33oHg+sgtEtIN6mlSDIKJjdYnIyMwaMIuZWTOJj0qlXvluJOSKFM6oDtTXMLoGJWm0rcFTH6pgwuXwhwNC0QQPEVVpYfLV4v+koZ52G0rQSmffgY4wZLawjgeqM6vYKUJZQhlU1BWk5EFibo823Vkt0lKXHl5KlDaK4zOPD+WZ9S/o2xFRb2tu6WbxN6t7PVGbv/uOgjPPxLRtO5JOg6VJg7PNitNkwV4mrjOmjZuwlZYSO8YorhsJuaJGUUmKVuB0ivCbjmoG+xKxmcLi+cUdwg5641qPvbczKKqot2oqSXDGs6CPDdx6pD3SxqLRW9DHWJGGnCTCkC75AHWEqB3VpKaijbKjkhz+JBSgsVgor1FJogb3/EWinrVqr/jtIosU7sQh7k1K9or7ddYIFxE9/i7RSiX7eDEh9el18MZcWPYXoZIrNduhQMoIYRfvDVRqsZ+ehAC6kJA1AElSUV3osfdu/WoJBzb49y0/GtDWLAQKjU5P4c7tWM3+/ed7it5MMTwDLJdlWfHTlANJ4Capssum6wNZll+VZXmyLMuTk5P7QR+sMML4FVGW30B6bqwnxtyFBnMDWrsEdnGzaG1ooLK0glSDCUadg0Ftw9kiLhRmh5mSZkF+vFu3gCCigE+dqEJEva25zTXVmBobSPMiopIkYUxMpLm2hsrD+eRvWgdAU61ngqki/wDmlmZ3faiClBzPAG/QWN/6lag4MfDV6PVEyw1g87rgtVTB1/fCx9eIGVMgK28kZfv3Ijt9e32GEucPO5/jM49ncGwHNqcgaKysQJad5E4Sik59eWCLasjRXCmCHnJmiptmS6V/f7v2kGWR9jhwuiAbCmKyBBko3iASVHNOhN9/JQguQEx6x/uNyeiQiKZpBOm5I2sOk1Mn86dj/gRAgjGDJrUamyYCfrcULvu44+OE0TUoAS+BFFFJ8g0YMsSLsKpR53g+58RcMXh2OoUiqtZ7iGtPMMRVcxbInlu8QfzN+oWJaC9woN4TqTFrwKz+FS4UarhSco2uy7NPam7JJvH96sg+6gVLfj5F119PyS23os3MJOfjj9EPSMVc50lPtaz9AoCGTz5GFR1NdGq9qEuMdtms/3sZPDMG3pwPS26B7/4qAop+NSI6QNR5OizC1m70T4kPCiWwKKkdsYrJgJvXwyl/63wfaWNIm9RA2uRGT9lD3CA0BkEPIidPQnr1BFjxeODtG0tEfaz3GCVvnrhWn+xKwre3tSOiPxObmuZ2VaHWisnNBa/DH/Nh5j1ikiJ1jKivHX4UOgqyJosJjB6OO7Q6PfEZmVS5iOiun77jx7deY+d334TyLEOG2mKRMTF29hxk2UmlSx0NBXpERCVJugZIlGX5Ea/F3wFzXXbc0/GqKQ0jjDC6j9YGC0015sC2XEs9kRaP5abi0AHMFgepqTGQMpIItR27WailFrslYGIu4B4g+RBRq78iWp4v+pOmD/G94UUnJNFSV8Paj/5DRJSRgaPH0VzjIaJHdmwVbVvGuWZmm8pg2X2kJIlZ8fj0TL/2LJEuIhqfliFugG+fDVZXstzy+0X94s8fiUEMIrDI3NpCbWlx4DcyBJiZNZN/nfwvn5CdrqKuXEwC5IyfhKRSUf9LKaJHXJfgnJmexuy1ndTSlu8Q9TxjL/BdrtQ3KS1ckoeL4I1LF8P1qzzhDcEQmyXqPO2WgE/PMmZzVnMLUwbMZNHcRaQbBeGJN4iBSmPqCDG4ClYvFUb3oIQVtdX7K6LtodHDpR/52lRjMkVSp6nWk5rcm/6e8dlioOpNRPd/I9JMizcI5aezyY6jCPvq9jEmaQxnDD6DK0Zd8Wufzq8LlyI6WBPJlLQpjE/2mngs2SJspV347rSsWk3BgvMxb99B8p13kv3/7J13fFvl/f3f2tO25D3iOE6cvXcCCYGQkFA2BdJAKZRVWlpGKbTQAS2llB9fSstoKRvK3hDIYCRkQhIynOEktuO9l2zJsrbu749Hw7LlnUWr83rlZefqLl1L9z6f55zPOW++gWZkLsrUZNy28MSJ65t1+Gw2bJ99Tvy55yJvLRb3v7jA56d8i5g08boEU7ftCWGWc7Kct+M7qX4GasY18WLRm6kxdn8tPjP68q5In4wu0YMu0SP6dAEUSpRp4nrpxw8XhXo0MzFJCheiXZF7hohYCbK2AXVBW0M9FQfyyZ7Qg7pILocz7xHGRiv+M7CIlhOJrFniujR18nGt3iX6Yx0WePkCaDzS6y5ScnJpqiijrriQL557CqCbx8apgqYqUYhODLgZ1xYX9rb6gNCHr3qPeAookclkQV76b5IkvSKTyV4EjgB2hMFRDDHEMEgE+0MzojjmWpwWdJ0K0bJdgo1Myx0NhmR0Sj9+r4TCJ8Ppc4YyRLuaFfXGiHbuhawtLkShUpGSMyJie2NSMkXbt+F1u1iw8ho6Wi3UFhciSRIymYy6o0UkZQ9HZ4wTRejfJ4Pfi940nLSRo8md1l06FGREE9NSwWaHym9En8kPXoOiz2DMcvGzZCPknBbRJ5qc3bu50cmAJSAVSx4+goTUNFpqBm/5PiCUbhLyrIypYVfUpsLeZXAH3hUSzGA+ZxDBwdLRLwFZmC1VqITxQ18Ixib8bYJgUrtIo86QtJzR1ALmyL+fKVAktYxezBCEnzF0hS5RZCa2VvavHy7v7Mj/Bwf1tppAjuwxkEvnLRGxFh6nKHDfWAHzbhGGW3lLhr7/EwS/5KfQUsgleZdwz9x7TvbpnHwEe0S9Xl5Y9kJ4udMqFBsTL+nXbixvvIHCZGLE22+hSg1PXqrSM4D80P9dxUexrlmD5HRiWrYAPv+7uF/FdTKeOueBsPzVbRcTnYPtcR4qgpN8moR+M8MhTLio+716oEgZKyKZFOqIzF/thLGknXGAhGkpUIVwx3a1i+JWkmDjw7DnNTFZNKGX4X7GNCG7T8rD63az6rGHkMnkzLn48p63kcth9g1De1/HG8HnaNVOMUG66yVYfZdoa5ErxfO3bHOvMuCUnFyObNvER//3ZwwmM3FJybhPcpxLTeEhNrz8LFfc9xAqdbhHtrmqHLVOR0pOLqb0DGqLDh+zY/abEZUk6SVJku4P/K6RJGm8JEnTAv9eCSx/UpKkPEmSpkqSNICsgBhiiKEraotaUWoUpGR3n9W0uCzonOFCtPJQATIkkifOBZkMnVHI5DRuOS6fYETj1fHdjHaCjGjnLNFWVysyZBESqrriI6TmjkKhVEVsb0xMwut2oYtPYPry84lLSsbjdIQMeRrLSkjNCTjMFa4TMQ0Atlp++NBjnHbFD7u9t2Ahak4KFOB5S0UB9MJy0dc2ZYV4uJVuBCAhLR2DyXxc80SHgpaaKgwmMxq9HnNG1onrES3bDCNOF/0s5pyA02mUWcy2qjDjfHQD5Mzv7nYanPGu2y/Yq6ChS38xZrmIZehoCkstQbhmvns9rLlLZPfFRbJeiRpxHpaxAwyXj6F3BPs+fa6+GdFoCEXy1IiisTfX5P4ib4mQ8FVsC/SWATufFfsPxi58B1Bpq8ThdTA2cYh9aN9R2NZvwLH/QHhBkJVzdzFpq9kNSDCsf5JY56FD6GfNiihCAVRZYTZOm51AR7Wb1vfeQz1qFNp4MalK2qRwIapQh52hQbCjJ6sIhfC9NWPK0FQFg4VCJa5P2qQIQyBZ6lgSh1UhbzkkFkg+4cZb9Dm8dpkwJGqrAFdbRAHbDUHTs8RRrH/xaepLill+yy8xp/eQ6fpdQdJoMXlw4D34+Bew6raYaNjHAAAgAElEQVRwtNj+d8VPa23P20NobOS027nwzt8Sn5yK23VyGdGawsPUFRdibQibKLmdDmoKD5OUNRyZTEZG3thjyogeAxuqGGKI4XigpriN9Nx45F1dQxE9okFprkLmx+v1kaTpQJUj+qh0cYIB07rlOL1OKm2VIVmuJEn4vB7yP1+D2if20ZkRrWmvIUWfglIuBBM+r5f6kqPdZLkAcYliADr34stRa3XEBWS2tuamUOZUSrAQrdwhBqzxw4R7IXTrfYVOjKg5YNA092aRS1i7V8w0jloMIxeJmUhXOzKZjKxxE6k+UkDp3l2U7dvTbZ8nE5aaasyZYuCePHwELdVV+LzHL/cUEMVlS4kwfwAx2EjMDTudBtHRIjIUV90K7Y1Qf0A4mHZFZyOaARqLAMLI4rzHxN+vc/baut8KFnbezwKOk5HSZ7NWfBYsLsvAjxlDz+g80RBNVtcXgjLZY1mI5pwuek2LvxTsCwh2QWXov3nLKYAjLUKOd7ILUW9TU8iw7lig5jf30PL6672uI/n91Pz619Tdf394YXBC090lpiLQWtGf3kyvxYK3thbt+PHdXlNmjRC/yCHpvDl42uU48/dhuvQSZAfeE5Nbw2aLglMTH4gLOoWidIJFXE9ZnycClz4DF/8zclnSaDFxfGS1OEeZHN5YKYrQ2n1w9n2QEvh79HYPmX41nP0H9h2oYv/6z5h7yQryZh0HB+wTDbkczrhTuNHvfgUW/gqu/wyUOmgMFO+2HuKCAkgfPRZTegbLfnobabmjUGm1J12aGyQROqytSH4/Bzd+yQu3/4SG0qOMPe0MQHh82C0tdFjbjskxByvNjSGGGI4jXB0emmvamXN+btTXRY+oEoXMR4LKRYtbT5reGZKB6EyJgA2NW4HL56LCWsHk5MmU7N7Jp4//P0ZMmUHh9q2MuVwwDZ0Z0SpbFcOM4QdLU2U5XrcrwqiI/DehdDOjTvs9bQ11TFkqzATik8XMctDcCCAlGNtSuV0MAuyNPWZKAmSOHc/M8y8hNycJ9gB6s8h1kymEDEhnEnLCLY+JWfXcM8gaN4HCb7bw/kP3AXDnW5/0/2IfZ7TUVjN6znyo3UeqWYff56W5qjIizuaYo7RTf2gQ5lw4/Ak8MVPk0+lMsP3fos9l/7vhPtJohahcLown/F5hqNELSvbsRGswkjmmy6BRoRT9QpZAIVq7T/T7zr5RhLxHQbAQbXEc+xDt/2noOhWiXfuB+wNjmvg+2mrB3jw0x9wg1HrBVBV/IfpFjemCQR977sAZ+JOIwy2HUcgU5Jny+l45CryNjbgrq9CMGYPCOLiCSfJ6KbnkEmTISPvtvcQtWxZ10q+/8LW30/bRR7jLy0m88soe13OXluK32XAePIirpBTNyFzxvVdqwWWLXLlqlyh2gux8L3AWCLWLdkL3QlQVaMdQxqmIO+t0tG99itOqJWHpGfDSr4X7d3CC65wHwve5UwWGFFj2EIz73sk7h87GdEGkBfpFm4th0veFHNdWB7Ovh/EXit5NyQ/rH4jsc+0KYyqto69k/a9+Rs6U6Zx2Rc+fn+8cTr9NTHL4PGJyHAJuuiI7HVuUcY61RjjYT74MnTGO6//xbOgllVZ3TN1oB4NgIWprauSN++6mtvAw6XljuPCX94Se6UmBWL2W6kr08QOPs+uKGCMaQwynIGqPtoEUvT8UBCOa4NFgVLoxKIUpUVqaOfTA1ZkFM6n1yLF77NTaa8mOz6biQD5uhyNkEd52RBQFnRnR6vZqhsWFC9G6zkZFlTtFQPWnd8LeV4k/8hpn/ujGUC9B0AXP2tRIY1kJIPogsDeJzK3suWKGupeZQpVaw5lXX49WCszmBwfN826GM38tfk8P9CXWCQlYsE/0VIPDZsVps5KYnAgvX0DKkecAIizbjym8Llh7L+x7U1y31E7XJWOq+NlcLEwVXDZRCI5YKAaKXz0kGIPM6dH3veB2OONX4WzRKOhoa+WjRx7kjd/fxRfP/wtX134Xc65gRCUJPvutGIQu/l2P+zNpxOf/oR0P8futv+/XJQiipLWE+7fdHzHJEkMAQWfO8Rf0+vfsEXKFKEYt5UKadywYURDy3MbDYsIkZz5c/SGc8+e+tzuFUGgpJDchF42iewZh1aEDHNjweY/bSn4/FdddT/mVV1Jy4QX4bLYe1+0NHbt342sUsTrVt99B5c03464afG+6Iz8fJAnnoUNIXm/P6+0N92paP1kVfkFtDDOiVbtEH3DVTjGI7wdchwTDFJURTReSW2VqOrL4TDLnWxh2z40oG7cKQ63JnXoRZ14bKcs9FSCTwfyf9W34dqKRPgVm/lj8njhSxLJctwYmXxY2EJp1HZx2a59GTzVFh/F5PJx59fXIB2H4d0oj57RwEQph52GIPs7Z9iS8d71QLXkii061VovX5cLv7xY4csIQ7FEt3buL2sLDLLzyWq584P8iJpaD+e7Hqs0oVojGEMMpiNriVuQKGWm58VFft7gsGF1KDEo3OqUYGKR1Yix1SaL/QuNWUNpWik/ykR2Xja25CYVKxZyLL2fsaWfQfKQYmR8cPnFDdPvcNHQ0kGUMz3DWFhWii4snITkF3rpK/PM6IWeBcIjzhAf6BpMZuUKJtamBupJijIlJYsYs2BcYKkR7750AhOQPog9yjaliJrle5JGl5OSi0grWxJh06tjaWGrF4M/cuBmcrZhbd6FUq2ksLzk+B6zZA988BSVfQe7CyBDwBbcL+SsId9ydz4v4jqV/Eu6E484XeW6KwQtlDnz1BX6fl4mLzib/89W8/KtbKNmzM7xCYq5gRAvXCTOHM3/TPT6kE4LycIAPiz8c0Lk88u0jvFf0Hu8XvT/g9/Ffj8RcuHY1XPbi4PcRnxn6/h2zbNdJl4peZhCTKLkLv1NuuSAY0THm6KzbN++/xRfPPYXbEd2QxLZ2La6iIsw//CHe2joa//6PQZ1D+/oNyFQqRn76Cam/+TUdO7+l4tprkaSuce/9g2OP8KWUnE5cR3u+dzny85HHx6OfNw/rmk4xFBqjMLrpaIHnFsOziwXb3d/+0IICVJmZKEzd7xXKQM+oMmcMxGeiifcRNylNqDySRocn4GIYGGQy4Vx7/t9hzk3R19EnCpZZ1Xs8kbWhHoCE9O/Wd3lQCPaJqo3RlV/BsdDWf8BDw0KT6UBoDON1RXeXPxFwBuT89aUi03nUzDkROe8glG9KtYaWY5RUECtEY4jhFERzjR1zhgGVOvrsocVpQeuUY1B6MMYbkSGRMnFe6HVtinDH1brlFFlEX+DwuOG01tUyfOIUFq68hrHzFuB1uUhp1YRYo5r2GiSkSEb0aCEZo8ciazgosignXAwXPilml31usJSF1pXJ5WSMHkvBxi8p3rGNkTMCM96V28UAM3OaGFi6rGJg0hscLaKnUBMX/fW0SVC/HwC5QsHyn95Get4YPI6TK23pjKBDbmLNZ5A4Ejk+klPMURnRigP7ht5z0fnBN/HSyNfUBiHVNY8Qf4+vnxL9tlkzRA/eiv/AgjsGfWjJ72ffF2vInjCZ5T+7g5V/egS1TscHf/0jnz/zpBgEm3OFvHrNXUJ+Oeu6Pvc7N0P0E6Xp0/p9Lvsa97GlegtquZoXD76Ix3ece3K/ixhxuugdHiziM6AhUIgeK0Y0PhOu+VhMVnV16v0OoNXZSn1HPeMSu8cMSZJEfUkxPq+X0r27u7/u8dD4xJMwehT1c6ZjO285ltdfx3Hw4IDOQfL5sK1fj37ePBTx8SRdey2+q6+k1N6Kt7Gx7x1EgWPvXuTxYlLUGTifaEWtIz8f3ZQpxC1Zgru0FFdp4D6njhOMaLsoSEKfm34yos6CQ2iiyHIB5Go16lGj0IweHTY7q9op3JYnX35yDID+WyBXwKwfDyzbNAraGusxmMwRLqz/tRhxuugTHX+BmOjtzHp6nGISGGDHM6LVpZN5n1orCnr3SewTdQekucFJ9LgoE/syuRxzZhYt1TFGNIYY/mvhsLoxJPScn9XqakXtBIPKy4xpw7lwWAGqEWEDAHlCJiq5F41PSVGrKESHGYfRWl9LQiAfLGu8kJAkt6lD0tzqdnHzCTKiro4OmqsrSR81Jpzxd+7DMG1l2Gq+JXKG/PQVP8TeakGSJOZcFJBFVe4QRahKB3EBt7w+GvlDJig9DSTSJ0HDYfAJRnjMvAWMmDIdl6Nj0DP/xxqWmirkCgUJNMOs60GuJCXOT93R4lAvBoDH7eLdB3/Ht598MLQDBgvRu0tFxlw0ZEyFwrVgbxAGC8cI5fv20NZQz5QlywHIHDOOH/71H0xctIR9X64VPcOJgZ7n1gpY+kC/CqFnlz7Ljyb8CKvb2u9z+Vf+vzBpTNx32n3U2evIb8zve6MYBobOfWHHqhAFIXW783BUE5s9DXv4646/njLf7644YgkYFZm7GxXZmhtxtgup7eGP36fuTw9EmAm1vPoartJSdgxP5Yvn/8m22hL8SUnU/+kBJL+/X8eX/H5q7rkHT0UFCReJWI9Dmzfw2Y6N7M9OxX6wZ2dx69p11PzmHmzr14f3J0m0rVpFx65dxC9bhtxgoH3jRqpuvY3CWbOpvvNX2L76CsnjwVVcjKuwEP3s2cQtPgsQzCwQYERtwh8gCKUOUifSF3ztdtzl5VFluUHkvvsOKbfcIvqMtQmw93VAEjLSGE4amqsq2LnqfayN9cSn9n8i8TuN9Mnwu7qwUWBn9VdtvpCLqzslITQcCv0aZEQ9J9E51xkcl0gSap0etU4fdb3EzGExaW4MMfw3w2HzoIuLXohKkkSjtR65R4bRoCFhwiLyxuVG9pjEZaCW+9D65Di8DnRKHQavGrejA3NAHqM1ipuh2iMPMaJdC9GqQ/tBksgcOx6Oro+0wQ8WFV0K0ewJk5m8+BzmXHQZCalpom+xereQ5UJ4+66N/LtegodHwFtXiziRjpZIU5WuSJss4ieaw06wap0eJOmk3sg7o6WmGpM5HrkMMfufOZ0pxjLcTgdfv/dmaL3Wulokv3/oM4y2WjHA680AJChVGz5fzN4eI+R/sQZdfAJ5c8I9WEqVipEzBethb7UIRhTEQ3rsuf3ar0wmw6Qx4fA6cPvcfa4fZEOvnXgtk5KFTKquo49JjxgGDlOnzNfezEqOIf6+6++8dui1UMF3qmF/k1BojE0ci7e5OaJgrvxKFGVGh5uyokPUvfUmVXfcQe1991O0bBmHnvwHNXOm09TUwLRl5+Pzemm/+Dwc+fm0fdA/Wbrl1VexfryKlNtuJeH889i95mNWP/kouvgEJJmMqtWrqL77bvxRsgqbnnqKtg8/pPr2O5A8Hhz79lH+g5XU3HU3mpEjSbrxBvSzZ2Nbtw7bl19iWLAA+5YtVN38U4rOWETNr3+DTKvFdMXlqDIz0Ywfj21DoKgN9oi2hyMhyJzerzYA15HDIEloJ/TsAyDX6ZApA/uKzxIxQFkzIWlUv65bDMcH+75cx6ZXX6C2uIiElP+RQjSI0Din07MnyH7OCvTeKnWiJz4AVYARPZnOue5OE+TR2NAgkrKyaWtsOCZjrZhrbgwxnGKQJIkOm7vHQrTR0YivXTCYhjgDzLxG/OuMuHTUch94xEAoOy6btnoxM2cK5HfJ5QpUWh1qn43Pyj+jur2aQy2HUMlVpOpT8biclO75FpVWR1ZuDnzwjTBVCEKfKDIIW7r3DJ3zk1vD/6ndJwrGbBEtQ3wURrSlBNbeIwYshz6G+T8Hh6V7nmVnZAQMi2r2CKc6CM3euTs6UGtPvtOmpbYac1xAXp0yFqasIH31r5g886fsWfMxk85cQnJ2Dq21NaH1hwRrjZBM9iZHGx4oFBfdPbRjBeD3+9j06gsc/XYHsy64BKUqkuXUJ4i+ro5WCwyfJv62M388IMlcMP+2zdVGir73zL8gG7py3EokxOe/oaOh121iGARm/EjENsRlnJABf7GlmN0NQtK6oWJDVPnrycbGyo1MSJqA8vOtFN39a8xXrkQ7ZQodO3dSsmcHMqOasy++glXrPqRw4RzGbNlGbWoi5WmJ2E1Z4LJiSs/grGtupHzfHsrsbcydPp2GRx8lbsnZKBJ6NpbyVFfT8OjfMJ51Fkk338z2D95my5uvkDd7HgtWXsNLv/wpVdu2IGu2Enf2EuKXnRPetr4BV1ERmnHjcB0+TOv7H1B3330okpPJePBBEi65GJlcTtbj/8B54ACKhAQ0o0Yhud20b9lKy0sv0bFjB4nXXovSLCbB4s46i6ann8ZrsaDUGEULh10YKKHUwqiz+nVNnQUBo6JeCtEIxGVAQ0GkSVEMJwVtgd5Qj9MhJqX/lxAc5wRVSj6PiHlJmySUSIkjhWng4dXCvE8mQ60RY5aT6Zzr6qTSiEvu+VmblD0cJInmyorIRIVBIMaIxhDDKQaPy4fP40cXF122WNJWgt4pihtDFPMGADRxqOUScT4x13T1hKtprReFX0Jaeng1nY7h6kxanC1sqtpEnb2OxcMXc/Tb7Tz+o8s4uGk9wydNRVn9jZCUjOrSt5U0SrjhgmBMH5sMBR9HrtPZqAjCfTzWQNHl98OHt4ge0kufEctaKwLS3F4K0eSxQoZV8XVokVovClFXD2YgJxJ+v4/WuhoSNU4xS68zwYxrwDScBZqtqHU6vnjuKcGEBgrQ1rraoTnmWWv6Zqdy5sOdhaI/9BigquAguz79iNHzTmfOxd0Hf8FcWHtbq+g5WvYgJA8s2iJeI/rT2ly999B2ZkP1Kj0GlQGjyhgrRI8HNEaYcCFk96/Pb6h4p/AdVHIVeaY8NlQKdnFf4z68/p5dXE8kmh3N5Dfmc658KrW//wOOjDRaXn+D2t/cQ9sXX9JojsOckkbedTdw+pXXUmlp5MuJIyhIiSdh9BjOu/Uuzrn5Vi644x7kCgUTF51NVcF+pGuvxtfaSuPjT/R6fPs325FcLlJ/dSdel4tt77zO6DmnccEd95CYOQyVTEZpionPJo/km4/ejmBr7du2AZD042vFe3n2WVAqGfXpJ5i+f2nIrESuVqOfMQPNKDHxIFOriVt8FsNffonhr7xMyh23h/ZpPHsx+P20f7UxzIjaG0Xsz11HYeGd/bquzkOHUCQmhkyJ+kR8psi87NojH8MJh7UhPNkc/z/HiAbGOW0BQ59dLwn11uLfibHArOuENN3RIr4XDguqQAvJyWJEJUmKGDsFc+KjIS1XPMPrS4uHfNwYIxpDDKcYOqxCfqiPj86IlrSWoHMFClFzDzNWMhlqpcQ4KZ7bLvsP6YZ0tu15DWQyElLDhahap2eGKYf7Lr8nYvMtb74CCPe2kdNnif5QlR6Gz4tYj8SRULEdtvwdvvyjyBUr2SAGqEFUbhcyvqBURWMU0tHWwA16x7+hYhtc9M8wa9pW0bc0Vy6H7HlQ8U1okSbIiPajEK0+XEDFgXymnvO9Y5KF1RXWhgZ8Xi9mGkKMLUo1LH0A/TvXcMasGXz2VQEHNn5Ba52YNfX7vFgbGzF1miwYEGw14pr0hbhjNyhotwh34wUrfojWYOz2uiHIiAZyZQeDBHWAEXX3Xoj+K/9fmDVmVo5bGVqWqk+l3l4/6GPHcPLR4elg1dFVLM1ZytjEsTy26zHeLXyXP379Rx5Z9AjLRyw/2afIpqpNSEjM3W3HopKzLdXI0uuvZczs+WzZ/CWWz1dz7g+uBmD2hd8nI28MFQf3kzdrLmkju0/MTD/3AvZ+9ilb1q/l7BUrsLzxBqbLvt9jr6SzoAC5Xo86N5fyfXvw+7xMWbIcuUI8K5LiTNRJFuSSxP7mOsYfOkj2BCFdt2/ehCI5mbhzz4Xf/g5PVRXaKVMiGNhDWzeSkJJG5pjuTLRMJsMwZ07EMu2ECSjT0mhfvx7TeXHCnM7eAIZk8QzoJxz5+WgnTOh/Dur8nwu29Rje42IYGHavWYXf56WtMXzf/Z9jRHUm0YpSuVMY9H31kGhJGdPpXhUcFzx3NrRWonLqgJl4TgIjKkkSHqcDye9HqdHgdbmIS+qZEY1PSUUbF0/d0WKmLh3asWOMaAwxnGJw2ITDZ0/S3JK2EkzeQFRJSs926ColyDx+0g2iqGmtqxW2252kkxq9ISp7GLTwHjN/IaPnngZHvwzkTXZxvUscKYrGL+6DCRcJ2Unz0fDrkiQK0ey5kduZRwipVvNR+OKPMHoZTLtSOLvqk0Q+oaOld0YUBLvXVBiSfKl1AWlLR9838t1rPmbbO6/x3C9uYNs7r3XPvBwigjLbRFdZ+IEDwkRo6pVMqn+FrJE5bHr1ReqKjqCUCUOS1sHKc/1+IXfuEnfh83rweY+fa6zd0gKEmc+uUGl1KNUa0SM6SATzRNtcbT0a1YTY0EmCDQ0iVZ8aY0S/41hXtg6bx8aKsSu4YOQFKOVKHvzmQQBK245TJi/wQdEH/H3X3/tcz+a28dTepxgVPxLV5l20jhsNQEltFYfLisn/fDWzLriUCQuFHFUmk5E9cQqnX3FV1CIUQK3Vsejq62koO0r99IkoTCbqHvhzj59/Z0EB6vHjOLR1I4e3bUahVJI1LixnzZot7sGzp4ufLfsF+9K+cSPW1WuI/965yNVqNLmij1s/PZwn7PN6+Ozpx9n69qt9XosgZDIZxsVn0b51K36ZNtAj2ihit/oJ19GjuI8exXjGGf3ehtRxMOn7/V8/hmOK9pZmNr32AtveeR23w4Ep4Elhzsg8yWd2EpBzuphk3/yoUHid8+fIlpSsGYIVTRwJZ92LOlXcN06Ga+6Gl57hP7+5DQBzoH2rtx5RmUxGWu6oY8KIxgrRGGI4xeCwBRjRXgrRDH8CcvzoUoZFXQdArZTh9oTdFlvra8NMm8sG792I2lGD297djdRuaSY5O4cLbv81Ok+z6OGMFqcwbI6QQS39k8gkTJ0Q2TPaWi4s+7MjZ8tFIVoK6+4FhRou+Hv4Bm0aLnp8/N6+3TiDQdoBVlQ9AEa03dJC8vARjJg6na/ffYMXbr9pSMVSVwSjW8xKq7gunbH8L8j0iSxJL8bt6KCpqoJsvWAMWw7vGNwBO5pFnE4Xae7qJ//GR//34KB26XW7ObR1IztXvU97oODsCnurBaVGE3L86wqZTIY+wTQ0RjTQI/rvff9m2XvLcPm656w9u+9ZzBozPxj7g4jlafq0mFnRdxxvH3mbPFMe01Onk6JP4dwR5+KVhCS3ynZsnBuj4eOjH/PCgReos/f++Xl4x8M0OZp4IPMmPOXlNMeL+1Dpnm9Z/9K/GTljNguvvKbXfUTD2PkLyZ44hW0fvkP8z3+GY/durJ+u7rae5PPhPHyY1uws1jz5KAc3fkHGmHGoNOF8xxmXXsGSG25h+lXiPFr27sFdVUX13b9GM24cqb/8JQCaMaLfSzdjRmjbuuIivG4XNYWH8Hn7L4WOW7wYqaODjqNtgCSeBwMoRK1r14JMRlynftYYTm18+8kH+DyeEKu34Ac/YuUDjxCfPLQImO8kRpwuvC62PQFTfiCSAzpDmwA/2wY/+ggW3Y0qRRjAnWhG1NrUSP7na2itEz4iwUK0r0z29FGjaa4sx+vu20SwN8QK0RhiOMUQlOb22CPaWoLZrUGv9CDrJexdrZTj8XYqROtqMaUFZiWPrIX9b6O2luK2dJcttltaMJgDbOTRL8XPrv2hAKOXwL21cPptopBMGgVtVSIvC0RsC3SX9JpHiD7Qsi0w5YpwYz9AQrYwIAr+3hsyp4NCE+oTDRai/ekRbW9pJiUnlwt/eS8X3fV7OtpaqTy4jzf+cDdl+d1z/gYKS20VWq0GncIDKV3kbDozLLmfZMs3zJorXsvSt6GW+2jZvWZwBwy6EMeFPxOSJFFxIJ+qggMD6j31uF3sXvMxz996A6sff4RNr77Avi+in5e91YLRlNirdM5gMoke0UEiWIgWNBdQa69lU9WmbuvsbdzL2TlnR7ChIBjRZkczvqH03sZw0nCw+SAHmg9w+ZjLQ5+x6yZdx1jzWIYZhx3XQlR2pIRpxT4+LO7Ztfaryq/46OhHXDfpOjIP1OOVy2i0tJA9YTJ+n5fEzGF87xd3IZdHz4Tu9fgyGYt//BNcjg72tbegzhtF8wvPd2NF3eXlSA4HVTIvSrUGuULBqJmRKpT45FSmLj0Xw/AcFID1yGGqb70N/H6GPf4P5AHHTu3EiaBQoJseHjRXHToAiFaNhtKj9Bf6uXOR6/XYDgRUHi2lAypEbWvXops5A1Xa/5is8zuKDmsb+V+sIWN0OL7InJFF5pieo3f+q5ETMAZUqOHs3/e5usoolD8nmhHdvfpD/L7wBFPenPlMPnsZWX383dJy8/D7fDRWDE2VEitEY4jhJMDj8lFdaIkeCm4LFqLdGdF2dzvNzmYMDhkGpRuMPT+gVSoF7oBrrqvDjsNmDclkKPoMNPGo5V5cru6zWe2WFozmABtZvF6wlD05Y6rCs+4kjgIkwXaCcIVTGbozguYRgvF0twt5SmeYhovXZHLI7UOSpdQIm/4QIxqQ5vZRiEqShN3SjDHQjB/slSrd8y01RwqoKTzU2+b9QktNNeYEtRg8p3TPFWTaVZA1i3mOD5g6UsvoZDdZw1IorelAqt0/8AMGJdEJYUbU2tiA02bF43Jiqa3pYcNIVB85xPO/uIENLz2DKT2Ty373Z4zmRKyN0eWt9lYL+h5kuUHoE8zCNXeQ0Cv1KGVhS4NPjn4SeQ4eO62uVoYZIxUCDpuV+HIXPr+PZmfzoI8fw8nDO0feQafUccGoC0LL8sx5vHvhu8xImxGKnDrW8Pg8LFnXyJ0f+Plyz3v4pe5Znq3OVu7fdj9jzGP46dSf4jx4AOvwLPx+H3MvWcG5t/yS7//2T2j00bP4+oPk7BxmnHsB+9d/hv+87+EqOIRj1y4kjwf7tm3UPfgXKm+8CT9QXlvJ6Dnz+cnTrzDzexf1uE+9zoC93YazoIDMhx9GPXx46HyD9coAACAASURBVDXzlSvJfedtVJ3MgSoL9ofulRUH8nuc1CrL382Oj96lqaIMEOZGhoULad9TgiQhYlWM/WPGXEVFuIqKiV/ev5inGE4+dn36IV63m2U334Y2ThjM/c/1hnaGKUe0NJ15j3AY7wNKgxkZ0pAZ0a/+8zzVh3vODO4MR7uNfV+si2gRSEhN55ybfhGKk+kJaaMChkVHhybPjRWiMcRwErBjVQkf/m0PHzy6m8Iddbid4dkoh82DRq9Eoez+9ay0CYMfZYdXFKJxPZvaqNUKvH7w+3whyYUpLUP0Eh79EsYsR6Pw4XZHSq0kvx+7pQVjYqKwHC/dJNjQ/phFJI0UP4NFkaVM9D90ZQOCeZIAmVEKURC5m331iIJgW2v3gtseEd/SGxw2Kz6vF2Pxh+DzotEb0MUnULJ3FwBOe3vfx+0DlpoqErVuUXSrDd1XkMvhe4+gcjawRPM5ibnjGbvscqweLbWf/mPgByxcJ+J00qeGFtWXhDNWG8q6x+x0hSRJfPXyM8gVSq74w19Ycf9fyZk8jfiUNKxNjVG3sVtaMPZRiBoShsaIymSyECuqUWjYVL0pwkE3yIplxYWL8OrDBfzzhitpfnMjqRZNzLDoFIPb5+6X4+03td+wIGsBceq4bq8NixtGQ0dDVKn2UFFjryGjRULthZkbqtlZtxOACmtFiF3/686/0uZu4y8L/oJKocJx4CDWzHRkcjmZY8Yx4YzFxCX2Lm/rD+ZfdhX6+AR2VBQhN5up++OfKPvBSiquu57Wt99GM3o00i9+hsvhYOxpC9HHJ4ScbqPBmJaOW6Ui6eafELc4HKNStGMb6199PiIqxdneTvWRAvJmz8OcOYwtb77Cm/f9uts+rU2NvP/Q/Wx+/SW2vv1aaLlh/ny8lnY89sAzwNC/62Fdu07Ics8ZohNKDCcEzvZ29q77hDFzTydp2HCyxo5HGxePRh/l2fe/ApkMrv0EFtze97qATG9GJfdhbailsXxwLKPb6WDXJx9wcOMX/Vp/77pP8LicLL3x5yFjM42hf3+zuKQUdHHxQ+4TjRWiMcRwguH3+SncUY85w4C1ycnnLxTwwl1bWPvMfop3NWBrcfZoVFRhq8DYocBlcZGkcfQqc1KrhbTX7XTQGsoQzYCqHaKfcPQ5qJVy3B4/kj88299hbUPy+4U0t3YfuG0w8sz+vbnEAGsajHRprQBTFHmteUTgJI2QPDrytaAcN29J/445fL5gUKt3oVSpUKhUfUpz21sEO2Zs3Qc7RGSMKT0Dp030yzrbh1aIuh0dtFtaMMuau7PBnZE1I5wBmzmNvNPORiGHwwVlAzugzwtF62DsuREh8fUlxcgVShQqVb8kdRX786k7WsS8768ge+KU0PK45BSsTT0wom39YERNZhw2K37fwOSxBzZ8Huq1DRaiK8etxOv3sq5sXWi9ICsWZEQlSeKr/zwXet3gVMQMi04x/Hjtj3lk5yN9rtfibCHDIJQckiThs9lCrw0zDkNCoqa9f2z/QFBtKSelDSSFgmW7JVbvfYv8xnzO++A8Vnyygt31u1lTuoarx1/N2MSx+KxWPBUVWNRKkrNz+mQTBgKNXs+iH15HXUkRzp9ch6ukBFdREZkP/5Ux33xN9tP/okrmQ63TkzNlRp/7M6alIeWNJOW220LLJEli8+svk//5moierx0fv4vX7WbK2ctZ9pNbGTNvAbWFh0PfyyD2r1+HhETSsOG0dYrtUKYLRsznCVwPXe/3iuC5WNeuRT9rVgQzG8Opiz1rV+F2OJh36QoAzrjqx5x3610n+ay+Y9CaUMt9HNq6mVfu/sWgdhEc2zRXVfa5rsflZM+aVYycMZu0kXmhjPn+Th7IZDLSRo2m/mhR3yv3glghGkMMJxhVhy10WN3MvTCXa/5yGpf8agYTTsugpqiVdc8eoGxfU4/9oZW2SiYfTUAmg+nD3N2Zxk5QawKFqMMRZkRT02HDX0Qsyphz0KgFy9m5JyFo2GM0JQqmEUQvZn+gM4niuLFQOOa2VoYZzs6IzwK5EjKmdX8Pw2YJNrS/zofZcwBZhGFRX9LcUCGqcsOGB8Fagzkt3FvpGiIj2lheBkCityrSMTcaFv9ByHfGX4hGrycz1UCdxSeuXzTsellc386o+FqYIoz9XsTiupJikofnkDJ8BA09zFruWbuKumKxv/zPV6NPMDHhjMh+4PiUVGxNTRETFiB6SV12O0Zz78y1IcEEksRH//dnHO22XtcNoqWmmnVP/4O964QMN1iInj/yfEYljOKTkrA8N1iIZhkFI1qyeyd1xYUsvPJaAHQuBTZP/44bw/GH2+fmQPMBvq3/ttf1OjwdOLwOErXi81V3/x8pXrIUf8DVOztOTFod6z7R/b//JU3PPotCAt1Vl6P1gOa9L1h74AOu/ULC2lDFzV/cjF/yc+lokVfpLChAAprt1ogeuWOF8QvPQmMw0OBxMvz558h57TUSLroIuU6Hz+uheOfX5M2eF+GK3hMMJjMdNmtEX3flwf0hp+9g7IatpYk9qz9m/IIzScnJJWvcBBZdfT0g2FPJ76exoow9a1eR//kacqfOYPikqbQ11IXaTpTJYrLUe9YjkLsIchb0eX6uoiLcR48Sd+7Jj+WJoW+4OjrYvfojRs2aS0qOUDslZg5jxJR+jhtiENCZUMnDk7U9OWT3BluzSBBorq7odXuP28X+L9fhsFmZfdFlACQPE2O1/jKiIPpEm6oq8LgHr0qJFaIxxHAC0VBuZcNrh9EaVIyYlIxMLiMzz8QZK8dy7cMLuOj2aUxalMXkM6P3E1S2VZBXbWRStqLXsGEAtUawqp4AI2owmVHVbofSjbDo16BNQK0S7Fnnwi2YC2mo2SgKUa0pejHZEzKmiu0cFsGmRttWoYTJVwijoq4wpsINX/Tck9oVOhOkTYTybfDMWWi8VtyO6D0WjeWlONvbw4Vo1mjBpq69JzQbCPS7WOoJ33zwFhqdjmy9pe9C1JAk5DvDZgEQZzbR7laI69cV1hpYdSt8+0Lk8urAgH7kotAiSZKoLykifeRoUkaMDBXHndFQVsL6F//Njo/fxeN2UZq/i9FzT+82mI1PTsXv83ZzFQ72fXq3buPo8nOxf7M96ltMHi7cAEt276TyQH7UdbweT4Qc6dDm9QDYmoUkOEGTgFwmZ0TCCM4fdT57GvaEpOrV7dXolXpMGhOSJLHt7ddISEtn5nkXIVcq0bkUdHiObTxPDINHmbUMv+SnpK0Ej6/naKFgX2+SLom2Tz+l9a238Le1YdvwFSCkuQCrjq7C4T02TpNemw35O2vIfV98p1KWnYe0aC7n7PTQ8ea7fG+nj1/VTcfhdTAlZQojEkYAYP/6G+waFW63i4y8Y1+IymQyUnNG0lhWimHePHSTRV+7JEl8u+oDXB12xs5f2K99GRLMOO3teD3ha5//2aeh360NohD9+t038Pv9nH7FVaHX4pNTSB81mm9Xvc8/b7yKV+76Oetf/DcqjYb5l19JQmo6bocDR0BdokwRUlyvUwnXfAzJ0eNq7Dt2UH333fjtdmxr14JcTvxSIcst37+Xw1s39vdSxXCCkf/5apz2duZdsuJkn8p3G1oTTl9Y0eQdRHEXHNu47PYeUwDsrRb+deMP2fDys2SOGc+wcRMByJ40FVNaBkpVdEVeNKSNyhMTUmWDNyyKFaIxxHCCULC1hvcf2Y0MGRfcOhWFKvLrJ5fLGDYukUUrxzJ6VvQG/9qGchR+Gama9l77QwHUAev+ICNqSs+Ako2CiZx5LQAatbjpuTrsoe3aW0RMh/Hbx2D3K5AxpX/9oUFkToeGQyLfE3p2vr3kX2FZ6lAxfJ5w6K3Zjdpni8qIOtvbef23d/L1e29ga2kGJAwjpsHCO6HgQ0yysJmNawjS3PJ9eynbu4t5p09Eq/D2XYh2gTEpBbtXjdRS1v3F4oCDcXuXfkdLGeiThR18AG31dbjsdtJG5mHOyMJhs3brff121fsA1Bw5RHn+HrwuF3mzuzgcIwafQDd5bvBB5924GXd1NQ2PPhp1FnbY+Enc9M+XxKlbIh+OdcWFlOzeyf716/jPb27D3mpB8vs5uClYiIoZ3nGJ45iROgONQsN5uecBsLpERFlU26rJistCJpNRvONrGsqOMv/7K1EoVRhMJlGIemOF6KmCkjbRr+z1eym19jyAaXGKe1Fyi4+6P9yHbto0lKmpWNcKB+dkXTLXT7qeNWVruGLVFRxoOjDkc2v8dityQBkg/7U5I8j9xV0YXHD5JsFW5O1p4MzsM7l+kmAHWz/4kOZnnsE5UzjNHg9GFBATShVlIbMgp72dVX97iC1vvsKoWXPJ6ScDFZTSd7SJ76KlroaiHV8zcZFoh2htqKOlpooDGz5n6jnnkpAa+ayZvvwC9AkmRs2ay7Kf3s4NTzzHDU88T0beWBICEWHBYlaZKNhsb1NT1HOxvPMOZT9YSdXNP8X68Spa3/8A65q16GfPRpki7jufPPZXPn38EYp2ft3vaxWDgOT3d1OyHEt43C6+/eQDRkydQXremON2nP8J6Ew4fOEisKcJ9d4QfF4CNFdVRF3n0OYNeJwOpi+/gLOv/2lo+dSl53L948/26oDfFWm5AcOiIfSJxgrRGGI4Adj2XjEb/nOYjLwELr93Fqk58YPaT3OD6IWK89Z1y4vsCrVWAwQL0RoR3dJQAMljQk63YflueJAevJEZlIE+ofQpDAiZ00HyweGAdHIgbOpgMXw+eEQxrVZ4cUUxKyrcvgWvx019SRH2lib0Cg+KuBQRPZOUh/nwywAoVepBmxVJfj8bX3uB+JQ0puUgiv6k0X1u1xnGtGH4keOojdJ3URwwIGjv0u9oKQNzTsSi4IMhbWReKBestZNzrrWpkcPbNmEwJ2JvtfDtJ++j0RtCDsKdES5EG0Pvs+rwQb795AMANF4vyTfegHP/fuxbt0V/X+ZEZHJ5aPALggX9+LGHWPf0P2gqL0Py+2muqqCy4AC2pkZ08QmhY94y7RZeXP4iABnGDGalzeKTkk+QJIlqezVZBuFWuvXtVzFnDmP8wjMBMJiS0LuUMUb0FEJJa9g460DTAVqd0Y2smh3NKHwSiX95ERQKsh79P+KWL8O+aTM+q2Dcbp95O8+d8xxOn5Mfrv4hbx5+c0jn1rBjc+h3l0aBIikJ3aSJtM3MQyGBNCwd18ECHs27i8XDF9P20UfU3nsvhvnz8C9aiEKpxJzZ+715sEgdMRKv24Wltob60qO8+pvbOLprO4t+eB0X/ep3KJTKvneCkOaCmEhqqihjw4v/Rq6Qs2Dlj1Cq1LTV17H1zf+gVGuislwTzljMj//2L5b/9HYmnbmEhNT00ODVFHBJbQ30icpUKhRmM94oZmeSJNH872dwlZSgmTAezfjxND72GO7SUuK/F24zUAdchz97+vEIFtfW3MQrd/08VqD2gtVPPsq7D/7uuO2/obQEh7WNKUtj7sZDRqeJZOhfHnpXtLc0Iw/4RETrE5UkiYMbvyRj9FgW//gnpI4YGXptIAVoEHFJyegTTENyzo0VojHEcJzh8/nJ/7KSvJmpXHDrNHTG/sseOsPpdeJqFYMvo2QJSTl7gioQZdLRZqHd0oIpLR3qDwoZawBqrTiXzi6zjeUlJCZoUMgCzFZGlxDmvhDsJy34SPw8UYVoAGqFFPUGfmjzV4Do32yrq8aocgkWUamBJfeT5i5kyUVLmHz2Mpzt7YPqzyjYvIHGshIxoGs+Akl5oBzY39uYIR4M7TVdzIV8XijZIH6PxogGDaACqDtahEKpJHl4DuYMUYha6sKF6O7V4u+z9MafA8JldsIZi1Eou/eYxQXCyK2NDRRt38Zzt97AW/f9mtI9uxiZlE6cVyLppptQpqfT9K9/Rb12MrkcQ4KJdktLaNm+z1dja2qko62VqsMHATGLW7BpPWqdjsmLz8FhbYsamH3+yPMps5bx2qHXKG8rZ3j8cI58vYXmqgpOu2xlKLfRYDJjcCuPmXQzhqGjpK0kZEB037b7uGzVZVGdb1ucLfxgkx/Z4aNk/uVBVFlZJFxwAZLbjXV1ONd2bsZc3r/wfaakTOG5/c91289A4N67j6okQK8jbuTo0OBs8r0P4Zs6jtzHngCEq2vbqk+o+c096OfOZdhTT9HaWI8pPXNQmaH9QXDQWLJrB+/95Q/4fD5W3P9XZl1w6YAGkcFC9ONH/8LLd/2c8v17mX/ZlRjNiSSkpVO4fSuF27cy6/yL0SeYBnSO8YFCtK2+k2FRclJURtSZn4+nqoq0e+5hxKuvknLLz/B3dGC6/HJMl14SWs9lt5OQlo6z3RbKePa4nHz0f3+msaIs1OMeQyTK8ndzeOtGqg4djCjgQdxnV/39YSoP7hvSMayBCYfEjL7jSWLoA1oTF2YVkDNcyNkHxYi2NJGUNQytwUhLdXdGtLmqgqbKciYuipILPwjIZDLSckfFGNEYYjiV0dbgwO+XGDE5Cbl84DNOQVS3V6N3iQGOUemGYXN6XV+tFYVosDfQlGSCtsoIF1dNoI/U1emGV19STJopMJDKPSOi77BfiM8EY7pwzIV+uSQOGQlZkCzkcBqZJ0JqDNBcXUnVoQOYDArcjg4qDx8iS2cV/ZkAmdORyWDqmHiMiUn4fV48roGFSnvcLra+9SppI0czbv5CwT4PUJYLYEwThXt7fZfZzLp94GwT17YzI+rzClOoLoVofUkxycNzUShVQlonk4WyRJ32dvZ9uY6x8xeSO30map0elVYXcjzsCo1ejzYunvqSYr588WmUag3n/vxOfvrsq8zRJqBJT0eu1ZJ0ww04du2iY8fOqPsJsq8g2NAdH70byptrqRbvt+5oEYXbtzJm3kISM8XgxtbSfRC7PHc5oxJG8fDOhzGqjVw19kq+fud1krNzInrljGYzWmdMmnsqoaSthDEJo9HIxf2nvqM+JLPujGZHM6cXSBjOPou4JUI2qp00Cc2YMbS+917EunHqOM4efjb1HfUhSe9A4Xe70Rwu53COguSbbybxinAPu2HiJCa99QG6yZPQTp1C2wcfUPuHP6CbOYPsf/0TuU6HpbYmNOlzPJCYlY1CqWTTay/idbu57LcPkNlH6Hw0mNIyUOt06ONNnHXtTfzk6VeYe4l4rwmpadiaGtHoDcw875I+9tQdaq0OfYIpwjlXkZyMr6l7jm/bJ58iU6uJWyr+tnFLlpC3cSMZD/wJWaBP3eN24eqwM2HhYnRx8Rza8hWSJLHu6cepLz2KXKHEOcSe/v9WbH37VWRyOX6fj+bK8tByW0sTr957B4Vfb+bQEHtv2wL50vExd+OhQ5vA6Phm5sjE38Q9iDzR9uZmjEnJGMyJdLS1dXs96J4/bPzkoZ1rJ6SNGk1zZcWAx0xBxArRGGI4zrDUiqLInDG0PK1KWyV6pwKZHHRGo2DbeoFaJ44XdEs1qQID8QhGVBSrQQbR3mqhvaWZtDgvpE+Ga1b1O4A8AmfdK36mThxYf+lQcN1aWPoAGoW3m+vt9g/eRqlWc6ZZzP5KksRIY0s4/iYuExQaaClFaxR5hQONcNm9+mNszY0suvo6ZF4HWMohZeCDREPAhKq9a1xKeUDyOuEicLWBJ/CQslYJKbR5BD6vl61vv4bDZqW+pJj0QOC0Uq0mLimZ5upK6o4Wse+LtXicDmadfwlyuYIFK3/E0pt+3o398LvdND71FK6iIiYsOJPCb7Zgt7SwYOWPmLDwLNRaHZ7qalRZQopouuz7KFKSafrnP6O/N5M5VIge2rwBe6uFMwMunEEc3roRj9PBxDMWE5ckZoZb62rxeSMzJw0qAy8tf4nLxlzGE4ufwLLnMJbaak67/KqIDEV9ghmNW4bdOfRs2Bjgo+KPeHbfs4PevqGjgdK2Uq58ooAXihbxzNJnGGsey0sHX8IvRfaytXQ0Y2oHbafeM5lMhun7l+Lcv58jc+biyA+bX41PFN+3w82HB3VubR99hMrhoWJaBik33YR55cqo68UvPxd3aSmSw0H6H/6AXKfD7/fRWleDOeP4yHIBFEol37v1LuZecgWX/fYBkrJ66L/vA1qjkVteeJOrH/4HM869EH18WBIY/O5MWbIcTUASO1AkpKbRGsGIpnRjRCWvF+vatRgXLUJhNIaWq9IinzcdrUK2HZeczNjTFnL022/47N+Pc2TbJhauvCbAlB7f7/ahrRt5+idXH/fjHEtYmxqoKy5k8lnnAJE9fAWbNuB1uVCq1Ngtg5u0CaKtoR59ggmVWjOk/cSASBDQJKCWCQWQ227vY4PuaLc0E5eYjNZojNpi1FhRhkKlOqYTZmm5eUiSf9DZp7FCNIYYjjNaau0gG3ohWmGtQO9UYFD5kGXPgV4CyyHcV9MQuDmY/IGBQadCVKMXvaJBBjH4sErVdQyNyZx5DdxxEK58a/D7GCj0iRCfiVbuxeVwhAwaLHU1HN6ykanTRzPc0ApIqFRKhunbhDQXxLU050BLCdrAoGggs+wd1jZ2fPgOI2fOIXvCZCj/GpAGxYgGZXPtjTXQ1imWonwrVv0YpPTATGZQnmspEz/NI6g7WsQ3773B1++9gdvRQdrIcH+qOT2Twq8389q9d7DtndcYPmkKaSNFoTp92fmMP7078239+GOanniS0hU/YOLIscgVCvQJJkZOnx1ax11TjSpLPNTkWi3JN9xAx/bt2HfsiPre7JYWJL+fb1e9T8qIkUw4Y3Go+NcnmPD7fCSkppE1bgJxgd7U9x+6j3ce+G23/Zm0Ju6bfx9TUqawe83HpOTkkjdnfsQ6wWgZlzXGmgwVkiTx1N6neKXglUHv47n9z6F1SpiL6jHsKmR+5nyumXgNJW0lbKneErFuR2MNSj8ouxQnpssvJ/lnP8NvtWLfHv6cjU0UqoiCloIBn5fk9dLy3PNUZWnwzOol+xeIXyYG98Yzz0Q7RhTJtqZGfF5vhPv28cCYuaez4Ac/InPMuCHtpyf5cNDwaNqy8wa97+TsHBrLSztFuCTjbWqKkOx37NiBr6mJ+PN6P469VRRKBpOZuZeswGhO5MCGzxl3+iJmX/h9MeA+joyoJElsf/8t7K0Wju6K7gp+KqJ4pzjXmedfjEZvoKFU9GUHewSzxk0kZ+r0UA/+YGFtrCMhNbq5YgyDgEIVinBx27qrCHqDx+2io60VY1ISGr0BV5RCtqmijMSsbOSKY9c+EBxH1PcjqzwaYoVoDDEcZ1hq7cQnaVGph/bFr7RVEufWEC9vh8y++zaVWgMyJBw2K1pjHNq2YtAkRJgcqbSiOC7ft4ftH77D3rXCYChV1SpiW4aChGFgGtyM/aChM6NReEGScAVY3h0fvotcqWBWtguV3E+Kxs7IVBlKuQSG5PC2iSPBUobWIIqigWSJfvPem3hcTs648sfgaIVPbgdzLoxaPOC3oFAq0RsNtLuA55ZAbT5+r4cvt5Ty7K40PvvigIgYDcpzOxWiQev2g18Jd93gAwIEKwpC3ufzeJh90eW9nockSTS/9BKa0XkgSfg3b+Wsa25izvipNPzpAbwtLfidTnyNTSFGFMC0YgXKlBSanniy2z4N5kQ6rG0U79pOS00Vs8+/BJlMRlIgvyzo2Dt+4WJkcjlxieG/T3Wgh7QntNbVMmz8pG69cgazKOy9toHPLscQiYPNB6m119Lqau3RYKg31NnreLfwXa5SnQ6ShLukBF97O8tzl5OqT+Xlg8IwzO1zc9WnV7Gv4CsAVGmRA125Xk/Krb9AmZaGqzhs6pWgSSDLmMWh5kMDPrfm51/AXV7O2/P95AQiWXqCKjOTrCceJ/2+P4SWWWpEBmficWRETwSmLf0eP3/xbeKTBy+1TB0xCme7LRS9pExORnI6Q/mvAG2fforcYMB4Zu+tH0EFhcGUiNGcyOW//wunr7iac26+FZlMhs4Yd1yZyooD+cJ9VCbj8NaNHN62aVCSyRON4p1fk5iVTWLmMFJG5IYkmbVFR7DUVDHxzLOJS0rBNsRCtK2xgfiUWCF6zNDRhCZYiLZFd5qOhqaKMt78w92AYCi1huiMaFNFGSnZOd2WDwVGcyLIZKE4t4EiVojGEMNxRkttx5DZUBCFaLxTRZzKLYq8PiBT65EhZqDN6QHH3LQJEVJZuVqHWeOiLH83W954mdK9u8ieOAWNp+XE9HYea+hMIjIFUUhaGxso2PQlkxcvw9j8LQybw+W5RzjH+FVg/cTwtuZcaC5G+8lPgP5Lcy211eR/vprJi88hKWuYKEJttfD950Fj7HsHUWBMTseefjrIFPDCuRx5+hb2NiWTkZnEgV0HOWxNEYyo2w57XgOVAeIyQ4Wo29GBQqUKFXgAs86/hAkLz+Lqhx/n5n//p8+wcfvmzbiLj5J0ww1oRo/GVVTEtGXnYV6/ida336bk/AtoeeU/AKg7FaJyrZakG2+kY+fObrmihgQzSBJbXn+ZuKQUxgR6OVNyRqBQKply9nLMGZlMPkvkBwaLZwClpmfpl9vpwO3owBglW9eQID7HPtupP3g8XiiyFLG2dO2Q9/NZ+WfE2yWS2yTKrGUD3v7Zfc8iIXGeJ8DmSRLOAwdRyVVcPf5qdtTtoKC5gAprBfua9pFoCzBqPTAumrw83MWRs/ATkiawuXozf9v1t34bjjmPFNL45JM4F07nmzw/c9Pn9rlN/NKlqDIyQv9vCfRfHy/H3BMFmVw+aEluEKm5IgM6yMKFskQbRdHjd7uxffY5cUuWINdqe92XPSDNDSpFElLTmHfpipAUtKcBd1dYmxq7Gfb0B/s+X4MuLp6pS5ZTlr+bT//x/3jz93d1i7I6lVBfUkzlwX0hlUta7igay0vxeb0c/OoLlBoNY+ctID45BVeHvZunQn/h9/uwNTXGGNFjDHWIEe27sPP7fGz/8B1eved2bM1NXHjnvYycMRuN0dhtMt1hs9JuaSE5J/eYNTHldQAAIABJREFUnq9MLkerNww6bSBWiMYQw3GE2+Gltb4Dc/oxKEStlWgcYFS6IC6j7w2UWvyBr/iciy+H+oIIoyIAVDquGV3ALS+8ya3/eY873viIK37/IDgs39FCNMCIIgrJHf+fvfMOj6O83vY926tWvVjdkuUi944LtrFxwRgwvfeEhPDRUij5QRICIdSEEmoIELqDjcFUY8AV9y7bsmT13rUrbS/z/THalVZdsmwI2fu6fNmeeWd2VtqZfZ/3nPOcjz8EBKZNy5IcgzMWoB05D5XMJ9WEyju0O4hMB48DTYs0se3vQ3XLe28iVyiZdclVcOBdOPKRVCObNGXQb8MQGUlVaSV7U++hSZfF/j25ROgFLv/rC6i0WqrsRqkG9d3LoGIPnP88yBW0NrWn8sSmDg9q55CcPZ5lt/0ahVIZmNT1RsPrr6OIjSVs2TLUIzJx5uXhbW3FeaIA0/nnoRw2jLqnnwYIiogChF92KYrYWOqefy5IDPijk42V5UxZfkHg+masvIyL7n+IuOGZ3Pj3VwiLaY/GnP3z20jIGoXH6cTr6X4iGeh9GxHZZZ/fDMnn6Oq8+7/CPw//k99u/i2H6vrnkCmKYteaPlFkQ8kGfvOlinv+4x2wEK1orWDNiTVcNOIi1CcqkBmlzIOav/yF2meeYWXSOeiVet488ialLZLRWWRbxqUyXprouuy2oDokdWYmzsLCoD6JN2TfwPiY8bye8zoH6g70/V5dLirvvRd5WBjrLhyGUR3GtHgp9dxmMWOuDXao7q5JvNfjJmfj1xgiIgfsMvtTJCY1DUGQBVL1FNGSEPW2faasmzfja2kh7Ny+03+tzY0gCEF1rB3RGIx9puY6bTbeuPuX7P9y3UDeBvYWCwV7dzJ67gImLjmX+Mws5lx+Lea6Wt65/24q8wZXi3yq2frBW2gMRiYtOw+A+MyReNwuqk/kkfv9ZrKmz0Kl1QWes4ONirY2NkilFKGI6NAx6/+hbPP3cLX2LkQbK8t5/8HfsfW9Nxk+ZTrXP/UCI6bPgnV3orFX4bRZAz2HQYqGAu0R0cYiaD25iLgftcEw6MyEkBANEeIUsvOTQrxeH5lTTs5RzuPzUN9cheBtc8w1xvd9kFLLrOhiFl92AZkjEiWDmw71of4xcq8VjU6PUqWW6obcNvC6/muFqEYmCdGG8lJyvlvP2OmTCPvseqmNzNSbYO7d0tjO7SIipdYI/uP7U3dUcfwY+Tu/Z9p5F6H3NsLnv4XUOTD7zpN6G+MWLkUfHsHGVav41w4DVfYwJl50EzK1Ho3BiNOnhG//DMVbYeXLMPZCgEBEFCAuo3czq95wHDuGbfsOIq65GkGlQpOVhbexkdaNm0AUCVtxHmnvv0fMr+9GO3Ei6pEjg46XqdVE/fzn2PfsxbZjR2C7PlwSimq9nnELFwe2GyIiSc7uvl/t+IVLGTtPctXszgUQwNomwLuLiKra2hidjBCtLS5k87tvDKqlz4+BUosk7B7Z+QjeDhOTnmjduJH8+QtwFrb3+8xryqOxtpSRBU4SG6CksbCXM3TllUOvIEPGzeNuxnH0CLrJkwFw5uXR8OJL1F16DT/zzeGr4q/YW7MXgAXaCYhyqZcnwI6PVvH2fXcGPufqEZmIDgfu8vZa6nEx43h2wbNoFVrWnljb53XVv/QyzmPHiPnDA6w372B+0nyUcsmx9bs3XuHN395GRa5Uc1qZl8tLv7iW/J3BvXK//8+71BUXsvCmWwfVi++nhlKtIWJYIrXFkhCVtwlR/+KG+bPPkEdEoJ85s89zWZub0IWZeqxp0xiMuOy2LmZmHanIPYLb6aCpsrzHMd2Ru20TXo+H7HkLiU5O5apHnmbGyku58uGnUGo0rHroPk7s3tH3iU4j5blHKD6wl2nnXRSIbA8bIWUgbHnvDVx2G9nzpYwTY1Rbf+iGwYmR5mrJdyIsFBEdOhY/jHDr9yhlHlxWS7dDRJ+PvZ99zFu/u52mqgrOuf23rLjrPmmxxloPe19HfUzy53DZ2jOB/Itq4fHDpGyql+bAU1nw5grY/RrYBm9c1d/MhO4ICdEQIU4RTdVWDm0sZ+yZicSlhZ3UuaqsVajanicGZf8jomfElDFu6lgpLRe6ClGFBhAl4enH3rYK998oRNWmQGpuzndf4/V4mGJ5D1RGyQHYGAfJ0yEyA4bPDz42biwoNChlXmRC30JUFEU2vf0a+ohIpi47F1bfDHIlXPiy5H53EmROncF1T/6Dm597jbNu/AUTFi9n7MIl0lvUG3CgA48DznsOxre3mGhtaiA+YwRJY8aSNWP2oF+/8Y03kOl0RFwmtXNRtxmyNH/4IQDa8eMQFAqif/Yz0t5/D3lbdKsj4ZdcjCIujrrn/xHYZmybkE44+5yAY3N/8EeZGivKqSns2q/ML0y6F6LSZEx09TxR7Ynmmmpqiwt5657b2f3xh9jMA6+L/CHZtuptDm34ktKWUhINiRxtOMrq/NV9Huc4chQ8HlrWrw9s+7rka6YWgOD1ofBBQ/FxAJxeJ0/ufpK7N97N9V9ezwVrL2B1XvBrlFnK+PjEx1wy8hIUb32MM/8EuunTSfjro8TceScpb7wOosisRz7nyg0uPslfS6LbwGSSUcbGBpxcSw8fxOf1cmSTVAOtypBSQJ2d0nN1Sh2LUxfzZdGXvfaPdRw9Sv3LL2M6/zxejzyC2Wnm3IxzA/uba6pwO+ysfvQPVOQe5eiW70AU+f7DdwNR2Irjx9j98Wqy5y8K1DiHkHqe1hb7U3MlweOpq8dnt9P63UaMS5cEWrT0hrW5qdcMDr+5XEXukaA+yR0pzZEi4y2NAzN/yd+1naiklED/Vj9RSclc+fBTRCensv7lZ380brqiKLLt/bfQh0cwaWn759gYHYM+PIKK3KOExcSSPGYsAGFtZnCWusEJ0bwdW1AoVcR3MMULMQToolDLvLhsXT9XzTXVrHrofjb++1VSxk3guqdeYPTsee0LYHVSlD6woN5BHPp7eOsjI6FoM7haYdwlYKmCz+6GN5aDxwUVewd8yRqDEWcoIhoixI+Lg9+UIZfLmH7uyefjl1mk1i0ABqUvuLaxJxRttTduO9TkSP/u7OKqbKsFcnfosfjfLERlMtR6Ka2lrrgAueAjQivCdZ9IEVE/v9oFV38UfGxYAtxXjjD8TGKMPnK/34LH1XMULX/X91Tl5TLrkqtQbn8aKvfBec/2q363v5hi45i05FwW3fTLgHDT6PQ4Dclw4asw+Zqg8a2NDZhi47nsD3/tMcLYF+6aGsyffY7p4ouQh0kLKOoR0kTDtmMHqoyMwPbekKnVRF57Lfa9e3GVST1CjZHRXPbHv3LGxVcO6Jr8QnTjv1/l3f/7NS0NwWmj/glmd6m5CqUS5AK4PAOOaH7y1CO8dc/t7a/T0H/ziB8Du75cy5ZvV2NxWbhi1BVMi5/GM/ueocnRe8qXq0TqOdiy4ZvAtg0lGzi7JCxQY25vS5HdW72XN4++ybGGYwgI1Ftr2VC8Puh8Lx16CaVMyRU7VdT9/e+ErVhB5PXXEX7BBUT/4hb0M2cyfO1HhF10ISt2iYw52Mzjz5gxf/xJwKjIabMGDFdyNn6N02Zj87ZvqYwy0fDGG/icwRkOi9MWY/PYyKnP6fY9VrVWUfTys8h0Ogqun8/rR17nspGXMWvYrMCY1sYG0iZOwRARyepH/0Duto1ow0zUlxazY80HOG02vvjHUxijY1hw3c/7/H38LxGbnkFrQz02ixm5yQRyOZ6GBlq3bkV0OAhbvLjvkwDWpsY+hKi0CPbR4w/x9StdDdIASnOklPTWAQhRj8tFZd6xgItwZ3RhJhbfcjuO1la2f/huv897Kik5tJ/yYznMWHkpSnV77a0gCMRnSlkrY85cGFjY0YdHIJMraOlU7+qwtnJg/edBaZ2dcdltHN2ykZGz5gYWA0IMESodSrkYaKsH0iLDgfWf8+/f3kZtcSFLfnEHF/zuwa7feW1CVB0tGUV2rBNtbWxAYzBK9dV5X4HKAOc9D7fthjNug7rjsO9NeHUhtASXJABQulMSsN2gDkVEQ4T4ceFodXN8RzUjZ8ShNar6PqAP/D1EAYzh4X22bgFA2fZF5HFI9aGmFNCYuh/j7tCI+BQKUdHlonn16iD3xKFGo29rv2KzYVQ4Ea5bC1EZwYPkiu5/hnIl6GOYm9yIpa6G/V992u1reD1utrz7BlFJKYxNU8PWv8Hka6Uen6cYtd6AU24KioSC9EXV2tjYbVRwIDS99x74fERee21gmyI6GmVyMoJaTeQ1V/f7XMYlUhS3Y2QtafRYSRwOAH24JETry0rweb0c2vBF0H5rUyMqrTYQ/eyMoFIidws4O6dj90FzdVXQ/yurBpaO+kPistvwWR1U1klpualhqdw//X5sbhvP7Hum92PbhKgjJwd3RQWF5kLK6k+QmduCYWGbE3R5FWanOVAr+tY5b/HKuId5+gUH4z48RP3Lr5A3Zy7Hb7mRL/LX8ftjWdj+8Sph561g2F8fReiUainT64m/9z58Aqz83ofS3bZo0DauIvcoouhj3FmLaa6uYs2jf+DIlu84kBTNrsoiyu+4E7GDGc34aGkhpnNdrM1t49l9z3LRB8txfLsJz/zp3H/wL2RFZPHbab8NjPP5vFibm4hLz+TSB/+CISICp9XKWTfcQtaM2Xz/n3d45dbrMdfWsOzWu07a4OenRpzfsKi4EEEmQxEVhae+jtYNG5CZTOimTu3zHF6Pm/qyEqJ6cfn0C1GP00l1QX5QvTBIdZ51JUXI5HJaB7CQVJWfi9ft7nVBLzZtOCNnzeXolu/weftOeT9VNFVXsubRP/DdG69gjI5h3MKlXcYkjRqDIJORfWa7k7sgk2GIjAqKFIs+H58/+wTfvPZCt9knfvJ2fo/bYWf8omVD+2ZCAKBSCLgd0veVpb6WDx95gG9ee4FhI0dz3ZP/YOyCs7svA6jLA5UBTZp0fznM7em2rU0N0vzA54P8r6WsMIVKWlyMHS31I89fD4jQ0k12wWd3w9pfdXu9Gn3IrChEiB8V1UVmPG4fI2f2o5azH5S2lBLmklwC9VHRfYxuQ9GW+ui2S0Y9cd30xvNHRDumr9nb0g+HWIiKHg/ld99N1e//TxI7pwilPjxgDGzQMPBenvoYUpWVpIydwP4v1nW7Knzw6y9prq7izIsvQbb2l5LQXfrXk7/4fqDu5oFfV1rMR3/9Ix6X86SEqOjxYF7zEYa5c1ElBUd209esJmv790Rcfnm/z6dKSkQzZgyW9ev7HtwLnQ1gDn3zVZADZmtjA4aInt+3TK1E5RGweWw9jumMx+3G7XKSceZcvp0qTWArKv97hGhFuRQ9VLukmyHFmEJmRCZXjr6SNflrKDYXd3ucKIq4iovRz52LoFJR9dBDbCj+mvFFIjKXh4grrkDUqIlr9LKpfBMllhJ0Ch0mm0DpTTdjbLAz5pCZ5tWrEWQyfJu28+A7Xkau3ofp/PMY9mhXEepHbtBjTY0htQ68SmmMsq2HaNnRw8gVChZc93Ni0zOozDtGxtSZTL/gEsqiwth/7CCV99yD2CYIwtCwuCKKw/WHAfCJPtYVrGPFRyt49fCrXF03Ao0bHg3fJqUXz3sStbzdmdnW3Izo82GIjMIQGcWlDz7KWTfcwojpszj3rntZcde9RKekMeeya0hqS3UM0U5MWzprbQfDIk91DS3fbcS4YEG/0nJriwvxut0MGzGyxzEdo3Fuh53GtjY6fqpOSCnkKeMm4rC24nY46A+lRw4jCDKSRmf3Oi5rxmwcrS19tpc6lRTu3U3Rgb00VpYz6+Iru13om7h0Bdc98Tzh8cFlPVpjsNnTjjUfUHRASs30Oxbv+2JdkEkYQPmxHDTGMBJ6+d2EGDxqlRynw0nOd1/z5m9uoyovl0U338pF9z8USKnugq1RiohGZ6EeJv1enFV5gd3S92QkfHIbWMohe2X7sRFp0t9FW6S/rZ0WbWyNUmadubS9ZVwHNHrJpXcwPgohIRoixCnAZpFSOg0RvVvT95eyljJivCa0Sh8KUz/FrT/a6bRAQ35Xx1wITt/1E4iIDq37Y+umTbRu+AZBqcS2Z+A1CP1F0EWgUUgPQ2PYINyK9dHgNDNh4dm0NNRRfHBfYJcoijhtVravfo+U7PGkl/wTrHVw0T9BdfLOyP1Bo+/aqDp326bA5GGwQtRTX0/D66/jqa3FdPFFXfbLjUZkg4j6GBYtxHHwEF5L98YL/UGp1gRMh1LGjsdmbiZ/57bA/tamRgyRPaeryzVqlF4ZNnf/hai5pgpEkT2qE5TGWPHKROrqBmZ28kOxPW8TR07sBkDtkiGIAklGaWFhadpSRERKLCXdHuttbsZnsaCeOZ2Sa+dj3bSZik9Xs6Q0HJnJhH76dDSpqaRY1Gwo2UCJpYQR6iTKf/FL3FVVmM8cT1yziLu0lMibbiJnpIaR5T5M559Pwl/+0qMI9aOcJEWgHKPTSP9oDfEPSr06y44cJmHEKJQaDYtuvpWYlDTmXH4Ncy6/lrELFnMiPpLDO7dR89hjANS//DI3/7uG+iP7OFx3mGu+uIb7t95PrC6Wd8Lv4qxVJ2iON3Ao0c0DMx8g3RRcQtG57tgQGcWkpSuQKxQIgkDWzDlc8dDjzFgZnJkQQkJrMBIWExsQovKYaGz79+OzWNDPOqNf56jKl0RkQtaoHsf4M2D8VBfkBf//RD6CICNzqtSSp791omVHDhGbntHl/J1JnTAJuVLJiT07ex13KmmuqUSp1nD1o38ne/6ibscoOrXz8tPRdbj4wF6+//BdUsZJfcpt5mZamxr57o2Xu2QHVR4/xrCsUSFzrlOEUqWisknkq5eeITZtONc+8TwTzj6n+5+3zwffPASPp0PRJogZhSZpHACO2vbF09bGBgyY4cA7MO9eGHdx+zn8QtQflLB2qhsuaf++DYjVDqj1BnxeL25n/xZ6OhISoiFCnALsLZIQ1YadfFouSELU5FL3v3ULtEdEqw+Dz9PVqAhA6Y+anvrU3NYtW5DpdIQtX45t374uKVRDQc1jj1PzXTMamRQtG5Qo00kR54xRw9GZwjm04SsAig/t59nrLubz557E0WLhzCkxCLmfwsIHYFjvPTmHErXOgNthD0oFk3VIMx6sEK28517qnnoaRWwsxvnzT/YyA6jb3Hs7OpsOBn9UdMrylYTHJ3Dgq88C+1qbeo+IKjRqlB7ZgCKijVVSZGWrbR+3TLgFq8aD5SSbv58OyuqK2PyHxziwSjIMUvhkJGkSUMmlZ1GYWqrvtbi6XxhwFRcDcFhbz2+jv8GqFUjYX052rh3j/HkISiWqlFTSLCq2VWwjvz6X69+tw3H0KIl/+xuKay4JnOsD41H+ttRN9V2XkPCXR/oUoQBpc6S0wmFzz0YzejTy8PBAfWjSGGlylZA5kmufeJ7o5FQEQeDsn/2K4ZOncTQphtxPP8FTV0fze+8DEF7UwJWfX0llayUPz36Y5y0rUN73FOq0NEa/s4oXz36ZFRkrgq7h2NaNFOyVhIXxJFPd/5cJMiyKjka0SfefemSwsGyqqmDXxx92ac9UmZeLMSoGY2TPWUD+1Fy5QoFSo6W6ID9of3VBHlFJyUQkSAsxrY19p+e6nQ6q8o+TnD2uz7EqjZbUcRMp2r+nz7GniubqKiITk4gbnjlgYajRS203LHW1fPbck0Qnp3LunfcAYLeYKTsqZRQ0VrQ/v20WM01VFSSO7GZxO8SQoNJI2RlqvZ5LHniE8LgeAhBuB6y+CbY8BWFtWUwRqWgSpd+No07yZ/B6PFjNzRga9kH8eJh3T/B5jMNA3mG+2tqpT27xNmlOqYuG4q5C1H8fDsa4KyREQ4Q4BdgtbpRqOUrVybmngpRSVt5SjtYuwyi39a91C7RHRP0OaL0K0Q4T9OYSUJva03aHAFEUsW7Ziu6MM9DNnIHPYsGZn9/3gQPEunUrLXlW1IIkrI3xXVeA+0Qvpb3InU1kz1tI4b5dtDY1UrRvNx6nk8J9uxk9bQpxBx6H9Hlwxv8byrfQJ+q2FfqOTcgd1lYUShVLb72LxKwBpiIjNZi37dmDaeVK0j9e26+0uf6iTJJ6jLoqKvoY2Ts6k7QwEp2SysTFy6nMO0ZNUQE2czMt9fWY4npeoFFqtCg9woAiok1tKX5ZGRO4bdJtuHVyHE3dt4/5MfH9ri9Q+GRobe0T0stSLgz8O0zVhxBtqw/dJitEpdCQkwJzj4KixY5hkRRtUY8ciaGmBb3ZSUx+HYlH64i77z6MZy0gceIsWjTQrIcXLZ9iNyiZfP2vAyJU9PnY9/nHlOYc7Pb1w+bMRT9nDtEr2uut/fWhyWO6FwYyuZxz77iH6Phh5MSHU3rbbXibm0EQyG7QctPYm1h3/ifM/CiP2of+jGHuXFLf+jfhienMTgx2l7bU1/LF80+zY43U/uBka67/l4lNy6CpuhKXw47Cn06oVKIeHhx93v7he2x59w3W/e2xoAXKqvzcPlM//eZ0kcOSiEvPoKaova5RFEWqT+QRlzECY1sLoP4YjlUez8Xn9ZDST8O3+Iwsmqor+4wGWZubOLFnJwfWf87W999i47//icvRs6tzd7hdTmqLC8ndtilQw9lUXUl4L8+/3vBHRLevfg+v2815d9+H1mBEpdVhNTdR1nafNnZofePvnzqsl0h1iJPD73eQPGZcj62LsDbAv8+HI2tg0Z/g9v3S35OvQ6HTIxNEnHUlIIpS/2NRxOiplfqcd/bIkMkgvEMttj8i6jDDlqelHukpMyD9TCjcCJ1Klvwp8v7outvh6Lc5mKLvISFChBgothYXWuPQTObrbHU4vA7kVjcGlWvgEdHK/SBTQlQ3fSX9YzwdvkCrDkLC+IA75lDgKi7GXVFB1M9uDphU2HbvQTNyaOtLPHV1eM0tqEdIP3tj0iBs5duEKNY6xp21mN2frObIxg00lBWjVCnJnHYGc8VPwauRenj2xzhqCNG0Tbwc1la0RklUOFpbMURGkT1v4aDO6Th4ENHpxHj2IhQRQxsJVyVKQtRdfnJCVG8KR6XVYoyKIXveIrZ+8BYHvvqM2PThiKKPETNm9XisWqsbcES0obIcu8rLmARpMio3aRGrBzZp/CEoOrKfzk+exTHzEL1eBLkco0paue5OiIpuN01vv4MsIoKvXAdYMWIFs1dE4HnyRQSNBsOcOQCYVpxL/fPPszI/giqvZIYRtkRyQY0zxPPiLCUuwcutE3/F7MTZmNSSSZrP6+XLF/7Gsa0bAUifOIVZl1xFfGZW4BrkJhMp/3w16Lr89aEJWT0/L5QaDbOvvZm1jz9EUUkh6rkzabSYWeLSkjb2l1Tecy8tX35J+BWXE//73yMoup/+HFz/OaIoiSFBJpN684UYFLHpGSCK1BUXoW1r3aTOyOiy0OUXOQV7dlBbXEjc8Examxqx1NUyedl5vb6GTCZHYwwjOjUdmUxGSYcFDnNtDfYWCwmZWYEFhf5MjsuOHkKQyUgc1b+IX3RyKogijRXlxA3vvn/z3s/Wsvmd1wOZLIIgQxR9hMcPY+Lic3o9v83cTM7GDRzd/C0NFWXQVocXnZLG1Y/+DUttLaNmzevXtXZGEqKtNNdUEZs+nIgE6XmtM5mwmc3UtEWY7RYz9hYLSo2WfZ9/jEKpIi4j1LblVGH3SOIzZXQPC8sNBfDOxWCugEveaK/3nCP1MBcAtUaN01wNJ76hVZSipQaFUxKT3RGZLpVxgSRENz0O3z8v9aDPWCj5YNQcloRv6XZImxM41J/C7nfp3fTO6xTs2cHPX3ijzyh9SIiGCHEKsLe40A1hWq7MCz6bC4POJbUZ6Q+KduMNYkZKjrCdUXYwNALwuqE6B6b/7OQuuhPWLVsB0M+ZgzIxEXlEBI7cY4M6l8/lwlNTgyo5OWi76HJJURBApY0Am4gxre/Uqi7o29LArA1EZCaSnD2ew99+hcvSwEhtOUsUNVB7BC5/t/+/iyHEHwHoWCfqsLYGIqWDwbpzFwgCuilTTvr6OiMzmZDp9bhPMiI6+ZzzGD5lOoIgoDEYGD1nPsc2f9eWepdCTEpaj8eqdXqUHgG7u/9CsqqsAIvezeQISSRpIsJRFFbj83mRnWSf2FOJvbgKrw40NvAYFChaPWz72xN4yso4/69/Q5udjU6hw+LsKkTrX3kFR04O1j/cSovrFeYnzSclNonCJ19EP2c2srY6XVVqKrqpU5l38ATfx4mIJiPyNqEhE2QcWJxGna2Ob7KvQ9eWWeFxu/nsmcc4sXsHsy69CkTY/+U61r/8LNc+0X3bDT+B+lCVutdx6ZOmYNAbOJAKWKQV/ZjiSmTX34B9/35if/tbIm+8oceJkdfj4dC36wmLicVSV4s+IjLQ6iLEwIlNbzMsKi4gI0b6fGhGZgWN8bjd1JUUM3LWmRz/fjNVJ/KIG55JVb4UdeuPGc65t/8OU1w8hzZ8gd3cjCiKCIIQ6B+aOHIMSrUGjcHYY6/RjpQeOUR8xogeXbg743f1rS8rISJhWLfHSYtmGSy47ueExcSiM5l46547OLr5m26FqCiKlB05zKENX5C/azs+r4fEUdnMuvhKIhOTOL59C2VHc7DU1SKKPiIShvXrWjujNRoRRR9NlcGptrqwcOpKimiuqSJl3ERKDx+goayU/V99StmRQyy99a4+78cQg8clSvPHpLhuPoMl2+H9K0CQwfWfSr3Ru0ETHo3d1YTtyz9Tk/kbAAxR0T37WfjrRKOzpPYujg8g82wpgpo4WdpnSpSy5XJWBwlR//zDb6RYmnOQ1sYGWhrqCIuO7fW9hp6wIUKcAmwW15C0bQEkV0qntGZkUA6gRrTjZCttbvdjOgvR+jzwOiFh4iCvtntat25BlZaGKikJQRBQZ2UNKjXXU1dHyVVXU3DOctxVwa01PPXtKVeKsDTlmiFSAAAgAElEQVQADINKzW0TonlfwtFPGDc2RVpZd3iI1bskETr1Rhi1fODnHgLUuq5C1NnaelK93Kzbtkn1eKahj/4IgoAyKemkhWjS6LGM7WDEMXnpCgSZjPrSYsZ0aEnQHRqtHqVHhtXTv7ZB1uYmmoqKqYl0ktUmRE1RschEgYb6qj6O/uGobq7E0ChimphFa7aJhDOnAVDSUEOFTkXBDTdg27uXMHVYl4ioPecI9S++RNiKFRyfKBk/ZUdnoxo+nIhrriHqppuCxptWXoC2upn5RTp0I0YGibvrxlzHb6b+JiBC3U4Hax9/iBO7d7Dg+ls446IrOOPiK5iweDn1ZaW9pie214f27Uwrk8k586ZfkjF1Jkt+KUUGmgURx5EjJP79b0TddGOvq/M1hfk4WizMufxalBotxl7qjkP0jSEiCm2YidriQhRtqbGd60PrSgrxeT1kzZyNzhQeEKCVebnIFQpi07uPMHYkdfxEwuPi0ZnC8Xo8gWdjwd5dhMXEBoRi2oTJnNi1vdcUWpfdRk1B/oD6MIfHxyNXKtm26m2ev+Fytr7/7yBXb3/EMXPaGQzLGoUhIhKZTM6YM8+iKv94UNqrzWJmz7o1vH7XL/jPn++n+NA+Ji4+h+ufeoHL//QYZ1x8BSPPmEt0ciqOFgsNbbWbJ5OaC9IzT9+hJ6XOFE5jhVRfOGqWFEFb/8qz5O3Yyryrbxx09k2I/rHomutYEFdAtLxTz+fDH8K/zwNdFNy8oUcRCtLvNq9Bz4tbjXz7xssIiBiHZfQ4nqk3wrInICIdHG3dE1Y80y5CQRKxWUvh6MeSSVIbWn+NqLVVqiFu+0zXtJmV9UYoIhoixCnA3uIiPmNoJvUF5gLCXZJgNCqc/a8R7UhPoskvRP1OaVVtaU0JEwb+Gj3gczqx7dpN+CXtJibqESMwr1lD1YN/oOW7b5HpdMh0etTpaSQ8/DAynQ7R66XooouRabWYLlxJ2JIllN95F87jx8HtpnXTZiIuvyxwTk9du5GMDjU6U/jg0urazFw4sgaOrGGET0Ajn4HDqyT2oj+BwQHZFwz2x3HSBFJgbO2mAA5rK8aY3lcde6Jl40YpWnTPPX0PHiTKxETcZWVDes7olDR+9o9/Ya6tISY1vdexOr0RpVeG1dk/I4W8HVvBJ1Ka5CTNlAZAQmomxRzmcM73nHXWD+eU6vN5Wf/Ss8QNz2TS0mCTne17v0QmCoyeMJOF8y/F0drKPz7fHthvjY2m9KabmXJVLC2R7S0bfA4HlffcgyIqivj/+z01J15DKVMSqYlEEATif39/l+swzJ8PgoDcYkWTFZyid1FWu+uyy25jzV//ROXxYyz+xe2MW7A4sC9hRBai6Ot14t9XfWhnRs+ex+jZ8xBFkc1vvYYtQ0/Knfeim9y3oVhpjtRzNHX8JGZdfAUq3elxwv6pIggCsWnDqSkqQH3lDWgnTcIwPziF1G8uFJ8xgvjMLKpOSK63Vfm5xKZnDKjnsL7N0MxmaUauUlJ6+GBQv8UJi5aRu20Tx7dvDVrU6khF7lF8Xu+AhKhMJicyMZm64kLUOj07P1pF4d5dLP3V3dL7b6vljB8efJ9kTJnB5rf/ReXxY7jsdvZ+tpb8ndvwejwMyxrNjJWXknXGnG4jj7ow6b1W5UmZRZ3bsvSXjguY+vD2sgxdh0XJ4ZOnIVcqaaqqZOqKC5m64kJCnFpMWdOYHFMPdW2ZY6IIW56Ebx+G1Nlw2dug69kpHmDO5ddSduQQuoOvolP6iHSXoE26qecDYkdLf6rb5oG6KAjrJtKePleaH1kqIFzKTAt4V7S2BhaTQGrfNGJa7y7ZISEaIsQQ4/P6sLe60Q1RRLTQXEiqLB5wYdDK2oXSQEjp4UEQaN/ikP7krAalXuqLOUTY9uxBdDgwzGk3BVFnjcBns9G8ahWa8eNRpaTga23F8sWXCFotwx55BFdREc7cXOQmE9UPPEj1nx4Cj4dhj/2Vumefo3XTph6FaIZLZObfXhpcWp0gwLLHAQFSz0DhMJP98Rcc2JVDzNSloNGezI/jpOmcAuP/t792dCCIokjt40+gSksj8qorh+waO6NMTMS2Y0cgZW6o0BrDAnWyvWEwSJO2/eV7uGJM3+/z2LZNOCMVxCSnoZBJX5Ozpy6j4J9rOHLwhxWi2z54myObvqGmqKCLEM07vBs5IjOmSGLPczgHQRACvd1k112N6t0PufqNXF6Lb5901j//PK6CApL/+U/kJhM11hridHHIhJ7vH0VUFNrx47EfPIgqs+eoVc7GDVTkHmH5Hb8LRFb8xGdI0eaqE3k9TvwD9aED7FcoCAJxGSOwmpv7JUIByo4cJCZtOLowU2iyPUTEpmew99O1iFotae+922V/TUE+OlM4xqgYho0YReHeXdgsZmoKTjD+7GUDei2tX4g2N9NUVYnH5SRjSnvEKHF0NpGJyexY/R4ZU6Z3++woPXIImVxB4siBmb5FJ6VQV1zI2T+/DYVKzdevPMc799/NGRdfEag57lw/6ndktpqb2fToH/B5PIxbuJQJi5YS3UupAYAuvE2InshDoVZ36bXcXzR6Y+DfwUI0PPC3PjyCzGlnoDUaOfOqGwb1OiEGiFwhpcjW5UolU5/eCfvfhvGXwXnPBZde9UDK2AmkjJ0A2Xr48AZQ0X0bv874fTLix3XvFRLdll5fnxcQoiqtFkEmw2G1UnH8GDK5grCYmED7pt4ICdEQIYYAq9mJ1+0jLFqLw+oBkSGrES1sLmSWmAzUYIiIGJiJkC4aokdID7Xu8EdEm4rhzXOhfDcsfhiGsAbOumUrgkqFbtq0wDb1iPaV4fjf3492ghSBrX3qaRpefZWom27GfjgHgNR33sZntdK85iNkBj1h552H/eBBmj9aS/NHawk7ZxkytTogRNUjR+IuKuqz/1v9Sy/RtGoVcffeS9jixcE7Z9wS9N85t85g3MXVqH5gEQpda0RFUcRpbe3z/XaH89gxXIWFxP/5IQTV0Hxeu0OZOAyfzYYzNxdNT+YLpxBd22RrU+G37Knew9T4qT2Oba6ppiovl2OjW5gYuySwPd40jNYoGa4T3fffPB3k7/yeXWv/g8YYRn1ZCU6bNZCqDdBaVI4mUonBKE0iy264AeWYVFxK6f6vr6li3F//StH552MqlO4XURRp/mgtxiVLAotF1dZq4vRxfV6PYcEC7AcPou5FiDZVVaDW6Rl5RtfyAF2YifC4hEC/yO4oP5ZDfGYWSvXAezLHpg1nz6drsTY30dJQT3NNFeaaapqqKzHXVCNXKsmYOgOXzYa1uYmK48eYuPiHSbn/qRKRMAyf14O1qRFTbNfPVHVBfqDtiH+x4dDXX+BxuwbsyuqPiFrNzZTmHECp0QZa/oC0OLHkF3ew6k/38unfH+Oi+x/q4kgq1SMP/PM2YvosbBYzmdPOQK5QMOzJf/DNv15i2wdvIQgywuMSupRPKDUalBot5tpqHC0W5l55PdPPv7iHVwjGLxRrCvMJi44d9AKfPzUX6JKaCwR6j557x+8Gdf4QJ0HsaKln59sXSf1B590D8+8buJHkmAsg7mnJaCimH/eUvi27Kr6HrICAEM2HTClFWxAEtMYwbJZmLHW1xKSmEZWUQsnhA32+XEiIhggxSNxOL5+9cJDErAjydtVgqbczfUU6KWOkVc6hqBG1uW1UWauI9IxClImowweYlvubvN73+yOiO1+UCtAv/TeMOb/3YwaIddtWdFOnItO1F937hagiPh7NuPaJgnHRQhpefRVXSTGOw4eR6XSo0tMR5PKAWAUwLl1K0/sfUHXffbR++y2Jz/xdEqKCgCY7m9bNm/u8Ltv+/Xgqq6i4/Q4sZy8i7v8eQBnXfXqrQqkkKjG5232nG6VagyCTBdq3+HuKdpxQ9JeWDd+ATIZx4amt99FmZ4MgULTyQtLefw/txKGtQe4L/wLC9MJY1m15m6mX9CxEj38vfXby483cnR4ckTFmJMHOUlpamjAah9ZduC8aysv44oW/EZ85ku8SCxm9SeSrF59BpdOx9Jd30mRtQF/nRTdRqofzR0FVXh8uJcRnZlFTVIAqRfoc62qliLq7rAxvQwP6We2uwzW2GibE9J2eH37ZpYguJ7pJPUcczTXVmGLje5woJ4wYScnhAz1Gy5urKhk5e3COoLHpmfi8Hl665Zqg7frwCExxCViqKvn2Xy8BUu11eFwCo+fMH9RrhegeTTftpvy4HHYaK8rJmiktgCRkjkQml7Pvy3XS/0cMTIj6xZO1uYnCfbtJGz+pS2rvsKxRLPrZbXz14t/Z9Pa/WHDdz/C43ez7/GPGnHkWtUUFzLhw4BkPI2bMCnLu1hrDOPeO3zFi+iw2vPYCqeO7v0f0pnBqi6Req4aI3lMtOx8H4LLbCRtkWQb0kprblvobnZza5ZgQp4mYUXD4P2BrgAtehImDzFqSyWD5k/D9c/0Uov6IaA9CVB8DGpMUEe2AMSoGS10tlroaYtIyiEvP4Ojmb2ltauz1sx0SoiFCDJKtq/KoON5MxXGpqHvYiHB2rC3k8HdSkbYu7OTbtxSZi6Rz2eUIKg+Cv2Fxf+krsikIoAkHlQGueE9q2zKEuKuqcOafwHThRUHb5QYDuqlT0Z0xMyh9VjlMqkdwV1Ziz8lBk50d6D/YEf306YzcvYum9z+g9oknqH3iSXytLcijopBHhOOzdN8jsSOe6hr0c+einzGduueex7piBcPXretRjP5YEAQh0IQc2lN0B+Oa27JhA9rJk1BE9n8CNBh006aR/tEaii5YiePYsdMvRNsWQdJKVNT7CuCS7seJosixrRtxxKsxRsd0EWMjx88kf0cZW3d9zrKFV53qyw7gcbn4+KlHUKrVpF2znH1b72QUyeTv+h6A2ZdezbZj61F6ZWSOk0S2r0WqAdXHJ+ATvaRNmMzONavwygQcJi1hDVJduH3/foDA78Qn+qi11RKv73vRSxERQcztt/c6xlxbQ1Ryz6ZhSWPGcWzrRhoryolKCl7scdltOKythPl7UA6Q4ZOnMmPlpWj0BkzxCYTHJRAeG49SIy3A+XxeWhsa0IaFDSriGqJv1Lrgtg4dqS0sQBR9gRRtpUZDXMYIqvJyMUREYoyKHtBracPCEAQZJYf20drYwPAp3Ru5jJ2/iLqSIvZ9/jExqenI5HK2vPsGVfm5iKKPpFF9G2P1l5FnzGHE9J5r5HThEdQUSBN6/QCEaMdU3MHeHxAsRA1BEVGpRtQfEQ3xA5C1BI6uhSV/6bnlSn9JmSn96Q9JUyXDyvQeTC4FQYqKNgQbTppiYqkrLcJSV0vG1JlS+yYk1+yQEP2BaW1yUltiISHDNGROqiF+WFqbnBzdVsW4eYnUV7QSEadjwTWjyd9Tw6b3pDQznenkrc0LzFJ+vdzqRS+3D86oqC+u/0wqSO+j8H0wtG6V2rZ0rA/1k/r2W122yaOjEdRqXCUlOI8dI+Kaa7qM8SPT64m88QbcVVU0vv46srAwqTVMmAnR5cLncCDT9Dy59NTUoJ00kaibb0aTnU3pDTfiOJKDMq53B9YfA4aISCpyj+D1eAKCdKCuua7SUpx5ecTee+pMijqizsqSfrelQ2ta1B86plTraj3Y3LaAo2tH6kqKaCgv5eC4JpalXdSlRnLutOXkvrqK3IPbT6sQrS8roamynGW/upt367/FrRRpMroxWZXIfQL5e7ZzrGAHMmDmtKUAeGprAcgaNQ4hczjh8QmIoo+6kmJcsSYim2pw+9zY9u9HZjCgzpQmDY2ORtw+N3G6vlNz+0L0+TDX1fQoCECqYwIoO3KoixC11EnvYbATbaVaw5zLr+1xv0wmP6loUoi+8ZcSOLqJiFa3CbCOtZNJo8dSlZdLQtaoAaebymRytGFhFO3fC4LA8Ek9Zz7Mu/pG6stK2PDq88SkSW1mTuzegSCT9dqvdjB0Tv/tiL7N6Rckl+H+otLqkCuVeN1uwmIGf6/KFUpUWi1upzOoZjZueCajZs8LqrENcZqJHwe/2Hr6XzcyHW7Z1PuYqBFQ+F3QJmNMLHk7twFgiokjtu2+qi0sYPikaV1O4SfUvuUU09rk5N0/7uCLlw6z96sfrrYoxNBSVSBFQUeekcDKX09mwTVS3duIqXFc8eAMzvnlOMJj+9eDrDeKzcXIBTkeswWD3NFn6xafw0HtU0/jaWrqdVwQ8WNPiQgFaP1uI4qEhF7NTDoiCALKhARaN25CdLvRjs3uc3zcffdiOOssfBYLipho5GFSiqq3l6ioz+HA29yMMk76AldlSJPwzi1hhgp3RQXelpa+B/aTWZdeTX1ZCXvWrQlEGnqqEW3dsoWWDRu6bG/Z8A0AxkVnD9l19YYgk6FMTsJVWtrvY9xVVficzpN+7Y59/XROOYcL93Q7LnfbJpAJFMa1sjR9aZf9EWHR2KMVWApOr5h22W0AKMONrC9Zz9S4qezIbuSbKbVYdG5ydm7CXFCC0ygjMlparHLX1AAwds48pq24kDj/6nRRAZ74KGLNIi2uFuz7D6CdMCGQeVBjk47rT41oX7Q2N+J1uzHF9ryAZoqNwxgdQ+mRg132WeqlOtaQWPzvRdNN32M/1YUnMEbFBKWEJo+WopHDBpiW60dnCkcUfSSMGNmrgY9MLmfZr+5GkMupPpEXyMyJS884rV4AHa/RMIDMFEEQAsee7P2hMRjRm8KDspNUGi3Lb/8thshQC6MQ3RA9AlqqwNE+z+rYLzQsJhaVVkdEQiI1RSd6PVVIiJ5ijmytwO3yolDJsFtcP/TlhBgiqgvMKJQyopMNXVZt9SY16RMGnyrTkdKWUobph2FtbmrrIdp7RNS6dSsNr75K8/vvD8nrDxTzZ5/hrpGiGN5WK9atWzGevWhAK9vKxETcbWKlY/1oTwhyOYlPPoF+9mz0s2YhC5NWdXtLz/VHixRx0s9TER0NSiWe6up+X2d/EX0+ii+/gqKVF+Iq77mXpuj1Bur6+iJz2kyyZs5h+4fvUpknWaV3l5or+nxUPfAglb+7B09TE67yCkSvF5DSctWjR6NKShzEuxocqpTUwO+2N3wuFzVPPMGJsxbS+PobJ/+6nRrMHz28vcsY0ecjd9tmWhJVxEcnMzqye1OlsMwUdA0eGi113e4/Ffjr63Y37cfusXPnlDvxJRqpinFSFmunLjcPfbUbbVr7QpWnxv8ZlwSlMSoGjTGMmqIChGHxRJvBbG3CWVxETYKGvTV7qbfXU22V7oH+pOb2hblGOld4NyY1fgRBICV7AmVHDiN26EsHHYRoHw3RQ/x4aU/N7SpEawryic8IbmmSPHYCU1dcyOi5Cwb1ev6WXRmT+47kGSIimXqu5I48ZbnUkitxVD9cRYcQvwhXqNVdnlN94a/jPNn7Q6M3DigtOEQIYtu+H+vaW7WYYjsI0bYsltj0jD57iYaE6CnE6/FxdEslqdlRRMTrcdo8P/QlhRgiqgrMxKaFIZef2luo1FJKuioRr8eLQeHqMyJq27sPAPMn6/otaoYKZ34+lb/+Dc0fSCLYunkTostF2NkDi7j560Tl4eEok/pXEyvT6Uh57Z9EXX898jYh6rX0HIF0twlORVs9qCCToYyNxV1dM6Br7Q+u4mI8dXW4y8upeuD/ACkia9uzB7EtJctrsXBi/gIaXn653+c964ZbUKo1bP9QaonQXUTUfuAAnupqfDYbhUuXUbBoEQVLluIsKMC+f/8pNynqjCo5GVdZWeCz6a6pwVNfD0ifn4rf/Y6W776j+JJLaXztXyCTDSiC2uPratsjHF6ZSPWJriZejZXltDTUcSi8kmXpy3pcPBkzYRYyUWDzznUnfV39xWWX6jk3VH9HhimD8dHjuWr0Vdw07ibKs8ArelF5ZKRnT8Jnt1N82eU0f/ghAIq2yYEgCMSlZ1BbVIAiaRhyEVqOHwGnizWN33H9l9ezYNUCfr3x1wBDkpprrpXuJ1Nc76I2Zex4HK0t1JUWB2231NcikyuCImYh/rtQ63QgCEF9jwHsrS0011QR10mIKpRK5l1946B/5/4oYW/p4B2ZeeFlXPx/DzPr0qsYMWMWY848vc9E//UaIiIHnIqsb2vhYjrJiOioOfMYPWdwwj/E/yhxbdlqNTmBTZ0joiBlGLTU12GzmHs8VUiInkIKD9Rhs7gYOy8RtU6B0+bu85htH+ZTsL/2NFxdiIFQfLie1Y/vZd1zB9nw+lHqy1tJyDD1feBJIIoiJZYSkpFuaIOia0TUXVOD80R72oNt316Qy3EVFeHIyeFU4iorw/zpZ4H/mz/7rG27ZNbUsmED8qgotJMnD+i8ykQpQqcZO3ZQlvTtQrTnB58/WqSMb/95KhLi8ZyC1Fy/GYxxyRJsO3fhaWyk/oUXKbn6Gk4sXkz9K69S9/zzeOrqqH/l1YAw6wt9eATzr/tZoL6ouxpRy2efI6jV6M6Yic9uJ/K6ayVB/Ic/gChiPLv7pu6nCmVKMqLDgae6mobXXqNg8RJKrrse0eOhee1aLJ+so/yXt+JpaCDppRdRj8zC29Bw0q+rNRgZv2gpVz/6d5wxapxlXaOZ5jpJNDUb3CxN65qW62f29HPwCSJ5h3ad9HX1F39E9JDlKCtHrEQQBG4edzN3TL6D9JTR5Aw3IyIya8YyLJ9/gf3gQez79iEzmYLqpGPTM6gvK0GZIN1jtrbP5qjMmby06CXum34fl428jBvH3kiU5uRT8pprqkEQMPYRsfH3EC07ciiwrfjgPupLizFGRw+uH3CIHwWCTIZaqwvqewxSNBToEhE9WZLHjCNl7IR+u73KFQpSx01EqVJz3t33B+raThf+fqADqQ8NHGsKH5KFmmkrLmTK8qF1yw/xE8eULPW0rzkS2OQXnxqDMRDdbzcsKuzxVP16uguCECkIwhZBEP7YYdvVgiA4O417QBCEE4Ig7BYEIa1/7+any+GN5YRFa0jNjmoTor1HREVR5MCGMr58Oee0R7NC9Izb5WXTu8exNNixt7ioPNGMxqAkbcLAHP0GSoOjAZvHRoxXErwGZdeIaO1jj1H+/yTXSp/djuPIUUwXSF8o9n37Tsl1tW7ZSu2TT1Jw9mIqf/MbvGYzoihi+exzQGoHIfp8WL/fjmHu3G5db3tDmShFRDXjBudcKGszXPB1qsl0V1XhLCxC9Pnw1Pgjou1CVBkXH4iUDiX2AweQmUxE3/Jz8PloWb+e5o/WoBk3DlVKKnVPP03Tv99CO3UKostF3bPP9fvcY848i9Txk6S0rk51TaLXi2X9VxjOPJPk558n4+v1xN5zD4rYWOx79qJMTkadlTXUb7dXVCnS5LDkqqupfeJJ1JmZuAoKMK/7FNeJAmQGAzF33snwTz7GOH8+isgoPI2NJ/26gkzG2T+7jbjhmehS4tE1erE7bEFjWtrSQOPiU8gIz+jxXAa9CWe0itbC8pO+rv7isknX6lPKOHf4udS/+CLmdVJEdlLsJHJGWpn9+7uIHZZK86pVgeOUscECMC49A5/Xg08r1VE7D0rCLzY5i9mJs7ly9JXcN+M+7ppy16D7EnakvrSYiPhhXVpodMYYFU1EwjBKc6Q6UWtzE6v/8iBF+/eE0nJ/Aqj1+i6puTWF0gJqR6OioWD8oqVc8sAjQ/L5PR3oTZKIHExq7MTFy1l44y9CCzUhTj+CIEVFOwhRtU6PWq8PqlmO7eBN0BN9uuYKgqAEvgByOmy7BjgPqO2wLRVYCYwEzgEeAy7r51v6yVFf3krVCTOzLsxEkAmo9UocfQhRp7V9//ZD+5k1YWCRpBBDjyiK7FhbQGuTk5W/nsywET2bHww1JRbJ3CrCo6MZMOjVoAquIXEWF+OurEQUReyHD4PHg3HhIsxrPx6YYVE/8ba0BMSnH1eJdJ3usjJkRiOuinKcubl4m5vRz+rZtr4nVMOlFWndACOpfuSmtoioub1G1LZ7NyXX3wBeL5rsbOTRUcj0euQGfWCMMiEey/r1iD7fkH6x2/bvRztxAurRo1EmJ1P392fwNjeT8Mc/Yly4EOeJE1i+/Irwiy+i8c1/0/j664Sdswz9zL6t1gVBYMVd99FcU9Xlmm279+Ctqyds+TnI9HpkbaYhhrMW0Pz+BxgXLjztkzVVejoAPpuNYU8+Sdjycyi+6GIaXn0V0eHAcOaZRP/ilsB4RVQkrsKeV1IHQ/KobMp2l3IgZwtnTF0S2F5dVYJPEDlr9LJejpYIz0zHtuM4VU3lJEQMsKXSILDbWvDIRc5MnYex3kbBs88hj4oibOlSrk04n3NqEkgZvwjH8ePYDx5EM348jkOHAmm5fvyTAp9LwCuA+lgxAMb4U9Oioba4gITM/jmQJmePJ3fbJnxeLw3l7WZQbqfjlFxbiNOHWqfv0ke0uiCPiIRhPZqs/a+gD29PzR0occMzh1zIhwjRb+Ky4dAqEEVJmAKxaRmYOngCaA1GwmLieq0T7XO2JYqiG1gBbOmw+XPgcsDbYdsC4AtRFL1IwnXgM9CfEIc3lSNXyhg9W4pgadpSc3uLdFrN7QHmtV981+O4EKePnZ8UcujbcsbOSzytIhSk+lAArV26TfURXSOw7opKRKcTX0tLIAKqmzwJeUQE3sahF6KNb7yJ12wm7T+rGL7uE0ASopbPPkNQKgm/5BK8dfW0fCt9fnX9EFOd0WZnk/7xWvRz5gzqGuVGKdrja5GEqNdioeKee1AmJhL34AO4q6uxbtqMIj44zVkRnwBuN94hiMD58ZrNuE4UoJs0CUEQiP31rxE0GpTJyRjOlPqCqTMzibntVyjj44m543aUqSnUPPZ4v7Mi1DpdwBG1I5bPP0fQ6TDMmxe0PWzZOSCTEbb8nJN/gwNElZRI8mv/ZPin6zCduxxBEDBdeCGuwkLclZVdIrTytojoQDJERFHEfuQI1X9+mNIbb8JnC458Thgv9UbLPbIzaHtddRlWjYeRUXxx+JYAACAASURBVH0Lp3GT5yAXBTbv/rTf13Uy1DfX4Jb7WJK2hKb33gdRxFtfT8s339L89LNY77gPb3Mzzav+g6BUMuwvjwDtRkV+wmPjUWl1mCuraTTJMNVJP5uIxPQhv2Z7awuWutqA+O2LlLETcNnt1BSdoLFSijYnZ49n5oWXD/m1hTi9dBcRrS7IJ2740Kbl/jeiD49EYzASkzr092CIEKeUuGxwWsDcvnC48p4HWXjTrcHD0jOo7cU5t199REVRrO24ci6KYgPQeTU9Fqhv2+8RBEEuCIK8TZgGEATh58DPAVJSfpqNcp02N3k7q8maFodGL6UkqXVKfB4Rj9uHUtV9qqJfiIr40DZGIorif016yU8Rq9nJ/q9LyZoex5mXn94URoAicxEKQYFgdaNXichNwcLJ29KCry0y6amtxbZ3H+oRmcjDw1FEhOMd4oioKIo0f/ghhnnz0I4bh8/lApkMZ2Ehls+/QD/vTDSjJSe15jWrUY/I7JIa2F80Iwffx01QqRC02kBEtPqhP+OpqSXt3XfQTpiA6ZxzqHv2OZTJwT0LlfHSpD1/3nySX3kZw+yuvU8Hiv2glGqonTgRgLClSzAuWQyi2G3UVabREHX99VT/6SEcR4722b6mJ0S3m5b16zEuWIBMG5yyq58xnazvtyEPP70LK346/1wN8+dR8/DDAF2EqCIqEtHhQLTZEPR6esNrNmP++BOa16zBmZsLMhn4fFh37MR4VrsRx4jksdi0XjwFwSu0rfV1tGq9RGv7TrmfPmUxu4TXyD+wCxb/os/xJ4vd2oJL6SNaMNK8ejXGxYux5xym4ZVXcBYVgShi3bET8yefYFyyRFrcuPtudFOCswoEmYzYtOHUFp0gLFpDTLMNjwxiYvpXT9cTLQ31NFdX0tLYQGtjAx6XM/D57q8QTR4jOWSX5hzC1tyEUq35r0qxDNEzap0BS2172UNrUyOtjQ3EZ5z+79UfGwqViltefBN5H+nrIUL86IhrK5+qzoFwSc8p1V17t8emZ5C/6/seT9MvIdpPOi9Zd/vtIYriK8ArAFOnTv1JFkIWHqjH4/Ixdl57WwS1TvpRO63uHoVoQ6MkKhrDK9Bbw6m31xOjG5o2ICEGhsvhYdenRYhekekr0k/7ZMjr8/Jl8ZdMjZ+KbW8jeqULjMHCyV3eXqPmrqrGvn8/YcuXAyAPj8DTNHSRPQB3aSmemhoMbamTMpUK5bBhmD/+GE9dHably1EmSBkAnsoqTLfc0tvp/j975x3mRnn17XtGva5W2r5e77pXbFwoLhBqKAFCNW9CIARIQkggBQLphCTkSyAkIZA38FJSSUgggAMBDAYDLhjce/f2Im3RatU10sz3x0jalbfb6z73dfmyNPM8o2e0K+385pzzO4cVncNBKthF4NXX6HrtNQruuhPLzJnqPpeLkh/9sNecjFsvqRSR1R+NjBDduBFEEUuPNjSCIGTTWPrC+alP4f3lQ3T+859Ypv9k2K8px+NEPv6YVGcnzkv7TjM9WiK0L4yjRmEcP47E3n2YJuZGSHTpHnbJjg6MgwjR+tu/QnTDBszTp1Ny/49wXHABey+4kPCHH+YIUVEQkYqt6BpyPx8xf4CwIzkkIWqx2UmU25B3tSDLMuJhrtGKR8NIehnbsnXIgQDum25EavHSdM892TG+X/8aORgk//pFABR86Yt9HqtozDg2L30TQ6EL9kbotMFk28HXu7c31vOnu+9Q07P6er0hmr9Y81wUVFRSv20zgiCQX1auidATBLPNhq9Ham5L2qioeJyWVgqqGNXQOO7ItHDxboPJ/WdY9ZWx1ZOR/OvZDBQACIKgB5QDo6EnC+1NIfQGkcIKR3abyare7RrIsKitvRMAS4WCTcpjV2vvFgMahx9FUXj+Jx+zfXkTk84sIa9weL29RoIPmz+kOdzMtROvJdTRjl0M93bMbezuSRleuRI5FMpGQHRuNyl/54iuKbJmDQDW007LbjNWVpJsaka0WrGfc05OuxXXtdeM6OsPB12ek/iu3bQ88ACWWbMo+NKXBp1jmjKFsod+CUAq2H8P0uEQ2bAB0+RJ2frMoaBzOsm74go6X3gB3yO/zvb9HApSYyO7Zp5K4933INrt2M4662CWfcRxXnop+pKS7psBafQetW5qMOdcORYjumkTni/expgXXyD/M59BX1iIde5cwh/2vhPrqCrHFFZo3LOTHcuXkUomSQUjhCxJ8s1Dc6AsmTUDW0jkvx89T31X/eATDoFEJEpCL6P79xJMkydjmTOHvMs+hfvmm7HNn495+nSkujqMY8ZgmTt3wGMVjxlHMhFH8qgiP+TQYxCHHo358MV/8Nb/dRtqdbY0g6Jw4Re/xhd+8wR3/vkFvvLUc9n9mb6OQ6Fi+gwad26nra4Gd9nhr73VODKYrDbiPVxzvfv3IAgixVVDi5ZraGgcg5gckF+V08KlL0onTObSu77d7/6RFKJLgYsFQdChmhUtH2T8CYu/OYKrxIogdt/NzUZEB2jh0tkRIiHGGDNGvRjbOwL98zSGT7gzTrAjxtxPVXHujX03tT/cvL7/dVwmF+dVnEeoow27Lt7LMTfRIyLatWQJAJbZcwDQ5btGtNYRVCGqc7sxjuu+eDBWVQFgP/98RIsFnceDaLVimz8P4wGpr0cS0eEktnWraorz0C8R9IMnfwiCQN4VV2AcO3ZERLySTBLbtBnrqbOGPbfkB9/HtWgR7U89Rf0dd5AK9t8TtSexXerNK7mrC8cFFyAeJ3faC778Zca9+UavdOVMRDS6eUvO7/uBxPfsAVnG3CPyDGCbP4/E3n3Edu7M2V45WR334i/v5/XHH6GtrgYUUBymIYuys869CllQWP/EX3jwyTsGn3AIJGMxzJKMvLca9+duyEYKi79zH6OffQbLbPV3zLVo0aBRxLzi9PdIul1ELK93KlUGRVHY9v47xNN1tuFOPx+98i+2f/AuSUn9WxYJqJ+VqpmzcZeNwmi2YHXm8eU//JmbH/nDsM6zasZskok4IX8H+aXlg0/QOC4w2WwkolHkVIpwp5+mXdvxVIzGYO7/d09DQ+M4oHh6jnNuX5jtdqYs+ES/+0dMiCqK0gL8EdgF/BS4d6SOfbzhbwmTX5IbAckI0Vi4/4hoKBAjagwydrR6Ad/Y1LvXncbhp6NJTSEaNSkfUTw6qWG1wVomuycjyBANhdI9RHOFqNTQqLqh2u0km5vRFxVlW5/o3W61rcowommDEV6zBuvcuTkXuhkhmjG+EQSB8kcfpeT++0fsdQ+GTC9Ry8yZwxbEOnf+iIj4+J49yJEIllmnDnuuYDRS+pMHKLn/R4RXrqJm0fWkOgcXx1LabTTvmqtz3GePdQSdLqffZYZMRNT785/T9J3voCQSJFt7fy/GduwAyNYoZ3BcdDE6l4ua6/+H2O7uDJNTp59FSlBIBtXP+u71q9XXy8918Gx78v9ofuABUoEAoRUrc/ZNKJtK3RwjCFC4I0FKPnwJQKlYnBK/jOh0ZtPve+K86CJMU6dkWzcNhDkdnTe51HTcpKt/19LGXdt5839/w9ZlbwOw4c1XSUkSKUmitVZ1M84IUWtebrq33e3BM2p4n70xs+Yy/dwLASgcXTWsuRrHLhln3GB7G0/feRt1WzePeP9QDQ2No0DxNOjYB4nI4GP7YchCVFGUPymK8uMDtlUd8PxxRVHGK4oyU1GUkzKcJyVSBDti5JfkpnNmUnNjIQlF7ruWJtaVJGwIUFGumqb4vWoqy86OnSx6dRGdsZFNtdTom45m9eLUXTb0dMrhsM67jrdr3x5wTEuohVJbKeF0nWdfPUSlxkYM5eXZFg2WObOzIlHnygdZJtU1MimmiYZGkk3NOWm5oArQom/fg72Hw639rIUYKw/N/ORQyQhw21nDd97V57tHpL42unEjAJZZw4+IZsj/zGcY/dT/kaipof3ppwcdn6hvQLTZKP3Zz7I3CY5ndO7ulgaJfftpf/aP7DnnXNqfeTbHSTe+cxeizYahPDeKZhxVTuU//o4SjxNZuza7fZxnAp2u7puCGSMFc3H368mJBO3PPEPnP55n9xlnUn/bbTmfJ0EQ+O3dLzJ6wZnkhfXs8eZGXUcSJSZR4k/huu7aXuZTANY5cxj70kvo8wdPKzZZ00I0TxWiiqf/1Nl9a1VnYV/1XhLRCBvf+i+lEycD0LxHFfaRQCdGi3VE6twEQeCTX76LG37+G8addsYhH0/j2MCUFqJNe3aSTMSZcf7FnHn1SdvdT0PjxKF4GigytB783z+tC+4I09kSAYV+I6LL/raT53/2cZ9zk2GIGUN48lwoxiRxv4ysyGz0bWRHxw5WN68+7OvXgPamMBaHAYt9ZNMa17Ss4dYlt3Lzmzfzrfe+xVObn+pznJSSaI22UmorJdSh1sbZ9Qlw5LZikJqbMZSWZoWoNZ2WC6BLX5COlHNutj709Fwhqne78dx665BSX48ksS1bAHIE8lDRud0j0vomsmEDusKCXuJouNjmzcN52WV0/O05wqs/GrCViVRfj6Gi4oQxeekZJU35/YRWLAdZxvfwwzTe9fVsynJs1y5Mkyf36URsrKwEvZ5kize7TSfqiI9x0pYXRxYU/LV1JEwKLne3y3P4gw+QD7iRIzU15TzXiTomTp6NgMDGrYenGkWRZUikMCblIfWWHQxTOiJqMTr567kinef0HbFXFIW9az4EwFezn81L3yQeDnPe57+ELd9Ny95dAES6Aljzhl4HOhiCIFAybgKi2Lepn8bxR+bmR/Nu9WJ1zmVXkldUMtAUDQ2N44GMc+4g6bkDoQnREcbvVaNpvSKilu4L9UzqZy/CehRrElEUMbjAGnXRHG6mI6ZGZ9Z61/Y9T2NE6WgK4y479CbbsiLz6r5X6Yh18I1l3+CWJbewP7Cfe0+7l0vGXMLvNvyObe29P7zeiBcFhRJbCSF/RojGwZ4rRJMtLehLS9AXqc7KPVs16NxpIXpAimlo+XL2nHU20a3D+9KIrFmDLi8P04TjI52q6L770JeUYJ42/PYnunwXqc5OVQAcAtENG7GeOmtERGHhXXci2u3U3XwzTffdhxyP9zku0VCPseLENXmJrt+A46KLKPrOfQTffZfqa68ltmsXse3bMU+e3OccQRQxFBUhtTTnbB930bm8tqCFoEWNjHY4JTw9HHMDixejc7vJv+GG7LYDhSjAzFNUQ6i63QMbNhwsUjwGgF6WR8TtWG80Ier06CXQfe5qTj/9yj7HdTQ10NnSjN3tob2xnnX/fYWKaTMoGT+R0vGTaM4I0YAfa97QDJ40Tk7c5WqK9p6PVyGIYk7Dew0NjeOY/CowWDUheizR6Y2CAK6iXCEqDFJr6G8JIyb1iA41pTCv0IIj5mFf5z46oh3Y4nms8647bOs+EVEUBbmfNOiB5vibwyOSlvte/Xt8b8X3uPY/1/JO3TvcPvN23rj6DW6ceiM/PPOHOI1O/rCxt5lHc1i9YC61lxJKC0m7wwZ6U3aMHI+T6uzEUFyMacIE9EVFOT0YMyl6yQMiouEVK0i2tlJ3yy14H34YORYb0rlE1qzBMndunxGnYxHXVVcy4b1lCLrhR1X0brea1pzu0XowJFtbkerrDykttyfGigrGL32bgq99ja7/vErHn//Sa4yiKEgNjRjKTywhOvHjj6h64QX1iSxjmjAez803U/mXP5Nqa6f2M59FiUZxXXdtv8fQl5TkREQB7jj1Dt657h267KrpTps9mm3dEtmwgeDbS3Fdey3F3/su45YuBUBq7C1E7a584naRYF3vfSNBxihInxoZISoIAiabDSka4acLfkrLi+/x5v/+NlvrmaFlr5p6O/PCS1FkmZC/g9OvUJ2wS8ZNoLOlmVg4RLizc1jOuBonH/klpZhsNkId7eQVFaPTaz0zNTROCESd2sZlEOfcAQ8xgsvRAKLBBGarAZ2h/7fW5jL12rb+zVpSooQ8XhUeJSUenHEPu9v3EKvWc8P6+2nxtuOPjUyq5cnAvvWtPPvt5cSj/RtEHUiwI4YUT+EuPXQh+uLuFzGKRlqjrZxRegZ3zLwDs15NNXQYHdw87Wbeb3ifH6z4AYF4t+jJClFbKSF/OzoRzK6inGMnvepFtb64BM8ttzDujddz0mMztXUHpphKTc0gCFimT6PjmWfpfOHFQc9DamlBqq/HetrAbSFOFHT56ffuINOaFUXB+/9+AYKAbcH8EVuXaDZT+LWvoi8qIlFb02t/qq0NJRbDcIJFRHVOp9pfNB1ZNo1Xo/LWOXMo+va3kSMRHBdd1G9EFMBQUoLkbem13W1202XrGRH1oKRStPzkp+iLiyn48pcQdDoMZaUIRiNSc3OvYwCIxU70bUO7qTNcEtG0EJVldCOUAmu22YiFw2lX3KVse38pS554NGdMa10NOoOBSfPViG9h1VgqZ6pZF5m+cK01+4l0BbAdQ31pNY49BFGkZJx6o1RzQ9bQOMHIOOcOUDY0EJoQHWFiIQmzPfdu3/7O/SRSCc64YgyiKJBK5qb8RboS7PrYy77SdeTnq26fhSV56BQ9Nc31JPwKIjpc0WJ2tO84YudyvNNSHSAeTuKrHbphTyZt2nOIEdGWcAsrm1Zy8/Sb+e25v+Whsx/qlaJ58/Sbue2U23ht/2t8+pVPs6RmCYqi0BxSL3aLrcVqD1GTjOA8IC03K0SLVMfRA/pUZiInB4qpRE0N9nPOYfSzz2KoHE14xYpBzyWyRk0JP9Co6ESlv7TmodLxzDN0vf46hd/6JuZJk0ZyaQDoCjyk2nL7ako+H75f/QrgqLbNOVyIJhP6ErWmzDS+u32Qa9F1lD74ICU//MGA8zMR0QPra/WiHilfrQVvdybwmD34n3+e+I4dFH/nvuznShBFDKWlfabmApjz8zDGQJL7b891sMQj6neSTlYQHY5BRg8Nk9VGPBImHu4uE6nbsgkp0Z3y3VpbTUFFJa7iUqaf+0nOvem27HdYUVqINu/dTTTYhcWpCVGNgSkdrwpRd5kmRDU0TiiKp0O0A4K9b/YOBU2IjjDRkISlhxCt7arlqv9cxb0f3MucS6o45dxRpKRcIdreEEKRFXbmrcFjUXu7OQtUZ0Rvix8poo53xjz4or4jdCbHD017/CSl3q0TulqjAPhqhi9EDzU1d1v7NmRF5ryK8zh/9Pm4ze5eYwyiga/P/jrPX/Y8RdYi7nn/Hu5adhdb27fiNrsx682E/O19t25JpxkaSvo2fBDNZgSLJUeIKrJMoq6uu/fngoWEP/4YOZEY8Fwia9YgOhwDRpxOJPTpaHLyIIRoaPlyfI/8GsclF+O57baRXhoA+oICkm1tOdu6/vs6gcX/wTxzRq9emicKxspKMBgwjh6d3SaIIq5rrkZfUDDATDCUFKPE4wReeplEbW3OvvAEO0tO9xJwSIxO5dH620exzjsTx8UX5x6jvKxfIerI92BMirT4Gw/y7PonnEmZNYgjZkJlstmJh0NEutRjTz3rXJJSgsbt3elVbXU1FIyuQhAELrr9Liqmzcjus+a5sHsKqN2yERQFW54mRDUGpmS8FhHV0DghKU57cRxknagmREeYAyOi/97zb2RF5p26d1i8bzF6g0jyACHq96qpV50WH6U2VXDkFapCNNgWJ6nqKZxxD23R3AvQk52OpjAvP7KBHSt7p8wF0kK0tTY49OM1h7HlGbPtdg6WlrB6Z6jUXjrISJjsnszfP/V37p5zN6ubVvNe/XvZ34NQRzt2IdzbqMiXiYj2b/qgczhIhbrPPdnSghKPZ4WobeFClGiU6LqBa48ja9ZgnT37oOotj0f6S2sejERtLY1334Np4kTKHnzwsDnX6j0FJNtzI6LJlmYEq5Wq558fUguP4xHHJy8k74rLEQzD/2xmoqnN3/8+vl//Jmef21ZAc0EMp9GJ7g/PIcdilPzwh71+fvrSUqTmvoVofoH6eW1o2TfstQ2Eoiisf30xgpLCZBy5P9cmq414OEwk3Zt24ryF6AwGajZvACDc6ScS6KSocky/xygeM466LWqLopF0zdU4MRk9bSbTPnEBY+ecfrSXoqGhMZIUpft3tx5cxqYmREeYWCiRFaJSSmLx3sWcU3EOJbYSVjWtQmcQUWQFOdUtRjt9EUQjRAxdVDjUtDp7vglEBVvUhS6hHi8/UYwvokVEe1K7Tb0gPzDqqSgKXW2qEPUOMzV3JIyKvBEvBtFAvmlookAv6rl5+s28dMVLnFdxHp+s+iSKoqhCVB/rMyIq2mzo7P27+4pOB3IwlH2eqKkByArRjMtubHv/Xx7J1lYS1dW92racyHS3vhl6RDQVCtPwta8hCAKjfv84otU6+KSDRF/gIdnenpNmKrV4MRQXnzBtW/rC/dnPUvbggwc1t2fmQHjVKpRkd92426LeeDidMQRefgX3TTdiGju29zHKyki1tvXpWFxUqEZ5Wnz1B7W+/qjdspGG7VvJi/kR7CP3O2Wyqam5mWirs7CY8snTqNm0HlDTcgEKRg8gRMeOzz62ahFRjUEwmM1cfMc3cLgHzl7Q0NA4zrDkg84I4daDmq4J0RFEURSi4e7U3GX1y+iIdXDdxOuoclbREGxAb1CjSj2jogFvBNGVBAFGOVSjEVEnYnbpccQ8mCRVGLkShVpE9ADq0kK0tT436hnpSpBMyDgLzIQ64kS6Bk4/BVDkjGPuobdu8Ya9FFuHLwwqnBU8et6j3DL9FuKRMMlEolcP0db//V+CS5YMGA0F0NkdpILdIjx+gBAVHQ4QhJyo6YFE1p5c9aEAotGILi+P2K7dQxqvyDLN3/0O8f3VlP/2NxhHHV6zIJ3HA5KE3MPVN9nSgqFU68vXH/ri7vdGDgaJbtqUfe4xq+UQs7pUQeq44II+j5HpB5vYv7/XvrISVbC1t46cc66iKKx8/i/YPQUUBQIozkO/QZYhGxENqFF/W56LqpmzaW+oI9jeRkejKqg9o/qvN5518eVMmn82zsKibHsODQ0NDY2TDEEAixsi7YOP7QNNiI4gUjyFnFQw21Tzixd3v0iJrYQFZQuocFRQH6zPuun2rBP1eyPEHV0YRSNF1m53VHeRnbxYAeakegFii7pojRzcHYcTESmRonlvAFEv0NEcIdAaJRZSzUIyabnjZqvvZ3tDqN/jZOhqj5KU5BGJiLaEWyixHZowCKcjcjZ9IhsRlSMR2n73GEmfD1K962J7IjodyF3dIjNRU4NgtWb7jgqiiOjIHXMgkTVrEK1WzFOnHtK5HG/kXXsNwbfeIt6H6DiQtieeIPj2Uorv/Ta2efMO+9r0BerPr2d6ruT15ogtjVz0RYV4vnI7lf/4O+h0hD5Ynt2Xqcsf26neQOwrGgpgX7gQ9HoCryzuta+0qAqAQIeasZJIJXh9/+uEpX56Rg+BfWs/omXfHqZefinOGJDnPOhjHYjZZicpJehqa0UQRMwOB1VpR9yazevxtzRhstoGjHSabXYu+/q9fPHxZ7X2LRoaGhonM1YPRA6u04AmREeQaFAVQWa7gYZgAx82f8jVE65GJ+qocFTQGe9EEtS0rkxENCmlCHbECJhbKXeUIwrdP5L8IjuuRCHmpJqSpZdM+LsOvrfhiUbDjg5SSZkp88tQZIW//3g1f7xvBW8+uYU9H6s1lGNmqGlAHc2DXxBmjYpGoHWLN+Kl2HZoTbuDHarQcBji2RrRpK87Ndty6swB5+scTlLBXCFqrKrMidLq7HbkgSKia9ZgmT07pzXMyYDnllsQTCZafvLTPlMxMwTffZe23z1G3qevIP+mm47I2vQFqnBKpp1zlWSSpM+HvkRrEt8fgiBQ9PWvY501C8usUwkv7xai5XY10lnUlkRXUNBvixR9QQGO884jsHhxL4Mvs91OSqcQ6ewkLIW5Y+kd/ODd7/DwXdezbdOqYa9XllOs/OdfyS8to/C0U3BEQTeCQtRkVb/j/M1NWJxORFFHQUUltnw3tZs24G9uwlVSdkKnemtoaGhojBBWLSJ6TJCJxlkcBl7a8xKiIHLV+KsAsrWfgZR6xyATEQ34oqBAi6GOUfbclD5ngRmjZMWWcGF2qim9iU6lVwuCk5W963yYrHpOvUB9b0W9yLSFZTTu6WTrB40IokBRlROzzTA0IdrctxDt6/1WFIXndjxHQ7Ch1z5ZkVUhaj00YRBKC1E1NVeNdkleVYiWPfRLin/4owHnqzWiPYVoreo8mjPGSaqPiKiiKETWrCG+Z+9JlZabQe/xUPKDHxBZvZqGO+/sU4zG9+2j6dv3Yp42jZIHHjhiF+16T0aItqb/bwNZxqBFRIeEfeFZxLZvJ9mqvn8XVl7Ivy77F8Y6b7/R0AyuRYtIdXYSfPvtnO2CIJC06Ij4/dy65FbWetdyg/VSHB2w4qP/DnuNu1Ytp62+lvnX3UAkFsSSAL1r5EyoTOm2NP6mhmzUUxAEqmbMonbLRjoaG8gvLRux19PQ0NDQOIGxutUWLgeBJkRHkGhIvUtusAq8svcVzio/K5uemRGiL+3/N9AdEe30qY651cKubH1ohoxzrk7R4xml1i0aoza6EkM33zmR2P1xC288sYW1r1dTs6WN6k1tjJ1VSF6hhXGzizj/pimc/ZlJ3PyLBVz85elceMtUdHqR/FIr/iEI0fbGMHa3CaMlN/r32IbHuPDFC1lauxRZUX9ua71r+cXHv+D+Vff3EqodsQ6ScnLkUnMdVtCbgO6IqHn6dHT2gSO3mYiooigoiQRSQ0O2PjQ7xm7PEasZuv77OrU3qhE+24IFh3Qexyuua66m5CcPEP5geVaMptJ1mamuLhru+CqC2cyoxx9DNJuP2Lp06VYlqXRqbrJFdWjWakSHhv3sswAIrVhJbMcOOn77GJPdk4nv349x3MBC1DZ/HobycjpfeLHXPsFuQgqG2du5l0fPfZRTQmqkNdQ5vD/OqWSSVS88QYrgaAAAIABJREFUR+HoKibNO4uGpp0AmN2FwzrOQGSFaHNTTvpt5czZxEJBgu2tmhDV0NDQ0BgaVs9BR0RPrny7w0jL/gD7Nqh32LeFt9AabeXaiddm92eEaHV4P1Mg2/eyM926pcVQR4XjqpxjZnqJAhSUOWncHsCctNMWbSPPdPLV5Gx5rwFfXZD9m1ohrf0mzFENgS7+0vTsOJ1eZNysHrW2ZXb2rlWb2feMWkWDCeLRJK4iNfW5ozmMuzTXqCglp3hpz0v4436++d43qXRWcv2k6/mo+SMAPm75mCW1S7hw9IVIsoRZb8YbUdOCDzUi2tXqw2wUMDi7j5Nt21JU1N+0LKLDDskkSjSK1NICsozpACEqOp1Ijb17Hyaqq0EQGPv6fzGN6d8580Qnf9EiAFp+dD97Fp6FHIsx5p/P43v0URKNjVT+6Y8YSgdv0TOS6PLyQK/PpuZmesrq++kpq5GLacoUdIUFhJcvJ7p+PZ0vvIBt3pnIwSCmMQMLUUEUcV17Da2P/k7tydujp6nV5SJRH+KxMx7hjPKFPLP5zwDEu4Z343Db++/Q2dLMlff+EBmF/2x4jruBsrJJwz7X/jBZ1e85RZFz6jsrTzlVNZ5QFK3fo4aGhobG0LB6IOoHWQZxeDFOTYiOEP9+qLsX49bwRgyigQVl3ZEkq0EVO0lRTd/NpOZ2eiMYHSKSLt4rNTevhxB1l6h3sC2Sg9ZoK+Nc4w7PiRyjKIpCe1OYaQvLOfPTY2mtCxIJJhg1ZfB0NXepjXgkSSSQwOYyZbd/+PI+6nd0cNPP56Mo0NkSoWKKO2fu5rbNtMfaeXDhg4iCyPM7n+ehNQ8B8Lkpn2Oddx3fXf5dHjY9jC/qw2P2YDeqF3mHWiPa1lCHx5rMpuWCGhEVrdYB27Zk0DnUmrJUMNirdUv3GDvxPiKiUksz+oKCk1qEZshftAhBpyfw8svEdu+m9gu3IAcClNz/I6xz5x7x9QiiiN7jofNf/yK2YwdySDXiMgzioqyhIggC9gULCS1bpjoQA21/eAIA0/jBv1fzrr6a1scep/OFFym6+1vZ7adOmMfanS+x6gcP86HwCEo6eyIZjAx5bclEgg///Q9Kx09i7OzTebPmTQKt6o0ivWvkWqSYbd3fHz0jolZnHsVjxuHdv5f8Ei0iqqGhoaExBCxuUGSIdappusNAE6KHgR1d25iQPwGDLrfx+jdmf4N/vP8K0CM11xtBdKni9MDUXKNFj9luIBaSsOeb0BkFLJL9pOwlGmyPIcVSeMptGC16yicNvV7KXdod8ewpRIMdMUL+OOHOOMmETCop59SHSrLEi7tfRC/qObfiXBxGB5eNvYwd7TtYVr+Mz0z+DKIg8p3l30FWZK6bdB3N4WYaQ40UW4sZmzdwdGUgFEWhvb6WyfYwOLrrOiWvb0jRUACd0wGo7SoSNbUAvWtEDzA0ypBsbtEibD1wXXM1rmuupv3pp/H96hFc112L63/+56itp+ieuwkufQepoYFEQwPGsWMR+zHZ0eiN/eyzCLzySjbVOvLxx+iLioZ0Y8FQXIz9E5+g8+WXKbzrTgSD+j1/5tX/Q+mESYQ7/UQCnUjxOCs3LkEIDF2Ibl76BqH2Ni7+yjdQUHhy05Nc0OwC2jGWj1yE0l0+ilkXX86GN1+loCL3O2HMrLm01laTX6ZFRDU0NDQ0hoBVvalLpEMVossfgX3L4ObXBp163AjRPf49/Pyjn1NoLeShsx862svJIZWSQSCbLrrDv4MLRvfuRXfrKbfSXOuHrT0jolESlWpE40AhCmqdaCwkYbIZsDqMWJMO6rrqDtu5HKu0ZxxtD6LHp92t1u+FA7mGM9GgWtPrqwkiy+oPz1PeLUS//u7XWd64nKvGX4XD6Mhun+KZwhTPlOzzP1zwh2GvaTBC/nbikTAeZ1uviOhg/UMziJmIaJcaEdXl56M7IKoiOuzIoRCKLCP0SKeQvIMbt5yMuD//eYxjx2JfuPCoOormXX45eZdfnn1+YNq5xsDY5s9X04dkGdPEicR37yb/hhsQjMYhzXdddx2hZcsIvvcezgsvBMBktTLxjNx66o8bVpNqGbx1FEAiFuWjV15g9PQZVJ5yKm/WvElHw17OXaHDcfHFvbIZDgVBEDjvC19m4WduwmA05ew7/dPXMn7umVlnXQ0NDQ0NjQHJCtF2kEbBqsfUVN2MMB2A48KsKCJF+NLbX2Kddx1LapbQEett/hDpSqiC8CgQ9sdBgdkXVbLw9goC8QBTPX33XTQaVe2flFLEQhKxsETA0kqBpQCL3tJrfKZO1GwzYHWacMkearpqDtu5HKu0N6oXc56D6PFpdaoXl5Gu3JYLmefe2i68NV2IegFPWugGE0FWNq3khik38MD8Bw5l6QdFe716s6HAGAJ7DyHq9Q49IupQz0UOdqVbt1T1McYJioIc7jZzUhSFZHMzes38pheCwYDjvPOGLFiOFJoIHR46lwvLzJkgipT86IdY551J/vWLhjzffvZZ6FwuQkvfQUml+nUyt7pcGJMiXeHOQY+54Y1XiQQ6WXD9TciKzJObnuTWj2yIKZmib31zyGsbDkazJecGFIDBZKZ47PjD8noaGhoaGicg1nSWYrQDti9WRShAy+ZBpx4XQvSP2/5IW7SN753xPWRFZnnD8pz9IX+cv/xgJeuXVh+V9QU7YgCMmpxPW74qIPoTovq0EE1JctYxt6/WLRkyzrlmuwGL3YA95aI6cHTO82jSVh/C4Tb3crQdCgaTDr1BJNpDiMqykm2346vpwlfTRWGFA51B/Uhs9G1EVmTOqTjnqFzkt9WrqbQeUyQbEVUUhaTPh6F4aEJUdOZGRPsSomJWrHan58qhEHIkorUD0Tih8XzpixTc/mWsc+dS+cc/9soWGAhBr8c670zCq1ZRd9ttNN17X5/j8jzqZ7WxZf+Ax4uFQ6x59d+MnX0aZRMns7R2KfE9ezhtXRD3DZ/NMUXS0NDQ0NA4pugZEd32MtjS16nNJ4AQ9Ya9/Gnrn7jS9Dk+YbiYIksR79W/lzPmrf+sJZVQWLNjy1FZY0aIOtxmdvl3IQoiE/In9DnWZFTriZIJOeuYWyPuzrrqHsj0s8u54AtTMVn0WBxGTAkbtV212TYiJzqKovD2H7exb72PsokHZ9YhCAIWp5FIsFuIxkISiqI67HpruvDVdlFU1d0wfr1vPXpBz4yCGYd8DgdDe0MdVpsVq17KCtFUZyeKJA0jIqqmEyd9XpI+X/8RUcipE5WamwGtHYjGiY3j3HMpvOuug55vmzePZGsrkQ9XE3r3XZRkstcYj0f9DDX5agc81tpXXyYeDrPg+huRFZknNj/BF5eb0NnseG6//aDXqKGhoaGhcdjpKUT9NVBxOjjLj++IaEpW25v8fuPvISlQ8dEZvPX0Ns4ddR4rGldk03M7/F00fKSmbUbbe18IHAmC7aoQteebaAm34DF7MOlMfY7NpObG4gn83giCKFCT2t1nfSiAzWVi0hnqxYzFYUSMGYgn4zSHmw/DmRx71G5tZ/dHXmZeUME5nz349gVWpzEnIpqpD51x7iikWIpkQqa4pxD1rmeKZ0rW7XikUBQF7/69NO/dNeA4f3MT+fnpNOS0EE16M61bhlgjmo6IRrdsBXobFUHfEdFMX0rNrEhDo39s87vrQeVwmOiW3jdCiwvVSGZbW1O/x4kEOln/+mImzTuLoqqxvFv3LqYNu5i8K0LB7bejzx+6MZuGhoaGhsYRx2gH0aAK0UA95I2CkhnHb0R0j38Pp/71VJ7c9CSv7H2Fz5q/jBSVCfnjnNl2KcR0/GPnPwD48z/+gyjraM9rQOjqW/wdbkIdMSwOA3qjDl/ER5G1/4iVKV1blkgkCHgjWD16UmKqXyHaE4vDALKAMWWhJlAzUss/ZlFkhdWv7MdZaGHeVePQG3UHfSyLw0gkKGWfZ+pDq2Z4mDxf7QNZPEYVblJKYkvbFmYVzTqE1efS3lDH+397lqfvvI2/ffcb/PP++wi2t/U7PuBtxmVPfzzTNaJJn+qWrB9qaq7JhGA0EtusfhEYx1T1GqPrkb6bQUoLUYMmRDU0+sU4qhzr6aeTf8MNAEQ++qjXmPKSKgD87S39HuejV14gmUgwf9ENam3ohj9w63t69GVl5H/uhsOydg0NDQ0NjRFDEMBZBi1bIRFShWjpDGjfA4mBneOPKdfczlgnOzp20BJW/2g/vvFxnEYno5tmEPZIGM06dr3u50bDA7wq/J6x5gmwzY1U5ceWr2DaYEOKJzGYjuxpBTtiONLOrN6It980WwCT0UQXMvGEhN8bQXSpUdyB5mSwOFQRa5EcVAeqWVC+YJAZxzd71nppbwzxyVunodMd2j0Tq8OAr6a7sXwmImpxGDlr0QQmzC3CVaRGP3f7dyPJEqcUnnJIr5kh3Onnue/fTUqSqJxxKnMuvYL3//Ysrzz0U5KJOBd95euUTex24ZUScUL+DvJGe0B0gUH93ZLSEVHDEFNzAUSHA6lJjcb0VWcmpvuRyqFuIZrYXw16PfrCwuGfrIbGSUTlX/4MQGT9esIfrqbggDTaQk85Mgohf2+DPVC/Gza9/TrTzjkfd9ko3ql7h6IVOylvlil6+JuIpqNzc1VDQ0NDQ2NYFE6C6g/Ux3mj1AipIoN3G1Sc1u+0Yyoi+tzO57h96e3UdnXX03x57J207AkyZX4pl35lBhd8YSpmg4n52xbx4gvLMKbMXHf9ObiL1Avqt57bwvaV/adBHQ662rqFaGu0dcCIqFlvIikmicclAr4okjPduiVtVlS/bTNdrX33CbWmhahHKTrhnXNTSZmP/rOfggo74+cMXXj1h8VpJBqSUNJtWjIRUYvDiNGsZ/RUT3bs1jY1lfWUgpERoqteeI6UlODzv3qcq7/zY2Zf+mmmn3shvpp9hPwdvPizH1K3tTt9ocunCk6XLgiu7hsU2YjoMASiefLk7GPR0tuV+cCIqKIoBN99F9uZZ2b7I2poaAyMZeYMYjt39nLP1en0SGaIdgX6nNe0ewcpSWLG+RejKArPrP0Dn1suYJo+DeenLj0SS9fQ0NDQ0Dh0CiZCUi1VJK9CjYgCtGwacNoxJUQzJjxrWtaQb8rng+s/YHLrGQBMnleKs8DCpDNKuOiWU/BEypjdeCH5k/SMGlNIWbl6cV7zsZ9lf915xNacTKToaouSX2ojlowRiAcGTs3VmUiJEkFfnFRSJmBuxawzU2ApAOBfP/keT33tlj7nWpyqMBitH3tcOefKskI8Orz63e0rmuhqi3HmleMQxEN3rbU6jSiyQiyspudGgxKiTsBk7R0939q+lXxTPmW2skN+3U5vC1vefYsZF1yCu6w7/fqcz3+Rz/7sEb7wmydwFhbx8i9+zP4Na9Jz1Ppfl9KqfpjTJL0+dG73sFqHlP3qYQwVFTguubjP/WLa0Cjl96MoCvHde5Dq6nCkeyNqaGgMjmnMGORAgFRH78inbNGTDPadmtRaW40giBSMruS9+vcYt2QHrkCK4nvv7dVWRUNDQ0ND45ilsIePS94o9frV7Bq0TvSY+kvXGGoEYFv7NkpsJbiMLnauaqZiijsbcQSonO5hziWVCCKcd+VMAMZVdKcd6o1H7rT8LREUBdxlNlojrQADClGjzkhKkOhqjgPgNdYzyjEKQRBIJrrNdPoys7HlqWlapVQcVzWiW95r4K/fXzVkMZqIJVnzeg1lE1yMnjpwI9yhkklrzkRCI8EEFoexz9YsW9u2Mq1g2oi0bVn76r8RRZEzrrwuZ7vBaKJ0wiTs+W4W3f//cI+qYPHDD7J79Qo60zWaeYm6XCHq86EvHppRUQZ9fj7j3nyD8kce6XO/aDQi2my0/f737Jozl7pbbgFBwHH+ecM8Uw2Nkxfj2LEAJKp73yAU7GYIJ3ptB2itrcFVWobeaOLPKx/j6tUKtnPPwXb66Yd1vRoaGhoaGiNKwUT1f9Ggtm8RBDUqOohz7rElRIOqEE0pKUpsJTTs9hPsiDElbSbTkzOuGMvNv1hIyZg8ACqLyonrogAYHEeu72NHk5pam1dioi6o9hAdMDVXZyYpSsQDavuVWnFPNi030tXd9Hzjm6/1nms3YLToyY8X44v6CEvhETuPw0EsLBENJWje00k8kqRmc//mPD3Z/G4D0a4E864aN2I9PK3OtBANJmipDuCr6VLNnw4gIkXYH9jP9ILph/yaXW0+tr63lGmfuAC729PvOKszj0U/+jkl4ybw2m8fYuuytzCazVhSnTmpuZLPi75o+HWbgk43YHSl4qmnKLr3XvKvuxbrnDkUfOV29AUFw34dDY2TFeOYMQDE+xCiRqcNfSTV57zWumoKR1fxQcMHzHhtJyZJoPieew7rWjU0NDQ0NEacjBDNK4fMNWfJDPBuh5TU77RjxqwoIkVoj7Vnn5faStmxshmTVc+YmQUkJYnOliZsrnwsDieCIGTFBYBBZ0A6p4bOjy24w8OLGh0K7U1hRJ3AvZu+wbq2dQAUW/t/faPOSEpUI4NGs4798d3MclwDQKRTFaKiCM17d/eaKwgCriILoZATHFATqGFawbSRPqUR4/U/bCYlycQi6vnuXefLtqLpj1hIYsNbtYyZWUDJ2LwRW0vmd+XNJ7eSiCbR6UVOu6yq17gdHTuQFZnpnsGF6N41qymfPBWLw9lrn6IovPPsEwiiyBlXLRr0WCarjWu+/xMWP/xT6rZuprC8FEFATW9Ik/S1Ypl26AL5QKyzZ2GdPXIOwRoaJxuG0lIEk0k1+joAa14+StxLKB7EbnJkt8cjEQLeFqafcwF/Wfpb7tigkHfdtZjGjTuSS9fQ0NDQ0Dh0rG6wFeZk8lE6E1JxaOutaTIcM0K0KZRrMFTor2T/xlamLigjEQ3x/P334W9qoGB0FTc99FifkbL7rvsqP679A2L1kTutjuYw+SXWrAgFKLT2H7Uy6UwkRfXOgK3QSDQVzbZuibSptYGV+SmqW5qQYjEMZnPO/LwiK117IlAK1V3Vx6wQ9dV20by326BDb9JRt72dRCyJ0dz/z2fdklqkeIozPj12RNdjd5vJK7Rgd5uYeHoJ42YXYbL0UR+aNioa7H311exn8a9+xqkXXcb5t/RuON+ydzf7133M2Z+7BWfh0MyWjGYLV933Y9568nd4TFFoAvLUlHNFkki1t6MfhmOuhobGkUHQ6TBWVpKoriZeXU3glcVEPvoI+/nn4XS5iSkCDW21TC7vvpHUVq+a8vlsEU7/0y4wGSm+866jdQoaGhoaGhqHxln3gL2HBipVyycHqhM9ZlJzG0INAFQ5q8iPlBJ/pRiby8S0s4tZ/PDP6Gr1MvXs82irq6G1tn+jHp1JQJcyIMtKv2NGko7GMO4yOxZ9tyOpw+Dod7xJr5oVAejz1XStTOuWSGs9AJWWVlAU2hpqe813FVmIBVIYFOMRNyza6NtIe7R98IHAlmUNOSZDE+cWIScVAr5ov3NC/hhbljUw6cwSPGX2Q15vTwxGHZ/76Tyu/OZspi4o61OEgipES22lWfOo/tjy7hIAdq36gFSyd8pB5mc38Yz5w1qn3mjk0jvv4YyZ6ah6OjU32dYGijLkHqIaGhpHFuOYMYSWL2f/JZfS/tRTyOEwrY/8msI6PwDN3pqc8QGfWgu+euPLnLFbofC2L2op8RoaGhoaxy9n3g7Tr+l+7hkPBuuAdaLHjBBtDDXiChpYWF9BQagUOdXGJV+axqp/PUHT7h1c+rW7Oeem2xB1OnaufL/f4+jN6ilJ8b5rckaSRDRJsCOGq9RCLBnDKBq5fOzlA9Y1qq65aqpqwpHbuiWciYga1FrZvgS3q9gKCkwQpx5Rw6JoMsqNb9zIXcsGv2MfDSbYs9bHtIVl2ZTYqhnqBVbIH+t33sevVaOgcNplY0Zm0QfB1ratg9aHtjfUsWP5ezgLi4kGu6jeuL7XmIDXiyCKODwH2YszUAc6E1jV9y2Z7iGqRUQ1NI5NHJ+8EPP0aRR9+9uMf28ZY/6zGJ3Hg9Orllz42hpyxoc7VYE69639SG4HhV/o2y1dQ0NDQ0PjuETUQfE0aO6/hcsxI0R3+3dz3pYK9CvrGNdhJ9H1V/75wO3s/nA5Z3/uFibOPR2LzU7VzNnsXPkBiiznzG9vrEdKxDGa1EiXFBteu5CDoaNZNQsyFigoKNx72r38/KyfDzhHTc1VHRS7rKp5T7mjHICovw2DkMJjimA0mWitrek1P6/ICsAYJlPddeQiopmU1bquukHHbl/ZRCopc8o5o6iaWYDdbaKoSq2jDPnjfc7xt4TZuaqZU84ehdPTu9/lkaAz1klDqIFpnr7Tctsb6nnt0Yf40z1fRZZlLvvGvViceX3eGAn4WnAWFiHqdAe5mPp0Q+D0jZV0D1HDMF1zNTQ0jgx5n/oUY/75Tzy33oKhqAhBEDBPm4q1Vo18+tu8OeMjgU4QBSY3yhTeeSei1Xo0lq2hoaGhoXH4KJkBLVv63X1M1Iiu867jlb2vcGtoJhIdjPebCAGxYBczL7yUuZdegfL0+cTDTsZP+jz716+hcdd2Rk1RI1e7P1rJa7/5JfOv+2w25TIelbDnmwd41UOno0kVoimX2iMum84pRWHD3yDQAOFWiLSDJR/mfRWTa1Q2Iuo11FNkLcKkU9uyhAN+rPoEggAFhXl9R0SLVJFWLFWwtOtlZEVGFA7//YSNvo0AjMkbOFopp2S2vt/IqMn5uMtsLLx2AonLxmB1GBF1Qr9CdNsHTYh6kTmXVI7YmlNyivZY+4AuxjlraN8GkBMRjUfCNO/Zxc5VH7Dt/XcwGE2cfsU1zLnsKqzOPMafdiY7V35AMpFA36O/Z8DbQl7RwMZMA+Kvgfyq7NOkVxWiWkRUQ+P4wTxtGuKqVTCtii5/rmt4uNOPqCRJGkSKP31NP0fQ0NDQ0NA4jimdAWuf6Xf3UReiXYkuvrv8u5Tby5FTatpmyL8PQbBw43e/R8EpM0mteIbG5+qJ+EyYKn+PvsjNzpUfMGrKdGq3bOT13z2Mosi0bFuDefZpxIFgOIKH/ms1R4L2phB6g0jYoqZYeSzpFh3LHoRVj6m9dOxFqpPU3ndAZ8B0yS+zZkV1wt5sWi5AJBjEqlf3FeYb2LmvBkVRclJ9TVYDJqseS6KAuD5Oc7iZcnv5YT1PgPW+3umnfVG9qY2QP85Z16s2zgaTjurIPt7a9BZO12xCnX2n5ob8MZwec7bf50iweN9iHlz9IG9e8+aABlIZMlHfqZ6pAEjxGM99/278TQ2IOj1zPnUlp3/6WqzObjffCafPZ8s7S6jbuomxs0/Lbu/0tTDhtHkHv3h/DZTPyT5N+nxgMKDLzz/4Y2poaBxRLNOno0+mkEWFcGdHzr6O9hasUYng7PFaNFRDQ0ND48SkZAaY84CuPncf9dTcB1c/iC/i48HZ95NSIumtKQyyFfmNt0js2UnN3b8m2m7CWiaSqm1h3Klz2PXhcvZvWMPiXz1Ifp6JKlsHrbX7MVtUIdMVCh32tXc0hXGX2bJtZwosBRDrgnV/hmlXww9b4Vvb4fYVUHIKdNZj1BnpMrVDQYy6aE3WqAggEophNevA6qHQHCceCRNsa6WrzcfbTz2OFFNFnMNjxhRRzXyOhGGRrMhsalXzuwPxwIBjNy9rwOExZ2tCAf658588uflJYuYg4X4iopGuRE47npFge/t2EnKCFY0rhjR+a/tWqpxVOIzqDYwV//gL/qYGLvnqt/ji489wzo235ohQgNHTZ2C0WFn1wnO0pFvuJKIRol0B8ooPMiIa9UOsE9zd0eekz4u+sGDAfqAaGhrHFuZp0xAAvV4g3pH73RlobsAWT+G56NKjszgNDQ0NDY3DTdksuK+3+WqGoxoRDcQDvF79Ol879Wu49uQKR1PKQOeLL9L5z78jKCkqH/4uyfq9RH7zEjNKnOzbmODlXzxAnsfDNYXvsK09j5pWN/miSAAIRSJ9v+gI0tEUZvQ0N9VpIeqxeGD93yDeBfPvhJ6mRa4K8G5HL+rZVLGUqZML8e30ZVu3AERiEqUeI7jHURhU07h8tdU0797B5qVv4iwo4oyrFuFwm+nwJqFA7SW6sHzhYT3P7e3bCSaC2EQ7gVj/QrTTF6FpTyfzrhqH2MMxd3Ob6pa1V9qBuaNvN9xIV4KiyuFHsBVFYUntEhaWLcRuzD12TVcNAMsbl3PVhKsGPc7Wtq2cWXomALKcYut7bzP1rHOZevZ5/c7T6Q1c8MWv8u4fn+S573+L0dNnMm6ueoxBU3P9tbDmaTjjdrUBcIaO9M2FHqm5ks+HoUirD9XQOJ7QFxcjOp04BJFAR4JEKoFRp95wk4JhjFKS8k9cfJRXqaGhoaFxsqEoCilZQUopSLKMlJRJygqJpIyU6n6clBWklJz+p5Ds+ViWSaYUknL6X0rOHjMly+n/1X39cVSFaEu4hauKruK2U25jxUOPASDoilBSPmyCETkUwpQvU/GZsRgu/QJS9R74zUs4trzNp++5nzX/+TcXeDZhDwgUlRRCK+jCIcBJONy/O+tIEA0liHQlcJfZWRttx25It3Bp2w2mPCifnTshrwJ2vwWKglFvZH9wP0BWiMpyimhcIVmToFWyUFCxB5hAW211VtDuWr1CFaIeMw07/TgmOo5IRPSDhg8Q0fHZTT9gbcHbvdKFM+xdp9YxTjhNFUy7OnYRiAfY49/DuLxx+PWthH3xPudHggksBxER3dq2lW+//23unHUnX5rxpZx9GVfh1U2rScpJ9GL/v+7eiJe2aFu2PrS1toZENErVqXP6nZNhyoJPMHbWaWxe+gbr/vsKdVvV6LFroIhoIgz/+Az4tqkR9EsfghnXqz9rv7pu8ntERL0+TOPHD7oWDQ2NYwdBEDCOHo07ESOg6Nnr3cnUshnIqRSpZAoRGXvZ6KO9TA0NDY2TFjktlFKyQkr6ufT4AAAgAElEQVRRSKUFVqrHdvV/mZRMzr5kWpglUqogk1Iykpwr1qTMPllGSqrH7t6uCj1Z6X4dWVZIKaRfTyElpx8rmbXKyDKklB7je6xfTv+fTHUfN3tumfNJKSRS8uBvzgigEwV0Yv/dRI6qEE0qST4/7fPICYm6HVsBAaOhgnjKR0FZAaPP+wSWxucRr35OXWzVeESLgdjWTVSNdlN12RRY/Dhc9hsK962FLXUo/k6gjEjk8ArRjFGRp8xGW1tbd31ouDW3mWuGvApIRiHchklnYl/nPqC7h2iovR0FAZ03QtuOFgoWteAqWkBrbXXWBKe1Zj+ttdU43GakeIoJ1knZqN/h5IOGDzjdsgBdyILLUkw0GcVq6F3TtHedj5Kxeer6ZImvL/s6TaEmFBQuqLyAlTu3IychFpJyakGlRAopljqo1Nxl9csAWN28mlun34pOVF1qI1IEb8TLZPdkdnbsZGvbVk4tOrXf42xuVaO2GSHauFM1Liqf3LeD7oGYrFZOu+IaZl18OduXv4t3/14KRg9gvLT81+DbDpf9FjY9Dy9/GXa8qj73ZyKi3fOTXi+2BQuGtBYNDY1jB+PoCjzbN1GdZ2HnzrVMLZtBpCsACEg2ccB2XxoaGhrHKoqiZAVVJoKWPEDE9XzeHR3LjawlUgpSOgonyT0ep/clex2/R+RNzo28ZURfUu4+bub1Ej0eS8m0eEwLsyOJIIBBJ2IQBfQ6Eb0oIIqC+r+girbMNl36ua7HGJ0gIIpgEEV0oohO6BZ7uvQxes7X67qPq8tuEzHqBAw6Eb1OxJB+rD4XMKb/N+jEnMeZcXpRfZxZv14noBcPeKzLrFX9Gyc82Pf7cVSFqE4R0a+o5clXf0dcTiEaxlEmStQaxlEWXYPNtwpOuQxGzQXUu8vmqdOI1ayFxV9T7YBHz4fZN2MLt2HT7yG4dx8wlVi071rEkSIjRN1lNtrq2/CY00I01Aq2PoSoK10LGlDrRFvCqqV/xqzI31gDgC2utnYJNZsoGO2mta4Gu9uDwWxBikXxNzfi8KhGQFXiRJYH3j5MZ6jSFm1jW/s2vmr9HinAknASiAd6CdGO5jDtDSEWXjcBgDeq36Ax1Jjdf/7o81li/BCALe83cso55VjsqvCMdqnnPFQhqigKjaFGGkONvFv3LgAbfBu46j9X4TA4+OmCn5KQ1WNeOf5KfvHxL9jUuqmXEN3VsYu3at+iylnFptZNWPSWrFFR487tOAoKcRYMrw+o3mhkxvkXw/kDDJKisPZZmHQpzP0CzL4JPvw9vPsz+N8z1LYttkIwqanKqVAYORzGUKw55mpoHG8YRo8m7513IK+Chn074TwI+1XjopS771IFDQ2N4xNFUfqIpPUQZ6nc7YmkTCKVIp6Us9EqRSEnuiUrdEe60tEzNdKlbleUbsGXE4HrGZE7IE3ywLTJVDrFsufapAMjfSk5nbbZ/VpHAkMPYaMX+xY/OlEVSBkRZ9SLWIzdYqunwOrrsXqM7mPpdd2CUCeK6ERy96eFnqGHIDMcKNbSYtOQI+TEAaODJyNHVYi6QgbWLn4JUV+JwXoaU8sjONrW0Wy6gULnPTDtKrjggZw5lllzaN+4GXnPCkRXAVz+KIgigquSWflNrNhpQueoJx49PBftmbTS9qYwRosem8uEL+JjimeKOiDsg8LJvSfmpWtBA/WY9WpbGYvegtvsBsC//k0AbHHVNTdQY6Vwhp6925qQ4jFKxo6nfvsWwoFORk1RW7iUKZW0RlsJJUK96iMPJJFKkJSTfUYyB2Jty1oASsJVNBLFKjkIJAKUUgpA055O3v3rDgorHIiiwITTipEVmae3PM3E/IlcWHkhm1s3Mz5/PF5HNRRGWfNaNeveqGHMjALmXT2OaFA958Ecczf4NvC37X9jo28jvqgvu31B2QJWNq2kOlCN0+jkulevY37ZfADmFs+l3F6ejXj25OktT/Nmjfq+55vymVM8B4NoUIXuru2MnjZjWO/VgNSshMa1EOmA1p0Q7YAzb1f3iTpYcBdM+KQaGW3eCKO6HXiTPq11i4bG8YpxdCWmeALJqBDduo/G3TvoaqgHQF82vBtdGv+fvbcOk6s8//9f54z7ukt24y5EcAkaHAqUUgEKVepKSz8t/VR+nxql30KLVKCllKIpUByCBIh7stnNutvszOy4nt8fZ3QtQrD0eV1Xrsyc85xznpnd5uqb932/b8GxTCKhli/muGdZTlgknnHKsp248e8zwixboKXuF03kumcpgRXJuj77fSSWezxHvI0RnO+1uzYZqjBThZI27WJlRJwmR3Alz8kSBp2MOemy6bVy0jnLdcz02tz3KaGo0+YKtexnZb+XJQm9Nvv6MffXyOi0Utp1E1UjxzbvqxCVEmAwrWH23NksvWYVRQ8uwhm3MhBYSmG+H668b9w1lpNOwvmnP+M/+W/Yzr0Qkimiir2SZQW9bBmpJBTZSjh09lHfb9uuYV65v4GP/+/xjPT6KKywEE1E6fZ1s6ZujbrIN0ig/ER2r30EncGIyWrFZHdQNa1S/bJf/l/0xarTVW2rTv8PzNXwFlpJxhCLo6usJDDURZHeB4qCb8TJrONPprthLwG3C1uBKmQLImovZsdoB/OLpi4h/eXmX7JneA8PXfjQYX3mLQNbsGitRLvVXxVT1JaTnNu2ZwjPYBDPYJC6xUWY7Xpe6niJNk8bvzr1V5xXlwniMNl1DJ+/hZuqv8n+t/vYu76XREJhzgmqqD2YI3rn9jvZ69zLqVWnsrRkKYWmQrb0b+H6Bddz6b8v5Zzac/jKsq/wk7d/witdqlNaY69hUfEitg2MHz8zFBxiumM6Xd4uXGEXq8pWAeAbceJ3jVA2Y/ZhfVeToijwz6vVECtZp47zmXcJTDsld13JHLjxJdj8Zyicnj6cEaIirEgg+LChr1GrYWzl+QQ7XDz0P99O/7tvmTF9qksFgkNCUXJdrPG9akkxFlOFXqqvLVUGOc5Jywouye5ly6zPKseMK1PfZ4w7F8vaV0pgxpMCVHmPNJxuTBmhKqxUAZR6nRJGVoMWvTkjwLRJcadJu2gTuGmylHV+zPEs8aeR1GfrtZnyx1QJpSyRU0451XFZIu0IpvaXHRgpEHyQeZ/niMpcdfkMSi4+C4abIThCoW6Eix23QMmqCa8wHXccktmMb9N2bGsuBiCwbRvdN32LkpkGigx+OqNeoqH4Ud/tQJuHkD9KT5OLkV4/M44roX20nYSSYHredIhFIORmQ0OQ7bvvz7n25I99ilVAYrgZg74UjIbMDNHBBlzOURymMiTAdtZZjNx/P0W+7vT19qISTHY7fo8bg0WL1qDBHLIA0OppTQvRXl8v1/znGv50zp+YkZ8Jt2kfbWefcx+BaOCwXNG9bU18/K0fMxj3ggSmqBV3VnJuq6sV0AEw76QKFEXhnl33UGOr4eza3P8YUGIuYSgwRFGVlZOvnEksEqdp0wBVc1RXeCohqigKja5Gzp12LreeeGv6eOoZT176JAXGArSyltvPuJ3n2p9jMDCISWticfFinm17ln5/P2WWTICQM+hkVv4sFhUv4onmJ1hRrrqQA21q/25p/VEKBxrtVUXoml/Cys/mpimPRaPLOKVJYkMpISrcE4Hgw4auRg0jurJyJeuLGxl8exO2gBkFiZLjVr7Pu/vvJRVQkkiJuHgy4CMZBDKZ0zbR61TJZVrkjRFaE/XERbL74CZw41JlkePLOd8fF06SyHHXMi7YGNct3fsmYdVp006cTpvpiZu01FLOLpPMlFrqksJNr82UOuomcOX0yedrx4iylCjUaWRkCeGwCQQfIN5XIWpMxCgu64S9a9V+T1Ado0QUCicWAbJej2XVKvyvv4GiKPjWvUrP17+OEg4TGDZirohBJEwsfPTToLwjagBS06YBwoEYBRVWWt17AKh31IN/iHBcw96WQeacdBpnXPdZQj4vT//ul7Ru3cyqvHL+ur2SOQOw54Ss0S37/4MrYiIvLx8A21lnMnL//ejaWtEZZxMNBbFpglgcefjdLiRJUl1Rnw6NRZMTWLR7eDfOkJNtg9tyhKgr5EJBocnVNGVoTzaukIt4lxE5rqVucREYY7RtdOMezQxm97h9+PUSVR+BsnlW3up9i4aRBn584o/TwUEpik3FDAYyJbU18wvZ+0YvrdvVY1OV5g4Hh3GH3czMnznh+RJzpmxVkqSMQw0sLFoIqGNocoRoyEmhqZDPLPwMswtmM69A7Q8daG1GkmRKpmVSa98Rw43JTc6bWoROQmxYHQ+kLSo6yEqBQPBBQ1us/gck5x//yFxgVlEe66tcvDUzzurpi9/fzR2E7D6xaCwjviJZbljq3EQJk+n3kwipbIcs7bpllVSO7W9LibvcMQK5iZApIRlLJlymnjc2GfO9ct8gV8SNd99ySx5NOg12o1Z139LCTB7jsk3uwk3Us5YRh9lhIylxmBKRoq9NIBC897yvQtSiDyM9863MAXMhlC6AttcmFaIA9vPX0LtuHT1f/Rrel1/GOHcuSiRCNNSNQRODRJhkVs1RxetUhWjr9iEAKmfn8cZgC7IkM80xDQb2sX+0mEgkxnHnX4LZ7sBsdzD9uJVsfPxhmm+6HfemO7C61PulEnPjDc/giZmokvVIJhOmpUuR9BpCnW6KF9XQe6AR27pvYbZcTcDjBsBWYMQ3EqaytDJnhEu3V3VRO0c7c/buDqnXNY40HrIQ3Ta4jbLRenQWiTWfX0jDph7aNrrxuPzpNWFfnIAuwKPuf3PbP3+GTqOj1FzKRfUXjbtfibmEhpGG9PuqOfnIGomeJjd6kxaNVp50L02uJgwRmaIBDR3RHUiyhMFipbTu4KVttXY1fTY7PCkSj+CNeCk0FlJsLubjcz+ePjfY1kxBZRU6g/Gg9z4khprUv4tmHdHlseEhJL0e2Xb4c1YFAsHRJ3v+Wk7fWmxsH1uCSExBd82nUbyjjJ52HoGqaUiBDip8e3l5T5RorC0Tsa9kBZUk1BCSuKKGlWSCSkivz4SWKOkSyfFiLpGe8TY2kCSWSCRHFYwPKYnGE7yX7W7ZLpkuy9XKTmbMdrmMOhmtQZt0y9Rr06mSqbRJTSaJMiXUNFmJkhMFkaSSJnVJ0ZjqU0uJtuzX2e5gujQy29lLfiYh4gQCgWBi3lchqq1eAN98Rh154h8CW7maJtr2GhRN7HwB2C+8kNH/PIP3hRewnHgiVb//f/T/9Gf433RjrJmJtGuQRPjo/8OfEqKgzsosrLDS0tRCtbUag6wH/zDOsBm90UDZjIzoqFtyHBsee4hn//xnAGL6GJCcIertx92+D0VZjiUaQ1tUhKTVYppRTbC/ieKSfHoPgFUbxqJXGBlSVay90MhAu4f6vHr2DO8hmoiik3V0edUQjA5vR/r5iqIwElZdzGwheDC2DmylwjuDqrkFSJKEI18tBfZ7MonEiYBESOej2d2MTWcDCW5achM6jW7c/YrNxTiDzvRMT71Ry5zjy9j3Zh8a7eQ/r380/IPXul7j+D0F7HnpAfZknfvI937Mrlee54SPfIzi2okdTLvejkVnyRGiIyH1+0iP3clioLWZ2kVLp/xuDovhJjA6wHpkYUPx4WH190KUEwneRbLTHlOlipngkPHx+4lEUhBlJzuOEUfZ6Y/KmJTHeCIjplLH0+WSWQ5X9rpUKaWSEmap10rquernyN5b5jzJazPnU8fTIwXGCcncEsps4Xl4jto80ADr3cCO5LEKyPnXbGJSokqSJngtq0EeqYj+7ECSbOfLpNNklThmxNH4hMjc1MmJgkR0monPadP3maAnboKeulTiZKoUU/z7JhAIBP99vL89opIEtlL1T4qSZOJs0eRBMZIkUfHLX+B98SUcF12IpNejr63B88QT6I0LkUgg+zTphNujQTyewO8OM31ZCV5nkOMvqQegxd1C/egg/HY+FE7HH9NjcThyri2bMQtbUTGyRoNJm2AklBSi1irofJvBkJp4a/OH0uWXpiWLcf6zjVm1DnwtFoZfs2M6L0DA40ZRFGyFRsL+GJfWXMbXur7KUy1PcfnMy+lO9pV2jGaEqC/qI5ZQn9k40njIn3lXWwMnhJdTOTO3hzPozdjNUkhHxB4E4KalN3HNnGsm/c6LTcUoKAwHh9Mlsqd/Yg51S4rRGzUTXrOxbyP/t+n/ALh8tILaRUs54SMfIxGP8e/f/Iynbv8FkWCAouraSYWoJElUWCtyhKgzqJa7psfuJPGNOPG7XUevPxRUIVo064jKckEtzdWIstz3nJRYUiAjfrIFTQIUMu/HrlEmuCYV158uL0z3huXG46fOR2Jjzo2J0h8/Oy3XCUvNWUvPXMsqaYzEc8sh36vh1keKJJEWLBopE9ohZwV4SNnHk71gmpzzqXOZ16nzKWFl1+tyIv/Vkskx7zXZfWqTjwhI9bHpp7hXShxm9pIJHxHiTCAQCATHMu9zWNEELP4YWMugeOoyRo3dTt5HLk+/19eq5ZfamFreqQ2BZzBIXunhjSuZDL8rjKJAzbwC5p1cAUA0HqVztIPVnhEIxqDtdfyxRVjyc8WNLGu4/rd3odFoee2XX8G9uxUJiUprJQw8wEDIhkanwzziQlunClzTqlPhwX9TNNTGqboAA8N6NIMDxKNRIsFAOjl3iWklC4sW8qfdf1KFaLI0t9vbTTwRRyNr0mW5RaYiGl2NuENu8ox5U35eb8RLoFv9T/7lM1RhnerhbO3rxBVy4dA70IdNVJeU86vTfsVZNWdN+X+cUn2cXd6utBCVJIlpCycWWbFEjF9s/gUVlgpcXie2gI7K2fOonKP2ci44/Wy2/mctAMNdHeOuTyTiBNxurAWFVForc4TocHAYGO+IDrQ1A1Bad5SF6IwjT3GODQ+jq6w8evt5F8h208b2k6VKA7MHTadE02QCKntOWSxLdI1NZZxoNtrY0sOxs9Gy10WzetHGljJ+UGL4U6SGYOcMl87qC8seIp1yxfRaGXNWeEi6zDAlkuTc19qsmWpj+9O0WeWHmdRG0sJQFU6kB1hPlPKo/p0Rg6kh3akB3dpkkqQsZw3oliQhygQCgUAgOAb54AlRnQnmnH/4lyWTCTVJs05RwvQ0uY6aEE0FFaUEIECnt5OYEqc+EoULfgNrv4A/pqc0f7yw0ukN6t9GI1Jc5oTipWr56sA+BuPFFNdMQznwNtqVaoqiabmaGhzcs4/oiA8AuXcYNHb8bhe2Qlt6X6trVvO7bb9jNDJKn7+PYlMxQ8Eh+vx9VNmq0mW5n5j7CW7fdjtrm9dy3YLrpvy8OwZ3UOqpQ9ZDUZXq2BrMWiQNyCE9v97ya7628JtoFB1mh5nzpp035f0AlpYsxWFwcNfOu1heuvyg/8fy0aZHOeA6wG2n38bscDmPPHczRdW16fPL1lxMb1MDsUiE4a7Ocdfvfvl51t13D9f/9i4qrZVs7t+cmQMbSjqiY4VoazNIEiXT6g/6eQ4JZwv4BlBK5ua4UmmhFM8Mus4ue0yJs3hCwTIwhLt2Fs37B3OvzRJZ0YRCPKcXLDdCf2x8fkowxrLi9ycaaJ1Kf5xwMHcid7bbexH+kRJEaeE1RoxNNBtNI2dmo40tGRxbyqhNB31kyhRTzlrKqUq5aRO5bxmnbeJrUuJOn+WG6bTyhEO2x54TfWYCgUAgEAiOJQ5JiEqSVAD8G3hZUZRbJUmqBx4BHMBfFUX5WXLd/wDXAi7gSkVR2t+VXU+AvnYaAHIgCkBYHqG7ycX8U46Ok5TqD7UVZoRoi1sd8zE9Dsy/HDrexN/UgSW/YNL76IxmQOLOpTcDoAzsZTBQw6yaOuKe59IlmNrCQnR5OoLNfSipirleH1TbCbjd5FcWp/dVUaM6tFv7t5JQEpxUeRJrm9fSMdpBla0q7YiuKl/FspJlPNT4EJ+a/ylkafJwILU/dDpl9Q4SQCyWIKEomGx6FmiO496WH1IRnQnUoLeY6feEcvvCUv1XOb1jcNm0G7iv8Tbu3rqW5UWn5QR0ZJcweiMefrvz/zHdtoTY6HzW73wbgJ1+E/t29CTvDdpLv4Zv/VN4NzzLA+sPoGj1yR4whdFX1hOPxfjbX/9F+1wD/qifX764HS0Wdnj3A3D3K4OguNKCy75+G1prEV97bN9BBWJKFKZmoMXTzl5G7H2dB7hekjnxyTwGn3z2kH/fUshKgifdLp7oCPL3+zYf/vUSmRTE7OCNrNCPlKAbO9B6ItGW2/eVFak/SQ9ZdsBIRuRlnqXNKk3MDSjJ7C812DrVVyYQCAQCgUAg+PBzUCEqSZIOeJbcVIUfAD9DFadvSZL0BOAHLgNmA+cDvwA+erQ3PBkaqwVdZSW+TfugyMaIqZ2uptmT9olmh2GMnSE2Nm4+5I+y+021rLPFH0RpDxFLKLzavhtJgQLrXF484CFS/S2i8S/TEZB5fFt3bilgPEFcAaNbnW/68Bt7GLGH+eRgH+FoNfsGY1QDTw1AyxO7iScUPlqSR6JrAMkAkiyhDajX/mrtZkZKfKyU4IFXWtld6QQj3PLcE2CA13YUgBW+/e+XMQaiBAxvgx0+89cGoro5hPO3sfyXf4dIxbhQkVSvm7X8DW4IfJGH24f5+i0ZAXVaUMtKt4M5yrk8PvoEl/NV7ts8wA83vXyIP6lCzHVl/H77bfhbJVDGhxoBGEqfRJfvY/eOU3j0P79hnq+RmKTh2893o0i9OWtn+GOsURTuffhFeo3lRGU9KAo3djZhAtw71vNKZBmGGrj7rc0kQlWYyjrR2I08sXUwGaKhCp0Lnd0M2GrY3z+aI7y0ydfpUkcpwTWuu+g2zWKL47yMuMoK/TAqYT6++w1a7afysbkrc+alZc9GG1v2mP1MnceF5t8KV5y9mI9cclJ6bXZ0f/rarEAQbZY7KBAIBAKBQCAQfNA4qBBVFCUqSdJFqOJyWvLwacAXFUWJS5L0dPJ9EHg2eexZ4M6D3bvfE+InT+/LLfeLjxeIqZ6uuMKE5YOpPxUrPsENL90BRTY8+h7CngRn3PoSLjm3pDDlzh0ql/n01MVk3jLG+NU9G9LHLRWbqTHHeLS/il//bQv2qIdrgYf2uNnfsXPCe13kCzINeGZzI35tD+eG1bLXfa1uzgWeHdHQtrcfWZJY6ihjUdMQhBT0ZXFMg2rgUHR0BF9enJBOwhRVsGpUdzSiT840tS5iO0ZsVjcz8+x0J+K0xGFlTQ1xCnkt9CCzageYYVyWTGDM6uWSJRJEeLvRgITE8SvLOaHUlO7/khVIvDHEaV1raChR+0yvOH4ueWVlOf1i8tg+sKyQkFafid83fIOPnd3ChTXXptekwkN6/a38YMtGVldewqlRidZGNWDJoNPy4jfPyLmXJIFvcDbP/OgFLh54Br3ZwryzLqRqwRKe/nmI2qUr6Ni+mbtOn89XW+HacwZYVVHLo40x+gOlPP3pc9M/G59rhLs/7+cTF57McRecPvUvRcdb8NcnYBSuXWiCk7+eez6RgEeuhZiHWRd/h1nTjmx0S2i/kzagbmYN9uqp+3oFAoFAIBAIBIIPC4dUmqsoyuAYV9GiKEpqlskgag69HxhOro9JkqSRJEmjKEo8+0JJkj4LfBbAUDaDf23uyin3S/d4Zce+T3A8VT6okTLzvzSliwjsrgJiRLVqX+TZxXlEa8w5kfETDYQef1x1muKeKAMPtZG/oogbTyjlcyk3SpL42ebfUueOsuaCj3B6zcl42pvY8P/gh1cdT+WCJRPuv/3Zfl761wFuv7ieQlOEjfepPaw/ObWWkQ3wzx9fibZALe0NvjRE++bdoEg45lUT6e9FJ8t8ZJaZMz99Ev++fTvRcJwf3nAKKx64hXBiiFJzKfddeSZXPVVHoSnIHWct47Ytr9K938DtV61EkiTWPFZFaX4PP129cMKf98a+jbRurkWS4YtXzEenz020jZwwjSd+sw2p60QAPn7yAhyF43txfa4REvEY9qKxY0vOpjFwDi91P8RXVl5DubU8+3eNP774Ryw6M5+2n8ULL/+aBWecTV5pOY6SUmaUWMc9J+Go4/X8Akw2O47SMnY8+S92PPUwACddcTUd2zejGxilxFzCowce4dEDjwBqqXI2A63JoKL6g88mpeEp0OihoB6aXx4vRDvehIYn4axbYdpJB7/fJMSG1FAlbbFIzRUIBAKBQCAQHDscaVjRWD9RmuTY+AsV5R7gHoDly5crW3587kTLjpiuTbXs7muhwiAR1gU43lrGmRfPO+L7vf5QE0MaiUuumI3FYUgfjyVi9L05xJnRGNOXngFGO03dalLSjNpySgotE97PbFcTaBMhL5K3heGoA3tRCUpPH7LFgiY/P73WuHw1kuZWlLiMfsZsdBu6sKAwOjQIqP2qHbudyJJMhbWC9tF25hWqn7XGXsM+5z5AnZmZZ8hLlyivKFvBK12vkFASE/aJpvpDC2ss40QogN6o5cKbFvPoL7bgc4Wx2o3j1iQScR772f8ga7R84v9uR1ESyHLmXt9a/i3Wda3jwf0P8s3l30wfX9e1jo19G/n2nK/wxj33UFRVw+rrP4fOMP4ZKWSNhhvv+DOyRoskSQy2t7Lh8YeIBIOUTZ9FQWU1wy0tvPSdlxiNjDIYGGQwMEi9IzeQaLCtRQ0qqjuIEFUUVYjWnwH5tbDjQUjEIevzMaL2D7PgiqnvdRBizqQQLRw/71QgEAgEAoFAIPiwMnlazdR4JUlKKYMSVFe0DygCkCRJCyhj3dD3Al1+Idp4nNK4nh7bATqbnEd8r3AgSsPbfcxcXpojQkEdjxIlwXRTGRjtAPjdLgAsefnj7pXen1kVotGADwb24ow5KKqpJdLVia62JqefVcorxVScvG7WEvTWGKZwBM/gAKAm+AZGI8SicXUUDGSEqK2GXl8v0UQUV9hFgTEToLS8bDmesIcDrgM5exsODjMUGGJb7+kv0aEAACAASURBVHZK/LVUz5xc/FjyDFzy9aWcdf08NLrxv0ZNb69nuKuDwY5WNj/5GHd//loioWD6fLm1nHJLOQP+gfSxSDzCrzb/ium2evTPNhMNh7jwazdPKUJTaLS69HdXMq2ei7/xfa645SfqDNFZc+g9oJb3OgwOZubP5KTKk3KcWFBHtxSUV6I3miZ/0MA++Ptl4OmC+ZdC5XEQ8akjWrJxd4KsBVv5xPc5ROLDSSEq5ogKBAKBQCAQCI4hjlSIvghcIEmSBrgIeCn557zksfOBN47OFg8P2WFHG0+QF5bos7cQGImmR68cLg1v9RELx1m0ugpQU3J/9NaPiCaitIyowmZ62VIA4rEYrr4eJEnGZLdPek+tRT0XDfpIDOzFFZAprKoh2tGJvrpm3HpTrdoXqJ+xAF2eFpMviGdoAEVR0gm+vpEwFVY1OTclRGvttcSVOD3eHkaCI+QbM+J4eelyALYMbMl51sVrL2b1I6vpa3MhJzTp+aGTkVdiZvaqsnHHE4k4bz/6T1VAKgobHv8XAY+blq2bcq835OGJeNLv/7bvb3T7url65Hh6GvZy1g1fpLCqeso9HArlM+cQ8o7i6uudct1AazOl9ZPMDw264emvw10nQe92OO//YNHVULFMPb/u59D0Qma9uxPslaB5ZxOSYsNOJJMJ2TKxwy4QCAQCgUAgEHwYOVIheivwbeAA8KSiKPsVRekH/go0Aj8BvnNUdniYaOwOdPEE+lACZ34XAL1NrsO+TyKhsGtdN+XTHZTUquJxXdc6Hj/wOE0jTbR2vQlAXd2ZADz12/9j+7NPYSkoyClBHYvOqgrCmKsblydEPAGFFVVEenvR14wXogXnLaXqFCea8nr0JTaMgQixcJjgqCc909TrDFFrr0WW5BwhCtAx2qGWoR5YyWO/3ApAhbWCSmslW/pzhag34gWg0K3uo3x6bjjO3tdextndddDvrvHN1xnp7eaM6z8LkkQ06YQ2vvV6zjq7wY47rI6WGQwMcs+uezhPWkXPS28x//SzmH/amQd91qFQNn0mAEMdrTnHD2x+m9f/8VfisRh+twvfiHPystxnvwNb74eVn4WvbIfjvwCyDIVJ4drwJPzr4zCUdEbdnZA3/ud5uMSGh4UbKhAIBAKBQCA45jhku0ZRlPuyXg8Bx0+w5g7gjqOysyNE41CFaCQYpbK2hOieML0H3Mw+/vBKJNt3DeN1hjjx8oxD1ufrA2DfyD6ah3ZSHothqTudSChI+44tTF++ilWXXTXlfXUmNdQnOtCMM6y6XA6DCW80iq5mvPunXbwG28gOsBSjLyvCtFMtNfYMDmArUIWOdyTElauuZFnJMopMqmhJCdFWTytDwSGsu+rox4PfE8biMLC8dDmvdb+W0ycqSzIJJUG5tx5HmRGjNTNaxeca4bk//Jb88ko+ffvdk36+RDzO24/9k+LaOhacdhZbn16Ls7uTyjnzadu+lXDAj8Gc+twO2jxtADzY8CBaf5zaTT6sldWc+enPT/k9Hg55pWXp7yybDY8+xGB7C66+HuacdDoAZfUzMwviUXB1gLsDdj8CJ3wJzvlJ7s1lWXVHgy7YeDc8+SW4/jlViE5/50JaCFGBQCAQCAQCwbHIkTqiH1g0Djv6WBx/KM6SksX0WpvpPgJHdNcrXVjzDdQvyYiA/kA/AA3OBlp9PdSjB0sRHbt3EI/FWLbmYspnzJ7yvlq92msadfcxHDaDJGHqV8OHTAsWjL9g3iVw0wbQaNFVV2KKqCNcPIP9WPMNSLKEdySEWWdmYXEmBTfPkIdNb2PbwDYUFNCqWVIde1Qhu7xsOe6wmxa3GqoTjocpHq2hwjODSt8MqmYW5GyjbYfqnsqayd1egIb1r+Lq6+XEKz+OJMvULlqKraiY486/hEQ8hru/L2ePo+FRALpHu1i9u5x4JMpFXz+0vtBDRW8yY7TZ8Qz25xxXEmoLc/PmDay7725sRcVUzJ6rnvT2wx9OgDuOgwcuB60JTvrqxA84/gtwxvdVQdq1ETbcCd6+o+KIxp3DaItEUJFAIBAIBAKB4NjinTWwfQCR7XbswTD9YStLLbPZZP8PtR3z007goRAJxehpcrP8/GnImoxW73erpZ17h3bTpoRYaVVdx7Ztm9GbzFTOUctiQ41NDN9xB2g0aGxWNA4H+ddcg2y3M/i9WwCIJSSciQIcJaVEduxEtloxzJp61qR+Wj3mqDrH1DM4gKyRseTp8TrH98BKksQ0+zS2DqjluHqbRMQFHbudzDupghVlKwDY3L+ZmfkzcQadXLYnM4KkfEZuWW7r1s0AWPJzBWo2iYTqhpbUTWf6cnU0yinXXMcJV3wsLUC9I850H6ZD78Ab9RJLxFC2d5M/CGd98YsUVr1zATcWR3HpOEd01DnEojPPo3PvTtz9fZxyzXWq0FYU+OfVMNoLF94OpjzIqwXLQZzJxVerzumLP1LfH43S3KFhTMuXv+P7CAQCgUAgEAgEHySOQUfUQYFfFWZFfWF67arj19vkPuR7OHv8AJRMU3tDBwODNLua6U8mvO5z7ScsSdQXLwKgY/cOahcuQaPVkQiF6Pn61/Fv2EC4sRHvq6/i/PNfGL7nHrpv+hKh9esBiCZknBE7hVU1BLZuxbRsKdJB3Ea5oAqLNYpZkhnu6gDU5NxRZyaNVlEUeg+4UBSFGnsN3qja96mE1R91Z8MIkVCMSmsl5ZbydGCRM5ibLlwxMyNEI8EAHbt3ABDyeifd33BnB56BfpatuTidYKvV6TBarNgKVRHnS44jAbU0F2A0Moo8GCBu0R5+X+hgA/xmjjrLcwocJaWMDmWEaDgQIOz34ygt47RP3EBBZTULV5+jnvR0q4FEZ3wfll8P8y+DymUH34skwUW3gy6ZuvsOhagSjRJ3u9EWitJcgUAgEAgEAsGxxTEpRB2BMDIJXNvfxFGuJ66N0nPgMIRotyq2iqqsAPzwrR9y3fPXMapEmR1WZ4WWxOKcuezz+N0uRocG0yWdroceItLaStXvbmf6s88w6403sF9wAZ4n1hLYuBFZUUBRCCe0uPwKBUUlRFpaMB93CK6XvQKDI4o9GGaoQ+2tLK6xMdA+StCr7mugfZQnfrOdzn0j1NpUxxZFIhZMUDUnn1g4TtMmVZCtKFvBlv4tKIqCM+QkpFEFuKPElA5CAlj/0N+JhkMUVtUQ9I5Our3exgYAqubOH3fObHcgazT4XBnBmxKi7rCbRCiMZNJP/fm33gf3XwTP3wK7HoGWdfDQNWoZbMOT49cfeEktrw37sBeXMDo0iJJIAOB1DqlfaXEJM1Ycz/W3/RGTLZl23K26v9SeOPV+JiKvBs75KejMUDx1mfbBiI2MAGJ0i0AgEAgEAoHg2OPYE6J2OxpFoYgQPQcOsLhsMQO2tsNKzh3u8WMwa7HmGxgJjbChdwOesDpm5JOjXn4xOMzTlqXk5dXS16ympJbNUMtqIy0taIqKsJyYETH2C85HCYeRzWbyLrkYjaIwFLKQUMAWU4WRaemSg2/MVo4hL4bV42Wkt5toJMz8kytJxBT2vamOJvEMBABw9fmpsauOnA0HigK1CwoprLKy5/UeFEVheelyXGEXLe4Whv1ODHETM04r4CPfPi79SFd/L9uff5ol55xP3dLlUwrRnsZ9WPILsBeXjjsnyTKW/AK8EziizqATKZxAazpIX+iWv0DPNth0Lzx+I/z9UvCp/bU4W8av3/8UDO6D1nU4SsqIx2L43Kq48w4nhWhR8fjrujeD1ghlC8efOxSWXw/f7Th4Ke9BiKVniIoeUYFAIBAIBALBscUxJ0Qlkwl0Okr0WgZGwixyzKfT1oirP0BgNHJI93B2eymstCJJEi91vERciafPVTnqON8fwLT4agD6m5uQZJnS5NiPaF8/urLc2ZrWk05CW1ZG3pVXoi0pQZNI0B+0qef8almtcfYhuGd5NRgcUWzBCEoigbOrk4IKC5Wz89j3ZqoHUy1Ldg8GmWafBkCFVp2DarTomH9yBc5uH66+ACvKViAhcfMbN7OjaxcSMsUlDky2jDPZvnMbKArHXXAZJpudWCRMNDzxXNbepgYqZ81Nl+WOxVpQiG8kI0TzDGr5b/toO/qYjN5snvyzxyIwsA9W3Ajf74HPr4drHoZvNsJx10H/LrW3M5tutT+WpudxlKjiONUnOjqsCljbREK0axNULAWNbvy5Q0V7EHf3EIinhahwRAUCgUAgEAgExxbHnhCVJDR2O4V6GwlForo/SJ+9GYDeQyjPVRIKwz1+CpNluc+2PUudo45Kgzr/s+yU78CV98PsCwDoa26kqGZaOuU12t+HrjxXiEp6PdOf+Q8l3/k2ssWCJq4QSuiQJBlT3yDa4mI0DsfBP5wpD2NlPvagKqhT5bnVcwsYHQoSCcXSwUWewUDaES3VVAKqEK1dqLprnfucVNmq+M3pv6HH18NrzepcVKvdlPPIrj27sBeX4CgpTZeuZruiSiKhlicPDyVLlOdNun1bQRHeZLkpqGFFAK3uVvRRGZPFNvlnH9wHiSiUL1YFYtlCmHUuGKxQtghCHnXMSoqIX70G4MCLaedzz7oXCYx6GB0eQtZosOTl5z4nFlZFbdWKyffyHpFyRDUTiWWBQCAQCAQCgeBDzDEnRCEZWKTLBxSiu3cQK/SR0MQPSYj6PRFi4TgF5RYG/ANsHdjKmro1rNTmISsKJTWnwvxLQZZREgkGWg5QPiOTdhvr60dbNn5mqWw2I2k0yGYzmoTq3OWVlRFrbcUwc8a49ZOhnTYLmxxDK8lpIeooVp3E0eFg2hH1DAax6W0Um4op1aj7MVh02AtN5JeZ6dyr9mqeXXs2Z9eejTGmzvY0WTJOnpJI0LV3F9XzFyFJUkaIjmaE6N7XXuauz32S1x74CwB1SzNlvWOxFhTicw6jJJ1LhzEpRD2t6KMSFtsEYjyRgB3/hO1/V99XTFDCXJ481rcrc6xvFyhxmHsx+PrJl5zMPeUM9r76Evd+8Xr2vfYy1oIiZHlMQFTfTohHoHrlpJ/jvSI2rP6MRGmuQCAQCAQCgeBY49gUonY72kiCYnOUnuYWFpUuZCSvm94DB+8TDflVt9Fk0/F8+/MoKKyZdh5fGOjlNqUInTnjoI309RAO+NP9oXGvl4TfP640NxvZYkGTDMwpqKwh3NKCfvqhC1GpZC7mogi2aDxLiKoupmcoiHckDIDXFSIeTXDHmXewpvxCAIwWdVpPzYJCeg64iYbVkuPVNavTQtRozZSjDna0EfL7qFmwOPmdjHdEnT1dADS9/QZlM2ZRUFE16d5tBYVEwyEiQbWP1aqzIksybe429DEZm22MO+l3wj8/Cms/D5v/pB7Lrxt/49J5ak/nq/8fvP5rePa78OL/qOdO+y4AcvNLnP+lb3LdbX9k7imnE/SOUlQ9QaptKqjog+CIDvQj22zIxqM3U1UgEAgEAoFAIPggcEwKUdlhJ+Z2U1ldTJ8zwuKC+bSa9+Ds8RPyRae8Npg8b7ToeK79OeYWzGVaYJTyoQOcufDanLX9yaCi8hlqf2e0T+3THFuam7M3iwVN0hHMz8tHCQYxzDh0IUrxLEyFQazuUQbbW1EUBXtKiA6qjqjZrgcFPMNB5hXOwxhXRabBrIrM2vmFJGIKPY2qMD++/HiM0fFCtGvPTgCq56uhPSb7RKW5mf7ZeaecMeXWrQWqs5cKCpIlGbvezrCnHwmJPHtWL2T7m3DXydD6Kpz+ffVY6QJ1RMpYdCb46D/APwSv/AR2PAhBFyz9BJQtgIplcOB5AAorqznnc1/hc3f/nfO//O3x9+raBI4asE3+M3yvCLe2oa+bQHgLBAKBQCAQCAQfco5JIWqoqyfS3ELFnCVEExpm9AfpTfWJNk9dnpsSqm7Jye7h3ayZdh689XuQdTDvkpy1fc1N6IwmCipVFzCWFKITleamUEtzVUfUrqii6nBKcymeg7kogj0UIRIM4B0ewmDSYrTq6G/1EI+qY1pAdUgBQn71MxmSjmjFjDy0ejldnmvUGrmq9hr1dZYQ7dy7i/yKKmwFqkCcyBENjI6iM5o47oJLmHfq1DNAi6fVI0ky6//1QHqMSp4hD31M/TW02fIhEYfXfgX3X6gKzBtfgtO/C1/ZoYYTTcbMs+AbDXBLP3yvC768FS65Uz0361zo3gL+TFCSyWrDMFE4UvdmqDqEUTrvAZGWFgzTp7/f2xAIBAKBQCAQCI46x6QQNa9aiRKJUJivlswa9zfhsveiaBL0Nh2aEH3L+QYA57ZshN2PwElfBXNBztr+5ibKps9M9xlG+/oB0FVMIUQtlnSPaCox9/Ac0TkYCyLYI+o+B7PKc1MOZ1qIDqolsCF/FJ1Rg0aj/rg1Opmq2fl07HWm+zUrtNVodTI6vfpZ4rEY3Q17qZm/KP1og8WCJMk5QjQ46qGwsorTP/WZiYVdFoWV1Zx+7Y20bNnAmw8/AMDKspXoo+q+jHIM/n4ZrPspLLgCPveaGk4EUFAHjsqpvxuNThWvY6k/A1Cga+PU13t6YLTnA9EfGh8dJTY0hGF6/fu9FYFAIBAIBAKB4KhzbArR5ctBlpEOdOAwJehvaWNO8Wy8+QP0HKRPNOUePt//DEs0dip2PAQnfwNW/yBnXSwSYaijLR1UFNy5E++LL4JGg7Z48pTTlCMqSRLGvgF1nEuy5PWQsBQhWxwUFxgAGOpoBVQhGgmpZbIltXYMZi2eQVXohv0xjJbcUSQ18wsZHQ6l14R8kRw3dKD1ANFQkJoFGSEqyxqMVmtOWFFg1IPJfgiJv0mWnncRC888l41PPEzD+le5edXNnFCg9mMaXr5ZLY295E64/B4wTJGiezjkJXtBvf1Tr3uX+kMT4TCtl19O66WXMXzPvUS6uw96TbhFnYuqF46oQCAQCAQCgeAY5JgUohqbDeP8+fg3bqKqupQeZ5wleXNoMe1muNtHODB5n2jIp7qHjZ79nDzcqYbdnPnDcb2Jg+2tJOKxdFBR7/dvwf/mm+inTUPSaCa6NaA6oqWeAPNnLyDW0ophxhEIjfw67GUy5kiUwTZVsJjsatrt7OPLKKiw4Cgx4045ooHohEIUoGOvk55GF84ef25Z7h41gbZq3sKc66wFhemQJFATdM2HIUQlSeLMT3+eqrkLeP6u3+Fsa+czs64HwCCF4bPr1N7OSWaRHhGWZO+pb3Dqdd2bQWNQx8EcBEVRcK9dS3TwIPcERv7yF8L7GkCWGLrtNlrOOpvuL38l7UZPRCQpREVprkAgEAgEAoHgWOSYFKIAllUrCe7aRcXcpQTjeuY6I3TZGkGBvmbPpNcFfVG0kuqa1sy8CM74floUKYkEPpc6B7O/uRFQg4oinZ1EWloouukmah/4+5T7ki0Wykb9rJgxn3BrK/rDKctNUVCHKW8UWyDMUDIwaeFplay6uJ4zPjkHSZJwFJsyPaK+KAazNucWjmITeaVmGt7sY+3t2xnq9CLLGfHXtXcnxbV140TmvFNX09vUwEBrM4qiEDxMRxRAo9Vx0Te+h85gZPtzTxEO+AEwlM2EkrmH/XUc/IE6MBeC/xCEaMUS0OqnXgd4X3yRvpu/x9Dtv5t63csvM/zHu7Cdcw71jz/O9JdeIv9Tn8T74ov41q2b9LpwSyuSwYCu8iDlyAKBQCAQCAQCwYeQY1aImlcdD9EoBdZqAPIPtDNg7QBZoWeKeaJhjxfiaqpr1cov5Jzb98Y6/vTlG/C7XfQ1N2EtKFRnYyYFheOyS9Hm54+7ZzZyso8yfODA4Sfmpiiox2zuwx6K4HGNEAkFcRSbWX7+tHQfaF6JCd+IOsIl6I2oSbpjqJlXgLPHR0Z+Bgh43MQiEXoaG3LKclMsXH0OOqOJbc8+STQcIhaNpEOMDgez3UHJtHpGersJ+30AGIonGKdytLCWjndEd/4LXkiOeYlFoHfHhGW54QMHcD30L3xvrMf92GMM/f4OBn72cwBGn36amGvicu+RB/5B95e+jGH2bMpu/REA+qpKSr/zHXTV1fT9zw9pu+qj+DdtGv/Mxv3op9dP6a4LBAKBQCAQCAQfVo5dIbpsKWi16A60YTaAp7WLckcpwYIRepsm7xMNekNEtaowqrLlzsTs2rebeDRKT+M++pub0mNbvK++imHmDPRVk8/QTCEZjSDLBHeppa+GGTMP/8Pl16E1RMk3qyNXhjvbxy1xlJhRFBh1BgmMRtKlu9nULFDLc2sXFHLZN5fRufPX/PGzn6C3aT/xaJTq+Ytz1kfa29EmYP5pZ9L41usMd3YAHFZpbjYFlVWM9HQT8qgus6H0XSxDtZaAbyD32I5/wNt3QMgDfTsgHs4RosGdO/G+/DKdN9xI/6230vWZz9B3yw8Y/sMfkHQ6yn/2U5RIBM9jj417XHDnTgZ++lOsZ5xB7f33oS3IBF1JWi0l3/4Wmrw84k4nndd/Guef/5wu1VViMYI7dmJesuTd+S4EAoFAIBAIBIL3Ge3Bl3w4kS0WTAsXEty0icoZZfR0tLE0byZtlr2Yu4qIhGLojeM/fsgfI6jzY9YYyTPk5ZwbbFVHwLRs2Yh7oI+FZ56LEo0S3Lad/Ks/ekj7kiQJ2Wwm3KSW1B5Rj2iBOluyrLYMXC4G29uomJVb0uooUdNjh7t8xCIJzLbxQrRyVh51i4tYdl4tZXUOSAqhjl3bkGSZqrkL0mujAwO0nLcGxyUXs/SrX2HH80+z4bF/AkxemhuPQTwC+onTdAsqq4kEA4x0NKGXY8iF76YQLYXOt3OPOZtBSUD7etjzOOgsUHcqoPaAdt30JeLDw0h6PdX33otsNKAtL0dXUoKkV79P9+NP4H7scQpuuAEpq681uGMHAOX/++O0C56N/ZxzsJ9zDnGfn75bbmHwV78muGMH5T//OdGuLhKBAKaly96lL0MgEAgEAoFAIHh/OWYdUVDHuAT37KF87jI8URMLRhO0mvegJBT6WibuEw0FwavzU2WpyBEW0UiY4e5OQC3RBahduITQ/v0o4TCmpUsPeV+yxQKJxOEn5qYoUEd6FNbloY3FGUgGC2WTV6yKn77k3NSJSnO1Og3nf2GRKkKz2P3KC5TVz8wZx+K8908AhPY3UlBRSf2yFbTt2Jq89wRCdKQN7lgOD10z+ceoUB3kvtY2DHIs/bneFawlamluKiAo7FVHtQBsvBv2PAYrP5Me0RNpayM+PIzjio9Qfe+9WE85GfOKFeirqtIiFCDvskuJtLUR2pX7Mwg1NqEpKkJbVDTltjRWC5W3/5aSm7+L95V1tF9xJe5HHwWSrr5AIBAIBAKBQHAMckwLUcuqVRCPU2RQxUV5Sw/9tjaQlQnnicajCaJRGZc+SJWjNufcUHsbSiJBfnkFKArV8xdRWj+D4HbV+TIdRhmlbFFLao+oPxTAWgZaI5ZSsIciDBxoHLfEaNVhMGvpTQpuSQ7i7u87pNsHvaNUZ/WHRjo6cD/8sPomKeSWrrk4fX6cI9q/B/5yLrjaoOMtaH4ZHrkOoqGcZQWVqhAd9fgwamJpp/ddwVoKsRCEk6NnnKq7jdYIba+pybonfiW9PLB5CwBFN96IZdXkc0Vt552HZDQy8MtfEW5tTR8P79+PcfbsQ9qaJEkUXncdtfffRyIQwPXgP9GWlqKtqDjMDykQCAQCgUAgEHw4OKaFqGnpUiSdDmNrJzqtRKytH6NRT7TQS+8E80RTM0QHDUEqx/SHDrQeAGD5hZcDsOrSqwC1BFNbVoaurOyQ95Uq1TTMPEIhKsuQPw29fpjCaILhkSECo+MdXkexCWeP2u+679VHeOznP5z0lvFYLOd9TbI/VFEU+n74IyS9Htu55xLt7kZRFGoXLqGwSg0Xkto7Mhd2boD7zgdJA6d8U+27fOEHsPcJePP2nGdY8wvTrxeX+Y7e3NCJsJaqf6cCi4aTQvT078HMc+Ezr4Als5/Ali1oiovQ1dYyFRqrldLvf4/w/v20XXIpw/feSyIcJtzcjOEQhWgK8/Ll1D3+GNbVq8m78socR14gEAgEAoFAIDiWOKaFqGw0Ylq8mNCmTVRUl9PnNbDYNo0e2wEG271Ew/Gc9Skh6tUFqLRmxmZEQkG2PL2WgspqFp55Ljf+/k/ULlId0OCOHYflhkLGET2i0S0p8uuQ3O3U1tSjAC2bN4xb4igxQ7ISNegbwT3QR8AzcWJwaoQKgEarpWL2HAD8b71FYONGSr75DczHLSMRCBB3uZAkiVM/fj11VdPoufY6wm1taujPAx8BSzHc8DwsSvbNDu4DSYY3fgO+ofRzJEmiavZsCowhFi1+l+dlWkvUv9NCtEnd0/FfgI8/DHmZxF5FUQhs3oz5uOWHJAbzr7qK6S88j/WMMxj6zW20XXY5SiSCcc7hCVEAbXEx1X+4k+Iv3XTY1woEAoFAIBAIBB8WjmkhCmBetYpQQwMVc5cyFLawKCSxT7+FREKhvzXXRQx4IwAEtV4KjRl3bOPj/2J0eJCzP/sldUZniep+RgcHifb2YlqSmy57MNKO6DsRogX14Gqn/lPXYozE2P/kE+OWpAKLAMIe1QHuTzq7Ywn5VOd07smnc+rHr0dnMALgWftvZLsdx+WXo6tSR+FEu7oAqF+2ghMLKpCA4Nat0PoaRHxw8e9RHNUE2jyEvEmXc9HVanBRz9ac5165JMC19TuQzvnfI/8uDgVLUohuvQ9e/BHsWwt5taA1jFsaPnCAWH8/lhNOOOTbawsLqfzd7VT85tfEnU4ADHPmHI2dCwQCgUAgEAgExxz/BUJ0JSQSFGrMgMS01iH6bC0gQe+YeaIBjypEA3ovDoPa9xiPxdi97kVmrjiBqjnzc9anklEPd8xGukd0+jtwAQvqIBrAumQmFUYzvb1d6fEfKfJKVMFrtOjwD6mjS/pbJhaiqVmec04+jWXnXwJA3OfH++KL2NesQTYY0Fer5cqR7u70lojj/wAAIABJREFUdZEG9TsIbNoAzS+i6B14G720f/RqOj51LV2v5xH1a3ANz0JRJHVMSoqOt5B3PYh80peh+PDdw8Mirxr0Vtj9MLx9p+reLrxywqW+V9QwKuvppx/WIyRJwnHBBdQ//RRVf7gT46xZ73TXAoFAIBAIBALBMckxO74lhWnJEiSDAWtHF7IsYeh0Ei+PoxQFJxCiYQCCOm96dEvHru0ERz3MO+3McfcO7tiJpNNhmDfvsPakr6/DMHfukSXmpshXg30kVxtF02fSemAv/qFBLMUl9DTspXLufBzFqiNqtGlxJ9Qy5L7du0hc/lFkWZNzu1BSiBrM1vQx7wsvoIRCOC5VhamuUi1XjnZlCdH2dgCCm9/GFx1hcGsh4b99DV11Nfbzz2f0mWfoXF9O5Kl7iCypoXR2UogOH4B/3wSOGjj120f+PRwqBht8Sx2Zg84MU5Tc+tatw7hgAbrSkiN6lLa4GNvq1Ud0rUAgEAgEAoFA8N/AMe+Iyno9pmVLCW/eSmllGYN+C7PN5Qw62hloGyUWzfSJBkdGQYoQ0QTJN+YDsPf1VzDZ7NQtGT/TMbhjB8b585H140ejTEXxF79I3WOPvrMPlkqYHWnDXlquvmxqpO9AI//68c20bd+ScUTNySAiRaF9/x7+cO1VBL3enNulhKjRkhGinrVr0dXWpHtgZXcjmsICAlu3osRiJEIhok4vsj5BpG+ErmchIZmo+PWvmf7sM5T+4BaQZSKuBJqiIkZ2RIk07oRdD8Pdp6mu5OX3TDpn9Kijt6h/phChseFhgrt2YV19xnuzJ4FAIBAIBAKB4L+QY16IgjrGJbx/PxWzF9EfsrE4qmWPfhPxWIKBttH0usCIFzQekMBhcBAO+GnZsoHZJ56KRqvLuacSiRDas+ewg4pSSPI7/OrzatRkWlcbeTVqsqu7rQVnjzrrdLCtBYNFi8GsRadXS46nD7qpdo4SjoTZ+7e/5Nwu7FfDioxWVYhGe3oIbNqE46KLkDbeBYP74U9nk7+iCP8bb9B905cINTSAAgWzfBgcUUpO0DD92edwXHgBklaLtqAA83HHgSRR+t3vqs/pc8Ljn4HyRfC5N6D20Pswfa+9RvfXvk7n5z5Hxyc+SecNNxIfHT34hYeB77XXQFGwnSGEqEAgEAgEAoFA8G7xXyFEzStXAVAo6UgoMrM7nHRYGsb1iQbcfhLaUQyyDpPWRNOGN4lHo8w7VRUlSiJBLBlEE2poQIlEjliIvmM0OnBUwUgbBTPUXkR3TzfubjVIaLC1GUmSOOu6eUybrf6YCwNhFnQPYYzFaXzlRZR4xg1O9Ygako6o56mnAHAssMBzN6tzQRNRiud5KLv1R/jWr6frs58DwDrdTP2FoxT+z51I5txy45JvfoOyH9+K5eSTAIj4jXDyN+Dap8FRyeEwdMed+NevJz7sREkk8L/5Jp6nniK4cyeJcPiw7jUZ3nXr0JaXi6AhgUAgEAgEAoHgXeS/QoiaFi5AMpuxd/YB4Oj1EdEG0RRF6WnKEqLeCBHdKHkGtSx33+uvkF9RRdl0Veh5nnyS5tVnEnM600FFpqXvkxAFtTx3pBVzTQ36WBzP0ADD+/cBMNS0H4Bpi4qQg+rIlNIrr6Ti5z9nxqJlDMoJhtdmknZDfh9arY7o/v0oioLnibWYV6xAP7guuSD5PfXvIf+Ky6i++25IhiMZlp4O3++B+tPGbdG0ZAn5V12FNj8fjcNBZPr1cNaPQHNo7cmKohDYto1IRwehffvI/+QnqHvsUaY9+A8Mc+Yw/Ps7aP/o1bgfe2zctQm/H/+G8WNtJiMRDuN/8y1sZ5wuZngKBAKBQCAQCATvIv8VQlTS6TAvW0Zs21YKy0rx+GyU6Gy48nsYaPUQjyUACPglQno/ecZ8PIMDdDfsYd4pZ6RFSWDjJpRwmOCOHQR27EBbXo6utPT9+2AF9eBqQ7ZaMcXieD1uPEOq6PSMuolF1bmo/v5+APJXHU/e5Zcx/8qPkZBl9v7lTygRtWw35POhjcbo/e7NhHbuJNLRgePC86DpBVj6STjuejjlW5CI/v/t3XmUXHWZ//H3U13V1fuSdNJJJ52N7BshhDQSAqNB2REUHAVZXH54/I0KguL81KPjKDqiuMx4wqaCoEAQAZ3R0YmSDIvshCWsIYGQkD3pTjq9Vnc9vz/u7aTTaZJOp7vqpvvzOodTXbdu3ftUHqq+9dT3e79f2PwSRScuYNw9Sxh9ch2xitFBD+1B5I4bR+vatT16aZ5Os+sv/8NbHz6ftRdexFsfuxDa2ymYN2/PPqUf/CDtdUGB3LTiuf2Osf2Xt/L2ZZ+g8dkVPTpn4+OP401NFGlYroiIiIhIvxoUhSgEy7i0vrGaqonT2NhUypx0glfznqUtlWbLW7tIp53m1lx25zVRlizjlYeDnsDpC/cWJU0vvhDcvvAiTc89f8jrh/a58vHQVIs111EUi1Pf2MCu+p3kptpxYMc7wTDdxm1BcVo0dhwAo6ZOp6CgkHfamqm77z4AWhp3E0+laF2zhm033Yzl5VE8th3ammDORXD2T2DuJcF5NwSFXXJYIcUjG6Gkqkfh5o4bt2eW3XfjqRR1DzzAmrPP4Z0rrqC9YTfFp51G+44dkJOzz1I5ZR86j9JzzyX/6KNpeuH5/Y5Vv+xBALbdcEOP4qtftoxYQQEFNTU92l9ERERERHpn0BSihWFxUWFxWtM5zFxfy8u5TwPwzqo6mupbcWLsTDZQlizl5UeWM3r6TEqGBUt4tO9uoHX1GgDqly6lbePGQ14/tM91mjm3KL+Q3e0pUul2hu8KJh7a9vZbADTW7SDe1k5yxAggmChp0oKT2FpWxKbFi0k3N9O8cyeJsAd197JlFJ9yCjlr/gjFVVAdFmZlYyB/CLz4W2iph/pgqDPFI3sUbu74cbRt3kw6nBipM29tpfauu1h92uls/Of/h+XkUHX9DznqT3+i6trvkFNaGsxQHK7BCpBTWkrVv32PokWLSK19e0/vKEBq0yZaXn6FRHU1DQ8/TNOLLx4wNndn97LlFC5YcMizIIuIiIiIyKEZNIVo3vTpxAoLKdmwBYDhm9M0JxrIHZZmw6o6GrcHs6/WJnZR3phH7Yb1THnPSQA0v/wy2xYvBncS1dW0rlmD5eZStGj/tUUzasiE4Lb2TUYOHbZn87CGZiztbF4Z9OA21u8i6U4smdyzz6SaBbQDm1oa2bb4BprqakmEQ5QBSs9YBG/8FWZ+CDpm+DWD938L1j0JPz8F1j4abO9pITpuHADbbr6FttrafR7bduONbPrWv5JTMZTRixcz/vcPUHrmmVhODrHCQqpvuZmR3/52t8fNnz0bgM3f+x4bvv513rnmGt65+ksAjPrhD4iVlrLthhsPGFvDQw/RtnmzhuWKiIiIiGTAoClELR6n4LjjsGdXUDJ0KG31heRZDrsrtrJx9U4awtlmt8drKVzXDMCEY+bhqRTrr7iSHb8Mljsp/9jHABh6+eXkjh6dnRfToXxccLvjTarHHcWYsJgeOWU6RS2tbF29CoDmpiaSsX0nB6qePou84hK2z5zK2ttvo3bzJvJSbeRNn06iqorC0i3B9aAzP7TvOedeAhffD7s3w1++Gmwr6VkhWnjiQgpPPJHtN93EG+99Hxu/8c09sxA3vfQSySlTGHf33RS/7737TRaUP3s2eVMmd3vcvJkzIR5n5+//QMNDD9P07Araa2spOeMM8mbPZsglF7P7wQdpWbVqv+d6Os2OO+9k/ec+T+6ECRS//5QevRYREREREem9nk1dOkAU1NSwe/lyRi5awLrntzIzvZXV+S8wraWSlX/fDhg78jeRs7qC0lHVlAwbTu3dS0itW8eQT32SxPDhlH3kI1hekrLzz8/2y4HcQiiqhNo3SU4+jZm3bGXSph1UfuWjFP/mF+zYEkxS1NTaQklucp+nxnJymDjveF5/7GFqJ1QRS6WYuLmW6nseADPsj58OCt2qufufd8LJcPlyuPsi2LkeCof3KNycokLG/PwWml97ndpf30Hdffdh8RxGfOMbpNatJzlxYq9mq80pKmTsHbcTLy/f0+vaWekHP8i2//gZjStWkJw0ac/29t272fDla9i9bBmFJ5zAqB9dT05x8SGfX0REREREDs2g6REFKKyZD0BFLEFjKsacLbt4JvYwAGvfyqE0sYa2WBOptVsZP+dY0s3NbLvhBvKPOYbhX/oSQy69lFh+PkMuvDA61xGWj4ftqyk5/XQAkm3t5E4YT3lRCQ2tLbQ0NtDkaQrzkrD+6X2eOrnmBFqbm9idG2fO25spLC8nPnQo8WQa1iyHGR8KhuN2e95x8H8ehH96osdLsXTImzKZkd/+NnnTptG69m08nSa1fj2J6t73MBccc0y3RShAYuRILJHYb8beLdf9gN0PPUTl175G9S9+Tk5ZWa/PLyIiIiIiPTeoCtHk1KnESksp3RTMIjt6W5zdiZ3kVQT/DMX5L1LUlIO3p6kcfxS1d91N2+bNDPvildFdV3L8Qnj7MWztw4y5/Vckp04lf8YMKqrHArDhtVdoixlF9a/DzxdBun3PU8fMmsMxp5/N2Rd9mmH1TeSWJeDRn8LLvwdvh5kfPvC540koHtHr0BNVVaQ2bKBtyxa8tZXc6upeH+tALCeHxJgx+xWijU89RdHJJzPk4o9HN78iIiIiIgPQoCpELRaj4Lh5xFc8T15RMbm7ghlYW4cHE+fES9eQ3xz07uXnF7D9ppsoXLCAwvnzsxbzQS28GiqmwB+vonD+fCY8cD85ZWVUzpwFwOplfwWgKN4U7P/Os3uemhOP877LPsNRZ50TFLCFO2D59+H5u6BiMlTO6NfQEyNHktq4kda33w7uj+6fQhQgd+xYUp0K0fb6elrffJP82bP67ZwiIiIiItK9QVWIAhTOr6Ft/XpGjp3AlpZhTEjHeKPyGY4a9iat5VsoaMkBoH35/9JeV8ewK6/McsQHkciH2RfAjjWQatqzeejcecTb07z1QrDmZ3FR8Lp4Yymk0/scwswYd88Shs/eAakGWP9U0Bvaz72EiaoqvLmZ5nBpldzDGJp7MLljx9L69jo8fO3NK1cCkDdThaiIiIiISKYNukK0IFxPdFg8SV2jMbe2kcfa/8YHxi1hV0E+Bc1Bwda85F6K338K+bNmZjPcnikZFdzu2rBnU97UqRQ1t7KzKVizszQ/mAmYR34M143fZ1+AWLoJa925d8OMLrPl9oPEqCoAGp54AmIxEiN7Nvtub+SOHYu3tNC2KZzA6cWgEM2f2b+9viIiIiIisr9BNWsuQHLSRHLKyyndsg2ACdsS1A/dzZtNTdSWD6OoJUUiniBWX8/QT386y9H2UElQ0LFrAww9CoBYfj5luXnUdeyS2A5lY4Me1O1vBAXpGT/Ye4yd7wS3I48O1gUd1v1SKX2po/BsfOxxEiNGYP04AVTuuOCa2dp77sFTKer/+88kxo7RBEUiIiIiIlkw6HpELRajYP58ks+vJJ5MUlxfCsCKtl3UxROUtCbJa02RnD6NvNmzsxxtD3XTIwowZHgwkVC8PU1BYRuc+MVglts5F8Izt+0tPiFYhgXgjB/ChUsyEHQwNBfAUynyjz22X8+VO34CmLH9xpuovf0OcioqqPjsZ/v1nCIiIiIi0r1BV4gCFB5fQ3rjRkZUj6O+ZTjlaee5uLMzZpQ1JshtaKTs3POOnJlU9/SIhoVlWFQOmxT0aual01gMKBwWPL7wS+BpePj6vcfYuS64Le2/6zS7ipWW7vm7/KP/2K/nSlQOZ+wdtzPu3nuZ8szTjL9nCWXnntuv5xQRERERke4NykK04zrRikQeW3e1M6e+hefyktRammQT5KXayZ0wIctRHoLcQsgrC3pEN62EH8+Atx5hxLHBbL/5Fqa5oxAtHwvHXAzP3g5164LJi3auh1gciiozFnbnQj9/7tx+P1/BvHnkz5zRr0OARURERETk4AbdNaIAuePHkzOsgrJttbjDtO0JlpXm0Niyi1kt5SRTbXuGjR4xSkYFPaKbXwrur3+K8rmfIr8lRXFeIthWWLF3/4VXw4pfw/98DTY8B3VroWwMxHIyGvb4++/DknlHTu+ziIiIiIgctkFZiJoZhfNraH/qSWxUGWUNQ4E66ht2A+XktbWRqOq/GVz7RUlVUIjWvhXc3/wSOSUlnFwwlNKqLj2iAGXVMPcSePoXe7c11mYs3A5506Zl/JwiIiIiIpJdg3JoLkBBzXzYspVhVaNpaxkebAvXEC1IFhDLy8tmeIeupCoYmtupEAWYceedjD51AuQkIVm873MWXh30pC76ZnB/8qmZi1dERERERAatQdkjClDYsZ5osoBXN7VTmo5T0Bz8cxQNGZLN0HqndDQ0bIWtrwT3t70ObS0QT0LDtqA3tOvw19JRcOVKiMVg3icgfoQV3yIiIiIickTqVY+oBW42s5VmttTMqsxsgpk9Y2ZvmNnX+jrQvpYYM4b4iBGU7dhJe1sbs2wa+c1Bj2hR5YgsR9cLI48ObjesgGQJpNuCYhSCArXz9aGdxcL/BfLLgzVGRURERERE+llvh+aeAVS4+0zgh8B3ga8D1wJTgHPMbHrfhNg/zIzCmvkUrgx6EMfsKqUwLERLRldnM7TeGXci5ISzwU76QHDbMXHR7i37Xh8qIiIiIiKSRb0tRGcAjwK4+1+Ak4CTgT+5ezvwX+H9SCuYX0N823bKK4ZTvDVNaUMOuak2klWjsh3aocsthDHHB39PPCW4JnTzyuB+x9BcERERERGRCOhtIboGWGhmMTM7CagGCt29OXx8C9Dt+FYzu9zMnjazp7du3drL0/eNwuPD60QLivD1tYxvG0Zeqp3EqCNs6ZYORy0KbodOhOFTgx5R92BobpEKURERERERiYbeTlZ0P7AIeB74T2An4F326XZhSHe/GbgZYN68eV2fk1GJUaNIjB5NWe0uWhsbSaQSJNuOwDVEOxx7KXg7jJoLlTPhjb9CSz20t6hHVEREREREIqNXPaLu3u7un3X3WcCvgNeAejPrmHZ1OEGvaOQV1Myn4NVVAKRSqaBH9EgtRPPLgyVZYjlQOQN2b4Yt4Sy6KkRFRERERCQiDmsdUTPLAf4VuB1YCpwZbjsb+Ovhh9f/CmtqyN+2g0RuEoB8jFhJSZaj6gOVM4LbN/83uH23WXNFREREREQyrNeFqJk9AjwDvEEw1PZfgC8Dq4A/uPurfRFgfyuoqcGAoUVB8VlQVIJ1XW/zSFQ5M7hdszy4VY+oiIiIiIhERG+vEcXdT+yyaStw/OGFk3mJykpyx46ltLGZTUDxkCHZDqlvFFZAUSWsezK8r0JURERERESi4bCG5g4UBTU1lL75NrhTNvIIXLrl3VTOgHQq+LtAQ3NFRERERCQaVIgCRf9wMhVbdvDeV9YydPyEbIfTdzquE80rhXhudmMREREREREJqRAFik46CYD8I3nG3O50XCeqYbkiIiIiIhIhKkQBi8cpPv00AOLDh2c5mj7U0SOqQlRERERERCKk15MVDTRV117LzhNOIH/u3GyH0ncqJkMsrqVbREREREQkUlSIhmIFBZRfcEG2w+hb8SQcexmMOjbbkYiIiIiIiOyhQnSgO/P6bEcgIiIiIiKyD10jKiIiIiIiIhmlQlREREREREQySoWoiIiIiIiIZJQKUREREREREckoFaIiIiIiIiKSUSpERUREREREJKNUiIqIiIiIiEhGqRAVERERERGRjFIhKiIiIiIiIhmlQlREREREREQySoWoiIiIiIiIZJQKUREREREREckoFaIiIiIiIiKSUSpERUREREREJKNUiIqIiIiIiEhGqRAVERERERGRjFIhKiIiIiIiIhmlQlREREREREQyytw9eyc32wqszVoA0lUFsC3bQcg+lJPoUm6iSXmJFuUjmpSXaFJeokl5OTzbANz9tK4PZLUQlWgxs6fdfV6245C9lJPoUm6iSXmJFuUjmpSXaFJeokl56T8amisiIiIiIiIZpUJUREREREREMkqFqHR2c7YDkP0oJ9Gl3EST8hItykc0KS/RpLxEk/LST3SNqIiIiIiIiGSUekRFREREREQko1SIioiIiIiISEapEB1kzEw5jxgzK892DNI9M7NsxyByJFDbEi1qV6JNbYtIQA3HIGFmPzCzSe6e1heGaDCzhJl9C/ibmc3MdjwSCPNymZmNAnLCbfrSEAFmFjezidmOQ/ZS2xItaleiS21LNKldyS41GoOAmeUBHwe+CuDu6exGJGb2CeAR4ChgKZCb3YgEwMxmA88A5wL/AnwewDWrW1TcBlxnZmOyHYiobYkatSvRpbYl0m5D7UrWqBAdHNLAg8BCMzsdgl/mshvS4GVmc4Ezgc+4+8eB4cDo8DG9J7OrGHja3c8FbgSONbMLQb9cZ5uZVQKTgTZgnpklsxySqG2JDLUrkae2JYLUrmSfPpwGGDOrNrOfmtlFZlYSbp4FPARcBXwHwN1T2YpxMArz8u9hw/Oqu5/v7s+FDz8EnAbqUcg0Mys3sys6bSoHtphZubs/A9wFfNrM8vXLdWZ1+SwrBbYAXwSWAKcAE7Ia4CCjtiV61K5El9qWaFK7Ej0qRAcQMysDfgU0A8cDt5lZLrARWOjufwC2m9nj4TUkkgGd8tIEvAf4tZmVdPoVdDOwNtxX78nMugS40sw+Fd5fBUwhGNoGwfC2V4FPZiG2Qaubz7JfACXu/qi7/w5IASd3KoikH6ltiR61K5GntiVi1K5Ekz6cBpZqoN3dv+LunydooC4BZgArzexkgg/B6cCdoAYqQ7rLyz8CHR92TcCHQb9cZ4qZxcJG6Wjgp8CFZlbp7q8BL4T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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "((factors_daily.loc['2020':]+1).cumprod()*100).plot()" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "editable": true }, "outputs": [], "source": [ "# factors_daily.to_pickle('./data/factors/factors_daily_long_only.pkl')" ] }, { "cell_type": "markdown", "metadata": { "editable": true }, "source": [ "## Long short factors" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "editable": true }, "outputs": [], "source": [ "# Daily factors excluding size\n", "factors_dict = {}\n", "for f in ['bm','mom','rev']:\n", " if f == 'rev':\n", " factors_dict[f] = daily_factor(df=ret_df,sort1=f,long_only=False,long_high=False)\n", " else:\n", " factors_dict[f] = daily_factor(df=ret_df,sort1=f,long_only=False)" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "editable": true }, "outputs": [], "source": [ "factors_daily = pd.DataFrame(factors_dict)" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "editable": true }, "outputs": [], "source": [ "# The size daily factor\n", "portfolios = double_sort(df=ret_df,sort1='bm')\n", "portfolios_vwret = {}\n", "for pf in portfolios.keys():\n", " temp = portfolios[pf].groupby('ym')['mktcap'].agg({'mktcap_sum':np.sum})\n", " portfolios[pf] = pd.merge(portfolios[pf], temp, on='ym')\n", " portfolios[pf]['weight'] = portfolios[pf]['mktcap'] / portfolios[pf]['mktcap_sum']\n", " df_ = pd.merge(portfolios[pf][['secID','ret_date','weight']],\n", " stk_df[['secID','tradeDate','ym','ret_daily']],\n", " left_on=['secID','ret_date'],\n", " right_on=['secID','ym'])\n", " df_['weighted_ret_daily'] = df_['ret_daily'] * df_['weight']\n", " portfolios_vwret[pf] = df_.groupby('tradeDate')['weighted_ret_daily'].sum()\n", "\n", "portfolios_vwret_df = pd.DataFrame(np.vstack([pf for pf in portfolios_vwret.values()])).T\n", "portfolios_vwret_df.index = portfolios_vwret[list(portfolios_vwret.keys())[0]].index\n", "portfolios_vwret_df.columns = portfolios_vwret.keys()\n", "\n", "factors_daily['size'] = (portfolios_vwret_df['bm1_size1'] + portfolios_vwret_df['bm2_size1'] + portfolios_vwret_df['bm3_size1']) / 3 - \\\n", " (portfolios_vwret_df['bm1_size2'] + portfolios_vwret_df['bm2_size2'] + portfolios_vwret_df['bm3_size2']) / 3 " ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "editable": true }, "outputs": [ { "data": { "text/html": [ "
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3674 rows × 4 columns

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" ], "text/plain": [ " bm mom rev size\n", "tradeDate \n", "2007-02-01 0.008284 NaN NaN 0.000706\n", "2007-02-02 0.011413 NaN NaN 0.017586\n", "2007-02-05 0.009377 NaN NaN 0.019517\n", "2007-02-06 0.005161 NaN NaN 0.007078\n", "2007-02-07 -0.003939 NaN NaN -0.007519\n", "2007-02-08 0.004336 NaN NaN 0.000016\n", "2007-02-09 0.000447 NaN NaN 0.003784\n", "2007-02-12 -0.006304 NaN NaN -0.009223\n", "... ... ... ... ...\n", "2022-03-03 0.022054 -0.004624 -0.007673 0.002299\n", "2022-03-04 -0.000821 -0.004413 0.004745 -0.000821\n", "2022-03-07 0.015438 0.001816 -0.013664 0.014120\n", "2022-03-08 -0.004479 -0.003553 0.004705 -0.006318\n", "2022-03-09 -0.008369 0.014907 -0.009190 -0.000704\n", "2022-03-10 -0.008623 0.005819 -0.002512 0.000360\n", "2022-03-11 0.002806 -0.008396 0.004471 0.002754\n", "2022-03-14 0.008414 -0.005398 0.002478 0.001063\n", "\n", "[3674 rows x 4 columns]" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "factors_daily" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "factors_daily = pd.merge(index_df[['tradeDate','rf','exmktret']],factors_daily, on='tradeDate')\n", "\n", "factors_daily.set_index('tradeDate',inplace=True)\n", "\n", "factors_daily = factors_daily[['rf','exmktret','size','bm','mom','rev']]" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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rfexmktretsizebmmomrev
tradeDate
2007-02-010.0000480.0055420.0007060.008284NaNNaN
2007-02-020.000048-0.0353350.0175860.011413NaNNaN
2007-02-050.000048-0.0059930.0195170.009377NaNNaN
2007-02-060.0000490.0198790.0070780.005161NaNNaN
2007-02-070.0000500.021923-0.007519-0.003939NaNNaN
2007-02-080.0000520.0173800.0000160.004336NaNNaN
2007-02-090.000076-0.0033550.0037840.000447NaNNaN
2007-02-120.0001100.033455-0.009223-0.006304NaNNaN
.....................
2022-03-030.000047-0.0050660.0022990.022054-0.004624-0.007673
2022-03-040.000052-0.011208-0.000821-0.000821-0.0044130.004745
2022-03-070.000056-0.0293980.0141200.0154380.001816-0.013664
2022-03-080.000056-0.023659-0.006318-0.004479-0.0035530.004705
2022-03-090.000055-0.011676-0.000704-0.0083690.014907-0.009190
2022-03-100.0000550.0160640.000360-0.0086230.005819-0.002512
2022-03-110.0000560.0045860.0027540.002806-0.0083960.004471
2022-03-140.000057-0.0288780.0010630.008414-0.0053980.002478
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3674 rows × 6 columns

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" ], "text/plain": [ " rf exmktret size bm mom rev\n", "tradeDate \n", "2007-02-01 0.000048 0.005542 0.000706 0.008284 NaN NaN\n", "2007-02-02 0.000048 -0.035335 0.017586 0.011413 NaN NaN\n", "2007-02-05 0.000048 -0.005993 0.019517 0.009377 NaN NaN\n", "2007-02-06 0.000049 0.019879 0.007078 0.005161 NaN NaN\n", "2007-02-07 0.000050 0.021923 -0.007519 -0.003939 NaN NaN\n", "2007-02-08 0.000052 0.017380 0.000016 0.004336 NaN NaN\n", "2007-02-09 0.000076 -0.003355 0.003784 0.000447 NaN NaN\n", "2007-02-12 0.000110 0.033455 -0.009223 -0.006304 NaN NaN\n", "... ... ... ... ... ... ...\n", "2022-03-03 0.000047 -0.005066 0.002299 0.022054 -0.004624 -0.007673\n", "2022-03-04 0.000052 -0.011208 -0.000821 -0.000821 -0.004413 0.004745\n", "2022-03-07 0.000056 -0.029398 0.014120 0.015438 0.001816 -0.013664\n", "2022-03-08 0.000056 -0.023659 -0.006318 -0.004479 -0.003553 0.004705\n", "2022-03-09 0.000055 -0.011676 -0.000704 -0.008369 0.014907 -0.009190\n", "2022-03-10 0.000055 0.016064 0.000360 -0.008623 0.005819 -0.002512\n", "2022-03-11 0.000056 0.004586 0.002754 0.002806 -0.008396 0.004471\n", "2022-03-14 0.000057 -0.028878 0.001063 0.008414 -0.005398 0.002478\n", "\n", "[3674 rows x 6 columns]" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "factors_daily" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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++tWv8tBDD1FRUcH69eu57bbbWLhw4aSOd7JJICqEEEJMs96GTkKqlcIiHxkbynn8/l0c3NzC6qvKRj8ou1J7lM65Yob43SFy5tmoubYiqf1NFu0yM6nSc7QAyZJmxO8Jc2hLC+tumE/AE8brDLFyUymL12kBr6JTWPa+eWx7/CTdzW5yikfuiuvuCZBbNnrHXNCWbwHiDYfGV17r7PSTnqM1QvI4gqiqSv2BHnY8VUtPi4fseVYy8lPxzrKy3f7uw+XLc9j6l5P4ZI7orPXBD36Qm2++GZPJxOc+97khr4VCIe69916ee+45ALZv387NN98MgNPppK6uTgJRIYQQQgzV3dANQF6JhayKdEovyGLPK40s31g8pMRxCLMdbAXSsEjMGL8nTEZBatL7p6Rql5lBX3KBaGeDm+KqLMLBKIe2tLDmmjJ6WjwAZBdbh+y75KJCtv/1JKd2d40YiKoxFXdvgPmrcs/4ngbjQLuU8Zaounr82HMtxCIxmo86+OsPdtFe6yI918KVn17KwjV5vP7IUZoO947rvFOto85FWraZ9DwLOr1CwCMZ0WScKXM5VZYsWcI777zD/fffz6ZNm6isrEy89uMf/5jbb7+d/HytKkCv17N3795pH+PZkGZFQgghxDRzdniBGOn5dgBqPlhBwBPm4FtjdALNqZRAVMwYvyeMJS0l6f37M6JBX5hIKMqfvruDuv3dw/bzuUJsf+Ik3r4geWVprLy8GL87zIn3OujuD0RPm2NpthpJz0ult9U77HwAXmeIWFTFnkRpbr+Ad3yBqMcRxJZpxmgyEPJHcHb5uezjVdx67zoq1+aj6BSs9hT8rhBqTB3XuadSR52T/Ao7iqJgsRnZ/VIjm/9wDFWdPWMUmp6eHux2O9/97ndpbm4mHNZ+RltbW3niiSf44he/mNi3pqaGF154AQCXy5XYdzaTQFQIIYQYr2hyGZ7ROLuD2HTd6NOyAChckE5xVSZ7Xm4gfKY1DbMXQvdxkAtGMc0ioSiRYBRLEnM9+5lStX2Dvgi9bV56Wrwc2jL8Zsup3Z3sfklbxqhwQQbzFmeSVWRl3+vNdDe5MduMpNqHB8BZhdZhHXb7ddZr5adpOaOvIQraXNZ+AU/y/64joSgBTxhbhoniqkwUBT705VVccEkRev3AOVPTTcRi6qxpCOR1BvE4guSX2+PPtWzowbdaOLq9bSaHJkbw6KOPsmTJElasWMHf//3fYzRq/6YefvhhGhoaqKmpobq6mp6eHh588EF++MMfUl1dzaZNmwgGZ1dJ+EikNFcIIYQYD18v/Hw9XP6vsPoTEzqFszdGuqEdLBcltq39YAVP/Gg3h7e0snJTycgH5iyCQB/4esCaM6H3FmIi+gOpCWVE/ZFEwNh0pJeQP0KKZeAStH8O5a3fXkdWkVaCu+KyYt589Bi9LR4tu6gow86fVWSlbl8XkXB0SLfbWDTGO0/XYs+1ULw484xjHNxRdzwlqh6HNmZblomq9YUsfd88dLrhY7Sma98vrzM4YjA9lSKhKNGomvh7gIH5oQXz0wF4398sIuAN03zUwdt/PknpBdlYM0zTOk4xui996Ut86UtfGrb9uuuu41vf+taQbdnZ2bz22mvTNbRJIRlRIYQQYjy2PoCrTyXSPvESWadTR7q+DczpiW1FlRnMW5TB7pcaiIyWFc2Jzw+S8lwxzfrXmhxPRlRv1GEw6gj5IokS2lhEZccztTQc6sHR7iUajeF1hbCmpySCUIBF6wowWQ2k2lO45KOVI54/q9CKqkJfh2/I9iPb2nC0ebnopgVDMp4jGTxHdDyluR6H1iXXlqmV/o4UhAKJoM7nnP55mG8+eozHvvfukN8nHXUudHqFnBKt1Hn5xmLWfrCCy/62ilgkxptSoiumkQSiQgghRLLcHQS2P8ofu/+TA8eyJ3SKoC9MIGgg3dABKUObrKz9YAU+V4jDW1tHPjg73gFROueKaeZ3jz8jClrDoqAvjKPNS2ahlcyCVPa/3syzP93HH+7dwV//fRc+Z5DU9KFZOGOKnpu+upoPf2MNFtvI79kfuA6eJxoKRNjxdC2FC9PHbFQEWrDcL+BNvjQ3kREdI3vYnwX1jrMj72RoPdmHqzvA/jeaE9s66pzkFA9fLzUjL5ULb5hP/f5uTuzsmO6hijlKSnOFEEKIZL39E5p8VUQw4XJP7L9QZ5cfgAyzE3RD7wcXLcqgcGE6u19s4IJLioZdLJJRCnqTNk9UiGnkj5etJrMe6GAmiyFRmptXbufKv1uK1xnC1ePn4JvNnNzVSUZ+Kum5w+dynt6g6HQZeakoOoWeFi/vPHmKvk4/GXkW/O4wH/w/lSOW854uFBgIPkP+CNFoLDHH0+cK0dfpo2hhxrDjEoFo5hiBaLw0d7ozogFPGHdPAJ1OYe+rjay+qoxYTKWzwU3V+uHrvgKs3FTCyV2dbPnTCcqWZifm+AoxVSQjKoQQQiTD2QI7f0OD9RYAfP5RllkZQ38Zod3mH/aaoiisva4CrzPEka0jNA7R6SFvCdRvndB7CzFRE82ImlINePuCuLoDZBVaUXQKtkwTRQszKF2WjaqCo8M3LCOaDL1RR+GCdI6/287e15o4tbuTXS81ULk2n/wKe1LnsMbft79UNTgoK7rrxXqefmAv0Uhs2HEeRwCzzThkjulIDEa99j2Y5oxoV6MbgHmLM/C7w4RDURxtXsLBKPnz00c8RqdTWH/DfALeMJ0N7ukcrpijJBAVQggxN3m74eQ4Gjts+SFqDBr75gPgDyZ34Xz47VZajjkA7eJwy2MnsKZ4yLCPnCEpXpxJwfx0dr/UQDQ8/AKY6tugdTe0nlvrxYlzW8ATQqdXSDGP7wZMisVIV6O2BMvgOaAA6bnxNUlVJtzIZ+WmEjyOINFwjMyCVPR6HetvnJ/08fMWZXLrPetYfVUZoGUS+znavEQjMVzdflw9fn7z9S089cAeDm9txdHuGzMb2s+aYZr2jGhno9aUqGyZ1tTM5wwmGhX1d8wdSWah9nfSX7khxFSSQFQIIcTc9PzX4ZEPQ2/d2Pt2HoHdv6Nz4Rfxe6MYdBF84TMvCwHg6vbz5qNHefW3h2k+2suTP96NMUXPjYsfwZA6ctmhlhUtx+MIcmSk5RRWfAyMqbDzf8YetxCTxO/W1hBNptx1MFOqIZFRzCo8PRAd+DfU3112vMpX5JCRn8q8xRnccmcNH/vXtdizx/63OVhWoRWzVStDDXgHAkZHvHrB0e6j+YiDgCdMX6ePN35/lNYTfYlGRWOxZZhwdk9vYNfV6MaeYyazQAssvc4Q7XVOTFYD6Xmjf3+s6Sb0Rp0EomJaSCAqhBBiborGMx9Hnj7zfm374TdXgTmDBvONoEDFvB78kbQx1/Pc/0Yzqgqe3iBPPbCX1HQTN319NRlq/ZCOuacrWZJFfoWdXS/WDy8LtGRA2cXQuieJDynE5PB7wljSxj9n0JSqzaXWGZRh80AtaUaM8QzrREpzQSsnvfkba7jmH1aQYjGQWWAd+6AR9M997V9LNBKK4unVymkd7V7aap2YrUY+8b2L+MhdNay+uozq0ZZZOk3hwgx6mj34XNOTFQ0FIjQe7qWoMiPxffU5Q3TUucgvTz/jzQRFp2DPseDs9I26jxCTRQJRIYQQc5Mlvr7goSfPvN+RZyDogs+8TsOJEPnldrKyY4TUVCI+z6iHhUNRjmxtpbImj5ILssgrS+Omr60mLcsMAacWUI5CURRqri3H0xvk2DvtI4896ErmUwpx1va91kTDge4JBXn9a1hm5qei0w+97FSUgeA0dYIZUdCCyMFrZU7oHImMqHaDqq9zICPY1+6j/ZSTggVaEJdXZmfDjQuYN8Yapf1Kl2YB0Hy096zGmKxj77QTDkRZ9r7iRKa5r9NHb5s3qbmz6bkWyYjOIvX19dTU1Mz0MKaEBKJCCCHmpmC8GUfrbnCfYbkCbydYc/DpC+lscFG2LJvUtHiWoat71MNq93QRCkRZeuk8rvvCSm75Zs3APLhA3xkzogBly7LJK0vTsqLR07KiZjsEJBAVUy8WU3nn6VrmLc5k422Lx318SjwjenpZbr/+QNQ6wYzoZOnPiHbUOYmGY4mmYpY0I62nnPR1+ChccOZ/s6PJKUnDbDXSeHh6AtFDW1rIK0sjv8KO2WpEp1Oo398NKskFonkWXF1+WU9UTDkJRIUQQsxNgzOKrpbR9/N0gTWPpsM9oGoBYmqGdvHs73aMetixd9pIyzJTVJmBTqcMlMOFAxAJgHn0jCho2aLqK0pxdQforD+tg6XJro1fLhTFFHO0eYkEo1RtKCRlAlnH/kzl6Y2K+mUWWNHpFVLH2Y13shlT9JQuzebw1jZ+/6/b2P9GEwClF2TjimcHC0dYxiUZOp1CyZJMGg/1DL+pNMn8nhA9LV4WrM4DtFJbiz0lqUZF/TJyLUTCsWlvsCRG5/V6uf7666mqquK+++7jzTff5Oabb2bjxo1UVVXxs5/9jOuuu45FixZx9913z/RwkybriAohhJibgm5IsUHIA76e0ffzdIAtl4aDPVjsKeSWpNHZYgOi+BwjZyUD3jBNRx3UXFOOojttPlbAqT2OkRGFgSySxxEABu1vTodYBMJ+SEkd8zxCTFRHffIBzEj616LMKhy5OdfKTSWULctGb5z53Mh1X1hB0+Fedr/cQMuxPtKyzZQsyeTYjnZqri2nYP7EvgcAC2vyObGzk6ZDvZSvyJnEUQ/VXqv9fRUMWqLFmp6Cty9IRn5qogT5TOzxLLWzy4c1Y2Yz1bNJ+/e/T/DI0Uk9p2lJFQXf+taY+9XW1vLaa6+Rm5vL2rVrKS0tZfv27Rw/fpy6ujqqq6s5duwYxcXFlJaWcs8992AwzP4wb/aPUAghhJgKQTdkVkDHAW0pl9F4O4llLqRxby8VK3NQdAqpWRlAD37HyA09nF1+UCG3NG34i/2BqGXs+WX9F4HevtPWIDTbB84lgaiYQp31LlIshmGNhpJVMN9O6dIsiipHziaarcYhQdNMUhSF0qXZlC7NprPBhaJTyCm2UbYsJ1G6O1Fly7Ix24wcfadtigNRJzqdQl7ZwO8erWGRO+mbCf3L6vR1+imqTG4erJhalZWVFBUVAXDRRReRkZHBmjVrsNlsVFRUUFBQwMKFCwHIy8vD6XSSnZ09k0NOigSiQggh5qaAC4rXaIHoaBlRVQVPFx2hBQR9kcSafJacLKAHX90haMyC0vVDDtMymGiNiYa9b5/2mERG1JRqQG/UDQ9ETfELyqALKBzzPEIkKxSIcPjtVm3NUIuBluN95JWlDc/sJ8mWaeb6L1ZP8iinXl7ZQNB2tkEogN6gY9HafA5uaSHgDSeVmZyIjlonOSU2DCkD6732z01PZn4oQFqWCZ1OmfaGRR5HkJf+6wCXfmzRkO//bJFM5nI69M/dNZkGstVGo3HEfWa7ma+DEEIIIabaSP8pB91gLwadEXyjZESDboj4cYQKgIELOYM9mxTFi6+jA/7nqmGHeRxa4DjigveJ0tyx55spioI1wzRCRjQexErDIjHJDrzZzNa/nGTL/57gtYeP0NfhGzWbKcanakMhsYjKyZ1naI52FmLRGB31rmEZ5v6OxMkGojq9jrQcc2Ju7HTZ8thx2mtdHNsxQqfwOe748eM0NTURCoXYsmULfX19Mz2kSSEZUSGEEOe3SBB+sgxWfwI2xZs4xGIQcmslrtac4aW5O36lbS/UMjm+mHZhl1hH0WihwHiMU4H1XJz5R/RDj8bjCKI36kbOpPiTz4gC2DJMeEYNRJ1JnUOIsZza08nxHR10N7spqszg6s8uI+iPEAlFJ7w2pxgqp8RG9jwrR99pZ9n7iyf9/D0tXiKh2LBAtGxZNo42H9nFI8/THUl6buq0ZkTr9nVRu6cLvVFH0zR1Fz6XbNy4kc9//vOcPHmS22+/nfLy8pke0qSQQFQIIcT5zdWqLcGy5YdQdS3MW6MFoQCmNEjNHlqaG3DCy3dDcQ1crgWu/ogNo1mPwRgPORWFFdZnedbxbU4q13L6ohYeRwBbhmnkheP7s69nWEd0MGuGiY660wLORGmuBKJichzc3ELzUa0L9IXXVWBJS8Eyw51szzeKon5YWLwAACAASURBVLB4fSHbHj+Jo92bCPDba52kZZvPegmb9lrt90H+aU2VCirSufqz45uHm55rof1UH6qqjvx7bBKFAhHe+tNxsoqsLF5XwPYnTuHuDYw8tWEOKi8v5+WXXx62fePGjQDYbDbq6+sT2w8ePDhNIzt7SZXmKoqSpSjKFkVR7lUURacoys8VRTkc/3PfoP3uVhTlpKIo7ymKUj5VgxZCCCGS5h5U5vXmv2mPwdMC0cEZ0SPPQDSoLeni0Uro/CHzsIvy0rsew25xc6J3+bC39PQGsWWNclFZtwXSS8Cam9TwtdLc0NA5P4lmRVKaKyZHJKQtK1KyJJP58aU/xORbdGE+ik7h6DsDv5eefXAfr//2yFmfu+2Uk9T0lEkJ4NJzLYQCUVzdftTY1M43fPfpOjyOIJd9vIqy5VqDnaYjkhWdC8YMRBVFMQIvAMcBVFWNAb9QVfUCYCVwm6Io8xRFKQNuAhYD9wH3T9mohRBCiGR54hd8lVfByde0wDQRiMZLcwdnRPc/pj26WsHTCYA/aCA1bWiZrWLPI8sewBse3hnX4whgyxzhYjAcgNo3oPJKSDLLYMswEY3ECHojAxulNFdMMlePn6oNBdzwT6swppxebC4mizXdROkFWRzf0U4sphIKRAj6IjQe7qWryT32Cc6go85J4fz0SclgpudpXZIfufsddr/ccNbnG01Xo5v9bzSx9H3zKJifTlahFZPVkFj3VJzfxgxEVVUNA9cDWwZtOxD/sggIAj3AZcALqqpG0QLXDZM+WiGEEGK8+jOil34N1KgWaPZnEk12SM0ZKJd1tULdW2DLh2gIuo6AosPvA7NteJmiJVXFF03T5pzGxWIqXmcIW+AY+E67q9/wNoR9sGh4g6PR9C/hMmSeqDEVFH28a64QZycSiuJzhrDnTGyJFjE+VRsK8TiCHNnait8dSmzf89LEAz6vM4irO0D+JC2FM3i5nv61SafC8fc6UPQKG26cD2jlyznFaXTHg/JTuzvZ9vhJXD3T2zhJTI+kSnNVVe0c/FxRlBRFUQ4Cu4G7VFUNAHlAd3z/CKBXFEVuqQkhhJhZ7jbQp0DJhVB8Iez9w0AA19+sKOCEaBgOPg6osO4ftNeb3gVrHn53eFhGFMBiVfDH0lGDnsQ2nzOIGlOx1f4Btj4w9IDjL4PBAhXvS3r4iUA0viQMoGVTzXYpzRWTwt2r/WzZs2VO3nSYvyqX4qpM3n7sBG0ntaqGnBIbJ3d1TrhBUEc8WJysNVnT81JZfpnWUElvmLw5ontebqT1hCPx3NHuJTM/FVPqwO/X3NI0elq8RKMxtj5+kj2vNPLo3e/w6sOH6W3zTtpYxMyb0PItqqqGVFVdBiwF/q+iKAuA0wvIR/ypVRTls4qi7FQUZWdXV9dE3l4IIYRInrsDbAVa8FZ9m5blrHtLe82UBqlZ2te+Hi1bWrQKKt6vbes4iJq/jIAnPGLjllSbHhU9wb6BEtnOeu1Ovl3fCQefGFg6RlXh+ItaEGpMPvPUn5no6/ANfcGcLqW5YlK4euLr3kpGdFrodAobb19MJBxLzBVdf+MCFL3C3lcbJ3TO9lonOoNCbmnynXHHGuP7PraIwgXpBAZPC4iLhKLjPqer28+2v57k5f8+RCigndPR5iWzcGhX5twSG9FIjBPvduDuCbDuhgqWbyzm1O5O/vz99/A6gyOdXpyDzmodUVVV29FKdlcDbUAOgKIoBu1lddhPqaqqv1ZVtUZV1Zrc3OQaNQghhBAT5m6DNG0dUJbeBAYz7P6t9tyUppXmAjRshfb9sOJjYC9KHB7MXkUspo4ciMYXivf1agGhGlN599k60tOjzEs5AM5GaN6p7dx9HPoaxlWW2/8eljQjPS2eoS+Y7FD/Nmz+93GdT4jTubu1LJw9WwLR6WLPtqA36uio1zKZuSVpLF5XwJFtbfhcoTGOHq69zkluSdpAZ+9JYrIaCfrCQ7adeK+D33zjbQLe8ChHjexEfP1UrzPErhcbiISiuHoCw5YHyinR5t2/+2wdik5h2fuKueSjlVzzueVEwrHhN+XEOWvcgaiiKFZFUYr7vwYuBg4BrwJXx8txr2XQnFIhhBBixrjbIS1f+9qSAVXXDWQSTXbILNO+fvU7oOhg6YfBlqfNwQT8aUu1Q0cqzbVrF+4+h1YudmJXBz0tHi5c0Y5eiYLOEC/3RcuGgtaoaJyy59noaTmtJM2cDu5WeON72lqpp/P1DjRlEiIuPEImy9UdQG/QYU2X5Vqmi6JTsOdYiASjKDoFs83IqitKiUZi7H+jaVznikZidNa7J60sdzBzqmFYwHliZweRYBTHOMtkT7zXQcH8dCpW5nB0exuOdh+okFmQOmS/jPxUDCY97p4ApUuzEusx2+LdgCUjev6YSEbUDPxFUZQDwDbg16qqHo5nRx8CjgHfBf558oYphBBCTJCnnT5lAdFwvKFQ9W0AdIXL2f5CJ2rBSpi/UctWzt+oBa06PaQVAuA3LwQYMSNqydACUX+fNp/p3afryJ5npTLnmJZ5XXQ1HHoCYlFtfmj+MsgoGfdHyJ5no7fNS2zwMgp9g0r4Rpor+qfb4IVvjvu9xPmr6XAvv/nqFmr3DkyNUmMqrSf7sOeYUXRTu16kGKq/7N6SZkSnU8gssDK/OpeDm1sSpavJ6GnxEI3EpiQQNVmNQzp2R8OxxHqzfZ3Jz2ftafHQ0+Jl0YX5LKzJw+cMcWRrKwBZp5Xm6nQK135+OVf+/VKu/PTSxPb++fLevvFnjMXslHQgqqrqw6qq3quqao+qqutVVV2uqupKVVV/PmifB1VVXRjfPrEidyGEEGKyhHyEfEH+9OalHHq7Rds2fyPY53E8dAW7X2rE0e6HK+7TGhqt/sTAsfYiMKbi12nTSEbKiKZmaiVkPleQo9vacHb5WfehBSiedq0ceNmHteVjjr8IjdsnlA0FLRCNhmM4OweVpFkyBr4eaa5oby24mif0fuL84nOFOLy1lW1PnCQaibH1LydoOe6gbn837zxdS0edi+orSmd6mHOOPUfL8PWX+AOsvrKMoC/C4bdbkz6POz7HNyN/8kurzVYD4WCUaES7kdd6qo9wUMuqD/l9NIYT73Wg6BQWrM6jfFkOOoPCoa2tKApk5KUO27+kKovKmnxSzIbEthSzHkOKTjKi55GzmiMqhBBCzGruNtzRXKIxHX3t8YsmnR7e93XcqcsAaD7WC4Ur4RuntDmk/eZvhAs+hN+jZQNGyoia09NQiOLui/Dec/XkV9gpX54dLwcu1DKixlR47uva0jHjnB/aL3ueljEYUp77N3+A99+pfR08LRBVVa35Ukg6TArY8dQp3vj9UbqbPCy5uBBXd4Anf7yH53++n90vNjBvcSZLNhTO9DDnnP6MaKrdlNiWX2Fn3qIM9r7alAj+xtK/tFN/xnAy9XezDfq034OndnehN+qwZpiSzoiqqsrx9zooqcok1Z5CisXAglV5ACxeV4DemFw4oigK1nQTvr65FYjW19dz+eWXc+2111JVVcX3vvc9Pv7xj1NVVcUdd9wBwH333Ud1dTVr165l27ZtADz88MPccccdrF+/niVLlvDQQw9x+eWXs2DBAn71q1/N4CcaYBh7FyGEEOIc1X4AT0xrRuR2DLp4qfk73K+8B7hpPupgxWUl2nIog13+LwB4njyFolOw2IZnRBVLOhadk8OHMwhHgnzgUxdoi8m72yF/KaRYYeNd8MrdYMmE4rUT+hhZhVYURStvW7hGu4AjvVgLljffP7w0N+CEWASCntNPJWaQs8tHe62LxesK8DiC2DInP3A4XSgQ4fjOTipW5lBZk8/CNXks2VBIJBLDZDGQYjZIWe4M6V+3NfW0ubmrryrjmZ/u4/i77Sy5qGikQ4fwOoLoDTrM1uG/o85W/zkD3jB6o45jO9qpXJuPzxnC2ZVcRrSjzoW7J8CF11cktl3xqQvY9Mkl6A3jy4lZM0x0t3j5n29s4YpPL6WkKmtcx5+NLY8dp7tpcn+n5pTYuPSji8bcb+vWrdTV1WGxWMjLy+Pll1/md7/7HcuXL2fz5s289dZb7N69m5aWFq666ioOHToEwP79+3n33Xd54YUX+Nu//Vvq6uoIBoNcdNFFfO5zn5vUzzIREogKIYQ4f7XswqtqjYr610rs1/+85XgfsWgMnX7kCyJnt5+0LNPIr5tsWHROfJEsiqsyKV6cGT95Oyz8gPb1RV/UMpOp2Vo2dgIMKXrS81JH7pwLA6W5qgq7HoLsSu25ZERnXCgQ4c1Hj2GyGHB2+Wg64iAWjfH6745y8S0Lqf7A5JfEPvmTPfQ0e0hNT0GnV4gEo6y+qiwxh7BwYcYYZxDTYSAjOjQQLbkgi5wSG3tebqRqfeGYNwk8fUGsGSnaTbBJZrJqoULQG6bpSC+RYJQVG4s5sr2NtpN9qKo65vsef7cDvVHH/JUDq2UoOgX9BG5+WNNTaD3RB0Dr8T6sdhN6o0J67vDy3vPJokWLKCrSbkqkp6dzySWXoNPpqKioYOfOnVx55ZXodDpKSkqwWq20tbUBcPHFF2MwGKioqGDp0qVkZmr/R/l8s6PzsASiQgghzl8tu/BYLoQ+8AwKRMPBKH53mIz8VPo6fLi6A2Tkj3wh4+rykz7CHCYADCZS9S56IrD+Qwu0bUE3hNwDS8YoClx211l/lOx5NroaT8t8muPNSYLx7d3H4dmvDATBIemaO5N8rhDPPriPrsahfw/bnzgFwNbHT2LPsTC/evKWs4uGY7Qcd5BXmoY1w4TXGaKyJo/8CvvYB4tpZc+1kF9hp6hy6I0BRVFYdWUpr/zmMHX7u8f8+fD2BaekLBcGMqJ+T5iDm1vIr7CTW5pGW3yuqM8Vwpo+8nt31Ll47beH8fQFKV+eTYrl7MOO1EGfs6/Dx5M/2U3AE2bhmjzWXFNO9rzJWUd1JMlkLqeKyTT0e2w0DmS/PR4PZrN5zOMGHzNbyBxRIYQQ56doBFr34DFq5WBBXyTRibI/G9p/ce53j96F0dnlJz1n9CYgi+3vUVN5fOBC362tldffdXeyZM+z4uoODO2m2V9O3F+aW/um9ti6R3uU0twZ42j38vi/78TR7uWazy0ns9CK0azHlGrA7w5Tvjyb/HI7r/zmUGItycngdgRAheUbi7n28yv4yDdruPLvl01JtkycHb1exy131lC2NHvYawtX52HPMbP7pQZUVR3h6AGeviC2zJEDkbPVP0f05K5O+jp8LN9YDEBmvNPtmUpVW0/04Wj3EQ5EWXRhwaSMZ3DQ23zUgd8dpmBBOvUHevjTd9/ljUeOTsr7nEuuvvpqXnnlFWKxGK2trXi9XgoLz4053xKICiGEOD91H4OwD0+8NBfA06vNE+3vMplXFg9EPSMvzB7whgn6IthzzxCI5hxiXfmugQ2N27XHnIVnM/ph+u/09w5euy8lDVAGMqL9gaivR3uMhSEiSx1Mt6AvzF9/uJtwMMqNX13N/FW53PiVVdzyzzUUV2mlcfNX5XLt51dgsafw3M/34+pJfimMM3F3az/b/R1ZxblJp9dR/YFSOupctJ3sG3U/VVXxOqYyI6plMU/u7MCSZmTham2OeuH8dAxGHQ2HekY91u/Rfvd86MvVVKzMmZTxWDO0MmZFIbG+6cW3VPKJ71/EogvzOfx2Kz7X3Pqdp9fr2bRpE6tWreJDH/oQv/rVr86ZG08SiAohhDg/9dYC4AlYsMTnYLkd2kV6f0Y0r1xbfmW0jKizSwsO0s8QiJKSBqFBWYE9v9fmaBatPqvhn64/EO1pHvReOp02TzTghGgY6rYMPzAkWdHp0Hqyjz//v/d499k6TuzsJOAJc80/rCC/XLvZkWpPIatIWyfSYNJTujSbVHsK131hJSF/hP2vTc5SO/0BbVr25C/lIabXkosKsaQZ2f3S6CsiBr0RopEYtikKRFPMBhRFm36+9NJ5iQ63hhQ9xVWZNBzopulwL+FQdNixfncIW6aJ4qqsSQuM7PGf67LlWmCr0ylkz7NithpZ9n4tW9t+aoTlrM5h5eXl7Ny5M/G8u7s78fWzzz5LTU0Nd911F/v27eO9997j0ksvBeCOO+7ghz/8IQDLli3jzTffTBzX3t4+PYMfgwSiQgghzk/eLu3BrVIYb9LS1+Gj+ZiD2r1d6PRKIrgbLSPa3xXyjIGoKU2bFwrQdQyadsDqv9Vu2U8ie7YZo0lPT+tpDYjMdq00t2W3Nic0s2Lo6xKITotTuzrpanTz3rN1vP3nE9hzLRTMj5dOqyo8/SX4461Urs3n7/79kkSJYVahlcyCVPqS7EA6FldPAJ1OmbIMmZg+hhQ9Ky4rpuFgz/BGZXFTuXQLaE2FTKlGFJ3C0kuHdvAtW5aNqzvA0/+5l72vDA+W/e7wiMtenY38Cjsf/sYaqjeVAJBZZMVg1JrA5ZWmoTfoaD01egZZzC4SiAohhDg/ebsJxSyEAjHyytNQdApvP3aCp36yh+ajDhbW5GFM0WM060fNiLriGdEzleZisg2Uxu75PegMsPLWyf40KDqFrCLr0IwoaBnRoAtq3wAUqL5t6OtzeJ5oOBQdc37dRM7p6vYTjQ5d47Gr0U3B/HQq1+YTDcdYtDZvIAu09T9g92/h2PMosShG09DuyfYcS+Jn7Wy5u/3YskzoZDmW88Ky9xdjNOnZ/XLDiK974lUeU7kUUHqehcq1ecPmoVZU55JTYsOSZqTxUO+w4/zu0KQHooqiULggnYwCrYFcXmla4jW9UUdeedp5lxE9n0nXXCGEEOelqLubzd4vAJBZYGXtB8sJeMMUV2VRVJmBKd7B0WIz4nePnBF19waxpBkxppxh2RX7PGjcAeEA7PsTLLoabHmT/nkAsottnNrdOXTJBHO6Vppb+yYUVUPBiqEHzdGMaEedi7/8+05STHoyCrSso/ZH+zo91zLqkj2j8blCPHL3dsLBKJY0I6uuLKN6UwmqqtLV5OaCS4qoWd6N4eCrLM28AKKl8OI34b3/HjiJsxGy5g85b3qOhYYDPagx9azX83T1BBLrU4pzn9lq5IJLi9j/ejPrrp8/7O/WO8UZUYAbv7JqxJ9La7qJj/3Lhbzz5Cl2v9xIyB8Z0hnX5w6RFW9qNNlS7SlccEkRi9flD9leuCCDva80EvRHEr/jxewlGVEhhBDnpeYmA8e9F1F9RSnlK3JY+8EKLv3oIipW5Ay5QLGkpRDwjJwR9btDw9b4G6Z0PQSdsPUBrRx49Scm82MMkV1kI+iN4O0bNF6zHVyt0PwezN8I6do8KQzxC9Y5Fog62r3sebmRY++0oTfoWLyugBSznuYjvbzzZC0v/PIAf7h3B499f+fYJztN46EewsEo626oILckjW2Pn+Sp/9hD01EHkVCMvDI7lronuTz9Z9j2/Bh+f5MWhF78T3DH89pJuk8OO68910I0EmPPK40c3tp6Vp/f1RMgLVsaFZ1PqjeVoCjw7jN1w17z9AVBgdT0yc08DmZI0aM3jB4ylCzJQo2ptBx3JLapqjolpbn9FEXhso9XUVSZOWT7/FW5xGIqx3fMjjmQ4szkVoEQImnRaAydTjlnurGJuc3r1ppnLH//vDOWKVpsxsQ8q9MlVVpWul573PIjbcmWBZsmNN5k5BRr2YWnHthDyQVZvO9ji7TS3F5tXUrmXwYZ2twpMsug6+icK83d/WIDR99pR6dXKF+Rw/tuXZx4LeiP0Nfu4/DWVg6/3YrXGRx1DcSRNBzqwWJPYc3V5aDAkW1tbHnsBM8+uA+AvBIrvP0MpGZrfyfOZrjpV7Dyb8AbbzDScxK4csh5+zvcbn/iFLYsExdcPHQuXrIC3jB+V+jMc5rFOceWaWbVFaXserGBqosKKV48EHx5+4Kk2lPQjzO7P5kK5qdjSNHRdNRBxUptzdNwIEo0HJuyQHQ0+eXaOqcH32ph2fvnyfXKLCcZUSHEGTnavex5pZGn/2MP//VPb/HWH4/P9JCESIrfq83hs4yR0TSnpQwrzd37aiPHdrQnd0c/o0wLQKMhbX6mfuru8WYVac2V+jp8HHgj3mXVrDViwmCGknXac/s8yF+mbQ95RzjT+SkWjVF/oCf+tcqC1blDXjdZDORX2Fm8TlvTsKvRPa5zNx3upWxpFkr8htwFFxfxsW+tJa/Mji3DSMa+74O7Fa64DzbeBZ96QQtCQQtOzRnxQHSowYGjpzeYWPZivFqOaRmpooUZEzpezF4115ZjzzGz+Q/HiIYH5id7HcEp65ibLL1RR1FlBs1HBuaJ+uLz7i1247SPZ/nGYnpbvWz+wzFiscmdIy4mlwSiQohRObt8/OE7O9j2+Ek8fSEsaUba66QJgDg3+P16jPrImed3Ep8j6gklmtr4XCG2P3GKQ2+1xDOiY1xIKQqUbtC+XvXxyRj6qMxWI7Ys7aIzUSpnjndmLd0AxnhJ5mffhA/co309h0pz22udBLxh1lxTxsI1eVSsyB1xv5wSGyjJB6I+V4inHthL0BehfPnQ9RAz8lO55c413H79UZQdP4eq62DpTbDxm1C8ZmBHRYHshdBzYtj5bVnmIXPwuhsn9nfWeKQXo1lPXoV9QseL2cuQouf9ty6mr8M3pHGRp2/q1hAdj5IlWTjafYnmSf0396Y7IwpQtb6A6itKObSllYaDo69zKmaeBKJCiFF11LlAhZu+tprb7lnHglV5WibmzWZe+OWBmR6eEKOLRvCFTFjMkTF3tdhSiEVUwgGtlPfo9jZiUZW+Th+hQBSLLYkLqUu/Bjf8dFgTmqlw1WeWUbWhgGgkpq3dZ4oHHQsuG9jJlgep8YBpDgWidft70OkVVl9ZxlWfWTasO22/FLOBzPxUOhvcqKpKe62TnS/U43ONnIk8sLmZtpN9XPqxSuavGh7cKoqCIRKfH/eRhyFllAYtOZXQc2rguapCyIc+0Is9x0xuvANo14FDSX/mfs4uP02He5m3KHNGyzTF1Cldms3Cmjx2vdBAX4e23I+3b+YzogDFVVkANB/V/h30dyJPnYFAVNEprLu+AkWn0Fnvmvb3F8mT31RCiFF1N3nQGRTy42vhZeRbiIRi7H21kdp9XUTCwxewFmJW8PXgj2WQmkTDxv6Mp98TQo2pHNrSoj1P3NFPorSsYNmUNika8lYV6YkGHT5nSCv5BK1R0WBGCyi6OTVHtPloL4UL04d07hxNbmkaLccd/O5ftvH4v+9ix1O17Hy+fth+qqpy4t0O5i3OZMVlJaPPOQu6tAZR+jP8vOQtAVcLnHodflAJ92XB9wvhBwu4pmYnV39uGXazm84dW4mGo3idQXpbvbSe7KPhUI9242EE7XVOHrl7O+6eAKUXZA19sa8JOo+O+f0Q54ZLPlKJ3qCw7a8nCYeiBH0RrFO4dEuysudZsaQZaYqX5/YHojOREQUtg5xZkEpXU/Ll92L6SbMiIcSoupvdZBfZEnfX0/O1dbtc3VrpjbPTT/Y824yNT4hRebvwx9Kx285clgtgtsUDUXcYV3cAV3eAeYszaDmmLYo+UxdSZ2KNd8j0OYOkL70JrLlQuHLoTooCKbY5kxENeMJ0N3tYd31FUvuXXpDFyd2d5Myzse6G+TQc6OHI9jaWXlpEep4Fg1H72elscOPs8rPmmrIznzDoBlPamfcpv1R7fPar4O+FS76iZbR3/oZs5xuQ/UVyjbWccl/IqS9uHnb4JR+pZOWmkmHbO+u1i+3LP1FF5dr4chZ9TVoDrT2/197jn2u1nwlxTrOmm1iwJo/6/d14HVqTtdmQEVUUheKqLJqOOlBVNVFdYLFN/xzRfrklaTQdHb6+6bmmvr6eL33pSxgMBkwmE4sWLeLZZ5/FbDbzu9/9jsceewyLxcKXv/xlABYuXMjevXux2Wb/9ZkEokKIEamqSnezZ8h8qIy81CH7ONp9EoiK2cnbhS+WTr597GUssoq0tGlng5vWEw7MViMrLy9JBKJjLt8yA/qXavA6Q7AwAxZfPfKO53EgGo3E+PP/e49UewpLL52nNSVRYd6izLEPBhavL2TRhQWJuZnZRTZO7urkT999lxWXFXPpxxYBcOLdDvQGHfNXjbE2bDKBaOFKrZmUo07LYG/6tra96yicegMCTtaZ/oscdQOsvBVTSRVmqxGz1cgLvz6As9s/4ml727yYUg1UbSjUMrZbfgRv/ptW+pu7BDoOgN8BqVkjHi/OLem5FvzuMI52rRHZbJgjCto80RPvddDb6sXTG8CSZkRvnLniy9zSNI7taB93d+zRvPHwr+lsqJ2EkQ3IK5vPZXd8dsz9XnrpJfbt24fb7ebBBx9k165dPPPMM9x7771885vf5Ctf+Qpf/vKX2bdvH4sXLz4nglCQQFQIMYJoNEbDgR787jA5JQMXVrYMEwajjki8Y1//HBUhZpuYq4NALJvUjLFrc+3ZFtKyzZzc1UFHrYvllxeTkT9w08U8g3f0R5Nq1y6qfK6Rl51JSLGet6W57p4APS1enJ1+mo44UBQwmPTklSffqGdwg6Dc0jQ2fXIJu15sSJTzxWIqJ3Z2ULY8e8jasyNKJhDV6bWs6NFnYfG1A9vzl8G+P0LtZjINLdTY/gIVy+GSDyR2sWWaExmw0/W2esgqtGpBqKrC5h9oHZRv/AW074c/3aYFvxKInhfSc7XfT60ntJtltszZsW5syRLtJlDTkV7cvQHSsmZ2XDklWjDW3eSZlEB0JlVWVlJVVcUDDzzAa6+9RnV1NdFolKKiIpYuXUpLSwter5fnn3+eG264YaaHmzQJRIUQwxzf0cHrvzsCaGty9VN0Cul5qbh7/KRYDDg65s6yEOLcEtz9JCqfxZKTM/bOwLxFGRzdri2AvvSSImyDLqBmotnGWCw2I4pO0eaInonJdt4u3+Lu0aYIfPALK4kEoxze2kpWoXWgm/AEVG0opO1kH3X7tTU/W4478LlCLOovb5gJqAAAIABJREFUdz2ToHugg/GZVF4Bx1+ExdcMbMtfqj3u+6P2mGKDzsNDDrNlmkZc71ZVVXrbvCxYHc/YBpwQ8cOiq7Q1ZQPxTuctu+Hk63DRFwe6K4tzUv9yP01HekGZPRlRW6aZzIJUmo86cPcGyZ6XxCT9KZRbmoZOp9B6wkHZsuyzPl8ymcupYjYP/Jv9x3/8R+66664hr1955ZW8/vrrvPjii/zxj3+c7uFNmDQrEkIM42jzojMofPRba8k/bRmAhWvyWHJRERn5qfS1S0ZUzEItu/HVHgTAkmEZY2dNfzlnUWUGmQVWjCl6zDYjeoMOo3nseabTTdEppKYZ8Y7S5TXhPC7NdfVoZarpuRbKV+Rw7edXsP7GBWd93owCK353mIA3zIl3O0gx65O7iA26BzoYn8mqT8CX9kBG6cC2/jVfjz0P1jwoXQ8dQwNRa4YJb3xpjMF8rhBBb4SswvhFv1u7oUJaofaYGZ/b+tYP4Y3/C5v/bewxilmtPxDtafGSU2wbtTv0TCiYn05ng2tWZERTzAYKKzMSawufDy6++GKee+45IhGtI3xPj/bZbrjhBp577rlElvRcIYGoEHNUJBzlyZ/sTpT2DObq9mPPtiSWEhis5tpyLvloJZkFVhwdPqLR2LB9hJhRb/8Ev2EekHw2s7gqC4NJT/UHBhrBpGWZsaQZR++SOsNS0034nGOU5uZUapmwvqbpGdQ0cvUE0OmUSc8GZcbLsrubPZza08X86lwMY6xFC0DANXZpLoBONzQIBbANWhJmxUe1DGnXUfj/7J13eCNntf8/o2LLRe593b3FW7x9Nz2bTU9IL5AQQgIhAS4tlHC5l3B/wKXfCwEuBAiQEAIhvbDpJNlstmZ7r67r3qusrvn9cVQsW7LksrZ3M5/n8TP2aDQaS6OZ9/uec77H0hHYJCWWwT4HnmHX3NYaaU8REKLNsjTnyDLWDHFpMOAVqJt/BR2VkY9TY8YSE2fwlwzMmhNdTfRUkZ6fiLXfidvpwZw+/ZH34op0upos9IWprz7dWLVqFddffz0rVqxg8eLF/P3vfwfgggsuYN26dVx11VUR9jCz0ISohsYZRm/7IKqqUrOvnf6ukbPnPtpq+2g81hNSiPZ2WEnKGD2SVLgwDafNze436kbdTkNjSmk/DkfWMVh8AwBxURoNJabGcu9DF1KyJCAIsouTSM+fuYYPCckxYfteAhx4r4GqlPvEKfXdH0zhkU0N/Z02EtNi0ekmd6IgJUeE6L536nFYXcxZHUVaLkj7lmiEaDjufBHueA4u/wEs/QSobolieklIiUVV8X/mDpuLzc9X8uYjB4lLiiGryPvaA62y9EVEIRAVzSwH1QMdx8Z/nKNhHwC389TsWyMIX1Q0b27KNB9JMBlDrpnTHREF/IaLdQdP36hocXExO3fu9P/9wAMPsG/fPvbv38+Xv/xlAAwGA42NjXz729+ersMcF5oQ1dCYgThsLmwDY7+ZNx7v5m/f2UblrjZe+90BXv3t/rDbNldJ3ZDNEvw6qqrS12713+TCUVyRwZxV2ex8tZbe9jNjplHjDGDzr8AQS4N6NoZY/Zhm5IcLmgtvn8s1X1gSZuvpJykjjp6WQRw214jHVFVl+7oaDu+2w5Lb4cg6MbE5g+jvtGJOjy71eiwkec+Z2v0dxJmN5M+LIuKkqtGZFY1G2cVSP6ookDkXlt0JO/4E3bWATJYADHTbqT/SxZP/bxt7/3WS8nNyuP2/VhMb7zXV8kVEE4cI6BSvEJ1zuSxtfeM/znA4LPDjWfDPL03+vjVGkJQRB4qUE8wkhjrpz4SIaEp2PMlZcdQe6Ii8scaUowlRDY0ZyIZ/HOP5/9mFOsaB48H3GwHY+6+TANgHw4vZ5srQQtRuceGwuUnKiHwDOe/m2QAcWN8wpuPU0Dgl9DbA/qdxLr6byv19zF6eiTGalMowzNSUXB+zV2bjcnqo2t0+4rGBbjs2ixPrgBOyFoDTApaR253O9HXa/KJxMtHpdeD96C++c778HQmnVSKYExGiw7noW6AzwLs/BAJCtL/Lxrt/PYLRZODmf1/B2jvnE5c4JPLf3yK1qrFDovmpw4So/RQI0Y0/l+W+08co5XSmYs0szr1xNqaEmeXqbUowkpgm5+pMiIiCTJw3HuvBaXdP96FoDEMTohoaM5D2un56Wgf9tT/RMNjnoHqPDDTb6qT1QLiopupRaakOLUR90c1IEVGQVLHZK7M4vKUJh3VkVEZDY0rZ+ltApSbpkzhtbsrPzo34lNOZnNIkkrPiOLq1ecRjHQ1iUGSzOCG1WFZ21UzJcdmtrlN+PbBZnAz2Ok5ZxOX6+5dxw9eWUbw4Otdl7HLNnVQhmpQHZ38eDjwDzfv8tbAHNzQy0G3nnBvLyClJHvm8/uZAfaiPhTfCynugYLX87XPSjZb3fgJHX5NU4WfuGvm42wlbH5bfEzJHPn4m4PHA/mehe2aUo+TOTmHZ5YWRN5wGMvLNxJj0gSj9NFNckY7b5aHhaNd0H4rGMDQhqqExw3C7PfS2iRg8vr016ucd3dqMx61SuCDQJ04JUzvV1WzBPigDRfswIeor6I9UI+pjySUFOG1ujmwZORjW0JgyLJ2w6y9QcStH9zkwp5lmXMraZKMoCnNX59B0omfEhFKHtw+mbcAJaSWysntqhOi//nyIt/8ijq+WXju736wLWcu6f309+94Zu4lSS00vjz6wCYhuwmw85M9L9TspR4VfiEbfwzQqzvsKxKXC29/FlGBEb9TRdKIHc5opvEjubxkpRPOWwTW/AEMsGOPHJkRbDsJ7P4anboeqd8XZ1z1soqHjhLSMyVogkXff+3EmUbMBXvgM/HoZPHs3NOya7iOasay8qpgLb5839S/csBO2/3HE6tzZKRhN+jPKPfdMQROiGhozjL52Kx6PiiFGR/Wetqieo3pUDm9qInd2MuXnBqJAPrE5HF99aFaRGZsleJvedmnJEq0QzSpKInd2MvvX1+PxnFk1aBqnEdsfAecgA4u+SP3RbuadnRN2IuZMwie2h2dP+CKiTrsbd0I+oExZRLS7xUK3t7XTvrfr2fpiFU98ZyvbXq7CPiRSemhjE/vXj12IHv+gFZ1e4dK751O6bAqjb24nVK0HT4j0Pl+q62RGRAHiUuDCB6DqXZTq97jojnlUXJTP2k+Whzdp6m8JNioajil5bEJ0629lmZgj0UC3w1+36qdV2iUx/1pZDn/8TKBuCyg6OOtzUPkO/Oli2Pzr6T6qGUl2SRLzzsqJvOFEaT8OTq8pY28jPPlReO0BsAabMOoNOgoXpFF7oGPMJU/AuJ7zYWWs75UmRDU0Zhi+AVz+vFQsvQ7crsjtURqOd9PbbmXhBbPILUvxD8DtYdLjmqt6vC6LSSNMkbqaLJjTTGPqS7bk4gL6OmzU7tfMADSmiYPPQ9nFHKtKBBXKz5mCQdAMIKvIjKJIlNBHT+ugTDZ5dYrNroPk/CmJiKqqymCfg4FuG6qqcvJwJ5mFZkoq0tn1eh1PfHsLu9+sw+V009dhpa/DFtJsKez+PSrVe9ooWpjOvLNzMRinqH/iYBc8djU8cQN88IeRj5+K1Fwfqz4DyYXw9ncpX53NhbfNpaA8beR2Hjes/xH0NY2MiA4lNin6GlFrNxx8Tn639UCf+BDQfiR4u5b9oI8J1KCeiUL05FbIqYArfwRfPQQZ86D6vek+qg8vLgf8dhX87WaZJHr2bvmeokL9ByM2L67IYLDXQUe9TNI1HuvmuZ/uxOUcvW7UZDLR2dmpidEoUFWVzs5OTKboSyYMp/B4NDQ0xkF3iwXA34TZNuCM2Cfv8MYmYhMMlC3PxGDUc9uDq9n3br2/ZnQ4LVW95JYlY0o0Yh90onpUv3jtaLSMuWVFyZIMzGkm9r1TT+nSyYtQtNX10dUkacT2QSfJWfHMXZ09401kNKaBgTbU0rUc29ZC7uxkkjPjp/uIpoQYk4G0WYm01vQx0G1j1xt1HN7chMGop+LCWRzY0Ih1wElCavGUiAOnzY3LIZNnXc0WOhstnHNTGcsvL2LZ5f1se7marS9W0d9lC2zXZCGnNEStYwhaa/uw9DqmNhIKsPNRaNgOGXNh0y9ElKy+F0oulMdPpRA1xMLF34YXPwvHXg1EHYdTtwU2/BTMeVCyJvz+xhIRPbJOIqBL74C9fw+sbzsafBwtB6U1TLoY2E1V9H3KcDmgYQes+JT8bUqS/3WK0t01QuBzh67bBG9+W76f1z8M674i34W5VwRtXrgwHRSoPdBBZqGZukOdtNb00dtmDXL6HU5+fj4NDQ20t59ZZm+nCpPJRH5+ftTba0JUQ2OG0d0ySEJKLCnegfRgn2NUITrY56B6bzsVF+X7owNpeQnEJRqxW12oqhok3Cw9dvo6bFRclI+iKNJ1wOrClGDE7fTQ0zpI6dIoDTq86PQ6Ktbms+X5StpP9pNZOPHBmMvp5oX/2T0iIrzjlRrik2K49itLJ+SIOh10NVlwOd1kFU1yHdmHHZcD7L202orobhlk7SfKp/uIppSc0mSObGniie9sBQ+Un5fL6o+U0NM6yIENjQHDouNvnvJjsfTa/b8f2SwDxcIF6QBkFpq59ktLePqH2zmxI1D/3tk4ELUQbTzeDUDRovTJOuToOPgCFJwNl30fHr0cjvxTROdUCFGAilvhpc9D877wQrT6PUkd/cI2EZvhMCV5I0fDqFov+7jse4F1B5+H1BJYcEOwEG0/Ksu2o1C9Xo5r3lWSShyXeuYItO5aqTtMyASXDYrODTxmzoGTW6bt0D709DUFft/+B1j9WVh2h3gF1I38XOKTYsgqNNNwtJtV3usjiC/GaELUaDRSUlIy2Uev4UVLzdXQmEG01PRSe6CD9FkJxCWJHb+1P3zDeoDj21vwuFUWXpAXtD4m3oDqUUfYlbedlAFTdkkypgSZi/IZnXS1WFA96qgX5XAsOD8Po0nP7jcnx1Gwu2UQt8vDmtvncs//XsDnfnsRaz4+j8TUWJqresNGe2cqjce6efYnO3jtdwe0FJ/JxiqD6mP1s9AbdZStyJrmA5paiheliwA9O5c7vn82a+8oJyElFlOiOFb6DYssbWAfOKXHMtSU6MSOVuLMRtJnJQRtk1lgDqpf72qyRL3/zkYLiWmxU9uyou0ItB2CRTdD4VnwuU2QvyogxuDUmRX50OkhPgMGRjGwq9kAs1aMLkIhfER03z9g8y8D/8tAG9S8DxW3BAyvALIWyvrfXwAPnwVvfEu+g7OWy+OpJWdORPTdH8Dz98Czd0mNbOmQSHNSrqQu+2oUNaYWX5o4wKyVcPkP5Peic6Bpj5zHHzwS9Plk5Cf6s858HQL6OrXPbzrRhKiGxgyhak8bL/1iD7FxBi746FzizDLQGowgRHvbrJgSjaTmBA/2YuNEZO58tZa9b5/0r7f0SMTCnGYi1juY8wnRzkYZpI5HiMbGGai4KJ/K3W1jGliGw7ePvDmpmBKN6PU6Fl04i+vvX4Y5zcSxD1om/BpTyebnK3E5PFh67PRrN77JxdKBWzVwoiaJ0qWZ/nP/w0Lx4gw+95uLWPuJ8iCTMb8QtThFHMApT88d7A1crwb7HGQVJY1Ipc8oCFxf0mcl0NkUvTjubBwgI5rrk8cj0brJ4OALEmlccL38nVMhA9+2o/I6cOrMioaSmAUDYSbgbH3QuHv0lFwf4WpEu6pl6XvfDr0EqkcEeEohoIDOKBFZS5v0OL3yJ/CV/XDvelj2SXleehl0Vo3535uROCRqhrUHbvx9sMj3GUL1a47x04Lvff/SbvjUa2Dw9tItOAs8Tulr+/oDUPkv/1NSchKw9juxDjj83Qn6O7T78XSiCVENjWlGVVX2vn2SNx45SEZ+Irf8+0pSsuOJ90VE+5yjPt9mcYaMDvj6d+17p57t62pwOSQyOthrBwXikoz+59kGnKiqSuPRbvQGHSlZ42uJsPTSAvQGHYc3NUXeOAJdTQPo9ArJ2cHHougU5p2dQ8ORrqA0wJmM6lHpbraQXy7tIJoreyI8Q2NMDHZQY1+F3a58aEyKhhPKITjw/XZMWQuX4W1aMotGCrOMAlkXnxxD7uwUWmv7cToiN5p3Oz30tAxGN1G2/2l4+OyJCyJVlfTU4gvAnB1YnzUfnBboqZM01+NvQEyi1HOeKhIyRQCGom4zqO7giF04TEmhI6J+IXpIlgefl3YsWfPl/0qaBSkFcMHX4WtH4b710uc0tUiioT4hkDEXek8GRNzpzECLpF9/eQ+UrQ1+zGcI1X96TYqeMfQ1yXcuvSz4ezdrhSx3/cW7XWCiIDVHSp7qD3f5y376Oq1TcbQaYdCEqIbGNOJxe3j/qeNsfq6SsqWZ3PDVZcSZ5WZujNWjN+oiRkRFiI6MAMXGyzqPNz335GFJX7T0OYjzRhhNQyKim5+r5Oi2FsrPzUWnH9+lIS4xhqR0EwPdE59h7GyykJoTjz7EsRQsSENV8bvfzXQGeuy4nB7KlmUSE2egqWqMzeQ1RsfSwTHrRSQk6cgP5Sb6IUVv0GE06bENuKYsImrptaMzKCQky3UsO0Q9dIbXDC05I47Zy7Nw2d1ROW53t1rweNTozNTqNgEq1G4a0/GPoHkfdFXBopuC12ctkOWRdfCnS2W7ax6a2GtFYrSIaPUGMJggf3Xk/ZiSxYBoaEqptQcGvT0WWw9DTz3Ub5NoqI/8FTLIN8RIWmo4/IZFZ0BUtK9JHIvTQtQImr3lMFpEdHroa4SkvJHrzTkyaWKVevKhn49PiNZ4rzex8Qb6tIjotKIJUQ2NacJpd/Pa7w9wcEMjyy4r5Ip7F2EYYr6jKApxZmPEGlH7oMufYjsUnxD1UblLZtIHex3EJ8nsoS91b9uLVex7p57FF+ez5ra5E/q/4swxEcVzNHQ1WkjLCz3gTM2Wm4nPbGCm0+NtyZOak0BuWTLNladOiI6lFcYZw2AnLY5yihakhO+t+CElLtGI1eIQExlTyphq9+xWF3/7zlaaTkQfwZfrSwyJaWLfHyoiGmMykFVkJrPQTO6cFBJSYjm+fZTaRy+dDWMoHWjYKcuT26I+9pAcfF5SUOdfF7w+c54s//UdiS7etQ4Wf3RirxUJX0Q0VI159XtQeDYYo2ib4KtjHZqe64uGArQdhkMvyO9DBfgtj8GNIVrXDCdjjiw7jkfeNhpUNZACPZW4XVKTG0rswJCIqCZEp4W+pvCfja9eGYI+H3N6HHqDzj/xlV+eSl+nVfNtmEY0IaqhMU1sfPo4dQc7WXP7XM69eXbI1Lp4cwzWvigiovEjhWjMkDq55Kw4avZ34HK4Gey1+6MVMXEGUMDS6+Cs60o5/9Y5IY9jLMSZY7D2j55OHAmH1UV/l420vISQj5sSjcTGG04bIdrdKvWuKTnx5M5OprvZ4q/LnSiqqvr7oHU09PPnr2/0O4t+WLB1d2NTk0jJS5nuQ5lxmBKMgV7BaSVjSs3tbrHQ226l/mgIh9UwDPbZSUiOJSkjjsS0WBISFGjaO0JI3Pj15Zx7y2x0OoU5K7M4eagz4nei4Wg3xlh9cOnAiX8FIh8+rD0BI6H6CQhRjwcOvQhlF0P8sEi7KUlqRTPnw73vigg81SRmi3OrvV/SgWs3Q/N+qQ1tPwKlF0W3H5P3ezI0PdcnRPNXQeshOPAc5C2HtNLANjq9/EQirQxQoKMyuuOJxLovw/8tlz6pU8lAq9TIhhM7camgj9WE6HTR1ySRz1D40nMh6PPR6RSMJj0uh4f45BhySpNx2tzYLR/CCdwZgiZENTSmgbpDnRzZ0syKK4pYtCZ8v6W4pMjRRbvFSewoqbkAy68owmV3U3eoE0uvg3ivENXpFCrW5HPxJ8tZeXXxpPTnjE+KGVEnFi19HVbW/+0o9Udk4JsVIpoCEi1Ozoqnp+30EKI9LYMYTXrik2LILZNBYMs403NPHu70G04BbHupise/tYW+DisH3mvE41Zp9zojnylse7mKjU+Hj670tsv7kZIdeuLiw4wpccj3MYybaW+7Neic8jHQJevGMuFj8UZEz71pNtd8cQnsfhweWSP1mrv+Ak6pxzLE6P1p93NX5+Bxq1TtDtQ/1h/tYvNzJ/znsn3QSeWuNuaszg6UDvS3wN9vgTcfDD6Ipt2yLLtEBNZ4a/gadkBvfXB66lA+/SZ8frPUSE4FiV436NpN8PA58Jer4Q8XwB+9tYulF0W3H5M3ImrzRkR7GyWiCrDkNnHAbdkf/v+OREw8JBdMXkR0919lAmXXY5Ozv2jxtQcJJ3YURVKUtRrRqcfjlvc93CTB/Otg9qVi3tUXPFGQN1vuwVd9roLUXLlnHNuufYbThSZENTSmgbqDnRhj9ay6ZvTeVPERootutweHzR3SrMgXEdUZFOadlUOc2ciJHW1Y+xzEJwcK+y+8bS7zzw1zMR8H8UlGHFYXbufYU6m2vlTF4U1NbHmhEp1e8Yu2UKRmx59GEdFBUrPjURSFrCIzOr1Cc9XYDYucdjev/GY/O1+vBUQg7P1XPTaLkzceOchxb2/GM6nmRVVVDr3fxP71DUGRXrfTQ3eLBVVV6emScy05K366DnPGkpoTT3fLIB6PKhHR3npJORzCa7/bz7r/24vqCU5P84nT7pbovme1BzroarKQXZJEYmos6XmJ0LhLahKNJmk0/9BCWP+joDYyGQWJpGTH+9NzW2p6+ecv97L37Xr2v1sPwLEPWnA5PSy6YIgoaNory/1Pi5jyUb8dUGDNN8Xt9oX7xtdi49CLEvGad3Xox2MSoosQThYJmbJ86naJ1H30CfjY3+D6hyVtNndpdPvxOb92VcGr34BfLYY9T0jK7sp74KqfSUSp4tbxH2vGHOg8Mf7n+/C4xakX4L2fTm2Krq89yGj1sOY8qafVmFoG2sScK5wQTS+DTzwPmeUjJgrW3lnOnT84h5ySZArnp1Fckc6W5ypp1rwbpgVNiGpoTANdTRbS8hLQG0b/CkqaqyNs/YLD24svNkRqrl6vwxCrJzlDaiJKl2VRs68dj0f1p+aeCnxmS2OtE+1sHPDXsfZ12MguTsIYG36Ql5Idx0C3PSq3zenE41HpbLKQ4jVJMMToySoyj6gTPbKlKWKEt7NxANWj0lojkYytL1ahM+q48La5dLcO4na4xXzhDHIB7Gkd9Kdsvv3YYba+WMVLD+3hT197nye/+wEnD3fR02dEwUNyxvjcns9kMvITcTs99LYNQmoxeFzQ1+B/3DbgpKvJQmejheq9wUY4/V7Tsd7WwREidTg2i5P3/naUtLwEll5SGHig5aCke963Ae5+VVorbPgprP+hfxNFUZi7Opumyh76u2zsWFeDKcFIdkkSXc0y2XBoY5O/rtRP815AEVG27eHA+pqNkLtY0mVv+J30vHzmk+AaY6ZG5wnIXhCIIE43iUP64174DVhwnbRSWXaH1HJGm9HiqxF94V7Y+Sgsv0t6MF73a9nHWZ+VdOOhLsFjJWOOpOZOtPau56S04ig6X+pjfY6+U0GkiChA7hIxqnJPTqmFRpT4PhtzhEl0cw7Ye8ERaClnSjD621wpOoVLP7WAxHQTbz5yAEuvnXefOMLm507gdk9DXfKHEE2IamhMA11NA6TlRk4jjE+KweNWw9ZO+daHcs0FMMUbSMqUC+7sFVl43Kp3v6euxYBPiEYyWRrO/vUNGIw65p8ns8+z5qWOur0v+uXrBTZTqd3fgbXPQenSTP+63LIUWuv6/MZCDpuLd/96lP3vjD6z7ktT7GwcoP5IF9V721lxRSEVF+Vz70MXcs/PL2DWvFT62gPviX3QOebPYibhE+yX3j2f2Hgju9+qw2ZxMv88GYB01PfTOxCP2WRBb9RuacPxGft0NloCzrlD0nNbquX9NcQo7Hi1NkhwDrTJhIfL6fGL0nBsfvYEg/1OLrlrfuBzcDmkVjN7kQic4vPh9n/AnMvhxFtBz5+zKhtU2PTsCU4e7mLZFYXklCTT1WShubKHriYLCy8cJgia94ngqbgFdj4mdZNOKzRsl5YbIKmm1zwEJ96EFz4zIho8KtZuiJtBLswJQ4To3CvHv5/kWbKv8mvgCx/ANb+Ac78EC2+c+DH6SJ8t7W36JtjKy9d+Z+WnZFm9YWL7Gwv9TeJEHDfKvajwLHBZpVZXY+rwR6sjCVFfr9fwqbex8Uau+mwF9kEXz/1kJ0c2N7P37Xree2KS+hBrjIp219bQmGKs/Q6s/c6wRjxDSUwVwTjQHbpfps1bYB8qNRfgnBvLWH6F1C/lzUkhzizbncqIqK//abg6UafdPSLC67C5OLGjldkrs1lySQGGWD0lSzJGfZ3UHHn/uppmdguXA+81kJgaS8niwP9TtiILj0uiPBAQ013NlpD78NFeL0LU41b516OHSEiJZcmlEn3S6RRi440kpZvo67Shqip9HVae/N4HvPrwKR4k9dRD1XoxifnrDbDpl5O26+bKHkyJRuaelcPHHlzFfb9aw20PrubC2+YSnxRDT5uVXlsyyeaZPSExXaTmxqPoFDoa+kP2Em0+1oYOF+fnvUFn4wA1+wJtVAbauzEoIkBHS4OvPdDB0W0tLL+ikKyh7Vo6jks0K6ci+AllF0NnJRx5RSKmQEpWPFnFSVTvaSfObKRiTT5psxJwOT1sfbGaGJOeOSu9ETpVFUOdpr2SjnreV0T07PgT1H8grUlKhvTTXPkpuOLHcPhlePkL0ad3DnaNLkKmmvj0wO8TqUs1JcMDJ+C2vwccbiebDK/7+kTTczu9hkcla0Tc1rw/sf2Nha4aSM4fPdJc4DWpmogplsbYiSZaDYG06ggTIhn5iVz0iXIGuu1kFZlZcF4ulbva/P3XNU4dmhDV0JhiuppEbEQlRL0tEAa6Qkcj7N6IaKj2LSAmIL7CfJ1OoWy5zKjHT0FqbqgonKXHzqPf2Ejdgc6g9ZW72nDa3Sw4BQwvAAAgAElEQVQ4L4/0vETu++WFwQPaEKTmxqM36mirm7nGPF1NFhqOdrNozayg3qzZxUnMmpvCvnfqcbs89LZHKURP9vv7oFn7nZx9fSnGmOD05aSMONxODx0NA7z8q70M9jpore2bNJfeEbQehl9WwBM3wK+WQPV6SbuchH6VqqrSeLyH3LJkFEVBUZSg/zc5K46elgG6HdmkpGj2+6EwGPWkZMdLRNScJzWPQyOiB06QYaxmvuMvJGea2P5qjT8qaulxkWc8DMAHL1ez5flKDm9uCpoYc9hc/pTcVVcPq3lvFZFJ9qLg9WWXyPLpO+DvgTrEuatEaK64shhjrN6fNdJS3cvcs3IwGhUx2Nn8S/jduRKxyl0C2QslQvjB76WuU9GPdLE959/g4gdh/1Pw6lejSxm1ds8sIao3QPEFcMn/m+4jiYy/hcskCNHYZEjIkCh33eaxp1iPB7cLajdC4Tmjb5eUCymFcHLrqT8mjQB9jXItG+5mPRx/RDSEs7GtVybDvMw7K4erP1/BVZ+roHR5Fi6nh4PvN3J48wSj+hqjoglRDY0pxic20nIj98KLGBEdHD01dzjLLi9k5UeKSUo/dbV0vohoKJOlpsoeXE4PbcNcXQ9vaiI1N4GcUhGf0bj36vU6MgsSaavri7jtdHHgvQb0Bh0LzhuZPrTsiiIsPXaOb2+lt12iTdb+8Gm0bpeHriYLJUsySEiJJaMgkXln5YzYzlf7su7XexnstXPuTbNBhabjYzdHioruGkCF8+6XtMhFN4sQeOf7E951Z6OF/i4bRYvSQz6ekhVPa00/TjWe7FmhJ2M0ZLa/o6EfdDqJpHkjom6Xh9b2WHLjatF5bKxc7aSzYYCa/R143B4sVgOZxioqSupwOT3sW1/P+ieO8uLPd4n5ESISLb0Ozr1p9sjU6LbDoI+RSFbQAc0JRMwGAv1DF5yfx4W3zWWRNwV3aPnCwgtmwQe/g58UwNvfk6jq8k8G+lyedz8Mdoozb8WtEBvCcfvCB+D8r8k2b/7n6GLU45aBaqSB7lRz9ytwwdem+ygiY86FmMTJEaLpZRKVnHslOAZksutU07RHPv+yiyNvm78qYJx1OtBZBQ+fC8den+4jGT++HqKRxgopRWCI8xqYDeODP8hk2JA2QyVLMkl8735mdT2Dwahj83OVrH/iKJZjOyf5H9DwoQlRDY0pxONRqdzVhinRSEJK5KhkvDkGnV5hIEx9lq/3VSizolAkpcdx1rWlE+4VOhrGWD2GWH3I1NzWWhGN/UPMdDobB2it6WPBebljbh+TWZREe/2Af1A8k7BbXRz9oIU5K7P8UeKhFC5II31WInv+dTIo7dEXMR9OT9sgHrdK+qxErv3yEq75wpKQn2NShkTR7YMurvpsBYsvzscQo6Ph2CnqLTro7TG58tOS7nfzn6Xe7ODz0DCxm3fNvnZQoHhx6DTtlOx4v5bImzfDBMMMIrPAzECXXSY5Uov90eqO+n7cagw5s1MBhbmJH5CcGceOV2uw9DpQ0ZGo7+DCOdu4/b/O4rO/voi1d5bT12Gj0Xs+9XfKtSk1N4RjcVeNDAT1wybKFEVan1zwDXG+9DraGmP1VFyU7xe0MXEGkjJMZJckkZGfKPWBCZlS93nr43Dd/wVqxIrOkWhhShFc/bPwb8Yl/wVnfV7MjTb8NPx2tl5AnVkR0dMJRZEJiIm0cLH3Swud3MXyd+laiY4eemlyjnE0qt4FlOha4qQUScRtKh19x4u9H576uJg+vfp1cJwezvMj6G+OXB8K4tZdukZqxIdPPNVt9i43BdZZe2DfUxiqXyd/fhogz2l89Hvw2gPBvXc1JgVNiGpoTCG736yj6UQP595UFpXoUnQKiamx9HeFqxF1ggKxcdFFRKeKeLMxZGSvzev2OrS9yOFNTdJi5uyR0b1IZBeZcdnddLeMntI6HRzd0ozL7qZibeg+sYqisOzyQrqbLVTubvcLyHDpuT3eFhqpOQmk5yWSkBLacCopM46iRelcfs9CChemozfoyJudEtT6ZFKxeoVofJrUnikKnPdlMUN568Hxu2aqKjUb95OdpyMhOfT/mpwl0V+zvhVzfvh+vB92soolOthW1+/tJVoLqkrzcakHzS2Oh+yF6Oo3s/TSAjrqB6jdJcZZZn0H2CSartOJu21MnIGj2yTVrb/LJtepoefjoZck5a2nToRvKOLTJNIFAeOREFz9+cVcce8iOY8ad8GcK+DG34d2sr3jWfi3bYH2JKFQFLjyx+I2u+mh0Oen2ynRVdCE6ETImBOo8YxEdx28/q3gtNv9z0gEdNmd8rchBso/AkdfPfXmQFXvwqzl0UXEk/LEjdrSHnnb6cTjgRc/J1HqtQ/K927349N9VOOjrzE6IQpijtZzMnhSxO2C+h3ye92WwPqT2wAVeuu58Jpkbkn7d2KNTuqTboXtf4TfrIIDz03cDVrDjyZENTSmiJbqXravq2HOyizKzxmlL9kwElNNo0REncTGG05phHM8JGfG0dk4gMPmoqmyh+4WC9Z+hz8l19dexOV0c+yDFkqXZhKXOPa61UxvHWlb7cyqE1U9Kgc2NJBTmjRqreuclVmY00y47G7y5qQQG28Im2rs6+XoE1/h0Ot1XPPFJf56YIDU3AT6Ok9Rb9HBLunzFzMk1TzWDGv/Q+qmjr4S/rmj0H9wC+09ZkqSjoTdJsXrnDzLeEicQDVCklloBgU5t9JKwNEPg520VHZh1reSkJYARedC/Q6KFkpN+fZXT6LDSY6pSqIEXgxGPbOXZ1K9V9J3+7tsJKbEBtVA8873AnXCo5nqJBfIsje8W3T6rETMaSYZSA52iDgIhzEOYqLoJasoYn7jsgWlBgMywPz9BRItgpnlmnu6kTFXPltHFBOFh1+W1GtfdEpVxQk5p0J6mvpY/RmJov/hAvjr9VD59uSLAluvRGKjScuFIXWIo9QSDrSP6tw6JWz8uVyPL/9vWPMAJOb4zcJOK1Q1kJobDXMul+XxNwPrWg+IwVlMYrAQrd0oy95GzI2vkB1zgvy5STQMlKF+5h35rJ+/RzJ+NEJSf7RrRCuw0dCEqIbGFGC3unjrz4dITI1lzR3lY0pBTUyLpX+YWZHL6cbt9jDY7wjrmDudzJqXSmejhTceOciL/7ubJ7/7AY8+sAm300NyVhyWbjtut4fqPe3YB10sOD/KG8owUrPjMcbqaZ9BdaIOm4t3Hj9Cb5s1bDTUh06vY+llMhhPzoqndFkmJ3a0YekdGQHvaR0kMTWWGNPYo9/xSTG47G5/u5io8Xhg9xNiEBMOa5dEDYaf08s+CRnz4K3vSDrYGKl9RwakJclhLPS760ip/gs5KR3MTd4FMZHNvz6sxJgMpGbH01bb52/honbV0FJrIcd4VPpKFp4DTgtm2zFScxOw2RTyTYeJnX32iHS0/PI0XHY3HQ0D9HfaMKebAg/aByQlt/2oPC9cRBTEkRTEdTkSjbtkOVSUTATfcQ031Wo7Au1HoNYriLSI6Pjx1Qb7WrCMRle1LCvfkWXjLhELKz4VfG2ZtQK+ehAu/S60HYW/3QwHnp3Mo5Y+tKo7eiEajTPr8/fA32+Z+LH5cNmljjlaKt+RyaGKj8LZ/ybrUoska2GqadwN7/0UnrpDxPFYGewUZ+xIjrk+Ugoga2GgZZTHA/u958yqe2Sy5LGr4aV/kwkRALddIp8Zc8lfXMBAt51e43zpr2uIkxpijZBseuYEm56JvjZcE6IaGlPAxqeOM9Bt5/J7Fo45jTYx1YSlxxFUB/mHL23g5Yf20F4/4O8TOJMomC9RhPrDXcxekcVln17AebfM5qzrS1lycQGqCgNddo5ubSYpw0T+3PEN9hSdQmahmdYZ4pzbXt/PMz/awfHtLaz6SDFzVkRuCD//3Dzmrs6mZHEGK64swuNR2fOvkyO2626xkJIdRbQnBD6X5HAtdcJy4k345xdh+yPhtxnsCh010hvgIz+Xgc66+8f2ugPt1NTEkKxvIpXq4Mc6KmXA8Otl6N/5Njeb7qUgZ+ZMRMxUsoqTaK3rR02QeltnTyeWfg8ZhlowpUhEFKBuM4XlEsUvm+2CxEx/ai4AA+3kZMj3raW6V4Ro2hAh2nYYUEH11suljBIRTZoFKKNGRP007hKXzOyF0f3DkfAdV/ewgbhvsKp6B/kzzazodGIsLVz8QvRtWe58DIwJYjw1nLhUOP+rcP8BOSdaJzmqV/WuRMryV0W3vU8QhROiLru0FWo5EJ0oD4XHA3uflGvf786DH+WJCB8NVZXn2Qdg3Vfk87j2VwFhn1I49UK0cTf8+TJ478cy2bP+x2DpHP05234Pz35Kosog2REQfUQUYM5lkqFj64X1P4Btv4X518E5X4IlHxdRX7UeehsCdcFNuyFvGfnlcg1oONYNOr0I256R92gNGWN0NYnJoN0a3cS3JkQ1NE4xbpeHEztaWXThLHJKR6ldCoM5zYTqURkcFiVrruylr91KdvGw1M8ZULuQUWAm1uvku+KqIuauzmHppYWsvKqYVK8TZneLhaYTvZQsyZxQanFWcRIdDf24XdNnFKGqKvvXN/DcT3fisru5/v5lrI7SFMoYq+eyTy8kfVYiyZnx5M1JpqUqOAKlqirdrYP+3qljJVJv17DsfFSWR/4ZfpvBruD+hkMpucBrXPQcWDpCbxMC+wd/p9G+gNLUEyiDQ5536CX4zUo4+AKsvg/SvS0iop0Z/xCTVZSEtc/BgEOuF7YeOcdMun6pqTTnQFoZ1G2hPK+GWTEHKF27QkTqkNRcnr0b8+t3kpgaS9PxHiw99uCIaMuB4BceLTXXECOpblFFRHdLqxb9JGWApEj/3RED8RP/Cv5bi4iOn/QyQInOOberBnQGiaS3HJDUx8W3hq4F9mGIkc/HGkX9e+XbASETCqcVnvu0pKpWvSOtYqI91xIyxSl879/hf+fCG/8ZPMHRvE/SwEHqW8fKYBf84zZ46fMyUWLOgcxyaIlQJ/v0J+CRNfDWt2Wy57pfB6eupxRBb6PUS04F9gGJDCdmwzdOwKdekz7DB54Z/Xn7noRDL8Dvz4fazRIB1xnGlh0x9wqp4616V97D4gvgo3+VibYbfwf3vAlfPwL/1QlX/CjwvJzFJGfFkZgaS8MRrx9CSqEmRMPQOMQUsasxuh7vmhDV0DjF9LQO4vGo/tYkY8UXBfO5qQ53iM0aKkS7auCHOYE0tmlCp1OYvSKb/PJUMvKD2ygkeQetlbvacLs8zJqbMqHXyioy43GpYd1mTzU2i5M3/nCQjU8fp6A8jY89uJpZ88Y/eE1Ijh1h9DTY58Bpc48/IpokRjLWsQjRnpMyKDfnykBqeOTIh7UL4kf5f32DhQgNxQGZlfa4Obl5Nx6MlMzRBQvYo6/IIOb+A3DVT2DB9bJeqw+NiN+wqE0miOx98n3xC1GQqOjJrWRYt3JDxn9jmncexKWAyypRnbYjUsPXcZyc0iSq9rSjqgQL0daD4mzqqxkeLTUXJLoQKSLqdkHz3slLywVx0zTnBp/XA+0SNfEfszK68ZHG6BjjpA44khB12eUcqLgVUCRl02WVtNxIRCNE249J9PD1b4bf5tCLIn7felDStaNNywWJkplzJF3T2gPb/wC/XgrP3CVtQ05uk+1SCiWq2T+kLjnSxHHTHhGTVe9Khsk3TsAnnoeFN0qK6skPxM21p1568voirqoq18uW/dKu6Jwvjuytm1Iokf9RzMImlde/KWOUm/4oAjB7IeQthz1/D/8cj0fOnzlXSPnF49fCjj/DolvGFhHNXy2TakfWyXUsf1Xo1i86faBkACCnAkVRyJ+fRsPxbhl/aUI0LA1Hu9AZ5H3tjHJMpglRDY1TjE8gpeWNL4U2q8iMokCL13HWMThk9lKBrMIhQq9ui8y8+tzgppGLPj6P676ydMT6xNRYjCY9J3a2ggK5sycqREWI+1rDTCUt1b08/cPt1O7v4NybZ/ORf1scslXLWIgzx4yIXPrOoZAtMiLx/v8Sv+83wBgjorv/Kssb/yDLoUYPQwmXmuvD7B0shGooPpQDz8H302D349R0lREX5yF7lk4GW762CO1HxbwkMVP+Lr9allpENCIZ+YnodAptTW5AwdYv5lcm3UAg6lR0rqThHngOsheAIVYGbyApbTsfk989LgqLAxkI5jSTTCKc3AY170POIhlkmlIiC7mUwkBaZjjaj4JzcHKFKEhEaGiN6P6nZGC+5t/lb1OyDEw1xk/GnNFbuHjcgXTusovFzbinTgRK3sj7xwjiUoMj9qHY/kdZukK7zwOwy+se6+tROhYhCgHDovKPwFf2w7lfln39+TKpzUwrg8v+W871366S16vZKBPHdVtH7s9n1vTny+X69+k3YdVngtNqQZyftz8i9acn3oJXvirPHWiTx3UGmHe11NQOx5etMBWi6sBzEjG+8BtQfF5g/YLrpRbYd7zD6a2X73751XDfe97JR1UybcaC3gCzL5GsGo9LsivCYUqWyTSQ+w2QPy8Vu8VFR32/vPfWrnF5H5yutJ/sp7fdGnG7lpo+8uelERNnoLNhEiOiiqKkKYqyUVGU73r//ryiKEcURTmsKMqXh2z3HUVRKhVF2aEoSnFUR6ChcYbT2TiAolNIHWc0K8ZkIC0vkdZqSaWzWZz+x1Kz44kZWnPavE+WkQZ2U0QoUyadXsfKq4rxuFQy8hMnbLaUlGEiNsEwpYZFqkdl1xu1vPC/u9HpFG56YAXLLiucFPfi+KQYXA5PkLFQpzfFJWOs9cCqCtsfwbTvYRRdQIiGc2H243aKSdGcyyVFzZgQ+pxS1YBZUTjM3rY8kYSoN/3X/cq3qHOspHhpLrrETBEGG/8Xtv5WZsYz5wWek7ccrvwJLLl99H1rYDDqSZuVQNtJEZ72ARmUxyoDwRFREPfPPK87rU+I9jXBvqf8ZkflRe2svraElCwTGYd/Bj+fB49eIRHGhTdKX9nV90U+sPzVEpHpqgm/jd+oaBTH3PGQ6hWiPSdlEm/X4xIpmXeVPK6l5U4cXwuXcD0233oQHrlIfk8rhfPuB5Tozh2IHBF1WGDfP+R3NYy5T2cV1G+DbBEdpBTKsYwFX3SubK1kaFz2PfjqYbjqfyTCXnErLLwBPr8FchbDui/D49fIxHHD9mHHPCi1oK/cD8Xnw2ffh/xhkzC+qF3N+7JsPyqTfjUbJLLb7nUb/8TzcPs/QqcZh0tPHwsuu0RkN/0yfOpzf4sI5PzVsOZbwY8Vny/L2k0jnwcSzQYxvjMlwS2PwjerZbJrrMy5InAOjCZEQTI1kgv897b8crkWNBztHvK+RVFScAZgt7p46aE9vPHIAdQIEXxLj53kDBPpsxL845ZIRHRNURTFCLwODK0GrwN8d4QjiqI8DqQANwLzgKuBnwIfi+ooNDTOYDqbxGTG16R9PGSXJlG1qw3Vo2L3RkTnnZVD6dLM4A19NSNd4zREmCKWXFJA7YEOihdnTHhfiqKQVZQ0ZYZFg30O3v7LYeoPd1G2PIu1d5ZPah9XX0TV2u/0O+R2NgwQnxQz9mhrVzUMtKID4uIVBnvt7H6rjq0vVHH5ZxYyZ2UYM6Vjr8NAC6z8pczAJ+UGWhN0VoG9D/KWyYywxxUhIuoVon3hheiRLc3s334dJcSSYzyOwxNHydIs0HnPjw0/A1R5raz5gScqCpz9+ajfjg87WcVJVO5sQy1K9U9omYx2MHhTa1OKJLrc1yifL0hqLki9sL0XrvsVPHs3Snc1qz5yKasWNsFffgezL4Mlt4kpyFjSWUvXyLLmfWktE4rGXSKIxyoOIpFaDPufhl9WBNbd8DsRN3FpmhCdDNLKJKJlaQdziOuNr10GyOcbnyap98lR9gWOS5W07XC0HZFepDCyVY+P+g9keeWPJfWz7OLQaZuj4ROipWsD62IT4az75MdHxmy4ax3seUImPhp3BpcfdFbBM5+E1kMi2tZ8M3RU3vf+OC1So2/rhY8/JaZEb/4nrLpXHs8sH+WY80HRyUTMkVfg+OtQfo38/4bQvZtH0LQ3YGa3+Vdw1c+g4pbg9692k9wzrvqpRCaHkrvE20JlMyy6aeT+O7xC1DcBqSjSHmw8zL4USbdPilwysPwuud94SUiOJS0vgYajXSxfOCSSnL1gfMdyGnHgvQYcVhcd9QMc2thEVpE5ZFs6p8ONfdBFfEosOTF69r59kpOHOilcGMZDwkvE0ZOqqk5FUa5FxGWxd91rvscVRekEzMBa4HVVVd2KorwO/HYM/6eGxhmH0+Fm52u1tNb0MmucrrA+ckqSOLyxiZ62QeyDMoBceEFecFqrxxMwChmvM98UoTfouOkbk5dml1VkZvebJ3E53BhiTl0qXV+Hled/tgu71cVFd8xjwfl5Y2rFEw1xZpm5tvY7SM6UnqEdjQNk5I8jtftkIOUr3jhIzYFObFtbUBTY/OwJihalh24Hs+sxESSzL5O/zbkBIfn6v0vK2c1/CoiV0SKieqOYeYSJiDqsLrY8X4nHFs8O9+2kx7ViMEpNDvXeG5gnkAVA5vyQ+9GITHaRXEd6lVLsVolQxcbpA4NGRZGo6IFnA5+tT1Tu+4dEJRbcIANH32TXoNfx8pLvRI4yhCJjrvQzrNkAK+4KvU3jbknLneTvGsvvkh64iZkS/Ugp8hrsINFXrYfoxPGdP44BYJgQdVpFKJZeBNmLAsI/pSD6/celjB4R7ayUZf6q8HXqTXsl66PoXPj4M5C7OPrX97HsEyJGozl2RYHln5SfXy4OXBuPrJNIqE4PdzwHcy4Nvw9zrohI1SMpu2d/Xt6/ax6CP14M7/+PTN4kjuLcboiR63xXtdwrat6HPX+TtNSF10s012gK/3wI1Jfe8ihsfRhe+IyY013zkPxfx9+S9GAILYr1Rig4C6rf8xrfDfvOtR+FhKzJca9OSJcMn5iEyNeSs0ZG5PPLUzm8sQlXQrmIpw9BnajT7mbfO/Xkl6fS2TjAhiePYTTp+fTPzh8x1rL0SJZNYkospWvzOXm4izf/eJCbv7mStLzwRotRhWhUVQ2ZvK0oyhzAoKpqA5AFdHi3dwF6RVG04gqNDyWqqvLu40fY/UYd1n4nmUXjnMHzkl0iN/OW6j5/RDQ2fliqTVe13OyTZskF0u0cvpszlqyiJFSPSkeUNQnjZfu6GhxWF7f8+0oWXjBr0kUojHS49bg9dDVbxtemp26rDE7SyoinHWufgxiTnmu+tARLr4Odr9WOfE5XjRhjLL8rMHudlBcYLLUfk7qu5z4t6bIQecBuzg0rRPe9W4/N4uSanP8j1uig05pNwYJ0jDF6EbDDyZwb3f+uMQK/YZFrDjYrGHQuDHFxwRstvk0cJX2RZ19qrtsh6baKIpFL32SX1eskOV7RpigyOKx5P7Rxi8MiNYSTXR8KkkK55gFYcbfUj2XMDgxQP/oEXPd/k/+aHzZ8/X1D1dO1HpKo08p74Iofjm+iIS5VIq6vPSDiazidVSLYCs6SOsRQKcLN+6QWUKeHuZcHsjjGQk4FnPeVsT8vKU8m+d77qbjcppdJKu5oIhREwPnqUjPmBkR83jIRpm67CL9I72lmubd37nHpMXrHc+J2vvuv0BCF14RP3JddAve8JY6z1RvgT5fCM3fDhp9I2rM5N9ixdygLrpMJg/8pk5rYjT8Xh93XvikO6UPLMSbK7f+Am/88rqfml6fhcnpoaY2RXqIzpATqVHJ4UxO2ASerrynhsk8vpGJtPk6bm5OHukZs6+vskJAs/c4/8oXF6GP0vPrwvhEGjEMZd66goigG4M/A172rht9BQp79iqLcpyjKTkVRdra3j2KlraFxGtNwrJvKXW2cdX0pH3twFYvXRplmFIbU7Hhi4w201vT6I6KxCQYxaehvkY186UkLrpc6iHAup2cgvjSRtlNYJ9rdYuHY9hYqLsofX3QySnxC1Hfh7mm14nGppI8rIroFCs+BonMkdQsoPyeXwgXplJ+by7536uluGeZst/dJGbgtvzOwzickHYNiHnHelyWK4UvJCte+xcdQITuM+sNd5JSYyXVvYV6J3NxKlngFaMKQ1O28ZZA+e/xpWRqk5SZgMOposxVit+uINdhGptHOuRTufiVQU+ZLzTXEwRJvtU1aWWAQNugdkEwkYlG6RlI32w6PfKx5v1zPToUQHY2Y+MjRII3I+ISoI4SDZtMeWfqi7+PBJ8B2PiYTY8NbkXRVSU1fcr5kVtiGGRt53JJJFI0x0qkgKU/qlN//maTFfvrNQA1iJHzpuRnDJucuflAmpPNXRt5H1nwRogMtUnc557JA+xJf1kP78fDGPH1NEk32GXud8wURpPZ+6PVGDKs3+GvLQ7L8LvjMu3DhN2XC653vS93w9j/I8Vz2/cj/R7TEJIQXxBGYNScFRadIP9HshZHb55zmuJ0e9rxVR96cFHJnp1AwP43zb5mNKdFI5a6Rae6WHhmzJKRIWrc5zcTVn6/A0uvg9d8fGLG9j4m45j4EvKWqqrf7MM1ABvhFqqqqIyvDVVV9RFXVlaqqrszMDDHbraFxBuAzFhLRYsZgnFhygKJTyC5OoqWmD5s/ImqQ/mB/u0U2atkP+hhxyIMzY7autzE4smvphDe/DS/cF7Q+ISWGuKQY2k+eujrRyl2SGLL0sigHCeMkLjE4Irr3HbmZZ401qt7fKudA4TmQMRedRxzvFl4gtUzn3FCGIUbPxqePBwwIVFXaGBSfH2yNn5QnkYuG7YAqZhu3PyUDJ5Aa0tEw54SsEVU9Kh2NA2Rmyd9LV+mYd1YOZcu89wafwDXGw50vwd3j6MGn4Uen15FRYKZtIAebw4hJPxi5ntOUIql1i24KDPpTiyXrwmdWpY+Vz2i8lHjrRKs3jHzsVBkVaUwNvjY+IYXoXvmOR1sPGgrfOelxSoruyS3Bj3dWysRJovci89Qd8Emv0YMAACAASURBVNAiqQVddz+8+wOpsxxPWvlkYM6Fvga5vlbcEn1tJnjfN0Um6IZiSoYv7ohOwGUvDBj4+FJnk/NlLNFZJcL+j2thw09DP7+vUe4PQyOvuYtlMut6b8aMxzl6fbeiiBnT2v8QZ9zLfwCdJ2Ty6ZbHZsx3PybOQHaxWQyL8pZJJD2cCdcZwNFtzVh6Hay8qti/TqfXUbYsk5oDnTgdwRJvwJuam5AS8LLIKUnmkrvm01Id3Bt9KOMSooqifAZIV1X1B0NWvw1c6U3HvRrYGPLJGhofAlpr+0nJjp9UE5vskiS6GgcY6LKhN+pE3HbVyo1WVeWimDU/kMbSPYoL5XRh6xNDg2gakHs88PDZ8OTHAqLz7f8HW38jBiO+2XTEsCgxJRZr/6lLR2460UN6XqI/Ynmq0Bt1xMYbsPY7ObSxkSObm1lxVRGpOeFrLELiG5AVnQtpZVyU9Huu+mi8fz/xSTGsvraE+iPd1OzzmmW0HZYBwIIbgvflSwHzOTSmz5YB00f/Cl/YHnkG35wHgx3gCk7P6eu04rS5yUiRCQRzQT6XfmpBwAlabxQhlFkukbnxpMxpBJFVZKa9LxmrM45YpT+yEDXEwJ0vSuqkD3OuDC4Hu2CwW6KhE0lTTymQgarv/AKpC3XaRIgmFwaEhMbphT8iGqJsonmvDOgncu4MN5Q68krgd1WFzmq5XvlqJU9ukUkTxyAcfgk2/QJQxNF1Ohg64ZczxtrU+ddJ5kqoCF9MQnSth7KGmO34Iqs6vUQwu6oDJT+hWsyARERD9fPMXSJ1s8nee0NaceRj8XHOF+HaX4kInWHtk/LL02ir7cOevkzeF18NMohw3/FnSSt+5pOjO4HPcDxuD7vfrCOryEz+/ODv2OwVWbjsbuoOdPrXuZxuLD12DDG64E4OwJyV2Xz8u8N62A5hvKPk3wLViqL4rMp+oarqXxVFeQw4BliAa8e5bw2N0562uj4KyifX6CK7NBlVhfojXRINBXEBdFkl3ah5P8y/BuIzQNGHdwicLqzd8JvVYGmTgcDqe0ff3t4nP1XvwKtfg2t/DZVvS/1a7UZx4isIDB5i4w1BrW0mysanj2OzOFl1TQnmdBMt1b3MP28MDbQnQJw5hsbj3Rza1EjhgjRWXzsOt9C6rfI+5y6BmAQS9N2UZpwEAjeEijWz2PV6LdV728WB+fDLkpY7f9jl2zfQGCpEQQYJ0dTv+CKmj10Jtz7uN/Tw1fSmx3nP1eQQRh+F50xftOIMJKs4if3r9bS4yyk17Aj0EB2NkguD/x7akscaoY9stJSskbYTbpfs80+XiGvoyW1B33ON04zYMBFRx6CkhM69cmL7HypEkwuC24AMtIGjP1iIAlzyX3KvBJlMcVjGZpA0mfiurcaE0dNXQ7HwBvmZCBlzZbygjwmeUEz3pt+3H5W/W/ZLqxZfxHb/s7Dnr5K+O+eK8PvPWSQpumNxvFYUqduegeSXp7LztVoabeWUgkymZM6VnrBPf0LGYm6H3EtL14Z3Ap/htNb209dh4+wbykZ4YeTNSSHObOTEzlYMMToOb2qi9kAnqkclOTMupHdGyijtC6MWoqqq/mXI7yFzB1RV/Q3wm2j3qaFxJjLQbWew1+E3BpkssotlwNjXYSM11zvLbPH6iDXslMFbzmLQ6SR60D/DhOiJtwPHG41I9kVNsxeJcYLbJQPftf8pA4y6LXDB1/ybmxKN9HdF6I8ZAVVV2fZyNVmFZvavbwCgcmcbRRXpuBwe8oa6FJ9C4sxGmit7Scowcdk9C9GNpz/pyS3iFKk3egc4ygg3ZZ1eR2pOAr1t3kbV1RskQjE8+uSLiDbskOhm7BjrVUvWBCYQ6jZDym0AdNQPoCgq6fv+WwZDoWbWP/7U2F5LY1RyywIR0Fh6xtZqxYdPiA60hHa6HA8lF4pbc9MeEQ+qB7Y9LAO7uaMMdDVmNuFSc1sPSkroROpDIViIllwIx14L/N3qrUvLmD3kmqZA8XmBbeLTJuf8HS9m7zUve6Hcu6cao0lEpyE2OPqYViqmdW3efqRuh0x2p5fBjj/Bez+W7yiEvm77yF4kn8lYRfYMxedH0W1NlbZXtZtEoL9yvwQBQEQozLxgwBjwlTkNvV/4kPTcLA6+30j1nnbizEYSU2Pp77SNK2Ns8vIGNTQ+xOx8vZajW5rxeFRcTrk4h+qzNBFMCUZSsuPpaR3EFG+Qi5/XgIZjr8sy12u4kJg98y6CjbskQmeMG5sQvfhBqVvc96T8XXaxDFb3Pyvi1Ovsaoo3Yre4wuwsOrpbBtn9hpg8KTqFW7+1ksObmzi8sQkUmQmcChJTTeiN/Vx5XwWmhBCNyCNh64WWg3CRt3m40STRguH9Zd0uUrrXU9NfIa0UGneF7ss5NJowHtfa1CJxY/xhdpDlfcfh46ToWjFkFsHS/wjddF1jUknKiCM52UNvrw6TbgDiise+E39EtEUmwEbrVRgtvqhrzXtijAQiQhXdxKNmGtNHuNTcJm9C3WQJ0eQCqV22dgcid0dekUhj4TkiGgymYIfZmYAvWySnYvTtTiVX/Ei+Z0NJLwOXTVp1xSZLD+HXHxDXdOcgzPuI9EAdaB1diC68QdyRs86MfpuGGB06vYLDpoox5O7H5ad0Ldz0R/j5PMnigICR5GlIR30/pkSj33hoOEsuKcBpd1OyJIPixRnUHejk9T8coH0cnQs0IaqhMUEcNhe73qgjOcNERoEZRacQb44Zu7lMFOSUJtHTOkhsglFcJn0cf0NuJNkL5e/EbOgP0zNtMuiplxrU4Sl7o9G4S4Syoz+6aK1PiMalwXW/kabfTqsYKRSeCzsflZpGb883U6IR+6AT1aOihIkgfrCumoLyVPLmhB6IDC2oL1mSQWahmTWF81hycQH9XeOb7RsP59xYxvIrCsnIH+c5VO81FSo8J7AuvVSs8DPmSSRZp4cjL5Ns24/Vvgz7kQ3Eepy0xZ7PkX8c4+zrSwMtgvQG+axtfWIkMR6MJukX6XVztnV2Ul+rMD+rHT75stQiakwJuQV6entVjIoV5l8/9h0kDhGikxURTciA7AqJyqcUimhw2eS7Pp0RK42JoY8Rs6vhEdGmPdKeaTQREw2xZsmmSCsdEqlvFdfYI+skmm70TmzMuyr4mjgTMOeJiFlw3fQdw5zLRq5L8/bTPbkV5lwu2TQtB2HxR8UZN3shvPp1iY4mzQq/7+yFcPuTp+a4pwFFUYiNN+CwuuBjD0uk122HtQ/KfTKtVHwWQDK3huPxyPbGuJGPzSDa6/vJLEgM26IuJTueSz8VmFwoXpJBSnY8Sy4Ze4q7JkQ1NCZI1e42XHY3a26fR+4pTt3MLknm6NYWqREdepHraxSB4TMtMGcH2rlMNh4PPPVxSa26993oZrRdDjFTWn2vzKgORDFT6BeiqV7DlBcC1vy+huNDhGhsvAFVBbvVFTKKaLe62PlqLX0d1rBCtLW6l9h4A9ffv4ykjEDrhpTs+FFrHCKiqvDkR2XW/ppfRNzcnGbCnDbO1hF9zZK2rDNIaq6PpHxJhVv/A2nRkbsUtvyG5PhUGIDe135FFgqbt6fSVNVIc2UP13xxKYmp3hnRu9aN73iGkloEPSJEjz37Mm6KWXjDRZoInWIyC+I5etCCxZMuaYtjxWgSE6n+ZvmeTkaNKEgbl+1/lEmnwrMlejXn8snZt8b0oCgSFQ0lRCdqVOTbf1qJtF/xT5C0yoTXYIdErXzc+peJvdapQG+AT7403UcxkoLVUlvbWSmTv9f+WiYvh5ZtLL0DDv9T6kA/RMSYDNit3mystf8R/GBW+RAhGmKcs+tRePeH8LXDM1aMul0euposYxKVOp3CHd8Lb0g06nPH9SwNDQ1AagoPbmgkJTuenBC59JNNTqmk+44QohBs6JKYLRFTz4gOShPj2U+Jk23LfhE6//xy6Cb0w2k7JLOAs1aISA41UzicoULUhzcNl7RSmWn31a8gEVEgrGFRV6OkjHQ2hmgj4KWlpo/skiQyC82BaOBkcPwNOPGW1I5E836Nl65q+EW5OEHmLg12U1z5KSjy1ka1HpL0oabdpJwnA7XeboX21Ktoqhpg9sos+jptPP+znXQ2jT3VZiiqR8U64HXLTSmEnjrUgXYOHTSSndROxvIoet1pTCrllyyiNLOOpZ/5xPh3Ys6BjhMyuTFZEcvZl8p1ov2IpPJd/T+hozUapxcxiSJE3U544iYpJek4NvG0XB/3/Asu+k+5t4BMkBx+SVK8tfNnfBjj4OPPyGRQ+TWSQjzcO2DWcnjgxMTa75yGxMYbsA+GKQMaWqYQKvOrar2UM9RshHf+O3Rbo2mmq9mCx62SWTA1Pbs1IaqhMQGOb2+lra6fZZcXhk1hmEzSchNIzYmXlE2f8Y9PqOUOsX5PzBYjAUvH5L24rVdu7h3HJYXu4gdFkEbzGr5egPkrvfWrbZFFsl+Ihogy642QPidYiHqFY7g60U6vEO1useBxj+z9Zbe66Gq2kFN6CiYU3vvx/2fvvMPjqq69/U7VjHrvsmTJcq+4V2zAxoBpoSQESAIJgQBJSG5CKPcmhBQSknBJQgKEjzQCuSSUAKbYFHcb925ZVu9tpJE0Mxpp2vn+2JpRG0mjUbPwfp/Hz5FO2WePLM2c315r/RagEiv0o9nftbHb2Jm9UtDSF4mopi5UpFjtewaMMUSu/BwALUt+ztn4h9Hq1Fx8yzSu/6+L8LgV3vz1Ed/PLhhO76ri74/uEyvI0ZnQUkXNf17E7Epj1qW5QY8rCR59eBhX/OQOomcOoy4tIllkJMAIRkTXdvWmjZe/G58Z9GGiRrS1Wrig//ML4vPJ62kwXEJju1L/QQjRvHeECNUPse2VpIu4HNGPdMql4z2T8wq9UYvD3o9Dv1eIJkwXKeK9F569befe/z7s+jUUfjx6Ew2Sqnzx7JU0eWR9TvpDClGJZBjsf6uYxMwIZixPGZP7qTVqvvjYMmasSOmKKnojob0johBYCmyglO0TDw+3vgZf3SJSgQHMpYNfW3VE1ANFZYiHBcUNbY0DX2M3gz6ifwObxBk9hGhIZzpue5v/DwhTZyTU41JoabD3OV5yrAEUSJs2wkYWTrtwG/TWAHmNDEYD7//3vFtg4R19j6s14udWsAXOvguLvoouPIKw6BCaLXoaqp0kZEZgCNORkBHBDQ8uRK1Rsf3lfJQgI7klJ0y4Otw0VlpFRFRxc/qQHb3WyZS1si3LhCUipatOfaQioioV3PAiXPEkzL5xZMaUjD/e1Nze7/kjFRH1EtbZuuzMW0IEzAyi/lkiGYQBI6JTN8KaB2Hu50Wv5e490y21oowKup6bTOdGda7BUHrSRGxqGJHxY5M6LIWoRBIkba0OLE3tTF2S3K85zqhia4CQyC5b9O6uez7ThgBSYAOlZIcwEMlaJR4sYrLE/kCEaOUhkZarUnWlT/V2zvXWkXrrQO3mgd0NE2eI/mQdwmbcECbSdtutQojWFDbzfz/Zz4F3irE1d9BYafX1X/Wm53YXV2f2VBOVaPRrVz4sGosARTQfN0RBxSgKUUuN2G56Wqxm+yNptojKanSw5OsAxKWFU1/aiqnKSnxaV2uWyHgjy67Loba4haIjDf7HGwC3y0N1QTPQ2TM0JpN2TwRF7cuZtigOXcj51axcMgS6OymPVEQURGRr6d2B9TeVTAy8qbndhWh4cpdj7EjhrWEs2wOaENn2RzIq6I2dNaL+CAmHSx4VfgjQ0zm36ojYxndznjcVjM4kg6SjzUlNQQtZc+LH7J7SrEgiCZKmztq52JRxSv2x1okP3QW3QVRaT9HmreUYSfvwkp2QsVQ8KEJX8+vBhGh7i1j1m3NT59y6GUp0F88fPASHXhSR03s/7RSiA5g/ee3g689CxmKfQVFHZ0S06pyZxiobjVU2Dr8vDHKmLU/m7N4a8vZWc3RrGaYKKyFhWgxhOsy1bSy7LnvkU6xN+WKbMF04NhZ+ImqlRqNViaVOmMjoBjA6Suo0lphzk29RICUnivLT4iExLr1nj9AZy1PY9a8CaoqambKwV43QINSVtOJyiDToxkoLLMjmrH0tbvTMWj8CLT8k44f3b9cYM7Rm9ZILD32YSMvtXsaROkJpub0JTxILcrnrhaOuRDLChBg7XXMHIrybg3NS57NK5UERsV9+H2z+jjAQ9D4fnCdU5JnxeBSy5o6dEJURUYkkSJpqRFQtNm28hGgDhCWK2r813+95LLyfqGOw2EzCJbd7uxZ9qLhPc2nXPleHn5qIY4ic14vE9xF+0oYrDoh2LCnzRKS3/szgEVGvU1+nO7A32umNiFrNHRjCddz6+DLmXpJOaJSe7PkJxKaFU366iQ67i7mXZoh9qWFkz09g5qphthLwR8M5QCUilAvvgNZKOPGvkb8PiJ+pNxreH9lrRTR75bd9u7obbcWl9RSiKrWKqHgjrX7SmQej7JQJVJAwKYKy00289OtKDjnvICkrvM99JBOMOTfCIzXwYAmEJ4z3bCTnM77U3E4hOmkFzL5hdO7lff+TabmSUSIkVIvL4cHt6us14aN7KyGADmtnv9GLYcGX4P5Dop2QqWB0DQyHSHNdGwAJk8bu81lGRCWSIGmsthESph2z3pJ9sNWL9FR/6Iwijba9eWTuVbpLbLPX9twfk+XrC8nJ1+Ct++DKX8NFt3edU3VIbL31QF6R7I3Wup3wzgOin9zVv4M/XQwtVUKIDtQEOypDjFV5CJbchVqjRm/U0t5Zu2Fr7iA8JoToxFBW3pjLyhuF+UnS5EicHW4iYg1jYjCFKV+k6eiMIlUseS7s/JV4EBsochkMlgCEaMJU+PbxHruSsiJRqVUoHoXY1L4LK1EJRsy1Q3P3szV3cGJ7FdnzE4iINXD84wp0IRoUj4YFG7KGNJbkPEU/jJZGkgsHb2quzQRqHdzx3vDbtvRHZJpwVJdpuZJRQm8U2UwOuwtjRD/Pf97nnOYKsd3/rEhNX/coqNViYTo+t8vES/GIlPLkuV0R1HHA2tyBIUyHVjd2ZTMyIiqRBIm52kZsStjYiBl/WOtFRLQ/tAYRoRwJSnYK46DeLocxWdBUAjt+Ba9/VTSg9wpPL1VHRHNsr6GJzgih8dBSKb7/9I+ivcsVT0JCpwFSa+XgEVGVSvTJrDzo22UI09LR2b7F2txBWHRIn8uM4Xoi44xj9/9mKugydlKpYP2PwVzS6aTbDWt9V31ssFjqulKChoAuREN8ejiRCUb0hr7rk5EJRlpN7SiewFdu979djMflYfn1OSRMEilyqz+fy92/X0vORUNL8ZVIJBMYfbh44G4zQWjc6IlQgNX/BV96S9TjSySjgDf76t0/nuDQeyX9nBQuPverDolnmT2/h6lXiAw2L97nnT+thadnw5t3w0ePjercB8Nmbicspu9z02gihahEEgSKotBYbSMudZzSC10dItrZu69Xd7QGIQxHguIdkLWyq4+nl5gsIRq3/RTmfkGs5vWuGa063PPNFyA6A5rLRTR12xMw7SqYsalTpMYJkTqYEAUhRJuKwCbqGw1hOl8fUVtzB+F+hOiY4nELIZrQzZwg5xJYcDvs/V2X66/LAc8sgi2PBH8vRelMzU0a/Fw/rP78VNZ+cZrfY1EJRtwuD7aWwBY2Gios5O2rYe66dKITQ5myMJGrvzmP6WPkLi2RSM4jvKm5NpNwth1NotIgc8Xo3kNyQaM3iuegupJWys809X9ixhKo2A97n4GOFmFi1J2UeWJxP+0iuPwJ8X13l91xwNqZSTaWSCEqkQRBbVELDruLxKxxMkPwtk0YUIiG9B8RdXXARz8WdZmOtoHv1VIpxF73+lAvyZ29S9c9Ctc/J9zgmrqtELZWC+OItIU9r4ueJIToRz8ClRqufLLrWGQaNOSDxxWYEAVfFFYIURdupwe7xek3IjqmNJeBu6MrIupl/eMiwvzhD8X3pnxh6nToxU6X3SCwm8HtEG01giAlJ4qMGf7dT6M6bdz9tb3pjaIo7HmtEEOojkVXZgGg0aqZNCtu/LIHJBLJ+KEPAxTxWRIaN96zkUiGRYixa0He0jjAYn/Gks5o6G9h1vWQPIcze6p58zdHRHaRIQru3gFffBWW3ysW9ttbRv8FDICtn0yy0UQKUclnFsWjYLc6RmQsR7uLijNNNFZZ6WhzcvyTSkJCtUxZGFz0adh427IMlJqrM4oelv4o/Bh2PyWc246/MvC9SjrrQ/0J0elXwfcK4eIHRbpVTJZ42HB39vKs7EzT9SdEWyqgeDvM/hxEpXcdi8roNDhi8HrH1PnCha4zPTekMyLqjdyN9cpeHxo6e4R1t2sHkaa85ntQsBWKtkHtKbFfUWDHL4O7l7fmNnzkfycjEwIXoqUnTFTlm1m8aTIhoaPgDCyRSCYW+s66c3PZ6EdEJZJRxpuaC0K4ud39mBZlLBVbxQ1rH6GhwsK2l85SXdCM3eqn37khalyFqHcBf6wzyaRZkeQzS97eGna+eo5bf7yMiNihmcJ8+lYRk2bGkZor2ofseb2QM7uqe5wzf/2k8euDONyIaPE2EYlUPIO/8ZXsFKvYibP6HlOpejpmxk4Wb7otFaKlQ/URYU7RvU0LQHSmSBt2tYt0lO5EpYGrU/Bkrhx4bvowSJrlE6KGUFEjajWL1z3uEVFf65apfY8t+TocfAG2/o9Ie9YaRSuew3+F9T8Zeoqtt1H2YOI9CCJiQ1CrVQEJ0f1vFxOdFMqsNaPgQCyRSCYe+s4SFodF+ANIJBMYfbeIqKKAzdxBZGfWUA/iciEyDffk9Rw9qOPQe4d9h9paHX2NLsdZiHoX8GVEVCIZIcpONeJ2eji7r2ZI19WXtXL4/TJO7ajE6XBjrrWRv6+WKYsS2fC1Way4YQoXbczkossnjdLMA8AXER2gbcJANaLF2yF7nfh6IEMjRRFCNGu1cHobjJgssfXWiTaVCMdYba83tqiMrq97GyBFpolt3BQhSgcjfTFUHgaPm5BwHR12F5Ym8brDowdYgKg8BEf+Pvj4w8F0TkSt/aUY6wxw6Y+g7qSYR9JMWPYN8DhFyvRQKdnpX/SPAGqNmti0MOpKBv6QtLV00FhlY8bKFDQa+fEikUjoioiCjIhKJjzdU3MB3/NGH9RqajZu5dVjX2D/2yVkzY1nw9fEgr691U+2XkiUWIR3jUwm31CxNgeXSaYoCv939v+otlYPfrIf5JOC5DOJ4lGoLhCtS/L21AzJ7fPUThFZqi+3sPWFU7zy2H7cLg9LNk0md1ESC9ZPYvl1ORjDx6ltC3T1pgomItpSJQRSziVCrPaXvgtCULZWwuTVgc0rZrLYeutEW6t6pt16ie4U8Sq1iGh2x3v+5IsDu2f6YrHSbjqHIVQHSleP1wHd3/Y/B29/U4jY0aLhXJcznj9m3wCpF4GzDZJmC0v3jGVQ9MnQ71XwoTDpGKUm7hkzYqkpbMHR3r+zb22xEKopOdGjMgeJRDIB8fZ8hsHr/iWS8xxdiAaVCuIzRKTfnxBtqraheBTe/0sJTqeHq+6by8avzyYhQ3w+t7X6eTbzOj13tI7a3AfCFmQmWV5THj/b/zNeOvNSUPeVQlQyoXG0u3j/uZOc3F7Jjlfy2f5KPhV5TZgqrbTbnGTMjMXS1E5tSWB/2B12FwUH69Dq1LTU2yk/00TS5EhW3ZRLTHLf/orjhq0BQiJFHWh/aI1dKa7dOdZZEzrlssGddWtPiG3vGs/+iEgBTYhoTwKiXjTSnxDtjIjG5fbtRRiX0zW/QMhYIraVBzGEi5rExioruhANesMAqdNtwmmXDx4anYbSiiJSc3vXh3ZHpYLLfya+9v6M43K6Wtv4w+Puu6+5AhryIHdD8PMdhIyZsXjcCtXn+u9NW1vUgkarJnHSOJl4SSSS84/YbGHQBv4XJiWSCYRKrWLGihQuujwT6GtY1NLQxj8f38+pnVXYLU7mXzaJrDkiEyA0SgQw2lr7qREFX3quy+Hns34EcLs9bHnhFPVlPZ+LvSVN4TFDK2XbUroFgMN1fRf162x1bC3dypMHn+xzzIusEZVMaAoO1lF8rIHiYw2oNSrUGhWnd1ah1gh3zqXXZFNxponqAjMpOT37irU0tGG3OEnO7tp/bn8tLoeHpddkiz6IboWl12T36yY6bljrB07LBf8RUbsZ9v5etEtJnD54RLTutIhaJkwPbF5qtRBe9XnCsMhS6//BIyRCpKymLuh7LHUBfH1735Td/ojNFqvslQcJicwFoLHSSlh0yMAurW2NoAuFygNw6nWYc2Ng9wsUa734QBlIiIKIYt77qUhFBvHzstaKn5+ml9mP2wW/WwAr7oeld3ftL9khtoGK9yBIzYlGq1dTfrqRrLn+0+tqilpIzIxAo5NrnBKJpBsrvw3TrhQ9pSWSCc6622cAsPvfBX2EqLlWdCIoOiJKqKI6zf52V+0mr/EsWt2UASOiit3MJ389Q8lJE7f9eLlvgb0/PG4P5to2Wk12MufEo1YP7E5vrmmj8HA9xnAdiZmRvv2mKgvGCN3AC/i9UBTFJ0TPNp2lpaOFqJAoPij9gKcOPUWNTZTGhWj6j7JKISqZ0JzZXU1sahgLNkwiYVIEkfFGKk43UXikXmR9ZkUSkxJGdUEzCzf2vHb3vwupL23ljidXAeIP6tTOKhIzI5i1OpX9bxej1alJmXIeNsa2NQyclgv+o50nXxP9rNY+JL7XGfyn75bsgpdvEmmzsTkDR157kzJXpIm2VgNK/3Wet/67f4dXfwK1P1QqkZ5bcRBD1T7gSazmDtKnD5IC1tYE0zdBw1n48EfiIal3dHY4mDodc/0ZFfUmcUbX11HpwkTKUtOVwuyl+ii0lEPdqZ77G4tArYX43OHNeQA0OjWTZsZReKSelTflotEKsWmutfHW08dYsmkyDeUW5l2aMchIEonkgmQU358kkvEgmbLcCQAAIABJREFUItZAY7UNRVF8C99eYVpdKCKb0YmhtLva+dGeH9HmauPeqN/Q5q9G1CBE4ZGdrZz9VEQrC4/UM3tN1zOUoii0mtqpL2ulrrSV+tJWGsotuBzCuffKe+cyuZ+FYi/NdW2d8+vKblIUhco8M+nTYobUZu1042mqrFVcm3MtbxW9xdH6o8xLmMfjex8nJTyFL838EvMT5zMtZhr62/2Xs0khKpmwmGtt1JdZWHVTLtOXdfVOzF6QQPaCrmhham405w7U4nF7UHcaqCgehZrCZjraXNgtDowRemqLWmiqtrHutukYI/RExhuISQ5DqxsnZ9yBsNaLiOZA+BOZ9WfAEN1laNNf+u6JV8X+qkMw87qhzS15Dhx7WTjmQv+pWKkBRjwDIX0xFGzFoO76PRi0zqGtSUSVF34F/nol7HtGtKEZKbyOub17iA6G9+fVUtlXiJZsF1trQ8/9LRXC5Ek9ur+rM1elUnysgZLjJqYsFAshhYfrsTV3sO0fZ9EbNMxZK1PvJBKJRPLZJ3dRErv/XcCpHVW+z75Wk3imUjwKKhVExBl4Of8f1NvrUaHCGKHvR4hGoShw5piHtGlx2C0O8vbWEB4T4hOd9aUW2m0irVejVROfEc7MlanEpYez7aWzmGtsgwpRc63w0GisstFuc2II09FUbaOt1UH6ELP/Pij5AK1aywMLH2BL6RZ+eeCXROgjaHO18eSaJ8mJHjwDQgpRyYSlsUr8MaVNG9gYJS03mtM7qzBVWn1pCE21NjrahOlKU7WNtGl6Tu+qRm/QMGWReMDedP889Ibz8E/E1QFNxTBt48Dn+Uu7bcgXabbeFS+dAZx+akQjugQdSbP7Hh+I5Llim/++2PqrER1p0hcBYFBbfLsG7IXltIPTJvp5Zq2EmdfC7v8VonSwSHOgNJwDfQREDrGNSWQ3Idqb4s4UXFsvIdpc3le0jgIZM2MJjw1h/9vFhBi1pM+IoexUI5HxBjxuheWfyxlyqySJRCKRSCYic9elU3m2id2vFZA0OZLEzMgeqboRcQY6lHZePPUiKlQoKOgj1NhM/oVovTOX1lY1i65Lwm5xsu/NIt79wwlUKohNDWPyvHgSsyJJyookNi2shzv9p/8poqW+bdA5m2vbQAUocHJ7JVGJRspPNwEMqQxNURS2lG1hReoK4o3xPL3uaZ47/hwd7g7+Z9n/BCRCQQpRyQTGu+oUGTdw2qi3F2jVuWafEK0p7GpD0VhtIy4tnMLD9cxcmeITn+eVOVF36k6JFh+DGQj5qxFtOCvSUX3n9GNW1L2XVW9X28HwOiSefU9sA2nBMlzSFgIq9Ko2wAOoB46Itok3XUI733SX3Qtn3oKqI4ML/EAx5YtUtCGkuQBdP6+Wip77nXao2C++9idEcy4Jbp5DQK1Wse7W6Wz7x1ne/t0xUnKiqCttZcmmySy6MmtIKT0SiUQikUxkVGoVl355Jq/+7ABbXjjFzY8sprWx3Sf0ohKMvHL2FZram7gh9wZeL3gdbRi0FfsXomfsl6FWe8ieE4NaryckVEtMchjxGeGDBkaiEkJprrfTarITGqlHq/efIdVc10ba1GjqyywceKfEtz8xM2JIC8nHG45Ta6vlWwu+BcDKtJWsTBuk97sfpKOEZMLSarJjCNf1aC7sj7DoEKISjL52Lh6PQtlJE8YIHSGhWppqbBQeqcft8jBz9RCjV+NBVWfK66BCtFNkeh1hrQ3CoKe78VC/QrRZFM6v+g5krx3a/AxRoo2LozM6qR8DQW+Igpx1qFUeQlQiUt6nF5aiwPNr4MALYPcK0Tixjc0W2+bykZuTqWBwoyJ/6MPAGNs3Ilp1BNwOYWrUXYi6OoQp1BhERAEmzYrjtseXs+YLU2kx2UGBrLnxUoRKJBKJ5ILDEK7j8rtmY23q4JOXztLaaPcFPYxxWv586s9cnH4xK1JXAKAKddNuc+J2e3qMc+rTFs7YNzDL8AEhv0lGF6Jh1uo0UnOjA8rOi04y0lht5Z+P7+fIVv/PMopHwVxrIz4tgpsfWcwNP1jIFx9byld+uZIbHgywO0InW0q3oFPrWJuxdkjX9UZGRCUTllaTncj4wEx0UnOjKT7WgNXcwUd/PUNVvpmLNmZSU9hMU7WVVpOdqEQjcWnhozzrEaDqsHCcjRwk0qg1AIpwX9XqRTQUeva11BnBZup7bXsLRGfCZY8FN8crfwUv3wiTlgd3fTDc/iYc/H8Y/mqhwx3RNyLaVAw1x0EX1mWa4RWiYQmiXra5bGTm0mERPVQDMSryR1R6XyHqjYZOuxL2/g4cNiFaWyoRS69jZxKk0amZszadGStSMNe1+XqjSSQSiURyoZGcHcXSa7PZ92YRAJlrY2mqs3BY2Y3FYeG++fdh7jADoBidoIC91elbMPd4FPa/U0Ka4QyrIl6kc6foRBAgUYmhdNhEyVlDucXvOdbmDlwOD9HJoUQnBmfO6HA7qLRUsrVsK6vSVhGhH97nv4yISiYsLaZ2ouIDSyNInRpNR5uLV378KXXFLay7fTrLrs0mNjUcU4WVqrNmsucnTIyoTtVhEQ0dbK7azp+N14zIK0S7O7RqDf7NiuzNYBy49nZActfDw5Vwyz+DHyMYDNGEqK2An15YVZ09rqoOQUuV+NrYmZqrUomIorl0ZObhFY1DNSryEj0Jak6ISKdvzAOi76o3om0V1vC+FN4xioh2R6vXSBEqkUgkkgue+Zd1LQbrY+H5ed/jZfcf2ZC5gRlxM4jQic9Kt1Gk5dpaukqnaouaabc6mR25E7WqM1La3n/Pbn90F5bmGpvfc8pOisBD0uRIv8cHQ1EUHt71MNe+dS31bfVcnnV5UON0RwpRyYTE4/ZgbWwPOCKaNjUGlVpFRKyBmx5ZzMyVqahUKmavSUOjU+PxKGTPH6Qv5/mAyyFSPr2utwOh7YwIeutEG/IhJLKnEZHO6N+sqL1ZuOsOh5AI0d9zLDFEY1BZUKvB2Lv3lleIuh1w7gPxtTciChCTOTIRUUcbvPd9IQxz1gU3xvL7RVT1z5dDU4lIK67YDxlLu/rHeiPZ3nTicRCiEolEIpFIQK1Rs+n+eWi0auxxZpwqB/+16L94fOXjAITrRcadM1SIRKu569mr+JgJjVbNJHZ0DWg3D+n+UYnieVitVtFqsuNyuPucc2ZPDfEZ4UEvIH9Q+gFby7ayNn0t6zLWsS4jyGecbkghKpkw2K0OaotbcLS7sJo78HgUIhMCE6IRsQa++KOl3PTwImJTumoW49PDuenhRVx2x8ygV4jGFFsDoATmxOqLiHa+2TWcFWm53SOp2pD+zYoM52H/1MEwRBGuMREVraDq3dS58pAQ8Co15L0t9oV2c4iLzgRzGbz2VXFusHzyE5EGfO0fg6+PzVwOX35b/D/8eSPsf17UtWYshnCvEK0XqTv574NaN3R3XolEIpFIJCNG5uw47v79xdRqxALxJZMuIUwnngO8KaztISJry9okggSKolByvIH0GTHo1d2ex7ymigESmxLG1CVJXLQxE0WB5l4OuqZKCw3lFmasCP5Z4cOyD0kNS+XpdU/zu0t+R6hu+L3XZY2oZEJgqrTy9u+OYW91gKqrNUegEVGA6CT/fzCRccZBnXfPG6x1YhuRPPi5us7X5IuInoWpvdIotEb/QnS4qbnjhTGa5RH/wHH54p77rfVQewKW3i1aqpTvBX04aLpFTWMyoaMVTr0m6i+/+H9Dv3/ZXvj0WVh8F0xePbzXkr4I7ngfXroePvgBJM4UbWYctq7X9MFDkP8erH+852uRSCQSiUQy5qhUKkpaS9CpdaSGd4k+rxA1KXVotfFYm8WzWWOVlVZTOws3ZkH+Mqj4VFzQ1jik+2q0atbfOYvGj//FIeJpqrERn94V+awraQUga25cf0MMSoWlgpzoHDQj2LNcRkQlE4KP/3YGtQrW3zmTxVdNJj49nKTJkSRkTABzoZHEK0QD6XXpTc112sHWKKKp3R1zobOPaK8aUVeHqBsdbmrueGCIwqC2EqnrltLSYRHGSSoNzP08LP262O+w9ry2e2prMNFFRxu8dZ8Y57LHhn69PxJnwJ1bYPX34CvvilRnb2ru3t/Dgedh2X2w4lsjcz+JRCKRSCTDoqSlhMzITLTqrnhfiCYEnVrHvwr+RbPWRH29iHgWHzOBSrjP85XNcG+nELUPLSIKQIeV6J3fQIUbc0XP65vr2tDo1ETEGMDjhmdXwfMXw74/gqVu0KEVRaHCUkFGxMgaI8qIqOS8x9LUjqnCyoobpjB1SQCRwM8yPiGaNPi5vtTcDtHTEiBhRq9zjKC4hbOuN6Lm7SE6IVNzO8WzvbPI3+WAV2+H2lPCOCl5Tt+fgZfYbs2Xh2gSAHSl5H55M4SM4AJJTCZc+j9d32tDICQKmopgzk2w4adD71UqkUgkEolkVChtKSU3JrfP/gh9BE3tTVj1ZqxmseBdcryBlJwoQiP1nSd1+ngMMTUXgKYiNCoXkZo6zKdM8LmZvkPN9XaiE42ibKnqONSdhMh02PIwbH0UFt4Bm57qd2hzhxmb0zbiQlRGRCXnPWWnRHpC5uzg0wk+M3idUsOGEBF1tftv3dL7HC9eETfWRkMjgVYPulAhJD0eEaEs3gbX/K4rLVmjhfsOwDf29bw2aRZ8/mVImee/pc1AjGRKbiAkz4bcDaIOdQj27hKJRCKRSEYPp9tJhaWCyVGT+xwL14lFaqu+mfYWF60mO6YKK5PndTPLNESJDK5gIqKmAgAidWYszT37lDbXtXU56xZ9IrZf3w73HYTJa+DEv6BsH/xpbd9MOURaLiCFqOTCo+xUIxFxBmKSh18UPeGx1IqWI1r94Odqu9WINuSLmsio9J7neOtIuzvnTuSIKIh5tzfD6Tfg5L/gkv+GBbf1PCdhGiTN7LlPpYIZmyAidWgrkaORkjsYX3obvvivwH4PJBKJRCKRjAlFLUW4Fbd/IdrpnGsLacbR6qHoaAMAk+fFd52kUolAQDAR0cZCQEVEvJHW9jDhuA+43R5aG+xEeb1SiraJDLHwBNHvPHcDOCzsOPIs6zV1tDTk9Rm6YtuPASlEJRcQiqJwZEsZpSdM5FyUODF6fI421rrA0nKhW7TTDvV5ED+1bwpn716j0JWWOhFrREHM294M1UfF61v1X0O7PixuaCYBHz/e6ZL7h5FNyR0IjVam40okEolEMk4Umgupsdb02b+vWmRbLUpa1OeYt5eoVd8MiorTO6uITQ3r0QMUEI7+QzQrAkRENDqDyKQo2j2ROBrF/CymdjwehZikUHFOxX7IuaTruk6PjH83HadWq+Vg9d6e43o8VNSfRKUopBnjGUmkEJWclygehb2vF7LvzSJyFyWy7Nrs8Z7S+YG1DiICFaLdakQb8vsaFYH/iKgvNXeiCtEoEdU1nYO43KGnroZ2CtHOlcQBKdsL+5+DJV8fm5RciUQikUgk4853tn+H3xz+TZ/9e6r3MCV6CslhfT1NvM651hBhqNjSYPffwz40bmh9RDssos1b1WGIyyUyVYhFS5HwB/G2comOdMDfrxXPdwvv6Lo+ehIWlYq9GtF79NP6o+yo2EGbs7MFjCmfSlwkut2E1J0JfF4BIIWo5LzD7fbw8d/zOPZRBXPWprP+zllotPJXFQguImqpBWstJPoRov5qRH0R0QmammuMFq/BdA7i+5oFDEpoHLg7+rrq9sZhg//cK8yELnssmJlKJBKJRCKZYHgUD5XWyj4R0TZnG0fqjrAidYXf67ypudWRBbCgkTlr05m9Jq3vicbYwFNzbY3wt6vh/QfBXAKxk4nIEmnBlvJK3E4Pxz6qQK1REV32ErRWw62vQWxX6vBWSzFfT0nEqVKR6HLxWsNB7v/kfr6343u4PC4o/5S8ED3ZTieU7+tvJkEhn+4l5xVOh5v3nztJ/qe1LL1mMqs/nyscviQiQmetD6x1C3RFO2tPiK2/iKivjvQzJETDEqC5XPyLnzr060M7TbEGS4v5+HHxpn/NM6APG/p9JBKJRCKRTDga7Y24PC4a7A099h+qO4TT42Rl2kq/13nNilwaJ20XlbLmC1MJiw7pe2JoTGBmRS2V8JeNUHcGFtwu9iVMJzJdOO+21JjZ+ufTVOWbWXdzBoZjz8Gs6yF1fo9hXjj7CmU6HetsbdzaasGNQnp4OruqdvHLA7+krmwnBXo9y1URwtBoBJHtWyTnDe02J+/+4QS1JS1c/MVp/leJLmTaW4RgDA+whY032ll9TGx7O+aC6CMKPR3SGotE1FXr581xIpC7AY6+JL4OKiLaWf/Q1ggxWf7PKd0jU3IlEolEIrkAqbGJSGiDvQFFUXweJnur92LQGFiYtNDvdZEhkQAYtUaszgGyrrwRUUXp3w/CVAAvXS+eDW9/A7JWwZK7IGE6Ro0erdrJgbM5ODwNrLopl+kxn4LDAsvv6zFMna2Os+azPOAy8tX6Smo1Gk6kTOfhjX/lpSPP8Lf8/6OgvQMMIaxMXAh5H4iSrxF6RpQRUcl5gdXcwZu/OUJ9eSuXf222FKH+8LZuCTg1t1NkmvJFS5OoSX7O8RMRrTsFSbODn+d4k7sedJ0RymBTc6FvWkx7Kxx/VWzfuleI1MseG8ZEJRKJRCKRTDS8QtTlcdHc0dV3fE/VHhYmLyRE41+kfW7K53hyzZMkhyVjHaj8JyxelAh5uxj0pvoY/HmjCCJ8+R0hQkG0n9OGoFKpiIhS4/AYWbS4nXmXZohnQZVauOV2Y2fVTgDWhAo33GS3h6e1k0ja/iTf/eQPXNbWwWFDCInGBHJn3iTEbMnOQH5MASGFqGRcaaq2UXK8gbeePoqlsZ2r75/HlIUBpp5eaFjrxDbQ1FyNHuhcSYvvx7Snd42o2ymMjZInsBDVGWHqBkAFcVOGfn1orNj27iW6/Ql48+vw/BowlwqXXJmSK5FIJBLJBUWtrdb3tTc9t9paTWlrKStT/aflAiSFJXHF5CsI14UPHBGNzRHbxqK+x0p3w183iWedO7f0SbP1MuvSqSxO+Igl7T8VfdVN5yBmcp9I5s7KnaSEpTAlprOUKWE6nNsCB/8f6rmf5+df2MrF6Rdzy4wvospZC/oIyHu7/7kPEZmaKxlXPvrrGRrKLWh1aq7+9nxSp0xQp9axwCtEIwJMzVWpgE7n18x+3hh7u+aaCsDtmNgRUYBLfwjTrgpOKHojopUHITpD9PPS6OHw30Rk2VwCS+7uWoGUSCQSiURyweCNiAI0tDUwNWYqbxS8AdBvfWh3BhWi3lIq0zlI75bmm/8+/Psrot3K7W/27Q3fjXmXZULCPHjzD3DuA2g418c3o8Pdwf6a/VyTcw2q3FtEECLvHfD2Eb3kvzFGpfHMpc90XTR1A5x9D67+3Yi0kZNCVDKuWM3tTJoVy+rPT+3bR0nSk6FGRLuTu97//t59ROtOie1EF6Kx2eJfMHhNmg69KP51586t4oNh9g3Dm59EIpFIJJIJSY21BqPWiN1lp8HeQH5TPi+efJGrsq8iO2rwZ49wfTh1bXX9nxCTBWqteN7wcvxV+M83IGUu3Pq66Hk+GLNvgO0/hx2/hKaizmyxLg7VHsLusrMmfQ3E5Yh/XldcQzREpvYdc9JyOPU6WGr8Hx8iUohKxg2PR6Hd6iQxM1KK0ECw1oEmRLw5DJVAI6IlO0X0L5jays8KKhWsfADUGshaLWo07GYRKZ20VPyTSCQSiURywVFgLiCvKY/Z8bM5WHuQGlsNL+e9TFRIFA8tfiigMcJ14QPXiGp0Ij3XK0Q/fQ4++AFMXgNfeAVCIgKbrEYLq74D73xbfB8/FXO7mRhDDAA7Kndg0BhYkryk6xpvVljSLP8Rz7huacNSiEomMu1WJ4oCxgj9eE9lYmDp7CEaTCpEf+5m3v3ONvjgEeE2u+A28SZ4IbP+x+M9A4lEIpFIJOcR5a3l3PjOjXgUD6vSVnG28SwvnXkJi8PC0+ueJjrAQEG4fpDUXBABgYZ82NYZ0Zy+CW54savbQaDMuwV2PAmtVZQYI7nuX2t59tJnWZ66nJ2VO1mSsgSDttuYYZ2dAxJn+h/PW7/aVDQiXQOkWZFk3LBbHACERkohGhDWuqGn5X7rKHy/uP/jXtfcPU/Dp3+ApfeIvH+JRCKRSCQSiQ9vHeg98+7h1hm3khCagMVh4YrJV3DppEsDHidcF06bqw23x93/SfFTobFAiND5t8JNfwtIhH5Q+gFV1qquHdoQWPsQHYYo8lROPIqHbRXbKGkpocpaxZq0NT0H8LawS+pHiEali8w5f0ZKQSCF6BigKAov/fdeTmyrGO+pnFe0dQpRY8QFHn0LFGt94EZFXmKzB64jUKvFG0p7C2z4KWz8hUhJlUgkEolEIpEA4PQ4eavoLdakreG++feRE51DangqsYZYHl7y8JDGCteFA2Bz2fo/yeuGu/x+uOYZkWY7CEfqjvD9Hd/nZ5/+rMf+/0RGcvGkVI43i1Tf/bX72VnZ2bYlvZcQjckU2zT/vVBRa4T7btMAQY4hIFNzx4BWUzutpnZ2vVrA3HUZ4z2d8wYZER0i1trRqU9c+W1Ingszrxn5sSUSiUQikUgmOLsqd2Gym/hc7ud8+360/Ee4PC5fzWWghOuFEC1vLWdW3CxU/kquZlwD9x0QkdEASrIUReE3h38j5lq1i/ymfKbFCvfdf5/7NzanjfdK3gOgpKWENwrfIDcml5TwlJ4DZa6E+w9D/ADt7+JyZER0IlFTKJrdxqbKnoPdsbc6AVkjGhBuJ7Q1ihrRkeaS/5YiVCKRSCQSiaQf3ih4gwRjAqvTu+oik8OSSY/ov4VKf3gjore8ewu/P/p7/yepVKKNS4C+IFXWKk40nOAb875BqDaUV/NfBYTYPdFwAoDmjmZSwoTwLGkp4crJV/q/70AiFES2XVOx6E86TGREdAyo7hSi4dH9GMZcoLS1OlCrVYSEyl/DQbGJhsmjIkQlEolEIpFIJH6ps9Wxq2oXd86+E616+M+s3ogowAsnX2Bewjwuzrh4WGN6e5suSFzAwdqDFJgLAHi3+F1UqEgITaC+rZ71mevJjMwkPTydZanLgrtZ3BRwd0BLRVcqb5DIiOgYUF0ghKizY4Ci5AsQu8WBMULnPyVB0hNLrdhKISqRSCQSiUQyZrxV9BYexcP1U64fkfEWJi3koSUPsf3m7UyPnc7Dux+m0lI5rDFrbeI5MTksmayoLEpbS1EUhc3Fm1mSvMRXCzo5ajI3T7uZFWkrUKuClIEJIuWXhvxhzRmkEB11TJUWWurtADjaXeM8m/OLNosDo6wPDQxrvdhKITogL5x4of80F4lEIpFIJBc0Fa0VvH7udU43ng7ofI/i4Y2CN1iSvIRJkZNGZA4hmhBunXErccY4nlr7FCjw3e3fpcPdEfSYPYRoZBbNHc3sqtpFuaWcq7KvYm78XACyo7KH/wISpottQ96wh5I5kaPM/rdLCAnVkpobjalikJ5Bn1EURcHt9KDV93Rjtbc6CJX1oYFhrRPbCClEB+K1c69RY6vhiqwrmBIzSI2DRCKRSCSSC4pfHfoV2yq2YdQa2f/F/YNm5R2oPUCVtYpvLvjmqMwnIyKDn636Gd/a9i3+cOwPfHfhd4Map9ZWS3RINEatkclRkwF45ugzhGhCuCzzMvQa8bw9P3H+8CcdGisCI/Vnhz1UQBFRlUoVq1KpdqlUqse67btNpVJ19Drvf1QqVaFKpTqoUqmyhj27CU5daSulJ0zMvyyD8FjDBRsRPfxBGX97eC9OR1dqstvtwWrukBHRQPEK0bCE8Z3HeUxLRwvVtmoUFJ478dx4T0cikUgkEsl5xtkmIZ7sLjvNHc39nqcoCoqi8Ma5N4jUR3JZ5mWjNqd1k9axKGkRh+sO99jvdDsDHqPGVuMzIsqKzAIgrymPtRlridBHEKIJ4frc64NPx+1NwvQRiYgOOhuVSqUD3gfOddt3O3AtUN9tXyZwPTANeBz45bBnN8E58HYxhjAdcy/JQG/Q4Gh3oyjKqN3P5XFxuvH0qN5jKDRWWyk+1sDRLWW025w+92BFUdjxSj5trQ6y5sSP8ywnCNY6MMaIxsQSv+Q3iVqFBGMCx+qPjfNsJBKJRCKRnE+0OlqpsdUwK24WAPVt9f2e+9sjv+Xat67lo/KP2JS9iRDN6D5/pYan+tJrAQ7WHuSif1zEze/czB+O/YFTplN4lP5damvbakkKS/KN5TVV2pS9aXQmnDgDGs4N2zl3UCGqKIoTuBrY1W33e8AXgO7uO+uA9xVFcSOE6/JhzWyCU13YTPmZJi66PBO9QYveoEXxKLicw7c67o8dFTv4wuYv8MjuR3B7xtcYyW5x8Nb/HuX9507iaHejUquoPGsGRIQ0b08Ni67MYsrCxHGd54TBWgfhyeM9i/Ma7yrngsQFtLvbx3k2EolEIpFIzifONYmY2qq0VQDUtdX5Pc/lcfFGwRuUtJTg9Dh79A4dLZLDkjHZTbg8InuypKUEAJVKxZ9O/Ilb3r2FS/99KY/tfYxt5dtoc7b1uL7WVktyqHhO1Kq1TIqYRHRINCtTV47OhBOmg9MmnHOHQUA1ooqi1HfPoVYUpRHonVedCJg6j7tUKpVGpVJpOoXpBceBt4sJjdQze20aAHqj+FE77C50vWolR4pKq3Dc2ly8GXO7mV+s/gXRhuhRuddAKIrCtn+cpcPuYsXnpqA3ajh3oI7Ks2bOHahl/1vFTF2axJKrJ4/53CYsljoIl6J9IPLN+SQYE0iLSMNeYR/v6UgkEolEIjmPOGcWQnR1+mqeP/E8DW0Nfs87UncEc4eZu+bcRVJoEtNip4363JLDkvEoHhraGkgJT8HqFL4yf7n8L3S4O9hdtZsdlTvYUrqF1wteJ0QTwpLkJazNWMui5EVYHBZSwlN8490z7x4URUGn0Y3OhBNniG3D2WG1cBnTxS3RAAAgAElEQVRJs6Le+aB+q39VKtXXga8DTJo0Mu5T5xtV58xUnWtm9edzfaJTbxBbh91FWNTohPdNdhN6tZ6Hlj7EE/uf4AvvfoGn1j7FzLiZo3K//ji7r5aS4yZW3jiF+ZeJ/2O7xcH+t0v46C9nSM2N5pLbZsi2LUPBWgcZS8d7Fuc1p02nmRo7FaPGiMPjwO1xo1GPzqKPRCKRSCSSicU58zmiQ6J9z8X9peZ+WPYhBo2Br835GqG60DGZmzeaWdtWS0p4ChaHBa1Ki1FrJFQXytU5V3N1ztU43U4O1x9mR8UOtldsZ1fVrj5jAFwx+YrRnbC3hUt9Hky9POhhRlKI1gAzAFQqlRZQ/EVDFUX5E/AngEWLFp0fxYwjTMGherQhGmauSvXt0xs6I6LtoxcgbrA3kBCawE1Tb2J6zHS+u+O73P7e7Ty19qlhN8oNlFaTnV3/Okfa1GjmXZLh2z9jZSp2qxOtXsOC9ZPQ6GTnoIBRFCFEpWNuvxQ3F1PUUsTncj/nq6Fod7cTpg4b55lJJBKJRCIZKrurdpMRkUFmZPDRtu40tzezo3IHs+JmoVPriDXE9puae6juEIuSF42ZCAUREYWuNiwWh4VwfXifoI1Oo2NZyjKWpSzjwcUPUtJSwvbK7ZxpPMPSlDEMWBhjRMlYw/Ccc0dSDXwEbFSpVBrgSnrWlF4wKIpC2UkTGdNj0Oq6ojF6Y2dEdBSdcxvaGkgwClfVOQlzeHXTq6SGp/LCyRdG7Z7dURSFj/+Whwq45MszUKm7/njCokJYffNUll+XgyFslNIEPqt0tIKrXfYQHYDNxZtRq9RcmX0lBq0BEI54EolEIpFIJhZuj5vvbv8ufzrxpxEZT1EUHv/0cZo7mnlg4QMAJIUm0WDvm5rrcDsobSlleuz0Ebl3oPgTohH6iAGvUalUZEdnc+fsO/n1xb8mzhg36vPsQeJ0EREdBiMmRBVFqQX+AuQDPwEeHKmxJxJN1Tas5o4+brC6zoio0z76EVEvsYZYrph8BScaTmBuN4/afb00VduoLmhmyTXZRMYZR/1+FwzWztQRKUT94lE8vFfyHstTlhNvjMeoFb97UohKJBKJRDLxqLJWYXfZqbRUjsh4bxe9zYdlH/LNBd/0CcyE0AS/qbklLSW4FBfTYka/LrQ7EfoIwnRhQxKi407CDDANzzk3YCGqKMpfFUV5rNe+rF7fP6MoyhRFUeYpilIe9KwmMGWnGgHInN1zVaIrNXf0IqKmNpMvIuplTfoaFBT2VO8Ztft6qchrAiB7vux1OaJYOu28pRD1y7H6Y1RZq7gq+yoAX0S03SWdcyUSiUQimWgUmAsAqLAMz5EVoNJSyRMHnmBh0kK+PPPLvv2JoYl+hajX0GhqzNRh33uoJIcmU2GpoN3VPjGEaOJ0cLZBc1nQQ8hCvRGmtriFqEQjYdE9DYlGOzXX7rJjcVp6REQBZsbNJM4Qx+aizQP2HxoJKvLMRCeFEhFrGNX7XHBYO2sYpGuuXzYXb8aoNXLppEsBZERUIpFIJJIJTEGzEKIN9oZhfZZ7FA+P7n4UFSp+vurnPQwME42JNLU34XQ7e1yT35SPXq1nUuTYG6qmhKewq2oXN75zI1anlUh95JjPYUgkdHPODRIpREeY+tJWkrL6/uJ4I6InPqnk5PaRSTXojqnNBNAnIqpWqblj9h3sqd7DU4eeCnp8j+Lhx/t+zN6qvX6Pu50eqgvMZMyIDfoekn6Qqbn94nA72FK6hUsmXeIzFfAKURkRlUgkEolk4lHYXOj7uspSFfQ4eU15HKk/wgMXPUBqeGqPY97vva0PvZw1nyUnOgeteiT9XAPjgYseYFXaKspayzDZTYTrwsd8DkPC65wrhej401Rjo+x0I7YWB4l+hKhGq0alVtHSYOf4J8NPNehNvV2Ild5CFOBLM7/EzVNv5m9n/sYp06mgxt9cvJnXzr3G00ee9nu8PK8Jl8PDpFlSiI44tnpQ64RDmaQHu6p20epoZVP2Jt8+GRGVSCQSiWTiUmguJN4ovFZ6C8WhcKj2EADrJq3rcywnOgeAouYiQBgaPXX4KfbX7Gdx8uKg7zkcpsVO4/Is0QqluaP5/E/NNUZDRCrUSyE67nz459Ns/v1xAL8RUQDFI7rVWJs6UJSR7Vzjdf7qnZoLwlXrOwu/Q5whjicPPjnksZ0eJ7898lsAYgz+xdDZvTUYI3RkzJRCdMSx1ou0XNl3tQ+bizYTa4hlWcoy3z4pRCUSiUQimZg43A7KWsu4OF20HRxOneih2kNkRmaSGNq3tCk7Khvoir6+Wfgmfzn1F26aepPPWXc8SArtyn4774UoiDrRhuCdc6UQHQGs5nZMFVYA1GoV8RkDh9LdLg92i3PAc4bKyYaTAH7/2ADC9eHcNfcujtYf9RViB0pxc7GvoNtfYbfd4qD0hIlpS5PRaOSv1IhjrZP1oX5odbSyo3IHV06+skcKjWzfIpFIJBLJxKS0tRSX4mJx8mLCdGFBO+e6PW4O1x1mUdIiv8dDdaGkhadR2FxIobmQJ/Y/wdKUpTy69FF06vFrM5gUNsGEaMIMaAjeOVeqhhHA65S7cGMmCzZM6tE/tDuLrswiY4aIKFrNI1O/dqj2EL8++Gv+kfcPrsm5hqiQqH7PvWLyFWhUGt4tfndI9/AK16UpS6mz9W3+W3LChMejMG1Z8tAmLwkMa72sD/XD2cazOD1OVqev7rG/v4hoWWsZTo9YAPIonhHPSpBIJBKJRDI8Cs0iQpkbk8ukiEmUtJQENc6B2gNYnBYWJfsXogC50bnkNebx/Z3fJ1QXyi9W/6KHodF4kBza9Sw9IYRo4nRw2aG5NKjLpRAdAYqPmYiINbD02myWXZfT73lLr8lm+eemAGBpGp4Q9SgeXjjxAnduuZOX8l5iVtwsHln6yIDXxBpiWZG6gvdK3huSg67XQWxp8lIsTgs2p63H8fLTjYRFhxCXdp4XVU9UrPUQJlvi9KbKKgwMMiIyeuw3aDrbt7i7/sYqLZVc+59r+WfePwF4eNfDfGf7d8ZophKJRCKRSAKhsLkQrUrL5MjJzIybyanGU0Pu+tDh7uDn+39OWniaz1HfHznROZRbyilsLuSJVU/46lLHk1BdqE+ARugmgBD1OucGWScqhegwObOnmvLTjUxblowqgBo+b2sTa1NH0Pe0Oqx8Z9t3+N3R37Fx8kb23bKPV656hTBd2KDXXjvlWmpttWwt2xrw/c6Zz5ETneNzGKtr64qKetweKvLMTJoVG9DrlwwRjxtsDTIi6ocaWw1qlbrH6iH4T819t/hd3Iqb3VW7cXlcbK/YzoGaA32iom6Pm8f3Pc6ZxjOj/wIkEolEIpH0EJoFzQVkRmai0+iYlzAPi8NCaUvpkMb7sOxDSltLeXTpo74sKX94e4V+dfZXWZG2Iqi5jwbeOtEJERFN6Oy32lgQ1OVj7038GaK6wMyOV/LJmBHD4quyAromJFSLNkQz5Iio1WHl14d+TbmlnKLmIlo6Wnhw8YPcNuO2IQnAyyZdRnZUNs8de471k9YHlIKQb85nTfoa3x9Gna3OV+RdV9KKw+5i0sy4Ib0eSYC0NYHilkLUD1XWKhKMCeg0PWs51Co1Bo3B175FURQ2F28G4Gj9UY43HKfN1QZAra2WlPAUPIqHkpYSLA4L/z73b8J0YcyMmzm2L6gfmtqbeLPgTW6ZfouvRY1EIpFIJJ8Fnj3+LH859ReuybmG22bcRqG5kFnxswCYlzAPgOMNx8mOzg54zKN1RwnXhbMidWBxeWnmpfyCX7Aha0PwL2AUSApLorC5cGII0ZBI0OihrTGoy2VENEhaTXbef/4UkfFGNnxtNuoATXpUKhURMSFYhyhE3yt5j9cLXsfhdrA0ZSkvXv4it8+8fchRSI1awz3z7qGopSigqGi1tZqm9iamxUzzFVDX2mp9x2uKWwBInyZbi4wKNm8PUWlW1JtqazVp4Wl+jxm1Rl9E9HTjaUpbS1mbvpZ2dzsvnnzRd16+OR+3x80P9/yQ6966jp/v/znQs4fZWFFgLuiT9q4oCo/tfYynjzzNM8eeGfM5SSQSiUQyWhyqPcSzx54lLTyNNwre4Or/XE2ltZIp0aKMLSsqiwh9BMcbjg9p3GMNx5ibMHfQYEuIJoSrsq8aV3Mif3gzvSL1/rtwnFeoVKK9oN0c1OVSiAaBs8PNu388geJRuOreuRjChvYLHB5rwGIeWmru1tKtZEVm8dIVL/HkmidZmLRwSNd3Z0PmBnKicnju+HO4Pe5+z7M6rDyw7QEMGgMr0lZ0RUS7peY2VdsIi9JjCD+//og/M1g7f9ZSiPahxlZDSniK32MGrcEnRDcXb0av1vPI0kfQqDTsqtpFSpi4Lq8pjx/u/SFvFb2FUWskr0lYkHv7io0VdbY6bt58M//v5P/rsX9r2Va2VWwjIyKDl/NeJr8pf0znJZFIJBLJaPHiqRdJDE3k5StfZuuNW7ln3j1MiZ7iMyFUq9TMT5jPpzWfBlwnanFYKDAXMD9x/mhOfVTxBn4mREQUpBAdaw5sLqGp2saGr80iOmnoqXIxyaE0lFvY92YRLocQgh6PfwfPRnsj7xS9w8G6g6zPXD8idZgatYZ75t9DcUsxW0q3+D2nw93Bt7d9mwJzAb9Z+xuyo7LRa/TEGmIpai7y1dY1VduIlSZFo4fVGxGVqbndcXlc1NpqSQ1L9XvcGxF1epy8X/I+F2dcTEp4Ck+ueZIFiQu4bcZtpIen8+LJF3m76G3unX8v31v0PUCYetXYavpEJ0eT1wtex+VxcaLhhG9fS0cLP9//c2bGzeSVK18hRBPCP8/+c8zmJJFIJBLJaGFz2thfs5/Lsy4nVBdKvDGe++bfx5vXvsmsuFm+866YfAVV1ioO1h4MaNyTDSdRUJifMHGF6E1Tb+KXq39JuH6CPF8bY8HeHNSlUogOkfqyVo5/XMGMlSlB10Uu2TSZacuSObKljH8+vp+9rxfy7L3bqDjb5DvH5XHxSt4rXP3m1Tyy+xE8ioeNkzeO1MtgQ+YGpkRP4bkTfaOibo+bh3Y+xIHaAzy+8nHWpK/xHbs4/WI+KP2AH+/7Me3ODppqbMSmDmySpCgKHe7gzZkmKm6Pmy2lW4b32mVEtA/7a/Zz6b8vxa24+03NNWhFjei+6n00tTexKXsTABuyNvD3K/7Ol2Z9iWmx0+hwd3Df/Pv4xrxvcN2U67h//v18a8G3ANE/dyyotlbz2rnXAMhrzPMt8jx58ElaO1p5fMXjRBuiuWLyFbxX8h5Wh3VM5iWRSCQSyWixu2o3To+TSyZdMuB56zPXE6mP9H1ODsZZs3BvnR0/e9hzHC/ijfFcmX3leE8jcIwxwtMkCKQQHQJ2i4P3nztJWLSeFZ1tWIIhJFTHpV+awXXfWYBao+boh+UAlJ8W/4l5jXnc8u4tPHHgCWbFz+LvV/yd/1z7H5+710igVqm5Z949lLSU8H7p+779iqLwk09/wkflH/Hg4ge5OufqHs6iP1r+I+6acxevF7zOfW88gNvpIW4AIfpx+ces/ddalr2yjEd2PeLr4ziR+LjsY545OvT6vN8e/S3f2/E9/nHmH8Hf3FoPWiNMlFWxMWBr6Vaa2sXfSn+pud6I6ObizUSFRLE6bXWfc74x7xv8YvUvuGfePQDoNXrunne3L+19tOtE7S47fzz2R675zzVYHBauybkGi9NCuaWc90ve5+2it7lj9h1Mi50GwA25N2B32fmw7MNRnZdEIpFIJKPNJ+WfEBMSM2jk0qA1cE3ONXxU/pHvs38g6mx1ROgiJk5a62cBmZo7Nhz7qBxbi4Mr7p4z5LpQf6RNi+Hz/72YTd+cR3xGOA3lFgB+uPeHNLQ18OuLf82f1v+JBYkLyInuvz9psKzPXE9uTC7PH38el8fFnqo93LVViMy75tzF7TNvp/Skib/+YA+1JcKUSKPW8K2LvsX/rv1fWmqF4dIpz5E+bTC8/PnUnzFqjWzM2sg7xe9wrP7YiL+O0eaFky/w/Inne5g0DUR5azlf+eAr/OXUX1Cr1HxS/knwN7fWi2iobI3jw9s/dGHSwh7pO90xaA00tjeyrXwbG7M29nHWBZgWO42rsq/qsz8jIgO9Ws8587kRnbeiKPz005/yg50/IL8pn2v/cy3PHn+WdRnreOf6d7htxm0AbHpzEw/ufJDcmFzunne37/o58XOINcRyqO7QiM5LIpFIJJKxxOl2sqtyF2sz1gbUveHGqTfi8rh4u/DtQc+ta6sjMVRmkY0poVKIjjput4e8fbVkzYkjMXPkXKy0Og2Zs+JIyoqkodyC2+OmpKWETdmbuDzr8lHtzalWqfnGvG9Q2lrK307/je/t+B5lljLun38/31zwTSrONvHB86doa3VQcKCOloY2OuwuFI/C5Ka5XN10J4rKw8/P/YiffPoT/nHmH7Q523zjt3S0cMp0iqtzrubBxQ8CDNn5bLwx2U2cbjwNwPsl7w9yNjg9Tr6/8/sUmAv47sLvcs+8ezhhOhGwiO2Dte6CrA91up08uvtRv+mxhc2FbMrexF83/pWokCi/14dqQylpKaHd3e5Lyw0UjVrD4pTFbK/Y3u8CSzA8d/w5Xs1/lfdK3uOR3Y9gd9n58+V/5lcX/4rksGSfSyDA9xd931cX6kWlUjEvYd6E+xuSSCQSiaQ7B+sOYnFaBk3L9ZITncNFiRfxWsFrg34u17fV+8x+JGOEMQZcdnDaBz+3F1KIBkjZyUbsrQ5mrvRvjjJcEjMjcdhdlPx/9s47PIo6/+OvmW3pvTdCIEAICb0jHRQQGyJ2z4KeFfT07OVUVOzlVIQ70bNj+SEgSO9FeggtpJBOeq/b5vfHZDe7qQTS0Hk9T57d+bb5Ttgs855Py8ii1lRLmFtYh5ynIVPCpjDUfyjvH36fSkMln075lPsG3kdOcilrPzmGu58jgb3cST6Sz/cv7+f7l//gu1f28/tnx1GZ1Vx+Twxzo+fw45kfWXxgMb+d/c26tiXL2digsXg6eBLuFn7J3UTvztoNgLeDN6tTVreYZRhg6bGlnCw8yUtjXuLOAXdyRbgc17stY9uFbaAy/5KND/3q5Fe8d+i9C5p7qugUq5JXsTl9s117mb6M3KpcO9HWFA4qBwACnQOtdcjawtSwqWRWZLaLVdRoNvLJ0U/4JO4TpvWYhlpQc6b4DPP6zmN4wHDrOI1Kw0ODHuK1ca9xe/TtOKgdGq01yG8QaWVpFFZfWL0uBQUFBQWFzmBT2ibuWHdHkyFZW9K34Kh2ZFTgqPNe7/o+15NWltZq0iLFItoFONaVcLRYRSvy4Nz53e8rQvQ8ObU7Gyd3LWHRXh2yvm+Y7Mt+5kQGILsHdgaiIPLexPfo49mHeX3n0duzN7mpZaz+dxwung5ctWAQvYb6UVlSi8kkIapFBAGm3d2fm18aSeRQf54e8TTr56zHQ+fB8YLj1rU3pW3CVeNqDRiP9Y3lWP6xdrUydSQPb36YF/e8iK+jLwuHLiSxOJGndz7dbJxrfH48y44tY3bEbKb1mAZAT/ee+Dv5czjv8IVtoiL3khWi35/+nh8SfmhVvNtyNO8oM3+ZyZ7sPQCklqXa9VsspK0JUaNkBLjgTNOTQichCuJFx2Puzd7L3NVz+TTuU2ZHzOat8W8xMXQiakHNDX1vaDT+voH3MbvX7GbXG+w3GLj0PAsUFBQUFP5abM3YyuG8w+zN3mvXXmOsYUPqBsYFj2vygWtzTOsxDVeta4tJi4xmIwXVBdZygwqdhGOdNrII0dUL4X9Xw3nc76s7cFt/GiqKa0k7XsiQy3sgqjpGu3sFO+Pm68jZ1VXEhk3sNIsogKeDJz/Nlv+wCzIrWP3hURxdNFy9cBDO7jp6RHuzi0T6jQ5g0q39Gt3YC4JAkEsQ0d7RViG6/Phyfk/9nTsH3IlalD9mA30Hsip5FRnlGZ16fRdCbmUu2zK3MTJgJDdH3czksMkUVhfy/uH30Zv1vDn+TbQqrXV8tbGaZ3Y9g6+TL0+NfMpuLYsAbzMmA1QVXpKuuQXVBaSXy0m4UstSzzvG+auTX5FRnsG3p74FIK0sza7fYqFsbb34/HgA6wOBtuLt6M1Q/6GsT13Pg4MebLOYzavKY9G+RWzJ2EKISwgfTPqASaGTEASBZ0Y+w+3Rt1/QE9v+3v1RC2riC+LP26VJQUFBQUGhs7HU416Tssau+sLqlNUU1xZzU7+b2rSeJWnRDwk/UFJTgoeDR6MxhdWFmCWzYhHtbGwtohV5cOZ3kExQmgEeLd/vKxbRVqgq07N3ZRKSBFFjm87Q2R6oVCI3PDMcc48yxqRdS/WZzn1GIAgCJblVrPrgCGqtiqsXDsbFU35S5eHvxKwHYhl7fWSLN+TRPtEklyTz7alveffQu1wRfgULhyy09o8OGg2cX6xlZ3Gq8BTLjy9v1L49czsAT4982nrDf3fM3Tw14ik2p29m4daF1rIsHx7+kOt+vY7UslReGfsKblr7GOKBvgPJqsiioLoAgJzKHM6Wnm19c5X58ms3tIj+fvZ3Xtrzkp11u6SmhGd2PkN8fjxH8o5Y2+ML4ptcY0/WHtakrOFI3hESihJIKEpgS4ac2Km4Vn6qZhGikiTxydFPeP2P1/Fz9CPIpWUX+adHPs2EkAnE+sZe8DVeEX4FqWWpnC463aZ5W9O3MmfVHPZk72HBkAWsvGYlk8MmW/92fJ18rZbNtqJT6Qh2DW4k0BUUFBQUFLoLZslMSmkKAgJb07fyzalv+OToJzy27THeP/Q+UV5RDPMf1uZ1Lw+/HKPZ2KyXWW6VXPJOsYh2MhYhWlUEx1bIIhQg90SrUxWLaDOU5FZxZFM6CXtzMBnNxEwMwd3XqUPPqXNUkzp8Nz4Fw9m/OpXeQzr3D2n7d7K16ZpHB+Pm42jXFx7r0+r8Ad4DMEkmXt//OmOCxvDauNcQhfpnHaGuoYwOHM1PiT9xT8w955UpraNZFr+MjWkbmR4+3VqTskxfxobUDYS6hhLhHmE3/paoW9CqtLy892We3fUsL45+keUnlhPuFs4Lo19oMt7BEqP47alvSS5JZlvmNpzUTmy9YWvLbikVefKrc/cRoglFCThrnPn29LccyTvCEP8hXNXrKkpqSpi/cT6ni06jElW4aFzQqXRoRA3x+fFc0/sau3VSSlJ4cPODVhdaWyI9I0ksTkQtqimpLaGkpoSfEn/i07hPmdlzJguGLLD7XDXF+JDxdk9gL4TpPabz+h+vs+7sOqK8o1odX22s5u0Db7PizAqivKJYPH4xPd17XtQemiLUNZTM8sx2X1dBQUFBQeFiWZ28mpTSFKqN1dw54E52Zu7kjf1vIAoioa6hDPMfxt8H/v2Cwmb6e/dHI2o4mnfUaiTQm/QIgoBG1JBXJd83KcmKOhknG9fcpE3gFQFFKZB7HPrOaHGqIkSboKpMz4+vH8BklOg7OoBBU0LxDGi+VmZ7kVOZw5myBBwjAyk+4kthVgXewZ1TP1IyS+SlldF3ZAAe/hcmuGN8YxAQGOAzgPcmvtdkyYx5feexcNtCdmTuYFLYpIvd9kVhMBmssYjrzq7jXMU5DuUeIqU0BQmJ+2Lva/KLcm6fuVTqK3nn0DsUVhdiNBt5duSzDAto+ulelHcUalHNsvhleOo8mdZjGutT17Mne0/L7pUWIdpNXHOrjdXcs+Ee/J38SS6VXW7eOfgOA3wG8NSOp0gpSSHcLZyjeUfRqXTE+MSgFtUczT+KJEnW32VpbSkv73sZR40jn0z5hCpDFZXGSioNlbhp3SioLuCVfa8wOnA0O7N28t7h9/gl8Rdm9pzJ65e93qoIbS88HDwYHTSadanrWDh0YYvnTShK4J87/klKaQp/i/4bDw9+2M51uz0JdQ3laJ7971RBQUFBQaGrMUtm3j30rtUDbHLoZB4d8iiZ5Zn4Ovm2KSa0KXQqHf29+3M0v74U4Lw188irymNS6CQkZC8txTW3k7F1zS3LAv8BYDZB7slWpypCtAkOrkvFoDdz43Mj8ArqeAEKUGWo4qqVV1FtrOaKWBeEo5B4MLfThGhZYQ2GGhM+IRd+Ph9HHz6//HP6evXFSdO0mJ0QOgE/Rz9WnFnR5UL0UN4hKg2VCAh8ePhDREFkTNAYZvScwUC/gYwIGNHs3Dui7+Bg7kG2Z27HXefOIL/mCzLrVDpeGfsKkiQxPXw6oiCyN3svm9I2tSJEZReT7uKauypplWyhrC0B4LGhj/HvI/9mzq9zEASBDyd/yJniM9ZMuf8c/k9UgorX97/OR0c+4pEhj1BUU8S1v15LcU0x/xrzryZ/b/lV+axJWcPNUTezM2snvyT+wviQ8bw67tVOE6EWZvScwc5dOzmad5Qh/kMa9ZslM1+f/Jr3D7+Ph86DpdOWWl3QO4pQ11AqDBWU1Jbg6eBpbVeEqYKCgoJCV3Is/5hVhAJEeEQgCAKhbu2XgHOw32C+PfUtepOeMn0ZSSVJ9PXsy+b0zVQYKtCpdHjqPFtfSKH90DiBSgvVRVB2DnpNqROiimtum6mpMHBiRxZRYwI7TYSCnISl2ljNS6Nf4rrI61i9/yiJB/MYeVVEp9xcFmSWA+AT6npR6zRnFbSgFtXM6TOHJXFLyCzPJMQ15KLOdzHszNyJVtQyPXw6a1LWcHv/23ls2GPnNVcQBB4f9ji7s3czIWSCNSFTczSsZTk5bDKb0zZjMBvQiI0tx0C3EqIms4mvTn1FhHuENT7xhr434KJ14d2D77J4/GLGBY/DWSP/zYiCyIyeM/B28OZM8RmWxS/DQycnFiiqKeLLK75sUtiBHEP5vxn/w2Ay4Kh2pL93f96Z8E7zv6cOZHLYZHQqHWvPrm2034LqAp7b9Ry7s3czMXQiL4952U4YdhRhrnLgf3p5uvV8m9I28cKeF/jt2t8ueA+SJKK7YhIAACAASURBVCEhdbrYV1BQUFD4c7A5fTNqUc3YoLGklaU1ypnRHgzyHcQXJ75ge+Z2tKLsefT0yKeJ8Ylh37l9CAjKQ9nORhDANQDyToO+HNyCQOcqJy0y1ICmeUu4csfRgMyEYswmiagxHZeYqClOFZ0CYGzwWARBoPcwf8ryq8lPL0dfY+TEzqwOLXtSkFmBIIB3J4jv6yKvQxREfjzzY4efqyUO5R4i1jeWW/vfytSwqdw38L42zQ93D+erGV/x2NDzE6+2jA8ZT7mhnBMFLTwtqsgDnRtoHJsf00lsy9xGWlka9w+6n2k9pjEqcBTOGmfm9pnLrht3WeMxo72j0YpaRgWOwsfRB0EQeH7U80zrMY23Dr7FsvhlxPjENCtCbdGoNPw8+2c+m/bZRbvzXCjOGmcmhExgY9pGjOb6eNYdmTuYs2oOB3MP8vyo5/lw0oedIkKhvrRTRnmGtW1L+hbK9eXszNp5wes+u+tZ5m+Yf8mUV1JQUFBQ6D5IksSmtE2MDBzJOxPf4euZX3fIecYGj6WfVz+e3/08v6X8hiiIRHlFoVVpGR8ynstCLuuQ8yq0gndvSJPD3XALAv/+ctKigoQWpylCtAGZCcVoHFT49bg4y2BbOVV4Ci8HL2umr4hBvogqgcQDuZzafY5t3ySQl1beYecvyKjAw98JtbbjEwgFOAcwIWQCK5NWojfpO/x8TVFlqOJ00WkG+w0m2jua9ya9Z7XmtYUBPgPwdvRu87yh/kMBOJh7sPlBZVngFtzmtTuC/534H0HOQUwNm8obl73Bx1M+tvbZJp3SqrS8O/FdnhrxlF3/G5e9wcjAkZTUlnB1r6vP+7yhbqHoVLr2uYgLZGbPmRTVFPHJ0U+Yt2Yej217jAc3P4ivoy8/XPkDN/S9oVOfvga7BiMg2AnRQ7mHAPju1HfM/GUmJwubj8uQJInDuYc5WXiS/Kp8TGYTVYYqNqRtYH/Ofvbn7O/wa1BQUFBQ+HNxpvgMmRWZTAmbgk6lw13n3iHncVA78NHkj1AJKtalriPCPaLZcDCFTsS7t2wNBfne1X+A/L4V91zFNbcBmaeLCI706LB6oc1xqugUUV5R1htaB2cNYdHeJB3Kw6+H7NpQmFWBf3j7uzlIkpyoKLhP5/nUz+s7jy0ZW9iUtomZETM77bwWThSewCSZWozt7Ei8HLzo7dGb/ef2c0/MPY36vzzxJaWViTzi1nWuyxbi8+M5nHeYJ4c/2aoLMshxwA3RqrR8OOlDfk/9vZGbcndnXMg4XDQuLItfhqPakdNFp7mt/20sHLKwwxIStYROpSPYJZjvT3+Pi8aFsUFjya7MxkntxPFCuY7vtoxt9Pfu3+T8XVm7eGDzA9ZjlaBiqP9Qak21aEQN7x56l8WXLSbcPbwzLkdBQUFB4U/AlvQtCAhMCu34/B8BzgE8MOgB3tj/BtHe0R1+PoXzwLt3/Xu3IHAPAbWDIkTbwpkDOZTmVRMzoX1v/s+WnkVAwIyZDw59QIhrCE8Mf8LarzfpSSpOYmz0WLt5kcP8SD1WQGWpHPhdmFnRrvuyUHyuiqpSPcF9GhcH7ihGBY3CXefO/pz9nSJEJUliTcoaVIKKCI8Iq9Un1ufC60xeLMMDhrMyaSXfnvoWR7UjDmoHHFQOFNcW8/bBt0END7sFcSG2thOFJ+jt0btdrIlfnvwSV40r10Zee1HrOGmcuC7yuoveT2ejU+mYEjaFX5N/5e0JbzM2aGyXlx56a8JbvHPwHd488KY1dnZ+7Hw+OPwBTmonjubVZxQ0S2ZMksk67nDeYdSCmsXjF1NUU8Se7D1szdiKh86DJ0c8yct7X+aGNTfw81U/W92AFRQUFBQUWmJT+iYG+w3Gx7H1cn/twQ19b+B00ek2eVkpdCDeverfuwaCqAK/KLmESwsoQrSOrIRiNv73JN7BLkQOb79yGVkVWVz363WN6iXaCtGThScxSkaifaLlYrAaJ9A4EB7rg1ojYjSYASjM7hghmnGqCIDQKK8OWb8pREHEy8GLcn37uRunlaXhonFp0lX2WMExntn1jF1buFs4Hg6dJ74bMil0Ej8k/MDr+19vdkyWkwdtfSySWprKTWtu4rlRz3FD3xsuao+5lblsTNvIHdF3XJDr8p+FhwY/xMjAkRddm7S9GOAzgOVXLOdQ7iGWHVtGSW0Jdw24iysjruQ/8f9hTcoaTGYTu7N389ofr+Hl4MWXM75EI2qIy4+jr1dfpodPB2BO5BwWbF1AP69+XBlxJYP9BnPdr9ex6I9FfDrlU6uXRlFNES4aly6xAisoKCgodF8yyjM4U3yGJ4Y90frgdkIjanhl7Cuddj6FVrBYRJ39QF13n+AXDYkbWpymCNE6CrJkkXf1wkE4urbfjdbPZ37GjJnnRz2PWlSzPWM7u7J22ZVa2JO9B1EQ5XIhn02E/lfD1JfQOqjpEeND8uE8Anu7U5hZ2SElGjJOF+Hu64ibT+cmxXHTulGmL2uXtQqqC5i3Zh4OKgc+nvIx0T7R5FTmsDJpJWGuYRzMPYhOpWP55cvJqszibMlZBvoObJdzXyijg0az/5b9VBmqqDHWUG2sptpUTbWhGkNZFvfufY4EtdBmIbotYxsSEsklyRe9x+2Z2zFLZq7pdc1Fr3UpE+AcwOxes7t6G40Y6j+UodOGWo8DnAMY6DuQHxJ+4K71d3E47zCBzoHEF8Tzn/j/MD9mPscLjnNt73rrtkal4ZOpn1iPg12CeXjwwyw+sJj1aeu5IvwK4vLjmL9hPjN6zuBfY/7VqdeooKCgoNC92ZK+BYApPaZ08U4Uugz3ULmEi1tQfZt/NBz9Wk6+2QyKEK2joqgGtUbEwaX9SkQYTAZ+TvyZ8SHjrZapSkMlWzK2UFpbarXG7cnewwDvAbirnaHoLOTUm7GHzuiBq5cOFy8Hdq1IpKpUj7PHhblb6muMVJXp8fCrD+o2myWyz5TQZ2TARVzpheGqdaW4prhd1loSt4QaYw2uWlfuXH8nb41/i5VJK9mUvsk65orwK4jxjSHGN6Zdztke6FS6Jt1nq6sqECWJBKmatn6tb83YCthnVb1QdmXtItglmJ7uPS96LYXOYbDfYED2tFgwZAF39L+DZ3c/y9K4pQQ6B1JtrG71IcxN/W5iVfIqFu9fTKxPLA9tfohqYzVrU9by+LDHcdV2bjI3BQUFBYXuy6a0TfTz6kewS/dIsKjQBYgqWXh62bjo+tfF77YQJ6pkza2jvKgWFy+HdrU2bs7YTFFNETf0qXeP9HXyBSCvWn46UKYvI74gntFBo6GqEJCgJL1+fKgrY6+PxLeuvmdu6oVbEPf9msIPr+6nptJgbSvJqcJQayIgov2TILVGe1lEE4oS+OnMT8ztM5fvZn1HhHsEj2x9hE3pm7gv9j6eGvEUOpXuot1UOxPHinzCDEZO64vaNK+opoij+XJ84MUKUb1Jz75z+xgXPE6pyXUJEeIawsdTPmblNSu5J+YeNCoNT494GjedG8/vlj0zWiufoxJVvDj6RYpqirh17a2U1Jbw4ugXqTHVsO7suk66EgUFBQWF7k6Zvoy4/Dgmh07u6q0odDU3/QCz3q4/tgjRvOYz+StCtI7yohpcvdq3TMSPCT8S7BLM2OD6JESW8ix5VbIQXZW0CrNkZlzwOKisM12XpEODWn7+EW5oHdWkHiu4oL1IksTZo/kY9WYSD+Ra2/PTZSHoG9b5Fg5XretFx4iaJTOv7nsVN60bDw1+CB9HHz6//HMmhU4i2CWYOwfcyS1Rt7Dv5n0MDxjeTjvvBMqy6KfXk9BGMbkkbgkAE0MmklmRiclsuuAt7M/ZT7WxWv5sKlxSjA8Zb/dk2tPBk8XjFzMrYhbLL19OgHPrHhDRPtHc2PdG8qvzmRI2hTmRc+jp3tPqgqWgoKCgoJBckoyEJOc5Ufhr4+oPjjYVOJx9wMW/RYvon841N2HfOVQaFb2H+rVpXkVRDd4xba8H2RwppSnsz9nPgiELEIV6ve/nJO8rryqPcn05nx37jJGBI2VXuRTZpRJjNVTmg0v9NahUIj2ivUiNL8BslhDFtlmoCjIqqCiuRRAFTu7OJvqyIESVSH56BWqNiKd/59dgctO6Ua4vb3Pcq96kZ0fmDhJLEnFUOXI0/yivjH3FWrPKSePE+5Pex2Q2WbObnk/ZkW5FWRYxJpHfq3I4V3GOQJfAVqckFCXwQ8IPzO0zl35e/diWuY3cqlyCXIJandsUvyT+gofOgzFBYy5ovkL3YlTgKEYFjmrTnIcHPwzArVG3IggC/bz6cSz/WEdsT0FBQUHhEsSSj6KXR69WRir8JfGPbjFz7qVzd16eCyoNOLWc2XXvyhRMBjPhsd6oNedXYsFkMFNVpsfVy6E9dgrI1lC1qLZLCgLg61jnmluVx+fHP6ektoTHhj4mC7GK/PqBJel2QhQgfKAPiQfz+OPXFIbO6IHW4fz/+c4eKwABRl7Vk30rU/j+1QOMm9ubvPQyfEJdOr1uKshC1CSZqDJWtZiR1SyZkSSJk4UnWZW8inWp6yitLbX2D/EbwlW9rmo0r6tLbFwUpVmM0ngB1ew7t6/V0imSJPHG/jdw07rx8OCHOV10GpDdc22FqFkyE5cfR7WxmlGBo+weklioMlSx99xetqZv5eaom5UsqX9hXLQuPD3yaetxT7ee/H72d2qMNTio2+/7UkFBQUHh0iS5JBlHtSOBzq0/MFf4C+LXH/Yva7b70hCiRj38dyo4+cD8LdCM9ayypJbKkloAkg/n0/c8E/BUlNQA4OLZPjdWNRX5/JqwgmkqT7x/vle2bjr5wIR/og0bhafOk/iCeP449wezImbVF56vtBGixakQMsxu3fAYHwIi3Di8Pg2j3sRl8/qc955SjxUQ0NONIZf3wDPAmd0/J7H6wzgAYia2b93U88WS8KRcX96sEM2uyOa+jfeRVpaGhIROpWNy6GRm95qNk8aJz+I+48kRTzYpqC5pStKJdAvHW513XkJ0fep6DuYe5PlRz+Ouc7fWf9yWsY3eHr3xdvTGaDby5I4n2ZAmp9KeHzOf+wbex9/W/Q1/Z3+eGP4EwS7BvHngTX5O/BlREJnTZ06HX6rCpUMPtx5ISGSUZxDpGdnV21FQUFBQ6GKSS5KJcI/4892HKbQP/gPAVNts96UhROO+g5J0MiqyqDz0Gf2G/d2+32SAtU+Q6ygno1FrRLZ9m8CRDek4e2hxdtfh7KHD2V0rv3rocHbX4eiqQVSJlBfJv6CLiRE1mo0ICKhEFb9vWEi5Wc/conPgYJJr6qTuhCNfQdgo/Jz82JG5A42osbq+AXKMqKACyWSXsMiC1kHNnH8OY+2nx0g+ks+4uZEIDVx0JbNE5uligvp4oFLLXwoVxbXkp5cz6poIBEEgYpAvPaK9ObY1k7jN6YS3o0tyW3DTyQmSSmtLm4xZy6nM4a71d1GmL+PumLsJcQlhWvg03LT1iZWWTl/aafvtVErSEXqMZpRrBHuz97bovlxlqOLtg28T5RXFnEhZOPo7+eOqceXrU19zpvgMn037zCpCHxz0IFkVWSyLX0ZCcQLHC49zpvgMu7J2cXPUzfya/CtX9bqKe2PvpYdbj868aoVuTrh7OCDX7FWEqIKCgsJfF7NkZkfmDk4XneaykMu6ejsKDTBkZ4MgoAnsYkt1wADw6QMcbLK72wrRKkMVThonWWTufBspaBAL1MWkHv+YpSHDGBZgYy3cvwwOLSfPPQZBjOCqBYNI2J9LZUktVaW1FGZWUFWmb5j/B0EARzctqjq3VJeLcM19YfcL/Hb2N94c/TI/Fh6mp86FYY/sr7feLpsMZdmAHCeaUJzAzf1utk91XVkArgFgrIWStGbP1WuIH2fjCshNKyOgp7td36m959j61WkGTg5l3A3yjWJqvJzgKDzWxzpOpREZPD2MwdPDLviaLxZbi2hDcitzuXv93ZTWlrJs+jIG+Azo7O11HdUlUFsKHmGM8gvlt5TfSCxJpI9n0xbwb09/S25VLm9NeMvqjqwSVayYvYIVZ1aw/Phy5m+Yz8Hcgzw+7HHuiL4DvUlPTmUOOzJ3MCJgBIvGLeKtA2+x/Phy1IKahwY9dF5xqQp/LSwPJlLLUpEkiR2ZOziQc4BHhjzSpAu3JEmYJfOl7SavoKDwp+DJHU8y1H/oJZVBvzuzLWMbC7YuAFBKvHVDsp98Cn1mJr3WrEZ0bj78rcMJiIGHDsDDTRtTuqUQ3ZO1hwe3PMhr415jRkkhlKRz/LKHSTz+ETqzmTvX30mkZyQfT/6YQEmEba+TURvLiSwXXAO0BPb2ILC3h92aZrNEdbne6r5bWVr3vrSWyhI9fj1ccfO+cCG679w+zJKZx/c8B1o1T/a6xt6C5RYE+WcA+WbuWMEx5sfOt1+kIg+cfeVaPMWpzZ4rPMYbURRIOZJvJ0TNJjOH1qUiigJxWzLoMcCb0P5epB4rwM3HAa/ALvwgNoHFstmwhEtBdQH3bLiHguoCPpv22Z9XhFYVwYn/g4E3gtbm38ZiDfcIY1TgSAD2Ze9rVoj+fvZ3hvgNsdaPtBDiGsL8mPmsSFhhJ0IBtCotH0z6gM+OfcbVva8mwDmAdya+w4GcA1QZqhQRqtAkzhpnfB192ZG5g20Z24jLl937B/sNtitkbpbMbErbxNJjSynXl7Ni9gprMjEFBQWFzqZMX8bas2vlknqKEG0XzpaeBUBAaHMiPIWOR5+aijE/n/wPP8L/6acuaA2zWUJvMmM0SxiMZgwmM4a690azGb1RwmiuazdJGExmjKa6OXXHlr7m6FZCNKU0hXVn17H/3H6MZiOv7H2ZgxWVENqbE+e24KhyYEVWOtv6TuCzigzu+P0OBtYa8JSG4178EACpfkeAsY3WFkVBdtF110EHeBsazAau7nU1RRl7iavJYfbQh+wHuAVD8jYAHhnyCHfH3N34xqwyXxaiTl6QtrfZc+mcNIT08yT5SD6jr+1lFbxxmzMpK6hh+t3RHPjtLJu/PMk1/xhCxqkiYieFdLtakE1ZRAurC7l7/d3kVuWyZOoSBvkN6qrtdSxmM/wyH5I2wR9L4PrP5adGUG8N9wgjwDmAcLdw9p3bx+3RtzdaJqsii4TiBP4x9B9NnsZV68qicYuoMdYwK2KWXZ+TxolHhz5q13ZJlbhR6BLC3cM5kHMAfyd/Xhj9Ah8c/oAtGVsYHTSaVcmrKK0tZd3ZdSSXJtPDrQd5VXm8sf8NXr/s9a7euoKCwl+IcxXneH7P87w85mXSyuT/V5NKkrp4V38eMsoz8HLwYtsN27rd/WVnIHv8gNFsxmSWMJolTCb51WAyo68TbrV1r/KxhN5kQm+UxZrBKM81SfI8s1mSj+vaTOYGP5I8xthMm9lyrNfzQH4+tVoHCv73P96lJ9l+4ZgsezNJGE32AtL63mjGYJbfm8zNC8j2olsJ0SVxS6zF0m+MnMuhjO1sUpeCzhkqz3Fb9O2Ea/7gb0m7GXjL17x74C1SSjMZc24hRU5ZJPf6nCNOxdxSNJV+Xv06bd8Gk4GS2hKCXYJ5RdOTytw8XBwaiEy3YNCXQ00pjg7uOKodGy9UmS+nOfboAcdWgKEaNE2MAyIG+7LtmwQKsyrxCXEhJ6WUvSuTiRjsS+9hfnj4O/HT4oOsfOcwZpNE72H+HXDlF4fFImoRosU1xczfOJ/simw+mfoJQ/yHdOX2OpYjX8kidPh8OLUalk2B6a/CiPk2FlH5icmowFH8mvwrBpMBjUpjt8y2jG0ATAqb1OyppoRNabZPQaGtPDL4EZJKkpjdazY6lY4juUfYkr6FXVm7KKopAqCXey/eHP8m03tM5+OjH7Msfhn3D7yfMLeuCwVQUFD4a7H8xHL+OPcHq5JXWRPpFFQXUFJTgoeDRyuzFVojvTydHm49LliESpJkJ4L0NmLNItwsYs1gkjCYZSubqU4kGW3EktFk32ZrjbMIQYvQql/TxorXYA1jnaA01lkALecw2YhAYyeINFtEAVSiIP8IAqIooLYcN2jzq5BD8tYOm82Uo+uZuvZzlsx7FkGlRqMScdSKaFUCGpWIWiWiUQloVSLqujatSqzrk4811lfRbpymwRqWMWpRQKuWXy1tgYubvq5uI0QNJgM707cRq3YjyKc/Cza+i4skgX8M3LmzPtbSZxScWs3gM1v537kC1iXfQprZjb9dloz6eBzT3Hvx3env+NeYf3Xa3guq5X9wXydfhOpCXJx9Gw9yqyuhUZYNDUUqgCTVW0S9ewESFJ0F//5NnrPnQF+2fZtA8pE8fEJciNucgc5JzZTboxAEAd8wV0ZeFcHe/0vGzccBvx6u7XS17YeLxgWQXWZKa0u5d+O9pJel8/GUj//cljlJgj8+g8CBMPMtmPgUrLwf1j0BKdtA5wJaF2tR4LHBY/k+4Xv2ZO9hQugEu6X2Zu+lh1sPJamQQqcxyG+QnafClLAprE5ZTR+XPnw4+UMiPSJxVDtab07m9pnLsvhlbEzbyN0xd3fVthUUFP5ClNaWsjJpJQCb0zcT4FSfEDGpJMk+z8gliCRJSBJWq5lVZBnrRZ3BZMZQZ3mztNcLKRsRVyeyLALLMq5eDNpb+PR154rTJ+Eq9ee2//5ht75lXYPFUmiyX9MyRm8yd+jvSCUKVnFkEVYaddNCy0Ejotap0agE1KKISiWgEQWrwFKLIiqL8FNZBKBoFYINX7XqOtFm86q1OdaoBHR17+V5IqIIKsHmvY3AVIlCmwR/5b59pP8AC+6dhal4NFmPPsYy17N43XFHB/7GL4xuI0T35+ynwlTNvTlpTAi+CmtmoSkv2JdrCR0OfWfBjrc4XTWZs5UDGTOnF96eZyHOxKzAMaxOWcOjQx7ttCde+dVy2RVfR19ZTLoFNx7kXlcipSwL/KIa9587CiY9eEWAd2+5rTCpWSHq5KYlqLcHKUfyGTwtjLPHCug/JhCtY/0/6aBpYRSdqyQo0qNbuk2oRBUuGhfK9eV8fPRjkkuS+ffkfzOyLi7yT4dRD9VFkPEH5J2A2R/In21nH7h5Bez7FDa+AGaDXHep7t9sbPBYvB28+Snxp0ZC9FThKUYEjuiKq1FQAGBy2GSWTF3CUP+hTdYWDXQJZID3ADambeS2/rcpdWkVFBQ6nB/P/Ei1sZorI2azJmU1aWVpDPEdweH8/RzIPom3OsreAlYnmOotYA0sc8Z6i52tq6Vtu+W9ycZN0s6F0iyfyySBqc7qZq5zydQb64/NdS6fJnPde3PdsfW9fNxZWESUVdSpRTQqI3rfYky1XlSajKhVIk5atVX82Yo5lVgn5mwEnVWg2a3ZWKxp1CK6OoubWiWgqZsvrycLQcu6tm0WgfdXxZAlJ0fVBAfhNHIELit/Je+DD/G44QZEx6Y9LS8Uc3U1qbfcgs99f8ft8ultnt8thKgkSXxz6hucJBhVUwNJG0HUwHO5cuKehuNnvkW6ejo7d4QS3MeDQVNCIUkWejft+4afQgL5JekX7hpwV6fs3yJEfZx8oLIQAgY2HmSxiOadgsDB4NygZMqhL0HtCP2vrr/mwpZjGSIG+7JrRSKH16dhMpiJHGFfAkUUBab+rWkh211w07pRpi/jVJEsqMYEj+nqLXUMX1wpl/CxoHOHAdfXHwsCjH4AeoyB//u7/FqHRtRwTe9rWH5iObmVufg7y27WBdUF5FXnEeXVxIMNBYVOQhAExgY3jsu3ZWqPqbx/+H2GfzOcr2d8TYxvTCftTkFBob2wdaVsaB2zPba8b+jeaLQkMDHXJzKxdYlsyX3SauGzsfIZzfJ7OwugScJg1COFfY6pJpLvN0ThHLGWyhqRXQeG4Bgaxwe7NrD4nBtImtYvugUs7oxadf2PxS3RYi2zuk/WWbV0GjWiINj1iaJQJ7bqLV8qQUAU5Ps4i8ulKAioRBAFwfqjEuUx9gKu3tVStgLauFDaiDS1WC/cVKK9ULR1rWzKkJFYnMh1q+CZ6Zcxo2fL3/8KnY/h3Dm5dIu/P4Ig4DZzBhXbt2PMy0Pbo3096Cq2bqX25CkKly27dIXoFye+YGfWTv5ZVIxOAjIPylbBZlL+xx0wsXtzGC5eOibfESXX0nSXrZB9DAZGVNewJG4JQc5BXNHzig7ff0FVnWuugw9UFTQWmQCudVlINzwHh76Ahw/V9+mrIP4niL4GHOusuC4BUJjc4nkjBslC9NC6NDwDnQmIcGtxfHfEXedOYnEiScVJTO/R9g/wJYG+ShahvadB3xng5C3HAutcGo8NGgQP7mvUPCdyDv89/l9WJq3kvoH3AXC66DQAUd6KEFXo3sztOxe9Wc/SuKVszdiqCFGFvyySJNmJN9uEJtaYOJv4OJOpPmmJxaXSaJIaxaoZbax1tUaTvG4Dl0vbZComGyugxY3SLqGK0da909wprpS2MWZWa5naPubMIrJcNepGQstynGXcyYHKcmaELSC83xCMLMdF44JDfw0/Zx0gRXUIJ4/T9HYdzFCfqQz1nlhnvbO4atYLSVuXSutPneVO/Atb3NLL5VwWYa5K3H93xJCdjdrXF0EreyCpPOVQL1NxMbSzEC1d8xsANcePU33iBI7R0W2a37VCVDJzKPcQHxz+gGk+g7n17K+WDtlFtQlMRjNHNqYT3MeD2Y8MQqWWA9Bt3WFfKzPwj7A+PLHjCY7kHeHxYY83SvLSnuRX5yMg4CWoZfdaJ5/Gg2zP39DSeXa7nMgodl59m3fvVi2irl4O+IW7UZBRzrQ7+3dL99vWmBg6kU/jPgX482bILUqRXwfdDAOuu6AlQt1CGRk4kl8Sf2F+7HxEQeRU4SmATk3MpaBwIbhp3bh/4P3sydrDvnP7eIRHunpLCpcIklSfhdK2PICt9cwua6WNuLJtNzcQbhYhZj++vr1hzF1LljqL2DOYJJv3Fotg47IGHYkogING1cA6ZxvDjvkTfwAAIABJREFUJlqtX7btLg2EnSy+bOLpbFwpbS1v9W6bdWJQbUlmUu9KaRF3arE+Js9ijbO211kG20JicSK/JP7CNb2voa9XX0D+vMxZ/QKR2kjeufKGRvdF80yf8ce5P9iRuYMdmTv4OuVVrowaQLRP226e/+okFSchICj5KbophuxsNEFB1mOLEDUWF7freUwlJVTs3In79XMoW72GslWrLi0hasw9zhPr7iZEVPNyXj4CyJbAipxmhWjSoTyqSvVMvj2qXoSCnABI6wL6CvzVziy/YjnvHXqPr05+xfGC47w94e0Oq41YUF2Al4MX6uoSuaGpZEUAYx6GPR+Be6h9e+JGee89bNwbvHvBafkpA1VFsH8ZjH+8kZV40q39qKnQ4xvW/ZIRnQ/X9r6WJXFLEASBWJ/Yrt5Ox2B5oODd66KWub7P9Tyx/Qn2Zu9lbPBYThSeIMw1zFoGR0GhuzMqaBRLjy2luKaY4ppikkuTiXCPoJfHxf1tKDTGIuBsLWEGG2HWlDtk/Xu5PpztcSPXyQYCzWiTmMTYwHrX3LGlfEBzdecsIq4rsE10omvg8mgRYBY3RyetulGcmsbi6mh9Xy/cdDYWPK3aIhrl5CW2sXIWoWYnIG3cKBu269TynD87R/OO8p/4/7A9czsAqWWpfDpVfqC999xeEosTeWXsK00+nNepdIwPGc/4kPGU68uZ+uNUvj39LYvGLQJkgeXr5KvUPW6F4wXH6eneExdtE55dCl2O4Vy2nSC0WkSL2leIlq3fAAYDnjfdhCE1jaqjR9u8RpcK0SytDg1mlpSZcCk/DmGjZbfF02uavWlPiy/A2UNHWH8v+w5BgMtfg4OfQ9FZNKKGfw7/J4P9BvP87ueZu2Yub1z2BuOCx7V5n6uTV5NRnsEDgx5osj+/Oh9fJ1+oKpQbnJuwiIJcnsNQDcd/rm+TJFmI9pwAapskHt69ZTff6hL597HtNYicBsH2JU18Qi7tL4FAl0CmhE2hqKYIJ41TV2+nY7AIUa+Lu9meHDoZT50nP535iV4evdiRuYPrIi/Mwqqg0BWMDBjJkrglTFwxEbMkW4Z8HX1Zfe1qnDXOXbw7GUtmx1obt0m7hCS2iUls4uJqDCaq9aYG7pI2LpANjuuzS5pp6GLZ8LgpN0x76159Nkrb5CgdjUWI2Vm5rFklG8eeWY4dNCIqUbauqcU6a1uDtWzLAmhV9ULONtZNFoNi3fr1wkwUaVK4NZ/pUrTJhFkfk6fQ/fjm1De8sf8NPHQePDDoAcpqy/jm1DdklGUQ7BrMR4c/ws/Rj5k9Z7a6lqvWlat7X81PZ37i8WGP46B24MbfbsRd5847E96xemnJ9SLNqJoJFwNIK0vjaN5Rru59dbtda3dFkiTiC+JbzQ2g0DVIkoQxJxf1lKnWNpVHnRAtaWchumYN2ogIHPr3xyE2luKvvkLS660uwedDlwrRCsnI/CEP0Sf23vrGjS/Kr1497cYaak2IokBhdiW+oS5Nu6EOvQNKM2DH22A2gygyrcc0Ij0ieWz7Yzyw6QHuG3gff4/9e4tfKLYU1xSz6I9FSJLE/QPvb/K8OeVZ+Dv5QqUcK4pTEzGiFrTOcsyghYJEKE2Hyx61H2cR4kXJ9euWpDUSon8GFo9fbL0p/VNSmCzHCDcVE9oGtCotV/e+mq9Pfo1ZMiMhdVpCLoU/B03VbbMWsLY5tggdqztjEwWzbTNBWjI/mm3EkVmSMJnl7JAms5zx0WBypJ/jLATUuIohgIr9lR9yy0+L6Ku50b5YdzPnlLNIgtmmfIEli6QkNe63ZKG0G2u2LUZuX7OuIwScrVWroWhqTiRZ5thmomxoAVOrGgsru+QjTSQjUYmyu6Roibmz1HlrEGdnVzuumb5LMRxE4dIlPj+etw+8zcTQiSy+bDFOGidyK3P57vR3LNy2kEjPSI4XHue1ca+dd3buKyOu5LvT33Eg5wB+Tn7Ummqp0Fdw5+938ujQR7mt/21sSNvAy3tfZu11a5u1lC7ev5idWTsZGTiSAOeARv2ppamYJNOfwvsjpzKHwppCYnyUWP/uiLmsDKm2FrVfvXem6OyEoNHIMaLthOHcOaoOHsTn4YcQBAHH2FiKDAZqEhJwjKn/bJgqKsl7+61m1+nyZEUTQyfaNwTEgCCCT19rk8lg5sfXD+Dh70RJThXhsc1YHAF0roAEhsq69xDuHs43M7/h1X2vsiRuCUfzjvLGZW/g7diCYKxjWfwyKg2VABTWFOLjaH/u4wXHOVOazIy0o3DqgNzYnEUUQOMMplowGUGlhuwjcntYg2yx1hIuyfWW1uLUVvd7KfKnL+dQlFz/73mRzImcwxcnvmBLxhZu7387QS5BrU9SaBMWsVZfGLtxzJdtan3JNs1+nbixCCeLEDKZ7ceZzPUJS+pdIc2NRGK9q2K9G6Nt9km9zZ70NoLSNn6toQtlVyJbmyZYLVaiAIJ/DMnGHZzLnSxnllTZF+YWBZuC3ZZjQUCoK+6tEQWbLJJyRknB5r0oUncst6ma6LdLRqJSoVHLosvikmmbpMRSTsA2S6ZWLeKgUeGoUTUpNBUUFC6e5SeW46p1ZdG4RVYPKn9nf14b9xpLjy1lY+pGpoZN5cqIK897zSivKHQqHUfyjhDiKldf+GbmN3x05CPeOvgWaWVpGMwGyvRl7M3e22QCzIzyDHZl7QJgS/oWbo662a6/ylDF3RvuxsvBix9n/3ihl99tiC+IB1CEaDfFkJsLgMbf39omCAIqL68WY0SrT5ygOi4Or5tvbnaMLWVr14Ik4T5rFgCOsfLnofrYMTshmv/uu5T8sKLZdbpUiGpEDZEekfaN0ddBQCx41MdRHtmUTnFOFcU5siXRO6gFFy5dXebY2nKrEAVwVDvy6thXGeo/lEX7FnHDmht4e8LbDPYb3OxS2RXZfH/6e8Jcw0gvTye1NBVvB2+7p8CfHvoAd5OJG2uBqrNyY1PJiixo6/ZuqASVO+SfBlHd2BXZM1wW5IVJNkI0rfl1FbovhUnQ7/z/Y2yJcPdw3p34Lp46T4b6D22XNduD8xFvcnt96n7blP7WWm5NpPS3ndvc+rblAFpby35847Gd4dLYGoKAbHUS5ayRltgzq+uiKBfmtsakiSJOWosoaiLzZINkIw3rtmls5mhV9i6NqrokIqoGglDVRJttWQJVAyEpCjRpQfv0aAqfxn3KzifH//kfSikoKFwQpbWlbMvYxry+83DT2lcImBkxk5kRrbviNoVGpWGAzwCO5h2lTF+Gt4M3vTx68f6k93lxz4v8kviLNb/IrqxdTQrRXxJ/QRREfBx92JK+hSt6XkF+VT55VXkUVBewM2sneVV5FFYXUmOsabLe8qXCjswdLD6wGFeNK308+3T1dhQaoE9Lw5iTA4Daz8+uT+Xpiam4pMl51XFxpM67EQDPuXMRNK0neC1d8xsOA2Ot5WDUgYGofHyoORYPt8hjqg4epPjbb/G8/TZ49tkm1+lSIeqscW58YyKK4Fv/4S4vquHQ2lRcPHVUFNcC4B3cgoujRXzWljfqEgSB6yKvI8orin9s/wd3/X6X1fWiqRukj49+jIDAS2Ne4q71d7H8xHL+sf0ffDfrO4JcgojPj2dHzj4WlJbjMuM9+PlueaK2hVhHS5++Uk6wlJ8gW8saZvVV68AjTBYxNWVyW4kiRC85LBZtP7meqyWBSL01S3YFbOjq2FSbRYBpzYMorTKzviCnzULN1ERb83NkC1t3Em+CgDULo218WlPFrC2CzUEjotapW83aaFtwu7m1bBOEWGq8WWq5WaxutvXfbPtUFqtcXR24htkmNTbHfyUrWrBrMBIS2RXZhLuHd/V2FBQUuiHrU9djMBuY3Wt2u6892G8wXxz/guLaYqJ9oq33gzMjZvJ/Sf9HRnkGAHuy9yBJUqP7xcO5h4nxiWGo/1D+e/y/TPhhQqNz9Pfuz8nCkyQUJzDQt4la8xeByWwiviC+QysPlNaW8sb+N1iTsobeHr35cPKHHVqNQqHtGIuLSZ51JY6D5M+X2sYiCqDy9LBzzZUkiaq9eyn87+dU7t5tbTeVlqL2ad6gVrZ2LTmLXsNUWIj/M89Y2y3uudXHjgFgrqnh3HPPowkOxm/hwosTooIgeAG/ApslSXpJEIQI4EfAHVguSdKiunHPA3cAxcBcSZJSW1r3fLJ97v4xEYArHx7IikUHQAIP/xaEnsUiahFvTRDlHcX3V37P87ue562Db3Ek7wgvj33Zbj+JxYmsTl7N7f1vZ4jfENSimh2ZOwB4/9D7vDnhTT6N+xQPUctNFTXQbxYMmANFZ1u+IEuGMUucaP5pCBjQ9FhLCRehLgveJeKaa4m9MjeI17J1WzQ3HNOgXXZllBq7QFrjveT4M7v4L5u4Mtu4tXp3SJqMPzPUCUK9xaJmlMWVXZr+OlEm11uTE4wYLCn/rVa3OoFm836+4VvuRGDyWjeyV6/tEtdIUcAqqs5XvGnVIk4tZH5sq3iznd9aSv+W9vdXEmh/FYJd5NJbmRWZihBVUFBoklXJq+jt0Zsor/avmz3YbzD/kf5DVkWWndAd7DcYB5UDNaYaJodOZkvGFlJKU+ziPCVJ4kzxGWZFzOLW/reiU+tw17rj6+SLr6Mvvk6++Dj6UFxTzLSfpnGy8GS7C9FVyat4Yc8LrL5mdYd9hz64+UFOFJzg7wP/zr0x9yoitBtiKigAo5Hqg4cAUPvaV/BQe3pSc/KU9Tjj73+ncvsOVL4++D76KCp3N3Je+hemkpIWhWjVkaOYCgtRBwTgNsveE8ExNoaKLVswlZVRuOw/6FNTCfv8v4hOzeu2VoWoIAgaYB1w3Kb5OWARsjjdIwjC/wGVwLVAX2AmsBiYRwu4qpwp37SJmpMnqTl5CrWfHwH/esn6tCn9ZCHJR/IZeVUE3kEuBPfxoLrCYF+2pSFWi2jzQhTkunbvT3qf/538H+8deo/b193Oj7N/RC3Kv5IPj3yIs8aZe2LuQSWqCHUN5WzpWZzVzqxLXUdvjyh2Zu3kIZMbGt9oMiskjBM+lEVOTrk1lb1VrNQde+QbiAH2nEqlxEXFjKKznPKZzvEDGXWZFestV6NqfOmbt4catTtugKk4nXfXncAoiY0sZpa4s/rEHhbRZbYKNttkIiarmKsfa7uORaiZG8S1me3O2SD+zUYUXqpo7bI22iTrsHGLVIkiGgEur1lHhkMf0pz61ScSsQo+EY0gMefMLlIcRzK976B6EWd1t6wXV825Otq21WeUtIi21sRffVISBYXuSoiLHJeVVZ7VxTtRUFDoCkxmE8W1xY1ycFhIK0sjLj+OR4c+2iEJskYHjWbBkAUklSQxq+csa7tOpWOo/1B2Z+/m+j7XsyVjC0klSXZCNKsiiwpDBX08++Dj6MP9A+9v8hz+Tv54OXhxsvBku+5dkiR2Z8vWrNSy1A4RojXGGuIL4rkn5h4eHPRgu6+v0D6Yyup1j8rDA1Gns+tXeXhiLCqibMMGHAcNonL7Djxvvgm/p55C1Gqp3LNHXqekafdd63mKitCEhtJ744ZGfQ51saElK1ZQ+PnnuF8/B+cxYxqNs6VVISpJkkEQhNnI4jK8rnkC8IAkSSZBENbUHVcD6+ra1gEft7Z2TWISmQ89jCSImDy9UBcVcLjvKMojozEYzZSvzEBwVXPI0cgfW5Mw9XbEaNDx1vrT1rpoRhuRZzRJ+FVl8wSwbFMcB/a4t5jeXn4Nx0E7myRpJZe9vQqz0Q2jWY8+ZDtS6QRGLdqLySyhDnRA7QoF6TPR+a7no6PvIhmdmJORyNfGSby8eGtrlwvAWDGDb7Tw3to4KjjDTJ2ZT46rWVNnyrblNpWOVzRVqI3VlOOIK9Ws3nWIXMG3XqC0ktjDrk8UUNUl+BAFWcA4aGySeNjGc9kIIIt7oV2/TdyXZaxYdy5rEhAb98T6tobtzYwTm5hj49Zo/REbr9tU3Frj35ectEQt1sfHqcU2ZIHMOQ5LPoJyEa5bBjHXNx6zbTGcyMXz2rd4tn//81tXQeEvhq+TL1pRS1aFIkQVFP6K/Pvov/nixBcsnbaU4QHDG/WvSl6FKIhtSkLUFjSihnti7mmy7+aomwlwDmBYwDAAzpbae72dKT4DQF+vvo3m2iIIAlHeUZwoPHHB+yzXl1NpqMRB5YBKVPH6H6+TWJJIbqWcnKajvkOTS5IxS+YOsUYrtB+2QrRhfCjIMaLmsjKyHlmAxzzZTugyaTJiXakVlYcHQIsJjQBMxUWovbya7LMkKcp7513UPj74//Ofre77vFxzJUnKa3CD7ixJUk3d+zwgCNkiWlA33igIgkoQBJUkSSbbiYIg3AvcCxDp4sMrI+7gkJ/8B/zlhkUULl3Ki6PuItSoZl6ljl+dajmzPsF+0zaJMCyWIstxkGAAoLSkiPSaqkbp7S0uh7ZrFBLEKRMM7OGAh9qPSimLbZUSo4Jj6RUZjkoUOFrRlxOViTww4moyaoLYVPABV7iPxyfjNH2GT+HN4NgmU+c3TNnvWuAAa+Cdq3ujMZbBJnj2jmt52r9/4+tK1cL3XyAKEi7hwyB1JzvmR0B422uhKrQzZ36XX5195bqwDYVo7km59uvAmyDqqs7fn4LCJYIoiAS5BJFZkdnVW1FQUOhkDCYDP5/5GaPZyMKtC/l65tf0dK8v31daW8r3p7/nsuDL8HNqfHPd0YwPGc/4kPEABDkHNRKiCcUJCAiNE282wRC/IXx05CMKqguatf42x7aMbTyx/QlqTDXNjsks75jv0IRi+R5cSU7UvTHbCtEG8aEgC1ELZWvXAqDrXW/dtwjR1iyixsIiNMHBTfap3NzQ9uyJ/uxZAl56EZWbW5PjbLnQZEUNnS+FZtoaT5SkpcBSgB7eQdJtV/XludET0Go0SMHZ9PtyKW+kf4HnrBdI2lPEt89PxNFJYxWczWVetFJdDIvh8QmBPD56/HldzM7MKh7YDPdPDmagbyyb0/PZthUWThzNAB/5CVBp7eNklM9jgM8AJCmW+IIRRCfvhuMwbuJMcA85r3PhKNeXCnOVIDcNBBWBvQbIyYka4l//Ry8ExELqTijPOb/zKHQsZ9ZD4CDw6QNpuxv359Z5so97VM6wo6Cg0CzBLsEddhOloKDQvXhpz0tkV2QT4hqCWTJTXFvMsyOf5dO4T3lg0wN8M+sbvBy8yKnM4Z2D71BhqGDBkAVdvW16uve0E6IGs4E/zv1BqGuotZxMS4wPGc9HRz5iZ+ZOro289rzP+2vSr7y450WivKKY02cOtaZaqo3VRHlF8XPiz2xM24iXg5f1YV6NsYandj7F+JDxXBd5XdsvtAEJRQk4qh2t5W0UuiemsvokrbY1RK3Y3Iqay8sRnZxQB9TXvD1fIWoqKsIhppncNoDnLbdgzDmH65Qp57XvCxWi5YIgONRZRf2QraIlQBSAIAhqQGpoDW2IWari5I//JWv7GkbNuYm+D9zDruO7Kaooo/rwYQJ6xuLj6di2nWmbz5rbHC51CYQq9XK90IwyOUNamFuYdYy7zt1ayFgQBGJ9Y2H7++AadP4iFOrLt+gr5URFXhFNi1CQ11Xp5Lqj/tFymyJEu57ETZB5ACY8Kcckx6+AinxwsfnDL627qW7LZ0NB4S9KiGsIcflx1Jpq0ama+T5UUFC45NGb9Pyc+DM+jj6cKjpFSW0JIS4hzO0zlyjvKO76/S4e2vwQbjo39mTtQULi7gF3E+nZusWxo+np3pPDeYcxS2YSihJ4ff/rHMk7wuPDHj+v+X09++Ln5MfOrPMXol+e+JK3D77NqMBRvD/pfZw19uULB/gM4PrI6/nu9HdkVWQhSRL/2vsvNqdvJqkkiWt7X3vRcbVnis8Q6RmJKLSQn0WhyzGVlQKg8vHBoW9jV3H3WbMwnjuHqbSMkh9/RNurl91nQ3B0RNDpmi3xAnWVH4qLUXt5NzvG69Zb2rTvC/1UbQRmCYKgAmYDm+p+rqhrmwnsbHUVQUtQ1G04uLiy/tP3+fjuGymqKANJoqQghZB+nq0u0QiVGjTObROiGlmIlhvkOWnlaXjqPBvVqmpExgEIHdG2/Vm+RAxVcumW/2fvPAOjKtM2fE1NJpM66YUkhBBa6B1pIiAggiuCDQVkxcZiwba2b3d1UbHtgoplFUVEVJpI7733EkpCOqROkplkksm08/04SSCkh4QkcK4/k5y3npSZc79P860mrkCuEIUqiHVGFU5QIAnRJsNwGX57HH6eIP4+ejwGgSXZ79JPXtc3FTS6qwcPEhISVTIibAQF1gJ+PvdzU29FQkKiESmNZ3y+x/Psfmg3+x7ex/Jxy1HIFXT17cp7A9/jdPZp4nLjmNFlBuvuX8cLPV9o4l2LtPZoTZGtiNk7ZvPgmgdJMCQwZ+AcpnSaUqvxMpmMQcGD2HdlH1a7tdq+giDw2dHP+PjIx4wMG8kXd31RQYSCaCQZEDyAYLdgLudf5qeYn1gTv4b2uvYkGZMquBLXFYfg4ELuBdp5VR8DK9H0OIyilTNy00a8Jk+u0K7w9MTv5Zdx6SPqFqc2bcq1y2QyFJ6e1VpEHUYj2GwodPXQZ1VQXyH6D+AVIBZYLQjCeUEQ0oGFwAXgXaDGCFVXnS856b50H/MK419+i24jxzB8+rO4W1Q4rMn1E6IgWqlqyJpbbh8lQtRkFS2iycZkWrm3qn6QMQ0MyXUXoqXCpChXrDHp2776/t4lfyguPuDmD/kZdVtPomGI2wpf9BFdcoe9Bc/sE62dAWJgNosnwM+TKEsZbEgFj8p96CUkJMrTN7AvQ0KG8M2pb8gzV+8WJCEh0bI4pz/HoKWDSDelk14oHqYHaEWXQDe1Wzm31tGtR7P5gc1snLCRmd1n0sqthmexm0hp7OrO1J1M7TSVtfevrXNd00EhgzBZTRzPPF5lH5vDxj/2/4Pvz3zPpKhJzB08F7VCXe28wa7BFNoK+fjIx9wVehfzh80HYMn5JWQXZddpj9dyMfci+ZZ8uvt1r/ccEjcHu9GI3MMDuYsLMnnV8k7TRXxudWobWaGtJiFq0+cAoPSu2iJaV2otRAVB+EEQhH+UfJ0lCEI/QRAiBEF475o+nwuCECkIQldBEJJrmlProSG4nSd7l8fhF9GVoY8/SdeRY9C4hCI49Gz7/l9cuXiupmkq4uRWbR3R6yl1zS2wFABiqvAwt7DqB6UeEl9D6moR1QAySDsJgr0WQrTkD0XrDa4BkkW0KXA4YOOb4BYAzx2Ewa9cdafWeIJboPh17EY4+Yv4tSEVPJrPB6iERHPnhR4vYLKa+OncT029FQkJiQZk75W95BXncSnvEmmmNAACtYFV9g/QBqCQK27W9mpNT/+evN3vbVbft5qXer1Us9dcJfQP7I9KriqrS389xfZiZu+YzYrYFTzd9Wne6vdWrX4WpfWYIzwi+PfAfxOgDaCHXw9+vfArT21+qs77LOXAlQOAeFgo0byx5xtRuLnV2E8dFkbI5/PxnDSpQpvCywt7NVlz7bk5Jf0qz5pbH5rc4XvYYx1AgO0/nUd/uYBT21ORe/RAKfPGmJXB+s8/xWquOktYpTi51ck110UpnsYVWAsoshWRUZhRLj60UlIOia6ygV3qtjeZTLSKXj4mfl+day5Aj8dh5Hug8ZIsojebjBg4+DVs/DtknYPBr4JXeMV+09bBC6fFQ4lNb4vWbkOqFB8qIVEHIr0iGRE2giXnlrAhYQMWu6WptyQhIdEAnNOLBoUccw7pJvEw3d+lYlbP5o5cJmdSu0k3lLTHReVCL/9e7LpcUYgWWAp4ZsszbEvZxut9Xue5bs/VOr6zp39PRrcezbxh88pceBcMX8Aj7R8hNje2zOOvrhxIO0AbjzZNkrFYom44DMZaZakFcBs+vFLRWrNFVA+A0vsWEqLuPhoGTIgk9Xwuv39whN2/XiRPaEWYqTVjnpxJXmY6u5YsrNukzu51EqIKuQIXpQsF1gIOpx8GoJN3p+oHpR6GoG5VJxqqDpUL5F8BZOBTQwC+dxsY8Dfxa1d/ySJ6s0g9At/eCetfhYNfga4NRFeRfU4XAZ6hcM8nUJQD61+HYoMkRCUk6sjfuv8NDycPXtn1CsN/H84nRz4h0ZDY1NuSkJC4AWL0MQDoi/Skm9LxcvLCWencxLtqOgaHDCbBkEBKfkrZteyibJ7Y+ATHM47z4aAPebRD3RK+eDh5MHfw3HJGFBeVCwOCBiAgcCHnQjWjK8dit3A04yj9gvrVeazEzceen4+8lkK0KhSeHlgSEkh59rlKBak9R7SWKqqoI1ofmlyIAnQaFERoJx0KpRyNmwoBGe7GRHxsAj1Gj+PExrUknT5BWuwFTm5ehzErs/oJNV51FmyualcKLAVsS96GVqWt3A3h/DqYGyFmrr1yHEIqFl6uFaVxol7hJa66td1kAJgNYC2q37q3Kg398xAE+G2K6Ir7/En4eyo8ux8UqurHBXaB3k/CqaXi95IQlZCoE609WrP2L2v5avhX9PTvyeKYxdy76l7+d/p/Tb01CQmJemAoNpSVFckx55BmSiuLD71dKa1Leq177rNbniXRmMj8u+YzJmJMg63VwVssQXgup+5hbjH6GMx2M738ezXYfiQaD7vRUGuLaFWU1hot2LYN08FDFdptOSUWUa+mT1bUoMhkMsY824XH3utPt+GhIAOPwmRM+/Yx8OHH8QoMZuOC/7Lig3+w5X9f8tNrszAXFFQ9YXAvyEsWs5zWEleVK0aLke0p2xkUPKjywPCEnVCoh50fgt0CofU8JSoVojXFh16PW4krS4HknltG8kH4dwCcXdVwc+bEgzFVrAHqFS66etfW8n3nG6AtcWGRYkQlJOqMQq7gjuA7+OzOz9g8cTP9A/uz8MxCiu3FTb01CQmJOnKtANKbRYvo7S5EQ91DCXMPY3fqbqwOK4ZiA+dyzjGjywwklT+8AAAgAElEQVQGBg9s0LX8XPzw0fiUWaXrwskssRpAV9+uDbonicbBYcxH7l5zjGi12GxlX1oSEys023Nykbu5IVNXnzyrLjQLIQqgUMhx1qroNiKUB9/sg0+nMEy796BSOzHq2RcpyNFjs1gYM3M2ZlMBR9f9UfVkrQeJr0l7a72+q8qVYxnHyDHnMLTV0Mo7ZZwVX48sBKUGIu6s9fzlKBWifnUUoq4lb963a5zooW/hu7tF19fTyyB+J6x4UmyL21yx/4UN8N+udUpcBYjWboCgHnXfo8YTxswV3ahrcruWkJCoFh+ND1Ojp2K0GNmWvK2ptyMhIVFHtidvRylXEuIaQo45hwxTxm0vRAEGBQ/iQNoBei/uzeJziwGI8opqlLU66DrUW4gGaYPwdfGtubNEkyLY7TgKClC4e9zQPJ4PPohu+hModDos8ZcqtFuSklAFN2xFiGYjREuRy2X4hLjiOvAOii9exJqRSVBUe8bMepnxL79Jh0F30rbvAI6uWcmlowcrn8Q/Gpw9IKHyrGSV4ap2JbdY9H2utHCyIFwVogjQdgQ4udbx7kooTVVeb4vobRonevwnyIyBoz/A8umwaBwUihm8yKskSfPFDZCbCIk1l7Qtx5XjoHQGvw7122env8DsC6KLuISExA3RL7AfQdog1savbeqtSEjc1lwuuFyWbKg25JnzWBm3knta30O4RzjJxmTyrfmSEAVGtR6FDDER0c8xYv3ktp6Nc3jdw78HcXlxJBmTatXfUGxgwckFHM88LllDWwiOfDEvjuIGLaLqkBD8X3kF5/btKL4UX6G9+Px5nNs1bE3ZZidES9EOEn3ojWvWANB+wGDCu4oWqqGPP4lXUDCr5r7Lme2iJUwQBH5551UO/bEM5AoIGwiJe2q/3jWFgkNcK4ntK8gQE9H4loiTTvfV57ZEylxz6/jLLHX1zEupvl8L5OzOrfww+1m2fLeAuCMHsRQVlu9gt0HmeTGL8N9T4and8NASmH1OvJZ+5moNz1LSRLcSLm2v22YuHxPrg9YUE1odtcx0JyEhUT1ymZxon2gSjYlNvRUJidsOo8XIytiVbE3ayqjlo3hmyzO1HvvrhV8pshUxpdMUdM46kvPFA+NIz4r1C283uvp25dDkQ/Ty70W+NR+tSttoAn18m/EoZUp+vfBrrfp/f+Z7vjzxJdlF2XT1k4RoS8BuFD3/bjRZUSnqNpEUx8cjXPNcbcvJwZaVhVP7OhrRakDZoLM1IM7totAOGID+22/xfHASCter1kd3H18e/tdHrProXTZ9PR+VszOe/oFcuRCD2tmZPuMfgPCBcGFtrctouKrE+X00PuWKK5dRag0d8U/RytZhXP1vrlSI+tTRDcNFJ1rZ9LH1X7uZknz6BHnpVzBmZXJy01rkCiVB7doT3qUH4V174OdSzKlsLy4fNOBhWIqnfyA+oe3xd3IDv05wbJF4WOBW8kZut179nV2qg0ufwy4K2O6Tq+yiT03hz8/eZ/DkaUR0r2fCKgkJiVoTqA1kZ+pOBEGodTkDCQmJ+pNiTGHxucWsiltFoe3qwXCCIaFW44vtxSw5v4SBwQNp69UWb2fvsrbGckFtaajkKrr7d+dg+kHaeLZptPc2Xxdf7gq7ixWxK2jl1or7Iu9Do6w8UWaRrYhlF5fR078n4e7h3B1+d6PsSaJhMe3bD3DDrrmlOLWJQCgsxJaWhiooCBCtoQDO7RvWItpshSiA74svkjhxIjk//ojvc8+Va1Oq1Yx/+U2Wz3mHdfM/JqidaKnMTb+CPjUFQ6EvrQWQJe6Brg/VuJarWhSirdyqSDCTWeJfH9wLom7wHzO4p+hSqtbW3Pd6vNtCdtyNrd8MKco34hMazkP/+ogrF86ReOoYiSePsWfpIvYsXYSTk4ri4ra4FGRTFPMbguAAYMpHn+PjX1JqJ+PMVSGaeQ7sxWJm49TD4uFBZTVAryf7IlhNECxa3/P12QiCA3cfMQGR3WZl3ecfo09NZv0XnzFl7nxcdd7VzdjgpMScxjskFJcGesORkGjuBGgDKLYXk1ech5ez5PIuIdGYHEk/wvRN05HL5IwOH82kdpO4mHuRlbEry6yaVRGXG4ensyfbU7aTY85hWqdpAOicxXIPnk6eLbKGaGPRw0981mhsK/Gs7rNIM6Ux5+AcFpxYwCMdHmFKpykVBOma+DUYLUZmdptJrwApW25zRxAEsr/4kuzPP0fTqyfa/g1TakcdEQGAaf8BPCeIpQvN58USQA1tEW22rrkAms7RuI0YQc73C7Hl5pK3YiX6H34oa1c5OfOX1/4P37DWpMacAcCYmcnmb+ez8psfWXa5Gzkna2cNK7WIVuqWCxC3RawlqW0A0dH3KZi8rH5jfdo2mkVUn5qCPvXG3H6tlmJSY85wcOVvrHj//9j3+8+1GldUkI/GzR2lSkVodBcGPzKVxz+cx9MzxzM6+BJtnFMZ5JfA0wt+4PnFy3n43Y8ASD57CkqF6JkVogU89Sic/l28NvAl8bW27rmXj4mvQd3JuXKZRa/NYvm/3ylzT9i/bCmZCZcY9MhUik0FnNi0rnbzNhCGzAx++9cbHFu3+qauKyHRlJS6rNUlPk1C4nYhw5TBvGPzyDHnNMh8y2OXo1Vp2ThhI3MGzaGbXzcmtZvE0FZDMVqMWOyWSsd9ceIL7l99P89vf55FZxfR0bsjvQNEryGdRhSi7bzaSV4N19DVtyteTl6NXiIl1D2UxaMX88OoH+js25kvTnzBu/vfLddHEASWnFtCe117evr3bNT9SNw4juJirrz8Ctmff47HffcR+v33yDV1KAlZDZpu3XCOjibtH/8gf7v4/Gw+fw6ln1+Dlm6BZi5EAXyfn4WjsJDsLxeQOXcu+m/L15NzctEy4Y1/0bbvAKLvHIEgOLh8Pga/8DakF7mxaN1l9v62GKul+tT/pUK0UouoSQ8Ju6Hj+Aa7r3rjHSm6oNY1E2wt2Pzt52z48tN6j7cWm/nfzOn8+s/X2bN0EWmxFzi06nfMpmpK7ZRQlG9E43aNb7vNAmtno936Mh3b6hgddJE+3qnI1M4olCqCojrg7usnHkC46KDv03DiZ/isE/xvGOybJ2aujRoF7sEQX0sheuUYqN3Auy0bFnyGuSCfnCupZCUlcPnCOQ6t+p1OQ4fTZ/wDBERGkXz2ZD1/WvXjzI7NIAgYs2uopSshcQsRqA0EIM2U1sQ7kZBofnx27DO+Pf0tk/6cVK/DmtNZpzmQdgBBEDDbzGxL3saIsBH4ufiV6+ej8QFAX6SvMMelvEt8dfIrIjwiOJV1ikRjIlM7TS0TnaUW0Xa6hnXra+m4qFzYNmkbYyPGNvpaMpmMnv49+eKuL3im6zP8Gf9nuWzkB9IOEJcXx6MdHpUOC5o5tuxskh+fgnHtWnxfeonA9+cgb8iSKmo1od/9D+d27Uid9Tx5y5eTv3lLg1lcy63V4DM2ME6RkXiMG0fuTz9hz8vDrtdjy84u10fj5s64l96g87CrLrM9x97HE08Mp61bFgeWL2XRyzNJOHG0ynVKXXND3CqxiJ7/EwT7jSUoaihKS4I0glXUkJVBVnIiDru9XuMzLsVRaMhj8KPTePa7X5jw5rvYbTZiD+2rcWyR0YizW0m2r/wM+PFeOPw/GPA3mLET7p4D939bbkxIh2hSz50RrZWjP4RHfoex/4GHl8KT22HmYZDLoc2dEL9DjP+siSvHIagbdoeDjEtxRA8djkwu59TWjaz/4hPcfHy5c8oMAEI7dSU97mLFxEqNhMNuL0vOVaDPrqG3hMStg79WdOWTLKISEuWJN8SzPmE9I8NGklecx7xj8+o0Ps+cx1NbnuLJTU8ya/sstiZvpdBWyKjwURX6emtEjzC9uaIQXXZxGUq5kq9HfE2wazDBrsGMCBtR1l4qajt41zMb/S2MUq686cJvRpcZ6Jx1bE3eWnbt53M/o3PWMbr16Ju6F4m6Yb5wkYRJkzBfuEDwvP/iM+PJRvn7UXh4lInRtDffQrBY8H766QZfp9kLUQCfv80ElUoUFUDxxYuV9vMKDCr7OjAyCm2n4dwTfIEHHh6GTC5nxfv/x5+fvk9+TsWHeA+1GG8X6h5aviE7Fra9Bz7tIKBLA93RDeBdIkQbOE7UYbdjys3BbrWSm3alQnuh0YCjBiF3JVYMZO40dDgaVzf8IyLxCgzi/J4d1Y6z22xYigpFi2jKYfhmiJgwaMJ3MPI9UCih/3PQZVK5cSEdoynKN5KVVJI8IWok9JoG7UaLMZ7OJTGUbYaB2YAt6XC5DGAVsFkg/TQEdSMvPQ2H3Uarjp0Jje7KyU1rMWRmMPq5F3FyEZNZhUZ3QXA4SD13tuo5G5CEE0cpyNHj7OZe6d+whMStis5Zh0quIr1QEqISEtfyzalvcFI48Wa/N3mkwyOsiV/DxdzKn5Eq46tTX2Gymnio3UPsSNnBO3vfoY1HmzKX2msptYhmF5X//DHbzKy+tJq7Qu/CX+vPNyO+4esRX6OUX01DEuUVxYLhCyoVuBI3H6VcSUfvjpzLOQdAsjGZXam7mBg1ESeFUxPvTqIqCnbuJOnhh8FqI2zxYtxHjmzU9UrFqHbAALynT8epdesGX6NFCFF1SAhB771L4L//DYC5CiGqcXPH2dUNZ1c3PAOCwK8jaHSEEcfjH33OHZMmE3/sMAtffIaja1eVs/wNChnE+4Pep4vPNWIzNwkWjRfLgjy4uHmU5NBFgEwOORULzd4IprxcBIeYACgrqXztIENmOt8+O42fXp1FdkrVdaiuXDyPV2BQWRIdmUxG2z4DSD13FqvZXOU4c4FY/0iTew5+GAMKNfx1M3R+oNo9t+7WC7XGhU1fz8NmqTxmBQD/zphsKha88yG/vPUyiSeOVi5IM8+C3QJBPdCnivfpHRLKsGlPM+yJp3nk3Y8J6RBd1j0wqj1KtRO7l/xAdnJitXttCE5v24iLhycdBg6hQK+vXlRLSNxCyGVy/F38OZ11miPpR5p6OxISzYJSa+hD7R9C56xjerSYYGhDwoZajU80JPLr+V+5v+39vNH3DfoG9kVA4MPBH5YTkaVU5Zq7OWkzRouRiVETAfFAP8w9rML4gcEDK51XomnooOtAfF48xfZifr3wKwq5ggfbPdjU25KoBEEQyFn0EynPPIsqPIzw339DE93ppqyt8PAg9Pvv8HvpxUaZv0UIUQCP8ePx/Mt9KHx9KL5Q9WlfQGQUYZ27iWZquRzC74CE3ShVKvpNeIgpn3xJSPuO7Fj0Pxb//QWuXBSteGqFmrERY6+at41psGgcWArg8VXg20zSjSvV4BYkiuQGJF+fVfZ1mYWxhCNrVuFwOMjPyebA8qWVjhcEgbTY8wRGlo//COkQjcNuJy3uQpVrFxkNAGhifhbL7szYIdbxrAFXLx2jn3uJjPg49v62uJqOvsQafbBYrBj1WSx////45Z1XSL90nXtzaaKi4B5kpySDTIYuOARdUDDd7x5LYNvy96ZSOzH2hdcw5eWy5bsvK11aEAQO/7mC3LTLNd5PdRTk6Ik/dpjoocPx8A3AZrWUCXgJidsBmUzGkYwjPLHxCa4UVPTakJC43Si1hk7tNBUADycPOvt0Zv+V/bUa/9nRz1Ar1DzX7TlkMhnzh83nj/F/VBnHWRrneb1FdNnFZYS5h9EnoE/9b0biptPBuwN2wU5sbiz70/bTJ6APvi6+Tb0tiesQrFbS//UvMubMwXXYnYT/9BOqgMapOdsUtLijKee2UVW65gKMn/1mectl+GA496co3LzC8PQP4C+v/4PYQ/vY/sM3/PLOK3QZdjcDH5mCxrUkRtGULVpCTdnw+B+1EkU3Fa8wyGtoISqecCpVahJPHsdJ64opN4eC3Bzijx6i4+A7ERwOLh09hMNhRy5XlBufdOo4hYY8AqPKx38ERrUHmYzL52MIja68MHJRqUXU0xseXQbXzV0dkb370XnYSI6uXYVXYBBuOh+slmJsFgvuPr6iBdPZkwv5vug8nXn88+84s30L+5f/wtp5c7lj0mRObdnAvS/9Hc2V46DRgWcY+su/4uHnj8rJudr12/TsQ9eR93Bwxa8UGg24uHtgyEwnLfYC7QYMJudyCrsWf0+BPps7p86o9X1dz5kdWxAcDjoPu5vMRNEanq/PLp/gSULiFqZfYD9S8sWs3qviVvFst2ebeEcSEk1HgiGB9QnrmdJxSplABBgQNIAFJxdgKDbg4VR1ia/D6YfZlrKNWd1nlVk6NUoNrdyrKGGHeGDvrnYntSCVlbErOZV9itNZp7mQe4HZPWdLCW5aGO11YhmOQ+mHiMuNY2RY47p5StQdu9HI5RdexLRvH95/nY7vSy8hk7cYG2KtaHFC1KlDe3IX/YSjuBi5U0U/duX1WaPCB4qvibtFAYd4sh7V9w7Cu3Rn3+9LOLZ+NYmnjvHEf75GIZfD4gmi0Ju8HEKaYR0lzzAx+U4DUmoRjejVl4v7d5OZeAm1RoPWy5tW0V3o/8DDXD4fw9mdW8mMv0RA5FULsT41hdWfzME7JJT2dwwuN6+z1hXf0HBSz1cdR1mUL2YA1vgE10mEljL40SdIiTnN5m8+L3ddoVTy7He/cOXCOVIL3ekX4YRCqaLriNHIlQo2fTWPLd99SbHJxOpP5jDR9zjyoO44BAfZSQl4h4RWsWJ52vTsw4Hlv3B62ybyszM5vW0TDrsdjbtHmctuBetrHRAcDs5s30RodBc8AwIpLLEgF+Tq8QuPqNNcZlMBSadO0K7/wHrvR0KiKXitz2vM6j6L13e/zsq4lTzV5SkU9Xi/kJC4Ffj+zPc4KZyY0mlKuev9g/rz5ckvOZB2gLvDK6957hAcfHzkYwK0ATzW8bE6reut8WZV3CpWxa3CTeVGtE80M7vN5OEOD9f7XiSahhDXENzUbiw9vxQBoaymqUTzwJaVRdLUaViSkgj893t4TpjQ1FtqFFqcEHXp2ZOc777HfOoULr0rBtNXwLc9uHhD4h7oPrlck1rjwtDH/4q7jy/bf/yWQqMBN4yQdgJGfXBVxDY3vMIgPw1sxaBsmKDygpxsVE7OjH72RQY+OBmtpxdqjUu5PsrOoshPPHmsnBDd+9tPyOQyHnjrPZy1rhXmDm7fibM7tmCzWlGqVBXai4yiEHX2qaKGaw04u7oy7bOv0KemYDWbUarVZKcksf7zT9i95EdObFyDh7ODzkFX40jb9h7Alm/mU2wyEdm7P3GH93M8Jw9Nx14cmP0cuVdSiR5Wu9NB/9Zt0Hrp2PPLj8gVCjoPG8m5PTs5t3s7BbliXbfMhEvYbTYUyrr/y6XEnMGQmcHAhx4HwM1bPL0u0FfMXFgTu5f8wKktGwiM/B53X7+aB0hINBOcFE44KZy4v+39zN45m31X9jEoZFBTb0tC4qZjc9jKSqyUZrItJdonGpVcxVn92SqFaLIxmRh9DG/0fQNnZfVeP9eTViCWUHqy85PM7D4TuezWss7cTshkMu6LvI+fYn5CIVMQ7RNd8yCJm4b+u++xJCUR+t13aPveum7vLe4dRNO9OwCFR4/VboBcLgrKxD1i0qHK5vTwBMBSVAQFJbGS3pE3vNdGwzMMEMCQ2mBT5mdn4+rtg1KtxiswuIIIBXDx8CQwqj2nt28qSw6UlZRA7MF99BhzH65eugpjACK698JabCbpVOW/M3OuWBNT41//bFxyuQLf0HCCotrjFx5BVN87UKrUnNi4Bq2Xjql3OuPuuCrcnF1difAVcFFYuOfJvxLWtjU7MlqzfvslFAoFY194nV731K5cj0wu545Jk+k6YjRP/Odrhv/1OaL6DeTigb2knjuDm48vNqul2kRP1ZEScxqZTE5ET/GNSOvphUwmr3Pm3PycbM7u2AJQaWZkCYmWwJ2t7kTnrGNF7Iqm3oqERJNwMuskRouRISFDKrQp5UpC3EJIMaZUOb40+3SkZ92fc3r4i1az6Z2nSyL0FuCZrs+gc9bR0bsjLqqKz30STYOjqIi8FStwGzH8lhah0AKFqNLLC6e2kRQerbomaAXCB4EhBXITK21WO2sAsBYVgUkURWibccB2iYtxVfdTWwRBwLhxE3ajkXx9dpmlrToGPvgYxqxMjm/4E4DYQ/tBJqPHmHEVO9utYLMQ2rkbzq5unN+7q9I5i7KvoJLbUPq2uaH7uRalWk1wBzGjWPTQ4Sjd/cCUVa7P3cEJPNr6BMorhxkeaSTKI5dxM5/n8bnzadd/YJ388DsPG8nwvz6Hh58YQN51+ChsVgsuHp4MmTwdgKNrVrL1+6/4/d032PR17Wu9pcWexycsvOzvVK5Q4Objc7WGai05umYVdpsNgLyMq0L09PZNnNq6EbOpoNZzSUg0FSqFinFtxrEjZUeFpCkSErcDO1N3opQp6R/Uv9L2MLcwkvKrPvjMLBSfc/xd/Ou89idDPmH7pO1oVdo6j5Vofrip3fj+7u+ZM3BOU2/ltkMQBIwbNuIwmSq0GTdsxGE0onv00SbY2c2lxQlRAE2PnhQdO4ajuLh2A8JL3LcS91TarNaID/gWcxEUlAhR12bstuhZIkRvMGGRad8+Lj//PLm/LCU/Jxs3Xc1CNDS6KxE9enNw5W8UGg2kx13AJyT0aqKnssmz4Zs7YckkFEolUX3v4NKRg+LP+DqKcjPRKGxX76uBiOjeC7lCQfTQEaD1Ea3dpcLNUohzUSruqmI48TOeSau594E7aTtoRIMEggdERvHC4pXM+GIhUf3uwFXnzbk9O4jZtRX95VROb99cfcmZEgSHg7TYCwRdl7G3970TSI05w5kdm2u1n0KjgZNb1tP+jiEoVCryMtLL5t/y7Rds/mY+X82YzOpP53Dl4rm637CExE3k/rb3YxNsrL60Gqvd2tTbkZC4aRxOP8zyi8vpGdATN7VbpX1aubcixZiCQxBLsuVb8tmQsIGPDn/E37b+jURDIgB+LnV/znFVu5YlN5K4NWjj2YZwj/Cm3sYth8NsrtZYULBtG5dfeIGsefMrtBUdO4bcwwNNz56NucVmQYsUou6jR+Mwmchd8kvtBvi2Ey2cibsrbS61NFnM5qtWs+ZsEXULALnqhku46L/5FgDTsWOYcnNx86ndh8vgR6dhKSriwPKlpMVdJOC6ki0UZMGP90LGaUg5BOmniXZPxVps5uiaVRXmM+qz0SotVy29DUS3u8cy7dOv8AwIFH+ftiKwlJw85ZTUSpUp4MI6ULlAv4bNwilXiIlUZDIZj33wX2Ys+IGZC39j6GPTQRDITa/ZPVafmoylqJDAtu3LXe86YjT+EZEc37CmVns5vuFPbMXF9Lv/QTz8AshLF+N8zIUmHHY7XUeMpuuIMaTGnGHFB/8os5xKSDRHWnu0podfD36K+Yk7lt7B2vi1Tb0lCYlGp9BayKxts/DWePNOv3eq7BfmFobZbiazMBN9kZ7H1j3GK7teYVHMInak7mBL8hY8nDzqHB8qISFRPbbcXK78/Q1s2dnEDRmKcfXqSvsJgkD2198AkPvLL1jT08u1m8+fx7lDh9siE3WLFKLafn3RDhyI/quvsCQm1jxAJqs2TlRV5ppbKFpENV6gqJhUp9kgV4BnqxuyiBadOEHhwYPIXV3JPXsGQXDUyjUXwDsklM53jeT4xjWYC/IJbHtNjdWCTPhxLOQkQNeHwWqCDX8n8PwCotq34vDq5RgyM8q6Oxx2MjIM+Gst4s+9AZErFKIIhasW7tKDhhyxBAq9pomW2Cl/gntQg65/LS4enrjpfJDJZOiCxfT4OZdrjvG9EivWXw2KKi9EZXI5rbv3IjspsVIrcymxB/cRf+wwxzf8SWTv/niHhOLpH4AhQxSihYY8AII7RHPn1BmMeHImxSYTabHn63WfEhI3iweiHiC7KJsiWxHbkrc19XYkJBqdnak7KbAW8Ha/twl1rzqre2nbqaxTPLn5SS4XXGb+sPms/Yt4YJNgSKiXNVRCQqJ6THv3YVi5EsMff2A3GCiOu1Rpv6LjxzGfOoX3jBmiKF3wVVmbYLNRfPEizu3bVzr2VqNFClEA/9dfA5mMhAcfwnTwUM0DwgeC8fJVS9g1lHPNNWWBtgW8QXuG3ZBFNPubb1F4eOAz8zkKC8XYwNq45pYyYOKjZTU2A0stonYb/DgO8pJh8jLo86R4vcQSPUi1C7lCzor3/6+sZEtOShJWm4NA/0auh1lq4TaVxJTpS94chv8DXjgFwTcvbblXgCh4c6+kYrNW71aYmXAJJxctngEVRXJQ2/YIgoP0uKpLw6z+dA4rP/wnxSYTff8yCQBP/0DyMtIRBIEig1gKxsVdrDcX2rkrcoWChBN1iMGWkGgCRoWP4rXerzEgaADHMo/VKV5aouVwueCyFAtcwrr4dfi7+NPTv3p3vTB30bvozT1vkmRIYt6weQxtNZRWbq3K3HnrEx8qISFRPZakRAAKDx8BwJ6XW2m//K1bQaXCe8aTeE2cSN7y5ViSk8U5EhMRiotx7iAJ0WaNU2Qk4b/9itLHh+Tp08n9/ffqH0SqiRMtE6JFJUK0OceHluIVVm+LqPniRQq2bcNr8mS0AwZQpBZLitTWIgpi5taBD07GKygE71YlJ7OXj0LWObjnU1H4+3YAStwKQvrgaUtl/OMTMGRlsHLuv7AWm0nfuhCAgDvrVsuszmhL7i03UbTWXjkuHjg4VR5j05ionJ1x8/Hl5OZ1zJ8ykZOb11XZNzMpHt/w1pW6Z5S669YmprPdgMEEtGkLgId/INZiM4WGPAqNokXUpSRztJOLlqCoDiSeqGVWagmJJkKlUDG542TuCr2L7KJsUvKrzhIq0XJ5dsuzTFg9gbP6qmtR3ypYHVa2JG1h2cVlnM85T4Ypg3Xx6/jn/n8yduVYdqTuYEzEmBqz1fq7+KOWq7ELdv477L9lSY1kMllZplxJiEpINDzWEjFZmlDVlm676c0AACAASURBVFO5EC3YuRNt714oXF3xfvopZEolWZ9/DoD5nOiR5tS+w03YcdPTYoUogDo0lPClv6Dt25f0t9/hfMdOZC9YgGCzYcvNRXA4rnb2iRKFRyVxoiq1WIvTYjaLrqXaFhCI7xkGhXoornumU/3//ofMxQWvyY/iFBmJRSeWXVHpK/+HqYoeY8bzxPtzkcf8Ibo8J+wEZBBVUrtM7QLeJZlw+z4FQCutkTF/e5m02Aus/WwOl49sQ60ErwGP1Pk+6oRryYfuir/CvG5wbjX4Nd0/uS4ohILcHDFZ0P++ZNeSH8r/vSK6LWcnJeIbVnlZG2dXV3TBrap0o7VaxGReAx+ewj2zXrlm7WAAslOSKLzOIgrQqlMXMhMvYS021/8GJSRuEqVF2I9mSFb8W40iWxEJhgRyzDlM3zidQ2m18H5qwTy35Tle3PEi/9z/Tyb+OZHhy4bz2u7X2JCwgXD3cF7p9QrPdq05l4FCruCV3q/w5fAvGRhcvh56G0/xM1kSohISDY8lUTQQOfLzAbDnVnyutqSkYIm7hOsQsfySys8P3eRHMf65BvPFi5jPnEGmUuEUUf+Shi0JZVNv4EZRuLnR6uuvyP1lKblLlmDctBlLYhKGP/4AlQqlrw8qP3+Ufn4ojSEoT+1BpfwDpb8/ypLrClctKmcNVnNhy3HNLUnsk/35f8hbux2X3r0I+vDDCt2yv/0WuZMTXo88gkypxJKainHtOnSTJ6P0EmMyVaNGoti9HeP3C/GY371u+9jxPhz4Ely8IX4HBHYBl2vqifp3El11248VY0DTTxM17kmGTXuKbd9/BXgR1i4SWUlin0bDPQju/S8U54t71ehuqjvu9eiCQkg6dZzhf32WzMRLHP5jGcasTEY9+yJKlRifnJeejrXYjF9YRJXz+LduQ+r5yi0F5pI3Qo2bWzmLamDb9shkclJjTosZgmUyNG5XXaO9AkU3YGNWJt4hVcchSUg0ByI8I/DT+LH60mrui7yv7G/dZDWRb8knQBvQxDuUqC+JhkQEBF7r/RrLY5fz9JanmTt4LsPDhjf11hqcKwVX2J+2n2nR03ig7QOczj5NrjmX7n7daa9rj0Jet8/Ih9o/VOn1MouoVhKiEhINTal7bSn2nJwKfUrddrUDrx4S6aZPJ3fpr2T9dx7mmBhc+vdDpmrGuWoakBYvRAFkSiW6xyZjNxjI/uILLElJuPTujaZbV2yZmVgzMimOi8OUloOjSAaHXy83Xq7VoogMpDjfCMVGcG3GGXNLKSl1kvfnBqx6I4Y/VuPzzDOow8PLuhTHJ5D1yaeA6I4b9N57GNesAbsd3bSpZf0KrRZcVGoslyoPqq4WW4nV7OIGMUNu/+tOawe/Ah3vA5Uz+EdDxhlw2OkuO4g2OIaCwEG0mfJ6xXkbg55Tb846taBNr77kpl+h4+BhdL7rbtx9/dm95AdMuTmMe/lNNK5uZCWJ8cy+4VULUa2XjkJDHoIgVHDfLY3D1biWj791cnHBP6INKTGn8WkVjsbVrSzDL4CHn/iAYsjMkISoRLNHLpPzROcn+ODQB3x27DOyC7M5oz9DoiERhUzB5ombpXITLZRLBvEzqX9Qf+5tcy/PbX2OV3a9wurxq2nl3qqJd9ew7EjZAcD9kfcT6h5abTKiG6G9TgzpCHENaZT5JSRuV+xGo2gBVSjAbhevVWIRtZZULVC1uvoepvTyQjdtKtnzRfdcv5deugk7bh60aNfc63Hp1RMEAaGwEN20afjNnk3Qhx8S9sNC2qxbS7vNy2g3IY2Ij/5K6I8/EvTRXPxeeRlNr57Ii4sp1pfUEG0JFlHPMKwmBdZ0PV4Piyef+dt3lOuS+/PPoFKhHTKY/I2bEOx2Co8fR92mDaqAq1aC/JxsXF3dsCQnI1RV21IQYNPbkLCr/HV7Sf+DX4HDCu3uKd8e0Bmi7y/5ugtkxMDPE2HfPKLu+gs9XvwWD7/bz2IR1rkbE/7+T5RqNTKZjD7jH2DMrFdIiz3P0rdfwZCZQUZ8HHKFoloxqPXwxG61YikqrNBWKkSd3SrGwbbq1IW02IsYszLK4kNLKf19lNYalZBo7jwQ9QCB2kAWnlnI/rT9hLmFMa7NOGyCjdjcqpN5STRv4vPiUcqUhLqF4uHkwadDP0UpUzL/RMW6ey0Jh+AgrSCt3LXtKdsJdw9v9HqOPfx6sGj0InoH9G7UdSQkbjcsSaI1VNO5c9k1u9GIcF05PFt6BgqdDrlaXe66bspUFF5eyFxccLtrWONvuJlwSwlRTdeuoFQic3JC279fxQ7ekci9/HEqjkHbtw8e996L9/TpeD38MEq7gKUkcUtZPGFzRuuDSe8KgOeECTi1bUvBjh1lzfaCAgwrV+I+ehQe947DkZ+POSYG84mTaLp1LTdVvj4bNx9fsNkquBVg0sMPY+HoD7BvnvhabnBJKRbBIVo+Q/tWveeAaLGWZ8IuuHce3PMJKNVV97/N6HDHECa8+S4mQy5r/zuXuMMHCOnQqcxVtzK0nqJ7tamSzGzmglLX3IoZiVt16oLDbiPhxNFy8aEgJi5SOjlhzJKEqETLwEnhxNKxS9n8wGa2TdzG/LvmM6vHLAASjYlNuzmJenMp7xKh7qGoSsqp+bn4MbnjZNYnrGdX6i7GrRrHOX3NydqaG58c+YQxK8ZwpUCsJb02fi0H0g5wd/jdjb62TCaju1/326I+oYREY2M3GDCuX0/Gh3NJ+z+xtq92gJgcTO7hAYKAvSQXRynWjHSUARV1hsJVS9DcuQS++y/kLi6Nv/lmwi0lROUaDdr+/XG76y7kJZlwy1FWT3R3uXqiSm9vlA4HlgLRglQaf9mskckozPVEoVHg1LYtrnfeSeGRI9gLTAAYVq7CUViIbvJktH37AJD766/YDQZcul+NA718PgZTbg6+JRlViy9dV94mZqX481rzgvh92qny7QXposttu3vg7jnV77ntSOgwDqatg55T6n/vtzCtOnbmjkmTSYu7QG7aZdr1H1xtf5cSIVqYl1ehrSi/aiEa0jG6rPyO5johKpPJ8PD1Jy8jo8I4CYnmis5ZR4A2oOwB21fji4vShURDYtNuTKJeCIJAbF5sWXKdUh7v+DhOCiee2/ocCYYEtqW0rBqyey/vZVHMImyCje0p2zmcfpi39r5FL/9ezOgyo6m3JyEhUQeu/P0NLr/4Erk//4xc7YT3jBllSYicO4oJMa93z7VlZKLyr9wT0HXQQDzuuafStluVW0qIArRa8CVBcysm7SkjfCAUZIA+ruySUqdDaXeIdUShLP6yuVN4BVyCFcjkclx69gC7neJzMQgOB7k//4xz1y5ounRB6euLuk0bDKv+AEDTrRsg1k3dsehbXL10dJ/wIMhkFF+KK7/IuTWgELMKo3ASf27XZurNz4Cg7vDwEvAIrn7DWh948Cdo1aehfgS3JJ2GDsfJRYtMLieyT/9q+2pL3GpNhkosoqWuua6uFdpUaida9xBdszSVuO56+PljzJQsohItF5lMRrhHuGQRbSQMxQa2J29vtPk/O/YZKfkp9A0o72Xj5ezFuDbjyr4vtFYMS2iu6Iv0vLnnTSI9Iwl3D2fZxWU8v+15wtzC+M+d/0GtkDyEJCRaEpbERLSDB9HuyGHCl/6C30sv4hwdje8Lz+P1oBg2V0GIpqej9G8BIYA3iVtOiMqUSmTKanIwtS6xMF0T66jQ6VA4HFgtVnANEMuONHMsqalYDVbwKiQvPQ3n6GgAis6cxbR3H5bERHSTJ5f193rwQeRqNaqgINQREVw6eogfZj9L+qVYhjw2HSdPL1RBQVjirklYVJQrWkP7PQ1jPoZRcwABMkqytNptYpZht9svxrMxUTtrGPTIFPreN7GC2+z1uFTjmluUb0St0aBQVu7aG9lLfMCrLBbUwy+AvMyM6mvzVkNmYjxnd25Ff7nutR0zE+P56unHOfTHsgolbSQk6kK4e7hkEW0kfj73M7O2z+Jg2sEGmS/eEM+nRz9lyvopbErcxMIzC5kYNZFJ7SZV6Du983SGhgxFq9KSZkqrZLYbZ038GrYkbWnQOb888SX5lnw+HPwhd4XeRVxeHE5KJ74c/iUeTtW/10tISDQvBEHAmp6OOjwc2TXxnjKFAp+nn0bdOhwoX0vUYTZjz8srl6fldueWyJpbJ3QR4BYIiXug93RAdOlVyRVY7A7wCm/a/dWSwoPih/9OIRDTv17nyc8XogwKxHzmDIUHDqDw8cH97qvxJrrHH8Pr0Ucw5+ez5j8fcvHgXrxDQnnon3MJbt8RAOfOnTEdPIhgtYppoy9uBIcNOo6H4J5gSIW1syH9lBgLWpiN4BCQtYSY2hZG1xFjatWvNONtoaES19yCfJxdK7rlltKmZx98w1rTZ/zECm0efgFYzUVcOnKQyN6VxFvXwLr5H6NPTUapUjP2xddo07Ni7PCF/Xtw8/YhKKp9ueu7l/xAYV4eu5f8gJuPLx3uGFLn9SUkAMI9wlmfsB6zzYyz0rmpt3NLcTLrJADzjs9jccDiesccntWfZc7BOZzKOoVCpkAuk/PqrldxU7kxu9fsSucNdg1m/l3zeWrzU2Vxlg2J1W5lzoE5qBVqhrQagkreMGUU9qft547gO4jyisKprRMns07yau9XCXINapD5JSQkbh6O/HyEwsIq3WwVJYaCay2itpKQJ2UVY25HbjmLaI3IZBA+SBSi11h7VGonbIKs5QjRQ4cw+nqSbnUnX6/n8oUYNJ2iMa5dS8GuXXhNmoRMrSY/J5vVn8xh9y8/IlMoOLrhT2IP7WfgQ4/z2If/LROhAB7jx2HX6ynYuVO8cO5PcA+GoJJ6m+7BYv3Nc6sRigu58tb/cWmtH4KmBZS7uUWRyeW4uHtUnqwo31ip220pao0Lj8+dT2h0lwptHQYOwTc8gj8+fo/slKQ67clqNqO/nELXEaPxbhXG6k/eJ/HksXJ9igtNrJv/Mb+/+yaxh/Zht1kBSDh+hMSTxxj0yBTUGg2Xz8fUaW0JiWsJdw9HQCDJWLe/YYnqcQgOTmefRues41TWKY5lHqt50HUsjlnMjpQdfHH8C5KMSczuOZstE7fwTNdnsAt2JrabiFalrXaOQG1go1hED6UfIt+aj96sZ+/lvQ0yZ1ZhFin5KfT07wlAmHsYC0ctpIN3hwaZX0JC4uZiTRe9yVSBVQhRLzF0yp57tZaotUSIqiTX3DJuPyEKYpyoKROyL5ZdUmucscnkCC0gPlQQBEwHD5EcFoRabkOpUnJ+7y6cOoiWJYW7O16PTcZabGbpO68Se2gfR/5cQUGOnthD+wjpGE3fv0yq4LLpOmgQCl8fcn/9DSwmiNsC7ceK4h3E16GvI8TvIu3RIRg27sJqUlKcbbt+ixI3ERdPr8pdcwvycXatWohWO6eHJ/e+8BoA6XEXa+hdnuyUJBAEwrr24IG33sU7OITVn8whLe5CWZ+EE0dx2G2oNRpWfzKHL//6KH/+50M2LPgP3iGhdB91L75hrclKjK9mJQmJ6im1NGUUSom3Ggqr3cr5nPPkW/KZ0WUGGqWGtfFr6zSHIAh8ceILFp5ZyIWcCwwOHszU6Kn4aHyY0mkKs3vO5onoJ2qcJ8g1iBxzDkU2Mb/D6azTnMk+U6/7upbNSZtxUbqgc9axKm7VDc8HcDTzKCCWT5GQkGj52EqEqLIKN1u5Wo3Cw4PCY8fLwpzKLKKSa24Zt6cQbT1IfE3cXXZJ5SSKMqu2+Rd5tiYnk6/PIsVmobNnOm3CvTm7YwsXlAKanj0J++UXlF5eHF37B8asTEY+NQuHw8H2H78l53IKkb0rT4AjUyrRPfY4pt27yfvqfbCZocPYcn2E3k+Snn0vhjMFeLYxA1CUlN3o9yxRNVoPz0pdc835+ZVmzK0tHv4BKFVqslOTa+58DVlJCQD4hbXGWevK/W/8CxdPT1Z88E/0qWLM6KUjB9G4ezB93reMf/ktovoNJDXmNFazmbHPv4pSrcYvvA1ZSQk4HPZ634PE7Y1vibdGVmFWE++k5WN1WPntwm+MWj6KR9Y+AkDfgL4MbTWUTUmbsNqttZ4rqyiLAmsBp7JPkVmUSTtdu7I2tULN1OiptYqZDNQGApBmSuPncz8zef1kXt31ap3uq9QboxSr3cq25G0MCRnCyLCR7L28l2J7cZ3mrIxjGcfQKDW0925fc2cJCYlmT5lFtBpR6f3UU5h27yZn4Q8AZSUSlX5SSFspt6cQ9WotupkmXBWiTmoFABZN8zylKMjRs+Ttlzm48jfyDxwg2Vv8kO4eUMDQrq606tSZg1vXo/vvpzhFtMaUl8uhP5YR2bsfnYeNpG2f/lw8sAeg2pg/7+lPoB3Qn/RvVmAu9IbQAeXaMz/+hLytR/F+ZCwBgwQUagfm2LoJFYmGpTKLqCAIFOUbb0iIyuUKvIJD0NdRiGYmJaDWuODuK77RunrpeOCNd5HL5Syb8zYFOXoSjh8hokdv1M4aInv34+6nZ/H0V4t4+utF+ISGA+AXHoG12ExeupS9V6J++Gh8AMgukg7LboRtydsYv2o87x54lyDXIMLdw/HT+NHaozX3RtyLodjAjM0ziNHXzpU+wSAeVtkcojdNe139xFmpxfvtvW/zwaEP8HLyIiU/hRxzTg0jRc7s2MKCGZMxZF61mO9M3UlucS73trmXQSGDMNvNHM04WuNcOeacsvu6njxzHusT1tM7oHeDxZtKSEg0Lbb0dJDJUPpWHZ6mmzYVtxEjyPzkEwqPHKFg6zacO3dG4Vp92MHtxO0pRCuJE3VyFt1Pi5X1c2VsbJLPnCTt4nn2LF3E4U1rSfb1oE2vfngEBOFafJm+94tporOSEgHY99vP2K0WBj0yDYDRz73EiCdnMuyJp3H3qfqfRqZQEPTBHBRqO6l7PLCbxNT4hUeOYDcYyF2yBPexY/F9ey6yGdtw7tieorMtr6D4rYQuKISCHD2XL1z9PZzasp7iQhMBJfVh64t3cKs6C9GspAR8w1qXSzLiGRDIX159hwJ9Npu//ZziQhORvcofiMjkctSaqxmrfcMjADi/dweJp46TdPoE+XpJUEjUHrVCjYeTB1lFkkW0vhTbi3l558uo5Cq+uOsLFo1exO/jfmfF+BUo5AoGBg/k7X5vcynvEg+teYg397yJvkhf7ZzxhvIu9+282lXRs3qCtKIQPZV1ir92/isfDfkIEF10a0NGfCzFJhPbFn5V5jq3Km4Vfho/BgQNoJd/L1RyVbVxonaHnSXnljB2xVgeWfsIDqFipu/Pjn1GgaWA53s8X9dblJCQaKZY0zNQ+vqKyT2rQCaTEfj+HNQhIaTO/BvmmBjcR4++ibts/tyeQhTEONHCbMg6D4CLs/ijMOpNTbmrCthycjBu3kxWciJyhRIvk5mz+Xqscjk9x4wHnyhIPYyPt1grMjs5kezkRE5v20TXkWPQBYm1PVVrZtLl0HS63z226sWy4yA7FqXxDMED9FgNFq68/neKTp8hafJjpDz7HILZjPvoUaLI0EXg3H8YxbGxOApbTi23W41ud9+Dq86brd99icNup7jQxM7FCwmN7kqHQXfe0Nw+rcLIz87CUlS736+lqJDMhEv4t25ToS0gMgrfsNbEHzuMUqUmrHO3GtYOReWsYf+yX1j+77dZ9t5b/P7um/W6D4nbF1+Nr2QRvQH0RXqsDitTOk1hcMhgZDIZKrmqzHVWJpMxqd0k1t6/lmnR01iXsI75x+dXO2eCIQGtSouPxocAbQCezp712pu/1p+JURP5cNCHPN/jeaJ9olHIFGUZfWvCkJkBMhnxxw4Te2gfC88s5GTMPsaF3oNCrsBF5UJP/57su7Kv0vEx+hgeXvsw7x96HyelEwXWggoi/FjGMVbEruCxTo8R5RVVr/uUkJBoftjS02oV66lwdSV43jwcZjGczX30qMbeWovi9ivfUkr4QPE1cQ/4dcC3xBCaERdfFkLaHDj+7j+4dOYE8gH98XR1I/xSKrnhAfj4BRDcoRP4zIazq3Da9R4efv5kJSWQeu4MahcN/Sc8fHWi07+Lr/kZ4FaFb/qfz4viPLQ/LkFO+L8ym4wPPsJ8WjxdLjp6FORyXPr0KRui7dsP/YKvKNi5UzrlaSLUzhrunPIkf372ASc2rcVV543VXET/Bx6ud0mFUnQhrQDQp6YQ2Fa0WhxY8StmUwFDH5teoX/sof3YLMVE9a/8nyiq30CykhII7dINlXP15TQUShVTP/6C/Bw9guAg7tB+jq5dRX5ONm46nxu6L4nbBx+Nj2QRvQazzcxvF37jwfYP4qRwqrF/qYgvdXOuCje1Gy/2fJHjmcdJya++fnC8IZ4IjwgGhQyC+pUqBkAuk/NO/3fKvtcoNUR5RXEq+1StxhsyM4jo0Rtjdharv/mEP7onMn5vEN39fKDEYWNg8EA+PvIx6aZ0ArTlHzqf3/48doedj4Z8hEahYea2maSZ0vB18cUhOLALdt498C6B2kCe7vJ0/W9UosVTKkLkNXzuSbQMBLud4rhLaHrULvmYc7soQubPpzguDlVgYCPvrmVx+1pEvcLBoxUk7ALA0wecLTbSm1G5iNRTJ9iTeonLOndSzsfgbnMQqHQmqt8dDJn+jCgy/DpAj8fh7Ap8QsO5dOwQiSeP0e/+hyqPD4zfUfWCeUmihfjUb9B2BF5TpuE2ehS2rCycosSTXOfO0SiuKQni0rsXSn9/DH+uaeC7l6gLbfveQXjXHuz9dTExu7ah1mgIbHvjSTECItoiVyjYs/RHbFYrgsPB8Q1/cmrLBhz2ikmEYnZt4//ZO8/AKMquDV+zLdnNbnpPSIWQ0CH0Dop0FbCAICr23l9718+C7bW+YkFRbDQBkSYdBELoBEIIJb33bC/z/ZgkEBMggRQCe/3J7szzzJxZlp05zznnPp4BQXV6g1bTceAQZHIFHc/iqP4bdz9/QjrGERrbmdiqfqLOli5OGoOf2o9CgzMiWs2iY4uYnTib1adWN2h8Qx3RagI0AedUKRZFkROlJ4j0iOT+7vdzf4/7G3TchtLTvycHCg5gsJ47i0MURcrz89D5+3OgpwkqzVy/OxxBhMKTp1OHBwUPAqiTnltgKCBXn8usLrMYEzGGIK30cJmtzya5OJkhvw7h3rX3klqaynN9n0Oj1ODkyiXriSfJfNSZmn25ULlhA7b8/EYFYLRDBuNzx+3NZ1Qb5cp1RAVBioqmbQOHAxedEQ+TmYLszNa2DIDSvFyWvv8mrlYbCrsDEFHnFaDt04eJjz9HRI/404N9Y8BuwS8oEJvZXNX+4l8puLqqFZiDC+DIn7V6qALgsENFVT82qx5iJ0i57W+8id9jj9Hum69RhofhPrp2SoEgl+M+fjyVmzdjK6nbQsRJyyAIAiNn3YfdZuV44k7CunRHrrj4hAedjy+j73uU9EMHWPnZB+SnncRQVorVZKQg/VStsRmHD5KedIBOQ0eeNRLrFRjMPV/MJW7w8Ebb4h8RhdLF1emIOmkUvhopIir++zfvCkQURRamLARgY8bGBs1prCPqr/EnT5931s/7r5N/UWAsoF9QvwYdr7GMCh+F0WY87/XpS0uwWS0sL/qbtZaduPWJAYOkoHtm26hoz2gCNAFsy67tiB4plmryq/uAVter5lTm8Pm+zym3lLMrdxcj2o1gRNjFlUg4advYK/VUbtmCOfno+Qc7aRMUz5+PIigI3VUjW9uUNs+V64iCJFhkKIKCZARjIT5KB+VmU4Pr4ZoD0eHAWFnBkndexW42M8Ao4l8h2eOWX4SmT++6k3RSulBIiA8yuZyr73qgdo9QUQRDlYpg6lr4bbrkgJ+JvgCqFAyRq6DDNdJLrRu+992L0t+f6FWr8Jl1R53Te066Hmw2Sn/77eIu3slF4RUYTJ9rbwAgvFvT9arrNHQkw2bMImXHVpZ/+H812890CM0GPSs//xDPgEDiJ1x/zuO5eXpdUMqwTC4nKCaWrOSkRs91cuXi6+qL1WGl3FLe2qa0OvsL9pNamoqPqw/bsrZhsVvOO6fQWIiAgJerV4POEaAJwGQ31ft5G6wGPkz8kE4+nRgfOb7R9jeEXgG9CNAEsPLkynOOq1bKPS5m8fGIj7nj/jfo0G8gnYddRWVJcU1LLEEQGBQyiO3Z27E6JEfVardypEhyRKsVf7UqLTqljo0ZG9mYsZH7u9/PO0Pe4fWBrzfLdTppO+j/2QZWK7b8fERrw9scObk0Ee12DAm7cB83FqEJFvyvdK5wR7S6TnQLGIoI8FODAHlHk+sMTf5nMwvefLHZV9XnPfMIX9w5jdK8HHqlZhI6aTLRCjVuZiueBhNuA+rpAVoV7QwP0fHANz8TGtel9n6LHuxm6HoTjHgRNL6w9aPaY8qzpL8DHoIJH4Fr3bTeszkPLh064DZsKMXzfqypg3DSOvS7/kaGz7ybTkObdgW+98TJ9J44mbL8PLyDQ9H6+LJj0S/MfeJ+LCYj6+d+RWVxEeMeegqVq7pJz30mIR07UZB+CrOh+UTFHA47i95+hW8fvZv1c7/CWvWdFh0OirLOXfvmpPGIoojoqKs02lT4aZy9RKtZdGwRGoWGZ/s+i8FmIDEv8bxzCo2FeLl6NbjtSICbpEEw99Bcvtz/Za19Xx34inxjPs/3ex65TN74C2gAMkHGmIgxbM3aes703KzMVAD6xg5jZNhIXN20XPvE83QaKkU48k/VTs+ttFZysOAgBwsOMuS3Ifx45Eci3CNwU55uwxCkDWJP/h7kgpzpcdMZHzX+goWYnFw+VG7aJL0QRax5Z09bd9I2sBUWgt2Oql271jblsuDKduW9wsEzTKoT1RcQEB0P+4vI272Ldj1qR5SO7dhG+sF96EtL0Hp5N4s5FcWFFKafIqJ7LzrYZCj3HsPjuusI2refYRs3ogwPQxUZWXeiu+SICpW5uGjq6U1UaKOALQAAIABJREFUXR8VNQx6zpDSkte/ATkHIKibtK+8Ki23640QfG410/rwvesu0m6dSdnSZXjdfFOj5ztpGhQqFfHjr2uWYw+95XZUajXewaGk7tpB8rZNGCvK+fPjdzm5N5H+U6bVCBo1F6FxnUEUyU5JJrxbD7KTjxDcMQ6ZvOkealN2bOPUvt2ExnVh7+o/ObV/D+MfeZrUxB3sWPQrnYaMwD8yGrvNht1mxW6V/jqq39ts2K1WbBYL+rJS9KXF6EtL6DNxCgNvvKXJ7LxcWPftl2QfS+aWNz9AUY8MftrBfbh5eNb0l20s1SmlBcYC2nu1vxhT2zQVlgpWnVzF+KjxDAyR+kOnFKcwMHhgvePTy9N5bstzmO1mfNQ+DT5PgKbKEU2ai0JQcFeXu1DKlZwqO8W8w/O4Nvpauvt1v/gL+hd2m43CjDSsJiPd3Tvzg2gjpSSFHv5172elpQWs3vobGmBq39tr7atuG5Wdkkzqrh0YKysYct+9yAU5K0+uZFPmJvRWaSFsQFDtheEgtyBSSlLo7te9RlXYyeWL8cAB5F5e53RITIcPU77iLxSBgdhyc7FmZ6MKDa01Rv/PP7h26YLc/cL7fjtpOWw50vNyQxRznZyfK9sRBSk99/AysJnw690RYe82io+l1BmWnyatjhZnZTabI5qbKp23/5SpGO5/CJeBA1EGBaGKiABAN3x4/VFJbZUKbkWu9DdrDwT3lBxOkNKPATRVDxN97oKtH8O2j+GG76Rt5dnSX/eQC7Jd3bs3LnFxlPz8M5433XjRaq1OLj0EmaxGiTk0rgs9x0xk04/fcnJvIgFRHeg/+eZmtyGofUcEmYyUHdvYvuBnclKP0ufaKQydXjdl/EIQRZGdS37HO6QdN778FpmHD7Hy8w/5+cUnAaln6+GtGzm8ZUPNHEGQIVcqkSsUyBSKmtcKpQqNhydB7TtSnJ3J7hV/0HvipGaNGF+qiKJY72+C2aAnadM6bBYzO5f8zqCbpteZ9+d/38MvLIKbXv6/OvMbQrUTVWwqvqD5lwt/nfgLk93EjTE34q5yx9PFk/SKs/cI/mzfZzXqs/92uM5FtbKsQ3RgES0kFyfTxbcL7+56F1e5K4/HP35xF3IGoiiya9kijifuJP/kcWxWKdXY1d2dsPZqtn31NVH3vYJKoyErOYmMpAOkHthNaUYmGkDw0xHjX1tYTa3V4R8ZzfaFP5++pugOdPPrxq9Hf0UmyPhq1Fd8vu9zrgq7qtbcIDdpUXhI6CUkve+kWXBYLKTfeRfaoUMJ+eD9esfYiorIeOgh5J6ehLw/m7QZt2LNzq41xnjwEOmz7sRz6s0EvfpqC1ju5GKx5krP2kqnI9okOB3RiMGwbz4AqpAwNI6tlObW/qGwGA2U5korIMVZGYR16dYspuQeP4ZMLkebV0h5dg7+T0oPv9VRUO2Is6RbKlwkJ7MiG7J2w9cjYcYiaH+1tF9f7YhWiU2oPaHPLPjnUxjxgqQgXJ4l1YZqGr7yfSaCIOA1bSq5L7+Ccc8eNPHx55/kpM3i5umFm6cXA2+czvq5/2Pcw082iTjS+VC6uhIQGc2hDWuQK5WEde3BruWLiege3yT/L7OOJFGYforR9z+GTCYnrEt3Zs7+jHXffEH2sWRufvUd5EoVouhAXuV0yhqQYpidcoRfXnqaw5s30OOacRdtZ1ti94qlJP65mJGz7qM4K5Oeo8ejUksKoke3b8FmMRMY3YGdi3/DOySUuCp1ZICKwgJMFeVkHz2M1WQ6b8uf+nBTSFkiBtuV2+tYFEUWpCwgzjuOTj6dAAjThZFeXr8jeqL0BKtOrqp5X53e3BB81D4ICIhVfVn2F+ynyFTE1qytPN376QaLHtWHw25HX1qCzkc6Rubhg2z5+XsCotrT/ZqxBEbHIFco+euz9xm5xx8TaXz/5APYLBZE0YGgkJPraaQozs7kkbMYPaD+7J0bX3qLxOVL0Hp5k3ZwH9t+nUf/2wexl71Mi53GwOCB9UaSQ7TSQu7Q0KEXfI1O2gb6rVtxVFRgy88HpLpBh9GIXCv1dBetVrIefQx7UTHh8+fj0l7qrV0dTaum+PvvAXCUN66G3VZQgOnIEeTePqi7dL7Iq3HSGJyOaNPidESr60QB3PzQqTWUV1bUGpKfdrLmdXPWiOWmpuDbLpzy+T8jc3dHd7XkSLqPH4+gUNTq31kHXZAUES08Jr3POXDaEa2JiJ4Rye3/AOz4H6x7DbL3Qmm6lKYsu/CyYY8JEyj48CMKPv2MsLnfOaOiVwDh3Xpwx0f/a9FzhsR2Jvf4MfpPnkr8uOv48dlHWfn5B8yc/Rlqre78BzgHhzauRaVW03HA6d8FtVbHhMeeOWtUryEEdYjFLzySw1vWX1GOaGriTjb99C2IsOz9twBQqlT0GncdRZnp7Fj0Gz6hYdz08tssfvdVVn3+IeFde6Bxl9Ia805IdXx2m42MIweJ6tmn0TZU1/Cdr53H5UxSURJHS47yYr8Xa77DYe5h7M7bXe/4NWlrALgm/BrWpK1pVGquUqbEV+1LkakITxdPEnITmH9kPtEe0UyLm3b+A5yDdd99yaENa5n87GuEd+vB3tV/4qrVcfNr76JUne6Jeo3lYRYt/JSTcSJTrP3R+fuzRX6I38tX0iWwO+8Pe79OT9AzcXXTMnjqrQDEDBjMD089iMvqE9w86UYe6P7AWedN6jCJIG0QMV4xF3WdTi59yv+SxLBsxVKmRfHcuRR9+x3tN6xH5upK3ttvY0hMJHj2ezWOotzHp1ZE1FZYSPkqacHHXnZ+R9SwezcV69aj37YN81FJgVfu6UnMju1Nem1Ozo0tJxfB1RWZhzP9vim4ssWKQHK+PMOl1xpfPP0C0OPArj8thlIt5a719qG4mdq7iA4HucePoc3OpXLTJnzuvBOZi3RjlWvd8JwyGeFcTqIuUGq/UlrlKBecIbhUXSPq5lt7fI9b4PBSyQkFsFzcg5pMo8H3wQcx7NiBfvPmizqWEydno+tVo4kffx19rp2M0tWV8Y88jaGslL/nfHZRYmJmg4GjO7bSceBQlC51I28Xs7AiCAJRvfqSm5qC2XD5O0T60hJWfDKbpbPfwCc0jJmzP6X/lGl4B4dydPtW0g7u45eXnsZuszL2wSdQuroy8IZbcNjtNc4nQN7J4wgyGQqlirT9ey/IFrVCSoW+kh3RFSdW4Cp3ZVzU6UWQMF0YufpczHZznfEJuQnEescyNlLqkefr2rgoZpA2iFjvWPoE9mFDxgYyKzN5pu8zDRY8qo+izHQOrlsDCPwx+w0WvPECqbt20GXEqFpOKEDckBG43zacPZpThEwdxWduK/hFv5IZXW9j7pi553RC/43G3YNR9zxMSUYGHdeb+fH+e8hOqStoCODh4sHoiNEXfI1O2gYOo5GK9esBsBdJC/36hATsJSXot2+n5LffKfn5F7zvnIXHxIk185TBwVizT0dEzanHwW5H5uFRJ2X3TOwVFWQ/+xxp02dQ8uOPyL288HvyCTxumIK9tNQpEtnCWPPyUAYGOoMtTYTTEQWIrKrncPPBKyIKm1xG6d7TDz2nDuxFrXMnrHM3irMyMBv0bPrpuxr596agvLAAi9GA5ngafo89hu+99zTuANUR0dI06X3+kdP7DEUgU4LLvwrhBz0CKq2klAvgH3fhF1CF1803oQoPJ2/2bESb7aKP58TJv/EJacfwmXfXtCgKiGrPoJtvJWXnNo6cUbvZWBL/XIzNbKb71Q1vUN0Ywrp0R3Q4yDxysFmOf6mQtGkdcx+/j2M7tzHghmlMf+tDfNuFM+im6cQNGUF2yhEWv/0KWm8fpr/1IQFRkoCQf6T0N+/4sZpj5Z9MxTc0jJC4zpw6cGGOqFwmx1XuekWn5h4rPUYHrw7oVKczBsLcwxARyayovbhqspnYl7+PvoF96RfUj57+PYkPaFypxSsDXuH/Bv8f0+OmMyVgPM9UTkbYkU7SpnWkHdxHcXZmoxeNtvzyA0pXV2a8/RFxg4dhLC+j87Cr6Xv9jfWOH9ZuGAgw468ZZFRk8MmIT3iqz1MX5Ay3792PLiNGkX5oPyZ9JXtXLa8zxuGwY7NYMFaUs+WXH1q1DZyT5sGaJ6XhVm7ajGgwoOndG3tpKaLViilJamdW9NUcct98E7chQ/B/4ola85VBQVgyT2fVWavSdDW9e2PNyan3/4R++3ZOXHsdZcuX43P/fcTs3EH493PxvftuND17AmArLGqW63VSP7acHBRBzrTcpsKZmgvQYzqUZYJ7CL5du8I/GyjYnYDP4MEk/7OZE7sTGHTTDASZjMNbNrDy8w85nriTjKQDTH19dr1Kj+ei+sfmzNWU4qqUXx0CXjOm1zvvnOiCoDIPiqvSiAtTwGEHmRz0hVLt579Xb7yj4KkUULlB71ngevFpBoJKhd9TT5L18COULlrsVNB10iL0njiJw5vXk7Tp75r2Cw1FFEUykg6Q+OcSYgYMqXGMmprgmFgUShXpB/cTHd+vWc7R2hzZtolVX3xEaKcujLr7IbyDa6tDxg4cyvaFv9Cuc1cmPv5sLZVvF40Gr+BQcqsionknUsk+lkz73gPwbRfGpp++o7ywAHffhtcrVqNRaq7oiGh6eTq9AmorwYfpwmr2RXtG12zfV7APq8NK36C+6FQ65o2d1+jznZmaajEeY+vmeeRROw148NSZ9JvUsPtD5pFDHE/cyeCpM/ELj+Saex8575zuft1ZOHEhS44tYVrctJr6zQtl5Kz7iOrZh1MH9pC0aR3GygrUWh0lOVkkbVpH0ub14HDQ7eqxJPyxAENZKaPve/Sizunk0qFy2zYy7rqbyD/+oHzlSuQ+PujGjMGQmIjpaIoUGVUqMe7bhyo8nJD3ZyP8S81d07cvFWvWYNi9G018PNZsqW2eplcvKtetw15cjMJHSoN3GI3kv/8BJfPno4qMJOKXn1F3q62DIK8aay8qhNCL+347aTjWvDzc+vdvbTMuGy4oIipIzBEE4ZAgCGsFQQgWBCFKEITdgiCkCoLwQlMb2qyED4SZS0GuxKejFBUsOHyYyuIi1n37JYHtY+h7/Y3EDRmOzseP44k7CYntRN6JVLbMn9vo0/3z+0988/CdFJxRe1qYfgqAoOEjaordG4VvBxAdkLETZAqwmU5HRw3FtdNyz0RV9SDoE332MY1Ed/XVqOPjKfj0U+yVzdfv0YmTamQyOaGdupJ7/Biiw8HJfbv569P3sZ2jebjocHB8dwK/vPQUC954AVeNG0Om3dZsNipUKkLiOnN0+xYqiy+/FWyb1cqarz4hJLYzU55/o44TCuAZGMRdn33D5OderbfVVGBUe3KPp7Dpp++Y/8ITKJQqeoweT3h3yYlKO3hhUVGNQoPedmX+FplsJnL1uYS7h9faHuYuOaKppam1ti9MWYir3LXRUdCzUV6Qj9rdg0d+XMSs/87hplfexis4lPSqxZ9dyxadc74oimyePxettw+9xl3bqHNHe0bzVJ+nLtoJBVCqXOjQbyDdrh6L3WplzgO3M+fBO/jusXtJ+GMhWi9vKkuKSVi2EEEm49CGtRzb5azdu1ww7tsHokjF32up3LQJ99GjUfhLi2L6rVsA8L3nHlSRkYR+8TnyeuoHPadMRu7lReGcOQBYs7NR+PmhigiveQ9g2LuXk9dPomT+fLxm3krk4kV1nFAARZVol63o8rufXKqINhu2/HxnRLQJudDU3HGAryiKXYD3gf8DXgTeAjoC1wqC0KlpTGxZvAKDUcsUnMzPYs1Xn2CzWBj74BPI5HLcff2Z+vp7DLppBpOfe42eYyeyZ+WyRt1sHA47B9evobwgn99efZbMI4cAKDx6BJXNjvegwec5wlmoFl1yWCGsSmo/v6qOxVBYW6iomREEgYD/PI29sJCcl17EuH9/i53byZVLUPsYLEYjRVkZbJz3DUe2bmTHol/qHbtx3td8NP16/njvdfSlJVx15wPc+ck3eAY0781lyLTbsBiNLPvg/y6qnvVSpCQ7E5vZTI9rxp0zS0Tn7XtWpeGAqA7oS4pJXL6YLiNGcfuHXxIY3QHfduG4eXmTsmMbhvKyRtt2JUdEMyoyEBEJ19V2RD1cPOjq25W/Tv5V811MyElg9anVzOo6q0bk6WIpK8jD3dcfpcoFr8Bg2nXqSljnruQdP8bOJb+zc8nv2M9RxnEs4R9yjh1l4I3T663dbmkCIqO54YU36XbVGELjujDkltu554u5THtjNm5e3tjMZvpNugn/yGjWfvUp+tKSOsfITE5i1/LFiA5HK1yBkwvBnCKVDBR/NxfRZMJ93Nia6GXl5i0gCHjfcQfRK//CJTq63mPI1Gq8Z96KftNmTEePYs3ORhkcjDI4GADLqTTyP/yItOkzcFgthH3/PYHPP49MXX/LL4VflSNaUNjUl+vkLBgSd4PDgWuMU5CsqbhQR7QzsA1AFMXVwFBgGPCXKIp24M+q920OmVxObHRHClRyTu7bTf+hV1P52hukz7oTh16Pu68f/adMReWqZuj0WfhHRrP6y48pL8ivOYbDbj/r8bOPHkFfWkK/fkNRK1UsfP0FDvzvM4rS03AzWXBp3+HCDHcPBp+quR1GSX8LqupEDUWnW7e0EOru3fGaMYOKlatIv/MuRIulRc/v5MojMFq6Mexc8jvFWRl4BgaRsHRhHWERURRJ/mcLAZHRjHvkaWZ9PEdynlSqZrcxIKo9g6fNJCf1aLMJn7UWRZmS6JlPu/DzjDw7HfoNpEO/gdz08v9xzT0P4+omZYcIgkB0fF9O7dvN3Mfvo7KkcT1B3ZRuV2yNaHWLlnCPuv8ukzpMIrU0lYOFB7E5bLyd8DYh2hBuLo0l+/kXcJjrChk1lvLCAjz8/GttC4yOwWzQY6qswGzQk330cL1zUxN38vfXn+MTGkbnYVfVO6Y1CO/WgxG33c24h56k73U3oPX2QSaTE1vVeiim/2DGPfQUFqOBrb/+WGvuwfVr+O2VZ9j803dnFT1yculhTpH6vDv0ehQBAah79apxRI379qGKjESuPf/ijdcttyDTaCia87UUEQ0OqnFEc156iaI5c/CYdD1Ry5bh1v/cJRwKbynAYCtyOqItRdnSpci02rO3U3TSaC7UET0BDBEEQSYIwlCgHeAmimK1dFc+UG9oQRCEewRBSBQEIbGgoOACT9+8dB93LTKHA1+rA90Hn2DafwD9jh1kPfV0rXEKpZIJjz2Dw+7gnwVSL9JNP33HnAfvOOsKb8qObcgFAY9vvqf3tj3oKvSsXb+SvIJctBYbqsiICzc8qsr3D+gM7qGnI6LVNaItTOCLLxD6+Wc4Kisx7NmDKIpYMjJwGI0tbouTyx/vYCn9LnnbJtw8vZj2+my0Xj6s/PwDLKbT37mKokL0JcV0GjqSuEHDWqT/6Zm07yPVlpzYs6tFz9vcFGVlIAgyvIIuPA3S3dePa594nnad66ahXTXrfm544U2sZhObfvwWkNKBF771EumHzp11oVFcWETUZrViNbdtRcpT5acA6kREAcZGjEWtULMgZQG/Hf2N1NJUXmQ8efc+QNnixTUP3xeKKIpUFOSj+7cj2l5aNBIEGTK5ghN7E+vMLUw/xbIP3kLn48fEJ55DJj9/v97WZsCUqVz31Iv4hUXgE9qOHqPHk7Txb4rOEKg58PdKfELDkMnlnNiTUGu+6HDw53/fY+3Xn7W06U7OgcNkwpKWhrJdOwDcx4xGkMlqajRxOFD36tmgY8k9PPCcNpXylSuxZkkRUZm7O3I/X2RaLaFffEHwW281qERLUKmQeXhgd4oVtQgOg4GK1avRjRmN7AJ6Wjupnwt1RJcAOcB+YAxQBvw7z6xeXWNRFOeIothbFMXefn6NF51oCbx792FYdil9CisIeOYZ2q9fh+8DD1C5YUMdiW2vwGBCOsZRkH6Kk3sTSVy+GH1JcU104EysJhOHt6wnCAXauE50XLKEm9//DJ1FclrdNW7ILiYqEzsB5C7g3wn8Y6WIqN0GptImq/9sLG4DBiAolRTN+ZoTY8ZyfNQ1HO0VT+pVV5N+zz0YEhMxnziB8eChVrHPyeWDIJMR038wap07k597DY2HJ2MffJzSvNwaxwUg55jUfy2oQ2yr2Onu649vWAQnLzdHNDMdz8CgRou3NRSZXE54tx70ufYGkrdtIv3QfrKPHiHtwF7+WTAfq9l01gXAC03N/fubz1nyzmsXa3qrkl6Rjo+rD1pV3QdbrUrLtdHXsuLECj7f+zkDgwcStee0GrztIheLDWWl2KyWOhFR75BQVGo1gR1iaNe5K6kJ22ulqdqsVtZ+8wUublpuePENfELaXZQdLYWLxq1moQmg7/U3oXR1YdtvUlS0vDCf3OPH6DR0JCGxnes44AlLF3L0n80c+HvVZZe635Yxpx4HhwOfO2eh6d0bz5tvBkCm1SJU/d5pejW8ptp75m2SkJHNhjI4GEEQiPz1V6L/WoFuZOMibQofH2eNaAtR8fffOAwGPK+/vrVNuay4IEdUFEW7KIr3i6LYFfgBOApUCIJQvUTgjxQVbZMIKhXd/lxB7Nq/8bnjdmQaDbqrpbQg/c6EOuM9A4Mozc1m/9+ragQ4clPrriQf3rIes15PeEEJLh074hoTgzY2lpGBkbQrKiMy5MJT2gCIHgHPZUhpun6xUHgM9FUPEq0QEQWpt6imb1/0//yD6HAQ8OKL+D70IOru3THu3kPxvB/Jff0NMu69F/EcwjJOnDSE8Y88zf1fz8c/IgqAdp270XvCJA78vYrjuxMQHQ5yjiUjVyrxC49oNTujevUh80gSicsX43CcPZW/LVGUmYFPaPM7DH2vvwGPgED+/vZLTu6THuSzkg8z54E7+OHph2qJwFVzoWJFRRlpkgBWG3YKTpWdqiNUdCa3dboNu2jHaDPyTN9nMCUl4dJBKvOw5V/cbby6ZMXdL6DWdplMztV3PcjQW26ny/CrKc3L4fhu6d5qs1pZ8MYLZB89zIjb7katc69z3LaCxt2D3hMm19S5pu7aAUCHvgOI6tWHwvRTFFQJFYoOB4l/LqmZaygrrfeYO5f8TuZh58JtS2I+JtWHavr2I/ynH3GJku4vgiAg95UW+TUNjIgCKAP88Zg0SXpdlZarDAlB7t7477rC1xdboTM1tyUo++MPlKGhqHv1Ov9gJw3movqICoIgB14H5gFrgfFV2yYCf1+8ea2HwssLmcvpJtkuMTHIPT0x7NxZZ6xXYDAWo5HMwwcJ794LV62OnHoc0aRN6/ALi8A9Kw9V+OkHA++hQ+maWYhXxyaI0CiqbPaLlZRzs6ok81vJEQXwumUarl27Ev79XLxnTMfvwQcJ+fAD3AYPxnTkCKakJOzFxVRu29ZqNjq5PJDJ5XWaTA+6+Vb8wiJY9eXHfHnPDHav+AP/yOiaPqStQZ+JU4iK78Omn77jt1efoyQn65wKv5c65YX5lOZm4xN6kYtpDUCpcmHkHfdSkp3J7hV/4BsWgUqtRq3TYTHomf/CE+xfu7KW83ihEdHK4iKsZlO9gjNthfSK9HM6ou3c23F/9/t5qs9TRKiCMB87hnb4MBAEbPkXFxEtL6x2RP3r7IsbPJzQuC7E9B+Mu18ACcsWIooimUcOkX30MFff9SCdhrT9Oqz4Cdejdvdgy8/fc+DvVfhFROEVFELc4OFoPDxZ+v6bGMrLKMpMx1RZQedhVwNwLGE7u1f8UasfaUVxIVt/nceBdata63KuSCzpaSCToWpXVwlc4e2N3McHZXjjfvt8H7gf93Hj0FykU6Pw9cHudESbHWtuLvrtO/C47joE2UW5Tk7+xQV/moIgbAV2A6nAHOBV4GngGLBMFMXLqgpfkMnQ9OmDPmFnndVxzyBpRcts0OMfHklg+xhyj9d1RPWlpXh7+SBALUdUN3w4glqNpnfvpjPYX2pDQ1qVc9dKqbkAuquuInLB7yhDateOucbFYs3IwFFRAUhF4E6cNDUKpZKxDz+F3WLBJzSMriOvod/1rdvf1lWr5bqnXmTsg09QlJHG908+wH9vncyqLz5uc0qaGYcP8u0jd+NwOAjv2r1FzhnVsw/t+wxAdDho36c/t3/wJbe++wkz3/uU0Lgu/P3N56z473uYDdJDvEahabRYkcNhR18qRaVKc7LPM/rSo7yogNLKYgqNhTWtWs7Gfd3vY3rcdEzJyWC3o+7RA7mPz0Wn5pblS2m+7r51HdFqZHI5vSdcT05KMllHD5N/8jgAMQMuUEH+EkPlqqb/5KlkHD5IUWY6fSZOBsDN04vrnnqRyuIiln3wFmkHpTrnHqPHA7Dh+6/YOO8bvnvsXpI2rZPaUu2RMgCKq/pPOmkZrJlZKAMDa9Jwz8Tj2on43HF7nQXQ86EMDCTkww/qbfPSGOQ+vs7U3BagbNlyEEU8rr+utU257LhglQ5RFP99lygALusOr26DB1Oxdi05L72EJfU43nfcgfvoa/AKDK4Z4xceic1qZef+37AYDajUmpp9FqMBuVlSj63uGwVSakbHhJ31/shdMH4dpb+ntkp/WzEiejZc4+JqXmt696Zi7d+Yjqbg2tEpi+2kafELi+D+r39CoXJp9ANDcyEIAp2GjqRdl24kLluMobyMpE1/4+EfwIAbprW2eQ3CbrOx7tsv0fn4csMLb+IZGNRi5x5x+z2YKiuIHTgMXVU/PaWLK1Oee42EpQvZ9vtP5J86wYx3PsZN6YbNYcNit6CSN6wO31BaiihKiwIludmEdurSbNfS1BjMlXz++O1YIz0ginNGRM/EVFWr79qlCwo/v4t2RIsy09F4eOKi0ZxzXJfho/hn4S/sWrYIpYsrOl8/1FrdRZ37UqLb1WPY89cfIAh0HDCkZntwTCxjHnicFf99j9zjx9B6eRMQ1R6tjy+VRYXEDBhCRUE+q774iP1rT7fZKcnJQhTFS+b2QxcjAAAgAElEQVS37HLHmpVVZyG9Gu/bmq/3dENQ+PvhqKzEVlxco6LrpGkRRZGypUtRx8ejatc26tXbEs74ciPwnDIZ9/HjKVu4CPOxY2Q9+ij5H36Eztu3JlTvFx5Ju05dEEUHaf9ScrQY9DhOnABAFVZ7hbpJnVAAFx14tIPcg9L7Fm7f0hBcYqscUYWC4A8+QK7TkfPyS4jnaH/jxMmFonRxvSQf3HTevoy4/R7GPfwUMf0GsWv5YowV5a1tVoNIXL6Yosx0hs+8u0WdUJAUdm9+9Z06damCTEa/STcx8bFnKcnJ4tS+3WiUkiPUmPTcM1vElOS2rYjor2v+h8os4JJSiotFhkeJjKRN6847z3joIAo/P5QBASj8fM9ZI6pPSCD9nntwnKM1V3bKEYJjzl9yonR1pefoCZzYnUDagb34R9Tfh7GtolAqufGl/+PGF9+qo/4bO3AoA2+cjt1qJSSuC4Ig4B8eCcCQqTOZ9sZsxjzwOGX5eeSmpqBSq7EYDWetIXXS9FgzM1GG1k3LvRTQDh0KQPnKla1sSduh+MefyHnl1QaPNx06hOX4cWc0tJlwOqKNQFAoCH7vXcJ/+ZkO27biedNNFM2ZQ/aDD+Hh64erVofW24eQ2M64aNw4nni6ntRmteJwOHCkSWq6svOsEDcJfh2pETPWXHorZQp/P+Te3rh06IAywJ+A55/DtP8AJb/+2tqmOXHS4giCwIAbb8FqNrF7xR+tbc55yTuRyj8L5tNxwBCie5+7311rEN27H65aHam7dqBRVDmijUjPrXFEhbaVmltsKmbfP39jF0QUDhntM7Vkr9vO6i//S0XxuWvJTIeScO3aFQCFv/85I6JlS5ei37wF4549dfaJDgeGslJKc3MIjomrZ3Zdeowej0LlgqmyokZs7HLCwz8AD/+Aevf1nzKV4TPvos+1UwDoNfY6hs6YhWdgEIJMRudhVzHr4zmMuP0eRtx+LwAlzvTcFsFhsWDLzz9rRLS1ce3YEZeOHSlbtqy1TWkzlC5eTNnixXUEMkWbjYLPP8d4KKnW9rI/liK4uOA+ZkxLmnnF4HREG4kgl6Pp2ROZqytBr79G4OuvYdi5Ex+Dhcge8ZKKmkJBRI94TuzZVaOIWS04oLA78L7jjpYx1q9qJdrVA+StJ8xyNgRBwPe++/CZJX0e7hMm4DZoEAUffoQ1N7eVrXPipOXxbRdOTL9B7F21HGNlRWubc1asFjN/ffYBGg9PrrrrgUsy0iyTy4mO78uJvbtQyyQRN7214cq5lcVS3VWhzkxG+sX102wpSiuKeP67e/DPEnCLDaPQ3Ux0oQfFGRmIooPDm9afda69shLLyZO4dukMIKXmFhWdNUPFmCgJ4VVu2VJn37IP/4/5LzwB0GBHVOPuQZcRowDwj7y8IqLnQxAE4sdfT0DVdYd361FTS1qNi0ZDr7HX0q6TtFBQnON0RFsCa5b0OStDL01HFKQ6VdP+A1gyJVtFm42s//yH0sVLzjPzysNhNGJOSUG0WjGfOK2wLtpsZD39NIWffkbJzz+f3m6xUL5iBbqrrkKuu3zKBS4lnI7oReJ1003oRo+m87F0hnSJJ++dd7FXVBDdux/G8rKaNi4WoxEAz0GDCXjmPy1jXLVg0SVYH1qN98xb8Zg4EZBuxoGvvoJot5P75putbJkTJ61D/ylTsRiN7LmEo6Jbfv6e4qwMRt//2CVdyxcV3xezXo8jR0p1bkxEVF9ShIhInrcZfX4BVuvZU1Bbm8riIha8+SJf33MbHTaZcBPUjL/hXkp9RTxLZJTm5gBwaMPas7aiMSUdBlFEXR0R9fMDh6OOEErF+vUUfjUHS1oaAGVbtrB5/lySt23CYjKSd/I4qbt2UF6Qj0yuICCqfYOvo1ffgUQr1AQFtGyad1tC5+uLXKmkxOmINjmiw8HJG2+ieN6PNdusWVI2hOoSjYgCuA2R6o4Nu6Te1AWffkb5suUUzZnTpltPNQempCSoWlwzJx8BTjuhFStXIffwwHTkCCULFlD41RzK167FXlrqTMttRi5YrMjJaTTxvSj/809yXn4Ze0EhlVu3EPHzz8jkco4n7iQ4Jg5zVc2Xyq0FUnKr8at2RC+9+tCzoWrXDr+HHyJ/9vuUr12L+6hRrW2SEyctil9YBDH9B5OwdCF+4ZHE9L+01ENPHdjL3pXL6Tl2IhHdGt47rzXwCZVq8cVSyQFtTI1oeVEhRhcH9gAN8lMCu5I2MbDHpfl7tG/tX6Qd2sfhiDKuGXkLN428G7lCwch+15N+YhUiDqJ79+N44k6yjiTVK7xkOiTpCbh2kfYp/PwAsBUUoPSXVG8rN28m8+FHah7kdKNGcSRxOweWLZLmKFVoPD1RuLjQ86qxWI0GFKqGiUMBWJb/RcfdhzAsWYrbIw8DYEhMRO7hUdPb9EpHJpPjHRRSb7/chmA2GNg472uGzph1SS8itQaWtDRMBw9iSk5G07cPrrGxWDMzAS7Z1FwAl/btkbm7Y9yzG4WfH0Vz5qAMCcFy6hTmo0dxjW2C1oCXCcb9B6QXSiWmw0dwHz++xgn1f/pp7KUlFH3/AwUffoS9pERq2xMVhdvAga1r+GWMMyLaBFQ3t7UXFOLatSuW1OMIObmExHauadJtrqo3cmnJ5tx+Veqzl3BEtD68b7sNl7g48t54E3vFpZue6MRJc3HNvY8QGB3Dn/99j+R/NmOzWjm4fk2rp+taTSbWzvkU7+BQhtxye6va0hCq+1c6GumIGsrLyM88hd7VRv8q5zPxwNnTWlubQwe2UawzM2zGnUy75n7kCmmN+ep+k2rGDLjhFlRqNYc2rq33GMaDh1CGhKDw8gJAVSXOYjl1qmZ/5mOP49IxBtfu3ZC5ueF920zy3d3QaNy4+ZV36DLyGkSHSPy46+mQmkbkqg0NvgbRZqPszz8BKF24ENFmQ7RayXjwIbKfebbRn0ljsZw6RcZ992NITGz2c10sIXFdyEo+fEG9h7OSkzi0YS1p++vW9l7pmJIOA5IeSPYzz+KwWDAfP46gVKIIqL++91JAkMnQ9OxJ5bZtZD/zDC7town/cR7I5ZT/5RQxOhPj/v0oQ0NxjYvDlJxM6aLFVU7oU/jcOUvq5mC1Yi8pQR0fj3boUMJ/+hFB4YzbNRdOR7QJcGnfHplOB4JAwHPSDdO4ZzfR8f0oykynNDcHY4mkcOeiu7ieUY0zTAcBXU87pG0EQaEg6PXXsBUWUvDRx61tjhMnLY6LRsOU518jOCaWvz55n4Vvvsiarz7h91efRV9a0uTnEx0O/lkwn43zvsZus9U/RhTZ8ssPlBfkM+qeh1CqXJrcjqZGqXLBzdMLS3EZcO7UXIfdzqafvuOHpx7ky7unU3j8OKVaK53b98augIzjR1rK7AYjiiJWixl9Wg75Xmamxk6ttd8zMBgXNzcUShV+4RHEDhzG0R1bMeRkkzJiJNu+/ISizAxAUoasFioCcOnQAUGtxrhvP5aMDDLuuw+Fpyft/vc/wr79lojffkURE0OhTkOIzpPQTl24atZ93PPFXAZPvRXjoSTMycnYKysbdC36bduwFxXhMWkStvx8KrdsQZ+QgKOsDNPhw5iOHm26D+5fGA8c4NS0W6jcuJHMRx695DUKwrv1xGYxk5PS+O9kRZEkWNXWlKBbAlNSEoJKRcjs9zAfPUrhJ59QsXo1boMHI/xL7fhSQ907Hlt2Dg69npCPPkIZHIymbx8qN2xAn5BAwWeft7aJrY5Dr6dy61bcBvTHNTYW06FDFP/wAy6xsXjPmgWc0c0BCP34I9r970tnW5xmxumINgGCXI52+HC0w4ej7tkThZ8fht17iI7vC8Dx3QlYyqSHRxePFoyIAty1Fka+3LLnbALUXbvifesMSn75BcPeva1tjhMnLY5KrWHyc68REteJrOQkYvoPpjQ/lyXvvo7VbGqSc4iiyJFtm1j41ktsX/gLu1cs5c+P36lTV2Q1m/jr0/fZu2o5PUaPJzSu7fTUdPcPwFQsLQSeKyKafSyZxOWLUWncGHTzrYTfO4l/uhYRrAtBFeiNkFdJofHcqrMtzdZf5/HJrVPAaqfMT8BV4VprvyAItOvUlYDoDshkcrqMGIXNbObwyj+pLMxnx8Y1rPnqE6zFxVgzM1FXCRWBtCCo7toVw65dZNx7H6LNRrtvvkbp749cq8Xi7cmKLz/CJpcRUCl9H23FxWT95z+ULVtWE0k1Jyc36FrKli5D7uFB4EsvIvPwoGLVairWrkVQqxGUSsoWL26aD+1fVG7aRNpttyPTagn98gtEk4nMRx89Z1ua1qZdp64IMhlpB/c1em5llXJydd2wk9OYkpJwiY1Fd/XVeEyZTNE332LLz8fjuku/PtBt4EAQBAJffhmX9lJdtnbQIMzHjpH3xhsUfvYZtpKmX8RsS5SvWYtoMOAxaRJet0xDdDiwnDiB1/RbagT3VOFhCBoNLnFxNeUJTpoXpyPaRAS/9y6hX3yOIAioe/XCuGcPnoFB+ISGcWLPTsxl0oq8S1XaU4uhVIO8baYU+D3yCIrAQHJffgXxEn4ocOKkuVC5qpn87KtMeuYVxj/6NBMe/Q95J1PZ9NPciz626HCw8Yev+euT2ZTkZjNsxiyGTr+D1F07SNmxtWacxWTkt1efI/mfzQyeOpORd9x30eduSTz8AjAUFqNRaFiTtga7o34V2JwUyWG67qkX6D/5Zkr9REQZBGmDCImOxbtcxc6snfXObS1Sd+2oee0Irr/eb8wDT3D90y8BENg+Bp/QMI7s2Um5qxTRzk45wtE/lwLg2qVrrbnqHj0wJydjOXGC4HfexiXqdFuVhD8WkHZgL3HuvngcO4Fx/35OTp5C+bLl5H/8MWKVQJ/p8PmjdvaKCirWrcN9/HhkGg26ESOo2LCBitVr0A4dinbkSMqWLW/y+4B+x04yHngQl8hIIn75Gd2IEQS9/Tam/Qc4MW78JdsSw0WjITgmluR/Nte7KHVybyJFWRn1zq2oEp9yRkRrIzocmA4fxrVzJwACnnsOZXAwMnd3tCOGt65xDUDduTMxO3fgOfl0Or5mwAAAzMdSATAdONAqtl0qlC1ZgjI8DHXPnrjGxhLy0YfoRo3CY8KEmjGCXI7fgw/ie3/bus+1ZZyOaBMhCELNioomvhfW7GzMJ04SHd+XjMOHKC+S+rG5erWtes3WRObmRuBLL2E+doziefNa2xwnTloFpYsrUb36IJPJiY7vR8/REziwdiX5p05c8DFtFgt//vc99qxcRq+x13L3p9/Se+Jk4idcj39ENGu++pQ/Zr/B1l9/5K9P3yfvZCrXPvk8/SbddEm2ajkXHv4BVBQV8Ez8f0jITeDn5J/rHZedcgTPwCA07lL5RK4+F3eVO25KNzp06IHSLmNn6uaWNP28CIKA1tuH3Hg3tN7131tcNBpctdqa8V2GX01+QR45XtI2rY8v+7dtBKh5CK9G3bNH1fbOaIcPr9kuiiLHdycQ0SOe/kNGIhYUcmr6DCk7aORIbNmno22mI+d3RCtWr0Y0m2uUKXXXXIOjvByH0YjvfffiOXkS9pISKjZubNDn0lD027eDIBA2bx4KX0nUz330NQTPno3g6kLeu++dtX1NazPghlsoy8tl8/zai1LlhfksfudVfnjyQTb99F1NC7lqqnvJtqXeuC2BNT0dR2Ul6s5SVoBcqyXsu28J+3oOMpdLvwwBQO5eO+PONS4OuadnzXvDvsZH0C8XLJmZGBIS8Jw0qeYephs+nNBPP0GmVtca63PnLNyvuaY1zLwicTqizYBuzBhQKin55Reie/dDdDg4cUxabW/xiGgbRzdyBG6DBlE878c6zYedOLkSGXjjdFw0GnZVKZU2Fn1pCYvefpmUHVsZNmMWw2+7G0Em3QpkMjnjHn6KyB7xlObmkLB0AccTdzJgylQ69BnQlJfRYrj7BSA6HFzlPZh+Qf34/tD3WO3/amQuimSnJBPc4bS6ZHZlNsHaYAC8gyTFzKMn9l5S7RBKCnIobifnaIwRH3XDFjnjhowAINtTi5sDuo0cTW5pEbaoyDp98jTx8bh0aI//k0/UWoAoTD9FRWEBUb36ou4pKSe7DRpI5KKFtSIyLh07NsgRLftjKaqIiJoaVbfBg9CNGUPIhx/iGheH26BBKPz8KGvivoi2wgIUPj7ItW61tntMnIDfQw9jLyqqaYlxqRHetQfx469j3+oVnNx7WmDpxB7pdYe+A0hcvpil77+FxWTEajFTnJ1JZVWNqLGiHJO+YfW7VwLGpCRAWnSpRhURgbp799Yy6aIRZDK0V1+Fa9euuHSKw3gFO6JlfywFQWgTadZXGm0zZ/MSR+nvj/uYMZQtXkzUww8jVygoqyhDbneg8GhBsaLLBK/p08l84AEqNmxwrlI5ueJx1WoJ796LzCOHEEWxwRHK47sT2Pbbj5QX5GOzWhj3yNPEDRpWZ5xPaDsmPPYMADarlYqiAjzbcF9HDz9J7bK8II+ZnWby4LoHWZ22mglRp9OxygvyMJSVEtxREqr4/ejvbM/eztjIsQB4BkrXbyuqIK08jQiPiJa9iHowGww4zFYOmY+Rb7DSL7Bfg+a5eXrhr1KTbzGi05uIGzKCfxbMJyckgK7/Git3dydq+fI6xzieKKUoR8f3Re3pRfTqVSjbtUOQyWocU5lGg9vgqkVEh6NmsePfWDKzMCQm4vfYozXfZZlKRejHH9WMERQKPK6/jqLv5mIrKGiy2i1bYWFNJPTfaIcNRdBoKF+5Crf+/ZvkfE3N4Km3kXZgH6v/919mzv4MjbsHJ/fuwiMgkAmPP8u+NSvYMHcOv778H1RqDTnHJMEnd78AygvyKM3JJrB92xIzbC5MSYcRVKqa+srLhaBXX0V0OMh/5x3K/liKw2JB1oiWSpcDosNB2ZIluA0YgDLo3Pcyi8mI0sW1zWX+tGWcEdFmwnvGdBx6PRXLluHhHwiAwuFAVpUi5aThaIcNRRkcTNGcrxHtdkS7Hf2OnZT88guiw9Ha5jlx0uKExHaisriIisKCBs9J+GMB+tISouL7MvO9T+t1Qv+NQqnEKzC4Td+UdVWORkVxEYNDBhPhHsFPh3+qFdmsVo71ateON3e8yRs73mBA8ACe6/ecdAxvX2QKBTqDgu052+ucw+aw1YmyNjcVVeUeFa4W9FY9vuqG94sOrhJG1lUa0JjMeFUayXSYGzz/+J4EAtvH4OZZ1eolPLzG0VT4+KAMD0MVGSn1XrRasRWeXeSp/E/J0fWYOPGc5/SYNBns9iat27QXnN0RlanV6IYPp2LNGsSzKEm3NgqVinEPP4WpsoK1cz7FYjKSfugAUT37IAgCPUdPYNKzr1CWn0tWchIOuw2H3Ua7ztKSw9nqSK9ETElJuHTsiKBUtrYpTYqgUCBTqdCNGoXDYKDwyy9b26QWx7ArEWtWFh6TJtXZZzEa2PrrPBa9/Qpf3X8bn9524wVnGzm5MJyOaDOh7t4d127dKJk/v2Y1XeEQEdpIrcGlhCCX4/f445gOHSLj7ns4NnQY6bffTu5rr2Pct7+1zXPipMUJ6SjV8mUlJzVofHF2FtkpR+g9YRLjHnoS7+DQ5jTvksJVK6WbmiorkQkybu10K0lFSezNP63Gra9SNX876QN+O/obd3S5g09HfopOJc0VZDI8A4LwN+vYkb2jzjne2vkWd665swWu5jTVbTj0rlINYENTcwECi8rwMFnwL9dTsX4DAeUGSirLKa9nYaMwI43V//svO/9YgElfib60hNzUFKJ79T3r8YNefRX/Z/6DsjqSXE87FNFuR3Q40O/ciWunTpLTeg5coiJR9+hB6aLFTZYebSssRO53dgdeN3YM9pIS9DsvLZGqM/ELj2Tw1Jmk7trBzy88ic1iJvaMRabIHvHMePtjpjz3GjpfKZIc3rUHbl7epO6qu6hyJSKKYi2hossRtwED8LjuOormfI3p8OHWNqdFKVuyBJlWi+7qqwCpPKU4OxOQsjt2LvmdyqJC2nXuhs7Xj7QDzk4NLYnTEW1GvG+dgeXkSdzs0k1TidCmIwutifuE8WhHjsSwdy+avn0IeFlSgTSnpLSyZU6ctDy+YeGo1BqyjjbsgeLAulUIgqymPvBKwtVNykIxVVYAMCFqAu4qd348/GPNGEOp1N5le9keHuv1GE/EP4FcVrtvoGdAIL5mNxJyE7A5akfIEnMT2Ze/jzJzWXNeyml7y8soykwHoFIt2dLQiKgoishz8xjlEYSH0ULl+vX4l+sBatUaApTm5fLTc4+RvG0zW3/5gTkP3MGKT2YDEN377KnAbgMG4Na3L8ogKRvIml23VUja9Bnkvf0O5sNHatXlnQvPm2/GcuIElRs2Nmj8uRAdDmxFRWeNiAJohw5FptFQsWrVRZ+vOYmfMImY/oMpykyn19hrCY6JrbXfKyiEiB7xRFUtHrj7+tOx/2BO7k101olSJVRUUdHg72FbJeC5Z5F7e5H9/AttuhOB6HCQsnNbHSGu+nAYjZSvWYP72LHI1GpEUeSP2W+w8M2XEEWR4uxMBJmMGe98zLiHniSqZx9yj6c06NhOmganI9qMuI8ejdzXF0XKMQAUZ6mRcXJ+BEEg9NNP6LhzB6EffYTXtGnItFqnI+rkikQmkxMcE0tW8vkd0byTx9m7chlxQ4aj9bryGnPL5HJcNG6Y9JIjqlFquDHmRtZnrCezQloVN5SVInNRYZeL9Auq38HyDAxGUWal0lJJUtHpSLTBasBtXzH9Dnmxv6D5MzQcdjs/v/AEm378FgciRpeqiKhrwyKi9tJSRIulppbTsGsX7joPPPwDOLG3tjDPgXWrcNjt3P7BF9z67idEx/cl88ghPAIC8Q2LOO+5FIFVjui/elbay8ow7ttH2aJF2MvKcImLrW96HTwmjEcZGkrh559fdFTUXloKdjsK37PXm8pcXNBedRUVa9Ze0mJ5giAw5oHHGPfQkwy55fazjus6YhQBUe3xDQsndtAw7DYbqQnOqKglXUpRPrM90eWI3NOToFdewZycTOE337S2ORdMVsoRln/4Nqf27TnvWMupU4gGA26DBgKSVkJuagoVRQWU5edRnJWJZ0AQcoWUkh3UoSMWo5HirMxmvQYnp3F6Rs2IoFLhdfPNKA5JqoFKufw8M5ycC0EuR6gqshcEAZcOHZyOqJMrlpCOnSjMTMdUWYnDbq/ToF4URY5s3ciit15CrXNn+G13t5KlrY+LmxZzZSWbfvqOXcsXc3PMTciQ1bRy0ZeVIrhJZRMBmoB6j+EZGIRotaExK2ql56aWphKRo6FDhpY9mYn1zm1Kjifu5P/ZO+/oKqotDn9ze0nvnZBKh4B0edIVUFBEEOwKduy9d8SKil1R7IqCVAUFRER6k97Se7k35bbcNu+PmwRCEkgvcL+1XG8xc86ZPXnJzOyz9/7tkvw8ACQIIHFl2dQ3Ndeenw+AqksiHqNcqWoyT086J/Unfd9ebFZXrajDbmP/+j+I7TcA76BggqJjmHDPw8yav4Cpz8ypV3aP1McHQa3GnlM9Nde8bz8ATpPJZUvXrvWyXZDL8b91FpYDBzDv3FmvOXVhL3ClNp8pIgrgNe4SHCUlGLe03/RccLV56jpsBLIzCNEEx8Rx7Zx5KDVaQuIS8A4O4fC/rpZE5SYTptLWiei3N+wFrpR0WVBQG1vS8niOHo3X+PEUfvgRliMd8/vJVOwqpSjMSGPdlx+fcUPWmulyKOURkZSbTGz4+rOqco3MQ/vRZWfiG3ayLCC0Qjm9UtjLTcvjdkRbGJ9pU9HaXYI6ctm5VQTf1igTErAcO9bknXHL4cNkP/poh05VcXP+Ed6lG4gi2ccOceDvtSy4/zb0OVkAlBYW8OtrL7DqvTfwCQ7lqqdfQe3heZYVz11UHh6YykrZueJX/v5mAVs+/IxRwRexMnkl4PqwcaglyCSyOh264M4uNc0kW+dqgkWHdYfxMciRigJH9m9t8fYuu39fjleg64NZ72Gli5/rw6m+jqg1JQUAeUQEYXPnohk4EL8bbySmb3/s1nIyD+wDIGP/f5hLS+gxorpSuad/AF5niCKeiiAIyENCsJ1WI2rZ99+pg1AlJtZrPQDvSy9FotFQvKRprVzsFfWwsjPUiAJoL7wQiYcHpb/91qTrtTcEQaDLkP+Rvn8vppJi/vjkPX555Zm2NqtNqNycaS415vZO8NNPIfX0JOeJJ9qtENeZMJeVApD23y52/7acdV9+XOdz15bpeifKw8P445P3KMnLY+IDj6Py8CTz4D70udnVNBN8Q8NQeXhyYMNarGZTy9+MG7cj2tLIg4Lw79sPwSmiULiFipoTZUI8zpKSqpfI2TDvP0DhRx+TcffdHBsxktwXXwKg8OOPKVm6DPP+/S1prhs3zUpIXAISqZSswwfJT0lGdDo59M8GTCXFfP3oPaQf+I8RN8zi6hdfwz8isq3NbVNUHp7oszMRRScR3XqQumcn4UtyEPPLMFgNGEuKKVeJBGuCkQi1vxZDYuNRarXEF/uzt2AvJpuJUmsp+5K3I3e45hhTspi6Yirr0te1iENamJ5KxsF99B4znrhnb2LV4Fzu73c/r/3vNZTS+r1fTDt2IqjVqBITkXpo6bTwS3ynTSWyW09kSmVVem72sSMgCER269Ekm+WhITVSc817/0MRG4s8PBxF585INJp6ryfRaPAcdwllv/2O02hstF2OwvpFRCUKBZ6jRlH255/n3GZllyH/Q3Q6ObJ5I+kH/qMwPRVHB3RMmoo9Px+JtzcSlaqtTWkVZL6+hDzzNJYDB8h/48121Ru5PphKXY5oesWmWX7KCdL21d4j1ZaZiUSrZf/2zRzZvJGh064lsnsvwrt048CGtThsNvzCTzqigiBw0bU3k330EKvmv9nyN+PG7Yi2Bt7jLqFPeh7RercoQHNSuYtu3t8+jwoAACAASURBVHv2uixraiqp06ZRMG8e1mPHQRQx/P03juJiDH+uda2z6+z1Bm7ctBfkShVBnWPJOnywKhJ6eNNf7Fz5KxajgekvvE7f8ZOQSNwlASoPT0oKXBtWfS+ZyNRnX0XigJE7g8g0ZGIqKcYgt9aZlguuWtOoHr1RZBixO+zsyNvBtOXT2H7gL8DVSmOQrQsmm4l719/L1SuvpthS3Kz3sXv1CmRyBet9DvPu/g+wyUV6BvSs6ndaH0w7d6Lu3buqzKESmUJBp559SN61A1EUyTl+hIBIlyhWU5CFhGLPzsFZXo5h4z/kzZmDcetW1L16EfzUkwQ99FCD1/SZMgWnyUTxkl8bbZe9no4ouNRznaWlGDefW/WUAVHRBER2YvvyxZhLS3A6HJTk11Q4PtexF+QjDzo/oqGVeF1yCb4zpqP78ksK3nq7QzmjZcdduiuIIhKpFA8/f1a9+3qtKbq2rCyMkeH89dWnRPfpx4BJUwCqKUv7hVZXke8xYgz9L5tM8q7t5226emvidkRbAc/RowktMeIlO7+aCLc06t69kfr5Ubpy1VnHlv72GzgcxK7+ndjVv+Mz+QpsWVmULFuGaLMh8fDAtLv2HTU3btor4YndyD1xlKKMNOQqNfqcbLYvW0zCoAsJij63hTcagkqrhYoPLa2vL+GJXYkbPQJPs4zk7MNYDGUUS40Ea+t2RAGie/XFWlxKgFnNT0d+ItOQyYVKl+hP94tGYcnIZ+Hgj3h60NMcLDrI+oz1zXYPFoOBgxvXEzfkQn5I/4V8s8ux1sq19V7DUVpK+eHDaC64oNbzMUn9KS3IoygjjdxjRwiNr3/KbF3IQ0KwFxRwdOAgMmbNQv/Dj2guuAC/667Fc8QIPEc2XMlZk5SEul8/ij7/vNFRSsvhIwgaDRLt2X9+HkOGIPH0pHTVb9h1ukZdr73SZehF1foRn48iLfb8gvMmLfdUgp96Cp+rp1H06acUfdpxxItMRSf7EgdERnPV0y+j1GpZ9OITHNxY/Zlrycpgu1pA7enFuLseqOp33GXI/0gYPAwA/4ioGtdIrMgW+PW1F/jm8fuwn2PZEO0JtyPaCsh8fYn87DMi3nu3rU05pxDkcrzGj8ewfj2OilSNuihdtQp1v34oOnUCXA3YcTopXvIrsrBQPMeMwbx7d4faFXTjJrxLNxw2Gwa9jn4TJjH8+llE905i6NRr29q0doXqlPpYrY9LObhzrKtVQ/oBV71ioaSUEG3IGdfp1MvldF5gjmVD5gZCC1RE5KnRePswaPLVSKRSdi5dwpSEKahlag7rDjfbPez/6w/s5eUo+3eu1j6mIS3BzLt3gyiiuaBfrec7J7kc1J2rlmIxGprFEdVeOBRVz574XHUVkZ98TMLWLUR9+gmqbk3r2eg/ayb2nBzKNmxo8NySlSspXb4cnyuvrNd4QaHAc/RoSpYv59iQoRg2/tPga7ZXEof8DwC5Sg1Q1V/xfMJWkI8s8NwXKjodQSIh5Jln0A4div777zvM94/5lChlcGwcfmERzHjpTcISuvLb/DfZ8ssPgEuwL7+oEIPTzvDrZ6Hx8q62zqX3PsKdn32HysOjxjUCO3XGNzSMnGNHyEs+zpHNG1v2ps5j3I5oK+Fx4dCzNux203C8J01EtFopXrSozjGWo0cpP3Ycr/En09fkUa4dsPJDh1B374G6bxIOnY7yilY7btx0BMISTqqN+odH0m/CJCY//jx+Ye5nzalUd0R9AYiIdjlZxcdc4j1GuY0QzZkdUe+gYHxDw4ko0oAII3cHUXTsBAFR0Xj4+dNz5MUc/HstZQUFJPomNpsj6nQ62LNmJeFdunFQmoFUkBKkCaJfcO0OZV2YduwAmQx17961nvf0DyAwOoYDf7nKFcITm95XUdO3L50X/UTIk0+4+nI2Ux2edtAgkEgoP9Swn7HlyFFynnoadd++BD9c/7Rg32lTkQUHI9FoKFmyuKHmtlt8gkOI6tGbmL790fr6nXcRUVEUsRcUnheKubUhSCR4jh6FPScHW3p6W5tTLywmI57mcgRcWUEAak8vrnzyBeL6D+bfn7/DVm7BodOhk7k26qJ69KqxjiC4IqW1IQgCQ6ddR99xEwmI7MTOVUs7jKPe0XA7om46NKoePdBe9D8K3v8AW3Z21XHLkSOYdu8GKtJyJRK8Lr646rwiOvrkGt274TlyJIJGQ9HHH1UdL1m27Jza+XZz7qH18cU3NAwA37CIs4xuHkSnE7tej9Ni6TAv5sodb5XWo6q9had/IA4ZiGmuVEuz0nHWiCi4oqJiug5Pkwy5XaDPxZcy9ta7ARgwaQqCILBt6SK6+HXhiP4ITtHZZPsL0lIpycul58iL2Z67ne7+3Vl95WoWXLygQeuYtu9A3aMHErW6zjFxFwxCFJ2MuGFWu97QkKhUyCMjKD9xot5zHKWlZM6ejcRDS/i8t2vUyZ4JdZ8+xK9fh/flkyhbtx6HwUjR5wvIm/Mqho0bcZrNjbmNdsHkx59n/N0P4hcWgS47o63NaVUcxcVgs52XqbmVaAa6eicbt7bvFkWVlFvL8TRbGVlspduwk6n9Upmc7sNHIzqd5KckY01LQ69V4+vrX6fDeSYSBw9jxI23kjTuMgpSk8k6dODsk9w0GLcj6qZDIwgCIU8/A6JI5ux70P/wAylXTSVl0uWkX38DTqORslW/oRk4oJoohdTHB4mX68Gk6t4dmb8/ftdfR+mq37AcOoTodJL74ktk3nMP5cePt9XtuXFzVsIqdoT9QlvHach+7DGODR7CkT5JHO7WneMjR1GenNwq124slRFRra9f1TFBEHD6qVCUOgAwquvniEb37ovDamNsqUtNNmHQULyDXPM8/QPoMWIM+9f/SZw0AqPNSFZZVpPtN+hcNVHa4ED2F+7ngpALkElkdSr81obTbMZ84ECdabmVDLziKq5/fT59x09qks2tgTIuvt7PZ9HpJPvhR7BlZxPxzjvIGxkB87r0UkSLhZKlv5L/9tvoFi4kY9atHB0wkOxHH23Umm2NVCZDIpVWOKKZHWaDqTmoat1ynkZEARSdOyMLDKRk6TJ0332HbuFC9D/9hOhs+iZaS1DudKBwOFBmZMFpKs8hsfEA5J44hnHPXvRaJRHdezbpel2HjUDl6cWu35Y1aR03teN2RN10eBQR4YS/9SaWw4fJfe55RIsFn6lTEW02dN9+hzUtDa9x1VUlBUGoqhdVdXeln/nffDMSb2/y583DmpyMs6wM0Wwm+bKJZN5zb9XL2bxnDxl33Ol2UN20CwZefhWX3Hk/8lZoPeA0mylb8wfaIUMIfOABAu64HafZTNa991H0xZc4StqnwqBK64qIVqblVqJQuH5myl6dMKkcZ1TNrSSye08kUhmBR22AKyX6VAZMugoQkWx3OaCHdIeaaj6GCoGcFGcOdtHOgJABDV7DvPc/sNlQ1yFUVIlUJicwKroxZrY6ythYrGlp9RIsKvzgQwwbNhD8+GNo+vZt9DXVSUnIw8MpeHse2O1ELficyM8+Qzt0KCVLl2HX6xu9dlvjFx5BudGIqaR51Z7bM25H1PU95DF8OOadO8l74UXy5rxK7jPPYt7T/gQcbVYrdkFAqVCC04k1q/pGn4evHx5+/uxbt5of1izBLpUSmXTmZ97ZkCuU9Bp1Mce3b6EkP69Ja7mpidsRdXNO4DliBJ2+/oron36k87KlBD/6CMhkFL7/PoJCgdfYsTXmqLp0QREdjczPFSWRenkRMGsmxg1/U7TgCwAiPngf7ysnU7ZmDcZN/1Lw7rukzrgGw/r15L/1dqveoxs3teEbGk73i0a1yrWMmzYhWiz4z5pJwK2zCLznHkLnvII1PZ38uXMpePe9VrGjodQWEQUIGNATpyCS0keCQqLAT+VX2/RqKFRqwhK7YDEaUHl6oT5NAMMrMIjuF40i859tXP1nBAd3bWqy/Qa9DgSB/0yHkApSkoKSGryGaecOEIQmOWHtDWV8HNjtWNPSABAdjqoojuXIEdJvvRVHSQll69dTOH8+3pdfju+MGU26piAIeE2YgNNgQOLtjWbAADwuHIrvtS6BsI6sM+BXkd5/PgkW2Qsq2vgEnr2Nz7lMyHPPErd+HfH/bKTz0qUAlB9rf5vtxkxX6rhnp2gAin/8CafJVG1MSGw8RZnpyGx2knyCiR8wpMnX7TN2AgiuFlrnKwf/Xse+dWuafV23I+rmnEHTty/qXr0QBAGJVou6Z0/E8nI8L7kYqY9PjfFBjz5Kp2++rnbM95prXCkqixcj8fbGY/hwQp5+Gqm/Pxm3307hBx/ifdll+N1yM4Z167Acanq0w42bjkLZH3+4Pr5Piap5Dh9OwtYteE+eTPGiRdjy8tvQwtqprBH1OM0R7XrRSL66JJ3tZXsJ1gbXW4E2upfLmfMPj6x1zqDJVxMcE4vCJqXocNMdE6O+CK23Dzvyd9I9oDsaecN7e5p27ECZmIjUq+G1Uu0VZVwcALnPv0Dy5Mkc6duP1OnTEe12ShYvxvj3RvLmvkb2I4+i7NaVkOeebZDKcF14XToBAI+hQxFkMgBUiQkAlB850uT12wq/8ApH9CyCRaIoos/NpiQ/D4Neh9VsOuP49oxDVwSAzN+/jS1pWwSpFHloKLKAAJTxcQhqNdbk+tdftxaGFJe4nHePHsjCQtF9+SV5r86tNqZSxK9nag59/jeyShegKXj6B5AwcCj7163Baum49eCNxWoxs3bBR2z68etmT913O6Juzlk0A13pa77TptV6XuqhrdHMXKJWE3DnHQCoe/dCkEiQKJUE3H47Uh8fwufNI2zuqwTcdhuCQkHJsuUtexNuGkx5cjLGf/9tazPOOWz5+ZT+vhqvsWMR5PJq5yQqFQF33I5os7VLRVGNlzcevn4Ex8RVOx7pGQkC6Mv19aoPrSS6d4UjGhFZ63mvwCBmvPQmTj8V1rymp2oa9DrUPj7sL9xP/+D+DZ4v2myY9+yts39oR0URE4MsNBRrejoyP388Lx6LZe9/6BYurBKaK1m8GEEiIeLd95pNsVeVkEDQI4/gf9utVcekAQFI/fywHO24jqinXwAypfKMEVGnw8HSN15iwb238tnsW/j49ut576ZppO1rf2mc9cFeWISgViPRNHxz51xFkEhQxsRg2rWb46NGU/bXX21tUhWlR10q2Z6xccStXYv3FVdQsmIFDoOhakyfiydw+WVT8TdaUPfu02zX7jt+IuUmIwc3rGv0GuayUgoz0prNptbi4IZ1WM0mjMV6Sguad7NZ1qyruXHTjvC7/nqUMTGoG5iK5nPllZSuXoPX+PEn17ruWnyvvaZqN13q5YU6KQnjli3NarObppN5511YU1OJ/fNPFBHtV/Wzo6H7fAGi3Y7/rJm1nldERiKPisRysP1lCUhlcm776Ksax4M0QSgkCqxOa73qQ6vmRceQMHgYCQMvPOM4bWgQluPJFJmL8Fc3PuJi0OtwaGXYRTv9QxruiFoOHkQ0m88qVNTRkCiVxK1bW/VcFkURp8lEwbx3EG02vCZehnnXbkKef67ZnwX+N99U7d+CIKBMTKD8yFGcViuSZojCtDaCRIJfaESdjqjFaOCPT+ZzYsdWBlx+Fb6h4ThsVv5d9B27f19Op57N99HfWth1Red9NLQ2lHGxlCx1ifOYNm/Gc/jwtjUIsOt05Cz+Bfy0eHXthiAI+E6/mpIlSyic/z4Bd9+N1EOLXKnCS1dCoUTiSt9vJkLjuxASG8+u35bRe8w4BEkDxOKcDnatWsaGrz8H4J6FP7eKrkNTMRbr2f37cnb/vgKNtw+mkmKyjx7CO6j+78uz4Y6Iujlnkfn54T1xYoNTsQSFgk5ffoHP5ZdXP37aOtrBgyg/dKhDi1Oci4gV7TIK3nmnjS05d3BW9Or1mjAeRUUP3tpQJSRQfvRoK1rWNCSChHBPl4PSkIioIJFw2X2P0qnXmT+8QzvF4WGRcSD7vybZadTrKJabkAmyRtWHGja56lQ1/c4tRxSqP5cFQSD0hReQVtT9B9x2G3F//oHH0KGtYosqIRHLvn0c7XcB5RUphB0Nv/AIUvfsZOW7r2MuK612buU7r3Fs278Mm3Ejw6bfQI/ho+k9Zjw9ho8meed2yooK28jqxuMoLELqf/ba8PMNRexJB87SDp7poiiS++xzZCokeHj74F8hqKbq2ROPUaPQffklxy+6iNwXX8Kalkb58eMoIiORKJXNZoMgCPQdPwl9Thap/+2u97yizAx+eOaRKicUQJ+bfYYZbY/T6WD9wk/57O5b2PrrIjr16sPUZ+cgV6nJPto8/bErcTuibtw0Eu2gQQCYOkjvrfMFQepK9ChduRJneXkbW3NuYNq+HafJVEN9+nSUCYlY09M7VE/FSE9Xem2Ipv6OaH2JT3A5jYeP7Wj0Gg673bULTVGj6kOLFy+h8L35aPr3Py96Jcr8/Ij44H0C7roLRUxMq17bc/QolF27ItpsGNb/1arXbi58K9pAHd60gU0/ntRQMJWWkPbfHgZMuooBk6ZUm9NjxBhE0cnx7Ztb1dbmwK7TIfNzR0RPRxl78m+nPYgWlS5fTs7ff1HooabPuIlIpFLA5RxGzH+P6B++x2PUSIp/+onUq6djOXwYRVzzRUMrSRg0FJlSScru+j3Td69ewdeP3YM+J5vxsx/i2jnzACjOy2l225qTzIP72bVqKXEDBnPTWx8x8YEn8A+PJDQugewjzZv15HZE3bhpJKoePZB4eaH/9jtEh6OtzXFTgb2oCKmvr0vaPbXj1WK0RwwbNiAolVWbL3WhTEgAp5Py4+1P5KIuIjxcAi0NiYjWl04xLtGMrJTGRxSMxa7WLWmOnEal5ZYsWYIiNobIjz9qtA0dDXX37gTOvrtZhIkagqZ/f2KWLEYRF4tx0yacFkurXr85SLrkUsbefg+9x4xj75+/k5fi+ltO3rUdUXQSP2BwjTk+IWFI5XJKmrl2rDWwFxUiC3A7oqej7tsXdb9++Fx1FY7CQuwVLaTaAltODrkvvkR21zgkUhk9Roypdl4QBNR9+hD+2muEvzMPh16PLT29SsysOZHK5ITGJZJ15GCdY0RRZN+6NRRmpLH+i0+I7NaTG9/8gK4XDsc3NAwAfU77johWRj1H3XIHfmEnyxoiuvUgPy0ZY7Geosz0ZrmW2xF146aRCDIZwY89hmn7dooWLGhrc9wAotWKs6QETX/XB3t7VP3raNh1Ogzr1qMZOACJWn3GscoEVzPxjpSeWxkRDdY2X81LJV4BQThlAqXZjd/9ruwhWqa00iugV4Pn2/U6lJ1j3GIsrYjH0KEYt23j6ICB6Bctata1TTt2YMtruV6Gak8veo4Yy4XTb0Dt6cW6Lz5GFEVO7NiCp38gQZ1ja8wRBAGvgMAOl5orOp04dHqk7ohoDWS+vkR/+w2el1wMnGxLJDqdmHbtwrj5ZPTbvHdvi23GO61Wsh5+GJvTSbpSSsKgoTX6QZ+KdsgQhIraS2Vczd/V5iA8sSsFaSl1qufmnjjKmo/fZeFDdyGKTkbdcmeVzQq1Bo23D8V1pOaWFuSz/O1XWfTiEzjbMMCRc+wwfuGRVT24K+ncux+IIr++9gJfPngnuceb/q53O6Ju3DQB7ysux2P4cIo++7xGL6uWQBRFCt5/H8vBunfjzmcqd201F/QDQaA8ObmNLerYWFNTOXHxJdiysvC5cspZxyuiohBUKsx76l8/09aMjR7LTd1vIs6n+XfPBYkEqb8n6M2YbA1/PjjsNjb99A1IBEo8bI2K2jqKdO4auFZGO3Qo2GyIVqtL5KuZ2h2IDgfpt95G4YcfNst6Z0Kl9WDYjBvIPnKQ7ct+IXnXDuIHDK4zyuzpH0hZYceKiDpKSsDhcIsVnQFlvGtzsfjnn8l94QWOXzSctBnXkH7LTOx6PYa//yZ12tWUrvqtao4tNxfDpk04SkvrWrbe5L86F/OOnRivm4bVYnb18zwDEpUK7RBX39CWiIgChCV2Q3Q6yTlWu0L2qaq4UT374BNc/bntExJGcW7NzUmzoYwfn3+cEzu2kL7/P/av/6N5Da8noiiSfewIYQldapwLjolD7elF7gnXxsSWJT81+XpuR9SNmyYgCAL+t87CWVJC/tvz0C1cSN6cOeS+8gqizdbs17MmJ1P43nxKlp+/TZXPhL3Q1RNOHh6OPDwc6wm3I1pf8ubMIevhR6r+LYoiuS++BKJI56W/4nXx2LOuIUileE+aRPEvizHt2tWS5jYbQZogHrjgAWSSlhGR9w4Nxdsg41hxw/qJik4nv38wj/R9e/CeOBCDxkGQJqhhazgcOIqLkfm5HdHWRHvhhYTPe5vgp5/CmpqKaXP9ayetmZnYcmqPoNtychBNJmzpzZMSdzZ6XDSakLgENn73JaLTSdK4iXWO9QwIpKywoFXsqo3M++8n9+VXKPvrL/LmzKlznOGfTRg2bADAUeR6X7g3aupGFhiI5oILKF2xguIlv6JOSiLwvnvB6cS4cSNFn3wKUNUyzXzgAMmTLifjlpmkXjW1yZHS0jVr8Bw/niM5GQRGRROW2PWsc3ymXoWqWzcUsS0TEQ1L6AKCwM8vP82fn71f43xRRhoIAvEDhjBocs32gb4hYTXEikSnk1XvvYFRX8S05+YSltCVf378msObNmC3WlvkPupCn5ONpayU0PiajqggkVS1L4vq2YcTO7ZQmJ7apOu5HVE3bpqIOikJdZ8+6L/+mrw5r6L/7nv0X32N+b+mKWXWRtk6V/8qRxvWa7RnHBWpYTJ/fxQxnTuscmVbUPrHH5StWVO1gVK2eg3GTZsIvPdeVAkJ9V4n6OGHkYeFkf3oYzgMxpYyt8MQEZWAh1nGodz99Z4jiiIbvvmcw5s2MGzGjZQlaJFJZPiq6k5Jqw1HcTGIojv1sJURJBK8LrkEnylTkPr6ovvuu2rny48dI+fpp3Ge9oGp+/ZbToweQ+Zdd9e6rrUiw8OantEyhp+GIJEw8qbbAJdIy+mRnVPxCgjEUKzHYW/+DdizIYoixn82YfznH0p++QXdwq8w76v592bX68m65x4ybrud3BdfwpaTC4DMP6DGWDcuBEGg0zdfE7/5XxL+3UTEu+/gf+utSAMCKPzoY0w7diCo1Ri3bsFy8CDpN9+CRKsh4O67saalYdq2rdHXthcW4igsxNApnILUZHqPnVCvum/P4cPpvPiXFmuhpNRoGX3LnXTq2Ye9f/5Ofmr1De/CjHSCO8cy8cEniOzWs8Z8n5BQjHodtlNqyDf/8j2pe3Yy4sbbCI1PZPSsu1B7erHy3df5YOYMlr81h0Mb12MxGmqs19zsW7caBIGo7rWXgvSfNIULr76eS+97FLlSxdZfm1Z+4HZE3bhpIoIgEPHhB0T/8jPxm/8l7q/1AJj3Nr8jaljnWrsthQPaM/ZClyMqDQhA2TkGa0oKotPZxla1f+xFRdizcxDLy7EcOoTTaCRvzhyUXbviO/3qBq0l9dASNvdVbJmZ5M+d20IWdxyiorsgIHAkZW+95+xYsYSdK5eSNO4y+k+8knxTPkHqICRCw17ZlRtWMr+GObBumgeJUonPlCkY1q3Hln0yAlL02WcUL/oZQ8XGIricqcL5ruiK5eBBRLu9xnqVpQa2nJwWybipjdC4RKY+8wojb779jOM8AwJBFDHoilrFrlOx5xfgLCvDmp6O+cABAIp/+rHGON3nn+M0m/G+4gr0335L1kMPASBzR0TPiszXt0ojQJBI8Bg2DGtyMsrERALvvht7dg5p112PRKOh08KF+M+8BYlWS8nyFTgMBsz7DzT4mpbDrtTXY/oCFGo1XYcNb85bahK9x4zj0nsfRaXRsuzNl9m65CdK8l0bG4UZaQREdqpzrn+kqwVapQObvHs7m3/+nu4XjaLX6EsACIyK5oY35jP58efpOmw4WUcOsmr+m3w46xp+fvlp9qxZ1SJ/a6WFBez+fTndho3AJyS01jGBUdEMvGIqag9Peo8dz5F/N6LPzWbb0p/JPNzw/5/djqgbN82AzNcXdffuyHx9kfn7Iw8Pb/aIqL2oCPOePYA7IloXlam5Mn9/VL16Ilos6NxCUmfFsv9k9MC8ezcFH3yAPS+PkGeeRpA1PGVV068f/jNvoXjRIsoqNk/OV/zDXWJIycn76jX+4Mb1/P3NAhIGD2PE9bMQBMHliDYwLRfAXuR6Trgjom2H79Wu1Dz9j65aKqfJROkffwJQvHhx1ThHYSEOvR5V9+4AlJ84gTWtuuq3Nbkiw8PhwJab29KmVxHZvRcaL+8zjvHyd/1+lhW2vmCR9URFexGHA3t2DoJcTsmKlTjKyqqNK168BM+xYwmb8wrh770LFZuU0gB3RLSh+M6YjnbIYCI/+hCPEcMBkHh50emrha7+nSoVnmPHUrJ4MUcv6E/qlCmUrW/Yu6D8yGFsEgknjh+m64XDUajOLJbX2qg8PJhw36Noff3554ev+Gz2TL588E6Meh3+Z3BEwxO7AZB5aD/Febmseu8NAqNjGDXzzmoRX4lESuc+/Rgz625u+3Ah0198nX4TLqe0II+1n3/Ax3fcwHdPPsjWXxehy85slns6sWMLDput1pTi2ug34XIkMim/v/82G7/7kh3LF5990mm0TFGMGzfnOerevTBVOI3NheGvDSCKKBMT3RHROrAXFSLRaJCo1XiNG4dh7Vry33gTeVQUXmNr1jg6zWZMO3Zi3LSJ8uQThL3yCrLz8KPEvH8/CAJSf3+Kly6l/OgxvK+cjCYpqdFrBsyejeHvjeQ++yzq3r0oWbYc78snIVosyEJCWr21RlvhG+KS61dlmDiRe5jYkJp1N5Wk7tnJ6g/nEdm9F+PuegBB4torzjflk+Bb//ToShz6SkfUHRFtK+Th4XgMH07xzz8TcNedlK1di2gyoRk4EOM/m7AcPYoqIQHL0u3rOAAAIABJREFUEZf6pNdll2I5cICs+x/AmpyMOikJv+uvw3PMGKzJyQhyOaLNhi0jA0VkZBvf3Uk8K56bpUWtXydafpoWgN9NN1H0ySeULFuG3zXXAK60XIdOhzqpDwBeY8ag6tqV8qNHkfm6/z4airpnT6JO2eQNf+tN1H36IA8LqzoWeN+9KKKjER12in/4Ef033+I5YkS9r2E5coS8qFAcNhs9Rpxdo6AtiO6VRHSvJEoL8jn8799s/O5LAALP4IhqvLwJiIomZc9Ojm7ZBMDEB55ArlDWOUeQSAhL6EpYQleGzbgRXVYGx7dv4di2zfzz/UL++X4h/hFRTH7sObwCG75pWYlBV4REKsUnuPZo6Ol4+PrRY8RY9q5ZCUDWoQOITmfVuwtcvbDT/qtbwNAdEXXjpgVQ9eqFPTsHy5GjpN14E4aNG5u8Ztn6dchCQtAOGYJDp2s2JcZzCUdhUdXutiCREDpnDuo+fch+5FHM+6pHpHRffc3RgYPImDUL/XffYfx7I8U//9wWZrc5lv0HUMTEoB0ymPKDh5D5+xP04INNWlOiUBD0wP3YCwpIv+lm8ufO5fj/LuL4iJHkv/5GM1ne/pGrVHgEB5GQ6cmK55+vVhd0KrknjrHsrTn4R0Qx6aEnkcnlVeeaGhF1q4K2Lb4zZuAoKqJs9RoM69cjCwwkbO6rSP39yLhlJtb09KqWR17jxoFUijU5GUVcLPaiIrLuf4DjY8ZiPnjwZGuqjOaJgDQXnhV1lqVt0Eu0/MRxJB4eIJUC4DP5ClTdu1P8w49V70lrSioAys6dq+YpIiLwHDmy1e09F/EaP76aEwogDw4m4LZbCbzzTnyunuba8G2AbkP54SNk+3kREBVNcEzLKOA2F16BQQyYNIU7Pv2Wi++4j6hefc44PrJ7T7IOHyA/9QTj7nrwjPXXpyMIAv4RUQy8YirXznmbWe9/wbAZN1KUmU76/vqXgNSGsViPxse3miN5NgZMvBKZXIF/RBQWo6Gqv2hBWgp/ffUpn9x5I0vmPl/nfLcj6sZNC6AdPAQkElKnTMG0ZQsly5c3aT1neTnGTf/iOXIEsgB/xPJynMaWbxfT0bAXFlb76JYolUS8Px9ZQAAZd9yJLSeHjDvvIv2228h/803USUlEfvopCVu3oBk4kOLFS85LB99y5DCqrl0JeughIj/9hNjVvzeL0qr2wguRBQdTfvQo2gsvxPuKK/AYMQLdggWU/r66GSzvGFz34lvsGWDFrivj74od81PR52Sx+NXnUHt5M/nx51FqtFXnDFYDJruJYE3D+5w6dEWuSLePT1PMd9NEtEMGo+jUCf2332LcvAXtkMHIQ0LotGABos1G+o03Ydy0CWlgAPLgYBTR0QAE3HY7sb+tIuKD91FERSGaTHiMHgVyObbM1hEsqi9ypQqvwGDyU1u/d7P1+AmU8fEoOnVCUKmQR0biM20q5ceOYd7tisRYU1xRU8Upjqib1sP3qqtAJqP4h5q1u7UhOhyYU1LQO+106tmnw2TQaLy86TF8NBKJ9IzjIiuEgPpdegWx/QY06ZpeAYFccOkVSKQydDlZTVrLoNfhcYY+rbVePzCImfM/Z9JDTwKQeegAm376lq8emc3u31cSltCVSQ89Ved8tyPqxk0LoEpMIOKD95EGBCAPC8O8Y2eT1jNt2YJoNuMxYiRSX5eDUJl211Ex/vsv1szm3dW35eQgD62eUiLz9yfy449wFBdT+OFHGNavx7jhbwDC5ryCx7ALkajV+Ey+Alt6OuYO0nakuXBaLNizc1DEdEYeFITHsGFIKhqCNxVBKsVnyhSQSAh+/DFCX3ieiHfmoe7dm5wnnqD8RPWPVtHprFXtsqOj8fYhafglHIouY8/qFaTv34soiuiyszAW6/nllWdAFLnyiRfw8K2+AZBvckWYGhUR1emQ+vggSM/8UeSmZREkEnymX415zx4cej2awYMBV4/GyM8/w1FainHTJlTxrvRrVZcuCGo1niNHIEileI4cSaeFXxK/8W98p01DER5OeXL7UwSP6NKNzEMHWn0zrzw5GWVcLNpBg9AMHOBqIzVhAhKtFv0PPwBgTUlBkMuRh4e3qm1uXMgCA/EaO4biJUtwms2IViu2vDxseXk4a8kSsWVlYZQKOEQnQZ1bpg1LWxLbbwATH3qSYdNvaJb1JFIpPiGh6JtYK2os1qP1bfgmtNbHF5+QMDz8/Dmw4U92LPuFuP6DuP3jr5j00JPE9R9U51y3I+rGTQvhOXw48evX4XfjDdiys+vsDVcfytatR6LRoBk4oErhr7IHWkek9I8/SL/5FjLvuaf5mr07ndhyc5GHh9U4p4yNRZOU5BIHEUX8b72V8LferJZK5FGRotUUufmOiDXNlUajrIjCNDcBt91KzIrlKCt6ugkKBeHvvoOgVpN592wchpNy9CWLF5N61VXnZLT0mi7XsKdLGaKvmtUfvcO2pT/zxf23seC+2zCWFHPFY8/iF1bzI/mQ7hDQOEfUUaRD6u4h2i7wueIKhIoNHm2FIwqg7t6dyE8+QdBoUPV2RUkC77+fqM8/Q6LVVltDFhiIIJWi6d8f0+bNNdq/tDXhXbtjLi1B38SoTEOw63Q4dDoUsbGEPPM0UR9/DIBEq8V70kTKfl+NXa+nPDkFRXQn96ZMG+I7YwbO0lJKVqwg9drrOH7RcI5fNJzkyybW6DdqTUmhVO1qvxIUHdMW5rYoEomU+P6DkTZCDLAu/MIi0GVl1uubSpedhbOWHq9GvQ5tAyOilQiCwNBp15F74hgOh53/XXszak+vs85zO6Ju3LQw6n79ADDtbFykTXQ6Maxfj3bYMCQKRdWHpV2nbzYbWxPRZiPn8SeQ+vlRfvAQZX/80Szr2gsKwGarUadSiXbYMLDbEZRKAu66E89Ro6qdl3p6ooiOriEzL9rt5M19jdRpV7day4TWxFpRs6NoIUdUUChQxlT/kJAHBxP+1ltY09PJe+Vk83l9RdpW/uuv4ywvbxF72opgbTBj4y5hbfcsygoLqsQlPPz8mXj/44TGJdaYk1ySzMtbXibBN4GegTX70VViTU8n77XXcZqqp+vb9bpmSbF203Sk3t74Tp+Opn9/5MHV06w1fZOIW/sngXfcAYAiIhxN3751ruU5ehROkwnTli21nrfr9W1SYhDRtQcAGQfqpxDdHFgrsioqN7pOxXf6dESbjaJPPsWakoIi2p2W25ao+/VDmZBAwTvvYvnvP3ymTsXvhuuxZWRg2r6j2lhraiolaiUyuQK/sIg2srhj4RcWTnFeDp/NnsneP36rc5xBr2PhQ3fy39rqG74Ouw1zWSkevo3XFOgxfDRjZt3NiBtmVQn1nQ23I+rGTQujSkxE4uFB8U8/1dob7mxYDhzEnp9fJZFe+WHpaIN+bQ3BsHEjJctX1DhuzcjAaTAQ9PDDKDp3puCdd2vshjYGW5ZrF76u1CuPYRcCoO7dG4mydnU6Vc+eWE4RNXKUlJBx2+3ovvgC8969WA40vEdWe8eamgqAolPdKn8tgXbgAHynTaV0xQocJSUYNm3Csn8/nmPHYsvKQvfVV61qT2twQ/cbyPQqQzE4DqlczqX3PsJNb31I56QLaowtKS9h9trZyKVy3hv5Hkpp3YqKea+9hm7BAvLfOCkC5bRaKT923J2K2I4IfvQROn1d+++1zNcXQaGo1zqaQYOQaDSU/bm2xjmnycSJ0WPIeezxVndGfUPD0Xj78Odn7/Pb/Ddb5ZqVirm1OaLK+Hi8J1+B7uuvsaamooxv34I35zqCILiEuwoLEdRqgh55mMD77kOi0VCyorqORnlKCqWeWgI6dUbijmLXC9+wCJwOB6UFeWQcqLt9YPbRQzgdDrJO6/lpLHYFN7RNVJHuNfoSki65rN7j3Y6oGzctjCCTEfz445i2bSP35Zcb/HFg3ud6oGgHDgQ4GREtar81oqLTSc6zz5Lz7LM4zeZq56wVTdmVcbEE3nsv1hMnKPl1aZOvactyNYyvKyKq7NIFdb9+eF12aZ1rqHv2wJ6fT/GSXylZvpzUaVdj3LaNoIdcCrLG7dubbGd7w5qSgiw4uEYaYGvgfcVkRKuV9FtmknHLTGTBwYS+9CIeI0ZQ9NHH2NugJ2FLkuiXyODQwSwO2cstHywgICq61nE2p40H/3qQHGMO74x4hzCPuneWLUePYvhzLbLQUPTffY9h4z8AGNatw1lScsbfdzcdE4lSiceoUZSsWIEtr7pKreXAAZxGIyVLl6L/5tt6r1n8668UfvRRk+wSBIHLH36a7heN4uDG9aTuaZo2Qn0oP3ECiUaDLLT2dhOB996LMiEe3+lX43fTTS1uj5sz433ZpUi9vfG+7DKkHh5I1Go8x4ymbPUa7PqTWV7lySmUquQEn4P1oS3FqZHjSuXa2sg5dgSA3BNHqx03Vvz8tT6tm0XjdkTduGkFfK6cjP/MWyj+/gf0X3/ToLnW1FQEjQZZiEveW6JWI2g02DLrVwvQFpi2bsWenYNoMmGoaGLtNJspP3GiSr5d0bkznhePRdWjBwXz5zc5FdOWfWZHVBAEor/9xqXeVweqHq70x5zHHyf74UdwlJTQ6YsF+M+ciSIuFtO2c9ARTU1tsbTcs6Hq0R1FXCyW/fvxmX41MStXIPXyIuiRh3GWl1Pwzrt1zhVFkdI1azgx4VIMf//dilY3jRu730iBpYC1+RvqHDN321y25m7luSHP0SfozG0ASpcvB7mc6B++RxEXS84TT2DX6yn++RdkYaFoB9UtEuGm4xI4+26w2SiYN6/acfNeV/sGVc+eFH3yCWI960j133yLroHvptoIjU9k9Ky78QkO5a+vP8fpcGDNzCTtpps4snY1DnvN8obDmzbw9WP3Nup9Zj1xHEVMTJ2qqvKgIGIWLybkmWeQeno2eH03zYtEqyVmxXKCn3gcgOK8XEqHDsJpNpP30stV4wqyMrDjqjt2Uz8CojrhHxFFSGx8nTWgADnHDgNQnJuD2VBWddxQ7ApunC6Y19K4HVE3blqJwAcewGP0KPJefRXDhro/Qk/HmpLqElk45UWrjImheNEi8l+d2yAbnOXlmHbsOPvAJlK8ZAkST09kgYEUvDeflKnTONJ/AMkTLqX4+x+QBQUh9fBAEASCHnwAe04O+u++b9I1bVlZSH19kWg0jV5D1a0ripgYfK6eRvSin4hZtRLNBa60SU3//ph37mxUenVD0f/wA1mPPNLi13KazZQfP46ic3SLXqcuBEEg9IUXCX3lFdeHoocH4Or15ztjOsW//ILl8OFqc0RRxLBxI2nTZ5B1jyuirv/xp7Ywv1EMDhtMvG88Cw8sxCk6a5z//vD3/HjkR27ucTMTYyeedT3LgYOo4uNddbevvYZdryfjlpkY//kH36lT3eIs5yiKqCj8briekiVLqilNm/f+hzwqisB7ZmMvKKD099/PupZotVJ+5AiOoiKcRmOTbZPJ5fzvmpsoykxn37o1lK1eTdbe3az45D2Sd9bczMs5fpT8lBNYT8ueqQ/lJ5JrTct1036RBQYiUakQRZFV777Oym8/J3nsRZSsXEnp6jXYCwrIL3fVu0dW1B27OTsKlZob3/yAPhdfitNhR5+bXe28xWhgwzcLyDtxnMCKbJyU3Ts4sXMb/y76jnVfuIS+GitW1FjcjqgbN62EIJEQ/tprKBMTyX7qqXrv/lpTUmoomnZa+CWaQYMaHAkq+uRT0q69DltuboPmNRTznr1ohw7FZ9o0bNnZCAo5/jffjNTbG1t2NopTxGu0gwejHTKEoo8+wlFWdoZVz4wtO7vOaGh9kahUxK5aSehzz6Hu2RPZKbUS2sGDcZpMGDdvbtI16kPpb79Tumw5+a+/cfbBTaB40c84jUa8J57d4WkpNH2T8Jl8RY2IRuCddyLx8KDw/ferjhm3biP1qqlkzLoVW14ewc88jc/UqRg3baqRAt5eEQSBm3vczPHi46xOrS4W8W/2v8zdNpfhkcO5t++9Z11LFEUshw+j7NYVAFW3bgTefReWgwdRxMXid/PNLXIPbtoH/rffjtTfn7w5cxBFEbtej3nvXtS9e6O98EIUsbHovlxY67umPCWlSnXXcuxYlRCbNat5FG/jBgwmvEt3Nv30DSXbtlGscSkGV9ahnYqlrNT1v4aGPf8NG//BnpeHquL3303DOLZ9M4UZaW12/azDB8g5foSQ2HgOZ6Wyu2c8mc8/h/77H9B5qPH2D8DDr/HCOecrAZEuvQfdab2Gk3duY8fyxdhtVvpOuByA3+a/ya+vvcDmX77HUOQqhdF4t27fabcj6sZNKyLRaPCZPBlHQSH2/IKzjndardiysmqo/Um0WtQ9e2LNzKx31Ex0OFztS4DyY8cabnw9EUURe24u8rAwAu++i8Tdu4j+5huCHrgfz7FjAFDGVL+fwAcfwFFSQtHnn+MoKyPn2eewN6A9jSiKWFNTm+yIngmP4cOR+vpS/FPLR99sGRkISiW6hQspWdr0+tnaEK1WihYsQH1BvzMqdLYVUh8ffGdMp+zPtZSnpJD/xhuk33ADDp2OkBdfIG717/jNmIHXJRcjWiwY//23rU2uN+Oix9HFrwvzds7D6nA5AyklKTz010PE+MTw6rBXkQhnfz3b8/Nx6HSoupz8EPefOZPA++4l4p13kNRT/MZNx0Tq4UHgffdi3rWL7Acf4tjQC7Hn56Pu1QtBEPC7/nosBw9iPi0LxpqRQfKES0mZOAnj5s3VRNhsmc3jiAqCwPDrZ2IuLeG/1KMUa12OqElXs+67Mj3QYjTUOFcX9qIish9/HGV8PD7TpjWLzecixXm55Kcm1zhuLNaz7I2X+fbx+0ne3TYlJ7tXr0Tl6cXUZ+cw6uY7yJOKbArwIGXBZ+i9tET1bn/vpY5AZa1oYWb1TYbSAlc9+ZSnXqL7/0Yy9vZ7GHHDLKY9P5fZX/7EzfM+ZsZLb7a6OJTbEXXjppVRxscD9XMGbWlpIIq1pk4qOkWBzVbv/qTGzVuwV4wtr5C8bwkcej2i1Yq8oqZVkJx8zHiNGweAonP1dh7q7t3xGj8O3cKvKP7xR9d/i36u9zXNe/Zgy8xEW6GM2xJIFAq8J19B2br1GLe2XK9R0WrFlpuL3w03oBkwgJynn6mWetdclCxfgT03l4Bbb232tZsLv2uvRZDLSb16OkWffY7P1KnErFyB71VXVSmMavr3R+LhgeHvjW1sbf2RSqTMTppNtjGbDZkbXAq561wKufNHzkcrr59wlOWQq8eoqmuXqmOCTEbA7be70xXPE3wmT0bZpQulq1ah7tOH4CefxPsKV7TDe9JEpD4+FC1cWG2Oadt2cDpxmkyk33QzBe+8W/X3ZDstilIboigiOmumlZ9OSGw8ib37keKlQe/virKUHa/57qmMhNY3IiqKIjlPPoWztJSwN95AUtGf1U11RFFk2Rsv8etrL9aIiqfv2wOAIJWya9WyNrEt8+A+YpIuQK5U0efiCVz+6DOYPNRsTIzEIZHQY8TYVrfrXECuUuEVGIwuK7Pa8ZKCfLQ+vnTq2QdBIqHniLH0HT+JiC7dUajU+IaGExpfs41YS9NoR1QQhHcFQfhPEIQdgiBcIAhCjCAIOwVBOC4IwpPNaaQbN+cSyoT6O6Llla01aul/Vtluw5pav9SaksW/IPH2RurtjfVEzR3S5qLSMZaFhtQ4pxk0iJDnnsN7Yk1pb79bbkE0myl4bz5AvWqbKile9DOCRoPX+AmNtLp++F1zDbKgINJvuIGMu++uEl5qTmzZ2eB0oujcmfB5byMN8Cdz9mwchvpHC2rDuG0bmffcizUjA9HhoOizz1B27erqr9pOkQUEEP7OPLSDBxN4332EPP8cErW62hhBLkedlIR5V+P69LYVQ8KG4KfyY2XySh7c8CDZhmzmjZh3RoXc0ymvcESViV3OMtLNuYoglRL64gt4DB9O+Ntv43fdtVW11hKVCp+rp2FYuw5rxkkH07xnNxJvb2LXrCbgrrtwlpaiGexqCWPNzKzrUlXoFi7kyAX9KfzwQ5wWS53jnOXlxKVkASIWhytzx1xcU+39pCNav2ec/rvvMPz1F0EPPYQqMaFec84nDLoilr35CsvfnkNBeiplRQWUFVbPwErbtweVhycJA4eSl3ICfW42qXt3tZoAYkleLqaSYsISTmZzxCT1Z/pLbxISGMxlsx8kLMH9XGssPiGhFOdVD1KUFubjFRDURhbVTaMcUUEQBgDdRVHsBTwIvAA8BbwMJAITBUHo1mxWunFzDiHz80MaEFAvR9SakgpQa0RUXumIptftiObNfQ39Dz/iKC6m7I8/8b7sMhTxcZQnn3REnRZLs/TxrMReUX8qD6kppy9IJPhePQ2pt3eNc6pu3VAmJiKWlyP186P88GHKk8/u6DkMBkp/+w3vCeORerRsCxJ5WBixq1YSeN+9mP7dTPJlE8l9+ZVqsvNNpfKDUREViczPj9AXXsSem4upia1jSletomzNGlKmXIX+m2+wpqQQMGtmnWqT7QXPESOImPc2AbffVqetmr5JlB87hqOkpJWtazwyiYwxncawNn0tW3O28uzgZ0kKSmrQGpZDh5F3imrx33s37Rt1z55EfvQh8uCaH5m+02eATIbuiy+rnAzTrt2o+/RGolIROPtuYtf+SdirryKPiMCWkYmjrIyiL7+sqhs9HdOWrS7F3nfe5cS48ZSsWFnDgXGaTGTecQfixk306uZSfhZEsZpKZyXmsjNHRI9u3cT+9X8ArrYe+a+9jvZ/w/C97tqqMcm7tpN99HCt888nUnbv4KtHZpO8axvHtv6LXOmKFp/aM1IURdL27SGqR29CYuOxlJWyeM6z/PLKMyx64YlaU3mbm+yjrk20sMTq9b1BMXFcM/9z4oZe1OI2nMv4BIdQnFddC6S0IA+vwHPEEQUMgFZwfRV4A3rgImCVKIoOYEXFv924cVMLyvg4yo8dO2t6kzU1FWlgQNUO96nIAgMRNBqsaXU7orovviD3uedcHwo2Gz5XTkYZE4u1IjVXFEWSJ1xK8sRJzVZjZ8upcERriYieCUEQ8LlyMgDBTzwBQNnaP886r3TFCkSzGZ8pUxpoaeOQqNUE3H47sat/x2fyZPTffsuJsRdT9PmCKvGPplDpiMojIgGXk4VEgmX/gTNNOyvOUpcgiGixkDfnVeSdovC8+OKmGdtOUPftB4Bp9+42tqRhXBrj6vF5U/ebmBQ3qcHzLYcOoerq3vN1Uzfy4CC8L70U/XffkXb1dGx5+VhPnECTdLL+Th4UhMzXF3lkJLbMTEoWLyb/1bmU/r661jXLjx7Fc8wYor5aiNTXh+yHHqJszR9V5x0GI+m33opxy1ZC58xh+NPPM/HBJwgod1B+mqiY6HRW1YbWVSO6dclP/Pvzd4ArGoooEvbyy1UbU4f//Zslc59n2VuvNP4H1cERnU42fLOAxa8+h4evH9e99h5TnnqJqc+8gkKtIevIQQDsViu/zX8Tg66I2H4DCI6JA1ytPKJ69KYgI41vHruPtQs+rFf6dWPJPnoIhVqDf8V7zk3z4hMciqWslHKTSwVbdDopKyw4dxxRURQPAn8AW4AngIcArSiKlTka+UCtX6GCINxakc67o6Dg7GItbtyciyjj47Hs28eR3n1cETVdzXQlqFTMrZmWCy7HTREVVacjeuoOtW7hQpTduqLq2hVFTGccxcXYdTqcZWXYsrKwpqeTfvMtZM6+B1sTVRPtebkIcjlSv4b3ovKdPp3Izz7Da8J4lPFxmDZvOeuc4kU/o0xIQNWrV2PMbTSywEBCX3iemKW/ok7qQ/7rr5M8fgKlv/3WoPQm0emkdNWqKsVgW0YmglKJLDAAcAlcKWNjMe/f1yR77fkFaC64AP+ZMwHwv+WWc6a1h7pXT5DJMO/c2damNIg+QX1YfeVq7u93f4PnOsrKsGVkoOriTl9zc2ZCnn2GwAcfwLx3L9kPPgiAZuCAGuMUnTphTUujtMKp1P/4Q40xDoMBW3Y2yoQEtAMG0HnRIuTh4ei/P9l+K/fZZzHv3kP4G6/jc8XlSGVy4gcMQalQYLFV7xdtMRmh4nlZW0TUYbdTlJH2//buO77q6v7j+Ovc3Js9ISFhJey9h4qgCCoiKg7UoiLibOuo29bVVqu22tZVVx11a23dA/VnESeyVWTKTNgkJCRkj3t+f3xvLgkJEJKQfEnez8fDh7nfdc/1473n+/mexe6sTEry8sibOZPo8ePxJiUBkJ+TzadPPeKcvzvPtWtrH2qr5n7Dwg/eZtDxEznv3r/TtmNn0gYOIaVHLzr06kPG0iXkZe3gjbt+x4pvvmD0udPoe8w4EtO6BOdxGDfjCi55+J/0P+54fvj0I9KX/siHD9/P9nVrGlQ2ay27tm+rFpvNK5fTvmdvPJ6WUQe5TXyy0yNt1zane27BrhwqysuJTUpuzmLVqr5dcxOBk4FHgUJgArD3t7/WPlTW2qettSOstSOSAj8kIq1N3OTTiZ10MjEnTyTntddYe8KJZD7+eI013Eo3bCB0r6VbqgpNS6MsPaPWff6CwuDfZRs3En/WFKDKZEkrVwZbL9v/6W6SrruO/G++IePyhk1eU7Z1G97k5GqTFNWV8fmIHjMaYwyRo0ZRuHgx/pKSfR5fvHw5xcuWEX/OOc3WxTSsZ09Sn36azs89iycyks3X30D61PMoXHzg1jnr97Ptj3ex+YYb2fXWW4Dz8MHXqVO1/37hAwZQvHRZg26yyrOyCElKJPGXV9Dx4YeInzKl3tdyG09EBJHDhwdb/g8nHaI71Ov/3ZLA+qpaukIOxBMeTtvLLiO0R3cKFy4kcsQIIoYMqXFc7MSTsKWlFC1ahCc2lqKFi2oMISn52Xkd1ssZm2lCQog/52wK586lND0day0F335L3OTJxE6aVO3c8PAISvcaBlKD3WoXAAAgAElEQVS5dAvUPkY0Z8smKgIzw2+a+SEV2dnV5hiY+9a/8ZeXM/zUM6koL2f3zpqz8rYGP836hNikdpxw2ZX4QsOq7es75jhytm7mud9cwc6NGUy+8TaOmjIVYwy+0DCSUrvSpmNnEjunEREdw+hfXAjA8i9nseq7r1nxzRf1LldFeTmfPvUIz/3mMr594xWstRTm7iJrYzqd+zftw+PWJC7ZaQus7J6bl+XMmBvrwryrvl1zzwc+tNa+CpyOMzZ0tzGmcuqydjitoiJSi4gB/en44IN0fOABun3wAVFjxpD1j8dYM+Eksl99FVtaSsWuXVTk5BDatfYWUQBf+/aUbd9ea4JSsWtX8G8TGkrcqc5EPhGDBoExFH7/PeWBp2WhqWkk/uqXJF19NaXr1jVozGPZtq3BGXMbImrUKGdZjm/n7DMBy/nvf53PVsvkR00tevRour7zNu3v+ROlWzaTfv755H/55T6Pt9ay/Z57neVgPB6Kly9n5/MvkP/FF0SOHFHt2PAB/anYuTM4/rY+yjMzne7coaHETpzYYlpDK7W5eAblW7eS+9FHzV2UJlG8wklEw9QiKnVgjKHtjBlgDEnXX1frw4/wgQODDyqTb7kZ4/OR80b15apKfl4F7ElEAeLOPBOA3bM+p2zzZip27SJicM0kIzw6mjID/irJaFGVtaNLaumam5m+Z56AjDf/gzc5megxzuzoBbty+OnzTxk4/iR6jhwFQFbGhv3+d2iJcrZtIWPpEgaOP6nWB8D9jh3PCZddSXLX7ky9+wF6HnF0tf0nX3U9k2+4Nfg6Kj6BiJhYVs9zhutsW1u/5d6s38+nTz7Msi/+R0r3nsx75w2+feMVMpb+CEDqACWih0p8MBHdir+igvQlzizJcS5sEfXW87xCoHJgSlugCKer7inGmHeB04DpDS+eSMsX1q0rnR59hKIffmDH3x9k+5/uoXjZchLOPQdgvy2i3pRkbFER/txcQuKrL0JckeskouH9+ztrYAb2h8TEENazJ0WLv8eb6DwdqxzPGd7f+VoXL19O9OjRB/1Z8r/9ltLVa4g69tiDPndvkSOPwPh8bLrySjyRkfjS0ogZP57Eq6/CGIO/qIi8Dz4k5qSTap38qDmYkBDizz6b2JNPZv0557LtvvvoNmpUjfUcrbXs+MtfyHntNdpcegmla9ZS9OOP7P6/z4geO5aUwBjZShGBbsdFP/6Ir33NSaAOxF9YiL+gIBjvlih67FjCevYk+7nniJs8uV4t8ocLW15Owbx5hCQm4mvnvjE/4k5xU6YQdfTR+1xv2RhDm4ums+OvfyNm4kQK5s4j9733aHfjDXgiIiiYO5ddb7+DJyoKX8c91/AlJzsT8K1dg2+Jc6MbPnBgjetHxMVD9naK8nKJSnCGbhQXOImo1xdaa9fcHenrCfH5wO8nZ0cWw276bXCpmWVfzsJfUcGwSZOJik8AnMS127CRDfivdPjZ8KMzY3jfMcft85jBJ05i8ImTat2XmNql2mtjDElpXYMJ4/b1a/BXVNR5fcnsLZv48uXnSP/pByrKyhgzdTpHnH42nz3zGPPeeYPohDaERkSS3LVHna4nBy80IpKI2DhWfD2bHz79kPzsnSSldSUu+eDvHw61+tbUrwCJxpgfgXeBK4E/AjcDq4H3rbWavkzkIEQMGULqSy8Sc/JECr7+mpL9zJhbqbLlsWz79hr7/IEZRJNv/R1J11xd/b2GDXXW3tyyBTye4HibyvFmxcuXH3T5S9atY+Nll2PCw4NJdEOEREeR9vrrJN95B3FTphASFUXW44+z86mnAGdsqD8/n4Sp7lvM3BMVRfKtv6MsPYOcl16qsT/33ffIfvElEqZfSLubbiKsX1/K0jOwxcUkXHB+8EarUnjfvniioiiYe+Axs7Upz3K6q3ld2C2nsRhjaHv5ZZSsXkP+F/tuiW4JNl9/PfmzZgXX5RWpC2PMPpPQSvFnn03POd8SEh1NwtRf4N+9m7yZH7Pl9tvJmHExpenptLn44hotqmHduzsP1H5aigkNJbxXzWVVIgLJZ95PPwW70BcHWkTjklNqTUQz09fTtlMqMX5DQZt4Yk91Jviy1rJ09md07NOPNh06ERYZRWxSO7I21m05s5YkK30D4dExjToRTVJaFwA8IV7KS0rYuan2IUB7Kyst4a37/sDmVcsZfMLJTLr6Ro444xyMx8OJl1/NgHETyM/JpnP/gXVObKV+EjunsXNTBm07pXL6zXcy7S8P4/X5mrtYNdSrRTQwKVFtU1Qe1bDiiLRuxhgihw5j98efUPDdHPB6Ce3UaZ/HVyai5du2Qe/qCxFXds2trbUwctgwdv37DfK/+srprul1fgpC4uPxdewYXJ/wYGS/8CLG56Pr22/hbdv2oM+vTcSA/kQM6A84Nx5bbvktmY/+g8ijjmLns88SOXIkkcOHN8p7NbboY44hetw4sp54ktjJk6u1XOV99BG+tFSSb70VYwzhfZxxfiY0lMiRNZ/mG6+XyBEjnGUT6qE8MDGcNzGxXucfLmJPPpnMhx9h57PPEjN+XHMX55CoyM9n9+ezSZg2jeTbbj3wCSIHqbLbfsTw4YT26E7mP/5B+bZtJJx/Pu1+99saPTzASURz338f4/MR1rcPppYb3shAorTuuusoHTiY1OeeDXbNjY2MInNn9QksK8rL2LJqBb2HjiD7+yXsSkoIJsCbVy0nZ+tmjjh9z61oYue0VpmIZmasJzE1rVHnSUhMdYYE9TzyaFbN+Ypta1eTlLbvYUKVFrz3FnmZ2zn39/fVGANqPB4mXHE1SalpdOpXs8VcGtcpv7mZ8tIS4to1fKjUodRy+y6JHKbCBw4AIO/Dj4gcMqTWCr2St7JFdGvNsYOVayp6aktEA8lOyYoVNcZzhvfrS/Gyg2sRLc/OJve994g7fXKjJaF7M8aQcucdhCQkkH7hdMp37CDx6qsPfGIzSv7db7FlZWQ++FBwW0V+AYXz5hEzbnzwxqFywpnII47AExFR67UijzqK0g0bKNu2jczHHif3vff2+b4Fc+dSkb9n4qvyzECLaLuW2yIKzmRXbS65hKLFiylshBl0y7OynF4DLlK0eDFUVBBzwvGuXwNWDm/GGBJ+MZXybdvwREWRdP11tSahAKHdu+HPz6dw0SKijqg5Iy9AVGBt6TKvh8J589jx179RXLAbA9jv5lGy12RF6z/9hLKSYsLeep/YgiIKy0op2OXMX7B09mf4wiPoNWpM8Pi4dinkZdY+Z0JLZf1+sjLSSUo9cJJ4MDr06oPxeBh0/ESi4hNYPe/bWo8rKSxg7ttvUJS/m9wd21jw3pv0PvrYfU5EZDwehk06nXZdujVqeaWmqPgE1yehoERUxHXC+/YFrxf8fmJPqX1MRyVvUhKEhFC2fd+J6N5jR8GZ5Cg8MJmEd68xh+H9+lGanl4tkTmQnNdfx5aU0GbGjDqfUx8hsbGk3HkHvg4d6PjoI0TVsgSBm4SmpdFmxgxy332Xoh+cyQIK5nyLLSsjetyeFjtfp05EHXsM8fvp0hw1yulwkvnQw2Q99hhbbru91pl5y7ZuJWPGxWy9847gtmCLaAvumlspfspZhCQksPPpZxp8ra133Mmma37TCKVqPIXz54PPR8Tgwc1dFGkF4k6fjCcmhoTzzyMkJmafx4V1D4z3s5bYU2ufPC6qo9O7pzQkhIQLLyT7xRfJWrQQb4Wf0NIyykqKKQ902S3bupVljz+KsZY22btIKHMmONq6ehWlRYX8/N039Dn6GELD9zy4i01qR2lRESUFda+7Dne5mTsoKymuMc6zodp06MSVz7xG6oBBDJ4wifU/LGLnpo3VjikrLeGd++/m2zdeZtGH7/LFS8+CxzB22iWNWhZp2ZSIiriMJzzcmbkwJISYCRP2e6wJCcGblET5tppjRCtydmEiI/f5BDv2pIkANVpEw/o6rXMlq+o2zNtfUkLOa68TNfZYwrp3r9M5DRF78sn0+L9PiT3Afxu3SPzVLwlJSCD7pZcBKPj6azwxMUQOGxo8xhhD6tNP7/czhfXuTdSYMeS+9x6euDh8HTqw+cYba8xwXPTjEgB2f/wJu2fPBgJjRL3eWh9KtDSeiAgSLpxG/pdfUrzq54M6t2z7juAi7tbvp3DhQkrWrj2kC7sfrIL5C4gYNGifLecijSkkNpbu//cpSddeu9/jwno4v/1hffoQ3rvm+FCAuJ498QDmjNNIvuVmdgwbyJoNa0jelY+vwvmOvXTz1eRu3MjGX/2aHaEeOnTrQbtp0+g8cRKekBC2rlnFyjlfU1ZSzIBxJ1a/fmBG0NzMmvWhm+XnZOP3Vxz4wFpkZjizCleO6WxM4dHRgDPRkdcXyn/uvpV3/3oPc99+gy0/r2Te22+weeUy4tols3jme6xZMJejzppKTNuWPQREGpcSUREXSjhvKm0vvbRO3Vx9ycmUBZZhqaoiN3e/s8nGTjwJfL4ay8OE9w3MnFvH7rl5H3xAxc6dztIAUoMnKoqoUaMoXLjQWWNv/nwiR47cb5fr2hhj6PDA/YT160u766+j40MPUZGVxdbbbq/WFa3opyXOOK2ePdh2191U5BdQun69Mxa4Bc8kW1Wb88/HREay87ln63xO8fLlrBk/nk1XX4O/sJCSNWvw5+dji4uDLcrNrSI/n+Jly4g8onXNCirNy5uQEJxHYF9C2rYleuxY2l522T6PCY2MosuwkazPWMf6n35gkS0msaSC/ttzSMktoGdqd3K2bmbZ728jd8N68sJ8dBt1DCm33Ubnu+4iKa0r29asYukXn9GmY2fa96y+dFHlZD15h1EiWlpcxL+uvYIfPq3fslM7NzqTCCV2SmvMYlUTGRvH6TfdTtrAIWRv3si3b7zM63fexPx336TfMeM4dtollJUUk9C+A8NPOeOQlUNapvou3yIih1DCuefW+Vhv+/aUrFpVY/uBElFfhw50n/lRjRZRb7skQhITKfjuO8qzskj81S/xREYG99vAGnAmJARrLTtfeIGwPn2IPEpzle1L5MgR5M2cSdHChZSlZ5Aw9bx6Xcfbpg3d3n47+LrdLbew/d572X7fn/GlpGDCwyhauIiwvn1Jue1WNpx3Ptvvu4/8L78k7qwzG+vjuF5IfDwJ55xD9iuvkHzrrXgTEg54TvbLr2BCQsj/4gvSp11I9PjxwX1lGRn4kpt//bXK8aH7GoMn0lyMMXT+51MHPK7XUWNYt3gB7/3tHpLSunLWFdfi2b2bDdMuZFhiB1ZnrCV7zRqSfjEFfpxPl8HDguem9OjN0s8/paK8nLHTLqkxRnpPIuqOB0d1sWvbVspKislY+iPDTp580Ofn7thOVHwCvvDwQ1C6PboMGU6XIc7EgMUF+Sz84G3Wfb+QY6ddQnh0NL1GHcPQk05x5ays4m5KREUOc76OHcifNYvSjAxCU1OD2w+UiAKEdu5cY5sxhvC+fcmfPZv82bMJ7daV+DP2POXcevsdlOdkk/rPf5L30UxK16ylw/1/0cQp+xERmNk360nnRq2xWrQSpl1A4YIF5Lz8cvXtF1xAxJAhJJx/PjmvvgpA3OSDv8k5nEUeeQTZL75I2abNB0xEy3NyyPvoI+KmnEX02LFsvuFGih97zBmrXV5OaUZGrbMZN7XCBQuc8aFDhjR3UUTqpfvwI/GEeIlNTOKs3/0xuP6nr0N7zPbthIV4KYoKZ0e4l6j4hGoztQ4+8WR2bdtCfvZO+o09vsa1w6Nj8IVHHBYtotZatq5eRUFONgBbfl6Jtfag69G8zG2NumxLXYRHRTNm6nTGTJ0e3Hbadb9t0jJIy9E6+mmJtGBtLrgAExHB5ptuDq7NBs7yLfUdExjer1/w74Kvvqq2r2DOHArnL6BoyRK23n47EYMHaz3DAwjr0YOQuDgK5szBExMTXK+1oYwxdHz4IbrNnEmvBfNJvOoqgGCiknT9dXiTk/Glpba65MXbzmnBLK9lIq+95X8+G1taSsI55xBz3HF0efUVvCkpxE6cCF4vpRkbD3iNplAwfz4RAwdqfKgctsKjoznvT39l6t0PBJNQgNCOnShNzyCisJjipEQyli6hy+Dh1RKzpNQunH37n5jx9yeIjK35kNUYQ2xiErmZO5rkszRE+o+Lef3Om1j21SwAivJyya3Db9XecndsPyxmRhXZF7WIihzmfB060P7uu9l83XVkPvoP2ky/kPVnn0P59u31nlkz5sQTKV62DBMeRv4332LLyzFeL+WZmZTvcCr57X+5HxMaSqennsTsY0IkcRiPh7a/+hWFc+cSM2FCcJ2+xrp2WDen1SDxqiuJHD4s2HoXEh1N2ssvgd/f6lqsfclOK0HZ9gO3jhTMmUNIYmJwoq7wvn3pMet/UFFB0U9LKM1o/rUJK/ILKF66jLaX73sMnsjhIKV7zxrbfB07UjBnDpGp7dga7sOWWroMGVbL2fsX1y6ZvCz3J6Lb1q0BYP33C4Pbtvy8gviU9vs6pRrr91NeWsrunVn0PrppW0RFGpMSUZEWIHbiSRScczY7n32W4hUrgsli5UyGBytiQH9Sn32GvE//j/z/zWLXW2+T8ItzKV6xInhM0eLFRB9/fJ3G3wm0vXgGbS+ecUjfw3g8RB19dLVtVbtrtyYhbduC10v59j03pZX//4b16RNMzK3fT8F33xE1ZnS1ZN2EhEBICKGdUylzQYto0fcaHyotV0jbNgDERMewxVqM8ZA28OB7ccQntydj6RKK8ncTEb3v5WaaW2bGBgD8FRUkdelGQU42s/71JDs2rGPYpNOJTdz3UltlJcX89+7bKcrPw19RQVy75h+/LlJfSkRFWojkW2+lcNFiCr75hugTjqfDPffgiYpq0DWjxx5LxNChbPvDHyhavIiQxMC07D4flJURdeSRjVBykcZnPB687ZIoD7SIWr+f9Aun48/Px9u+PTHjjiP+HGfd1ors7BoJfKXQtDRyFy/GVlQ0akv2wSqcPx+83lbXxVpah5hx4yicO4/UqVNY9foLpPToSURM7EFfZ+D4CSz++H0Wz3yP0edOOwQlbRyZ6euDfyekdOCUa25i3jv/YfHH7/P9Jx/Q5+hjGXHaWdXGyILzO/bJ4w+xdc2eCQrjktQ1Vw5fGiMq0kJ4IiPp+Pe/Ed6vH4m//jUh8fEHvURIjWuGh5P28kskXnUVuR98SPZz/yK0SxfCeznrxEUepURU3MvXLjnYNbdsy1b8+fnEnnoq4f37seudd0mfcTH5X30NQNSo2hPRiCFD8BcWUryybuvqHirB8aFVZrAWaSkiBg+my79fp00fp3t8l8HD63WdxNQu9DzyaBbPfJ/igvzGLGKjKSspZtfWLYRHOet0xiWn0LZTKpOuuYnLHn2WISedyur53/HSLdfw1p//QMbSH4NLdM158zV+nvctQyeeFrxebDt1zZXDlxJRkRYkvG9fur79FhH9+zfaNY3XS9I1V5P2yiuEdu1K9NixRI4Yjq9DB8J61hzrI+IW3uTkYIto6bq1ACRM/QWdH3uMDvf/BX9uLtkvvkhYzx7BMaV7ixzh3BAXLVxY6/6m4C9wxodGqluutHAp3Xsx+MRJDBw/od7XOOqsqZQWFfL9xx80Yskaz86NGVjrp+8x4wCIS9rTtTY2qR3jLrqcK554gTFTp7Nj/Vr++6fbeeXW6/jq1eeZ+9a/6X/cCYybcQVJXbpBYIImkcOVuuaKSJ1EDhtK949nAuAvKSHx179udRPgyOHFm9yO3Z9+SvqF0/F16gRAaHdn3HTUqFEQEkJFdjZxp526z2v42rfH16kThQsX0uaii5qk3HsrXr4cKiqIHDa0Wd5fpKl4fT5OuOzKBl2jXZdudB9xFItmvsuwSacT5rJeBJXjQwdPmERYVDQ9j6zZGyM8OpojzzyX4aecwfKvP2fhB++w4P236NR3ACdefhXGGEaeeibpP/1AiFdrd8rhS4moiBw0T1gYhIU1dzFE9suX7IydKlywABYsICQ+Pji5VkhMDBGDB1O0ePE+x4dWihwxgvwvv9znOn+5H31EyaqfSbruWoyn8TsalaxxZthUDwSRuhk1ZSqv3DqXHz79kCPPPLe5i1NNZvp6fGHhtGnfkdHnXrDfY72hoQw6fiIDx01g08plJHftHkw8+x4zLtiqKnK4UtdcERFpkTyx1WfNrGwNrRQz4UQ8sbFEjhix3+uEDxpIRU5OsJvv3nbc/wA7n36abX/6U8MKvA8lq9fgiYrC275uSzuItHbJ3XrQbdhIFn74DusWL6C8tLS5ixSUmbGexNS0g3poZTweOvcbSGiEu1p3RRpKiaiIiLRI0UcfTcTQoSRe6XT1C+vWrdr+NtOn0+PzWQecXTqsqzNzZemG2tcTtX4/ALte/ze7Z81qaLFrKFmzhtAe3dUVXuQgHH3OBVSUlfHO/Xfx9JUz2LxyeXMXCWstWekbasyGK9JaKREVEZEWydexI11ef402F03HExdHxNDqYyyNx0NIdPQBrxOalgZA6YYNNfZV7N5NRVYWSdddS1jv3my7624qdu9ulPJXKlm7lrDuPRr1miItXXK3Hvzq6ZeZcutdWL+fnz7/tLmLxO6dWRQX5JOUqkRUBJSIiohICxcSF0fPr74k7swz6nW+NyUFExZWayJaut5ZDzCsRw/a33MP5VlZ7Pjr3xpS3GrKc3Ko2LmTsB5KREUOVmh4BF2GDKdD775sXb3qwCccYlmBiYrUIiriUCIqIiItnicsrN5dW43HQ2ha2n4T0dCuXYkYOIA2M2aw6z//oWDe/GrH7Z41i8zHH6d4xYrgmoB1UbRoEQBhPZWIitRX+x69yd6yqdnXFs1Md34vElO7NGs5RNxCiaiIiMgBhHbpUmsiWrJ+PYSEENq5MwBJ11yNLzWVrb+/E39xcfC4HX/7O1n/eIz1Z57F2hNOJOuppw6YkJZu2szWO39PaJcuRA4f3qifR6Q1SenZG4Bta1c3azky09cT1y7ZdUvKiDQXJaIiIiIHENqlC6WbNmHLy6ttL12/AV+njpjQUAA8ERGk3HE7ZekZ5M+eDYC/uJjS9HQSzj+f9vf8CV/79mQ+/AglP+/7pthfUMCmq67ClpfT6Ykn8OjGVaTe2vfoBcawdfXKOp/z9esv8tGjf23UcmRmbCBR40NFgpSIioiIHEBo165QXk7xij03srasjKLFiwnv1bvasVFHHYUJDaVoyU+AM9kQfj+RR4wk/uyzaf/n+wAo+n5xre9l/X62/O53lKxeTccHHySsm25cRRoiLDKKth071zpzbkV5GXP++xqlxUXBbdvXr2X+e2+yZv53+P0VjVKGstIScrZs1vhQkSqUiIqIiBxAzLjj8ERFkf38v4Lbdn/xBeWZmTUmQTKhoYT37UvRkiUAlKx2Wj7DevUCwNepE96kJAoX1Z6IZj32GLs/+x/tbrmZ6GPGHIqPI9LqdO4/kM2rllOxV6+GzSuX892br5G+5HvAWWJl9gv/BGspLytld1Zmo7x/9qaNWOsnKa1Lo1xPpCVQIioiInIAIfHxJJx/Hnkff+KMCwV2vfEfvMnJRB97bI3jwwcPonjZMrJfeZW8j2ZiQkMJTU0FwBhDxLBhwYmIqsr7+GOynniSuLPOos1FFx3aDyXSinTuP4jykpIa40Tzs3cCUJSXB8DKOV+xeeVy+o89HoCdmzc2yvvvSF8HQJImKhIJUiIqIiJSB20uuggTGsrOZ57FX1BAwdy5xJ12KsbrrXFsxMBB2OJitt9zDwVff40nIqLacZHDh1G2ZQtlW7cGtxUtW8aWW28jYuhQUv74h3rP8isiNXXqOwCATct/qrY9PycbgKLdeZQVF/PVK/+iXdfuHDvtEsBpyWwMWRnpeMPCiE9u3yjXE2kJlIiKiIjUgTcxkfhzzyX3/ffJ/egjKC8n8qhRtR4bMXQIAFGjRwMQfdxx1fcPc2bBLVzsdM8tz8xk01VXE5KQQKd/PIonMPmRiDSOyNg4klK7sHbhvGrb83OcFtHCvFzmv/df8rN3Mn7GL4mMjSMiNo7sLZsa5f3zMncQ3y4F49Gtt0glfRtERETqqO2ll4AxbP/L/eD1EhlIOPcW2qkTXd74N52efIKeX39Fyu/vrLY/vE9vTGQkRYu/x19ayqZrfkNFbi6dH38Mb2JiU3wUkVZn4PEnsXXNqmqTFhVkOy2ihbm7WPjhu/QedQwd+/QDoE2HTmxbt4ata1Y1+L0LcrKJSmjT4OuItCRKREVEROrIl5JC/BlnYAsLiejfH09U1D6PjRg8GE9oKN6kpBrHGa+XyCGDKVy0iG1/+CNFP/xAhz/fR3i/fof6I4i0WgOOO5HwmFgWfPBWcNvuQItoZvp6yktL6Nx/UHBf246dydywjtfvuDnYhbe+8nOyiVYiKlKNElEREZGD0Pbyy5zW0KNr75ZbVxHDhlOyciW577xD4pVXEjtxYiOVUERq4wsPZ+hJp7B24Tx2BsZ+FgQSzOzNThfc2MSk4PHDTz2DQSdMxFo/Wenr6/2+1u+nYFcOUfEJDSi9SMujRFREROQghKam0u3dd0i8/PIGXSdyhDNONGbCBBKvvqoxiiYiBzDkpFPxhoax4IO3sNaSH+iaa60fgJgqiWibDp0Y/YsLAcjamF7v9yzK342/opyohLYNKLlIy6NEVERE5CCF9eiBJzKyQdeIPOIIOj74dzrc/xdNYCLSRCJj4xgw7gRWfP0Fmenr8VeUE+LzBffHtE2qcXxUfAJrF8/nmasvYeOyJfu89t5rlFaqbHWNTlCLqEhVqvlERESagfF4iJ00CU9ERHMXRaRVGX7KmVi/n69efR6AxM5pAIRFRRFWywOmtp3T2LR8KXmZO/jfs09QUV5W45hV333N45dMZfu6NTX2VY4vVYuoSHVKREVERESk1YhPTqHXqDGkL/kegKS0rgDE7tUaWl4lMQsAABDiSURBVKkyUY1OaEP2lk0s/vgDAD575jH+9+wTAKye/x1lJcV88NCfKc7Pr3Z+5RIxahEVqU6JqIiIiIi0KsdNv4zBE06h99HHkjrQWYap6vjQqioT0THnXUS3YSP57s3Xydm6meVffs667xdg/X4ylv5Iu67d2b1zJ588+RDW2uD5BTk5AETFa9Zckaq8zV0AEREREZGmFJ3QhhMu/TVAcF3RvceHVup5xNHkZW6n16gxdOzdjxduupK37vs95WWl7M7KZNva1RTl5XLsBRdTWljA7BefYeEHbzNy8hTA6ZobHhWNNzS0aT6cyGFCLaIiIiIi0mpFxMYB+24RDY+OZvQvLsQXGkZ8SntGTp5C7o7twf0/fvYxAKkDBjP05Mn0OnI0X7/+IptWLAUgP3snUVpDVKQGJaIiIiIi0mrFtUumz+ixdB82sk7HH3H62cQntye5W08AVs35ioT2HYhNTMIYw4RfXUt8cgofPvIAeZk72LT8J9p17X4oP4LIYUmJqIiIiIi0WiFeL6f85mYSU7vU6XhfWDjT//oPzrnzHgDKy0pJHTAkuD8sMpLTrr+Vkvx8XrvjRkoKC+g/9vhDUXSRw5oSURERERGRg+ALCycsMorotokApA4cXG1/UlpXxl/6Kwp25RDTNonU/oOao5girqbJikRERERE6qFN+47kZ++kcy2J5sBxEygtLCQ+pQPGo7Yfkb0pERURERERqYc+o8eS0L4jEdExte4ffsoZTVwikcOHElERERERkXoYOH4CA8dPaO5iiByW1E9AREREREREmpQSUREREREREWlSSkRFRERERESkSSkRFRERERERkSalRFRERERERESalBJRERERERERaVJKREVERERERKRJKREVERERERGRJqVEVERERERERJqUElERERERERFpUvVKRI0xtxtjfqjyT7ExppsxZpExZo0x5vbGLqiIiIiIiIi0DPVKRK2191prh1hrhwAXAJ8BdwD3Ar2BycaYfo1XTBEREREREWkpGqNr7qXAS8BYYKa1tgL4MPBaREREREREpJoGJaLGGB9wCvA+EGWtLQ7s2gGk7OOcK4wxC40xCzMzMxvy9iIiIiIiInIYamiL6GnA59baEsDutc/UdoK19mlr7Qhr7YikpKQGvr2IiIiIiIgcbhqaiF4CvBj4e7cxJjzwdzucVlERERERERGRauqdiBpj2gNdrbVzA5s+A04xxoTgtJT+rxHKJyIiIiIiIi1MQ1pEpwOvVXn9R+BmYDXwvrV2ZQOuLSIiIiIiIi2UsXbvoZ1N+ObGZALpzVYA2VsikNXchZBqFBP3UmzcSXFxF8XDnRQXd1Jc3ElxaZgsAGvtxL13NGsiKu5ijFlorR3R3OWQPRQT91Js3ElxcRfFw50UF3dSXNxJcTl0GmMdUREREREREZE6UyIqIiIiIiIiTUqJqFT1dHMXQGpQTNxLsXEnxcVdFA93UlzcSXFxJ8XlENEYUREREREREWlSahEVERERERGRJqVEVERERERERJqUEtFWxhijmLuMMSahucsgtTPGmOYug8jhQHWLu6hecTfVLSIOVRythDHmr8aYntZav24Y3MEY4zPG3AXMMsYMaO7yiCMQlxnGmI5ASGCbbhpcwBjjNcb0aO5yyB6qW9xF9Yp7qW5xJ9UrzUuVRitgjAkHpgG3AVhr/c1bIjHGXAx8A3QHPgNCm7dEAmCMGQQsAs4A/ghcA2A1q5tbvAA8YIxJbe6CiOoWt1G94l6qW1ztBVSvNBsloq2DH/gcOMYYczI4T+aat0itlzFmGHAK8Etr7TSgHdApsE/fyeYVAyy01p4BPAUMN8acD3py3dyMMclAL6AcGGGMCWvmIonqFtdQveJ6qltcSPVK89OPUwtjjOlsjHnEGHOBMSY2sHkg8BVwA3APgLW2rLnK2BoF4vJooOJZaa0921r7Q2D3V8BEUItCUzPGJBhjrq2yKQHYYYxJsNYuAl4HLjPGROjJddPa67csDtgBXA+8AZwAdGvWArYyqlvcR/WKe6lucSfVK+6jRLQFMcbEAy8CxcBRwAvGmFBgK3CMtfZ9YKcxZm5gDIk0gSpxKQJGAa8YY2KrPAXdDqQHjtV3smlNB64zxlwaeL0a6I3TtQ2c7m0rgUuaoWytVi2/Zc8Bsdbab621bwFlwNgqCZEcQqpb3Ef1iuupbnEZ1SvupB+nlqUzUGGt/a219hqcCmo60B9YaowZi/Mj2A94DVRBNZHa4vILoPLHrgiYAnpy3VSMMZ5ApTQYeAQ43xiTbK1dBSwJvE6w1pYC84A4Y4y3GYvc2nQGyqt8Z0qAc6rMBPo6cCTQp7kK2MqobnEf1SsupLrF1VSvuJAqisNc1bEF1tqfgDBjzKmBTS8AI3HifBfwd2Ay8Crw28A5qqAOgQPE5XngGAJPRq21s4F1xpgRTV7QVqYyLtZav7V2F/CktfZhYA5wS+Cwh3HGV50beN0G8Ftry5u6vK1BbeOjAt+ZcGPMaYFNzwPHAl0D++fitDCcaoxJaaqytgb7iYfqlmZSx5ioXmkGe8dGdYt7qV5xJyWihyFjTLwx5ihjjK9ybEGVp8/P4DwVxVr7Gc5kEslAqrV2hLV2Gc6NwsxmKHqLdhBx+R+wCzg+cExnIBwoaPpSt3z7i4u1dkHgsOeBwcaYI6y1OcBjOE+qPwGuAH6o7drSMMaYuL3HR1W5sXuGwA3b3t+ZgNeAtgSWQZCGq0M8VLc0sYOIieqVJlZbbCqpbmk+xpg4Y8wgY0xIlW2qV1xKiehhxhhzHrACp8J/wuxZ+6jySzYbKDXGXBV4/Qxwi7V2e+D8UGttnrX2zaYsd0tXj7g8D8wAsNZuxPnxW9VkBW4l6hAXAKy164C32TOl/lxr7QPA74GB1tpPmq7UrUOgO9QqY8z1gdeVFf/+vjMXVZ5vrd0AXG2t3dw0JW7Z6hEP1S2HWD2/IzNA9cqhtq/Y7N0lXXVL0zLGXAP8hDN52hNVdwX+rXrFZZSIHn5SgWustWfizPZ1oTGml7W2IrC/Lc64hF8aY7ridNP5ovJHMjAuQRrfwcalBzA7MOEH1tr/qCvbIbHfuBhnbbdKrwIpJjClPoC1dr66TR0yfYCNwEXGmTmywhgTUuV7UNt35osqN+Nag69xHWw8VLccevX5jqheaRr7jY3qlqZnjOmG87s02lo7GWeJnNFQbaiA6hWXUSLqcsaYvsaYG8yehXZ7safLwBuABSYaY5KMMa8Bf7HWLsF5EvQb4D7g7SoJkTSCRoyLbt4aUT3i8ufAk22stbnAvTgtqNLIqsQmLbApGqdb4bc4YwwJ3MylGGP+DfxZv2WHjuLhPo0YE9UrjawesblPdcuhF4jLjcaYToHW5xcDvQEA3iTQDdcY016/Y+5klPi7U6A/+w04XQYW4NxAvxHY/aC1dmDguLNx1nJLB3Kste9UuUaIvlyNS3Fxp8aIixwatcTGD3xmrf1PYH8csBg41Vq7whgzBuhQuT9wjL4zjUTxcB/FxL0aIzbS+GqJSwXwubX231WO+QOw1lr7ijHmaKCztfaNKvv1nXEBtYi6kDHGBLoG5AEXWmsvBWYB4wKTROQYY24IHL4E6Al8XXlTXaWrlL5gjUhxcafGios0vv3EZrAxJswY4wm0FjwFPARgrf2myk2evjONSPFwH8XEvRorNtK49hGXz4GBgbhULocTS6BHlLV2TmUSWrlf3xl3UCLqIsaYScaYl4GbjTFRwL9xBl1XahP4943AlYGuCD8DoUCnyoP05Wpcios7KS7udYDYGJxFxEsI1EHW2r8CbY0x5wTO1811I1I83EcxcS/Fxp3qGpcqY2/jgE+NMaOMMQ8aY3oCaGyuuygRdQnjDJq+H3gXGALcDPSoMsB6DdDOGBNmnWnBnwduMMZ8DaTgrH0kjUxxcSfFxb3qGJuOxhivtbbcGOMLbH+APTN+6gaukSge7qOYuJdi404HExfjiAXa4wzReQT4wlqret+FvAc+RA6VwFOza4GvgA7Am9bat4wx3wNnAacZY3621hbgLLq7KvAUDmvtvcaYCGCStfatZvoILZLi4k6Ki3vVMzblgTE6ZQDW2v8C/22mj9CiKB7uo5i4l2LjTvWNS+DcIuAI4F5r7cPN8wmkLtQi2kyMM3B6Ps6X50zgYmCKMSbWOjN/LQJigJMCp5QB7xpjzjPGrDDGjLbWFummunEpLu6kuLhXQ2ID/GSMGdUMxW6xFA/3UUzcS7FxpwbW+auBrkAnJaHup0S0eT1hrT0DZ4rpeUAu8Ghg32JgM07XAoDJwEycqagvstZ+28RlbU0UF3dSXNyrvrGZYa39ronL2hooHu6jmLiXYuNO9Y3LNGvtz5U9osTdlIg2n4XsWV5iN9AfmAqMNcaMCMzEtg040hhjgLnAFdbaM62185ulxK2D4uJOiot7KTbuoni4j2LiXoqNOzUkLvOapcRSL1pH1CWMMZ/h9Hm/EDgZZ5HdU4AIa+2NzVm21kxxcSfFxb0UG3dRPNxHMXEvxcadFJeWS5MVuYAxphcQb63dDTxhjMkFTgWGApc0a+FaMcXFnRQX91Js3EXxcB/FxL0UG3dSXFo2JaLu4AP+a4zpC/wDmG2tvb2ZyySKi1spLu6l2LiL4uE+iol7KTbupLi0YOqa6wLGmAuAl3FmCHvaWvuvZi6SoLi4leLiXoqNuyge7qOYuJdi406KS8umRNQFjDGnAQOABzXLl3soLu6kuLiXYuMuiof7KCbupdi4k+LSsikRdQFjjLEKhOsoLu6kuLiXYuM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