Files
pandas-ta/examples/AIExample.ipynb
T

905 lines
324 KiB
Plaintext
Raw Blame History

This file contains ambiguous Unicode characters
This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Strategy Analysis with **Pandas TA** and AI/ML\n",
"* This is a **Work in Progress** and subject to change!\n",
"* Contributions are welcome and accepted!\n",
"* Examples below are for **educational purposes only**.\n",
"* **NOTE:** The **watchlist** module is independent of Pandas TA. To easily use it, copy it from your local pandas_ta installation directory into your project directory."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Required Packages\n",
"##### Uncomment the packages you need to install or are missing"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#!pip install numpy\n",
"#!pip install pandas\n",
"#!pip install mplfinance\n",
"#!pip install pandas-datareader\n",
"#!pip install requests_cache\n",
"#!pip install alphaVantage-api # Required for Watchlist"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n",
"Numpy v1.20.1\n",
"Pandas v1.2.2\n",
"mplfinance v0.12.7a5\n",
"\n",
"Pandas TA v0.2.64b0\n",
"To install the Latest Version:\n",
"$ pip install -U git+https://github.com/twopirllc/pandas-ta\n",
"\n"
]
}
],
"source": [
"%pylab inline\n",
"import datetime as dt\n",
"import random as rnd\n",
"from sys import float_info as sflt\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"pd.set_option('max_rows', 100)\n",
"pd.set_option('max_columns', 20)\n",
"\n",
"import mplfinance as mpf\n",
"import pandas_ta as ta\n",
"\n",
"from watchlist import colors, Watchlist # Is this failing? If so, copy it locally. See above.\n",
"\n",
"print(f\"Numpy v{np.__version__}\")\n",
"print(f\"Pandas v{pd.__version__}\")\n",
"print(f\"mplfinance v{mpf.__version__}\")\n",
"print(f\"\\nPandas TA v{ta.version}\\nTo install the Latest Version:\\n$ pip install -U git+https://github.com/twopirllc/pandas-ta\\n\")\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## MISC Functions"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def recent_bars(df, tf: str = \"1y\"):\n",
" # All Data: 0, Last Four Years: 0.25, Last Two Years: 0.5, This Year: 1, Last Half Year: 2, Last Quarter: 4\n",
" yearly_divisor = {\"all\": 0, \"10y\": 0.1, \"5y\": 0.2, \"4y\": 0.25, \"3y\": 1./3, \"2y\": 0.5, \"1y\": 1, \"6mo\": 2, \"3mo\": 4}\n",
" yd = yearly_divisor[tf] if tf in yearly_divisor.keys() else 0\n",
" return int(ta.RATE[\"TRADING_DAYS_PER_YEAR\"] / yd) if yd > 0 else df.shape[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Collect some Data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[!] Loading All: SPY, QQQ, AAPL, TSLA, BTC-USD\n",
"[+] Downloading[yahoo]: SPY[D]\n",
"[+] Saving: /Users/kj/av_data/SPY_D.csv\n",
"[i] Runtime: 523.0498 ms (0.5230 s)\n",
"[+] Downloading[yahoo]: QQQ[D]\n",
"[+] Saving: /Users/kj/av_data/QQQ_D.csv\n",
"[i] Runtime: 445.0625 ms (0.4451 s)\n",
"[+] Downloading[yahoo]: AAPL[D]\n",
"[+] Saving: /Users/kj/av_data/AAPL_D.csv\n",
"[i] Runtime: 476.5194 ms (0.4765 s)\n",
"[+] Downloading[yahoo]: TSLA[D]\n",
"[+] Saving: /Users/kj/av_data/TSLA_D.csv\n",
"[i] Runtime: 469.3292 ms (0.4693 s)\n",
"[+] Downloading[yahoo]: BTC-USD[D]\n",
"[+] Saving: /Users/kj/av_data/BTC-USD_D.csv\n",
"[i] Runtime: 460.9892 ms (0.4610 s)\n"
]
}
],
"source": [
"tf = \"D\"\n",
"tickers = [\"SPY\", \"QQQ\", \"AAPL\", \"TSLA\", \"BTC-USD\"]\n",
"watch = Watchlist(tickers, tf=tf, ds_name=\"yahoo\", timed=True)\n",
"watch.strategy = ta.CommonStrategy\n",
"watch.load(tickers, analyze=True, verbose=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Select an Asset"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SPY (7100, 12)\n",
"Columns: open, high, low, close, volume, dividends, split, SMA_10, SMA_20, SMA_50, SMA_200, VOL_SMA_20\n"
]
}
],
"source": [
"ticker = tickers[0]\n",
"print(f\"{ticker} {watch.data[ticker].shape}\\nColumns: {', '.join(list(watch.data[ticker].columns))}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Trim it"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"duration = \"1y\"\n",
"recent = recent_bars(watch.data[ticker], duration)\n",
"asset = watch.data[ticker].copy().tail(recent)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Create a Trend"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>dividends</th>\n",
" <th>split</th>\n",
" <th>SMA_10</th>\n",
" <th>SMA_20</th>\n",
" <th>SMA_50</th>\n",
" <th>SMA_200</th>\n",
" <th>VOL_SMA_20</th>\n",
" <th>EMA_8</th>\n",
" <th>EMA_21</th>\n",
" <th>EMA_50</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2021-04-05</th>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>394.909998</td>\n",
" <td>392.709276</td>\n",
" <td>387.393192</td>\n",
" <td>352.643440</td>\n",
" <td>97120120.0</td>\n",
" <td>397.670340</td>\n",
" <td>393.120112</td>\n",
" <td>386.866944</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-04-06</th>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>396.262997</td>\n",
" <td>393.991583</td>\n",
" <td>387.882991</td>\n",
" <td>353.139745</td>\n",
" <td>94073315.0</td>\n",
" <td>399.548041</td>\n",
" <td>394.301919</td>\n",
" <td>387.621965</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-04-07</th>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>397.971997</td>\n",
" <td>395.025780</td>\n",
" <td>388.352087</td>\n",
" <td>353.647168</td>\n",
" <td>91192240.0</td>\n",
" <td>401.112920</td>\n",
" <td>395.419017</td>\n",
" <td>388.365810</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-04-08</th>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>400.071997</td>\n",
" <td>396.036369</td>\n",
" <td>388.871745</td>\n",
" <td>354.154454</td>\n",
" <td>88602355.0</td>\n",
" <td>402.758935</td>\n",
" <td>396.610015</td>\n",
" <td>389.156170</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-04-09</th>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>402.250995</td>\n",
" <td>396.998604</td>\n",
" <td>389.637791</td>\n",
" <td>354.669523</td>\n",
" <td>87353990.0</td>\n",
" <td>404.699170</td>\n",
" <td>397.962740</td>\n",
" <td>390.032006</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" dividends split SMA_10 SMA_20 SMA_50 SMA_200 \\\n",
"date \n",
"2021-04-05 0.0 0 394.909998 392.709276 387.393192 352.643440 \n",
"2021-04-06 0.0 0 396.262997 393.991583 387.882991 353.139745 \n",
"2021-04-07 0.0 0 397.971997 395.025780 388.352087 353.647168 \n",
"2021-04-08 0.0 0 400.071997 396.036369 388.871745 354.154454 \n",
"2021-04-09 0.0 0 402.250995 396.998604 389.637791 354.669523 \n",
"\n",
" VOL_SMA_20 EMA_8 EMA_21 EMA_50 \n",
"date \n",
"2021-04-05 97120120.0 397.670340 393.120112 386.866944 \n",
"2021-04-06 94073315.0 399.548041 394.301919 387.621965 \n",
"2021-04-07 91192240.0 401.112920 395.419017 388.365810 \n",
"2021-04-08 88602355.0 402.758935 396.610015 389.156170 \n",
"2021-04-09 87353990.0 404.699170 397.962740 390.032006 "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Example Long Trends\n",
"# long = ta.sma(asset.close, 10) < ta.sma(asset.close, 20) # SMA(10) > SMA(20)\n",
"long = ta.ema(asset.close, 8) > ta.ema(asset.close, 21) # EMA(8) > EMA(21)\n",
"# long = ta.increasing(ta.ema(asset.close, 50))\n",
"# long = ta.macd(asset.close).iloc[:,1] > 0 # MACD Histogram is positive\n",
"\n",
"asset.ta.ema(length=8, append=True)\n",
"asset.ta.ema(length=21, append=True)\n",
"asset.ta.ema(length=50, append=True)\n",
"asset[asset.columns[5:]].tail()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Calculate Trend Returns from the long trend"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>TR_LOGRET_1</th>\n",
" <th>TR_CUMLOGRET_1</th>\n",
" <th>TR_Trends</th>\n",
" <th>TR_Trades</th>\n",
" <th>TR_Entries</th>\n",
" <th>TR_Exits</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2021-04-05</th>\n",
" <td>0.014251</td>\n",
" <td>0.051645</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-04-06</th>\n",
" <td>-0.000591</td>\n",
" <td>0.051055</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-04-07</th>\n",
" <td>0.001157</td>\n",
" <td>0.052211</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-04-08</th>\n",
" <td>0.004736</td>\n",
" <td>0.056947</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-04-09</th>\n",
" <td>0.007244</td>\n",
" <td>0.064191</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" TR_LOGRET_1 TR_CUMLOGRET_1 TR_Trends TR_Trades TR_Entries \\\n",
"date \n",
"2021-04-05 0.014251 0.051645 1 0 0 \n",
"2021-04-06 -0.000591 0.051055 1 0 0 \n",
"2021-04-07 0.001157 0.052211 1 0 0 \n",
"2021-04-08 0.004736 0.056947 1 0 0 \n",
"2021-04-09 0.007244 0.064191 1 0 0 \n",
"\n",
" TR_Exits \n",
"date \n",
"2021-04-05 0 \n",
"2021-04-06 0 \n",
"2021-04-07 0 \n",
"2021-04-08 0 \n",
"2021-04-09 0 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"trendy = asset.ta.trend_return(trend=long, asbool=False, append=True)\n",
"trendy.tail() # Third Column is the long trend; binary sequences"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Simple Price Chart"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'SPY Saturday April 10, 2021, NYSE: 5:41:45, Local: 9:41:45 PDT, Day 100/365 (27.0%)'}, xlabel='date'>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1152x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"extime = ta.get_time(to_string=True)\n",
"chart_ = asset[[\"close\", \"EMA_8\", \"EMA_21\", \"EMA_50\"]]\n",
"chart_.plot(figsize=(16, 10), color=colors(\"BkGrOrRd\"), title=f\"{ticker} {extime}\", grid=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Entries & Exits"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total Trades: 7\t\tRT Trades: 3\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Signal</th>\n",
" <th>Entry</th>\n",
" <th>Exit</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2020-05-07</th>\n",
" <td>1</td>\n",
" <td>283.139404</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-09-10</th>\n",
" <td>-1</td>\n",
" <td>NaN</td>\n",
" <td>330.066162</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-10-02</th>\n",
" <td>1</td>\n",
" <td>331.337799</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-10-27</th>\n",
" <td>-1</td>\n",
" <td>NaN</td>\n",
" <td>335.684937</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-11-04</th>\n",
" <td>1</td>\n",
" <td>340.965088</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-03-02</th>\n",
" <td>-1</td>\n",
" <td>NaN</td>\n",
" <td>385.278137</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-03-09</th>\n",
" <td>1</td>\n",
" <td>385.906067</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Signal Entry Exit\n",
"date \n",
"2020-05-07 1 283.139404 NaN\n",
"2020-09-10 -1 NaN 330.066162\n",
"2020-10-02 1 331.337799 NaN\n",
"2020-10-27 -1 NaN 335.684937\n",
"2020-11-04 1 340.965088 NaN\n",
"2021-03-02 -1 NaN 385.278137\n",
"2021-03-09 1 385.906067 NaN"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"entries = trendy.TR_Entries.astype(int) * asset.close\n",
"entries = entries[~np.isclose(entries, 0)]\n",
"entries.name = \"Entry\"\n",
"\n",
"exits = trendy.TR_Exits.astype(int) * asset.close\n",
"exits = exits[~np.isclose(exits, 0)]\n",
"exits.name = \"Exit\"\n",
"\n",
"total_trades = trendy.TR_Trades.abs().sum()\n",
"rt_trades = int(trendy.TR_Trades.abs().sum() // 2)\n",
"print(f\"Total Trades: {total_trades}\\t\\tRT Trades: {rt_trades}\")\n",
"\n",
"all_trades = trendy.TR_Trades.copy().fillna(0)\n",
"all_trades = all_trades[all_trades != 0]\n",
"\n",
"trades = pd.DataFrame({\n",
" \"Signal\": all_trades,\n",
" entries.name: entries.dropna(),\n",
" exits.name: exits.dropna()\n",
"})\n",
"trades"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Chart Display Strings"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"first_date, last_date = asset.index[0], asset.index[-1]\n",
"f_date = f\"{first_date.day_name()} {first_date.month}-{first_date.day}-{first_date.year}\"\n",
"l_date = f\"{last_date.day_name()} {last_date.month}-{last_date.day}-{last_date.year}\"\n",
"last_ohlcv = f\"Last OHLCV: ({asset.iloc[-1].open:.4f}, {asset.iloc[-1].high:.4f}, {asset.iloc[-1].low:.4f}, {asset.iloc[-1].close:.4f}, {int(asset.iloc[-1].volume)})\"\n",
"ptitle = f\"\\n{ticker} [{tf} for {duration}({recent} bars)] from {f_date} to {l_date}\\n{last_ohlcv}\\n{extime}\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Trade Chart"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'\\nSPY [D for 1y(252 bars)] from Thursday 4-9-2020 to Friday 4-9-2021\\nLast OHLCV: (408.3900, 411.6700, 408.2600, 411.4900, 61060100)\\nSaturday April 10, 2021, NYSE: 5:41:45, Local: 9:41:45 PDT, Day 100/365 (27.0%)'}, xlabel='date'>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA6UAAAJnCAYAAABvdvVNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdd3hUxdfA8e9JIQkdQq+hI72LFGkqRUQRERAVsPBaQBEL9h+KKKIiClYUpQihCCpFbIB0BQSB0HtvgQAJCaTM+8fchM2ym2wgkIDn47OP2Tv3zswtu+y5M3dGjDEopZRSSimllFJZwS+rK6CUUkoppZRS6r9Lg1KllFJKKaWUUllGg1KllFJKKaWUUllGg1KllFJKKaWUUllGg1KllFJKKaWUUllGg1KllFJKKaWUUllGg1KllFJKKaWUUllGg1KllFJKKaWUUllGg1KllFJKKaWUUllGg1KllFJKKaWUUllGg1KllFJKKaWUUllGg1KllFJKKaWUUllGg1KllFJKKaWUUllGg1KllFJKKaWUUllGg1KllFJKKaWUUllGg1KllFJKKaWUUllGg1KllFJKKaWUUllGg1KllFJKKaWUUllGg1KllFJKKaWUUllGg1KllFJKKaWUUllGg1KllFJKKaWUUllGg1Kl1DVDRHqLSKKIRIvIDZeZ11siclxEDmdW/S6jLkEislFEimdB2UZEKl6FcvqLyLtuy+aLSJyILElju8dF5IhzzkOvdD0z4modOw/lhjllB1ztslXGiMjLIvJVGum7ReSWq1knpZTKjjQoVUplChFpJiLLROSUiJwQkaUi0tBJcw0mT4vIWhHpKCK3ishRESnkkk+QiGwSkce8FLXcGJPbGLPJWX+wiMSLyBnntVVERqcV4IlIGeBZoJoxplgm7f8QEVkvIgkiMjiDm/cFFhljDjl5PS8iG5z92SUiz7uVtVtEYp3jGS0iv7qk9RKR1c5x3i8iw7NJ8DIG6CkiRZIXGGNaA97OMyISCIwAbnPOeeSVr2ZK2S+7HN84l+s3WkQirlY9soqIvO4Evl4DJrFeEZG9zvUWLiJ501j/dhFZIiJRInJYRL4SkTwu6UEiMtbJ67CIDHRJaywivznfLcdEZJrrZ9ypy7siEum83hUR8VKPliKyP+NHJWV71++z5NdoT+saY942xjxyqWVdLhFp4ZzHt9JZ7w7nOyfa+R6vlsa6lUXkR+c8nBCRX0Skits6zzjn8LRzToOc5UVEZLKIHHT+rVgqIje6bFdcRH5y0o2IhF3mIVBKXSM0KFVKXTbnh+hsYBRQECgJvAGcc1ltuTEmN5Af+BqYCqwCZgEfuaz3KnAI+CIDVZhijMnjlN0ZKAasTiMwLQNEGmOOZqAMANII8LYDLwBzMponNjCb4FoM8CBQAGgH9BOR7m7b3OEEarmNMbe5LM8JDAAKATcCbYDnLqFOGZJe4GuMiQN+xu6Xr4oCwYDHIPBKBttOMJHbuWYf48LNkNzGmOqZWZYTUGWbf49FpALQFfs5TMuDwANAU6AEEIL9DvAmH/CWs+4N2O+J91zSBwOVgLJAK+AFEWnnpBUAvgTCnPQzwDcu2/YF7gJqA7WAO4D/S6f+l8P1eshtjOnnvkJW3wxybup8BPyVznqVgO+w13l+7HfyT2nUPz/wE1AF+xn9G/jRJb+2wIvY756yQHnsvwcAuYGVQH3s9/U4YI6I5HbSk4B5QBefd1QpdX0wxuhLX/rS12W9gAZAVBrpvYElLu9zAcbZLh9wALgdqAGcBMr7ko+zbDAw0W2ZP/Av8L6HPG4BYrE/fqKBb53lnbDBTxSwELjBZZvdwCBgHTbQDkhjXycCg13e5wBOADVdlhUBzgKFsQFybDp5fgyMcqvPLT6em4HArDTSDfAUsBM4jg0S/Jy0CsB8INJJ+w7In9Zxcd4fwAYNW4A2Luv3BBakd06d5ZWBGKd+0cB8l/o+CWwDdjnLHsXeFDiB/bFcwm3/nnDWPwMMcfZrGXAae3MkRzrH0FsdDfaH/DbnuvkEEE/XJTaYMsnn2bnGhgJLnfNf0Slnp1PPXUBPl+v5fecc7HT23zWvPsAmZ7udwP+5lLsBewMj+X2gk0/dNPZ3HtAhvesMmA487/K+CRAH5PTx2rwbWO/y/iC2VTz5/RAg3Mu29YAzLu+XAX1d3j8MrPCwXS5Sf/6jsUFyEDDSqcNB5++gDF4Pg51jMtG5th7xcB08AOzBfqZecT3GQCNguXMtHQJG41ybzrX1gVt5PwHPpHF8XwSGA98Cb6WxXj9gjst7P+cYtfG2jdv2BZ3rMdR5Pwl42yW9DXA4je1PA/XdlgU4eYb5Ugd96Utf1/4r29yZVUpd07YCiSIyTkTai0gBbys6d98fwf4Y3GaMOYX9Yf85MBZ4wxiz83IqY4xJxN65b+4h7XegPXDQ2BaO3iJSGZiMbWEsDMwFZolIDpdNe2AD5/zGmIQM1OU8EA7c75bXH8aYY0BNYKe3PJ0uiM25uLXwO6f73K8iUjuNKtzsYVt3nbE3COoBdwIPJRcPvMOFlq3S2B/ZrlKOCzbY6wc0NLblui32R3eyTdiWrHQZY7YCyS2S+Y3t6pvsLmwrcDURae3U8V6gOPYHf7hbdm2xLTONsa3ZX2LPR2nsjZAevtTJi45AQ2zr3L1OWb56ANvClwc4hr350N45dk2Atc56jzrl1MWep3vc8jnqpOfFBqgfikg9J208qa+9DsAhY8waTxUSka7AOWPMXB/3Qdz+DsK2dvoi5dp0vjOKY28mJfuXC9eA120d1X3Z1hgTQ+rPf25jzEFsgNgYqIO9Rhthe21k1J3YwDQ/9iZOCqdL7GfY814CCAVKuaySCDyD7eVwEzaYe8JJGwf0SG5RF/vIwy3YAPAiIlIW+zl+08d6u59HwX42fHEzNuhM7l7v6VwUFQ/PhItIHeyNu+0+lqWUuk5pUKqUumzGmNNAM+yd7THAMee5oKIuqzUWkSjgMDYI6OwEpBhjZgErsN9JH2dStQ5i7+D7ohu2peA3Y0w8tlUqBBsYJPvYGLPPGBN7CXVJ/kGZ/MPvAS50182PbeHyZjD2uLh2VezJhW6MC4BfRCS/+4Yi8hA2iHk/nfq9a4w5YYzZi20h6gFgjNnuHJNzTgA9Amjhtq3rcUnEBiXVRCTQGLPbGLPDZd0z2Jbxy/WOU99Y7LEYa4z5xxhzDngJuMntWbThxpjTxpgIbMvhr8aYnc719zM22LtUw4wxUc6xW4ANanz1rTEmwrkhkYBtvashIiHGmENOfcEGuyOd43wCG4SnMMbMMcbsMNafwK9cuCEzEejg8qyn67WXivN859vA0z7Wfx7wiNiBl/JhW8nBdiFPk4jcCvQCXncWJXffPOWy2ilswO6+bS1nO9dnrXN72Da3t+dKPegJvGmMOepc629gj5U3jZ1nY5NfjZ3ly40xPxhjkjx8V9wDzDbGLHKu1dew5xwAY8xqY8wKY0yCMWY39hGGFk7a384+tXFW7w4sNMYc8VK/j4HXjDHRPuz770AL51nbHMDL2EDRl/NYCtuKO9BlsadzAW7n0rkmJ2BvRLqur5T6D9KgVCmVKYwxm4wxvY0xpbB32EtgA5xkK4wx+Y0xhYwxjZ0WS1cRwGZjTBKZoyS2O6cvSmBb2ABw6rDPySPZvkutiDHmL2x33ZYiUhXbVfMnJ/kkHn54A4hIP+xze7c7P2KT81tqjIk1xpw1xryD7e7X3G3bu7DBS3tjzPF0qui6b3uwxwMRKSp28JoDInIaG+AU8ratMWY7trV5MHDU2baEy7p5SP1j9VK51tf93EVju0a6njvXH+6xHt7n5tK5jt58NoN5uR67GOzNkceAQyIyx7lWwO6j+zlK4fROWOEMOhOFbQ0t5OR7ENtFuItz46I9bi14LgYDE5yAKBURaS4XD/Q0FtvDYCH287vAWb7fy/rJeTXGtvDd47SIg+05Aba1F5e/z7htWxF7I+FpY8xil6RoD9tGG2OMl311l+o6wuVz4EXy91nya4WzPK3viVTn0TnnKYN3OQMIzU4eIAh7g8D18zaOC63e9+P95sIdQB5jzBQv6a4DNJUxxmzG3iAYje02XAjYCOz3tL5LPoWxN0A+NcZMdinC07kAl3MpIiHYZ1dXON9hSqn/OA1KlVKZzvmR8y2+d//KVE4XtzuAxemt6ziIbXVM3l6wXTsPuKzj649bb5J/UD4ATDd24B+wz2OWcx9UxGnlfBH7XFd6I4UaXLrfOYPDjME+S7jeh7qVdvm7DPZ4gP1RbLDPw+Z16u/e8pTquBhjJhljmmGPpwFcp4G5gdTd+i6Va5nu5y4XtlvkAfeNrrIYUrc0eRrl2f3Y/WKMuRXbjXUz9hyCDRTczxFgR6wFvse2hhc1xuTHdj93PU/J115XbEuet2PTBnjKCYoOO2VOFZFBxpjFxm2gJ6c18H/GmDDnZlQE9rgf8LS+U9+62BsyDxlj/nDZ95POfrp2766NSxddp0vq78AQY4x7QBaR1rZuPH2WU11HpP4cZERa3xOpzqOI5MReq8k+w573Ss7n7WVSn8eJwJ1Od/0bgB+8lNMGaOByHrsBA0TkRwCTeoCmvc6y6caYGsaYUOB/2J4YK72t73S3/hX4yRgz1K18T+fiiHG69zrX7A/YoPdKDkallLqGaFCqlLpsIlJVRJ51unIhIqWxXUBXpL1lptcjQOz8pZOxQcAIHzedCtwuIm2cESufxQ7csywDZQeKSDD2ezVARIJFxN9llYnYZzfvxz7nB4ATcG7HPsOWnFdPbEB4q3F7vlZEyohIUxHJ4ZTxPLZlY6mT3hrbEtbF6fLni+dFpIBz3p4GkltY8mBbPU6JSElSd5f0dAyqiEhr50dnHBcGlEnWAtvKlZkmA31EpI5T7tvAX55a+66ytcDNzvnKh+1W7JXTKn2nE1Sfwx735GM3FRsslnKCgRddNs2B7TJ9DEgQkfaA62jMYAOAethzOx7v2mBvJNVxXgexQcMnXupcUEQqiFUN+3l701tvBxGpge3y29/YLvvuxgOvOtdiVeyztN8625bEDro12hjzuZdtB4pISad1/tnkbT04AoQ65yXZZKfswmKf13wd+5nNTNOBjmKnz8qBfd7T9XdYHuygP9HO/j/uurHzXbES20L6vYfuwcleww4UVsd5/YS9wdHHW8VEpL6I+Dutn19ig83NXtbNC/wCLDXGvOhhlfHAwyJSzWmdf5UL5zHQOQ6xQC9P14rzPRrkvA1y3iulrnMalCqlMsMZ7MAzf4lIDDYY3YD9YXg1dBORaGzX0J+wXeLqO10X02WM2YINFkdhRya9A9vKeD4DdRiD/aHVAztoSiwuz6QZY/YB/2BbUtxbcL8g9fNrb2FbUFa6dJtL/iGeB9uichLbKtUO20U3uRvga9jnNue6bJteIPgjsBobSM3BTtkD9rm6etjjOgeYkU4+QcAw7DE8jB1l+CVI+aHZAdtql2mcbuCvYVsLD2EHW3KfPueqM8b8hg3u12GP7ex0NvHDPpd3ENvtvAUXgpIx2CDgX+w1lHIejDFnsKMnT8VeE/dxoWt48jqx2ONTjjTOoTEm0hhzOPmFfUb4ZBrPJRbCtsrGYG82jDXGfJnGPj6LHUjsay9de/8H7MB2nf0TeM8YM89JewQ7tchg1+6kLtt+ge0Ouh773TMHL9NKOcHWZGCn2OdBS2A/c6uw52s99jinObdnRhn7jPCT2K7Lh7Dny7UXxHPY83cGe849db8dhx0czWPXXaecM27nMRaIMfZ5ZG8+wj4GsMWp16NprNsZO7hXH09de51zNhzbnXsv9nz+z9m2CXZQrtuAKJdtXR8/iOVCd+7Nznul1HUueeh6pZTK9kTkAewPzfPATcaYTVlcpQwRkbHYUT9fdVseBKzBdtVNb27Ia5KI9AdKG2NecFn2G3bE07+NMW28bqwum4i8DlQ2xtyf7soq2xKRm7EtuGUz8LysUkplexqUKqXUVSB2NNi12Pkhd2VtbdR/iYgUxN70eMAYsyir66MujdP1NRz41xjj61QvSil1TdDuu0opdYWJyBBsl8L3NCBVV5OIPIod8fVnDUivXc6z8lHYQbBGZmlllFLqCtCWUqWUUkoppZRSWUZbSpVSSimllFJKZRkNSpVSKpsQkSAR2SgixbO6LkoplRVE5HtnaiOl1H+IBqVKqUwnIrtF5JZMzK+3iCzxYb2OIvK3iMSISKSIfJc8d2pa+bjWN72yRKStiCwSkTMickxE/hSRTiLS2Ck3t4dt1ohIPx92tS+wyH0EXmdO0k0ist9teR0RWS0iZ53/13FJCxKRz0XkiIicEJFZzlyPnvapkIgsdY5ZlIgsF5Gmbnl9KCIHReSkiHzqDLqSnF5QRGY6+79HRO5zy/8+Z3mMiPzgDLyTISLyuogY1+tKRO4VkWXO/i/0sM2XIrJFRJJEpLcPZdwiIv849dwvIvc6y5u7TX0R7dSli8u2z4jIYRE5LSJjnRGVk9PCRGSBU8/Nl/LZEJFKIhInIhPdlns9tk65c51zdlhERotIgJf8bxeRJc75PywiX4lIHl+Oj5OW1rUoIvKuc31FOn/LJRyDP5zjHuCybIiIrBeRBBEZ7LZ+cRH5yblujdjBxnwpp4Wz/lsuy7LsMyAiOZ3yjovIKRFZ5JLWyrm2TonIbg/bpnntiUh5EZkt9vvsuIgM92Wf0ju2zvEa63weDovIQLf0Nk59zjr1K+uS/C6ZPB2PUir706BUKXVdEJF7sPP/jcTOn1gdOAcsEZECmVjGNOzk8KWAosDr2DlNV2DnHLzHbZsaQDXsvIjpeQzP8w8+DxxzyzcHdn7RiUAB7PyFPzrLAZ4GbgJqASWwcw+O8lJuNPAQdg7JAtgfhbNcfvy/CDQAagCVsXOXuk5r8wl2mp6iQE/gMxGp7tSzOhfmYS0KnAU+TfswpCYiFYCu2LkdXZ3Anu9hXjb9F3gCO+dkemVUw14/r2Dnea2NnV8UY8xiY0zu5Bd2nsVoYJ6zbVvsMWoDlMXOp/mGS/aTsaPfhjr5TxeRwunVyc0nwEq3Oqd3bD8FjmIHx6mDnfv0CS/558MGAiWAG4CSwHsuZXk9Pj5ci32Bu5xtamHnAf6/jOy8iPQEAj0kbQdewM5L6i4Je466eEjzVk4gds7Ov9ySsvIz8CVQEHteCgLPuKTFAGOx3xGeeL32nPPzGzAfKIb9TnO96eF1n0j/2A4GKmE/D62AF0SknVNuIex8ua85+7MKlzlZjTF/A3lFpIGXvJVS1yNjjL70pS99ZeoL2A3c4mF5AWA2NsA66fxdyiW9N7ATO3n8LuwPoRuAOCARGwhEechXsBO0v+C23A876u2bLvkvSau+aawj2Ingn09jv18G5rstGw7M9OGYlcFOEh/gtrwcsAloD+x3WX4bcABnwDpn2V6gnfP3Z8Bwl7TbgS0+1MMPGzQYoIizbBXQ1WWd+4B9zt+5sD9cK7ukTwCGOX+/DUxySavgrJ8nA9fTPKBDGtfVI8DCNLZfAvROp4xJwBAf6/MN8I3btm+7vG8DHHb+roy9OZLHJX0x8FgG9r87MBX7Q3+iy/I0j61z3XRwSX8P+MLHMu8G1vtyfHy4FpcBfV3SHgZWZGD/8wFbsXPaGvfPiLPORGCwl+0DnO3CfCjrRexn9lvgLZflWfIZAKoCp4G86ax3C7DbbVma1x72ZsFiL/mluU/pHVvgIHCby/shQLhLucvcyooFqrosGwP8z9drRF/60te1/9KWUqXU1eSH/UFflgtB2GgAEckFfAy0N8bkAZoAa40xm7AtiMuNbanK7yHfKk5+01wXGmOSgO+BWzOh7lWA0sD0NNaZANwsIqUBRMQP++N1nPN+nXu3Phc1gZ3GmAS35aOwwW6s2/LqwDpjjOsQ6uuc5QBfA01FpISI5MQG+D+nUXdEZB32BsBPwFfGmKOuyW5/lxKRfNgfvgnGmK0u6f+61KO68x4AY8wOnB+7adXFpU5dgXPGmLm+rH8ZGjvlrReRQyIy0VMXS+c6vQfnnDpS7aPzd1ERCXXSdhpjzrilV8cHIpIXeBMY6CE5vWM7EujudP8sib2xMc+XcoGbgQiX92kdn/SuRU/Hx6f9d7yNvclyOAPbZJjThfQh7PH2uIrb31fjM9AIe8PtDad77Xpx6TaejvSuvcbAbhH52cl7oYjUdNLS2yevnJ4pxfF+zt2PRwywwy3vTdiWdaXUf4QGpUqpq8YYE2mM+d4Yc9b5oTQU26UwWRJQQ0RCjDGHjDERnnO6SCHn/+7dO5OXFXJ531jsc3MpL2xAm57QNMoAwBizD1iI7aYHtsUsCKdroTGmljFmkpfN82NbiFOISGfA3xgz08P6uYFTbstOAcnPAW7Dzk95ANvScgPef2wn178WkBcbSLs+VzsPeFpECotIMeApZ3lOpx6n06hHevX0SuwzjW9juyJfaaWw560LttthCJ67O98NHAf+dFnmvo/Jf+fxkJacnu7+O4YAXxtj9ntISy/vRdgf+qexXctXAT+kV6CI3Ar0wnZNT5bW8UmvHp6OT26R9J8rdbpwNsV71/PM9DHwmjEm2kNalnwGsMe9hrN+CaAfME7svKXpSa/cUthW+I+dvOdwodt1evuUXrnJ63va1pfjcQb7naiU+o/QoFQpddU4LTZfOINmnMb+aM4vIv7O3fJu2FbRQyIyR0Sq+pj1cef/nkatLe6SDrbbYH7XF7arYXoi0yjD1TguBKUPYLusxfuQ/0lcfpQ5LXLDufDj1100NoB0lZcLge0n2IA4FNs9bgbptJQCGGPijDGTgRdFJLmlYij2ubS12K6YPwDxwBEf6pFeeloGAxOMMbt9WPdyxWK75G51gpK3sV2G3fUCxru1CrrvY/LfZzykJaenu/9iBwu6BfjQyype83Za6edhz3su7I2Z5OeF0yqzMbar7j1urWRpHZ+MXgN5gWi3Y+ipLn7YZy+f9tCDIFOJyB3Ybq5TvKySVZ+BWKect4wx540xfwILsF2m05NeubHYRxV+NsacB97Hfl/ccJl1Tg7q3c95Ro5HHiDKh7KUUtcJDUqVUlfTs9husDcaY/JiuwiC0y3OGPOLMeZWbOC3GftcEdhnltKyBdsS1NV1ofOjtgvwRybUfQu25TG9rnMzsN36WmFb1cals36ydUA5l8GFKgFhwGIROezkW9wZyTIM27WylltrUy0udLmsA3xrjDlhjDmHbWlq5Awy4otA7IA9GGNijTH9jDEljTHlsQH6aqd79FYgQEQquWxb26UeEbh0wxOR8thg2TXg8aYN8JSzz4ex3aenisggH/chI9aR+jq76JpzumW3xA505SrVPjp/HzHGRDpp5SX1SLauxyctLbHXwF5n/58DuohI8sBNaR3bgtgeAKONMeecunyD50A7efu62K7bDxlj3D8zaR2f9K5FT8fHl/3Pix1caIqz/8kDPe0XkeY+bJ8RbYAGLtdaN2CAiPwIWfoZWOdhWXrfh8nSu/bcz6mr9PbJK2PMSWyPEm/n3P145MI+Z+ua9w2k7v6rlLreZfVDrfrSl76uvxd2QJr2QLDLKwDb8vez874gMBNn4BLsCI93Ylt1/LCjl/7p5NfOyTNHGmV2w3Y3u8/Jvxh2VMq9QKizTm98G+hoqVvdg520e7DdzPpgfzD7Ac2AL93y+8bJMyKDx20d0MT5O8DZh+TX3djBQ4oB/kAO7LNmT2N/4PZz3udwqcP32EFiArHPpR7wUm5jZz9yYLtlDsK2WpRw0ktiu/eJs+4+Ug9iEo4d5TMXtqvlKaC6k5bcfbS5kz4RZ8ATJ/1bbPDsqV6hbsdgH/bGQ24n3d85P49hW92DgUCX7XM4y5YCjzp/+3kp6yHs4FrlsV0yp2JbaV3XeRk7ZY/7tu2wzztWw3Y5nI/LgDDACmwrVDDQGdsCVNhJawkYL3XK6bb/72OfaS7s47HdiR24J8Cp10xcBtxxK6sGttWvW0aPD+lfi49hnxFMvo4icBnoCftZ6e2hTHHb/4bY74uSLnkHOsd1Enb04GBsl/fkPIKdY2OwN8SCvexfHreypmBbqAtm8WcgEDvC8GvOeWyK/WxWddL9nH1s7xzzYFy+J0n72quCHQn4Fuxn6Rnss5050tun9I4tdkTsP7Gt81WxQWrywFeFnby6OHm8i9vAV9iguFFGvj/1pS99XduvLK+AvvSlr+vv5fzING6v5OkmFmK7b23FTguRHJQWd37EnHJ+OC0Eqjn55cA+73QCOJ5GuXdiW1NinHUnA6Vd0nvjW1DqXneDM+InNgBZ7OzDMaeet7vl19LZZpDb8gigZxr1fxL4zEtaS1xG33WW1cVOyxGLnfakrktaKPAddkqQKOwzoo1c0n8GXnb+boFtlTjjHLc/gZtd1r3ZOUZnsS3GPd3qURDbnTEGexPgPrf0+5zlMdipQwq6pP0BPJqB6+oWl/eeztW3LukLPaS3dNJ64nbTAHsj5JjzmgAUcEvfDDzspW4DsUHdaewNgSCXtDCnLrHO8XPdhweApT7u/2BcRt/14djWcco9ie3CPhUo6pIeDTR3/v4G+0x3tMvL5+ND2teiYG9InXBew3FG6sV+tlOCrHT2Pwy30XexAZ37Oe7tkn7RZ9kl7XPgcy9lfUvq0Xez7DOADWqXO9tuBDp7+K5xfS305dpz0u/GBr2nnfWqZ2Cf0jq2Qdibgqexn4uBbtvegv08xTrlhrmkNQT+8eUzoS996ev6eSX/o6CUUiqLiUgQ9rm1NsYYrwMqXS+cAVX+BWoZ3567ve6IyFfANGPML1ldl6wgIs2AJ40xPbK6LllBPwMXE5HvsYN7XekRt5VS2YgGpUoppZRSSimlsowOdKSUUkoppZRSKstoUKqUUkoppZRSKstoUKqUUkoppZRSKstoUKqUuiQiMlhEJmZ1PXwhIj+LSC/n794isiSr66TU1aDXu7pWichSZ+7cbEtEPhCRx7O6HkpdDzQoVeoaISLNRGSZiJwSkRPOP9gNfdx2t4jccqXrmJmcoNeIyI2Xm5cxpr0xZpyP5X4pIltEJElEentIf0ZEDovIaREZ64yY60u+t4vIEhGJcrb/ynVSexEJcvI77aQPdElrLCK/Oef9mIhME5HiLumtRGSBc23s9qU+Ltv2do7zC27L94tISxG5VUSOikght7puEpHHnPcPi8hmETkjIkdEZG7yvonItyJyXkSiXV7/+li3MKdurtu+5sN2BZ3jtMRlWQ4Rme58FoyItPSxDjmcfd3vttyISIxLvb7yJT+XbSv6uv7VJCJ3iMgGZ5+WiUg1H7f7w9mvAJdlQ0RkvYgkiMjgDNRhrPsxEpGFIhLncry3pLH9YBGJd9aLcvbjJiett4gkuuSzS0S+EZHKTnpzl7QYD9dfmXTq7n7NHhGR2SJyq6/7nxEiUlxEfhKRg065YW7pXr9XnPQ2zmf3rPMdUtYtPYeIHBeR3CIyXET2OXntEZGX3db1F5G3nLqcEZE1IpLfSXM/7tFpfQZF5A7gjDFmjfO+l4isdsre79TF9VqLdnslisioNPJ/Rjx8j4tIgIiEO9fNPBHJ67LNy+7HDzsH7MtiR1FWSl0GDUqVugY4/zDOBkZh544riZ0z8NxVKj8g/bUytTwBHsTOafjg5eQjIhn9nvsXeAI716J7fm2BF4E2QFmgPPY8+CIfF+ZqvQF7Dt9zSR8MVHLybQW8ICLtnLQCwJfYOQfLYud1/MZl2xjsnIDP+1gXdyec8vK4JxhjfgNmAR+5LH4VOAR8ISItgLeBHsaYPM6+TXHLZrgxJrfLq3YG65ffZdshPqz/LrDJw/IlwP3A4QyU/Tx2Xk5ParvU65EM5JktiUgl7Ny2jwH5sef9p/Q+/yLSEwj0kLQdeAE7x7CvdWgGVPCS3M/leFdJJ6spxpjcQGHseZ/hfK8ALHfS8mHny4wFVotIDWPM4uQysPODQurrb6+Pu5LfyaM28BswUzzc5MoEScA8oIuX9MF4+V4Re6NpBvAa9t+VVVz82b0ZWGuMiQa+xs4nmxdoAvQUkbtd1n3DWX4TkBc7B2+cS/pyt++BhWns12PYuXCT5QQGAIWAG7Hfwc8lJ7rmCxTDntNpnjJO53v8buycq4Wwc2b3dbYpB3QCPnbNy5m6a7OTppS6DBqUKnVtqAxgjJlsjEk0xsQaY341xqwDEJEKIjJfRCKdu9rfudyhngCUAWY5d5BfENsC5t7yk9KaKralYbqITBSR00BvESknIn86d8B/w/6j7br9NOfO8ykRWSQi1Z3lDZ3WAn+Xde+WtFvLmgPFgaeA7q53oZ077ktFZLRT1mYRaeOSvlBEhorIUuxE9+WdZT4FDcaYT4wxf5D6x1SyXtj58yKMMSeBIUBvH/OdZIyZZ4w562w7BmjqlvcQY8xJY8wmJ723s+3PxphpxpjTxpizwGjXbY0xfxtjJgA7famLB5uA5YB7K0CygUBLsa29NYB+wCPGzinWEPtjc41TlxPGmHHGmDOXWJfLIiJNgBqkDtoxxpw3xow0xiwBEn3Mqxw2iH0n0yvqubx8IjJebCvvHhF51fWmiog8KrbV9oyIbBSRes7yF0Vkh8vyzpdYhbbAYmPMEmNMAja4Lwm0SKvOwP+wwWcqznXwM/YmSrqc4HcU0P8S6u6RM/fnOGygEuqWlmiM2WGMeQL4ExvAZSpjzGFjzEdO3u8mn09v50xsy+QJEamZnIeIFBHbklnYQ/5HjDGfAiu9VMHr9wo2AItwvlvinDrWFpGqLtt3AOY6ZW0xxsS4pCUBFZ06FsAGjY8aY/YYa4OTb4Y43/etseckeT8/c24YnDfGHMDePGnqJYsuwFFgsZf0tL7HywELnet/ATZgBRuMPussd7cQuN3H3VNKeaFBqVLXhq1AooiME5H2zg8AV4L94ZzcClca5weWMeYBYC9wh3MnebiPZd4JTMe2mHwHTAJWY4PRIdh/2F39jL0jXwTbyvidU/5KIBK4zWXdB4DxaZTdC9tKM9V5f4db+o3ADqcu/8O2ghR0y78vkAfYk+ZeZkx1bEtqsn+BoiIS6mX9tNwMREDKD7riHvKu7mG7VNtmoteAAW7HEQBjzClsy8Xn2BbZN4wxyQHwX0BbEXlDRJqKj92Zk4nIOhG5L53V9ojtsveNpO5G/KKIzHZ5748N2PthWzsyUo/7RGSd2+JRwMvYVhdPFjk3YmaIW7fJSzQK23pXHhsIPgj0cerXFfuZfhDbCtUJ+7kC+1lo7mz7BjBRXLp3uxLblfTFNOogbn8LNshPfoQgym39t4HPyFjrMyJSRmwXSdfusM8Ai5JvtnnwjnPTban43v06CBtw7DPGHE9j1RnYY3ilzMB+Nya38Ho8Z8aY80A49mZIsh7AH8YYby32HvnwvZLq+8wJOHeQ+nunAy4t3c5nLhrYD+TC/rsAUBNIAO5xPhNbReRJtyrVdc7fVhF5Tby3wFcCkowx+72kQ9rfgb2A8c5NM0/S+h7fALR2rptWQIRzw+C4MWapl/w2YVvElVKXQYNSpa4BxpjTQDPsD+0xwDGxzxEVddK3G2N+M8acc364jCCN1g0fLTfG/GCMScJ2gWsIvOaUsQgbNLrWcawx5owx5hwX7rjnc5LH4fzIcoKetlz4MZOKiOQEugKTnFaO6VzchfcoMNIYE2+MmQJsIfWd6m+du+AJTh6ZJTe2S1ey5L8v6vaaFrHPl/UCXnfJ1zW/5L8vyldEajnbXWpXXY+MMWux3QwHeUmfBazA/rvxscvyxdgWl3rYH6+RIjLCtWUceM4JQJJf41y2r2WM8XgtAMex111ZoD72eHznsu0wY0xHl/WfAv4yxqz2cbdd92+SMaZW8nvnh6i/MWaml01aYLtTVwUOArPT+JGdLud4dQdecj5Hu4EPsDdYAB7BdoNe6bRCbTfG7HHqPs0Yc9AYk+R8HrYBjbzsZ0djzDAv1fgdaCG2J0UObECeA9t1EqcFNb9LnRtgW6u8PrvnjTFmrzEmv3G6w4pIaeD/uPCZcDcIG6yXxHZlnyUi3rr5AtzrBND7sNdOeq3HB7FdWK+Ug87/C0K652wc0EMkpbvxA6Tuyuqr9L5X3L/PUqU7xzfAGJPy/K5z7eTBft4nuGxfChtgV8a2Nt4DDJYLz9Iuwt7cKIJtyeyB9++w/KTRui4iDwENsM9zuqeVxX420xpDIK3v8bnALmzL8ynsDYL/Ybs9DxXbC+hTSf0M6Rmnzkqpy6BBqVLXCGPMJmNMb2NMKew/7iWAkQAiUlTs4AwHxHa3nYhb99pLsM/l7xLASbeuWyktkGIHuBjmdEc7Dex2kpLrMBG4Q0RyAfdiuwge8lJuZ+wd97nO+++A9m5d1w643QXf49TRU90zUzS2lSpZ8t8+d1UVkcbYgPweY8xWl3xd80v++4zbthWxLdJPO8FgZnsdeDz5ZocHEcBm50ZFCmO7F9+B/cF9J7ZlyrW79PtOAJL8cm9l98gYE22MWeXcXDiCbQG9TTw8+yoiJbBB6Su+5J0W5zod7uTnrW6LnK6EUcDT2B/iN1xGsYWwz2W6tuzvwQZhYHs/7PBS3wdFZG1y0I/9fsjw598Ysxl7s2Q09pnhQsBGbKuYe5l+wKfYa9FTl8aMGgm86bTKe6rbX8k3vYwdtGwpthXPm6nOtVbEGNPahxsVJbHPVl8pyefxBKR9zowxf2EfPWjpdKWtCPx0CWWm973i/n3mnt4B+32TinNTZA22B0Hys5jJvQneNPbxknXYgK6Ds81OY8wuJwhfD7yJDVw9OYmXG30iche2V1B7Ly3fDwBLjDG7vOQNaXyPO/v2onOzrC/22dPPsTfHGmAD3hzAQy7b5wGi0ihPKeUDDUqVugY5Px6/xelWh+1CZ4Caxg5CcT+pu+G5d2OKwWn9gJRWGvfnlVy3OQQUcH6sJ3PtdncfNhi5BXu3PCw5a6e+B7DPLN5N+nf9e2HvZO8VkcPYwSoCnTKSlXRpRUiuy0GX9xnqupkBEaTuplUbOGKMifSyfipipzf4CXjI2OdWATD2uaZDHvKOcNm2LLYla4ixz49mOue6msElBnbOD84/gPlcuDYzU/J59fRvVyNsV8WNznXzEdDI6Uro72H9tFTCXsOLnbxmAMWdvMLSqJt4SfPFcSAe2yqcrAxwwPl7Hx4GAHKuizHYgD3UacnccKl1McZMN8bUMMaEYluIwvD8vGJe7I/0Kc4xSl5nv4hcSjfYNsB7zjFO7gq8PI2u3Zd7vN11xvsziJmV/1Fgi4/nLLl3yQPAdHMJz2b68L2S6vvM+X6v4JKe8jypFwFcuCaTu1y7fvem9T2c1vnbbqsjJV0Xih2gaQz2UZT1XrZ9kLRbScHH73Gxz/U2wbbM1wRWOzdDVwK1XFa9gdTdgZVSl0CDUqWuASJSVUSeFZFSzvvS2O5PK5xV8mDv/p5y/iF37xZ1hAsDNoB9RjVY7MA1gdjRVL0+C+h0E1wFvCF2II5mpH7OMw92JOBIbLD7todsxmMHQ6mJ/ZHvaT9LYn+cdgTqOK/a2AFXXLvwFgGeEpFA51m7G0j7x5PPnP0Lxv5gChSRYLkw2Mx44GERqSZ2IKlXsTcHkrddKF6mvhA7QNA8oL/TFdbdeOBVESngtI48mpy3c1zmA6ONMZ97yNvPqXOgfSvBknpwKK/18uAN7HOM+X1ZWUTuFJHuTr1FRBphWxNWpLetD3nfKCJVnP0LxXYbXuilNe1nbABVx3m9DqwB6hhjEp38gpzjBJDDOU6efhhvwLZMJuf1CPYzVAfYJyLVRaSO00MgN7ab7QGcEX/FDsa1O53dSy4/2KVOU4GhIpLHCVwGYnsZAHyF7QZd3znOFZ11cmF/4B9zyu7DZdwQcPL3d3omfAn85NyscHcK2zuhjvNKbrWsj33OGOfzGYz9rRHg7Ku3GwSVsZ/15PzAfsfMFJH8ItLW2T5A7Gi/N2M/T5fM2c9yYqcOaYmPI2mLHQhuoY/rFhWRftgA/yWnl4Ev52wiNpC9n7Sfv8c5xsnf367XOKTxvQLMBGqISBdnm9eBdcaYzWIfo2iEHewn+Tvm/9w+508CfwAYY3Zgg/pXnM/ZDdju6LOd7duL0wPDqcdrwI+e9sfY52p/x+URFBFpje0108UY87eX49AE2yLtcdRdt2Pi9XvcyUuwPQaecs7ZLqCZ873agtSDyrXAQ4uyUiqDjDH60pe+svkL+w/tVOwP3xjn/18AeZ306thBiKKBtcCzwH6X7e/EDnYUBTznLOuNvYt+FDu0/m7gFidtMDDRrQ7lsT86orHPHo5OXgfbsvkjttvXHmwAaYCKLtvnBE4D49LYzxexd6Pdl5fAtiLVcOq91Cn/FDbAvs1l3YXYkWHxtMzZfkkadVjo1N311dIlfSA2QDmNHeE1yCVtB3Crl3y/wY5WGe3yinBJD8IOInTayX+gS9r/nHq4bhvtkt7SQ50X+livi44Htltmqv1O47q4GfvD9Lhz/rcCL7ikfwucd6v7cZf0CKCnl7r1wP4YjMFeq+OBYi7pLwM/Z2C/dns4TmFOWk/X8+G2XUtSf55aY59jjsF+fn4AKrmkvwZ8l8Y15l4Hgw18C2CDkWPYltHXAT+X7R5zyo3GBs51neVDsd1Cj2OfJ/8TL9c79sfzy2nUbYlzHk9gv2NyuaQ1d73u3LYLc/YjwO3cu+9nbyetjLMfZdI4RhWdvwtjW6fOYL/DVuDlevZ2nbpdF4lO2THY76txwA2+7JOz/GtgaDrHITn/o9gbZu3c1vN6zlzW+R17zYq3ffV2PfnyveKk34Kd0iQW+92X/HnoCMx2Wc8PexPghLNvW7GfP3FZp6SzTjQ2aPs/l7T3nfJjnLQ3gcA09ul2XD7b2OA4gdTfIz+7bfMFMMFDXhdda6TxPe6kPwR84vI+ANsd+RTwCxf+7S2O7d6eI61zpC996Sv9lxiTVu8KpZTKPCKyA/tD5ffLyKM39sdbs0yrWCZwWrGnGmOaZHVdXGXXel3PRORX7LOWnuZKVdc4EVkLtDE+dtu/jHLGAgeNMa9eyXK8lP0psMHY6WayhNhpvfoZZ7qp7EhEPgB2ZOVxUup6oUGpUuqqEJEu2G64lY3bQDkZzKc32TAoVUqpzCL22eW12NbwXVlQfl9glvE+IJ1SSmWqSx6+XimlfOU8f1UNeOByAlKllLreicgQ7Jyt72RFQApgjPkyK8pVSv13aUupUkoppZRSSqkso6PvKqWUUkoppZTKMhqUKqWUUkoppZTKMtnimdJChQqZsLCwrK7GdS8mJoZcuXJldTVUNqTXhvKFXicqLXp9KG/02lCu9Hr471q9evVxY0xhT2nZIigNCwtj1apVWV2N697ChQtp2bJlVldDZUN6bShf6HWi0qLXh/JGrw3lSq+H/y4R2eMtTbvvKqWUUkoppZTKMhqUKqWUUkoppZTKMhqUKqWUUkoppZTKMtnimVJP4uPj2b9/P3FxcVldlWwvODiYUqVKERgYmNVVUUoppZRSSqkMybZB6f79+8mTJw9hYWGISFZXJ9syxhAZGcn+/fspV65cVldHKaWUUkoppTIk23bfjYuLIzQ0VAPSdIgIoaGh2qKslFJKKaWUuiZl26AU0IDUR3qclFJKKaWUUteqbB2UZkeDBw/m/fffz+pqKKWUUkoppdR1QYNSpZRSSimllFJZRoPSdIwfP55atWpRu3ZtHnjggVRpa9eupXHjxtSqVYvOnTtz8uRJAD7++GOqVatGrVq16N69OwAxMTE89NBDNGrUiLp16/Ljjz9e9X1RSimllFJKqewm246+62rAgAGsXbs2U/OsU6cOI0eOTHOdiIgI3nrrLZYtW0ahQoU4ceIEH3/8cUr6gw8+yKhRo2jRogWvv/46b7zxBiNHjmTYsGHs2rWLoKAgoqKiABg6dCitW7dm7NixREVF0ahRI2655RZy5cqVqfullFJKKaWUUtcSbSlNw/z58+natSuFChUCoGDBgilpp06dIioqihYtWgDQq1cvFi1aBECtWrXo2bMnEydOJCDAxv2//vorw4YNo06dOrRs2ZK4uDj27t17lfdIKaWUUkoppbKXa6KlNL0Wzexmzpw5LFq0iFmzZjF06FDWr1+PMYbvv/+eKlWqZHX1lFJKKaWUUirb0JbSNLRu3Zpp06YRGRkJwIkTJ1LS8uXLR4ECBVi8eDEAEyZMoEWLFiQlJbFv3z5atWrFu+++y6lTp4iOjqZt27aMGjUKYwwAa9asufo7pJRSSimllFLZzDXRUppVqlevziuvvEKLFi3w9/enbt26hIWFpaSPGzeOxx57jLNnz1K+fHm++eYbEhMTuf/++zl16hTGGJ566iny58/Pa6+9xoABA6hVqxZJSUmUK1eO2bNnZ93OKaWUUkoppVQ2oEFpOnr16kWvXr08ptWpU4cVK1ZctHzJkiUXLQsJCeGLL77I9PoppZRSSiml1LVMu+8qpZRSSimllMoyGpQqpZRSSimllMoyGpQqpZRSSimllMoyGpQqpZRSSiml1DVqypQptGrVimPHjmV1VS6ZBqVKKaWUUkopdY36/fffWbt2LaGhoVldlUumQalSSimllFJKXaMWLVpEs2bN8PO7dkO7a7fmSimllFJKKfUfduTIEbZu3Urz5s2zuiqXRYPSNPj7+1OnTp2U17BhwwBo2bIlZcqUwRiTsu5dd91F7ty5U20/cuRIgoODOXXqVJrlxMfH06tXL2rWrMkNN9zAO++8k/k7o5RSSimllLquLFmyBICbb745i2tyeQKyugLZWUhICGvXrvWYlj9/fpYuXUqzZs2Iiori0KFDF60zefJkGjZsyIwZM+jTp4/XcqZNm8a5c+dYv349Z8+epVq1avTo0YOwsLBM2hOllFJKKaXU9WbRokXkzJmTevXqZXVVLss1EZQOmDeAtYfXZmqedYrVYWS7kZe8fffu3QkPD6dZs2bMmDGDu+++m4iIiJT0HTt2EB0dzaeffsrQoUPTDEpFhJiYGBISEoiNjSVHjhzkzZv3kuumlFJKKaWUuv4tXryYxo0bkyNHjqyuymXR7rtpiI2NTdV9d8qUKSlpbdq0YdGiRSQmJhIeHk63bt1SbRseHk737t1p3rw5W7Zs4ciRI17Lueeee8iVKxfFixenTJkyPPfccxQsWPCK7ZdSSimllFLq2nbq1CnWrl17zXfdhWukpfRyWjQvR1rdd/39/WnWrBnh4eHExsZe1NV28uTJzJw5Ez8/P7p06cK0adPo16+fx7z+/vtv/P39OXjwICdPnqR58+bccsstlC9fPpP3SCmllFJKKXU9WLZsGcaYa36QI7hGgtLsqnv37nTu3JnBgwenWr5+/Xq2bdvGrbfeCsD58+cpV66c16B00qRJtGvXjsDAQIoUKULTpk1ZtWqVBqVKKaWUUkopjxYtWkRAQACNGzfO6qpcNu2+exmaN2/OSy+9RI8ePVItnzx5MoMHD2b37t3s3r2bgwcPcvDgQfbs2eMxnzJlyjB//nwAYmJiWLFiBVWrVr3i9VdKKaWUUkpde4wxzJo1i5tuuomcOXNmdXUumwalaXB/pvTFF19MlS4iPPfccxQqVCjV8vDwcDp37pxqWefOnQkPD/dYzpNPPkl0dDTVq1enYcOG9OnTh1q1amXuziillFJKKaWuC//88w8RERH07Nkzq6uSKbT7bhoSExM9Ll+4cKHH5dHR0QDs3LnzorQRI0Z4LSd37txMmzYt4xVUSimllFJK/eeMHz+eoKAg7r333qyuSqbQllKllFJKKaWUukacP3+eSZMm0alTJwoUKJDV1ckU2lJ6Ff3yyy8MGjQo1bJy5coxc+bMLKqRUkoppZRS6lry888/c/z4cR588MGsrkqm0aD0Kmrbti1t27bN6moopZRSSimlrkFJSUmMGTOGIkWKXFdxhXbfVUoppZRSSqlsKCIigo4dOzJixAiWLVtG69atmTNnDo899hiBgYFZXb1Moy2lSimllFJKKZUNDRo0iHnz5jFnzhwA8uXLx9dff02fPn2yuGaZS4NSpZRSSimllMpmVq1axZw5c3jrrbfo1q0bf/75J23btqVUqVJZXbVMp0GpUkoppZRSSmUzb775JgUKFKB///7kzZuXihUrZnWVrhh9pjQN/v7+1KlTJ+U1bNgwAFq2bEmZMmUwxqSse9ddd5E7d+5U248cOZLg4GBOnTqVZjm//fYb9evXp2bNmtSvX5/58+enpL3yyiuULl36oryVUkoppZRS16d//vmHWbNm8cwzz5A3b96srs4Vp0FpGkJCQli7dm3K68UXX0xJy58/P0uXLgUgKiqKQ4cOXbT95MmTadiwITNmzEiznEKFCjFr1izWr1/PuHHjeOCBB1LS7rjjDv7+++9M2iOllFJKKaVUdvfmm2+SP39+nnrqqXTXXbRnEf3n9ifybORVqNmVcW103109AE6uzdw8C9SB+iMvefPu3bsTHh5Os2bNmDFjBnfffTcREREp6Tt27CA6OppPP/2UoUOHpvkwct26dVP+rl69OrGxsZw7d46goCAaN258yXVUSimllFJKXVvWrl3Ljz/+yODBg8mXL1+664/5Zwyztszivdveuwq1uzK0pTQNsbGxqbrvTpkyJSWtTZs2LFq0iMTERMLDw+nWrVuqbcPDw+nevTvNmzdny5YtHDlyxKcyv//+e+rVq0dQUFCm7otSSimllFIq+3vzzTfJly8fTz/9dLrrnjl3hhmbZtCtejeCA4KvQu2ujGujpfQyWjQvR3L3XU/8/f1p1qwZ4eHhxMbGEhYWlip98uTJzJw5Ez8/P7p06cK0adPo169fmuVFREQwaNAgfv3110zaA6WUUkoppdS1Yt26dcycOZPXX3+d/Pnzp7v+jE0zOBt/lgdrP3jlK3cFXRtBaTbVvXt3OnfuzODBg1MtX79+Pdu2bePWW28F4Pz585QrVy7NoHT//v107tyZ8ePHU6FChStZbaWUUkoppVQ29Oabb5I3b14GDBjg0/rj142nQoEKNCnd5MpW7ArT7ruXoXnz5rz00kv06NEj1fLJkyczePBgdu/eze7duzl48CAHDx5kz549HvOJiori9ttvZ9iwYTRt2vRqVF0ppZRSSimVjaxfv57vv/+ep556igIFCqS7/t5Te1mwawEP1n4QEbkKNbxyNChNg/szpa6j7wKICM899xyFChVKtTw8PJzOnTunWta5c2fCw8M9ljN69Gi2b9/Om2++mVLW0aNHAXjhhRcoVaoUZ8+epVSpUhe1yiqllFJKKaWufUOGDCFPnjw888wzPq3/3brvMBjur3X/Fa7Zlafdd9OQmJjocfnChQs9Lo+OjgZg586dF6WNGDHCazmvvvoqr776qse04cOHM3z48HRqqpRSSimllLpWRUREMH36dF566SUKFiyY7voJSQl8+c+XtCjbgvIFyl+FGl5Z2lKqlFJKKaWUUlloyJAh5MqVi4EDB/q0/g+bf2B31G4GNB5wZSt2lWhL6VX0yy+/MGjQoFTLypUrx8yZM7OoRkoppZRSSqmstHHjRqZOncqgQYMIDQ31aZsRy0dQoUAF7qh8xxWu3dWhQelV1LZtW9q2bZvV1VBKKaWUUkplE2+99RY5c+bk2Wef9Wn9FftXsHz/cj5u9zH+fv5XuHZXh3bfVUoppZRSSqkssHnzZsLDw3nyyScvGjzVmw9XfEi+oHz0qdvnCtfu6vE5KBURfxFZIyKznfflROQvEdkuIlNEJIezPMh5v91JD7tCdVdKKaWUUkqpa9Zbb71FSEgIzz33nE/r747azfSN0/m/+v9H7hy5r3Dtrp6MtJQ+DWxyef8u8KExpiJwEnjYWf4wcNJZ/qGznlJKKaWUUkopx65du5g8eTJPPPEEhQsX9mmbUX+NQhD6Nep3hWt3dfkUlIpIKeB24CvnvQCtgenOKuOAu5y/73Te46S3kWt9NlellFJKKaWUykRLly4lKSmJXr16+bT+6XOn+WrNV9xb/V5K5yt9hWt3dfnaUjoSeAFIct6HAlHGmATn/X6gpPN3SWAfgJN+yln/muPv70+dOnVSXsOGDQOgZcuWlClTBmNMyrp33XUXuXOnbkIfOXIkwcHBnDp1Ks1ydu/eTUhISEo5jz32WEra6tWrqVmzJhUrVuSpp55KVaZSSimllFLq2rRx40YCAgKoXLmyT+uPXTOW0+dOM/Am36aNuZakO/quiHQEjhpjVotIy8wqWET6An0BihYtysKFC1Ol58uXjzNnzmRWcZckJCSExYsXp1p25swZEhMTyZs3L7/99hs33XQTUVFR7N+/PyU92cSJE6lXrx6TJk3i/vvv91pOdHQ05cqVS1VWcj59+/Zl5MiRNGzYkC5dujBjxgxuu+22i/KIi4u76Bh6Kie9ddR/k14byhd6nai06PWhvNFrQ7nS6+GCP//8k5IlS7Js2bJ01000ibz797vUyleL6K3RLNy68MpX8CryZUqYpkAnEekABAN5gY+A/CIS4LSGlgIOOOsfAEoD+0UkAMgHRLpnaoz5EvgSoEGDBqZly5ap0jdt2kSePHnsmwEDYO3ajO1ZeurUgZEj010tpQ4u/P39ue+++/jpp5+47bbbmDZtGl27dmXIkCEp6+/YsYPY2Fg++OADhg4dyuOPP+61jNy5c+Pn53dRWYcOHSImJoY2bdoA8NBDD/Hrr7/SpUuXi/IIDg6mbt26ae7LwoULcT/OSoFeG8o3ep2otOj1obzRa0O50uvhgiNHjtCoUSOfjsfcbXM5vOgwo+8YTctq6a9/rUm3+64x5iVjTCljTBjQHZhvjOkJLADucVbrBfzo/P2T8x4nfb65RvucxsbGpuq+O2XKlJS0Nm3asGjRIhITEwkPD6dbt26ptg0PD6d79+40b96cLVu2cOTIkTTL2rVrF3Xr1qVFixYpLaYHDhygVKlSKeuUKlWKAwcOeMtCKaWUUkopdQ2IjY1l586dVKtWzaf1x64ZS6Gchbijyh1XuGZZw5eWUm8GAeEi8hawBvjaWf41MEFEtgMnsIHs5fGhRfNKCAkJYa2XFlp/f3+aNWtGeHg4sbGxhIWFpUqfPHkyM2fOxM/Pjy5dujBt2jT69fM8Slbx4sXZu3cvoaGhrF69mrvuuouIiIhM3hullFJKKaVUdrB582aMMVSvXj3ddY+fPc5PW37iyYZPksM/x1Wo3dWXoaDUGLMQWOj8vRNo5GGdOKBrJtQt2+vevTudO3dm8ODBqZavX7+ebdu2ceuttwJw/vx5ypUr5zUoDQoKIigoCID69etToUIFtm7dSsmSJVOeVQXYv38/JUuW9JiHUkoppZRS6tqQ3ADlS1A6af0k4pPieajuQ1e6WlkmI/OUKjfNmzfnpZdeokePHqmWT548mcGDB7N79252797NwYMHOXjwIHv27PGYz7Fjx0hMTARg586dbNu2jfLly1O8eHHy5s3LihUrMMYwfvx47rzzziu+X0oppZRSSqkrJyIigoCAACpVqpTuut+s/Yb6xetTs2hNzysc/xtWPgHnT2ZyLa8eDUrT4P5M6YsvvpgqXUR47rnnKFSoUKrl4eHhdO7cOdWyzp07Ex4e7rGcRYsWUatWLerUqcM999zD559/TsGCBQH49NNPeeSRR6hYsSIVKlSgffv2mbiHSimllFJKqatt48aNVK5cmcDAwDTX+3P3n6w9vJY+dfp4X+nfl2DvdJC088rOLueZ0utecuulO2/DWEdHRwO2tdPdiBEjvJbTpUsXjyPqAjRo0IANGzakU1OllFJKKaXUtSIiIoJ69eqluc6crXPoNr0bZfOVpWetnp5XOvw7HJkP9UZCYO7Mr+hVoi2lSimllFJKKXWVnD17lp07d6b5POlnKz+jU3gnqhSqwvKHl5M/OP/FKxkDa1+GnGWg0mNXrsJXgbaUXkW//PILgwYNSrWsXLlyzJw5M4tqpJRSSimllLqatmzZgjHG43QwSSaJF39/kfeWvUfHyh2Z3GUyuXN4aQHdPxNOrIQbx4J/0BWu9ZWVrYNSYwwiktXVyDRt27albdu2mZ7vNToNrFJKKaWUUv853kbejUuI48GZDzJt4zSeaPAEH7X/iAA/L+FaQiyseQHyVoVyD1zpKl9x2TYoDQ4OJjIyktDQ0OsqMM1sxhgiIyMJDg7O6qoopZRSSil1TTh69CiHDx+mVq1amZLf/v37+f333ylcuDDFihWjWLFiFClSxONARrNnzyZfvnypRt49fvY4d4bfybJ9y3jv1vd49qZn046BNg6D6B3Q+nfwFrheQ7LtHpQqVYr9+/dz7NixrK5KthccHEypUqWyuhpKKaWUUkple8YYunTpwo4dOzh48GCm5DlkyBC+/PLLi5YXKlSIYsWK8corr9C9e3f27NnD9OnTGThwYErAuv3Edjp814G9p/Yy9Z6pdK3eNe3CTm+1QWnZHlCsTabUP6tl26A0MDCQcuXKZXU1lFJKKaWUUteRuXPnsmTJEgBiYmLIlSvXZee5a9cuateuzRdffMHhw4dTvZYsWcJDDz1EvXr1UgLX/v37A7B833I6hXfCGMMfD/5B0zJN0y7IGFj1JPgHQz3vs3tca7JtUKqUUkoppZRSlys6OprnnnuOW2+9lc6dO/Pyyy8jIhhj2LNnj8cBhzJq3759VK9enRtvvPGitIMHD1KjRg3uv/9+tmzZwr333kvp0qXZcHQDrce3pmSekvzc82cqhVbykLObPVPsNDD1R0FIscuud3ahU8IopZRSSimlrkvnz5+nS5cufPHFF9xzzz00a9aMdevW8eSTTwKwe/fuyy7DGMO+ffsoXbq0x/QSJUowevRoVq5cyenTpxk4cCAAw5YMI8AvgKUPLfUtID1/Cv55BgrWh0qPX3a9sxNtKVVKKaWUUkpdd5KSkujVqxe//vorX3zxBQcOHOCtt96idu3aDBo0iNGjR2dKUBoVFUVMTIzXoBSgR48eLFq0iKioKBo0aMCeqD2Ebwjn6Rufpmjuor4VtO41iDsCLWaBn/9l1zs70aBUKaWUUkopdV0xxjBgwADCw8N599136du3L2CDw3z58lG0aFFy5MjBnj17Lrusffv2AaQZlIoIn3/+ecr7D1d8iIgwoPEA3wo58Q9s+8S2kIY2uJzqZksalCqllFJKKaWuK2+//TajRo3i2Wef5fnnn09ZXrVq1ZS/y5QpkyktpXv37gXSDkpdRZ6NZMw/Y7iv5n2UzufDNkmJ8PdjEFQYag+9nKpmWxqUKqWUUkoppa4bX375Ja+++ioPPPAAw4cP9zrfZ1hYWKYEpcktpWXKlEl3XWMMz/76LGfjz/LcTc/5VsCOL+HESrhpIuTIfxk1zb50oCOllFJKKaXUdeH777/n8ccfp0OHDnz99df4+XkPd8LCwjKt+25AQABFi6b9bKgxhhd+e4Fx/47j9Ztfp2bRmulnHrUB1r4MRVtD2H2XXdfsSoNSpZRSSiml1DXv999/57777qNx48ZMmzaNwMDANNcPCwvjyJEjxMbGXla5+/bto2TJkvj7ex98KDEpkVfnv8r7y9+nX8N+DG45OO1Mjy6BPzvB3JpAEjT4BLy0+F4PNChVSimllFJKXbOSkpIYNmwY7dq1o3LlysyaNYucOXOmu13ZsmUB0m0tnTlzJnfddRdJSUke09OaDgbgSPQR2k5sy9tL3ubhug/zUfuPPHcpNkmw/yf4tSn83hyOL4Oag+GOHZCv6sXrX0f0mVKllFJKKaXUNatHjx5MnTqVe++9ly+//JJ8+fL5tF1YWBhg5yp1HQDJ1d69e+nduzenT58mIiKCmjUv7nK7b98+brzxxouWH44+zKi/RvHpqk85l3COrzt9TZ86fS4OSBPPw55JsOk9OLURcoVB/VFQoQ8E5PJpX651GpQqpZRSSimlrkmnTp1i6tSp9O/fn48+8tIC6UVyUOqtpTQpKYk+ffpw7tw5AJYuXXpRUJqUlMT+/fu55557UpZtOb6FD5Z/wLh/xxGfGE+Xal14o+UbVCtcza2ABNg6GjZ/AGf3Q/5a0OQ7KHMv+P23wjTtvquUUkoppZS6Jm3YsAGAtm3bZiggnb5xOi///TL+Yf7s2r3L4zqjR49m/vz5jBo1iiJFirB06dKL1jl27Bjnz5+ndOnSLNu3jM5TOnPDJzcwYd0EHqrzEFv7b2Va12kXB6QAa56Hf56B3BWh5c/Qfq0dzOg/FpCCtpQqpZRSSil13Th//jy1atXi+PHjlClThrJly3r8f5EiRTh9+jR79uyhfPny5M6dO6urfkn+/fdfAGrVquXzNsfPHufRWY8SFRcFvWFM7Bhu23Ubrcu1Tlln5bqVPD/qeWr0rsHq4qsJ6R7Cgj8XXJRX8nQwiwMW039sfwoEF+DVm1+lX6N+FMlVxHsldo6HLSOhytNQf6TPdb9eaVCqlFJKKaXUdWLu3Lls2bKFu+++m7i4OLZt28bvv/9OdHR0qvUCAgJISEgAoHPnzsyYMSMrqnvZ1q1bR4ECBShVqpTP27y+4HXOnDvD34/8zQODHmB3qd20Gd+G2yrcRqBfIOuPrGfv6b1wP2xgA/s27CO2YCzn7zxPr6m9+PSuT8mVwz7ruW/fPsgPM4/NpGu1roy9cyy5c6QT4B9ZCH/3tdO81H3/0nf+OqJBqVJKKaWUUteJcePGUaxYMaZMmUJAgP2pb4whKiqKvXv3smfPHvbu3cuBAwcIDQ1lzZo1TJ48mV27dlGuXLkMlWWMYf369Rlqpcxs//77L7Vq1fK56+66I+v4YvUXPNnwSRqWbEjToKac+u4UAyYP4KO/PiI0Zyj5TueD3+Glh17i8bsfp1TeUvyy5Bfav9OeCX4TOHjuILN6zCI4INgGpa3AX/z54LYP0g5ITRJseh/+fRnyVISmU/6TXXU90aOglFJKKaXUdeD48ePMmTOHp556KiUgBRARChQoQIECBahdu3aqbQ4cOMCUKVP45JNPeP/9jLXa/fzzz9x+++1s2LCB6tWrZ8o+ZERSUhLr16/n4Ycf9ml9YwwD5g0gf3D+lHlCy5Yty+H9h3m6wdMMajaIVatW0bhxY3p278nbfd5O2bb1ja0JXhDMzTVu5tedv3LvtHv59q5vWX1gNdSC/jf2p3Q+79PCcHobrHoCDv8OZbrCjV9BYN7L2f3U4uIgODjz8rvKdKAjpZRSSimlrgOTJ08mPj6eXr16+bxNyZIlueeee/j666+JiYnJUHmrV68GLjxXebXt3LmTmJgYn1tqZ26eyYLdCxjSaggFQwoCpATpzz//PGfPnuWBBx6gWLFijB49OtW2OXLkoFGjRpxceJJPOnzCrK2zCB0eyoSQCfid9+OlZi9dXGDieTi6CP55FubWgMi/oeGntoU0MwPS8eOhVi3Yvz/z8rzKNChVSimllFLqOjBu3Djq1q3rcS7NtPTv35+oqCgmTpyYoe0iIiIA20KbFdatWwf4NshRXEIcz/76LDWK1KBv/b4pyzt16sTAgQMZPXo0devWZfPmzXzzzTfkz5//ojyaNm3KmjVr6F29N4t6L+KD2z6gyN4iVN9WnQIhBcAYOL0VtoyGPzvB96Hwews7oFHpe6DjZqj0OGRglOB0/fUX9O0LpUtD0aKZl+9VpkGpUkoppZRS14iVK1eyevVqjDGplk+aNInVq1dnqJU0WZMmTahXrx5vv/02e/fu9Xm75KA0MjIyw2VmhnXr1uHn5+dT1+ERy0ewO2o3H7X7iAC/1F2b33//fZ5++mm2bt1Kv379uPXWWz3m0bx5cxISEli0aBHNyzanT9U+RE6IpF25drD9K/ipHMyuAqv7Q9QGCLsfms+ALpHQ9DsIKZ5p+w7AwYPQuTOUKAFTp0JgYObmfxXpM6VKKaWUUkpdA1auXEmzZs04f/48VatWpWvXrtx8882sXr2aF198kZtvvtnn5yuTGWPYFbWLLq93YciHQ6j3UD3eH/w+3W7sRkhgiNft4uPj2bJlC5B1Qem///5LpUqVyJkzZ5rr/bD5B95a9BZ333B3qmlfkokIH374IV26dKFx48Ze82nVqhX58uVj0qRJtGvXjp9++omEhASean0a/n4UCjeDaoOg2G2Qp8Jl71+aTp2CO+6A06fhl18gNPTKlneFaVCqlFJKKaVUNhcZGUnXrl0pVqwYL774IpMnT2bo0KEMGTIEgG7dujFu3DiCgoJ8znP/6f3cPul21h2x3WBpBXHE0eePPjz555N0rNKRLjd0oUOlDheNKrt9+3bi4+OBrO2+26BBA6/pSSaJ/y34H28tfotGJRvxSYdPvK4rIjRv3vzihPhoOLURTkUQfCqCPwYXYMW6yZxbX4uATWP49ZVgSp34AsIegMZjr85ourGx0KkTrFsHP/4IGeyunR1pUKqUUkoppVQ2lpSUxIMPPsjBgwdZsmQJjRo14vHHH+fUqVMsX76cM2fO0KVLF/z8fH8yb1vkNm6dcCsnYk8wqv0ompRuQum8pflr7V/c/ejdhLYMZWHQQqZGTCU4IJh2FdvR5YYudKrSibxBeW3X3cJAfTh88rBP+zB+/HiKF8+cLqynT59m586dPPTQQx7To+Ki6DmjJ3O3zeXhug/zSYdPCApII2BPOAunN9tut6ciLrxidl9Yxz+YG0oUoUreBILWP0/PWnDyXB6o9gzUfgvkKjwZGR8PXbvC4sUweTJ06HDly7wKNChVSimllFIqGxs2bBhz587lk08+oVGjRinL8+XLR7t27XzO51TcKX7d8Stzt8/lh80/EOAXwIJeC6hfon7KOh2bduTDJz+kX79+fDjyQ+r2qsv3m75nxqYZ/LD5BwrnLMz7t73PbxG/wSNAEKzfuT7dshcuXEifPn0YOHAgbdu2zdD+e7J8+XIA6tevf1HaxmMbuSv8LnZF7eLTDp/yWIPHLp7HNPE8HPoFDs6Gw/MhegfgPKfrlwPyVoFCN0GFRyBfdchfA3KVIxihXLkwAhNPcOBoDH8snEeTOk0ue398kpgIvXrBnDnwxRfQrdvVKfcq0KBUKaWUUkqpbGr+/Pm89tpr9OjRg8cffzxD2xpjiDgWwdxtc5m7bS5L9i4h0SRSILgA7Sq2442Wb1A5tPJF2z3xxBPMmzePQS8MYmWrlXzc/mNGthvJsn3LeOG3F+j1gx1MKUdMDnIm5GRP0T0kJiXi7+fvtS5LliwBYP369ANYX8yZM4eQkBBatGiRavmMTTPo9UMvcgXmYkGvBTQr0+zijRPPwYK2cPRPCMgNxdpAuftt8JmvBuSp6LUbrh/Qs+f9vPPOO5QoUSLNZ1AzlTHQr59tHX33XTvi7nVEg1KllFJKKaWyoQMHDtCjRw+qVKnCl19+eXFrnxdL9i5h4rqJzN02l32n7RyidYrVYVDTQXSo1IEbS92YagRadyLC2LFjqVWrFj169GDVqlWEhITQrEwzljy0hG/WfMMLI17gxugbiSsZx4IiC5i1dRZ3Vb3Le52coHTDhg2+HwAPjnOc583zzF8yn1tuuYWQkAuDMX204iMG/DKAG0veyPf3fk/JvCUvzsAkwfJeNiBt+DmU7wP+OTJUh/vvt0Hp3XffnaEu05fl5Zfh88/hxRfhhReuTplXkU4Jo5RSSimlVDYTHx9P9+7diYmJYfr06eTOnTv9jYA1h9bQ4tsWfLf+OxqUaMCYO8aw/5n9rPm/NQxtM5SmZZqmGZAmK1y4MOPGjWPjxo08//zzKcv9xI8Haz7ImalnqH1Dberlqgen4KO/PvKaV0JCAsuXLydXrlwcOnSIAwcO+LQvnoxhDD8k/sDetnvp2LFjyvITsSd4Zf4rdKjUgT97/+klIDWw5gXYOwXqvAuV/i/DASlAtWrVmDlzJq+//vol70eGDB8Ow4bBY4/B229fnTKvMm0pVUoppZRSKpt5+eWXWbJkCd999x3VqlXzaZskk8Tjcx6nUM5CbH5yMwVCClxWHW677TaeeeYZPvzwQ9q1a5cSBG7bto34+HiqVavGwYMHYRYszLeQdUfWUatordSZ3AOJSxNZH72evHnycprT5K+TH7zN4tIQmO456TjHGcc4cpzMAb2gSb4Lz3J+8vcnxMTHMKzNMO8DGkUMhc0fQOV+cMPzntfx0V133XVZ26cpIQFWrrRTvcybB3/9BT16wOjR4GNr+bVGW0qVUkoppZTKRmbPns3777/PE088wX333efzdmNWj+GvA3/xwW0fXHZAmuydd96hdu3a9OnTh8OH7Si7ERERAFSvXp3Q0FD4B4L9gxn116iLM6gPcfFxHOc4ucrmIlIiiZRIO3Kv+yvAru91/xhDPPGcjTxLjlw5mFV8FgBn48/y8d8fc3ul26lZ1MP0KCYJNn0A616zU7fU/yj7BXf798PXX8O990LhwtCkCQwZYuv59tswbhz4e39m91qnQalSSimllFLZRFJSEi+++CI33HADI0aM8Hm7Q2cO8eIfL9IqrBU9a/bMtPoEBQUxadIkoqOj6d27N/v37+eTTz7B39+fqlWrUqhQIYiFDqU6MHH9RCLPRqbO4FGIOR9DSEAIQUFBhISEEB0dfXFBCUAg4GX8nuRW0pCEEKLjoikQUIBxjCOSSMauGcvxs8d5sdmLqTc6Fwmb3odZlWHNc1Cqs51L9GpM3eKLkyft86E1akDp0vDII7B0Kdx9N0yZAseOwfLl8NJLEBiY1bW9orT7rlJKKaWUUtnE7NmziYiIYMKECQQFpTGvpouEpAR6fN+D84nn+ez2z3weEMlX1apVY8SIETzxxBNUqFABf39/Pv30U3LmzGlbSoF2BdoxY88MvvrnKwY1G5SyrQk1jJNxPBDygB10KTecPX2W+IR4AgNcAq0z2ClmQj3XYQxjiCWWU/GnoCLkkTzEE8/nSZ/z1fKvaFK6iR1p1xiI/Au2fQZ7pkDSOSjcDGq9CWXu9Tqq7lW3dSvccQfs3AktW0Lv3tCuHVSvnv1aca+CbHJWlFJKKaWU+m8zxvDOO+8QFhZG9+7dfd7ufwv+x597/mT8XeOpUqjKFanbY489xt9//83hw4cZPXo0FSpUgKOLqHVmGC2rQZ7YPLQu15pPVn7Cs02eBWDBrgV8/dfX/P7g73Se3Jm403Ek+Cfgl9+PXZG7qFzUmY4mnVbSVazifd4nllgS/RLhKOQqnQuAzxM+Z/+5/bx7y7twYI7tontyDQTkgQoPQ6XHIL+HLr1ZxRiYORMefhgCAmDBAmjmYdqa/xgNSpVSSimllMoGFi1axIoVK/jkk08ICPDtZ/ov23/h7SVv83Ddh3mg9gNXrG4iwjfffGPfnD8JawbBpvfIi7DgFdgV9zYF6/an7Q996TS5EysPruT42eMESzBxB+KI7BjJTYtuIvZsLInHE4nKFcXp/KfJG5TXayvpbnYzhjGMYxwxxFCEIkQfjsacMgSUtcfn5LmThNwYQudcBhbdCXkq26lewu6DwDxX7Hhckt27oX9/mD0b6taFGTMgLCyra5UtaFCqlFJKKaVUNjBy5EiKFClCnz59fFo/8mwkfX7sQ7XC1RjV3sMgQ5ciaoPt9ppwBhJi7CvxrPP3WYjZA7HOlC4V+5JY/U1e7VGMN+7dQti2QfQtVpLv9izi3spt6VXuRnbOmsvJXMtpErYYmVKHnImCyRmHyXWaQ6dPk6dAdSRQUrWS7mUvYxjDL/yCH37EE08lKhFEECdjT6Z0a45PjCcmJoai9XNz+tf7CQ1tBK1+hUDfps+5aqKi4J134KOP7GBF778PTz9tW0oVoEGpUkoppZRS2cKKFSto3749ISEh6a5rjOGJuU9w/Oxx5tw3h5DA9LdJU+wRWPcq7Bxr3wfkhoBc4J8LAnI6f+eEoq1sd9jCzaBwEwKALxbnJ2eVO3i91Tq+OP8vnxcuhsTNgC0zaJGjDkm7vkRW1IcSx0iMyk1M0GHyBJ0nt0Ds0SPk7F8MQm0w+hVfMY955CAH93M/xzjGJCYRhA1Ez507R968eQGIjI0kD5DLRPNl9RK8VG5u1gekSUmwbZudxuXvv+3///3XTvPy4IN2RN3SpbO2jtmQBqVKKaWUUkplsRMnTnD48GGqV6/u0/rhG8KZGjGVt1u/Td3idS+v8P0/wl8Pw/lTULk/1HgNgryMOORBaGgoWw4mwm3LYcObSOxBiL6R85NbsXViDCFl81Hhg0rQGM41iOHM2YLsjzxKWLEAchHF/o5z+Ip9zGUugQRyH/fxIA+SRBLNaEYebDdck2SIj4+3LaUGzp49SsVASEoKYlylnPT1S/Q2TtKVZQxMnQpffWXnFz11yi7PnRsaNIBnnrHzjNapkxW1uyZoUKqUUkoppVQW27RpE2BHuk1PXEIcz//2PA1LNOSFpi9ceqEmCVYPgK2joEBduGUi5Eu/fHeFChXi+PHjEBACZd6BMcD3EH32BCPin6PX6F5UaFsJgCNtj1BwZkEOnz/M+cRSzOv8Hu+WeJeA+Op0D+xDL3oR6oSW7/AO8cSTG9v6ee78OQCCgnJwNnovZf3jMRJAQJ4qxPtF8yVf8hIvXfrxuBRHj8ITT8D330PlytC9OzRqBDfeCFWrXtdzi2YmDUqVUkoppZTKYhs3bgR8C0o/W/kZB84cYELnCfj7XWLQY5Lg776w42uoMgDqvAv+OS4pq9DQUE4eOgljgW+BOOBu+PTop4zfPJ5RzS4873qo4yFC54USVDiIkzmj6PfYV/zf3iD67dxAocBPId9CyF0BcpdndZk5JOSI5ZhfPIgQlxRLSEmIDz5AoonnZJCQI2cR8IsCYDWrL+1YZNS+ffDnnzB9Ovz8s102bBg895wGoZdIg1KllFJKKaV8ZIxh0aJF1KhRI2WOzsywceNGcubMSdmyZdNcL/p8NO8seYc25drQqlyrjBdkDJzeApvehZ3fQvVX7Ryelzo3ZhK0iWtD3U114VOgBdAfCIPfW/5OvXr1yJXLTt9yiEN8U/Mbaj5ak54jevLbbb/RbG9Lpm36lVdveRait8KpTXD4D0g8y3TXGDO4GOdjz5BD4IwE0v9QPH06z6dFuZaXVu+MMAb++Qe++86OmLtnj11eooRtJe3bF2644crX4zqmQalSSimllPrPS0pKYsaMGYwcOZJu3brRv3//i9Y5ceIEjz/+OFOnTqVs2bLMmjWLmjUzZw7MiIgIbrjhBvz8/NJc76MVH3Hs7DGGth7qe+bnT9pA79AvcOhXOLvXLq/+yuUFpH8BH0HXDV1ZnLAYvgTqOUWeP89ff/3FY489xmEOM5ax/MRPnAk9Q/W+1fnpnZ84lvMYj1R5hHarpjM7uAF31XnLbmwMxB2FmF0QvROi7f9X/7WKoTM28edtiXSs2v3KBKRnz8KGDXZwon//hXXr7OvUKQgMhHbtYOBAaNrUTuuSzvlSvtGgVCmllFJK/afFxsZy8803s2rVKoKCgli7di3dunWjSJEiKev88ccf9OrViyNHjvDcc88xadIkmjRpwo8//kjr1q0vuw4bN25MN5+J6ybyxp9v0KlKJ24sdaP3FZMSIPLvC0Hoib9td93AfFCsDVR/GYrfBrnLXVpltwMfA8uAErC4/WLuH3c/Xap3SRkl959//iEuTxzHHjrGXdwFwJ3cSZUNVbi76d2EFQ2j2cFmPFv+WYrkKsIXq7+gVN5ShASEUCm0EjlCikJIUSjUOKXYd97vxB91t5LDPwfv3frepdXdk4MH4dtvYdIk2LjRBsUAefJArVpw333QsCHceScULJh55aoUGpQqpZRSSqn/tHXr1rFq1SqGDh1K586dqVmzJm+//TYjR44kLi6OV155hREjRlClShV+/PFH6tevz4ABA2jSpAnvvPPOZQelp06d4sCBA16fJzXG8OafbzL4z8G0DGvJt3d+6z2z2EPwa1Pbyih+ULCh7aJbvC2ENgK/y/j5fxT4HJgN5AIGAPfCmW/OYMYZIiMjKVGiBEc5ylvn34IfYWOVjdzDPfShD8UpzsL4hQBUrFiRHTt2EOAXQM+aPflwxYfM2z4PgEAJpG6JujQo3oAGJezrhsI3sLjgYuLyxzGjywxK5S116fuR7K+/4IMPbJfcxERo0QL+9z+oXdsGo2Fh2hJ6lWhQqpRSSiml/tN27NgBwJ133skNN9xA7969+eyzz7j11lt56aWXWL9+PU888QTvvfceOXPmBKBkyZLUrl2bvXv3Xnb5aY28ey7hHI/OepQJ6ybwYO0HGXPHGHJ4G5Ao8Tws6QpxR6DJd1C8HQRlQsveWWAcMBFIBHoADwN2utCUZ2u3R21nUolJzGAGm4ttpuDsgsy+aTYlKHFRlhUqVGDGjBkAvNX6LTpU6sCcX+Yw8rORxBeLJ/LmSCYcm8Cnqz4FIId/Ds6XPE/TmKa0r9T+8vbn1Cl4+GE7Ym6+fLY7bt++ULHi5eWrLpmG/koppZRS6j8tOSgtX748AP/73/8A6NixI0eOHGHOnDl88sknKQFpspSpUC5TREQEwEVzlJ6IPUHbiW2ZsG4Cb7Z8k2/v/NZ7QArwz0A4thRu/BrC7rv8gDQR+B64C/gaO4jR98AzpASkAIHFAuEZeLzk40xlKm1NW6SLcMe6OzwGpGBbSo8fP05UVBQ5A3NyS/lbKBJVBNbDnTnvZMdrO3jo6ENEPB7BhM4T6F29N8yHu4vdfXn7tG6dnTv0hx/grbfsSLrDh2tAmsW0pVQppZRSSv2n7dixgxIlShASEgJA6dKleffdd1mzZg3vvfdeqmdLXYWGhhIZGYkxBrnUwYKwz5MGBwcTFhZ2oU4ndnD7pNvZFbWLiZ0n0rNWz7Qz2fopbPsEqj4LYd0vuS4AGGAx9rnR3UAdYARQI/VqJzjBOMYxvu54yAE19tfgg3wfcHbbWQZvGEyzp5t5LaKiEwTu2LGD+vXrA3Dw4EHy58/PjBkzGDhwIB+N/IhDBw8xbtw4qp6vypeLvqTCwAqXvl8TJsD//R/kzw8LFkDz5peel8pUGpQqpZRSSqn/tB07dlChQupgZ8CAAeluV6hQIeLi4jh79mzKtCeXYuPGjVStWhV/Z47LNYfWcNvE20gySfz+wO80L5tO8LTvB1jVD0p0hDrDLrketjLASOAfoAzwPraF1CXmPsEJJjCBqUwlnnhaJbVibZe1NHuhGaWql2LskrEANG3a1GsxyUHp9u3bU4LSAwcOUKJECfz8/Pjwww8pXbo0zz33HIcPH6ZnTxuUJ7dm++z8eVi2DMaNs4MZtWgB4eFQrFjG8lFXVLpBqYgEA4uAIGf96caY/4lIG+A9bBfgaKC3MWa7iAQB44H6QCTQzRiz+wrVXymllFJKqcuyY8cO2rZtm6FttkVu4xvzDbSDyMjISw5KT506xbp162jZsmXKsqfnPU2gXyALey+kcmjltDM4tgyW9YDQhtAs/NIHMjoIfAL8AhQABgGdSRUtRBHFeMYzlamc5zztaMcjPELp3KX5MceP/PTTT/Tv35+lS5cSGhpK1apVvRaXHFxu3779QhUOHqRECdvdV0R49tlnKVGiBL169WLZsmUAlCuXzojBxtgRdH/7zb7+/BNiYsDfH154AYYOhQBtl8tufDkj54DWxphoEQkElojIz8BnwJ3GmE0i8gTwKtAb+9jzSWNMRRHpDrwLdLsy1VdKKaWUUurSnT17lkOHDl3UUupNXEIc3679lud+fY6Y+BhoCJv2b6JMmTIZKjcxMZGBAwfy9ddfExMTkxIU/7X/LxbvXczItiPTD0hPb4E/74CQUtBiNgRcQmB8GvgGCMe2hj4E9MKOrus4xSkmMIEpTCGOONrSlkd4hDDC7AoC999/P0OGDOHAgQMsWbKEJk2apNmlOVeuXJQoUSLleV6wLaVt2rRJtV6PHj0oWrQonTt3JiQkhNy5c3vO8Px5GDIExo61U7wAVKoEvXrBrbdCq1Z2UCOVLaUblBpjDLYlFCDQeRnnlfyIcz7s/RWAO4HBzt/TgdEiIk4+SimllFJK+WTq1KnkzJmTjh07XrEydu3aBZBuULrm0Bq+XvM1363/jqi4KFqFteLugnfTf3V/Jm6aSNsmGWtpXbhwIR9//DFdu3Zl0KBBKV1YP1j+AfmC8vFQ3YfSziD2MCxoB+IPreZBcOEMlU88MA34CjgDdAQeB1wenz3NaSYykXDCiSWWW7mVR3mUclzcWnn//ffz5ptv8tFHH7F161YefvjhdKtQoUIFtm3bBkBSUhKHDh1KaSl11bp1a1auXMnhw4c9Z7R5M/TsCf/8Y+cS7djRBqJly6ZbB5U9+NR2LSL+wGqgIvCJMeYvEXkEmCsisdh7LMkz25YE9gEYYxJE5BQQChx3y7Mv0BegaNGiLFy48PL3RqUpOjpaj7PySK8N5Qu9TlRa9PpQ3lzqtXHu3Dl69erF+fPnee+996hXr17mVw5YunQpAFFRURfV83T8af44+gdzD89le/R2AiWQ5oWb06FyB+rmr8u+vftgK8xkJr/N/41Av0Cfy50zZw4A99xzD2fOnGHhwoUcij3E9xu/p1vpbqxevtrrtmLOU/f4AHIlHGZt6IecWb0P5+d3+gwUWF2AkjNLEnQ8iNM3nGZ/n/3Elo61z5NuhBj/GH4v+jvzi8wnzj+OBicacPuh2ykRV4I9zn+eVKtWjREjRgCQM2dOj+fd9XrIkycPy5cvZ+HChZw4cYLExERiYmLSvF5SpRlDiVmzqPDppyQGB7NlyBAimzmDK+3aZV/q2mCM8fkF5AcWYMfemgHc6Cx/HvjK+XsDUMplmx1AobTyrV+/vlFX3oIFC7K6Ciqb0mtD+UKvE5UWvT6UN5d6bcyYMcMAJjQ01BQoUMBs2bIlcyvmGDFihAHM8ePHU5YlJCaYF359wQQNCTIMxtT7op4Z/ddoE3k2MtW2R48eNVTAMBjz3brvMlTuCy+8YHLkyGESEhJSlj019ykT+Gag2X9qf9ob//24Md9hzJ7pGSrTrDHG9DLG1DfGdDPGLEudfNqcNl+YL8zN5mZT39Q3L5gXzHaz3efsP/nkEwOYoKAgExcX53Ed1+th+PDhBjAnT540q1evNoCZMWOGb4Vt22ZMx47GgDFt2xpz8KDP9VRZA1hlvMSDGZqn1BgT5QSl7YHaxpi/nKQpQBPn7wNAaQARCcB27Y3MWKislFJKKaX+y6ZPn05oaCjLly/H39+fO+64g5MnT2Z6OTt27CBfvnwULGjn9IyNj+Xe6fcyfNlwutfozpr/W8Pqvqt5stGTFAxJPe9ngQIFYCeEmlDeX/Y+MedjMlRuWFhYyoi7J2JP8PWar7mv5n2UzFvS80bGwPYxsO0zuOEFKNPFt8L2YpuQHgGOAK8Dk4CbbHI00YxhDHdwB1/yJY1oxGQm8y7vUgHfp2Dp1q0bgYGBNGzYkKCgoHTXr1KlCgBbtmzhoPMcaMmSXvY92caN8PDDULUq/PEHjBwJc+dC8eI+11NlP76MvlsYiDfGRIlICHArdvCifCJS2Riz1Vm2ydnkJ+zj0cuBe4D5TmSslFJKKaVUuuLi4pg1axbdunWjUqVKzJgxgzZt2tC1a1d+/vlnAgMv7iab0uLil6E2F3bs2EH58uUREZJMEh0nd2TBrgV82PZDBjQekOa2AQEBFMhfgPpn6vO73+80+6YZP3X/idL5Sqdb7s6dO1M9x/rFqi+IiY9h4E0DL17ZGDj4M2x8G44thaKtofbQ9HfuJDAG+B47j8ZjQE/ATsdKDDGEE85EJnKGM7SgBf/H/1GZdAZY8iI0NJTRo0enP0Lu+fNw6BC1z52jJrBtwwZizp+nClDhn38gIgJiY+0rLu7C3ytW2OldgoKgXz948UWd2uU64cszpcWBcc5zpX7AVGPMbBF5FPheRJKwl3zy09hfAxNEZDtwArjM2XuVUkoppdR/yS+//MKZM2fo2rUrAM2bN+fLL7+kT58+DBgwgE8++STV+klJSXTp0oUTJ06wYMGCDAWmO3bsoHbt2gCMXTOW+bvm80XHL+hbv69P24eGhlLwYEFmPzabbtO70eirRqx/fD2Fchbyuo0xhh07dtCkie1oeC7hHB///TG3VbiNWkVruayYBPtmQMTbcHIN5CwN9UdBxUfSnvrlHLYl9BsgDju1y/8BTkPvWc6mBKOnOc3N3Exf+lIV71O4+KpvXy/H7dw5WLmSKu+9B4sWQXQ0ZYF1QGLfvsQHBPB/AI8/fvG2fn4QEmIHLnrvPXjwQShS5OL11DXLl9F31wF1PSyfCcz0sDwO6JoptVNKKaWUUv8506ZNo2DBgrRq1SplWe/evdm4cSPvvfce1apV48knn0xJGzVqFD/88AMA4eHh3HfffT6Vk5iYyO7du7n77rs5EXuCF39/keZlmvNovUd9rmuhQoU4fvw47Su155f7f6HJ2CZM3zidxxo85nWbEydOcPr06ZSW0knrJ3E4+jDj7xpvV0hKgD2TbTB6ejPkqQQ3joWwnuCfw3tlkoC5wKfAUeBmoD8kD5Z7lrNMZSoTmMApTtGMZvSlL9Wo5vP++uT0afj3X1iz5sJr40aIj6dIcDD06AFNmkDRojzTty/N8uenoAg/HTjAh3/+Cfnz2yA0JASCgyEwENKYXkZd+3TmWKWUUkoplW0kJCQwa9Ys7rnnnou66b7zzjts3ryZp59+msqVK3PrrbeyYcMGBg0axB133MHevXt59dVXueeee8iRI43gzbFv3z7i4+OpUKECr85/lai4KEZ3GJ3m/JruQkNDU56HbFyqMVVCqzBt47Q0g9KdO3cCUL58eeIS4nhv2XvUKlqLW8rfYltHl3aHfd9D/lrQNBxK3wN+/mlX5G9gJLAVqAa8BTgDFscSyzSmMZ7xRBFFE5rwf/wf1anu8356dO4cfP89rF4N69fD4cMQGXlhnlCAokWhbl3o0AHq1WNZzpw079AhJXl7gwb8sWcPpUqV4khICNSpc3l1UtckDUqVUkoppVS2sW/fPk6fPk3Tpk0vSvP39+e7776jadOm3HPPPdSqVYuIiAjy5cvHV199xT///EP79u354osv6N+/f7plbd++3eZbzJ/PV31Ov0b9Unef9UGhQoVYt24dACJC12pdeXvJ2xyNOUqRXJ67mO7YsQOAcuXL0euHXmw6vokfu/9og+F/X7UBaZ1hdjCj9ALkHcBHwDLsQ3dDsaO9+EEccSnB6ElOchM30Ze+1KRmhvbRo+3boXt3G5AGB0P16lC+PDRoABUq2EC0bt2LBiBKdJvupUqVKvz+++8AhIWFXX691DUpY0+CK6WUUkopdQXtcuaW9DZYTp48eZg1axb169fHz8+PDh068NNPP1GkSBHatm1Lq1atGDJkCOfPn0+znKNHj/LUU0+RO3duZp+ZTa4cufhfi/9luL6hoaFERl6YaOLe6veSZJKYsWmG122SW0rH7BnD1IipDL9lOJ2qdIJdE22X3Yp90w9IjwFDgB7AeuBp7IBGbSHOL47v+I5OdOIjPqIylRnLWEYx6vID0nPnYNQoG3Du3AnTp8OZM7BqFfzwA4wdC6+8YltGfRgRt0qVKsTFxREREUGJEiUur27qmqUtpUoppZRSKttILygFKFu2LPPnz79ouYjQr18/unTpwt9//02zZs08bn/ixAluvfVWdu/ezWfTP6PPyj4MajqI0JyhGa5voUKFOHv2LLGxsYSEhFCjSI10u/Du2LGDvC3yMnr1aJ5q9BTPNXkODv0Gfz0ERVtBg9HeA9KzwATnlYAdUvRhIB+c4xzf8z3jGEckkTSiEX3pSx3qZHi/UiQlwe7dsGGDfU70q69g715o0wa++QZKpz/ScFoqV67sFJOU/nQw6rqlQalSSimllMo2du3ahb+/P6VKlbqk7Vu2bImIMH/+fI9BaVRUFLfddhtbtmxh9uzZjD01lpyBOXm2ybMZL+zMDsoXSgAgMjKS4sWLs3z5cu6tfi9DFw9l+4ntVChQ4aJnVNcdWUf0zdG0KdeGEW1HICdWweLOkLcaNJ8JfhdPeUMi8CPwOXZ+i1uBJ4FScJ7zzGAG3/ItxzlOAxrwDu9QL/mh0ow4dgwmTrTPiG7YYKdnOXv2QvpNN8HXX9ugNBMGH0qeqxTQltL/MA1KlVJKKaVUtrFr1y7KlClDQEDGf6YeiT7C1xFfU6BPAX7860de5/VU6YciD9Guezsizkbw6GePMjdxLuEbwnm+yfNpTuHi0f5ZsLQ73XKdpcgrIFtGsnbBPiZPmEqHN78nySRRaVQl8gblpUKBClQsWJGKBStSoUAF1lZaS5AJ4rvOE/Df+TWsGQRBRaDVz5AjX+pyDLAE+BjYBdQBRgA1bDD6Az/wDd9wjGPUox5DGUp96mf42AHw88/Qpw8cOWLn/6xRA/r2tf+vUQOqVYM8eS4tby+KFi1K3rx5OX36tLaU/odpUKqUUkoppbKNXbt2pdl11xNjDK/Of5X3lr1HfFI8gaUD+afMP3T6rhM5AnOwO2o3u6J2cSL2BDiNp5/v/ZygA0HcVPom233WV/FnYNtn8O9LUKAeuxLqULbQV5Q88gEl/aF+b4jc9xaL75/L6mNb2X5iO9tPbmft4bXM3DyThKQEyAsvBben6LK7IXIFFGkBjb+BELdnMDdhR9RdDZQB3gNawnk5z0/8xFjGcpSj1KEOb/ImDWiAcAmtl+fPw6BBMHIk1KwJv/wCztytV5qIUKVKFVauXKktpf9hGpQqpZRSSqlsY9euXXRwmTLEF68veJ23l7zN/bXu59Xmr7J+xXq6ftiVJYFLKJqvKKXzlObwjsPIRqH/g/3p0b4HYfnDKJKrCH7iw7ifCbFw6GfYPRkOzobEOCh1FzSZyNktu6nZ6Su+n/Qlb7/7ITfk3sS3j/1Ls23/o1m5ByG0BvjVBb9AEvEjYs9W/pjwJk+3ng3RhaDxOCj3QOqusAexc43OA/IDLwB3Q3xAPLOYxdd8zRGOUItaDGYwDWl4acEowIEDcO+9sGwZPPUUvPuuHU33KqpcuTIrV67UltL/MA1KlVJKKaVUthAbG8vhw4cz1FI6fOlw3lr8Fo/UfYQv7/gSEaFUq1IEdA6gb8O+vPHsG3Tu3JmD8w4ybtw4HnjgAd8yToq3gw/tCYf9P0DCGQguAuUfhrLdoXBTECE0NBRjYPOu46z+dzOrDNzV9QHuDpgGq1NPS+MP1AJqtIKjeTpRrN03kKPAhRXOAN8A4c77PkAvSMidwCxmMZaxHOIQNanJa7zGjdx46cEo2IGL2re3o+dOmWKD0yzQpk0b/v33XwoWLJgl5ausp0GpUkoppZTKFnbv3g2kPfKuq6GLhvLqglfpVr0bn3f8PGVAoVy5ctG4cWN+/fVXNm/ezM8//8yYMWN8D0jjjsPCDnBiJQTmh7L32kC0SEvwS/3zOTTUjtg7d+5cjDEALNldkLufOA4J0Ta4NfH2/0nxTBg/llfffJ8V6z67EJDGA9OBMdjA9HbgcUgomsAc5vA1X3OQg1SnOi/xEjdx0+UFowDz50PnzpA3L6xYYecZzSJ9+vShT58+WVa+ynoalCqllFJKqWwhef7O9ILSuIQ4Bi8czLtL3+X+WvfzzZ3f4O/nn2qdNm3a8MYbb7BmzRpGjx7NI4884lslYvbBgtsgZjfcNB7KdAP/HF5XDwwMJG/evCxbtgwRoXDhwhw+fBgCQuzLzVfT/yZnoaoUK1bMDmL0BzAa2A80AgZAYuXElGD0AAeoRjUGMYgmNLm0YDQpCbZsgSVLLrx27rSB6Lx5cIkjHSuVWTQoVUoppZRS2UJ6c5RuOraJMf+MYdy/4zgRe4K+9fryWcfPPD4X2qlTJ9555x3eeecdnnzySd8qEHcc/mgJ545Dq1+gyM0+bVaoUCFOnz5NjRo1yJcvnw1KPdi3bx+LFy/mjTfeQNaLHcRoHVAB+BgSb0rkZ/mZr/iK/eynKlX5kA9pRrOMBaPnzsGqVbB0qQ1Aly6FEydsWuHC0KwZPPkkPPQQ5M/ve75KXSEalCqllFJKqWxh165dBAcH21ZER1xCHN9v/J4vVn/B4r2LCfQLpPMNnXm03qO0KdfmojlAk9WrV4+oqChCQi5urfQoKQGWdoOzB+CWhVCosc/1LlSoEDt37uSmm27ixIkTbNy40eN6U6ZMoZQpRb+9/eAhoBDwGiTdkcQ8v3l8xVfsZS9VqMIIRtCc5hlvGd2wAW67DQ4dsu8rV4a77rKBaNOmUKlSpswvqlRm0qBUKaWUUkplC7t27SIsLCwl0Px05ae8Ov9VTsadpGLBirx7y7v0rtObIrmK+JSfzwEpwNpBcGS+nZolAwEpXHiu9KabbuKff/7hjz/+uHilkxD4YSBzc82lwOYC8Bgk9Uzil5BfGMMY9rKXylTmfd6nBS0urZvu+vXQujXkyAHTp0Pz5lDEt2OlVFbSoFQppZRSSmULrnOURp6NZOAvA2lYsiFvtHyDlmEtfZu+5ZIKngibR0Dlp6B87wxvXqhQIcAGpQcPHiQqKoq4uDiCg4PhHDAZzn56lpsO3kRU+yiSJiTxW+hvjGEMu9lNRSoynOG0pCV+XOI+rl4Nbdva6VwWLLAtokpdIzQoVUoppZRS2cKuXbto0qQJAOP/Hc+5xHN82uFTahateeUKPfEP/P0oFGkB9d6/pCyqVq1K2bJlqVy5ckrX4yOHjlB2Y1k73+gRWBe4jvvkPt4a/xYfh37MTnZSnvIMYxitaX3pwSjYIPTOO6FgQfj9d6hY8dLzUioLXKHbTUoppZRS6r9q3rx5DBkyJEPbnDx5klOnTlGuXDmMMXz5z5c0LtX4ygSkCWdtMLpzPCy6C4KKQLNp4Bd4SdkNGjSIjRs34ufnR7FixWhIQ3I9lgv+BxSExM8T6Vq1K9HzoxlRaAQGw9u8TTjh3MItlxeQ/vgjtGsHpUvbAY00IFXXIG0pVUoppZRSmcYYw3PPPUdERASNGzcmMNC3QM915N3Fexez+fhmvrnzm8urTGIcnN4CURvgVMSFV/RO7HwsQI6C0Po3CC58ycX4+/uTM2dO2AENJzTkUz4l4UQCSW8lsfC2hbwb9S77n9xPvYL1GMpQbuXWywtEk333HfTqBQ0awNy5tqVUqWuQBqVKKaWUUirTrF69moiICPz9/Xn22Wf58MMPfdpu0aJFANSuXZvBqweTLygf91a/N+MVSDgLe6bA3qlw5A9IirfLJQDyVIKC9aDcA5CvBuSrDnkqgt9l/iQ+DnwO/AT5AvLxMR9T9MWiHGh3gK1s5fSB0/gN9mPeuHkU5tKD31S++AIefxxatrStpXnyZE6+SmUBDUqVUkoppVSm+eabbwgODmbUqFE8+uijzJs3jzZt2qS73YwZM6hZsyYFShRgevh0Hq33KDkDc2as8FMbYUlX+/9cYVC5PxRsCPlrQJ7K4J/j0nbKm7PARGA8kACmu2FFrxVMmDeB4jcV50ZuZHDSYB7r+BgdanWgcGgmBaTvvQcvvAC33w7TpkFGRhlWKhvSZ0qVUkoppVSmiIuLY9KkSdx99908/PDDNGnShLFjx3LmzJk0tzt8+DBLliyhS5cuKQMc9a3fN2OF7w6HeQ3h3HFoORc67YR6H0BYdxuUZmZAmgjMADoDX4JpZvhr+l88OPBBng19lhwFc1B7Zm2mM518S/NxYO8BevTocfnlbtkC/fvbgLRbN5g5UwNSdV3QoFQppZRSSmXY+fPn+fnnn4mPj09Z9uOPPxIVFUWfPn0QEUaMGMGJEycYPnx4mnn9+OOPGGPo3LnzpQ1wtPNbWHaf7Zrbfi2UaA9yCfN8pscAS4AewNtgShnWfLOGXsN68WSpJznFKV7ndaq8UoWg34Lwx5/JkycTEhJCp06dLq3MXbtg2DCoWxeqVoVPPoHHHrPPk/r4vK5S2Z0GpUoppZRSKkOSkpJ48MEH6dChA/fddx/x8fFERkby/vvvU6ZMGVq3bg3AjTfeSJs2bXj//ffZt2+f1/y+//57KlWqxMm8J9l8fDP/V///fK/MjrGw4iEo1gZa/QIhxS939zzbDDwODACTYNgwfAN9vurDozUfJYooXuM1ZjCDTnSieOHiHDp0iPj4eKZOnUqnTp3InTu372WdPAkjRsCNN0L58vDSS7ZFdORI2L8fPvsM/P2vzH4qlQX0mVKllFJKKeUzYwwDBw5kypQptG/fnunTp3PmzBkiIiI4evQo48aNw8/vQrvHo48+ytKlS3n55ZeZMGHCRfmdOHGCBQsW8OyzzzLmnzEZG+Bo+xj4uy8Uuw1u/gECrkBX1kPYuUZ/BpPPsO2Fbbx797v8G/AvxSjGK7xCRzoSyIVWy2LFirF582Z+//13IiMjM9Z1d8cOaN8etm2DevVg+HC4914oWzbTd02p7EJbSpVSSimllM+GDx/ORx99xDPPPMOcOXMYOXIkv/zyC8HBwSxfvpzu3bunWr9o0aIMHDiQiRMnsnLlyovymz17NgkJCbTo2ILpG6fzQK0H0h/gyBjY9pkNSIu3hxY/Zn5Aegb4GOgC5v/Zu+u4rq4/juOvS4eEIIigYmPM7u4O7NbNmDprzppz9qz5U6ebc3Z3d3cLBjYWoIKgIkj39/7+uIoyUSnndJ/n4/F9AN977rnnIpu+Oed+zmEVn2986Lu9Lx3bdiTAIICRjGQrW2lBiySBFLRQGhAQwJo1a7C2tqZBgwYpu6abG1SsCEFBcOIEXLwIw4ZJIBVfPJkpFUIIIYQQKbJs2TJGjBhBx44dmT59Ooqi8P3331OlShUKFCiAxcttScJiwrgccJl8NvlQVZURI0awaNEiBg8ezIkTJ1DeeN5z9+7d2Oe35wePH1AUhb5l+757AKG3wWeN9gq/B46Noepm0DfOuJuMAzYBi4BQeNzwMTP6zuC4w3HssWcEI2hGM4x4d+GkbNmyERsby8aNG+ncuTPGxikY386dWvEiBwfYtw8KFMioOxLiX09CqRBCCCHEF2j16tVERUXRs2fPDOlv9+7d9OzZk7p167J06dIkS3RLly6d+HlYTBiVl1Tm2tNrAJjrm1PUqyj5huTj1PZTjFw2kp6uPcllnYvgyGB2+eyCdhATHsOBzgcoZFco6YUj/bR9Rx+sgaCLgAJZa0KREZCrS8ZV1VWBI8AfgC88K/eM37//nb0ue7HDjuEMpznN3xtGX3FwcAAgJibmw0t3VRXmzoWBA7Xlurt2Qdas6b4dIT4nEkqFEEIIIb4wcXFxDBo0iLCwMBo1aoSjo2O6+jt37hxt2rShRIkSbN68GSOj5IOZTtXReWtnbj67ybzG84jTxXHoyiFCDUK5pX8L6sHUh1OZ+sdUTAxMiEuII6FRArYGthzpdoRiWYu97kxVteW59xcDKtiUgVIzIWc7MEvf/bzlKjBL+xicJ5iFvy9kQ8UN2Cq2DGUoLWmZojD6yqtQ6uDgQI0aNd7d8OFDrZLu3r3anqPr14O5eXruRIjPkoRSIYQQQogvzOHDhwkMDARgxowZzJgxI8193bp1i8aNG+Po6MiePXsSl+j+nU7VMWT/EHbc3sEfDf+gdxmtgu5XkV8lBrMte7fQqlcr2vZrS85SOTl3+hynl5/m1sVb2NnaJe3QZw3cXwT5ekPBwWD5EZazPkKbGT0CoVlCWTtqLYubLsZa35rBDKYVrTAm9UuDX4XSdu3aoZ9clVydDubNgx9/1D6fNQv695eKuuI/S0KpEEIIIcQXZu3atVhZWVG/fn3mzZvHiBEjsLOz+/CJf+Pn50f9+vUxMDBg//792NvbJ9suLCaMrtu6ss1zG/3L9qdf2X7JtmvZsCWNijVi/9T93Lt3j0ajGlHRqeLbgTTqCVwcCFkqQpk/QS+Dw9oLtGdGN0KEUQTbem9jbue5mJua8z3f04pWmGCS5u4LFCjA2LFjXy+djo7WZkV9fLTXqlVw8iTUrQvz50Pu3Om/JyE+YxJKhRBCCCG+IFFRUWzdupXWrVszbNgwNm7cyKxZs5g0aVKq+gkODqZBgwYEBwdz/Phx8ubNm2y7e0H3cF3nyu3A28yqP4uB5QcmKWT0d//73/8oVqwYAwYM4MKFC4wfPz5pA1WFC/0gPgLKL8nYQBoDrAOWQGRUJIebH2ZW71no2erRhz60pjWmpKOK7/nzsH49eqGhjAsL0woXeXuDv3/SdjY2sHQpfP01vOd7JcR/hYRSIYQQQogvyJ49ewgLC6NDhw4UKlSIVq1aMXPmTKytrRk0aBCGhoYf7CM2NhZXV1du377Nnj17KFWqVLLt9t3bR4fNHdBT9NjfeT+189T+YN+FCxemV69e/PXXXwBvb5fivRwebYbiU8Cq4IdvOCV0wD7gT4h6EsW5queYNWAWEXki+JqvaUObtIfR0FCtWu78+XDkCJiYgK2t9myokxM0aAC5cr1+5c4Njo6yVFeIN0goFUIIIYT4F/D390dV1XQXJVq7di329vbUrFkTgDlz5hAXF8fw4cNZsWIFf/31F1WqVHlvH8uWLePkyZOsWLGCOnXqJDkWEB7A5pub2XBzAycfnKRo1qJsa7eN3JlTvgR13LhxrF69GiMjoySVewm9De79wL4GFBqW4v7eyx2YDVGeUdwoeIPZ42fjV8aPrnSlLW0x4wN7or5LVBT06werV0NsrBY0p0+HXr3gHc/dCiGSJ6FUCCGEEOIje/78Ob6+vhQrVizZpa1hYWFUrFiRHDlycPLkyTRdQ1VVpk2bxpYtW/j+++8xMND+mZc1a1a2bdvGjh07GDBgAFWrVqV79+78+uuvZMmS5a1+YmNjmTRpEhUqVKBz584A+If5s/nWZjbe3MjJBydRUSlsV5hxNcYxpOIQzI1SVzHW3t6eNWvWEBkZ+XprmfgIONUODEyh0qr0L9v1Qgujp6PwcvBi/i/zuVH/Bp30OtGe9mkPowBPn4Krq7Zct29fbZlupUoy+ylEGkkoFUIIIYT4yPr378+6devIly8fHTt2pEOHDhQs+Hpp6vDhw3nw4AH+/v7ExMRgbJy6iq86nY7OnTuzdu1a2rVrx8SJE99q06xZM2rXrs0vv/zCjBkz2LZtG9OmTaNbt25J9hxdtmwZDx8+ZMqcKfzp/meSIFrErghjq4+lTZE2FLYrnPZvCNC4cePXXwR7wOn2EHoHqu8AM6e0dxwIzIfo7dH4mvmycuBKzrQ/Q3uj9kxhCuakccuVuDg4fhy2b4eNG7Vlu5s2QcuWaR+rEAKQUCqEEEII8VGpqsqxY8coU6YMVlZW/PLLL0yYMIFSpUrRsWNHHB0dmTdvHsWKFePq1at4eHhQvnz5VF3j/PnzrF27lhEjRjB58uQks7GxCbFcf3qdqLgoYhJiqN6jOo61HJk7fy49f+/J3MNz+XPin+TJmoe4uDjGLByDTW8bulzugk7VZWgQfUvMc/D8DW5NB2MbqHUIHGqlra9IYBVErYziWewzNrfbzOEeh3G1dmUrW8lEptT3GRqq7SG6fTvs2QMhIWBqqlXNHT0aypRJ21iFEElIKBVCCCGE+Ih8fHwICAhg9OjR9O3bl8ePH7NhwwbWrFnD0KFDAW0Lkc2bN5M/f37Onz+f6lB6584dALp165YkkJ58cJJeu3rhGej59knFtNclLlFxZcXX7zeBTPqZGFp+KN+U+IZCdoVSfc/EBsPTkxAfTraIi3DrEsSHv37FhUN8KAQc1r7O2Q7K/AEmqd+2hgRgB0TOiyToeRCHax9mZ/+d1M1Rl7WsxYI0PN8ZFweDB2vFi+LiwM5OmxF1ddUCqVk6lv4KId4ioVQIIYQQ4iM6c+YMAJUqVQLA0dGRQYMGMWjQIO7evcu2bdto1KgR+fLlw8nJiXPnzjFw4MBUXePOnTvo6+uT+439LsceHcuEExNwtnJmmesyHDI5YGxgjLG+ceJHI30j9h7by49TfyRaicbW1hbXhq7M6j0LC+M0FusJuw9H6kKENwAuAJdfHtM3BYNM2sswEzg1gyI/gfVXqb+OCpyB8NnhvPB6waVil9jyvy2UL1aeJSzBEss0jj8M2rbVKur26gVdukDFivK8qBAfkYRSIYQQQoiP6MyZM2TKlImiRYu+dSx//vwMG/a6ymyFChU4f/58qq9x9+5dcufOnbjdy567e5hwYgJdi3dlbqO57y1ElL9Vfup/VR9PT08aN26cWCApTYI94GgDUOOh+m6wyMcZ96tUqlYP9M0zbs9RTwidHUqoeyh3c9xl+7TtFKhZgN+V39MeRgGCgqBePfDwgIULoWfPjBmvEOK9JJQKIYQQQnxEZ86coUKFCuinYKatfPnybN68mWfPnmFnl/KlrHfv3iV//vwAPAl/Qrft3SiWtRgLmizA2ODDRZNcXFxwcXFJ8fWS5bUc3Ptqz4bWPJa4x2is/mMwTEdQfFMAvJj7gog9ETy2esyuYbvI2jIr4wzHYY11+voOCtKW5t64oT1D+mYhJiHERyWhVAghhBDiIwkLC+Pq1auMGjUqRe1fPUt6/vx5mjRpkqJzVFXl7t27VKtWjbiEOL7e9jWhMaEc6XokRYE03eIjtL1FvZdr+4tWWg1m6dtr9S3hELQ0iPC14bzgBYe/PoxJNxMGZRpEZjKnv/83A+m2bdCgQfr7FEKkmIRSIYQQQoiP5Pz58+h0usTnST+kdOnS6OvrpyqU+vv7ExERQd78eem4pSP77+9nQZMFFLEvkp6hp8yL63CqLYR6wldjtFdGLdEFiIPAzYGELgwlJiSGc43OEd83nq8dvsYGm4y5hgRSIT45CaVCCCGEEB/JmTNnUBQlRdV043XxPI9/TsHSBTnlforo+GiM9Y2TVNNNzt27d0EPNrGJkzdPMrPeTL4t/W1G3UJSceHw/Dw8O629nh4HI2uodRAcamfcdVR4dvQZgX8EwiO4VfYWod+H4lrQNWPCqKqCr6/27Oi4cRJIhfjEJJQKIYQQQmQgPz8/evbsSUJCAnfv3qVIkSJYW1u/95youCiqLavGhccXoJH2nukkUxRVIZdlLkrnKE0ph1KUz16eMo5lsDR+/YzmrTu3oBWcfK4F0h8q/pBxNxPxSAufgS9D6IsroOoABayLQr5vocjPYOqQYZd8evUpfrP8MLlqwuM8j3k2+xl1K9XFVrFNW4fx8eDpqQXQN1/Pn2vHzcwkkArxiUkoFUIIIYTIIIGBgdStW5dHjx5RqFAhwsLC6NGjxwfP67+nPxceX2BSrUkkRCRw9MRRHj97jM9jH3wsfQgKCWLTzU0AKCgUsitEOadylHMsx6yHs6AI/K/O/zImkKo6rWjRjYkQ7qW9Z2AOtuW1AJqlMmSpAEZW6b/WGwIeBeA1x4vMhzMTaxvLg58fUKVZFbLoZ0lbh7t3w8SJcPkyxMRo7xkbQ9Gi2p6jJUpor2LFIFOmjLoNIUQaSCgVQgghhMgAERERNGzYEC8vL/bt20eNGjVSdN6Sy0tY4rGEUVVHMbLqSABGNxgNaCF35MiRLPplEfmL5mfozKEEGATg5ufGrju7WOaxDAzA3sOeoWOHpu8GdPHgtxOuT4TgS2BbDly+B7vKYF0c9D7OPxufhDzh2qJrOGx0wNzAnIe9HlKyc0nKm314yXOyAgKgXz/YsgUKFID+/bXwWbIkuLhAera8EUJ8FPJfpRBCCCFEBti2bRsXLlxg48aNHwykcQlxbPXcyp/uf3LiwQlq5a7FuBrj3mqXJUsWFixYQIcOHejQoQM/NPuBefPmMabLGFRVxeeFD3Ub16WIXTqKGkUHwv1FcPcviHwI5s5aBV3nDvCB51nT40nsE9zWueG0xIlskdkIdA2kUO9CFM9SPO2dXrumbeXy7BlMmQKDB4ORUcYNWgjxUUgoFUIIIYTIAB4eHhgZGdG8efN3tvEL9WPhpYUsuLgA/3B/clnn4tc6v/Jdme/Qf0/V2po1a3L58mU6dOhA165dOXnyJLNnz8bZyhnfS760GNAiZYNUVYj01Z4NDb4CQRfh8R7QxUDWmlB6Fjg1/WizogBPdU85vv84jn86ki8gH2FVwsgxMAdF8qSzWvDBg9C6NZibw5kz2syoEOKzIKFUCCGEECIDXL16lSJFimCQzPJQz0BPRh8dzdZbW9GpOhrka8DCsgtpkK/Be8Pom7Jly8ahQ4cYM2YMU6ZMwd3dnRkzZhATE0P+/PnffWLILbi3AII9tDAaG/z6WKY8kKcbFOgP1h93C5lnPGPvhb3Yz7LnK8+vSHBJwG6sHYXKFkp/54sXQ58+UKiQ9ixpjhzp71MI8Y+RUCqEEEIIkQGuXLlCw4YN33o/QZdA6w2t8Q315YcKP9CnTB/y2uRN0zUMDAyYPHkylStXpkuXLtStWxfg3aH04UY41w3UBLAuBjnbaM+HZi6uVc81tEz+vAwUYhjCQq+FWP5uSdlTZdF30Md2gi22DWxBL52d63QwejRMngz168OGDWD58e9JCJGxJJQKIYQQQqTTkydPePLkCcWKFXvr2Nrra7nx7AbrW6+nbZG2GXK9xo0bc/nyZdq2bYuHhweFCxd+u9G18XBtHNhWgKqbwMwpQ66dUkEEse75OuL2x1FnXx0ymWbCcoAlmdtnBuMMuEB0NHTrBuvWwbffwp9/gqFhBnQshPinSSgVQgghhEinq1evArwVSmMTYhl7bCwlHUrSunDrDL2ms7Mzp06d4vHjx2TNmjXpwZvTtECa5xsoOw/0MyIFpkwQQayOWk3kykjqr6yPRZgFtp1tse5pDdYZcIGQENi3D2bNgnPnYOpUGD78oxZlEkJ8XBJKhRBCCCFSwN/fHwcHB5Rkws+7QumSy0vwCvZiT8c96CnpXav6NkNDQ5ydnZO+eW8RePwIzu2h3CJI4TOr6RVMMCt1K/Hf4U+zec3IGZgTi1oW3Ch9g7zt0rZcOdHDh7Bjh/Y6dgzi4sDODtavh7YZM/sshPh0Pvh/R0VRTBRFcVMU5YqiKDcURRn/8n1FUZRJiqLcURTllqIoA994/3dFUe4pinJVUZRSH/smhBBCCCE+lrCwMHr06IGjoyMdO3YkNDT0rTZXrlwhW7Zs2NnZJb7nHezNqCOjqJKzCg3yNfhnBus5C9y+hWwNocLyfySQvuAFf6h/MPLMSAq1L0T/if0p6lgUpyVOWE6zJCZrTNo7X7xYq6Lr7AwDBsCjR/DDD3DqFPj7SyAV4guRkpnSGKCWqqrhiqIYAqcURdkLFAJyAAVVVdUpimL/sn1DIP/LV3ngr5cfhRBCCCH+1X755RcMDQ0ZNmwY+vr6nD17ls6dO+Pj40OLFi3YsGEDFy5cYMOGDZR8Y8uRq1evUrz46/01Q2NCabq2KTpVx+Jmi5OdXc1QqgoeI+DWNMjRUttnVP/j7s8ZQgirWMWZ22doMbsFLd1akjl7Zsx+NYNaQHpvecEC6N0bypSB//0PmjWDAgUyYuhCiH+ZD4ZSVVVVIPzll4YvXyrwHdBRVVXdy3ZPX7ZxBVa8PO+coijWiqJkU1XVP8NHL4QQQgiRQVRVZdq0aYSHh3P8+HFKly7NlClTyJkzJ8ePH6dKlSqcPHmSDh06UKFCBX777Te+++474uPjuXnzJvXr1wdAp+rouLkjnoGeHOhygAK2HzlI6eLgfE/wXgH5v4PSf3zUGdJQQlnFKvY/2U+TuU34dc+v2FraYjrUFFqh/UsxvbZuhe++g0aNYNs2KWAkxBcuRQ83KIqiryiKB/AUOKiq6nkgL9BOUZQLiqLsVRTlVS1yJ+DRG6f7vnxPCCGEEOKjWLJkCePHj09XH0FBQYSHh1OjRg2OHDnCpEmT6Ny5Mx4eHlSpUgWAqlWr4uHhQe3atenXrx9t27bl/PnzxMXFJc6ULry4kN13dzOrwSxq5a6V7ntLVnwEhN6FJ8fguKsWSItOgDJ/frRAGkoo85hH2/C2hM8J5/cWv9PlYBeyd8mO6TZTaE/GBNKDB6FDByhXTtviRQKpEF88RZvQTGFjRbEGtgIDgHPAWFVVZyiK0hL4QVXVqoqi7AKmqqp66uU5h4EfVVW98Le+egG9ALJmzVp63bp1GXE/4j3Cw8PJlCnTpx6G+BeSnw2REvJzIt7nU/58hIeH0759e6Kioti4cSM2NjZp6ufOnTv07t2bX375BQcHB4KCgihXrlyybXU6HevXr2fRokUYGBgQGxvLkiVLsHC04Bv3byhgUYAZxWZkyLJd4/gAcoavxyz+IUa65xgnBGKgRiQeV9HjjtUP+Js3Sfe1khOlH8Uh+0Mcsz1G1d1V6bGwB47PHQkrG8Zj18fE2sa+9/zU/GxYX75M0REjiMqRA4+ZM4mXPUe/OPJ3yX9XzZo1L6qqWia5Y6mqvquq6gtFUY4CDdBmQLe8PLQVWPrycz+0Z01fyf7yvb/3tQBYAFCmTBm1Ro0aqRmKSINjx44h32eRHPnZECkhPyfifT7lz8fEiROJiNBCmo+PDy1btkxTP0FBQQA0adKEEiVKfLB9rVq16Nq1K+3btyc0NJTOnTvTcVtHEpQENnTZQD6bfGkaR6L4SLgxGW5N17Y7sS4BZqXB1Enbc9TUEUydUCzy42KeA5f0Xe0tEUSwlrWsVlfjctSFZT8tI//D/JiUMYHvwbaQLbnI9cF+UvyzsWULjBoF+fOT6ehRqrxRNEp8OeTvEpGcD4ZSRVHsgLiXgdQUqAv8CmwDagLeQHXgzstTdgD9FUVZh1bgKESeJxVCCCHExxAeHs5vv/1GkyZNePLkCStWrGDw4MFp6svHxweAXLlypficypUrc/36dZ4/f85Bn4NsurmJybUmpz+QBrrB2S4QdgdydYLiU8A8x4fPywARRLCe9axiFXbX7Jg6ayrFrxTHJI8JzAIqk/4iRm+KiYFhw+CPP7Qluzt2aNu9CCH+M1IyU5oNWK4oij7aM6gbVFXdpSjKKWC1oig/oBVC6vmy/R6gEXAPiAS6ZfywhRBCCCFg/vz5BAUF8fPPP3Px4kX69+/PlStXklTCTSkfHx+srKywtrZO1XlWVlaYZjKlwdwGuNi6MKTSkFRfO5GqgxtT4NpYbSa01iFwqJ32/lIhkkjWs56VrMTE14Sf5/xMpUOVMLUxhZ+BZkBGP656/jx07w43b2pbvUydCkYft2qwEOLfJyXVd68CJZN5/wXQOJn3VaBfRgxOCCGEEOJdoqOjmT59OrVr16ZChQrkz5+fH374gRUrVjBjxoxU9+fj45OqWdI3/XH+D+4G3WVvp70YpXUrlpggbXb08R5w7gBl54KRddr6SoVIItnIRlawgviQeH5Y9AP1NtbDzMBMq/7RGTBL50Wio8HbG7y8Xr/u3IF9+8DREfbsgYYNM+BuhBCfo1Q9UyqEEEII8W+xZMkSAgICWLNmDQC2trY0adKE1atXM23aNPT1Uzet5+PjQ548eVI9Dr9QPyacmEDj/I1pkK9Bqs8HID4KjtSGkBtaBd3832nPkX5EUUQlhtHw2HD6retHyyUtMY8012ZFewNpXUV7/DgsXQpeXlS8dQsCA5MeNzODPHlgwACYMAGkoJEQ/2kSSoUQQgjx2YmLi+PXX3+lUqVKSYqmNGvWjK1bt3Lv3j1cXFJe+kdVVXx8fKhV6/1buMTr4rnx9Abn/c5z3vc85/3Oc/PZTQz0DJhZf2ZabwcuDoBgD6i+C5zeWoiWoaKJZhObWMEKgnXBfHPgG7r82QVLf0vtedGBaBv/pdW8edC/P1hbQ+HCBJcujUOlSloIzZtX+2hv/9FDtxDi8yGhVAghhBCfnVWrVvHw4UP++uuvJNuuFClSBICbN2+mKpQGBwcTFhaGs7Nzssc9AjwYemAoZ33PEhkXCYCtqS3ls5enbZG2NCnQhAK2BdJ2M/eXwv3FUOTnjxpIY4hhM5tZxjKCCKLVxVb0ntUbm1s2UAAYDSS/A07KxMXB0KHw++/QqBGsXQuWlngeO4aDVFsVQryHhFIhhBBCfFYSEhKYMmUKJUuWpOHfnkMsVKgQoIXSFi1apLjPd1XeVVWVOW5zGHpwKLamtvQo2YMK2StQ3qk8eTLnSfs+pKoO/HbDnd8h4BBkrQlFx6etrw+IIYYtbGEZy3jOcxp4N2Dg7wOxP2kPWYEJaJv96aXjIo8fQ9u2cPo0DBoE06dDKpdPCyH+uySUCiGEEOKzsnHjRu7evcumTZveCoWZMmXC2dmZGzdupKrP5ELp88jn9NjRg+23t9M4f2OWNV9GFrMs6Rt8bAh4LYU7cyD8vrbnaPHJUKAf6GVsiIsllq1sZSlLCSSQas+rMWT+EJy2OYEp0B/oABin80LHj0O7dhAers2Otm+f/sELIf5TJJQKIYQQ4rOh0+mYNGkShQoVeudMaOHChbl582aq+v17KHXzc6PVhlY8CX/Cb/V/4/vy36d9VhQg0g9uTgWvZRAfDnaVtTCaowXoGaa932TEEss2trGMZTzlKeWiyjFv1TxyrcgFsUAbtI38MqfzQiEh2vOjP/8M+fLB4cPwcvm0EEKkhoRSIYQQQnw2du7cyfXr11m5ciV6esmvNy1SpAhHjhwhISEhxRV4fXx8sLS0xNramuCoYFqsb4GRvhFne5yltGPp9A06IRaONoCwO+DcHlwGgk06+0xGLLHsYAdLWMJTnlJCV4JZO2eR/6/8KIEK1EKbHc2Zls5j4epVcHPT9hZ1cwNPT+1YmzaweDFYWGTg3Qgh/ksklAohhBDis6CqKhMnTiRPnjy0f88S0cKFCxMTE4OXlxf58+dPUd+v9ihVFIVB+wfxJPwJbt+6USpbqfQP/MZkCLkO1XeCU5P09/c3ccSxk50sZjFPeEIxtRj/O/s/Cs8ujHJfgaLAr0DxVHSakACbN8OpU1oAvXxZC6YAWbNC+fLQuTNUqgQ1akglXSFEukgoFUIIIcRn4eTJk1y4cIEFCxZgYPDuf8IULlwY0IodpSaU5s6dmx23d7DiygrGVBuTMYE0+CrcmAS5OmV4II0nnl3sYjGL8cefr/iKiXcmUmJWCRQ3BZyAqUBtIDWZ0dMTunWDc+e0/UTLlIHvv4dy5bRXjhwSQoUQGUpCqRBCCCE+C+7u7gC0bNnyve3eDKX169enevXqDBw4kE6dOiXb/tUepVVrVqXv7r4Uy1qMn6v9nP4Bx0fBuW/A2AZKz05/f6+6JZ497GERi3jMYwpTmDFPxlBmbhmUPQpYAEOA1kBqHldNSIDffoNRo7QwumqVVsDoPb8AEEKIjCD/lxFCCCHEZ+Hu3bvY2tpia2v73nYWFhbkyJGDGzdusGTJEtzc3Fi0aNE7Q6m7uzthYWEEOgbiF+bHEtclGOkbpW+wqgpuvSDYA6rvAOP3jzklEkhIDKN++FGIQoyIGEHFZRVRVr+cuewCdEMLpqlx+7Y2O3r2LLi6agWMHBzSPWYhhEgJCaVCCCGE+CzcuXMnxctxixQpwpUrVzh16hQAp06dIiQkBCsrqyTt3N3dqV+/Ps65nblgfIGS1iWpm6du+gd7exb4rIJiv6R72W4CCexjH4tYxCMe4YILM+NnUnVLVZQFCrwAGgJ9gWyp7TwBZs3SZkdNTbXZ0Y4dZXmuEOIflZ5tkoUQQgghPpoTJ07g5uaW+PXdu3cpUKBAis4tXLgw169f58GDB4wYMYL4+HgOHDiQpM358+epU6cOmTNnZsTSEXiFeDGiyoj0bf0C8Ow0XB4KOVpCkZFp7kaHjj3soQ1tGMtYTDFlhjqDVUdXUa1tNZRpCuQFVgC/kPJA6uur7Sfaty8ULgxDh0K9enDjBnTqJIFUCPGPk5lSIYQQKRYbG4u3tzcuLi6feijiC6eqKp07d8bBwQE3NzciIiLw9fVN8Uzpq+dKixcvzoQJE5g/fz67d++mTZs2AJw9e5Z69eth62zL5EWTmXp5Knkz56VVoVbpG3hsCJzpBGbOUGEpKKn//b8OHQc4wEIW8oAH5Cc//+N/VL9eHb1ZeuAB5AZ+A6rw4SJGISGwcSOcPAknTsDLPVmxsNCq544bB+3bSxgVQnwyEkqFEEKk2MKFCxk8eDDPnz8nU6ZMn3o44gt2+/ZtHj16REBAADExMdy7dw8gxTOl5cqVA6D2wNoUmFsAXR8dG25vwPmoM6dvn+bo1aOoA1XCDcPpsK8DAKtarEJfL2X7miZLVcG9D0T6Qt1TYGiZqtN16DjEIRayEG+8yUtefuVXavrVRG+OHhwEbICRgCuQkqF6ekLTpnDvHtjZQdWqWiXdatWgWDEpYiSE+FeQ/xMJIYRIsWvXrhEbGyuhVHx0r5baxsXFcfXqVR48eACkLJTeD7qPh86D2ktqM/PhTEo6lCSTdSauF7rOLyd+gRdgmmBKhxIdKOVcChdbFwrZFcLRwjF9g/ZeCQ/WQbGJkKVCik/ToeMwh1nIQrzwIg95mMIUaofURm+xHmxA+xfbt2iFjMxS2PH+/dC2LZiYwJEjsp+oEOJfS0KpEEKIFLt79y4AISEhn3gk4kt34MABMmfOTHBwMO7u7rx48QKAfPnyvfe8+Rfm02d3HwCsTayZXnc631f4npDgEOwc7FBRKZivIEeOHCFbttRWBXqPsPtwoR/YV4PCI1J0ig4dRznKAhZwn/vkIheTmUyd2DrordeDJUAE0BToA9ilYjzr10PnzlCkCOzYATlzpv6ehBDiHyKhVAghRIq9WkIpoVR8TDExMRw9epRvvvmGDRs2JO5P6ujo+N4Z+si4SMYeG0uVnFX4q/FfFMpSKHE5rq2tLQ3rNeThw4ccPHgQh4zc7kQXB2c6gmIAFVfCB5YA69BxjGMsZCF3uYszzkxkIvV09dA7qAdzAH+gEjAQeH8Of9vChdC7t7ZUd+dOsEzdMmIhhPinSSgVQgiRIrGxsTx69AiQUCo+rrNnzxIZGUn9+vXx8fHB3d0dKyurDy7dXXBxAU8inrCxzUa+sv/qreNbt27FwMAAPb0M2nwg3BseboIHa7T9SKtsAPN3z0iqqBznOAtYwB3ukJOcTGACDWiA3iU9mAXcBAoAo4FyqRyPqsKYMTBxIjRsCJs2gVlK1/oKIcSnI6FUCCFEivj7+6OqKiChVGS8a9eu0aRJE/r378/z588xMDCgRo0aXLp0ib1792JhYUG7du3eeX5UXBS/nv6VmrlqUtW5arJtjIyM0j/QcG94uFF7BV3Q3rMpA+UWQM42yZ6ionKSkyxgAZ54kp3sjGc8DWiAvo8+/A6cAOyB8Wh7jqY2N8fEQPfusGYN9OwJc+eCoWGab1MIIf5JEkqFEEKkiK+vb+LnEkpFRhs7diyPHj1i+PDh6OnpUblyZSwtLSlbtiyqqhIaGvremdK/LvxFQHgA61qt+zgDfHoKLg+B5y/3TbUpCyWmQc7WkCl3sqeoqJzmNAtYwE1u4oQTYxlLIxqhH6QP84GtgAnQD+gIGKdhbM+fQ/PmcOoUTJkCP/4oBY2EEJ8VCaVCCCFSxM/PL/FzCaUiI127do2tW7cyZswYsmfPzvfff5+4n2jZsmUT271rj9LDXocZcWgEDfM1pHqu6hk7uPgI8BgJd/4Ac+cPBlHQwuhZzjKf+dzgBo44MoYxNKIRBtEGsBpYDsQArdGq6mZO5bji4uDGDXB3h//9Dx4+hHXr4D2zyUII8W8loVQIIUSK+Pn5YW1tTWRkpIRSkaEmTpyIhYUFgwYNInPmzHz99dcYvlx6am9vj7OzMw8ePEh2ptQjwIMW61tQMEtB1rRak7EDe3IMzveAcC8o0B+KTwHDdxdaUlE5xznmM5/rXCcb2RjFKJrQBAOdAewC/gKeATWBAUBKi+J6e2szoe7u2svDA6KjtWNOTnD4MFSunI6bFUKIT0dCqRBCiBR5/Pgx+fPnx8fHJ3F7DiHS69atW2zcuJERI0aQObM2Xfj3Zz/Lli3Lo0ePyJMnT5L3fV740HB1Q6xNrNnbaS/WJtYZN7AbU+DKSMiUF+oc17Z6eQcVFTfcmM98rnIVBxwYyUia0hRDDOEsMBu4B3wFTAFKpHAcCQkwaRKMHw86HZibQ+nS0LcvlC2rvfLkkeW6QojPmoRSIYQQKeLr60vNmjUJDg6WmVKRYSZNmoSZmRmDBw9+Z5tBgwZRrlw5jI1fP3D5PPI5DVY1IDo+mkPdDuFk6ZRxg/LbowVS5/ZQfjEYJF/BVkXFHXfmM58rXMEee37iJ5rSFCOM4A5aGD0POAFTgdpASvNjQAB06ADHjml7jo4YAQULgv77t5wRQojPjYRSIYQQHxQTE8PTp0/Jly8fd+7ckVD6EQUHB3Pt2jWqVXv3zNyX4u7du6xdu5bBgweTJUuWd7arXLkyld9YmhoVF0XTtU3xeeHDwS4HKWJfJOMGFfEQznaBzCWgwlLQN0m22QUuMJ/5XOYydtjxIz/iiqsWRp8Cc4HdgAUwGO3Z0dQU/3V3hxYtIDgYli2Dr79O330JIcS/mIRSIYQQH+Tj44NOpyNfvnxYWVlJKP2IfvzxRxYtWoSvry+Ojo6fejgf1eTJkzEyMmLo0KEpPideF0+HzR0453uOjW02vnP7lzTRJcDp9qDGQ5WNyQbSS1xiHvO4xCWykIVhDKMFLbQwGoFWwGgVoAKdgW6AZSrHsWIF9OoFDg5w5gwUL57eOxNCiH81CaVCCCE+6N69e4BW/dTKyoonT5584hF9mcLDw1m7di2qqrJ9+3a+++67Tz2kj8bb25uVK1fSv39/smbNmqJzVFWl/57+bL+9nT8a/kGrwq0ydlC3f4PAs1BpNVjkS3LIAw/mMx933LHFliEMoSUtMcYY4tG2dlkABAMNgL5Aan+nEB8Pw4fDb79BzZqwYQO8ZwZZCCG+FBJKhRBCfNDdu3cBZKb0I9u4cSPh4eFkypSJLVu2fNGhdOrUqejr6zNs2LAUn7P51mbmX5zPiMoj6F+uf8YOKPQOXB0N2V3BuUPi21e5yjzm4YYbNtgwmMG0opUWRlXgOPA78BAohfYMaeE0XD82Flq1gl27YMAAmDEDXlYgFkKIL52EUiGEEB907949zM3NyZIli4TSj2jx4sW4uLjQvHlzZsyYQVBQEDY2Np96WBnu4cOHLF26lG+//RYnp5QXKJp3YR65rXMzqfakjBuMqoPnF+Di96BnAmX/AkXhGteYz3zOcY7MZGYQg2hNa0x4uaT3OloAvQzkAmYCVUl5EaM3xcdDx45aIJ0zB/r1y5h7E0KIz4Tepx6AEEKIf79r166RI0cOFEXBysqKsLAwEhISPvWwviienp6cPn2a7t2706pVK+Lj49m1a9enHtZHMW3aNEB7fjal7gfd57D3YXqU7IGeks5/vsS+gAfr4ezXsMUBDpSHIHcoO5cbpkEMZCDd6IYnngxkIDvYQWc6a4HUDxgJfAM8AH4C1gPVSH0gVVW4dAnat4fNm7XZUQmkQoj/IJkpFUII8V7x8fG4u7vTsGFDAKysrAAICwvD2tr6E47sy7JkyRL09fXp2rUrWbNmJXv27GzZsoWuXbt+6qFlqMePH7No0SK+/vprcubMmeLzFl9ejJ6ixzclvknbhVUVvJaB11IIPANqAhjZQLYG4NiIm065mW+0ntPMwAorBjCANrTBjJfbwYQCi4ANgD7QE+gKJL9bzPvdugVr18K6dXD3LhgYwOTJ8J5tcYQQ4ksmoVQIIcR7Xbt2jaioKAoX1h6UexVKQ0JCJJRmkLi4OJYvX06TJk1wcHAAoGXLlixYsICIiAjMzc0/8QjTJyEhgdGjR6PT6bhx4wbx8fH89NNPKT4/XhfPUo+lNMrfKG37kUY8gPM9IeAQWBWBwj+CYyOwrcAtvTssYAEn+Q1LLOlHP9rR7nUYjUULoouBcKAp0AewT+UYnj6FxYu1IHr1KiiKVsxo+HBo2RK+wGXaQgiRUhJKhRBCvNfZs2cBKFJE2wvyzVAqMsbu3bt5+vQpPXr0SHyvRYsW/P777+zbt49WrTK4yuw/7NatW0yZMgVFUVBVlZ49e5InT54Un7/7zm4CwgP4ttS3qb94sAccqqlt81J2HuTrBYrCbW4zn2Gc4ASWWNKXvrSjHea8/AWADjgI/Ak8BioBA4F877jO+/j5QdWq4O0NFSvC779D69aQLVsaOhNCiC+PhFIhhBDvde7cObJmzZq4bYeE0oy3ePFismXLlrhEGqBKlSpkyZKFLVu2fPah1NfXF4Djx4/j4uKSquJNoTGhDD04FGcrZxrlb5S6C4fegaP1wTAT1D4GFnm5gzYzeoxjWGBBH/rQnvZkItPr8y4Bs4CbQAG0YFo+dZdO9OQJ1K4NgYHanqMVK6axIyGE+HJJKBVCiP+44OBg7t27R9myZZM9fu7cOSpUqICiaFVcJJRmrMePH7Nnzx6GDx+OgcHrv5YNDAxwdXVl48aNxMbGYmRk9AlHmT5+fn4A5MiRA3v7lK97VVWVnjt64h3szfFvjmOgl4p/tkQ8gCN1teq6NQ9yz0JlAcM5whHMMacXvehAByyweH2OD9r2LifQlueOAxqR9rKQQUFQty48egT790sgFUKId5Dqu0II8R83ZMgQypUrR5MmTRL3I33l+fPn3L17lwoVKiS+J6E0Yy1fvhydTkf37t3fOtayZUtCQ0M5cuTIJxhZxnkVSh0dHVN13rwL89h4cyOTa0+mcs7KKT8x7D4crAZxodyvvYgfrZbSnvac4xw96clOdtKLXq8DaRAwFWgLXAD6AluAJqT9X0ohIVC/Pty5A9u3Q5UqaexICCG+fBJKhRDiPywuLo5t27ZRpEgRjh8/zldffcVPP/1EeHg4AOfPnweQUPqRqKrKkiVLqFatGvnz53/reO3atbGwsGDLli2fYHQZx9fXF3t7+1TN9upUHRNOTKBmrpoMrTQ05RcLuw+HquNlHMJPTZrT3noiZzlLd7qzi130oQ+WWGpto4ElQHO0ENoa2AZ0h1fbkaZJRAQ0bgweHtpWL3XqpKMzIYT48kkoFUKI/7Bjx44RHBzM5MmTuXPnDh06dGDq1Km4uLiwZs0azp49i56eHmXKlAEgJj6GgPgAQEJpRjh58iT37t1LdpYUwNjYmMaNG7Nt27bPel9YPz8/nJxSVzX3zKMzicWNUrwvqaric7UzPxcMpF3d7Jwyvcc3fMNOdtKXvq/DqA7YAbQE5gLlgI3AcCC9RXCjoqBZMzh7Vtv2pXHjdHYohBBfPgmlQgjxH7ZlyxbMzc2pW7cu2bJlY9myZZw9exZHR0c6derE1KlTKVasGJkyaUVgfjv3GyUXl0S/oL6E0gywePFiLCwsaN269TvbtGzZkmfPnnHo0KF/cGQZy9fXl+zZs6fqnM03N2Okb0TjAikLdQ95yOiQVrQteI4TztnpatCbneykH/2wwup1w3NAJ2ACYAcsBKYDzqkaXvJiY7WqukePwvLl2udCCCE+SEKpEEL8RyUkJLB161YaNWqEqalp4vsVKlTg/PnzLFq0CFtbW5o0aZJ4bNPNTQDomut4FP7oHx/zlyQkJISNGzfSoUOH9+5D2rBhQ7JmzUqzZs0YOXIkYWFh/+AoM0ZqZ0pVVWWL5xbq5a2HpbHle9s+5CFjGENrXUuOJuym8xMndpicYwADsMb6dcO7QP+XrwhgMrAMKJnau3mH+Hjo2BH27IF586Bz5wzqWAghvnwSSoUQ4j/q3LlzPHnyhJYtW751TE9Pjx49ehAQEMCECRMAeBr9lIv+F/m21Lcoegp7LfYSHR/9Tw/7i7Fu3TqioqKS7E2anEyZMuHh4UH79u2ZMmUKdnZ2NGjQgO3bt/9DI02fqKgonj9/nqpQeuHxBR6GPKRVoXdvheOLL+MYR2tac1g9SMcHsONoLAPtNpJZL8vrhk+B8UBHtC1eBgObgHqAkqZbeltCAnzzjfb86KxZ0KtXBnUshBD/DRJKhRDiP2rLli0YGRnRqNH79358tRXM6eenARhccTC5PHIRbBLM7HOzP/o4v1SLFy/mq6++eudWPG9ycHBg+fLlnD9/nr59+3L79m3atGnDkydP/oGRps/jx48BUrV8d/Otzegr+jRzafbWMT/8mMAEWtKSAxygfWQVdhx4zqCzF7EpMBbsXm67EoH2vGgLYB/QGa2IUUcgI3bXiYyEvXvh+++hYEFYvRomT9a+FkIIkSqyT6kQQvwHHTlyhD///JMmTZpgafn+5ZGvnA48jYutCwWzFMQ5ypngZ8FMPT2VXqV7kdk080ce8Zflzp07uLu7M3PmzMTQnxLlypWjXLly9OrVi0KFCrF06VJGjBjxEUeafr6+vgApnilVVZUtt7ZQM3dNbExfVx16zGMWs5hd7EIffdrp2vD13TCyXJ4KxnZQ6yA41IF4tPA5HwgG6gP9gNTtRpO8O3e05bl798Lx4xATA6amULMmjBkDXbpkwEWEEOK/R2ZKhRDiP+bs2bM0a9aMfPnysWDBghSd8yL6BR4hHri6uALatjC2HraERIcw9dTUjzncL9Lx48cBaJzGyqwFCxakRo0azJ8//19flffVHqUpnSm98uQKd4Pu0rqQViTIH38mMYkWtGAPe2hFK7ZF/MGQI7vIcvEXcHKFRtcgax04DrRD23M0N7ACmET6A+np09CwIbi4wA8/wKNH0Lcv7N8PQUGwe7cEUiGESAcJpUII8R8SFxdHs2bNyJYtGwcPHsTW1jZF5+25u4cENYHmBZsDWiiNeRhDp2Kd+N3td/xC/T7iqL88J0+exN7ePtm9SVPikv8lSncqjY+vDwcOHMjg0WWsV6E0pTOl666vQ1/Rp0rhKkxmMi1owS520ZKWbGc7w72dsN9TC4IuQYVlUGUD3LeB3sCQl53MRJspLZyOgauqVkW3Vi2oUgUuXNCW53p7w82bMHMm1KsHJunZ0FQIIQRIKBVCiP+Ua9euERgYyC+//EK2bNlSfN666+vIbJiZ8tnLA1ooDQkJYUKNCehUHV22dpGiR6lw6tQpqlSpkqqluwCegZ602tCK0gtKM8NvBsoQhQE7BnA/6H6K+4iKiqJly5YcOXIktcNOE19fXywsLFK0TFxVVdZ4rSFv07z0MOvBDnbgiivb2MaP/Ii911442xmsvoJGV8Dka/hZga6ADzACWA9UI31FjOLioEMHLZB6emoB1McHfvoJcuVKR8dCCCGSI6FUCCH+Q9zd3QHt2cSUuvH0Bjvv7KSpY1P0FO2vDSsrK8LCwnC2cmZxs8Uc9TlKx80didfFf5Rxf0n8/Pzw9vamSpUqKT5HVVUWXFxAiXklOHj/IOOqj2Nvp70UMC7Affv75PsjH/VX1Web57YP/hlMmjSJrVu3MnPmzPTeSoqkdDuYpzxlQMgAHjV8RHyBeJrRjK1s5Sd+IitZIfYFXB4GWSpBueOwKA+0Qluy2wPtOdLWpL9aRmwstGsH69fD+PHg5aUt2X3Ptj1CCCHSRwodCSHEf4ibmxu2trbkzp07xef8evpXzAzNaOn0eusYKysrVFUlLCyMzsU6ExQVxPf7vqfPrj4sbLow1TOA/yWnTp0CoGrVqilqH5cQR/cd3Vl1dRX18tZjRfMVZM2UFYB93faRu1huqg2qxo2nN2ixvgVOFk78UOEH+pbti6mhaZK+PD09mTZtGmZmZhw4cIDg4GAyZ/54RaoCCeT418cpvPTd62if8YxlLGMrW/HGG/37+uyy20UhCiVteG08RIRA4CqYagBhQFOgD2CfQQOOjYW2bWH7dpg9GwYOzKCOhRBCvI/MlAohxH+Iu7s7ZcuWTXFo9Hnhw5pra+hVqhdWhlaJ71tZaZ+HhIQAMLD8QEZXG83iy4v56fBPGT/wL8ipU6cwNzenRIkSH2yrqirf7f6OVVdXMb7GePZ22psYSAFy5cpF42qNubPwDnf73WVru624ZHFh6MGhFJhTgGUey9CpusS++vbti5mFGSMWjiDOOO6j73W6kIUEVQ4irEPYW8ee85wZzMAVVzaykfpqfVgPTQKaUMjkb4E0+AZs8oRFbrAwNxQB1gBjyLhAGhMDrVtrgfSPPySQCiHEP0hCqRBC/EdERERw48aNFC/dTdAlMOH4BPQUPYZUGpLk2N9DKcD4GuP5rsx3/Hr6V6afmZ5xA//CnDx5kgoVKmBg8OHFShNPTGTx5cWMqjqKMdXHJC6fflOfPn0ICAhg987dNC/YnMNdD3Ok6xEcLRzptr0b1ZdV57DXYcavHc/R+KMogxTG3B2DMkjhl9O/EBoT+jFuk0ACWaYuQ+en40GNBzznOQBBBDGTmTSlKetZT33qs4Ut5L2Wl4CAANp/1T5pR24R0OY+bJgMDgVhDvAHkLYaUW8LDoYdO6BpU9i5E/78E/r3z6DOhRBCpIQs3xVCiP+IS5cuodPpKFu27HvbxcTHsPzKcqadnsb94Pv0K9uP7JbZuce9xDbJhVJFUfij4R8ERQUx7OAwbE1t6Vay28e5mc9USEgIV69eZezYsR9se9znOGOOjaFLsS5MqDnhne0aNmxIzpw5+euvv2jdWttGpWbumpztcZZlHssYfnA4dVbW0RrXhlI5S/Ft6W8Zv348ntk9yTMrD2NrjKV3md4Y6RtlyH2CNksakxADMaBnpMcsZpGFLGxgA3HE0ZCG9KQnOciBZ6AnfXb1oUrOKrQurN0DD4DZOtj9GEwNtVnRLsbp/3X68+dw4oS2z+jx43DlilZp18QE5s+HXr3SeQEhhBCpJaFUCCH+I9zc3ADeGUrDYsKYf3E+M8/OxD/cnzKOZdhcd3Pi3qRvsrOzA+DRo0dJ3tfX02dFixUERwfTc2dPMptmTtxGRmh7xKqqmqIiR7+d+40sZllY0HTBe5db6+vr06tXL0aNGsXt27dxcXEBQE/Ro3vJ7ri6uLL3xl6+afMNPVr3YP7X8wEoEFuA0k1LYzfAjoH7BjL7/Gwm155Mm8Jt0v1McCCBLGc5hjGGoA86Ix3TmU4hCtGEJvSkJznJCUBkXCStN7TG1NCUda3WYfDCABYCm4H4B1B9CgwoD0UbpmtMBARA9+6wd6/2takpVKyoFTOqXh3KlZPtXYQQ4hP54O8bFUUxURTFTVGUK4qi3FAUZfzfjv+uKEr4G18bK4qyXlGUe4qinFcUJddHGLcQQohUcnd3x9nZmaxZsyZ5PzQmlDFHx+A8y5lhB4dR2K4wh7ocwq2nGy0LtURfT/+tvooWLYqFhQXHjx9/65iRvhFb2m6hrGNZ2m9qzzGfYx/rlj47J0+eRF9fnwoVKry3nXewNztu76BXqV6YGHw4KPXo0QMDAwPmz5+f+J6XlxfXrl3D1syWwNOBJDxIYMA3AxKPlyxZkrymecl+JDt7Ou7BzNCMdpvaUWlJJUKiQ5K7TIotZCGRRBKkFwT5INIoEhNMqE1tJjAhMZAC9NvTj5vPbrK28VqcNjlBc7RA2vgpfFcOuitQtHe6xsOhQ1C8OBw7BmPGwKlT8OIFHD4Mo0dDtWoSSIUQ4hNKySKYGKCWqqrFgRJAA0VRKgAoilIG+HvZvh5AsKqq+YDfgF8zbrhCCCHSys3NLdlZ0v57+jPxxERq5q6JW083DnU9RO08td87W2ZgYEC1atU4evRossfNjczZ3XE3eW3y0mxtMy75X8qw+/icnTp1ilKlSmH+ge1F5rrPRU/R47uy36WoXwcHB1q0aMGyZcuIiooiLi6OevXqUbp0adauXcuSJUsoW7YsX331VeI5iqLQtm1bjh45ShnrMlzufZlFTRfh5ufGqCOj0nR/scSyjnVMZSqBBBJuEA5hkEuXC2ec2cnOxGdLAZZeXsryS8tZabCSOkPrwFygLLABqN4drGOhxNQ0jQWA+HgYNQrq1YMsWcDdXZsZrVwZjDJuqbIQQoj0+WAoVTWvZkINX75URVH0gf8Bw/92iiuw/OXnm4DaiuwNIIQQn1RgYCDe3t5vFTnyD/Nn3fV1DCg3gM1tN1PW6f3Pm76pZs2a3LlzBz8/v2SP25rZcqDzAWxMbWiwqgH3gu4l2+6/IiYmBjc3tw8u3Y2IjWDR5UW0LNSS7JbZU9z/d999R3BwMBs2bGDJkiXcv3+f3Llz07FjR65du0b37t3fOqddu3YkJCSwZcsW9PX06VGqB33L9GXuhblcfHwxxdf2xZfNTptpRCOGMIR44slKVjIHZobHYG5gjgEGxBHHAhYAcPXJVZbOX8rBAwfpuLUjZAEWADMAk8PweDcU+RlM7FI8jiT8/KB2bZg0Cb75BtzcoEiRtPUlhBDio0pRuQBFUfQVRfEAngIHVVU9D/QHdqiq6v+35k7AIwBVVeOBEMA2w0YshBAi1V4t66xWrVqS9+ddmEe8Lp4B5Qckd9p71axZE+Cds6UATpZOHOhygAQ1gTYb2xAdH53q63wpLl68SHR09Af3J11wcQEvol8wsHzqtiSpUaMGLi4u/PHHH0yYMIFKlSpx5coVWrdujZ2dHe3bt3/rnGLFilGgQAE2bNiQ+N7EWhOxN7enz+4+JOgS3nm9BBI4xjEGMIDmNOdQ1kO44IIBBuQnP7bYkhCTgIGhAbz81bQFFixnOb43fLnS9gp/7P6DKpmroExWYBlQCtAlwKUhYO4MLmnclmXvXihRAi5ehBUrYMkS+MDstBBCiE9HUVU15Y0VxRrYCowFJgM1VFWNVxQlXFXVTC/bXAcaqKrq+/Lr+0B5VVUD/9ZXL6AXQNasWUuvW7cuA25HvE94eDiZMmX61MMQ/0Lys/Fl8/Pzo3v37lSsWJFx48Ylvh+ri6X9ufYUtCjI5KKTP9jP339OEhISaNGiBVWqVGH48L8vmknq7POzjLw+kuaOzfk+//dpvpfP2dq1a1mwYAFbtmwhc+a/P/miuR12mwGXB1DSuiRTi05NdcGhTZs28eeffwLw22+/Je6FGhsbi5GREQa6cJwiNuMUsQ1QiNbPiuejSE5eekjtZj3Qt8xDpEEOdgXdYeKtiYwrPI7qdtWTXOOF4QtOZTnFqSynCDYKJnNsZioHVqbkg5Icz3ecPdn2kCle+znx8/UjPj4e51zOANg8s6Hl0pbU31yfwKhAYprHYNbIDNXw9b9FnMI3kz90Djcyj+GZac1U3T9A9k2byPfnn4TnycPNsWOJzJnzwyeJj0r+jhFvkp+H/66aNWteVFW1THLHUhVKARRFGYP2O8/vgFe/8s4JeKmqmk9RlP3AOFVVzyqKYgAEAHbqey5UpkwZ9cKFC6kah0i9Y8eOUaNGjU89DPEvJD8bXy5VVWnQoAFnz57F09MTR0fHxGMrrqzg621fc6DzAermrfvBvpL7OWnRogUeHh54e3t/8PyhB4Yy4+wMtrTdQotCLVJ9L5+7pk2bcvfuXTw9PZM9HhwVTOkFpYnTxXG592WymGVJ9TWCg4NxcnKiatWq7N+/X3tTlwDPz4HXcniwDuLDwLEJmGaDiAfEBN1BF+6D6RuPWOqy1qKRxykKFenLbw1+Q4eOC1xgE5s4xjF06KhABVrTmqpURR99tp/ezo+Vf8QEEwxeFve/dfMWBoYGfOX0FU2WN6HRqkbEx8ezqukqbCrYMLrO6KQ3EOkLuwqBXRWosQdS+/TPX39B377QqhWsXKlV2BWfnPwdI94kPw//XYqivDOUfnBLGEVR7IA4VVVfKIpiCtQFflVV1eGNNuEvCxsB7AC+Bs4CrYEj7wukQgghPp7169dz4MAB/vjjjySBVFVVZp2bRcEsBamTp06a+69Vqxbbtm3Dx8eHXLlyvbft5NqT2XtvL1NOTfnPhVKdTsfp06dp2bJlssdVVeWb7d/wKPQRJ7udTFkg1cWDLgYSoiEhBnTRZNaLwePIYrKZ+MPpjhDsAeH3QRcL+maQszUUHAyZiyd2Y6SqFClSGBfnzGxdOQueHkfPcyb7ssUy6vkOVlGaLWzhIQ+xworOdKYFLchBjiTD2ZVtF3HEkYk3ZtOjE2h7rC29t/XGMsiSc3XPMabtGJ7nfc4oi2SKKV0YCGoClJ2bukD69CnMnasVMWrSBNaskUJGQgjxGUnJPqXZgOUvCxvpARtUVd31nvaLgZWKotwDgoC3H2IRQgjx0b148YJBgwZRpkwZvvsuaRXX/ff3czngMoubLU7XnpSvnis9cuRIsoV03mSkb0S3Et0YdnAY94Lukc8m33vbf0lu3bpFcHDwO58nnX5mOjtu72B2g9lUyP7+7WKIC4fz3eHhxmQPF3j1iYkDZKkA2ZuBdTFwagqGFm+1VxSFdu3aM378eB7HZidb4aFcd6nJols1OG3vxV7dTIrrlaAnPalDHYxIPuzdyXSHeOJ5xjNQodyJcoz4dQR5/fPiWcaTxb8t5lqBazyNeIqdqR2XlcuvT458DJeHgO9WKD4FMuV+//cAQKeDI0dgwQLYtg3i4qBFCwmkQgjxGfpgKFVV9SpQ8gNtMr3xeTTQJv1DE0IIkR4//fQTz549Y8+ePejrJ91rdPLJyeSwzEHnYp3T1nnwVXiwhiIxgWweYkKM10wIKg6ZS4Ly7hp67Yq0Y9jBYay9tpbR1Ue/s92X5uTJkwDJVt498eAEPx3+iTaF2zCg3AcKTkU8gOPNIOQ6FBgIZk6gbwJ6xm98NAbLQmDpkuLZxjZt2jDu13GM8RhDpGMkd/TvEJvDho7eEVQJKE2VYgs/2Mf4m+OpYV8DbgKzIM4tjh1XduA1wIsOszvQQenAoH2DmH9xPj7DfTDDTJvtvTsXrozSZnOLjodCQ99/oYAAWLYMFi4ELy+wsYH+/eHbb6FQoRTdrxBCiH+XlMyUCiGE+MycO3eO+fPnM2jQIEqVKpXk2MkHJzn58CS/N/gdI/1UziiFe8P5nvDkCOgZohjbUa2QIVlMb8C+MmBiD9kaQLaGkK0eGNskOT2HVQ6q5qzK2utrGVVtVLpmaT8nbm5u2NvbkydPniTvB4QH0G5TO/La5GVRs0Xv/368uAFH60J8BFTfDY4NMmRs97jHjsI7MDtpxnrz9TShCT/xE/ni8/H0QglKW6yDQjOTnWV9k1GgEfwM7Acyw+Muj2l3pR3rqq0DRVuivPPOTmrlroWZoRkEuoF7Hwi+DNnqQ5k5YPGB2fMlS6BPH21WtFo1+OUXaNkSTEwy5HshhBDi00jRljBCCCE+H3FxcfTu3RsnJycmTJjw1vEpp6ZgZ2ZHj1I9Ut/55eHw3A1K/AotAqCFH27Z1mH/HVwxGwJZa4PfLjjTAbbYwf6KcG0CPHfXZsWAjkU7civwFlefXE3vrX42vL29yZ8/f5LQmaBLoOPmjoREh7CpzSYsjS3f3cHzC3Do5XY+dU+nO5DGEsse9tCDHrSnPTvYQbnIcoS3DWea7zRa0YqiNkWZHGqOaUI43Jj07s5CgdlQZGwROAp0B7aB51eeJJCAg4NWguJW4C28gr1olbcWuPWBAxUg+ilU2Qg19n44kC5cCD16QPXqcOsWHD8OHTtKIBVCiC+AzJQKIcQXZtasWVy9epWtW7e+VXb/5rOb7L23l4k1J2qzValgEu8H/lug0HAo/HoLmFq1ahGZYM5f+8KZN2+NVu01yB0e79Ve18bBtbGgbwqZS9Ix1zcM0DNgzbU1FHco/u4LfsaePXuGjY1N4rJpHx8fKlWqlKTN2GNjOepzlGWuyyiatei7Owu6DEdqg5EN1DoEFnnTPC5ffNnCFraznRBCyEEOBjGItq3bopxV8Hvsh1UxK7AAPfRYG3GPSOIwU3RgHKX9GQKUBdYAm4BFQBgElQvC6lcrsNeaBAQEAJAtWzYAdt3ZhZUedH08G6IfQ8EfoOi4D87AoqowYwYMGwYNG8KWLRJEhRDiCyMzpUII8QV58OAB48aNw9XVlebNm791fK77XIz0jehVuleq+84RvhEUA3AZmOR9ExMTGjRowI4dO9DpdKCnrxXYKTYeGrhByydQaQ3k6w1xoVhe6MWcvPlZdW0VsQmxab3Vf63Hjx/j7OzM0qVLAYiPj8fX1zdJdeLrT68z6eQkepTswdclvn53Z2H34FgDMLSCOifSFEgTSOAYx+hPf5rTnFWsojSl+ZM/2cxmOtMZo9JGGJoYEmEagV+sH9gBdhBvE89t46eo1uFgfBtsY7RfZ1ui1defCRQGVsODrx8kBlIAf39/gMSZ0p13drAupzUG0f5Q+yiUmvHhQBocrBUvGjZM2+Zl61YJpEII8QWSUCqEEF8IVVXp378/iqLwxx9/vHU8NCaU5VeW065IO+zM7VLXeXQgDlH7IFdnbX/Lv3F1dcXf359k95w2sYNcHaD0b9DgAuRoSW9u0cfwMeuurU3dOD4Da9asISoqiosXLwJaSI2Pj8fZ2Tmxzaqrq9BX9JlSe8q7O4oOhKP1tS1Sah4A8xzvbpuMpzxlAQtoSlOGMhQvvOhFL3axi2lMozzl0Xv1z4BvAUOwtbIlIiKCqKgoAMyNzElQVaJMHAEdPA2AQBUuAWbAH8Ac3ij5+1pAQAAWFhaYm5sTFBVE7uAzNDB8oc2O2idfhTgJPz+oUAH27IFZs2DjRjA2TtX3QAghxOdBQqkQQnwhtm7dyq5du5gwYQI5crwdYFZeWUl4bDj9y/VPfed35qCvxkChIckebty4Mfr6+mzfvv39/egbQ+X1qHm6M9oWsnoMRI0Lf+8pkZGReHt7p37Mn8jKlSsBuHPnDqDNXgOJM6U6Vceaa2uon6/++385cKEfRPpqRY2sCqbo2jp0nOc8wxlOE5qwgAXkIQ/Tmc5OdtKLXti/OZ35Shbga7AzscNA34AHDx+goiYu8Y6MToDQQvAkK9iEwAS05bsV3z0Wf3//xFnSS/e2McdOJcSiKBQe8eEbefRIe3bU3x8OH4bvv0/dvqVCCCE+K/JMqRBCfAFCQ0MZMGAAJUqUYODAgW8dV1WVP93/pIxjGco5lUtd55F+4DmdZyZVsbMqnGwTGxsbqlatyvbt25k06d1FcVRVBUUfpfwiLkZEUjdgHVE78mOWpSwYZQZDa+2j0cuPigFbli/g1Omz/PLbKuzyVAEzx9SN/x909epVrl69iqmpaWIo9fHxAV6H0tMPT/Mo9NH7Z0kfbYGHG6DYRMhS/oPXDSGEnexkM5t5xCOssKIznWlJS7KTPWWD/xb0l+uTPVt2fHx9eP78ObZWtjhGOpIpKBMYGINFEIyoCvWOg977Z9sDAgK050lVley3J6GvgH7V9dry7ve5fRsaNICgIDhwQJstFUII8UWTUCqEEF+A0aNH4+/vz9atWzEwePt/7bvu7OJW4C2Wui5NfeceP4IunvuWfXhfDHF1deWHH37g/v375M2b/LOPVatWpVq1akyePJliNVbwzbxDDLCMpOCLW5gkRGGQEI4SF5LknM4FtBdX28FVIHsLKDoGMpdI/b18ZCtXrsTAwIDevXsza9YsIiIiEmdKc+bMCcDqa6sxMzTDtaBr8p3EPAf377Q9X98oKPV3KirXuMYmNnGIQ8QSSzGK8S3fUoc6GJHK7X5ezpbaLrAl3DScqIdRqKYqtvG2BBoF4mDjgH7XBLC6BxcGQPlFYJjpnd35+/tTsmRJeLCegrFe/Bafkx+sP7CP6IkT0Lw5GBhoM6RlyqTuHoQQQnyWZPmuEEJ85i5dusScOXPo27cv5cq9PQsaEx/D4AODKZilIB2Ldkxd509Pgc9qKDSMaIP3z1C6umoh611LeFVV5cKFC7i5uQFgqG9I5fITKecViqXHPYyu+aF3M4Rsj+2oFV6cPkodajzMhtN9yO0Ntb1hWUwOdAGHYW9JuDpOq8z6L5GQkMDq1atp1KhRYqXde/fu4ePjg4ODAyYmJsQmxLLx5kaaF2xOJqNkAt3TE7C/PMQGQ4WloGf4VpNIItnCFjrRie505xjHaEYz1rKWJSyhEY1SFkiD0Z4N3Qj8CvQC9oLir5BDlwMbnQ0x+jEk5E7gmdkzwgiD7+2h8E/wcL225c/J1vBwo7Z36t8EBASQP4cl6sWBuEcr+Dm0TH4cT5/C4sXQtCnUqQP29nDunARSIYT4D5GZUiGE+IzpdDr69euHnZ0dEydOTLbNrHOzuBd0j/2d92Okn8LZM10cPFgHV0eDWXYoMgJOub/3lNy5c1O0aFG2b9/O4MGD3zoeGBhITExM4swhQO8yvamTpw4+L3x4FPqIRyGP8A315VHoI04HP+LuoyDsI3IwqPsQhs0cxoli/sx1yM2Jog0xuT4e4l5AqZmgfPrfsR4+fBh/f3+6dOlC/vz5Ae250gcPHiQWOdp3bx9BUUF0/OpvvxyIC4crP8GdOWCeG2oehMxJt8u5xz02sYk97CGSSApQgJGMpAENMOM92/uEAPcBr5evV58Hv9HGHMgL1AOyASfhrv9dslllw97cHptnNqwrtY4+tn3AZhw41NGWFz/cBI82g74ZhQ3LwaMgcKhHRKyCi10Yw4ptRI2LoscTlXEV3yhudO8ebN8O27bB6dPaLxecnaF/fxg1CmxsUvndF0II8TmTUCqEEJ+JXbt2YW1tTZUqVRLfW7ZsGefOnWP58uVYW1u/dc6jkEdMPDkRVxdX6uWt9+GLxEeB1xK49T+IeABWX0G5eWBgnqIxurq6MnnyZO15RFvbJMd8fX0BePjwITqdDj09LUjmtclLXpu3l/vu2bOHxv0a8791/6NdtXaEHAth7OKxXP32IVU9LTldvC9Gt2fDi2tQaBhkq/9Ji+GsXLkSKysrmjRpQkJCAqCFUh8fH0qXLg3A/IvzyZYpW9I/iydH4VwPiPCGAgOhxOTE73cssRziEJvYxFWuYoQRdalLK1pRlKIovHG/oSQNn68CaNAbgzQDnOPB8hrYPATTADD2BfUpREbApUgI1kcveDr5gPjQUBQbe8zNzfk5/8/UC65Hnsx5tOq59lWh1Cx4dhIebsD6/lo42QpQMDTOyakxEKdvwKqs33Ht9mwq56ishdGvv4YzZ7TxlCgBY8eCqysULy7FjIQQ4j9KQqkQQnwGFixYQO/evbG3t8fLy0vbZiMoiB9//JEqVarQpUuXJO1jE2L50+1Pxh8fT4IugRn1Zrz/ArEv4O5c8JwFMc8gSyUoMwccG6VqFtLV1ZWJEyeye/duunbtmuTYq1AaGxtLQEAAjo7vXw48e/ZssmXLRosWLQDo2rUrY8eO5Rvzb1jov5CROaszvfTvcHMKHGsIloWg4CBt2xqD98wcpoOqqgwaNIjGjRtTr97rYBkeHs6WLVvo3LkzJi/30cyePTu3bt3i4cOHtGzZEq9gL/be3cuY6mMw1DeEuDDted27f0GmfNo+pC+3SnnEI7awhR3sIIQQcpCDQQyiKU2xCrNKOuP56vPnbwzUDMgNVAHyvHzZvoAdi2DmDAgI0Nrp6YG5OZiZJfmoZDuAoXdNMoW8gFu+GDcPIMw4iFVXVzGm+pjX19HTh6w1IGsNzoa3onoh4NkZQu8dYeeZBzg3/4utT9eQN3Nesu46Cr16ac+LzpgBLVvCG3u3CiGE+O+SUCqEEP9iqqqyYMEC+vTpQ5kyZbhw4QJ//vknw4cP5/vvvyc4OJg5c+agvJxhUlWV3Xd3M+TAEO48v0ODfA2YWW9msjORiR5ugvM9IC4UsjWAIj+BXdU0zVqVLl0aJycntm/f/s5QCto2Ke8LpW5ubhw4cIApU6ZgZKQtOXZ2diZHjhwEnwumY/uO/HVxHj9W8cEuX2/tGUfP38CtN1wZCfl6Q/6+YOaU6nt4nxs3bvD777/z8OHDJKF0y5YtREZGJvnlgIuLCydOnCA2NpZcuXIx78I89BQ9vi31rbbVy8Gq2mx0wcFQ7BcSDIw5wVE2s5lznMM83BxXL1ea3m9KXu+86N3X0wLoszcGZIoWPivxOnzmARwABW1Z7KlTMG+hts9ndDTUrg1r1kDFitq+n8n9OQeCb7Z7WBvZYBsbS6YNDQiwNGSd2+9QchBYWr51iqrog0MNcKjNsduF6L7gGB59C3Dp0imWH88MBztApUqwdi28LPokhBBCgIRSIYT4V1JVlf379zN+/HjOnTtHgwYN2Lp1Ky1atGDatGnY2dmxatUqxo0bR/Hi2rOHN57eYPCBwRy4fwAXWxf2dNxDw/wN33+h6EAtyGXKp1VTtSmZrnErikKzZs1YsWIF0dHRibOGkDSU+vj4ULHiuze5/OWXX7CxsaFfv35J+q5WrRqHDx/myJwjrL66mplnZzKlzhTI3UWbIX12UgunN6ZoS5CLT9FCXwYtC92wYQMAZ86cQVXVxF8GrFy5kty5c1O5cuXEtgUKFODw4cMAOORwYNTlUTQv2Bwni2xwpI42I133JE/N8nP81m5ued3C4r4F9b3qM9xrONmeZsOQl4WOTNDCZzm0Zz/fDJ/JTWQHBsKKFbBwIXh6aiGyWzf49lsomYI/4yywy3Y33YK6wVhzKL6MF9NH0Xf/VeLz5sZgyDAoUgSyZ4ccOeBvS7X9/f3RA4zOH2TX74EUfRoII0bAhAlg+HbxJiGEEP9tEkqFEOIfFhERQceOHenUqRNt27ZNckxVVfbs2cOECRNwc3MjZ86czJs3j27dumFkZMSECRMoV64c3bt3p0yZMowcOZKouCh+PPQjc93nYmFswaz6s+hbtq+2RPRDroyEuBCouAKsi2TI/bm6uvLXX39x+PBhGjdunPi+r68vtra2PH/+PEmxo7+7dOkSu3btYuLEiVhYWCQ5Vq1aNVavXo3BCwPafdWOOe5zGFppKLZmtlrwtK+mvcK94NJQuDwUAs9BhSVgaPGOK6aMqqps3LgRPT09nj59ire3N3ny5MHPz4/Dhw8zatSoxJAKWih9xVPPk6iQKIZZDoM/t6E7X5ynBpMIXm4NT55ThCKUpzxWxlZY5LZAr4ze6/CZl+TDZ0wM+PjBo0fay9dX++jtrW2nEhurzUwuXQpt2mjLc1PhUO5D5Ffy0+i7RmDbFKPqJSkzNAebL1jh/NNPSRsbG1Pe1hby5wcrK+rcusV9IFfvYfhZwMN1C8jZ7ttUXV8IIcR/h4RSIYT4h126dIkdO3awY8cObt++zahRowDYuXMnEyZM4OLFi+TKlYuFCxfStWvXxOWrAGXLlqV58+bs27ePFStWEBQThOs6V9z83PiuzHeMrzmeLGZZUjaQwPNwf5E2k5hBgRSgRo0aWFhYsH379rdCqYuLC7dv335vKP3ll1+wtramf//+bx2rVq0aACdOnGBU01Gsu76OkYdHMq/JvCSBkEx5oOpm8JyhPbd5Xh+qrEvXfV2/fh1PT0/69OnDvHnzOHPmDHny5GHNmjWoqvp66W4k4ANVgqswkIHkJS9FhxfFLcyNgrtz8jxGn2cWnfDJF8izUvdwyONA8bzFsc9jD458eLM2Pz/o10+rXvt3mTNrM5fffafNihZJ+5+rYqfwc/TPNLJtBEB2y+zolS1L27Jwvsnp1yHY1xd8fQm9eBHTmBh4+BCzwEC8jY1Z1iMvm10SuNq2Z5rHIYQQ4ssnoVQIIf5hnp6eADRq1IgxY8Ywfvz4xGqtefPmZcmSJXTu3BnDdyxzXLNmDU+ePMFPz4+GixryNOIpm9tupkWhFikfhC4BLvQD02xQdGy67+lNxsbGNGjQgJ07dyapsuvr60uJEiWIjo5+Zyi9cuUK27ZtY9y4cVhZWb113MXFBTs7O06cOEGPHj0YXGEwM8/NJFYXy8KmCzHQe+OvNUWBQkO17Vauj4cnvSFrzTTf16tZ0tGjR7Nq1SpOXjzJrZK3CFoaxAznGeSfkx+8gcda+69ivqId7fC18+V0jtPY1TVnbr6dPMj9kGwFK9LKsCPtaJeyPUVBez506VL44QeIi4OhQ6FQIS2Evnqlcjb0faytrbl27VqS95oXbM7PR37Gz1yHU9myULZs4rFbx46RtUYNAL6uUYNI/Ugu2F9gbLGxSX9hIIQQQvyNhFIhhPiHeXp6Ympqys6dO1mxYgV3795FX1+fggUL0rZtWwwM3v+/5pCEECZencjiy4vJaZWTk91OUtqxdOoGcX8BBF2ESmvTvaw1Oa6urmzcuBE3NzcqVKiAqqo8evSIJk2aEBcXlxjM/27ixIlYWloycODAZI+/eq70xIkTAEyvNx0LYwvGHx9PYGQg61uvx8zwb5V3C/8I3ivgQn9o6AF6qXymMRpUb5WAJQHMyjsLx/85st9kP2ZbzFBPqCQEJ5DdNDs8Ab4CXIE8EOccR/UR1dGN1GHuZEwJPZXGjxUG59pGPsMUbM/zpqAgbeZzyxaoXh0WLYJ8+VLXRypZW1vz4sWLJO+9CqU7bu/gu7LfvfNcHx8fsjTJgopKu6/afdRxCiGE+PxJKBVCiH/Y7du3KVCgAHp6enzzzTcpPu+4z3Gmn53O3rt7ARhWaRhjqo8hk1Gm1A0g+hl4jNRmDZ0/TmBo1KgR+vr6bN++nQoVKhAcHExUVBTZs2dPLOL0ZqEg0JbHbtq0iVGjRpE5c+Z39l2tWjU2b97Mw4cPyZkzJ+NqjMMhkwN9d/elzoo67Oq4CxtTm9cnGJhC6VlwwhVu/wGFBiffcQzgw9tbrTyG6Mhoevn1IkeuHPAYor6KYkmtJTx1ecpV26scLHYQBzsHAO5ylw26DWzXbYepYB6lY959M5r7RmBW/TBYvLvAU7KOHoUuXeDpU5g2DYYM0bZy+cisra0JDQ1NMttdKEsh8tvkZ9vtbe8MpfHx8fj6+hJvG08JhxIUzFLwo49VCCHE501CqRBCfGSqqqKqauI/7D09PSlTpkyq+th9ZzfN1zfHzsyOoZWG0qNkD/Lb5k/bgDxGQHy4tg/pR1pWmTlzZqpXr8727duZMmVKYuXd7Nmzo6enR2RkJM+fPydLltfPv06aNIlMmTIxaNCg9/b96rnSkydP0qlTJwD6lOmDnZkdHbd0pMqSKuzvvJ8cVjlen+TUFBybwNVRkKURBBdMGjy9AD9A97K9PuAMFAIaw/YL2/np5k+cPHoScsHK2ytZrr8cXoCZkxnr7NZRmtJsVDdyPOoYgS8eYe+TQOv7sEBPj0wmeijV9oNdKgJpfDyMHg2//qoVEDp7FkqnckY8HaysrNDpdISHh2P5cgsYRVFoWagl005Po9WGVgypOIRKOSolOc/Pz48EiwT89PwYUGTAPzZeIYQQny8JpUII8ZFER0ezcuVKpk+fjr6+Pjdu3CAmJgZvb286d+6c4n4OeR2i1YZWFM9anMNdD2Nl8vazlin27Cx4LYFCw8GqcNr7SQFXV1e+//57whqEke9SPrzxxmGAAzqdDldcsShqwavHKWPjY5n6eCpzLeeSuXdm2PTufosWLYqpqSmXLl1KDKUArQq3Yr/ZflzXuVJpSSX2t91P4cjCL4OnAnfWwtljMCYeLHSAnlZUyBkoADQkcauVqauncur8KXZO2YmiKMxfOx+LohZkz5WdQAI5ne80XAOMwNjKmKm6yeSNtsbm+QuGP4imgz9YxQH6oLMuilJ9O5g7p/ybFxkJ7drBrl3QsyfMmpWhz4umhLW1NQAvXrxIDKUAo6uNxkDPgLnuc9lyawsVs1dkSMUhWKta+/ve96GK1laW7gohhEgJCaVCCJHBXrx4wV9//cXs2bN58uQJ9vb2PH36FE9PTxISEtDpdBQs+P4ljcFRwWy+tZk119ZwzOcYX9l/xf7O+9MXSHUJcKEvmDrBV6PT3k8KvQqll5XLFKc4gQTiaO+ILl5H4LNArMysMM5sDICvty8v9F7gZOMEH5gM1NfXp2jRonh4eGhvxAEPAC+o4VWDu4/u4n7SnaiZUUTYRGBuaK6FzxyZoKQLxM6AMqWhXk9wVuBvj5hGR0cz7bdpBAcH4+7uTsGCBTl16hSDBw+G+EgWhPQiyvIJmfIoxJmoxOgFYxQHVXwDGHIWIqxLY1GqP1i6gIkdeua5QU8/5d84Hx/o0AHOn4e5c7VKup/Am6E0Z86cie+bG5kzsdZEfqryE0s9lvLbud9ovbE1jiaODDcdzoLzC6AMdMzfkVzWuT7J2IUQQnxeJJQKIUQG8fX1ZdasWcyfP5/w8HDq1avHjz/+SK5cucibNy+HDx/GwUF77tDFxeWt8yPjItl5eydrrq9h7929xOniKGBbgDHVxzCg3ABtL870uDcPgj2gygYwTOVzqGng7OxM8eLFmRY8jaW6pRhggKGhIXr62jLmmNgYAKJjogkKCiKbXTYMjA2g1zs6jAMeAfdhgNEAgs4EobZWUR4qr5fd6oF9dnsqV6/M9IDp3LG+w6/f/kruErlfzsrmBzcV7vUC323g8CfoO0F8BMRHQnwEh3duxMU2GJ0NrF8+mxq1G1MxXzy9Kvux4YI9U0tFEK+AgQnYx+phEm9AYGwsy+0MadvgADWy1kj9N+v5c9i4EVavhlOnwNgYNm2Cli1T31cGeTOUJsfcyJz+5frzXZnv2Oa5jTH7xjBo/yAMMIDtsOj0on9usEIIIT5rEkqFECId4uLiWLlyJRs2bODw4cOoqkq7du0YNmwYJUqUSGyXK1cujhw5QumXzwQWKFAg8Ziqqow9NpaZZ2cSEReBo4UjA8oNoGPRjpTKVipjttOI8ocrP4NDHcjROv39pZCrqysTJ05kT/49VH9RHUVR0NfXR09Pj9jYWAAC/ANQFIWsZlnha8AKbcmtN0mLDj0AtJ1zqPesHqejTxNuE45FLYvEZbfkAozAGmu6Pu9KlSVVqHGmBmcKnsHJyEk7ucyfYFlYe750R+63xtxYgcbjX321hsi4NYQvgkG5VnPJ1hidgQnZFEeUeAXfCF9iEmLIap4Va0szzipnqUGNlH1zIiNh504tiO7bp23zUrgwTJoEnTqBcyqW+34EHwqlr+jr6dOqcCtsn9pi5WLFlLFTOBVwClNT048/SCGEEF8ECaVCCJEOEydOZMKECeTOnZshQ4bQp08fcuXK9Va7WrVqsWXLFkxMTMiZMyfmL58PjNfF03tnb5Z4LKFN4Tb0LduXqjmrop+a5Z4fokuAM51AF/tRixslx9XVlQkTJjDszjDcjN0gHhQDBWMjY2KiYwgNDCX2eSx5zPNgEGYA59CeR4x/2YECOKEFzuovP+aF+4/v07JmS3Y220mTJk2SvXYB2wLs67yPKkuqMP74eBY0XaAd0DOAgt9DjpbgtQwUPTAwAwNz/J+F0HfgcNp36kbOkjkYcXUCD6pDnJU5NbLWR1/fHbOwaB5EPCBBTcBI34gCtgWwMLYgnniWs5xe9MKWD8xqb9kCPXrAixfg5ATff68F0eLF/9E/n/dJaSh9U8lsJXl+/znOnzhQCyGE+LxIKBVCiDRSVZW1a9dSq1YtDh069N4Zzdq1a7NkyRJ27dpFxYpaBdYEXQIdN3dk482NjK0+lrHVx2bMrOjf3ZgIT45ChaXac47/oJIlS5IjRw4ePXrE6bynyRWWCzJDVjUrJqEmKKEK2cmOSZwJ5EALnXWAvLye+TR5u9+vsn0FgIeHxztDKUCpbKVo6tKU7be381fjv5KGffMcUDTps7W/LRjOzmB9CvSwY1amA3jYmhC9N5oxeYZg4mzCoZhTPAt/hrWJNbamtlgaWyZWVTbAgDjiWMACfuKn5AeUkKBV1J0yBcqVg6lToVo10M/AX0JkkLSEUoAHDx5QtmzZjB+QEEKIL9bH3+hMCCG+UNevX+fu3bu0adPmg2GyVq1aAISFhSU+T/rjoR/ZeHMj0+tOZ1yNcRkfSGND4OY0uDYecneFPN9kbP8poCgKzZo1A+Bm5ZtaUaF4MM9iToJlAjiCcT5j9Jz14BTwGzAAaAQUJNlACmBhYUG+fPleFzt6j+YuzXka8ZTzfuff2UZFxT3OnTl55mCxz4KTFidpqjRltMdojEcb07pSa5bqlhL0IghTQ1PyZs6Ltal1YiBNHBcWLGc5z3n+9kVu3IDKlbVA2qsXnDgBNWv+KwMpaFvCQOpCaUJCAg8fPkx2tYAQQgjxLhJKhRAijTZv3oyiKLRo0eKDbR0cHChcWNuCpWDBgiy8uJAZZ2cwoNwAhlQakrEDC70DFwbANifw+FF7jrTMnxl7jVRwdXUFIHP+zNozo2Fg6mCKVX4rzLOZo6/Th27woRWvf1eiRAmuXLnywXaN8jfCUM+Q7Z7b3zqmQ8cRjtCd7rQPa09UgSg6RXdiF7sYyUh+6vQTjx49Yle2XTyLfkZ8Qjw5rXJqy4qT8eZsaaLAQPjxRyhZEu7d054hnT9fK2b0L2ZgYECmTJlSFUr9/f2Ji4uT5btCCCFSRZbvCiFEGm3evJmqVauSNWvWFLWvXbs2N2/exDiHMX329KF+3vrMrD8zYwajqhBwEG7Phsd7QM8InDuAy/dgUzJjrpFGNWrUYOjQobRs2RIsgeVoz4wavPxoyLsr7r5HiRIl2LRpE2FhYVhYWLyznZWJFTVz12Sr51am1pmKoijEEMNOdrKa1TziEU44YT7XnOwrsjP71mz00WYvFUXBzs6OI9FHeBH7AnNrc6KMoogi6t0DS9BxMWgfbLSCK1dgzRqIiIDOnWHGDLCzS/3NfiLW1tapCqUPHjwAkJlSIYQQqSKhVAgh0uDOnTtcv36d2bNnp/icjh07cuToEVYHrsbCyILVLVdjoJcB/xsOuw8nW8KLq2BiD0XHQb4+YJqysPyxGRoa8r///e/1G18Di4DMQBjQk5TPkoaGgocHXL+O64MHPAL8p0/Holw5yJxZe1lbax9NXq/9dXVxpd+efrg9d+NKlitsYAMveEFhCjOVqeT2zk2+0fkYN24c+n9bThsSHYLPQh8c4xzx6O2BHS9D5bNncPOmtiz31ccbN7T38QVOgIUFNG4MY8ZolXU/M6kNpT4+PgAyUyqEECJVJJQKIUQabN68GUCb/UuhChUqMG3LNBqvacxv9X9L/76jACG34Egd0MVAhWXg3B70/93LQvkWbbY0mpTNkkZFadVqV6yAQ4dAp21K+hUwD2DChOTPMzbWwqmNDbVci2FdEdoZtSMLWahCFbrSlZKUREFh1OJR6Onp0b179yRdqKpK9x3d8Q725mSLndht2KXtJ3rhwsvw+ZKlpRY6mzWDIkW0z4sU0Srr/kuq6aaFlZVVmmZKJZQKIYRIDQmlQgiRBhs2bKB8+fJkz549xefEJcQx5MAQ8tvkp2/ZvukfRNBFONpQ29Kk9jGw/ir9ff4TsqDNls4AhpD8LGlCAjx8CKtWwR9/aAEwVy4YMUIrFlS8OKqxMUULFKBOhQrMGjsWgoO1LVbe+Hjd9D4rinlw1HkdBeKh4OoAxriMJm/1bxILDMXHx7N06VIa1atHDiMjuH4dnj0j4vEDNh6fS4Ub7vwR4ozjL80gPh7y5Pniwue7WFtb8/jx4xS39/Hxwd7eHjMzs484KiGEEF8aCaVCCJFKN2/exMPDI8VLdyPjIll5ZSW/u/2OZ6An29tvx0jfKH2D8N0BpzuAiR3UPACWBdLX3z/tW+BWHFS5C9vvwv372svLS/vo4wNxcVrbxo1h8GCoUQPeqHarAA179GDGjBl0Gj+esg0aAFrxolOcYiUruaw+wPv6C1qHtKPDhmcUXnwE+8ieYPEDZMsG1tZE+/py7fFjbB4/BgeHxP7NgW+AeAM99Ms5wdAO0KIFlC37RQbQ5FhbW3Pz5s0Ut/fx8ZFZUiGEEKkmoVQIIVJp7dq16Onp0bZt2/e2S9AlsOLKCkYfHY1fmB+ls5Vmbau1NHNplvaLqyrc/h0u/QA2ZaD6DjB1+PB5/wYPH8KsWXD+vBY8nzyBlW8ct7KCvHmhRAlo2VL7vHLl9z6LOXr0aFauXMnAgQM5evoo+/X2s4pVeONNVrLS+Wlnfij/A3SxosKfy8jnmJM+AdkZlVAZnj6F4GAuP3rEPTMzug4ejJdROCt8d3M6+i6W2fMwrtUcShStA4aGH/u786/05jOlkyZN4vHjx/z5Z/KVnB8+fMixY8fo1SsNVauEEEL8p0koFUKIVFBVlTVr1lC7dm0cHN4dBg/cP8Cwg8O4+uQq5ZzKsarlKqo7V0/fXqS6eC2M3pkD2VtApVVg8C9YJnnxInh7a89+Rkcn/9HfX3suVFGgUiVo0kRbBps37+uPmTOnegbS0tKScTPH8d3B7ygbUBZjR2MKUIBf+IW61GXjkY0QBQEBAZgYmNC74gBGHxtDy76rKGxXGF9fX2o4O/PNiG/YWPAie+/txdHFkXHVF9CtZLeMKUT1GbO2tiYkJARVVVm2bBmPHz9m9uzZGBgk/b6oqsqcOXMwNTVl9OjRn2i0QgghPlf/7b9thRAildzc3PDy8mLMmDHJHr/65CrDDg7jwP0D5LbOzbpW62hbpG36wihogfRUW/DdCoWGQolftWdJP6UXL7RltUuXvruNkZFWBdfcHPr0gWHDIGfODLm8P/6sZS1bO2zFvKQ5Xvu92Nl2JzXNa6K83Ej0/PnzgBZKAb4r+x2TT01m0slJ/FrnV6YvmY6uuY4lRkvI7JuZaXWm0b9cf0wNTTNkjJ87a2trdDodPj4+3Lt3D4Bbt25RtGjRJO127NiBu7s7v/32W4q3SBJCCCFekVAqhBCpsGbNGoyNjWnRokWS9yPjIhmwZwBLPZZibWLNjHoz6Fe2H8YGGVAJV1XBrbcWSEvNgoLfp7/P9HJz05bYBgTATz9Bx45a+DQ1ff3R2DixmFBGus1tVrCCgxxEQaG+Up/v476nTfc27Lu1j1rTaiW2/XsozWKWhZ4lezLHfQ5rrq0BQK+IHj9W+ZHhlYdjbWKd4eP9nFlbWwNw4MCBxPfc3d2ThNKoqCh++OEHnJ2d6dev3z89RCGEEF8ACaVCCJFCYWFhrFmzhiZNmmBpaZnk2KQTk1jisYQfKvzAqGqjsDG1yZiLxkfAtXHgtQS+Gv3vCKSbNkGXLlqhoHPnoEyZj35JFZVznGMlK3HDDTPM6EAHOtKRrGSFYtC9e3dmzZpFjx49cHFxISYmhsuXL6MoCgEBAaiqiqIo/NbgNxoXaMxB94PMnDOTP/v+SZ/afT76PXyOXoXS/fv3o6enh7m5OW5ubkm2zpk+fTre3t7MmDEDw//os7dCCCHS5xOv/RJCiM/HlClTCAwM5Mcff0zyvnewNzPOzqBT0U7MrD8z/YFU1cGT43CuO2xxgFvTIe+3UHR8+vrNCOvWQZs2ULKkVrDoIwfSeOLZwx460pEBDMALLwYwgN3s5gd+0ALpS5MnT8bU1JRBgwahqipXrlwhJiaGSpUqERsbm1iwx0DPgAb5GpAnKA+cgWY101F46gv3KpQeOnSIokWLUr58edzd3ROPP3z4kClTptC6dWtKlSr1iUYphBDicyczpUIIkQI+Pj7MnDmTLl26ULZs2STHhh0chr6ePlPrTE3fRcK9wXsFeC2HCG8wyAQ520Ker8Gu6iffhsTwxQvo3x8qVIAjR7Rluh9JBBFsZStrWMNTnpKHPIxhDA1ogBHJb6eTNWtWxo0bx+DBg9m9ezfe3t4AuLq6cvr0aQICAsicOXNi+/v372Nqakq2bNk+2n187l6F0rCwMMqXL4+trS3/+9//iI6OxsTEhKFDhwKvZ0uFEEKItJBQKoQQKfDjjz+ip6fH5MmTk7x/zOcYm29t5peav5DdMnvaOld14NYH7i8EFMhaC4pNgBwtwMA8/YPPIHnnzoXQUFi06KMF0qc8ZR3r2MxmIoigFKUYyUgqUQm9FCzu6d+/PwsXLmTQoEGULFkSR0dHyryczQ0ICKBQoUKJbe/fv0+ePHnSX4TqC/YqlAKUL18eGxsb4uPj8fDwIDIyko0bNzJ+/HicnZ0llAohhEgzCaVCCPEBS5YsYcOGDYwdO5bs2ZMGz/HHx+No4ciQikPS1rmqwsVBWiAtMECrrGueMdVpM9ShQzgcPAijRkGRIhne/X3us5KV7GMfOnTUpjZd6EJh3r1HaXIMDQ2ZPXs29erV4/79+7Ro0SJxJvRVsaPEa96/T968eTPsHr5EVlZWiZ9XqFAh8eszZ86wZMkScuXKxbBhwz7V8IQQQnwhJJQKIcR7rF27lp49e1K/fn1++umnJMfO+57nmM8xZtSbkfYtRK5PhDt/gMsPUGrGJ1+im6ygIOjencjs2TH7+ecM61ZF5SIXWcEKznAGE0xoSUs60QknnNLcb926dWnevDnbtm2jfPnyifvJvhlKdTodXl5e1KtXL9338SV7FUItLS0pWLAgenp6ODo68ssvv/DixQu2bt2KqalsnyOEECJ9JJQKIcQ7bN++nS5dulC1alW2bNmCsXHS7V1+Pf0rmU0y822pb9N2Ae/VcG0M5OoCpab/OwOpqkKPHhAQwK0//qB0BizbTSCBwxxmJSu5xS0yk5k+9KENbbDC6sMdpMDMmTPx9/fH1dUVKysrjI2Nk4RSf39/oqKiyJcvX4Zc70tlZGSEmZkZZcuWRU9PWz5dtmxZtm/fTr169XB1df3EIxRCCPElkFAqhBDJOHjwIG3btqVMmTLs2rULMzOzJMdvPbvFVs+tjK42Ggtji9Rf4NlZON8D7KtD+UWg/AuLoet0MH06bNsGM2cS5uKSru6iiGI721nDGh7zmJzkZCQjaUxjjMmA/VzfkDt3bs6dO5f4tYODQ5JQev/+fQBZvpsC3bp1o2rVqolfV69enb179zJ79mx5HlcIIUSGkFAqhBB/c/LkSVxdXSlUqBB79+7FwuLt0Pnr6V8xNTBlQLkBqb9A5GM42RzMskPVzaCffDXZTyYwEJYsgfnzwcsLmjSBQYPg+PE0dRdEEOtYxyY2EUooxSjGYAZTjWopKl6UESSUpt2cOXOSfN2/f3/at28vVYuFEEJkGAmlQojP1tOnTzExMcHS0jLD+nR3d6dx48bkzJmTAwcOJNlC5JWbz26y8upKBpUfhJ25XeouoOrgbFeIC4fax8DYNkPGnW6qCmfPwty5sHEjxMZCtWowaRK0bJmmpcUPeMAqVrGb3cQRR3Wq05WuFKPYR7iB93NwcEhSHfb+/fvo6+vj7Oz8j4/lc2doaCiBVAghRIaSUCqE+CwlJCRQqVIlypcvz+rVqzOkz6tXr1K/fn2yZMnC4cOHsbe3T7bdyMMjyWSUiZFVR6b+IrdmwJPDUG4hWBX6cPt/wsmT2v6jV6+CpSX06gV9+qS5yu4VrrCCFZzgBIYY0oQmdKITzny6AOjg4MDZs2cTv75//z45c+bE0NDwk41JCCGEEBoJpeL/7d1neFTFw4bxe0IagdAhoXdBVIqIFBEQpChFAemgoIKK7S8o+KKgIihYsaKo9CYK0qQoJfTee5WehA4JEFJ23g+7iWAKCYQsSZ6fVy7CKXPmxCG7z86ZGZF0acGCBRw4cABrbaqV2aVLF7JmzcrChQspXDjh2V9XHl3JjD0zGPTIIPL6pbCXM3QxbOkHRVtD6edSocap4MgRePJJyJULRoyADh0ge/YUF+PAQRBBjGc8W9lKDnLwHM/RlrbkIU+qVzulAgMDOXXqFNHR0Xh6emo5GBERkTuIQqmIpEu//PILAAcPHuTixYu3/Ajv4cOH2bp1K1988QUlS5ZM8BhrLX3+7kNg9kD+V+N/KbzAFFjVBfzLwIMj7oyZdiMjoU0biI6G+fPhJmaivcpVZjObCUzgCEcoRCH60IfmNCcrd85SIYGBgVhrOXXqFAULFuTAgQO0bdvW3dUSERERFEpFJB06deoU06dPp0KFCuzcuZOtW7dSu3btWypz/vz5ADRp0iTRY0ZvHs2Koyv4qflPZPPOlryCLx2F3V/Anq8gfy2oMxN83N9zCMCbb8LatTB1aooD6XnO8xu/MYUpnOMcFajAx3xMfeqThSy3qcI379q1Sn19fTl79qx6SkVERO4QCqUiku6MGzeOqKgovvzySxo3bsyWLVtuOZTOmzePYsWKUb58+QT3n7p0ijf/fpPaxWrzbJVnb1zguS2w6zM4PBmwUKobPPAteN4hvYe//grffAO9ejknMkqm4xxnAhOYwQyucpWHeIineZr7uR/DHdD7m4hrQ2lMTAygmXdFRETuFAqlIpKuREdH89NPP1GjRg0aNmxInjx52LJlS4rLOXToEB07dmTkyJGULl2aBQsW0KFDh0TXXez1Vy/CroYxotkIPBJbU9RaCPnbGUZD/gbPbHDXK1DudcheIsV1vG327IHnn4datWDIkGSdspOdjCg1gv3sxwMPHuMxutCFUpS6zZVNHdeG0osXLwIKpSIiIncKhVIRSTciIyPp2LEju3fvZvLkyRhjqFy5Mps3b05xWX/99RerVq3ihRde4IMPPiAsLCzBR3eXH1lO/8X9CToURP86/bk7fyIz5l46DEufhHObIWtBqPQxlH0BvOMvKeNWly5B69bg6+vsLU1i9lkHDlawgnGMYyMbic4RzXM8RzvaUYCEZya+UwUEBADOUHr27FkASpVKH4FaREQko7thKDXG+AJLAR/X8b9ba98zxkwAHgCigLXAC9baKOPsZvgKeBy4DHS11m68XTcgIplDREQErVu3Zs6cOXz55Ze0a9cOgEqVKvHDDz8QExNDlizJH8u4detWAJYuXUrPnj3x9PSkfv36cfvXHl/LgMUDmH9gPgHZAviqyVf0rNYz4cIcUbC8PYQfhOojoURHyOJz8zd7u1gLPXvCzp3OiY2KFEnwsEgimcc8xjGOf/iHAhTgDd4gz9Y8PFbnsTSudOrImjUrOXPm5LfffmPLli20adOG7Dcxy7CIiIikvuT0lF4F6ltrw40xXsByY8xcYALQ2XXMROB5YDjwGFDW9VXdta16aldcRDIPay3PP/88c+bMYcSIEXTv3j1uX6VKlbhy5Qr79u1LdDxoQrZs2UKtWrUwxrBixQrq1KlDzpw52RyymQGLBzBr7yzy+eXj04af0rNaT/y8/BIvbGt/OLMaak+BYm1u5VZvr19+gbFj4f33oWHDeLvDCGMqU5nMZE5zmrKUZSADaUQjPPEkyBGU5lVOTYGBgWzatInKlSszatQod1dHREREXG4YSq1zEcBw11+9XF/WWjsn9hhjzFog9iP3J4CxrvNWG2NyGWMKWmuDU7fqIpJZfPzxx0yYMIFBgwZdF0jBGUoBNm/enOxQaq1l69atdO7cmZ49e1K1alWat2hOj1k9+GnjT+TyzcXg+oN59cFX8ffxT7qw4L9h51Ao0+PODqRr18Irr0CjRvDuu9ftCiGEiUxkOtO5zGUe5EHe532qU/2OnrwopUqUKMGFCxeYOXMm2bIlc/ZkERERue1MchaeN8ZkATYAZYDvrLV9r9nnBawBXrfWLjPGzAaGWGuXu/YvBPpaa9f/p8weQA+AgICAqpMnT06lW5LEhIeH63E1SdCd3DaWLVvGgAEDaNCgAe+88068iYiioqJ4/PHHadu2bbzA+l/WWowxBAcH07FjR3r16kXz5s05c+YMI0+NZE7oHNoUacPTxZ8mu+eNfx6ejjCqnXyWaI9sbMj/Iw5zBz6yC/ieOMH9L79MjJ8fG7/7jqhcuQA4mvUofwX+xfrczl/PD5x7gIYhDSl2pViC5dzJ7SQ5zp49i7WWvHnzursqGVJ6bx9y+6htyLXUHjKvRx55ZIO19oGE9iVroiNrbQxQ2RiTC/jDGHOvtXa7a/f3wFJr7bKUVMpaOwIYAfDAAw/YevXqpeR0uQlBQUHo5ywJuVPbxubNmxkyZAjVq1dn9uzZ+Pr6JnhchQoVOHfuXKL3EBERQZs2bciWLRuTJ09m+vTpALRt25Z7qtzDgMUDmLN9Dv1q92Nwg8HJr+DKLmDP4fPoPOrkqZrCu0sjhw/Diy+ChwcsWkStcnexhjWMZSxrWYsffnSnOx3pSGCOQCieeFF3ajuRO4PahyRGbUOupfYgTw1s7AAAX+BJREFUCUnR7LvW2vPGmMVAE2C7MeY9ID/wwjWHHQeKXvP3Iq5tIiLJFhISQosWLciTJw/Tp09PNJACVKlShdmzZxMdHY2n5/W/1qKjo2nXrh2zZ8/GGMNnn33mXEImG3x79Fv+WPgHl6Iu8dIDLzGo/qDkV/DoNDg0Hu59D+60QHr5MkyfDqNHw4IF4O1N9N9z+avcAcbzAXvZS17y8gqv0IpW5CCHu2ssIiIimVhyZt/ND0S5AmlWoCEw1BjzPNAYaGCtdVxzykzgFWPMZJwTHF3QeFIRSYmIiAhatmzJmTNnWL58edwak/8V7Yhma+hWvB/y5syOM8xZMIcWTVrE7Xc4HDz3/HPMXDSTjm91ZOIvE/n1119ZvWs1Xj28+H3P73S+rzNdK3elVtFaia5RGk/4P7D6OWcYvfed1LjlW2ctrFrlDKK//goXL0KJElz+8P/4o0d+Jub/jFBCKUlJBjCAJjTBG29311pEREQkWT2lBYExrnGlHsAUa+1sY0w0cBhY5XojN81aOxCYg3M5mP04l4TpdltqLiIZkrWW7t27s3r1aqZOnUqVKlUSPC7GEUOdUXVYdWyVc0MzaLuyLd0d3QmPCufI+SNsPLCR80XPw5swkYnwGvQ/1p+oolGQFf7q/BcPF384ZRWMiYDlbQDrnG3XI/F1PtPMvn3QsiXs2AF+fvDUU5zq0ZLJNY8w1WMa4YRzP/fzNm/zEA/hgYe7aywiIiISJzmz724F4r0rtNYmeK5r1t2Xb71qIneuhQsXcubMGdq2bevuqqRrmzZtYuDAgYwcOZLcuXMDMHToUMaPH8+gQYNo1apVoueO3TKWVcdWMbj+YDre15GefXvy9+W/+dHrRwKyB+Bx0YPzO89zf5n7ebb5sxTLWYyR00cy/fJ08IeXvF5KeSC1Fja8Dmc3QJ0ZkL3ULdx9Ktm1Cxo0gKgo+OUXDrZ9gHHZ/2AuQ3DgoD716UIX7uEed9dUREREJEEpGlMqInDu3DnatWtHVFQUTz75JN7eegTyZo0dO5bp06fj7+/P2LFjmT9/Pv369aNDhw7069cv0fMuR12m/+L+PFj4Qf6v9v9hjOH1Vq8zt8lcpk2bRmhoKC/1eonOnTsz5qMxeHg4ewYfePoBZhaZicPh4LGZj6W8wnuGwf4RUKEvFGlxw8Nvu23b4NFHsQY2rv6OsaVXsILv8cGHVrSiIx0pErdal4iIiMidSaFUJIUGDx7MmTNnAOdyJQ0aNHBzjdKvJUuW4OXlxbhx46hatSoDBw7kvvvu4+eff05yfOdXq7/ieNhxJraeGHdc/fr1yZcvH2+//Tb79u2jWbNmjBw5Mi6QAhQsWJD69euzYMECKlasmLLKHpkKG3tD0dZQ6aObut9UtWYNMU2bsOhRD8b9WJudOT8hN7l5gRdoQxtykcvdNRQRERFJFg0sEkmBAwcO8PXXX9OuXTt8fX2ZNWuWu6uUbp0/f57NmzfTp08fqlSpwv/+9z+io6OZOnUqfn5+iZ4XEh7CkBVDaFGuBXWK14nb7uXlRZs2bdi7dy+1a9dmypQpeHnFH+/Zr18/unXrRrFiCa/FeR1HFByfDcvbw8oOkLc61BwHxr2/Oq8smcev39el5eRI/m9MIcJzZqEf/ZjNbLrTXYFURERE0hX1lIqkQN++ffH29uaLL74gPDycWbNm8eWXXyZ/1laJs3z5cqy1PProo7Rv3542bdrwySefUKZMmSTPe2P+G0RER/Bpw0/j7evTpw++vr689957ZM2aNcHzH3nkER555JHEL2AtnF0P/4yDw5Ph6inwyQtlXoD73gfPhMtNC2c5y69b3+E3+yMX+/hQsWRz3vB5gbrU1eRFIiIikm4plIok07Jly5g6dSoDBw6kUKFCNG/enD///JNdu3ZRoUIFd1cv3VmyZAne3t5Ur16drFmzsmvXrhue89eBv5i8fTLv132fu/LeFW9/iRIl+OKLL26uQtY6x4vu+RIu7gEPH+e40RKdoWATyOK+scNHOMJ4xjP79Giiru6jzvEAnq78K5X86rqtTiIiIiKpRaFUJBkcDge9evWicOHC9O7dG4BmzZoBMGvWLIXSm7BkyZK4QJocF69epOefPSmbpyx9a/dN3co4YmDDa7Dve8hbAx78CYo9Bd65Uvc6KbSVrYxlLEtYgteZizQdtp/O+6pT/Oe/wd/frXUTERERSS163kskGSZOnMj69ev5+OOP48Y7Fi5cmPvvv1/jSm9CWFgYGzdupG7dG/f0WWuZsHUC5b4txz/n/+GHZj/g6+mbepWJOAnLWjoD6d1vQaMVUOZ5twVSBw4Ws5hnXf9tZCPdtldjdoWDvBNUi+IjFyqQioiISIaiUCpyA5cvX+b//u//eOCBB+jUqdN1+1q0aMGqVas4fvy4m2qXPq1YsYKYmJgbhtLtJ7dTb0w9Ov/RmaI5irL6udXUL1k/dSphHc7HdWeVg+B5UPUbqPKJ2yYxuspVpjGNp3iKt3iL01eP89a8+5hdL5ye9w0nT9FK8OefkC2bW+onIiIicrsolIrcwOeff86xY8f44osvrlteBKBLly44HA5++eUXN9UufVqyZAmenp7UrFkzwf0Xr16k1/xeVP6hMttPbmdEsxGsfn411QpXS50KRF+GFe1h7QuQuzI8thXKvZI6ZafQBS7wMz/TjGZ8FP0h2faH8NH/Wf7I/jftHhuN37mr8PHHsGAB5MzpljqKiIiI3E4aUyqShBMnTjBkyBBat27Nww8/HG9/qVKlaNSoET/99BP9+vXD01P/pJJjw4YNVKxYkWwJ9Pr9tuM3Xpv3GqHhofSo2oPB9QeT1y9v6l38/HZY3Q3OboDKn8Ddb4IbZk8+wQnGM56ZzCTCRlBrFTz95g6qrorClCoFfftBhw5wzz1pXjcRERGRtKR30CJJ6N+/P9HR0QwdOjTRY1588UVatWrF3Llzad68eRrWLv3aunUrjz32WLztc/fNpd3v7ahaqCoz289MnZ7RmAg4sx5Or4AjvzuXe/HMBnWmO2fXTWM72ck4xrGQhXjgQROa0OXzUEq/9QN07AhfvgYPPuiWoCwiIiLiDgqlIonYsWMHo0aNonfv3pQuXTrR45o1a0ahQoX44YcfFEqT4dSpU4SGhnLfffddt/2fc//QaVonKgZUZEnXJfh5+d3cBSJOw+mVcGo5nFrhDKGOSOe+3JXh/i+hREfwLXBrN5ICDhysZCVjGctGNpKNbHSmM+1pT4GPfoZ3foAXX4Tvv1cYFRERkUxHoVQkEStXrsRay8svv5zkcV5eXjz33HMMGjSIw4cPU7x48TSq4Z1p3bp1zJgxgw8++IAsWbLE279t2zaA60LplagrtJ7SGotlatupKQ+k1kLI37B7GATPdW7z8II8D0C51yDfQ5C/VpoGUYBIIpnHPMYznoMcpAAF+B//oyUtyUY2+PpreOcd6NwZvvtOgVREREQyJYVSkUSEhoYCULBgwRse+/jjj/Phhx+yffv2TB9Kv/nmG8aNG4e1lsGDB8fbv3XrVgAqVqwIOJd8eXnOy2wK2cSsDrMonSfxXukERZyElZ0gZAH4BsC9/SGwoTOQeiZvDdTUFkYY05jGJCZxmtOUoQwDGUhDGuKFl/OgkSPh9dehZUsYNQo8NO+ciIiIZE4KpSKJCAkJIXfu3Pj4+NzwWH/XupGXL1++3dVyqwkTJvDOO++wdetWcuTIkeAxK1euxMvLi48++ohq1arx5JNPXrd/27Zt5M+fn4CAAAB+3vgzozaPon+d/jS7q1nKKnR6DSxrDZFn4IFvofTzkOXG/79ul1BCmchE/uAPLnOZB3mQ93iPGtTAcE0v6MyZ0L07NG4MkyaBJsgSERGRTEzvhEQSERoaGhecbsTPz/m4aUYOpWfPnuX111/nzJkzrF69mkaNGsU75uTJkxw4cIAPP/yQmTNn8vTTT7Nu3TrKlSsXd8y2bdviHt3dHLKZV+a+QuPSjXmv7nspq1D4IVjcGHzyQqNVzvGibrKXvYxnPPOZj8XSkIZ0oQvlKR//4HXroH17qFoVpk2DZHzoISIiIpKR6XkxkUQolF7vnXfe4fz58xhjWL16ddz2HTt2cPHiRQBWrVoFQL169Zg6dSo+Pj60atWKsLAwAGJiYti+fXtcKH130bv4e/szodUEsnjEH3+aKEc0rOoMWKi/wC2B1GJZwxpe5mU60pHFLKYd7ZjBDAYzOOFAeuAANG8OgYEwaxb43eRkTiIiIiIZiEKpSCJCQ0MJDAxM1rEZPZRu2LCBH3/8kVdeeYV77rknLnyGhYVRrVo1Xn/9dcAZSr28vKhatSpFixbl119/Zffu3Tz77LNYazl48CBXrlyhYsWKbArexJ/7/uSNGm+kfB3S7YOcM+tW+wGyl0zt201SNNHMZS6d6MTLvMx+9vMyL/Mnf9KLXhQkkTHI27ZB7doQHQ1//gnJ/MBDREREJKNTKBVJREhISLJ7SrNmdU6okxFDqcPh4OWXX6ZAgQJ88MEH1KhRgzVr1uBwOPjrr7+4cuUKkydP5ty5c6xcuZIqVarE/Tzq16/PkCFD+P333/n888+vm3n3o+UfkcMnBy8/mPTsxvGELIQdH0KJLlCiQ2rfbqIuc5mJTORJnqQ//Ykkkv70Zxaz6EY3cpDwGFsiI+G336BuXedkRkuXwt13p1m9RURERO50GlMqkoCIiAguXryY7FDq6emJt7d3hgylo0aNYs2aNYwdO5acOXNSs2ZNfv75Z/bu3cusWbPw8fEhIiKCUaNGsX79el544YXrzn/zzTdZu3Ytffv2pX79+hhj8AjwYOqcqfR7uB+5fHMlvzKXjsCK9pCjPFT7PnVvNBGnOMVkJjOVqYQTzv3cTx/6UJvaeCT1ud6WLc5ZdSdMgNOn4a67YN48KJm2PbsiIiIidzqFUpEExC4Hk9xQCs5HeDNaKD179ixvv/02tWvXpnPnzgDUqFEDgBUrVjBnzhxat27N3r17GThwIFeuXKFmzZrXlWGMYeTIkezYsYMFCxZQukxpBq0aRFavrPyvxv+SX5mIU86ZdmOuwsPTwCt7at1mgg5ykPGMZw5zcODgER6hC124l3sTP+n0aZg40RlGN28Gb29o0QK6dYNGjTTLroiIiEgC9A5JJAEKpU79+/fn7NmzfPvttxjjXNKkfPny5MqVi6+//ppTp07RvHlzwsLC6NGjBwC1atWKV46/vz9//PEH1apVo8AjBZi+ezpDHx1KPr98N67Eua2w5ys4NAFsFNSeCjnK3fi8m2CxbGITYxnLcpbjgw8taUknOlGEIkmfPHs2PPUUXL0K998P33wDHTpA3hSOlxURERHJZBRKRRIQEhICkOyJjiDjhdKNGzcyfPhwXn31VSpVqhS33cPDg+rVqzN//nw8PT1p0qQJnp6e9OrVi9y5c1OkSMLhrVy5cixYtYDHZj9G9bzV6V2zd+IXd8TAidnOMBq6GLL4QaluUO41yJn64zFjiGExixnLWHayk1zkogc9aEtbcpHrxgWsWwft2sG998LIkVCxYqrXUURERCSjUigVSUBm7ymNndwof/78fPDBB/H216hRg/nz5/Pwww+TK1cuAIYNGxbXm3oi7ARHLxzlRNgJjocdj/tz3fF1XIq6xKgnRiW+BMz+n2HnxxB+EPyKQuWhUPp58MmT6vcZQQQzmcl4xnOCExShCG/zNs1ohi++ySvkwAFo2hQKFHD2lqbggwwRERERUSgVSVBsKC1QoECyjt9zeg8HHzlIjoOJzMCazowZM4bVq1czevTouNB5rdhxo82bN4/b9txzzwHQb2E/Pl7+8XXHe3p4Usi/EIX8CzHqiVHcnT+R3s6dQ2Hz25C3hjOMFnkSPFL/19RZzjKFKfzGb1zgAvdyL//jf9SjXtKTF/3X6dPw2GMQE+OcxEiBVERERCTFFEpFEhAaGkquXLnw8fG54bExjhi6zuhKeO5wjmc7nga1u73OnTtH3759qVWrFl26dEnwmPr16/PJJ5/EBdFYyw4vY8jyIbS7px1dKnahkH8hCucoTD6/fHiYG4S9fcOdgbR4R6g1Dm50/E04whHGM57ZzCaSSOpQh6d5mkpUwmBSVtiVK85JjI4cgYULodztGecqIiIiktEplIokICQkJNnjSb9e8zWrj63GWMO57Oduc81uv/79+3PmzBn++usvPDwSDoZeXl689dZb1227FHmJbjO6USJXCX5u8TPZvVMwO+4/E2Ddy1CoGdQcneqBdCtbGcc4ggjCE0+a0pTOdKYEJW6uwOho6NgRVq92rkH60EOpWl8RERGRzEShVCQBoaGhyRpPuv/sft5Z9A7N7mrGlvVbCM4dnAa1u302b97M8OHD6dmzJ5UrV072eRevXqTHrB4cOHeAoGeCUhZIj82E1c9AQD2oPQU8vFJc74Q4cLCMZYxlLFvYQg5y0I1utKMdebmFGXEdDujeHaZPh6+/htatU6W+IiIiIpmVQqlIAkJDQ5MVyj5b+RkAPzT9gVarW3E0x1GOXzxO4RyFb3MNU1/s5EZ58+blww8/TPZ58/bPo/us7hy/eJxBjwyibom6yb/oyeWwvC3kvh/qzADPrDdR8+tFEslsZjOe8RzhCAUpyJu8SQta4IffrRVuLfTuDaNHw/vvw6uv3nJ9RURERDK71B+0JZIBJKen9ErUFSZvn0zrCq0pnKMwxUwxAFYdW5UWVeT06dMMGjSI6OjoVCnvjz/+YOXKlQwdOjTByY0SsiVkC80nNSeHTw5WPLuCd+q8k/wLXgmB5W0gWzF4ZC54+d9cxV0ucpFf+IVmNOMjPsIPPz7iI6Yznfa0T51A2qcPDBsGr78OAwbcWnkiIiIiAqinVCSeiIgILly4cMNQOmPPDC5cvUC3yt0AKOZdDKJg1dFVPFXhqWRd6+LFi/j6+uLt7Z3ieg4YMIDhw4fz6KOPUqNGjRSf/1/ffPMNJUuW5Omnn07W8dGOaJ6d+Sx5suZhadel5PVLwSOxjmhY2RGiLkD9v8Dn5h+nPcEJJjCBGcwggghqUYsudOEBHkj55EWJCQuD996DL7+El192/mlSqWwRERGRTE6hVOQ/YpeDudFER6M3j6ZYzmLUK1EPAH8/fzgCK4+uTPa1atWqRYUKFZgyZUqK6njkyBF+/vnn6+p7Kw4ePMiSJUv49NNPyZIlkfVD/+OLVV+wMXgjv7X5LWWB1FrY9BaELoYaYyDXfTdV513sYhzjWMACDIYmNKELXShDmZsqL55z52DmTJg2DebPh6tXnYH0m28USEVERERSkUKpyH/EhrykekqPXzzO3wf/5p2H34lb6sTPzw+OwcaQjURER+Dr6ZvkdaKioti1axc7duxg6dKl1KlTJ9l1/Oijj+Ie202NUDp9+nR8fX159tlnk3X8uuPreC/oPVqWb0nru1M40c/WAbBnGNz1GpRKXq9sLItlFasYy1jWsx4//OhEJzrQgQIkb03ZJJ05A1OnOr8WLXLOslu0KLz4onNCo9q1FUhFREREUplCqYjL0KFDsdZyzz33AEmH0jFbxuCwDp6p9EzcNj8/PzgKkTGRbAzeSK2itZK83rFjx3A4HAD07t2bNWvWJLoEy7UOHz7MyJEjefbZZ/nll19uOZSeP3+ev//+m06dOpEnT54bHr85ZDONxjeiYPaCfN/0e8yNQpq1cOkQnNsEJ+bBgZ+g9PNQ9ctk1zGKKOYxj3GM4yAHKUABXud1WtKS7KRgpt+krF0LzZrBqVNQpoxzQqNWraBaNQVRERERkdtIoVTEZdiwYYSEhFCzZk0g8VB65MIRhq4YSqPSjSidp3Tc9thQCrDk0JIbhtLDhw8D8MwzzzBmzBgGDRpErly5cDgcvP766wmGvbNnz9KhQweMMbz//vtMmzbtlkPpmDFjiIiI4OWXX77hsauOrqL5pOb4e/uz6JlFBGZP4BHnqItw9A9nCD232fkVdcG5z3hAmR5QbXiy1iINJ5xpTGMSkzjFKcpQhg/4gEY0wovUWToGgFmzoF07CAyEP/+EBx5QEBURERFJIwqlIjhnsg0JCSF37tysWuWcPTehUOqwDrrN6EaMI4bhTYdft8/Pzw8uwf357mfk5pH0rd037tHehBw6dAiAfv36sW3bNt577724fffff3+8x3mPHz9O48aN2bdvHxMnTuSEOYF93HLs1LGbvW0AJk2aRNmyZalSpUqix1yOusy7i95l2OphFMtZjAVPL6BErhLxD7x6BhY2gPNbIIsf5KoIJTpC7sqQuwrkvDdZy76EEsokJjGNaVzmMtWoRn/6U5OaqTd5ETjXHP3oI+dMulWrwuzZkIz1aUVEREQk9SiUigDbtm0DYNSoUQwdOpQjR47g4+MT77jv1n7Hon8WMaLZCErlLnXdPj8/55IjTxV7in4b+zF//3weK/tYoteM7SktXrw4f/75J7t376ZEiRJUqVKF4cOHXxdK9+zZQ6NGjTh37hxz585le7btdBjZgaiyUWz4Z8NN3/fhw4dZs2YNPXr0SPSYoENBPD/zeQ6cO0DPB3oy5NEh+PsksHxLbCC9uNu55mihpuCRvEmTYu1jH+MYx3zmY7E0pCFd6EJ5yqf01m7s/Hno1AnmzHH++eOPkC1b6l9HRERERJKkUCrCv6G0evXqLFq0iNOnT8c7Zvfp3fRZ0IfHyz7O8/c/H29/NlegqZ6jOoHZA/l23bdJhtJDhw5RqFAhfHx8CAwMxGQ3TNo+iYIvFWTKwin02NUDk9WwcONCPh/1OY6HHZR+oDRPrXuKcxHnaH5Xczau38jxosc5EXaCQv6FUnzfv//+OwB169aNt+/i1Yv0/bsvP2z4gdK5SxP0TBB1S8Q/DoCTy2D1s3D5qCuQNk52HSyWdaxjLGNZzWqykpW2tKUDHShEyu8pWQ4fhqZNYe9e+O47eOklPa4rIiIi4iYKpSLA1q1byZcvHwEBARhjKFKkyHX7ox3RPDP9Gfy8/Pi5+c8JjveM7SmNiojixaov8sGSD9h/dj9l8iS8RMnhw4cpVrwYi/5ZxLdrv2XmnpnE2Bhy+ufE8biD+lPq/3vw/VAsRzEK5y1Mndx1qFm0Jl0qdqHrmq6MNWP5IOgDfmz+Y4rve8qUKVStWpVCha4Pf/P2z6PHrB4cDztO75q9GfjIQPy8/OIX4IiBzX1h9xeQrbhzzdECyZtFOJpoFrCAcYxjD3vIQx560pOneIoc5EjxvSTbqlXOCYyuXIF586B+/RufIyIiIiK3jUKpCM6e0vvuuy/RmWSHLB/C2uNr+fWpXynoXzDBY2JD6eXLl+lRqweDlg3i5Tkv0/ehvtQpXgdPj+v/uf1z4h/CnwinwdgG5M2al941e/NM5We4O9/d1Ghag50XdnLl9BVK5y7N37//TbEixeJds1yBcrAcfvH8hSfLP0mTMk1uPBuuy6FDh1i7di1DhgyJ23b2yll6ze/FmC1juDvf3ax4dgU1itRIuABHNKzuCocmQNmXoPIn4HXjmXAvc5npTGciEwkhhOIU513e5XEexxvvZNX9ply9Ch98AEOHQrFisGABuGZaFhERERH3USiVTM/hcLBjxw6ee+65BPdvDN7IB0s+oMO9HWh7T9tEy7k2lBb0L8h7dd/jo2Uf8deBv8ibNS9PlHuC1hVa06BkAyKjIzn00CE8snowvOlwulbuet26pr2e6UX79u156KGHmDVrFrlz507wmgEBAbAUAuoH8PjEx6kcWJnhTYcnHiSvEfvobps2bThy5Ag7Tu7g0XGPcurSKd59+F3erfMuPp7xx9UCEHMVVj0DR36FSoPhnn43vN5pTvMrv/I7vxNGGJWpTB/6UJvaeHDjmXhvyvHj8Ndfzq+//3auQ/rcc/DFF5DjNvbGioiIiEiyKZRKpvfPP/9w6dIlKlasGG9fRHQEXf7oQn6//Hz7+LdJlnNtKAV4t867vFHjDebtn8e03dP4bedvjNw8khw+OSjgWwCKwLO5nuXFB16MV1bbtm3JkSMHdevWjSs3IQEBAXAJJj80mb0+exkQNICef/Zk4wsbb3jfs2bNokqVKpQqVYoDhw7QaVonHNbBuu7rqFIw8Zl4CdsPy9vBuY1Q5VO4+80kr/MP/zCOccxlLtFE8wiP0IUu3Md9N6xjisXEOHtA5893BtEdO5zbAwOda5B26gQNG6b+dUVERETkpimUSqYXO8nRfffFD0n9F/Vn56mdzO00lzxZ8yRZzn9DKUA272y0rtCa1hVaczX6Kgv/Wci0XdP4c9efMBNaf9w6wbKMMTz2WOKTJMWKXbbm3KlzPNfiOa5EX+HVua+yKXhTksHS4XCwadMmunTpAsCYw2PYErqFGe1nJHyeIwZOr3SuP3rgZ/DwdE5oVKRFguVbLJvYxDjGsYxleOPNEzxBJzpRlKI3vK+bcuwYdO4MS5aAjw/UqQNdu0LjxnDvvZrISEREROQOpVAqmd7WrVsxxnDPf8YXbjixgc9Xfc6LVV+kSZkmNywnoVB6LR9PHx4v+ziPl32cCWET6Ly5M8WLF7+luseG0tDQUADalm/Lm3+9ychNI/mm4DeJnvfPP/8QFhZG5cqVWXV0FZOOTKJb5W60KHdNyIy5CqGLnEH0+AyIOAke3lDocaj6FWSLP8bVgYPFLGYsY9nBDnKSkx70oA1tyE3CjyCnijlzoEsX57jRn36Cjh0hiR5mEREREblzKJRKprdt2zZKlSoVt6RLrD92/4GH8WDIo0MSOfN63t7eeHh4JBpKr3XtGqW3okCBAsC/obRpg6aUalKKCdsm8GmjT68bp3qtLVu2AFCwXEGe+u0pCvgWYFiTYRAVDsFznUH0xJ8QdRE8szuDaJGWUPhx8Io/FjOCCGYxiwlM4BjHKEIR+tKX5jTHl4TrkGqGD4dXXoGKFWHKFChb9vZeT0RERERSlUKpZHrbtm1LcDzp0sNLqVqoKjl9cyarHGMMfn5+yQqlhw4dIn/+/EmOF00OX28vcuXKRWhoKCdPnmT9+vU8UOoBzlU4x/Td02l/b/sEz9uyZQvG2/Derve4ePUiw+79ghwHf4Kt70JMBPjkg6JPQdFWENgAsiQcLM9xjimu/y5wgXu5l9d4jXrUu32TF8WyFvr3h8GDneNFJ0+G/3ywICIiIiJ3PoVSydQuXrzIvn37aN/++vB2JeoKa46v4bUHX0tReckNpYcPH6ZEiRIpKvs6MRGw6S3YN5xFb3ux48ISTi0N44vOsC/8FKdzlaDfwn7sOLmDGkVqUL1IdfL55Ys7fc32Nfh182NTyCbmtR5F1T3fw6a1ULgFlO8F+R9yjhtNxFGOMp7xzGIWkURShzp0oQuVqYwhjcZufvqpM5A+/7yzt9RTv85ERERE0iO9i5NMbcGCBTgcDurXr3/d9rXH1xIZE0md4nVSVF5KekoT6p29oSshcGYtbHsfzm2CYu3Ifmo2nYtug8htlG0I3p6H2VuwAx327uLj5R8TY2MAKJunLDWK1KBc3nL8XfZvfH0ta2q2oNrOl4mJjoJqw6HMC0lOCLSNbYxjHItZjCeePM7jdKYzJSmZ8nu5FaNHQ9++0L49/PgjeNzmXlkRERERuW0USiVTmzt3Ljly5KBmzZrXbV96eCkGQ+1itVNUXrZs2bh06VKSx1hrOXLkCM2bN0+6sMhzcGYdnF3v/PPMOrhy3LnPOw/UmQlFmvPO1205vn8DufIWZOGSFfzwLHStM4kNRSsSXbYhZ6KjORZxiYOXzrAj5A+OHQ5nTAC0zu9N1tMzoEhL1ke2pnrZTglWw4GD5SxnLGPZzGb88acrXWlHO/KRL8FzbqvZs529o48+CmPGKJCKiIiIpHMKpZJpWWuZO3cujRo1wsvL67p9Sw4voWJARXJnTdmMscnpKd24cSMRERGULJlA76J1wIl5sP8H50RD1uHc7l8WCtSFvNWcX7mrgKdzPGpAQADz5p0iZk8IPllz0O3HizzRbRC5wxfieTWUgKgLBESepyrnaZPTWd7pMDjtW4+idd6FAg9zJSgoXlUiiWQOcxjPeA5xiEAC6UUvnuRJ/HDTzLYrV0LbtlClCkybBt7e7qmHiIiIiKQahVLJtLZt28bx48fjrQcaGRPJyqMr6X5/9xSXeaNQeuHCBdq3b0/BggVp06bN9Tsvn4BVT0PoQvANgLv7QOCjkKcqeOdKtMzAwEDCwsIA6NChA5MmTWKfaciDDd65/kBrITqckT9+SY/X3+PI0VFQoFC88i5ykd/5nclM5ixnKUc5BjOYBjTA012/Mo4fh0mT4KOPoEgR+PNP8Pd3T11EREREJFUplEqmNXfuXACaNLl+DdINJzZwJfpKiseTgjOUnj59OsF91lqeffZZ/vnnH4KCguKWcwHg2AxY8xxEX3GO7Sz1LGRJXi9g7FqlAK1atWLSpEkEBwfHP9AY8PJnxabD5Mmbn4IFC163+wQnmMhEZjCDK1yhJjXpQheqUS3tJi+61sWLzt7Q8eNh0SJnqK5ZEyZMgGt/diIiIiKSrimUSqY1Z84cKleuTKFC1/cWBh0KArjpUJpYT+mwYcOYNm0an332GbVru8aqRl+GTW/CvuHOR3IfmgQ5yqXomrGhNCAgIG5s7IkTJxI9fvPmzVSqVAnjmtBoN7v5qeRP7GMfBkNjGtOFLpTFTet9Ll7snLxoxgyIiIAyZWDAAOjUSWuQioiIiGRANwylxhhfYCng4zr+d2vte8aYksBkIC+wAehirY00xvgAY4GqwBmgnbX20G2qv8hNOXnyJCtXruStt966bnu0I5qfN/1MjSI1yJ8tf4rLTSyUrlixgj59+vDkk0/Sq1cv58aIU7CoIZzfAne/CRUHQRafFF8zNpTWrFmTgIAAjDEJ95TivO/t27fz2uuvsZKVjGMc61hHVM4outGNDnQggIAEz00TP/4IL74I+fI5JzPq3BkefDDJGYFFREREJH1LTk/pVaC+tTbcGOMFLDfGzAV6AV9aaycbY34AngOGu/48Z60tY4xpDwwF2t2m+oukSHR0NCNGjOC9997D4XDw1FNPXbf/952/c/DcQT5v9HkKC74Eu4dRMm8kf/0nlJ48eZJ27dpRvHhxRo0a5eyhjDgFixpA2D6o+ycUfvym76lw4cKAM5R6enpSoECBREPpp8M+JbJRJDve3cFiFpOf/LzGa+Tflp/HHn4swXPSzFdfwf/+B02bwu+/g6+ve+sjIiIiImnihqHUWmuBcNdfvVxfFqgPdHRtHwO8jzOUPuH6HuB34FtjjHGVI+I2c+fOpXfv3uzatYt69erxxRdfUKVKlbj91lqGLB/C3fnupkW5FikrfOensP0DBlT1IM+5LHBqFfjmJyb6KkN7P80jpUIZ8t7r5PrnY4gIgVPL4coJqDsbAhvc0n0VLlyY2bNnU69ePQAKFSoU7/HdcMIZEzaGL+t+SZ7n8+Cfw5+e9KQxjfHCi6CYoFuqwy0bOhTefhtatXJOaKRZdUVEREQyjWSNKTXGZMH5iG4Z4DvgAHDeWhvtOuQYUNj1fWHgKIC1NtoYcwHnI74Jz/4icpvt2LGD3r17M3/+fMqUKcP06dNp0aJF3JjKWHP3z2VL6BZGPzEaD5OCtS8jTsHuz6HQ42zacZxXH90Cf9cCIAvweWwHZOjncMobfAPBrwhU/xkCHkmVe2zatGnc9wULFozrKT3JSSYxialMZd/FfcQciuGrsl/RiU7umbzov6yFgQPh/fehQwcYOxY8NdRdREREJDNJ1rs/a20MUNkYkwv4Ayh/qxc2xvQAeoBzTFxQAuskSuoKDw/PdD/nn376icmTJ+Pn50fPnj158skn8fLyYsmSJfGOfXfLuxTwKUDhs4VT9HMqfeE7ikRfZl1UO0ZsWkrQ7C1M+XkQwYe2MmnyFIqUrUbLDi8R5ZmXaOP/7/jIXcCu5F8nJQ56HOSZQ8+wNs9aAO4NvZf17ddT178uRcoVYcmR6+/fXW2j+JgxlBw9muAmTdjz3HOwfHma10GSLzP+DpHkU/uQxKhtyLXUHiRB1toUfQEDgLdw9nx6urbVBOa7vp8P1HR97+k6ziRVZtWqVa3cfosXL3Z3FdLUsmXLLGA7depkT506leSxwWHB1rxv7HuL30vZRcIPWzvJ29pVz1prrf3yyy8tYM+dO2erVKliy5cvby9dunSTd5AyDuuwa+waW21VNcs6bC1HLfup/dQet8ft+++/bwG7efPmBM91S9v4/HNrwdpu3ayNiUn760uKZbbfIZIyah+SGLUNuZbaQ+YFrLeJ5MEbPqNojMnv6iHFGJMVaIizj2cxEDtLzDPADNf3M11/x7V/kasSIreVtZYjR47Efd+3b18KFSrEiBEjyJcvX5Ln/rHrDyyWpyo8leRx8ez6DLBw33sAZMuWDYAzZ86wdetWWrVqhZ+fX4rvJSViiGE+8+lCF3rSk7DCYfA9jAwZyZu8SfaL2Rk2bBhPPPEElSpVuq11SbYffoDevaFNG/jpJ/BIwePSIiIiIpKhJOfx3YLAGNe4Ug9girV2tjFmJzDZGDMI2AT84jr+F2CcMWY/cBZofxvqLRLPH3/8QevWrenZsyf16tVj5cqVjBgxIlmhcOquqZTLW4578t+T/AtGXYSDo6FYO8hWDCDuWqtWrSImJoYHHnjgZm4lWS5zmRnMYCITCSaYYhTjHd4hemM0bUe1JfzlcCgI3377LefPn6d///63rS4p8umn0KePc5bd8eMhSxZ310hERERE3Cg5s+9uBaoksP0g8GAC2yOANqlSO5EUWLt2LcYYvv/+e4YPH065cuXo1q3bDc87dekUQYeCeLv22/EmP0rSwTEQHQblXovbFBtKly5dCkDVqlVTdhPJcIYz/Mqv/M7vXOQilajEm7zJwzyMBx6sLegcRxocHEx4eDhffPEFTZs2vS11SbYLF5zjRadOhVGjoF0756RGmmVXREREJNPTNJeSYezcuZMKFSowcOBAevfuzZdffolnMmZynbFnBjE2htZ3t07+xawD9n4DeWtA3mpxm2ND6bJly8ifPz9FixZN8X0k5hCHGM94/uRPoonmER6hM52pSMXrjitYsCAAJ06cYPjw4Zw5cybte0nPn4dly2DJEggKgk2bwOFwhtBXX4Uvv1QPqYiIiIgACqWSgezatYsqVarQqlUrWrVqlezzft/5O6Vyl6JyYOXkXyx4PoTtg1rvX7c5NpTu3r2bJk2apKznNQEWy2Y2M45xLGUp3njTghZ0ohPFKJbgOQEBAQAcOHCAUaNG0ahRI6pXr35L9Ug2h8O53ujnn/8bQmvWhHffhXr1oEYNyJo1beoiIiIiIumCQqlkCFeuXOHgwYN06tQpRecFhwWz8J+F9KrRK/kB8kowbOwFWQtC0esnRrp2/OqtjCd14CCIIMYylu1sJyc56U532tCGPORJ8lxvb2/y5cvH8OHDCQsLS7te0uho6N4dRo+Grl3hmWegenWFUBERERFJkkKpZAh79+7F4XBw9913p+i8H9b/QIwjhu5VuyfvhEtHYGEDiAiBen9CluvHRF4bSm9mDOdVrjKLWUxgAkc5SmEK04c+tKAFvvgmu5xChQqxdetWHnnkEWrXrp3ieqTYhQvQuTPMng3vvw8DBvy7HquIiIiISBIUSiVD2LVrFwAVKlRI9jlXo6/yw4YfaHpXU8rkKXPjE8IOwKIGEHke6v8N+WrEO+Rme0rPc54prv/Oc54KVGAIQ6hPfTxuvHJTPAULFmTr1q0MGDAgxeem2Pbt0KoV/PMPfPcd9Ox5+68pIiIiIhmGQqlkCDt37sTDw4O77ror2edM3j6Zk5dO8tqDr9344It7YGF9iImABosgz/0JHhYbSgsUKEDhwoVvWOxRjjKBCcxiFle5ysM8TBe6UIUqGG6+p7FFixYEBgZSt27dmy4jWRYtgieegOzZYfFiSIteWRERERHJUBRKJUPYuXMnpUuXxsfHJ1nHW2v5as1XVMhfgUdLPZr0wee3w6JHAQuPBkGu+xI9NDaUPvDAA0mOUd3OdsYylsUsxhNPHuMxOtOZUpRKVv1vpGfPnvS83T2W06ZBhw5QtizMmwdFitze64mIiIhIhqRQKhnCrl27kv3o7qXIS/zfwv9jU8gmfmj6Q9ITHJ3dCIsbgYcP1F8IOcsnWXbWrFnJnTs3derUibfPgYPlLGcc49jEJrKTnWd4hva0Jx/5klX3O4K1MGwYvPmmcyKj2bMhT9KTL4mIiIiIJEahVNK9qKgo9u7dyxNPPHHDYxf/s5jnZz3PwXMHebnayzxb5dnED459ZNcrp/ORXf/SNyzfw8ODXbt2keeakBZJJHOZyzjGcYhDBBBAL3rxJE/ih18Spd2BTp+Gt95yzrDbsiWMGwfZsrm7ViIiIiKSjimUSrq3f/9+oqOjk5x5N+xqGH3+7sMPG36gTJ4yLOm6hDrF4/dmXmfP1+C4Cg2XQrbiya5P7DqhF7nI7/zOZCZzlrPcxV0MYhCP8iie6eWfXlgYLF3qHDu6cCFs2eLcPmAAvPceeKR8EiYRERERkWulk3fGIom70cy78/fPp8fsHhy9cJReNXrxYf0P8fO6QQ9lTAQcmghFWqUokAIEE8xEJjKd6VzhCjWowdM8TTWq3dLkRWni6lVYtcoZQBctgrVrneuP+vhArVowaBA89hjcn/BETyIiIiIiKaVQKune9u3bAShfPv54zzfmvcGwNcMon688K59bSY0i8ZdxSdCxmRB1Hkp3S3Y99rCHsYzlb/7GYGhMYzrTmbtI/ozAbjViBPTqBZcuOXtAH3jA+ahugwbOQJo1q7trKCIiIiIZkEKppGsHDx5k2LBhVK9enWz/Gdu47vg6hq0ZxvNVnuebx7/B19M3BQWPAr+iUOCRJA+zWFazmnGMYy1r8cOPjnSkAx0IIOBmbintRUZS9ssvYeZMePRRePVVqFMHcuVyd81EREREJBNQKJV069KlS7Rs2RJrLRMmTIi3f/CyweT2zc0Xjb9IWSC9fBxC/oIK/cAjS4KHRBHFX/zFOMaxn/3kJz+v8RotaYk//jd7S2nvyBFo357Cq1Y5e0U//hiyJHzPIiIiIiK3g0KppEvWWrp37862bduYM2cOpUtfPzPuttBtzNgzg/fqvoe/TwpD4sHRYB1Q6pl4uy5xiWlMYxKTOMlJSlGK93iPJjTBC69buCM3mDEDunWD6Gh29O/PPQMHurtGIiIiIpIJKZRKuvTll18yadIkPvroI5o0aRJv/8fLPya7d3Zeq/5aygq+ehZ2fQYFHwP/MnGbT3KSyUxmKlO5xCWqUpV3eIda1LrzJy/6r9On4fXXYeJEqFIFpkzh1LFj7q6ViIiIiGRSCqWS7ixatIi33nqL1q1b8/bbb8fbv+/MPn7d8Stv1nyTPFnzJFBCEnYMhuiLUGUoAAc4wDjGMY95OHDQgAZ0oQsVSHim3zvKuXOwZ8+/X7t3O//ct8+5/4MP4O23wdsbFEpFRERExE0USiVdOXz4MG3btqV8+fKMGjUKY+L3Ug5ZPgTvLN70qtkrZYWH/wN7v8WWfIb1uSIYx2usZCW++NKa1nSkI4UpnEp3chtYC7/95nwsd8UKOHz4332enlCmDJQvD82bQ+fOcO+97quriIiIiIiLQqncUR599FGaNm3KG2+8EW/flStXaNmyJdHR0UyfPh1///hjRY9cOMLYrWN5seqLBGRP2ey3MVv6sTAQxj5wnt28RB7y8BIv8RRPkZOcN31PaeLwYXjhBZg/HwIDoXZt6NkT7r4bypWDkiXBK52NeRURERGRTEGhVO4Y4eHhLFy4kH379vH666/j4eERt89ay4svvsjmzZuZNWsWZcuWTbCMT1d8CsBbD72V7Ote5jIzL//IxOKTOZEnkGKe0I9+NKMZ3njf2k3dbidPwmefwXffgTHw7bfw0kvOdUZFRERERNIBhVK5Y+zfvx+AI0eOsHLlSmrXrh2379tvv2Xs2LEMHDiQpk2bJnh+aHgoP2/6macrPk2xnMVueL2znGUyk/md37no2EbFyCz0yvIddXgSD9JBqPv9d3jmGYiIgPbtYfBgKFHC3bUSEREREUkRhVK5Y+yLnYAHmDBhQlwoXbJkCW+88QZPPPEE77zzTqLnj948mojoCPrW7pvkdQ5zmPGM50/+JIoo6kVVpcuyZVTM9wKUapU6N3O7TZgATz8NNWrAyJHOR3RFRERERNKhdNAdJJnF3r17AWjRogVTpkwhMjKSw4cP06ZNG8qUKcPYsWOve6T3vybvmEyNIjW4K+9d8fZZLJvZTC960ZrW/MmfNKMZU5nKp9uyUfG8hbuT/8ivW1y96hwz+sIL0KUL1K3r/LsCqYiIiIikY+oplTvGvn37KFy4MN27d2fmzJkMGDCAUaNGcfXqVaZPn06OHDkSPXfP6T1sDtnMsMbDrtvuwEEQQYxjHNvYRg5y8DzP05a25CEPXAmB/T9C8Q6QvcTtvcGbcf48zJnjnFF37lwIC4Ns2ZyP7X73Hfj5ubuGIiIiIiK3RKFU3Gb+/Pm0b9+e3bt3ExAQwL59+yhbtiyNGjUiT548DB06lLvvvpupU6dSvnz5JMv6dcevGAxt7mkDwFWuMpvZTGACRzhCIQrRhz40pzlZyfrviVvfBUck3Dvgdt5qym3bBm+8AUuWQHQ0BAQ4x40+8QQ0aAC+vu6uoYiIiIhIqlAoFbeZNm0a58+fZ/HixbRv3569e/fSqlUrvL29GTx4MNu3b2fIkCFkz579hmX9uuNXHi7+MH7+fvzET0xhCuc4RwUq8DEfU5/6ZCHL9Sed3QQHRkL5XpAj4dl83SZXLjhxAnr3dgbR6tU1o66IiIiIZEgKpeI2QUFBACxdupTGjRtz+vTpuKVeXnzxxWSXs/3kdnZG7OSJ5k/QlKZc5Sq1qc3TPE0VqmAw8U+yFja+AT554d53U+N2UlfRorBzp7trISIiIiJy2ymUilucOHEibmKjZcuWxc28e9dd8ScpSsrU01N5I/QNaAdHA4/yBE/Qmc6UolTiJ51aCVv+D04uhWrfg3eum70NERERERG5RQql4hZLliwB4Mknn2T69OmsWbMGIK6nNCkOHIw9O5YPzn3AoayHyJIzC09FP8X3Wb4nP/kTP/H8NtjyDhyfBb4B8MB3UOaFVLkfERERERG5ORqklgFt2rSJqVOnursaSVqyZAk5cuTg1VdfBWDUqFF4eHhQqlTiPZyRRPL1+a8pdrQY3SK6ccweo+X5lhzOf5jfiv+WeCANPwgrO8OcSs7e0UofQYsDcFdPMPonICIiIiLiTuopzYCGDh3KzJkzadq0Kb536CytQUFB1KlTh5o1a+Lt7c2mTZsoWbIkPj4+8Y69yEW+ufgN31z+hlBHKJ4XPekQ3YFhdw2jQNYCSV9ocz/Y9Sl4eEGFPnB3H/DJc5vuSkREREREUkqhNAMKDg7mypUrrFq1ikceeeSWy7ty5QpbtmwhIiKCq1evXvcVFRXFY489RmBgYIrqt2fPHp5//nmyZs1KtWrVWLFiRbxHd4MJZnjEcH4I+4FTUafwCvaiq+3KZ/d8Rt6seW98oaPTYOfHUKITVPkUshZM6a2LiIiIiMhtplCaAQUHBwOwYMGCVAmlffr04dtvv010/yuvvMI333yT7PJix5PWq1cPgIcffpgVK1bETXK0l72MZSxzHXPZeWEn0fuiecHjBQZXHkxev2SEUYDI87DuZchdGWqMcvaUioiIiIjIHUcD6jKga0Npati0aROVK1dm0aJFrFixgvXr17Nt2zb27t3Lvffey4EDB1JUXlBQEDly5KBy5coA1KlTBwCvh73oSU860pEldgkXNlwgekI0C4os4IdaPyQ/kAJs6gNXT0L1nxVIRURERETuYOopzWDCw8MJDw8nZ86crF+/nnPnzpE7d+5bKnPPnj20bNkywV7XsmXLsnv37hSVFxQUxMMPP4ynpyfRRBNRP4JSa0qxoNICClGIV+wrLJizgOXrlzO+5XjqlqibsgqHBsGBn+DutyBP1ZSdKyIiIiIiaUo9pRlMbC9pmzZtcDgcBAUF3VJ5Z8+e5fTp05QrVy7B/SVKlODQoUNYa5NVXkhICHv27KFWw1qMZzwtaMFgn8FUfbAqg3wGMZOZhK8LZ8L6CQyoM4BOFTulrMLRV2BtD8heCu57P2XnioiIiIhImlMozWBCQkIAaNmyJdmyZbvlR3j37NkDkGQovXLlCqdPn05WebNWz4JXYWq3qQxjGEUowjCGMZnJtKAFaw6v4Y35b9Dsrma8V++9lFd4+4cQtg8eHAGefik/X0RERERE0pQe381gYntKixUrRr169dIklAIcOnSI/PkTWScUOMhBxjGO7yt9j0dRDxpkb0BXulKBCnHHRMVE0XFaR0rmKsn4luPxSOkaoue2wq5PoFQ3CGyQsnNFRERERMQt1FOawcSG0oIFC/LII4+wd+9eQkNDb7q8PXv24OXlRcmSJRPcX7x4ccAZSv/LYtnABl7nddrSlr/4CzvVUu+renzi8cl1gRRg+u7pHLt4jC8bf0lO35wpq6i1sPEN8M4FVT5L2bkiIiIiIuI26inNYIKDg/Hy8iJPnjyULl0agOPHjxMQEHBT5e3Zs4fSpUvj6ZlwU0kolMYQw0IWMp7x7GQnucnNi7xIndA6lHurHE0+aZJgWd+v/54SuUrQpEzC+5N0fDaELoKq34BPnpSfLyIiIiIibqFQmsGEhIQQGBiIMYbAwMC4bTdrz549iT66C5ArVy5y5crFoUOHuMIVZjKTCUzgBCcoRjH60Y+mNMUHH34N+hX4d33Sa+06tYugQ0F83OBjsnhkSVklHVGw6U3IUQ7KvpCyc0VERERExK0USjOY4OBgChYsCHDLoTQ0JpTdb+2mweGkx2cWqViEpRWW0pSmXOQiFanIG7xBXericc0T4kuWLMHf358qVarEK2P4+uF4Z/Hm2SrPJr+Cjmg4uQT2j4CwvVB3ltYkFRERERFJZxRKM5jg4GBKlSoF3Hoo/fT8pziaOTj2z7EE9x/msLNX9McTXI6+TCMa8TRPU4lKCR4fFBRE7dq14z0KfPbKWcZuGctTFZ6iQLYCSVfKEQOnlsLhKXB0Klw9BZ7ZoNwbUKjpTd2niIiIiIi4j0JpBhMcHMxDDz0EgK+vL7ly5bqpUHqa00z2mQz/wIZ7NnCGM+QlLwBb2MJYxrKUpXjhRbn95dj81mY+2/kZxpgEywsNDWXXrl107dr1uu2RMZG0ntKaK9FXeLPmmwlXxhEDp5bBkd+cQTQiFLL4QeFmUKwtFHpMy7+IiIiIiKRTCqUZSGRkJKdPn47rIQVnb2nsjLwp8RM/EREVAVfBw8eDH/iBWtRiHOPYylZykIP2ke0J2xTGwZ0HWbVnFWfOnCFfvnwJlrdkyRLg+vGk1lp6zOpB0KEgxrccT5WC8R/r5fAU2PA6RIRAlqz/CaLZUnxfIiIiIiJyZ1EozUBOnjwJEDemFJyhNKU9pac5zRjGYMMtWbyyQBYYwhBKU5piFON/Mf/j+PrjDA4azLmIc86TXoIp66fQs0nPBMsMCgoie/bs3H///QDEOGJ4Y/4bjNkyhvfrvk+nip3in/TPOFjdFfJUg6pfQeGmCqIiIiIiIhmM1inNQK5dozTWzYTSn/iJKKK45HUJysBJnGG3sq1M221t6f9tf96e9zbVi1Rn0wubGPrAUMgCfdb14XzE+QTLvHY8aUR0BB2mduCbtd/Qu2ZvBtQdEP+EAyNh1TNQ4BFosAiKt1UgFRERERHJgBRKM5DUCKWxvaT+1p9Iz0i8YrwoTnECrgYw+cJkusztQi7fXPzd5W/mdppL5cDK9HioB/wGlxyX+GLVF/HKPHnyJLt27aJevXpciLjAYxMe47edv/FZw8/4rFEC41D3j4A1z0FgQ+eMuhovKiIiIiKSYSmUpnPR0dG8//777NmzJ9FQGh4eTnh4eLLKi+0ljbkagz1sKXC1ABfCLnDgzAGiiaZNlzZs6LGBR0s9GndOrly5yHklJ6WvlmbY6mGcuXzmujJjx5PeU+Me6oyuw4ojK5jQagK9a/WOX4F9w2HtC1Docag7AzyzpvRHIiIiIiIi6YhCaRqJiopi9uzZWGtTtdxRo0bxwQcf8NxzzxEcHIwxhgIF/l1WJXbSo9DQ0BuWFddLij+XLl0CC75+voSEh5DTNyf35LyHrQW3cs6ci3du8eLFKbKvCOGR4Xy68tPr9gUFBeFXzI+XN77MwXMHmdNpDh3v6xi/AqFLYP0rUKgZPDwNsvim8KchIiIiIiLpjUJpGpkzZw7Nmzfn999/T7Uyr1y5wvvvv0+OHDlYsWIFY8aMIV++fHh5ecUdk5K1SmN7ST3x5NLlSxgPw8WYizisg8L+hfEyXkQRxQhGxDu3ZMmSnNp5ig73deCzlZ/x7Ixn2XlqJ6cuneLPnX8S1SWKqzFXWdJ1yXW9rHGunoGVnSB7aXhoImTxufkfjIiIiIiIpBsKpWnk6NGjAHz99depVua3337LiRMn+OOPP7j77rs5dOjQdY/uztwzk547ekLgjUPpoq2LeHffu3hecU7IfOnSJfz8/Dh16RS5fHOR1cv5GK0//oxhDGe4/hHdMmXKcODAAb5u/DUvV3uZSdsncc/391DgswIcrneYHN45WPncSu4veH/8i1uHcwzp1ZPw0CTw8r/Fn4yIiIiIiKQXCqVpJHa85/Lly9m4ceMtl3f+/Hk+/vhjHnvsMerXr8/QoUOBf8eThkeG89KfL3Ew7CB0gY1Hk77mwOCBOIyD86fOYx2Wy5cuY7IbYmwMBbP/G3Q98Uywt7Rs2bJcvXqVS2cu8dVjX3Ho9UN8+9i33LXvLrItyMa6HusolbtU/AtHhcOyp+DYDKg0BPJUvcWfjIiIiIiIpCc3DKXGmKLGmMXGmJ3GmB3GmNdd2ysbY1YbYzYbY9YbYx50bTfGmK+NMfuNMVuNMQl0jWU+ISEh5M6dm2zZsvHNN9/ccnmffPIJ586d4+OPPwagWbNmdOvWjebNmwPw0bKPOBF2gtEtRoMDvjr/FaMPjWb67ukcPn843tjWzVk2gw+cNqc5EXUCW9ASnj0c3xy+XPK+xKlr/osmmg1suO78smXLArB//34AArIHUPJ0SfZO2MvHbT+mZGDJ+Ddxei38XRuOz4D7v4Tyb9zyz0VERERERNIXz2QcEw30ttZuNMb4AxuMMX8DnwAfWGvnGmMed/29HvAYUNb1VR0Y7vozUwsODqZkyZLUqFGDn3/+maFDh143IVFKyxo2bBgdO3akUqVKABhjGDlyJAD7z+7n81Wf83Slp3mmyjO82elNHC0djD08ljGHxwCQ2zc3lQMrUzmwMhFXIriw7AKsAMclB1HRUZATagXWYmaXmeQl7w3rVKZMGQD27dtH/fr1iY6O5q233qJMmTK88MIL/x7oiIZj02H3l3B6JXjnhrqzodBjN/WzEBERERGR9O2GPaXW2mBr7UbX92HALqAwYIEcrsNyAidc3z8BjLVOq4FcxpiCZHIhISEULFiQV199lcjISEaMiD9ZUHINHDiQqKgoPvzwwwT3D142GO8s3gxpMASAor5FqbmlJn/W/pNVz61ieNPhtL2nLZeiLjF8/XBGbBkBwdCrfC98TvhwxuMMWTdlJej5IPL63TiQAhQpUgRfX1/27dsHwN9//83OnTsZPHgw3t7eEHXRGURnlYHlbSAiBKp+BU8cViAVEREREcnEktNTGscYUwKoAqwB/gfMN8Z8hjPc1nIdVhg4es1px1zbgm+xrulacHAw999/P+XLl6dx48Z8//339O3b97qZcpNj3759/PTTT7z44ouUKhV/jGa0I5qZe2bS6u5WFPR3fhYQGBhISEgIWbNkpUaRGtQoUuO647t068Lff/3NJ+M+wawzfP755zzy+CN4ZUlm3S4dxuPYLAa0y8XeY9sAWLVqFTn8DM2rZoH1r8LBMRAdBvkfhvuHQeHm4JElRfcuIiIiIiIZT7JDqTEmOzAV+J+19qIxZhDwhrV2qjGmLfALkMBaH4mW1wPoARAQEEBQUFCKKp6exMTEcPLkSSIjIwkKCqJevXrMnz+fDz/8kPr166eorA8//BAvLy/q16+f4M9s8/nNnL1yltJRpeP2W2s5fPgw4eHh8c6x1jJ/1nyqVKnCsmXLqFChAgAFChRI8v+JpyOMAlcWEnh5Hjmi9gDwf43A4Qjh0pQSvF70OO//aPFY8xQOvDiVtQ7HcrUhzKscHAAOLEvRfcvtlVDbEPkvtRNJitqHJEZtQ66l9iAJstbe8AvwAuYDva7ZdgEwru8NcNH1/Y9Ah2uO2wMUTKr8qlWr2ozi888/t5s2bbpuW3BwsAXsd999Z621NiYmxpYpU8bWrFkzRWVv2LDBAvbdd99N9Jg35r1hfT70sWFXw+K29evXz3p6etqFCxfGO37z5s0WsKNGjYrbNm/ePHvu3Ln4hTtirA3+29rlHayd5GPtBKz9s5K1O4Zae2GPHfrOs/bDtlmsY3EzO+olbzt9UFVrgxdaG3U5RfcpaW/x4sXuroKkA2onkhS1D0mM2oZcS+0h8wLW20TyYHJm3zU4e0F3WWu/uGbXCaCu6/v6wD7X9zOBp12z8NYALlhrM8Wju5GRkfTu3Zuff/75uu2xy8EEBgYC4OHhwauvvsqqVatYt25dssvv168fefPm5c0330xwv7WWGXtm0KBUA7J7Z4/bHhgYSHR0NGFhYXHbzpw5w/Dhw+natSsAjRo1itvXuHFjcuXK9W/B4Ydg6/swoyQsagjB86BMd2iyER7fDBX6QI67yFn0QfpPiWFh9Ot0Gx7J6cCXILA+eGZN9j2KiIiIiEjmkpx1Sh8CugD1Xcu/bHbNttsd+NwYswX4CNejuMAc4CCwH/gJ6Jn61b4znTx5EoDDhw9ftz0kJAT4dw1RgK5du+Lv75/s5WEWL17M/Pnz6devHzlz5kzwmJ2ndnLw3EFa3NXiuu2xYfjEiRNMmTKFFi1aEBgYSM+ePYmOjmbkyJEUKlQo8YtvfRe2D4Qc5eGhydDyBDzwDeSpct1hscvCjB8/HoDq1TP9pMsiIiIiInIDNxxTaq1djvPx3IRUTeB4C7x8i/VKl0JDQ4H4oTS2p/TaUJojRw66devG8OHD+eSTT+KCY2I+/fRTihQpQs+eiWf8GXtmANC8XPPrtseW/eqrrxITE0OhQoV444036Ny5MxUrVrzxjd33AVT6CLIVS/Kw2FA6depUsmfPzt13333jskVEREREJFNLTk+pJNONekr/GzxfeeUVoqKi+PHHH5Ms11rL2rVradKkCb6+vgkeczX6KhO3TaRaoWoU8r++1/Pee++latWqNGzYkIULF3LkyBE++eST5AVSAP/SNwykAIULF8bX15fw8HCqVatGliyaXVdERERERJKmUJqKYntKL168yIULF+K2BwcHkytXrniBsmzZsjz++OMMHz6cyMjIRMs9fvw4Z86coXLlyoke8+rcV9lxagdv13473r7cuXOzfv16+vbtS/369W9bWPTw8KB06dKAHt0VEREREZHkUShNRbGhFK7vLQ0ODk708dzXXnuN0NBQfvvtt0TL3bJlCwCVKlVKcP+P63/kp40/0a92P1rd3epmqp5qYh/hVSgVEREREZHkUChNRYmF0pCQkOvGk16rYcOGlCtXjuHDhyda7ubNmwHiPW4b7Yhm4JKBvDznZR4v+zgDHxl4C7VPHQqlIiIiIiKSEgqlqSg0NJTs2Z1Lsfy3pzSxUOrh4UGDBg3YvXt3ouVu3ryZ0qVLkyNHjrhtB88dpO7ourwX9B7t723P5NaTyeLh/jGcL7/8MqNHj070fkVERERERK6lUJqKQkNDueeee/Dx8eHIkSOAc5KikJCQJGfXzZ8/P2fOnCE6OjrB/Vu2bIl7dNday5jNY6j8Q2V2nNzBxFYTGd9qPP4+/ql/QzehePHiPPPMM+6uhoiIiIiIpBMKpano5MmTBAYGUqxYsbie0rCwMC5fvpxkz2GBAgUAOH36dLx9YWFh7N+/n8qVK3P2ylna/d6OrjO6UqVgFba8uIUO93W4PTcjIiIiIiKSBm64TqkkX2hoKDVq1ODSpUtxoTR2jdKkekpjQ2lsqL3Wtm3bsNbiWdqTisMrEnoplI8bfMxbtd66Ix7XFRERERERuRUKpakkJiaG06dPExAQQExMDHPmzAH+XaM0OT2lp06dirdvy5YtUBg+/OdDiuQowurnVlO1UNXbcAciIiIiIiJpT6E0lZw+fRqHw0FAQABeXl6EhIRw9erVuJ7SpEJp/vz5AdhwdAP71u+jsH9hCvkXonCOwgRtC8J0MgRmD2Rpt6UEZk+8x1VERERERCS9UShNJbHLwQQEBODv75x06OjRo3E9pcl5fHf1ydX88ecf1+8MAK9IL+Z3nq9AKiIiIiIiGY5CaSq5NpQ6HA7AuSzMqlWryJ49O7lz50703Ny5c5MlSxbKXyzPsT7HWLZ1GR26dwB/IBt0frAzZfOWTYvbEBERERERSVMKpank5MmTAHGP7wJMnz6dKVOm8H//938YYxI918PDg3z58nH65GkK5yiMzykf2A0//fQTxYoVo1atWmlyDyIiIiIiImlNS8LcQExMDL17946bTTcxsT2lBQoUoEiRIhhj+O6778iTJw99+/a94XUKFCgQF2xj1zht2bIljRo1Inv27Ld4FyIiIiIiIncmhdIb2LdvH7/88gs1atRg48aNiR4XGhqKt7c3uXLlwtvbm0KFCmGt5d133yVnzpw3vM61ofTw4cP4+fmRJ0+eVLsPERERERGRO5FC6Q2UL1+eFStW4O3tTZ06dZg7d26Cx4WGhlKgQIG4x3TLli1L8eLF6dmzZ7KuU6BAgbglYQ4fPkzx4sWTfORXREREREQkI1AoTYZ77rmHVatWcdddd9G8eXN+/vnneMeEhoYSEBAQ9/fRo0ezZMkSfHx8knWN/PnzX/f4brFixVKn8iIiIiIiIncwhdJkKlSoEEuWLKFhw4Z0796d/v37Y62N2//fUFq8eHGKFy+e7PILFCjAxYsXiYiIiOspFRERERERyegUSlPA39+fmTNn8vzzzzNo0CCeeeYZIiMjAefsu9eG0pSKXav0yJEjnDp1SqFUREREREQyBS0Jk0JeXl6MGDGCEiVK8O6773Ls2DGmTp16y6E0f/78AGzYsAFAj++KiIiIiEimoFB6E4wxvPPOOxQrVoznnnuO6tWrExUVFdfbeTNiz123bh2AekpFRERERCRT0OO7t6BLly7Mmzcvbo3S1Hh8d/369YB6SkVEREREJHNQKL1F9evXZ8WKFTzxxBM89NBDN11ObCjduHEjHh4eFC5cOLWqKCIiIiIicsfS47up4N5772X69Om3VIa/vz/e3t5cunSJokWL4ump/zUiIiIiIpLxqaf0DmGMiest1XhSERERERHJLBRK7yAKpSIiIiIiktkolN5BYpeF0SRHIiIiIiKSWSiU3kHUUyoiIiIiIpmNQukdJDaUqqdUREREREQyC4XSO4h6SkVEREREJLPRuiN3kMaNG7N+/XrKlCnj7qqIiIiIiIikCYXSO0ilSpWYMmWKu6shIiIiIiKSZvT4roiIiIiIiLiNQqmIiIiIiIi4jUKpiIiIiIiIuI1CqYiIiIiIiLiNQqmIiIiIiIi4jUKpiIiIiIiIuI1CqYiIiIiIiLiNQqmIiIiIiIi4jUKpiIiIiIiIuI1CqYiIiIiIiLiNQqmIiIiIiIi4jUKpiIiIiIiIuI1CqYiIiIiIiLiNQqmIiIiIiIi4jUKpiIiIiIiIuI1CqYiIiIiIiLiNQqmIiIiIiIi4jUKpiIiIiIiIuI1CqYiIiIiIiLiNQqmIiIiIiIi4jbHWursOGGNOAYfdXY9MIB9w2t2VkDuS2oYkh9qJJEXtQxKjtiHXUnvIvIpba/MntOOOCKWSNowx6621D7i7HnLnUduQ5FA7kaSofUhi1DbkWmoPkhA9visiIiIiIiJuo1AqIiIiIiIibqNQmrmMcHcF5I6ltiHJoXYiSVH7kMSobci11B4kHo0pFREREREREbdRT6mIiIiIiIi4jUKpiIjEMcYYd9dBRETSL72OyM1QKM1AjDGF3V0HuXMZY1oYY0q7ux4iIiKSoXnGfqOAKsmlUJoBGGMeNcZsAF50d13kzuNqH6uAX4CC7q6P3JmMMc2NMZOAt40xxd1dHxERSV+MMU2MMfOBz4wxLQGsJq+RZFIoTaeMk7cx5nvgM+BDa23/a/e7r3bibq72kd0YMwt41/W1Giju2q9/+xLHGPMo0B8Yg/MT7leNMU1d+9RWMjljzJPGmA/dXQ+5M6l9ZG7XvB/9DOfryHfAHqCNMaase2sn6YnebKRT1ikS8AOmW2unG2M8jDGVYve7t4biTq72EQ6Mt9bWs9YuBOYDT7j2O9xaQbnTPArMttbOA34E/IFnjTHZ1FYyL9dryvM4P/h82xjzsLvrJHcGVxDJovYh17wfnQfUtdbOBFYCUcA/bq2cpCsKpemMMeY1Y8wQY0w716YPgYddn1BtBAYZY0YYYxq7r5biLte0jzYA1tpfXds9gHPAUWOMjzvrKO53TTtp69q0EnjIGONrrT0JRABZgGfdVklxO9cHEvuAKkBPnK83IrFBJAbYj9pHpuR6HfnJ9cEE1toF1tpoY8zjwDSgHPBR7PtVPcEnN6JQmk64PpV8A2gHrAfeN8Y8Z609AEwHyrv2dQS2Ay2NMfncVV9JWwm0j4HGmK7GmPwQ9+byH6CptfaqG6sqbpRAO/nAGPMMsBs4AUwxxiwGcgAzAH89vpu5GGOeMsZUv2bTSmttmLX2JyCbMeY513FqF5nQf4MIsETtI/MxxnTF+X5zKtDFGNPPGFPGtfs00MRaWwNYjPOpmxJ6gk9uxPPGh8idwFprjTGPAO9aaxcbY8KBx40xba213xhjRrke18QYsxmoAVx2Y5UlDSXSPhoDMcA41zErjTHHjDEtXI/XSCaTQDu5BDTC+bvieaAiUMha+6cxphNQUo/vZg7GmALAb0BZYK0xppXr/320McbD9f0AnBOYTLPWnnNnfSXtXRNE3gf+z/Wh5xTggOsQtY/MowEw1Fo7zxhzGmgGdAI+sNauvea4XcApINoNdZR0Rp9kpQPXfOK4HngYwDX2axdQ1RhTLjaQujTE+SYzIk0rKm6RRPvYC9xjjCnvOi4Hzh6xKHfUU9wrkXYyF2c7qQaUsdZustb+6TquKrAmzSsqbuF6bHsG0AQIBl5w7TLWWocxxrjayy6ghzHGP3aYgGQacUEE6A344gwiQNzvE7WPDOya15FNOIMo1tr1OCdSLGSMeeg/p3TFOffJmbSqo6RfCqV3IGNMFtefBq6blGY/zsfp7nP9fQnOx+z8Xce3N8ZsxznDaj/1cGRMKWwfOYHsruMuAkWAgDStsLhFCtuJP//+HnncGLMW5++RqWlaaXGLa95ofgPsBP4CmhpjCroCqQf/vl/oC3yMc6xpYJpXVtJcEkFkFVD4P0FE7SODufZR7GteR1YAHsaYOq6/b8c5BKSQ65ynXe9HSwIvWWuvpGGVJZ1SKL2DGGMeMsaMAd41xuSJff7eGOPlOmQtzkcgGhljPK21O4HCwAOu/Ydx/uN/2vWpt2QgqdA+ANpba0enZb0lbd1CO6nm2r8PeNFa21qP4GVMiX1gYa2NstZG45z4ajfwWux+a22MMaY0MBznPAb3W2u/cUP1JQ2kIIgE828QKQN8j9pHumeMedAYE/fv/5rtse1iH7ADaGeMyWKtPYbzQ4iSrv1bgR7W2mestaFpWHVJxxRK7xDGmFI4f5kvxtlD8aFrBjOstVGuP/fjfPSuNPC269SrOMMo1tpV1tplaVx1SQO32D4OxZZjrdUj3RlYarQTa+0+a+3GtK25pIUkPrDIEhtQXU4DM4Fyxpgixph8rsf/TwOvWGtbWWtPpP0dyO10k0EkACjh2n8BtY90zxjzP+APnL8nHnNtywLXtYswYBngg3McsReQG+fvCKy1m621K9O46pLOKZTeOR4Edrl6sd4ENgPNjTEFAYwxg4wxvwAbgK+BB40xG4CzONeflIztVtrHX26psbiDfo9Igm7wgUWMaxIsH2OMj+vvS3EGkO0433wGWGsvWGv3uuse5Pa5xSByxnXcKWvtvjSuuqS+f3A+pv0Srg8uXcv/AGCM+QCYiPNDiP4428Ay19/HpHVlJeMwmqHZPYwxzXG+MVhvrV3tesMwDuhgrT1ijKkAPA2EAutwrgE2wNXLgTEmO+BprT3vlhuQ20rtQ5JD7USSyxjTHnjSWtveGJMHaA3cDwy01gYbYwbifPSuv7X2kDHmRWAgMArnbM2aIC0DM8Y8ARwBSgGvWWvr/mf/B0AFnCHkAs5xo+WBLUDPa0OLpC8JvI5kce3ywrne6Dxr7deuHvN7gP/D+XvigOt8DyCbtTbMDdWXDEQ9pWnMGFPQGDML6IPz06VRxpjG1tqDOCcNiJ2tbg/OT6lzANustR2ttftjH6Ox1obrjWTGo/YhyaF2IjdijGlujHnFGFPDtWktUNQYU8xaexbn+MALQHtjTG2gDM7lHA65jt8P1LLW9lUgzXgSaB+zcY4D/BO4FPsYrzHGwzUpWlngbWvtbmttMPAs0NBa+4ICafqUxOtIDOBwDff5HHjOGJPPNbY89nXkwDWvIw4FUkkNCqVp7wFgmbX2YWvth8BXQA/XvmXAfcaY6q5fCseBOtbaC+B8cbCaUTejU/uQ5FA7kQSlwgcWsY9sLojtUZeMQ0FErvHf15FhwIvgXNPadcxinMu9vArOcceuP41eRyS1KZSmAeOcGrueMcYHWIjz8bpYZ3CuEwjONQE3AV+4Hqu7BzhsjPGD6ycekIxD7UOSQ+1EkulWP7BQr1fGpiCSid3gdeQsznVmufbDB2AQ0NcYcwG439UONPZPUp2nuyuQURljDM7psScCDuAA0B143TV+x8v1SFRBnJ9WYq0NAb4yxhQHRuJ8xv9pa+1ld9yD3D5qH5IcaieSHMaYp3GOB1yF843m+mt2//cDixI4P7BozDUfWFhrLytwZEw3aB/XBRFXD6jDGDMI2OeaAKmvMWadgkj6dJOvIw7XeaVxjitfAfzPWrvNHfcgmYNC6W1gnFOlxxhj/IHj1trOrkeihgEjgFY4fzEANMT5STbGmALWub5oHyCrHo3JmNQ+JDnUTiQp+sBCkqIgInBLryN5rLVnjTEXcU6Ot9gN1ZdMRqE0Fbn+oX8IZDHGzME5VicGnNNpG2NeB04YY+paa5cYY7yBU8BeY8xgoJkxpp51LlivN5IZjNqHJIfaidyIPrCQpCiISCq9jjzi+n1x0k23IZmMxpSmEmNMXZxr/+XGOWvhh0AU8EjseAzXo1HvAx+4TvMFuuJ8nMYfeNT1RlIyGLUPSQ61E0mKMSaLMeYj4CNXWynHNW80gdeBWq43mjEJvNH82xiT21obrUCa8aRC+1jsCqYnFUjTr1R8HTmbphWXTE+hNPU4gM+ttS9Za3/CueB4SWAAMBziBo5PB04aY4rgXONrPNDGWvuatfaUW2ouaUHtQ5JD7UQSpA8sJCkKInINvY5IuqRQmno2AFPMv4sOrwCKWWtH43x84lXXC0IRnNOuH7PWrrXWPm2t3eyeKksaUvuQ5FA7kcTojaYkRe1DYul1RNIlhdJUYp0zF161/06n3xDnYzEA3YC7jTGzgUk4f2HETkQgmYDahySH2okkQW80JSlqHwLodUTSL010lMpcLwgWCABmujaHAf2Ae4F/rLXH4bo1wSSTUPuQ5FA7kf+y8WfIbQhsdX3fDejueqNZDudkNrHrSqp9ZAJqH/Jfeh2R9EahNPU5AG/gNFDRGDMM5zpxr1prl7uzYnJHUPuQ5FA7kQTpjaYkRe1DrqHXEUlXFEpTmbXWGmOqAJ1wjucYZa39xc3VkjuE2ockh9qJJEFvNCUpah8C6HVE0h+jD8pSn2sCgS7AF9baq+6uj9xZ1D4kOdROJDHGmBrASteX3mjKddQ+JJZeRyQ9USgVERFJR/RGU5Ki9iEi6ZFCqYiIiIiIiLiNloQRERERERERt1EoFREREREREbdRKBURERERERG3USgVERERERERt1EoFRERuU2MMe8bY95MYv+TxpgKaVknERGRO41CqYiIiPs8CSiUiohIpqYlYURERFKRMeYd4BngJHAU2ABcAHoA3sB+nOtIVgZmu/ZdAFq7ivgOyA9cBrpba3enYfVFRETSnEKpiIhIKjHGVAVGA9UBT2Aj8AMwylp7xnXMICDUWvuNMWY0MNta+7tr30LgRWvtPmNMdeBja239tL8TERGRtOPp7gqIiIhkIA8Df1hrLwMYY2a6tt/rCqO5gOzA/P+eaIzJDtQCfjPGxG72ud0VFhERcTeFUhERkdtvNPCktXaLMaYrUC+BYzyA89baymlXLREREffTREciIiKpZynwpDEmqzHGH2ju2u4PBBtjvIBO1xwf5tqHtfYi8I8xpg2AcaqUdlUXERFxD4VSERGRVGKt3Qj8CmwB5gLrXLv6A2uAFcC1ExdNBt4yxmwyxpTGGVifM8ZsAXYAT6RV3UVERNxFEx2JiIiIiIiI26inVERERERERNxGoVRERERERETcRqFURERERERE3EahVERERERERNxGoVRERERERETcRqFURERERERE3EahVERERERERNxGoVRERERERETc5v8Bmm8vG5f+FgoAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1152x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# chart = asset[\"close\"] #asset[[\"close\", \"SMA_10\", \"SMA_20\", \"SMA_50\", \"SMA_200\"]]\n",
"# chart = asset[[\"close\", \"SMA_10\", \"SMA_20\"]]\n",
"chart = asset[[\"close\", \"EMA_8\", \"EMA_21\", \"EMA_50\"]]\n",
"chart.plot(figsize=(16, 10), color=colors(\"BkGrOrRd\"), title=ptitle, grid=True)\n",
"entries.plot(figsize=(16, 10), color=colors(\"FcLi\")[1], marker=\"^\", markersize=12, alpha=0.8)\n",
"exits.plot(figsize=(16, 10), color=colors(\"FcLi\")[0], marker=\"v\", markersize=12, alpha=0.8, grid=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Active Returns and Cumulative Active Returns"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='date'>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1152x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"trendy.iloc[:,:2].plot(figsize=(16, 3), color=colors(\"BkBl\")[::-1])\n",
"trendy.TR_CUMLOGRET_1.plot(figsize=(16, 3), kind=\"area\", stacked=False, color=colors(\"SvGy\")[0], alpha=0.25, grid=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Total Return"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='date'>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1152x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"capital = 10000\n",
"\n",
"total_return = trendy.TR_CUMLOGRET_1.cumsum() * capital\n",
"positive_return = total_return[total_return > 0]\n",
"negative_return = total_return[total_return <= 0]\n",
"trdf = pd.DataFrame({\"tr+\": positive_return, \"tr-\": negative_return})\n",
"trdf.plot(figsize=(16, 5), color=colors(), kind=\"area\", stacked=False, alpha=0.25, grid=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Long and Short Trends"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='date'>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1152x61.2 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"long_trend = (trendy.iloc[:,2] > 0).astype(int)\n",
"short_trend = (1 - long_trend).astype(int)\n",
"\n",
"long_trend.plot(figsize=(16, 0.85), kind=\"area\", stacked=True, color=colors()[0], alpha=0.25)\n",
"short_trend.plot(figsize=(16, 0.85), kind=\"area\", stacked=True, color=colors()[1], alpha=0.25)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# AI Analysis"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Disclaimer\n",
"* All investments involve risk, and the past performance of a security, industry, sector, market, financial product, trading strategy, or individuals trading does not guarantee future results or returns. Investors are fully responsible for any investment decisions they make. Such decisions should be based solely on an evaluation of their financial circumstances, investment objectives, risk tolerance, and liquidity needs.\n",
"\n",
"* Any opinions, news, research, analyses, prices, or other information offered is provided as general market commentary, and does not constitute investment advice. I will not accept liability for any loss or damage, including without limitation any loss of profit, which may arise directly or indirectly from use of or reliance on such information."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}