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https://github.com/wassname/pandas-ta.git
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531 lines
268 KiB
Plaintext
531 lines
268 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Example use of pandas_ta\n",
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"* Simple imports"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"\n",
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"import pandas_ta as ta\n",
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"from alphaVantageAPI.alphavantage import AlphaVantage # pip install alphaVantage-api\n",
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"e = pd.DataFrame()"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Help on Indicators (post an [issue](https://github.com/twopirllc/pandas-ta/issues) if the indicator doc needs updating)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"pandas.ta - Technical Analysis Indicators\n",
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"Total Indicators: 72\n",
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"Abbreviations:\n",
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" accbands, ad, adosc, adx, ao, apo, aroon, atr, bbands, bop, cci, cmf, cmo, coppock, decreasing, dema, donchian, dpo, efi, ema, eom, fwma, hl2, hlc3, hma, ichimoku, increasing, kc, kst, kurtosis, linreg, log_return, macd, mad, massi, median, mfi, midpoint, midprice, mom, natr, nvi, obv, ohlc4, percent_return, ppo, pvol, pvt, pwma, quantile, rma, roc, rsi, skew, sma, stdev, stoch, t3, tema, trima, trix, true_range, tsi, uo, variance, vortex, vp, vwap, vwma, willr, wma, zscore\n",
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"Help on function accbands in module pandas_ta.volatility:\n",
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"\n",
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"accbands(high, low, close, length=None, c=None, drift=None, mamode=None, offset=None, **kwargs)\n",
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" Acceleration Bands (ACCBANDS)\n",
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" \n",
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" Acceleration Bands created by Price Headley plots upper and lower envelope\n",
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" bands around a simple moving average.\n",
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" \n",
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" Sources:\n",
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" https://www.tradingtechnologies.com/help/x-study/technical-indicator-definitions/acceleration-bands-abands/\n",
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" \n",
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" Calculation:\n",
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" Default Inputs:\n",
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" length=10, c=4\n",
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" EMA = Exponential Moving Average\n",
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" SMA = Simple Moving Average\n",
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" HL_RATIO = c * (high - low) / (high + low)\n",
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" LOW = low * (1 - HL_RATIO)\n",
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" HIGH = high * (1 + HL_RATIO)\n",
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" \n",
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" if 'ema':\n",
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" LOWER = EMA(LOW, length)\n",
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" MID = EMA(close, length)\n",
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" UPPER = EMA(HIGH, length)\n",
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" else:\n",
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" LOWER = SMA(LOW, length)\n",
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" MID = SMA(close, length)\n",
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" UPPER = SMA(HIGH, length)\n",
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" \n",
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" Args:\n",
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" high (pd.Series): Series of 'high's\n",
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" low (pd.Series): Series of 'low's\n",
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" close (pd.Series): Series of 'close's\n",
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" length (int): It's period. Default: 10\n",
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" c (int): Multiplier. Default: 4\n",
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" mamode (str): Two options: None or 'ema'. Default: 'ema'\n",
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" drift (int): The difference period. Default: 1\n",
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" offset (int): How many periods to offset the result. Default: 0\n",
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" \n",
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" Kwargs:\n",
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" fillna (value, optional): pd.DataFrame.fillna(value)\n",
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" fill_method (value, optional): Type of fill method\n",
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" \n",
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" Returns:\n",
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" pd.DataFrame: lower, mid, upper columns.\n",
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"\n"
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]
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}
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],
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"source": [
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"e.ta.indicators()\n",
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"help(ta.accbands)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Load Daily EUR.USD from [AlphaVantage](http://www.alphavantage.com) and clean it up a little"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Shape: (100, 14)\n"
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]
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},
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>open</th>\n",
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" <th>high</th>\n",
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" <th>low</th>\n",
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" <th>close</th>\n",
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" <th>-4</th>\n",
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" <th>-3</th>\n",
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" <th>-2</th>\n",
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" <th>-1</th>\n",
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" <th>0</th>\n",
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" <th>1</th>\n",
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" <th>2</th>\n",
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" <th>3</th>\n",
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" <th>4</th>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>date</th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>2018-12-05</th>\n",
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" <td>1.1340</td>\n",
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" <td>1.1361</td>\n",
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" <td>1.1310</td>\n",
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" <td>1.1347</td>\n",
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" <td>-4</td>\n",
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" <td>-3</td>\n",
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" <td>-2</td>\n",
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" <td>-1</td>\n",
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" <td>0</td>\n",
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" <td>1</td>\n",
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" <td>2</td>\n",
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" <td>3</td>\n",
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" <td>4</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2018-12-06</th>\n",
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" <td>1.1348</td>\n",
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" <td>1.1413</td>\n",
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" <td>1.1320</td>\n",
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" <td>1.1377</td>\n",
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" <td>-4</td>\n",
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" <td>-3</td>\n",
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" <td>-2</td>\n",
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" <td>-1</td>\n",
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" <td>0</td>\n",
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" <td>1</td>\n",
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" <td>2</td>\n",
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" <td>3</td>\n",
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" <td>4</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2018-12-07</th>\n",
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" <td>1.1377</td>\n",
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" <td>1.1424</td>\n",
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" <td>1.1359</td>\n",
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" <td>1.1389</td>\n",
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" <td>-4</td>\n",
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" <td>-3</td>\n",
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" <td>-2</td>\n",
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" <td>-1</td>\n",
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" <td>0</td>\n",
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" <td>1</td>\n",
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" <td>2</td>\n",
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" <td>3</td>\n",
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" <td>4</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2018-12-09</th>\n",
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" <td>1.1395</td>\n",
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" <td>1.1402</td>\n",
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" <td>1.1380</td>\n",
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" <td>1.1398</td>\n",
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" <td>-4</td>\n",
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" <td>-3</td>\n",
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" <td>-2</td>\n",
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" <td>-1</td>\n",
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" <td>0</td>\n",
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" <td>1</td>\n",
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" <td>2</td>\n",
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" <td>3</td>\n",
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" <td>4</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2018-12-10</th>\n",
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" <td>1.1398</td>\n",
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" <td>1.1443</td>\n",
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" <td>1.1348</td>\n",
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" <td>1.1350</td>\n",
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" <td>-4</td>\n",
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" <td>-3</td>\n",
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" <td>-2</td>\n",
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" <td>-1</td>\n",
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" <td>0</td>\n",
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" <td>1</td>\n",
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" <td>2</td>\n",
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" <td>3</td>\n",
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" <td>4</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" open high low close -4 -3 -2 -1 0 1 2 3 4\n",
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"date \n",
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"2018-12-05 1.1340 1.1361 1.1310 1.1347 -4 -3 -2 -1 0 1 2 3 4\n",
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"2018-12-06 1.1348 1.1413 1.1320 1.1377 -4 -3 -2 -1 0 1 2 3 4\n",
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"2018-12-07 1.1377 1.1424 1.1359 1.1389 -4 -3 -2 -1 0 1 2 3 4\n",
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"2018-12-09 1.1395 1.1402 1.1380 1.1398 -4 -3 -2 -1 0 1 2 3 4\n",
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"2018-12-10 1.1398 1.1443 1.1348 1.1350 -4 -3 -2 -1 0 1 2 3 4"
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]
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"AV = AlphaVantage(premium=False, clean=True, output_size='full')\n",
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"df = AV.fx(from_currency='USD', to_currency='EUR', function='FXD') # Daily\n",
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"# df['0'] = 0\n",
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"df.ta.constants(True, -4, 4)\n",
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"print(f\"Shape: {df.shape}\")\n",
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"df.set_index(['date'], inplace=True)\n",
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"df.head()"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Price Chart with Moving Averages"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<matplotlib.axes._subplots.AxesSubplot at 0x1108b3908>"
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]
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},
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"execution_count": 5,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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"image/png": 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//v1ZtGgR06dPL7Wd5s2bExsby8UXX8zWrVsZM2YMhw4dAmDcuHHcf//9dOzY0TUvVQIFWRHxOidOnODMmTPFhhZDfpCdP38+aWlpNGnSxEPViYiIyAVh00xIKTlQVlnTXtB3XpVvnzp1KjExMURGRrJo0SImTZrEtm3bis7v3buXjIwMXnvtNWbPnl1mkO3du3fR9926dSMrK4vTp0/j7+/PwIEDq1xjRWlosYh4HYfDAVBijyzAzp07a7wmERERkZqQlZVVbGjxxx9/XHRuxIgRrF27ltzcXGJiYrjhhhuK3RsTE8PUqVOJiopi165dHDlypEJtfvbZZ/Tp0wd/f3+XvktZ1CMrIl7H6XQC5wfZzp07A/krF19++eU1XpeIiIhcQKrRc1odZQ0t9vX1JTIykpiYGLKysmjfvn2x8wsXLmTx4sX4+PgwefJkPvnkE+6///4y29u2bRt//OMfa3z6loKsiHid0oJseHg49evX14JPIiIicsGaOnUqEydO5PHHHy92PC4ujvj4eEaNGgVAdnY2HTp0KDPIJiUlMXHiRN5//30iIiLcWfZ5NLRYRLxO4dDic+fI+vn50bFjRwVZERERuWBFRUXxyCOPMG3atGLHFy5cyOOPP86BAwc4cOAAhw8f5vDhwyQkJJT4nNTUVMaOHcucOXMYMmRITZRejIKsiHid0npkAW3BIyIiIl7t3Dmys2bNKnbeGMNDDz103gf+MTExTJw4sdixiRMnEhMTU2I7r7zyCnv27OHJJ58sauvo0aMA/OEPfyAsLIyTJ08SFhZ2Xu+vK5iz9xGq7fr162c3btzo6TJEpJZ77LHHePrpp8nJycHX1/e8c7NnzyYzM5OAgAAPVSgiIiLeaMeOHUWLS0r5Svr9MsZsstb2K+9e9ciKiNdxOBw0a9bsvBAL+T2yeXl5xMfHe6AyEREREXEFBVkR8TpOp7PEYcXwvy14NLxYREREpHwrV64sNlS5V69e5w1B9gStWiwiXqesIHvppZdijNFesiIiIiIVMGbMGMaMGePpMs6jHlkR8TpOp/O8BQwKNWzYkHbt2qlHVkRERKQOU5AVEa/jcDhK7ZEFrVwsIiIiUtcpyIqI1ylraDHkB9ldu3aRm5tbg1WJiIiIiKsoyIqIVzl58iRZWVnlBtlTp06VusG3iIiIiNRuCrIi4lWcTidAqXNkQSsXi4iIiPfy9fUttsLwnDlzABg6dCht27bFWlt07YQJEwgMDCx2/7x58wgICCAtLa3Mdg4cOECDBg2K2rnnnnuKzm3atInu3btzySWXMGPGjGJtuopWLRYRr1IYZMvrkYX8IDt27NgaqUtERESkJjRo0IDNmzeXeC44OJh169YRGRlJamoqycnJ512zcOFC+vfvz6JFi5g+fXqZbUVERJTY1r333subb77J5ZdfztVXX82KFSu46qqrqvZCpVCQFRGvUpEg26xZMy666CL1yIqIiIj7zJwJpQTKKuvVC+bNq/LtU6dOJSYmhsjISBYtWsSkSZPYtm1b0fm9e/eSkZHBa6+9xuzZs8sNsiVJTk4mPT2dgQMHAnDzzTfz+eefuzzIamixiHgVh8MBlD20GLRysYiIiHinrKysYkOLP/7446JzI0aMYO3ateTm5hITE8MNN9xQ7N6YmBimTp1KVFQUu3bt4siRI2W2tX//fnr37k10dDTfffcdAIcOHSIsLKzomrCwMA4dOuTCN8ynHlkR8SoV6ZGF/CD78ccfY63FGFMTpYmIiMiFpBo9p9VR1tBiX19fIiMjiYmJISsri/bt2xc7v3DhQhYvXoyPjw+TJ0/mk08+4f777y/xWaGhoSQmJhISEsKmTZuYMGFCsd5dd1OQFRGvUhhkmzVrVuZ1nTt3JiUlhaNHj9KyZcuaKE1ERETE46ZOncrEiRN5/PHHix2Pi4sjPj6eUaNGAZCdnU2HDh1KDbL+/v74+/sD0LdvXyIiIti9ezetW7cmKSmp6LqkpCRat27t8vfQ0GIR8SpOp5PGjRtTv379Mq/TysUiIiJyIYqKiuKRRx5h2rRpxY4vXLiQxx9/nAMHDnDgwAEOHz7M4cOHS92u8NixY+Tm5gKwb98+4uPjCQ8PJzQ0lMaNG7N+/Xqstbz//vuMHz/e5e+hICsiXsXhcJQ7rBgUZEVERMQ7nTtHdtasWcXOG2N46KGHzltPJCYmhokTJxY7NnHiRGJiYkpsZ+3atfTo0YNevXoxZcoUXn/99aIRca+99hp33HEHl1xyCRERES5f6Ak0tFhEvIzT6axQkA0LCyMwMFBBVkRERLxKYS/pudasWVPi8YyMDCC/V/Vczz//fKntTJ48mcmTJ5d4rl+/fmzdurWcSqtHPbIi4lUqGmSNMXTu3FlBVkRERKQOUpAVEa/icDjK3XqnkLbgERERESnbypUriw1V7tWr13lDkD1BQ4tFxKtUtEcW8oPsBx98QHp6Oo0bN3ZzZSIiIiJ1z5gxYxgzZoynyzhPuT2yxph3jDFHjTElDnI2xnQ2xvxojDltjHnonHMHjDFxxpjNxpiNZx1vZoxZZYyJL/i1afVfRUQudDk5OaSnp1cqyALs3LnTnWWJiIjIBcRa6+kS6oTq/j5VZGjxe8CVZZw/DswA5pZyfpi1tpe1tt9Zx2YBX1trOwJfF/wsIlIthXvIVnRocefOnQEFWREREXGNgIAAnE6nwmw5rLU4nU4CAgKq/IxyhxZba9caY9qXcf4ocNQYM7YS7Y4HhhZ8Px9YA/yxEveLiJynMMhWtEc2IiICPz8/zZMVERERlwgLCyMpKYljx455upRaLyAggLCwsCrf7+45shb40hhjgX9aa98oON7SWptc8P2vQEs31yEiF4DKBtl69erRsWNHBVkRERFxiXr16tGhQwdPl3FBcHeQjbTWHjLGXASsMsbstNauPfsCa60tCLolMsbcBdwF0LZtW/dWKyJ1WmWHFkP+PFl373MmIiIiIq7l1u13rLWHCn49CiwGBhScOmKMCQUo+PVoGc94w1rbz1rbr0WLFu4sV0TqOIfDAVS8Rxbyg+zevXvJzs52V1kiIiIi4mJuC7LGmEbGmKDC74HRQGG3xxLgloLvbwG+cFcdInLhqOzQYsgPsrm5ucTHx7urLBERERFxsXKHFhtjFpK/MFNzY0wS8FegHoC19nVjTCtgI9AYyDPGzAS6As2BxcaYwnY+stauKHjsHOBfxpjbgQTgele+lIhcmApXv2vYsGGF7+nRowcAGzdupFu3bu4qTURERERcqCKrFk8r5/yvQEnLTaUDPUu5xwmMqEiBIiIV5XA4KjU/FqBbt240a9aMb7/9lltuuaX8G0RERETE49w6R1ZEpCY5nc5KDSsG8PHxISoqim+//dZNVYmIiIiIqynIiojXqEqQBYiOjmbfvn0kJSW5oSoRERERcTUFWRHxGlUZWgwwdOhQAPXKioiIiNQRCrIi4jWq2iPbo0cPmjRpoiArIiIiUkcoyIqIV8jLyyMlJaVKQdbX15eoqCjWrFnj+sJERERExOUUZEXEK6SmppKXl1elIAv582Tj4+NJTk52cWUiIiIi4moKsiLiFRwOB0CV5shCfpAFzZMVERERqQsUZEXEKzidToAq98j27t2boKAgBVkRERGROkBBVkS8QnWDrJ+fH5GRkQqyIiIiInWAgqyIeIXqDi2G/OHFO3bs4OjRo64qS0RERETcQEFWRLxCdXtkQfNkRUREROoKBVkR8QpOpxM/Pz8aN25c5Wf07duXRo0aKciKiIiI1HIKsiLiFRwOByEhIRhjqvyMevXqMXjwYAVZERERkVpOQVZEvILT6azWsOJCQ4cOZevWrUVzbkVERESk9lGQFRGv4KogWzhP9rvvvqv2s0RERETEPRRkRcQruCrI9u/fnwYNGrBmzZrqFyUiIiIibqEgKyJeweFwVGvrnUL169dn0KBBmicrLvXoo4+yYsUKT5chIiLiNRRkRaTOs9a6rEcW8ocXb9myhZSUFJc8Ty5smZmZPPPMM7z44oueLkVERMRrKMiKSJ2XkZFBTk6Oy4Ls0KFDsdZqnqy4xPbt27HW8sMPP5Cbm+vpckRERLyCgqyI1HmFKwy7YmgxwIABA/D399fwYnGJLVu2AJCenl70vYiIiFSPgqyI1HlOpxPAZT2yAQEBDBw4UEFWXCIuLg4/Pz8A1q5d6+FqREREvIOCrIjUSgcPHqzwta4OspA/T/a///0vaWlpLnumXJji4uLo06cP7du313B1ERERF1GQFZFaZ+3atbRt25b//Oc/Fbre1UOLIT/I5uXl8f3337vsmXLhsdayZcsWunfvTlRUFN999x3WWk+XJSIiUucpyIpIrbNt2zYAvv766wpd744e2YEDB1KvXj0NL5ZqOXLkCA6Hg+7du3PFFVdw9OhRdu/e7emyRERE6jwFWRGpdQqHFa9bt65C1zudTowxNG3a1GU1NGzYkMsvv1xBVqolLi4OgB49ehAVFQWg4cUiIiIuoCArIrVOYmIikB9kKzIM0+l0EhwcjK+vr0vriI6OZtOmTZw4ccKlz5ULR2GQ7d69O5deeikXXXSRgqyIiIgLKMiKSK1T2CPrcDgqNAzT4XC4dH5soejoaHJzcyvcMyxyri1bttCqVSuaN2+OMYaoqCitXCwiIuICCrIiUuscPHiQPn36AFRosSWn0+nS+bGFBg8ejJ+fn4YXS5XFxcXRo0ePop+joqI4cOAASUlJHqxKRESk7lOQFZFaJS8vj6SkJEaNGkVISEiFekPdFWQbNWpEv379FGSlSs6cOcP27dvp3r170THNkxUREXENBVkRqVWOHDlCTk4Obdu2ZciQIRXqkXXX0GKAoUOH8vPPP5OZmemW54v32rNnD6dOnSoWZHv27ElQUJCGF4uIiFSTgqyI1CqF82PbtGlDZGQk8fHxHD16tMx73NUjC/nzZM+cOcOPP/7olueL9zp7xeJCvr6+DBkyRD2yIiIi1aQgK1KH5eXled2elIUrFhf2yELZ2/BkZWVx8uRJtwXZIUOG4Ovr65LhxZmZmfzyyy8VWolZ6r64uDh8fX3p0qVLseNRUVFs27ataP9jERERqTwFWZE67PXXX6dTp05MnDixKADWdWf3yPbt2xd/f/8yhxcXhgF3DS0OCgqiT58+rFmzptL3njhxghUrVvDII48wePBggoOD6dWrF8uXL3d9oVLrbNmyhY4dOxIQEFDs+BVXXAFUbCEzERERKZmCrEgd9tlnnxESEsLKlSvp2rUrc+fOJScnx9NlVcvBgwdp2LAhTZs2xd/fn/79+5fZI1sYZN3VIwv5w4s3bNjA8ePHOXnyZKlfDoeDpUuX8vDDDzNgwACaNm3KVVddxdy5cwGYOXMmAFu3bnVbrVJ7nLticaH+/fvj7++v4cUiIiLVoCArUkelpqaydu1a7rzzTrZv386wYcN4+OGH6du3b53e9zQxMZG2bdtijAEgMjKSTZs2cfLkyRKvr4kgO3ToULKzswkJCaFRo0alfrVo0YJx48bx0ksvERAQwCOPPMKqVatIPpbMh8s+ZNKMSTTu05j4vfFuq1Vqh4yMDPbt21dsoadC/v7+DBgwQEFWRESkGvw8XYCIVM2KFSs4c+YM48aNo3379ixZsoQvvviCGTNmEBkZye23387f/vY3twY8dzh48CBt2rQp+nnIkCHMmTOHn3/+mejo6POur4kgO2bMGF589UUcJxxk22xOc5rT9jRF/7OnySabHJNDQIsAfAJ9OHbqGP/K+BcvbXyJ9HXp/3vYtfB1wtduq1Vqh8Je95KCLOQPL54zZw4ZGRkEBgbWZGkiIiJeQUFWpI6KjY2lefPmXH755QAYY5gwYQIjR47kySef5IUXXuDzzz/n73//O7feeis+PnVjAEZiYiJjx44t+nnw4MFA/nzCkoKsw+EAqj5H9vSZ07y7+V0Oph0k9VQqKadSSD2VWuz7lKwUTueertDzmjia0OpUK1oGtqRXq160atSKVoH5P7cKbMU9/7yH/WH72X5sO11bdK1SzVL7lbRi8dmioqKYPXs269evZ+TIkTVZmoiIiFdQkBWpg86cOcPy5csZP348vr6+xc4FBgby97//nZtvvpkVIABnAAAgAElEQVR7772X22+/nY8++ogVK1bg51e7/5XPzs7myJEjxXpkmzVrRteuXUsdLl2dHllrLfcuu5d3N7+Lr/ElOCC46Ktpg6a0btyaYP/875v4N6Gxf2OC/IMIrB9IUP0ggvyDCKpf8HPB9/5+/mW2OaXBFF44/QJ3LLmD72/7Hh9TNz5gkMqJi4sjMDCQdu3alXh+0KBB+Pj48N133ynIioiIVEHt/lutiJRo3bp1pKSkMG7cuFKvueyyy/j222/585//zDPPPMPevXvp1KlTDVZZeYcOHcJaWyzIQv482Y8//pi8vLzzepadTieBgYHUr1+/0u29+vOrvLv5Xf4c9WeeHPZk0bxcd+oR0QPmwY8Nf+T1ja9zX//73N6m1LwtW7Zw2WWXlToSonHjxvTu3Zu1a9fWcGUiIiLeQV0BInXQkiVLqF+/PqNHjy7zOh8fn6K9WFNTU2uitGo5ew/Zs0VGRpKWlsa2bdvOu8fhcFRpWPGaA2uYuWIm4y4dxxPDnqiREAsQHh4Ov0CfJn2Y9dUsktKTaqRdqTnW2lJXLD5bVFQU69evJzs7u4YqExER8R4KsiJ1UGxsLMOGDavQIjFNmzYFICUlxd1lVdvZe8ierTCMl7TvptPprPSw4oTUBK775Do6hnRkwaQFNTq8NyIiAoAJfhM4k3eG+5bdh7W2xtoX90tOTub48eOlLvRUKCoqilOnTrFp06YaqkxERMR7KMiK1DG7du0iPj6+zGHFZ/OGINuhQwdCQ0NdEmRP5pxk4scTyc7N5vMbPqexf+PqFV1JoaGhBAQEkHYgjaeGPUXs7lg+3f5pjdYg7rVlyxag9BWLC0VFRQFoeLGIiEgVKMiK1DGxsbEAXhlkExMTCQkJoWHDhsWOG2MYMmRIiQs+VWZosbWWO5bcweZfN/PRpI/o1Lzm5wz7+PgQHh7O3r17+d3A39E3tC//b/n/IyWr9v/zkYopXLG4vCDbokULOnfu7JH9ZH/99VeysrJqvF0RERFXUZAVqWOWLFlCz549z5tHWprg4GCgbgTZc/eQPVtkZCQJCQkkJRWfU1qZHtm5P8xl4daFPD38acZeOrb8G9ykMMj6+fjx5rg3cZx08PCqhz1Wj7hWXFwcrVu3plmzZuVeGxUVxffff09ubq7b6rHWsn//ft577z2mT59OeHg4oaGh3HbbbW5rU0RExN0UZEXqEKfTybp16yrcGwsQEBBAQEBAnVjsqawgWzhP9uxe2TNnzpCWllahILtyz0pmfT2LKV2n8EjkI64puIoiIiLYt28f1lp6h/bmocEP8fZ/3+ab/d94tC5xjS1btpTbG1soKiqKtLQ0tm7d6rL2rbXEx8fz1ltvcdNNN9GuXTvCw8OZPn160QdhI0eO5LPPPuPo0aMua1dERKQmKciK1CHLly8nLy+vUkEW8ocX14Ue2cTExFJ7mnv16kWjRo2KzZM9fvw4UP4esnuO72HqZ1Pp1qIb745/t8ZWKC5NREQEmZmZRSHir9F/JaJpBHctvYusHA33rMtycnLYsWNHuSsWF7riiisAKjS8+Ndff+Xyyy+nQYMGZX4FBARw6aWXcuedd/Lll18ycOBAXnnlFeLi4jh27BiLFy/mxRdfJCcnhw8++KBa7ysiIuIp5e4ja4x5B7gGOGqtvayE852Bd4E+wKPW2rnnnPcFNgKHrLXXFBx7D4gG0gouu9Vau7ka7yFyQYiNjaVVq1b069evUvfVhSB74sQJUlNTS+2R9fPzY+DAgcV6ZB0OB0CZc2RPnD7BhJgJ+BgfPp/6OYH1y1/p2d0KVy7eu3cvLVu2pEG9Brwx7g1GvD+CJ799kmdGPuPhCqWq4uPjyc7OrnCPbLt27WjTpg3fffcd999/f6nXHT58mOHDh5OUlMR9992Hn1/Z//kODw8nOjqaTp06lfjBTdeuXRk4cCBvv/02Dz74oMc/3BEREamscoMs8B7wCvB+KeePAzOACaWc/x2wAzh3adCHrbVaqlOkgrKzs1mxYgXXX389Pj6VG0xRF4JsaSsWn23IkCE8/fTTnDhxgqCgIJxOJ1B6j2yezeOWz29hh2MHK3+zkvCm4a4vvArCw/Pr2Lt3L4MHDwZgeIfhTO81nWd/eJapl02lZ6uenixRqqiiKxafLSoqitWrV2OtLTFQJiUlMXz4cJKTk1mxYgWRkZEuqfWOO+7gjjvuYP369QwaNMglzxQREakp5f5t2Fq7lvywWtr5o9ban4Gcc88ZY8KAscBb1SlSRPK36EhPT6/0sGKoW0G2rEWsIiMjycvLY/369QDlBtmVe1ayeOdi/j7y74wMH+niiquuQ4cOGGPYt29fseNzR88lpGEId8TeQW6e+xb/EfeJi4vD19eXzp07V/ieK664gl9//ZW9e/eedy4hIYHo6GiOHDnCl19+6bIQC3D99dfTqFEj3n77bZc9U0REpKa4e47sPOAPQF4J52YbY7YYY14wxvi7uQ6ROi82NpaAgABGjqx8IGvatGmtX+ypIj2yAwcOxMfHp2iebHlDi5fsWkJg/UDuH1D6kE1P8Pf3Jyws7Lzg0qxBM16+6mU2Ht7IC+tf8FB1Uh1xcXF07twZf/+K/2etcD/Zc+fJ7t+/n+joaJxOJ6tWrXJ5r2lQUBA33HADMTExnDhxwqXPFhERcTe3BVljTOG82k0lnH4E6Az0B5oBfyzjOXcZYzYaYzYeO3bMPcWK1HLWWmJjYxkxYsR5e6xWRHBwcK3vkU1MTMTHx4eLL7641GuCgoLo2bNn0TzZsnpkrbUsjV/KqPBR+PvVvs/KIiIiSuyBu67rdYzvNJ6/fPMXdjt3e6AyqY7KrFhcqEuXLoSEhLB27dqiY3v37iU6Opr09HS+/vprBgwY4OpSgfzhxZmZmfzrX/9yy/NFRETcxZ09skOAa40xB4AYYLgxZgGAtTbZ5jtN/kJRpf4X2lr7hrW2n7W2X4sWLdxYrtS0tLQ0du/WX9QrYvv27ezfv79Kw4ohv0c2LS3NrXtVVtfBgwcJDQ2lXr16ZV43ZMgQ1q9fT05ODk6nE39//xLDfdzROJLSk7jm0mvcVXK1FO4ley5jDP8Y+w8C/AK4fcnt5NmSBrRIbZSenk5CQkKlg6wxhqioqKIe2fj4eKKjozl58iSrV6+mb9++7igXyB/l0KVLFw0vFhGROsdtQdZa+4i1Nsxa2x6YCqy21v4GwBgTWvCrIX+RKNdtoCd1xlNPPeXS+V7ebMmSJQBcc03VQlnTpk2B/A8Paquy9pA9W2RkJJmZmfzyyy84HA5CQkJKXCBn6e6lAFzd8WqX1+oKERERHDlyhMzMzPPOhQaFMm/MPL5P/J5XNrzigeqkKgr3gq3o1jtni4qKYu/evXzzzTdER0dz+vRpVq9eTa9evVxdZjHGGG6//XZ+/PFHtm/f7ta2REREXKncIGuMWQj8CHQyxiQZY243xtxjjLmn4HwrY0wS8CDw54Jrzl2h+FwfGmPigDigOfB09V5D6qJdu3Zx7Ngxzc2qgNjYWPr27Uvr1q2rdH9hkK3Nw4vL2kP2bEOGDAFg3bp1OJ3OUufHLt29lH4X96NVYCuX1ukqhVvwnLvgU6Gbe97MVZdcxSNfP8Le4+f33ErtU5UViwsVzpMdPXo0ubm5rFmzpkqBuCpuuukm/Pz81CsrIiJ1SkVWLZ5mrQ211tYr6GF921r7urX29YLzvxYcb2ytDS74Pv2cZ6wp3EO24Ofh1tru1trLrLW/sdZmuP7VpLZLSEgAIDk52cOV1G5Hjx5l/fr1VR5WDLU/yFprK9wjGxYWRrt27fj+++9xOp0lzo91nHSwPmk913SsncOKofhesiUxxvDGuDfw8/Hjztg7NcS4DoiLi6Nx48YV+kDmXL1796ZJkyY0b96cNWvW0K1bNzdUWLKLLrqI8ePH8/7775OdnV1j7YqIiFSHu1ctFilVYZA9fPiwhyup3f79739jra1WkA0ODgaotSsXO51OTp06VaEgC/nDi9etW1c0tPhcy+OXY7G1dn4sFN9LtjRhjcOYO2ou3xz4hjc2vVFTpUkVxcXF0b179xKHupfHz8+PtWvXsmnTJrp06eKG6sp2++2343A4iI2NrfG2RUREqkJBVjwiLS2N9PT8jnv1yJYtNjaW1q1b07t37yo/o7b3yCYmJgJl7yF7tiFDhpCcnMyePXtKHFq8NH4prQJb0Tu06r9n7tasWTOCg4NLHVpc6I4+dzAyfCQPr3qYhNSEGqpOKstaW6UVi8/Wo0ePMlftdqfRo0cTFhbGW29p23cREakbFGTFIwp7Y0E9smU5deoUK1eu5JprrqlSL0+h2h5kK7KH7NkKFwnLzc09r0c2JzeHlXtWMrbjWHxM7f6/uNK24DmbMYY3x72JtZY7Y+/EWltD1UllJCUlkZaWVq0g60m+vr5Mnz6dlStXFv37KCIiUpvV7r/lide60IPsli1buOuuu1i2bBk5OTmlXrdmzRoyMzO59tprq9WetwXZbt260aRJE+D8PWTXHVxH2um0Wj2suFBFgixA++D2/G3k31i1bxXvbn63BiqTyoqLiwOqtmJxbTF9+nSstbz33nueLkVERKRcCrLiEYVDSYOCgi64IJuTk8ONN97Im2++yTXXXENYWBgPPvggmzdvPq+3LTY2loYNGzJ8+PBqtdmwYUPq1atXa4NsYmIi/v7+VHSvaB8fHwYPHgxw3tDipbuXUt+3PiPDR7q8TlcLDw/nwIEDnDlzptxr7+1/L9Htonlw5YMcSj9UA9VJZRQG2csuu8zDlZQvz+YRuyuWD375gI2HN5KRnb/eYocOHRgxYgTvvPMOeXlaXExERGo3BVnxiISEBPz9/enRo8cFN0f2+eefZ+vWrXz66ad8/vnnDBkyhFdeeYXevXvTs2dP5s6dS3JyMtZaYmNjGTVqFAEBAdVq0xhDcHBwrV3s6eDBg4SFheHjU/H/SyrchufcHtll8csY2n4ogfUDXVqjO0RERHDmzBmSkpLKvdbH+PDWtW+RnZvN3Uvv1hDjWmbLli20adOmaGG12shay4o9K+j3Rj+ujbmWmz+/mf5v9ifomSDazWvHlQuupP64+hwIOcCLi1/EcdLh6ZJFRERKpSArHpGQkECbNm0ICwu7oHpk9+3bxxNPPMGkSZOYPHky48ePZ9GiRSQnJ/Pqq6/SsGFDHn74YcLCwoiOjubgwYPVWq34bE2bNq3VPbIVHVZcaNy4cYSEhNC1a9eiY3uO72GnY2et3nbnbOVtwXOuS5pdwuzhs1kWv4wFWxa4szSppLi4uFo9rPjHgz8ybP4wrvrwKlJOpfD+hPfZdt82Pr3uU54a9hSRbSM5mnmUNRlrYBw8uPVBWjzbgkkfT+LUmVOeLl9EROQ8CrLiEYmJibRr147Q0FAOHz58QfQuWWu577778PPz46WXXip2LiQkhPvuu4/169ezc+dOHnnkERISEmjYsCHXXOOaUFabg+zBgwcrvfdmjx49cDgctG/fvujYst3LABh76VhXluc2lQ2yADMun8GgsEH8bsXvSD5xYY1mqK2ys7PZuXNnrVzoadvRbUyImcDgdwazw7GDl696mV337+KmnjfRtUVXJnedzJ+v+DMfTvqQ/9z9HzL+lMEtKbfgF+PHzL4zWbxzMeNjxnMy56SnX0VERKQYBVnxiISEBNq1a8fFF19MZmYmJ06c8HRJbhcTE8PKlSuZPXs2rVu3LvW6Tp068fTTT7N//34OHz5My5YtXdJ+bQ2yZ86c4fDhw5XukS3JsvhldGnehfCm4S6ozP1at25NvXr1KhVkfX18eWf8O2SdyeK2JbeRZzWX0dN27dpFTk5OrQqyB1IPcMvnt9D9H9355sA3PD3safbO2Mv9A+6nvm/9Uu/zMT48MP0Bzuw8Q4d9HXjn2ndYtXcVYz8aWzSXVkREpDZQkJUad/r0aZKTk2nbtm3RnonePk82JSWFmTNn0r9/f+67774K3ePj41O0Mq8r1NYgm5ycTG5ubqV7ZM914vQJ1hxYUydWKy7k6+tLhw4dyt1L9lydm3fmudHPsWLPCl7+6WU3VScVVZtWLE47lcYDKx7g0pcv5eOtH/P7Qb9n34x9PHrFoxWeN96zZ0/69evH22+/za29bmXBpAV8l/AdVy64kvTT6W5+AxERkYpRkJUaV7iwTeHQYvD+LXhmzZqF0+nkjTfewNfX1yM1NG3atFYu9lTZrXdKs2rfKnLychjbsW4MKy5U0S14znVvv3sZd+k4/vDVH9hyZIsbKpOKiouLo169enTq1MljNVhridkaQ+dXO/PiTy9yc8+b2TNjD8+OfpaQhiHlP+Act99+O1u2bGHTpk38X/f/I2ZKDD8d+olRH4wiJav2fSAmIiIXHgVZqXGFe8gWDi0G7w6y33//PW+88QYzZ86kV69eHqujcNXi2jYf2VVBdtnuZQQHBDO4zWBXlFVjwsPD2bt3b6X/uRhjePvat2nWoBnTPptGVk6WmyqU8mzZsoXOnTtTr149j7S/27mb0QtGM+2zabQOas1Pd/zEW9e+RVjjsCo/c9q0aTRo0IB3383ft3hK1yksun4Rm3/dzIj3R2hFYxER8TgFWalxhUH27KHF3hpks7Ozufvuu2nbti1PPPGER2tp2rQpubm5tW4+cuGewtUZWpxn81gWv4wrL7mSer6eCRNVFRERQXp6Ok6ns9L3tmjUgvkT5rP92HYe+vIhN1Qn5Tl27BgbN270yLDirJwsHvvmMbr/ozsbDm3glate4ac7fqJ/6/7VfnaTJk0YPXo0y5cvLzo2rtM4vpj6BTscOxg+fzhHMo5Uux0REZGqUpCVGpeYmIgxhjZt2hAUFESjRo28do7ss88+y/bt23n11Vdp1KiRR2tp2rQpQK2bJ3vw4EEaN25M48aNq/yMTYc3cSTzSO0eVnx8E/x0FywKhdVjYPerkJlYtHJxZefJFhodMZoHBj7AaxtfI3ZXrCsrlnLs2rWLQYMGkZ6ezu23316jbS+PX85l/7iMp9Y+xXVdr2PX/bv47YDf4uvjuqkLI0aMYP/+/cX+bF55yZUsnbaUvSl7GTp/KIdPeOeHkCIiUvspyEqNS0hIIDQ0lPr162OMKdqCx9vs2bOHp556iilTprhsC53qqM1BtrrDipfuXoqP8eHKS650UVUukpMBe96EFf3yvw4sgBZDIPMAbLwfvmjHqDN/5PHJcHzPKqjisO9nRjxDz5Y9uW3JbdqSp4Z8++23RSH2m2++YdiwYTXSblJ6ElP+NYWrP7qaej71+Prmr1kwaQGtAlu5vK2RI0cC8PXXXxc7PiJ8BCtuXEFSehLR70VzMO2gy9sWEREpj4Ks1LiEhIRiw0gvvvhirwuy1lruvfde/P39efHFFz1ey7HMY7U2yCYmJlZ7xeJl8csYFDaI5g2bu6iqakrZDBvuhcUXw4a7IC8b+r0CE5Mh6lMYtwuu2Qm9n6V+oxD+PAGu5M/weRhsuAcO/RvycircnL+fPx9N/oiM7Axu/eJWbcnjZh988AGjRo2iZcuW/PTTTwwcOLBG2l26eymXvXYZy+KXMXv4bH655xeGdxjutvY6d+5MaGjoeUEWIKpdFKtuWsWxzGNM+WSK/syJiEiNU5CVGpeYmEi7du2Kfr744ou9bmjxhx9+yFdffcUzzzxTNA/YE/JsHrctuY3Wz7cmxTc/wNa2lYur2yN7+MRhNiVv8vyw4jMnYe87sPJyWN4b9r8HbSbCqHVw1S9w6W+h/lnbKTXuBF0ewnfM9/R8vCVvbo2E5oPye22/HQuft4VfHoWM/RVqvmuLrrww5gW+3PslL6737Icn3spay1//+lduvvlmoqKi+OGHH+jQoYPb282zefz1m78ybuE4wpuGs/Xerfwp6k/4+/m7tV1jDCNGjGD16tXk5Z0fVAeGDeTlq15mw6ENLNiywK21iIiInEtBVmpUXl7eeT1whT2ytW013apyOp088MADXH755dx9990eq8Nay8wVM3lv83vk5OWw/Ej+oi21qUc2KyuLY8eOVSvI/jv+3wCe2z/2xB74z+/ze1N/uh1yTkCfeTDhEAyaDy0GgzFlPqJpaEcWrPPJ762d7IQrlkBIf9g+B5aE58+pTfys3F7au/vezfhO45n19Sw2/7rZlW95wTt9+jQ33XQTTz75JLfeeivLly8vGuXgTsezjnPNR9fw5NonubXXray7bR0RzSLc3m6hESNGcOzYMbZu3Vri+Rt73MiA1gOY9dUsMrIzaqwuERERBVmpUUeOHCE7O7tYj2xoaCgnT54kPT3dg5W5zvz583E4HPzzn//02J6xAI998xgvb3iZBwY+wKQuk1i8fzH41q4gW7incHWGFi+LX0bbJm257KLLXFVW+fJy4dBS+OYqiO0Iu16CViNhxBoYuw06/w78m1X4ccX2kvX1h7BxEL0ExidA9ycgfQd8PwU+bwOb/wQZJS8MZYzhrWvfIqRBCP/32f9xMuekC15WnE4no0aN4sMPP2T27Nm888471K9f3+3t/vLrL/R7ox9f7fuKf4z9B+9c+w4N6jVwe7tnGzFiBABfffVVied9jA8vXvkiyRnJzPl+Tk2WJiIiFzgFWalRhVutnDu0GLxnC579+/fTpEkTevbs6bEa5v4wl6e/e5o7et/Bc6Of484+d+LMcmI6m1oVZKu7h+ypM6dYtXcVYzuOxZTT6+kSp52w/e8Qewl8Ow5Sf4HL/pofOCP/BS2jy+19LUl4eDiHDh0iK+ucvWAbhkH3x+Da/RC9DEIuhx1/gyURsHp0fpg+Z25i84bNmT9hPjscO7QljwvEx8czaNAgNmzYwMKFC/nTn/5UI3/WFmxZwKC3B3E69zTf3vot9/S7p2b+jJ+jTZs2XHrppSXOky00MGwgv+nxG+b+MJf9KRUbCi8iIlJdCrJSo87eQ7ZQYZD1lnmySUlJhIWFeaz9Nza9wcOrHuaGbjfw+jWvY4xhVPgo2jRug98Av1oVZKu7h+y3B74lMyfT/cOKU7bA+umwuDVs/iM0agdDPs4PsD0eh4bVmwdduAXP/v2lhAAfX2h9NUR/AeMTofuT+b20346DZd1gz1uQe6ro8lERo/j9oN/zj43/YOWeldWq7UJ28uRJoqOjOX78OF9//TVTp051e5vZudnMWD6DmxbfxIDWA/jPXf9hUJtBbm+3LCNGjGDt2rXk5JQ+tH3OiDn4+vjyh6/+UIOViYjIhUxBVmpUYZD15h7ZpKSkam8nU1UL4xZyz9J7uLrj1bw/8f2iPSV9fXy5rfdt5LTN4VDGIY/UVpLCHtmqBv9l8cto4NeAYe3dsPWJtXDkm/zhw8t7QuInEHEbXB0HI9dAu+vBp55LmqrUXrINW0P3v8C1+2DwR+DbADbcCV+0g7in4JQDgNnDZ9OxWUd+/+XvOZN3xiV1Xmjmz59PcnIyn376KUOGDHF7e8knkhk+fzgvb3iZBwc+yKqbVtEysKXb2y3PiBEjyMjIYMOGDaVe07pxa2YNmcWn2z/l2wPf1mB1IiJyoVKQlRqVmJhIkyZNaNLkf6u3hoaGAt4VZD3RI7t091Ju/vxmrmh3BZ9e9yn1fYvP4ZveazoA2+pvq/HaSnPw4EEuuugi/P0rv/qqtZalu5cyInyEa+cN5p2BhH/Byv7w9XBI+Q/0nJ3fE9r/NQh2/VzcwiBbNE+2InzqQftpcOUmGLEamvWDuMfgi7bw8334n0zkmRHPsO3YNuZvnu/ymr1dbm4uzz//PP379yc6Otrt7a3au4re/+zNf3/9LzGTY3huzHPU83XNByXVNWzYMIwxpc6TLfTQ4Ido26Qtv1vxO3LzcmuoOhERuVApyEqNOncPWYCgoCACAwO9IshmZ2dz5MiRGg+y3+z/hin/mkLvVr1ZMm1JicGuXXA7QlJDSAxJrDV/yazqHrLWWj6M+5D9qfu5pqOLhhWfOQm7X4WlnWDdDZCTDgP+mT98uNufKrV4U2U1b96cwMDAygXZQsZAy2EwdBlcvRXaTYO9b8PSTkxyLGBKm548tuYxMrMzXV+4F4uNjWXPnj089NBDbp2bmpObwx9X/ZHRC0YT0jCEn+74iRsuu8Ft7ZXqTCakxkHSF7Djefj5fvjmalg3jWbHPuTGqzqx5ptVZT6iQb0GPDvqWX458gvv/PedGipcREQuVH6eLkAuLAkJCcWGFRfylr1kC7cRqskg+1PST1wbcy2XNLuE5Tcup7F/41KvvTTjUn5s+iOr9q3iykuurLEaS3Pw4EE6depUqXt+PvQzD375IN8nfk+Plj24rtt11Ssi9zRs/xvsfil/MaeQy6H3XGh9bf7c1BpgjCm+cnFVBXeDgW/n9yDvfgWz+xViGmZzZ1oWL/z4PH+O/otrCr4AzJ07l/bt2zNp0iS3tbEvZR/TPpvGhkMbuKvPXbxw5Qs0rNfQbe0VOe2E/Qvg+CbI2Ju/CvapX4tfU68xBIZD6hZIiOGDG+HkachdOQTfllH5ex43HwQBFxW77bqu1/FK21d4dPWjXN/tepoENEFERMQd1CMrNSoxMbHUIOsNPbKF28nUVJDd6djJVR9exUWNLmLVTasIaRhS5vVdfbtisgxv/eetGqmvLNZaEhMTKzyfODEtkd8s+g0D3hrAbudu3rjmDTbdtYlmDarRU5qTDmuugri/QsggGLkWRv8IbSbWWIgtFBERUbE5shXRoBX0fBrGbsW3xUDeaQmX7X6CYym7XPN8L/fjjz+ybt06HnjgAfz83PN5b8zWGHr/sze7HLv415R/8c9x/3RviLUWjv0AP9ycv2jZf2bC0TXgUx8uvjr/w4/BC2HMBpjsgCmpcNV/YWISjE/kl6BHeGM1nEh1ws7nYe0EWNQyfwXtXx7N79El/0OZeVfOw3HSwVNrn3Lf+4iIyAVPPbJSY9LT00lNTS1xKGloaHlwM/EAACAASURBVCg//fSTB6pyrcIgWxOLPeXm5XLL57fg6+PLVzd9RWhQaLn3NG/aHPOL4YtGX3Ak44hHF5JJS0sjIyOj3KHFJ06fYM73c3h+/fMA/CnyT8yKnEWQf1D1Csg6kh9iU+Ng0AfQ4TfVe141RUREsGzZMvLy8vDxcdFnjA3DYNgqjm2axdjdc8lY0ReGLYFWw13zfC/13HPPERwczG233ebyZ2dmZzJj+Qze2fwOg8IG8dHkj2gf3N7l7RTJSc/vfd3zev6fdb8giLgdLrkbmvao2DMataHjiD8zYMpzHGo1jmefeTJ/7rjjRziyBrb9f7D/A+g7D8Im0ie0D9N7/f/snXd8Tfcbx983uVlkWpkIQcRI7BAzA7FVrdpqVKuo3VLVn1KllNJapXa1Zo1SIyIJIjYxIkZ2IkQQROY9vz+Oa5TInYnEeb9eeWnvPef7fQ7Jzfmc53k+z2AWhS3ik/qfULV0Vf1dn4SEhITEe4uUkZUoMN40Q1aJMiMrCEJBh6VTCjIj+3PYz5xMOMnidoupZFNJpXOsra1RnFaQo8hh3YV1eo7w7eQ3QzZHkcOKMyuosrgK3x/9ng/dPuTa59eY5TtLexH7+BYcbApp16DlrkIXsSDOks3MzCQhQceu0gaGlG34I/MsunMn8wnCYT84Nxlys3S7TzHh5s2bbN++nREjRmBubq7TtS/cvkCD3xqw+vxqpjSbQtCgIP2J2NRzEDYcdjjA6ZEgM4JGK+CDRGj4q+oi9hklSpTAy8tLNHySm0HZpuA2AVrtAb8QMLaBkA/hSHt4dINZvrMwlZsy/sB4/VyfhISERBHl3Llz5Oa+G14lRR1JyEoUGG8avaPEwcGBjIwMHj58WNBh6ZS4uDgsLCywtMy7T1UX3Ey9ydeHv6ZTtU70qqm6MYyNjQ2kQEPbhqw8t7JQHxy8TcjGp8VTb3k9PtnzCdVKVyNsaBgbum2ggpVm82Zf4f4FONAUsu6DbwA4tNN+TR2gkXOxGnzs8wstbpfkoKwiXJ0LB5qIQl7iFRYsWIBcLmfUqFE6XXfl2ZV4rvTkYcZDDvY/yCzfWbp3Jc7NFDOj+z3h33oQvQEq9oa2p6DdGagyDIw0F+e+vr6cP3+elJSUV98o10x0z663AO4eg39qYXdrKd82m8zuyN0cuHlAywuTkJCQKB7cvHmTevXq8eeffxZ2KMUCSchKFBhKIZtXaTEU/RE8BTF6RxAEhu0ehpGhEUs6LFHLUdXGxgaAzk6dibwXydHYo/oKM1+UGfo3fT98E/gNkfci2dJjC8GDgmnk2Eg3myYHwaEWYCCH1kehTGPdrKsD1JolqwG25rZ83mQybSOjiXCbDekxsK8u3Fgh9k9KcO/ePVavXk3fvn2fz7fWBVH3oxixZwTNKjTjwogL+Fb21dnaADyJE/tU/y4PoQPEcuL6i8Tsq+dKKN1AJ9v4+opxBwYGvv6mgRyqfwEdI6B8N7g0g7GpKxlSzo6x+8dKs4wlJCQkgMjISABOnz5dyJEUDyQhK1FgxMbGYmxsjJ2d3WvvKW8aJSGbP6vOrSIwOpAfW/+Ik6V6eymFbCPzRliaWLLyXOGZPsXFxSGXy1/7foi8F8m6C+v4tMGndK/RXXejT+J2QGBbMHOE1sfByk036+qIChUqYGhoqLeMLMC4JuOwN7dnyLndCP4XxPLQk5/AYT948O7MFy4sli1bRnp6OuPH67Ycdn7ofAxkBqztupayJcvqZlFBEPtTQz6EXZXgyg9Q1gt8DkKHK+A6CoytdbPXMxo2bIiFhQUBAQF5H1TCAZr+AT4ByAxNWWl1m1nyK2wM/V6nsUhISEgURZRJnQsXLhRyJMUDSchKFBgxMTGUL1/+jUY2kpBVjYS0BMYfGI+3szfD6g1T+3ylkM18lEmfWn3YcnkLDzIe6DpMlYiLi8PBwQFDw1fdgf8X9D9M5CZ82exL3W12YyUc7Q42daF1CJTUvxmXusjlcipWrKhXIVvSuCQzvGdwPO44O2LDwHs/NFwC98/BPg84Mw6yinZ5v6ZkZGSwePFi/P39qVWrls7WTX6czKpzqxjgMQBHS0ftF8x+DNeXwd7aEOAtilm3CdDpJrT4G+z8xNnCekAul9OqVSuxTzY/7Hyg3QUEj9m0LWlAx1vfkpn49jm0EhISEsUdpZC9ePFikfeFeReQhKxEgRETE5OnQ62ytLgoz5LNzs4mKSlJb47FgiDw2d7PyM7NZkWnFRplKq2txQzN/fv3GVpvKE9znrIpfJOuQ1WJ2NjY174fLt+5zKbwTYxqNEo3jsqCIDqqnhwGdm3B9xCYvH1EUWGik1my+TCoziBqlK3Bl4e+JFuRC1U/hY6RopPttYWwxxVurQVBodc43jU2btxIcnIyEyZM0Om6i8IWkZmTyUSvidot9DT5RfnwqU/FsTmev0PXeKjzA5g76yTe/PD19eXmzZvPb8beiqExsppfEl5vHXdzBeRH2sHN1foPUkJCQuIdRfnZee/evSJ9z/uuIAlZiQIjrxmyAObm5lhYWBTpjOzt27cRBEFvGdnNlzez69ouvvP+jiqlqmi0hjIje//+ferZ16OOXZ1CKy+Oi4t7TfR/G/Qt5sbm2t/0K4neKN78O/eDljtBXlI36+oJnc6SzQO5gZw5fnO4nnqd387+Jr5oWgYaLQf/U1CyEpwYJBpipZ7RayzvCgqFgvnz5+Ph4YGPj+5GE6VlpvHrqV/p5tYN1zKumi3y6Cac/BR2VoTLs8VMZ+tjormSy2DRQbgAUfbJvrW8+D80rN6HsUJjjmXKIexjODcJFJJjp4SExPtHTEwMJUqIM8Ol8mLtkYSsRIGQlZVFYmJinkIWXozgKaooXXj1IWRT0lMYtW8UDR0aMqbxGI3XeTkjK5PJGFp3KGeTznI26ayuQlUJhUJBXFzcKxnZ87fPs/XKVsY2HkvpEjrImmbdh7PjoLQnNFkLBjp2iNUDLi4upKam8uCBfsu9O1TtQCvnVnx75FseZT568Uap+tDmGDReDU9uwb8N4eQIyLyn13gKm3///ZerV68yYcIE3fVkA8tPL+dh5kPNyuRTz8LRXrCnGtz6HSr1h45Xofk2sRdWT+XD+VGzZk1sbW3VErIymYwvmn+Lb2wmV6xbwtUfIaSbWCYtISEh8R4RExND69atAbG8WEI7JCErUSDEx8cjCEKepcUgCtmiXGahzxmyY/eP5X7GfVZ1XoXcQK7xOoaGhlhaWnL//n0A+tTug6nclFVnV+kqVJW4c+cO2dnZr2Rkvwn8BmtTa8Y2GaubTc5Pgax70GgZyIrGR13lypUB/Y3gUSKTyZjrN5e76XeZe2zuf940gMqDxHJj1y/g5krYXRWuzBHdcIsh8+bNw9HRkV69VB9llR8ZORn8dOIn/Cr70cBBRddgQYDbh+Bwa/i3PiT9C24ToUs0eP4GlhpmdXWITCbD19eXgIAAtfq72ri0oY5DAzpejyG33gJI3AMHm8GTWD1GKyEhIfHuoEzq1KlTh/Lly0tCVgcUjbs7iSKPctRKcc7I6kvI7r2+lw0XNzCl2RRq29bWej0bG5vnQtbGzIbuNbqzMXwj6dnpWq+tKv+dIXsy4SS7I3czockErE114LSachJuLIdqo8GmjvbrFRD6HsHzMg0dG9K7Vm/mh84nIS3h9QOMraD+T9DugpjVPv8l/F0RLk6HzFS9x1dQnDlzhsDAQL744guMjHSXtV9/YT23H9/my6YqZGNznoiGZP/WE0Xsw8tQZw50iRX7X83sdRaXLvD19SU5OZnLl1V3upbJZExrMY2oB9H8kVkaWv4Dj2/B/kaQEqbHaCUkJCTeDeLi4hAEgYoVK+Lu7i6VFusASchKFAjK5va3CVl7e3sSExOLrItbfHw8JUqUeF6+qwvSMtP4ZM8n1CxbkynNp+hkTWtr61dKV4fWHcrDzIdsvbJVJ+urwn9nyE4LnEaZEmUY7Tla+8UVOXBqhHjz7z5D+/UKkILKyCqZ5TMLAYH+O/rnPefTuiZ474O2p8C2FVyaIfZrnpsET28XSJz6ZP78+VhYWDBsmPou4HmRq8hl7vG5NHBogE+lt/TcPoyA02Ngh6NoSCbkQqPfoHMU1JgkPkx4B9GkTxagY7WOuNu68/3R78m1aw1tQsGwBAS0gug/9RCphISExLvDy/fCHh4eREREkJmZWchRFW0kIStRICh/eN+WrXRwcCAzM/N5trCoER8fT/ny5XXaY/floS9JSEtgVedVmMhNdLLmyxlZgBYVW1ClVBVWni0406eXM7JHY49y4OYBJjedjIWJhfaLX382Tqb+QjDSwXoFiIWFBeXKlSswIVvZpjLLOiwjMDqQrw9//faDSzeAFjug/UVw7AQR88X5padHwZO4AolX18TGxrJ582aGDRuGlZXuROP2q9u5kXqDL5t++frngSIbYrdCgA/84wY3loJDB/ALEbPfVYaCoW5+1vVFxYoVcXFxUVvIGsgMmNp8KhEpEWy/ul18SNI2DEo1gOMfiQ7jEhISEsWUl4Wsu7s7ubm5XL16tZCjKtpIQlaiQIiNjcXOzg5TU9M8j1HOki2qfbK6niG7/8Z+lp5eyheNv8DTyVNn6/5XyMpkMobVG0ZIbAgd/+hIcEyw3rPicXFxmJmZYWNjw9eHv8bO3I7PGn6m/cLpiXDha7BvC+W7a79eIVC5cuUCE7IAA+sMZET9Ecw5NocdV3fkf4J1bWj6B3SIgIp9xJmmu10gbKhYKlqE+PnnnwEYM0ZzA7X/IggCPxz7gWqlq9G1etcXb6QnimXZOyvC0R7i35XH9+L4nKYboVyzQjNw0gQ/Pz+OHDlCTk4emfw8+NDtQ1xLuzIzZCYKQQGmZcHnEDj3FR3Gw/+np4glJCQkCpeYmBhkMhnly5fH3d0dkJyLtUUSshIFwttmyCpRCtmi2icbFxenMyEbEhNCt83dqFWuFt95f6eTNZX8V8gCfNH4C2a0mkFYQhgt17TE63cvdlzdQa6eRmQoZ8gGRgcSFBPElGZTKGFUQvuFz44FRRY0+LVIiYKXKYgRPP9lof9CGjk2YuDfA4m8F6naSZZVofEq6HwDXIZD1AbY7Sq6HKfH6zdgLYmKiuKTTz5h0aJF9OrVK9/PJnU4dOsQZ5POMslrEoYGhuKLSQdgT3W49B1Y14GWu6HTTaj5FZiW09neBYmvry+PHj3i1KlTap1naGDI1OZTuZh8kT2Re569aAKN10KlgRD+rSRmJSQkiiUxMTHY29tjbGxM1apVMTU1lQyftEQSshIFQkxMzFv7Y0HskYWiKWRzcnJISkrSiZANiw+j/R/tKW9ZnkP9D1HSWLezT98kZI0NjZnWchoxX8Twa/tfufPkDt02d6PGkhr8duY3MnIydBpDXFwcTuWdmBY4DSdLJ4bV10F/YtIBiN0MNaeChYv26xUSLi4uxMXFkZWVVWB7mshN2NJjCyZyE7r91Y0nWU9UP7lkRWj4C3S+CVWGi6NidlWBM2PhabL+gtaAGzdu8PHHH1O1alXWrFnD8OHDWbRokU73mH10Ng4WDvRz7ye+cPN3ONIezCtBx2vgvRccO4JS5L5rCALcvg3HjsG6dbB0Kfz2G6xeDevXw59/wtattH36lA5A1LJlEB4O2dkqb/FR7Y+oZF2JmcEzX1R/GBiC5yrRMTv8W7j4rR4uTkJCQqLwePleWC6XU7NmTUnIaonmczwkJFREEARiY2Pp0qXLW48rykI2OTmZ3NxcrYXs2aSztN3QlnIlyxEwIABbc1sdRfgCGxsbnj59SmZmJiYmr/bilTAqwWcNP2N4/eFsv7qducfmMnzPcL458g1jPMcwosEInbgKx8XFUaNLDULjQ1nWYRmm8rxLzlUiNwNOjQSLaqJJThHGxcUFhUJBdHQ01apVK7B9K1hVYNOHm2i7oS3Ddg9jY7eN6vV7l3CEhr+K42IufQeRi+HGCnAdLb5mUkp/wefDtWvXmDVrFhs3bsTY2JjPP/+ciRMn4ujoqNN9wuLDCIwOZF7reZgYGotl7pdngV0baL4FjCx1up9WJCXB5ctw8ybcuCH+qfx6kv+DDEtgD4hid906MDGBWrWgbl2oU0f88vAAc/PXzpUbyPmq2VcM3zOcg7cO0saljfiGgSE0etarf+lZVtb9W11crYSEhEShExMTg6fni1Yxd3d39uzZgyAIOvVXeZ+QMrISeufOnTtkZmbmW75XsmRJrKysCqVHVhAEFi9ezLBhwzTqD9XF6J3w5HDarG+DlakVhwccxtFStzfZSpSuyi87F/8XuYGcnjV7cmrYKQIGBOBh68FXAV/h+JMjvbf2ZtuVbRqP68nKyiIxKZHL5S5TyboSg+sO1midV7j8Azy+AQ2XvPNGOfmhdC4ODw8v8L39Kvsx03smmy5tYvHJxZotYu4slhx3uAJOXcT5s7sqQfiMAp9De/nyZT766CPc3NzYtm0bY8eOJSoqioULF+pcxALMOTYHG1MbhtcdBKEDRBHrMgRa7Sl8EZuQABs3wrBhUK0aODhA69YwYgQsXgwREVCxovj+4sWwbx9ERorZ2fh4iI6G69fh6lUxA3v2LD/37UtLuZzM33+H0aPBxgZ27IDPP4dmzcDSUtyrVy9xzejo5+EM8BiAk6UTM4NnvhqnUsxWHiSKWSkzKyEhUQzIzc0lLi7ulepEDw8P7t69S3Lyu1W9VJSQMrISekeV0TtKlCN4CpKUlBQGDx7Mnj1iv9b06dPVFqRKIauci6ouESkR+K33w0RuwuEBh6lonf/flabY2NgAcP/+fWxt357xlclk+FTywaeSDxduX2Dp6aVsv7qdvy7/RQmjEnSs1pHubt1pX7W9yiXQiYmJ4ApJsiRWt1yNsaGxdheUFglXZkPFj8DOV7u13gHq1auHs7Mz48ePx8fH5/m/V0ExudlkTiScYPyB8dS3r0/TCk01W8iymmgKVfMr0eQofDpc+xkq9gJ7f7D11qur9MiRI1myZAnm5uZMnjyZcePGUbZsWb3td/XuVXZE7GBWswlYHOsOd46A+3diqXthPGmPj4cjR8SvoCAx6wpgZQUtWogCtl49qFJFFLUG6j/Xdu3Xj+CNGwlydKTN4GcPpARBFM3nz8O5c+KfJ0/C5s2i2HV3hy5dMOnShUlNJjJ6/xiCY4JpUbHFi4WfZ2ZlUmZWQkKiWJCUlER2dvYr98JKw6eLFy9iZ2dXWKEVaSQhK6F3lDNDVRGyDg4OBSpkg4OD6dOnD3fv3mXAgAGsW7eOq1evaixkNcnI3ki9gc9aH2TIODzgMC6l9Nvf+bKQVQcPOw+WdVzGL+1/ITgmmC2Xt7A9YjubL2+mhFEJ2ldtT48aPehQtQNmRmbkKnLJUeS89nXq2inwBidTpxd9hJoiCHB6JBiaQr2ftFvrHaFEiRL8+eefNGvWjKFDh7J169YCLTkykBmwtutaGv7WkB5benD2k7PYmWvxC9a6NrTYDvdOiw8cotbB9aVgYARlmoKDvyhsrd11JvjS09NZsmQJH374IcuXL6d06dI6Wfdt/Hj8R1xNTZj0ZBekR0GT9VBJy+9vdYiLeyFajxwRS4QBrK1F4frZZ9CqlSgkDXXTn9u8eXOMjIwICAigTZtn5cEyGTg5iV8dO744+Pp12LULdu6EWbPgu+/43NEBiwpm7Hs8hhYzT4jlyUoMDMFTKjOWkJAoHrwpqfOyc/Hzz1AJtZCErITeUf7wquIM6uDgQEhIiL5DIjc3l1mzZvG///2PypUrExoair29PevWrSMiIoLWrVurtV5cXBympqaUKqVeH2DMgxh81/mSlZvFkUFHcC3jqtb5mqCpkFUiN5A/z9L+0v4XQmJD2HJ5C9uubmPrla2qLWILU5pOQW6g5UdQzF9w+xA0+AXMis/TTE9PT2bPns3EiRNZunQpn32mg9FEamBtas22nttovLIxvbb24lD/QxgZGmm3aOkG0Hwb5GZCynFI/BeS/oXzX4pfpnbi2CR7fyj/gVYl4ikpKQC0a9euQERs3MM4Lkes52QFY+SZyeC9X8w465PY2Fczrkqna2traNkSRo4Eb2+oXVtnwvW/lCxZkkaNGhEcHJz/wVWrwvjx4ldKCvzzD7KdO+m7bw9GoefJWVYKedduYmlz8+aiIJYZSGJWQkKiWPAmIVu6dGkcHR0lwyctUOkuUiaT/Q50BO4IglDrDe9XB1YD9YCpgiDM+8/7hsBpIEEQhI7PXqsE/AmUBs4A/QVBKDibTokCIyYmBgsLi+e9mW/DwcGBpKQkvTa+JyYm0q9fPwIDA+nbty9Lly7FwsICQRCwsrLSaDi1coasOjEnpCXgs86HtMw0AgYEUKvcaz9aekEpZN/WI6sqhgaGtHJuRSvnVixqt4ijsUcJiglCEATkBvLnX4YGhhjKDPljwx+cOH6CKaOmMKLpCO02fxghjtsp1QCqaLnWO8i4ceM4fPgwY8eOxcvLizp16hTo/u627qzotIL+O/rzVcBXzGszL/+TVMHQRBR5tt5Qd444X/X2AUjaDwm7IWotOLSHFjtBwwcdSiFbpkwZ3cT8NgSBQ0GfcdgxBxNTW/A5AFY1dL9PYiIcPix+HTkCUVHi6zY2onAdPVr8U4/C9U00bdqUBQsWkJGR8dY54a9QpgwMHAgDB5KZlkL/MZUYHGND2127YMMGcHUVBe2AAVC27KtiVsgF9xlFdryWhITE+0lebXbu7u6SkNUCVe8S1gC/AOvyeD8VGA10zeP9McBVRKNDJXOABYIg/CmTyZYBQ4ClKsYjUYSIjY2lYsWKKok8e3t7srKySE1N1UsmZd++fQwYMID09HRWr17NwIEDn8clk8lwc3PTSsiqSvLjZHzW+XD3yV0O9j9IPft6au+pKcoHCppmZPPC0MCQls4taenc8o3vL1y4kBO/nGD69Ol8O+hbzTdKOSEaCMXvBEMzaLTs3R1logUGBgasXbuWOnXq0KtXL86cOYP5Gxxg9Uk/936ExYcxP3Q+lW0q81lDPWSGSziIxj6VB4EiF64vgTOjxZLxhss0EiwFImQz7kLUWtIjFjP4aSxRhqWo5H9ad5UBqamiYA0IEMVrRIT4ulK4jhkjlgrXrq1Rf6uu8PLyYu7cuZw5c4amTdXvpza3LEOtwZPxD5zG+d+O4RESKY77mTABvvoKuj3L0rZaATJDuDxTNA2rv0DM2EpISEgUAWJiYihdujQlS77qJ+Lu7s6hQ4fIysrC2FhLz5D3EJV+CwiCEIwoVvN6/44gCKeA1wbJyWQyJ6ADsPKl12SAD6CsQ1xL3iJYoogTExOjUlkxiBlZ0P0InqysLCZOnEj79u1xcHDgzJkzDBo06DVxrY2QVdXoSRAEBvw9gLiHceztuxdPJ8/8T9Ih2pYWa8LBgwcZP348H3zwAd988436CwgCJOyFQy3hQBO4EySa6HSJglL1dR/wO0LZsmX5448/uHHjBp9++qlGjtraMr/tfDpU7cDIvSOZcGACCkGhv80MDMF1FNT4Shzdc2W2RsvoTcgKCkg6CEd7wt+OcG4ilx4k8NVjWyw6ntdOxObmik7BEyeKJkxlysCHH8LateDsDD/+CGfOwN27ojPwmDHieJtCFLEATZo0AeD48eMarzGq0SisTKyYeXYBDBokzrC9dEns6z1wAPz8wLU6HK4MpYdB5CIIGwKKHB1dhYSEhIR+eXmG7Mt4eHiQnZ1NhPJhpYRaFMRvwIXAJODlu5/SwANBEJS/heIB/cwakSh08vrhfRP6ErI//vgj8+bN49NPP+XEiRNUr179jce5ubmRnJyslshTKBQkJCSonJH99dSvHLh5gPlt5tOsQjOV99EVxsbGlChRosCE7I0bN+jVqxc1atRg3bp1GKhz463IhqgNsM8DgjrA41uiqVOXWPD4DkzL6S/wd4SWLVsyffp0NmzYwNq1awt8f2NDY/7u/TcjG45kfuh8emzpofHoJZXxmAXOfeHCVPHfX010LmTTE+HSLNhVBQLbwO0AHlccROt79nS+V4bhPUIpY6GZY/lzDAxEEbdokTi25ttv4ehRMTO7b5+YoaxXr0DLhlWhXLlyVKlSRSsha2VqxWcNP2PblW3cSH3mrlyzJixcKJZUb9ggmkdNmQIdV8Oq6rBjDQT3EnuuJSQkJN5x8roXftm5WEJ99CpkZTKZsq/2jBZrDJfJZKdlMtnpu3fv6jA6iYLg0aNH3L9/X20hq+tZsnv37sXT05MlS5ZgZmaW53Fubm4AamVlk5OTycnJUUnIRqREMPHgRNpVaceIBoXX12ljY1MgQjYtLY0uXbogk8nYuXOn6qWximy49gvsrgqh/cW+uMZroNNNqD4WjAq2xLawmTp1Kt7e3owcOVKjigFtkRvIWdxuMQvaLmDH1R14r/Um+bEe597JZOD5u9hHG/Yx3A5Q6/SUlBQMDAxU6svPk5wnEL0JjnSCnRXg4tdgXgm8/iCt/VWaXzxF6KM0/unzD5VsKmm+jxKZDA4dgvv3xZLib76Bpk2hCJSaeXl5ERoaqlXFwGjP0RgZGvFT6H/cx01NoW9f8e8kIgK++AIupsBcoPt2GFoToq9rFb+EhISEPhEEIU8hW61aNYyNjSUhqyH6zsg2BTrLZLJoRGMnH5lMtgG4B1jLZDJlj64TkPCmBQRBWCEIQgNBEBrocwagkqysLHr06MGYMWP0vtf7gHL0jqqlxfb29oBuM7KPHz/m5MmTeHvn7yKqzNSqIxZUHb2TlZtFv+39KGlUklWdVxXoSJX/UhBCVqFQ0L9/f65du8aWLVuoXLmyaifmZkBIdzgzCko4QYtd0D4cKg8EbWfOFlEMDQ3ZsGEDJUuWpGfPnjx9+rTAY5DJZHzR+Au299pOeHI4nis9uXL3iv42NDSG5tvBwhVCusGDcJVPTUlJoVSpUhiqm73MzYT4XXDsBw3udAAAIABJREFUI9hWDo73gfvnwG0idLoOvgFklf+QD7f1JTw5nK09t1LfQYel7bVrQ4kSuluvgPDy8iI5OZkopQGVBtiZ2zHAfQCrz6/mzpM7bz7I1VUssU5IEOfSVq8Ba26CSzVo7y+O9smRyo0lJCTeLe7du0d6ejrOzs6vvWdkZETNmjW5cOFCwQdWDNCrkBUE4StBEJwEQXAGegOHBUHoJ4iPbQOB7s8OHQjs1GcsqqBQKBgyZAhbt25lx44dhR1OsSAvl7a8MDMzw9raWqdC9tixY+Tk5KgkZCtVqoSJiYlehOx3Qd9xJukMv3X6DXsLe5XX1wfW1tY6cS1+G9OnT2fXrl0sWLAAHx8f1U7KfgxHOkDCLnGkTuuj4NRJMnVBrFZYt24dly5dYuzYsYUWR9fqXQkeHExGTgZeq7wIuKVetlQtjK2h1V6QW0BgO0iPV+m0lJQU1cuKFblixjdsKGy3g+AucPsgVBoAfkHQNRbqzAaLKgiCwNBdQzl06xArO6/Ev4q/FhdXfPDy8gK065MFmOA1gcycTH45+cvbDzQ2hh494OhlCFkMnQ0g7DB07QoVKsD330MhPOyRkJCQeBPR0dFA3vfCknOx5qh0dyiTyTYBoYCrTCaLl8lkQ2Qy2QiZTDbi2ft2MpksHhgHfP3sGMu3rQlMBsbJZLIbiD2zqzS/DN0wadIkNmzYQPXq1YmLiyMtLa2wQyryKDOyqgpZeDGCR1cEBgZiZGSkkqOmoaEh1apVU6vpXhUhezzuON8f/Z7BdQbzgdsHKq+tL/Sdkd2yZQszZ87k448/5vPPP1ftpMxUOOwnGjk1WQ/VRuotvqKKv78/kydPZvny5WzevLnQ4mjg0ICwoWE4WTrhv9Gf38/9rr/NSpYXxWx2GhxpD1kP8z0lTyErCM/G/QSIpesnP4G/ncTvu5i/wLGTuNcHSdBoKZRr8cpDlKmHp7L+4npmtJrBoDqDdHiRRZsaNWpgaWmptZB1LeNKl+pd+PXUrzzJeqLaSc0+h1/3wGIDmOoItVxh6lRwc4MtW8R/cwkJCYlCJL+kjru7O7dv3+bOnTyqUSTyRFXX4o8EQbAXBMHoWYZ1lSAIywRBWPbs/dvPXrcUBMH62X+n/WeNI8oZss/+/5YgCI0EQagiCEIPQRAK1bFh3rx5zJ8/n1GjRjFnzhwALl++XJghFQtiYmKQy+XY2anu5ung4KDTjGxgYCCNGjV6zfI8L9R1Lo6Pj8fY2Ji8St8fZT6i/47+VLCqwEL/hSqvq0/0KWTPnz/PoEGDaNKkCUuWLFGthPrpbQhoJZZxNtsKlfrpJbbiwHfffUeTJk0YOnRoobocVrSuyLGPj+Ht7M2QXUOYGjBVf47GNu7QfBs8vAohH0Lu20eOP0i9S62KZpDwD1ydByc+hv1NYKuN6DZ82E8sXY/5E8p6QbMt0O0OeK0Dh3ZgYPTamktPLWX20dkMrzecr1t8rZ/rLKIYGhri6emptZAFmOg1kdSnqeo9HHFoB34HwD0NRkbBPxvAygp69hRHFJ0/r3VcEhISEpqSn5D18PAAJMMnTZDq9YD169czceJEevbsycKFC6lVqxYgCVldEBMTQ/ny5dXqVbO3t9eZkH348CGnT59WvbQVUchGRUWp3IeonCGbl2Abt38cUfejWP/BeixN8itU0BP/cfbUpZB99OgRly5dYs+ePfz666907doVGxsbtm/fjomJSf4LPImBg83h0U1o9Q+UlyZxvQ0jIyM2bdqEmZkZ3t7ehWL+pMTK1Ip/+vzD0LpD+f7o9/Td3peMnAz9bGbfGjxXQXKAOHrlSRzcCYZbayH8fxA6SBzP9HcFTk24xNL2ByGoI5ybCIl7wdAUnPtA/cXgcwi6JkD3B6JArtAd5HmbwO2M2Mnn+z6nU7VO/Nrh10Ltb39X8fLyIjw8XOtKJq/yXjQt35T5ofPJUWe8TrkW4HsYch5D9jQ4cRiWLYMrV0S35+HDQcp2SEhIFAIxMTGYm5s/H3/4XyTnYs2R539I8Wbfvn18/PHH+Pj4PB8N4uzsTIkSJbh06VJhh1fkiY2NVausGF6UFguCoPUNY0hICAqFQqX+WCVubm4IgkBkZOTzp2RvIy4uLs+y4l3XdrHy3Eq+bPploYzaITcLzoyGW7+D22SoNRUMTbGxseHRo0fk5OQgl6v2MZCens7q1au5ceMG0dHRxMTEEBMTQ2rqqyOmS5cuzb59+1TLwqddg8OtIfuRKC7KNtHkKt87KlasSGBgID4+PrRq1YqAgIDnD+AKGiNDI1Z0WkGVUlX4MuBL4h7G8XfvvylTQsczXAEqD4D0WLg4DaJfHssjAzMHMK+EUK4Vs//YSPUG/nQfPBWs3MD4zTcPqhAaF0rvbb1p4NCATR9uQm7w3v/afCNeXl4oFApOnjyJn5+fVmtNajqJLn92YcvlLXxU+yPVTyzdAFrshkMt4NRQGL4devWCGTNg8WL46y/RDXrUqCLhBi2hOvfu3SM8PJxWrVoVdigSEq+hdCzO6562bNmy2NnZSUJWA97rjGxYWBjdu3endu3a7Nix43n2yMDAgBo1akgZWR0QExOjsmOxEgcHB7Kzs7l3757W+wcGBmJiYkKTJqoLJHVH8Cgzsv8l+XEyQ3cNpY5dHf7n/T+V99cZGSnizMsby6F0I7g8E/a6Q3Lg87EkDx/m32+oZOvWrXz++eesWLGCyMhI7Ozs6NmzJz/88AObNm0iNDSUxMRE7ty5Q8OGDfNf8P55MROryAS/I5KIVZMaNWoQFBSEXC7H29u7UH8BymQyJjebzObumzmdeJrGKxsTeS9SP5vVnApef0DDZeC9HzpGQq+n8EE8tA7hUa1fmLZFQYyhj1g2rIWIvXX/Fp02dcLJ0ok9H+2hpLFq7QnvI56enshkMp2UF3es1pHqZarz4/Ef1R/pU7YJ1J0L8X9DxE9gbQ0//QTh4eI4owkToFYtcTatng3vJAqO2bNn4+3tza1btwo7FAmJ18hr9M7LeHh4SM7FGvDeCtlr167RoUMH7Ozs2LdvH5aWr5Z81qpVSxKyWpKdnU1iYqLaGVldjuAJDAykSZMmmJqaqnxOtWrVkMlkKglZhUJBQkLCa0JWEASG7h5KWmYaGz7YgHFBj415cAn2N4KUE+C1UXT/9T4gzmMN8KFD6W2UMket8uKIiAjkcjkPHz7k8uXL7N27l6VLlzJ58mR69+5N48aNsbe3x8BAhY+Vu8fhUCux3NMvBGzyz3xLvI6rqytBQUGYmpri7e3NuXPnCjWeHjV7EDgwkIeZD2myqgnBMcG630QmA+ePoOonYN8GLKuC4YsSduW8cZVdi/MgLTONTps6oRAU7O2zl7Il9T/+rShjZWVFrVq1dCJkDWQGTGgygXO3zxEQpYErtusXUL4bnJ8Md4+Jr1WvDnv3wj//gIEB9O8PZcuCnx8sWgRajA6SKHyCgoIAWL16dSFHIiHxOqoIWXd3d65cuUJ2dnYBRVU8eC+FbEJCAm3atMHQ0JD9+/dja2v72jE1a9YkKSnptbJJCdVJSEhAoVBoVFoM2gvZ1NRUzp8/r1ZZMYCpqSmVKlVSScimpKSQlZX1mpBdeXYleyL3MMdvDjXL1VRrf61J2AMHmkDuU/ALFvsCQewxbB8ONb6kssExrs4FWcwmlV09IyMjcXFxUbkU+TnZj+HeKbGX8dxkONJJNNsxLScKbMtqal6gxMtUqVKFoKAgzM3N8fHx4fTp04UaT5PyTQgbGkbZEmVpvb41Gy9uLND9U1JSAPI0X1OFXEUuH237iMh7kWztuZWqpavqKrxijZeXF6GhoSgU2pt+9XPvh525HXOPzVX/ZJkMPH+Hks5wtBdk3H3xXvv2cPkyHDsG48dDYiKMGQOVK4O7O3z9NZw8CTq4BomC4dGjR88f4q1evZrc3NxCjkhC4gWPHj3i/v37KgnZrKwsIiP1VM1UTHnvhOyDBw/w9/cnNTWVffv2UaVKlTceJxk+aY/SpU2T0mLQXsgGBwcjCILaQhZUdy5Wjt4pX77889dupN5g7P6x+FbyZZTnKLX31hhBgCtzIagzWLqC/yko0+jVY+QloM5sLtitIuouuCR/A4H+8Dj/cqzr169TtepLN/S5mZBxBx7dgNQzcPswxO2AG7/B2fHi3M+/K8IWCzE7fGIQXFsAT6KhfHcxE1tSve8NiTdTuXJlgoKCsLGxwc/Pj7CwsMKNx6YyoUNC8SrvRb8d/ZgRNEP9ElENUQpZbTKykw9NZu/1vSxutxifSqobxb3veHl5kZaWxpUrV7Rey0RuwhjPMRy8dZDztzVwHTa2guZbITMFjvcV5wUrMTQELy/44QfRDOr6dbH8uHRp8TVPT3B0hMmT4YmKY4AkCo3Q0FByc3MZMWIECQkJ7N+/v7BDkpB4jvJe2NnZ+a3HKT1ZpPJi9XivhKxCoaBnz55cu3aNHTt2UK9evTyPrVlTzKJJhk+ak5/deF4oS4u1nSV7+PBhzMzM8PT0VPtcNzc3IiMj832y+98Zslm5WfTZ1gcjQyPWdF2DgayAfsRyMyB0oFhKV6GHmIktkfdcW2Pbhnh9C2dlgyDlOPxTCy5MFUeVXJwuCtGw4XDsIzjSEeFgS9b2Duf3D47CtnLwpyn8ZQrbbWF3Vfi3ARz2hZBucHI4XF8CGclQthm4z4Tm26FjBPRMhw7h4pgTs9crISQ0x9nZmSNHjlCmTBlat26tkxJPbbAxs2F/v/0M8BjA9CPTGbRzEFn5jM3RBdoK2dXnVjM/dD6fN/ycEQ1G6DK0Yo+XlxeAzr73RjQYgbmxOT8e/1GzBWzqQIPFcPug6BGQF1WqwNixEBgoOhtv3Cj2086dK/bTHjig2f4SBUJISAiGhobMmjWLsmXLsmrVqsIOSULiOdHR0UD+98Kurq4YGRlJhk9q8l7ZLy5ZsoSDBw+ybNmyfF0VnZycsLS0lDKyWhAbGwu8mq1UBVNT0VVX24xsYGAgzZo1w1gDd0o3NzeysrKIiorKM2sPomMxvBCy0wOncyrxFFt7bMXJMm8hqVOe3obgD+DeCag9A2p9LZbWvQUbGxsUApxKa0y9fjPg9Odw+fsXB8hLgtwCjCxAbkGWwpi4ewIl7atQtnwDMLIUMx5GVuJ/v/ynSSkwcwID1UcuSeiGChUqEBQUhLe3N23btmXv3r00b9680OIxNjRmTZc1VLGpwjdHviH2YSw/+P6Ah50HpnLV+9bVQRshGxITwid7PsGvsh8L/BfoOrRij4uLC2XLluX48eMMHz5c6/WsTa0ZXm84P4f9zCyfWThbO2sQ1FC4EyKOaCrjJbZYvI1SpaBPH/Hr6FEYOhTatoWBA2H+fDFrK/FOERISQt26dSlVqhQDBgzg559/5s6dO5QrV66wQ5OQUDmpY2xsjJubmyRk1eS9ychev36dyZMn4+/vr9IvWJlMRs2aNaWMrBbExMRQrlw5zMzyns+YFw4ODloJ2bt373Lp0iWNyopBdefi+Ph45HI55cqV43DUYeYcm8OwesP4sMaHGu2rNg/CYX9DeHARmm2F2tPyFbHAc9fi+/fvQ8ny0HIndLsLPR5C7xzo+Ri6JUGnSGh3htCSs+k8H2KcZkOjpVB3DtScAtVGQqX+4NQZbFtBqbpQsqIkYgsRR0dHgoKCcHJywt/fv9B/KcpkMqa1nMaGDzZwPO44jVc1xnK2JfVX1OeT3Z+w8uxKzt8+T3aubgwuUlJSMDIywsLCQq3zoh9E021zNyrZVGJz983SmB0NkMlkz/tkdcUXjb9AJpOxIFTDBwsymfiZZVVDLDFOT1D93GbN4Px5mDpVzNLWqCGO8CmgMnmJ/MnMzOTEiRPPH9gNGTKEnJwc1q1bV8iRSUiIxMTEYGxs/EY/nv8iORerz3shZHNzcxk0aBDGxsasXLlS5dmkSiFbUL1dxQ1NZsgq0VbIHjlyBKBAhKyjoyOpGan039Ef1zKuLGhbQJmc1LOi86+gEE2TKqguns3MzDA2Nn7Vtdi0jJhVfYMIVZoPVKsmGTMVBezt7QkMDEShUPD7778XdjgA9HXvS/SYaLb13Mb4JuMpZVaKzVc2M2z3MOour4vlD5Z4rfLii3+/IPlxssb7pKSkUKZMGbVmUD/KfESnTZ3IUeSw+6Pd2JhpPrLnfcfLy4vIyMjnmXFtKW9Vnj61+7Dy3ErupWs4kk1eEpptgdx0ONYLFGo8NDE1hZkz4fRpqFABeveGLl3gWVuJROFy+vRpMjMznwtZNzc3vLy8WLVqlXTvJvFOoBxDqcpEB3d3dxITE3X2+fk+8F4I2Z9++onjx4+zePFiHB0dVT6vVq1a3Lt3jzt37ugxuuKLJjNklTg4OGjVIxsYGIi5uTn169dX+Zy0zLTnpiLW1tbY2dmpJmSdHBmyawgp6Sn80e2Pgpk1mRIGAb4gNxf7YUvVVet0mUyGjY2NyuN3rl+/jqmp6Rvn5Uq8m9jZ2eHr68vu3bvfmRs6ewt7url1Y7bfbA72P0jqpFSuj7rOH93+4NMGnyI3kLPk1BLGHxiv8R5KIasquYpc+m7vy9W7V9nSYwvVSksPa7RB2Sery6zshCYTSM9OZ+nppZovYuUGjX4Tx/FcmKL++R4eEBoK8+bBoUNidnbpUsnduJAJCQkBoFmzZs9fGzJkCBERETr9HpSQ0BRVRu8ocXd3ByA8PFyfIRUrir2QvXz5Ml9//TUffPABffv2VetcpeGT1CerPoIgaJWRtbe3JykpSeMxDoGBgTRv3hwjIyOVjj+ZcBKPZR7UXV6Xrw9/jUJQqORcHB8fT2btTHZd28UPvj9Q1149QakRd47C4dZiL2rrYLBw0WgZdYWsi4uLajNiJd4ZOnXqxK1bt1Ry4C4MZDIZVUpV4aPaH/FT258IHhzMZw0/Y/PlzSQ90uxBlrpCdkrAFHZH7uZn/5/xq/x27wSJ/Klfvz5GRkY6NRurbVubdlXasShsEU+zn2q+kPNHUPVT0dQudpv658vl4sie8HBo1Ag++0z8c+NGyNK/kZnE6wQHB+Pm5vbKuK2ePXtibm4umT5JvBOoI2Ql52L1KdZ3pdnZ2QwcOBBLS0uWLVumVqkZSCN4tCElJYWnT59qVVqck5OjUXlFYmIiERERKpUVC4LAgtAFNPu9GYIg8FGtj5gVMouuf3bFpYYLV69ezTObJQgCsRmxXLC9gH8Vf8Y0HqN2rGqTfASO+IOZvZiJLanZ3y+IQvbBgwcqHfva6B2JIkHHjh0B2L17dyFHojqfN/qcHEUOy04v0+h8dYTsugvrmHt8Lp82+JSRjUZqtJ/Eq5iZmVG3bl2du2ZPajqJu+l3WXdBy97HegugVAM42h3ChkGmBuXKLi5w8CCsWQOPHkG/flCxIsyYAcmal8VLqEdubi7Hjh17zdDO3Nyc3r1789dff/Ho0aNCik5CAjIyMrh9+7bK98K2traUK1eu0L0tihLFWsjOnj2bM2fOsHz5co3c62xtbSlVqpRk+KQBms6QVaLNLFllf6yPz9vnP6Y+TaXLn10Yd2AcHap14Nwn59jYbSO/tPuFfTf2sdt2N2nytDxLnOOT48nqlIWpgSlruhTAqJ2kA3CknShe/YKghOpl8m/C2tpapYxsbm4uN27ckIRsEcTR0ZF69eqxa9euwg5FZaqUqkKHah1YdmYZmTmZap+vqpDdFL6JIbuG4FPJh5/9f9YkVIk88PLy4uTJk2Rn68bAC6BlxZY0dGjI90e/1y4ra2gCvoFQfTzcWg17qsPN1aLXgDrIZKKT8dWrsG8f1K0L06eLfbQDB8KZM5rHKKES4eHhpKWl0aJFi9feGzJkCE+ePOGvv/4qhMgkJESUky3USeq4u7tLQlYNiq2QPXv2LN999x19+vShW7duGq0hk8moVauWlJHVAE1nyCpRCllN+mQDAwOxtramTp06eR5zPO44dZbVYf/N/SzyX8T2ntuxMbNBJpMxstFIDvY/SIZBBgyDdcffnAGYeGAi2MKYCmOwNdfzTNSEfyCoE1i4gu8RMLPTeklVS4vj4uLIysqSjJ6KKJ06dSI0NJS7d+8WdigqM7rRaO48ucNfl9W7Cc3NzSU1NTVfIbsobBF9tvehafmmbO+5HSND1VoQJFTDy8uLjIwMzp8/r7M1ZTIZc/zmEPswloUnFmq3mJE51JsH/mfBohqEfQyHWsIDDR5aGxiAvz/s3QsRETB8OGzfDg0aiLNoN28GHQp6iRcEBwcDvHHEmKenJzVq1JDKiyUKFeW9sLOzs8rneHh4cOnSJXJycvQUVfGiWArZzMxMBgwYQNmyZVm8eLFWa0nOxZqhnCGrTY8saJaRDQwMpEWLFhgavu6+qxAUzDk6hxarW2BkaMTxj48zynPUa2XnrZxb8e+H/8JDmHJ5Cj8e+/GV74Hd13bzV9RfEAqd3DqpHaNaxO2AkA/Aujb4HgbTsvmfowKqCtnr168DSBnZIkrnzp0RBIG9e/cWdigq41fZjxpla/Bz2M9qffY+ePAAhUKRp5AVBIFph6cx5t8xdK3elX/7/YuVqZWuwpZ4RpMmTQB0Xl7sXcmbLq5d+P7o91o5Wz/Hxh1ah4DnSnh4BfbVhXOTIPuxZuu5usLixaKj8cKFYplxr17g7CyWHWthYCjxOiEhIVSoUOGNlV8ymYwhQ4Zw4sQJKRkhUWhER0cD6mdkMzMzn997SbydYilkv/32Wy5fvszKlSspVaqUVmvVrFmThw8fajUK5n1DEASOHj2Kubk5NjaajbHQVMjGxcVx8+bNN/bH3n1ylw5/dODLgC/5sMaHnB1+lvoOebsae7p6Yv6XOZUzKjPp0CT67ejH0+ynJD5KZPDOwTjJneAQlC9fXr2LU4eYv+BoD7CpDz6HRIMnHaHskc3PUEsSskWbunXr4ujoWCT6ZO/fv4+Liwtbt25ldKPRnE06y/E41cWQsqf+TUI2V5HLp/98ysyQmQypO4QtPbZgKjfVWewSL3BycqJChQo6F7IAc1vPJSMng2mB03SzoMwAXIZAx2tQaQBc/RH+qQFxf2s+L9bKCsaMgchI2L0batd+UXbcuzeEhEizaLVEEARCQkLeWFaspH///hgZGUlZWYlCIyYmBgMDA7Umpiidi6XyYtUodkI2NDSUuXPnMnToUNq3b6/1ekrDJ6lPVnUWL17M9u3bGTdunNoGW0pMTEwoXbq02qXFgYGBwOvzY4NjgqmzvA6BUYEs67CMPz/8M99MjEwmo0bVGlQ4WYFZPrPYFL6J5qub02dbH9Kz0+nwtAOGGKo05FptBAEiFsLxPlDGC3wOgLG1TrewsbFBEATS0tLeelxkZCQlS5Z8/nBBomghk8no2LEj+/fvJzNT/Z7TguSXX37h1q1bhIWF0c+9H9am1vwcpnr/al5CNjMnk97berP8zHK+avYVv3X6DbmBXKexS7yKl5eXXoRstdLVGNlwJKvOreJisg5v9EzLQONV4kxuIyuxCibsY+0Ep4EBdOwI//4ritpRo2D/fmjRAurUgeXL4bGG2d/3nOvXr5OcnPzGsmIlZcuWpUuXLqxfv54syVVaohCIiYnB0dFR5QkaIM5ClsvlknOxihQrIZuens7AgQNxcnJi/vz5OllTGsGjHgEBAYwbN47OnTszffp0rdayt7dXOyN7+PBhSpcuTe3atQExCzMzeCbea70xNzYnbGgYnzT4RGWB7ebmRsTVCKY0n8LO3juJvBdJUEwQP/v/zNO4pzg4OLyxhFkrMu9BcBc4OxYcOoL3PjCy0O0eiGZPQL7OxUrHYk0fSkgUPp06deLx48fPjdDeRR4/fszChWLvY2JiIiWNSzKs3jC2X91O3MM4ldZ4k5B9lPmI9n+0Z+uVrfzU5ie+9/1e+l4uALy8vIiPj39udqJLvmn5DVYmVow/MF73bT9lm0K7s+A2CW6tgRvLdbNu1arw009i2fFvv4lmUSNGgKOjmL29dk03+7wnKOfHvk3Igmj6lJKSUuCGd6GhofTo0UMS0O856ozeUWJiYkL16tWljKyKFCsh+80333D9+nVWr16NpaWlTtYsU6YMtra2UkZWBW7dukXPnj1xdXVl/fr1Ws8cdXBwUEvICoJAYGAgLVu2xMDAgOTHyfhv9Gda4DT61O7DmeFn8LDzUCsGNzc3kpKSePjwIZ1cO3Fq2CnWdFnD0HpDiY+Px8nJSd3Lejt3QmBfHUj6F+othBZ/g7ykbvd4hrLsO78+WWn0TtHHx8cHMzOzd7q8eMWKFc+NmhISEgAY2XAkAgJLTi1RaY3/Ctk7T+7gvdaboOgg1nVdx9gmY/UTvMRreHl5AbrvkwUoZVaK6S2nc+jWIfbd2Kfz9TEwgjqzwb6t+EBRExOovChZEoYOhXPn4OhR6NABli6F6tWhbVuxFDk3V3f7FVNCQkIoU6YM1atXf+txrVu3pnz58qxcubKAIhPvRUaPHs3WrVsJDw8vsH0l3j00EbIgORerQ7ERsrm5uaxevZpevXrlO3ZFXWrWrCllZPPh0aNHdOnSBUEQ2LVrl0oPEq7cvcK84/M4Gnv0jWM21BWyUVFRxMbG4uPjw+Gow9RZXoejsUdZ1XkV67quw9zYXK1rAlHIAly9ehUA1zKuDKwzEJlMplshq8iFSzMhoBUYmEKbUKg+RnxqrydUEbLZ2dlERUVJQraIY2ZmRps2bdi9e/c7aVyXkZHBvHnz8Pb2xs/P7/nPfUXrinSt3pUVZ1eoNHLlZSEb/SCa5qubc+XuFXb23kl/j/56vQaJV3F3d6dEiRKEhobqZf1PG35K1VJVGX9gPNm5enAFlhlA47VgZAnHekNOuo7Xl4muxn/8AbGxohnUpUvQuTNUqQI//gj3NJhx+54QHBxM8+bN862uMDQ0ZPDgwRw4cOC5CaW+2bNnD6dPnwbECRoS7yc5OTnEx8drLGTj4uLT+aNiAAAgAElEQVRITU3VQ2TFi2IjZM+dO0dqaiqdO3fW+dq1atXiypUr+ZrivK8oFAoGDhzIlStX+Ouvv3BxcVHpvNH7RjPx4ESar26O9RxrvNd68+2RbzkcdZj07HQcHBy4ffu2yn/vgYGBIIMr5a7gt84Pa1NrTg07xcd1P9a4lFD5tFcpZJUIgqA7Ifs0CQLbwMVpUKE3tDsDpfI2odIVqgjZ6OhocnJyJCFbDOjUqROxsbHvZIZgzZo1JCUlMXXq1OcPsJSCe3Sj0aQ+TWVj+MZ810lJScHMzIykjCSa/d6MO0/ucLD/QTpU66DvS5D4D0ZGRjRq1EgvGVkAY0Nj5rWZR0RKBCvOrNDLHpjZQpP18PAynB2vnz0A7Oxg2jSIjoYtW6BiRZg0CZycYMgQkMTQKyQkJBAVFZVvWbGSwYMHA+LnjL5RKBR88803uLi4YGVlJQnZ95jExERyc3M1ErIeHmL14Lv4+/pdo9gI2YMHDwLg5+en87Vr1qzJ48ePC+xpXlFjxowZ7Nixg/nz59O6dWuVzrmZepOAqAAmek1kR68djKg/grTMNL4L/g7fdb5Y/2DNphKbyG2Vy8bTG4m6H4Uin4H1e4P3YjTUiCVXljDAYwCnh52mVrlaWl1b5cqVMTY2JiIi4pXXHzx4QHp6uvaOxYn/wl4PSAkFz1XgtUHMABQAqghZybG4+NChgyjmCrpXLD9ycnKYM2cOjRo1wsfHB0dHR9LT03n48CEALSq2wMPWg0Vhi/LNJqekpGBd0RqfdT5k5GQQNCiIphWaFsRlSLwBLy8vzp07R3q6jrOZz+hUrRPezt5MPzKdBxlv7/XXGPs24DYRbiyD2G362UOJkRF07w5HjsDFizBwIPz5J9SvD15esGaNlKXlRX/s2xyLX8bZ2RlfX19+//13vSck/v77b86fP8/06dOpW7cu586d0+t+Eu8uyhmymgjZGjVqAK8nUSRep9gI2QMHDlCnTh3KlSun87WVzsVSefHrbN++nf/9738MHDiQMWPGqHzeyrMrMZAZMNpzNF2rd2WB/wLODD9D6qRU/unzD+OajBNd3rxgwL4BVF5UGfPvzam3vB79tvfj+5Dv2XF1B9dSrpGjyOHAjQP8bfc3CnsFq7usZk3XNZQ01r63VC6XU7Vq1dc+TOLj4wE0z8gqsuHcZDjSDkxtwf8MuHys11Li/6IUsm8ze1IK2WrVqhVITBL6w87OjkaNGr1zfbKbNm0iOjqaqVOnIpPJcHBwAF6M3pLJZIz2HE34nXCORB9561pxD+K41/EeDzMecqD/Adxt3fUdvsRb8PLyIicn53mZpa6RyWT81PYnUp+mMit4ll72AMB9JpRqCGFD4UkBPdCuXRuWLYOEBHEmbUoKDB4MtrbQqtX/2Tvv+Jru/48/z80eIkGEJMQIMowk9g6xCbFau1+jVmlpq+hCUdVqf1bVKDUqaO1RMSKI2hIUCVF7RkRIyL6f3x/HjZF1k9yb1fN8PM7jJvd8xvvejHte573g//4Prl3LH1sKGYcPH8bS0jLNa6UNw4YN4+bNmwQGBurNLrVazZQpU6hRowZ9+/bFy8uLc+fOkZKSorc9FQovGiFbqVKlHM+1t7dHpVKl1YtQyJxiIWSfP3/O33//rbU3MKdo7owoBZ/e5J9//mHQoEE0bNiQxYsXax2+m5yazG9nf6Nztc44Wr0pBEualqRTtU581+Y7VrVYBd/B9zW+Z5nvMkbWG4mdpR3Bt4L54sAX9PijBy4/u2A+05wOazugjlPzRdkv+J/H/3T6Ol1dXdMJWU0lzlwL2YvfQtj34DwC2p+Ekq55NTPHWFpaYmBgkK1HtmTJkhn25VQoevj6+nLy5EkePHhQ0KYA8oXfrFmzqFWrFl26dAFIE7Kvf4D3q9WPMuZlmH9yfqZrRT6P5G/nv0k1SyVgQABe5b30a7xCtjRq1AjQT8EnDR7lPBjsMZh5J+bxb/S/+tnEwBiargORKrdEU+ejMLG2lqsah4fDyZMwaZLslf34Y6haVRa8X34Jp07BfyT9KTg4mCZNmmBoqH0LLT8/P0qVKsWSJUv01obszz//5MKFC0yZMgVDQ0O8vLxISEjgslKR+j/JjRs3AKhYsWKO5xoaGlKuXLk0p4lC5hQLIXvo0CGSk5Np166dXta3trbGwcFBbx7Zwlh8JTuioqLo1q0bVlZWbN68GVNTU63n7ryyk4fPH/K+1/tZjrO3t4dksImzYZjXMH5q/xO7++/m5ribxE6O5dT7p1jlt4qPG39MR4uOsAz6t+2f15eWDldXV65du0ZCQkLac3n2yLqMlysSN1gMhma6MDPHSJKEtbV1lkL2ypUrSuudYoSvry8Au3btKmBLZLZu3UpYWBiTJ09Oq3KuaRz/eqE3U0NTRtQdwbbwbVx/cj3dOtHx0bRd05ZE00S873rTyLFR/rwAhSwpXbo0NWrU0KuQBZjeejrGBsZM3D9Rf5uUqCr/v370N1yYrr99MkOlgvr1YcYM+OcfuHpVbudTujTMmgUNGkCFCvC//8H338P27XLv2mLmDYyOjubChQtahxVrMDExYdCgQWzatAkzMzMcHBxo2rQp/fr1Y/LkySxZsoSAgADCwsLe+KzXltTUVKZOnYq7uzvvvPMOAJ6enoBS8Om/ys2bNylbtixmZrm7xnN0dFQ8slpQLITsvn37MDU1pVmzZnrbo2bNmnrxyI4ZM4YWLVqQWoTK7ScnJ/POO+9w7949tm7dmuZB0ZZlIcuwL2FPx2odsxxXrlw5gAwrF1saW1LPvh6D6gziuzbfYXnKEoeyDnrJ5XR1dUWtVqeF2YIsZFUqVZqNOcbIChy76cjC3GNjY5OtR1bJjy0+1K5dm4oVKxaKPFkhBDNnzsTZ2Tntwg/k/tGQ/u9+VL1RGKgM+PnUz288/zThKe3WtONy1GXMt5njZuGmf+MVtKZJkyYcPXpUrzds7UvYM7HpRDaFbSL4ZrDe9qFSP6j8HlycAQ8P6W8fbahaFcaPl/NpIyNh1Spo1Aj27IGJE6FbN6hRA8zNwc0NevSAzz+H1avh+HG4f79IenCPHDkCZN8/NiNmz57N6tWrmTJlCu3atcPExITjx48zZ84cRo4cSceOHXFzc8PBwYGzZ8/maO3169cTHh7O1KlT03rL16hRAzMzM0XI/kfJbesdDY6OjopHVguKhZDdu3cvLVq0yJFXMKe4u7sTFhamc8F58OBBjhw5wooVK3S6rj759ttvCQoKYunSpTRo0CBHc2/G3CTgagBDPIZgqMo6LMjY2JgyZcpk24JHCMHBgwdp1aqVXjyHb7fgAVnIlitXTs7jLcJkJWQTExO5deuWkh9bjJAkCV9fX/bt20d8fPbtbLRBCMHatWupUaMGs2bN0lqw7N27l5CQECZNmpR24Qdgbm6OtbV1ujvRDlYO9HLrxa8hvxKXFAdAXFIcnfw7ce7hOdb3WM/zf55ja2urk9eloBuaNGnC48eP37gRqA8+afIJjlaOfLz342wLA+aJegvBsioc7Q+JhaTwUunSMGgQbNokC9SYGFmsrlwJn3wiC9qwMLmlz3vvQePGYG8PZmZQrRq0aSP3tp0+XRa6hw7B7dtQCKPFgoODMTY2zvG1B8jXFAMHDmTKlCn89ttvHDhwIC3a6tatWwQHB7NmzRrMzc3p2LEj17TMQU5JSWHatGnUqVOHHj16pD1vYGCAh4eHUvDpP4oiZPOHIi9k7969y6VLl/SWH6uhZs2aJCQkaP2PTRtSUlLSPtw///zzLIvuFBbUajXLli2jU6dODBo0KMfzV4TKgn2o11CtxmvTS/bSpUtERkbSqlWrHNujDdWrV0eSpHRCNs8ViwsBNjY2mf7eXbt2DbVarXhkixm+vr7Ex8dz4MCBPK91+fJl2rRpw4ABA4iNjeXzzz9n6NChJCUlZTt35syZODo6MnBg+v6uDg4OGf7df9jgQ54mPmXNuTW8SH6B7zpfTtw5wfqe62lUSg4nVvK5CxdNmjQB9JsnC2BuZM4sn1mcvneateezb9WUa4wsoel6SIyE40MKpdijZElo2FAWrbNmwZYtspB98UJ+3LEDFi6Uc289PSE2FnbuhK+/lud4e0PFimBlJYczDxokr7N1K1y+XKDhysHBwTRo0ECnjgsDAwMqVKhAs2bNGDBgAHv27CExMZH27dsTGRmZ7fzff/+diIgIpk2blpYioUFTuVhp3/jfQgjBrVu38ixkY2NjefbsmQ4tK34UeSGrabujr/xYDe7u7oBuKxffuHGDpKQkxo4dy+PHj5k2bZrO1tYXhw8f5u7duxlefGZHqjqVFWdX0K5qOypZV9Jqjr29Pffv30/7/sWLF4SFhREQEMCSJUuYPHkyo0ePBtCbkDU3N8fJySmdkNVJD9kCJqscWaX1TvHE29sbS0vLPFUvjo+P56uvvqJ27dqEhITwyy+/cPv27TRPR8eOHbO8MRccHExwcDATJkzA2Ng43Xl7e/sMc4MaOTaivn195p2YR48NPTh04xCru6+mp1tPoqKiAEXIFjZcXFywtrbm77//1vte/Wr1o275ukw/PF2/tSdKeYHH93B3O1yep799dI2REbi4QJcu8MEHci7tH3/AiRPw4IEsdC9fhr17YdEiuUqytTUcOCCHJXfvLs83Nwd3d+jdG6ZMgQ0b5LxdPRVR0vD8+XPOnDmTq7DinODm5sauXbu4e/cunTt3JjY2NtOxycnJfPPNN9StW5euXbumO+/l5cWzZ8906gRRKPxERkaSkJCQJyGrqReheGWzRvuSb4WUffv2YWdnR61atfS6j6Zy8cWLF/Hz89PJmhph1K9fPxISEli4cCHDhw9PC2UtjKxduxYLC4u0ojE5IeBqAHee3WFu+7lazylfvjyHDh2iQYMG3Lhxg0ePHr1x3tDQkIoVKzJ48GAqV66cY5u0xdXVNa2XrBCC27dv6/3mSX6QVWjxlStXAEXIFjdMTExo164dO3bs4JdffslxOP7u3bsZM2YM165dY+DAgfzwww/Y2dkBMHXqVKpUqcKwYcNo0qQJu3btyvDv8ttvv8XW1pZhw4ZluIeDg0OG/fM0rXgGbhnI5ceXWd51Of1q9QNQhGwhRaVS0bJlSwICAhBC6LVwnEpSMa7ROAZuGcjBGwdpVVk/NzcBqPERPDwAIeMh8RHUng5SEfcNmJlB9ery8XaU27NncuXksLBXx9mzsHnzq1xblUrO3XVze3W4usrhy1Z5749+/PhxUlJSci5k1WpISoKEBPkxKQmSkzN/TE2lsZER+6ZN4+NJk/i0XTsWLF6MsaUlGBvLhyTBs2fsXLWKitevM2fAAKS1a+X3SXOkpNDWyAhvICwwEOeqVfO1xZ5CwZGXHrIaNM6Su3fvpmkQhfQUaSGrVqvZt28f7du313tVVUtLSypVqqTTgk8aYVSjRg1mzpzJH3/8wfjx49m9e3ehrBKbmJjIxo0b6d69OxYWOe/RujRkKXYWdnStkf6uZWZ06tSJkydPYmNjg4eHB5UqVcLJySntsXz58m/k1+kLV1dXgoKCSE1NJS4ujri4uGLhkdUI2YwuMCMiIihdunRav1mF4kPXrl3ZvHkzISEh1K1bV6s5d+7cYdy4cWzatAkXFxcOHDiQYRTEoEGDcHJyonv37jRs2JAdO3bQsGHDtPNnzpwhICCAWbNmYW5unuFemkgMtVqdLlTvHfd3+OPiH/hW92WI55C05xUhW3jx8/Nj27ZtOfp9yy09XXvy4e4PWXJmiX6FrCRBsz/h9Bi5ndqT89DkdzAuqb89CxIrK7ky8tu5qQkJcnXksDC4dOnVsWvXmyHI5crJArlatVdiuXp1WfiamGhlQnBwMCqViqaurnD6tNxH99o1+Pdf+fH+fdmexMQ3j+TkXL3kpsAJkPONPTwyHNP95cH0typZGxqCgQEVExMJAhg5Us5XrlZNzlnWvH53d6hTR74JoFBs0KWQVTyyWVOkhez58+d59OiR3vNjNdSsWVOnocXh4eHY2dmlCYWpU6cyfvx4du7cmSuPp77ZvXs3MTEx9O+f8xY392LvsevKLj5t8ilGBtoXSOrVqxe9evXK8X66xtXVlYSEBG7evJlWJKe4CNmUlBSeP3+OpaXlG+ciIiKUQk/FlE6dOiFJEjt27MhWWKSkpLBgwQK+/vprUlJSmDlzJp9++mmGIcEaWrZsybFjx+jUqRPe3t78/vvv9OzZE5C9sSVLlmTUqFGZzre3tyc1NZXIyMh0lcGNDYzZ3jd91WVFyBZefH19UalUbN26Ve9C1szIjPfqvMfPp37m0fNH2FrosfiXgQk0WAo2nnDmI9jbCFpsA6v/0P9NU1OoXVs+Xic5WW4RFBYGERGy2I2IkHNxHz58NU6lAjs72RtsaiofJiavvtYcSUn027OHjyUJq7ejPMqWhSpVZFGomZ/VofGqGhll/KhSyfa/9NJuXr+eP9auxbd9e/r16oWUnAxqNYGnTjF/1Sq+nD2b+m3ayGJfc5iYyPnTd+8ysnVr3I2MGNu+vfw+nDkDGzeCpniog4NcVbpHD2jWTBbBCkUaXQhZTUcQRchmTZH+a9m7dy9AvglZd3d39uzZQ3Jysk6q1YaHh+Pi4pL2/QcffMDSpUsZP358Wml4DfoOydIGf39/bG1tadOmTY7n/hb6G6kilWFeGYcSFnZer1ysacJeXIQswJMnTzIUsq1bty4IsxT0jK2tLY0bN2bHjh1MnTo103HHjh1j1KhRnDt3jk6dOrFgwQKqVKmi1R41atTg+PHjdOvWjV69evH999/TuXNnNm/ezJdffknJkpl7rl7vJattiyuNkC1durRW4xXyj9KlS9OiRQu2bt3K9Lc9V3pgeN3hzD0xl5VnVzKh6QT9biZJUH00lHSDI71hTwO5GJR9B/3uW9gxMpLDijNKlXr69E1xe+eO7El9+4iNTftaqFTcePGCh+7uNP/f/2Thqjne+uzSNd07d+ZQ6dIMmD+fu61b89lnn5GQkMB7s2ZRuVkz6k2YkHHIsCRBhQokt2jB9B07GPPTT6+u45KSZC/yqVNyePayZbBgAZQpI7dO6tEDfHy09lYrFC5u3LhByZIlsba2zvUapqam2NraKkI2O4QQReaoW7eueJ02bdqImjVrivxi9erVAhCXLl3K81pqtVrY2NiIESNGvPF8QECAAMR3332X9tzUoKnivS3v5XnPvPD06VNhamoqxowZk+O5qepUUWluJdFqZSs9WJY/PH78WADihx9+EL/++qsAxI0bNwrarDzzxx9/CECcP3/+jeefP38uADF9+vQCskxB38yaNUsA4vbt2+nOPX78WLz//vsCEI6OjmLTpk1CrVbnap/4+Hjx7rvvCkCUL19emJubi0ePHmU558SJEwIQO3bs0Hqfjz76SFhZWeXKRgX9M3fuXAGIiIiIfNmv+Yrmwnm+c65/b3NF7HUhdtURwl8lxMXvhcjPvYs5x44dE4DYuHFjgeyfmpqa9n9s5cqVYv78+QIQBw4cyHbuwoULM/1fm0ZcnBAbNwrRt68QJUoIAUJYWQnRr58Qf/4pRHS0Dl+Ngr7p0qWLqF27dp7X8fDwEJ06ddKBRUUP4LTQQhsW2aD8+Ph4goOD87XgTs2aNQF0kicbFRXFkydP3vDIArRv3x5fX19mzJiRVq1XIFh1bhW7ruzK8765ZfPmzSQkJOQqrHj/tf3ciLnB8LrD9WBZ/lCqVCnKli1LWFgYd+7cQZIkypcvX9Bm5ZnXPbKvc/XqVUAp9FSc0aQv7Ny5M+05IQQrV66kRo0arFixgk8++YSwsDB69OiR64gQU1NT/P39+fzzz7l//z4jR47MNvxX45HNqHJxZkRFRSlhxYWYbt26AbB169Z82W943eFcjb5K0I2gfNkPAMtK0O5vqNATzn4GRwdAim76Nf/XOXz4MADNmjUrkP1VKhWrVq2iTZs2DB06lClTpuDt7Z1hnYB/o/+l/+b+OP7kyNbwrXh5eQEQEhKS+QYWFtCzJ/j7w6NHco5xr16wZ49cHbpMGTk/+fPP5SrSCQn6eqkKOiCvPWQ1ODo65uhz8L9IkRWywcHBJCYm5ltYMchtBFQqlU7yZDWFnt4WsgA//fQTSUlJTJo0CYDJzSbjbuvOyF0jeZZYMP2k/P39qVKlyhtFW7RlWcgySpuVprtLdz1Yln+4uroSFhbG7du3sbOzyzJHsKiQmZDVtN5RcmSLL25ublSpUiWtDc/Fixdp2bIlgwcPplq1aoSEhDBnzpx0Iee5QaVSMXPmTM6dO8esWbOyHW9nZ4ckSdn2kH4dRcgWbipVqoSHh0e+Cdmerj2xMbVh6Zml+bJfGoYW0HQD1PkWbq6Dfc3g+e38taEYEhwcTPXq1dMqpBcEJiYmbN68GQ8PD548ecI333zzxvkHcQ/4YNcHuPzswpawLZQwKUH3Dd1ZGbkSDCE0NFTbjaBTJ1i+XG6LdPgwfPWVnL/7/fdyyLGNDbRrJ38fEvKqcrRCoUCXQlYJLc6aIitk9+7di7GxMS1atMi3Pc3MzKhatapOPLJZCVlnZ2fGjx/P6tWrOXHiBCaGJizvupy7z+4yaf+kPO+dUx48eEBgYCD9+vXLsVcm8nkk28K3MajOIEwMi3auh4uLS5qQLQ75sZC9kHV2ds53mxTyB0mS8PX1JTAwkAkTJuDh4cHFixdZtmwZR44cofbbxVt0QO3atbW6AWRoaIidnZ3ikS1mdO/enaNHj/Lw9WI/ekJT9Glz2GYin0fqfb83kCRwnwwtt0NsBAR4wb09+WtDMUKtVnPkyJF8vd7LjBIlSrBv3z4CAwPT2gA9TXjKlwe+pOr8qiw5s4RhnsO4+uFVzo08xyeNP2Hp2aWYjDHh0KVDOd/Q0BCaN4epU+HIEYiOhh07YMQIuHcPJk6EunXB0RECA3X7YhVyRUxMDM+ePdOZkH38+HFakVGF9BRZIbtv3z6aNWuWafsGfeHu7q4zj6ypqSkVK1bM8PwXX3xB+fLlGTt2LGq1moaODRnXaBy/nP6FwzcP53n/nLB+/XrUajX9+vXL8dxVZ1eRrE7mfa/39WBZ/uLq6kpMTAyhoaHFXsheuXKFcuXKUaJEiYIwSyGf8PX1JTExkTlz5jBw4EDCw8MZNmxYupY3BYGDg4PikS1m+Pn5IYRIiwLQN8PrDidZncyqs6vyZb90OHSB9ifBtBwc7ADnvgB1SvbzFN7gwoULxMTE5Lx/rJ6wsbGhdevWxCfHM+foHKrMr8LM4Jl0rdGVsA/C+KXLL9iXsMfYwJg57ebwV7+/wBIOVjvIitAVyOl/ucTKCrp0gblz4cIFWcz+/rvsoW3fXi4YlZf1FfKMLioWa3i9l6xCxhT81UouePDgAefPn8/X/FgNNWvWJCIigsTExDytEx4eTo0aNTK9YCxRogTfffcdp06dYvXq1QBMbzWdytaVGbZ9GPHJ+Xd3xt/fH09Pz7TKvdoihGBZyDKaVWyGq23O5hZGNK//0aNHVKhQoYCt0Q0lS5ZEkiRiYmLeeD4iIkLJj/0P0LJlS7755hsOHz7MihUrsLXVY6uSHGJvb68I2WJGrVq1qFy5cr6FF7vautK8YnOWhixFLQoo9LKkC7Q/AVWHyf1mA1vDC+WiNCdo8mMLg5AVQvAw7iHLQ5ZTfWF1JuybQH37+pwZfoZ1PddRrXT6z82O1Toy0Woi4rZg6Pah9Nvcj6cJT3VjUPny0L8/HDsmhyN/+CEMHy5XRVYoEHQpZDX1IpTw4swpkkJ2//79QP613Xkdd3d3UlNTuXz5cp7Webv1TkYMGDCAhg0bMmnSJJ49e4aFsQXLfJcRER3BtEPT8rS/tkRERHDq1KlcFXk6dPMQEdERxcIbC7wh5IuLR1alUmFlZZVhaLEiZIs/hoaGfPXVV4XiAvFt7O3ttb4LHR8fz/PnzxUhW8iRJAk/Pz/2799PbGxsvuypKfp08MbBfNkvQwzNoeEyaLwGnoTAbg8l1DgHbN68GWdnZypVqqT3vYQQPIh7wLHbx1j3zzq+O/IdI3eOpMPvHXBZ6IL5t+aU+7Ecw3YMw76EPQcGHSBgQABe5b2yXNe7njesgcEVB/PnxT/xXOLJybsndWe4lRVs3QpffAG//irn0Ubmc0i9AqB4ZPObIilk9+7dS5kyZfDw8Mj3vTWVi/MSXpyQkMD169ez9XCqVCrmz5/Pw4cPmTlzJgA+VXwY5jmMOUfncObemVzboC3+/v5IkkSfPn1yPHdZyDJKmpSkl1svPViW/zg6OqYVvikuQhbkMKnXheyzZ894+PChUuhJoUBxcHAgKipKq+iXx48fAyhCtgjg5+dHYmIiAQEB+bJfL7de2JjasOTMknzZL0sqD4D2p5VQ4xxw9+5dDh48SP/+/XNdOV0bhBDsvLKTZr81o/yP5Wmyogn9NvdjcuBkNoVt4nH8Y2qWrckH9T9gQccFBA4K5PjQ47SqnL5qcUZ4enqCgOoPq3N48GHUQk3TFU2Zc3RO3kKNX0elghkzYP16OHMG6tUDbQtMKeiMmzdvYmpqStmyZfO8luKRzZ4iJ2SFEOzbt482bdoUSB5X9erVMTQ0zFPBpytXriCEyNYjC9CgQQO6d++Ov79/2nM/tPuBshZlGbp9KMmpybm2IzuEEKxduxZvb++0PyZtefziMZsubWJg7YGYG+VvHrO+kCQp7WdWnIWsptCT4pFVKEjs7e0B0tqQZcWjR48ARcgWBZo2bUqZMmXyLbzY1NCU9+q8x5awLflf9CkjlFDjHLF+/XqEELmq0aENKeoU1v2zDo8lHviu8+Xus7vMbjObXf12cXH0RWInx/JowiNOvX+Kje9sZE67OYxpMIbWlVvnSFhbW1tTuXJlQkNDaVKhCWdHnqVrja5M2DeBzWGbdfui3n1XLgwF0LQp/PGHbtdXyFOJlrYAACAASURBVJIbN27g5OSkkxsvJUqUoGTJkoqQzYIiJ2QvXLjAgwcPCiQ/FsDY2Jhq1arlySObVcXijKhfvz537txJC8WyNrXml86/cO7hOX44+kOu7ciO06dPExERkasPkHkn5pGYmsj7dYtHWLEGjRddEbIKCvpFc/NMmzzZqKgoQBGyRQEDAwO6du3Krl27SMqnPD5N0aeVZ1fmy37ZooQaa42/vz/16tXTeYRQYkoiS88sxWWhC/029yM5NZnVfquJGBvBZ00/o1O1TrjZumFpnIP2Y6mJ8OAAhE6E3Z6wwQL2NoWQT+DWn7Rt6kJIiBxJZ21qzYZeG/As58nY3WOJSYjJZvEc4uUFp06Bp6csbL/8UmnRk0/oqvWOBqUFT9YUOSG7b98+oGDyYzXUrFkzTx7Z8PBwJEnSWihoxJNGAAN0c+nGO+7vMO3QNMKjwjObmif8/f0xNjamVy/tQ4PVQs3EfROZfng6PV17UttO9y08CpLGjRtjY2OTYw91YcbGxuaNYk8aIVu1atWCMklBIc0jqwjZ4oefnx9Pnz7l0KFctCPJBZqiT8tClhVc0aeMeDvUOHQCpCpFejSEh4cTEhKSqxodmRGXFMePR3+kyvwqjNg5glJmpdjy7hYujL7AwDoDMTIw0n4xIeBpGITPg6BOsLEUHPCBy/8HRtZQZbDciiliERx5hyUdd3Pwo39JPtAVLv2AYdQxfu20gIfPHzJ5/2SdvcY07OzgwAEYOhRmzoTu3eW+tAp6RddC1sHBQcmRzYIiJ2T37t2Lq6trgXrE3N3duXbtGi9evMjV/PDwcJycnLRuHeTm5gbApUuX3nh+fof5WBpbMnT7UFLVqbmyJTNSU1NZv349nTt3xtraWqs58cnx9NnYh++Pfs/IuiNZ32u9Tm0qDIwYMYIbN25gYlK0e+K+jrW1dTqPbIUKFfK9tZWCwutohKw2H+CKkC1atGnTBnNz83wLLwYYUXdEwRd9yoiSLnKLnmqjIGwO7GsKzyIK2qpCwdq1a1GpVLz77rt5XitVncqCEwtwmuvEp/s+xaWMC/sG7uPEsBP4ufihkrK4HE5NhLjrEHkEbqyHsB/h+FDY5gS73CBkHMT9C1WHQMsd0PMxtAmC+guh7RHo9RTan+Ki2SiCLkHKoxA4+xnsb4HXsfZsq92UX88s5sitI3l+nekwMYFly2D+fNi9G6pXh9mzIY+dNxQy5sWLFzx69EjxyOYj2QpZSZJWSJIUKUlShi5ISZJcJEk6JklSoiRJn772vKkkSSclSTonSdJFSZKmvXZupSRJ1yVJOvvy0KpqkxCCw4cPF6g3FmSPrBCCsLCwXM3XpmLx61SpUgVjY+N0QtbO0o657edy9PZRFp1alCtbMiMoKIgHDx5oHVb86PkjfFb7sPHSRua0ncOizoswVBnq1KbCgKbKb3Eio9BiJaxYoaApXbo0xsbGWntkJUlK64usULgxMzOjQ4cObNu2DXU+hTv2dOtZeIo+vY2hGdRfBM03y4IowAuuryloqwoUIQT+/v60bt2a8uXL52mtS48u0ey3ZnwY8CF1y9fl+NDjBA4KpE2VNq/yGNWp8OQcRPwCJ0fAwc7wlwdssoUNprC9CuxvDkf7QuincHszlG4ADZZA1+vgexnqLZB7Bxu91X/dwBhK16NMkykM/AWW3P8UekTKotfOhy4vgrlQ2YgluweQmKIHgSlJMHYsXLwIrVrBpEng5gZbtig9Z3WMJu1QlxW2HR0defDgAcnJ+quJU5TRxiO7EuiQxflo4ENgzlvPJwKthRB1AA+ggyRJjV47P0EI4fHyOKuNsXFxccTHxxdYfqwGd3d3IHeVi9VqNZcvX86RkDU0NKR69erphCzAgNoD6ODcgcmBk7kRcyPH9mTG2rVrsbKyokuXLtmOvRx1mUbLGxH6IJQ/e//JJ00+0Wt1QQXdYmNjQ0JCAgkJCYBcjEwRsgoFjSRJWveSjYqKwsbGBkPD4nfzrLji5+fH3bt3OXNG/9X3oRAWfcqICt2h4zmw8YRjg+DoQEh+VtBWFQgnTpzg2rVreQorTkpN4ptD3+Cx2IOIxxGs6b6GPQP20NCxISQ9hft74fwUONAWNtrIucqnRsOtjRB/H8wrQIWeUOsbaLgcvAOg0wXo9QR6RUPzjeA8HCwraWWPnZ0d5cuXJyQkBExtZdHbchu02E4FcxvWlLhJ2M5GkPAo1685S6pVg23bYO9eMDODHj3kNj3nz+tnv/8gS5cuxczMjI4dO+psTUdHR4QQWhU+/C+SrZAVQhxGFquZnY8UQpwCkt96Xggh4l5+a/TyyNOtn2fPnmFkZETLli3zskyecXZ2xtjYOFdC9s6dO7x48SJHQhbk8OKMPMCSJLG482IkSWLY9mE6CTGOj49n06ZN9OzZE1NT0yzHHr55mMbLGxObGEvQe0H0dOuZ5/0V8heNF+vJkydER0cTHR2tCFmFQoG2vWSjoqKUsOIiRpcuXTAwMGDLli35tmehK/qUERYVwCcIak2Dm/6w2wsenypoq/Idf39/TExM6N69e67mn7hzgrpL6zLl4BR6ufUibOhBBlgZIJ0aBX/VloVrUHu4OAMSo6DyQGj8O3S9Bj2joGMIeO+ABouh1ldy2LB9e7B2B2Nr2cuZC7y8vAh9uyWOoy/mftfYZuCK+/OzpG6vBhFLQF/53G3bwtmz8PPPcO6cXBBq5Eh4pCcB/R/h8ePHrF27lgEDBlCqVKk8r/ckXo6U06RSKuHFGaPXHFlJkgwkSToLRAL7hBAnXjs9U5Kk85Ik/Z8kSVolHD59+pQmTZqk9fIsKAwNDXFxceGff/7J8dycVizW4ObmxrVr14iPj093zsnaibnt5xJ4PZCvgr7KsU1vs2vXLmJjY7MNK157fi1t17SlrEVZjg87TiPHRlmOVyicaIRsTEyMUrFYoVDh4OCgtUfW1tY2HyxS0BU2NjZ4e3vna55soS369DYqA6j1NfgcAnUy7G0Cl77Xn7ApZKSkpLBhwwZ8fX0pWbJkjuY+T3rO+IDxtPutEV7qe/zbtCv+pv9gu6cWHO0HN9eBmT3Umgqt90GvGOgYCvV/hsr9wbJyrkWqNnh5eXHp0qX0NVYMLWjUOYgWD6w4nwScGin/3KP11AfW0BBGj4aICBgzBn79VfbY/vQT5FM18eLG8uXLiY+PZ+zYsXlaRwjB3ONzKf19aWYenplWXFQp+JQxehWyQohUIYQH4Ag0kCSp5stTkwEXoD5QCpiY2RqSJA2XJOm0JEmn4+PjCzw/VkO9evU4duwYqak584DmRcgKIbh8+XKG54d6DWW413BmHZnFxksbc7T226xdu5Zy5crRqlXGjb6FEMw4PIMBWwbQ2LExR4cepYpNlTztqVBwaIp5PXnyJE3I6rrVgYJCblA8ssUbPz8/wsLCMv1c0weaok9B14Pybc9cU7YZdDoLjt3g7ETY3wLu7Cj2gnb//v1ERkbmrPWfOoXToXNYscqB3nfnEl1VYpVNNFUe7wWzclBnllxUq2c0tAqQbxSUa5M+n1XPeHp6olarM3SE2Fna8X7r/8Pr36ccLD8E4q7Bnnpw+kN4kf0NvVxRqhTMmwf//AONG8Mnn8j5s5s2KfmzOSAlJYWff/6ZVq1aUatWrVyvk6pO5aOAjxi/Zzy2FrZ8ffBr7qrkz0DFI5sx+VK1WAgRAwTxMtdWCHH/ZehxIvAb0CCLuUuFEPWEEPWAAs+P1eDj40NMTEz6EJFsCA8Px9ramrJly+ZonqYFT1YFpuZ3nE8jx0b8b+v/uBiZuz63T5484a+//qJPnz4YGBikOx+XFMeALQP4KugrBtQewJ4BeyhllvcQCoWC4/XQ4itXrqBSqahSRbkxoVDwODg4EBcXl9ZDOzMUIVs06datGwDbtm3Ltz17uvWklFkpPj/wOZcepa87UegwtoFmf0LDX+H5TTjcFXZUh8vzITnrv4uiir+/P9bW1nTq1Cn7wULAne1Eb3KkXtgERpk/pWZZNwzcPwefA3I+a+t94D4JSteXvd0FiJeXF0Cm146DPQbjXcmb7ic387DVYag6HCJ+hu2V4PgQiMndtV22uLrKVY1375bzZ3v1gubN4cSJ7OcqsGPHDm7dupUnb+zzpOd039CdBScX8EnjT7g85jKVrCsxcv9ITK1NFSGbCXoTspIk2UqSZP3yazOgLRD+8vvyLx8lwA/QqimrgYFB2j+BgsbHxweQ7xzmhPDwcFxdXXNcDKlatWoYGBhkWPBJg4mhCZve2UQJkxL4bfBLi6/PCZs2bSIpKSnDAguXHl2iwbIGrPtnHdNbTWe132pMDItPG5r/Kq8L2YiICJycnDA2Ni5gqxQUtOslK4RQhGwRpUKFCtStWzdfw4tNDU2Z234uYY/CqPVLLd7b+h7Xn1zPt/1zhSRB1aFy/mbTDWBaFs58BFsd4czHcmuYYsKLFy/YsmULvXr1yr7NXdQJ2N8SDnfj0fNIvhO1Sen+ACvfi1BnBti1AoOs63zkNxUrVqRUqVJywacMkCSJJV2WEJ8cz4cHpkCDX8A3ApxHwM318FdNuaLyw4P68Zh26AChobB0KVy9Co0aQd++cL34/I7pg/nz5+Pk5ISvr2+u5t+PvU/LlS3ZFbGLnzv9zJx2c7A2tWZdz3Xci72HYQ9Dbt+5rWOriwfatN9ZBxwDakiSdEeSpKGSJI2UJGnky/PlJEm6A3wMfPlyjBVQHgiSJOk8cAo5R3bny2XXSpL0D/APUAaYoY2xVlZWGXoJCwI7Oztq1qxJYGBgjubltPWOBhMTE5ydnbMUsgD2JezZ2HsjN2Nu0n9z/xwXf/rrr7+oVKkSdevWfeP538//Tv1l9Xkc/5h9A/fxZYsvlcrExYS3haySH6tQWNCml2xcXBxJSUmKkC2i+Pn5cfz48XytyDmwzkCufXSNjxt9zB8X/6DGwhqM+WsM92MLeVVQlRE4vQPtjkK742DfGa4sgB3OcLgHPDxU5MNBd+zYQVxcXNZhxc8iILg37G2EiL3CXLULje5bMMB3F6bmdvlnbC6QJAlPT88so/mql67Oly2+5I+Lf7Dzyk6wrCK39vG7LVdQfnwKAlvBngZw8w9Qp+jWSENDeP99OX/2q6/kSscuLvDZZxATo9u9igHnz5/n4MGDfPDBB7mqnH8h8gKNljciPCqcbX22Mbr+6LRzDRwaMLP1TOIqxnFG5E+F96KGNlWL+wohygshjIQQjkKI5UKIxUKIxS/PP3j5vJUQwvrl18+EEOeFEJ5CiNpCiJpCiG9eW7O1EKLWy+cHvFbdOEsqVqyY+1eqB3x8fDhy5Eha25LsePr0Kffv38+VkAU5vDg7IQvQtGJT5necz+6ru5l6cGqO9ggJCaFBgwZpIjUhJYERO0YwcMtA6pavS+iIUHyq+OTGfIVCyts5skp+rEJhQVPkIiuPbFRUFIAiZIso3bt3RwjB9u3b83XfMuZl+KHdD1wde5UhnkNYcmYJVedXZfL+yUTHZ9qoofBQpiE09YduN8BtEkQegkBv2Uu720tuKXOkD5z6AM5/DeHz5N60d/+CyOAsj+fXA7h/YRu8uCMXm8pH1q5di4ODQ8bdKRIi4fRY2OUG93dDramsq/QN4/8NZ4bPdzhaOearrbnFy8uL8+fPZ9kX9LOmn+Fm68boXaOJS3p5iWxSWq6g3O0m1F8MyU/h73flUPOIxbq/iVGiBHzzjSxo+/WDOXPA2Rnmz4fnz3W7VxFmwYIFmJmZMXTo0BzP3X9tP01XNCU5NZnDgw/TpXr6lpefNvmU8i/Kc73G9VynDRZn8iVHVlcUth6BPj4+JCQkcOzYMa3G57bQkwY3NzeuXr1KkhYV5UbUHcFQz6HMCJ7BljDt2htER0dz8+bNtPDtf6P/pcnyJiwNWcrEphM58N4B7EvY58p2hcKLkZERFhYWXL58mWfPnikeWYVCgzahxYqQLdq4ubnh7Oycr+HFr+Ng5cDiLosJ+yCMHq49mP33bKrMq8LMwzNfCYjCjLkD1Jkpe+saLAU7HzArD8lx8CREDke9MANCxsm9aQ91lotGZXFYHOtI+fN+sLUCrDeBzXaw21MOaT0xTBbGEYvhzna5qm5ClE5E1OPHj9m9ezd9+/ZFpXp5eSoEPL8NF2bCdmeI+AWqDgPfq0RWGcXY/ZNp7NiYUfVH5Xn//MLT05OkpKQsHRPGBsYs813G7We3+erAW90oDM2g2gjoEg7Nt8jFrE6Nglt/6MdgBwf47TcICYE6deCjj6B8ebllTz71gS6s5KXlzorQFXRc2xGnkk6cGHYCr/IZp06qJBU9VT0RCYI+G/sQn5y+e8l/mcKlDIsYLVu2xMDAgP3792da4fd1dCFkU1JSuHr1Km5ublmOlSSJhZ0W8k/kPwzaOoiTZU7iauua5RxNqIuXlxdbwrYweNtgVJKKHX13ZHiXSKH4YGNjw6lTcq9CRcgqFBYsLS2xsrLKMrRYEbJFG0mS8PPzY968eTx79gwrK6sCscO5lDO/9/idz5p+xldBX/Fl0Jfs+XcPhwcfLhB7coyhOTi/Lx9vo06F5BhIjIakx5ASB7yZGpSqTmX9uvWsWrUKu3J2mBuBueopn4/7H7YlUuSqufH3IDoEEiPTV042MANzRzCv8OqwqABmDmBiC6a28qOhRabtbbZsXEdtxxTGdDKHM+PgyTmIOQdJL+t9OPrJ1YdLytdQ4zf3JzYxlmW+y1BJRccv83rBpzp16mQ6rkmFJoyqN4p5J+ZRz74e/Wu/VbtEUkEFP3DwhT31IXSC/LWhuX4M9/CA/fvh6FFYtgxWr4YlS+Q+tMOHy17bAvr7LShy03JHCMHXQV8zI3gGbau0ZeM7G7Eyyfp9c3F0gblwYcAFPtn7CYs6L8qr6cUHIUSROerWrSsKG40bNxYNGzbUauykSZOEkZGRSEpKytVeZ86cEYD4888/tZ5z++ltUfaHsqL6guoiJj4my7E//PCDwAAxcstIwVRE/aX1xfUn13Nlq0LRolatWgIQgIiIiChocxQU0nBxcRG9evXK9Pzq1auV39sizpEjRwQg1q9fX9CmpDHn7zmCqYiTd04WtCl65969e8LHx0cAom/fvuLp06fi2rVroly5csLR0VHcunXrzQmpyUI8vyvEoxNC3NokRNj/CXHmYyGCewsR0EiIzQ5C+KuEWEv6Y72pEFschfjLU4jAtkIc6SfEkT5C7HQTyWteH2cuREBDIU4MF+Lyz0JEh75hwl9X/hJMRXx94Ot8fKd0Q2pqqrC0tBRjx47NdmxcYpzwXuktVNNUYtXZVZkPfHhYft/O5eP78eSJEAsXClGnjhAghLm5EIMHC3H0qBBqdf7ZUUAkJyeLihUrilatWuVoXvDNYMFUxP+2/k8kpWSgB+LjhTh7VohNm4Q4c0aIpCSxdetWAYj+q/oLpiI2X9qso1dReAFOCy20oeKRzSM+Pj58++23PH36NNvG3eHh4Tg7O2NkZJSrvVxcXJAkKcsWPG/jaOXIxt4bab26NQO3DGRrn62oJBVqoebW01tciLyQdux6vAsmw+JzixnbYCw/tP1BqUr8H0FT8MnQ0JBKlSoVrDEKCq+RXS9ZxSNb9GnUqBFly5Zl06ZNvPvuuwVtDgDv132fKQensOj0In5z+K2gzdEbe/bsYdCgQcTGxrJ8+XIGDx6MJElYWVkREBBAixYt6NChA8HBwa9CJ1WGYG4vH5l1T1SnyB7c+HuQGAUJjyDxkfx14qOX30dB3L8g1LwwcebHbZdwa9KHnkOngWXVTFvlxCXFMWrXKFzKuPB588/188boEZVKRZ06dTKtXPw6FsYW7Oq3i67ruvK/rf8jRZ3CEM8h6QeWbQ5OfSDse6g6BCyc9GD5W1hbwwcfwOjRcPq07KX195fDkN3coGNHaNVKbuNTDD21mpY7c+fOzdG8lWdXYmlsycLm32EUeg4uXZKPsDD58do1UL8W8WBiQhtnZxYC9U+WJLm0G+9vHUI9+3pUKFlBty+qKKKN2i0sR2H0yAYFBQlAbNu2LduxLi4uonv37nnar3LlyqJPnz45nrfwxELBVITPKh/RYFkDYTHTQjCVtKPCTxWExXALUXVUVbHn6p482ahQ9OjWrZsARPXq1QvaFAWFNxg4cKBwcnLK9Pznn38uDAwMhPo/4AEozowdO1aYmJiIx48fF7QpaYzcMVKYzjAVUc+jCtoUnZOUlCQmTpwoAFGzZk1x8eLFDMcFBQUJY2Nj0aRJE/H8+XO92fPdd98JQPz777/Zjh23e5xgKiL4ZrDe7NE3Y8eOFRYWFiI1NVWr8S+SXoj2a9oLpiKWnF6S8aC4W0KsN5M94wXFs2dCLF0qhLe3EMbGsqfWwECIBg2EmDhRiD17hIiLKzj7dIi3t7dwcnISycnJWs95cTVczGptLB6ULyG/N5rDyEgId3chevUS4uuvhVi/XoiTJ+XHTz8VCU2aiKevjY8zQpytZiVSP/pQiHXrhLh+vdh5wVE8svlD48aNMTMzY//+/XTt2jXTccnJyVy9epXu3bvnaT9tKxe/zej6o/n3yb9suLgB1zKuDPUcSs2yNalZtiZutm4YpBhgZWXFwCkDaVe1XZ5sVCh6aDyySn6sQmHD3t6ee/fuIYTIsOWXpoes0g6saDN06FAWLFjA2rVrc5Rvpk8+aPABi88sZkXoCiY0nVDQ5uiMGzdu0LdvX44fP87w4cOZO3cuZmZmGY719vbG39+f3r178+6777Jlyxa9FN5cu3YtjRs3pkqVKlmOO3X3FPNPzmdk3ZE0q9hM53bkF15eXixYsICIiAhq1KiR7XgzIzO29tlKzz96MmLnCFLUKW+0aQHknGS3yfDP13KfWTtvvdieJSVKyK173n8f4uPh2DEICoIDB+DHH2H2bDAyggYNoFkzebyhIRgYZPxoYgJVq4KrK2QT9ZifaFrufP/999n/PSQnw86dsGwZpgEBfCYEMc1rw+husufazU1+jRlFa9avD+++i5FaTQljY74bMoSPW7Tg1u41xAbvJXXxIlTz5stjy5WT+/42agSNG0PdumBhofsXX9jQRu0WlqMwemSFEKJdu3bCzc0tyzHh4eECEKtWZZHjoAWffvqpMDExESkpKXla5200OUrbt2/X6boKRYNx48YJQIwbN66gTVFQeIN58+YJQERGRmZ4vkePHsLd3T2frVLQB3Xr1hV16tQpVN71Fr+1EJXnVhapau08Z4WdgwcPCmtra2FlZSU2bNig9bxFixYJQAwZMkTnP5/z588LQCxcuDDLcUkpSaL2L7WF/Y/22db8KOycPXtWAMLf3z9H8xKSE0TXdV0FUxHzjs9LPyD5hRBbnYTYVVvOZS5MxMYKERAge2YbNBBCpXrTK5ndYW8vRJs2QowdK8Qvvwhx8KAQmXwu6Jthw4YJMzOzrCNI/v1XiMmThShXTrbfwUGs6VZZNP3KIVf/T5ycnMSAAQPSvh+weYAw+loSJ3csEWLRIiEGDhSiWrVX75eBgRCenkKMHCnE//2fEJs3yzm3jx4VCe8tikc2//Dx8WHixIncv3+f8uXLZzgmrxWLNbi5uZGYmMj169dxdnbO01qvo8nV8PT01NmaCkUHxSOrUFh5vZesra1tuvOPHj1S8mOLCUOHDmX06NGEhIRQt27dgjYHgNH1RtNnUx8CrgbQqVqngjYnz8yYMQMrKyuCgoKy9X6+zqhRo3jw4AHffPMN5cqVY+bMmTqzyd/fHwMDA3r37p3luDlH53D+4Xm2vLuFkqaFxzuXG9zc3DA2NiY0NJS+fftqPc/E0IQ/e/9Jn419+CjgI1LUKXzc+ONXAwzNwHMOHOkN/y6DaoWoLZGlJbRvLx8g54GmpMhHamrGjy9eyH1sX88hXbHizT62NjZQtiyUKiUfNjavvn79+5Il5VxdzWOJErLnN4eka7mTmgrR0fD4MURFwfXrsGoVBAaCSgWdO8P773OnaS0GLajCly2+zFWVbUdHR+7cuZP2/aJOizh97zQdL33OyfdPUmXUy591VBScOAHHj8se8bVrITb2zcUsLKBiRXBykh8rVZJzmRs3ztV7UpAoQlYH+Pj4AHDgwAH69++f4RhdClmAS5cu6VTIhoaGYmtrm3bRqPDfQhGyCoUVTS/Zu3fvZtiqIioqKtt2ZApFg759+/Lxxx/z66+/Fhoh2921O+Usy/HzqZ+LvJB9/vw5hw8f5sMPP8yRiNUwdepUHjx4wLfffoudnR0ffvhhnm1Sq9WsW7eOdu3aUbZs2UzHRTyOYNqhafRw7YGfi1+e9y1ojIyMqF27tlYFn97G2MCYDb020H9zfz7Z+wkp6hQ+a/rZqwEVekJZbzj3JVR8F0xy1t8031CpwNhYPjJArVYTEBBAhy5dUL2euqdWw507r4TtlSuyiIyOhvv34eJF+etnz7K3wdJSFrYlS8rC1thYDmk2NJRDfTVfaw6ViidnzhAYH4/X3r2yQI6JSd9H2ckJvvkGBg8GR0cAfj/yHQLBoDqDcvV2OTo6cua1vr0lTEqwvc92Gv7aEN91vhwbekxu41OmjCyeO3eWBwohvx83b746bt169fWZM/DokTxWM9fXF9q1k9+TQo4iZHWAh4cHpUqVYv/+/VkKWXt7+zz3yNMI4UuXLmWZk5tTQkJC8PLyUvLM/qO4u7tjYWGRZU87BYWC4HWPbEZocmQVij7W1tb07t0bf39/fvzxR8zN9dQPMwcYGxgz3Gs40w9P59qTa1SxybkALCwcPHiQpKQkOnTokKv5kiTx888/ExkZybhx4zA3N2fgwIGYmOSuu4EQgoCAAG7evJmlh1cIwfCdwzE1NGVBxwW52qsw4unpycaNGzPN/88KIwMj/Hv6Y6gyZOL+iaSoU15VcJYkqDsPAjzhn6lQb77ujc8H9u3bR+fOndm2bdub0Vls2QAAIABJREFU17sqlexFrFjxlXc3I1JSZJH55Iks5J4+lcXt649vP5ecLB/x8a+8xa8dIjWVxDt3MLKxwaRRI1n4lS795mPZslCr1hueTSEEq86tommFpjiXyp0TysHBge3bt7/x+1KtdDU2vrORdmva0XdTX7b32Y7B29W+JUm2rXRpeNnDOB0xMbB3L+zYAdu3yx5lY2O56nTXrrKwrVBIKyRrE39cWI7CmiMrhBA9e/YUFSpUyDR3pFGjRqJ169Y62cvBwUEMGjRIJ2sJIURCQoIwNDQUkyZN0tmaCkUPXeddKyjogsTERAGIadOmpTuXmpoqVCqV+OKLLwrAMgV9cPDgQQGI1atXF7Qpadx5ekcYTDMQE/ZOKGhT8sSYMWOEubm5SEhIyNM6L168EM2bNxeAMDExES1bthRff/21CAwMzLKysVqtFmFhYWLx4sWib9++wsHBQQCiVKlSIjY2NtM50w9Nz7pabxHll19+0bpSc2akpKaI/pvk3qKXIi+9efLkaCH8DYR48k8eLS0YZs+eLQAxZsyYgjYljc2bNwtAbN6csz6uJ+6cEExFLDuzLNd7//TTTwLIMC930clFgqmIT/d8muv100hOlvOPP/5YCGfnVzm3Hh5C/PijENHRed9DC9AyRzbnQdoKGeLj48Pt27e5evVqunNCCMLDw/McVqzBzc0tV5WLM+PChQukpKTgldmdGoX/BAZFLC9C4b+BsbExtra2GfaSjYmJQa1WKx7ZYkSLFi1wdnZm+fLlBW1KGg5WDvi5+LE8dDnxyfEFbU6uCQgIoHXr1rn2oGowMzNj7969bN26ldGjRxMbG8uMGTPw8fHB2tqaZs2a8cUXX7B3717OnTvHwoULeeeddyhfvjyurq6MHDmSgwcP0rx5cxYtWkRoaCiWlpbp9klISWDwtsF8FfQV77q/yzCvYXmyu7DRqFEjAE6cOJHrNQxUBkxvNR2AwOuBb56s/Q0YWcGZcelDX4sAFy5cACAwMDCbkfnH/PnzcXJywtfXN0fzVp1dhamhKb3dss4DzwrHlyHKr+fJahhVfxSj641mzrE5rDy7Mtd7AHIIdcuWcpXpK1fkEO7Zs+UK0p98Ag4OMGwY5CIsXh8oQlZHaPJkM/qDi4yMJCYmRmdC1tXVlbCwMNSvN0zOA5ocDUXIKigoFEYcHBwyDC2OiooCUIRsMUKSJIYMGcKhQ4eIiIgoaHPS+KD+B0THR7Ph4oaCNiVXXL16latXr+Y6rPhtTE1N6datGz/99BNnzpwhOjqaXbt2MX78eFJSUpg9ezbt27fHw8ODsWPHcvz4cdq2bcuyZcu4cuUKd+/eZd26dYwaNYqKFSumW/9+7H1arWrFqnOrmNpyKv49/XNVIKcwU7NmTczNzTl+/Hie1qlsUxmnkk4E3Qh684RJaaj1DTwMhDtb87RHQXDx4kUAwsLCMk0tyU/WrVvHwYMHGT16dI5aUCWmJLLuwjq6u3TPU5GyrIQswNwOc/Gp7MPwHcP5+9bfud7nDSQJXFzgs8/k4lGhoTBgAKxbJ7f3adwY1qyBhATd7JcLitd/hQKkWrVqVKhQgf3796c7FxYWBuS90JMGNzc3nj9/nukvc04JDQ3FysqKypUr62Q9BQUFBV2i6SX7NoqQLZ689957GBgYsGLFioI2JQ3vSt64lnFl0alFBW1KrtizZw8A7bPKKcwDJUuWpFOnTsyePZvjx48TExPDnj17+P3337l27Ro3b95kzZo1DBs2jGrVqmWZE3r63mnqL6vP+Yfn2dh7I1O8pxQ7EQtgaGhI/fr1OXbsWJ7XalW5FYduHEIt3nJwVBsJJWtCyCeQWnBiI6ekpqYSFhZGq1atgIL3yv7+++8MGDCAli1bMmbMmBzN3XFlB08SnvBenffyZEN2QtbIwIg/e/9JJetKdN/QnZsxN/O0X4Z4eMDSpXD3LsydK+ceDxok589Ongw3buh+z2wofv8ZCghJkvDx8SEoKCidp1RXFYs1vF65WBeEhITg6emJSqX8OigoKBQ+7O3tMwwtVoRs8cTe3p5OnTqxatUqUlJSCtocQP6MH11/NKfuneLU3VMFbU6OCQgIoGrVqjrtdpAVlpaWtGvXjv79+1O5cmWtixmtv7Ce5r81x0BlwNEhR+np1lPPlhYsjRs3JjQ0lPj4vIWsezt58zj+MRciL7x5QmUoF356fh3Cf8rTHvnJ9evXiY+Pp3///pQqVapAhezKlSsZNGgQ3t7e7Nq1K8dF6FadW4V9CXvaVGmj/aTEx3B5ITw8BC9vTpQrVw5JkjL8LNRgY2bD9r7bSUpNouv6rsQlxeXIVq2xtoaPPpLDjvfuhWbN4PvvoUoV6NNHriadTyjKRYf4+PgQHR3N2bNn33g+PDwcCwsLnbW2cXV1BXQjZFNSUjh37pwSVqygoFBocXBwIDIykuTk5DeeV4Rs8WXo0KHcv3+f3bt3F7QpaQyqMwgLIwt+PvVzQZuSIxITEwkKCtJZWLE+UAs1XwR+Qd9NfalvX59T75+iTrniX0W/UaNGpKSkEBoamqd1WlWWPZdB14PSnyzXGir0gAsz4Wn+CYy8oAkrrlWrFq1btyYwMBBRAHm+v/76K0OGDKFt27bs3LkTCwuLHM1/GPeQ3RG7GVBrQPpqwhmRHAcXZsD2KnBmLAR6wzYnCP0Mo7hLlCtnl200pksZF/7o/QcXIi8wYPOA9F56XaJSQdu2sGWL3D93wgTYuRNq1oS+ffNF0CpCVoe0bt0aSB8CER4eTo0aNXTm8SxTpgy2trY6EbKXL18mISEBT09PHVimoKDw/+zdd1yVdfvA8c99DiBDFI6DrThwD5QhjkTDQbmwrY8NV6lppU9pVtpj25b91B6z9FHLcjRETcVRrlygEAqKIwWF3IKgsrl/f5wOYTLOgXMA8Xq/Xr6qc6+LsuO5zvX9XpcwP3d3d1RV5cKFC7e9LolszfXggw/i4uLCokWLqjqUQnVq1eHJDk+yMm4lV29drepwjLZnzx5u3rxZbRPZjOwMhq4aynu/vcfYzmPZ9tQ2GjqUPFO2JjE0fKro8uJGdRvR1LkpO5J2FH9C5zlgUxd+7Qs3zlToWZXB0OipTZs2hISEkJycXOl75hcsWMDYsWMJDQ1l7dq12NnZmXyP7458R76az9O+ZSwrzs+BE5/D+uZweAa43A+hB6Hbd+DkCwlzYJMvv01Po4fzrjL/G/Zr1o85/eew9vha3vj1DZPjLpdGjfRNoRITYdo0/Sifdu1g+HB95dZCJJE1I3d3d9q0aXPHPllzdiw2aNOmTeHe24qQRk9CiOqupFmyV65cwdbW1uRvyUX1Z21tzTPPPMOGDRs4f/58pT//wIED7Nix447Xnw98nuz8bP4XU33275YlIiICGxsbevXqVdWh3OZGzg02n9pM18Vd2XBiA/MemMfCgQux0dpUdWiVxsXFhSZNmlS44RPolxcXu08WwKER9N4C+Zn6ZDaz8v+fMkV8fDze3t7Url27sJlqcT1oLGXevHlMmDCBQYMGsWbNGmxtbct1n2WxywhwD6BNgzbFn6AWwJlv4edWcHAi1GkJffdCzzWg8wPvYdBrPQw9DwH/JUt1YGTnU/qK7Zbu+uQ3u/gv1SYFTuLZzs/y/m/v89Sap4hMiSzXz2Cy+vXh/ff/TmjXrYO2bfUJ7V9bLc1JElkzCwkJYffu3WRnZwNw69YtkpKSCpcDm4thBE9Fl1pER0dja2tLy5YtzRSZEEKYl7u7O1B8Ilu/fn2j99+Ju8uoUaPIz8/n66+/rvRnv/zyy0yaNOmO19s1bEfPxj1ZcHAB+QX5lR5XeURERHDfffcVO+KmMt3IucGWP7bw2i+v0W1xN5xnOxP6bSjnb5xn84jNTAyceE/+vxwUFGSWRLZ3k96kZqUSeyG2+BOc2kGvjZB1Abb3h5zUCj/TUuLi4mjbti0AzZs3p1GjRpW2T3bOnDm88MILhIWF8cMPP5R7XFXshVhiL8YW3+RJVSFlI2zqBPtG6KvlvTZByA5o0PXO823rg894vjg1nA5vOELH9yE3XZ/8rnGD3Y9AygYo+LungKIozHtwHi91eYk1CWvosqgLAV8FsOz3ZWTlVULjL0NCe+aMvuvxunXQpg38619mrdBKImtmISEhZGZmFr4pnThxAjBfoyeD1q1bk5aWdsdSO1PFxMTQsWNHk1qJCyFEZTIksv9scmFIZEXN1KJFC+677z4WL15c6fvjjh07xrlz54o9NsF/AmfSzrD5j82VGlN5pKSkcOTIkSpZVmyouE7fNp2ui7viPNuZ/sv789HejwB4pdsrbB6xmbMvnSWkaUilx1ddBAUFkZycXOFJFL29/9on+88xPEXVD4Ke4ZB+HHYMgLybFXqmJeTm5nL8+HHatWsH3N5MNT/fsl8effjhh0yZMoVHHnmE1atXY2NT/tUBy2KXYa2x5ol2T9x+IPsq/HI/7BwAeTf0y4dDD4F7qH7cTSk8PDw4ciaDjEbPw4Aj8MDv4PM8XNoJOwdCuBfETC3cC22jtWFO6BxSpqQw74F53Mi5wTNrn8HzU0+mbZ3GmdRKWGbeoAF88MHfCe3atfoK7RNPQFxc2deXQRJZMwsODkaj0RR+c2TujsUGhs7FFVleXFBQQExMjCwrFkJUaw0aNMDKyqrEiqyouUaPHs3JkyfZvXt3pT3zypUrXL16levXr5ORkXHH8aGth+Ja2/WuaPpk6bE7Rf0zcXX6wInQb0P5eN/HaBRNYeKaOi2VvaP38l7Ie/Rr1g8Hm3t7a0DXrvoKXEWrsh51PPDR+bAjcUfpJ7r2ge4r4OoB2DUU8rMr9FxzO3XqFDk5OYUVWdAXiVJTU+9opmou2dnZvP3220ybNo0nnniCFStWYG1tXe775ebn8u2RbxnUchD17Ov9fSAvE3YOhiv7wP9zGHBMv3zYyPFShhE8hV/qOncEvzkQlgL3rYF6gfru1BvawuYucPILyEmlTq06TAycyNEJR/nlqV8I9g7m430f02xuMwatGETEqQjLf1lYNKF99VXYsAHat4dHHoEK/HeVRNbMnJycCAgIuC2R1Wg0Zm95b44RPGfOnCE9PV0aPQkhqjWNRoObm5tUZO9BjzzyCHXq1GHx4sWV9syEIvu4iquS2WhteLbzs2w6uYnTqacrLa7yiIiIwN3dvbC6ZU7FVVyLJq7Tuk9j84jNpE1LY8+oPYWJa22bql3iXN107NiRWrVqmWefrHcvdiXtKnvZu9dDELgILmyFvSOgGi2TN3QsLvp71tBM1Vz7ZDMzM9mxYwezZs3i/vvvx8nJiZkzZzJixAi++eabCq9SjDgVwaWbl25fVlyQD/ue1Cex3ZZDiwlg4n7wEmfJam3AKwyC1+qT2k6fQN4tiBoPP7nCxo6wayhK9L+5P+coP3YfRfKorczs8QqRKZE88O0DzNg+o0I/s9EaNID33oOkJJgxA7ZuhU6dYMgQOHjQ5NtJImsBISEhHDhwgPT0dBISEmjSpEm5N4qXxNXVlbp161YokZVGT0KIu4WHh4dUZO9BDg4ODBs2jO+//57r169XyjOLJrIlLS9+1u9ZNIqG+ZHzKyWm8sjLy2Pr1q2Ehoaabe9pbn4uPx37iQe/ffCOxHVqt6lsGbGlMHF9N+RdqbgawcbGBj8/vwp3Lgb98uLr2deJuWDEOJ9mI6Hzp3DuB4h6Tr9vsxqIj49Ho9HctpLRzc2Ntm3blnuf7M2bN9m2bRszZsygZ8+eODk50bt3b2bNmkVqairPPfcc4eHhLF261Cxb7ZbFLqOBfQMeaP7A3y/GvAznfoTOn0CjR8p13xIT2aLsXKD1FHjwsH7JcssXwL4RZJyAU1/ox/rsHIjbrhD+c/FDLjTVktCyIRdi32XHmUqc16vTwVtv6RPaWbNg1y4ICIABA8CEL3VkY6QFhISE8N5777Fr1y6LdCwG/Z4BQ8On8oqOjsbKysoi39QKIYQ5ubu735Zg5OXlkZqaKonsPWD06NEsXLiQFStWMG7cOIs/r6yKLOiXcT7R7gnm7J+Dg7UDs3rPQmPk8sDKEhkZSVpamln2x564eoLF0YtZGruUSzcv4eHowZSgKfRp2oduXt0kWa2grl27Mn/+fHJyciq0L7OXdy8AdiTuwN/dv+wLWk3WN32KexusnaDTR2Xu07S0uLg4mjVrdse4m5CQEL766iuys7NNasAUFxdHt27dyMjIQKvV0rlzZ1544QWCg4Pp3r07zs7OZo3/WuY11p9YzwT/CVhr/1qenPAZHP8MWr6k/3deTiX1iyiWooCus/6XgapC1kX9+J6bZ+DGaZQbZ2h+NYpFBZc4tiuUDGUFjt7lS7TLxckJZs6El16Czz+HTz6BrsU0vCpB9XrXrSG6deuGra0tW7du5fjx4xZJZKHiI3hiYmJo27ZtuTuyCSFEZXF3d7/tD+9r164BMkP2XuDv70/79u0rbXlxQkJC4aSBkiqyAIsGL2KU7yje2f0OQ1YO4XpW5VSMjRUREYFGo6FPnz7luj4zN5Plh5cTvDSYlvNb8sm+T+jm1Y2fh/1M0ktJzO47m77N+koSawZBQUFkZ2cTG1tCx2EjuTm60bJey9IbPv1T+1nQYiIkfAJH36/Q880hPj7+tv2xBoZmqqZWrmfPnk1BQQEbN24kNTWVyMhIPvroIwYOHGj2JBZgZdxKcvJz/p4de/ZHiJ4CXg/rq7EVYGdnR7169crfGExRwM5V3xnZezi0ewOCFqN9MJY/2nyADXk47n0U9df+kHq4QrGarE4dmD5dP7bnww+NvkwSWQuwtbWlR48efPfdd2RlZVkskW3dujWXLl3iypUrJl+rqirR0dGyrFgIcVfw8PDg+vXr3Lyp77JpeN+TRLbmUxSFMWPGcPDgQQ4ftvyHq2PHjtGhQwdcXFxK/cBoa2XLosGLmP/AfCJORRC4KJBjl803VqKiNm/eTFBQkMkf1hPTEpm4cSJun7jx5JonSUlP4f2Q9zk3+RxrHl/DgBYD0Gq0For63hQUFARgtuXFu5N2k1dkFEupFAX8/g+8R0Ds63Ds4wrHUF7Z2dmcOHGi2ETW0EzVlH2yycnJrFy5kjFjxvDAAw/g6OhoznCLtSx2GR1cOuDr6guX98Def0H9rtD1G6ObOpXG09Ozwh2u76AoNPOdxtrm7/PSZci+tAc2+cL+0XDLiOqvOdWuDa+8YvTpkshaSEhISOEHLUtWZKF8nYtTUlK4fPmyJLJCiLuCYUnV+fPnAbh8+TIgiey94l//+hc2NjZMnz6dODOMbChJVlYWZ86coVWrVnh5eZVakQV9kv184PP88tQvpGWl0WVRF9YdX2ex+Ix15coVoqKiTF5W/MvpX+i8sDOLohcxoMUAfn3qV05MOsGrPV7FzdHNQtEKT09PPD09zTZPNiMng+jz0cZfpGgg6H/Q6DGIeQWOzq5wHOVx4sQJ8vPzi93yVrduXQIDA03aJzt37lwKCgp46aWXzBlmidYfX09kSqS+yVP6cX2HYofGELwOrOzKvoERLJLI/uWlblM5qutL0zP5XG38NCQuh/U+cHgm5N7Zwb06kETWQkJC/p6JVh0T2ZgYfSMA6VgshLgb/HNvkFRk7y316tXjtddeY8uWLbRv357OnTvz2WefcenSJbM+5+TJk6iqSuvWrU36wNizcU8Ojj1Iy/otGbJyCP/Z8R8K1AKzxmaKrVu3oqqq0WN3VFVl3oF59F/eH3dHd+InxPPtQ9/Su0nvarf3t6YKCgoySyIb3DgYgO1nTFheDKCxhm7fQuNh8PurEP9ehWMxleFLquIqsqD/bB0VFUV6enqZ90pPT2fhwoU8+uijeHt7mzPMYu07t4/Hf3gcPzc/nmsbBtsfAI0V9N4EteqVfQMjWTKR1SgaloUtI9eqNiFHYsgOjQXPIfo91Ot9IHmtRZ5bEfLuZCGdO3fGycmJevXqWeyDlpeXF/b29uVq+BQdHY2iKHTs2NECkQkhhHl5eHgAFHYulkT23vPmm2/y559/MnfuXLRaLZMnT8bd3Z1Bgwbx/fffk5WVVeFnFJ39bkxFtiivul7sHrmbpzs+zaydsxi6aijp2WV/4LaEiIgI6tWrh5+fX5nn5uTn8Oz6Z3kh4gUGtBjAvtH7aKZrVglRiqKCgoI4c+YMFy9erNB9XGq70KZBG9P2yRporKDr138vMz7yVoViMVV8fDxWVla0bNmy2OMhISHk5+ezc+fOMu+1aNEi0tPTefnll80d5h2OXT7GwBUD8ajjwcbHv8dh7+P6pkrBP0PtpmZ9loeHB1euXDHL+11x3BzdWDJkCbEXY5l+4Ev9zOF++8HOA3aFQeyMajWuSRJZC9FqtTzxxBP069fPYs/QaDS0bt26XIlsTEwMLVq0oHZtmecmhKj+SqrI1qtnvm+6RfXXoEEDJk2aRFRUFHFxcbz88svExMTw2GOP4erqynPPPcepU6fKff+EhAQURcHHxwdPT0/S09ONqv4Y2FrZsmTIEuaGzmXDiQ10WdSF41eOlzue8igoKGDz5s3069cPrbb0vayXbl7i/mX3syhmEa/f9zprHl+DYy3L7yMUd+r6V6dWsywv9u7Nb2d/Izc/1/SLNVYQtBSaPA1H3oTDb1baaJ74+Hh8fHxK7NzctWtX7Ozsytwnm5uby2effUZwcDD+/kZ0b66AlPQU+i/vj7XGmq2PfkvDmImQGg09VkG9ALM/zzCC55/j6MxpYIuBTAyYyJz9c4g4FQH1u0C/PdB0FMS/AzsH6btdVwOSyFrQggUL+O677yz6jPJ2LpZGT0KIu0mdOnVwcHC4rSJbu3Zts8/oFnePtm3b8sEHH5CUlMTWrVsZPHgw33zzDU8//XS575mQkEDjxo2xt7fHy8sLKGNmYzEURWFSl0lse2obV25dofOXnfls/2fkV1IVIzY2losXL5a5P/b3C7/j/6U/0eejWfHwCt65/x1ZRlyFOnXqhLW1tVkS2V7evbiZe5ODfx4s3w00WuiyWJ+4xL0Fh2dUSjIbFxdX6khIQzPVsvbJ/vDDD5w7d87i1di0rDRCvw3Fu+Aq8Z0D8d5xH/y5Efz/Cx4DLfJMo2bJmsFH/T6iXcN2PB3+NBdvXAStLXRZBAEL4OI2iAiANMv1KzCWvGPd5dq0aUNycrJJ3xhfuXKFc+fOSSIrhLhrKIqCu7v7bYmsLCsWoF8B1adPH77++muef/55Dh06RG5uOSpRcNvsd0Mia8ry4qJ6efci5rkYenn3YvLmyfRY0oOjl8s/+91YERERAKWuCPs+/nu6/687Kiq7R+7miXZPWDwuUTo7Ozt8fX3N0rnYME+2XMuLDTRa6PIVNBsL8e9C7HSLJrOZmZn88ccfJe6PNQgJCSE+Pp4LFy4Ue1xVVT7++GNatWrFgw8+aIlQAcjKyeCz1d34wiaeXW63qHflV/2/qwHHwOc5iz23shJZWytbVjy8gvTsdJ5Z+4x+z7+igM84CNkBeTdhcxdIWm3ROMoiiexdzjDrzpSqrDR6EkLcjYrOkpVEVhTHz8+P7Oxs4uPjTb62oKDgtkTWHB8YPet48vOwn/lm6DecuHqCTgs78c6ud8q35NNIERERdOrUCVdX1zuOFagFzNw+k8d+eIyOLh2JGhuFn3vZ+2hF5ejatStRUVHk5Rk5OqcE9e3r075h+4olsqDvZhz4BTQfp+9k/PtUiyWzx44dQ1VVoxJZgF9//bXY4zt27CA6OpopU6ag0Vggzcm6TMGRt7n5Q0P+Y3WMDnUbQuc5EJYCAfOhrmUavBpUViIL0K5hOz7p9wkRpyKYd2De3wcadIMHosHZF/Y8DjFTwdhxT2YmiexdztC52JR9stHR+pbsksgKIe4mHh4eUpEVpTI0NzL8OWeKlJQUbt26VZjIuru7oyhKuSuyBoqiMKLDCI49f4ywVmHM2D6DgK8CTBuPYqT09HT27t1b7LLimzk3efT7R3l719uM9B3J9qe341r7zmRXVJ2goCBu3bpllhFTvbx7sefsHnLycyp2I0UDAf8Fn+f1M2ajp1ik2Y/hy6fSlhaD/rOrs7NziftkP/74Yxo2bMiTTz5pvuBunoPE72DvU6jhXmiOzOTgzSzWuo7F8eE/odVLYFPXfM8rhaOjI46OjoVf6lraeP/xDG45mKnbpnL4YpE53nZuELIdfCbAsY9geyhkXamUmIqSRPYu16RJE2rVqmVSRTY6Ohpvb290Op0FIxNCCPMyLC1WVVUSWVGsZs2aUadOHQ4dOmTytYY/Rw2JrI2NDS4uLmarfDR0aMiqR1ax5vE1XLx5kcCvAnl126tk5maa5f6gr1Ll5eXdMXYnJT2Fnkt7subYGj7t9ymLBy+mllUtsz1XmEdQUBCAWZYX9/buTWZeJpEpkRW+F4oC/vOg5Ytw/DOI8IOLOyp+3yLi4uKwsbGhefPmpZ6n1Wrp3bs3v/zyC+o/qsNHjx5l48aNTJw4sfz9E1QVrh+Fkwth7wgIbwxrG8Hef0HKOg7adaR1ImxvMo0h93+pT/QrmTlH8KSnpxMYGFjiFwOKorB48GLq1qrLpE2Tbv93rrWBgM+hy//g8m+w2R/SjpglLmNJInuXs7KyokWLFiZVZGNiYqQaK4S467i7u5OVlUVqaqoksqJYGo2GTp06lSuRLTp6x8DUETzGCGsVxtEJR3m649PM3jMb34W+7E7abZZ7R0RE4OjoWNgBFyD6fDSBiwI5cfUE64atY3LXySiKYpbnCfPy9vbGxcXFPPNkvYNRUEyfJ1sSRdEvoe2+Ut+x9pfesPthuHHaLLePj4+nVatWWFlZlXluSEgIZ8+e5Y8//rjt9U8//RQ7OzvGjx9v3ENVVV9t/XOzvtq8Kwx+agAb2kLUOLiwDeoFgt//QWg0i5t+SODvkQS2eYr3Q94vz49pFuZMZJcuXUpUVBRGFmaNAAAgAElEQVRr1qwp8Zz69vWZ1WsWu5J2sfZ4MbNkm42Evrv1y4u3BcPVKLPEZgxJZGuANm3aGJ3Ipqenc/LkSWn0JIS46xhmyZ4+fZobN25IIiuK5efnR2xsrMn7DBMSEnBycqJhw4aFr3l6epo9kQVwtnNm8ZDFbBmxhZz8HHou7cmYdWO4eutque+pqioRERGEhIQUji9Zc2wN9y25DyuNFXtG7WFgC8t0UhXmoSgKQUFBZklkdXY6Orh0qPg+2aIUBRo/DgMToMPb8GcE/Nwafp8OuRkVunVcXFyZ+2MNDPtki3YvvnDhAt988w0jR468888GtQBuJELKRn3Cun+UvlHR93X11dYdoRDzir4Lr8cgfcfmgSdg6Hm473sKWkzkw2NbeXbDeB5o/gCLBi2q0i+DzJXIFhQUMG+efu9rZGTplfuxfmNpXb81U7dOLX65er0AfTJr7QS/hMAl83w5VxZJZGuANm3akJiYyK1bt8o8NzY2FkASWSHEXccwS/bwYf0+HUlkRXH8/PzIysoyeca6odFT0Q+oXl5eFm2q0rdZX46MP8Ir3V5h6e9LaTm/JUtiltyxZNIYx48fJykpidDQUFRVZfZvs3lo9UO0b9ieA2MO0MGlgwV+AmFuQUFBnDhxgqtXy/+lhkFv797sS95HVl6WGSIrwsoO2r0Bg05A4yfg6Aew3gf++J8+aTTRjRs3SEpKKnN/rEGLFi3w9PS8bTns/PnzsVJymPZcKCStgiOzYM9w2NQZVjvCuiawc4A+Yf1zE1jVhqZP6/f/huyAhy7B4FMQtASajYI6PqAoXMu8xpCVQ5i2bRoPt36Y7x/9Hmuttck/ozl5enpy4cKFCjcFi4iI4NSpU7Ro0YLY2Fiys7NLPNdKY8VHfT/i5LWTfHHwi+JPqt1En8zae8D2/nB+a4XiM4YksjVA69atUVWV48fLHroujZ6EEHcrQ0VWEllRGkPDJ1OXFxftWGzg6elJRkYG169fN1t8/1TbpjYf9v2QmOdiaFW/FaPWjSJ4aTDxl0zrvGwYu9O7T29GrRvFq7+8yhPtnpCmTncZw7LwAwcOVPhevZv0JisviwPJFb9Xsew9oOsy6HcAajeFA6P180Uv7jSpu7HhS6e2bdvqGwadWgTbH4CVtWCVA/zkCut89Enp1p4oOwfyw0tWDHZZjxo5nrxtfRnb8H0yFkOjuMGw5wl9IntlP9i6QvNnIfBL6PsbPHwVHjoPIb/o9/36jAeXYLBtcEdcUSlRdF7Ymc2nNjM3dC6rHlmFg42D2f71lZeHhwcFBQUljiAy1ty5c3F3d2fWrFnk5uYWFrtK8qDPg4Q0CWHWzlmkZqYWf5K9B/TZCY4+sHMgJK+vUIxlkUS2BjClc3F0dDSurq64ublZOiwhhDArw/uWJLKiND4+Pjg6OprUufj69eucP3/+jkTWMEu2MkZdtHdpz66Ru1g0aBHxl+PxXejL9G3TuZVb9morgJUrV9KyU0vG7h7L0t+X8mbwm3z30HfYWdtZOHJhTv7+/mg0GrMsL76v0X36fbLmXF5cnPqB0HcPdPsWsi/BL730e013DoGjH8LlPZBfclX4j7jfGN8H+mpnwxpXiBwLGSeg+XP6uaUeg6GeP9i565srZV6gtWsmIa2zyT/9Hal/JrDnRAHJzqOh+yp4IBYeuwlDTkPvjeA3B5qPhQbdoVbZjU5VVWV+5PzbZi1P6jKp2uwtN8cInuPHj7N582bGjRtH9+7dAYiKKn1vq6IofNLvE1IzU3l397sln2jbUN/R2Kkj7H5IXyG3kLJ3VItqz8fHB61Wa1QiK42ehBB3K1tbW3Q6XeG3xg0a3PkNuhDlafhkWNFUUiJ77tw5o/fvVYRG0TC68+jCcRcf7PmAFXErmP/g/Nv2t+bm55KalUpqZiqpWakcjDvIgcwD1H+kPonJiXz30HcMaz/M4vEK83NwcKBDhw5Gdy7Oy8vj2LFjtG/f/o5jznbOdHLrxI7EHWaOshiKAt7DwTMMklbC5d36BDZlnf64xgZ0/vpkskF3fcXu/FY49wOP1/qNYSNBVa9Bm1fB62H9jNJSEscbf/6Jh4cHH3zwGl9++SUuLl0ZPn9RhX+MjOwMxqwfw+r41QzwGcDXQ79GZ1e9pnyYI5GdP38+NjY2PPvsszRs2BAXFxciIyN5/vnnS72uo2tHnvF9hnmR85gQMIGmzk2LP7GWDkK2wY6BsHc45N3SN4UyM0lkawAbGxt8fHzKTGQzMzM5evQogwcPrqTIhBDCvDw8PDhyRN/eXyqyoiSdO3dm4cKF5OXlGdUF1dCxuHXr1re9bo4PjOXRwKEBS4YsYaTvSMZvGM+gFYNoUa8FmbmZXMu8xs3cm3de9BAotRS2D9tOV6+udx4Xd42uXbuyfPly8vPz0Wq1JZ5XUFDAiBEjWLVqFefOnSv8/VpUb+/ezIucR2ZuZuVU563s9XtMm43S/3PWJbi8F67s0Se2xz/Tzx01cGrP8t+bsT7Whu83x5eavBbl7u5O69atmT17NqmpqXz00UdlX1SGwxcP8+j3j/LHtT/4IOQDXun+CpoqGK9Tloq+L6Wnp7N06VKeeOIJXFxcAAgICCizImvwzv3vsCp+Fa9ue5XVj64u+UTrOtA7Qt8N+sAoyL8FLUpPlE1V/f7riHJp37494eHh+Pj4MGbMGL7++muSkpJuO+fIkSPk5+dLoychxF3L0PAJkFnYokR+fn5kZmYWJqhlSUhIwNramiZNmtz2uru7O4qiWKRzsTF6Nu5JzHMxfNT3I9o0aENI0xCe9XuWt3q9xbwH5rF86HK+D/se229tCUsJI3FyoiSxNUBQUBAZGRml/v5VVZXJkyezapV+2eb58+eLPa+3d29y8nPYl1zx2bTlYtsQvMKg00fQby88mg59dkPgV/rOwA8e5rUVWdi7BRidxBqEhISQmppKs2bNGDJkSLlDVFWVJTFL6LKoCxnZGfz69K9M6zGtWiaxoP+zz9bWttyJ7NKlS7lx4wYvvPBC4WuBgYEkJCSQnp5e5vXuju680u0Vvj/6PXvP7S39ZCt7CF6nXx5+cKJ+qbkZSUW2hvjss88ICgpi586d/PTTTyxevBiAxo0bExwcTHBwcGFiK0uLhRB3K0Mi6+zsbFSlTdybijZ8MqYTakJCAs2bN8fa+vZupNbW1ri6ulZZIgtgo7Xh5W4v8zIvF3t8wYIFZJ3MYvry6dhb21dydMISgoKCANi3b1+JS9pnz57N3Llz6dWrFzt27ODatWvFntejUQ80ioYdiTu4v8n9FovZaFpbaNhD/wtIS0sjJSWlXEv3+/Tpw/z585k8eXKplevSXMu8xoQNE1gVv4qQJiF8+9C3uNR2Kde9KouiKHh4eJCSkmLytYaRO127di18nwR9RVZVVQ4dOkTv3r3LvM8r3V7hy0Nf8u8t/2bvqL2l7x/W2sJ9P8DeJ+H3aZCTBh3fNfmLi+JUz68ahMnc3d2ZMmUKa9eu5cqVK8TGxjJ37lz8/f3ZtGkTo0eP5q233sLJyQlvb++qDlcIIcrF0LlYlhWL0rRo0QIHBwej98keO3bsjv2xBpYewVMRqqqyYMECOnXqREBAQFWHI8zEx8cHnU5XYsOnJUuWMH36dIYPH87nn38OUGIiW9e2Ln5ufpZv+FRO8fH67tzGjt4pauDAgfzwww8899xz5Xr21j+20n5Be3489iPv3v8um0dsrvZJrEF5Z8kaRu4UrcYChe8fxi4vdrBx4J3732F/8n5Wx5eyvNhAY61vBtZsLBx9H/Y/AwW5poZ/520rfAdR7Wg0Gjp06MCkSZP44YcfuHjxIvHx8fz3v//l66+/rjZd14QQwlSGiqwksqI0Wq3W6IZPubm5nDp1qsRE1tPTs0orsqXZv38/R44cYdy4cfJnew2iKApBQUHFNnz6+eefGTt2LH379mXJkiWF74WpqSWMQ0G/vPhA8gFu5hSzt7qKxcXFAZSrIqvVann44YdNXp2TmZvJi5tepN/yftStVZcDYw7w2n2vodWUr6pbFcqbyBpG7jz88MO3vV6vXj2aNm1KZGSk0fd6uuPTdHDpwKu/vGrcrGKNFgIXQvtZcOZr2DkIcjNM/RFuv2WFrhZ3BUVRaNOmDePHj2fQoEFVHY4QQpSbVGSFsfz8/Pj999/Jz88v9bzTp0+Tl5dXakX23LlzqCbMxawsCxYswNHRkeHDh1d1KMLMgoKCOHr0KGlpaYWv7du3j8ceewxfX19+/PFHbGxscHZ2BkquyAIMajmI3IJcFh5aaPG4TRUfH0/t2rVp1KhRpTwv+nw0fl/6MTdyLi92eZFDzx6is9vd1zvG09OTlJQUCgoKjL7GMHJn/Pjxd2yjAP0+WWMrsgBajZZP+n1CYloi8w7MM+4iRYH2M/V7pC9sg196Q+ZFo5/5T0Ylsoqi/E9RlEuKosSVcLyVoij7FEXJVhTl5SKv2yqKEqkoSqyiKPGKoswqcqyJoigHFEU5pSjKKkVRbMr9UwghhLgnSEVWGKtz587cunWrcLROSQwNdUpLZG/evMn169fNHmNFXL16ldWrV/Pkk09Su3btqg5HmFnXrvqmXYbE4ujRowwYMAAPDw82btyIo6MjoN/H7ejoWGoi26NRD/o27ct7u9/jelb1+n0cHx9P27ZtLb6iIL8gn/d2v0eXRV24nn2dLSO28FnoZ3ftnGVPT09yc3O5cuWK0dcUHblTnICAAM6ePcvFi8Ynln2a9uFBnwd5d/e7XLllfCw0HwM9w+H6UdjSFdJPGn9tEcZWZJcCoaUcvwa8AHz8j9ezgftVVe0I+AKhiqIE/XVsNjBHVdXmQCow2tighRBC3JskkRXGKtrwqTSGRLZly5bFHq+qETxlWbZsGdnZ2eXeHyiqt4CAABRFYd++fSQnJ9O/f39sbGzYvHkzDRs2vO1cnU5XaiIL8H7I+1zNvMon+z6xZNgmi4uLs/iM5tOpp+m5tCev//o6D7d+mCPjj9C3WV+LPtPSDKuTjH1fKjpy55+/fwwCAwMB4/fJGnzY50MycjJ4a+dbJl2Hx0AI2Q55GbC1G1wxflmzgVGJrKqqu9AnqyUdv6SqahSQ+4/XVVVVb/z1j9Z//VIV/dcu9wM//HVsGRBmYuxCCCHuMS4uLnTt2pXu3btXdSiimmvVqhX29vZGJbJubm7UrVu32ONeXl4A1WqfrKqqfPHFF3Tr1o0OHTpUdTjCAurWrUubNm3YsmULoaGhXL9+nYiICJo2bXrHuc7OzmUmsn7ufjzW9jE+3fcpF2+UfymnOV2+fJlLly6Vq9GTsdYcW0PHLzoSfymebx/6lhUPr0Bnd/ePbjN8wZaYmGjU+cWN3PmnTp06odFoTNonC9C2YVvGdh7LgoMLOH6l9BUwd6jfBfruAStH/TLjlA0mXW7xPbKKomgVRfkduARsVVX1AFAPSFNVNe+v05IBjxKuf1ZRlIOKohy8fPmypcMVQghRjWm1Wvbu3VuhmYHi3qDVavH19TUqkS1pWTFUz4rsr7/+ysmTJxk3blxVhyIsqGvXruzZs4eTJ0+ydu1afH19iz3PmIoswNu93yYrL4t3dr1j7lDLxdCx2BIVWVVVeXvn2zy0+iHaNmjL4fGHGd5+eI1piubj40OdOnUYNWoUn3/+eam9AAwjd7p163bbyJ1/cnBwoF27diZXZAFm9ZqFrZUtM3fMNPla6rSAfvugTivYNQROLTL6Uosnsqqq5quq6gt4AoGKopj0tYuqql+qquqvqqp/gwYNLBOkEEIIIWocPz8/YmJiSvyQp6pqmYmsm5sbGo2mWlVkv/jiC3Q6HY8++mhVhyIsqHfv3mg0GpYvX17qbE+dTldq12KDFvVaMKbzGBYeWsjp1NPmDLVcKjJ6pzS3cm8x7MdhzNwxkyc7PMmOZ3bQqG7lNJOqLE5OTkRFReHv78/EiRMJCgoq8Us7w8idSZMmlXnfgIAAIiMjTW5u51LbhRe7vMjq+NUcuXjEpGsBsHOBPjvAtQ9EjjX6skrrWqyqahqwHf1e26uAk6Iohn7ZnoDpU32FEEIIIUrg5+fHzZs3OXHiRLHHL126RFpaWqmJrLW1Na6urtUmkT1//jzh4eGMHDkSW1vbqg5HWNCwYcM4f/58mV9YGFuRBZgZPBMrjRUzt5ejcmZmcXFxODk54ebmZrZ7Jqcn03NJT1bHr2Z2n9ksC1uGrVXN/P+kRYsWbN26le+++47k5GQCAwOZNGnSHY3pShq5U5yAgACuXbvGmTNnTI5nStcp1KlVh//s/I/J1wJg7QjB66G58fv+LZrIKorSQFEUp7/+3g7oCySo+jR/O/DIX6c+Day1ZCxCCCGEuLd07qwfqxEdHV3s8WPHjgEldyw28PLyqjZLi//3v/+Rl5dXYudRUXMoilJiY56iDImsMVU0d0d3XuzyIt8d+Y7YC7HmCLPc4uPjadeundmW+x5IPkDAVwEcv3qcdcPWMbX71BqzlLgkiqIwbNgwEhISmDBhAp9//jmtWrVixYoVqKpa5sidfzI0fDJ1nyyAzk7H5KDJ/HTsJ2LOx5h8PQAaawj8wvjTjTlJUZQVwD6gpaIoyYqijFYUZZyiKOP+Ou6qKEoyMAV4469z6gBuwHZFUQ4DUej3yP78122nAVMURTmFfs/sYqOjFkIIIYQoQ+vWrbGzsytxyV1Zo3cMPD09q0VFNj8/ny+//JKQkBBatGhR1eGIasLZ2ZmcnBxu3bpl1PlTu0+lrm1dXvv1NQtHVjJVVc3asXj54eUELw3G3tqe/aP3M7DFQLPc925Rt25d5s2bR2RkJB4eHgwfPpx+/foxY8aMUkfu/FO7du2wtbUt1z5ZgMlBk3GydeLNHW+W63pTWZV9CqiqOqyM4xfQLw/+p8NApxKuOQ0EGvN8IYQQQghTWVlZ0bFjx1ITWQcHh8KGTiXx8vIiIiICVVVNqvB88sknLFq0iEaNGuHt7U3jxo1v+6th/62xNm3axNmzZ/n000+NvkbUfDqdvgvvtWvXcHBwKPN8ZztnpveYzrRt09iVtIuejXtaOsQ7XLhwgdTU1AonsvkF+bz+6+vM3jObXt69+P7R76lvf++OZ/P39+fAgQN88cUXvPbaa6Snp/PUU08ZVdkH/VaKTp06lTuRrWtbl5e7vswb298gKiWKAI+Act3HWJW2R1YIIYQQorIZGj4VFBTccSwhIYGWLVuWmUx6eXlx8+ZN0tLSTHr20qVLuX79OteuXWPNmjW8/vrr/Otf/6JHjx54enpia2tL8+bNGT58OLGxZS/z/OKLL3B1dWXw4MEmxSFqNkMia0zDJ4OJgRNxd3Tn1W2vmtzYxxzM0ejpj2t/ELYqjNl7ZjPObxxbRmy5p5NYA61Wy/PPP8/x48eZMWMGb7/9tknXBwQEcOjQIfLy8so+uRgvdHkBnZ2uUqqyksgKIYQQosby8/MjIyODkydP3nGsrI7FBuUZwXPjxg2OHj3K2LFjiYqK4tKlS4Wvbdy4kQULFvDvf/8bf39/NmzYgK+vL2FhYSVWj5OSkti4cSNjxowxaq+buHcUrcgay97anjeD32Rf8j7Wn1hvqdBKFBcXB5g+ekdVVbad3sbgFYPxmefD5lOb+fzBz1kwcAHWWvn/oihXV1feeustGjUyrWNzYGAgt27dKuwhYCrHWo5M7TaVTac2se/cvnLdw1iSyAohhBCixjLMTfxngnjr1i2SkpKMSmS9vLwATNonGx0dTUFBQWHzFNDPaWzdujUPPPAA48aN4/3332flypUkJibyn//8h507d+Lv78/AgQM5cODAbff78ssvURSFsWONH00h7g3lSWQBRnUaRYt6LXjtl9fILyh5DqklxMfH06BBA6OXvN7MucnCgwtpt6Adfb/py/7k/bzR8w0SX0pkQsAEC0d7bwkI0C8HLk/DJ4OJgRNpYN+gfHNlTSCJrBBCCCFqrNatW1OrVq07ElnDSB5TKrKmJLKGD4GGD4WlcXZ25s033yQxMZF3332Xffv2ERQURP/+/dmzZw85OTksXryYAQMGmFxdETWfs7MzYHoia6Wx4p3e7xB/OZ7lh5dbIrQSGdvoKTEtkVe2vILnHE/GbRhHLW0tlg5ZytnJZ3mr91u4O7pXQrT3lubNmxfOqS0vBxsHXu3xKttOb2NX0i4zRnc7SWSFEEIIUWNZW1vTsWPHO0bwGNuxGChsymTK0uKoqCgaN25sdMUJ9J1HX3vtNRITE5k9ezYxMTH06NEDX19fLl68yLhx44y+l7h3lLciC/BIm0fwc/Nj5o6ZZOdlmzu0YqmqWjh6pySpmak8vPphms1txpz9c+jXrB+/jfyNQ88e4mnfp2vsbNjqQKPR4O/vX6GKLMA4/3G41na16F5ZSWSFEEIIUaP5+fkVLvU1SEhIQFEUfHx8yrzeysoKNzc3kyqyUVFRRlVji+Po6MjUqVM5c+YMn3zyCampqbRs2ZL+/fuX636iZrO3t8fGxqZciayiKHzQ5wPOXj/LgoMLLBDdnc6dO0dGRkapFdmpW6eyNmEt07pPI/GlRFY9sorujbrX+Lmw1UVgYCBHjhwhMzOz3Pewt7Zneo/p7EjcwfYz280Y3d8kkRVCCCFEjebn50d6ejp//PFH4WsJCQk0adIEW1vjKjteXl5GV2QvX77MmTNnbtsfWx4ODg5MmTKFpKQkDh06hFarrdD9RM2kKAo6nc6krsVF9Wnahz5N+/Du7ndJyzKtM3d5GJb5t2/fvtjj+87tY1HMIiYHTea9kPfwrFP6eCxhfgEBAeTl5fH7779X6D7P+j2Lh6MHM7bPsEh3bElkhRBCCFGjFdfw6dixY0YtKzbw8vIyuiJ78OBBwLj9scawsbExaj6ouHfpdLpyVWQNZveZTWpmKlM2TzFjVMVbt24dTk5OxX7Rk1eQx/gN4/Fw9ODNXpYf3yKKZ3jvqsg+WQBbK1tev+919pzbw9bTW80R2m0kkRVCCCFEjda2bVtsbGwKE9n8/HxOnDhhUiLr6elJcnKyUVWFyMhIFEUpTKCFsLSKJrKd3Tozrfs0lvy+hA0nNpgxstvl5eWxfv16Bg4cWOwYqc8jPyf2Yiz/F/p/1LapbbE4ROk8PDxwd3ev8D5Z0HfHblS3ETO3zzR7VVYSWSGEEELUaNbW1nTo0KEwkT179ixZWVkmV2Rv3bpl1PLNqKgoWrdujaOjY7ljFsIUzs7OFUpkAWYGz6Rdw3aMXT+W1MzyLVMuy2+//cbVq1cJCwu749ifGX8yY/sMQpuH8lDrhyzyfGG8gICACldkAWpZ1eKN+97gQMoBNp3aZIbI/iaJrBBCCCFqPEPDJ1VVTepYbGDsCB5VVYmMjKzw/lghTFHRiizoE45lYcu4dPMSL0a8aKbIbhceHo6trS2hoaF3HPv3ln+Tk5/DvAfmSVOnaiAwMJATJ06QllbxfdPP+D5DE6cmZq/KSiIrhBBCiBrPz8+P69evc/r06XIlsl5eXgBlNnw6e/Ysly9fNtv+WCGMUZFmT0V1duvM6/e9zjeHv2FtwlozRPY3VVUJDw+nb9++d+z53nZ6GyvjVjK9x3Sa65qb9bmifAzvYYY9/xVhrbVmZvBMDp0/xJqENRW+n4EkskIIIYSo8Yo2fEpISKBevXo0aNDA6OuNrcga9pRJRVZUJp1OR0ZGBrm5uRW+1+s9X8fX1Zfnfn6Oq7eumiE6vdjYWJKSku5YVpydl83zG5+nmXMzpvWYZrbniYrx9/cHKt7wyWBEhxG0bdCWyZsncyPnhlnuKYmsEEIIIWq8du3aYW1tXZjImlKNBXBzc0Or1ZZZkY2KisLGxoYOHTpUJFwhTKLT6QDMUpW10dqwdMhSrmVeY+KmiRW+n0F4eDgajYZBgwbd9vrHez/mxNUTzH9wPrZWxo3DEpbn7OyMj4+PWRo+AVhprFg4cCFnr59l5vaZZrmnJLJCCCGEqPFsbGxo3759uRNZrVaLm5tbmRXZqKgofH19sbGxqUi4QpjE2dkZoML7ZA06unZkZvBMVsat5IejP5jlnmvWrKF79+63rYQ4k3qGd3a/wyNtHiG0+Z37ZkXVCgwMNFtFFqB7o+6M8xvH/x34Pw79eajsC8ogiawQQggh7gl+fn7s27ePS5cumZzIgn6fbGkV2fz8fA4ePCj7Y0WlM1RkzZXIAkzrPg0/Nz/GbxjPpZuXKnSv06dPc/jw4duWFauqyqRNk7DSWPFZ/88qGq6wgICAAFJSUvjzzz/Nds/3+7yPi4MLY9ePJa8gr0L3kkRWCCGEEPcEPz8/bt26BZjW6MnAy8ur1Irs8ePHuXHjhiSyotJZIpG11lqzNGwp6dnpTNgwoULdZteu1TeOKprIrju+jg0nNzCr1yw86nhUOF5hfob3MnNWZZ1snZj7wFxiLsTwf/v/r0L3kkRWCCGEEPcEQ8MnKF8i6+npSXJycokf6KXRk6gq5twjW1S7hu2Y1WsWPx77kdXxq8t9n/DwcDp06EDTpk0BuJlzkxciXqB9w/ZMCpxkrnCFmXXq1AmtVmu2fbIGD7d+mEEtBjFzx0wS0xLLfR9JZIUQQghxT2jfvj3W1tbY2Njg7e1t8vVeXl5kZmaWWPWKiorC0dGRli1bVjBSIUxjiYqswcvdXibQI5AJGydw4cYFk6+/fPkyv/32223V2Hd2vcPZ62f574D/Yq21Nme4wozs7Oxo3769WSuyAIqi8PmDn6NRNIzfML7c1X5JZIUQQghxT6hVqxbt2rXDx8cHKysrk68vawRPZGQk/v7+aDTy8UpUrrp166IoikUSWSuNFcvClnEz5ybP/fwcufmmjfhZv349BQUFhIWFceXWFT747QM+3vcxI31H0qNRD7PHK8zL0PCpIkvLi+NV14t3er9DxKkIVsWvKtc95J1WCCGEEPeMefPm8fnnn5frWi8vLx2Ko+0AABzqSURBVIBiGz5lZ2cTGxsr+2NFldBoNDg5OVkkkQVoVb8V74W8x7rj63D/1J0XNr1AVIpxyU14eDiuvq7MPTsXz089mf7LdHp79+bDvh9aJFZhXgEBAaSlpXHq1Cmz33ti4ET83f15MeJFUjNNXxYviawQQggh7hndu3cnODi4XNeWVpGNjY0lNzdX9seKKqPT6SyWyAJMDprMz8N+prd3b7489CWBiwJp8982vLf7Pc5eP3vH+bn5uSw9uJSfXX7mQtgFVsevZqTvSOLGx7HlyS3Ut69vsViF+Rje0w4cOGD2e2s1Wr4a9BVXb11l6tapJl8viawQQgghhBFcXV3RarXFVmQNe8ikIiuqiqUTWUVRGNBiAKsfXc2Fly/w5cAvaWDfgNd/fZ3GnzWm97LeLIlZwqlrp3hr51s0/qwxIzeMRLVXGd90PClTUlgwcAFtG7a1WIzC/Nq0aYNOp2PLli0Wub+vqy9Tuk5hUcwidiXtMulaxdzrnS3J399fPXjwYFWHIYQQQoh7VKNGjejVqxdff/31ba8/88wzREREcP78eRRFqaLoxL0sNDSUtLQ09u/fX6nPPZN6huWHl/P14a85de3v5af9m/Un57ccfv/+dy5dvFSufemienjmmWdYt24dFy9exNra/M25bubcpP2C9thobYgdF4utte0hVVX9y7pOKrJCCCGEEEby8vIqtiIbGRlJQECAJLGiyli6IluSJs5NmBE8gxMTT7Bv9D4+7vsxCc8nsP7x9cSsimHwoMGSxN7lwsLCSE1NZffu3Ra5v4ONAwsGLOD41eO8/9v7Rl8niawQQgghhJG8vLzu2CObnp5OQkKC7I8VVcrZ2blKElkDRVEI8gzi393+Tcv6Ldm1axdpaWm3jd0Rd6d+/fphZ2fHmjVrLPaM/s37M7z9cN7b/Z7R10giK4QQQghhJE9PT5KTk2/r1nro0CFUVZX9saJK6XQ6UlNTKSgoqOpQAH23Yjs7O/r161fVoYgKsre3p1+/foSHh5t9DE9Rc/rPobZNbaPPl0RWCCGEEMJIXl5eZGVlcfXq1cLXpNGTqA50Oh0FBQWkp6dXdSioqkp4eDj9+vXD3t6+qsMRZjB06FCSk5OJjo622DMaOjQk+jnj7y+JrBBCCCGEkYobwRMZGUnTpk2pV69eVYUlBDqdDoDUVNPncZpbdHQ0ycnJsqy4Bhk4cCAajYbw8HCLPsfbydvocyWRFUIIIYQwkpeXF8BtDZ+ioqJkf6yocoZEtir3yRqsWbMGjUbDoEGDqjoUYSb16tWjZ8+eFk9kTSGJrBBCCCGEkf5Zkb148SJnz56VZcWiyjk7OwPVI5ENDw+nZ8+eskqhhgkLCyMuLo5Tp06VfXIlkERWCCGEEMJILi4uWFlZFVZkZX+sqC6qS0X25MmTxMfHy7LiGmjIkCEA1aYqK4msEEIIIYSRtFotHh4ehRXZyMhINBoNnTt3ruLIxL2uuiSya9euBf5OekTN4e3tja+vrySyQgghhBB3I09Pz8JENioqirZt2+Lg4FDFUYl7XXVZWhweHo6vry/e3t5VGoewjKFDh7J3714uXrxY1aFIIiuEEEIIYQovL6/CWbLS6ElUF7Vq1cLBwaFKuxZfvHiRvXv3yrLiGiwsLAxVVVm/fn1VhyKJrBBCCCGEKTw9PUlOTub06dNcvXpV9seKakOn01VpRXbjxo2oqirLimuw9u3b06RJk2qxvFgSWSGEEEIIE3h5eZGdnc2mTZsApCIrqg1nZ+cqTWQjIiJwc3OjY8eOVRaDsCxFUQgLC2Pr1q1kZGRUaSySyAohhBBCmMAwguenn37C1taWdu3aVXFEQuhVZUU2Ly+PrVu30r9/fxRFqZIYROUICwsjJyeHiIiIKo1DElkhhBBCCBN4eXkBsHPnTjp16oS1tXUVRySEXlUmslFRUaSmphIaGlolzxeVp1u3btSvX7/KlxdLIiuEEEIIYQJDRbagoED2x4pqRafTVVmzp4iICDQaDX369KmS54vKY2VlxaBBg9iwYQM5OTlVFockskIIIYQQJnBxcSmswsr+WFGdVGVFNiIigsDAQOrVq1clzxeVa+jQoVy/fp2dO3dWWQySyAohhBBCmECj0eDh4QEgFVlRrTg7O5OVlUVmZmalPvfKlStERUXJsuJ7SJ8+fbC3t2fNmjVVFoMkskIIIYQQJvL09MTJyYnmzZtXdShCFNLpdACVXpXdtm0bqqpKInsPsbOzIzQ0lLVr11JQUFAlMUgiK4QQQghhopEjRzJ16lQ0GvkoJaqPqkpkIyIi0Ol0+Pv7V+pzRdUKCwvjzz//5ODBg1XyfKsqeaoQQgghxF1s1KhRVR2CEHeoikS2oKCAiIgI+vXrh1arrbTniqo3YMAAtFot4eHhVdIvQL5GFEIIIYQQogYwJLKV2bn48OHDXLx4kf79+1faM0X1oNPpCA4OrrIxPGUmsoqi/E9RlEuKosSVcLyVoij7FEXJVhTl5SKveymKsl1RlKOKosQrivJikWP/URQlRVGU3//69aB5fhwhhBBCCCHuTVVRkY2IiACQRPYeNXToUI4dO8bx48cr/dnGVGSXAqXt3L4GvAB8/I/X84B/q6raBggCnlcUpU2R43NUVfX969dGE2IWQgghhBBC/IOzszNQ+Ylsx44dcXNzq7RniupjyJAhAFVSlS0zkVVVdRf6ZLWk45dUVY0Ccv/x+nlVVaP/+vsM4BjgUbFwhRBCCCGEEMWpXbs2VlZWlZbIpqens2fPHulWfA/z8vLCz8+veiay5qAoijfQCThQ5OWJiqIc/mvpsnNlxCGEEEIIIURNpSgKOp2u0hLZ7du3k5eXJ4nsPS4sLIz9+/dz/vz5Sn2uxRNZRVFqAz8CL6mqmv7XywuAZoAvcB74pJTrn1UU5aCiKAcvX75s6XCFEEIIIYS4a1VmIhsREUHt2rXp1q1bpTxPVE9hYWEArFmzplKfa9FEVlEUa/RJ7Leqqv5keF1V1YuqquarqloAfAWU2K9ZVdUvVVX1V1XVv0GDBpYMVwghhBBCiLuaTqerlK7FqqoSERFBSEgINjY2Fn+eqL7atm1Lu3btWLp0aaU+12KJrKIoCrAYOKaq6qf/OFZ0N/hQoNiOyEIIIYQQQgjjOTs7V0pF9sSJEyQmJsqyYoGiKIwePZqoqCiOHDlSac81ZvzOCmAf0FJRlGRFUUYrijJOUZRxfx13VRQlGZgCvPHXOXWA7sCTwP3FjNn5UFGUI4qiHAZ6A5Mt8cMJIYQQQghxL6mspcUydkcUNWLECKytrVm8eHGlPdOqrBNUVR1WxvELgGcxh34DlBKuedKo6IQQQgghhBBGq8xEtkWLFjRp0sTizxLVX/369Rk6dCjffPMNs2fPplatWhZ/ZqV0LRZCCCGEEEJYnk6nIz09nby8PIs9IzMzkx07dsiyYnGb0aNHc+3atUobxSOJrBBCCCGEEDWETqcDIC0tzWLP2L17N1lZWZLIitv06dOHRo0aVdryYklkhRBCCCGEqCEMiawllxdHRERQq1YtgoODLfYMcffRaDSMHDmSbdu2kZiYaPnnWfwJQgghhBBCiErh7OwMWD6RDQ4Oxt7e3mLPEHenkSNHArBkyRKLP0sSWSGEEEIIIWoIS1dkk5KSOHbsmCwrFsVq3Lgxffv2ZcmSJeTn51v0WZLICiGEEEIIUUNYOpHdvHkzgCSyokSjR4/m3LlzbNu2zaLPkURWCCGEEEKIGsLSiWxERASNGjWiVatWFrm/uPsNGTKEevXqWbzpkySyQgghhBBC1BBOTk4ApKammv3eubm5bNu2jdDQUBRFMfv9Rc1Qq1YtnnzyScLDw7l8+bLFniOJrBBCCCGEEDWEVqulbt26FqnI7tu3j4yMDPr372/2e4uaZfTo0eTm5rJ8+XKLPUMSWSGEEEIIIWoQnU5nkUR28+bNaLVaQkJCzH5vUbO0a9eOwMBAFi9ejKqqFnmGJLJCCCGEEELUIKYmspmZmSxatIiffvqJ6Ohorl69WmzyERERQbdu3ahbt645wxU11JgxY4iPjycyMtIi97eyyF2FEEIIIYQQVcLURHbVqlWMHTv2ttccHBzw9vamcePGNG7cGHd3d6Kjo3n33XfNHa6ooR5//HFeeuklFi1aRJcuXcx+f0lkhRBCCCGEqEF0Oh1nz541+vyYmBjs7e3ZtWsXZ8+eJTExkaSkpMK/7t27l7S0NBRFYdCgQRaMXNQkderU4bHHHmPlypXMmTOH2rVrm/X+ksgKIYQQQghRgzg7O5tUkY2NjaVDhw74+fnh5+dX7DnXr1/n5s3/b+/eY+QqzzuOf596jTFgk51AHbChUIzAVsw6AhJATU3BEhSVi0ibhCbcZBJFIgqkoSpq1KY3KakaUqkkbYQMMVQkoeBUARQSKEKGBmJCYQeDTWKTC3cMmI0tMBg7T/+Ys2Sy7OyMvbM7e85+P9LIu+f67OjZ4/nNeefd1zj44IO7VaamgUsuuYRVq1Zx8803c/HFF3f12H5GVpIkSaqQ4aHFnUyyk5nU63UGBgbG3G7//fc3xGq3nXTSSRx11FGsXLmy68c2yEqSJEkVUqvV2LVrF9u2bWu77VNPPcXQ0BBLly6dhMo03UQEK1as4P7772fDhg1dPbZBVpIkSaqQWq0G0NHw4nq9DtD2jqy0py644AL6+vq47rrrunpcg6wkSZJUIbsTZAcHB4kIlixZMtFlaZqaN28eZ555JjfccAM7duzo2nENspIkSVKFDAfZV199te229XqdhQsXdn1GWanZihUr2Lx5M5deeil33HEHW7duHfcxDbKSJElShfT39wOdDy12WLEm2mmnnca5557LqlWrOOOMM+jv7+f444/niiuu4LbbbmNoaGi3j+mf35EkSZIqpNOhxVu3buXJJ5/koosumoSqNJ319fWxevVqXnvtNR544AHuvfde1qxZw9VXX81VV11FRDAwMMCyZcs6P+YE1itJkiRpknV6R3bdunUAzlisSbPvvvuyfPlyli9fDsAbb7zB2rVrWbNmDWvWrOGaa67p+FgGWUmSJKlCZs+ezezZs9sGWWcsVq/tvffeLFu27O07sTt27GDWrFkd7etnZCVJkqSKqdVqbYPs4OAgtVqNBQsWTFJV0tj22muvjrc1yEqSJEkV09/f33bW4uGJniJikqqSuscgK0mSJFVMuzuyu3btYt26dQ4rVmkZZCVJkqSKaRdkN27cyPbt253oSaVlkJUkSZIqpl2QdaInlZ1BVpIkSaqYdkF2cHCQmTNnsnjx4kmsSuoeg6wkSZJUMbVaje3bt/PGG2+Mur5er7No0aLdmiVWmkoMspIkSVLF9Pf3A7ScuXh4xmKprAyykiRJUsXUajWAUYcXv/TSSzz33HNO9KRSM8hKkiRJFTNWkHWiJ1WBQVaSJEmqmLGC7ODgIGCQVbkZZCVJkqSKaXdHdv78+RxwwAGTXZbUNQZZSZIkqWLGmuzJiZ5UBQZZSZIkqWLmzp3LjBkz3nFH9s0332TDhg1O9KTSM8hKkiRJFRMR9Pf3vyPIrl+/np07d3pHVqVnkJUkSZIqqFarvSPIOmOxqsIgK0mSJFXQaEF2cHCQffbZh4ULF/aoKqk7DLKSJElSBfX3979jsqd6vc6SJUuYMWNGj6qSusMgK0mSJFXQyDuymcng4KATPakSDLKSJElSBY0Msk8//TRDQ0N+PlaVYJCVJEmSKqhWqzE0NMSuXbsAJ3pStRhkJUmSpAqq1WoADA0NAY2JniKCJUuW9LIsqSsMspIkSVIFDQfZ4eHF9XqdI444gjlz5vSyLKkr2gbZiLguIjZHxGMt1h8dEQ9ExJsRcUXT8kMi4p6IWB8Rj0fEZU3rahFxV0RsLP7t786PI0mSJAkasxYDb89cXK/XnehJldHJHdlVwOljrN8CfAb48ojlO4HPZeZi4ATg0ohYXKy7Erg7M48E7i6+lyRJktQlzXdkt23bxqZNm/x8rCqjbZDNzHtphNVW6zdn5o+Bt0Ysfz4zHy6+3gZsAOYXq88Gri++vh44Z/dLlyRJktRKc5Bdt24d4ERPqo6+yThJRBwGvA9YWyyal5nPF1+/AMybjDokSZKk6aI5yA5P+OTQYlXFhAfZiNgPWA1cnplbR67PzIyIHGP/TwKfBDj00EMnrE5JkiSpSoY/I7tlyxaeffZZ+vv7WbBgQY+rkrpjQmctjoiZNELsjZn5naZVL0bEQcU2BwGbWx0jM6/JzOMy87gDDzxwIsuVJEmSKqOvr485c+awZcsW6vU6AwMDRESvy5K6YsKCbDR+S64FNmTmV0asvhW4sPj6QuC7E1WHJEmSNF3VajVefvllHn30UYcVq1LaDi2OiG8BJwMHRMQzwBeAmQCZ+fWIeA/wEDAX+HVEXA4sBo4BzgfWRcRgcbi/zszvAV8C/isiVgC/BD7c1Z9KkiRJErVajQcffJDt27c70ZMqpW2Qzczz2qx/ARhtsP3/AqOOXcjMV4BTOylQkiRJ0p6p1Wo88sgjgBM9qVom9DOykiRJknpneObivr4+Fi1a1ONqpO4xyEqSJEkVNRxkFy1axKxZs3pcjdQ9BllJkiSpoob/BI/DilU1BllJkiSpoobvyDrRk6rGICtJkiRV1HCQ9Y6sqsYgK0mSJFXUKaecwnnnnceJJ57Y61Kkrmr753ckSZIkldPhhx/ON7/5zV6XIXWdd2QlSZIkSaVikJUkSZIklYpBVpIkSZJUKgZZSZIkSVKpGGQlSZIkSaVikJUkSZIklYpBVpIkSZJUKgZZSZIkSVKpGGQlSZIkSaVikJUkSZIklYpBVpIkSZJUKgZZSZIkSVKpGGQlSZIkSaVikJUkSZIklYpBVpIkSZJUKgZZSZIkSVKpGGQlSZIkSaVikJUkSZIklUpkZq9r6FhEbAN+0us6pC45AHi510VIXWRPq0rsZ1WJ/awy+b3MPLDdRn2TUUkX/SQzj+t1EVI3RMRD9rOqxJ5WldjPqhL7WVXk0GJJkiRJUqkYZCVJkiRJpVK2IHtNrwuQush+VtXY06oS+1lVYj+rcko12ZMkSZIkSWW7IytJkiRJmubGFWQj4pCIuCci1kfE4xFxWbG8FhF3RcTG4t/+YvnREfFARLwZEVeMONZni2M8FhHfioi9W5zz+xExFBG3j1h+Y0T8pNj/uoiY2WL/wyNibURsioibImKvYvlFEfFSRAwWj0vG89yofEraz6NuFxH7R8RtEVEv6ri4G8+RyqPL/XxZ0WOPR8TlY5zz9KIfN0XElU3LP10sy4g4YIz9W/Vzy9o0fUyxnu70Gj1q70fExyLi0YhYFxH3R8TAeJ8flcsU6+dri9cLj0bELRGxX4v9jy16dlNE/FtERLH8pvjN6+dfRMRgN54jqZ3x3pHdCXwuMxcDJwCXRsRi4Erg7sw8Eri7+B5gC/AZ4MvNB4mI+cXy4zLzvcAM4KMtzvkvwPmjLL8ROBpYAswGWgXRfwb+NTMXAq8CK5rW3ZSZS4vHytY/tiqqjP3cartLgfWZOQCcDFwVxZs2mja61c/vBT4BvB8YAP4kIhaOPFlEzAC+BvwxsBg4rzgfwA+B5cAv29Tcqp9HrU3TzlTq6U6v0a16/+fAssxcAvwjfn5xOppK/fzZzBzIzGOAp4BPt6j5P4pzHVk8TgfIzI8Mv34GVgPf2d0nQ9oT4wqymfl8Zj5cfL0N2ADMB84Gri82ux44p9hmc2b+GHhrlMP1AbMjog/YB3iuxTnvBraNsvx7WQAeBBaM3KZ45+gU4JaRtUll6+c22yUwp+j5/Wj8B7izzVOgCuliPy8C1mbm65m5E1gDnDvKKd8PbMrMn2XmDuDbxbnIzEcy8xcd1DxqP7f5XdM0McV6utNr9Ki9n5n3Z+arxbc/arW/qmuK9fNWePt18mwaryF+S0QcBMzNzB8VfX8DI15DF/t/GPjW7jwX0p7q2mdkI+Iw4H3AWmBeZj5frHoBmDfWvpn5LI13mJ4Cngd+lZl37mEdM2nc4fr+KKvfDQwVv+gAz9C4aAz7UNOwikP25PyqhpL081jbfZXGf27PAeuAyzLz13tSg8pvPP0MPAZ8MCLeHRH7AGcAo10f5wNPN30/8vq6O/V21PeavqZKT3epV1cAd4xjf5XcVOjniPhGcb6jgatb7P9Mq/0LHwRezMyNbWqWuqIrQbYYS78auHz4XZ1hxbs2Y06NXIz/Pxs4HDgY2DciPr6H5fw7cG9m3reb+90GHFYMq7iL37wbpmmmpP08crvTgMHi/EuBr0bE3D2sQSU23n7OzA00PpJxJ40X64PAromp9m17eh3XNDDFenpcvRoRf0QjyP7VHp5fJTdV+jkzL6bxmmED8JHd3b9wHt6N1SQad5At3o1cDdyYmcNj4l8shiAMD0XY3OYwy4GfZ+ZLmfkWjbH1J0XEB5o+PH5WB7V8ATgQ+IumZT8o9l8JvAK8qxjuCY2hPM8CZOYrmflmsXwlcGz7n15VU7J+brkdcDHwnWLk2yYan8c6ut05VS1d6mcy89rMPDYz/5DG3AI/LSYqGe7nT9G4ljbfBXj7+jpGfZ32swRMrZ7u9Bo9xs9yDI3XG2dn5ivttlf1TKV+Lo6zi8aQ4w9FxIym/f+h2HZBq/2L19bnAjftznMgjUdf+01aK8bCXwtsyMyvNK26FbgQ+FLx73fbHOop4IRiSMR24FTgocxcS+NuUie1XELjLtSpzUMoM/O0EdvdA/wpjV/Ut2uLiIOahnKcReMdKU0jJe3nUbcrajgVuC8i5gFHAT/r5Nyqhi72MxHxu5m5OSIOpfFC5YTMHKKpn4sXMUdGxOE0Xtx8FPjzsY67G/0sTame7vQaPcb5D6XxJuf5mfnTTvZRtUyVfi7qOCIzNxVfnwU8UYTapSPOszUiTqAxBPoCfnsI8vJiv+bhx9LEysw9fgB/QGPIw6M0hjIM0hib/24aM61tBP4HqBXbv4fGmPqtwFDx9dxi3d8DT9AY6/+fwKwW57wPeIlGQHgGOK1YvhN4sqmOv22x/+/TmJhhE3Dz8HmALwKPA3XgHuDo8Tw3Psr3KGk/j7odjeFBd9L4fOxjwMd7/fz6mNxHl/v5PmB9cX08dYxzngH8tOjJzzct/0xxvJ00Pre9ssX+rfq5ZW0+ps9jivV0p9foUXufxp3YV5v2f6jXz6+PyX1MlX6mMTrzh/zm9cKNra6vwHHFNk/SmIsjmtatAj7V6+fVx/R6ROaYQ+8lSZIkSZpSujZrsSRJkiRJk8EgK0mSJEkqFYOsJEmSJKlUDLKSJEmSpFIxyEqSJEmSSsUgK0lSj0XE30XEFWOsPyciFk9mTZIkTWUGWUmSpr5zAIOsJEkF/46sJEk9EBGfBy4ENgNPA/8H/Ar4JLAXsAk4H1gK3F6s+xXwoeIQXwMOBF4HPpGZT0xm/ZIk9ZJBVpKkSRYRxwKrgA8AfcDDwNeBb2TmK8U2/wS8mJlXR8Qq4PbMvKVYdzfwqczcGBEfAL6YmadM/k8iSVJv9PW6AEmSpqEPAv+dma8DRMStxfL3FgH2XcB+wA9G7hgR+wEnATdHxPDiWRNesSRJU4hBVpKkqWMVcE5m1iPiIuDkUbb5HWAoM5dOYl2SJE0pTvYkSdLkuxc4JyJmR8Qc4Mxi+Rzg+YiYCXysafttxToycyvw84j4M4BoGJi80iVJ6j2DrCRJkywzHwZuAurAHcCPi1V/A6wFfgg0T970beAvI+KRiDiCRshdERF14HHg7MmqXZKkqcDJniRJkiRJpeIdWUmSJElSqRhkJUmSJEmlYpCVJEmSJJWKQVaSJEmSVCoGWUmSJElSqRhkJUmSJEmlYpCVJEmSJJWKQVaSJEmSVCr/D3UnZW6UizEJAAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<Figure size 1152x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df.ta.ema(length=8, append=True)\n",
|
|
"df.ta.ema(length=21, append=True)\n",
|
|
"df.ta.ema(length=50, append=True)\n",
|
|
"df[['close', 'EMA_8', 'EMA_21', 'EMA_50']].plot(figsize=(16,8), color=['black', 'green', 'orange', 'red'], title=\"EUR.USD (D)\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Indicator Samples"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Cumulative Log Return"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1129f94e0>"
|
|
]
|
|
},
|
|
"execution_count": 6,
|
|
"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": [
|
|
"df.ta.log_return(cumulative=True, append=True)\n",
|
|
"df[['0', 'CUMLOGRET_1']].plot(figsize=(16, 3), color=['black'], linewidth=1, title=\"Cum. Log Return\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Absolute Price Oscillator (APO)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x113067cc0>"
|
|
]
|
|
},
|
|
"execution_count": 7,
|
|
"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": [
|
|
"df.ta.apo(append=True)\n",
|
|
"apo_12_26 = df[['0', 'APO_12_26']]\n",
|
|
"apo_12_26.plot(figsize=(16, 3), color=['silver', 'black'], linewidth=1, title='APO_12_26')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### MACD"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1051cbc50>"
|
|
]
|
|
},
|
|
"execution_count": 8,
|
|
"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": [
|
|
"macddf = df.ta.macd(fast=8, slow=21, signal=9, min_periods=None, append=True)\n",
|
|
"macddf[[macddf.columns[0], macddf.columns[2]]].plot(figsize=(16, 3), color=['black', 'blue'], linewidth=1.3)\n",
|
|
"macddf[macddf.columns[1]].plot.area(figsize=(16, 3), stacked=False, color=['#dddddd'], linewidth=1, title=macddf.name)\n",
|
|
"df['0'].plot(figsize=(16, 3), color=['#aaaaaa'], linewidth=1.4)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### ZScore"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x105239c88>"
|
|
]
|
|
},
|
|
"execution_count": 9,
|
|
"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": [
|
|
"df.ta.zscore(length=10, append=True)\n",
|
|
"df.ta.sma(df[df.columns[-1]], length=4, append=True)\n",
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"zcolors = ['maroon', 'red', 'orange', 'silver', 'black', 'silver', 'orange', 'red', 'maroon', 'black', 'blue']\n",
|
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"df[['-4', '-3', '-2', '-1', '0', '1', '2', '3', '4', 'Z_10', 'SMA_4']].plot(figsize=(16, 3), color=zcolors, linewidth=1, title=\"Z Score\")"
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]
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},
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{
|
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"cell_type": "code",
|
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"execution_count": null,
|
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"metadata": {},
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"outputs": [],
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"source": []
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},
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{
|
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"cell_type": "code",
|
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"execution_count": null,
|
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"metadata": {},
|
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"outputs": [],
|
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"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
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"display_name": "Python 3",
|
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"language": "python",
|
|
"name": "python3"
|
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},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
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"version": 3
|
|
},
|
|
"file_extension": ".py",
|
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"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.7.0"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|