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1195 lines
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{
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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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"# Technical Analysis with Pandas ([pandas_ta](https://github.com/twopirllc/pandas-ta))\n",
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"* Below contains examples of simple charts that can be made from pandas_ta indicators\n",
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"* Examples below are for **educational purposes only**"
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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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"%matplotlib inline\n",
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"import datetime\n",
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"import matplotlib.pyplot as plt\n",
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"import pandas as pd\n",
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"import pandas_ta as ta\n",
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"\n",
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"from alphaVantageAPI.alphavantage import AlphaVantage # pip install alphaVantage-api\n",
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"\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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"### List of 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: 89\n",
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"Abbreviations:\n",
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" accbands, ad, adosc, adx, amat, ao, aobv, apo, aroon, atr, bbands, bop, cci, cg, cmf, cmo, coppock, cross, decreasing, dema, donchian, dpo, efi, ema, eom, fisher, fwma, hl2, hlc3, hma, ichimoku, increasing, kama, kc, kst, kurtosis, linear_decay, linreg, log_return, long_run, macd, mad, massi, median, mfi, midpoint, midprice, mom, natr, nvi, obv, ohlc4, percent_return, ppo, pvi, pvol, pvt, pwma, qstick, quantile, rma, roc, rsi, rvi, short_run, sinwma, skew, slope, sma, stdev, stoch, swma, t3, tema, trend_return, trima, trix, true_range, tsi, uo, variance, vortex, vp, vwap, vwma, willr, wma, zlma, zscore\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()"
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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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"### Individual Indicator help"
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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": 3,
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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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"Help on function sma in module pandas_ta.overlap.sma:\n",
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"\n",
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"sma(close, length=None, offset=None, **kwargs)\n",
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" Simple Moving Average (SMA)\n",
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" \n",
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" The Simple Moving Average is the classic moving average that is the equally\n",
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" weighted average over n periods.\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/simple-moving-average-sma/\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\n",
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" SMA = SUM(close, length) / length\n",
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" \n",
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" Args:\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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" 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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" adjust (bool): Default: True\n",
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" presma (bool, optional): If True, uses SMA for initial value.\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.Series: New feature generated.\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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"help(ta.sma)"
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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 SPY from [AlphaVantage](http://www.alphavantage.com) and clean it"
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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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"source": [
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"def farm(ticker = 'SPY', drop=['dividend', 'split_coefficient']):\n",
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" AV = AlphaVantage(api_key=\"YOUR API KEY\", premium=False, clean=True, output_size='full')\n",
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" df = AV.data(symbol=ticker, function='D')\n",
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" df.set_index(['date'], inplace=True)\n",
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" df.drop(['dividend', 'split_coefficient'], axis=1, inplace=True) if 'dividend' in df.columns and 'split_coefficient' in df.columns else None\n",
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" df.name = ticker\n",
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" return df\n",
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"\n",
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"def ctitle(indicator_name, ticker='SPY', length=100):\n",
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" return f\"{ticker}: {indicator_name} from {recent_startdate} to {recent_startdate} ({length})\""
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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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"### Initialization"
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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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"source": [
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"price_size = (16, 8)\n",
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"ind_size = (16, 2)\n",
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"ticker = 'SPY'\n",
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"recent = 126\n",
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"half_of_recent = int(0.5 * recent)"
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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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"### Get Ticker and take a peek"
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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": 7,
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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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"SPY(5429, 5) from 2019-01-31 to 2019-07-31\n",
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" open high low close volume\n",
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"count 5429.000000 5429.000000 5429.000000 5429.000000 5.429000e+03\n",
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"mean 151.389190 152.276947 150.386328 151.380314 1.032063e+08\n",
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"std 53.421581 53.473198 53.361804 53.433329 9.946794e+07\n",
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"min 67.950000 70.000000 67.100000 68.110000 6.790000e+04\n",
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"25% 114.100000 114.850000 113.300000 114.100000 3.570580e+07\n",
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"50% 132.990000 133.796800 131.970000 133.040000 7.503440e+07\n",
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"75% 184.850000 186.120000 183.900000 184.970000 1.434282e+08\n",
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"max 301.880000 302.230000 300.850000 302.010000 8.708580e+08\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",
|
||
"<style scoped>\n",
|
||
" .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",
|
||
"<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>volume</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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" </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>1998-01-02</th>\n",
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" <td>97.3125</td>\n",
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" <td>97.6562</td>\n",
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" <td>96.5312</td>\n",
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" <td>97.5625</td>\n",
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" <td>2360900.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1998-01-05</th>\n",
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" <td>97.8437</td>\n",
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" <td>98.4375</td>\n",
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" <td>96.7812</td>\n",
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||
" <td>97.7812</td>\n",
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" <td>4191800.0</td>\n",
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" </tr>\n",
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||
" <tr>\n",
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" <th>1998-01-06</th>\n",
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" <td>97.2500</td>\n",
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||
" <td>97.2812</td>\n",
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||
" <td>96.1875</td>\n",
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||
" <td>96.2187</td>\n",
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||
" <td>3154900.0</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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" <th>1998-01-07</th>\n",
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" <td>96.0937</td>\n",
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||
" <td>96.7187</td>\n",
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||
" <td>95.2187</td>\n",
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||
" <td>96.4687</td>\n",
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||
" <td>4424200.0</td>\n",
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||
" </tr>\n",
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" <tr>\n",
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" <th>1998-01-08</th>\n",
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" <td>96.3125</td>\n",
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" <td>96.3125</td>\n",
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||
" <td>95.3750</td>\n",
|
||
" <td>95.6250</td>\n",
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||
" <td>3831000.0</td>\n",
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||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
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||
],
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"text/plain": [
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" open high low close volume\n",
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"date \n",
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"1998-01-02 97.3125 97.6562 96.5312 97.5625 2360900.0\n",
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||
"1998-01-05 97.8437 98.4375 96.7812 97.7812 4191800.0\n",
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||
"1998-01-06 97.2500 97.2812 96.1875 96.2187 3154900.0\n",
|
||
"1998-01-07 96.0937 96.7187 95.2187 96.4687 4424200.0\n",
|
||
"1998-01-08 96.3125 96.3125 95.3750 95.6250 3831000.0"
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||
]
|
||
},
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||
"execution_count": 7,
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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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"df = farm(ticker)\n",
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"last_ = df.shape[0]\n",
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"recent_startdate = df.tail(recent).index[0]\n",
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"recent_enddate = df.tail(recent).index[-1]\n",
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"print(f\"{df.name}{df.shape} from {recent_startdate} to {recent_enddate}\\n{df.describe()}\")\n",
|
||
"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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"### Aliases"
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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": 8,
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"metadata": {},
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||
"outputs": [],
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"source": [
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"opendf = df['open']\n",
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"closedf = df['close']\n",
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"volumedf = df['volume']"
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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": [
|
||
"## Create some constants for some indicators"
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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": 9,
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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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"Help on method constants in module pandas_ta.core:\n",
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"\n",
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||
"constants(apply, lower_bound=-100, upper_bound=100, every=1) method of pandas_ta.core.AnalysisIndicators instance\n",
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" Constants\n",
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" \n",
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" Useful for indicator levels or if you need some constant value.\n",
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" \n",
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" Add constant '1' to the DataFrame\n",
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" >>> df.ta.constants(True, 1, 1, 1)\n",
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" Remove constant '1' to the DataFrame\n",
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||
" >>> df.ta.constants(False, 1, 1, 1)\n",
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" \n",
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" Adding constants that range of constants from -4 to 4 inclusive\n",
|
||
" >>> df.ta.constants(True, -4, 4, 1)\n",
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" Removing constants that range of constants from -4 to 4 inclusive\n",
|
||
" >>> df.ta.constants(False, -4, 4, 1)\n",
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" \n",
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||
" Args:\n",
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" apply (bool): Default: None. If True, appends the range of constants to the\n",
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||
" working DataFrame. If False, it removes the constant range from the working\n",
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||
" DataFrame.\n",
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||
" lower_bound (int): Default: -100. Lowest integer for the constant range.\n",
|
||
" upper_bound (int): Default: 100. Largest integer for the constant range.\n",
|
||
" every (int): Default: 10. How often to include a new constant.\n",
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||
" \n",
|
||
" Returns:\n",
|
||
" Returns nothing to the user. Either adds or removes constant ranges from the\n",
|
||
" working DataFrame.\n",
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||
"\n"
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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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" 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",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>open</th>\n",
|
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" <th>high</th>\n",
|
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" <th>low</th>\n",
|
||
" <th>close</th>\n",
|
||
" <th>volume</th>\n",
|
||
" <th>-4</th>\n",
|
||
" <th>-3</th>\n",
|
||
" <th>-2</th>\n",
|
||
" <th>-1</th>\n",
|
||
" <th>0</th>\n",
|
||
" <th>1</th>\n",
|
||
" <th>2</th>\n",
|
||
" <th>3</th>\n",
|
||
" <th>4</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>date</th>\n",
|
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" <th></th>\n",
|
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" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
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" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
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" <th></th>\n",
|
||
" <th></th>\n",
|
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" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>2019-07-25</th>\n",
|
||
" <td>300.94</td>\n",
|
||
" <td>301.00</td>\n",
|
||
" <td>299.11</td>\n",
|
||
" <td>300.00</td>\n",
|
||
" <td>55394074.0</td>\n",
|
||
" <td>-4</td>\n",
|
||
" <td>-3</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-07-26</th>\n",
|
||
" <td>300.76</td>\n",
|
||
" <td>302.23</td>\n",
|
||
" <td>300.62</td>\n",
|
||
" <td>302.01</td>\n",
|
||
" <td>45084077.0</td>\n",
|
||
" <td>-4</td>\n",
|
||
" <td>-3</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-07-29</th>\n",
|
||
" <td>301.88</td>\n",
|
||
" <td>301.93</td>\n",
|
||
" <td>300.85</td>\n",
|
||
" <td>301.46</td>\n",
|
||
" <td>38126462.0</td>\n",
|
||
" <td>-4</td>\n",
|
||
" <td>-3</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-07-30</th>\n",
|
||
" <td>299.91</td>\n",
|
||
" <td>301.17</td>\n",
|
||
" <td>299.49</td>\n",
|
||
" <td>300.72</td>\n",
|
||
" <td>45274977.0</td>\n",
|
||
" <td>-4</td>\n",
|
||
" <td>-3</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-07-31</th>\n",
|
||
" <td>300.99</td>\n",
|
||
" <td>301.06</td>\n",
|
||
" <td>300.30</td>\n",
|
||
" <td>300.80</td>\n",
|
||
" <td>9400827.0</td>\n",
|
||
" <td>-4</td>\n",
|
||
" <td>-3</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" open high low close volume -4 -3 -2 -1 0 1 \\\n",
|
||
"date \n",
|
||
"2019-07-25 300.94 301.00 299.11 300.00 55394074.0 -4 -3 -2 -1 0 1 \n",
|
||
"2019-07-26 300.76 302.23 300.62 302.01 45084077.0 -4 -3 -2 -1 0 1 \n",
|
||
"2019-07-29 301.88 301.93 300.85 301.46 38126462.0 -4 -3 -2 -1 0 1 \n",
|
||
"2019-07-30 299.91 301.17 299.49 300.72 45274977.0 -4 -3 -2 -1 0 1 \n",
|
||
"2019-07-31 300.99 301.06 300.30 300.80 9400827.0 -4 -3 -2 -1 0 1 \n",
|
||
"\n",
|
||
" 2 3 4 \n",
|
||
"date \n",
|
||
"2019-07-25 2 3 4 \n",
|
||
"2019-07-26 2 3 4 \n",
|
||
"2019-07-29 2 3 4 \n",
|
||
"2019-07-30 2 3 4 \n",
|
||
"2019-07-31 2 3 4 "
|
||
]
|
||
},
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"help(df.ta.constants) # for more info\n",
|
||
"df.ta.constants(True, -4, 4)\n",
|
||
"df.tail()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Price & Volume Charts with Moving Averages"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def cscheme(colors):\n",
|
||
" aliases = {\n",
|
||
" 'BkBu': ['black', 'blue'],\n",
|
||
" 'gr': ['green', 'red'],\n",
|
||
" 'grays': ['silver', 'gray'],\n",
|
||
" 'mas': ['black', 'green', 'orange', 'red'],\n",
|
||
" }\n",
|
||
" aliases['default'] = aliases['gr']\n",
|
||
" return aliases[colors]\n",
|
||
"\n",
|
||
"def machart(kind, fast, medium, slow, append=True, last=last_, figsize=price_size, colors=cscheme('mas')):\n",
|
||
" title = ctitle(f\"{kind.upper()}s\", ticker=ticker, length=last)\n",
|
||
" ma1 = df.ta(kind=kind, length=fast, append=append)\n",
|
||
" ma2 = df.ta(kind=kind, length=medium, append=append)\n",
|
||
" ma3 = df.ta(kind=kind, length=slow, append=append)\n",
|
||
" \n",
|
||
" madf = pd.concat([closedf, df[[ma1.name, ma2.name, ma3.name]]], axis=1, sort=False).tail(last)\n",
|
||
" madf.plot(figsize=figsize, title=title, color=colors, grid=True) \n",
|
||
"\n",
|
||
"def volumechart(kind, length=10, last=last_, figsize=ind_size, alpha=0.7, colors=cscheme('gr')):\n",
|
||
" title = ctitle(\"Volume\", ticker=ticker, length=last)\n",
|
||
" volume = pd.DataFrame({'V+': volumedf[closedf > opendf], 'V-': volumedf[closedf < opendf]}).tail(last)\n",
|
||
" \n",
|
||
" volume.plot(kind='bar', figsize=figsize, width=0.5, color=colors, alpha=alpha, stacked=True)\n",
|
||
" vadf = df.ta(kind=kind, close=volumedf, length=length).tail(last)\n",
|
||
" vadf.plot(figsize=figsize, lw=1.4, color='black', title=title, rot=45, grid=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x576 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x144 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"machart('ema', 8, 21, 50, last=recent)\n",
|
||
"volumechart('ema', last=recent)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Indicator Examples\n",
|
||
"* Examples of simple and complex indicators. Most indicators return a Series, while a few return DataFrames.\n",
|
||
"* All indicators can be called one of three ways. Either way, they return the result.\n",
|
||
"\n",
|
||
"### Three ways to use pandas_ta\n",
|
||
"1. Stand Alone like TA-Lib ta.**indicator**(*kwargs*).\n",
|
||
"2. As a DataFrame Extension like df.ta.**indicator**(*kwargs*). Where df is a DataFrame with columns named 'open', 'high', 'low', 'close, 'volume' for simplicity.\n",
|
||
"3. Similar to #2, but by calling: df.ta(kind='**indicator**', *kwargs*)."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Cumulative Log Return"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x118b48c18>"
|
||
]
|
||
},
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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8guTeEekl945IL7l3RHrJvSPSKyvdO0ePHr1rGEaSU+bFynLBaqFChfDz88vsYohXkLe3Nx4eHpldDPEKkntHpJfcOyK95N4R6SX3jkivrHTvKKWupmY7aQYshBBCCCGEECLLkWBVCCGEEEIIIUSWk+WaAQshhBBCCCGEyFyGYbB+/XoePXpE9erVKVOmDJaWli+1DK9EsPr48WOuX79OREREZhdFZGF58uTh/PnzadrH2tqaYsWKYWVl9YJKJYQQQgghxKvlwYMH9O/fn1OnTlGxYkVGjx5NQEAAVapUoXr16nGpQoUKZMv24kLKVyJYvX79OnZ2dpQsWRKlVGYXR2RRoaGh2NnZpXp7wzC4d+8e169fx9nZ+QWWTAghhBBCiJfvxo0bTJw4kcWLF/P666/j7OyMk5NTsvv4+PjQo0cPWrVqxdGjR7GxsQEgODiYEydOcOzYMXbt2sV3333HzZs3cXd3p3HjxjRp0oQKFSpkaLz2SgSrEREREqiKDKeUwt7ensDAwMwuihBCCCGEyCSRkZE8evSI8PDwuBQWFkZ4eDiGYVC3bl2sra0zu5hpcvPmTSZOnMiyZcvo27cvvr6+fPPNN1SvXp0uXbowatQoihQpEm+f6Ohovv76a+bOncu8efNo06ZNvPV58uShYcOGNGzYMG5ZYGAgu3fvZufOncycOZOHDx/SqFEjGjduTPny5YmMjIxLERERcc9T65UIVgEJVMULIfeVEEIIIcR/06lTp5gwYQJr167FxsYm0RQVFcWlS5d466236NWrF7Vr187S3x9v3rzJpEmTWLp0KX379uXcuXMUKlQIgHfffZepU6cyefJkKlasSO/evfnss88oWLAgly9f5u233yZ37twcP36cwoULJ3ucqCi4fh2CghwoUuQt3nzzLdq0AX//Oxw7do45cy5x584BLCxssbCwRSkblLIB8gGpD/xfmWBVCCGEEEIIIZ7XoUOH+Pbbb/Hz82Po0KHMnTs32a5k/v7+LF26lJ49e6KUomfPnvTo0YMSJUq8xFInLzQ0lK+++orFixfTp08fzp07h6Oj4zPbFSxYkO+//56PP/6YCRMm4OrqSocOHVi/fj2ff/45gwcPxsJCTxhz6xYcPQp//QX+/nDtmn7094f796FwYbC3BxsbsLaOTQWxti5I5coeZsvipxw54L33UndeEqymQUBAAEOGDOHIkSPkzZuXQoUK0b59ezZs2MCmTZvituvduzetW7fGy8sLDw8PLl++zNWrV+N+hWnfvj07duzg4cOHXLlyhdatW3PmzJl4xzIMg/Hjx7N48WKUUhQtWpSZM2dSoUIFAB4+fMjw4cPZtm0befLkQSlF//79effdd7ly5Qqurq6ULVuWqKgo3NzcWLBgAVZWVnh7e9OuXbt4fTRHjhzJhAkT4s7R0tISBwcHAHx9fcmePfsz16Jv375s2rSJggULPlN2IYQQQgghshLDMNi1axfffvstf//9NyNGjGDlypWpat5bokQJRo0axeeff87hw4dZvHgx1apVo1q1akyePJnq1au/hDNI2unTp/Hy8qJBgwZJBqkJFSlShB9//JHhw4czb948fv99F5GRlZgwAfz84MgRCA+HGjWgXDkoUQLq1IHixfVzR0d4noGBJVjNYIZh0KFDB3r16sWKFSsAOHnyJBs2bEhx37x587J//34aNGjAgwcPuHXrVor7zJo1iwMHDnDy5ElsbW3Ztm0bbdu25ezZs1hbW9OvXz9cXFy4dOkSFhYWBAYG8vPPP8ftX6pUKU6cOEFMTAxNmzZl5cqVvP322wC4u7vHC64BOnfuDMCYMWPIlSsXw4YNS7Z8vXv3ZuDAgfTs2TPFcxFCCCGEEOJle/LkCadOncLb25sVK1YQHBzMyJEj6dq1a7pmglBKUadOHerUqcPUqVP59ddfad68OZ988gnDhg176dO6ACxevJhhw4YxdepUunfv/sz6R4904HnsGBw96syqVRAcDA8e6Mfg4BLcv/8N06frwNTNDbp2hR9+AGdnyOwWzxKsptLu3buxsrKif//+ccuqVKlCUFAQhw8fTnbfLl26sGLFCho0aMCaNWvo2LEjZ8+eTXafSZMmsWfPHmxtbQFo1qwZ9erVY9myZXh4eODr68uvv/4aV03v4ODAiBEjnsnH0tKSWrVqcePGjbSecrJef/11rly5kqF5CiGEEEKIV59hGBw4cABra2ucnJywt7d/Kf08nzx5wunTp9m9ezfe3t7s3buXggUL4uHhwciRI2nTpk3cd+e0iomBu3fhzh24fRvu3LHm4cO+DB/elsWLv2Plyg+ZOfMrqlcvSo4cSedjGAYHDx4kf/78lCtXLp1nCuHh4QwaNIj9+/fj7e1NhQoVMAz45x84eBAOHNCPFy5ApUpQsybY2MTg6gp58jxNefPqVLw4pPPSvFASrKbSmTNnqFGjRrr2bdy4Me+++y4xMTGsWLGCuXPn8s033yS5fUhICI8ePcLFxSXecjc3N86ePYuDgwNVqlRJ1YctIiKCw4cPM3369LhlPj4+VK1aNe716tWrKVWqVDrOTAghhBBCiKeio6MZMmQImzZtIm/evFy9epXHjx/j5OQUl5ydnenRo0eKg/ik1q1bt5gwYQLLli2jQIECeHh40KVLF2bPnp3mY8TEwLlzcOiQTkePws2bEBQE+fJBwYJQqJB+tLeHhw8LULz4RE6duk2DBk9QKoZcuSwpVAisrCA6Gh4/hsjIGEJCwgkLi8IwKgIhODpepn794pQqZYWTk25e6+Sk847tB5rYFKanTv3Fm2+OpGDBenTtOoupU3Pw119w/rzevm5dnd5+G6pX1/kAeHv74+Hh8myGWdgrGay+iF9mDMNI135JlcV8uaWlJQ0aNGDFihWEh4dTsmTJdB0rKePHj2fVqlXcuXOHmzdvAvD3339TtWpV/vnnH1q1akXlypXjtk+sGbAQQgghhBDPIyQkhC5duhAdHc3JkyfJkycPoOfnvHr1alw6ffo0lSpVYuTIkQwaNCjR8VFS486dO0yaNImFCxfSu3dvTpw4QfHixdOUx4MHsHevDkwPH9ZNZgsX1v0z69SBDz7QtY729okHjpoCHDl69CjdujWicuWGDB/+Pdmz23LkyAFWr17BwYM+tGzZhB49ulK3rhuXL0cxevQytm+/gWH05d69Kqxbp/D317W3ERG6z6iFxdPA1cYGQkPDCQoqSuHCcyhXLh8hIYqaNXXT3bJloWjRzG+6m5FeyWA1vYHl86hQoQK///77M8vt7e0JCgqKt+z+/fsUKFAg3rIuXbrQoUMHxowZk+KxcufOTc6cObl8+XK82tWjR4/SsGFDypcvz8mTJ3ny5AkWFhaMGjWKUaNGkStXrrhtY/us3r17l/r167Nhwwbatm2bxrMWQgghhBAiZf7+/rRu3Zp69erx448/xusTmidPHipXrhyv8uTjjz9myJAhzJ8/nxkzZtC0adNUH+vevXt89913zJs3j27dunHmzJln5gxNyuPHOijdvh22bYMzZ3RQWr8+DBsGtWrpwDQ9atSowfHjx/jkk094882KGIaBo6Mj/fr1Y+XKCeTOnTtu2/z5C7B58wgOHTrEgAHvYGtry8yZM6lSpUrcNoYB9++HsnPnfnbs2M/evb4YxkO2bp1OrVpu6SvkKyYLtkzOmho1akRkZCRz586NW3bq1Cnu3bvHzZs3OX/+PABXr17l5MmT8ZrZgq7NjO3QnRrDhw/no48+Ijw8HIAdO3awb98+unXrRunSpXFzc+OLL74gJiYG0M19EwviCxQowMSJE+NG+xVCCCGEECIjHTlyhLp169KnTx9mz56dqsGLypYty5YtW5g0aRL9+/enY8eOyY6HEhMTwz///MOXX35JmTJlePDgASdOnODHH39MNlCNjoYTJ2DmTGjXDhwc4KOPdM3lN99AYKAOXMeMgRYt0h+oxrK1tWX27NksW7aMjRs34uvry3vvvRcvUDVXp04dfH196d69O82aNWPQoEHs3LmTr776igYN6lOyZBHmzPmOkiVtWLz4ay5f3vOfCVThFa1ZzQxKKdauXcuQIUOYNGkS1tbWlCxZkmnTpvHLL7/Qp08fIiIisLKyYv78+XHNHsz3T2qE3QsXLlCsWLG411OnTmXQoEEEBQVRqVIlLC0tcXR0ZP369djY2AAwf/58hg8fTunSpbG3t8fGxobJkycnmn/79u0ZM2YMPj4+wLN9Vr/44gu8vLzSdD26du2Kt7c3d+/epVixYowdO5Z33nknTXkIIYQQQohX2+rVq+nfvz/z58+nXbt2adpXKUXbtm1p1qwZ33//PW5ubgwcOJDKlStz+fLleMnf358CBQrg6emJn59fvGkYY8UOMOTr+zSdOKH7gtatC126wLx5uk/oi9agQYNUb2tpacn777+Pl5cXX3zxBaNGjeKNN95g7Nix1K9fP+77/3+RyowmtckpW7asceHChXjLzp8/j6urayaVSLwqQkNDk53QOSlyfwlvb288PDwyuxjiFST3jkgvuXdEemWVeyciIoJp06Yxc+ZMNmzYkCFzjfr7+/Pll1/y4MEDXFxccHFxoVSpUri4uFCyZMl4c6IaBly7pucEPXpUJz8/3a+zVq2nqUYNSKJS8z8nq9w7AEqpo4ZhpFhFLDWrQgghhBBCiGQZhsHFixfZunUrf/75J/v27aNmzZocOnQoXgvB51GiRAkWL14cb1lkJNy4oWtJr13TI/XGBqfZsulgtEYN+PBDPUdoKruuileEBKsiSffu3aNx48bPLN+5cyf2z9ugXwghhBDiX8rHx4dFixYxfvx4HB0dM7s46RYdHc3GjRvjAtSYmBg8PT3p06cPy5YtI1++fOnO2zAgJERPC3PjxrPp2jW4fl2P1lu4sB6Rt1gxKFNGAtP/EglWRZLs7e05ceJEZhdDCCGEEOKVceDAATp27Ei7du2oUqUKM2bMoHPnzpldrDSLjIyka9euXLt2ja5duzJ48GBcXV3TPYVkTIyuHd2wAf74A/76S0+xUrSoTkWK6Mdy5aBJEx2YFi+u+5dayJCw/1kSrAohhBBCCJEBDh8+TPv27fnll1/w9PTE19eXXr16sXr1ambNmoWDg0NmFzFVIiIi6NSpE9mzZ2ffvn3kyJEjXfk8fKhH2t24ETZvhkKFoG1b+OknKF9e+pKKlMnvFEIIIYQQQjwnPz8/2rRpw8KFC/H09ASgVq1aHDt2jBIlSlC5cmXWrl2byaVM2aNHj2jTpg12dnasXLkyzYFqTIyuPW3dWteW/u9/UK2antv01CkYN07PayqBqkiNFINVpdTPSqk7SqkzSawvp5Q6qJSKVEoNS7CuuVLqglLqL6XUZxlVaCGEEEIIIbKK48eP06pVK+bPn0+rVq3irbOxseH7779n1apVDB8+nB49ehAUFJRJJU1eaGgoLVu2pEiRIixbtixV86XGun8fvv8eXntNB6Rvvqn7nW7fDoMGQcmSL67c4t8rNc2AFwEzgSVJrL8PfAS0N1+olLIEZgFNgevAEaXUBsMwzqW7tEIIIUQmioyM5OLFi5w9e5azZ8/i5+fHzJkzCQkJeSZVrFiRlStXZtgomUePHqVTp064u7szdOjQDJkmQgjx/E6ePEmLFi2YPXs2bdu2TXK7Bg0acPLkSUaOHImzszNly5bFxcUFZ2fneI/FixcnW7aX31PvwYMHtGjRgkqVKvHTTz9hkcqOoqdOwY8/wu+/69rUFSv0lDFCZIQU70LDMPaiA9Kk1t8xDOMI8DjBqlrAX4ZhXDYMIwpYAaRtpuAsxNLSkqpVq8aliRMnAuDh4UGJEiUwn6+2ffv25MqVK97+06ZNw9ramuDg4GSP8/jxY3r16kWlSpVwdXVlwoQJcevCw8Np2LAhMTExAFy8eJGWLVvy2muvUb16dd566y1u377NokWLGDhwYLx8PTw88PPzA6BkyZK4u7vHW1+1alUqVqwI6DmYWrdu/UzZoqKiGDJkCKVLl+a1116jXbt2XL9+PW797du36datGy4uLtSoUYO6devGNXfx9vYmT548VK1alXLlyjFs2NNK+EWLFuHg4BDv+p48eTLuef78+XF2dqZq1apixHkYAAAgAElEQVQ0adIkyWvXoUMH8ubN+0zZu3TpwqVLl5K+6EIIkQjDMNi1axejR4/Gy8sLV1dX8ubNy1tvvcXvv/+OUoqKFSvSuXNnPvnkE6ZOncqqVas4ePAg/v7+tG/fntq1a7N///7nLsuZM2do1aoV33zzDZUrV6Zdu3Y0bNiQdevWxf1PEEK8fGfOnKF58+b8+OOPdOzYMcXtc+bMyYwZM7h48SJTp06ldevW2NracuDAAcaNG4eHhwf29vbs2rXrJZT+qXv37tGkSRNq1qzJnDlzUgxU/f1h1ix4/XVo2RKcnOD//g+WLpVAVWSsF/mzTVHgmtnr60DtF3i8F8rGxibJkXHz5s3L/v37adCgAQ8ePODWrVvPbLN8+XJq1qzJmjVr6NOnT5LHWbVqFZGRkZw+fZqwsDDKly9P165dKVmyJD///DMdO3bE0tKSiIgIWrVqxZQpU2jTpg2gA8LAwMBUnU9oaCjXrl2jePHinD9/PlX7fP7554SGhnLhwgUsLS1ZuHAhHTt25PDhw4AO0nv16sWvv/4KwNWrV9mwYUPc/u7u7mzatInw8HCqVatGhw4dqF+/PgCdO3dm5syZ8Y4Xe7179+5N69at8fLySrZ8gwcPBmDOnDnxln/wwQdMnjyZefPmpeo8hRD/bYZh8OeffzJ27FiCg4Pp1KkTXl5ejB49mjJlysTrv5XcBOuffvoplStXpmPHjnz99de8//776SrPxYsX8fT0ZOrUqXTt2hWAIUOGsHr1aiZMmMCwYcP46KOP6NOnD3Z2duk6hhAibW7evMmePXv45JNPmDJlCm+++Waa9i9YsCAFCxakXr16z6zbs2cPb775JuvXr6du3boZVeQk3bhxg5YtW+Lp6cmkSZMSHe33yRM4ckQPlLRxo55upmVLGDpU16amobWwEGmSJUYDVkq9B7wH4ODggLe3d7z1efLkITQ0NBNKFl9iZYiJiaFDhw4sWbKEKlWq8Ouvv9KqVSvOnj0bt/3ly5cJCQlhypQpfPfdd8kGXREREQQHBxMUFERwcDDZsmVDKUVoaChLlixhwYIFhIaGsnTpUtzc3PDw8Ig7To0aNQDYt28fUVFR8cobExPDo0ePCA0NxTAM2rVrx5IlS/joo49YtGgRHTt2ZMWKFYSGhhIWFkZ0dHS8/cPCwvj555/jgmgALy8v5s2bx6ZNmwBd+/z222/H7Zc/f3569+6daJ4VKlTgr7/+onLlykRERDxTXnOPHz8mPDw8xXvA3d2dAwcOPFP2qlWr0qtXL4KCghJtVhMREfHMPSf+Wx4+fCj3wCvO29ubqVOnxg1iUqlSJSpWrPhMK5fkGIaBr68vixcvJiwsjJ49e9KwYUMsLS0BXfNw8ODBePukdO9YW1vzww8/8MUXX7B582YGDRqUpj5gAQEBDB48mF69elG4cGF27/bm8WPF48cWWFsX55NPpnL27F8sXbqTzz9fwXff9cXVtXSq8xeZR/7uvDoMw+DmzZucOnUqLj18+JBKlSoxYMAAChcunOHv5bBhw2jVqhWTJ0+mdOn4n+mMunfCw8NZsWIF69at46233qJFixbs2bMnbn1kpAV+fvk4cKAAhw7lx84umrp179Gv313Klw/B9KeRDGg8Il6SV/HvzosMVm8Axc1eFzMte4ZhGHOBuQBly5Y1Ev5Kff78+Xi/FqdzeqdkmbXiTVR4eHi8prMjR46kc+fOWFpa0rJlS959911sbW1Zt24dc+fOZfLkyXFl3rRpE926dcPT05P+/fsTFhZGoUKFEj1Ojx492LZtG2XKlCEsLIypU6fi5OREVFQUV69ejWuq+9dff1GnTp1Ef0W3trYme/bs8dZZWlqSM2dO7OzsUErRrVs3+vTpw6hRo9i2bRvLli1j5cqV2NnZYWtrS7Zs2eLt/88//+Dk5ETRokXjHat27dr8888/ANSsWTPJX/XN8wwKCuLKlSt4enpiZ2eHtbU1a9euxdfXN277gwcPYmNjA4CVlRU2NjYp1hiEhoYmWnaA1157jcuXL8cF9AmvV7Vq1ZLNW/y7JVc7JrK+JUuWMGfOHLZu3UpYWBg+Pj5s376d8ePHU6pUKdzd3alXrx5FihQhb9685MuXj3z58pErVy6UUhiGwZYtWxg7dixhYWGMGTMGLy+vVPXX8vb2xt3dg8uX4dy5p+n8eQgMBDs7PeJl6dJd8PM7TPfuQbRtW4+iRXNSqBA4OhLvMWdOne/Dh7B37x0++mgjVatu5tIlN/r3h8uX9f/AHDl0yp4dcuSoR44cPcmV6wGDBz/ho4/y0bevonz5F3zhxXORvzuvhhkzZjBp0iQMw6Bhw4a0adOG7777jvLly6e6T2daRUVBw4YelCpVikGDBrFr1y7KlSsXt/55753o6Gjmz5/P2LFjady4MSdPnqSkafSjwEDYtAnWr4ddu6B6dWjXDqZPh9KlcwA5gRLPdX4i87yKf3deZLB6BHhNKeWMDlK7AN0yIuOUAssXIblmwJaWljRo0IAVK1YQHh4e94GPtXz5ctauXYuFhQWdOnVi1apVz/QpjeXr64ulpSU3b94kKCgId3d3mjRpgrW1NXnz5k1VWZOarNl8ub29Pfny5WPFihW4urpia2ubqrxTa8CAAezbt4/s2bNz5MgRAHx8fKhSpQqXLl1iyJAhODo6xm2fWDPgjFSwYEFu3ryZaLAqhHh1zZkzh3HjxrFr1y5cXV0BaNy4MaBbZRw7dgwfHx/WrFnDnTt3CAoKikuRkZHkzZuX7Nmzkz9/fr766is6deqU7BfQBw/g+HE4dkw/Hjzoxq1bOth0ddXzBjZqBAMHgoODDjpDQyEkJBvBwXX59deNrFr1Pe3b9+LWLSdu31bcvg0BATplywa5ckFwsMGTJ/coV64fDRq44uqq83/tNR2kJiY6OhflyrXjypVpNG36GsWKQd++0KUL5MmT4ZdeiH+9RYsWMWXKFLZv346rq2uS36/SwzDgxg3dzzM2nT+vH2/fBhsbKF68E/nz18XNbS/9+jlSsWJeiheHW7dsCQlJ+9QvhmGwceNGRowYQeHChVm3bhOFC9fg6lU9ONL69XqwpKZNoVMnWLAA7O0z7JSFSJcUg1Wl1HLAAyiglLoOjAasAAzD+Ekp5Qj4AbmBJ0qpIUB5wzBClFIDgT8BS+BnwzDOvpjTyHxdunShQ4cOjBkzJt7y06dPc+nSJZo2bQroQYqcnZ2TDFZ//fVXmjdvjpWVFQULFqR+/fr4+fnRtGlTIiIi4rarUKFCvKYa5uzt7Z8ZEv3+/fsUKFAg3rLOnTszYMAAFi1alOL5lSpVCn9/f0JDQ+PVWh49ejRuQKPVq1fHLZ81axZ3797Fzc0tbllsn9V//vmHOnXq8NZbb1G1atUUj50RIiIi4mpqhRD/DlOnTmXGjBl4e3tTqlSpZ9ZbWVlRu3ZtatdOfLiEqKgoHjx4QEhICC4uLs8EqYGBcPSoDkxjg9M7d6BKFV3b0LgxuLv/H927u8XViCbPgi5d2rF27RM+/bQpd+/epW7durRp04D69evj5laTmBhbrl4Nolu3N+jUqf0z/1OSky1bNmbMGMDHH7fhr79Os3u3FQsXwogR0KoVvP02NGmia2OFEMn7448/+Oyzz/D29o5Xq5le4eHg6wt794KPDxw6BLa2UK6cTq6u0KaNfixWTP/Ide0aXL9ehCVLCrFkyVKaNXuHe/dsuXixAgMHgqWl3rZYMSheXD+a/y16Gls/4e+/L7N58wFCQvJRrNh+/v47H+7uioIFoUQJqFwZRo7UP7ZZWz/36QqRYVIMVg3D6JrC+gB0E9/E1m0BtqSvaK8Wd3d3Ro4cGTf4Razly5czZswYRo4cGbfM2dmZq1ev4uTk9Ew+JUqUYNeuXfTo0YNHjx5x6NAhhgwZQr58+YiJiSEiIgJra2u6devGhAkT2Lx5c9x8Xnv37iV//vzUrFmTgQMHEhAQgKOjI35+fkRGRlK8ePF4x+rQoQO3bt3C09OTmzdvJnt+OXPmpFevXnz88cf89NNPWFpasmTJEsLCwmjUqBGgB2CaPXs2H3zwAUBc39aEnJ2d+eyzz5g0aRLLly9P4cpmjIsXL8Y1oRZCvPrGjx/P4sWL2bNnDyVKpK9JWvbs2eMGObl/Xwemfn46HT0KQUE6KHVz07UM48dD6dLE9dMC8PZ+mMpA9akOHTrQoUMHAgICOHDgAPv37+fTTz/lzJkzVKxYkdDQUFq3bs3o0aPTfE4tWrRgypQpLFo0nw8++ICWLeHuXVi+HL79Frp311+Ivbx07Yl8KRXiWb6+vvTs2ZMNGzakO1CNioKdO3VwuncvnDgBFSuCu7tuefHrr5CgDiGePHl0qlgRmjd/g4kTD7N0aU327NnDmTNnaNjQg+Dg2IBWp2vX9A9qoGtuQ0KCOXPmHGfPnsXKKjv161ekbdsquLhY4uSkg1v58UpkdVligKVXQXh4eLxawObNm8dNXwO6ia35dCyxVqxYwZYt8eP1Dh06sGLFCkaMGPHM9gMGDKBPnz5UqFABwzDo06cPlStXBqBZs2bs27ePJk2aYGNjw6ZNmxgyZAhDhgzBysqKypUrM336dAoVKsT06dNp2bIlT548IVeuXCxfvvyZWgM7O7tEywCwc+fOeHMDrlq1Km7UyTJlymBhYUG5cuVYu3ZtXLOYdevWMXToUCZPnoyDgwM5c+Zk0qRJiebfv39/vv/+e65cuQLAb7/9xr59++LW/+9//0t0hLzkeHp6cunSJR4+fEixYsVYsGABnp6e3L59Gxsbm3jNjoUQrybDMBg1ahTr169nz549FC5cOFX7hYbC1at6ugXzdPUqXLkCwcFPA1MvL5g4EUqVghfUJQ0AR0dHOnbsGDfdRVhYGEeOHOH27du8+eab6WpyqJTi+++/p3nz5rz99tvkzp2bAgVg0CCdbtyAtWvhhx+gZ089mqeXFzRvrpsdCvFfd+nSJdq1a8fPP/+crpF4Hz+GxYv1j1uFC+sfhcaOhTp1dBP/9Prss88ICQnB09OTZs2aERMTQ7FixXB2LkqlSk8zDgsLY+3atSxcuJATJ07QpUsXfvyxD9WrV8/QZsxCvCzKyIwOoMkoW7asceHChXjLzp8/H9cX6b/s2LFjTJ06laVLl2Z2UbKkhE2UY02dOpXcuXPzzjvvJLqf3F/iVRxw4L8mJiaGwMBAJk6cyN69e9m2bdszXRsAHj3SAxydPQtnzjx9vH9fzwNYosTTR/Pk5JS+wDSr3ju9e/emaNGijB8/PsltAgJg3TpYtUrXJHt66sC1ZUvSXFss0i6r3jv/ZQEBAdSvX5+RI0fSr1+/NO1rHqS+9hqMHg2m2fkyjGEYzJw5k40bN/L48WNu3LjB9evXsbKyolixYjg6OnL8+HFq165Nnz59aNu2LdbSfEKYyUp/d5RSRw3DcEtpO6lZfYVUr16dN954g5iYmLipFETK8ubNS48ePTK7GEK8cvbv38+QIUOIjo4mf/78z6S8efMSHh7O/fv3CQoK4v79+3EpKCgIJycnGjduTOPGjalatWqyf7diYmL4v//7P3x9fTl//jwBAQHcvn077vHevXvky5ePmjVrsmvXrrgB50JDYccO+OMPPXLlzZtQtixUqKCbz334oX5MbzD6qho3bhxVqlShf//+z3QBieXoCP376xQYqAPX+fOhXz/dt9XLS/d1TesgLkK8ikJDQ2nZsiW9evVKU6D6+DEsWaKD1FKlYOlSaNDgxZRRKcWgQYOoVKlSXMBhGAYPHjzg+vXr3Lx5kwoVKsRrGSfEq06C1Uzy559/PtME19nZmbVr1ya7X9++fV9ksbK806dPPxN45siRg8OHDye5T58+fV50sYT4V4mOjmb8+PHMnj2bmTNn4uLiEi8IvX//Pnfu3OHChQvY2NiQP39+XFxccHNzixfIXrhwgR07dtC9e3fu3LmDh4cHTZo0oXHjxlhbW+Pr64uvry9Hjhzh6NGjFCpUiFq1alGxYkXKly9PoUKFcHR0xNHREQcHB7Jly4Zh6JrTefN0gHrkCNStCy1awODBOlBNZDrl/5xixYrxwQcf8MUXX7B48eIUt3dwgHff1enePdiwAX75Bd5/H2rU0H11XVz0l/FSpfTzfPlewokIkUqRkZHs2rULOzs7nJycKFy4cKJzqycmKiqKjh07UqtWLb788stU7XPjBvz2G8ycqT8Pixfr/qgvm1IqbjquSpUqvfwCCPGCyb/0TOLp6Ymnp2dmF+OVU6lSpSSnEBJCPD9/f3/efvttrK2tOXbsGEWKFEl3Xq6urrRv3x6AGzdusGvXLnbs2MH48eOJjo6mVq1a1KpVi5EjR+Lm5ka+fPl58ODpNC63bumpHGJfBwToaR0sLHRT1aFD9ciV0mQ1cSNGjKBMmTIcO3aM6tWrp3o/e3vo00enBw/0DwJ//62Tn9/T51ZW+oeCWbMgwYxtQrw0gYGB/PTTT8yePRtnZ2cMw+Dq1asEBgZSuHBhSpQogZOTU1xtY1hYGI8ePYr3ePPmTcqWLcusWbOS7df54AGsXq0HRzp+HNq31zWpGd3cVwjx1CsTrBqGIR3DRYbLan22hUjIMAxCQ0O5e/cugYGBODs7U7BgwRdyrN9//50BAwbwySefMGzYsOea8N4w9FQNDx7EpqLY2/fA07MHtWvrZqcBATr42bTpaTBqbQ2FCumBSRwdnz5WqKAfnZ11fzD5d5AyOzs7Ro8ezbBhw9i5c2e6/ofmzasHiDHNvhbHMPR7uGgR1KoF06dD12TnDhBCCw4OZubMmfj4+JA9e3Zy5MgR9xj7PF++fFSuXJmqVavi7Oyc6L179uxZpk2bxu+//06nTp3Ytm1bvFH/o6KiuHHjBlevXsXf359r165hYWFBkSJFsLW1JWfOnNja2sY9d3NzS7SrQkQEbN4My5bp0X0bN9bdC1q2lEHJhHgZXolg1dramnv37mFvby8Bq8gwhmFw7949GXxAZBmBgYH88MMPHDt2jMDAQAIDA7l79y7ZsmXDwcGBAgUKcPnyZQYNGsSwYcPI9TxDS5p59OgRgwcPZs+ePWzatImaNWumet/wcLh0CS5ceDqx/YULOsXE6GAnsWRvD5Uq6SAoNiAtVEjPOygyTr9+/Zg+fTpbtmyJm+YsIygFBQvCp5/q/q3dusGWLbpJZJ48GXYY8S9y//59pk+fzqxZs2jRogUDBgzgyZMnREZGEhUVRWRkZNzzu3fvsnDhQo4fP87Dhw+pUqUK1apVo2rVquTOnZs5c+Zw6tQpPvzwQy5cuJDoD3jZs2fH2dkZZ2fndJX3xAlYsEBP+1S5sp6n+Oef9d8vIcTL80oEq8WKFeP69esEBgZmdlFEFhY7B21aWFtby0AEItMFBQXxww8/MHv2bLp27crHH3+Mg4NDXLIx+/n+ypUrjBo1ijJlyjBmzBj69u2bZL+sqKgotmzZwtKlS/Hx8cHKygpra2usra3JkSNH3OOVK1do2LAhx44dS3REbdCB599/w6lTT9Pp07rflouLntS+bFlo1kxPkVK2rPRpzAqyZcvGd999x/Dhw/H09Ex1H77UuHbtGpcvXzbdO/DJJ1C1qu7rKs0iRay7d+8yZcoU5syZQ7t27Th06BClS5dO9f6BgYGcPHmS48ePs337dgICAuLmQM2RI0eGljUoSDfxXbBA993u00e3/pBm7kJknlciWLWyskr3L2Piv8Pb25tq1apldjGESLXQ0FBmzJjBtGnTaNeuHceOHcPJySnZfUqWLMmyZcvw8/Nj+PDhTJs2jUmTJtG6dWuUUhiGweHDh1m6dCkrV67E1dWVHj16MH36dED/qBMZGRnvMWfOnNSuXTveca5dA29v8PHRNQxnz+qaz8qVdY3o22/rx9KlZUCjrK5Vq1bMnDmTkiVLUq5cOcqWLUuZMmXikpOTU5qC2Pv37zNhwgQWLFiAUoobN25ga2vN7Nl6YKZOnfTATF9+mfH3xqlTpyhUqBCFChXK2IxFhrt79y6TJ09m/vz5vPnmm/j5+aXru5yDgwNNmjShSZMmGV5Gw9DzLZ84AStX6ua+zZvDpEm6P7xMvCBE5pOvGEII8ZKFh4cze/ZsJk+eTOPGjdm/fz9lypRJUx5ubm7s2rWLzZs38+mnn/LDDz/QsGFDli9fDkDPnj3x9fVN9ZfDa9dgzx4doHp7Q3AweHjA669D7956+heZwuTVpJRi8+bN+Pv7c/HiRS5cuMDFixfZvHkzFy9eJCAggBo1atCpUyc6duxIySSqkcLCwpgxYwY//PADHTt25MyZM/To0YNNmzbh5eUFQNu2ULOmvmdq14b33tPBayJT4qbZtm3b6Nq1K1ZWVvzvf/+jY8eOz5+peCECAwN5/fXXcXd35+TJk0lOn/QyBQfr1iCnTz9tGXL6NOTKpX94a9kSZszQXRSEEFmHBKtCCPES3L59mz///JM//viDbdu20bBhQ7Zv3/5cUw0opWjdujXNmzdn4cKFnDt3jqVLl1KrVq1n+veHh+uA9No1XZNg/njpkp6v1MNDp6FDoXx5GcTo38TS0jKu/17CkejDwsLYs2cPq1evZsKECTg5OdGxY0c6depE2bJliY6OZuHChYwdO5Y6deqwb98+ypYtC+gfRZYsWRIXrILug/zHH7qWdfly3a+1Th3o3Bk6dEhf8/CtW7fSs2dP1q9fj6WlZVwz0OnTp5NHOslmKcHBwTRv3pxOnToxbty4TClDdDScOQOHD8OhQ/rR31//6Fapkk6dO+tHCU6FyNokWBVCiBcgOjqaQ4cO8ccff7B161YuX75M48aNadGiBd9//z1FixbNsGNly5aNd999F8PQ073s3v10sKPz5/VjYCAULQolSkDx4vqxVi1d6+XsDGXK6ClhxH+Pra0tLVq0oEWLFvz000/s3buX1atX4+Hhgb29PY8fP6ZIkSKsWbOGWrVqxdu3Y8eODB48mDt37sQb5MbCQk/r0b49PHqkm1f+9pv+IaRBA/Dy0oFCyZI6WEjuh5HNmzfTu/f7zJy5lcjI6hgGzJ9/ktmzJ1KpUhMWLPiBpk1fT/f5P3nyhDt37uDo6JjuPIQWFhZGmzZtqFu3Lt98881LO25MDBw8qO+zAwfg2DH9d652bZ0GD9aBqnRZEOLVIx9bIYR4DoZhcOPGDc6ePRsvnTt3jtKlS9O8eXOmTZtGnTp1sLKyeq5j3b+v+47eupV48veHHDnA1VUPeFSuHLRooR9LlJD+VyJl2bJlo1GjRjRq1Igff/yRgwcPEhUVhYeHR6Kj8dvZ2dGmTRtWrFjBRx99lGieOXPCW2/pFBoKGzfC+vV65OArVyAyEpycdOBasqQOMh48gKtX4fjx+1y6VANLS39GjrSgRAkdCAcH2xIc/DXBwaNo1kxhafkYe/tslCypcHMjLrm6Jh+gREdH06dPn7j+3V5eXnh5eVGuXLkMuZ7/JVFRUXTq1AknJydmzJjxwmdvCA/XU8msW6fvKUdH3Qz9iy90U3QZtVeIfwcJVoUQIgnh4eGsXLmSoKAgQkJCCA0Njfd47949zp8/T44cOahQoQIVKlSgZs2a9O7dmwoVKpA/f/7nOn5MDBw9qptUbt0K587p+UYLF36aypR5+rxECXjOQwoRx8LCgvqpGNa3Z8+ejBw5Mslg1ZydnZ7mplu3p8tCQnRgeuWKTv7+OtBwdPTj9u2xrF8/jhYtHJP4sSUHgYF36ddvIBcv3uGDD+YSFFSaHTtg4kQ9WnXVqjpwLV5cB8shIToFBT1h374zREZ+Trlyi3j8+BE//XSbceOukz37TUqUKEipUsVwds5L8+Z6wJ3s2VN79f5bYmJi6N69Ozly5GDhwoXPNUdzcu7cgT//1D92bN8O1apBu3bw+ed6VHIhxL+PBKtCCJEIwzB45513uH79OtWrV8fOzo6CBQtSqlQp7OzssLOzI1++fJQrVw4HB4cMO25goA5Mt26Fbdv0CLwtWsC4cbr5ZAbP1CDEc2vUqBG3bt3i7NmzVKhQIc375879tB9hrNWrV/Phhx+yY8cWatSokuz+Dg4FWLduOUuWLGHYsLqMGjWKpUs/wsLCguBg3STUzw+uX9fHKloUSpd+zPz5U3BxiWDChJHY2VkSFZWbiIjchIeX4uTJC/j4HMHHZwFHj5bi0KH+dO2ajRYtdL/bFi30wDxC/618//33uX//Pps2bcrQ6ZGionSz3j//1Onvv+GNN3SA+tNPGTNwlxAia5NgVQghEjFt2jQuXLjAvn374s1z+iLcvw9r1ug+fUeO6BqcFi10zVAWGERTiGRZWlrSvXt3li5dysSJE587vxUrVjBkyBC2bt2a6unIlFL06tULd3d3unfvzpYtW1i0aBFFihThjTd0gBPr0aNHtG/fnjJl7Fm6dGkizfMtaNnSlZEjXXnypDsDBw4kIOAt1q5dzYYNigUL4J13oGFDHTTVqaOb2v8X+0MahsGwYcM4c+YMO3bsSPNc54m5fVtPI7NtG+zd+3T+5unT9bV+zt4UQohXjAynIYTIcKGhofj4+GR2MdJt9+7dTJo0iTVr1rywQDU4GJYs0dMlODvrWoP334ebN3Xg+u67EqiKV0ePHj345ZdfiImJSXceAQEBdOvWjc8//5w///wzXfNmu7i4sHfvXurVq0f16tVZt25dvPUhISE0b96cYsWKsWzZshT7kVtYWDB16lT8/f357bfpvP++bvVw7Rp07Qq7dkHHjpAnjx6wrH9/mDMHfH11n8p/s+joaEaOHMn27dvZsmULuZ6jqtkw9JRZnTvrwN/PD7p31zWpvr66ZYm7uwSqQvwXSbAqhMhQMTExdOnShWbNmnH79u3MLk6aXbt2jW7duvHLL7/g5OSUwXnrL7Jt2+r+patXQ48eul/dqlV6hFRb2ww9pBAvRcWKFSlUqBC7d+9O89MuWn4AACAASURBVL5Pnjxh7ty5VK5cGScnJ86cOUOVKsk3/U1OtmzZGDNmDGvWrOHjjz/m/fff59GjR9y/f58mTZpQqVIlFixYgGUqRxzLkSMHq1at4ttvv+XgwYOADk67dYNff4WLFyEgAKZM0X3KDx3S88va20OrVrqWMCIi3aeTJV26dIkGDRpw7Ngxtm/fnu7++UFBusa0fHkYMEAHpFeuwOLFOnCVZr5CCAlWhRAZasSIEURERNCzZ0+mTp2a2cVJk4iICDp16sTQoUNp0qTJc+f3+LFuxvbZZ1C5sh4MxMcHunTRA8qsX69rZ6Tvm/g3iJ1zNS3OnDmDu7s7ixYtYufOnUyYMAHbDPrFpl69epw4cYKIiAiqV6/OG2+8gbu7O7NmzUrzAEDOzs7Mnz+fLl26cPfu3WfW29npPuWDBsHChXDihO5/3qULzJ2r+8n276+nVzGMDDm9TGEYBj/99BP16tWje/fubN26lUKFCqU5nzNnoG9fPSjS4cP6Gp05AwMH6h8ChBAi1n+wh4UQ4kVZuHAh69ev5/Dhw4SGhlK9enVGjBhBvnz5MrtoKTIMg4EDB+Lk5MTw4cPTnc/t27qZ4ObNerRKFxdduzJ3rp5OQaaPEf9WXbt2ZfTo0Tx8+DDFJqFhYWGMGzeOefPm8c033/Dee++9kBFkc+fOzeLFi1m5ciXXr19n6NCh6Z5SpW3btvj4+NCzZ082bdqUYnlz5tQtJ3r00CMcL10KvXrpOWV79YKyZV+toYVv3brFO++8Q2BgID4+Puma3ufKFRg9Wv+NHDIELlwAs+l5hRDiGVKzKoTIED4+PowYMYKNGzeSP39+nJycaNeuHT/++GNmFy1V5s6dy8GDB/n555/T9GX2yRM9KNLYsbrPWtmyes6/5s31VDNHj8LXX+uBQSRQFf9mBQsWxN3dnTVr1iS73T///EPVqlW5fPky/9/encfZXPZ/HH9dxr7MWLOkTHYSkz1LlOz7EkpEUqmou7tFpNKdcqdbdwshWbKNGyGiHbmFKctYY2z3z5qxzDAzTIzr98d1RoMxmzPmzHg/H4/rMWe+63WOjzPnc65t8+bNPPXUU+m21Em87t2788ILL1z32p/vvPMOp0+fTvVEUrffDsOGueRs6lTXs6Jv3zr06wdbtlxXlW6I+fPnc/fdd1OnTh1++eWXVCeq4eEuOa1Vy62lGxYGr76qRFVEkqdkVUSu2759++jevTvTp0+/7EPMkCFD+OSTT4iKisrA2iVv27ZtDB8+nAULFlCgQIFkjz93ziWk/fpBqVLQp49bv3HUKLcO4Lx5rotbyZI3oPIiPiS5rsC7du2iSZMmPP/88wQHB1Myk/0nyZEjB8HBwXz88cdJjs+11nL06FHsFX1+jYF77nFj12fMWEf58m6m25Yt3ey3vtZF+M8//+Sxxx5jyJAhLFy4kBEjRiQ7KVVCZ864L/KqVHFf7G3f7n7390/HSotIlqJkVUQA9+EqNjaWM2fOcPz4cQ4dOsTevXuJjo5O8rwzZ87QoUMHhgwZQsuWLS/bV7FiRe6//37Gjx+fnlW/LgcOHODNN99k8uTJVKxY8ZrHxcS4WXoffhhKlID334egILcG4I4d7vf774ecmatnn4hXtW/fno0bN3LgwIGr9m3dupX77ruPESNG8PTTT2dA7byjdOnSfPHFFzzyyCMcPXoUcJNEbdu2jU8//ZSHHnqI0qVLc8cddzB48OCrEtZ4AQEXGDbMdY3t2RP+/neoUcO1vPrChEzR0dF06NCBEydOsGnTJurXr5/ic//8Ez76CCpUgN27Xe+Tjz5y60aLiKSGklWRm9TRo0f55z//SZUqVciVKxfZsmWjQIEClCxZkkqVKlGnTh2aNWtGqVKl6NSpE9OnT+fUqVOXXSMuLo5evXpxzz33MHjw4ETvM3ToUMaMGcM5X/j0lYC1lhkzZlCrVi169OhBu3btrjrm7Fk3k2f37q6VdNw4uPde+P13WLkSnnvOjUkVESd37tx069aNmTNnXrZ948aNNG/enPfff59+/fplUO28p3nz5gwYMID27dvTuXNnbrnlFjp06EBISAgtWrRg1apVHD16lJCQkCQTVoBcuVwvjc2bYfRomD3bdY9t39695+zbdwOfmMfJkydp3rw5JUqUYP78+eTLly9F51286NaLrlrVjUv97js3VveOO9K5wiKSZWmCJZGbyIULF1i2bBmff/45K1eupEuXLnz++efUrFmTnDlzJjpu7NSpUyxZsoT58+fzzDPP0KBBA7p27UqnTp14//33OX36NPPmzbtsLNiePW5mx6AguOuu6tSuXZvJkyf7TGvKH3/8wVNPPUVYWBjLli3jzJkzl+3//XfXTW/6dKhZ0y2hMG6cllEQSYk+ffowYMAAXnnlFYwxrF27lo4dOzJ+/Hg6d+6c0dXzmuHDh+Pv70/JkiX5+OOPKV269FXHfPfdd7Ro0YLBgwfz0UcfJTlm1hjXHbhlSzhxwk3QtmyZ6zZbqBC0bu3KvfdC7tzp97wOHz5My5YtadGiBaNHj07xeOLly+Hll11X5okTXU8TEZHrpWRVJJOw1rJ27Vpy5sxJ4cKFKVy4MAUKFLjmB4m4uDjOnDlDZGQk4eHhzJ8/n2nTphEYGEj//v2ZPn16isZnFipUiN69e9O7d2+ioqJYunQpX375JS+99BJFihQhJCSEHDlysnWr6yY7f76bETcoyC3fAFChwjSGDv2cwMAL3HNPdjJycuA5c+YwePBg+vfvT3BwMLly5WLFihXExsKCBTB+vEtWH3vMdV1Ti4BI6jRo0IDY2FjWr19PTEwM3bp1Y+rUqbRp0yajq+ZVfn5+vPDCC0keExAQkKqENV6RIq5rcM+errVy0yaXuL71lmtpfeMN9x6V3cuf4nbv3k2LFi0YMGAAQ4YMSVFdt2xxy3P9/juMHOl6oqTzfFkichNRsiqSCRw9epR+/fqxe/du8ufPz6lTpzh58iQxMTEULFiQQoUKERAQwNmzZ4mMjCQyMpKYmBjy5ctHQEAABQsWpEWLFvzwww9UrVo1zfXInz8/3bt3p3v37kRGnmXLFsO//pWb+fPdGKsuXWDsWDeBiJ+f+4b94EEICSnE3/9emr//PZxDh0pSvLgbm5Ww3H67a1m4lpiYGEaNGkXt2rVp3759qmf1DA8P55lnnmHLli0sXryYOnXq8scfbrzpZ5+VpUcPqFbNLUzfsaPGnoqklTGGPn368OKLL7J9+3Zmz55Ns2bNMrpaGSatCWu8bNlcD4+aNd2Mwr/95lowP/jATerWoUPS750pFRoaSps2bXjjjTd44oknkjzWWrdm9Pjx8OOPrl4LFuh9U0S8T8mqiI9btGgRTz31FAMGDOCrr766bCbG8+fPExERwalTp4iIiCBv3rwEBATg7++fZKtrUqyFQ4fc+KnQULfEwsmTV5ezZ/NQrhx07gwzZ7olCa78wGQM3HabK4ULF+epp5py/Ph2wsL8Ll3/00/dvaKjoXp1uPNOd97Zs66cOwcnT55lw4bfyZGjN+fPh5M///e0alWDoKDilCzJpZI7N8TFwYULrsTFwZkzZ1myZCnjxn1J9eq9qV+/Nc8/n50dO9yHwCpVoHRp98ErifmVRCQVevfuzYQJE/jyyy9p1KhRRlcnwyWWsKZV7douQfzmG5e0jh7tyj33pL1+q1atomvXrowdO5YHH3zwmseFh8O0aTBpknv/HDDAvYcHBKT93iIiSVGyKlnC3LlzGTt2LM888wwdO3YkZxb4ejc6Opq//e1v/PDDD8ybN4+GDRtedUyOHDkoVqwYxYoVS9M94uL+Wgs0NNSVzZvdh5D4Fs/q1V2XtMKF//pZuDAUKJC6b/ObNm1KkSJFWLBgHj169ODOO+Ghh/7aHx7u7r1jh7tunjyu7NoVyr///S59+3alV69unDxZljlzfmb+/M8JCanLHXc0JCIiD0eOuBkos2d3rbpxcbGcPn2S06dPki/f3VSq1IwaNQpSpQr07euS1GLF3L1WrNhLxYq3p+k1FJGrlS1blkOHDl33uqZZyZUJa5cuXdJ8LWPc+NUWLdzY+u7d3TrP77zj1npOjVOnTtGpUyeCg4Np3rz5VfsvXoSffoLPPoNvv4VOneDzz6FBA++06IqIJCXZZNUYMxloBxyz1lZLZL8BPgTaADFAX2vtBs++OCB+uev/s9Z28FbFRQCOHTt2qWtnixYtGDduHM888wy9e/emf//+19XlNSP9+uuv9OrViwYNGrBp0yb8vbQo3ZkzEBICq1e7JVfWrnWzTtau7RLTli3dzxIlvP8hxBjDsGHDGDp0KN27d7/qQ2yxYtCsmSvgxuiOHj2a8eM/YMGC2TRt2tRzpB9t295HZGRNRo0axcSJPRg8eDAvvvgi2bJlY968eYwfP579+/czePAA+vfvz2233ebdJyMiyVKierX4hLVly5Zs3ryZoKAgCl3HIH4/P/flW48ebmmYRo2geXMYOtQNa0iJSZMm0aZNm8sS1QsXXG+TRYtg4UI3wdOAAW7iuYIF01xdEZFUS0kfwalAqyT2twYqeMoTwKcJ9p211gZ5ihLVm0BcXBx79+7lhx9+YOXKlWzdupWjR49y/vx5r99r7ty5VK9enbJly7Jx40a6dOnC8uXLWb16NTlz5uSBBx6gYcOGTJkyhaioKK/fPz3ExsYycuRI2rVrx8iRI5k6dWqaE9XoaJeMTpwITz/txjuVLAlvvun2DRwIYWGwaxfMmgWvvAKtWrlj0uszZps2bciWLRtLlixJ8rioqCh69uzJ3LlzCQkJSZCo/iUgIIB3332X9evXs3PnTipWrMjtt9/OrFmzeOmll/jf//7Hm2++qURVRHxKQEAAK1asoGjRogQFBbFq1arrvmaePO49fM8e94XjAw+4OQTWr0/6vAsXLvDJJ5/w/PPPExXlJsjr08eth/ryy24G9MWLYcMG93dEiaqI3GjJtqxaa382xgQmcUhH4AvrFhFba4wpaIwpaa094qU6io9at24dGzduJCws7FLZt28fxYsXp1y5csTFxXH8+HGOHz/OyZMnyZs3L0WLFqVIkSIEBASQP3/+y0q+fPnInz8/pUuXplatWpQrVy7RMZfxralbt25l4cKFVy1UXqFCBd59913eeustli1bxqRJkxg0aBCBgYFUqFCBChUqULFixUuPS5YsmeEtAGFhYUycOJFp06ZRt25d1q9fn+gyCNdy7BisW+dmjIwfC3rwoOvqGt+dt08fuPtut6ZfRjHGMHToUF5++WVCQ0MvdWEuWrTopZ+nTp2ia9eu1KlTh1WrVpE7mTUaAgMDmTVrFps3byZ//vyU1cKnIuLjcufOzaBBg4iOjqZ79+488cQTDB8+nOzXOb2vv79LWgcNcuNKO3Z0Qzlee8112wWIjXUzCu/dC/Pnb+H8+fcYOrQWa9ZA/fqum+8777ix/CIiGc0bY1ZvBQ4k+P2gZ9sRILcx5jfgAjDKWrvQC/eTDHb8+HEGDx7MmjVraNasGRUrVqRRo0ZUqFCBcuXKkSdPnqvOsdYSGRnJiRMnOH78OKdPnyYqKuqyEh0dzZEjR/jll1945ZVXiIyMpGbNmtSqVetS2bRpE4MGDeLRRx9l+vTpVyUyf/4JERHxJQe5c3egV68OtGgRy+HD4Rw5Es7WrSf46adTHDu2kxMnQoiLs3ToUIvHHmtKhQp+3H47JJjDKN38+eefLFq0iAkTJrB582b69u3L6tWrqVChQjLnuaR07dq/yqlTUKeOaz3t3Nm1nlaq5P1lDbyhS5cuREREsG/fPn777TeOHz9OeHg44eHhHD9+nJiYGMaMGcNTTz2Vqi8Rqlevno61FhHxvrZt27JhwwYeffRRmjRpwsyZMwkMDLzsmLi4OH799Ve+/vprli5dSuXKlZkxY0aS749588LgwfDkk25CpEcegXz53N/G8HA36V25chAaup/mzSvTtSvMmaOWUxHxPcY1iCZzkGtZXXKNMatLcInofz2//wi8Yq39zRhzq7X2kDGmLPAT0MxauyeRazyB60JMsWLFav3nP/+5jqckqREeHk5kZCTlypVLUWKwcuVKPvroI+6//3769++fbKvX9YiIiGDXrl2XlTx58vDSSy9xxx3V2LMnP2Fh+dm9uwBhYfn5v//LQ1xcNvLnv3BZyZfvAvnyxZE9+0X8/CzZs1v8/Oylx5GRkaxcuYc//yxFnjx3EhmZj8KF/6RUqbOULHmO6tUjqF//JAEB3unKfObMGYKDg/nmm2+47bbbaN++PY0bN77mpFDWwp49+fnllyKEhBRmz5783HrrWapWPX2plC4dk2XWtbPW3vCW7qioKPLnz39D7ylZg2JH0iph7Fy8eJG5c+cSHBzMoEGDqFOnDr/++itr167l119/pWDBgtSvX5969eoxbtw4OnToQLt27VJ8r7g4w86dBShcOJZixWLx84OdO3fy+uuvM2vWLPz8/NLraUo60PuOpJUvxc5999233lpbO7njvJGsTgBWWGtne37fCTS9shuwMWaq5xrzkrpXpUqV7M6dO5Otk6RedHQ069evZ926dZdKTEwM/v7+5M6dm8cee4zevXtTokSJq849duwYzz77LKGhoUyZMoUG8f2JvMhaOHrUldOnITLyrxL/+4EDsHGjW07lzjtdt9a773YtiidOrKJ168ZpGm958eJFJkyYwOuvv86gQS/Qo8eLHDiQg7Aw+P57t0xA9erQvr0rlSunfVxn/ORCI0aMoHLlyokec+4cLF/uxgotWeLWrmvfHtq2dd20fOR9JstYsWJFouNiRZKj2JG0Six21q9fz0MPPcSRI0do0qQJbdu2pU2bNpQpU+bSMdu3b6dJkyasW7fuuoY99OnTh2rVqvHyyy+n+RqSMfS+I2nlS7FjjElRsuqNToJfAc8aY4KBekCktfaIMaYQEGOtjTXGFAUaAu954X6SApGRkWzevJlNmzYRGhrK+vXr2bVrF9WqVaNevXp07tyZUaNGUa5cOQBWr17NlClTqFKlCo0bN+axxx6jbdu2ZM+enblz5zJ48GD69OnDtGnTEu3mm1Lnz7sJfcLC3HiZ+HEz+/bB/v1uOZQSJdyabQmLv7+bjbBqVRgyxI3FvLKr7ooVcWlOILNly8bAgQNp27YtTz75JF9+OYfJkyczcGBNBg68PHls3txNZhGfPDZqlPJxoAsWLLj075KwVfqPP1zX3tBQWLPGLRMQnxx/++31JcciIpI51KpVi23bthEXF3fNnktVq1Zl6NCh9OnTh5UrV6apVfTo0aMsXryYf//739dbZRGRdJWSpWtmA02BosaYg8AbQA4Aa+14YClu2ZrduKVr+nlOrQJMMMZcxM06PMpau93bT0Cc3bt3M2PGDEJDQ9m0aRPh4eFUq1aNoKAgatWqxeOPP05QUNA1//g1atSIRo0a8eGHHzJv3jzGjBnDk08+SZUqVTh27BiLFi2iXr16qapT/LqZ8RP+bN4Mv//uJm2oXBnuuAPKl3fJX9myEBiY8S2Gt99+O0uXLmXGjBm0bt2afv36MWLECHLnzkXr1m5du7FjXWK5eDEMG+bWBW3SxM2k27q1e16JOXnyFAMHDuftt4P58svchIb+laCeP//XREjdurn17IoWvbHPXUREMl6OHDnIkczECc899xyLFi3iX//6V5paRsePH0/Pnj0pXLhwWqspInJDpKgb8I2kbsCpd+jQIe655x66dOlCgwYNCAoKoly5ctc9BiUsLIw1a9bQvXv3FI1N3b/ftQguXw4rV7quuzVquBbC6tXd4zvvdJM8pAdvd234448/GDBgANHR0SxYsOCaS8icOOG6Ci9b5lpBAwJc0lqypOuuvH+/+7lr1zn8/OKoUiUf5ctDUNBfCWrp0mo5zUi+1C1GMhfFjqTV9cbO/v37qVOnDj/++GOqJpiLjY2lTJkyLF++nCpVqqT5/pJx9L4jaeVLsXMjuwFLBoqKiqJ9+/YMHDiQV1991avXjl/a5VoOHforOV2+HM6ehfvuc+X1112raWZOwIoXL86CBQsYNGgQ9957L8uWLaNkyZJXHVekCPTs6crFi66ldNkyOH7cdVtu0waOHFnDW289zvbtaylQIAOejIiIZCmBgYG899579O7dm5CQEHKlcDxKcHAwNWrUUKIqIpmCktVMLC4ujp49e1KzZk2GDBmS7vc7fx5Wr4alS10yduQING3qktOXXsqa4yr9/PwYO3Ys77zzDg0bNuSbb76hYsWK1zw+W7a/Jn2KFx0dzV139WLixLEUUKYqIiJe0rdvXxYuXMiIESN45513kj3eWsuHH37I22+/fQNqJyJy/ZSsZlLWWp5//nliY2P59NNP022pj4MH4ZtvXIL6009QsaLr4vrZZ25dz5thtntjDMOGDaNEiRI0adKERYsWUbdu3RSf/9prr9GoUSNat26djrUUEZGbjTGGzz77jBo1atCuXbtkZ+pftWoV0dHRtGrV6gbVUETk+ihZzaQ+/PBDli9fzurVq5OdiCElzp1zEwXFT4gUX+LioEUL6NwZxo+HW27xQuUzqf79+1O8eHHatWvHtGnTUpR8rlmzhjlz5rBly5YbUEMREbnZ3HLLLYwbN44+ffqwadOmJNdQ/PDDDxk8eDDZssrC3CKS5endKhNatGgRo0eP5uuvvyYgICBN17AWQkLgxRfdpEeFCkGfPvDddy4hfeEFWL/ezeg7axb07n1zJ6rx2rVrx1dffUW/fv2YNm1aksfGxsbSv39/PvzwQ4oUKXKDaigiIjebzp0706hRIx5++GG+//57zp49e9Ux+/fvZ8WKFTz66KMZUEMRkbRRy6qPCA8PZ+7cuSxYsIDixYvTuHFjGjVqRJUqVS77BvS3337j8ccfZ+nSpZctEp4S1sLGjfCf/7iSIwf06AHTp0O1apAzp7efVdZUv359VqxYQatWrZg6dSr169enXr161K1bl1KlSl06buTIkVSqVIlu3bplYG1FRORm8PHHH/PBBx8wYsQIQkNDadCgAc2bN6dFixbcddddfPLJJ/Tr1y/JllcREV+jZDUDRUZGsnDhQmbPns3atWtp27YtAwcO5NSpU6xatYr33nuPyMhIGjZsSOPGjalWrRr9+/dn0qRJ1KlTJ8X32bEDZs6EOXPcbLXdu8OXX7olU7LahEg3SuXKldm8eTO//PIL69atY+LEifTv35+8efNSr149qlWrxvjx49m0aVO6jScWERGJV6BAAV5//XVef/11IiMjWb58Od9//z1du3YlKiqKmJgYQkNDM7qaIiKpomQ1AyxdupRJkybx448/ct9999GvXz/mz59PvgQLkPbv3x+Aw4cPs2rVKv773/8SHBzMsGHD6NixY7L3OHUKgoNh6lQ4cAAefhhmz4ZatZSgeou/vz+tWrW6NFGFtZY9e/awbt06QkJCmDp16mUtrSIiIjdCQEAAnTp1olOnTgDs3buXAwcOEBgYmLEVExFJJSWrN9g333zDgAED+Mc//sHkyZMpWLBgkseXKlWKHj160KNHj2SvfeGCG3M6dar72aoVvPkmNG8O2fUvne6MMZQvX57y5cvTq1evjK6OiIgIAGXLlqVs2bIZXQ0RkVRTCnMDHT16lMcee4xZs2bRtGlTr133wAH49FOYMgUCA+HRR2HCBDdpkoiIiIiISGaU5ZPV6OhoZsyYwenTp6lQoQLly5enbNmy5M2b94bW4+LFi/Tu3ZsBAwZ4JVG1Flatgo8+cuuf9u7tflapcv11FRERERERyWhZNlk9fPgwn3zyCZ999hmNGjUiMDCQn3/+md27d7Nv3z6KFSt2qcvmI488QpMmTdK1PqNHjyY2Npbhw4df13XOnnVLyXz8sVsbddAg16JaoICXKioiIiIiIuIDslyyGhoaypgxY1i8eDG9evVizZo1lC9f/rJj4uLiOHjwILt372b79u08+OCDzJo1iwceeCBd6rRu3TrGjBnDb7/9RvZUDh61FvbuhbVr4Zdf3JIz9erBe+/BAw+A1vUWEREREZGsKMskqytWrGDkyJFs376dZ599lg8++IDChQsneqyfnx9lypShTJkyNGvWjKCgILp06cK8efO83sIaERHBQw89xIQJE7jtttuSPf7MGQgJcclpfMmdG+rXd0nqmjVwRe4tIiIiIiKS5WT6ZPX8+fO89tprzJ49m7fffpuePXuSM2fOVF2jcePGzJkzh27durFw4UIaNmzolbpZa3nyySdp3br1penjE3P2LCxZ4rr3/vQTVK/uktO+fd3ESaVLe6U6IiIiIiIimUamTlYPHDhAz549KViwIBs2bKBo0aJpvtb999/PzJkz6dy5M4sXL6ZevXrXXb/PP/+cHTt2sG7duqv2nT8PP/zgEtQlS6BOHXjoITf+NJnVbERERERERLK8TDvicenSpdSpU4eOHTuyePHi60pU47Vo0YIpU6bQoUMHNmzYcF3X2r59O6+++ipz5swhT548AFy86GbwffppKFUK3noL6taFHTvcuqj9+ilRFRERERERgUzYsnr+/HmGDx/OrFmzmD9/vte67MZr27YtEyZMoE2bNnz77bfUqFEj0eNiYmI4ePAgERERREZGXlYiIiKYO3cuo0aNonLlKmza5FpQg4MhIMC1oIaEwB13eLXqIiIiIiIiWUamSlbju/0GBARcd7ffpHTq1Inz58/TqlUrxo4dS0REBHv37mXfvn2XfkZGRnLrrbdSsGBBChYsSEBAAAEBAfj7B5AvXxH69h3FoUMdqFrVjUl9+GH4+mu46650qbKIiIiIiEiW4nPJ6tGjR3nwwQc5c+bMVSUmJoY33niDl156iWxeXLPFWoiNhZiYv0qFCg/y9NOFGDHiGwoVCiQgoC758nWicuVbuPPOwly4kI/Tpw2RkXDqFOzfD5GRrhgDnlBiVQAADZNJREFUxYtDx44webKbLMkYr1VXREREREQky/O5ZDVPnjx069aNAgUK4O/vT4ECBS4Vf39/cuXK5ZX7hIXBnDmubNsGOXNC3ryQJ4/76coDFCv2AAEBXLMULAj+/pdvy53bK1UUERERERG5aflcshoQEECPHj3S5dr/+99fCeqhQ/DggzB+vFu/NLvPvRIiIiIiIiI3ryyfop07B9OmubJrF3TpAqNHQ5Mm4OeX0bUTERERERGRxGTZZDUqCiZMgDFj4O67YfhweOAByJEjo2smIiIiIiIiyclyyWpEBHz8sStNm7oZeIOCMrpWIiIiIiIikhrem1I3gx07Bq++CuXKwZ498PPP8J//KFEVERERERHJjDJ9snr4MPztb1C5sls2Zv16mDrV/S4iIiIiIiKZU6ZNVg8cgGefhWrV3O9bt8K4cRAYmKHVEhERERERES/IdMnqvn3wxBNQowbkywc7dsAHH0CpUhldMxEREREREfGWTJOsbtgAfftC7dpwyy1uGZp//hOKF8/omomIiIiIiIi3JZusGmMmG2OOGWO2XmO/McZ8ZIzZbYzZbIypmWDfo8aYME95NLWVO3cOvvgC6teHzp2hUiXYvRvefhuKFk3t1URERERERCSzSMnSNVOBT4AvrrG/NVDBU+oBnwL1jDGFgTeA2oAF1htjvrLWnkruhnv3wvjxMGWKa0kdNgzatAE/vxTUVkRERERERDK9ZFtWrbU/AyeTOKQj8IV11gIFjTElgZbA99bak54E9XugVXL3O3QoD3XrwsWLsGYNLFsG7dsrURUREREREbmZpKRlNTm3AgcS/H7Qs+1a269ijHkCeALA378MM2f+TK5cFzl4EA4e9EIN5aYQFRXFihUrMroakgkpdiStFDuSVoodSSvFjqRVZowdbySr181aOxGYCFCpUiXbsuW9GVwjyYxWrFhB06ZNM7oakgkpdiStFDuSVoodSSvFjqRVZowdb8wGfAi4LcHvpT3brrVdREREREREJEneSFa/Avp4ZgWuD0Raa48A3wItjDGFjDGFgBaebSIiIiIiIiJJSrYbsDFmNtAUKGqMOYib4TcHgLV2PLAUaAPsBmKAfp59J40x/wB+9VzqLWttUhM1iYiIiIiIiABgrLUZXYfLGGPOADszuh6SKRUFjmd0JSRTUuxIWil2JK0UO5JWih1JK1+KnTLW2mLJHeQTEyxdYae1tnZGV0IyH2PMb4odSQvFjqSVYkfSSrEjaaXYkbTKjLHjjTGrIiIiIiIiIl6lZFVERERERER8ji8mqxMzugKSaSl2JK0UO5JWih1JK8WOpJViR9Iq08WOz02wJCIiIiIiIuKLLasiIiIiIiJyk0s2WTXG3GaMWW6M2W6M2WaMec6zvbAx5ntjTJjnZyHP9srGmDXGmFhjzItXXOs5Y8xWz3WeT+KerYwxO40xu40xQxJsf9azzRpjiiZx/ufGmFBjzGZjzDxjTH7P9nuNMRuMMReMMd2Sf3nkevhY7CQaE4mcX8sYs8Vz/kfGGOPZ/qDn3heNMZlqFrXMKLPFjjEmrzHma2PM7577jEqwr4wx5kfP+SuMMaW98RpJ4nwpdhLs/8gYE3WNcxU7PsKXYscYM9UYs88Ys8lTgq5x/kzP+VuNMZONMTk82wOMMYs9713bjDH9vPEaydV8LG6MMWakMWaXMWaHMWbwNc6/Vtw0NcZEJoi7173xGknifCx2ViX4dz9sjFl4jfMTjZ0E++sYb+dZ1tokC1ASqOl5XADYBVQF3gOGeLYPAf7peXwLUAcYCbyY4DrVgK1AXtySOT8A5RO5nx+wBygL5ARCgaqefXcDgcB+oGgSdfZP8HhMgnoGAtWBL4BuyT13lesrPhY7icZEItcIAeoDBlgGtPZsrwJUAlYAtTP6tc3qJbPFjuf693ke5wRWJYiducCjnsf3A9Mz+vXNysWXYsezvzYwHYi6Rn0VOz5SfCl2gKmk4HMK0Ab398oAs4GBnu1DE9SzGHASyJnRr3FWLD4WN/1wn3Gzxd8rlXHTFFiS0a/pzVJ8KXauOG4+0Cc1sZPg+j8BS1Py/pXSkmzLqrX2iLV2g+fxGWAHcCvQEZjmOWwa0MlzzDFr7a/A+SsuVQVYZ62NsdZeAFYCXRK5ZV1gt7V2r7X2TyDYcy+stRuttftTUOfT4L5hAvIA1rN9v7V2M3AxuWvI9fOx2Ek0JhIyxpTEJSZrrftf90WCuu2w1u5M2yshqZXZYsdz/eWex38CG4D4VrCquDdvgOXx15X04UuxY4zxA0YDLydRX8WOj/Cl2ElFnZdaD9yXrfGxY4ECnvet/Lhk9UJqri0p42NxMxB4y1p7Mf5e16jzteJGbiAfix0AjDH+uC9HE21ZTSZ2BuES3UTjLq1SNWbVGBOIa91cBxS31h7x7DoKFE/m9K1AY2NMEWNMXlxmflsix90KHEjw+0HPtlQxxkzx1Ksy8HFqzxfv8oXYSUFM3Oo5J9HzJWNkkthJWN+CQHvgR8+mUP76o9EZ9wGySDL1Fi/wgdh5FvgqwX2Tq69ix0f4QOwAjDSuC/gHxphcydQ3B9Ab+Maz6RPcB9jDwBbgufgERtKPD8RNOaCHMeY3Y8wyY0yFZOp7ZdwA3OPpPr7MGHNnMnUWL/GB2InXCfgx/ov6JOp7WewYY27F/Z36NJm6plqKk1XjxmnNB56/8gl4suskpxW21u4A/gl8h3tim4C41FY4pay1/YBSuG8peqTXfSR5vhI7ionMJ7PFjjEmO65bzEfW2r2ezS8CTYwxG4EmwKG01EFSJ6NjxxhTCniQFH5ZqtjxHRkdOx6v4r4cqwMUBl5J5vhxwM/W2lWe31t67lsKCAI+8bSYSDrxkbjJBZyz1tYGPgMmJ3P8lXGzAShjra2Be+9KtHVNvMtHYifeQ7i/Rcm5Mnb+DbySHl+KpShZ9WTP84GZ1tovPZv/8HSbjO8+mWyTr7X2c2ttLWvtvcApYJdncHH8gN6ncH+ME34bUNqzLan6fes5f9IV94vDNXF3TcnzFO/ztdhJGBPGGL8E57/lObZ0UufLjZPJYifeRCDMWvvvBOcdttZ2sdbeDQzzbItI1YshqeIjsXM3UB7YbYzZD+T1TGih2PFhPhI78d0DrbU2FpiC676X6OcdY8wbuHGpLyS4Vj/gS881dgP7cMmvpANfiRtcS1n8/Rfg5mlJcdxYa09ba6M8j5cCOUwSE5rK9fOh2MHzb10X+DrBtpS+59QGgj1/77oB44wxnVL8QiQhe3IHGGMM8Dmww1o7JsGur4BHgVGen4tScK1brLXHjDG347o21ff84Q1KcEx2oIIx5g7cC9gTeDip61prW15R33LW2t2exx2A35Orm3ifr8TOtWLCk3wEXXGf08aY+rhuGH1QF/IMkUlj520gAHj8iu1FgZOebxtfJflvuuU6+ErsWGu3ASUSHBdlrS3v+VWx44N8JXY8+0paa4946tQJ183vss87nuMex7WiNruiReP/gGbAKmNMcdwEgXsRr/OluMG1hN6H+3KiCW7CnhTHjTGmBPCHtdYaY+riGrVOpPS1kNTxsdgBl2Qusdaei9+Q0tix1t6R4Jipnut4p2XeJj9TVSNc8/NmXLPyJlxf6CK4cTVhuFmnCnuOL4H7Zuc0EOF57O/ZtwrYjhuH0yyJe7bB/QfbAwxLsH2w53oXcOMwJiVybjZgNW6MxlZgZoL71/GcH437z7ctueevkvbiK7GTVEwkcn5tzzF7cGN+jGd7Z099YoE/gG8z+vXNyiWzxQ7u20mL6yYcX9/HPfu6eeq7C5gE5Mro1zcrF1+JnUSOudZswIodHym+FDu4ibXi33dmAPmvcf4Fz7nx9X3ds70Urktg/DUeyejXN6sWH4ubgrhWsS3AGqBGKuPmWWCb5/5rgQYZ/fpm5eJLsePZtwJolUydE42dK46ZihdnA47/IC4iIiIiIiLiM1I1G7CIiIiIiIjIjaBkVURERERERHyOklURERERERHxOUpWRURERERExOcoWRURERERERGfo2RVRETkBjDGvGmMeTGJ/Z2MMVVvZJ1ERER8mZJVERER39AJULIqIiLioXVWRURE0okxZhjwKHAMOACsByKBJ4CcwG6gNxAELPHsiwS6ei4xFigGxAADrLW/38j6i4iIZCQlqyIiIunAGFMLmArUA7IDG4DxwBRr7QnPMW8Df1hrPzbGTAWWWGvnefb9CDxlrQ0zxtQD3rXW3n/jn4mIiEjGyJ7RFRAREcmiGgMLrLUxAMaYrzzbq3mS1IJAfuDbK080xuQHGgBzjTHxm3Ole41FRER8iJJVERGRG2sq0MlaG2qM6Qs0TeSYbECEtTboBtZLRETEp2iCJRERkfTxM9DJGJPHGFMAaO/ZXgA4YozJAfRKcPwZzz6staeBfcaYBwGMU+PGVV1ERCTjKVkVERFJB9baDcAcIBRYBvzq2TUcWAesBhJOmBQMvGSM2WiMKYdLZPsbY0KBbUDHG1V3ERERX6AJlkRERERERMTnqGVVREREREREfI6SVREREREREfE5SlZFRERERETE5yhZFREREREREZ+jZFVERERERER8jpJVERERERER8TlKVkVERERERMTnKFkVERERERERn/P/W33aRsH04NwAAAAASUVORK5CYII=\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x144 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"clr_ma_length = 8\n",
|
||
"clrdf = df.ta.log_return(cumulative=True, append=True)\n",
|
||
"clrmadf = ta.ema(clrdf, length=clr_ma_length)\n",
|
||
"qqdf = pd.DataFrame({f\"{clrdf.name}\": clrdf, f\"{clrmadf.name}({clrdf.name})\": clrmadf})\n",
|
||
"qqdf.tail(recent).plot(figsize=ind_size, color=cscheme('BkBu'), linewidth=1, title=ctitle(clrdf.name, ticker=ticker, length=recent), grid=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### MACD"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.lines.Line2D at 0x118e3f940>"
|
||
]
|
||
},
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x144 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
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"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]]].tail(recent).plot(figsize=(16, 2), color=cscheme('BkBu'), linewidth=1.3)\n",
|
||
"macddf[macddf.columns[1]].tail(recent).plot.area(figsize=ind_size, stacked=False, color=['silver'], linewidth=1, title=ctitle(macddf.name, ticker=ticker, length=recent), grid=True).axhline(y=0, color=\"black\", lw=1.1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### ZScore"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.lines.Line2D at 0x118f33ba8>"
|
||
]
|
||
},
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x144 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"zscoredf = df.ta.zscore(length=30, append=True)\n",
|
||
"zcolors = ['maroon', 'red', 'orange', 'silver', 'silver', 'orange', 'red', 'maroon', 'black', 'blue']\n",
|
||
"zcols = df[['-4', '-3', '-2', '-1', '1', '2', '3', '4', zscoredf.name]].tail(recent)\n",
|
||
"zcols.plot(figsize=ind_size, color=zcolors, linewidth=1, title=ctitle(zscoredf.name, ticker=ticker, length=recent), grid=True).axhline(y=0, color=\"black\", lw=1.1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# New Features\n",
|
||
"### Archer Moving Averages Trends\n",
|
||
"Archer Moving Average Trends (__amat__) returns the long and short run trends of fast and slow moving averages."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x1192726a0>"
|
||
]
|
||
},
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x576 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x25.2 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"matype = 'ema'\n",
|
||
"fast_length = 8\n",
|
||
"medfast_length = 21\n",
|
||
"slow_length = 50\n",
|
||
"\n",
|
||
"amat = df.ta.amat(mamode=matype, fast=fast_length, slow=slow_length)\n",
|
||
"machart(matype, fast_length, medfast_length, slow_length, last=recent) # Price Chart so we can see the association with AMAT\n",
|
||
"amat.tail(recent).plot(kind='area', figsize=(16, 0.35), color=cscheme('gr'), alpha=0.4, stacked=False, title=ctitle(f\"{amat.name} Trends\", ticker=ticker, length=recent))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Archer On Balance Volume\n",
|
||
"Archer On Balance Volume (__aobv__) returns a DataFrame of OBV, OBV min and max, fast and slow MAs of OBV, and the long and short run trends of the two OBV MAs."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"matype = 'sma'\n",
|
||
"fast_length = 10\n",
|
||
"medfast_length = 20\n",
|
||
"slow_length = 50\n",
|
||
"\n",
|
||
"aobvdf = ta.aobv(close=closedf, volume=volumedf, mamode=matype, fast=fast_length, slow=medfast_length)\n",
|
||
"aobv_colors = ['black', 'silver', 'silver', 'green', 'red']\n",
|
||
"aobv_trenddf = aobvdf[aobvdf.columns[-2:]]\n",
|
||
"aobv_trenddf.name = f\"{aobvdf.name} Trends\""
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x118ae44a8>"
|
||
]
|
||
},
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x576 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x144 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
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"text/plain": [
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"<Figure size 1152x144 with 1 Axes>"
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]
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},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
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"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x25.2 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"machart(matype, fast_length, medfast_length, slow_length, last=recent) # Price Chart so we can see the association with AOBV\n",
|
||
"volumechart('ema', length=5, last=recent)\n",
|
||
"aobvdf[aobvdf.columns[:5]].tail(recent).plot(figsize=ind_size, color=aobv_colors, title=ctitle(aobvdf.name, ticker=ticker, length=recent), grid=True)\n",
|
||
"aobv_trenddf.tail(recent).plot(kind='area', figsize=(16, 0.35), color=cscheme('gr'), alpha=0.5, title=ctitle(aobv_trenddf.name), stacked=False)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Long Run and Short Run\n",
|
||
"Long Run (__long_run__) returns 1 if fast and slow averages approach each other from the below or both are increasing. Otherwise returns zero.\n",
|
||
"\n",
|
||
"Conversely, Short Run (__short_run__) returns 1 if fast and slow averages approach each other from above or both are decreasing. Otherwise returns 0."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x576 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"matype = 'sma'\n",
|
||
"fast_length = 10\n",
|
||
"medfast_length = 20\n",
|
||
"slow_length = 50\n",
|
||
"\n",
|
||
"machart(matype, fast_length, medfast_length, slow_length, last=half_of_recent)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x1185f0908>"
|
||
]
|
||
},
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x18 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"maf = df.ta(kind=matype, length=fast_length)\n",
|
||
"mam = df.ta(kind=matype, length=medfast_length)\n",
|
||
"lrun = df.ta.long_run(maf, mam, append=False) # Long Run of Fast MA and Slow MA\n",
|
||
"srun = df.ta.short_run(maf, mam, append=False) # Short Run of Fast MA and Slow MA\n",
|
||
" \n",
|
||
"srun.tail(half_of_recent).plot(kind='bar', figsize=(16,0.25), color=['red'], linewidth=1, alpha=0.45, rot=45)\n",
|
||
"lrun.tail(half_of_recent).plot(kind='bar', figsize=(16,0.25), color=['green'], linewidth=1, alpha=0.45, title=ctitle(f\"{maf.name} & {mam.name} ({lrun.name}(green) & {maf.name} & {mam.name}{srun.name}(red))\", length=half_of_recent), rot=45)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Cross\n",
|
||
"Cross (__cross__) returns 1 if two series cross and 0 if they do not. By default, above=True."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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6dOmSqCwkJIR69erh4eGBt7c3N2/eBGD27Nk8//zzeHh44OvrC8CdO3d45513qFOnDjVq1OC7777L8XMRQgghhBBCiNwsT8wGnNDgwYMJCQkxa52enp7MnDkzzX0OHz7MxIkT2bNnD87Ozty4cYPZs2fHl3ft2pU5c+bg5eXFmDFjGD9+PDNnzmTy5MmcOXOG/PnzExERAcCkSZNo0qQJX331FREREdSpU4dXXnmFggULmvW8hBBCCCGEECKvkp7VdPrll1948803cXZ2BsDJySm+7NatW0RERODl5QWAn58fO3fuBMDDw4NOnTqxYsUKbGyM7wa2bt3K5MmT8fT0pFGjRty7d4/z58/n8BkJIYQQQgghRO6V53pWH9cDmtt8//337Ny5k40bNzJp0iQOHjyI1ppvv/2WypUrWzo8IYQQQgghhMiVpGc1nZo0acKaNWu4fv06ADdu3IgvK1y4MEWLFmXXrl0ALF++HC8vL+Li4rhw4QKNGzdmypQp3Lp1i6ioKFq0aMGcOXPQWgPwzz//5PwJCSGEEEIIIUQulud6Vi2lWrVqjBo1Ci8vL6ytralRowYVKlSIL/f39+fdd9/l7t27PPvssyxdupSHDx/SuXNnbt26hdaagQMHUqRIEUaPHs3gwYPx8PAgLi4OV1dXNm3aZLmTE0IIIYQQQohcRpLVDPDz88PPzy/FMk9PT/bt25ds+2+//ZZsm729PQsXLjR7fEIIIYQQQgjxpJBhwEIIIYQQQgiRh8XFxVk6hGwhyaoQQgghhBBC5FE3btzAxcWFxo0b89dff1k6HLOSZFUIIYQQQggh8qiZM2cSHh7OoUOHqF27Nm+//TZnzpyxdFhmIcmqEEIIIYQQQuRBN2/eZNasWbRv355Tp04xatQo1q9fT5UqVXj//fcTrWCSF0myKoQQQgghhBB50MyZM4mMjGTMmDE4OjoyceJEQkND6dy5MzNmzMDNzY1p06Zx//59S4eaKZKsCiGEEEIIIUQeExERwaxZs/D29qZ69erx28uUKcOSJUvYv38/devWZejQoVSpUoWVK1fmuYmYJFkVQgghhBBCiDxm1qxZ3Lp1izFjxqRY7u7uzubNm/npp58oUqQInTp1om7duuzYsSNnA80CSVYzYNKkSVSrVg0PDw88PT35/fffadSoEeXKlUNrHb/f66+/joODQ6JjZ86ciZ2dHbdu3UqzjevXr9O4cWMcHBzo379/orLg4GDc3d1xc3Nj4MCBidoUQgghhBBCPB0iIiKYMWMG7dq1w9PTM819X3nlFYKDg/H39+fSpUs0btyYNm3acOTIkRyKNvMkWU2nvXv3smnTJv7++28OHDjAtm3bKFu2LABFihRh9+7dgHHjhIeHJzs+MDCQ2rVrs3bt2jTbsbOzY8KECUydOjVZWd++fVm8eDGhoaGEhoayZcsWM5yZEEIIIYQQIi+ZPXs2t27dYuzYsena38rKiq5du3LixAk+/fRTdu7cibu7O7179+b69evZHG3m2Vg6gIwavGUwIZdCzFqnZ0lPZr46M819wsPDcXZ2Jn/+/AA4OzvHl/n6+hIUFESDBg1Yu3Yt7du35/Dhw/Hlp06dIioqinnz5jFp0iS6d++eajsFCxakQYMGnDx5Mln7kZGR1KtXD4CuXbuyfv16WrZsmeHzFUIIIYQQQpif1poBAwZQpkwZRo4cmS1t3Lp1ixkzZtC2bVtq1KiRoWPt7e0ZMWIEPXr0YMKECcyfP5/AwECsrKzw9vbOlnizQnpW06l58+ZcuHCBSpUq0a9fP3799df4sqZNm7Jz504ePnxIUFAQPj4+iY4NCgrC19eXhg0bcvz4cS5fvpzh9i9evIiLi0v8excXFy5evJj5ExJCCCGEEEKY1fz58/niiy/48MMP2bp1a7a0MWfOHCIiIlJ9VjU9nnnmGWbPns2hQ4coXbo07du3Z8CAAdy7d8+MkWZdnutZfVwPaHZxcHAgODiYXbt2sX37dnx8fJg8eTIA1tbWNGjQgKCgIKKjo6lQoUKiYwMDA1m3bh1WVlZ06NCBNWvWJHseVQghhBBCCJF3HT16lPfff59mzZoRFhZG9+7dOXjwIE5OTmZrIzIykunTp9OmTRtq1aqV5foqV67MnDlz2Lx5MzNnzmT37t2sWrWK5557zgzRZp30rGaAtbU1jRo1Yvz48cydO5dvv/02vszX15eBAwfy1ltvJTrm4MGDhIaG0qxZMypUqEBQUBCBgYEZbrtMmTKEhYXFvw8LC6NMmTKZPxkhhBBCCCGEWdy/f5+3334bBwcH/P39Wb58OVeuXKFfv35mbWfOnDncvHkz3c+qpoetrS0zZsxgw4YNnDt3jpo1a7Jy5Uqz1Z8Vkqym0/HjxwkNDY1/HxISQvny5ePfN2zYkJEjR9KxY8dExwUGBjJu3DjOnj3L2bNn+ffff/n33385d+5chtovVaoUjo6O7Nu3D601AQEBtGvXLmsnJYQQQgghhMiy0aNHExISwpIlSyhVqhS1atVi3LhxrFq1KlMdVSl51KvaunVrs/SqJtWmTRtCQkKoXr06nTp1okePHty5c8fs7WSEJKvpFBUVhZ+fH88//zweHh4cOXKEcePGxZcrpRg6dGiiiZfAeF416cPK3t7eBAUFpdpWhQoVGDJkCMuWLcPFxSV+Wul58+bRs2dP3NzcqFixokyuJIQQQgghhIX98ssvTJ06lT59+tC2bdv47cOHD+fFF1+kX79+XLhwIcvtzJ07lxs3bpi1VzWpsmXLsmPHDkaNGsXSpUupU6dOooljc1qee2bVUmrVqsWePXuSbU9tUd2oqCgATp8+naxs+vTpabZ19uzZFLe/8MILHDp0KO1AhRBCCCGEEDnixo0bdO3aleeee45p06YlKrOxsSEgIABPT0+6d+/O1q1bsbLKXF/h7du3mTZtGq1ataJ27drmCD1VNjY2TJw4ES8vLzp37kzt2rWZPXs2PXr0QCmVrW0nJT2rQgghhBBCCJFBWmv69OnD5cuXWblyJQULFky2j5ubG9OnT+fnn39m7ty5mW7riy++yPZe1aSaNWvG/v37qV+/Pr169eLtt98mMjIyx9oHSVYt5scff8TT0zPRKzeubSSEEEIIIYRIzt/fn2+++YYJEyak+Qxpr169aN26NcOHD49/vC8joqKimDp1Ki1btqROnTpZCTnDSpYsyY8//sjEiRNZvXo1NWvWJDg4OMfal2HAFtKiRQtatGhh6TCEEEIIIYQQGXTq1CkGDBiAl5cXH3zwQZr7KqX48ssvcXd3p0uXLuzduxdbW9t0t/XFF19w/fr1HO1VTcja2ppRo0bh5eVFx44defHFF5k6dSoDBgxIdVjw3bt3uXr1KteuXUv289q1a+luW5JVIYQQQgghcqnbt2/HryYRHh6e6Oej352cnPjxxx8pXLiwpcN9KsTGxtK5c2esra0JCAjA2tr6sceULFmSRYsW0b59eyZMmMCECRPS1dajXtUWLVpQt27drIaeJQ0aNCAkJIRu3boxaNAgtmzZQuXKleMT0YRJaXR0dIp1WFtbJ5uQNi2SrAohhBBCCGFhq1at4o8//kiWjKa0dIi9vT2lS5emdOnSeHh4sH79elq1asWPP/6Ig4ODBaJ/ukycOJF9+/YRFBREuXLl0n2ct7c33bp145NPPqFVq1a8+OKLjz1m/vz5XLt2zWK9qkkVK1aMDRs2MGvWLEaNGsVvv/2Gs7MzzzzzDCVLlsTd3T3+fUo/CxcujJWVVbonapJkVQghhBBCCAsKCAjAz88vURJao0YNWrduTenSpSlVqlSin46Ojon+2B8/fjwff/wxbdu25fvvv8fe3t6CZ/Nk27NnDxMmTKBLly74+Phk+PhZs2axfft2unTpQkhISJpfLty5c4fPP/+c5s2bpyuxzSlKKQYPHsygQYOyfXZgSVaFEEIIIYSwkGPHjtG3b19efvllfv75Z2xsMv7nuZeXF/7+/nTt2pX27duzfv168ufPnw3RPt0iIyPp3Lkz5cuXz/TMvo6OjgQEBNCoUSOGDh3KggULUt13/vz5XL16Ndf0qiaVE8vYyGzAGTBp0iSqVauGh4cHnp6e/P777zRq1Ihy5cqhtY7f7/XXX0/2LcnMmTOxs7Pj1q1babbx008/UatWLdzd3alVqxa//PJLfFlwcDDu7u64ubkxcODARG0KIYQQQoi8JTo6mrfeeosCBQqwcuXKTCWqj3Tu3JkFCxawZcsWOnbsSExMjBkjFQADBw7k3LlzLF++HEdHx0zX8/LLLzN06FAWLlzI999/n+I+j3pVmzVrRv369TPdVl4nyWo67d27l02bNvH3339z4MABtm3bRtmyZQEoUqQIu3fvBiAiIoLw8PBkxwcGBlK7dm3Wrl2bZjvOzs5s3LiRgwcP4u/vT5cuXeLL+vbty+LFiwkNDSU0NJQtW7aY8QyFEEIIIUROGjRoEAcPHmT58uWUKVMmy/X17t2bmTNnsm7dOvz8/Hj48KEZohQAq1evxt/fn1GjRvHSSy9lub4JEybg7u5Ojx49uHr1arLyBQsWcOXKlVzbq5pT8t4w4ODBcDPEvHUW9YRaM9PcJTw8HGdn5/ghFQlnsfL19SUoKIgGDRqwdu1a2rdvz+HDh+PLT506RVRUFPPmzWPSpEl079491XZq1KgR/3u1atWIjo7m/v373Lhxg8jISOrVqwdA165dWb9+PS1btszUKQshhBBCCMsJDAxk8eLFjBgxgldffdVs9Q4aNIjo6GhGjhyJnZ0dX375JVZW0j+VFRcuXKBPnz7UrVuX0aNHm6XO/Pnzs2LFCmrXrk2fPn349ttv44fV3r17l88++4ymTZuaJTHOy+TOTafmzZtz4cIFKlWqRL9+/fj111/jy5o2bcrOnTt5+PAhQUFByR62DgoKwtfXl4YNG3L8+HEuX76crja//fZbatasSf78+bl48SIuLi7xZS4uLly8eNE8JyeEEEIIIXLMiRMn6N27Ny+99FK6lzDJiBEjRjB69GiWLl0qj45l0cOHD+natSsxMTGsWLGCfPnyma1uDw8PJk6cyLp16wgICIjfvnDhQulVNclQz6pSyg7YCeQ3HfuN1nqsUsoVCAKKAcFAF631A6VUfiAAqAVcB3y01mezFPFjekCzi4ODA8HBwezatYvt27fj4+PD5MmTAWO9oAYNGhAUFER0dDQVKlRIdGxgYCDr1q3DysqKDh06sGbNGvr3759me4cPH2b48OFs3bo1u05JCCGEEELksHv37vHWW29ha2tLYGBglp5TTcv48eO5e/cu06ZNw97ens8++yxHJsR50kybNo0dO3bw1Vdf4ebmZvb6hwwZwqZNmxgwYABeXl4UL16cKVOm0KRJExo2bGj29vKajP7ruA800VpHKaXyAb8ppTYDQ4AZWusgpdQCoAcw3/TzptbaTSnlC0wBMj7Hcy5hbW1No0aNaNSoEe7u7vj7+8eX+fr64u3tzbhx4xIdc/DgQUJDQ2nWrBkADx48wNXVNc1kNSwsDG9vbwICAqhYsSIAZcqUISwsLNE+5ni2QQghhBBC5JwhQ4awf/9+Nm3aFD//SXZQSvH5559z9+5dpk6dSsGCBZP9nSrS9vfff/PRRx/RoUMHunXrli1tWFtb4+/vj4eHB35+frRr147Lly+zevXqbGkvr8nQMGBtiDK9zWd6aaAJ8I1puz/wuun3dqb3mMqbqjz6lc7x48cJDQ2Nfx8SEkL58uXj3zds2JCRI0fSsWPHRMcFBgYybtw4zp49y9mzZ+MXeD537lyK7URERNC6dWsmT56caIx6qVKlcHR0ZN++fWitCQgIoF27dmY+SyGEEEIIkV1Wr17N/PnzGTp0KK1bt8729pRSzJ07l27dujF+/HimTJmS7W0+KaKjo+nUqRPFixdn0aJF2dorXaFCBebMmcPOnTsZNmwYjRs35uWXX8629iwlTsexL2wfH/78YbqPyfAzq0opa6VUCHAF+Ak4BURorWNNu4QBj7r8ygAXAEzltzCGCuc5UVFR+Pn58fzzz+Ph4cGRI0cSfTullGLo0KGJJl4C43lVb2/vRNu8vb0JCgpKsZ25c+dy8uRJPv74Yzw9PfEPRs8pAAAgAElEQVT09OTKlSsAzJs3j549e+Lm5kbFihVlciUhhBBCiDzi1KlT9OzZk3r16vHJJ5/kWLtWVlZ8+eWX+Pj4MGLECObMmZNjbedlX375JceOHeOrr77Cyckp29vr2rUr3t7ePHz48Il6VvVuzF02Ht9Izw09KT2tNC8ueZHPdn+W7uNVZh+4VkoVAdYBo4FlWms30/aywGat9f+UUoeAV7XWYaayU0BdrfW1JHX1BnoDPPPMM7WSdnsXLlw4W8aIP6lOnjz52PVcn1RRUVHJ1rgVIr3k/hFZIfePyAq5f55sDx48oH///ly6dIlFixZRsmRJs9afnvsnNjaWcePGsXv37hzr2c2rYmNj6dy5M8WLF2f27Nk51m50dDQnT57E3d09x9oE8///58aDG+y7vo/d13cTfDOY+3H3KWhdkDpOdahfrD51nerStnnbYK31C4+rK9NPdGutI5RS24EXgSJKKRtT76kL8Gia2otAWSBMKWUDFMaYaClpXYuARQCVK1fWjRo1SlR+9OhRChUqlNlQnzp2dnaJlsB5muzYsYOk948Q6SX3j8gKuX9EVsj982QbOHAgoaGhrF+/Plse40rv/dOwYUPatWvHtGnT8PT0pFOnTmaP5UkQEBDA5cuXWbJkyVPx7zKr///RWnPs2jE2HN/Ad8e/Y1/YPjSaso5l6VmrJ+0qt8Orghe21rYZrjujswE/A8SYElV7oBnGpEnbgTcwZgT2A74zHbLB9H6vqfwXLXNnA/Djjz8yfPjwRNtcXV1Zt26dhSISQgghhBDmtnbtWubMmcPgwYMtPt9I/vz5Wbt2La1bt8bPzw87Ozs6dOhg0Zhym7i4OKZMmYK7uzutWrWydDi50oOHD7gUdYmTN07yQ+gPbDi+gdAbxtw+NUvVZKzXWNpVaUf1EtWz/KxvRntWSwH+SilrjOddV2utNymljgBBSqmJwD/AEtP+S4DlSqmTwA3AN0vRPkFatGhBixYtLB2GEEIIIYTIJmfOnOGdd96hdu3auWZyowIFCrBhwwZatGhBx44d2bNnDy+88NjRmE+NTZs2ceTIEb7++uunbqmf2LhYrty5wr+3/03zdfXu1fhj8lnlo4lrEwbXG0ybSm0oW9i8M1xnKFnVWh8Ako0v1VqfBuqksP0e8GamoxNCCCGEECIPevDgAT4+xoqNq1atwtY240Mgs0uhQoX4/vvvqVSpEh999BFbtmyxdEi5gtaaTz/9lAoVKvDWW29ZOpwseRj3kJv3bnIj+kay1/W7143f7xnvT106xe3g21y5c4U4HZeoHitlRYmCJShdqDTlCpejnks9ShcqTelCpXFxdKF+2fo45nfMtvPInlWIhRBCCCGEeIqNHDmSP//8k2+//RZXV1dLh5NM0aJFGTZsGMOGDWP37t2Jlkx8Wu3atYt9+/bxxRdfYGOTe9Ok6JhoTt88zambpzh14xSnbp7iTMQZrty5Ep+QRtyLSPV4haKIXRGc7J0oVqAYTrZOeJX3ik9CH71KFSpF8YLFsbGy3LXIvZ+CEEIIIYQQedDGjRuZPn06/fv3p3379pYOJ1X9+vVj6tSpjB07lm3btlk6HIubPHkyzzzzDN27d7doHFprrt29xqmbp4yk1JSQPkpOw6PCE+3vmN+RZ4s+SymHUlQuVhkneycjEbUvFv97fGJq70Th/IWxtrKOPz43T/AmyaoQQgghhBBmcv78efz8/KhZsyZTp061dDhpKliwICNGjGDIkCH8+uuveHl5WToki9m/fz+bN29m0qRJ2Nvbm7Xu6JjoRENyb0Yn+P1e4t8vR13m9M3T3H5wO1EdpQuVpmLRirRwa0HFohWNl1NFni36LMXsi+X+52tjo+FGMFzfB9f2pfswSVYzYNKkSaxcuRJra2usrKxYuHAhw4cP5/Tp05w7dy7+Jnn99dfZtm0bUVFR8cfOnDmTESNGcPnyZQoXLpxqG2fPnqVq1apUrlwZgHr16rFgwQIAgoOD6datG9HR0bRq1YpZs2bl/htTCCGEEOIpERMTg6+vL7GxsaxatYr8+fNbOqTHevfdd/nss88YM2YMO3bseGr/tpw8eTKFChWiX79+ma7jbMRZtpzcwpaTWzh542R8Inov9l6qx1gpK4raFcXJ3omi9kUp41iGhuUaUtHpv4TUtYgr9vnMm0BnK60h6pSRlF7bZySoN/eDjjXKC6Z/WLwkq+m0d+9eNm3axN9//03+/Pm5du0aDx48AKBIkSLs3r2bBg0aEBERQXh4eLLjAwMDqV27NmvXrn3s0IKKFSsSEhKSbHvfvn1ZvHgxdevWpVWrVmzZsoWWLVua5wSFEEIIIUSmXbhwgW7durF3715WrVqFm5ubpUNKF3t7e0aOHMmgQYPYvn07TZo0sXRIOe7UqVOsXr2a999/nyJFiqT7uHux99h5biebQzez5dQWjl07BkCFIhXwLOlJMfti8Ynoo2TUyd4p0bZC+Qthpayy69RyxoNbcOPPxMnp/etGmY0DFKsDzw+DYvXAuS7YFQfS96VI3ktWBw+GFBK5LPH0hJkz09wlPDwcZ2fn+G/InJ2d48t8fX0JCgqiQYMGrF27lvbt23P48OH48lOnThEVFcW8efOYNGlSpsbBh4eHExkZSb169QDo2rUr69evl2RVCCGEEMLCgoKC6Nu3LzExMSxZsiTPzSTbu3dvpkyZwpgxY2jcuPFT17s6depUbGxsGDx48GP3PXnjZHxyuv3MdqJjo8lvnZ9GFRrRp1YfWrq1pFKxSk/2NbwbBpe3w5VfjeT01hFAG2WFn4cy7cC5nvFyfB4SPB+bUXkvWbWQ5s2b8/HHH1OpUiVeeeUVfHx84sf1N23alF69evHw4UOCgoJYtGgREyZMiD82KCgIX19fGjZsyPHjx7l8+TIlSpRIta0zZ85Qo0YNHB0dmThxIg0bNuTixYu4uLjE7+Pi4sLFixez74SFEEIIIUSaIiIieO+991i5ciX16tVj+fLleaZHNSE7OztGjRrFe++9x08//UTz5s0tHVKOuXTpEkuXLqVbt26ULl06WfndmLtsP7OdLSe3sPnkZk7dPAXAc07P0atmL151exWvCl4UyFcgp0PPOdHhRnJ6eYfxM+qksd22KDi/COV8jMS0WG2wTX/PdHrkvWT1MT2g2cXBwYHg4GB27drF9u3b8fHxYfLkyQBYW1vToEEDgoKCiI6OpkKFComODQwMZN26dVhZWdGhQwfWrFlD//79U2ynVKlSnD9/nmLFihEcHMzrr7+eqJdWCCGEEEJY3vbt2/Hz8+Pff/9l/PjxfPjhh7l6uZPH6dGjB5MnT2bs2LE0a9bsye4ZTGDWrFnExMTwwQcfAMZMvMeuHYtPTnee28n9h/cpkK8ATVyb8H/1/o9X3V6lolNFC0eejaIvG72ml7fDle0QedzYnq8wFH8ZKvWDEo2hiAdk8xDmvPsvygKsra1p1KgRjRo1wt3dHX9///gyX19fvL29GTduXKJjDh48SGhoKM2aNQOMBaJdXV1TTVbz588fP9S4Vq1aVKxYkRMnTlCmTBnCwsLi9wsLC6NMmTJmPkMhhBBCCJGW+/fv89FHHzFt2jTc3NzYs2cPderUsXRYWZY/f34++ugj+vTp89TMi3Lr1i3mzZtHuzfbceThEaZtmsbmk5s5d+scAFWdq/Je7fdo+VxLGpRrgJ2NnYUjzh75Ht6C89/+l5zeOmIU2BSC4g2hYk9TcuqZpSG9mSHJajodP34cKysrnnvuOQBCQkIoX748hw4dAqBhw4aMHDmSjh07JjouMDCQcePGMXLkyPhtrq6unDt3jvLlyydr5+rVqzg5OWFtbc3p06cJDQ3l2WefxcnJCUdHR/bt20fdunUJCAhgwIAB2XjGQgghhBAioYMHD9K5c2cOHDjAu+++y9SpUylYsKClwzKbbt268emnnzJmzBheffXVJ7Z3VWvNkatHGLZ4GJGvR7Kx4kbWBa3DwdaBpq5NGdlgJK+6vUr5Isn/Vn9ixMVA2HdwYi4vXfkVLgM2BeGZBuDaFYo3BqeaYGXZdFGS1XSKiopiwIABREREYGNjg5ubG4sWLeKNN94AQCnF0KFDkx0XFBTEDz/8kGibt7c3QUFBDB8+PNn+O3fuZMyYMeTLlw8rKysWLFiAk5MTAPPmzYtfuqZly5ZPxTdeQgghhBCWFhcXx6xZsxg5ciSFCxdm48aNvPbaa5YOy+xsbW0ZPXo0PXr0YNOmTbRp08as9T98+JCLFy9Srlw5s9abHpH3I/n59M9sPrmZLSe3cCHyAgAOJRzo+2JfWrq15KVyL2FrbZvjseWoe1fg5CIIXQDRF6FgBc4U6oZrvd5Q7AWwymfpCBORZDWdatWqxZ49e5Jt37FjR4r7P1pj9fTp08nKpk+fnmo7HTp0oEOHDimWvfDCC/E9uUIIIYQQOW3fvn2MGjWK5s2b4+Pjk2yejidRWFgY3bp14+eff6Zt27YsXryY4sWLWzqsbNOlSxc++eQTxowZQ5MWTTgbcZbTN09zJuIMp2+ejv/99v3baDRaa7RpJthHv2ttep+k/NatW9y/e5//lf0f7mXdcS3iimtRV54t+iyuRVwpW7gsNlnoyYt5GEN4VDhhkWGERYZxMfIiYZFhBIcHs/vCbmLjYilkW4hmFZvxsn6Zr8d/zYb1G2jcuHHWL1xud+0PODEHzq+GuAdQsjnUng+lW3Fu5y5cn3nR0hGmSJJVIYQQQgiRLuPGjWPXrl388ssvjBgxgrp16+Lj48Obb76ZaNWCJ0XCJWkWL15Mjx49nqihsQ/jHnLx9sX/ktCbZzgdcRrVUxFyPQSHTx0S7V8wX0Fci7riWsQVJ3tj5J9Sikf/JXpvuk4KBQp27dzFlSNXsLGz4ez9s0QRxerDq3moH8bXb62sKVu4rJHEmhLZRz/LFy7PnZg78QloWGQYF28n/v1y1OX4xPgRext7KjtX5v0X36elW0vql62P0orKlStTp0odGjVqlI1X2MIe3oNzq+HEXGMdVJtC4NYHnusHhatYOrp0kWTVQn788cdkw4BdXV1Zt26dhSISQgghhEjdiRMn+PHHHxk/fjxdunRh9erVrFq1iiFDhjBkyBAaNGiAj48Pb7zxBiVLlrR0uFkSERFB//79+frrr6lbty4rVqzIk0vSpERrzb6wfSwIXsCaw2uIjo2OL4tPFku5cuXwFezv2TNt9DTcnNxwLerKMwWeyVSy/tFHH3H086OMHDmS6tWr4+vry5QvptBrVC/CIsM4E3GGMzfPGD9Nv/9w8gcuRV1Ks96idkUp41gGF0cXapSsEf+7i6MLZQoZvxexK5Is5qCgIE6fPs3UqVOfqC8f4t25ACcXwMnFcP8qOFaBF+Yaz6LmK2Tp6DJEklULadGiBS1atLB0GEIIIYQQ6TJv3jzy5ctH7969KVmyJMOHD2f48OGcOHEiPnEdMGAAgwYNwsvLCx8fHzp06ICzs7OlQ8+Q6OhoXn75ZY4cOfJELEnzSOT9SL4+8DULghdw4PIBHGwd6OzRmdqlaxvDcIu6UtaxLPmsjWcWV+ZbSadOnbB9y5a6b9bNdLuzZs1i0qRJ9OrVi0mTJgGwaNEiRo0axRtvvIFrcaPnFNfkx96Nucu5iHOciTjDuYhzONg6/JeMOpbJ1NqmWmsmT55MlSpVaNeuXabPK9fR2lhu5sRcCFsPaCjTBir1hxJNIa8m5VrrXPWqVKmSTurIkSM6Li4u2XaRXFxcnD5y5Iilw7CY7du3WzoEkYfJ/SOyQu4fkRW5/f65ffu2dnR01B07dkxzv8OHD+sxY8boypUra0BbW1vr5s2b6yVLlugbN27kULRZM2jQIA3oTZs2WTqUdEvr/gn+N1j32tBLF5xUUDMOXWNBDb3wr4U68l5kmnXGxsbqqlWr6ueff17HxsZmKq4VK1ZoQLdv3z5RHUeOHNE2Nja6e/fumao3KzZv3qwBvXTp0hxvO1vExWl9Yb3W33to/TVar3HS+u9hWt8+k+4qLPH/H+AvnY7cMHtXcTUTOzs7rl+/Hv+wtkiZ1prr169jZ/dkrgElhBBCCMtYsWIFkZGRqa4T/8jzzz/P+PHjOXr0KP/88w8ffPABoaGh9OjRgxIlSrB8+fIcijhztm7dyqxZsxg4cCCtW7e2dDiZdufBHZb8vYQ6i+tQa1EtVhxYgU81H37v+TvBvYPpXas3hfKnPRzU2tqasWPHcuTIEdasWZPhGDZv3ky3bt1o3LgxX3/9NdbW/63PWbVqVYYMGcLSpUtTnMA0O02ePBkXFxfefvvtHG03W1z6Bba+CDtfN55PrbsEXg+DGlPAoYKlozMLldsSwMqVK+vjx48n2hYTE0NYWBj37t2zUFR5h52dHS4uLuTLl7umnc4pO3bseLIflBfZSu4fkRVy/4isyM33j9Yad3d3bG1tCQ4OzvAzflpr/vrrLwYNGsSRI0c4fvw4JUqUyKZoM+/atWt4eHhQtGhR/vrrL+zt7S0dUro9un8OXTnEwr8WEnAggMj7kVR7php9avWhS/UuFLErkuF64+Li8PDwIDY2lsOHDydKONOyZ88eXnnlFapWrcr27dtxdHRMtk9UVBRVq1bF2dmZP//8M0eGWu/du5f69eszY8YMBg8enO3tZZtrf8CBUXBpGxRwAfdx4OqX6TVRLfH/H6VUsNb6hcftlycG4OfLlw9X1xQGsgshhBBCiGy1c+dODh8+zJIlSzI1GY1Sitq1a/PVV1/h4eHBsGHD8Pf3z4ZIM09rTZ8+fbh27Ro//PBDnkpU78fe56fLPzF66Wh+O/8btta2vPn8m7z7wru8VPalLE0gZGVlxfjx43njjTcIDAykc+fOjz3m0KFDtG7dmjJlyrB58+YUE1UABwcHZsyYwZtvvsmCBQse22tvDpMnT8bJyYmePXtme1vZIuIwHBgNYesgvzPUnAHPvQvWT+6oyjwxDFgIIYQQQljG3LlzcXJyomPHjlmqp0qVKnzwwQcEBATw66+/mik681i2bBlr165l0qRJeHp6WjqcdAu9HkrtxbX55NgnXIq6xOfNPufikIusaL+CBuUamGWmW29vb6pXr8748eOJjY1Nc9+zZ8/SokUL7O3t+emnnx67Hm2HDh1o1qwZH330EZcvX85yrGk5fPgwGzZsYMCAATg4ODz+gNwk6gzs9YMf3OHyz+D+MbQ9DVUGP9GJKkiyKoQQQgghUhEWFsa6devo0aOHWXobR40aRfny5enXrx8xMTFmiDDrTp06xcCBA2nUqBFDhgyxdDjp9t2x73hh8QtcvH2RCdUmcLz/cYbWH4pzAfPOvvyod/XkyZOsWLEi1f2uXLlC8+bNuXv3Llu3bqVChQqPrVspxZw5c7h79y7Dhg0zY9TJffbZZxQoUCBHenDNJvoS/NkfNlWG86uh6vtGkuo+Os8tQZNZkqwKIYQQQogULVy4kLi4OPr27WuW+goUKMCcOXM4cuQIM2fONEudWREbG0uXLl2wtrYmICAg3c9kWlJsXCwjto3g9VWvU6lYJf7u/TcNnBtgpbLvz/q2bdtSs2ZNPv744xS/ZIiMjKRly5aEhYWxadMm/ve//6W77sqVKzN06FACAgLYtWuXOcOOd+7cOVauXEmvXr3yxlJKD25CyEjY8CycXAjPvgNtTkKNzyF/MUtHl6MkWRVCCCGEEMncv3+fRYsW8dprr5l17pA2bdrQtm1bxo0bx4ULF8xWb2Z88skn7N27lwULFlC2bFmLxpIel6Mu03x5c6bsnkKfWn34rftvlC9SPtvbVUrx8ccfc+bMmWTPG9+7dw9vb2/279/PmjVreOmllzJc/6hRoyhbtizvvffeY4caZ8b06dMBcn/PeUwUHP4UvnsWjkwBF2947SjUWQAFylg6OouQZFUIIYQQQiTzzTffcOXKlWwZNjlr1iy01hadkfX333/n448/plOnTvj6+losjvTac2EPNRfVZG/YXpa1W8aC1xaQ3yZ/jrXfqlUr6tSpw4QJE3jw4AEADx8+pFOnTvzyyy8sW7Ys08v9FCxYkJkzZ3Lw4EG++OILc4bNtWvXWLx4MZ07d6ZcuXJmrdts7t+Ag+Phu/Kw/0Mo3hBahsBLX0MhN0tHZ1GSrAohhBBCiGTmzp1LpUqVeOWVV8xed4UKFRg9ejRr167lhx9+MHv9jxMVFUXnzp0pU6YMc+fOzfH2M0JrzezfZ+O1zAt7G3v29diHn6dfjsfxqHf1/PnzLF26FK01ffv2Ze3atcyYMSNdMwWnxdvbmxYtWjBmzBjCw8PNEvP9+/f5v//7P6Kjo7P9mdhMiQ6Hfz4wktSD44wktfk+8NoART0sHV2uIMmqEEIIIYRI5K+//mLfvn289957WFllz5+L77//PlWqVGHAgAFER0dnSxupGTJkCKdOnSIgIIAiRTK+/mhOiXoQxdtr32bQlkG0dGvJX73/onrJ6haLp3nz5tSvX5+JEycyfPhwFi9ezMiRI83SQ/5osqV79+6ZJbE8fvw49erVY8WKFYwaNYqqVatmuU6ziToDf/SF71zh2HRwaQetDsLL68G5rqWjy1UkWRVCCCGEEIl88cUXFCxYED+/7OvBs7W15YsvvuD06dNMnjw529pJav369SxevJjhw4fj5eWVY+1m1LFrx6izuA6rD6/m06afst53PUXsLJtYK6UYP348YWFhfP755/Tq1YtJkyaZrf7nnnuOYcOGsWLFCnbu3JmpOrTWLFu2jFq1anHhwgU2btzIxIkTzRZjlkQchj1dYONzcPoreNYPXjsB9VdAkfRPSvU0kWRVCCGEEELEu3btGoGBgXTt2pXChQtna1tNmjTh7bffZvLkyYSGhmZrWwDh4eH07NmTGjVqMH78+GxvL7PWHF5D7cW1uXb3Gls7b2VEgxHZOttvRjRt2hRfX1+6d+/O/PnzzbKWa0IjR47M9PJGkZGRdO7cme7du1O7dm3279/Pa6+9Ztb4MuX6n7DTG374H1xYC5UHGUvQ1FkIhSpaOrpcLXfc9UIIIYQQIldYsmQJ9+/f57333suR9qZOnYqdnR39+/dHa51t7Witeeedd7hz5w5ff/01tra22dZWZsU8jGHIj0N465u3+F/x//F3n79p+mxTS4eViFKKwMBAvvrqq2xZ6qdAgQLMmjWLw4cPM2fOnHQf9+eff1KzZk2CgoKYMGEC27Zto0wZC86gqzVc3g6/NIMf68DlHfC/MfD6eag57amd3TejJFkVQgghhBCAMbvrvHnzaNy4MdWqVcuRNkuVKsXEiRPZunUr33zzTba1M2/ePLZs2cLUqVNz1/OLJuG3w2kS0IQZ+2YwoM4Afu32Ky6OLpYOyyLatm1Lq1atGDt2LP/++2+a+8bFxTF16lTq169PTEwMO3fu5KOPPrLcmrlaw8UfYGt9+LkJRBwEz8+MJNVj/FO3TmpWSbIqhBBCCCEA2LRpE+fPn8+W5WrS0rdvX2rUqMHgwYO5ffu22es/evQoQ4cO5dVXX6Vfv35mrz+r9l/aT81FNfk7/G++bv81s1vOxtY69/X85hSlFLNnzyYmJoahQ4emut/ly5dp3bo1H3zwAW3btiUkJCRT67yazdU9sO1l+LU13AuH2vOg3Vl4/gPIV8hyceVhkqwKIYQQQgjAWK7GxcWFtm3b5mi7NjY2zJ8/n/DwcMaNG2fWuh88eECnTp1wcHBg6dKlZn/GMqt2ntvJy8texsbKhn099vG2+9uWDilXqFixIsOHDycwMJDt27cnK//pp5+oXr0627dvZ/78+XzzzTcULVrUApFiTJz0azv46SW4HWokqW1C4bm+YG1nmZieEJKsCiGEEEIIjh49yrZt2+jbty82NjY53n7dunXp1asXs2bN4sCBA2ard8yYMfzzzz98+eWXlCxZ0mz1msN3x76j+fLmlC5Umt3v7Ma9hLulQ8pVRowYgaurK++99178ZEsxMTGMGDGCFi1aUKxYMf7880/effddy3wJcecc7O0GP7jDlR1QfRK0PWUkqVb5cj6eJ5Akq0IIIYQQgnnz5mFra0vPnj0tFsOnn35K0aJF6du3L3FxcVmu79dff+Wzzz6jV69etGvXzgwRms9X/3xF+9XtqV6yOru676Jc4XKWDinXsbe3Z/bs2Rw9epRZs2Zx5swZGjZsyJQpU+jVqxd//vkn7u4WSPDvXYPgIbCxEpwLgipDjNl9q30INgVzPp4nmCSrQgghhBBPudu3b+Pv789bb71F8eLFLRaHk5MTn3/+OXv27MHf3z/T9cTGxvLDDz/QpUsXKlasyPTp080YZdZ9tvszemzoQVPXpvzc9WecCzhbOqRc67XXXqNNmzaMGzcOT09Pjh07xurVq1m4cCEFChTI2WBiouDQRNhYEU7MggqdoM0JqDlVJk7KJpKsCiGEEEI85ZYvX87t27dzfGKllHTt2pUGDRrwwQcfcP369Qwde+DAAd5//31cXFxo3bo10dHRrFy5EgcHh2yKNmPidBwfbP2A4duG41PNh01vb8LBNnfElpvNmjULpRTVqlUjJCSEN998M2cDiIuBE/NgoxscGA0lmkCrg1DvKygoPeLZKecfSBBCCCGEELmG1pq5c+fywgsvUKdOHUuHg5WVFfPmzaNGjRp8+OGHLFy4MM39r1y5wsqVK/H39yckJAQbGxtat26Nn58frVu3zjXrqcY8jKHXxl747/fnvdrvMbvlbKyU9Bulh6urK+fPn8fR0TFnl6TRcXBulZGgRp2C4i9Dw3XwzIs5F8NTTpJVIYQQQoin2Pbt2zl69CjLli3LNTPluru7M3jwYKZPn0737t2pV69eovL79++zceNGAgIC2Lx5M7GxsdSqVYvZs2fTsWNHnJ1z17DauzF38fnGh00nNjG+0XhGvzw611zrvCJHZ/q9cw4urIPTyyBiPxTxAGmiwLAAACAASURBVK/voXRLkM8tR0myKoQQQgjxFJs7dy7FihXDx8fH0qEkMnbsWIKCgujXrx9//PEH1tbW/PHHH/j7+xMUFMTNmzcpXbo0Q4YMoWvXrlSrVs3SIafoZvRN2ga1Zff53cxrNY++tftaOiSRkltH4cJaCFsHN4KNbUU84MXlUOFtkF5wi5BkVQghhBDiKXX+/Hm+++47hg0bhp1d7loPslChQsycOZM333yTjh07cvDgQY4fP46dnR3e3t74+fnxyiuv5Oyw0Az69/a/vLriVY5dO0bQG0G8Ve0tS4ckHtEabv5tJKgX1kLkMWN7sXrg+RmU9YZCbpaNUUiyKoQQQgjxtFqwYAEA7777roUjSVmHDh1o2bIl33zzDQ0bNmTo0KG8+eabFC5c2NKhPVbo9VCar2jO1TtX+X/27jssiquL4/h36IIiWLAgsXexgr0iNhArFiyxRmOaUWPUJCYxlhhrIsYeS5QiIvbee8GOXayxFxQrILvz/jGamLwmipTZhfN5nn0WZ3dnfpss7J6de89d3XE13oW89Y4kjAa4u+tFgboEnl4BxRJc6kKxTyBfC7B31TuleIUUq0IIIYQQGVBcXBwzZ86kWbNm5M+fX+84r6UoCuHh4dy/fx9XV/MpIg7dOESToCYYVSNbumzB09VT70gZV+IzuL31xRDfZRB/ByxsIU9DKDsMXP1k2RkTJsWqEEIIIUQGFBYWxt27d01iuZr/Ym9vn/braSbDlotbaB7aHOdMzqzrtI4SOUroHSnjeP4I7h+BmEPaEN+YQ/DwFKgGsMoMeX3BrZXWKMk6i95pxVuQYlUIIYQQIgOaPHkyJUqUwMvLS+8o6cbik4vpENGBItmKsK7TOvI55tM7UvoVHwP3D/+9MH109q/bM+UB54ra0N4c1SC3F1ia1rxs8WZSrAohhBBCZDD79+8nMjKSyZMnyxIqKeSXvb/Qb10/quarysoOK8mWKZvekcyXqoLhKSTc/+sSfw9iT/5VmD659Nf9HfJrhWnBztp1tgpasSrMnhSrQgghhBAZSGJiIqNGjSJLliy8//77escxe0bVyJcbvmT8nvG0KNGC4FbBZLLOpHcs06Oq2pDcu3shIebvhWjCg7//+/kDMD5//X6yFIXsVaBoH8hWEZwryJzTdEyKVSGEEEKIDOLmzZsEBASwdetWRowYQZYsMm8vOeIT4+mytAsLTyzkY8+P+aXxL1hamO5SOmku8Qnc2gLXV2uXJ5f/uk2xBBsnsHbWrm2ctTOkNs4vLk6v/OwM1k7gWAysHfV7PiLNSbEqhBBCCJEB7Nixg3bt2vHgwQPmzZsnZ1WT6f6z+7Rc2JJtl7fxk/dPDKw+UIZUAzw891dxensbGOPBygFye0Ppr8ClHmTKBVZZQP57iTeQYlUIIYQQIh1TVZUJEyYwaNAgChUqxLp163B3d9c7llm7EnuFJkFNOHfvHEGtgujg3kHvSPoxxMGtbX8VqI+jte2OJaDoR+DqAzlrgaWtvjmFWZJiVQghhBAinYqNjaV79+5ERETQqlUr5syZg6OjDKNMjqM3j+IT7MPjhMes67SOegXr6R0p7T2+CDfWwrXVcGuz1gzJ0g5yeUGJz7WlYTIX0julSAekWBVCCCGESIeOHTtG69atuXjxIuPHj6dfv34yTDWZNl3YRMuFLXG0dWRnt52458ogZ6jjY7S5pzc3wM2N8Pi8tj1zISjcHfL6gEtdsJLGUiJlSbEqhBBCCJHOzJs3jz59+uDk5MSWLVuoVauW3pHM3oJjC+i2rBslcpRgTcc16XsNVUMc3NmtFaY3N0DMQUDV5pnmqgfF+0KehpClmMw7FalKilUhhBBCiHQiLi6Ovn37MmPGDOrWrUtISAi5c+fWO5ZZU1WV0TtH89Xmr6hXoB4R7SJwsnPSO1bKUo1w/+iL4nQj3NkBhmegWEGOquD+HeRuANk9wcJa77QiA5FiVQghhBBvZfny5VSuXFmKHxN18eJF/P39OXToEIMHD2b48OFYWclHveQwGA18uuZTph6YSkCZAOY0n4OtVTppFJT4DC6Hwo11cGsTxN/VtmctBUV6ad17XeqAtSxvJPQjf8GEEEII8Ubnz5+nefPmNG3alBUrVugdR/zDqlWr6Ny5M0ajkWXLltGsWTO9I5m9p8+fErA4gOVnljOoxiBG1R+FhWKhd6zkMyTA+VlwYgQ8uwGZ8kCeJlpxmtsb7PPqnVCIP0mxKoQQQog3CgoKAmDlypXs2LFD5kCaCIPBwLfffsuoUaMoX7484eHhFC5cWO9YZu/Okzv4hfix/9p+JjeZzMeVP9Y7UvIZE+HifDg+DJ5chpw1oXqwdvZU5p0KEyXFqhBCCCH+k6qqBAUFUa1aNS5fvsygQYPYtWuXdJbV2bNnz/Dz82PTpk306NGDwMBAMmWSbqzJdfTmUVqFteL6o+ssbruYliVb6h0peVQjXA6DqO/g0VnI5gGe07UGSfI7LEycFKtCCCGE+E8HDhzg7NmzzJo1C6PRSK9evVi2bBktWrTQO1qGFhwczKZNm5g6dSoffvih3nHShQXHFtBrRS+cMzmzpcsWquarqnekd6eqcG05HBsKD6IgaxmotQTyNZciVZiNdDDwXgghhBCpKSgoCBsbG1q3bk23bt0oXrw4X331FYmJiXpHy9DmzJlDiRIl6N27t95RzF6CIYHP1nxG5yWdqexamUO9DplvoaqqcH0drKsM21toy9BUDwafo+DWQgpVYVakWBVCCCHEv0pMTCQ0NBQ/Pz+cnJywsrJi1KhRnDp1innz5ukdL8M6d+4cu3btomvXrjIcO5luPLqB1zwvAvcH0r9qfzZ03kCuzLn0jvVubm+HjXVga2OIvwNVZoPvSSgQAOmhOZTIcORVK4QQQoh/tWnTJm7dukXHjh3/3NayZUuqVKnCd999x7Nnz3RMl3HNmzcPCwsLOnfurHcUs7bzyk4qzqjIkZtHCG0dyvhG47G2NL91RLMknIbNjbRC9XE0ePwKTc9A4W5gIbP+hPmSYlUIIYQQ/yooKAgnJyd8fHz+3KYoCj/99BPXrl0jMDBQx3QZk8FgYN68eTRq1Ii8eWWZkXehqiqT9k2i3rx6ZLHJwr6e+2hXpp3esZLu8UXY4U+lu33g/iGoMA78oqHYR2CZTtaDFRmaFKtCCCGEeK0nT54QERFBmzZtsLX9+wffOnXq4OPjw48//sj9+/d1SpgxbdmyhatXr9K1a1e9o5ilJwlP6LSkE33X9sW3qC+RH0RS2qW03rGS5vkjOPIVrCwJ19dwMUtXaHYBSg4AK3u90wmRYpJUrCqK4qYoyhZFUU4qinJCUZS+L7aXUxRlj6IoUYqirFAUxfHF9gKKojxTFOXIi8u01HgSQgghhEh5y5cv58mTJ38bAvyqH3/8kdjYWEaPHp3GyTK2uXPn4uTkRLNmzfSOYnaiY6Kp9ls1QqJCGOk1koh2EWS1y6p3rLenGuHCXFhRDE7+CO+1Bb+zXM7SBayz6J1OiBSX1DOricAAVVVLAVWBjxVFKQXMAgarquoOLAEGvvKY86qqln9xkb7qQgghhJkICgrCzc2NWrVqvfb2smXL0qlTJyZNmsTVq1fTOF3GFBsby+LFiwkICMDOzk7vOGZl5dmVeMzw4Nqja6zpuIavan2FhTk1HbqzC9ZVgb3dwCE/NNwL1X8He1e9kwmRapL0G6qq6g1VVQ+9+PkRcApwBYoB21/cbQPQOiVDCiGEECJt3blzh7Vr19KhQwcsLP7948IPP/yA0Wjk+++/T7twGVhYWBhxcXEyBDgJjKqR77d+j1+IH4WcC3Gw10EaFWmkd6y39+QK7AqADTXh2XWoNh8a7oYcVfROJkSqe+evkxRFKQBUAPYBJ4DmL25qA7i9cteCiqIcVhRlm6Ior/9qVgghhBAmJSwsDIPB8K9DgF8qUKAAH330EXPmzOHUqVNplC7jmjt3LqVKlcLT01PvKGbh/rP7+IX4MWzbMLqW78qu7rso4FRA71hvJ/EpHPseVpaAq0uhzFDwOwsFO8kyNCLDUFRVTfqDFCUzsA0YqapqhKIoJYBJQHZgOfCZqqrZFUWxBTKrqnpPUZRKwFKgtKqqD/+xv15AL4CcOXNWCgsLS9aTEhnX48ePyZw5s94xhJmS149IjvT2+vn444+Ji4vjt99+e+N9Y2Nj6dChAxUrVmT48OFpkC79eZvXzx9//MH7779P7969ad++fRolM08xCTFsvr2ZxdcWczf+Lp8W+RS/PH7msSatquLybBOFHs7AzniH23Z1Oe/Ym3ir3P/6kPT290ekLT1eP/Xq1TuoqqrHm+6X5IWXFEWxBhYDQaqqRgCoqnoaaPji9mKA74vt8UD8i58PKopyHm3I8IFX96mq6gxgBkDx4sXVunXrJjWWEABs3boVef2IdyWvH5Ec6en1c/78eU6ePMlPP/301s9pyJAhDB06FBsbG6pXr566AdOht3n9fP3111hYWPDdd9+RJ0+etAlmRh7FP2LJ6SUERQWx8cJGjKqRinkqssRnCVXzVdU73tu5FwkH+8KDPeBcESotxsWlFi5veFh6+vsj0p4pv36SVKwq2tdRvwGnVFWd8Mp2F1VVbyuKYgF8A0x7sT0nEKOqqkFRlEJAUeBCiqUXQgghRIoLDg5GURQCAgLe+jH9+vVj8uTJDB48mG3btpnHGSwz8nJt1caNG0uh+ooEQwJro9cSFBXE8jPLiUuMo6BTQYbUHEJH946UzFlS74hv5+lVOPo1XPwd7Fygym9QsAtYWOqdTAhdJfXMag2gMxClKMqRF9u+AooqivLxi39HAHNe/Fwb+EFRlOeAEfhQVdWYZGYWQgghRCpRVZUFCxZQp04d3Nzc3vyAFxwcHPjuu+/46KOPWLVqFU2bNk3FlBnPpk2buHbtGhMnTtQ7iu6MqpFdV3YRFBXEopOLiHkWQw77HPSo0IOO7h2pmq+q+XxZ8vwRnPwJTk8A1QAlv4QyX4O1o97JhDAJSSpWVVXdCfzbb/8vr7n/YrQhw0IIIYQwAwcPHuTs2bMMHDjwzXf+h549ezJhwgSGDBlCkyZNsLSUs0IpZe7cuTg7O+Pn56d3FN1E3YoiKCqIkOMhXIm9gr21PS1KtKCje0caFGqAtaW13hHfnjERzs+CqO8g7jbkD4ByoyBzAb2TCWFSkjxnVQghhBDpV1BQEDY2Nvj7+yf5sdbW1owcOZJ27dqxYMECunTpkgoJM54HDx6wZMkSevTokaHWVjUYDRy8cZC10WsJPxlO1O0oLBVLGhZuyCivUTQv0ZzMNmbWVEhV4foqODwQHp6GnLWg9grIUVnvZEKYJClWhRBCCAFAYmIiISEhNG3aFCcnp3fah7+/Px4eHnz77be0a9cuQxVXqSUjra166/Et1p9fz9rza1kXvY57z+6hoFA1X1UCmwTStnRbXBze1G7IRMUchENfwO2tkKUY1F4Krs3AXIYsC6EDKVaFEEIIAcDmzZu5devWG9dW/S8WFhaMHj0ab29vpkyZQv/+/VMwYcY0Z84cSpcuTaVKlfSOkuISjYnsvbqXtdFrWRO9hkM3DgHg4uCCbzFfGhduTIPCDchhn0PnpMnw5IrWPOnSArDNAR6ToUgvsDCjYctC6ESKVSGEEEIAsGDBApycnPDx8UnWfurXr0/Dhg0ZOXIkPXr0IGvWrCmUMOM5ffo0e/fuZezYsebTNOgNrj68yrrodayJXsPGCxuJjY/FUrGkmls1RnqNpHGRxpTPXR4LxULvqMmTEAsnf4TTP2tnT0sNgVKDwEZ+H4R4W1KsCiGEEIKnT5+yZMkS2rdvnyJDd0ePHk3FihUZM2YMI0eOTIGEGdO8efOwtLSkU6dOekd5Z48THrPzyk42XdjE2vNrOX77OACuWVxpU6oNjYs0pn6h+jjZvdvQc5NjfA7npsPxYRB/Fwp0hnIjwOE9vZMJYXakWBVCCCEEy5cv5/Hjx8kaAvyqChUqEBAQwMSJE/nkk09kbdB3YDAY+P3332nSpAm5c+fWO85bSzAksPfqXjZd2MTmS5vZe3UvicZErC2sqZW/FmMbjKVxkcaUzlk63ZwtBrTmSVeXwpFB8Ogc5KoHFcZBtop6JxPCbEmxKoQQQggWLFhAvnz5qF27dortc8SIEYSHhzNs2DCmTZuWYvvNKDZu3Mj169eZNGmS3lH+k8Fo4PDNw2y+uJlNFzex88pOnj5/ioViQaU8lRhQbQD1C9anxns1sLe21ztu6rizW+vwe3c3OJaEOishr480TxIimdJNsZqYmIiVVbp5OkIIIUSauXPnDuvWraN///5YWKTcPMFChQrRu3dvpk6dSv/+/SlWrFiK7TsjmDNnDtmyZaNp06Z6R/kbVVU5ffc0my5uYvPFzWy9tJX7cfcBKJWzFD0q9MCroBd18tfBOZOzzmlT2cMzcGQIXF0CmfJA5ZlQqCtYyGdSIVJCuvhNioqKonbt2kycODFDtHUXQgghUlJYWBiJiYmpMi9y6NChzJ07lw8++IAxY8ZQuXLl9DX0M5Xcv3+fpUuX8sEHH2Bra6t3HADiEuP4ee/PBO4P5Pqj6wDkz5qfliVaUr9QfbwKepE7s/kMV06WZ7e0OanRM8DSHsoOhxL9wMpB72RCpCvpolidM2cODx48oFevXhQtWpQaNWroHUkIIYQwG0FBQbi7u+Pu7p7i+3ZxcWHs2LH069ePqlWrUqRIETp16kSnTp0oXLhwih8vvVi4cCHx8fEm8SW8qqosOb2EL9Z/wcUHF2lcpDHf1/me+oXqU8i5kN7x0tbzx3B6PJwaC4Z4KNoHygwFOzNd+1UIE2fmPcG15gOhoaF4eXmRP39+WrZsyeXLl/WOJYQQQpiFCxcusGfPnhRrrPQ6H374ITdv3mT27Nm89957DBs2jCJFilC9enWmTJnC3bt3U+3Y5mru3LmUKVOGihX1bc5z9OZRvH73onVYa+yt7VnfaT1rOq7hg0ofZKxC1ZiodfhdUQSivoc8TcD3JHgESqEqRCoy+2J127Zt3Lhxg969e7NixQoSEhJo3rw5jx8/1juaEEIIYfKCgoIA6NChQ6oeJ2vWrHTr1o1NmzZx+fJlfvrpJx49esTHH39Mnjx5aNasGWFhYTx79ixVc5iDU6dOsW/fPrp166bbkOnbT27Te0VvKs6oSNStKH71+ZUjHx6hQeEGuuTRjarC1WWw2h0iP4QsRaHhHqi1CByL6p1OiHTP7IvV4OBgMmfOTNOmTSlRogShoaFERUXRpUsXjEaj3vGEEEIIk6WqKkFBQdSpUwc3N7c0O66bmxtffvklUVFRHD16lH79+nHw4EHatWtH7ty56dGjB1u2bMmw7+Nz587F0tIyVc92/5sEQwLjd4+naGBRZh+ZzaeVP+Xcp+f4yPMjrDJa06C7e2FjbdjeQvt37WXgvR1yVNU3lxAZiFkXq/Hx8SxevJiWLVtib6+1Qm/cuDHjxo0jIiKC77//Xt+AQgghhAk7dOgQZ86c0aUoeqls2bKMGTOGK1eusHHjRlq1akVYWNif03u+/vprEhISdMuX1hITE5k/fz4+Pj7kypUrzY6rqiorzqygzJQyfLHhC2q41SCqTxQ/N/45/Xf0/aeYQ7C9JayvBo+iofJ08ImCfM1kKRoh0phZF6tr167lwYMH/zd06fPPP6dbt24MHz6chQsX6pROCCGEMG0LFizAxsYGf39/vaNgaWlJ/fr1mTNnDrdu3SI0NJSyZcsyatQoZs+erXe8NLNhwwZu3LiRpo2VTtw+QaMFjWgW2gwLxYLVHVazuuNqSuQokWYZTMLdvbC1KaytBLe2gPsw8DsHRXrJUjRC6MSsi9Xg4GBy5MhB/fr1/7ZdURSmTp1KjRo16Nq1KwcPHtQpoRBCCGGaEhMTCQ0NxdfXF2dn0zpzZm9vT7t27Vi5ciUlS5YkJCRE70hpZu7cuWTPnj1N1la99/Qen6z+hHLTyhF5PZKfG/1MVJ8omhRtkurHNhmqCre2wSZv7Uzqvb1QbiQ0vwzu34J1Zr0TCpGhmW2x+ujRI5YvX07btm2xtrb+v9ttbW2JiIjAxcWF5s2bc+PGDR1SCiGEEKZp8+bN3Lx5M1XWVk0piqIQEBDAjh07uHr1qt5xUt3LtVU7duyIjY1Nqh3n3tN7jNk1hqKBRZl6YCq9K/Xm3Kfn6Fu1L9aW//+ZKl1SVbi+TpuTuqkuxB6HCuOg2SUo/RXYZNU7oRACMy5Wly5dSlxc3H92L3RxcWH58uXcv3+fFi1aEBcXl4YJhRBCCNMVFBRE1qxZ8fHx0TvKf2rfvj2qqmaIaT0hISEkJCSkyhBgVVXZcXkHnSI64TrBlUEbB+GR14OjHx7lV99fyWGfI8WPaZJUFa4uh3VVYGtjeHIJKgVCs4tQcoCcSRXCxJhtsRoSEkL+/PmpVq3af96vXLlyLFiwgP379/PBBx+gqmoaJRRCCCFM09OnT4mIiMDf3x87Ozu94/ynokWLUqlSpQwxFHju3LmULVuW8uXLp9g+7z+7zy97f6HM1DLUnlubFWdX0LNiT459eIz1nddTxqVMih3LpBkNcDkM1pSH7c0h4R5Ungl+56H4J2CVSe+EQojXMMti9c6dO6xfv5727dtjYfHmp9CyZUuGDx/OggULGDt2bBokFEIIIUzX8uXLefz4sUkPAX5VQEAABw8e5Ny5c3pHSTUXL14kMjKSrl27JnttVVVV2fPHHrou7UreCXn5fN3nOFg7MMtvFtf7X2eyz2Tcc7mnUHITZ0yEi/NhdRnY1Q6M8VDtd2h6Bor0BMvUG24thEg+s2xttmjRIgwGQ5IWMP/66685fvw4gwcPpmTJkvj5+aViQiGEEMJ0BQUFkS9fPmrXrq13lLfSrl07Bg4cSGhoKEOHDtU7TqpYt24dVlZWyVpGKDYulqCoIKYfnM6xW8fIbJOZLuW60LtSbyrkqZCCac1AfAxcmAvnfoXHF8DJHWosBLfWYGGpdzohxFsyy2I1ODiY0qVL4+7+9t8KKorC7NmziY6OpkOHDuzZs4cyZTLI0BchhBDihbt377J27Vr69ev3VqOTTEG+fPmoVasWISEhfPPNN8k+82hqEhMT2bBhAz4+Pri4uCT58QeuH2DagWmEHA/h6fOnVMhdgWm+0+jg3oEstllSIbGJUlW4FwnnpsCVhWCIgxzVoeIEcPUDxTxe70KIv5hdsXr58mV27drFyJEjk/xmZW9vz7Jly/Dw8KBZs2bs37+fHDkySEMBIYQQGd4ff/xBz549SUxMNJshwC8FBATQp08fjh07Rrly5fSOk6LWr19PTEwM3bp1S9Ljtl7ayhfrv+DgjYPYW9sTUCaA3pV645HXI90V9P8p8QlcCoFzU+H+IbBygIJdoWgfcC6rdzohRDKY3VdMoaGhgPam9S5cXV1ZunQp169fx9/fn4SEhJSMJ4QQQpgcVVWZOXMmpUuXZufOnUyZMoWyZc3rQ7y/vz+WlpbprtGS0Wjkxx9/xMnJ6a07M997eo/uy7pTb1497j27x+Qmk7ne/zqzms3C09Uz4xSqsafgQF9Y4gr7PwBjAnj8Ci2vQ+WpUqgKkQ6YXbEaHBxM1apVKViw4Dvvo0qVKvz2229s27aNzz77TDoECyGESLcuXbpEw4YN6dWrFx4eHkRFRdGnTx+9YyVZjhw5aNCgAaGhoenqfTswMJCdO3fSu3fvN66tqqoqQceCKPlrSX4/+juDagzixEcn+Ljyx2S1yyDrghoStK6+G+vBqlIQPRXy+oD3DvA5BsU+AmtHvVMKIVKIWRWrJ06c4NixY0lqrPQ6BqOBYnWLUffrukx/NJ064+pw4f6FFEophBBC6M9oNDJlyhTc3d3Zu3cvU6dOZePGjRQqVEjvaO8sICCAy5cvs2fPHr2jpIhz584xZMgQfH19adSo0X/e93zMeRoHNabTkk4UdC7IwV4HGe09Gntr+zRKq7Mnf8DRobAsv9bV98klKPcjtLgKNYLBpSZklDPKQmQgZjVnNSQkBAsLC9q2bZukxxlVI1G3oth8cTNbLm1h++XtxMbHgjXY5rVl56OdFAssRudynfm61tcUyVYklZ6BEEIIkfrOnz9Pz5492bp1Kw0aNGDmzJnkz59f71jJ1qJFC+zs7AgNDaV69ep6x0kWo9FI9+7dsbGxYfr06f+6LM9zw3Mm7JnA99u+x9rCmsAmgfTx6INlRuloe3cfnBoLV5doDZTy+kDRjyBPI+nqK0QGYDbFqqqqBAcH4+3tTa5cud5431N3T7Hl4hY2X9rMtkvbuPfsHgBFshWhbem2eBX0om6BuowfNp5JUybR+/fezDw8k/lH59OxbEe+rvU1xbIXS4unJoQQQqQIo9HI5MmTGTJkCFZWVsyaNYvu3bunmzmMjo6O+Pr6EhYWxoQJE7CyMpuPMf/n5fDfuXPn4urq+tpidd/VffRa2Ytjt47RskRLJjWZRD7HfDqkTWOqEa6v1orU29vB2glKDoQiH0LmAnqnE0KkIbP5K79v3z4uXrzIt99++9rbz8ecZ9PFTWy5tIUtF7dw68ktAPJnzY9fcT+8CmjFqVtWt789zsPDg4RxCXTN3ZWv+n7F2F1jmXpgKguOLSCgTADf1P6GEjlKpPrzE0IIIZLj7NmzdO/enV27duHj48P06dPJly/9FTYBAQEsXryYrVu34u3trXecdxIdHf3n8N/333///25/GP+QrzZ9xZTIKeTNkpel7ZbSvERzHZKmMUM8XAqG0+Mg9iTYu0HFiVC4B1hnoCV4hBB/MptiNTg4GFtbW1q2bPnntqfPnxJ2IowZB2ew56o2fyVvlrx4F/LGq6AX9QrUo6Dzfzdi8vDwAODAgQP0qtiL8Y3G82WNLxm3exxTDkwhOCqY9mXa803tbyiVs1TqPUEhhBDiHRgMBn7+HLFzZQAAIABJREFU+We++eYb7OzsmDdvHp07d043Z1P/ycfHhyxZshASEmKWxeo/h//+8//TklNL+GTNJ9x4dINPK3/KCK8R6X+t1IRYiJ4OZ36BZ9fBqSxUWwD524KFtd7phBA6MotiNTExkbCwMJo2bUrWrFk5cfsE0w9OZ/6x+TyIe0Dx7MUZ12AcfsX9KJqtaJLeoAsVKoSzs7NWrPbqBUCuzLkY23AsA2sMZPzu8fwa+Suhx0NpU7oNQ2sPpYxLmdR6qkIIIcRbO3XqFN27d2fv3r00b96cqVOnkidPHr1jpapMmTLRokULFi9ezJQpU7C1tdU7UpJMnjyZHTt2MGfOHFxdXf/cfjvuNi1CW7DszDLK5SrH0nZL8XT11DFpGnh6VStQz02HxEeQ2xuqzoHcDaRZkhACMJNidcuWLdy6d4u8TfJSc3ZNdv2xCxtLG1qXbE3vSr2pnb/2O3+DrCgKHh4eREZG/t9tLg4u/NTgJwbWGMiEPRMI3B9I2Ikw/Ev5M7T2UMrmkvW7hBBC6GPWrFl88sknZM6cmeDgYNq3b59uz6b+U0BAAPPnz2ft2rU0b24+w2Ojo6MZPHgwvr6+dOnSBdCmMc09MpfxB8ajWCiMbTCWz6t+jpWFWXxEezcPjsOpcXA5WJuf+l5bKPkFZKuodzIhhIkx+b+EJ++cpO/avvAFBF4NpFj2YoxrMI4u5buQwz5HihzDw8ODsWPH8uzZMzJlyvR/t+ewz8Go+qMYUG0AE/dOZNK+SYSfDKdliZZ8VesrPPJ6pEgOIYQQ4m3ExcXRv39/qlSpQlhY2BsbD6Y33t7eZM+enZCQELMpVl8d/js+cDxzjsxh7pG57LiyAwWF6tmrM7/j/DdOXzJrt3fCyR+15kmW9lCkD5ToJ02ThBD/yiSL1bjEOMJPhjP94HR2XtkJDlAgrgCz359N3QJ1U/ybY09PTxITEzl27BhVqlT51/tlt8/OCK8RDKg2gJ/3/swv+35hyekl1C9YnyE1h+BV0CvDfKsthBBCPxs2bODRo0d89dVXGa5QBbC2tqZNmzb8/vvvPHnyBAcHB70jvdGkwEnsuLqDat9Uo2JIRZ4+f0rx7MX5sf6PdCrbiehD0em3UH3+CA5/AdEzwDYnlB0ORfuAbXa9kwkhTJyF3gH+6U78HVwnuNJ5SWduPr5J51ydYTzMaDCDegXrpUox+LLJ0uuGAr+OcyZnhtUbxpV+VxjjPYYTd07gPd+bKrOqEHEqAqNqTPGMQgghxEvh4eE4Ozvj5eWldxTdBAQE8PTpU5YvX653lP8UHRPNx4s/pv/l/tAFTiaepHPZzuzpsYdTH59icM3B6Xs5mts7YHU5iJ6pLT/T/DKU+UYKVSEyosRE2LgRXvQJehsmV6zef36f+gXrs7HzRs58coanG5+SK0su6tWrl2rHzJcvHy4uLhw4cCBJj3O0dWRgjYFc7HuR6U2nE/MshtZhrSn1aynmHJ5DgiEhlRILIYTIqOLj41m2bBktWrTA2jrjdkqtWbMm+fLlIyQkRO8o/+dh/ENmHZpFzdk1KRpYlClRU7CMsWRKvSncGHCDaU2nUTVf1fQ9GssQB4e+gI11tGZJ3tuhwhiw+v/pVkKIdMxggC1b4MMPIU8eaNAAkvB32+SK1cIOhQlrE0b9QvV59PARK1eupF27dqm68PfLJktJLVZfsrOyo1elXpz55AyhrUPJZJ2J7su7U+iXQkzcM5HHCY9TOLEQQoiMatOmTcTGxuLv7693FF1ZWFjQrl071q5dS0xMjN5xuPPkDqvOrqJTRCdyj8vNBys+IOZZDH6Z/GACzKw7kz61+5DJOgMUa/cOwJqKcHo8FOkNTY6CS029Uwkh0orBANu3w8cfg6sreHnBggXg7Q0REXD79lvvyuTmrFoqln/+vGTJEuLj4wkICEj143p6erJ27VoeP35M5syZ32kflhaWtCvTjral27L+/Hp+3Pkj/df3Z8SOEXxa+VM+rfwp2e1l2IsQQoh3t2jRIrJmzWqWa4ymtPbt2zN+/HgiIiLo2bNnmhxTVVWuxF7h0I1DHL55WLvcOMy1R9cAcLJzomv5rnQt3xXnp86UK1cOn3o+f3b/TdeMz+H4SDgxAuxyQd21kLeR3qmEEGnBaIQ9e2DhQggPhxs3IFMmaNoU2rYFHx+wt0/ybk2uWH1VcHAwBQsW/M+mRynFw8MDo9HI4cOHqVWrVrL2pSgKjYo0olGRRuz5Yw+jd41m2LZhjN09ll4Ve9G/Wn/csrqlUHIhhBAZRUJCAkuXLqV58+bY2NjoHUd3lSpVokiRIoSEhKRKsWowGjhz7wyHbxz+W2F6P+4+ABaKBSVylKBugbpUyF2BCnkqUN2tOnZWdhiNRurVq4eNjQ0zZsxI30N+AWJPwp73IeYgFOgIHoFg46x3KiFEalJV2LdPK1AXLYJr18DOTitM27YFX194x5OAL5lssXrr1i02bdrEkCFD0uQP/MsmSwcOHEh2sfqqam7VWNZ+GSdun2DM7jEE7g/k18hf6VGhB9/W+ZY8WdL34u1CCCFSzubNm3nw4AFt2rTRO4pJUBSFgIAARowYwY0bN8iT593fUw1GAyfvnCTyeiQHrh/g8M3DHLt1jKfPnwJga2mLey53/Ev5UyF3BSrmqYh7LnfsrV9/pmDy5Mls376d2bNn4+rq+s65TJ7RAGd+hqNfg3UWqBkO77XWO5UQIrXExcHWrbByJaxYAVeugI0NNGkCY8aAnx9kyZJihzPZYjUsLAyj0UiHDh3S5Hi5c+cmX7587zxv9U1Ku5RmXot5/FD3B37a9RMzD83k92O/M6DaAL6o/gWOto6pclwhhBDpR3h4OI6OjjRo0EDvKCYjICCA4cOHs2jRIj777LO3eoyqqly4f4HI65FEXosk8nokB28c/LMwdbR1pHzu8nxQ8QMq5qlIhdwVKJGjBNaWb9fQKjo6msGDB9OkSRO6du36rk/N9D2+AHu7we3tkK85eE6HTBlvKSUh0r0bN2D1aq1A3bABnjzRhvg2aAAjRkCzZpA1a6oc2mSL1eDgYMqWLUupUqXS7JgeHh5vvXzNu8rvlJ8pvlPoX60/32z+huHbhzP1wFSG1h5K70q9sbWyTdXjCyGEME/Pnz9nyZIlNGvWDFtbea94qWTJkpQrV46QkJB/LVZvPr5J5LVI9l/brxWo1yOJeaY1ZbK1tKVCngr0qNCDyq6V8czrSdHsRbFQ3q0HpdFopEePHul7+K+qwvmZcKg/KJZQdS4UfF/r+iuEMH+qCocPa2dOV66Elyfz3NygSxdtHmrdulrBmspMsli9cOECe/fuZfTo0Wl6XA8PD5YuXcqDBw9wcnJK1WMVyVaEUP9Qvqj+BYM2DqLv2r78vPdnhtcbToB7wDu/SQohhEiftm7dSkxMTIbvAvw6AQEBDB48mAsXLmCbw5ajt45y5OYRDlw/QOT1SK4+vApoc0zLuJShZYmWeOb1pLJrZcq4lHnrM6Zv49dff/1z+G++fOlw/dRnN2Fvd7ixBnLVh6qzweE9vVMJIZLr6VNtDdSVK2HVKrh+XfsCqmpVGDlSK1Dd3dP8SymTLFZDQ0MBrctfWvL09ATg0KFDabbQukdeDzZ23siGCxsYtHEQnZZ0Ytyecfzk/RMNCjVIn9/ICiGESLJFixaROXNmGjZsqHcUk/Dc8Jwz985w5OYRogtFQ2dwn+/OU57+eZ/CzoWp9V4tPPN64unqSYXcFXCwcUi1TOfPn0/fw3/v7IGd/pBwHyoFQrGPQL5cF8I8qSpER8P69bjPnw9Hj2rzUbNkgUaNtOLUxwdy5tQ1pkkWq0FBQdSsWZP8+fOn6XErVaoEQGRkZJoVq6A1iGhYuCHehbwJPR7K15u/ptGCRtQvWJ/R3qPxyOuRZlmEEEKYnsTERJYsWYKfnx+Z0mDYlamJjYv982zp0ZtHOXLrCMdvHyfBkABoQ3kdcjhgc9GG0X1GUz53ecrmKktWu9SZQ/U6CQkJdOvWDWtr6/Q3/FdVIXoGHPwU7N2g4V5wLqt3KiFEUsXGwqZNsH49rFsHly4BYJ83L3z4oVag1qqlNUwyESZXrMbHx3P27Fl+/fXXND929uzZKViwYKo1WXoTC8WCDu4daF2yNdMPTmf49uF4zvSkXel2jPAaQZFsRXTJJYQQQl/bt2/n7t27GWoI8MP4h0w/MJ0Zh2YQHRP95/ac9jkpn7s8n1X+jPK5y1M+d3mK5yjO1F+n8tnEz/Aa6EXp/KXTNGtiYiIBAQHs2LGD+fPnp6/hv4Y4OPAJnP8N8jSG6kFgm03vVEKIt2EwQGTkX8Xpvn3atixZwMsLvvwSGjZk3x9/ULduXb3TvpbJFauPHj3C0tJSt7b8np6e7N+/X5djv2RrZctnVT6ja/mujNs9jvF7xrP41GJ6V+rN0NpDyZVZOu0JIURGsmjRIhwcHGjSpIneUVLdrce3+GXfL0yJnEJsfCz1CtSje/nulM9dnnK5y5Enc57XnrVs27Ytn3/+OaGhoQwfPjzN8hoMBjp37kxERAQTJ06kU6dOaXbsVPfkD9jRGmIiofTX4D4MLCz1TiWE+C9XrvxVnG7cCA8eaPNMPTxgyBBo2FCbh2r9ylz9P/7QL+8bmFyx+vDhQxo2bEhOncZHe3h4EBYWxp07d3TL8JKjrSM/1PuBPh59GL59ONMOTGPukbn0r9afAdUGpOnwJiGEEPowGAxERETg6+ubrocAn485z7jd45hzZA4JhgRal2rNoBqD3noqTK5cufDy8iIkJIQffvghTYbhvuz8GxoayujRo/n8889T/Zhp5tZW2NlWO7Naawm4tdA7kRDidYxG2LsXFi2CtWvh9Gltu6srtGqlFaf160OOHPrmfEcmNys+MTExzdZWfR0PD+1N8eDBg7pl+Kc8WfIwxXcKJz8+iW8xX4ZvH07hSYWZsGcCcYlxescTQgiRinbs2MHt27d1G3GU2o7cPELA4gCKTS7G7COzeb/c+5z+5DSL2ixKcs+GgIAAzp8/nybTeVRVpU+fPsybN49hw4YxaNCgVD9mmlBVOD0RNnuDbXZotF8KVSFMjapqw3u/+AIKFIAaNWDqVO3nCRPgxAntbOlvv0G7dmZbqIIJFquKotC8eXPdjv+yyZJe81b/S7HsxVjov5ADHxygUt5KDFg/gKKBRZl9eDaJxkS94wkhhEgF4eHhZMqUKV0NAVZVlS0Xt9B4QWMqTK/AqrOrGFBtABf7XmSG3wyKZS/2Tvtt1aoVNjY2hISEpHDiv1NVlb59+zJjxgyGDBnC0KFDU/V4aSbxKezupK2fmq+5VqhmLaF3KiEE/LX26eDBULgwVK4MkyZBuXIwfz7cvg1r1kC/flCqVLpZ99jkitWcOXOSJUuWtDtg4hOIu61dq0YcHR0pXrw4kZGRaZchiSrlrcS6TuvY9P4m8mbJS4/lPXCf6k7EqQhUVdU7nhBCiBRiMBhYvHgxPj4+ODik3pIracWoGok4FUHV36ri9bsXh28eZpTXKK70u8KYBmPImyVvsvbv5OREkyZNWLhwIQaDIYVS/52qqnz55ZcEBgbSv39/Ro4cmT46/z6+AOurweUQKDcKaoaDdRp+HhNCvN7x4zB0KBQvDhUrwrhxUKwYzJ4Nt27BihXQqRM4OuqdNFWY3JxVJyen1Nu5MRFiT8C9/XBvn3YdewJU41/3sbRn3yADsU+iYVUZsHLQLpYvrq0z//WzpZ32WNXwj8vrtr1yG0awdgTbnGCbQ7u2y/nKdQ6wePMC5V4FvdjbYy9LTy/l681f0zqsNZ55PRntPRqvgmm39I4QQojUsXv3bm7evGn2Q4ATDAksOLaAMbvGcObeGQo5F2Kq71S6lOtCJuuUnYfbvn17li1bxo4dO1Klu+W3337LuHHj+Oijjxg3blz6KFSvr4XdL6Zg1V0DeRvpm0eIjO70aVi4EMLC4ORJsLCAevVg4EBo2dKsh/UmlckVqylGVeHpH38VpXf3QcxBMLxYLNwmG2SvDPlaakWi4Yl2djXxCVcO7+XIyd34F3uPTFYG7baE+3/e/udFfTn0VgHF8jUXi3/ZrsDzWIiPAf7lTKi101+F66vFrHXWF6f1FVAsUFBoqVjQzKsHB64fZNW5NUQsq8+JHCVoVrw5+Z0KaDks7MC1qbSbF0IIM7Jo0SLs7Ozw9fXVO8o72355O71W9OLMvTOUz12e0NahtC7VGiuL1PkI4ufnh729PSEhISlerI4YMYIRI0bQs2dPAgMDzb9QVY1w4kc4NhScykLtCMhcSO9UQmRMZ89qTZLCwuDYMe3zfq1a8Ouv0Lo15MqYq4Gkn2I14QHci/z7WdO4W9ptFrbgXAEK94QcVbQiNXPhfx3L/fDZLt7vWZOsjT+kWbNm/35Mo+FFQfqOb1ZGAyTEQPwdiLujXb/688vrJ5e0tvFxd14pkP/OEqgCVHEEHAFOw7nTf7+TlQMU/gBK9AcHt3fLLIQQIk0YjUYWL15MkyZNyJw5s95xkuxB3AO+3PAlMw/NpIBTAVYErMC3qG+qF3gODg40b96c8PBwJk+ejLX1m0cqvY1x48YxdOhQOnfuzLRp07CwMLmZVEnz/CHs6QJXl0L+DlBlJljZ651KiIzlzBmtQF20SCtQAapXh59/hjZtIG/ypkakB+ZdrMbHwB8RcDkUbm/5azivYwnI0wiyvyhMncqCpc1b77Z8+fJYWFhw4MCB/y5Wk7vWmIWldsbULie8zSo0qqq1kEfVLqrxxbUKGLXrF9sexT9kWuQUph2cyvPEeHqV8mNQTnuszwbC2clQoAOU/BKc0nbhdCGEEG9nz549XL9+HX9/f72jJImqqoSfDOeztZ9x+8ltBlQbwLC6w3CwSbs5twEBAYSEhLBhwwZ8fHySvb/AwEAGDhxI27ZtmT17NpaWZr7WaOxp2NESHp2DihOheN9004xFCJN3+vRfBWpUlLatRg2tQG3dGvLl0zefiTG/YvX5Q7i6TCtQb6zXzjRmKQqlhkCuupDNA2ySN+/VwcGB0qVLm15HYEUBq7eb25PFLicDvcfTpdogRm4fyXeRk4kq5U+oXzTK6YlwfhZc/B1c/bSi1aVmKocXQgiRFOHh4dja2tK0aVO9o7y1P2L/4OPVH7Pi7Aoq5K7Aqg6rqJinYprnaNSoEc7OzvTu3Rt/f398fX2pVasWtra2Sd7XjBkz+Oyzz2jRogULFizAysr8Pjr9zdVlsLuz1nfDa6P22UkIkbpOnfqrQD1+XNsmBepbMY+/uIlP4dpKrUC9vhqM8WD/njacNX87bYhvCn8j6OHhwYoVK1BV1aznpLg4uPBLk1/ImyUvgzcNpoZbDT6r8gu4f6udYT0bCBtrQc4aUHIQuPpqQ5uFEELoxmg0Eh4eTqNGjXA0gw6PBqOBqQemMmTTEAxGA+MajKNv1b6pNi/1TWxsbAgNDWXixIlMnTqVn3/+GQcHB7y9vfH19aVJkybke4sPh/PmzePDDz/Ex8eH0NDQFBtSrAvVCFHfw/Hh2hf7tSJkSpAQqemfBaqiaAXqL79oBaqrq94JzYLpFquGeLixVitQr63QGhplygNFekP+9pCjaqoOWfHw8GDOnDlcuXKF/Pnzp9px0srAGgPZfXU3A9YPwDOvJ9XcqoH7d1DyCzg/G06Ph+3NIGsp7Uxr/oAkDZ0WQgiRcvbv38/Vq1cZNWqU3lHeKOpWFL1W9mLv1b00LNyQab7TKOhcUO9YNGzYkIYNG/LkyRO2bNnC6tWrWbVqFcuWLQOgbNmy+Pr64uPjQ9WqVf/vjGlISAjdu3enfv36LF68+J3OypqMhAfa+qnXV0GhbuA5RTuzKoRIWY8fQ1AQTJsGR45otUrNmtp6qK1byxzUd2Byp9Cs1CewtxtE5ILtLeDmBijQCepvgeZ/gMcvkLNaqs+t8PT0BDC9ocDvyEKxYG7zubg5utE2vC13ntzRbrBygOKfgt85qLZA61a8tyusKAynJ8Lzx7rmFkKIjCg8PBxra+v/7pugs7jEOL7Z/A0VZ1QkOiaaBS0XsLbjWpMoVF/l4OBA06ZNmTJlCpcuXeL48eOMGTOGbNmyMXbsWGrVqkXOnDlp37498+fP586dO0RERNC5c2dq1arFsmXLsLMz48LuwQlY6wk31mlFapXfpFAVIqWdOAGffKIVox9+qG2bNAmuXoXt2+HTT6VQfUcmd2Y1U+I1rWmSWyt4rz3k9nqrNUdTWtmyZbG2tiYyMpLWrVun+fFTg3MmZxa3XUy136rRMaIjazquwfJlkygLayjYUWu8dGMtnBwNh/prw4UKdYP32mjNqmSIsBBCpCpVVQkPD6dhw4Zkzfo23ffS3tZLW+m1ohfnYs7xfrn3Gd9wPDnsTX/dP0VRKF26NKVLl2bgwIHExsayYcMGVq9ezerVq1m4cCGKoqAoClWrVmXlypXY25txh9wr4doX0FZZtC/9pT+FECknIQEiImDqVK0gtbWFtm2hTx+omrojQDMSkytWn1nmhVYXwFLf4Ta2tra4u7unmzOrL1XIU4HJPpP5YMUHDN8+nO/rfv/3OygK5G2iXe7uhVNjtXmtpyeAfT5waw1u/pCzuhSuQgiRCg4cOMDly5cZNmyY3lH+T8yzGL7c8CW/Hf6NQs6F2NB5A96FvPWO9c6yZs2Kv78//v7+GI1GDh8+zOrVq7ly5Qrjxo0zyyWDAG1pvGPfaF8856gGNcPBXs7qCJEiLl+GGTNg1iy4fRsKFYIxY6BbN8hh+l/amRuTK1YTLTLrXqi+5OnpSWhoqNk3WfqnHhV6sPPKTn7Y9gNV81WlcZHGr79jjqpQa7E21+XaCu0b2nPT4Mwv2vzhPwvXmslfxkcIIQQAixYtMskhwBfuX6D2nNrcfHyTQTUG8W2db7G3NuOzjv9gYWFBpUqVqFSpkt5Rkic+BnYFwM31Wp+PSr+YzOcqIcyW0Qjr1mlnUVet0rY1bQoffQQNGoC5r7tswuS/7H/w8PAgNjaW6OhovaOkKEVRmOI7Bfdc7nSK6MSV2Cv//QAbJyjYGeosg9a3oXqw9k3t+VmwqS4szQv7+8DNTWBMTJPnIIQQ6dHLIcDe3t44OzvrHedPt5/cptGCRjxLfMa+nvsY7T06XRWq6cb9o7DWA25vhcozofI0KVSFSI67d7WzpkWLgo8P7N8PQ4bAxYuwbBk0aiSFaipL0n9dRVHcFEXZoijKSUVRTiiK0vfF9nKKouxRFCVKUZQViqI4vvKYIYqiRCuKckZRlEYp/QRSk4eHB5B+miy9yt7anvA24SQYEmi7qC0JhoS3e6C1IxQI0M64troDNcPApa62Zutmb1iSG/Z9ANfXgfF5qj4HIYRIbw4dOsTFixfx9/fXO8qfHsU/wifIh2sPr7EyYCWV8pr5mcf06lIwrK8GxgTw3g5FeuqdSAjzc/8+rFgBX34J1apBnjwwaBC4uUFoKFy5AiNGwHvv6Z00w0jqMOBEYICqqocURckCHFQUZQMwC/hCVdVtiqJ0BwYCQxVFKQW0B0oDeYGNiqIUU1XVkILPIdWULl0aOzs7Dhw4QEBAgN5xUlzR7EWZ22IurcNaM2DdAAJ9ApO2A+vMWuOl99poa+HeWKsNFb4cqp11tc4KLnUglxfkqgdOZWSeqxBC/Ifw8HAsLS1p3ry53lEASDAk0DqsNUduHmFZ+2XasmfCtBgT4cggrbdEzlpQcxFkyqV3KiHMw7VrsGPHX5eoKG27tTV4esIXX0CnTlC6tL45M7AkFauqqt4Abrz4+ZGiKKcAV6AYsP3F3TYA64ChQHMgVFXVeOCioijRQGVgT8rET13W1taUL1+eyMhIvaOkmlYlW9G/an8m7J1Ajfdq0L5M+3fbkZW91sHZrRUY4uDGeri2HG5t0a4BbHNoZ2Fz1dMujiWkU5oQQrygqiqLFi2ifv36ZM+eXe84GFUj3ZZ1Y8OFDcxuNhvfYr56RxL/lBALO1pq77XFPoWK43VZQUEIs6CqcPbs34vTixe12zJnhurVtW6+tWpB5cqQKZO+eQWQjAZLiqIUACoA+4ATaIXpUqAN4Pbibq7A3lcedvXFNrPh4eHBnDlzMBgMWFqmzyZCo71Hs+/aPnou70m5XOUombNk8nZoaQf5mmkXgCdXtDfSW5u16z/Cte12uf8qXHN5QeZCUrwKITKso0ePcv78eQYNGqR3FFRV5Yv1XxAcFcyP9X+kW4VuekcS/5T4BLb5wr39UHUuFOqidyIhTEtCAhw+DLt3w65dWnF6+7Z2W86cULOmtv5p7dpQrhxYmVzfWQEoqqom/UGKkhnYBoxUVTVCUZQSwCQgO7Ac+ExV1eyKokwG9qqquuDF434D1qiqGv6P/fUCegHkzJmzUlhYWHKeU4pat24do0ePZs6cORQoUEDvOKnmTvwdeh/sjaO1I1MrTiWTZSp9m6Sq2Bmu4xx/BKeEQzjFH8HWGANAnKULD2zK88C2Ak+t3EiwcOK5RTYMit1bF7GPHz8236UGhO7k9SOSI7mvn99++43g4GAiIiJ0X1819I9Qpl+YTivXVnxS+JN01RHfVCXl9WOhJlDm3lc4JxzmpPO33MlUJ5XTCVMn719gExOD44kTOJ44QdYTJ8hy5gwWz7X+Kc9y5ybW3Z3YsmWJLVuWp25ucoLkFXq8furVq3dQVVWPN90vycWqoijWwEpgnaqqE15zezFggaqqlRVFGQKgquqPL25bB3yvquq/DgMuXry4eubMmSRlSk0nT56kdOnSzJ07ly5d0ve3lpsvbqbB/Aa0K92OoFZBafPhRFXh4Zm/zrre3grxd/9+H8tMYOcCdrnA1kWbi2P74t92r167sHXPcerW80r93CJd2rp1K3Xr1tU7hjBTyXn9qKpKiRIlcHNzY+PGjSkbLIl+P/o7XZZ2oV3pdgS3DsZCeg2kibdQRUwEAAAgAElEQVR+/Rifw842cHUZVJ0DhbqmdjRhBjLc+1dioja/dPdu2LNHu345pNfGBipV0ob1VqumXfLKOsP/RY/Xj6Iob1WsJul8t6JVL78Bp14tVBVFcVFV9baiKBbAN8C0FzctB4IVRZmA1mCpKLA/KcfUW/HixXFw+B975x0WxdXF4XcB6SjFQhUVsIGIAvYekygWFMXeNWDvxq5RY4waY4x+STTGLlixxBY19tgVG/YuihXETtv5/rgiYAUEdoH7Ps95Znb2zsxZGJb5zbnnHBOOHj2a48VqnaJ1mFB7AiN3jKRa4Wr09O6Z+SdVqSBfSWHFe4Kihuhz8OImvLoHr+6/ttfrL8Mh6phYf0+druoqQ9jmDVYVwOr10qSIfHomkUi0mjNnznDx4kUGDhyoUT82X9pMl3Vd+KLoFyxsslAKVW1DUcOBTkKoes6UQlWSO1AUiIiA48fh4EEhTA8fhufPxfs2NkKY9uolluXLg4Fs2ZRTSOvk7KpAe+C0SqU68XrbCMBFpVL1ev06BJgPoChKmEqlWgGcRVQS7pVdKgEnoquri6enZ45sX/M+hlUbxv5b++m/pT9etl5UsKuQtQ6odMDcVdjHUNQQ+ziZoBXLiPM7sFdHwMVZoI4RYw3yg6V3kni18haRWIlEItESVq5ciY6ODk2aNNGYD4fCD9F8ZXPcC7kT0jIEAz15s6dVKAoc6Qk3gqDsD1Cit6Y9kkgyHkWBq1eFMA0NFXb8eFKuqa4ueHhAly4iYlqlimgjI4MSOZa0VgPeB3zoapjxgX0mAhPT6JdW4eXlxW+//UZcXBx58uTsKns6Kh0WNV2E5xxP/Ff6czzgOFbGmq9K+Q4qHTCwFJYvqSDU5Qg37GvVEtOkHp+GR0dE8YnIIxD2jxC5ACaOrwVsBWGW5SGPmWY+i0QiyfWsWrWKGjVqUKiQZlqOXHh4gQZBDbA2tWZz283kNcj76Z0kWYeiQOgQuDwbSg8H1+Ga9kgi+Xzi4+H8+SRhevw4nDgBT56I9/X0RMsYHx8RLS1XTpiJiWb9lmQpsuxVKvDy8uLVq1eEhYXh4eGhaXcyHUsjS1b6r6TqvKq0X9OeDW02ZL+pYDp5hAC1LA8ugWJb3DOIOp4kYB8dSapMrNKBAjXAoSnYNwET2exZIslt3Lp1i7p162JlZYWfnx9+fn4UK1Ys088bFhbGuXPn6N1bM5GyO0/v8PWSr9HV0eWfdv9QyFT26NQ6zkyA89OgeG8om62f/0tyK2q1EKYHD4opvMePi5zTV6/E+0ZGoiJv27ZJwtTNTU7nlUixmhq8vb0BOHr0aK4QqwBetl78Wu9Xum/szne7vmN87fGadunzyWMKBWsIS+TVA4g8Cg/2iRygY/2EWXoK0WrfFPKVltNLJJIczrNnz2jUqBF3797FxMSEIUOGMGTIEMqWLftGuLq6umZK4blVq1ahUqnw8/PL8GN/isevHlNvST0evXzEro67cLZ0znIfJJ/g/HQ4PVbkp3rOkP+PJNmDhw/h0CEhThMFamLE1NxciNFevZKipSVKiCm+EslbSLGaCpycnMiXLx9HjhyhW7dumnYnywjwDODw7cNM2DOBAsYF6FOxj6ZdyngMC4BtfWFlJ8KTSxC+Bm6tgVOjhZm5CNHq0FRMGc5uUWaJRPJR1Go17dq14/Tp02zcuJF69epx7do11q5dS0hICN999x1jx47FxcXljXD19vbOMOG6cuVKqlevjrW1dYYcL7W8in+F7zJfzj88z6a2m/C09czS80tSweU/4fhAcGgOFf6U/38k2klsLJw6lSRMDx6EK1fEe7q64O4uIqYVK0KlSuDiAjryWpakDilWU4FKpcLLyyvXFFlKRKVSMbvRbCJfRdJ3S1/yGuSlo0fOrohMXhco/a2wF3fg9johXM//DOemgJEt2PsK8VqolphuLJFIsjXDhw9n3bp1/Prrr9SrVw+AokWLMmDAAAYMGMDdu3dZt24dISEhTJs2jcmTJ2Nvb0/Tpk3x8/OjWrVq6H2gmbyiKERGRhIeHv7Gbt26lWL94sWL/Prrr1n5kUlQJ9A2pC17buwhuFkwdYvVzdLzS1LB9WA4HAg29aHKUtCRt2wSDaIoEBkpqvLeuSOWp06J6OmxY0nTeW1shCANCBBLT0+ZYyr5LOQ3Xyrx9vZm2rRpvHr1CkNDQ027k2Xo6eixrNkyGgY3pMv6LpgZmOFXKuunqmkEY1tw6SEsNgpubxRR16sL4dLvkMcc7BqAgx/YfA168stYIsluLFiwgClTptCjR48P5oxaW1sTGBhIYGAgUVFRbNiwgZCQEP78809mzpxJ/vz58fX1xcTEhK1bt6YQpuHh4bx8+TLF8XR0dLC1tcXe3h53d3d8fX2ztDWaoij03tSbkHMh/PL1L7Rya5Vl55akkvD1cKC9SFupvhp09TXtkSSnolbDgwcpRWhyS9x2966IoCbHwECI0Z49hTCtVAns7eVUdUmGIsVqKvHy8iIuLo5Tp05RoUIWt3PRMAZ6BqxtuZYvF39Jq1Wt2NBmA185faVpt7IWfQso2k5Y/Eu4u00I1/D1cH0p6BoJwergB3YNxXiJRKLV7Nmzh4CAAOrWrcuMGTNSNa3XwsKC9u3b0759e54/f86WLVsICQlh5cqVPHnyBD09Pezs7LC3t6d8+fI0btwYe3v7N+bg4EChQoU+GInNbBRFYeSOkfxx7A+GVh1Kv0r9NOKH5CPc3Q77/EXthJp/g56Rpj2SZFcUReSO3rwJt2693+7cEVV538bSUkRJbWygeHGxtLVN2mZjI1rG6MsHKZLMRYrVVOLl5QWIIku5TawCmOibsKntJmotqEWTZU3Y1n4bVQtX1bRbmkHPCOwbC1PHw4O9cCtETBcOXwsqPShUWwhXe18wstG0xxKJ5C2uXLnyptrvypUr09WWzMTEhGbNmtGsWTNiYmLYuHEjvr6+6GppkRBFURizcwyT9k3im/LfMOmLSZp2SfI2D/bDbl/IWwJqbZYt1SSfJjoaTpzAZv162L49pRAND0+anpuIvr6Ifjo4QM2aYt3WNqUQtbaGXDSLUKLdSLGaSgoXLkyBAgVyXd5qcswNzdnafivV51fHJ8iHXR13Uc6mnKbd0iw6r4VpodqiSuOjoxAeIsTrkR6igXv+ykK4OjQF08xvgyGRSD5OdHQ0jRo1QlEUNmzYgLm5+Wcf08DAAEtLS60VqgDjdo/j+73f07VcV/5o+EemVDaWpB/T2Iuw61swtoPa20QfcYkkORERoh9pcrt6FYASIIoW2dkJIerpCU2aiPXkVqCALG4kyVZIsZpKEossHTlyRNOuaJSCJgXZ3n471eZX46slX7G3815K5i+pabe0A5UO5K8grOwkiD4rRGv4GggdLMy8rBCtDn6Qz03mdUhyBeHh4SQkJGBpaYmpqalGRVJ8fDwtWrTg0qVLbNu2DWfn3NGqZfzu8YzbPY7OHp2Z02hO9uudndOJPot75LdgmA/qbAcj2es2V6NWCxH6tjC9dy9pjJOT6EfatSuUK8eBJ0+o3KwZaCjFQCLJLOQVnQa8vLz4559/eP78OSa5uLKZQz4HtrffTvX51am7qC77uuyjiHkRTbulXahUYO4qrMxoeHbt9TThNXB6HJz+DkydoXBzYRblpXCV5EiWLl1Ku3bt3rzW09PD0tISCwsLLC0tP2mlSpXCzCzjpkIOGDCArVu3MnfuXGrVqpVhx9VmJu6ZyNhdY+lYtiN/NvpTClVt48EB2NMIBV344l8wKaxpjyRZyfPncOYMnD4tLDQUTpyAp0/F+3p6ULo01KuX1JO0bFnIly/FYWJ27ZJCVZIjkVd1GvD29katVnPixAmqVs2l+ZqvcbFyYWv7rdRcUJO6i+qyt/NebMxkbuYHMS0KpQYKe3kXbq+Hm6vg3FQ4+yOYFH0tXP3B0ksKV0mO4OzZswQEBFC1alW6du1KZGTkOxYREUFYWBiRkZE8SWwYnwwLCwsGDx5M3759MTU1/Sx/fvvtN2bNmsWgQYPo2rXrZx0ru/Djvh8ZtXMU7d3b81fjv9DV0d5pyrmSW2thf2swsic033dUMssdkf5cSUICXL6cJEpPnRLLq1dFISQAY2MhRNu3TxKmrq4yf1SSq5FiNQ14eoqG6UeOHMn1YhXAvZA7m9tupu6iuny5+Et2d9qNlbGVpt3SfoyswTlAWMwjCF8HN1fC+elCvJo4igbwhf3BqoIUrpJsyfPnz/H398fExIQVK1Zga2v7yX3i4uJ4/PgxkZGRREVFce/ePebOncvIkSOZPn063377Lb169cLY2DjN/mzbto2+ffvSsGFDJk+enJ6PlO2Y8t8Uhv87nDZl2jDfd74UqtrGpd/haG+w9Iaaf/PqYJimPZJkBIoC9++nFKSnT0NYWFKxIx0dcHERYrRDB3B3hzJloGhRmU8qkbyFFKtpwNbWFltb21xdZOltKtlXYn3r9fgs9aH+0vr82+FfzAxk9cJUY2AFTl2ExUa9Fq6r4OKvcH4aGDuAQzMhXPNXEnmxEomWoygKPXr04Ny5c2zdujVVQhUgT548FChQgAIFCrzZ5uvry6FDhxg7dizffvst06ZNY/jw4QQGBqa65/X58+fx9/fH1dWVoKAgrS6ClFFM2z+NoduH0sqtFQubLJRCVZtQFDg5QsyqsWsEVZeBXtofwEg0QGysKHJ0+/bHLXkFXmtrIUR79hRLd3coVQqMZEsiiSQ1SLGaRry9vaVYfYs6Reuwwn8Ffsv9aBTciM1tN2OUR34Jpxl9CyjWSVjsY7j9t4i4XvoNLvwCRnavhWtzKFBVCleJ1jJv3jwWL17Md999R926dT/7eBUrVmTLli3s27ePsWPH0r9/f6ZMmcLIkSPp2rUrBgYGH9z30aNHNGzYEAMDA9avX5+h+a/ayvQD0xm8bTAtXFuwuOli9HTkv3qtISEWDnWD64vBORC8Zomq8hLNEhcnihfdvSssIkIs79xJKULv30+aspuIgYGowGtnB97e0LSpqLrr5ibEabKHbxKJJO3Ib8g04uXlxbp164iOjibfW8ntuZnGJRqzqOki2oW0w3+lPyEtQ9DXlY2i042+ORRtLyzuCdzeIITr5dki6prPDcqMEeJVilaJFnHq1Cl69+5N3bp1GTVqVIYeu1q1avz777/s2rWL0aNH06tXLyZPnsyoUaPo1KnTO71SY2Nj8fPzIzw8nF27duHo6Jih/mgjvx76lYFbB9K8dHOWNF0ihao2EfcE9jaDu9vB/XtwHSHTPDKThASIjISHD5NEaHIhmnz94cP3H8PKKkmIenomrSc3S0v5e5RIMhH5XyyNeHl5AXD8+HFq166tYW+0izZl2vA05indN3anw5oOLPVbKqeeZQR58kKRNsLinop2OGd/hH0tIJ8ruI0WOa7yZy3RME+ePKF58+ZYWFiwdOnSTJtuW6tWLfbs2cO2bdsYM2YMAQEBTJo0iTFjxtCuXTv09PTeTEXes2cPS5cupVKlSpniizYx6/As+m3ph18pP4L8gsijm+fTO0myhhd3YJcPRIdBpfliBo0k9cTFCUH56NG7yw+tR0W9/1gGBmJqro0NODtDtWpi3do6yWxsoGBBMVYikWgUKVbTSKJYPXr0qBSr7yHQK5DomGiGbh+Kqb4pvzf4Xd4wZSR5zKBYRyjSTkRawybAf60gbylwGwWFW0rRKtEIiqIQEBDA1atX2bFjBwULFszU86lUKr766iu+/PJLNm3axJgxY+jcuTOTJk1i7NixhIeHM2/ePEaPHk2bNm0y1Rdt4Lcjv9Fncx98S/gS3CxYfu9qE9HnYGc9iI2EmhvA9mtNe6QdKAo8efJulPNDkc+3p98mYmIC+fOLKKiVlShSlLieuD1RgFpbi5YvMhIqkWQbpFhNI/nz56dIkSIcOXJE065oLd9W/ZYnMU+YuHciJ+6eYGGThbgWdNW0WzkLHV0o0gocW4iCTGfGw/62Yuk6ChxbyTwoSZby+++/s3z5ciZNmkSNGjWy7LwqlYoGDRrg4+PDunXrGDt2LG3btgXA39+f7777Lst80RSzj86m16ZeNCreiBX+K2QKhjZxfx/saQw6+lB3N1iW17RHWcfTp3DjBly/nmQ3bog80EQR+vLlu/vp6yeJy2LFoGpV8bpgQSE+kwtTKyvZ1kUiyeHIu9l04OXlJYssfYLv63xP2UJl6bGxB+XnlGdC7QkMqjxITgvOaFQ6QrAWbi6mB58ZDwfaJ4nWIm2kaJVkOkePHmXAgAH4+Pjw7bffasQHlUpFkyZNaNy4MatXr2b//v1MnDgRnRzeBuLPY3/SfWN3Grg0YKX/SilUtYmbq8VDRNMiUGuz6Ledk3j6NEmAJhekifboUcrxhoZQuDDY20PlykmRzreXFhYy8imRSN4g72LTgZeXF6tWreLRo0dYWcm+oh/C39WfGo416L6xO0O3D2Xt+bUsaLKA4lbFNe1azkOlIwSrgx+Er4XT4+FgRzgzAdxGimnDUrRKMoGoqCj8/f0pVKgQixYt0rg41NHRwd/fH39/f436kRXMD51PwIYA6jvXZ3WL1Rjoyfw6reHCr3Csv2g5VvNv0aYsO6FWi8q3N27AzZvC3l6PjEy5j6EhFCkizNs7aT3RChaUIlQikaQZefeaDry9vQERTfj6a5l78jEKmRYipEUIQaeD6L25Nx5/eDDpi0n0qdgHHVnFNuNR6QjBat8EwteLCOvBzkK0uo4U1YV1ZC6bJGNQFIXOnTsTHh7O3r175cO7LGTrla188/c3fOX0FSEtQ6RQ1RYUNZwYCud+Et/DVYJATwtbub169WERevMm3Loleoomx8wMHB1FdLRiRZEb6ugoxahEIslUpFhNB+XLi5yT7CJWo6KimDhxIiNGjMDS0jLLz69SqWjr3pbaRWvzzd/f0P+f/qw5v4Z5vvMoZlEsy/3JFah0wKEJ2PuKfq2nx8GhrhA2EcqMhyKtZcsbyWczffp01q1bx/Tp03NFtV1t4dyDc/iv9Me1oCur/FdhqCdz9rSC2Cg43B1urgCXXuA5Q3MF7168SJqe+/by+nWRL5oclQpsbYUQ9fKCZs3EeuHCSQLV3DzrP4dEIsn1SLGaDszNzXFxcckWeauKotC9e3dWrFhB+fLlNVoV09bMlg2tNzD/xHz6b+mP++/u/PTVTwR6BqKST2MzB5UK7BuDXSO4sxFOjoID7eDcFCg7CWzryyfhknRx4MABhg4dStOmTenXr5+m3ck1PHzxkIbBDTHSM2J9q/WYGZhp2iWJosCNYDg+AGIegcdkKDUk875bFUVUx711K8neFqQPHqTcJ0+eJOHp45MUEU3cZmcnChtJJBKJliHFajrx9vZm9+7dmnbjkwQHB7NixQoArly5omFvRJS1S7ku1C1Wl67ru9JjYw9CzoXwV+O/cMjnoGn3ci4qFdg1BFsfuLEcTo2C3Q2gQHXwmAQFqmraQ0k24uHDh7Ro0YLChQszb948+bApi4iJj8FvuR+3n9xmV6ddOJo7atolydMrcKQH3N0GVhWg9j9g4ZH+4ykKPH6cUojeugXh4SnXX71KuZ+BQZIA9fBImpqbuM3aGjKp77FEIpFkJlKsppNq1aoRFBSEp6cngYGBtG7dGjMz7XrCfevWLXr27EnlypW5fv26VojVRArnK8zWdlv54+gfDNk2BLff3Zj+9XQ6e3SWN76ZiUpHTAF2aAZX5oqc1m3VROS17EQwL6NpDyVajlqtpkOHDty/f58DBw5gLqcGZgmKohC4IZC9N/cS3CyYSvZy2rVGSYiFc1Mh7HvRlsZrFjh3TzntV1FEa5bISGGPHiWtv+e197VrYtvz5ynPpasrpug6OICnJzRpItYTzd5e5Ivm8MrXEokkdyLFajr55ptvUKvVzJ49m8DAQAYNGkSbNm0ICAjA09NT0+6hVqvp3Lkz8fHxLFq0iK5du3L58mVNu5UClUpFD+8efO38NZ3Xdabr+q6EnAthTqM52JrZatq9nI2uPhTvCcU6woUZcHYybCorCjCVGSdaLUgk72Hy5Mls3ryZ33777U3+viTzmfLfFBaeXMjYmmNp5dZK0+5kHYoCT56IYj8JCamz+PikdbU65fJ92973XkICxMQkWWxs0vrjaxC+E14+hjwOYOIK8zdCTIh4Pzo6SYzGxHz4s+nriz6hlpZgZcULR0dMmjZNKUQdHERUVE/erkkkktyJ/PZLJ3p6evTq1YuePXty6NAhZs+ezeLFi5kzZw6enp4EBARoNNo6c+ZM/v33X+bMmYOzszPOzs5s2rRJI758imIWxdjZcSczD81k2L/DcPvNjf6V+tParTUuVi6adi9no2cCriPAOVAI1oszRe6Vcw/R8sawoKY9lGgRu3fvZtSoUbRq1Yru3btr2p1cw5pzaxj+73BaubVibM2xmnYn41CrRW5leHhKu3075euXLzXtqUBPD/IAuvGQRxdMC4GxMRjcEcLTwEBY8eJCgL5ticI00YyMUuS1hu3aRa1atTT28SQSiUQbUSmKomkfUlCiRAnlwoULmnYjXTx+/JilS5cye/ZsTp8+jampKW3atCEwMDBLIxBnz56lfPnyfPnll6xfvx6VSsUPP/zAyJEjefbsGSYmJlnmS1q5+OgifTb3YduVbSgoeNp40tqtNS3dWmKf1/6j+/7vf/9j5cqV7Ny5U04lTi8vwkWP1qvzQNcQSg6CUoMgT15Ne5Yl7JI3ix/k3r17eHh4kDdvXo4ePap1aQ/aQGZcP6ERoVSbX40yBcuws+NOjPJoYRuU95HYpzMxz/LmzXdF6Z07EBeXcj89PVHsx94+aWljI3p46uqmzvT0Ur7W0Xn/8lPvJYpPfX24sxJODIbYSPG9WGaMeNiXgcjvH8nnIK8fyeegietHpVIdUxTF61PjZGQ1AzE3N/9otDUwMJBWrVpl6k1ebGws7du3x8zMjLlz574RbU5OToAosuTu7p5p5/9cilsV5592/3D7yW2Why0n+Ewwg7cNZsi2IdRwrEFrt9Y0L90cK+OU/Rzj4+OZOHEiERERrFq1Cn9/fw19gmyOsT1UnCME6qnRIqf10v9Ej9bivWWP1lzMsGHDePz4MVu3bpVCNYu48/QOjYIbYWVkxdpWa7VHqL6vCFBib87kRYDe7tNpaCjEp709VK+etJ4oSrUx9/LJJdjfA+79C1YVocJ2sNDe/6ESiUSS05BiNRNQqVRUqlSJSpUqMX36dJYsWcLs2bMJCAhg4MCBtG3blpEjR+LgkPHVb8ePH8/x48cJCQmhUKFCb7Y7OzsD2i9WE7HLa8fAygMZWHkglx5dIvhMMMFngum+sTu9N/fmK6evaO3WGt8SvpgZmLF161YiIiIwMjJi5MiRNGnShDx5pLBKN3lLQLUV8OgonBwBxwfCtSVQZTHkK61p7yRZzMuXL1m1ahXt2rWjTBlZhCsreBH3gsbBjXn86jH7u+7H2tQ6651ISICrVyEsDM6cERYWJlqjPHuWcqyurhCbDg5QsSI0by7WCxdOyr20sso+rbISYuDsFNGbWtcQvH8H5wDZn1oikUiyGClWMxlzc3N69+5Nr1693kRbFy5cyLp169iwYUOGFmPav38/kyZNonPnzjRt2jTFe8kjq9kNFysXxtQcw+gaozl57yTBp4NZFraM9mvaY6RnRMPiDQnfHI5VISv69uzL2LFj+euvv2ROXUZg5QV1tsKtNXA4ADaXh7I/QMn+8qYtF7FhwwaePXtG69atNe1KrkCtqOmwpgPHI46zrtU63Atl8gNGRRHR0OSC9MwZOHs2ZYuUYsXA1RW++CKlCE0sApRTWqPc2yXa0Tw5D4Vbgud0MLLRtFcSiUSSK5FiNYtIHm0dMmQIPj4+1KhRg+XLl9OwYcPPPv6zZ8/o0KEDhQsX5pdffnnnfXNzcywtLbWuInBaUKlUeFh74GHtwaS6kzhw6wBBp4NYEbaCh44P0Q/U55TtKarWqMq4ceNo3769VufnZiscmkL+KnAkEEIHwe31UGmBrBqcSwgKCsLGxoaaNWtq2pVcwZidY1h9bjXTvppGoxKNPv+AarWYtnv/vrAHD4Q4DQtLEqZPnyaNt7MDNzfo2VMs3dygVCkwNf18X7SZl/cgdDBcXwImRaHWZrCtp2mvJBKJJFcjxaoGKF26NAcPHqRhw4b4+voya9YsevTo8VnHHDRoEFevXmXXrl3kzfv+YjjOzs7ZMrL6PnRUOlQtXJWqhavicsWFAXMGUHd4XVaHr8atqRt3R9/ll19+YeTIkZp2NedgVAiqr4FrC+FoX9hUBjx/gWJdss/UPkmaiYqKYtOmTfTq1QvdnBI502IWn1zMxL0T6VauGwMqDXj/oMR2Lo8eCeGZKEKTW/LtDx6Idi5vY2UFZcpAx45CkLq6CrOwyNwPqW2oE+DybJHykPASXEeB63DQM9a0ZxKJRJLrkWJVQ1hbW7Nr1y5at25Nz549uXr1KpMnT0YnHYUlNmzYwJw5c/j222+pUaPGB8c5OTlx8ODBz3FbK1m0YBHl8pZjY9eNjFs5jimXpmDY15AfFvxAYGAg+fPn17SLOQeVCop1gkK14WBnONQNbq2Fin+CkQZy6iSZTkhICLGxsbRp00bTruRM4uNF/mdkJCfP/MuqVT35wbAUQ0yLoxo1Ch4+FKL04cOU6+8TnyCinwULCnN0BG9vKFAgaVui2dhA/vzyQdOjI2LKb+QxKPQFeP9P5OxLJBKJRCuQYlWDmJqasmbNGvr168dPP/3EjRs3WLRoEYaGhqk+xoMHD+jWrRvu7u6MHz/+o2OdnZ1Zvnw5sbGx6Ovrf677WsHJkycJDQ3l119/BaBmgZr4VvfFZ7EPES0j6Di1Ixsnb9SwlzkQE0eosx0uzISTw2CTG3j/AYWba9ozSQYTHByMs7NzhubXZ1vUalDRkewAACAASURBVCEsnzyB6Oh3lvahobBnDzx/ntKePXt3W+L2ZBVzywLrADgHfCtyQK2shKi0shL9OxPXE5fJhWiBAqLvp+TTxEbByZFw6Q/xoK3qMijcQop3iUQi0TKkWNUwenp6zJo1i6JFizJkyBBu377NunXrUhUNVBSFgIAAoqKi2Lp1KwYGBh8d7+TkhFqt5saNG7i4uGTUR9AoCxYsQF9fP0XUx8PagxM9T+D+vTubjDfRK6QXM5vOREcWBMpYVDpQsh/YfA0H2sM+fyjSFrxmgn4um0aYQ4mIiGDHjh2MHj065/QujouDyEhhjx69f/n48buCNDpa5HV+pDe5c+KKvr6IcJqYpLRChVK+fj3mpYEuE878jyu6T5jaeh6Fi5UTYjRvXu1q45ITUBSRkxo6GGIeQom+4D4+1/SSlkgkkuyGFKtagEqlYvDgwTg6OtK+fXsqV67M5s2b37Sb+RALFy5k7dq1TJ06NVXtaJJXBM4JYjU2NpYlS5bQuHFjrKxS9l0taFKQ/d33U7x/cX7jN27F3GKJ3xLyGsgbkgwnX0n4aj+ETYIzE0QlzUrzwOYrTXsm+UyWL1+OoijaUwU4Lk4Ixk/ZkyfC3idEkxcSehs9PZGvaWEhhGK+fEJg5suX9Pojy30nT1KtXj1xnFQSr47HL7gR22Pu80+7fyhctE4G/KAk7+VxGBztCff3gFUlqP0PWHho2iuJRCKRfAQpVrUIf39/7OzsaNy4MZUqVWL9+vVUqVLlvWOvX79O3759qVGjBgMGfKAIx1skit/sXBE4ORs3buThw4d07tz5ve8XcyzGwOIDmbppKptUm6j8V2XWtVqHs+XHHwJI0oFOHigzBuwawP72sPNrcOkJ5aaAnqzInF0JCgqifPnylCxZMnNPFBsLN2/CtWsp7fp1URwoUYQmb6PyMfLkESLSygosLUV+pqtr0usPLc3MPmsaaPyVK2kSqgBT/5vKlstb+KPBH9SRQjVziH8uHqSdmyYiqBX+BKcusv2WRCKRZAOkWNUyqlSpwoEDB/Dx8aFOnTosWbKE5s1T5gEmJCTQsWNHQERXU1uhs1ChQpiYmOSYisDz58/HxsaGr776cARv+LDh/DnnT0oUK8Glcpeo8GcFVvqv5ItiX2Shp7kIS0+odwxOjYLz0yFiK1RZAvkratozSRq5fPkyR44cYerUqZ9/sIQEuHPnXTGaaLdvp5xeq6cnigMVLQpOTkJ4mpm9ax/a/omUCG3h9L3TjN01lualmxPgGaBpd3IeigLh6+BYP3hxU1Qu95gMhrLonkQikWQXpFjVQlxcXDhw4ACNGzemRYsWTJ06lYEDB77JGZs+fTp79uxhwYIFFClSJNXHValUFCtWLEeI1bt377Jp0yYGDRqE3kciGRYWFgwfPpyhQ4cS1DGIiVcn8vWSr5n+9XR6V+idvfLwEhIgIkJEoF68ENVAP2Rxce/fHhsrolOvXsHLl6lfj4kRAkJfP/WmrgOPD8L/qkBJHyhRXxSASW5WVqKIjETrCA4ORqVS0apVq9TvFBcHly/D2bOif+fZs8IuXEhRSAiVSvTyLFoUatcWy+RmZ5fjr4u4hDg6ru2IuaE5v/n8lr2+i7IDUSfhxDCI2ALmZaDqPihQVdNeSSQSiSSNSLGqpeTPn59///2XDh06MHjwYK5du8aMGTMICwtj5MiR+Pn50aFDhzQf19nZmfPnz2eCx1nLkiVLSEhI+OAU4OT06dOHX3/9lRnfzWD/rv20X9uevlv6cureKf7X4H/o62pJZeT4eAgPhxs3xPTHt5e3bgkx8Lno64OhoTAjo3fXraze3a6vL8RybOzH7cWLlK9jLCAyBrZuADa864tKJfID3xax+fOLpYWFmJ6ZmEeY+DoNFbMlaUdRFJYuXUqNGjWwt7d/d0BsLFy6lFKQhoXBxYtJLVVUKiE8S5eGevVEhDRRjBYunG2in5nFD3t/IPRuKKtbrKaASQFNu5NzeHoFTo2BG0Gi0Fv5n6F4H9CRtzsSiUSSHZHf3lqMkZERy5cvZ+jQofz000/cvHmTGzduYGFhwezZs9P1JN7JyYlNmzahVqvT1dNVG1AUhfnz51OpUqVU5dIZGRkxbtw4unXrxr+b/2VNyzWM3TmW7/d+z7mH5whpGUJBk4JZ4DmiXcWFC+Lm/uLFlGL09m0hCJNjYyOmQ1aoAP7+UKSIuNE3MxORzjx5xPJj9vaYrI5YKWo4PhYOfg+qklB4FDzXE7mIye3hQ/Ez+e8/sa5Wf/iYhoYpxevb6/b24mdVpAg4OIifgSTVnDhxggsXLjCkd28IDYVz55Ls7FkhVJOLUicnIUobNxa5oaVLQ4kSouKt5B2ORxzn+73f06ZMG/xK+WnanZzBywg48z1cngM6+uA6AkoNAX1zTXsmkUgkks9AilUtR0dHh6lTp1K0aFH69OmDWq1mw4YNqWpt8z6cnJyIiYnhzp0774+YZAOOHDnC2bNnmT17dqr36dixI9OmTWP48OE0atSICXUm4FbQjc7rOuM1x4t1rdZRzqZcxjkZFZV0Y5/8Jv/GjaQxOjpCVDk6Qo0aQlg5OiYtHRxyRgRRpQOeE8C6IuxvB6/6Qo1lYNPyw/uo1aJ9SFRUkkVGfvj1rVtw8qRYf7vaq45O0pTTRAGb3Bwc0lwUJ8cRGZlCkBqtWcNVoEjfvkm5pDo6QpS6ukLTpilFqZGRRt3PTsTEx9BxbUcKGBdgZv2ZmnYn+xP7GM5OgQszQB0LzgHgNgqMbDTtmUQikUgygFx+h5Z96NmzJyVKlODGjRs0aNAg3cdJXhE4u4rV+fPnY2RkRMuWHxE7b6Gnp8cPP/xA06ZNWbBgAd26daOlW0tcrFxosqwJVedVJbhZML4lfdPmzP37cObMu6L03r2kMYaGULIkVKkC3bpBqVLCnJ3F9Nrcgl1DqHcU9jSFXfXAfSKUHvr+6qs6OiJKammZ9vPExYnp1Nevv2s7d4oIdvKora7um0hscVNTEfn28oIyZXLG70dRRI/QxPYtDx+KyGjyaOn9+0nDDQ1JSEjgpq0tRQMDk65XF5dcP3U3Ixi3exxn7p9hQ+sNWBql4/qWCOJfwMVZcPZHIViLtIEy48DMSdOeSSQSiSQDkWI1G/HFF59fwTZ5r9VatWp99vGympcvXxIcHIyfnx/58uVL076+vr5UrlyZsWPH0qZNG4yNjSlvU54j3xyh8bLG+K3wY1b9WfTw7vHuzmo1XL0KJ06IaZGhoWI9IiJpTL584qbex0dEnBJv8h0d35l6GxYWxrTu3Zk4cSI2NrkoAmDmDF8fhEPd4ORweHQYKi8Q7SQyijx5knIj30dsbEoxm9gi5fp1CuzdCxs3inH6+uDuLoRropUurdkpxXFxSYLz4UOxnmiJYvRti4x8d3o5iOnSpUpBo0ZJ12rJkuy9cYOadeoQ9NNPoC39VXMIh8IPMfm/yXT26EyD4ul/6JirUcfB1flwehy8vAO2DaDsRLAoq2nPJBKJRJIJSLGay3BwcEBPTy/bVgReu3Yt0dHRqSqs9DYqlYrJkydTo0YNZs6cydChQwEoZFqIHR120Gp1K3pu6smdR9cZX7AlqpMnk4TpyZNJ00v19IRo+fJLKFdOROBKlRL5panMIx4/fjwrVqxgx44dbN68mVKlSqX582Rb9EygShBYVYTQwfBPBai+BvJl0c9AXx+KFRP2Fv/t3EmtIkXg6NEkCwqCP/4QAwwNwcMjpYAtWTL1ecCKInI9Y2KExcaKqGei+PyURUd/+NjGxkk9Q62sxHWZuJ58u5WV+OwFC773eg2aMgVjY2MaN26cus8kSRUv417SaV0n7MzsmP71dE27k/1Q1HBzJZwcBc8ui8q+VZdBweqa9kwikUgkmYgUq7kMPT09ihYtyuXLlzXtSrqYP38+jo6O1K5dO137V69enYYNGzJp0iS++eYbLE1MIDQUk8OHWXfcktt7rCg0fgoq9RSxg4kJlC0LHToIYerhIXL1PiOX9OHDh6xZs4aGDRty5MgRqlSpwvr166lePRfddKlUULI/WJSD/1oIwVppARRupnm/EqOy/v5im1oNV66kFLDz58OsWeJ9ExNwcxMPMWJjk0RockGafJkajI1FReREc3JK+TrRkovRDMgbjY2NZeXKlTRp0gQTWRwpQxm9czTnH55na7ut5DNM26yQXI2iiH7NJ4dDVKhoQ1PzbxFRle1+JBKJJMcjxWouxMnJKVtGVm/evMn27dsZPXp0+ioZKwpcu8b/qlZl7YYNPHN1xTIy8k3/R52CBbEv58X+Ki+YEbMXE+8qzOizkbxGGVtNcvHixcTFxfHjjz9ibGxM/fr1qVu3LosXL6ZFixYZei6tp1BNqHcM9vrDvuYih9X9e+1qM6GjI/I1XVySpsUmJIjKxYni9fRpsd3MTOR16uunXL5vW+Iyb953RaixsUY+6rZt24iMjKS1nP6boey7uY+fD/xMd8/ufOn0pabdyT5EHoPQb+HeDjApCpWXgGMr0MnZPXglEolEkoQW3RFKsgonJycOHDiAoijZqhH9okWLUBSFTp06pW6H6Gg4fBgOHRJ28CA8fEhhIFBPj8P37mEeGEjeL7+EihXBzg4VUBW4GDqfb/7+hhOLarOpzSZszDImr1RRFObOnUvlypVxdXUFYP/+/TRu3JiWLVty69YtBg4cmK1+L5+NsT3U3QXH+sPZyfDoqJjeZ5i+itdZgq5uUp5n+/aa9ibDCAoKwtLSkq+++krTruQYnsc+p9PaTjiaOzLlyymadid78OwqnBwJN5aBQX7w/BWcA0FbemJLJBKJJMuQYjUX4uzsTHR0NI8ePUp3C5ysRlEUFixYQK1atSj6vsI5cXEQFobN+vWwaJEQpufPJ7XdKFUKGjaESpWgYkXumplRt3Rp2sbEMM/v3T6Hnct1xsbMhuYrmlP5r8psabeFkvk/3dP1Uxw8eJCzZ8/y119/vdlmaWnJ9u3bad++PYMHD+bGjRtMnz4d3azuh6pJdA2gwu9g5Q1HesIWT6i+Gqy8NO1ZruH58+esXbuW9u3bo58TqiBrCcO2D+NK1BV2dtyJmYGZpt3Rbl49eN0r9XdQ6YHrKCg9JGMLsEkkEokkW5GOuZSS7E7yisDZhX379nHlyhVRWEmtFu1FliyBfv1ES5i8eaFcOUpMnw7r14sCMuPGwdatovfm2bMizzAwEDw8cHRyonfv3ixcuJCwsLD3nrOecz12d9rNq/hXVJ1Xlf9u/vfZn2Pu3LmYmpq+M93X0NCQ5cuXM2DAAGbOnIm/vz8vX7787PNlO5y6wJf7xPq2qnB6AiTEatanXML69et58eIFbdq00bQrOYYd13Yw68gs+lboS60itTTtjvYS/wLOTIT1TnBpFhTtBI0uQ9kJUqhKJBJJLkeK1VxIthKrigK3bnFy7Fim6evTdt48UUymZEkx/XLuXDEls0cPCAri0JIl8OABbNgAo0eLir3m7885HTFiBKampowYMeKDp/e09eRA1wPkN85P3cV1WXNuTbo/ypMnT1i2bBmtWrXC1NT0nfd1dHT4+eef+eWXX1i7di1ffPEFDx8+TPf5si1WXiKP1cEPTo+BLeXhwQFNe5XjCQ4Oxt7enmrVqmnalRzB05indFnXBRdLFybVnaRpd7QTdTxc/hP+doZTo8C6DvicgYpzwNhW095JJBKJRAuQYjUXUqxYMVQqlfZVBH7yBM6cgb//hvHjRf9HGxsoXJjeO3fSNz4e3WfPRJGbv/6CU6dEXurevfDzz9C6NS/t7FJdIdLKyoqhQ4eyfv16/vvvw1HTohZF+a/Lf5SzLkezFc2YdXhWuj7e8uXLefHiBd26dfvouH79+rFy5UpCQ0OpUqVK9niokNEY5oeqwaLqZ1y0iLIe7QtxTzXtWY7k0aNHbN68mVatWqWveJnkHQZvHcytJ7dY0GQBxnk0UzBLa1EUCF8Hm9zhcACYFBEzKmqszboWVhKJRCLJFsic1VyIoaEhdnZ2WSuCFEVEPG/c+LA9fpw0XqUS0dOvv+ZgQgL9li7l561bqfrFFxnqVr9+/d70XN27d+8HCxvlN87P9g7babO6DX029+FW9C0m1Z2Ejir1N/Zz587Fzc2NChUqfHJss2bNsLGxoVGjRlSuXJkNGzakar8ch11DKFgTTo6Ai7MgfC14/w52DTTtWY5i9erVxMfHyynAGcQ/l/9hzvE5DKkyhCoOVTTtjnbx4ACc+BYe7IO8JaB6CNg3kW1oJBKJRPJepFjNpTg5OWVMZPXVK3j4UAjRBw+S1h8+hHv3koTozZvwdg6mmRk4OgqrWjVp3dERSpcWeajA0Jo1iXJxoUqdOp/v71uYmJjw3Xff0b17d/7++28aN278wbHGeYxZ3WI1fTb3Ycr+Kdx+ept5vvPQT0WFylOnTnH48GF++eWXVFf6rVKlCvv376d+/frUqlWL5cuX06hRo1R/thxDHjPwmgmObeBwN9jdULSv8JwBhgU17V2OICgoiJIlS+Lh4aFpV7I9j189puv6rpQuUJrxtcdr2h3t4cklODkMboWAoTV4/wFOXbWrTZVEIpFItA75XyKnoygQHi4KDMXEiOJEajUtdXU5ceIEBAe/2UZCQtJ68m1Pn74rRBOXz569/7w6OqJfpKMjlCkjKvEWLpxSkJqbf/Jp+pUrV9izZw8TJ07MtHYuXbp0Ydq0aYwcOZIGDRp8tAqvro4u//P5Hw55HRixYwQRzyJY0XwFVsZWHz3HX3/9hb6+Pu3atUuTbyVKlODAgQM0bNiQJk2aMGvWLHr06JGmY+QYClSGeqFw9kcImwgRW6H8NCjaUUZlPoPw8HD27NnDuHHjclfLpEyi/5b+3H12l7Wt1mKoZ6hpdzRP3DPx93r+Z9DRhzLjoeQAyPNu3r5EIpFIJG8jxWpOIi5OVMk9cQJCQ8XyxAmIjHxn6Bu5k9ppfyYmQnwWKCCWJUumfP320sJCCNbPZMGCBejo6NChQ4fPPtaHyJMnDxMmTKBVq1YEBwd/UlCqVCqGVx+OXV47uq7vSv6p+SlkUggXKxecLZ1xtnBOWrd0Rl/RZ/Hixfj5+WFl9XFR+z4KFSrErl27aNmyJT179uTmzZtMnDgxd+YW6upDmTFQ2B8OfwMHO8O1JVBhNpg5adq7bMny5ctRFIXWrVtr2pVsz/6H+1kYtpBR1UfhZZvL2y4pCtxcAccHwcvb4qGSx49gZK1pzyQSiUSSjVApiX0otYQSJUooFy5c0LQb2s/Tp6LAUKIgDQ0VxYliYsT7BgYiolmuHHh4gJubEJy6uqCjw5atWxkwZAhr1q6lZOnSQli+fu+ddVNTMDLK8o+YkJBA0aJFKV26NFu2bEnVPrt27aJWrVppPpdarcbT05Po6GjOnz+f6j6Tx+4cY9vVbVyOvMylyEtcjrzMnad3UozJq5uXJ9ee8KXXl9RwrfFGxBa3Kk5eg9S3ZYiPj6d3797Mnj2bmTNn0rt37zR9xhyHoobLcyD0W1DiwX08lOj/WdMK03v9ZGc8PT3R1dXl8OHDmnYlW/PoxSOKzyiOvYU9R745kqr0gBzL4zNwtA/c3wUW5cBrFhSQubufIjd+/0gyDnn9SD4HTVw/KpXqmKIon3yyKyOr2s7Tp3DxYpKFhQlhmjzf1MpKCNI+fcTSwwNKlAC9D/96C8bHcx44m5BASReXzP8c6WDHjh3cunWLqVOnZvq5dHR0+OGHH/Dx8eHPP/+kV69eqdrP09YTT1vPFNuexz7nStQVIWAfXeLXJb8SmyeWsy/Psm3nthRji5oXxcPag3LW5ShnU45y1uWwNbN973RMPT09fv/9dw4cOMCqVaukWFXpgEt3sGsER3tB6BC4HgwV/wTL8pr2Lltw/vx5jh8/zvTp0zXtSrZGURR6bupJdFw0/zb5N/cK1dhoOP0dXJwJefKJYmhO34DOh1MrJBKJRCL5GFKsagOxsXDtmhCjFy6kFKcREUnjVCooUkRESzt0SIqapqFdSyLZodfq/PnzMTc3x9fXN0vOV69ePWrUqMGECRPo1KkTJiYm6TqOib4J7oXccS/kztWrVxk2exjff/89IweO5EXcC65GXeXSo0uce3iOk/dOEhoRyprzSf1b8xvnF+LVupwQsjblcLF0QVdHF5VKRYMGDZg6dSrR0dHky5cvoz5+9sXYDqqvEYVbjvaGfypAme/AdYQQtJIPEhwcjEqlomXLlpp2JVuz8ORCVoStoFvRbnhY58IiVYoari0WVX5fPQDnACg7EQzSnvYgkUgkEklypFjNSh49EoWOzp5NEqUXLgihmpCQNC5/fiheHL7+WkRIixcX5uSUYdNx8+XLh5WVlfb1Wn3N48ePWbNmDV26dMHQMGuKlKhUKiZNmkTVqlWZMWMGI0aM+Oxjzps3Dx0dHTp16gSIisJuBd1wK+hGU5q+Gfc05ikn753kxN0ThEaEEno3lOkHpxOnjnuzn3shd8pZl8PU3ZR4w3i2b99Os2bNPtvHHIFKBYWbgXUdONIbTo2GyGNQeSHkSf1U69yEoigEBwdTu3ZtbGxsNO1OtuVy5GV6b+pNTceatHJopWl3sp7I4+Ih0cMDYFUJam0CS89P7yeRSCQSSSqQYjWjURS4fz9JlCa3+/eTxhkZgYuLiI62bJkkSIsXB0vLLHHV2dlZayOry5Yt49WrV3Tu3DlLz1ulShUaNWrElClT6N69O5af8buIj49n/vz5+Pj4YGdn99GxZgZmVCtcjWqFq73ZFpsQy7kH5wi9G0poRCgn7p1g6emlPIl5Av1hxMERlKpRitIFSqfbxxyHvgVUWQL5K8LxgfBPRaixVvRzlKTg2LFjXLp0iaFDh2ralWxLXEIcbVa3QV9Xn8VNF3MlVDu/TzOFmEdwchRcng2GBaDSAijaXs5mkEgkEkmGIsVqelEUuHPn/aI0efXdvHlFz9CGDcXS1RVKlQIHhwyplvs5ODk5sX//fo368CHmz5+Pm5sbnp5Z/4R+4sSJlC1blilTpvDjjz+m+zhbtmzhzp07/Pbbb+naX19Xn7LWZSlrXZZOHp0AUCtqzj04h+9EXy7lvYTrb674uPgwuPJgahWpJVuPgIiylugL5u6wrwVs8YYqi8E+a6aTZxeCgoLQ19fHz89P065kW8btHseRO0dY6b8Sh3wOXCEXiFV1Alz5E06OhLhoKNFPTLvXlykJEolEIsl40iRWVSqVA7AIKAQowBxFUWaoVCoP4A/AEIgHeiqKclilUtUC1gHXXh8iRFGU7NUlXVHg7l1R2Ohti45OGmdhIYRo8+ZClCaara3W9oB0cnJi2bJlxMbGprr6bVZw9uxZDh8+zLRp0zQivsqUKUObNm2YMWMGffv2xdbWNl3HmTt3LtbW1vj4+GSYbzoqHVwLujLSYyRdeneh5/yerLyxkjqL6lDepjyDKg/Cv7Q/eXTzZNg5sy2FakG9Y7DXD/Y0AbfR4qZaRn5ISEhg2bJl+Pj4YGFhoWl3siV7buzhh70/0MWjC81LN9e0O5mPosCdzXBqJESdgIK1wGsmmLtp2jOJRCKR5GDSGlmNBwYpinJcpVKZAcdUKtU2YAowTlGUzSqVyuf161qv99mrKErDDPM4M7l//11BeuYMREUljbGyEqK0TZukSGnp0lCwoNaK0g/h7OyMWq3m+vXrFC9eXNPuvGH+/Pno6el9st9pZjJ+/HiWL1/OhAkT+P3339O8f0REBBs2bGDIkCHkyZPxwrFevXrwAhyuOnBj0A2WnFrCzwd/pm1IW4ZtH0b/Sv3pVr5bmlrj5EhMHODLvXCkJ5yZIPLrqiwBfXNNe6ZR9uzZQ0REhOytmk6iXkbRLqQdzpbOzKg/Q9PuZC6KAne3w6kx8OggmBSFKsHg2DLb/c+TSCQSSfYjTWJVUZQIIOL1+lOVSnUOsENEWRPvivMBd95/BC3ixQvYuxe2bYOjR4Uwffgw6X1zcyFE/f3FMtEKFcox/6CTVwTWFrH68uVLFi9eTIMGDShYsKDG/ChWrBgBAQHMmTOHQYMG4ezsnKb9Fy5cSEJCAl26dMkU/2xsbChXrhybN29m2LBhfOP5DV3Ld2XTpU38tP8nBm0dxLjd4wgoH0Dfin1xyOeQKX5kC3QNoeJfYOUNR/uKasHV14C5q6Y90xhBQUGYmprSsGH2eI6oTSiKQveN3Yl4FsH+Lvsx1TfVtEuZx/09oljZ/T1g7AAVZkOxzqAjZ25IJBKJJGtId86qSqUqApQDDgH9gX9UKtVPgA6QvPt3ZZVKdRIhYAcrihKWbm8/B0WBU6dg61Zhe/dCTAwYGIgiR76+4OaWJEptbHKMKP0QiWJVmyoC//jjj9y7d48BAwZo2hVGjRrFggULGDNmDEFBQaneT1EU5s6dS82aNXHJxB629evXZ/LkyW9a2OiodGhYvCENizfk6J2jTDswjekHp/PLoV9o5daKQZUH5c62GiD+ll16QL4ysM8ftlYUBWEK54Lpm28RExPDqlWraNq0KcbGxpp2J9uR2KZm0heT8Lbz1rQ7mcODA3B6jIioGtmA1yxw6ga6Bpr2TCKRSCS5jHSJVZVKZQqsBvorivJEpVJ9DwxQFGW1SqVqAfwF1AWOA46Kojx7PT14LfDO3btKpQoAAgAKFCjArl270vVh3kY/MhKLo0exOHoUy6NH0X89nfdZ0aJENW5MpJcX0e7uqN9ujZLY4zSHoygKhoaG7N69mzJlymjaHW7fvs2kSZP44osvUBQlXdfBs2fPMuz6AWjSpAlBQUHUqVMn1dHVEydOcOXKFVq2bJmhvryNtbU1CQkJ/PLLL9SsWfOd9wOtAvGt4Mvq8NWsOrOKJaeW4GXhRbei3Shhlnur4+rnm4lr5Fjy7fPnhmkbrpl1AZUukPHXjzayb98+Hj9+jJubW47/rBnN7Ze36XG0V/ByWAAAIABJREFUB2XzlcU7zvudn192v35MYy9Q9Ol8rGIOEatjzs28Pbhj4ov6jgHcOaBp93I82f36kWgWef1IPgetvn4URUmTAXmAf4CBybZFA6rX6yrgyQf2vQ7k/9jxixcvrqSbly8VZds2RRkyRFHKllUUEU9VlPz5FaV1a0WZP19RwsPTf/wciLu7u9KwYUNNu6Go1Wqlfv36ipmZmXL79u10H2fnzp0Z55SiKJGRkYq5ubni4+OT6n3atm2r5MuXT3nx4kWG+vI2cXFxirm5udKlS5dPjo16GaX8uPdHxWqylcJ3KP4r/JXzD85nqn9aTfwrRTkUqChLUZQdXyvKq0eKomT89aONtGjRQilQoIASGxuraVeyFbHxsYr3HG/F4kcL5ebjm+8dk22vn8iTirLbV/w9rLRUlDOTFCX2qaa9ynVk2+tHohXI60fyOWji+gGOKqnQnmkqi6kSpVn/As4pivJzsrfuAImhnTrApdfjrV/vg0qlqoCYIvwozYr6Yzx4AHPmQP36oiLvl1/CL7+IXqWTJsGxY3DvHgQFQadO8Il+l7kNJycnrZgGvG7dOjZv3sy4cePSXX03M7CwsGDYsGFs2rSJffv2fXJ8VFQUq1atol27dhgZGWWqb3p6enz11Vds3rw58WHQBzE3NGdotaFc7XeVMTXGsOnSJlx/cyXg7wBuP7mdqX5qJboGUOEPqDAH7u2ELV4QdVLTXmU69+7dY/369fj7+2dK4a+czHe7vuPInSPMaTQn5+SAR58V7Z02lxV/B2XGge81cB0GeXJwLq5EIpFIsg1p7eFQFWgP1FGpVCdemw/wDTDtdW7qD7ye0gs0B8683v4r0Er51F11anjwAGbPhrp1RW5pYCBcviyWGzeK6r07dsCwYVC+vMb7mWozzs7OXLt2DbVarTEfXrx4Qb9+/XBzc6N3794a8+ND9OnTBxsbG4YNG/ZJUbh06VJiYmLo1q1blvhWv359IiIiOHkydUIrr0FextUex9V+V+nl3YsFJxbgPNOZoduGEvky8tMHyGk4fwN1d4M6BrZWpsDLHZr2KFMZN24c8fHx9OvXT9OuZCt2X9/NpH2TckabGkUND/bD/vaw0U20o3EdCb7XocwYyJPLK4hLJBKJRKtIazXgfYhpvu/D8z3jZwGz0uHXu9y/DyEhsHIl7NoFajW4uMDQodCiBbi75/iCSJmBk5MTMTEx3L59GwcHzUQLfvjhB27evMnu3bu1MtpjbGzM6NGj6dmzJ5s2baJBgwbvHacoCn/++Seenp54eGRNIaN69eoBsHnz5jSds6BJQWbUn0H/Sv0Zu2ssU/dPZfax2QytOpS+Fftiom+SWS5rH/kriX6s+/xxfTABLtuDc8Cn98tmXLx4kTlz5hAYGKg11b+zA1Evo2i3Jpu3qVH/v737jo+qWP84/pkkJJTQCUVAwARp0kFUipRQAoIoXSkGARHxx712Ebsg9oKAUhQQBBFEBAk9IHIB6UhogqIISC+BICWZ3x+7waAEUjZ7Nsn3fV/n5eaUmSfL3JN9dubMxMPRlfD7DNg3E84dAP9cUOkJqPQU5CzidIQiIiJX5dtdjocPw8cfQ7Nmrh7Uhx+GP/6AZ5+FTZtg504YOhSqV1eimkZOzwi8a9cu3nrrLbp3706jRo0ciSEl+vTpQ2hoKIMHD062F3r9+vVs2bLFa72q4JpkqVatWkRFRaXp+nIFyzHpnkls7r+ZRmUaMXjpYMJGhPHxuo+5GH/Rw9H6sFzFoekijgXVgx8fgp2e+Y7NlwwePJhcuXLxwgsvOB1KpmGt5aG5D/HnmT+Zcu+UzLVMTcIl+HOpa43hb0rC4jthz1goXA/umAL3/gk131SiKiIiPs3nklUTHw+jR0PTplcmqIMHw+bNsGMHvPaaElQPSZzhds+ePV6v21rLo48+Ss6cOXnrrbe8Xn9q5MiRg1deeYUtW7Ywbdq0q54zbtw4cuXKRbdu3bwaW0REBP/73/84efJkmsuoWqwq33b7lhWRKwgtGMrD3z1MpZGVmLZ1GgnWuSHiXuWfk62FXoFSd8P6R2H7O05H5DGrV69m5syZPPHEExQrVszpcDKNCZsm8NW2r3i1yauZY5mahItwYAGs6QuzSsDSZvDLRCjaCOp/CfcegUZfQ9n7NNxXREQyBZ9LVoP37IEBA+DAgSsT1Fdf1VDfDFC6dGly5MjhSLI6a9YsFi5cyKuvvkrx4sW9Xn9qde3alWrVqvHCCy9w8eKVvY5nz57liy++oHPnzuTPn9+rcUVERBAfH8+iRYvSXVaDGxuwInIFc7vNJXeO3HSb2Y3aY2ozd9dc/jzzJxfiL3ggYt9lTSA0+Apu7AQbn4CYYU6HlG7WWp566imKFSvG448/7nQ4mcbPx37m0ahHaVy2MU/e8aTT4SQv/jzs/w5WR8LXxWBZK/htGhRvDg1nQocj0GA6lOmsSZNERCTTSdM6qxnpQqFCrmdSb7lFiakX+Pv7U7ZsWa8PAz579iz/+c9/qFatGgMGDPBq3Wnl5+fHsGHDuOuuuxg/fjz9+/e/fOyrr74iNjbWq0OAE9WrV4+CBQsSFRVFp06d0l2eMYY2N7ehVVgrpm6dyvPRz9N2atvLx/PkyEPh3IUplKvQ31vOQv/e597CCoWRMyDnNWr0MX454I4vwC8QNj8H8Reg6ouZ9n40d+5cVqxYwahRowgOVrKSEhfjL3L/1/cT6B/I5/d8jr+fv9Mh/dvxDbBrJOybARdPQ478rlEBpTtAiRbgn4n+PyciIpIMn0tWzxcpAlWrOh1GthIWFub1ntXXXnuNffv28cUXXxAQ4HPNMFmtW7emfv36vPLKK/Ts2ZPcuXMDriHAFSpUoH79+l6PKekSNgkJCfh5aPZrfz9/ulfrTucqnZn38zwOxh7k+LnjHD93nGPnjl1+HXM45vK+SwmX/lVO8eDiPNvgWfrV7pd5kla/ALhtoitx3fqya7bg6sMyXcJ66dIlnnnmGW6++WZHvkjJrF5c9iJrD6xlRqcZlMpXyulw/hZ/wZWc7voIjq6CgDxwY2fXSIBizcA/0OkIRUREPCrzZAmSYUJDQ1m5ciXWWowXPozv2LGDd955h169etGgQYMMr8+TjDEMHz6chg0bMmLECJ5++mm2b9/OypUreeutt7zy/l1NREQEX375JZs3b6ZmzZoeLTvQP5D2Fdtf9zxrLWcunLmcxB4/d5xDZw8xZv0YBs0fxFv/e4vnGz1PZI1Icvj73qzP/+LnD/XGg18QbBvuGm5Z651MlbBOnDiRbdu2MWPGDJ+cadsXLd+7nOE/DKd3jd50qNzB6XBc4g7A7o9h9xj46xDkLQ+1P4ByvSDQu48diIiIeJPPPbMq3hcaGsrp06c5evRohteVOKlS7ty5eeONNzK8vozQoEEDWrduzfDhwzlx4gTjx48nICCAnj17OhZT0iVsnGKMIW9QXsoUKEPNEjVpdlMz7qt6H9G9olncYzGl85XmobkPUeGjCkzYNOGqvbA+x/hB3dFw86Ow8z1Y96hrncpMIC4ujhdeeIHbbruNe++91+lwMoV9p/b5zjI11sLhFfBDF5hdBra+BoXqQuP5cNcOqPB/SlRFRCTLU7IqXp0ReMaMGSxevJihQ4dm6llJhw4dysmTJxk6dCgTJ07k7rvvpmjRoo7FU6xYMWrXrs28efMciyE5xhia3dSMlb1X8t1931EwV0EiZ0dSZVQVpv401fdnGzbG1YtV6Qn4eST82D9TJKwffPABBw4c4M0333Ssxz8zOXz2MOGfh3P6/Gmmd5ru3DI1l87C7rEQVQMWN4I/F0HF/0C73dB4DtzQ0vUlioiISDagv3hyea3VjE5Wz5w5w3//+19q1qx5xeREmVGNGjXo1q0b77zzDkePHvWJ5wEjIiJYtWoVJ06ccDqUqzLG0Lp8a9b1XcesLrMI9A/kvq/vo9roany9/WustU6HmDxjoMabUOU511qVq3tDQrzTUSXr6NGjDB8+nLZt29KwYUOnw/F5J86doMXnLdh3ah/f3fcdNYrX8H4QZ36BDU/ArFLwYz/AwK1jof0fUPMtCL7J+zGJiIg4TMmqUK5cOYwxGT4j8Kuvvsr+/fsZOXIk/v4+OLtmKr3yyisEBARQunRpmjdv7nQ4tG7dmoSEBI8sYZORjDG0r9iezf03M63DNC4lXKLD9A7UHlOb73Z957tJqzFQ/TWo+gr8OhFW9QQfHco8dOhQzpw5w/Dhw50OxefFno8lYkoE249u55uu39DgRi88R28T4Myv8Mds1/De6Aj4Ngx2fgAlWkL4CojYCGF9ICB3xscjIiLiozTBkpAzZ05KlSqVoT2r27dv591336V3797cfvvtGVaPN4WFhTF27FhCQkJ8Ivm+9dZbKVSoEPPmzaNz585Oh3NdfsaPLrd0oUPlDnzx0xe8vPxl7pp6F/VK1uPVJq8SflO4bw5frfq8a9bVTc9AwgWo/4Vr1mAf8csvvzBy5EgiIyOpXLmy0+H4tHMXz3H3tLtZd2AdMzrPoEVoC89Xcv4YnPzpyu3UVrh05u9zgkPhluch7CHIfYPnYxAREcmklKwK4BoKnFHJqrWWgQMHEhwcnOV6eh544AGnQ7jM39+fFi1aMH/+fI8uYZPRAvwC6Fm9J91u6caETRN49ftXaTG5BXeWuZP3W73vzJDM66n8tGsd1g2PwYoL0GA6+Ac5HRUAQ4YMISAggJdfftnpUHzahfgLdPqqE8v2LmPSPZNSNON1smwCXDxF8MWf4Zff4VSSxPTcgb/PCywEBarBTZFQoKpry18FcuRN/y8kIiKSBSlZFcCVrM6ZMydDyp4+fTpLly5l1KhRhISEZEgd4tK6dWumTZvGpk2bqFWrltPhpEoO/xz0rd2XntV7MnbDWF5e/jK1x9RmYN2BvNLkFfLn9LGZTyv+17WszbpH4Pt7oMGXjicd69evZ+rUqTz77LOULFnS0Vh8WXxCPD1m9eC7n7/j4zYf071a978PWuvq9Tx/NBXbMbDx1AE4guuLjPyVXWufFqwG+d2Jaa4SmWrpIxEREacpWRXANaT18OHDxMbGkjev5z5wx8bG8thjj1G7dm369evnsXLl6lq2bAnAvHnzMl2ymigoIIiBtw7kvqr3MWTpEEb8OIIvY77k7RZvc3/V+31raPDNA1yJyY/9YG5F16zBpTs4kpBYa3n66acpXLgwTz/9tNfrzywSbAL95vRjesx03mr+Fg9V6woHF8KR/8HR/8GxNXDx9NUvNv4QVBiCiri2fBX/fh1UhJhfT1Lljq6udVD99OdVREQkvfTXVIC/ZwT+5ZdfqF69usfKffnllzl48CCzZs3yiec6s7qiRYtSp04doqKiGDJkiNPhpEuhXIUY1WYUvWv25pF5j9BjVg/GbhjLyNYjuaXoLU6H97ewPq5es7X94YdOUKIV1PkI8oZ6NYyFCxeyZMkS3n//ffLn97FeaB9hExIYNi+Si3sm8WP1WtQ9OQlmPAVY13Iw+atCmftcM+8mSUIJKgI5i0CO/NdcNubIn8sgfyWv/T4iIiJZnZJVAf5ea3X37t0eS1a3bt3K+++/T58+fbj11ls9UqZcX+vWrXnttdc4fvw4hQoVcjqcdKtzQx1WPbiK8RvG88ySZ6jxcQ0G1RvES41fIm+QjzzrV6QetFwLu0bCliEw7xbXMjeVnvTKs6wJCQk8/fTTlCtXLtMvC+VRl87B8XWuHtMj/yPuwGKG2DgoDvbiHsh/O5TuBCF3QOFbHR/GLSIiIlfKHDOwSIbz9FqriZMq5c+fn2HDhnmkTEmZiIgIEhISWLhwodOheIyf8aNv7b7sHLiT3jV78+7qd6k4siLTtk7znaVu/AKg4iC4aweUbAtbnoeo6vDn0gyvesqUKWzevJmhQ4cSFOQbEz054sIp2P8dbHwSFtSDr/LB4kaw6RmOH/of00/FMTGoPrb1T5iOx6FJlGt25+LNlKiKiIj4ICWrAkC+fPkoUqSIx5LVr7/+muXLl/P6669TpEgRj5QpKVO3bl0KFy5MVFSU06F4XJHcRRjTdgyrH1xN8eDidJvZjfDPw9l+ZLvTof0td0nX7MCNoyDhIixtBv/rDucOZUh1f/31F0OGDKF27dp06dIlQ+rwWRdOwv65sOEJmF8HZhaC5XfBzg9dk19VehLunMNnN71J4e1HWRjSle73LMcUuOWaw3lFRETEN2gYsFwWFhbG7t27PVLWyJEjKVeuHA8++KBHypOU8/f3p2XLlpluCZvUqFeqHj/2+ZFP1n/Cc0ufo9rH1Xjstsd4/s7nCQ4Mdjo8lxtaQeutsO112DbclVTVeB1C+4Gf557fHjlyJL///juffvpplvy3vsKFk3B4BRxeBoeXw4mNrmVj/AKhyO1Q5Xko1hgK14OAXAB8vvlzei94irY3t2VS+0n4e/C9FxERkYyVxT/ZSGp4aq3V3bt3Ex0dTZ8+fTSpkkMiIiI4fPgwGzZscDqUDOPv58+AugPYOXAn3at1583/vUmlkZWYsW2G7wwNDsgF1V6B1j9BodqwdgAsvB2Oe+bf5cSJEwwdOpSWLVvSrFkzj5TpUy6ehj/mwIbHIao2zCgE37dzPRscEOxKTptFQ8eTEL4Mqr3kSlbdieqs7bOInB1J03JNmd5pOjn8czj524iIiEgqKVmVy0JDQ9m3bx/nz59PVznjx4/H39+fBx54wDOBSaq1bNkSY0yWHAr8T0XzFOWzuz/jh8gfKJSrEJ2+6sSzS551Oqwr5asATRfD7ZMh7jdYUBfWDUp+iZQUGj58OCdPnuSNN97wUKA+wFo4uhpWR8LXxf9OTnPkg6ovQrNl0OnqyWlSC3YvoMuMLtQtWZfZXWeTMyCnl38RERERSS8lq3JZWFgYCQkJ7N27N81lXLx4kc8++4w2bdpwww03eC44SZWQkJDLS9hkF/VvrM/6fuvpW6svb6x8g6k/TXU6pCsZA+Xuh7t2Qlh/2DXCtTbr9nfhxCbXcNZU2LdvHx988AHdu3f36HJTjrlwCnaNgqgart7n37+Cst1dPaedTkJ4tCtZLXYn+F878fz+t++558t7qFK0CvPum+c7Q8NFREQkVZSsymWemBF47ty5HDp0iL59+3oqLEmj1q1bs2bNGo4dO+Z0KF4T4BfAR60/ouGNDXnw2wfZ9Ocmp0P6t8ACUHcktFgNuUrBxschqibMLALft4cd78HxjZAQf81iXnjhBay1vPrqq14KPANYC8fWwpo+MOsGWPcIGH+o+zHccxDqjXH1nF4nOU3qh99/oPWU1pQpUIYF3RdQMFfBjItfREREMpSSVbnME8nquHHjKFmyJK1atfJUWJJGWXEJm5QI9A/kq05fUTh3YdpPa8/RuKNOh3R1RW6FVj/C3b/B7ZOg9L1wcitseAzm14KZhWF5O1fP6/H1VySvW7duZeLEiTz66KOUKVPGwV8ijS7Gws+fwPzasOBW2DsVynaDlj9Cq/VQ/qE0LSWzat8qIqZEUDJfSZb2XErRPEUzIHgRERHxFs0GLJcVLVqU4ODgNM8IvG/fPubPn8/gwYMJCFDTclqdOnUuL2HTrVs3p8PxqmLBxZjVZRYNPm1A5686s7DHQgL8fLRN5rkRyvVwbQBxf8Ch5X/PeLt/jmt/jvwQ0hCK3cnXY78nb3AuBg8e7FjYaXJ8A+z+BPZ+AZfOQIFqUGcklL0fAvOnq+g1f6yh5eSWlAguQXSvaErkLeGhoEVERMQpPvrpTZxgjEnXjMCffvop1lotV+Mj/P39adWqVZZewuZa6txQhzFtx9Drm148ufBJ3mv1ntMhpUzuUq5nW8vd7/o5br8raT28HA4tgwNzeaEePF0ngKDVjSE41LXlDf37dZ4bwc+LM99aC/HnXAnopbP/3uL2wS+fwfF14J8LynSBsIdcS8wYk+7q1+5fS4vJLSiapyjRvaK5Ia+elxcREckKlKzKFUJDQ9m2bVuqr4uPj2f8+PE0b96csmXLej4wSZOIiAimTJnC+vXrqVu3bqqvv3DhAm+++SYjR45kzpw51KlTJwOizDg9q/dkw8ENvL/mfWqWqEnP6j2dDin1cpeEsve5NmDMBy+zdNpLjHixCyG5TkPsLjg4H+L/+vsa4w95ylw9kQ2+yZUgXox1bZfOwKUkry/Gun9Ouj/x2JkrE9L4xIQ0DrjOckH5b4HaI6Bcd9dzux6y/sB6WkxuQeFchYnuFU3JfCU9VraIiIg4S8mqXCEsLIy5c+cSHx+fqjVSFy1axL59+3jnnXcyMDpJraRL2KQ2WV2zZg19+vRh69at+Pn58dFHHzFhwoSMCTQDvdX8LbYc2kK/Of2oHFKZOjdkroQ7qYSEBN4eOYUiRW4npNXkvw/YBDh3EM7sgdg9rv8mvv59Olw4nrYK/XO61jMNyOt6hjQgj2sJmVwlXK8D8riPu1/7u/+bI/jv1wF5XMlpcKhHelGT2nhwI80/b06BnAWI7hVN6fylPVq+iIiIOEvJqlwhNDSUCxcusH//fm688cYUXzd27FhCQkK4++67MzA6Sa0iRYpw6623EhUVxQsvvJCia86cOcOQIUP48MMPKVmyJN9++y1z5sxhypQpjBgxgrx5Uz/xjZNy+Ofgy45fUndsXe758h7W9V1HseBiToeVJkuXLuXnn3/+97+l8XP1wOYuCUUb/fvCCyf/Tl7P/goYd/KZ15VsJr7OEZzkv8HeHUqcSpv/3Ez45+HkDcpLdK9oyhTIhBNNiYiIyDVlr4fY5LrSMiPwoUOH+Pbbb+nVqxeBgYEZFZqkUUREBGvWrOHo0evPihsVFUWVKlX48MMPGTBgADExMbRt25bIyEji4uKYPn26FyL2vJA8IczqMotjccfo+FVHLsRfcDqkNBk9ejSFCxemY8eOqbswsAAUqg1lOkPlp6HyU1D+YdeQ3NLtoXgz1+zE+StDntIQWNCnE9WfDv1Es0nNyJMjD9G9oilboKzTIYmIiEgGULIqVwgLCwNI1YzAEyZM4NKlS/Tp0yejwpJ0iIiIwFp7zSVsjhw5Qvfu3WndujV58uRhxYoVfPTRR+TLlw+A2267jYoVK/LZZ595K2yPq1miJuPbjeeH33/gv/P/63Q4qbZ//35mz55N7969yZkz5euOZjUxh2NoNqkZOQNysrTXUm4qeJPTIYmIiEgGUbIqVyhVqhQ5cuRIcc+qtZZx48bRsGFDKlSokMHRSVrUqVOHkJAQoqKi/nXMWsvkyZOpVKkS06dP58UXX2Tjxo3Ur1//ivOMMURGRrJy5Up27drlrdA9rlvVbjx5x5OMWjeK8RvGOx1OqowdO5aEhAQeeughp0NxzLYj22g6qSkBfgFE94omrFCY0yGJiIhIBlKyKlfw9/enXLlyKU5Wly9fzu7du+nbt28GRyZp5efnR8uWLS8vYZNo7969RERE0KNHD8qXL8/GjRt56aWXCAoKumo5PXr0wN/fP1NOspTU681ep0VoCwbMG8DqP1Y7HU6KXLx4kbFjx9KyZcvLQ/Wzmx1Hd9B0YlP8jB/RvaIpX7i80yGJiIhIBlOyKv8SFhaW4mHAY8eOJX/+/Kl/hk68KiIigqNHj7Ju3Tri4+N57733qFKlCitXrmTEiBH88MMPVKlS5ZpllChRglatWjFx4kTi4+O9FLnn+fv5M7XDVErlK8W9X97LwdiDTod0XXPmzOHAgQM8/PDDTofiiF3HdtF0YlMAlvZcSoUiGsUhIiKSHShZlX8JDQ1lz549WHvtdROPHz/OzJkz6d69O7ly5fJSdJIWiUvYjBgxgttvv53HHnuMJk2asG3bNgYOHJjiZYp69+7NgQMHrvn8a2ZQKFchvunyDafOn6LD9A6cv3Te6ZCuadSoUZQuXZo2bdo4HYrX7T6+myYTm3Ap4RJLei6hUkglp0MSERERL1GyKv8SGhpKbGwsR44cueZ5kydP5vz58xoCnAkULlyYevXqMXnyZPbu3cu0adOYM2cOpUunbl3Ku+66iyJFimTqiZYSVS1WlYntJ7Lqj1UMnDfwul/OOGXXrl0sWbKEhx56KFVrH2cFe47vocnEJlyIv8CSnkuoUvTavf8iIiKStShZlX9JnBH4Ws+tWmsZO3YsdevWpXr16t4KTdLhxRdf5PHHH2f79u106dIFY0yqywgMDOT+++9n9uzZHDt2LAOi9K6OlTsyuMFgxm0cxyfrP3E6nKv6+OOPCQgI4MEHH3Q6FK/a/Odm7pxwJ3EX41jcYzFVi1V1OiQRERHxMiWr8i8pWWt1zZo1bN26Vb2qmUirVq14++23KVy4cLrKiYyM5MKFC3zxxRceisxZrzR5hdblW/No1KNsObnF6XCuEBcXx4QJE7j33nspXry40+F4zcI9C2n4WUMAlvVaRvXi+kJMREQkO1KyKv9Srlw5jDHXnGRp3Lhx5MmTh65du3oxMvEF1atXp1atWlliKDC4Jlyacu8UyhUox4vbXmTP8ZTNhO0NX375JSdOnGDAgAFOh+I1n238jDZftKFcwXKs7rNaPaoiIiLZmJJV+ZegoCBKly6dbM9qbGws06ZNo2vXruTNm9fL0YkviIyMZOPGjWzatMnpUDyiQM4CzL1vLgk2gVZTWnHk7LWf1/aW0aNHU7lyZRo1auR0KBnOWstLy16i97e9aVK2CSsiV1AqXymnwxIREREHKVmVq0qcEfhqpk6dytmzZzUEOBu77777CAwMzDK9qwA3F76ZYbcM44/Tf9B2alviLsY5Gs+6detYu3Yt/fv3T9PzxZnJhfgLRM6O5OXlLxNZI5Lv7vuOfEH5nA5LREREHKZkVa4qNDQ02WHAY8eO5ZZbbuHWW2/1clTiKwoVKkT79u2ZMmUKFy5ccDocj6mSvwpTO0xl7YG1dJ3RlUsJlxyLZfTo0eTOnZuePXs6FoM3nD5/mjaLZlL5AAAgAElEQVRftGHi5om83PhlxrcbTw7/HE6HJSIiIj5AyapcVVhYGEeOHCE2NvaK/Zs2bWLdunX07ds3y/f2yLVFRkZy7Ngx5syZ43QoHtW+YntGRIxgzq45ji1pc+LECaZOncr9999P/vz5vV6/t/xx+g8aftaQZXuXMeHuCbxw5wu6r4iIiMhlSlblqpKbEXjcuHEEBQXRvXt3J8ISH9K8eXNKlizJp59+6nQoHjeg7gCeqf8Mn6z/hGErhnm9/kmTJnHu3Dkefvhhr9ftLVsObeG2cbfx64lfibo/il41ejkdkoiIiPgYJatyVYnJatKhwHFxcUyePJmOHTtSqFAhp0ITH+Hv70+vXr2YP38+Bw4ccDocjxvWbBjdq3VnSPQQJmya4LV6rbWMHj2aevXqUbNmTa/V602L9iyiwacNAPih9w+E3xTucEQiIiLii5SsylVdrWd1xowZnDp1ij59+jgVlviYBx54gISEBD7//HOnQ/E4Ywzj240n/KZw+s7py4LdC7xSb3R0NDt37syyy9VM2DSB1l+0vrw0TbVi1ZwOSURERHyUklW5qnz58hESEnJFsjpu3DjKly/PnXfe6WBk4kvKly9PgwYN+Oyzzxx5tjOjBfoHMrPzTKqEVKHD9A5sOLghw+scPXo0hQoVonPnzhlelzdZa3l52ctEzo7U0jQiIiKSIkpWJVlJZwTesWMHK1asoE+fPpoARa7Qu3dvdu7cyapVq5wOJUPkC8rHvPvnUTh3YVpPac2vJ37NsLoOHDjArFmziIyMJGfOnBlWj7ddjL9I729789Lyl3igxgNamkZERERSRMmqJCssLOxyz+q4ceMICAigVy9NgiJX6tSpE3ny5MlSa67+0w15byDq/ijOx58nYkoEx+KOZUg948aNIz4+nv79+2dI+U44dOYQbb5ow4RNE3jpzpf4tN2nWppGREREUkTJqiQrNDSUffv2ERsby8SJE2nXrh3FihVzOizxMcHBwXTq1Ikvv/ySs2fPOh1OhqkcUplvu37L3pN7aTu1LecunvNo+ZcuXWLMmDG0aNGCsLAwj5bthASbwCfrPqHiyIos27uMT9t9youNX9TIDBEREUkxJauSrNDQUKy1vP/++xw9epS+ffs6HZL4qMjISGJjY5k5c6bToWSohmUaMvneyaz+YzX3fX0f8QnxHit77ty57N+/P0ssV7P5z83U/7Q+/b/rT43iNdjy8BYia0Y6HZaIiIhkMkpWJVmJvTtvv/02N954I82bN3c4IvFVDRs2JCwsLEsPBU7UsXJH3mv5Ht/s+IZB8wd5bGKpUaNGUapUKe666y6PlOeEMxfO8MTCJ6g9pja7j+9mUvtJLO25lIpFKjodmoiIiGRCSlYlWYnL15w+fZrevXvj7+/vcETiq4wxPPDAAyxbtoxffvnF6XAy3KDbBvH47Y8zcu1I3lz5ZrrL+/nnn1m0aBH9+vUjICDAAxF637c7v6XyyMq8s+odetfszc6BO+lRvYeG/YqIiEiaKVmVZIWEhBAcHIyfnx+9e/d2OhzxcT179sQYw8SJE50OxSvebP4mXW/pyjNLnmHKlinpKuuTTz4hICAgU65h/Pup32k/rT13T7ub/Dnz80PkD4xpO4ZCuQo5HZqIiIhkckpWJVnGGGrXrk379u0pXbq00+GIjytdujQtWrRgwoQJJCQkOB1OhvMzfky4ewKNyzbmgdkP8MA3DxD1cxQX4y+mqpxz587x6aef0r59e0qUKJFB0XrepYRLvPO/d6g8sjIL9yzkjfA32NBvA/VvrO90aCIiIpJFZM7xZuI1UVFR+PnpOw1JmcjISLp27crSpUsJDw93OpwMFxQQxKwus3hi4RPM2DaDiZsnUjhXYTpU6kCXW7pwZ5k78fe79vD56dOnc+LECQYMGOClqNNv9R+r6T+3P5sPbaZN+TZ81PojyhYo63RYIiIiksUoC5FrypUrF0FBQU6HIZnE3XffTYECBbLFREuJCuQswLh24zj0xCFmd51Ni9AWTPlpCs0mNaPUe6X4v6j/Y+XvK0mwV+9tHj16NBUrVqRx48beDTwNTpw7wcNzH+aO8XdwNO4oMzvPZE63OUpURUREJEOoZ1VEPCZnzpzcf//9jB8/npMnT1KgQAGnQ/KaoIAg2lVoR7sK7Yi7GMd3u75jWsw0xqwfw4gfR1A6X2k6V+lM11u6UrtEbYwxbNiwgTVr1vD+++/79ERECTaBzzd/zlOLn+Jo3FEG1RvEK01eIW9QXqdDExERkSxMPasi4lGRkZH89ddfTJs2zelQHJM7R246VenEzM4zOfzkYT6/53OqF6/Oh2s+pO7YupQfUZ7nljzHa+NeI2eunPTq1cvpkJO1aM8ian1SiwdmP0DZAmVZ23ct77V6T4mqiIiIZDglqyLiUbVq1aJq1arZaijwteQLykf3at2Z020Oh544xPh247mp4E28sfINZhWbReCgQEb9NIq9J/c6HeoVfjr0ExFTImgxuQWnzp/ii3u/YNWDq6hVopbToYmIiEg2oWRVRDzKGENkZCQ//vgjMTExTofjUwrmKkjvmr1Z2GMhO/vthO9c+55b+hzlPihHg08bMHrtaI7GHXUsxv2n9/Pg7Aep8UkNVv+xmrebv82OR3bQrWo3/Iz+ZIiIiIj36JOHiHhc9+7dCQgIUO/qNRzZewTWwgfVP+DXQb8ytOlQTvx1ggHzBlDinRK0ndqWaVunEXcxzivxxJ6P5fmlz1N+RHkm/zSZ/9T7D3v+bw+P3/E4QQGaZE1ERES8T8mqiHhcSEgIbdu25fPPP+fixdStO5pdJPY6V6lShbIFyjK44WC2PryVjQ9t5L+3/ZeNBzfSbWY3ir1djJ6zerJg9wIuJVzyeByXEi7x8bqPCRsRxmsrXuPuinez45EdvNPyHQrlKuTx+kRERERSKlXJqjGmtDEm2hizzRgTY4wZ5N5fwxiz2hizyRizzhhzq3u/McZ8aIzZbYzZYozRw04i2URkZCSHDx8mKirK6VB80rZt28iZMyflypW7vM8YQ43iNXiz+Zv8/t/fie4VTdcqXZmzaw6tprSi5LslGRQ1iB/3/4i1Nl31W2v5due3VB1dlYe/e5gKhSuwps8apnaYSrmC5a5fgIiIiEgGS+3SNZeAx621G4wxeYH1xphFwJvAy9baKGNMa/fPjYEIoLx7qweMdv9XRLK4iIgIihcvzsiRI2nXrp3T4ficmJgYKlWqhL+//1WP+xk/GpdtTOOyjfmo9UfM+3keU36awifrP+HDHz+kZN6SlM5fmqJ5ihKSO8S15Qn5++c8f+/LGZDzirLX7l/LE4ue4PvfvqdC4Qp80+Ub2lVo59PL54iIiEj2k6pk1Vp7EDjofh1rjNkOlAQskM99Wn7ggPv13cAk6+oCWG2MKWCMKeEuR0SysICAAB577DGeeuopli9fzp133ul0SD4lJiaGxo0bp+jcoIAg7ql0D/dUuoeTf53k6+1fs+TXJRw+e5jfTv7G2v1rORJ3JNlhwnkD815OXoMCgvj+t+8pmqcoo1qPok+tPuTwz+HB30xERETEM1Lbs3qZMaYsUBNYA/wHWGCMeRvX0OI73KeVBPYluewP9z4lqyLZwMCBA3n//fd59tlnWblypXru3E6dOsUff/xBlSpVUn1tgZwF6F2zN71r9r5iv7WWU+dPcfjsYY6cPcKRuCNXvE78+cS5EwxpOISn6j+ltVJFRETEp6UpWTXGBAMzgf9Ya08bY14D/mutnWmM6QyMB8JTUV4/oB+4JmZZtmxZWsIS4cyZM2o/PqZbt2688847DBs2jPr16zsdzjV5q/0kTq6UkJCQYfUVcP/vZm6GnLi2JPMlrV+1PkPqzc50/5H0UPuR9FD7kfTw5fZjUjtJhzEmBzAXWGCtfde97xRQwFprjavr5JS1Np8x5hNgmbV2qvu8nUDjaw0DrlChgt25c2cafx3J7pYtW5bioZXiHZcuXaJKlSrkyJGDzZs3J/uMpi/wVvsZN24cffv2Zc+ePdx0000ZXp94h+4/kh5qP5Ieaj+SHk60H2PMemttneudl9rZgA2uXtPtiYmq2wEg8YG0psDP7tffAj3dswLfhiuJ1RBgkWwkICCAoUOHEhMTw5QpU5wOxyfExMSQO3duypYt63QoIiIiIj4rteus1gd6AE3dy9Rscs/+2xd4xxizGRiGe0gvMA/4BdgNjAUGeCZsEclMOnToQO3atXnhhRc4f/680+E4LnEmYD8/LXUtIiIikpzUzgb8A5DcDCm1r3K+BR5JQ1wikoUYYxg+fDjNmzfn448/ZtCgQU6H5KiYmBjCw1P8WL+IiIhItqSv9UXEK8LDw2nWrBmvvfYasbGxTofjmJMnT3LgwIE0zQQsIiIikp0oWRURr3n99dc5evQo77777vVPzqISZwJWsioiIiJybUpWRcRr6tatS4cOHXj77bc5cuSI0+E4QsmqiIiISMooWRURr3rttdeIi4tj2LBhTofiiMSZgG+88UanQxERERHxaUpWRcSrKlasSGRkJKNGjeK3335zOhyvi4mJoXLlypoJWEREROQ69GlJRLzuxRdfxBjDSy+95HQoXrdt2zYNARYRERFJASWrIuJ1pUuXZuDAgUyaNOnyM5zZwYkTJzh48KCSVREREZEUULIqIo549tlnCQ4O5rnnnnM6FK/R5EoiIiIiKadkVUQcUbhwYZ566ilmz57NqlWrPFLm8uXLqVy5Ml999ZVHyvM0JasiIiIiKadkVUQcM2jQIIoVK8YzzzyDtTbN5SQkJPD666/TtGlTtm/fzsSJEz0YpefExMQQHBysmYBFREREUkDJqog4Jjg4mOeff57vv/+eBQsWpKmMY8eO0bZtWwYPHkzHjh3p0aMHy5Yt4+LFix6ONv0SZwI2xjgdioiIiIjPU7IqIo7q27cv5cqV49lnnyUhISFV165Zs4ZatWqxaNEiPvroI6ZNm8Y999zD2bNnWbNmTQZFnHYxMTEaAiwiIiKSQkpWRcRRgYGBvPrqq2zatInp06en6BprLR9++CENGzbEz8+PlStX8sgjj2CMoXHjxvj5+bF48eIMjjx1jh07xqFDh5SsioiIiKSQklURcVy3bt2oVq0aQ4YMue7w3dOnT9OlSxcGDRpEq1at2LBhA3Xr1r18vGDBgtSpU8fnklVNriQiIiKSOkpWRcRxfn5+DBs2jD179jB+/Phkz9u8eTO1a9fm66+/5s033+Sbb76hYMGC/zovPDyc1atXc/r06YwMO1WUrIqIiIikjpJVEfEJrVu3pkGDBrz88svExcVdccxay/jx47ntttuIi4sjOjqaJ598Ej+/q9/CwsPDiY+P5/vvv/dG6CkSExNDvnz5KFWqlNOhiIiIiGQKSlZFxCcYYxg+fDh//vknH3zwweX9Z8+eJTIykj59+lC/fn02btxIw4YNr1nW7bffTq5cuXxqKLBmAhYRERFJHSWrIuIz6tevT9u2bXnjjTc4fvw4O3bsoF69ekyaNIkXX3yRBQsWULRo0euWkzNnTho2bMiiRYu8EHXKaCZgERERkdRRsioiPmXo0KGcPn2arl27UqdOHQ4dOsT8+fN56aWX8Pf3T3E54eHhbNu2jQMHDmRgtClz5MgRjhw5QuXKlZ0ORURERCTTULIqIj6latWqdO/enUWLFlGjRg02bdpEixYtUl1O8+bNAViyZImnQ0y1bdu2AZpcSURERCQ1lKyKiM/54IMP+Pzzz4mOjqZkyZJpKqNatWoUKVLEJ55b1UzAIiIiIqkX4HQAIiL/VLBgQbp3756uMvz8/GjWrBmLFy/GWuvoxEaJMwGnNfEWERERyY7UsyoiWVZ4eDgHDhxgx44djsaROLmSZgIWERERSTklqyKSZYWHhwM4PhRYMwGLiIiIpJ6SVRHJssqWLUtoaKijyerhw4c5evSoklURERGRVFKyKiJZWnh4ONHR0Vy6dMmR+jW5koiIiEjaKFkVkSwtPDyc2NhY1q5d60j9SlZFRERE0kbJqohkaU2aNMEY49hQ4JiYGAoUKECJEiUcqV9EREQks1KyKiJZWuHChalVq5ajyapmAhYRERFJPSWrIpLlhYeHs2rVKs6cOePVeq21mglYREREJI2UrIpIlhceHs7FixdZsWKFV+s9dOgQx48fV7IqIiIikgZKVkUky6tfvz5BQUFeHwqsyZVERERE0k7Jqohkebly5aJBgwZKVkVEREQyESWrIpIthIeHs2XLFg4dOuS1Ordt20bBggUpVqyY1+oUERERySqUrIpIthAeHg7AkiVLvFanZgIWERERSTslqyKSLdSsWZOCBQt6bSiwZgIWERERSR8lqyKSLfj7+9O0aVMWL16MtTbD6/vzzz85ceKEklURERGRNFKyKiLZRvPmzdm3bx8///xzhtelyZVERERE0kfJqohkG4nPrXpjKLCSVREREZH0UbIqItnGTTfdRNmyZb2WrBYuXJiiRYtmeF0iIiIiWZGSVRHJNowxhIeHs3TpUuLj4zO0Ls0ELCIiIpI+SlZFJFsJDw/n1KlTrF+/PsPq0EzAIiIiIumnZFVEspWmTZsCGfvc6oEDBzh16pSSVREREZF0ULIqItlKSEgINWrUyNBkVZMriYiIiKSfklURyXbCw8NZuXIlcXFxGVK+klURERGR9FOyKiLZTnh4OBcuXOCHH37IkPJjYmIICQkhJCQkQ8oXERERyQ6UrIpIttOgQQMCAwMzbCiwJlcSERERST8lqyKS7eTJk4c77rgjQ5JVay3btm1TsioiIiKSTkpWRSRbCg8PZ+PGjRw9etSj5e7fv5/Tp09TuXJlj5YrIiIikt0oWRWRbCk8PByAJUuWeLRcTa4kIiIi4hlKVkUkW6pduzb58+f3+FBgJasiIiIinqFkVUSypYCAAJo0acKiRYuw1nqs3JiYGIoWLUqRIkU8VqaIiIhIdqRkVUSyrfDwcH777Td++eUXj5WpmYBFREREPEPJqohkW4nPrXpqKLBmAhYRERHxHCWrIpJt3XzzzZQqVcpjyeq+ffuIjY1VsioiIiLiAUpWRSTbMsYQHh7O0qVLiY+PT3d5mlxJRERExHOUrIpItta8eXOOHz/Opk2b0l2WklURERERz1GyKiLZWrNmzQDPPLcaExND8eLFKVSoULrLEhEREcnulKyKSLZWrFgxqlat6rFkVb2qIiIiIp6hZFVEsr3w8HBWrFjB+fPn01xGQkKCZgIWERER8SAlqyKS7YWHh3P+/Hm2bt2a5jJ+//13zp49q2RVRERExEOUrIpItteoUSMCAgLYsGFDmsvYtm0boMmVRERERDxFyaqIZHvBwcHcfvvtfP/99xw8eDBNZSTOBFy5cmVPhiYiIiKSbaUqWTXGlDbGRBtjthljYowxg9z7vzTGbHJve40xm9z7yxpjziU59nFG/BIiIun15JNPcvjwYapWrcqsWbNSfX1MTAwlSpSgYMGCGRCdiIiISPaT2p7VS8Dj1trKwG3AI8aYytbaLtbaGtbaGsBM4Osk1+xJPGat7e+huEVEPKpt27aMGTOGMmXKcO+999K7d29iY2NTfL1mAhYRERHxrFQlq9bag9baDe7XscB2oGTicWOMAToDUz0ZpIiIN5QpU4ZVq1YxePBgJk6cSPXq1Vm5cuV1r9NMwCIiIiKel+ZnVo0xZYGawJokuxsCh6y1PyfZV84Ys9EYs9wY0zCt9YmIeENgYCBDhw5l+fLlWGtp1KgRQ4YM4eLFi8le89tvvxEXF6dkVURERMSDjLU29RcZEwwsB4Zaa79Osn80sNta+4775yAg2Fp7zBhTG/gGqGKtPf2P8voB/QBCQkJqT58+Pa2/j2RzZ86cITg42OkwJJP6Z/s5e/YsH330EfPnz+fmm2/mueee48Ybb/zXdYm9sSNGjOCWW27xZsjiQ3T/kfRQ+5H0UPuR9HCi/TRp0mS9tbbO9c5LdbJqjMkBzAUWWGvfTbI/ANgP1LbW/pHMtcuAJ6y165Irv0KFCnbnzp2pikkk0bJly2jcuLHTYUgmlVz7mTlzJv369ePcuXO8/fbbPPzww7ieenB54403eOaZZzhx4gQFChTwYsTiS3T/kfRQ+5H0UPuR9HCi/RhjUpSspnY2YAOMB7YnTVTdwoEdSRNVY0yIMcbf/fomoDzwS2rqFBFxWocOHfjpp59o1KgRjzzyCG3atOHPP/+8fDwmJoaSJUsqURURERHxoNQ+s1of6AE0TbIcTWv3sa78e2KlRsAW91I2M4D+1trj6YpYRMQBN9xwA1FRUYwYMYLo6GiqVq3KN998A2gmYBEREZGMEJCak621PwAmmWMPXGXfTFxL2YiIZHrGGAYOHEizZs24//77ueeee+jduzfbt2+nf3+tzCUiIiLiSWmeDVhEJLuqVKkSq1ev5tlnn+Wzzz7j3Llz6lkVERER8TAlqyIiaRAYGMiwYcNYvnw5HTt2pE2bNk6HJCIiIpKlpGoYsIiIXKlhw4Y0bKglpEVEREQ8TT2rIiIiIiIi4nOUrIqIiIiIiIjPUbIqIiIiIiIiPkfJqoiIiIiIiPgcJasiIiIiIiLic5SsioiIiIiIiM9RsioiIiIiIiI+R8mqiIiIiIiI+BwlqyIiIiIiIuJzlKyKiIiIiIiIz1GyKiIiIiIiIj5HyaqIiIiIiIj4HCWrIiIiIiIi4nOUrIqIiIiIiIjPUbIqIiIiIiIiPkfJqoiIiIiIiPgcJasiIiIiIiLic5SsioiIiIiIiM8x1lqnY7iCMSYW2Ol0HJJpFQGOOh2EZFpqP5Ieaj+SHmo/kh5qP5IeTrSfMtbakOudFOCNSFJpp7W2jtNBSOZkjFmn9iNppfYj6aH2I+mh9iPpofYj6eHL7UfDgEVERERERMTnKFkVERERERERn+OLyeoYpwOQTE3tR9JD7UfSQ+1H0kPtR9JD7UfSw2fbj89NsCQiIiIiIiLiiz2rIiIiIiIiks1dN1k1xpQ2xkQbY7YZY2KMMYPc+wsZYxYZY352/7ege39FY8wqY8x5Y8wT/yhrkDFmq7uc/1yjzlbGmJ3GmN3GmGeS7J9gjPnVGLPJvdVI5vpyxpg17uu/NMYEuvc/5v49thhjlhhjyqTsbZK0yqTtZ6D7WmuMKfKPY43d18YYY5an572R68uk7We8MWaz+z4zwxgT7N7fyBizwRhzyRjT0RPvj1ybj7UfY4wZaozZZYzZboz5v2SuT/b+4z5eV23IOzJp+5nivn6rMeZTY0wO9/78xpg57ntTjDEm0hPvkSTPx9rPiiR/uw4YY75J5vqr3n+M67PPqSRlvJDe90euLZO2n+TuPwWNMbOM63PRj8aYW1L1Zlhrr7kBJYBa7td5gV1AZeBN4Bn3/meAN9yviwJ1gaHAE0nKuQXYCuTGtWTOYiDsKvX5A3uAm4BAYDNQ2X1sAtAxBTFPB7q6X38MPOx+3QTI7X79MPDl9crSlr4tk7afmkBZYC9QJMn+AsA24MbEWJ1+f7P6lknbT74kr99NEmdZoBowKSXlaMty7SfS/W/vl1hXMjFf9f6TpPylwDy1IbWfZGJuDRj3NpW/P/8MThJnCHAcCHT6Pc7Kmy+1n3+cNxPomUzMyX3+aQzMdfo9zU5bJm0/yd1/3gJedL+uCCxJzXtx3Z5Va+1Ba+0G9+tYYDtQErgbmOg+bSLQ3n3OYWvtWuDiP4qqBKyx1sZZay8By4F7r1LlrcBua+0v1toLwDR3XSlijDFAU2DGVWKLttbGufevBkqltFxJm8zWftwxbLTW7r3KofuAr621vyfGmppyJfUyafs5DZfvRbkA696/11q7BUhITXmSdj7Wfh4GXrHWJiTWlUzMyd1/AB7F9UFB9x4vyKTtZ551A37k7885Fsjrvi8F40pWL6X83ZDU8rH2A4AxJh+uz8hX7Rm7zv1HvCiTtp/k7j+VcX3RirV2B1DWGFMsZe9EKp9ZNcaUxfWtyxqgmLX2oPvQn8D1Kt0KNDTGFDbG5MaVfZe+ynklgX1Jfv7DvS/RUHc38nvGmKCrXF8YOOn+B7na9YkeBKKuE7N4UCZpP9dyM1DQGLPMGLPeGNMzlddLOmSm9mOM+cwdV0VgxHViEy/wgfYTCnQxxqwzxkQZY8qnMv6SwD3A6NRcJ56R2dqPe/hdD2C+e9dHuD60HgB+AgYlJr6S8Xyg/SRqj6tX63SqfgGX293DyKOMMVXScL2kUWZrP1e5/2zGnSAbY24FypCKDsMUJ6vG9dzVTOA//wzSnUFfc1pha+124A1goTv4TUB8Sut3exbXh7+6QCHg6VReD4AxpjtQB1e3tHhBFmk/AUBtoA3QEnjeGHNzKsuQNMhs7cdaGwncgOub0C6prEc8zEfaTxDwl7W2DjAW+DSV178PPK0Ew/syafsZBXxvrV3h/rmlu94bgBrAR+5eEslgPtJ+EnXDNTwztTYAZay11XF9AXvVnjXxvEzafv55/xkOFDDGbMI1QmhjamJIUbLqzpBnAlOstV+7dx8yxpRwHy9BCoYlWWvHW2trW2sbASeAXe4HiBMf2u0P7OfKjL+Ue19il7i11p4HPsPVZY0xZoH7+nHAMVxvSMA/r3efGw48B7RzlyMZLJO1n2v5A1hgrT1rrT0KfA9UT9m7IGmVWduPtTYe1zCaDmn/7SW9fKX94Lp/JNY/C9fzy6m5/9QBphlj9gIdgVHGmPbXi1vSJzO2H2PMi7ieS30sSVmRuB5jsdba3cCvuL58kwzkQ+0H45ow6VbguyT7UnT/sdaettaecb+eB+QwV5kATjwrM7afq91/3O0n0lpbA+jpPv5LSt+HgOudYIwxwHhgu7X23SSHvgV64cqWewGzU1BWUWvtYWPMjbi6g2+z1p7E9S1f4jkBQHljTDlcb1JXXM8KYowpYa096I6pPa6ubay1LbsMNdgAAAO3SURBVP9RTzSuP+bTksZmjKkJfAK0snre0CsyY/u5htm4vo0OwPXweT3gvRReK2mQ2dqP+1iotXa3+3U7YEea3wBJF19qP7h6IprgShLuxDVZRorvP9backnqmYBrshP1bmSgzNh+jDF9cPWiNvtHL/zvQDNghXE9K1aBVHxYlNTzsfYDrs/Fc621fyXuSOn9xxhTHDhkrbXGNYzTD1fnkGSQzNh+krv/GGMKAHHW9SxsH1y9rikfim6vPxtVA1xdzFtwdR1vwjXeuTCwBPgZ18xShdznF8f1DeBp4KT7dT73sRW4ZlPd7P5FkquzNa4b8R7guST7l+J61mIrMBkITub6m3A92Lsb+AoIcu9fDBxK8nt8e73fX1u6ZzPLjO3n/9z1XsL1fM+4JMeedMewFdeQDMff46y8Zbb2g+sP+Mok501JUn9ddzxncf2Rj3H6/c3qm4+1nwK4vpH+CVgFVE/m+mTvP0nOmYBmA1b7ufr1l9zXJsb7gnv/DbiGASbem7o7/f5m9c2X2o/72DJcnTXXivmq9x9gIBDjrn81cIfT729W3zJp+0nu/nO7u9yduEaIFEzNe2HchYiIiIiIiIj4jFTNBiwiIiIiIiLiDUpWRURERERExOcoWRURERERERGfo2RVREREREREfI6SVREREREREfE5SlZFRES8wBjzkjHmiWscb2+MqezNmERERHyZklURERHf0B5QsioiIuKmdVZFREQyiDHmOaAXcBjYB6wHTgH9gEBgN9ADqAHMdR87BXRwFzESCAHigL7W2h3ejF9ERMRJSlZFREQygDGmNjABqAcEABuAj4HPrLXH3Oe8Bhyy1o4wxkwA5lprZ7iPLQH6W2t/NsbUA1631jb1/m8iIiLijACnAxAREcmiGgKzrLVxAMaYb937b3EnqQWAYGDBPy80xgQDdwBfGWMSdwdleMQiIiI+RMmqiIiId00A2ltrNxtjHgAaX+UcP+CktbaGF+MSERHxKZpgSUREJGN8D7Q3xuQyxuQF2rr35wUOGmNyAPcnOT/WfQxr7WngV2NMJwDjUt17oYuIiDhPyaqIiEgGsNZuAL4ENgNRwFr3oeeBNcBKIOmESdOAJ40xG40xobgS2QeNMZuBGOBub8UuIiLiCzTBkoiIiIiIiPgc9ayKiIiIiIiIz1GyKiIiIiIiIj5HyaqIiIiIiIj4HCWrIiIiIiIi4nOUrIqIiIiIiIjPUbIqIiIiIiIiPkfJqoiIiIiIiPgcJasiIiIiIiLic/4fg3OetalUz84AAAAASUVORK5CYII=\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x576 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"machart(matype, fast_length, medfast_length, slow_length, last=half_of_recent)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x119994940>"
|
||
]
|
||
},
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x36 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"maf = df.ta(kind=matype, length=fast_length)\n",
|
||
"cross_above = ta.cross(closedf, maf, above=True)\n",
|
||
"cross_above.tail(int(0.5 * recent)).plot(kind='bar', figsize=(16, 0.5), color=['green'], linewidth=1, alpha=0.55, stacked=False, rot=45)\n",
|
||
"\n",
|
||
"cross_below = ta.cross(closedf, maf, above=False)\n",
|
||
"cross_below.tail(int(0.5 * recent)).plot(kind='bar', figsize=(16, 0.5), color=['red'], linewidth=1, alpha=0.55, stacked=False, title=ctitle(f\"{cross_above.name} (orange) & {cross_below.name} (blue)\", length=int(0.5 * recent)), rot=45)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Most recent close_XA_SMA_10 Dates:\n",
|
||
" 2019-07-23, 2019-07-18, 2019-06-28, 2019-06-04, 2019-05-21\n",
|
||
"Most recent close_XB_SMA_10 Dates:\n",
|
||
" 2019-07-19, 2019-07-17, 2019-06-25, 2019-05-23, 2019-05-17\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"def recent_crosses(series, **kwargs):\n",
|
||
" last = kwargs.pop('last', 5)\n",
|
||
" return list(series[series > 0].tail(last).index[::-1])\n",
|
||
"\n",
|
||
"last_n_crosses = 5\n",
|
||
"recent_crosses_above = recent_crosses(cross_above, last=last_n_crosses)\n",
|
||
"recent_crosses_below = recent_crosses(cross_below, last=last_n_crosses)\n",
|
||
"\n",
|
||
"print(f\"Most recent {cross_above.name} Dates:\\n {', '.join(recent_crosses_above)}\")\n",
|
||
"print(f\"Most recent {cross_below.name} Dates:\\n {', '.join(recent_crosses_below)}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Trend Return\n",
|
||
"* Trend Return (__trend_return__) calculates the cumulative log returns from a specified trend.\n",
|
||
"* There is no limit on how to construct a trend. It can be as simple as: close > SMA(close, 50)."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def simple_ma_strategies(kind, fast, slow, cumulative=True, last=last_, figsize=(16, 2), colors=cscheme('default'), alpha=0.35):\n",
|
||
" \"\"\"A very basic long/short cumulative log return model proof of concept (NOT A STRATEGY RECOMMENDATION)\"\"\"\n",
|
||
" title = ctitle(f\"{'Cumulative ' if cumulative else ''}Trend Returns of {kind.upper()}s\")\n",
|
||
" last = last if last is not None else df.shape[0]\n",
|
||
" closedf = df['close']\n",
|
||
" maf = df.ta(kind=kind, length=fast)\n",
|
||
" mas = df.ta(kind=kind, length=slow)\n",
|
||
" \n",
|
||
" def ma_return_name(name):\n",
|
||
" return f\"{name} {' Cumulative' if cumulative else ''} Trend Return\"\n",
|
||
" \n",
|
||
" # Trade Logic\n",
|
||
" long = (closedf > maf) & (maf > mas)\n",
|
||
" short = ~long\n",
|
||
" cum_long_return = ta.trend_return(closedf, long, cumulative=cumulative)\n",
|
||
" cum_short_return = ta.trend_return(closedf, short, cumulative=cumulative)\n",
|
||
" \n",
|
||
" tdf = pd.DataFrame({\n",
|
||
" ma_return_name(f\"long: {maf.name} > {mas.name}\"): cum_long_return,\n",
|
||
" ma_return_name(f\"short: {maf.name} < {mas.name}\"): cum_short_return,\n",
|
||
" })\n",
|
||
" tdf.set_index(closedf.index, inplace=True)\n",
|
||
" window = tdf.tail(last)\n",
|
||
" window.plot(kind='area', figsize=figsize, color=colors, linewidth=1, alpha=alpha, title=title, stacked=False, grid=True).axhline(y=0, color=\"black\", lw=1.1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x144 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x576 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x144 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"matype = 'ema'\n",
|
||
"fast_length = 10\n",
|
||
"medfast_length = 20\n",
|
||
"slow_length = 50\n",
|
||
"\n",
|
||
"simple_ma_strategies(matype, fast=fast_length, slow=slow_length, last=recent, colors=cscheme('gr'), alpha=0.5)\n",
|
||
"machart(matype, fast_length, medfast_length, slow_length, last=recent)\n",
|
||
"volumechart(matype, last=recent)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Disclaimer\n",
|
||
"* All investments involve risk, and the past performance of a security, industry, sector, market, financial product, trading strategy, or individual’s trading does not guarantee future results or returns. Investors are fully responsible for any investment decisions they make. Such decisions should be based solely on an evaluation of their financial circumstances, investment objectives, risk tolerance, and liquidity needs.\n",
|
||
"\n",
|
||
"* Any opinions, news, research, analyses, prices, or other information offered is provided as general market commentary, and does not constitute investment advice. I will not accept liability for any loss or damage, including without limitation any loss of profit, which may arise directly or indirectly from use of or reliance on such information."
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.7.0"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 4
|
||
}
|