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1438 lines
1.3 MiB
Plaintext
1438 lines
1.3 MiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# 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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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Populating the interactive namespace from numpy and matplotlib\n"
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]
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}
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],
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"source": [
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"%matplotlib inline\n",
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"import datetime as dt\n",
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"import random as rnd\n",
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"\n",
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"import numpy as np\n",
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"import pandas as pd\n",
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"import mplfinance as mpf\n",
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"\n",
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"from alphaVantageAPI.alphavantage import AlphaVantage\n",
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"import pandas_ta as ta\n",
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"\n",
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"from watchlist import colors\n",
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"%pylab inline\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 - v0.1.72b0\n",
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"Total Indicators: 122\n",
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"Abbreviations:\n",
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" aberration, above, above_value, accbands, ad, adosc, adx, amat, ao, aobv, apo, aroon, atr, bbands, below, below_value, bias, bop, brar, cci, cdl_doji, cdl_inside, cfo, cg, chop, cksp, cmf, cmo, coppock, cross, cross_value, decay, decreasing, dema, donchian, dpo, efi, ema, entropy, eom, er, eri, fisher, fwma, ha, hilo, hl2, hlc3, hma, ichimoku, increasing, inertia, kama, kc, kdj, kst, kurtosis, linreg, log_return, long_run, macd, mad, massi, median, mfi, midpoint, midprice, mom, natr, nvi, obv, ohlc4, pdist, percent_return, pgo, ppo, psar, psl, pvi, pvo, pvol, pvt, pwma, qstick, quantile, rma, roc, rsi, rvgi, rvi, short_run, sinwma, skew, slope, sma, smi, squeeze, stdev, stoch, stochrsi, supertrend, swma, t3, tema, trend_return, trima, trix, true_range, tsi, ttm_trend, ui, uo, variance, vortex, vp, vwap, vwma, wcp, 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 ema in module pandas_ta.overlap.ema:\n",
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"\n",
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"ema(close, length=None, offset=None, **kwargs)\n",
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" Exponential Moving Average (EMA)\n",
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" \n",
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" The Exponential Moving Average is more responsive moving average compared to the\n",
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" Simple Moving Average (SMA). The weights are determined by alpha which is\n",
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" proportional to it's length. There are several different methods of calculating\n",
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" EMA. One method uses just the standard definition of EMA and another uses the\n",
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" SMA to generate the initial value for the rest of the calculation.\n",
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" \n",
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" Sources:\n",
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" https://stockcharts.com/school/doku.php?id=chart_school:technical_indicators:moving_averages\n",
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" https://www.investopedia.com/ask/answers/122314/what-exponential-moving-average-ema-formula-and-how-ema-calculated.asp\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, adjust=False, sma=True\n",
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" if sma:\n",
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" sma_nth = close[0:length].sum() / length\n",
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" close[:length - 1] = np.NaN\n",
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" close.iloc[length - 1] = sma_nth\n",
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" EMA = close.ewm(span=length, adjust=adjust).mean()\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, optional): Default: False\n",
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" sma (bool, optional): If True, uses SMA for initial value. Default: True\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.ema)"
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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\", timeframe=\"DA\", cols=[\"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=timeframe)\n",
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" df.set_index(pd.DatetimeIndex(df[\"date\"]), inplace=True) if not df.ta.datetime_ordered else None\n",
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" df.drop(cols, axis=1, inplace=True, errors=\"ignore\")\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})\"\n",
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"\n",
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"def ta_ylim(series: pd.Series, percent: float = 0.1):\n",
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" smin, smax = series.min(), series.max()\n",
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" if isinstance(percent, float) and 0 <= float(percent) <= 1:\n",
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" y_min = (1 + percent) * smin if smin < 0 else (1 - percent) * smin\n",
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" y_max = (1 - percent) * smax if smax < 0 else (1 + percent) * smax\n",
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" return (y_min, y_max)\n",
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" return (smin, smax)"
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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, 3.25)\n",
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"ticker = \"SPY\"\n",
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"# # All Data: 0, Last Four Years: 0.25, Last Two Years: 0.5, This Year: 1, Last Half Year: 2, Last Quarter: 3\n",
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"# yearly_divisor = 1\n",
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"# recent = int(ta.RATE[\"TRADING_DAYS_PER_YEAR\"] / yearly_divisor) if yearly_divisor > 0 else df.shape[0]\n",
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"# print(recent)\n",
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"def recent_bars(df, tf: str = \"1y\"):\n",
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" # All Data: 0, Last Four Years: 0.25, Last Two Years: 0.5, This Year: 1, Last Half Year: 2, Last Quarter: 4\n",
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" yearly_divisor = {\"all\": 0, \"10y\": 0.1, \"5y\": 0.2, \"4y\": 0.25, \"3y\": 1./3, \"2y\": 0.5, \"1y\": 1, \"6mo\": 2, \"3mo\": 4}\n",
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" yd = yearly_divisor[tf] if tf in yearly_divisor.keys() else 0\n",
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" return int(ta.RATE[\"TRADING_DAYS_PER_YEAR\"] / yd) if yd > 0 else df.shape[0]"
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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": 6,
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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(5262, 6) from 1999-11-01 00:00:00 to 2020-09-29 00:00:00\n",
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" open high low close adj_close \\\n",
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"count 5262.000000 5262.000000 5262.000000 5262.000000 5262.000000 \n",
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"mean 162.919903 163.883138 161.855993 162.919307 138.489960 \n",
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"std 63.955566 64.151644 63.718089 63.962795 71.303838 \n",
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||
"min 67.950000 70.000000 67.100000 68.110000 53.696800 \n",
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"25% 116.515000 117.422500 115.615000 116.560000 87.163425 \n",
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||
"50% 138.465000 139.430000 137.336850 138.265000 106.168600 \n",
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||
"75% 205.130000 206.290000 204.180000 205.257500 184.787050 \n",
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"max 355.870000 358.750000 353.430000 357.700000 356.257100 \n",
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"\n",
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||
" volume \n",
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||
"count 5.262000e+03 \n",
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||
"mean 1.111807e+08 \n",
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||
"std 9.789047e+07 \n",
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||
"min 1.708170e+05 \n",
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||
"25% 4.768657e+07 \n",
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||
"50% 8.221982e+07 \n",
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||
"75% 1.485191e+08 \n",
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||
"max 8.710263e+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",
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"<table border=\"1\" class=\"dataframe\">\n",
|
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>open</th>\n",
|
||
" <th>high</th>\n",
|
||
" <th>low</th>\n",
|
||
" <th>close</th>\n",
|
||
" <th>adj_close</th>\n",
|
||
" <th>volume</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>date</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
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||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <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>1999-11-01</th>\n",
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" <td>136.5000</td>\n",
|
||
" <td>137.0000</td>\n",
|
||
" <td>135.5625</td>\n",
|
||
" <td>135.5625</td>\n",
|
||
" <td>91.5996</td>\n",
|
||
" <td>4006500.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
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||
" <th>1999-11-02</th>\n",
|
||
" <td>135.9687</td>\n",
|
||
" <td>137.2500</td>\n",
|
||
" <td>134.5937</td>\n",
|
||
" <td>134.5937</td>\n",
|
||
" <td>90.9450</td>\n",
|
||
" <td>6516900.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1999-11-03</th>\n",
|
||
" <td>136.0000</td>\n",
|
||
" <td>136.3750</td>\n",
|
||
" <td>135.1250</td>\n",
|
||
" <td>135.5000</td>\n",
|
||
" <td>91.5574</td>\n",
|
||
" <td>7222300.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1999-11-04</th>\n",
|
||
" <td>136.7500</td>\n",
|
||
" <td>137.3593</td>\n",
|
||
" <td>135.7656</td>\n",
|
||
" <td>136.5312</td>\n",
|
||
" <td>92.2542</td>\n",
|
||
" <td>7907500.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1999-11-05</th>\n",
|
||
" <td>138.6250</td>\n",
|
||
" <td>139.1093</td>\n",
|
||
" <td>136.7812</td>\n",
|
||
" <td>137.8750</td>\n",
|
||
" <td>93.1622</td>\n",
|
||
" <td>7431500.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
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||
],
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"text/plain": [
|
||
" open high low close adj_close volume\n",
|
||
"date \n",
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||
"1999-11-01 136.5000 137.0000 135.5625 135.5625 91.5996 4006500.0\n",
|
||
"1999-11-02 135.9687 137.2500 134.5937 134.5937 90.9450 6516900.0\n",
|
||
"1999-11-03 136.0000 136.3750 135.1250 135.5000 91.5574 7222300.0\n",
|
||
"1999-11-04 136.7500 137.3593 135.7656 136.5312 92.2542 7907500.0\n",
|
||
"1999-11-05 138.6250 139.1093 136.7812 137.8750 93.1622 7431500.0"
|
||
]
|
||
},
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# All the Data\n",
|
||
"df = farm(ticker)\n",
|
||
"print(f\"{df.name}{df.shape} from {df.index[0]} to {df.index[-1]}\\n{df.describe()}\")\n",
|
||
"df.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"SPY(252, 6) from 2019-10-01 00:00:00 to 2020-09-29 00:00:00\n",
|
||
" open high low close adj_close \\\n",
|
||
"count 5262.000000 5262.000000 5262.000000 5262.000000 5262.000000 \n",
|
||
"mean 162.919903 163.883138 161.855993 162.919307 138.489960 \n",
|
||
"std 63.955566 64.151644 63.718089 63.962795 71.303838 \n",
|
||
"min 67.950000 70.000000 67.100000 68.110000 53.696800 \n",
|
||
"25% 116.515000 117.422500 115.615000 116.560000 87.163425 \n",
|
||
"50% 138.465000 139.430000 137.336850 138.265000 106.168600 \n",
|
||
"75% 205.130000 206.290000 204.180000 205.257500 184.787050 \n",
|
||
"max 355.870000 358.750000 353.430000 357.700000 356.257100 \n",
|
||
"\n",
|
||
" volume \n",
|
||
"count 5.262000e+03 \n",
|
||
"mean 1.111807e+08 \n",
|
||
"std 9.789047e+07 \n",
|
||
"min 1.708170e+05 \n",
|
||
"25% 4.768657e+07 \n",
|
||
"50% 8.221982e+07 \n",
|
||
"75% 1.485191e+08 \n",
|
||
"max 8.710263e+08 \n"
|
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|
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|
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" <th></th>\n",
|
||
" <th>open</th>\n",
|
||
" <th>high</th>\n",
|
||
" <th>low</th>\n",
|
||
" <th>close</th>\n",
|
||
" <th>adj_close</th>\n",
|
||
" <th>volume</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>date</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
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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",
|
||
" <tr>\n",
|
||
" <th>2019-10-01</th>\n",
|
||
" <td>297.74</td>\n",
|
||
" <td>298.46</td>\n",
|
||
" <td>293.00</td>\n",
|
||
" <td>293.24</td>\n",
|
||
" <td>287.5869</td>\n",
|
||
" <td>89425082.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-10-02</th>\n",
|
||
" <td>291.50</td>\n",
|
||
" <td>291.51</td>\n",
|
||
" <td>286.64</td>\n",
|
||
" <td>288.06</td>\n",
|
||
" <td>282.5067</td>\n",
|
||
" <td>124208927.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-10-03</th>\n",
|
||
" <td>287.81</td>\n",
|
||
" <td>290.45</td>\n",
|
||
" <td>284.82</td>\n",
|
||
" <td>290.42</td>\n",
|
||
" <td>284.8212</td>\n",
|
||
" <td>85718095.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-10-04</th>\n",
|
||
" <td>291.14</td>\n",
|
||
" <td>294.63</td>\n",
|
||
" <td>291.08</td>\n",
|
||
" <td>294.35</td>\n",
|
||
" <td>288.6755</td>\n",
|
||
" <td>66737063.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-10-07</th>\n",
|
||
" <td>293.47</td>\n",
|
||
" <td>295.26</td>\n",
|
||
" <td>292.77</td>\n",
|
||
" <td>293.08</td>\n",
|
||
" <td>287.4300</td>\n",
|
||
" <td>60549809.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" open high low close adj_close volume\n",
|
||
"date \n",
|
||
"2019-10-01 297.74 298.46 293.00 293.24 287.5869 89425082.0\n",
|
||
"2019-10-02 291.50 291.51 286.64 288.06 282.5067 124208927.0\n",
|
||
"2019-10-03 287.81 290.45 284.82 290.42 284.8212 85718095.0\n",
|
||
"2019-10-04 291.14 294.63 291.08 294.35 288.6755 66737063.0\n",
|
||
"2019-10-07 293.47 295.26 292.77 293.08 287.4300 60549809.0"
|
||
]
|
||
},
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Recent Data\n",
|
||
"recent_startdate = df.tail(recent_bars(df)).index[0]\n",
|
||
"recent_enddate = df.tail(recent_bars(df)).index[-1]\n",
|
||
"print(f\"{df.name}{df.tail(recent_bars(df)).shape} from {recent_startdate} to {recent_enddate}\\n{df.describe()}\")\n",
|
||
"df.tail(recent_bars(df)).head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Aliases"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"opendf = df[\"open\"]\n",
|
||
"closedf = df[\"close\"]\n",
|
||
"volumedf = df[\"volume\"]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## DataFrame **constants**: When you need some simple lines for charting"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Columns: open, high, low, close, adj_close, volume, -5, -4, -3, -2, -1, 0, 1, 2, 3, 4, 5, -100, -90, -80, -70, -50, -30, -20, -10, 10, 20, 30, 50, 70, 80, 90, 100\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# help(df.ta.constants) # for more info\n",
|
||
"chart_lines = np.append(np.arange(-5, 6, 1), np.arange(-100, 110, 10))\n",
|
||
"df.ta.constants(True, chart_lines) # Adding the constants for the charts\n",
|
||
"df.ta.constants(False, np.array([-60, -40, 40, 60])) # Removing some constants from the DataFrame\n",
|
||
"print(f\"Columns: {', '.join(list(df.columns))}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Misc"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Example Charting Class utilizing **mplfinance** panels"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"class Chart(object):\n",
|
||
" def __init__(self, df: pd.DataFrame = None, strategy: ta.Strategy = ta.CommonStrategy, *args, **kwargs):\n",
|
||
" self.verbose = kwargs.pop(\"verbose\", False)\n",
|
||
"\n",
|
||
" if isinstance(df, pd.DataFrame) and df.ta.datetime_ordered:\n",
|
||
" self.df = df\n",
|
||
" if self.df.name is not None and self.df.name != \"\":\n",
|
||
" df_name = str(self.df.name)\n",
|
||
" else:\n",
|
||
" df_name = \"DataFrame\"\n",
|
||
" if self.verbose: print(f\"[i] Loaded {df_name}{self.df.shape}\")\n",
|
||
" else:\n",
|
||
" print(f\"[X] Oops! Missing 'ohlcv' data or index is not datetime ordered.\\n\")\n",
|
||
" return None\n",
|
||
"\n",
|
||
" self._validate_ta_strategy(strategy)\n",
|
||
" self._validate_mpf_kwargs(**kwargs)\n",
|
||
" self._validate_chart_kwargs(**kwargs)\n",
|
||
"\n",
|
||
" # Build TA and Plot\n",
|
||
" self.df.ta.strategy(self.strategy, verbose=self.verbose)\n",
|
||
" self._plot(**kwargs)\n",
|
||
"\n",
|
||
" def _validate_ta_strategy(self, strategy):\n",
|
||
" if strategy is not None or isinstance(strategy, ta.Strategy):\n",
|
||
" self.strategy = strategy\n",
|
||
" elif len(self.strategy_ta) > 0:\n",
|
||
" print(f\"[+] Strategy: {self.strategy_name}\")\n",
|
||
" else:\n",
|
||
" self.strategy = ta.CommonStrategy \n",
|
||
"\n",
|
||
" def _validate_chart_kwargs(self, **kwargs):\n",
|
||
" \"\"\"Chart Settings\"\"\"\n",
|
||
" self.config = {}\n",
|
||
" self.config[\"last\"] = kwargs.pop(\"last\", recent_bars(self.df))\n",
|
||
" self.config[\"rpad\"] = kwargs.pop(\"rpad\", 10)\n",
|
||
" self.config[\"title\"] = kwargs.pop(\"title\", \"Asset\")\n",
|
||
" self.config[\"volume\"] = kwargs.pop(\"volume\", True)\n",
|
||
"\n",
|
||
" def _validate_mpf_kwargs(self, **kwargs):\n",
|
||
" # mpf global chart settings\n",
|
||
" default_chart = mpf.available_styles()[-1]\n",
|
||
" default_mpf_width = {\n",
|
||
" 'candle_linewidth': 0.6,\n",
|
||
" 'candle_width': 0.525,\n",
|
||
" 'volume_width': 0.525\n",
|
||
" }\n",
|
||
" mpfchart = {}\n",
|
||
"\n",
|
||
" mpf_style = kwargs.pop(\"style\", \"\")\n",
|
||
" if mpf_style == \"\" or mpf_style.lower() == \"random\":\n",
|
||
" mpf_styles = mpf.available_styles()\n",
|
||
" mpfchart[\"style\"] = mpf_styles[rnd.randrange(len(mpf_styles))]\n",
|
||
" elif mpf_style.lower() in mpf.available_styles():\n",
|
||
" mpfchart[\"style\"] = mpf_style\n",
|
||
"\n",
|
||
" mpfchart[\"figsize\"] = kwargs.pop(\"figsize\", (12, 10))\n",
|
||
" mpfchart[\"non_trading\"] = kwargs.pop(\"nontrading\", False)\n",
|
||
" mpfchart[\"rc\"] = kwargs.pop(\"rc\", {'figure.facecolor': '#EDEDED'})\n",
|
||
" mpfchart[\"plot_ratios\"] = kwargs.pop(\"plot_ratios\", (12, 1.7))\n",
|
||
" mpfchart[\"scale_padding\"] = kwargs.pop(\"scale_padding\", {'left': 1, 'top': 4, 'right': 1, 'bottom': 1})\n",
|
||
" mpfchart[\"tight_layout\"] = kwargs.pop(\"tight_layout\", True)\n",
|
||
" mpfchart[\"type\"] = kwargs.pop(\"type\", \"candle\")\n",
|
||
" mpfchart[\"width_config\"] = kwargs.pop(\"width_config\", default_mpf_width)\n",
|
||
" mpfchart[\"xrotation\"] = kwargs.pop(\"xrotation\", 15)\n",
|
||
" \n",
|
||
" self.mpfchart = mpfchart\n",
|
||
"\n",
|
||
" def _attribution(self):\n",
|
||
" print(f\"\\nPandas v: {pd.__version__} [pip install pandas] https://github.com/pandas-dev/pandas\")\n",
|
||
" print(f\"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\")\n",
|
||
" print(f\"Technical Analysis with Pandas TA v: {ta.version} [pip install pandas_ta] https://github.com/twopirllc/pandas-ta\")\n",
|
||
" print(f\"Charts by Matplotlib Finance v: {mpf.__version__} [pip install mplfinance] https://github.com/matplotlib/mplfinance\\n\")\n",
|
||
"\n",
|
||
" def _right_pad_df(self, rpad: int, delta_unit: str = \"D\", range_freq: str = \"B\"):\n",
|
||
" if rpad > 0:\n",
|
||
" dfpad = self.df[-rpad:].copy()\n",
|
||
" dfpad.iloc[:,:] = np.NaN\n",
|
||
"\n",
|
||
" df_frequency = self.df.index.value_counts().mode()[0] # Most common frequency\n",
|
||
" freq_delta = pd.Timedelta(df_frequency, unit=delta_unit)\n",
|
||
" new_dr = pd.date_range(start=self.df.index[-1] + freq_delta, periods=rpad, freq=range_freq)\n",
|
||
" dfpad.index = new_dr # Update the padded index with new dates\n",
|
||
" self.df = self.df.append(dfpad)\n",
|
||
" \n",
|
||
" \n",
|
||
" def _plot(self, **kwargs):\n",
|
||
" if not isinstance(self.mpfchart[\"plot_ratios\"], tuple):\n",
|
||
" print(f\"[X] plot_ratios must be a tuple\")\n",
|
||
" return\n",
|
||
"\n",
|
||
" # Override Chart Title Option\n",
|
||
" chart_title = self.config[\"title\"]\n",
|
||
" if \"title\" in kwargs and isinstance(kwargs[\"title\"], str):\n",
|
||
" chart_title = kwargs.pop(\"title\")\n",
|
||
"\n",
|
||
" # Override Right Bar Padding Option\n",
|
||
" rpad = self.config[\"rpad\"]\n",
|
||
" if \"rpad\" in kwargs and kwargs[\"rpad\"] > 0:\n",
|
||
" rpad = int(kwargs[\"rpad\"])\n",
|
||
"\n",
|
||
" def cpanel():\n",
|
||
" return len(self.mpfchart['plot_ratios'])\n",
|
||
"\n",
|
||
" # Last Second Default TA Indicators\n",
|
||
" linreg = kwargs.pop(\"linreg\", False)\n",
|
||
" linreg_name = self.df.ta.linreg(append=True).name if linreg else \"\"\n",
|
||
"\n",
|
||
" midpoint = kwargs.pop(\"midpoint\", False)\n",
|
||
" midpoint_name = self.df.ta.midpoint(append=True).name if midpoint else \"\"\n",
|
||
"\n",
|
||
" ohlc4 = kwargs.pop(\"ohlc4\", False)\n",
|
||
" ohlc4_name = self.df.ta.ohlc4(append=True).name if ohlc4 else \"\"\n",
|
||
"\n",
|
||
" clr = kwargs.pop(\"clr\", False)\n",
|
||
" clr_name = self.df.ta.log_return(cumulative=True, append=True).name if clr else \"\"\n",
|
||
"\n",
|
||
" rsi = kwargs.pop(\"rsi\", False)\n",
|
||
" rsi_length = kwargs.pop(\"rsi_length\", None)\n",
|
||
" if isinstance(rsi_length, int) and rsi_length > 1:\n",
|
||
" rsi_name = self.df.ta.rsi(length=rsi_length, append=True).name\n",
|
||
" elif rsi:\n",
|
||
" rsi_name = self.df.ta.rsi(append=True).name\n",
|
||
" else: rsi_name = \"\"\n",
|
||
" \n",
|
||
" zscore = kwargs.pop(\"zscore\", False)\n",
|
||
" zscore_length = kwargs.pop(\"zscore_length\", None)\n",
|
||
" if isinstance(zscore_length, int) and zscore_length > 1:\n",
|
||
" zs_name = self.df.ta.zscore(length=zscore_length, append=True).name\n",
|
||
" elif zscore:\n",
|
||
" zs_name = self.df.ta.zscore(append=True).name\n",
|
||
" else: zs_name = \"\"\n",
|
||
"\n",
|
||
" macd = kwargs.pop(\"macd\", False)\n",
|
||
" macd_name = \"\"\n",
|
||
" if macd:\n",
|
||
" macds = self.df.ta.macd(append=True)\n",
|
||
" macd_name = macds.name\n",
|
||
"\n",
|
||
" squeeze = kwargs.pop(\"squeeze\", False)\n",
|
||
" lazybear = kwargs.pop(\"lazybear\", False)\n",
|
||
" squeeze_name = \"\"\n",
|
||
" if squeeze:\n",
|
||
" squeezes = self.df.ta.squeeze(lazybear=lazybear, detailed=True, append=True)\n",
|
||
" squeeze_name = squeezes.name\n",
|
||
"\n",
|
||
" ama = kwargs.pop(\"archermas\", False)\n",
|
||
" ama_name = \"\"\n",
|
||
" if ama:\n",
|
||
" amas = self.df.ta.amat(append=True)\n",
|
||
" ama_name = amas.name\n",
|
||
"\n",
|
||
" aobv = kwargs.pop(\"archerobv\", False)\n",
|
||
" aobv_name = \"\"\n",
|
||
" if aobv:\n",
|
||
" aobvs = self.df.ta.aobv(append=True)\n",
|
||
" aobv_name = aobvs.name\n",
|
||
"\n",
|
||
" treturn = kwargs.pop(\"trendreturn\", False)\n",
|
||
" if treturn:\n",
|
||
" # Long Trend requires Series Comparison (<=. <, = >, >=)\n",
|
||
" # or Trade Logic that yields trends in binary.\n",
|
||
" default_long = self.df[\"SMA_10\"] > self.df[\"SMA_20\"]\n",
|
||
" long_trend = kwargs.pop(\"long_trend\", default_long)\n",
|
||
" short_trend = ~long_trend # Opposite/Inverse\n",
|
||
" self.df[\"TRl\"] = ta.trend_return(self.df[\"close\"], long_trend, cumulative=True)\n",
|
||
" self.df[\"TRs\"] = ta.trend_return(self.df[\"close\"], short_trend, cumulative=True)\n",
|
||
" self.df[\"TR\"] = self.df[\"TRl\"] + self.df[\"TRs\"]\n",
|
||
"\n",
|
||
" # Pad and trim Chart\n",
|
||
" self._right_pad_df(rpad)\n",
|
||
" mpfdf = self.df.tail(self.config[\"last\"])\n",
|
||
" mpfdf_columns = list(self.df.columns)\n",
|
||
"\n",
|
||
" # BEGIN: Custom TA Plots and Panels\n",
|
||
" # Modify the area below \n",
|
||
" taplots = [] # Holds all the additional plots\n",
|
||
"\n",
|
||
" # Panel 0: Price Overlay\n",
|
||
" if linreg_name in mpfdf_columns:\n",
|
||
" taplots += [mpf.make_addplot(mpfdf[linreg_name], type=kwargs.pop(\"linreg_type\", \"line\"), color=kwargs.pop(\"linreg_color\", \"black\"), linestyle=\"-.\", width=1.2, panel=0)]\n",
|
||
"\n",
|
||
" if midpoint_name in mpfdf_columns:\n",
|
||
" taplots += [mpf.make_addplot(mpfdf[midpoint_name], type=kwargs.pop(\"midpoint_type\", \"scatter\"), color=kwargs.pop(\"midpoint_color\", \"fuchsia\"), width=0.4, panel=0)]\n",
|
||
"\n",
|
||
" if ohlc4_name in mpfdf_columns:\n",
|
||
" taplots += [mpf.make_addplot(mpfdf[ohlc4_name], ylabel=ohlc4_name, type=kwargs.pop(\"ohlc4_type\", \"scatter\"), color=kwargs.pop(\"ohlc4_color\", \"blue\"), alpha=0.85, width=0.4, panel=0)]\n",
|
||
"\n",
|
||
" if self.strategy.name == ta.CommonStrategy.name:\n",
|
||
" total_sma = 0 # Check if all the overlap indicators exists before adding plots\n",
|
||
" for c in [\"SMA_10\", \"SMA_20\", \"SMA_50\", \"SMA_200\"]:\n",
|
||
" if c in mpfdf_columns: total_sma += 1\n",
|
||
" else: print(f\"[X] Indicator: {c} missing!\")\n",
|
||
" if total_sma == 4:\n",
|
||
" ta_smas = [\n",
|
||
" mpf.make_addplot(mpfdf[\"SMA_10\"], color=\"green\", width=1.5, panel=0),\n",
|
||
" mpf.make_addplot(mpfdf[\"SMA_20\"], color=\"orange\", width=2, panel=0),\n",
|
||
" mpf.make_addplot(mpfdf[\"SMA_50\"], color=\"red\", width=2, panel=0),\n",
|
||
" mpf.make_addplot(mpfdf[\"SMA_200\"], color=\"maroon\", width=3, panel=0),\n",
|
||
" ]\n",
|
||
" taplots += ta_smas\n",
|
||
"\n",
|
||
" if len(ama_name):\n",
|
||
" amat_sr_ = mpfdf[amas.columns[-1]][mpfdf[amas.columns[-1]] > 0]\n",
|
||
" amat_sr = amat_sr_.index.to_list()\n",
|
||
" else:\n",
|
||
" amat_sr = None\n",
|
||
"\n",
|
||
" # Panel 1: If volume=True, the add the VOL MA. Since we know there is only one, we immediately pop it.\n",
|
||
" if self.config[\"volume\"]:\n",
|
||
" volma = [x for x in list(self.df.columns) if x.startswith(\"VOL_\")].pop()\n",
|
||
" max_vol = mpfdf[\"volume\"].max()\n",
|
||
" ta_volume = [mpf.make_addplot(mpfdf[volma], color=\"red\", width=2, panel=1, ylim=(-.2 * max_vol, 1.5 * max_vol))]\n",
|
||
" taplots += ta_volume\n",
|
||
"\n",
|
||
" # Panels 2 - 9\n",
|
||
" common_plot_ratio = (3,)\n",
|
||
"\n",
|
||
" if len(aobv_name):\n",
|
||
" _p = kwargs.pop(\"aobv_percenty\", 0.2)\n",
|
||
" aobv_ylim = ta_ylim(mpfdf[aobvs.columns[0]], _p)\n",
|
||
" taplots += [\n",
|
||
" mpf.make_addplot(mpfdf[aobvs.columns[0]], ylabel=aobv_name, color=\"black\", width=1.5, panel=cpanel(), ylim=aobv_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[aobvs.columns[2]], color=\"silver\", width=1, panel=cpanel(), ylim=aobv_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[aobvs.columns[3]], color=\"green\", width=1, panel=cpanel(), ylim=aobv_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[aobvs.columns[4]], color=\"red\", width=1.2, panel=cpanel(), ylim=aobv_ylim),\n",
|
||
" ]\n",
|
||
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
|
||
"\n",
|
||
" if clr_name in mpfdf_columns:\n",
|
||
" _p = kwargs.pop(\"clr_percenty\", 0.1)\n",
|
||
" clr_ylim = ta_ylim(mpfdf[clr_name], _p)\n",
|
||
"\n",
|
||
" taplots += [mpf.make_addplot(mpfdf[clr_name], ylabel=clr_name, color=\"black\", width=1.5, panel=cpanel(), ylim=clr_ylim)]\n",
|
||
" if (1 - _p) * mpfdf[clr_name].min() < 0 and (1 + _p) * mpfdf[clr_name].max() > 0:\n",
|
||
" taplots += [mpf.make_addplot(mpfdf[\"0\"], color=\"gray\", width=1.2, panel=cpanel(), ylim=clr_ylim)]\n",
|
||
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
|
||
"\n",
|
||
" if rsi_name in mpfdf_columns:\n",
|
||
" rsi_ylim = (0, 100)\n",
|
||
" taplots += [\n",
|
||
" mpf.make_addplot(mpfdf[rsi_name], ylabel=rsi_name, color=kwargs.pop(\"rsi_color\", \"black\"), width=1.5, panel=cpanel(), ylim=rsi_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[\"20\"], color=\"green\", width=1, panel=cpanel(), ylim=rsi_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[\"50\"], color=\"gray\", width=0.8, panel=cpanel(), ylim=rsi_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[\"80\"], color=\"red\", width=1, panel=cpanel(), ylim=rsi_ylim),\n",
|
||
" ]\n",
|
||
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
|
||
" \n",
|
||
" if macd_name in mpfdf_columns:\n",
|
||
" _p = kwargs.pop(\"macd_percenty\", 0.15)\n",
|
||
" macd_ylim = ta_ylim(mpfdf[macd_name], _p)\n",
|
||
" taplots += [\n",
|
||
" mpf.make_addplot(mpfdf[macd_name], ylabel=macd_name, color=\"black\", width=1.5, panel=cpanel()),#, ylim=macd_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[macds.columns[-1]], color=\"blue\", width=1.1, panel=cpanel()),#, ylim=macd_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[macds.columns[1]], type=\"bar\", alpha=0.8, color=\"dimgray\", width=0.8, panel=cpanel()),#, ylim=macd_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel()),#, ylim=macd_ylim),\n",
|
||
" ]\n",
|
||
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel \n",
|
||
"\n",
|
||
" if zs_name in mpfdf_columns:\n",
|
||
" _p = kwargs.pop(\"zascore_percenty\", 0.2)\n",
|
||
" zs_ylim = ta_ylim(mpfdf[zs_name], _p)\n",
|
||
" taplots += [\n",
|
||
" mpf.make_addplot(mpfdf[zs_name], ylabel=zs_name, color=\"black\", width=1.5, panel=cpanel(), ylim=zs_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[\"-3\"], color=\"red\", width=1.2, panel=cpanel(), ylim=zs_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[\"-2\"], color=\"orange\", width=1, panel=cpanel(), ylim=zs_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[\"-1\"], color=\"silver\", width=1, panel=cpanel(), ylim=zs_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=zs_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[\"1\"], color=\"silver\", width=1, panel=cpanel(), ylim=zs_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[\"2\"], color=\"orange\", width=1, panel=cpanel(), ylim=zs_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[\"3\"], color=\"red\", width=1.2, panel=cpanel(), ylim=zs_ylim)\n",
|
||
" ]\n",
|
||
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
|
||
"\n",
|
||
" if squeeze_name in mpfdf_columns:\n",
|
||
" _p = kwargs.pop(\"squeeze_percenty\", 0.6)\n",
|
||
" sqz_ylim = ta_ylim(mpfdf[squeeze_name], _p)\n",
|
||
" taplots += [\n",
|
||
" mpf.make_addplot(mpfdf[squeezes.columns[-4]], type=\"bar\", color=\"lime\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[squeezes.columns[-3]], type=\"bar\", color=\"green\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[squeezes.columns[-2]], type=\"bar\", color=\"maroon\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[squeezes.columns[-1]], type=\"bar\", color=\"red\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=sqz_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[squeezes.columns[4]], ylabel=squeeze_name, color=\"green\", width=2, panel=cpanel(), ylim=sqz_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[squeezes.columns[5]], color=\"red\", width=1.8, panel=cpanel(), ylim=sqz_ylim),\n",
|
||
" ]\n",
|
||
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
|
||
"\n",
|
||
" if treturn:\n",
|
||
" _p = kwargs.pop(\"treturn_percenty\", 0.33)\n",
|
||
" treturn_ylim = ta_ylim(mpfdf[\"TR\"], _p)\n",
|
||
" taplots += [\n",
|
||
" mpf.make_addplot(mpfdf[\"TRl\"], ylabel=\"Trend Return\", type=\"bar\", color=\"green\", alpha=0.45, width=0.8, panel=cpanel(), ylim=treturn_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[\"TRs\"], type=\"bar\", color=\"red\", alpha=0.45, width=0.8, panel=cpanel(), ylim=treturn_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[\"TR\"], color=\"black\", width=1.5, panel=cpanel(), ylim=treturn_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=treturn_ylim),\n",
|
||
" ]\n",
|
||
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
|
||
"\n",
|
||
" _p = kwargs.pop(\"cstreturn_percenty\", 0.33)\n",
|
||
" trcs = mpfdf[\"TR\"].cumsum()\n",
|
||
" treturncs_ylim = ta_ylim(trcs, _p)\n",
|
||
" taplots += [\n",
|
||
" mpf.make_addplot(trcs, ylabel=\"Trend B&H\", color=\"black\", width=1.5, panel=cpanel(), ylim=treturncs_ylim),\n",
|
||
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=treturncs_ylim),\n",
|
||
" ]\n",
|
||
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
|
||
"\n",
|
||
" # END: Custom TA Plots and Panels\n",
|
||
"\n",
|
||
" if self.verbose:\n",
|
||
" additional_ta = []\n",
|
||
" chart_title = f\"{chart_title} [{self.strategy.name}] (last {self.config['last']} bars)\"\n",
|
||
" chart_title += f\"\\nSince {mpfdf.index[0]} till {mpfdf.index[-1]}\"\n",
|
||
" if len(linreg_name) > 0: additional_ta.append(linreg_name)\n",
|
||
" if len(midpoint_name) > 0: additional_ta.append(midpoint_name)\n",
|
||
" if len(ohlc4_name) > 0: additional_ta.append(ohlc4_name)\n",
|
||
" if len(additional_ta) > 0:\n",
|
||
" chart_title += f\"\\nIncluding: {', '.join(additional_ta)}\"\n",
|
||
"\n",
|
||
" if amat_sr:\n",
|
||
" vlines_ = dict(vlines=amat_sr, alpha=0.1, colors=\"red\")\n",
|
||
" else:\n",
|
||
" # Hidden because vlines needs valid arguments even if None \n",
|
||
" vlines_ = dict(vlines=mpfdf.index[0], alpha=0, colors=\"white\")\n",
|
||
"\n",
|
||
" # Create Final Plot\n",
|
||
" mpf.plot(mpfdf,\n",
|
||
" title=chart_title,\n",
|
||
" type=self.mpfchart[\"type\"],\n",
|
||
" style=self.mpfchart[\"style\"],\n",
|
||
" datetime_format=\"%-m/%-d/%Y\",\n",
|
||
" volume=self.config[\"volume\"],\n",
|
||
" figsize=self.mpfchart[\"figsize\"],\n",
|
||
" tight_layout=self.mpfchart[\"tight_layout\"],\n",
|
||
" scale_padding=self.mpfchart[\"scale_padding\"],\n",
|
||
" panel_ratios=self.mpfchart[\"plot_ratios\"], # This key needs to be update above if adding more panels\n",
|
||
" xrotation=self.mpfchart[\"xrotation\"],\n",
|
||
" update_width_config=self.mpfchart[\"width_config\"],\n",
|
||
" show_nontrading=self.mpfchart[\"non_trading\"],\n",
|
||
" vlines=vlines_,\n",
|
||
" addplot=taplots\n",
|
||
" )\n",
|
||
" \n",
|
||
" self._attribution()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Charting Example\n",
|
||
"#### Play with the parameters to see different charts and results\n",
|
||
"* This is an example chart so it's not perfect. Enough to get started with common and uncommon plots.\n",
|
||
"* There is a maximum of 10 Panels. In this example, panels 0 and 1 are reserved for Price and Volume respectively.\n",
|
||
" * "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"[i] Loaded SPY(5262, 33)\n",
|
||
"[+] Strategy: Common Price and Volume SMAs\n",
|
||
"[i] Indicator arguments: {'append': True}\n",
|
||
"[i] Multiprocessing: 4 of 4 cores.\n",
|
||
"[i] Total indicators: 5\n",
|
||
"[i] Columns added: 5\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1200x1000 with 10 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<__main__.Chart at 0x110d61be0>"
|
||
]
|
||
},
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n",
|
||
"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n",
|
||
"Technical Analysis with Pandas TA v: 0.1.72b0 [pip install pandas_ta] https://github.com/twopirllc/pandas-ta\n",
|
||
"Charts by Matplotlib Finance v: 0.12.6a3 [pip install mplfinance] https://github.com/matplotlib/mplfinance\n",
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Used for example Trend Return Long Trend Below\n",
|
||
"macd_ = ta.macd(closedf)\n",
|
||
"macdh = macd_[macd_.columns[1]]\n",
|
||
"\n",
|
||
"Chart(df,\n",
|
||
" # style: which mplfinance chart style to use. Added \"random\" as an option.\n",
|
||
" # rpad: how many bars to leave empty on the right of the chart\n",
|
||
" style=\"yahoo\", title=ticker, last=recent_bars(df), rpad=10,\n",
|
||
" \n",
|
||
" # Overlap Indicators\n",
|
||
" linreg=True, midpoint=False, ohlc4=False, archermas=True,\n",
|
||
" \n",
|
||
" # Example Indicators with default parameters\n",
|
||
" volume=True, rsi=True, clr=True, macd=True, zscore=False, squeeze=False, lazybear=False,\n",
|
||
"\n",
|
||
" # Archer OBV and OBV MAs (https://www.tradingview.com/script/Co1ksara-Trade-Archer-On-balance-Volume-Moving-Averages-v1/)\n",
|
||
" archerobv=False,\n",
|
||
"\n",
|
||
" # Create trends and see their returns\n",
|
||
" trendreturn=False,\n",
|
||
" # Example Trends or create your own. Trend must yield Booleans\n",
|
||
" long_trend=ta.sma(closedf,10) > ta.sma(closedf,20), # trend: sma(close,10) > sma(close,20) [Default Example]\n",
|
||
"# long_trend=closedf > ta.ema(closedf,5), # trend: close > ema(close,5)\n",
|
||
"# long_trend=ta.sma(closedf,10) > ta.ema(closedf,50), # trend: sma(close,10) > ema(close,50)\n",
|
||
"# long_trend=macdh > 0, # trend: macd hist > 0\n",
|
||
"# long_trend=ta.increasing(ta.sma(ta.rsi(closedf), 10), 5, asint=False), # trend: rising sma(rsi, 10) for the previous 5 periods\n",
|
||
" show_nontrading=False, # Intraday use if needed\n",
|
||
" verbose=True, # More detail\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"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 0x111647d90>"
|
||
]
|
||
},
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1600x325 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"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",
|
||
"clrxdf = pd.DataFrame({f\"{clrdf.name}\": clrdf, f\"{clrmadf.name}({clrdf.name})\": clrmadf})\n",
|
||
"clrxdf.tail(recent_bars(df)).plot(figsize=ind_size, color=colors(\"BkBl\"), linewidth=1, title=ctitle(clrdf.name, ticker=ticker, length=recent_bars(df)), grid=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### MACD"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.lines.Line2D at 0x11472e070>"
|
||
]
|
||
},
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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v3sW8efMQHByMNWvWYM6cOejVqxeUSiUWL16MDh06IDw8HFu2bHmp41C8j/b29uqyqKgoAECrVq006rZs2RIikUi93BCFhYUQi8UwNjbWKC/+3V65csXgbZakpPhdXFzg6upaZvwqlQrXr1/XWh8A3njjDdy7dw/Z2dkVFqu5uTkaNmyo1U7xcqDoHmrJycklxvTiPukar6KiotCiRQv1vdGeXz8vLw937tzRaFOf4/f48WM0bNgQM2fO1CjTN1Z991+Xjz76CF27dgUA9TlYfB4QEYKDg7F8+XIEBQVh2bJlaNCgAaZOnYrPPvusxG2WxpBzRd++pktJY1NlnCs3btyAQqHQit/Y2Bi+vr56xa9vvyovfcclQ8/fYcOGafW/qKgo1K9fH1ZWVlrrA0B0dDQAw49fw4YNMWzYMPXPhsRa3nH53LlzAIAWLVqUWq+Yrv5ebMSIEbCysoJUKkVgYCAuX75c7m22bNlSHSNjjL2uOJHIGGNVaMqUKcjLy4Ovry/at2+P6dOn48iRI5DL5Trry+VypKamIjU1FdevX8ewYcPw9OlT9OvXT13HysoK33zzDc6cOYNu3brB3d0dX3zxRbniHDx4MM6cOYOEhAQAwLZt2+Dh4YG2bduWuM7WrVvRvn171K5dGwAwcOBAHDlyROMhBbGxsQCgTnKWl5GREerXr4979+4ZtM5PP/0Ec3Nz9QM82rRpg5ycHJw7dw42NjbliikuLg579uxB3759KyRZ+iInJyfY2Njg7NmzGuVpaWmIiYkBUJQQKcnQoUPh4eEBiUSCoUOHqn8udvv2bZw4cQJffPEFxo4dC19fX8yePRtyuRxnzpzB7NmzMX36dJw9exbGxsaYNm2azhgPHTqEsWPH4vvvv0e7du0QHh6Oxo0bY9u2bfj444+xb98+uLq6YsOGDS91HMLCwmBlZYW33npLXZaYmAixWAxHR0eNusbGxqhRo4beDx56XoMGDaBUKjVuyA8Ap0+fBlD6sTZUYmIiAMDZ2VlrmbOzc5nxp6eno7CwsMT1AbzUMdAlMTERTk5OEASh1HbK2qfimMtqS599Ku/xMyRWffdfl3bt2qF+/foAoD4Hhw4dCqDoC5k//vgDCxYswNq1azFu3Djs378fISEhiIiIMGisKxYaGgqxWIyQkBC99/VlzxUAWmPTf/FcKd7Gv3Wu6DMuVcT5+2+dK4bEWt5x+a+//gIA1K1bt9R6xXGtW7cOfn5+GrEZGxujb9++iIiIwM8//4yFCxfixo0b8PPzKzORKZPJ8PXXX6Nu3bpo3bq11nIPDw+kpqYiOTm5zPgYY+xVxYlExhirQl27dsWff/6J4OBgXLt2DWFhYejevTtq1aqF/fv3a9U/cuQIHBwc4ODggGbNmmHXrl147733EBoaqlGvb9++6NGjB9LT07Fy5UqNGSEPHz7U+2m+xbp16wY7Ozts374dRITt27dj0KBBJdZPS0vDb7/9plGnb9++EAQBO3fuVJdlZWUBACwtLQ2KpzQWFhYGz7KytbWFr68vZsyYgX379uF///sfHj58iH79+pX4JGB95OXloV+/fjA1NcWSJUteejulEYlE+Oijj/D7779j5syZuHv3Lq5cuYL+/ftDJpMBAPLz8196+wEBAWjUqJH6Z6VSiSNHjuCdd97RSDg6OzurE87Fv9diI0eO1EiwtGnTBkSEkSNHqsvEYjFatWpl0NNIiy1evBjHjh3DkiVLNBK/+fn5WjMHi0ml0pc6LoMHD4a1tTU++OADHD16FA8fPsSaNWuwatUqdZsVpXhbJiYmWsv0ib+s9Z+vU175+fl6tWNoTLrGq4pq6/l26tSpAyLCpk2bNNrRN1Z9YzLUoUOHIBaL8emnn2qUT548GUSEX3/91aDt/fDDD1i/fj0mT54MLy8vdXl5+5ouPXr0gLu7O6ZMmYI9e/YgPj4eO3fuxKxZsyCRSP5T50rxNv6tc0WfccnQc+XEiRMgIq22KvpcAYpmyj7/9GxDz5XyjMtpaWmQSCSwsLAotZ5KpcKQIUOQkZGh9UTo9u3bY/fu3fjggw8QHByMGTNm4Pz58xAEQWNWsi6ffPIJYmJisGLFCkgkEq3ltra2AIDU1NRSt8MYY68yTiQyxlgVa926Nfbs2YNnz57h4sWLmDlzJrKzsxESEqKeUVasTZs2OHr0KI4dO4Zz584hNTUV33//vc7LWou/Kdd1qZGhjIyM0K9fP/zwww84deoUEhISSr2seceOHZDL5WjevDni4uIQFxeH9PR0tGnTRuPy5uLLrSrq8koAyMnJMSgxmZmZCT8/P7Rr1w5fffUVevfujcmTJ+Onn37CmTNnsHHjxpeKQ6lUYuDAgYiJicHu3bvh4uLyUtvRx/z58zFy5EiEhYWhfv36aNWqFSQSiTpRV9YHrtK8OOsjJSUFeXl56tlGz2vYsCFUKpV65moxNzc3jZ+tra0BQD1b9fnyZ8+eGRTfjh07MHv2bIwcORIff/yxxjJTU1N1MvVFBQUFOs+bstSsWRP79+9HYWEhunXrhrp162Lq1KnqD6rFxzo/Px9JSUkaL0MVx6drht7z8ZfUVlnrP1+nvExNTfVqpyJiqqi29GlH31j1jclQ8fHxcHFx0RrTii9hjY+P13tbp0+fxsiRI9G9e3csWrRIY1l5j5UuUqkUBw8eRI0aNdC3b1/UqVMHw4YNwxdffAE7Ozv1uSKTybT6r1KpNKgtfeMvra3K+h3qilWfcel1PlcqelzWZfz48Th8+DDWrVuHZs2alVnf09MTvXv3xvHjx0vsf+Hh4Vi7di0WLFiAHj166KxTnMx9cXYyY4y9TjiRyBhj/xHGxsZo3bo1Fi9ejMjISMjlcuzatUujjr29Pbp06YLOnTujXbt25b7s1hCDBw9GdHQ05s6di2bNmmnMUntRcbLwzTffhJeXl/p15swZ/Pnnn+pZZ97e3gCK7s9UEeRyOe7cuQNPT0+91/npp5/w9OlTBAcHa5QHBATAyspK67I8fY0aNQq//PILNm3ahE6dOr3UNvRlbGyMdevW4cmTJzh16hRu376N3377DZmZmRCJRAYdjxdVxIe6ki7p1lX+4oya0hw9ehTDhg1Dz5498d1332ktd3Z2hlKp1LrETCaTIS0t7aWTu/7+/rh//z6ioqJw5swZPH78WH2Zf/Elqjt27ICzs7PGy1DF6xRfdvi8xMREdfwltWVnZwcTE5MS1wdQYQluZ2dnJCUlaf3+XmynrH0qjrmstvTZJ32PX2nt6BurvvtfVa5du4bg4GA0btwYu3fv1ppJVd5jVRIfHx/cvHkTN2/exOnTp/HkyROMGjUKqamp6nPl3LlzWv33xS8jyqJv/KW1pW+/Ki99x6WKOH//rXPFkFjLOy7XqFEDCoWi1C8g582bh1WrVmHJkiV47733St3e82rXrg2ZTIbc3FytZZs2bcL06dMxZswYzJ49u8RtFH8Zpuv+iYwx9rrgRCJjjP0HFc8i1PWmvKp06NABbm5uOHHiRKmzER88eIBz587hk08+wa5duzReO3bsgLGxMX744Qf1Nm1tbfHjjz8aPANFl927dyM/Px/du3fXe52nT58CgFb7RASlUgmFQmFwHFOnTsXGjRuxfPnyUi8Br2hOTk7w8/ND/fr1oVQqceLECbRp06ZcMxJf5ODgADMzM9y+fVtr2V9//QWRSKQ107AyXLhwAe+++y5atWqFnTt36rzEzNfXFwC0bqB/+fJlqFQq9fKXIRaL4evrizfffBMWFhY4duwYAKBLly4AgO7du+Po0aMaL0OVFP+TJ0/w6NEj9fKS2hKJRGjSpInOBwhcuHABHh4eFXZbAV9fX+Tl5anve/p8O8/vS61ateDg4KAzposXL+r1O/H19cXVq1ehUqm02jIzM1MnqPQ9fiUxJFZ9978kJc1ecnd3x5MnT7SSJsX3iXN3dy91uwBw7949BAUFwdHREYcOHdI5HpT3WJVGEAT4+PigQ4cOsLOzw/Hjx6FSqdTnSrNmzbT6b82aNQ1qo3HjxpBIJFrxy2QyREdHq+MvrS19+1V56TsuVcT56+vrizt37mjdbuLFfqnv8SuJIbGWd1wu/gLywYMHOpevXLkSc+fOxcSJEzF9+vRSt/Wi+/fvQyqVap0jP//8Mz788EP06dMHK1euLHUbDx48gL29PRwcHAxqmzHGXilV87BoxhhjRER//PEHqVQqrfLQ0FACQMuWLVOXubu7U8+ePfXe9pdffkkAKCUlRaM8Li6O4uLiylz/+PHjBIB27dqlLtu3bx99+eWX9OTJE3VZQEAA+fj4qH9esGABAaC///5b53a7du1K3t7e6p+XLFlCAGjy5Mk6j8WWLVvowoULJcZULDo6mhwdHcnW1pYSExPL3L9iu3fvJgD05ZdfapTv27ePANCSJUv03hYRUVhYGAGgzz//XO91du3aRQDo+PHjBrVVmuLjunv37jLrDh8+nMzNzbXKAdC4ceO0yt955x0yMTGhBw8eqMuSkpLIysqK/P391WUbN24kAHTp0iWN9UvqmyXF8aKYmBiqUaMG+fj4UHp6eon18vLyyM7Ojt5++22N8qFDh5KZmRmlpaXpXC88PJwAaOxfaZKTk8nNzY2aNm1KSqVSr3X0bcvb25uaNWtGCoVCXTZ79mwSBIFiYmLK3H5xP3j+d/DXX3+RWCym6dOnl7ieubk5DR8+XO/9SEhIICMjI43+olKpyM/Pj2rVqqUR/5gxY8jU1FRjjDh27BgBoMjISI3t6hqvtm/frjUOpKSkkI2NDQ0YMECjrr7HTyaTUWxsrMbYZkishuy/LtOnTycA9OzZM43y4nFo8eLFGuUDBgwgQRDKHMsTExPJw8ODXFxcyuzPL9PXDB278vLyqEWLFuTs7ExZWVl6raNvW0FBQVrbXbduHQGgX3/9tcztG9Kvnufj40MBAQF674ch45Ih5298fDzFxsZqlJ0/f54AUHh4uLqsoKCAPD09qU2bNhp1DTl+sbGxFB8fr1Gmb6wvOy4Xu3fvHgGg9evXay3bvn07iUQiGjJkiM73E8WSk5O1yqKjo8nIyIiCg4M1yk+ePElSqZQCAwOpoKCg1NiIiJo3b069evUqsx5jjL3KtL++Z4wx9q8ZP3488vLy8O6778Lb2xsymQznzp3Djh07UKdOHYwYMaLC2+zcuTMAGPzAFQDo3bs3evfuXWqdbdu2wdfXt8RZacHBwRg/fjyuXr2KFi1aYOrUqbh16xaWLl2K48ePIyQkBDVr1kRSUhL27duHixcv4ty5cxrbOH36NAoKCqBUKpGWloazZ89i//79sLa2xt69ew2azdKrVy/4+Phg/vz5iI+PR9u2bREXF4cVK1bA2dlZ44EgZdm7dy+mTZsGLy8vNGzYEFu3btVY3rVrVzg5Oal/XrhwIQDg1q1bAIAtW7bgzJkzAFDqpVMv2rp1K3766Sf4+/urZ8ft3LkTH374Ifr27av3dvS1cOFCHD16FB06dMDYsWMhkUiwevVqFBYWIiwsrMLbe152dja6d++OZ8+eYerUqTh48KDG8nr16qFdu3YAii7LXrBgAcaNG4d+/fqhe/fuOH36NLZu3YpFixbBzs5OvV5mZqb6PofFl7OvWLECNjY2sLGxwSeffKKuGxAQgHbt2sHT0xNJSUlYs2YNcnJy8Msvv0AkKvtiD0PaCg8PR3BwMLp164aBAwfi5s2bWLFiBT788EP1ffJKM3bsWKxduxY9e/bElClTYGRkhGXLlsHJyQmTJ0/WqHvgwAFcu3YNQNFtAq5fv67uo8HBwWjatGmJ7bi6umLixIkIDw+HXC5H69atsW/fPpw+fRrbtm3TuIz9888/x65duxAYGIgJEyYgJycH4eHhaNKkidaYp2u8CgkJQdu2bTFixAjExMTA3t4eq1atglKpxLx58zTW1/f4PX78GA0bNsTw4cM1Hriib6yG7L8uLVu2BAB8+umn6N69O8RiMQYOHIhevXohMDAQs2bNwsOHD9GsWTMcOXIEP//8MyZOnIh69eqVut2goCDcv38f06ZNw5kzZ9TjC1A0g7lr164GHytA/7Grf//+cHFxQaNGjZCVlYUNGzbg/v37OHjwoN6zYQ29d1MAACAASURBVPVta9GiRWjfvj0CAgIwevRoPHr0CEuXLkW3bt0QFBRUZjuG9KtTp07h1KlTAIruG5ubm6uO09/fH/7+/iW2Y8i4ZMj5O2zYMJw8eVLj8vo2bdqgX79+mDlzJpKTk+Hp6YnNmzfj4cOHWL9+vcb6hhy/hg0bIiAgQOOBK/rGasj+6+Lh4YHGjRvj2LFj+OCDD9TlFy9exLBhw1CjRg107txZ437MQNEDVoofEDZgwACYmpqiffv2cHR0RExMDNasWQMzMzONB6PFx8cjODgYgiAgJCRE63YzTZs21RgXk5OTcf36dYwbN67UfWCMsVdeVWcyGWOsOvv111/pgw8+IG9vb7KwsCBjY2Py9PSk8ePH09OnTzXqVtSMRHd3d3J3dy9z/dJm/z3v+RmJV65cIQA0Z86cEus/fPiQANCkSZM0ynfv3k3dunUjOzs7kkgk5OzsTAMGDKATJ05oxVT8MjIyIgcHB/L396dFixbpnGWgj/T0dJo0aRLVr1+fTExMyN7engYOHEj37983aDvFx7yk14szaUqra4gLFy6Qv78/2draklQqpWbNmtF3331X6oyM5xk6I5GI6OrVq9S9e3eysLAgMzMzCgwMpHPnzmnUqYwZiQ8ePCj1uOmaRbdmzRpq0KABGRsbU7169Wj58uVax6a07b54vkyaNIk8PDzIxMSEHBwcaPDgwXTv3r1S437ZtoiI9u7dS76+vmRiYkKurq40e/ZskslkereXkJBAISEhZGVlRRYWFvT222/T3bt3teoNHz68xLg2btxYZjtKpZIWL15M7u7uZGxsTD4+PrR161addW/evEndunUjMzMzsrGxoSFDhlBSUpJWvZLGq/T0dBo5ciTVqFGDzMzMKCAgQKufFdPn+BX/TnT1H31jNWT/X6RQKGj8+PHk4OBAgiBojAHZ2dk0adIkcnFxISMjI/Ly8qLw8HC9zu/SzhVds+j07Wv6jl2hoaHk7e1NUqmUbG1tKTg4mKKiovQ6Joa2RUR0+vRpat++PUmlUnJwcKBx48YZNPNR335V2lj/4uz2kugzLhHpf/4GBAToPCb5+fk0ZcoUqlmzJpmYmFDr1q3p8OHDOmPS9/iV1H/0jdWQ/ddl2bJlZGFhQXl5eeqy4r83+oxhERER9MYbb2i83xg6dKhWrC++5yjrdx0ZGUlmZmYGz7ZljLFXjUBkwF3NGWOMMcYYY4yxKpKZmQkPDw+EhYUZdNVAZWvevDk6duyI5cuXV3UojDFWqTiRyBhjjDHGGGPslREaGoqNGzciJiZGr1tKVLbDhw8jJCQE9+/fh6OjY1WHwxhjlYoTiYwxxl5LSqUSKSkppdaxsLDQ64nGMpkM6enppdaxtraGqampQTGWJTMzE/n5+aXWMfTppowxxhhjjDH2sjiRyBhj7LX08OFD1K1bt9Q6X375JebOnVvmtk6cOIHAwMBS62zcuBHvv/++ARGW7f3338fmzZtLrcN/xhljjDHGGGP/Fk4kMsYYey0VFBRoPKFUFw8PD/VTHEvz7NkzXLlypdQ6Pj4+cHZ2NijGssTExODJkyel1unSpUuFtskYY4wxxhhjJeFEImOMMcYYY4wxxhhjrExVf2daxhhjjDHGGGOMMcbYf56kqgMoL5VKpf6/IAhVGAljjDHGGGOMMcYYY6+e5y9YFolKnnf4yicSASA7O7uqQ2CMMcYYY4wxxhhj7JVmaWlZ6vLXIpEIAFKplGcksgqnVCpx9+5deHl5QSwWV3U4jFU67vOsOuB+zqob7vOsuuE+z6oz7v/sZRERCgoKyqz3yicSi5OHgiBwIpFVOEEQQETcv1i1wX2eVQfcz1l1w32eVTfc51l1xv2flVdZ/YYftsIYY4wxxhhjjDHGGCsTJxIZY4wxxhhjjDHGGGNl4kQiY4wxxhhjjDHGGGOsTJxIZIwxxhhjjDHGGGOMlYkTiYwxxhhjjDHGGGOMsTJVaiLx7NmzGDhwIBo2bAhbW1scPHhQYzkRYfHixfD29oazszPeeecd3Lt3rzJDYowxxhhjjLHXSlpaGgoKCqo6DMYYY9VApSYS8/Ly0LhxY4SHh+tcHhERgdWrV2PZsmU4evQozMzM0LdvX/4jyBhjjDHGGGNliI+Px/vvvw9nZ2fUr18fERERyMvLq+qwGGOMvcYklbnxrl27omvXrjqXERG+++47TJkyBT169AAAREZGokGDBjh48CD69u2rc73CwkIUFhZqbAcAlEolBEGo4D1g1Z1SqdT4l7HXHfd5Vh1wP2fVDff5109GRgbCwsKwatUqFBYWwtXVFcnJyZg6dSrCw8OxevVqBAUFVXWYVYb7PKvOuP+zl1WcXytLpSYSSxMfH4+nT5+iY8eO6jJra2u0bNkSly5dKjGRuHz5coSGhqp/trCwwM2bN3H37l29d5oxQ8XFxVV1CIz9q7jPs+qA+zmrbrjPv/rkcjl27NiBtWvXIjMzEzY2Npg4cSJCQkKQnp6OTZs2YceOHZgyZQrq1q1b1eFWOe7zrDrj/s8MJQgC3N3dy6xXZYnEp0+fAgAcHBw0yh0dHZGcnFziepMmTcLYsWPVPxcnD728vHhGIqtwSqUScXFx8PT0hFgsrupwGKt03OdZdcD9nFU33OdffUSEn376CV988QUePHgAqVSKKVOmYMqUKbC2tlbX8/f3R0xMDG7cuIFatWrBwsKiCqOuOtznWXXG/Z+9LCKCTCYrs16VJRJflomJCUxMTNQ/ExGysrIgFos5kcgqjVgs5kGYVSvc51l1wP2cVTfc519NZ8+exfTp03Hx4kUIgoChQ4di3rx5qF27ts76LVu2xLVr13Djxg106NDhX472v4X7PKvOuP8zQ+l7lW+lPmylNE5OTgCAlJQUjfLk5GQ4OjpWRUiMMcYYY4wx9p9w+/Zt9O3bF4GBgbh48SI6d+6MCxcuYMOGDSUmEQGgVatWAIDLly//W6EyxhirRqoskeju7g4nJyecPHlSXZaVlYUrV66gdevWVRUWY4wxxhhjjFWZzMxMjB8/Hr6+vjhw4AAaN26MAwcO4NChQ/D19S1z/ZYtWwIArly5UtmhMsYYq4Yq9dLmnJwcPHjwQP1zfHw8bty4ARsbG9SuXRtjxozB//73P3h4eMDd3R2LFy9GzZo10bNnz8oMizHGGGOMMcb+k8aOHYtdu3bBxcUF8+bNw9ChQw26PNHHxwcmJiacSGSMMVYpKjWRGB0djV69eql/njVrFgBg0KBBWLVqFSZMmIC8vDxMmjQJmZmZaNu2LXbv3g2pVFqZYTHGGGOMMcbYf8758+exa9cuNGjQAOfPn4e5ubnB2zA2NkbTpk1x6dIlPHv2DLa2tpUQKWOMseqqUhOJHTp0wLNnz0pcLggCPv/8c3z++eeVGQZjjDHGGGOM/acREaZMmQIACAsLe6kk4vXrwOjRYqSkbAQwDleuXEWXLp0rOFLGGGPVWZXdI5ExxhhjjDHGWJEdO3bg4sWL6NKlC4KCggxe//vvBXToIMHVqyIkJPgAOIGPPmqMkyeFig+WMcZYtcWJRMYYY4wxxhirQvn5+Zg9ezZEIhFCQ0MhCPon//Lzi2YhfvihBIIArFunwKpV9wCcQEKCK4KCxNixg5OJjDHGKgYnEhljjDHGGGOsCuTn52PPnj0ICQnB33//jREjRqBJkyZ6r3/3LuDnJ8GmTSJ4eRHOnFFg2DDCiBG1YG7+NuztR8LICBg2TIzNmzmZyBhjrPw4kcgYY4wxxhhj/7Lly5fD1dUVAwcOxNGjR+Hl5YW5c+fqtS4R8NNPAtq1k+D6dQEhISr8+acCxTlIsViM5s2bIzV1AzZvToWZGTBqlASLF4tQyi3sGWOvmfz8fBQWFlZ1GOw1w4lExhhjjDH22iAipKam4tGjR0hJSUF2djYKCgqgVCqrOjTG1DZs2IDp06dDJBJh9OjR+P3333Hjxg04OTmVut6tW8CXX4rg4yPBoEES5OcDy5crsW2bElZWmnVbtWoFAJBK/8SvvyphbU2YO1eM2rUl6NdPjH37BHB+gbHXV1paGlq0aIH27dtDpVJVdTjsNVKpT21mjDHGGGPs35SRkYGUlBQoFAoQEYCi2VlisRhGRkYwMTGBiYkJpFIpjI2NYWRkBJFIBCKCXC5HQUEB5HI5bG1tIRLxd+6s4h0+fBjjxo2DhYUFjhw5gubNm5da/949YNcuEXbsEOHWraLLkyUSQlCQCrNnq/DGG6RzvRYtWgAALl++jDlz3sLFiwps2CDCjz+K8PPPRS8bG0JIiAqDBxPatydwl2fs9aBUKvH+++/j3r17AIBDhw7h7bffruKo2OuCE4mMMcYYY+y1kJeXh6SkJCgUCpiZmUEQBCiVSigUCigUCsjlcuTm5qrri8ViSCQSdTJRLperX/n5+XB1da3CvWGvo6ioKAwaNAgAsH379hKTiI8fFyUPd+4UcPlyUXZPEAgdO6rQv78K77xDsLcvva3iGYlXrlwBANStCyxYoMK8eSqcPSvghx9E2L1bwLp1YqxbB9SpQxg4UIUhQ1Ro0KCCdpgxViUiIyNx7NgxeHp6Ii4uDt988w0nElmF4e+cGGOMMcbYK08ulyMhIQEymQxmZmYwMjKCRCKBiYkJzM3NYWVlpX5ZWFhAKpWqk4e5ubnIzs6GTCaDSCSCSCRCeno68vPzq3q3DCaTyXD48GFMmDABu3btqupw2P9TKpWIiIhAYGAgcnNzERkZiW7duumoB8yYIYKHhwTTpolx+bIIbdqosHSpEg8eKHDkiBIfflh2EhEA6tWrB3t7e5w5c0bjHmkiEeDnR4iMVCIhQYHt2xUIDlbh8WNgyRIxmjaVYP58EfhKSMZeTb/88gvWrVuHmjVr4vfff0eLFi1w4sQJREdHV3Vo7DXBiUTGGGOMMfZKIyI8evQI+fn5sLCwgJGRkc56giBAJBJBIpFAKpVqJBgtLS1hYWEBMzMzWFhYQKlUIjExUX159H+dXC7HhAkTUKtWLQQHByMyMhIffvghEhISqjq0aouIkJKSghMnTsDf3x9Tp06FSCRCZGQk3n//fa36WVlAnz5iLFsmhosLsHChErdvy3H6tBLjx6vg4mJY+4Ig4J133kFWVhYOHz6ss45UCvTpQ9i9uyipuGKFEvb2wMKFYvTuLUZa2kvsOGOsSjx58gQTJkzAkCFDIJFIsHXrVjg7O+PTTz8FAKxYsaKKI2SvC760mTHGGGOMvdLS0tKQlZUFqVRaYhKxNIIgQBAE9c9isRimpqbIyspCVlYWrK2tKzLcSrFq1SpERkbCzs4Ow4cPh6mpKb777jvMnj0bGzZsqOrwXmsZGRmIi4vDnTt3EBcXp37dvXsXmZmZ6npBQUFYsWIF3NzctLZx7x4QEiLBrVsC2rRRYdcuJWrWLH9sAwYMwLp167Bjxw707t271Lp2dsDo0Sr07KnCoEFi/PabCG3bCtixQ4H/v90iY+xfdu/ePURGRiIvL09r2fN/t3Jzc7Fnzx4UFBTAyckJn332Gd58800AQEhICD7//HNs374dCxcuRM2KGFxYtcaJRMYYY4wxVmmISJ1MsbGxqfDt5+XlITk5GSKRCKamphW2XalUioKCAiQmJsLS0lLrwSsFBQXIyMhAbm4ucnJykJeXh9zcXI1XXl4e/P39y3yYRnklJiZi/vz5MDMzw6VLl1C7dm3IZDIcO3YMP/74I8aMGfNKJENfJSqVClu3bsWCBQsQHx+vs46LiwuaNWsGT09PdO3aFX369NH44A8ABQXA0qUihIaKUFAgYOBAFdasUUIqrZg4O3ToABcXFxw8eBA5OTmwsLAoc51atYBjx5SYPp2wcqUY/v4SREQo8cEHhBfCZ4xVou3bt2PcuHHIzs7Wq769vT3mzp2LUaNGacxGNzY2xsiR47BgwWHMmfMr1qwZwecyKxdOJDLGGGOMsUohk8nw5MkT5OTkQKVSwdjYGGZmZhW2fYVCoX64irm5uVaSpjxEIhEsLCyQk5ODlJQUODk5qZdFRUXB399f475zJXFycsKdO3cqNMn5opkzZyI7OxsLFixA7dq1ARR9cAwLC0OfPn0wbdo0fPfdd5XWfnUTFRWFCRMm4Pz585BIJGjfvj08PT3h6ekJLy8v9f/Nzc1L3c7RowImTBAjLk6AtTUhPFyJ0aNVFfoBXywWo1+/foiIiMD+/fsxePBgvdYzNgaWL1ehTRvCmDFifPyxBOfPq/DNN0pUYldmjKFoduGkSZOwadMmGBsbIzQ0FB06dChzvUaNGsHc3BxKpRIymYAzZwScPi3CyZMCzp+fCeBzbN4MXL9e9EVB794Esbjy94e9fjiRyBhjjDHGKlxaWhoSExOhUChgbGwMuVyO1NRUnZd1vgyVSoWUlBTk5eXB2Nj4pS5pLouxsTHEYjFSUlJga2sLY2NjAMDChQtRWFgIPz8/2Nvbw9zcXOfryJEjOHDgADZu3IixY8dWeHwAcPr0afzwww/w8vLCxIkTNZb17NkTnTp1wh9//IHDhw/D29u7UmKoLtLS0vDll19i7dq1ICJ07twZy5cvN/i4PnoETJkixp49RbNchw5V4auvlHguV12hBgwYgIiICOzcuVPvRGKxgQMJTZoo0L+/BJs3ixAdXXSps4dH5cTKWHV3584dDBgwALdu3YKnpye2bdum16z2wkLg4kUBJ08KOHlShPPnG6Ow8J+Z9B4eBInkLO7cyUNUVFcMHAjUrUvo1UuFt94i+PkR/v9PHGNlEuhVuYN0CYgIWVlZMDU1rdBvoRkDip6wd/v2bTRo0ABi/rqGVQPc51l1wP28cqlUKjx58gSpqakQiUSwtLSEWCxGdnY2lEolGjRoABMTk3K1IZPJkJqaiqysLCiVSpibm2tdelxRlEolMjIyYGNjg7p16+LWrVto3rw5GjZsiKioqFLbffjwIRo1agRnZ2fExsaqE5EVobCwEJcuXcInn3yCmJgYHDx4EF27dtWqd/36dbzxxhsQiUTo168fJk6cWOmXWr9uVCoV1q9fjzlz5iA9PR1ubm4IDw/HO++8Y9DnD7kc+PZbERYsECE3V4CPD+Hbb5Xo0KFyP44RERo1aoT4+HgkJCSgRo0aBm8jKwsYNUqMvXtFsLEhbNyoRM+e/92PkTzOs1fRnj17MGrUKGRnZ2PAgAGIjIws8XYEhYXApUtFicNTpwT8+aeAgoJ/xqNatQrRubMYAQGAvz/B3R2IjY1Fs2bN4OExAE2b/oBffhGgUBStY2FB6NKF0KOHCkFBVCH3aGWvHiJCfn4+rKysSv37xk9tZowxxhhjFUImk+H+/ftITU2FsbExrKys1B/iTU1NoVAokFbOx8Dm5uYiKSkJ2dnZUKlUMDU1rbQkIvDPg1cyMzORkZGBpUuXAgCmTJlSZrt16tTB4MGDkZCQgG3btpU7lpycHHz//ffo0aMHHB0d0alTJ8TExKBPnz46k4gA0LRpU6xZswb29vb48ccf0aZNG3Tp0gUHDhyASqUqd0zVwfz58zFu3Djk5ORg5syZuH79Ot59912DkoinTwto3VqCGTPEEAQgNFSJixcVlZ5EBIoeyNC/f38oFArs3bv3pbZhZQVs365EaKgS2dnAu+9K8MUXIiiVFRwsYy9Bn9tM/JfJ5XJMnz4dAwcOREFBASIiIvD9999rJBELC4GzZwUsWiRC9+5iODhI0KmTBPPmiXH8uAg1awLDhqmwbp0Cf/1VgIMH/8Lq1Qq8915REhEAGjZsiO7du+P+/R0YM+YoEhMV+PFHBYYNU8HMDNi3T4TRoyVwczNC27ZizJ8vwuXLAvhPBXsRz0hkrBT8bSarbrjPs+qA+3nlyM7OxqNHj1BYWAgzMzNIdTwtIjMzE4IgwNvbGxKJYXfYISJkZGQgMzMTMpkMSqUSUqn0X/kdqlQqZGZmIjc3F3369IGFhQViY2P1upz6zp07aNKkCerVq4fr16+/1H6fOXMGmzdvxk8//YTc3FwAgJubGwICAhAQEIABAwaUOMszJwdYsQK4ciUDhYXJuHHjFB4/vgEgA87OpujfvxsGDQqCi4sZbG2Bck4Wfe2cPHkS3bp1g4ODA44fPw4vL68y15HLgdu3gZs3Bdy8KSAqSsDRo0VJ5759VQgPV8LVtbIj1xQTEwNfX1+0bNkSBw4cgL29/Utv6/RpAUOGiJGUJKBzZxW+/14JB4cKDLYC8Dj/esnOzsbDhw8RHx+P+Ph4/P333xo/p6WloXXr1ggLC1M/qfjSpUv4+uuvkZCQACsrK1haWsLKysqg//8bfScxMRFDhgzBmTNn4Orqqv7CRybTnnGYn/9PvsPNjRAQQAgIUMHfn1Cnzj/bLK3/HzlyBG+//TZ69OiBffv2qctVKuDKFQGHDgn49VcBV6/+80WZkxOhe3dCz54qBAfzfRVfZ/rOSOREImOl4DchrLrhPs+qA+7nFYuIkJqaiqdPn0KlUsHc3LzEBJtcLkdmZiZcXV3h6OiodxtKpRKpqanIzc2FUqmEQqGo9JmIL5LL5Thw4ABiYmIQGBgIPz8/2NralvlADQAYOnQodu7cic2bN2PQoEF6tff3339jy5Yt2LJlC+7fvw8AcHBwwODBg/Hee++hSZMmpb73VamArVsFzJkjRmKi/u+RpVKCrS3g5AR06qTC228T2rYlGJj/fC2kpaWhVatWePz4MX755Rd069ZNq05iIhAVJaiThjdvCrh9G5DLNY+5lxfh66+V6Nq16j56BQYG4uzZs7C0tMTEiRMxceJEWFpavtS2EhOBwYPFOHtWhNq1CbNmKeHnR/D0xH/iabA8zhcl0qytrVG/fv2qDuWlKJVKfPvtt/jf//6H5OTkEus5OzvD2toaf/31FwCgd+/eyMrKwvHjx8sdg7m5Oezt7WFvb4+aNWsiJCQE/fv3L/c9eYkId+/excmTJzF//nw8ffoUgYHdMWHCVly7ZotTpwScO6d/4vBFpfV/IoKvry9iY2Nx8+bNEvtHYiJw+LCAQ4dE+P13ATk5RbGMHq3EihU8RfF1xYlExioAvwlh1Q33eVYdcD+vOHK5HElJScjIyIAgCDA3Ny/1mBbPKpRIJHBzc4OFhUWZ798KCgqQlpaGvLw89aW4Uqn0X3/fl5qaiq5du6J27dpYt24djIyMIAgCbGxsULNmzVLvf3jjxg20bNkS1tbW6NOnD95991106tRJa528vDzs27cPW7ZswR9//AEigkQiwVtvvYVhw4bhrbfe0us+i+fOCZg8WYQrV0QQiwmjRyvRvv192NnVQVaWCBkZQEaGgIcPM3DuXCxiY5OgUJgDsIOlZW1IJPbIzDSCSlV0jO3sCEFBRbNRunUjWFvrbpeIkJKSgtu3b6tfd+7cQevWrTFr1qxX6r06EaFfv37Yv38/Jk2ahNDQUI3lCQnA/PlibNkiqI8TAIhEBC8voHFjUr98fAgeHsC/mPfWKTs7GxEREVi+fDmys7Nhb2+PGTNmYPTo0TpnEJdFLgdmzRLh66//Oedr1iR06EDw9yd06KBCo0ZVs9/VeZy/ffs2ZsyYgYMHD8LIyAizZ8/G1KlTDZ4NXZXi4uIwatQonD17Fubm5mjWrBnc3Nzg7u6OOnXqwN3dHe7u7qhdu7a67/7222+YPn06YmJiAAAtW7bEtGnT0LVrV+Tk5CArKxuxsTJcvizG9eumSEoyglIph1Ip+/9XIRSKQsjlMigUhVAoCiCTFaCgIBcyWR4AJQAlLC3N0KpVc7Rs2RympiaQSIpm7NWpA9SpQzA1LboMWSYresnlRT/fufMQUVG3EB0di1u37iIjIxeAMQA31KkzAk+f1tNIHNaurZ041HcILav/r1+/Hh9//DE+/vhjRERElLm9wkLgzBkBn3wixr17ArZuVaB//1c6jcRKwIlExipAdX4Twqon7vOsOuB+XjHy8vKQlJSE3NxcSCQSmJmZ6fVeTC6XIycnB4IgwNTUFA4ODrCxsdGqR0TIzs5Geno6ZDIZVCoVJBKJOoH3b3r69Ck++OAD3L59G5999hnGjh0LpVKJ/Px8yGQyGBkZqWetlNSnFi9ejKVLlyI7OxsAYG1tjZ49e+Kdd96Bo6Mjtm7dip07dyIrKwsA4OPjg+HDh2PQoEFw0vNxvvHxwOefi7FrV1HmJihIhdBQJerXL73PZ2ZmYuPGjVi5ciXi4+MBAO3a9UD//hvw558O+O03AZmZRcdcJCKYmwOmpgBQAJUqDypVDmSyLBQUPINCkQ2gAED+/7+K/t+lSwcEBLRB06ZFScn/2tv2jIwMXLt2DdHR0YiOjsbVq1cRGxuLFi1a4NSpU+oE7rNnQGioCCtXilBYKKBOHUKfPir4+BQlDRs2BF4iJ/evSk1NRVhYGCIjI1FYWIjatWtjzpw5GDp06Eslm65eBY4eFeHMGQFnz/4zcwkoSkK/+WbRE2HfflsFT8+K3JOSVbdxPjc3F6dOncL+/fuxefNmKBQKNG7cGI8fP8azZ8/QokULbNiwAY0aNarqUEulUqmwevVqzJw5E3l5eejcuTNWr14NNzc3vdZXKBQ4ePAgbG1t0bixHy5fFuHiRQGXLgm4eFFAWtp/bOB5jqvrP4nDgADDEocvKqv/5+fnw8PDA/n5+Th79ix8fHz02m5UFODnJ4GJCXDhguJfO5/Zv4cTiYxVgOr2JoQx7vOsOuB+Xj5EhGfPniE1NVWdRDN0hmDxG1WZTAYigrOzs8alziqVCmlpacjKyoJCoYBSqYSpqWmV/L7u37+PESNG4PHjx+jVqxdCQ0M1ZgUqFAr1JdempqaoWbNmiW/ACwsL8fvvv2Pv3r04cOAA0tPTNZbb2tpi4MCBGDZsGFq0aKH3Mc3JAcLCRFi+vCi55e1NCAtTIiio6G2+vn1eoVDg559/xtdff40LFy7A3d0dhw8fhptbPZw9K+DgQQEnEo77pgAAIABJREFUToiQlUV4+jQLeXkEQArAVK84i3XposLy5Uo0aGDQahUmKSkJ0dHRiIqKQnR0NK5du6a+fLyYWCxGy5YtsWnTJnh6eqKgAFi5UoTQUBEyMgTUqEGYOVOFjz5SvbL3lUxISMCiRYuwadMmqFQqNGjQAHPnzkWfPn1e+nOVQgFcvw6cOiXC6dNFicX09KJtmZgQli1T4cMPVZWeSH7dx3mVSoWoqCgcO3YMx44dw7lz5yCXywEUXeo7f/58DB06FMnJyRg7diwOHjwIKysrHD9+HE2aNKni6HWLj4/H6NGjcfz4cZibm2PJkiUYPXq0nl9QATdvAhcuFCUOL14UcOeO5np2doQ33iC0bl30r5cXgajoNhBKpeZLpRKe+7/msuTkNBw4cAiHDx9Fbm4+RCJjODo2h6lpIwB1kJMjQ0ZGEuTyXAAyADIYGwtwcbGHm1tN1K1bC7VrO0IqFcHYuCiuDh0IdetW3G0B9On/q1evxvjx4+Hi4oITJ06gTmnXSj9n5UoRJk0So3lzwqlTild2/GO6cSKRsQrwur8JYexF3OdZdcD9vHxyc3Px+PFjyOVyGBkZwcTE5KXfg6lUKvXTl93c3GBrawu5XI6UlBTk5ORAqVRCLBaXq43yiI6OxqhRo/Ds2TOMGDECM2fOLPG+jIWFhcjLywMAWFlZwdnZudTLRRUKBU6dOoW9e/ciJSUFffv2Ra9evQy6xLT4PoizZxc9+MLOjvDFFyqMGqXC87fwMrTPExGmTp2Kb775Bi4uLjh8+DC8vb0BFP3+hwwZgkOHDsHT0xMzZsxAgwYN4e5eHyYm1sjPB/LzgYICoKBAQEEBcOHCdcyatRBisQ3+j73zjo+izv//c7Zm0wshIYQeCCAdEYEgTSxwdkFQD/yd+BU4bByeBwqoZ4GzgyKKnhRFRQELNooUERAEBJQSMHQCKSS7yfadmd8fczPspkDKBpKwz8djHttmPzs7+97PfD6vz7u0aTOL33+PxGiUefRRiSlTJCqQZrJKyLLM8ePH2bFjBzt27NC8DU+fPh2wX1hYGJ06daJLly7adsUVV2CxWBBF+OgjgWee0XP8uIDFIvPwwxKTJknlhnjXNQ4cOMDTTz/N0qVLAWjVqhUGgwGbzYYkSdx2222MHTu2St5skgR798LKlTr+/W8ddrvA8OESc+aIREcH+5ucoz7288ePH9eEwx9//JH8/HzttbS0NK699lptCw8P116TZZlZs2bx+OOPk5KSwoYNGyrs4XcxkGWZDz74gMcff5yioiIyMjKYN28erVq1Kmd/JbWAKhhu3SqwY4eAy3XuGmE0ynTqJNOz5znhMNj5O4uLi1m4cCHvvPMOmZmZiH4lzBs0aEBGRgZ9+/alb9++dOzY8aLaYUXtf+rUqcycOZO0tDTWrl1bIe93WYbhw/V8+aWOv/9d5LXXQvkS6xMhITFEiCBQHwchIUKcj5DNh7gcCNl51ZFlmVOnTlFYWIjJZCq3UnBlkCQJm82GIAikpKRQXFyMw+FAlmVMJlOFcgLWBOvWreOhhx7C6XTyxBNPMGbMmAuONdUBuMvlwmAwEB8fT8OGDWskN9nGjQKTJunYsUOHwSAzbpzEk09KxMeX3rcqNi/LMtOmTWPmzJkkJCRw9dVXEx0dzR9//MHu3bvp2bMny5cvr3D134ULFzJmzBiaNm3O5Mn7mTrVRF6eQGqqzEsvidx+e3DCnTdu3Mj333/Pzp072blzJ3l5eQGvx8TE0KVLF7p27Urnzp3p0qUL6enpAb+RLIPDAevXKyLt778L6HQy/+//yUydKpKSUv3jrI3s2LGDadOmsXLlSkwmEzExMbhcLi0cv1+/fowdO5abb765SsUm9u+HkSMN/PGHQFqazOLFPrp0Cfa3UKgP/bzX62XVqlWsXr2aVatWceDAAe212NhYBg4cyLXXXsugQYNo0aJFue3IsuIlOnPmIj7//G1atoxm1arFNGlSRmdxkTl16hRjx47l+++/JywsjH//+9889NBDAQs2RUVKNWF/4fD06cDOonlzRTDs2VMRDbt0kS9qigGv16tVkk5OTqZdu3YXtRhYSSpq/7IsM2HCBObNm0fnzp1ZvXo1MRVYISkogKuuMnD0qMCnn/q47bY6LSmF8CMkJIYIEQTqwyAkRIjKELL5EJcDITuvOna7nRMnTiCKIhEREUEbe0mSRGFhIXq9Hr1er+VPvFQTsWXLljF58mQAZsyYwW233Vap94uiiN1ux+fzERkZScuWLav9XWQZ/vwTfvlF4MsvdXzxhdLekCESM2aI/M9hsNzjqarNz5w5k6effjrA2+amm25i0aJFAV5PFeH+++9n0aJFzJs3j5tvHs3TT+t45x0dkiQwaJAS7ny+73Ehli1bxogRI7TH8fHxdOvWja5du5Ke3pMGDbpjNjcmP1/JlZaXB/n5kJcnlLglwLvp5psl/v1vkXbtqn5sdQmfz6cJq06nkyVLljBnzhx27twJQEpKCmPGjOGRRx6pdNVnhwMmTtTz3//qajTUuS7387Is8/XXXzNlyhQyMzMBMBgM9OzZk2uvvZbBgwfTvXv3C36vP/+ETz7R8cknOg4cKH2C9Xo3ERFO4uJ8JCXpSE01k5oaRmIiNGgg06AB2v2kJILmgStJEr/99hvff/89r7/+OoWFhfTo0YP333+f1q3bsm+f6m2ohCnv3UtAQaOoKEU0VIXDHj2U4wtxjsrYvyiK3HvvvSxdupSMjAy++eYbLJYLp6vYulWgf389ERGwdauP82jZIeoQISExRIggUJcHISFCVIWQzYe4HAjZedWQZZkTJ05gs9mC5o3oj8/nw+l0YjAYLklVZpUVK1bw6KOPYrFYePPNN+nXr1+V23I4HLhcLlq3bk1EJeN3i4pg2zaBX35Rtq1bBfLyzp2Tdu0UT77rrrvwUL66Nm+32zl79ixWqxVJkujQoUOVhNH9+/fTuXNnWrduze7du9HpdOzcCY88omfLFh1Go8wjjyjhzpGRlWt79+7dXHPNNfh8Pl577V3i4gZx4kQy27fr2L5d4NChitlTfLxMQoIinjRuDBMmSPTuXaenS0FBlmW2bt3K22+/zeeff47H4yEjI4PvvvuuSn3B4sUCf/+7Hrtd4K67JN57TwxqrrW62s9v27aNJ554go0bNwJwxx13cPfdd9OvXz+iKxALfuoULFum45NPFCEOlAJJgwYpob55eTIrV+4gO9sHJAINgLgKHVvDhjLt28u0ayfTvj3a/Yo4JZ8+fZpVq1axatUq1qxZQ25uLgAGQyrDh79CSspt/Pqrnl9/DSzWo9PJdOgAV10lcdVVirdh27aXvgJ6baey9u92u7nttttYvXo1Q4cOZcmSJRXyOn7tNR1PPKGnRw+JtWtFLlEAQYggEhISQ4QIAnV1EBIiRFWpDzZ/8OBBXnnlFc6cOYNer8dgMJS6Les5nU5X5j6JiYmMHDnykoVXhgg+9cHOLwXFxcWcPHky6N6ItY27776brVu38sknn3DllVdWqy1RFCkoKCA5OZmUCsTD/vKLwPz5On75ReCPP0CWA6vfqmF7PXvK9O8vU9GI6dpk88OHD+eLL75gyZIl3HrrrYCSR2/RIoEpU/Tk5grExMgX9H7yNz9RFMnOPo0o+oiLa4DVGhHgwWQyKSJKejokJp4TCpVbSEhQxJC4OCp8Ti9ncnJyGD16NGvWrGHEiBEsWLCgSv3B/v1w990Gfv9d4MYbJZYsCZ6YWJtsviJkZWUxdepUPvvsMwAyMjKYOXMmPXr0KPc9Xi/s3i2wZcu5BYfDh8/9DlddJTFihMywYVIpjz2bzUZWVhZZWVkcPHiEfftyOXTIyrFjDs6ckZDlBCCR+Ph0rr76JqxWC/v3l1312F9gtFgUr9PiYonjx/M5fvwsOTlFFBdLQAQQjiBEoNdHI8thiGLgb5OSImuC4VVXyXTrJld6USFE1ey/uLiYG264ga1bt3LPPffw/vvvX3DBSJLg9tv1fPutjokTRWbMCOVLrOuEhMQQIYJATQ1CCgoKKCwsxGw2B2wGgyFkxyEuKXVt4O1PTk4Ozz//PPPmzcPn8wW17X79+rFkyRLi4iq2al8f2blzJwsXLuSHH37AaDQSGxtLTEwMMTExxMbGEh0dTWxs7HnvX0ovM3/qsp1fKtSiFUVFRZjN5norrBcVFdGjRw+aNm3KypUrq92eLMva9T49Pb1c+z92DJ58Us+nnyqTNr1epmNH6NlT0oTD1q2rXiigNtn8tm3b6NOnDz169GDjxo0B56SgAJ55Rsdnn+nwi6QGlNDukigVVyUcDgc+nw+z2UxYmIWmTeHKK2W6d5e58kqJDh0IecoEGavVyoABA/j999+ZPHkyzzzzTJXasdngL39RPFKDKSbWJps/H2fPnuXFF19kzpw5eL1e2rRpwwsvvMBNN91Uqr/IziZANNy+PbDAiNms2PzgwTIjRkiUU6vkgni9Xo4ePcqzzz7LJ598QpMmTVixYgXp6W3JzCxk48YCioubcuiQib17BfbuPVeZ+/xIWCwSkZFKOKzFogj7V155TjhMTa3aMYcIpKr2n5+fz8CBA9m3bx8PPfQQL7/88gXHbXl50L27gTNnYN06kauvrtPy0mVPRYXE0JpbiBA1hCiKHDlyhAMHDpCZmcmBAwe0TXXnL4kgCKXERXXCVtHnfD4fbrc7YPN4PKWeU59PSUnh/vvvZ9iwYRXKhxGiZpBlWfvt/H8v9b7H4ynzebfbjdfrDfhdvV4vTZo0oXv37rV+AB0M7HY7r7/+Oq+88grFxcU0atSI6dOnM3jwYERRxOfzabc+n4jdLmOzKZOXoiIBmw2Ki3UUFwsUFemw2/Xa5nAYyMw8zfr1Hpo2zSMlJZbWrQ20aSPTpg3/u1XC32qBPhZ08vLy+Pjjj1mwYAG7d+8GwGQyIcsyXq+30u2VFCD79OnDjBkzaqQQRYjg4nK5tIrEVSmyUFfYtGkTPp+Pa665Jijtqdd1l8uFy+UqdZ0tLoaXX9bx6qs6XC6BNm1knntOZPBgucYqGV9qevToQf/+/Vm3bh3r16+nf//+2mtxcfD66xKvv35hr5asrCxefvllFi5ciM/nYcCAAaxYsQKjMbgLSSHKJiYmhi+//JKMjAxefPFF9uzZQ4cOHUhPT6dt27a0adOmQvkTo6NhxQqRv/wFvvtOx/DhBNUzsbbicrmYM2cOM2bMoLCwkIYNGzJ16lT+9re/aX2sGqa8ebMiHB47VrrASM+eEj17ylx9teJ1GwzB3Gg0kpaWxvz582nUqBGvvfYavXv3xmg0UlhYCCiVzvv3789NNw2gXbs/+eGHnRw7Fo4iLzho0CCCjIyuDBjQk8GD+9CkSQImkzpWCv1HaysJCQl8++239O/fn9mzZ5OQkMCUKVPO+54GDeCtt0Ruv93AAw/o2bbNd1EL3YS4NIQ8EkOEOA8VWc0pKioiMzOT/fv3B4iGhw4dwu12l9o/MTGR9PR04uPjyxX4SgpDbre7kh5WBiAMsJRxa0EQwjEao9HrI3A6ZSAMiyWBrl170bHjVVgsseh0kJ4u064dtG6thBhVdq5/8uRJli1bRmFhYYB4oG7NmjUjvqzykvWYY8eOsWnTJjZt2sTPP//M0aNHNTuoie44MjKSrl270r17d7p160b37t1p1apVuaEK/jYvyzJ2u71C1dsuJqIocubMGU6ePMmvv/7KjBkzyM7OJjIyir/97XnS0u5n+/YwTp/mf4KhQFERmnjoH+5WeTxA6VF6RITiLdSmjUx6uswtt0h06lSNj7mE+Hw+Vq5cyYIFC1ixYoUmGPbv359Ro0Zx++23Y7FYcDqdWK1WCgsLA24rel8Vpe6//37mzJlzUa/hdcVTpTZhs9k4fvw4BoOhXi86TZkyhSVLlvDBBx/Qt2/foLTp9XqxWq2kpqbSsGFDQAkH+/BDgalT9WRnC8TFyUydKvHggxI1odPWNptftWoVQ4cOZeDAgXz33XeV+v/v27eP//znP3zyySeIokhycjITJ07kwQcfrNe2WVvZuXMnf/nLX8pcJG/cuDHp6emltsaNG5f6zYPtmXgxbV6WZbZt24bX6yUpKYlGjRqVmxNVkiQ+/fRTpk+fzpEjR7BYLDz66KNMmjSJqKgoZBk2bBB4+20dX34pIIrKebJYFM+9nj3PbcnJNfq1NGbNmsUzzzxDdHQ0rVq1IikpiS1btnD8+HFtH5PJREZGBoMHD+a6666jQ4cOobn5JaS69n/w4EEGDBhATk4Os2fP5sEHH7zge+67T8/ixTomTRJ54YVQiHNdJRTaHCJEEFA74TZt2pCdnR3gVagKhidPniz1Pr1eT8uWLUsNnNq0aUN8fAJHjsCxYwJOJ7hc4HSC2w1Op6A9PvecUjnQ4ZBxOiXsdhmnU92U97tcAm63gNutw+PRV1MoKR+LRclTcm6TiYqCiAgIC/MBRYiiFaczhwMHtpOZuQOwAcVA0f9u/e876datKwMHDmTQoEH06dOHsHq0hCWKIr///rsmHG7atClg0KXT6WjatGmZXqYmk0l7XNL71Gg0lnqP0RiGLIcBEYiimYMHT7J79yH27TtKbm4xEK5tYWEJNGrUioYNmxEfn0pUVDKiGMaZMzZycx3k5dlxOgWcTgFZNhAZqaNx4xiaNIkjOlrQfnt/W4iKUrxnlPuKsBYVde718PCKeex5vV6ys7PJysrmwIFcDh8u5NixIk6edJCT4yU/X8Jq1SPLMSjJweOAeGJjWwANKSwsLZDq9TLR0YrXQ1QUREfLfveVx2XfV76Xevv668/x/PP/BhozaNAEBg0az8mTEWRmCmRmChw7di6fmSDI3H23zPTpIs2bV9OQLhL79+9nwYIFLF68mOzsbACaNm3KX//6V0aNGkWLapTjk2Vlkpibq1RFzcuDrKwiXnzxPfLzoWvX6+jSpSMZGRIDByoenjVJbRNV6gK5ubmcOXOGsLCwehvWLMsyGRkZWK1Wtm/fHrRiMrIsU1BQQEREBGlpadjtAsOG6VmzRodeLzN2rMRTT0kkJATl48qkttm8LMv06tWLHTt2cPfdd/POO+9c8Hzv3LmTmTNnsnz5cmRZplmzZkyaNInRo0fXq7FDXcTj8ZCVlRUwTlY3q9Vaav+IiAhuvfVW3nvvvQB7DKaYeDFs3ul08vHHHzNr1iz27t0b8FpkZCTJyckkJSVp4mJiYiJff/0127dvRxAERo8ezfTp02ncuDFFRfDRRzrmztWxd68ylmjRQub++yUGD1bC8y+lM7gsywFzbVmW2bt3Lz/99BPNmjXjmmuuqXRBqRA1RzDsf+fOnQwePJiioiIWLlzIXXfddd79z56Fzp0N5OaGQpzrMiEhMUSIauJ0Onn77bdZsGABx44dw263l9onJiamTLGwVatWAROtEydg3TqBdet0rF8vcPRocGxVEJSkxmFhaLfKfVl7zmzGbx9Z28f/PRaLjCQ52bZtA6tXf83x45mAmfj4DFq2HIrBkI7NBlarhN0OTqcet9sEVLdkmoS/uCgIdmJi9CQlRdCkSRxNmsQGiFHx8TL9+slVzvlS0zgcDrZt28bPP//M5s2b2bx5MzabTXs9PDycnj170rt3b3r16kNsbG9yciJwOBTB2OEQcDiUJNXKeQ58Tnl87rlzj8Htron+z4Mg+JDl8Gq3JAiK8BgWJuLzFSBJNoxGNyaTC1GUsNuNuFwWfL4oFHGwcpNCk0kmPh46dZLJyJDp21emVStFBLRYghd2vH79esaNG8ehQ4dITEzk5ZdfZsSIEQiCsjBw8CBs3y4wc6aerCwBk0lm/HiJJ56oWZGgqthsNj777DMWLFjAli1bACVc6bbbbmP06NH079+/TO9Vnw/y8wOFwbw8gdxc9flzzym34PVW/Edo00Zm4ECJ/v2VghLBdlyubaJKXeD48ePYbDbCw8Pr7TnLzMxkyJAh9O/fn/feey+obRcXF+P1eklOTmf48Ag2b9bRu7fE22+LtGsX1I8qk9po80ePHuWWW25h79699O3bl88++6zMKIXNmzczY8YMvvvuOwBat27NE088wciRI+t1mH19QJZlzpw5UyrFz44dO8jNzWXRokWlxAl/MfGGGyRef12kZcvKf3ZN2nx2djZz585l3rx55OXlAXDjjTfSrFkzTp8+zZkzZzhz5gzZ2dk4nc5S77/++ut54YUX6NixI3v3wjvv6PjwQx1FRQKCIHP99coCw/XXy9SSv2uIOkaw7P+nn35i6NCh+Hw+li9fzvXXX3/e/b/6SuDOOw3o9TI336zYcf/+cr1M/1NfCQmJIUJUEYfDwUcffcQLL7zAyZMnEQSBpk2b0rZt21KCYVJSUpl2d+YMrF8vaOLhoUPn9gkLk+ndW+aKK0qLgBaLrAl//q+ZzWXtq6xMBtvsZVlmw4YNzJ07ly+++AKxZLbzACwIQgwNG7YkMbEF8fHNiItrQlRUI5o370B8fDOKiwWKi/nf5n9fzU8nUlDgxW7XIYoVW3ZOT5cZOlRi6FCZXr0qXrUy2OTk5AR4G+7YsSMgBD0pKYnevXvTp08funfPwOPpzNatRjZtEti8WaCwsOo/Xni4THg4ftu5xxZL4POBjxU7c7nOcvLkQY4e3cuhQ7txOvNp164ZHTq0JCHBwq23Xk+DBrHIsszGjZuYO3cB3323keJiUKruRQGRfreB9yMikmnSpD0mUwJOpw6nU09+vhenU/e/fcoSJz0YDEWYzQ4iIjzExIjEx+tISjLSqJGFJk0iSU42ERen5NGKjZW1+8EUCy+E0+nkhRde4JVXXsHn83HDDTcwe/ZsmjVrdu6beOC993Q8/7xOq0D6+OMSEyZIhFdfl60WkiSxYcMG5s+fz/Lly7VJzlVXXcXo0aMZNmwYsbGxpd6nTnaWLtWRk1Oxky0I56qiqpVSExOV6qjKJpOXt4/Jkx9AkiIZOfJdsrKa88svAj7fOe/OLl1gwABlUjVgQPWHLbVRVKnNiKLI4cOHcbvdREZG1tvx1rx585g5cybTpk1j1KhRQW3b6/Vy5kwRTz3Vno0bI7jxRolPPhG5WJG4tdXmrVYrI0eOZPXq1bRo0YJHH32Ue+65h6ioKNauXcuMGTNYt24dAB07duRf//oXt99+e636DiEqz2+//cZVV11Fu3bt2LlzZ6kFK38xEaBHD4lhw2TuvFOqcDGOmrD5nTt3MmvWLJYsWYLX6yU8PJxRo0bx97//nfT09FL7y7JMUVGRJi4ePpyDTpdGdHQXsrIEvvlGYP165TvGx8vcd5/EAw9UvUhKiBAqwbT/FStWMGzYMMxmM9999x29evU67/7vvSfw8svKgjoo87YHH5S4916JMoaXIWoZISExRIgK4HA42L17Nzt27NC2ffv2IYoiBoOB++67j2HDhnHNNdeU2QnLMhw/Dnv2CPz+u8CePQK7dgkcOHDOFo1GJY+J6lnTs6dcZxJInzp1ivfee4/169eTmJhIkyZNaNy4MampqdqWnJwctEIJPp/Mnj2HWblyE2vXbuOXX/Zit0P79lczadLTnD5t5IcfBDZuPJczJi5OWbkdMkQRGWqqqK4syxw8eFDLbbhp0yYOHjwYsE96ejp9+vTh6qt707r1NeTmNmfLFh0//yywY4cQ4JGVmKiIoO3bK556ERHli36BgqEiJNdUd3ehgYcsy7jdbhwOB06nE4fDod13Op3k5eWxdOlSvv766zKLcbRp04bx48czYMBgHA4Bm03GaDTStm0SCQmWOrViuXv3bsaOHcuvv/5KREQEzz77LOPHjw84b0VF8OqrOl5/XYfdLtC4scy0aSJ//evFF8CPHDnCokWLWLRoEUeOHAEUsfuee+5h1KhRtG/fvtR7fD74+mslV9O6dcpkJzpapmXL8oXBxERISFBu4+KokDfF8uXLGTFiBDExMaxfv54mTdqxcaPA2rUCP/6oY9euc4bx2msif/979XLv1FZRpbbicrk4duwYPp+PyMjIS304Nca9997Lli1bWLNmTcDCQDDIzdWxeLHETz8l0Lx5NB9+KF7UKsK12ea9Xi8TJ07knXfeAZSw15YtW7Jnzx5AWeT417/+xdChQ0Nj/XrEnXfeyVdffcVHH33EsGHDSr1ut8P77+tYskRg69ZzQmNGhiIq3n67RFJS+e0Hy+ZFUeTrr79m9uzZ/PTTTwCkpqYyfvx47r//fuL8Bp6yrFRWPnxY4M8/ldvDhwWyspT7Z86Utt9u3STGjZMYPly+aAsLIeo/we7zP/zwQ/72t78RGxvLmjVr6Nix43n3lyRYtUpg7lwd334rIMsC4eEyI0fKPPigSJcu1T6kEDVESEgMEaIE5xMNVXQ6He3ataNPnz489thjNG/eXOuEHQ49f/wh/E80VMTDPXsErNZAuzMYZLp1Oycc9u4tX3IPpLqKx+PhlltuYc2aNQwbNoxFixah0+koKICVKwW++UbHDz8IFBQov4FeL9OnjxL6HBGhnPeICHUr+VgR7gIflxY9Tp8+zaxZs1i4cCE5OTn/ezYWg6EVrVr1JzX1aqKjOyAITcnNDePECYETJ0qHcbZpo9hCnz4SvXophTlqY5cVrIFHbm4uS5cuJT8/H5PJhNFopFOnTgwYMKBe9dWiKPLWW28xbdo0HA4HPXr0YO7cuaUGWKdPw/PP63jvPR2iKNC2rVKZ9aabajbcw+Fw8MUXX7BgwQLWrl0LgMFgYOjQoYwePZrrr7++VGigJMH+/fDllzrmzdNx4oRygF26yIwfLzJ8eM30abNmzWLSpEk0b96cDRs2kOyXRT4vD378UeCBB/SYzbB3r48GDar+WbVZVKmN2Gw2Tp06BSgpGuojxcXF9OjRg5SUFNasWRPUtrOz9YwalUJyso0hQ/J54IEE4uMvbhGrumDzWVlZvPfee8yfP5+NlXzrAAAgAElEQVS8vDz69evH5MmT6911Ixj4fD6tGJ/ZbCY8PLzOnaOdO3fSs2dP2rdvz44dO8otAgdw+DB8/rmOJUvOLSzpdIqH+vDhirBYco2jujZvs9mYP38+b731FocPHwagZ8+ePPzww9x6663atfPAAeXYvvpKx/79Sr7zskhMlGnRQqZFC2jZUqZlS6XKcteulT60ECEuSE30+bNnz+Yf//gHjRo1Yt26dRXOnX3kiBKl88EHSpQOwNVXSzzyiMQdd9RpKapeEhISQ1zWVEY07Natm1bNtlOnTtokKTsbli2Dr75ycORIFIcPlx7gNGok07GjTIcOym3HjjLp6dQZj8O6gM1mY8CAAezZs4eJEyfy4osvBvzXfT7YvFkJD/nmG12AN2hVCAtTxEWz2YfDkYfVehJZLkavlwkLa4XXm4zHU74bSUSETGoqNGmiDBB791Y8DxMTq3VYF426MNmsjRw5coQJEyawcuVKDAYDkyZNYsqUKaUKAGRmwrRpepYtU/qT3r0lXnxREZeDhSzLbN26lQULFrBkyRItT2eHDh0YPXo0I0eO1CrHguL18euvAps2CWzZomyqOG80ytx5p8y4cRI9e9Z8jpuJEyfy5ptv0q1bN9asWVMqcfszz+h4/nk948aJvPFG1b0SQ3ZeOfLy8sjNzUWv19fboharVq1i3LhxjBo1imnTpgWt3ePHDYwalcLx40ZGjCjksccOYTTqadasGVFRUUH7nAtRl2ze7XaTm5tLakVjWC8DRFHE7Xbjcrmw2+24XC58Ph8+nw9ZlomKiqJhw4Z1rtjFHXfcwddff83ixYu58847K/SeAwfgs890fPrpuTFfo0bK4tw998ioemRVbT4rK4u33nqL+fPnU1RUhF6v54477uChhx6iZ8+e2jEsXarj8891/P77uTQcrVopBVJatlQEQ//70dGVODEhQlSTmurzp0+fzosvvkirVq1Yu3ZtwKLvhXC7YdkygXfe0bFpk/JHnTBB5KWXpFAu0FpESEgMcdngdDo10XD79u0XFA27d+9Ot27dAkRDlePH4YsvdCxbpkyq1QqsYWFKTsOOHdEEww4d5Gp5xISoOCdPnqRv376cOHGCtm3bctddd3HXXXeRlpYWsJ8sy3zzzR5OnvTi85nx+cx4vUY8HhNerwmPx4jbbfjfpsfl0uN06rXiJXa7QEGBm5wcB0rauAjgnCpsNCoiYWqqTJMmJW+V+7GxtdPTsKLUpclmbUOWZT7++GMmTZpEXl4erVu3Zu7cufTt27fUvlu3CkyZomPDBmUgNWiQRL9+SuqDK69UKkdX5fPnzJnDO++8w/79+wGIjY1l5MiRjB49mq5duyIIisesKhpu2qSkY1BTBYASnnz11UrBmrvvPn/oWLARRZG77rqLr776iiFDhvD5558HpE6w2+GKKwycOQO//urjiiuq/jkhO684J0+exGq1alXj6xvHjh1j4sSJ/Pbbb7z//vv069ev2m3KMnz7bQTPPtuA/HwDo0YV8tRT+YBEYWEhBoOBli1bXjQPz5DN1y1kWcblcuFyubT0IapwCCAIAjqdDr1er4mMOp2OBg0a0KhRozozJ/L3Svz5558rJYTKMuzZo4Q/v/uu4u3fo4fEK69IXH21XCmbl2WZn376iVmzZvH1118jyzJxcXHcf//9jBs3jiZNmpCZqXgeLl2qY8+ec+JhRoay4HbrrRKNGlXrdIQIETRqqs+XZZmHH36Yd955h06dOrF69eoy82pfiO3bBUaO1HPkiMCQIRKLFolVGvuGCD4hITFEvcTtdrNnzx5NNNy+fTt//PFHlURDlSNHYPlyRTz85ZdzXoedOsncequPjh2zuPHGZphMoYH3pWTfvn1MnDiRtWvXIkmKJ1L37t0ZPnw4N9xwA6tXr+bdd9/lwIEDlW5bEAQt/LZYqSZC8+bNmThxInffPRpZtuD1Qnw8nCfypl4QmmxWn7y8PB5//HE++ugjAMaMGcMLL7xQaqAly/D99wJPPqnXPBpAmZi0bw89e8r07CnRo4dMu3YXzjU4Y8YMpk2bhiAIDB48mFGjRjFkyM0cPBjGpk06Nm9WivwcPx54rWzXTvWcVTwj09IurRjucDi47rrr2Lp1K2PHjuWNN94IuL5/+KHA3/5mYPBgiRUrxCoda8jOK44oihw9ehSXy4XFYqlX58vtdvP+++/z1ltv4Xa76dGjB/Pnz8dczbCCEycMTJ/egPXrI9DrZSZMKGDChALNVkVRxGazaWKiJUiJ0SRJwmazaR5q/iJ8yObrDrIsk5+fz9mzZ/F6vahTNZ1Oh9FoRK/Xo9frA/pFURRxOBx4PB6Sk5NpVIcUreHDh/PFF1/Qtm1bFi9eTIcOHSrdxr598M9/6vnhB2WQNmKExL//7cFuP7/Nu91ulixZwqxZb7Jr1wkgmZSUKxkw4G5atuzD2bMmsrOV3Od//BEoHt5xh8xtt4XEwxC1k5rs80VRZNSoUXz22WeMHj2aefPmVamdnBy4806lqFLHjjLLl/to2jSohxqiCoSExBB1Ho/Hwx9//BEgGv7+++8BBRx0Oh1t27bVBMOS4cklkWUlz8pvvwn89pvAqlUC27efU4a6dZO4/XZlYNC6dWjgXRs5ffo0S5cu5dNPP2XLli0BrwmCwI033kh6ejoejwePx4PX69XuezwefD5fwGP/171eL/Hx8YwfP5677rqrXnreXIiQzQePVatW8fe//50jR47QqFEjXn/9dW677bZS+8myEvL8yy8CW7cqCxp79oAknbumRUXJ9Oghc9VV5za/6GS+//57brnlFuLiWvD88z9y7FgqW7Yo7dnt59oJD1fee/XVinjYs2fNFSiqDjk5OVxzzTVkZWUxY8YMJk6cqL0mSZCRoefXX3V8+aWPG2+s/DAmZOcVx+VyceLECTweDxEREfVmrLVlyxamT5/On3/+SVRUFJMmTWLEiBHVsgefD+bPj+GNN+JxOnV06uTiuedyad/eU2pfURSxWq2YTCZatGhRbTFRFEVyc3MpLCzE7XZjNBqJjIykYcOGhIWFhWy+liLLMrIsa/kBJUkiLy+Ps2fPaoX/VPGwIv+9oqIivF4vqampNKgjYTN2u52HHnqIDz/8EIvFwuzZs6tcNf277wQef1xPZqaAxSIzcGABPXpE0bq1gNkMp08LZGfDkSMutm07QVaWE5+vAZAElD/mEwQlB7fqeZiSUrXvGiLExaKm+3y3280VV1zByZMn2bt3b4XzJZbE5YIxY/QsWaIjOVlm2TKRK6+s0/JUnSckJIaoU/h8Pvbu3RsgGu7evRuP59zgWxAE2rRpQ/fu3TXhsHPnzuVWkPR4YO9e2LVLCd377TeB3bsFbLZAO+nZU+K22xTxsGQfGBp4126OHDnCZ599xo8//kj37t0ZM2YMzZs3v9SHVacJ2XxwsdvtPPPMM8yaNQtJkrj66qvp168fffr0ISMjo9z+y26HHTsEfvlF0ATG7OzAvqtFC0UUTE3NZfbs7/B4rkQQrtBSMoASdt+rl7L17i3RsSPUFX08MzOTa665hrNnz5aq6rl5s0C/fgbatJHZudNX6e8UsvOKY7PZOH36NKIo1rn8a2WRn5/PjBkzWL58OQA333wzkydPJrGaiWz37DHz5JOJ7N1rJiJCYuLEs9x7r/W8nsT+YmLz5s1LLYJKkqSFs4qiiNfrxe124/V68Xq9mEwmoqOjCQsLIzc3l6KiImRZxmAwaAtnRqORNm3aoNPpQjZfi5BlGbvdTmFhIU6nE5PJRHh4OKIoUlhYiCiKhIWFVXpBU5IkioqKkCSJ5s2bExNzcYv6VBVZllm4cCEPP/wwTqeTH3/8kYyMjCq15fXC22/reO45HYWFF54bms3FpKbqad7cTHIyJCXJNGoEycnnblNSKFXMJUSI2szFGOfMnTuXhx9+mDFjxjBnzpwqtyPL8OyzSg5si0Vm/nyR226r0xJVnSYkJIaoNciykqdEEAQtl8v+/fu1fIbbt29n165duFyugPelpaUFeBp26dKF6HIyFYuiknPs118FTTjcu7d05dyUFJnOnZUiGF26KN4458vlHZpshrjcCNl8zbB9+3YmTJjA9u3btedatGjBL7/8UqHcMrIMJ06c81rculVgxw4Bl+tcH6fTSXTpgiYc9uql5O2sy/z888/ccMMNAPzwww/07t1be+3ee5UV7FdfFZkwoXKFV0J2XnFU7yhZloMWgnspkCSJJUuW8NJLL2G1WmnevDnPPvtsgE1VBbtd4LXX4lm4MAZJErj2WjvTpuWSkiJe+M0oC6lqmHNYWBgGg0EbK3m9XiRJQpKkgBQu6tBd9WbzF5v8w889Hg82m42UlBQSExNDNl8N1ImV/+8hiqL2GwAB8xBBELTHJadasixreQ/VNiRJ0jwTdTodFoslIDS9MkiSpAnU6enp562GXNtYsWIFt99+O3/5y19YtmxZtdoqKhL54YdjeDzNWbv2BOvX/8yRI5uAbOLjvYwaNZiHHx5OamodqYYXIkQlUMc5bdq0weVyIQhC0BcDXS4X6enp5OXlsX//fppUc9D50UcCDz6ox+MReP55kUmTpDqdd76uEhIS6wl79sC8eTpefFGirjgCyLKM1+vF5XLhdDpxOp1kZmby559/cvDgQX799VdOnTqF1+vVwkxTUlLo2LEjnTt31kTDmJgYdDpdub+rJMGWLQKffSawdKmO06cDc4y1aQOdOyuCYefOyuYfClgRQpPNEJcbIZuvWU6ePMmmTZv46KOP+Pbbb6u1iut2y9x881OsXZvPwIEt+OyzfxIVFbzrYFmT40vB559/zt133018fDwbNmygTZs2ABw9Ch07GrBYYN8+H/HxFW8zZOcV59SpU9hsNvR6fbVzB14q9u3bx7Rp09i5cycmk4lx48bxf//3f9X+Pj/+GM706Q3IzjaSlORj+vQ8rrvOXul21Px2qpjkL0KpRTXUwhrqfUEQtPGWx+PRKmqXFI2sVisArVu3JisrK2TzVUANNy4oKMDj8ZQSBksKiP73/X9HtS3/nIdqfmZA8zxVQ5mrg8PhwO12k56eXqcqrUuSRJcuXThw4AB79uzR+vuqoPbz27Zt48EHH0SSJLp27crDDz/MsGHDMJlMQTzy4KL2A+d7XRWg1c3/sXpf9WytD97kISqH6rgTHx+PzWbD4/GQlpYW9AXBWbNmMWnSJMaPH8/rr79e7fZ+/lngzjv15OcL3HefxJtvitTiv2q9JCQk1hPuvFPPV1/paN1aZuFCke7da+/PJYoiZ8+e1fKzeL1eHA4HixcvZsWKFZjNZlJSUkhPT6dJkyYkJSXRsGFDGjRooA1y/C+cqgdjWFgYZrMZk8mEXm/g0CE9a9bo+fZbA0eP6vF4lLwx114r0Lev4m3Yvr1EeHjgir3/BbakrairwGFhYaWSV5c12Szvb+M/8a6P9hii/hMSWC4Odrudbt26cfjwYVavXs0111xT6TZeeuklnnzySTp37sz69euDUv1VHTwUFRVht9s1b3J/MQPAaDQGbGryf4PBUCN93yuvvMLkyZNp2bIlP//8MwkJCQBMn67jxRf1TJgg8uqrFfdKDNl5xZAkiWPHjuF0OjGbzVX2kLpU2O123njjDRYsWIAoivTp04dnnnkmKCkwNm+28Ne/piAIMvfcY+Mf/zhLVFTlPGPLQh2vBGsc4fP5KCwsJCkpCavVGrL5SuLz+cjJycFms2k5C9V8hWWNJUveL3mr9qXqGLemxoqqN2rz5s2Jr8wqSy3g/fffZ9y4cYwdO5ZZs2ZVuR1RFHn66aeZOXMm4eHhfPjhhwwdOrRa51wV7w0GQ4BoL8syHo8HnU5Xpeug3W7XiuuoQqB6TVX/r6IoauKguo+/N6u//QmCEPB8SkpKncmZCcp3dblcpYRSKP2f8r8fGRlZpz3nSyJJEk6nE4fDoRWDVBeV1E3tT/z7Fp1OhyiKZGVlERYWhizLuN1uGjRoQNMgVzNxOBy0adMGq9VKZmZmUAo9/fkn3HKLgcxMgf79JT79VKyV+bzrKyEhsZ5QVAT/+Iee+fN1GAwyU6dK/POf0gWrd15sPB4POTk5FBUVaRPP3bt3M3nyZE6dOkVaWhqPP/44nTt3Jjo6WgvlUFEHzSWfUy6YEqdPG/njDwuZmSYcDgGzWcJgkGnZUqRdO4mWLZUcWf6iYcmLq1rpt6RY6X/fZDIRGRlJRESEJoTm5eUF5DHzb7fkxdt/Mm02m7X8NgaDQdtqcuAYIkR1CQksF4/Vq1czZMgQ0tLS2LFjR6W8RlauXMlNN91EXFwcW7ZsqZAwoqaZEEURn8+neTKpt2ruNXWSUtZEWR2glpywqCKjOolSCwQYjUZMJlNA/1eVPlCWZcaPH8/777/PSy+9xCOPPAJAcTFccYWBnBzYscNHu3YVay9k5xXD5XJx8uRJPB4PFoulToVIrl27lqlTp3L69GkSExN56qmnGDJkSNCuv2PGJLNuXQRz5pyukhfixUT1SlQL1IVsvjT+4cr+OSntdjt2u/L7qqHndQFJkjh79iyJiYnVDje82DidTtLS0iguLiYrK0tbOKoMoijy/PPP89xzzxETE8NXX31Fr169qnQ8qghjt9spLi7G7XZrqR4iIyMRRZHi4mI8Hg+SJGne2yaTSXOGUOcCav8jiiJut5vi4mKsVit2ux1JkgKupeebopecx5S8XvtHdKmCXKNGjUhMTKzVcxA11UNhYSEul0sbj/hT1vGrc0hBEGjYsCENGzas1d/zQni9XqxWq+ZJWFYaBXXz91RXX1P7L4/Hg8lkwmKx4HA48Pl8tG3bNujRBS+//DJTpkzh0Ucf5T//+U9Q2iwogLvu0rNuneJQ9eWXPtLSgtJ0iAtQp4TEefPmMXv2bHJycujQoQMzZ86ke/fuFXpvfRcSVZYvFxg3Ts/ZswK9e0t88IFYqjDIpUA1tJycHBwOB6Dk5/n++++ZOHGiVh7+n//8Z4UnyYWFOnbvNrNrVxi7dim3BQXKoNdgkOnVq5gbbyykXz8rERGidhzny1Hjv1Ljf+z+99VVRnUCrV7Ey/MMKOvCXVJYVFeN1P3Vjt5fXFTv+4ct+a8whag7qOKy2+3WBJqSISbqoMjfm8tfYPG3gUvx+9cHgUX9L3u93lL/U/+cVSUXGtTFBJPJdNHO/f3338+iRYt46KGHmDp1aoXyJe7YsYMbb7wRq9XKN998w6BBg7TXVDFQLdCgFlxQn/O3wfLEQNXD0H+V2/98lBVSVdJDoqzQP9WujUYjCQkJxMTEVOo879q1ix49enD77bfzySefaM8vXCgwZoyBe++V+O9/K5aXrj7Y+cXAZrORk5OD1+slPDy8zlyTzp49S58+ffD5fNx7771MnDiRqKiooLV/5IiBwYOb0qqVl+++O17rczipXokGg4H27dvXGTGsusiyjMvlwufzBYzr1Em2/6b2Yf7eT+r4T6/X1zkhHaCgoACz2Ux6enqd+e+qPPvsszz33HM8++yz/Otf/6rUe//44w/Gjh3LL7/8QlxcHN999x3dunWrVBv+3vmqAOPz+QKcEvw9B4GAytv+4pcgCNqY32QyodPpcDqdmt0BmEwmzGZzmdFPaltlXY8rglqARxRFkpKSSE5OrnX2oHrQWq1WTZD19+6syH9P/c18Ph/R0dEkJCTg8Xi051Rx139xU51/1Zbz4Xa7Ncccn88XMC4zGo2aYFrSoaWk2Arn7CY8PFzzUCwsLCQxMZHU8xUIqAJFRUW0bt0al8vFwYMHq128TMXjgYce0vPBBzri42U+/1wkI+OSS1f1njojJC5btoxx48bx6quv0r17d+bOncsXX3zBtm3bKmSEl4uQCHDqlFIeffVqHVFRMm+8IXLPPfJFG8BKkqStbng8HlwulzZAU70QLRYLX331Ff/85z8xGo288cYbXHvtteW26XbD/v1mTTDctcvMkSOBiRBiY0W6dHExeLCd66+3Extb/dCh86GuRqsXLpfLRURERKXsqyzhqKS3pLpfyTxIqoDkP+lWwrr1pcTGSy06XU74e3OJohjgyaVORFTRxv93Lk+MUfEXtkqK3v6/t9Fo9AvxLz/M3v996qCjMtQ1gcX/v+ZwOLDb7TidTtxud0BxAnXfsi55JdMpGI1GwsLCsFgsWCyWGvVCyc/Pp1OnTuTm5gLQokULunTpErCpYSKiKPLqq68yffp0fD4f//nPf3j00Ue1thwOB9nZ2Zr3gf/3LmlX/n1ITaRiKOkV7t8Xqivr4eHhJCYmVkg8Vb9/YmIiUVFRHDlyRDtmnw+aNTPgdMLx474K5ROua3Z+qcjPz6ewsFATEusKq1atYty4cdx333089dRTQW//+ecT+OCDWJ55Jpd77rEFvf2aQJ2gx8TEaEJ+XRPGKorD4dAWuP2vA2pf5y8SQuk+0t/Lp6ZDkGuS4uJizQOpNucDLIszZ86QlpZGXFwc33//fYX6arfbzcyZM5k5cyZer5drr72WiRMnMmDAgAr186rwrHqCuVwubRznPxZTxS1ZlrUxX1mhzur1ThUgS9qiXq/XRK2ati9ZlikuLsbr9dYaMdHfK1P1vPP36KzKuEsVQFwuV8D/1n/sp0aO+QuJ/o8vRRSZ2+3m7NmzWni7OvczGo1V7qdlWakM7z+HtdlsyLJM27ZtK10R/kK88MILPP300zz++OM8//zzQWtXluGVV3RMmaLHZJIZPVrivvtkrrzy4mkglxt1Rki89tpr6dq1Ky+99BKgiFUdOnTggQce4LHHHrvg+y8nIRGUAiNvvqnjySd1uN0Cw4YpSUhrIm+AKIrY7XZNMHS73UiSpF00VdSVtrCwMJYtW8a//vUvzGYz7777bqlqiJIE69eH89NPFnbtCmPvXnNAZWWjUaZ9ezedO7vo3Fm5bdbMd8k6irI64WC0CYHeiyWrMpYUPNRBjDrYUAcg/vh7UPp/lr+7f1ltGo1GIiMjS+WHDAY+n08TNfwFjLridamGsxQWFlJcXBwgJJZcbQa0wUjJvCUl/y9q2yU9H8q7X9Iz1n8i5H+savv+9qKG1gTmGi1/QO0vsKg2dbEmmyW93NT+xt+brqx91MGo1+stNegvzyOx5HPq+VQH/P4eAAaDgYSEhBoLCdq1axfvvvsuv/32G3v27ClVwT4pKYmuXbtitVrZvHkzsbGxvPXWWwwbNkzbx+12c+LECZxOpzYA9hcOa9P/TP1fOZ1OABo2bFjhSc2NN97ImjVryMzMpLlfOPdjj+l46y09Cxf6GDHiwsOakJBYMbKzsykuLkaSpDqVd2rmzJnMmzePOXPmcN111wW1bbtdICOjGQAbNx4lIqJueEeo4Zdq32Y2mzVRMdgik7p4oHpxqd5AF8OGrFYrJ06cwO12a9dAvV4fcC31X7D1v07UN1SRJi0tLageuReLsWPH8t///heAiIgIOnfuTLdu3ejSpQvdunWjbdu2mti0ZcsWHnzwQfbt20d8fDwvv/wyI0aMIDMz87z9vHo9stls2Gw2rTK3Khqq9hPMOYDa/sW2OX8xMSUlhYaVrUBZTXw+H263O2BTF+MBTUAMxjVZHTv6j8dLOnio4zv/cXlZ4cNq9JjqzRgeHl4tEU6NmlG/v5oD0e12IwgC4eHhQVm8LmsOq3olJiUlkZKSUu3P8MdqtZKWloYoihw6dCjouVn9ozMB2rVTRMV77pFISgrqR1321AkhUa3Wu2DBAoYOHao9P27cOKxWK4sXLy71HrXjUVEP/4477tBCa+sbbre7VIflcAgcOqTD6RQwmWRatZKIjg7eT6lOqEt69KiUNTHPy8vj2LFj6HQ6WrVqFTBokSTIz9eTk2PA7T4nSpjNSlGUiAiRiAgJi0WmNi2Qny+0+WJ9vv+tSllhmuXtW1FKrsBX9vv6f35Jkex8n1kbB/Pq8ZcUzVXKEqUuxjH531Z0/7Io67yr71EHOP4Tr5K2UR38BcDyjrmi37HkSnNZ/VJVKWnP6uSzKl6elf1cl8ul5eVSvSzVvjg6OppWrVoFTPxlWdYqiVY0BKg24B+Oo57bC3HixAlOnjxJq1atAhLHFxcL/PGHnthYmfT0C4c3q+fsYoax1zXUvkD9L9QVuwI4cOAAdrudjh07Bt3rIjdXz/HjJhITfTRp4g1q2zWJf39ecoHK30O5svhf50umdynZl6uLHDWB/7i1ZDTA5Yoq6KpCSF1DFEXOnDlDcXExdrsdj8cT8LpOp9NEnYKCAgASEhJo1qwZRqPxvP18yQXJku3WV7sped31F0lrOjKhrLFdWeO3i0V5zhclj60sKuMQUdIpoKRg6f/ZwTwP5c1h1fGk2WwO+jlXx2iNGzcOevg0KHpCQYFAbq4Oq/XcscfGyiQmSsTFXRwvRbVfra/9RHh4OEuXLr2gkHhJk6Tk5+droUr+JCYmcvDgwTLf89prrzFz5kztcWRkJL///jtOp1PzbqhPnDx5kry8vFKJUfV6aN0asrNN5OYa2bdPj9ksYTbL2q3JdO62snauXmTON3HwHyjm5eVx4sQJTUSMiIj4nxAjkJdnIDfXiCgqBxET4yMhwUdEhIReX7qTLkNfuOSUdwG8VJxPcKlqp6ZOGku2U1Z7ZXnClXcc5R2P/4W0pGB9MQU69VjKenyhC3p1xduapCrn3R//1y60b0U+V22nIvtV5PXy9q2J38R/Jde/inFNodPpiIqKCliMUcPmLRaL5kGhUrK/Lkukra34h4ep5/Z8qLl2rVZrwPkxGsFstlBYqMNu92AwVOz3LzkxDRGI6jmj3q8LSJKEw+HQPImCfdy5ucpYrEEDb505J/6UvL6p/bvax1emfys5Nir5vpJ9s+pdXlOChfqZqs3WtrHbpaKsghV1hYSEBK3Yis/n07y3HA4HTqdTq2RrNBpp0qQJ0dHRWq5qFf9+viybLbgL8QYAACAASURBVGmP9d1u/K+7Pp+v3H3Kun8hKuoAUdb7LvU5P1//5Y8qjpYMVS9v37LaLO+zauI8lGXz6n8k2H1xfHw82dnZZGdnEx8fXyMRH5GRyubxCBQUGMjPN1BYqKOwUI9eLxMf7yMx0YvJVDP2pPalah72+khFv1edy7b82GOPMX78eO2x+sdYvXp1vfwxP/jgA8aPH0/Tpk2ZPXt2mfv8/LOFmTMT+fNPIzZbaeFPr5dp1MhHs2YeevZ0MnKklZiYsgcUqiury+UiKiqKxo0bn3cVU5Zl5s6dy6RJk4iOjubLL7/kqquuIitLYPZsA4sWGXA6BcLCZP72Nx8TJvhIS6s7F2dRFMnKyqJly5b1PvxN/e1tNhtFRUVarhJ1UF5yFc1/td/fm8E/r1xFVrvU3Jvq4FBNQK2GmKorzhWpMObvQVMyNFjt+MvzkvRfuQsLCyMhIYHY2Ng65YVTGdTJo+r95vF4tNCN/Px8mjZtqq3iS5KE3W7HZrNp57ek10nJxyUrzME574HY2FiioqICbKMunGen06mFD+t0Os3GL9Wxy7IStqKGKQU7jORicubMGXJzczEYDERGRpbbbxQVFXHllVfSsGFDlixZEvDam2/GM2tWArfemsOoUdbzfp7a310uaVGqgsfjwW63ExsbWyOeBTXFpk2bGDx4MMOGDePdd98Natvr1+sYMiSM664TWb7cfeE31CLON56RZZmioiLOnj2Lw+HQrr1ms7nM67i6mOFwODCbzTRo0EDLJVueZ6Msy5w4cQKr1arloK0O/uNV9bodFxdHfHx86D/tx6lTpygsLLygZ0ldxWq1cvjwYVq3bk1EiQS5qo2EhYVpuZNBKWwSGRlJTEyMVojickQd+6ljbjXfd1nemhEREZhMpoCFB/+5gJonXO07/PNNh4WFafn+1GJudR2Px4PVasVqtWrnT8XfC9C/yI7FYtHOgX/u+5rifH3+8ePHKSwsrJF5zksvvcS8efOIi4vjiiuu0BbG/bfIyEiio6PJy8tjw4YNbNiwgaNHjxIfH09CQgLNmzdn3LhxJFUgZlmW4ddfw/j88xi+/z6S3FwdguBj8eITNG0avKgBNV2XmjO6cePGdSrlS2VQvbkvRJ0LbS6JLNfvHIk+n4+OHTvy559/snz5cjp27FjuvqIIp08bOHrUyNGjRo4d879vxOlUOoqICIkRI2z8v/9XSHKy6Pd+UbvQRkZG0qRJk1KVlmVZ5uDBg2zYsIH169ezYcMGsrOziY2N5dtvv0UUe/Dqqzq++EJAlgUSE2XGjZN48EGJIBVwuqhcrnm01Amkv8gkCIJ28TObzdpgoKytOqirpGoOtYKCAux2O2az+bwDPnWlWj1WOOeZ4B8uUDKkV71Vc58EI/9JXSYYNq/mLFTzFqqTS3VQWZcH7Wp+mby8PJxOJ7Isa5PtixnmoE6QnE4nDRo0IDU1tU5fA2VZ5vTp05w5cwadTkd0dHS5djJ06FAOHjzIzp07AyaOR48aGDSoGZ07u1i69OQFPy/Y+W/rG6p9NW7cOGgVGC8GL730Ek8++SRvv/02999/f1DbHjZMz5df6vjqKx833FB3FkWh4n272+0mPz8fm82mCS8Wi0VbWFKLjblcLsxmM6mpqRXOvydJEseOHaOgoICoqKgq5WaUZSX9gxqFFBUVRYMGDYiMjLysxmkV5ezZsxw/flwTgi4nZFnJCagWToyMjKRBgwaX5bmoDP65BD0eD9nZ2djtdm2MU9KLURUUTSYTMTExREdHV7tQSF1BkiStP1SjumRZ1grpqMLhpQiXP1+f73K5yMzM1BZvg0l+fj6DBg3SvIUrSmxsLDabTROv4+LimDlzJgMHDqxwG8XFAm++Gc9778WSmurl449P0qhRxSKqykN1UlHzp1osFho3blxq4aI+oc4xanVos8lkokuXLqxfv14TEiVJYsOGDYwZM+ZSHlqtwWAwMGnSJMaNG8d//vMfFi5cWO4PqtdD48Y+Gjf20bt3YJi3LEN2toFPP41i0aIY3n8/loULY7jlliIeeOAsKSnFWjEV1RMxLCwMWZb5888/2bBhA+vWrWPDhg2cOnVKazcyMpIbbhjCwIGvM2lSKzZtUi4YaWkyjz0mcu+9EvVUrK/XqIKaSkVC3YOFKliqRWASEhI4deoUeXl5WsJ2f1SvN9VFPzY2loSEhIDcJSVvL/e8STWNXq8nPDy8TlV5rSh6vZ6EhATi4uIoKirSKoOquWzV/05N/1dUoT0yMrJWVF+sLoIgkJycjMFg4NSpU1itVqKjo8sUBrp168aBAwfYtWtXQEGvZs18dO3qYufOMI4cMdK8ed3JX1cb8fl8mudtXWLTpk0A9OrVK6jtHjsGX38tkJYmc911dUtErAxms5mUlBSSk5Ox2Wzk5uZqOVvVggWg5FBKTU2t1GRKp9PRpEkTbZGyZKXb86F6SKgek+Hh4SQnJ9dbT7tgoS7A+ny+y1I8Uxc2y3OQCFEadbFdXfyNjIwkNzeX3NxcbZwdExOD2WzWiirpdDoiIiIuu0V49RpZ1+wqLCyM2NhYzp49iyiKQV2ESUhIYOXKlRw9epSioiKKioq0aLfi4mLtuaKiIsLCwsjIyKBv376kpqZqi/Uff/wxs2fP5v/+7/8YNWoUkydPrpBtRUbKPPFEPj4fzJ8fy333pbB48SkSEqomJqoLV6p3Xnh4OI0aNarXImJluOShzePHj2f8+PF07dqVbt268fbbb2O327nnnnsu9aHVGq677jo6d+7M5s2b2bhxI3379q3Q+/xDOkVRJDbWwdixRYwZc5YlS2L5739j2LVLYP58HampYeTnxwGRNGlioVEjHQcO/MSiRXPIy3MDsUAiRuM4mjVrR0JCGpGRqQhCLPv26fj+e2UQ16ePxGOPSfzlL7WraEqI6nEpVxR1Oh2pqamEh4eTnZ1dZi5UNawpMTGRuLi4er8CGuLSo9PpiImJISoqiuLiYvLz87WE8C6XSxMUy6r2WF4C7IqiTqbVCX99GbgLgkBiYiJGo5Fjx45pYmLJ4gzdunXj448/ZseOHQFCIsAttxSxc2cYX34ZySOPFFzMw69XqOFrakhWXUGWZbZs2UJcXBxt27YNatvvvKNDkgTGjhUvi/GNTqfTBIPCwkJyc3ORZVlbJIqIiKjS5Fmv19O4cWMOHz6Mw+G4oDeMvzeIupjYsGFD4uPjQ9f6CqBei/xzYF8uqGG7FouF1NTUOif21BZ0Oh1JSUkkJCQgSVKNF50LcXFo2LAhVqsVh8MR9KruDRs2rFJVcHWxfsKECfTq1YvHHnuMhQsXEhsby8MPP1yhNgQBpkzJp7hYx+efR3PffY346KNTREdXLk+smm9ZFcrDw8Np2LBh0D046zKXNLRZ5d1332X27Nnk5OTQsWNH/j979x0eVZn+Dfx7zpTMpPcQ0khIiNKkKFVhAV1WehMwssjSpIOgq+CiCK4UlSaggC4IgihVQFwLIIoUkSYsCoRACISEBEjP1HPeP/LO/IgEMjOZlJl8P9eVC5M5zzPPxJPJyX2e+77nzZuHRx991Kax7p7aLMsyrly5gsOHD2PYsGF4+OGH8eWXX95z8WQJFt69Hd1SY87yB+vdd5JVKhUkScS5cyJ27gzCV1+ForjYsbiyQiGjVy8ZU6dKaN262k8np6qtqc011d01WCxFji3p1JZdjFQxPOcdY6kjeefOHeTl5VnrB92d7n/3zR1L/VFvb2+7zluTyWRNFwkPD0dwcLBb/u4rKChAamoqDAYDfH19S32PUlNT0aVLF3To0AH/+c9/So27fVtEu3b1ULeuCXv3Xr1vozGmNj+YyWRCXl4evL29Ub9+fZf5Hv3xxx9o2rQpunXrhh07djht3uJiIC5OCZ0OuHLFBD8/p01dZSr63n53fWRnSEtLw61bt+Dj41Pme6AlmF1UVGQtkREYGIjQ0FD+rrfTlStXkJeXBz8/P5f5Wa4oy3sYAMTGxsLPFX9oiSrAlvf8q1ev4vbt2/Dy8rKpFn1Vy87Oxl//+lfo9Xp8/fXXiI6Otnms2Qy8+GIY9uzxRvPmOqxdmw4vL9viFCaTybr7XaVSwdfXFyEhIS51Y7UiXCK12WL06NEYPXp0dS+jRrKkkzzyyCPo1KkT9u/fj5deegmzZ8+2RsT1ej0uXboEnU5n3cJvqddguRtnCb488cQTiImJQW5uLiTJhObNtejUScY77+iQm6tGVpaIw4dTMGfOSphMgejZ81k0aRIDf/+S1up+foC/P+DnJ///rwG+viVp1USVjcFCqqksnZa9vb1RUFCAgoICFBUVWd+X72apGWn5Q8fWWmFmsxmFhYWQZRlhYWFuG0QESspmxMXF4fLly9aAluUiNzo6GkFBQTh58mSprsIAEBgo4YknirB/vxdOnfJA8+au1RCjprAEwl0t0Hr48GEAuGenakVt3izg1i0BL7xgdskgojM4uyRIeHi49b3S09PTmuZsuSluMBig1+shiiICAgIQFhYGjUbjUudjTeHr64vc3Fzo9foasyuvMkvmSJKEgoICa7ML7iAiKludOnVQVFSEgoICaxORmrTTOzg4GFOnTsWsWbMwZ84crF692uaxCgXw7ruZKC4WsH+/F8aOrYPVqzPg4XH/YKKlhIZOp7OW0HD35psVUSMCiXR/Xl5e8PPzQ3Z2NmbMmIG0tDTs3LkTp0+fxty5c5GWlobr16/jxIkTOH78eJlpn3dTKpVYu3Yt+vbtC51OB41GYw3MREQAFy6cx/vvd4LRmIWPPvoIQ4dGAbBvKzARUW0lCIK1K51l9+GfuyBaUs3MZjMuX76M/Px8aLXaUneMy+qKbTKZYDabrSkj7v4HtVarRXx8PC5fvoyCggLIsmwNJLRo0QLfffcdkpOT0aBBg1Lj+vTJx/79XvjySx8GEh1kNpshCILLdSS01Ed0ZiBRloHly0t+NseO5fWQsyiVSkRERCAtLc368y0IQqmyDz4+PggJCWEdxAoKCAiwNggrqwu3Iyy/3+xtIiFJEnQ6nbUu+903iZzB0mBFkiSEhoYiJyfHaXMTuRu1Wo2EhASkp6fj1q1bMBqNdmfKVLZnn30Wmzdvxv79+7F371506dLF5rFqNfD++5kYMSIchw55YtKkMCxbloGyXp5lF57lBpa/vz9CQ0Nd7jqoKtWI1OaKcPfUZqB0lztRFLFw4ULs2LEDMTExaNOmDS5evAgfHx80bdq0VOdZy4dlF1dOTg5mzJgBvV6PFStWlOpmePv2bSxYsAArVqyATqfDrFmzMGPGjGp81TUD0zyptuE5X7XMZjNSU1ORl5eHu38d39153PKvpch53bp1a9X/G5PJhCtXrlgDrp6enli9ejXmz5+Pt956C4MHDy51fHGxgDZt6kGtlnHo0JX7XjAytfn+8vPzIUkS6tev71JNkxo1aoQrV64gOzvbaRf/hw8L6NhRiU6dJHzzTcW6P1anmvrebjQaodPpUFBQYK0vq9Fo4OHhcc8NFnLcnTt3cPXqVWi1Wod3JVrSzY1GI/R6vfWGg4eHhzVAabnx9edSHnfXbJckyXq8Tqe7p3yFo2RZtmYCBAUFITw8HBcvXqxx5zxRVbD3PT83NxfXrl2DwWCAp6dnte0At9w4v/ua+Ny5cxgwYAAiIyPx9ddf2/37vaBAwPPP18Xp0xr06pWPd965WSqb0lJGw2AwwMPDA8HBwdbGnbWRS6U204OJoojo6GhIkoScnBxMmTIFPXr0wIkTJ6DVajF27Fg0a9bMph/2pk2bom/fvhg7diz27t0LrVYLnU6H7777Djk5OQgMDMTcuXMxbty4KnhlRES1m0KhQGxsLAoLC611E4H/Cxz+uct4VXSErmmUSiXi4uKsN9QsOxIB4OTJk/cEErVaGX/7WwG2bvXFwYOe6NSpqDqW7bIsF/GW4ICryMrKwsWLF9G6dWun7iBYt67k523MGO5GrAyWm93OLvZPpfn7+yM7O9vaqMvWAIHl/eDu4KGlo6+3t7f1D/Di4mJrIBG49yaYZeeih4cHAgMDrfUaL126ZK3fqFAoHG5EZumuqtPp4OPjg/Dw8Fr3u5KoIvz8/KDVanHt2jVrKQQfH58qDaZZahMajUbrewEAxMTE4O9//zvWr1+PgQMHYs6cOWjWrJnN83p7y/j44xsYMqQudu70gaenhDlzsiEIJc9ZWFgIk8kEHx8fhIWFwdvbmzeZbcBAoosQRRH16tVDeno69Ho9HnvsMbRp0wbe3t7w9/e3+WTv0KEDvv32W/To0QNbtmyxft3T0xPTp0/H1KlTWZCYiKgKWZqu0P1ZbqhZagA3atQIKpUKx48fL/P43r1LAolffunNQKKdLDuGXG032MGDBwEA7du3d9qcJhOwY4cAX18Z3bq5dAIP1XKCICA0NBRXrlxBcXGxTTuNLbtSLEFCDw8P+Pj4wNfXF1qtFkplyZ+Rer3eGnhQKpVQqVRQKBTWupeiKEKhUJT616JevXpISUlBbm5uqaaQ9nYFNxgMKCoqglarRUREBFQq1T31iYnowdRqNWJjY3Hr1i3cuHEDOTk5Ti8/UJa7bwQAJeUY/Pz8IIoijEYjMjMzMWrUKADAhg0b8Mwzz+DZZ5/FtGnTbI5b+PtLWLv2BgYProtNm/zg5SXjlVeyrTfyLWWDalJad03HQKILEUURkZGRFZ6nZcuW+P3333HhwgXrjoO6devC19fXCaskIiJyPlEU4evri5s3b0KlUqFx48Y4efIkbt26haCgoFLHtm5djLAwE777zgv5+QJ8fBgEspXlj29XSmkG/i+Q+MQTTzhtzh9+KGmy8txzElxocyZRmXx9feHl5YX8/HxrJ2xL8y/LjkHLxoS704S9vLwQFhYGLy8va/DwbhqNxuF0aa1Wi3r16uHatWuQZRlqtRpGoxGFhYXW4OWDWHZMFhUVQaVSISIigjXNiCpAEAQEBwfDy8sLaWlpyM/Ph16vh7e3d6Xs8r37vUaj0SAkJASBgYGlnsvPzw9paWmYMGECunfvji1btuDUqVMYMGAAxo8fj969e5e5qerPTZ2Cg81Yt64kmPjxx35ISLiNTp1M1lII3MVsHwYSayl/f3+0atWqupdBRERkM0vzMb1ejxYtWuDkyZM4efIknnzyyVLHKRRAjx4F+Phjf3z3nTf69cuv0POaTCbo9XrIsmzdYeOspgU1jaXuWU3p7mqrn376CYIgOLXRypYtJX9U9O/PtGZyfYIgIDIyEtevX4dOp7PWp7w7ndgSWLR0zvb29kZkZGSlBue8vLysTbMEQYDJZEJKSgoKCgqsadR311u07Jq2NCCTJAkKhQJ16tTh7n4iJ7E0vMvIyEBWVhZycnLg4+Pj9B17er3eesMiKiqqzPcalUqF2NhY3LlzB76+voiJicGRI0dw5swZ/PLLLzh37hwGDRqE2NhY687m+zV1qlvXhHXrbuCf//TDH3+IMBrrYMqUQAYRHcBAIhEREbkErVYLtVoNg8GAFi1a4OOPP8aJEyfuCSQCQO/e+fj4Y3+8/34AGjXSIzHRYPfzSZJk7eIHlNS0tHThtjQJcLeLT5PJBKVSCbVaXd1LsVlubi5Onz6NJk2aICAgwClzGo3Al1+WpDU/9RR3tJJ70Gg0qF+/PiRJgtFohMFgsP4hX1xcDIPBAIPBAFmW4efnh4iIiCqplXr3TRmlUmlNec7Ly4MoiqUauFhqLioUCmtjSV9fXwQFBbnlzR2i6iKKojVrMS0tDXl5edBoNNYmtxX9eTMajda6rXXr1n3gDQtBEBAYGIjAwECYTCYkJibi9OnT+Oijj5CdnY3PP/8czZo1w2OPPQalUglJkqwNYwoKCmAymayZFlFROrz99m0sXlwHa9fWgYeHGU89JSE4GAgKAsrYeE1l4LeJiIiIXIIgCPDx8UFWVhaaNm0KoKThSlkeftiApKRcbNzoh379IvD669kYODAftl73mkwmFBQUwGw2w8vLy5rqI0kSCgoKkJ6ejsLCQrdqEmHpyqrRaFwqkHjo0CHIssy0ZiIbWXZVW+oeWlgCjEajERqNpsxU5qqgVqtRr149XL16FWazGSqVCh4eHtb3JpVKZU3NdrebOUQ1jbe3NxISEpCeno7bt2+juLgYoihCqVRCq9XavUvRUpKgsLAQoihaG5zYSqlUwtvbG+3bt0fbtm2xdu1avPnmm9i/fz8aN26MAQMGoEuXLvD394dCocC1a9dw+/Zt601hWZYREACMGyfh4EEZ//ynAsD/1YQOCJARHAwEB1v+vfu/ZahUuWjd2hexsXa9bLfDQCIRERG5DF9fX2RnZ8Pf3x9RUVH47bffYDAY7gl8CQIwe3Y2mjXT4403gvHaa6E4elSL2bOz4OVV/g4zy87DOnXqIDg4uNSFslarhclkQmZmJoqKilyunuD93N1oxZV29vz0008AgMcff9xpc27dWhKcGDCAac1Ue9wdYKxuGo0GCQkJ1tRlIqo+SqUSUVFR8Pf3R15enrWuYV5enk0NWSw3Ki07oU0mkzWIGBgY6PC6RFHE8OHD0bt3b8yYMQNr1qzBrl270K9fP7z33nuIiIhAdHQ0vLy8cOvWLSgUCqhUKmg0GjRpEoC9e03YsEFEVpaA7GwgO7vk37Q04OLF+92kCELXriewa1cTh9ftDhhIJCIiIpfh6ekJDw8PGAwGNG/eHDt37sS5c+fQrFmzMo/v1y8fTZroMGlSHezc6YMzZzywZEkGoqML7/scsizDYDBAqVQiMDCwzLvtYWFh0Ol0yM3NhUqlcotOf5bC5K4WGLU0WnFWINFo/L9uzU8+ybRmouoiCAKDiEQ1hCAI8PX1ha+vL2RZhtFoRGpqKgoKCiDLcpm1le8OHhqNRgAlO44tnZn9/PyccuMyKCgIK1euxPPPP4/x48dj27Zt+Pbbb7F06VIMGTIEwcHBZZY/aN4caN687BuGhYUoFVw8cuQS3n13LfR6Hzz00CMAancgkXvBiYiIyGWIomhNMW7RogUA4MSJEw8ck5BgxLZt1zBgQB4uX1ZjwIBIbN4cBPk+MSJLIX9LTcb7rSMqKgoajQb5+fnWbseuzGQy2dQptSYpKirCr7/+igYNGiAsLMwpc+7fL+D2bQG9eslMayYiIvoTQRCgVqsRGxsLHx8fFBYWWjs8WxrU5efnIzc3F4WFhZBlGb6+voiOjkZ8fDxiYmIQEBDg9NIE7dq1wy+//IK5c+fCbDZj3LhxyMjIsK7ZHl5eQEwM0LKljICAo3j//VbQ6+fhgw8C8c47f3Xqul0RA4lERETkUix3sC11EssLJAKAVitj3rwsvPtuJpRK4N//jsSUKWHIz7/3wtJkMgEoSaN+0IWnUqlETEwMlEol8vPzrTv6XJUrNlo5evQoTCaTU+sjWtKa2a2ZiIjo/pRKJeLi4hAQEACz2YyCggLk5ORYa0x7enoiMjIS8fHxiIuLQ1BQEDw8PCq1fIpKpcK0adPw2muvQafT4d1333V4LlmWsWPHDnTr1g15eXlYvnw5RowY4cTVui4GEomIiMilWNKbIyIi4OXlhZMnT0K+3/bCP+nTpwDbtqUhIaEYe/b4oHfvKJw9WzpwZjQaoVAobErx1Wq1iIiIgCzLKCgocOj11ASW+kWulqbt7PqIlm7Nfn5MayYiIiqPKIqIiYlBYmIi4uPjERUVhYiICNSvXx/x8fEICQmpltrL48aNQ1BQEFatWoUbN27YPT4lJQV9+/bFwIEDkZ+fj6VLl2LUqFGVsFLXxEAiERERuRSFQoGQkBCIooiOHTsiMzMT6enpNo+vX9+I9esvYtCgXFy9qkJSUgRu3iypw2Wp+6NWq8us91OWgIAAhIaGwmQyoaioqNRjsiyjqKgIhYWFNXrHoiRJkCQJGo3GpbqgWuojOmtHoiWtuWdPpjUTERHZwlIWxcfHByEhIQgNDYWXl1e1Xk94e3tj6tSpdu9K1Ov1mDt3Lpo1a4Y9e/agZcuWOHz4MMaMGVOJq3U9rnOlSERERPT/BQQEwMfHB126dIFSqbQpvfluGo2Mt97KwoQJt1FUJOLjj/0BlKT3SpIEb29vu4r8h4WFwc/PDzqdzlpQHAAMBgOKi4uh0+msBclrIkuNRy8vr2peie0MBgOOHDmCmJgYREdHO2XOLVvYrZmIiMgdjB07FsHBwVi9erVNuxL379+Pli1b4o033oCHhweWLl2KgwcPWmty0/9hIJGIiIhcjiAIiIyMRFxcHJo3b47jx487NM/IkTnw8zNj40Zf3L4twmg0QhAE+Pj42DWPKIqIjo4u1XzFskNRpVIhODgYJpOpxqY/u2KjlePHj0On0zGtmYiIiO7h7e2NadOmQafTYcGCBfc9LiMjA0OHDkXXrl1x4cIFJCUl4cyZMxgzZgw7x98HA4lERETkktRqNRo1aoSGDRvi4sWLDs3h7S3j+edzUVws4pNPfGE0GqFSqaDVau2eS6FQWJuv5OXlobCwEEDJbsXIyEiEhobCaDTWyGCiKzZasdRHdFZa8759Au7cKenW7ELfBiIiIrqPMWPGIDQ0FCtWrMAXX3xR6jGz2YwPPvgATZo0waZNm5CYmIhvv/0Wa9euRZ06dappxa6BgUQiIiJyWTExMfD29oZSqXQ4QDd0aC68vCTs3OmJwkIztFqtww1HtFotIiMjAZQ0bQkKCkJQUBAEQUB4eDgCAgJgNBqtqcQ1gaXRilKpdKlGK5b6iM7akci0ZiIiIvfi5eWFjRs3wsPDA8OGDcNXX30FoCSroX379pg8eTL0ej1mz56N48eP4y9/+Uv1LthFMJBIRERELksQBPj5+SE6OhqnTp1yaA5/fwnDht3GI4/cwalTnvD19a1Qd0F/f39EREQgKCgIYWFh1mLjgiBYg4p311GsbpZGK1qt1mUarZjNZvz8888ICwtDQkJCOjMefAAAIABJREFUheczGICdOwX4+8vo0oVpzURERO6iQ4cO+PzzzwEAgwcPxtChQ9GuXTucOHEC3bp1w+nTp/Hqq6+6VFZGdXONq0UiIiKi+2jQoAE8PDzwxx9/ODTebDZj0KA0+PqasHhxHAwG3wqvKTg4GNHR0ffs8PPw8IBSqYTJZKrwc9yP0Wi0Nn0xmUzWD6PRCIPBAIPBAL1eD71eb20EA7hWo5XffvsN+fn5ePzxxysU9LVgWjMREZH7evrpp7Fu3ToYjUZs2rQJkZGR2Lx5M7Zv347Y2NjqXp7LUVb3AoiIiIgqolWrVti+fTvUajVkWbYrsGQwGJCfnw+tVkRoqC9SUrQYOFDCN9+YUdG4WlnrsNQhLC4urtjk92EymZCfnw9ZlsvsEP3nNQmCAEEQoFKpXKrRijPrI2ZmAm+9VXJvvX9/pjUTERG5owEDBkCj0eDcuXMYN24cvL29q3tJLouBRCIiInJp9evXx+3btxEcHAy9Xg+NRlPuGFmWodfrUVhYCA8PD0RFReHf//bEhQsS9uwR8dxzwJYtZiidfKUkCAK0Wi2KioogSZJTU4llWUZhYSEEQUDdunWhUqlgNBqtz/PnD0sQ0fLftnzfagpLILGi9RGPHhUwaJAC6ekCnnpKYrdmIiIiN9ajRw/06NGjupfh8hhIJCIiIpcmCALq1KkDs9mMS5cuoVGjRg88XpZlmEwm6PV6eHl5ISYmxhpE27jRjK5dgT17RIwbB6xcaYYTMmdL8fT0RHZ2Nkwmk7Uej9lshtFohIeHh8OpusXFxTCZTAgKCkJwcLDL1Du0lyzLOHjwIPz9/dG4cWMH5wBWrRIxdaoIo1HAtGlmzJkjOT1wTERERORu3PMKk4iIiGqVFi1a4ObNm7h27VqZKb0Wll17ZrMZvr6+iIuLK7UTz9MT2LHDjAYNZKxdK2LWLOdfKmm1WigUilJ1EnU6HQoKCpCbmwtJsj+91lIXUavVlmrw4o5+//133Lp1C+3bt3fodRYXAyNHKjBxogIeHsCmTSbMncsgIhEREZEt3Pcqk4iIiGqNtm3bIiUlBXl5eTAYDGUeI0mS9XGVSoWoqKh7mqEAQFAQsHu3CeHhMubOVWDlSudeLqnVaqhUKmsgUZIkGAwGa41CW4KJsiyjuLgY+fn5yMnJQX5+PkRRRFhYmEvVOnTEwYMHAZR0YbTX5ctAx45KrF8vIjFRxs8/m9CvH9OZiYiIiGzFQCIRERG5vBYtWuD69evIyMiwdiG+m8lkQl5eHsxmM0JCQqBQKKB8wBa0evWAnTtN8PWVMWmSiO3bnZffLIoiPDw8IEkSZFm21jEMDAxETEwMRFFETk4OzGbzfecwmUzWOotKpRKenp4ICwuDv7+/09ZZUznaaOXbbwW0bavEqVMC+vaVcOiQCQ8/XBkrJCIiInJfDCQSERGRy9NoNGjYsCEOHDiAgoICFBQUWB8zGo3WTsbh4eGoU6eOTXM+8khJwxWVChg6VIGDB50XTPT09AQAa61GhUIBPz8/+Pn5ITY2FkqlErm5uaXSny1kWYZOp4NCoUBUVBQSExORkJCAsLAwh+srugpLfUQvLy80a9bMpjGSBMydK6JnTwVycoC33zZj0yYzfHwqebFEREREboiBRCIiInILbdu2xalTp5CZmQm9Xo+CggLodDpr2m9kZCRCQ0PtCrb95S8y1qwxw2AA+vVT4H//c85aLYFEg8EAo9EILy8vaLVaAIC3tzfi4uKgVquRl5d3TzDRbDbDYDDAy8sLvr6+UCgUbh9AtEhJScH169fRrl27B+4otcjNBQYMUOCNNxQICgL27DHjpZckpzfQISIiIqotGEgkIiIit9C2bVsAwC+//ILg4GBrMFGtViM6OhqBgYEOBdyeeUbGwoUScnIE9OypRFpaxdfq4eEBpVIJvV4PQRAQEBBQam2enp6oX78+PDw8kJubW6ruo06ngyAICAoKcuumKmX5z3/+A8C2tOazZ4G2bZXYvVvEo49KOHLEhM6dWQ+RiIiIqCJq19UnERERua02bdoAAI4cOYKIiAiEhITA29sb0dHR8PPzq9CuvfHjJbz0khnXrgno0UOJrKyKrVWpVEKtVsNsNkOtVsOnjDxbDw8P1K9fH56ensjPz4fBYIDJZLLuRixrjDs7efIkFi5ciJCQEIwcOfKBx27ZIuDxx5VIThYwYoSEffvMiI6uooUSERERuTEGEomIiMgthIeHIzY2Fr/++itMJhMiIyMRHx8Pb29vp8z/739LGDJEwu+/C2jeXIkvv3Q8MCkIArRaLRQKBfz9/cvsHg2UdHiOi4uDt7c38vPzUVhYCAAIDAyEQqFw+PldjdFoxOjRo2E2m7F48WIEBwff99iMjJKalmYzsHKlCR98YIZGU4WLJSIiInJjDCQSERGR22jTpg10Oh1Onz4NAE5N/RUEYOVKM155xYzsbOCZZ5R4/nkFbt92bD5/f394eXnBz8/vgcepVCrExcXBx8cHRqMRGo2m3DHuZuHChTh9+jR69uyJAQMGPPDYPXsEmEwCXn5Zwj/+wVRmIiIiImdiIJGIiIjchqVO4uHDhytlfpUKmDNHwsGDZjz0kIzPPhPRrJkSu3fbvzvRy8sLsbGx1sYrD6JQKBAXF4fw8HCEhoba1GjEXfzxxx9466234Ofnh/fff7/cFPXdu0sub3v2lKpieURERES1CgOJRERE5DYsdRIrK5Bo8eijMn75xYRp08y4eRPo10+JESMUyMmxbx6lUmlz7UZRFBEeHo7AwEAHVuyaJEnCmDFjoNfrsWDBAtStW/eBxxcXA3v3CoiIkNGsWRUtkoiIiKgWYSCRiIiI3Ebjxo3h7e2Nw4cPQ5YrN61VowHmzpXwww9mJCTIWL++ZHfif//reO1EKu3DDz/EoUOH0LlzZwwbNqzc4/ftE1BcLKB7dwkV6K1DRERERPfBQCIRERG5DaVSidatWyM9PR1Xr16tkuds00bGr7+aMGWKGTduAL16KTF6tAK5uVXy9G4rNTUVr732Gjw9PbFixQqbdm5+9VXJMd27szYiERERUWVgIJGIiIjcSlWlN99NqwUWLJCwb58Z8fEy1q4V8cwzClTypki3Jcsyxo8fj8LCQsyePRtxcXHljpEk4KuvRHh6yujUid94IiIiosrAQCIRERG5FUvDlSNHjjg8hyzLyMvLs3tc+/YluxPbtpXwww+iQ01YCFi/fj2+/fZbtG7dGuPHj7dpzMmTAm7cEPDkkzI0mkpeIBEREVEtxUAiERERuZVWrVpBEIQK7Uh85513EBwcjH79+uGXX36xa6ynJ/DOOyUdg2fMUMBkcngZtVJGRgZefvllqNVqrFy5EgqFwqZxlqBtjx7s1kxERERUWRhIJCIiIrfi7++Phg0b4rfffkNBQYHd44uKirBw4UIAwO7du/H444/jb3/7G65du2bzHK1ayRgwQML58wLWruWuRHtMmTIFd+7cwfTp09GwYUObx+3eLUIQZDz9NNOaiYiIiCoLA4lERETkdtq2bQuz2Yxjx46V+XhhYSFOnDiBTZs24euvvy712Pr163H79m2MGzcOW7ZswWOPPYZ9+/ahV69edqU7z5ljhkolY/ZsBRyIZ9ZK27dvx7Zt29CkSRO8/PLLNo+7ehU4fVpAq1YywsIqcYFEREREtZyyuhdARERE5Gxt27bFRx99hK+++gp6vR4XLlywfpw/fx43btwodfyWLVvQq1cvSJKEJUuWQBAETJo0CXFxcejZsyeGDh2Kzz//HM899xy2b98OpbL8S6j69YEXXpCwbJkCixeL+Ne/mHL7IHfu3MGkSZMgiiJWrVoFtVpt89jNm0vujffpw92IRERERJWJgUQiIiJyO5aGK0uXLsXSpUtLPebn54fGjRujadOmiIiIwMKFCzF69Gi0aNECp06dQnJyMvr06WPtFCwIAlavXo20tDR88803mDx5MpYtWwZBKD9lecYMCevWiXjvPREjR0qoU8f5r9UdpKWlYejQocjMzMS0adPQsmVLu8Zv2lQSSBw4kMFaIiIiospUaYHEd999F99++y3Onj0LlUqF1NTUe45JS0vDtGnTcPDgQXh5eWHw4MF44403bLrLT0RERHQ/9evXx7hx45CamorExEQ0aNDA+hEYGIgLFy4gMTERCoUCvr6+mDlzJoYOHWoNDk6ZMqXUfBqNBlu2bMETTzyB1atXo3Xr1hg6dGi56wgOBv75Twn/+pcCb70lYtkyBrr+bOvWrRg7dixycnLQuXNnvP7663aNP3euJK35iSckREVV0iKJiIiICEAlBhKNRiP69OmDVq1aYf369fc8bjabMWjQIISFheGbb75BRkYGxo4dC5VKZfcFJBEREdHdBEHA4sWLy3zMbDaX+vzll1/G/v37sW/fPgAlXZ8tOxrvFhwcjK1bt6Jly5aYNWsWBg4cCI1GU+5aJk6U8OGHIj7+WMSECRIeesiBF+SmZs+ejbfeegtKpRJvv/02pk6dClG0r4T355+XHD94MNOaiYiIiCpbpQUSp0+fDgDYuHFjmY/v27cP58+fx44dOxAaGoomTZpgxowZmDVrFl599dX71sXR6/XQ6/XWz2W55KLRbDbblGJEZA/LH5t//qOTyF3xnKfaoKzz/KOPPkLr1q2RlZWFiRMnQpLK3jmYmJiIoUOHYs2aNVi5ciUmTJhQ7vOp1cDrrwOjR6vw2msivvjC6JwX4uLOnj2LuXPnIiwsDFu2bMGjjz4KWZbtev+RZWDTJgWUShm9exvBt66y8b2dahue81Sb8fwnR1nia+WpthziY8eOoWHDhggNDbV+rUuXLpg2bRr++OMPNG3atMxxixYtwvz5862fe3t74+zZs7h48aLNL5rIXsnJydW9BKIqxXOeaoM/n+eLFi3CkSNH0LBhQ5w/f/6+4wYOHIhPP/0Ub7/9Ntq3bw9PT89yn6tlS6BBgwbYtUuLTZsuo3nzwgqv35XJsoyxY8fCbDZjypQp8PHxeeD3/H7OnPHE5csJ6NAhF9nZV5CdXQmLdSN8b6fahuc81WY8/8legiAgJiam3OOqLZB48+bNUkFEAAgJCQEAZGZm3nfciy++iHHjxlk/twQPExISuCORnM5sNiM5ORnx8fFQKBTVvRyiSsdznmqD+53niYmJ6N+/f7njExMTMXr0aCxfvhzfffcd/vnPf9r0vO++K6JXL2Dlyjjs329weP3uYOvWrfj111/Rrl07TJ482eFruFWrSi5lhw/XIjEx0ZlLdCt8b6fahuc81WY8/8lRsizDYCj/GtWuQOKsWbOwZMmSBx5z9OhRNGjQwJ5p7eLh4QEPDw/r57IsIy8vDwqFgoFEqjQKhYJvwlSr8Jyn2qAi5/mrr76KNWvWYNGiRRgzZgwCAgLKHdO1K9CunYRDh0T8/rsCjRs79NQur6ioCNOnT4coili8eLHDTfZMJmDrVgU8PWX07i3wPcsGfG+n2obnPNVmPP/JXpWS2jxhwgQkJSU98Jh69erZNFdoaCiOHz9e6mtZWVkAgLCwMHuWRURERFSlwsLCMGHCBCxYsAALFy7EnDlzyh0jCMDQoSWBxI0bRbz9du3p4Hz06FH8/PPPyM3NxalTp5CWloYXXngBzZo1c3jOAwcEZGYKGDRIgpeXExdLRERERPdlVyAxODgYwcHBTnnixx57DO+99x6ysrKsKc379++Hj48PU1OIiIioxps2bRpWrlyJZcuWYeLEifeUbClLv34yJk+WsWmTiLfekmBng2KXpNPp0L17d+Tl5Vm/Fh4ejlmzZlVo3k2bLN2aa09AloiIiKi6Vdrla1paGs6cOYNr165BkiScOXMGZ86cQUFBAQCgc+fOSExMxJgxY3DmzBns3bsX//73vzFy5MhSqctERERENVFAQACmTp2KwsJCLFiwwKYx/v5Ajx4yrl0TcOBA7SjJ8sMPPyAvLw/dunXD9u3bsXfvXpw+fRpBQUEOz6nTAdu3CwgMlPHUU2y2R0RERFRVKi2QOHfuXHTo0AFz585FQUEBOnTogA4dOuDUqVMASvL1N23aBFEU0bVrV7zwwgsYPHgwZsyYUVlLIiIiInKqiRMnIiQkBB9++CHS0tJsGvPccyU76DZurAXbEQHs3r0bADBq1Ch0794dTzzxBPz9/Ss059dfC8jLE9C/vwS12hmrJCIiIiJbVNoV7IoVK3Dnzp17Ph5//HHrMdHR0di8eTPS09ORnJyMOXPmOFxwm4iIiKiqeXt745VXXoHBYMDbb79t05i//lVGUJCMbdsEFBVV8gKrmSzL2L17N7RaLTp37uy0ef8vrZm7EYmIiIiqUu24FU5ERERUSUaPHo3IyEisXbsWycnJ5R6vVgMDB0rIzxewa5d7pzefOHEC6enpePLJJ6HVap0yZ24usGePgMhIGe3bM5BIREREVJUYSCQiIiKqAI1GgxkzZsBsNmP27Nk2jXnuuZIAmLunN+/atQsA0LNnT6fN+eWXAvR6AQMH1o5mNUREREQ1CS+/iIiIiCro+eefR/369fH555/j7Nmz5R7/2GMy4uNlfPutgMzMKlhgNdm9ezcEQUC3bt2cNqclrXnQIHZrJiIiIqpqDCQSERERVZBKpcLMmTMhyzJmzZpV7vGCACQlSTCbBWze7J6XY6mpqfjtt9/Qpk0bhIaGOmXOjAxg3z4BiYkymjVzypREREREZAf3vHIlIiIiqmKDBg1Cw4YNsXPnThw7dqzc45OSSnbUbdjgnnUSLd2ae/To4ZT5Ll0C/vY3JSRJQFKSBME9v21ERERENRoDiUREREROoFAo8OabbwIA3njjjXKPj4sD2rWTcPy4iD/+qOzVVT1LINEZ9RG/+05Au3ZKnDsnYNAgCS++yLRmIiIiourAQCIRERGRk/Tq1QuPPvoovv/+exw4cKDc45OSSpqubNjgXpdkKSkpOHDgAOLj45GYmOjwPLIMLFwoomdPBXJzgfnzzVi3zgyNxomLJSIiIiKbuddVKxEREVE1EgTB2rm5R48e+Mc//oFDhw5BluUyjx8wQIJaLWPTJhGSG22ymz59OkwmEyZPngzBwRzkoiJg6FAFXn1VAT8/YNcuM158kSnNRERERNWJgUQiIiIiJ+rSpQsWLFiAwMBAbNiwAX/5y18watSoMo8NDASeflpGaqqAn392jwjZjz/+iO3bt6NRo0YYMWKEQ3OkpgIdOyrx+eciGjWSceiQCU89VXYwloiIiIiqDgOJRERERE4kCAKmTJmC5ORkfPHFF4iKisKnn36KzMzMMo9/7jlL0xXXvywzm82YNm0aAOC9996DUqm0e44ffhDQtq0Sp08L6NtXwk8/mVC/vrNXSkRERESOcP0rViIiIqIaSKVSoU+fPhg2bBgkScKOHTvKPO7pp2UEBMjYulXArVtVvEgnW7duHU6fPo0ePXqgc+fOdo2VZWDZMhFPP63ArVvAm2+asWmTGd7elbRYIiIiIrIbA4lERERElah///4AgK1bt5b5uIcHMHy4hNxcAd27lzQVcUV5eXmYOXMmVCoV5s+fb/f4uXNFTJ2qgJcXsG2bGdOnsx4iERERUU3DQCIRERFRJWrYsCEefvhh/Pjjj7h582aZx8yZI6F3bwknTojo3VuBwsIqXqQTzJs3Dzdv3sT48eORkJBg19isLGDBAhH+/jJ+/tmE7t1ZD5GIiIioJmIgkYiIiKiS9e/fH5Ik4csvvyzzcaUS+PRTM7p2lXDokIj+/RXQ6ap4kRWQkpKCpUuXIjg4GDNmzLB7/KJFIoqKBEyeLCExsRIWSEREREROwUAiERERUSXr168fgPunNwMlKc5ffGFGx44S9u0TMXiwAgZDVa2wYqZPnw6DwYBZs2bB39/frrHZ2cAHH5TsRpwwQaqkFRIRERGRMzCQSERERFTJGjVqhMTERPzwww/Iysq673FabUl9wNatJezZI2LoUAVMpipcqAN+/PFHbN++HY0aNcLw4cPtHr9okYjCQgETJ0rw86uEBRIRERGR0zCQSERERFTJBEEoN73ZwscH2LXLjGbNZGzbJmLUKAWkGrpRz2w2Y9q0aQCA9957D0ql0q7xlt2Ifn4yJk6soS+SiIiIiKwYSCQiIiKqAuV1b76bvz+wZ48JDz8sY8MGEZMmiZBrYP+RdevW4fTp0+jRowc6d+5s9/jFi0UUFJTsRrQzI5qIiIiIqgEDiURERERVoHHjxoiJicHBgwch2bDFMDgY+O9/TYiPl7FqlQKvvFKzgol5eXl4/fXXoVKpMH/+fLvH37oFrFhRshtx0iTuRiQiIiJyBQwkEhEREVUBQRCQmJgIvV6PGzdu2DQmPLwkmBgdLWPxYgXefLPmXLrNmzcPmZmZGD9+PBISEuwev2RJyW7ECRO4G5GIiIjIVdScq1EiIiIiNxcbGwsAuHz5ss1joqNLgonh4TLefluBLVuEylqezVJSUrB06VIEBwdjxowZdo+/fRtYvlyEry93IxIRERG5EgYSiYiIiKqIJZCYkpJi17j4eGDrVjOAkp181W369OkwGAyYNWsW/B3YTrhkiYj8/JLdiAEBlbBAIiIiIqoU1X8lSkRERFRLWAKJV65csXvso4/KaN9ewtGjIk6edPLC7HDs2DFs374djRo1wvDhw+0eb9mN6OPD3YhEREREroaBRCIiIqIqUq9ePQD2pTbfbcyYksDbhx8qnLUku3311VcAgKlTp0KpVNo9fulSEXl5AsaPlxAY6OzVEREREVFlYiCRiIiIqIrExcUBcDyQ2LevjLAwGZs2Cbhzx5krs91PP/0EAOjUqZPdY3U64MMPRXh7y5g8mbsRiYiIiFwNA4lEREREVcTPzw+BgYEOBxLVamD4cAnFxQI++aTqL+OKi4tx9OhR1K9fH5GRkXaP37FDwO3bAgYPlhAUVAkLJCIiIqJKxUAiERERURWKjY3FjRs3UFxc7ND4kSMliKKMVatESFW8qe/o0aMwGAzo0KGDQ+PXrCm59BwxQnbmsoiIiIioijCQSERERFSFKtJwBQCiooCePWUkJwv4/nvBiSsr34EDBwDAoUDipUvA/v0iHnlERosWDCQSERERuSIGEomIiIiqUEUbrgB3N12p2ks5S31ERwKJ//lPyVqHD5cgVG38k4iIiIichIFEIiIioipU0YYrANC5s4wGDWTs2SMgNdVZK3swnU5nrY8YFRVl11ijEVi/XoRWK+PZZ9lkhYiIiMhVMZBIREREVIUsqc0VCSQKQsmuREkSsGpV1VzOHT16FHq93qHdiHv2CMjIENC/vwx//0pYHBERERFVCQYSiYiIiKqQJZCYkpJSoXmGDJHg6SljzRoRer0zVvZglvqITzzxhN1j705rJiIiIiLXxUAiERERURWKioqCQqFwuNmKhb8/kJQkITtbwJYtlV900NH6iGlpwDffCEhMlNG+PZusEBEREbkyBhKJiIiIqpBKpUJ0dDQuX74MWa5YYO2FF0p2+K1cWbmXdDqdDkeOHEFcXByio6PtGvvJJyIkSWCTFSIiIiI3wEAiERERURWrV68eCgsLkZWVVaF5HnkEaNdOwpEjIk6edNLiyvDLL784VB/RbAbWrhWhUskYMoRpzURERESujoFEIiIioirmjIYrFmPGWHYlKio81/38+uuvAIB27drZNe777wVcvSqgVy8ZISGVsTIiIiIiqkoMJBIRERFVMWcGEvv2lREaKuOzzwTcuVPh6cp06dIlAEBCQoJd4yxNVkaM4G5EIiIiInfAQCIRERFRFXNmINHDo6QbcnGxgHXrKufSztJhun79+jaPycwEdu0SUK+ejM6d2WSFiIiIyB0wkEhERERUxeLi4gA4J5AIACNHShBFGStXipAqYfNfSkoKvLy8EBYWZvOY9etFmEwChg2TIPKKk4iIiMgt8LKOiIiIqIrVq1cPgPMCidHRQI8eMpKTBezd69zWyEajEVevXkVsbCwEG9su5+UBH38sQhRlPP8805qJiIiI3IWyuhdQVcxmM0wmE2SZqTVkO0mSIMsy9Ho9xDK2UwiCAKVSCYWi8grcExGR+wkKCoKPjw/Onz+PdevW4fLly/D29saLL75Y5u8bW4wZI2HnThEffijiqafMTltramoqzGazdRdleTIygF69lLh0ScDgwRIiIpy2FCIiIiKqZm4fSJRlGTdv3kReXl51L4VckCzLEAQB165de+AuDF9fX4SGhtq8U4OIiGo3QRAQFxeH06dPY+TIkdavx8TEYMCAAQ7N2bmzjIQEGV99JeDq1ZJdis5gT33E5GSge3clLl8W0K+fhFWrnBfQJCIiIqLqV2mBxKtXr+Kdd97Bjz/+iJs3b6JOnToYOHAgpk2bBrVabT3u7NmzePnll3Hy5EkEBQVh9OjRmDx5stPWYQkiBgcHQ6PRMNBDdpFlGQaDAWq1usxzR5Zl6HQ6ZGdnA4BdtaOIiKh2mz9/Pnbv3o2oqCh4enpi4sSJmDNnDvr27evQTndRLNmVOG2aAqtWiXjrLeekFFs6Npe3I/H4cQG9eimQlSVg7FgzFi6UwA37RERERO6l0gKJFy5cgCRJWLRoEeLi4nDu3DlMmTIFRUVFmDNnDgAgLy8P/fv3R8eOHbFw4UKcO3cOEydOhJ+fH4YNG1bhNZjNZmsQMSAgoMLzUe1jSYV/UBBaq9UCALKzsxEcHMw0ZyIisknnzp3RuXNn6+fff/89vvzyS2zZsgWDBg1yaM6//13CzJki1qwRMXOmBA+Piq/Tlh2J330nYOBABQoLBcyebcYrr0jgvVsiIiIi91NpzVaefPJJLF++HJ07d0a9evXQrVs3TJgwAbt27bIes3nzZhgMBixbtgwPP/ww+vfvj9GjR2PFihVOWYPJZAJQEgQiqkyWc8xyzhEREdlr5syZAIA5c+bAbHYsJdjfH3j2WRlZWQK2bnVOJK9lQIDuAAAgAElEQVS8HYkbNwro3VuB4mJg5UoTXn2VQUQiIiIid1WlNRLz8vJK7Qw8duwY2rVrVyrVuUuXLliyZAlycnLg7+9/zxx6vR56vd76uWXHmNlsvmfHmNlstj7OJivkCHvOH1mWYTabHf7jj6gmsJy/PI/JndXU87xRo0bo27cvtm/fjs8++wzPPvusQ/OMGiXh44898OGHIgYNMlR4XSkpKVAqlYiIiLjne7ZkiQKvvqqERiPj00+N6N5dQg37thJq7jlPVFl4zlNtxvOfHGVr3KzKAokpKSlYtWqVNa0ZKKlfGP2nSuAhISEAgMzMzDIDiYsWLcL8+fOtn3t7e+Ps2bO4ePHiPS/a0ijDYKj4RTTVbncHr8tiMBhgMplw+fJl1uEkt5CcnFzdSyCqdDXxPH/uueewY8cOzJo1C02bNoVSaf+lmkYDPPJIPI4c8cKXX6bioYd0Dq9HlmWkpKQgPDzcujMRACQJWLw4HOvWhcLX14SlSy8jPr4I5887/FRUBWriOU9UmXjOU23G85/sJQgCYmJiyj3O7qvTWbNmYcmSJQ885ujRo2jQoIH18/T0dAwYMAB9+vTB888/b+9TlvLiiy9i3Lhx1s8twcOEhIR7Ajh6vR7Xrl2DWq1mejM5RJZl6PV6eHh4lBsgVCqViIyMhIczClIRVROz2Yzk5GTEx8ez3ie5rZp8nicmJqJ///7YsmULTp48iSFDhjg0z+TJIoYPB779tj5693a87EZ6ejp0Oh0SExORmJgIADCZgNGjVfjsMwUiI2Xs2mXGQw9FOfwcVPlq8jlPVBl4zlNtxvOfHGVpNlseuwOJEyZMQFJS0gOPqVevnvW/b9y4gV69eqFVq1ZYvHhxqeNCQ0ORlZVV6muWz+/X/dbDw6NUoEaWZeTl5UGhUNwT6BFFEYIgWD+IHFXeOWR5XBRFvlmTW1AoFDyXye3V1PN85syZ2Lp1K+bNm4ekpCSoVCq753jmGeCVV2Rs2qTAvHkyykjysElqaiqAkkYrlu/V+++L+OwzBRo2lLF7twmRkZVWcpucrKae80SVhec81WY8/8letqY2233lFxwcjAYNGjzww1LzMD09HT179sQjjzyC5cuXQxRLP91jjz2GQ4cOwWg0Wr+2f/9+JCQklJnWXJuMGDECarUa48ePv+exSZMmQa1WY8SIEaW+fuTIEWg0GvTu3bvMOQ0GA9599120bNkSfn5+CA8PR8eOHfHJJ59Y/x9YnletVsPT0xORkZF4+umnsXbtWkiSZPP6MzIyMGzYMERFRcHf3x+tWrXCtm3bbBp75coVjB49Gg0aNICvry8eeughvPnmm6Ui4zqdDiNGjEDz5s2h1WrRv39/m9dm8cEHH6BJkybw9fVFo0aNsH79ervnICIicraHH34YgwYNwqVLl7BhwwaH5vDwAIYPl1BUJGDdOscDfZZ0ZkvH5jt3gLlzRWi1liCiw1MTERERkQuqtFvIliBiZGQk5syZg+zsbGRmZiIzM9N6zIABA6BWqzFx4kT8/vvv2LZtG1auXFkqdbk2i4qKwhdffIHi4mLr13Q6HTZt2nRPbUkAWLNmDcaPH4+ffvoJ6enppR4zGAzo3r073nnnHYwcORIHDhzAzz//jDFjxmD58uX43//+Zz22a9euuHr1Ki5evIhdu3ahY8eOmDp1Kvr06WNzV+Lhw4fjwoUL2LZtG06cOIE+ffogKSkJJ0+eLHfs+fPnIUkSli9fjlOnTuGdd97B6tWrrd0sgZLt2lqtFhMmTECXLl1sWtPdVq5ciX/961+YOXMmTp06hddffx2TJ0/G7t277Z6LiIjI2V577TWIooi3337b4VrPo0ZJEEUZs2aJDndw/nPH5vnzRdy5I2DSJIlBRCIiIqJaqNKarfzwww9ISUlBSkoKGjVqVOqxO3fuAAD8/PywdetWvPzyy+jUqROCgoLw8ssvY9iwYZW1LJfSrFkzpKSkYPv27dZ08u3btyMqKqpU+jgAFBQUYPPmzTh8+DAyMjKwbt06vPrqq9bHly5dip9++gmHDx9G8+bNrV+Pi4vDgAEDSv2RolarUadOHQBAREQEmjdvjtatW6Nr165Yt24dhg8fXu7aDx8+jPfffx+PPfYYAGDGjBlYunQpTp48Wer5y9K1a1d07dq11BovXLiAVatWWRvteHl5YdmyZQCAQ4cOIScnp9w13W3Dhg0YNWoUBg4caH2O48eP491330WPHj3smouIiMjZEhMTkZSUhE8//RTr16+/JwvBFtHRwAcfmDFhggLPPqvE1KlmvPWWBHv6t6SkpAAo+T155QqwbJmI4GAZL71ke5YCEREREbmPSgskJiUllVtLEQAaN26Mr7/+urKWcY+WLVveU5exsoWEhOD48eMOjR02bBjWrVtn/V5+8skneP7553HgwIFSx23ZssVaCD0pKQkvvfQSXnnlFWtdv88++wxdunQpM4inUqnKrb/UqVMnNG3aFDt27LApkNi2bVts2bIF3bp1g7+/PzZv3gydTocOHTrY+tJLyc3NRUBAgENjy2JpoHI3jUaDY8eOwWg0OlSPioiIyJlmzJiBzz77DHPnzsXf//53a+kYe/zjHzIaNjRj8GAFFi5U4MQJAZ9+akZoqG3j7w4kjhungMEg4LXXzPDzs3spREREROQGWB27hktKSsLPP/+M1NRUpKam4tChQ2UGaNesWWP9eteuXZGbm4sff/zR+nhycrK126KjEhMTceXKFZuO3bhxI4xGI+rUqQNvb2+MHz8emzdvRnx8vN3Pm5ycjBUrVmDUqFF2j72fp556CmvWrMGJEycgyzKOHz+ONWvWwGg0Ijs722nPQ0RE5Kj4+HgMGTIEV69exdq1ax2ep3VrGUeOmNChg4QffhDRpo0Sx47ZluqckpKC8PBwnD/viY0bRcTHyxg1irsRiYiIiGqrStuRWFM5ujOwuoSEhODpp5/GunXrIMsynn76aQQHB5c65vz58zh27Bg2b94MAFAqlXjmmWewZs0adOzYEYDt3XceRJZlm7tfz5o1Czk5Ofjvf/+LoKAg7Ny5E0lJSdi3bx+aNGli83Nev34dPXv2RP/+/R1K67qf1157DZmZmXj88cchyzLCwsIwZMgQvPfee/c0BSIiIqou06dPx4YNGzBv3jwMHToUGo3GoXnCwoD//teMGTNkLF6sQKdOCixZYsaIEfe/PsjJycHt27fRrl17TJ9e0vVxzhwzHNgYSURERERughETFzBs2DCsX78en376aZn1I9esWQOTyYSYmBhotVpotVqsXLkS27dvR25uLgAgISEB58+fr9A6/vjjD8TGxpZ73KVLl7BixQqsWrUKnTt3xiOPPIKZM2eiZcuW+PDDD21+vvT0dDz11FNo06YNPvjgg4os/R5arRarV69Gbm4uLl68iEuXLqFevXrw8fFBSEiIU5+LiIjIUXFxcRg6dCiuXbuG//znPxWaS6kEFiyQ8OmnJqhUwNixSrzwggI6XdnHW9Katdre2LdPRKtWEvr1q/iNSSIiIiJyXQwkuoCuXbvCYDDAaDTir3/9a6nHTCYTNmzYgAULFuDYsWPWj19//RV169bF559/DgAYPHgw9u7dW2bXZKPRiMLCwgeuYf/+/Th79iz69u1b7nqLiooA4J6dfQqFApJkWzrU9evX8eSTT6JFixb46KOPKm2XoEqlQmRkJBQKBb744gt069aNOxKJiKhGefXVV6FSqbBgwQIUFxdXeL6BA2UcPGhCfLyMNWtEdOqkQGrqvcclJycDEHH27N8BAPPmSbAxMYGIiIiI3BQjJi5AoVDgt99+w+nTp6FQKEo99tVXX+HOnTv4xz/+gcaNG5f66NOnD9asWQMAmDRpEtq1a4e//e1v+OCDD3D69GmkpKRg8+bNePzxx3Hx4kXrnAaDARkZGbh+/TpOnjyJefPmoX///ujWrRuGDBlS7nofeughxMfHY/z48Th27BguXbqERYsW4fvvv0evXr3KHX/9+nU89dRTiI6Oxvz585GVlYWMjAxkZGSUOu7cuXM4deoUbt++jby8PJw6dQqnTp2y5VuKCxcuYMOGDbh48SKOHTuG5557Dv/73/8wZ84cm8YTERFVlXr16mHYsGFIT0/HRx995JQ5GzUCDh82oWdPCcePl9RN3Lu3dJTw0qVLAIYgM7MOevaU8Pjj3I1IREREVNvVuhqJrsrX17fMr69ZswZdunSBXxntE/v164f33nsPv/32G5o2bYqvv/4aS5YswerVq/HKK6/A09MTDz30EMaPH4/GjRtbx33zzTeIjo6GUqnE/2vvzsOqKvf//782wxZQINQ0B1BxQNNAUxPTNLUcMUzT1DTSHOqYQ57j9FU7ZJOpKVaUUk5pHac0szypkZaSA6FhZM4T5seBHBAFgb3X7w9/7BOhAgZsYD8f18V10d5rrf2+vV6sFm/Wum8fHx8FBgZqzpw5GjhwYJ7u1nN1ddW6des0efJkPfnkk0pJSVHt2rW1YMECdenSJdf9o6OjdeTIER05ciTHo9Tp6em270NDQ3XyT7dQPPTQQzm2uR2LxaKIiAgdOnRIrq6uatu2rb7//nvVrFkz130BAChqEyZM0JIlSzRjxgw9//zz8vDw+NvH9PaWVq2yaMYMQ//+t5O6dXPWtGlWjRt3887DnTvjJUXI2dnQG29Y/v4gAAAAUOKZjIJYhcOODMNQcnKy3N3dcywEkpaWpsTERPn6+t715ORwbIZhKC0tTW5ubndcaIasobSwWCw6ePCgAgICctwBDZQWJTXno0aN0rx58+Tv76+XX35Zzz77rNzd3Qvk2Js3mzRwoLMuXjSpRQurbtyQfv45VVJZDR1qUWQkKzWXZCU188DdIvNwZOQfd8swDKWmpsrLy+uO/Q8ebQYAACgBXn31VfXp00cnTpzQyJEjVadOHe3YsaNAjv3444Z27sxUkyaGdu1yUny8SdI5VamyVdOm0UQEAADATTQSkW+fffaZfHx8bvkVFBSU6/7Tp0+/7f7du3cvkBqDgoJu+xmfffZZgXwGAABFycfHR8uWLdOvv/6qoUOH6sKFC5oyZUqBHb9mTSkmJlMJCRl6991FkmprxIgYVahQYB8BAACAEo45EpFv3bt3t81H+Feurq657j9s2DA99dRTt3yvoB7R+vLLL5WRkXHL9ypXrlwgnwEAgD3Url1bkZGR2rNnj7Zt26Zff/1VDRs2LJBju7hI9epJM2f+IEl6+OGHC+S4AAAAKB1oJCLfPD095enpedf7ly9fXuXLly/AinKqUaNGoR4fAAB7Gz58uIYNG6aPPvpIERERBXrsH3/8Ua6urmratGmBHhcAAAAlG482AwAAlEB9+vTRPffco2XLliklJaXAjnvhwgUdPnxYDz74YIE9KQAAAIDSgUYiAABACeTh4aFnn31WycnJWrFiRYEdN2sBFx5rBgAAwF/RSAQAACihhg4dKkmaN2+eDMMokGP++OOPkmgkAgAAICcaiQAAACVUQECA2rVrp/j4eO3evbtAjpnVSGzZsmWBHA8AAAClB41EAACAEmz48OGSpMGDB+uXX375W8dKS0vTnj17VKdOHVWqVKkgygMAAEApQiMRAACgBAsNDdWgQYN0+PBhtW7dWp988sldHysuLk7p6ek81gwAAIBbopFYTD3//PMym80aMWJEjvdGjRols9ms559/PtvrO3fulJubm0JDQ295zPT0dM2aNUtNmzaVt7e3qlSporZt22rJkiXKyMjI9rlms1keHh6qXr26unTposWLF8tqtRbI2FJSUjR69GjVqlVLXl5eCgwMVFRUVJ72vXjxosaMGaOGDRvKy8tLtWvX1ssvv6wrV65k2+7ll19WixYtVK5cOTVr1izfNa5atUrNmjXTPffco0aNGumdd97J9zEAACgKzs7Omj9/vj766CNJ0pAhQ/TGG2/c1bFiYmIkMT8iAAAAbo1GYjHm6+urlStXKjU11fZaWlqali9fLj8/vxzbL1q0SCNGjNC2bdt05syZbO+lp6erW7dumjlzpoYMGaLvv/9eMTExeuGFFxQZGalff/3Vtm2nTp106tQpHT58WOvXr1fbtm01duxY9ejRQ5mZmX97XOPGjdOmTZu0ePFi7du3T6NGjdLo0aO1fv36XPc9c+aMzpw5o7ffflt79+7Vxx9/rI0bN2rYsGE5tn3uuefUu3fvfNf3zTffKCwsTMOGDdOePXv0zjvv6L333tMHH3yQ72MBAFBUwsLCtH37dvn4+GjWrFk5/siWFyy0AgAAgDuhkViMNW7cWNWrV9fatWttr61du1a+vr4KCgrKtm1KSopWrVqlYcOGqUuXLjkea3r33Xe1bds2ffPNN3rxxRfVuHFj+fv7q1+/foqJiVHdunVt25rNZt13332qVq2amjRpookTJ+rzzz/XN998YzuuYRiaNm2aateurXLlyqlGjRp6+eWX8zSuHTt2aMCAAWrbtq1q1qypIUOGKDAwULGxsbnu26hRI61cuVIhISGqXbu22rVrp2nTpunrr7/O1uScM2eOXnzxRdWqVStPNf3Zp59+qieeeELDhg2Tv7+/OnXqpHHjxmnWrFkFtiImAACF4YEHHtCQIUN07do1LVmyJF/7Wq1W7dy5UxUqVFBAQEAhVQgAAICSzOEaiU2busjPr2i/mjZ1uet6n3vuuWxNwSVLligsLCzHdqtXr1ZAQIACAgLUv39/LVmyJFvT6z//+Y86dOigJk2a5NjX1dVVZcuWvWMd7dq1U2BgoL744gtJ0po1a/Tuu+8qMjJS+/fv1+rVq9WoUaM8jally5b66quv9Pvvv8swDG3dulWHDx/W448/nqf9/yo5OVleXl5ycbn7f+c/u3Hjhtzc3LK95u7urtOnT+vkyZMF8hkAABSW4cOHy8nJSR9++GG+piU5ePCgLl68qODgYJlMpkKsEAAAACWVwzUSS5r+/fsrJiZGJ0+e1MmTJ/Xjjz+qf//+ObZbtGiR7fVOnTrpypUr+uGHH2zvHzly5G/fXRAQEKATJ05IkhITE1W5cmV16NBBfn5+at68eY45G28nIiJCDRo0UK1atVS2bFmFhIRo7ty5euSRR/JdU1JSkt588808f3ZedOzYUV988YW+++47Wa1WHTlyRBEREZKks2fPFtjnAABQGPz8/BQaGqqjR4/qm2++yfN+O3bskMRjzQAAALi9grmFqwSJi/v7c/wVpXvvvdf2qLJhGOrSpYsqVqyYbZuDBw8qNjZWq1atkiS5uLiod+/eWrRokdq2bStJBfJIrmEYtjsUevXqpffee08BAQHq2LGjOnfurJCQkDzdFRgZGaldu3ZpzZo18vPz0/bt2zV69GhVrVpVHTp0yHM9ycnJCg0NVYMGDfTKK6/c9bj+6vnnn9fRo0fVo0cPZWRkyNPTUyNHjtRrr70mJyd67wCA4u+ll17S2rVrFRkZqa5du+ZpHxZaAQAAQG4crpFYEj333HMaM2aMJGnu3Lk53l+0aJEyMzNVo0YN22uGYahMmTKaO3euvL29VbduXR08ePBv1XHgwAHbnIO+vr5KSEhQdHS0oqOjNWrUKM2ePVvR0dFydXW97TFSU1M1depUrVq1yvaLTWBgoOLj4zVnzpw8NxKvXr2qkJAQeXp6atWqVXf8zPwymUx666239Prrr+v//u//5OnpaZt8/m7mXAQAoKi1bt1agYGB2rx5sw4cOKD69evnus+OHTtkNpvVtGnTIqgQAAAAJRG3V5UAnTp1Unp6ujIyMtSxY8ds72VmZurTTz/VjBkzFBsba/v66aefVLVqVa1YsUKS1LdvX0VHR2vv3r05jp+RkaFr167dsYYtW7YoISFBTz75pO01d3d3hYSEaM6cOdq8ebN27typhISEOx4nIyNDGRkZOe7sc3Z2zvM8TsnJyeratavMZrPWrFmTYz7DguLs7Kxq1arJbDZr5cqVCg4O1r333lsonwUAQEEymUx66aWXJElvvvmmLBbLHbc/d+6cjhw5oqZNmxba/1cBAABQ8nFHYgng7Oysffv22b7/s6+//lqXLl3SoEGD5O3tne29Hj16aNGiRRo2bJhGjRql//73v+rcubPCw8P18MMPy9PTU3FxcZo1a5bmz5+vxo0bS5LS09N19uxZWSwWnT9/Xhs3btSMGTPUtWtXDRgwQJL0ySefyGKxqHnz5vLw8NBnn30md3d3+fn53XEsXl5eatOmjSZOnGjbftu2bVq2bJlmzpyZ679FVhPx+vXrWrx4sZKTk5WcnCzp5mPgWf8+R44cUUpKis6dO6fU1FT9/PPPkqT7779fZrP5jp+RlJSkNWvWqE2bNkpLS9PChQv1+eefKzo6Otf6AAAoLp5++mlNmzZNy5cv18mTJ7VgwQLVqVPnlttmzY/YsmXLoiwRAAAAJQyNxBLCy8vrlq8vWrRIHTp0yNFElKSePXvqnXfe0b59+xQYGKj//ve/mjt3rj766CNNmDBBHh4eql+/vkaMGJFtxeWNGzfKz89PLi4u8vHxUWBgoObMmaOBAwfa7iT09vbWzJkzNW7cOFksFjVq1Ehr165VhQoVch3LsmXLNGXKFIWFhenixYvy8/PTtGnTNGzYsFz33bt3r3bv3i1JatCgQbb3Dh06pJo1a0qSXnjhhWyLzTz00EM5trmTpUuXasKECTIMQ82bN9fmzZvVvHnzXPcDAKC4cHd317Zt2zR8+HBt2rRJzZo104wZMzR06NAcqzJnTeHB/IgAAAC4E5NREKtw2JFhGEpOTpa7u3uOi+K0tDQlJibK19eXx3RwVwzDUFpamtzc3HLk68/IGkoLi8WigwcPKiAgIMcd0EBp4Wg5NwxDUVFRmjBhgq5fv65OnTpp/vz5qlq1qm2b1q1ba/fu3fr999+ZxqMUcrTMA2Qejoz8424ZhqHU1FR5eXndsf/BHIkAAAClmMlk0vDhwxUbG6sWLVpo48aNatKkiVauXCnp5kJoe/fuVb169WgiAgAA4I5oJKJAbd++XT4+Prf9ys1nn312232DgoIKpMbu3bvf9jOmT59eIJ8BAEBxU7duXW3ZskXTpk3T1atXNWDAAA0YMECbNm1SRkYGjzUDAAAgV8yRiALVtGlTxcbG3vX+3bt3t81n+Feurq53fdw/mzdvnlJTU2/5Xvny5QvkMwAAKI5cXFw0ceJEderUSYMGDdLKlSu1atUqScyPCAAAgNzRSESBcnd3v+2KkHnh6ekpT0/PAqwop2rVqhXq8QEAKO6aNGminTt3Kjw8XHPmzJEktWrVys5VAQAAoLgr1Y3ErMkhS/h6MigBsjJ2pwlJAQAoTtzc3DR9+nT17NlTZ86cUd26de1dEgAAAIq5Ut1IdHG5Oby0tDS5u7vbuRqUZmlpaZL+lzkAAEqK200pAgAAAPxVqe56ODs7y8vLS0lJSZJu/uWdO8aQH4ZhKD09XdKt7zY0DENpaWlKSkqSl5eXnJ2di7pEAAAAAACAIlGqG4mSVKlSJUmyNROB/DAMQ5mZmXJxcbljE9rLy8uWNQAAAAAAgNKo1DcSTSaTKleurIoVKyozM5P5EpEvVqtVx48fV/Xq1eXk5JTjfZPJJBcXF+5EBAAAAAAApV6pbyRmcXZ2ptmDfLNYLDKZTCpTpgz5AQAAAAAADi3nLVYAAAAAAAAA8Bc0EgEAAAAAAADkikYiAAAAAAAAgFyV+DkSsxZPYREVFAbDMGQymWQYBhmDQyDzcATkHI6GzMPRkHk4MvKPu/Xn/prJZLrtdiajhCfLarXq6tWr9i4DAAAAAAAAKNE8PT3l5HT7B5hLRSMxy506psDdSE5OVqNGjZSQkCAvLy97lwMUOjIPR0DO4WjIPBwNmYcjI/+4W39uD96pkVjiH22+0+CAv8tkMiklJUUmk4lGNRwCmYcjIOdwNGQejobMw5GRf9ytvOaFLhwAAAAAAACAXNFIBAAAAAAAAJAr5/Dw8HB7FwEUZ87OzmrdurVcXEr8TABAnpB5OAJyDkdD5uFoyDwcGflHYSrxi60AAAAAAAAAKHw82gwAAAAAAAAgVzQSAQAAAAAAAOSKRiIAAAAAAACAXNFIBAAAAAAAAJArGokAAAAAgBIlJSXF3iUAdsF6ubA3GokA4CCsVqskyWKx2LkSoPBcunRJ58+fV3p6uqT/5R4orY4fP67p06fr2LFj9i4FKBKnTp1Sr169FB4eLonzPBzL5cuXszXRaSrCHmgkwmFdu3bN9osmUNpNnjxZw4YNkyQ5OzvbuRqg4BmGoQkTJqhjx47q37+/evfurStXrsjJyYmLbJRKhmFo7Nixatq0qc6ePauqVavauySgUBmGoTFjxqhp06aKjY1VTEyMrFarnJz4lRaOYfz48Wrfvr369eun4cOH6+zZszKZTPYuCw6Isy4c0tSpU9WxY0ft27fP3qUAhWrfvn168skntXLlSq1du1bR0dGSuCsRpcvGjRsVHBysvXv3asaMGQoLC9P58+c1fvx4SeIiG6XO6tWrVbt2be3Zs0fR0dGKiIiQm5ubJO5OQekUGRmpGjVqKCEhQVu3btXUqVPl6uqq8+fP27s0oNClpKSob9++2rdvn9577z09/fTTOnnypJ5++mnt37/f3uXBAbnYuwCgKP3++++aMmWKTpw4oSNHjmjlypWqX7++ypUrZ+/SgEKxZ88eValSRS+++KI+//xzTZ06VR06dJCzs7MMw6DBglJh+/bt6tixo6ZOnSqz2SzpZhM9IyPDzpUBhWP58uXy9PTU8uXLdd9992n//v06e/as/P39ValSJXl4eHCOR6lx9OhRbdiwQdOnT1f//v0l3Xy8MyEhwfaHUfKO0uyXX37RyZMnFRUVpQceeECtWrXSY489pqCgIEVFRWn8+PHclY4ixR2JcChXrlzRfffdp3feeUeRkZFavHixfvrpJxWCa28AABdsSURBVHuXBRSarl27asSIEerYsaMGDhyoS5cu6YMPPpDEnEIoPUaPHq2hQ4famojnz5/Xnj17VL16de3evdvO1QEFLzw8XE5OTlqwYIHCwsLUr18/TZkyRV26dNHo0aMlcScuSg9fX1999dVXtiaiYRjy9vZWzZo1tW3bNknkHaXbH3/8ocTERD3wwAO215KSkuTj46MffvhB27dvt2N1cETO4Vmz1AKlmNVqlclkUrly5dSoUSMFBATo/vvv16ZNmxQfH6/27durbNmy9i4T+Ftmz56t9evX69SpU2rYsKGcnZ1VtmxZVapUSZLk7e2tlJQUffzxx3ruuefk5uZm+9kASopb5dzDw0Pe3t6SpKVLlyo0NFRVq1bV6dOnNW/ePP3xxx8KDg6Wq6urnasH8u9Wma9UqZKOHTumqKgoNWjQQG+++aZCQ0PVuHFjvfvuuzIMQw8//DB3aaFE+mvmzWazTCaT7Zol6/uFCxeqZcuWCgoKIusoNW51zr969aq2bt2qpKQkPfLII5KkmTNnKjAwUImJibp27Zq6d+/OzwGKDI1ElFrLli3TH3/8oVq1atlOqK6urvLy8pLFYpGTk5MefPBB/fvf/1aDBg10//33M1kzSqTDhw8rJCREBw4ckJubm5YsWaKtW7eqXr16qlq1qu2iws3NTRUqVFB0dLQOHTqkzp07c8GBEiO3nGc5cOCAnn/+eU2ePFn9+/dXvXr1NHnyZPXq1UsVK1a04wiA/Lld5v39/VW9enW1aNFChmFo1KhRql+/vipXrqwGDRrIbDZr7ty5eumll1hcCyVKbuf5rOsVq9UqT09PffXVV7p27Zq6desmibsSUbLdKv/fffedAgMDFRgYKEl67bXX9N1332ny5Mk6f/68Pv74Y1WoUEFRUVEaM2YMPwMoMnRNUOrs3LlTjz76qEaNGqU1a9bo7NmzkrJPPu7s7Cyr1apGjRqpT58+ioiIUGJior1KBv6WTZs2ydPTU99//70WLlyonTt36vLly/rggw90/PhxmUwmZWZmSpLq1aunQYMGac2aNTpw4ICcnJwUExOjy5cv23kUwJ3llvMsffr0UZs2bWwX0w0bNpSTk5MOHz5sr9KBu3K7zEdFRenIkSPy8vLS6NGjVaNGjWz7ValSRWazWQcPHrRT5cDdyct5PmuV5vT0dNWpU0dJSUlKSUmhgYIS71b5T05O1uzZs5WYmKjhw4dr/fr16t27tz766CPFxcXJ09NTV69eVc2aNXXx4kV7DwEOhEYiSpUrV65o7dq1aty4saZMmaLt27fb5oy43QXGO++8o1OnTmn16tW6cuWKvvrqK3399ddFWTZw1zIzM3XgwAHde++9tjtPKleurH/+8586ffq0li5dKklycXGRYRgqU6aMOnbsqBYtWmjYsGHq3Lmz+vTpowsXLthzGMAd5TXnUs5z/YYNG9S8eXPbo0BASZBb5j/77DNJkpeXV459Y2Nj1axZMzVs2LBIawb+jrye552cnGS1WmU2m1W+fHmdO3dO5cqVY7VylGi55X/x4sWSpFatWmnIkCHq1KmTJMlisWjXrl1q2LChypcvb6/y4YBoJKJUcXd3V7du3TR48GCNHTtW/v7++vzzz213ovz5IsPJyUkWi0Vly5bVpEmTNGfOHD322GMaOnSo7e4toLhzcXHRjRs3lJaWJqvValu9sEePHgoKClJcXJz27dsn6X/5z8zMtK12WK9ePR04cEB169a12xiA3OQn55J0+vRpnTx5UuPHj1dERIR69uwpb29vftFEiZHfzCcmJurUqVMaN26cvv76a/Xt21eSyDxKjPxkPmuxuLZt2yohIcH29AVQUt0p/40bN9aePXuynfOPHj2q48eP61//+pd27typp59+WhLnfBQdGokoVcxms9q0aWObR2LChAmKj49XdHS00tPTc1xkODs768SJEzp48KBSU1P1yCOP6PDhwwoNDbVH+UC+ZF1kPPvss9q6dav2798vZ2dnWyO8R48eOn36tI4dOybpZvN879696tu3r27cuKEff/xR7777rjw9Pe02BiA3+c35sWPHtHDhQoWEhCg+Pl6rV6/W4MGDJTF/FkqG/Gb+6NGjioqKUseOHRUfH68VK1boiSeekETmUTLkN/MuLi6SpJSUFD3zzDP8oQglWn7zL0lbt25Vnz59lJCQoOXLl9ueuuCcj6JiMjjrooTJ6+IQWXOojB49Wvv379ebb76p5s2bZ9vm6tWrGjlypOLj4/Xpp5/q/vvvL6yygbuSmpoqd3f3W76XmZkpFxcXpaWl6amnnpKrq6vWrl2b7WfkwQcfVL9+/TRu3DhJ0sWLF3Xo0CEFBwcX2RiA3BREzvv27avx48crLS1N8fHxyszMVKtWrYpyGECeFWTmU1NTFRcXJ6vVqjZt2hTlMIA8K8jrGYvFImdnZxaMQ4lR0Nfzly5d0okTJ9SkSZMiGwPwZ9yRiBLl6tWr2f77z33wvz6OnPXYw6RJk3ThwgVt2LBBycnJkmSbsNnd3V3Tp0/X3r17aSKiWMnIyNDYsWM1cOBAvfDCC4qNjbXlPT09XdLNv8hbLBYlJydr0qRJiomJ0cKFC23bXb58WR4eHrrnnnsk3fx5KV++PE1EFBsFmXMfHx9Jkpubm1q0aEETEcVSYWTe3d1drVu3pomIYqkwrmey5pCjiYjirjDyL0k+Pj40EWFXzuHh4eH2LgLITUZGhv71r3/pww8/1KZNm3Tjxg01atTIthqtk5OTnJyclJGRodjYWFWvXt02B6KXl5fS0tK0bt06SdJbb72lL7/8UqGhoXJzc1O5cuXsPDogu3Pnzql79+66dOmSQkNDtXnzZm3cuFHJyckKDg62XUDPnz9fISEhCggIUNeuXWUymTR37lwdPXpU3t7eWrx4sX799VeNGzdOFSpU4IIbxUph5Rworsg8HA2ZhyMj/yjVDKCYO378uNG6dWujW7duxoYNG4wRI0YYLVq0MEaPHp1tu3nz5hm+vr7Gq6++aly/ft0wDMOwWq2GYRhGYmKiUbFiRcPHx8d45plnjKSkpCIfB5BX69atM4KDg43ff//dMAzDuHz5sjF9+nTjvvvuM/bv328YhmEMGjTIaNCggfGf//zHlnPDMIz58+cbXbp0MR5++GGjdevWxk8//WSXMQC5IedwNGQejobMw5GRf5RmNBJR7EVFRRkhISHGtWvXDMO42RxcsGCB4ePjY3z55ZeGxWI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|
||
"text/plain": [
|
||
"<Figure size 1600x325 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"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_bars(df)).plot(figsize=(16, 2), color=colors(\"BkBl\"), linewidth=1.3)\n",
|
||
"macddf[macddf.columns[1]].tail(recent_bars(df)).plot.area(figsize=ind_size, stacked=False, color=[\"silver\"], linewidth=1, title=ctitle(macddf.name, ticker=ticker, length=recent_bars(df)), 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 0x114baa070>"
|
||
]
|
||
},
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1600x325 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"zscoredf = df.ta.zscore(length=30, append=True)\n",
|
||
"zcolors = [\"darkgreen\", \"green\", \"silver\", \"silver\", \"red\", \"maroon\", \"black\"]\n",
|
||
"zcols = df[[\"-4\", \"-3\", \"-2\", \"2\", \"3\", \"4\", zscoredf.name]].tail(recent_bars(df))\n",
|
||
"zcols.plot(figsize=ind_size, color=zcolors, linewidth=1.2, title=ctitle(zscoredf.name, ticker=ticker, length=recent_bars(df)), grid=True).axhline(y=0, color=\"black\", lw=1.1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.lines.Line2D at 0x115117820>"
|
||
]
|
||
},
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1600x325 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Now Volume Z Score\n",
|
||
"zvscoredf = df.ta.zscore(close=\"volume\", length=30, prefix=\"VOL\", append=True)\n",
|
||
"zcolors = [\"darkgreen\", \"green\", \"silver\", \"silver\", \"red\", \"maroon\", \"black\"]\n",
|
||
"zvcols = df[[\"-4\", \"-3\", \"-2\", \"2\", \"3\", \"4\", zvscoredf.name]].tail(recent_bars(df))\n",
|
||
"zvcols.plot(figsize=ind_size, color=zcolors, linewidth=1.2, title=ctitle(zvscoredf.name, ticker=ticker, length=recent_bars(df)), grid=True).axhline(y=0, color=\"black\", lw=1.1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# New Features"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Squeeze Indicator (John Carter and Lazybear Versions)\n",
|
||
"Squeeze Indicator (__squeeze__)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# help(ta.squeeze)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1200x1000 with 8 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n",
|
||
"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n",
|
||
"Technical Analysis with Pandas TA v: 0.1.72b0 [pip install pandas_ta] https://github.com/twopirllc/pandas-ta\n",
|
||
"Charts by Matplotlib Finance v: 0.12.6a3 [pip install mplfinance] https://github.com/matplotlib/mplfinance\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<__main__.Chart at 0x1151528e0>"
|
||
]
|
||
},
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n",
|
||
" last=recent_bars(df), rpad=10, clr=True, squeeze=True,\n",
|
||
" show_nontrading=False, # Intraday use if needed\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Lazybear's TradingView Squeeze"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1200x1000 with 8 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n",
|
||
"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n",
|
||
"Technical Analysis with Pandas TA v: 0.1.72b0 [pip install pandas_ta] https://github.com/twopirllc/pandas-ta\n",
|
||
"Charts by Matplotlib Finance v: 0.12.6a3 [pip install mplfinance] https://github.com/matplotlib/mplfinance\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<__main__.Chart at 0x113a6d4f0>"
|
||
]
|
||
},
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n",
|
||
" last=recent_bars(df), rpad=10, clr=True, squeeze=True, lazybear=True,\n",
|
||
" show_nontrading=False, # Intraday use if needed\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Archer Moving Averages Trends\n",
|
||
"Archer Moving Average Trends (__amat__) returns the long and short run trends of fast and slow moving averages.\n",
|
||
"* The _pink_ background, on the Price chart, is when Archer MAs are bearish. Conversely, a _white_ background is bullish"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1200x1000 with 6 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n",
|
||
"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n",
|
||
"Technical Analysis with Pandas TA v: 0.1.72b0 [pip install pandas_ta] https://github.com/twopirllc/pandas-ta\n",
|
||
"Charts by Matplotlib Finance v: 0.12.6a3 [pip install mplfinance] https://github.com/matplotlib/mplfinance\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<__main__.Chart at 0x115db0550>"
|
||
]
|
||
},
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n",
|
||
" last=recent_bars(df), rpad=10,\n",
|
||
" volume=True, midpoint=False, ohlc4=False,\n",
|
||
" rsi=False, clr=True, macd=False, zscore=False, squeeze=False, lazybear=False,\n",
|
||
" archermas=True, archerobv=False,\n",
|
||
" show_nontrading=False, # Intraday use if needed\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"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.\n",
|
||
"* On the chart below, only **OBV**, **OBV min**, _fast_ and _slow_ **OBV MAs**.\n",
|
||
"* Not on the chart are: **OBV LR** and **OBV SR** trends."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1200x1000 with 8 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n",
|
||
"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n",
|
||
"Technical Analysis with Pandas TA v: 0.1.72b0 [pip install pandas_ta] https://github.com/twopirllc/pandas-ta\n",
|
||
"Charts by Matplotlib Finance v: 0.12.6a3 [pip install mplfinance] https://github.com/matplotlib/mplfinance\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<__main__.Chart at 0x115f11d60>"
|
||
]
|
||
},
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n",
|
||
" last=recent_bars(df), rpad=10,\n",
|
||
" volume=True, midpoint=False, ohlc4=False,\n",
|
||
" rsi=False, clr=True, macd=False, zscore=False, squeeze=False, lazybear=False,\n",
|
||
" archermas=False, archerobv=True,\n",
|
||
" show_nontrading=False, # Intraday use if needed\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"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."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"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": "3.8.2"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 4
|
||
}
|