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https://github.com/wassname/pandas-ta.git
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1469 lines
1.3 MiB
Plaintext
1469 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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"import pandas_ta as ta\n",
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"%pylab inline\n",
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"\n",
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"from alphaVantageAPI.alphavantage import AlphaVantage # pip install alphaVantage-api\n",
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"\n",
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"e = pd.DataFrame()"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### List of Indicators (post an [issue](https://github.com/twopirllc/pandas-ta/issues) if the indicator doc needs updating)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"pandas.ta - Technical Analysis Indicators - v0.1.91b\n",
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"Total Indicators: 116\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, cg, chop, cksp, cmf, cmo, coppock, cross, cross_value, decreasing, dema, donchian, dpo, efi, ema, entropy, eom, er, eri, fisher, fwma, ha, hl2, hlc3, hma, ichimoku, increasing, inertia, kama, kc, kdj, kst, kurtosis, linear_decay, 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, squeeze, stdev, stoch, supertrend, swma, t3, tema, trend_return, trima, trix, true_range, tsi, 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})\""
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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.TRADING_DAYS_PER_YEAR / yearly_divisor) if yearly_divisor > 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(5231, 7) from 1999-11-01 00:00:00 to 2020-08-14 00:00:00\n",
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||
" open high low close adj_close \\\n",
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"count 5231.000000 5231.000000 5231.000000 5231.000000 5231.000000 \n",
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"mean 161.879415 162.837672 160.815561 161.878732 137.867362 \n",
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||
"std 62.679367 62.863612 62.480717 62.697823 70.122677 \n",
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||
"min 67.950000 70.000000 67.100000 68.110000 53.914200 \n",
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||
"25% 116.360000 117.295000 115.510000 116.465000 87.463350 \n",
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||
"50% 138.187500 139.140000 137.030000 138.000000 106.200400 \n",
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||
"75% 204.195000 205.560000 203.650000 204.499600 184.639000 \n",
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"max 337.790000 339.080000 337.480000 338.340000 337.440000 \n",
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"\n",
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" volume \n",
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||
"count 5.231000e+03 \n",
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||
"mean 1.113473e+08 \n",
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||
"std 9.813254e+07 \n",
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||
"min 6.790000e+04 \n",
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||
"25% 4.757908e+07 \n",
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||
"50% 8.226972e+07 \n",
|
||
"75% 1.494116e+08 \n",
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||
"max 8.708580e+08 \n"
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||
]
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||
},
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{
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"data": {
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"text/html": [
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" <thead>\n",
|
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|
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" <th></th>\n",
|
||
" <th>date</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",
|
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" </tr>\n",
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" <tr>\n",
|
||
" <th>date</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <tr>\n",
|
||
" <th>1999-11-01</th>\n",
|
||
" <td>1999-11-01</td>\n",
|
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" <td>136.5000</td>\n",
|
||
" <td>137.0000</td>\n",
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||
" <td>135.5625</td>\n",
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" <td>135.5625</td>\n",
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" <td>91.9725</td>\n",
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||
" <td>4006500.0</td>\n",
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" </tr>\n",
|
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" <tr>\n",
|
||
" <th>1999-11-02</th>\n",
|
||
" <td>1999-11-02</td>\n",
|
||
" <td>135.9687</td>\n",
|
||
" <td>137.2500</td>\n",
|
||
" <td>134.5937</td>\n",
|
||
" <td>134.5937</td>\n",
|
||
" <td>91.3152</td>\n",
|
||
" <td>6516900.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1999-11-03</th>\n",
|
||
" <td>1999-11-03</td>\n",
|
||
" <td>136.0000</td>\n",
|
||
" <td>136.3750</td>\n",
|
||
" <td>135.1250</td>\n",
|
||
" <td>135.5000</td>\n",
|
||
" <td>91.9301</td>\n",
|
||
" <td>7222300.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1999-11-04</th>\n",
|
||
" <td>1999-11-04</td>\n",
|
||
" <td>136.7500</td>\n",
|
||
" <td>137.3593</td>\n",
|
||
" <td>135.7656</td>\n",
|
||
" <td>136.5312</td>\n",
|
||
" <td>92.6297</td>\n",
|
||
" <td>7907500.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1999-11-05</th>\n",
|
||
" <td>1999-11-05</td>\n",
|
||
" <td>138.6250</td>\n",
|
||
" <td>139.1093</td>\n",
|
||
" <td>136.7812</td>\n",
|
||
" <td>137.8750</td>\n",
|
||
" <td>93.5414</td>\n",
|
||
" <td>7431500.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" date open high low close adj_close \\\n",
|
||
"date \n",
|
||
"1999-11-01 1999-11-01 136.5000 137.0000 135.5625 135.5625 91.9725 \n",
|
||
"1999-11-02 1999-11-02 135.9687 137.2500 134.5937 134.5937 91.3152 \n",
|
||
"1999-11-03 1999-11-03 136.0000 136.3750 135.1250 135.5000 91.9301 \n",
|
||
"1999-11-04 1999-11-04 136.7500 137.3593 135.7656 136.5312 92.6297 \n",
|
||
"1999-11-05 1999-11-05 138.6250 139.1093 136.7812 137.8750 93.5414 \n",
|
||
"\n",
|
||
" volume \n",
|
||
"date \n",
|
||
"1999-11-01 4006500.0 \n",
|
||
"1999-11-02 6516900.0 \n",
|
||
"1999-11-03 7222300.0 \n",
|
||
"1999-11-04 7907500.0 \n",
|
||
"1999-11-05 7431500.0 "
|
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]
|
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},
|
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"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()"
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||
]
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||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"SPY(251, 7) from 2019-08-19 00:00:00 to 2020-08-14 00:00:00\n",
|
||
" open high low close adj_close \\\n",
|
||
"count 5231.000000 5231.000000 5231.000000 5231.000000 5231.000000 \n",
|
||
"mean 161.879415 162.837672 160.815561 161.878732 137.867362 \n",
|
||
"std 62.679367 62.863612 62.480717 62.697823 70.122677 \n",
|
||
"min 67.950000 70.000000 67.100000 68.110000 53.914200 \n",
|
||
"25% 116.360000 117.295000 115.510000 116.465000 87.463350 \n",
|
||
"50% 138.187500 139.140000 137.030000 138.000000 106.200400 \n",
|
||
"75% 204.195000 205.560000 203.650000 204.499600 184.639000 \n",
|
||
"max 337.790000 339.080000 337.480000 338.340000 337.440000 \n",
|
||
"\n",
|
||
" volume \n",
|
||
"count 5.231000e+03 \n",
|
||
"mean 1.113473e+08 \n",
|
||
"std 9.813254e+07 \n",
|
||
"min 6.790000e+04 \n",
|
||
"25% 4.757908e+07 \n",
|
||
"50% 8.226972e+07 \n",
|
||
"75% 1.494116e+08 \n",
|
||
"max 8.708580e+08 \n"
|
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|
||
" <thead>\n",
|
||
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|
||
" <th></th>\n",
|
||
" <th>date</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",
|
||
" <th></th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>2019-08-19</th>\n",
|
||
" <td>2019-08-19</td>\n",
|
||
" <td>292.19</td>\n",
|
||
" <td>293.08</td>\n",
|
||
" <td>291.44</td>\n",
|
||
" <td>292.33</td>\n",
|
||
" <td>286.5265</td>\n",
|
||
" <td>53640153.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-08-20</th>\n",
|
||
" <td>2019-08-20</td>\n",
|
||
" <td>291.77</td>\n",
|
||
" <td>292.36</td>\n",
|
||
" <td>289.95</td>\n",
|
||
" <td>290.09</td>\n",
|
||
" <td>284.3310</td>\n",
|
||
" <td>51652752.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-08-21</th>\n",
|
||
" <td>2019-08-21</td>\n",
|
||
" <td>292.48</td>\n",
|
||
" <td>292.86</td>\n",
|
||
" <td>291.72</td>\n",
|
||
" <td>292.45</td>\n",
|
||
" <td>286.6441</td>\n",
|
||
" <td>49723430.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-08-22</th>\n",
|
||
" <td>2019-08-22</td>\n",
|
||
" <td>293.23</td>\n",
|
||
" <td>293.93</td>\n",
|
||
" <td>290.40</td>\n",
|
||
" <td>292.36</td>\n",
|
||
" <td>286.5559</td>\n",
|
||
" <td>51739292.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-08-23</th>\n",
|
||
" <td>2019-08-23</td>\n",
|
||
" <td>290.92</td>\n",
|
||
" <td>292.76</td>\n",
|
||
" <td>283.47</td>\n",
|
||
" <td>284.85</td>\n",
|
||
" <td>279.1950</td>\n",
|
||
" <td>149318151.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" date open high low close adj_close volume\n",
|
||
"date \n",
|
||
"2019-08-19 2019-08-19 292.19 293.08 291.44 292.33 286.5265 53640153.0\n",
|
||
"2019-08-20 2019-08-20 291.77 292.36 289.95 290.09 284.3310 51652752.0\n",
|
||
"2019-08-21 2019-08-21 292.48 292.86 291.72 292.45 286.6441 49723430.0\n",
|
||
"2019-08-22 2019-08-22 293.23 293.93 290.40 292.36 286.5559 51739292.0\n",
|
||
"2019-08-23 2019-08-23 290.92 292.76 283.47 284.85 279.1950 149318151.0"
|
||
]
|
||
},
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Recent Data\n",
|
||
"recent_startdate = df.tail(recent).index[0]\n",
|
||
"recent_enddate = df.tail(recent).index[-1]\n",
|
||
"print(f\"{df.name}{df.tail(recent).shape} from {recent_startdate} to {recent_enddate}\\n{df.describe()}\")\n",
|
||
"df.tail(recent).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: date, 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": [
|
||
"## Price & Volume Charts with Moving Averages"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def cscheme(colors: str):\n",
|
||
" aliases = {\n",
|
||
" \"BkBu\": [\"black\", \"blue\"],\n",
|
||
" \"gr\": [\"green\", \"red\"],\n",
|
||
" \"grays\": [\"silver\", \"gray\"],\n",
|
||
" \"mas\": [\"black\", \"green\", \"orange\", \"red\"],\n",
|
||
" \"bbands\": [\"blue\", \"navy\", \"blue\"],\n",
|
||
" \"kc\": [\"purple\", \"fuchsia\", \"purple\"],\n",
|
||
" }\n",
|
||
" aliases[\"default\"] = aliases[\"gr\"]\n",
|
||
" return aliases[colors]\n",
|
||
"\n",
|
||
"def ta_ylim(series: pd.Series, percent: float = 0.1):\n",
|
||
" smin, smax = series.min(), series.max()\n",
|
||
" if isinstance(percent, float) and 0 <= float(percent) <= 1:\n",
|
||
" y_min = (1 + percent) * smin if smin < 0 else (1 - percent) * smin\n",
|
||
" y_max = (1 - percent) * smax if smax < 0 else (1 + percent) * smax\n",
|
||
" return (y_min, y_max)\n",
|
||
" return (smin, smax)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Example Charting Class utilizing **mplfinance** panels"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"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)\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\"\\nData 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": 12,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"[i] Loaded SPY(5231, 34)\n",
|
||
"[+] Strategy: Common Price and Volume SMAs\n",
|
||
"[i] Indicators with the following arguments: {'append': True}\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"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n",
|
||
"\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: 0.1.91b [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 0x10fbc4520>"
|
||
]
|
||
},
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"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, 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": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x11e3dc6a0>"
|
||
]
|
||
},
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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4cePw66+/YvDgwbL1U1JSsHPnTvTp0wdAUVDS0dERffv2xfnz59GkSRMAgJOTE/z8/LBv375SJxZQJiEhAfv370fPnj1l9QSKBqf39vZWyG9ubi6rmzTArioHBwdcvHgRYrFYtq3CwkJcunQJAOT+gVYmNTVVrg7v16v45ETDhw/HnTt3sH79evzyyy8AAD6fj7Vr1yoMxP8xzMzMYGhoqDCz6IsXL3D37l0ARe2qUaOG0vXLalN2djYKCgqgoaGB1NRUmJmZKUzgU/yYlKY8++9jj7+qdS1P+9+no6ODwMBAjB49Gm5ubgrX4A8//ABjY2NcuHABxsbGAIDu3bujfv36CAkJwdatW0usvzJ0rXwculZK3tbnvlYAICkpCe/evSvxS8L3hYaGgs/nK3wh6ubmhhYtWsDBwQEvXrzAli1bMGnSJKSkpCA0NFSlspWxsbEBANy9e7fEyeAIIaSyop6FhBDyibVv3x4XLlyAv78/bty4gbCwMPj5+aFmzZo4ePCgQv6///4bpqamMDU1hbu7O/bs2YMBAwYo3MD26NEDnTp1QnZ2NtatWyfX0+HJkycq9TrJzc2Fnp7eR7dRFX379kVCQgIuX74s+9m3b98PKkva+6ysuuvp6SE3NxcAZD91dXUV8tnY2Mj2uampqcJxefv2rWyZnZ0dpk2bBi8vL/z+++9KZy3u1q0bjh07pvBq06bNB7W3Ig0fPlwuqHD8+HEUFhZi0qRJcr1Qhg8fDn19ffzxxx9y6+vq6soFSB0cHGBoaAgnJydZoBCA7Pf3Z6MuS15eHnr27AktLS0sW7ZMbtm7d++U/tOpqakpW15eY8aMwYMHDzB06FDcvXsXt2/fxsCBA2X/BJdVpnR5SfUqvj6fz4etrS38/PywdetWxMbGomvXrhg/fjx+++23cte9JDweDyNHjsSJEycwa9YsPHz4EFevXsX3338v6w1bWrvKalPxPOU5JoMGDQJjTC54XJ79V55tbdmyBYwx1KlTp9zrl6f95ZGamorr169j0KBBskAhUBToaN++PY4cOVKu8uha+Xh0rVTstfLixQsAynv0v2/nzp3YtGkTpk6dirp168otO3jwIKZPn45u3bphyJAhOHPmDPz8/LBq1So8e/aszLJLIq2X9MtFQgipSqhnISGEfAaNGjXC/v37UVhYiBs3buDAgQNYvXo1AgMDcf36dTg7O8vyNmnSBIsWLQLHcdDW1oaTkxMMDQ1LLPfIkSNKH+lRhb6+/gc/9lkSZcEzAKhfvz4cHR2xc+dOGBoaokaNGmjbtu0HbUMaJCyr7q9fv5bllf588+aNQr7ff/8dQqEQN27cwLRp0xSWa2pq4tChQwCAZ8+eISwsDBkZGUofRQMAS0tL+Pj4qN6gr9j7PTiePn0KAAo9KgUCAWxsbGTLpSwtLRXOCQMDA9SqVUshDSh6bFlVYrEYvXv3xt27d3H06FFYWFjILdfS0pI9Nlhcfn6+bHl5jRo1CsnJyVi+fLmsV1fDhg0xffp0LF68WBaMzs7OlnvsXEtLCwYGBrJtllSv4nVatmwZwsPD8fDhQ1m533//Pdq0aYOxY8eiS5cuUFNTQ2ZmJsRisWw9XV1dpUHx0ixYsABZWVkICwuTBZJ8fX0xdOhQREVFlVpeWW0qnudjj0l59t+n2JaqbSqtTqpsS5mSrjWgqCfuX3/9hbdv30JHR6fMsuhaoWvl/TIq87XCGCt1+dmzZzF06FD4+flh8eLFZZbHcRwmT56Mv/76C6dPn1bay14V0nqVdB9ECCGVGfUsJISQz0ggEKBRo0ZYsmQJIiMjIRQKsWfPHrk8JiYm8PHxQbt27dCsWbMSA4WfgqOjIx48eKDyWHrv90YoLi8vT5anJH379kVsbCx27tyJXr16KYyPpCo7Ozuoqanh5s2bJeYpKCjA/fv3ZYFY6TrKxslq1aoVfHx84OnpqbQsPp8PHx8f+Pj4YNCgQThx4gTS0tIwcuTID6p/ZfIhQYLiivdKVCW9rH8Cixs+fDgOHz6MLVu2KA08m5uby3oxFSdNez9goqrFixcjPT0dZ8+exc2bN3H58mXZY+z29vYAgICAAJibm8teEydOlNWpeB3er1fxOkVERKBt27YKwQd/f3+kpKTIeg83atRIblsrVqwod5sEAgF++eUXpKSkIC4uDvfv38dff/2FV69egcfjwc7OrsR1y2qTsbGxrCeRubk50tLSFI6zqsekPPvvY4+/qnUtT/srCl0rTwDQtVK8jMp4rUjHbi7tS6UbN27A398frq6u2Lt3L9TUVOsLI/0CKzs7W6X8ykjrpWyMREIIqewoWEgIIV+ItDegspvmL6Vr16549+4d9u3bp1J+KyurEge6v3//vixPSfr27YvU1FQ8ePDggx9BBorG+WrTpg3i4uIUerJJ7d69GwUFBbJxg3R0dNC6dWucOXOmzLGyymJubo7Jkyfj0KFDuHjx4keVVdlIj6/0eEsVFhbi8ePHpR7/T+mHH35AdHQ0Vq9eLRsP8X0eHh7477//5MajBIBLly5BW1tbFqz4EEZGRmjRooVsHK/jx4/D0tISjo6OAICVK1fKPYI+ffp0WZ0A4MqVK3LlpaSk4NmzZ7LlAJCeni7XC0pKOomMSCQCUDT+Z/FtDRw48IPbZWZmhpYtW8Le3h5isRinT59GkyZNSu0tVbNmTZiamiq0CQD+/fdfuTZ5eHggLy9PNpaolHQcu+J5lSnP/vvY469qXcvTfmVK6oVU0rUGAPfu3YOJiYlKvQrpWqFrpbjKfK3Url0bWlpaePz4sdLliYmJ6NChA6pXr44jR46Uq9eodAgMU1NTldd5n7Re70/0QgghVULFTMJMCCFV18mTJ5lEIlFIDw0NZQDYqlWrZGlWVlasc+fOKpcdEhLCALDMzEy59ISEBJaQkFDm+tnZ2czc3JyZm5uz+/fvKyxPT09nCxculL1fs2YNA8AOHDggly8/P581btyYVa9enRUUFJRavzVr1rClS5fKrQ+AjR07Vvb+8ePHDABbvnx5iXU/c+YM4/F4rHXr1iwvL09u2aNHj1iNGjWYubk5y87OlqXHxcXJ1nn9+rVCmSdPnmQA2J49e2RpQUFBTEdHRyFvVlYW09bWZt26dSu1LapwcXFhrVq1Ktc6n7IsZXWOjo5mANjly5fl0jMyMphAIGAdOnSQO68jIiIYALZ582ZZWqtWrZiLi4vC9ko6z1Xdd2FhYQwAmz17dqn5du3apXA8MzMzmaGhIevVq1eJ65V3H0q3s2LFCpXyOzo6Mnd3dyYSiWRpc+bMYRzHsbt378rSXF1dmbGxMcvKypKliUQi5unpyfT09FhhYaHKdWSMMR0dHRYUFKRy/mXLljEAbO/evWXmHTVqFNPS0mJJSUmytOPHjzMALDIyUpaWnJzM1NXV5Y6zRCJhLVu2ZDVr1pTbJzk5OSw+Pp7l5OTIbUvV/Vee45+SksLi4+Pl9ml56qpq+5XJy8tjANjEiRMVlnl4eDAzMzP28uVLWdqtW7cYj8djAwcOLLVcxuhaoWulal0rjDHWsmVL1rJlS4X01NRUZmNjwywsLNjjx49LXP/Fixdy9WGMscLCQubl5cUEAgFLTU1Vut6ePXsYAHbq1KkSyw4PD2ccx8mdh4QQUlXQmIWEEPKJjR8/Hnl5efjuu+/g6OiIwsJCnD9/HrGxsahTp47czLGfSrt27QCgzElOjIyMcODAAXTq1AkeHh7o37+/7FHc//77DzExMWjWrJks/4gRI7B582b07NkTQ4YMQf369fHixQvExsbi9u3b2LZtW5kzK0sfMVPFiRMnZOMYFde9e3d4e3tjxYoVmDJlCtzc3DBo0CCYm5vj3r172LhxIyQSCY4cOSI3EHrLli2xdu1ajB8/HnXr1kW/fv1kx+TBgwfYsWMHBAJBiTNZFletWjUMHjwYERERiI+Pl+tJ8ODBA/z6668K65iZmaF9+/Yqt19VcXFxiIuLA1A0W/Hbt2+xaNEiAIC3t7fSWS4/lKmpKWbNmoX58+ejQ4cO8Pf3x/379xEREYFGjRp98FhPqjpw4ACmT5+OunXrwsnJSWE/t2/fHmZmZgCAwMBANG3aFIMHD8bdu3dhYmKCiIgIiMVizJ8/X249VfdhXFwcFixYAF9fX1SrVg0XL15EdHQ0OnTooPK5vXz5cvj7+8PX1xe9e/fG7du3sXbtWgwbNkzuPJo5cyb69++PJk2aYMSIEdDS0kJMTAyuXr2KRYsWKZ1N/X2HDh3CjRs3ABT1srp586asXf7+/nBzcwMA/Prrr9i3bx+8vb2hq6uL48ePY/fu3Rg2bBh69OhR5nZmz56NPXv2oE2bNpg4cSLevHmD5cuXo169enJ/4ywtLTFp0iQsX74cQqEQjRo1wm+//YazZ89ix44dco+nHzhwAIMHD0Z0dLTcxA2q7r/yHP9Zs2Zh69atePz4sWzihvLUVdX2K6OlpQVnZ2fExsbC3t4exsbGcHV1haurK5YvX46OHTuiWbNmGDp0KN69e4eff/4ZBgYGmDdvXqnl0rVC10pVu1aAognEfvzxR+Tm5kJfX1+W3qFDBzx69AjTp0/HP//8g3/++Ue2rPhn78GDB7Fo0SIEBgbC2toa2dnZ2LlzJ27fvo0lS5YofP5Lz4E7d+4AALZv3y4re86cOXJ5jx07Bi8vL9nj0oQQUqVUdLSSEEKqmqNHj7IhQ4YwR0dHpqurywQCAbOzs2Pjx49n6enpcnk/Vc9CKysrZmVlpXI5KSkpbPLkycze3p5pamoybW1t5unpyRYvXsxevXoll/fly5ds8uTJzNramqmrqzN9fX3Wpk0bdvToUZXr9z6U0LOwpNf27dtleePi4li3bt2YiYkJU1dXZ7Vr12bDhw9nT548KXF7165dYwMHDmS1a9dmAoGA6ejoMDc3NzZ16lSFHpkl9SxkjLHExETG5/PleqCUVu+SeuB8bM9C6X5W9goJCSlz/ff3P2Ml9yyUWrt2LXN0dGTq6urMzMyMjR49Wq73E2Ofp2dhaW2Fkl4f2dnZbOjQoaxatWpMW1ubtWrVSmmbVN2HCQkJzNfXl5mYmDANDQ3m6OjIli5dKtejVhUHDhxgHh4eTENDg1laWrI5c+Yo7f30559/slatWjETExMmEAhYvXr1WFRUlMrbCQoKKrFd0dHRsnyXLl1i3t7ezMjIiGlqajJ3d3cWFRWltFd0SW7fvs18fX2ZtrY2MzQ0ZP369WNpaWkK+cRiMVuyZAmzsrJiAoGAubi4sF9//VUhn/QcLF5PKVX3n6rHX7qf3u+RpGpdy9N+Zc6fP888PT2ZQCBQOOeOHz/OvLy8mJaWFtPX12ddu3aV6xVWErpW6FphrOpdK+np6UxNTU3uPoAx1T97r1y5wrp27cpq1qzJBAIB09XVZS1atGC7d+9Wur3Syi0uJyeHCQQC9ssvv6jUDkIIqWw4xsoxsjghhBBCCCGEEPKFDB06FA8ePMDZs2cruioya9asQVhYGBITEz96YjBCCPkaUbCQEEIIIYQQQshXKSkpCfb29jhx4gS8vLwqujoQCoWwtbXFzJkzMWbMmIquDiGEfBYULCSEEEK+AmKxGJmZmaXm0dXVLddsj4QQQgghhBBSXjTBCSGEEPIVSE5OhrW1dal5QkJCypzkgBBCCCGEEEI+BgULCSGEkK9AjRo1cOzYsVLz2NjYfKHaEEIIIYQQQr5V9BgyIYQQQgghhBBCCCEEAMCr6AoQQgghhBBCCCGEEEK+DpXiMWSJRCL7neO4CqwJIYQQQgghhBBCCCGVT/GHi3m8kvsPVopgIQC8fv26oqtACCGEEEIIIYQQQkilpqenV+ryShMsBABNTU3qWVhBxGIxHj58iLp164LP51d0dQj5Iui8J98qOvfJt4LOdfItovOefKvo3CcEEIlEEAqFZearFMFCaYCQ4zgKFlYQjuPAGKNjQL4pdN6TbxWd++RbQec6+RbReU++VXTuEyIfXysNTXBCCCGEEEIIIYQQQggBQMFCQgghhBBCCCGEEELI/1CwkBBCCCGEEEIIIYQQAqCSjFmoCrFYDJFIJDcNNPl0JBIJGGMoKCgodXptUrlwHAc+nw8+n1hMjCQAACAASURBVE/jdhBCCCGEEEIIIaRqBAvfvn2L1NRUChR+RtKBYJ89e0ZBpSpIS0sLZmZmUFdXr+iqEEIIIYQQQgghpAJV+mChWCxGamoqtLS0YGxsTIGsz4QxhsLCQggEAtrHVYxQKERWVhaSkpJgbW1NPUcJIYQQQgghhJBvWKUPFkofPTY2NoaWllZFV6fKkvba1NTUpGBhFaOpqQk1NTU8e/YMQqEQGhoaFV0lQgghVdiBAwcwefJkdOvWDQsXLoS+vn5FV4kQQgghhBRT6YOF0iAWBbAI+XDS64ce5SeEECIlFAqxePFi5OTkwNnZGY6OjsjIyMDZs2cRFxeHly9fwtzcHDVq1ICFhQVq1KgBc3NzuVf16tXB5/MBAPn5+ZgxYwYiIyPh7e2Nbdu24eDBgwgPD4e/v38Ft5YQQggh34rDhw8jJiYG1tbWsLW1hY2NDWxsbFCzZk160u5/Kn2wkBBCCCGEfFpCoRADBgzAwYMHYWtriw0bNkAkEgEA7Ozs0LJlS5ibmyMtLQ1paWm4fPky0tLSkJ6eLvfFE4/Hg5mZGWrUqIHc3Fw8e/YMP/30E0aOHInk5GRMmDABgYGBCAsLw6RJkyqquYQQQgj5RgiFQkyaNAmMMVy6dAnJycmyexcNDQ1YW1vj9OnTMDY2ruCaViwKFhJCCCGEEBmhUIh+/frhjz/+wK5du+Dv74/CwkIkJCTAwMAANWvWLHFdkUiEjIwMpKWlISUlBWlpaXj2LA2PH79DVpYAo0YNAmCN4GAgJcUa+fmHYGycilmz/kN+fi4CA/VhawvQAyOEEEII+VjSiVqLi42NRVJSEq5evYp69eqhoKAAT548QWJiIh49eoQnT57A0NCwgmr89figYOHGjRvx888/IyMjA66urggNDYWnp6fSvEKhEKtXr0ZMTAxSU1NhZ2eHefPmwcfH56MqTgghhBBCPh3GGC5fvozFixfj+PHjiI2NRZcuXQAAAoEAzs7OcvklEuDFCyAlBUhN5ZCSAqSkCJCaaonnz2shNZVDaiqQng4wVnSjfuwYoK7OYG4OWFgwWFgA3boZ49dfqyEkxADBwWpo0ECCyZMl6NGDQY2+1iaEEEJIKcRiMZKSkpCQkICEhAQkJibKfn/69CmGDBmCNWvWgOM4SCQSrFixAp06dUK9evUAFPUmdHBwgIODQwW35OtS7oex9+/fjzlz5mDGjBk4ffo0XF1d0aNHD2RmZirNv2jRImzZsgWhoaG4ePEiBg8ejAEDBuDmzZsfXfmqIC0tDZMmTYKDgwN0dXVhY2OD7t274+TJkwCKbs5///13hfWGDh2KHj16yN77+PhAIBAgLCxMIW+3bt0gEAiwYMECufxTp04tsV7Z2dmYOnUq7OzsoKOjgzp16mDs2LFISkpS2oYpU6bAyckJenp6sLS0RKtWrbB+/Xrk5eXJ8tWtWxcCgQACgQAGBgaoX78+Nm/eLFfWmTNnZHnef6WlpcmVoew1dOjQUvZ2kaVLl8Lb2xsGBgYwNTUtMz8hhBBSld27dw/z5s2Ds7MzWrRogevXr2PPnj2yQGFxYjFw8CCH9u350NNTQ82a6mjUSB3+/moYPZqP9et5uHKl6PbS01OCESMkiIwU4/ffRbh8WYjnz4V4/VqEhAQR4uLE2LVLjPXr1RARcReMGWHBgtswMgIGDFCDs7Ma1q7l4c2bL71HCCGEEPK1EYvFOHXqFKKiojBt2jR0794drq6u0NfXh4ODAzp37oypU6fi6NGjYIzBz88Po0ePRmRkJDZt2gQAOHLkCO7evYsffvhBSfnAhQscli3jgYby/4CehRERERg4cCD69esHAFi1ahX+/vtv/Prrr5g8ebJC/t27d2PKlCnw9fUFUBTkOnPmDNauXYsNGzZ8ZPUrtydPnqB169YwMDDA0qVL4erqCqFQiGPHjmHChAm4fft2ucqrVasWtm3bhunTp8vSnj9/jpMnT8Lc3FzlcrKzs9GiRQsIBAKsXbsWzs7OePLkCYKDg+Hl5YW4uDjY2NgAAB49eiRrw4IFC+Dq6goNDQ3cvn0bmzZtgoWFBbp27SorOyQkBEOHDkVeXh727duHUaNGwcLCAh06dJCrw+3btxVmR6xevTrOnz8PsVgMALhw4QJ69eoll1eVGbELCwvRo0cPNG3aFNHR0SrvF0IIIeRrl5WVhVWrVoHjOMybNw/q6upK8z1//hx79uxBTEwMrl27Bn19fQQEBGDdunVo1aqVbFISqTdvgG3bePj5Zx4SEzk0by5BaKgElpZFvQMtLBjMzIASNlemAQMGYMOGDdi3rz8uXryImzf5WL2ajx9+4GHhQh5GjJBg7FgJatT4sPIJIYQQUnmJRCIMGjQIu3fvhpqaGqytrWFnZwc/Pz/Y2dnB1tYWdnZ2qF27NtTeeyyhoKAAkyZNgru7O8LCwtCsWTN4eXnJll++zGHTJh4OH+aQkcGhenWGQYPonqNcwcLCwkJcv35dLijI4/HQqlUrXL58Wek6BQUF0NTUlEvT1NTExYsXS9xOQUEBCgoKZO+lg02KxWKF580lEgkYY7JXZTJ+/HhwHIdz585BR0dHlu7s7IygoCBZe0prW/H0jh07Yt++fTh37hyaN28OANi+fTt8fHyQnJyskL+kcufOnYvU1FTcvXsXNf53hVhaWmL//v3w9PTEhAkTcOjQIVkb1NTUcOHCBbk2WFtbo2vXrgrb0NXVhZmZGQBg2rRpWLlyJY4fPw4/Pz+5+pmamiodJ8DExET2u5GRkdK8ZZ0HwcHBAIBt27aplP9bID1OEolEFowlkO0L2ifkW0PnfuXz6tUrhIeH4+effwZQNPPwv//+ix07dqBatWoAgJycHPz222+IjY3FmTNnoK6ujo4dO2L69Ono0KGD3P2a9Ng/ewZERqph82Y+Xr8GAgIkiI4WoVEj5Z+dH3PKrFy5Et7e3tiwYQNGjBiB6Ggx5s8H1q5Vw7p1fKxezUPfvmJMmiSGg8On+eymc518i+i8J98qOvcrJ2mg8Pfff8fWrVsREBCgEBAs7v3ju2zZMly9ehVdunTBy5cvsXfvXojFYly8yGHpUjX8/Tcf1tYS9OsnRpcuYjRpwsDnf9w9zddM1fO/XMHCFy9eQCwWKzy6aWpqiocPHypdp23btoiIiEDz5s1hbW2NM2fO4PDhw6VWcPXq1QgNDZW919XVxe3bt/Hw4UOFwI50wMrCwkJZWl5eHh48eFCepn0S9vb20NbWVilvdnY2/v77b8ydOxd8Ph/5+flyyzU1NWVpQqFQYblYLIZEIpGlSyQS8Pl89OzZE5s3b0aDBg0AAFu3bsWCBQuwbNkyiEQiufxisVihXIlEgt27d6Nnz54wNDSUW66lpYUhQ4Zg0aJFSElJAQAcP34cwcHBStvwPsaYrA4SiQSHDh3Cy5cvwePxZOtKj2N+fn6Z5ZUnrzJCoVC2/reusLAQIpEIjx8/VgjIEyAhIaGiq0BIhaBzv3JgjKF///5ITExEr169MGjQICQmJmLatGlo2rQphg0bhri4OJw9exYikQiNGzdGSEgI2rZtK+uZ//TpU7ky79zRwvbtpjh+3BCamhL06JGJ3r2zYG5e9Nl5//6nb4e+vj66d++O4OBguLu7y74IHDoU6NmTh337qmHnTlNs2aKBLl2ysXBh8iebCIXOdfItovOefKvo3K88hEIhZs+ejVOnTiEsLAzu7u5ITEwsdzkLFy5Enz59YGtri1ev6qFNGyEuXtSDre07hIZmwMcnB9KHKqr66cFxHKysrMrM99mHjV62bBkmTpyIxo0bg+M4WFtbo2/fvtixY0eJ60yePBljxoyRvZcGCOvWrasQyCgoKMCzZ88gEAhk34jHx8ejVatWn6E1pbt48SLq16+vUt7nz5+DMQZXV1eFnpfvU1dXV8jD5/PB4/Fk6TweD3w+H0FBQWjbti3Cw8Px33//4fXr1+jevTtCQ0OhpqamkP/9ctPT0/Hq1Su4uLjILWOMoaCgAK6urmCMyerPGFPIa2FhIQvAjRo1CkuWLAFQdFKGhIRg0aJFKCgogEgkgrGxMYYPHy5bXyAQAIDCIOq1a9fG9evX5dKkeTU1NcvchyXtV+n6BFBTU4OlpSU0NDQquipfDbFYjISEBNjZ2Sk8kkdIVVbZz32RSIS9e/ciOjoaYrEY+vr6Sl8GBgbQ09NT+lNdXR0ikQgJCQm4ffs2OI5DQEDAV/mFypEjR3Dnzh0cPXoUrVu3BgA0bdoUXl5e6NmzJ+bNm4cGDRpg0aJFCAwMhIWFhUIZOTnApUs8XLjAw8mTPFy+zIO1tQShoSIMGCCGnp4+AH2F9T61NWvWwM3NDTt37kR4eLjcskaNgPnzxVi/Hpgxwxhjx+qidWvJR22vsp/rhHwIOu/Jt4rO/cpFKBRi4MCBOH36NHbu3Ck3vFl5iMUAxzli7txb2L3bEEOHasPVVYIdOwrRvTsHHs8MgNmnrfxXTCQSqdS7sFzBwmrVqoHP5ytMZpKZmYnq1asrXcfExAQ7duxAfn4+srOzYW5ujnnz5qFOnTolbkdDQ0MuYMEYQ25uLvh8vsJNOo/HA8dxshcAODo64tKlS+Vp2ifh4ODwQf9ElLVO8baVti7HcXB3d4ednR3279+PM2fOoF+/fnLjFb2f//1y319e0vZKW+/cuXOQSCQICgpCYWGh3LIpU6Zg4MCBSEtLw8yZMzFy5EjUrVtXoZyTJ09CT09Plq6url7iNkvbP6UpqS3fIuk+lAaRiTw+n0/7hXyTKtu5L5FIsGXLFixfvhyJiYnw8fFB9erVkZubi9TUVNy/fx+5ubnIzc3Fq1evZD3MldHU1IREIpF7ciEiIgLDhg37Ek1RGWMMy5YtQ/PmzdG2bVu5zzRbW1tcuHABmZmZsLS0LLYOkJQEnDvH4cIFDufO8XDnTtGMxdWrMzRvzjB9ughdurD/fcv+5c4BCwsLBAcHY/r06Rg2bBg8PDzklmtrA5MmAdu2Maxdq4Z27T7NM0KV7Vwn5FOg8558q+jc//oVFhZiwIABOHLkCGJjY5VOuvY+xoD0dOD2bU72unWLQ3w8kJ/PAbCAhwfD7t0i+Psz8HgcvuQ9zteCMfbpg4UCgQAeHh44c+YMOnfuDKDoxjwuLq7Mm2dNTU1YWFhAKBTi0KFD6N69e3k2XS7a2toq9/CrKHZ2duA4DvfLeI5HT08Pr169UkjPycmBgYGB0nUGDRqEqKgoxMfH49y5c+Wql3T8v3v37ildfu/ePXAcB1tbW9kj4O8/8i2d/ETZZCMmJiaws7ODnZ0dYmJi0KBBA3h6eir0JLS2tlY6ZiEhhBBSkiVLlmDBggUICAjAzp07S70XkPaYf/XqlSyAKA0iSn/nOA4uLi5wdXVFSEgIpk6diubNmyt8ZlWkEydO4PLlyzh8+LDSL780NDRgbm6Ja9eACxd4sgDhs2dFeR0cGLy8GCZNkqB5cwZbW3yyR3s/1OjRo7Fp0yZMmTIFJ06cUPJlITBhghijRvHx8CFQ7DtHQgghhFRyhYWF6NOnD/766y/s3r1bFnsqjjHg+nXg+nVOLjiYmVl0z6ClxeDszODuztCvH4Ora9GrhD5uRIlyP4Y8ZswYjBkzBvXr10eDBg0QGRmJt2/fymZHHjVqFMzNzRESEgIAuHLlClJTU1GvXj2kpKQgNDQUEokEEydO/LQtqWSMjY3h6+uLqKgojBs3Tm5yEKAoGGhoaAh7e3tcu3YNAwcOlC0Ti8W4desWBg8erLTs3r17Y8aMGXBzcyv3PzQ8Hg+BgYGIiYlBSEiIbIITAHj37h3Wr18PX19fGBsbAwB8fHwQGRmJsWPHKrShLLVq1ULPnj0xZ84c7N+/v1zrEkIIIcX9+eefWLhwIYKDgzFnzpwy83McJxvGQjrxlpRYDKSlAffucYiL47BsGYfExCjweP3h43MZy5fbw9NTDXXrAhXdMWHJkiVo2LAh2rdvr7Ds7l1g1So+Dhzg8Po1B3V1hoYNGb7/XgIvL4ZmzRiKzRv21VBXV8fq1avRoUMH7Nq1C3369FHI06cPw48/AhERPKxe/XGPIhNCCCGk4r18+RLbt29HVFQUkpKSsGfPHnTs2FEh35MnwKRJfBw5wgPHFX3R6erKMGqURBYUtLGp+Hu0yq7cwcKAgABkZWVhyZIlyMjIQL169bB3717ZY8jPnj0Dj8eT5S8oKMDixYvx5MkT6OjooH379oiKiiqxV9y3JDw8HK1bt0bz5s0REhKCevXqQSQS4cSJE1i/fj1u3bqFiRMnYuTIkXBwcEC7du3w9u1bRERE4OXLlxgyZIjSco2MjJCUlCT3+LEymZmZCuMAmpubY+HChTh16hQ6duyIpUuXwsXFBY8fP0ZwcDCEQqHcGEI//fQTWrdujaZNm2Lu3LmoV68eeDwerly5gvv378smWinJuHHjUL9+fVy9ehWenp6y9IyMDIWJR6pVq1Zmm1SRlJSE7OxsJCUlQSwWy/aBnZ0ddHV1P7p8QgghX9ajR48QFBSEjh07Yvbs2aXmZQzIyiqa5Tc5uaiHXXIy8OwZh2fPin4+fw6IREXfTBsbFwXVvvuO4fJld5w7Z4PBg4t6zmtpMbi4MLi7A25uDG5uDPXqMeh//qH9AABxcXH4559/sG/fvveGA+GwYgUPf/zBQ82aDJMnS9CmDYOnJ0NlGaa3bdu2+O677zBr1ix07dpV4fNZUxMYMUKC8HAeQkIkoIcRCCGEkMrp2rVrWL9+PWJiYiAUChEQEIDt27fLxQcAQCgEwsN5WLiQB2NjYOdOETp1YlBxjllSTh80wcmIESMwYsQIpcsOHz4s997LywsXL178kM1UeTY2Nrh06RKWLVuGGTNmIDU1Faampqhfvz7Wrl0LoKiXIGMM4eHh+PHHH6GtrY0GDRrgxIkTCj0hilPlEd5du3Zh165dcmnz5s3D7NmzcfbsWSxevBhjx45FWloajI2N4ePjg61bt8rNnGNra4t///0XoaGhmDt3Lp49ewYNDQ04OTlh8uTJGDVqVKl1cHZ2Rvv27TF//nwcPHhQlu7q6qqQ9+zZs2jSpEmZ7SrL/PnzsX37dtn7xo0bAwCOHTtWIRPjEEII+XCZmZno1asXjIyMEB0dLfvC8t07YN8+Dg8fcrJAYFFwUDpuTRF1dQZLS8DSksHKCvDykqBWraL3NjYMDg7A/38Hqo2oqG2YMGE+evdehvr1B+HWLR4uX+awbRsHobCoXBuboqChNIDo5lZUdrHvUj+JJUuWwM3NDV26dIFEAhw+zGHlyqJJSpycGH75RYTevRn+Nx9YpRMaGgo3NzcsXboUixcvVlg+cqQEy5fzEB3Nw+TJ1LuQEEIIqSwKCgqwd+9eREVF4dKlS7C0tMSMGTMwZMgQuacbpS5c4DBmDB/x8cD48RIEB0tQbIoD8hlwTDrV8FdMOsGJlpaWwrg1+fn5SE5ORq1atWhW28+IMYb8/HxoamrShCBVEF1HyonFYty/fx8ODg40CDL5pnxN535KSgr27NmDXbt2ISMjA02aNIGXlxd0dXWxd+9eHD9+HFpaWjh16hTc3d2Rlwds3MjDypU8pKcDFhZFgb9atYBatf4/MCgNCFavXr4gHmMMK1aswJw5c+Dv74/o6Gjo6uqisBCIjwdu3iwaTPvGDQ43b3J48aLoM5PHYzAyAoyNi3orGhsDeXnJMDPLwC+/eJS7x9/Fixfh7e2NHTt2QSLpgSVL+IiP59C8uQTTpknQqRP75MHJirBw4UKEhobi2rVrchOiSQ0ezMc//3CIjxdB7QO+Av+aznVCvhQ678m3is79ivfkyRNs3LgR0dHRyMrKQtu2bTFq1Ch06dIFako+yLOzgR9/5GPTJh4aNpRg3ToxvvLpKb56IpEIhYWF0NfXLzW2Q8FCohIKFlZtdB0pRzcU5Fv1Jc59sVhcYtk5OTn47bffEBMTg9OnT0NdXR0dO3aUze575coVCIVCtGjRAr169UJAQAC0tU2xYQMPq1bxkJUFDBjAMGOGGLa2n6X6OHToEIKCgmBjY4P9+/ejdu3aCnkYA1JSgAMHHuHWrRwIBGZgrBoSEl7gypXHyM1VA9AYderwsX490KaN6rdk/v7f4cYNJ+jrh+L+fR78/CSYNatokpKq5N27d3Bzc4OLiwt+++03heX//Qc0baqOXbtECAgof9vp7zz5FtF5T75VdO4Xfa7+888/aNu27RfbBxKJBMeOHUNUVBSOHDkCfX19DBw4EMOHD4ejo6PSdRgDduzgMGMGHwUFwKJFEgwfLqFxCD8BVYOFH/QYMiFfq2XLliE0NFTpshYtWuDQoUNfuEaEEELed/ToUfTt2xdNmzbFxIkT4evri8LCQhw5cgQxMTE4evQohEIhWrdujaioKHz33Xdyw2u8e/cOb968gbGxKR48ALZu5WH1ah5evvz/IKGNzedtQ9euXXHmzBn06NEDXl5e2LNnD5o2bSqXh+MADY0sLF7shRcvXsgt8/b2xrhx49Cnjyf4/L/g51cTXbtK4ORUNOlItWpFP4v/rqdXNPlKaGgS/vxzJQAH1K8vwebNIjRqVLWChFJaWloICwtDr169cOTIEXTq1ElueYMGQIsWEvz8Mw8BAeIKqiUhhBDydXv9+jXWr1+P8PBwpKenIzw8HKNHj/7s201NTUWHDh0QHx8PNzc3REREoHfv3qVOjnr/PjBhAh+nTvHQs6cEK1aIYW7+2atK3kPBQlKljBgxAoGBgUqXaWlpfeHaEEIIeV9sbCwGDx6MVq1aIScnB/7+/rCzs0NGRgZyc3PRoEEDLFq0CN9//z0sLCxk671+jWKP9+rixg1d3LnD4d07DmpqDEFBRUHCOnW+XFvq1auHc+fO4fvvv4ePjw+ioqLQv39/uTwzZ86EWCzGnTt3kJeXhydPnqB69epo1qwZAMDPbwtevOiJ6dPj8MsvPNy+XdQz8vVrxW961dUZtLSA3Fxb6Ogcx19/WaFx46r/FXv37t3Rrl07TJs2De3atYOGhobc8vHjJejVSw1Xr0rg6Vk1g6aEEELIh8jOzsa6deuwdu1avHnzBgMHDkRWVhYWL16M/v37Q+8zDvyXn5+Pnj174tWrVzh9+jSaNWtWak+2/HwgNJSH5ct5sLQEDh8WwdeXPtcrCgULSZVibGwMY2Pjiq4GIYRUCYwxHD16FA0aNCh1Ui1VbdiwAePHj0ffvn2xceNG8Pl8nD9/Hps3b4aVlRV69eoFe3sHJCcDV69yiI4uCg7eusUhMbHo5lJdncHJqWj24V69JHBzY/DwKBoPsCKYmprizz//xLhx4zBkyBDcvXsXixYtAo/Hw5kzZ7Bt2zZERETIxttzd3eXW793794YOHAgtm5NxODB/98dsqAAePECyMwEXrzgkJVV9PP+/XRERHTGmjVj0bjxtzEpF8dxWLlyJRo2bIjw8HBMnz5dbrm/P0OdOgw//8zDli3Uu5AQQgiR9h6MioqCSCTCsGHDMHnyZNSqVQtJSUlwcXHBmjVrMHfu3E+yvfj4eMyePRujRo2Cr68vAGD06NG4efMmTp06pTCzsVReHnDvHnDjBofly/l4+hSYOrVoaBXq61OxKFhICCGEEAWvXr1Cnz598Pvvv8PV1RWnT5+Gvr7+B5XFGENYWBjmzp2LsWPHYuXKlbJZi+3tvdC2bQv89x+HceOKJgV5+bIoMGhsXDSTcJcuEtSrx+DuXhQo/Npm99XQ0MCGDRvg7OyMmTNnIj4+Hr/88gvGjh2LZs2aYciQISWu27VrV+jo6CA2NhazZs0qVmbR5CxFnSuLvlUXiYTo128crKxeom/fvp+5VV8XZ2dnjB07FkuXLkW/fv1Qs2ZN2TI+Hxg7VoLZs3lYskS6zwghhJBvT3JyMlatWoVNmzZBTU0No0aNwsSJE+W+9K1duzbGjh2L1atXY8SIEZ/kC+EZM2bgxIkT+OOPP9CuXTu4urpix44d2LZtGzw9PSEWA4mJwO3bnNzr0SNAIim672vdWoK9e8Vwdv7o6pBPgCY4ISqhCU6qNrqOlKNBkMm36tSpUxgwYACEQiHmzJmD+fPno3nz5ti/f7/SmeqAosdcrl+/jmvXrskec7G2tgZjDLNmzcKqVaswd+5c/PjjHMTHc/jjDx7++IPDxYscGONgZ1cUGHRzKwoKurkVzVxc2T5yjh49iv79+4PH4+Ht27f4999/4erqWuo6QUFBuHbtGm7cuKH0M/bBgwfYunUrduzYgZSUFGzcuBFBQUGfqwlfrVevXsHFxQVt27bFtm3b3lsGWFurYfx4CebPl6hcJv2dJ98iOu/Jt6oqn/uJiYlYvnw5tm/fDl1dXYwbNw5jx44t8am77OxsODo6om/fvlizZs1Hbfvs2bNo164dduzYAU1NTcyaNQsPHjzAuHELUKfObOzZU/Rl8Lt3Rfc4pqYMrq5FLxcXBldXwNmZQVf3o6pBVEQTnBBCCCHfiOzsbOzcuRMpKSnQ1taGtrY26tSpg3bt2sHAwEDlcoRCIRYsWICwsDB4enoiJiYGVlZWcHJyQteuXTFt2jSsWbMG6enpuHbtmux1/fp1PHnyBACgo6MLPt8IS5bEwsurOziuOs6ezUbnzmeQkeEFJyceHj/moK3N4OPDEBUlRseODDVqfKad84V17NgRcXFx6Nu3L77//vsyA4UA0KdPH8TExODGjRvw8PAAUDQQ+d69e7F161acP38ehoaG6N27N4KCgkp8lKeqMzAwwOLFizF8+HCMGDECLVq0KLYMGDRIgo0beZg5kx5dIoR8e1JSUvDDDz8gIyMDu3fvhlFFjc9Bvqg7d+4gLCwMsbGxMDExwYIFCzBixIgyxyI0NjbG9OnTERwcjJEjR8LJyanU/Dk5Odi7dy+2bdsGoVCEHTt+A59fHVlZwLhxB2FlNRPp6T2RlvsSiwAAIABJREFUnc1DmzZdYWiYi6goY3Ac0LEjw4IFElmA8BN0ZCRfAPUsJCqhnoVVG11HylXlbx9J5ccYw+XLl7F+/Xrs2bMHYrEYtWrVwrt37/D27Vvk5uaCz+ejWbNm8PPzg6+vLzw8PEr8G56YmIiBAwfi2rVrCA4ORufOneHs7Aw+nw/GgDVrdmDGjI3Q13dCbq4AgAkEAksYGtpBU9MSjJmgoEAPOTlqKCxU3IaBQVFAsE0bCTp1YmjdmoH+3BQRCoWoU6cO+vfvjy5dumDLli3Yt28f3r17Bx8fHwQFBcHf35/+PgOQSCRo2bIlRCIRLl26JLcsIQFwcVFDZKQYQ4aodntLf+fJt4jO+6pFLBYjMjISISEh0NLSglgshpWVFf78808YGhpWdPW+KlXp3P/vv/+wdOlS/P7777C0tMS0adMwePDgMif1fPkS2L6dB7EYUFcvxPLl81FQkI2lS+fA1tYCeXlFYyYXjZfMcOPGc9y6lYLnzwvAmBE0NGqioEAXgOI9iUDAYGICGBsDNWowdOlSNL50tWqfaSeQD6Jqz0IKFhKVULCwaqPrSLmqdENBqo43b95g165d2LBhA65fv446depg2LBhGDRoEKpXry7L9/TpU/z999/4888/cerUKbx58wY1atSAr68v/Pz84OPjA0NDQ1y4cAHbtm1DbGwsTE0dMHt2NNTUHHHxYjZevjRFYiKHhAQOubn//7efz5fA2FiC6tV5MDUFTEwAExP2v59Fv5uaAtWqMaipvYSdndFXN87g12bixImIjIwEANjY2GDgwIHo378/ateuXcE1+/rs3bsXffv2xdOnT2Fubi63LCCAj0ePOFy7JlLpEXb6O0++RXTeVx1Xr17FmDFjcP36dYwYMQILFy7E06dP4efnBxsbGxw9erRcTxhUdZXp3H/16hU6duyI+vXrY+b/sXfncTHnfwDHX9+Z6UIHkYhEkasDOXMTIfcVWaxd61r3say1y1rWfay1LPtbyi33sq5IuXLmTCmyRMmV0Dkz398fs81KRW7xeT4e30cz8/18v/OZ5tu377zn83m/x46lZMmSABw+fJhp06axe/duHBwcGD16ND4+Phi+4EJLq4XlyyW++05JYqIuN/KTJ//lC3yWSpWGLN9Bo7lN/vwp2Ntb4OpaAlvb/Gi18SxaNAUTkycYGiZibW3Ajh1+FCgg5bn0MZ8iMQ1ZeCvS0tJwdXXlzz//pHbt2u+7O8ILfPvttyQlJb12HgpBEN6c/fv3c+rUKYoUKULhwoUxMTHh4cOH2S4JCQkkJiZmeUyWZVq0aMGkSZNo1qyZ/oJXrYbQUInAQIlr10qTmtofE5P+NGqk5fbtB8TFPWDDhkT8/DTALZTKh2g0JVEqf8LA4FeuXTPhq690/Sxc2BJHRwlnZ+jYUYuDg4yDgy6PoIVFRi7B3FSeFdOgcmPYsGGoVCratm1L3bp19QVghKxq1qwJwMmTJ2ndunWmdUOGaGnWTMX+/RJNmnzw34cLgiC8kocPH/LDDz+waNEinJ2dOXjwIDVq1ADAwsKCnTt34unpSatWrdixY4cIGOZBP/30E2FhYURHR+Pr60uvXr2IiIggODiYihUr4ufnR6dOnXLMJf20kyclhgxRcPKkAh8fLVOnaihWDGQZ0tIgOjqedu18ePxYS7FiZpw9uw9TUxO8vb3p2bMnVau6PRVU0gKF+eyzr2nWrBnXrt1g5cpDmJqKKOHHRlyJvidffPEFhoaGWRYvLy8AypYti6GhIevWrcuyrYuLC4aGhlmSewNMnz4dY2NjZs+e/dJ9Wr16NdWqVcPc3BxbW1v69u3LvXv3MrVZsmQJdnZ2WQKFBw4coE2bNlhbW2Nubo6zszNjxozh5s2bAPj5+VGkSJFsn9fQ0JCtW7cCcO3aNQwNDTE2NtZvmyE2NhYTExMMDQ31ubEy2p85cybH13X06FHatGmDlZUVpqamVKlShXnz5qHRZP2Qe+DAAdq1a0fx4sUxNTXVJ309ePCgvk1QUFCm96x48eK0adOG8+fPZ9rX897jZ/eR3RIUFJTja8r4fXz22WdUrFgRIyMjRo4cmaXNiBEjWLFiBVevXn3uvgRBePtu375Njx498PT0ZNq0aXz11Vd06NCBFi1a4O3tTb9+/Zg8eTK+vr7s37+fK1euoFarKVasGDVr1qRTp06MHDmSX3/9lbNnI/nppy2kpbXkl18MGDxYQcuWSooVU+HurmLaNAWnT0tERUF8PKSlKSha1JIaNRxo374qXbpUoEEDA5ydb9K1q8TYsUWYMMGQVavUHDuWTnx8CgEBYQQEpLFkiYbRo7W0by/j5AQFC+a9oiN5QenSpZk9ezb169cXgcIXKFGiBNbW1pw4cSLLugYNZJycZBYsEL9DQRA+PrIss379epycnPDz82PmzJkcPXpUHyjMUKVKFXbt2sXly5fx8vIiMTHxPfVYeBVhYWEsXLiQ8ePHc/nyZb777js2bdrE48eP8ff35/Tp03h7e78wUHjnDvTvr8TdXUlamkRgoJply3SBQtBdzxkZQfnyVhw4sIIyZdKxsZFZu3Y5169fZ/78+VSrVi3b0Wf29vYcOHAAf3//LMef8HEQIwvfo+bNm7N06dJMjxkZGelvlyxZEj8/P7p27ap/7NixY9y+fZv8+fNnu09fX19GjhzJ8uXLsw0e5eTIkSP06dOHWbNm0apVK27dusWgQYPo378//v7+gO6fU0Y+jKctXbqUwYMH89lnn7Fu3TpKlSrFjRs3WLlyJfPmzWPmzJm57kcGGxsbVq5cyTfffKN/bMWKFdjY2HD9+vVc72fLli10796dXr16sWfPHiwsLNi/fz/jxo0jJCSENWvW6E9+ixcvZujQofj4+LBq1SrKlCnDw4cPCQoKYtSoUVlyI124cAEzMzNiY2MZO3Ys7dq149KlS5mGgOf0HufPnz/T6xgxYgSPHj3K1DanylUZUlNTKVKkCOPGjeOXX37Jtk3hwoXx8PBgyZIlTJs2LXe/NEEQXossy1y8eJEDBw5w7949NBoNKSkpLF++HJVKxbJly+jevTtqtZp79+6RkpKCubk5ZmZmmabE3L8PV65IXLkCV69KXL0qceSI7nZs7H8XbfnyyZQpA2XKyAwbpqVxYxk3NxkDg+f10gQo9+8CIP+76GTzXYogfDAkScLNzY2TJ09msw6GDNHQt6+Ky5c1lCuXzQ4EQRDyoKioKIYOHcrevXtp164dc+bMoUSJEjm2r1Klin6EYevWrdm+ffsLi14I758sy4wYMQI7OzuGDBmCkZERY8eOZezYsS/cNjUVzp2TOHlSt/z1l+56cf58LV9+qeV5sUVra2uCg4Nfqq8lS5bUT48WPj4iWPgeGRoaYv2c8o/e3t788ssv+lxyAMuXL6dbt26sXLkyS/vg4GCSk5OZOHEiq1at4ujRo7meKhwSEoKdnR1ff/01oBvh0LdvX2bNmqVvExoaytWrV2nZsqX+sZiYGIYPH87XX3+dqa2dnR316tUjISEhV8//rB49euDr65spWOjr60uPHj2YOnVqrvbx5MkTBgwYgJeXlz4PFECfPn2wsrKiQ4cO+Pv706VLF65fv87IkSMZMmRIluCms7Oz/vfyNCsrKywsLLC2tmbw4MF06NCB8PBwnJ2d9W2e9x4//biJiQmpqanPPR6eZWdnx5w5cwDd7yYnrVq14ocffhDBQkF4i27fvs2+ffvYt28fAQEBxMbGYmRkhJWVFQqFAoVCQbt27Zg6dSqFCxcGwMDAgAIFrLl8WeLq1YzAoO721asSCQn/BQQtLWXs7XVBwQYNtJQpI+PgoAsQFi0qRvoJn57q1aszd+5ctFptlpGYXbvKjB8vs3Chgvnzte+ph4IgCG+OVquladOmGBgYsHnzZlq1apWr7apVq6YPGLZt25a9e/d+8Ln6PnWbN29m//79bN26NdNAomdpNHDpEpw69V9w8Nw5ifR0CQMD3Sj7zz/XMmqUlhwm+AnCc32UwcKkJIiIePfP6+gI+fK9uf0VLVoUDw8PVqxYoc895+/vT0BAQLbBwmXLltG1a1cMDAzo2rUry5Yty3WwsFatWkyYMEH/zyQ+Pp5Nmzbh6empb3P06FHKli2b6RupjRs3kpaWluMoxletwNW6dWuWLl3K4cOHcXd35/DhwyQkJODl5ZXrYOHevXu5d+8eI0aMyLLOy8uLsmXLsm7dOrp06cLmzZtJT0/P8XU8L/Hnw4cPWb9+PcALE8u+D9WrVycmJoZr165hZ2f3vrsjCB+FlJQUjhw5wt69ewkICODs2bMAODk50a1bN5o2bYq7u3u2FekSEmD7donNmxXs3SuRkiIhSbpcgGXKyLi4QPv2Wuzt/wsQilRDgpCZm5sbCQkJREVFUe6Z4YPGxvDVV1rmzFEwcaKWgiJtpiAIedzZs2e5desWAQEB1K9f/6W2dXNz4/fff6dbt278888/lClT5i31UnhdSUlJjBkzhpYtW9KiRYts24SFwaRJSvbskXjyRHcN6egIbm4yPXtqcXPTBQpFzUrhdX2UwcKICKhZ87nzr96KY8fSqVIl9+3//vtvCj5zBfvNN99kGmLcu3dvvvnmG8aNG8fGjRspU6YMrq6uWfaVmJjIpk2b9EOHu3XrRuPGjZkzZw4FChR4YV/q1KmDr68vPj4+pKSkoFaradWqVabprTdu3MhSdTAqKgozM7Msj78ulUpF9+7dWb58Oe7u7ixfvpzu3bvnKoFrhsjISADKly+f7XpHR0d9m8jISMzMzDKN7Nu0aRNffPGF/n5wcDBOTk76+6VLlwZ0IxhBF4B89rly8x6/bcWLFwfg+vXrIlgoCK8oNTWVy5cv60cOHjx4kOTkZKytrWnSpAnDhg2jSZMmOY4OvnsXtm3TBQj379d961uzppaJE7U0a6bFwQFxUScIL6FatWoAnDhxIkuwEKBfPy3Tpyvw9VUwbJgYXSgIQt4WFBSEsbGxvsDTy6pUqRIAN2/eFMHCd+jUqVNERETQsWPH544SzDBr1izi4uLYtWtXlnU3bsCPPypZsUKiVCn49lst1avLVK0qY2b2NnovfOo+ymCho6MucPc+nvdlNGzYkAULFmR67Nk8dS1btmTQoEEcPHgQX19fevfune2+1q1bR5kyZXBxcQHA1dUVW1tb/P39+fzzz1/Yl7CwMEaOHMn48ePx8PAgLi6OsWPHMmjQIJYsWQJAcnIyxs98mpVl+bmj7l5Hr169aNCgAZMnT2bjxo0EBwejVqtfej+ynLtqiM++jmbNmnHixAlu3bpF06ZNsxRE2b9/P/ny5ePYsWNMnz6dhQsXZtlnbt7jty1jZFNSUtI7fV5ByOv8/f2ZPHkyt2/f5sGDBwAYGxtTr149Jk6cSNOmTalcuXKO58CYGNi+XcHmzRJBQbo29erJzJihpW1bLc9JMyQIwgsUKlQIBwcHTp48iY+PT5b1RYtC+/YyS5YoGDJEi6gZIwhCXnbgwAHq1KmTq4BTdmxsbABdCinh1Zw7d44lS5YwduzY5+aKzJCQkECHDh2IjY3lm2++YcCAAfTr1w9LS8ts21+7do1Zs2YxbNgwHBwc9I/fvw8zZihYuFCBmRnMmaPLP/gBTmgTPjIfZbAwXz5eaoTf+5IvX75MJ4LsqFQqfHx8+PHHHzl+/Li+2Mizli1bRlhYWKYpb1qtluXLl+cqWDhjxgxq166tn4br7OxM/vz5adSoEZMmTcLa2hpLS0vCw8MzbVe2bFkePnxIbGzsc0cXmpqa8uTJkyy5hTJyGppnM8fOyckJR0dHPvvsM8qXL0/lypWfW/X4WWXLlgUgPDw82+nY4eHhVKhQAQAHBwcePnxIXFycfmRQgQIFcHBwyHE0Y+nSpbGwsMDR0ZE7d+7g4+PD/v37M7XJzXv8tt2/fx8gx2rUgiBkde7cOb744gvq16/PZ599RtGiRbG1taVWrVpZvjQBSE/XJZQOCZE4elT38/p1CZVKplEjmV9/1dCmjYyV1Xt4MYLwkapevXq2FZEz9OunpUkTFQcOSDRunLsvDgVBED40arWagwcPMnr06Ffeh6mpKebm5ty8efMN9uzT8ODBAyZNmsTixYvRarXExMSwefPmTF8Wh4aGUrx4cYoWLap/7Ntvv+Xx48fs3r2bDRs2MG3aNKZPn85nn33GkCFDsoyKHz16NJaWlvoZaElJ8OuvCmbOVKDRwJgxWoYN0yJq1AjvivieNQ/o1asXwcHBtG7dOsuUVoDz589z6tQpAgICOHHihH4JCAggJCQkS4AvO0lJSVkShGckv80Ymefs7ExERESmkXodOnTA0NCQ2bNnZ7vfjGBguXLlUKvV+rxeGUJDQ4H/AnvP6t27N0FBQTmOqHweDw8PChUqxNy5c7Os++uvv4iKitJXmu7QoQMGBgaZirS8jAEDBnDx4kW2bNnyStu/TRcvXsTAwICKFSu+764In6CUlBSOHz9OcnLy++5KriUmJuLt7Y2joyMbNmxg9OjR9OzZk4YNG+oDhXfuwF9/SYwfr6BJEyWFC6uoXVvFN98ouH4dOnbUsnatmpgYNTt2aPjySxEoFIQ3rXr16pw5c4a0tLRs19etK1Oxoszvv4vLXUEQ8q7Tp0/z6NEjGjZs+Fr7sbGxEcHCl6DVavnzzz+pVKkSfn5+TJ06lVWrVvH333+zefNmfbvAwEDc3d2pVasW58+fB+DgwYP88ccfTJkyhUaNGrFw4UKuXLnCmDFj2LJlC5UrV6Z9+/YEBQUhyzIBAQFs3bqVn3/+GWPjAvzvfxIVK6qYNElBjx5awsPVTJggAoXCu/VRjizMK9LS0oiLi8v0mEql0lfKzFChQgViY2PJl0P1lOXLl1O9enXq1auXZZ2bmxvLly9/YSVcLy8v+vfvz++//66fhjxy5EiqV69O8eLFkWWZ+vXr8/jxYy5evEjlypUBXbn0WbNmMXToUBITE+nRowelSpXi5s2brFy5kgIFCjBjxgwqVaqEh4cHffv2ZcaMGZQuXZrLly8zcuRIOnfurB8a/6wvvviCjh07vrBQyuXLl7M8VqlSJRYuXEiPHj0YMGAAAwYMwMzMjMDAQMaOHUuHDh3o3LkzALa2tsyYMYMRI0Zw//59evbsiZ2dHQ8ePGD16tUAz60cli9fPvr06cOPP/5I27Zt9d805fY9flUZIy0fP37MnTt3OHPmDIaGhpkCg4cOHaJu3brZFloQhLcpNDSU3r17c+nSJUxMTGjYsCHNmzfH09PzreXLUavVBAYGYmlpiaOjI/nz53+p7WVZZsCAAdy+fZtjx47pg4O3bsGOHQr9qMGoKN3feLFiMrVqyUyapKVWLZkqVWRecYaQIAgvqXr16qSlpXH+/Hl9DsOnSZKu0MnIkQpu3YJ/U/gKgiDkKYGBgRQoUCDb81xuhYVBauoYrl/f9gZ79vE6fvw4Q4cO5dSpU/j4+DB16lT9LLq1a9cyfPhwmjRpQmxsLF27dqVevXrcu3ePRo0asXLlSkaOHEnt2rX56quv9PssUqQI48ePZ+TIkaxdu5Z58+bh4eFBlSpVSExMpG7dehgZeePqquLyZQlvby0TJ2oQKSaF90UEC9+j3bt3Y2trm+mxcuXKceHChSxtc8ptkJaWxurVqxk1alS269u3b8+8efOYPHkyBgY5F33p2bMnjx494rfffmPMmDFYWFjQsGHDTJWHCxUqRNu2bVmzZg1TpkzRP96/f3/Kli3L3Llz6dy5M8nJyZQqVYpWrVoxdOhQfbtVq1bx448/MmjQIG7duoWNjQ1t27Zl/PjxOfYrt4G1Hj16ZHns6tWrdOzYkaJFizJt2jQaN25MSkoKDg4OjB07liFDhmQaPj5o0CDKly/P/Pnz8fb2JjExEUtLS2rWrMn27dszFTfJzsCBA5k/fz4bNmzQByFf5j1+FTVq1NDfPn36NGvXrqVUqVL6wi0A69evZ8KECW/k+QQhN9LT05kxYwZTpkyhcuXKbN++nQsXLrBr1y5Gjx7NsGHDKFu2LC1atKBXr14v/Nt6GRMnTmTGjBn6+3Z2dlSoUIEKFSpQsWJFKlSoQPny5TNVdc8QHx/PrFmz8Pf3Z/Xq1ZQs6cDGjRJ+fgp275aQJHBxkWneXMv338vUri1ja6sLSAiC8O65uLigUqk4ceJEjh+ifXy0fPutgj//VPDdd6LQiSAIeU9QUBD16tV77me55/HzkxgyRElSUi9SUhLfcO8+Lrdv32b8+PH4+fnh4uKizxX5tHnz5uHs7MywYcMICQmhWLFirF+/HkmS8Pb2pk2bNhgYGODv759l5h7o8l/37t2bHj16sWPHfn799X9cvPgYExN/unY1oFkzLStWqPNEWjXh4ybJua3+8B7JskxiYiImJiZZEsmnpKRw48YNSpYsmW0eKeHNkGWZlJQUIiMjadmyJeHh4bmqsiy8X7t27WLMmDGcPn36uZWkxd9R9jQaDRERETg6Oj53ZKmgc+HCBfz8/Fi9ejX37t1jzJgxjB8/HsOnMjA/evSI/fv3s2vXLnbs2EFcXByNGzdm8ODBtGjRItuLqtwKDg7Gw8OD8ePH07JlS8LCwggLCyM8PJxLly4RHR2tb1uyZEl9ENHR0ZHjx4+zZs0aFAoFvXrNQ6n8gjVrFNy/L1GjhpZevWQ6d9bygkHOHw1x7At5Ra1atahUqRL/+9//cmzTv7+S3bslIiPVPPuvUBzrwqdIHPd5R2pqKlZWVvzwww+MGDHipbZNSoKhQ5X4+iro2VPLxYsnOHXKmYgIFaVLv6UOf+ByOvbT09NZtGgRP/74IyqVih9//JEvvvgix7+PX375hVGjRmFlZcWhQ4ews7PT72fChAk4ODjg7v4lixYpOHlSIjlZIjkZ/ZKUBGlpmeMa1appmTpVS6NGH3x4Rsjj1Go1aWlpmJmZPbdYrRhZKLwUJycnpk6dSnR09BsdDSS8HU+ePOGPP/54bqBQEF7H/fv3Wbt2LX5+fpw+fZrChQvTvXt3Pv/8cypVqpSp7ZMnEB9vSpEi7WjatB1OTlrOnDnNgQO7ad9+HdbWe2jTpjktWjSmYEETjIzA0FDG2BiMjHTL07ef/t/24MEDPv/8c+rVq8f48eNRKpW4ubmRnAz37umWmzdTuXgxjvDwO0RHJxIZmcrRo1oePTLCwKAWpqZzUKvNWbxYQdGiMr17a+nZU4tI9ykIH67q1asTFBT03Db9+mn4808DfHyUuLnJlC2rW+ztITcDdbRaLZGRkTg6Or6hXguCIOTOiRMnSE5OplGjRi+1XXg4dOum4upV+OMPNT17yvz22wVOnSrG4ME2/PWX9pVnRly/fp0rV668dJ8+VIGBgQwfPpzw8HD69u3LxIkTc5zVl2HgwIHcunWLzp076wOFAEqlAfXrT+fXXxUMHKjA2lrG01OmQAEtxsa6QqwmJrolXz7dNa6JCRQuDHXqyGK2ivBBERGET4SLiwvXr1/Pdt3ChQvp3r17rvfVs2fPN9Ut4TnexHvWsWPHN90tQUCtVrNnzx78/PzYvn07Go2GFi1aMG7cOFq0aKEfSRgZCX/8oWDHDgWxsfDoUeYrIKVSRqutiSzXAiAuDpYs0S25YWgo6wOHT54oSE09gLFxCWrUMCAhAe7eheTkp5/TAHBAqbTH0hIKFQJnZ5mCBbUULgyWlhKWljIVK6rx8JBzFUQQBOH9ql69OkuWLGHhwoV89dVX2U7Tq1IFvvtOw86dEvv2KUhM1J0XJEmmVCklxYuXxsVFhaOjROPGWsqXz7z91q1b6d69O//88w9WolKRIAhvWVRUFKVLl0apVBIYGIiFhQXOzs653n71aolBg5SULAlHjqjJ+O7W3r4o8DV79mxj40aZTp1ebQTbsGHD2L59O23btmX+/PkUz6MJYW/evMmoUaPYuHEjderU4ejRo1TJ5dxflUqVqSZAYiL4+ipYtEhBVJSEm5uW5cvVdOok89QEG0HIU0Sw8BOxbds20tPTs133dIl34cMh3jPhZS1evJiQkBDS09NRq9Wkp6ej0Wj09zMee/pnvnz58Pb25rPPPsu22vrTwsLC9NOM4+LiqFy5MlOmTMHb25siRYpy/Trs3y9x6ZLE3r0SAQEKChXSTd8tUwasrWWsraFoUd3PjKdTqyE1VbdcuRLDn3+uZv36rSQlaahfvxk+Pn0oXrw0qamQksK/P2UiIq5x4UIkly5Fc/fuHVq37kzp0krUai3m5mBpCZaW8r8/oVAhmcKFwcwspzyDYtqHIOQ1Xbp04fDhw4wYMYLFixczc+ZMPD09s7T7/nst338Psgzx8RAZKREZCREREBoqc+CAgv/9T8LISMGxY2ocHP7b9uzZs2g0GkJDQ2nevPk7fHWCIHxqAgMDad68Oba2tvTp04edO3dSv379XE0XDw+HiROVbNqkwMdHy4IFGp7OGqUrKPkXdeveZeRIS+rWVWNt/XL9S0hIYPfu3XTo0IFDhw7h4uLCoEGDkCSJxMREChYsyNixY196VtOFCxf48ssvqV27NnPnzn25Tr2CjNRaarWa5cuX061bt+dOx8x5P/Dbbwp8fRWkpEDHjjLLlmmoWVNcUwp5n8hZKORKRs5CY2PjVzqRCh828XeUvbyU02fevHmMGTOGWrVqkS9fPlQqlX4xMDDIcjvjZ0xMDH/99RcGBgZ07dqV/v37U7VqVf1+Hzx4wPr16/Hz8+PEiRMULFiEFi0G4erajdTUMly6pCA8HMLDJZKSdOeG/PllqlbVTePt1EnmVQpxP378mBUrVjB//nzu37/P7t279d/2pqSk0L17d7Zv307BggVp3LhxpurmwuvLS8e+IACcOXOG0aNHExQURGhoaJY0CDl5+lh/8kRJrVoqTE0hOFitr2zerVs3Nm7cyOTJk/nmm2/e4qsQhHdDnOM/XE2aNCH4YoKTAAAgAElEQVQhIQE3NzfWrl1LcnIyc+fOZdCgQTluEx0NP/2kZNUqiRIlYNIkDd27Z53SmpCQgJWVFb/8somff26HSgWbNqlxccl9//z8/Ojbty9Xr17FxMSEsWPHsnnzZgoUKICpqTkRETeYOvVbRo4cmav9ybLMwoULGTduHBqNTKFCBblx4/pb+7yp0WjYsWMHgwYNolChQuzatUtf5Tg3tFo4dw4OHFCwZ4/ui/HChWX69tXy1VdabGzeSrcF4Y3Kbc7CPB8sTE1N5fr16yLI8ZaJYOHHLTk5mZiYGGxtbTHK+HQk5JmL6TVr1tCrVy/GjBnDTz/99NLb37oVx9y5m1m16iR376ZgZ1eRatXqEhV1kwsXrqLVmmBtXRsDAxfi4sz1CZktLGQqVJCpUAHKl8+4LVOiBLxGnZJMHj58iKenJ9euXSMgIIBSpUrRqVMnjhw5wrJly2jXrt0H/d7kVXnl2BeEpz18+JAiRYrg5+eHt7d3rrZ59lgPDYV69VT07atl7lxd9WQXF3cuXUqmQ4dyrF279m2+BEF4J8Q5/sMUHBxM06ZN2bhxI61btyYhIYE9e/bg5eVFvnz5srS/eRN+/llX7d3SEsaN0/LFF1pyupSXZZlChQrxww8/0KnTMDp0UBEZCStWaPDyyl1IoHXr1jx58oSAgP2cPQt79igICZG4ckUiOhpSUyUk6RKdOlnTtKkpGg0kJkokJsKjR//dvncvjevXE7h9O4nkZAMMDQuTnm6MLB/l778L0bSp/ev8KnN06tQpWrRoga2tLTt37qRIkSLPbS/LuhGbQUEKAgMlgoIk7t+XMDaWqV1bxsdHS5cuutyDgpBXfDIFTjL+waWnp4tgoSC8opSUFABRCCUP2r17N19++SWfffYZkydPfmH7xES4cEHi/HmJ8+fh/HmJCxdK8OjREH2ba9fg2jUNCkUKJiZQsKAR9vaKfwOCWipUkClfXjeV+G1/d2Bubs6OHTvw8PDA09OTUqVKERYWxvbt26lfv/7bfXJBEPIUc3NzihQpQlRU1Cvvo0oVmDlTy9ChSqyt4dIluHQpEMjPwYPj31xnBUEQnjF16lScnZ3x8vICwMLCgi5dumRpd/cuzJypy4+XLx/8+KOWgQO1ZBNPzESSJIoXL86tW7coUQICA9X07q2kQwcVpUrJ2NjovvAtUSLrTysriIh4wN691lSpMpaSJVXcuSORP79MnToyTZposbcHQ8NUxo49zY4d7vj7F0SSZMzMdClgTEzSSUu7y8OHMTx48A+S9IgSJcypW9cZV1dDJCmZMWOs6djRhuXLJdq3f7Njmo4dO4aXlxclS5Zk165dFC5cONt20dFw4IBEYKCCAwck4uIkVCqZmjVlBgzQVSuuUUMECIWPX56PDCiVSkxMTLh79y4qlUqMentLZFkmLS0NQPyOPyIZI0bv3r2LmZmZ+Hb5HXnw4AFxcXEUK1YMc3PzXP9N3b9/n3PnznHmzBlCQkI4duwYN2/exNPTk8WLF2faj0YDV67AuXMZgUGJCxckrl3TtVGpZBwdwclJxstLi5OTblSghYWuKltKyiNMTQv8u08Z0LyF30TuFCpUiJ07d9K0aVMiIyPZvXs31atXf2/9EQThw2Vvb8+VK1deadvo6Gji4+Pp378mgYESEyYosbNLBabi4NCYqKjJLFv2mM8/f4XcCoIgCM9x9OhR9u/fz9q1a3O8Lnz4EObOVfDLL7rpG6NGaRk6VJenObdKlChBTEwMAPnzw7p1Gtau1RIWJnHzpkRMDJw6pSAmRjdKMIOBgUx6uhWwnNTUNHr31tKsmW50XeYCHgaULl2QVq1K89tv/6NZs4Zs3bqFTZs2ceTIEZRKJU2aNKFjx460bt36qarDWsCAdeu+Ii5uMl271qZdOy0NG8pUry7j7CznOGIyNw4ePEjbtm1xdnZmxowZmfJ037ypCw4eOKAgKEh3raxQ6FLq9Oih64O7u0z+/K/+/IKQF+X5YKEkSRQtWpTr16/rT3zCmyfLMmq1WgRkP1JmZmaiwuM7EB0dzfz581m2bBnJyckAGBsbU6xYMaytrbG2ttbfLl68OCYmJoSFhXH27FnOnTunr45tYmJCtWrV8Pb2pnbt2lSv3pwjRwz1QcHz5+HiRUlfCdjaWsbJSaZDBy2VK+tuly/Pcy+6DA1N3/rv42VYWVlx+PBhkpKSRIEfQRBy5ODg8MojC7/88kuio6O5evUqfn4aIiM1XL++i/btpzJzZk3at1/BwIGfYWWlpVWrDz6LjyAIecjUqVOpWLEi7dq1y3b9/ftQo4aK+HgYOFDLqFFachgY91w2NjaZvlBRKKB7d5lni7zJsm4EY0wMxMRIxMRI/P77dAoVOs3+/WvQBfey5+HhgY+PD0OH9ic9PR1DQ0OaNm3K0qVLad269XML6jVpUo1ly9qxcOFNli1TMHq0gvR0CRsbmZ071Vmq1edGQEAAHTt2pHbt2qxfv56YmBji42HxYgUbNyq4fFl3vezkJNO6tS44WK+e7gt0QfiU5flgIYCBgQGlS5cmPT2dPJCCMU/SarVER0dTokQJFG8qGZnw3kmShEqlEiMK37LQ0FBmz57Nhg0bKFiwIKNGjaJBgwbcvn2buLg4YmNjiY2NJS4ujoiICOLi4rh//z6gC5K5urrSuXNX7OxqYmbmgkZjy6VLSs6fl1i7VvdNMICRkUzFirqLna5ddaMFK1fWTR35GJiammJq+mEFMQVB+LDY29uze/ful97u+PHjHDx4EEBf8MvJCQICIsifPz8eHk0wNLTC0bEO3t4O/PWXhoYNxTWnIAivLzg4mN27d7NixYocP2cNH64kMRHOnlVTuvSrP5eNjQ3BwcEvbCdJUKSIbqlSReb27TiGD5/AwoULc/U8s2bNwszMjBo1auDl5YV5Loc/NmjQgBkzZlC3bhh9+1YgNRXOnJHo31+Jh4eK3bvVVKyYq10BuqIu3bt3p379+vj7+3PjhiFTptjw119GqFTQtavMxIkaGjSQeUH6QkH45HwUwUIAhUIhCjO8RRqNBkmSMDIyEoEl4ZMnyzJXrlzh5MmTnDp1irCwMIyNjSlYsCCFChXCwsKCggULYmJiwrp169i3bx+lS5dm3rx59OzZM9sk1bIMt2/DtWsS167BlSsarl7VEBdnTHS0RFBQ5ukgtra6QGCPHrqgoJOTTNmyINJOCoLwKbO3t+fOnTs8fPgw1x9OAebOnYuNjQ03b94kJCSEkiVLAhAeHk65cuUwNDTEyakCjo4/U7ToH3TooGTXLg01aoiAoSAIr+7WrVv06NGDevXq0alTp2zbbNoksWaNgmXLXi9QCLppyLdu3UKj0bzUZ7rNmzejUChyHPn4LEtLS+bPn//S/atduzYqlYrg4GAqVKiAkRGkpx+kceNDBAZ+R7NmuoBhLgveM3/+fFJSUhg8eBl9+uRn0yYJc3Nzxo5VM2AAPGeQoyB88sTHSkEQhOeQZZmYmBhCQ0P1wcFTp06RkJAAQOnSpalcuTJqtZrLly9z//59EhISePDgAenp6VSpUoVVq1bRvn17VCoVajXs3y9x8qTEP//AP//ocqNcvw4pKf8FAwsWVGJnB6VKybRqpaVUKd1tOzuZUqVADLATBEHIysHBAYCrV69SpUqVXG1z/fp1tm7dysKFC5k5cybHjh2jc+fOAERERFD+33lvrq6uHD9+nOBgDS1bKmndWklAgBonp7fzWgRB+LilpaXRrVs3lEolq1evzjZ4Fx8PX3+tpE0b7b/ThV+PjY0NarWa+Ph4ihUr9sL2UVFRzJo1ixUrVtCiRYuncgy+HQUKFMDNzY2goCD69etHUlISffr04dq1a5w504eePYtTvbqKfPlAqfxvUSiy3gcNV6/6YG4+GC+vopQpIzN3rpqaNS/h4lJODIARhBcQwUJBEIQcrFq1irFjx3L37l0AihUrRrVq1Rg2bBhubm5UrVo1x0pqsiyTnJyMiYkJsixx9KjE+vUSGzcqiI+XMDeX9cFAT0+t/rZu4aWSVQuCIAg69vb2gO4Dbm6DhStWrKBIkSL06NGD4OBgQkJC9OsiIiJo1qwZoAsW+vr6olKlsnWrER4eKlq2VBEc/PqjfQRB+PSMGTOGkydPsn///mzzMWu1MGiQLqC1cKGGN5E23sbGBoCbN28+N1h47tw5ZsyYwYYNG7CysmLy5Ml89dVXr9+BXGjQoAHLli1DlmWmT5/OrVu3AAgN3cuePT6sW6cgOVlXzE+r1f3MWJ6+f/DgURSKs7Rv35smTdR06KAr2BcRIUaEC0JuiGChIAhCNi5evMjXX39N7dq16d+/PzVq1NBfYOVGerrEuXP52bxZwt9fQUyMLjlz9+5aunSRqVZNfiMXfYIgCMJ/MtJB5LYicnx8PNu2bWPcuHEYGxtTq1YtNm7cSEpKCo8ePeLevXs4OjoCumChWq3m4sWLVK1alR071DRooKJjRxUHD6pFpUxBEHIkyzLXr1/n5MmT+iUoKIhff/2VmjVrZmmfng79+inZtk1i7VoNb6q2W4kSJQCIiYnBzc0ty/pjx44xbdo0duzYgZ2dHfPnz6dXr14YGxu/mQ7kQoMGDZg+fTrbtm1j9uzZjB49mm3btrFv3z58fHwYMCDn4ioZ7ty5w++/t2D48IFMmWJERgEXjeYtd14QPiIiWCgIgvCM1NRUevfujZ2dHT///DMuLi4vnKoQHw8hIboRhCEhEqdOSaSkSFhZ6aoQd+kiU6eOjKgPJAiC8HbZ29vnuiLy4sWLUSgU9O3bF4BatWqRnp5OaGgomn8/VWZMQ3ZyckKhUHDmzBmqVq2KlRVs2KCmbl0VX36pZPXqNzPyRxCEvC8+Pl4fFDx16hQnT57kzp07gC5gV61aNRYtWkSfPn2ybJuUBN27K9mzR8LXV0P79m9uJFzhwoUxNDTk5s2b+sdkWSYwMJBp06Zx4MABypcvz59//knXrl0xMDB4Y8+dWxl5C3v37o2NjQ1jxowhKSmJtWvXIssyUi5OtLNnz0aSJEaMGPEOeiwIHycRLBQE4ZMWGxvL77//jomJCb1796Zo0aJMnDiRsLAwgoODs/0mVaOBsDAICVHog4NRUboLl+LFZWrXlvnpJy21aslUrSqLoiOCIAjvkL29fa5GFj558oTff/+d9u3bU6hQIUAXEDQxMSEkJAQzMzMUCoU+D2K+fPlwdHTkzJkz+n1UqgTLlmno0kXF9OkyY8e+eMSLIAgfr0uXLvHVV19x7NgxQFfow83Njb59++Lm5oabmxvW1tY5bp+QAO3bKwkNldi8WUPz5m92yqwkSZQoUYKYmBgAkpKS8PLy4tChQ1StWpV169bRtm3bHKsyvwv58+enevXqHD16lLlz52JiYkKTJk2YO3cuYWFhVHpOdRNZllm4cCELFixg9OjRbz3HoiB8zF7pI+zSpUtZsGAB8fHxVK5cmenTp1OtWrUc2y9atIg///yTmJgYChUqRNu2bfn+++/f6XBmQRA+bY8fP+bw4cNoNBoKFCiAUqlk1apV+Pn5YWRkRHp6Oj/++CPNmjXj77//ZsqUKbi6uhIREUFiIpw69d+owWPHJBITJZRKGRcXmebNtfzwgy5IWLIkYmSJIAjCe2Rvb8+BAwde2M7X15eHDx/So0cP/WMGBga4ublx9OhRSpUqRZkyZTAyMtKvd3V1zRQsBGjXTmb8eA0//KDA2VmmZUuRD0sQPnYajUYfjPL09MTFxYWFCxfy3XffYWdnh5+fHzVr1sTOzi5XI+EAYmPBy0tFTAzs2qWhVq23cy7JqPwOsGDBAo4dO8bWrVvx9PTMdV/ftv79+1OzZk1atmwJQN26dTE0NGTfvn05BgsTEhLo27cvW7duZejQoXz77bfvssuC8NF56WDhpk2b+O6775gzZw7VqlVj8eLFdOzYkRMnTlCkSJEs7f39/Zk0aRILFiygZs2aREVFMWjQICRJYsqUKW/kRQiCIDxLlmUiIiLYvXs3u3btIjg4mPT09ExtrKys+P777+nXrx9arZYVK1awdOlSmjb1oGHDEXz7rZIdO8oRGWmELEsULKgLCI4apaV2bRk3N1nkqBIEQfjA2NvbExcXx+PHjylQoEC2bdRqNfPmzaNjx44UL14807qaNWuyatUqkpOTKVeuXKZ1rq6ubN26FY1Gkyk9xYQJWs6elejZU8nhw2r+TXMoCMJHaseOHfz6668UKFCASZMmkS9fPpKSkhgyZAiTJ0/GxMTkpfZ35Qq0aqUiNRX271fznMFzry0jWHj37l1mzpxJ//79adGixdt7wlfQrVs3unXrpr+fL18+3N3d2bdvH0OGDMnS/uTJk/j4+PDgwQM2bNhAmzZt3mV3BeGj9NLBwt9++42ePXvi4+MDwJw5c9izZw8rV65k+PDhWdofP36cmjVr0rlzZwBsbW3p2LEjJ0+efM2uC4IgZJaUlERQUBC7du1i165dREdHY2RkRMOGDZkxYwYeHh6Ympry+PFjnjx5gqOjY6aLucaNh3Dv3jD8/RXUqSNRuLCMu3siI0aoqFMHypVD5BwUBEH4wJUtWxaAK1eu4OLikm2bTZs2ce3aNdasWZNlXa1atZg1axaPHj3KUv2zSpUqJCUlceHChUz7Vihg+XINdevqCp4cPqwWVe0F4SP2yy+/ULt2bQICAjh69ChBQUE0aNCA+vXrv/S+zpyB1q1VmJnBgQNqSpV6Cx1+io2NDcePH+fnn38GYNy4cW/3Cd+QJk2a8PPPP5OWloahoSGgGxzw22+/MWbMGFxdXdm9ezd2dnbvt6OC8JF4qWBhWloaZ86cyRQUVCgUNGjQgBMnTmS7TY0aNVi/fj2nTp2iWrVqXLt2jb1799KlS5ccnyc1NZXU1FT9fVnOqF6k+WCGRn9qMpJ8a95zCam0tDSSkpKwsLB4r/0QPhxqtZqtW7eyYsUKgoKCSElJoVSpUnh6etK8eXMaNGhAvnz5Mm1jZWWlvx0ermXDBgUbNigJC1Ngbi7Ttq2GOXO01KuXzj//3MDBwQGlUoksiypqwqfhQznnC8KryPigGBkZSeXKlbOsl2WZ2bNn07hxY5ycnIiKisp0rFevXh3Qpa8oV65cpnU1atTA0tKSVatWZdl3/vywfr2WevUM6dVLgb9/uviCSfggiXP86zlz5gzBwcGsXLkShUKBu7s77u7uwMv/Tg8dkujY0RAHB5ktW9IoUuTtX2sWL16c69evs3jxYiZMmEDBggXzxLHQqFEjvvvuO44cOUK9evVISEigf//+bN26lcGDB/PTTz9haGj43Ncijn1ByP3x/1LBwnv37qHRaLJMNy5SpAiRkZHZbtO5c2fu379PixYtkGUZtVrN559/zsiRI3N8nrlz5zJ9+nT9/QIFCnDhwgUiIyP1gUPh/chtdcE3LT09nS1btrBkyRLu3LmDhYUFtra22S45TTkCSExM5MyZM5w6dYqzZ8+SlJSEQqFAoVDQrVs3Wrdu/Q5flfA6Hj16xJYtW1i9ejWxsbFUqVKFQYMG4e7uTunSpfVfLNy4cUO/jSzDnTsqwsNNuHQpH4GBZoSH5yNfPg0NGz6kX78Eatd+hKGh7jzzzz+67d7XcS8I75s49oW8SJZlChQowLFjx6hYsWKW9cePHyc0NJRFixbpj/Fnj/WMAgDGxsZERERkWufp6Ymvry8+Pj7ZVgr96SdThgwpzbBhDxk0KO4NvjJBeLPEOf7VTJ06lWLFilG+fPks54eXceCAGd98UwoXl8fMmXON+/e13L//BjuaA0mSUKvVWFlZ4eHh8Vqv4V0yMTHBwsKC9evXc+fOHcaMGUNiYiJz5syhcePGREdH53pf4tgXPmWSJFEqF0OY33qNzkOHDjFnzhxmzZpFtWrViI6OZuzYscycOZPRo0dnu83w4cMZOHCg/n5GgLBs2bJiZOF7otFoiIqK0o+wepd27tzJ6NGjuXr1Kt7e3jRv3pzo6GiioqKIiooiJCSEu3fv6ttbWVlhb2+Pg4MDDg4OWFtbExoayuHDh7lw4QKyLFOsWDHc3d2xtLRElmUiIyOZPHkynp6e2Y5CEN4tWZZz/Fu/du0aCxcuxNfXl5SUFLp06cLgwYOzTDXTaCAqSuLMGYlz5xScPav7eeeObr8WFjKNGmn5/vs0PD21/05HNgGKPbWP93fcC8L7JI59Ia8rV64ciYmJOGaTPHD06NG4uLjQq1cvtFpttsd6vXr1WLNmDR4eHvpKyRmGDx/OqlWriIqKol27dln27+gIDx6o+f77ojRqVJD27UWFZOHDIs7xry4uLo7du3czceLE51blzY5WC2FhEgcPKjh4UMG2bQq8vLQsX26AsXHZt9TjrJKTkwGYNGkSrq6u7+x534QmTZqwbds2fH19cXZ2JiAg4KWmHYtjXxB0M/NyM7rwpYKFlpaWKJVK7ty5k+nxO3fuZJrW97QpU6bQpUsXevbsCUClSpV48uQJw4cPZ+TIkdmWZTcyMspUeU6WZRITE1EqlSJY+J4plcp3emLdsWMHnTt3plGjRqxduzbH3EMJCQlERUURGRlJZGQkUVFRXLp0ib/++ouEhAQcHBxwd3dn6NChuLnV48mT0pw/L3H2rPRvEElCo7lP48aX6NdPQblyCgoUADMzMDUFU1MZU9P/7qveepj905Oens6+fftYv34927Zto0KFCkyYMAEPDw8AQkJCmDdvHlu3bsXCwoJBgwbRv39/ihcvTlISnD6tCwyePQtnzkicPy+RnKw7X9jayjg7y/Trp8XFRcbVVcbWNqNqsQQ8/5h+18e9IHwoxLEv5FX29vZcvXo1y/F77tw59u7di6+vLyqVSn+x/Oyx3rFjR+Lj47Mt3ufs7EyNGjXw9fWlY8eO2T7/N9/AuXNa+vY1wNFRjZPTG3xxgvCGiHP8y/vjjz8wMDDgyy+/fOHvTqOBc+fg4EEFwcEShw9L3LsnYWCgK5I3aZKWkSO17/w9qFq1Kvv27cPd3T3bz+IfspYtW7Jx40aGDBnC1KlT9bkLX5Y49oVPmSzLbz5YaGhoiKurK0FBQbRq1QoArVZLcHAwX375ZbbbJCcnZzkJZfxhiinFwvMcPnyYbt264eXlxZo1a1A9J0JnYWGBm5sbbm5uPH4MN27AzZsSN25AdLSa27cNiYmBGTMkoqJAq5VQKGQcHcHFRcbLS8vVq6n8738PWbw4mcePn5+V3MREpnBhqFVLpkEDmfr1tTg6ZgSfPk0PHjwgNjaW8uXL6//mIyIimD9/PufPn2fy5Mk0bNgw0zZarZbDhw+zbt06Nm3axN27dylXrhz9+/cnKCgILy8vateujVqt5sSJE5QrV46pU5fg6OhNeLgxY8fqAoSXL+veU6VSpnx5cHWV6dRJFxh0cZF5ZlCIIAiC8JGzt7fnyJEjWR6fO3cutra2dOrU6bnbt2nT5rnVNPv06cOAAQO4ceMGJUuWzLJekmDpUg0NGqjo3FnFkSNq8b9IEPK4ixcvsmTJEnr16pVj/nRZhjVrJNavV3D4sMTDhxJGRjI1a8r076+lfn3d7WfSab9TkiRRr16999eB19CjRw/c3d0pU6bM++6KIHz0Xnp81MCBAxk4cCBVqlShatWqLFq0iCdPnuirI/fv359ixYrxww8/ALq8Lr/99hvOzs64ublx9epVpk6diqenp4jmC3oZ0W2NRoNWqyU8PJz27dtTs2ZNVqxYkW2gMDQUdu1SEBMDMTESN25IxMRAQkLmiJ21tRIbG5kSJaBZMy3Dh8u4uEClSjJPFcIFilC69Fm++641ixb9jqVlKVJTjUhJMSQ11ZCUFENSUgxITjYgOVnFkycWnDljyrBhCtRqJUWLytSrJ1O/vm7kWoUK8idTCVGtVuPl5cWJEyewtLSkbt26qNVqduzYgbW1NSVLlqRZs2YMHDiQKVOmEBERwbp16/D39ycmJoaSJUvSs2dPunbtiqurK5IkodXKrFhxiDlzAklJccTNrSmxsUUZO1b3/ubPrxst2KiRlmHD/ntPjY3f8y9DEARBeO8cHBy4efMmSUlJ+iJXN27cYN26dUybNi3bXIMvo3PnzowcORI/Pz/Gjx+fbZv8+WHDBjW1a6vo0UPJtm0aMTNBEPKgY8eOMX36dLZv346trS3Dhg3Ltl1SEnz9tZKVKxU0aKBl2DBdcLB6dXF9+qZIkiQChYLwjrz0JUuHDh24e/cuU6dOJT4+HicnJzZs2KCfhhwTE5NpJOGoUaOQJIkpU6YQGxuLpaUlnp6eTJgw4c29CuGDc+vWLf78808iIiKIiIggJiZGPzdeq9VmCgzmNATW1dWVjRs3YvzMf9eTJyV++knB338rKFhQplQpKFFCpl49LSVKgI2NTMmSusdsbOBlRqePGDGCgIAABgz46oVtlUolW7dupU6dZhw9KhEUJHHwoMSIEQrUal1Ay8ZGpmLFpxeoUEHGzCz3fcoL5s+fz8mTJ1m8eDE3btwgODiYJ0+esHTpUry9vTEwMOC3335j/PjxLFu2jOTkZIoUKUKnTp3o2rUrVavWIjxcl1dwxYr/pocnJjYGGmNtLWNpKdO48X+jBR0cEFUmBUEQhGzZ29sDcPXqVX0u4gULFmBqakqfPn1ee/+mpqZ07tyZ5cuXM27cuByn8tnZwerVGlq2VDJ+vILp00X+QkHIC2RZJiAggBkzZhAUFISjoyN//PEH3t7e2U59jYyErl1VXL0Ky5er6d5dzKATBCFvk+Q8MBc4I2ehiYmJyFn4nmg0GiIiInB0dHzhiFBZlvHw8CA0NBQXFxccHR2xtbXFwMBAnx9CoVBk+plxO+O+SqWiWbNmmYb4nzihCxLu3KmgXDmZb7/V0LWrzJseoKrRaIiNjdUHNLNbtFotkyZN4ujRoxw6dEifQH3evHmMGTMBE5OqODl5U6xYEzQaR0XejEAAACAASURBVMLDlVy5ArKsO35LltSNPHw2iGhq+mZfy7sQERGBm5sbAwYMYMaMGc9te/nyZf74w59ixZqjUFTj/HkVZ89KhIVBerqEJOmCgBl5BTMCg9bW7+jFPONljntB+JiIY1/I6+Lj4ylZsiSdO3dmwYIF+tEogwYNYvLkyfp2r3OsHz16lAYNGrBnz54saTaetWCBgpEjlSKIIHwQPrVzfHp6eq5HE2s0GjZv3szMmTMJDQ2lWrVqjBkzhrZt2+b4pUBIiESbNkqKFIF169SIWokfrk/t2BeE7KjVatLS0jAzM3tufE1MhhDeuL///pvg4GC2bduGp6fna+/v2DFdkHD3bgXly8v4+anp3PnNBwkzKJVKSpQo8cJ2K1asoF69enTo0IFDhw4xffp05syZw7Bhw7CwsGDLlmVs3TqUWrVqERjoj5lZUcLDdVXQwsIkLl2S+OsvBfPn/xdENDGJx9T0Bt27u1CpElSvrgskvg/p6en6IG5ONBoN/fr1o2TJkkycODHbNpGR4O+v+Lf4SEWio3XtjIxkKleWqVZN5osvdEFBJyeZAgXewosRBEEQPilWVlYsXbqUESNG4OLiQp06dUhPT2fQoEFv7Dlq1apF4cKFCQwMfGGw8OuvtZw5I9G/v5Ly5dVUrfrGuiEIwnNoNBqqVKmCi4sLfn5+OQaI0tLSWLVqFbNmzSIyMpLGjRuzc+dOGjdu/NwP04GBEh06KHF1ldmyRfPJpCASBOHjJ4KFwhulVqv59ttvadiwIc2bN3+tfR09qgsS7t2roEIFmZUr1XTs+PaChC/L3NycTZs24e7ujpOTE/Hx8cyePZvBgwcD8O233xISEkKXLl1wd3dn48aNVKniQrlyj7G2DsHI6DBPnhzm1q1zJCfbYmhYFUvLRsTEmLFqVVnu3tUNM1y0SEOfPu92FMLp06dp3rw5iYmJmJqaYmZmhpmZGebm5pibm2Nqaoq5uTkPHjzgyJEj7Nu3T58TKsPx4xKzZyvYskXCzAyqVpVp2/a/acTly4uq0sL/2bvv+Brv/o/jr+ucRIwgSBAjdlOpESOiEqNWjehQlEZL3S2KqnlXddEqxY1SVa22apQWpSNWddiiRtGaScjCTWITxDnn+v2RO/k1zZAQIvJ+Ph55RK7xvb4nuSRX3vl+vx8RkTvnueeeo1WrVgwaNIjly5fzr3/9i7I5OFTdMAwCAgLYsmVLFo6Fjz6yc+CAlX/9y4ndu235uiiayN2ybt06jhw5QlhYGK6ursyePTtV+Hf58mU+//xzPvjgA44fP87jjz/Ol19+iZ+f303bXrnSoHt3K82amSxdas/VoiUiIjlNv6pLjlqwYAEHDx7kiy++yPaU8bNnk0YRJq//t22bBR8fk6++SgoJ78X16apXr87ixYvp3bs38+bNo0ePHqn2N27cmK1bt9K5c2datGhBzZo1+eOPP7Db7ZQsWZImTZrw9tsjCQwMpF69ejg7O9OjRw+2bx/A8eP7effdIvTv78SNG3b69bs76xxdunSJnj17UqVKFfr168eFCxe4ePFiytuFCxeIj4/n6NGjXLhwgbFjx6ZUVHM4YM2apJBw0yYL1aubzJplJzhYCzuLiMjdV758eZYvX86mTZvw9fXN8fYDAwN58803uX79Oi4uLpkeW7AgjB3rICjIiZ07Dfz8NB1Z5E6bO3cutWrVYtiwYfTp04fixYszbtw4tmzZwqpVq1iwYAEXL16kR48ejBgxgpo1a2ap3SVLDHr3ttKxo8nChXZu8t9fRCTPUVgoOSYhIYGxY8fSrVs3GjRokOmxDgccOpS0xkdoqIVt2wwOH04KF0uXNvH3N1m82MaTT96bIeHftWzZkqioqAzD0QoVKvDbb78xevRozp8/z/PPP0+TJk2oWbNmulN83333XerUqcOXX37EBx+MwNkZXn7ZyvXrMHjwnQ0MTdNk0KBB/Pe//+X333+nevXqWTovMRG+/tpg6lQrBw4YNGrkYMkSG5063TsjQUVEJH8yDINmzZrdkbYDAwO5du0au3btokmTJjc9vlUrkwoVTObNU1gokpOOHDnC008/zcyZMwkICAAgLi6OkJAQJkyYQM+ePbl48SJDhgzh008/JSEhgXLlyhEcHMzgwYOpVKlSlq81d27SkgLPPGMyZ46qnIvI/Unf2iTHzJgxg7i4ON555500+y5dSipQsm2bQWiowfbtBufPG1gsJrVrQ4sWDkaNMnn4YZMqVchzU3NuNoqySJEiTJ8+PUttVa9enRdffJFJkybRp08fJk8uibMzjBhhZcUKg1dfdfDooyaGkbS+Svv27TEMA39/fxo3bkzjxo3x8PC4pdexYMECFi9ezLx5824aFDoccPo0LF5sYcYMC8ePG3To4GDmTDsBAWae+xqKiIhkV926dXF1dWXz5s1ZCgutVggOdjB7toXJkx0UKnQXOilyn3M4HLz00kvs37+ffv36sWvXLlxcXFi0aBEAzzzzDAADBgzAzc2NqKgo2rVrh6+vb7ZmQiUkwCefWHj1VSt9+9qZMcNxzw9qEBG5VQoLJUfExcUxefJk+vfvT9WqVVO2nz8Po0db+OILCw6HgZubSePGJkOGOGjc2MTPL29WAL7TRo8ezYIFC5g0aRLvv/8+48c7CAgwef99C4895kStWiZubiZhYTc4dWoFzs4F2Lw5AYfjKnCJAgUu4upagOLFC1KypCslSxahdm0YNcrB3wpMp3L48GEGDx5Mr1696NGjB5GRcOyYwYkTcOKEwcmTcPx40vvkj2/cMHB2NnnmGZOhQ225VoxFREQkNzg5OdG4ceMsrVuY7LnnHEycaOX77w26d9foQrmzTNPM9tJAec1nn33Gpk2b+OCDDxgxYgSTJk3ijTfeYO7cuTz22GO4u7unHJscHN7M2bOwZ4+R6u3IEXA4DIYNszNhgkN/GBeR+5rCQskREyZMwDAMXnvtNQBME5YvNxg61MqVKzB+vIP27R14e6O/wGVBmTJlGDp0KJMmTWLEiBG4u7sTFGTSsaOd335z8PnnFqxWB3/+uRwfH2eCg5/h+vVCnD59kaiokxw/HseJE2eJjLzMsWNOWK2urF//KAsXFmD8eDs9e6ae3n3t2jWCg4MpX74i7drNpG1bK+vX//8Bbm4mnp5QvrxJjRrQrJmD8uXB09OkUSOTcuVy4ZMkIiJyDwgMDGTatGnY7fYMK63+XY0aEBDgYP58C9272+9CDyW/mjdvHhMmTGDLli2UKlUqt7tzR8TExPDaa6/xwgsvMGDAAE6ePMnEiROpUqUKBw4cYOLEiZmeb5oQG5s6GNy71yA6OikJLFzYpE4dkxYtHAwZYtKggUndunfjlYmI5C7DNM17/k+apmly8eJFChUqdF/+Zey7777j6NGjDBs2LNX2rVu38vbbb+Pk5ESRIkUoV64ckyZNomAOVopYunQpffr0wdXVlRIlSuDh4UGDBg1o3LgxDz/8MBUrVgTAbrdz+PBhvL290zwIR0REUKdOHd566y1effVVIiJg+HArq1ZZ6NTJwfTpdipUyLEu5xtxcXFUqlSJKVOm8NJLL6XZv3jxYnr16sX27dupV69eum1cvXqV3bt3s2jRIj77bDUdOx4gJKQolSsnjei0WsFqNYmJiSYu7iTlytXj+PGC+Pk5ePllBw0bJoWERYrc6Vd7b8rsvhe5n+nel/wiJ+71jRs30rp1a37//fcsF1FJXvMsPNzG/x61RHJc586dCQkJoUuXLnz11Vcpv0fdqe/x+/btY+jQoVy/fh273Y7D4cBut6f6t8ORtP72rFmzaNGixW1dzzRNnnzySfbs2cPevXspXrw4V69epUGDBhw9epTy5ctz5MiRdF/jn3/C1KlW1qwxOHMm6fNSqpSJr69J3bpJ7319k/5Irh+D9w8934iAzWYjMTGRYsWKZZqvaWThPWDfvn2MGzeOSpUq8dRTTwEQHR1Nly5d8PT05IEHHuD8+fPMnj2boKAg2rZtmyPXvXHjBm+++SZ+fn48+uijnDt3jhMnTrB69WpmzpwJJFURbNy4Mf7+/nh6elKlShUK/WOBnbfeeovSpUvzwgsv8847FiZPtlC6NHzzjY0nntDadbfKw8ODtm3bsnDhwjRhocPh4P3336ddu3YZBoUAhQoVIiAggLp16/LNN9/w0EPv8cor4/jhBwO7Hex2iIiIYteuX/H3f5i6dZ155hkbDz+sr5uIiEhW+Pn54ezszJYtW7IcFnbpYjJ0KCxcaOG11+5s8TLJn+x2O5s3b6ZRo0YsW7aMTp060aNHjzt6zWnTphEWFka7du2wWq1YLBasVmvKm8ViwWKx8N133zF79uzbDgu//vprVq1axbfffkvx4sWBpGffmTNn0q5dO5599tlUgZBpwpYtBpMnW1i92kLFiib9+jlo0CApGKxQIe+tmy4icqcoLLwHvPnmmxw5coQ+ffpQuXJlfHx86NatG0WKFGHt2rW4u7tjmiZeXl5s2LAhx8LCBQsWcPToUZYsWUKdOnVS7Tt9+jShoaFs27aN7du389Zbb3Ht2jUKFixIgwYN8Pf35+GHH6ZgwYIsXbqUQYPW0KRJMWJjYehQB6+95si3o9FyUnBwMMHBwSl/AUv2ww8/cPDgQWbPnp2ldlxdXXn22WeZO3cub7zxBs2buwBJobSfnx+PPdaUpUufwzD0C4uIiEh2FCpUiIYNG7J582YGDhyYpXOKFoXOnU2++kphodwZ+/bt4/z580yYMIE5c+YwePBgAgMDU2YN5bRz587x7bff8uabbzJy5MhMj/Xw8OCdd97h0qVLFL3Fxcvj4uIYNmwYXbt2pVOnTqn2tWzZkvXr11O/fn0gqSjfypVJIWFoqAUfH5MvvrDx9NMmzs63dHkRkfueVo+7BxiGwZw5c6hduzadO3emV69eHDx4kEWLlhAT484HH1jo3NmJq1d/Z8WKnMl3r1+/zvjx4+nSpUuqoNBmg6tXoWDB0gQGPsaQIRNYsOBXduw4zX/+s4KXX/6IwoX9WbhwP127TqRTp8m4uv7KzJmPUq2aye7dNsaNU1CYU4KCgihWrFhKNTdImnLx/vvv07x5cx5++OEst9W3b19Onz7NihUrgKThx7169cLV1ZVPP/30vpziLyIicjcEBgayZcsWsrO6T5s2Do4cMTh37g52TPKtDRs2ULBgQRo1asT06dNxdXXlxRdfzNY9mh2LFi3CZrPx3HPP3fTYLl26cPXqVUJCQm75esOGDcM0TaZNm5bu/iZNmlCwYEFOnYLAQCtPPeWE1QorVtjYvdtGz54KCkVEMqORhfeIAgUKMX78d3TrNonvvqtC9eqf0KqVB9euGRQsaPLwwyYVKpgcODCeZ5+9zsyZFv432v6WzJ07l5iYGH788Ufsdli71mDOHAurVxs4HOmFRs7AE+m25ep6gzlzbHTurKmrOa1QoUI89dRTLF68mLfffhuLxcLkyZPZvXs369aty1ZbNWvWpEWLFnzyySd0796dcePGERoayi+//ELJkiXv0CsQERG5/wUGBjJ58mTCw8OpUaNGls6pXTsptPnrL4OmTe/5JcQlj9mwYQMPP/wwLi4uuLi4MGXKFLp3787hw4ezfI9mlWmafP755wQFBVGmTJmbHl+pUiUaN27M0qVLb2lqdEhICN988w1z586ldOnSGR4XFQXt2zuRkAC//mojMFD/z0REskph4T3g9dctzJpl4coVT2Aanp4XadjQlX79kgpMNGxo4uICBw9epG7dZ/nxxy/YssWJxo1N3N1N3N3B3T1pUd6/v3d3h/RqoVy7do3333+fxx7rz/LlDzF3roXoaANfX5NJkxy4uyf9pc3JKenN2RksFgcnT0ZTpUpFXFysODubWK1J+6tWhUKF9MP3TunZsydz585l69atJCQk8Oabb/Laa6/RvHnzbLfVr18/evTowYcffsiECRMYM2YMTZo0uQO9FhERyT8efvhhDMNgy5YtWQ5ivL2hQAGTffsUFkrOSl6vcMiQISnb2rRpg8ViydY9mlU7duzgr7/+YsKECVk+p2vXrowaNYrz58/j5uaW5fMuXLjAyy+/TLt27XjmmWcyPO7gQejQwQkXF/jtNxtVqmT5EiIigqoh3xOWLzc4dsygQQOTevXMDEcMJq9b+MQTr3Dt2qvExEBcnMGZMxAfD4mJaT83rq5pA8SwsG38/vtprNYncHGBp582efHFpMV9M/r0qnJU7nE4HHh7e+Pj40NoaCj+/v6sWLHilr4ON27coHr16pw8eZJHHnmEVatW6euZCd33kl/p3pf8Iifv9YYNG+Lr68tnn32W4TEOhwPTNFOu5efnRIMGJrNn22/r2iJ/98cff+Dv78+vv/5KYGBgyvaHH34Yb29vPv/88xz9Ht+vXz9++eUXDh8+nOX2Tpw4QZUqVZgzZ06Wpi4nGzhwIIsXL2bPnj14eXml2measH27wfz5Bl9/baFSJVi1yoanZ7ZejtzH9HwjomrIeUrnziZw88zWMAyaNm3K3r0/sHHjiFT7TBMuX04KDc+cMYiLg507I0lIKITVWpYzZwzi4yE09BQRESXx9KzMqFEOnnnGcVvTmeXOs1gs9OjRg/fff59q1aoxb968W/7h5uzszCuvvMKHH37I3Llz9UNSREQkhwQGBrJ27dpMjxkzZgy7d+9OWautTh2TffvuRu8kP1m/fj0FCxbEz88v1fbAwEC+++67HL3WxYsXWbJkCcOHD8/0uTI+HnbsMNi+3WDPHgN394pUqTKd2bMP8fTT4OJy82tt2LCBOXPmMGPGjFRBYUwMfPWVhfnzLYSHG3h5mbz8soMhQxyUKJETr1JEJP9RgZM8pnnz5uzcuZPLly+n2m4YSZX1qlSB4sWP8PnnT/HuuzWYNs2LK1de4f33z9K9+xKOHi3PgAEziYz04KWXFBTmFX369KFp06YsWbKEErf51DNs2DCOHDlCuXLlcqh3IiIiEhgYSEREBCdOnMjwmN27d7Nr166Uj+vUMdm/38CugYWSgzZs2ECTJk1w+UcCFxgYSFRUFFFRUTl2rUWLFnH16lV69+6dsi0xEXbuNJg1y0KvXlZ8fJwoV86Zxx93Ys4cC3Y7/PUXREe/xM6dk/H3hyNHMr9OQkICL730EgEBAfTt25eEBFi82KBDByvVqzsxYYIFf3+TtWttHDliY+xYBYUiIrdDYWEe06xZM2w2G9u2bUuz79y5c4wcORJfX1/++OMP5s2bx4QJE5g3bx4PPfQQzz33HN26dWPq1Kn35XTu+1nlypX55ZdfqF27do6056zybyIiIjkqebrn5s2bMzwmMjKSM2fOcOnSJSCpyMnVqwbh4Xeli3IHJSYm5sp1r1y5wiuvvMKQIUO4cuVKynqFzZo1S3NsQEAAAFu3bs2RayckJDBhwgS6du1KhQoV2LDBoEULK6VKOdGkiRMjR1oID4d27RzMm2fj0KEbxMba+PFHO6GhdsLDT2GxNCU+/jKNGzuxZEnGv5+88847REfH0L//PAYOdMbLy4levZy4dg0++cROTIyNuXPtPPKIiUW/4YqI3DZNQ85jHnzwQUqXLs3GjRtp06YNkLQO3aeffsq7777L9evXeeONNxgyZAiFChUCoFu3brz22msAfPbZZ1j0E1REREQkR5UtW5bq1auzZcsWunXrlma/w+FIGdF17Ngx6tSpk1IRed8+A2/ve34ZccmAw+Ggdu3a1K1bl/nz51MwvQqDd8C+ffsIDg4mJiYGgHXr1jF06FAuXryYbiE8d3d3fHx82Lx5M/Xr18/WtSIiIrBarVSuXDll24wZM4iPj2fs2LF8+qmFIUMs+PmZvPeeA39/k7p1zXSLLSYrV640LVsW5Nq1YMqVC6FnTyemTnVQtix4eCStue7hAefOHWHatEKULHmcZ58thZeXyaBBDnr2dFC9erZehoiIZJHCwjwmed3CjRs3Ypomq1ev5tVXX+XIkSP07t2bMWPG4PmPVXzLly/P/Pnzc6nHIiIiIvlDQEBAhiML//vf/3L9+nUgaYRhnTp18PAAT0+TP/806NpVYWFetX//fo4dO0ZkZCRBQUF8++23FL+Da/2YpsmcOXMYPnw4NWrUYNu2bVgsFnr16sWAAQMoVKgQDRs2THXOpUsQGmrg79+GzZtXM3jw4Cxf7/Tp0zRv3hy73c7PP//MQw89RHx8PP/5z3944YWXmD69Oh9/bGXgQDuTJztwysZvmF27dqV///4cOxZLu3bl2LjRQlwcHDoE8fEGx48ncu1aTSyWN2jb1onevW00b67RgyIid5rCwjyoefPmDBs2jI4dO/Lzzz/TokULFixYgK+vb253TURERCTfatq0KfPnz+fcuXNp1hiOjIxM+fexY8dS/p1U5ETLw+RlmzdvxtnZme+//54ePXrQunVrQkJCKFOmTI5f6/z58/Tv35/ly5fTr18/Jk2alDKbaOPGjUyYMAHDMFKtV7hnDzzzjBPh4QbOzlO4caMZixc74+9voUABAycnUt6s1uT3Zsr7wYPfxmarQOnSJWnb9jm++24ZU6f+xNWrU/jmm+e5eNHCRx/ZefFFR7Zfz+OPP86gQYNYsWI5AwcOpGfPpAU8Y2Nj6d27N0ePbmL48FGMHv06RYuqMJ+IyN2isDAPatGiBTabjcjISL799luCgoK0BqGIiIhILgsICMA0TbZu3UrHjh1T7UsOCL28vFIFh7VqmSxdqmFSednGjRvx8/OjdevW/PrrrwQFBdGiRQtWrlxJ1apVc+w627dvp2fPnpw/f56vv/6azp07p9pfoEAB3n777ZSPTRPmzLEwfLiFBx+EX3+18fPPFxg/vgITJ/pk48qfAXD2bNJHSUsfPkDx4ufp3Rt69rRRq9atvaaSJUvSpk0bli5dysCBA//Xb5NnnnmGmJgY1q1bl+76iyIicmfpySQPevDBB9m1axd79uyhU6dOCgpFRERE7gFVq1bF09Mz3anIkZGRuLu7U6tWrTQjC6OjDc6du5s9laxyOBzs3bs3w/2mabJ58+aUAje1a9dmw4YNGIZBixYtMj03O334z3/+wyOPPELZsmXZsWNHmqAwPePGWRg0yMrzzzvYtMlGYKDJmDHFqFKlO0899QJHj17j6NEbHDlygwMHbrBv3w12777B77/fYNs2GwsWhFOgQCuCgqawerWNkBAbn39+itKl+1KyZHuOHYP333fcclCYrGvXrmzdujVl7cXvvvuO0NBQPv/8cwWFIiK5RCML86icqoorIiIiIjnDMAwCAgLYsmVLmn2RkZFUrlyZypUrs379+pTtyUVO/vrLoGlTrVt4r/nuu+/o3r07f/75J97e3mn2h4WFcerUKZo2bZqyLflr3KlTJ1q1asWKFStS7c+OU6dO0adPH9atW8eIESMYO3Yszs7ONz1vwwaDceMsvPWWnTfeSD09ODAwkN9/34ynZ9K04ytXrhAREUFERATh4eEp/963bx+VKrmzYMG/KFIk+d4sSceO73L58mVcXYvc0mv6p06dOuHi4sKyZcsYNGgQr7/+Om3btqVly5Y50r6IiGSfwkIRERERkRzStGlTRowYQUJCAoULF07ZHhUVReXKlalSpQpffvklpmliGAbe3lCgQNK6hQoL7z3Jo0RDQkLSDQs3b96MxWKhSZMmqbaXLl2adevW0bVrVzp06MBXX33FY489lq1rnzt3Dn9/f2w2GytXrqRNmzZZOu/MGejd20qzZiavvZZ2HcHAwEAWLlxImzZtiIiI4OTJkyn7ihUrRvXq1alWrRr9+vWjd+/eFCmSOhQsWbIkJUuWzNZryUyxYsVo164dS5YsoXDhwkRERLB48eIca19ERLJPYaGIiIiISA4JCAjgxo0b/P7777Ro0SJle2RkJA0aNKBy5cokJCRw+vRpypQpg7Mz1KwJf/6pZWXuRaGhoQCsXLmS4cOHp9m/ceNG6tWrR9GiRdPsK1asGD/88AO9evWiW7duzJ49m969e2f52rNnz+bMmTPs378fLy+vLJ1jmvDii1auXYMvv7RjTacmSLt27fD396dcuXI0a9aMatWqUaNGDapVq4a7u3uuLHHUrVs3goODiYiIIDg4mLp16971PoiIyP9TWCgiIiIikkNq1aqFm5sbmzdvTgkLbTYbMTExVKlShcqVKwNJ4WFytdykisi51GHJ0NWrV9mzZw++vr5s3bqVM2fOUKpUqVTHbN68OdP1A11cXPjqq68YPHgwffv25fLlywwaNOim105ISGDmzJn07t07y0Hh9evw9tsWQkIsLF9uo3z59I8rXbo0s2fPxtvbG2t6aWIu6NChA4ULF+bq1auMGTMmt7sjIpLvqcCJiIiIiEgOSZ6S+vd1C2NiYrDb7SnTkIE0RU727ze4evWud1cysXv3bmw2G2PHjsXhcLB69epU+6OiooiOjk4pbpIRq9WaEvyNHz8e07z5dPN58+Zx5swZhg4dmqW+btxo0KCBEzNmWHjvPTtBQXlrSnuRIkX497//zfjx47McjoqIyJ2jsFBEREREJAcFBAQQGhrKjRs3gKRRhJBU+KJYsWKULFkyZRtAhw4OHI6kUWFy7wgNDaVIkSK0adOGhg0bsnLlylT7N23aBHDTsBCSit888cQTxMfHExUVlemxNpuNadOm0bVrV6pWrZrJcbB6tUG3blZat3aiVCmTHTtsjByZdp3CvGD06NG8/PLLud0NERFBYaGIiIiISI5q2rQpV65cYc+ePUBSWGgYBpUqVQKSQsO/h4U1asA77ziYPt3Cpk1au/BeERoaSsOGDXFycqJjx4789NNPJCYmpuzftGkTtWrVynKxj4YNGwKwY8eOTI9bunQpkZGRjBgxIt39f/4Jr75qoWpVJx5/3ImwMIPZs2389pudhx7K4osTERHJhMJCEREREZEcVL9+fQoViDnGogAAIABJREFUKpRSSffYsWOUK1cOFxcXAKpUqZJqGjLA4MEOmjQxeeEFK5cu3fUuyz+YpkloaCj+/v4AdOzYkUuXLqWMJoSksLBp06ZZbrN06dJUrlyZnTt3ptpus9nYsGEDv/zyC+vXr2fSpEm0a9cuVZGP+HiYOdOCv78TDRo4s2CBhS5dHGzffoPdu2306WNi0W92IiKSQ/QjRUREREQkBxUoUIBGjRqlhIVRUVEphU0g7chCAKsVPvvMzunTMGqUHtFzW2RkJKdOnaJx48YA1K1bl4oVKxISEkJCQgIvvfQS4eHhtGnTJlvtNmjQIM3Iwq+//po2bdrQvn172rZty/79+/n3v/9NYiJ8/71Bly5WvLyc+Pe/LVSsaLJ0qY3ISBtTpzqoVw9yoXixiIjc5/QkIiIiIiKSwwICAti6dSsOh4PIyMhUYWGVKlWIjo7GZrOlOqdaNZg40cGcOVY2b1YClFNef/113n77bQ4dOpTlc0JDQwFSRhYahkHHjh1ZsWIFAQEBLFq0iE8++YSOHTtmqy9+fn4phVOShYSE0KBBA44cOcKBAwf54YdYvv22GZUrO9G1qxMxMQaTJjmIirKxbJmdxx83KVAgW5cVERHJFoWFIiIiIiI5rGnTppw5c4aDBw+mCQsrV66M3W4nNjY2zXkvvOCgXj2TUaMsZKFortzErl27mDx5MtOmTaNOnTr4+/szbdo0jh8/nul527dvp3r16nh4eKRsCwoK4sSJE9jtdrZs2cLzzz+PkYVhfZcvJ1UrnjLFQmzskyQk2Dl48CAAiYmJrFu3jubNu7N8eVW6dvXmscfKs2yZheeec7B79w22b7cxaJCDv3VFRETkjnLK7Q6IiIiIiNxv/P39sVqt/PLLL5w8eZIqVaqk7EsODo8dO5YqRASwWGDiRDtt2zrx7bcOunRRYng7PvroIypVqsSePXv46aef+Prrr3nrrbcYNWoUzZs3p0ePHjz55JO4ubmlOu/v6xUma9OmDUuXLqV169YUKVIk3evZ7bB/P+zYYbBjh4Xffzc4cAAcDoPChU0SE2sAh5k1K5ypU2HixDAuXVrMBx90wNkZOnUyGT/eTps2Jk76TU1ERHKJRhaKiIiIiOQwV1dX6tWrx6JFiwBSKiEn/9swjDTrFiZr0cKkfXsHb75p5W/FdyWbTp06xZIlS3jppZcoUqQITz75JN988w0xMTF8+umnWCwW+vfvT4UKFejatSvffvst165dIyEhgX379qWsV5jMMAwef/zxdIPCmTMttGplxd3diYYNnRk40MqOHQaNGpnMmmVn584bxMfb2LPHRtGi4Xz+eSvc3Z0YP94XZ+eyTJ9uJzraxqJFdtq3V1AoIiK5S2GhiIiIiMgdEBgYyO7duwFSjSB0cXGhfPnyaSoi/91779k5dgw+/VSP67fqs88+w8nJieeffz7Vdjc3N3r16sWaNWs4duwY7733HrGxsfTo0YMKFSrw9NNPY7PZ0oSFGVm50mDYMCtFi8Ibbzj45Rcb8fE2du2yMXu2nT59TOrUAScneOABeOqphVSr9i/GjHHg5dWW5577mH79TEqUuBOfBRERkezT04eIiIiIyB0QEBAAgJOTExUqVEi1L72KyH9Xqxb06mXy3nsWLly4k728PyUmJvLpp58SHBxMiUxSuHLlyvHKK6+wbds2/vzzTwYPHkxERASenp7UqlXrpte5cgVeecVK27YOVqywM3y4g6ZNTVxdMz7Hz8+PyMh5PProHqKj19GhQ4dbeYkiIiJ3zC2FhXPmzKFOnTqULVuW1q1bs2vXrgyPDQoKokSJEmneunXrdsudFhERERG51yWHhV5eXlit1lT7bhYWArz1lp2EBJg0SX/fz64VK1Zw8uRJXnrppSyf4+3tzVtvvcX+/fuJiIhI8zVLz7vvWjh9GmbMsJOFWicANGzYELvdzvjx43FxcaFly5ZZ7qOIiMjdkO0nj+XLl/PGG2/w6quvsn79emrVqsVTTz1FXFxcuscvWLCAQ4cOpbxt3boVq9XKE088cdudFxERERG5V7m7u1OzZs00RUwga2Fh+fIwZIiDDz+0EBNzZ/p4v/roo4945JFHsjQ68J8Mw8ApC4sG7t0L06dbeP11B1WrZr39WrVqUbBgQZYvX06LFi0yLJYiIiKSW7IdFs6aNYvnnnuO4OBgHnzwQaZOnUrhwoVZuHBhuseXKFGCMmXKpLytX7+ewoUL8/jjj99250VERERE7mWTJ09m1KhRabZ7eHhw5swZTDPzasfDhzsoWhTGjLn5KDdJcvLkSUJDQ+nTp88du8a1azBggJUHHoChQx3ZOtfZ2RlfX18A2rdvfye6JyIicluyVWcrMTGRPXv2MHTo0JRtFouF5s2bs2PHjiy1sWDBAjp37pzpX9CuX7/O9evXUz5Ofoiy2+0YWR3fLznKbrenei+SH+i+l/xK977kF3fjXm/VqlW61yhatCg3btzg8uXLFC5cOMPzixSB11+HoUOdGDTIQZ06mYeLQsoSSX5+fnfka3vhAnTtWoA//zRYvToRq9Uku5dp0KABoaGhPProo3f9e62+x0t+pXtfJOv3f7bCwjNnzmC32/Hw8Ei13cPDg7CwsJuev2vXLg4ePMiHH36Y6XHTpk1j4sSJKR+7urry119/ERYWdtO/vsqdFR4enttdELnrdN9LfqV7X/KL3LjXr1y5AsDOnTspU6ZMpscGBICXlzdDhtzg44+P3o3u5Wnr1q2jePHiXL16lcOHD+do23FxTgwcWJWTJx18/PExSpRI4FYu0bx5c+x2O9evX8/xPmaVvsdLfqV7X/IzwzCoVKnSTY/LVlh4uxYsWICPjw8NGjTI9LihQ4cyYMCAlI+TA8IaNWpoZGEusdvthIeHU7169Swt9ixyP9B9L/mV7n3JL3LzXj979iyQtK6ht7f3TY+fONFC9+5FiYmpSevW2Zv2mt/ExMTQoEEDHnzwwRxtNyLC4MUXnbl+3eC33xJ56KGKt9yWt7c3nTp1ysHeZZ2+x0t+pXtfBGw2W5ZGF2YrLCxVqhRWqzVNMZO4uDhKly6d6blXrlxh+fLljB49+qbXcXFxwcXFJeVj0zS5ePEiVqtVYWEus1qt+sYq+Y7ue8mvdO9LfpEb93qpUqUAUp5xb+bJJ6FJEwevv+5MmzY2LCqQnKG9e/fy9NNP5+jX9I8/oFMnJ9zcYN06G5Uq5f0vgL7HS36le1/yM9M0sxQWZuunXIECBfD19WXDhg0p2xwOBxs3bsTPzy/Tc7///nsSExPp1q1bdi4pIiIiInLfcXNzA+D8+fNZOt4w4P33HezbZ/DVV/rjeUbi4uKIiYmhXr16Odbmb78ZtG7thJeXyfr1NrIwe0tERCRPy/afxAYMGMD8+fNZvHgxhw8fZtiwYVy5coXg4GAA+vfvz9ixY9Oct2DBAjp06EDJkiVvv9ciIiIiInlYiRIlADh37lyWz2nc2OTJJx2MGWPl6tU71bO87Y8//gDIsbBw506DTp2sNG5s8tNPdtzdc6RZERGRe1q21yzs3Lkz8fHxjB8/ntOnT1O7dm2WLVuWMg05NjYWyz/mRYSFhREaGsry5ctzptciIiIiInlYwYIFcXFx4cKFC2n22e32DKfIjRtnp25dJ2bOtDBypNYu/Kc//viDYsWKUbVq1Rxpb9w4C1WrwooVdgoUyJEmRURE7nm3VOCkb9++9O3bN919ISEhabbVqFEjW381FRERERG535UoUSLNM/KRI0fw8/Nj37596VYrrFED+vZ1MHGiheefd2ik2z/88ccf1KtXL83ghVvx11+wapWFzz6zKSgUEZF8Je+vzCsiIiIikgcVL148zcjCsLAwrl69ys6dOzM87/XXHZgmTJigR/l/Sg4Lc8KUKVYqVDDp3t3MkfZERETyCj1hiIiIiIjkghIlSqQpcHLmzBkADhw4kOF5Hh4wcqSD2bMtRETc0S7mKefOnePYsWP4+vredltRUfDNNwZDhjg0qlBERPIdhYUiIiIiIrnAzc0tzTTk+Ph4IPOwEGDwYAelS8Nbb6W/tmF+tGfPHgDq169/221Nn26haFHo00frQoqISP6jsFBEREREJBe4ubmlmYYcFxcH3DwsLFwYxoyxs3SphR07jDvWx7xk9+7dFClShBo1atxWO/Hx8MUXFgYMcODqmkOdExERyUMUFoqIiIiI5IL0RhYmT0MOCwvjxo0bmZ7fs6dJrVomo0ZZMLWsHn/88Qd169bNsJJ0ZkwTtm0zGDjQgo+PE1YrDByoUYUiIpI/KSwUEREREckF6Y0sjI+Pp3jx4thsNsLCwjI932qFCRPsbNpkISREowtvpbjJsWMwblxSQNi8uRNr11ro39/B77/bVGlaRETyLYWFIiIiIiK5IKM1CwMCAoCbT0UGaNvWpFkzBzNm5M/H+rNnz7J161Y+//xzwsLCshQWXrgAc+catGplxdvbmalTLQQEmPz0k40jR2y8846DatXuQudFRETuUU653QERERERkfyoRIkSXLx4EbvdnjJ1Nj4+niZNmrBz584shYWGAd26mbzyioVz56BEiTvd63vHli1baNmyJaZpYrFY8Pb2pkWLFukea7PBL78YLFxo4fvvDa5fh1atTObOtfHEEyZFitzdvouIiNzL8uefIEVEREREclnx4sUBUk1FPnPmDO7u7vj4+GQpLATo0MGB3W6wZk3+moq8bNkyypcvz65duzh//jx//vknXl5eaY6bNs1C1apOdOrkxN69Bm++6SAiwsaqVXaCgxUUioiI/JPCQhERERGRXFDif8MAz58/D4DNZuPcuXPZDgsrVID69R2EhOSfR3vTNFm1ahUdO3akdu3aFCxYMN3jDh6EV1+10qqVSWjoDfbutTFypIMKFe5yh0VERPKQ/PNEISIiIiJyD3FzcwP+PyxMroRcqlQpfHx8CA8PJzExMUttBQWZrF1rkMXD87wDBw5w7NgxOnbsmOlxH31koWxZk9mz7dSvnzRtW0RERDKnsFBEREREJBf8MyyMj48HSBlZaLPZOHLkSJbaCgpycPGiwaZN+SMNW7VqFYULF85wjUKAs2dh4UILffs6cHG5e30TERHJ6xQWioiIiIjkguSwMLki8j9HFkLWKiID1K0LFSuahITcm2HhxYsXc7S9lStX0qpVqwynHwN88YUFmw369nXk6LVFRETudwoLRURERERyQfHixTEMI6XASfLIQg8PD0qWLEnZsmWzHBYaRtLowpAQC6Z5x7oMwMmTJzl69GiWj9+wYQOenp6sWbMmR64fHx9PaGgoQUFBGR5js8HHH1vo3t2kdOkcuayIiEi+obBQRERERCQXWCwWihUrljKyMD4+HqvVmlIlOTtFTiBp3cKoKIM//7wj3U0xevRonnnmmSwdm5iYyMsvv8yNGzeYNm1ajlx/zZo1OBwO2rVrl+Ex331nEBNjMGiQPUeuKSIikp8oLBQRERERySUlSpRItWZhqVKlsFiSHtFr1qyZrbCwWTOTokXNO14V+ejRo+zdu5eEhISbHjt9+nTCwsIYOXIkv/32G3/99ddtX3/lypU0bNgQT0/PDI/58EMLzZs78PW97cuJiIjkOwoLRURERERySfHixVNVQy5VqlTKPh8fHyIiIrh+/XqW2nJxgbZtTVauvLPrFsbGxmK329m9e3emx0VHR/Pee+8xaNAgxowZQ7ly5fjoo49u69qJiYmsW7eODh06ZHjMzp0G27ZZGDRIaxWKiIjcCoWFIiIiIiK55J8jC93d3VP2+fj4YLfbOXz4cJbbCwpysGOHhZMnc7yrANhsNk6cOAHA77//numxw4cPx83NjTfffBNnZ2f69u3LokWLUgq53IrNmzdz8eJFOnbsmOExH35ooUoVk6CgO7x4o4iIyH1KYaGIiIiISC75+8jC9MJCyHpFZID27U2sVpNVq+7M6MKTJ09it9txcnLKNCxctWoV33//PZMnT6ZYsWIAvPjiizgcDubOnXvL11+5ciXly5fHN4P5xSdOwNKlBgMGOLBab/kyIiIi+ZrCQhERERGRXJLZyMISJUrg6emZrbCwZEkICDD58cc785gfGxsLQMuWLdmxY0e6x1y9epWhQ4fSqlUrunTpkrLdw8ODp59+mo8//hibzZbta5umycqVK+nQoQOGkX4Y+sknFgoWhN69NQVZRETkViksFBERERHJJW5ubinVkP+5ZiFkvyIyQMeOJr/+anDlSo51M0VMTAwAnTt3JiYmhpPpzHeeNGkSx48fZ/r06WlCvUGDBhETE8OaNWuyfe1Dhw5x9OjRDKcgX70Kc+ZY6NXLwf8KSouIiMgtUFgoIiIiIpJL3NzcuHDhApB2ZCHcWlgYFOTg2jWDX37J+anIsbGxuLq60qZNGyDtuoVhYWFMnjyZ4cOH88ADD6Q539fXF3d3d/bt25fta69atYpChQrxyCOPpLv/668NzpyBAQM0qlBEROR2KCwUEREREcklySMLExISSEhISDcsPHr0KNeuXctymzVqgLe3SUhIzj/qx8bGUqFCBSpUqICnp2eqqcimaTJkyBDKly/PqFGjMmyjWrVqREREZPvaK1eupGXLlhQqVCjNPtOEDz+00r69SY0a2W5aRERE/kZhoYiIiIhILnFzcyMxMTFlem96YaHD4eDQoUPZajcoyMHKlQZ2e451FYDo6Gi8vLwwDAM/P79UYeG3337LunXrmDp1arqBXrJbCQvPnDnD1q1bCQoKSnf/4sUGf/1l8MorGlUoIiJyuxQWioiIiIjkEjc3NwDCw8OBtGFhzZo1gexVRAbo1MkkLs5gx46cnYqcPLIQoFGjRuzcuRO73c6lS5cYOXIkjz32WIZrCia7lbBw7dq1OBwO2rdvn2bfiRMwdKiVp5928MgjZrbaFRERkbQUFoqIiIiI5JISJUoApIRn/yxw4ubmRvny5bMdFvr7m7i7m/z4450NCy9dusShQ4cYN24cZ8+eZcqUKTdto1q1apw6dYpLly5l+borV66kfv36lCtXLtV204QBA6wUKAAffJDDwyhFRETyKYWFIiIiIiK5pPj/yvZmNLIQbq3IidUKHTqYrFyZc4/7165d4/Tp01SsWBGABg0aYBgGc+fOZcaMGbz++utUqlTppu1Ur14dIMujC2/cuMFPP/2U7ojFBQsMVq2y8NFHdv6Rs4qIiMgtUlgoIiIiIpJLkkcWhoeHU6hQIYoUKZLmGB8fHw4ePJjttoOCHBw4YHALtUTSFRsbC5ASFhYtWhQfHx9mzJhB9erVGTJkSJbaqVatGpD1sHDLli1cuHAhTVi4ezcMH24lONjBY49p+rGIiEhOUVgoIiIiIpJL/r5mYXqjCuH/KyInJCRkq+3WrU1cXHJudGFyWJg8DRnAz88PgA8//JACBQpkqZ0SJUri5uaW5bBw5cqVlCtXjnr16gFw6RKMGGGhSRMnKleGqVM1/VhERCQnKSwUEREREcklhQoVwsXFhejo6DTrFSbz8fHBNE0OHz6c7v41a9awcePGNNtdXaFlS5OQkJxZtzC5YvPfw8KBAwcyc+ZMWrRocdPz7Xb46CMLZcs6U7DgFMLDsx4Wtm/fHsMw+P57g7p1nfjsMwvjxzvYutXG/wZnioiISA5RWCgiIiIikovc3NxwOBwZjixMroi8f//+dPe/8847TJ48Od19QUEmmzYZnDt3+/2MjY2lVKlSFC5cOGVb3bp16du3703P3bcPmjWzMnSolYYNTf773z789FMQDkfm5x0+fJjw8HAaNepC585WunZ1ok4dk717bQwb5sDZ+XZflYiIiPyTwkIRERERkVyUPBU5o5GFxYoVo2LFihmuWxgVFUVUVFS6+zp0cGC3G6xZc/ujC2NiYlLWK8yqhAQYPdpC48ZOXL5s8NtvNlatstOu3QpOnHiCF16wEhkJ+/fD8OHfMGfO8lTn//jjapyc/s2wYY+ye7fBN9/YWLHCThbqqIiIiMgtcsrtDoiIiIiI5GfJYaGHh0eGx2RUETkhIYG4uDguX76MaZoYRupQsHx5aNDAQUiIhR49bm9tv9jY2FRTkG/m558NBg2ycvw4vPGGgxEjHCQva9ily1nWrAnm668XsXBh8vDAnkACe/eaDBtmcPaswXvvPYHNVo1+/RyMHeugWLHbegkiIiKSBRpZKCIiIiKSi5IrImc0shAyroicPKLw6tWrxMXFpXtuUJDJ2rUGiYm318+sjiyMi4Peva106OBExYomu3bZGD36/4NCgOrVqwNf8/XXh1i1ysaHH+4EfIEJLFpkx8fHiYAAK1euXOTf//6WadMUFIqIiNwtCgtFRERERHJR8eLFATJcsxCSwsJjx46lqYj89+nHGU1FDgpycPGiwaZNtzcVOTY2NtOw0DRh/nyD2rWdWLPGYM4cGz/9ZOeBB9IeW61atf+ds5/WrU2io5fg4XGC9u134eXVjBkz7Dz/fCjgT//+DW+r3yIiIpI9CgtFRERERHJRVkcWmqbJoUOHUm2Pjo5OmXocGRmZ7rl16kDFirdXFfnixYtcuHAhw2nIYWHQrp2VF15w4tFHTfbts9Grl4mRwSVLly6Nq6srERFJFZHXrl1LmzZtGDp0KAcO7KRatZ+5cmU6vr61szX1WURERG6fwkIRERERkVyUlZGFGVVEjoyMxMvLi+LFi2c4stAwkkYX/vijBZvt1voYExMDkGZkYWIiTJhgoX59JyIjDVautDFvnp3SpTNvzzAMqlWrRkREBCdOnGDfvn08+uijNG/enLp16zJlyhTWrl1Lx44db63DIiIicstuKSycM2cOderUoWzZsrRu3Zpdu3ZlevyFCxcYMWIEDz74IGXKlKFhw4b89NNPt9RhEREREZH7SfLIwszCQldXVypVqpSmyEl0dDSVKlWiUqVKGYaFAM8+axIbC2+9dWtjBWJjYwFSjfKLjYWWLa28846FQYMc/PGHjTZtzCy3mRwWrlu3DsMwaNOmDYZh8Morr/Dzzz9z/vx5hYUiIiK5INtPC8uXL+eNN97g1VdfZf369dSqVYunnnoqwwWVExMTefLJJ4mOjubLL79kx44dTJ8+HU9Pz9vuvIiIiIhIXpdcDTmzsBDSL3ISFRWVpbCwYUOT8eMd/Oc/VpYvz/505NjYWCwWC+XKlQNg40aDxo2dOHHCYMMGOxMmOChcOHttVqtWjfDwcNasWYOfn1/K6+/WrRuenp6ULVuW+vXrZ7uvIiIicnucsnvCrFmzeO655wgODgZg6tSp/PTTTyxcuJChQ4emOX7hwoWcO3eOtWvX4uzsDICXl9dtdltERERE5P4QGBhI9+7d8fDwyPS4mjVrsnz58lTboqOjad26NW5ubqxbty7T84cOdbBjh8ELL1ipWdPG/2Y2Z0lMTAyenp44OzuzeLFBnz5WAgNNvvrq5lOOM1K9enViYmI4f/48gwcPTtleoEABZs2axeXLl7FYtGqSiIjI3ZatsDAxMZE9e/akCgUtFgvNmzdnx44d6Z6zevVq/Pz8GDlyJKtWraJUqVJ06dKFIUOGYLVa0z3n+vXrXL9+PeVj00yazmC321MWcJa7y263p3ovkh/ovpf8Sve+5Bf3yr1erVo15s6de9O+1KxZk8jISC5cuICrqyvXrl3j5MmTeHl5cf78eaKiorDZbJk+L8+ebadZswJ07Wpl06ZEihXLWh+jo6MpX74816/bGT3ahY4dHXz11Q2cnOBWP31VqlTBNE0uXrxImzZtUr32du3aAbn/tbkf3Sv3vcjdpntfJOv3f7bCwjNnzmC329P81dPDw4OwsLB0z4mKimLTpk107dqVJUuWcPToUUaMGIHNZuPVV19N95xp06YxceLElI9dXV3566+/CAsLSwkOJXeEh4fndhdE7jrd95Jf6d6X/CKv3OuF/zfPd+3atdSqVStl2rFhGDg7O3P16lVCQ0MpWbJkpu28/34BgoMfoEePa0yZEpVhxeK/27dvH2XLlmX27P9y/HhlpkwJJyLi2m29nuTnejc3N1xdXTl8+PBttSfZk1fue5Gcpntf8jPDMKhUqdJNj8v2NOTscjgcuLu788EHH2C1WvH19eXkyZN8+OGHGYaFQ4cOZcCAASkfJz9I1KhRQyMLc4ndbic8PJzq1atnOCJU5H6j+17yK937kl/ktXs9ubhIQkIC3t7eKUVHAgMDuXDhAgBOTk54e3tn2o63N8yda6drVzd+/LEII0dmPsrgr7/+Yt++fQwfPpw5c7xo0sTB44/f/BeNm6lRowaFChXi0UcfxcfH57bbk6zJa/e9SE7RvS8CNpstS6MLsxUWlipVCqvVmqaYSVxcHKUzWKykTJkyODs7p/rP+MADD3Dq1CkSExMpUKBAmnNcXFxwcXFJ+Th5eoLValVYmMusVqu+sUq+o/te8ivd+5Jf5JV7vVixYlSpUoVDhw5htVqJiYnBMAy8vLy4cuUKkLS2YOPGjW/a1uOPw2uv2RkzxomGDQ1at8549s6sWbMoX7483t5d2bzZwqJFthz5fFmtVqZMmUKjRo3yxOf/fpNX7nuRnKZ7X/Iz0zSzFBZma8XgAgUK4Ovry4YNG1K2ORwONm7ciJ+fX7rn+Pv7c/ToURwOR8q2iIgIypYtm25QKCIiIiIi6atZsyYHDhwAkpb7KV++PAUKFMDNzY1ixYplWhH5n956y0GbNibPPmslMjL9Y+Li4li0aBEvvfQSn37qQvnyJo8/nnPLAr3wwgvUqVMnx9oTERGR25ft8mIDBgxg/vz5LF68mMOHDzNs2DCuXLmSUh25f//+jB07NuX4Pn36cP78eUaNGkV4eDhr165l6tSp/Otf/8q5VyEiIiIikg/4+PikCguT1x1KXoMoO2Gh1Qrz5tkpVgyeftqJq1fTHjNnzhwsFgudO7/A4sUGffs6cHbOkZciIiIi96iaf+i3AAAgAElEQVRsr1nYuXNn4uPjGT9+PKdPn6Z27dosW7YsZRpybGwsFsv/Z5AVKlRg2bJlvP766wQGBuLp6Um/fv0YMmRIzr0KEREREZF8wMfHh+joaC5dukR0dDReXl4p+7IbFgKULAnffGOjWTMnXn7Zypw59pSCJ4mJiXzyyScEBwezbJk7djv861+OzBsUERGRPO+WCpz07duXvn37prsvJCQkzbZGjRqxbt26W7mUiIiIiIj8z0MPPQTAwYMHiYqKomnTpin7KleuzC+//JLtNn194eOP7Tz/vBONGpn07ZsUCC5btoyTJ0tz+PAUPvvMyosv2slgmXIRERG5j9zxasgiIiIiIpIzvL29MQyDvXv3cuLEiZRpyPD/IwtN08x2UcDgYJMdO+wMHWrhxx8N7HbYvr0esIeTJ03mz7fRtWvOrVUoIiIi9y6FhSIiIiIieUThwoWpWrUqa9euxeFwpAoLvby8SEhIID4+Hg8Pj2y3PWlS0nqEUVEGVitcu3aEJ56IZtGiR3HSbw0iIiL5hn7si4iIiIjkITVr1uTXX38FSLVmYeXKlYGkwie3EhYWKACTJydNQbbb7RQu3I127T5WUCgiIpLPZLsasoiIiIiI5B4fHx8uX74MkKbACUBkZORtX+PcuXOYpknJkiVvuy0RERHJWxQWioiIiIjkIT4+PgCULVuWggULpmwvUaIERYsWzXZF5PScOXMGgFKlSt12WyIiIpK3aFKBiIiIiEgekhwW/n29QgDDMFKKnJw6dYoffvgBZ2dnevfune1rnD17FkAjC0VERPIhhYUiIiIiInnIgw8+iMViSRMWQlKAuGDBAj799FMcDgeFChWiV69e2a6OrJGFIiIi+ZfCQhERERGRPKRgwYLUr1+funXrptnXpUsXAB577DEA+vXrx+nTpylTpky2rqGRhSIiIvmXwkIRERERkTxmw4YNWK3WNNuDg4MJDg4GYO/evQAcO3Ys22FhfHw8RYv+X3t3HlZ1te9x/LM3ghOKOOMIpOEI5hAYajmWU5rmlKZXb2bHjjnc43TVtJ4y0zJPmSkO19KO2mMOpd6r6VE7mAOiqRzTnAio4wQqiCiw97p/KLso6wAKW/i9X8/TE+y9f5u19LPWs/2yfmuVkZeX1703FgAAFCoccAIAAAAUMp6enrLb//ijfEBAgKTbxcLcSkxMVMWKFfPUNgAAULhRLAQAAACKoLJly6pChQqKjY3N9bVJSUncggwAgEVRLAQAAACKKH9//zwVCxMTEzncBAAAi6JYCAAAABRR/v7+eboNmZWFAABYF8VCAAAAoIhiZSEAAMgtioUAAABAERUYGKj4+HhlZmbm6jpWFgIAYF0UCwEAAIAiyt/fXw6HQ/Hx8Tm+xhjDykIAACyMYiEAAABQRPn7+0tSrvYtvH79utLT01lZCACARVEsBAAAAIqoWrVqyWaz5WrfwsTERElSxYoV86lVAADgQUaxEAAAACiiihcvrurVq+dqZWFSUpIkcRsyAAAWRbEQAAAAKMICAgLytLKQ25ABALAmioUAAABAEebv75+rlYVZxUJWFgIAYE0UCwEAAIAizN/fP1crC5OSkuTl5aXSpUvnX6MAAMADi2IhAAAAUIT5+/vr4sWLSk1NzdHrExMTVaFCBdlstnxuGQAAeBBRLAQAAACKsMDAQEnK8erCxMRE9isEAMDCKBYCAAAARZi/v7+k3BUL2a8QAADrolgIAAAAFGF+fn4qXrx4jg85SUpKolgIAICFUSwEAAAAijC73a5atWqxshAAAOQIxUIAAACgiAsICMjVykL2LAQAwLooFgIAAABFXEBAACsLAQBAjlAsBAAAAIo4f39/nTt3Tk6n8w9fl56erpSUFIqFAABYGMVCAAAAoIhr1aqVrl+/rnfeeecPX5eUlCRJ3IYMAICFUSwEAAAAirjQ0FBNnDhR06dPV2Rk5O++7vLly5LEykIAACyMYiEAAABgAdOnT9djjz2mQYMG6dKlS3d9TdbKQoqFAABYF8VCAAAAwAKKFSumFStWKCMjQ0OHDr3r/oWJiYmSKBYCAGBlFAsBAAAAi6hWrZqWL1+ur776SnPmzPnN80lJSbLZbCpXrpwbWgcAAB4EFAsBAAAAC+nYsePv7l+YmJgoX19feXh4uKl1AADA3SgWAgAAABbz6quvqlWrVho0aJAuXrzoejwpKYmTkAEAsDiKhQAAAIDFFCtWTJ988slv9i9MTExkv0IAACwuT8XCxYsXKzg4WFWrVlWHDh0UHR39u6/929/+Jl9f32z/Va1aNc8NBgAAAHDvsvYv3L59u2bPni2JYiEAAJCK5faCdevWaerUqZo7d66aNWumhQsXqnfv3oqKilKlSpXuek2ZMmUUFRXl+t5ms+W9xQAAAADui44dO2rSpEmaMWOGwsPDlZiYqIceesjdzQIAAG6U62LhggULNHjwYA0cOFCSNHfuXG3btk0rV67U2LFj73qNzWZTlSpVcvwzbt26pVu3brm+N8ZIkhwOB4VGN3E4HNn+D1gBuYdVkX1YBVm/bcqUKdqzZ48GDhwom82mFi1aWP7PpCgj97Aqsg/kPP+5Khamp6fr22+/zVYUtNvtevzxx7OtHPy11NRUNW7cWE6nUyEhIZo2bZrq16//u69/77339Pbbb7u+9/b2VkxMjE6dOuUqHMI9Tp8+7e4mAAWO3MOqyD6sgqxL06ZNU79+/ZSUlCSn06mTJ0+6u0nIZ+QeVkX2YWU2m021a9f+t6/LVbEwMTFRDofjN7cbV6pUSadOnbrrNXXq1NH8+fPVsGFDJScn64MPPtCTTz6pvXv3qnr16ne9ZuzYsRo5cqTr+6wCYd26dVlZ6CYOh0OnT59WnTp15OHh4e7mAAWC3MOqyD6sgqz/LCgoSJ988om6d++uxo0bKygoyN1NQj4h97Aqsg9ImZmZOVpdmOvbkHPr0Ucf1aOPPprt+9DQUC1fvlxTpky56zXFixdX8eLFXd8bY5ScnCwPDw+KhW7m4eHBxArLIfewKrIPqyDrt3Xq1EkHDx5U3bp1+fOwAHIPqyL7sDJjzP0vFlaoUEEeHh66dOlStscvXbqkypUr5+g9PD09FRwcrLNnz+bmRwMAAADIZ40bN3Z3EwAAgJvZc/NiLy8vNWnSRLt373Y95nQ69fXXX6tFixY5eg+Hw6Hjx4+ratWquWspAAAAAAAAgHyV69uQR44cqZEjR+qRRx5R06ZN9dFHHyk1NdV1OvJLL70kPz8/TZ8+XZI0e/ZsNW/eXIGBgbp27Zref/99xcfH6/nnn7+/PQEAAAAAAABwT3JdLOzVq5cuX76smTNn6uLFi2rcuLHWrl3rug05ISFBdvvPCxavXr2q0aNH6+LFiypXrpxCQkK0detW1atX7/71AgAAAAAAAMA9y9MBJy+++KJefPHFuz63adOmbN/PnDlTM2fOzMuPAQAAAAAAAFCAcrVnIQAAAAAAAICii2IhAAAAAAAAAEkUCwEAAAAAAADckac9CwuaMSbb/1HwjDGy2WwyxvD3AMsg97Aqsg+rIOuwInIPqyL7QPb6ms1m+93X2UwhGCVOp1MpKSnubgYAAAAAAABQqHl5ealkyZK/+3yhKRZm+aPKJ/JPcnKyGjVqpJiYGJUtW9bdzQEKBLmHVZF9WAVZhxWRe1gV2Qduj4PQ0FDt379fPj4+v/u6QnEbst3O1oruZrPZdP36ddlsNgq2sAxyD6si+7AKsg4rIvewKrIP3B4HFy5c+LdjgCocAAAAAAAAAEkUCwEAAAAAAADc4TFjxowZ7m4ECgcPDw+1atVKxYoVirvXgfuC3MOqyD6sgqzDisg9rIrsAzkbB4XigBMAAAAAAAAA+Y/bkAEAAAAAAABIolgIAAAAAAAA4A6KhQAAAAAAAAAkUSwEAAAAAAAAcAfFQgAAAAAAUOhdv37d3U0A3OZ+nl9MsdDiLl68qLi4ONekyuHYAFB0OZ1OSZLD4XBzS4D8d+XKFV28eFHp6emSfs4/UJSdO3dOs2bN0tmzZ93dFKBAxcXFqXfv3poxY4Yk5nxYz9WrV7MVy++1tkOx0MImTpyoli1b6oUXXtATTzyhr7/+Wrdu3XJ3s4ACkZqa6voHJGAFU6ZM0YsvvihJ8vDwcHNrgPxjjNHEiRPVqVMnPffcc+rTp4+uXbsmu93OL0VRZBljNG7cODVr1kznz59XtWrV3N0koEAYYzRmzBg1a9ZMUVFR2rNnj5xOp+x2Sh2wjgkTJqhdu3YaMGCARowYofPnz8tms93TezKCLMjpdGrcuHE6evSo1qxZo3fffVctW7bUK6+8otWrV7u7eUC+mzZtmjp16qSjR4+6uylAvjt69KieeeYZffbZZ1q/fr127NghidWFKJq2bt2qsLAwHT58WLNnz9aQIUN08eJFTZgwQZLu+YMz8CBau3atHnroIR06dEg7duzQvHnzVKJECUncNYSi7cMPP1Tt2rUVExOjXbt2adq0afL09NTFixfd3TSgQFy/fl39+/fX0aNH9cEHH6hfv3764Ycf1K9fPx0/fvye3rvYfWojCgljjBISErRv3z6NGTNGzZs3lyR98MEHaty4sT766CMFBweradOmbm4pcP/9+OOPmjp1qmJjY3X69Gl99tlnqlevnry9vd3dNCDfHDp0SH5+fvrTn/6kzz//XNOmTVP79u3l4eEhYwzFExQpkZGR6tSpk6ZNmyYvLy9JtwvmGRkZbm4ZkH9Wr16tMmXKaPXq1apataqOHz+u8+fPKzAwUJUrV1apUqWY71HknDlzRlu2bNGsWbP03HPPSbp9G2ZMTIzrF6LkHkXdsWPH9MMPPygiIkKNGzdWeHi4OnTooJCQEEVERGjChAl5XmnOykILyMzMdH1ts9mUkpKiM2fOqFmzZq7H09PTVaNGDTmdTi1btswdzQTy3bVr11S1alW9++67+vDDD7V8+XIdPHjQ3c0C8lWXLl308ssvq1OnTnr++ed15coVLViwQBL7+aDoGT16tIYPH+4qFF68eFGHDh1SjRo1dODAATe3DsgfM2bMkN1u19KlSzVkyBANGDBAU6dOVefOnTV69GhJrKpF0VOzZk1t2rTJVSg0xsjHx0f+/v76xz/+IYnco+hLTExUfHy8Gjdu7Hrs8uXL8vX11ddff63IyMg8v7fHjKwdQFEkzZw5U0uWLNG+fftUq1Yt+fj4qGrVqvriiy906NAhhYSEqHz58po2bZquXLmiRo0a6fTp02rZsqXKly/v7uYD94XT6ZTNZpO3t7caNWqkoKAgNWjQQNu2bdORI0fUrl07lS5d2t3NBO7Z3Llz9eWXXyouLk4NGzaUh4eHSpcurcqVK0uSfHx8dP36dS1ZskT/8R//oRIlSrjGB1DY3C3vpUqVko+PjyRpxYoV6tGjh6pVq6aEhAQtXLhQiYmJCgsLk6enp5tbD+TN3XJfuXJlnT17VhEREapfv75mzpypHj16qEmTJnr//fdljNFjjz3GKisUar/OvpeXl2w2m+tzTNbXy5YtU8uWLRUSEkLmUaTcbf5PSUnRrl27dPnyZbVu3VqSNGfOHAUHBys+Pl6pqanq3r17nsaCzbCRRZF0+fJlDRo0SCkpKXr66ae1du1alShRQgMGDNDIkSMVHR2tfv36qVy5cjp//ryqVq2qDRs2KDk5We3atdPevXsVEBDg7m4AebZy5UpVr15dbdu2/c1zDodDHh4eiomJUZs2bfThhx+qb9++HPqAQuvUqVMaPHiw7Ha7goKCtHPnTjVq1EjTp09X8+bNs31AOHbsmEaMGKFHH31U8+bNYxNwFDr/Lu9Z1qxZIz8/P7Vu3Vo2m03/+7//q8GDBysyMlJBQUFu7AGQe7+X+ylTpigsLEzJycn661//qsGDB6t27dqu6z744AO9++67On36tIoVYwcqFD45nfOzPs907txZAQEBWrBgAcVCFAl3GwMNGjTQrFmz1LBhQy1evFiTJ09WixYt9N1336lSpUratWuXtmzZokmTJuncuXN5+rn866CIioqK0tWrV7VmzRpNnDhRkZGRat26tSIiIvTNN9+oWbNm2rZtm2bPnq1Vq1bp4MGDqlGjhhwOh8qUKaOUlBR3dwHIk3379umJJ57QK6+8onXr1un8+fOSsm/w7eHhIafTqUaNGqlv376aN2+e4uPj3dVk4J5t27ZNZcqU0e7du7Vs2TLt27dPV69e1YIFC3Tu3DnZbDbXlhQPP/ywhg4dqnXr1unEiROy2+3as2ePrl696uZeADnz7/KepW/fvmrTpo3rH4oNGzaU3W7XqVOn3NV0IM9+L/cRERE6ffq0ypYtq9GjR2crFEqSn5+fvLy8dPLkSTe1HLg3OZnzswqF6enpqlOnji5fvqzr169TKESRcLcxkJycrLlz5yo+Pl4jRozQl19+qT59+mjx4sWKjo521XT8/f2VlJSUp59LsbCIypogs249K168uIYOHar69esr687zwMBAtWvXzrVcVZI2bNigkJAQBQcHu6PZwD25du2a1q9fryZNmmjq1KmKjIx07dPwex8W3n33XcXFxWnt2rW6du2aNm3apM2bNxdks4F7kpmZqRMnTqhSpUqu1bFVqlTRf/3XfykhIUErVqyQJBUrVkzGGBUvXlydOnVSaGioXnzxRT311FPq27evLl265M5uADmS07xLv533t2zZohYtWmT73AMUBv8u93/7298kSWXLlv3NtVFRUWrevLkaNmxYoG0G7oeczvl2u11Op1NeXl4qX768Lly4IG9vb04DR6H378bA8uXLJUnh4eF64YUX9OSTT0q6fSfd/v371bBhwzxvL0exsIhKT09X5cqVFRMT43qsbt26GjhwoP71r39p/fr1km6vtoqLi9ORI0c0btw4ffzxx+rTp4/rOaAwKVmypLp27aphw4Zp3LhxCgwM1Oeff+5aRfLLTNvtdjkcDpUuXVqTJ0/We++9pw4dOmj48OHZDgUCHnTFihXTrVu3dPPmTTmdTtcJgD179lRISIiio6N19OhRST+PgczMTNeJgQ8//LBOnDihunXruq0PQE7lJu+SlJCQoB9++EETJkzQvHnz1KtXL/n4+PAZB4VKbnMfHx+vuLg4jR8/Xps3b1b//v0l8dkehU9usp91aNvjjz+umJgY150VQGH2R2OgSZMmOnToULb5/8yZMzp37pz+8pe/aN++ferXr5+kvM3/FAsLqd/7y856vFOnToqNjdWBAweUkZHhej4kJESNGzfW7t27XXs4nDhxQq+//rr++c9/av369a5AMbmisPHy8lKbNm1cK2MnTpyoI0eOaMeOHUpPT/9Npj08PBQbG6uTJ08qLS1NrVu31qlTp9SjRw93NB/ItawPDIMHD9auXbt0/PhxeXh4uArePXv2VEJCgs6ePSvpdpH88OHD6t+/v27duqVvvvlG77//vsqUKeO2PgA5ldu8nz17VsuWLVO3bt105MgRrV27VsOGDZPEZxwUHrnN/ZkzZxQREaFOnTrpyJEjWrNmjZ5++mlJ5B6FS26zn7Un5/Xr1zVw4EB+MYRCL7djQJJ27dqlvn37KiYmRqtXr3bdTZGX+Z8DTgqhlJQUeXt7u/7Cf7lxa2ZmpmuiHD9+vLZu3apPP/0021HagwcPlqenp5YuXSpJSktL0/nz5znQBIVCTjcqztq7ZPTo0Tp+/LhmzpypFi1aZHtNSkqKRo0apSNHjujTTz9VgwYN8qvZQJ6lpaWpZMmSd30ua86/efOmnn32WXl6emr9+vXZxknTpk01YMAAjR8/XpKUlJSk77//XmFhYQXWByCn7kfe+/fvrwkTJujmzZs6cuSIMjMzFR4eXpDdAHLlfuY+LS1N0dHRcjqdatOmTUF2A8i1+/kZJ+sAQw41QWFyvz/nX7lyRbGxsXrkkUfuuW2sLCxEMjIyNHbsWPXt21dDhgzR6tWrJSnbxvVZYTp69KhmzZolh8OhxYsXKy4uLtt7+fj4uL4uWbIkhUIUCr8+eOeXv+v49a3DWbciTJ48WZcuXdKWLVuUnJwsSa7NkEuWLKlZs2bp8OHDFArxwMnIyNC4ceP0/PPP66WXXlJUVJQr8+np6ZJuz/kOh0PJycmaPHmy9uzZo2XLlrled/XqVZUqVUrlypWTdHvMlC9fnkIhHjj3M+++vr6SpBIlSig0NJRCIR5Y+ZH7kiVLqlWrVhQK8UDLj884Wfu5UShEYZAfY0CSfH1970uhUJI8ZmSddoEHWmxsrHr27KnU1FSNGjVKcXFxWrdunWJiYvTUU0/Jbr9d9120aJH69u0rT09PtW/fXjVr1tSmTZu0atUqeXl5afXq1dq6dasmTJggf39/93YKyKGMjAz95S9/0UcffaRt27bp1q1batSokatQbrfbZbfblZGRoaioKNWoUcO1J2HZsmV18+ZNbdy4UZL01ltv6YsvvlCPHj1UokQJeXt7u7l3wG9duHBB3bt315UrV9SjRw999dVX2rp1q5KTkxUWFub6QLxo0SJ169ZNQUFB6tKli2w2m/7617/qzJkz8vHx0fLly/XPf/5T48ePV4UKFfgAjQdSfuUdeJCRe1gV2YfVFZoxYFAoREREmG7dupnU1FRjjDFOp9MsXbrU+Pr6mi+++MI4HA4zY8YM4+/vb9asWWMcDofr2mPHjpnhw4eb3r17m44dO5oDBw64qxtArp07d860atXKdO3a1WzZssW8/PLLJjQ01IwePTrb6xYuXGhq1qxpXnvtNXPjxg1jzO1xYowx8fHxpmLFisbX19cMHDjQXL58ucD7AeTGxo0bTVhYmPnxxx+NMcZcvXrVzJo1y1StWtUcP37cGGPM0KFDTf369c2qVatcWTfGmEWLFpnOnTubxx57zLRq1cocPHjQLX0Acoq8w4rIPayK7MPqCssYoFhYSEyePNk89dRTxpifCyBLliwxvr6+pk2bNiYpKclcunTJXLt2zXXNL0NljMn2HFBY5LZQ/uvcb9iwwfj6+pp27dqZI0eOuKMLQI5l/aJn6dKlpn79+tmeO3/+vOnRo4fp0qWLMcaYqKiobPP6L39J5HA4TGxsbAG0GMg78g4rIvewKrIPqytsY4A9Cx9A0dHRkn7ec02SvL29VaJECW3bts11G9n+/fs1efJknTx5Uv/3f/+nihUrqnTp0q5rfn27WdmyZQug9cD9de7cOWVmZqpUqVKuzVzNnX0a3nnnHV27dk0vv/yyjhw5or59+/4m97Vq1dLcuXO1Y8cO1ynJwINk48aN2rVrl86fP+/aUsLDw0OVK1fWN99843pdlSpVNHbsWEVFRenvf/+7mjdvnu02+qxrs76uXbt2wXUCyCHyDisi97Aqsg+rK8xjgD0LHyCbN29Wz549tWrVKj3zzDMqV66c0tPTXWHat2+f5s+fr2PHjunPf/6zPDw8NGPGDCUkJOjYsWN69tlns4UIKGyio6NVrVo1OZ3ObEXxixcvqnz58qpTp44kaeHCherRo4e+/PJL1alTR6GhoSpWrNhd8+/n56cmTZoUaD+AnFi9erV69eqlkydPasWKFfr6669VtmxZBQUFyW63a8OGDfL19VXTpk1de5eUKlVK33//vU6fPq1u3bqxByEKDfIOKyL3sCqyD6srCmOAytID4rPPPtPcuXPVsmVLBQUF6b333pMkeXl5yRijoKAgvfXWW5o5c6YqVKigRYsWafv27fLz89OtW7dUq1YtN/cAyLvNmzerQYMG6tOnj+Li4mS3212nQPXu3Vve3t4aPny4hg0bppo1a+rs2bMaNGiQunbt6jq4JGuSBR50mZmZWrhwoebNm6dp06Zpy5YtWrlypQICArRixQqlpaUpODhYoaGh2rRpkw4cOOC6tnLlyvL09CTvKDTIO6yI3MOqyD6sriiNAYqFbuZwOCRJgYGBatOmjWbMmKHOnTtrz549ioyMzPaaGjVqaODAgZozZ466dOki6fZJOj/++KMCAgLc0wHgHlEoh9Wkpqbq8uXL6t+/vwYOHCgvLy+FhoYqKChIKSkprkL55MmTlZGRoeXLl+unn35yXZ+WlqZy5cq5q/lArpB3WBG5h1WRfVhdURoD3IbsJmfOnJGvr6/rtslq1aqpVatW8vX1VdmyZRUTE6O9e/eqT58+stvtrr3assTFxSk1NVXTp0/X5cuXNWnSJPn4+LirO0CuORwO2e12paWlKT09XWPHjlVmZqY2b96s+vXrq1atWq7XlC1bVsHBwerUqZPq1q0r6Xah/H/+53/UqlUrtWjRws29Af5Y1pxvs9lUokQJ+fr6qlu3bvLw8HDddh8fH689e/boP//zP+Xh4SFvb2+VL19eu3bt0oIFC+R0OrVs2TLt3btXEydOVM2aNd3dLeCuyDusiNzDqsg+rK6ojgGKhQVs/fr16t+/vzZs2KDPPvtMdrvddeiCzWaTzWZTpUqVdPPmTW3fvl0lS5ZUcHBwtmJhWlqaFi1apFGjRsnLy0uLFy9mk1cUGhTKYSW/nvNtNptCQkJUpUoV2e12OZ1O11iYN2+eqlWrpqefftq1X229evXUtm1b/fTTT/r+++91/fp1LV26VCEhIW7uGfBb5B1WRO5hVWQfVlfkx0C+n7cMl7///e8mODjYLF682Gzfvt1MmTLFVKpUySxfvtzcuHHDGGNMRkaGMcaYH3/80YwaNcq0a9fOpKSkGGOMSU9Pd73X0aNHTWRkZMF3AsijdevWmeDgYNOiRQvTvn17s2LFCtdzTqfT9fXKlStNWFiYWblypTEm+zHxN27cMG+88YYJCAgwnTt3NmfPni24DgC59EdzflpamjHmdvadTqdJS0sz4eHhZvXq1b/7flnXAA8i8g4rIvewKrIPq7PCGCjm7mKlFZg7K6OioqJUvnx5DRkyRJ6enmrfvr1u3rypjz/+WBUqVFC3boiAT+oAAAo4SURBVN1UrNjtv5Jq1aqpa9euiomJ0fz589WtWze98cYbeuedd1SjRg01btzYzb0Ccm7nzp2aMWOGRo0apYCAAO3cuVPjxo2Tw+FQ3759VbJkSWVmZqpYsWJq27at9u/fr2XLlqlHjx7y9vZWRkaGPD09VbJkST399NN64oknFB4e7u5uAXeVmzk/a9XslStXlJKSoubNm0u6vQJ32bJlevPNN13vW6JECbf0B/gj5B1WRO5hVWQfVmelMcABJwUgKyQnTpxQQECAPD09lZGRIUmaOnWqihcvri1btujChQuSfj7QpHXr1mratKlmz56ttm3bKjMzU5UqVXJPJ4A8MMZIUrbJtH379nrjjTc0ePBgffzxx9qxY4ck/aZQbozR/PnzFRMTo+eff14JCQmSpMaNG1MoxAMtt3O+JO3evVvVq1dXlSpVNGnSJIWFhSk+Pl4ZGRmucQQ8iMg7rIjcw6rIPqzOSmOAYmE+2LlzpyZOnKiPPvpI0dHRrscff/xxbd++XQ6HwxWqcuXKqX///oqKitLp06clSR4eHkpNTdXHH3+s5cuXKzw8XLt27dLatWtVvHhxd3ULyDUK5bCCvM75p06dknS7qL5161Z99913CgkJ0e7du7Vt2zZ98skn8vT0zLZnJ+Bu5B1WRO5hVWQfVmflMUCx8D46f/68+vfvrxEjRujKlStauXKlevXq5QpVeHi4ypQpo7ffflvSz6uuhgwZopSUFB09etT1XvHx8Vq3bp3mz5+vL7/8Ug0bNiz4DgG5RKEcVnKvc/6xY8ck3T60Ki0tTaVKldKcOXO0d+9ePfLII+7pFPA7yDusiNzDqsg+rI4xIA44uV9SU1PNn/70JzN06FATGxvrerx9+/Zm5MiRxhhjkpOTzZw5c4yfn5+Jj483xvx8sEPXrl3NK6+8UvANB+6Df/3rX6Zfv36mbt26Zvjw4eaxxx4ztWrVMgcPHjTGGHPq1CnToEED8+abbxpjjLl165br2qCgILNgwQLX9999953p0KGDWbVqVcF2AsiF+z3nHz58uABbD+QOeYcVkXtYFdmH1TEGbmNl4X1SqlQpeXl56bnnnlPt2rWVmZkpSerYsaO+//57GWNUpkwZ9enTR8HBwRo2bJji4uJks9kUHx+vy5cvq0uXLm7uBZB7N27c0Ouvv65SpUrpq6++UkREhPbs2aO6detq2bJlkqQqVapo6NChmj9/vhISEuTl5eX67UudOnV04sQJ1/vVq1dPX331lfr37++W/gA5cb/n/CZNmrirK8C/Rd5hReQeVkX2YXWMgdtsxjzAOyoWMlkntkqS0+mU3W7X8OHDVbp0ac2bN8/1up9++kndu3dXZmamHnnkER04cEB169bV4sWLVblyZXc1H8izMWPGqFu3burQoYPrVOO3335b27dv17Zt22Sz2fTDDz9oxIgRcjqdWrJkiWrVqqX4+Hj16dNHr732mp588kl3dwPIFeZ8WAl5hxWRe1gV2YfVMQYoFua7p556SkOGDNGAAQPkdDolSXa7XWfPntW3336r6OhoNWrUSAMGDHBzS4G8YzIFbmPOh5WQd1gRuYdVkX1YndXGAMXCfBQbG6snn3xSa9ascS09TU9Pl5eXl5tbBuQ/q02mAHM+rIS8w4rIPayK7MPqrDgGirm7AUWRMUY2m0379u1T6dKlXWF6++23deHCBU2ePFmVKlVycyuB/BMbG6tz586pfv36km4XCbMm08DAQAUGBqpXr15ubiVwfzDnw0rIO6yI3MOqyD6szspjgANO8oHNZpMkRUdHq3v37tq5c6dCQkK0dOlSdevWrciGCchaqHy3yXTSpEm6dOmSO5sH5AvmfFgJeYcVkXtYFdmH1Vl5DHAbcj65efOmwsPDde7cOXl5eWnSpEkaM2aMu5sFFIjx48erVKlSeuKJJzRmzBilpaVp4cKFateunbubBuQL5nxYCXmHFZF7WBXZh9VZdQxQLMxHzzzzjAIDA/Xmm2+qRIkS7m4OUCCsOpkCzPmwEvIOKyL3sCqyD6uz4higWJiPHA6HPDw83N0MoMBZcTIFmPNhJeQdVkTuYVVkH1ZnxTFAsRDAfWfFyRQAAAAAgKKAYiEAAAAAAAAASZyGDAAAAAAAAOAOioUAAAAAAAAAJFEsBAAAAAAAAHAHxUIAAAAAAAAAkigWAgAAAAAAALiDYiEAAAAAAAAASRQLAQAAkAPdunXT5MmT3d0MAAAA5DOKhQAAALivIiMj5evrq2vXrrm7KQAAAMglioUAAAAAAAAAJFEsBAAAwK+kpqbqpZdeUo0aNVSvXj3Nnz8/2/OrV69W27ZtVbNmTQUFBemFF17QpUuXJElxcXHq3r27JMnf31++vr4aOXKkJMnpdGru3LkKCQmRn5+fWrVqpY0bNxZs5wAAAPCHKBYCAAAgm1dffVV79uzRp59+qs8//1yRkZE6evSo6/nMzEz993//t/7xj39o5cqViouLcxUEq1evrk8++USSFBUVpRMnTuitt96SJM2dO1dr1qzR3LlztXfvXo0cOVIjRozQnj17Cr6TAAAAuCubMca4uxEAAAB4MFy/fl0PPfSQFi1apJ49e0qSrly5ooYNG2rIkCGuwt8vHT58WO3atVN8fLy8vb0VGRmp7t27KzY2Vj4+PpKkW7duKTAwUOvXr9ejjz7quvaVV17RjRs3tGTJkoLpIAAAAP5QMXc3AAAAAA+Oc+fOKT09Xc2aNXM95uvrqzp16ri+//bbbzVr1izFxMTo2rVrcjqdkqSEhATVq1fvru979uxZ3bhxQ7169cr2eHp6uoKDg/OhJwAAAMgLioUAAADIsdTUVPXu3Vvt2rVTRESEKlasqISEBPXu3VsZGRl/eJ0krVmzRn5+ftme8/Lyytc2AwAAIOcoFgIAAMAlICBAnp6eio6OVs2aNSVJV69e1ZkzZxQeHq5Tp04pKSlJ06dPV40aNSTdvg35lzw9PSVJDofD9VhQUJCKFy+u+Ph4hYeHF1BvAAAAkFsUCwEAAODi7e2tQYMG6dVXX1X58uVVsWJFvfHGG7Lbb5+LV6NGDXl5eSkiIkLDhg3T8ePH9c4772R7j5o1a8pms2nr1q3q2LGjSpQooTJlyujPf/6zpkyZImOMwsLClJycrP3796tMmTIaMGCAO7oLAACAX+E0ZAAAAGTz+uuvq2XLlhowYICeeeYZhYWFKSQkRJJUsWJFffjhh9q4caPCwsI0b948vf7669mur1atmiZPnqzXXntNDz/8sCZMmCBJmjJlisaPH6/33ntPoaGhevbZZ7Vt2zbVqlWrwPsIAACAu+M0ZAAAAAAAAACSWFkIAAAAAAAA4A6KhQAAAAAAAAAkUSwEAAAAAAAAcAfFQgAAAAAAAACSKBYCAAAAAAAAuINiIQAAAAAAAABJFAsBAAAAAAAA3EGxEAAAAAAAAIAkioUAAAAAAAAA7qBYCAAAAAAAAEASxUIAAAAAAAAAd/w/HF+4uVFn4gkAAAAASUVORK5CYII=\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",
|
||
"qqdf = pd.DataFrame({f\"{clrdf.name}\": clrdf, f\"{clrmadf.name}({clrdf.name})\": clrmadf})\n",
|
||
"qqdf.tail(recent).plot(figsize=ind_size, color=cscheme(\"BkBu\"), linewidth=1, title=ctitle(clrdf.name, ticker=ticker, length=recent), grid=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### MACD"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.lines.Line2D at 0x11e8b3bb0>"
|
||
]
|
||
},
|
||
"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": [
|
||
"macddf = df.ta.macd(fast=8, slow=21, signal=9, min_periods=None, append=True)\n",
|
||
"macddf[[macddf.columns[0], macddf.columns[2]]].tail(recent).plot(figsize=(16, 2), color=cscheme(\"BkBu\"), linewidth=1.3)\n",
|
||
"macddf[macddf.columns[1]].tail(recent).plot.area(figsize=ind_size, stacked=False, color=[\"silver\"], linewidth=1, title=ctitle(macddf.name, ticker=ticker, length=recent), grid=True).axhline(y=0, color=\"black\", lw=1.1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### ZScore"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.lines.Line2D at 0x11e969f10>"
|
||
]
|
||
},
|
||
"execution_count": 15,
|
||
"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)\n",
|
||
"zcols.plot(figsize=ind_size, color=zcolors, linewidth=1.2, title=ctitle(zscoredf.name, ticker=ticker, length=recent), grid=True).axhline(y=0, color=\"black\", lw=1.1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.lines.Line2D at 0x11e985b50>"
|
||
]
|
||
},
|
||
"execution_count": 16,
|
||
"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": [
|
||
"# 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)\n",
|
||
"zvcols.plot(figsize=ind_size, color=zcolors, linewidth=1.2, title=ctitle(zvscoredf.name, ticker=ticker, length=recent), 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": 17,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# help(ta.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",
|
||
"\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: 0.1.91b [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 0x11b7a0550>"
|
||
]
|
||
},
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n",
|
||
" last=recent, 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": 19,
|
||
"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",
|
||
"\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: 0.1.91b [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 0x11b8d7520>"
|
||
]
|
||
},
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n",
|
||
" last=recent, 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": 20,
|
||
"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",
|
||
"\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: 0.1.91b [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 0x1201d4ee0>"
|
||
]
|
||
},
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n",
|
||
" last=recent, 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": 21,
|
||
"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",
|
||
"\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: 0.1.91b [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 0x11dc940a0>"
|
||
]
|
||
},
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n",
|
||
" last=recent, 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
|
||
}
|