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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Technical Analysis with Pandas ([pandas_ta](https://github.com/twopirllc/pandas-ta))\n",
"* Below contains examples of simple charts that can be made from pandas_ta indicators\n",
"* Examples below are for **educational purposes only**"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%matplotlib inline\n",
"import datetime as dt\n",
"import random as rnd\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import mplfinance as mpf\n",
"\n",
"from alphaVantageAPI.alphavantage import AlphaVantage\n",
"import pandas_ta as ta\n",
"\n",
"from watchlist import colors\n",
"%pylab inline\n",
"\n",
"e = pd.DataFrame()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### List of Indicators (post an [issue](https://github.com/twopirllc/pandas-ta/issues) if the indicator doc needs updating)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Pandas TA - Technical Analysis Indicators - v0.2.04b\n",
"Total Indicators: 121\n",
"Abbreviations:\n",
" aberration, above, above_value, accbands, ad, adosc, adx, amat, ao, aobv, apo, aroon, atr, bbands, below, below_value, bias, bop, brar, cci, cdl_doji, cdl_inside, cg, chop, cksp, cmf, cmo, coppock, cross, cross_value, decreasing, dema, donchian, dpo, efi, ema, entropy, eom, er, eri, fisher, fwma, ha, hilo, hl2, hlc3, hma, ichimoku, increasing, inertia, kama, kc, kdj, kst, kurtosis, 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, smi, squeeze, stdev, stoch, stochrsi, supertrend, swma, t3, tema, trend_return, trima, trix, true_range, tsi, ttm_trend, ui, uo, variance, vortex, vp, vwap, vwma, wcp, willr, wma, zlma, zscore\n"
]
}
],
"source": [
"e.ta.indicators()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Individual Indicator help"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Help on function ema in module pandas_ta.overlap.ema:\n",
"\n",
"ema(close, length=None, offset=None, **kwargs)\n",
" Exponential Moving Average (EMA)\n",
" \n",
" The Exponential Moving Average is more responsive moving average compared to the\n",
" Simple Moving Average (SMA). The weights are determined by alpha which is\n",
" proportional to it's length. There are several different methods of calculating\n",
" EMA. One method uses just the standard definition of EMA and another uses the\n",
" SMA to generate the initial value for the rest of the calculation.\n",
" \n",
" Sources:\n",
" https://stockcharts.com/school/doku.php?id=chart_school:technical_indicators:moving_averages\n",
" https://www.investopedia.com/ask/answers/122314/what-exponential-moving-average-ema-formula-and-how-ema-calculated.asp\n",
" \n",
" Calculation:\n",
" Default Inputs:\n",
" length=10, adjust=False, sma=True\n",
" if sma:\n",
" sma_nth = close[0:length].sum() / length\n",
" close[:length - 1] = np.NaN\n",
" close.iloc[length - 1] = sma_nth\n",
" EMA = close.ewm(span=length, adjust=adjust).mean()\n",
" \n",
" Args:\n",
" close (pd.Series): Series of 'close's\n",
" length (int): It's period. Default: 10\n",
" offset (int): How many periods to offset the result. Default: 0\n",
" \n",
" Kwargs:\n",
" adjust (bool, optional): Default: False\n",
" sma (bool, optional): If True, uses SMA for initial value. Default: True\n",
" fillna (value, optional): pd.DataFrame.fillna(value)\n",
" fill_method (value, optional): Type of fill method\n",
" \n",
" Returns:\n",
" pd.Series: New feature generated.\n",
"\n"
]
}
],
"source": [
"help(ta.ema)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Load Daily SPY from [AlphaVantage](http://www.alphavantage.com) and clean it"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def farm(ticker = \"SPY\", timeframe=\"DA\", cols=[\"dividend\", \"split_coefficient\"]):\n",
" AV = AlphaVantage(api_key=\"YOUR API KEY\", premium=False, clean=True, output_size=\"full\")\n",
" df = AV.data(symbol=ticker, function=timeframe)\n",
" df.set_index(pd.DatetimeIndex(df[\"date\"]), inplace=True) if not df.ta.datetime_ordered else None\n",
" df.drop(cols, axis=1, inplace=True, errors=\"ignore\")\n",
" df.name = ticker\n",
" return df\n",
"\n",
"def ctitle(indicator_name, ticker=\"SPY\", length=100):\n",
" return f\"{ticker}: {indicator_name} from {recent_startdate} to {recent_startdate} ({length})\"\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": [
"### Initialization"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"price_size = (16, 8)\n",
"ind_size = (16, 3.25)\n",
"ticker = \"SPY\"\n",
"# All Data: 0, Last Four Years: 0.25, Last Two Years: 0.5, This Year: 1, Last Half Year: 2, Last Quarter: 3\n",
"yearly_divisor = 1\n",
"recent = int(ta.TRADING_DAYS_PER_YEAR / yearly_divisor) if yearly_divisor > 0 else df.shape[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Get Ticker and take a peek"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SPY(5248, 7) from 1999-11-01 00:00:00 to 2020-09-09 00:00:00\n",
" open high low close adj_close \\\n",
"count 5248.000000 5248.000000 5248.000000 5248.000000 5248.000000 \n",
"mean 162.469451 163.431248 161.400210 162.468231 138.534642 \n",
"std 63.429111 63.620687 63.217924 63.445718 70.981841 \n",
"min 67.950000 70.000000 67.100000 68.110000 53.914200 \n",
"25% 116.500000 117.390000 115.575000 116.537500 87.507925 \n",
"50% 138.325000 139.300000 137.219350 138.175000 106.425200 \n",
"75% 204.717500 206.002500 203.910000 204.925000 185.134925 \n",
"max 355.870000 358.750000 353.430000 357.700000 357.700000 \n",
"\n",
" volume \n",
"count 5.248000e+03 \n",
"mean 1.112089e+08 \n",
"std 9.802214e+07 \n",
"min 6.790000e+04 \n",
"25% 4.758090e+07 \n",
"50% 8.218456e+07 \n",
"75% 1.491113e+08 \n",
"max 8.708580e+08 \n"
]
},
{
"data": {
"text/html": [
"<div>\n",
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" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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" .dataframe thead th {\n",
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" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <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",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1999-11-01</th>\n",
" <td>1999-11-01</td>\n",
" <td>136.5000</td>\n",
" <td>137.0000</td>\n",
" <td>135.5625</td>\n",
" <td>135.5625</td>\n",
" <td>91.9725</td>\n",
" <td>4006500.0</td>\n",
" </tr>\n",
" <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 "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# All the Data\n",
"df = farm(ticker)\n",
"print(f\"{df.name}{df.shape} from {df.index[0]} to {df.index[-1]}\\n{df.describe()}\")\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SPY(252, 7) from 2019-09-11 00:00:00 to 2020-09-09 00:00:00\n",
" open high low close adj_close \\\n",
"count 5248.000000 5248.000000 5248.000000 5248.000000 5248.000000 \n",
"mean 162.469451 163.431248 161.400210 162.468231 138.534642 \n",
"std 63.429111 63.620687 63.217924 63.445718 70.981841 \n",
"min 67.950000 70.000000 67.100000 68.110000 53.914200 \n",
"25% 116.500000 117.390000 115.575000 116.537500 87.507925 \n",
"50% 138.325000 139.300000 137.219350 138.175000 106.425200 \n",
"75% 204.717500 206.002500 203.910000 204.925000 185.134925 \n",
"max 355.870000 358.750000 353.430000 357.700000 357.700000 \n",
"\n",
" volume \n",
"count 5.248000e+03 \n",
"mean 1.112089e+08 \n",
"std 9.802214e+07 \n",
"min 6.790000e+04 \n",
"25% 4.758090e+07 \n",
"50% 8.218456e+07 \n",
"75% 1.491113e+08 \n",
"max 8.708580e+08 \n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>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",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2019-09-11</th>\n",
" <td>2019-09-11</td>\n",
" <td>298.47</td>\n",
" <td>300.3400</td>\n",
" <td>297.75</td>\n",
" <td>300.25</td>\n",
" <td>294.2893</td>\n",
" <td>68008165.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-09-12</th>\n",
" <td>2019-09-12</td>\n",
" <td>301.25</td>\n",
" <td>302.4600</td>\n",
" <td>300.41</td>\n",
" <td>301.29</td>\n",
" <td>295.3086</td>\n",
" <td>72546530.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-09-13</th>\n",
" <td>2019-09-13</td>\n",
" <td>301.78</td>\n",
" <td>302.1700</td>\n",
" <td>300.68</td>\n",
" <td>301.09</td>\n",
" <td>295.1126</td>\n",
" <td>62053458.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-09-16</th>\n",
" <td>2019-09-16</td>\n",
" <td>299.84</td>\n",
" <td>301.1378</td>\n",
" <td>299.45</td>\n",
" <td>300.16</td>\n",
" <td>294.2011</td>\n",
" <td>57934320.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-09-17</th>\n",
" <td>2019-09-17</td>\n",
" <td>299.94</td>\n",
" <td>301.0200</td>\n",
" <td>299.75</td>\n",
" <td>300.92</td>\n",
" <td>294.9460</td>\n",
" <td>42770135.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" date open high low close adj_close \\\n",
"date \n",
"2019-09-11 2019-09-11 298.47 300.3400 297.75 300.25 294.2893 \n",
"2019-09-12 2019-09-12 301.25 302.4600 300.41 301.29 295.3086 \n",
"2019-09-13 2019-09-13 301.78 302.1700 300.68 301.09 295.1126 \n",
"2019-09-16 2019-09-16 299.84 301.1378 299.45 300.16 294.2011 \n",
"2019-09-17 2019-09-17 299.94 301.0200 299.75 300.92 294.9460 \n",
"\n",
" volume \n",
"date \n",
"2019-09-11 68008165.0 \n",
"2019-09-12 72546530.0 \n",
"2019-09-13 62053458.0 \n",
"2019-09-16 57934320.0 \n",
"2019-09-17 42770135.0 "
]
},
"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": [
"## Misc"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Example Charting Class utilizing **mplfinance** panels"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"class Chart(object):\n",
" def __init__(self, df: pd.DataFrame = None, strategy: ta.Strategy = ta.CommonStrategy, *args, **kwargs):\n",
" self.verbose = kwargs.pop(\"verbose\", False)\n",
"\n",
" if isinstance(df, pd.DataFrame) and df.ta.datetime_ordered:\n",
" self.df = df\n",
" if self.df.name is not None and self.df.name != \"\":\n",
" df_name = str(self.df.name)\n",
" else:\n",
" df_name = \"DataFrame\"\n",
" if self.verbose: print(f\"[i] Loaded {df_name}{self.df.shape}\")\n",
" else:\n",
" print(f\"[X] Oops! Missing 'ohlcv' data or index is not datetime ordered.\\n\")\n",
" return None\n",
"\n",
" self._validate_ta_strategy(strategy)\n",
" self._validate_mpf_kwargs(**kwargs)\n",
" self._validate_chart_kwargs(**kwargs)\n",
"\n",
" # Build TA and Plot\n",
" self.df.ta.strategy(self.strategy, verbose=self.verbose)\n",
" self._plot(**kwargs)\n",
"\n",
" def _validate_ta_strategy(self, strategy):\n",
" if strategy is not None or isinstance(strategy, ta.Strategy):\n",
" self.strategy = strategy\n",
" elif len(self.strategy_ta) > 0:\n",
" print(f\"[+] Strategy: {self.strategy_name}\")\n",
" else:\n",
" self.strategy = ta.CommonStrategy \n",
"\n",
" def _validate_chart_kwargs(self, **kwargs):\n",
" \"\"\"Chart Settings\"\"\"\n",
" self.config = {}\n",
" self.config[\"last\"] = kwargs.pop(\"last\", recent)\n",
" self.config[\"rpad\"] = kwargs.pop(\"rpad\", 10)\n",
" self.config[\"title\"] = kwargs.pop(\"title\", \"Asset\")\n",
" self.config[\"volume\"] = kwargs.pop(\"volume\", True)\n",
"\n",
" def _validate_mpf_kwargs(self, **kwargs):\n",
" # mpf global chart settings\n",
" default_chart = mpf.available_styles()[-1]\n",
" default_mpf_width = {\n",
" 'candle_linewidth': 0.6,\n",
" 'candle_width': 0.525,\n",
" 'volume_width': 0.525\n",
" }\n",
" mpfchart = {}\n",
"\n",
" mpf_style = kwargs.pop(\"style\", \"\")\n",
" if mpf_style == \"\" or mpf_style.lower() == \"random\":\n",
" mpf_styles = mpf.available_styles()\n",
" mpfchart[\"style\"] = mpf_styles[rnd.randrange(len(mpf_styles))]\n",
" elif mpf_style.lower() in mpf.available_styles():\n",
" mpfchart[\"style\"] = mpf_style\n",
"\n",
" mpfchart[\"figsize\"] = kwargs.pop(\"figsize\", (12, 10))\n",
" mpfchart[\"non_trading\"] = kwargs.pop(\"nontrading\", False)\n",
" mpfchart[\"rc\"] = kwargs.pop(\"rc\", {'figure.facecolor': '#EDEDED'})\n",
" mpfchart[\"plot_ratios\"] = kwargs.pop(\"plot_ratios\", (12, 1.7))\n",
" mpfchart[\"scale_padding\"] = kwargs.pop(\"scale_padding\", {'left': 1, 'top': 4, 'right': 1, 'bottom': 1})\n",
" mpfchart[\"tight_layout\"] = kwargs.pop(\"tight_layout\", True)\n",
" mpfchart[\"type\"] = kwargs.pop(\"type\", \"candle\")\n",
" mpfchart[\"width_config\"] = kwargs.pop(\"width_config\", default_mpf_width)\n",
" mpfchart[\"xrotation\"] = kwargs.pop(\"xrotation\", 15)\n",
" \n",
" self.mpfchart = mpfchart\n",
"\n",
" def _attribution(self):\n",
" print(f\"\\nPandas v: {pd.__version__} [pip install pandas] https://github.com/pandas-dev/pandas\")\n",
" print(f\"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\")\n",
" print(f\"Technical Analysis with Pandas TA v: {ta.version} [pip install pandas_ta] https://github.com/twopirllc/pandas-ta\")\n",
" print(f\"Charts by Matplotlib Finance v: {mpf.__version__} [pip install mplfinance] https://github.com/matplotlib/mplfinance\\n\")\n",
"\n",
" def _right_pad_df(self, rpad: int, delta_unit: str = \"D\", range_freq: str = \"B\"):\n",
" if rpad > 0:\n",
" dfpad = self.df[-rpad:].copy()\n",
" dfpad.iloc[:,:] = np.NaN\n",
"\n",
" df_frequency = self.df.index.value_counts().mode()[0] # Most common frequency\n",
" freq_delta = pd.Timedelta(df_frequency, unit=delta_unit)\n",
" new_dr = pd.date_range(start=self.df.index[-1] + freq_delta, periods=rpad, freq=range_freq)\n",
" dfpad.index = new_dr # Update the padded index with new dates\n",
" self.df = self.df.append(dfpad)\n",
" \n",
" \n",
" def _plot(self, **kwargs):\n",
" if not isinstance(self.mpfchart[\"plot_ratios\"], tuple):\n",
" print(f\"[X] plot_ratios must be a tuple\")\n",
" return\n",
"\n",
" # Override Chart Title Option\n",
" chart_title = self.config[\"title\"]\n",
" if \"title\" in kwargs and isinstance(kwargs[\"title\"], str):\n",
" chart_title = kwargs.pop(\"title\")\n",
"\n",
" # Override Right Bar Padding Option\n",
" rpad = self.config[\"rpad\"]\n",
" if \"rpad\" in kwargs and kwargs[\"rpad\"] > 0:\n",
" rpad = int(kwargs[\"rpad\"])\n",
"\n",
" def cpanel():\n",
" return len(self.mpfchart['plot_ratios'])\n",
"\n",
" # Last Second Default TA Indicators\n",
" linreg = kwargs.pop(\"linreg\", False)\n",
" linreg_name = self.df.ta.linreg(append=True).name if linreg else \"\"\n",
"\n",
" midpoint = kwargs.pop(\"midpoint\", False)\n",
" midpoint_name = self.df.ta.midpoint(append=True).name if midpoint else \"\"\n",
"\n",
" ohlc4 = kwargs.pop(\"ohlc4\", False)\n",
" ohlc4_name = self.df.ta.ohlc4(append=True).name if ohlc4 else \"\"\n",
"\n",
" clr = kwargs.pop(\"clr\", False)\n",
" clr_name = self.df.ta.log_return(cumulative=True, append=True).name if clr else \"\"\n",
"\n",
" rsi = kwargs.pop(\"rsi\", False)\n",
" rsi_length = kwargs.pop(\"rsi_length\", None)\n",
" if isinstance(rsi_length, int) and rsi_length > 1:\n",
" rsi_name = self.df.ta.rsi(length=rsi_length, append=True).name\n",
" elif rsi:\n",
" rsi_name = self.df.ta.rsi(append=True).name\n",
" else: rsi_name = \"\"\n",
" \n",
" zscore = kwargs.pop(\"zscore\", False)\n",
" zscore_length = kwargs.pop(\"zscore_length\", None)\n",
" if isinstance(zscore_length, int) and zscore_length > 1:\n",
" zs_name = self.df.ta.zscore(length=zscore_length, append=True).name\n",
" elif zscore:\n",
" zs_name = self.df.ta.zscore(append=True).name\n",
" else: zs_name = \"\"\n",
"\n",
" macd = kwargs.pop(\"macd\", False)\n",
" macd_name = \"\"\n",
" if macd:\n",
" macds = self.df.ta.macd(append=True)\n",
" macd_name = macds.name\n",
"\n",
" squeeze = kwargs.pop(\"squeeze\", False)\n",
" lazybear = kwargs.pop(\"lazybear\", False)\n",
" squeeze_name = \"\"\n",
" if squeeze:\n",
" squeezes = self.df.ta.squeeze(lazybear=lazybear, detailed=True, append=True)\n",
" squeeze_name = squeezes.name\n",
"\n",
" ama = kwargs.pop(\"archermas\", False)\n",
" ama_name = \"\"\n",
" if ama:\n",
" amas = self.df.ta.amat(append=True)\n",
" ama_name = amas.name\n",
"\n",
" aobv = kwargs.pop(\"archerobv\", False)\n",
" aobv_name = \"\"\n",
" if aobv:\n",
" aobvs = self.df.ta.aobv(append=True)\n",
" aobv_name = aobvs.name\n",
"\n",
" treturn = kwargs.pop(\"trendreturn\", False)\n",
" if treturn:\n",
" # Long Trend requires Series Comparison (<=. <, = >, >=)\n",
" # or Trade Logic that yields trends in binary.\n",
" default_long = self.df[\"SMA_10\"] > self.df[\"SMA_20\"]\n",
" long_trend = kwargs.pop(\"long_trend\", default_long)\n",
" short_trend = ~long_trend # Opposite/Inverse\n",
" self.df[\"TRl\"] = ta.trend_return(self.df[\"close\"], long_trend, cumulative=True)\n",
" self.df[\"TRs\"] = ta.trend_return(self.df[\"close\"], short_trend, cumulative=True)\n",
" self.df[\"TR\"] = self.df[\"TRl\"] + self.df[\"TRs\"]\n",
"\n",
" # Pad and trim Chart\n",
" self._right_pad_df(rpad)\n",
" mpfdf = self.df.tail(self.config[\"last\"])\n",
" mpfdf_columns = list(self.df.columns)\n",
"\n",
" # BEGIN: Custom TA Plots and Panels\n",
" # Modify the area below \n",
" taplots = [] # Holds all the additional plots\n",
"\n",
" # Panel 0: Price Overlay\n",
" if linreg_name in mpfdf_columns:\n",
" taplots += [mpf.make_addplot(mpfdf[linreg_name], type=kwargs.pop(\"linreg_type\", \"line\"), color=kwargs.pop(\"linreg_color\", \"black\"), linestyle=\"-.\", width=1.2, panel=0)]\n",
"\n",
" if midpoint_name in mpfdf_columns:\n",
" taplots += [mpf.make_addplot(mpfdf[midpoint_name], type=kwargs.pop(\"midpoint_type\", \"scatter\"), color=kwargs.pop(\"midpoint_color\", \"fuchsia\"), width=0.4, panel=0)]\n",
"\n",
" if ohlc4_name in mpfdf_columns:\n",
" taplots += [mpf.make_addplot(mpfdf[ohlc4_name], ylabel=ohlc4_name, type=kwargs.pop(\"ohlc4_type\", \"scatter\"), color=kwargs.pop(\"ohlc4_color\", \"blue\"), alpha=0.85, width=0.4, panel=0)]\n",
"\n",
" if self.strategy.name == ta.CommonStrategy.name:\n",
" total_sma = 0 # Check if all the overlap indicators exists before adding plots\n",
" for c in [\"SMA_10\", \"SMA_20\", \"SMA_50\", \"SMA_200\"]:\n",
" if c in mpfdf_columns: total_sma += 1\n",
" else: print(f\"[X] Indicator: {c} missing!\")\n",
" if total_sma == 4:\n",
" ta_smas = [\n",
" mpf.make_addplot(mpfdf[\"SMA_10\"], color=\"green\", width=1.5, panel=0),\n",
" mpf.make_addplot(mpfdf[\"SMA_20\"], color=\"orange\", width=2, panel=0),\n",
" mpf.make_addplot(mpfdf[\"SMA_50\"], color=\"red\", width=2, panel=0),\n",
" mpf.make_addplot(mpfdf[\"SMA_200\"], color=\"maroon\", width=3, panel=0),\n",
" ]\n",
" taplots += ta_smas\n",
"\n",
" if len(ama_name):\n",
" amat_sr_ = mpfdf[amas.columns[-1]][mpfdf[amas.columns[-1]] > 0]\n",
" amat_sr = amat_sr_.index.to_list()\n",
" else:\n",
" amat_sr = None\n",
"\n",
" # Panel 1: If volume=True, the add the VOL MA. Since we know there is only one, we immediately pop it.\n",
" if self.config[\"volume\"]:\n",
" volma = [x for x in list(self.df.columns) if x.startswith(\"VOL_\")].pop()\n",
" max_vol = mpfdf[\"volume\"].max()\n",
" ta_volume = [mpf.make_addplot(mpfdf[volma], color=\"red\", width=2, panel=1, ylim=(-.2 * max_vol, 1.5 * max_vol))]\n",
" taplots += ta_volume\n",
"\n",
" # Panels 2 - 9\n",
" common_plot_ratio = (3,)\n",
"\n",
" if len(aobv_name):\n",
" _p = kwargs.pop(\"aobv_percenty\", 0.2)\n",
" aobv_ylim = ta_ylim(mpfdf[aobvs.columns[0]], _p)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[aobvs.columns[0]], ylabel=aobv_name, color=\"black\", width=1.5, panel=cpanel(), ylim=aobv_ylim),\n",
" mpf.make_addplot(mpfdf[aobvs.columns[2]], color=\"silver\", width=1, panel=cpanel(), ylim=aobv_ylim),\n",
" mpf.make_addplot(mpfdf[aobvs.columns[3]], color=\"green\", width=1, panel=cpanel(), ylim=aobv_ylim),\n",
" mpf.make_addplot(mpfdf[aobvs.columns[4]], color=\"red\", width=1.2, panel=cpanel(), ylim=aobv_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" if clr_name in mpfdf_columns:\n",
" _p = kwargs.pop(\"clr_percenty\", 0.1)\n",
" clr_ylim = ta_ylim(mpfdf[clr_name], _p)\n",
"\n",
" taplots += [mpf.make_addplot(mpfdf[clr_name], ylabel=clr_name, color=\"black\", width=1.5, panel=cpanel(), ylim=clr_ylim)]\n",
" if (1 - _p) * mpfdf[clr_name].min() < 0 and (1 + _p) * mpfdf[clr_name].max() > 0:\n",
" taplots += [mpf.make_addplot(mpfdf[\"0\"], color=\"gray\", width=1.2, panel=cpanel(), ylim=clr_ylim)]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" if rsi_name in mpfdf_columns:\n",
" rsi_ylim = (0, 100)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[rsi_name], ylabel=rsi_name, color=kwargs.pop(\"rsi_color\", \"black\"), width=1.5, panel=cpanel(), ylim=rsi_ylim),\n",
" mpf.make_addplot(mpfdf[\"20\"], color=\"green\", width=1, panel=cpanel(), ylim=rsi_ylim),\n",
" mpf.make_addplot(mpfdf[\"50\"], color=\"gray\", width=0.8, panel=cpanel(), ylim=rsi_ylim),\n",
" mpf.make_addplot(mpfdf[\"80\"], color=\"red\", width=1, panel=cpanel(), ylim=rsi_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
" \n",
" if macd_name in mpfdf_columns:\n",
" _p = kwargs.pop(\"macd_percenty\", 0.15)\n",
" macd_ylim = ta_ylim(mpfdf[macd_name], _p)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[macd_name], ylabel=macd_name, color=\"black\", width=1.5, panel=cpanel()),#, ylim=macd_ylim),\n",
" mpf.make_addplot(mpfdf[macds.columns[-1]], color=\"blue\", width=1.1, panel=cpanel()),#, ylim=macd_ylim),\n",
" mpf.make_addplot(mpfdf[macds.columns[1]], type=\"bar\", alpha=0.8, color=\"dimgray\", width=0.8, panel=cpanel()),#, ylim=macd_ylim),\n",
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel()),#, ylim=macd_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel \n",
"\n",
" if zs_name in mpfdf_columns:\n",
" _p = kwargs.pop(\"zascore_percenty\", 0.2)\n",
" zs_ylim = ta_ylim(mpfdf[zs_name], _p)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[zs_name], ylabel=zs_name, color=\"black\", width=1.5, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"-3\"], color=\"red\", width=1.2, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"-2\"], color=\"orange\", width=1, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"-1\"], color=\"silver\", width=1, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"1\"], color=\"silver\", width=1, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"2\"], color=\"orange\", width=1, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"3\"], color=\"red\", width=1.2, panel=cpanel(), ylim=zs_ylim)\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" if squeeze_name in mpfdf_columns:\n",
" _p = kwargs.pop(\"squeeze_percenty\", 0.6)\n",
" sqz_ylim = ta_ylim(mpfdf[squeeze_name], _p)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[squeezes.columns[-4]], type=\"bar\", color=\"lime\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[squeezes.columns[-3]], type=\"bar\", color=\"green\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[squeezes.columns[-2]], type=\"bar\", color=\"maroon\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[squeezes.columns[-1]], type=\"bar\", color=\"red\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[squeezes.columns[4]], ylabel=squeeze_name, color=\"green\", width=2, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[squeezes.columns[5]], color=\"red\", width=1.8, panel=cpanel(), ylim=sqz_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" if treturn:\n",
" _p = kwargs.pop(\"treturn_percenty\", 0.33)\n",
" treturn_ylim = ta_ylim(mpfdf[\"TR\"], _p)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[\"TRl\"], ylabel=\"Trend Return\", type=\"bar\", color=\"green\", alpha=0.45, width=0.8, panel=cpanel(), ylim=treturn_ylim),\n",
" mpf.make_addplot(mpfdf[\"TRs\"], type=\"bar\", color=\"red\", alpha=0.45, width=0.8, panel=cpanel(), ylim=treturn_ylim),\n",
" mpf.make_addplot(mpfdf[\"TR\"], color=\"black\", width=1.5, panel=cpanel(), ylim=treturn_ylim),\n",
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=treturn_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" _p = kwargs.pop(\"cstreturn_percenty\", 0.33)\n",
" trcs = mpfdf[\"TR\"].cumsum()\n",
" treturncs_ylim = ta_ylim(trcs, _p)\n",
" taplots += [\n",
" mpf.make_addplot(trcs, ylabel=\"Trend B&H\", color=\"black\", width=1.5, panel=cpanel(), ylim=treturncs_ylim),\n",
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=treturncs_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" # END: Custom TA Plots and Panels\n",
"\n",
" if self.verbose:\n",
" additional_ta = []\n",
" chart_title = f\"{chart_title} [{self.strategy.name}] (last {self.config['last']} bars)\"\n",
" chart_title += f\"\\nSince {mpfdf.index[0]} till {mpfdf.index[-1]}\"\n",
" if len(linreg_name) > 0: additional_ta.append(linreg_name)\n",
" if len(midpoint_name) > 0: additional_ta.append(midpoint_name)\n",
" if len(ohlc4_name) > 0: additional_ta.append(ohlc4_name)\n",
" if len(additional_ta) > 0:\n",
" chart_title += f\"\\nIncluding: {', '.join(additional_ta)}\"\n",
"\n",
" if amat_sr:\n",
" vlines_ = dict(vlines=amat_sr, alpha=0.1, colors=\"red\")\n",
" else:\n",
" # Hidden because vlines needs valid arguments even if None \n",
" vlines_ = dict(vlines=mpfdf.index[0], alpha=0, colors=\"white\")\n",
"\n",
" # Create Final Plot\n",
" mpf.plot(mpfdf,\n",
" title=chart_title,\n",
" type=self.mpfchart[\"type\"],\n",
" style=self.mpfchart[\"style\"],\n",
" datetime_format=\"%-m/%-d/%Y\",\n",
" volume=self.config[\"volume\"],\n",
" figsize=self.mpfchart[\"figsize\"],\n",
" tight_layout=self.mpfchart[\"tight_layout\"],\n",
" scale_padding=self.mpfchart[\"scale_padding\"],\n",
" panel_ratios=self.mpfchart[\"plot_ratios\"], # This key needs to be update above if adding more panels\n",
" xrotation=self.mpfchart[\"xrotation\"],\n",
" update_width_config=self.mpfchart[\"width_config\"],\n",
" show_nontrading=self.mpfchart[\"non_trading\"],\n",
" vlines=vlines_,\n",
" addplot=taplots\n",
" )\n",
" \n",
" self._attribution()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Charting Example\n",
"#### Play with the parameters to see different charts and results\n",
"* This is an example chart so it's not perfect. Enough to get started with common and uncommon plots.\n",
"* There is a maximum of 10 Panels. In this example, panels 0 and 1 are reserved for Price and Volume respectively.\n",
" * "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[i] Loaded SPY(5248, 34)\n",
"[+] Strategy: Common Price and Volume SMAs\n",
"[i] Indicator arguments: {'append': True}\n",
"[i] Multiprocessing: 4 of 4 cores.\n",
"[i] Total indicators: 5\n",
"[i] Columns added: 5\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1000 with 10 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n",
"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n",
"Technical Analysis with Pandas TA v: 0.2.04b [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 0x111b2ad00>"
]
},
"execution_count": 11,
"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": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12075f8b0>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1600x325 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"clr_ma_length = 8\n",
"clrdf = df.ta.log_return(cumulative=True, append=True)\n",
"clrmadf = ta.ema(clrdf, length=clr_ma_length)\n",
"qqdf = pd.DataFrame({f\"{clrdf.name}\": clrdf, f\"{clrmadf.name}({clrdf.name})\": clrmadf})\n",
"qqdf.tail(recent).plot(figsize=ind_size, color=colors(\"BkBl\"), linewidth=1, title=ctitle(clrdf.name, ticker=ticker, length=recent), grid=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### MACD"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x11feec550>"
]
},
"execution_count": 13,
"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=colors(\"BkBl\"), linewidth=1.3)\n",
"macddf[macddf.columns[1]].tail(recent).plot.area(figsize=ind_size, stacked=False, color=[\"silver\"], linewidth=1, title=ctitle(macddf.name, ticker=ticker, length=recent), grid=True).axhline(y=0, color=\"black\", lw=1.1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### ZScore"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x120cbc4c0>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
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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": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x120ffb250>"
]
},
"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": [
"# 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": 16,
"metadata": {},
"outputs": [],
"source": [
"# help(ta.squeeze)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1000 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n",
"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n",
"Technical Analysis with Pandas TA v: 0.2.04b [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 0x120738460>"
]
},
"execution_count": 17,
"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": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1000 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n",
"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n",
"Technical Analysis with Pandas TA v: 0.2.04b [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 0x1200320a0>"
]
},
"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, lazybear=True,\n",
" show_nontrading=False, # Intraday use if needed\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Archer Moving Averages Trends\n",
"Archer Moving Average Trends (__amat__) returns the long and short run trends of fast and slow moving averages.\n",
"* The _pink_ background, on the Price chart, is when Archer MAs are bearish. Conversely, a _white_ background is bullish"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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IGRkZPo6qIp8mfxYuXOjL4gAAQBAxpo6Tjh4tG2jUSJb5c/0bEAAAgBM6deqknj176o477rA7PT09XW+++aaPo6rIp8kfAACAah09KkOL5pIk64GDfg4GAADAOX379q2xZU9MTIxSUlJ8GFFVJH8AAAAAAADc9NRTT9U4vW3btlq+fLmPorGP5A8AAHDL6M0v60hxvhpHROutXmMdzm97rItHugAAAHyK5A8AAHDLkeJ8RUVG6khRvnMLnHqsy5VHukgYAQAA1J7R3wEAAABUq7wfoPKOoAEAAOAykj8AAAAAAAAhjMe+AACog3icCgAAoO6g5Q8AAEHImDpOxuEjy5I47giRx6lGb35ZV6Y9p9GbX/Z3KAAAoI7bsWNHtdO+/PJLH0ZSFckfAACCUQAmb2qdkHKDrdPpYic7nQYAAPCSgQMH6pVXXqkwrqioSJMmTdKoUaP8FFUZHvsCAACe4eLbvFx9VTwAAEAgmzNnjiZMmKDPP/9cc+bMUVZWlv7xj3/IYrFo5cqVfo2Nlj8AAPiZP1rMBAJa7QAAgFBy3XXXaf369SotLVX//v116aWXKiUlRV999ZV69Ojh19hI/gAA4G8B+AgXAAAA3FNcXCyz2Syz2axmzZqpXr16/g6J5A8AADjdcTKdJwMAALjngw8+0IABA1S/fn1t3rxZS5Ys0aJFi3TFFVdoz549fo2N5A8AALA9gsVjWAAAAO657777NG3aNL377rtq0qSJBg0apA0bNqh58+a66KKL/BobHT4DAACvoENnAABQl3z11VdKSkqqMK5hw4Z6/fXX9d577/kpqjIkfwAAQBXG1HGn+yBq1EiW+XNdXoetQ+ci37UkIuEEAAD8pXLi50wjR470YSRVkfwBAABVlXdCLTn96vZA4I+EEwAAQKCjzx8AAAAAAIAQRvIHAAAAAAAghPHYFwAAQYC+bMqwHwAAAFxHyx8AAIKArS8bN1/DbkwdJ+PwkWUdOQex2u4HAAAAb0pLS9PYsWN16aWX6uDBsn4T33vvPX377bd+jYvkDwAAdUF5B87lb/CqI0Il6QUAAALfxx9/rBtuuEFRUVHaunWriouLJUk5OTmaPXu2X2Mj+QMAgJeRgPCjOpr0AgAA7pk9e7YGDx6sVq1aKSkpSaNGjdLOnTudWvaZZ57R7Nmz9cILLyg8PNw2vl+/ftq6dau3QnYKyR8AALyNBAQAAEBQSEtL05gxY/T555/rww8/VElJiYYNG6b8fMePnGdkZCglJaXK+Pr16+vEiRPeCNdpdPgMAAAAwCXG1HFlCe1GjWSZP9ff4QCAxyxdurTC8Ny5c5WUlKQtW7ZowIABNS4bHx+vXbt2qXXr1hXGb9y4Ueecc46nQ3VJUCZ/zGZzhf8BOIe6A7intnXnzGa29tZReXrlZrlly1hPDVmrzONMXDWVUXH9qvS3M8tUF5P7050t09Gwq/sJnsM1J7QZT7VotB44yGfsYdQdwD3V1R2LxSJJys3NlcFgsI2PjIxUZGSkw/Xm5ORIkuLi4hzOe+utt2rKlCl66aWXZDAYlJmZqU2bNmnatGmaNGmS09viDUGZ/NmzZ4+ksiZVAFxH3QHc427dSbZaZJJksVq0fft2h9PLh3XGOIulLKlhsVgrzFPdOp0to/L6y8uw2ImhumWqi8nd6a6U6WjY1f3kCY8eX6MTliI1MEbqkYaDfVJmIOOaE5r8UbfqGuoO4J7KdcdoNKp169bq27evsrKybOMffPBBTZ48ucZ1WSwWTZkyRX379lVycrLDssePHy+LxaJrr71WJ0+e1F/+8hdFRkbqnnvu0dixY93bIA8JyuTPOeeco127dikxMVEmk8nxAgAklWXBMzIyqDuAi2pbd4wGo+3/Dh06KPzue22PS5TMeanK9PLhCuO++6xs2GioME/5dFdjqDJ8av3lZdiNoZplqovJ3ekulelo2MF+sn0Wku3zqK3c7z5TdFSUcosK7Zb5tx9f05GSPDUOj9EbPe6odXmBimtOaKtct+rKce0L1B3APdXVHYvFopKSEn333XdVWv44MnHiRP3666/69NNPnYrBYDBo4sSJuu+++7Rr1y7l5+erQ4cOiomJcX2DPCwokz/lH6TJZOKECLiBugO4xxN1x2Qy2TqAth44WGV99tZfNq78ZsXg1DI19cdhf3nDGWMMqqzmZaqLyf3pzpfpaLj69Uk63Rm3ZPs8XO3LZPTml3WkOF+NI6L1Vq+xDrfrSEm+oiLr6UhRfp04F3PNCX0mk6nOHde+QN0B3FO57hgMBpWUlCg2NlZGo/PvvJo0aZJWrVqllStXqkWLFi7FEBERoY4dO7q0jLcFZfIHAAA4cEaCCS5ycd8dKc5XVGSkjhQ5fgsIAAAIbFarVQ888IBWrFih5cuXq02bNk4vW1hYqJdfflnr16/Xn3/+aetvqNy6des8Ha7TSP4AABACqrY+gaewbwEAqDsmTpyopUuXavHixYqJibH1E1S/fn1FRUXVuOy9996rtWvX6pprrlHPnj0rPGbmbyR/AAAIAbQ+cY47iRz2LQAAdcfChQslSVdddVWF8XPmzNHNN99c47KrVq3S+++/r379+nktPneR/AEAAHUGiRwAAFCTY8eOub1s8+bNA6JzZ3uc7+0IAAA4xZg6TsbhI8s6DgYAAECd8Pjjj2vGjBn6448//B1KFbT8AQDA0+hsGWegzyAAAOqG7t27q6ioSN27d9dZZ52lsLCKKZfdu3f7KTKSPwACnKuvXAaAQMOjZghEJCUBlON+23PGjBmjzMxMTZs2TfHx8XT4DABOowUFADjEF3nn2L7gSHX+Sw5JSQA23G97zKZNm7Rq1Sp16dLF36FUQfIHAAAgyPFF3kmnvuBI4kuOH5CkBIIDLYHcl5SUpMLCQn+HYRfJHwAAABf44qaYL8kIduXHsCTbcexqktLVukbLLsBDaAnktkceeUQPP/ywpk2bpuTk5Cp9/tSvX99PkZH8AQAAcI0PboodfUl2NTnEr7jwtfJjWJL7LdJcrWtOtOyiLgDwphtuuEGS9Ne//rXCeKvVKoPBoCNHjvgjLEkkf2y4EAAAgEBV+T7F5ce8/PArbvjd9yr5yJ8yNm4iy/y5Adsqg1ZWdQwtGgB40fLly/0dQrVI/pTjQgAAAAJVENynVEmiHD0qU8uWp2MO0P52PN3KyhsCIQYAgGMDBgzwdwjVIvkDAPCautKqsq5sJ7wjUFvEuCpUOp2unGgJhO0KhBjqChJtQFWhcp3yhQ0bNtQ43Z/JIZI/AADvCYLWCh5RV7YT3hGgLWIcCdWkJ4mWuo3PH7AjSK9T/nD11VdXGWcwGGx/0+dPCHDnBohfFgAAgDe4c1/i8jIkPT2Ge0KcqXJ/WQCCx+7duysMl5aWauvWrZo5c6YefvhhP0VVhuSPp7hxA8QvCwh29l7jCv/hywMAG3cSMyGYzPFG6yRvrDMY7glDtaVXQKrcXxaAoNGgQYMq4wYNGqSIiAg99NBD+uqrr3wf1Cl1MvnDM4uAZ3jkNa7wmGD48gAgMNSZ5L03EloeWKejZH1tEy1e+TEgCJODoXKc8+MOAk2o1C1fatq0qTIyMvwaQ0gmfxxeMJ14ZpGTLOAf1D3/qXzu5FdeIHQ5k7znfOwcd/aTw2R9LRMt/BhQJlB/pHL1+lr58wyVuhkq21EXBWrdCgTbtm2rMGy1WpWVlaXnn39enTt39lNUZUIy+eOJXya4aMIVtCY7rfKF3NULeyDWvWBNgtS6/44g/JUXgOd4+wunvV+Oa1uGP75MVt5PwXrN8IfK+8ofn5+ny3TqnpDknqTQ2Q7gTBdddJEMBoOsVmuF8b169dK///1vP0VVxi/Jn1deeUUvvfSSsrOz1blzZ82aNUs9e/Z0evnx295TRn62mv74jd7qTZYYAcAPPeBX20pD8usNZ+ULeUhc2IM1CeKHuOvKr3h8uUNd5Onzub1fjh0lUhz9wBAQ15wAPPc6c49QeR0+Oc9V2leOPj9vXGM8fsyEyFuRaA0MuGfLli0Vho1Go5o0aaJ69er5KaLTfJ78+fDDD/Xwww9r9uzZ6tmzp+bPn6/rr79e33//vZo2berUOo6V5Cs6KkpHivK8HC1qy97NRih8OQyIC2A1rTSk4L7ZCBW++IU8EPnjxt0vgjUhCAQbB8mBgEj2BABnHyOTqr9HqLKOADzP+ePxp9q2aA5aIdoa2Bf38AHxPcGBOnMc+0Hr1q39HUK1fJ78mTt3rm699VaNGjVKkjR79mx9/vnnevvttzV+/Hhfh+M0VyuIPypUQJ5o7NxsBMONmsPPL0QugPCe2h7nletzIDxb7YkElKMbd2fOnZ4+13EDBMCbgiV5H4x8cU8ZrAnHQLy2BcR3FV/cwwfA9wRH+zpYjuNgsWDBAqfnvfPOO70YSc0M1soPo3lRcXGxmjdvrkWLFukvf/mLbfxdd92lEydOaPHixRXmLyoqUlFRkW24PNTDg/uq4b5DslqtahIZKx07JlksktEoxcVJR45IJpNkNkuNG1cNpHy6dHqeSsv8WZRre1avSWRslWFHZVaZ3w5n5nGJo+32Bzv7uvJ2Hy3Ol8VqkdFgVKOIaP/Ge4rDz6byvrZ3THmbOzFYrSopLVV4WJhkMNQ6hPL9VLZq+3XF1c+7yr73wXFdOaYqMboRQ63rdzXnFEnVrrPW+666Y8qDMTg6Ppzabx4+Jhye38s2uGLdcbCvPDYsVX9dcXTdcbHMKp9vXrHL10qPTXehTIfHkBfKrG1MzsRQ2zLdqs+1LMPpGE5t558xEQ6vIZ7+/J3Z157ebneula7eV3riGPPUOaTy+mrz+bp9TNZwjHm6/lZ7z3DmOaWySjE4uu9w51rpKE6X730cXXvLr51SxetnDdvt8e9CqnpP5ygGr/ByGeXbKMnt7XS7vktV6tbRuBi13bbb49vpDrPZrO3bt6tDhw4ylccryWKxqLCwULGxsTIajR4v9/zzz3dqPoPBUOWxMF/yafInMzNTycnJWrVqlfr06WMbP336dKWlpWn16tUV5n/qqac0a9Ys23BMTIy2bdumku7nqcnuA74KGwAAAAAAVHK4SX01PPinv8OQ5L/kT7AI6Ld9jR8/XuPGjbMNl+epjsfFSHkN3P91y41fM939Rc2lXz8qqZK5rvRrtFutE+z9ou1BVTLRuYWu/9LkYD+403LI0Trc/lWnul8SJYe/+tS6xZMTv2ZWKaNS6wVXfx2pbj9Kzv+a6Wjf1vbXT6dUqgfu/gJ75nZX5uox5OyvfuVlSnL5F1VX97UnWgrU9hdWu79uufprloPj2tn9VmMMtPyh5Q8tf2j548OWP944xmj5496+9UZ9ru12e/SYqebzdqbFkzdaNDlS63uASty6X3fxPsXVVvH26lat93UtWv4ci4tRQ+f2TJ1T+Z7d3wL6sa/KLBaLcnNz9Y9tb6rQZFFBUaFWptwv4/CRtucqLe+/V2X4yrTnbH1lFBQV6bPnv6vQD01NyxQUFWllyvgqw86WWXn58hjsrrPSs5mOynQ03R5n5jmTo/44qou5pn3tcN862A+Ohu1xdR3ufv7l2ympynZX3neO4nb45g4HMdjb16O/f1mHi3LVNDJWb/V2HIMnjmtP72tnPu8q21H5jRW1rO/2ttvV49bV+ly5TEmOzyleOq9V2G43t8PV46GmMh3VrSrnrVrte+euO54arqk+u7odvrhWemq6K2V6qq55cjvdjbE2n7cv6rOnjsHy7bz8n309fh5zNQZvHlM17evaluGNY8xT5xCX7n09XNecOcY8vW+9UZ9ru92ePGZcPS968jzm6HuIvf60an0P4OB+zqn7ThfvUxyV4Y265W59r6luBYJAafnz3nvv6cUXX9SuXbskSe3bt9e9996rkSNHer3smvi05U9ERIS6deumdevW2ZI/FotFX3/9tcaMGePLUAKThzsHc6aDQVdfmeqTN0HUcp2B8srzylx9C5Kj1926FUNJXo1vyguIjvi8oY507ldXOapbdGoIAEDwcfQ9xJmXYbh8D+Di/Zwz37dcjSEQO+uG8+bMmaOZM2dqzJgx6tu3ryRp48aNmjBhgo4ePVrhySZf8/ljX+PGjdO4cePUvXt39ejRQ/PmzVN+fr7t7V/wHHdOiCHxJSlIX3nu7GtaSWA4xkUTAAAAnlY52eONt7GGxPexOuzll1/Ws88+W6GVz5VXXqlOnTrpqaeeqlvJn2HDhunPP//UzJkzlZ2drS5dumjp0qWKj4/3dSgAQhQXTQAAAHiaN5I9CC1ZWVkVXm5Vrk+fPsrKyvJDRKf5pcPnsWPHauxYfo0HUHvONLcFAAAAAG9r27atPvroI02YMKHC+I8++kjt2rXzU1RlAvptXwDgCL/AAAAAAAgEU6ZM0d///nd9++23tj5/vvvuO61bt06vv/66X2MLquRPaWmpJCkhIlbOmoD1AAAgAElEQVRFJosKrZEym82yJiTI0LixrKVmWewMnx3RQPUiwiVJhdZ6Mp+aLsnhMoXWejLbGXa2zMrL22JwYp2emn5mma5up6v7wZl97e46XY3JlTJru92Vy5Tk8RgcHXPOb3eEre744rj21jFWm7pV2/ruibpV2/osqdbnFHf3kyvb7alzjifPY7Xb985ddzw1XFN9dnU7fHGt9NT02lyffVGmt66ltfm8fVGfPXUMlm+nJ+6Nanu99v05xLPXPm/eG7l7DvHlva+j7fTFvbA36nNtt9sX952+OI+5c4/grfpbXZn27se8fYx549zp6n2JvRgCgdlslslkqhJP+XBpaakiIiK8UvYvv/yi5ORkXXPNNVq9erXmzp2rFStWSJLOPfdcffnll+ratatXynaWT1/1XlvFxcUqKCjwdxgAAAAAACCIREVFeS3506hRI/Xo0UOjR4/WsGHDFBsb65VyaiMokz/h4eHKyMhQUlKSTCaTv8MCgobZbNbOnTupO4CLqDuA66g3gHuoO4B7qqs7VqtVhYWFXk3+pKWlafHixfr4449lsVh0zTXX6JZbblFKSopXynNHUD32FR4eroKCAhkMBlmtVhkMBhkMBn+HBQQN6g7gHuoO4DrqDeAe6g7gHkd1Jzw83Gtlp6SkKCUlRbNmzdKyZcu0ePFiXXXVVWrXrp1uueUW3XTTTUpISPBa+c4w+rV0AAAAAACAEBAdHa1Ro0ZpxYoV2rx5s/7617/q1VdfVZcuXXTTTTf5NTaSPwAAAAAAAB7Url073X///Zo4caJiYmL0+eef+zWeoHrsCwAAAAAAIJBt2LBB77zzjpYvXy6DwaDrrrtOt9xyi19jIvkDAAAAAABQC5mZmVq8eLHeffdd7dq1S3369NFTTz2la6+9VtHR0f4Oj+QPAAAAAACAu2644QatW7dOjRs31ogRI3TLLbcoKSnJ32FVQPIHAAAAAADATeHh4Vq0aJEuu+yyCq+ZDyQkfwAAAAAAANz07rvv+jsEh3jbFwAAAAAAQAgj+QMAAAAAAKCyN3WNHDlSnTp1UlxcnFasWOFwmW+++UYXX3yxEhIS1KNHDy1evNgHkbqG5A8AAAAAAICkkydPqnPnznr66aedmn/v3r0aMWKELrzwQn399ddKTU3Vfffdpy+//NLLkbqGPn8AAAAAAAAkDR06VEOHDnV6/oULF6p169Z64oknJEkdOnTQxo0bNW/ePA0ZMsRbYbosKJM/ZrO5wv8AnEPdAdxD3QFcR70B3EPdAdxTXd2xWq2SpJycHBkMBtv4yMhIRUZG1rrc77//XgMHDqwwbsiQIZoyZUqt1+1JQZn82bVrlyQpIyPDz5EAwYm6A7iHugO4jnoDuIe6A7inct0xGAxq06aNOnfurLy8PNv4Bx98UJMnT651ednZ2WratGmFcU2bNlVubq4KCgoUFRVV6zI8ISiTP+3atdPvv/+uxMREmUwmf4cDBA2z2ayMjAzqDuAi6g7gOuoN4B7qDuCe6uqO1WpVcXGxtm3bVqXlT10SlMmf8g/SZDJxQgTcQN0B3EPdAVxHvQHcQ90B3FO57pQ/9lW/fv0KyR9PiY+P1+HDhyuMO3z4sGJjYwOm1Y/E274AAAAAAADc0rt3b61bt67CuLVr16pPnz5+isg+kj8AAAAAAACS8vLylJ6ervT0dEllr3JPT0/Xvn37JEmPPvqoUlNTbfP//e9/1969ezV9+nTt2LFDr776qpYtW6a77rrLL/FXJygf+wIAAAAAAK7bv3+/SkpK1LZtW3+HEpC2bNmiq6++2jb80EMPSZJuuukmzZ07V1lZWdq/f79teps2bbRkyRJNnTpVCxYsUPPmzfXiiy8G1GveJZI/AAAAAACEPKvVqtdee03//Oc/FRYWph9//FHt2rXzd1gB54ILLtCxY8eqnT537ly7y3z99dcejyU/P19btmzRgAEDar0uHvsCAAAAACCEFRQUaOzYsRo3bpyKi4t18uRJPfHEE/4OCw7s2rVL11xzjUfWRfIHAAAAAIAQtWfPHg0cOFCLFi2S0WjU2LFjJUnvvPOO/vvf//o5OvgKj30BAAAAABBiTpw4oRdffFEvvPCCcnJy1KRJE7311lsaMmSIsrOztWzZMj366KN6//33/R1qneWo3yWz2eyxskj+AAAAAAAQInJzczVnzhw999xztr5r+vTpo8WLF6t169aSpBkzZug///mPli1bps2bN6tXr17+DLnOKi4u1t///nclJyfbnb5v3z7NmjXLI2WR/AEAAAAAIIBZrVbl5eUpKytL2dnZysrKsv3Lzs7WoUOHlJ2drezsbB08eFBFRUWSpI4dO2r69OkaNmyYjMbTvb4kJydr1KhRevvtt/XII49oxYoV/tq0Oq1z585q0aKFbrrpJrvT09PTSf4AAAAAABCqTpw4oaeffloffPCBMjMzdfLkSaeXTUxM1MMPP6wRI0bIZDLZnWfatGlasmSJvvjiC61bt04XX3yxp0KHky699FKdOHGi2ulxcXEaOXKkR8oi+QMAAAAAQIAoKirS/Pnz9eSTT+ro0aMVpkVHRyshIUHx8fGKj49Xs2bNFB8fbxtX/n+7du0qtPSxp23bthozZozmzZunhx9+WF988YXq1avnzU1DJRMmTKhxesuWLTVnzhyPlEXyBwAAAAAAP7FarTp48KC2bNmiLVu2aNGiRdqzZ4+k049tde/eXQkJCYqJifFo2ZMnT9Ybb7yh7777Tu3bt1dqaqruvPNOxcfHe7QceMbw4cP14osvqlmzZi4vy6veAQAAAADwsb1792rMmDFq2bKl2rZtq+uuu06PPvqo9uzZo7PPPlvz58/Xjz/+qBtuuEHt27f3eOJHks4++2wtWrRIrVu31uHDh/X444+rffv2uvvuu5Wfn+/x8lA73377rQoLC91alpY/AAAAAAD4yLFjxzRr1izNmTPH1jGz0WhUx44d1a1bN/Xr10+jR49WdHS0T+K59tprddVVV+nDDz/U888/r82bN+uVV16RpGofOSooKFBUVJRP4oNn0PIHAAAAAAAvsVqt2rt3rz755BM98sgj6tSpk2bPnq2ioiJdfPHF+uKLL3Ts2DFt2bJFb7zxhlJTU32W+CkXFham4cOHa8OGDXr//fclSa+88orWrFlTZd709HR17NhRn3zyiU9jRO3Q8gcAENKOHj2q7OxsRUVF6ayzzlJUVJSioqKqffNFuZycHH3zzTdau3attmzZosaNG+uyyy5TSkqKzj33XBkMBh9tAQAA8Ia8vDzt3btXMTExio2NVUxMjCIiIqrMZ7FYtG/fPmVkZCgjI0M7d+60/X/gwAF16NBB/fv3V79+/dSrVy8dPXpU6enp2rp1q9LT05Wenl7ljU6dOnXSk08+qSuuuCKg7ikMBoOuvfZapaamav78+brzzjv1448/KjY2VpKUkZGhK6+8UllZWXruuef0l7/8JaDiR/VI/gAAQk5ubq7+85//aMmSJVq9erXMZnOVeSIiIqokhMqHCwoK9OOPP1ZZ7sMPP5QkNWrUSLfeequmTJmiuLg4n2wTAADwnP/85z/6xz/+oePHj1cYHxERYUsGRUdHy2KxaPfu3bbHs+z56aef9NNPP2nu3LnVzhMWFqaOHTuqS5cuGjJkiG6++WaFhQXu1/GZM2fq008/1d69e/XQQw/pxRdf1P79+3XFFVcoKytLXbp00dKlS0n8BJHAPdoAAHCgpKREa9as0e7du5WZmamsrCwdOHBA69atq9AZXsOGDVVYWFhhXHFxsYqLi6v8Enem9u3ba9CgQerZs6e+++477dy5Uz/88IOOHj2q559/Xm+++aamTZumsWPHKjw83KvbCgAAKjp48KD279+vzMxMZWZm6uDBg8rMzNShQ4d08OBBHT58WD179tT48eN14YUXymAwqLi4WA899JBeeOEFSVJMTIxKSkpsyZ3i4mIdPXq0yivWw8PD1a5dOyUmJiopKUmJiYlKTEzU2WefrW3btmnjxo1KS0vTli1b1KRJE3Xt2lVdunRR586d1aVLF3Xq1Mluq6JAFRMTowULFujyyy/X/PnzddFFF+nRRx/V3r17lZiYqJUrV/IDWJAxWK1Wq7+DcJbValVOTo4iIiK0Y8cOdejQwWGzfQCnmc1mbd++nbqDgGW1WvXbb79p69attqbS+/btU58+fXT55ZfrkksuUWxsrPbs2aPXXntNixYt0qFDh+yuKykpSSNHjtSIESN07rnnSiprtl1YWKiCggKdPHmywv9n/m21WtW3b1+1adNGUsW6YzabtXr1ak2dOlW//PKLrawFCxboggsu8M2OAoIA1xzAPdSdmh04cEBLlizRO++8o/T0dKeX69Gjh1JTU/Xqq69q06ZNkqTx48friSeeUHh4uEpKSpSXl6e8vDzl5uYqPz9fubm5slqtateunVq3bu3U52E2m0Pqc7v77rttnT9LUqtWrbRmzRrbPVIgqa7uWK1WFRQUqH79+gHXUumee+7Rk08+aXuszpHZs2frjjvuUIMGDVwui+QPUIdwMxF6ypsi//LLL9qxY4eksl9qypsrlz+/Xj5ssVh0/PhxnThxQsePH1d8fLz69OkTEBfCAwcO6Pbbb9dXX31V7Tzh4eHq1KmT0tPTVX75SkhIUP/+/dWsWTMlJCQoISFBPXv2VLdu/8/encfVmP6PH3+dVllSUkKyJhmMZDeGRMJki8FYxjL2sY7tM8ZYBsMMMcyYrDMURrYhIkIiW5axpoVUjFRIi/bO7w+/zldT0aaF9/PxOA/nnPu67+u609W5z/u+rvfVtNDOK7u+k5qayh9//MGCBQuIjIxET08PPz8/DAwMCqVOIUo7+cwRIn+k72QVFBSEp6cnBw4c4OTJk6prAHV1dapVq0bVqlUxNjZWPc/4t3z58uzYsYNt27ZlGRG8adMmevbsWVynVGrExMTQrFkzQkNDMTQ05OTJk5ibmxd3s7JVGoM/BgYG3L17F0NDw3del0z7EkKIUubly5c4Ozuzbds2bt++zcuXLwt0vJYtW/Ltt98Wa8LBgwcPMmbMGJ49e4a2tjZNmzalSZMmNGnSBGNjY7y9vTly5AhBQUHcuHEDABsbG7766it69uxZLFOuNDQ0GD16NAMGDMDa2pqbN2/yww8/sHr16iJvixBCCPE+efHiBadOncLT0xNPT0/u37+faXvbtm0ZPHgwDg4OVKpU6Y3Hatu2LfPnz2f9+vVs3LiRWrVq8eeff1K7du13eQrvDV1dXXbv3s26deuYPHlyiQ38lFZFORZHRv4I8QGRO0ml25MnT/j9999Zv349T58+Vb2vra1NgwYNsLCwQENDg9jYWNWQ5f8+V1NTQ19fn4oVK1KxYkVu3bqluhPWtGlT5s6dS8+ePYssCJSQkMDs2bNxcnICXg3JdnZ2xszMLNvygYGB+Pr60qJFixzLvAtv6zteXl7Y2tqirq7O1atXsbCwKLK2CVFSyWeOEPnzofadf/75Bzc3Nzw9Pbl06VKmRRc0NTVp06YNXbp0oX///tSpUydfdWR89S1poz9E4SiNI38qVarElStX3jpyXFdXt8B1ycgfIYQoRkqlksuXL+Ps7Mz169dJTk4mJSVF9UhNTVU9f/bsGampqQDUrl2bSZMmYWtrS926dXN1cZjdBU/GMp3r16/nn3/+oX///kycOJEVK1Zke8zExESePn1KdHQ00dHRPH/+nOfPn6tex8XF0bNnT9q1a/fW9ty6dYuhQ4dy+/ZtAKZPn86iRYvemAzRzMysSIM+udWxY0fs7e1xc3Nj9uzZHDx4sLibJIQQQpR48fHxuLq6snHjRi5fvpxpW/369enSpQudO3fm008/zXVOlDcpaV/8hQBo3rx5jtuUSiUKhSLTjd/8kuCPEEK8Q0FBQezfvx83NzdSU1MxNzdXPQIDA3F2dsbf3z/Xx2vVqhXTpk2jV69eeb4bmN0FT5UqVVi2bBkzZ85kxYoVrFy5kt9++42HDx+ybds2dHR0AHj8+DHff/89Li4u2S6b/rq1a9fi4uJC3759s92uVCrZuHEjM2bMIDExkSpVqrB582ZsbW3zdD4lzbJlyzh69KjqYWdnV9xNEkIIIbIVGRmJr68vly5d4vLly1y5coXq1auzevXqIlm84ObNm2zatInt27cTExMDvBrd06NHD+zs7LCxsSmRCYWFeBe2bt1aJCunSfBHCCFek5yczI4dOwgKCsLBwQFLS8s8HyMgIIC9e/eyb98+rl+/nmnbf+9qAejo6NC7d2969OhB+fLl0dTUzPLQ0NCgQoUK1KpVK7+n9kYGBgb8+OOPNGvWjBEjRnDgwAFsbW3ZsWMH27dvZ/ny5cTHxwOvkivq6emhr6+v+rdixYro6+sTEhLCsWPHGDJkSLYBoKdPnzJ27FjVyJiuXbuyadMmqlSp8k7OqyiZmZnx9ddfs2rVKmbNmoWNjY0s/y6EEKLYKZVKfH19OXfuHL6+vvj6+vLgwYMs5Z4+fUqnTp0YP348ixcvLtBIGy8vL1auXEm5cuWwtLTE0tISCwsLTp06xaZNm7hw4YKqbN26dRk1ahTDhg3DyMgo33UKUVq1atWqSBI+S84fIT4gH8Ic8oSEBC5dukRCQgLq6upoaGigoaFB/fr13xhgSElJYfv27SxdujTTBVHLli0ZO3Ysffr0ISgoiCtXrnD58mUCAwOpXr069evXp379+lSvXp2TJ0+yb98+bt26pdpfXV0da2tr+vTpQ+XKlfH39+fu3bv4+/tToUIFBg0ahIODQ6HM4y0sZ86cwcHBgejoaBQKhWq6WMuWLfn5559p3bp1jsOm09LSGDlyJDt37kRDQ0MVALp9+zabNm3CxcWFFy9eoKmpydKlS5k0aRJqampFeXr5ktu+Ex0dTcOGDYmKiuKXX35h/PjxRdhKIUqWD+Ez532RkpKCm5sbOjo6dO7cWQLXxayw+k5iYiK7du1izZo1WZZEVygUmJub07JlS1q0aEHTpk35448/2LJlCwCmpqb88ssvdOvWLcvndEYw6cqVK7Rv355GjRqptsXFxfHtt9+qcvnlRENDg549ezJ69Gisra1LxbWAKPlKa84ff39/Cf78lwR/hCiY9+1CPD09nfj4eMLDw/H09OTo0aOcOnUq01Ker2vRogU9evSgR48eVK9eneDgYO7fv8+9e/dwdnbm3r17ABgbG9OqVSvc3d1JSUnJc7s0NDSwsbGhb9++9OzZs1Qu/e3n50fPnj0JCQmhRo0aLF68mAEDBuTq4iwtLY1Ro0axY8cONDQ0sLS0xNfXV7XdwsKCP//8M1+jqopLXvrO+vXrmTRpEpUqVcLPz69IhvEKURK9b58576tr164xZswY1UjVypUr069fPwYNGvTGYL94d97Wdy5dusSpU6eoXbs2jRs3xszMDA0NDdLT0wkJCeHu3bucP3+ezZs3ExkZCUDZsmWxsbFRBXusrKyoWLFilmOfOHGC8ePHq26EmZiY8PnnnzNo0CBMTU3ZsWMHmzdvznSj66OPPmLAgAGYm5szZ84cgoODARg1ahRmZmZcu3aNa9euERgYSM2aNRk5ciTDhw/H2Nj4Hfz0xIesNAZ/Pv74Y06dOvXWVesKgwR/hPiAFPeFeHJycqbVp+Lj43N8nfF42/vZMTExwcjIiNTUVNLS0khMTFQFdt7EyMiIGTNmMGbMGMqWLcuTJ0/4888/2bhxI6GhoVSsWBErKyusrKywsLDg8ePHBAQE4O/vT2hoKE2bNqVv377Y29u/F1/4o6KiOHPmDF27dqVs2bJ52vf1ABC8GgFlb2/P6NGjsbGxKXV3+PLSd1JTU2nevDl37txh8uTJrFixoohaKUTJUtyfOeLNkpKSWLJkCT///DNpaWno6+ujpaXFkydPVGVq167NgAEDGDRokKxiWIRy6jsRERHMnTuXrVu3Ziqvra2NqakpYWFhWW6AmZiYMGHCBEaNGpXra5O4uDgWLVrEli1bVPl44NVneUbevzJlytC8eXMuXryY5UZZzZo1cXJywsbGJtP7SUlJaGlplbgv3+L9URqDP5GRkW8c9ZOamsr169exsrIqcF0S/BHiA1KUF+LBwcG4uLiwd+9ewsPDiYuLIzk5+Z3UpaGhQZs2bejWrRt2dnZ89NFHWf6w//vvv7i7u3Po0CFOnjxJYmIi1apVo3bt2tSuXRsrKyuGDx9OuXLlshw/LS2NJ0+eYGxsXOqCFsUpLS0NR0dHlEolQ4cOpWrVqsXdpHzLa9/x9PSke/fuaGho8M8//1C/fv0iaKUQJYsEf0qu0NBQ7O3t8fPzA8DBwYHVq1djYGDAyZMn2blzJwcOHCAuLk61j6WlJd988w2ff/55cTX7g/HfvpOWlsaGDRuYP38+0dHRAHTv3p2nT59y69atTDfDtLS0MDMzo0GDBvTp04c+ffrkexpfYmIiR44c4a+//sLd3Z2kpCQaNWrEV199xaBBg9DX1+f58+ccOHCAXbt28c8//+Dg4MCPP/5YKCtzCZFXpTH4Y2BgwN27d1UBoLZt2+Lq6oqJiQnwKuhrYWFRKKt9SfBHiA9IYV+Ip6WlcfPmTWJjY0lISCAxMZEnT56wa9cuvL29c9xPW1ubChUqUL58edXj9dcVKlSgXLlyqvf++/q/++jo6OTpD3lSUhLp6emqlayEeJv89J3evXvj7u5Ojx492L9//ztuoRAljwR/SqbU1FQ6derEhQsXqFKlCmvWrKFPnz5Zyr18+RI3Nzd27tzJsWPHSE1NRaFQ8M8//8gooNcolUqePXuW7yneiYmJODs7U6FCBRwcHNDU1MzUdy5dusTkyZNV0/KaNm3KmjVraN26NfBqCnxwcDAhISGYmppSq1YtNDQKf02fFy9eEBUVRZ06dUrcl2chMpTG4M9/c/7UqFGDM2fOqBZ5iYiIoEGDBjx79qzAdclqX0KIPEtMTMTFxQVHR0eCgoKyLaNQKOjUqRNDhgzB0tIyU+CmuBNJamtrF2v94sOwfPlyjh07xuHDh/H09KRz587F3SQhhGDx4sVcuHABXV1dvL29qV27drblypYty4ABAxgwYABRUVF8/vnnnD17lgMHDkjw5/+Ljo5myJAhHDt2jD59+vDjjz9Sp06dTGUCAgI4dOgQderUoUuXLqoRxunp6bi6ujJv3jxCQkIAmDdvHtOnT2fo0KE8e/aMsWPHsm3bNgD09PT44Ycf+OqrrzJ9qVVTU6Nu3brUrVv3nZ5rxYoVs80RJIR49worYCXBHyFKMKVSSXx8PDExMcTExFCmTJlCWepbqVRy5coV3N3defnyJTVq1Mj0qFSpUpY/MsnJydy7d4/Dhw+zZs0awsPDAahQoQJVq1alTJky6OjoULZsWaytrRk8eDA1atQocFuFKK3Mzc0ZP348a9euZebMmfj6+r6Tu7FCCJFbp0+f5scffwRg3bp1OQZ+/qty5cp88cUXnD17Fjc3N+bMmfMum1kqBAYG0qdPHwICAgDYv38/hw8f5uuvv2bmzJmcOXOG9evXc+LECdU+ZcqUoXPnznTq1IkdO3Zw+fJlAKpVq0ZqaiohISFMmTKFJUuWkJCQQGxsLADDhw9nyZIlRbIakBDi/SVXoUIUg6ioKP766y9CQkJUgZ3Y2Ngsz2NjY0lPT8+0b7t27Rg7dix9+/ZFS0sr13UmJydz8uRJnJ2d8fHx4d9//82xbNmyZVWBoIxplsHBwaokf/AqgeDUqVMZOXIk5cuXz/sPQYgPwNy5c9m+fTu3b9/mjz/+YPTo0e+srvj4eDQ0NGRkmxAiW0+fPmX48OEolUq+/PLLPOfu6dGjBwC+vr78+++/VKtWLU/7K5VKwsLC0NfXL/X5YE6dOsXAgQN5/vw5JiYm/Pzzz2zevBlPT08cHR1ZtWoVGZk1FAoF1tbWBAcHExwczKFDhzh06BAA5cuXZ+bMmUyZMgWFQsHWrVtxdHRUrbT13yleQoj3j0KhIC4uDm1tbZRKpep1RrL1jCBwodQlOX+EyEypVOLj40NgYKBqtajsHpqamtSuXZt69epRr169XOWPuXLlCr///ju7du0iKSkp121SU1NDV1eX2NhYVQDGyMiIkSNH8tVXX2FqaprtftHR0Rw9ehQ3NzeOHj2a6Y9HuXLlsLW1xcTEhLCwMNUjIiIix3aUK1eORo0aMXr0aAYOHJin4JMQpVlBcpesW7eOqVOnUqZMGdq0aYOlpSVWVla0bduW6tWrF0r7Hj9+jJWVFSYmJvj4+BT71EohQHL+FCcvLy/++usvDA0NMTMzo27dujg6OuLm5oaZmRkXL17M142bTz75hEuXLvHbb7/lKZj94sULxo8fz549e1BXV6dZs2Z06NCBjh070rZt23y1JSIigiNHjvDkyRMmTZpUJHn8bt26xY4dO1i9ejWpqam0bNmSPXv2YGxsjFKp5OjRo8yaNQt/f38qV67MiBEjGD16NLVq1UKpVHLz5k3c3Nzw8vKiUaNGzJkzhypVqmSqIyUlhT179vDw4UOmTJki11pC5EFpzfnzepsyAkD/fS0Jn+ViQhSi8PBwnJ2d+eOPP3LMY/MmJiYmqkCQmZkZpqamPHv2jJCQEEJDQ7lz5w43btxQlbe0tKRTp05UrFgRXV1dKlSogK6ururx+uuMhMb//vsvW7ZsYdOmTaqRO2pqanz22WeMGzeOTp068ejRI9zc3HBzc+P06dOkpqaq6jQ2NqZdu3YMGTIEGxsbypQpk+U8EhMTefjwoSoYlJiYSL169TA3N6datWol7g+mEEWhIF9iU1JS6Nq1K2fPns30voaGBhcvXqRx48YFbt+8efNYvnw5AGvWrGHcuHEFPqYQBSXBn6KXnJzM999/j6OjY7bbtbS0OHPmDJaWlvk6/vLly5k3bx52dnYcPHgwV/tcvHiRocmO42wAACAASURBVEOHqkaz/JeGhgbNmzfn008/pWPHjrRp0ybblTeVSiU3btzA3d2dw4cP4+vrqxpdM3bsWNauXZuvc3obf39/du/eze7du1WrowEMHDiQDRs2ZLmWSklJISAggHr16uV7JKb0HSHypzQGf3x8fHJVrl27dgWuS4I/olRLSEjA39+f0NBQ0tLSSE9PR6lUolQqszx/+fIlcXFxxMbGEh8fr3oeFxdHdHQ0Fy5cUAVKypcvT/v27dHU1ERdXV310NDQUD1PSEjg3r17BAUF8fz581y1V1NTk379+jFhwgRatmyZ7z8+KSkpuLm54eTkhJeXl+p9Q0NDIiMjM5Vt0KAB9vb29OzZk2bNmhEYGCh9R4g8KuiFeGpqKrdu3eLatWtcvXoVDw8PHjx4wOjRo/ntt99yVf/+/fvp1KkTlSpVyrQtPj6eunXrqlaBMDIyws/Pr9RPqxCln3yBLVoBAQEMGzaMq1evAjBo0CB0dXUJCgoiKCiI8PBwHB0dCzT99M6dOzRt2hQtLS0eP378xr8z6enprFy5kvnz55Oamkrt2rVxdnbG2NiY06dPc/r0aby9vbMEhTQ1NWnRooUqGJScnMzhw4dxd3cnLCwsU9kmTZqobqzt27ePzz77LN/n9rr79++rAj6v37jT1NTE1taWL774gn79+r2zL5HSd4TIn9IY/ClKEvwRxUqpVPLo0SPi4+PR1tZGS0sry0NNTY2YmBj8/f3x8/NTPe7evUtwcDCF+SvcunVrRo4cSb9+/fI0BPnp06cEBgYSGBiousgKDQ3FwMCAmjVrYmpqiqmpKZ9++mmW4b0F5efnx4YNG3B2diYmJgaFQkGbNm3o2bMn9vb2mJmZqcrKxYQQ+VPYfcfLywtbW1vKly9PaGjoW//erFq1itmzZ9O6dWu8vLxQU1NTbVu/fj2TJk2iTp06qKmpERQUxHfffcf3339f4HYKURDymfPuKZVKrl27xsGDB/nll1+Ij4+nUqVKrF+/nl69emUpW9AvPUqlko8++oigoCB27tyJg4NDtuXCw8MZOXIknp6eAPTv359169Zlu1rUgwcP8Pb2xsvLi9OnT2cJ8LxOR0eHTp068dlnn2FnZ0f16tWZNWsWq1evpnLlyly9ehVjY+NM+zx//hx9ff1cnd+DBw8YM2ZMphtrGhoa2NjY0L9/f3r27Imenl6ujlUQ0neEyJ/3Mfhz/fp1li5dyq5duwp8LAn+iCKlVCo5f/48Pj4+XLx4kUuXLqlWjcqJurp6pkTD/1WpUiXq1q2LlpYWCoUChUKBmppaludly5alfPnyVKhQgXLlyqmely9fnnLlytGkSRMaNmxY2KdcZOLi4vD19eWjjz7CyMgo2zJyMSFE/hR233n9C5STkxMjR47MsWxqairm5uaqL0Rr165l7NixwKs7640aNSIoKIhVq1ZRpUoVvvjiC8qVK4efn1+WL0FCFCX5zHk3EhMTOXXqFIcPH+bw4cM8evRIta1Dhw788ccfmJiYvLP6Z8+ezapVq/jiiy/4888/s2w/duwYI0eOJCIiAh0dHVavXs3w4cNz9YVLqVQSHBysCgadOXMGhUKBnZ0d3bt3x9raOktun6SkJNq2bcvNmzextbXl4MGDqKmpERgYyMyZM3F3d2fatGmqqbE5+fvvvxkzZgzR0dGoqalhbW1N//796dWrFwYGBnn6GRWU9B0h8qe0Bn9OnDiBl5cXmpqaDBs2jFq1ahEQEMDChQs5evQonTp1Yvfu3QWuR4I/okhkJMH74YcfVMtaZtDQ0KB8+fIkJyeTnJycKUfN64yNjbGwsMDCwoIGDRqonhsaGpbITlwSycWEEPnzLvrOypUr+d///kfz5s05d+5cjuX27t3LoEGDUFNTIz09HV1dXa5fv0716tVxc3PDwcGBihUrEhwcTLly5fjkk0/w9fV9pzkwhMgN+cwpPJGRkRw5cgQ3Nzc8PT2Jj49XbStXrhydO3emd+/eDBw48J3/rH18fLC2tkZPT49Hjx6pEsz/N99Q48aNcXFxwcLC4p22B+D27du0adOGxMREFi1aRHR0NGvXriUlJUVVxsXFJdsVzpKSkpgzZ45qCm6rVq3Ytm0btWvXfuftzon0HSHypzCDPxs3bmTt2rVERETQqFEjli9fjpWVVY7lf//9d7Zs2cLDhw+pVKkSvXr14vvvv882x+rrnJ2dmTJlCvr6+kRHR1OpUiUWL17M7Nmz6dOnD+PGjcPc3Dx3P4C3kOCPKJC4uDgCAwO5e/cuAQEB+Pv7Ex4eTo0aNVTJj7W0tHB0dMTX1xd4tYx4165dad26Na1atcLS0jLTXZy0tDRSUlJUwaDk5GR0dHRyPWRX5EwuJoTIn3fRdyIjI6lVqxYpKSlcvHgxxwSs1tbW+Pj4MHv2bE6dOsWlS5fo3bs3rq6udO7cGW9vb7755ht+/PFHALy9vencuTPq6upcv36d+vXrF0p7hcgr+czJnYxR0YmJiRgbG1OtWjUqVqyIn58fhw8f5tChQ1y4cCHTNPfq1avTo0cPPvvsMzp27PjWLxeFKS0tDVNTUyIjI/Hw8MDa2pp79+4xdOhQ1Q2+8ePHs3z58iJt1++//86UKVMyvde1a1dq1KjBpk2bKF++POfPn8/0JSooKIjBgwdz7do1AKZPn84PP/xQ7CsmSt8RIn8KK/izb98+xo8fj6OjI1ZWVjg5OfH333/j6+uLoaFhlvK7d+9m0qRJrF27llatWhEUFMTEiRPp27cvS5YseWNd7dq1Y8CAAUyePJmDBw8yfPhwmjdvzh9//FFoq8Jm0CjUo4n3Unp6Oo8ePcLf3x9/f39VkCcgIICHDx/m+jg6OjqMHz+e6dOn5zgtCVAlVC7KCwYhhChqhoaG9O7dm927d7N582Z+/fXXLGWuXbuGj48PGhoajB8/nv79+9O6dWv+/vtvFixYgLe3NxoaGkycOFG1z6effkr37t1xd3dn7ty5uLq6yuhIIUqoZ8+eMWbMmCwrZ2lpaZGcnJzpvaZNm/LZZ59hb29P06ZNi61fq6ur0717d7Zu3YqbmxtPnjxh4sSJxMbGoq+vz4YNG7LkGyoK48aNw8PDA3d3d+rVq8eKFSvo1q0baWlpBAYGcvr0aQYMGICPjw/lypVj9+7djBs3jtjYWAwMDNi8eTPdu3cv8nYLIUqedevWMWzYMAYPHgyAo6Mjx44dw8XFhWnTpmUpf+nSJVq1akX//v0BMDU1xcHBIcuMl+w8ePCA3r17A2Bvb4+GhgaLFi0q9MAPlNLgT0b+lzflgRF59/LlSwIDA/H398/0b0BAAC9fvsxxP0NDQ+rXr696VK1albCwMNVKWE+ePKF79+5MmzZNlexY/u+Kh/QdIfLnXfWdkSNHsnv3bnbu3MmSJUuyJH7OmLbl4OBAlSpVqFKlClOnTmXFihUsXboUgH79+lG1atVMbVu0aBFHjx7lwIEDqvKvJ4kWoijIZ86bnTt3juHDhxMWFoampiZ169YlPDyc6OhokpOT0dLSomPHjvTo0YNu3bpRo0YN1b7p6enF2HLo0aMHW7duZcOGDarAdbt27fjjjz+oUaNGsf2f79ixg4sXL9K6dWu0tLRIT09HoVDw559/0qZNG+7cucP48eMpX748mzZtAqBt27Zs3boVExOTEvO7Kn1HiPzJqe9kjJzMWBwng7a2Ntra2pnKJicn888//2QK8qipqdGhQwfVTJb/atmyJa6urly5cgUrKysePHjA8ePHs51q+l8JCQmqWTAKhQJtbe13lrOxVE77CgkJKdQVnkqrmJgYkpKSsh16FhMTw7Fjx7hy5QpVq1bFzMwMMzMzatasybNnz3jw4AHBwcGEhISo/n38+HGOdWloaFCjRg1q1aqV5ZHdyg1CCCHeLj09nV69ehEWFsb3339P3759VduePn2KnZ0dKSkpODs707hxY+BVstf+/furEkDv2LEj22T1f/31F8uWLQNeTX344Ycf0NLSKoKzEkK8SVpaGn/88Qe///47aWlp1KhRg+XLl6v6cWJiIk+fPkVfX5+yZcsWc2uzl5CQgLW1NYmJiaipqfHVV18xZswYNDRK7n3ly5cvM2bMGFXgTKFQMGrUKMaNG1ei2y2EKDiFQkHNmjVp1KgRcXFxqvdnz57NnDlzMpV9/PgxDRs2xMPDg5YtW6re//777zl37pxqFcP/Wr9+PfPmzUOpVJKamsqIESNUOdDepFKlSsydO1d1A3DBggVMmjQpS6L5jMU+CqJU/qWrU6cO9+7do169eu/tPNhz586xfPlywsPDMTQ0xMjICENDQ5KSkvD39+fu3buqVbJq1KhBu3bt+OSTTzAwMGD37t0cPnyYpKSkPNdrYGCQaRRP/fr1MTc3p1atWsU+/1kUXFpaGkFBQe913xHiXXiXfWfcuHHMnTuXw4cP87///U/1/tKlS0lJSaFFixb069cv0z4bNmygZ8+e2NjY0KdPn2yPO3/+fBo0aMDo0aPx8PAgJSWFv/76iwoVKhRq+4XIiXzmZJWxBPqpU6cAGDhwIGvWrCmV/fKbb77h4MGDrFy5kvbt2xd3c97K3Nycx48fM2/ePIyMjNiyZQs2NjbF3axsSd8RIn9y6jtKpZLk5GRu3bqVZeRPYTh79iyOjo6sWLECKysrgoODmTNnDj///DMzZ858474mJiZs27ZN9drIyCjLsu4KhaJQgj+lcuSPpaUlL1++pFKlSlSoUCFXDyMjI1q1alXih73funWLefPmcfjw4VyVz1j9JTuNGjWiV69eREZGcvPmTW7dukVsbCzq6urUqVNHFdhp0KCBKtBTuXLlwjwdUcJIAkEh8udd9p2IiAhq165NSkoKI0eOpH379rRo0YLOnTsTHh7Otm3bGDhwYJb9Hj9+jL6+/lvzo2UMO46Pj6d58+Z4eXnJCCBRJD6Uz5zg4GD8/Pzo1KnTG/vj60ugly1bljVr1jB06FDJyVWElEolFy5coH79+kW+fHtefCh9R4jCVhgJn5OTk6lWrRpbt26lR48eqvfHjx/Pixcv2LFjR5Z9unXrRvPmzfnhhx9U7+3atYtp06bx8OHDEhODKJUjf6KiooiNjeXJkyd52q9NmzasX7+eBg0avKOW5U58fDwbN27kzz//JDU1FT09PfT09FAoFBw/fpz09HTU1dUZMWIE9vb2REVFERERQUREBOrq6qplzs3NzVFTU+PixYucPXsWHx8fHj16RPfu3RkyZAgff/xxpnqVSiVPnjyhUqVKcuEvhBAlhJGREf3792fHjh1s2bKFLVu2qLZVq1YNBweHbPerWrVqro7fpUsXjh8/Tvfu3bl8+TInTpygW7duhdJ2IT50Z86coU+fPsTExKCvr8+AAQP48ssvadasGQqFgtjYWB49esTWrVtZuXIl8GoJ9O3btxf79eiHSKFQ0KZNm+JuhhCiBNPS0qJp06acPn1aFfxJT0/H29ubr776Ktt9EhISsgR4MoJPJWmsTakM/vj4+HDz5k0qVapEfHw8sbGxOT7i4uKIiYnh1q1bnD9/nhYtWvDdd98xffr0PE1j8vX15d9//6V169aqpMV5FR0dzbp161i7di1Pnz7NsVyfPn1YtGhRpqUo38TGxiZXw1YVCsU7Sx4lhBAi/5ycnOjZsycXLlzg3LlzXLt2jZSUlDx/VuWkefPm2Nvb4+zszIULFyT4I0QuxcfHM3DgQNTV1VmwYAFNmzZVbXNzc2Pw4MEkJiaira3N8+fPcXJywsnJiapVq6quQ183btw4li9frkruKYQQouSZMGECEyZMwNLSkmbNmvH7778THx+vWv1r3LhxVK1alfnz5wNgZ2fHunXraNKkCc2bN+f+/fssXboUOzu7t47eS0hI4PTp09jZ2QGwcOHCTKs9qqmpMXfu3EJZCbtUBn/q1atHenp6noZChoaGMnHiRDw8PJg3bx579+5l69atWFhYvHG/xMREZs2ahZOTU6b627VrR/fu3endu/dbh45FRkbyyy+/4OTkRExMDAB169ZlxowZ1KtXjxcvXhAdHU1cXBytWrXCysoqV+ckhBDi/VCmTBn69u2rSvickJDAw4cPqVevXqHV0aZNG5ydnbl48WKhHVOI1/n4+HDjxg2++OKL92YxiMWLF+Ph4QHAkSNH+PLLL1mwYAGenp6MHTuWtLQ0PvvsM5ydnTl//jxbt27lwIEDmRbR0NXVpVatWsydOzfHHF1CCCFKjr59+xIVFcXSpUuJiIigcePG7NmzByMjI4AsU7lmzJiBQqFgyZIlPH78GAMDA+zs7Jg3b95b69q5cyfHjh1TBX82bdpEgwYNVMGewMBAqlatyoQJEwp8XqUy54+WlhYBAQF5ngerVCpxcXFhxowZPH/+nMqVK3PkyJEs06My+Pn5MWTIEG7evAm8ShQXEBCQaejW6NGjWb16dbZ3Zh89esSqVavYuHEjCQkJADRs2JDZs2fTv39/WVlAFDmZQy5E/rwPfefWrVs0a9aM8uXLExERIZ9BolD5+fnRunVrEhIS0NfXZ9q0aYwbN45///33nfWbJ0+eMHbsWE6fPk1qaippaWmkpaVhamqKi4sLrVq1KtDxb9++TYsWLUhNTaVjx454eXkBoKOjo7quGzZsGE5OTpn6U3R0NHfu3MHQ0JCqVauqVnARIrfeh88cIYpDYeT8KWrdunVj8uTJqlHZNWrU4MyZM9SqVQt4lTto8+bNHDt2rMB1lYzMQ0VEoVAwdOhQrl+/jpWVFVFRUdja2nLlypVM5VJTU9m0aRNt2rTh5s2bGBoacujQIW7evEl4eDgHDhzg66+/RqFQsHHjRnr16kV0dLRq//v37zNhwgTMzc1Zs2YNCQkJWFlZsXv3bq5evcqgQYPkolsIIUSRatiwIbq6usTFxXHr1q3ibo54jyQlJTFs2DASEhIoU6YMz58/5/vvv8fCwoJt27bluDBFQZw7d46WLVvi7u5OfHw8SUlJpKamolQqCQkJ4bPPPuPatWv5Pr5SqWTy5MmkpqZib2/PsWPH8Pb2plWrVqrAz/Tp09m4cWOWazo9PT3atm2LmZmZBH6EEEK8UXBwMB999JHqtba2dqZRRVZWVty9e7dQ6vqggj8ZjI2NOXr0KK1bt+b58+d07dqVCxcu8OLFC1avXo2FhQUTJkzg5cuXdOrUicuXL2NrawuAvr4+3bp1w9HRkT179lC2bFk8PT359NNP8fT0ZMSIEXz00Uds2rSJ5ORk2rdvz+HDhzl37hy9evUqMZm+hRBCfFjU1NRo3bo1ABcuXCjm1oj3yfz587l+/ToGBgb4+fmxdetW6tWrx9OnT3F0dOSnn34qtLqUSiVr1qyhc+fOPH78GAsLC86ePUtQUBDBwcEEBQXRrl07Xrx4Qffu3VWjt/PKxcWFM2fOULZsWRwdHQFo3bo13t7e7N27F1dXV5YtW1bi7iALIYQoXV68eEFSUpLqdVBQEKampqrX6enpmXIAFcQHG4moWLEihw8fpn379sTExNCtWzfq1KnDrFmzCAkJoXLlyixbtgx3d/ccV1Sxt7fn1KlTVKtWjbt379K9e3e2b99OWloatra2nDx5khMnTtClSxe5OBBCCFHsMqbBnD9/Psu2M2fOYGdnV2h3l8SH4eTJk6rgyPr166levTqDBg3ixo0bLF26FIAlS5YUaBROhtjYWL744gtmzJhBamoqAwYMwMfHh5YtW2Jqakr16tUxNTXlwIEDtGjRgqdPn9KtW7c8/04/e/aMOXPmADB37lxq1qyp2qZQKLC3t6d3794FPh8hhBCiWrVq+Pn55bj99u3bVKtWrVDq+mCDPwAVKlTAzc0NGxsb1aphDRo04Pfff+fevXtMnz79rSN1LC0t8fHxwdLSEoBevXpx/vx5Dh06xCeffFIUpyGEEELkSsYSx9mN/Pnf//7HyZMnWbJkSVE3SxSC27dvc+bMmXd2/MjISKZMmcLw4cPZsmUL9+7d4+nTp4waNQp4lQOxZ8+eqvIaGhpMnToVGxsbUlNTGTlyJImJiW+tR6lUZrss7p07d2jTpg179+5FQ0OD1atXs23btmynVenq6nLo0CE+/vhjIiIisLOz4969e7k+13nz5hEZGYmFhQVTpkzJ9X5CCCFEXnXp0oUff/wx28/IhIQEfvrpJ9UspIL6oBI+5yQxMZGNGzdiZmaGra1tvqZmpaam8uzZM1UGcCFKIkkgKET+vC99JyYmBkNDQ5RKJaGhoRgbGwMQEBBAo0aNgFcrjz18+BBdXd3ibKrIA39/f1q2bElCQgI//PADs2fPLtTjX7hwgS+++IKHDx9mer9s2bK8fPkSMzMzLl26RLly5TJtT0tL4/z58wwcOJCIiAimT5/OsmXLsq0jODiY5cuX4+zsTM2aNRk8eDCDBw+mVq1a/PXXX4wfP574+HiqV6/Ozp07VVMY3yQqKorOnTtz584dTE1NOXHiRKZRPBnCwsLw8vLC29sbb29vgoODAVTT+oUoau/LZ44QRa00JnyOiIjg008/RVNTk9GjR6tWeg0MDGTjxo2kpaVx+vTpQokzfNAjfzKUKVOGSZMmYWdnl++cPBoaGhL4EUIIUaLp6uqqgjyvj/7ZsWOH6nliYiL79u0r8raJzB49ekRaWtpby6WmpjJixAhVEuJ58+axcOHCbEfP5JVSqWTt2rV06tSJhw8fYmZmxuzZs2nXrh2ampq8fPkSTU1NnJ2dswR+MlSqVIlff/0VgFWrVuHj45Npe3BwMOPGjeOjjz5iy5YtpKSkEBQUxMKFC6lfvz5WVlYMGzaM+Ph4rK2tuXjxYq4CPwCVK1fm6NGjmJmZERoaip2dHY8ePVJtj42NZcqUKdSrV49Ro0axdetWgoODUVdXZ86cORL4EUII8c4ZGRnh4eGBubk5CxcuZMiQIQwZMoRFixbRoEEDjhw5UmhxBllySgghhPiAtG7dmps3b3LhwgV69+5Nenq6KvhjZWXFlStXcHFxYfjw4cXb0A/Y33//zYABA7C1tWXfvn1oamrmWHbZsmVcvnwZPT09Ro0axcqVK1myZAmJiYksXbo033c4Y2JiGDt2LHv37gWgX79+rF+/ngoVKgDw8uVLLl68iIGBAU2aNHnjsezt7Rk2bBjbtm1j5MiR9OjRg8DAQAICAnjw4IEqUNW5c2dmzZpFWFgY27dv59SpU6qEzbNnz2bBggV5HgVhbGyMh4cHNjY23Lt3Dzs7Ozw9Pbl27RoTJ04kLCwMgBYtWtChQwc6dOhA27ZtVecphBBCvGs1a9Zkz549PH/+nPv37wNQp04d9PX1C7UeCf4IIYQQH5DWrVuzceNGVdLnc+fO8eDBAypUqMDWrVtp3Lgx3t7ePHjwgFq1ahVvYz9A0dHRTJ48GaVSiYeHB1OmTOG3337LNohz5coVVVLlX375hUGDBlGtWjW++eYbVq5cSVJSEitXrsxzAOjmzZsMHDiQwMBANDU1+emnn5gwYUKm45QtWxZra+tcH3PlypV4eXkRHBysGgmUwcbGhnnz5tG2bVvVe0OHDiU0NJT9+/fTuHFjOnXqlKdzeJ2JiYkqAOTv74+lpSVRUVHAq4vrdevWFej4QgghRGFQU1NTzUR6F6uEy7QvIYQQ4gOSkfT5ypUrJCUlsX37dgD69OlD/fr1VV/oX58KJorO3LlzCQ8Pp2rVqigUCjZt2sSqVauylEtISGDEiBGkpqbi4ODAwIEDAZg0aZIquPLrr7/i4uKSp/pdXFz45JNPCAwMxMTEhJMnTzJx4sQC50ioWLEirq6uDBw4kOnTp+Pk5MSJEycICwvjyJEjmQI/GUxNTZkyZUqhBGZq1aqFh4cHVatWJSoqCjU1NaZOncqVK1ck8COEEKJYhYaG8vnnn1O3bl06d+5M586dqVu3LgMGDCA0NLTQ6pGEz0J8QCSBoBD58z71HaVSiYmJCZGRkRw/fpx+/frx4sULPDw8sLa2xtnZmVGjRlGvXj1u375d4hIjvs98fHxUwbcTJ05w7do1ZsyYgUKhYNeuXarlxcPDw1mwYAFbtmzB2NiYa9euYWBgkOlYS5cuZcGCBVSpUoVbt25RsWLFTNvj4uLYu3cvMTExKBQKFAoFV69exdnZGXi1+sjWrVupXLlyvs+nJPabwMBANmzYQP/+/WnZsmVxN0eIbJXEviNEaVAaEz4/fPgQGxsbNDQ0GDVqFObm5gDcvXuXLVu2kJaWxokTJ6hevXqB65LgjxAfELmYECJ/3re+4+DggJubG23atOH8+fOYmJgQFBSEmpoacXFx1KhRg/j4eM6cOUOrVq2Ku7nvHU9PT1xcXBg0aBC2trYoFAqSkpJo0aIFd+/eZeTIkTg5OaFUKpkyZQpOTk7o6OgwdOhQzpw5g5+fn+pYBw4coFu3blnqSEpKwtLSkqCgIKZMmcLPP/+caZudnV2W5MsACoWC7777jm+//bbAv+vvW78RoqhI3xEif0pj8GfSpEncv3+fvXv3UqZMmUzbEhIS6NevH3Xr1mXNmjUFrkumfQkhhBAfmIzVkjLy/gwaNEg1t7x8+fL06dMHIM9ThsSbKZVKVq1axWeffcaOHTuwt7enffv2eHh48PPPP3P37l2qVKnCjz/+CLwKxDg6OtK1a1cSEhLYsGEDfn5+KBQKmjZtyu+//55t4AdAW1ub1atXA6+mf926dUvVhq+//hofHx90dXXp378//fr1U00dO3LkCPPmzZMvnEIIIUQROHHiBN99912WwA+Ajo4O3377LcePHy+UuiThsxBCCPGBycj7k2Hw4MGZXg8ZMgQXFxdcXV1ZsWIF2traRdm891JiYiITJ05UTavq0KEDly5d4tKlS9jb26vKrVixItPqHhoaGmzfvp2ZM2eiqamJtbU1HTt2zDLNKzu2trb07NmTgwcPMm3aNI4dO8aqVavY+rAP5gAAIABJREFUunUrampq7NixA1tb28I/WSGEEELkytOnTzE1Nc1xe61atXj+/Hmh1CUjf4QQQogPjJWVFRoar+7/WFpa0rBhw0zbO3TogImJCc+fP8fd3b04mvheCQ8Pp0uXLjg7O6OmpoajoyPHjh0jICCAadOmoaOjA0DXrl35/PPPs+yvq6vL+vXr+fXXX3FwcMhV4CfDihUrKFOmDKdPn2bChAn873//A16tviWBHyGEEKJ4ValSBX9//xy3+/n5YWRkVCh1SfBHCCGE+MDo6OhgZWUFZB31A6Curs6AAQMAcHNzK9K2vW/S09Pp168fFy9eRE9Pj0OHDvH111+jUCioUqUKy5cvJyAggC1btrBjx45Cz0VQq1YtZs2aBcDmzZtRKpWMGTOGCRMmFGo9QgghhMi7Hj16MG/ePKKiorJsi4yMZMGCBfTo0aNQ6pJpX0IIIcQHaM2aNRw9epRx48Zlu71du3asXLmS69evF3HL3i+urq5cunSJ8uXLc+bMGdUqHq+rUqUKQ4YMeWdtmDFjBi4uLty/fx9ra2tWrVpV4hJeCiGEEB+i2bNnc/z4cZo1a0b//v2pX78+SqUSf39/9u7di5GRkeomTkFJ8EcIIYT4AFlaWmJpaZnj9saNGwOvlhpNTk5GS0urqJr23khMTGTevHnAqwBMdoGfolCmTBlcXV3Zv38/U6ZMQVNTs1jaIYQQQojM9PT08PT0ZNGiRezbt48XL14AULFiRRwcHPj+++8z5QIsCJn2JYQQQogsTE1N0dPTIyUlhbt372Zb5tKlS4SEhBRxy0qPX3/9lZCQEKpXr87UqVOLtS1NmjRh/vz56OnpFWs7hBBCCJGZnp4ejo6O3L9/H39/f/z9/bl//z6rVq0iNTWVlStXFko9EvwRQgghRBYKhUI1+ufGjRtZtt+5c4cOHTrg4OBQ1E0rFaKioli2bBkACxcupGzZssXcIiGEEEKUZAqFAkNDQwwNDVXTs8PDw1m6dGmhHF+CP0IIIYTIVkbw5+bNm1m2eXl5kZaWxo0bN3j58mVRN63EW7JkCTExMXz88cfvNJ+PEEIIIURuSPBHCCGEENlq0qQJkP3InwsXLqiev2mJ0g9RQEAA69evB+Cnn35CTU0ut4QQQghRvCThsxBCCCGylRH8yW7kz8WLF1XP/f3935g8+n23ceNGTpw4QWxsLDExMYSEhJCamkr37t2xtrYu7uYJIYQQQkjwRwghhBDZa9iwIWpqakRERBAeHo6xsTHwav55cHCwqlxOCaE/BGFhYUycODHL+9ra2oU2R18IIYQQ76e5c+e+cXtUVFSh1SXBHyGEEEJkq2zZstSrV4+AgABu3LihCv68PuULPuxpX8ePHwfAwsKCmTNnoqurS8WKFalTpw41atQo5tYJIYQQoiTLbmr9f7Vt27ZQ6pLgjxBCCCFy1KRJE1Xwx9bWFvi/4I+pqSmhoaElauTP2bNniYmJoXv37tlu37ZtG5s3b2bhwoV07NixwPUdPXoUgM8//1wSOwshhBAiT9zc3IqsLslAKIQQQogcZZf3JyP4M2zYMAACAwNJS0sr+sb9R0xMDD169KB37954eXll2R4aGsrXX3/N+fPn6datG05OTiiVynzXl5KSwsmTJwHo2rVrvo8jhBBCCPGuycgfIYQQQuQoY7n3jGHJycnJXLlyBXg12mXFihUkJiYSHBxMvXr1iq2dAIcPHyYhIQGAyZMnc/nyZbS0tFTbv/32WxITE6lYsSIvXrxg8uTJ3Lhxg9WrV2cql1sXL14kJiaGypUr06xZs0I7DyGEEEJ8GH766adclZs1a1aB65LgjxBCCCFylDHyx9/fn6SkJG7cuEFSUhIGBgaYm5tjZmbGzZs38ff3L/bgz/79+1XP7969yy+//MLMmTMBOHfuHK6urigUCo4fP86JEyf49ttv2bRpE35+fuzdu5dKlSrlqb6MKV9dunSR5dyFEEIIkWfLli2jatWqVK5cOcfRyAqFolCCP3KlIoQQQogcmZiYoK+vT2pqKnfu3OH8+fMAtGrVCoVCQYMGDYDiX/ErPj4eDw8PACZNmgTAkiVLCA0NJT09nenTpwMwcuRImjZtyjfffMPff/+Nrq4uPj4+LF68OM91Hjt2DECVC0kIIYQQIi86d+7Ms2fPMDExYc6cOXh5eeHt7Z3pcfr06UKpS4I/QgghhMiRQqFQTf26efOmKt9P69atATA3NweKf8UvDw8PEhISqFWrFj///DOffPIJL1++5JtvvsHFxYWrV69SoUIFFi5cqNqnW7duODs7A+Di4qKaMpYb4eHh/PPPP8CrkT9CCCGEEHnl6urK1atXsbKyYv78+TRs2JD58+cTGBhY6HVJ8EcIIYQQb/R60ueLFy8C/xf8KSkjfzKmfPXp0wc1NTXWrFmDuro6Bw4cYOrUqcCrnD9GRkaZ9uvatSs1a9YkOjqavXv35rq+jCXemzVrluWYQgghhBC5VbVqVaZPn46vry+bN28mKioKGxsbunbtmqcbU28jwR8hhBBCvFFG8OfIkSOEhYWhpqZG8+bNgcwjf/47Vz0lJYXExMR33r6kpCTc3d2BV8EfgEaNGjF58mQA4uLiqFu3Ll9//XWWfdXU1Bg5ciQAmzdvznWdGVPMZJUvIYQQQhSWZs2a0b59e+rXr8/NmzdJSUkptGNL8EcIIYQQb5QR/AkICFC9Ll++PAD169dHoVDw/PlzIiIiVPsolUpsbW0xMzMjMjLynbbvxIkTxMbGUq1aNVq2bKl6/7vvvsPExAR4tZqGtrZ2tvt/+eWXqKur4+Pjw507d7JsDwgIID4+XvU6LS0NT09PQII/QgghhCi4S5cuMWXKFMzNzdmwYQMDBw7Ez88PXV3dQqtDgj9CCCGEeCMLC4tMq1llTPkC0NHRoXbt2kDmvD9Xr17Fx8eHJ0+e4Orq+k7blzHlq3fv3pnaWaFCBU6dOsXx48ext7fPcf9q1arRo0cPALZs2ZJp25YtW2jUqBFNmzbl2rVrAFy5coVnz56hp6eXKdgkhBBCCJEXv/zyC61bt2bw4MGUK1cOd3d3Tp48yVdffUXFihULtS4J/gghhBDijXR0dKhfv77qdatWrTJtz5j69Xren127dqme//XXX++sbSkpKbi5uQH/N+XrdTVr1qRDhw5vPc5XX30FgLOzs2qq2vnz51Urh4WEhNChQwecnZ1VS7zb2NigoaFRKOchhBBCiJJj48aNNGnSBGNjYzp37syVK1feWP7FixfMmDGDBg0aUKVKFZo3b65aFfRNFi5cyMuXL+nduzcKhYKdO3cyd+7cLI/CIFcsQgghhHirJk2aqII7r4/8gVdJn48cOaIa+ZOWlpZptM/Fixe5d+8edevWLfR2eXt78+zZMypXrky7du3yfZwuXbpgampKaGgo+/bto0OHDgwYMICUlBR69uxJamoq7u7ujBo1SjXlTaZ8CSGEEO+fffv28d133+Ho6IiVlRVOTk44ODjg6+uLoaFhlvLJycn06dOHypUr8+eff1KtWjXCwsJyNWWrbdu2KBSKNy6coVAoCnQ+GST4I4QQQoi3aty4Ma6urhgZGVGnTp1M2/478ufs2bP8+++/6Onp0aRJE7y9vdm1axfffvttobcrY8pXz549CzQKR11dnREjRrBw4UKcnJxYt24d4eHhfPTRR/z555+ULVuWxYsXs3jxYuLi4gBZ4l0IIYR4H61bt45hw4YxePBgABwdHTl27BguLi5MmzYtS3kXFxeeP3+Oh4cHmpqaAJiamuaqrkOHDhVew9+iVAZ/0tLSMv0rhMgd6TtC5I/0nVejXBYtWkT//v1JT0/PtM3MzAx4FfxJS0tj586dwKscPO3atcPb25udO3cya9asQrt7BRAbG8uBAwcA6NWrV4H/f4YOHcrixYu5cOECAPr6+ri6uqKjo4NSqWTu3Lk0bdqUMWPG0Lx5c4yNjT/o34m3kX4jRP5I3xEif3LqOxmrkcbExGS6DtHW1s6yGERycjL//PNPpiCPmpoaHTp0wNfXN9t6jxw5QosWLZg5cybu7u4YGBjQr18/pk6dirq6eqGcW2EolcGf+/fvAxAUFFTMLRGidJK+I0T+fMh9R0tLC29vb7S0tDIldgZUFzZhYWH4+vqyZ88eANq0aYOFhYVqn4MHD9KgQYNCaU9YWBhTp07lyZMn6OvrU61atSztyo/27dvj5eWFmpoaS5YsISUlJdNx69Wrh4eHBxoaGoVS34fgQ+43QhSE9B0h8ue/fUehUFCzZk0aNWqkGr0LMHv2bObMmZOp7NOnT0lLS8syvcvQ0JDAwMBs6wsJCeHMmTP0798fV1dX7t+/z4wZM0hNTWX27NlvbOvQoUOzfV9XV5e6desybNgwKleu/MZj5FapDP7UqVOHe/fuUa9evRIVSROipEtLSyMoKEj6jhB5JH3n7QwNDYmMjOTYsWPExMRgbGzM4MGDUVdXp0ePHuzfv58LFy7Qq1evAtd14sQJhg0bxvPnzzE2Nuavv/6iUaNGhXAWsHjxYoYMGcL06dMZMWJEoRzzQyX9Roj8kb4jRP7k1HeUSiXJycncunUry8ifwpCenk7lypVZvXo16urqNG3alMePH7N27dq3Bn9yygv04sULtm3bxtq1azl8+DANGzYscDtLZfAn4z9SXV1d/iAKkQ/Sd4TIH+k7OTM3NycyMpK1a9cC0L9/f7S0tAD44osv2L9/P7t37+bHH38s0M/wl19+Yfbs2aSnp9OiRQtcXV2pXr16oZwDQMuWLQkICCi04wnpN0Lkl/QdIfLnv30nY9qXrq7uW6efGxgYoK6uTmRkZKb3IyMjMTIyynafKlWqoKmpmanO+vXr8+TJE5KTk1XXQ9n57bffctyWnp7OlClTWLRoUaGsnCpLvQshhBCiwDKmc7148QKAAQMGqLbZ2dmhp6fHo0ePOHv2bL7ruHz5MjNnziQ9PZ0vv/ySEydOFGrgRwghhBAfNi0tLZo2bcrp06dV76Wnp+Pt7U2LFi2y3adVq1bcv38/U07Ee/fuYWxs/MbAz9uoqakxZswYrl+/nu9jZDpeoRxFCCGEEB+0jBW/4NX07NcvkLS1tenbty9Age5cZVyIde/enQ0bNlCmTJl8H0sIIYQQIjsTJkxg27Zt7Ny5E39/f6ZPn058fLxq9a9x48axcOFCVfmRI0cSHR3NnDlzCAoKwsPDA0dHR0aNGlXgtpQrV46XL18W+DhQSqd9CSGEEKJkeT2R8+eff55lWPXAgQPZsmULe/bsQV1dnbCwMMLCwkhJSWHnzp25ytmTscrGJ598UqirhgkhhBBCZOjbty9RUVEsXbqUiIgIGjduzJ49e/5fe/ceUPP9P3D8eboolFxLIZVLiZBCuUduo13YGOY29/ma2cjY98vmvrFLbtswY5ivuTN3Yhe35la5RW4VovtNpTrv3x/9zocjvhszJa/HP5vP+dyqz+u835/X+6YN+4qJicHE5F4/mqpVq7Ju3To++ugjWrRogb29PcOGDeO999772/eyf/9+atas+bfPA5L8EUIIIcRTcH/y5/4hXwYtW7bEwcGBGzdusGjRIqPPvvzyS7777rs/vYYh+dOkSZO/ebdCCCGEEI82dOhQhg4d+tDPfv755wLbmjRpwp49ex77Otu3b3/o9tTUVEJDQ1mxYgVBQUGPfd6HkeSPEEIIIf626tWr8+GHH2Jubk7dunULfG5qasr333/PTz/9hJ2dHdWqVePu3buMHj2aDRs2MHfuXEqXLv3I89+8eZPo6GhMTExo1KjRP/mjCCGEEEI8E2+99dZDt1tZWVGrVi2CgoLo3r37U7mWJH+EEEII8VRMmTLlf37u5+eHn5+f9m+lFPPmzSMyMpKNGzc+sgIE+ZM9A9SpUwcrK6unc8NCCCGEEIUoMTHxmV1LJnwWQgghRKHQ6XTa5ImrVq36n/sahnw9aqUNIYQQQojnza+//oqPjw+pqakFPktJScHX15dDhw49lWtJ8kcIIYQQhaZ3794ABAcHExMT88j9DD1/JPkjhBBCiOLi66+/pl+/fpQpU6bAZzY2NgwYMICFCxc+lWtJ8kcIIYQQhcbZ2ZmWLVuilGL16tUP3Uev12vJH29v72d5e0IIIYQQ/5jTp0/Trl27R37u5+fHqVOnnsq1JPkjhBBCiEJlmOtn5cqVKKUKfH7x4kWSk5MpWbLkX1oSXgghhBDieRAXF4e5ufkjPzczMyMhIeGpXEuSP0IIIYQoVN26dcPS0pJz585x8uTJAp8b5vvx9PT8nxUkIYQQQojnib29PefOnXvk52fOnMHOzu6pXEuSP0IIIYQoVDY2Nrz88stAfu+fB8l8P0IIIYQojtq3b8/06dPJysoq8FlmZiYzZ86kY8eOT+VakvwRQgghRKEzDP3673//S05OjtFnhp4/Mt+PEEIIIYqTsWPHkpycjLe3N0FBQWzfvp3t27fz1Vdf0bhxY5KTk/nggw+eyrXMnspZhBBCCCH+Bn9/fypXrkxsbCw7duzQegJlZ2cTGhoKSM8fIYQQQhQvtra27Ny5kw8++IApU6Zocx/qdDratm3LnDlzsLW1fSrXkuSPEEIIIQqdmZkZvXv35osvvmDixIn4+/tTqlQpwsPDuXv3LhUrVsTZ2bmwb1MIIYQQ4qlydHRk7dq1JCcnc/nyZZRS1KhRg7Jlyz7V68iwLyGEEEIUCePGjcPBwYELFy4QGBgIQEhICJDf60en0xXm7QkhhBBC/GPKli1Lo0aN8PLyeuqJH5DkjxBCCCGKiAoVKvDdd98BsGjRIrZu3Srz/QghhBBCPAWS/BFCCCFEkdGuXTvGjBkDwLBhw/jll18Ame9HCCGEEOLvkOSPEEIIIYqUKVOmUL9+feLj44mJiQGk548QQgghxN8hyR8hhBBCFCkWFhYsX74cS0tLAFxcXKhYsWIh35UQQgghxPNLkj9CCCGEKHLq1q3LnDlzAOjUqVMh340QQgghxPNNlnoXQgghRJE0dOhQ2rVrR7Vq1Qr7VoQQQgghnmuS/BFCCCFEkVWjRo3CvgUhhBBCiOeeDPsSQgghhBBCCCGEKMYk+SOEEEIIIYQQQghRjEnyRwghhBBCCCGEEKIYk+SPEEIIIYQQQgghRDEmyR8hhBBCCCGEEEKIYkySP0IIIYQQQgghhBDFmCR/hBBCCCGEEEIIIYoxs8K+gcehlNL+q9PpUEpp24QQf05iR4gnI7EjxOOTuBHiyUjsCPFkHhU7D+YRXlQ69Rx9o+j1etLS0gr7NoQQQgghhBBCCPEcsba2xsTkxR389NwlfwDS0tKoV68ep0+fpkyZMoV8V0I8P1JTUyV2hHgCEjtCPD6JGyGejMSOEE/mUbFzf8rjRU7+PFfDvgx/KJ1OR3p6Ojqd7oXutiXE45LYEeLJSOwI8fgkboR4MhI7QjyZR8WOxFG+FzftJYQQQgghhBBCCPECkOSPEEIIIYQQQgghRDFm+vHHH39c2DfxJExNTWnRogVmZs/VyDUhCp3EjhBPRmJHiMcncSPEk5HYEeLJSOw82nM14bMQQgghhBBCCCGEeDwy7EsIIYQQQgghhBCiGJPkjxBCCCGEEEIIIUQxJskfIYQQQgghhBBCiGJMkj9CCCGEEEIIIYQQxZgkf4QQQgghhBBCCCGKMUn+CCGEEEKIYkcWtBVCCPEsFfVyx6ywb6CoUkqh0+lISUlhy5Yt7Ny5EycnJ3r27En9+vW1z4UQj3br1i327NmDmZkZXbp0wdraWmJHiD+RkZHBhg0b2LlzJ9WrV6dXr154eHhI7AjxEPfX1zZs2MCRI0do1KgRPXr0oFy5chI3QvyJ2NhYDhw4gLW1NZ06dcLU1FTiRoj/wRAfaWlpbNiwgQMHDuDm5kavXr1wdHQs0vGjU0U9PVWI7ty5w7/+9S+io6Np0qQJd+7cYfXq1axevZo2bdoU2T+qEIVNKcW0adP48ccfqVChApUqVeLatWusXbuWGjVqFPbtCVGkTZ48md27d9OyZUtiYmLYt28fGzZsoHnz5oV9a0IUSVlZWQwaNIirV6/SuHFjjh49CsCWLVuoVKlSId+dEEXXl19+ybx587Czs0MpRdmyZVmzZg02NjaFfWtCFGlKKf71r39x8uRJfH19OXv2LBcuXGDHjh3Url27sG/v0ZRQYWFhKiwsrMD2r776SjVq1EidOXNG2zZ69GjVsWNHFRoaqpRSSq/XP7P7FKIoSkpKKrBt27ZtytPTU+3Zs0cppVRiYqLq1q2bevPNN9XFixef9S0KUeSEhISo1atXq6tXrxptDw8PV1WqVFGbNm3StvXp00cFBAQYlUVCvIiOHz+udu7cqe7cuWO0ffny5crNzU2rm0VFRSlPT081btw4lZKSUhi3KkSRcu3aNZWbm2u07ezZs8rV1VWtXr1aKZX/PuTu7q7GjBmjEhISCuM2hShy/vjjD7Vp0yYVHx9vtH3Pnj2qevXq6tdff1VKKXX37l3l7++vBgwYoKKjowvjVv+SF2rOH3VfJ6f09HTmz5+Pr68vrVu35ttvvyU1NRWA3NxcAI4fP46npyfu7u5kZWUB0Lx5c06dOsW+ffsKnFOIF0FeXh4HDhxg0KBB2NnZMX36dDIyMrTPIL+1tVatWrRs2ZKcnBzKlStHv379OH78OMHBwQDo9fpC+xmEeFbuLyPi4uKYMWMG9erVY8CAASxdupSAgABWrFhBTk4OAL/88gvu7u40atRIO27w4MHk5OSwa9euZ37/QhS2S5cuERgYSM2aNRkwYABTpkyha9euhISEaPscOHCApk2bUr9+ffR6PdWqVWPo0KEcPnyYU6dOFeLdC1E4srKy2LJlC927d6dGjRr06NGD4cOHEx4eru2zbds2qlSpQsuWLQHw8PDggw8+IDQ0lEOHDgHyniNeHPc/6zExMUyaNAk3Nzf69+/Pl19+yUsvvcTOnTu1fYKDg2nYsCENGzYEwNzcnGHDhhEdHc3vv//+zO//r3ohkj/JyclcvnzZaJhWeno6UVFR9O/fnzfeeIMbN24QFxdndFyjRo04duwY58+fx9LSEoDIyEiUUuzduxcAE5MX4lcoXmB37941+ndCQgIbN26kVKlSeHl5ERUVRXx8PHAvoVOtWjWio6PJzMzE3NwcyJ//Jz4+nj179gDIsElRrCUlJXHmzBmj5/zw4cNERETwn//8h1OnTrF+/Xr8/f1ZtmyZNkylVKlS3LhxAzOze1Py1a9fH0dHR60yLkRxlZyczI0bN4y2bd68mcuXL/PNN99w4sQJvv32W0qVKsXMmTNJT08HoFy5csTGxgJoidT27duj1+sJCwt7tj+EEIXgwbra3r17+f7773F3d2fTpk3MnDmTM2fOMHnyZKKjo4H8OltmZia2trZa452fnx+lSpXi8OHDgNTVRPH3sDzB3r17iYyMZPbs2YSFhbF69WpcXV35/PPPiYyMBPLLnVu3bmFtba3Fj6+vL9bW1hw7dqxQfpa/olhnLoKDg/H19aVu3bq8/fbbTJs2TUvwWFtbM3z4cIYPH06PHj24dOkS165dA+4ldN58800sLCwYPnw4Y8aMoVmzZuzatYsBAwaQnJysvfAKUdxERUUxbtw4vLy8GDhwIFu2bNEqFhYWFnTv3p2pU6cyfPhwLl68SFRUFACmpqYAWkL1vffeY//+/Xz88cesW7eOHj16EB0dTXJyslQoRLF09OhR2rRpg7u7O4MGDeKDDz4gIiICAGdnZ0aNGkX37t0xNTXF2tqaUaNGcevWLe14b29vYmNjSUpK0raVL18eFxcXkpKSSEhIeOY/kxD/tK1bt9K4cWM8PDwYNGgQCxYsIDMzEwAfHx/ef/99/P39MTExoV69eowePZrQ0FBKlChBXl4etWrV0uLMwsICgBo1amBjY0NUVJR2LiGKk4fV1QwjFUxMTOjSpQvjx4/Hw8MDPz8/5s2bx6lTp7SRDm5ubly7do3c3Fyt/ubs7IyDgwNRUVFar24hiqOH5QkM9TEPDw9Gjx5Nly5dALC3t2fcuHFERkZqjXPu7u5cvXqV9PR0LX6qVKmCvb09t2/f1uKsqCl2yR9Dl62bN28SFBRE06ZNOX78OL1792bDhg1MnToVyG9ddXFxAaBp06bo9XouXrwI3Ev+VK5cmY0bN9KuXTtSU1N566232L9/P46OjlhaWhbZP6oQf0d2djZfffUVoaGhTJgwgcqVKzNu3Djmz58P5CdOW7VqRdmyZWndujXZ2dkFYqd27dosW7aMrKwsRowYwR9//MFHH32Eh4cHlpaW3Lx5s9B+PiGeFkNLj6HcSUlJYd68eTg7OxMWFkZgYCAhISFMmDAByK9MeHt7Y2ZmpsVKbGwsCQkJ1KpVC4BatWphbW3NkSNHUEpp5y5Tpgw6nU7r3SDE887QU/TixYvMnTuXLl268Ntvv9GyZUsWLlzIggULAGjWrBnNmjUD7pUxoaGh2NraYmJigqmpKa6urmRmZnL69GngXi8IW1tb4uLipLFBFDuPqqsZ4qZz584MHjwYKysr7Zi7d++SmZmJg4MDADVr1iQ3N5cTJ04A98o0W1tb7ty5I40Noth5WJ7g2LFjWp5g+vTpAHh5edG0aVOtjAE4f/48pqam2iICtWvXRqfTab3kDPFTrlw50tLSimzy9Lld6v327dts3ryZbdu2YWJigr+/P6+99hr29vYAREREcPDgQb7//nvKly/P0KFDKVeuHO+88w4ffvih9sWXl5eHlZUVLi4uhIeHk5SURLly5bTrODg48J///Mfo2jdv3qREiRK4uLig1+tl6Jd47kRFRbFjxw5iY2Np06YNLVu21J7jM2fOsGzZMnbt2kXjxo155ZVXqF69OrNnz2bw4MGUKVMGyJ8by8bGhmrVqhEeHk5KSgo2Njba8oZt2rTB19fQianZAAAgAElEQVRXa4UFOHfuHLm5uTg6OhbKzy3E3xEfH8/mzZvZvHkzd+/epXXr1rz22mu4ubkBcO3aNXbu3MnBgwepVKkS3bp1o2rVqnTq1IkjR47g4+NT4Jyff/45vXr1ws7ODr1ej6WlJX5+fmzatIkuXbpgZ2cH5MdbcnKyrJYnnju3bt1i8+bN7Ny5k9KlS9OpUydeeeUV7aX0xIkTREREsGXLFkqWLMnEiRMpUaIEixYt4l//+heWlpbk5eVpFXDDyqvDhw/XWmDr1KlDrVq1WLlyJbNmzaJEiRJAfkNfbGwslpaWRXrpXSEe5knrakOGDKFMmTLo9Xp0Oh16vR5TU1MWL15MQEAA1tbWQH7vOA8PD9atW0fz5s21GKtYsSI3btzQ3qmEeN781TzB0qVLqVChwkPzBA++4y9cuJBBgwZRunRpIL+xrnHjxqxevRo/Pz+tPDIzMyMxMRF7e/siWe48N1kLpRShoaEcPHiQa9euMWTIENavX0/Tpk1p3749CxYs4L333tP2v3jxIk5OTloFAKBDhw7Y2tqydu1ao/MCtGjRgnPnznH9+nWj7ZBf6c7Ozgbyu4ht3ryZ1157DZA5f8TzITs7m+joaOLj43nnnXfo1KkT69ev5/r16wwZMkTrmQD5k2va2tri6ekJ5E9g1rNnTywsLFi3bl2Bczdr1oyzZ88+tDePhYWFFksREREsW7aMJk2aaF+cQhR1p0+fZtu2bSQlJTF8+HDWrVuHr68vffr0YcuWLQwcOFDrwXDr1i2srKyoUKECkN+40KRJE1xdXdm4caPWG8HQOrRnzx6io6N5++23gXs9Id5++23i4+OZMmUK6enpxMTEsHv3bnx8fLT554QoqpRS/PHHH5w+fZrQ0FAGDBjAhg0b8Pb2xsPDgw8//JBp06Zp+4eHh+Pp6am9eAJ06dKF3Nxctm3bBuTXtQyLcSxatIiyZcvyxhtvaDFTuXJlBg0axNq1a/nhhx8AOHXqFEePHqVjx46AzF0iir6nXVczMTHREj/Hjh0jLCyMPn36YGZmhlIKCwsL+vbty65du9iyZQsAaWlpHDhwABcXF23ORiGKuifNE9zfQG3IE9wfP4ZyZ/Xq1dy9e5e+fftq1wMYOnQoR44cYfbs2dooogMHDtCuXTugaJY7z03Pn+zsbMaNG0efPn24e/curq6uvPPOOzg5OQHg4uLC+++/z9GjR2natCnZ2dnY2toSERGBl5cXer0eGxsbWrduTXBwMKNHjwbuJW/atm3LsmXLuHbtGvXq1dP+WEop9u3bx8GDBzl58iQXL17k1VdfZejQoYXyexDicd25c4d33nmHBg0a4O3tTWpqKosXL6Z58+bo9XqWLl3KF198Qe/evWnQoAEJCQk4OTlx+vRpGjZsiFIKOzs7WrVqxc6dO7UXVUOMtG3blrVr1xIVFYWbm5tR7ISEhHD79m2uXr3Kjh07cHJyYsqUKYX2uxDiceTk5DB//nxsbW2pWbMmtra2jB49GldXVyB/fp4OHTrwyy+/4OfnR0ZGBo6Ojpw6dQp/f3+tt0LHjh3Zu3cvd+7coUSJEpiampKZmcnixYtp1aoV9erVA9BajZo3b86ECROYNGkSAQEBXLp0CTc3N8aPH19ovwsh/qqMjAz69evH4sWLiYqKwsfHh6FDh2otrmXLlmXFihWEh4fj4eFBXl4e5ubmxMTEaMPxq1WrhqenJ9u2baN79+7k5ORQokQJoqOjWb16NSNHjsTGxsboun369OHChQvMmTOHlStXEhERgZ+fH/3793/mvwMh/syDPQL+qbqaIam6YMEC6tWrR+vWrY16NLz55pucPHmS9957j99//50zZ86QmJjIypUrn/0vRYgn9GCeoHbt2owcOfKJ8wTvvvsuer1e68Xz/fff89prr1G1alXg3jtQ586diYqKYuHChezbt48LFy7QuHFj3n333cL6VfypItVtJTQ0lE8++QRfX19tJnpA6wqfkJCAg4MDfn5+fPbZZzg5OWmtPpaWlpQvX547d+4A+ePwMjIytLlIDJo2baqNCVdKaV9+Xl5eWFlZcebMGU6dOsXatWu1SWkN523ZsiUbNmxg1qxZz+LXIcRjCQ0NZdq0aUZjtJVSlCpVinPnzlGnTh08PT359NNPtcqEiYkJ3t7e2NracvXqVQCqVq1KdnY2ly5d0s4B+S+khiVzlVJahcLHxwdzc3MiIyNJTU3l8uXLZGVlodPpyMzMZNGiRWzcuJG2bdvyxRdfYGVlJUuHiiIjPDyc7777TpvzwECv12Nubs6VK1eoU6cOrq6uLFy4UEv8QH7jQdWqVbUJAqtUqULp0qW1ODFUDlq1asXVq1eNnvtt27Zx4cIFbR6627dvc/DgQTIyMtDpdAQEBLBx40ZGjRrF9u3b2b17t1bpEKKwhYeHs2rVKi5fvmy0XSmFlZUVJiYmlCxZkt69ezN58mTs7e21FlQbGxvMzc21+GjQoAFRUVFaz2vI7zXq7e2trdRl6MU9b948KleuTL9+/YD8uImIiCAnJwdzc3NmzJjB119/Ta9evfj5559ZtmyZ9JYTRcqlS5e4evWqUeLnn6yrQf6KecHBwQQFBQH5ZVd6ejp5eXlYWFjw+eefM3v2bFJTU2nRogWrVq2SIcaiyDl9+jRr167VYsDgYXmC2bNnP3GeIDw8HLjXQWTFihVkZmYyduxYIL/cOXnyJFlZWZiYmDBixAhWrVrFoEGD2L59O+vXr6ds2bL/5K/ibymU5M/9FeDk5GTeffddKlWqREBAACdOnOD111+nfPny927SxIQ7d+5Qs2ZNbVUhvV5vNBlmZGQkOTk5NG3aFMhfpt3a2lqr0Bv+gNbW1lhYWJCSkqJ98UZFRbFt2zZiY2OZNWsWbdu2Zd68edpyo40bN2bOnDkEBgbi7u5e4GcQojDk5uayYcMGunbtioODAwEBAezdu5e0tLQC+1apUoVr165hZWVFlSpVgHvPcHR0NHFxcTRq1AgAT09PzM3NtUq3IXYcHBzIysoyip2srCzS09MpUaIEc+bMwcvLi86dOxMaGgrkL3m4detWgoODGTt2rDbXVlHsBileLBEREbz88su8+uqrbNq0iWHDhjF9+nSSk5OBe0OzKlasyJUrV7RtSintJfb8+fNkZmbStm1bIL8yUbVqVUJCQgC0LvNly5YlLy9PG/Z148YNpkyZQqNGjZgyZQre3t64ubkxe/ZsbUVKACcnJ7p166b1DJJyRzxrDz5zsbGxdO/ena5du/LNN9/QrVs3vv/+e62CrdPpuHLlCg0bNtTqUIa6mqEsuXz5MqamptStWxfIT47m5eUZLclubm6OhYUFZcuW1cq0gwcPsn79epo3b86///1vLW6WLl1qtJpX8+bNGThwIB4eHg/9GYR4lnJzc9mzZw99+/bFycmJV155hSFDhvDtt99qz7Yhfv6JulpiYiJff/01o0aNIiwsjHHjxuHu7s7AgQO1hKupqSndu3fnm2++YcKECVoPPCEKw4N5gqCgIDw9PenWrZtW7ixevFirp/1TeQLIn6t0wYIF+Pr6GpU78+fP1/YBqF+/Pr169Xou6mvPdNhXZmYmcXFxRpO93r17l8OHD/Pqq6+yePHiRx4bHx+PhYUFtra2wL0/kqmpKVlZWcydO5eRI0dSqlQpIL/C3qpVK1avXs2VK1dwdnYG8rPfhgqHQVBQEN9//z09evTglVdeoUWLFtpkaAYPVl7k5VUUltmzZ1OtWjU6derExx9/TJkyZdi/f79RjwQDnU7HjRs3qFSpkjbPjqGrsaHnzjfffEOXLl2oVq0akF/58Pb25pdffjGaAP3w4cO4ubmRmZmpdbf/9NNPCQoKwsHBga5du9KmTRvat2+PtbW1Np4c7lVsZI4s8awZ5mu7f1x3Xl4eX375JaVKleLEiRPY2NiwcuVKVqxYgV6v5z//+Q/m5uYkJSVRqVIlrTwwxIxheNaXX37Ja6+9ppVLNjY2+Pv7M378eI4fP46XlxcAP/30E25ubtq9HDx4kJiYGHJzc/H09CQwMJBOnTppk6nf7/6hAVLuiGflzp07xMTEaKvQGZ7DBQsWEB8fz8GDB6lQoQLTp09n0aJFlCxZkjfffFM7NiUlherVqwMYPb+3b99myZIlzJ07V9vu4OBA06ZN2bp1K927d6dy5coA7Ny5E1dXVy12d+7cSVJSEitWrMDd3Z3x48fToUOHAsO/7r/f+68vRGG4efMmO3fu1OYcdXR0ZO7cuaxYsUJbGMDU1PSp19UyMjKwsbFh+/bthISEEBISgrW1NS1atGDSpEl07drVaCUwwzXvf9cR4ll6WJ7gjz/+4NixY4wePZoePXqQm5vLjBkz+OGHH3B1daVVq1bA088TGN5bgoODiY+PZ9u2bdSvX5/AwEA6duz4fJc76h92+/ZtNXfuXOXj46OcnZ1Vhw4d1KRJk1RMTIxSSqm7d++qcePGqc6dO6ucnBy1du1atXLlShUbG2t0npycHOXu7q5Onz5d4Br//ve/VYcOHdSdO3eUUkrl5uYqpZSKjY1VXbp0Ud7e3uqHH35Q8+fPV76+vmrdunVKKaXy8vKUUko77n55eXlKr9c/vV+EEH+T4Xnt16+fGjdunFJKqREjRqg333xTKaVUXFycCgsLUzk5OUbHZWZmKh8fH3X48OEC51yzZo3y8vJSUVFRSimlHRsWFqZ8fHzU66+/rkJDQ1V4eLjy8/NTs2bNMrqXiIgIdeXKlQLnldgRhSkhIUEtWbJE+fv7q9q1a6vNmzcrpe493xEREapNmzZq0aJF2jE5OTlq5MiRqk6dOkbb2rdvr3bv3q1tMzzb8+fPV02aNFEJCQlKqXvlTk5Ojurbt6+qW7eu+uqrr9S3336rfHx81JIlS4zu78EyTikpd0ThioqKUjNmzFA+Pj7K0dFRtWrVSo0ZM0adPXtWKaVUfHy86t69uwoMDNSOSU1NVcOGDVMvvfSSti09PV05ODio27dvF7jGkCFDVJ8+fbR4Mfw3LCxM+fn5KT8/P/Xzzz+rOXPmqBYtWqi9e/dqx964cUNFR0cXOKehPBKisJw+fVpNmzZNde/eXQUHByul7pU3qamp6uzZsyo5OVnb/8qVK6pu3bpq06ZN2rZ/oq6mlFLh4eFq+fLl6saNG0//Bxfib3pUnsDwXX/u3Dn1+++/q+zsbO27/vbt26pu3bpGdbN/Ik+glFK3bt1S169fL3DO57m+9o/0/ImMjGT9+vV06NCBEydOsGPHDgYPHkybNm3Yv38/CxcuJDMzk88++wwzMzNatGjBkiVL8Pb2pkyZMlhYWDBp0iSCgoLo3LmzlvU2NzfXuuQbxsCGh4ezefNmpk2bRsmSJYF7rbN2dnYsWLCAn376iXnz5lGiRAkGDRrESy+9BNzLCpYsWRKllHZOnU4nWW9RKC5evMjWrVu5cuUKLVq0wN/fnwoVKmgTx6amplK5cmUqVqwIQOvWrRkxYgTt27cnOjqaSpUqUbFiRaZMmaJ1ebe0tCQ1NVXrHmlY+jMjI4MFCxbQs2dPrSXJ0KPBw8ODOXPmMH/+fHr16kVCQgJdu3bVZrk3xEft2rUBCsRPkc54i2IpPDycTZs2MXbsWEJDQ/nvf/9LzZo10ev1nD59mpdffll7LitUqEB6errRc2piYsKJEyeIjY3l2LFjeHt7Y2ZmRlxcnNZjx/CMR0VFsXTpUkaOHKkNUTY1NUUphZmZGZ9//jmbNm1i1apV5Obm0rdvX3r06KFdy3CMlDuisIWHh7NlyxaGDRvGgQMHOHr0KCNHjqRVq1YcO3aMoKAg7ty5wzfffINOp+P69et06NBBO97a2po2bdowceJEYmJiqFq1KvHx8bi4uHDz5k0qVaqkPeO//fYbR48eZeHChVo9zfBfDw8PgoKC+PHHH/nwww+xsbFhxIgRtG7dWruWYcJoiRtR2JKTkzly5Aht2rThxIkTTJw4Eb1eT0JCAseOHcPPz89oGEmdOnW0Y9PT07Xhi+3btwfuzVnytOtqAPXq1TMainJ/7AhRGP5KniArK4tPP/0UNze3AsfHxsYSFxdHzZo1gXux8rTzBIDWk6hYlTt/N3uUmZmp/b8hI3f06FFVs2ZNlZycrH744QejlhullPr000/VSy+9pNLS0pRSSkVGRqpp06apw4cPq4yMDHXjxg31zjvvqFatWql9+/YppfIz12+99ZbasWOH0bUCAwPVsGHDlF6vV8HBwWrs2LGqa9euSinj3gfPa3ZOvBji4uLU+++/rxo0aKACAgLU2LFjVcOGDZW/v3+BfTt37qxlpc+dO6f69eunvvnmGxUREaH27t2rWrVqpV566SV17NgxpZRS165dU7169VIbN25USt3LeC9cuFB16tRJ5eXlqczMTHXgwAH1+eefK6XuxUtmZqYKCwuTllVRZBme1d27dysnJyellFLXr19X27ZtU3FxcWro0KHqrbfe0p5hw/5jxoxR7u7u6ocfflDbt29X/fv3V0OHDlXu7u5q9uzZSqn81qW33npLLVu2TCl1r7V15syZqmfPniorK0sFBwercePGqU6dOhm17N5/LSGKgoSEBHXz5k2l1L1nedeuXcrFxUUppdTFixfVhQsXjI4ZNGiQ6tevn9Zi6u3trT755BOVnZ2t7XPixAnl6empVqxYoZRSau/evapPnz7q5MmT2j7Z2dlq+PDhasKECUoppYKDg9X48ePVoEGDjK6Xm5srcSOKnKSkJHX16lXt3/v27VOOjo5KKaUuXbqkZs+ercLDw9WgQYPUgAEDHnmewYMHqwoVKihHR0fVsmVLNWfOHBUXF6eU+mfrahJTorD8nTxBenq60XEGAwcOVG+//bbR9nPnzkme4C96op4/586dY9GiRezfv58aNWoQEBDAgAEDtCxYhQoVsLCwwMTExCj7bMiYXbhwgcqVK2uZ66pVq/Luu+9ibW2NXq+nVKlSjBo1ivHjx7Nv3z7atm2LUoobN25os8+bmJgQGhrK4sWLKVGiBFu3bsXU1BRfX1+6detWYAlFnU4n846IQpebm8uBAwc4ceIEXbt21SYQz8vLIzw8nHnz5tGyZUsgf/Uuf39/Dh48SPPmzcnNzcXMzIy0tDStJ4K9vT2ffPIJDg4OmJmZUbt2bSpVqsSHH37Itm3b8PLyIjU1lYyMDG2yZVNTU65evcq0adNwdHSke/fuHDp0CEtLSxo2bMjIkSO1ORYsLS21HkSGzLq0FolnLScnhz179vD7779TsWJFunXrpi3faXgezczMqFWrFpmZmTg4OGjPe61atdi7dy8RERHUqVOHvLw8zMzMmDBhAlWrViUoKIiMjAzat2/PwIEDSUxM5Pz58wCkpaWRlZWlTbxpZmbGtWvX+Oyzz4D8pUMN5U7Pnj0LzJ8g5Y4oCvR6PUFBQUydOpXRo0czefJkrf5lbm5OjRo1yMzM1FpRDY4dO0ZcXByBgYFai2mjRo04evQoKSkpVKpUCYBy5crh5OREREQEkN/T4ezZs9SqVUuri/3222+sWbOGcuXKsXz5ckxNTfHx8eH11183uqahRVbiRhSm7Oxsdu/ezaZNmzh48CC3b99m0qRJvPfee0D+M25nZ4der8fFxUVbBahGjRr8+uuvXL58GRcXF+35N/TeHjVqFIGBgdja2rJhwwZ+/PFHrl+/zhdffEFKSso/VleTept4lp52nsDExESLpcOHD3P69Gnmzp2LiYmJFluSJ/jrHjv5k5KSwscff4yVlRWffPIJCQkJTJw4kdTUVAYOHKgV+o0aNeL27dtYW1uTl5eHiYkJJiYmJCYmEhkZSe/evbG0tNQmhTV8gRn+EDVr1iQzM1P7wzs7O3PmzBkqVKig3UtiYiKvv/46jRs3xs/Pr0DF5UHF/Y8pirbQ0FCmT5/OxYsXuXbtGlWrVqVOnTrodDrs7OxYsWIFdnZ2QH73QldXVxwdHYmIiKB58+aYmpqSnp5OrVq1SEpKAqBMmTIFJh2rXbs2pUuX1lYNcnJy4tixY9rLMuQvNVq+fHns7e1p0aIFn332mTax56NI/IjCsG7dOhYsWEBycjK+vr6cPHmSuXPnsn79em1CZchfecvV1ZWMjAxKliypLf1ct25ddu/ezalTp6hTp472HFeqVIn33nuP0aNHay+cAAkJCbRo0QLIT+4cP37caIn17OxsevbsiZeXF35+fn+6HK7EjShser2etWvX4ubmRlJSEikpKVq58WDcAGzfvp0PPviA27dv4+TkxKpVq7C0tMTLy4uAgADGjRtHeHi4tsqdvb098fHx2ktrxYoVSUlJwdTUVKvT3bhxg9dee42mTZvStm1bqa+JIkkppQ1Fsbe3p3Xr1vz73/9m7NixeHt7a/tduHCBBg0aEBsbi4ODg9Y45+7uTnBwMCdPnjRK/hheTuvXr6+dw7Da1s6dOwGpq4ni4WnmCSwsLLQY0ul05ObmsmTJEjw9PfHx8QHuNRhUq1ZN8gR/0WMnfxYtWsTly5dZvny51mshJyeHZcuW4eLiQteuXUlKSiI9Pd0oe63+f8mz9evXk5OTo60K8WA22vDvPXv2cOzYMd5//30gf7b8hg0bEhUVpc2X4Ofnh5+fn9HxhgdIstyiqDExMaFevXrMmjWLoUOHcvToUbp166YlQQ2JH0MW++TJk+Tk5GhxptPpSE9P586dO9rL6MOe82vXrnHgwAG++OILIH85dmdnZ65fv66NXW3WrBnh4eEFjjVcW4ii4syZM3To0IHhw4dTrlw50tPT6dGjB99++602D4lOp+Pu3bvcvHmTihUrotfrtYaDunXrYm1tTWhoKL169Sowz8/9li9fri3rCZCRkYGdnR3x8fFA/otB7dq1+frrr42Ok3JHFGU//vgj/v7+mJqa8scff3D58mU8PT0BjOLGkDBt2LAhS5YsoWbNmkRGRrJ48WIGDx7MyZMnadeuHdWrV2f58uV4eXlhY2PDiRMnOHPmjHbOK1eu0LhxY65fv64lR/v27WvUwgsSN6Lo0el0TJ06lapVq2r1rBMnTlChQgWtxzVAampqgfccyC9vrKysOHXqFN27dy9w7vvFx8ezfft26tevT1ZWFjk5OVJXE8+9fzJPEBwczKFDhzh06BCQn2g6f/487u7uJCUlUb9+fckT/AWPnfy5ffs29vb2uLu7axUFQ3ffPXv20LVrVxwcHLhw4YI2kbKhcp6YmMhnn33GzJkzCyxpGxISQlxcHDqdjpCQEPbs2UNgYCDt2rUD8ifCtbGxoUSJEkbHqQeWJZQvQ1FUubm5ERgYiKWlJZ07d2b16tUkJSVhb29v9CVkeIaXLl1K7dq1tew2QOXKlQkLCyMwMFDbFhUVRVpaGhUqVODixYt8++23dO3alY4dOwIQFhZG5cqVyc3NBfJjxtDC++CXoMSPKGreffddrKysMDc3JycnBysrK1q0aMH+/fsxMTHRWlwdHBy0JM39Xd4dHR2pVq0aly5dIiMjQ1tGF/IrDiEhIaSmpnLy5En27t3LjBkztMk5z58/j7OzsxY7hnNKuSOeB4Yu9IcPH8bX15e6deuyZ88ezp49qyVq7o8bQ8L0/mGTdnZ2lC9fnubNm3P+/Hnc3NyYNGkSQ4YMYcCAAbi4uHDgwAGGDx9OgwYNAIiOjiY3N1dbevr++wEkbkSRZqhzGcqWq1evAvcmHIf8utilS5cA4+WdnZ2dcXBwIDIykrt37xq9s0RHR5OWlka5cuWIjIxkw4YNVKxYkVGjRmFpacnBgwelriaee/9UniApKYnJkyfj7e3NggUL2Llzp9aDaPny5Zw/f55y5cpJnuAveOz+TW3btuX48eNs2bIFc3NzAI4cOYKjoyNHjhxBKcXdu3dxdnYusJpKYGAgXl5eRmO8U1JSgPzeCcuXL2fcuHGcO3eO999/n9GjRxu13jZp0qRAF/vnfsZt8cIwNzfH0tISgM6dO3PlyhWioqIeuu8vv/zCr7/+yvTp04F7lea8vDwqVKhAbGystm9kZCRTp06lWbNmDBw4kDJlymhjyiG/Iu/k5KR1FX4w0fQiZ79F0VeuXDnMzc1RSmllTkhIiNZ93lBG3Lp1i3r16pGZmWmUpIH8xGtaWhpnz54lKyuLmJgYIP/5DwsLY/LkyVy4cIHx48fTp08fLd4cHBxo06YNDRs2NLonKXfE88DExISIiAhOnTrFyy+/jLOzM1ZWVkblx61bt6hbt65R3Dxo69atVK5cmczMTCC/N8L69evx9fUlPj6eMWPGMHHiRK188/HxoXHjxlrr6/33I3EjnheGskUpRWpqqtGqQ+np6bi6upKdnW1U3piamuLq6kpCQgIXLlwA8nuQQv4QrtmzZ+Pn58fAgQNJSUnho48+0hobqlSpInU18dz7p/IEhw4dIiIigkOHDnH8+HHefvttzp8/z969e6lSpQq1a9eWPMFfpFOG2vFj6N+/P2FhYZQqVYpLly7h5eWFj48PO3bs4KeffmL79u2EhoYyY8YMbVz5b7/9xvjx4xkzZgylS5dm5cqV/P7777z66qvMnTuXrKwsMjIyjMbqPejByZmEeJ45Ojry0UcfMWTIEO2LydC607VrVxo0aMCMGTOMjomIiGDGjBn06NGDLl26APndj8PDw7Gzs3vkeNb09PQCk9EK8Tzav38/gwYNYteuXdSqVUvr/v7+++9TsmRJLWEK98qMZcuWMX36dEqWLElMTAzt27dnzZo1KKXIysrSWleFKG5WrFjBhQsXmDp1KgBvvvkmMTExpKSk8NNPP7FmzRqysrKYNWsWAJmZmURHR1O6dGny8vLYu3cva9as4dVXX2XEiBFab6I/I/U1UVxMnz6dffv2sX79eq032+TJk8nOzubjjz/Wkp4G27dvZ/r06Tg7O5OQkEDVqlVZvHgxycnJREREULFixQip2CkAAAXQSURBVEfOFSd1NVEcPM08wSuvvMK8efNITEwkLS2N6tWrG13r/gnOpdz5a55ota+lS5eybds24uLi8PDwoEmTJqxfv57NmzdjZWWFXq8nOjoaGxsb8vLyANiwYQPnz59nxIgRVK5cmY4dO7Jq1SptZSNLS0vtC/RR4/HkDyqKA0NX4iZNmvDbb7/Rp08frKystO1r1qwhJyeHsWPHkp6ezu+//87x48cZPnw4pUuX5syZM0YtUGXKlKF58+bavx+20oNUJkRxkJOTw6effkr//v21xI9BmTJltJZWQ0IoOjqarl27cv36ddzd3fH396ddu3bahM46ne6R3eqFKA4WLVqEs7Mz/fv359dffyUjI4NSpUrRpEkTrRy5vwdqWloa69atY9u2bVy7do3q1avTt29fevfuDRScJ+tRq0BKHInnnSHRefnyZezs7LSEqKmpKSYmJly9ehVLS0ttW3x8PBMnTmT//v0kJCRgYmKCt7c3PXv2BKBs2bI0bdrU6PxSVxPF0T+RJyhfvrzWm/T++tr9ZZKUO3/NEyV/TE1Nefnll422HT9+nNKlS1O2bFlKly5NVlaWtq9SirZt2xIQEICvr++ftrLKeDxRnBm+nAICApg1axaJiYlYWVlhZmZGfHw8U6ZMIS0tjd69e3P8+HGsrKxo1aoVubm52NrakpGRUWBM6/2ke6MobgytOStWrCAxMZERI0YA98qKvLw8rK2tsba2Ntru6OjI559/TvPmzSlVqtT/vIaUO6K4ycrKokGDBoSEhODr68t3331HTk4Os2bNIiAgAJ1Oh5WVlRY3ALa2tgQEBNC6dWs8PT3/NG6kvBHF1f3LSyulKFGihPaiWqlSJc6fP6/tB/lDlG1sbPjss8/o1KnTn77rSOyI4kryBEXbEyV/IH8Mnl6vx9ramq1bt7Jr1y4mTJgAQExMDPXr1+fOnTuUKlUKnU5HQECAdqxhPoWHtRYJUdwZvrQ6derE2LFj2bJlC2lpaeh0Ovr374+ZmRmtW7emZcuWLFmyxGiZ6dTUVBYvXvw/h0cKUdzodDoSEhL46aefGD16NLa2tly6dIl9+/bh7OxM+/btiYyMxNXV1WgVFKUU7du3B6TcES8eS0tLpk+fjrm5uZbEycnJYebMmRw6dIi+ffty+fJlateubRQ3Hh4e2jkenKRZiBdJZmYmMTExeHl5Affqbzdu3KBOnTrahLaGz2bPnq0dK2WOeJFJnqDoeuLkz5EjR/jvf//L4cOHycnJYdiwYbz66qtA/gSCtra2BVqMDBl0qUSIF1l2djYrVqxg79695OXlMXXqVJydnRk+fDjly5cnNDTUaH+lFHq9HlNTU8qUKaMNWRHiRbJ06VJCQkIoW7YsU6dOJTExEXt7e2bOnAlAYmIiZmZmWivSg5UGKXfEi8gwnwLkV6jNzc154403tEaFhIQE3NzcjOLmfhI34kVWokQJQkJC6Nu3L3BvSPH58+fx8vLSEj8GhmlU5V1HvOgkT1B0PXHyp06dOvj7+zNgwABat25t9FmfPn0e2mVLsndC5HfFP3jwINbW1vz88880a9aswD73j2fV6XTSxVG88MzMzKhWrRrOzs4MHjwYf39/o8/feecdKleuDEhZI8TDGCrUI0eO1LZJ3AjxaMnJyUyZMoVWrVoB92LkjTfeeOj8PBJDQuSTPEHR9USrfT3Moyb9E0L8OelaL8T/9rBVhiRuhHgysiqKEE/ur656J4TIJ3mCouNvJX/u794ohHg88kUoxOORceBCCCGeNUmWCvH4JE9QND21nj9CCCGEEEIIIYQQouiRPotCCCGEEEIIIYQQxZgkf4QQQgghhBBCCCGKMUn+CCGEEEIIIYQQQhRjkvwRQgghhBBCCCGEKMYk+SOEEEIIIYQQQghRjEnyRwghhBBCCCGEEKIYk+SPEEIIIYQQQgghRDEmyR8hhBBCCCGEEEKIYkySP0IIIYQQQgghhBDF2P8BDxOLkjLAH5YAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1200x1000 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n",
"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n",
"Technical Analysis with Pandas TA v: 0.2.04b [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 0x120c21d00>"
]
},
"execution_count": 19,
"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": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1000 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n",
"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n",
"Technical Analysis with Pandas TA v: 0.2.04b [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 0x122c9e340>"
]
},
"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=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 individuals trading does not guarantee future results or returns. Investors are fully responsible for any investment decisions they make. Such decisions should be based solely on an evaluation of their financial circumstances, investment objectives, risk tolerance, and liquidity needs.\n",
"\n",
"* Any opinions, news, research, analyses, prices, or other information offered is provided as general market commentary, and does not constitute investment advice. I will not accept liability for any loss or damage, including without limitation any loss of profit, which may arise directly or indirectly from use of or reliance on such information."
]
},
{
"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
}