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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 - v0.2.12b\n",
"Total Indicators: 122\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, cfo, cg, chop, cksp, cmf, cmo, coppock, cross, cross_value, decay, decreasing, dema, donchian, dpo, efi, ema, entropy, eom, er, eri, fisher, fwma, ha, hilo, hl2, hlc3, hma, ichimoku, increasing, inertia, kama, kc, kdj, kst, kurtosis, linreg, log_return, long_run, macd, mad, massi, median, mfi, midpoint, midprice, mom, natr, nvi, obv, ohlc4, pdist, percent_return, pgo, ppo, psar, psl, pvi, pvo, pvol, pvt, pwma, qstick, quantile, rma, roc, rsi, rvgi, rvi, short_run, sinwma, skew, slope, sma, smi, squeeze, stdev, stoch, stochrsi, supertrend, swma, t3, tema, trend_return, trima, trix, true_range, tsi, ttm_trend, ui, uo, variance, vortex, vp, vwap, vwma, wcp, willr, wma, zlma, zscore\n"
]
}
],
"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.RATE[\"TRADING_DAYS_PER_YEAR\"] / yearly_divisor) if yearly_divisor > 0 else df.shape[0]\n",
"# print(recent)\n",
"def recent_bars(df, tf: str = \"1y\"):\n",
" # All Data: 0, Last Four Years: 0.25, Last Two Years: 0.5, This Year: 1, Last Half Year: 2, Last Quarter: 4\n",
" yearly_divisor = {\"all\": 0, \"10y\": 0.1, \"5y\": 0.2, \"4y\": 0.25, \"3y\": 1./3, \"2y\": 0.5, \"1y\": 1, \"6mo\": 2, \"3mo\": 4}\n",
" yd = yearly_divisor[tf] if tf in yearly_divisor.keys() else 0\n",
" return int(ta.RATE[\"TRADING_DAYS_PER_YEAR\"] / yd) if yd > 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(5259, 6) from 1999-11-01 00:00:00 to 2020-09-24 00:00:00\n",
" open high low close adj_close \\\n",
"count 5259.000000 5259.000000 5259.000000 5259.000000 5259.000000 \n",
"mean 162.824636 163.786606 161.760947 162.822990 138.379707 \n",
"std 63.849124 64.042411 63.611713 63.853704 71.174504 \n",
"min 67.950000 70.000000 67.100000 68.110000 53.696800 \n",
"25% 116.500000 117.410000 115.595000 116.555000 87.157500 \n",
"50% 138.437500 139.406200 137.328100 138.250000 106.138700 \n",
"75% 204.975000 206.255000 204.130000 205.210000 184.669600 \n",
"max 355.870000 358.750000 353.430000 357.700000 356.257100 \n",
"\n",
" volume \n",
"count 5.259000e+03 \n",
"mean 1.112084e+08 \n",
"std 9.791131e+07 \n",
"min 1.708170e+05 \n",
"25% 4.766386e+07 \n",
"50% 8.224770e+07 \n",
"75% 1.486532e+08 \n",
"max 8.710263e+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>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",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1999-11-01</th>\n",
" <td>136.5000</td>\n",
" <td>137.0000</td>\n",
" <td>135.5625</td>\n",
" <td>135.5625</td>\n",
" <td>91.5996</td>\n",
" <td>4006500.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1999-11-02</th>\n",
" <td>135.9687</td>\n",
" <td>137.2500</td>\n",
" <td>134.5937</td>\n",
" <td>134.5937</td>\n",
" <td>90.9450</td>\n",
" <td>6516900.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1999-11-03</th>\n",
" <td>136.0000</td>\n",
" <td>136.3750</td>\n",
" <td>135.1250</td>\n",
" <td>135.5000</td>\n",
" <td>91.5574</td>\n",
" <td>7222300.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1999-11-04</th>\n",
" <td>136.7500</td>\n",
" <td>137.3593</td>\n",
" <td>135.7656</td>\n",
" <td>136.5312</td>\n",
" <td>92.2542</td>\n",
" <td>7907500.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1999-11-05</th>\n",
" <td>138.6250</td>\n",
" <td>139.1093</td>\n",
" <td>136.7812</td>\n",
" <td>137.8750</td>\n",
" <td>93.1622</td>\n",
" <td>7431500.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" open high low close adj_close volume\n",
"date \n",
"1999-11-01 136.5000 137.0000 135.5625 135.5625 91.5996 4006500.0\n",
"1999-11-02 135.9687 137.2500 134.5937 134.5937 90.9450 6516900.0\n",
"1999-11-03 136.0000 136.3750 135.1250 135.5000 91.5574 7222300.0\n",
"1999-11-04 136.7500 137.3593 135.7656 136.5312 92.2542 7907500.0\n",
"1999-11-05 138.6250 139.1093 136.7812 137.8750 93.1622 7431500.0"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# All the Data\n",
"df = farm(ticker)\n",
"print(f\"{df.name}{df.shape} from {df.index[0]} to {df.index[-1]}\\n{df.describe()}\")\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SPY(252, 6) from 2019-09-26 00:00:00 to 2020-09-24 00:00:00\n",
" open high low close adj_close \\\n",
"count 5259.000000 5259.000000 5259.000000 5259.000000 5259.000000 \n",
"mean 162.824636 163.786606 161.760947 162.822990 138.379707 \n",
"std 63.849124 64.042411 63.611713 63.853704 71.174504 \n",
"min 67.950000 70.000000 67.100000 68.110000 53.696800 \n",
"25% 116.500000 117.410000 115.595000 116.555000 87.157500 \n",
"50% 138.437500 139.406200 137.328100 138.250000 106.138700 \n",
"75% 204.975000 206.255000 204.130000 205.210000 184.669600 \n",
"max 355.870000 358.750000 353.430000 357.700000 356.257100 \n",
"\n",
" volume \n",
"count 5.259000e+03 \n",
"mean 1.112084e+08 \n",
"std 9.791131e+07 \n",
"min 1.708170e+05 \n",
"25% 4.766386e+07 \n",
"50% 8.224770e+07 \n",
"75% 1.486532e+08 \n",
"max 8.710263e+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>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",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2019-09-26</th>\n",
" <td>297.63</td>\n",
" <td>297.86</td>\n",
" <td>295.45</td>\n",
" <td>297.00</td>\n",
" <td>291.2744</td>\n",
" <td>58594707.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-09-27</th>\n",
" <td>297.83</td>\n",
" <td>297.95</td>\n",
" <td>293.69</td>\n",
" <td>295.40</td>\n",
" <td>289.7052</td>\n",
" <td>84755721.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-09-30</th>\n",
" <td>295.97</td>\n",
" <td>297.55</td>\n",
" <td>295.92</td>\n",
" <td>296.77</td>\n",
" <td>291.0488</td>\n",
" <td>52438861.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-10-01</th>\n",
" <td>297.74</td>\n",
" <td>298.46</td>\n",
" <td>293.00</td>\n",
" <td>293.24</td>\n",
" <td>287.5869</td>\n",
" <td>89425082.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-10-02</th>\n",
" <td>291.50</td>\n",
" <td>291.51</td>\n",
" <td>286.64</td>\n",
" <td>288.06</td>\n",
" <td>282.5067</td>\n",
" <td>124208927.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" open high low close adj_close volume\n",
"date \n",
"2019-09-26 297.63 297.86 295.45 297.00 291.2744 58594707.0\n",
"2019-09-27 297.83 297.95 293.69 295.40 289.7052 84755721.0\n",
"2019-09-30 295.97 297.55 295.92 296.77 291.0488 52438861.0\n",
"2019-10-01 297.74 298.46 293.00 293.24 287.5869 89425082.0\n",
"2019-10-02 291.50 291.51 286.64 288.06 282.5067 124208927.0"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Recent Data\n",
"recent_startdate = df.tail(recent_bars(df)).index[0]\n",
"recent_enddate = df.tail(recent_bars(df)).index[-1]\n",
"print(f\"{df.name}{df.tail(recent_bars(df)).shape} from {recent_startdate} to {recent_enddate}\\n{df.describe()}\")\n",
"df.tail(recent_bars(df)).head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Aliases"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"opendf = df[\"open\"]\n",
"closedf = df[\"close\"]\n",
"volumedf = df[\"volume\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## DataFrame **constants**: When you need some simple lines for charting"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Columns: open, high, low, close, adj_close, volume, -5, -4, -3, -2, -1, 0, 1, 2, 3, 4, 5, -100, -90, -80, -70, -50, -30, -20, -10, 10, 20, 30, 50, 70, 80, 90, 100\n"
]
}
],
"source": [
"# help(df.ta.constants) # for more info\n",
"chart_lines = np.append(np.arange(-5, 6, 1), np.arange(-100, 110, 10))\n",
"df.ta.constants(True, chart_lines) # Adding the constants for the charts\n",
"df.ta.constants(False, np.array([-60, -40, 40, 60])) # Removing some constants from the DataFrame\n",
"print(f\"Columns: {', '.join(list(df.columns))}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Misc"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Example Charting Class utilizing **mplfinance** panels"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"class Chart(object):\n",
" def __init__(self, df: pd.DataFrame = None, strategy: ta.Strategy = ta.CommonStrategy, *args, **kwargs):\n",
" self.verbose = kwargs.pop(\"verbose\", False)\n",
"\n",
" if isinstance(df, pd.DataFrame) and df.ta.datetime_ordered:\n",
" self.df = df\n",
" if self.df.name is not None and self.df.name != \"\":\n",
" df_name = str(self.df.name)\n",
" else:\n",
" df_name = \"DataFrame\"\n",
" if self.verbose: print(f\"[i] Loaded {df_name}{self.df.shape}\")\n",
" else:\n",
" print(f\"[X] Oops! Missing 'ohlcv' data or index is not datetime ordered.\\n\")\n",
" return None\n",
"\n",
" self._validate_ta_strategy(strategy)\n",
" self._validate_mpf_kwargs(**kwargs)\n",
" self._validate_chart_kwargs(**kwargs)\n",
"\n",
" # Build TA and Plot\n",
" self.df.ta.strategy(self.strategy, verbose=self.verbose)\n",
" self._plot(**kwargs)\n",
"\n",
" def _validate_ta_strategy(self, strategy):\n",
" if strategy is not None or isinstance(strategy, ta.Strategy):\n",
" self.strategy = strategy\n",
" elif len(self.strategy_ta) > 0:\n",
" print(f\"[+] Strategy: {self.strategy_name}\")\n",
" else:\n",
" self.strategy = ta.CommonStrategy \n",
"\n",
" def _validate_chart_kwargs(self, **kwargs):\n",
" \"\"\"Chart Settings\"\"\"\n",
" self.config = {}\n",
" self.config[\"last\"] = kwargs.pop(\"last\", recent_bars(self.df))\n",
" self.config[\"rpad\"] = kwargs.pop(\"rpad\", 10)\n",
" self.config[\"title\"] = kwargs.pop(\"title\", \"Asset\")\n",
" self.config[\"volume\"] = kwargs.pop(\"volume\", True)\n",
"\n",
" def _validate_mpf_kwargs(self, **kwargs):\n",
" # mpf global chart settings\n",
" default_chart = mpf.available_styles()[-1]\n",
" default_mpf_width = {\n",
" 'candle_linewidth': 0.6,\n",
" 'candle_width': 0.525,\n",
" 'volume_width': 0.525\n",
" }\n",
" mpfchart = {}\n",
"\n",
" mpf_style = kwargs.pop(\"style\", \"\")\n",
" if mpf_style == \"\" or mpf_style.lower() == \"random\":\n",
" mpf_styles = mpf.available_styles()\n",
" mpfchart[\"style\"] = mpf_styles[rnd.randrange(len(mpf_styles))]\n",
" elif mpf_style.lower() in mpf.available_styles():\n",
" mpfchart[\"style\"] = mpf_style\n",
"\n",
" mpfchart[\"figsize\"] = kwargs.pop(\"figsize\", (12, 10))\n",
" mpfchart[\"non_trading\"] = kwargs.pop(\"nontrading\", False)\n",
" mpfchart[\"rc\"] = kwargs.pop(\"rc\", {'figure.facecolor': '#EDEDED'})\n",
" mpfchart[\"plot_ratios\"] = kwargs.pop(\"plot_ratios\", (12, 1.7))\n",
" mpfchart[\"scale_padding\"] = kwargs.pop(\"scale_padding\", {'left': 1, 'top': 4, 'right': 1, 'bottom': 1})\n",
" mpfchart[\"tight_layout\"] = kwargs.pop(\"tight_layout\", True)\n",
" mpfchart[\"type\"] = kwargs.pop(\"type\", \"candle\")\n",
" mpfchart[\"width_config\"] = kwargs.pop(\"width_config\", default_mpf_width)\n",
" mpfchart[\"xrotation\"] = kwargs.pop(\"xrotation\", 15)\n",
" \n",
" self.mpfchart = mpfchart\n",
"\n",
" def _attribution(self):\n",
" print(f\"\\nPandas v: {pd.__version__} [pip install pandas] https://github.com/pandas-dev/pandas\")\n",
" print(f\"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\")\n",
" print(f\"Technical Analysis with Pandas TA v: {ta.version} [pip install pandas_ta] https://github.com/twopirllc/pandas-ta\")\n",
" print(f\"Charts by Matplotlib Finance v: {mpf.__version__} [pip install mplfinance] https://github.com/matplotlib/mplfinance\\n\")\n",
"\n",
" def _right_pad_df(self, rpad: int, delta_unit: str = \"D\", range_freq: str = \"B\"):\n",
" if rpad > 0:\n",
" dfpad = self.df[-rpad:].copy()\n",
" dfpad.iloc[:,:] = np.NaN\n",
"\n",
" df_frequency = self.df.index.value_counts().mode()[0] # Most common frequency\n",
" freq_delta = pd.Timedelta(df_frequency, unit=delta_unit)\n",
" new_dr = pd.date_range(start=self.df.index[-1] + freq_delta, periods=rpad, freq=range_freq)\n",
" dfpad.index = new_dr # Update the padded index with new dates\n",
" self.df = self.df.append(dfpad)\n",
" \n",
" \n",
" def _plot(self, **kwargs):\n",
" if not isinstance(self.mpfchart[\"plot_ratios\"], tuple):\n",
" print(f\"[X] plot_ratios must be a tuple\")\n",
" return\n",
"\n",
" # Override Chart Title Option\n",
" chart_title = self.config[\"title\"]\n",
" if \"title\" in kwargs and isinstance(kwargs[\"title\"], str):\n",
" chart_title = kwargs.pop(\"title\")\n",
"\n",
" # Override Right Bar Padding Option\n",
" rpad = self.config[\"rpad\"]\n",
" if \"rpad\" in kwargs and kwargs[\"rpad\"] > 0:\n",
" rpad = int(kwargs[\"rpad\"])\n",
"\n",
" def cpanel():\n",
" return len(self.mpfchart['plot_ratios'])\n",
"\n",
" # Last Second Default TA Indicators\n",
" linreg = kwargs.pop(\"linreg\", False)\n",
" linreg_name = self.df.ta.linreg(append=True).name if linreg else \"\"\n",
"\n",
" midpoint = kwargs.pop(\"midpoint\", False)\n",
" midpoint_name = self.df.ta.midpoint(append=True).name if midpoint else \"\"\n",
"\n",
" ohlc4 = kwargs.pop(\"ohlc4\", False)\n",
" ohlc4_name = self.df.ta.ohlc4(append=True).name if ohlc4 else \"\"\n",
"\n",
" clr = kwargs.pop(\"clr\", False)\n",
" clr_name = self.df.ta.log_return(cumulative=True, append=True).name if clr else \"\"\n",
"\n",
" rsi = kwargs.pop(\"rsi\", False)\n",
" rsi_length = kwargs.pop(\"rsi_length\", None)\n",
" if isinstance(rsi_length, int) and rsi_length > 1:\n",
" rsi_name = self.df.ta.rsi(length=rsi_length, append=True).name\n",
" elif rsi:\n",
" rsi_name = self.df.ta.rsi(append=True).name\n",
" else: rsi_name = \"\"\n",
" \n",
" zscore = kwargs.pop(\"zscore\", False)\n",
" zscore_length = kwargs.pop(\"zscore_length\", None)\n",
" if isinstance(zscore_length, int) and zscore_length > 1:\n",
" zs_name = self.df.ta.zscore(length=zscore_length, append=True).name\n",
" elif zscore:\n",
" zs_name = self.df.ta.zscore(append=True).name\n",
" else: zs_name = \"\"\n",
"\n",
" macd = kwargs.pop(\"macd\", False)\n",
" macd_name = \"\"\n",
" if macd:\n",
" macds = self.df.ta.macd(append=True)\n",
" macd_name = macds.name\n",
"\n",
" squeeze = kwargs.pop(\"squeeze\", False)\n",
" lazybear = kwargs.pop(\"lazybear\", False)\n",
" squeeze_name = \"\"\n",
" if squeeze:\n",
" squeezes = self.df.ta.squeeze(lazybear=lazybear, detailed=True, append=True)\n",
" squeeze_name = squeezes.name\n",
"\n",
" ama = kwargs.pop(\"archermas\", False)\n",
" ama_name = \"\"\n",
" if ama:\n",
" amas = self.df.ta.amat(append=True)\n",
" ama_name = amas.name\n",
"\n",
" aobv = kwargs.pop(\"archerobv\", False)\n",
" aobv_name = \"\"\n",
" if aobv:\n",
" aobvs = self.df.ta.aobv(append=True)\n",
" aobv_name = aobvs.name\n",
"\n",
" treturn = kwargs.pop(\"trendreturn\", False)\n",
" if treturn:\n",
" # Long Trend requires Series Comparison (<=. <, = >, >=)\n",
" # or Trade Logic that yields trends in binary.\n",
" default_long = self.df[\"SMA_10\"] > self.df[\"SMA_20\"]\n",
" long_trend = kwargs.pop(\"long_trend\", default_long)\n",
" short_trend = ~long_trend # Opposite/Inverse\n",
" self.df[\"TRl\"] = ta.trend_return(self.df[\"close\"], long_trend, cumulative=True)\n",
" self.df[\"TRs\"] = ta.trend_return(self.df[\"close\"], short_trend, cumulative=True)\n",
" self.df[\"TR\"] = self.df[\"TRl\"] + self.df[\"TRs\"]\n",
"\n",
" # Pad and trim Chart\n",
" self._right_pad_df(rpad)\n",
" mpfdf = self.df.tail(self.config[\"last\"])\n",
" mpfdf_columns = list(self.df.columns)\n",
"\n",
" # BEGIN: Custom TA Plots and Panels\n",
" # Modify the area below \n",
" taplots = [] # Holds all the additional plots\n",
"\n",
" # Panel 0: Price Overlay\n",
" if linreg_name in mpfdf_columns:\n",
" taplots += [mpf.make_addplot(mpfdf[linreg_name], type=kwargs.pop(\"linreg_type\", \"line\"), color=kwargs.pop(\"linreg_color\", \"black\"), linestyle=\"-.\", width=1.2, panel=0)]\n",
"\n",
" if midpoint_name in mpfdf_columns:\n",
" taplots += [mpf.make_addplot(mpfdf[midpoint_name], type=kwargs.pop(\"midpoint_type\", \"scatter\"), color=kwargs.pop(\"midpoint_color\", \"fuchsia\"), width=0.4, panel=0)]\n",
"\n",
" if ohlc4_name in mpfdf_columns:\n",
" taplots += [mpf.make_addplot(mpfdf[ohlc4_name], ylabel=ohlc4_name, type=kwargs.pop(\"ohlc4_type\", \"scatter\"), color=kwargs.pop(\"ohlc4_color\", \"blue\"), alpha=0.85, width=0.4, panel=0)]\n",
"\n",
" if self.strategy.name == ta.CommonStrategy.name:\n",
" total_sma = 0 # Check if all the overlap indicators exists before adding plots\n",
" for c in [\"SMA_10\", \"SMA_20\", \"SMA_50\", \"SMA_200\"]:\n",
" if c in mpfdf_columns: total_sma += 1\n",
" else: print(f\"[X] Indicator: {c} missing!\")\n",
" if total_sma == 4:\n",
" ta_smas = [\n",
" mpf.make_addplot(mpfdf[\"SMA_10\"], color=\"green\", width=1.5, panel=0),\n",
" mpf.make_addplot(mpfdf[\"SMA_20\"], color=\"orange\", width=2, panel=0),\n",
" mpf.make_addplot(mpfdf[\"SMA_50\"], color=\"red\", width=2, panel=0),\n",
" mpf.make_addplot(mpfdf[\"SMA_200\"], color=\"maroon\", width=3, panel=0),\n",
" ]\n",
" taplots += ta_smas\n",
"\n",
" if len(ama_name):\n",
" amat_sr_ = mpfdf[amas.columns[-1]][mpfdf[amas.columns[-1]] > 0]\n",
" amat_sr = amat_sr_.index.to_list()\n",
" else:\n",
" amat_sr = None\n",
"\n",
" # Panel 1: If volume=True, the add the VOL MA. Since we know there is only one, we immediately pop it.\n",
" if self.config[\"volume\"]:\n",
" volma = [x for x in list(self.df.columns) if x.startswith(\"VOL_\")].pop()\n",
" max_vol = mpfdf[\"volume\"].max()\n",
" ta_volume = [mpf.make_addplot(mpfdf[volma], color=\"red\", width=2, panel=1, ylim=(-.2 * max_vol, 1.5 * max_vol))]\n",
" taplots += ta_volume\n",
"\n",
" # Panels 2 - 9\n",
" common_plot_ratio = (3,)\n",
"\n",
" if len(aobv_name):\n",
" _p = kwargs.pop(\"aobv_percenty\", 0.2)\n",
" aobv_ylim = ta_ylim(mpfdf[aobvs.columns[0]], _p)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[aobvs.columns[0]], ylabel=aobv_name, color=\"black\", width=1.5, panel=cpanel(), ylim=aobv_ylim),\n",
" mpf.make_addplot(mpfdf[aobvs.columns[2]], color=\"silver\", width=1, panel=cpanel(), ylim=aobv_ylim),\n",
" mpf.make_addplot(mpfdf[aobvs.columns[3]], color=\"green\", width=1, panel=cpanel(), ylim=aobv_ylim),\n",
" mpf.make_addplot(mpfdf[aobvs.columns[4]], color=\"red\", width=1.2, panel=cpanel(), ylim=aobv_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" if clr_name in mpfdf_columns:\n",
" _p = kwargs.pop(\"clr_percenty\", 0.1)\n",
" clr_ylim = ta_ylim(mpfdf[clr_name], _p)\n",
"\n",
" taplots += [mpf.make_addplot(mpfdf[clr_name], ylabel=clr_name, color=\"black\", width=1.5, panel=cpanel(), ylim=clr_ylim)]\n",
" if (1 - _p) * mpfdf[clr_name].min() < 0 and (1 + _p) * mpfdf[clr_name].max() > 0:\n",
" taplots += [mpf.make_addplot(mpfdf[\"0\"], color=\"gray\", width=1.2, panel=cpanel(), ylim=clr_ylim)]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" if rsi_name in mpfdf_columns:\n",
" rsi_ylim = (0, 100)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[rsi_name], ylabel=rsi_name, color=kwargs.pop(\"rsi_color\", \"black\"), width=1.5, panel=cpanel(), ylim=rsi_ylim),\n",
" mpf.make_addplot(mpfdf[\"20\"], color=\"green\", width=1, panel=cpanel(), ylim=rsi_ylim),\n",
" mpf.make_addplot(mpfdf[\"50\"], color=\"gray\", width=0.8, panel=cpanel(), ylim=rsi_ylim),\n",
" mpf.make_addplot(mpfdf[\"80\"], color=\"red\", width=1, panel=cpanel(), ylim=rsi_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
" \n",
" if macd_name in mpfdf_columns:\n",
" _p = kwargs.pop(\"macd_percenty\", 0.15)\n",
" macd_ylim = ta_ylim(mpfdf[macd_name], _p)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[macd_name], ylabel=macd_name, color=\"black\", width=1.5, panel=cpanel()),#, ylim=macd_ylim),\n",
" mpf.make_addplot(mpfdf[macds.columns[-1]], color=\"blue\", width=1.1, panel=cpanel()),#, ylim=macd_ylim),\n",
" mpf.make_addplot(mpfdf[macds.columns[1]], type=\"bar\", alpha=0.8, color=\"dimgray\", width=0.8, panel=cpanel()),#, ylim=macd_ylim),\n",
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel()),#, ylim=macd_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel \n",
"\n",
" if zs_name in mpfdf_columns:\n",
" _p = kwargs.pop(\"zascore_percenty\", 0.2)\n",
" zs_ylim = ta_ylim(mpfdf[zs_name], _p)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[zs_name], ylabel=zs_name, color=\"black\", width=1.5, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"-3\"], color=\"red\", width=1.2, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"-2\"], color=\"orange\", width=1, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"-1\"], color=\"silver\", width=1, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"1\"], color=\"silver\", width=1, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"2\"], color=\"orange\", width=1, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"3\"], color=\"red\", width=1.2, panel=cpanel(), ylim=zs_ylim)\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" if squeeze_name in mpfdf_columns:\n",
" _p = kwargs.pop(\"squeeze_percenty\", 0.6)\n",
" sqz_ylim = ta_ylim(mpfdf[squeeze_name], _p)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[squeezes.columns[-4]], type=\"bar\", color=\"lime\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[squeezes.columns[-3]], type=\"bar\", color=\"green\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[squeezes.columns[-2]], type=\"bar\", color=\"maroon\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[squeezes.columns[-1]], type=\"bar\", color=\"red\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[squeezes.columns[4]], ylabel=squeeze_name, color=\"green\", width=2, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[squeezes.columns[5]], color=\"red\", width=1.8, panel=cpanel(), ylim=sqz_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" if treturn:\n",
" _p = kwargs.pop(\"treturn_percenty\", 0.33)\n",
" treturn_ylim = ta_ylim(mpfdf[\"TR\"], _p)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[\"TRl\"], ylabel=\"Trend Return\", type=\"bar\", color=\"green\", alpha=0.45, width=0.8, panel=cpanel(), ylim=treturn_ylim),\n",
" mpf.make_addplot(mpfdf[\"TRs\"], type=\"bar\", color=\"red\", alpha=0.45, width=0.8, panel=cpanel(), ylim=treturn_ylim),\n",
" mpf.make_addplot(mpfdf[\"TR\"], color=\"black\", width=1.5, panel=cpanel(), ylim=treturn_ylim),\n",
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=treturn_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" _p = kwargs.pop(\"cstreturn_percenty\", 0.33)\n",
" trcs = mpfdf[\"TR\"].cumsum()\n",
" treturncs_ylim = ta_ylim(trcs, _p)\n",
" taplots += [\n",
" mpf.make_addplot(trcs, ylabel=\"Trend B&H\", color=\"black\", width=1.5, panel=cpanel(), ylim=treturncs_ylim),\n",
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=treturncs_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" # END: Custom TA Plots and Panels\n",
"\n",
" if self.verbose:\n",
" additional_ta = []\n",
" chart_title = f\"{chart_title} [{self.strategy.name}] (last {self.config['last']} bars)\"\n",
" chart_title += f\"\\nSince {mpfdf.index[0]} till {mpfdf.index[-1]}\"\n",
" if len(linreg_name) > 0: additional_ta.append(linreg_name)\n",
" if len(midpoint_name) > 0: additional_ta.append(midpoint_name)\n",
" if len(ohlc4_name) > 0: additional_ta.append(ohlc4_name)\n",
" if len(additional_ta) > 0:\n",
" chart_title += f\"\\nIncluding: {', '.join(additional_ta)}\"\n",
"\n",
" if amat_sr:\n",
" vlines_ = dict(vlines=amat_sr, alpha=0.1, colors=\"red\")\n",
" else:\n",
" # Hidden because vlines needs valid arguments even if None \n",
" vlines_ = dict(vlines=mpfdf.index[0], alpha=0, colors=\"white\")\n",
"\n",
" # Create Final Plot\n",
" mpf.plot(mpfdf,\n",
" title=chart_title,\n",
" type=self.mpfchart[\"type\"],\n",
" style=self.mpfchart[\"style\"],\n",
" datetime_format=\"%-m/%-d/%Y\",\n",
" volume=self.config[\"volume\"],\n",
" figsize=self.mpfchart[\"figsize\"],\n",
" tight_layout=self.mpfchart[\"tight_layout\"],\n",
" scale_padding=self.mpfchart[\"scale_padding\"],\n",
" panel_ratios=self.mpfchart[\"plot_ratios\"], # This key needs to be update above if adding more panels\n",
" xrotation=self.mpfchart[\"xrotation\"],\n",
" update_width_config=self.mpfchart[\"width_config\"],\n",
" show_nontrading=self.mpfchart[\"non_trading\"],\n",
" vlines=vlines_,\n",
" addplot=taplots\n",
" )\n",
" \n",
" self._attribution()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Charting Example\n",
"#### Play with the parameters to see different charts and results\n",
"* This is an example chart so it's not perfect. Enough to get started with common and uncommon plots.\n",
"* There is a maximum of 10 Panels. In this example, panels 0 and 1 are reserved for Price and Volume respectively.\n",
" * "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[i] Loaded SPY(5259, 33)\n",
"[+] Strategy: Common Price and Volume SMAs\n",
"[i] Indicator arguments: {'append': True}\n",
"[i] Multiprocessing: 4 of 4 cores.\n",
"[i] Total indicators: 5\n",
"[i] Columns added: 5\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1000 with 10 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"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: 0.2.12b [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 0x11d92d130>"
]
},
"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_bars(df), rpad=10,\n",
" \n",
" # Overlap Indicators\n",
" linreg=True, midpoint=False, ohlc4=False, archermas=True,\n",
" \n",
" # Example Indicators with default parameters\n",
" volume=True, rsi=True, clr=True, macd=True, zscore=False, squeeze=False, lazybear=False,\n",
"\n",
" # Archer OBV and OBV MAs (https://www.tradingview.com/script/Co1ksara-Trade-Archer-On-balance-Volume-Moving-Averages-v1/)\n",
" archerobv=False,\n",
"\n",
" # Create trends and see their returns\n",
" trendreturn=False,\n",
" # Example Trends or create your own. Trend must yield Booleans\n",
" long_trend=ta.sma(closedf,10) > ta.sma(closedf,20), # trend: sma(close,10) > sma(close,20) [Default Example]\n",
"# long_trend=closedf > ta.ema(closedf,5), # trend: close > ema(close,5)\n",
"# long_trend=ta.sma(closedf,10) > ta.ema(closedf,50), # trend: sma(close,10) > ema(close,50)\n",
"# long_trend=macdh > 0, # trend: macd hist > 0\n",
"# long_trend=ta.increasing(ta.sma(ta.rsi(closedf), 10), 5, asint=False), # trend: rising sma(rsi, 10) for the previous 5 periods\n",
" show_nontrading=False, # Intraday use if needed\n",
" verbose=True, # More detail\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Indicator Examples\n",
"* Examples of simple and complex indicators. Most indicators return a Series, while a few return DataFrames.\n",
"* All indicators can be called one of three ways. Either way, they return the result.\n",
"\n",
"### Three ways to use pandas_ta\n",
"1. Stand Alone like TA-Lib ta.**indicator**(*kwargs*).\n",
"2. As a DataFrame Extension like df.ta.**indicator**(*kwargs*). Where df is a DataFrame with columns named \"open\", \"high\", \"low\", \"close, \"volume\" for simplicity.\n",
"3. Similar to #2, but by calling: df.ta(kind=\"**indicator**\", *kwargs*)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Cumulative Log Return"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11e1472b0>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1600x325 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"clr_ma_length = 8\n",
"clrdf = df.ta.log_return(cumulative=True, append=True)\n",
"clrmadf = ta.ema(clrdf, length=clr_ma_length)\n",
"clrxdf = pd.DataFrame({f\"{clrdf.name}\": clrdf, f\"{clrmadf.name}({clrdf.name})\": clrmadf})\n",
"clrxdf.tail(recent_bars(df)).plot(figsize=ind_size, color=colors(\"BkBl\"), linewidth=1, title=ctitle(clrdf.name, ticker=ticker, length=recent_bars(df)), grid=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### MACD"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x1213067c0>"
]
},
"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_bars(df)).plot(figsize=(16, 2), color=colors(\"BkBl\"), linewidth=1.3)\n",
"macddf[macddf.columns[1]].tail(recent_bars(df)).plot.area(figsize=ind_size, stacked=False, color=[\"silver\"], linewidth=1, title=ctitle(macddf.name, ticker=ticker, length=recent_bars(df)), grid=True).axhline(y=0, color=\"black\", lw=1.1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### ZScore"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x1217aafd0>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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BA1GsWDEcOXJE4fXGxsbo3r27/G87OzuUKFECVatWlScJAcj//8mTJzmK78OHD+jSpQsMDAywYMEChec+fvyY6XFJfz6nhg0bhgcPHqB///4ICwvD7du30adPH/kX4OzqVPV8aWlpYfDgwTh58iQmT56Mhw8fIjQ0FF27dkVycnKu4s/qWMXHx+PNmzeYNWsWfH190alTJ/z222/w8PDA8uXLsxzpmd0+fV4mJ+ekb9++EEIoJI5z0t9z0tbWrVshhECFChVy/Pqc7H9OREVF4caNG+jbt6/CiOSaNWuiZcuWOHr0aI7q47WiOl4rmbelzmslNjYWAGBqapppmXQBAQHYtGkTxo0bh8qVKys8d+jQIUyYMAH/+9//4O3tjTNnzqBVq1bw8/PDs2fPMq3z7NmzmDVrFrp27YrmzZsrPZ8eV/oPlEREVPCYKCQi0kANGjTA/v378ebNG1y+fBmTJ0/G+/fv0blzZ/nokXSOjo44ceIEgoKCcOHCBcTExGD79u0Z3qLWoEEDAMq3aeVUbGwsevToAVNTU/z2229Kt3LlVO3atdGyZUt4e3vjxIkTuHz5ssKXwfR9Sb/97nOJiYkZ7mtOfDly47///gPwKeH3OalUChsbG/nz6aytrZVGmRQvXhzlypVT2gZ8ulVZVTKZDN27d0dYWBj27t2LMmXKKDxvYGCQ6XFJfz6nhgwZgilTpiAgIAAODg6oUaMGHj9+jAkTJgD4lBgFgNevX+PFixfyR1xcnEKbqpwvX19f9O/fH4sWLUKVKlVQv3596OjooH///gptvXr1SqGt+Ph4pbpVOVYA5CM/0/Xo0QMfP37M8pbA7Pbp8zJfe05ycvzyoi1V9ymrmFRpKyOZXWvApxG4MTExSEhIUKkuXiu8Vr6soyhfK0KILJ8/d+4c+vfvj1atWmHu3LnZ1ieRSDB27Fikpqbi9OnTGZa5d+8ePD09Ub16dWzcuDHLuL58zyMiooLDRCERkQaTSqVo0KAB5s2bhzVr1iAlJQV79uxRKGNubo4WLVrAzc0NjRo1QokSJfI1JiEEfvzxR0RGRmLr1q1KXzC/llQqRfv27bF//375qIv0W7jSR+l8Lioq6qtj+NpE4+ejEVXZnt0XwM8NHDgQhw8fxtatWzMc3WFlZZXpcQGQ62Mzd+5cREdH49y5c7h16xauXLkin5usSpUqAICOHTvCyspK/hg9erQ8ps9j+DKuz2OSSqXYuHEjIiMjcfbsWdy/fx+BgYGIi4uDlpYWbG1tAXxKcn/e1pIlS5Tqzu5YpbdraWmpsL1UqVIAsk7gZrdPZmZm8hFEVlZWePHihdJ5VvWc5OT4fe35VzXWnOy/uvBa4bXyZR1F8VpJn184q2N88+ZNtG/fHtWrV8fevXuho6PabFXpP169fv1a6bmIiAi4u7ujePHiOHr0KExMTDKsIz2ujOYvJCKigsFEIRERAfi/UYAZffkoSH5+fjhy5AjGjBmDNm3a5EsbHz9+hBBCfntb9erVoaOjg6tXryqUS05Oxo0bN1C7du08bb98+fIAgPv37yu19/TpU/nz+W38+PHYsmULli5dqjSyJ13t2rVx7do1pQUGQkJCYGhoKE9U5IapqSmcnZ3l83YFBQXB2toa9vb2AIBffvkFJ06ckD/SR1Gln48vz1dkZCSePXuW4fmytLSEi4sLqlSpAplMhtOnT8PR0VE+Suq3335TaKtPnz4Kr1flWNWrVw+A8rxx6XOLWVhYZHosypYtCwsLC6V9AoDLly8r7FPt2rXx4cMH3L17V6Fc+rx12fXXnBy/rz3/qsaak/3PSGajjzK71oBPo5vMzc1hZGSUZd0ArxVeK9/OtfLdd9/BwMAAT58+zfD5x48fw8PDA6VKlcLRo0fl510V6dNefHn+YmNj4e7ujqSkJAQGBmY4v2K69Li+XNSFiIgKkDqWWiYiIvUJDg4WaWlpStsXLlwoAAg/Pz/5tvLly4s2bdqoXPfMmTMFAPHq1SuF7Y8ePRKPHj3K9vWXL18Wurq6ol69eiIpKUnldjMTHR2ttO3NmzeiXLlyoly5cgrbPTw8hJWVlXj37p1828aNGwUAcezYsWzbAiCGDx+usG3Lli0CgLhy5YrC9pcvXwqpVCo8PDwUzsXq1asFALF582b5tiZNmggHBwel9jI7NxnFkZFFixYJAGLKlClZlvv9998FALFnzx75tlevXokSJUqIbt26Zfo6BwcH0aRJk2zj+LKdJUuWqFTe3t5e1KpVS6Smpsq3TZs2TUgkEhEWFpblaxcsWCAAiL1796rUlqrH6sCBA0rlZDKZcHZ2FmZmZiIxMTHL1w8ZMkQYGBiI8PBw+bagoCABQKxZs0a+LSIiQujq6iqc57S0NOHi4iLKli2rcEzevn0r7t69K96+favQlqrHLyfnPzIyUty9e1ckJyfnKlZV9z8jHz58EADE6NGjlZ6rXbu2sLS0FG/evJFv++eff4SWlpbo06dPlvUKwWuF18q3da0IIYSLi4twcXFR2h4VFSVsbGxEmTJlxNOnTzN9fWxsrEI8QgiRnJwsGjduLKRSqYiKipJvj4+PFw0bNhQmJibi6tWr2ca2fPlyIZFIRExMTLZliYgofzBRSESkYRwcHETFihWFj4+PWL9+vVi1apXo2bOn0NbWFhUqVFD4Mp1XicLy5cuL8uXLZ/nahIQEUbFiRQFAzJw5U+zYsSPDx/Hjx1WOp27duqJ9+/Zi7ty5YsOGDWL69OnC2tpaaGlpKXyZE0KI0NBQoaenJ+rUqSPWrFkjpk6dKvT19YW7u7tKbeUkUSjE/x0rd3d3sWrVKjFy5Eihra0tGjRooPDlMT8Shfv37xcAROXKlTM8xi9evJCXTU1NFd9//70wNjYWs2bNEv7+/sLBwUGYmJiIe/fuKdR75swZMXv2bDF79mxRqlQpUaFCBfnfZ86cUSjn5uYmFi5cKDZu3CgGDBggtLW1hYeHh0hJScky9nR//vmnkEgkonnz5mL9+vVi1KhRQktLSwwcOFCh3I4dO0SHDh2En5+fWL9+vejatasAIAYMGKBSOzk5VmlpacLNzU1IJBIxaNAg4e/vL1q2bCkAiHXr1mXbVnh4uChZsqSoVKmSWLFihZg3b54wNTUVNWrUUEqcjB8/XgAQgwYNEhs2bBBt2rQRAMRvv/2mUC69D27ZsiVXxy8n5//HH38UAJQSDKrGmpP9z0i1atVE6dKlhb+/v9i5c6f4559/hBBCnDhxQujo6Ah7e3uxePFi4evrKywsLISpqal48uRJlnXyWuG18i1eK0uWLBF6enoiLi5OYXutWrUEADFhwoQs33u3bNkiKlWqJCZOnCjWrl0r5s2bJ6pXry4AiHnz5inU+b///U8AEN7e3kp1HjhwQCm2tm3bCmdn52z3gYiI8g8ThUREGubYsWPC29tb2NvbC2NjYyGVSoWtra0YOXKk0gi8gkwUPn36VADI9pGTkTerVq0Szs7OwtzcXOjo6AgLCwvRrl07cfbs2QzLnzt3Tjg5OQl9fX1hYWEhhg8frjDCMCs5TRSmx2dvby90dXWFpaWlGDp0qEKiVoj8SRSmn6fMHqdOnVIo//r1a9G/f39RsmRJYWhoKJo0aZJl8jOjx8yZM+XlHj16JNzd3YW5ubnQ09MT9vb2Yv78+TkeRXrgwAFRu3ZtoaenJ6ytrcW0adMUkqxCCBESEiJcXV2Fqamp0NfXF7Vq1RJr167NcFRtXhyr9+/fi9GjR4vSpUsLqVQqatSoIX799VeV9+n27dvC3d1dGBoaihIlSohevXopJFjSyWQyMW/ePFG+fHkhlUqFg4NDhu1klvwQQrXjJ4Tq5z+z5IeqseZk/zNy4cIFUa9ePSGVSpX6XFBQkGjcuLEwMDAQxYoVE+3atct2NJ0QvFZ4rXzyrV0r0dHRQkdHR+zYsUNhu6rvvVevXhXt2rUTZcuWFVKpVBgbGwtnZ2exe/dupbbKly+faZ1ffi54+/atkEqlYuPGjSrtBxER5Q+JEDmY8ZyIiIiIiIiKtP79++PBgwc4d+6cukORW7ZsGRYtWoTHjx9/9SJgRESUe0wUEhERERERaZDw8HBUqVIFJ0+eROPGjdUdDlJSUlCpUiVMmjQJw4YNU3c4REQajYlCIiIqcuLi4vDx48csy5QuXbqAoiEiIiIiIvo2MFFIRERFTt++fbFt27Ysy/DtjYiIiIiIKGeYKCQioiInLCwMkZGRWZZp0aJFAUVDRERERET0bWCikIiIiIiIiIiIiKCl7gCIiIiIiIiIiIhI/XTUHUBW0tLS5P8vkUjUGAkREREREREREVHR8/nNxFpaWY8ZLNSJQgB4//69ukMgIiIiIiIiIiIq0kxMTLItU+gThQCgr6/PEYVU6MhkMjx8+BCVK1eGtra2usMhynfs86QJ2M9J07DPkyZhfydNx2tAcwkhkJiYqFLZQp0oTE8OSiQSJgqp0JFIJBBCsH+SxmCfJ03Afk6ahn2eNAn7O2k6XgOkynnnYiZERERERERERETERCERERERERERERExUUhEREREREREREQowDkKly5dCl9fXwwZMgTz58/Ps3qFEJDJZJDJZArLPZNqJBIJtLW1oa2tzTkKiIiIiIiIiIg0WIEkCq9du4atW7fCwcEhT+tNSUlBdHQ0Pn78mKf1aiIDAwNYWlpCV1dX3aEQEREREREREZEa5HuiMD4+HoMGDcLy5cuxZMmSPKs3LS0N4eHh0NLSQunSpZng+gopKSmIiYlBeHg4KlasCC0t3pFORERERERERKRp8j1ROH78eLi7u6Np06bZJgqTkpKQlJQk/zv9VmKZTKZ0W2xSUhJkMhmsrKxgYGCQ94EXgDePH0P22f6qk54QeBETgx1DhiDx5Ut1h1M0CIHk5GSck0oB3rZNmoB9njQB+zlpGvZ50iTs76TpeA1kydTGBp327lV3GPkiJ1P15WuicN++fbh58yaCg4NVKr906VIsXLhQ/rexsTFu376Nhw8fKu2UEAISiQQpKSlFdm69tLQ0pBWSeRWFEBAAUmQyJBeS5GVRkZycrO4QiAoU+zxpAvZz0jTs86RJ2N9J0/EayFh8fDzu37+v7jDyhUQiQfny5VUrK/JpBZBnz56hefPm2L9/P6pXrw4AaNu2LWrUqJHpYiaZjSiUSqUZjih89uwZypUrB319/fzYBY2SmJiIiIgIWFtbQ09PT93hFAkymQyPHj2Cra0ttLW11R0OUb5jnydNwH5OmoZ9njQJ+ztpOl4Dmkv8/9GkxYoVy3awXb6NKLx58yZevXqFpk2byrfJZDJcuHABGzZsQHR0tFLH1NPTU0hSCSHw7t27DFfk1dLSgkQikT/o66QfRy0tLf6DkUPpq0YTaQr2edIE7OekadjnSZOwv5Om4zWgeQrFrceurq74+++/FbaNGDEClStXxujRo9kpiYiIiIiIiIiICpF8W97WxMQE1apVU3gYGhrCzMwM1apVy69mi7zhw4dDKpVixYoV6g6FiIiIiIiIiIg0SL4lCinnDh48iJCQEJQpU0bdoRARERERERERkYbJ11WPv3T48OGCbK5Ief78OcaOHYvDhw+jQ4cO6g6HiIiIiIiIiIg0TIEmCguC5xpPPIl5UmDt2Zjb4MDQA19VR1paGvr16wcfHx84ODjkUWRERERERERERESq463HhcDixYuho6ODESNGqDsUIiIiIiIiIiLSUN/ciMKvHd2X3wICAjB8+HD533/88QdWrVqFkJAQSCQSNUZGRERERERERESa7JtLFBZ27dq1Q8OGDeV/79u3Dy9fvkSlSpXk22QyGSZMmICVK1fi4cOH6giTiIiIiIiIiIg0DBOFBczExAQmJibyvwcMGIA2bdoolGnbti169uyJH3/8saDDIyIiIiIiIiIiDcVEoZqVLFkSJUuWVNimq6uL0qVLw87OTk1RERERERERERGRpuFiJkRERERERERERMQRhYUR5yUkIiIiIiIiIqKCxhGFRERERERERERExEQhERERERERERERMVFIREREREREREREYKKQiIiIiIiIiIiIwEQhERERERERERERgYlCIiIiIiIiIiIiAhOFREREREREREREBH5eNCsAACAASURBVCYKiYiIiIiIiIiICEwUEhEREREREREREQAddQeg0R49ApKS1B3FJ0IAsbHQGTkSOlFR6o6mSNAGYJeUBKmeHiTqDoaoALDPkyZgPydNwz5PmoT9nTQdr4GsCRsbyA4cUHcYascRhYWA79q1qO7piRKNGqGUqys8Bg/G5X/+UXdYRERERERERESkQTiiUJ1sbQEAlZ2csLxDB1SsWBEfP37EihUr0HrECNy9excWFhYFE0tiIqCnh9SDB5Gqr18wbRZxMpkM9+/fh52dHbS1tdUdDlG+Y58nTcB+TpqGfZ40Cfs7aTpeA6QKjigsBHr06AE3NzfY2NjAwcEBixcvxrt37/APRxUSEREREREREVEB+eZGFHru8cSTN08KrD0bUxsc6JJ397AnJydj48aNKF68OGrWrJln9RIREREREREREWXlm0sUFlVHjhyBl5cXPnz4ACsrKxw7dgzm5ubqDouIiIiIiIiIiDTEN5cozMvRffkhICAAw4cPl//9559/wtnZGU2bNsWVK1cQGxuLTZs2oWfPnjh//jxKlSqlxmiJiIiIiIiIiEhTfHOJwsKuXbt2aNiwofzvsmXLAgCMjIxga2sLW1tbODo6olq1atiyZQsmTpyorlCJiIiIiIiIiEiDMFFYwExMTGBiYpJtubS0NCQlJRVAREREREREREREREwUql1CQgLmz5+Pdu3aoXTp0oiNjcWaNWvw/PlzdOrUSd3hERERERERERGRhmCiUM20tbVx//59/Prrr4iJiUHJkiVRr149nDp1Cg4ODuoOj4iIiIiIiIiINAQThWqmr6+PPXv2qDsMIiIiIiIiIiLScFrqDoCIiIiIiIiIiIjUjyMKiYiIiIiIioD+/fvj6NGjkEql0NPTg66uLvT09OR/p//XxsYGfn5+0NHh1z0iIsoZvnMQEREREREVcu/fv0dAQAAsLCxQvnx5JCcnIykpCUlJSXj//j2SkpKQnJyMhIQEHD9+HJ6enmjWrJm6wyYioiKGtx4TEeWzrVu3ws3NDdHR0eoOhYiIiIqoCxcuQCaTYdy4cTh79iwuXbqE69ev486dO3j48CHCw8Px4sULXLx4EQBw4MABNUdMRERFEROFRET56OjRoxgyZAjOnTuHqVOnqjscIiIiKqLOnj0LAHB1dc2ynIODA2xtbfHHH38gLS2tIEIjIqJvCBOFRET55MaNG+jVqxdMTU3RqFEjbN++Xf4rPxERERV9z58/x507dwqkrXPnzqF48eKoWbNmluUkEgk8PT0RFRWFy5cvF0hsRET07WCikIgoHzx//hyenp5ISUnB3r17sWHDBujq6mLUqFGQyWTqDo+IiIjyQPfu3eHs7Iw3b97kWZ1CCGzYsAE3b96Ub0tISMDVq1fRuHFjaGtrZ1uHp6cnAODgwYN5FhcREWkGJgqJiPJYfHw8PD098fz5c2zYsAGNGzdGlSpVMHbsWNy8eRPr169Xd4hERET0lR4+fIiQkBAkJCRg69ateVbv2bNnMXz4cAwePBhCCADApUuXkJqaChcXF5XqqFevHqytrXHw4EF5HURERKpgopCIKA/JZDL07t0bN27cwIwZM9CjRw/5c5MnT0a5cuUwY8YMvHz5Uo1REhER0dfavXs3AEBbWxtr1qzJszsGlixZAgC4du0aQkJCAKg+P2E6iUSCDh064MmTJwojE4mI0t29exepqanqDoMKISYKiYjy0IQJE3DkyBH06tVLafESIyMjLF68GHFxcUrPpaWlITg4GElJSQUZLhEREeWCEAK7du2Cubk5fHx88O+//+Lo0aNfXe/NmzcRGBiI+vXrAwD8/f0BfJqf0NjYGHXq1FG5Lt5+TESZOXHiBGrVqoWAgAB1h0KFUL4mCv38/NC8eXOUK1cOlStXRq9evfDw4cP8bLLISUlJweTJk1GnTh2UKFEC5cuXR79+/RAZGanu0Igoh9asWYOVK1fCxcUFa9euhUQiUSrj6emJFi1aYNu2bbh06ZJ8+4wZM+Dh4YEJEyYUZMhEObZu3Trs27dP3WEQEanVrVu3cO/ePXTq1AnDhg2Djo6OPKn3NX755RcAwKpVq9C8eXPs27cPT548weXLl+Hk5AQdHR2V63JycoKFhQUThUSkJP3fmgcPHqg5EiqM8jVReOHCBQwYMADHjx/H/v37kZKSgo4dOyIhISE/my1SPnz4gBs3bmDKlCkICQnB7t278eDBA3Ts2FHdoRFRDhw7dgxjx46Fra0tdu/eDT09vQzLSSQSLF26VGFhkz179mDRokUAgA0bNuDx48cFGTqRyv777z+MGjUKAwcORGxsrLrDISJSm127dgEAunXrhrJly6Jjx44IDg5GWFhYruv8999/sWfPHri5uaFu3boYNmwYUlNTMWjQICQnJ6s8P2E6bW1ttG/fHmFhYbh//36u4yIi9dqxY4d8qoO8EBYWhjNnzgAAoqOj86xe+nbka6Jw79696NmzJ6pWrYoaNWpg9erVePbsGW7cuJGfzRYpxYsXx7Fjx9ClSxfY2dnB0dERy5cvx7Vr1xAeHq7u8IhIBTdv3kSvXr1QokQJ/PHHHyhZsmSW5e3s7DBmzBjcuHED48aNw8CBA1G6dGls374dqamp+PnnnwsmcA2UmJiIO3fuIC0tTd2hFEmbN2+GEALx8fFYtmyZusMhIlILIQT27NkDa2trODk5AQBGjBgB4NNIwNwuHrJs2TLIZDL89NNPAIA2bdqgQoUKOZ6f8HMdOnQAwNuPiYqqf/75BwMGDICXlxeGDh0qn6bo5cuXmDhxIoYMGYL379/nqM7t27cDALS0tPDixYs8j5mKPtXHrueBd+/eAQBMTU0zfD4pKUlhfq70N1mZTKZ0C19aWhqEEPJHunv37iExMTGvQ8+Uvr4+7O3tc/XaxMTEDD9IvHz5EhKJBFKpFB8+fPjaEFWSnJyM5ORk3L17t0Da+xYIIZCcnIybN28q9c/ExERERkbi+fPn0NPTQ8OGDdUUJeWH2NhYvHz5EkZGRpDJZBg1ahSSkpKwZMkSxMfH4/r169nW0aZNG2zbtg2rV6+Grq4u5syZAzs7OzRq1Ai7du1C27ZtUaVKlQLYG9Vl1ecLu4iICBw4cACHDx9GXFwcbG1t8eOPP8LNzQ3a2trqDq9ISE1Nxfr162FlZQU9PT2sXLkSbm5uKF68uLpDy1NFuZ8T5Yam9PmPHz/i9OnTaNWqFbS0vm6sxK1bt/Dff//By8tLvlCIVCpF1apVsXHjRuzduxeVKlVSeNjY2MDIyCjD+oQQOHXqFDZt2gQ7OzuYmprKP0u0b98eK1asgJ6eHrS1tVX6jPE5U1NTGBsbIyAgAO7u7l+1398CTenv9O0YP348hBCoXr06Nm3ahEuXLqFu3brYs2ePPO9x9uxZLFmyBFZWVtnWFxkZiRMnTqBhw4Z49uwZnj59muN/V75lenp6sLOzU3cY+SInP2IVWKIwLS0NkydPhqOjI6pVq5ZhmaVLl2LhwoXyv42NjXH79m08fPhQaaeEEJBIJEhOTlbYLpPJcv0rXm7IZLJcJybTk52fS0xMxMyZM9GpUycYGxsX2KiX9FiSk5ML9PgVZR8+fMDjx48RGRmp9Pjylry1a9dm2u+p6BkwYIDSPKLTpk1DtWrVVF6MREtLC6NHj8acOXMwevRoVKlSBUlJSRgwYAAuXryIVatWYfHixV8d65UrVxASEoKBAwdmejt0Tn35725hd/LkScyaNQsAYG1tjcaNGyM4OBjTp0/HunXr0KtXL7i7u0NXV1fNkeafpKQkPH36NNc/bAHA6dOnERsbi4EDB8LKygq+vr7YsWMHBg4cmIeRFh5FrZ8Tfa1vvc/v378fK1asgJaWFpo2bfpVdR05cgQA0LRpU4X3/WnTpuH333/HkydPEBYWhtDQUIXXlS5dGjY2NqhYsSJsbGxgY2MDPT09rFq1ChcuXICxsTGGDx+ucC5atWqFjRs3ombNmkhLS8vVomdOTk44fvw4wsPDYWlpmcu9/rZ86/2dvg1hYWE4e/YsmjRpgp9//hkbN27Eb7/9hjt37qBChQro378/IiIisH79evTr1w/z5s2Dg4NDlnUGBARAJpOha9eu2Lp1KyIjI7mY4mdSUlK+2akaJBIJypcvr1pZUUBZIR8fHwQFBeHYsWMoW7ZshmUyG1EolUqVfvFJSkrCs2fPUK5cOejr6+df4Hls586dGD58uPzvQ4cOwdnZGcCnTtmtWzc8f/4cJ06cQLFixQosrsTERERERMDa2jrPkgnfuvr16+POnTsK28zNzVGhQgX5h0AzMzNMmjQJ7u7uvOXjGxETE4Ny5cqhfv36aNasGd69ewcnJyd07do1V/WlpKQoJaj69u2LXbt2YcyYMahZsyZsbGxQqVIllCxZMke/fu/Zswfe3t5ITU3F0KFD4efnl6sY08lkMjx69Ai2trZFahReq1atcOXKFezbtw9NmzaFRCJBTEwM/P39sWbNGsTFxcHa2ho+Pj7o27cvDAwM1B1ynnr16hU8PT0RGhqKK1euoHr16rmqp3Xr1jh37hwePXoEc3Nz1KtXD5GRkbh37x7MzMzyOGr1Kar9nCi3NKXPDxkyBNu2bUPv3r2xfv36XNUhhMCyZcswdepUVKtWDVeuXMn0fTktLQ0RERG4c+eOwuP+/ftISUlRKt+tWzcsXLgww0Te06dPYWJiAnNz81zF/ccff6B79+5YvHix/BZpTaUp/T0rSUlJ+Ouvv+Dh4aHR3/tCQ0NRp06drx5hnJ/atGmDU6dOITQ0FFWrVgUABAUFIS4uDh06dJD34YMHD8Lb2xtpaWlYt24dunXrlmF9b968QeXKlVGmTBlcu3YNXl5e+PPPP/Hu3TuNvR40SfrAsGLFimX7nbJARhSOHz8egYGBOHr0aKZJQuDTMM/P/7ESQsg77Zc7oqWlBYlEIn8UFe3atVO4DbVs2bKQSCRISUlBz549ER4ejuPHjxf4rVzpx1FLS4v/SKjgyZMnuHPnDhwdHTFmzBj5LSUZJXdDQ0Oxe/duXLlyBd9//70aoqW8lP4LU9euXTFmzJivri+j623WrFk4efKk0hxwxYoVU7iFydbWFs2bN8d3332nVMfmzZsxdOhQWFlZwdraGmvWrEGLFi3Qrl27PIk5KioKurq6hX5kQlxcHC5cuAB3d3e0aNFCvt3S0hK+vr4YN24c1q5dixUrVsDHxwcLFy7E6NGjMXjwYJiYmKgx8rzx5MkTtG3bFo8ePQLwaZGxWrVq5bieBw8e4NSpU+jcuTPKlCkDAJgyZQp+/PFHLFmyBAsWLChS78Wq0NbW5vshaZRvvc/fu3cPAHD8+HH5Z96cSE5OxsiRI7FlyxZUrVoV+/fvz3IFYm1tbfmowc/fe1NSUvDgwQPcuXMHt2/fRkREBHr27ImWLVtmWpetrW2OYv2Sh4cHDA0NcejQIYwePfqr6vpWfOv9PTOvX79G586dcf78eaxbtw79+vVTd0hqcerUKbRq1Qo//fQT5s2bp+5wMnTmzBkEBwejV69eCj/ytmrVSqlsp06dYGNjA09PT/Tt2xcPHz7E9OnTlf6dmzlzJhISEvDjjz9CR0cHVlZWSEtLw5s3bwr9Z3r6ejkZI5iv6XMhBMaPH48jR47g0KFDKg9z/JaZmJjA1tZW/jAwMEBKSgp69OiBR48e4a+//sp2IQRSv+DgYABAly5d0KFDB9SuXTvTEaDTpk2DlpYWfH19CzJEyifpo0jz81ZyGxsbPHz4EJcvX8bOnTsxd+5ceHt7o27duoiJicG+ffuwaNEiDBo0CA0bNpR/+Um3fPlyDBkyBBUqVMCpU6fw+++/w8zMDAMHDsTz58+/Or6EhAQ4OTmhe/fuX11Xfjtx4gRSU1PRunXrDJ8vXrw4Jk6ciIcPH8LPzw+6urqYMmUKbG1t4evri9evXxdwxHknLCwMTZo0wePHj+X//oSEhKj02tjYWLRu3RpdunSBv7+/fFqQQYMGyct07doVVatWxdKlS9GoUSMcOXKEU1cQUaEkhJDPwx0dHZ3jhRXfvHmDtm3bYsuWLXB3d8fZs2dRsWLFXMWiq6sLBwcHdO3aFb6+vtiyZUuWScK8YGhoiFatWuH8+fNc4VSDPXnyBK6urjh//jwA1T8TFCbx8fF5Mof/iRMnAHya+ix9ntHC4Pz58/D398eUKVMwbNgw6OjoYPr06Sq9tk6dOrhw4QLq1q2LuXPnwsvLS+FYHTt2DBs2bEDTpk3ln4vTk4Nc0IS+lK+Jwp9++gm7d+/Ghg0bYGxsjOjoaERHR+Pjx4/52WyRkn678bVr17Bt2zbIZDK8ePECL1684NwZhVhQUBAkEgkaNGiQbVl7e3t0794dQUFB8jdmKrrCwsIA5G+iEACMjIxQu3ZtdOrUCePHj8fatWtx/PhxPH78GHFxcbh58ybWrl2Ld+/eoW3btoiMjIQQAnPmzMH48eNhb2+P4OBgVKxYEdbW1li/fj1ev36Nvn37QiaTfVVsGzduxIsXL3DlypVC/+/U0aNHAQA//PBDluUMDQ0xYsQI3Lt3D2vXroWZmRnmzJkDW1tbTJo0CTExMQURbp5auXIloqOjsXPnTkyaNAm2trYqfSlITU1Fr169EBQUhEOHDmHs2LHYsWMHqlSpgiZNmsjLaWtr4/jx4xgxYgTu3LkDT09PODs74/Lly/m5W0REOfbs2TO8e/dOPnfXX3/9pfJrHz16BGdnZ5w+fRpDhw7FwYMHi+QiTh06dIAQAn/++ae6QyE1uHz5MlxcXOQ/jJYtWxZXrlxRd1g5EhkZidq1a6Nq1arZLr6RlJSES5cuYdmyZZg2bZrSHHznzp2DoaEhAGDo0KFf/dk4LyxevBjNmzfH2LFjsWTJEjx8+BCTJ0+GjY2NynWUKVMGwcHB6NixI/bu3YsWLVogKioKMTExGDx4MIoVK4Z169bJRxqWLl0aABOFpCxfE4WbN2+Wf4m1t7eXPw4cOJCfzRYpz58/x+HDh/Hs2TM0aNAA3333nfxx8eJFdYdHGZDJZDh9+jTq1q2r8gfFqVOnQltbm6MKP5OSkoJz584VijfmnAgLC0Px4sWznEYhv+nr66Nq1arw9vbG2rVrER4ejvbt22PcuHHw9fVFnTp1EBwcrBBj+/btMXToUJw5c0Zh0aicSkxMlN8SnZycLE+c5pUzZ87k2Y9JaWlpCAwMRI0aNVCuXDmVXiOVSuHt7Y1//vkH27Ztw3fffQc/Pz+4uroiPDw8T+IqKOHh4TAyMoKnpycA4Pvvv8fjx4/x8uXLLF83depUBAcHY9CgQXj58iUOHDiAn376CevWrVO6vdjS0hJ+fn64f/8+hg0bhuvXr8PZ2RmDBg3Cq1ev8m3fiIhyIv29ytvbG8WKFVM5UXj27Fk4Ozvj8ePHWLp0KZYvX57l7caFWevWraGrq8s5szXQwYMH0aJFC8THx2PPnj0YMWIE6tevj7CwsDwZnVcQ4uPj0aFDB4SHhyMmJgbNmjVTSHpHRkZi//79mDBhAlxdXVGyZEm4urpiwoQJWLRokULZhIQEhIaGolmzZhg9ejSuXr2K1atXq2O35BYsWICpU6eievXqCAwMRFhYGOLi4lQeTfg5Q0NDBAQEYPLkybh69SqcnJzg5eWFFy9eYNmyZQpTFqWPKORIY/pSviYK37x5k+GjZ8+e+dlskVKhQgUkJydn+Ph85Aapx/v37zFo0CAEBQXJt924cQOvX79G8+bNVa6ncuXK8PLywunTp/NkJduiTgiBAQMGwM3NLVdvgOoihMCdO3dQrVq1QjMfW58+feDr64tbt25h1apVaNy4MY4fP57hhOcLFixA9erVMXv2bFy4cCFX7R04cAAvXryQrxiZ09u3snLixAm0bNlS5YR6ZGQk3N3d5aMkvnT16lW8evUq29GEGdHR0UGPHj1w7do1LF26FI8ePYKbmxseP36c47rUJX2BqvS+6ujoCABZjvgLCAjA0qVL4eTkBD8/PxQvXhxt2rTBvHnz0Lhx40xfV6ZMGSxbtgxXr15Fs2bNsHXrVjg4OGD16tVITU3NNtbU1FRs374db9++zeFeEhFlLz1RWKtWLbi5uSEkJCTbkeLbt2/HDz/8gJSUFBw4cEBhMcKiqHjx4mjRogWCg4P5b62GEEJg+fLl6NatG4oVK4aTJ0+iffv2AD4tyiiTyfL0c1x+kclk8PLywo0bNzB9+nQEBQXB0NAQnTt3RocOHVC5cmVUqFAB3bt3x7Jly3Dv3j00b94cM2fOREBAAIBPC4imu3TpElJTU+Hi4oLp06ejYsWKmDFjBv7991+17N+cOXMwY8YM1KxZE8ePH0ezZs3kU5TllpaWFmbNmoWtW7ciJiYGwcHB8PT0RK9evRTKcUQhZabwLvFDVIDSE0Cff6FNTU2Fl5cXtm7disGDB8tvsTx58iQAwM3NLUdtLFy4ENWrV8fUqVOxcuVK+XaZTIabN28iOjpaY+b3WrJkCXbu3AldXV0sWbJEfntoYRcdHY3Xr1/Lb10qLCZOnIjp06ejd+/eOHz4cKYjXQ0MDPDrr79CKpWiT58+Of6ikJSUhC1btsDS0hIrVqwAgGxv/ciJdevWAfj05Sy7W5pDQkLQqFEjnD59GkePHsWePXuUyqT3q8zmJ1SFlpYWhg8fjo0bNyIiIgJubm44c+YMEhMTc11nQRBC4NmzZ7C2tpZvS08UXrp0KcPXXL9+HUOGDEGZMmXw+++/QyqV5rjdatWq4a+//sLOnTthYmKCMWPGwNHRMdtpF5YuXYoBAwZg0aJFOW6TiOhzZ8+exeTJk5GWlibflj4/YbVq1fDDDz9ACCGfo+xLaWlpmDp1KgYMGAArKyucPn06Vz84FUatW7dGamoq/v77b3WHQvlMJpPBx8cH48ePh52dHc6dO4f69evLn0///8J++3FcXByGDh2Ko0ePwsvLC9OmTUOjRo1w/vx52Nvb4+jRozAwMEC/fv2wbt063Lx5Ey9evMChQ4cwdepUdO7cGfXq1cOxY8fkq42fPXsWAODq6gojIyOsWrUKCQkJaNGiBW7dulVg+yaEwKxZs+Dr64vatWtn+kP/1+jZsyeCgoIwdOhQrF69WmmgQ3qikCMK6UtMFJLGS190p06dOmjatCkePHgA4NNq3ceOHUOFChUQERGBbdu2AfiUKDQwMMjxCsZmZmb466+/YGdnh3HjxmH+/PmYNGkSbGxs0KBBA5QrVw6lS5dG06ZN8euvvyp8wM2r/SwMjhw5gmnTpsHBwQEhISEwNTWFt7d3kbitsyAWMskNiUSC6dOnY9OmTTAyMsqybLVq1eDn54fw8HAMHTo0R/1i+/btePnyJcaMGQM7OzuYmZnlWaIwMjISR44cgVQqxatXr3D48OFMy27btg1ubm54+/Yt/P39UaxYsQznnzl27BjMzMzkCbKv0adPH2zfvh3R0dFo2bIlSpYsCScnJ/m/C4XNu3fvEB8fr5AorF69OoyMjDIcUfjq1St06dIFaWlp2LNnj/yDY25IJBJ06tQJt27dwsSJE3H//n00b94cffv2RVRUlFL5J0+eYM6cOQCA/fv3F5p/q4ioaJo+fTp++eUXXLt2Tb4tLCwMpUqVgrm5Odzd3QFkPE/hhw8f0KNHDyxevBgNGzbE+fPnUaNGjQKLPb+l33KY3RQUVLQlJCTIFyNr0qQJzpw5o7T4Tr169QB8uvuiMIqPj8fChQtRpUoVbN26Fc2aNcPatWvliS4bGxtcv34dsbGxuHXrlnwF56pVqyqt9Nu+fXvExcXJE4Tnz5+HiYkJateuDQBo2bIlNm7ciKioKDRt2rRABjAIITBz5kzMnTsX9erVQ2BgIMzMzPKlLUdHRyxfvjzDBVNLlSoFgCMKSRkThaTRhBAYO3YsVqxYgUqVKuHKlSto0KABvLy84O/vD1dXV4SEhMDc3BwLFixAXFwc/v77b7i4uEBPTy/H7ZUqVQqBgYGwtbXFzJkz4efnBwMDA/j4+KB///6oVq0abt26BW9vb7i6uubZogD+/v4oXrw4mjVrhhkzZiAoKAgJCQl5UrcqYmJicPLkSSxZsgR9+vSBmZkZ9u/fj+rVq2PTpk14/fo1vLy85L/0FVbpty4VthGFOeXt7Y2OHTti37592Lx5s0qvSU5OxuLFi2FqaoqBAwdCIpGgTp06uHnzZp7MM7llyxbIZDL4+flBW1sbW7ZsUSqTkpICHx8fDBw4EFZWVjhz5gwGDhyIiRMn4t9//8WaNWvkZaOionD9+nW4u7tDW1v7q+MDPq3ye+HCBcycORMtW7bE3bt3MW3atDypO69FREQAgEKiUEdHB/Xr18eVK1cURk+npKSgZ8+eCA8Ph7+/v0qLNKnCyMgIs2fPxvXr1+Hh4YGAgAA4ODhg6dKl8mtdCIFRo0bh48ePaNSoEZ48eVIkboMiosLp+fPn8jm+jx07BuD/VjyuWrUqgE9TJaSP3vn8/SsqKgpubm44cOAAOnfujBMnTnzVjyaFkYWFBQBwDtki5OzZszma9uTFixdo0aIFDh8+jJ49e+Lw4cMwNTVVKleiRAlUrlwZoaGheRnuV/v48SOWLl0KOzs7TJ8+HcWKFcP69evlPyZ/TktLCyYmJtnW2a5dOwCfbj9OTEzE5cuX4eTkpDDfaJ8+ffDXX39BKpXC09MTDRo0QMOGDTN8ODo6Kj0GDBig8g+dQghMmzYNCxYsQIMGDXDs2LEMz1FBkEqlKFmyJBOFpISJQtJYaWlpGDlyJFavXo0mTZrg6tWrOHnyJEqXLo3du3fD1tYWu3fvhqmpKXx8fBAREYFBgwYhOTk5R/MTfqlMmTI4fvw4pk2bhtOnT+Pu3btYsGAB1qxZg1OnTuHx48cYOXIkQkND4ezsjH79+uH58+e5bi8uLg6+vr7Q09PDyrczGgAAIABJREFUrVu3sGDBArRu3RoWFhZwdXXF1KlTERgYiPfv3+e6jcwIITBx4kSUKVMGP/zwA6ZMmQKZTIbff/9d/stm27Zt4ePjg0uXLhXapEu6wjqiMKckEgnWrFmD7777Dj4+PiotSPLbb78hIiICvXv3lo9arF27Nj5+/Ij79+9/VTwymQybN29GmTJl4O3tjTZt2uD48eP477//5GViYmLQpk0brFq1Cq6urrhw4YL8l+ARI0agXLlymD9/Pt68eYO0tDT5nDR5fbtYnTp1MHXqVBw8eBA9evRAdHR0hqPk1O3Zs2cAoLSIS8OGDZGQkCDvy8CnW9fPnDmDYcOG4ccff8zzWCpXrow//vgD+/fvh4WFBSZOnIh69eohODgYe/bswfHjx9G7d2/Mnz8fALB37948j4GINMPnC3UEBgYC+PTDyfv37xXeuz08PBAbG4tx48YhMDAQFy9eROPGjREaGoopU6bg119//ar5wQqr9Nsas5ufkQqHV69ewcPDA126dFEpCRUWFgYXFxd5P96yZUuWAxvq16+PR48e4fXr13kZdq4kJSVh9erVsLe3x8SJEyGVSrFq1SrcuXMHffv2/apFhBwcHFCpUiX8+eefCAkJQVJSEpydnZXKubi44O+//4arqyvev3+Pd+/eZfiIi4tTeERERGD79u0IDg7ONhYhBCZPnozFixfD0dERR48eRYkSJXK9b3nB0tKSiUJSwkQhaaS0tDQMGzYM69evh5ubG/744w8YGRnB2dkZV69ehZ+fH/766y/5EPAhQ4bA3NxcvmJ3Tucn/JK1tTVmzJgBJycnpbkiTE1N8csvvyA0NBTu7u747bff4ODggPnz5+dqNdiVK1fizZs3WLJkCaKjo3Hx4kUsWLAA7u7uuHv3LhYvXox27dqhVKlScHJywqRJk3DkyJE8meja19cXS5cuRf369fHLL7/g5MmTCA8PV1qoZ/bs2WjUqBGWLl2qsCpZYRMWFoaSJUvKh+kXZaampvK5AL28vLKccy8lJQULFiyAmZkZunXrJt9et25dAF8/T2FgYCAiIiLkHwS9vb0hhJDf1nvr1i04OTnh9OnTGDp0KP4fe/cel/P9PnD8dd+dk9BBaCykchjLnDJFbJSUGjNmyGFz2hwWM6fv2OYUldMcxpzmTEg5Zg61jRYbSokIlVNIdD7c9+8Pj/v+SdHd8a68n4/HHo/v974/h+vOXffnvj7X+7qOHDmirIqAF70Xf/zxR5KTk+nbty+WlpZMnz4dAwMD5RKz8mBrawuUbZ/GsqJIFL5cUQgoWyaEhYUBL5aTr1y5Ent7+3IdtCSRSOjTpw8XL17khx9+4NatWzg5OTFq1CiMjY1ZtGgRnTp1okGDBuzfv18sPxYEoUT27duHnp4ezs7OhIeHk5SUpLwZ9nKi8LPPPsPY2JhVq1bh6upK165defjwIRs3bmTOnDkFli5WF6KisGrZv38/ubm5REZGFjmp+/Tp03Tt2pXExETWrVvHnDlzihy8p1hBoM6qwpycHNavX0+LFi2YNGkSMpkMX19foqOj+eqrr0rUL/lVEokENzc3EhISWLZsGfCiP2FhmjZtSnBwMFevXlX5v7/++gupVKo89uvI5XK+++47fH19sbOz49ChQ6/tK16R6tWrJ3oUCgVUz09BQXiDvLw8vvzySzZs2ECvXr3Yt28f+vr6yudr1qzJ119/nW90vIGBAZMnTwZeXGRVRL+aFi1aEBgYyIEDB2jQoAE//PADbdq0wd/fX+Uv0cnJySxbtgxLS0sGDx6MpqYmH3zwAd9++y0HDhzg/v37hIWFsWTJElxcXLhx4wa+vr54eHhQr149tmzZUuL4ly9fruy7cfToUb755hvs7e0xNDQssK2WlhZbt27F2NiYkSNHlsvUMX9/f5o0acLp06dLtL9cLicqKoqWLVtWmonHpdW5c2dmz55NZGQk06ZNe+12O3bsIC4ujq+//jpfD0RFoqy0S0V//fVXpFIpI0aMAKBXr16Ym5uzefNm9uzZg4ODA4mJiaxZs4Zly5ahpaVV4BiDBg2ibdu2nDt3Di0tLaZMmcLff/9daD+WslKZE4WKpcfm5ub5Hlf0awwLC+P8+fOMHz+ehg0bKocLlTc9PT1mzpzJ5cuX6du3L5mZmSxZsgQTExOkUikeHh7ExsZy6dKlco9FEN4mBw4coFGjRipVkFdV9+7d488//8TJyYlPPvlEObDk5UEmCi1btiQhIUF5DTRixAiCg4MLTAStbmrUqIGenp6oKKwidu/ejY6OjnL43+ts3boVFxcX5HI5gYGBKq8OUOdAk9zcXLZs2UKrVq0YN24c6enpLFiwgJiYGL7++mt0dXXL9HyK5cdBQUHo6ekpezSWhcaNG+Pu7s7Ro0df+zdWLpfj5eXFsmXL6NKlC0FBQYV+J1IHMzMznj17Rnp6urpDESoRkSgU3iq5ubmMGDGC33//nd69e7Nnzx6Vl5aMHTuWd999l379+lXYnWaJRELv3r25ePEi3t7ePHnyhEGDBvHxxx+zdetWDh48yMmTJ5XVQ69aunQpKSkpzJw5s9CSfQ0NDWxtbZkwYQJ79+7l3r17nD9/Hj8/P0xNTZkxY0aJehlu3ryZKVOm0Lx5cwIDA1X6IGzYsCEbN27k6dOnDB48uMipt8V16NAhEhIScHV1feOgjNdJSEjg2bNnVX7Z8aumTZuGg4MDq1ev5uDBgwWez8vLY+HChdSqVYuxY8fme65JkyYYGhqWKlEWHx/P0aNHcXJyUibnNTQ0GDZsGPHx8QwePJiaNWsSHBysTCQWRiqVcujQIc6fP8/Vq1eZP38+NjY2JY5LFa1atUJDQ6NSJgpft/S4bt26yoT5p59+ikQiYc+ePRVeJWthYcGePXtISkrK98W8X79+wIvEviAIZUMul/Pzzz9z//59ZsyYoe5wyk1AQAByuZx+/frlG1hSWEUh5L8GWrNmDXZ2dhUeszqYmpqKisIqIDExkdDQUFxcXBg0aBChoaHK1QAKit/tESNGUK9ePU6dOlWsVU9t2rRBU1OzQgeayGQydu7cSZs2bRg1ahTJycnMnTuXa9eu4eXlla94oyzZ2dkpl9536tSpTCoVXzZp0iTgxUquV4WEhODg4MDKlSvp2rUrgYGBKvVWrChi8rFQGJEoFN4aOTk5DBs2jB07duDq6squXbuKdbfKwMCAqKioIsvKy4O2tjaTJk0iKiqKkSNHEhoayogRI+jfvz9OTk40bdqUPn364O/vT2ZmJnK5nMePH7NixQqsra0ZOHCgSueRSqW0bt2a8ePHM2PGDB4+fMjatWuLFev+/fsZPXo0FhYWHD58WPmhrAonJyemTp1KeHg4c+fOLdZ5ixIREUGdOnUwNDTk008/Zdu2bcXav7oMMnmVhoYGmzZtwsjIiK+++qpA0nn37t3ExsYyfvz4Aj1UpFIp77//PhcvXnzjlO6MjAzWr1/PhAkTCtyt3LBhAzKZjC+//DLf456enujr6/PBBx9w9uxZOnfuXORrMTY2pnXr1hVW8amrq0uLFi0q5fCNhIQEDA0NC03Sd+jQgfj4eBITE1m1apVyCbk6vLrkpnPnztSvX79YldOCUNnIZLJ8A4PU7cyZM1y+fBldXV0OHz5MaGioukMqF/v27UNXVxdnZ2fq16/P+++/T3BwMJGRkdStW7dcK8yrEhMTE1FRWAUoPgcHDBiAl5cXQL4WIdnZ2Xz55Zf8+OOPvP/++4SGhhZ7xZOenh6tWrXi/Pnz5f6ZK5PJ2LdvH23btmXo0KHcv3+fmTNncu3aNaZPn17uiTMNDQ369OkDvOhFWNY6depEx44d2bp1qzIRf+nSJdzc3Pjoo4+4cOEC48aN48CBA/lW51QGZmZmgEgUCvmJRKHwVlD0YduzZw/u7u7s2LGjRFOLtbS01LrstG7duqxevZrLly+ze/duNmzYwLJly3B1deWPP/5g0KBBGBoaoqurS6NGjUhNTWX27Nklmvo6YsQI3nnnHXx8fFSuKjxx4gRDhgzB1NSUw4cPF1j2qIq5c+dia2uLr68vly9fLvb+hcnJySE6OppOnTpx8uRJGjRowPDhw/NNyS1KdRlkUph33nmHX3/9lSdPnuDp6amcAvngwQPmzZuHgYEBEyZMKHRfW1tbnj17xs2bNws89/jxY+bNm4elpSXjxo1jzZo1+aYs5+bmsnHjRho2bIiTk1O+fS0sLLh+/TqhoaEF+uxVJra2tty5c6fSfelKSEh47c9N0cB7woQJfPHFFxUZVpFeXn4cERGh7nAEoUTmzZtHnTp18PLyqtAG8ZcuXWLcuHEMHDgw3+f28uXLkUgk7N27F01NTWbMmFHtEvEPHz4kJCSEnj17KhMOioElFy5cqJaf3SWlqCisbu+B6mb37t0YGBjg7OxM8+bN6dOnDwcPHuTPP/9k5cqVdOzYkS1btuDs7Ky8ti2Jdu3acf/+/VINTlS4e/cuISEhBR6/ceMGnTp1YuDAgdy6dYupU6dy7do1fvjhhwod5DF8+HDMzMxwd3cvl+NPnDiRrKwsfvzxRzw9PenQoQNHjx7ls88+IyIigqVLl1a6JCH8f0VhZRzOJ6iPSBQK1V5WVhaDBg1i//799O/fn23btpV5uXlFs7a2xt3dnS+++IKxY8eyd+9e4uLimDdvHgMGDKBv3758/PHHjBkzhv79+5foHDo6OkybNo2kpCSVEmrnzp2jf//+6Ovrc+jQISwtLUt0Xk1NTdasWYNcLmfs2LHKpFVpxMTEkJ2dTatWrbC2tubUqVM0a9aMiRMnsmDBApUnyUH1TBQCuLm5MW7cOEJCQliwYAFbtmyhdevWXLt2je+++0452OdVisnDLy+/jYuLY9KkSTRt2pS5c+eip6eHt7c3devWZenSpeTk5ABw+PBh7t69y4gRIwpNZpuampZqyl1FKKs+jWVJLpeTkJBQYNmxwrBhwwgICGDhwoUVHJlqPvnkE4BCl8ILQlWwd+9esrKylFX93333HQ8fPiyXc2VlZbF9+3a6du1K+/btWb9+Pfv27WPMmDHI5XJiY2M5dOgQLi4u9OzZky+//JKwsDACAgLKJR51OXjwIDKZTPn3A8h3A6q6fnaXhImJCRkZGSVqLSNUjLi4OP755x9cXV2VLZKmTp0KQPfu3fn222+Jj49nypQp+Pv7Y2BgUOJzKfoUlsXyYy8vLz766KMCLVm+++47Ll68yMSJE4mJiWHevHlqqfC1s7MjPj6eVq1alcvx3d3deffdd1m7di3bt2/no48+IiwsjN9//52mTZuWyznLglh6LBRGJAor2KJFi7Czs8PIyAhzc3P69etHTEyMusOq1ubOnUtgYCADBw5ky5YtFdKwXx3q1avH1KlT2bp1K7t37+bAgQMsX768VP0UPT09adiwIb6+vqSmpr52u8uXL+Pm5ga8uFhv3bp1ic8JL5IvEydOJDw8nDVr1pTqWICyMkkRV6NGjTh16hRt2rThhx9+4Pvvvy8yWXjlyhXq1atXrZcuLVy4kFatWvHjjz8yatQotLW12blzJ99///1r93l5oMeFCxf4/PPPad68OatWraJZs2Zs3ryZ6OhoJk2axPjx47lz5w579uwBYN26dWhoaDB8+PAKeX3loTIONHny5AkZGRmvrejV0dHB2dm50iZhO3bsiFQqLbOKYkGoSPfv3yc6OprBgwfj7++PlZUVS5cuxcrKiunTp5dZ9fHt27eZNWsWTZo0wdPTk//++49hw4bx119/0bdvX3bt2sWyZctYtWoVcrlcWRU+Y8YMatSowaxZsyrV8ujS8vf3R1tbGxcXF+VjHTp0oE6dOoBIFL5MTD6u/Pbu3QvAgAEDlI/Z2dkxcuRIevbsyebNm4mPj2f+/Pml/izv1KkTAMePHy/VcfLy8jh58iRAvvZBFy9eJDAwkL59+7J48WLlMtfqSFNTk8WLF+Ps7MzRo0c5dOiQ8jqxMlP8m1RkBbxQ+YlEYQULDQ1l7NixhIaGcvjwYXJzc3FxcRF39cpJdnY2mzZtwtLSko0bN1baL8aVlY6OjvKLzct9UV4WGxuLi4sL6enp7N27V3nBUVr/+9//ePfdd5k9e7ZygmtJKRIOL/duqVu3LsHBwXTu3Bk/Pz/GjBnz2urF9PR0oqOjq/0XDV1dXbZu3cq7776Lp6cnly9fzledURhra2v09PRYuXIldnZ27N27lx49enDkyBH++ecfBg0apEzOjx49mho1auDj40NcXBzHjx/HxcWlxMtlKgNFT8TKlChU/L5U5iXbb6Kjo0OTJk24evWqukMRhGI7ffo0AI6Ojri6uhIWFsbu3btp0qQJPj4+WFlZMXv2bJ48eVLsY8tkMo4fP84nn3yCtbU13t7e1KxZk4ULFxIXF8e6deto3749GzZswMbGhu+//57ffvuN9957j65duwIvvhBOmjSJa9euERgYWJYvPZ+goCCcnJwYP348v/zyCydPnuT+/fvlstz10aNHnD59mo8//jhf31NNTU0+/vhjQCQKX6boHV3ZWmZUFenp6WRlZZXrOXbv3k3t2rWV71+F1atXExQUxKBBg1QexliUFi1a0KpVK2UltCr++usvLly4kO+xy5cvk5ycjJaWFocPH1YOXlmwYAFAtR6k9DJ3d3cCAgLo3r27ukNRmagoFAojEoUVLCgoiKFDh9KyZUvatGnD+vXruXPnDv/++6+6Q6uWAgMDefTo0WuXNgpFGzp0KK1atWLBggXs2LEj33OJiYk4OzuTlJTE77//zkcffVRm561RowYrVqwgNTWVCRMmlOrLRWRkJDo6OlhZWeV7vHbt2hw+fJhevXqxceNGBg8eXOhFkp+fH+np6cqqyeqsRYsWXL9+nV9//VVZifEmGhoaODg4kJuby+DBgwkPD+fQoUP06NGjQD9PIyMjRo0aRUREBJ6ensjl8gJDTKoaAwMDrKysKtXS49dNPK5KbGxsiI2NVS5TF4SqQpEo7NatG/Ci76a7uzvnz59n+/btNGzYkEWLFtGsWTPmzp2rclVfcnIyXbp0oU+fPhw6dAgnJycCAwOJiori22+/zVftXrNmTfbs2YOBgQEZGRlMmDAh39/joUOHAhAcHFw2L/oVGRkZfPPNN5w8eZJ169YxefJk5WT7+vXr4+joyPjx41m5ciUhISFvHIalisDAQPLy8gq9sTV16lRGjx5Nhw4dSnWO6kRUFJZccnIy7dq1K9frwYSEBOUQjIpqlTR48GCePn3KoUOH3rhdamoq48aNw9HRkT59+uT7jFZUE3p7eyOVSpk7dy4RERHs37+fPn36VInKurdVnTp10NLSEhWFQj7VrrwqOjqazMzMCjufrq4uzZs3L/H+KSkpACp9IReKT1FFWNka9lcl2traHDx4EAcHB0aNGoWZmRndunVj27Zt/O9//yMxMZF169bh4eFR5ud2cnLis88+Y9euXezfv7/I6rbXiYiIoEWLFoVWlOrr6+Pv78+wYcPw9/fn+fPn7N69W9ls+N69eyxZsgRLS0tGjRpVqtdTXe3YsYOsrCyVlmVPmDCBX375hbNnz2JhYVHgbnlVZGtry86dO0lJSSkwxVcdFInCqlpRCC8ShUFBQdy4cQMbGxt1hyMIKjt9+jSWlpY0atQo3+NSqZT+/fvj4eHBnj17+Pnnn5k3b56ygvtN0tPT8fDw4Pz584wePRovLy8sLCzeuI+1tTX+/v4EBAQwcODAfM81btyYJk2aKL/Yl7VVq1aRmJjIkiVL+PTTT4mKiiI6OpqoqCiioqK4cuUKf/31l3L73377jSFDhpT4fPv27UNLS0s50fRlbdq0YcWKFSU+dnUkKgpLRiaTMXz4cGJjY4mLiyMtLa1cBlMoKvU6d+5c5sd+nYEDBzJjxgy2bdv22mvts2fPMmLECG7cuEHdunV5+PAhJ06cwNnZGXjxt09bW5vhw4cTHh7O9u3bGTZsGAAzZ86ssNciFJ9UKsXMzExUFAr5iIpCNZLJZEyZMoXOnTuXW1PVt9mdO3cIDg6md+/eypJqoWTeeecdDh48iL6+Pp9++ikdO3Zk5MiRZGRksH79euWFQHlYsmQJderUYfLkyTx9+rTY+z969Ii7d+/mW3b8Km1tbbZu3cqIESOU7xnFuX788UfS0tJYsGBBlR+CU14MDAxU7t3YsGFD5ZfWkSNHlqqHZmWhGOhy6dIlNUfyQnVJFAJi+bFQpdy6dYubN28qqwkLo6GhwcCBAzlz5gxQeFVfdna2ssouJyeHzz//nL///pvJkyezfPnyIpOECl27dsXX1xcdHZ0Cz3Xv3p2bN28WOrG+NJ4+fYq3tzeNGjVi9OjR1K9fnx49evD111+zatUqTp8+zYMHD7h9+7ZyoMqxY8dKfL4nT57wxx9/0KNHD3HTXUWiorBkFi1axOHDhzE1NSUvL4/w8HCV9jt58iR2dnbcuHFDpe0VicKKrMAzNzene/fuHD16lMePH+d7Ljs7m1mzZuHo6EhiYiK+vr7Kyundu3crtwkNDcXOzg59fX1mzZqFhoYGkZGRODs788EHH1TYaxFKxszMTFQUCvlUu4rC0lT3VbQJEyZw5coVTp06pe5QqqXNmzcjl8sZMWKEukOpFlq1aoW/vz+9e/fm6tWreHl5MW3aNGrXrl2u5zUzM2PRokV89dVXzJo1i5UrVxZr/1cHmbyOhoYGq1evpnbt2vj6+vLRRx/h7e3Nxo0bsbe3fyuWHVeUuXPnUrt2bcaMGaPuUMrEywNNHBwc1BxN9UgUKj7LRaJQqEoUyb83JQoVjI2NadOmDadPn0YulyuXBj98+JCWLVuSnZ2NlZUV2trahIeHM2TIEBYuXFigpUNJ9ejRg/Xr13Py5MkyHSjl4+NDcnIyixcvLjRBCSCRSKhfvz7169endevWBX4GxREUFERubm6JVxy8jRQVhaVNFGZkZJCXl1eqibtVxYkTJ5gzZw7vvfce3t7eODs78/fff6v0u75p0yYuXLjA0KFDOX36dJFDFf/77z+0tbVp2bJlGUWvms8//5w//viDPXv2KK/PIiMjGT58OJcuXaJt27Zs3LhR+fncrl07AgICyMjI4MKFC6Snpyt/HpaWlnh6erJhwwZRTVhF1KtXj8uXLyOTyarFTXyh9MS7QE0mTpzI4cOHOX78eJX+MldZ5eXlsXnzZszNzenZs6e6w6k2HBwcuHDhAtHR0SxYsKDck4QKw4YNo2vXrvz666/5liupQpEofFNFoYJEImHBggX89NNPXL58GScnJ2QyGd7e3mX25UxAOUm7MizTLQuKisLKMtAkISGBOnXqlMuSqIpibW0NvGgnIghVheLGr2JwSFEcHR1JSkriypUryscCAgJISUnBysqKx48fEx4eTr9+/Vi7dm2Zfg5169YNiUTCiRMnyuyY9+7dY/ny5bRo0YLBgwertE/37t15+PAhkZGRJTrnvn370NTUFDfzikFRUVjapcceHh7Y2tqWaDBPVXLnzh2GDBmCoaEhu3bt4sMPP0RbW5uzZ88Wua9cLufUqVNIJBLCw8P56aefitz+33//5b333qvwVSweHh7o6+uzbds2ZDIZS5cuxc7OjsjISGbOnEloaGi+gpzPPvuM1NRUjhw5ovzb9/IADz8/Py5cuCD6g1YR9erVIycnh+TkZHWHIlQSIlFYweRyORMnTiQgIIBjx47RuHFjdYdULZ08eVL5wS4mHZcta2vrCk9uSyQSfvnlF3R0dBg7dmyxps0VJ1GoONe0adNYsWIFEomEoUOHiiUTwhvVqVOHxo0bF5gAqC4JCQlV/gaUoaEh5ubmoqJQqDLkcjmnT5+mZcuWmJmZqbSPovpGsYwP4MCBA2hra/PHH39w8+ZNnj9/zo4dO8r8WsbY2Ji2bdty+vRp8vLyyuSY8+fPJyMjg59++knlAXKOjo4AJVpdk5KSQnBwMI6OjhgZGRV7/7eVoaEhWlpapUoUJiUlcerUKW7fvs3o0aPLZZp1ZZCVlcWgQYN4/Pgxv/32G5aWlujq6vLBBx9w7ty5fIN4Fi5ciIODQ74BH1euXOHBgweMHTsWW1tbFi1aRGho6GvPl5CQQFJSklquOw0MDHB3dycsLIyuXbvy3Xff0bBhQ86cOcMPP/xQoBKyf//+SCQSdu3axalTpzAwMKBdu3bK53V1dUVrrSpE8bkllh8LCiJRWMEmTJjA9u3b2bJlCzVr1uT+/fvcv3+fjIwMdYdWbWRlZSnv2BXVIFyoOqysrJg+fTpXr15lyZIlKu93+fJlGjRooFxqo6rRo0dz7do11qxZU9xQhbeQnZ0dMTExxMfHqzUOmUxGQkJClZ54rGBjY0NMTEypJ6IKQkW4du0ad+/eVSa+VNGlSxc0NDSUSbLk5GROnTpFjx49MDQ0BHjt8t2y0L17d548eVLs/qoBAQEcP34832OxsbH89ttvdOrUqdChIq9jb2+PpqZmiQarBAUFkZOTI5YdF5NEIsHU1LRUS4+PHj2KXC7nnXfeISAggHXr1pVhhJXH1KlTCQ8PZ+rUqfmqVu3s7EhJSVFWA2dmZuLn58e5c+fyvZcV/7tXr15s2bIFPT09PD09X1u19e+//wLQtm3b8npJb6SoBA4LC2PMmDGEh4e/tiLQ3Nwce3t7Dh8+TFhYGPb29kUuqxYqL0U/fzHQRFAQicIKtnbtWlJSUvjoo49o1KiR8r89e/aoO7RqQS6XM3bsWM6dO8fkyZNp0qSJukMSytCUKVNo3rw5CxYsICYmpsjtc3NziYqKUrma8FXvvvuuqEgVVOLq6gpAYGCgWuNISkoiOzu7ylcUwotEYXp6utqTr4LwsvPnzxMVFVXgcUVVoCo9yxQMDQ1p164dISEh5OXlcejQIXJzc3F3dy+jaN+sR48eAPzxxx8q7xMUFMSAAQPw8PCdSwLNAAAgAElEQVTIl2CcO3cuubm5zJs3r1hLpA0MDOjQoQOhoaHk5uaqHjzg7++PVCoVy45LwNTUtFQVhUeOHAFeJAwtLCyYMmVKviX01cG2bdtYs2YN3bp1Y+7cufmeU0wkViw/DgoKUib/du7cqdzu5MmTaGpqYm9vj7W1NT4+PsTHxzN+/PhCqzAVicKKHGTysh49ejBv3jwOHz7M8uXLi2xhMmDAALKyssjJySnWTRKh8lFUFN67d0/NkQiVhUgUVrDs7OxC/xs6dKi6Q6syLl26RGJiYqHPLV68mK1bt9K7d2/mz59fwZEJ5U1bW5s1a9aQnZ3NuHHjiqw0un79OllZWSVOFAqCqnr27ImOjg4HDx5UaxyKv43VJVEIYqCJUHnk5OTQu3dvevXqRUpKivJxuVzOvn37kEqlxR5o1K1bN1JSUrh48SIHDhxAKpUWqyKvNDp37oyurq7Ky35jYmLw9PSkdu3ayOVyhg0bRmZmJhcvXmTXrl04Oztjb29f7DgcHR15/vw558+fV3mfZ8+eERwcTNeuXZU99wTVlaaiMCcnh+DgYNq1a4eVlRVbtmwhJycHNzc3/Pz8qsXSxYiICMaNG0eDBg3YunVrgZvGdnZ2APz9998A/P7772hoaGBlZUVAQADp6enk5OQQEhJCx44dlQNfRowYgbu7O3v37uX3338vcF51DTJRkEqlTJ06lY8++kil7T/55BNlm4Hi3CQRKh9RUSi8SiQKhSrl4sWLfPjhh3h4eBS4ExcQEMCsWbNo2bIlW7ZsUbk/jlC12NnZMXr0aEJDQ9m0adMbty1uf0JBKKmaNWvSo0cPQkJC1NoIWlF9Z25urrYYyoqYfCxUNn///TdPnz7lwYMH+YYSKHp0ff7558Ue8qWowgkKCuL48ePY29tXWOJLV1eXLl268Pfff5OZmfnGbZ89e0b//v1JS0tj586dzJ49m6ioKGbPns3s2bMB+PHHH0sUh2IAQnGWHx8+fJisrCz69etXonO+7UxMTEhNTS3y370wZ8+eJSUlBWdnZwA6derEypUrSU1NZdq0aTRu3JgRI0aUWe/Livbs2TM+++wzcnJy2LFjB3Xr1i2wjampKc2aNePs2bPcu3eP48eP06tXL0aPHk1qaiqHDh3i/PnzpKam5hvwIZFIWLNmDebm5kycOJHY2Fjlc+ocZFJSJiYmuLu707hxY1q3bq3ucIRSaNSoEfD/350EQSQKhSojPT2dIUOGkJ2dzcWLF/NdUKalpfH1119jYmLC/v37lb19hOrp559/xtTUFF9f39duk5OTw/79+wGRKBQqhpubG7m5ucolWeqQkJAAUG16FIJIFAqVh+J3u2HDhvzyyy9ERkby5MkTvLy8MDExwdvbu9jHtLOzQ0dHh2XLlpGZmVlhy44VevToQVZWFhMnTuSzzz6jf//+9OvXDw8PD9zd3XF3d8fNzQ17e3tiYmJYuHAhjo6OTJ06FTs7O5YtW8axY8cYOHAgbdq0KVEMHTt2RF9fv1gDTfbt24dEIqFv374lOufbTpGMLklV4eHDhwFwcXFRPjZy5Eju3LnDjh076NChA1u3biU4OLhsgq1AcrmcUaNGERsbi7e3t7JysDCdO3cmLi4OPz8/8vLyGDp0KP3790cqlbJz507lkv6XE4UARkZGbNy4kfT0dIYOHaocfpKYmMjDhw/V1p+wpDZt2sS///6LVCrSClWZubk57dq1U1bECoL4jRaqjKlTpxITE8PYsWORSqX5kkS//PILDx484IcffsDCwkJ9QQoVolatWvTq1Ytr164V2kvj1q1bdO/eHX9/fxwcHJSVSYJQnlxcXJBIJGpdfqyoKKwOS49NTU0xMjISiUKh0jh69ChmZmbs2rULmUzGpEmTmDZtGklJSSxevLjYQ7MA9PT0sLOzIzU1FaDC++25ublhaGhIWFgYgYGBBAUFceTIEY4fP86JEyc4efIkZ86c4c6dO4wfP54JEyYAoKmpycaNGzEwMEBTU5M5c+aUOAZtbW26dOnC2bNnVfqCmpqaytGjR7G3t1d5wrSQn+K9WpI+hYcPH6ZevXq8//77+R7X0dGhX79+bN68GaDIVR+VkZ+fHwcOHODTTz9l/Pjxb9xW0adwxYoVGBkZ4eLiQv369XF0dOTo0aMcOHBA2YPzVd26dcPLy4vz588rK3EvXLgAoJaJx6Who6NTZC9DoWr4/PPPSU1NVXsbHaFyEIlCQe1U6YWgmKjm6OiIn58f/fr1Izg4mEuXLvH06VOWLFmChYUFw4cPr4CIhcqga9euAISGhuZ7/OTJk3To0IGwsDC+/fZbjhw5IpahCxXCzMwMOzs7jh07VqLlXGVBUVFYHRKFEokEGxsboqOjC236LggV6fbt20RFRdGrVy/atWvHqFGjCAkJYfPmzfTs2ZPPP/+8xMdW9PZq3759hVcDN2vWjPv373Px4kXS09PJzMwkPT2dtLQ0UlNTefbsGSkpKSQnJ+Pn55dvUEmTJk0IDg4mMDCw1MPjHB0dyc7OVvZ8e5MjR46QmZkpph2XQkkrCuPi4rh69SpOTk6vrSCzsLCge/fuBAYGFisRmZ2dza5duxg4cGCBa7uKEBISwsyZM7GxsWHt2rVFDuVRVBvm5eUxcOBA5YTygQMHkpOTw+XLl984CXjOnDm0bdsWb29vQkJC1D7IRBAGDBiAhoYGO3bsUHcoQiUgEoWCWm3bto2GDRsqlzEU5u7du4wZMwYjIyM2bNiAVCrFy8sLeHHnz9fXl6dPnzJ79uwq09NDKD1Fw/iQkJB8j3/33Xfk5uYSEBDAwoULX3uBJgjlwdXVlbS0tGL12ipLCQkJmJqaoqurq5bzlzUbGxuePHlS4qb7glBWjh07BoCTkxPwoh+fkZERenp6rFixoliTfl+lOOZnn31W+kBLoDSxf/DBB8rpyaVRnD6FimXHFb1MuzpRVBQW92+rYvm9oj/h6wwbNkzZ468od+7cYfbs2TRp0oQhQ4awb98+NmzYUKy4Suvu3bsMHjwYPT09du/erRw+8ibW1tYYGxsDMGTIEOXj7u7uyqThq8uOX6atrc2WLVvQ09PD09OT06dPq3WQiSDUrVuXnj17cvz4cR4+fKjucAQ1E4lCoUIcP36cPn365Pujk5aWxowZM4DXL0+QyWSMGDGCx48fs3btWmWD/rZt29KtWzd2797N8uXLsbGxKdXdfKHqsbCwoFGjRpw5c0b52I0bN7h8+TL9+vUr8iJWEMqDYtlgSZdt5OTksGTJEuLi4kq0f2JiYrUYZKIg+hQKlYWiOl0xDdTY2JjTp09z5swZGjduXKpjt23bloiICL7++uuyCLVKatOmDUZGRkX2KUxPT+fIkSN07tyZBg0aVFB01Y+iorA4FX/Jycns2rULLS2tIqfiuru7U6tWLTZu3FhoRbhMJuPYsWN4eHhgZWXFokWL0NfXZ968edStW7dC/+bn5OQwePBgHjx4wK+//qr83CmKRCLB09MTV1fXfH0Fa9WqpbwGfVOiEMDKygo/Pz8SEhI4e/ZslRpkIlRPgwYNIi8vjz179qg7FEHNRKJQqBDbt2/n+PHjjBw5EplMBoCPjw/37t2jRo0aHDlyhKdPnxbYz8/Pj5MnT/Lll18WaFg9efJkcnNzSU9PZ+7cuWJ56VtGIpEom6srlq8rhpeIKgNBXZo1a0bz5s0JCgoq0cTHVatWMWPGjBJVU+Tl5ZGYmFgtlh0riEShUBlkZmZy6tQpOnfunG+qsY2NTYE+bSVlbW39Vg8DkEqldO3alX///feNk+OPHTtGenq6WHZcSsWpKExKSmLWrFlYWlpy9uxZPDw8qFmz5hv30dPTY+DAgURGRvLff/8pH3/06BE+Pj60aNECV1dXDh8+jJOTEwEBAURHRzN16lRatmxJTExMhbWcmDlzJn/99RcTJ06kf//+xdp3wYIF+Pv7F6jK9fHxYcuWLSoN0/P09MTDwwOgyg0yEaofNzc3DAwM2L59u7pDEdTs7b0iESrUlStXgBcXeH5+fiQmJuLj44ONjQ2LFi0iKyuLgICAfPv8999//O9//8Pa2prFixcXOKaTkxPt27enS5cuIjH0llL0KVQsP96/fz81a9Ys8k63IJQnNzc3Hj58yD///PPG7TIyMvL9/6SkJH7++WegZA3mHzx4QG5ubrWYeKwgEoVCWcvNzSU4OJj//vvvjQmpl4WGhpKenq5cIiyUj+7duyOXy/OtFHjV7t27AXFDsLRUqShMTExkypQpWFpa4u3tTYMGDdi4caPKQ0oUfcM3btxIWFgYw4cPp3HjxkyfPp3nz58rhxQeOHAAZ2dn5Q1/a2trUlNTSUxMLN2LVEFwcDBLly6lc+fOzJ8/v8yO27BhQwYOHKjSthKJhNWrV/P5558zYsSIMotBEEpCX18fDw8PwsPDuXbtmrrDEdRIJAqFcpebm8vVq1ext7fHxsaG2bNnM2TIEDIyMli0aBGffvop2tra7Ny5U7lPWloaX3zxBQBbtmxBX1+/wHElEglnzpzh+PHjpeqvI1RdL/cpjI+PJzw8nN69eyt7wwiCOiiqn1+9+fGykydPYmRkhI+Pj/KxOXPmkJKSApQsUVidBpkoNGrUCH19fZEoFMrMzz//jIuLCx07dsTMzIy6devSoUMHBgwYwLRp01i9ejVHjhwhOjpamcw/evQogEgUljNHR0eAQpcfJycnM2TIEPz9/XFwcKhWN0TUoXbt2mhoaBRaURgXF8f48eOxtrZm+fLlNGvWjB07dnDp0iUGDx6MpqamSuewtbXlvffeY+3atdjb27Nt2zbatWvH5s2buXnzJvPmzcPCwqLAfhV1gygrK4tJkyahr6/Pli1b1NrT2sjIiE2bNlW5icdC9aRo57Vt2zY1RyKok2p/6QWhFG7cuEFWVhbt27fniy++oHPnzvz555/06NEDJycnJBIJTk5OBAUFce/ePerXr4+XlxfXr1/H29v7jdO/VL1YEaqnxo0b07BhQ86cOYO1tTWAcvmGIKhL27ZtMTc35+DBgyxYsKDQGxmhoaHk5eUxffp0nj59Sv/+/fntt9/o0qULMTExPH78uNjnjY+PB6pXolAqlWJlZSUShUKZiI2NZcmSJTRv3pwBAwZw69Yt4uLiuHXrFpcvX1a2RnlZ/fr1efbsGQ0bNqRVq1ZqiPrt0axZM955550CA03++OMPRo0aRWJiIn369GHNmjVqirD6kEqlmJiY5LspFRMTg7e3N9u3bycvL48OHTowffp0evfuXaIb8hKJhClTpjBlyhQ++eQTvvrqK5WW4ioShTExMeW6QmT58uVcv36dn376iUaNGpXbeQShqunWrRsWFhasW7eO77//Hj09PXWHJKiBqChUg7Vr19K2bVuMjY0xMjLC3t5eebe6OoqMjASgZcuWtGrVilWrVtG0aVMWL16svPAYOHAgMpmMvXv3Kqedffzxx0yYMEGdoQuVnKJP4dWrV1m/fj16enr06tVL3WEJbzmpVEqfPn2IjY0lOjq60G2uXLmCVCqlXbt2LFq0iF69eiGXy/Hx8Snw5U1V1bGiEKB58+YkJCTw/PlzdYciVGFyuRwvLy+ys7NZuXIlM2fOZN26dZw4cYLY2FiePXtGdHQ0R44cYfXq1UydOpVPP/2Ud955h5o1a/LVV1+J1QvlTCKR4OjoSExMjHLZ6a1bt+jbty/Pnj1j3bp1+Pv7U7duXTVHWj2YmJgoKwojIyNp164dv//+u/J7SWhoKC4uLqV63w8aNIjExERWrFihUpIQKqai8N69eyxcuBBLS0smTZpUbucRhKpIQ0ODiRMn8ujRI7Zs2aLucAQ1EeVYamBubs68efOoU6cO9+7d4+zZs/Tr149//vmHli1bqju8MqfoT6i4E//FF18olxUruLi4YGBgwLp163jw4AEmJiasX7/+rW7sLaima9eubN++naioKNzd3alRo4a6QxIE3NzcWLt2LQcPHqRFixYFno+KisLS0pJjx47Rr18/Tp8+jaenJ7a2tpiYmJToC5Lii3V1SxS+XF3Srl07NUcjVFWHDh3iyJEjDBw4EHt7+wLPa2tr07RpU5o2baqG6AQFR0dHfv/9d06dOsUXX3zB3Llzyc7O5uDBg0VOkBWKx9TUlIsXLwKwcOFCsrKyOHDgAL1791ZrXPXr16dmzZrlmij08fEhPT2dpUuXinY1glAIT09PfvrpJ5YuXcqoUaPE0NC3kMjCqEGfPn1wdnbG1taWRo0aMXbsWAwMDIpsfF9VKSpnFF/2CqOnp4e7uztXr14lOTmZX3/9lfr161dglEJVpehTCGLZsVB5dO3aFUNDQwIDAws8l5mZSWxsLC1btqRmzZocPHiQTZs24evrC4CxsTGPHz8udBnkm8THxyORSDA3Ny+T11BZKD47oqKi1ByJUFVlZGTg5eWFgYEBCxcuVHc4whsokoGnTp3i0qVLbN++nZ49e4okYTkwMTHh6dOnXLlyhT179tCrVy+1JwnhRWWpjY1NuSUK//jjD06cOEHfvn3p2bNnuZxDEKq6GjVqMGbMGG7cuMGBAwfUHY6gBtWuolDDwwPJzZsVdj55kybk7d9fon11dHTQ1dVlz549pKWl0bFjxzKOrnK4cuUKTZs2LbK/wZAhQ9i6dStjxoyhT58+FRSdUNU1adKEd955h4cPH+Li4qLucAQBeFGd5OzszK5du0hMTMyXvLt69SoymUxZaairq6tsHA0vvrzJZDKePn2KkZGRyudMSEjAzMwMbW3tsnshlYCYfCyU1rp164iLi2PRokU0aNBA3eEIb9CgQQOsra05deoUDx8+RC6XK6fBC2VLMfl42rRpyOVyvv/+ezVH9P9sbGwIDw8nOTmZOnXqlNlxs7Oz+fbbb9HV1cXb27vMjisI1dG4cePw9fXFx8eHTz75RLTfeMuIikI1iYiIoE6dOrRr146FCxeyadOmQpenvSwjI4MbN26UqMm9umRkZCgrZ4ri6OhIWFgYfn5+FRCZUF1IJBKWLl3KqlWrMDQ0VHc4gqDk5uYGQFBQUL7HFe0YXvd30djYGCj+5OOEhIRqt+wYwNLSEk1NTZEoFEps//796OvrM2bMGHWHIqige/fuJCQkcOzYMQYNGsT777+v7pCqJRMTEwCOHz+Og4MDH374oZoj+n+KAXUxMTFletxly5Zx7do1Ro4cKQaYCEIR6taty9ChQzl//jyhoaHqDkeoYNWuorCk1X0VzdramvDwcB49esS6desYP348LVq0KDRZKJPJuH//Pvfv30cul5OTk6P8IlnZKSpnVO29+KYJx4LwOoqEjCBUJr169UJbW5uDBw8yevRo5eNFJQoVX94ePXqElZWVSufKzc3l3r171bKHn5aWFk2bNhWJQqFEkpKSOHv2LK6urmJyYxXh6OjI6tWr0dLSYs6cOeoOp9pSVBQCTJ8+XY2RFPRyJXmnTp3K5Jjx8fHMmzePpk2bMmzYsDI5piBUd5MmTWLdunX4+Pjka/ckVH+iolBNtLW1sbS0pFOnTkyZMgVLS0tWrFhRYLvU1FSio6O5d+8eurq66OrqkpmZiVwuV0PUxffqIBNBEIS3haGhIY6Ojpw6dYqnT58qH4+KilJ+BhSmJBWFd+/eRSaT0bBhw9IFXUnZ2Nhw8+ZNsrKy1B2KUMUcOXIEmUyGq6urukMRVNStWzeMjIyYNGkSjRs3Vnc41ZbiplSHDh0qXQ/IwlpO/PPPP6WqMPzuu+9IT0/H19e32rXoEITyYmlpiYeHB0eOHCEyMlLd4QgVSCQKK4E6deogk8lITU1VPpaXl8edO3eIiYkhKyuLBg0aYGNjQ82aNcnLyyMnJ0eNEauuqMoZQRCE6szNzY3c3FyOHj2qfCwqKgorKyu0tLQK3Ufx5a04bSaq68RjBRsbG2QyGdevX1d3KEIVExQUhFQqxdnZWd2hCCqqXbs28fHxojdhOWvfvj1WVlbMnz+/0vUea9KkCVpaWspEYWJiIj169GDcuHElOl5ISAj+/v64ubmJASaCUExeXl4Aoj3YW6ZCEoXr1q2jdevW1KtXj48++ogLFy5UxGkrrZkzZxIaGsqtW7eIiIhg6dKl/Pvvvzg5OQGQkpJCVFQUSUlJGBgY0Lx5c+rXr49UKkVXVxd4MTWzKrhy5cobK2cEQRCqM8VgJsX04+fPn3Pr1q033jx5eemxquLj44HqnSgEMdBEKJ7MzEyCg4Oxs7PLt8xSqPy0tLQqXfKqunn33XeJjIyslMsJNTU1sbS0VFYQLl68mKysrBJ/Bmzfvh2AefPmlVmMgvC2aN++PQ4ODuzYsYOEhIQit9+4cSM2NjY8f/68AqITyku5Jwr37dvHrFmzmDZtGqdPn6ZVq1b069ePpKSk8j51pZWUlMSIESNo1aoVTk5OXLx4kdWrV9OyZUtu3rxJbGwseXl5NGrUCCsrq3w9dapiotDGxgZNzWrXDlMQBKFI9evXp2PHjhw9epSsrCyio6OBN1dZK5YeF6eiUHHhVl2XHiv694pEoVAcp0+fJi0tTZmwFwSh6rCxsSEuLo7Y2FjWr18PvPgOlZKSUqzjyOVyjh8/TrNmzZRDUgRBKB4vLy9yc3MLbZX2qoMHD3Lz5k0iIiIqIDKhvJR7onDVqlUMHTqUwYMHY2Njg6+vL/r6+mzdurW8T11p/frrr1y/fp3U1FQSExM5evQozs7O5OXlkZycTK1atWjRogWmpqYF7qZWlkThpEmTcHd3Z8OGDTx48KDQbVJSUoiPjxf9CQVBeKu5ubnx/PlzTp8+rVI7hpJUFCoShdW1olAx1EWRaBUEVSgmjotEoSBUPYqWE6NHjyY7O5vOnTsDcOPGjWId58qVKyQkJChXbgmCUHxOTk60aNGC9evX5+u7XRhFL0Nxc7dqk8jLcSpGdnY2DRo0YPPmzbi4uCgfHzt2LCkpKcoycIWsrKx8jcoVofXr14/09PR825qZmfHNN99gYmJSLZYmyOVysrOz0dTUREND443bpqWloaGhoUwaltX5Hz16xIoVK16b+FPIzc0lPDw832M1a9bEyMgIIyMjZVzPnz8nMjKSRo0aYW5uXmaxViYZGRliiqLwVhHv+eLLyMjg4sWLmJmZIZVKuXfvHra2tm/8G37u3Dlq166tXHJblJiYGJ48eUKnTp2qxWdiYf799180NDRo06ZNuZ9LvM+rh/Pnz6OhoYGtra26Q6n0xHteqGwePXqk7EtrYGBA/fr1uX79Os2aNVPeUFPF3bt3uX37Ns2bN6d27dqAeL8LQkl+B5KSkoiNjX3jd/u8vDz++ecf4MWqGgsLixLHKJPJuHLlCrVq1aJRo0YlPo7w//T19fH398fQ0LDI7wvluh708ePH5OXlFegLY2pqWmhDcj8/PxYtWqT8/wYGBkRGRpKRkUFGRka+bRWTf6vK9F9VKCZwFfWapFIpMpmsTF+74meZmZlZ4Gf9KkW/gXr16qGjo8PTp095/vw5z58/5/bt2+jq6lKrVi1kMhnwos9IUcesyqrzaxOEwoj3fPHp6Ojw+PFjdHV1kUgkyOXyN/4cNTQ0yMrKUvlnnZGRgZaWltqrzcuTtrY2qamppKenV0gyVLzPq7b09HRycnKoXbu2+LdUkfg5CZWJVPr/C9/MzMyUf/dTU1OpUaOGysd5/PgxEokELS2tfO9x8X4X3nbF/R2oUaMGWlpa3L17lzp16hR6LfbycNa0tLRS/Z7Fx8eTmppKamoqtWrVEtPKy0Bxrp8rVeO4yZMn55tmpUiEnThxosCLysrKIiEhgYYNG5ZpZV1VcPv2bR4/foylpWWZ9f7LzMxEU1OTnTt3oqOj88Zt58+fz08//cSuXbvo0KGDcv+TJ08SGBjIoUOH8lUlHjlypFreBcjLyyM2NhZLS8siq0AFoToQ7/mSmzVrFj4+PmRkZGBra8tff/31xu07dOhAeno6Z8+eVen4FhYWvPvuu5w5c6Yswq2UvvvuO1asWMH27dtp0qRJuZ1HvM+rvsuXL+Pl5cW1a9fYvn07Xbp0UXdIlZp4zwuVUVpaGubm5rz//vucOnWKlJQU6tevT/fu3ZU9C4uSmppKgwYN+PjjjwkICADE+10QSvM74Ofnx4wZMxg7dizDhg0r8PyaNWuYPHkyEokEIyMjla9jXxUcHIybmxsWFhbcunULe3t7li5dWqJjCf9PsYpVFeWaKDQ2NkZDQ6PA4JKkpCTq1q1bYHsdHZ18SSq5XM6zZ8/Q0NAokCiUSqVIJBLlf28TRWI0KysLLS2tMjmm4ucolUqL/IMRHh6OtrY2bdu2VW5bo0YNXF1dcXV1JS8vj3PnzhEQEICGhgYWFhbV+t9IQ0NDXGgIbxXxni8+d3d3fHx8yMvLo1WrVkX+/ExMTPjvv/9U+jlnZ2fz4MEDunTpUq3/XRQDTa5du0azZs3K/XzifV713Llzh+nTp7Nnzx4Ahg4dWu1/L8qSeM8LlYmhoSGnTp2iYcOGaGpqYmxsjImJCTdv3lT5fRoSEkJOTg5OTk4F9hHvd+FtV5Lfga+++oqFCxfi5+eHp6dnvspfQNmL+8MPP+Svv/4iOzu72Eucnzx5wpgxY6hZsybBwcEMGjSITZs2MX36dBo0aFCsYwn5FWdFarkOM9HW1ub999/PV+Egk8kICQmhffv25Xnqak3xy6aOknm5XE5YWBi2travrTzU0NDgww8/xNvbmwULFlTrJKEgCIIq2rdvT7169YD/T3i9ibGxMU+fPiUnJ6fIbRMTE4HqO/FYQdGvUTTHFgqTm5uLh4cHe/bsoXfv3oSFhbF+/XqRCBCEKqxdu3aYmZkp/7+lpSWxsbEq73/8+HEAevbsWeaxCcLbyNDQkK+++oqYmBgOHTpU4PmIiAhMTU3p2rUrcrmca9euFfscEydO5O7du/j5+fHuu+8yYzPz8lQAACAASURBVMYMsrKy8PPzK4uXIKio3Kcejxs3ji1btrBjxw5iYmL49ttvSUtLY/DgweV96mqrOJOPZTKZyuWlqrh+/TrJycl07NixzI4pCIJQ3UmlUlxdXQHVEoWKRu1PnjwpclvFxOPqOjRKQSQKhTdZt24dERERTJ06lQMHDogBJoJQDTVt2pSkpCRSUlKK3FYul3Ps2DGaNGlSIVXogvC2+Prrr9HS0sLX1zff4zKZjMjISN57770SX7Pt3r2bXbt24erqypAhQwBwcXGhTZs2/Prrrzx8+LBsXoRQpHJPFH7yySf8+OOPzJ8/HwcHByIjI9m7d2+hS48F1WhrayOVSlVKFN69e5eIiAiSk5PL5NxhYWEAyt6EgiAIgmqmTp2Kl5cX3bt3L3JbY2Nj4MXUx6LEx8cD8M4775QuwErO2NgYU1NTkSgUCnj06BFz5szB3NycGTNmqDscQRDKiaWlJQA3btwocttr165x69YtevbsKVY3CUIZatCgAYMHD+avv/7K14Pw5s2bpKWl8d5772FtbQ0UL1F49+5dJkyYgKmpKatXr1b+3kokEqZPn05GRoboU1iByj1RCC/WskdERPDgwQNOnDhBu3btKuK01ZZEIkFXV1elRGF6ejrw4he3LJKFikRhp06dSn0sQRCEt4mFhQULFixQaWqboqLw8ePHRW6rqCis7kuPAZo3b050dHSxeqwI1d8PP/xAcnIyCxcuLNY0VEEQqpamTZsCqLT8eNeuXYBYdiwI5WHy5MkA+Pj4KB+LiIgAUCYKJRIJMTExKh1PLpczZswYnjx5wqpVqwoUlbm7u9O0aVN27twprgErSIUkCoWyp6urS3Z2Nnl5eW/cLjMzEx0dHbS0tIiLiyt1sjAsLIz69eu/FV9IBUEQ1KU4FYWKRGF1ryiEF8uPnz17xr1799QdilBJ/Pfff6xfvx4HBwcGDBig7nAEQShHiiXERSUK9+zZw7x587C0tKRHjx4VEZogvFWaN2+Oi4sLgYGBymTgy4lCPT09LCwsVK4o/O233zh69ChDhw6lb9++BZ6XSqV8/PHHJCQkEBcXV3YvRHgtkSisolTpU5ibm0tOTg41atSgWbNmaGpqlipZmJaWRkREBB06dBAl/IIgCOWouBWFmpqa+Rq+V1eiT6HwMrlczqRJk5BIJPj6+oprE0Go5hQVhW9aevzHH3/g6elJvXr1OHToULEnrgqCoJopU6Ygl8uVy4EvX76MhoYGzZs3B8Da2prr168XWdh048YNpk6dSqNGjfJVKL7K3t4eeDHNXCh/IlGoZt7e3mhra+Pl5VWs/VRJFGZlZSm31dPTK3Wy8MKFC8hkMjHIRBAEoZypWlGYmJjImTNnaNas2Vsx3VUkCoWXbd++nbNnzzJmzBhat26t7nAEQShntWvXxsTE5LUVhefPn6d///7UqFGDoKAgGjduXMERCsLbo3PnznTs2JHff/+d+/fvExkZiZWVlTJPYWNjQ1ZWFrdu3XrtMfLy8hg5ciRpaWmsX7+eWrVqvXZbBwcHAM6cOVOmr0MonEgUqtH58+dZv3497733XrH3VfwCZmRkvHYbRRJRsa0iWaihoUFcXBxPnz4t1jkV/QlFolAQBKF8qVJRKJfL+eabb3j+/Dnz58+vqNDUSiQKBYXnz58zY8YMjI2N+d///qfucARBqCBNmzYttKIwJiYGNzc38vLy2L9/f4m+XwmCoDqJRIKXlxfZ2dksWrSImzdv5rtpp8pAE19fX/7++28mTJhAt27d3ng+MzMzbGxsCAkJEX0KK4BIFKpJamoqQ4cOZfXq1dSpU6fY++vo6CCRSN5YUfhqohBeJAutrKzQ0NDg5s2bxUoWnjt3Dg0NDT744INixysIgiCoTpWKwn379hEUFMSAAQNwcXGpqNDUytzcnJo1a4pEocC8efO4d+8eP/30E0ZGRuoORxCECmJpacnDhw959uyZ8rHExERcXFxITk5mx44dfPjhh2qMUBDeHq6urjRr1oxVq1YB5EvQK27uvm6gyeXLl5kzZw7W1tb89NNPKp2va9euxMfHv7FKUSgbmuoOoKzt8fAg+ebNCjtfnSZN+HT//mLvN2HCBHr37k2PHj1YsGBBsfeXSqVoa2srlxcXRpEo1NHRyfe4Ill47do1bt68SZMmTfIlEwsjl8v5559/aN26Nfr6+sWOVxAEQVCdvr4++vr6r60oTE5OZtKkSRgZGeHr61vB0amPRCLB2tpaJArfcjExMaxYsQJbW1uGDx+u7nAEQahAL/cptLW15cmTJ7i4uHDnzh1+++23t+bGmSBUBhoaGkyePJlx48YBhScKC7tmy8rKYvjw4chkMjZt2qRyL1EHBwfWrl1LSEiIaC1QzkRFoRrs2rWL//77j59//rlUx9HW1iY7O/u1pbeKicdSacF/5lcrC58/f/7Gc92+fZsHDx6IZceCIAgVxMTE5LUVhd9//z0PHjzA29ubunXrVnBk6mVjY8P9+/eL3T5DqDySk5P57bffuHv3brH3lcvleHl5kZOTw9KlS9+K3pyCIPw/S0tLAK5fv056ejru7u5ERUWxaNEihgwZouboBOHt88UXXyivRV9OFBobG2NiYlJoovDHH38kIiKCGTNmFGu1ouhTWHGqXUVhSar7KlJ8fDxeXl4cPny4yCq+omhra/P8+XPy8vLQ1Mz/TymXy8nKysLQ0PC1+79cWRgfH1+g8vBliv6EHTp0KFXMgiAIgmqMjY0LTRSeOnWKjRs30qNHj7fyS9HLd6g7deqk5miE4goLC+OLL77g9u3baGtrM2zYMLy8vGjSpIlK+wcFBXH8+HEGDx6MnZ1dOUcrCEJlo0gUXr16lW3btnHu3Dm8vLyYPHmymiMThLeTrq4uy5Yt488//8Tc3DzfczY2Nly5cgW5XI5EIgHg77//xsfHhw8++IDvv/++WOd6tU+h4phC2RMVhRXs33//5eHDh3Ts2BE9PT309PQICQlh5cqV6OnpFTk+/GXa2toAZGdnF3guKysLuVxeZDJST08PCwsLZWLxdf755x9ADDIRBEGoKIVVFGZkZDBu3Dj09PT45Zdf3soLpObNmwMQHR2t5kiE4pDJZCxZsgRHR0cePHjAjBkzsLW1Zd26dbRs2ZKjR48WeYzMzEymTp1KzZo135oBPoIg5KdYerx48WKOHDnCsGHDxN8DQVCzfv364efnV+C61MbGhuTkZOUAotTUVEaOHIm2tjYbNmxAS0ur2OdycHDg/9q787Ao6/3/46+ZAQRkkVzAFSUU3LdM3NewUjM199ST3zpWaosdK7PM8li2uXSszNKjpSetzKz05L6kuZALauaCGyii4o6yzty/P/jNHFFRUGCAeT6ui+uCmXvued/0nrvbF5/784mNjWWewnxGUFjA2rdvr+3btysqKsrx1bhxY/Xr109RUVG5uoXmdkGhdOP8hDdjDxMzMjKy3WbLli0qXbq04694AID8Vbp0aV25ciXL6vbjx4/XoUOHNG7cuByPwCpuWPm48Dlx4oT27t2b7fNnzpxRt27d9Nprryk0NFQbN27UuHHjtH79ei1fvlxubm43/Yf+1q1bFRcX5/h58uTJOnz4sMaMGaPy5cvny7EAKNwCAgJUunRppaamqkuXLvrss89c8o9mQFHQqlUrSVLjxo31yiuv6Pnnn9ehQ4c0YcIExx9+c8t++/H69evzrE7ciKCwgPn6+qpOnTpZvkqWLKnSpUurTp06udqXPShMT0+/4bmbrXicHXuSn11QmJKSoh07dqhp06b8jxgACkiZMmUkybGgyY4dOzR58mQ1atRII0aMcGZpTlWtWjV5eHgQFBYigwYNUtOmTR13H1xr3bp1atKkiZYtW6bBgwdr06ZNjjmMTCaT2rZtq379+mnz5s36448/HK+LiopSy5YtVbt2bb355pvat2+f3nvvPdWoUUPDhw8vsGMDUPj07NlTDz/8sObNm3fD9EsACo++ffvqu+++U/Xq1TV58mR9/fXXateunYYNG3bH+2SewoJBUFiE3WpEYW6CQrPZLHd392xve965c6fS09OZnxAACpA9KExMTFRGRoaefvppSdL06dNd+h9Gbm5uql69OkFhIXH27Flt3LhRqamp6tWrl06cOCFJslqtGj9+vDp16qSLFy9q1qxZ+uKLL1SyZMkb9mH/B8O0adMkZc6z/PLLL8tisSg4OFjvvvuuGjRooKtXr2rSpEmO6x8ArmnatGn68ccfc7xSKgDnMJlM6tatm7Zu3ar58+dr4MCBmjlz5k0XW82poKAg1ahRQxs3bszDSnE9gsJCYOXKlfroo49y/Tr7SMDsgkKLxZLjf0y6u7tnO6LQvpAJ8xMCQMG5dkThxx9/rB07dmjkyJFq0KCBkytzvvDwcB09ejTLbdlwjhUrVshms6lLly46efKkHnvsMR06dEgPPvigxo8frzp16mjz5s16/PHHs91H/fr11bp1a3333XdKSEjQjz/+qI0bN+r//u//tGPHDk2dOlUBAQHq06ePIiMjC/DoAADA3TKbzerRo4dmzpypSpUq3fX+GjRooCNHjigpKSkPqsPNEBQWYfYgMLug0NPTM8e3CttHFN5sX1u2bJHJZFKTJk3uumYAQM6ULl1aUuY8bW+99ZZCQ0P1+uuvO7mqwiE8PFyGYWj//v3OLsXlLVu2TJL0r3/9S6NHj9a2bdtUu3ZtrVu3Tk8//bQ2bNigsLCw2+5n+PDhSk9P17Rp0zRmzBj5+vpq7NixcnNz0zPPPKMTJ05ozpw5+X04AACgkLPPV33gwAEnV1J8ERQWcR4eHjeEexkZGcrIyMjRbcd29tGJp06duuG5rVu3qlatWvLz87u7YgEAOWYfUThhwgQlJyfr008/5Tar/48FTQoHm82mZcuWqV69eqpYsaLefPNN9erVS35+fvrmm2/08ccf5/hapGvXrgoODtYHH3ygmJgYjRo1SuXKlXM8bzab7+pWJQAAUDzYF0K51UJquDtccRVx9qDQMAzHY7mZn9DOHhSePHkyy+Px8fGKjY3ltmMAKGD2EYVpaWkaMmSI2rZt69yCChGCwsJh27ZtSkxMVKdOnSRlhnlz587ViRMn1LNnz1zty2Kx6JlnnpFhGKpcubKef/75/CgZAAAUcVwH5j+CwiLuZisf24PCEiVK5Hg/2QWFzE8IAM5hH1EYFBSkiRMnOrmawqVGjRoymUz666+/nF2KS/v1118lSQ899JDjMZPJ5LimyK0hQ4aoY8eOmjZtGqNnAQDATVWvXl0Wi4WgMB+57rKJxcS1C5rYQ8PU1FRJdzaiMCEhIcvj9qCQFY8BoGAFBgZq7Nix6tChg0qVKuXscgoVLy8vhYSEOO0C8cCBA3J3d1e1atWc8v6Fxa+//ip/f39FRETkyf5KlSqlpUuX5sm+AABA8eTh4aF7772XPxjnI0YUFnH2cPDaeQrtq0DmxYjCrVu3ys/PzzEPAACgYJhMJr3++utq1qyZs0splMLCwhQTE6OMjIwCf+8ePXqof//+Bf6+hcmZM2f0xx9/qGPHjnJz4+/OAACg4NSsWVOHDx92DJJC3iIoLOKuDwoNw9CVK1fk7e2dq0m/zWazTCZTlhGF6enp2rZtm5o0acIE4gCAQiU8PFzp6ek6dOhQgb6v1WrVoUOHFB0dfcNiYq5k+fLlMgwjy23HAAAABSE8PFxWq1UHDx50dinFEulPEXd9UJiamqqMjAz5+Pjkaj8mk0lubm6Kj493PLZnzx4lJyczPyEAoNCxj3Qv6NuPExISZLValZGR4dK3vNjnJ4yMjHRyJQAAwNWwoEn+Iigs4tzd3WUymRxBYVJSkiTlOiiUJDc3NyUkJDhWUN68ebMkFjIBABQ+zrpAPH78uOP7Xbt2Feh7FxZRUVFauHChIiIiFBQU5OxyAACAi6lVq5YkufQfbfMTQWERZ19d0L7q8d0EhRaLRcnJyTp37pwkFjIBABRehSEo3LNnT4G+d2GQlJSkQYMGyWw2a9q0ac4uBwAAuKAaNWpIYkRhfiEoLGDr1q2Th4dHtl8PPPDALV9/9uxZdenSRcHBwfLx8VFISIg++OADR7iXlJSkEiVK6Pfff9f9998vHx8f1axZU1999dVta7NPRh4bGyspcyGT0NBQlS5d+i6PGgCAvOXv76/y5cszorCAvfjiizp06JDeffdd1atXz9nlAAAAF1SyZElVrVqVEYX5hKCwgDVr1kyxsbE3fH366acymUwaOnToLV9vNpvVtWtX/fDDD/rzzz/15ZdfasuWLXrnnXeUkpKi1NRUnT9/Xt26dVPbtm0VFRWlESNGaOjQoVq+fPkt922xWCRJcXFxSkxMVExMDLcdAwAKrfDwcO3bt082m63A3tMeFAYFBWnXrl2O6Tpcwffff685c+aoU6dOGj58uLPLAQAALiw8PFwHDx5URkaGs0spdggKC5iHh4eCgoKyfJ0/f16vvPKKXnnlFT322GO3fH1AQICGDh2qxo0bKzg4WO3bt9fAgQMVHR3tGFW4cOFCVa1aVe+//75q1qypZ599Vj169NDHH398y33bRxTGxcVp69atkqSIiIg8OGoAAPJeeHi4rly5kmWUX36Li4uTyWRSZGSkzpw5o4SEhAJ7b2cyDEMvvfSSypYtqy+//FImk8nZJQEAABdWs2ZNpaam6siRI84updhxc3YBea179+46fPhwgb1fSEiIFi1adMevv3Dhgnr27KnWrVvrrbfeyvXr4+PjtWLFCjVs2FDnz5+XJO3cuVMdOnTIsl1kZKReeumlW+7r2qDw9OnTkpifEABQeF07T2GVKlUK5D1PnDihoKAgNWrUSF999ZV2796t8uXLF8h7O1NsbKxOnjypZ555RoGBgc4uBwAAuLhrrwOrV6+eo9cYhqFt27apUaNGMpsZN5cdfjNOZLPZNGjQILm5uemrr77K1V/nH3/8cfn7+6tq1ary8/PT6NGjlZKSInd3d50+fVrlypXLsn25cuV06dIlJScnZ7tPi8Uik8mkY8eOacuWLfLy8lLdunXv+PgAAMhPNWvWlFSwE1kfP35cFStWdMzP5yrzFG7fvl2S1KhRIydXAgAA8L+gMDfzFC5fvlzNmzfXwoUL86usYqHYjSi8m9F9Be3111/X5s2btXHjRvn6+ubqtR9++KFef/11HTx4UGPGjNHHH3+sUaNG3dFqx3Ymk0lly5bV0aNHdeDAAd13332OUYYAABQ2Bb3ycUZGhk6ePKkmTZo4/pDmKkHhjh07JEkNGjRwciUAAAB3dh24Zs0aSVJ0dLR69eqVL3UVB6RATrJgwQJNnjxZixcvzvEw2WvZ5zcMDw+Xv7+/OnbsqCeeeEKVK1dWUFCQ49Zhu9OnT8vPz09eXl633e+SJUtks9m47RgAUKgFBgaqVKlSBRYUnjx5UjabTZUrV5a/v7+Cg4O1e/fuAnlvZ9u5c6c8PDxUq1YtZ5cCAACggIAABQUF5WpE4ebNmyVJMTEx+VVWscCtx06wc+dODR06VBMmTFBkZORd789+y3J6erp8fHzUtGlTrV69Oss2K1euzNHCJEFBQY7VI1nIBABQmJlMJsfKxwXBvmhKpUqVJEl169bV/v37lZqaWiDv7yyGYWj79u2qW7eu3N3dnV0OAACApMxpaPbu3ZujBU3S0tK0bds2SdKhQ4fyu7QijaCwgCUmJqpXr15q06aN+vfvr4SEhCxfZ86cueXr//vf/2rOnDnas2ePjh49qqVLl2rYsGFq0KCBKlWqJC8vL/3973/XkSNH9Oqrr2rfvn2aPn26vv/+ez333HO3ra9ChQqO7xlRCAAo7MLDw5WYmHjb/3/mhbi4OElSxYoVJUn16tVTRkaG9u7dm+/v7UwnT57U6dOn1bBhQ2eXAgAA4DBixAilpKSoS5cuOnv27C233blzp+OPuzExMTIMoyBKLJIICgvY0qVLdezYMf33v/9VlSpVbvhq3rz5LV/v5eWlmTNnql27dqpXr57+8Y9/qEuXLlq4cKGqVq0qk8mkatWqafHixVq1apXuu+8+TZkyRZ9//nmORi8GBQVJkoKDg11iFUcAQNGWX/MUGoahqVOnOubmkzJXPJakypUrS5JjQZPifvux/XdAUAgAAAqTLl26aNKkSTp48KC6d+9+y8VbN23aJEkKDQ3VlStXlJCQUFBlFjnMUVjABg0apEGDBt3x69u2bav169ffdrs2bdooKioq1/u3h4OMJgQAFAXXBoWtWrXKs/3++eefGjVqlB5++GH9+OOPkm5+67FU/INCVjwGAACF1bBhwxQXF6dJkyZp4MCBWrBggSwWyw3bbdq0SSaTSf369dP48eMVExPD4KhsMKIQWdSoUUPu7u566KGHnF0KAAC3lV8jClesWCFJ+v333x1z98bFxclsNjsuKu+9916VLFmy2K98vGPHDrm5ual27drOLgUAAOAG77zzjnr37q2ffvpJI0eOvOG2YsMwtHnzZtWpU8dxhwQLmmSPoLCQGTZsmAICAm76NWzYsHx//0qVKikhIUEDBgzI9/cCAOBuBQcHy9PTM8+DwpUrV0qSLly4oD179kjKHFFYvnx5ubll3pBhNpvVsGFDbdq0Sfv378/T9y9Mdu7cqVq1asnT09PZpQAAANzAbDZr5syZatu2rT777DN99NFHWZ6Pi4tTfHy8mjVrptDQUEnSwYMHnVFqkcCtx4XMm2++qRdffPGmz/n5+RVIDb6+vgXyPgAA3C2LxaKwsLA8DQqTk5O1ceNG+fr66vLly9qwYYPq1aunEydOqEqVKlm2ffvtt9WhQwcNGTJE69atc4SIxcXp06d1/PhxdejQwdmlAAAAZKtEiRL69ttv1a5dO7322muqWLGi+vXrJ+l/8xM2bdpUISEhMpvNjCi8BUYUFjLlypVTaGjoTb/KlSvn7PIAACh0goODFR8fL6vVmif72759u1JTUzV8+HCZTCb99ttvSktLU0JCgmN+QruWLVvqxRdfVFRUlD744IM8ef/CZOfOnZJYyAQAABR+pUqV0s8//6xKlSrpySef1OrVqyVJW7ZskSQ1a9ZMHh4eCg4OJii8hSIbFJpMJkliSes8Yv892n+vAAAUFYGBgbJarTp79mye7O/333+XJPXq1Ut169bVxo0bFR8fL8MwbggKJWncuHGqVauWxo8fn2WV5Ns5evSo6tatq23btmW7jWEY6tChg956663cH8h1MjIytHnzZsecizlhPx4WMgEAAEVBpUqV9NNPP8nb21u9e/fWrl27tGnTJpUtW1b33nuvpMyVjw8dOpSrayJXUmSDQvutPSkpKU6upHiw/x6L2y1TAIDiLzAwUJJ06tSpPNnfpk2bVKFCBdWuXVstW7ZUQkKC1q1bJ0k3DQo9PT3173//W5L05JNP5vii87ffftP+/fs1d+7cbLc5d+6cfvvtN73//vs6duxYjvYbHx+vVatW3fD4a6+9ptatW2vEiBE5rnH79u0ym82OFZ4BAAAKuzp16uj7779XSkqKHnnkEUVHRysiIsIxMCo0NFTJyck6efKkkystnPIlKIyNjdWIESNUv359lS9fXg0bNtS7776rtLS0PHsPi8UiPz8/JSYm6vz580pOTlZKSgpfufxKTk7W+fPnlZiYKD8/v5suIw4AQGEWFBQkKW+Cwri4OB0+fFgdO3aUyWRSy5YtJUnffPONpJsHhVLmrbnDhg3T7t27HSMSc/Jekm4a6l2/TXp6ut57770c7feNN97QQw89pMWLFzse27t3r6ZNmyaLxaIvvvjilmFhWlqaYmJitHLlSm3dulVhYWEqWbJkjt4bAACgMGjTpo1mzpyp+Ph4ZWRkKCIiwvGcfUET++3HNptNAwcOzHLt5MryZfjYgQMHZLPZNHnyZIWEhGjv3r164YUXdPXqVY0fPz7P3sc+Z19iYmKe7dNV+fn5MQciAKBIso8oTEhIuOt92Vc7ti/eYQ8K16xZI0mqXLlytq8dPHiwpk6dqrlz5zpedyv2EHDfvn06fvz4TUPIEydOSMoc8T979my9/PLLqlq16i33u337dknS008/rfvvv19BQUF66aWXlJGRoRUrVmjixIn64osvlJ6erpYtW+ro0aNZvk6cOJFlapdOnTrd9lgAAAAKmz59+ujUqVN67bXXFBkZ6Xj82qCwTZs2Wr16tRYsWKDg4GB169bNWeUWGvkSFHbs2FEdO3Z0/Fy1alXFxMRo1qxZtwwKU1NTlZqa6vjZfpFqtVqznTuvTJkyCggIUEZGRh5VX3COHDmSp6Ms70ZSUpLi4+OdXUaRYhiG0tLSFB0dzdyOcAn0PAqrixcvSsoMyGrXrn1X+1q4cKFMJpOCgoIc8/NVqVJFsbGxkqTz58/fch7CsLAwLViwQIMHD5anp+ct3+vPP/90fD979mx17tz5hm3sq/T169dPX3/9tUaNGqXXXnst232mpaVp3759Klu2rM6cOaPevXure/fuWrVqlTp37iw/Pz+NHTtWly9f1uzZszV79mzHa/38/FShQgW1a9dOFSpUUPny5VWhQgU1atQoV3Mvomjh3A5XQr/D1bniZ6BVq1Zas2aNbDab43rGnsNs3LhRjRo10ocffihJat26dZ4tjlfY5GZ9jwKbkO7SpUsKCAi45TaTJ0/OcluNj4+P9uzZo4MHDxbLRUuuXLnC5JnFQGEJe4GCQs+jsPH19ZUknT59OssfHHPLarU6brX18vJy7Ktu3bqKjY2VxWKRj4/PLd8jMjJS//rXv7R69WrHqMTsnDx5Uv7+/rp48aI2b96c5Y+s124jSQ888ICio6P1yy+/qF+/fqpQocJN93ngwAFZrVZ17txZZ86c0ZIlS7Rjxw55e3vrySefVGpqqkwmkyZMmKD169fL09NT5cuXV/ny5W95e/Hd/F5RNHBuhyuhsRQHUwAAIABJREFU3+HqXPEzcG0AWLp0aVksFh07dkwnT57UunXrdN9996lUqVLav3+/E6vMPyaTScHBwTnatkCCwsOHD2vGjBm3ve34xRdf1LPPPuv42R4OVq9e3WX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"text/plain": [
"<Figure size 1600x325 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"zscoredf = df.ta.zscore(length=30, append=True)\n",
"zcolors = [\"darkgreen\", \"green\", \"silver\", \"silver\", \"red\", \"maroon\", \"black\"]\n",
"zcols = df[[\"-4\", \"-3\", \"-2\", \"2\", \"3\", \"4\", zscoredf.name]].tail(recent_bars(df))\n",
"zcols.plot(figsize=ind_size, color=zcolors, linewidth=1.2, title=ctitle(zscoredf.name, ticker=ticker, length=recent_bars(df)), grid=True).axhline(y=0, color=\"black\", lw=1.1)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x1219de9d0>"
]
},
"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_bars(df))\n",
"zvcols.plot(figsize=ind_size, color=zcolors, linewidth=1.2, title=ctitle(zvscoredf.name, ticker=ticker, length=recent_bars(df)), grid=True).axhline(y=0, color=\"black\", lw=1.1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# New Features"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Squeeze Indicator (John Carter and Lazybear Versions)\n",
"Squeeze Indicator (__squeeze__)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# help(ta.squeeze)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1000 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n",
"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n",
"Technical Analysis with Pandas TA v: 0.2.12b [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 0x121d32a90>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n",
" last=recent_bars(df), rpad=10, clr=True, squeeze=True,\n",
" show_nontrading=False, # Intraday use if needed\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Lazybear's TradingView Squeeze"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1000 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n",
"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n",
"Technical Analysis with Pandas TA v: 0.2.12b [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 0x120d32e20>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n",
" last=recent_bars(df), rpad=10, clr=True, squeeze=True, lazybear=True,\n",
" show_nontrading=False, # Intraday use if needed\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Archer Moving Averages Trends\n",
"Archer Moving Average Trends (__amat__) returns the long and short run trends of fast and slow moving averages.\n",
"* The _pink_ background, on the Price chart, is when Archer MAs are bearish. Conversely, a _white_ background is bullish"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1000 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n",
"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n",
"Technical Analysis with Pandas TA v: 0.2.12b [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 0x12278a400>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n",
" last=recent_bars(df), rpad=10,\n",
" volume=True, midpoint=False, ohlc4=False,\n",
" rsi=False, clr=True, macd=False, zscore=False, squeeze=False, lazybear=False,\n",
" archermas=True, archerobv=False,\n",
" show_nontrading=False, # Intraday use if needed\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Archer On Balance Volume\n",
"Archer On Balance Volume (__aobv__) returns a DataFrame of OBV, OBV min and max, fast and slow MAs of OBV, and the long and short run trends of the two OBV MAs.\n",
"* On the chart below, only **OBV**, **OBV min**, _fast_ and _slow_ **OBV MAs**.\n",
"* Not on the chart are: **OBV LR** and **OBV SR** trends."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1000 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n",
"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n",
"Technical Analysis with Pandas TA v: 0.2.12b [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 0x1213aa1f0>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n",
" last=recent_bars(df), rpad=10,\n",
" volume=True, midpoint=False, ohlc4=False,\n",
" rsi=False, clr=True, macd=False, zscore=False, squeeze=False, lazybear=False,\n",
" archermas=False, archerobv=True,\n",
" show_nontrading=False, # Intraday use if needed\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Disclaimer\n",
"* All investments involve risk, and the past performance of a security, industry, sector, market, financial product, trading strategy, or 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
}