mirror of
https://github.com/wassname/pandas-ta.git
synced 2026-07-05 17:30:25 +08:00
1228 lines
941 KiB
Plaintext
1228 lines
941 KiB
Plaintext
{
|
||
"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 matplotlib.pyplot as plt\n",
|
||
"import pandas as pd\n",
|
||
"import pandas_ta as ta\n",
|
||
"%pylab inline\n",
|
||
"\n",
|
||
"from alphaVantageAPI.alphavantage import AlphaVantage # pip install alphaVantage-api\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 - v0.1.75b\n",
|
||
"Total Indicators: 111\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, cg, chop, cksp, cmf, cmo, coppock, cross, cross_value, decreasing, dema, donchian, dpo, efi, ema, entropy, eom, fisher, fwma, ha, hl2, hlc3, hma, ichimoku, increasing, inertia, kama, kc, kdj, kst, kurtosis, linear_decay, linreg, log_return, long_run, macd, mad, massi, median, mfi, midpoint, midprice, mom, natr, nvi, obv, ohlc4, pdist, percent_return, ppo, psar, psl, pvi, pvo, pvol, pvt, pwma, qstick, quantile, rma, roc, rsi, rvgi, rvi, short_run, sinwma, skew, slope, sma, stdev, stoch, supertrend, swma, t3, tema, trend_return, trima, trix, true_range, tsi, 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 sma in module pandas_ta.overlap.sma:\n",
|
||
"\n",
|
||
"sma(close, length=None, offset=None, **kwargs)\n",
|
||
" Simple Moving Average (SMA)\n",
|
||
" \n",
|
||
" The Simple Moving Average is the classic moving average that is the equally\n",
|
||
" weighted average over n periods.\n",
|
||
" \n",
|
||
" Sources:\n",
|
||
" https://www.tradingtechnologies.com/help/x-study/technical-indicator-definitions/simple-moving-average-sma/\n",
|
||
" \n",
|
||
" Calculation:\n",
|
||
" Default Inputs:\n",
|
||
" length=10\n",
|
||
" SMA = SUM(close, length) / length\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): Default: True\n",
|
||
" presma (bool, optional): If True, uses SMA for initial value.\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.sma)"
|
||
]
|
||
},
|
||
{
|
||
"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', drop=['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='D')\n",
|
||
" df.set_index(pd.DatetimeIndex(df['date']), inplace=True) if not df.ta.datetime_ordered else None\n",
|
||
" df.drop(['dividend', 'split_coefficient'], axis=1, inplace=True) if 'dividend' in df.columns and 'split_coefficient' in df.columns else None\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})\""
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Initialization"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"price_size = (16, 8)\n",
|
||
"ind_size = (16, 2)\n",
|
||
"ticker = 'SPY'\n",
|
||
"recent = 126\n",
|
||
"half_of_recent = int(0.5 * recent)"
|
||
]
|
||
},
|
||
{
|
||
"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(5032, 6) from 2020-01-03 00:00:00 to 2020-07-02 00:00:00\n",
|
||
" open high low close volume\n",
|
||
"count 5032.000000 5032.000000 5032.000000 5032.000000 5.032000e+03\n",
|
||
"mean 161.538411 162.482372 160.494256 161.538568 1.151123e+08\n",
|
||
"std 62.555181 62.736339 62.356801 62.565415 9.808883e+07\n",
|
||
"min 67.950000 70.000000 67.100000 68.110000 6.790000e+04\n",
|
||
"25% 115.467500 116.397500 114.552500 115.500000 5.054542e+07\n",
|
||
"50% 136.480000 137.170000 135.510000 136.420000 8.560940e+07\n",
|
||
"75% 204.960000 206.205000 204.112500 205.210000 1.531777e+08\n",
|
||
"max 337.790000 339.080000 337.480000 338.340000 8.708580e+08\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>date</th>\n",
|
||
" <th>open</th>\n",
|
||
" <th>high</th>\n",
|
||
" <th>low</th>\n",
|
||
" <th>close</th>\n",
|
||
" <th>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>2000-07-03</th>\n",
|
||
" <td>2000-07-03</td>\n",
|
||
" <td>145.4375</td>\n",
|
||
" <td>147.4375</td>\n",
|
||
" <td>145.1875</td>\n",
|
||
" <td>147.2812</td>\n",
|
||
" <td>1436600.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2000-07-05</th>\n",
|
||
" <td>2000-07-05</td>\n",
|
||
" <td>146.3750</td>\n",
|
||
" <td>146.6562</td>\n",
|
||
" <td>144.3750</td>\n",
|
||
" <td>144.6250</td>\n",
|
||
" <td>2748200.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2000-07-06</th>\n",
|
||
" <td>2000-07-06</td>\n",
|
||
" <td>144.9375</td>\n",
|
||
" <td>146.4687</td>\n",
|
||
" <td>144.2187</td>\n",
|
||
" <td>145.7500</td>\n",
|
||
" <td>5963200.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2000-07-07</th>\n",
|
||
" <td>2000-07-07</td>\n",
|
||
" <td>146.6875</td>\n",
|
||
" <td>148.7812</td>\n",
|
||
" <td>146.2500</td>\n",
|
||
" <td>148.0937</td>\n",
|
||
" <td>3034800.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2000-07-10</th>\n",
|
||
" <td>2000-07-10</td>\n",
|
||
" <td>147.8750</td>\n",
|
||
" <td>148.9062</td>\n",
|
||
" <td>147.5312</td>\n",
|
||
" <td>147.8437</td>\n",
|
||
" <td>2816100.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" date open high low close volume\n",
|
||
"date \n",
|
||
"2000-07-03 2000-07-03 145.4375 147.4375 145.1875 147.2812 1436600.0\n",
|
||
"2000-07-05 2000-07-05 146.3750 146.6562 144.3750 144.6250 2748200.0\n",
|
||
"2000-07-06 2000-07-06 144.9375 146.4687 144.2187 145.7500 5963200.0\n",
|
||
"2000-07-07 2000-07-07 146.6875 148.7812 146.2500 148.0937 3034800.0\n",
|
||
"2000-07-10 2000-07-10 147.8750 148.9062 147.5312 147.8437 2816100.0"
|
||
]
|
||
},
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df = farm(ticker)\n",
|
||
"last_ = df.shape[0]\n",
|
||
"recent_startdate = df.tail(recent).index[0]\n",
|
||
"recent_enddate = df.tail(recent).index[-1]\n",
|
||
"print(f\"{df.name}{df.shape} from {recent_startdate} to {recent_enddate}\\n{df.describe()}\")\n",
|
||
"df.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Aliases"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"opendf = df['open']\n",
|
||
"closedf = df['close']\n",
|
||
"volumedf = df['volume']"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Create some constants for some indicators"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Help on method constants in module pandas_ta.core:\n",
|
||
"\n",
|
||
"constants(append, lower_bound=-100, upper_bound=100, every=1) method of pandas_ta.core.AnalysisIndicators instance\n",
|
||
" Constants\n",
|
||
" \n",
|
||
" Useful for creating indicator levels or if you need some constant value\n",
|
||
" easily added to your DataFrame.\n",
|
||
" \n",
|
||
" Add constant '1' to the DataFrame\n",
|
||
" >>> df.ta.constants(True, 1, 1, 1)\n",
|
||
" Remove constant '1' to the DataFrame\n",
|
||
" >>> df.ta.constants(False, 1, 1, 1)\n",
|
||
" \n",
|
||
" Adding constants that range of constants from -4 to 4 inclusive\n",
|
||
" >>> df.ta.constants(True, -4, 4, 1)\n",
|
||
" Removing constants that range of constants from -4 to 4 inclusive\n",
|
||
" >>> df.ta.constants(False, -4, 4, 1)\n",
|
||
" \n",
|
||
" Args:\n",
|
||
" append (bool): Default: None. If True, appends the range of constants to the\n",
|
||
" working DataFrame. If False, it removes the constant range from the working\n",
|
||
" DataFrame.\n",
|
||
" lower_bound (int): Default: -100. Lowest integer for the constant range.\n",
|
||
" upper_bound (int): Default: 100. Largest integer for the constant range.\n",
|
||
" every (int): Default: 10. How often to include a new constant.\n",
|
||
" \n",
|
||
" Returns:\n",
|
||
" Returns nothing to the user. Either adds or removes constant ranges from the\n",
|
||
" working DataFrame.\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>date</th>\n",
|
||
" <th>open</th>\n",
|
||
" <th>high</th>\n",
|
||
" <th>low</th>\n",
|
||
" <th>close</th>\n",
|
||
" <th>volume</th>\n",
|
||
" <th>-4</th>\n",
|
||
" <th>-3</th>\n",
|
||
" <th>-2</th>\n",
|
||
" <th>-1</th>\n",
|
||
" <th>0</th>\n",
|
||
" <th>1</th>\n",
|
||
" <th>2</th>\n",
|
||
" <th>3</th>\n",
|
||
" <th>4</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>date</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>2020-06-26</th>\n",
|
||
" <td>2020-06-26</td>\n",
|
||
" <td>306.1600</td>\n",
|
||
" <td>306.39</td>\n",
|
||
" <td>299.4200</td>\n",
|
||
" <td>300.05</td>\n",
|
||
" <td>127811745.0</td>\n",
|
||
" <td>-4</td>\n",
|
||
" <td>-3</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2020-06-29</th>\n",
|
||
" <td>2020-06-29</td>\n",
|
||
" <td>301.4100</td>\n",
|
||
" <td>304.61</td>\n",
|
||
" <td>298.9300</td>\n",
|
||
" <td>304.46</td>\n",
|
||
" <td>79411577.0</td>\n",
|
||
" <td>-4</td>\n",
|
||
" <td>-3</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2020-06-30</th>\n",
|
||
" <td>2020-06-30</td>\n",
|
||
" <td>303.9900</td>\n",
|
||
" <td>310.20</td>\n",
|
||
" <td>303.8200</td>\n",
|
||
" <td>308.36</td>\n",
|
||
" <td>112828251.0</td>\n",
|
||
" <td>-4</td>\n",
|
||
" <td>-3</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2020-07-01</th>\n",
|
||
" <td>2020-07-01</td>\n",
|
||
" <td>309.5700</td>\n",
|
||
" <td>311.85</td>\n",
|
||
" <td>309.0371</td>\n",
|
||
" <td>310.57</td>\n",
|
||
" <td>71910372.0</td>\n",
|
||
" <td>-4</td>\n",
|
||
" <td>-3</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2020-07-02</th>\n",
|
||
" <td>2020-07-02</td>\n",
|
||
" <td>314.2379</td>\n",
|
||
" <td>315.70</td>\n",
|
||
" <td>310.5962</td>\n",
|
||
" <td>312.19</td>\n",
|
||
" <td>69214995.0</td>\n",
|
||
" <td>-4</td>\n",
|
||
" <td>-3</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" date open high low close volume -4 \\\n",
|
||
"date \n",
|
||
"2020-06-26 2020-06-26 306.1600 306.39 299.4200 300.05 127811745.0 -4 \n",
|
||
"2020-06-29 2020-06-29 301.4100 304.61 298.9300 304.46 79411577.0 -4 \n",
|
||
"2020-06-30 2020-06-30 303.9900 310.20 303.8200 308.36 112828251.0 -4 \n",
|
||
"2020-07-01 2020-07-01 309.5700 311.85 309.0371 310.57 71910372.0 -4 \n",
|
||
"2020-07-02 2020-07-02 314.2379 315.70 310.5962 312.19 69214995.0 -4 \n",
|
||
"\n",
|
||
" -3 -2 -1 0 1 2 3 4 \n",
|
||
"date \n",
|
||
"2020-06-26 -3 -2 -1 0 1 2 3 4 \n",
|
||
"2020-06-29 -3 -2 -1 0 1 2 3 4 \n",
|
||
"2020-06-30 -3 -2 -1 0 1 2 3 4 \n",
|
||
"2020-07-01 -3 -2 -1 0 1 2 3 4 \n",
|
||
"2020-07-02 -3 -2 -1 0 1 2 3 4 "
|
||
]
|
||
},
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"help(df.ta.constants) # for more info\n",
|
||
"df.ta.constants(True, -4, 4)\n",
|
||
"df.tail()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Price & Volume Charts with Moving Averages"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def cscheme(colors):\n",
|
||
" aliases = {\n",
|
||
" 'BkBu': ['black', 'blue'],\n",
|
||
" 'gr': ['green', 'red'],\n",
|
||
" 'grays': ['silver', 'gray'],\n",
|
||
" 'mas': ['black', 'green', 'orange', 'red'],\n",
|
||
" }\n",
|
||
" aliases['default'] = aliases['gr']\n",
|
||
" return aliases[colors]\n",
|
||
"\n",
|
||
"def machart(kind, fast, medium, slow, append=True, last=last_, figsize=price_size, colors=cscheme('mas')):\n",
|
||
" title = ctitle(f\"{kind.upper()}s\", ticker=ticker, length=last)\n",
|
||
" ma1 = df.ta(kind=kind, length=fast, append=append)\n",
|
||
" ma2 = df.ta(kind=kind, length=medium, append=append)\n",
|
||
" ma3 = df.ta(kind=kind, length=slow, append=append)\n",
|
||
" \n",
|
||
" madf = pd.concat([closedf, df[[ma1.name, ma2.name, ma3.name]]], axis=1, sort=False).tail(last)\n",
|
||
" madf.plot(figsize=figsize, title=title, color=colors, grid=True) \n",
|
||
"\n",
|
||
"def volumechart(kind, length=10, last=last_, figsize=ind_size, alpha=0.7, colors=cscheme('gr'), rot=None):\n",
|
||
" title = ctitle(\"Volume\", ticker=ticker, length=last)\n",
|
||
" volume = pd.DataFrame({'V+': volumedf[closedf > opendf], 'V-': volumedf[closedf < opendf]}).tail(last)\n",
|
||
" \n",
|
||
" volume.plot(kind='bar', figsize=(figsize[0], 2), width=0.5, color=colors, alpha=alpha, stacked=True, rot=rot)\n",
|
||
" vadf = df.ta(kind=kind, close=volumedf, length=length).tail(last)\n",
|
||
" vadf.plot(figsize=(figsize[0], 2), lw=1.4, color='black', title=title, grid=True, rot=rot)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x576 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x144 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"machart('ema', 8, 21, 50, last=recent)\n",
|
||
"volumechart('ema', last=recent, rot=90)"
|
||
]
|
||
},
|
||
{
|
||
"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": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x11db02df0>"
|
||
]
|
||
},
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x144 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"clr_ma_length = 8\n",
|
||
"clrdf = df.ta.log_return(cumulative=True, append=True)\n",
|
||
"clrmadf = ta.ema(clrdf, length=clr_ma_length)\n",
|
||
"qqdf = pd.DataFrame({f\"{clrdf.name}\": clrdf, f\"{clrmadf.name}({clrdf.name})\": clrmadf})\n",
|
||
"qqdf.tail(recent).plot(figsize=ind_size, color=cscheme('BkBu'), linewidth=1, title=ctitle(clrdf.name, ticker=ticker, length=recent), grid=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### MACD"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.lines.Line2D at 0x11db022b0>"
|
||
]
|
||
},
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x144 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"macddf = df.ta.macd(fast=8, slow=21, signal=9, min_periods=None, append=True)\n",
|
||
"macddf[[macddf.columns[0], macddf.columns[2]]].tail(recent).plot(figsize=(16, 2), color=cscheme('BkBu'), linewidth=1.3)\n",
|
||
"macddf[macddf.columns[1]].tail(recent).plot.area(figsize=ind_size, stacked=False, color=['silver'], linewidth=1, title=ctitle(macddf.name, ticker=ticker, length=recent), grid=True).axhline(y=0, color=\"black\", lw=1.1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### ZScore"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.lines.Line2D at 0x11dc20100>"
|
||
]
|
||
},
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA6oAAACyCAYAAABLETJ1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOzdd1zV1f/A8ddB3EAOXImpheDKPXIlIliiouYoV45ya5lprkzD3N/MkXuWDTX3zpEorhTNLWo5MtMUXICCwD2/P+6VH8i6wIXLeD8fj88D7mec8/5cjh/v+57P5xyltUYIIYQQQgghhMgobKwdgBBCCCGEEEIIEZMkqkIIIYQQQgghMhRJVIUQQgghhBBCZCiSqAohhBBCCCGEyFAkURVCCCGEEEIIkaFIoiqEEEIIIYQQIkORRFUIIYQQQgghRIYiiaoQQqQxpVQxpdQBpVSwUupra8cjhBCpoZT6WSnVJh3qGayUmprW9QghMiZJVIUQ6Uop1VApdVgp9UgpdV8pdUgpVdu0rYdSKkopFaKUeqyUOqWUaqmU8lRK3VVKOcYoJ7dS6qJSql8idXUxlfXiopVSXyQR5zSl1E1THDeUUqNf2F5NKXVCKfXE9LNaIsX1AQIBB631p2a9URZiep+Wms4h2PSeNn9hn6ZKqQDTuexTSpWOse1/SqkrpmMDlFLvv3Bsct6HpOrqaGobT5RSvmae2zLT3+iOUmpojG0VlVL+SqkHpmWPUqpiSspKKu5MVNZ1pZRHQtsTo5QqakpO/jX92z2klKr7wj6dTe0sVCm1USlVKMY5pLgNJhBPvHWZtg0y/e3DlVIrzDi3QkqpDaaybiilOsfY1kQpdVYp9VApFWTar2RKykoq7kxUVhWgKrDJ9LqEUmqzqW1opVSZF/ZP6hqSQyn1len4YKXUH0qpAqbNi4EuSqmiCcUjhMjCtNayyCKLLOmyAA7AQ6ATkAPICzQDqpi29wAOmn63AQYDT4CCwFLgxxhlTQB+A1QyY/gQuAOUSGI/VyC/6feSwHngHdPrXMAN4BMgN/CR6XWuBMpaAnyVSF22afie5wfGA2VM72lLIBgoY9ruCDwCOgB5gOnA0RjHfwmUNx1bF3gA1E/h+5BUXR5AR+ALwNeMc5sM+JnaRwXT3/Vt07YCpnNWprb2EXAmhWUlGncmKus64JHCdvQqMBQoYXo/n3/5YmfaXsnUrt4E7ICfgFWWaIPxxJJgXabt7wBtgPnACjPO7WdgtamshqZYKpm2FQNeNv2eG5gGbE5hWYnGnYnKmguMifG6GDAAqAfo539Xc64hpu1fYbyWl8b477UykCfG9sXAsJS0W1lkkSVzL1YPQBZZZMk+C1ALeJjI9h6YElXT6/ymDz61gJeAW0AL0weZB8Cryay/OhACuCXzuJLAWeAz0+tmplhUjH3+xpRAvHDsCiACeGaq2wPjh/a1wA/AY4zJ88vAZuA+8CfQO0YZ44FfTPsHm2JxAUYBd4GbQLNknM8ZoJ3p9z7A4Rfe86dA+QSO3Qx8mtz3ITl1md4PXzPO49+Y543xy4s4H7ABW2Ag8CQlZaXgPcpwZQErAYNpe0iMtuyN8UuYh4AvUCEZ7egxUNP0+yTgpxjbXjO1efs0aINm1YUxAVqRxDnkNx3r8sJ7NSWefXNj/OLgQkrKSs57lFHLMm2/CjRM4N9ZnEQ1nv1iXkMKmtrja4ns3wXYZ267lEUWWbLOIrf+CiHS02UgSin1nVKquVKqYEI7KqVsMSYsIcAVrfUjoB+wAFgGfKm1vqqUGqmU2ppUxaZbydYCE7TWvuYEayo7BPgH44e9n0ybKmHsndMxdj9jWh+L1roH8CMwTWttp7XeY9rU2hRPAdP2VaZ6XgbaA5OUUu4ximqF8cNlQeAP4FeMPRQlAR9goZnnVAxjkns+xrmcjhFvKPBXfOeilMoL1H7hWLPeh+TWZcZ5FMTYu3c6xurTL5allHoIhAFzMH4gT0lZicYdsw1mpLJi0lp3w/glQitTO5ymlHLB2NM2BCgCbAe2KKVyxfc+xaSMt3jnwvilSnyx/IUpOYrn2BS3weTWZQYXIFJrfTnGuljtSCn1iqkdPQWGYexVTUlZicatlJqnlJqX0cqKSSmVHygLXErgPUhUPNeQ14FIoL0y3tp+WSk18IXDLmK81VgIkc1IoiqESDda68cYbzvTGG/numd6tqlYjN3eMH0ovIPxFuG2piQVrfUW4CjGa9ds07opWuuWidWrlFLA98A5Ev6QGV+8UwB7oAbGJPGRaZNdjN+fe2Ta11xHtNYbtdYGjLc+NgBGaK3DtNanMN4uHPNZLj+t9a9a60iMvatFMPaIRGBMcsvEeK4rXkqpnBiT4u+01gEpOJcFGD/Q/pqCY1Oyf2LsYhyfYFla6wIYe+MHYUzwU1JWonG/0AYzTFlmeBfYprXebWpH/8N4O379xA5SSjlg/Pfw5fN/m+bGYoE2mJL9E2OHsWc4wbK01n+b2pEj8DkQQPySKiupv/0ArfWAjFbWC55fY4Lj2WaOF68hThj/fbpgTIDbA+OVUp4xjgk27SOEyGYkURVCpCut9UWtdQ+ttRPGW3hfBmbG2OWo1rqA1tpRa/1GjB7I584DAaYEz1wjMPYadH+h98+ceLXW+g+MvSlfmlaHYHzeNiYHkvfh7WaM318G7mutYx5/A2Nv6XP/xfj9KRCotY6K8Rr+P7GJQyllgzG5eIYxaXvOrHNRSk3H+PfqGOM9TPBYUy9U9ABWyakrgfgXxChvtKms58cnWpaph24B8H0Cg7IkVVZy4s6oZcXnZYztDADTv6mbxG53sZh6xLZg/Hc6+YVYE40lJW1QKdUoxt/9fFL7JxR3jBh2xCivS3LK0lrfB74DNpnu+HhRUmUl92+fEct6aPqZ7C8FEriGPL92+Witn2qtz2D84s0rxqH2xE2khRDZgCSqQgirMfWorMD44SVNKKXcgDFAe631wyR2T4wtxme3wJgsVzH11D5Xhf+/nc0cMRPmf4FCSqmYH/5ewfj8Z6qZ4lyKcdCTdqbes+fOE+O2OtOtfa8R41yUUl8CzTE+K/n4hWPjfR9MvVB2zxdz60qI1rpfjPImaa0fALeJfUtg1UTKsgHyEU8SZkZZZsedUct6XuQLr//FOIDN8+MVUIoE2p1SKjewEeMt6n1f2PxiLK9ifKbzcoyyk90GtdZ+Mf7ulRLYP1ZdidFaN49R3o+mY2yVUuVi7JZYO7IFihI3scOMspITd4YsK8Zt2cm6zTqRa8iZ50XHrOaFwysQ+/Z3IUR2kdqHXGWRRRZZzF0wjvz4KeBkel0KOAQsNr3uQYzBlBIoYzzwg5n1lcB4C/EHyYzTBuMH8YIYR6GsgzFh+Mi0/flotx9j/EA3iMRHu11BjFF/4zsHjCO7fotx1NMqGHtQPeLbH+OATNdjvH4+iIlTAvUvwHjLtF0824pg7K1oZ6p7KrFH4h0FXAGKx3Nsct+HpOrKYVrfDzhg+j1nIn+nKcB+09+pvOlv9HxEXE+Mg2flwJhUzMaYmOVJQVmJxp2JyjoK9Inx2hUIBZoCOTE+f3k1vr+fafsWjIlqnFGqMd6x8BhohPF57h+IPRJvittgCuqyNZUzGWMPbp74Yo6x/yqMz+rmx3gLfswRcd8xvU82pjjXACdTWFaicWeismYDo19Yl4f/H/zOldij9iZ4DTFtP4DxGfvcGJPSu0DTGNsXYRr8SxZZZMlei9UDkEUWWbLPgrE3aw3GHptQ08+FGOcXhRQkqsBoYEcC+35h+uAUEs+yIJE6bICdGEfgDcHYszCa2KPbVgdOYLx17SRQPZHyVpB0ouoEbDXV+RfQL5FzNjtRxdhjpjEOKBTz/Lu8UF6A6Vx8iTFqp+nY8BeOHZ2S98GMunqY6ou5rEikrNwYB9Z6jDGxHxpjWwdTPSHAPWAbpmmQkluWGXHHaoMZpax4zrE1xgGVHmKa7gNoC1zAmLjsx5S8xHNsY9Pf48kLbaFRjH06m8oPxTjHZiFLtMEE4om3rhj/Xl5sR+MTKasQxgQ81FRm5xjbBgPXTNvuYEz4SqekLDPiXkCM61JGKSuec6yMsRc25vXwxfdbJ+MaUhLj9TYE4xclfWNsy4OxB79YYu1BFllkyZqL0vrFOyyEEEIIIYSIn1LqJ2CN1npjGtczGCiltf4sLesRQmRMkqgKIYQQQgghhMhQ4hu1TgghsoUYo9G+qLnW2i9dgxFCCCGEENGkR1UIIYQQQgghRIaSoXtUHR0ddZkyZaxSd2hoKPnz57dK3SJzkbYiQNqBMJ+0FZEQaRvCXNJWRHwyY7s4ceJEoNa6SHzbMnSiWqZMGfz9/a1St6+vL25ublapW2Qu0lYESDsQ5pO2IhIibUOYS9qKiE9mbBdKqRsJbbNJz0CEEEIIIYQQQoikSKIqhBBCCCGEECJDkURVCCGEEEIIIUSGkqGfUc3ovlTK2iGIDGK/tQMQGYK0A2EuaSsiIdI2hLmkrWR+uQoWpMb48Tg4O4NN6vsPcwNHdu6Ms75A6dKpLju18uTJg5OTEzlz5jT7GElUU2GcTO0jyJwPrgvLk3YgzCVtRSRE2oYwl7SVrOHatWvY29tTuHBhlAU6wIKDg7G3t7dAZJaltSYoKIh//vmHsmXLmn2c3PorhBBCCCGEEOksLCzMYklqRqaUonDhwoSFhSXrOElUhRBCCCGEEMIKsnqS+lxKzlMSVSGEEEIIIYQQGYokqkIIIYQQQgghOH78OLa2tqxdu9baoUiiKoQQQgghhBDZXVRUFCNGjKBZs2bWDgWQRFUIIYQQQgghsr05c+bQrl07ihYtau1QAElUhRBCCCGEECJbu3XrFhs2bKB///7WDiWazKMqhBBCCCGEEFb2ZRqMADxOa7P2GzJkCFOnTsXGJuP0Y0qiKoQQQgghhBBWZm5SmZDg4GDs7e3N3n/u3LksXrwYgEePHvHee+8BEBgYyPbt27G1taVNmzapiik1JFFNjWwy75FInJu1AxAZgpu1AxCZhpu1AxAZlpu1AxCZhpu1AxCWsWMHhIZarLgEU9RateJdPXDgQAYOHBhnfY8ePWjZsqVVk1SQRDV1Uvmth8gafH19cXNzs3YYwsqkHQhzSVsRCZG2IcwlbSWLuHgRKlSwWHHJ7VHN6FKdqCqlSgHfA8UADSzSWs96YR83YBNwzbRqvdbaJ7V1CyGEEEIIIYSwnBUrVlg7BMAyPaqRwKda65NKKXvghFJqt9b6wgv7+WmtW1qgPiGEEEIIIYQQWViqh3XSWt/WWp80/R4MXARKprZcIYQQQgghhBDZk0WfUVVKlQGqA7/Hs7meUuo08C8wTGt93pJ1CyGEEEIIIZKmtWbChAlcvHgRGxubZC316tWjY8eO1j4FkQ0obaEBgZRSdsB+YKLWev0L2xwAg9Y6RCnlBczSWpdLoJw+QB+AYsWK1Vy1apVF4kuukJAQ7OzsrFK3yFykrQiQdiDMJ21FJETahjBXatvKmjVr2LNnD++++y4GgwGttVk/DQYDa9eupX///jRp0sSCZ5Q9vfTSSzg7O1usvKioKHLkyGGx8iztzz//5NGjR7HWNWnS5ITWOt5hiS2SqCqlcgJbgV+11jPM2P86UEtrHZjYfrVq1dL+/v6pji8lZDQ1YS5pKwKkHQjzSVsRCZG2kXVcvXqVZcuWMXz4cF566SWLl59UW7l69SolSpQgb968cbbt2rWL7t27c+zYMUqVKpXsuk+dOkWzZs1Yt24djRo1Svbx4v9dvHiRCtlo1N/4zlcplWCimupnVJVSClgKXEwoSVVKFTfth1KqjqneoNTWLYQQQgghREZy/PhxGjZsyB9//EG1atU4dOhQutUdGhrKkCFDqFatGrVq1eLMmTOxtv/1119069aN1atXpyhJBahWrRo//vgj7du35+LFi5YIW4h4pTpRBRoA3QB3pdQp0+KllOqnlOpn2qc9cM70jOps4D1tqXuOhRCp8vjxY2bPns3t27etHYoQQgiRqW3dupUWLVqwYMECtm3bxqxZs2jXrh3jxo0jMjIyTev29fWlSpUqBAYGcu3aNUaMGEHTpk2ZOXMmBoOBkJAQ2rRpwxdffMGbb76Zqro8PT2ZPn06Xl5e8vkhi9i0aRNVqlSJ/pLj4MGD1g4p9YMpaa0PAiqJfb4Fvk1tXcJ6Hj9+zPXr17l27RrXr18nd+7cuLi4UK5cOUqWLImNjSW+8xDp7Y8//qBjx46UKVOGCRMmMG7cOPr375+hn28QQgghzBEeHk6OHDmwtbXo2KEJWrBgAT4+PmzdupU6deoA4O3tTe3atenevTtvvvkmH3zwAQULFqRAgQLRP+3t7bGzsyN37tyYbkA0W3h4OOfPn2fJkiVs3ryZ+fPn06pVKwDef/99GjRoQNeuXdm5cyd58uShTp06DBgwwCLn+/777/P333/TokULdu/eTeHChS1SrrCOpk2b4u3tjVKKM2fO0LFjRwICAqwak8UGU0oLGf4Z1Z+SdzHJjI5egXdmwuOnULYIlCkCpR0hPAIu34Erd+DRU3itKLgUB5cSUK74///uaA/JvOZme/dDYO95+OM6DGsBhdJgXA2tYeFeGLsWZr8PnerDhX+g/3IIDYcFvaDWq5avVwghhEgvHWfDf49gx2eQL3fa1HH7Aey7AFv+gBPXjHW9VizufgYDLN4Hv/8FD0KNy8NQePgEgsMgJAwMGuxyg31esM8DdnmMP+3z/v96u9yQPzdcDzR+Trh8x/gZzL0SfNkOCuSPW3dEJEzYCMf/gg2fQJ5cljt/rWH0avj5CPzyEdR+zXJlZwcXXXZQoaxj2ldUON5HQBN05MgRevXqZfFbu5P7jKokqgmQAQ2MvW1vv/02S5YsoWXLlgl+yxccHMyVK1e4cuUKly9f5vLly9G/GwyG6J5XFxeX6N/LlSuXJoMLWIMl2kpgYCCzZ89m165dXLhwgUaNGmFra0uOHDlYt25dsr9hfe78+fNs3LiRXLly4ejoiKOjI4UKFeLbb7/lwoUL/PLLL7i4uETvr7Xm+++/Z8SIEVSuXJmKFSvi6uqKq6sr5cuXp2TJkimOJauTa4Ywl7QVkRBpG5Zz5MgROnbsSKNGjXj48GH0/4Wpdf/+ffbv389vv/3G3r17uXPnDm5ubri7u9O5c2cKFSqU4rKfPXtGcHAwISEhSf588uQJ7733HpUrV453wKT0tn79evr164ePjw99+/aVzwpmymiDKW3YsIFRo0Zx9+5dtm3bRr169SwWGyQ/UU2feyFEqgQEBPD48ePo20hSQmvNpUuXKFCgAMWLF09y/wsXLuDl5cW8efOibyFJiL29PTVq1KBGjRpxtgUFBcVKXjds2BCd1NrZ2VGvXj1atGiBl5cXL7/8corPL7MbO3Ys//33H5MnT6Z+/frkzp2b8PBw6tWrx6JFi+jbt6/ZZT169IhVq1axbNkybt68SceOHbG1teX8+fMEBgYSGBhI7dq1OXr0aJz/3JRSdO/endatW3P48GEuXbrEmTNn+OWXX7h48SIRERFUqVKFqlWrRv+sVKlShvhPUgghhADjZ57hw4czYcIEunbtSvv27enatSs///xzsh9tCQ0Nxc/Pj99++43ffvuNy5cvU79+fZo2bcrKlSupVq2axR6XyZUrF4ULFzbrFlpfX19q165tkXot4Z133qFy5cq0b9+eQ4cOsWDBAvLnj6d7VyQulQl+vClqMjol27ZtS9u2bTlw4ABjx45lz549qYontSRRzeDWr18f/c3UqFGjGDJkiFnfUmmtuXDhAvv378fX15f9+/eTN29egoODGThwIMOHD0/wG5c///yTZs2a8b///Y927dqlKv7ChQtTr169ON/IaK25desWvr6+bN26lc8++4yyZcvi7u5OsWLFop/dKFSoEA0aNLDIt6AZ1b1791i1ahWXLl2iaNGi0etz587Nzz//TMOGDWnUqBEVK1ZMsAyDwcC+fftYvnw5W7duxcPDg3HjxtGsWbMUPZtToEABvLy88PLyirX+v//+48yZM5w+fZr9+/cze/ZsLl++TJkyZWIlr1WrVk2y9zU8PJzly5czffp06tSpw4oVK8idO43uzRJCCJGlLF++nBw5cvD+++/H2bZ582YeP35Mt27dyJEjB6tWraJly5b06dOHxYsXJzquRnh4OL///nt0j+kff/xBzZo1cXd3Z+bMmdSpUydLfyZJDRcXF44ePcoHH3xAv379WLlypbVDynxSeadrcntU586dy+LFiwHYvn17dKfRm2++ydWrVwkMDMTRMR1uTU6AJKoZlMFgYPz48Xz33Xfs2LGDwoUL0759e44ePcrSpUvjTPJsMBi4cOECvr6++Pr6cuDAAezt7WncuDEtW7Zk+vTplC5dmhs3bvD555/j6urK+PHj6dWrF7a2thgMBu7du8dff/1F586dGTduHF26dEmz81NK4eTkRNeuXenatSuRkZEcPnyYgwcPcvv2bS5evMiDBw+4dOkSbm5uzJ07N81isbb58+fTvn37WEnqc66urkyePJn33nuPY8eOkSdPnljbr1+/zooVK1ixYgUFChSgZ8+ezJw5M80uKsWKFcPT0xNPT8/odc+ePSMgIIDTp09z5swZZs2axZkzZ+LtfX2ebC9ZsoRp06bx+uuvs2zZMmbPnk2rVq1Yv369THYvhBAiQVprJk2axLJlywgPD8fW1pbOnTtHb4+MjGTEiBF888030T2defLkYePGjTRr1ow+ffrg7e0d3XNZuHBhrl+/Ht1jeuTIEcqXL4+7uztjx46lYcOG5MuXz1qnm+nky5eP6dOnU61aNQwGgwy2mcENHDiQgQMHAsaOKq01SilOnjxJeHi41QfIkkQ1A3r8+DFdu3bl4cOHHDt2jGLFjE/lHzp0iIEDB1K3bl3WrVvHs2fPontL9+/fT8GCBWncuDFt2rThm2++iXd+rNKlS7Ny5Ur8/f0ZNmwYEyZMAIw9ZQUKFKBkyZKMHDmS3r17p+s529ra8uabb8YZLv3BgwdUqlSJLl26UL9+/XSNKT2EhYUxb9489u3bl+A+H3zwAb/++iufffYZs2fP5unTp6xfv55ly5Zx+vRpOnXqxIYNG6hevXo6Rv7/cuXKRZUqVahSpUqs9TF7X/ft28esWbO4fPkyuXPnpnHjxmzYsIFatYyPJDRo0IB+/frh4eHBtm3brH5hFEIIS4mIiGDevHk4Ozvj5eUlz+6lgtaaYcOGsXv3bg4ePMj9+/dp2rQpdnZ2eHt7A7B06VJKlizJ22+/HetYOzs7tm3bxujRo1m0aBFBQUHRS4kSJWjatCkDBgxg9erVFChQwBqnl2U4OTlRpEiR6N5okTmsW7eO77//npw5c5I3b15Wr15t/euV1jrDLjVr1tTWsm/fPouU8/TpU33+/Hm9efNmPWPGDD1s2DB9+fLlBPf/448/tKurqx4wYIAODw+Pd5/FixfrPHny6HLlyunevXvrH374Qd+8eTPZsRkMBn327Fl948aNBOvKCNasWaMrVKigw8LCrB1KvFLTVhYvXqy9vLyS3O/+/fv6lVde0R06dNAFCxbUb7/9tl69erV++vRpiuu2hvDwcH379u14txkMBj18+HBdsWJF/c8//6RzZKlnqWuGyPqkrSTs33//1Xv37tW3bt3SBoPB2uEkKTQ0VF+8eFGHhITEuz0gIEDXqlVLe3h4aFdXV+3p6anPnj2bYHnSNhIWERGhe/bsqd944w0dFBQUvf7YsWO6SJEies+ePTo4OFiXKFFC+/v7WzHS9JHR28rgwYP15MmTrR1GhnfhwgWLlvf48WOLlmdp8Z0v4K8TyAWlR9UCQkJC+Ouvv/jrr7/4888/Yy13797llVdewdnZGWdnZ/LkyUO9evUYM2YMH330UfRtKQaDgRkzZjB16lRmzpyZ6G23H374IT169Ej1vGBKKSpXrpyqMtJD+/btWblyJVOmTGHcuHHWDsdiDAYDX3/9NfPmzUty34IFC7J27Vp+++03ZsyYgZOTUzpEaHm5cuVKcDAvpRTTpk2jcOHCNGnShLNnz8ozq0JkI4GBgTRq1IjChQtz7do1wsLCokccf764urpG/1+aHsLDw7lx40asecRj/nz06BElS5bkwYMHdOjQgV69ekUPfDh//nzGjRuHj48P/fr1IzIykgULFuDu7k67du3w8fGhSJEi6XIemV14eDidO3cmODiYPXv2xBqkp3bt2vzyyy+0b9+epk2b4ubmJr14GYCHhwezZ89m5MiR1g5FZGKSqKbQgQMHGDNmDH/++SePHj3i1VdfjU5Gq1evTocOHXB2dqZUqVJxEso+ffrQq1cvfvnlF5YvX46dnR3du3cnLCyMY8eOUbZs2STrT6/JqzMCpRTz5s2Lfl8TG1QoM9mxYwd58+Y1eyqC2rVrZ6gR/tLKiBEj2L9/P0uWLIl+bkIIkbWFh4fzzjvv0KFDByZPngwYpwG5dOkSAQEBXLp0iZUrVxIQEMD169dxcnKKlcTWrFkz3pHnzWUwGDh69Ci//vorV69ejU5G7927h5OTE2XLlqVMmTKULVuWVq1aRb8uXrw4NjY23Lp1i++//56uXbuSO3duihQpQkhICAcPHsTV1RWAnDlzMnjwYLp06YKPjw/Vq1fn8OHDvPLKKxZ5D1MqPDycCRMmsH79evLnz4+9vX304uDgEOv1i0uRIkViTXGWFkJCQmjTpg0FCxZky5Yt8X6B2bhxY1asWEG3bt04ceJEmsYjzOPm5kaXLl14+vSpzAwgUiz7ZDsW5uzszFdffYWzszMlSpRI1sPizs7O+Pr6Mm/ePBo0aICNjQ2DBw9m1KhR2SoBTQ4nJyfGjx9P79698fPzyxIP53/99dd8+umn1r//PwOaMGECrVq1omfPnjKIhRBZnNaavn374ujoyMSJE6PXFypUKN5R4yMiIrh69SoBAQEEBARw5MgRPv/8cxYsWEDbtm0TrOP8+fPY2NhgZ2eHvb09dnZ2+Pv7s2bNGtauXYuDgwPe3t54eHhEJ6UlS5Y0a+qRkiVLMmrUKEaOHImfnx8BAQH07NmTnDlzxtm3UKFCzJw5k5UDGG8AACAASURBVFKlStGiRQsOHjxotXnFjx8/To8ePXBxceGHH34gIiKC4ODgeJe7d+/GWXflyhUmTpxInz590iS+oKAgWrRoQeXKlVm4cGGif4sWLVpw7949i00VI1LHwcGBqlWr4ufnR7NmzawdjsikJCtKoZdffjlV837a2NgwaNAgWrVqRUhICJUqVbJgdFlT//79+fHHH1m4cCH9+/e3djipcvLkSa5cuULHjh2tHUqGVLNmTd544w3mz5/Pp59+au1whBBpaNq0aZw9e5YDBw6Y9SVkzpw5cXV1xdXVldatWwPg7+9P8+bNKV26dJyeVa01o0aN4rvvvqNAgQKEhIQQHBxMSEgIrq6udOjQgZ07d1rk/2GlVLwDA8Zn6NChXL9+nXbt2rF9+/Z0nfIkLCyM8ePHs3z5cmbNmsW7776boi9NL1++TMOGDalUqRINGjSwaIz//vsvzZo1w8vLi6lTp5oVnySpGYuHhwe7d+9O00R1zpw5HD16lL59+9KoUSP58j+LUTqV8/WkpVq1aml/f3+r1O3r65vkLZn79+9Pn2BEtOvXrzNkyBBGjRpF3bp1rR1Oij3vjX/vvfesHUqGdfXqVT799FN+/PFH6VUVIhN6/PgxDg4Oie5z4MABZs+ezfz581P9vOb+/fv59ttvmTdvXnRZBoOBOXPmcP78eaZPnx6r51KbpmGwpqioKL744gvs7OwYOXJkquLRWnP27Fl8fX0pX748TZo0idOjGxkZyd69e1m5ciWvvvoqQ4YMoVChQqk6h99//51p06Yxf/78eKdZS4lbt24xbNgwWrZsmaZT5Ym0dfbsWWbNmsWSJUvSpPx169axbt062rRpw5YtW8iZMydt27bFw8Mj09xu7ODggLOzc5rXk5y5VdPSxYsXqVChQqx1SqkTWuta8R6Q0ChLGWHJCqP+Css7fPiwLlKkiN6yZYu1Q9FaJ7+tBAcHa3t7e33//v20CSgL6dy5s/7qq6+sHYZZ5JohzJUd2srGjRu1ra2t9vT01EePHo2z/fr163rAgAG6cOHCFh2hddKkSbpGjRo6JCRER0ZG6p49e+oGDRrohw8fWqwOSwsJCdG1a9fW48aNS1Hb+Oeff/SkSZN0uXLldIUKFfSXX36pPT09dYkSJbSPj4/+77//dHh4uF60aJEuW7asbty4sd69e7dFR1WeOnWqrlmzpn7y5Emqyzp9+rR++eWX9YIFCywQWdaVGa4jz5490w4ODvq///6zeNmLFy/Wr7zyir5+/brW2jhzwO7du3Xr1q21g4ODrlKlim7ZsqUeMGCAnjx5cqKjbVuTjPoro/6KLKZevXps3bqVVq1asXDhQtq0aWPtkJJl165dvPHGGxQsWNDaoWR448aNo0GDBgwYMEDeLyEyiT179tC7d28OHDjAmTNnaN++PdWqVcPHx4f8+fMzZcoUNm3aRO/evTl//nz0XOGWMHLkSAICAnj//ffJmTMngYGB/Prrr7FGic1o8ufPz5YtW2jQoAEzZszA1tYWbbrbLamfYBxcsWPHjqxcuZI6depE98qeO3eO2bNn4+rqSt68ealSpQrfffcdjRo1svg5DB8+nFOnTtGnTx++//77FPcMHz58mLZt2zJ79mzeffddC0cp0lvOnDlp3Lgxe/fupVOnThYr98cff2T8+PHs27eP0qVLA8bb7j08PPDw8OD+/ftcv36dv//+m5s3b3Lt2jWaNGnCN998Q9euXS0Wh9aaZ8+eZZkZCn788UemTp2K1hp7e3vmz59P1apVrRtUQhlsRlikR1Uk5sSJE7pYsWL6l19+SZPyo6KidGhoaJL7JbetdOvWTX/77bcpjCr76dWrl/7888+tHUaS5JohzJWV28qhQ4d0kSJF9IEDB6LXPX36VM+aNUsXL15cOzo66vHjx8eaB9PSwsLC9JtvvqlbtmyZqeaaDg8P15s2bdJBQUE6KChI379/X9+/f18/ePBAP3jwQD98+FA/fPhQP3r0SD969Eg/fvxYP378WD979izRcu/du5cuvUmhoaG6evXqeurUqSk6fufOndrR0VFv377dwpFlTZnlOjJ79mzdq1cvi5QVGRmpV69erYsXL67PnTuXrGPPnj2rnZ2d9ZAhQ5L8NxNfvbdu3dLHjh3T33//vR46dKh2d3fXhQoV0gULFkxwfnhzZKQe1UOHDkXf7bd9+3Zdp04dS4UVTXpURbZRo0YNfv31V95++22ioqKS/e2rTuD5JK01u3fvZtSoUeTLlw8/Pz9LhUxkZCTbtm2LNbKlSNzYsWOpWbMmH330kcw5KISFRUZGcvfuXfLmzUu+fPnIlStXinvD/vjjD9q2bcvKlStj9drlyZOHjz76iD59+qC1TvNnx3Lnzs1vv/2GjY2N1Z9BTY5cuXLh4OCQ6mdGX+To6Iijo6NFy4xPvnz52LRpEw0aNKBkyZJmP1saGRnJ6tWr+eSTT9iwYQMNGzZM40hFevL09GT69OlmPxOutea///7j8uXLcZarV6/i5OTEtm3bkj34WeXKlTl27BhdunShWbNmrFmzhiJFihAaGsqtW7fiXf755x9u3brF3bt3KViwICVLlqRcuXJUr16d4cOHU61aNaZMmcLkyZOZNWtWSt+iNGMwGHj48CF2dnZmDdZWv3796N/feOMN/vnnn7QMzyySqIpMrWrVquzatYu33nqLiIgIs2/p2LBhA927d8fd3Z3mzZvTvHlzXnnlFY4dO8bIkSO5desW48aNo0+fPgQHB1vsIXQ/Pz/Kli1LqVKlLFJedlCmTBnee+89pkyZwtdff23tcITIEqKioli9ejXjx4/n4cOHREREEBoaisFgIF++fHGW/PnzJ7o+d+7c0QPqvPXWW/HWmSdPnnQ7Pxn91TpKlSrFjh07cHd3x9HRMd628PDhQ3bt2sXvv//OsWPH+OOPPyhbtiy7du2iWrVqVohapCVXV1cMBgOXL1+OnlMYjNNMnTp1Kk4yeuXKFfLkyUO5cuVwcXHBxcWFbt264eLiwmuvvZaqwRWfz8U7btw4XFxc0FoTHh5OyZIlYy2vvvoqjRo1in5dokSJBBO9UaNGUbFiRYYNG5ZhPttFRERw79497t27R548eVL05eDSpUtp3rx5GkSXPJKoikzv9ddfZ8+ePXh6ehIZGUmPHj0S3T88PJxhw4axbNkynj17xvbt2xkzZgwODg48e/aMcePG0bNnT2xtbVm8eDF+fn54eXlZJNaNGzdmumdqM4LPP/+cypUrM2TIkAzzH4EQmZHBYGDDhg188cUXODg4MH/+fNzd3aN7OiIiInj69ClPnjyJXkJDQ2O9fnH9w4cPefLkCfPnz5frm6BSpUps2LCBNm3asHXrVurUqQMY29bChQuZMGECderUoV69eowfP55atWpZbR5ZkfaUUnh6erJ79+7oRPXw4cP07t0bpRSVK1fGxcWFFi1a8Mknn1CuXLk0HZMiR44cfPXVV/Tt25f8+fNTsGDBVN15UaxYMfr27cuECRNYtGhR6gP8KXV3gTzvVnnZtADgmrwZXvbt28fSpUs5ePBgqmKxBElURZZQsWJF9u7di4eHB5GRkXz44YcJ7vvtt99SoUIF2rdvD0Dnzp2Jiori7NmzuLi4xPq2rkmTJuzbt88iiarWmk2bNrF169ZUl5XdlChRgj59+uDj48PixYutHY4QmVJgYCCtWrXi2bNnTJ8+nebNm8f5gJYzZ05y5syZ5LQyQiSmfv36LF26lNatW+Pr68u1a9cYOnQoL7/8Mnv27OH111+3dogiHXl6erJmzRq6devGqFGj2LhxI7NmzaJ9+/ZWuz3fkl96Dxs2DBcXFz777LPUTzXTOfnThkZFRXH79m0CAwN56aWXcHJyijM1VULmzp0b/blq+/btBAYG8uGHH7Jjxw4KFy6c7FgsLemZtc2glHpbKXVJKfWnUmpkPNtzK6VWm7b/rpQqY4l6hYipfPny7Nu3Dx8fH+bPnx/vPkFBQUyZMoXp06fHWp8jRw6qVasW55YSd3d3fvvtN4vEd/r0aXLkyGGRSeWzo88++4yNGzdy+fJla4ciRKYTFBSEh4cHb775Jv7+/nh5eWWq5zdF5tOqVSsmTpxIzZo1+fjjj5k6dSq7d++WJDUbatq0KXv37qVSpUpERUVx/vx5OnTokGWuQYUKFeLjjz9m/PjxcbZprQkMDEyTep+Xfe7cOSIiIqhYsSKOjo5mJ6kAAwcO5NSpU5w6dYrIyEjeeecdVq5ciYuLS5rEnFyp7lFVSuUA5gKewD/AcaXUZq31hRi7fQA80Fo7K6XeA6YCMu64sLhy5crh6+uLu7s7kZGRDB48ONZ2Hx8fOnToEGey4YTUqVOHy5cv8+DBg1TfirJp0ybatGmTZS7M6a1gwYIMHTqUsWPHsnr1amuHI0SmERQURNOmTXn77beZPHmyXINEuunVqxevv/46VatWNWswF5E1FStWjI8//pi33norTaZHygiGDBmCs7Mz586do3LlygBcuXKFwYMH4+fnx/Xr1y06IKTBYODPP/8kKiqK1157DTs7O8D4eFtK+fj4EBQUxIABAwDj1Ff+/v4WiTelLHHrbx3gT631VQCl1CqgNRAzUW0NjDf9vhb4VimlTEMSJ8hgMBAcHGyBEJPvyZMnVqtbpE6RIkXYunUrLVu2JCQkhEGDBgHGC8YPP/zA8ePHk/W3rVOnDjt37qRly5bxbje3raxbt45p06ZJu0qFnj17Uq1aNfz8/DLcoBtyzRDmSs+2EhQURKtWrWjatCmjR48mJCQkXeoVKZMVryPly5cnPDw8VR+gRVyZra2MGDECIFPFnFwfffQRo0aNYunSpcyYMYPFixczZMgQihQpwtdff82YMWPiHGMwGIiKikpWPVprrl27ho2NDa+++ipKqegyUlLecwsXLmThwoWx1qW0rIQkN7dTSeSKSRegVHvgba31h6bX3YC6WutBMfY5Z9rnH9Prv0z7xOkLV0r1AfqYXtZMVXBCCCGEEEIIkQHt2LEjXaaPyigCAwPjG034hNa6Vnz7Z7jBlLTWi4BFADVq1ND79++3Shx+fn5Z9vaE7OTff/+lRYsW1KxZkyNHjnDixIlkT5Hg7+/PoEGDOHr0aLzbzWkr8+fP58yZMwk+OyvM9+zZM2rWrMn8+fMz1Hx7cs0Q5kqLtnL79m3mzp3LiRMnuHTpEmFhYbi4uODt7c0nn3wit/tmEnIdEeaStpIxHThwgMjISNzd3WOt79atG/Xq1Yu+rfa5v//+m/Lly5td/q1btwgNDcXZ2Rkbm7hDDYWEhETfBpwRBQQE8Pjx41jrEhu8zxKJ6i0g5tBZTqZ18e3zj1LKFngJCEqqYBsbG4vNX5lc+fLls1rdwnJcXV3x8/OjRYsWzJgxI0XPBzRq1Ihbt24RFhYW7/HmtJWdO3fy8ccfS5uykK+++ooJEyZw6NChDPMBXK4ZwlyWbCuBgYFMmTKFZcuW0bNnT8aPH0/58uUpWbJkhvm3Icwn1xFhLmkrGVOLFi3iXf/555/zzjvvMHTo0FiDHdnY2Jg97/Pt27cJDg7G1dUVW9v4U7jklGcNyc3tLDHq73GgnFKqrFIqF/AesPmFfTYD3U2/twd+S+r5VCEspUSJEpw8eTJ6OprksrW1pVGjRvj6+qbo+Pv373PixAk8PT1TdLyIq1OnTgQHB8tUPyLbevToEV988QWurq48efKEc+fO8fXXX+Ph4YGTk5MkqUIIkYHUqlWLcuXK8fPPPyfruLCwMG7fvs2FCxcICgqiXLlyCSapWVGqE1WtdSQwCPgVuAis0VqfV0r5KKW8TbstBQorpf4EhgJxprARIiNr0qRJsqep0Vqze/duvL298fLyijP1jUi5HDlyMHHiRMaMGYPBYLB2OEKkm9DQUKZMmYKzszM3b97E39+fefPm8fLLLyd9sBBCCKsZMWIE06ZNS/JzS8zk9NKlSzx79oxSpUpRqVKlbDd6tkXmUdVab9dau2itX9NaTzSt+0Jrvdn0e5jWuoPW2llrXef5CMFCZBbu7u7s27fPrH0NBgMbNmygTp06DBkyhH79+rFy5co0jjD7adWqFXZ2dsn+dlKIzCg8PJzZs2fj7OzMyZMn8fPzY/ny5ZQtW9baoQkhhDCDp6cnuXLlYtu2bXG2hYeHRyenAQEBPHv2DCcnJ6pUqULp0qWxt7fPlnfKZJ++YyFSoUqVKty7d49///03wZ6LyMhIVq1axeTJk8mbNy9jxoyhdevW8T7sLlJPKcWkSZPo1asXHTp0yHbfMoqMwWAwcOnSJQ4fPszhw4e5ceMGZcuWpVy5cpQrVw4XFxcqVqyY4g8YkZGRrFixAh8fH6pUqcL27dupXr26hc9CCCFEWlNKMWLECKZOnUqrVq24du0ajx494sKFCzx79oyCBQvi5ORktaQ0ICCAnj17cvLkSSZOnMiwYcPSPYYXySdoIcxgY2ODm5tbvL2qz549Y8GCBbi4uLBkyRJmzpzJ8ePHadu2rSSpaczNzS36fRcipcLCwtixYwehoaFJ7hsaGsq+ffuYOHEiLVq0wNHRkRYtWrBv3z5q1qzJsGHDqFGjBnfu3GHZsmV4eXnh5eXFnTt34i3PYDCwdetWdu7cya1bt3g+fIPBYOCnn36iQoUK/PTTT6xevZqtW7dKkiqEEJlYu3btuH37NlWqVKFu3bpERkbi5ORE1apVKV26NA4ODlbrOS1UqBCzZ8/OEAnqc9KjKoSZmjRpwr59++jSpQtgHAJ84cKFTJkyhbp167Jy5UoaNGhg5Sizn0mTJtGyZUu6d+9O/vz5rR2OyGQiIiJ49913CQgI4O7du7Ru3Zru3bvTuHFjlFL8/fff0b2lhw8fJiAggKpVq1K/fn0++OADlixZQokSJRIt38fHh+rVq7No0SJatWoVvW3fvn0MHz4crTUFChTg7NmzREZG8vrrrxMUFISdnR0LFiygadOm6fFWCCGESGO2trasWrWKR48e4ebmxpUrVxKdniU9FS1alKJFi8Z7a7K1SKIqhJmaNGnCjBkzuH//PnPmzOHbb7/F3d2dyZMn8+GHH1o7vGyrRo0aNGzYkDlz5jBypIzTJsxnMBjo2bMnUVFRnDt3jqCgIH766Sc+/vhjHj58SFRUFJGRkdSvX5/69evTqVMnatSokay5mHPmzMmECRN466236NatG9u3b6dq1apMnz6dixcvMnnyZDp27Bj9Dfp///3H2bNnUUrh7u6eLZ9JEkKIrKx27drWDiHTkERVCDNVrFgxepLltm3bcujQIVxcXFI8bY2wnAkTJtCwYUP69u1LwYIFrR2OyAS01gwaNIibN2+yc+dOcubMSfHixRk6dCiffPIJ58+fJ2/evLz66qsWSRYbNmzIqVOnGDRoEKNGjWLcuHGsX7+e3Llzx9qvWLFiFCtWLNX1CSGEyHz2799v8TIbN25s8TLTiySqQphJKcXatWspXbo0r7zyirXDETG4urrSunVrpk2bxuTJk60djtl69uzJ4MGDqVGjhrVDyXZGjx7N8ePH2bt3L3nz5o21TSlF5cqVLV7nSy+9xMqVK/H19cXNzc3i5QshhMjcUptUBgcHY29vb/b+c+fOZfHixQBs3749w011pp4P3JAR1apVS/v7+1ulbnM+SKTFtx5CiJS5e/cuH374IcuXL6dw4cLWDidJN27coFevXri4uDB37lwZeCudBAYG8vPPP3PixAlmzpxJgQIFrB2SEEKIbMrBwQFnZ+c0ryc5yev48eOxs7NLk0GVLl68SIUKFWKtU0qd0FrXim9/6VFNhczclS4sR3pHMo6jR4+yd+9e5s6dm+51J7cdjB49miFDhnDw4EGuXbtGr1690i64bE5rzZEjR5gzZw47d+6kc+fOHDlyhOLFi1slHrlmiIRI2xDmkraSNVy8eDFZSWRSktujGtOdO3eoVasWjx8/xsbGhpkzZ3LhwgWrDvYkiaoQIssYNWoU5cuX59NPP+XVV1+1djgJMhgMrFy5ku3bt9OpUydatGhB27Zt5fnaNHDnzh28vb25f/8+gwYNYv78+dKLKoQQQrygePHi/PPPP9YOIxa510wIkWU4OjoyePBgxo0bZ+1QEuXr64ujoyOvv/46NWvWpE2bNnzxxRfWDitLGjx4MA0bNuTy5csMGTJEklQhhBAik5BEVQiRpQwdOpRdu3Zx9uxZa4eSoO+//573338/+vXEiRNZs2YNp0+ftmJUWc/GjRs5ffo0EydOlGeAhRBCiExG/ucWQmQp9vb2jBw5kjFjxlg1jrNnzxIeHh5nfWhoKBs3bqRTp07R6woXLoyPjw+DBg0iIw9wl5k8evSIQYMGsXjx4jij+gohhBAi45NEVQiR5fTv359Tp05x+PBhq9S/a9cuatasSf/+/eMknhs2bKBBgwZxBvL58MMPefr0KQsXLpRk1QJGjhyJl5eXDHonhBBCZFKSqAohspw8efIwfvx4qzz36e/vT9euXdmyZQvHjh1j0aJFsba/eNvvczly5GDx4sXMmDGDOnXqsGrVKiIiItIr7CzFz8+PzZs3M23aNGuHIoQQQogUkkRVCJEldenSBX9/f+7evZtudV65coVWrVqxZMkS3nrrLTZs2MDYsWM5evQoALdu3cLf3x9vb+94j69evToBAQGMHTuWBQsW8Nprr/G///2PZ8+epSoug8FA165duXDhQrKOW7NmDR988AF37txJVf3h4eGEhYUluD0qKooff/yRRYsWcfv27VTVFRYWRu/evZkzZ44MnCSEEEJkYjI9jRAiS8qdOzeenp5s376dHj16pHl99+/fp1evXkyYMCE6ES1XrhxLliyhQ4cO+Pv789NPP9GuXbtEn5m0sbHB29sbb29vTpw4wdixY9m8eTPr1q2jSJEiKYrtwIED7Nixg0OHDiVr/tCvv/6aEiVK8PrrrzNu3Dj69+9Pjhw5kl1/586d8fX1pU+fPgwYMIBSpUoBxgR6/fr1jB07liJFiuDk5MTIkSMpV64c3t7eeHh4oJTiyZMnZi/Xrl2jYsWKvPPOO8mOUwghhMhuevXqxdatWylatCjnzp2zdjixSKIqhMiyvL292bBhQ5onqo8ePeKzzz6jV69efPjhh3Fi8Pf3p2PHjgQFBTF//nyzy61ZsyZbt25l7Nix1K1bly1btlCpUqVkx7ds2TLGjh3L48ePadmyJfv37yd//vyJHnPp0iVu3LjBoUOHuHTpEgMHDmT58uXMmzePunXrml33zp07OXXqFPv372fJkiVUrVoVDw8PmjdvzrfffgvAzJkzadasGUopIiIiOHDgAJs3b6Z///7Y2tqSL1++BBc7OzuKFi0aa52Hh0ey3yMhhBAiO+rRoweDBg2K97Eka1MZedCOWrVqaX9/f6vU7evri5ubW+I7/aTSJRYhRMoEBcOrn8B/8yBPrrSpIzwC3p4KlZxgTndQ8VwWogzQ6n8Q8C/8OQNSMlPKSj/49CdY0Re8qpl/3KMnUPpjuPI1ONpDr0UQFAIbPoEcicQx9hcICYNvuhlfaw0/HYbhP0GrGjCpIxS2T7zu8AioPAJmdoMW1Y3rgp/Cd36w/RR84Abv1I7/PRNCCCGyuosuO6hQ1jHtKypcK9HN169fp2XLlmneo3rx4kUqVKgQa51S6oTWOt4ApUc1NTpn3CRfpB+zvtQQVlEYqPZTY34rOgIvLy+Llx8VFUW3Tp1wrKRp268fqmnTePfLAazyfszNmzexSUGPKEC3zuD8/hHatWvH8BLDGTJkCMqMDG/1okV4NN9FkX5rAVjUMQIvLy8+PurKnDlz4i3DYDDww5jXWLduHdSoAYACunSBFhMfMnbsWCqN+4WJEyfSs2fPBOco/XrSJCrW/Z0W0zdFr7MHBn0Ag5L/FmQZcs0QCZG2IcwlbSWLuHgRCldIej8zBQcHY2+fxLfImUiqElWl1HSgFfAM+AvoqbV+GM9+14FgIAqITChrFkIIS/P29mbz5s0WT1S11nz88cfcu3ePHTt2RA+YlBAHB4cU3bYbU7169Thy5Aje3t5cuHCBuXPnkitX4l3Fy5YtizX6cc6cOVm7di2NGjVi7ty5DBoUN2U8dOgQ+fLlo3r16nG2FShQgDlz5tCzZ08GDBjA0qVLmT9/PlWrVo21340bN5gxYwbHjx9P4dkKIYQQ2cv+/fstXmZmnqYttT2qu4FRWutIpdRUYBQwIoF9m2itA1NZnxBCJIu3tzdubm7MmzcvwZ6/lJg0aRIHDx5k//795MmTx2LlJqV06dIcOnSILl260KxZM9auXYujY/y3DZ0/f56bN2/SrFmzWOtfeuklNmzYQN26dWnZsiVlypSJtX3lypV069Yt0R7bGjVqcPjwYZYuXUqzZs3o1KkTPj4+ODg4ADB06FA++ugjypYtm7oTFkIIIbKJ1CaVWa1HNVWf2rTWu7TWkaaXRwGn1IckhBCWU65cORwcHDh58qTFylyyZAlLly5lx44dvPTSSxYr11x2dnasX7+eunXrUrdu3QSnnVm2bBndu3fH1jbud5KvvfYan376KQMHDiTmWAVhYWGsW7eOLl26JBmHjY0NvXv35vz584SEhFChQgV+/vlnfv31V06fPs1nn32W8pMUQgghRLZmscGUlFJbgNVa6x/i2XYNeABoYKHWelEi5fQB+gAUK1as5qpVqywSX3KFhIRgZ2dnlbpF5iJtJeNbuHAhOXPmpFevXqku69ChQ8yYMYOZM2dGT7MC1msHO3fuZOHChYwaNYo6depEr4+IiODdd99l9uzZODnF/x1iREQEvXv3pmfPntHf4u7fv59NmzYxY8aMZMdy/vx5vvnmG/7++2++/PJL6tWrl7KTyuLkmiESIm1DmEvaStbw0ksv4ezsbLHyoqKikj2NXM+ePTl48CBBQUEULVqU0aNHp9kIEDxT2AAAGK5JREFUwH/++SePHj2Kta5JkyYJDqaE1jrRBdgDnItnaR1jnzHABkyJbzxllDT9LAqcBt5Mql6tNTVr1tTWsm/fPqvVLTIXaSsZ38GDB3XVqlUtUo6jo6M+duxYnG3WbAd+fn66ePHietasWdpgMGittV6/fr1u1KiRWceWLFlSP3z4UGutdevWrfWyZctSHEtERIT28/NL8fHZgVwzREKkbQhzSVvJGi5cuGDR8h4/fmzR8iwtvvMF/HUCuWCSt/5qrT201pXjWTYBKKV6AC2BLqbK4ivjlunnXVNCWye+/YQQIi288cYb/Pvvv9y4cSPW+j179jBkyBCzyjh//jzvvPMOP/zwA7Vr106LMFOsYcOGHDlyhMWLF9OvXz8iIiJYtmyZWT3IDRs2xMvLi88//5ygoCB8fX1p165dimOxtbWlYcOGKT5eCCGEEAJS+YyqUupt4DPAW2v9JIF98iul7J//DjTD2CMrhBDpIkeOHLRo0YItW7ZEr5s/fz5du3Zl/fr17N27N9Hjb968SfPmzZkxYwZvvfVWWoebImXKlOHQoUPcunULd3d3Dh48SPv27c06dsqUKaxdu5bhw4fTvHnz6AGRhBBCCCGsJbVDYH6LcVq83UqpU0qpBQBKqZeVUttN+xQDDiqlTgPHgG1a652prFcIIZLl+TQ1kZGRfPTRR8yePZtDhw4xZcoUxowZQwI3hPDw4UPeeusthgwZYtYAQ9bk4ODApk2baNCgAQMGDDD7+aVChQrxv//9j+XLl9OtW7c0jlIIIYQQImmpmp5Gax3v079a638BL9PvV4Gq8e0nhBDpxdPTk+7du0fPp3rkyBEKFChA2bJlmTx5Mtu2baNly5axjtFa07dvX5o0acLQoUOtEXay5ciRgylTpiT7uM6dOxMVFRVnKhshhBBCCGtI7Tyq2VsicwyK7MPN2gEIs9hhfJi+0O7dzARsCxYEjLeVTAA+b9UKL2LfZrISOA8cB5g3L9Hy3SwdcDpTwPsA3btbOZKsz83aAYgMy83aAYhMw83aAQjL2LEDQkMtVlyCM6jWin9Q3YxOEtXUsNDUPiJz8/X1xc3NzdphCDP8lMD61lozqW5d1g4bRseOHQG4evUqn9aty969e8lbpUqSZUs7EOaStiISIm1DmEvaShZx8SJUqGCx4oKDg7G3TzBdzXRS+4yqEEJkekopvvrqK7744gsiIyOJjIyka9eujB49mipmJKlCCCGEEJnRzZs3adKkCRUrVqRSpUrMmjXL2iFFkx5VIYTA+Axr0aJF+fHHH7l+/Tr58+fn448/tnZYQgghhBBpxtbWlq+//poaNWoQHBxMzZo18fT0pGLFitYOTRJVIYQAY6/qxIkT6dChAwAnT57ExkZuOhFCCCFE1lWiRAlKlCgBgL29PRUqVODWrVuSqAohREbSqNH/tXfvUVbV5xnHv+/cmBszgFwEVMCMZGbAQIKAK5FyMyZRCFaCMZAQupBEK9ZqTG0TNSbSlRaJIekyaa1WozFG2yaoaGrVaBSMEYmCRC4FBYEB5CLMjbmd8/aPvUdHMgcPcObsw5nns9asxezbvLPm4Zzz7t/evz2BadOmMWPGDAYNGhR1OSIiIiJps3XrVl599VXGjx8fdSmAGlURkQ+46667oi5BREREuqNfnNgTRTqdRml2cpO/1tfXM3PmTJYuXUpZWdkJ1ZEqalRFRERERESilmRTmcjxzvrb2trKzJkzmTNnDpdccskJ1ZBKugFLRERERESkG3J35s+fT1VVFdddd13U5XyAGlUREREREZFuaOXKldx///389re/ZfTo0YwePZonnngi6rIAXforIiIiIiLSLZ133nm4n9glx11FjeoJ+K6d2A3Pkj1+F3UBkhGUA0mWsiKJKBuSLGXl5HfBb35DTUNDSo9Z18myQeeck9KfkS5qVE/AdzL07IOk13PPPcekSZOiLkMiphxIspQVSUTZkGQpK9lh/fr1DKqqStnxjncypUyle1RFREREREQko6hRFRERERERkYyS0Zf+rl69ep+ZbYvox/cF9kX0s+XkoqwIKAeSPGVFElE2JFnKShZ46qmnzo7FYm2pOl4sFsvLzc1N2fFSbffu3XnV1dWvH7F4SKLtM7pRdfd+Uf1sM3vF3U/OO48lrZQVAeVAkqesSCLKhiRLWckOa9as2Tpy5MiUnXBYt25d1ciRI9en6nipFovF+h5LbjO6URUREREREZGu0djYaOPHj69saWmxWCxm06dPf/eHP/xhTdR1gRpVERERERGRbqmwsNBXrFixsby8PN7c3Gxjx4796DPPPHNo6tSpqX1uznHQZEqJ3Rl1AXLSUFYElANJnrIiiSgbkixlRf5M37599x7rPjk5OZSXl8cBWlparK2tzcws9cUdBzWqCbi7XgAkKcqKgHIgyVNWJBFlQ5KlrEhnTj311OO637WtrY3KysrqAQMGjJo4cWLtlClTIh9NBV36KyIiIiIiEj2zMSk/pvvqD9skLy+PDRs2vLFv377ciy666COrVq0qHDt2bFPKazlGalRFRERERESilkRT2ZX69u0bmzBhQt1jjz1WngmNqi79FUlCxlysL5FSDiRZyoqIiJwMampq8vbt25cLUF9fb88++2xZVVVV5E0qaEQVM8tx93jUdUhmc3ePugYROamUAnVmluvusaiLkcxhZoPdfWfUdUjmM7NxwAZ3r426Fskc+/fvLy8uLm4qKipqTsXxtm/fnj9v3rxhsVgMd7cZM2Yc+NKXvnQoFcc+Ud2yUTWzzwMV7n571LVIZjOzi4A5wEbgAXffHHFJEgEz+yxwJfC6mS1z91eirkkyTziK2g94GNgDfFFNqrQzs/OBfwaeAG6KuBzJYGY2Efgp8CJwC6BGVXj33Xd71tTUDG5paelx5plnbklVozp+/PjD69evfyMVx0q1bnXpr5nlmdkNwI+BJWY22t3jZpYbdW2SWcys0Mz+FbgZeBA4E7jCzIZFW5mkiwUKzexe4EbgboJRsvlm1jfS4iQjhVdeNIVfHzOzz0Fw5U6khUlkwteRAjP7CbAEuNXdb+q4PrrqJBOZWSFwDfA9d7/c3XeEy5WVbsjdaWtry9m4cWPF7t27Bw0ePHhncXFxQ3Nzc0H7+mzWrd483b2NYGSsErgO+Ldwuc54ywe4exOwHviCuz8GfB/4BMEHUOkGPNAEPAJMdPdHgV8B5u7HNf27ZLewIT0NeA34e4ITXej2ku4rfB1pAYqBZe6+zMxyzGxU+/poK5QMNBjY7+6/NLMiM7vEzPoBuaCGtbsxM/Ly8uJ9+vTZX1VVtbFXr151ZWVlhw4dOtSrfX02y/pG1cz+xsz+ycwuDRc97u5N7r4U6G9ms8Pt8qOrUjJBh6zMChfdCewwsx7uvgGIAQOjq1DS4cjXDHf/tbvHwu//G6g0s1vN7LxoK5WodcjKTHivIa0BhgMrgV1mdoWZnRVlnZJ+HbLxxXDRrcAEM1sC/BFYZGZ3mtlnoqtSMkGHrHwhXNQKTA7fY5YBc4GlBJcASzdRU1PTf9u2bYP37dvXG6Bfv37vQjCCmpubG8vPz2+Jx+PZ3aWSxY1qeLnNtcAXgVeA75rZPKB3h82uA24DcPfWtBcpGaGTrHwvzEppeDa82cxOJzgjrntUs1Si1wwzGxBu8g4wBTifoBmZF57llm6mk6wsCrPSB6gA1oSj7i8CPwBuD/frlvNCdCedZOMWM5vv7lsImo7KcN1sYB3wl7qVoHvqJCu3mtnl7v42wZU8dwNL3P1iYBHweTOr1ih8dnN3ampq+h88eLBPSUlJ465duwbt2bPnlJaWljwIRlALCwuba2try3NycrI+C1n7punubmaTgRvd/VkzqwcuIBgVuz/c5tfhmazr3X2JmZ3v7k9HWbekX4KsfIYOWQE+Bmx091ozGwT0d/fXIipZusBRcuDAz9z9ufZtzex1YAJwOJJiJVIJsvJZgjysJBg5ewIYEn7/ZrirbjPJcgmycaGZXeru/2Jm97h7PYCZvQacCzRGWbNEI0FWPheOwi8Fria83Nfd15vZi4Cu/styZkZdXV3ZoEGDdvbq1asuJycnVltbW25m3r9//wMAZWVlDfn5+a379+8vP+WUUzJidt6ukpUjqh0mrniF4MMk7v4/wP8BI8zsox02vxJYbGa7Ce4LkG7kKFnZRJCVEeH6vkCTmV0NPAmcnu5apet8SA6qzGz4EbtcQNCUqFHtZo6SlY3AKODjwA5glbuPAC4DJlnwSJKsP/vdnR0lG+uBMWb20fYmNfRpgiZVcx90M0fJygbgHIJZfm8ErjOzEWZ2EzCS4LVFslT7W0RxcXFDXV1dKUCfPn1qe/To0XT48OGixsbGQoC2tracwsLCJjPL+veUrGhULZy1t/0G8w4TV2wGeprZ2eH3vwPKgZ7h9qOBfye47+wT7v6zdNYt6XccWSkKv78YuILgsr7PhhMsyUnqOHJQZsHMnV8xs7XAUOAfNBFb9juGrDxP8N7yDnCFu38n3P4A8Ck9NzP7HOPrSBnvf/a4zMzWEYy4f0uTbWW/48jKMHdfDPwcuIrgs8csd9+f1sKlS7Xnor1BDeNBYWFhcywWy21oaCgCKCsrq4vFYrmxWCwHIC8vL97S0pLf2tqashH2trY2qqqqqidPnlyRqmOmwkndqJrZp8zsZ8CNZtan/Wy1vT8x0stAG3CBmeW5+xsEo6bnhOv3A3/t7rPcvSbd9Uv6nEBWxoXr7wemuvs1+sB58jqBHIwJZ+7cDlzp7nPd/Z0ofgdJj+PIyp8IGo+Pu3uTmeV2+FBa39nPkJNTCj57bEOvI93CcWZlIPBJAHe/D7jG3b/q7rsi+BWkC3TMRTwez2lvUNsnRyotLW0wMz948GBZPB6npKSkqbW1taChoaGk/RgVFRVvDhgwIGUnLhYtWjSgoqIi464SO2kbVTM7E/gJ8CzBh4NbzexCeH9iJHffTHBZxUcIHhUA0EzwJoG7b3f319NcuqTZCWblzXD9r9z92TSXLimUoteM59x9ZZpLlzQ7waxsDdfHdKlv9knR68jv3f2FNJcuaZaKzx4dt5XscGQuamtrex04cKAcoH1ypKKiouaSkpKG5ubmHjt37hwY7hcvKChobj9Obm5uyt5ftmzZkv/kk0+WL1iwIOMevXfSNqoEI13r3f1e4HqC59ZNN7P2P+giM7sbWA38GBhnZquBAwT3GEr3cSJZ+d9oSpYuoBxIspQVSUSfPSRZeh2RznwgF/n5+S0HDx4sb25uzgd4++23B23ZsmVIaWlp46mnnvpOY2Njybp166ry8vJivXv3ru2Kgq666qrTFy9evCMnJ/PawpNm1l8zm05wRuoVd3+J4HKJq83sDHd/28xWEpyRuszMVgFnAje7+9Zw/9lAnrsfjOY3kHRRVgSUA0mesiKJKBuSLGVFOvNhuVi9enVzbm5uzv79+3uXlJQ03jNkyMBw1yMfW1XcybKkfMd9daJ1Dz74YHnfvn3bJkyY0Lh8+fKex3P8rpTxjWp45ulOoBfBGaZ7zOxv3f1JM/s9MIvgOXUbgT8R/Md/3d1nh/vnuHtc9whlP2VFQDmQ5CkrkoiyIclSVqQzyeYiLy+vtaioKN7c3NyjpKTkcHtT6e7vTa7UlVasWFH61FNP9Ro8eHB5c3NzTkNDQ86MGTOGPfLII291+Q9PQuaN8f65c4AX3H2Cu98K/Aj4WrjuBeBsMxvvweybO4G/cPdD8P5//kiqligoKwLKgSRPWZFElA1JlrIinUkqFwAFBQWt9fX1PfPy8mKQviYV4I477ti5Z8+etTt37nz93nvvffPcc8+ty5QmFTK0UTWzuWY2ycx6AM8QzLjabj/Bsw0B/gC8CtxuZqXACGCbmRXDB6b/liylrAgoB5I8ZUUSUTYkWcqKdOZ4cuHuOYcPHy4qKChoaX/8TLqa1JNBxlz6a8Ff5VTgF0Ac2AIsIJiWe5eZ5Ycznw0EegO4+27gR2Y2BPgPgmvA57p7YxS/g6SHsiKgHEjylBVJRNmQZCkr0pkTzcXBgwdH5+fn+7Bhw97Kzc2N9MTFtGnT6qZNm1YXZQ1HyogRVTPLdXcneBj2TnefClxJMPPZneFm7X+8TwP/Fe7XP1z2d8B8dx/v7hvTV7mkm7IioBxI8pQVSUTZkGQpK9KZVOSiV69e+0eMGLGhuLi4GfkzkY6omlkucCuQa2ZPAGVA+/XZMTO7Bqgxs4nu/jszKwD2ApvM7B+BaWY2yd3fBTLqDICklrIioBxI8pQVSUTZkGQpK9KZVOZizZo1uvz7KCIbUTWziQTPjuoNbCb4g7cCk81sHLx37f4twHfD3QqBeQTXffcEzg//80sWU1YElANJnrIiiSgbkixlRTqjXKRXlCOqceAH7n4/gJl9HBgG3Az8FBhjZjnAMmCKmZ0GDAJ+TnDz8WvRlC0RUFYElANJnrIiiSgbkixlRTqjXKRRlPeorgYeDofPAVYCZ7j7vQRD6VeHZyROA+LuvsPdX3b3ufojdzvKioByIMlTViQRZUOSpaxIZ5SLNIqsUXX3Rndv9uC5UhDcZLw3/PdfAVVmthx4kCAU7TNrSTejrAgoB5I8ZUUSUTYkWcqKdEa5SK/IH08TnpFwYADwaLi4DvgWMBJ4y913AoQza0k3pawIKAeSPGVFElE2JFnKinRGuUiPTHg8TRzIB/YBHwvPQtxEMFy+ov2PLIKyIgHlQJKlrEgiyoYkS1mRzmRFLu67775elZWV1R2/cnJyxjz88MNlR267adOmgurq6qrKysrqioqKEYsXL+7Xvu6FF14oHj58ePUZZ5wxct68eafH46mZzNgyock3s3OBF8Ove9z97ohLkgylrAgoB5I8ZUUSUTYkWcqKdCYVuVizZs3WUaNG7Ut5ccdpyZIlfR966KFTXnrppY25ubkfWNfU1GTuTlFRkR86dCinurp6xMqVKzcMHTq09eyzz65aunTp25MnT26YNGnSWQsXLtxz6aWX1h55/DVr1vQdNWrU0GTrifzS39AO4NsEs2HpgbdyNMqKgHIgyVNWJBFlQ5KlrEhnsioXa9eu7XHbbbcNWrFixYYjm1SAwsLC90Y3Dx8+bO2jptu2bcuvr6/PmTp1agPAnDlz9i9btqx3Z43qscqIRtXddwDfj7oOyXzKioByIMlTViQRZUOSpaxIZ7oiF2Y2JpXHA3D31R+2TXNzs82ePfvMRYsWbT/rrLNaEm23efPm/AsvvPCs7du397j55pt3DB06tPX5558vHjhwYGv7NkOGDGnZtWtXfipqz4hGVUREREREpDtLpqnsCtdee+2g4cOHH16wYMG7R9uuoqKiddOmTW9s3bo1f/r06RVf/vKXj7r9iVKjKiIiIiIi0g0tX7685+OPP977tddeeyPZfYYOHdpaWVl5+Omnn+45ZcqU+o4jqNu2bSvoOMJ6IjJh1l8RERERERFJo7179+Z+/etfH3r33Xe/1bt376NO1btly5b8+vp6a99v1apVpSNGjGgaMmRIa2lpafyZZ54picfjPPDAA6fMmDHjYCrq04iqiIiIiIhIN3P77bf3O3DgQN7ChQuHdFz+jW98Y9eRlwGvXbu26IYbbjjNzHB3Fi5cuHvcuHGHAe64445t8+fPH9bU1GSTJ0+unTVr1qFU1JcRj6cRERERERHpTjLt8TRd7VgfT6NLf0VERNLIzG4xs+uPsv5iM6tOZ00iIiKZRpf+ioiIZJaLgeVA0hNbiIiIpMLLL79cNHfu3GEdlxUUFMTXrl27Id21qFEVERHpYmb2beCrwDvAdmC1mS0AvgYUAJuBrwCjgc8DE83sRmBmeIg7gH5AI7DA3dP+gUFERFIuHo/HLScnJ2PuxRw3btzhDRs2pPxEaTweN+CoEzYdSZf+ioiIdKHwAe6XETShFwJjw1W/cvex7j4KWA/Md/cXgUeBb7r7aHffAtwJXO3uY4DrgZ+k/ZcQEZGusG7v3r3lYROXteLxuO3du7ccWHcs+2lEVUREpGtNAH7t7o0AZvZouHykmS0CegGlwJNH7mhmpcAngf80e+9zTI8ur1hERLpcW1vb5bt3775r9+7dI8nuAcQ4sK6tre3yY9lJjaqIiEg07gUudvc1ZjYPmNTJNjnAQXcfnca6REQkDcaMGfMOwe0e0ols7txFREQywfPAxWZWZGY9genh8p7ALjPLB+Z02L4uXIe71wJvmdksAAuMSl/pIiIi0VCjKiIi0oXc/Y/AQ8Aa4DfAqnDVTcAfgJVAx8mRfgl808xeNbOPEDSx881sDfAnYEa6ahcREYmKuWfMJFMiIiIiIiIiGlEVERERERGRzKJGVURERERERDKKGlURERERERHJKGpURUREREREJKOoURUREREREZGMokZVREREREREMooaVREREREREcko/w9QQiTt+VgBjQAAAABJRU5ErkJggg==\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x144 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"zscoredf = df.ta.zscore(length=30, append=True)\n",
|
||
"zcolors = ['maroon', 'red', 'orange', 'silver', 'silver', 'orange', 'red', 'maroon', 'black', 'blue']\n",
|
||
"zcols = df[['-4', '-3', '-2', '-1', '1', '2', '3', '4', zscoredf.name]].tail(recent)\n",
|
||
"zcols.plot(figsize=ind_size, color=zcolors, linewidth=1, title=ctitle(zscoredf.name, ticker=ticker, length=recent), grid=True).axhline(y=0, color=\"black\", lw=1.1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# New Features\n",
|
||
"### Archer Moving Averages Trends\n",
|
||
"Archer Moving Average Trends (__amat__) returns the long and short run trends of fast and slow moving averages."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x11d489280>"
|
||
]
|
||
},
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x576 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x25.2 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"matype = 'ema'\n",
|
||
"fast_length = 8\n",
|
||
"medfast_length = 21\n",
|
||
"slow_length = 50\n",
|
||
"\n",
|
||
"amat = df.ta.amat(mamode=matype, fast=fast_length, slow=slow_length)\n",
|
||
"machart(matype, fast_length, medfast_length, slow_length, last=recent) # Price Chart so we can see the association with AMAT\n",
|
||
"amat.tail(recent).plot(kind='area', figsize=(16, 0.35), color=cscheme('gr'), alpha=0.4, stacked=False, title=ctitle(f\"{amat.name} Trends\", ticker=ticker, length=recent))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Archer On Balance Volume\n",
|
||
"Archer On Balance Volume (__aobv__) returns a DataFrame of OBV, OBV min and max, fast and slow MAs of OBV, and the long and short run trends of the two OBV MAs."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"matype = 'sma'\n",
|
||
"fast_length = 10\n",
|
||
"medfast_length = 20\n",
|
||
"slow_length = 50\n",
|
||
"\n",
|
||
"aobvdf = ta.aobv(close=closedf, volume=volumedf, mamode=matype, fast=fast_length, slow=medfast_length)\n",
|
||
"aobv_colors = ['black', 'silver', 'silver', 'green', 'red']\n",
|
||
"aobv_trenddf = aobvdf[aobvdf.columns[-2:]]\n",
|
||
"aobv_trenddf.name = f\"{aobvdf.name} Trends\""
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x11b37d7f0>"
|
||
]
|
||
},
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x576 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x144 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA5gAAACyCAYAAAAnF2BwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOydd3wcxdmAn7l+0ql3ybKqu40LNt2UgLHBpveQgCkhhNAhhEA6CWAgJF8ChCQkIZjigAkhNrFxKKYZAzbulqss2ZIsS1a7U7nTlfn+mJV8klVOsuQ6j37zu92Z2Xdmd0e7+868846QUqLRaDQajUaj0Wg0Gs2BYjrUFdBoNBqNRqPRaDQazdGBVjA1Go1Go9FoNBqNRjMgaAVTo9FoNBqNRqPRaDQDglYwNRqNRqPRaDQajUYzIGgFU6PRaDQajUaj0Wg0A4JWMDUajUaj0Wg0Go1GMyBoBVOj0Wg0Go1Go9FoNAOCVjA1Go1G044Q4ldCiL1CiMpDXReNRqM5EIQQ04UQ/z4I5aQJIYqEEPbBLkujORLQCqZGcwAIIU4TQiwTQjQIIWqFEJ8JIaYYabOFEEEhRKMQwi2EWC2EmCWEmCaEqBJCJIfJsRsvp1sjLHepEKKuq5eZUe46IUSzEKJSCPFHIUR8WPrPhRB+o16NRrmXGWkPCiE+7kJmshCiVQgxtoc62YQQvxFClBlyS4QQvwtLLzFkJHc6bpUQQgohcjvF/9yIPzHCa5IhhPiPEKKiG3l2IcTfjHtRKYS4NwKZJwkh/mfc22ohxBtCiIywdCGEmCOEqDHCHCGE6EXmcCHE24a8WiHEu0KIERHU5XohxEqj/mVCiCeEEJZejrELIf4qhCgVQniMNnheD/mHAvcBo6WU6b3VaaDp7RyFEIlCiLeEEE3GOX0zLG2mEOJTIUS9cX9fEELEhKX36f73UlaPba0bed805DQJIf4thEgMS3tZCLHbqNsWIcTNByCr23ofKbKE+t9/uaeyeqnHD4QQ6402v0MI8YNO6blCiA+FekZuEkKcE5bW7zbYTV16Kmus8f+/VwghIzy3e4z26zbasz0s7UOhnituIcQaIcRFByCr23ofSbKAXwOPhx3/iFDvx4AQ4uedyu3xGWLkOUcI8bVx/8uEEFcCSCn3AB8Ct/RSH43m2EBKqYMOOvQjALFAPXANYAacwLnAcUb6bOBTY9sE3AE0AwnAX4FXwmQ9AnwAiAjKzQWCQC1wRae0+4A9wAzAauT9L/AVYDPy/Bx4OeyY6UALkAYMAQJAXie5twMre6nXz4CPgExAGGVfF5ZeAmwG7giLG2fESSA3LF4AxUAN8GyE9yMNuA04ubM8I/0x4BPj+o8CKoEZvcg8D7jCuNdRwN+AxWHp3zXqPwTIAjYCt/Yi8wTgJiDRuEePAJsiOL/vAVMBm1HWSuDBXo6JNu53rtEGZwGeztcmLP9pQFkP8iyD/D/V4zkCrwH/BFxGXRuAMUbaN412H2Xc40XA8/29/72U1WNb60LWGOO6n27IexWY1yndbmyPNOp2fD9ldVvvI0jWzwl7RvWjHT0ATAIswAigFLg6LP1z4GnUM/sy1HM85UDbYDd16amsEahnwUWAjOC8pqOe72OMdrwUeDws/TiM/1HgRON+ZPRTVrf1PoJkTQG2doq7HvVcfxv4eae03p4ho4Eq43gLkAQUhKWfCqzvb7vVQYejKRzyCuigw5EagMlAfQ/pszEUTGM/GvUxOhmIA8qBmcBYoA7Ij7DcnwKfGS/ZhWHxsUAjcGWn/C6gGrjR2P85nT7ejJfmKcb2EuCnndK/BO7qpV4Lgbt7SC8Bfgx8FRb3FPAw+yuYp6OU3mtRSqatD/fF0lmeEV8BnBu2/whhH8ARyp4EeML2lwG3hO3fBCzvo8xEo75JfTzuXmBBP9rtWuCyLuLPMa55yGhHL6IUU2mc107gY5Si+mPUR3sV8BIQZ8hoy38DsMto17eiPvTWoj4Gn+nPORr/P63A8LD0uYR9fHY69lJgXX/uf6RlddfWupD3KPBq2H6BIT+mi7wjgN10+j+ORFY/rtFhJwv1gd8K+I12uMaIzwT+g+pY2wZ8pw/t6PfAH4zt4YAv/NqjOh667Bg6wDYYUVlAIZEpmK8Cj4btnw1UdpP3BMALnNBXWf24RoerrJ8CL3ST9jKdFMwu8nR+hrwKPNJDfguqEzkn0rapgw5Haxg0E1nDrKFKCLE+grw5Qoj3hRBrhTL9GzJY9dJoBpAtQFAI8Q8hxHlCiITuMhomVjejPpi2SikbUB/ez6NGxX4hpSwWykR1YS/lXge8YoTpQog0I/4UwAH8KzyzlLIRNYo5rYt6CSHETFRv/UYj+h/At8PyjAAmoF6uPbEcuFcIcZsQYpwQXZqKLgdihRCjhBBm4GrUi74z1wMLgNeN/Qt6KbtHjHuTAawJi16D6iXvC6cDG8L2xwyQzEopZc0B1qVXjLYyvKvjpJTvoXrmK6SULinl7LDkM1CjftNRHSezgbOAfFQHxjOdxJ0IDAOuAn6H6kQ4B3VtrhRCnBFhlcPPcTgQkFJuCUvv6Xq3H9uP+9/XsnqjQzuRUm7HUFTa4oQQzwkhmoFNKAXzv/2Q1WO9hRBDDfO/oYeTrHCklItRyuo/jXY43kiaB5ShFM3LgUeFEN/o5hq1YzyHprKvHY0BiqWUnt7qYnAgbbCvZfVGV8+bNCFEUluEEGKhEMILfIEa/VvRD1k91luoqSH1h5usLmizkOkvnZ+xJxl1XieUSfvLIswMXEoZQHV+jEejOcYZzDmYL6J6IiPhKeAlKeVxwC9RpkwazWGNlNKNMpGSwF+AaqHmZaWFZTvJeHlWokxpLzGUS6SUC1AKlwnVw46U8nEp5azuyhRCnAbkAK9LKVcC21FmPQDJwF7jJdeZ3UZ6G1ca9WpEjQo8KqVse8m/hXqhn2LsXwcsklJW93JJHgPmoEYdVwDlQojru8g315A5DShCjeSGn2MUyiz1VSmlH5hv5D8QXMZvQ1hcA2p0JSKEEMehesTD53O5upDp6ka57krmEOBZ1ChJxAghbkSNhD/Vh2OsqE6Jf0gpN/WlPFRPf5OUsm1U+WkpZbHRefEj4GrRcT7oI1JKr5RyCdAEvCalrJJSlqNGHCZGUN/O5+gC3J2ydXkPhRDTUJ0UPw07ti1/j8f2tawI6dxO9pMnpbzN2J+K6iTy9UNWj/WWUu6UUsZLKXceTrJ6QwiRjTI//KHRrlYDLxDZc+HnqGfs3yOoZ+dy+90G+1pWhHT1vIGO7WiWsX8+sERKGeqHrB7rLaX8VEoZH5Z2WMjqgniUmXCf6eIZAmoqxLdRprnDUGa6f+h0qMcoV6M5phk0BVNK+THKlKUdIUSBEGKxUBPoPxFCjDSSRqPmn4GaJN3jxHSN5nBBSlkkpZwtpRyCMnXNRI3YtLHc+AhLllKeZIwShbMBNf+uu4+AzlyP+mjYa+y/asQB7AWSRdeOXzKM9DZeN+oVjTJlu04I8V3jnJqBN4w4gVIoXuqtYlLKoJTyWSnlqagX7K+BvwkhRnXKOhelFM/uRu4lqHmgbSM4rwDnCSFSeqtDDzQav7FhcbFE+PEhhChEzce5S0r5SSe5nWU2SillBDJTUObIz0kpX4ukHsZxF6OU+fPC2kFvx5hQ170VNZ+2r+wK285Emce2UYoyDQvvWNkTtt3Sxb6LHujmHDtfa+jiHgohTkL9X1weNtLU4/0XQiwS+5xeXRtpWd3UfWqYrLbRj4jkGf9Dn6I+ZL/XTRE9yeprvQ9XWZ3JBGo7jVyVouZIdosQ4naUEjpTStmmsEfajvrcBoUQG8Lu/dRIy+qm7teGyVrUTflt253bkV9KuQg4VwhxYTdF9CTrQO/94SKrjn4o8908Q0A9u/4updxidK49ilLkw4lBTQXQaI5pDrYX2T+jHHwcD9wPPGfEr0HZuoP6uIwJN/nQaI4EjFGhF1GK5oAjhHACVwJnGB7uKoF7gPFCiPEo5wc+9v0vtR3nQpk+vt9NvUtQylO4Geo/jLKmoV6YC/pSVylli5TyWdQLfnSntFJgB+rF/K8uDr8epYDsNM7xDZQznB69NfZSnzrUKG646dJ4IjAxFULkAO+hRuXmdkre0E+ZCSjl8j9Syl/3lj/suBmo0fILpJTrIjxGoJxKpaHmXvojLS+McIW5AjWK3sZQVIfAHgaAHs5xC2ARQgwLi+twvYUQE1Ej8jdKKdvbe2/3X0p5nmGO6ZJSvhJJWd0hpfwkTFab6V6HdiKEyAfsRjldYUF1/HRFT7L6Wu/DVVbnDpoKIFF09Og5lE7WD+EYo48PAmdLKcs61TO/k6zO7ahfbVBKOSbs3n8SSVndIaV8JUxWm+fnrp43e3owr4+4HXWS1dd6H66y1hJmhh4J3T1DwuSFt80O7dTo3C2ko4mvRnNsIgdxgifK4cN6Y9uF6v1ZHRaKjLRM1IfmKuD/UPMs4gezbjrocKAB5e3xPmCIsZ+Ncr7zF2N/NmFOfrqR8XMi9JaIMrGtRX1YpYeFj4HfGHkeoGsvsl+zz0tlhzJRoyXrgDlhcW1eXEuI3Ivr3cCZKLMhC0pR9GE4LzJknWNsFwCTje12RymoEYkgyhtv+Dk+Ti9ebA1ZDvY5UxoBOMLSHkd5uU0w7t1uevcim4UyQ76/m/RbUWa+WcZzbAO9e5GNRTlNitjZjXHcN1AOj07v43HPo0yxXRHkPZMwL7Lsc9pjCYu7GdgK5KGe6/Pb2lM3+cuAM8P2XwZ+3J9zRM3De824x6fS0bPrWKPtX9XNsX26/z2V1Vtb60LWGJRp5VTjmJcxHAwBqai5yC6UN+rpKLPiC/sqK5J6HyGybgU+BUxhcZ+g5vo6UN5S92A8T7o4/lrUtIRR3aQvR5m9OlCd2uGeXfvdBvtRljDiRxvtyIHxnO5G1gzjvEajrEQ+wHAwZLTp81DPXyvwLZTFwqS+yuqt3keQrEnAlk5xVuPYV4FfGdvmCJ8hN6I6R/NRnmZfB+aGpZ8CbOzu/umgw7EUBld4RwUzFtgdwTEuenCTr4MOh0tAKRWvo3rRm4zfPwGxRvps+qhgAg+h5jt2lXcxhiLZKf5K44Xc5p7+JmA9+0wT/wQkdCqzzUNjI+pD+3kgqou6SeDECK/HLSiX/g3GS/9LYFZYegldfBDSUcF8kC4USZTy5gfG9lIH2TmEpdlRDpXcxnW5N4Jz+pkhpzE8hKUL4AmU4l9rbPe41AxK8ZZGmwmXO7SX4z5EjRSGH9NlWwk7Jscoy9vpuGu7yX8mvSuYJtS8pF0o78Qvt7WvbvL3RcHs8RxRHnf/bVy7ncA3w9L+zj4PuG1hQ3/vf09l9dbWupH3TUNOE2qJhEQjPgWl+NYbdVtHLx5Su5MVwTUa2rmtHQ6yuji/JJSCWQd8bcQNQXmqrkV1+nTbkYNSAsKfcY10XG4iF+UApwXlBOacsLR+t8Fu6tJTWbldtKOSXuTda7RfN6rNt3UcjkI59vEYbekr1Jz/PsuKoN5TCXsOHi6yujnHrwh7h6GsjDpf89mRPEOMPL9APfeqUdMOwt+tzwJ39lQfHXQ4VoKQUjJYCLX49EIp5VhjfxnwWynlG4bZ1nFSyjVCLbxeK6UMCSF+DQSllD/tVrBGo9FoNBqNRtMDQohzgduklBcPcjmpqI6iiVJK72CWpdEcCQyagimEeA3VG56M6on6GcrU4Y8ohyNWlPnML4UQl6Mm00uUud/35b4J+RqNRqPRaDQajUajOQIY1BFMjUZzdCGEeB41t6czL0spbz0SyxdCPIQyTe7MJ3Kfc42+yrwWZZrcmVK5z/FLV8ctQpmMdeZRKeWj3RwzlH1rmHZmtNy3jIRGo9FoNBrNoKMVTI1Go9FoNBqNRqPRDAhdrZd3wCQnJ8vc3NzBEN0rTU1NREdHH5KyNUcWuq1oQLcDTeTotqLpDt02NJGi24qmK47EdrFy5cq9Usou1ygfFAUzNzeXFStWDIboXlm6dClnnnnmISlbc2Sh24oGdDvQRI5uK5ru0G1DEym6rWi64khsF0KI0u7STAezIhqNRqPRaDQajUajOXrRCqZGo9FoNBqNRqPRaAaEQTGR1Wg0g0sgEGD58uXs3LmT/Px80tPT29OCwSCBQIDm5mbKy8tpbGzEbDZjtVqxWCxYLJb27bZftSxtzwghMJvNWCwWvF4vpaWlREdHU1hY2H682WwmIyMDh8MxaOeu0Wg0Go1Gozl80QqmRnOE4Ha7+fjjj6msrCQ1NZW4uDiysrLw+XyUlu4zgxdC0NzcTGVlJfX19VitVqSUeL1eWlpa6MpztNVqxel04nA4cDgc7dvhcVJKKisraWhoAMDlchEKhdi+fTsOhwOLxUIwGGTXrl1kZmYydOhQbDbbQbs+Go1Go9FoNJpDj1YwNZoBpra2FqfT2WFUsG30z2w2RzRa2EYoFGLZsmVs2rSJrKwsYmJiEELQ0tJCIBDAYrG053O73TQ0NOD1epFSkpiYSEFBAVFRUQBIKZFSEggECAQCBIPB9tCW1obJZMJkMiGEwBvw0uBuoCnQRGWgknJTObu9u6kor8Dtd1PfXI+72U2AAE6Xk8SoRKLWRBFvjScrIYvMpEwSohJw2VzE2GNw2Vxq2xazX5zFpB9JGo1Go9FoNEcy+mtOoxkAysvL+eijjwgEAuTk5PSYt03RbDM3DVc8vV4vzc3NeDweampqsFqtZGRkMGTIEOrq6nA6nbhcrvaQmpqKEAK/309lZSXNzc04nU5ycnIQNsH62vUU7SyiOdCMN+jFF/ThC/n2bQfVdlvwBX20BFvwBfbFd4VFWMhyZZFoTyQpNokUVwpOsxOTMLGnYQ+B+AAbGzfyyd5PaNnUEvF1dFgcuGwu0l3pzBo2i8tHX86kjEl9Uso1Go1Go9FoNIcOrWBqBpRgMMgnn3xCcXExqampStExlAOTyYTL5SImJoaYmJj20bcjFb/fz6JFi6ipqSEnJ4esrCwqKyvZu3cvpaWl7N69GyEE48ePZ8SIETQ1NdHY2IjX68Xn8xEIBAiFQgghMJlM2O12nE4nTqeT6OhooqOjqampwefztcdbLBbS0tJIT0/H5XIB0Oxvptxdjk/4CEYH+brya55e9zQrK1biD/nb62s1WXFanTgtTpxWJ1HWKLXtcBJriVX7bekWZ8d9q5MYWwy58bnkJ+STHZeNRZihpQVaWpDNzTRWV7Nk4UKy8/PZWVnJ1G98A1diInvdDexuqGaPpwZPqIUWWhEOE8IuwAZBS5DG1kYaWxvx+Dw0tjayrW4bTy57ksc/e5zc+FwuH3U5N068kVEpow7V7dZoNBqNRqPRRMCR/YWviZivv/6aDRs2kJ6ejhCiPbSZQbaFSLHb7R2UxV27drFixQpiY2NJTk4mIyODiooKPB4PQ4YMwel0EgwGqa6ubpfhdDrbj4+JicHlcmE2mwfj9AcUt9vNO++8g8ViITU1ldbWViorK8nJyWl3tpOcnNzhmKamJoD2kcdISUpKwuFwkJSURHxCPDWhGlbuWcnKz1eycvdK1lSuoaalBgARggQvDGmxcrpjBHfYzmMc6eQHY3AKKyYJhEIqBIP7tsNDe3wzhBo7xvv9UFMDe/eqUFMDgYAqG4gBLjPqfULYOUQDncd0pdlMyGxGms1gNoPVirBaETab+nU48KecxC6nnzWmKr5852keSnyK7DMu4LbL5zBSK5oajUaj0Wg0hyVawTzK8fv9vPrqq2RlZREbG8uWLVuoq6ujvr4ej8fTIa/dbic+Pp74+HgSEhLat+Pj44mJicFkUqvatDmMqa2t7aAw5uTkUFVVhc/nIzo6mry8PL744gtef/11xowZww9+8AOioqLweDztob6+nqqqqnYZ0dHR7cpm229buYeasrIy3nvvPZKTk8nMzKS0tJSWlhYKCgpwu91IKcnOziYrKwuLxUJrays+n4/NmzdTUVFBbGws8fHxxMbGYrKbaPY30+RvoinQpLaN3+aAive0eqhurWZX4y7KPt9OS1kJqXWt5NVBYYOZu7zxDGu0k+RJI6ahBXtDI6ZgCPAD641gYLGAybR/MJsjj7dYICkJRoyAU09V23Fx4HTuCzYbBAIUb9pEfVUVTrOZxvp6CnNzSXC5lEIaCCACAfD5aG1qwtfURGtTE8HWVkQwiEVKHFLiamwkf1sN+buruKQ5pM7jnwuov3cBRfmppJ1+HokzL4czzoCYmEPQIjQajUaj0Wg0ndEK5lHM2rVrWbt2Lbm5uWzdupVZs2Zx0UUXtTt0aWpqorS0lJKSEnbt2kV5eTkVFRWsWrWKmpoazGYzNpsNm81GVFQU6enppKWlkZyczJ49eygvL8fhcDBs2DAKCwuJiYkhIyMDi8VCcnIyoVCIM844g1NOOQWAjz76iJoaNdqWkpLCyJEjGT16NH6/H4/HQ2NjI263mz3Ve9hZsZOgDCKRYFVmlEFzkEZ/I7trdxOVGIWn1YO71Y3b56aupY665jpqmmqoa6kjKIK4LC6irdFEm6OJtkTjsDhwWp04rA6cNictnhaWvbeMKHsUUfYoou3ROG1O7GY7NrMNu8WOSZhYu34tW4q3kJSaRCgqxLKSZcQnxyOdksbqRoI1QexRdixOC/71LVg+qkPUN4DbjfB4MHkaEc3N4PWB14vw+bAFwBEAe1D9OgJgD4ArAElGXJQf0lpMpDcJYpuDne5uEDJskJsDBemQkqJCaqr6TUtTITVVKYIHWUnPByoqKli8eDEFBQWsCgYpKSkhOTmZadOm4XQ6MQNRRgBoaWmhvr6e6ro6qqurSU5OZvTo0Wpk3e2GoiI8X3xC0f9eRqxdR+4L/4Dn/4G0WBAnngjnnANXXQWj9OimRqPRaDQazaFCdLVkwYEyefJkuWLFig5xfr+fsrIyvN6unYYMFF6v95heg09Kic/nw+/3Y7FY2j2D2my2dm+hoOZKNjc3d7lkRSQEg8F281pQjmtMLhO15lrKfeVsqdnCnqY91HvrqW2upbK+kgZvg1IYTRCUQUKECIaCaluGaPvrKzaTjWhzNC6LC0vAgslvQgYk3pAXe5ydgDlAo78RX9BHa7CVgAz0Sb7dD/FeZX6a0ALpjZDpgYy2X2M7o1GQ3CyVKWoEhEyCoM1KyG5DOuxImw0cDoTDgcnhxOSMxpKWvk9ZTE+HrCzIy4OcHDVieARQVFTE8uXLiY+PJzExEY/Hw549exg3bhyTJ0/ucoS6rKyM7du3k5WVRWFh4X7pVU1V3PnWLex5722+W5vPZRWxWL9eA1IqRfPOO+H889VIbC8sXbqUM888cyBOVXOUo9uKpjt029BEim4rmq44EtuFEGKllHJyV2kHbQSzrKyMmJgYcnNzB9UjpMfjIeYwMZcLBoOEQqH9PqC7O/+u4nu6Vm0jkVJK/H4/jY2NmEwmrFYroVCIYDCI3W4nFFJKm9lsbq9LXV0ddXV1xMfHty9J0aYwtuVr2w8Rwi/9BGQAf8hPa6iV0oZSNlRtYH3VejZUb2Bj9cb2uYAATouTzJhM4hxxxDvimTh0IjG2GCwmCzIkqa+tp8nTRNAfxGaxEeuKxWK2YBZmgoEgLU0tCClw2ByUl5azc+tOrNLKSRNPYsyQQuo3lUBFHSlYyXXF0bpnD1aPh9yYGIZERWFubmbj+vXsLC5mRGEhE447EZMxj1C2+gh6vVTvrsAiJYGWFmSrDxEIYA6FsEipQjCE1R/A6u9aIZVmMzIjHdIzMI3JVApgRoZSBhMSIDZ2X4iOVgqh3Q4OB9jtmCwWDg/j38Fl1KhRjBo1ikAgwIcfftg+X7WlpYV58+YhpeSss84iMzOz/ZghQ4bg9XrbR8mHDBnSQWZqdCqvXfsWfxr5J2Yvvpt7nM3Me+6fnPHeVnjuObjwQqWIz54NBQWQmbkvHCbPB41Go9FoNJqjkYOmYHq93kFXLg8HgsEgHo8Hv9+PzWY74PmDnUcYe7p+NpuN1tZWgsEgFosFk8lESIYImoK0ylZaWlvwh/xIKQlZQ1Q2VXLjshvbR/Z8AbVshS9g7Bvbku6H5OId8YxJGcOloy5ldMpoRsfkM8afQIY7hGlvDdTVwZ5aqK0Fj0fNwQuFIBgPodh2BzJBv5+G2kqaPB6Cra2YhcBhtWICLM3NWDxBLI0NWBa9htnn6/GaBVwugk4nx5tMTEpLw1tbS82HH2Ky2fBKiTcYxBsI4BeCgMlEUAhMjmhs0dHYXC7sMTE4Y2OJio2lxWqlwWwm6HLhys4mqaAA29ChkJmJSE5GHCbzQ48ELBYL06ZNA6C6upr333+fYDDI0KFDKSoqYtGiRaSnp3POOedgt9spKCigtbWV7du3Y7PZSE1N7SBPCMGtk2/l1OxTuWr+VZy16CoeO/sxfviDHfDvf8Pvfw8/+9n+FXG5Oiic+cEgrFrVUQnNz4ej/Fml0Wg0Go1GMxgc1DmYh4NyGb40BNDht6vt3pBSEgwG8Xq9eL1erFZruyfUtkXs/X5/e5lWqxWAUChEKBTab4H78Dq0jSCaTKZ2OaCc8VhtVjzNHhqbGgnKIDanDbvTTkAECPgDBFuDBAniDXiVgijBIU3YTFZMCKwIrEGYuMeEzRSDAys2kwW7sGLHgt1ixWYxY3OoOBtmbMKifjGT1mplqMdETHkD4pMKKPsSyt9S3kW7wmJRI3kWS0cHMsa22Wwm0WQisS3NbCYUCuFrbcUcH4/IyUHGxxOIjyeQkIBITMSclIQpKQmRkACJiSokJGCxWBDBIA0NDdTV1VFcXIzNZuv1XjZ3EWcymcjIyGBodjZ2uz2iNqHpnZSUFK6++moA1qxZw8qVK0lKSsLlcvHuu+9SU1PDt7/9bUaOHInP52PTpk3Y7Xbi4uL2kzUubRwrblnBzf+5mQfff5AmfxO/uPwXiCuuUJ0au3dDRQWUl6vf8LB8OVllZfDPf3YUOnKkMrO97jo1+qzRaDQajUajiYhjyslPWVkZ3/ve99i4cSOhUIgZM2bwq1/9ii+++IJrrrmGnJwcQqEQKSkp/PWvf2XJkiW89957/OUvf2k3dW1oaGDKlCls2bIFm83Wbn4KygS1tbUVs82MFJKAKYBEIt+nrpEAACAASURBVG1KiQwRIoiabyhNUgUpaf/rvN0WgsaxJmO+oi+E9EosUulrliDQ0kyoCWwhcEkTVimwhgTWkBlLUCICQQQhYN/on6++lT/++PMDu6gpKWpe4JAhcNJJ+7azspSDGUPpw+Xq84iQCejvLEOz2UxiYiKJiYkUFBTQ0NDQbj7cxvLlyznppJN6lGOxWI749ToPd8aPH8/48ePx+/28//77VFdXU1hYyD//+U+uvfZaxo4dy6pVqygqKmLKlCldLmUTZY1i7iVzibZG88jHj9Dib+GJaU8gYmKUSezw4d2W/8mHH3LmhAn7lM5t2+Cvf4XbboOHHoKbb4bbb1fzXjUajUaj0Wg0PXLMfDlLKbn00kv51o3f4v/+8X/4/X4evudhHvjJA5z+jdOZOGUiz/79WaSU/G7O73jq909xw3dv4EcP/YidtTuJjo4mRIjX/vkap59zOnta9xDyhQiEAsoxjUC5qJEhtUpEtxUBkwSz8du2rYLAIgVmKTCj9k0hlccilSJpCYE5ACZVZNeYAKtFaZ82i1o6wmIBq3Wf0xMhVHjzzS5HFHuNS0hQpoRHiEOlrka+gGPaIdThhtVqZcaMGYRCIV588UWysrLYsmULw4cPZ8SIEaxevZodO3Z06fQHwGwy86cL/oTdYuepz5+iJdDC78/7PSbRixmzEKo9JyTAmDEwbRrceissWwb/93/w29/Cb34DM2bAd74Ds2ap/yWNRqPRaDQazX4cMwrmBx98gMPh4LyLz8PtcwNw18/v4oKTLmD8KeMJEsRn9hGSIdzNbobkDkHECSaePJF3lrzDuRedC8CCtxdw85030ypbMWHCYrZgEiZMwoQZM1azFZvVht1kweYLYmn1Y/L5Mfl8CF+rCt3WUhohjHAlz2rdpyhaLPtC5/1I5wXu2QOXXtqfy6nRDBomk4mzzjqLTZs2sWzZMgoLC4mLiyMrK4vy8nJSUlK67TAwCRN/OO8POC1Onvr8KWpaarh9yu2cOORELKY+PO6EUGt9nnoq7NwJL7wAf/ub+n9JS1POg77/fcjOHpiT1mg0Go1GozlKOCQK5t13383q1asHVOaECRP43e9+1236hg0bOP7440l1phIIBDCbzVhiLORk5xCoCrD2q7XccN4N1NTUEB0dzbNPPEtsbCzf+dZ3eO2117j3xnup3F1JRUkFN156o5rnJ4RaFsHrVcHnQ7ibocWt9tsQQo30RUVDQuI+JbCrUcLO24fBvFWN5mCTl5fHl19+SV5eHvPnz+fKK68kLy+PmpoaNm/ezPHHH9+lqSyo+ctPTHuCGHsMv/joF8xbP484exzTCqYxo2AG0wunMyR2SJfHdsnQofDLX8JPfwqLF8Nf/gJPPQVPP63maD74IHQzqqrRaDQajUZzrHHMjGC20Xnkw2QyYbFYmDp1KgsXLgRgzuOP85OHH+b5Z57h4unTuevOO2mt3su/X36Zy2bMwFZRAa2t4POpEI7drpajSEyEqCi1bbNpRVGj6SNXXHEFL730EqmpqZSUlJCbm8vw4cNZu3YtpaWl5Ofnd3usEIKfnvFT7jjhDt4rfo93t7/L4m2Lmb9xPgBjU8cyo2AGMwpnEAwFI6uQxaLMY2fNgtJSePJJNbL597/D1Ver+ZpjxgzEqWs0Go1Go9EcsRwSBbOnkcbBYvTo0cyfPx9qasDthlAId0MDO3fsoNBqZYnHA6tXQzDIhQUFXPbnP8PatTiBGSecwFsvvMC8N9/k6bvvhoYGpTRGRSlF0uHYFyJY2F2j0fSOyWTi5JNPpqSkhA8++IDZs2eTkJBAeno6u3btIiUlpdc1bxOcCVwx5gquGHMFUko2VG9g8bbFLN62mN9/+Xue+vwpHCYHZ1eezYxCpXAWJkYwGpmTA888Aw8/rEYy//hHmDcPvvtdNdqZnDxAV0Gj0Wg0Go3myOKYWcTv7LPPprm5mZfmzgWPh2BjI/c99hizL7mEqNhYpRgmJEBaGp+WlFBQWKg+IvPzuWb2bJ5+8032eDycPHs2jB8Po0apBdyzsiApSS1loJVLjWZAGTFiBHv37qWgoIC33noLgIKCAmw2G5s3b+7gxbk3hBCMTR3L/afcz3vXvUfNAzUsuGYBM9JnsLlmM3csuoNhfxhG4e8LeXvT25EJzchQI5mlpWpO5p//DMOGqTU4/T15+9JoNBqNRqPZH6/Xy+uvv87nnx/gSg+HkGNGwRRC8NZbb/HG++8z7LLLGH7ppTjS03n0+echK4tPVq5kwkUXMX7mTOYuWMBvnnlGLcGRmMi0Sy6horKSq66+GqGVSI3moHLVVVdRUlJCVFQUmzZtwmKxMHz4cJqamiguLu63XJfNxazhs7hr2F1svWMrW+/YyjPnPYPL5uLyNy7n35v+HbmwpCSlVK5eDccfD3fdBRMmwGOPwdKl0NTU73pqNBqNRqM5+mlqauK1117jv//9L2lpaWzcuPFQV6nfHFNzMLOzs1mwYMF+8WeeeSYNDQ3dHmexWKiurh7Mqmk0mm5omyO9ceNGVqxYQU5ODklJSe1eZePj40keAJPUwsRCCk8o5FvHfYvpL0/nyjeu5M0r3+SCERdELmTsWPjf/+A//4Gf/ETNywRl3TBuHJx88r5QUKDnZms0Go1Gc4zjdrtZvXo19fX1ZGZmUlJSQmxsLFdfffWhrlq/iWgEUwhxlxBivRBigxDi7sGulEaj0YSTn5+PEILs7GxeffXV9jiXy8XmzZvxhnttPkDiHHG8+613mZA+gctev4x3trzTNwFCwEUXwdq1sHcvLFyoPM0mJcHcucrz7LBhkJoKF1wAjz4KH34IjY0Ddg4ajUaj0WgObzweDy+//DIffvghEydOpL6+HiklEydOxGq1Ul5efqir2G96VTCFEGOB7wAnAOOBWUII7ZNfo9EcVGbOnMm2bdsoLCxk0aJFmEwmRo8ejZSSoqIipJS9C4mQOEccS769hOPSjuPS1y9l0dZF/ROUlAQzZ8KvfgXvvQf19bBmDfzpT8ob7datylHQN74BcXHKrPbhh5UjMY1Go9FoNEcdTU1NvPLKK7z//vtkZ2dTW1vLrl27mDx5MkIIPB4PeXl5FBQUHOqq9ptIRjBHAV9IKZullAHgI+DSwa2WRqPR7M8111xDWVkZwWCQkpISnE4nw4YNw+12U1JSMqBlxTviWfLtJYxJGcPF/7yYfxX968CFms1w3HFwyy1qeZNNm5Rn6//+VymWyclq3ubw4fC3v0EfnBhpNBqNRnOk4Ha72b17N42NjR1CU1MTzc3NtLS04PF48Hg8+Hy+DuFAO5TdbjcfffQRVVVVVFdXt4fGxsYB7azuiq+++opFixYxZMgQ6uvrAZg6dSrZ2dk0NDSQm5vLiSeeyNChQ7td7/tIQPR2IYUQo4C3gZOBFuB9YIWU8o5O+W4BbgFIS0s7ft68eR3kxMXFUXgQFiMPBoNH9A05mGzbtq3HuadHO42NjbhcrkNdDU0f2b17NwkJCZSXl5OXl4fJdGC+ynprB26/m4fWP0SRu4h7h9/LzIyZB1Reb8Rs3kzhH/5A3IYNuEeOZNsdd+AePXpQy9REhn5maLpDtw1NpOi2AtXV1YRCIdLT0/t1fH+VwMbGRrZt20ZBQQGxsbEDKjsS1q1bx4gRI/B4PNTW1jJs2DBAOSJtbW3FarUCEAgFqPZVYzVZSbYfvsuenXXWWSullJO7SutVwQQQQtwE3AY0ARsAn5Sy27mYkydPlitWrOgQV1RUxKhRo/pS737h8Xh6XRtPozhY9+RwZenSpZx55pmHuhqafvD666+TlpZGQ0MDF154IcFgkBUrVmCxWJg0aRKiD85zImkHTa1NXP7G5Szetpg558zhgVMfOMAz6AUp4dVX4YEHoKJCLYHyxBNq7V3NIUM/MzTdoduGJlKO9bayefNm1q1bh9PpZOnSpSxfvpz09HRuuukmJk+ezMaNG5k7dy6lpaUUFBRQXV1NdHQ09913HykpKYRCIbxeLy0tLe0hXJcxmUw4HA6cTmd7aGhoaC8nKiqK7du3U11dzZ/+9CemTZvG448/jtVqxePxUFNTQ11dHaFQiGAwiMlk6jBwZTabcTgc2O32/YLD4cBms+33DeLz+XjppZfIL8ynuKSYM846g0bRyMdrP6asqYzWqFY2lG2gxd7CzoadVHgqkEgeOOUB5kybc9DuTV8RQnSrYEbkRVZK+Vfgr4awR4GygaueRqPR9I1LL72U+fPnI6Vst1rIyclh8+bN1NTUDIhX2XCibdG8ffXbXP/v6/nhez9kb/Ne5pwzp0+KbJ8QAq69VjkL+slP4He/U95p586FE04YnDI1Go1Gc9Th8/nYvHkzO3bswGq1Mnbs2A6WP8nJyTgcjoNSl/Xr17N161bsdjupqak8+eSTvPvuu9x111088MADXHjhhXg8HlJTU7n44osZNmwYNTU1fPOb3+R///sf7733HqM7WfRIKfH5fLS0tLB3714qKiqorKxESklUVFT7qGBubi7bt29n3LhxTJgwAY/Hw9ixY3niiSe4+uqrefPNN8nIyGDVqlXcdc9d2ApsxB0XR6NsJHFIItIhqffV0xJoIRgKEggFCIaCBGWQkAwRkiG1jdqWSIIy2J4nSBAqjEr/o+N1sZqspNhSGOkaybSCaeTE5VAokpiUfNxBuCuDQ0QKphAiVUpZJYQYipp/edLgVkuj0Wi6x2Kx4HA4SEhIYOHChVx00UWkpaWxc+dOSkpKSEpKGnDlz2a28fIlL5PgSODJZU/S2NrIs+c/O3hKJoDLBb/9rfI2O3s2nHKKmqv54x+D8dLUaDQajSYYDLJt2za2bdtGTU0Nra2tREVFkZqaitVqJT4+HoAdO3Z0OK64uJisrCyGDh3arowNBqtWrWLnzp2YTCays7OZMGECPp+PkSNH8o9//AOv14vf7wfA4XAghKC6uppAIMCLL77IF198wd13381jjz3GyJEj2bhxI+vXr2fdunWsX7+e9evXs3v37vbyEhISOO6445gyZQrjxo1j/PjxJCQk0NDQgJSS7Oxsqqur+eUvf8mu8l3c+7N72R7YzvK65bRe0UrAGgDAHDAT3BYkOzmbMfljiLJGYRZmzCYzZmFGIAgFQzR5mmhpasHn9REKhDCbzDgdTlxRLoQUEISC/AI89R4CrQGGJAzhtPzJDPdFkVrjZdvidxmxOwAbNsCGd2H3buWB/rEzBu2eDCaRroP5phAiCfAD35dS1g9inQaNsrIyvv/977Nx40ZCoRCzZs3iySefZNmyZVx00UXk5eURCoVITU3l1VdfZdGiRSxevJjXXnutXcbevXsZNWoUZWVl2O32ftWjoqKCO++8k/nz5/fpuObmZq644gq2b9+O2Wzmggsu4PHHH+9XHTSaI51Zs2Z1OYq5adMm9u7dS0pKyoCXaTaZefb8Z4mxxfDEsicABl/JBOVldu1auPNO+OUvYckSeOst6Of8FY1Go9EcuVRWVrJu3Tr27NmD1+vF4XCQkpKCw+HA5XLhcrmorq7G7Xaza9cu4uLiyMnJYceOHTz99NMUFxdzwgkn8PDDDxMXF0dZWRmVlZVkZ2eTlZU1YL5M/H4/n376KcXFxaSnpxMKhRg+fDijR49my5Yt7QphW/1SUlI6lB2SIarqqyjfXc7I40dSMKGAr7d/zcdrPkYaf1njssidlMvF1oux2qxYbVYsVgtmsxmJVKOJUvL+jvep8dfgdXipDdZStrWMysZKKj2V1LTUIGOVmW1cWhxTE6dySvIpTEmYQnxUPKtXr+aNN95gYstE7r//ftauXcvq1atZs2YNq1evZsOGDUi/HyeQaLczYeRIJgwbxpj8fEbm5DA0Lo6mjRsJfrSdqKoqYuvqsOzejdizp/1cR4CaBjN6NJx7rvo966wBuQ+HgkhNZKcOdkUGGykll156Kd/73vd4++23CQaD3HLLLTz88MPMnDmTqVOnsnDhQgB+9KMf8eyzz3Lfffdx33330dzcTJQx92n+/PlccMEF/VYuATIzM/usXLZx//33c9ZZZ9Ha2srZZ5/NokWLOO+88/pdF43mSKWrUczU1FRKS0spLS0lOTl5UBQ/IQSPn6M6dg6qkhkfDy+9pJY3ueEGZSq7cKHySqvRaDSaox6fz8fy5csJBALYbDays7Opq6ujrq6OsrIyYmJiyM7OZtSoUcTHxyOlxO12U1VVRVVVFSkpKTz22GPt8pqamli3bh3nn38+NTU17Nixg927dzN8+HASEhL6VcempiY++ugjKioqSEtLIzY2luzsbHbt2sXUqVMpLCxk48aN7N27l8zMTIYMGYLT6URKyZ6mPXxV/hXLy5bzRfkXfFn+JZ5Wz0BdPgAEgoyYDIbGDaUwsZDTsk8jzZWGv97PqIRRnD3ibMwSzNu3IzZupHXHx2Tv3MmlFgu2xYsRb7zB8T4fJ/h8mFpbsbS2YgqF9i3L4fOp5cjWrOlQbhwg7XbIyUHk5MCUKTB0aHtYXlnJSVdeCQfouPBwIdIRzAFl27ZtNA7wouIul6tHL7UffPABDoeDG264AVCTdH/729+Sl5fHWWE9BFJKPB4PhYWFxMbGcsYZZ7BgwQKuuuoqAObNm8fDDz/cbTm5ublcc801LFq0CIvFwp///Gd+9KMfsW3bNn7wgx9w6623UlJSwqxZs1i/fj0vvvgi//nPf2hubmb79u1ccsklPPHEE13KjoqKaq+rzWZj0qRJlJXp6bCaY5dZs2bxxhtvIIQgEAhgsVgGfRQTDqGSCXDllVBYqMxmTz0V5s1Ta21qNBqN5qjE7/eza9cudu3aRSAQ4LPPPuO0005j1KhRZGRk7Je/sbGR4uJiqqqq8Pl8mEwmkpKS2s1kQ6EQLS0tfP755+Tn57N8+XJiYmKYPHkyW7duZe3atWRkZJCfn4/F0ruqUFNTw0cffURdXR1ZWVlER0eTkZHRPkJ5+umnc+655xIMBvlqzVcsK11GhbmCipoKyj4ro9xdTrmnHG/AC4BZmBmfPp5vHfct8hPysZqsWEwWLCbLPtNUIRAITMKEEMYvosN2W5pAkOBMICcuh6zYLGxmW9uFgpIS2LEDdpXA4k9h1R9g3TpoaWk/P2mzIdPTqXc6aXG5MGdmYouNxRQdjdfpJORwII3Q1baIjSX5+OOxDRnSrQLpXbr0qFEu4RApmIeCDRs2cPzxx3eIi42NZejQoWzbto1PPvmECRMmUFNTQ3R0NI8++iig1t175ZVXuOqqq6ioqGDLli184xvf6LGsoUOHsnr1au655x5mz57NZ599htfrZezYsdx666375V+9ejWrVq3CbrczYsQI7rjjDrKzs3sso76+ngULFnDXXXf18UpoNEcPFouFqKgo4uPjWbhwIRdffDGpqans3LlzUEcxYX8lUyB45vxnDo6SOWkSfPklXHihCr/5Ddx1l3IOpNFoNJojkqKiIr788ksSExPJyMhoNxdtamoiGAyydOlS3nnnHf71r38xZMiQDsd6vd72kcqmpiYAEhMTycvLIzk5uUuz12HDhvH555+zZ88ekpKSePPNN7noootwu92UlZW1L6WRmJi437utrKyMzz77jObmZjKHZGKLtRHwB1hWvIzY1FiGDh+KJcvCdu92Vq5aSaWnko+3f8zmhs2EUGs858bnkh2bzZSsKVwScwnZcdlMypjEpIxJRFkH2Gt6RQV8/BV8+QJ89RWsWgV793bMEx8PEybAd78LEyfCuHGQnY0w/DokDmyNjmoOiYJ5MNbD7CvhJrJz5szhgQce4Pnnn2fmzJncdtttuN1uXn/9dS677LJebdMvvPBCAMaNG0djYyMxMTHExMRgt9vbF1UN5+yzzyYuLg6A0aNHU1pa2qOCGQgEuOaaa7jzzjvJz8/v7ylrNEcFs2bN4vXXX99vFLOoqIjq6mpSU1MHrew2JVMieXLZk8Q74vn12b8etPI6kJUFH38M110H99wDn38Ozz8P/TRr0mg0Gs2hwe/3M2/ePNLS0khOTmbTpk2UlJSQn59PVlYWNpuN22+/nbKyMj755JN25bK1tZXq6mqqqqpwu92AGjwpLCwkJSUFm83Wa9knn3wyEyZMYN68eeTn5/PBBx8wY8YMkpKTWLlhJYu+XMQe3x6q/dXsad1DSUMJFe4KApYAjYFGPH4PLTtbOgqtRi1qGIbL4qLQVcidk+7k3JHnctKQk0hw9uN9FQxCfT3U1EBtrQpt251/27ZrasC4PpjNamrJxRcra6Dc3H0hNVV31A4Qx8wI5ujRo/eb9+h2u9m5cyeFhYUsWbKkPf7CCy/ksssuA8DpdDJjxgzeeust5s2bx9NPP91rWW3zM00mU4e5miaTiUAg0G1+UKa7XeUJ55ZbbmHYsGHcfXe3S5FqNMcMZrOZ6Oho4uLi2kcxU1JSKC0tZceOHarXMTFxwJwWdEYIwZxz5tDgbeDRTx8lKSqJe0++d1DK2o/oaHjjDZgzB376U1i2TC1lcgyvsabRaDRHEitXrqSoqKjdom7atGnExcXxyCOPsGPHDsaPH4/D4SAvL48//vGPREVFUV5eTm1tLbW1tYCaQpWXl0dKSgpOpzPisuta6thQvYGi6iKKMot4fv3z7PHt4Tu//w7NspmgDHbIbxZmki3JxJviiQvFMSZ1DHkZeSQ4E4izxxHviG8PcfY4pFfSuLeRQFMAu9XOyJEj+7aMWDAImzbBF18oq50vvlDmq8Fg1/mFUJ2siYmQlAQpKTBypNrPz1e+CyZMgD5cI03/OGYUzLPPPpsHH3yQl156ieuuu45gMMh9993H7Nmz2x34tPHpp59SUFDQvn/NNdfw4IMP4na7Ofnkkw921Tvw4x//mIaGBl544YVDWg+N5nBi5syZzJ8/nxZjzoQQgsLCQoqKiti4cSNms5mkpCRSU1NJSEjosAbYQCCE4LmZz1HrreW+JfeR5Ezi+gnXD2gZ3WIywY9+BNOmwTe/qTzO/vCH8ItfQAS91xqNRqM5+OzatYslS5aQl5dHTEwMDQ0NzJo1i/LycqSUPPTQQ/sd09jYyJYtWwA1OJGdnU1qaioulyuiMqWUrKtax8ItC1mwZQFflH2BRHlPdVqcjEgeQZI3iePSjsNlcjFlzBSSopLU3MXoLK4+/2qKtxezZPUShg4d2mUZoVCIqqoqdu3aRXNzM3a7nfzCfDIyMnqfz9nUpBTJzz6DTz9VljltI49xcUpBvP9+yMzcp0SG/8bFqRFKzSHnmFEwhRC89dZb3HbbbTzyyCOEQiHOP/98Hn30UT7//PP2OZhSSuLi4joocNOmTeO6667jpptuOjjzq7qhrKyMX//614wcOZJJkyYBcPvtt3PzzTcfsjppNIcDZrMZn89HXl4eW7duZdiwYSQkJHDyySdTX19PVVUVe/fupaqqCovFQkpKCikpKe0ODwakDiYzL1/yMg3eBm76z00kOBO4cMSFAya/VyZPVnNK7rkHHn8cXnkFzj8fpk9XSqdhhq/RaDSaQ4fb7eZvf/sbWVlZ5ObmUlxczFlnnUV9fT2bNm0iKiqKzMxM7HY7DocDq9WKlBKHw9EuQwiBzWbr9ps0JENUeCrYXrudbbXb2F6nfr8o/4KdDTsBmJI5hZ+d8TNOyDqBUSmjGBo3FJMw0dzczNtvv43D4eC0wtPaneXdf//9rFyxkn/9619dKpeBQICKigrKy8tpbW0lOjqakSNHkpKS0n2nblXVPmXy00/h668hEFAjkWPGqE7Tk0+GE0+EYcOOKic4RztCSjngQidPnixXrFjRIa6oqIhRo0YNeFmd8Xg8xMTEDHo5RwMH654crixdupQztSnhUUNxcTGlpaXs3LmT66/ff/QwFApRV1fXrmyGQiFsNhs+n49JkyYRExMzIB1Ija2NnP3S2aypXMPPzvgZN0y8gXTXQV6v8p134IUX4P33weNRPbqnnKKUzenTlZMg/aLuM/qZoekO3TY0XeHz+SgtLaWsrIy9e/fi8XjIzMzE4XBQXFzM5MmTCYVCuN1uHA4HOTk5pKWlRfQu8gf9lDaUsr12e7sC2fZbXFfc7pEVwGKykBefx9jUsZw/7HxmDptJRsz+3mfb+PLLL/F4PJSUlHDTTTexaNEizj//fL73ve/x3HPPdcjr9Xrb19EMBoPEx8eTnZ1NQkJCx/OQUpm7fvbZvrB1q0qz25USeeqpcNppSqk8xvwJHInPECHESinl5K7SjpkRTI1Gc3STn5/Pxx9/TFRUFKFQaL8e0zY37UlJSQSDQWpqatpduK9atap9oequ5rCYzeaIlU+XzcV/v/lfrnnzGh764CF+8uFPuGDEBXxn0neYXjAds+kgmO/MnKmC369MjBYvhnffhR//WIWUFGVSO326WtA5/SArwBqNRnMUEAqF2L17N6WlpVRVVdHQ0IDf78diseByudrn/5vNZtLS0khKSmLHjh2MHTuW0aNHU19fj91uZ9iwYaSnp/c6faOmuYYXV7/Ii2tepKi6qMMcSafFSUFiAcOThnNe4XkUJhZSkFBAYWIh2XHZWEyRf/KfcMIJvPjiixQWFjJ37lzuu+8+xo0bx29+85v2PI01Nexev56G4mIsDQ3kCkGyEDiamvY51tm7d992ZeU+c9fkZNXpefPNMHWq6vQ8gPXlNYcfWsHsJ5dccgk7duzoEDdnzhymT58+IPJPPPFEfD5fh7i5c+cybty4AZGv0RyNuFwuUlJSWLZsGaeddlq3+cxmM6mpqaSmprJ06VJGjBjB7t272blzJ7t27dovv81mY8yYMcTGxkZUj6T/Z++8w6Oqt7Z9T59JJj2ZdJJJIYQaIChIExBBqkgTEATxgMh7juKxoNh4eS0cG8dy9CCIonT8EAEBQUB6DSCEkEYgjfQ2SabP/v7YMBLp0nHf1/W7Zmb3PWx25tlrrWd5BPDz6J/JKM9g2XZg7gAAIABJREFUTsocvj70NT8c/4FI70ieaP0ET7R+gkY+F65fua6oVNClizjefhuKi2HDBlFsrl8PCxeKyyUliWKzTx/xj73koichISHRAKfTiclkora2ltTUVCoqKvD393enrvr5+eHn50dlZSU1NTVUVVVhMpncf5d8fHwQBAGlUonVaiUgIICQkBACzrTAuBiCILA7fzef7/+cpalLsTqt3Bd5H1M7TXULyFj/WEL1ode1jGvEiBEsW7YMb72eJzt25G8tW+KYMAHrwYMoc3LQ19cTf7GVdTqxLjIwUHyNjBQfbLZpI0YpGzeW/s7c5Ugpsn9hpBTZOy8dQeLSVFdXs3v3bvLy8q64NnnTpk3k5eUxbdo06urqeOCBB/D29mbatGmoVCoACgsLsdls7nqSq8XmtPFj+o98mfIlG7I3APBQ/EP8rc3f6BvfF5VCddXbvGZcLjh0SBSa69aJDrQOBwweDF9++ZdLT7oSpHuGxMWQro27A5fLxaJFi9DpdPj5+bmzWQRBwGazuZc7229Sq9W6lw0LC8NoNOLt7Y3NZqOyspLKykoqKiqw2+0AeHp6UltbS4cOHRp0EDgXQRDIrMhky8kt/HrqV7ac3EKhqRC9Ws/olqN5KvkpWga3vDFfgN0OaWliPf/Bg9Tu2IEmLQ3Vmb6aDk9PTAkJWOLi0DVqhFd0NAqDQRSR5w7JpfWquRPvIVKKrISExF8CHx8f8vLyCA0Npa6uDk9Pz0suv2nTJiZOnEhWVhbt2rXjgw8+wOl00q1bN5KTk5k0aRIAwcHBpKamcuzYMWJiYoiIiLiqJ8VqhZohTYcwpOkQcipz+OrgV3x16CsGLRlEiD6EcUnjGN96PLH+sZff2PVCLhefJrdpI7rQ1tTA55+LKbR794rRzUtEgSUkJCTuJk6fPs3atWuJjY3l6NGj7N69G6PRSPv27fHw8EChUPDll18yZ84c+vXrx+zZs90iURAEampqKC8vJysrC5PJBIBSqcTPzw9/f3/8/PzQaDRs2bLlguLySPERvvvtOxYdXURejZhJE6IP4f7o++kZ05OhTYfipbmOARRBgJMnf2//sXcvHDgAljO1mzod+latEEaPxpWcDPfei7xJE3zkcnxlsltqeilx+yMJTAkJibuKmJgYFAoFGzduZODAgRdcJi0tjRdffJHVq1cTHBzMwoULGT58OHK5HEEQaN++Pf/617948sknUalUqNVqWrZsyfHjxzlx4gTV1dVER0c32KZWq728BTtg9DMyo/sM3rj/DdZmrmV2ymxm7pjJO9vfoYexB891eI4+8X2ux1dxdXh7i+1NuneHESOga1ext+a0aXAF5yUhISFxp7J582aqq6uJjIykoKCAJ598kg8++IApU6ag1WqZPn06y5Yt48CBA/zv//4vU6ZMcbumno1UOs/0ZvT29iY6Oho/P79Lmse5BBfHy47zU+ZPfPfbdxwuPoxSrqRXbC9e7fIq90ffT7x//PURcrW1YolEVtbvYnLvXigtFedrteLDxkmTREfy1q3FNFaFAhkgSUmJq0X61SAhIXFX0aVLF3788UeqqqrOm1dSUsKbb77J7Nmz8fT0ZObMmSQlJfHggw+6l5HJZLzyyisMGDCAxYsXM3r0aECs22zatClbt26lvLyc8vLyBttWKpW0adPmiptcK+VK+if0p39Cf/Jr8pl3cB5zD86l78K+vN7ldd64/w3kslvg9NqunZgeNXkyvPkm/PorfP+9lDIrISFxV3DWmCcrK4uioiJMJhOxsbFYrVYiIyO59957OXnyJP369aNr165UV1ej0+lISkpyb2PHjh3u9xqNhqCgIHeU8o8PGp0uJ2X1ZRTXFVNUW8Sy3GW8v/B9dubtpNJSCcA94ffwyUOfMLzZcII8r6AMQxCgqkoUjeeOkpILT6uv/31dmQyaNoV+/cS+kvfeC82bizX7EhLXCUlgSkhI3FUolUp3hDE/P5+IiAjMZjMfffQR7777LvX19UyaNInXX3+doKAgtmzZct42+vbtS4sWLXjnnXcYNWqU29kvPz+fYcOGER4ejpeXF88++yydOnXC5XKRlZXFsWPHaN269WWdAP9IhHcEr3V9jRc7vshTa57if7f+L8fLjzNv4Dw8VB7X42u5Ory8YP58MZo5caJoGb9mDcTexBReCQkJiWvAarWSlZXFyZMnqaiowGq1olarCQgIQK/XAxASEoKvry/Z2dk88sgjlJeXc/DgQZRKJTqdDh8fHwIDAzlx4gRBQUEYDAZATIktMhdhUVoocZSQWpdKcUkxJXUlFNedea0VX8vqyxBo6HfSJLAJjyQ+QsfIjnSJ6nL58ghBgPR00aRt40bYsuV3R9ZzkctFMx2DAYKDIS5OfA0OFqdFRUHbtmLGioTEDeQvJTDz8/OZPHkyx44dw+Vy0a9fP9577z127tzJwIEDMRqNuFwuDAYDCxcuZO3ataxbt45Fixa5t1FWVkZiYiL5+fkXLdC+GRw6dIhJkyZRU1ODQqFg2rRpDB8+/JYdj4TE7US7du0oLy9n8+bNALzyyivk5+czcOBAZs6cSUJCwiXXl8vlvPzyy4wcOZIff/yRhx9+GLPZzKBBgzCbzXzzzTdMmjSJ0aNHs2/fPhITE1EoFKSmppKVlUXjxo3/1HFrlBq+GvAVTQOb8tLGlzhReYKVj64kzCvsT23vmhk7FmJiYNAg8Sn3ypWiA6CEhITEVeJyuTh+/DiHDx/Gz8+P+PjfPUhlMhkKhQKlUolSqaSurg6FQtHAuVsmk6FWq1Gr1Q1aR5WXl5ORkUFBQQEmkwmXy4WnpydBQUHudiF6vZ7Kykqqqqo4ffo0Op0Og8FATEwMUVFRVFZWkp6ejs1mIzw8nOjo6AaRyISEBCwOC5tyNrEqfRWrM1eTX5N/3jl6qb0I1gdj8DQQHxBPp0adMHgaCPYUpxk8DVRlVjGw54XLN9wIgtgjcutWcWzeDPln9hcbC48+Ck2a/C4cz4rIgACx77GExC3mL+MiKwgC9957L5MmTWLcuHE4nU4mTJiAv78/ffv25f3332f16tUAvPzyy6jVav75z38SExNDbm4uHh5iFOGLL75g7969fPXVVzf8XC5FRkYGMpmM+Ph4CgsLadu2LWlpafj6+l7xNiQX2TvPsUviyvn2229Rq9Vs374dg8FA586diYiIOG+5s1HOc/H19cXHx4fExET8/f3Zs2cPY8aMYcGCBaxcuZL+/ftTUFBA69atCQwMZO/evej1ek6cOEFeXh5NmjQhODj4mo7/x/QfGfn9SHy0PqwesZrWoa2vaXvXRGam2MIkNxe+/lqs0fwLIt0zJC6GdG1cmKqqKnbu3Mnp06fx9vZ2RwCtVityuRy1Wo1MJkMQBK729+jZMohzf/fY7XbKysqoq6tDLpfj7e1NeHg48fHx6PV6rFbrecNsNlNbW4ter6dx48YNfkOW1JWwJmMNP2b8yIbsDdTZ6/BUefJg7IP0jOlJpE9kA/GoU12+ROKC14rLBUeP/i4ot24V01tBFJBdu8IDD4j9i43Gq/qeJO4M7sR7yG3nIpuVlUVtbe113aZerycuLu6i8zdt2oRWq2XcuHGAWE/10UcfYTQa6datm3s5QRAwmUzExcXh7e1N165dWbVqlTs6uHjxYqZNm3bR/URHRzNixAjWrl2LUqlk9uzZvPzyy2RlZfHCCy/w1FNPUVtby8CBA6msrMRut/N///d/DBw4kH379jF+/Hj27t2L0+nknnvuYcmSJTRv3vy8/ZwbIQkLC8NgMFBaWnpVAlNC4m7G19cXhULBI488glqtBqD47B/sP3DudJfLRUFBAVqtlrfffptx48YxfPhwli1bxowZM+jfvz8A4eHhLFq0iJ49e/LUU0/x7bffYjQaqampISMjA71ef1kX20sxIGEAO8fvpN/CfnT5ugvfD/ueB2MfvPyKN4L4eNi9W4xkjhwpmkTMnCk1xpaQkGiAy+Xi0KFDpKam4nQ6iYiIwNPTk/DwcAoKCnA6nSQlJbF27VpeeeUVtFots2bNYsyYMaxZs4ZXX32ViooKBg0ahFqtZsOGDfj4+PD444/z0EMPsXfvXrZv3059fT2hoaGEhIRQU1NDYGAg4eHhGAwGnE4nFoulgYhMTU09T8DK5XI0Gg0ajYa4uDjCwsIQEDhUdIh1WetYlbGKXXm7EBCI8I5gTKsx9G/cn27GbmiV2mv7omw2SEmBbdvEsX07VIr1mERGikLybA9jqWekxB3ILYlg3kiBebEI5scff0xOTg4fffRRg+mtW7dm3LhxvPbaaxiNRsrLy/H09GTv3r14e3uzfPlyFixYwIoVKygsLCQ5OZm8vDwUF0lBiI6O5qWXXmLSpElMmTKFX375hR07dmCxWGjevDnFxcU4HA7q6+vx9vamrKyM9u3bk5mZiUwm49VXX8VisWA2m4mIiODll1++7Lnv3buXxx9/nNTU1Kuq/ZIimHfe0yKJ688frwOXy0VZWRkFBQXU1NRgNpvZtWsXoaGhDZY7m861efNmli5dytChQxk/fjw2m40DBw6gUCho3bq1u5fmn6WgpoA+C/twrPQYX/b/krFJY69pe9eE1QrPPw+ffiq6DC5eLP74+Ysg3TMkLsZf+dooKSlh165dlJaWEhgYiN8ZQ7D8/HysVitGo5EOHTqg1TYUZenp6UyfPp3a2lqaN2+OyWTC39+fbt26ERERgcvlorS0lGPHjlFfX+82UNNoNAQHBxMQEIDL5cJqtZ4nHmUymVs8njsEhQBKEBQCDhxYnVbq7fWknE5h44mN/JLzC2X1ZQC0DW3LgIQB9G/cn6SQpCt3cxUEqKuDsjLRpbW09Pf3xcVUbtyI3/HjYDaLy8fH/y4mu3YV6yQl/nLcifeQ2y6CealI462ic+fO7hTZmTNn8uKLL/LFF1/Qt29fnn76aWpqali6dCmDBw++qLg8y4ABAwBo0aIFtbW1eHl54eXlhUajoaqqCk9PT1555RW2bt2KXC6noKCA4uJiQkJCeP3112nXrh1arZaPP/74ssd9+vRpRo8ezTfffHPVxiISEhLnI5fLMRgMGAwGTCYTO3bsoG3btgQFBTVwpnU6nTgcDmJjY3n55Zex2WwcP36cJk2akJiYyOHDh9m7dy9RUVGEhYX96f+f4d7hbBu3jcFLBzNu5Thyq3N5rctrt6YHmUYDn3wiPl0fN060tf/Pf2DMmJt/LBK3FStXrqSuro6goCCCgoLOExMXQ6FQEBkZecXLS1w9dXV1HDlyhNzcXEwmE0qlksDAQLRarTu7A8DT05P4+PgLPqS/ECkpKRw5coTIyEh3xkhRUREOh4N77rmHrl27upcVBAGz2eyugzSZTFgsFiZOnAiAzWZzRxQBioqKkMvlbnfuiqoK0vLScHm7qNBWcLD2IIUlhdQ56rAJNuzYsbvs2Fw2bC4bVqcVi8PSYFid1kueT5hXGH3i+/CA8QF6xPS4cO27wyG2+jhyBDIyzheQZ9+f7SX5R5RKlEYj/O1v0Lmz2Gs4JOSKvm8JiTuJv4zJT9OmTVm+fHmDaTU1NeTm5hIXF8fPP//snj5gwAAGDx4MgE6no3fv3qxYsYLFixfz4YcfXnZfZ2+Q594sz352OBwsWLCA0tJSDhw4gEqlIjo6GsuZm1F5eTm1tbXY7XYsFsslU+xqamro27cvb731Fu3bt7/yL0NCQuKK8PLyonfv3hedLwgCDoeD/Px80tLS2LVrF40bN8bX15c2bdpw4sQJsrOzyc/PJzo6muDg4D8lDL013qwZuYa/rfobb2x5g7zqPL7o9wUK+S0ycxgwAA4fhsceg8cfh02b4PPP4QpbtEjcXSxcuJDw8HCcTidlZWWUlZWhUqnQarXucbFIvs1mo7i4mPj4eAwGg9S8/RrJz8/n2LFjFBcXY7Va0ev1GAwGFAoFwcHBeHl5UVJSQmZmJhkZGQQEBNC7d2+Cg4MpLS0lJSWFRo0aERUVdcmHYt9//z1eXl54e3uTm5tLQkICvXv3bmCMY7VaqaqqcotKq1UUeGq1Gh8fH0JCQvD09ESv16PRaJDJZDhcDg4XHWZ77nZSS1PJqcohpzKH3Opc7C57g2MI0AUQ4BGATqlDq9SiVWnxUnqJ769yNA5oTGJgIjJBEGvNdx2Foo1QVCTWQp4+Lbq4HjvWUDx6eYmurYGBEBYGrVqJ789OO/c1KAi8vTnw6693XKRKQuJq+csIzB49ejB16lTmz5/PmDFjcDqd/POf/2Ts2LFuA5+zbN++ndhz7PhHjBjB1KlTqampoUOHDtd8LNXV1RgMBlQqFZs3b+bUqVPueRMnTmTGjBnk5OTw0ksv8emnn15wGzabjUGDBjFmzBiGDBlyzcckISFx9chkMlQqFUajkV27dhETE+N2nfXy8qJVq1ZUVlZy4sQJ0tPTyc/Px2g04u/vf9U/pNUKNV8P/JoIrwje3v42tfZa5j88H5XiFvUui4iAX36BGTNg+nRITYUVK8TpEn8ZlixZQnh4OFlZWQwdOpTDhw+zY8cOtm/fzo4dO9xR/+DgYDp27EinTp3o1KkTSUlJqFQqzGYzx48f5/jx45SXlxMfH3/NaeVXQkFBARkZGURFRTVwKnW5XNhsNmw2G3V1dRw9ehR/f39CzokyaTQaYmJiGkT/bhW7d+/m2LFjyGQy/P398fX1RaPR0KhRI0pLS6muriY3N5fAwEDi4uKIiorCbDZTX1/PsWPH+OCDD/j2228ZPXo0U6dOJS8vj9zcXMrLy0lISDgvmmmxWFiwYAFxcXHk5OTQs2dPwsPDgd8Nds4KyvozvReVSiW+vr5ERkbi5+eHTqdDQOC06TTpVemcOn2KjPIMduTtYFfeLursdQAEeQRh9DOSHJbM0KZDifaNJso3iiifKCK9I9DXO6C2VqxnvNiw26H+QvMsYKsR31utkLtCvIelpTXsGQng4fF7y4/Jk6FFC3EkJkoP1SQkLsJfRmDKZDJWrFjB008/zYwZM3C5XPTp04e3336bXbt2sW3bNpKSkhAEAR8fH+bMmeNet2fPnowZM4bx48dfl6ero0aNon///rRo0YLk5GSaNGkCwPz581GpVIwcORKn08l9993Hpk2b6N69+3nbWLp0qbvh+9dffw3A119/3aARsISExM1j2LBhLFq0CG9vb0pLSwkKEptl+/n50aZNG0pLSzl58iRHjx7F29ubmJgYfHx8rmofMpmMt3q8hbfGm6m/TMVsN7NkyBI0yltktqNQwJtvivWYjz0Gycnw/fdSK5O/CMuXL8dgMJCdnc3IkSPR6XR07tyZzp07A6JYS0tLY/v27W7B+fPPP2MwGIiIiKBdu3YkJiYydOhQqqqqOHnyJNXV1URFReHr64tOp7vmv7kWi4Vjx46Rk5NDdXV1AyEml8vJy8u76LqVlZWYTCbKy8sxm81EnamNKykpobq6mhYtWpz3gPpmkZqayu7du4mLiyMyMpLi4mJKS0upq6sjPDycxMRE2rRpQ11dHbW1tdTV1VFRUdHA0Eyj0fDKK6+4Py9btow+ffoQFBRERkYGKSkpeHh4uIfZbGb//v3ExcWRnZ3NY489Rl1dHdnZ2VRWVlJSXUKVvYoaRw02lQ2b0kY99VRbqikrLaO0rpTS+lJK60o5XXsam9Pm3rcMGS0NLXgqfgTddE1pp4rCYHKJEcSDp8UIYtFhMZpYXAwlJaJ4vF6EhUGzZmLqarNmkJAgTgsJgTM9MyUkJK6cKzL5kclkU4AnAQE4AowTBOEiCea3Z5sSifORTH7uvIJqievP9bwO9u/fT01NDSdOnODJJ588b77L5aKoqIhTp05hs9kICAjAaDT+KbfZT/d+yt/X/p0HYx9kxfAVeKhuzQ9dN6mp8PDDcOoUfPwxjB8PNyESdTOR7hm/88MPP+Dt7c2pU6cYPnw4Op0Oh8NxwTYQ5w6Xy3XetnJzc3nggQfQ6/Wkp6dTVydGsJRKJVqtlry8PFq2bNkg/fJsCq5Op3OnVxYUFJCWlkZRUREWiwUPDw93thD8no5rsVjQ6XR4e3vz2WefkZWVxdixY/mf//kfVCoVW3dvZeT/jMTubWfwhMEcTTtKyr4UWjRtweiRo9Er9ehr9ER5RtGyeUt8fX1v2LVx9jfa2TYeBQUFbNiwAaPRiNVqpbi4mIceegiFQkFdXZ1bUJrPGsgglud4enq6h16vx8PDA6fTidVqpba+lu0HtqOQy7GVW3iwe3d89XoKc3Opr6nBbDJhra9H5nRSX1dLQV0B6mg12zO3c6wslXpLFTaLCbndgdoJGgdozryqneAlqAhUeuEn9xSHTEeQXU1IvZyAajteVfVoKqqRl5SKEcU/olCIEcSQkN/7PZ7t/+jjI95n1OorH39cXqm8qS6t0n1E4kLcidfFpUx+LiswZTJZOLAdaCoIglkmky0FfhIE4euLrSMJzDsDSWDeef+ZJa4/1/s6mDt3LnFxcSgUCjp16nTBZZxOJ/n5+eTl5eF0OgkODiY6OvqqjU7mHZzHk6uepFOjTnw36DsifSKvxyn8eSorxQbgP/8s/vB78EGxf2bv3neFkcXtdM84m3odFRXVQHj9Gc7W/JvNZoqLiykqKiIwMLDBgw+Xy+UeDocDmUxGTk4OgwcPRqPRkJqaSk1NzXnbvpCTp0ajQa1Wo9Vq+eWXX1AqlVRVVdGqVSsaN26M2WymqqqKQ4cOUV1dTViYaLbicDmotldTZa/C4rTgFJzuYao3IVPLqHfWU++sp8JUQWV9JRbBgqASkGvloIYaaw0mq4kaaw319npcuMAJNosNBQqUGiU1QsPzkCFD4PzfSh4KDxK8EugY3RFM0CKxBRqFxl3Xp1Ge8/4C02XIqLHWUGoqZdXPq5BpZPjqfUUBe2Yo5UrqzVXYK4twVpYgVJVjN1VSXVZEkLceq6kaV30tSpsdpdWOxuFC5XCisTtRnx02J0q7E7VVfK+2O9HYnCgcLpQOF+ozQlB9vva/cahUokA8Vyye+/7s59BQsYbxLjIxvJ3uIxK3D3fidXE9XGSVgE4mk9kBD6Dweh3cncqgQYPIyclpMG3mzJn06tXruu7nyJEjjB49usE0jUbDnj17rut+JCQkrg9Dhgxh48aN2Gw2rFZrA6OvsygUCre7bG5uLgUFBZSUlBAeHk5kZOQV13aNaz0OD5UHo1eMJubjGB5t/ijPd3ieViGtrvdpXRl+fvDTT7BqFaxZI75ftkyc17atKDb79IF27cSohMSfwmw2s3r1aho1akRqaup1264gCGRmZlJYWIjD4SA5Odndc1kmkyGXy9m/fz+bN28mODiY559/HqVSycGDB7HZbERHR+Ph4dFARF4uxbVPnz7s2LEDm81Geno6lZWVhIeHM/5/xrMhawOGDgZUMSpO15zGpXXBVQSa1Ao1HkoPPFwe6Bw6NDINHgoPDAoDRh8jPloxRd1sNeNwOXAKTuQyOeG6cCJ0ETTyaES4Lhy1XI0LFzanjcqaSk6Vn8IV6iJfyOfX7F/5/PDnOAUnZP+5793DBklF0Po0eFaDzgQhNRBmgpBa8L5AUO9iWJVgUcmxquRY1XJsajlWtQK7SoFFp8Tkq8WuVuHUKEGrRanxQKn1QKXzxCmXcaIsjxrMVDpqsCjsWJxOakz1KNUaohrF4K8PxBc/DKpgmjZKxM/XT4wCajS/jyv5rNVKvR0lJO5irjRF9hngLcAM/CwIwqgLLDMBmAAQHBzcdvHixQ3m+/j43JT2JE6n87JtRCREsrKyqK6uvtWHccuora1FL9VW/OW5EdfBsWPHaNasGWlpaYSFhTUwEbkcMpmsQU83m812WcFZZClief5y1pxeg8VlIdkvmYFhA2nr1xad4haaUAgCntnZBOzZg/+ePfikpiJzubB7e1Nxzz2U33svFe3a4bjKWtRbxe1yzzh8+DBJSUns3r2b4uJi8vLyyM/Pd7uRKxQK98OKsyMkJOSSrqB79uzhtddeIzw8nBkzZvD555+zc+dOBg0axOTJkwGYNWsWq1evpmfPnrzwwgvX1Yzn9OnTFDoKSbGmsPHURkoUJSADT4UnzX2aE6AIoOhEEZV5lUT4RYANsjOz8fPx44EeD9A4tjE6hc49PBQeqBXi/5sr7fddVVVFSUkJcXFxF/2uqqqqkMlkKBQKiouLiY2Nxe6yY7KacMqd2Fw27C47dkFsm+E016KsrkJZXYW6qhp1tQllZSXK8ioCyk0knK4lqLAC+ZljdKiUVHrrKPFQUuatocpbQ61Oi+AXgC48AlVgCCq9HyqdNxoPP+RaTwStFpdGg0ului6RvrS0NBo3bkx2djbr168nLi6Onj17XnOkXELkdrmPSNxe3InXRbdu3a4pRdYP+B4YDlQBy4DlgiB8d7F1pBTZOwMpRfbOS0eQuP7cqOtg4cKFBAUFUVdXh5eXFz169LjsOnV1dZSVlVFTU4PJZMJ+ERMLT09P2rRpc96P4EpzJV/s/4KP935MUW0RKrmKjo060iu2F71ie9EqpBVy2S1MNauogA0bxMjm2rVizziZDO69V4xsjhlzWzcZvx3uGatXr8bLy4usrCzGjx/vnu5yucjOzmb//v0cOHCA/fv3k5KSgslkAkCr1ZKUlETbtm1JTk6mbdu2JCYmolQqWbRoEWPGjCEpKYl169YREBCA0+nkxRdf5MMPP6RPnz6o1Wp++uknXnjhBaZPn05lZSVpaWmo1eo/bXYjCAJZFVksSV3CktQlHC05igwZzb2b086/HW3929LEqwkK2ZU/NFar1ej1ery8vNyvVxJJvRoyMzM5uG8f4VYrysxM7vXxIX/fPiK0WigrQzjTD1EoK0N+Ti3kuQhyORZfXyqio/Hq2pXC0FAqjUbsQUEozgi5yspKLBYLBoOhQbpyUFAQ4eHhN/Rh+urVq1Gr1edlYOhGLddsAAAgAElEQVR0Opo3b37LzI3uBm6H+4jE7cedeF1caw3mUKC3IAjjz3weA7QXBOHpi60jCcw7A0lg3nn/mSWuPzfyOjhw4ACZmZmEhoa6nTavtM5SEARGjRpFYWEhgYGBvP/+++h0OiwWCydPniQ2NpaIi7QEsTltbM/dzvqs9azPXs/h4sMAGDwN9IzpSa/YXjwY+yDB+uDrdq5XjcsFBw6IYvOnn2DfPvD0hE8/FYXmbZg+d6vvGWd7F1ZUVDB06NDLXksul4vMzEy34Dxw4ABpaWl4eXkRFhZGo0aNaNasGWazGYPBQNeuXVGpVAiCgN1ux263u51XLyRm9Ho9LVq0uKKUbofLQUZ5BoeKDjUYpfWlAHRu1JnhzYYzpOmQ865LQRBwOp3uYzpx4gQ6nY6AgAD3MjKZzN1P8YZQXg6bN4sPSHbuRMjIQHaOIY1dp8Pm40OVQkGRw8GpujpO1NZSBpQBDh8f/BMSCGvZkph77qFZx44YQkPJycnBZDKh1+uJjY3F19f3xhz/n8BqtZ73EEupVEq9Sq+RW30fkbg9uROvi2utwcwF2stkMg/EFNkewP5LryIhISEh0bZtWxo3bsySJUuIj49n+fLltG7dmmbNml123Z07d7Jo0SKGDx/OkiVLSExMZMaMGQiCQHV1NadOnSI4OPiCaYpqhZruxu50N3ZnZs+ZFNUW8XP2z6zPFgXngiMLAEgKSXJHNzs26uhOKbwpyOViLWa7dvDGG3DyJIwdK441a+C//xVrOiUAsd3G7t278ff3p3379hcVl4IgYLVasVgsWCwW1Go1rVu3pkmTJgwZMuS8qLjZbMZutxMUFOReB353afX29qa4uBiXy4XRaHSvp1AoCAkJuaDwNFlNHCk50kBIHik5gsUhblutUNPc0Jz+jfvTJrQNAxIGXNKgSiaToVQqUSqV6HS6m9OOq7oaduyAX38V+72mpIAggJcXdOqErE8frDExrM/Nxf+++6hTKt2puHK5HG+5nDZyOfIz44+irKS8nKLSUtRqNQkJCQQHB992wu2GiXUJCYm7nssKTEEQ9shksuVACuAADgKzb/SBSUhISNwNeHl58eSTT7JmzRp8fX3Jz88nNTWVIUOGXLTOSxAEpk2bRnBwMHPnzkUmk/HBBx8wceJEIiIiiImJ4cCBA5w6deqKattD9CGMaTWGMa3G4BJcHDx90C04P9j1ATN3zMRT5Ul3Y3f+1uZv9G3c9+an0kZHiz/k33sPXnsNdu2C+fOhW7ebexy3KWeb25tMJuLj43E4HFRVVWE2m90OsGcF4h8zk7RaLVqtlsDAQHdrj7PTrqSO8qzRz8VwuBx8e/hb1mat5VDRIbIqstyuq/46f1qHtGZyu8kkhSSRFJJEQkACKsVt0sLG6YT8fDhxQhxHj8LWrXDokBhlV6mgfXux32vPnuIDkTMprBqgr9PJ999/T3V1NQkJCQQFBV2xSZdGoyE0NFTyjZCQkLjruKKKbUEQ3gDeuMHHcsPJz89n8uTJHDt2DJfLRb9+/XjvvffYuXMnAwcOxGg04nK5MBgMLFy4kLVr17Ju3ToWLVrk3kZZWRmJiYnk5+df8One6tWree2113C5XNjtdp555hkmTpzIm2++yfTp08nMzHT/IJw1axZTpkxh3759JCeLEeZDhw7RunVr1q5dS+/evS95Pk888QSrV6/GYDBw9OhR9/SKigqGDx/OyZMniY6OZunSpfhJkQAJiVtK3759OXXqFJs3b8ZoNDJv3jz69++PwWA4b9lNmzbx66+/8vHHH+Pp6ck777zDihUrmDZtGt988w16vZ6QkBAKCwsJDw9Hp7tyIx+5TE7bsLa0DWvLy51fxmQ1sfnkZtZnrWdl+koGLB5AnH8c/7jnH4xNGouX5iaWHCgUMHWq+EN+5Ejo3h2GDoW33oL4+Jt3HLcZS5YsIS4uzl13abfbOXToEPX19cDv/SL1ev15IlKj0VzS3OdaEASBH47/wMu/vEx6eTrRvtG0DW3LmFZj3GIy3Cv85kbmbDYxnbW8HMrKxHGx92Vlorg8N6qr1YqC8tVXoWtX8f0l6g0VCgXDhg1jy5YtdOnS5SacoISEhMTtz93TWOgyCILAI488wsMPP+yuY6mtrWXatGkAdO7cmUOHDvHbb7/Rrl07PvvsMwYNGsSGDRvcf8QBli9fTv/+/S8oLu12OxMmTGDVqlUcPnyYgwcPNsinbtGiBee66y5btuy8VLlFixbRqVOnBqL2YowdO5Z169adN/3dd9+lR48eZGZm0qNHD959993LbktCQuLGExUVxejRo8nNzSU6Oprt27fz66+/NljmbPQyMjKSCRMmABAdHc0zzzzD/PnzSUlJcU+TyWScOHHimo7JS+PFgIQBfNb3M3KeyWHJkCUEeQTxj3X/IOKjCP5v6//hdDmvaR9XTdu2Ykri66+L9ZmJiTBpEpw+fXOP4zZg5cqVGAwGsrOzeeyxx3A4HBw5cgSLxUKzZs2477776NixI23btqVp06bExMQQFhaGn58fOp3uhonLrae2ct9X9/HI0keQyWSsGL6CE/84wfJhy3m1y6v0a9yPCO+I6y8uTSYxdfWbb2D6dDGl+v77ITZW7L2q0UBYGLRoIUa/hw6Fp54SBeOcObBtm2gu5e8PHTrAc8/B7NmwcSPk5Ijb37xZ3Hb37pcUlxISEhISF+aWeE4/u+5ZDhUduq7bTApJYlbvWRedv2nTJrRaLePGjQPEp44fffQRRqORbuekYAmCgMlkIi4uDm9vb7p27cqqVasYPnw4AIsXL3aL0j9iMplwOBxu4wGNRkNCQoJ7/sMPP8zKlSt59dVXyc7OxsfHp0F6kiAILFu2jA0bNtC5c2csFsslTRy6dOnCyZMnz5u+cuVKtmzZAsDjjz/O/fffz8yZMy+6HQkJiZuHQqFg9OjR7Nmzh/LyclwuF/PmzWPkyJFoNBrWrFnDnj17mD17doMHWa+88gpfffUV//znP9m0aRMajYbIyEhOnTpFdXU1Pteh1YdKoWJYs2EMazaMPfl7mLljJq9tfo2deTtZ8MgC/HQ3MRPC01P8kf/00zBjhliTOX8+PP44jBgBHTveVc3XL8TPP/+MXq8nNzeXoUOHolKp+O2336itraVZs2YNTG5uFull6by48UV+TP+RcK9w5vSfw+NJj6OU34CfE4IgGkGtWwcHD8Lhw5B9TrNJmUwUk0aj6ERsMEBAAAQG/j7Ofg4IEMWnhISEhMQN5+7+63wOqamptG3btsE0b29vGjVqRFZWFtu2bSMpKYlGjRqxceNGnnjiCQBGjBjhjjoWFhaSkZFB9+7dL7gPf39/BgwYQFRUFCNGjGDBggW4XK4G+4uMjOTo0aMsXrzYLVrPsnPnToxGI7Gxsdx///2sWbPmT51rcXExoaGhAISEhFBcXPyntiMhIXHjuPfee+nVqxfZ2dnExMSwdOlS0tLSePXVV4mNjWXs2LENlvfx8eHNN99k165drF69GoDIyEjUajXZ2dlX3Ovvio8v4l6+H/Y9X/T9go0nNpL8ZTK/Ff92XfdxRQQHi86yx4/D4MHw9dfQpYvYzuT552H/frFW7i5j+/btCIJAUVER/fv3x9PTk2PHjrlr/W62uCyrL+PvP/2d5p83Z3POZt7u/jYZf89gfJvx11dculywe7f4b2s0ijWPr78OR45A69biw4ZVqyAjA8xmMcV12zZYuBBmzRLrdydNEiOX3bpBy5aiCJXEpYSEhMRN45ZEMC8VabxVdO7c2f2jbebMmbz44ot88cUX9O3bl6effpqamhqWLl3K4MGDL1mQP2fOHI4cOcLGjRt5//332bBhA19//bV7/qOPPsrixYtZv349v/zyC/PmzXPPW7RoEY8++qh7ufnz5zN48OBrOi+ZTHbbOdNJSEiI+Pj48OSTT/Ljjz/i7+/PyZMnSU5Opn///pw+kw4qCILbxKVNmzasX7+eU6dO4XK5UCgUGI1G0tPTOXToEJGRkQQEBFy3//MymYyJyRNpFdKKwUsH035Oe77s/yWjWo66Ltu/KmJjxQjmf/4DP/4IixYhfPwxsg8+wB4YSF3nztR26ULdffeh8Pd3m9hoNBq0Wu0d1V4hJSWF6upqamtr6datG35+fqSnp1NeXk58fDzBwTevvcyx0mMsOrKIT/Z+gslmYkKbCUzvNh2D5/m1w9dEdraY9jp/Ppw6JZrrPPig6DA8YIAYgZSQkJCQuCO4JQLzVtC0aVOWL1/eYFpNTQ25ubnExcXx888/u6cPGDDALex0Oh29e/dmxYoVLF68mA8//PCy+2rRogUtWrRg9OjRGI3GBgKzX79+vPDCCyQnJ+Pt7e2e7jzjRLdy5UreeustBEGgvLz8T/X1DA4O5vTp04SGhnL69OkLmohISEjcPgwYMIATJ06wdetWRo8eDUBOTo57vkqlQqfT4efnR2ZmJlFRUaSkpJCcnExwcDBOp9PtTqvVagkNDSUgIACl8upu8TKZDJVKdZ4Qax/RngMTDjBs2TAeW/EYn+37jOfve56BCQNRyG+yA6ZeDyNH4nr0URb/5z+0PHWKgL17Cdq4Ed8VK3ApFFjCwrAGBmILDKTyzKvdYIDwcGTh4SgiItB6eTUQoBc671tBVVUV2dnZKBQK2rVrR1hYGAUFBRQXFxMdHU1YWNgNP4bjZcdZlrqMJalLSC1NRYaMvo378m6Pd2lmuHyLnctit0NRERQWipHJ+fPFKKRMJorKGTOgf3+4jXpCSkhISEhcOX8ZgdmjRw+mTp3K/PnzGTNmDE6nk3/+85+MHTsWjz8U8W/fvp3Y2Fj35xEjRjB16lRqamro0KHDRfdRW1vL/v373cY+hw4dIioqqsEyHh4ezJw58zzb919++YWWLVuyfv1697THH3+cFStWMGbMmKs61wEDBvDNN98wdepUvvnmGwYOHHhV60tISNx8YmJiiImJwel0nid0zjVq8ff35/Dhw2RlZZGcnIxMJiM8PJywsDDKysrIz88nJyengUC9GjQaDT4+Pu5x1qHW4GFgw2MbmJ0ym492f8TgpYOJ94/nuQ7P8Xirx9GprtzJ9nqwYcMGwlu04MOUFBbu2cNvKSk0Li9Hvm4duowMtPn5kJ6ObMsWZH/o/SjIZNh9fbEGBWELCKA2MJD60FCq27alrnFjd22n0WgkMvLi/RlvBMuXLycmJgaVSkVMTAx1dXVkZ2fj7+9Po0aNbsg+zXYzW05uYW3WWn7K/InsymxkyOjUqBOfPvQpg5sOJkQfcvkNuVyigU5hIRQUiK/njrPTSkvF+sqzNG4M77wDjz0GERE35BwlJCQkJG4efxmBKZPJWLFiBU8//TQzZszA5XLRp08f3n77bXbt2uWuwRQEAR8fH+bMmeNet2fPnowZM4bx48df8gm3IAj861//YuLEieh0Ojw9PRtEL89yNg32XBYtWsSgQYMaTBs8eDCff/75RQXmiBEj2LJlC2VlZURERDB9+nTGjx/P1KlTGTZsGHPnziUqKoqlS5de4bckISFxq7lcTzyDwUBubi6BgYHY7Xa3UZhMJiMoKIiKigpGjRpFkyZNsNlsdOvWjSFDhlxRbz6n00lNTQ1VVVWUlJRccJmWtGRJpyXsqdnDvPR5TFoziRlbZ/Bm1zcZ13rcjTF7+QN2u52KigrkcjlvvPEG/+///T8mTp7Mpk2bkHXujAxw36ldLrE1RUGBW+BUHT1K9rZtWE+cwJCfT4jLRZjFIn4H/v6YO3WiIjmZ3JoavLy88L1JkbSVK1cSHx9PTk4OY8eOxeVykZaWhlKpJCEh4aoirHannQpzBWX1Ze5RWl/a4PPZkVqaisVhQafU0c3YjSntp/Bwk4cJ9w6/+A6cTrFn5O7dv4+sLHA4Gi4nk4nmO2FhEB4u1lSGh4ufw8LEWtpmzcTlJCQkJCTuCmTX2xgCIDk5Wdi/f3+DaWlpaSQmJl73ff2RP5NS+lflZv2b3K5s2bKlQRsZib8md+J1sGbNGvR6PRaLhV69ejWYN3nyZObMmUNGRgazZs1i1qxZNG7cmO+++4527dpd0fYFQWDdunV88sknBAQE8OyzzxIYGAiIIrS6uhqTyYTL5eJAxQHm5swlrTaNKM8oJjWeRI+wHsTFxd0wYbZkyRJCQkIwmUz069ePL7/8kgkTJjB37ly3QdsfsdvtrFq1iv/+97/8/PPPyOVy+vbty8SJE+nduzdLPv6Yn557jpdataLF6dNQUoJLo6GsRw/8p05F2akTW3799YZdKydOnCAtLY2KigqGDRuGRqMhKyuLgoICWrRogb+/v3vZ8vpyduTt4HjZ8YsKxypL1UX35aX2ItAj0D3i/eN5KP4hukZ1vXgkWhBEo6UNG8SxZQvU1orzgoLElh/NmzcUj2FhoknTOW7pdyt34n1E4tYgXSsSF+JOvC5kMtkBQRCSLzTvLxPBlJCQkLhb6NGjBxs3bqSoqKjB9MrKSr7++mtGjhxJVFQUH330Ef3792fs2LF06NCBV199lWnTpjVoj3QhXC4XL7zwAnV1dRQWFuLj48Onn37aYBmHw0FKSgpZS7IYHDSYgPsC+CTtE6YenEqT7Ca0OdKG+2Lv4/4m95MQmHDdIptVVVVotVpOnjzprlcdP3483377Lc8//zx9+/ZtYIJz8uRJ5syZw9y5cykqKiIiIoI333yT8ePHE3FOOuaIZ59lzf79JC1ezJZNm+js6Ynjiy/wX7gQ5U8/IbRoQXiXLmIKZ1zcdTmXszgcDrZt24bBYOCee+5Bo9FQXl5OQUEB4eHhODQOFvy2gG2529iWu41jpcfc62oUGoI8g9xiMdo3mkBdYAMBee78AF0AGuUlHFUtFrElyKlTkJcnurTm5cG+feJ7EM//scegUydRWBqNUgRSQkJCQsKNJDD/JIMGDTqvxmnmzJnnRROulfLycnr06HHe9F9++eWW9ECTkJC49Wi1WoqLi2nUqBGVlZX4+Yn9KefOnUt9fT3PPPOMe9nu3bvz22+/8fe//53p06ezZs0avv32W5o0aXLR7X/zzTekpqayfPlyVq1axbx585gxY4Z7PwBKpZJ3332XtWvXYrFY+Pe//036M+l8c+gbPt37KUvzlrIwdyFsBq1SS7OgZrQMbkmr4Fa0CmlFq+BWf6qv5g8//IDRaMRgMLhrU+VyObNnz6ZVq1Y8++yzfPvtt6xevZr//ve/rF+/HplMRp8+fZgwYQIPPfTQBc2PZDIZn3/+OXv27GHkY49x+PBh/OfMofDFFzF9+SXG9euJ/+wz+OwziImBXr1EQ5r7778mMxqXy8WiRYuIjo6mtLSUhIQEzBYzy/YsY1/lPg6nH+bA6QMAeGu86RjZkVEtRtG5UWeSQpLQq/VXnjorCGIKa10dWK1gs4kjMxN+/VUce/aI887i7S2K6vbtoWdPcRiNf/p8JSQkJCTufqQU2b8wUorsnZeOIHH9uVOvg507d2K32yktLWXIkCE4HA5iY2MxGo1s2bLlgussX76ciRMnUl9fz7/+9S8mT57cwEAIoL6+nvj4eBo1asTOnTs5dOgQbdq04b333uP55593L/fbb7/RqlUrXn/9ddavX09VVRVpaWlusWN1WPnlt1/YkbmDPHseBc4CjpQcobS+1L2NSO9It9hsGdySB2IewF/nz8U4efIk6enp5OXl8eSTTzaYZ7fbmT17NgcPHiQoKAiz2YynpydNmzYlMTHxsn8X5HI5Op2O/Px8+vXrR4cOHfjhhx8AsY9yRUUFmrw87q2qgvXrYdMmUajJZNCqldibs0sXaNMGdDpQq0GtxiGXY3W5sFitWCwWrGdeLRYLNTU17u8rMzOTrg93Zd7heczdP5cSSwlymZwOER3oHdeb3nG9aR3SGkVFJWzdKqaoZmX9LhLPHeeKxz+Oi38B4rF37QqdO0N8vCgsz3E7l7g4d+p9ROLmI10rEhfiTrwupBRZCQkJibuM9u3bs3z5curr6wHRICY3N5d///vfF11nyJAhdOzYkfHjx/OPf/yDH3/8kXnz5jVIFf33v/9NYWEhixcvRiaT0bp1a7p27conn3zCs88+647+zZgxAy8vL5599lliY2N5/PHH2bx5M927dwdAo9TQp00f2kW24/jx4yiVSpo+3JR6eT2/Ff/G4eLD4ig6zNrMtTgFJ75aX6bfP51JyZNQKc5P4924cSNRUVF07doVAJvNRk5ODtXV1ZjNZpo3b05iYiJWqxWtVus2NjKbzZjN5kt+ny6XC5fLBcCyZcswmUx89913jB49moSEBA4cOIA5PJyUxERUXbqgEgTKV6/GmJuL32+/oZk9G/nHH5+3XeWZoVMqEZRKXCoVLqUSG2ARnFhkAk4PJR7eArs/qcLPC14xRNEqbiT3BDXDo9AFGbVQ+SXs2iW29QDw8IDERNBqRTHr4QEajVvYXnRcaJnQUOjYURKTEhISEhLXBUlgSkhISNyByOVyzGYzRqOR7OxsZs2ahdFopH///pdcLzQ0lDVr1jB79myee+45WrRowWeffcaIESMoKyvjnXfeYcCAAXTu3Nm9zrPPPsugQYP44YcfGDJkCEePHmX58uVMmzYNPz8/hg0bxpQpU/j888/dAvMsQUFB6HQ6UlNTOXz4MI0bN6ZXXC96xf1eTmBxWDh4+iBvbHmDZ9Y9wxf7v2BW71k8GPuge5njx48TExNDTk4OPXv2BCA7O5vS0lL8/f0JCQnB29sbLy+vyzrx2p12Ki2VVJorqTBXUGmpxOqwEqQNIkAZgCeebN+2ndDQUHbv3k379u1p3rw5+/fvR6lUYrPZKKqoQEhO5nj79ihGjEBmt+OVkYFnbi5qQA0oXE7M1mrqLJVUVhWTm5dFRUUxSoULjQpULlA7QeuASLOGfhU+eKfVobCfAk79fsBqNXh5iRHGRx8V03KTk8XpEhISEhIStxmSwJSQkJC4Q7nvvvsoLCxk2bJlbN++nQ8//PCy4grEesOJEyfSo0cPxowZw6hRo1i5ciWenp7U1dXx7rvvNli+f//+GI1GZs2axZAhQ3jrrbfQ6/VMmTIFEGtCn3jiCT766CMKCwsJCwtrsL5er6dNmzYcO3aM9PR0amtriYmJcafnapVaOkR2YP1j61mVsYrn1j9Hr+960Su2Fz1jetI6tDVHth6hqbEpXbp3YXPOZtZmrGV16mryLHlE+EQQ5RNFtG80UT5i7+GzwrHSckZEniMma221l/x+1Ao1oZ6hkAcKFPgd8kOn0WExWWjaqCnWMitL5y6lZWxL8vLzqHfWM37SeAISAyiLMpFdmU12ZTYnq07i8DzTtiMMaAxeTi+ahzWnbWxb4vziiPWPJdYvlmivaA6mHESlVNImJgaF2Qx6PXh6SkJSQkJCQuKOQhKYEhISEnco8fHx7Ny5k7CwMPR6/QVbdAiCgMPhwG63Y7fb3e8dDgcKhYJ58+Zx9OhRcnNz8fT0pF+/ftTX13PggGgs4+HhQUREBP/4xz+YMmUK3333HUuWLOGll15qYDT21FNP8f777/Pll1/yxhtvnHccKpWKli1bcuLECfLz86mtraVp06YN+nPKZDIGJAygV2wvZu2exaf7PmV99nr3fL8SP8x7zVgcFhQyBU28mjCqxShKzaWcqjrF/sL9lJvLAdFd1V/nj7/OHz+dH1G+USSFJImftX746fzc7/11/ijlSgpMBeRV55FXc2YU5WF1WKmtqsUrxItaRy0bMjdw2nQaesNhDkO8eGyfZX4GmeCr9cXoayTQHkhdZh2nU0/jYfVg1EOjeGnSS8TGxF7w3+jw4cM4nU5atWqFwtPzz10QEhISEhIStwF/KYGZn5/P5MmTOXbsGC6Xi379+vHee++xc+dOBg4ciNFoxOVyYTAYWLhwIWvXrmXdunUsWrTIvY2ysjISExPJz89Hoznf6n316tW89tpruFwu7HY7zzzzDBMnTuTNN99k+vTpZGZmEnfG4n7WrFlMmTKFffv2kZws1sgeOnSI1q1bs3btWnr37n3Rc8nLy2PMmDEUFxcjk8mYMGGC2zmyoqKC4cOHc/LkSaKjo1m6dGkD90cJCYm7B51OR3BwMAsXLiQzM9M93el04nA4cPyx8f0fUKlUREZGEhwcTF5eHlFRUQ1EX3l5OSUlJXTu3Jn777+fsWPHotPpeO655xpsJzY2lt69ezN79mxeeeWVC7ZCkclkxMbGotfrSU9PJyUlhebNm6PX6xssp1FqeKnTS7zU6SVK60p55+t3qNXXUiQUYQw20jWyK7oSHbERsTRu3LjBunW2OuQy+cX7OV6CtrQ9b9qCBQuIaBVBXl4eAYkBTJ06lfrcejbu2IguUIdCrsBcbeaxoY9RXlT+/9u79+iq6jP/4+8HAoZogmOUSyEJASEQUMJFnc7AGKUUO2IE81MuraJLh1an2LH052DFyminA/7EOs7PGdtRLiIFZRAQvA1CGUXrWBRbxQtyiXIJGGOFxBSGyzN/7J3TRM6BAzk5J5fPay2XsPc+5zzhfNbOfvb+7u9myt9OYf3y9VRUVHBBtwsYO2UsI0eOpEOHoJ7PP//8mM+orKxk37599O3bl9PVXIqISDPXahpMd+eqq67i5ptvZsWKFRw5coTJkydz5513cvnllzN8+HBWrVoFwB133MHDDz/M1KlTmTp1KjU1NWRkZADBLIxXXHFF1Oby0KFDTJ48mTfeeIPu3btz8OBBysrKIuvPO+88Fi9ezPTp04FgIon+/fvXe49FixYxbNgwFi1adNwGMy0tjdmzZzN48GCqqqoYMmQII0eOpLCwkJkzZzJixAimTZvGzJkzmTlzJrNmzWroP6GINEGjRo1i+fLl9O/fP9LEQHCPZlpaGu3atTvm/7V/TktLO+EjLg4fPkx5eTk7d+5kxowZ7Nq1KzLb6s7wuYgZGRl06dKFm2++memO2rgAABYASURBVCuvvJKVK1dy1VVXxXzPzp07k5GRwaZNm9i4cSMFBQV06tQp6rZHqo4w6txR9WaO3bp1Kzvb7iQnJ+eY7U9vn9gGbcKECcydO5cePXrw0EMP8e677/Lcc88xtHAo7k51dTWVbSuZ+8jcyERCw4YNq/ceW7ZsOeHndO3atd7zO0VERJqr1DSYf/d38PbbiX3PoiJ48MGYq9euXUt6ejo33HADAG3btuXnP/85+fn5XHLJJZHt3J2qqirOPfdcsrKyuPjii1m5ciXjxo0DYPHixdx5551RP6OqqorDhw9Hho2ddtppFBQURNaPGTOGFStWMH36dLZu3UrHjh3rneV3d5YsWcLq1asZPnw4Bw4cID09Pepnde3ala5duwKQmZlJv3792LVrF4WFhaxYsSLymIJJkyZRXFysBlOkherYsSOTJk1qtPdPS0sjJyeHbt26sXnzZj755BNycnIi93q6OxUVFezZs4euXbty0003MWfOnOM2mBDstwYPHsymTZt4//33qa6uJj8//5iG94UXXiAvL4+LLroICE7k7d69m06dOtVrqBtLmzZtGDNmDGvXrmXKlCnceuutnHbaaaxfvx53j8w8m5WVRXZ2NgcPHqRbt24n/RlfvYorIiLSXLWaK5ibNm1iyJD6w5+ysrLIzc1ly5YtvPLKKxQVFVFZWcnpp5/Oz372MyA4e71w4ULGjRvH7t272bx58zGzJNY666yzKCkpIS8vjxEjRjB69GgmTJgQmcgiKyuLnJwc3n33XVasWMG4ceOYO3du5PWvvfYa+fn59OrVi+LiYp599llKS0tP+LOVlZWxcePGyAHY3r17I81nly5d2Lt378n/g4mI1NGmTRv69u1L3759j1l3+PBhKioqKC8v5zvf+Q4HDhzgySef5Oqrrz7mOZt1tW/fnoEDB7JlyxZ27NjB/v376dOnT2TEyB/+8AfOOecctm3bFjkRuGvXLo4ePUpubm7j/KBRZGdnU1hYyOuvvx55REqtzMxMzjrrrKhDgkVERFqj1DSYx7nSmCp1h8jOmjWL22+/nUceeYTLL7+cW265hf379/PUU09RWlp63FkaH330Ud555x1eeukl7r//flavXs28efMi68ePH8/ixYt58cUXWbNmTb0Gc9GiRYwfPz6y3eOPP37CBrO6uprS0lIefPBBsqI8w8zMTjgETkSkIdLS0iKjKvbs2cPzzz9Pz549mTNnDtdcc03UfVOtNm3a0KdPH7Kysti6dSsbNmwgLy+PnJwcVq1aRW5uLgMGDACCRnbXrl1kZ2cn/V7F/v37U1FREbmHXkRERKKLfWq5hSksLIzMilhr//79fPLJJ8ccMJSUlPDyyy8DwQQal112GcuWLWPx4sVMmDDhhJ913nnncdttt7F69WqWLl1ab93o0aNZsGABubm59Q66jhw5wtKlS7nnnnvo0aMHU6ZM4YUXXqCqqirm5xw6dIjS0lK+/e1v1xuO1rlzZ8rLywEoLy+PeW+TiEiidenShWuvvZaysjJ69erFs88+y+9///u4XnfBBRdw9tlnU1ZWxoYNG8jKymLbtm2R0Rnl5eUcPnw4qVcvRURE5OS0mgZzxIgR1NTU8PjjjwNBQzd16lSuv/76yHCsWuvXr6dXrz9NJT9hwgQeeOAB9u7dy9e//vWYn1FdXR259xGCGWHz8vLqbZORkcGsWbOOuY9zzZo1nH/++ezYsYOysjI+/vhjSktLWbZsWdTPcnduvPFG+vXrd8xsjiUlJcyfPx+A+fPnc+WVV8asWUQk0dLS0pg0aRLuTkZGBuXl5Tz99NMnfF379u0pLCxkwIABfPHFF5x55pn07NkTCK5e7tixgzPPPPO4V0RFREQktVpNg2lmLFu2jCVLltC7d2/69OlDenp65F7L2nswBw4cyIIFC5g9e3bktSNHjmT37t2MGzfuuMNN3Z377ruPgoICioqKuPvuu+sNj601fvx4Bg8eXG/ZokWLGDt2bL1lpaWl9R6RUterr77KggULWLt2LUVFRRQVFfHcc88BMG3aNFavXk3v3r156aWXmDZtWlz/RiIiiXTppZcyaNAg9uzZQ3Z2No8++ihffvnlCV9XU1PDxIkTWbhwYeSex+3bt3Po0KFIwykiIiJN0wnvwTSzAuDJOot6Aj9x96Z3I+UJ5OTksHLlymOWFxcXs2/fvpivS0tLo6Ki4oTvn5mZGWnyvmrGjBlRl9de8ax7L2atkpISSkpKor5u2LBhuHvUddnZ2axZs+aE9YqINLbc3FwmTpzIE088Qe/evVm+fDmDBw+mX79+MV9z2223UVNTwx133AEEM3Tv3r2bbt26kZmZmazSRURE5BSc8Aqmu3/o7kXuXgQMAWqA6OM2RUREvqJdu3bccMMNHDhwgI4dO1JWVsYzzzwTddvnn3+epUuXMn36dPLz83F3PvroI9q1a0ePHj2SW7iIiIictJOdRXYEsNXdP26MYpqTsWPHsn379nrLZs2axahRoxL6OZWVlYwYMeKY5WvWrIk8b1NEpDkYNWoU27ZtY/369eTl5fHYY48xceLEyPMs//jHP/L973+fgoICpk6dCgQT+1RVVdG3b1/S0lrNk7VERESaLYs1zDLqxmZzgLfc/f9HWTcZmAzQuXPnIYsXL663vmPHjvTq1avRH5lx5MiR4z5GRALuztatW487NLilq66u1sPNRTlIgUOHDvHee+9RVFREWVkZHTp0oFOnTsybN4/58+cze/bsY+5TbwqUFYlF2ZB4KSsSTXPMxSWXXPKmuw+Nti7uBtPM2gO7gf7uvvd42w4dOtQ3bNhQb9n27dvJzMwkOzu7UZvMqqoq3aNzAu5OZWUlVVVV5Ofnp7qclFm3bh3FxcWpLkNSTDlInVWrVkV+H3z22Wd897vfpbS0lIULFwLwwQcf8OmnnzJ06NBjZvtOBWVFYlE2JF7KikTTHHNhZjEbzJMZb/QtgquXx20uY+nevTs7d+6Ma7Kchjhw4ADp6emN+hktQXp6Ot27d091GSLSio0ePZrNmzfzxhtv0KNHD37xi19QUFBA7QnKL7/8ktzc3CbRXIqIiEh8TqbBnABEf2ZGHNq1a5eUq2Xr1q1j0KBBjf45IiLScH369KF79+4sWbKEbt261Rsi1LFjR3Jzc1NYnYiIiJysuBpMMzsdGAl8t3HLERGR1iYjI4NJkyalugwRERFJgLgaTHf/EtCUpSIiIiIiIhLTCZ+DKSIiIiIiIhKPk3pMSdxvalYBpOpZmWcDn6Xos6V5UVYElAOJn7IisSgbEi9lRaJpjrnIc/dzoq1olAYzlcxsQ6wpc0XqUlYElAOJn7IisSgbEi9lRaJpabnQEFkRERERERFJCDWYIiIiIiIikhAtscH8ZaoLkGZDWRFQDiR+yorEomxIvJQViaZF5aLF3YMpIiIiIiIiqdESr2CKiIiIiIhICqjBFBERERERkYRQgyktmplZqmuQ1FMOJF7KioiISMM02wbTzJpt7ZI8rpuMReTknAFgZm1TXYg0LWbWLdU1SPNgZheaWVaq65CmxcxKzKxXqutIhmbVpIVfzA9TXYc0fWZ2uZn9yszuNrNzU12PpIaZXWZmK4B7zazFPMBYEssCncxsHfAogLsfSW1V0lSY2TfM7E3ge6muRZo2M7vYzN4DJgNqMAWI7EN+AzwGdE11PcnQLBpMM0szs78HHgLuN7Midz+qM8zyVWaWbmaPAD8BFgE9ge+ZWX5qK5NkCZuFdDObB0wn2KGfAdxoZmentDhpksKRDgfC/843s2+BRsq0ZuF+pL2Z/StwP3Cvu99Vd33qqpOmyMzSgR8A97j7Te6+M1yurLRC4T7kDDNbSXAsMh14HcgL17fo3y/N4odz98PAh0Bf4IfAL8LlOsMs9bj7AeB94P+4+0rgn4DBBAeO0gp44ACwArjY3Z8BniZ4LNNnqa1OmqLwF3134G1gGsEJKtz9aCrrktQJ9yP/A2QAy919uZm1MbOBtetTW6E0Qd2ASndfbGYdzOwqMzsHaAtqNFubcB9SDTzh7sXuvgZ4EbgyXN+if7802edgmtmtwNeAt9z9KTNr5+6HwnXbgTvd/Vd1l0vrVCcrb7r7EjPrQNBQtnf3g2a2Gvh7d38rpYVKo/rqPqPO8muAh4FNwCvAi+6+PjVVSlNQJyu/dfel4bIzgTkEQ9t+CfwnsMbdP0pZoZJ0dbKx0d2fDO+X+iWwEfgGsAMoB5a6+4upq1RSrU5WNrj7f5hZLrAWuB64C/gj8CWw3d2nm5npxETL99Vj0jrL2wATCC56/NjdD6aoxKRoclcww0vKtwHjgA3AP5jZ9cCf1dnsh8D/A1Bz2XpFyco9YVbOCM8cHTSzHIIz0FtSWKo0olj7DDPrHG7yKXApwcHhbuD68KyytDJRsvLTMCtnAecCvwuvcr8GzAYeCF+XlqqaJTmiZGOGmd3o7luB5QQjqMYBE4F3gbEact86RcnKvWZ2k7t/QjBy5jHgfncfA/wUKDGzQjWXLVusY9La443wiuV24PKW3lwCNLlfmu7uZnYJMN3df21m1cA3gSPAgnCbZWZ2q5n9yN3vN7NvuPtLqaxbki9GVkZRJyvA+cCH7r7fzL4GdHL3t1NUsjSC4+TAgfnuvq52WzN7BxhOcGZZWpkYWbmMIA+vAsPN7DmCe2ReBbaFL9XtGC1cjGz8tZld4+7/YmZzw+FumNnbwJ8DNamsWVIjRla+ZWbjgAeBKYTDYt39fTN7DWiXuoolGeI5JnX318xsp5mVhLfvtFhN6gpmnRteNxAcBOLuLwAfAf3NrKDO5jcD95nZHoJx79KKHCcrmwmy0j9cfzZwwMymEIx9z0l2rdJ4TpCDfmbW5ysv+SZBM6EGs5U5TlY+BAYCg4CdBMNm+wPjgWIz66YrDy3bcbLxPjDEzApqm8vQSILmUvf2tzLHycoHwFBgP8FkLj80s/5mdhcwgGDfIi1UHMekfcPtsgiy0uJHX6a0wbRwFtjaG5/r3PC6Bcg0s/PCv/8X0BHIDLcvAv4dWAoMdvf5yaxbku8UstIh/PsYgqnlzwUuCyf+kWbqFHKQZcFMkNea2e+BHsAdmiCs5TuJrLxM8LvlU+B77n53uP3nwF+6+66kFi6N7iT3I1n86dhjvJm9S3CF+8ctfZIOOaWs5Lv7fcATwN8SHHtc7e6VSS1cGtUpHIucEW63n2BCuc60cClpMM3sL81sPjDdzM6qPTtsZrVDCN4ADgPfNLM0d3+P4Cpl7XPsKoFb3P1qd9+d7PoleRqQlQvD9QuAEe7+Ax0oNl8NyMGQcCbIHcDN7n6du3+aip9BkuMUsrKJoGEY5O4HzKxtnYOG6mifIc1TAo49Pkb7kVbhFLPSFfgLAHd/HPiBu09y9/IU/AjSCBKwDwEY7+7zkll3KiS9wTSznsC/Ar8m+KV+r5n9Nfxpwh5330JwmbkXwZTxAAcJdu64+w53fyfJpUuSNTAr28L1T7v7r5NcuiRQgvYZ69z91SSXLknWwKyUheuPaEhsy5Og/chv3P2VJJcuSZaIY4+620rLkIjfL+E2rWJofSquYF4IvB927z8ieO7YFWbWFcDMfmpmjwFvAg8BF5rZm8DnBPfQSevRkKz8Z2pKlkagHEi8lBWJRcceEi/tRyQa5eIkNPpzMM3sCoJOf4O7vx6eAVgATHD3T8ysELgO2Av8FrgF+El4FgAzOwNIc/cvGrVQSTllRUA5kPgpKxKLsiHxUlYkGuWiYRrtCqaZdTWzlcDtBM+wnGtmo9x9G/Ab4Opw0w8JHoCeBbzj7hPdfYuFMzK5e3Vr/XJaC2VFQDmQ+CkrEouyIfFSViQa5SIxGnOI7FDgFXcf7u73Av8MTA7XvQKcZ2YXeTCb4y7gr9x9HwTT/bpmZ2tNlBUB5UDip6xILMqGxEtZkWiUiwRIaINpZteZWbGZnQas4U8Pu4dg5tfN4Z//G9gIPBBeQu4PfGxmGVBvul9poZQVAeVA4qesSCzKhsRLWZFolIvES2voG5iZAV2AXwFHga3A3xBMz1xuZu3C2ZW6Elxqxt33AP9sZnnAHIIxzte5e01D65GmS1kRUA4kfsqKxKJsSLyUFYlGuWhcDWowzaytux8xs0xgl7t/x4KHjz4I/BK4iuBLAxhJcJkZM+vkwTOkbgc6uHtVQ+qQpk9ZEVAOJH7KisSibEi8lBWJRrlofKfUYIZfwr1AWzN7juAG1yMQPEPMzH4A7Dazi939v8ysPVABbDazfwRGm1mxu/8B0JfTgikrAsqBxE9ZkViUDYmXsiLRKBfJc9L3YJrZxQTPePkzYAvBF3UIuMTMLoTIGOQZwD+EL0sHricY15wJfCP8cqQFU1YElAOJn7IisSgbEi9lRaJRLpLrVK5gHgVmu/sCADMbBOQDPwH+DRhiwRS9y4FLzaw78DXgCeABd387IZVLc6CsCCgHEj9lRWJRNiReyopEo1wk0anMIvsm8FR4mRngVSDX3ecRXHKeEp4B6A4cdfed7v6Gu1+nL6fVUVYElAOJn7IisSgbEi9lRaJRLpLopBtMd69x94MePP8FgptfK8I/3wD0M7NVwCKCL7N2piZpZZQVAeVA4qesSCzKhsRLWZFolIvkOuVZZMMzAA50Bp4JF1cBPwYGANvdfReAu3sD65RmTFkRUA4kfsqKxKJsSLyUFYlGuUiOUxkiW+so0A74DDg/7PrvIrisvL72yxFBWZGAciDxUlYkFmVD4qWsSDTKRRJYQ5pzM/tz4LXwv7nu/liiCpOWRVkRUA4kfsqKxKJsSLyUFYlGuWh8DW0wuwPXEsyudDBhVUmLo6wIKAcSP2VFYlE2JF7KikSjXDS+BjWYIiIiIiIiIrUacg+miIiIiIiISIQaTBEREREREUkINZgiIiIiIiKSEGowRUREREREJCHUYIqIiIiIiEhCqMEUERGJg5nNMLMfHWf9GDMrTGZNIiIiTY0aTBERkcQYA6jBFBGRVk3PwRQREYnBzO4EJgGfAjuAN4F9wGSgPbCF4IHdRcCqcN0+oDR8i4eBc4Aa4G/c/YNk1i8iIpJsajBFRESiMLMhwDzgIiANeAt4BJjr7pXhNj8F9rr7v5jZPGCVu/9HuG4N8D13/8jMLgL+yd0vTf5PIiIikjxpqS5ARESkiRoOLHP3GgAzeyZcPiBsLM8EzgBe/OoLzewM4C+AJWZWu/i0Rq9YREQkxdRgioiInJx5wBh3/52ZXQ8UR9mmDfCFuxclsS4REZGU0yQ/IiIi0b0MjDGzDmaWCVwRLs8Eys2sHfDtOttXhetw9/3AdjO7GsACA5NXuoiISGqowRQREYnC3d8CngR+BzwP/DZcdRfw38CrQN1JexYD/9fMNppZL4Lm80Yz+x2wCbgyWbWLiIikiib5ERERERERkYTQFUwRERERERFJCDWYIiIiIiIikhBqMEVERERERCQh1GCKiIiIiIhIQqjBFBERERERkYRQgykiIiIiIiIJoQZTREREREREEuJ/AYf/za88UpcmAAAAAElFTkSuQmCC\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x144 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x25.2 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"machart(matype, fast_length, medfast_length, slow_length, last=recent) # Price Chart so we can see the association with AOBV\n",
|
||
"volumechart('ema', length=5, last=recent, rot=90)\n",
|
||
"aobvdf[aobvdf.columns[:5]].tail(recent).plot(figsize=ind_size, color=aobv_colors, title=ctitle(aobvdf.name, ticker=ticker, length=recent), grid=True)\n",
|
||
"aobv_trenddf.tail(recent).plot(kind='area', figsize=(16, 0.35), color=cscheme('gr'), alpha=0.5, title=ctitle(aobv_trenddf.name), stacked=False)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Long Run and Short Run\n",
|
||
"Long Run (__long_run__) returns 1 if fast and slow averages approach each other from the below or both are increasing. Otherwise returns zero.\n",
|
||
"\n",
|
||
"Conversely, Short Run (__short_run__) returns 1 if fast and slow averages approach each other from above or both are decreasing. Otherwise returns 0."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x576 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"matype = 'sma'\n",
|
||
"fast_length = 10\n",
|
||
"medfast_length = 20\n",
|
||
"slow_length = 50\n",
|
||
"\n",
|
||
"machart(matype, fast_length, medfast_length, slow_length, last=half_of_recent)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x11e2ce6a0>"
|
||
]
|
||
},
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA5gAAACpCAYAAABOBpIoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO2dedgcVZX/PyeEgOwEMKxJFEYBlU02hdE4IMsMCqgsbpCfC6ID7gOoM2MUF3AfZ0AGFQEZjYALUQigbIoIBMJmCBAGWZVFSCBRYBDO7497X1LpVFd3V3Xf26dzvs9Tz/t23fre873n7lW3bomq4nA4HA6Hw+FwOBwOR1OMyy3A4XA4HA6Hw+FwOByjAZ9gOhwOh8PhcDgcDoejL/AJpsPhcDgcDofD4XA4+gKfYDocDofD4XA4HA6Hoy/wCabD4XA4HA6Hw+FwOPoCn2A6HA6Hw+FwOBwOh6Mv8Ammw2EQIrK3iPwss4atReQ6EZGcOlohIpNEZL6IrJJbi8PR77oqIqeLyOfi/9uIyFUt4V8Vkfd3iONAEblPRJaIyPb90uZwOBypISIbiMhtIvKCPsR1tIic2A9dKzp8gpkJIrK7iFwlIo+LyGMi8lsR2SmGTReRZ2Pn/4SI3Cgi+4nI60XkYRFZvxDPKnEwfWRDeyoiX2/h7B/Pn95yfo2obXYP6T0qTkaebo0vhu8RG4i/ishlIjKlQ3wfF5E/iciieH1lwyIim4rIj0Xkz9EHvxeR6TFsakznDS2c9UXk/0Tk7pL4LheRhd1OYkTkX6LNxSLyBxH5l5bwqTEdf41+2LNDlJ8HTijwVUS2KLHbWpZuEpH9utD7EhE5T0QeieXlIhF5actlxwNf0SH7mK6qPgRcBhxRdZ2I7BV9vTj6pXKgLSIT4uD9/ujPu0XkG4Xwu2N5Wb+Fd0PMn6kt52fE87t0ky4R2UhEZonIH9vEt4qInBbz+UER+WiH+F4kIlfE9N8jIod1oeHdBZ89JCIXiMiaMez0qGv/Fs7X4/npLeenxfPHdpn+jmVSRD4S0/5E9MUqhbD9JbSlT8R24FIReVEMmyEiz8R8XSShrXxVF5p2FZFfRj2PiMg5IrJRy2XL1NV+QlVvBhaJyBsKp78CfFJEJlRQvwIcpaprqOoNFdf1HZ18JgEnisij8ThRJNzEaloGSrS0tRXDTxWR20Xkudby2ya+7UTkegnt+PUisl2Lrruirj/GejG+ZlyVui3EJaH+39/OTieIyD+JyJWxvj4oIt+R2BbF8LbtYZMy2EZLla0JInKuhP5BRWRaF2lrOx4SkS9JuDn0hIR2+5MN4uq1zxjKuIDjgNNV9clCHHuKyFwR+YuEPvvgeH59CePfR2PZ+Z2I7FaI69vA20XkhR1sOjpBVf1IfABrAYuAtwIrAS8A9gK2ieHTgSvj/+OAo4G/AusC3wX+pxDX8cClgDS0dyfwADC+wPsJcDuh4hbjOxx4FPgbsGGXaX4TcADwrZL41gceBw4CVgW+DFxdEdeWwFPAK4DxwDRglQ72LwO+AaweOdsD+8awqYDGtL68wPlgPHd3S1xTgWeBx4CDukz/McAO0fZLgXuAQwvhvwO+FvPmzTG/NmgT107AgpZzCmxRcm1rWXofsARYp4PenYF3AxOBlWM5u60QvlFM/6o168D4Orwe4t8N+H2Ha/4EvBcQ4GXA1A7Xfxq4Atg4cqYChxXC747l5ejCuVfEc1qMP/LvivXopC7TNAn4APCq1vhi+BeB3xDaia2AB4F9KuL7IXBGzN8NgR072H8t8BCwffw9kdAWrBl/nx7T+uNiPhPalTuB6S3xfS+mf16X6e9UJveO+l4WfXA5cEIM24LQxuwRfb9mrGeTY/gM4KyC5s8D93ehaV9Cu7UWsBpwGnBhIXy5utq0HkQ/f67w++3AL1qu+SXwloo4/kZJe1FXU4/6O/nsfbEcbQpsAtwKHNm0DLTR0tZWDP/nWGauay2/JXFNILTrHwFWIfQf9wATYvjmxHY36r8U+GjNuCp1G4lrGl3UsQp/vw3YJ5ahdYHZwCmF8LbtYZMy2EZLla0JwIeB3Ql9zrQO6aocDxHGD6vH/zcB5gFvqhlX133GEMe1CvBnYNPCua2Bh2M+jwfWAzaPYatGH44j9AUHEMYyxbHvt4GPN23rVvQju4AV8QB2BBZVhE8nTgri79UJA8odgbUJA7Z/Al4OLARe3A97wIXAP8VzE2Ol/jLLTwgvJQzA5vZaCYHPlcR3BHBVS3qfBLZsE8cWwF+AtXqwuwTYrk3Y1OjffwW+XDh/HfAplp9g/jvwW8KE8BfdamiJ45vAf8b/XwI8TRyox3O/oX3H/O/Ad1rOdZxgxt+rxWt36lHvxMhbL/4+DPhVyzU7ADcAi4FzgB8RB8LEwQRwbCxX348N/HHA/xImGmcDEwvx7QpcRZhs30ShYyYMHI+P+bAYuBhYvxA+nnBTZkpFmu4FXt+DD34BfLgi/O5YhuYUzn0llqHWCeZrYhl/e0z7hB50jG+NL57/I7BX4ffxwMyKeM4EPt+D3Y8DP6sIPz2m9yFg3XhuP8LA70oKA3RCHV8MHAr8Hx0mt12WyR8AXyiE7wE8GP9/C3BjRVwziBPM+HvrGHfpTZ6KeHYAFhd+t6ur/wwsAP5Q8NONsaxfRbz5F8O2J7S1iwl1aibLTjA3iWVplcK5TwHfK9G3CqEtVEIb+r+FsnsscDOhLRoPvJEweF1EqG9btZT1f4nX/4Vw43NSzOvFwK/GykANn10FHFH4/W7a3HDspQy04Xdlq7X8tolrL0LfLIVz91IyMCYMeH8FnFwnrh59NHRxsbSPfy6WxyWEG3erEG4E/zEe36DDzeNCnG8Cbin87ro9bFIGe7FF6AOndUhH1+MhQt2/BTimTlw9+mhY43oNcGfLuR8Ax3dRZsYBbyC0IS8snH87cFk35c6P9ocvkc2DO4BnReQMEdlXRNZtd6GEJTTvITTAC1T1ceBI4BTCXbfPqOpdInKciPyiob0zCRMHCAO/8wiDjaKeKYTJwv/Eo+Oyui7wMsIEAgBV/Qth0vGyNtc/HI9zRWTVLm1cDZwkIoeKyOQ215wFHCoiK4nI1sAawDUl1x3G0vTvLSKTutQAhOU3wN8TBm8Q0nmXqi4uXHYT7dM/9lSsJ4jISsD/A54h3HXuBa8hDNQeLdMgYTneTwmTjImEp2MHtsSxYQybQuhgjibcPXwtYXCxEDgpxrcJcD7hhsREwuTmxyKyQSG+t8X0vJBwl/jjYwGq+jfCU7NtyxIT8+Ba4DvSstS0AlcDHxWRD4jIK9osmboaWEtEtor+PpRQrlpxOPBzwqQaQidXG7FOb0ShHlFdhgDmAB8XkX26NHMNobx/RkR2k/Klh08R2o1D4+/DCO1KK95EaNPOAS4i+KNXtJbJZdqR+P8kEVmPMEHbUsKyxNeJyBrtIo1l+TDCxH9hDU3zCr/b1dUDgF2ArSUszT6N8NRkPeC/gVlxmdgE4GeEGzITCf56czEiVX2AUKeLS0XnU1L2VfVpVR1L+7aqunkh+K2EG5frAC8m1OEPAxsAFwA/l2WX3b4ZeD3hBtkbCJPLT8brxxGebnWDVp+V5WO7ctxLGShDL7Y64WXAzRpHqBE3F+MTkbeJyBOEJy7bEvK6TlyVukXkZhF527DFNYbYx+8L/FHDMu01VPWPhBsjuwLbEfyzM+GmXTd4vhzVaA9rl8GabW8VOo6H4nhvCWHCujphQtVTXN3ojktIdx+2uFpQ1sbuGm3eIuFVqrNEZGLxAhG5mdBfzSLcBHy4EFzafjp6g08wM0BVnyAsl1DCo/hHJLxbVZyo7CoiiwhPe94KHBgnl6jqzwkD2XGEJ2Go6gmqWvpuXZf2IEwQponI2rQfGL6T0MHcSriT/jJpvknEGoTlEkU8TljGVoazgVMJTwB+NjbJjI3I0W04BxGeCv4b8AcJ72Lt1HLN/YSGak9C+r/fGklsIKcAZ6vq9YRG8W2t13XADELefS/+7jX96xCeEnSLsbL0FOEJ0ztaGtNKiMimhIlf8T2IVg27Ep56fFNVn1HVnxAmcEU8B3w6DnKfJNwo+ZSq3q+qTxP88pZ4U+UdwAWqeoGqPqeqvyQ8Uf7HQnzfU9U7YlxnEwYlRSyOOstwLOFp7ieBS8YmmSLyHhH5cRvOF4ETCXc3rwMeEJGyidH3CeXn9YSO6oFioIisRiiPP1DVZ4BzaX6jZmzSUCxHbctQfOfko4QnEt8Zm2SKyBYS3k9cbvKsqr8hTAx3IEz+HxWRr8WJdBFnAoeJyDqEmwdlG9wcDvxIVZ8lDI4OFZGVu0tq2zLZWo/G/l9TVe8i3BjbhFBW/izhndHiRPPgWE+eJCydfku8UdGtpm0ITyyL71e3q6tfVNXHYtk9AvhvVb1GVZ9V1TMIN/Z2jcfKwDdivTqXcGOgFa1lvarst8M3VfW+qOkQ4HxV/WUso18hLN9/deH6/1TVh+IE9zfANap6g6o+RehLOvYLbXxWlo9rtJbJXstAGwld2eoSHdtxVf2Bqq5FmJSfQnjaXyeuSt2quo2q/qDNtdni6gJvBz6rqg+r6iPAZwhjjkqIyOsJbcq/F3SM2S/TWeTWLoO92uoS3ZSjE+LvHQj9Tev13cTVUbeqrqOqVw5bXC0oa2M3JZSbNwN/R2i7/rN4gapuQ1gi/TbCCoUiFhNWCzoawCeYmaCq81V1uqpuSljqujFhOcgYro4Vcn1V3VVVf9USxTzCuyfP9ckecWBxPuGO4Xqq+tuSqMae3o3dOb+Cek8filhCqOhFrEXJwEzChg67EwY8RxPWzv8sDtpfRVi+uxxUdaGqHqeqLyMs5box8lo7jDMJy0rfSskEk5DWi1X1z/H3D+gh/SJyFMGH/xQnVdBD+iMW0lvndbWqrkN4n2EW4elpt3o3ICw/PVlVf1ihYWPggZY72/e1RPdIHHyOYQrw03hncxFhMvYsIX+mAAeNhcXw3Ql3NsfwYOH/v7K0YxrDmoTlfWX4EGEJzf8QloFfFieZu9G+DD2rqiep6m6ETu3zwGkislXLpd8ndFrTKb9JcyDhHbgL4u//AfZteTrbK5bEv8VyVFWGjgJOVdUrop7vx0nmboSlQVpGUtXZqvoGwtO0/QlpfE/LNVcSnmJ9irCE/MliuIhsBryO2I4QnniuSnh61hEVZbK1Ho39vzjqulpVD1bVDQh14DVR4xjOjvVkEvB74JXd6ImatiA8wftQnIiPoV1dLdaNKcDHWsr6ZoQ6VVavylYftJb1qrLfDkVNGxftxH7mPsIEfQzFydGTJb/bPiWGSp+V5eOSog/qlAER+aSETZyWiMgp3dqq0L+kcEwuiWssvuXqoKouIPThJ7eJvlNcvege1rjKsEy5i/9vXEUQkV0J/fBbVPWOgo4x+2U6x7g9l0EROaWQ75/s1lYb7ZOL5aiN7dL4NOAGQl37TBsTVXH1qntY4yprY59k6Q3oJcAXWPbmNACq+lRsP44TkeITyzVpP2l3dAmfYA4BVPU2wtLClw+BvTOBj1GyrE9EXk24G/QJCTt7PUhY5vU2qdgNrwvMo7AcQURWJ2yIMK/k2vGEjYokDnoOJ0xKbgDmq2oZZxnEyeFXCB3XxJbgHxMGunep6r3FAAk71R4MvLaQ/o8A27Y0TqUQkXcR3jncQ1WLu+fNA14shR3wCP5ol5abCXfAe0JsaN8PvLObp85xqcrFwCxV/XwHDX8CNmmZsG/WKqHl932EjZbWKRyrxhsX9wHfbwlbPd657YhYHrdg2WU2RYwnPBlCVU8hPNm/nDDxKZsULpsQ1SdV9SRC57Z1S9g9wB8IHdpPSuiHEwbf98YydE7U0uuT8KLNhYQ8KJbDqjJUTP8cwhOrmYSnyF/uwt5zqnoJYTJe1o6cRWhH2q2CGEdYcvkgYbOjVeniRk2HMrlMOxL/f0iXLp8s6p9DyJvltMf24Qhghiy/I2yZpimE9+mOV9XWm1Lt6mrrjZjPt5T11eLAp6xeLbPEX8Jy8gksu0xsK9qX/XYoavojYeI7ZkMI9fmBVlIddPBZWT7OK3BrlQFV/YIuXY55ZMX1HfsQgEJca8S+Yh6wTUtebVMR33hCP1eGTnH1ontY4yqbdC5T7ghl/Y9t+MR+bBbwrtgehYi7aA/rlkFVPbKQ71+o0fY+D1W9t1iOymx3GA9B53JUGlcN3cMaV1kbezPLlq9ONzhWJrwWMIY67aejFToEL4KuaAdhF9SPEXe9InTcvwW+HX9Pp7AxS5s4ZlDYlKJf9gi7au1B3GyFwqY8hPdFLia8Szd2vIhwZ+kNHTSMJwwiv0h4wrMqcdcuwtOOxwnLGVYlLENst8nASoTG4zuEJQyrEd4TUsIAuXQ33Rjny6OONQlLqxbEsKmRP6ZnR5buOLYncZMfwlPNxwidXtEHvwa+2iH9byc8cduqTfjVhEnvqoQnSlW7yO4A3NFyTgkTnVULx0plZSna+WkHvWsRlrj+V5vwSYR31FaNvycQNns4Ovp4f8LmLcts8tMSx0cIk7ophXKwf6GMPkjYFXKlmJ5pLC3DlwPvKcS1TDoJS/lurUjfyYR3Cl8c9e4JPEEYpJfusBvL2TTCcpvxhAnR08RNtggbn+wZ/9+cuHENhU15CE+AniUsTS2WoROA67uoy6uydNOvl1LYxTfGcQXhSfWWhE663c57BxPeA3sNYbK3FeGp/pPADm04+xPerVyX0E7sDDwCvD2Gn17I74nEHVvj7+c3SYk+ntGS/jdGX67XoEzuE8vM1oQnzJeydBfZ3QnLXl9YaBPvICzRhpL2lLB0+esd8mMTwjL50s3OaF9Xtyj83pEwydwl+nV1wk2uNVlarz5EGAS9ifC+ZXGTn7cRlpMXbVwMHFyhu1XD3cSyG3+/lLB5zx7R7scJNwImtLn+LGBG4fd7aNkErAefHUlYzbAJ4SbgPJbuIlu7DPRqq9CurUroL98b/x/XJq6xHVY/RNis5iiW3WH1PYXyt3W09bWacVXqNhLXloT2Zu3Cuc8RNtjZgLDT6JUUynoL/+WEp+aHtAlv2x42KYO92orhq8Sycz+h7V+V9mOVtuMhlu4EX2yD/wR8sNe4utFtJK4JhH5ok8K5dxFu8r6YMEY8m3DDGsJrB7tH3gsIr8ssBjYu8E+lzcZJfnR/ZBewIh4sfQ/oAUIn/gBh8rZWDJ9OjxNMwrtks/ttjzjBjI3AQkomkoTB+rld6NWWY0YhfE/gNkKHczkVn4wgTPDOJQyQF8b/dyAMGEt3xSSsv19AWH7xCGFH0K1i2FQKE8wWXnGCeSElE0nCYP3BMn7hmj8QBoZLCkdxS/WpMd1PEt8D7eDPOcAuhd+tvlXCgGa5vCW8n/A0hZ0qS+I/nKU7TRY1Ty5ccw6Fzp0wUL6RpZu3/AT4txg2jeUnmOMI70/dTmjg/5dld4DchdDJPBbz7HyWflbicqonmCfRptON4S8gTLTvj3qvJAymzyYMSlcu4RwBXE/oGBcRBrr7FcLvLss3lp1gHkfJRJIwiHmGwmdy2uheLp8LYasQNot5gjDwKv0EQuH69xDq3F/i3/cTBox/LOZz4frXAJcQ6t1iQn07phB+Ou0Hg1fGPNqV8C7wcjdPCIO4oxqWyY/GtD9BeMd5lXj+5YRNlR6KnLsJg5qVC+1T6wRzl2jrhRWaPh01FfUs6aKubtFyzT7xukWEwdQ5LP38y44s3Z35RxR2Z47h5wNvLPzeiFCu2+5M3KqhrOwSbnTdSijvVwAva3c9vU0wK31GGDh/iVDvH4v/j92oqF0G2mhpa6vQzrTWuWkV8W1PaCOeJGwstX0h7HtR11+i/75MxWeeOsTVSfc84o2fYYqrJI2nEW5ULiK0gasS9pX4Uzy+2c5H0Z/FXWiXUPjkERXtYZMy2EZLZdsb87u1HE2tiK90PEToMy+MmpYQ2uBPdtDWdmzVhe4lwN8PW1wlafwycGzLuc8Qxg2PEB5qjO1s/lrC08nF0Y9XAK8p8MZuBEyqsulH52Os0XY4HIYgInsBH1DVAzJq2JrwHcWdtaQhEZFrCJPo7yXW9UJCp7G9LvvOp8ORHIOsq3GDkv9W1VcVzn2V8PmRdu/3ORwOx8ggvpP9G0Kf/2Sn6zvEdTSwmaoe0xdxKzB8gulwOPoCEXkt4WnknwlLgk8hLB/9U1ZhDofD4XA4HI5k8E1+HH1B625oJTvsjTxEZF6b9L89t7YyiMjb2+jtapOLEryUsPRkEeGd37f45LI3tOxQWDxO6cy2jwGUyX5o+mQbTbNzaXI4HA6HY5jR8QmmiJwG7Ac8rKpJdjl1OBwOh8PhcDgcDoc9dPME83TCBgQOh8PhcDgcDofD4XC0RcdvF6rqr+MHyLvG+uuvr1On9kRxOBwOh8PhcDgcDocBXH/99X9W1Q3KwjpOMLuFiBxB2MafyZMnc9111wHw1au+2pbzsVd/rG3YIHg5bI46L4fNUeDlsDnqvECuKKsfGx6tVniNuDXzIjXP20UbvBw2R52Xw+Yw8Wq3NQ1smkljal4Om4n7jFH0qYjc0+6yvm3yo6qnquqOqrrjBhuUTmYdDofD4XA4HA6HwzHC8F1kHQ6Hw+FwOBwOh8PRF/gE0+FwOBwOh8PhcDgcfUHHCaaI/BD4HfBSEblfRN49eFkOh8PhcDgcDofD4bCGbnaRfWsKIQ6Hw+FwOBwOh8PhsA1fIutwOBwOh8PhcDgcjr7AJ5gOh8PhcDgcDofD4egLfILpcDgcDofD4XA4HI6+wCeYDofD4XA4HA6Hw+HoC7qaYIrIPiJyu4jcKSLHDVqUw+FwOBwOh8PhcDjsoZvPlKwEnATsC2wNvFVEth60MIfD4XA4HA6Hw+Fw2EI3TzB3Bu5U1btU9f+AmcD+g5XlcDgcDofD4XA4HA5rEFWtvkDkLcA+qvqe+PudwC6qelTLdUcAR8SfLwVubxPl+sCfa2gddV4Om6POy2Fz1Hk5bI46L4fNUeflsDnqvBw2rfBy2Bx1Xg6bo87LYXPUeTlsDhNviqpuUBqiqpUH8BbgO4Xf7wT+qxOvIr7rnDccNkedZ0mrFZ4lrVZ4lrRa4VnSaoVnSav7xj7PklYrPEtarfAsaU3N62aJ7APAZoXfm8ZzDofD4XA4HA6Hw+FwPI9uJphzgL8TkReJyATgUGDWYGU5HA6Hw+FwOBwOh8Maxne6QFX/JiJHARcBKwGnqeq8BjZPdd7Q2Bx1Xg6bo87LYXPUeTlsjjovh81R5+WwaYWXw+ao83LYHHVeDpujzsth0wSv4yY/DofD4XA4HA6Hw+FwdINulsg6HA6Hw+FwOBwOh8PRET7BdDgcDofD4XA4HA5HX+ATTIfD4XA4HA6Hw+Fw9AUdN/mpCxFZG/gEcADwQkCBh4HzgBNUdVEXcUwEUNXHerTdNS+nzibcOjwRmQRsEn8+oKoPDSMvcuv6xZLWZHnYUGdPNpvWqdRpzFRmkqVRRATYuWgPuFY7vIBflxe5qduapFqt2Guo00S5yVFO+8Ad2T4jtU9Tl1MrvAJ/6H1aV2ddnrV2MfJNjG2WiWdQm/yIyEXApcAZqvpgPLchcDiwh6ru1YY3GfgSsAewCBBgrRjXcap6d595SXVmSuN2wCnA2iz9hummMY4PqOrcIeE18akJrRnyMIdP69ap1HmRtMxkSuNewMnAghZ7W0R7F/eZl8OnqbVasVeLl8OmlbxoqHWk+4xMPk1dTk3wIteKT1OP3Sy1i2bGNqVQ1YEcwO01w34HHAKsVDi3EuH7m1cPgJdUZ6Y03gjsUnJ+V+CmIeI18akJrRnyMIdP69ap1HmRtMxkSuN8YGrJ+RcB8wfAy+HT1Fqt2KvFM1ZuktprqHWk+4xMPk1dTk3wjPk09djNUrtoZmxTGl+vhK4jhouBY4BJhXOTgGOBX1XwFiQOS6ozUxqrwu40wmvi06HROmR5OCifDqJOpc6LvpeZXGkExpecn9DJXl1eDp+m1mrFXh2etXKT0l5TrUMUNjTtaa78H2WeNZ/W1ZkyfUPom6Ea25QdA3sHkzDrPg64Iq7nBXgQmAUcXMG7XkROBs4A7ovnNiMsr7thALzUOptw6/Jmi8j5wJktvMOAC4eI18SnVrSmzsMcPq1bp1KnMXWZacKtm8bTgDkiMrOFdyjw3QHwcvg0tVYr9urycti0khdNuKPeZ+TwaepyaoUHdnyaus+w1C5aGtssh4G9g1kXIjIBeDewP8u+DDsL+K6qPt1PXmqdTbgNbe5bxlPVCzqkMxmvaR5a0Jo6D3P5tC5SpzF1vajLbZjGrYE3lti7tYPOurwcPk2t1Yq9WrwcNq3kRV3uitBnpPZp5KUupyZ4kWvFp6nHpybaRWtjm+XiGuQEU0T2JuwkWRR6nqr2PBMeJKzodDiswOvU8EES7lyZC6m1WrHXRKeVcmOpnDr6j9Tl1AqvCSxprYMVoV3Mil7X1HZ7AN8ALiA8At49HofGc/9RwRsPvA+YDdwcj9nAkcDKA+Al1ZkpjWsDJxBeNH4MeDT+fwKwzhDxmvjUhNYMeZjDp3XrVOq8SFpmMqVxMjCT8JmYBcCd8f+ZlGw60AdeDp+m1mrFXi2esXKT1F6mOmyiz8jk09Tl1ATPmE9Tj90stYtmxjal8fVK6DpiuKPNeaH6RdIfAt8i7Fq0aTx2jed+NABeUp2Z0ngRYYOVDQvnNiS8J3fxEPGa+NSE1gx5mMOndetU6rxIWmYypTH1zpU5fJpaqxV7lnY6N5EXDbWOdJ+Ryaepy6kJnjGfph67WWoXzYxtSuPrldB1xGGmvVPJ+Z2BWyp4pYPTAYYl1ZkpjXU/G5E6rIlPTWjNkIc5fFq3TqXOi6RlJlMaU+9OmcOnqbVasWdpp3MTedFQ60j3GZl8Okw78w5NmDGfph67WWoXzYxtyo5xDA7Tgf8SkVtF5OJ4zAe+GcPa4TEROUhEntcmIuNE5BBg4QB4qXU24dbl3SMix8jSHT0RkUkicixLd4oaBl4Tn1rRmjoPc/h0OvXqVOo0pi4zTbh103i9iJwsIruIyMbx2EXCznQdd66swcvh09Rardiry8th00peNOGOep+Rw6epy6kVHuFr1joAACAASURBVNjxaV2dqdPXhFuXZ2lsszx6nZH2ehAer74yHht2cf1U4EfAI8Ad8Xg4nntRv3mpdeZII7AucCJwG6FQPkZYV30iMHGIeE18akJrhjxM7tMGdSp1XiQtM5nSOAF4P2GL8VviMRv4ALDKAHg5fJpaqxV7tXjGyk1Se5nqcF2eifbUUt2wwjPm09RjN0vt4lSMjG3KjqH7TEkRIrIegKo+moJXF03sWUljalhKn5U8tOTTuvA0OhyOYYf3GQ6HoxdYrIuDXCL7PERkbtXvCqxcdKaIbDhIXgadTbh107hD1e9h4dHAp4a0Js3Duvaa2Kxbp1KnMUOZyZHG/ap+D4CXw6eptVqxV4uXw6aVvGjIHek+I4dPM5RTE7x4rRWfph6fmmkXMTS2GUOSCaaq7lD1uwLf7fC7r7wMOptw6/Le3+H3sPCa+NSK1tR5mNynDepU6jSmLjNNuHXTuFOH3/3m5fBpaq1W7NXl5bBpJS+acEe9z8jh09Tl1AoP7Pg0dZ9hqV20NLYBGPwSWQkviz7/sXVVfWigBmvCik6Hwwq8TjkcDofD4XCseBjYBFNEtgNOIXy484F4elNgEfABVW27VE5EhPBJg+cHp8C12kFsHV4OnU24DXhrA/u08C5S1UVDxmviUxNaM+RhUp82rFOp8yJpmWlos24atwT2b+HNUtX5A+Ll8GlqrVbs1eLlsGklLxpqHek+I5NPU5dTE7zIteLT1GM3S+2imbFNKwa5RPZ04EOqupWq7hmPLYEPA99rRxKRvYAFwAzgH+PxGWBBDOsrL7XOHGkUkcOAucA0YLV4vI6wdfJhQ8Rr4lMTWjPkYXKfUr9Opc6LpGUmUxqPBWYCAlwbDwF+KCLHDYCXw6eptVqxV4uXw6aVvGiodaT7jEw+TV1OTfAi14pPU4/dLLWLZsY2pdAet53t9qD646F3VoTNB6aWnH8RMH8AvKQ6M6XxdmCdkvPr0uFjrYl5TXxqQmuGPMzh07p1KnVeJC0zmdJ4B2FzgNbzEzrkU11eDp+m1mrFXi2esXKT1F5DrSPdZ2TyaepyaoJnzKepx26W2kUzY5uyY5BPMGeLyPkicoiIvDoeh4jI+YRvwbTDeOD+kvMPACsPgJdaZxNuXZ4AWnL+uRg2LLwmPrWiNXUe5vBp3TqVOo2py0wTbt00PgdsXHJ+oxjWb14On6bWasVeXV4Om1byogl31PuMHD5NXU6t8MCOT1P3GZbaRUtjm+UwvldCt1DVD4rIviy/5vgkVb2ggnoaMEdEZgL3xXObAYdSvWtSLV4GnU24dXmfB+aKyMUF3mTg9cDxQ8Rr4lMrWlPnYXKfNqhTqdOYusw04dZN44eBS0RkQYu9LYCjBsDL4dPUWq3Yq8vLYdNKXjThjnqfkcOnqcupFR7Y8WnqPsNSu2hpbLMcBr6LbB2IyNbAG1n+ZdhbB8FLrbMJtwFvXWBvln9xd+GQ8Zr41ITWDHmY3Kd1kSEvkpaZhjbrpnEcy28SMEdVnx0QL4dPU2u1Yq8WL4dNK3nRUOtI9xmZfJq6nJrgRa4Vn6Yeu1lqF82MbVoxsCeYEnYi+gThKcYkwmPXh4HzgBO0Ykei6LhbRWRi/P1YNzbr8HLobMJtwFsoIpex7GcjOhaYDLwmPjWhNUMeJvVpwzqVOi+SlpmGNuvmoxaOsd+dlgLV5uXwaWqtVuw14CW3aSgvvM/os72G3NR1wwrPjE8z9BmW2kUzY5tWDPIzJRcBlwJnqOqD8dyGwHTgH1S1dAckEZkMfAn4B+BxwrrftWJcx6nq3X3mJdWZKY3Fz0bcH3kdPxuRgdfEpya0ZsjDHD6tW6dS50XSMpMpjXsBJxN2onsgnt6UsDTnA6p6cZ95OXyaWqsVe7V4OWxayYuGWke6z8jk09Tl1AQvcq34NPXYzVK7aGZsUwrtcVegbg/g9pphvwMOAVYqnFuJsOb46gHwkurMlMYbgV1Kzu8K3DREvCY+NaE1Qx7m8GndOpU6L5KWmUxpTL1zZQ6fptZqxZ6lnc5N5EVDrSPdZ2TyaepyaoJnzKepx26W2kUzY5vS+HoldB0xXAwcA0wqnJsEHAv8qoJXtWXvIMKS6syUxrqfjRgmXhOfDo3WIcvDQfl0EHUqdV70vczkSiMwvuT8hE726vJy+DS1Viv26vCslZuU9ppqHaKwoWlPc+X/KPOs+bSuzpTpG0LfDNXYpuwY2DuYhFn3ccAVIjL2HtZDwCzg4Are9SJyMnAGy+6adDhwwwB4qXU24dblzZbwiYgzW3iHUf3ZiNS8Jj61ojV1Hubwad06lTqNqctME27dNKbeuTKHT1NrtWKvyQ7SVspNantNuKPeZ+TwaepyaoUHdnyaus+w1C5aGtssh6HbRVZEJgDvZtlPHNwP/Bz4rqo+3U9eap1NuA1tln02YpZWfzYiKa9pHlrQmjoPc/m0LlKnMXW9qMttmMat2tjrtAtdXV4On6bWasVeLV4Om1byoi53RegzUvs08lKXUxO8yLXi09TjUxPtorWxzXJxpZhgisgOWng5tPX3sMCKTofDCrxOORwOh8PhcKxYGJfIzvs7/C6FiOxX9bvfvBJdA9XZhNuAd0TV7yHiNfGpCa0Z8jC5T6lfp1LnRdIy09Bm3TTOqPo9AF4On86o+t1vm4bs1eLlsGklL5pwR73PyOTTGVW/V1RevNaKT1OP3WZU/R4EtwHPzNhmDEkmmKr63qrfFdipw+++8jLobMKty5MOv4eF18SnVrSmzsPkPm1Qp1KnMXWZacKtm8brO/zuNy+HT1NrtWKvLi+HTSt50YQ76n1GDp+mLqdWeGDHp6n7DEvtoqWxTSAMcomshA+u78Oya3kv0ooPreeAFZ0OhxV4nXI4HA6Hw+FYMTGwCaaIHAZ8mvDJguKHRV8PfEZVz6zgbkn5S6bzO9jsmZdDZxNuA97ewAEtvPNUtXJnqAy8Jj41oTVDHib1acM6lTovkpaZhjbrtG/jCZsEHAhsXLRH2CTgmX7yGqavLi+pViv2Guo0UW5ylNMm3FHvM1L7NHU5tcIr8Ifep3V1pk5fE25Dm2bGNsvFNcAJ5u2ED3Yuajm/LnCNqr6kDe9Y4K3ATMJuSRAGp4cCM1X1hD7zkurMlMZvAC8hbD1c5B1G+O7Nh4aE18SnJrRmyMMcPq1bp1LnRdIykymNPwQWEbY5L/IOByaq6iF95uXwaWqtVuzV4uWwaSUvGmod6T4jk09Tl1MTvMi14tPUYzdL7aKZsU0ptMcPZ3Z7AHcAa5ecX5vqj3neAaxccn7CAHnJdOZKY5vzMmy8Jj61oDVHHubwad06lTovUpaZYUpj6rAcPk2t1Yq9TmGjUG4GZa+p1rp1OHX7ltLeMOX/qISNgk/r6hxU+nL5JnXdr8Nrdwxyk5/PA3NF5Fsi8sl4nALMjWHt8BxLHyEXsVEM6zcvtc4m3Lq8p0Sk7IXgnYCnhojXxKdWtKbOwxw+rVunUqcxdZlpwq2bxsdE5CAReb6tF5FxInIIsHAAvBw+Ta3Vir26vBw2reRFE+6o9xk5fJq6nFrhgR2fpu4zLLWLlsY2y2F8r4RuoapniMgsYG+WruW9HPiEqlY59MPAJSKyALgvnpsMbAEc1W9eBp1NuHV504FviciaLH3svRnweAwbFl4Tn1rRmjoPk/u0QZ2qZQ879aIJt24aDwVOBE4WkYWEO5HrAJfGsH7zppPep6m1WrFXl5fD5nRs5EUT7qj3GXXtNeGmLqdWeGDHp3V11uVZahctjW2Ww0B3kQUQkUkUXhZV1Ye64IwDdmbZl0znqOqzg+Cl1tmE29Dmhiybxgc7cVLzmqTPitbUeZjRpz3Xqbr2LNWLutw+5ON6AKr6aLc66/Jy+DS1Viv2mvBS2zSWF95n9Mlen7hJ64YhngmfZuqHh75dtDa2KWJgTzBFZDvgFMJ7V/cTZuybisgi4AOqOreCroVj7Hen5Xy1eJl0NuHW4kn4bMRrKRQaEen42YjUPBr41JDWpHnYQGctm03qVOo0ZigzOdK4zC50IjK2K9xtA+Ll8GlqrVbs1eLlsGklLxpyR7rPyOHTDOXUBC9ea8WnqcenZtpFDI1tWjHIdzBPBz6kqlup6utVdU9V3ZLwyPd77UgishewAJgB/GM8PgMsiGF95aXWmSONEj4bMReYBqwWj9cB18ewYeE18akJrRnyMLlPqV+nUudF0jKTKY3HEnagE+DaeAgwU0SOGwAvh09Ta7VirxYvh00redFQ60j3GZl8mrqcmuBFrhWfph67WWoXzYxtSqE97grU7UH1TkV3VoTNB6aWnH8RMH8AvKQ6M6XxdmCdkvPrUr2DVWpeE5+a0JohD3P4tG6dSp0XSctMpjSm3rkyh09Ta7Viz9JO5ybyoqHWke4zMvk0x1cHhp5nzKepx26W2kUzY5uyY5BPMGeLyPkicoiIvDoeh4jI+cCFFbzxLH25tIgHgJUHwEutswm3Lk9Y+ni9iOdi2LDwmvjUitbUeZjDp3XrVOo0pi4zTbh105h658ocPk2t1Yq9urwcNq3kRRPuqPcZOXyaupxa4YEdn6buMyy1i5bGNsthkLvIflBE9qWw5pjglJNU9YIK6mnAHBGZydJdkzYj7LT03X7zMuhswq3LG/tsxMUsuxPV64Hjh4jXxKdWtKbOw+Q+bVCnUqcxdZlpwq2bxtQ7V+bwaWqtVuxZ2uncSl404Y56n5HDp6nLqRUe2PFp6j7DUrtoaWyzHAa+i2wdiMhWLD84naWqtw6Cl1pnE24D3ros+9mIB4CLtPqzETl4TXxqQmuGPEzu07rIkBdJy0xDm3XTmHTnykw+Ta3Vij0zO51byYuGWke6z8jk09Tl1AQvcq34NPXYzVK7aGZss1xcwzjBdDgcDofD4XA4HA6HPQzyHUyHw+FwOBwOh8PhcKxA8Ammw+FwOBwOh8PhcDj6goFNMEVkNRE5RkT+RURWFZHpIjJLRL4kImsMym6vEJEXi8hpIvI5EVlDRL4tIr8XkXNEZGpufZ0gIi9MbG+9lPZWBKTOw0FDRMaLyPtE5EIRuTkes0XkSBHptHNtvzR4vTAOEdkhg831e7x+XRFZq4adiSIysVdeLojIWiLyyvh+TiqbSfLCIkatzyjCWt2ogxz1Kdod6TqVus+ok4/WfNoEg3yCeTowifC9lvOBHYEvE7a6/VY7kogcNVYJRGQLEfm1iCwSkWtE5BUVvJ+IyDtqTF5PB+YAS4CrgduAfQmfUzitwt44EXmXhM8x3CQic0VkpohM62RQRDYUkW+JyEkisp6IzBCRW0TkbBHZqII3seVYD7g2Fti2DbKI7FP4f20R+W4c9P9ARCZV8E4o5MWOInIXcI2I3CMir63gzRWRfxWRzTv5ooW3drR5m4g8JiKPisj8eG6dXuJqiXd2RdhaIvJFEfm+iLytJezkCl7qPKzr0x1F5DIROUtENhORX4rI4yIyR0S278BdQ0Q+KyLzIucREblaRKZ3MPt9YDuW/zjwtsBZvegvaKnKQxP1Il6fPB8r4rylImyz2J79RkQ+KYUbAyLyswrelhJuJpwvIpuLyOkS2u9rJWxW0I63Q8vxSmCWiGwvHQYNIvKuwv+bisgl0eZVIvKSCt6+IvIHEbky2plHyMf7RWSPCt7GInKmiDwO/Bn4vYjcG9uAtjdQRGRy9OkjwDWEMvpwPDe1Ko0VcfY9D2P4WYUyvjfwe+BE4EYROaiC95iIfEdE9hCRrre1T50XHbS0bWtiuJU+o277Vqutkfr9hZm60aCtSVqfIjd1+2aiz6ibh/H6uvlY16d9HxNXtW9127a26PXDmd0ewI3xrwAPsnRDIQFuruDNK/x/PnBg/H8a8NsK3gPAucBjwNnAgcCELnTeUPj/3nZhJbzvEQbQuwPfAD5L2Mr3V8DRHWxeCBwNHAfcDBxL2Hr4aOC8Ct5zwB9ajmfi37sqeHML/38H+BwwBfgI8LMK3i2F/y8Ddor/vwS4roL3B+ArwL3AtdHOxl3kxUXRFxsWzm0Yz13cgbtDm+OVwJ8qeD8GTgAOAGbF36u0+m0I8rCuT68l3DB5K2Hb6bfE83sAv+vAPQ+YDmwKfBT4N+DvgDOAL1TwKj9yPIA8NFEvcuQj8KY2x5uBRyp4vwSOJNwo+E/gKmC9GFbVLv4aeEPUeQ9hO3WJ5y7pkIdXRX+OHU/Gv5d28E0xH88GjiDcPD2wg80bga2AVwGPArvG81tRXfcvBaYV/Pt1YPVYfk6t4P0OOARYqXBupeijq4clD0vK+FXEj30D6wM3VfBuJ2y7/1tCn/wfY37tYC91XtRqayLXSp9Rt32r29bU6i8s1Q3qtzVJ61OmOmWiz6ibhw3zsa5Pa42JSTwebhtfr4SuI44TzPj/aS1hlRWq8P+clrCqiekN8e9awDuBC4BHCBPBvSp41xMGhjsR7izsGM9v0cHezS2/r45/VwHmd/BN1aT2xgrexwid1CsK5/7QRV7MbRd/B3vzgfHF9BXCbunS3t8DJxNuMlwGHNFN3vcSFsOfjZX4spLjyW7Kafz9KUJjvl5Vhcqch734tNYNlBh+U8vvOfHvOOC2Ct7VwEHAuMK5cYQBxDUDyEMT9SJHPhIGoqcT2sHWY3EFr9Uf7wDmAZv3UC/ubJf2Et6bgSuAfXvJwy7ysdvB4n095H9rvbi+8H9VvVhQMyxpHsZr5wFrxf+vbKnL8yp4RZ9OBo4B5gJ3UX1TKnVe1Gpr2vjVQp/RS/tWt62p1V/Ea0zUjQ4+rfJN0vpUwk1Rp0z0GXXzsGE+1vVprTExicfD7Y7xDA7XicgaqrpEVYuPpDcHFlfwzhWR0wlPBH8qIh8Gfgr8A+GufzsogKo+QVii9/24lOQgwh3Di9vwjgF+TrgbcgDwCRHZljBRfW+FvWdEZHNV/d/4OP7/ov2nRUQreLDs0uQzK8KWgap+VUR+BHxdRO4DPk1Mdwe8UEQ+SrgrtJaIiMbSU2WPMPi9QEROAC4Ukf8AfkLIixu7sIuq/gb4jYgcTXjCewhwapvL7xGRY4AzVPUhgLiUZzpLP/raDvOB96nqgtaA6Kt2WEVExqnqc1Hv50XkAcJdtarl1qnzsBhHLz59SkT2AtYGVEQOUNWfSVjK2embT38Rkd1V9UoReSNhdQCq+lyH5TqHEpaNnCwiCwnlbh1Cg3doBa9WHlqsF1F3iny8GfiKqv6+NUBE9qzgrSwiq6rqU1HrWSLyIOGO6uoVvJUK/3+tJWxCO5Kq/lhELgKOj0uYPkb39WJTEfkmIR83EJGVVfWZsXRU8BaJyPsIbf1CEfkI4Y72noRXJtrhERF5B6GzfhNwN0CsE1Xl5vq4zOgMlv1o9uHADRW81HkIYUn7ZSJyEmGAcY6IzAJeR5jstMPz7YKq3gt8CfiSiGxJKN/tkDov6vYXYKfPqNu+1W1r6vYXYKdu1G1rUtcnSF+nrPQZdfMQ6udjXZ/WHROnHg+Xo9cZaT8O4nLZivDphHX4fyZMRm8FvgCsXcH5dR/1rU9hqUaba8YmvHcSlqrsEs9vAHypA/ezwBol57cAzu1S4xsJT4oe7OLaT7ccG8TzGwJnduBOA35EaORvITwZPgJYuYIzs6bf1yVMTG4jdE6PESrKicDEDty3AC9tE3ZABe9LwJ4l5/eh+s5p6jys69NtCQ38bGBLwhKbRYQ7cbt14G5DWC61iHC37iWFMv7BLu2vR1wm08W1tfKw5br9E9WL17XUi9nA+6rqxQDz8dUVvL8HJrcJ27GC9xHgtSXntwd+WcF7X0W9+EaXad2e0BE/3OX1h7cc6xbyseqp2WbAfxP2BNgwpvn3hFcztqrgTSYM1H5PeKd4o0JZf3MFbwLwfsJA5JZCufkAcRnSMORhS56dSLjB+/Pop707cL5Ws3ynzovabQ15+4yBt2/Ub2ta+4uXxvMd+wsrdYOabU0hn5PUp8hNXadM9BlN8rBBPtb1aa0xMYnHw+2OsfciB4J4l2V/YJN46gFglqrOH5jRGmij8zxVva0DTwiD5z8PWGI7+y8ANteSu3cOGxjVPBSRnQFV1TkisjWhgZqvqpUbaPTJ9kj6dEVCbFvX1LAixeFwRHj75nAsD+8zhg+D/EzJscBMwmPoa+MhwA9F5LgO3C1F5FgR+WY8jpWK3aSa8Cp0zuykE3gp8O5edXbQ8/+6vVZVnxzrZHrh1bWXghfzcA8RWb3l/D7tOCXcNVrOV3Jz8lrycKh01uWKyKeBbwLfEpEvAv9FWCLzCRH5VAd7e0vYaXFWPL7Vpc7neYQni//cK6+uvV54A7C5dzc228T378PK04Anmthrwh0UL+bhu0VkSsv5d7XjtPCmpuBZ0tpQ5zDUYSvtW8e2polPK+IcqjpsnTdImxnr/tSWPmOY28WueRJwsIgcFP/fQ8Jc4wMiUjl/S91GlaLXR57dHsAdlCwXIyyFqFpGcizhPabjCC8JvyP+fyNw3AB4SXV24bd7V1Qe8EHCrmk/I6xR378Q1mlTilpc5w3Ep7cQ3qtYDXiCpS/Fv4DqjbO+QViCfShhd+bd4/8XAP9hnZfLZp26OAq8YdNKeM3j1zEv/5fCbuMd6lNd3hfr8HLYzOAbM3V41Hk56uKKzBuUzQZ1P3WbkaNdrMs7mfB1jFmEpbXnEDYxnWmhDtcqnF0WxNuAKSXnp1C9+1HdCV9dXlKd8Zqb2xy3AE+vwLxbiGvxganAdcCH4u+O2+rX4TpvID69oez/+Ltq97rST5gQVhRU1n0LvExan2hzLAb+Zp1nSWusT2O7D69D6LS/XlZPcvIsaW3As1SHR5oXr7FSh03wMmm1UvdNtYvx78qET81MiL/HU32zPnkdLjsGuYvsh4FLRGQBS3c7mkx4QfaoCt5zwMaE7+EUsVEM6zcvtU6AScDewMKW80L4ts6KyhunqksAVPVuEZlG2FV4CoXd1PrMdV7/uf8nIqup6l8J310CQETWprpuPCUiO6nqnJbzOwFPjQAvh81FhO90PtQaINW7yVnhWdI6XlX/BqCqi0TkDcCpInIOFbslZuBZ0lqXZ6kOjzoP7NRhK7wcNq3UfUvt4hjnGRGZo6pjX6v4m4gM01iqHL3OSHs5CO947kr4Xs2b4/+ddmfdh7Az62zClv2nEnYWuxPYp9+81Doj97vA7m3CfrAC8y4Ftms5N56wpfuzHXxai+u8gfi0dNc/wu7Mr6jg7UDYPfpWwmeFLibsmHY18ErrvExaPwfs3CbsROs8S1qBX1C+y+LngOeGhWdJawOepTo80rxCflmowyZ4mbRaqfuW2sXZlO+wuyFwbQUveR0uOwa6i2wrROQIVW33nbfideOAnVl2V9c5qlr53b66vNQ6HeUQkU0JSzAeLAnbTVV/22+u8/rv0zZxdVWn4rUbUqhTZfYt83LZdOSFhN0/UdUnS8I2UdUHhoFnSWuTNMZrzNThUec5bMNK3bfULlboWB1YXVUf7nBd3jrc64y0yUGHF2greEck5iXVmSmNI82zpNUKr6HNunVqxijzLGm1wrOk1QrPklb3jX2eJa1WeJa0WuFZ0prDNwP7TEkbdHrnqx2OTMxLrbMJ13nDY3PUeU24devUG0ecl8PmqPNy2Bx1Xg6bVng5bI46L4fNUeflsDnqvBw2rfCSTzDfUJNXd3Bal5daZxOu84bH5qjzmnCt1H1LPnXe8NgcdV4Om1Z4OWyOOi+HzVHn5bA56rwcNq3wkr+Deamq/kMN3qaqen9CXlKdTbjOGx6bo85raLNunRqnqp12ZTbLy2Fz1Hk5bI46L4fNDDzRmgOiulznDY/NUeflsDnqvBw2G/CS9xkDe4IpIje3HLcAu4397jG6M2vK6MgbEp1NuM4bHpujzuuKW7dOicj6Lb/fAXxDRI4QkbZ30azwLGm1wrOk1QrPktYGvANFZGL8fwMRORO4WUR+JGFzs7aoy3Vee1jRaoVnSasVniWtIvI1EdmteK6bSWJdXlvUfXmzixdDZwFnAVsCUwgfar8v/j+lgndzy3EL8PTY7wHwkurMlMaR5lnSaoWXqU7NLfz/r8BFwOHAOcSPElvmWdJqhWdJqxWeJa0NeLcW/v8R8BFgU2A68MsOvqnFdZ771H1ql2dJK/AIcB1wD/AlYPuqdDXltY2vCbkLsQcCvwbeGH/f1QWn7uC0Fi+1zhxpHHWeJa1WeJnq1A2F/+cStuEGWBm4xTrPklYrPEtarfAsaW3Au73w//UtYTd28E0trvPcp+5TuzxLWontIvAS4N+AecBtwKeBl/Sb1+4Y6CY/qvpTYF9gmoicB0zogvNG4MfAqcC2qno38Iyq3qOq9/Sbl1pnjjSOOs+SViu8PnB7rlPAC0RkexF5JbCSqv4lxvUMUPVtWSs8S1qt8CxptcKzpLUu73IR+ayE79NdLiIHAojI64DHK3hNuM4bHpujzrOk1QrPklYFUNU7VPV4VX0ZcDCwKnDBAHhtYutxRlr3ALYFjuzh+tWBrwHnAfcPmpdaZ440jjrPklYrvKbcyO+qTgGXtRwbxfPrAddZ51nSaoVnSasVniWtDXgrAzOAe+PxHLAY+AEwuYNvanGd5z51n9rlWdJKYWVHL0ddXrtjoLvIisjawD7AJvHUA8BFqrqohzi2BV6lqqf0aLtrXk6dTbjOGx6bo87rlduPOlWIayVgFVX96yjyctgcdV4Om6POy2EzBS+2VeNV9dFebDThOm94bI46L4fNUeflsNkLT0TWUNUlvcTfhNcO4/sVUStE5DDCut2LCYNLgNcBXxCRz6hq290oywanIrJOp8FpHV4OnU24zhsem6POq8vtd52ii4mpFZ4lrVZ4lrRa4VnS2i+eiNT2Tbdc5w2PzVHnWdJqhWdFq6ouqdMu1uW1wyDfwfwU8EpVfb+qfi4eRwI7EnZ7K0UcnM4FpgGrxeN1wPUxrK+81DpzthNzKAAAC5pJREFUpHHUeZa0WuE15Jqo+5Z86rz2sKLVCs+SVveNfZ4lrVZ4lrRa4VnSmsM3pdA+rrctHsAdwNol59cGFlTwbgfWKTm/LnDHAHhJdWZK40jzLGm1wmto00rdt+RT5w2JzVHnWdLqvrHPs6TVCs+SVis8S1pz+KbsGNgSWeDzwFwRuZjwaQOAycDrgeMreELcyagFz8WwfvNS62zCdd7w2Bx1XhOulbpvyafOGx6bo87LYdMKL4fNUeflsDnqvBw2R52Xw6YVXikGNsFU1TNEZBawN0vX8l4OfEJVF1ZQ6w5Oa/Ey6GzCdd7w2Bx1Xm2ulbqfgWdJqxWeJa1WeJa0um/s8yxptcKzpNUKz5LWHL5ZDgPdRXY5YyL7qeovurhuXZYdnI69ZFo1OK3NS62zCdd5w2Nz1HlNuS3xDGXdt+RT5w2PzVHnWdLqvrHPs6TVCs+SVis8S1pzz6OAdN/BjBPZuTV5+yXmJdWZKY0jzbOk1QqvoU0rdd+ST503JDZHnWdJq/vGPs+SVis8S1qt8CxpzeKbusSaQut+/LPu4LQuL6nOTGkcaZ4lrVZ4DW1aqfuWfOq8IbE56jxLWt039nmWtFrhWdJqhWdJaw7fDPIzJWV4X01ezy+XNuSl1tmE67zhsTnqvCZcK3Xfkk+dNzw2R52Xw6YVXg6bo87LYXPUeTlsjjovh00rvIHuIouIbAnsz7IfaV+sqvN7jKru4LQr3hDobMJ13vDYHHVe19whqFNWeDlsjjovh81R5+WwaYWXw+ao83LYHHVeDpujzsth0wpvcBNMETkWeCswE7g2nt4U+KGIzFTVEyq4tQandXg5dDbhOm94bI46ry7XSt3PwbOk1QrPklYrPEta3Tf2eZa0WuFZ0mqFZ0lrDt+0YpBLZN8N7KSqJ6jqWfE4Adg5hpUiDk5nEh7LXhsPIQxOj+s3L7XOHGkcdZ4lrVZ4Dbkm6r4lnzqvPaxotcKzpNV9Y59nSasVniWtVniWtObwTSnqvrzZxYuhtwFTSs5PAW6v4N0BrFxyfgKwYAC8pDozpXGkeZa0WuE1tGml7lvyqfOGxOao8yxpdd/Y51nSaoVnSasVniWtOXxTdgzyCeaHgUtEZLaInBqPC4FLgA9V8J4DNi45v1EM6zcvtc4mXOcNj81R5zXhWqn7lnzqvOGxOeq8HDat8HLYHHVeDpujzsthc9R5OWxa4ZViYO9gquqFIvISwrK44gc756jqsxXUscHpAuC+eG4ysAVwVL95GXQ24TpveGyOOq8210rdz8CzpNUKz5JWKzxLWt039nmWtFrhWdJqhWdJaw7fLAeJjz+HCiIyjt4Hp7V5qXU24TpveGyOOq8ptw6s+MbL6fDwLGm1wrOk1X1jn2dJqxWeJa1WeJa0DsM8amATTBHZBjiVIHI2cKyqLoxh16rqzgMx3COs6HQ4rMDrlMPhcDgcDseKi0G+g3kyMAN4BeHF0StFZPMYtnI7kohsIyJXi8h9Et7dWrcQdm2/eal15kjjqPMsabXCa8g1Ufct+dR57WFFqxWeJa3uG/s8S1qt8CxptcKzpDWHb0rR665A3R7ATS2/XwcsAHYF5lbwrgT2AdYBPg7MAzaPYTcMgJdUZ6Y0jjTPklYrPEt1ygrPklYrPEtarfAsaXXf2OdZ0mqFZ0mrFZ4lrTl8Uxpfr4SuI4abgLVbzm1DGGg+WsVr+d3t4LQ2L6XOXGkcZZ4lrVZ4TW1aqfuWfOq84bA56jxLWt039nmWtFrhWdJqhWdJaw7flMbXK6HriOFtwK4l5ycD365KIDUHpzV5SXVmSuNI8yxptcJraNNK3bfkU+cNic1R51nS6r6xz7Ok1QrPklYrPEtac/imNL5eCYM+qD84rcVLrTNHGkedZ0mrFV5Tbp3Dim+8nA4Pz5JWKzxLWt039nmWtFrhWdJqhWdJaw7flB2D3EV2beATwAHACwEFHgbOA05Q1UUDMdwjrOh0OKzA65TD4XA4HA7HCoxeZ6TdHsBFwLHAhoVzG8ZzF1fw1gZOAG4DHgMeBebHc+sMgJdUZ6Y0jjTPklYrPEt1ygrPklYrPEtarfAsaXXf2OdZ0mqFZ0mrFZ4lrTl8U3YM8jMlU1X1RFV9cOyEqj6oqicCUyp4ZwMLgWmqOlFV1yO8aLowhvWbl1pnjjSOOs+SViu8Jlwrdd+ST503PDZHnWdJq/vGPs+SVis8S1qt8CxpzeGb5aE9zki7PYCLgWOASYVzkwhPMX5Vwbs9cVhSnZnSONJhw6ZnFMIaxmul7lvyqYcNic1RDxs2PcMUNmx6RiFs2PSMQtiw6RmFsGHTM0xh7Y5BPsE8BFgPuEJEHhORx4DLgYnAwRW8e0TkGBGZNHZCRCaJyLHAfQPgpdbZhOu84bE56rwmXCt135JPnTc8NkedZ0mr+8Y+z5JWKzxLWq3wLGnN4ZvlMLAJpqouVNVjVXVLDY9aJ6rqVvHcYxXUuoPTWrwMOpOncQXgWdJqhVeba6XuZ+BZ0mqFZ0mrFZ4lre4b+zxLWq3wLGm1wrOkNYdvlsPAdpEFEJEtgU2Aq1X1L4Xz+6jqhQMz3COs6HQ4rMDrlMPhcDgcDseKiYE9wRSRDxI+S3A0ME9E9i8Ef6EDd0sR2UNEVm85v0+/eTl0NuE6b3hsjjqvLtdK3c/Bs6TVCs+SVis8S1rdN/Z5lrRa4VnSaoVnSWsO3yyHXl/a7PYAbgHWiP9PBa4DPhR/31DB+yBwO/Az4G5g/0LY3AHwkurMlMaR5lnSaoVnqU5Z4VnSaoVnSasVniWt7hv7PEtarfAsabXCs6Q1h29K4+uV0HXEMK/l9xrAhcDXgBsreHUHp3V5SXVmSuNI8yxptcKzVKes8CxptcKzpNUKz5JW9419niWtVniWtFrhWdKawzdlx3gGh4dEZDtVvRFAVZeIyH7AacArKnjjVHVJ5NwtItOAc0VkCiAD4KXWmSONo86zpNUKrwnXSt235FPnDY/NUedZ0uq+sc+zpNUKz5JWKzxLWnP4ZvnIeiX0gMOAB4snVPVvqnoY8JoK3kMisl2BswTYD1if6sFpXV5qnU24zhsem6POa8K1Uvct+dR5w2Nz1HmWtLpv7PMsabXCs6TVCs+S1hy+WR7a4yPPQR/ApsCGbcJ26zcvtc4caRx1niWtVnhNuXUOK77xcjo8PEtarfAsaXXf2OdZ0mqFZ0mrFZ4lrTl8U3YM9DMlDofD4XA4HA6Hw+FYcTDIJbIOh8PhcDgcDofD4ViB4BNMh8PhcDgcDofD4XD0BT7BdDgcDoejC4jIDBH5eEX4ASKydUpNDofD4XAMG3yC6XA4HA5Hf3AA4BNMh8PhcKzQ8E1+HA6Hw+FoAxH5FHA48DBwH3A98DhwBDABuBN4J7Ad8IsY9jjw5hjFScAGwF+B96rqbSn1OxwOh8ORGj7BdDgcDoejBCLySuB0YBdgPDAXOAX4nqo+Gq/5HPCQqv6niJwO/EJVz41hlwBHquoCEdkF+KKq/kP6lDgcDofDkQ7jcwtwOBwOh2NI8ffAT1X1rwAiMiuef3mcWK4DrAFc1EoUkTWAVwPniMjY6VUGrtjhcDgcjszwCabD4XA4HL3hdOAAVb1JRKYD00quGQcsUtXtEupyOBwOhyM7fJMfh8PhcDjK8WvgABF5gYisCbwhnl8T+JOIrAy8vXD94hiGqj4B/EFEDgKQgG3TSXc4HA6HIw98gulwOBwORwlUdS7wI+AmYDYwJwb9G3AN8FuguGnPTOBfROQGEdmcMPl8t4jcBMwD9k+l3eFwOByOXPBNfhwOh8PhcDgcDofD0Rf4E0yHw+FwOBwOh8PhcPQFPsF0OBwOh8PhcDgcDkdf4BNMh8PhcDgcDofD4XD0BT7BdDgcDofD4XA4HA5HX+ATTIfD4XA4HA6Hw+Fw9AU+wXQ4HA6Hw+FwOBwOR1/gE0yHw+FwOBwOh8PhcPQF/x8PifG/nlzSmwAAAABJRU5ErkJggg==\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x18 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"maf = df.ta(kind=matype, length=fast_length)\n",
|
||
"mam = df.ta(kind=matype, length=medfast_length)\n",
|
||
"lrun = df.ta.long_run(maf, mam, append=False) # Long Run of Fast MA and Slow MA\n",
|
||
"srun = df.ta.short_run(maf, mam, append=False) # Short Run of Fast MA and Slow MA\n",
|
||
" \n",
|
||
"srun.tail(half_of_recent).plot(kind='bar', figsize=(16,0.25), color=['red'], linewidth=1, alpha=0.45)#, rot=45)\n",
|
||
"lrun.tail(half_of_recent).plot(kind='bar', figsize=(16,0.25), color=['green'], linewidth=1, alpha=0.45, title=ctitle(f\"{maf.name} & {mam.name} ({lrun.name}(green) & {maf.name} & {mam.name}{srun.name}(red))\", length=half_of_recent))#, rot=45)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Cross\n",
|
||
"Cross (__cross__) returns 1 if two series cross and 0 if they do not. By default, above=True."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x576 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"machart(matype, fast_length, medfast_length, slow_length, last=half_of_recent)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x11b293790>"
|
||
]
|
||
},
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x36 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"maf = df.ta(kind=matype, length=fast_length)\n",
|
||
"cross_above = ta.cross(closedf, maf, above=True)\n",
|
||
"cross_above.tail(int(0.5 * recent)).plot(kind='bar', figsize=(16, 0.5), color=['green'], linewidth=1, alpha=0.55, stacked=False)#, rot=45)\n",
|
||
"\n",
|
||
"cross_below = ta.cross(closedf, maf, above=False)\n",
|
||
"cross_below.tail(int(0.5 * recent)).plot(kind='bar', figsize=(16, 0.5), color=['red'], linewidth=1, alpha=0.55, stacked=False, title=ctitle(f\"{cross_above.name} (orange) & {cross_below.name} (blue)\", length=int(0.5 * recent)))#, rot=45)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Most recent close_XA_SMA_10 Dates:\n",
|
||
" 2020-06-30, 2020-06-23, 2020-05-18, 2020-05-07, 2020-05-05\n",
|
||
"Most recent close_XB_SMA_10 Dates:\n",
|
||
" 2020-06-24, 2020-06-11, 2020-05-12, 2020-05-06, 2020-05-01 \n",
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"def recent_crosses(series, **kwargs):\n",
|
||
" last = kwargs.pop('last', 5)\n",
|
||
" timestamp = list(series[series > 0].tail(last).index[::-1])\n",
|
||
" return [t.strftime('%Y-%m-%d') for t in timestamp]\n",
|
||
"\n",
|
||
"last_n_crosses = 5\n",
|
||
"recent_crosses_above = recent_crosses(cross_above, last=last_n_crosses)\n",
|
||
"recent_crosses_below = recent_crosses(cross_below, last=last_n_crosses)\n",
|
||
"print(f\"\\nMost recent {cross_above.name} Dates:\\n {', '.join(recent_crosses_above)}\")\n",
|
||
"print(f\"Most recent {cross_below.name} Dates:\\n {', '.join(recent_crosses_below)}\", \"\\n\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Trend Return\n",
|
||
"* Trend Return (__trend_return__) calculates the cumulative log returns from a specified trend.\n",
|
||
"* There is no limit on how to construct a trend. It can be as simple as: close > SMA(close, 50)."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def simple_ma_strategies(kind, fast, slow, cumulative=True, last=last_, figsize=(16, 2), colors=cscheme('default'), alpha=0.35):\n",
|
||
" \"\"\"A very basic long/short cumulative log return model proof of concept (NOT A STRATEGY RECOMMENDATION)\"\"\"\n",
|
||
" title = ctitle(f\"{'Cumulative ' if cumulative else ''}Trend Returns of {kind.upper()}s\")\n",
|
||
" last = last if last is not None else df.shape[0]\n",
|
||
" closedf = df['close']\n",
|
||
" maf = df.ta(kind=kind, length=fast)\n",
|
||
" mas = df.ta(kind=kind, length=slow)\n",
|
||
" \n",
|
||
" def ma_return_name(name):\n",
|
||
" return f\"{name} {' Cumulative' if cumulative else ''} Trend Return\"\n",
|
||
" \n",
|
||
" # Trade Logic\n",
|
||
" long = (closedf > maf) & (maf > mas)\n",
|
||
" short = ~long\n",
|
||
" cum_long_return = ta.trend_return(closedf, long, cumulative=cumulative)\n",
|
||
" cum_short_return = ta.trend_return(closedf, short, cumulative=cumulative)\n",
|
||
" \n",
|
||
" tdf = pd.DataFrame({\n",
|
||
" ma_return_name(f\"long: {maf.name} > {mas.name}\"): cum_long_return,\n",
|
||
" ma_return_name(f\"short: {maf.name} < {mas.name}\"): cum_short_return,\n",
|
||
" })\n",
|
||
" tdf.set_index(closedf.index, inplace=True)\n",
|
||
" window = tdf.tail(last)\n",
|
||
" window.plot(kind='area', figsize=figsize, color=colors, linewidth=1, alpha=alpha, title=title, stacked=False, grid=True).axhline(y=0, color=\"black\", lw=1.1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x144 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x576 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x144 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"matype = 'ema'\n",
|
||
"fast_length = 10\n",
|
||
"medfast_length = 20\n",
|
||
"slow_length = 50\n",
|
||
"\n",
|
||
"simple_ma_strategies(matype, fast=fast_length, slow=slow_length, last=recent, colors=cscheme('gr'), alpha=0.5)\n",
|
||
"machart(matype, fast_length, medfast_length, slow_length, last=recent)\n",
|
||
"volumechart(matype, last=recent)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Disclaimer\n",
|
||
"* All investments involve risk, and the past performance of a security, industry, sector, market, financial product, trading strategy, or individual’s trading does not guarantee future results or returns. Investors are fully responsible for any investment decisions they make. Such decisions should be based solely on an evaluation of their financial circumstances, investment objectives, risk tolerance, and liquidity needs.\n",
|
||
"\n",
|
||
"* Any opinions, news, research, analyses, prices, or other information offered is provided as general market commentary, and does not constitute investment advice. I will not accept liability for any loss or damage, including without limitation any loss of profit, which may arise directly or indirectly from use of or reliance on such information."
|
||
]
|
||
},
|
||
{
|
||
"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
|
||
}
|