mirror of
https://github.com/wassname/pandas-ta.git
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1137 lines
920 KiB
Plaintext
1137 lines
920 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Technical Analysis with Pandas ([pandas_ta](https://github.com/twopirllc/pandas-ta))\n",
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"* Below contains examples of simple charts that can be made from pandas_ta indicators\n",
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"* Examples below are nothing more than for **educational purposes only**"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"\n",
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"import pandas_ta as ta\n",
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"from alphaVantageAPI.alphavantage import AlphaVantage # pip install alphaVantage-api\n",
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"e = pd.DataFrame()"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Help on Indicators (post an [issue](https://github.com/twopirllc/pandas-ta/issues) if the indicator doc needs updating)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"pandas.ta - Technical Analysis Indicators\n",
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"Total Indicators: 82\n",
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"Abbreviations:\n",
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" accbands, ad, adosc, adx, amat, ao, aobv, apo, aroon, atr, bbands, bop, cci, cmf, cmo, coppock, cross, decreasing, dema, donchian, dpo, efi, ema, eom, fwma, hl2, hlc3, hma, ichimoku, increasing, kc, kst, kurtosis, linreg, log_return, long_run, macd, mad, massi, median, mfi, midpoint, midprice, mom, natr, nvi, obv, ohlc4, percent_return, ppo, pvi, pvol, pvt, pwma, qstick, quantile, rma, roc, rsi, short_run, skew, sma, stdev, stoch, swma, t3, tema, trend_return, trima, trix, true_range, tsi, uo, variance, vortex, vp, vwap, vwma, willr, wma, zlma, zscore\n"
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]
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}
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],
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"source": [
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"e.ta.indicators()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Help on function sma in module pandas_ta.overlap:\n",
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"\n",
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"sma(close, length=None, offset=None, **kwargs)\n",
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" Simple Moving Average (SMA)\n",
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" \n",
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" The Simple Moving Average is the classic moving average that is the equally\n",
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" weighted average over n periods.\n",
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" \n",
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" Sources:\n",
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" https://www.tradingtechnologies.com/help/x-study/technical-indicator-definitions/simple-moving-average-sma/\n",
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" \n",
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" Calculation:\n",
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" Default Inputs:\n",
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" length=10\n",
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" SMA = SUM(close, length) / length\n",
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" \n",
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" Args:\n",
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" close (pd.Series): Series of 'close's\n",
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" length (int): It's period. Default: 10\n",
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" offset (int): How many periods to offset the result. Default: 0\n",
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" \n",
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" Kwargs:\n",
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" adjust (bool): Default: True\n",
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" presma (bool, optional): If True, uses SMA for initial value.\n",
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" fillna (value, optional): pd.DataFrame.fillna(value)\n",
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" fill_method (value, optional): Type of fill method\n",
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" \n",
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" Returns:\n",
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" pd.Series: New feature generated.\n",
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"\n"
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]
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}
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],
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"source": [
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"# Individual Indicator help\n",
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"help(ta.sma)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": []
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Load Daily SPY from [AlphaVantage](http://www.alphavantage.com) and clean it up a little"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"ticker = 'DIA'\n",
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"AV = AlphaVantage(premium=False, clean=True, output_size='full')\n",
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"df = AV.data(symbol=ticker, function='DA') # Daily Adjusted\n",
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"df.name = ticker\n",
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"df.set_index(['date'], inplace=True)\n",
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"df.drop(['dividend', 'split_coefficient'], axis=1, inplace=True) if 'dividend' in df.columns and 'split_coefficient' in df.columns else None\n",
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"\n",
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"opendf = df['open']\n",
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"closedf = df['close']\n",
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"volumedf = df['volume']"
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]
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},
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{
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"cell_type": "code",
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||
"execution_count": 5,
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||
"metadata": {},
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||
"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"DIA(5366, 6)\n"
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]
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},
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{
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"data": {
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"text/html": [
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"<div>\n",
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||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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||
" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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||
" .dataframe thead th {\n",
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||
" text-align: right;\n",
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||
" }\n",
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||
"</style>\n",
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||
"<table border=\"1\" class=\"dataframe\">\n",
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||
" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>open</th>\n",
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" <th>high</th>\n",
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" <th>low</th>\n",
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" <th>close</th>\n",
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" <th>adj_close</th>\n",
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" <th>volume</th>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>date</th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" </tr>\n",
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||
" </thead>\n",
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||
" <tbody>\n",
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" <tr>\n",
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||
" <th>1998-01-20</th>\n",
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" <td>77.81</td>\n",
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" <td>78.84</td>\n",
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" <td>77.41</td>\n",
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||
" <td>78.81</td>\n",
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||
" <td>49.6321</td>\n",
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||
" <td>1744600.0</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>1998-01-21</th>\n",
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||
" <td>78.09</td>\n",
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||
" <td>78.38</td>\n",
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||
" <td>77.28</td>\n",
|
||
" <td>77.84</td>\n",
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||
" <td>49.0212</td>\n",
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||
" <td>1839600.0</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>1998-01-22</th>\n",
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||
" <td>77.19</td>\n",
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||
" <td>77.86</td>\n",
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||
" <td>76.94</td>\n",
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||
" <td>77.19</td>\n",
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||
" <td>48.6118</td>\n",
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" <td>1662600.0</td>\n",
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" </tr>\n",
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||
" <tr>\n",
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||
" <th>1998-01-23</th>\n",
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" <td>77.50</td>\n",
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||
" <td>77.75</td>\n",
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" <td>76.31</td>\n",
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||
" <td>77.00</td>\n",
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||
" <td>48.4922</td>\n",
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||
" <td>1693700.0</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>1998-01-26</th>\n",
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||
" <td>77.38</td>\n",
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||
" <td>77.67</td>\n",
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||
" <td>76.94</td>\n",
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||
" <td>77.31</td>\n",
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||
" <td>48.6874</td>\n",
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||
" <td>1172800.0</td>\n",
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||
" </tr>\n",
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||
" </tbody>\n",
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||
"</table>\n",
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||
"</div>"
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||
],
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"text/plain": [
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||
" open high low close adj_close volume\n",
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"date \n",
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||
"1998-01-20 77.81 78.84 77.41 78.81 49.6321 1744600.0\n",
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||
"1998-01-21 78.09 78.38 77.28 77.84 49.0212 1839600.0\n",
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||
"1998-01-22 77.19 77.86 76.94 77.19 48.6118 1662600.0\n",
|
||
"1998-01-23 77.50 77.75 76.31 77.00 48.4922 1693700.0\n",
|
||
"1998-01-26 77.38 77.67 76.94 77.31 48.6874 1172800.0"
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||
]
|
||
},
|
||
"execution_count": 5,
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||
"metadata": {},
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||
"output_type": "execute_result"
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||
}
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||
],
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||
"source": [
|
||
"last_ = df.shape[0]\n",
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||
"# last_ = 100 # Uncomment for remaining subset\n",
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||
"print(f\"{df.name}{df.shape}\")\n",
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||
"df.head()"
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||
]
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||
},
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||
{
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||
"cell_type": "markdown",
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||
"metadata": {},
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"source": [
|
||
"## Create some constants for some indicators"
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||
]
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||
},
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||
{
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||
"cell_type": "code",
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||
"execution_count": 6,
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||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
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||
" vertical-align: middle;\n",
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||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>open</th>\n",
|
||
" <th>high</th>\n",
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||
" <th>low</th>\n",
|
||
" <th>close</th>\n",
|
||
" <th>adj_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",
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||
" <th></th>\n",
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||
" <th></th>\n",
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||
" <th></th>\n",
|
||
" <th></th>\n",
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||
" <th></th>\n",
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" <th></th>\n",
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||
" <th></th>\n",
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||
" <th></th>\n",
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||
" <th></th>\n",
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||
" <th></th>\n",
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||
" <th></th>\n",
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||
" <th></th>\n",
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||
" <th></th>\n",
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||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
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||
" <th>2019-05-10</th>\n",
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" <td>257.58</td>\n",
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||
" <td>260.54</td>\n",
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||
" <td>255.04</td>\n",
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||
" <td>259.92</td>\n",
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||
" <td>259.92</td>\n",
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||
" <td>5456134.0</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",
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||
" <td>3</td>\n",
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||
" <td>4</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>2019-05-13</th>\n",
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||
" <td>254.67</td>\n",
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||
" <td>255.70</td>\n",
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||
" <td>252.59</td>\n",
|
||
" <td>253.47</td>\n",
|
||
" <td>253.47</td>\n",
|
||
" <td>6326032.0</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",
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||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
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||
" <th>2019-05-14</th>\n",
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||
" <td>254.40</td>\n",
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||
" <td>257.23</td>\n",
|
||
" <td>254.24</td>\n",
|
||
" <td>255.81</td>\n",
|
||
" <td>255.81</td>\n",
|
||
" <td>4308796.0</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>2019-05-15</th>\n",
|
||
" <td>254.17</td>\n",
|
||
" <td>257.63</td>\n",
|
||
" <td>253.74</td>\n",
|
||
" <td>256.92</td>\n",
|
||
" <td>256.92</td>\n",
|
||
" <td>4151403.0</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>2019-05-16</th>\n",
|
||
" <td>258.00</td>\n",
|
||
" <td>260.08</td>\n",
|
||
" <td>257.85</td>\n",
|
||
" <td>259.16</td>\n",
|
||
" <td>259.16</td>\n",
|
||
" <td>3889186.0</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": [
|
||
" open high low close adj_close volume -4 -3 -2 \\\n",
|
||
"date \n",
|
||
"2019-05-10 257.58 260.54 255.04 259.92 259.92 5456134.0 -4 -3 -2 \n",
|
||
"2019-05-13 254.67 255.70 252.59 253.47 253.47 6326032.0 -4 -3 -2 \n",
|
||
"2019-05-14 254.40 257.23 254.24 255.81 255.81 4308796.0 -4 -3 -2 \n",
|
||
"2019-05-15 254.17 257.63 253.74 256.92 256.92 4151403.0 -4 -3 -2 \n",
|
||
"2019-05-16 258.00 260.08 257.85 259.16 259.16 3889186.0 -4 -3 -2 \n",
|
||
"\n",
|
||
" -1 0 1 2 3 4 \n",
|
||
"date \n",
|
||
"2019-05-10 -1 0 1 2 3 4 \n",
|
||
"2019-05-13 -1 0 1 2 3 4 \n",
|
||
"2019-05-14 -1 0 1 2 3 4 \n",
|
||
"2019-05-15 -1 0 1 2 3 4 \n",
|
||
"2019-05-16 -1 0 1 2 3 4 "
|
||
]
|
||
},
|
||
"execution_count": 6,
|
||
"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": 7,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def machart(kind, fast, medium, slow, append=True, last=last_, figsize=(16,8)):\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",
|
||
" pricedf = df[['close', ma1.name, ma2.name, ma3.name]]\n",
|
||
" title = f\"{df.name}: {kind.upper()}s from {df.index[0]} to {df.index[-1]} ({last})\"\n",
|
||
" pricedf = df[['close', ma1.name, ma2.name, ma3.name]]\n",
|
||
" pricedf.tail(last).plot(figsize=figsize, color=['black', 'green', 'orange', 'red'], title=title)\n",
|
||
"\n",
|
||
"def volumechart(kind, length=10, last=last_, figsize=(16, 3)):\n",
|
||
" volume = pd.DataFrame({'V+': volumedf[closedf > opendf], 'V-': volumedf[closedf < opendf]})\n",
|
||
" title = f\"{df.name} Volume: {kind.upper()} from {df.index[0]} to {df.index[-1]} ({last})\"\n",
|
||
" volume.tail(last).plot(kind='bar', figsize=figsize, width=0.5, color=['green', 'red'], alpha=0.45, stacked=True)\n",
|
||
" df.ta(kind=kind, close=volumedf, length=length).tail(last).plot(figsize=figsize, linewidth=1.2, color='black', title=title)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"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 1152x216 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"machart('ema', 50, 200, 500, last=100)\n",
|
||
"volumechart('ema', last=100)"
|
||
]
|
||
},
|
||
{
|
||
"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": 9,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x114ea6fd0>"
|
||
]
|
||
},
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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sIiIiIiIiki4pYRUREREREZF0SQmriIiIiIiIpEvpctElERERERFJe3v27OHw4cP4+vpSvHhxPDw0viXupYRVREREROQeFhUVxZIlS/jyyy/Zs2cPjz76KHv37uXSpUs8/PDD+Pr6Ur58eXx9ffH19eX+++/HGOPusOUeoYRVREREROQedPnyZSZPnsyoUaPInTs3vXv3plWrVnh6egJw6dIl9uzZQ2BgILt372b+/PkEBgZijKFWrVq8/vrr1KhRI82TV2stISEhnDhxgpMnT3LixAny5MlD06ZNNSKcARlrrbtjuI2fn5/VfVhFREREROIXHBzMkiVLmDdvHufOnaNMmTKULVs2uhQvXpzMmWOOUR0+fJhRo0bx/fffU6dOHXr37k316tUTlXhaa/n333+ZP38+X3/9NZ6envTq1Yu2bduSNWvWJMV+8eJFDh06RFhYGOHh4YSFhcVaLl26FJ2Y3kxSAYoUKRJd9u7dy9WrV3n//fdp1qyZEtd0zhizzVrrl6hjlbCKiIiIiNw9goKCWLhwIXPnzmXdunXUqFGD5s2bU7RoUQ4cOMDBgwc5cOAABw4c4MyZMzz44IPRCez+/ftZv349nTp1okePHhQrVizZcURFRbFy5UpGjRrFpk2b8Pf357XXXqNo0aKxHn/x4kV+//131qxZw5o1azh06BBlypQhW7ZseHt7RxcvL68Y2z4+PjGS0yJFiuDj4xOjbWstS5Ys4b333iMqKor333+fJk2apPjo740bNzh79qymRd8hJawiIiIiIhnI0aNHmTdvHvPmzWPnzp3Ur1+f5s2b06BBg9uSN1fXrl3j0KFD0QlsgQIFaNeuHdmzZ0/R+P766y9Gjx4dY9TW19c3RoJ68OBBqlWrRq1atahVqxZ+fn7R049TirWWhQsXMnjwYLJkycL7779PgwYNUiS5DAwMxN/fn3379pEzZ06qVq1K1apVqVKlCn5+fin+mmZkSlhFRERERNKhqKgo9u3bxx9//MGGDRvYsGED//77b7zPsdaSJUsWmjRpQvPmzXnmmWfw9vZOo4iT5vLly0yZMoVRo0Zx8uRJqlevnqoJalyioqKYN28egwcPJkeOHHzwwQfUrVs3WYlreHg4H3/8MWPHjuXjjz/G39+fo0ePsnHjRjZt2sTGjRsJDAykTJkyVKlShapVq1K3bl0KFy6cCmeWMShhFREREZF05dq1axw7dixGOXr0KMeOHeP48eMUL16cRo0a0ahRI8qUKePucBM0adIkNmzYQL58+cifPz/58+e/7XH27NkJDg5m06ZN0Qnqpk2byJcvH9WqVaNatWpUr16dYsWKJZhI5cyZ87ZrUdMzay03btxwe8xRUVH8+OOPDBkyBB8fH1599VVat26d6NHQm1OdS5Ysybhx4+JMQsPDw9mxYwcbN25k48aNrF27lsDAQPLkyZOSp5NhKGEVEREREbfbvXs3AwcOZMOGDYSEhFC0aFGKFSt2WylSpAgHDhxgyZIlLF68mGzZstGoUSMaNmxIzZo18fLycvepRLt+/Tq9e/fmt99+o2fPnly4cIGzZ89y9uxZzp07F/347NmzeHh44OHhQaVKlahevXp0klqgQAF3n8Y958aNGyxdupQJEyawbt06WrVqRZcuXXj88cdjPT40NJR3332XGTNm8OWXX9K6deskjc727t2b8+fPM23atJQ6hQxFCauIiIiIuM3p06cZPHgwCxYsYODAgbRq1YoCBQokauVWay07d+5k8eLFLF68mD179lC7dm0aNWpEixYtuO+++9LgDGJ34cKF6Nu+zJo1K95rR621hIaG4uXlRZYsWdIwSknIyZMnmTx5MhMnTiRPnjx07dqVtm3bRr+fq1atokuXLlStWpWvvvqKfPnyJbmP0NBQKlasyGeffcbzzz+f0qdw11PCKiIiIiJpLjQ0lJEjR/LVV1/RqVMnBg4cSO7cue+ozXPnzvHLL7+wcOFCVq9ezdtvv02vXr2SfAuVO3XgwAGaNGlC48aNGT58OJkyZUrT/iXlRUVFsWLFCr799lt+/fVXnn/+eYwxLF++nHHjxtG4ceM7an/dunW0bNmSwMDAZCW9GVlSEtYEv+YyxkwyxgQZY3bHUd/OGLPLGBNojPnDGFPBpe5ZY8wBY8xfxpgBiT8FEREREblb3Lhxg0mTJlGmTBn27dvH1q1bGT58+B0nqwD58uWjffv2zJ49m99//50tW7ZQunRpvv32WyIjI1Mg+oStWLGCGjVq0L9/fz7//HMlqxmEh4cH9evXZ86cOezfv5+yZcuSL18+du/efcfJKsB///tf2rZtS8+ePVMg2ntXgiOsxpgawBXge2utbyz11YF91tqLxpgGwBBrbRVjTCbgIFAXOAFsAdpYa/cmFJRGWEVERERSR0hICC1btiQ4OJiqVatSrVo1qlatmqiFf2KzYsUK3n77bXLmzMnIkSOpUqVKKkQd0+bNmxkwYACnTp3io48+onnz5ql2T8wxY8YwdOhQfvjhB2rWrJkqfUjGde3aNSpWrMiHH35Iy5Yt3R1OupHiU4KNMSWAn2NLWG857j5gt7W2sDGmGo7ktb6z7h0Aa+0nCfWnhFVEREQk5V25coUGDRrg6+tLmzZtolc03bBhA0D0fSWrVq2Kn58fWbJk4cyZM5w+fTrWcvToUa5du8ann34aPZ0yrVhrWb58OQMGDMDT05Nhw4ZRu3btFGv/+vXrvPHGG6xZs4ZFixZRsmTJFGtb7i0bN26kWbNm7Nq1SwtuOSUlYU3pdab9gaXOx4WB4y51J4DU/8pNRERERG5z9epVmjRpQtmyZRkzZgweHh7UqFEDcCR/x44di05gBwwYwM6dO7l+/ToFChTggQceiFEqVaoU/bhixYppdm9NV8YY6tevT926dfnhhx/o3LkzpUuX5plnniEsLIzw8HDCw8Njfezl5UXu3LnjLNmyZaNPnz54enqyYcOGeBdXEklI1apVefnll3nttdf48ccf0/SLnYwgxUZYjTG1gbHAf621540xLYBnrbWdnfUvAVWstbFO4jbGdAW6AhQrVuzxo0ePJvFURERERCQ2YWFhNG3alIIFCzJ58uREXYN5/fp1PDw87prrNSMiIggICODgwYN4e3vj5eUVo7jui4iI4NKlS9Hl4sWLMbYvXbrEc889xyeffHLXnL+kb2FhYVSqVIn33nuPF1980d3huF2aj7AaYx4FJgINrLXnnbtPAkVdDivi3Bcra+0EYAI4pgSnRFwiIpJ+XLp0iU2bNvHHH39w6NAhChYsSJEiRWKUQoUKuf0m8yIZTXh4OC+88AJ58uRh0qRJiU7A7rZbsXh6etK1a1d3hyESK29vb6ZMmULjxo2pVasWBQsWdHdId407/qvAGFMMmAu8ZK096FK1BShtjHkQR6L6ItD2TvsTEZH0z1rLX3/9xR9//BFd/vnnH/z8/KhevTrPPvssZ8+e5dixY/zxxx+cOHGCEydOEBQURP78+SlSpAglSpTAz8+PJ554gscff5wcOXKkSqznz59n9+7d1KhRQ9O0JMO5fv06rVu3xtvbm6lTp+oLIRE3qly5Mp07d6Zbt27MmzdP/+ckUmJWCZ4J1ALyAWeAwUAWAGvteGPMROAF4OYc3sibw7vGmIbAl0AmYJK19qPEBKVFl0RE7j43F0AZP34869evx9vbm+rVq0eXChUqJDhiExkZyenTpzlx4gR///03W7ZsYfPmzezatYuSJUvyxBNPUKVKFZ544gkeeeSRZI8AXbt2jZ9//plp06axZs0a8uXLR9myZZk4cSKFChVKVpsi6U1kZCRt2rQhPDycOXPmuOU6UxGJKTw8HD8/P/r370/79u3dHY7bpPgqwWlNCauIyN3l999/Z+DAgQQFBTFgwADq1KlD0aJFE35iIkVERBAYGMjmzZujy9GjR6lQoQIVK1aMLr6+vmTNmjXWNqKioli7di3Tpk1j7ty5PP7447Rv357nn3+erFmz8vHHHzNmzBg+//xz2rVrp2++5a5248YNOnTowIULF5g/fz5eXl7uDklEnP7880+effZZtm/fTuHChWPUXb9+ndDQUEJDQ7ly5Qo5cuS47ZikOHToEMOHD+fIkSP88ssveHh43Gn4KUIJq4iIJMhayz///BO9KmhQUBD169encePG5M+fP1FtbN26lUGDBnHgwAGGDBlCu3bt0mzKYXBwMH/++Sc7d+5kx44d7Nixg4MHD1KiRIkYSWyePHmYM2cOM2bMIE+ePLRv3542bdrE+gfAn3/+SYcOHShTpgzjxo3j/vvvT5NzkbS3du1aXnvtNcaOHRu9Um5GERUVhb+/P8ePH2fRokVxfokjIu4zePBgJk6cSM6cOWMkqFFRUeTIkYPs2bOTPXt2Lly4QPny5fH39+eFF15I9L/nbdu28emnn7J69Wp69OjB/Pnz+eCDD2jatGkqn1niKGEVEZHbXL58mS1btkQnqBs3biRLlixUq1aNqlWrkidPHpYuXcqKFSsoX748TZs25bnnnqNMmTK3tbV7927ee+89Nm/ezMCBA/H3908X0w0jIiLYt29fdAK7c+dOTp8+zXPPPUe7du0oX758gm2Eh4czZMgQJk+ezOjRo2nRokUaRC7gWJgrMDAQay1Zs2Yla9aseHt7Rz++uX0no9+RkZEMHTqUCRMm4O/vz4wZM9i5cyc5c+ZMwTNxn5CQEHr06MGxY8dYsmQJ2bNnd3dIIhKLqKgoAgMD8fT0JHv27NFJqqenZ4zfceHh4SxatIjvvvuOzZs307p1a/z9/alUqdJtvwuttaxatYpPP/2Uffv28dZbb9G5c2dy5MjBTz/9xKeffsqmTZvcPoNo1apV1KlTRwmriMi9ICwsjOXLl3Pp0iUuX74cZzl16hSHDx/mscceo2rVqtGlSJEisba5evVqFixYwMKFC8mVK1d08po3b14++OADVq5cSf/+/enevXuGHb3ZuHEjL7/8MpUqVWL06NHkzZvX3SFlKFevXmX79u1s2bIlupw6dYry5cuTOXNmwsLCuHbt2m0lIiKC7Nmz8/LLL/POO+8kaarcsWPHaNeuHV5eXkydOpUHHngAf39/smTJwvjx41PxbNPGkiVL6NatG/Xr1+eLL75ItYXKRMQ9jh8/TkBAAJMmTSJXrlz4+/vTrl07cuXKxfz58xk2bBhXrlyhf//+tG3bNsYXyVFRUfj6+vLll19Sr149t8QfERHBoEGDmD59OqdOnVLCKiKS0UVGRtKiRQtOnjxJ2bJlyZkzZ3Tx8fGJsV2gQAF8fX2TPAoaFRXFtm3bopPXY8eO8fbbb9O7d+8MMyIVn6tXrzJw4EBmz57N8OHDKVWqVKz3dLz5WPdrjJ21loMHD/Lbb7+xadMmtmzZwl9//cUjjzxC5cqVqVy5Mn5+fpQrVy7BKeVRUVGcOXOGzz//nEmTJtG+fXsGDBjAAw88EO/zfvrpJ7p3785bb71F3759o6/jCg4O5tFHH2XChAnUr18/xc45LZ0/f5433niD9evX8+2331KnTh13hyQiqSgqKorVq1fz3XffsWTJEnLlykXBggV55513aNq0aZzXqU6fPp3x48ezdu3aNB9l3b9/P+3ataNIkSJMnDiRAgUKKGEVEcnIrLV0796dv//+m8WLF6fZdFxrrdunErnDb7/9xgcffEBISAjh4eGEh4cTFhYW/fjmds6cOWnfvj09evTg4YcfdnfYbmOt5fDhw6xevTq6ZM6cmVq1alG1alUqV67Mo48+escLAf3777989tlnBAQE0LFjR/r373/bdcdXr16lT58+rFixghkzZlClSpXb2lm5ciWvvPIKgYGB5M6d+45iSkvWWn788Ud69+7Niy++yIcffqgpwCL3mAsXLvDPP//EOkX4VpGRkZQrV46JEydSs2bNNInPWsuECRMYNGgQH374IV27dsUYo2tYRUQyuqFDhzJv3jzWrFmDj4+Pu8MRHP8pnzp1igkTJjBhwgTKlStHz549adq0aYa+92VUVBRXrlwhKCiI9evXs3r1alatWsX169epXbt2dPnPf/6Tal92nD59mmHDhjF16lT8/f3p27cvBQoUYPfu3bz44os8+uijjBuTGPXGAAAgAElEQVQ3jly5csXZRs+ePbl8+TJTpkxJlRhT2unTp3nttdc4cOAA3333HdWqVXN3SCJyF5g0aRIzZ85kxYoVqd7XuXPn6Ny5M0ePHmXGjBmUK1cuuk4Jq4hIBjZx4kQ+/vhj/vjjDwoWLOjucCQWERERzJ07l9GjR3Ps2DFeffVVunTpQoECBdwdWpL9/ffffPvtt5w6dYrg4GAuXboU42dISAjZsmUjT548VKlSJTpBLVu2bJqPxp88eZJPPvmEmTNn0qhRI5YuXcqIESPo0KFDgrGEhoZSoUIFRowYQbNmzdIo4qSz1hIQEED//v159dVXGTRokG5ZIyKJFhERQenSpfnhhx+oWrVqqvWzYsUKOnbsSLt27Rg6dOhtv6eUsIqIZFCLFi2ia9eu/Pbbb7Gu3ivpz44dOxgzZgxz5syhcePGvP766zzxxBPuDitBgYGBDBs2jGXLltG5c2fKlStHrly5yJ07d4yfPj4+6W4E+fjx40yePJkXX3wxSf9O1q1bR6tWrdi1axf58uVLxQiT7ujRoyxYsIBZs2YRFhbGpEmTqFixorvDEpG70NixY1m6dCmLFi1K8bbPnj3LJ598wuzZs5kyZUqc19QrYRURyYA2btxI06ZN+fnnn++KhEdiunjxIpMnT+aLL77g2WefZcSIEfFOUb1TCxcu5MMPP6R8+fI0bNiQZ555JlH9bdy4kU8++YTNmzfz5ptv0q1bt3tq2nnfvn05cuQIs2fPTtER4qRe/22tZceOHSxYsIAFCxZw4sQJmjRpwnPPPUfDhg3JkiVLisUmIveWsLAwSpYsyeLFi3nsscfuuL3Q0FAWLFjA9OnTWb9+Pc2bN2f48OHxrq6vhFVEJIPZv38/tWrVYvLkyTRo0MDd4cgdCAkJoV+/fixZsoRvvvkmxd/Pc+fO0bt3bzZt2sTw4cM5fvw4S5YsYf369fj5+dGwYUMaNGjAI488Ep1A3bx338cff8zff/9Nv379eOWVVzLsLYviExYWRqVKlXjvvfd48cUX77i9f//9lzFjxjB+/HiioqIoWrQoRYoUoWjRotHl5nbBggXZvHkz8+fPZ8GCBWTJkoXnnnuOZs2aUb16da1CLSIp5vPPP2fDhg38+OOPyXp+ZGQkK1asYPr06fz8889Ur16dtm3b0qxZs0TdUksJq4hIOmet5erVq4la0fPUqVM8+eSTDB48mI4dO6Z+cJImfv31Vzp37kzNmjX54osvuO++++64zTlz5vD666/Tpk0bPvzwQ7JlyxZdFxoaypo1a1iyZAmLFy8mKiqKhg0b8thjjzFp0iRCQkJ45513aNOmzT0/erdlyxYaN27Mjh07ErxdTlx27drFF198wfz582nTpg29e/fmvvvu48SJExw/fpzjx49HP77589SpUzz66KPRSerDDz98T67KLSKpLzQ0lJIlS7J69eokrWq/adMmpk2bxuzZsylZsiTt2rWjVatWSV6jQQmriEg6deHCBQICAvjmm284cuQIJUqUiL4HZeXKlalYsWKMJDY4OJgaNWrQunVr/ve//7kxckkNV65cYcCAAcybN49x48bRtGnTZLVz5swZevTowZ49e5g0aVKCK8Zaa9m/fz9Lly5l06ZNtG7dmmbNmsV577570Xvvvceff/7JokWLEp00WmtZtmwZI0eOZM+ePfTs2ZNXX3013mlxIiLu8sknn7B3716mTp2a4LGhoaH06NGD3377jU6dOtG2bVv+85//JLtvJawiIumItZZNmzYxbtw4FixYQJMmTejWrRtVqlRh3759bNmyhS1btrB161b27NlDqVKlopPYH3/8kYcffphRo0ZppCUD++233/D396dKlSp8/fXXiU5wrLVMnz6dt956i06dOjF48GC8vb1TOdp7Q0REBFWqVKFXr1688sor8R4bFhbGtGnT+OKLL8icOTNvvfUWrVu31uq9IpKuhYSEULJkSTZu3EipUqXiPG7v3r20bNkSPz8/xo4dmyL3e1bCKiKSDly5coXp06czfvx4Ll++TLdu3ejYsWO8q4+Gh4cTGBgYncTmypWLESNG6Nq1e0BoaCiDBg1i1qxZfPbZZ5QrV46sWbPi7e2Nt7d3jMceHh6cPHmSbt26ceTIESZPnoyfX6L+35ck2LVrF08//TTVqlXj2rVrcZawsDDq1q1Lnz59ePrpp/XlkojcNQYPHszJkyeZOHFirPVTp06lT58+fPrpp7zyyisp9vtNCauIiBsFBQUxZMgQZs2aRa1atejevTt16tTRdEtJlPXr1zN48GAuXrwYnQyFhYXFeJwlSxYyZ85M3759GThwIJ6enu4OO8PaunUrJ0+eJGvWrGTNmpVs2bJFP3Yteg9E5G50/vx5SpcuzY4dOyhWrFj0/mvXrvH666+zbt06fvzxR8qXL5+i/SphFRFxk6tXr1KrVi38/PwYOHAghQsXdndIksFYa4mIiCAqKuqeXMVXRERSVv/+/QkNDWX06NEAHDhwgJYtW1K+fHnGjx9Pzpw5U7xPJawikiGEhIQwcuRI1q5di6enJ97e3nh5ed3208vLi8cff5znn3/erVPxoqKiaNGiBTly5GDKlCmaFigiIiLpXlBQEA899BB79uxh9erV9O7dm48++oguXbqk2t8ySUlYM6dKBCIidyAsLIyxY8fy6aef0qBBA/73v/9x48YNwsLCCA8Pj/5583FYWBhDhgzhu+++Y9y4cTGmtKSl/v37c/78eWbOnKlkVURERO4KBQoUoEOHDtSoUQOAFStWULFiRTdH9f+UsIpIuhEZGcnUqVMZPHgwlSpV4tdff8XX1zdRzx0wYADDhw/n8ccf591336VHjx5pulDRN998w8KFC9mwYYNWBhUREZG7Sv/+/fH09GTQoEH4+Pi4O5wYNCVYRNzOWsv8+fMZOHAg+fLlY9iwYVSvXj1ZbR04cICuXbsSHh7OxIkTE53w3olly5bx8ssvs27duniXhRcRERERTQkWkbvI6tWrGTBgAOHh4YwcOZJnn332jqbTli1bltWrV/Pdd9/x9NNP8+qrrzJw4MBUuzdlYGAgL730EnPnzlWyKiIiIpLCdI8FEXGLw4cP06RJEzp37kzv3r35888/adCgQYpc++nh4UGXLl3YsWMHe/fupWLFiqxduzYFoo7p9OnTNGnShC+//JL//ve/Kd6+iIiIyL1OI6wikqauXbvGZ599xqhRo3j77beZM2dOql3zWahQIX766SfmzZtH27Zteeyxx6hSpQoVK1bkscceo1ChQslOkENDQ2natCn+/v60bds2hSMXEREREdA1rCKShn7++Wd69epFpUqV+Pzzz9N0Nd/g4GCWLFnCjh072L59O9u3bwfgscceo2LFitFJbJkyZRJcrOnGjRu0aNECHx8fAgICtCKwiIiISBLoPqwikq4cPnyYN954gwMHDjBq1Cjq1avn7pCw1nL69Gm2b9/Ojh07ohPZ48ePU6RIEUqUKEHx4sUpUaJEjFKoUCEGDBjA1q1bWb58OZ6enu4+FREREZG7ihZdEpF04eb036+//pq3336bH3/8Md3c8sUYQ6FChShUqBCNGjWK3h8WFsbx48c5cuQIR48e5ciRIyxfvjx6OygoiAcffJA//vhDyaqIiIhIKlPCKiIpIiIighMnTnDs2DGOHTvG0aNHCQgIoGLFimzfvj1Np//eCW9vb0qXLk3p0qVjrY+IiABQsioiIiKSBpSwikgMy5YtIyAggMyZM5MlS5Y4S2hoaIzk9Ny5cxQqVIhixYpFlwkTJlCnTh13n1KKUqIqIiIiknYSTFiNMZOAxkCQtdY3lvqHgMlAJWCgtXaES90R4DJwA4hM7DxlEXGP06dP06FDBwYPHkyOHDm4fv16nCVv3rxUqlQpOjl94IEHyJxZ34GJiIiISMpJzF+XAcBo4Ps46i8AvYBmcdTXttaeS3poIpKWrLV07dqVrl278tprr7k7HBERERGRhBNWa+1aY0yJeOqDgCBjTKO4jhGR9G/KlCkcP36cn376yd2hiIiIiIgAqX8NqwWWG2Ms8I21dkIq9yciyXD8+HH69u3LypUrdY2miIiIiKQbqZ2w/tdae9IYUwBYYYzZb61dG9uBxpiuQFfgrllNVCQjsNbSuXNnevfuTYUKFdwdjoiIiIhINI/UbNxae9L5MwiYBzwRz7ETrLV+1lq//Pnzp2ZYIuJiwoQJXLhwgQEDBrg7FBERERGRGFJthNUYkx3wsNZedj6uB3yQWv2JSNIdPnyYQYMG8dtvv2mFXxERERFJdxJzW5uZQC0gnzHmBDAYyAJgrR1vjCkIbAV8gChjzBvAw0A+YJ4x5mY/M6y1v6TGSYhkdIcOHcLLyytFp8tHRUXRqVMn+vXrx8MPP5xi7YqIiIiIpJTErBLcJoH6f4EisVSFALogTu5Khw4dIleuXBQoUMCtcYSFhfHhhx/yzTffADBu3DhatGiRIm2PGjWK69ev06dPnxRpT0REREQkpaXqNawid6M9e/ZQvXp1nnrqKU6fPu22ONauXUuFChXYv38/u3btYunSpfTr14833niDiIiIO2r74MGDDB06lICAADJlypRCEYuIiIiIpCwlrCIujhw5wrPPPstXX33FSy+9RJ06dThz5kyaxnDp0iVeffVV2rZty7Bhw5gzZw4PPPAAfn5+bNu2jX/++YeaNWty7NixZLV/48YNOnbsyODBgyldunQKRy8iIiIiknKUsIo4nTlzhnr16tGvXz/atm3LoEGDaNmyJc888wznzp1Lkxjmzp2Lr68vHh4e7Nmzh+effz5G/X333cf8+fNp3rw5TzzxBEuXLk1yHyNHjsTb25sePXqkVNgiIiIiIqlCy4KKAMHBwTRo0IA2bdrw+uuvR+8fMmQI169f55lnnmHVqlXkyZMnSe3u2bOHv/76iwIFCpA/f37y58+Pj48PzsXIop06dYqePXuyd+9eZs6cyVNPPRVnm8YY+vbtS5UqVWjbti2vvPIKQ4YMSXBq79WrV1m7di3Dhw9ny5YteHjo+yoRERERSd+UsMo9LywsjOeee45q1aoxZMiQGHXGGD766COuX79O3bp1WblyJffdd1+CbQYFBfHuu+8yf/58KleuzNmzZ6NLREREdPJaoEAB8ubNy4oVK+jevTszZszA29s7UXHXqFGDbdu20bZtW+rVq8eMGTO4//77AQgPD2fnzp1s3bo1uvz111888sgjjBs3jhIlSiT1ZRIRERERSXPGWuvuGG7j5+dnt27d6u4w5B4QGRlJixYt8Pb2Zvr06XGOUlpr6dOnD+vXr2fFihXkypUr1uMiIiIYPXo0n3zyCe3bt+e99967LcG9du1adPIaFBTE2bNn8fPzS/atZW7cuMH777/PpEmTaNCgAX/++Sf79u2jTJky+Pn5RZfy5cvj5eWVrD5ERERERFKKMWabtdYvUccqYZV7lbUWf39/Tp48yaJFi/D09Ezw+F69erF161aWLVuGj49PjLrFixfz1ltv8Z///IfPP/+chx56KLVPIYZVq1axZ88e/Pz8qFChAtmyZUvT/kVEREREEkMJq0gi9OvXj7Vr1/Lrr7+SPXv2RD3HWkv37t3ZvXs3v/zyCzly5GDfvn28+eabHDlyhM8//5yGDRumcuQiIiIiInevpCSsWnVF7kmfffYZixcvZvHixYlOVsFxTevYsWN56KGHaNSoEW+88QY1atTg2WefJTAwUMmqiIiIiEgK0qJLck+x1vLVV18xduxY1q1bR968eZPchoeHBxMmTKBXr15ERESwd+9e8ufPnwrRioiIiIjc25Swyj3jn3/+oUuXLgQHB7Ny5UqKFCmS7LY8PDwYPXp0CkYnIiIiIiK30pRgyfCioqIYNWoUlStXpl69emzYsIFSpUq5OywREREREUmARlglQzt48CCdOnUCYP369ZQtW9bNEYmIiIiISGJphFUypMjISIYPH0716tVp3bo1a9euVbIqIiIiInKX0QirZDi7d++mU6dO5MyZky1btvDggw+6OyQREREREUkGjbBKhnH06FH69etH7dq16dKlCytXrlSyKiIiIiJyF1PCKne1qKgoli1bxnPPPcfjjz/O9evX2b59O126dMEY4+7wRERERETkDmhKsNyVLly4wOTJkxk3bhw+Pj706NGDGTNmkD17dneHJiIiIiIiKUQJq9xVtm7dypgxY5g/fz5NmjRh2rRpVKlSRaOpIiIiIiIZkBJWuSv8+eefvPHGGxw/fpxu3bpx8OBB8ufP7+6wREREREQkFSlhlXQtKCiIgQMH8vPPPzN06FBeeeUVMmXK5O6wREREREQkDShhlWQ5fvw4U6dOZcaMGVy8eJHs2bOTPXt2smXLFuvPypUr07hxY3LlypWo9q9fv87o0aP5+OOP6dChA/v370/0c0VEREREJGNQwiqJduXKFebOncv333/P9u3badmyJRMmTKBYsWKEhoZy9erVWH+GhIQwa9Ysunfvzn//+19eeOEFmjZtGueU3l9++YU333yT4sWL8/vvv/PQQw+l8ZmKiIiIiEh6YKy17o7hNn5+fnbr1q3uDkNw3DZmzZo1fP/99yxYsIAnn3ySl19+mSZNmuDt7Z2ktkJCQliyZAlz585l2bJlPP744zRv3pznn3+ewoULc+jQIfr06cO+ffv44osvaNy4sRZTEhERERHJYIwx26y1fok6VgmrxGb37t3MnDmTadOmcd999/Hyyy/Ttm1b7r///hRp/9q1ayxfvpy5c+fy888/U6JECY4ePUrfvn1544038PLySpF+REREREQkfVHCKsly6NAhfvjhB2bNmkVISAitW7emffv2VKhQIVX7jYiIYP369Tz00EM88MADqdqXiIiIiIi4V1ISVl3Deo87duwYs2fPZtasWZw4cYJWrVoxYcIEqlatioeHR5rE4OnpSe3atdOkLxERERERuXsoYb1HzZgxg7Fjx7Jv3z6aN2/Op59+Ss2aNcmcWR8JERERERFJHxLMTowxk4DGQJC11jeW+oeAyUAlYKC1doRL3bPAV0AmYKK1dlhKBS7JExUVxTvvvMOCBQsYMWIE9erVw9PT091hiYiIiIiI3CYxw2kBwGjg+zjqLwC9gGauO40xmYAxQF3gBLDFGLPQWrs32dHKHYmIiKBTp04cPnyY9evXkzdvXneHJCIiIiIiEqcEL1K01q7FkZTGVR9krd0CXL+l6gngL2vtYWttBDALeO5OgpXkCw4OpmHDhoSGhvLrr78qWRURERERkXQvNVfVKQwcd9k+4dwnaezUqVPUqFGDsmXLMmfOHLJmzerukERERERERBKUNsvAJoIxpqsxZqsxZuvZs2fdHU6GsXfvXqpXr06bNm0YPXo0mTJlcndIIiIiIiIiiZKaCetJoKjLdhHnvlhZaydYa/2stX758+dPxbDuHb///ju1a9dm6NChDBgwAGOMu0MSERERERFJtNRMWLcApY0xDxpjPIEXgYWp2J+4mDNnDi+88ALTpk3jpZdecnc4IiIiIiIiSZaY29rMBGoB+YwxJ4DBQBYAa+14Y0xBYCvgA0QZY94AHrbWhhhjegLLcNzWZpK1dk/qnIbcdOHCBcaMGcM333zD8uXLqVixortDEhERERERSZYEE1ZrbZsE6v/FMd03trolwJLkhSaJFRkZyfLlywkICGD58uU0aNCA9evXU7x4cXeHJiIiIiIikmyJuQ+rpFP79+8nICCAqVOnUrRoUTp27MiECRPInTu3u0MTERERERG5Y0pY7zLBwcH88MMPTJ48maNHj/LSSy+xYsUKHn74YXeHJiIiIiIikqKUsN5FrLU89dRTlCpVinfffZd69eqRObPeQhERERERyZiU7dxFNm/eTFhYGD/99JNuUSMiIiIiIhmeEtZUZK3l2rVrhISEcP36dYoWLZrwk+IxZcoUOnTooGRVRERERETuCUpY71BERASDBg1i3759BAcHExISQkhISPTjzJkz4+Pjw9WrV5k9ezYNGjRIVj/h4eHMnj2bbdu2pfAZiIiIiIiIpE9KWO9AWFgYLVq0wMPDgy5dupArVy58fHzw8fEhV65c5MyZEy8vLwACAgL4+uuvk52wLlq0iEcffVS3qhERERERkXuGEtZkCg0NpVmzZuTNm5epU6eSJUuWeI9v3bo1ffv25dChQ5QuXTrJ/QUEBPDyyy8nN1wREREREZG7joe7A7gbhYSE0KBBA4oUKcL06dMTTFYBsmbNir+/P2PHjk1yf2fOnGHdunW88MILyQlXRERERETkrqSENYkuXrxI3bp18fX15bvvviNTpkyJfm737t35/vvvuXLlSpL6nD59Os2aNSNHjhxJDVdEREREROSupYQ1Cc6ePcvTTz/Nk08+yZgxY/DwSNrLV7x4cWrUqMH06dOT9LwpU6ZoOrCIiIiIiNxz7tmE1VrLzJkzWbNmDREREQkef/r0aWrVqkWjRo0YOXJksm8t07NnT0aPHo21NlHH79ixg+DgYGrWrJms/kRERERERO5W9+SiS5GRkXTt2pVt27bh5eXFgQMHqFmzJvXr16d+/fqUKlUqxvHHjh2jTp06dOzYkYEDB95R308//TSRkZGsXbs2UUnolClTeOmll5I8misiIiIiInK3u+cS1qtXr9K6dWsiIyP5448/yJ49O+fOnWPFihUsW7aMjz76iKxZs0YnryVKlKBZs2b06tWLN9988477N8ZEj7ImlLBev36dGTNmsG7dujvuV0RERERE5G5jEjs1NS35+fnZrVu3pni7Fy9epEmTJjz44INMmjQp1tV9rbUEBgaybNkyli1bxqZNm/jss8/o3r17isVx+fJlihcvzq5duyhSpEicxy1atIhhw4axfv36FOtbRERERETEnYwx26y1fok69l5JWE+ePBk9ajp8+PBET7G11ib7etX4vP766+TOnZuhQ4fGeUyLFi2oV68eXbt2TfH+RURERERE3CEpCes9cWHk/v37efLJJ+nQoQMjRoxI0vWgqZGsAvTo0YNvv/2W8PDwWOvPnz/PihUraNWqVar0LyIiIiIikt5l+IR18+bN1KpViyFDhtCvX79US0CT6qGHHqJ8+fLMmTMn1vpZs2bRoEEDcufOncaRiYiIiIiIpA8ZOmFdtmwZjRo14ttvv6Vjx47uDuc2r7/+OqNHj461TvdeFRERERGRe12GTVhnzZpFhw4dmD9/Pk2aNHF3OLFq1KgRp0+f5tbrdfft28eJEyeoW7eumyITERERERFxvwyZsEZERPDqq6+ycuVKnnzySXeHE6dMmTLx2muv3TbKOmXKFNq1a0fmzPfcXYdERERERESiZciMaMuWLZQqVYry5cu7O5QE+fv7U6pUKc6ePUv+/Pm5ceMG06ZN45dffnF3aCIiIiIiIm6VIUdYV69eTe3atd0dRqLkzZuX559/nu+++w6AX3/9lYIFC+Lr6+vmyERERERERNwrQyasq1at4umnn3Z3GInWs2dPxo0bR2RkpBZbEhERERERccpwCWtYWBhbtmzhqaeecncoiVapUiUKFy7MjBkzWLx4MW3atHF3SCIiIiIiIm6X4RLWDRs24OvrS86cOd0dSpL07NmT1157jdq1a5MvXz53hyMiIiIiIuJ2GS5hvdumA9/UokULfHx8eOWVV9wdioiIiIiISLqQ4VYJXrVqFR988IG7w0gyT09P9u7dS+7cud0dioiIiIiISLqQ4AirMWaSMSbIGLM7jnpjjPnaGPOXMWaXMaaSS90NY8wOZ1mYkoHH5sqVK+zcuZPq1aundlepQsmqiIiIiIjI/0vMlOAA4Nl46hsApZ2lKzDOpe6atbaiszRNdpSJtG7dOvz8/MiaNWtqdyUiIiIiIiKpLMGE1Vq7FrgQzyHPAd9bh41AbmPMAykVYFLcrdevioiIiIiIyO1SYtGlwsBxl+0Tzn0A3saYrcaYjcaYZinQV7xWrVpF7dq1U7sbERERERERSQOpvehScWvtSWNMSWCVMSbQWvt3bAcaY7rimFJMsWLFktzRxYsXOXDgAFWqVLmjgEVERERERCR9SIkR1pNAUZftIs59WGtv/jwMrAEei6sRa+0Ea62ftdYvf/78SQ5i7dq1VK9eHU9PzyQ/V0RERERERNKflEhYFwIdnKsFVwWCrbWnjTH3GWO8AIwx+YAngb0p0F+sNB1YREREREQkY0lwSrAxZiZQC8hnjDkBDAayAFhrxwNLgIbAX8BV4BXnU8sB3xhjonAkxsOstYlKWK9evZq0swBWr17NxIkTk/w8ERERERERSZ+MtdbdMdwmb9689vz584k+PigoiDJlynDu3DkyZ07ty3JFREREREQkuYwx26y1fok5NiWmBKe44OBgjh07lujj16xZw1NPPaVkVUREREREJANJlwlr3rx5+frrrxN9/OrVq3X/VRERERERkQwmXSas999/P5MnTyYkJCRRx69atUoJq4iIiIiISAaTLhNWT09P6tatm6hFlE6cOMH58+cpX758GkQmIiIiIiIiaSVdJqwAb7/9Nl999RWRkZHxHrd69Wpq1aqFh0e6PRURERERERFJhnSb5fn5+VGiRAnmzJkT73G6flVERERERCRjSrcJK8Bbb73FiBEjiOvWO9Zafv31VyWsIiIiIiIiGVC6TlgbN27M5cuXWbt2baz1//zzDxEREZQtWzaNIxMREREREZHUlq4TVg8PD958801GjhwZa/3N6cDGmDSOTERERERERFJbuk5YATp06MDGjRs5cODAbXW6nY2IiIiIiEjGle4T1mzZstGtWze++OKLGPuttaxatYratWu7KTIRERERERFJTek+YQXo0aMHP/zwA2fPno3ed+DAAby8vHjwwQfdGJmIiIiIiIiklrsiYb3//vtp0aIFY8eOjd53czqwrl8VERERERHJmLgc0j8AAAmWSURBVO6KhBWgT58+jB07lmvXrgFoOrCIiIiIiEgGd9ckrOXKlcPPz49p06YRFRXFmjVrlLCKiIiIiIhkYJndHUBSvPXWW/To0eP/2rv3WDmqOoDj35+00JaCSHlTkEdNoCHKowghQKwYUQK0CqQ+IKCgwQQFBSsJUVEhAhpiIBpDQIqEgMojQkHAEiINwQqWFikttEDDw0qRWGiFKIWff8y5sF52997e187d+/0kJ3f3zJmZ305+O3fOPM4yY8YMpkyZwtSpUzsdkiRJkiRpmIyaK6wAM2fOZMKECcydO9erq5IkSZLU5UZVhzUiOPfcc1mwYIG/vypJkiRJXW5UdVgB5syZw7HHHmuHVZIkSZK63Kh6hhVg/Pjx3HHHHZ0OQ5IkSZI0zEbdFVZJkiRJ0thgh1WSJEmSVEt2WCVJkiRJtWSHVZIkSZJUS3ZYJUmSJEm1ZIdVkiRJklRLkZmdjuE9ImI98GSn45CGyHbAPzsdhDREzGd1G3Na3cR81mjxwczcvj8N6/o7rE9m5oxOByENhYh4xHxWtzCf1W3MaXUT81ndyFuCJUmSJEm1ZIdVkiRJklRLde2wXtXpAKQhZD6rm5jP6jbmtLqJ+ayuU8tBlyRJkiRJqusVVkmSJEnSGNdnhzUidouI+yPiiYhYFhFnl/ptI+KPEbGy/P1Aqd8nIh6KiP9ExHm9lvXNsozHI+LGiJjQYp13R8S6iJjfq/6GiHiyzP+riBjfYv6m7drFprFjiHP67JJnyyLinDbr/FTJyVURcX5D/VmlLiNiuzbzt8rpWRHxWEQsiYhHIuLwwW4fjS41y2f30RqUmuXzNRGxtOxjb46IyU3mnRQRd0bEirKeSxqmHRkRiyNiY0ScOBTbR6NPnXK6YfoVEbGhzfwXR8TzvdtExO7lszxavhfHbOr2kAYkM9sWYGfgwPJ6K+ApYDpwGXB+qT8fuLS83gE4GLgYOK9hObsCzwITy/vfAqe1WOdRwHHA/F71xwBRyo3A11rM37Rdq9gsY6sMYU7vBzwOTKL6iagFwLQm69sMeBrYC9gcWApML9MOAPYAVgPbtYm5VU5P5t1b+z8MrOj09rWMbKlZPruPtgyq1Cyft25od3nP+nvNPwmYWV5vDiwEPl3e71H2y78GTuz0trV0ptQpp8v0GcD1wIY2MR9a4t7Qq/6qhv31dGB1p7evZWyUPq+wZuaazFxcXq8HllN1PmcB15Vm1wGzS5u1mfkw8GaTxY0DJkbEuPKF+3uLdd4HrG9Sf1cWwF+AqS3mb9quj9g0RgxhTu8LLMrM1zNzI/An4LNNVvlRYFVmPpOZ/wVuKusiMx/NzNX9iLlVTm8odQBbAj6UPsbULJ/dR2tQapbPrwFERAATabJ/Lcu/v7z+L7CYd/N5dWY+Brw9kG2h7lCnnI6IzYCfAHP7iPnPmbmm2SRg6/L6/bQ4jpeG2iY9wxoRe1BdEVoE7NiQzP8Admw3b2a+CPwUeA5YA7yamfduYrw9cYwHTgHuHop2GrsGk9NUZzqPiIgpETGJ6qrRbk3a7Qo83/D+hVI3kHjfk9MR8ZmIWAHcCXx5IMtVd6hLPruP1lCoQz5HxLVlffsAV/YR7zZUd4fd10dsGqNqkNNnAbe36Iz2x4XAyRHxAnAX8PUBLkfaJP3usJZnN24Bzuk569ijnCVve2Wn3Js/C9gT2AXYMiJO3uSIK78AHsjMhUPUTmPQYHM6M5cDlwL3Uh1wLwHeGp5o3/GenM7M2zJzH6qzsz8a5vWrpmqWz+6jNSh1yefM/BLVMctyYE6beMdR3d5+RWY+s6nrUffrdE5HxC7ASfRx4qUPnwfmZeZUqg7z9RHhAK4adv1KsnIW/Bbghsy8tVS/FBE7l+k7A2v7WMwngGcz8+XMfBO4FTgsIg6JasCYJRFxfD9i+T6wPfCthrp7yvxXt2sn9RiinCYzr8nMgzLzSOBfwFNlgIWenD4TeJH/Pws6tdS1i2+TczozHwD2ijaDN6k71Smf3UdrsOqUz2U5b1HdVnlCRGzWMP8PG5pdBazMzJ8N7FOrm9Ukpw8ApgGrImI1MKkMytQqp5s5nWoMGjLzIWAC4DGHht24vhqUZzeuAZZn5uUNk24HTgUuKX9/38eingMOLbcxvEE1sNIjmbkI2L8/wUbEGcDRwFGZ+c4zIZl5dH/aSTCkOU1E7JCZayNid6pnSQ7NzHU05HQ58/6hiNiT6p/G54AvtFtuf3M6IqYBT2dmRsSBwBbAK33Fre5Rp3x2H63Bqks+lzj2zsxV5fXxVIPavUWvY5aIuIjqeb4zBvq51b3qktOZuQzYqaHdhsycVt726zic6lj+KGBeROxL1WF9uZ/zSgOXfYzKBBxOdZvCY1S3Hyyhug1gCtVzGiupRirbtrTfiep++deAdeX11mXaD4AVVPfhXw9s0WKdC6m+AG+U+Y8u9RupRj7rieN7LeZv2q5dbJaxU4Y4pxcCT1CNwndUm3UeQzUy4NPABQ313yjL20g1eMHVLeZvldPfAZaVuoeAwzu9fS0jW2qWz+6jLYMqdclnqjvQHgT+RnXMckOzXKS6epVUtwz3xHtGmXZwieffVCcSl3V6+1pGvtQlp5u0aTdK8GVlvW+XvxeW+unle7G0fI5Pdnr7WsZG6fk5DEmSJEmSasUHpSVJkiRJtWSHVZIkSZJUS3ZYJUmSJEm1ZIdVkiRJklRLdlglSZIkSbVkh1WSpBEQERdGxHltps+OiOkjGZMkSXVnh1WSpHqYTfU7h5IkqfB3WCVJGiYRcQFwKrAWeB74K/Aq8FVgc2AVcAqwPzC/THsVOKEs4ufA9sDrwFcyc8VIxi9JUqfZYZUkaRhExEHAPOAQYBywGPglcG1mvlLaXAS8lJlXRsQ8YH5m3lym3QecmZkrI+IQ4MeZ+fGR/ySSJHXOuE4HIElSlzoCuC0zXweIiNtL/X6lo7oNMBm4p/eMETEZOAz4XUT0VG8x7BFLklQzdlglSRpZ84DZmbk0Ik4DPtakzfuAdZm5/wjGJUlS7TjokiRJw+MBYHZETIyIrYDjSv1WwJqIGA98saH9+jKNzHwNeDYiTgKIykdGLnRJkurBDqskScMgMxcDvwGWAn8AHi6TvgssAh4EGgdRugn4dkQ8GhF7U3VmT4+IpcAyYNZIxS5JUl046JIkSZIkqZa8wipJkiRJqiU7rJIkSZKkWrLDKkmSJEmqJTuskiRJkqRassMqSZIkSaolO6ySJEmSpFqywypJkiRJqiU7rJIkSZKkWvofNQqRq7175DsAAAAASUVORK5CYII=\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x216 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"clr = df.ta.log_return(cumulative=True, append=True)\n",
|
||
"# df[['0', f\"{clr.name}\"]].tail(100).plot(figsize=(16, 3), color=['black'], linewidth=1, title=f\"{df.name}: {clr.name} from {df.index[0]} to {df.index[-1]} ({last_})\")\n",
|
||
"df[clr.name].tail(100).plot(figsize=(16, 3), color=['black'], linewidth=1, title=f\"{df.name}: {clr.name} from {df.index[0]} to {df.index[-1]} (100)\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### MACD"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.lines.Line2D at 0x11566cd68>"
|
||
]
|
||
},
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x216 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(100).plot(figsize=(16, 3), color=['black', 'blue'], linewidth=1.3)\n",
|
||
"macddf[macddf.columns[1]].tail(100).plot.area(figsize=(16, 3), stacked=False, color=['silver'], linewidth=1, title=f\"{df.name}: {macddf.name} from {df.index[0]} to {df.index[-1]} (100)\").axhline(y=0, color=\"black\", lw=1.1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### ZScore"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.lines.Line2D at 0x114f0c908>"
|
||
]
|
||
},
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x216 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.ta.zscore(length=10, 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', 'Z_10']]\n",
|
||
"zcols.tail(100).plot(figsize=(16, 3), color=zcolors, linewidth=1, title=f\"{df.name}: Z from {df.index[0]} to {df.index[-1]} (100)\").axhline(y=0, color=\"black\", lw=1.1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# New Features"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Archer Moving Averages Trends\n",
|
||
"Archer Moving Average Trends (__amat__) returns the long and short run trends of fast and slow moving averages."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x117d67710>"
|
||
]
|
||
},
|
||
"execution_count": 12,
|
||
"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": [
|
||
"amat = df.ta.amat()\n",
|
||
"machart('ema', 8, 21, 50, last=100) # Price Chart so we can see the association with AMAT\n",
|
||
"amat.tail(100).plot(kind='area', figsize=(16, 0.35), color=['green', 'red'], alpha=0.4, stacked=False, title=amat.name)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"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": 13,
|
||
"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 1152x216 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"machart('ema', 8, 21, 50, last=100) # Price Chart so we can see the association with AOBV\n",
|
||
"volumechart('ema', last=100)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Columns[7]: OBV, OBV_min_2, OBV_max_2, OBV_EMA_8, OBV_EMA_21, AOBV_LR_2, AOBV_SR_2\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x216 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"aobv = ta.aobv(close=closedf, volume=volumedf, mamode='ema', fast=8, slow=21)\n",
|
||
"aobv[aobv.columns[:5]].tail(100).plot(figsize=(16, 3), color=['black', 'silver', 'silver', 'green', 'red'], title=aobv.name)\n",
|
||
"print(f\"Columns[{len(aobv.columns)}]: {', '.join(list(aobv.columns))}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x114c09828>"
|
||
]
|
||
},
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"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": [
|
||
"aobv[aobv.columns[-2:]].tail(100).plot(kind='area', figsize=(16, 0.35), color=['green', 'red'], alpha=0.4, stacked=False)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"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 0.\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": 16,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"machart('hma', 10, 20, 50, last=50, figsize=(16,4))\n",
|
||
"machart('sma', 10, 20, 50, last=50, figsize=(16,4))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x114dfe4e0>"
|
||
]
|
||
},
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x18 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"hma10 = df.ta.hma(length=10) # HMA 10\n",
|
||
"sma20 = df.ta.sma(length=20) # SMA 20\n",
|
||
"lrun = df.ta.long_run(hma10, sma20, append=False) # Long Run of HMA 10 and SMA 10\n",
|
||
"srun = df.ta.short_run(hma10, sma20, append=False) # Short Run of HMA 10 and SMA 10\n",
|
||
"srun.tail(50).plot(kind='bar', figsize=(16,0.25), color=['red'], linewidth=1, alpha=0.45)\n",
|
||
"lrun.tail(50).plot(kind='bar', figsize=(16,0.25), color=['green'], linewidth=1, alpha=0.45, title=f\"{lrun.name}(green) & {srun.name}(red)\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"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": 18,
|
||
"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('sma', 8, 21, 50, last=50)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x118477128>"
|
||
]
|
||
},
|
||
"execution_count": 19,
|
||
"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='sma', length=21)\n",
|
||
"cross_above = ta.cross(df['close'], maf, above=True)\n",
|
||
"cross_above.tail(50).plot(kind='bar', figsize=(16, 0.5), color=['green'], linewidth=1, alpha=0.55, stacked=False)\n",
|
||
"\n",
|
||
"cross_below = ta.cross(df['close'], maf, above=False)\n",
|
||
"cross_below.tail(50).plot(kind='bar', figsize=(16, 0.5), color=['red'], linewidth=1, alpha=0.55, stacked=False, title=f\"{df.name}: {cross_above.name} (orange) and {cross_below.name} (blue) from {df.index[0]} to {df.index[-1]}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Most recent close_XA_SMA_21 Dates:\n",
|
||
" 2019-05-03, 2019-03-29, 2019-03-21, 2019-03-15, 2019-01-08, 2018-11-28\n",
|
||
"Most recent close_XB_SMA_21 Dates:\n",
|
||
" 2019-05-07, 2019-05-02, 2019-03-22, 2019-03-20, 2019-03-06, 2018-12-04\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(f\"Most recent {cross_above.name} Dates:\\n {', '.join(list(cross_above[cross_above > 0].tail(6).index[::-1]))}\")\n",
|
||
"print(f\"Most recent {cross_below.name} Dates:\\n {', '.join(list(cross_below[cross_below > 0].tail(6).index[::-1]))}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"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": 21,
|
||
"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('sma', 100, 200, 500)#, last=50)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x216 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"def ma_strategy(kind, fast, medium, slow, cumulative=True, last=last_):\n",
|
||
" \"\"\"A very basic analysis of the closing price being greater than each moving average\"\"\"\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",
|
||
" mam = df.ta(kind=kind, length=medium)\n",
|
||
" mas = df.ta(kind=kind, length=slow)\n",
|
||
" tdf = pd.DataFrame({\n",
|
||
" f\"{maf.name} cumlog ret\": ta.trend_return(closedf, closedf > maf, cumulative=cumulative),\n",
|
||
" f\"{mam.name} cumlog ret\": ta.trend_return(closedf, closedf > mam, cumulative=cumulative),\n",
|
||
" f\"{mas.name} cumlog ret\": ta.trend_return(closedf, closedf > mas, cumulative=cumulative),\n",
|
||
" })\n",
|
||
" tdf.set_index(closedf.index, inplace=True)\n",
|
||
" window = tdf.tail(last)\n",
|
||
" title = f\"{df.name}: {kind.upper()} Trend Return from {window.index[0]} to {window.index[-1]}\"\n",
|
||
" window.plot.area(figsize=(16, 3), color=['red', 'orange', 'yellow'], linewidth=1, alpha=0.35, title=title, stacked=False).axhline(y=0, color=\"black\", lw=1.1)\n",
|
||
"\n",
|
||
"ma_strategy('sma', 100, 200, 500)#, last=50)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"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": "3.7.0"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|