mirror of
https://github.com/wassname/pandas-ta.git
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795 lines
589 KiB
Plaintext
795 lines
589 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))"
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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: 78\n",
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"Abbreviations:\n",
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" accbands, ad, adosc, adx, ao, 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, macd, mad, massi, median, mfi, midpoint, midprice, mom, natr, nvi, obv, ohlc4, percent_return, ppo, pvi, pvol, pvt, pwma, qstick, quantile, rma, roc, rsi, 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 accbands in module pandas_ta.volatility:\n",
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"\n",
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"accbands(high, low, close, length=None, c=None, drift=None, mamode=None, offset=None, **kwargs)\n",
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" Acceleration Bands (ACCBANDS)\n",
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" \n",
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" Acceleration Bands created by Price Headley plots upper and lower envelope\n",
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" bands around a simple moving average.\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/acceleration-bands-abands/\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, c=4\n",
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" EMA = Exponential Moving Average\n",
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" SMA = Simple Moving Average\n",
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" HL_RATIO = c * (high - low) / (high + low)\n",
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" LOW = low * (1 - HL_RATIO)\n",
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" HIGH = high * (1 + HL_RATIO)\n",
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" \n",
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" if 'ema':\n",
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" LOWER = EMA(LOW, length)\n",
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" MID = EMA(close, length)\n",
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" UPPER = EMA(HIGH, length)\n",
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" else:\n",
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" LOWER = SMA(LOW, length)\n",
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" MID = SMA(close, length)\n",
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" UPPER = SMA(HIGH, length)\n",
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" \n",
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" Args:\n",
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" high (pd.Series): Series of 'high's\n",
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" low (pd.Series): Series of 'low's\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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" c (int): Multiplier. Default: 4\n",
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" mamode (str): Two options: None or 'ema'. Default: 'ema'\n",
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" drift (int): The difference period. Default: 1\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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" 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.DataFrame: lower, mid, upper columns.\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.accbands)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Load Daily EUR.USD 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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"ffx = 'USD'\n",
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"tfx = 'EUR'\n",
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"AV = AlphaVantage(premium=False, clean=True, output_size='full')\n",
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"df = AV.fx(from_currency=ffx, to_currency=tfx, function='FXD') # Daily\n",
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"df.name = f\"{tfx}.{ffx}\"\n",
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"df.set_index(['date'], inplace=True)"
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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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"EUR.USD(5001, 4)\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",
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" .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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" </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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" </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>2001-01-19</th>\n",
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" <td>0.9439</td>\n",
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" <td>0.9503</td>\n",
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" <td>0.9332</td>\n",
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" <td>0.9338</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2001-01-22</th>\n",
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" <td>0.9348</td>\n",
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" <td>0.9397</td>\n",
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" <td>0.9267</td>\n",
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" <td>0.9380</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2001-01-23</th>\n",
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" <td>0.9378</td>\n",
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" <td>0.9450</td>\n",
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" <td>0.9366</td>\n",
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" <td>0.9387</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2001-01-24</th>\n",
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" <td>0.9390</td>\n",
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" <td>0.9395</td>\n",
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" <td>0.9211</td>\n",
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" <td>0.9225</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2001-01-25</th>\n",
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" <td>0.9233</td>\n",
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" <td>0.9244</td>\n",
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" <td>0.9113</td>\n",
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" <td>0.9210</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\n",
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"date \n",
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"2001-01-19 0.9439 0.9503 0.9332 0.9338\n",
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"2001-01-22 0.9348 0.9397 0.9267 0.9380\n",
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"2001-01-23 0.9378 0.9450 0.9366 0.9387\n",
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"2001-01-24 0.9390 0.9395 0.9211 0.9225\n",
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"2001-01-25 0.9233 0.9244 0.9113 0.9210"
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]
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},
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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": [
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"last_ = 200\n",
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"# last_ = df.shape[0] # Uncomment to show more data\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": [
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"## 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": {},
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"outputs": [
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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",
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" .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>-4</th>\n",
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" <th>-3</th>\n",
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" <th>-2</th>\n",
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" <th>-1</th>\n",
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" <th>0</th>\n",
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" <th>1</th>\n",
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" <th>2</th>\n",
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" <th>3</th>\n",
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" <th>4</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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" <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",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>2001-01-19</th>\n",
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" <td>0.9439</td>\n",
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" <td>0.9503</td>\n",
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" <td>0.9332</td>\n",
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" <td>0.9338</td>\n",
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" <td>-4</td>\n",
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" <td>-3</td>\n",
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" <td>-2</td>\n",
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" <td>-1</td>\n",
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" <td>0</td>\n",
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" <td>1</td>\n",
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" <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>2001-01-22</th>\n",
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" <td>0.9348</td>\n",
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" <td>0.9397</td>\n",
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" <td>0.9267</td>\n",
|
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" <td>0.9380</td>\n",
|
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" <td>-4</td>\n",
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" <td>-3</td>\n",
|
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" <td>-2</td>\n",
|
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" <td>-1</td>\n",
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" <td>0</td>\n",
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" <td>1</td>\n",
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" <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>2001-01-23</th>\n",
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" <td>0.9378</td>\n",
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" <td>0.9450</td>\n",
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" <td>0.9366</td>\n",
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" <td>0.9387</td>\n",
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" <td>-4</td>\n",
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" <td>-3</td>\n",
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" <td>-2</td>\n",
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" <td>-1</td>\n",
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" <td>0</td>\n",
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" <td>1</td>\n",
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" <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>2001-01-24</th>\n",
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" <td>0.9390</td>\n",
|
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" <td>0.9395</td>\n",
|
|
" <td>0.9211</td>\n",
|
|
" <td>0.9225</td>\n",
|
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" <td>-4</td>\n",
|
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" <td>-3</td>\n",
|
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" <td>-2</td>\n",
|
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" <td>-1</td>\n",
|
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" <td>0</td>\n",
|
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" <td>1</td>\n",
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" <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>2001-01-25</th>\n",
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" <td>0.9233</td>\n",
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" <td>0.9244</td>\n",
|
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" <td>0.9113</td>\n",
|
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" <td>0.9210</td>\n",
|
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" <td>-4</td>\n",
|
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" <td>-3</td>\n",
|
|
" <td>-2</td>\n",
|
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" <td>-1</td>\n",
|
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" <td>0</td>\n",
|
|
" <td>1</td>\n",
|
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" <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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" </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 -4 -3 -2 -1 0 1 2 3 4\n",
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"date \n",
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"2001-01-19 0.9439 0.9503 0.9332 0.9338 -4 -3 -2 -1 0 1 2 3 4\n",
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"2001-01-22 0.9348 0.9397 0.9267 0.9380 -4 -3 -2 -1 0 1 2 3 4\n",
|
|
"2001-01-23 0.9378 0.9450 0.9366 0.9387 -4 -3 -2 -1 0 1 2 3 4\n",
|
|
"2001-01-24 0.9390 0.9395 0.9211 0.9225 -4 -3 -2 -1 0 1 2 3 4\n",
|
|
"2001-01-25 0.9233 0.9244 0.9113 0.9210 -4 -3 -2 -1 0 1 2 3 4"
|
|
]
|
|
},
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|
"execution_count": 6,
|
|
"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"df.ta.constants(True, -4, 4) # Use help(df.ta.constants) for more info\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": [
|
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"## Price Chart with Moving Averages"
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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": 7,
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"metadata": {},
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"outputs": [],
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"source": [
|
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"def machart(kind, fast, medium, slow, append=True, last=last_):\n",
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" ma1 = df.ta(kind=kind, length=fast, append=append)\n",
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" ma2 = df.ta(kind=kind, length=medium, append=append)\n",
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" ma3 = df.ta(kind=kind, length=slow, append=append)\n",
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" title = f\"{df.name}: {kind.upper()}s from {df.index[0]} to {df.index[-1]}\"\n",
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" pricedf = df[['close', ma1.name, ma2.name, ma3.name]]\n",
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" pricedf.tail(last).plot(figsize=(16,8), color=['black', 'green', 'orange', 'red'], title=title)"
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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": 8,
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|
"metadata": {},
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"outputs": [
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{
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"data": {
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"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('ema', 8, 21, 50)"
|
|
]
|
|
},
|
|
{
|
|
"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 0x115c32d30>"
|
|
]
|
|
},
|
|
"execution_count": 9,
|
|
"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": [
|
|
"clr = df.ta.log_return(cumulative=True, append=True)\n",
|
|
"df[['0', f\"{clr.name}\"]].tail(last_).plot(figsize=(16, 3), color=['black'], linewidth=1, title=f\"{df.name}: {clr.name} from {df.index[0]} to {df.index[-1]}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### MACD"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x10af99828>"
|
|
]
|
|
},
|
|
"execution_count": 18,
|
|
"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(last_).plot(figsize=(16, 3), color=['black', 'blue'], linewidth=1.3)\n",
|
|
"macddf[macddf.columns[1]].tail(last_).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]}\")\n",
|
|
"df['0'].tail(last_).plot(figsize=(16, 3), color=['black'], linewidth=1.4)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### ZScore"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x115ae66d8>"
|
|
]
|
|
},
|
|
"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', 'black', 'silver', 'orange', 'red', 'maroon', 'black', 'blue']\n",
|
|
"df[['-4', '-3', '-2', '-1', '0', '1', '2', '3', '4', 'Z_10']].tail(last_).plot(figsize=(16, 3), color=zcolors, linewidth=1, title=f\"{df.name}: Z from {df.index[0]} to {df.index[-1]}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# New Features"
|
|
]
|
|
},
|
|
{
|
|
"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": 12,
|
|
"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=last_)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Most recent Cross Above Dates:\n",
|
|
" 2019-04-13, 2019-04-10, 2019-03-25, 2019-03-15, 2019-03-13\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1152x72 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(90).plot.area(figsize=(16, 1), color=['blue'], linewidth=1, alpha=0.35, stacked=False, title=f\"{df.name}: {cross_above.name} from {df.index[0]} to {df.index[-1]}\")\n",
|
|
"print(f\"Most recent Cross Above Dates:\\n {', '.join(list(cross_above[cross_above > 0].tail(5).index[::-1]))}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Most recent Cross Below Dates:\n",
|
|
" 2019-04-11, 2019-03-26, 2019-03-22, 2019-03-14, 2019-03-05\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1152x72 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"cross_below = -1 * ta.cross(df['close'], maf, above=False)\n",
|
|
"cross_below.tail(90).plot.area(figsize=(16, 1), color=['red'], linewidth=1, alpha=0.35, stacked=False, title=f\"{df.name}: {cross_below.name} from {df.index[0]} to {df.index[-1]}\")\n",
|
|
"print(f\"Most recent Cross Below Dates:\\n {', '.join(list(cross_below[cross_below < 0].tail(5).index[::-1]))}\")"
|
|
]
|
|
},
|
|
{
|
|
"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": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"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('ema', 8, 21, 50, last=last_)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"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, variable=False, 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",
|
|
" maf.name: ta.trend_return(closedf, closedf > maf, cumulative=cumulative, variable=variable),\n",
|
|
" mam.name: ta.trend_return(closedf, closedf > mam, cumulative=cumulative, variable=variable),\n",
|
|
" mas.name: ta.trend_return(closedf, closedf > mas, cumulative=cumulative, variable=variable),\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)\n",
|
|
"\n",
|
|
"ma_strategy('ema', 8, 21, 50, last=last_)"
|
|
]
|
|
},
|
|
{
|
|
"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
|
|
}
|