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pandas-ta/examples/example.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Technical Analysis with Pandas ([pandas_ta](https://github.com/twopirllc/pandas-ta))"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import pandas_ta as ta\n",
"from alphaVantageAPI.alphavantage import AlphaVantage # pip install alphaVantage-api\n",
"e = pd.DataFrame()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Help on Indicators (post an [issue](https://github.com/twopirllc/pandas-ta/issues) if the indicator doc needs updating)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"pandas.ta - Technical Analysis Indicators\n",
"Total Indicators: 81\n",
"Abbreviations:\n",
" accbands, ad, adosc, adx, 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"
]
}
],
"source": [
"e.ta.indicators()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Help on function bbands in module pandas_ta.volatility:\n",
"\n",
"bbands(close, length=None, std=None, mamode=None, offset=None, **kwargs)\n",
" Bollinger Bands (BBANDS)\n",
" \n",
" A popular volatility indicator.\n",
" \n",
" Sources:\n",
" https://www.tradingview.com/wiki/Bollinger_Bands_(BB)\n",
" \n",
" Calculation:\n",
" Default Inputs:\n",
" length=20, std=2\n",
" EMA = Exponential Moving Average\n",
" SMA = Simple Moving Average\n",
" STDEV = Standard Deviation\n",
" stdev = STDEV(close, length)\n",
" if 'ema':\n",
" MID = EMA(close, length)\n",
" else:\n",
" MID = SMA(close, length)\n",
" \n",
" LOWER = MID - std * stdev\n",
" UPPER = MID + std * stdev\n",
" \n",
" Args:\n",
" close (pd.Series): Series of 'close's\n",
" length (int): The short period. Default: 20\n",
" std (int): The long period. Default: 2\n",
" mamode (str): Two options: None or 'ema'. Default: 'ema'\n",
" offset (int): How many periods to offset the result. Default: 0\n",
" \n",
" Kwargs:\n",
" fillna (value, optional): pd.DataFrame.fillna(value)\n",
" fill_method (value, optional): Type of fill method\n",
" \n",
" Returns:\n",
" pd.DataFrame: lower, mid, upper columns.\n",
"\n"
]
}
],
"source": [
"# Individual Indicator help\n",
"help(ta.bbands)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Load Daily SPY from [AlphaVantage](http://www.alphavantage.com) and clean it up a little"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"AV = AlphaVantage(premium=False, clean=True, output_size='full')\n",
"df = AV.data(symbol='SPY', function='D') # Daily\n",
"df.name = 'SPY'\n",
"df.set_index(['date'], inplace=True)\n",
"opendf = df['open']\n",
"closedf = df['close']\n",
"volumedf = df['volume']"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SPY(5363, 5)\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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" vertical-align: middle;\n",
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" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>open</th>\n",
" <th>high</th>\n",
" <th>low</th>\n",
" <th>close</th>\n",
" <th>volume</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1998-01-02</th>\n",
" <td>97.3125</td>\n",
" <td>97.6562</td>\n",
" <td>96.5312</td>\n",
" <td>97.5625</td>\n",
" <td>2360900.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-05</th>\n",
" <td>97.8437</td>\n",
" <td>98.4375</td>\n",
" <td>96.7812</td>\n",
" <td>97.7812</td>\n",
" <td>4191800.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-06</th>\n",
" <td>97.2500</td>\n",
" <td>97.2812</td>\n",
" <td>96.1875</td>\n",
" <td>96.2187</td>\n",
" <td>3154900.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-07</th>\n",
" <td>96.0937</td>\n",
" <td>96.7187</td>\n",
" <td>95.2187</td>\n",
" <td>96.4687</td>\n",
" <td>4424200.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-08</th>\n",
" <td>96.3125</td>\n",
" <td>96.3125</td>\n",
" <td>95.3750</td>\n",
" <td>95.6250</td>\n",
" <td>3831000.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" open high low close volume\n",
"date \n",
"1998-01-02 97.3125 97.6562 96.5312 97.5625 2360900.0\n",
"1998-01-05 97.8437 98.4375 96.7812 97.7812 4191800.0\n",
"1998-01-06 97.2500 97.2812 96.1875 96.2187 3154900.0\n",
"1998-01-07 96.0937 96.7187 95.2187 96.4687 4424200.0\n",
"1998-01-08 96.3125 96.3125 95.3750 95.6250 3831000.0"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"last_ = df.shape[0]\n",
"# last_ = 100 # Uncomment for remaining subset\n",
"print(f\"{df.name}{df.shape}\")\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"volume = pd.DataFrame({'V+': volumedf[closedf > opendf], 'V-': volumedf[closedf < opendf]})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create some constants for some indicators"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>open</th>\n",
" <th>high</th>\n",
" <th>low</th>\n",
" <th>close</th>\n",
" <th>volume</th>\n",
" <th>-4</th>\n",
" <th>-3</th>\n",
" <th>-2</th>\n",
" <th>-1</th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>3</th>\n",
" <th>4</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2019-04-22</th>\n",
" <td>289.17</td>\n",
" <td>290.435</td>\n",
" <td>289.0700</td>\n",
" <td>290.27</td>\n",
" <td>40160140.0</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>2019-04-23</th>\n",
" <td>290.68</td>\n",
" <td>293.140</td>\n",
" <td>290.4200</td>\n",
" <td>292.88</td>\n",
" <td>52246633.0</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>2019-04-24</th>\n",
" <td>292.79</td>\n",
" <td>293.160</td>\n",
" <td>292.0700</td>\n",
" <td>292.23</td>\n",
" <td>50392914.0</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>2019-04-25</th>\n",
" <td>292.12</td>\n",
" <td>292.780</td>\n",
" <td>290.7300</td>\n",
" <td>292.05</td>\n",
" <td>57770862.0</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>2019-04-26</th>\n",
" <td>292.10</td>\n",
" <td>293.490</td>\n",
" <td>291.2401</td>\n",
" <td>293.41</td>\n",
" <td>50888600.0</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 volume -4 -3 -2 -1 0 \\\n",
"date \n",
"2019-04-22 289.17 290.435 289.0700 290.27 40160140.0 -4 -3 -2 -1 0 \n",
"2019-04-23 290.68 293.140 290.4200 292.88 52246633.0 -4 -3 -2 -1 0 \n",
"2019-04-24 292.79 293.160 292.0700 292.23 50392914.0 -4 -3 -2 -1 0 \n",
"2019-04-25 292.12 292.780 290.7300 292.05 57770862.0 -4 -3 -2 -1 0 \n",
"2019-04-26 292.10 293.490 291.2401 293.41 50888600.0 -4 -3 -2 -1 0 \n",
"\n",
" 1 2 3 4 \n",
"date \n",
"2019-04-22 1 2 3 4 \n",
"2019-04-23 1 2 3 4 \n",
"2019-04-24 1 2 3 4 \n",
"2019-04-25 1 2 3 4 \n",
"2019-04-26 1 2 3 4 "
]
},
"execution_count": 7,
"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": 8,
"metadata": {},
"outputs": [],
"source": [
"def machart(kind, fast, medium, slow, append=True, last=last_, figsize=(16,8), signal=None):\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",
" 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": 9,
"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": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11ec186a0>"
]
},
"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": [
"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": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11ec55b70>"
]
},
"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": [
"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)\")\n",
"df['0'].tail(100).plot(figsize=(16, 3), color=['black'], linewidth=1.25)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### ZScore"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11c08ccc0>"
]
},
"execution_count": 12,
"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(100).plot(figsize=(16, 3), color=zcolors, linewidth=1, title=f\"{df.name}: Z from {df.index[0]} to {df.index[-1]} (100)\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# New Features"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Archer On Balance Volume\n",
"Archer On Balance Volume (__aobv__) returns "
]
},
{
"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_2, OBV_EMA_5, 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')\n",
"aobv[aobv.columns[:5]].tail(100).plot(figsize=(16, 3), color=['black', 'silver', 'silver', 'green', 'red'])\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 0x11e4620f0>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"aobv[aobv.columns[-2:]].tail(100).plot(kind='bar', figsize=(16, 1), width=0.5, color=['green', 'red'], alpha=0.45)"
]
},
{
"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 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"machart('ema', 8, 21, 50, last=50)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11f627ba8>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"ema8 = df.ta.ema(length=8)\n",
"ema21 = df.ta.ema(length=21)\n",
"lrun = df.ta.long_run(ema8, ema21, append=False)\n",
"srun = df.ta.short_run(ema8, ema21, append=False)\n",
"srun.tail(50).plot(kind='bar', figsize=(16,1), color=['red'], linewidth=1, alpha=0.6)\n",
"lrun.tail(50).plot(kind='bar', figsize=(16,1), color=['green'], linewidth=1, alpha=0.6, 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 0x11f9ce438>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"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(50).plot(kind='bar', figsize=(16, 1), color=['orange'], 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, 1), color=['blue'], 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: 2019-03-28, 2019-03-26, 2019-03-11, 2019-01-07, 2018-11-28, 2018-11-15\n",
"Most recent close_XB_SMA_21 Dates: 2019-03-27, 2019-03-22, 2019-03-07, 2018-12-04, 2018-11-19, 2018-11-12\n"
]
}
],
"source": [
"print(f\"Most recent {cross_above.name} Dates: {', '.join(list(cross_above[cross_above > 0].tail(6).index[::-1]))}\")\n",
"print(f\"Most recent {cross_below.name} Dates: {', '.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, 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('sma', 100, 200, 500)#, last=50)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"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
}