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pandas-ta/examples/example.ipynb
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2019-05-18 12:09:01 -07:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Technical Analysis with Pandas ([pandas_ta](https://github.com/twopirllc/pandas-ta))\n",
"* Below contains examples of simple charts that can be made from pandas_ta indicators\n",
"* Examples below are nothing more than for **educational purposes only**"
]
},
{
"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: 82\n",
"Abbreviations:\n",
" 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"
]
}
],
"source": [
"e.ta.indicators()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Help on function sma in module pandas_ta.overlap:\n",
"\n",
"sma(close, length=None, offset=None, **kwargs)\n",
" Simple Moving Average (SMA)\n",
" \n",
" The Simple Moving Average is the classic moving average that is the equally\n",
" weighted average over n periods.\n",
" \n",
" Sources:\n",
" https://www.tradingtechnologies.com/help/x-study/technical-indicator-definitions/simple-moving-average-sma/\n",
" \n",
" Calculation:\n",
" Default Inputs:\n",
" length=10\n",
" SMA = SUM(close, length) / length\n",
" \n",
" Args:\n",
" close (pd.Series): Series of 'close's\n",
" length (int): It's period. Default: 10\n",
" offset (int): How many periods to offset the result. Default: 0\n",
" \n",
" Kwargs:\n",
" adjust (bool): Default: True\n",
" presma (bool, optional): If True, uses SMA for initial value.\n",
" fillna (value, optional): pd.DataFrame.fillna(value)\n",
" fill_method (value, optional): Type of fill method\n",
" \n",
" Returns:\n",
" pd.Series: New feature generated.\n",
"\n"
]
}
],
"source": [
"# Individual Indicator help\n",
"help(ta.sma)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"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": [
"ticker = 'DIA'\n",
"AV = AlphaVantage(premium=False, clean=True, output_size='full')\n",
"df = AV.data(symbol=ticker, function='DA') # Daily Adjusted\n",
"df.name = ticker\n",
"df.set_index(['date'], inplace=True)\n",
"df.drop(['dividend', 'split_coefficient'], axis=1, inplace=True) if 'dividend' in df.columns and 'split_coefficient' in df.columns else None\n",
"\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": [
"DIA(5367, 6)\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>open</th>\n",
" <th>high</th>\n",
" <th>low</th>\n",
" <th>close</th>\n",
" <th>adj_close</th>\n",
" <th>volume</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1998-01-20</th>\n",
" <td>77.81</td>\n",
" <td>78.84</td>\n",
" <td>77.41</td>\n",
" <td>78.81</td>\n",
" <td>49.5083</td>\n",
" <td>1744600.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-21</th>\n",
" <td>78.09</td>\n",
" <td>78.38</td>\n",
" <td>77.28</td>\n",
" <td>77.84</td>\n",
" <td>48.8989</td>\n",
" <td>1839600.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-22</th>\n",
" <td>77.19</td>\n",
" <td>77.86</td>\n",
" <td>76.94</td>\n",
" <td>77.19</td>\n",
" <td>48.4906</td>\n",
" <td>1662600.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-23</th>\n",
" <td>77.50</td>\n",
" <td>77.75</td>\n",
" <td>76.31</td>\n",
" <td>77.00</td>\n",
" <td>48.3712</td>\n",
" <td>1693700.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-26</th>\n",
" <td>77.38</td>\n",
" <td>77.67</td>\n",
" <td>76.94</td>\n",
" <td>77.31</td>\n",
" <td>48.5660</td>\n",
" <td>1172800.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" open high low close adj_close volume\n",
"date \n",
"1998-01-20 77.81 78.84 77.41 78.81 49.5083 1744600.0\n",
"1998-01-21 78.09 78.38 77.28 77.84 48.8989 1839600.0\n",
"1998-01-22 77.19 77.86 76.94 77.19 48.4906 1662600.0\n",
"1998-01-23 77.50 77.75 76.31 77.00 48.3712 1693700.0\n",
"1998-01-26 77.38 77.67 76.94 77.31 48.5660 1172800.0"
]
},
"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": "markdown",
"metadata": {},
"source": [
"## Create some constants for some indicators"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>open</th>\n",
" <th>high</th>\n",
" <th>low</th>\n",
" <th>close</th>\n",
" <th>adj_close</th>\n",
" <th>volume</th>\n",
" <th>-4</th>\n",
" <th>-3</th>\n",
" <th>-2</th>\n",
" <th>-1</th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>3</th>\n",
" <th>4</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2019-05-13</th>\n",
" <td>254.67</td>\n",
" <td>255.7000</td>\n",
" <td>252.59</td>\n",
" <td>253.47</td>\n",
" <td>252.8378</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",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-05-14</th>\n",
" <td>254.40</td>\n",
" <td>257.2300</td>\n",
" <td>254.24</td>\n",
" <td>255.81</td>\n",
" <td>255.1720</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>257.6300</td>\n",
" <td>253.74</td>\n",
" <td>256.92</td>\n",
" <td>256.2792</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>260.0800</td>\n",
" <td>257.85</td>\n",
" <td>259.16</td>\n",
" <td>258.5136</td>\n",
" <td>3889707.0</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>2019-05-17</th>\n",
" <td>256.36</td>\n",
" <td>259.3926</td>\n",
" <td>256.21</td>\n",
" <td>257.44</td>\n",
" <td>257.4400</td>\n",
" <td>3652916.0</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 \\\n",
"date \n",
"2019-05-13 254.67 255.7000 252.59 253.47 252.8378 6326032.0 -4 -3 \n",
"2019-05-14 254.40 257.2300 254.24 255.81 255.1720 4308796.0 -4 -3 \n",
"2019-05-15 254.17 257.6300 253.74 256.92 256.2792 4151403.0 -4 -3 \n",
"2019-05-16 258.00 260.0800 257.85 259.16 258.5136 3889707.0 -4 -3 \n",
"2019-05-17 256.36 259.3926 256.21 257.44 257.4400 3652916.0 -4 -3 \n",
"\n",
" -2 -1 0 1 2 3 4 \n",
"date \n",
"2019-05-13 -2 -1 0 1 2 3 4 \n",
"2019-05-14 -2 -1 0 1 2 3 4 \n",
"2019-05-15 -2 -1 0 1 2 3 4 \n",
"2019-05-16 -2 -1 0 1 2 3 4 \n",
"2019-05-17 -2 -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 0x10e6e3f60>"
]
},
"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(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 0x11005ae10>"
]
},
"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 0x110246080>"
]
},
"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 0x110685780>"
]
},
"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": {
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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 0x10f671ba8>"
]
},
"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 0x10f627710>"
]
},
"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 0x110d913c8>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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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 individuals trading does not guarantee future results or returns. Investors are fully responsible for any investment decisions they make. Such decisions should be based solely on an evaluation of their financial circumstances, investment objectives, risk tolerance, and liquidity needs.\n",
"\n",
"* Any opinions, news, research, analyses, prices, or other information offered is provided as general market commentary, and does not constitute investment advice. I will not accept liability for any loss or damage, including without limitation any loss of profit, which may arise directly or indirectly from use of or reliance on such information."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}