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2019-05-20 16:20:47 -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.sma:\n",
"\n",
"sma(close, length=None, offset=None, **kwargs)\n",
" Simple Moving Average (SMA)\n",
" \n",
" The Simple Moving Average is the classic moving average that is the equally\n",
" weighted average over n periods.\n",
" \n",
" Sources:\n",
" https://www.tradingtechnologies.com/help/x-study/technical-indicator-definitions/simple-moving-average-sma/\n",
" \n",
" Calculation:\n",
" Default Inputs:\n",
" length=10\n",
" SMA = SUM(close, length) / length\n",
" \n",
" Args:\n",
" close (pd.Series): Series of 'close's\n",
" length (int): It's period. Default: 10\n",
" offset (int): How many periods to offset the result. Default: 0\n",
" \n",
" Kwargs:\n",
" adjust (bool): Default: True\n",
" presma (bool, optional): If True, uses SMA for initial value.\n",
" fillna (value, optional): pd.DataFrame.fillna(value)\n",
" fill_method (value, optional): Type of fill method\n",
" \n",
" Returns:\n",
" pd.Series: New feature generated.\n",
"\n"
]
}
],
"source": [
"# 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(5368, 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",
" .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",
" <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>2019-05-14</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",
" <tr>\n",
" <th>2019-05-20</th>\n",
" <td>256.21</td>\n",
" <td>257.4100</td>\n",
" <td>255.49</td>\n",
" <td>256.67</td>\n",
" <td>256.6700</td>\n",
" <td>2580122.0</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",
"2019-05-14 254.40 257.2300 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",
"2019-05-20 256.21 257.4100 255.49 256.67 256.6700 2580122.0 -4 -3 \n",
"\n",
" -2 -1 0 1 2 3 4 \n",
"date \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 \n",
"2019-05-20 -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, grid=True)\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, grid=True)"
]
},
{
"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 0x10f7b9c18>"
]
},
"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)\", grid=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### MACD"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x10fca2fd0>"
]
},
"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)\", grid=True).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 0x10f7e8ac8>"
]
},
"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 0x110135470>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x25.2 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"amat = df.ta.amat()\n",
"machart('ema', 8, 21, 50, last=100) # Price Chart so we can see the association with AMAT\n",
"amat.tail(100).plot(kind='area', figsize=(16, 0.35), color=['green', 'red'], alpha=0.4, stacked=False, title=amat.name)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Archer On Balance Volume\n",
"Archer On Balance Volume (__aobv__) returns a DataFrame of OBV, OBV min and max, fast and slow MAs of OBV, and the long and short run trends of the two OBV MAs."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"machart('ema', 8, 21, 50, last=100) # Price Chart so we can see the association with AOBV\n",
"volumechart('ema', last=100)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Columns[7]: OBV, OBV_min_2, OBV_max_2, OBV_EMA_8, OBV_EMA_21, AOBV_LR_2, AOBV_SR_2\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"aobv = ta.aobv(close=closedf, volume=volumedf, mamode='ema', fast=8, slow=21)\n",
"aobv[aobv.columns[:5]].tail(100).plot(figsize=(16, 3), color=['black', 'silver', 'silver', 'green', 'red'], title=aobv.name, grid=True)\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 0x10cec3f60>"
]
},
"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=0.35, 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 0x1101875f8>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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sm+31WevYmY+vz1rHzmX06IABzx20bMr6FwDPLPt1N/CCMn8X4AdDeB4BvgUcDRxTppXl79FDeDpf598GXlYePwf44YCOqzoeX9hxDK8DXDHM8Qe8Avi3UuffKMfyk2Zx7My5rvo+Rw3JABV8bEfldk4rhymMrv//iObbjm2GfCF1fti6YbqDaADPq4Fzpw60Mu+mWZRP54HbvY+z/XCzvF/Z9XFc3vX/xR2Prx0iy/WzWTYBx06turoaWK88/j6wWueyWeZZCrwfuAS4kQE/8Nc4biofO4/RvNmd02P6xRzq/IM0b+YbDVnnl3c8PrRr2cBvCmX9zYETgY8D6zLEmc0Bj8FBX+c/Al4C7EPzQWtZmf9i4KI51PmF5e9qbi9ytRc12ooenrm0F34/H32d12qTzyjHy+KOeYtpznCeNYQn2+uz1rEzH1+fbXwWvGEIT2ddXTOHutqN5qqDt3XMu2nQ7acp50u7lg30OgcuBTYrj88B1i6PVx/0uOmR5UnAvsDXaTqfX267rvpNCxg9VwD/EBFXdS+QtOcQnjUkrR0RvwSIiOMk3UFzuceTh/Cs3vH4413L1hxUEhEnSfoO8LeS3khzBiOGyDHF5pI+RfPN2iJJa0TEI2XZGkN4Vkh6C82lhPdJejfNN6x7Ag8O6LhL0h/RHPy/T3N5AJLEcL/3vVjSP9Oc6Vhe5m0B7E/zIhuUbMdOrbr6a+AcSUfSdIJOlHQK8Fs0Z8EGRVMPIuIW4AjgCEnb05wxGoQaxw3UO3auAd4SEdd3L5C0vMf607GWpNUi4nGAiPg7SbfRfKu9cAjPNyQtjIgHI+JDHVm2pbkEZmAi4lZgH0l703xLv84w2xc2kfQemrpfT5KivCMweDm/leZYeZzmErC3STqW5pv1Nw+R5b8kvSAivl9+B3MvQEQ8Xup9UNxe9KdGe1GjrYB67YXfz/tTo85rtcmvpflJwbn61UBnP6e5cmTfITzZXp9Vjh3m5+uz1rFzmqRv01ye29m2v4HhPut0Puefdy0b5nV+oaTfBd4h6RyaL01m8zp/Wqlj0bzm14mIh8qyQV/n7wbOkHQSzZcWZ5c26AU0X8IMSuex8wua+j5B0vo0V3gNSq26mp4avdYZes0vBJZOs+zZQ3jeDby4x/ydgTOH8LwFWNhj/rbAJ2e5jzvTvDDvnMW2+3dNTynzlzDcN1tbAP8CfKZs+27gKprT/QP9HoHmm7UTynbHAZuW+RsBrx4iy5rA28pBemWZTgP+mHJZ44QeO1XqquN4Oxz4d+Cbpd5eOqTj47M5XmsfN5WPndcA202zbNkQniOAPXvM34shzpqNaqL5JvLXZ7HdX3VNizqOwS+2vA/PornUaQXNN/vblfmLgHcO4XF7MbNrTu1FjbaieGq1F34/H32dV2mTa00JX5/Vjh2anxJken1+do6vz2rHDs3vSj9byuWb5fHLh3S8Clinx/xtgPfPsqyeWvZxNlcavbhrWljmLwb+ZAjP+jTvfZ+guTz8YGD7IbP8WY1jp1Zd9ZtUnsTMkfLNz7oR8cC4sxhj6iHppTTfFG5WZt1GM2DQUN/61fLUYJosJ0fEd9rOYkw2/H7+K0pZ7ENzJuhrwG8De9MMKPLZKFeRGGNMP8Z6WxRJH54vnmh4IEue2p5hHZJeKulASVt2zX/jLD1bzVPP2Msn6T59RtIpZfqMpL2GcdTySPok8C6a33cdUaZzgXdK+se2PcU1p/3qk+VdbWcZwJ+mDZyvnnFlSdwmb9X1fj7uPLNuTyu1yUfSXDq7H82o32+lGeTkRTRnZgbNskDSWySdLumKMp0m6a2SBr7cOLHntNl6Wsjylrb3aYDnOMqePFkkrV7q/G8lPb9r2Yem226oPOM8wynplohYak9+zzAOSR+huQ79EpoR3z4ZEf9Ull0SEQPd36yi56M0w2pn8aTZr4R19UngGTS/I7i1zN6c5ncE10fEu1r2/CQintFjvoCfRMTTW/bMeb8yZRngOdK0gfPVM44sbpNHn6fiPl0ZEc8sHY07aC6vfFjSApoBS541oOcrNJfff4H/2V7sD2wYEQP9VnE+ejJlqeyZ7t6UohmYaPNV1ZMpS/F8jmZciQtovlw6NyLeU5YN3F70pda1udNNwAPTTCuBR+3J46mY5UpgQXm8AXAq8Iny/zAj9dkzYk+mLGXdn0wzXww3YmktzxXAbj3mP4fh7h1XyzPn/cqUpayfpg2cr55MWYonW7sz7zwVs3SOEHp617JhRj7t2V7MtGxV8GTKUtnzGM1Iuzd1TFP/P7wqezJlKZ4rOh4vAI6iGe12rWHai35TG5fUrgCeHhHrdU3rArfbk8pTK8uCiHgUICJW0Hy7up6kExlu9Dd7Ru/JlAXgl5J26zF/N+CXY/AcAHxa0o8lnVGma4BPlWVte2rsV6YskKsNnK+eTFkgX7szHz21stwhaWHxPHG5vKQlwMNDeO6VtI+kJz53SlpN0muB+1ZxT6YsNT030tzPc+uO6WkRsTXNSMersidTFuhoEyLi0Yg4iObenGcz3Mj+0xMVeq39JpobxT5nmmWH25PHUzHLt+g9ityhwOP25PFkylLW3wX4T+DHNPd/O4PmVinnA7u27enwLQF2LdOSYbev5am5X1myZGoD56snU5aybrZ2Z955amXp438ysMkQ628FHA/cRXNLqZ+Ux8cDW6/KnkxZKnv+BPiNaZa9Y1X2ZMpS1j0O2KvH/DcBjwzq6Td5lFpTHUlPgifuCdS9bLOIuM2eHJ5MWbq2WULHCKoRcccw29f2dDkPiYhDxumpvV+Zspj5T7Z2Zz56arfJXdvPqQ2UtFHJds9sHfPVkylLTY8xYxmlVtIh9kyGZzaOiPhF95vclGeYNzl7Ru/JlKXLd0dEXBwRF9OMijgranm6eNW4PSPYr0xZUrWB89UzzizZ2p356KndJncxpzYwIu6JiHs0x9E456MnU5aaninsmYwsNT1TjOu2KGP/wGZPqw57JsuTKUtGj5J5auxXpiz2tOPJlMWedjzZ2sBn2zNShz2T5cmUpaYHGF+HM9sHNntG67BnsjyZsmT07JrMU2O/MmWxpx1Ppiz2tOPJ1gbeac9IHfZMlidTlpoegPH8hlPSahHxuD35PZmy2NOOJ1OWpJ6e97Eco6dGnafJYk87nkxZ7GnHk60NNMasOoz8DKekdSS9X9L7JK0t6QDgZElHqAy1bU8OT6Ys9rTjyZSlD9fOcftZeyStlPRAmVZKWglsMzW/bc80DLVfmbLYM1ZPpiz2tOMZZxv4rI7Ha0j6kKRTJH1E0jqrsidTFnva8WTKUtPT9zlGfYZT0gnAcuBJwHY0w+YfT/NbgiURsZ89OTyZstjTjidTluJZCUw1SlOXf60DPARERKzXsudTNDdNf19E/LzMuymae1wNTEXPnPcrUxZ72vFkymJPO56EbeAlEbFLefwxYCPgGGAZsFFEvGFV9WTKYk87nkxZanr6EhXurdJvAi4rfwXcwa86uQKusCePJ1MWe1bZOv8U8EVgcce8mwbdvranbLcrzc2P30lzVciN4/JULJ9MWewZsSdTFnsmq87LdjXai0s7Hl8GrFEeD/seMe88mbLY4zqfi6fftICWiIiQdGqUPSj/hz35PJmy2NOOJ0uWiHinpF2Br0g6Gfg0v/qWfpgcVTzFdbGkPYG3A+cCa4/LU7F8MmWxZ8SeTFnsaceTsA1cX9Lv0XRY14qIR4p72Pea+ejJlMWedjyZstT0TEsbo9RepPIbroh449RMSdsAK+1J5cmUxZ52PJmyULa/GNiz/DunDl4NT3E9HhGfAvYF3jROT8XyyZTFnhF7MmWxpx1PsjbwXJqfWLwCOF/SYgBJS4C7V3FPpiz2tOPJlKWmZ1rGMkrtE08uKSoEsGf0nkxZ7GnHkyGLpE2BnSPi1DlmmLVH0vbA3sBmZdZtwCkRcc04PF3OWe1Xpiz2tO/JlMWedjwZ2kBjzKpLK5fUZvvAZs9kZLGnHU+mLNN51AxS0bpH0sHA64GvAheU2ZvTXKb21Yg4rE1Pcc1pvzJlsac9T6Ys9rTjydQGTpeHZO814/JkymJPO55MWWp6pqON26IcTNNQiaaxuqA8/oqkD9iTx5Mpiz3teDJlyegBDgR2i4jDIuK4Mh0GPKcsa9VTab8yZbGnBU+mLPa048nWBmYqm2yeTFnsaceTKUtNT1+iwshD/SbgJ5TRjrrmrwlcb08eT6Ys9rjOk3iuBbbsMX9L4LoxeGrUeZos9rRW52my2DNxde72YnLqyp4J8WTKUtPTb2pj0KDHgaf2mL9pWWZPHk+mLPa048mUJaPnT4HvSjpN0lFlOh34LvCuMXhq7FemLPa048mUxZ52PNnawExlk82TKYs97XgyZanpmZY2fsM51VhdT3NjeIClwLY0Q2zbk8eTKYs97XgyZUnniYjTJT2D5vKxzt81XBgRj7XtocJ+ZcpiT2ueTFnsaceTqg2slWeeejJlsacdT6YsNT3T0sootZJWY+6NlT0teDJlsacdT6YsGT09vAdFxFFzcczFM4r9GncWe0bvyZTFnnY82drATGWTzZMpiz3teDJlqemZlhrX5Q47AQfZMxmeTFnscZ0n8VySzFOjztNksae1Ok+TxZ6Jq3O3F5NTV/ZMiCdTlpqeqamN33D24q32TIwnUxZ72vFkypLRo2SeGvuVKYs97XgyZbGnHU+2NjBT2WTzZMpiTzueTFlqeoAWbosyDdk+sNkzWoc9k+XJlCWj55XJPDX2K1MWe9rxZMpiTzuebG1gprLJ5smUxZ52PJmy1PQ0snLatFUkbR4Rt9qT35Mpiz3teDJlyeCR9DTg94EtgMdohg//ckQ8MA5PD+/Q+5Upiz3j8WTKYk87nnG3gbXyrAqeTFnsaceTKUtNzxO+Njqc2T6w2TMZWexpx5MpSzaPpHcCrwDOA14OXAqsAH4P+OOI+F6bnuKa035lymJPe55MWexpx5OpDayVZ756MmWxpx1Ppiw1PdMx8ktqS2P1WWBtYDdgLZqdOV/SHvbk8WTKYk87nkxZMnqANwMvi4hDgT2BX4uIDwJ7AZ9o21NpvzJlsacFT6Ys9rTjydYGZiqbbJ5MWexpx5MpS01PX2qNPjTdBFwJrF4erwN8rzxeClxqTx5Ppiz2uM4TedYqj58CXNSx7KoxeWrUeYos9vh1bs9E1Lnbi8mpK3smwJMpS01Pv6mtQYMWlL9rAQsBIuIWYA170nkyZbGnHU+mLNk8nwMulPSvwI+AIwEkLQLuHYMH5r5fmbLY054nUxZ72vFkagNr5ZmvnkxZ7GnHkylLTU9f+SiZaqz+E3ghcDjM6QObPaPzZMpiTzueTFnSeSLiHyWdBewAfCwiri3z7wJe1LaHCvuVKYs9rXkyZbGnHU+qNrBWnnnqyZTFnnY8mbLU9ExLW4MG/RpNY3XVVGNlT05Ppiz2tOPJlCWjp49/YUQ82LZnlPs1riz2jN6TKYs97XiytYGZyiabJ1MWe9rxZMpS0zOtv40O57RPPqYPbPZMdhZ72vFkypLUc0tELE3kqVHnabLY044nUxZ72vEkbAPTlE02T6Ys9rTjyZSlpqeNS2r78WOaH6Tak9+TKYs97XgyZRmLR9J7pltE+Y1Dm54ZGGi/MmWxJ4UnUxZ72vG03gbWyrMKejJlsacdT6Ys1Twj73Bm+8Bmz2RksacdT6YsGT3AR4C/Bx7tsWyYQdeqeCrtV6Ys9rTgyZTFnnY82drATGWTzZMpiz3teDJlqenpRxtnOFN9YLNnYrLY044nU5aMnkuAkyPi4u4Fkt40Bk+N/cqUxZ52PJmy2NOOJ1sbmKlssnkyZbGnHU+mLDU90xMV7q3SbwJ+COw6zbLl9uTxZMpij+s8iWc7YNE0yxaPwVOjztNksae1Ok+TxZ6Jq3O3F5NTV/ZMiCdTlpqevs9RQzLDTmT7wGbPBGSxx3WewZNtyrRf2erKnsnIYs9k1XmtKVPZZPNkymKP63wunn7TWEepNcaYzEhaH/hzYBmwCRDAncA3gMMiYkWbnhpkymKMyY3bC2NMDepcl9sHSetLOkzStZLulXSPpGvKvA3syePJlMWedjyZsmT0ACcA9wF7RMTPsB9iAAAE20lEQVSGEbER8Ftl3glteyrtV6Ys9rTgyZTFnnY82drATGWTzZMpiz3teDJlqenpx8g7nCT7wGbPxGSxpx1PpiwZPVtFxOERccfUjIi4IyIOB7Ycg6fGfmXKYk87nkxZ7GnHk60NzFQ22TyZstjTjidTlpqe6el3vW2NCbhuNsvsad+TKYs9rvMknjOA99PxGwZgMXAwcNYYPDXqPE0We1qr8zRZ7Jm4Ond7MTl1Zc+EeDJlqenpN7VxhvNmSe+XtHhqhqTFkg4GltuTypMpiz3teDJlyeh5LbARcK6k+yTdC3wP2BDYdwyeGvuVKYs97XgyZbGnHU+2NjBT2WTzZMpiTzueTFlqeqaljQ5ntg9s9kxGFnva8WTKks4TEfcBxwBvB7aI5lKTHSLiYOA5bXuosF+ZstjTmidTFnva8aRqA2vlmaeeTFnsaceTKUtNz/TUOE06wKna7YE9gYVd8/eyJ5cnUxZ7XOfj9gDvBK4DTgZ+CuzdseyStj019itTFntaPZbTZLFncurc7cXk1JU9k+XJlKWmZ1p/DckMO5DqA5s9k5HFHtd5Es+VlMYX2Aq4CHhX+f/SMXhq1HmaLPa0VudpstgzcXXu9mJy6sqeCfFkylLT0/c5akhm2IlsH9jsmYAs9rjOk3iu7vp/IXA68HHgsjF4atR5miz2tFbnabLYM3F17vZicurKngnxZMpS09NvWsDoWS0iHgSIiJ9K2gP4mqQtAdmTypMpiz3teDJlyej5uaSdIuKy4npQ0iuAo4FnjsFTY78yZbGnHU+mLPa048nWBmYqm2yeTFnsaceTKUtNz/RPUEMyAz+XtNPUP2WHXgFszCw+sNkzUk+mLPa048mUJaPnDcAdnTMi4tGIeAPwojF4auxXpiz2tOPJlMWedjzZ2sBMZZPNkymLPe14MmWp6ZmeqHCatN8EbA4smWbZb9qTx5Mpiz2u8wyebFOm/cpWV/ZMRhZ7JqvOa02ZyiabJ1MWe1znc/H0m1RkxhhjjDHGGGNMVdq4pNYYY4wxxhhjzCqIO5zGGGOMMcYYY0aCO5zGGGPMAEg6RNKf9Vm+TNKObWYyxhhjsuMOpzHGGFOHZYA7nMYYY0wHHjTIGGOMmQZJHwT2B+4ElgMXA/cDBwFrAjcA+wE7Ad8qy+4HXl0URwKLgIeAN0fEtW3mN8YYY8aNO5zGGGNMDyTtChwL7A4sAC4BPgscExH3lHUOBX4eEf8k6VjgWxHxtbLsu8BbI+J6SbsDH42I325/T4wxxpjxsWDcAYwxxpikvBD494h4CEDSKWX+r5eO5gbAQuA73RtKWgg8HzhR0tTstUae2BhjjEmGO5zGGGPMcBwLLIuIyyUdAOzRY53VgBURsVOLuYwxxph0eNAgY4wxpjfnAcskPUnSusAry/x1gdslrQH8Ycf6K8syIuIB4CZJ+wCo4Tfai26MMcbkwB1OY4wxpgcRcQlwPHA5cBpwYVn0l8B/Aj8AOgcB+irwPkmXStqGpjN6oKTLgauBvdvKbowxxmTBgwYZY4wxxhhjjBkJPsNpjDHGGGOMMWYkuMNpjDHGGGOMMWYkuMNpjDHGGGOMMWYkuMNpjDHGGGOMMWYkuMNpjDHGGGOMMWYkuMNpjDHGGGOMMWYkuMNpjDHGGGOMMWYk/H/8aq85rkNFFQAAAABJRU5ErkJggg==\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 0x110856400>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x36 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"maf = df.ta(kind='sma', length=21)\n",
"cross_above = ta.cross(df['close'], maf, above=True)\n",
"cross_above.tail(50).plot(kind='bar', figsize=(16, 0.5), color=['green'], linewidth=1, alpha=0.55, stacked=False)\n",
"\n",
"cross_below = ta.cross(df['close'], maf, above=False)\n",
"cross_below.tail(50).plot(kind='bar', figsize=(16, 0.5), color=['red'], linewidth=1, alpha=0.55, stacked=False, title=f\"{df.name}: {cross_above.name} (orange) and {cross_below.name} (blue) from {df.index[0]} to {df.index[-1]}\")"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Most recent close_XA_SMA_21 Dates:\n",
" 2019-05-03, 2019-03-29, 2019-03-21, 2019-03-15, 2019-01-08, 2018-11-28\n",
"Most recent close_XB_SMA_21 Dates:\n",
" 2019-05-07, 2019-05-02, 2019-03-22, 2019-03-20, 2019-03-06, 2018-12-04\n"
]
}
],
"source": [
"print(f\"Most recent {cross_above.name} Dates:\\n {', '.join(list(cross_above[cross_above > 0].tail(6).index[::-1]))}\")\n",
"print(f\"Most recent {cross_below.name} Dates:\\n {', '.join(list(cross_below[cross_below > 0].tail(6).index[::-1]))}\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Trend Return\n",
"* Trend Return (__trend_return__) calculates the cumulative log returns from a specified trend.\n",
"* There is no limit on how to construct a trend. It can be as simple as: close > SMA(close, 50)."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"machart('sma', 100, 200, 500)#, last=50)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def ma_strategy(kind, fast, medium, slow, cumulative=True, last=last_):\n",
" \"\"\"A very basic analysis of the closing price being greater than each moving average\"\"\"\n",
" last = last if last is not None else df.shape[0]\n",
" closedf = df['close']\n",
" maf = df.ta(kind=kind, length=fast)\n",
" mam = df.ta(kind=kind, length=medium)\n",
" mas = df.ta(kind=kind, length=slow)\n",
" tdf = pd.DataFrame({\n",
" f\"{maf.name} cumlog ret\": ta.trend_return(closedf, closedf > maf, cumulative=cumulative),\n",
" f\"{mam.name} cumlog ret\": ta.trend_return(closedf, closedf > mam, cumulative=cumulative),\n",
" f\"{mas.name} cumlog ret\": ta.trend_return(closedf, closedf > mas, cumulative=cumulative),\n",
" })\n",
" tdf.set_index(closedf.index, inplace=True)\n",
" window = tdf.tail(last)\n",
" title = f\"{df.name}: {kind.upper()} Trend Return from {window.index[0]} to {window.index[-1]}\"\n",
" window.plot.area(figsize=(16, 3), color=['red', 'orange', 'yellow'], linewidth=1, alpha=0.35, title=title, stacked=False, grid=True).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
}