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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 for **educational purposes only**"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%matplotlib inline\n",
"import datetime as dt\n",
"import random as rnd\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import mplfinance as mpf\n",
"\n",
"from alphaVantageAPI.alphavantage import AlphaVantage\n",
"import pandas_ta as ta\n",
"\n",
"from watchlist import colors\n",
"%pylab inline\n",
"\n",
"e = pd.DataFrame()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### List of 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 - v0.1.72b0\n",
"Total Indicators: 122\n",
"Abbreviations:\n",
" aberration, above, above_value, accbands, ad, adosc, adx, amat, ao, aobv, apo, aroon, atr, bbands, below, below_value, bias, bop, brar, cci, cdl_doji, cdl_inside, cfo, cg, chop, cksp, cmf, cmo, coppock, cross, cross_value, decay, decreasing, dema, donchian, dpo, efi, ema, entropy, eom, er, eri, fisher, fwma, ha, hilo, hl2, hlc3, hma, ichimoku, increasing, inertia, kama, kc, kdj, kst, kurtosis, linreg, log_return, long_run, macd, mad, massi, median, mfi, midpoint, midprice, mom, natr, nvi, obv, ohlc4, pdist, percent_return, pgo, ppo, psar, psl, pvi, pvo, pvol, pvt, pwma, qstick, quantile, rma, roc, rsi, rvgi, rvi, short_run, sinwma, skew, slope, sma, smi, squeeze, stdev, stoch, stochrsi, supertrend, swma, t3, tema, trend_return, trima, trix, true_range, tsi, ttm_trend, ui, uo, variance, vortex, vp, vwap, vwma, wcp, willr, wma, zlma, zscore\n"
]
}
],
"source": [
"e.ta.indicators()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Individual Indicator help"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Help on function ema in module pandas_ta.overlap.ema:\n",
"\n",
"ema(close, length=None, offset=None, **kwargs)\n",
" Exponential Moving Average (EMA)\n",
" \n",
" The Exponential Moving Average is more responsive moving average compared to the\n",
" Simple Moving Average (SMA). The weights are determined by alpha which is\n",
" proportional to it's length. There are several different methods of calculating\n",
" EMA. One method uses just the standard definition of EMA and another uses the\n",
" SMA to generate the initial value for the rest of the calculation.\n",
" \n",
" Sources:\n",
" https://stockcharts.com/school/doku.php?id=chart_school:technical_indicators:moving_averages\n",
" https://www.investopedia.com/ask/answers/122314/what-exponential-moving-average-ema-formula-and-how-ema-calculated.asp\n",
" \n",
" Calculation:\n",
" Default Inputs:\n",
" length=10, adjust=False, sma=True\n",
" if sma:\n",
" sma_nth = close[0:length].sum() / length\n",
" close[:length - 1] = np.NaN\n",
" close.iloc[length - 1] = sma_nth\n",
" EMA = close.ewm(span=length, adjust=adjust).mean()\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, optional): Default: False\n",
" sma (bool, optional): If True, uses SMA for initial value. Default: True\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": [
"help(ta.ema)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Load Daily SPY from [AlphaVantage](http://www.alphavantage.com) and clean it"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def farm(ticker = \"SPY\", timeframe=\"DA\", cols=[\"dividend\", \"split_coefficient\"]):\n",
" AV = AlphaVantage(api_key=\"YOUR API KEY\", premium=False, clean=True, output_size=\"full\")\n",
" df = AV.data(symbol=ticker, function=timeframe)\n",
" df.set_index(pd.DatetimeIndex(df[\"date\"]), inplace=True) if not df.ta.datetime_ordered else None\n",
" df.drop(cols, axis=1, inplace=True, errors=\"ignore\")\n",
" df.name = ticker\n",
" return df\n",
"\n",
"def ctitle(indicator_name, ticker=\"SPY\", length=100):\n",
" return f\"{ticker}: {indicator_name} from {recent_startdate} to {recent_startdate} ({length})\"\n",
"\n",
"def ta_ylim(series: pd.Series, percent: float = 0.1):\n",
" smin, smax = series.min(), series.max()\n",
" if isinstance(percent, float) and 0 <= float(percent) <= 1:\n",
" y_min = (1 + percent) * smin if smin < 0 else (1 - percent) * smin\n",
" y_max = (1 - percent) * smax if smax < 0 else (1 + percent) * smax\n",
" return (y_min, y_max)\n",
" return (smin, smax)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Initialization"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"price_size = (16, 8)\n",
"ind_size = (16, 3.25)\n",
"ticker = \"SPY\"\n",
"# # All Data: 0, Last Four Years: 0.25, Last Two Years: 0.5, This Year: 1, Last Half Year: 2, Last Quarter: 3\n",
"# yearly_divisor = 1\n",
"# recent = int(ta.RATE[\"TRADING_DAYS_PER_YEAR\"] / yearly_divisor) if yearly_divisor > 0 else df.shape[0]\n",
"# print(recent)\n",
"def recent_bars(df, tf: str = \"1y\"):\n",
" # All Data: 0, Last Four Years: 0.25, Last Two Years: 0.5, This Year: 1, Last Half Year: 2, Last Quarter: 4\n",
" yearly_divisor = {\"all\": 0, \"10y\": 0.1, \"5y\": 0.2, \"4y\": 0.25, \"3y\": 1./3, \"2y\": 0.5, \"1y\": 1, \"6mo\": 2, \"3mo\": 4}\n",
" yd = yearly_divisor[tf] if tf in yearly_divisor.keys() else 0\n",
" return int(ta.RATE[\"TRADING_DAYS_PER_YEAR\"] / yd) if yd > 0 else df.shape[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Get Ticker and take a peek"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SPY(5260, 6) from 1999-11-01 00:00:00 to 2020-09-25 00:00:00\n",
" open high low close adj_close \\\n",
"count 5260.000000 5260.000000 5260.000000 5260.000000 5260.000000 \n",
"mean 162.855008 163.818126 161.791343 162.854531 138.415896 \n",
"std 63.881042 64.077112 63.643854 63.888599 71.216117 \n",
"min 67.950000 70.000000 67.100000 68.110000 53.696800 \n",
"25% 116.500000 117.415000 115.602500 116.557500 87.158050 \n",
"50% 138.448750 139.413100 137.329050 138.255000 106.140900 \n",
"75% 205.025000 206.260000 204.150000 205.212500 184.708225 \n",
"max 355.870000 358.750000 353.430000 357.700000 356.257100 \n",
"\n",
" volume \n",
"count 5.260000e+03 \n",
"mean 1.112009e+08 \n",
"std 9.790351e+07 \n",
"min 1.708170e+05 \n",
"25% 4.766909e+07 \n",
"50% 8.223804e+07 \n",
"75% 1.485869e+08 \n",
"max 8.710263e+08 \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>1999-11-01</th>\n",
" <td>136.5000</td>\n",
" <td>137.0000</td>\n",
" <td>135.5625</td>\n",
" <td>135.5625</td>\n",
" <td>91.5996</td>\n",
" <td>4006500.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1999-11-02</th>\n",
" <td>135.9687</td>\n",
" <td>137.2500</td>\n",
" <td>134.5937</td>\n",
" <td>134.5937</td>\n",
" <td>90.9450</td>\n",
" <td>6516900.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1999-11-03</th>\n",
" <td>136.0000</td>\n",
" <td>136.3750</td>\n",
" <td>135.1250</td>\n",
" <td>135.5000</td>\n",
" <td>91.5574</td>\n",
" <td>7222300.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1999-11-04</th>\n",
" <td>136.7500</td>\n",
" <td>137.3593</td>\n",
" <td>135.7656</td>\n",
" <td>136.5312</td>\n",
" <td>92.2542</td>\n",
" <td>7907500.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1999-11-05</th>\n",
" <td>138.6250</td>\n",
" <td>139.1093</td>\n",
" <td>136.7812</td>\n",
" <td>137.8750</td>\n",
" <td>93.1622</td>\n",
" <td>7431500.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" open high low close adj_close volume\n",
"date \n",
"1999-11-01 136.5000 137.0000 135.5625 135.5625 91.5996 4006500.0\n",
"1999-11-02 135.9687 137.2500 134.5937 134.5937 90.9450 6516900.0\n",
"1999-11-03 136.0000 136.3750 135.1250 135.5000 91.5574 7222300.0\n",
"1999-11-04 136.7500 137.3593 135.7656 136.5312 92.2542 7907500.0\n",
"1999-11-05 138.6250 139.1093 136.7812 137.8750 93.1622 7431500.0"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# All the Data\n",
"df = farm(ticker)\n",
"print(f\"{df.name}{df.shape} from {df.index[0]} to {df.index[-1]}\\n{df.describe()}\")\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SPY(252, 6) from 2019-09-27 00:00:00 to 2020-09-25 00:00:00\n",
" open high low close adj_close \\\n",
"count 5260.000000 5260.000000 5260.000000 5260.000000 5260.000000 \n",
"mean 162.855008 163.818126 161.791343 162.854531 138.415896 \n",
"std 63.881042 64.077112 63.643854 63.888599 71.216117 \n",
"min 67.950000 70.000000 67.100000 68.110000 53.696800 \n",
"25% 116.500000 117.415000 115.602500 116.557500 87.158050 \n",
"50% 138.448750 139.413100 137.329050 138.255000 106.140900 \n",
"75% 205.025000 206.260000 204.150000 205.212500 184.708225 \n",
"max 355.870000 358.750000 353.430000 357.700000 356.257100 \n",
"\n",
" volume \n",
"count 5.260000e+03 \n",
"mean 1.112009e+08 \n",
"std 9.790351e+07 \n",
"min 1.708170e+05 \n",
"25% 4.766909e+07 \n",
"50% 8.223804e+07 \n",
"75% 1.485869e+08 \n",
"max 8.710263e+08 \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>2019-09-27</th>\n",
" <td>297.83</td>\n",
" <td>297.95</td>\n",
" <td>293.69</td>\n",
" <td>295.40</td>\n",
" <td>289.7052</td>\n",
" <td>84755721.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-09-30</th>\n",
" <td>295.97</td>\n",
" <td>297.55</td>\n",
" <td>295.92</td>\n",
" <td>296.77</td>\n",
" <td>291.0488</td>\n",
" <td>52438861.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-10-01</th>\n",
" <td>297.74</td>\n",
" <td>298.46</td>\n",
" <td>293.00</td>\n",
" <td>293.24</td>\n",
" <td>287.5869</td>\n",
" <td>89425082.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-10-02</th>\n",
" <td>291.50</td>\n",
" <td>291.51</td>\n",
" <td>286.64</td>\n",
" <td>288.06</td>\n",
" <td>282.5067</td>\n",
" <td>124208927.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-10-03</th>\n",
" <td>287.81</td>\n",
" <td>290.45</td>\n",
" <td>284.82</td>\n",
" <td>290.42</td>\n",
" <td>284.8212</td>\n",
" <td>85718095.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" open high low close adj_close volume\n",
"date \n",
"2019-09-27 297.83 297.95 293.69 295.40 289.7052 84755721.0\n",
"2019-09-30 295.97 297.55 295.92 296.77 291.0488 52438861.0\n",
"2019-10-01 297.74 298.46 293.00 293.24 287.5869 89425082.0\n",
"2019-10-02 291.50 291.51 286.64 288.06 282.5067 124208927.0\n",
"2019-10-03 287.81 290.45 284.82 290.42 284.8212 85718095.0"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Recent Data\n",
"recent_startdate = df.tail(recent_bars(df)).index[0]\n",
"recent_enddate = df.tail(recent_bars(df)).index[-1]\n",
"print(f\"{df.name}{df.tail(recent_bars(df)).shape} from {recent_startdate} to {recent_enddate}\\n{df.describe()}\")\n",
"df.tail(recent_bars(df)).head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Aliases"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"opendf = df[\"open\"]\n",
"closedf = df[\"close\"]\n",
"volumedf = df[\"volume\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## DataFrame **constants**: When you need some simple lines for charting"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Columns: open, high, low, close, adj_close, volume, -5, -4, -3, -2, -1, 0, 1, 2, 3, 4, 5, -100, -90, -80, -70, -50, -30, -20, -10, 10, 20, 30, 50, 70, 80, 90, 100\n"
]
}
],
"source": [
"# help(df.ta.constants) # for more info\n",
"chart_lines = np.append(np.arange(-5, 6, 1), np.arange(-100, 110, 10))\n",
"df.ta.constants(True, chart_lines) # Adding the constants for the charts\n",
"df.ta.constants(False, np.array([-60, -40, 40, 60])) # Removing some constants from the DataFrame\n",
"print(f\"Columns: {', '.join(list(df.columns))}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Misc"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Example Charting Class utilizing **mplfinance** panels"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"class Chart(object):\n",
" def __init__(self, df: pd.DataFrame = None, strategy: ta.Strategy = ta.CommonStrategy, *args, **kwargs):\n",
" self.verbose = kwargs.pop(\"verbose\", False)\n",
"\n",
" if isinstance(df, pd.DataFrame) and df.ta.datetime_ordered:\n",
" self.df = df\n",
" if self.df.name is not None and self.df.name != \"\":\n",
" df_name = str(self.df.name)\n",
" else:\n",
" df_name = \"DataFrame\"\n",
" if self.verbose: print(f\"[i] Loaded {df_name}{self.df.shape}\")\n",
" else:\n",
" print(f\"[X] Oops! Missing 'ohlcv' data or index is not datetime ordered.\\n\")\n",
" return None\n",
"\n",
" self._validate_ta_strategy(strategy)\n",
" self._validate_mpf_kwargs(**kwargs)\n",
" self._validate_chart_kwargs(**kwargs)\n",
"\n",
" # Build TA and Plot\n",
" self.df.ta.strategy(self.strategy, verbose=self.verbose)\n",
" self._plot(**kwargs)\n",
"\n",
" def _validate_ta_strategy(self, strategy):\n",
" if strategy is not None or isinstance(strategy, ta.Strategy):\n",
" self.strategy = strategy\n",
" elif len(self.strategy_ta) > 0:\n",
" print(f\"[+] Strategy: {self.strategy_name}\")\n",
" else:\n",
" self.strategy = ta.CommonStrategy \n",
"\n",
" def _validate_chart_kwargs(self, **kwargs):\n",
" \"\"\"Chart Settings\"\"\"\n",
" self.config = {}\n",
" self.config[\"last\"] = kwargs.pop(\"last\", recent_bars(self.df))\n",
" self.config[\"rpad\"] = kwargs.pop(\"rpad\", 10)\n",
" self.config[\"title\"] = kwargs.pop(\"title\", \"Asset\")\n",
" self.config[\"volume\"] = kwargs.pop(\"volume\", True)\n",
"\n",
" def _validate_mpf_kwargs(self, **kwargs):\n",
" # mpf global chart settings\n",
" default_chart = mpf.available_styles()[-1]\n",
" default_mpf_width = {\n",
" 'candle_linewidth': 0.6,\n",
" 'candle_width': 0.525,\n",
" 'volume_width': 0.525\n",
" }\n",
" mpfchart = {}\n",
"\n",
" mpf_style = kwargs.pop(\"style\", \"\")\n",
" if mpf_style == \"\" or mpf_style.lower() == \"random\":\n",
" mpf_styles = mpf.available_styles()\n",
" mpfchart[\"style\"] = mpf_styles[rnd.randrange(len(mpf_styles))]\n",
" elif mpf_style.lower() in mpf.available_styles():\n",
" mpfchart[\"style\"] = mpf_style\n",
"\n",
" mpfchart[\"figsize\"] = kwargs.pop(\"figsize\", (12, 10))\n",
" mpfchart[\"non_trading\"] = kwargs.pop(\"nontrading\", False)\n",
" mpfchart[\"rc\"] = kwargs.pop(\"rc\", {'figure.facecolor': '#EDEDED'})\n",
" mpfchart[\"plot_ratios\"] = kwargs.pop(\"plot_ratios\", (12, 1.7))\n",
" mpfchart[\"scale_padding\"] = kwargs.pop(\"scale_padding\", {'left': 1, 'top': 4, 'right': 1, 'bottom': 1})\n",
" mpfchart[\"tight_layout\"] = kwargs.pop(\"tight_layout\", True)\n",
" mpfchart[\"type\"] = kwargs.pop(\"type\", \"candle\")\n",
" mpfchart[\"width_config\"] = kwargs.pop(\"width_config\", default_mpf_width)\n",
" mpfchart[\"xrotation\"] = kwargs.pop(\"xrotation\", 15)\n",
" \n",
" self.mpfchart = mpfchart\n",
"\n",
" def _attribution(self):\n",
" print(f\"\\nPandas v: {pd.__version__} [pip install pandas] https://github.com/pandas-dev/pandas\")\n",
" print(f\"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\")\n",
" print(f\"Technical Analysis with Pandas TA v: {ta.version} [pip install pandas_ta] https://github.com/twopirllc/pandas-ta\")\n",
" print(f\"Charts by Matplotlib Finance v: {mpf.__version__} [pip install mplfinance] https://github.com/matplotlib/mplfinance\\n\")\n",
"\n",
" def _right_pad_df(self, rpad: int, delta_unit: str = \"D\", range_freq: str = \"B\"):\n",
" if rpad > 0:\n",
" dfpad = self.df[-rpad:].copy()\n",
" dfpad.iloc[:,:] = np.NaN\n",
"\n",
" df_frequency = self.df.index.value_counts().mode()[0] # Most common frequency\n",
" freq_delta = pd.Timedelta(df_frequency, unit=delta_unit)\n",
" new_dr = pd.date_range(start=self.df.index[-1] + freq_delta, periods=rpad, freq=range_freq)\n",
" dfpad.index = new_dr # Update the padded index with new dates\n",
" self.df = self.df.append(dfpad)\n",
" \n",
" \n",
" def _plot(self, **kwargs):\n",
" if not isinstance(self.mpfchart[\"plot_ratios\"], tuple):\n",
" print(f\"[X] plot_ratios must be a tuple\")\n",
" return\n",
"\n",
" # Override Chart Title Option\n",
" chart_title = self.config[\"title\"]\n",
" if \"title\" in kwargs and isinstance(kwargs[\"title\"], str):\n",
" chart_title = kwargs.pop(\"title\")\n",
"\n",
" # Override Right Bar Padding Option\n",
" rpad = self.config[\"rpad\"]\n",
" if \"rpad\" in kwargs and kwargs[\"rpad\"] > 0:\n",
" rpad = int(kwargs[\"rpad\"])\n",
"\n",
" def cpanel():\n",
" return len(self.mpfchart['plot_ratios'])\n",
"\n",
" # Last Second Default TA Indicators\n",
" linreg = kwargs.pop(\"linreg\", False)\n",
" linreg_name = self.df.ta.linreg(append=True).name if linreg else \"\"\n",
"\n",
" midpoint = kwargs.pop(\"midpoint\", False)\n",
" midpoint_name = self.df.ta.midpoint(append=True).name if midpoint else \"\"\n",
"\n",
" ohlc4 = kwargs.pop(\"ohlc4\", False)\n",
" ohlc4_name = self.df.ta.ohlc4(append=True).name if ohlc4 else \"\"\n",
"\n",
" clr = kwargs.pop(\"clr\", False)\n",
" clr_name = self.df.ta.log_return(cumulative=True, append=True).name if clr else \"\"\n",
"\n",
" rsi = kwargs.pop(\"rsi\", False)\n",
" rsi_length = kwargs.pop(\"rsi_length\", None)\n",
" if isinstance(rsi_length, int) and rsi_length > 1:\n",
" rsi_name = self.df.ta.rsi(length=rsi_length, append=True).name\n",
" elif rsi:\n",
" rsi_name = self.df.ta.rsi(append=True).name\n",
" else: rsi_name = \"\"\n",
" \n",
" zscore = kwargs.pop(\"zscore\", False)\n",
" zscore_length = kwargs.pop(\"zscore_length\", None)\n",
" if isinstance(zscore_length, int) and zscore_length > 1:\n",
" zs_name = self.df.ta.zscore(length=zscore_length, append=True).name\n",
" elif zscore:\n",
" zs_name = self.df.ta.zscore(append=True).name\n",
" else: zs_name = \"\"\n",
"\n",
" macd = kwargs.pop(\"macd\", False)\n",
" macd_name = \"\"\n",
" if macd:\n",
" macds = self.df.ta.macd(append=True)\n",
" macd_name = macds.name\n",
"\n",
" squeeze = kwargs.pop(\"squeeze\", False)\n",
" lazybear = kwargs.pop(\"lazybear\", False)\n",
" squeeze_name = \"\"\n",
" if squeeze:\n",
" squeezes = self.df.ta.squeeze(lazybear=lazybear, detailed=True, append=True)\n",
" squeeze_name = squeezes.name\n",
"\n",
" ama = kwargs.pop(\"archermas\", False)\n",
" ama_name = \"\"\n",
" if ama:\n",
" amas = self.df.ta.amat(append=True)\n",
" ama_name = amas.name\n",
"\n",
" aobv = kwargs.pop(\"archerobv\", False)\n",
" aobv_name = \"\"\n",
" if aobv:\n",
" aobvs = self.df.ta.aobv(append=True)\n",
" aobv_name = aobvs.name\n",
"\n",
" treturn = kwargs.pop(\"trendreturn\", False)\n",
" if treturn:\n",
" # Long Trend requires Series Comparison (<=. <, = >, >=)\n",
" # or Trade Logic that yields trends in binary.\n",
" default_long = self.df[\"SMA_10\"] > self.df[\"SMA_20\"]\n",
" long_trend = kwargs.pop(\"long_trend\", default_long)\n",
" short_trend = ~long_trend # Opposite/Inverse\n",
" self.df[\"TRl\"] = ta.trend_return(self.df[\"close\"], long_trend, cumulative=True)\n",
" self.df[\"TRs\"] = ta.trend_return(self.df[\"close\"], short_trend, cumulative=True)\n",
" self.df[\"TR\"] = self.df[\"TRl\"] + self.df[\"TRs\"]\n",
"\n",
" # Pad and trim Chart\n",
" self._right_pad_df(rpad)\n",
" mpfdf = self.df.tail(self.config[\"last\"])\n",
" mpfdf_columns = list(self.df.columns)\n",
"\n",
" # BEGIN: Custom TA Plots and Panels\n",
" # Modify the area below \n",
" taplots = [] # Holds all the additional plots\n",
"\n",
" # Panel 0: Price Overlay\n",
" if linreg_name in mpfdf_columns:\n",
" taplots += [mpf.make_addplot(mpfdf[linreg_name], type=kwargs.pop(\"linreg_type\", \"line\"), color=kwargs.pop(\"linreg_color\", \"black\"), linestyle=\"-.\", width=1.2, panel=0)]\n",
"\n",
" if midpoint_name in mpfdf_columns:\n",
" taplots += [mpf.make_addplot(mpfdf[midpoint_name], type=kwargs.pop(\"midpoint_type\", \"scatter\"), color=kwargs.pop(\"midpoint_color\", \"fuchsia\"), width=0.4, panel=0)]\n",
"\n",
" if ohlc4_name in mpfdf_columns:\n",
" taplots += [mpf.make_addplot(mpfdf[ohlc4_name], ylabel=ohlc4_name, type=kwargs.pop(\"ohlc4_type\", \"scatter\"), color=kwargs.pop(\"ohlc4_color\", \"blue\"), alpha=0.85, width=0.4, panel=0)]\n",
"\n",
" if self.strategy.name == ta.CommonStrategy.name:\n",
" total_sma = 0 # Check if all the overlap indicators exists before adding plots\n",
" for c in [\"SMA_10\", \"SMA_20\", \"SMA_50\", \"SMA_200\"]:\n",
" if c in mpfdf_columns: total_sma += 1\n",
" else: print(f\"[X] Indicator: {c} missing!\")\n",
" if total_sma == 4:\n",
" ta_smas = [\n",
" mpf.make_addplot(mpfdf[\"SMA_10\"], color=\"green\", width=1.5, panel=0),\n",
" mpf.make_addplot(mpfdf[\"SMA_20\"], color=\"orange\", width=2, panel=0),\n",
" mpf.make_addplot(mpfdf[\"SMA_50\"], color=\"red\", width=2, panel=0),\n",
" mpf.make_addplot(mpfdf[\"SMA_200\"], color=\"maroon\", width=3, panel=0),\n",
" ]\n",
" taplots += ta_smas\n",
"\n",
" if len(ama_name):\n",
" amat_sr_ = mpfdf[amas.columns[-1]][mpfdf[amas.columns[-1]] > 0]\n",
" amat_sr = amat_sr_.index.to_list()\n",
" else:\n",
" amat_sr = None\n",
"\n",
" # Panel 1: If volume=True, the add the VOL MA. Since we know there is only one, we immediately pop it.\n",
" if self.config[\"volume\"]:\n",
" volma = [x for x in list(self.df.columns) if x.startswith(\"VOL_\")].pop()\n",
" max_vol = mpfdf[\"volume\"].max()\n",
" ta_volume = [mpf.make_addplot(mpfdf[volma], color=\"red\", width=2, panel=1, ylim=(-.2 * max_vol, 1.5 * max_vol))]\n",
" taplots += ta_volume\n",
"\n",
" # Panels 2 - 9\n",
" common_plot_ratio = (3,)\n",
"\n",
" if len(aobv_name):\n",
" _p = kwargs.pop(\"aobv_percenty\", 0.2)\n",
" aobv_ylim = ta_ylim(mpfdf[aobvs.columns[0]], _p)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[aobvs.columns[0]], ylabel=aobv_name, color=\"black\", width=1.5, panel=cpanel(), ylim=aobv_ylim),\n",
" mpf.make_addplot(mpfdf[aobvs.columns[2]], color=\"silver\", width=1, panel=cpanel(), ylim=aobv_ylim),\n",
" mpf.make_addplot(mpfdf[aobvs.columns[3]], color=\"green\", width=1, panel=cpanel(), ylim=aobv_ylim),\n",
" mpf.make_addplot(mpfdf[aobvs.columns[4]], color=\"red\", width=1.2, panel=cpanel(), ylim=aobv_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" if clr_name in mpfdf_columns:\n",
" _p = kwargs.pop(\"clr_percenty\", 0.1)\n",
" clr_ylim = ta_ylim(mpfdf[clr_name], _p)\n",
"\n",
" taplots += [mpf.make_addplot(mpfdf[clr_name], ylabel=clr_name, color=\"black\", width=1.5, panel=cpanel(), ylim=clr_ylim)]\n",
" if (1 - _p) * mpfdf[clr_name].min() < 0 and (1 + _p) * mpfdf[clr_name].max() > 0:\n",
" taplots += [mpf.make_addplot(mpfdf[\"0\"], color=\"gray\", width=1.2, panel=cpanel(), ylim=clr_ylim)]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" if rsi_name in mpfdf_columns:\n",
" rsi_ylim = (0, 100)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[rsi_name], ylabel=rsi_name, color=kwargs.pop(\"rsi_color\", \"black\"), width=1.5, panel=cpanel(), ylim=rsi_ylim),\n",
" mpf.make_addplot(mpfdf[\"20\"], color=\"green\", width=1, panel=cpanel(), ylim=rsi_ylim),\n",
" mpf.make_addplot(mpfdf[\"50\"], color=\"gray\", width=0.8, panel=cpanel(), ylim=rsi_ylim),\n",
" mpf.make_addplot(mpfdf[\"80\"], color=\"red\", width=1, panel=cpanel(), ylim=rsi_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
" \n",
" if macd_name in mpfdf_columns:\n",
" _p = kwargs.pop(\"macd_percenty\", 0.15)\n",
" macd_ylim = ta_ylim(mpfdf[macd_name], _p)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[macd_name], ylabel=macd_name, color=\"black\", width=1.5, panel=cpanel()),#, ylim=macd_ylim),\n",
" mpf.make_addplot(mpfdf[macds.columns[-1]], color=\"blue\", width=1.1, panel=cpanel()),#, ylim=macd_ylim),\n",
" mpf.make_addplot(mpfdf[macds.columns[1]], type=\"bar\", alpha=0.8, color=\"dimgray\", width=0.8, panel=cpanel()),#, ylim=macd_ylim),\n",
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel()),#, ylim=macd_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel \n",
"\n",
" if zs_name in mpfdf_columns:\n",
" _p = kwargs.pop(\"zascore_percenty\", 0.2)\n",
" zs_ylim = ta_ylim(mpfdf[zs_name], _p)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[zs_name], ylabel=zs_name, color=\"black\", width=1.5, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"-3\"], color=\"red\", width=1.2, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"-2\"], color=\"orange\", width=1, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"-1\"], color=\"silver\", width=1, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"1\"], color=\"silver\", width=1, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"2\"], color=\"orange\", width=1, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"3\"], color=\"red\", width=1.2, panel=cpanel(), ylim=zs_ylim)\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" if squeeze_name in mpfdf_columns:\n",
" _p = kwargs.pop(\"squeeze_percenty\", 0.6)\n",
" sqz_ylim = ta_ylim(mpfdf[squeeze_name], _p)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[squeezes.columns[-4]], type=\"bar\", color=\"lime\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[squeezes.columns[-3]], type=\"bar\", color=\"green\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[squeezes.columns[-2]], type=\"bar\", color=\"maroon\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[squeezes.columns[-1]], type=\"bar\", color=\"red\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[squeezes.columns[4]], ylabel=squeeze_name, color=\"green\", width=2, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[squeezes.columns[5]], color=\"red\", width=1.8, panel=cpanel(), ylim=sqz_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" if treturn:\n",
" _p = kwargs.pop(\"treturn_percenty\", 0.33)\n",
" treturn_ylim = ta_ylim(mpfdf[\"TR\"], _p)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[\"TRl\"], ylabel=\"Trend Return\", type=\"bar\", color=\"green\", alpha=0.45, width=0.8, panel=cpanel(), ylim=treturn_ylim),\n",
" mpf.make_addplot(mpfdf[\"TRs\"], type=\"bar\", color=\"red\", alpha=0.45, width=0.8, panel=cpanel(), ylim=treturn_ylim),\n",
" mpf.make_addplot(mpfdf[\"TR\"], color=\"black\", width=1.5, panel=cpanel(), ylim=treturn_ylim),\n",
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=treturn_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" _p = kwargs.pop(\"cstreturn_percenty\", 0.33)\n",
" trcs = mpfdf[\"TR\"].cumsum()\n",
" treturncs_ylim = ta_ylim(trcs, _p)\n",
" taplots += [\n",
" mpf.make_addplot(trcs, ylabel=\"Trend B&H\", color=\"black\", width=1.5, panel=cpanel(), ylim=treturncs_ylim),\n",
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=treturncs_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" # END: Custom TA Plots and Panels\n",
"\n",
" if self.verbose:\n",
" additional_ta = []\n",
" chart_title = f\"{chart_title} [{self.strategy.name}] (last {self.config['last']} bars)\"\n",
" chart_title += f\"\\nSince {mpfdf.index[0]} till {mpfdf.index[-1]}\"\n",
" if len(linreg_name) > 0: additional_ta.append(linreg_name)\n",
" if len(midpoint_name) > 0: additional_ta.append(midpoint_name)\n",
" if len(ohlc4_name) > 0: additional_ta.append(ohlc4_name)\n",
" if len(additional_ta) > 0:\n",
" chart_title += f\"\\nIncluding: {', '.join(additional_ta)}\"\n",
"\n",
" if amat_sr:\n",
" vlines_ = dict(vlines=amat_sr, alpha=0.1, colors=\"red\")\n",
" else:\n",
" # Hidden because vlines needs valid arguments even if None \n",
" vlines_ = dict(vlines=mpfdf.index[0], alpha=0, colors=\"white\")\n",
"\n",
" # Create Final Plot\n",
" mpf.plot(mpfdf,\n",
" title=chart_title,\n",
" type=self.mpfchart[\"type\"],\n",
" style=self.mpfchart[\"style\"],\n",
" datetime_format=\"%-m/%-d/%Y\",\n",
" volume=self.config[\"volume\"],\n",
" figsize=self.mpfchart[\"figsize\"],\n",
" tight_layout=self.mpfchart[\"tight_layout\"],\n",
" scale_padding=self.mpfchart[\"scale_padding\"],\n",
" panel_ratios=self.mpfchart[\"plot_ratios\"], # This key needs to be update above if adding more panels\n",
" xrotation=self.mpfchart[\"xrotation\"],\n",
" update_width_config=self.mpfchart[\"width_config\"],\n",
" show_nontrading=self.mpfchart[\"non_trading\"],\n",
" vlines=vlines_,\n",
" addplot=taplots\n",
" )\n",
" \n",
" self._attribution()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Charting Example\n",
"#### Play with the parameters to see different charts and results\n",
"* This is an example chart so it's not perfect. Enough to get started with common and uncommon plots.\n",
"* There is a maximum of 10 Panels. In this example, panels 0 and 1 are reserved for Price and Volume respectively.\n",
" * "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[i] Loaded SPY(5260, 33)\n",
"[+] Strategy: Common Price and Volume SMAs\n",
"[i] Indicator arguments: {'append': True}\n",
"[i] Multiprocessing: 4 of 4 cores.\n",
"[i] Total indicators: 5\n",
"[i] Columns added: 5\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1000 with 10 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<__main__.Chart at 0x111c9f340>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n",
"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n",
"Technical Analysis with Pandas TA v: 0.1.72b0 [pip install pandas_ta] https://github.com/twopirllc/pandas-ta\n",
"Charts by Matplotlib Finance v: 0.12.6a3 [pip install mplfinance] https://github.com/matplotlib/mplfinance\n",
"\n"
]
}
],
"source": [
"# Used for example Trend Return Long Trend Below\n",
"macd_ = ta.macd(closedf)\n",
"macdh = macd_[macd_.columns[1]]\n",
"\n",
"Chart(df,\n",
" # style: which mplfinance chart style to use. Added \"random\" as an option.\n",
" # rpad: how many bars to leave empty on the right of the chart\n",
" style=\"yahoo\", title=ticker, last=recent_bars(df), rpad=10,\n",
" \n",
" # Overlap Indicators\n",
" linreg=True, midpoint=False, ohlc4=False, archermas=True,\n",
" \n",
" # Example Indicators with default parameters\n",
" volume=True, rsi=True, clr=True, macd=True, zscore=False, squeeze=False, lazybear=False,\n",
"\n",
" # Archer OBV and OBV MAs (https://www.tradingview.com/script/Co1ksara-Trade-Archer-On-balance-Volume-Moving-Averages-v1/)\n",
" archerobv=False,\n",
"\n",
" # Create trends and see their returns\n",
" trendreturn=False,\n",
" # Example Trends or create your own. Trend must yield Booleans\n",
" long_trend=ta.sma(closedf,10) > ta.sma(closedf,20), # trend: sma(close,10) > sma(close,20) [Default Example]\n",
"# long_trend=closedf > ta.ema(closedf,5), # trend: close > ema(close,5)\n",
"# long_trend=ta.sma(closedf,10) > ta.ema(closedf,50), # trend: sma(close,10) > ema(close,50)\n",
"# long_trend=macdh > 0, # trend: macd hist > 0\n",
"# long_trend=ta.increasing(ta.sma(ta.rsi(closedf), 10), 5, asint=False), # trend: rising sma(rsi, 10) for the previous 5 periods\n",
" show_nontrading=False, # Intraday use if needed\n",
" verbose=True, # More detail\n",
")"
]
},
{
"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": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x111c344c0>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1600x325 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"clr_ma_length = 8\n",
"clrdf = df.ta.log_return(cumulative=True, append=True)\n",
"clrmadf = ta.ema(clrdf, length=clr_ma_length)\n",
"clrxdf = pd.DataFrame({f\"{clrdf.name}\": clrdf, f\"{clrmadf.name}({clrdf.name})\": clrmadf})\n",
"clrxdf.tail(recent_bars(df)).plot(figsize=ind_size, color=colors(\"BkBl\"), linewidth=1, title=ctitle(clrdf.name, ticker=ticker, length=recent_bars(df)), grid=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### MACD"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x114d4abb0>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1600x325 with 1 Axes>"
]
},
"metadata": {},
"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(recent_bars(df)).plot(figsize=(16, 2), color=colors(\"BkBl\"), linewidth=1.3)\n",
"macddf[macddf.columns[1]].tail(recent_bars(df)).plot.area(figsize=ind_size, stacked=False, color=[\"silver\"], linewidth=1, title=ctitle(macddf.name, ticker=ticker, length=recent_bars(df)), grid=True).axhline(y=0, color=\"black\", lw=1.1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### ZScore"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x1142c7640>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1600x325 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"zscoredf = df.ta.zscore(length=30, append=True)\n",
"zcolors = [\"darkgreen\", \"green\", \"silver\", \"silver\", \"red\", \"maroon\", \"black\"]\n",
"zcols = df[[\"-4\", \"-3\", \"-2\", \"2\", \"3\", \"4\", zscoredf.name]].tail(recent_bars(df))\n",
"zcols.plot(figsize=ind_size, color=zcolors, linewidth=1.2, title=ctitle(zscoredf.name, ticker=ticker, length=recent_bars(df)), grid=True).axhline(y=0, color=\"black\", lw=1.1)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x11573dd30>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1600x325 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Now Volume Z Score\n",
"zvscoredf = df.ta.zscore(close=\"volume\", length=30, prefix=\"VOL\", append=True)\n",
"zcolors = [\"darkgreen\", \"green\", \"silver\", \"silver\", \"red\", \"maroon\", \"black\"]\n",
"zvcols = df[[\"-4\", \"-3\", \"-2\", \"2\", \"3\", \"4\", zvscoredf.name]].tail(recent_bars(df))\n",
"zvcols.plot(figsize=ind_size, color=zcolors, linewidth=1.2, title=ctitle(zvscoredf.name, ticker=ticker, length=recent_bars(df)), grid=True).axhline(y=0, color=\"black\", lw=1.1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# New Features"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Squeeze Indicator (John Carter and Lazybear Versions)\n",
"Squeeze Indicator (__squeeze__)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# help(ta.squeeze)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1000 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n",
"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n",
"Technical Analysis with Pandas TA v: 0.1.72b0 [pip install pandas_ta] https://github.com/twopirllc/pandas-ta\n",
"Charts by Matplotlib Finance v: 0.12.6a3 [pip install mplfinance] https://github.com/matplotlib/mplfinance\n",
"\n"
]
},
{
"data": {
"text/plain": [
"<__main__.Chart at 0x115782640>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n",
" last=recent_bars(df), rpad=10, clr=True, squeeze=True,\n",
" show_nontrading=False, # Intraday use if needed\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Lazybear's TradingView Squeeze"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1000 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n",
"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n",
"Technical Analysis with Pandas TA v: 0.1.72b0 [pip install pandas_ta] https://github.com/twopirllc/pandas-ta\n",
"Charts by Matplotlib Finance v: 0.12.6a3 [pip install mplfinance] https://github.com/matplotlib/mplfinance\n",
"\n"
]
},
{
"data": {
"text/plain": [
"<__main__.Chart at 0x1147b4340>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n",
" last=recent_bars(df), rpad=10, clr=True, squeeze=True, lazybear=True,\n",
" show_nontrading=False, # Intraday use if needed\n",
")"
]
},
{
"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.\n",
"* The _pink_ background, on the Price chart, is when Archer MAs are bearish. Conversely, a _white_ background is bullish"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1000 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n",
"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n",
"Technical Analysis with Pandas TA v: 0.1.72b0 [pip install pandas_ta] https://github.com/twopirllc/pandas-ta\n",
"Charts by Matplotlib Finance v: 0.12.6a3 [pip install mplfinance] https://github.com/matplotlib/mplfinance\n",
"\n"
]
},
{
"data": {
"text/plain": [
"<__main__.Chart at 0x1168e1580>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n",
" last=recent_bars(df), rpad=10,\n",
" volume=True, midpoint=False, ohlc4=False,\n",
" rsi=False, clr=True, macd=False, zscore=False, squeeze=False, lazybear=False,\n",
" archermas=True, archerobv=False,\n",
" show_nontrading=False, # Intraday use if needed\n",
")"
]
},
{
"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.\n",
"* On the chart below, only **OBV**, **OBV min**, _fast_ and _slow_ **OBV MAs**.\n",
"* Not on the chart are: **OBV LR** and **OBV SR** trends."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1000 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n",
"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n",
"Technical Analysis with Pandas TA v: 0.1.72b0 [pip install pandas_ta] https://github.com/twopirllc/pandas-ta\n",
"Charts by Matplotlib Finance v: 0.12.6a3 [pip install mplfinance] https://github.com/matplotlib/mplfinance\n",
"\n"
]
},
{
"data": {
"text/plain": [
"<__main__.Chart at 0x1169b5880>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n",
" last=recent_bars(df), rpad=10,\n",
" volume=True, midpoint=False, ohlc4=False,\n",
" rsi=False, clr=True, macd=False, zscore=False, squeeze=False, lazybear=False,\n",
" archermas=False, archerobv=True,\n",
" show_nontrading=False, # Intraday use if needed\n",
")"
]
},
{
"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": "3.8.2"
}
},
"nbformat": 4,
"nbformat_minor": 4
}