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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",
"import pandas_ta as ta\n",
"%pylab inline\n",
"\n",
"from alphaVantageAPI.alphavantage import AlphaVantage # pip install alphaVantage-api\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 - v0.1.93b\n",
"Total Indicators: 116\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, cg, chop, cksp, cmf, cmo, coppock, cross, cross_value, decreasing, dema, donchian, dpo, efi, ema, entropy, eom, er, eri, fisher, fwma, ha, hl2, hlc3, hma, ichimoku, increasing, inertia, kama, kc, kdj, kst, kurtosis, linear_decay, 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, squeeze, stdev, stoch, supertrend, swma, t3, tema, trend_return, trima, trix, true_range, tsi, 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})\""
]
},
{
"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.TRADING_DAYS_PER_YEAR / yearly_divisor) if yearly_divisor > 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(5236, 7) from 1999-11-01 00:00:00 to 2020-08-21 00:00:00\n",
" open high low close adj_close \\\n",
"count 5236.000000 5236.000000 5236.000000 5236.000000 5236.000000 \n",
"mean 162.047332 163.006003 160.983394 162.047209 138.058768 \n",
"std 62.884470 63.069087 62.686417 62.904408 70.362136 \n",
"min 67.950000 70.000000 67.100000 68.110000 53.914200 \n",
"25% 116.395000 117.330000 115.520000 116.497500 87.483525 \n",
"50% 138.190000 139.155000 137.080000 138.035600 106.285500 \n",
"75% 204.350000 205.725000 203.740000 204.630000 184.761700 \n",
"max 339.050000 339.720000 337.550000 339.480000 339.480000 \n",
"\n",
" volume \n",
"count 5.236000e+03 \n",
"mean 1.112865e+08 \n",
"std 9.810613e+07 \n",
"min 6.790000e+04 \n",
"25% 4.756575e+07 \n",
"50% 8.223803e+07 \n",
"75% 1.493255e+08 \n",
"max 8.708580e+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>date</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",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1999-11-01</th>\n",
" <td>1999-11-01</td>\n",
" <td>136.5000</td>\n",
" <td>137.0000</td>\n",
" <td>135.5625</td>\n",
" <td>135.5625</td>\n",
" <td>91.9725</td>\n",
" <td>4006500.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1999-11-02</th>\n",
" <td>1999-11-02</td>\n",
" <td>135.9687</td>\n",
" <td>137.2500</td>\n",
" <td>134.5937</td>\n",
" <td>134.5937</td>\n",
" <td>91.3152</td>\n",
" <td>6516900.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1999-11-03</th>\n",
" <td>1999-11-03</td>\n",
" <td>136.0000</td>\n",
" <td>136.3750</td>\n",
" <td>135.1250</td>\n",
" <td>135.5000</td>\n",
" <td>91.9301</td>\n",
" <td>7222300.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1999-11-04</th>\n",
" <td>1999-11-04</td>\n",
" <td>136.7500</td>\n",
" <td>137.3593</td>\n",
" <td>135.7656</td>\n",
" <td>136.5312</td>\n",
" <td>92.6297</td>\n",
" <td>7907500.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1999-11-05</th>\n",
" <td>1999-11-05</td>\n",
" <td>138.6250</td>\n",
" <td>139.1093</td>\n",
" <td>136.7812</td>\n",
" <td>137.8750</td>\n",
" <td>93.5414</td>\n",
" <td>7431500.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" date open high low close adj_close \\\n",
"date \n",
"1999-11-01 1999-11-01 136.5000 137.0000 135.5625 135.5625 91.9725 \n",
"1999-11-02 1999-11-02 135.9687 137.2500 134.5937 134.5937 91.3152 \n",
"1999-11-03 1999-11-03 136.0000 136.3750 135.1250 135.5000 91.9301 \n",
"1999-11-04 1999-11-04 136.7500 137.3593 135.7656 136.5312 92.6297 \n",
"1999-11-05 1999-11-05 138.6250 139.1093 136.7812 137.8750 93.5414 \n",
"\n",
" volume \n",
"date \n",
"1999-11-01 4006500.0 \n",
"1999-11-02 6516900.0 \n",
"1999-11-03 7222300.0 \n",
"1999-11-04 7907500.0 \n",
"1999-11-05 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(251, 7) from 2019-08-26 00:00:00 to 2020-08-21 00:00:00\n",
" open high low close adj_close \\\n",
"count 5236.000000 5236.000000 5236.000000 5236.000000 5236.000000 \n",
"mean 162.047332 163.006003 160.983394 162.047209 138.058768 \n",
"std 62.884470 63.069087 62.686417 62.904408 70.362136 \n",
"min 67.950000 70.000000 67.100000 68.110000 53.914200 \n",
"25% 116.395000 117.330000 115.520000 116.497500 87.483525 \n",
"50% 138.190000 139.155000 137.080000 138.035600 106.285500 \n",
"75% 204.350000 205.725000 203.740000 204.630000 184.761700 \n",
"max 339.050000 339.720000 337.550000 339.480000 339.480000 \n",
"\n",
" volume \n",
"count 5.236000e+03 \n",
"mean 1.112865e+08 \n",
"std 9.810613e+07 \n",
"min 6.790000e+04 \n",
"25% 4.756575e+07 \n",
"50% 8.223803e+07 \n",
"75% 1.493255e+08 \n",
"max 8.708580e+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>date</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",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2019-08-26</th>\n",
" <td>2019-08-26</td>\n",
" <td>287.27</td>\n",
" <td>288.0000</td>\n",
" <td>285.58</td>\n",
" <td>288.0000</td>\n",
" <td>282.2825</td>\n",
" <td>72620598.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-08-27</th>\n",
" <td>2019-08-27</td>\n",
" <td>289.54</td>\n",
" <td>289.9500</td>\n",
" <td>286.03</td>\n",
" <td>286.8700</td>\n",
" <td>281.1749</td>\n",
" <td>68262998.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-08-28</th>\n",
" <td>2019-08-28</td>\n",
" <td>286.14</td>\n",
" <td>289.0700</td>\n",
" <td>285.25</td>\n",
" <td>288.8900</td>\n",
" <td>283.1548</td>\n",
" <td>58891544.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-08-29</th>\n",
" <td>2019-08-29</td>\n",
" <td>291.72</td>\n",
" <td>293.1600</td>\n",
" <td>290.61</td>\n",
" <td>292.5800</td>\n",
" <td>286.7716</td>\n",
" <td>57998913.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-08-30</th>\n",
" <td>2019-08-30</td>\n",
" <td>294.22</td>\n",
" <td>294.2399</td>\n",
" <td>291.42</td>\n",
" <td>292.4527</td>\n",
" <td>286.6468</td>\n",
" <td>62831109.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" date open high low close adj_close \\\n",
"date \n",
"2019-08-26 2019-08-26 287.27 288.0000 285.58 288.0000 282.2825 \n",
"2019-08-27 2019-08-27 289.54 289.9500 286.03 286.8700 281.1749 \n",
"2019-08-28 2019-08-28 286.14 289.0700 285.25 288.8900 283.1548 \n",
"2019-08-29 2019-08-29 291.72 293.1600 290.61 292.5800 286.7716 \n",
"2019-08-30 2019-08-30 294.22 294.2399 291.42 292.4527 286.6468 \n",
"\n",
" volume \n",
"date \n",
"2019-08-26 72620598.0 \n",
"2019-08-27 68262998.0 \n",
"2019-08-28 58891544.0 \n",
"2019-08-29 57998913.0 \n",
"2019-08-30 62831109.0 "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Recent Data\n",
"recent_startdate = df.tail(recent).index[0]\n",
"recent_enddate = df.tail(recent).index[-1]\n",
"print(f\"{df.name}{df.tail(recent).shape} from {recent_startdate} to {recent_enddate}\\n{df.describe()}\")\n",
"df.tail(recent).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: date, 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": [
"## Price & Volume Charts with Moving Averages"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def cscheme(colors: str):\n",
" aliases = {\n",
" \"BkBu\": [\"black\", \"blue\"],\n",
" \"gr\": [\"green\", \"red\"],\n",
" \"grays\": [\"silver\", \"gray\"],\n",
" \"mas\": [\"black\", \"green\", \"orange\", \"red\"],\n",
" \"bbands\": [\"blue\", \"navy\", \"blue\"],\n",
" \"kc\": [\"purple\", \"fuchsia\", \"purple\"],\n",
" }\n",
" aliases[\"default\"] = aliases[\"gr\"]\n",
" return aliases[colors]\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": [
"## Example Charting Class utilizing **mplfinance** panels"
]
},
{
"cell_type": "code",
"execution_count": 11,
"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)\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\"\\nData 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": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[i] Loaded SPY(5236, 34)\n",
"[+] Strategy: Common Price and Volume SMAs\n",
"[i] Indicator arguments: {'append': True}\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 0x10b693910>"
]
},
"execution_count": 12,
"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",
"\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: 0.1.93b [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, 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": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x119ed94c0>"
]
},
"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": [
"clr_ma_length = 8\n",
"clrdf = df.ta.log_return(cumulative=True, append=True)\n",
"clrmadf = ta.ema(clrdf, length=clr_ma_length)\n",
"qqdf = pd.DataFrame({f\"{clrdf.name}\": clrdf, f\"{clrmadf.name}({clrdf.name})\": clrmadf})\n",
"qqdf.tail(recent).plot(figsize=ind_size, color=cscheme(\"BkBu\"), linewidth=1, title=ctitle(clrdf.name, ticker=ticker, length=recent), grid=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### MACD"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x11a3b0fd0>"
]
},
"execution_count": 14,
"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": [
"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).plot(figsize=(16, 2), color=cscheme(\"BkBu\"), linewidth=1.3)\n",
"macddf[macddf.columns[1]].tail(recent).plot.area(figsize=ind_size, stacked=False, color=[\"silver\"], linewidth=1, title=ctitle(macddf.name, ticker=ticker, length=recent), grid=True).axhline(y=0, color=\"black\", lw=1.1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### ZScore"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x119ee3d00>"
]
},
"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": [
"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)\n",
"zcols.plot(figsize=ind_size, color=zcolors, linewidth=1.2, title=ctitle(zscoredf.name, ticker=ticker, length=recent), grid=True).axhline(y=0, color=\"black\", lw=1.1)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x11729f910>"
]
},
"execution_count": 16,
"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)\n",
"zvcols.plot(figsize=ind_size, color=zcolors, linewidth=1.2, title=ctitle(zvscoredf.name, ticker=ticker, length=recent), 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": 17,
"metadata": {},
"outputs": [],
"source": [
"# help(ta.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",
"\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: 0.1.93b [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 0x11ae46430>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n",
" last=recent, 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": 19,
"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",
"\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: 0.1.93b [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 0x11b57cd30>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n",
" last=recent, 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": 20,
"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",
"\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: 0.1.93b [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 0x11bda8f40>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n",
" last=recent, 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": 21,
"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",
"\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: 0.1.93b [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 0x11b78a490>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n",
" last=recent, 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
}