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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 - v0.1.99b\n",
"Total Indicators: 119\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, hilo, 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, smi, squeeze, stdev, stoch, 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})\""
]
},
{
"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(5246, 7) from 1999-11-01 00:00:00 to 2020-09-04 00:00:00\n",
" open high low close adj_close \\\n",
"count 5246.000000 5246.000000 5246.000000 5246.000000 5246.000000 \n",
"mean 162.402863 163.362961 161.334124 162.401883 138.459169 \n",
"std 63.349421 63.536577 63.139261 63.366684 70.889980 \n",
"min 67.950000 70.000000 67.100000 68.110000 53.914200 \n",
"25% 116.500000 117.370000 115.565000 116.532500 87.502175 \n",
"50% 138.290000 139.290600 137.214350 138.165000 106.398000 \n",
"75% 204.697500 205.972500 203.897500 204.857700 185.105500 \n",
"max 355.870000 358.750000 353.430000 357.700000 357.700000 \n",
"\n",
" volume \n",
"count 5.246000e+03 \n",
"mean 1.112121e+08 \n",
"std 9.804044e+07 \n",
"min 6.790000e+04 \n",
"25% 4.757725e+07 \n",
"50% 8.215981e+07 \n",
"75% 1.491426e+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(252, 7) from 2019-09-09 00:00:00 to 2020-09-04 00:00:00\n",
" open high low close adj_close \\\n",
"count 5246.000000 5246.000000 5246.000000 5246.000000 5246.000000 \n",
"mean 162.402863 163.362961 161.334124 162.401883 138.459169 \n",
"std 63.349421 63.536577 63.139261 63.366684 70.889980 \n",
"min 67.950000 70.000000 67.100000 68.110000 53.914200 \n",
"25% 116.500000 117.370000 115.565000 116.532500 87.502175 \n",
"50% 138.290000 139.290600 137.214350 138.165000 106.398000 \n",
"75% 204.697500 205.972500 203.897500 204.857700 185.105500 \n",
"max 355.870000 358.750000 353.430000 357.700000 357.700000 \n",
"\n",
" volume \n",
"count 5.246000e+03 \n",
"mean 1.112121e+08 \n",
"std 9.804044e+07 \n",
"min 6.790000e+04 \n",
"25% 4.757725e+07 \n",
"50% 8.215981e+07 \n",
"75% 1.491426e+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>2019-09-09</th>\n",
" <td>2019-09-09</td>\n",
" <td>299.14</td>\n",
" <td>299.24</td>\n",
" <td>297.16</td>\n",
" <td>298.20</td>\n",
" <td>292.2800</td>\n",
" <td>51086154.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-09-10</th>\n",
" <td>2019-09-10</td>\n",
" <td>297.36</td>\n",
" <td>298.20</td>\n",
" <td>295.97</td>\n",
" <td>298.13</td>\n",
" <td>292.2114</td>\n",
" <td>57698673.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-09-11</th>\n",
" <td>2019-09-11</td>\n",
" <td>298.47</td>\n",
" <td>300.34</td>\n",
" <td>297.75</td>\n",
" <td>300.25</td>\n",
" <td>294.2893</td>\n",
" <td>68008165.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-09-12</th>\n",
" <td>2019-09-12</td>\n",
" <td>301.25</td>\n",
" <td>302.46</td>\n",
" <td>300.41</td>\n",
" <td>301.29</td>\n",
" <td>295.3086</td>\n",
" <td>72546530.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-09-13</th>\n",
" <td>2019-09-13</td>\n",
" <td>301.78</td>\n",
" <td>302.17</td>\n",
" <td>300.68</td>\n",
" <td>301.09</td>\n",
" <td>295.1126</td>\n",
" <td>62053458.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" date open high low close adj_close volume\n",
"date \n",
"2019-09-09 2019-09-09 299.14 299.24 297.16 298.20 292.2800 51086154.0\n",
"2019-09-10 2019-09-10 297.36 298.20 295.97 298.13 292.2114 57698673.0\n",
"2019-09-11 2019-09-11 298.47 300.34 297.75 300.25 294.2893 68008165.0\n",
"2019-09-12 2019-09-12 301.25 302.46 300.41 301.29 295.3086 72546530.0\n",
"2019-09-13 2019-09-13 301.78 302.17 300.68 301.09 295.1126 62053458.0"
]
},
"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\"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": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[i] Loaded SPY(5246, 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"
},
{
"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: 0.1.99b [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 0x1107d1d00>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"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 0x1135e8550>"
]
},
"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 0x113aff5e0>"
]
},
"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": [
"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 0x1107d1970>"
]
},
"execution_count": 15,
"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": [
"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 0x110912040>"
]
},
"execution_count": 16,
"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": [
"# 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",
"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: 0.1.99b [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 0x11005d820>"
]
},
"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",
"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: 0.1.99b [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 0x113ac5b80>"
]
},
"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",
"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: 0.1.99b [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 0x11510dcd0>"
]
},
"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",
"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: 0.1.99b [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 0x114e2d1f0>"
]
},
"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."
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