Files
pandas-ta/examples/example.ipynb
T

1462 lines
1.3 MiB
Plaintext
Raw Blame History

This file contains ambiguous Unicode characters
This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Technical Analysis with Pandas ([pandas_ta](https://github.com/twopirllc/pandas-ta))\n",
"* Below contains examples of simple charts that can be made from pandas_ta indicators\n",
"* Examples below are for **educational purposes only**"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%matplotlib inline\n",
"import datetime as dt\n",
"import random as rnd\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import mplfinance as mpf\n",
"\n",
"from alphaVantageAPI.alphavantage import AlphaVantage\n",
"import pandas_ta as ta\n",
"\n",
"from watchlist import colors\n",
"%pylab inline\n",
"\n",
"e = pd.DataFrame()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### List of Indicators (post an [issue](https://github.com/twopirllc/pandas-ta/issues) if the indicator doc needs updating)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Pandas TA - Technical Analysis Indicators - v0.2.08b\n",
"Total Indicators: 121\n",
"Abbreviations:\n",
" aberration, above, above_value, accbands, ad, adosc, adx, amat, ao, aobv, apo, aroon, atr, bbands, below, below_value, bias, bop, brar, cci, cdl_doji, cdl_inside, cg, chop, cksp, cmf, cmo, coppock, cross, cross_value, decay, decreasing, dema, donchian, dpo, efi, ema, entropy, eom, er, eri, fisher, fwma, ha, hilo, hl2, hlc3, hma, ichimoku, increasing, inertia, kama, kc, kdj, kst, kurtosis, linreg, log_return, long_run, macd, mad, massi, median, mfi, midpoint, midprice, mom, natr, nvi, obv, ohlc4, pdist, percent_return, pgo, ppo, psar, psl, pvi, pvo, pvol, pvt, pwma, qstick, quantile, rma, roc, rsi, rvgi, rvi, short_run, sinwma, skew, slope, sma, smi, squeeze, stdev, stoch, stochrsi, supertrend, swma, t3, tema, trend_return, trima, trix, true_range, tsi, ttm_trend, ui, uo, variance, vortex, vp, vwap, vwma, wcp, willr, wma, zlma, zscore\n"
]
}
],
"source": [
"e.ta.indicators()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Individual Indicator help"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Help on function ema in module pandas_ta.overlap.ema:\n",
"\n",
"ema(close, length=None, offset=None, **kwargs)\n",
" Exponential Moving Average (EMA)\n",
" \n",
" The Exponential Moving Average is more responsive moving average compared to the\n",
" Simple Moving Average (SMA). The weights are determined by alpha which is\n",
" proportional to it's length. There are several different methods of calculating\n",
" EMA. One method uses just the standard definition of EMA and another uses the\n",
" SMA to generate the initial value for the rest of the calculation.\n",
" \n",
" Sources:\n",
" https://stockcharts.com/school/doku.php?id=chart_school:technical_indicators:moving_averages\n",
" https://www.investopedia.com/ask/answers/122314/what-exponential-moving-average-ema-formula-and-how-ema-calculated.asp\n",
" \n",
" Calculation:\n",
" Default Inputs:\n",
" length=10, adjust=False, sma=True\n",
" if sma:\n",
" sma_nth = close[0:length].sum() / length\n",
" close[:length - 1] = np.NaN\n",
" close.iloc[length - 1] = sma_nth\n",
" EMA = close.ewm(span=length, adjust=adjust).mean()\n",
" \n",
" Args:\n",
" close (pd.Series): Series of 'close's\n",
" length (int): It's period. Default: 10\n",
" offset (int): How many periods to offset the result. Default: 0\n",
" \n",
" Kwargs:\n",
" adjust (bool, optional): Default: False\n",
" sma (bool, optional): If True, uses SMA for initial value. Default: True\n",
" fillna (value, optional): pd.DataFrame.fillna(value)\n",
" fill_method (value, optional): Type of fill method\n",
" \n",
" Returns:\n",
" pd.Series: New feature generated.\n",
"\n"
]
}
],
"source": [
"help(ta.ema)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Load Daily SPY from [AlphaVantage](http://www.alphavantage.com) and clean it"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def farm(ticker = \"SPY\", timeframe=\"DA\", cols=[\"dividend\", \"split_coefficient\"]):\n",
" AV = AlphaVantage(api_key=\"YOUR API KEY\", premium=False, clean=True, output_size=\"full\")\n",
" df = AV.data(symbol=ticker, function=timeframe)\n",
" df.set_index(pd.DatetimeIndex(df[\"date\"]), inplace=True) if not df.ta.datetime_ordered else None\n",
" df.drop(cols, axis=1, inplace=True, errors=\"ignore\")\n",
" df.name = ticker\n",
" return df\n",
"\n",
"def ctitle(indicator_name, ticker=\"SPY\", length=100):\n",
" return f\"{ticker}: {indicator_name} from {recent_startdate} to {recent_startdate} ({length})\"\n",
"\n",
"def ta_ylim(series: pd.Series, percent: float = 0.1):\n",
" smin, smax = series.min(), series.max()\n",
" if isinstance(percent, float) and 0 <= float(percent) <= 1:\n",
" y_min = (1 + percent) * smin if smin < 0 else (1 - percent) * smin\n",
" y_max = (1 - percent) * smax if smax < 0 else (1 + percent) * smax\n",
" return (y_min, y_max)\n",
" return (smin, smax)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Initialization"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"price_size = (16, 8)\n",
"ind_size = (16, 3.25)\n",
"ticker = \"SPY\"\n",
"# All Data: 0, Last Four Years: 0.25, Last Two Years: 0.5, This Year: 1, Last Half Year: 2, Last Quarter: 3\n",
"yearly_divisor = 1\n",
"recent = int(ta.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(5250, 7) from 1999-11-01 00:00:00 to 2020-09-11 00:00:00\n",
" open high low close adj_close \\\n",
"count 5250.000000 5250.000000 5250.000000 5250.000000 5250.000000 \n",
"mean 162.536632 163.498417 161.465172 162.533567 138.609095 \n",
"std 63.510375 63.701597 63.293436 63.521877 71.070742 \n",
"min 67.950000 70.000000 67.100000 68.110000 53.914200 \n",
"25% 116.500000 117.400000 115.580000 116.542500 87.510800 \n",
"50% 138.352500 139.320000 137.225000 138.183750 106.456300 \n",
"75% 204.762500 206.070000 203.917500 204.970000 185.195375 \n",
"max 355.870000 358.750000 353.430000 357.700000 357.700000 \n",
"\n",
" volume \n",
"count 5.250000e+03 \n",
"mean 1.112000e+08 \n",
"std 9.800456e+07 \n",
"min 6.790000e+04 \n",
"25% 4.760167e+07 \n",
"50% 8.220760e+07 \n",
"75% 1.490664e+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 2019-09-13 00:00:00 to 2020-09-11 00:00:00\n",
" open high low close adj_close \\\n",
"count 5250.000000 5250.000000 5250.000000 5250.000000 5250.000000 \n",
"mean 162.536632 163.498417 161.465172 162.533567 138.609095 \n",
"std 63.510375 63.701597 63.293436 63.521877 71.070742 \n",
"min 67.950000 70.000000 67.100000 68.110000 53.914200 \n",
"25% 116.500000 117.400000 115.580000 116.542500 87.510800 \n",
"50% 138.352500 139.320000 137.225000 138.183750 106.456300 \n",
"75% 204.762500 206.070000 203.917500 204.970000 185.195375 \n",
"max 355.870000 358.750000 353.430000 357.700000 357.700000 \n",
"\n",
" volume \n",
"count 5.250000e+03 \n",
"mean 1.112000e+08 \n",
"std 9.800456e+07 \n",
"min 6.790000e+04 \n",
"25% 4.760167e+07 \n",
"50% 8.220760e+07 \n",
"75% 1.490664e+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>2019-09-13</th>\n",
" <td>2019-09-13</td>\n",
" <td>301.78</td>\n",
" <td>302.1700</td>\n",
" <td>300.6800</td>\n",
" <td>301.09</td>\n",
" <td>295.1126</td>\n",
" <td>62053458.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-09-16</th>\n",
" <td>2019-09-16</td>\n",
" <td>299.84</td>\n",
" <td>301.1378</td>\n",
" <td>299.4500</td>\n",
" <td>300.16</td>\n",
" <td>294.2011</td>\n",
" <td>57934320.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-09-17</th>\n",
" <td>2019-09-17</td>\n",
" <td>299.94</td>\n",
" <td>301.0200</td>\n",
" <td>299.7500</td>\n",
" <td>300.92</td>\n",
" <td>294.9460</td>\n",
" <td>42770135.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-09-18</th>\n",
" <td>2019-09-18</td>\n",
" <td>300.49</td>\n",
" <td>301.2200</td>\n",
" <td>298.2400</td>\n",
" <td>301.10</td>\n",
" <td>295.1224</td>\n",
" <td>73875018.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-09-19</th>\n",
" <td>2019-09-19</td>\n",
" <td>301.53</td>\n",
" <td>302.6300</td>\n",
" <td>300.7103</td>\n",
" <td>301.08</td>\n",
" <td>295.1028</td>\n",
" <td>77933334.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" date open high low close adj_close \\\n",
"date \n",
"2019-09-13 2019-09-13 301.78 302.1700 300.6800 301.09 295.1126 \n",
"2019-09-16 2019-09-16 299.84 301.1378 299.4500 300.16 294.2011 \n",
"2019-09-17 2019-09-17 299.94 301.0200 299.7500 300.92 294.9460 \n",
"2019-09-18 2019-09-18 300.49 301.2200 298.2400 301.10 295.1224 \n",
"2019-09-19 2019-09-19 301.53 302.6300 300.7103 301.08 295.1028 \n",
"\n",
" volume \n",
"date \n",
"2019-09-13 62053458.0 \n",
"2019-09-16 57934320.0 \n",
"2019-09-17 42770135.0 \n",
"2019-09-18 73875018.0 \n",
"2019-09-19 77933334.0 "
]
},
"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": [
"## Misc"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Example Charting Class utilizing **mplfinance** panels"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"class Chart(object):\n",
" def __init__(self, df: pd.DataFrame = None, strategy: ta.Strategy = ta.CommonStrategy, *args, **kwargs):\n",
" self.verbose = kwargs.pop(\"verbose\", False)\n",
"\n",
" if isinstance(df, pd.DataFrame) and df.ta.datetime_ordered:\n",
" self.df = df\n",
" if self.df.name is not None and self.df.name != \"\":\n",
" df_name = str(self.df.name)\n",
" else:\n",
" df_name = \"DataFrame\"\n",
" if self.verbose: print(f\"[i] Loaded {df_name}{self.df.shape}\")\n",
" else:\n",
" print(f\"[X] Oops! Missing 'ohlcv' data or index is not datetime ordered.\\n\")\n",
" return None\n",
"\n",
" self._validate_ta_strategy(strategy)\n",
" self._validate_mpf_kwargs(**kwargs)\n",
" self._validate_chart_kwargs(**kwargs)\n",
"\n",
" # Build TA and Plot\n",
" self.df.ta.strategy(self.strategy, verbose=self.verbose)\n",
" self._plot(**kwargs)\n",
"\n",
" def _validate_ta_strategy(self, strategy):\n",
" if strategy is not None or isinstance(strategy, ta.Strategy):\n",
" self.strategy = strategy\n",
" elif len(self.strategy_ta) > 0:\n",
" print(f\"[+] Strategy: {self.strategy_name}\")\n",
" else:\n",
" self.strategy = ta.CommonStrategy \n",
"\n",
" def _validate_chart_kwargs(self, **kwargs):\n",
" \"\"\"Chart Settings\"\"\"\n",
" self.config = {}\n",
" self.config[\"last\"] = kwargs.pop(\"last\", recent)\n",
" self.config[\"rpad\"] = kwargs.pop(\"rpad\", 10)\n",
" self.config[\"title\"] = kwargs.pop(\"title\", \"Asset\")\n",
" self.config[\"volume\"] = kwargs.pop(\"volume\", True)\n",
"\n",
" def _validate_mpf_kwargs(self, **kwargs):\n",
" # mpf global chart settings\n",
" default_chart = mpf.available_styles()[-1]\n",
" default_mpf_width = {\n",
" 'candle_linewidth': 0.6,\n",
" 'candle_width': 0.525,\n",
" 'volume_width': 0.525\n",
" }\n",
" mpfchart = {}\n",
"\n",
" mpf_style = kwargs.pop(\"style\", \"\")\n",
" if mpf_style == \"\" or mpf_style.lower() == \"random\":\n",
" mpf_styles = mpf.available_styles()\n",
" mpfchart[\"style\"] = mpf_styles[rnd.randrange(len(mpf_styles))]\n",
" elif mpf_style.lower() in mpf.available_styles():\n",
" mpfchart[\"style\"] = mpf_style\n",
"\n",
" mpfchart[\"figsize\"] = kwargs.pop(\"figsize\", (12, 10))\n",
" mpfchart[\"non_trading\"] = kwargs.pop(\"nontrading\", False)\n",
" mpfchart[\"rc\"] = kwargs.pop(\"rc\", {'figure.facecolor': '#EDEDED'})\n",
" mpfchart[\"plot_ratios\"] = kwargs.pop(\"plot_ratios\", (12, 1.7))\n",
" mpfchart[\"scale_padding\"] = kwargs.pop(\"scale_padding\", {'left': 1, 'top': 4, 'right': 1, 'bottom': 1})\n",
" mpfchart[\"tight_layout\"] = kwargs.pop(\"tight_layout\", True)\n",
" mpfchart[\"type\"] = kwargs.pop(\"type\", \"candle\")\n",
" mpfchart[\"width_config\"] = kwargs.pop(\"width_config\", default_mpf_width)\n",
" mpfchart[\"xrotation\"] = kwargs.pop(\"xrotation\", 15)\n",
" \n",
" self.mpfchart = mpfchart\n",
"\n",
" def _attribution(self):\n",
" print(f\"\\nPandas v: {pd.__version__} [pip install pandas] https://github.com/pandas-dev/pandas\")\n",
" print(f\"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\")\n",
" print(f\"Technical Analysis with Pandas TA v: {ta.version} [pip install pandas_ta] https://github.com/twopirllc/pandas-ta\")\n",
" print(f\"Charts by Matplotlib Finance v: {mpf.__version__} [pip install mplfinance] https://github.com/matplotlib/mplfinance\\n\")\n",
"\n",
" def _right_pad_df(self, rpad: int, delta_unit: str = \"D\", range_freq: str = \"B\"):\n",
" if rpad > 0:\n",
" dfpad = self.df[-rpad:].copy()\n",
" dfpad.iloc[:,:] = np.NaN\n",
"\n",
" df_frequency = self.df.index.value_counts().mode()[0] # Most common frequency\n",
" freq_delta = pd.Timedelta(df_frequency, unit=delta_unit)\n",
" new_dr = pd.date_range(start=self.df.index[-1] + freq_delta, periods=rpad, freq=range_freq)\n",
" dfpad.index = new_dr # Update the padded index with new dates\n",
" self.df = self.df.append(dfpad)\n",
" \n",
" \n",
" def _plot(self, **kwargs):\n",
" if not isinstance(self.mpfchart[\"plot_ratios\"], tuple):\n",
" print(f\"[X] plot_ratios must be a tuple\")\n",
" return\n",
"\n",
" # Override Chart Title Option\n",
" chart_title = self.config[\"title\"]\n",
" if \"title\" in kwargs and isinstance(kwargs[\"title\"], str):\n",
" chart_title = kwargs.pop(\"title\")\n",
"\n",
" # Override Right Bar Padding Option\n",
" rpad = self.config[\"rpad\"]\n",
" if \"rpad\" in kwargs and kwargs[\"rpad\"] > 0:\n",
" rpad = int(kwargs[\"rpad\"])\n",
"\n",
" def cpanel():\n",
" return len(self.mpfchart['plot_ratios'])\n",
"\n",
" # Last Second Default TA Indicators\n",
" linreg = kwargs.pop(\"linreg\", False)\n",
" linreg_name = self.df.ta.linreg(append=True).name if linreg else \"\"\n",
"\n",
" midpoint = kwargs.pop(\"midpoint\", False)\n",
" midpoint_name = self.df.ta.midpoint(append=True).name if midpoint else \"\"\n",
"\n",
" ohlc4 = kwargs.pop(\"ohlc4\", False)\n",
" ohlc4_name = self.df.ta.ohlc4(append=True).name if ohlc4 else \"\"\n",
"\n",
" clr = kwargs.pop(\"clr\", False)\n",
" clr_name = self.df.ta.log_return(cumulative=True, append=True).name if clr else \"\"\n",
"\n",
" rsi = kwargs.pop(\"rsi\", False)\n",
" rsi_length = kwargs.pop(\"rsi_length\", None)\n",
" if isinstance(rsi_length, int) and rsi_length > 1:\n",
" rsi_name = self.df.ta.rsi(length=rsi_length, append=True).name\n",
" elif rsi:\n",
" rsi_name = self.df.ta.rsi(append=True).name\n",
" else: rsi_name = \"\"\n",
" \n",
" zscore = kwargs.pop(\"zscore\", False)\n",
" zscore_length = kwargs.pop(\"zscore_length\", None)\n",
" if isinstance(zscore_length, int) and zscore_length > 1:\n",
" zs_name = self.df.ta.zscore(length=zscore_length, append=True).name\n",
" elif zscore:\n",
" zs_name = self.df.ta.zscore(append=True).name\n",
" else: zs_name = \"\"\n",
"\n",
" macd = kwargs.pop(\"macd\", False)\n",
" macd_name = \"\"\n",
" if macd:\n",
" macds = self.df.ta.macd(append=True)\n",
" macd_name = macds.name\n",
"\n",
" squeeze = kwargs.pop(\"squeeze\", False)\n",
" lazybear = kwargs.pop(\"lazybear\", False)\n",
" squeeze_name = \"\"\n",
" if squeeze:\n",
" squeezes = self.df.ta.squeeze(lazybear=lazybear, detailed=True, append=True)\n",
" squeeze_name = squeezes.name\n",
"\n",
" ama = kwargs.pop(\"archermas\", False)\n",
" ama_name = \"\"\n",
" if ama:\n",
" amas = self.df.ta.amat(append=True)\n",
" ama_name = amas.name\n",
"\n",
" aobv = kwargs.pop(\"archerobv\", False)\n",
" aobv_name = \"\"\n",
" if aobv:\n",
" aobvs = self.df.ta.aobv(append=True)\n",
" aobv_name = aobvs.name\n",
"\n",
" treturn = kwargs.pop(\"trendreturn\", False)\n",
" if treturn:\n",
" # Long Trend requires Series Comparison (<=. <, = >, >=)\n",
" # or Trade Logic that yields trends in binary.\n",
" default_long = self.df[\"SMA_10\"] > self.df[\"SMA_20\"]\n",
" long_trend = kwargs.pop(\"long_trend\", default_long)\n",
" short_trend = ~long_trend # Opposite/Inverse\n",
" self.df[\"TRl\"] = ta.trend_return(self.df[\"close\"], long_trend, cumulative=True)\n",
" self.df[\"TRs\"] = ta.trend_return(self.df[\"close\"], short_trend, cumulative=True)\n",
" self.df[\"TR\"] = self.df[\"TRl\"] + self.df[\"TRs\"]\n",
"\n",
" # Pad and trim Chart\n",
" self._right_pad_df(rpad)\n",
" mpfdf = self.df.tail(self.config[\"last\"])\n",
" mpfdf_columns = list(self.df.columns)\n",
"\n",
" # BEGIN: Custom TA Plots and Panels\n",
" # Modify the area below \n",
" taplots = [] # Holds all the additional plots\n",
"\n",
" # Panel 0: Price Overlay\n",
" if linreg_name in mpfdf_columns:\n",
" taplots += [mpf.make_addplot(mpfdf[linreg_name], type=kwargs.pop(\"linreg_type\", \"line\"), color=kwargs.pop(\"linreg_color\", \"black\"), linestyle=\"-.\", width=1.2, panel=0)]\n",
"\n",
" if midpoint_name in mpfdf_columns:\n",
" taplots += [mpf.make_addplot(mpfdf[midpoint_name], type=kwargs.pop(\"midpoint_type\", \"scatter\"), color=kwargs.pop(\"midpoint_color\", \"fuchsia\"), width=0.4, panel=0)]\n",
"\n",
" if ohlc4_name in mpfdf_columns:\n",
" taplots += [mpf.make_addplot(mpfdf[ohlc4_name], ylabel=ohlc4_name, type=kwargs.pop(\"ohlc4_type\", \"scatter\"), color=kwargs.pop(\"ohlc4_color\", \"blue\"), alpha=0.85, width=0.4, panel=0)]\n",
"\n",
" if self.strategy.name == ta.CommonStrategy.name:\n",
" total_sma = 0 # Check if all the overlap indicators exists before adding plots\n",
" for c in [\"SMA_10\", \"SMA_20\", \"SMA_50\", \"SMA_200\"]:\n",
" if c in mpfdf_columns: total_sma += 1\n",
" else: print(f\"[X] Indicator: {c} missing!\")\n",
" if total_sma == 4:\n",
" ta_smas = [\n",
" mpf.make_addplot(mpfdf[\"SMA_10\"], color=\"green\", width=1.5, panel=0),\n",
" mpf.make_addplot(mpfdf[\"SMA_20\"], color=\"orange\", width=2, panel=0),\n",
" mpf.make_addplot(mpfdf[\"SMA_50\"], color=\"red\", width=2, panel=0),\n",
" mpf.make_addplot(mpfdf[\"SMA_200\"], color=\"maroon\", width=3, panel=0),\n",
" ]\n",
" taplots += ta_smas\n",
"\n",
" if len(ama_name):\n",
" amat_sr_ = mpfdf[amas.columns[-1]][mpfdf[amas.columns[-1]] > 0]\n",
" amat_sr = amat_sr_.index.to_list()\n",
" else:\n",
" amat_sr = None\n",
"\n",
" # Panel 1: If volume=True, the add the VOL MA. Since we know there is only one, we immediately pop it.\n",
" if self.config[\"volume\"]:\n",
" volma = [x for x in list(self.df.columns) if x.startswith(\"VOL_\")].pop()\n",
" max_vol = mpfdf[\"volume\"].max()\n",
" ta_volume = [mpf.make_addplot(mpfdf[volma], color=\"red\", width=2, panel=1, ylim=(-.2 * max_vol, 1.5 * max_vol))]\n",
" taplots += ta_volume\n",
"\n",
" # Panels 2 - 9\n",
" common_plot_ratio = (3,)\n",
"\n",
" if len(aobv_name):\n",
" _p = kwargs.pop(\"aobv_percenty\", 0.2)\n",
" aobv_ylim = ta_ylim(mpfdf[aobvs.columns[0]], _p)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[aobvs.columns[0]], ylabel=aobv_name, color=\"black\", width=1.5, panel=cpanel(), ylim=aobv_ylim),\n",
" mpf.make_addplot(mpfdf[aobvs.columns[2]], color=\"silver\", width=1, panel=cpanel(), ylim=aobv_ylim),\n",
" mpf.make_addplot(mpfdf[aobvs.columns[3]], color=\"green\", width=1, panel=cpanel(), ylim=aobv_ylim),\n",
" mpf.make_addplot(mpfdf[aobvs.columns[4]], color=\"red\", width=1.2, panel=cpanel(), ylim=aobv_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" if clr_name in mpfdf_columns:\n",
" _p = kwargs.pop(\"clr_percenty\", 0.1)\n",
" clr_ylim = ta_ylim(mpfdf[clr_name], _p)\n",
"\n",
" taplots += [mpf.make_addplot(mpfdf[clr_name], ylabel=clr_name, color=\"black\", width=1.5, panel=cpanel(), ylim=clr_ylim)]\n",
" if (1 - _p) * mpfdf[clr_name].min() < 0 and (1 + _p) * mpfdf[clr_name].max() > 0:\n",
" taplots += [mpf.make_addplot(mpfdf[\"0\"], color=\"gray\", width=1.2, panel=cpanel(), ylim=clr_ylim)]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" if rsi_name in mpfdf_columns:\n",
" rsi_ylim = (0, 100)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[rsi_name], ylabel=rsi_name, color=kwargs.pop(\"rsi_color\", \"black\"), width=1.5, panel=cpanel(), ylim=rsi_ylim),\n",
" mpf.make_addplot(mpfdf[\"20\"], color=\"green\", width=1, panel=cpanel(), ylim=rsi_ylim),\n",
" mpf.make_addplot(mpfdf[\"50\"], color=\"gray\", width=0.8, panel=cpanel(), ylim=rsi_ylim),\n",
" mpf.make_addplot(mpfdf[\"80\"], color=\"red\", width=1, panel=cpanel(), ylim=rsi_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
" \n",
" if macd_name in mpfdf_columns:\n",
" _p = kwargs.pop(\"macd_percenty\", 0.15)\n",
" macd_ylim = ta_ylim(mpfdf[macd_name], _p)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[macd_name], ylabel=macd_name, color=\"black\", width=1.5, panel=cpanel()),#, ylim=macd_ylim),\n",
" mpf.make_addplot(mpfdf[macds.columns[-1]], color=\"blue\", width=1.1, panel=cpanel()),#, ylim=macd_ylim),\n",
" mpf.make_addplot(mpfdf[macds.columns[1]], type=\"bar\", alpha=0.8, color=\"dimgray\", width=0.8, panel=cpanel()),#, ylim=macd_ylim),\n",
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel()),#, ylim=macd_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel \n",
"\n",
" if zs_name in mpfdf_columns:\n",
" _p = kwargs.pop(\"zascore_percenty\", 0.2)\n",
" zs_ylim = ta_ylim(mpfdf[zs_name], _p)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[zs_name], ylabel=zs_name, color=\"black\", width=1.5, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"-3\"], color=\"red\", width=1.2, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"-2\"], color=\"orange\", width=1, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"-1\"], color=\"silver\", width=1, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"1\"], color=\"silver\", width=1, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"2\"], color=\"orange\", width=1, panel=cpanel(), ylim=zs_ylim),\n",
" mpf.make_addplot(mpfdf[\"3\"], color=\"red\", width=1.2, panel=cpanel(), ylim=zs_ylim)\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" if squeeze_name in mpfdf_columns:\n",
" _p = kwargs.pop(\"squeeze_percenty\", 0.6)\n",
" sqz_ylim = ta_ylim(mpfdf[squeeze_name], _p)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[squeezes.columns[-4]], type=\"bar\", color=\"lime\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[squeezes.columns[-3]], type=\"bar\", color=\"green\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[squeezes.columns[-2]], type=\"bar\", color=\"maroon\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[squeezes.columns[-1]], type=\"bar\", color=\"red\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[squeezes.columns[4]], ylabel=squeeze_name, color=\"green\", width=2, panel=cpanel(), ylim=sqz_ylim),\n",
" mpf.make_addplot(mpfdf[squeezes.columns[5]], color=\"red\", width=1.8, panel=cpanel(), ylim=sqz_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" if treturn:\n",
" _p = kwargs.pop(\"treturn_percenty\", 0.33)\n",
" treturn_ylim = ta_ylim(mpfdf[\"TR\"], _p)\n",
" taplots += [\n",
" mpf.make_addplot(mpfdf[\"TRl\"], ylabel=\"Trend Return\", type=\"bar\", color=\"green\", alpha=0.45, width=0.8, panel=cpanel(), ylim=treturn_ylim),\n",
" mpf.make_addplot(mpfdf[\"TRs\"], type=\"bar\", color=\"red\", alpha=0.45, width=0.8, panel=cpanel(), ylim=treturn_ylim),\n",
" mpf.make_addplot(mpfdf[\"TR\"], color=\"black\", width=1.5, panel=cpanel(), ylim=treturn_ylim),\n",
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=treturn_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" _p = kwargs.pop(\"cstreturn_percenty\", 0.33)\n",
" trcs = mpfdf[\"TR\"].cumsum()\n",
" treturncs_ylim = ta_ylim(trcs, _p)\n",
" taplots += [\n",
" mpf.make_addplot(trcs, ylabel=\"Trend B&H\", color=\"black\", width=1.5, panel=cpanel(), ylim=treturncs_ylim),\n",
" mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=treturncs_ylim),\n",
" ]\n",
" self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n",
"\n",
" # END: Custom TA Plots and Panels\n",
"\n",
" if self.verbose:\n",
" additional_ta = []\n",
" chart_title = f\"{chart_title} [{self.strategy.name}] (last {self.config['last']} bars)\"\n",
" chart_title += f\"\\nSince {mpfdf.index[0]} till {mpfdf.index[-1]}\"\n",
" if len(linreg_name) > 0: additional_ta.append(linreg_name)\n",
" if len(midpoint_name) > 0: additional_ta.append(midpoint_name)\n",
" if len(ohlc4_name) > 0: additional_ta.append(ohlc4_name)\n",
" if len(additional_ta) > 0:\n",
" chart_title += f\"\\nIncluding: {', '.join(additional_ta)}\"\n",
"\n",
" if amat_sr:\n",
" vlines_ = dict(vlines=amat_sr, alpha=0.1, colors=\"red\")\n",
" else:\n",
" # Hidden because vlines needs valid arguments even if None \n",
" vlines_ = dict(vlines=mpfdf.index[0], alpha=0, colors=\"white\")\n",
"\n",
" # Create Final Plot\n",
" mpf.plot(mpfdf,\n",
" title=chart_title,\n",
" type=self.mpfchart[\"type\"],\n",
" style=self.mpfchart[\"style\"],\n",
" datetime_format=\"%-m/%-d/%Y\",\n",
" volume=self.config[\"volume\"],\n",
" figsize=self.mpfchart[\"figsize\"],\n",
" tight_layout=self.mpfchart[\"tight_layout\"],\n",
" scale_padding=self.mpfchart[\"scale_padding\"],\n",
" panel_ratios=self.mpfchart[\"plot_ratios\"], # This key needs to be update above if adding more panels\n",
" xrotation=self.mpfchart[\"xrotation\"],\n",
" update_width_config=self.mpfchart[\"width_config\"],\n",
" show_nontrading=self.mpfchart[\"non_trading\"],\n",
" vlines=vlines_,\n",
" addplot=taplots\n",
" )\n",
" \n",
" self._attribution()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Charting Example\n",
"#### Play with the parameters to see different charts and results\n",
"* This is an example chart so it's not perfect. Enough to get started with common and uncommon plots.\n",
"* There is a maximum of 10 Panels. In this example, panels 0 and 1 are reserved for Price and Volume respectively.\n",
" * "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[i] Loaded SPY(5250, 34)\n",
"[+] Strategy: Common Price and Volume SMAs\n",
"[i] Indicator arguments: {'append': True}\n",
"[i] Multiprocessing: 4 of 4 cores.\n",
"[i] Total indicators: 5\n",
"[i] Columns added: 5\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1200x1000 with 10 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"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: 0.2.08b [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 0x11348ee20>"
]
},
"execution_count": 11,
"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": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x116d6ab20>"
]
},
"execution_count": 12,
"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=colors(\"BkBl\"), linewidth=1, title=ctitle(clrdf.name, ticker=ticker, length=recent), grid=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### MACD"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x117267250>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1600x325 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"macddf = df.ta.macd(fast=8, slow=21, signal=9, min_periods=None, append=True)\n",
"macddf[[macddf.columns[0], macddf.columns[2]]].tail(recent).plot(figsize=(16, 2), color=colors(\"BkBl\"), 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": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x1167a4a00>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1600x325 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"zscoredf = df.ta.zscore(length=30, append=True)\n",
"zcolors = [\"darkgreen\", \"green\", \"silver\", \"silver\", \"red\", \"maroon\", \"black\"]\n",
"zcols = df[[\"-4\", \"-3\", \"-2\", \"2\", \"3\", \"4\", zscoredf.name]].tail(recent)\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": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x1175b2730>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1600x325 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Now Volume Z Score\n",
"zvscoredf = df.ta.zscore(close=\"volume\", length=30, prefix=\"VOL\", append=True)\n",
"zcolors = [\"darkgreen\", \"green\", \"silver\", \"silver\", \"red\", \"maroon\", \"black\"]\n",
"zvcols = df[[\"-4\", \"-3\", \"-2\", \"2\", \"3\", \"4\", zvscoredf.name]].tail(recent)\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": 16,
"metadata": {},
"outputs": [],
"source": [
"# help(ta.squeeze)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1200x1000 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n",
"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n",
"Technical Analysis with Pandas TA v: 0.2.08b [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 0x1175701f0>"
]
},
"execution_count": 17,
"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": 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: 0.2.08b [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 0x114347e20>"
]
},
"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, lazybear=True,\n",
" show_nontrading=False, # Intraday use if needed\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Archer Moving Averages Trends\n",
"Archer Moving Average Trends (__amat__) returns the long and short run trends of fast and slow moving averages.\n",
"* The _pink_ background, on the Price chart, is when Archer MAs are bearish. Conversely, a _white_ background is bullish"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1200x1000 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n",
"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n",
"Technical Analysis with Pandas TA v: 0.2.08b [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 0x117cfcbe0>"
]
},
"execution_count": 19,
"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": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1200x1000 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n",
"Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n",
"Technical Analysis with Pandas TA v: 0.2.08b [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 0x116ce9820>"
]
},
"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=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
}