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pandas-ta/examples/AIExample.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Strategy Analysis with **Pandas TA** and AI/ML\n",
"* This is a **Work in Progress** and subject to change!\n",
"* Contributions are welcome and accepted!\n",
"* Examples below are for **educational purposes only**."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Required Packages\n",
"##### Uncomment the packages you need to install or are missing"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#!pip install numpy\n",
"#!pip install pandas\n",
"#!pip install mplfinance\n",
"#!pip install pandas-datareader\n",
"#!pip install requests_cache\n",
"#!pip install alphaVantage-api"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n",
"Numpy v1.19.2\n",
"Pandas v1.1.0\n",
"mplfinance v0.12.7a0\n",
"Pandas TA v0.2.19b0\n"
]
}
],
"source": [
"%pylab inline\n",
"import datetime as dt\n",
"import random as rnd\n",
"from sys import float_info as sflt\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"pd.set_option('max_rows', 100)\n",
"pd.set_option('max_columns', 20)\n",
"\n",
"import mplfinance as mpf\n",
"\n",
"from alphaVantageAPI.alphavantage import AlphaVantage\n",
"import pandas_ta as ta\n",
"\n",
"from watchlist import colors, Watchlist\n",
"\n",
"print(f\"Numpy v{np.__version__}\")\n",
"print(f\"Pandas v{pd.__version__}\")\n",
"print(f\"mplfinance v{mpf.__version__}\")\n",
"print(f\"Pandas TA v{ta.version}\")\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## MISC Functions"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def recent_bars(df, tf: str = \"1y\"):\n",
" # All Data: 0, Last Four Years: 0.25, Last Two Years: 0.5, This Year: 1, Last Half Year: 2, Last Quarter: 4\n",
" yearly_divisor = {\"all\": 0, \"10y\": 0.1, \"5y\": 0.2, \"4y\": 0.25, \"3y\": 1./3, \"2y\": 0.5, \"1y\": 1, \"6mo\": 2, \"3mo\": 4}\n",
" yd = yearly_divisor[tf] if tf in yearly_divisor.keys() else 0\n",
" return int(ta.RATE[\"TRADING_DAYS_PER_YEAR\"] / yd) if yd > 0 else df.shape[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Collect some Data"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[!] Loading All: SPY, QQQ, AAPL, TSLA\n",
"[i] Loaded['D']: SPY_D.csv\n",
"[i] Runtime: 2625.9568 ms (2.6260 s)\n",
"[+] Downloading['D']: QQQ\n",
"[i] Runtime: 916.8165 ms (0.9168 s)\n",
"[i] Loaded['D']: AAPL_D.csv\n",
"[i] Runtime: 1258.2966 ms (1.2583 s)\n",
"[+] Downloading['D']: TSLA\n",
"[i] Runtime: 1639.8345 ms (1.6398 s)\n"
]
}
],
"source": [
"tf = \"D\"\n",
"tickers = [\"SPY\", \"QQQ\", \"AAPL\", \"TSLA\"]\n",
"watch = Watchlist(tickers, tf=tf, timed=True)\n",
"watch.strategy = ta.CommonStrategy\n",
"watch.load(tickers, analyze=True, verbose=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Select an Asset"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SPY (5260, 10)\n",
"Columns: open, high, low, close, volume, SMA_10, SMA_20, SMA_50, SMA_200, VOL_SMA_20\n"
]
}
],
"source": [
"ticker = tickers[0]\n",
"# watch.data[ticker].ta.constants(True, [0, 0, 0])\n",
"print(f\"{ticker} {watch.data[ticker].shape}\\nColumns: {', '.join(list(watch.data[ticker].columns))}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Trim it"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SPY (252, 10)\n",
"Columns: open, high, low, close, volume, SMA_10, SMA_20, SMA_50, SMA_200, VOL_SMA_20\n"
]
}
],
"source": [
"duration = \"1y\"\n",
"recent = recent_bars(watch.data[ticker], duration)\n",
"asset = watch.data[ticker].copy().tail(recent)\n",
"print(f\"{ticker} {asset.shape}\\nColumns: {', '.join(list(asset.columns))}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Create a Trend"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"date\n",
"2019-09-27 NaN\n",
"2019-09-30 NaN\n",
"2019-10-01 NaN\n",
"2019-10-02 NaN\n",
"2019-10-03 NaN\n",
" ... \n",
"2020-09-21 332.547899\n",
"2020-09-22 332.459746\n",
"2020-09-23 332.074658\n",
"2020-09-24 331.738397\n",
"2020-09-25 331.620420\n",
"Name: EMA_50, Length: 252, dtype: float64"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Example Long Trends\n",
"# long = ta.sma(asset.close, 10) < ta.sma(asset.close, 20) # SMA(10) > SMA(20)\n",
"# long = ta.ema(asset.close, 8) > ta.ema(asset.close, 21) # EMA(8) > EMA(21)\n",
"long = ta.increasing(ta.ema(asset.close, 50))\n",
"# long = ta.macd(asset.close).iloc[:,1] > 0 # MACD Histogram is positive\n",
"\n",
"asset.ta.ema(length=8, append=True)\n",
"asset.ta.ema(length=21, append=True)\n",
"asset.ta.ema(length=50, append=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Calculate Trend Returns from the long trend"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>CLTR</th>\n",
" <th>TR_LOGRET</th>\n",
" <th>CLTR_Trends</th>\n",
" <th>CLTR_Trades</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2020-09-21</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>-1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-09-22</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-09-23</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-09-24</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-09-25</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" CLTR TR_LOGRET CLTR_Trends CLTR_Trades\n",
"date \n",
"2020-09-21 0.0 0.0 0 -1\n",
"2020-09-22 0.0 0.0 0 0\n",
"2020-09-23 0.0 0.0 0 0\n",
"2020-09-24 0.0 0.0 0 0\n",
"2020-09-25 0.0 0.0 0 0"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"trendy = asset.ta.trend_return(trend=long, cumulative=True, append=True)\n",
"trendy.tail() # Third Column is the long trend; binary sequences"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Trend Returns and Cumulative Trend Returns"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='date'>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cltr = trendy.iloc[:,0]\n",
"tr = trendy.iloc[:,1]\n",
"\n",
"trendy.iloc[:,:2].plot(figsize=(16, 3), color=colors(\"BkBl\"))\n",
"cltr.plot(figsize=(16, 3), kind=\"area\", stacked=False, color=colors(\"SvGy\")[0], alpha=0.25, grid=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Total Return"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='date'>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"capital = 10000\n",
"\n",
"total_return = cltr.cumsum() * capital\n",
"positive_return = total_return[total_return > 0]\n",
"negative_return = total_return[total_return <= 0]\n",
"trdf = pd.DataFrame({\"tr+\": positive_return, \"tr-\": negative_return})\n",
"trdf.plot(figsize=(16, 5), color=colors(), kind=\"area\", stacked=False, alpha=0.25, grid=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Long and Short Trends"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='date'>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x61.2 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"long_trend = (trendy.iloc[:,-2] > 0).astype(int)\n",
"short_trend = (1 - long_trend).astype(int)\n",
"\n",
"long_trend.plot(figsize=(16, 0.85), kind=\"area\", stacked=True, color=colors()[0], alpha=0.25)\n",
"short_trend.plot(figsize=(16, 0.85), kind=\"area\", stacked=True, color=colors()[1], alpha=0.25)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Entries & Exits"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total Trades: 12\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"entries = (trendy.iloc[:,-1] > 0).astype(int) * asset.close\n",
"entries[entries < 0.0001] = np.NaN\n",
"entries.name = \"entries\"\n",
"exits = (trendy.iloc[:,-1] < 0).astype(int) * asset.close\n",
"exits[exits < 0.0001] = np.NaN\n",
"exits.name = \"exits\"\n",
"\n",
"first_date = asset.index[0]\n",
"last_date = asset.index[-1]\n",
"f_date = f\"{first_date.day_name()} {first_date.month}-{first_date.day}-{first_date.year}\"\n",
"l_date = f\"{last_date.day_name()} {last_date.month}-{last_date.day}-{last_date.year}\"\n",
"last_ohlcv = f\"Last OHLCV: ({asset.iloc[-1].open}, {asset.iloc[-1].high}, {asset.iloc[-1].low}, {asset.iloc[-1].close}, {int(asset.iloc[-1].volume)})\"\n",
"ptitle = f\"\\n{ticker} ({tf} | {duration}) from {f_date} to {l_date} ({recent} bars)\\n{last_ohlcv}\"\n",
"\n",
"# chart = asset[\"close\"] #asset[[\"close\", \"SMA_10\", \"SMA_20\", \"SMA_50\", \"SMA_200\"]]\n",
"# chart = asset[[\"close\", \"SMA_10\", \"SMA_20\"]]\n",
"chart = asset[[\"close\", \"EMA_8\", \"EMA_21\", \"EMA_50\"]]\n",
"chart.plot(figsize=(16, 10), color=colors(\"BkGrRd\"), title=ptitle, grid=True)\n",
"entries.plot(figsize=(16, 10), color=colors(\"FcLi\")[1], marker=\"^\", markersize=12, alpha=0.8)\n",
"exits.plot(figsize=(16, 10), color=colors(\"FcLi\")[0], marker=\"v\", markersize=12, alpha=0.8, grid=True)\n",
"\n",
"total_trades = trendy.iloc[:,-1].abs().sum()\n",
"print(f\"Total Trades: {total_trades}\")\n",
"\n",
"entries_ = entries.dropna()\n",
"exits_ = exits.dropna()\n",
"all_trades = trendy.iloc[:,-1].copy().dropna()\n",
"# all_trades[all_trades != 0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# AI Analysis"
]
},
{
"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
}