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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 # Required for Watchlist"
]
},
{
"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 v0.2.20b0\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",
"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": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[!] Loading All: SPY, QQQ, AAPL, TSLA\n",
"[i] Loaded['D']: SPY_D.csv\n",
"[i] Runtime: 4033.5562 ms (4.0336 s)\n",
"[i] Loaded['D']: QQQ_D.csv\n",
"[i] Runtime: 3318.0553 ms (3.3181 s)\n",
"[i] Loaded['D']: AAPL_D.csv\n",
"[i] Runtime: 3492.6465 ms (3.4926 s)\n",
"[i] Loaded['D']: TSLA_D.csv\n",
"[i] Runtime: 3465.9056 ms (3.4659 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": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SPY (5265, 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",
"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": 6,
"metadata": {},
"outputs": [],
"source": [
"duration = \"1y\"\n",
"recent = recent_bars(watch.data[ticker], duration)\n",
"asset = watch.data[ticker].copy().tail(recent)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Create a Trend"
]
},
{
"cell_type": "code",
"execution_count": 7,
"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>SMA_10</th>\n",
" <th>SMA_20</th>\n",
" <th>SMA_50</th>\n",
" <th>SMA_200</th>\n",
" <th>VOL_SMA_20</th>\n",
" <th>EMA_8</th>\n",
" <th>EMA_21</th>\n",
" <th>EMA_50</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",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2020-09-28</th>\n",
" <td>331.181</td>\n",
" <td>336.9395</td>\n",
" <td>334.8642</td>\n",
" <td>310.30500</td>\n",
" <td>86281647.00</td>\n",
" <td>330.408828</td>\n",
" <td>334.010756</td>\n",
" <td>331.721246</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-09-29</th>\n",
" <td>330.401</td>\n",
" <td>336.0925</td>\n",
" <td>335.0252</td>\n",
" <td>310.38120</td>\n",
" <td>85553267.55</td>\n",
" <td>330.844644</td>\n",
" <td>333.861596</td>\n",
" <td>331.746687</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-09-30</th>\n",
" <td>330.008</td>\n",
" <td>335.2070</td>\n",
" <td>335.2228</td>\n",
" <td>310.46905</td>\n",
" <td>88007358.10</td>\n",
" <td>331.743612</td>\n",
" <td>333.955087</td>\n",
" <td>331.869955</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-10-01</th>\n",
" <td>330.128</td>\n",
" <td>334.1740</td>\n",
" <td>335.4264</td>\n",
" <td>310.55675</td>\n",
" <td>88965293.60</td>\n",
" <td>332.920587</td>\n",
" <td>334.235534</td>\n",
" <td>332.072702</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-10-02</th>\n",
" <td>330.447</td>\n",
" <td>333.5965</td>\n",
" <td>335.6440</td>\n",
" <td>310.62810</td>\n",
" <td>86036292.75</td>\n",
" <td>333.124901</td>\n",
" <td>334.199576</td>\n",
" <td>332.142007</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" SMA_10 SMA_20 SMA_50 SMA_200 VOL_SMA_20 EMA_8 \\\n",
"date \n",
"2020-09-28 331.181 336.9395 334.8642 310.30500 86281647.00 330.408828 \n",
"2020-09-29 330.401 336.0925 335.0252 310.38120 85553267.55 330.844644 \n",
"2020-09-30 330.008 335.2070 335.2228 310.46905 88007358.10 331.743612 \n",
"2020-10-01 330.128 334.1740 335.4264 310.55675 88965293.60 332.920587 \n",
"2020-10-02 330.447 333.5965 335.6440 310.62810 86036292.75 333.124901 \n",
"\n",
" EMA_21 EMA_50 \n",
"date \n",
"2020-09-28 334.010756 331.721246 \n",
"2020-09-29 333.861596 331.746687 \n",
"2020-09-30 333.955087 331.869955 \n",
"2020-10-01 334.235534 332.072702 \n",
"2020-10-02 334.199576 332.142007 "
]
},
"execution_count": 7,
"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)\n",
"asset[asset.columns[5:]].tail()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Calculate Trend Returns from the long trend"
]
},
{
"cell_type": "code",
"execution_count": 8,
"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>2020-09-28</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>2020-09-29</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>2020-09-30</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>2020-10-01</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>2020-10-02</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",
"2020-09-28 0.0 0.0 0 0\n",
"2020-09-29 0.0 0.0 0 0\n",
"2020-09-30 0.0 0.0 0 0\n",
"2020-10-01 0.0 0.0 0 0\n",
"2020-10-02 0.0 0.0 0 0"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"trendy = asset.ta.trend_return(trend=long, cumulative=True, trade_offset=-1, append=True)\n",
"trendy.tail() # Third Column is the long trend; binary sequences"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Simple Price Chart"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'SPY Tuesday October 6, 2020, NYSE: 5:39:37, Local: 9:39:37 PDT, Day 280/365 (77.0%)'}, xlabel='date'>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"extime = ta.get_time(to_string=True)\n",
"chart_ = asset[[\"close\", \"EMA_8\", \"EMA_21\", \"EMA_50\"]]\n",
"chart_.plot(figsize=(16, 10), color=colors(\"BkGrOrRd\"), title=f\"{ticker} {extime}\", grid=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Trend Returns and Cumulative Trend Returns"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='date'>"
]
},
"execution_count": 10,
"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": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='date'>"
]
},
"execution_count": 11,
"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": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='date'>"
]
},
"execution_count": 12,
"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": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total Trades: 6\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>Signal</th>\n",
" <th>Entry</th>\n",
" <th>Exit</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2019-10-31</th>\n",
" <td>1</td>\n",
" <td>303.33</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-02-24</th>\n",
" <td>-1</td>\n",
" <td>NaN</td>\n",
" <td>322.42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-08</th>\n",
" <td>1</td>\n",
" <td>274.03</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-06-26</th>\n",
" <td>-1</td>\n",
" <td>NaN</td>\n",
" <td>300.05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-06-29</th>\n",
" <td>1</td>\n",
" <td>304.46</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-09-10</th>\n",
" <td>-1</td>\n",
" <td>NaN</td>\n",
" <td>333.89</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Signal Entry Exit\n",
"date \n",
"2019-10-31 1 303.33 NaN\n",
"2020-02-24 -1 NaN 322.42\n",
"2020-04-08 1 274.03 NaN\n",
"2020-06-26 -1 NaN 300.05\n",
"2020-06-29 1 304.46 NaN\n",
"2020-09-10 -1 NaN 333.89"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"entries = (trendy.iloc[:,-1] > 0).astype(int) * asset.close\n",
"entries[entries < 0.0001] = np.nan\n",
"entries.name = \"Entry\"\n",
"\n",
"\n",
"exits = (trendy.iloc[:,-1] < 0).astype(int) * asset.close\n",
"exits[exits < 0.0001] = np.nan\n",
"exits.name = \"Exit\"\n",
"\n",
"total_trades = trendy.iloc[:,-1].abs().sum()\n",
"print(f\"Total Trades: {total_trades}\")\n",
"\n",
"all_trades = trendy.iloc[:,-1].copy().fillna(0)\n",
"all_trades = all_trades[all_trades != 0]\n",
"\n",
"trades = pd.DataFrame({\"Signal\": all_trades, entries.name: entries.dropna(), exits.name: exits.dropna()})\n",
"trades"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Chart Display Strings"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"first_date, last_date = asset.index[0], 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} for {duration}({recent} bars)] from {f_date} to {l_date}\\n{last_ohlcv}\\n{extime}\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Trade Chart"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'\\nSPY [D for 1y(252 bars)] from Friday 10-4-2019 to Friday 10-2-2020\\nLast OHLCV: (331.7, 337.0126, 331.19, 333.84, 89431112)\\nTuesday October 6, 2020, NYSE: 5:39:37, Local: 9:39:37 PDT, Day 280/365 (77.0%)'}, xlabel='date'>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"# 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(\"BkGrOrRd\"), 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)"
]
},
{
"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
}