mirror of
https://github.com/wassname/pandas-ta.git
synced 2026-06-27 16:10:07 +08:00
833 lines
324 KiB
Plaintext
833 lines
324 KiB
Plaintext
{
|
|
"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**.\n",
|
|
"* **NOTE:** The **watchlist** module is independent of Pandas TA. To easily use it, copy it from your local pandas_ta installation directory into your project directory."
|
|
]
|
|
},
|
|
{
|
|
"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 v1.19.5\n",
|
|
"Pandas v1.2.0\n",
|
|
"mplfinance v0.12.7a4\n",
|
|
"Pandas TA v0.2.40b0\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 # Is this failing? If so, copy it locally. See above.\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: 484.9688 ms (0.4850 s)\n",
|
|
"[i] Loaded['D']: QQQ_D.csv\n",
|
|
"[i] Runtime: 450.8788 ms (0.4509 s)\n",
|
|
"[i] Loaded['D']: AAPL_D.csv\n",
|
|
"[i] Runtime: 464.4700 ms (0.4645 s)\n",
|
|
"[i] Loaded['D']: TSLA_D.csv\n",
|
|
"[i] Runtime: 455.5702 ms (0.4556 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 February 2, 2021, NYSE: 9:00:14, Local: 13:00:14 PST, Day 33/365 (9.0%)'}, 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 February 2, 2021, NYSE: 9:00:14, Local: 13:00:14 PST, Day 33/365 (9.0%)'}, 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
|
|
}
|