wassname/pandas-ta
1
0
Fork 0
mirror of https://github.com/wassname/pandas-ta.git synced 2026-07-28 11:23:30 +08:00
Code Issues Packages Projects Releases Wiki Activity
Files
f7d87dc62be1464284ceffa3d908bc2dff4e8dbc
pandas-ta/examples/VectorBT_Backtest_with_Pandas_TA.ipynb
T

2374 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",
"id": "e8501022-fcc2-4413-8d96-a808daf447da",
"metadata": {},
"source": [
"# Backtesting with [**vectorbt**](https://github.com/polakowo/vectorbt)\n",
"* Data Acquisition (**yfinance**)\n",
"* Statistical and Technical Analysis (**pandas_ta**)\n",
"* Backtesting Analysis and Results (**vectorbt**)"
]
},
{
"cell_type": "markdown",
"id": "0f4f31b7-b37c-482c-a65b-d3cb21fd57f0",
"metadata": {},
"source": [
"### Initializations"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "208299e0-da6e-4631-85f8-c10e7a499792",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Package Versions:\n",
"Numpy v1.20.2\n",
"Pandas v1.2.4\n",
"vectorbt >= v0.18.1\n",
"\n",
"Pandas TA v0.2.89b0\n",
"To install the Latest Version:\n",
"$ pip install -U git+https://github.com/twopirllc/pandas-ta\n",
"\n"
]
}
],
"source": [
"import asyncio\n",
"import itertools\n",
"from datetime import datetime\n",
"\n",
"from IPython import display\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import pandas_ta as ta\n",
"import vectorbt as vbt\n",
"\n",
"import plotly.graph_objects as go\n",
"\n",
"print(\"Package Versions:\")\n",
"print(f\"Numpy v{np.__version__}\")\n",
"print(f\"Pandas v{pd.__version__}\")\n",
"print(f\"vectorbt >= v0.18.1\")\n",
"print(f\"\\nPandas TA v{ta.version}\\nTo install the Latest Version:\\n$ pip install -U git+https://github.com/twopirllc/pandas-ta\\n\")\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"id": "e4f0ed8c-a6d4-4843-877c-a200e47fc9d0",
"metadata": {},
"source": [
"# **vectorbt** Theme and Portfolio Settings"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "35f829c2-1890-443f-9608-c1ba0893226c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Portfolio Settings [Initial]\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>Value</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Option</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>call_seq</th>\n",
" <td>default</td>\n",
" </tr>\n",
" <tr>\n",
" <th>init_cash</th>\n",
" <td>100.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>size</th>\n",
" <td>inf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>size_type</th>\n",
" <td>shares</td>\n",
" </tr>\n",
" <tr>\n",
" <th>signal_size_type</th>\n",
" <td>shares</td>\n",
" </tr>\n",
" <tr>\n",
" <th>fees</th>\n",
" <td>0.0025</td>\n",
" </tr>\n",
" <tr>\n",
" <th>fixed_fees</th>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>slippage</th>\n",
" <td>0.0025</td>\n",
" </tr>\n",
" <tr>\n",
" <th>reject_prob</th>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min_size</th>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max_size</th>\n",
" <td>inf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>allow_partial</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>raise_reject</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>close_first</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>accumulate</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>log</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>conflict_mode</th>\n",
" <td>ignore</td>\n",
" </tr>\n",
" <tr>\n",
" <th>signal_direction</th>\n",
" <td>longonly</td>\n",
" </tr>\n",
" <tr>\n",
" <th>order_direction</th>\n",
" <td>all</td>\n",
" </tr>\n",
" <tr>\n",
" <th>cash_sharing</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>row_wise</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>use_numba</th>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>seed</th>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>freq</th>\n",
" <td>1D</td>\n",
" </tr>\n",
" <tr>\n",
" <th>incl_unrealized</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>use_filled_close</th>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>subplots</th>\n",
" <td>[orders, trade_returns, cum_returns]</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Value\n",
"Option \n",
"call_seq default\n",
"init_cash 100.0\n",
"size inf\n",
"size_type shares\n",
"signal_size_type shares\n",
"fees 0.0025\n",
"fixed_fees 0.0\n",
"slippage 0.0025\n",
"reject_prob 0.0\n",
"min_size 0.0\n",
"max_size inf\n",
"allow_partial False\n",
"raise_reject False\n",
"close_first False\n",
"accumulate False\n",
"log False\n",
"conflict_mode ignore\n",
"signal_direction longonly\n",
"order_direction all\n",
"cash_sharing False\n",
"row_wise False\n",
"use_numba True\n",
"seed None\n",
"freq 1D\n",
"incl_unrealized False\n",
"use_filled_close True\n",
"subplots [orders, trade_returns, cum_returns]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cheight, cwidth = 500, 1000 # Adjust as needed for Chart Height and Width\n",
"vbt.settings.set_theme(\"dark\") # Options: \"light\" (Default), \"dark\" (my fav), \"seaborn\"\n",
"\n",
"# Must be set\n",
"vbt.settings.portfolio[\"freq\"] = \"1D\" # Daily\n",
"\n",
"# Predefine vectorbt Portfolio settings\n",
"# vbt.settings.portfolio[\"init_cash\"] = 100\n",
"vbt.settings.portfolio[\"fees\"] = 0.0025 # 0.25%\n",
"vbt.settings.portfolio[\"slippage\"] = 0.0025 # 0.25%\n",
"# vbt.settings.portfolio[\"size\"] = 100\n",
"# vbt.settings.portfolio[\"accumulate\"] = False\n",
"vbt.settings.portfolio[\"allow_partial\"] = False\n",
"\n",
"pf_settings = pd.DataFrame(vbt.settings.portfolio.items(), columns=[\"Option\", \"Value\"])\n",
"pf_settings.set_index(\"Option\", inplace=True)\n",
"\n",
"print(f\"Portfolio Settings [Initial]\")\n",
"pf_settings"
]
},
{
"cell_type": "markdown",
"id": "bc8fc1e3-f3cc-487c-b11f-7df03eb64420",
"metadata": {},
"source": [
"## Helper Methods"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "d292b3b0-9186-4cf0-b618-64c6c9d8c1db",
"metadata": {},
"outputs": [],
"source": [
"def combine_stats(pf: vbt.portfolio.base.Portfolio, ticker: str, strategy: str, mode: int = 0):\n",
" header = pd.Series({\n",
" \"Run Time\": ta.get_time(full=False, to_string=True),\n",
" \"Mode\": \"LIVE\" if mode else \"TEST\",\n",
" \"Strategy\": strategy,\n",
" \"Direction\": vbt.settings.portfolio[\"signal_direction\"],\n",
" \"Symbol\": ticker.upper(),\n",
" \"Fees [%]\": 100 * vbt.settings.portfolio[\"fees\"],\n",
" \"Slippage [%]\": 100 * vbt.settings.portfolio[\"slippage\"],\n",
" \"Accumulate\": vbt.settings.portfolio[\"accumulate\"],\n",
" })\n",
" rstats = pf.returns_stats().dropna(axis=0).T\n",
" stats = pf.stats().dropna(axis=0).T\n",
" joint = pd.concat([header, stats, rstats])\n",
" return joint[~joint.index.duplicated(keep=\"first\")]\n",
"\n",
"def earliest_common_index(d: dict):\n",
" \"\"\"Returns index of the earliest common index of all DataFrames in the dict\"\"\"\n",
" min_date = None\n",
" for df in d.values():\n",
" if min_date is None:\n",
" min_date = df.index[0]\n",
" elif min_date < df.index[0]:\n",
" min_date = df.index[0]\n",
" return min_date\n",
"\n",
"def dl(tickers: list, same_start: bool = False, **kwargs):\n",
" if isinstance(tickers, str):\n",
" tickers = [tickers]\n",
" \n",
" if not isinstance(tickers, list) or len(tickers) == 0:\n",
" print(\"Must be a non-empty list of tickers or symbols\")\n",
" return\n",
"\n",
" if \"limit\" in kwargs and kwargs[\"limit\"] and len(tickers) > kwargs[\"limit\"]:\n",
" from itertools import islice \n",
" tickers = list(islice(tickers, kwargs[\"limit\"]))\n",
" print(f\"[!] Too many assets to compare. Using the first {kwargs['limit']}: {', '.join(tickers)}\")\n",
"\n",
" print(f\"[i] Downloading: {', '.join(tickers)}\")\n",
"\n",
" received = {}\n",
" if len(tickers):\n",
" _df = pd.DataFrame()\n",
" for ticker in tickers:\n",
" received[ticker] = _df.ta.ticker(ticker, **kwargs)\n",
" print(f\"[+] {ticker}{received[ticker].shape} {ta.get_time(full=False, to_string=True)}\")\n",
" \n",
" if same_start and len(tickers) > 1:\n",
" earliestci = earliest_common_index(received)\n",
" print(f\"[i] Earliest Common Date: {earliestci}\")\n",
" result = {ticker:df[df.index > earliestci].copy() for ticker,df in received.items()}\n",
" else:\n",
" result = received\n",
" print(f\"[*] Download Complete\\n\")\n",
" return result\n",
"\n",
"def dtmask(df: pd.DataFrame, start: datetime, end: datetime):\n",
" return df.loc[(df.index >= start) & (df.index <= end), :].copy()\n",
"\n",
"def show_data(d: dict):\n",
" [print(f\"{t}[{df.index[0]} - {df.index[-1]}]: {df.shape} {df.ta.time_range:.2f} years\") for t,df in d.items()]\n",
" \n",
"def trade_table(pf: vbt.portfolio.base.Portfolio, k: int = 1, total_fees: bool = False):\n",
" if not isinstance(pf, vbt.portfolio.base.Portfolio): return\n",
" k = int(k) if isinstance(k, int) and k > 0 else 1\n",
"\n",
" df = pf.trades.records[[\"status\", \"direction\", \"size\", \"entry_price\", \"exit_price\", \"return\", \"pnl\", \"entry_fees\", \"exit_fees\"]]\n",
" if total_fees:\n",
" df[\"total_fees\"] = df[\"entry_fees\"] + df[\"exit_fees\"]\n",
"\n",
" print(f\"\\nLast {k} of {df.shape[0]} Trades\\n{df.tail(k)}\\n\")"
]
},
{
"cell_type": "markdown",
"id": "5296f5e7-6752-43f4-b47d-d359da0d0145",
"metadata": {},
"source": [
"# Data Acquisition"
]
},
{
"cell_type": "markdown",
"id": "8c770d31-a015-49f2-b1ad-5bced3520d55",
"metadata": {},
"source": [
"#### Specify Symbols for Benchmarks and Assets"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "edf274ec-9813-469b-b1e5-129a4e8fe7ed",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Tickers by index #\n",
"====================================================================================================\n",
"Benchmarks: 0: SPY, 1: QQQ\n",
" Assets: 0: AAPL, 1: TSLA, 2: TWTR\n",
" All: 0: SPY, 1: QQQ, 2: AAPL, 3: TSLA, 4: TWTR\n"
]
}
],
"source": [
"benchmark_tickers = [\"SPY\", \"QQQ\"]\n",
"asset_tickers = [\"AAPL\", \"TSLA\", \"TWTR\"]\n",
"all_tickers = benchmark_tickers + asset_tickers\n",
"\n",
"print(\"Tickers by index #\")\n",
"print(\"=\"*100)\n",
"print(f\"Benchmarks: {', '.join([f'{k}: {v}' for k,v in enumerate(benchmark_tickers)])}\")\n",
"print(f\" Assets: {', '.join([f'{k}: {v}' for k,v in enumerate(asset_tickers)])}\")\n",
"print(f\" All: {', '.join([f'{k}: {v}' for k,v in enumerate(all_tickers)])}\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "c4c7072a-2c93-4a40-81b4-e18563f81e44",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Selected Benchmark | Asset: SPY | TWTR\n"
]
}
],
"source": [
"benchmark = benchmark_tickers[0] # Change index for different benchmark\n",
"asset = asset_tickers[2] # Change index for different symbol\n",
"print(f\"Selected Benchmark | Asset: {benchmark} | {asset}\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "57a1ded8-fe41-4416-8a54-ac94e9306975",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[i] Downloading: SPY, QQQ\n",
"[+] SPY(7149, 7) Saturday June 19, 2021, NYSE: 7:58:24\n",
"[+] QQQ(5607, 7) Saturday June 19, 2021, NYSE: 7:58:27\n",
"[*] Download Complete\n",
"\n"
]
}
],
"source": [
"benchmarks = dl(benchmark_tickers, lc_cols=True)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "eeb57c0a-677a-4fcf-8a0f-08338c04bf03",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[i] Downloading: AAPL, TSLA, TWTR\n",
"[+] AAPL(10216, 7) Saturday June 19, 2021, NYSE: 7:58:30\n",
"[+] TSLA(2763, 7) Saturday June 19, 2021, NYSE: 7:58:32\n",
"[+] TWTR(1916, 7) Saturday June 19, 2021, NYSE: 7:58:34\n",
"[*] Download Complete\n",
"\n"
]
}
],
"source": [
"assets = dl(asset_tickers, lc_cols=True)"
]
},
{
"cell_type": "markdown",
"id": "68d36f39-b55b-4ff6-9b73-ec7e6cf9e502",
"metadata": {},
"source": [
"### Define Testing Dates and Ranges"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "f3b1fafb-e0e6-41b8-85af-4b8a78a00c85",
"metadata": {},
"outputs": [],
"source": [
"start_date = datetime(2005, 1, 1) # Adjust as needed\n",
"end_date = datetime(2010, 1, 1) # Adjust as needed"
]
},
{
"cell_type": "markdown",
"id": "cf392c49-9325-4cd5-81c3-ac7285bb7100",
"metadata": {},
"source": [
"### Select and Benchmark and Asset to Backtest"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "844bec64-4547-414f-8c89-00d66f08f5d4",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Available Data:\n",
"====================================================================================================\n",
"Benchmarks: SPY, QQQ\n",
"Assets: AAPL, TSLA, TWTR\n"
]
}
],
"source": [
"print(\"Available Data:\")\n",
"print(\"=\"*100)\n",
"print(f\"Benchmarks: {', '.join(benchmarks.keys())}\")\n",
"print(f\"Assets: {', '.join(assets.keys())}\")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "d1fea600-8460-441a-b933-94fbd2456930",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Analysis of: SPY and AAPL from 2005-01-01 00:00:00 to 2010-01-01 00:00:00\n"
]
}
],
"source": [
"benchmark_name = \"SPY\" # Select a Benchmark\n",
"asset_name = \"AAPL\" # Select an Asset\n",
"\n",
"benchmarkdf = benchmarks[benchmark_name]\n",
"assetdf = assets[asset_name]\n",
"\n",
"# Set True if you want to constrain Data between start_date & end_date\n",
"common_range = True\n",
"if common_range:\n",
" crs = f\" from {start_date} to {end_date}\"\n",
" benchmarkdf = dtmask(benchmarkdf, start_date, end_date)\n",
" assetdf = dtmask(assetdf, start_date, end_date)\n",
"\n",
"# Update DataFrame names\n",
"benchmarkdf.name = benchmark_name\n",
"assetdf.name = asset_name\n",
"print(f\"Analysis of: {benchmarkdf.name} and {assetdf.name}{crs if common_range else ''}\")"
]
},
{
"cell_type": "markdown",
"id": "0e0c3328-783c-4cf2-82fe-d8772948289a",
"metadata": {},
"source": [
"#### Sanity Check"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "5449cbc0-8050-4b1b-9357-eac975fbbb3c",
"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>open</th>\n",
" <th>high</th>\n",
" <th>low</th>\n",
" <th>close</th>\n",
" <th>volume</th>\n",
" <th>dividends</th>\n",
" <th>stock splits</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>2005-01-03</th>\n",
" <td>88.048860</td>\n",
" <td>88.193728</td>\n",
" <td>86.846484</td>\n",
" <td>87.136215</td>\n",
" <td>55748000</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2005-01-04</th>\n",
" <td>87.252088</td>\n",
" <td>87.310035</td>\n",
" <td>85.788956</td>\n",
" <td>86.071442</td>\n",
" <td>69167600</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2005-01-05</th>\n",
" <td>86.006247</td>\n",
" <td>86.375654</td>\n",
" <td>85.470248</td>\n",
" <td>85.477493</td>\n",
" <td>65667300</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2005-01-06</th>\n",
" <td>85.788945</td>\n",
" <td>86.303215</td>\n",
" <td>85.658567</td>\n",
" <td>85.912079</td>\n",
" <td>47814700</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2005-01-07</th>\n",
" <td>86.172847</td>\n",
" <td>86.361172</td>\n",
" <td>85.564411</td>\n",
" <td>85.788956</td>\n",
" <td>55847700</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-24</th>\n",
" <td>89.876815</td>\n",
" <td>90.205268</td>\n",
" <td>89.724602</td>\n",
" <td>90.109138</td>\n",
" <td>39677500</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-28</th>\n",
" <td>90.445592</td>\n",
" <td>90.517689</td>\n",
" <td>89.980945</td>\n",
" <td>90.301392</td>\n",
" <td>87508500</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-29</th>\n",
" <td>90.533684</td>\n",
" <td>90.549703</td>\n",
" <td>90.165173</td>\n",
" <td>90.173180</td>\n",
" <td>80572500</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-30</th>\n",
" <td>89.908834</td>\n",
" <td>90.245300</td>\n",
" <td>89.860763</td>\n",
" <td>90.141151</td>\n",
" <td>73138400</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-31</th>\n",
" <td>90.341438</td>\n",
" <td>90.365476</td>\n",
" <td>89.235905</td>\n",
" <td>89.275963</td>\n",
" <td>90637900</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1259 rows × 7 columns</p>\n",
"</div>"
],
"text/plain": [
" open high low close volume dividends \\\n",
"date \n",
"2005-01-03 88.048860 88.193728 86.846484 87.136215 55748000 0.0 \n",
"2005-01-04 87.252088 87.310035 85.788956 86.071442 69167600 0.0 \n",
"2005-01-05 86.006247 86.375654 85.470248 85.477493 65667300 0.0 \n",
"2005-01-06 85.788945 86.303215 85.658567 85.912079 47814700 0.0 \n",
"2005-01-07 86.172847 86.361172 85.564411 85.788956 55847700 0.0 \n",
"... ... ... ... ... ... ... \n",
"2009-12-24 89.876815 90.205268 89.724602 90.109138 39677500 0.0 \n",
"2009-12-28 90.445592 90.517689 89.980945 90.301392 87508500 0.0 \n",
"2009-12-29 90.533684 90.549703 90.165173 90.173180 80572500 0.0 \n",
"2009-12-30 89.908834 90.245300 89.860763 90.141151 73138400 0.0 \n",
"2009-12-31 90.341438 90.365476 89.235905 89.275963 90637900 0.0 \n",
"\n",
" stock splits \n",
"date \n",
"2005-01-03 0 \n",
"2005-01-04 0 \n",
"2005-01-05 0 \n",
"2005-01-06 0 \n",
"2005-01-07 0 \n",
"... ... \n",
"2009-12-24 0 \n",
"2009-12-28 0 \n",
"2009-12-29 0 \n",
"2009-12-30 0 \n",
"2009-12-31 0 \n",
"\n",
"[1259 rows x 7 columns]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"benchmarkdf"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "3adaeb5e-dfc4-4eed-970f-f465035c7a89",
"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>open</th>\n",
" <th>high</th>\n",
" <th>low</th>\n",
" <th>close</th>\n",
" <th>volume</th>\n",
" <th>dividends</th>\n",
" <th>stock splits</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>2005-01-03</th>\n",
" <td>0.994723</td>\n",
" <td>0.999791</td>\n",
" <td>0.961248</td>\n",
" <td>0.971844</td>\n",
" <td>691992000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2005-01-04</th>\n",
" <td>0.979521</td>\n",
" <td>1.005318</td>\n",
" <td>0.966930</td>\n",
" <td>0.981825</td>\n",
" <td>1096810400</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2005-01-05</th>\n",
" <td>0.989809</td>\n",
" <td>1.001940</td>\n",
" <td>0.983514</td>\n",
" <td>0.990424</td>\n",
" <td>680433600</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2005-01-06</th>\n",
" <td>0.993034</td>\n",
" <td>0.996720</td>\n",
" <td>0.972458</td>\n",
" <td>0.991192</td>\n",
" <td>705555200</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2005-01-07</th>\n",
" <td>0.998101</td>\n",
" <td>1.069197</td>\n",
" <td>0.994263</td>\n",
" <td>1.063362</td>\n",
" <td>2227450400</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-24</th>\n",
" <td>6.251186</td>\n",
" <td>6.429309</td>\n",
" <td>6.245044</td>\n",
" <td>6.419788</td>\n",
" <td>500889200</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-28</th>\n",
" <td>6.502094</td>\n",
" <td>6.570578</td>\n",
" <td>6.437294</td>\n",
" <td>6.498715</td>\n",
" <td>644565600</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-29</th>\n",
" <td>6.530040</td>\n",
" <td>6.532804</td>\n",
" <td>6.410268</td>\n",
" <td>6.421631</td>\n",
" <td>445205600</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-30</th>\n",
" <td>6.413338</td>\n",
" <td>6.510692</td>\n",
" <td>6.397369</td>\n",
" <td>6.499636</td>\n",
" <td>412084400</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-31</th>\n",
" <td>6.545397</td>\n",
" <td>6.552154</td>\n",
" <td>6.466470</td>\n",
" <td>6.471691</td>\n",
" <td>352410800</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1259 rows × 7 columns</p>\n",
"</div>"
],
"text/plain": [
" open high low close volume dividends \\\n",
"date \n",
"2005-01-03 0.994723 0.999791 0.961248 0.971844 691992000 0.0 \n",
"2005-01-04 0.979521 1.005318 0.966930 0.981825 1096810400 0.0 \n",
"2005-01-05 0.989809 1.001940 0.983514 0.990424 680433600 0.0 \n",
"2005-01-06 0.993034 0.996720 0.972458 0.991192 705555200 0.0 \n",
"2005-01-07 0.998101 1.069197 0.994263 1.063362 2227450400 0.0 \n",
"... ... ... ... ... ... ... \n",
"2009-12-24 6.251186 6.429309 6.245044 6.419788 500889200 0.0 \n",
"2009-12-28 6.502094 6.570578 6.437294 6.498715 644565600 0.0 \n",
"2009-12-29 6.530040 6.532804 6.410268 6.421631 445205600 0.0 \n",
"2009-12-30 6.413338 6.510692 6.397369 6.499636 412084400 0.0 \n",
"2009-12-31 6.545397 6.552154 6.466470 6.471691 352410800 0.0 \n",
"\n",
" stock splits \n",
"date \n",
"2005-01-03 0.0 \n",
"2005-01-04 0.0 \n",
"2005-01-05 0.0 \n",
"2005-01-06 0.0 \n",
"2005-01-07 0.0 \n",
"... ... \n",
"2009-12-24 0.0 \n",
"2009-12-28 0.0 \n",
"2009-12-29 0.0 \n",
"2009-12-30 0.0 \n",
"2009-12-31 0.0 \n",
"\n",
"[1259 rows x 7 columns]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"assetdf"
]
},
{
"cell_type": "markdown",
"id": "a71574b2-5e32-45d1-beb9-48a0cb4eadfe",
"metadata": {},
"source": [
"## Creating Trading Signals for **vectorbt**\n",
"**vectorbt** can create a Backtest using ```vbt.Portfolio.from_signals(*args, **kwargs)``` based on trends can you define with **Pandas TA**."
]
},
{
"cell_type": "markdown",
"id": "19c0ab8b-fcbe-4a07-9a77-e904b970e6ca",
"metadata": {},
"source": [
"### Trend Creation\n",
"A **Trend** is the result of some calculation or condition of one or more indicators. For simplicity, a _Trend_ is either ```True``` or ```1``` and _No Trend_ is ```False``` or ```0```. Using the **Hello World** of Trends, the **Golden/Death Cross**, it's Trend is _Long_ when ```long = ma(close, 50) > ma(close, 200) ``` and _Short_ when ```short = ma(close, 50) < ma(close, 200) ```. "
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "775842c7-ea0e-42a0-b287-cc56487520c0",
"metadata": {},
"outputs": [],
"source": [
"# Example Long Trends for the selected Asset\n",
"# * Uncomment others for exploration or replace them with your own TA Trend Strategy\n",
"def trends(df: pd.DataFrame, mamode: str = \"sma\", fast: int = 50, slow: int = 200):\n",
" return ta.ma(mamode, df.close, length=fast) > ta.ma(mamode, df.close, length=slow) # SMA(fast) > SMA(slow) \"Golden/Death Cross\"\n",
"# return ta.increasing(ta.ma(mamode, df.close, length=fast)) # Increasing MA(fast)\n",
"# return ta.macd(df.close, fast, slow).iloc[:,1] > 0 # MACD Histogram is positive"
]
},
{
"cell_type": "markdown",
"id": "eab7e842-0cc9-420a-a22e-069ecc86e879",
"metadata": {},
"source": [
"### Display Trends"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "8c13e23e-6c2a-47e9-94b8-90dcb79f9191",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"trend_kwargs = {\"mamode\": \"sma\", \"fast\": 50, \"slow\": 200}"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "ef5a755c-ce2b-4bb1-a72f-51f5afbf537a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'SPY Trends'}, xlabel='date'>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA5gAAAB5CAYAAABcOI4HAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAAXqElEQVR4nO3deZhldX3n8fenuoFWFtGwRIUAUVEUjQsRTYwSGSdxNIoLCjqjzmPi47jEUWKSMWZGo/NMZpws4joQhRgnihqNyvS4JSKKgOI2IwoRBYUWEGTpbhq6q+79zh/33LaGVNPVde+tc2+d94uHh6671bfob51zvuf3+31/qSokSZIkSRrVXNsBSJIkSZLWBgtMSZIkSdJYWGBKkiRJksbCAlOSJEmSNBYWmJIkSZKksbDAlCRJkiSNhQWmJElTLMnZSd7cdhySJC2HBaYkaeYleVySLye5NclNSS5I8svNcy9K0kuyNcnmJN9M8tQkT0rykyQHLfqcfZJ8N8lL7/T5z2/evzXJ7Un6i77euto/ryRJ08oCU5I005IcAJwLvA24F3Bf4I3A9kUvu7Cq9gMOBN4DfAi4BPgk8NZFr3s9cC3wPxZ/j6r6n1W1X/MZTwZ+PPy6eWxxPOvG+ONJkjRTLDAlSbPuaICq+kBV9arq9qr6TFX9nzu/sKr6wHuBuwH3A14DnJDkKUmOBV4B/HZV1XK/eTOF9V1JNia5Dfj1JPdJ8ndJbkhyZZLfXfT6NyT5UJL3JdmS5NIkxy16/hFJvt48dw6wYdFzByU5N8ktzUjtF5N4LpckTQ1PSpKkWfdPQC/JXyd5cpJ77uqFSdYDvw1sBb5XVbcCLwXezaDwfGNV/WAFMTwP+M/A/sCXGYyMfovBaOqJwL9P8huLXv804IMMRlQ/Aby9iW9v4O+Bv2EwGvth4FmL3ncacA1wMHAo8Dpg2cWwJEmTZoEpSZppVbUZeByDQutM4IYkn0hy6KKXPSbJLcB1wKnAM5rikqr6JHARg3Pi6SsM4+NVdUEzQvpQ4OCq+pOq2tEUrGcCpyx6/ZeqamNV9RgUk780jBPYC/jLqpqvqo8AX130vnng3sARzfNf3JPRVkmSJs0CU5I086rqu1X1oqo6DDgWuA/wl4teclFVHVhVB1XVY6rqc3f6iEuBy5oCcSWuXvTnI4D7NNNYb2kK29cxGHEcum7Rn7cBG5rR1fsAm+5UNP5w0Z/fAlwBfCbJD5L84QrjlSRpIiwwJUlrSlVdBpzNoNBctW+76M9XA1c2Be3w3/2r6l8t43OuBe6bJIse+4Wd36RqS1WdVlW/yGCa7WuSnDiWn0CSpDGwwJQkzbQkD0pyWpLDmq8PZzAN9qKWQvoKsCXJHyS5W5J1SY4dbpuyGxcCC8DvJtkryTOBRw+fbLZXuX9TgN4K9ICVjrpKkjR2FpiSpFm3BTgeuLjp4noR8G0GDXFWXbOu8qnAw4ErgRuBvwLusYz37gCeCbwIuAl4LvDRRS95APA5Bk2KLgTeWVWfH1/0kiSNJvYGkCRJkiSNgyOYkiRJkqSxsMCUJEmSJI2FBaYkSZIkaSwsMCVJkiRJY7HbAjPJe5P8JMm3VyMgSZIkSdJs2m0X2SSPZ9AO/X1VtaxNqw866KA68sgjR49uAm677Tb23XfftsOQzEVNBfNQ08Jc1LQwFzUNpj0Pv/a1r91YVQcv9dz63b25qs5PcuSefMMjjzySSy65ZE/esmrOO+88TjjhhLbDUEu+cNUXuPSGS+lX+/uSX3nFlRx1/6PaDmPNW5/1POOYZ3Dofofu8XsX+guc8+1zuPmOmycQ2XQwD9Wm9XPrefYxz+agfQ/y/KypYS7u3rb5bXz4Ox9my/YtbYeyZs1dN8fLnvaytsPYpSQ/3NVzuy0w9+CbvAR4CcChhx7KeeedN66PHqutW7dObWyavI3XbeSm22/iwPUHth0KG9jAVZdf1XYYa9pCLXD99uvpberxkAMfssfv37qwlfM2ncf6Ws++66b3LuIozEO1ZUft4Cfbf8LcpjmOvsfRnp81NczF3btx+4188dovsiEb2DC3oe1w1pw+fY7a56iZzcOxFZhVdQZwBsBxxx1X03rnx7tS3fbtr3yby79/OccccUzboXDYzYdxzT2vaTuMNe32+dv5xg++Qd27OOH4E/b4/TfffjPnffE8rt96Pff/+fuPPb5pYB6qLVt3bOWbV36T9Yev54RHnuD5WVPDXNy9azZfw/kXnM+td9zKUYc6C2bcNm/fzCHbDpnZPLSLrDplob9AkrbD0CoKoVe9Fb23mn8kjV8YHIv7tL9kQdKeq6qdv8fSYhaY6pT5/jxzMe27IgmEFReJVQUF1pjSZITQ71tgSrNm2MvCm/ZaynK2KfkAcCHwwCTXJHnx5MOSJmNHbwdz3lfpnF5/xBFMz5/S2A0vTHus7PdTUnuqit3tRKHuWk4X2VNXIxBpNSz0nCLbJWn+WWnX4OHJ05yRJscRTGn2DG/Aen7UUhzKUWdUFQu14BTZDtk5QjLKCKZ3aKWJGN4AWunvp6T2VDUFplN8tASvtNUZC/0F+tX3bluH7GwiMuoIZpkz0rgN10jb5EeaPUUNrqksMLUEC0x1Rq969PsWmF0TsuIL2J0jmKaMNDGOYEqzZ7gG02sqLcUCU53R6/ecztExO6fIrnSbEqcASRMz6hppSe0ZrsF02ZGWYlaoM3rVo199u8h2TVbeRKRf/cEpNK7DlMauuW/jOmdp9vh7q7vilbY6wzWY3TMceVzpiXC4f6ZrMKXxG/5+rnSGgaT2FEW/7017Lc2sUGf0+j0LzA4KWfE+e8M1JsNCU9L4OEVWml3DGT6Z85pK/5wFpjqjV73BgnRHozojGVzAVn+0EUzXmEiT4w0cafbYo0B3xasmdcZCf2EwFcus75yRmvyUJ1BpEobblDhFVppNrsPUrniprc7o9QcjmK4X6I7hyOOK98Fs/rG+lMZv5xpMtymRZs5wiqzXVFqKWaHO6FWPXvWc7tgxycrXeA2nAHkClSYjxBFMaQbtbIJnXwstwasmdUav32Ohv8D6ufVth6JVNsoIpg1IpMla6RppSe2pKhsnapcsMNUZC/0Fev0e6+bWtR2KVlES+owwglnlCVSagGETrpX+fkpqT2GPAu2aBaY6YzhFdh0WmF0yShfZnWtMnFYtjd2o+9RKas/OLrLegNUSvGpSZ/T6PUcwOygZbY2XbdilyRhemLoGU5o9wyZ4nh+1FAtMdcZwmxLXYHZLyIr32SuK6nsClSZllCZcktrjNl66KxaY6oxeOYLZRWHlF7DDKbKZ8wQqTUISp8hKM6hffXsUaJcsMNUZvX6zBjMWmF0yjm1KvEMrTcYoN4AktcseBdoVs0Kd0ase/eo7gtkxYeUjJMMueZImwymy0mwajmBKS7HAVGcs9Beo8m5b52TlTUSGI5jmjDQ5NvmRZs+wyc/cnOdH/XNmhTqj1x9cxFgsdMsccyOPYDpFVpqMUWYYSGpPVUHh+VFL8kpbnTGcImuB2TFZ+T57VUWfvk0MpAlxiqw0m4rm/GiBqSV4pa3OWOgv2LClg8LK98EsvEMrTZJNfqTZNLxx6/lRS7HAVGf0+r3BGkzXC3TKSE1+XIMpTdQo+9RKak9Rg1lhXlNpCWaFOqNXTYFp2ndKEvqscJsSu8hKE+UUWWk2eW7UXfFKW53R6/fo4xrMrhllI/d+9R3BlCbIAlOaTcMusk6R1VK8alJnDLcpsWFLt4yyxqvKEUxpkuwiK82mYRdZaSkWmOqM+f484DYlXTNSgYlrMKVJGqUJl6T2DM+r3rTXUrxqUmfM9+ZdjN5Bo0yRHY5gOgVImoxRfj8ltWfYnMvzo5bi1bY6Y0dvhw1+OiiM2OSHInOeQKVJWenvp6T2DLusS0vxaludMd+fd6pjB43SRMQRTGmyktDvW2BKs2bnCKZTZLUEr7bVGQv9BQ+EHTTSPph2yZMmyiY/0mwa/t56ftRSLDDVGTt6OxzB7KBxjGCaN9JkJHGanTSD3Cdad8WrJnXGfH/eNZgdtdIL2J0jmI58SxMxSpdnSe2pKohTZLU0r7bVGQs9p8h20VzmVnyX1QtfabKcIivNpsJ9MLVrFpjqhKpioRac6thBo46QuAZTmpy5zHkjR5pBwy6ynh+1FK+21QkL/QX61XcEs4NG2WevX33v0EoT5jYl0uzxxpDuyrIKzCS/meTyJFck+cNJByWNW6969Pt9RzA7aNhEZCVF5s4ued6YkCZilBtAktpjjwLdld1ebSdZB7wDeDLwYODUJA+edGDSOPX6PadydNjwRLiS94Ft2KVJGaXLs6T2VLkGU7u2fhmveTRwRVX9ACDJB4GnA9+ZZGCTsnVhK5s2b2o7DK2y2+ZvG0yRtVDonBB6/R7X3HoN6+bW7dF7t2zfMvwQSRMQwnx/nk2bN3HD9hs8P2sqmIu7t21+G+AMHy1tOQXmfYGrF319DXD8ZMKZvMs2X8bHPv8xbrz9xrZD0Srr9/ss9Bf44S0/bDsUAA7pHTI1saxlN91+E3cs3MHLN76cubk9nyK9fWE7P7r1R+y3134TiK595qHadPPtN7Ntfhsv2/gyDrjtAN6/8f1thySZi8vUqx4/uvVH7D23d9uhrDlbd2zlwXvN7oTR5RSYy5LkJcBLmi+3Jrl8XJ89ZgdxNxZYzz5tB6IW9Njxqd6n5tsOA4AFDmQ9t7QdRifsxd3ICE3NdrCNtToZyDxU2/bi7oSwg33Zm9vaDkcyF/fADv8/TcpZ82ftf0r/lGvbjuMuHLGrJ5ZTYG4CDl/09WHNY/+fqjoDOGOPQ1tlSS6pbXVc23FISS6pBXNR7TIPNS2SXFJ3mItqn7moaZDkkqrZzMPl3NH/KvCAJEcl2Rs4BfjEZMOSJEmSJM2a3Y5gVtVCklcAnwbWAe+tqksnHpkkSZIkaaYsaw1mVW0ENk44ltUy9dN41RnmoqaBeahpYS5qWpiLmgYzm4dxg2NJkiRJ0jisvKuiJEmSJEmLWGBKkiRJksZiTRaYSQ5q/pu2Y1G3Jblf2zFISR6Z5OfajkNKslfbMUiLea2oNiVZ1/x3TeXhmiowkzwiyUbg1QDlAlO1pLmgPx/40yQHtB2Puqk5Jn4OuJhlNnWTJiHJY5J8EHhLkmPbjkfdleSxSU5P8iLwWlHtSPKrSf4aeH2Se621PFwTBWaSueYv6Szgb6vqj9qOSd3V7Bf7ZuCcqjq5qjY3j6+pu1OaXkn2SfJu4EzgncD5wFOa58xDraokJwPvAs4FNgCvaR43F7WqkjwbeDuDPd5PTPJmb3hotSX5RQbn5s8DRwBvSvKUdqMarzVRYFZVH7gn8J2qej9AkoM9eakljwR+WlXvgJ13S/dZa3enNNXuDXwNeFxVfRT4DPBzSWIeqgUPAD7ZnJ//AgZTZc1FteAhwEer6m+A1wLHAycnObDVqNQ1jwK+W1VnA6cB3wSemuTwNoMap5ktMJM8J8lrkjyueeiFwL9M8toknwdOB85IcnB7UaoLFuXiY5uHfgg8MMlvJfks8J+AM5Oc2l6UWuuaPPy9JI+uqquq6syquqN5ej/g8Kqq4XoPaVKWOCZeDjwzye8DFwL3Ad6R5LjWglQnLJGLNwEbktyjqq4DrmcwgvTYXX6INKJmicDRix76KnBYksOr6mbgAuAW4JltxDcJM1dgJlmX5D8Cf9A89K4kz2n+gt7KYP3lG4BXAPsDz0/i2iON3RK5eEaSZwE3AJ9kMA3sT6vqNxlMg3hikge1E63WqjvlYR94T5JnNs8Nj/F/Dzwtyd2rqtdOpFrrljgmnpnkacBHgVcBjwde0BwTbwCeneTn24lWa9kucvE3gK8AhwB/leRDwDpgC3Bo8z5nvmlskhyY5H8BnwWek2S/5qk7gC8Bz2m+vhz4DnCvJBtWP9Lxm7kCs7k4eiBwWlX9OYPRoZcnObqq3gQ8uKq+UFU/BT4AnFRVCy2GrDVqiVx8A/DvgAcB32IwFWd4oPhHBjc8blv9SLWW7eKY+IokxzTLB2BwMf+PDHJTmohd5OKrgaOr6h8YXFRd3rz848DD8JioCdjF+fk0BsXkfwA+Anyqqk5l0ATtyc37nLatcdoX+DTwyubPj28evwG4CHhoM+uoB2wCfnXRzKOZNhMFZpIXJHnCojny1wP3TLK+WV/0f4HnJZmrqlsWvfV+wMVOCdO47CYX/w74J+BpDO5M/TfgVc0o0pOAezG4wJJGsoxj4neA5y469m0F7g9U837v0msslnFMvBQ4tRmp/D7w7OZ1j8DjocZoN7n4EeB7wClVdVNVnVNV721e90AGszykkS3KwwOqahNwBvAhBse7Rye5b1NQXgh8A/iLZmTzIcCPkty9teDHaGoLzAzcu1lP+ULg+QzWbOwH3Ag8lMG6IoC3Ac/gZ1McTkxyMfBE4EynhGkUe5iLpwPPBfapqv/OoNHKWcDzgFdV1Q2r/gNoTVjhMfEQgKq6Cfgpg2Oid+k1kj3MxbcDJwE9Bs2mfjnJRcDJwOuqastqx6+1YwXn56cnuXfz3hOTXMrgZseXVj96rRW7yMN3JTmoqu6oqm3A5xg0JB2eh6+vqrcyGEF/L/Cvgf/avHbmTWWBmWRdcwG0P7Cpqk5kMPVwM4MDxDuBXwEe1qwpuhy4DHhW8xH7Mlj79tSqumL1fwKtFSvIxcsY5OKwoc/rgJdX1ROr6rur/xNoLRjhmHjyoo95YVX92SqHrjVmhcfE7wEnN9NkXwD8TlX9i+Y5aUVGOC4O171dBby+uVa8etV/AK0Jd5GHNzEYvQSgqi5gkHMPTHKPJPs3T70WeHFVHd/k6JowVc1vmulcbwLWJdkIHMDgridV1UvyCuBa4M+AvwVOYdCO/xxggUFXJqrqE6sfvdaSMeTiBc1ri8H0RGmPjSEPLx5+1nA/VmklRszFHQxmc1BVWxksa5FWZAzHxYua136fwbRtaY8tIw9fBfw4yROq6gvN285ksE/6Z4Ejkjyiqn7MYG3wmjI1I5hJnsDgBHRP4AoGf2nzwK8neTTsXLT9RuAtVfU+BtNtXpDkGwyKZU9aGpm5qGlgHmpamIuaFuaipsEy87DPoLnUGxa99SnAyxg0gnxoU1yuSZmWpThJfg04stn8liTvZHAQuB14ZVU9KoNmKYcwWNPx6qq6umkccPeq+kFbsWttMRc1DcxDTQtzUdPCXNQ02MM8PB34/aq6KsnTgZur6vy2Yl8tUzOCyeBOwIfys66HFwC/UFVnMxh+fmVzN+AwYH44X76qrvOAoTEzFzUNzENNC3NR08Jc1DTYkzzsVdVVAFX18S4UlzBFBWZVbauq7fWzjq9PYrBPDMC/BY5Jci6DvS2/3kaM6gZzUdPAPNS0MBc1LcxFTYOV5GHSre3BpqrJD+xcNFsMthwZNuvZwqAb57HAlTXYV0aaKHNR08A81LQwFzUtzEVNgz3Jw5qWNYmrZGpGMBfpA3sx2L/oYc0dgD8G+lX1JQ8YWkXmoqaBeahpYS5qWpiLmgbm4S5MTZOfxZI8Bvhy8+9ZVfWelkNSR5mLmgbmoaaFuahpYS5qGpiHS5vWAvMw4N8Af15V29uOR91lLmoamIeaFuaipoW5qGlgHi5tKgtMSZIkSdLsmcY1mJIkSZKkGWSBKUmSJEkaCwtMSZIkSdJYWGBKkiRJksbCAlOSpGVI8oYkv3cXz5+U5MGrGZMkSdPGAlOSpPE4CbDAlCR1mtuUSJK0C0n+CHgh8BPgauBrwK3AS4C9gSsY7IH2cODc5rlbgWc1H/EO4GBgG/A7VXXZKoYvSdKqs8CUJGkJSR4FnA0cD6wHvg68Gzirqn7avObNwPVV9bYkZwPnVtVHmuf+AXhpVX0vyfHAf6mqJ67+TyJJ0upZ33YAkiRNqV8DPlZV2wCSfKJ5/NimsDwQ2A/49J3fmGQ/4FeADycZPrzPpAOWJKltFpiSJO2Zs4GTqupbSV4EnLDEa+aAW6rq4asXliRJ7bPJjyRJSzsfOCnJ3ZLsD/xW8/j+wLVJ9gKev+j1W5rnqKrNwJVJTgbIwC+tXuiSJLXDAlOSpCVU1deBc4BvAf8b+Grz1B8DFwMXAIub9nwQeG2SbyS5H4Pi88VJvgVcCjx9tWKXJKktNvmRJEmSJI2FI5iSJEmSpLGwwJQkSZIkjYUFpiRJkiRpLCwwJUmSJEljYYEpSZIkSRoLC0xJkiRJ0lhYYEqSJEmSxsICU5IkSZI0Fv8PZlufNS7g3MYAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1152x72 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"benchmark_trends = trends(benchmarkdf, **trend_kwargs)\n",
"benchmark_trends.copy().astype(int).plot(figsize=(16, 1), kind=\"area\", color=[\"green\"], alpha=0.45, title=f\"{benchmarkdf.name} Trends\", grid=True)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "bc51e2ca-8784-48a5-a55e-8f32212b9560",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'AAPL Trends'}, xlabel='date'>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1152x72 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"asset_trends = trends(assetdf, **trend_kwargs)\n",
"asset_trends.copy().astype(int).plot(figsize=(16, 1), kind=\"area\", color=[\"green\"], alpha=0.45, title=f\"{assetdf.name} Trends\", grid=True)"
]
},
{
"cell_type": "markdown",
"id": "ba1888d0-10a9-44d4-bc8a-b8ea1c1faa0e",
"metadata": {},
"source": [
"### **Trend Signals** \n",
"Given a _Trend_, **Trend Signals** returns the _Trend_, _Trades_, _Entries_ and _Exits_ as boolean integers. When ```asbool=True```, it returns _Trends_, _Entries_ and _Exits_ as boolean values which is helpful when combined with the [**vectorbt**](https://github.com/polakowo/vectorbt) backtesting package."
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "75bd0f52-ebe0-4fe1-b8e0-475320d3557f",
"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>TS_Trends</th>\n",
" <th>TS_Trades</th>\n",
" <th>TS_Entries</th>\n",
" <th>TS_Exits</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>2009-12-24</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-28</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-29</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-30</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-31</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" TS_Trends TS_Trades TS_Entries TS_Exits\n",
"date \n",
"2009-12-24 True 0 False False\n",
"2009-12-28 True 0 False False\n",
"2009-12-29 True 0 False False\n",
"2009-12-30 True 0 False False\n",
"2009-12-31 True 0 False False"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# trade_offset = 0 for Live Signals (close is last price)\n",
"# trade_offset = 1 for Backtesting\n",
"LIVE = 0\n",
"\n",
"benchmark_signals = assetdf.ta.tsignals(benchmark_trends, asbool=True, trade_offset=LIVE, append=True)\n",
"benchmark_signals.tail()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "3fceb4ec-b564-47fc-9568-301d1e517440",
"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>TS_Trends</th>\n",
" <th>TS_Trades</th>\n",
" <th>TS_Entries</th>\n",
" <th>TS_Exits</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>2009-12-24</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-28</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-29</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-30</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-31</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" TS_Trends TS_Trades TS_Entries TS_Exits\n",
"date \n",
"2009-12-24 True 0 False False\n",
"2009-12-28 True 0 False False\n",
"2009-12-29 True 0 False False\n",
"2009-12-30 True 0 False False\n",
"2009-12-31 True 0 False False"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"asset_signals = assetdf.ta.tsignals(asset_trends, asbool=True, trade_offset=LIVE, append=True)\n",
"asset_signals.tail()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "58fee2e0-dc54-45cd-89e7-939c0646e1cd",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "5155f6c5-2256-4abd-8945-3201e3963613",
"metadata": {},
"source": [
"## Creating **vectorbt** Portfolios\n",
"* [**vectorbt** Portfolio Options](https://polakowo.io/vectorbt/docs/portfolio/base.html)"
]
},
{
"cell_type": "markdown",
"id": "40085839-77af-4cf8-ad94-25ed5a9a8bc1",
"metadata": {},
"source": [
"### Buy 'N Hold Portfolios with their Single Trade and Performance Statistics"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "237cbd18-dfc5-4982-bc5c-2427cfa2ab6d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Last 1 of 1 Trades\n",
" status direction size entry_price exit_price return pnl \\\n",
"0 0 0 1.141912 87.354056 89.275963 0.019501 1.945272 \n",
"\n",
" entry_fees exit_fees \n",
"0 0.249377 0.0 \n",
"\n",
"None\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/kj/Documents/GitHub/pandas-ta/env/lib/python3.9/site-packages/vectorbt/portfolio/trades.py:252: RuntimeWarning: invalid value encountered in true_divide\n",
" return self.wrapper.wrap_reduced(win_count / total_count, group_by=group_by, **wrap_kwargs)\n",
"/Users/kj/Documents/GitHub/pandas-ta/env/lib/python3.9/site-packages/vectorbt/portfolio/trades.py:252: RuntimeWarning: invalid value encountered in true_divide\n",
" return self.wrapper.wrap_reduced(win_count / total_count, group_by=group_by, **wrap_kwargs)\n"
]
},
{
"data": {
"text/plain": [
"Run Time Saturday June 19, 2021, NYSE: 7:58:39\n",
"Mode TEST\n",
"Strategy Buy and Hold\n",
"Direction longonly\n",
"Symbol SPY\n",
"Fees [%] 0.25\n",
"Slippage [%] 0.25\n",
"Accumulate False\n",
"Start 2005-01-03 00:00:00\n",
"End 2009-12-31 00:00:00\n",
"Duration 1259 days 00:00:00\n",
"Init. Cash 100.0\n",
"Total Profit 1.945272\n",
"Total Return [%] 1.945272\n",
"Benchmark Return [%] 2.455635\n",
"Position Coverage [%] 100.0\n",
"Max. Drawdown [%] 55.189436\n",
"Avg. Drawdown [%] 2.615867\n",
"Max. Drawdown Duration 562 days 00:00:00\n",
"Avg. Drawdown Duration 24 days 01:55:11.999999999\n",
"Num. Trades 0\n",
"Gross Exposure 1.0\n",
"Sharpe Ratio 0.163325\n",
"Sortino Ratio 0.231223\n",
"Calmar Ratio 0.010149\n",
"Annual Return [%] 0.560106\n",
"Annual Volatility [%] 28.894472\n",
"Omega Ratio 1.028442\n",
"Skew 0.426804\n",
"Kurtosis 14.956038\n",
"Tail Ratio 0.88191\n",
"Common Sense Ratio 0.88685\n",
"Value at Risk -0.022291\n",
"Alpha -0.001443\n",
"Beta 1.000002\n",
"dtype: object"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Benchmark Buy and Hold (BnH) Strategy\n",
"benchmarkpf_bnh = vbt.Portfolio.from_holding(benchmarkdf.close)\n",
"print(trade_table(benchmarkpf_bnh))\n",
"combine_stats(benchmarkpf_bnh, benchmarkdf.name, \"Buy and Hold\", LIVE)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "79667a6e-cd9b-424e-bec8-02435a8e38d3",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Last 1 of 1 Trades\n",
" status direction size entry_price exit_price return \\\n",
"0 0 0 102.384595 0.974274 6.471691 5.640079 \n",
"\n",
" pnl entry_fees exit_fees \n",
"0 562.60143 0.249377 0.0 \n",
"\n",
"None\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/kj/Documents/GitHub/pandas-ta/env/lib/python3.9/site-packages/vectorbt/portfolio/trades.py:252: RuntimeWarning: invalid value encountered in true_divide\n",
" return self.wrapper.wrap_reduced(win_count / total_count, group_by=group_by, **wrap_kwargs)\n"
]
},
{
"data": {
"text/plain": [
"Run Time Saturday June 19, 2021, NYSE: 7:58:52\n",
"Mode TEST\n",
"Strategy Buy and Hold\n",
"Direction longonly\n",
"Symbol AAPL\n",
"Fees [%] 0.25\n",
"Slippage [%] 0.25\n",
"Accumulate False\n",
"Start 2005-01-03 00:00:00\n",
"End 2009-12-31 00:00:00\n",
"Duration 1259 days 00:00:00\n",
"Init. Cash 100.0\n",
"Total Profit 562.60143\n",
"Total Return [%] 562.60143\n",
"Benchmark Return [%] 565.918578\n",
"Position Coverage [%] 100.0\n",
"Max. Drawdown [%] 60.866748\n",
"Avg. Drawdown [%] 6.076352\n",
"Max. Drawdown Duration 457 days 00:00:00\n",
"Avg. Drawdown Duration 22 days 17:32:18.461538461\n",
"Num. Trades 0\n",
"Gross Exposure 1.0\n",
"Sharpe Ratio 1.329387\n",
"Sortino Ratio 1.982724\n",
"Calmar Ratio 1.199638\n",
"Annual Return [%] 73.018058\n",
"Annual Volatility [%] 51.088459\n",
"Omega Ratio 1.209774\n",
"Skew -0.0376\n",
"Kurtosis 3.435275\n",
"Tail Ratio 1.037861\n",
"Common Sense Ratio 1.795687\n",
"Value at Risk -0.041247\n",
"Alpha -0.00145\n",
"Beta 1.00001\n",
"dtype: object"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Asset Buy and Hold (BnH) Strategy\n",
"assetpf_bnh = vbt.Portfolio.from_holding(assetdf.close)\n",
"print(trade_table(assetpf_bnh))\n",
"combine_stats(assetpf_bnh, assetdf.name, \"Buy and Hold\", LIVE)"
]
},
{
"cell_type": "markdown",
"id": "6549488f-31df-4de3-a6b8-0034b4be591a",
"metadata": {},
"source": [
"### Signal Portfolios with their Last 'k' Trades and Performance Statistics"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "ab11d9a6-05a3-49e5-9c2c-d339e26e9b23",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Last 5 of 3 Trades\n",
" status direction size entry_price exit_price return pnl \\\n",
"0 1 0 1.139340 87.551210 93.911126 0.067461 6.729240 \n",
"1 1 0 1.094141 97.302877 112.341527 0.149169 15.880955 \n",
"2 0 0 1.677572 72.905618 89.275963 0.222042 27.156674 \n",
"\n",
" entry_fees exit_fees \n",
"0 0.249377 0.267492 \n",
"1 0.266158 0.307294 \n",
"2 0.305761 0.000000 \n",
"\n"
]
},
{
"data": {
"text/plain": [
"Run Time Saturday June 19, 2021, NYSE: 7:58:53\n",
"Mode TEST\n",
"Strategy Long Strategy\n",
"Direction longonly\n",
"Symbol SPY\n",
"Fees [%] 0.25\n",
"Slippage [%] 0.25\n",
"Accumulate False\n",
"Start 2005-01-03 00:00:00\n",
"End 2009-12-31 00:00:00\n",
"Duration 1259 days 00:00:00\n",
"Init. Cash 100.0\n",
"Total Profit 49.766868\n",
"Total Return [%] 49.766868\n",
"Benchmark Return [%] 2.455635\n",
"Position Coverage [%] 52.819698\n",
"Max. Drawdown [%] 10.131765\n",
"Avg. Drawdown [%] 1.723872\n",
"Max. Drawdown Duration 451 days 00:00:00\n",
"Avg. Drawdown Duration 17 days 20:34:17.142857143\n",
"Num. Trades 2\n",
"Win Rate [%] 100.0\n",
"Best Trade [%] 14.916866\n",
"Worst Trade [%] 6.746063\n",
"Avg. Trade [%] 10.831464\n",
"Max. Trade Duration 335 days 00:00:00\n",
"Avg. Trade Duration 264 days 00:00:00\n",
"Expectancy 11.305097\n",
"SQN 2.470596\n",
"Gross Exposure 0.528197\n",
"Sharpe Ratio 1.009581\n",
"Sortino Ratio 1.431911\n",
"Calmar Ratio 1.226146\n",
"Annual Return [%] 12.423018\n",
"Annual Volatility [%] 12.357496\n",
"Omega Ratio 1.224227\n",
"Skew -0.412954\n",
"Kurtosis 6.272176\n",
"Tail Ratio 1.032277\n",
"Common Sense Ratio 1.160517\n",
"Value at Risk -0.010296\n",
"Alpha 0.122838\n",
"Beta 0.182612\n",
"dtype: object"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Benchmark Portfolio from Trade Signals\n",
"benchmarkpf_signals = vbt.Portfolio.from_signals(\n",
" benchmarkdf.close,\n",
" entries=benchmark_signals.TS_Entries,\n",
" exits=benchmark_signals.TS_Exits,\n",
")\n",
"trade_table(benchmarkpf_signals, k=5)\n",
"combine_stats(benchmarkpf_signals, benchmarkdf.name, \"Long Strategy\", LIVE)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "d8eaf793-f18b-41e1-92d2-d27baa166371",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Last 5 of 4 Trades\n",
" status direction size entry_price exit_price return pnl \\\n",
"0 1 0 60.628049 1.645288 1.772486 0.072117 7.193697 \n",
"1 1 0 45.848650 2.332160 3.704574 0.582002 62.231414 \n",
"2 1 0 29.257588 5.776368 3.885621 -0.331506 -56.025411 \n",
"3 0 0 30.748240 3.678809 6.471691 0.756681 85.593399 \n",
"\n",
" entry_fees exit_fees \n",
"0 0.249377 0.268656 \n",
"1 0.267316 0.424624 \n",
"2 0.422507 0.284210 \n",
"3 0.282792 0.000000 \n",
"\n"
]
},
{
"data": {
"text/plain": [
"Run Time Saturday June 19, 2021, NYSE: 7:58:54\n",
"Mode TEST\n",
"Strategy Long Strategy\n",
"Direction longonly\n",
"Symbol AAPL\n",
"Fees [%] 0.25\n",
"Slippage [%] 0.25\n",
"Accumulate False\n",
"Start 2005-01-03 00:00:00\n",
"End 2009-12-31 00:00:00\n",
"Duration 1259 days 00:00:00\n",
"Init. Cash 100.0\n",
"Total Profit 98.993099\n",
"Total Return [%] 98.993099\n",
"Benchmark Return [%] 565.918578\n",
"Position Coverage [%] 62.271644\n",
"Max. Drawdown [%] 59.898137\n",
"Avg. Drawdown [%] 6.193394\n",
"Max. Drawdown Duration 506 days 00:00:00\n",
"Avg. Drawdown Duration 32 days 01:30:00\n",
"Num. Trades 3\n",
"Win Rate [%] 66.666667\n",
"Best Trade [%] 58.200243\n",
"Worst Trade [%] -33.15062\n",
"Avg. Trade [%] 10.753768\n",
"Max. Trade Duration 363 days 00:00:00\n",
"Avg. Trade Duration 207 days 08:00:00\n",
"Expectancy 4.466566\n",
"SQN 0.130735\n",
"Gross Exposure 0.622716\n",
"Sharpe Ratio 0.739016\n",
"Sortino Ratio 1.08289\n",
"Calmar Ratio 0.36859\n",
"Annual Return [%] 22.077862\n",
"Annual Volatility [%] 35.543979\n",
"Omega Ratio 1.140899\n",
"Skew 0.024374\n",
"Kurtosis 4.672291\n",
"Tail Ratio 1.095481\n",
"Common Sense Ratio 1.337339\n",
"Value at Risk -0.029217\n",
"Alpha -0.063652\n",
"Beta 0.482566\n",
"dtype: object"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Asset Portfolio from Trade Signals\n",
"assetpf_signals = vbt.Portfolio.from_signals(\n",
" assetdf.close,\n",
" entries=asset_signals.TS_Entries,\n",
" exits=asset_signals.TS_Exits,\n",
")\n",
"trade_table(assetpf_signals, k=5)\n",
"combine_stats(assetpf_signals, assetdf.name, \"Long Strategy\", LIVE)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "056574e2-0e68-4055-92ba-d8893e153619",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "297ff72d-9e7b-483d-a7eb-8b39fa585e41",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "758ab259-f6f8-4dfc-8c2d-5aaf429cea42",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "79249c48-7cb6-41a1-ad8d-4aa928d7cd90",
"metadata": {},
"source": [
"## Buy and Hold Plots"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "f386b63d-38f0-401a-ae0e-48bfb65e561a",
"metadata": {},
"outputs": [],
"source": [
"vbt.settings.set_theme(\"seaborn\")"
]
},
{
"cell_type": "markdown",
"id": "000dbee0-dd23-45b9-b298-5e9805e99dd5",
"metadata": {},
"source": [
"### Benchmark"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "8d3be988-8ab0-4160-8954-2e5989b3c75f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_bnh.trades.plot(title=f\"{benchmarkdf.name} | Trades\", height=cheight, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "de6ef303-a1a8-4ff9-8722-4e50cdde28d9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_bnh.value().vbt.plot(title=f\"{benchmarkdf.name} | Equity Curve\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "f38fa715-186c-40fb-aecb-177c39480600",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_bnh.drawdown().vbt.plot(title=f\"{benchmarkdf.name} | Drawdown\", trace_kwargs=dict(name=\"%\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "aab9e899-5115-4395-bc1a-c79e75a87583",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_bnh.trades.plot_pnl(title=f\"{benchmarkdf.name} | PnL\", height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "4612fa22-363c-4351-9748-1204c26817f3",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_bnh.active_returns().vbt.plot(title=f\"{benchmarkdf.name} | Active Returns\", trace_kwargs=dict(name=\"%\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "61e0a14e-72ef-49fd-a610-7a7f2a47ec59",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_bnh.cash().vbt.plot(title=f\"{benchmarkdf.name} | Cash\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "8ff2049b-7d65-4ee3-aeda-f246d3f78990",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"total_assetfees = benchmarkpf_bnh.trades.records_readable[\"Entry Fees\"] + benchmarkpf_bnh.trades.records_readable[\"Exit Fees\"]\n",
"total_assetfees.vbt.plot(title=f\"{benchmarkdf.name} | Total Fees\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b1763326-6e9d-476b-978c-9ef0f4230023",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "d2ee8078-2c50-456b-91b7-bce90ab837d7",
"metadata": {},
"source": [
"### Asset"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "39d91c0e-85aa-41d1-8be4-db4950fbd072",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_bnh.trades.plot(title=f\"{assetdf.name} | Trades\", height=cheight, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "e8b1c77d-b699-4531-8226-bc9c33a465eb",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_bnh.value().vbt.plot(title=f\"{assetdf.name} | Equity Curve\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "3afeecfb-6732-4811-9bbc-d731705096df",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_bnh.drawdown().vbt.plot(title=f\"{assetdf.name} | Drawdown\", trace_kwargs=dict(name=\"%\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "0b66f1f8-1155-4759-aba0-b3762dfca7d8",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_bnh.trades.plot_pnl(title=f\"{assetdf.name} | PnL\", height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "f1b5e490-b99b-4613-be46-72b41076a45f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_bnh.active_returns().vbt.plot(title=f\"{assetdf.name} | Active Returns\", trace_kwargs=dict(name=\"%\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "061f2fbe-b6c0-49e6-8523-d2a895609427",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_bnh.cash().vbt.plot(title=f\"{assetdf.name} | Cash\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "e9968dcd-f488-4093-816d-059488617a1f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"total_assetfees = assetpf_bnh.trades.records_readable[\"Entry Fees\"] + assetpf_bnh.trades.records_readable[\"Exit Fees\"]\n",
"total_assetfees.vbt.plot(title=f\"{assetdf.name} | Total Fees\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c4ac309d-b834-43c0-b99e-05458f5eba55",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "698c7cd9-dec0-42c0-90e1-edf6cf43113e",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "2f1db047-adfc-4095-9c58-c782fd0085d1",
"metadata": {},
"source": [
"## Signal Plots"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "26f2e079-ffc7-4047-908f-3badf0ce94fe",
"metadata": {},
"outputs": [],
"source": [
"vbt.settings.set_theme(\"dark\")"
]
},
{
"cell_type": "markdown",
"id": "56c982d5-f6a1-4ed0-94b4-97b492cea01f",
"metadata": {},
"source": [
"### Benchmark"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "a7c9675c-0019-490f-a230-689aecba1c0f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_signals.trades.plot(title=f\"{benchmarkdf.name} | Trades\", height=cheight, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "d7aba265-f0d9-4377-810c-23877e849ee4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_signals.value().vbt.plot(title=f\"{benchmarkdf.name} | Equity Curve\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "59fbacad-e920-4b1d-81de-34dbb4fe772a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_signals.drawdown().vbt.plot(title=f\"{benchmarkdf.name} | Drawdown\", trace_kwargs=dict(name=\"%\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "efa2a030-d345-4253-82cd-d41644ab3d19",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_signals.trades.plot_pnl(title=f\"{benchmarkdf.name} | PnL\", height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "0152d91e-c129-4e10-897f-fc9f832bbb5e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_signals.active_returns().vbt.plot(title=f\"{benchmarkdf.name} | Active Returns\", trace_kwargs=dict(name=\"%\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "7b3ea536-cb90-4eef-aa3d-d37a0639a6f2",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_signals.cash().vbt.plot(title=f\"{benchmarkdf.name} | Cash\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "6305826c-d02c-4d3c-b754-1623f3e1f37f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"total_assetfees = benchmarkpf_signals.trades.records_readable[\"Entry Fees\"] + benchmarkpf_signals.trades.records_readable[\"Exit Fees\"]\n",
"total_assetfees.vbt.plot(title=f\"{benchmarkdf.name} | Total Fees\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "de460913-d69d-4fe1-8d5f-21f107c334e9",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "aac6ae83-46b5-447c-99ed-0d30fd64cb0f",
"metadata": {},
"source": [
"### Asset"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "d52dc534-ba16-4dc6-a8ab-fa358e3b1e7a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_signals.trades.plot(title=f\"{assetdf.name} | Trades\", height=cheight, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "46e75cf4-78ea-46ff-a9e4-bd56c9d946e8",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_signals.value().vbt.plot(title=f\"{assetdf.name} | Equity Curve\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "153347c4-d673-498e-b14e-cdbdf4753562",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_signals.drawdown().vbt.plot(title=f\"{assetdf.name} | Drawdown\", trace_kwargs=dict(name=\"%\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "57cfbcaa-2796-4161-815f-54a74c4379cd",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_signals.trades.plot_pnl(title=f\"{assetdf.name} | PnL\", height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "812803e3-5448-4f59-81ce-20ed154f1ac7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_signals.active_returns().vbt.plot(title=f\"{assetdf.name} | Active Returns\", trace_kwargs=dict(name=\"%\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "7c8bc78b-7d7b-40e7-a4e0-817389efbc36",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_signals.cash().vbt.plot(title=f\"{assetdf.name} | Cash\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "e492d13a-4493-4dc9-a5c5-7e0727a36746",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"total_assetfees = assetpf_signals.trades.records_readable[\"Entry Fees\"] + assetpf_signals.trades.records_readable[\"Exit Fees\"]\n",
"total_assetfees.vbt.plot(title=f\"{assetdf.name} | Total Fees\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8821f5db-c6ff-4b62-b65c-44319077e88d",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "1343a6b8-8e70-426e-9b58-a091b114b465",
"metadata": {},
"source": [
"# Disclaimer\n",
"* All investments involve risk, and the past performance of a security, industry, sector, market, financial product, trading strategy, or individual’s 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."
]
}
],
"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": "3.9.1"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
Reference in New Issue View Git Blame Copy Permalink