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{
"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 v1.21.1\n",
"Pandas v1.3.0\n",
"vectorbt v0.20.0\n",
"\n",
"Pandas TA v0.3.17b0\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 v{vbt.__version__}\")\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": {
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"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
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"\n",
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" 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>amount</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>lock_cash</th>\n",
" <td>False</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>val_price</th>\n",
" <td>inf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>accumulate</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>sl_stop</th>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>sl_trail</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tp_stop</th>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>stop_entry_price</th>\n",
" <td>close</td>\n",
" </tr>\n",
" <tr>\n",
" <th>stop_exit_price</th>\n",
" <td>stoplimit</td>\n",
" </tr>\n",
" <tr>\n",
" <th>stop_conflict_mode</th>\n",
" <td>exit</td>\n",
" </tr>\n",
" <tr>\n",
" <th>stop_exit_mode</th>\n",
" <td>close</td>\n",
" </tr>\n",
" <tr>\n",
" <th>stop_update_mode</th>\n",
" <td>override</td>\n",
" </tr>\n",
" <tr>\n",
" <th>use_stops</th>\n",
" <td>None</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>call_pre_segment</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>call_post_segment</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ffill_val_price</th>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>update_value</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>fill_pos_record</th>\n",
" <td>True</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>fillna_close</th>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>stats</th>\n",
" <td>{'filters': {'has_year_freq': {'filter_func': ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>plot</th>\n",
" <td>{'subplots': ['orders', 'trade_returns', 'cum_...</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 amount\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",
"lock_cash False\n",
"allow_partial False\n",
"raise_reject False\n",
"close_first False\n",
"val_price inf\n",
"accumulate False\n",
"sl_stop NaN\n",
"sl_trail False\n",
"tp_stop NaN\n",
"stop_entry_price close\n",
"stop_exit_price stoplimit\n",
"stop_conflict_mode exit\n",
"stop_exit_mode close\n",
"stop_update_mode override\n",
"use_stops None\n",
"log False\n",
"conflict_mode ignore\n",
"signal_direction longonly\n",
"order_direction all\n",
"cash_sharing False\n",
"call_pre_segment False\n",
"call_post_segment False\n",
"ffill_val_price True\n",
"update_value False\n",
"fill_pos_record True\n",
"row_wise False\n",
"use_numba True\n",
"seed None\n",
"freq 1D\n",
"fillna_close True\n",
"stats {'filters': {'has_year_freq': {'filter_func': ...\n",
"plot {'subplots': ['orders', 'trade_returns', 'cum_..."
]
},
"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(7181, 7) Wednesday August 4, 2021, NYSE: 9:43:24\n",
"[+] QQQ(5639, 7) Wednesday August 4, 2021, NYSE: 9:43:27\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(10248, 7) Wednesday August 4, 2021, NYSE: 9:43:30\n",
"[+] TSLA(2795, 7) Wednesday August 4, 2021, NYSE: 9:43:32\n",
"[+] TWTR(1948, 7) Wednesday August 4, 2021, NYSE: 9:43:35\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": {
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" <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>87.761711</td>\n",
" <td>87.906107</td>\n",
" <td>86.563257</td>\n",
" <td>86.852043</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>86.967560</td>\n",
" <td>87.025318</td>\n",
" <td>85.509199</td>\n",
" <td>85.790764</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>85.725790</td>\n",
" <td>86.093993</td>\n",
" <td>85.191540</td>\n",
" <td>85.198761</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>85.509188</td>\n",
" <td>86.021780</td>\n",
" <td>85.379234</td>\n",
" <td>85.631920</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>85.891825</td>\n",
" <td>86.079536</td>\n",
" <td>85.285374</td>\n",
" <td>85.509186</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>89.583749</td>\n",
" <td>89.911131</td>\n",
" <td>89.432032</td>\n",
" <td>89.815315</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>90.150658</td>\n",
" <td>90.222520</td>\n",
" <td>89.687526</td>\n",
" <td>90.006927</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>90.238441</td>\n",
" <td>90.254408</td>\n",
" <td>89.871132</td>\n",
" <td>89.879112</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>89.615662</td>\n",
" <td>89.951030</td>\n",
" <td>89.567748</td>\n",
" <td>89.847221</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>90.046848</td>\n",
" <td>90.070809</td>\n",
" <td>88.944921</td>\n",
" <td>88.984848</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 87.761711 87.906107 86.563257 86.852043 55748000 0.0 \n",
"2005-01-04 86.967560 87.025318 85.509199 85.790764 69167600 0.0 \n",
"2005-01-05 85.725790 86.093993 85.191540 85.198761 65667300 0.0 \n",
"2005-01-06 85.509188 86.021780 85.379234 85.631920 47814700 0.0 \n",
"2005-01-07 85.891825 86.079536 85.285374 85.509186 55847700 0.0 \n",
"... ... ... ... ... ... ... \n",
"2009-12-24 89.583749 89.911131 89.432032 89.815315 39677500 0.0 \n",
"2009-12-28 90.150658 90.222520 89.687526 90.006927 87508500 0.0 \n",
"2009-12-29 90.238441 90.254408 89.871132 89.879112 80572500 0.0 \n",
"2009-12-30 89.615662 89.951030 89.567748 89.847221 73138400 0.0 \n",
"2009-12-31 90.046848 90.070809 88.944921 88.984848 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": {
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" <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",
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" <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",
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" <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",
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" <td>0.0</td>\n",
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" <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",
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" <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",
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"<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": "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\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",
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" vertical-align: middle;\n",
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"</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",
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" <td>False</td>\n",
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" <th>2009-12-31</th>\n",
" <td>True</td>\n",
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" <td>False</td>\n",
" <td>False</td>\n",
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"</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 1.145648 87.069173 88.984848 0.019502 1.945312 \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:408: 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:447: RuntimeWarning: invalid value encountered in true_divide\n",
" profit_factor = total_win / np.abs(total_loss)\n",
"/Users/kj/Documents/GitHub/pandas-ta/env/lib/python3.9/site-packages/vectorbt/portfolio/trades.py:408: 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 Wednesday August 4, 2021, NYSE: 9:43:35\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",
"Period 1259 days 00:00:00\n",
"Start Value 100.0\n",
"End Value 101.945312\n",
"Total Return [%] 1.945312\n",
"Benchmark Return [%] 2.455676\n",
"Max Gross Exposure [%] 100.0\n",
"Total Fees Paid 0.249377\n",
"Max Drawdown [%] 55.189433\n",
"Max Drawdown Duration 562 days 00:00:00\n",
"Total Trades 1\n",
"Total Closed Trades 0\n",
"Total Open Trades 1\n",
"Open Trade P&L 1.945312\n",
"Sharpe Ratio 0.163326\n",
"Calmar Ratio 0.010149\n",
"Omega Ratio 1.028442\n",
"Sortino Ratio 0.231223\n",
"Annualized Return [%] 0.560118\n",
"Annualized Volatility [%] 28.894487\n",
"Skew 0.426802\n",
"Kurtosis 14.956002\n",
"Tail Ratio 0.881919\n",
"Common Sense Ratio 0.886859\n",
"Value at Risk -0.02229\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:408: 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:447: RuntimeWarning: invalid value encountered in true_divide\n",
" profit_factor = total_win / np.abs(total_loss)\n"
]
},
{
"data": {
"text/plain": [
"Run Time Wednesday August 4, 2021, NYSE: 9:43:37\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",
"Period 1259 days 00:00:00\n",
"Start Value 100.0\n",
"End Value 662.60143\n",
"Total Return [%] 562.60143\n",
"Benchmark Return [%] 565.918578\n",
"Max Gross Exposure [%] 100.0\n",
"Total Fees Paid 0.249377\n",
"Max Drawdown [%] 60.866748\n",
"Max Drawdown Duration 457 days 00:00:00\n",
"Total Trades 1\n",
"Total Closed Trades 0\n",
"Total Open Trades 1\n",
"Open Trade P&L 562.60143\n",
"Sharpe Ratio 1.329387\n",
"Calmar Ratio 1.199638\n",
"Omega Ratio 1.209774\n",
"Sortino Ratio 1.982724\n",
"Annualized Return [%] 73.018058\n",
"Annualized Volatility [%] 51.088459\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 1.143068 87.265716 93.604879 0.067460 6.729224 \n",
"1 1 0 1.097720 96.985603 111.975205 0.149169 15.880938 \n",
"2 0 0 1.683060 72.667880 88.984848 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"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/kj/Documents/GitHub/pandas-ta/env/lib/python3.9/site-packages/vectorbt/portfolio/trades.py:447: RuntimeWarning: divide by zero encountered in true_divide\n",
" profit_factor = total_win / np.abs(total_loss)\n"
]
},
{
"data": {
"text/plain": [
"Run Time Wednesday August 4, 2021, NYSE: 9:43:40\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",
"Period 1259 days 00:00:00\n",
"Start Value 100.0\n",
"End Value 149.766837\n",
"Total Return [%] 49.766837\n",
"Benchmark Return [%] 2.455676\n",
"Max Gross Exposure [%] 100.0\n",
"Total Fees Paid 1.396081\n",
"Max Drawdown [%] 10.131748\n",
"Max Drawdown Duration 451 days 00:00:00\n",
"Total Trades 3\n",
"Total Closed Trades 2\n",
"Total Open Trades 1\n",
"Open Trade P&L 27.156674\n",
"Win Rate [%] 100.0\n",
"Best Trade [%] 14.916852\n",
"Worst Trade [%] 6.746047\n",
"Avg Winning Trade [%] 10.83145\n",
"Avg Winning Trade Duration 264 days 00:00:00\n",
"Profit Factor inf\n",
"Expectancy 11.305081\n",
"Sharpe Ratio 1.009579\n",
"Calmar Ratio 1.226147\n",
"Omega Ratio 1.224227\n",
"Sortino Ratio 1.431908\n",
"Annualized Return [%] 12.423011\n",
"Annualized Volatility [%] 12.357522\n",
"Skew -0.412955\n",
"Kurtosis 6.27214\n",
"Tail Ratio 1.032279\n",
"Common Sense Ratio 1.160519\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 Wednesday August 4, 2021, NYSE: 9:43:41\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",
"Period 1259 days 00:00:00\n",
"Start Value 100.0\n",
"End Value 198.993099\n",
"Total Return [%] 98.993099\n",
"Benchmark Return [%] 565.918578\n",
"Max Gross Exposure [%] 100.0\n",
"Total Fees Paid 2.199481\n",
"Max Drawdown [%] 59.898137\n",
"Max Drawdown Duration 506 days 00:00:00\n",
"Total Trades 4\n",
"Total Closed Trades 3\n",
"Total Open Trades 1\n",
"Open Trade P&L 85.593399\n",
"Win Rate [%] 66.666667\n",
"Best Trade [%] 58.200243\n",
"Worst Trade [%] -33.15062\n",
"Avg Winning Trade [%] 32.705962\n",
"Avg Losing Trade [%] -33.15062\n",
"Avg Winning Trade Duration 266 days 12:00:00\n",
"Avg Losing Trade Duration 89 days 00:00:00\n",
"Profit Factor 1.239172\n",
"Expectancy 4.466566\n",
"Sharpe Ratio 0.739016\n",
"Calmar Ratio 0.36859\n",
"Omega Ratio 1.140899\n",
"Sortino Ratio 1.08289\n",
"Annualized Return [%] 22.077862\n",
"Annualized Volatility [%] 35.543979\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.asset_returns().vbt.plot(title=f\"{benchmarkdf.name} | Asset 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.asset_returns().vbt.plot(title=f\"{assetdf.name} | Asset 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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BAgQIECCQkoCAnlI31EKAAAECBAgQIECAAAECxQoI6MW23sAJECBAgAABAgQIECBAICUBAT2lbqiFAAECBAgQIECAAAECBIoVENCLbb2BEyBAgAABAgQIECBAgEBKAgJ6St1QCwECBAgQIECAAAECBAgUK5BNQF+1am2xTTJwAikL7LDDdqGjoyOsW/d8ymWqjUCRAhMnjq/GbQ0tsv0GnbiA9TPxBimveIHGGtpqCAG91eL2R6DNBBxgtFlDDaetBAT0tmqnwbSZgPWzzRpqOG0nIKBvpaX++t92c96A2kTAAUabNNIw2lJAQG/LthpUmwhYP9ukkYbRtgICuoDetpPbwNpbwAFGe/fX6PIWENDz7p/q21vA+tne/TW6/AUEdAE9/1lsBEUKOMAosu0GnYmAgJ5Jo5RZpID1s8i2G3RGAgK6gJ7RdFUqgf8VcIBhNhBIV0BAT7c3KiNg/TQHCKQtIKAL6GnPUNUR6EfAAYapQSBdAQE93d6ojID10xwgkLaAgC6gpz1DVUdAQDcHCGQnIKBn1zIFFyQgoBfUbEPNUkBAF9CznLiKJuAAwxwgkK6AgJ5ub1RGwPppDhBIW0BAF9DTnqGqI+AMujlAIDsBAT27lim4IAEBvaBmG2qWAgK6gJ7lxFU0AQcY5gCBdAUE9HR7ozIC1k9zgEDaAgK6gJ72DFUdAWfQzQEC2QkI6Nm1TMEFCQjoBTXbULMUENAF9CwnrqIJOMAwBwikKyCgp9sblRGwfpoDBNIWENAF9LRnqOoIOINuDhDITkBAz65lCi5IQEAvqNmGmqWAgC6gZzlxFU3AAYY5QCBdAQE93d6ojID10xwgkLaAgC6gpz1DVUfAGXRzgEB2AgJ6di1TcEECAnpBzTbULAUE9Jfa1tXVFV544YUwevToTRq5atXaLBuraALtLuAAo907bHw5CwjoOXdP7e0uYP1s9w4bX+4CAvpLHVy8eHE499xzw+233y6g5z6r1V+EgAOMItpskJkKCOiZNk7ZRQhYP4tos0FmLFB8QP/lL38ZPvjBD4ZHHnkk7LbbbgJ6xpNZ6WUJOMAoq99Gm5eAgJ5Xv1RbloD1s6x+G21+AsUH9I0bN4Ynn3wy3HzzzWH+/PkCen5zWMWFCjjAKLTxhp2FgICeRZsUWaiA9bPQxht2NgLFB/RGp66//vowb948AT2bqavQ0gUcYJQ+A4w/ZQEBPeXuqK10Aetn6TPA+FMXENBf6lB/Af355zem3kP1EShSYJttRoWOjhA2bnyxyPEbNIGUBcaM+d0DV62hKXdJbaUKWD9L7bxx5yLQWENbXW9HV3xsekKv/gL6008/l1CVSiFAoCEwZsy2LwWATigECCQmsNNOY6uKrKGJNUY5BEII1k/TgEDaAo01tNVVZhPQfc1aq6eG/REYmIBL9Abm5F0ERkLAJe4joW6fBAYmYP0cmJN3ERgpgeIvcY8n8js7O8OSJUuqr1m75ZZbwqhRo7q/D11AH6mpab8EtizgAMMMIZCugICebm9URsD6aQ4QSFug+ID+wAMPhIMPPniTLs2aNasK6/EloKc9gVVXroADjHJ7b+TpCwjo6fdIheUKWD/L7b2R5yFQfEDfWpsE9K0J+TmBkRFwgDEy7vZKYCACAvpAlLyHwMgIWD9Hxt1eCQxUQEDfipSAPtCp5H0EWivgAKO13vZGYDACAvpgtLyXQGsFrJ+t9bY3AoMVENAF9MHOGe8nkISAA4wk2qAIAn0KCOgmBoF0Bayf6fZGZQSigIAuoPtNIJClgAOMLNum6EIEBPRCGm2YWQpYP7Nsm6ILEhDQBfSCpruhtpOAA4x26qaxtJuAgN5uHTWedhKwfrZTN42lHQUEdAG9Hee1MRUg4ACjgCYbYrYCAnq2rVN4AQLWzwKabIhZCwjoAnrWE1jx5Qo4wCi390aevoCAnn6PVFiugPWz3N4beR4CArqAnsdMVSWBXgIOMEwJAukKCOjp9kZlBKyf5gCBtAUEdAE97RmqOgL9CDjAMDUIpCsgoKfbG5URsH6aAwTSFhDQBfS0Z6jqCAjo5gCB7AQE9OxapuCCBAT0gpptqFkKCOgCepYTV9EEHGCYAwTSFRDQ0+2NyghYP80BAmkLCOgCetozVHUEnEE3BwhkJyCgZ9cyBRckIKAX1GxDzVJAQBfQs5y4iibgAMMcIJCugICebm9URsD6aQ4QSFtAQBfQ056hqiPgDLo5QCA7AQE9u5YpuCABAb2gZhtqlgICuoCe5cRVNAEHGOYAgXQFBPR0e6MyAtZPc4BA2gICuoCe9gxVHQFn0M0BAtkJCOjZtUzBBQkI6AU121CzFBDQBfQsJ66iCTjAMAcIpCsgoKfbG5URsH6aAwTSFhDQBfS0Z6jqCDiDbg4QyE5AQM+uZQouSEBAL6jZhpqlgIAuoGc5cRVNwAGGOUAgXQEBPd3eqIyA9dMcIJC2gIAuoKc9Q1VHwBl0c4BAdgICenYtU3BBAgJ6Qc021CwFBHQBPcuJq2gCDjDMAQLpCgjo6fZGZQSsn+YAgbQFBHQBPe0ZqjoCzqCbAwSyExDQs2uZggsSENALarahZikgoAvoWU5cRRNwgGEOEEhXQEBPtzcqI2D9NAcIpC0goAvoac9Q1RFwBt0cIJCdgICeXcsUXJCAgF5Qsw01SwEBXUDPcuIqmoADDHOAQLoCAnq6vVEZAeunOUAgbQEBXUBPe4aqjoAz6OYAgewEBPTsWqbgggQE9IKabahZCgjoAnqWE1fRBBxgmAME0hUQ0NPtjcoIWD/NAQJpCwjoAnraM1R1BJxBNwcIZCcgoGfXMgUXJCCgF9RsQ81SQEAX0LOcuIom4ADDHCCQroCAnm5vVEbA+mkOEEhbQEAX0NOeoaoj4Ay6OUAgOwEBPbuWKbggAQG9oGYbapYCArqAnuXEVTQBBxjmAIF0BQT0dHujMgLWT3OAQNoCArqAnvYMVR0BZ9DNAQLZCQjo2bVMwQUJCOgFNdtQsxQQ0AX0LCeuogk4wDAHCKQrIKCn2xuVEbB+mgME0hYQ0AX0tGeo6gg4g24OEMhOQEDPrmUKLkhAQC+o2YaapUDbBvQNGzaE1atXh0mTJoWOjo4hN2fVqrVD/qwPEiDQPAEHGM2ztWUCwxUQ0Icr6PMEmidg/WyerS0TqEOg7QJ6V1dX+OIXvxguvPDCymfChAlh/vz5YerUqX163XTTTeHYY4/d7GcrV64MY8aMCQJ6HdPMNgjUL+AAo35TWyRQl4CAXpek7RCoX8D6Wb+pLRKoU6DtAvry5cvDkUceGRYuXBgOOOCAcP7554drr702LF26NIwaNWozuxtvvDGcdNJJ4ZprrtnkZ7vvvnt15l1Ar3O62RaB+gQcYNRnaUsE6hYQ0OsWtT0C9QlYP+uztCUCzRBou4B+9tlnh3vvvTdcfvnlldfjjz8eDjrooLB48eKw33779RnQTznllLBs2bI+fQX0Zkw72yQwfAEHGMM3tAUCzRIQ0Jsla7sEhi9g/Ry+oS0QaKZA2wX0E044Iey6667htNNO63bba6+9woIFC8KMGTP6DOjHHXdcOPzww8P2228fpk+fHmbOnBlGjx5dvVdAb+b0s20CQxdwgDF0O58k0GwBAb3ZwrZPYOgC1s+h2/kkgVYItF1Anz17dth3332ry9Ybr3j/+RlnnBEOPfTQzUzvvvvusGTJkrDLLruERx99tLo0/qijjuoO+PGedi8CBFIUaDz80e9oit1RU9kCjYezWkPLngdGn6qA9TPVzqiLQBQYzgPOhyPY0dWkVTueQY8Phjv11FO769vSGfTeg7j66qvDySefHO67777qLPqTTz4znHH6LAECTRL43RmAENat29CkPdgsAQJDFfi939ux+qg1dKiCPkegeQLWz+bZ2jKBOgQaa2gd2xrMNpoW0OM96Pfff3+47LLLqnq2dg9676Jvu+22MGfOnLBixYrqkneXuA+mrd5LoHUCLtFrnbU9ERisgEvcByvm/QRaJ2D9bJ21PREYikDbXeLeeIr7VVddVT3F/bzzzgvXXXdd91PcY3CPX60WL2WPryuvvDLss88+YcqUKWHNmjVh7ty51ZnzK664ovq5gD6UaeUzBJov4ACj+cb2QGCoAgL6UOV8jkDzBayfzTe2BwLDEWi7gB6vnL/gggvCRRddVLmMGzeuOps+bdq06p/POuussGjRonDXXXdV/3zOOedUD5BrvOL96jHUT548WUAfzszyWQJNFnCA0WRgmycwDAEBfRh4PkqgyQLWzyYD2zyBYQq0XUBveKxfvz489dRT4RWveEWf33/e0y2+94knngjjx4+vngDf8+UM+jBnmI8TaJKAA4wmwdosgRoEBPQaEG2CQJMErJ9NgrVZAjUJtG1Ar8nHJe51QdoOgZoFHGDUDGpzBGoUENBrxLQpAjULWD9rBrU5AjULCOhbAXUGveYZZ3MEahJwgFETpM0QaIKAgN4EVJskUJOA9bMmSJsh0CQBAV1Ab9LUslkCzRVwgNFcX1snMBwBAX04ej5LoLkC1s/m+to6geEKCOgC+nDnkM8TGBEBBxgjwm6nBAYkIKAPiMmbCIyIgPVzRNjtlMCABQR0AX3Ak8UbCaQk4AAjpW6ohcCmAgK6GUEgXQHrZ7q9URmBKCCgC+h+EwhkKeAAI8u2KboQAQG9kEYbZpYC1s8s26boggQEdAG9oOluqO0k4ACjnbppLO0mIKC3W0eNp50ErJ/t1E1jaUcBAV1Ab8d5bUwFCDjAKKDJhpitgICebesUXoCA9bOAJhti1gICuoCe9QRWfLkCDjDK7b2Rpy8goKffIxWWK2D9LLf3Rp6HgIAuoOcxU1VJoJeAAwxTgkC6AgJ6ur1RGQHrpzlAIG0BAV1AT3uGqo5APwIOMEwNAukKCOjp9kZlBKyf5gCBtAUEdAE97RmqOgICujlAIDsBAT27lim4IAEBvaBmG2qWAgK6gJ7lxFU0AQcY5gCBdAUE9HR7ozIC1k9zgEDaAgK6gJ72DFUdAWfQzQECWQms+u1z4cHHngnr1neG179m1zBxl7FZ1a9YAu0uIKC3e4eNL3cBAV1Az30Oq79QAQcYhTbesJMW+MGKx8Jl19+3SY0fPmL/MG3viUnXrTgCJQlYP0vqtrHmKCCgC+g5zls1EwgOMEwCAukJ/N9L7ghPrVm/SWGTXz4+nD57enrFqohAoQLWz0Ibb9jZCAjoAno2k1WhBHoKOMAwHwikJzB73vf6LOqyj785vWJVRKBQAetnoY037GwEBHQBPZvJqlACAro5QCBtgb7PoO8YTp/9hrQLVx2BggQE9IKabahZCgjoAnqWE1fRBBxgmAME0hNwD3p6PVERgd4C1k9zgkDaAgK6gJ72DFUdgX4EHGCYGgTSFHj48bXhV6ufC+ue6wxT95jgKe5ptklVBQtYPwtuvqFnISCgC+hZTFRFEnAGwBwgkI+A70HPp1cqLU9AQC+v50acl4CALqDnNWNVS+AlAQcYpgKBdAUE9HR7ozIC1k9zgEDaAgK6gJ72DFUdgX4EHGCYGgTSFRDQ0+2NyghYP80BAmkLCOgCetozVHUEBHRzgEB2AgJ6di1TcEECAnpBzTbULAUEdAE9y4mraAIOMMwBAukKCOjp9kZlBKyf5gCBtAUEdAE97RmqOgLOoJsDBLITENCza5mCCxIQ0AtqtqFmKSCgC+hZTlxFE3CAYQ4QSFdAQE+3NyojYP00BwikLSCgC+hpz1DVEXAG3RwgkJ2AgJ5dyxRckICAXlCzDTVLAQFdQM9y4iqagAMMc4BAugICerq9URkB66c5QCBtAQFdQE97hqqOgDPo5gCB7AQE9OxapuCCBAT0gpptqFkKCOgCepYTV9EEHGCYAwTSFRDQ0+2NyghYP80BAmkLCOgCetozVHUEnEE3BwhkJyCgZ9cyBRckIKAX1GxDzVJAQBfQs5y4iibgAMMcIJCugICebm9URsD6ae+rW2oAABSGSURBVA4QSFtAQH+pP2vXrg2dnZ1hwoQJm3Rs1aq1aXdQdQQKFXCAUWjjDTsLAQE9izYpslAB62ehjTfsbASKD+jr1q0LJ554Yrjllluqpk2dOjVcfPHFYeLEidU/C+jZzGWFFibgAKOwhhtuVgICelbtUmxhAtbPwhpuuNkJFB/Q58+fHxYtWhQWLlwYdthhh3D00UeHPffcM5x55pkCenbTWcElCTjAKKnbxpqbgICeW8fUW5KA9bOkbhtrjgLFB/RZs2aFgw8+OBxzzDFV/5YsWRKOP/748LOf/Sx0dHQ4g57jrFZzEQIOMIpos0FmKiCgZ9o4ZRchYP0sos0GmbFA8QE9XtJ+1llnhZkzZ1ZtvOeee8Jhhx0W7rzzzrDzzjuHzs4XMm6v0gm0r8CoUR3V4F58sat9B2lkBDIV2HbbbarKraGZNlDZbS1g/Wzr9hpcGwg01tBWD6Wjq6trxI+qYwl77713WLBgQZgxY0Zl8OCDD1ZhfenSpeGVr3xlq13sjwABAgQIECBAgAABAgQItFQgiYAeRxzPoM+bNy+87W1vqwB6n0Ffs+a5lsLYGQECAxMYM2Z0dRvK+vWdA/uAdxEg0DKBnXceW+3LGtoycjsiMGAB6+eAqbyRwIgINNbQVu88mYDuHvRWt97+CNQj4B66ehxthUAzBNyD3gxV2yRQj4D1sx5HWyHQLIHi70Hv+RT3cePGhTlz5niKe7Nmm+0SqFHAAUaNmDZFoGYBAb1mUJsjUKOA9bNGTJsi0ASB4gP6M888E+bOnRtuvfXWinf//fcPl1xySZg0aVL1z74HvQmzziYJ1CDgAKMGRJsg0CQBAb1JsDZLoAYB62cNiDZBoIkCxQf0hu2aNWvChg0bwsSJEzfhFtCbOPtsmsAwBBxgDAPPRwk0WUBAbzKwzRMYhoD1cxh4PkqgBQIC+laQBfQWzEK7IDAEAQcYQ0DzEQItEhDQWwRtNwSGIGD9HAKajxBooYCALqC3cLrZFYH6BBxg1GdpSwTqFhDQ6xa1PQL1CVg/67O0JQLNEBDQBfRmzCvbJNB0AQcYTSe2AwJDFhDQh0zngwSaLmD9bDqxHRAYloCALqAPawL5MIGREnCAMVLy9ktg6wIC+taNvIPASAlYP0dK3n4JDExAQBfQBzZTvItAYgIOMBJriHII9BAQ0E0HAukKWD/T7Y3KCEQBAV1A95tAIEsBBxhZtk3RhQgI6IU02jCzFLB+Ztk2RRckIKAL6AVNd0NtJwEHGO3UTWNpNwEBvd06ajztJGD9bKduGks7CgjoAno7zmtjKkDAAUYBTTbEbAUE9Gxbp/ACBKyfBTTZELMWENAF9KwnsOLLFXCAUW7vjTx9AQE9/R6psFwB62e5vTfyPAQEdAE9j5mqSgK9BBxgmBIE0hUQ0NPtjcoIWD/NAQJpCwjoAnraM1R1BPoRcIBhahBIV0BAT7c3KiNg/TQHCKQtIKAL6GnPUNURENDNAQLZCQjo2bVMwQUJCOgFNdtQsxQQ0AX0LCeuogk4wDAHCKQrIKCn2xuVEbB+mgME0hYQ0AX0tGeo6gg4g24OEMhOQEDPrmUKLkhAQC+o2YaapYCALqBnOXEVTcABhjlAIF0BAT3d3qiMgPXTHCCQtoCALqCnPUNVR8AZdHOAQHYCAnp2LVNwQQICekHNNtQsBQR0AT3LiatoAg4wzAEC6QoI6On2RmUErJ/mAIG0BQR0AT3tGao6As6gmwMEshMQ0LNrmYILEhDQC2q2oWYpIKAL6FlOXEUTcIBhDhBIV0BAT7c3KiNg/TQHCKQtIKAL6GnPUNURcAbdHCCQnYCAnl3LFFyQgIBeULMNNUsBAV1Az3LiKpqAAwxzgEC6AgJ6ur1RGQHrpzlAIG0BAV1AT3uGqo6AM+jmAIHsBAT07Fqm4IIEBPSCmm2oWQoI6AJ6lhNX0QQcYJgDBNIVENDT7Y3KCFg/zQECaQsI6AJ62jNUdQScQTcHCGQnIKBn1zIFFyQgoBfUbEPNUkBAF9CznLiKJuAAwxwgkK6AgJ5ub1RGwPppDhBIW0BAF9DTnqGqI+AMujlAIDsBAT27lim4IAEBvaBmG2qWAgK6gJ7lxFU0AQcY5gCBdAUE9HR7ozIC1k9zgEDaAgK6gJ72DFUdAWfQzQEC2QkI6Nm1TMEFCQjoBTXbULMUENAF9CwnrqIJOMAwBwikKyCgp9sblRGwfpoDBNIWENAF9LRnqOoIOINuDhDITkBAz65lCi5IQEAvqNmGmqWAgC6gZzlxFU3AAYY5QCBdAQE93d6ojID10xwgkLaAgC6gpz1DVUfAGXRzgEB2AgJ6di1TcEECAnpBzTbULAXaNqBv2LAhrF69OkyaNCl0dHQMuTmrVq0d8md9kACB5gk4wGierS0TGK6AgD5cQZ8n0DwB62fzbG2ZQB0CbRfQu7q6whe/+MVw4YUXVj4TJkwI8+fPD1OnTu3T66abbgrHHnvsZj9buXJlGDNmTBDQ65hmtkGgfgEHGPWb2iKBugQE9LokbYdA/QLWz/pNbZFAnQJtF9CXL18ejjzyyLBw4cJwwAEHhPPPPz9ce+21YenSpWHUqFGb2d14443hpJNOCtdcc80mP9t9992rM+8Cep3TzbYI1CfgAKM+S1siULeAgF63qO0RqE/A+lmfpS0RaIZA2wX0s88+O9x7773h8ssvr7wef/zxcNBBB4XFixeH/fbbr8+Afsopp4Rly5b16SugN2Pa2SaB4Qs4wBi+oS0QaJaAgN4sWdslMHwB6+fwDW2BQDMF2i6gn3DCCWHXXXcNp512WrfbXnvtFRYsWBBmzJjRZ0A/7rjjwuGHHx623377MH369DBz5swwevTo6r0CejOnn20TGLqAA4yh2/kkgWYLCOjNFrZ9AkMXsH4O3c4nCbRCIJuA/uijj4brrruuX5P3ve99YezYsWH27Nlh3333rS5bb7zi/ednnHFGOPTQQzf7/N133x2WLFkSdtlllxD3ES+NP+qoo7oD/rp1z7eiD/ZBgMAgBbbddpvqNpQNGzYO8pPeToBAswXGjRtT7cIa2mxp2ycweAHr5+DNfIJAKwUaa2gr9xn31dEVn+Y2iNdDDz0Uvva1r/X7iY985CNh3LhxIZ5Bjw+GO/XUU7vfu6Uz6L03ePXVV4eTTz453HfffdVZ9Gef3TCIKr2VAIFWCcQDjPjq7HyhVbu0HwIEBigQz9DFlzV0gGDeRqCFAtbPFmLbFYEhCDTW0CF8dFgfGXRAH+je4j3o999/f7jsssuqj2ztHvTe273tttvCnDlzwooVK6pL3l3iPlB57yPQWgGX6LXW294IDEbAJe6D0fJeAq0VsH621tveCAxWIJtL3Ac6sMZT3K+66qrqKe7nnXdedWl84ynuMbjHr1aLl7LH15VXXhn22WefMGXKlLBmzZowd+7c6sz5FVdcUf1cQB+ovPcRaK2AA4zWetsbgcEICOiD0fJeAq0VsH621tveCAxWoO0Cerxy/oILLggXXXRRZREve4+hfNq0adU/n3XWWWHRokXhrrvuqv75nHPOqR4g13jF+9VjqJ88ebKAPtjZ5P0EWijgAKOF2HZFYJACAvogwbydQAsFrJ8txLYrAkMQaLuA3jBYv359eOqpp8IrXvGKPr//vKdVfO8TTzwRxo8fXz0BvufLGfQhzCofIdACAQcYLUC2CwJDFBDQhwjnYwRaIGD9bAGyXRAYhkDbBvRhmAjodeHZDoEmCjjAaCKuTRMYpoCAPkxAHyfQRAHrZxNxbZpADQIC+lYQnUGvYZbZBIEmCDjAaAKqTRKoSUBArwnSZgg0QcD62QRUmyRQo4CALqDXOJ1sikDrBBxgtM7anggMVkBAH6yY9xNonYD1s3XW9kRgKAICuoA+lHnjMwRGXMABxoi3QAEE+hUQ0E0OAukKWD/T7Y3KCEQBAV1A95tAIEsBBxhZtk3RhQgI6IU02jCzFLB+Ztk2RRckIKAL6AVNd0NtJwEHGO3UTWNpNwEBvd06ajztJGD9bKduGks7CgjoAno7zmtjKkDAAUYBTTbEbAUE9Gxbp/ACBKyfBTTZELMWENAF9KwnsOLLFXCAUW7vjTx9AQE9/R6psFwB62e5vTfyPAQEdAE9j5mqSgK9BBxgmBIE0hUQ0NPtjcoIWD/NAQJpCwjoAnraM1R1BPoRcIBhahBIV0BAT7c3KiNg/TQHCKQtIKAL6GnPUNURENDNAQLZCQjo2bVMwQUJCOgFNdtQsxQQ0AX0LCeuogk4wDAHCKQrIKCn2xuVEbB+mgME0hYQ0AX0tGeo6gg4g24OEMhOQEDPrmUKLkhAQC+o2YaapYCALqBnOXEVTcABhjlAIF0BAT3d3qiMgPXTHCCQtoCALqCnPUNVR8AZdHOAQHYCAnp2LVNwQQICekHNNtQsBQR0AT3LiatoAg4wzAEC6QoI6On2RmUErJ/mAIG0BQR0AT3tGao6As6gmwMEshMQ0LNrmYILEhDQC2q2oWYpIKBn2TZFEyBAgAABAgQIECBAgACBegQ6urq6uurZlK0QIECAAAECBAgQIECAAAECQxUQ0Icq53MECBAgQIAAAQIECBAgQKBGgWwD+osvvhjiyf9tttmmRg6bIkBgMAKrVq0KO+64Yxg7duxgPua9BAi0SGDt2rWhs7MzTJgwoUV7tBsCBHoL+D00JwjkJxBz5gsvvBBGjx7d8uKzDOgR7FOf+lSF9ZnPfKblaHZIoHSBX/7yl+Hoo48ODz30UEXxzne+M5x++ulh22237ZPmzDPPDF/5ylc2+dm0adPCokWLSqc0fgJNEVi3bl048cQTwy233FJtf+rUqeHiiy8OEydObMr+bJQAgc0FBvt7eNNNN4Vjjz12sw2tXLkyjBkzBjEBAi0UWLx4cTj33HPD7bff3sK9/m5X2QX0JUuWhE9/+tNh9erV4V3vepeA3vIpY4cEQpg9e3Z15vyzn/1seOyxx8IRRxxRBfRZs2b1yRP/kPbwww+HT3ziE90/33777cNuu+2GkwCBJgjMnz+/+gPYwoULww477FD9QW3PPfcM8Y9lXgQItEZgsL+HN954YzjppJPCNddcs0mBu+++e+jo6GhN0fZCoHCBeBLqgx/8YHjkkUeq41QBfQAT4tlnnw1PP/109ReN+NdEZ9AHgOYtBGoUWLNmTTjwwAOrg/94Fjy+YjiPQf3f/u3f+g3ov/nNb6rfWy8CBJovEP9YdvDBB4djjjmm2ln84/bxxx8ffvaznznQbz6/PRCoBAb7exgD+imnnBKWLVtGkACBERLYuHFjePLJJ8PNN98c4h/ZBPRBNOK0004LEVBAHwSatxKoQeDBBx8MM2fODD/84Q/Dy1/+8mqLl19+efj2t78d4uVAfb3i7+kNN9wQ3vSmN4Vdd901vPWtbw3Tp0+voRqbIECgL4F4SftZZ51V/a7G1z333BMOO+ywcOedd4add94ZGgECLRAY7O9hDOjHHXdcOPzww0O8yiyuk/F3eCTugW0Bj10QSFrg+uuvD/PmzSs7oP/kJz8Jy5cv77NR8YA+Xs7e8yWgJz2nFZepwEB+D+Pv6ZFHHrnJgf5VV10VLrroon7/TywG9//5n/+prnpZsWJFiPfZXXjhhd3hIVMuZRNIUiA+p2XvvfcOCxYsCDNmzKhqbPxhbenSpeGVr3xlknUrikA7CQzl9/Duu++urnbZZZddwqOPPlrdonLUUUeFeMzrRYBAawUE9BBCPGiIZ+T6er3sZS/rvkyv8XMBvbWT1N7KEBjI72HjQP+OO+7ofuDU1s6g99b76Ec/GuIl71/+8pfLgDVKAi0WiGfu4l/+3/a2t1V7dga9xQ2wOwIvPZxxOL+HV199dTj55JPDfffd5yy6GUWgxQIC+hDABfQhoPkIgRoE+roHPT648de//nW/96D33m28F/2nP/1pdXbAiwCB+gUGe+9r/RXYIgECw/09vO2228KcOXOqK8/iJe9eBAi0TkBAH4R1/D66+J/4UKp4D/oZZ5xR/VVx1KhRg9iKtxIgMByBD3zgA2GnnXbq9ynu8WFUr3rVq8LHPvaxajcxkMf7X+OTaO+///7w3ve+N3zoQx/q8+tkhlOXzxIg8DuBnk+PHjduXHWQ7ynuZgeB1gps7few91p55ZVXhn322SdMmTIlxD+Gz507tzrGveKKK1pbuL0RKFgg3p7S2dlZ3W4Sj1/j15XGnNnKZ0Fk9zVr8Yzbqaeeusm0iV8bE7+H2YsAgdYI/OIXv6i+til+BUV8xa9Zi38s22677ap/PuSQQ8Iee+xR3Wfe+Hk8A9B4Nb6WzRmB1vTLXsoTeOaZZ6qD+1tvvbUa/P777x8uueSSMGnSpPIwjJjACAls7few91p5zjnnVM+OaLzirSrnnXdemDx58giNwG4JlCfwwAMPVN+C0vMVr4Zp5TcRZRfQy5smRkwgXYF4WXv8PvT4n6291q5dG1avXl09+X3s2LFbe7ufEyBQg0A8C7dhw4bu50XUsEmbIEBgkAKD+T1cv359eOKJJ8L48eOrbz3xIkCgPAEBvbyeGzEBAgQIECBAgAABAgQIJCggoCfYFCURIECAAAECBAgQIECAQHkCAnp5PTdiAgQIECBAgAABAgQIEEhQQEBPsClKIkCAAAECBAgQIECAAIHyBAT08npuxAQIECBAgAABAgQIECCQoICAnmBTlESAAAECBAgQIECAAAEC5QkI6OX13IgJECBAgAABAgQIECBAIEEBAT3BpiiJAAECBAgQIECAAAECBMoTENDL67kREyBAgAABAgQIECBAgECCAgJ6gk1REgECBAgQIECAAAECBAiUJyCgl9dzIyZAgAABAgQIECBAgACBBAUE9ASboiQCBAgQIECAAAECBAgQKE9AQC+v50ZMgAABAgQIECBAgAABAgkKCOgJNkVJBAgQIECAAAECBAgQIFCegIBeXs+NmAABAgQIECBAgAABAgQSFBDQE2yKkggQIECAAAECBAgQIECgPIH/D0v1e12xUZ4EAAAAAElFTkSuQmCC"
},
"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.asset_returns().vbt.plot(title=f\"{benchmarkdf.name} | Asset 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.asset_returns().vbt.plot(title=f\"{assetdf.name} | Asset 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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8/PNPUS2rqcEp6E0lxvNJgARIgARIgARIgARIgARIgAQcQyCwSNyoESPx9Vdfwev14pHHH0NhYScuEueYLjJREiABEiABEiABEiABEiABEiABVxDIbpaNkuKSOrVkZmSgtKzMVvVxBt1W7WAyJEACJEACJEACJEACJEACJEACuhKgoOvaedZNAiRAAiRAAiRAAiRAAiRAAiRgKwIUdFu1g8mQAAmQAAmQAAmQAAmQAAmQAAnoSoCCrmvnWTcJkAAJkAAJkAAJkAAJkAAJkICtCFDQbdUOJkMCJEACJEACJEACJEACJEACJKArAQq6rp1n3SRAAiRAAiRAAiRAAiRAAiRAArYiQEG3VTuYDAmQAAmQAAmQAAmQAAmQAAmQgK4EKOi6dp51kwAJkAAJkAAJkAAJkAAJkAAJ2IoABd1W7WAyJEACJEACJEACJEACJEACJEACuhKgoOvaedZNAiRAAiRAAiRAAiRAAiRAAiRgKwIUdFu1g8mQAAmQAAmQAAmQAAmQAAmQAAnoSoCCrmvnWTcJkAAJkAAJkAAJkAAJkAAJkICtCFDQbdUOJkMCJEACJEACJEACJEACJEACJKArAQq6os6npKcjIzcHlWVlKN9XrCgqw7iVQHqzZqiprkJ1eYVbS2RdiggkpaYiJT0NZXv3KYrIMG4mkHt4G+zdstXNJbI2RQQym+daP7PUVFYpisgwbiWQkpGOxOQklO8rcWuJrEsRASMhAdmH5aF4+05FEfUMQ0FX1Pfk9HRkWoJeyr/AFDF1cxgKupu7q7Y2Crpanm6PRkF3e4fV1UdBV8fS7ZEo6G7vsLr6KOhqWFLQ1XAEBV0RSE3CUNA1abSCMinoCiBqFIKCrlGzJUuloEsC1OhyCrpGzZYslYIuCdB/OQVdDUcKuiKOuoShoOvSafk6KejyDHWKQEHXqdtytVLQ5fjpdDUFXaduy9VKQZfjF7iagq6GIwVdEUddwlDQdem0fJ0UdHmGOkWgoOvUbblaKehy/HS6moKuU7flaqWgy/GjoKvhF4zCR9wVA3V5OAq6yxussDwKukKYGoSioGvQZEUlUtAVgdQgDAVdgyYrKpGCrgYkZ9DVcOQMuiKOuoShoOvSafk6KejyDHWKQEHXqdtytVLQ5fjpdDUFXaduy9VKQZfjxxl0Nfw4g66Yoy7hKOi6dFq+Tgq6PEOdIlDQdeq2XK0UdDl+Ol1NQdep23K1UtDl+FHQ1fCjoCvmqEs4CrounZavk4Iuz1CnCBR0nbotVysFXY6fTldT0HXqtlytFHQ5fkoEPSMjE/kF+Vi9ahVM01STkUOj8B10hzYuTmlT0OME3oHDUtAd2LQ4pkxBjyN8Bw1t5rRGSsduqCkrhnfDchhlex2UPVONNQEKeqyJO3c8Crqa3kX0DrphGBg+aiS6detmZeH1ejHu6bH4dPbskFl99MnHSEhIaPC9hx4chu+//15NJXGOQkGPcwMcNjwF3WENi2O6FPQ4wnfg0BR0BzYtximbXc+F0em0A6NWlcP8agqMfdtinAmHcwoBCrpTOhX/PCnoanoQkaCf3707htw6FBPHj8ecOV9gxMiR6NS5M3r17GnJev3juC7HIzk5OfjlU089Fb379MG/broZq1auVFNJnKNQ0OPcAIcNT0F3WMPimC4FPY7wHTg0Bd2BTWss5aRkmEYiDCMBSEiEmZBg/b/1NTHpIb5mJFj/H/jage8lwEQCjET/OSJGYgJgJAJdz2sworn5NxjfvekieCxFJQEKukqa7o5FQVfT34gE/elx45BfUICB/fpZWXQs7IhnJk/GiMeHY/68eYfM7I0Zb6KkuATXXnPNIc91ygkUdKd0yh55UtDt0QcnZEFBd0KX7JOjtoKemAIIUU3wCa1PZgNSm+j7npBZ8bVEn+jCL77B7wUkGD6ZDcixFdOSYcMSXEuIA+NYghyIX+t7IWMYVkwxrk+ca+fqE24kJkX1ZhIvIxohRjB3b4bx5QtRHZvBnUuAgu7c3sU6cwq6GuIRCforU6egrLQUN15/QzCLjz+djWlTpuK1adMOmtlFvXvhhhtvxG1DhmL58uVqqrBBFAq6DZrgoBQo6A5qVpxTpaDHuQEOGz4sQU9KsSSxjswGZmOFQCYYtb7nn8EV5yf6hTIoqT7hDcYKSLAQzTrxxXU+ufXJca2ZX/+5QXGGPy8xQ1xLsIOzx34ZNkQNLj/MmmoYphem6YHhEb96YZge8V6h72u1foXXEz6Nlh0anGutIrR+EbDsS76PHj5Jbc6koGvTaulCKejSCK0AEQn69BkzsHnzZtw6ZEgwi1mzP8EHM9/H5EmTGs1M/AP99nvvYvOmTbj5xpuC52XkNFNTTRyjiE/Dk1NT4amphqeqOo6ZcGgnEEhMToHp9cDracIPVU4ojDkqJ+Bt1hpGSjqwZzMMT5Xy+AzYOAEhhdYjwdZMq2/GNTADKiQ28D1LHi2xDJxfS3D9M7WBGV0YYhbVH8s/C+uTWfE13wxrYHbX97W6MX2/P/CfkGxxnW+22ICRmASvKX7vE11rujQo3w3XgnF6/8UCtUJihbQC4lcPYH3NJ7IQ36v1e5/k+r4uzjG9JiBkN/A1S3oDIuz7ni+G/7paMa3r/L/3xfLlYPhjWtcFvh+Ia/1e/L1v1hXsYHzf96J5VHb+CzxHnHRgCJE7xH0n0vcgadNCJK/9EUZ1eTTTYGwHEUhISoKRYPDnWwf1LG6pGoblQ9UVFXFLQeXAZfuKVYYLO1ZEgi5m0Ev3l+KmG5o2g37V1YMxcNAgXP/P67Du99+DSYrZZ6cficnJSMvMQHVlJarK3XFTOr0nds4/JT0dXk8Navhhjp3bFNfcvOk58JwyEMjI8eVRXYGE5XORuGlJXPMKObglroYlgoF3ZK2f9q33Xv2Ca4muENcD79Fa0uufQQ3KaR0p9j8SHHhcORAzMEMrYiYaQTkOzMwGZNr364HHnH2PKB949Nk3ti9v3+PPgfN9guu2wyezQlxriWdAGL2+7wUFNiiqXkB8kGiJauA60xI5a3bXe0BmrVldS0o9MCC+55dfEcs6X/zeL6iBccXXrBi+c4LiLITVU1uQA3n7rrfGsT7gjK7Muu0eCNTjzW6FhLbHwFtZBmxZASSnwXvsOTCbF/hOqalEwtofkbD2JxgeTjq49T4It66klGQkJCWiqow/34bLTNfzxGRsWnYmyov3uwJBdXl8PqiMSNCtd9Dz8zGwf38LfmFhISZOnnTQd9BTklMw4713sOK333Dn7Xe4omm1i+Aj7q5raVQL4iPuUcXriuDmSb1gdDihbi01VTB/es/3zqslxb73Xw/MzgYeQz4wEyseKT4gpb5HjX3v1Ppl1Hoftt77tv4Z4+DCU7Xe67ViBYRWi8eMq+rKY3Am1DdjeuCRYzFz6n/0WIiup/YsrfiekF8xayp+9YtovceWA7OtwceX/RIspNUSXH/84CyxENrajzmbHjQ7rAWKt22r9Vh0QGZrXPHngkWoIxByH/TWnWB2OQdGs9a+gcr3A7/NA9b+rG5gRnIcAT7i7riWxS1hPuKuBn1Egt69Rw/cMnQIJoybgDmff4ZRY8agsFOn4Cruwx5+CF27dkW/Pn2DWQ69/Tace+65uPrKq7B161Y12dsoCgXdRs1wQCoUdAc0KR4pJiZZM1hGXgHMzn+GkZrRIAsx4Wg9imrDw6ypL7MBia090xp4f9b0SWQdmfXC9Pi/5pfZuu/bhnoH1y/GlswGhPWALFuzubUeLw7Ir5iFDQi2NWtsybLzZTasd9BteO8wpdgTCCnogTTadQGOOwvIyLW+Yu7fDSydC2PT0tgnyhHjToCCHvcWOCYBCrqaVkUk6GIGZvQTY3B8ly6+v7hNExPGjcfHs2ZZvx8/cYK17VqP8863fp+ZkYE333kbv/zyCx687341mdssCgXdZg2xeToUdJs3KFbpZeYBefkw89oBeW1hND88OHJjIm5uWQl4a3yzupbM+t+ZrT2bGvie9U5urQWlGjyWHHj02Bejjsz6xdn3bm4tmfXPGvvkVjxmzJnZWN0u4YxDQQ+HEs+xfjZrnovKsjLUVB5kbYtOp8I8+n9hpPg+LDTFWhhL5gA71hKiRgQo6Bo1W7JUCrokQP/lEQl6YOisrCy0a9cORUVFIfc/V5OiM6JQ0J3RJ7tkSUG3SydimIfY01i835lXADRvC6NFWyA1s04C4sNOlOyEsXsTTE81jMI/1f3+jt9hfDUlhklzKKcRoKA7rWPxyzcsQRdSnpQC4w//D2anUxFcPX/ramDJZ0Dx9vgVwJFjRoCCHjPUjh+Igq6mhVKCriYFd0ShoLujj7GqgoIeK9LxG8fMbuETcSHkeW1hNmvle++71mFWVcDYvRHYswnYvQHWXsTVBxbhMQ8/Cgltj4WR1Rye9UthrFtgLd7EgwQaI0BB570RLoFwBT0Qz0zLBI45E+hwom8xSPEaysYlMMWj72V7wx2W5zmQAAXdgU2LU8oUdDXgKehqOIKCrgikJmEo6O5qtDXDlNfWEnExQ26Kx9XF1mi1ZVw8Dl6yA9glZHyj9Z9RsuuQq1BzH3R33SvRroaCHm3C7onfVEEPVp6ZB/O4s2G0Pdb3JW8NzLW/wFg+H6gqcw8gVhIkQEHnzRAuAQp6uKQOfh4FXQ1HCroijrqEoaA7udMGkH0YzBa+R9UtKW92WINtuUzxg+ruTTB2+WTc3LMJRk3T9zGnoDv5Xol97hT02DN36ogRC3qg4NzDgRPOA1oc4ftKdSWw6ltgxXeAp+l/1zmVow55U9B16LKaGinoiji273wKNxFVwJIz6AogahSCgu6cZpvJaT4JF++PtxALueUD9WfHxYJpxdssIQ/MjkOseqzgoKArgKhRCAq6Rs2WLFVa0P3jm607wzj+bCDHvzVbxX6gaD6w5hffvvc8HE+Agu74FsasAAq6GtScQVfDkTPoijjqEoaCbtNOi/2/s1v6FnIT/7VoCzNLzI7X29esojQ4K45dG2Hs3QTUVEelKAp6VLC6NigF3bWtVV6YKkH3JWYAR3QBjj0zxNZsyw75Ko/y4hhQKQEKulKcrg5GQVfTXgq6Go4UdEUcdQlDQbdJp5PTLQm3FnHLK4AhZsmTU+sm5/XA3Cdmxzf6FnQTj6zHcEEkCrpN7hWHpEFBd0ijbJCmWkH3FWQmJAIdTwaOOh1GYJeKvVuBRbOBnetsUDVTiIQABT0SanpeQ0FX03cKuhqOFHRFHHUJQ0GPQ6fFLHhOG0vEfe+OF8AQK63XO8zyYmubM9/j6huAvVviutc3BT0O94qDh6SgO7h5MU49GoIeKCHU1mzmtjXAks9h7Nsa40o5nCwBCrosQX2up6Cr6TUFXQ1HCroijrqEoaBHv9OmmL2x3hn3b3PWPP/AHr6B4b01wN5t1qy4aW13thFG2b7oJ9eEESjoTYDFU0FB500QLoFoCnpQ1NMyYRx9BswjTzqwNdumZTCXzOHWbOE2ygbnUdBt0ASHpEBBV9MoCroajhR0RRx1CUNBV9xp8e54Thv/4+o+IUdm84aDlO2D6V/ITTyubu7dCkNIuo0PCrqNm2PD1CjoNmyKTVOKhaAHS2+wNZvH2poNv82HUVlqU0JMK0CAgs57IVwCFPRwSR38PAq6Go4UdEUcdQlDQZfsdFoWkNfOt9WZ2HM8Nx9ITKob1FMDc+9m/+Pq/nfHK0okB4795RT02DN38ogUdCd3L7a5x1TQA6WJrdm6/A1o2cH6iim2nlzxLYyV33Jrtti2v0mjUdCbhEvrkynoatpPQVfDkYKuiKMuYSjo4XfaWnRI/FBnrazeFob4NSO3YQCxcJu157jv3XFz7zYYpif8gWx6JgXdpo2xaVoUdJs2xoZpxUXQ/Rx8W7Od5XvySRxiZ4zf5luz6m74e9uG7ZZKiYIuhU+riynoatpNQVfDkYKuiKMuYSjojXfazMiBEdh3XPya26bB7LiYdTH2bjL6KE4AACAASURBVIFpCbnvP7c+JklB1+VvBTV1UtDVcNQhSjwF3cc3xNZspXuApXNhbFzKrdlsdBNS0G3UDJunQkFX0yAKuhqOFHRFHHUJQ0H3d1o8lm7NjrezZsitrc7SmzW4Dcz9u/0ivgmGWFldbHtmmlrcLhR0LdqsrEgKujKUrg8Uf0H3IQ69NdsWYMkcYPsa1/fBCQVS0J3QJXvkSEFX0wcKuhqOFHRFHHUJo62gi0fTW4g9x317jxs5rQHxCHutw5od3+Pf5iwwQ15Vpsut0aBOCrq2rY+ocAp6RNi0vMgugh6AH2prNuz43beHuvhQlkfcCFDQ44becQNT0NW0jIKuhiMFXRFHXcJoIehJyTBzC2ptdVYAiMXdasu4acLYvys4Oy4eWTdKdgCmV5db4ZB1UtAPiYgn1CJAQeftEC4Buwl6UNRDbs22FFj6JVC6O9zyeJ5CAhR0hTBdHoqCrqbBFHQ1HCnoijjqEsaVgp6V59vezPqvAGaz1hB/Udc5qitg7t584HH1PRuAqgpd2h5RnRT0iLBpexEFXdvWN7lwuwp6sJAQW7Nh7S8wuTVbk3stewEFXZagPtdT0NX0moKuhiMFXRFHXcI4XdCtRxGb+1ZVN1u0BZrnw0jNrNM+U7wjXrIDxq5NwB7/Ym7FO7nwTxNvcgp6E4FpfjoFXfMboAnl217QA7WE2ppt5XfAyv/CENu08Yg6AQp61BG7ZgAKuppWUtDVcKSgK+KoSxhnCboBM7vFgdlxsfd4dksYRt3ZcbOqAoaYERfbnO3aCHP3Jhg1lbq0NGp1UtCjhtaVgSnormxrVIpyjKD7q2+wNVul2Jrta5hrfuLWbFG5Qw4EpaBHGbCLwlPQ1TSTgq6GIwVdEUddwthZ0M3kNBh5+b6V1ZuLldXbwkhJqzc77oVRvAOmtcWZT8iN/WJ2nIdqAhR01UTdHY+C7u7+qqzOaYLuq73h1mwQW7Mt+xLYsIRPaKm8QWrFoqBHCawLw1LQ1TSVgq6GIwVdEUddwthG0MUsePZhwdlxsc2Z+L1hGHWFXMxUiBlxIeNCysUq63y0MCa3KwU9JphdMwgF3TWtjHohzhR0H5bQW7Nthbl0Doxtq6POTrcBKOi6dTzyeinokbOrfSUFXQ1HCroijrqEiZugJ6f79xtve2B19eTUujJuemGILW3EFmfWdmcbAbEPOY+4EKCgxwW7YweloDu2dTFP3MmCHoDV6NZsiz8D9m6JOVO3DkhBd2tn1ddFQVfDlIKuhiMFXRFHXcLERNANA2azVr79xgOrq4t3yesfFft9j6nv9r83LqTcU61LK2xfJwXd9i2yVYIUdFu1w9bJuEHQg6IeYms2bFoOY+kX3JpNwV1IQVcAUZMQFHQ1jaagq+FIQVfEUZcw0RB0MzUThnhEvblvqzMzLx9GUkpdpF4PzH1bD7w3LmbHy/bqgt2RdVLQHdm2uCVNQY8bescN7CZBD8KvtzWbKZ4Is7ZmmwejotRxPbJLwhR0u3TC/nlQ0NX0iIKuhiMFXRFHXcJIC7p4dzy3tSXjYhE3tGgLI7N5A3xmefGBd8fFyup7N8Pw1uiC2RV1UtBd0caYFUFBjxlqxw/kSkEPdCXU1myrvgNWcGu2SG5cCnok1PS8hoKupu9Sgp6RkYn8gnysXrUK1p7HYRxp6eno2LEjfl/7O8rK3PNpZnJ6OjJzc1BZVoryfSVhkOApOhNosqCnZflEPPBf7uEwkpLrIvTUAHvF7Ljv3XFTrKxevk9nzK6onYLuijbGrAgKesxQO34gVwu6vztm604wjj8byGljfcUUC54WfQ2Irdm8Hsf3MFYFUNBjRdr541DQ1fQwIkEXKzwPHzUS3bp1s7Lwer0Y9/RYfDp7dqNZnXTSH3Hfg/cjMzPTOufLuXMxasRINVXYIAoF3QZNcFAKBxN0a3Xa3Db+98bFI+vtgMychtWV7bX2GreEXPy6dwt/4HDQPRBuqhT0cEnxPEGAgs77IFwCOgi6j0WIrdnEq11ia7b1i7k1Wxg3DAU9DEg8xfenLSEB2YfloXg7t96VuSUiEvTzu3fHkFuHYuL48Zgz5wuMGDkSnTp3Rq+ePS1Zr3+I7014ZiK2bduGGdOn46uvvkJ2VjY2bdokk7utrqWg26odtk+mjqCnN/PPjBf4fhWP5iUm1anBrKkG9m2xZNzYJaR8AyAWd+PhegIUdNe3WGmBFHSlOF0dTB9B97Ux5NZs+7bCXDIXxraVru61bHEUdFmC+lxPQVfT64gE/elx45BfUICB/fpZWXQs7IhnJk/GiMeHY/68eQ0yE3LesbAQvXtehGohGi48KOgubGoUSjITkmA0PxzJhxeiJrsVvLkFMNKzG45UuufAzLjY7kws7GY2/PArCikypM0IUNBt1hCbp0NBt3mDbJSeboIeQC+2ZsMf/gx0Ou3AQqq71gMLZ3NrtkbuTwq6jf7g2jwVCrqaBkUk6K9MnYKy0lLceP0NwSw+/nQ2pk2ZitemTWuQ2cwPP4DH47GuycjMxI4dO/DE6DFYuWKFmipsEIWCboMm2DAFMyPX2nc8uNVZbhtAPMJe6zBrqmDs2ezb5kxscSbeHRfvyfEgAQAUdN4GTSFAQW8KLb3P1VXQg6Jeb2s28XVTbM22ZA63Zqv3R4OCrvffFU2pnoLeFFqNnxuRoE+fMQObN2/GrUOGBCPPmv0JPpj5PiZPmtRgNCHvJSUl1ux6ZWUVelzQAwmJiRjYrz8qysuRmFJvKyg1tcU0SlJKKtKzM1FVUYHK0rKYjs3BbEIgIRlm8zYwc/OB3AKYzQuANN+aC3WO/buRWLIN2LsZ5s4NMPZt4ztwNmmhHdNITE5GcmoKKvbzQxs79sduOWXm5aF09267pcV8bEggPTvL+pnFU633zh5mRnN4jz4DyD/a1yWxNdv6hTBWfM0Py/33rfg3KCEpiT/f2vDPsd1SEuuUZeQ0Q+ledyxS7KmqigviiARdzKCX7i/FTTeEN4MuBP2N19/Aqy+/bBUpFox7fORwPPboo/jmq6+Rlddwe6i40JAZNCEBScnJ8Hpq4K3hyqAyKJ1yrTctB96cNvA0a4OaZm1gZh0mVseom35NFRKKtyGpeCsSSrYisXgbjOpy6x860+u1/uNBAgcjID6NFv95a/T+IZp3SXgEElNT4amsDO9knqU1Af47VLf9nuxWqCw83Xr1zDo81UjeuBAp63+C4XHn65nh/gEwEhNhGODPt+EC0/k8w0BichI8Ve74M7N/9564dDMiQbfeQc/Px8D+/a2kCwsLMXHypEbfQX/3/ZlYuGAhHho2zDr/T6eegkcefRRjRo3GF3PmxKVw1YPyEXfVRG0WLykFZvP84GJuhljMLbXu7LjYatDYv9O3orrYc3z3JhglO0K+O97kbdZshoPpxI4AH3GPHWs3jMRH3N3QxdjUoPsj7o1RbrA1W1UZ8JvYmu1HbXdK4SPusfkz6YZR+Ii7mi5GJOjde/TALUOHYMK4CZjz+WcYNWYMCjt1Cq7iPuzhh9C1a1f069PXyvLhRx7Byaf8CXfefgd279qFhx97FG3btsWgAQNQUuyOPcMp6GpuSLtEsWbDxbvjLdrCyCuAmd3KmsWsc1RX+Lc58211ZuzZCFRVhFUCBT0sTDyJ76DzHmgiAQp6E4FpfDoF/WDND7E1W+k+YPlcLbdmo6Br/BdFE0unoDcRWCOnRyTo4v2C0U+MwfFdulhhxczhhHHj8fGsWdbvx0+cYG271uO8863fZ2RkYtK/J6N169bW72tqPBg/9ml89ulnaqqwQRQKug2aEGEKZlKqJeHWFmctxLvjbWGkpNeJZooV1Et2+hZw8y/kZv0eZkSjUtAjwqblRZxB17LtERdNQY8YnXYXUtAP3fJQW7OZ4lW1xXOAbasOHcAlZ1DQXdLIGJRBQVcDOSJBDwydlZWFdu3aoaioKOT+5/VTbNmqJfLyWmBFUZEl9W46KOhO6aYBNBOz422B5m1htigAsg+DUe/dcbOq3Dcjbu057n9cvUbde50UdKfcL/HPk4Ie/x44KQMKupO6Fd9cKejh89d9azYKevj3iu5nUtDV3AFSgq4mBXdEoaDbtI8paTCbt6u11Vk+kJxWd3bc64VRst33uLrYc1y8Oy7eJY/iQUGPIlyXhaagu6yhUS6Hgh5lwC4KT0FvejPNEFuzYdNymMu+gFGyq+kBHXIFBd0hjbJBmhR0NU2goKvhCAq6IpAyYYwEmNktYbRoGxRyM6sFxCsZdY7KUpi7fSLue3d8M1AT220UKOgyjdbrWgq6Xv2WrZaCLktQn+sp6BK9zsyDedzZMNoeawWxdmRZ/yuw7EsYFe7bEpOCLnGvaHYpBV1NwynoajhS0BVxbFKYlAz/e+M+IRf7jhtJKXVCWO+O790GQwh54N3x0vjvEUxBb1KntT6Zgq51+5tcPAW9yci0vYCCrqD1uYcDXf4GtOzgE/Waahirvoe54hsYCl+LU5CpVAgKuhQ+rS6moKtpNwVdDUcKuiKOjYYRs+A5rWHm1XpcPSuv4enl+wHx7njgvXExO27D/Usp6NG+YdwTn4Lunl7GohIKeiwou2MMCrq6Pjbcmq0cxm9fw1zzgyu2ZqOgq7tX3B6Jgq6mwxR0NRwp6Io4BsKYYo9xsZBbXlvrkXUz9/AGs+PweoC9W/2Pq/vfHS/bqziT6ISjoEeHqxujUtDd2NXo1URBjx5bt0WmoKvuaIit2cr2wlw2D8aGxeI5eNUDxiweBT1mqB0/EAVdTQsp6Go4UtAlOJpGIozc1kBgdly8Q56R2yCiWV4C7NoAQ7w7vmcjzD1bYHhrJEaO36UU9Pixd9rIFHSndSy++VLQ48vfSaNT0KPTLetnmsKTYR51Ogwx2SAefd+3HcbSL4CtK6IzaJSjUtCjDNhF4SnoappJQVfDkYLeFI5p2YC1kFtbmHkFMHLzgcSkuhE8NcDeLdaj6oHF3FBe3JRRbH0uBd3W7bFVchR0W7XD9slQ0G3fItskSEGPbisa3Zpt0We+NXEcdFDQHdSsOKdKQVfTAAq6Go4U9EY4mglJMHLbwAw8rp5XAGTkNDxbPJrul3FrhfW9W13x3lZjtxcFXdEfPA3CUNA1aLLCEinoCmG6PBQFPTYNDrk12+bfYC6d45it2SjosblX3DAKBV1NFynoajhS0P0cTSHfzdvCEEIuZsnFo+sJdWfHxSqn2LfF2nPcelx99wagYr+iTjgjDAXdGX2yQ5YUdDt0wTk5UNCd06t4Z0pBj3EHQm3Ntm4BjOXzgIqSGCfTtOEo6E3jpfPZFHQ13aegq+Gop6CLx9LFFiP+2XGzRVsY4vH1eodZuse3zdku/+Pq+7Y6erEUFbcMBV0FRT1iUND16LOqKinoqki6Pw4FPU49DrE1G1b/ABR9bdut2SjocbpXHDgsBV1N0yjoajjqIeiZzf3vjfv2HTdyxOx4Yh2CZk0VjD3i3fEN1rvj4nF1o7JUEWX3hKGgu6eX0a6Egh5twu6KT0F3Vz+jWQ0FPZp0Dx274dZsFTCKvgLW/AiIdXhsdFDQbdQMm6dCQVfTIAq6Go7uE/SkZJjNCywRDz6ynuZbjbT2YZbs8u87vsn3yHrxNsA0FVF1bxgKunt7q7oyCrpqou6OR0F3d39VVkdBV0kz0lihtmbbB3P5PBjrF9nmaUMKeqT91e86CrqanlPQ1XB0vKCb2S1gWELuX129WSuIP2R1jupKmGLlUTErLt4dF4+sV5crIqhXGAq6Xv2WqZaCLkNPv2sp6Pr1PNKKKeiRklN/Xcit2YrF1mxzgS1F6gdsYkQKehOBaXw6BV1N8ynoajg6StDF1h/WIm5idjyw1VlKRh0Spmn6Vhf1P6pubXVWssM2n+YqalvcwlDQ44becQNT0B3XsrgmTEGPK35HDU5Bt1+7Qm7NJtbwWTg7rluzUdDtd6/YNSMKuprOUNDVcLSxoBtAdguIBdx8j6u3A5odBsOoNzteVQ7s3my9M449vsXcjOoKRXQYpj4BCjrviXAJUNDDJcXzBAEKOu+DcAlQ0MMlFfvzQm/NVgQsnQOU7Ix5QhT0mCN37IAUdDWto6Cr4WgbQTeT0+q+N56XD6Sk15sd9wLFO4E9voXcDPGoupgtB98dV3Q7HDIMBf2QiHiCnwAFnbdCUwhQ0JtCS+9zKegO6H+Irdmsd9OXzY3p1mwUdAfcKzZJkYKuphEUdDUc4yPoYhY8u6X/UXXxuHo7WO+SG0ZdIa8q8+837psZt1ZWr6lSVDnDREKAgh4JNT2voaDr2fdIq6agR0pOv+so6A7qeb2t2cQq7+bqH2Cs+Bqoiv7TjhR0B90rcU6Vgq6mARR0NRxjI+jJ6UCLtjD9745bi7olp9aVca8XRvF2ayE38Z9Y1M16l5yHrQhQ0G3VDlsnQ0G3dXtslxwF3XYtsW1CFHTbtqbRxEJuzSYkXeyjHsWt2SjozrtX4pUxBV0NeQq6Go7qBd0wYDZrbQl5cKuz7BYNs60shSkeUQ+8Ny5WWa+pVlQVw0SLAAU9WmTdF5eC7r6eRrMiCno06borNgXdqf1suDWbWVYM47d5wLoFUdnqloLu1Hsl9nlT0NUwp6Cr4Sgt6GZqZq2V1dvBbH44jKSUurPjphfYu82/zZlvhhylexRVwDCxJEBBjyVtZ49FQXd2/2KdPQU91sSdOx4F3bm9E5mH2ppNrC9kLpsDY7Pardko6M6+V2KZPQVdDW0KuhqOTRN08e54ThvfzLj1yHpbGJnNG2RiVpQceHdczJLv3RzVR5gUoWCYMAhQ0MOAxFMsAhR03ghNIUBBbwotvc+loLuj/41uzbboM99WuQoOCroCiJqEoKCraTQFXQFHMyMXCUf9GQlixfTSPahZ/jWMfdsORE7L8i3g5hdy5IjZ8eS6I3trrNlxM7jv+EYYZfsUZMcQdiRAQbdjV+yZEwXdnn2xa1YUdLt2xn55UdDt1xOZjEJtzWZuKYKxRH5rNgq6TGf0upaCrqbfFHRZjkmpMM/5Z4MZcO/y+TDEiupCyjNyG4wi3heyHlHfs9GaJTf3bIEhJJ2HFgQo6Fq0WUmRFHQlGLUJQkHXptXShVLQpRHaM0D9rdlML6yt2ZZGvjUbBd2erbZjVhR0NV2hoEtyNA9rD+MvVzYUcBOos9vZLrHnuP+9cfG4ekWJ5Mi83MkEKOhO7l5sc6egx5a300ejoDu9g7HLn4IeO9ZxGSk3Hzj+r0CrDsHhzZX/hVHU9K3ZKOhx6aAjB6Wgq2kbBV2So9n+BBh/7NVQ0Pdth7HuV98K63u3wjA9kiPxcjcRoKC7qZvRrYWCHl2+botOQXdbR6NXDwU9emztFLn+1myoKoe58lsYq74Le10jCrqdOmrvXCjoavojJegZGZnIL8jH6lWrYJqmmowcFsXMaQ3jnOsaCvrC2TBWf++waphurAhQ0GNF2vnjUNCd38NYVkBBjyVtZ49FQXd2/5qc/RFdgWPOAjJzrEvN8mIYy+cDv/9yyFAU9EMi4gl+AhR0NbdCRIJuGAaGjxqJbt26WVl4vV6Me3osPp09O2RWVw4ejEF/H9Tge/1690FpWZmaSuIYxex6LoxOpwUzMHf8DuOrKXHMiEPbnQAF3e4dsk9+FHT79MIJmVDQndAle+RIQbdHH2KZRcit2Up2wFw6F8bm3xpNhYIeyy45eywKupr+RSTo53fvjiG3DsXE8eMxZ84XGDFyJDp17oxePXtasl7/uOrqwRgwcCDuu/feOt9a+OsC18y8J2XnIjX/SNTs3Y7KbZvUdIdRXEuAgu7a1iovjIKuHKmrA1LQXd1epcVR0JXidFSwpm7NRkF3VHvjmiwFXQ3+iAT96XHjkF9QgIH9+llZdCzsiGcmT8aIx4dj/rx5IQW9/4ABuOD87mqytmGU5PR0ZObmoLKsFOX7uACcDVtkq5Qo6LZqh62ToaDbuj22S46CbruW2DYhCrptWxOzxEJuzbZ1JYzFnwElO4N5UNBj1hLHD0RBV9PCiAT9lalTUFZaihuvvyGYxcefzsa0KVPx2rRpIQV94KBB2LJlC6qrq7DglwV48fkXUFVdpaYKG0ShoNugCQ5KgYLuoGbFOVUKepwb4LDhKegOa1gc06WgxxG+3YYOuTXbYpjLvoRRvg8UdLs1zL75UNDV9CYiQZ8+YwY2b96MW4cMCWYxa/Yn+GDm+5g8aVKDzM4+5xxc1KsXSvaXoFWrljjiiPZYu2ZNUPCbtWqpppq4RjGQkJgA0+t1zWP7ccXp8sENI0Es0cJ7xeV9VlKeYUCs+yH+buFBAocikJCYCK+Hu4YcihO/D4gfpK0FfjVd5Jf3QEMCnqyWqDjyz/Dk5Pu+6fUgZctipG38FYanEqZXzwWhea80jUBCQkLIV56bFsUeZxdv3xGXRCISdDGDXrq/FDfdEN4Mev3Kht5+G8477zz0uuBCaxY9ISExLsWrHDQpLQ0ZOdmoKitHRcl+laEZy4UE0rKz4amuQnVFpQurY0kqCSSlpiA5NRXlxXx1RiVXt8Zq1rolirfF5wcKtzJ1a10ZOc1QVVGBmkr3PM3o1l7Fui6zVSHM484Ectr4hq6pRPK6n+BZ9g3gqY51OhzPQQTEB3+ZebnYv3O3g7JuPFWvNz4feEck6NY76Pn5GNi/v1VRYWEhJk6e1Og76PXLHvj3Qbhq8GD073sx9u93h8zyEXdX/DmMWRF8xD1mqB0/EB9xd3wLY1oAH3GPKW5HD8ZH3B3dvhgkbwDtjgeOOwvIyLXGC27Ntu5XPnkRgw44cQg+4q6maxEJevcePXDL0CGYMG4C5nz+GUaNGYPCTp2Cq7gPe/ghdO3aFf369LWyvPf++7Fk8SJ8+eWXaNPmcIwYNdJ69GHAxb5F5txwUNDd0MXY1UBBjx1rp49EQXd6B2ObPwU9trydPBoF3cndi13uYmu2pGP+B56OpwEpGb6BxQJyy+YCm5bHLhGO5AgCFHQ1bYpI0MX7kKOfGIPju3TxfaJmmpgwbjw+njXL+v34iROsbdd6nHe+9funx4/F0UcfE8y4rKwMDz7wAJYtWaqmChtEoaDboAkOSoGC7qBmxTlVCnqcG+Cw4SnoDmtYHNOloMcRvsOGFovEJaRloLxNF6DTaTCSUnwV7NkMLJwN7N7gsIqYbrQIUNDVkI1I0ANDZ2VloV27digqKjrkYgDi3PZHdsDuXbuxZfNmNdnbKAoF3UbNcEAqFHQHNMkmKVLQbdIIh6RBQXdIo2yQJgXdBk1wSAq1V3E3UzNhHHMGzCNPgm/BWwBbVwJL5gDF2x1SEdOMFgEKuhqyUoKuJgV3RKGgu6OPsaqCgh4r0s4fh4Lu/B7GsgIKeixpO3ssCrqz+xfL7ENus+bfmg0Fx/h2GjG9wPol1qPvYms2HnoSoKCr6TsFXQ1HUNAVgdQkDAVdk0YrKJOCrgCiRiEo6Bo1W7JUCrokQI0uP+g+6LmHA13+BrTs4CPiqQHW/AwUfQVUlWlEiaUKAhR0NfcBBV0NRwq6Io66hKGg69Jp+Top6PIMdYpAQdep23K1UtDl+Ol09UEF3Q/CbF0I47hzgFz/1mzVlcCK/wKrvuPWbBrdLBR0Nc2moKvhSEFXxFGXMBR0XTotXycFXZ6hThEo6Dp1W65WCrocP52uDkfQfTz8W7MdeyaQ2dz6illRAiyfD+N3sTWbVydsWtZKQVfTdgq6Go4UdEUcdQlDQdel0/J1UtDlGeoUgYKuU7flaqWgy/HT6erwBd1HRWzNZhSeDPOo02GkZvq+WLILWPYFt2Zz+Y1DQVfTYAq6Go4UdEUcdQlDQdel0/J1UtDlGeoUgYKuU7flaqWgy/HT6eqmCnqAjSm2Y+v8Z6Bzva3ZFn8G7FynE0JtaqWgq2k1BV0NRwq6Io66hKGg69Jp+Top6PIMdYpAQdep23K1UtDl+Ol0daSCHhT1kFuzrQKWfM6t2Vx2I1HQ1TSUgq6GIwVdEUddwlDQdem0fJ0UdHmGOkWgoOvUbblaKehy/HS6WlbQg6wabM1mAhv8W7OV7dUJqWtrpaCraS0FXQ1HCroijrqEoaDr0mn5Oino8gx1ikBB16nbcrVS0OX46XS1MkEPQKu/NZu3Buaan2D89jW3ZnP4jUVBV9NACroajhR0RRx1CUNB16XT8nVS0OUZ6hSBgq5Tt+VqpaDL8dPpauWC7ocXcmu2ld8CK8XWbFU6IXZNrRR0Na2koKvhSEFXxFGXMBR0XTotXycFXZ6hThEo6Dp1W65WCrocP52ujpag+xg23JoN5fthFs2HsfYXbs3msBuNgq6mYRR0NRwp6Io46hKGgq5Lp+XrpKDLM9QpAgVdp27L1UpBl+On09XRFXQfyVBbs5n7d8NYNhfYuEycoRNyx9ZKQVfTOgq6Go4UdEUcdQlDQdel0/J1UtDlGeoUgYKuU7flaqWgy/HT6epYCHqAZ8it2fZuBRbN5tZsDrjpKOhqmkRBV8ORgq6Ioy5hKOi6dFq+Tgq6PEOdIlDQdeq2XK0UdDl+Ol0dS0EPinqIrdnMbauBJXNg7NuqE35H1UpBV9MuCroajhR0RRx1CUNB16XT8nVS0OUZ6hSBgq5Tt+VqpaDL8dPp6ngIepBviK3ZjI1LYC6dC4Nbs9nuNqSgq2kJBV0NRwq6Io66hKGg69Jp+Top6PIMdYpAQdep23K1UtDl+Ol0dVwFPQA61NZsa3+BsXw+t2az0c1IQVfTDAq6Go4UdEUcdQlDQdel0/J1UtDlGeoUgYKuU7flaqWgy/HT6WpbCLofeMit2VZ9C6zg1mx2uCcp6Gq6QEFXw5GCroijLmEo6Lp0Wr5OCro8Q50iUNB16rZcrRR0OX46XW0nQfdxD7E1W8V+oGg+sIZbs8Xz3qSgq6FPQVfDkYKuiKMuYSjounRavk4KujxDnSJQ0HXqtlytFHQ5QA7T9wAAIABJREFUfjpdbT9B99FvbGs2iPfTN3FrtnjcoxR0NdQp6Go4UtAVcdQlDAVdl07L10lBl2eoUwQKuk7dlquVgi7HT6er7SrogR5wazb73I0UdDW9oKCr4UhBV8RRlzAUdF06LV8nBV2eoU4RKOg6dVuuVgq6HD+drra7oAdFPeTWbGuAJZ9za7YY3bAUdDWgKehqOFLQFXHUJQwFXZdOy9dJQZdnqFMECrpO3ZarlYIux0+nq50i6MGehNqabdMymGIPdW7NFtVbl4KuBi8FXQ1HCroijrqEoaDr0mn5Oino8gx1ikBB16nbcrVS0OX46XS14wQ90JwGW7N5YK79BfhtPozKUp1aGLNaKehqUFPQ1XCkoCviqEsYCrounZavk4Iuz1CnCBR0nbotVysFXY6fTlc7VtD9Taq/NZtZUwWs+BbGym8BT5VOrYx6rRR0NYilBD0jIxP5BflYvWoVTNNUk5FDoySnpyMzNweVZaUo31fi0CqYdqwIUNBjRdr541DQnd/DWFZAQY8lbWePRUF3dv9imb3TBd3HKtTWbKVA0Vcw1/wMw/TEEqlrx6Kgq2ltRIJuGAaGjxqJbt26WVl4vV6Me3osPp09+5BZPTVuLI455hhccdll2LF9xyHPd8oJFHSndMoeeVLQ7dEHJ2RBQXdCl+yTIwXdPr2weyYUdLt3yD75uUPQfTytrdk6ngwcfTqQmun7WukeWFuzbVwqfmcf8A7MhIKupmkRCfr53btjyK1DMXH8eMyZ8wVGjByJTp07o1fPnpasN3YMvfVWnNf9fOvbFHQ1DWQUZxKgoDuzb/HImoIeD+rOHZOC7tzexTpzCnqsiTt3PDcJeqALobdm2wIsnQNsW+PcZsU5cwq6mgZEJOhPjxuH/IICDOzXz8qiY2FHPDN5MkY8Phzz580LmdlFvXvh+htuwMz33kPvPn0o6Gr6xygOJUBBd2jj4pA2BT0O0B08JAXdwc2LceoU9BgDd/BwbhT0oKiH2JoNO34HFs0G9m1zcNfikzoFXQ33iAT9lalTUFZaihuvvyGYxcefzsa0KVPx2rRpDTLrdtKJGD5iBF5+8SWsX7cODz36CAVdTf8YxaEEKOgObVwc0qagxwG6g4ekoDu4eTFOnYIeY+AOHs7Ngh5si7U121lAwbEQr/KKtbWMTUuBpV8Cpbsd3L3Ypk5BV8M7IkGfPmMGNm/ejFuHDAlmMWv2J/hg5vuYPGlSnczaHN4Gz73wIr797zfWDPupp57aQNBTs3zvgDj5SEhKRmp6GmqqqlBdWenkUph7DAgkp6bC6/HAU1MTg9E4hJMJJCQmITE5CdUVFU4ug7nHiEB6djbKS7hQaYxwO3qYlLQ01FRXW/8W8SCBgxFITE5GQkKCFj/fepu1Rs0fzoCZ186HxOtB4sbFSFzzLYyqMt4ohyAgPtwQH+hUlrqDVeX++GzHF5Ggixn00v2luOmGQ8+gX3vddeh7cd/gSu9ZWdkQ0r5u3Tr8Z9pr1iPxaVlZjr/hE5KSkOIX9JpKbtng+IZGuQAxK+r1euCtpqBHGbXjwyckJSIxSQg6P/hzfDNjUEBadhYqSvbHYCQO4XQCyelp8AhBr6GgO72X0c5ffEhsJCagpkKfn289LTqgpvPpMJu18uGtqUbiup+RtO4nGGKbNh6hCRgGUl0k6BX74/PvaUSCbr2Dnp+Pgf37W80pLCzExMmTQr6D/qdTT0Hv3r2DTczNbW69s750yRJMnz4dP37/gytuca7i7oo2xqwIPuIeM9SOH4iPuDu+hTEtgI+4xxS3owfjI+6Obl9Mk9fiEfeQRENszVZZCvz2Ncw1P3FrthDM+Ii7mj+aEQl69x49cMvQIZgwbgLmfP4ZRo0Zg8JOnYKruA97+CF07doV/fr0bZBlqEfc1ZQS3ygU9Pjyd9roFHSndSx++VLQ48feiSNT0J3YtfjkTEGPD3cnjqqvoPu6FWprNoit2ZZ9CWxYwq3Zat3UFHQ1f8IjEnTxfsHoJ8bg+C5dfDeuaWLCuPH4eNYs6/fjJ06wtl3rcZ5vS7XaBwVdTeMYxdkEKOjO7l8ss6egx5K288eioDu/h7GqgIIeK9LOH0d3QQ90MPTWbFthLp0DY9tq5zdaQQUUdAUQAUQk6IGhs7Ky0K5dOxQVFR10/3M1qdo7CmfQ7d0fu2VHQbdbR+ybDwXdvr2xY2YUdDt2xZ45UdDt2Rc7ZkVBr9sVs7Gt2RZ/BuzdYscWxiwnCroa1FKCriYFd0ShoLujj7GqgoIeK9LOH4eC7vwexrICCnosaTt7LAq6s/sXy+wp6I3Qrrc1mzjL3LgMxtIvtN2ajYKu5k8mBV0NR1DQFYHUJAwFXZNGKyiTgq4AokYhKOgaNVuyVAq6JECNLqegH6LZOa2BrucBLTtYJ5qmF8baX2D+Ng9GRXy26YrX7UlBV0Oegq6GIwVdEUddwlDQdem0fJ0UdHmGOkWgoOvUbblaKehy/HS6moIeXrfN1oUwjjsHyG3jE3WxHduq74AV/9VmazYKenj3yqHOoqAfilCY3+cMepigeJpFgILOGyFcAhT0cEnxPEGAgs77IFwCFPRwSfE8CnpT7gGxNdtxwLFnAZnNfaIutmYr+hoQW7N5PU0J5rhzKehqWkZBV8ORM+iKOOoShoKuS6fl66SgyzPUKQIFXaduy9VKQZfjp9PVFPSmdzvk1mxle31bs61f7Nqt2SjoTb9XQl1BQVfDkYKuiKMuYSjounRavk4KujxDnSJQ0HXqtlytFHQ5fjpdTUGPvNsht2bbtw3mki9gbFsZeWCbXklBV9MYCroajhR0RRx1CUNB16XT8nVS0OUZ6hSBgq5Tt+VqpaDL8dPpagq6fLetrdmO/gtw5ElAQqIv4K71wMLZrtqajYIuf6+ICBR0NRwp6Io46hKGgq5Lp+XrpKDLM9QpAgVdp27L1UpBl+On09UUdIXdDrU126blwLIvYJTsUjhQfEJR0NVwp6Cr4UhBV8RRlzAUdF06LV8nBV2eoU4RKOg6dVuuVgq6HD+drqagR6HbIbZmw++/Asu/dPTWbBR0NfcKBV0NRwq6Io66hKGg69Jp+Top6PIMdYpAQdep23K1UtDl+Ol0NQU9et0OtTWbsfoHmEVfO3JrNgq6mnuFgq6GIwVdEUddwlDQdem0fJ0UdHmGOkWgoOvUbblaKehy/HS6moIe7W6H2Jqtqgz4TWzN9qOjtmajoKu5VyjoajhS0BVx1CUMBV2XTsvXSUGXZ6hTBAq6Tt2Wq5WCLsdPp6sp6LHpdsit2Ur3AcvnOmZrNgq6mnuFgq6GIwVdEUddwlDQdem0fJ0UdHmGOkWgoOvUbblaKehy/HS6moIe226H2prNLN4GY8kXwFZ7b81GQVdzr1DQ1XCkoCviqEsYCrounZavk4Iuz1CnCBR0nbotVysFXY6fTldT0OPTbSduzUZBV3OvUNDVcKSgK+KoSxgKui6dlq+Tgi7PUKcIFHSdui1XKwVdjp9OV1PQ49ztEFuzYdNymDbcmo2CruZeoaCr4UhBV8RRlzAUdF06LV8nBV2eoU4RKOg6dVuuVgq6HD+drqag26Tb9bdm83qB9b8Cy+yzNRsFXc29QkFXw5GCroijLmEo6Lp0Wr5OCro8Q50iUNB16rZcrRR0OX46XU1Bt1m3W3cEjvsrkNvGSsysqYax+nuYRd/AqKmMa7IUdDX4KehqOFLQFXHUJQwFXZdOy9dJQZdnqFMECrpO3ZarlYIux0+nqynodux2qK3ZymH89jXMNT/EbWs2Crqae4WCroYjBV0RR13CUNB16bR8nRR0eYY6RaCg69RtuVop6HL8dLqagm7fbofcmq1sL8zl82GsXwSY3pgmT0FXg5uCroYjBV0RR13CUNB16bR8nRR0eYY6RaCg69RtuVop6HL8dLqagm7/bofcmm3fdhhLxdZsK2JWAAVdDWoKuhqOFHRFHHUJQ0HXpdPydVLQ5RnqFIGCrlO35WqloMvx0+lqCrpzut3o1myLPgP2bIp6IRR0NYgp6Go4UtAVcdQlDAVdl07L10lBl2eoUwQKuk7dlquVgi7HT6erKegO7Haordk2/wZz6RwYJbuiVhAFXQ1aCroajhR0RRx1CUNB16XT8nVS0OUZ6hSBgq5Tt+VqpaDL8dPpagq6g7sdYms2Y91CYPmXQEWJ8sIo6GqQUtDVcKSgK+KoSxgKui6dlq+Tgi7PUKcIFHSdui1XKwVdjp9OV1PQXdBta2u2c4Dcw61ixNZsWP0DUPS10q3ZKOhq7hUKuhqOFHRFHHUJQ0HXpdPydVLQ5RnqFIGCrlO35WqloMvx0+lqCrpbuh1qa7YKGEVfAWt+BDw10oVS0KURWgGkBD0jIxP5BflYvWoVTNM8aEbJScno0PFIJCQkYPWqlaip8aipwCZRktPTkZmbg8qyUpTvU//IiE3KZBqKCFDQFYHUIAwFXYMmKyyRgq4QpstDUdBd3mCF5VHQFcK0QahQW7OZZcXWY++yW7NR0NU0OCJBNwwDw0eNRLdu3awsvF4vxj09Fp/Onh0yq7vuuRtnnX128HtCzp968gnMnfOFmipsEIWCboMmOCgFCrqDmhXnVCnocW6Aw4anoDusYXFMl4IeR/gOG5qC7rCGhZluyK3Zinf4tmbbUhRmlLqnUdAjwtbgoogE/fzu3THk1qGYOH485sz5AiNGjkSnzp3Rq2dPS9brHzf962bs2rULH380CympKZj4zCQYCQYGXNxPTRU2iEJBt0ETHJQCBd1BzYpzqhT0ODfAYcNT0B3WsDimS0GPI3yHDU1Bd1jDmphuyK3Zdm8EFs5u8tZsFPQmwm/k9IgE/elx45BfUICB/XyC3bGwI56ZPBkjHh+O+fPmHTKzV6ZOgZiFv/Kyyw95rlNOoKA7pVP2yJOCbo8+OCELCroTumSfHCno9umF3TOhoNu9Q/bJj4Jun15ENZMQW7OZm4tgLJ0DlOwMa2gKeliYDnlSRIIuBLustBQ3Xn9DcICPP52NaVOm4rVp0xod9OYh/8Jpp56G7JwcjBk5Gl9/Nd86VzTT6UdyWhoycpqhqqwM5SX7nV4O848ygbSsbHhqqlBdURnlkRje6QSSUlKRnJaK8uJip5fC/GNAIKdlK+zbsT0GI3EIpxPIyMlBVXk5aqqqnF4K848ygZT0NCQkJaGCP99GmbQ9wptia7Yu5wKHtbcSMr1eGBsWwbC2Zju44xhGArJa5KJk5257FCOZhag9HkdEgj59xgxs3rwZtw4ZEsx51uxP8MHM9zF50qRG63hq7NM4on17pKSk4sXnn8fM996zzm3WqmU8alc8poGExATrJj7UgnmKB2Y4BxIQr3hY6yoeYnFFB5bGlFUTMGA9cWR6D74Qp+phGc+ZBBISE+H1uGsRVmd2wv5Z+/4dMgH+1WL/ZsU7Q8OAYQhR480S71bEcvya5m1R2f40eLL8nuatQcrmxUjd+GvjW7NZP7P4fMgNR/H2HXEpIyJBFzPopftLcdMNTZtBD1Q4fMQInHBiN1xwfve4FB2NQfmIezSoujcmH3F3b29VV8ZH3FUTdXc8PuLu7v6qrI6PuKuk6e5YfMTd3f09eHUNt2ZDVTmw4hvfPur1tmbjI+5q7pWIBN16Bz0/HwP797eyKCwsxMTJk8J+B/2aa69Bv/4DcFGPnqiuqVZTSZyjUNDj3ACHDU9Bd1jD4pguBT2O8B04NAXdgU2LU8oU9DiBd+CwFHQHNk1xyiG3Zisv8T32vm5B8IlQCroa8BEJevcePXDL0CGYMG4C5nz+GUaNGYPCTp2Cq7gPe/ghdO3aFf369LWyHDlmtLWl2jdff2094v7o44/B4/FwFXc1PWQUBxKgoDuwaXFKmYIeJ/AOHZaC7tDGxSFtCnocoDt0SAq6QxsXhbRDbc2G4p0wl82Bsf13oOAYpBx2OCo3r4ER4VZtUUjbcSEjEnTxPuToJ8bg+C5drILFO0wTxo3Hx7NmWb8fP3GCte1aj/POt37/wssvoaCgIAinrKwUDz7wIJYtWeo4YI0lzBl017QyJoVQ0GOC2RWDUNBd0caYFUFBjxlqxw9EQXd8C2NWAAU9ZqgdM1CDrdms9SxMoNbC3+aO32F8NcUxNdkp0YgEPVBAVlYW2rVrh6KiopD7n9cuNCMjEx06dsCe3XuwZfNmOzFQkgsFXQlGbYJQ0LVptXShFHRphFoFoKBr1W6pYinoUvi0upiCrlW7m1ZsZh5w3FkwC46zFhKsf5jzX4Wxc13TYvJsSAk6+R0gQEHn3dAUAhT0ptDS+1wKut79b2r1FPSmEtP3fAq6vr1vauUU9KYS0+98s1sPGB1PbijoP8+EsW6hfkAkK6agSwIMXE5BVwRSkzAUdE0araBMCroCiBqFoKBr1GzJUinokgA1upyCrlGzIyzVPPoMGMee0VDQOYMeEVEKekTYGl5EQVcEUpMwFHRNGq2gTAq6AogahaCga9RsyVIp6JIANbqcgq5RsyMtNSkVZvchMJLTghH4DnqkMMFH3CNHV/dKCroqknrEoaDr0WcVVVLQVVDUJwYFXZ9ey1ZKQZclqM/1FHR9ei1VaVIq0PZYpLRow1XcpUBS0CXxHbicgq4MpRaBKOhatFlJkRR0JRi1CUJB16bV0oVS0KURahOAgq5Nq6UL5T7o0gitAHzEXQ1HUNAVgdQkDAVdk0YrKJOCrgCiRiEo6Bo1W7JUCrokQI0up6Br1GzJUinokgD9l1PQ1XCkoCviqEsYCrounZavk4Iuz1CnCBR0nbotVysFXY6fTldT0HXqtlytFHQ5foGrKehqOFLQFXHUJQwFXZdOy9dJQZdnqFMECrpO3ZarlYIux0+nqynoOnVbrlYKuhw/CroafsEofMRdMVCXh6Ogu7zBCsujoCuEqUEoCroGTVZUIgVdEUgNwlDQNWiyohIp6GpAcgZdDUfOoCviqEsYCrounZavk4Iuz1CnCBR0nbotVysFXY6fTldT0HXqtlytFHQ5fpxBV8OPM+iKOeoSjoKuS6fl66SgyzPUKQIFXaduy9VKQZfjp9PVFHSdui1XKwVdjh8FXQ0/CrpijrqEo6Dr0mn5Oino8gx1ikBB16nbcrVS0OX46XQ1BV2nbsvVSkGX40dBV8MvGCUlPR0ZuTmoLCtD+b5ixdEZzm0EKOhu62j06qGgR4+tGyNT0N3Y1ejUREGPDlc3RqWgu7Gr0amJgq6GK99BV8ORUUiABEiABEiABEiABEiABEiABEhAigAFXQofLyYBEiABEiABEiABEiABEiABEiABNQQo6Go4MgoJkAAJkAAJkAAJkAAJkAAJkAAJSBGgoEvhO3BxQkICCjt1wrq1v6OqukpRVIZxOoH2HTpgz57dKOa6BE5vZVzzT0lO4d8rce2A/QZPTkqGx+uB1+u1X3LMyPYEsptlo21BWxQVFfEesn23YpOg+HemQ8cjsWnDBpSWlcVmUI7iKgKGYaBt27bIzc3FmtWreR9JdJeCLgEvcOkll16Ky664HOLGFMcXn8/BmNGjFURmCKcS6NatGx5+/DGkJCdbJWzcsBE333gjKisrQ5Y0cdIz1gc8tY+yslJc3LuvUxEwb0UEunTpgtFPPoHbhgzF8uXLFUVlGCcTaJbTDFNfew2zP5mNSRMnHrSUmR9+gJSUlDrnLFy4EPfceZeTETB3CQKvvfE68vLyrAjiA54VRStw65AhEhF5qdMJPDr8cZx88snBMnbu3IE7b78DW7dsDVnalYMHY9DfBzX4Xr/efShlTr8ZIsz/b+f+DUNvuw1iwlIcpmni09mzMfappyOMqPdlFHTJ/osflN548018++23GPX4CFxy+aUYOGgQbr/tNixbslQyOi93KoHpM2agqroSN91wIzp3+gMeHf4YPvrwQzwzIfQP0xMmT0Je8zyMGT0qWHLp/lKsXLHCqQiYtwICb7/3LjIyMqxIFHQFQF0QYuz48Tjq6KOsSj54/4OwBH3p4iV4c8abweq3bd2GLZs3u4AGS4iEwJgnnsQ777yNxYsWoVefPrjs8svw5Jgx+PyzzyMJx2tcQOCOO+/E6tWr8fnnn+H447vggWEP4ofvf8DD//d/Iau76urBGDBwIO67994631/46wJLzHjoR+Dc887D8V26YMb06di+fTseG/649Xt+aBPZvUBBj4xb8KpLL7vMmj0XM51ixlMcMz/6ED989x0ef/Qxyei83IkE2rRpg5envIrxY8fh41mzrBImPTsZObm5uHTQ30OWJAQ9KyMTg6+80oklM+coESgsLETHwo647Y47KOhRYuy0sIfn5yMrKwtPjR1r/f0Szgz63LlzMfbJp5xWKvONEYEPZs3CooULcP+998VoRA5jdwLPv/gicnJzMODifo0Kev8BA3DB+d3tXgrzixOBO++6C2eefRb69urd6NOjcUrNEcNS0CXbJG7A08/4C3pd0DMYSTw+tn3bdj4yJsnWqZf/6dRT8Mijj+LG667H2rVrrTIeGDYMfzz5j+hzUa9GBb1D+w7YsWM79peU4LNPP7Vmx3iQQKfOnTHhmYkUdN4KdQi8/9FH+OTjj8MS9JqaGuzZvQc7d+3E69Neg3jEnQcJCALdTjoRI0aOxLQpU/HatGmEQgJITU3FW+++i1UrVzb6c6yYQRdPi27ZsgXV1VVY8MsCvPj8C1wrhfcPLrzoQlzYqxcOPzwfsz78EJMnTSKVCAhQ0COAVvuSRx5/DOId0dri9crUKdanRdf941rJ6LzciQTO794dQ24diqsuvwLbtm2zShAf5PzlzDNxYY8eIUu66V83o0OHDqiqqrJ+zWvRAm/PeAsvPP+8ExEwZ4UEKOgKYbooVLiCPuqJMfB6vIABHH300dYP3/fdfQ8WLFjgIhosJRICzfPy8MqUV1BdXYNB/fujpsYTSRhe4zICz734grXQl1g3Z83qNSGrO/ucc3BRr14o2V+CVq1a4ogj2mPtmjW48fobXEaD5TSVwI0334zT//d05OTk4L/ffMOniZsK0H8+BT1CcIHLOIMuCdCFlwdm0K//53VY9/vvVoWHmkGvj+HlV19FekY6BvUf4EJCLKkpBCjoTaGlz7nhCnptImnp6Zjx9tv4+aef8NCwYfrAYqUNCIhV3F948SWkpadB/FvFNQl4kwgCI8eMxgknnIAxo0bjizlzwoYy9PbbcN5556HXBRdyFj1sau4+UcykC1m/4/bbIdZB4dE0AhT0pvFqcHbgHfQ+vXqjorzc+r74wen7777lp0aSbJ16eeAd9HFPj7UeQRXH5H8/i2Y5OY2+g16/1qfGPo0j2rdHvz5cxd2p94GqvCnoqki6K04kgi4IvDPzPWtrrXvvuttdQFhN2ARatmqJSc8+i8TERGshU8p52Ohce6JYeXvs+HEQ/96MHjkKX86d26RaB/59EK4aPBj9+16M/fv3N+lanuxOAmKb4Wef+3ed9ZjcWWl0qqKgS3IVj3C8MeNN/Peb/2LUcK7iLonTNZdPf+stVFSUW4+IiVXcHxvxOGZ99BEmjp9g1fjqtKnWO6FDb7nF+v1T48bi9f/8B4sWLMSfT/9/1iPxC375tcEKqa4BxELCIiAeR+70h8544sknce8992D50mVcbCUscu49Sex/npichDffegtzPvsM//73v4MfDl/UuxcGX301Hn7oIevvDzET1qtvH7z+2n+wft06XHPttdb7gWJhOa5x4d575GCViZ9Zprw2DTAMjB4xAnv27LVOF+sUrCgq0hMKq8YLL72EgrYFeOXll7F40eIgkVUrVloz4sMefghdu3YNThrce//9WLJ4Eb788ku0aXM4RowaaW3Z19iickTsfgJDhg7F3j178cknH8Pj8Vo/9x5xxBG44tLLIbbt49E0AhT0pvEKefYVV16Jv196SfB78778EiOHj1AQmSGcSuCkk/6Ihx59BMnJSVYJmzZtws033hT8QXrmh++juLgYl19ymfV9MauVnp4eLFecP/Rft/CTaKfeAIrynjX7ExiGEYwmfgDiqrmK4Do0jPhwr1WrVnWyv/+e+/DLLz/j8iuvwCWXXorHHnkE33z9jSXoj40YgaSkxOD54sPkRx9+2KHVM21ZAoEncurH4d8tsmSdfb14Iifw80rtSsQHw+LDvvETJ1iz6z3OO9/69tPjx+Loo48JnlpWVoYHH3iA2ws7+zaQyl5MLJ3913OCMcSaFi+/9CLeeettqbi6XkxBV9R58QPQH446GmvWrAlKmKLQDONgAuIftF27dmHP7t2HrOKww1qioCAfa39fi+J9xYc8nyeQAAmQwKEIiA942rY7As1ysrHytxV8P/RQwPh9EiCBsAiI7R7bH9kBu3ft5msSYRFz/0niCS9xT4h/d1avWmU9VcEjMgIU9Mi48SoSIAESIAESIAESIAESIAESIAESUEqAgq4UJ4ORAAmQAAmQAAmQAAmQAAmQAAmQQGQEKOiRceNVJEACJEACJEACJEACJEACJEACJKCUAAVdKU4GIwESIAESIAESIAESIAESIAESIIHICFDQI+PGq0iABEiABEiABEiABEiABEiABEhAKQEKulKcDEYCJEACJEACJEACJEACJEACJEACkRGgoEfGjVeRAAmQAAmQAAmQAAmQAAmQAAmQgFICFHSlOBmMBEiABEiABEiABEiABEiABEiABCIjQEGPjBuvIgESIAESIAESIAESIAESIAESIAGlBCjoSnEyGAmQAAmQAAmQAAmQAAmQAAmQAAlERoCCHhk3XkUCJEACJEACJEACJEACJEACJEACSglQ0JXiZDASIAESIAESIAESIAESIAESIAESiIwABT0ybryKBEiABEiABEiABEiABEiABEiABJQSoKArxclgJEACJEACJEACJEACJEACJEACJBAZAQp6ZNx4FQmQAAmQAAmQAAmQAAmQAAmnn1fQAAAAJ0lEQVSQAAkoJUBBV4qTwUiABEiABEiABEiABEiABEiABEggMgL/H7U2hNeSFc3fAAAAAElFTkSuQmCC"
},
"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 (ipykernel)",
"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
}
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