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pandas-ta/examples/VectorBT_Backtest_with_Pandas_TA.ipynb
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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 v1.20.3\n",
"Pandas v1.3.0\n",
"vectorbt v0.23.1\n",
"\n",
"Pandas TA v0.3.32b0\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": 53,
"id": "35f829c2-1890-443f-9608-c1ba0893226c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Portfolio Settings [Initial]\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Value</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Option</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>call_seq</th>\n",
" <td>default</td>\n",
" </tr>\n",
" <tr>\n",
" <th>init_cash</th>\n",
" <td>100000</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>size_granularity</th>\n",
" <td>NaN</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>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>upon_stop_exit</th>\n",
" <td>close</td>\n",
" </tr>\n",
" <tr>\n",
" <th>upon_stop_update</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>upon_long_conflict</th>\n",
" <td>ignore</td>\n",
" </tr>\n",
" <tr>\n",
" <th>upon_short_conflict</th>\n",
" <td>ignore</td>\n",
" </tr>\n",
" <tr>\n",
" <th>upon_dir_conflict</th>\n",
" <td>ignore</td>\n",
" </tr>\n",
" <tr>\n",
" <th>upon_opposite_entry</th>\n",
" <td>reversereduce</td>\n",
" </tr>\n",
" <tr>\n",
" <th>signal_direction</th>\n",
" <td>both</td>\n",
" </tr>\n",
" <tr>\n",
" <th>order_direction</th>\n",
" <td>both</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>flexible</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>attach_call_seq</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>fillna_close</th>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>trades_type</th>\n",
" <td>exittrades</td>\n",
" </tr>\n",
" <tr>\n",
" <th>stats</th>\n",
" <td>{'filters': {'has_year_freq': {'filter_func': ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>plots</th>\n",
" <td>{'subplots': ['orders', 'trade_pnl', 'cum_retu...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Value\n",
"Option \n",
"call_seq default\n",
"init_cash 100000\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",
"size_granularity NaN\n",
"lock_cash False\n",
"allow_partial False\n",
"raise_reject 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",
"upon_stop_exit close\n",
"upon_stop_update override\n",
"use_stops None\n",
"log False\n",
"upon_long_conflict ignore\n",
"upon_short_conflict ignore\n",
"upon_dir_conflict ignore\n",
"upon_opposite_entry reversereduce\n",
"signal_direction both\n",
"order_direction both\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",
"flexible False\n",
"use_numba True\n",
"seed None\n",
"freq 1D\n",
"attach_call_seq False\n",
"fillna_close True\n",
"trades_type exittrades\n",
"stats {'filters': {'has_year_freq': {'filter_func': ...\n",
"plots {'subplots': ['orders', 'trade_pnl', 'cum_retu..."
]
},
"execution_count": 53,
"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_000\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",
"vbt.settings.portfolio[\"signal_direction\"] = \"both\"\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": 54,
"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",
"[+] yf | SPY(7310, 7): 6015.8232 ms (6.0158 s)\n",
"[+] SPY(7310, 7) Monday February 7, 2022, NYSE: 5:58:00\n",
"[+] yf | QQQ(5768, 7): 4612.5752 ms (4.6126 s)\n",
"[+] QQQ(5768, 7) Monday February 7, 2022, NYSE: 5:58:04\n",
"[*] Download Complete\n",
"\n"
]
}
],
"source": [
"benchmarks = dl(benchmark_tickers, timed=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",
"[+] yf | AAPL(10377, 7): 4302.5109 ms (4.3025 s)\n",
"[+] AAPL(10377, 7) Monday February 7, 2022, NYSE: 5:58:09\n",
"[+] yf | TSLA(2924, 7): 4379.0780 ms (4.3791 s)\n",
"[+] TSLA(2924, 7) Monday February 7, 2022, NYSE: 5:58:13\n",
"[+] yf | TWTR(2077, 7): 4289.1730 ms (4.2892 s)\n",
"[+] TWTR(2077, 7) Monday February 7, 2022, NYSE: 5:58:17\n",
"[*] Download Complete\n",
"\n"
]
}
],
"source": [
"assets = dl(asset_tickers, timed=True)"
]
},
{
"cell_type": "markdown",
"id": "68d36f39-b55b-4ff6-9b73-ec7e6cf9e502",
"metadata": {},
"source": [
"### Define Testing Dates and Ranges"
]
},
{
"cell_type": "code",
"execution_count": 55,
"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": 56,
"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": 57,
"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": 58,
"id": "5449cbc0-8050-4b1b-9357-eac975fbbb3c",
"metadata": {},
"outputs": [
{
"data": {
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
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" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Open</th>\n",
" <th>High</th>\n",
" <th>Low</th>\n",
" <th>Close</th>\n",
" <th>Volume</th>\n",
" <th>Dividends</th>\n",
" <th>Stock Splits</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2005-01-03</th>\n",
" <td>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": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"benchmarkdf"
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "3adaeb5e-dfc4-4eed-970f-f465035c7a89",
"metadata": {},
"outputs": [
{
"data": {
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" vertical-align: top;\n",
" }\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>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",
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" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2005-01-03</th>\n",
" <td>0.990526</td>\n",
" <td>0.995572</td>\n",
" <td>0.957192</td>\n",
" <td>0.967743</td>\n",
" <td>691992000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2005-01-04</th>\n",
" <td>0.975388</td>\n",
" <td>1.001076</td>\n",
" <td>0.962849</td>\n",
" <td>0.977682</td>\n",
" <td>1096810400</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2005-01-05</th>\n",
" <td>0.985632</td>\n",
" <td>0.997712</td>\n",
" <td>0.979363</td>\n",
" <td>0.986244</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>0.988843</td>\n",
" <td>0.992513</td>\n",
" <td>0.968354</td>\n",
" <td>0.987009</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>0.993889</td>\n",
" <td>1.064685</td>\n",
" <td>0.990067</td>\n",
" <td>1.058875</td>\n",
" <td>2227450400</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-24</th>\n",
" <td>6.224808</td>\n",
" <td>6.402179</td>\n",
" <td>6.218691</td>\n",
" <td>6.392698</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>6.474655</td>\n",
" <td>6.542851</td>\n",
" <td>6.410128</td>\n",
" <td>6.471291</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>6.502485</td>\n",
" <td>6.505238</td>\n",
" <td>6.383218</td>\n",
" <td>6.394533</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>6.386275</td>\n",
" <td>6.483218</td>\n",
" <td>6.370373</td>\n",
" <td>6.472208</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>6.517775</td>\n",
" <td>6.524503</td>\n",
" <td>6.439181</td>\n",
" <td>6.444380</td>\n",
" <td>352410800</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1259 rows × 7 columns</p>\n",
"</div>"
],
"text/plain": [
" Open High Low Close Volume Dividends \\\n",
"Date \n",
"2005-01-03 0.990526 0.995572 0.957192 0.967743 691992000 0.0 \n",
"2005-01-04 0.975388 1.001076 0.962849 0.977682 1096810400 0.0 \n",
"2005-01-05 0.985632 0.997712 0.979363 0.986244 680433600 0.0 \n",
"2005-01-06 0.988843 0.992513 0.968354 0.987009 705555200 0.0 \n",
"2005-01-07 0.993889 1.064685 0.990067 1.058875 2227450400 0.0 \n",
"... ... ... ... ... ... ... \n",
"2009-12-24 6.224808 6.402179 6.218691 6.392698 500889200 0.0 \n",
"2009-12-28 6.474655 6.542851 6.410128 6.471291 644565600 0.0 \n",
"2009-12-29 6.502485 6.505238 6.383218 6.394533 445205600 0.0 \n",
"2009-12-30 6.386275 6.483218 6.370373 6.472208 412084400 0.0 \n",
"2009-12-31 6.517775 6.524503 6.439181 6.444380 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": 59,
"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 that you create 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": 60,
"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": 61,
"id": "8c13e23e-6c2a-47e9-94b8-90dcb79f9191",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"trend_kwargs = {\"mamode\": \"sma\", \"fast\": 50, \"slow\": 200}"
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "ef5a755c-ce2b-4bb1-a72f-51f5afbf537a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x157858640>"
]
},
"execution_count": 62,
"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).axhline(0, color=\"black\")"
]
},
{
"cell_type": "code",
"execution_count": 63,
"id": "bc51e2ca-8784-48a5-a55e-8f32212b9560",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x15797e220>"
]
},
"execution_count": 63,
"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).axhline(0, color=\"black\")"
]
},
{
"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": 64,
"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": 64,
"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": 65,
"id": "3fceb4ec-b564-47fc-9568-301d1e517440",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>TS_Trends</th>\n",
" <th>TS_Trades</th>\n",
" <th>TS_Entries</th>\n",
" <th>TS_Exits</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2009-12-24</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-28</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-29</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-30</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-31</th>\n",
" <td>True</td>\n",
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" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\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": 65,
"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": 66,
"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 \\\n",
"0 0 0 1145.647991 87.069173 88.984848 0.019502 \n",
"\n",
" pnl entry_fees exit_fees \n",
"0 1945.312385 249.376559 0.0 \n",
"\n",
"None\n"
]
},
{
"data": {
"text/plain": [
"Run Time Monday February 7, 2022, NYSE: 6:05:12\n",
"Mode TEST\n",
"Strategy Buy and Hold\n",
"Direction both\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 100000.0\n",
"End Value 101945.312385\n",
"Total Return [%] 1.945312\n",
"Benchmark Return [%] 2.455676\n",
"Max Gross Exposure [%] 100.0\n",
"Total Fees Paid 249.376559\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 PnL 1945.312385\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": 66,
"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": 67,
"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 102818.436141 0.970163 6.44438 5.640076 \n",
"\n",
" pnl entry_fees exit_fees \n",
"0 562601.053608 249.376559 0.0 \n",
"\n",
"None\n"
]
},
{
"data": {
"text/plain": [
"Run Time Monday February 7, 2022, NYSE: 6:05:13\n",
"Mode TEST\n",
"Strategy Buy and Hold\n",
"Direction both\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 100000.0\n",
"End Value 662601.053608\n",
"Total Return [%] 562.601054\n",
"Benchmark Return [%] 565.9182\n",
"Max Gross Exposure [%] 100.0\n",
"Total Fees Paid 249.376559\n",
"Max Drawdown [%] 60.866743\n",
"Max Drawdown Duration 456 days 00:00:00\n",
"Total Trades 1\n",
"Total Closed Trades 0\n",
"Total Open Trades 1\n",
"Open Trade PnL 562601.053608\n",
"Sharpe Ratio 1.329386\n",
"Calmar Ratio 1.199638\n",
"Omega Ratio 1.209774\n",
"Sortino Ratio 1.982724\n",
"Annualized Return [%] 73.01803\n",
"Annualized Volatility [%] 51.088476\n",
"Skew -0.037597\n",
"Kurtosis 3.435256\n",
"Tail Ratio 1.037879\n",
"Common Sense Ratio 1.795718\n",
"Value at Risk -0.041247\n",
"Alpha -0.00145\n",
"Beta 1.00001\n",
"dtype: object"
]
},
"execution_count": 67,
"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": 68,
"id": "ab11d9a6-05a3-49e5-9c2c-d339e26e9b23",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Last 5 of 5 Trades\n",
" status direction size entry_price exit_price return \\\n",
"0 1 0 1143.067726 87.265716 93.604879 0.067460 \n",
"1 1 1 1137.366640 93.604879 96.985603 -0.041207 \n",
"2 1 0 1052.599067 96.985603 111.975205 0.149169 \n",
"3 1 1 1047.349196 111.975205 72.667880 0.346914 \n",
"4 0 0 2172.358822 72.667880 88.984848 0.222042 \n",
"\n",
" pnl entry_fees exit_fees \n",
"0 6729.224173 249.376559 267.491790 \n",
"1 -4387.051303 266.157666 275.770474 \n",
"2 15228.160409 255.217389 294.662489 \n",
"3 40685.029757 293.192851 190.271616 \n",
"4 35051.656621 394.651778 0.000000 \n",
"\n"
]
},
{
"data": {
"text/plain": [
"Run Time Monday February 7, 2022, NYSE: 6:05:16\n",
"Mode TEST\n",
"Strategy Long Strategy\n",
"Direction both\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 100000.0\n",
"End Value 193307.019656\n",
"Total Return [%] 93.30702\n",
"Benchmark Return [%] 2.455676\n",
"Max Gross Exposure [%] 100.0\n",
"Total Fees Paid 2486.792612\n",
"Max Drawdown [%] 15.56369\n",
"Max Drawdown Duration 152 days 00:00:00\n",
"Total Trades 5\n",
"Total Closed Trades 4\n",
"Total Open Trades 1\n",
"Open Trade PnL 35051.656621\n",
"Win Rate [%] 75.0\n",
"Best Trade [%] 34.691356\n",
"Worst Trade [%] -4.120726\n",
"Avg Winning Trade [%] 18.784752\n",
"Avg Losing Trade [%] -4.120726\n",
"Avg Winning Trade Duration 299 days 08:00:00\n",
"Avg Losing Trade Duration 25 days 00:00:00\n",
"Profit Factor 14.278934\n",
"Expectancy 14563.840759\n",
"Sharpe Ratio 1.128019\n",
"Calmar Ratio 1.352901\n",
"Omega Ratio 1.199806\n",
"Sortino Ratio 1.653528\n",
"Annualized Return [%] 21.056134\n",
"Annualized Volatility [%] 18.452631\n",
"Skew -0.067306\n",
"Kurtosis 4.86452\n",
"Tail Ratio 1.074084\n",
"Common Sense Ratio 1.300244\n",
"Value at Risk -0.015183\n",
"Alpha 0.244574\n",
"Beta -0.220209\n",
"dtype: object"
]
},
"execution_count": 68,
"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": 69,
"id": "d8eaf793-f18b-41e1-92d2-d27baa166371",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Last 5 of 7 Trades\n",
" status direction size entry_price exit_price return \\\n",
"2 1 0 31274.951777 2.322318 3.688941 0.582002 \n",
"3 1 1 31118.966980 3.688941 5.751994 -0.565651 \n",
"4 1 0 8696.711793 5.751994 3.869225 -0.331506 \n",
"5 1 1 8653.336672 3.869225 3.663285 0.048358 \n",
"6 0 0 9580.683873 3.663285 6.444380 0.756681 \n",
"\n",
" pnl entry_fees exit_fees \n",
"2 42271.062627 181.575975 288.428643 \n",
"3 -64934.539698 286.990096 447.490244 \n",
"4 -16583.080760 125.058576 84.123830 \n",
"5 1619.110776 83.704260 79.249099 \n",
"6 26557.046830 87.741942 0.000000 \n",
"\n"
]
},
{
"data": {
"text/plain": [
"Run Time Monday February 7, 2022, NYSE: 6:05:16\n",
"Mode TEST\n",
"Strategy Long Strategy\n",
"Direction both\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 100000.0\n",
"End Value 61741.565685\n",
"Total Return [%] -38.258434\n",
"Benchmark Return [%] 565.9182\n",
"Max Gross Exposure [%] 100.0\n",
"Total Fees Paid 2801.433663\n",
"Max Drawdown [%] 83.338227\n",
"Max Drawdown Duration 506 days 00:00:00\n",
"Total Trades 7\n",
"Total Closed Trades 6\n",
"Total Open Trades 1\n",
"Open Trade PnL 26557.04683\n",
"Win Rate [%] 50.0\n",
"Best Trade [%] 58.200242\n",
"Worst Trade [%] -56.56514\n",
"Avg Winning Trade [%] 23.415908\n",
"Avg Losing Trade [%] -40.623448\n",
"Avg Winning Trade Duration 231 days 00:00:00\n",
"Avg Losing Trade Duration 68 days 08:00:00\n",
"Profit Factor 0.440761\n",
"Expectancy -10802.580191\n",
"Sharpe Ratio -0.071065\n",
"Calmar Ratio -0.156552\n",
"Omega Ratio 0.988973\n",
"Sortino Ratio -0.099881\n",
"Annualized Return [%] -13.046751\n",
"Annualized Volatility [%] 46.262996\n",
"Skew 0.150873\n",
"Kurtosis 4.766433\n",
"Tail Ratio 0.945783\n",
"Common Sense Ratio 0.822389\n",
"Value at Risk -0.039647\n",
"Alpha -0.137603\n",
"Beta 0.169161\n",
"dtype: object"
]
},
"execution_count": 69,
"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": "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": 70,
"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": 71,
"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": 72,
"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": 73,
"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": 74,
"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": 75,
"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": 76,
"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": 77,
"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": 78,
"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": 79,
"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": 80,
"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": 81,
"id": "0b66f1f8-1155-4759-aba0-b3762dfca7d8",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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BnhPRzZs325o1a9ye7jp1ym/Q1yy1DmDTKe+5ScviP/nkE/eZMwlkX/KVly1r1651tuTOnOerWzP2+gRbtg3MoPuiQT4E4iHAICYejtQCAR8BBLqPEPkQiI8AfVt8LKkJAj4CCHQfoUDyEeiBBBI3Ek+AQUziQ4SBgRBAoAcSSNwoCQL0bSURJowMhAACPZBA+txAoPsIkQ+BeAgwiImHI7VAIB+BLz7+g238YIbtMLNGbc+yJq2OBhgEILALCdC37UK4VA2BHAII9JQ8Egj0lAQaN4tOgEFM0UOAAQET+Hb7Fvvwqb5We+vfrOWe31gtM/tkQ23bXnd/+5dTfm+77V4vYO9xDQLFI0DfVjz23Dl9BBDoKYk5Aj0lgcbNohNgEFP0EGBAwATWvj7Rvnl/vH1vf7Na+gi6melg1Xf+ala73Qj7p8OHBew9rkGgeATo24rHnjunjwACPSUxR6CnJNC4WXQCDGKKHgIMCJjAylnHWds9/9eaNior0D//yuyDDQfYgac/H7D3uAaB4hGgbysee+6cPgII9JTEHIGekkDjZtEJMIgpeggwIFACO3Zst5X/cZx12PdvVqd2WYG+7RuzZZ/sZwee8bzVqrV7oARwCwLFI0DfVjz23Dl9BBDoKYk5Aj0lgcbNohNgEFP0EGBAwAT+tvAXtteXC6xV87IC/ePPzNY3/pHt1+OegL3HNQgUjwB9W/HYc+f0EUCgpyTmCPSUBBo3i06AQUzRQ4ABARPY9NkKW/XsIGvTfJM1a/J/e9D//sUO+6/PGtg///hRa9D8+wF7j2sQKB4B+rbisefO6SOAQE9JzBHoKQk0bhadAIOYoocAAwInsOlvr9inS8baV+s+dp422ruVtTxylDXY75jAPcc9CBSPAH1b8dhz5/QRQKCnJOYI9JQEGjeLToBBTNFDgAEpIbBH7W/cSe5fb2PPeUpCjptFJEDfVkT43Dp1BBDoKQk5Aj0lgcbNohNgEFP0EGBASgg0aFDXCfSNG7ekxGPchEDxCNC3FY89d04fAQR6SmKOQE9JoHGz6AQYxBQ9BBiQEgII9JQEGjcTQYC+LRFhwIiUEECgpyTQCPSUBBo3i06AQUzRQ4ABKSGAQE9JoHEzEQTo2xIRBoxICQEEekoCjUBPSaBxs+gEGMQUPQQYkBICCPSUBBo3E0GAvi0RYcCIlBBAoKck0Aj0lAQaN4tOgEFM0UOAASkhgEBPSaBxMxEE6NsSEQaMSAkBBHpKAo1AT0mgcbPoBBjEFD0EGJASAgj0lAQaNxNBgL4tEWHAiJQQQKCnJNAI9JQEGjeLToBBTNFDgAEpIYBAT0mgcTMRBOjbEhEGjEgJAQR6SgKNQE9JoHGz6AQYxBQ9BBiQEgII9JQEGjcTQYC+LRFhwIiUEECgpyTQCPSUBBo3i06AQUzRQ4ABKSGAQE9JoHEzEQTo2xIRBoxICQEEekoCjUBPSaBxs+gEGMQUPQQYkBICCPSUBBo3E0GAvi0RYcCIlBBAoKck0Aj0lAQaN4tOgEFM0UOAASkhgEBPSaBxMxEE6NsSEQaMSAkBBHpKAo1AT0mgcbPoBBjEFD0EGJASAgj0lAQaNxNBgL4tEWHAiJQQQKCnJNAI9JQEGjeLToBBTNFDgAEpIYBAT0mgcTMRBOjbEhEGjEgJAQR6SgKNQE9JoHGz6AQYxBQ9BBiQEgII9JQEGjcTQYC+LRFhwIiUEECgpyTQCPSUBBo3i06AQUzRQ4ABKSGAQE9JoHEzEQTo2xIRBoxICQEEekoCjUBPSaBxs+gEGMQUPQQYkBICCPSUBBo3E0GAvi0RYcCIlBBAoKck0Aj0lAQaN4tOgEFM0UOAASkhgEBPSaBxMxEE6NsSEQaMSAkBBHpKAo1AT0mgcbPoBBjEFD0EGJASAgj0lAQaNxNBgL4tEWHAiJQQQKCnJNAI9JQEGjeLToBBTNFDgAEpIYBAT0mgcTMRBOjbEhEGjEgJAQR6SgKNQE9JoHGz6AQYxBQ9BBiQEgII9JQEGjcTQYC+LRFhwIiUEECgpyTQCPSUBBo3i06AQUzRQ4ABKSGAQE9JoHEzEQTo2xIRBoxICQEEekoCjUBPSaBxs+gEGMQUPQQYkBICCPSUBBo3E0GAvi0RYcCIlBBAoKck0Aj0lAQaN4tOgEFM0UOAASkhgEBPSaBxMxEE6NsSEQaMSAkBBHpKAo1AT0mgcbPoBBjEFD0EGJASAgj0lAQaNxNBgL4tEWHAiJQQQKCnJNAI9JQEGjeLToBBTNFDgAEpIYBAT0mgcTMRBOjbEhEGjEgJAQR6SgKNQE9JoHGz6AQYxBQ9BBiQEgII9JQEGjcTQYC+LRFhwIiUEECgpyTQCPSUBBo3i06AQUzRQ4ABKSGAQE9JoHEzEQTo2xIRBoxICQEEekoCjUBPSaBxs+gEGMQUPQQYkBICCPSUBBo3E0GAvi0RYcCIlBBAoKck0Aj0lAQaN4tOgEFM0UOAASkhgEBPSaBxMxEE6NsSEQaMSAkBBHpKAo1AT0mgcbPoBBjEFD0EGJASAgj0lAQaNxNBgL4tEWHAiJQQQKCnJNAI9JQEGjeLToBBTNFDgAEpIYBAT0mgcTMRBOjbEhEGjEgJAQR6SgKNQE9JoHGz6AQYxBQ9BBiQEgII9JQEGjcTQYC+LRFhwIiUEECgpyTQCPSUBBo3i06AQUzRQ4ABKSGAQE9JoHEzEQTo2xIRBoxICQEEekoCjUBPSaBxs+gEGMQUPQQYkBICCPSUBBo3E0GAvi0RYcCIlBBAoKck0Aj0lAQaN4tOgEFM0UOAASkhgEBPSaBxMxEE6NsSEQaMSAkBBHpKAo1AT0mgcbPoBBjEFD0EGJASAgj0lAQaNxNBgL4tEWHAiJQQQKCnJNAI9JQEGjeLToBBTNFDgAEpIYBAT0mgcTMRBOjbEhEGjEgJAQR6FQP95Zdf2rZt22zvvfcud+W3335ra9assWbNmlnt2rW9NfvKb9261datW2ctWrSwWrVqlalvy5Ytpuvr16/vvY8KINALwkQhCFSbAIOYaiOkAggURACBXhAmCkEgFgL0bbFgpBIIFEQAgV4BphdffNHOP/98mzx5snXv3t2V2Lhxo1166aX2wgsvuL8ffvjhdu+991rz5s3d33XNxRdf7MopXX/99TZgwIBKg5Cv/I4dO+yee+6xCRMmuOv1MmDSpEnunkozZsxwf1c666yzbOjQoe7Pa9eutZ49e9r8+fOtZcuWZe6NQC+oPVAIAtUmwCCm2gipAAIFEUCgF4SJQhCIhQB9WywYqQQCBRFAoOdgevfdd52wltDOFugSxE888YTNnDnTGjRoYOedd561adPGxo4da19//bV16dLFRowYYWeffbYtXLjQhg0b5v7fqlWrcoHwlV+2bJn179/f3evQQw+1u+66y+bMmWMvv/yyq0v3mj59urNDgnzFihVWt25du+WWW2z79u02atSocvdEoBfUHigEgWoTYBBTbYRUAIGCCCDQC8JEIQjEQoC+LRaMVAKBgggg0LMwaXn6qaeeapdddplde+21duedd2Zm0E866SQ7/vjjM7PV8+bNs+HDh9v7779vL730kptxj4SyquzVq5cT64MHDy4XiGiGvrLyt956q7399ts2bdo0d+3q1avt6KOPttmzZ1vjxo2tR48etnz5cqtXr561b9/enn76aWvSpIn17t3bFixYYPvssw8CvaDHn0IQiJ8Ag5j4mVIjBCoigEDnuYBAzRGgb6s51twJAgj0fzwDmtUeNGiQdevWzc2Eazl5tkDX32+66Sbr06ePu0Li+uSTT7alS5eaxPqUKVPsueeeyzxRF1xwgbVu3dquuOKKck/Z448/nrf8yJEjrWnTpu4lQZTatm3rZvS7du1qRxxxhM2aNcvNoB977LHOFtnWsGFD93JBgl5/btSoUeZ6ZtBp7BCoGQIMYmqGM3eBAAKdZwACNUeAvq3mWHMnCCDQzdxhaxLFSlpOvttuu5UR6NoT3q5duzJL3leuXOnEupada/n5M88842a4o6T6JJBvuOGGck+ZlsvnK3/OOefYQQcdVEbc6wWB9rX37dvX7T+fOnWqq1cvFU455RT371pSL/s1Q68D5vSiYeDAga6cfCBBAAK7noAOdKS97XrO3AECEIAABGqOAH1bzbHmThDIPRw8FCK1dlRhhBwtIT/jjDPczLPSQw895JaSa5ZcQlwC+eabb3bLyJV29Qy6DoYbPXp0Jh7RDHp0aN0XX3zhXizstddebs/5vvvu6w6M69y5s73xxhv21ltv2VVXXZWZ1WcGPZRHGz+SToBZhqRHCPtCIcAMeiiRxI9SIEDfVgpRwsZQCDCD/o8T2h9++OEyMR03bpxp37lmprXsvap70CXuhwwZUvAe9Ozy2oOuw+qiWfLsPegHH3xwGTs//PBD69evny1atMjtW9es+ZIlS2zVqlXO7tdff929dECgh9Jk8SPpBBjEJD1C2BcKAQR6KJHEj1IgQN9WClHCxlAIINAriWTuHvTsU9wleM8999zMKe6bNm2yww47zM1kV3SKu76drtltHSR3wgknmK98dIq79qrrFHe9LJg7d65bTq/l99npkksucQfF6VNrGzZssI4dO5quf/PNN92SeO2PV0Kgh9Jk8SPpBBjEJD1C2BcKAQR6KJHEj1IgQN9WClHCxlAIINALFOhfffWV+865TmxXOuSQQ+y+++6zFi1auL/r++g6GC5KY8aMcfvDldavX2+dOnWy7H/LV16r88ePH28TJ0501+uFgGbTO3ToUMZa7YM/7bTTbPHixZml+frU2pNPPuk+u6YD4zTzj0APpbniRykQYBBTClHCxhAIINBDiCI+lAoB+rZSiRR2hkAAgV7FKGqWWgewNW/evNyV+gb5J5984j5zJoHsS77ymzdvtrVr17r95bkz5/nq1oy9PsGWbQMz6L5okA+BeAgwiImHI7VAwEcAge4jRD4E4iNA3xYfS2qCgI8AAt1HKJB8BHoggcSNxBNgEJP4EGFgIAQQ6IEEEjdKggB9W0mECSMDIYBADySQPjcQ6D5C5EMgHgIMYuLhSC0Q8BFAoPsIkQ+B+AjQt8XHkpog4COAQPcRCiQfgR5IIHEj8QQYxCQ+RBgYCAEEeiCBxI2SIEDfVhJhwshACCDQAwmkzw0Euo8Q+RCIhwCDmHg4UgsEfAQQ6D5C5EMgPgL0bfGxpCYI+Agg0H2EAslHoAcSSNxIPAEGMYkPEQYGQgCBHkggcaMkCNC3lUSYMDIQAgj0QALpcwOB7iNEPgTiIcAgJh6O1AIBHwEEuo8Q+RCIjwB9W3wsqQkCPgIIdB+hQPIR6IEEEjcST4BBTOJDhIGBEECgBxJI3CgJAvRtJREmjAyEAAI9kED63ECg+wiRD4F4CDCIiYcjtUDARwCB7iNEPgTiI0DfFh9LaoKAjwAC3UcokHwEeiCBxI3EE2AQk/gQYWAgBBDogQQSN0qCAH1bSYQJIwMhgEAPJJA+NxDoPkLkQyAeAgxi4uFILRDwEUCg+wiRD4H4CNC3xceSmiDgI4BA9xEKJB+BHkggcSPxBBjEJD5EGBgIAQR6IIHEjZIgQN9WEmHCyEAIINADCaTPDQS6jxD5EIiHAIOYeDhSCwR8BBDoPkLkQyA+AvRt8bGkJgj4CCDQfYQCyUegBxJI3Eg8AQYxiQ8RBgZCAIEeSCBxoyQI0LeVRJgwMhACCPRAAulzA4HuI0Q+BOIhwCAmHo7UAgEfAQS6jxD5EIiPAH1bfCypCQI+Agh0H6FA8hHogQQSNxJPgEFM4kOEgYEQQKAHEkjcKAkC9G0lESaMDIQAAj2QQPrcQKD7CJEPgXgIMIiJhyO1QMBHAIHuI0Q+BOIjQN8WH0tqgoCPAALdRyiQfAR6IIHEjcQTYBCT+BBhYCAEEOiBBBI3SoIAfVtJhAkjAyGAQA8kkD43EOg+QuRDIB4CDGLi4UgtEPARQKD7CJEPgVmoPUIAACAASURBVPgI0LfFx5KaIOAjgED3EQokH4EeSCBxI/EEGMQkPkQYGAgBBHoggcSNkiBA31YSYcLIQAgg0AMJpM8NBLqPEPkQiIcAg5h4OFILBHwEEOg+QuRDID4C9G3xsaQmCPgIINB9hALJR6AHEkjcSDwBBjGJDxEGBkIAgR5IIHGjJAjQt5VEmDAyEAII9EAC6XMDge4jRD4E4iHAICYejtQCAR8BBLqPEPkQiI8AfVt8LKkJAj4CCHQfoUDyEeiBBBI3Ek+AQUziQ4SBgRBAoAcSSNwoCQL0bSURJowMhAACPZBA+txAoPsIkQ+BeAgwiImHI7VAwEcAge4jRD4E4iNA3xYfS2qCgI8AAt1HKJB8BHoggcSNxBNgEJP4EGFgIAQQ6IEEEjdKggB9W0mECSMDIYBADySQPjcQ6D5C5EMgHgIMYuLhSC0Q8BFAoPsIkQ+B+AjQt8XHkpog4COAQPcRCiQfgR5IIHEj8QQYxCQ+RBgYCAEEeiCBxI2SIEDfVhJhwshACCDQAwmkzw0Euo8Q+RCIhwCDmHg4UgsEfAQQ6D5C5EMgPgL0bfGxpCYI+Agg0H2EAslHoAcSSNxIPAEGMYkPEQYGQgCBHkggcaMkCNC3lUSYMDIQAgj0QALpcwOB7iNEPgTiIcAgJh6O1AIBHwEEuo8Q+RCIjwB9W3wsqQkCPgIIdB+hQPIR6IEEEjcST4BBTOJDhIGBEECgBxJI3CgJAvRtJREmjAyEAAI9kED63ECg+wiRD4F4CDCIiYcjtUDARwCB7iNEPgTiI0DfFh9LaoKAjwAC3UcokHwEeiCBxI3EE2AQk/gQYWAgBBDogQQSN0qCAH1bSYQJIwMhgEAPJJA+NxDoPkLkQyAeAgxi4uFILRDwEUCg+wiRD4H4CNC3xceSmiDgI4BA9xEKJB+BHkggcSPxBBjEJD5EGBgIAQR6IIHEjZIgQN9WEmHCyEAIINADCaTPDQS6jxD5EIiHAIOYeDhSCwR8BBDoPkLkQyA+AvRt8bGkJgj4CCDQfYQCyUegBxJI3Eg8AQYxiQ8RBgZCAIEeSCBxoyQI0LeVRJgwMhACCPRAAulzA4HuI0Q+BOIhwCAmHo7UAgEfAQS6jxD5EIiPAH1bfCypCQI+Agh0H6FA8hHogQQSNxJPgEFM4kOEgYEQQKAHEkjcKAkC9G0lESaMDIQAAj2QQPrcQKD7CJEPgXgIMIiJhyO1QMBHAIHuI0Q+BOIjQN8WH0tqgoCPAALdRyiQfAR6IIHEjcQTYBCT+BBhYCAEEOiBBBI3SoIAfVtJhAkjAyGAQA8kkD43EOg+QuRDIB4CDGLi4UgtEPARQKD7CJEPgfgI0LfFx5KaIOAjgED3EQokH4EeSCBxI/EEGMQkPkQYGAgBBHoggcSNkiBA31YSYcLIQAgg0AMJpM8NBLqPEPkQiIcAg5h4OFILBHwEEOg+QuRDID4C9G3xsaQmCPgIINB9hALJR6AHEkjcSDwBBjGJDxEGBkIAgR5IIHGjJAjQt5VEmDAyEAII9EAC6XMDge4jRD4E4iHAICYejtQCAR8BBLqPEPkQiI8AfVt8LKkJAj4CCPQsQt9++62tW7fO6tSpY3vuuWeF7L788kvbtm2b7b333uXydf2aNWusWbNmVrt2bR9785XfunWrs6dFixZWq1atMvVt2bLFXV+/fn3vfVQAgV4QJgpBoNoEGMRUGyEVQKAgAgj0gjBRCAKxEKBviwUjlUCgIAII9H9gWrx4sQ0bNsw2btzo/uXII4+0K6+80g455BD3d/37pZdeai+88IL7++GHH2733nuvNW/e3P39xRdftIsvvjhz/fXXX28DBgyoNAj5yu/YscPuuecemzBhgrteLwMmTZrk7qk0Y8YM93els846y4YOHer+vHbtWuvZs6fNnz/fWrZsWebeCPSC2gOFIFBtAgxiqo2QCiBQEAEEekGYKASBWAjQt8WCkUogUBABBPo/MP3pT39ys9/HHnusff3113bttde6GeoHHnjAlZAgfuKJJ2zmzJnWoEEDO++886xNmzY2duxYV75Lly42YsQIO/vss23hwoVO7Ov/rVq1KhcIX/lly5ZZ//793b0OPfRQu+uuu2zOnDn28ssvu7p0r+nTpzs7JMhXrFhhdevWtVtuucW2b99uo0aNKndPBHpB7YFCEKg2AQYx1UZIBRAoiAACvSBMFIJALATo22LBSCUQKIgAAr0STLNnz7bLLrvM3nnnHbdc/aSTTrLjjz8+M1s9b948Gz58uL3//vv20ksv2fnnn58RyqqyV69eTqwPHjy43B00e56v/K233mpvv/22TZs2zV27evVqO/roo002NW7c2Hr06GHLly+3evXqWfv27e3pp5+2Jk2aWO/evW3BggW2zz77INALevwpBIH4CTCIiZ8pNUKgIgIIdJ4LCNQcAfq2mmPNnSCAQK/kGZA4/+CDD5woVtLy8ptuusn69Onj/q5Z65NPPtmWLl1qEutTpkyx5557LlPbBRdcYK1bt7Yrrrii3B0ef/zxvOVHjhxpTZs2dbP4UWrbtq1NnjzZunbtakcccYTNmjXLzaBrxl+2yLaGDRu6lwoS9Ppzo0aNMtczg05jh0DNEGAQUzOcuQsEEOg8AxCoOQL0bTXHmjtBAIFewTMQzZ5rBvuHP/yhaU94u3btnEDu3r27u2LlypVOrGvZuZafP/PMMxkxr3yJbAnkG264odwdtFw+X/lzzjnHDjrooDLiXi8ItK+9b9++brn91KlTXb2DBg2yU045xf27ltRrObxm6HXAnJbcDxw40JX7/PNNPO0pJpBzxmCKSex61/faq4GtX0972/WkuUPaCdSrV9sdoLp587a0o8B/COxyAvRtuxwxN6gigR07qnhBCRVv2rRBCVlbuKm1dkhV70R65ZVXTAL517/+tZ155pmZGiSQb775ZreMXGlXz6DrYLjRo0dn7h/NoEcvCL744gu3R36vvfZye8733Xdfd2Bc586d7Y033rC33nrLrrrqqsys/rZt3+wEDS4JhcDOtYZQvK9ZP+rWrW1bt9LeapY6d0sjgd133825vX37t2l0H58hUKME6NtqFDc3K4BAyJNPder4vwZWAKLEFdkpgR7tK5cQP/XUU8s4VdU96NonPmTIkIL3oGeX1x70d999NzNLnr0H/eCDDy5j14cffmj9+vWzRYsWuX3rmjVfsmSJrVq1yrp162avv/66W+7OEvfEPaMYFCgBlgEGGljcShwBlrgnLiQYFDAB+raAg4triSPAEvd/hOSpp55yS8o163zcccdlAqW94BK42ae46+/nnntu5hT3TZs22WGHHeZmsis6xV3fTtfstg6GO+GEE8xXPjrFXXvVdYr7uHHjbO7cuW45/W67/d+MQZQuueQSd1CcPrW2YcMG69ixo+n6N9980y2J10sHJQR64toeBgVKgEFMoIHFrcQRQKAnLiQYFDAB+raAg4triSOAQP9HSHQg22OPPVYuQDp87bTTTrOvvvrKfedcJ7Yr6fvo9913n7Vo0cL9Xd9H18FwURozZozbH660fv1669Spk2X/W77yWp0/fvx4mzhxorteLwS057xDhw5l7NM+eNmmb7irjJI+tfbkk0+6z67pwDjN/CPQE9fuMChgAgxiAg4uriWKAAI9UeHAmMAJ0LcFHmDcSxQBBHoVw6FZah3A1rx583JX6hvkn3zyifvMmQSyL/nKb9682dauXev2l+fOnOerWzP2+gRbtg3MoPuiQT4E4iHAICYejtQCAR8BBLqPEPkQiI8AfVt8LKkJAj4CCHQfoUDyEeiBBBI3Ek+AQUziQ4SBgRBAoAcSSNwoCQL0bSURJowMhAACPZBA+txAoPsIkQ+BeAgwiImHI7VAwEcAge4jRD4E4iNA3xYfS2qCgI8AAt1HKJB8BHoggcSNxBNgEJP4EGFgIAQQ6IEEEjdKggB9W0mECSMDIYBADySQPjcQ6D5C5EMgHgIMYuLhSC0Q8BFAoPsIkQ+B+AjQt8XHkpog4COAQPcRCiQfgR5IIHEj8QQYxCQ+RBgYCAEEeiCBxI2SIEDfVhJhwshACCDQAwmkzw0Euo8Q+RCIhwCDmHg4UgsEfAQQ6D5C5EMgPgL0bfGxpCYI+Agg0H2EAslHoAcSSNxIPAEGMYkPEQYGQgCBHkggcaMkCNC3lUSYMDIQAgj0QALpcwOB7iNEPgTiIcAgJh6O1AIBHwEEuo8Q+RCIjwB9W3wsqQkCPgIIdB+hQPIR6IEEEjcST4BBTOJDhIGBEECgBxJI3CgJAvRtJREmjAyEAAI9kED63ECg+wiRD4F4CDCIiYcjtUDARwCB7iNEPgTiI0DfFh9LaoKAjwAC3UcokHwEeiCBxI3EE2AQk/gQYWAgBBDogQQSN0qCAH1bSYQJIwMhgEAPJJA+NxDoPkLkQyAeAgxi4uFILRDwEUCg+wiRD4H4CNC3xceSmiDgI4BA9xEKJB+BHkggcSPxBBjEJD5EGBgIAQR6IIHEjZIgQN9WEmHCyEAIINADCaTPDQS6jxD5EIiHAIOYeDhSCwR8BBDoPkLkQyA+AvRt8bGkJgj4CCDQfYQCyUegBxJI3Eg8AQYxiQ8RBgZCAIEeSCBxoyQI0LeVRJgwMhACCPRAAulzA4HuI0Q+BOIhwCAmHo7UAgEfAQS6jxD5EIiPAH1bfCypCQI+Agh0H6FA8hHogQQSNxJPgEFM4kOEgYEQQKAHEkjcKAkC9G0lESaMDIQAAj2QQPrcQKD7CJEPgXgIMIiJhyO1QMBHAIHuI0Q+BOIjQN8WH0tqgoCPAALdRyiQfAR6IIHEjcQTYBCT+BBhYCAEEOiBBBI3SoIAfVtJhAkjAyGAQA8kkD43EOg+QuRDIB4CDGLi4UgtEPARQKD7CJEPgfgI0LfFx5KaIOAjgED3EQokH4EeSCBxI/EEGMQkPkQYGAgBBHoggcSNkiBA31YSYcLIQAgg0AMJpM8NBLqPEPkQiIcAg5h4OFILBHwEEOg+QuRDID4C9G3xsaQmCPgIINB9hALJR6AHEkjcSDwBBjGJDxEGBkIAgR5IIHGjJAjQt5VEmDAyEAII9EAC6XMDge4jRD4E4iHAICYejtQCAR8BBLqPEPkQiI8AfVt8LKkJAj4CCHQfoUDyEeiBBBI3Ek+AQUziQ4SBgRBAoAcSSNwoCQL0bSURJowMhAACPZBA+txAoPsIkQ+BeAgwiImHI7VAwEcAge4jRD4E4iNA3xYfS2qCgI8AAt1HKJB8BHoggcSNxBNgEJP4EGFgIAQQ6IEEEjdKggB9W0mECSMDIYBADySQPjcQ6D5C5EMgHgIMYuLhSC0Q8BFAoPsIkQ+B+AjQt8XHkpog4COAQPcRCiQfgR5IIHEj8QQYxCQ+RBgYCAEEeiCBxI2SIEDfVhJhwshACCDQAwmkzw0Euo8Q+RCIhwCDmHg4UgsEfAQQ6D5C5EMgPgL0bfGxpCYI+Agg0H2EAslHoAcSSNxIPAEGMYkPEQYGQgCBHkggcaMkCNC3lUSYMDIQAgj0QALpcwOB7iNEPgTiIcAgJh6O1AIBHwEEuo8Q+RCIjwB9W3wsqQkCPgIIdB+hQPIR6IEEEjcST4BBTOJDhIGBEECgBxJI3CgJAvRtJREmjAyEAAI9kED63ECg+wiRD4F4CDCIiYcjtUDARwCB7iNEPgTiI0DfFh9LaoKAjwAC3UcokHwEeiCBxI3EE2AQk/gQYWAgBBDogQQSN0qCAH1bSYQJIwMhgEAPJJA+NxDoPkLkQyAeAgxi4uFILRDwEUCg+wiRD4H4CNC3xceSmiDgI4BA9xEKJB+BHkggcSPxBBjEJD5EGBgIAQR6IIHEjZIgQN9WEmHCyEAIINADCaTPDQS6jxD5EIiHAIOYeDhSCwR8BBDoPkLkQyA+AvRt8bGkJgj4CCDQfYQCyUegBxJI3Eg8AQYxiQ8RBgZCAIEeSCBxoyQI0LeVRJgwMhACCPRAAulzA4HuI0Q+BOIhwCAmHo7UAgEfAQS6jxD5EIiPAH1bfCypCQI+Agh0H6FA8hHogQQSNxJPgEFM4kOEgYEQQKAHEkjcKAkC9G0lESaMDIQAAj2QQPrcQKD7CJEPgXgIMIiJhyO1QMBHAIHuI0Q+BOIjQN8WH0tqgoCPAALdRyiQfAR6IIHEjcQTYBCT+BBhYCAEEOiBBBI3SoIAfVtJhAkjAyGAQA8kkD43EOg+QuRDIB4CDGLi4UgtEPARQKD7CJEPgfgI0LfFx5KaIOAjgED3EQokH4EeSCBxI/EEGMQkPkQYGAgBBHoggcSNkiBA31YSYcLIQAgg0AMJpM8NBLqPEPkQiIcAg5h4OFILBHwEEOg+QuRDID4C9G3xsaQmCPgIINB9hALJR6AHEkjcSDwBBjGJDxEGBkIAgR5IIHGjJAjQt5VEmDAyEAII9BgD+e2339qaNWusWbNmVrt2bW/NvvJbt261devWWYsWLaxWrVpl6tuyZYvp+vr163vvowII9IIwUQgC1SbAIKbaCKkAAgURQKAXhIlCEIiFAH1bLBipBAIFEUCgF4TJX+jFF1+0iy++2DZu3OgKX3/99TZgwIBKL8xXfseOHXbPPffYhAkT3PV77723TZo0yQ4//HD39xkzZri/K5111lk2dOhQ9+e1a9daz549bf78+dayZcsy90ag+2NICQjEQYBBTBwUqQMCfgIIdD8jSkAgLgL0bXGRpB4I+Akg0P2MvCW+/vpr69Kli40YMcLOPvtsW7hwoQ0bNsz9v1WrVuWu95VftmyZ9e/f32bOnGmHHnqo3XXXXTZnzhx7+eWXXV261/Tp061BgwZOkK9YscLq1q1rt9xyi23fvt1GjRpV7p4IdG8YKQCBWAgwiIkFI5VAwEsAge5FRAEIxEaAvi02lFQEAS8BBLoXkb+AZsPPP//8jFDWFb169XJiffDgweUq8JW/9dZb7e2337Zp06a5a1evXm1HH320zZ492xo3bmw9evSw5cuXW7169ax9+/b29NNPW5MmTax37962YMEC22effRDo/rBRAgK7hACDmF2ClUohUI4AAp2HAgI1R4C+reZYcycIINBjeAYef/xxmzJlij333HOZ2i644AJr3bq1XXHFFeXu4Cs/cuRIa9q0qV177bWZa9u2bWuTJ0+2rl272hFHHGGzZs1yM+jHHnusezFw0003WcOGDe2yyy5zgl5/btSoUeZ6ZtBjCDRVQKAAAgxiCoBEEQjEQACBHgNEqoBAgQTo2woERTEIxEAAgR4DRO0Hf+aZZ9wMd5QksiWQb7jhhnJ38JU/55xz7KCDDioj7rX/XPva+/bt6/afT5061dU7aNAgO+WUU9y/a0m9lsNrhl4HzGnJ/cCBA1256667zutp9guBygpTT36M8IFPZQRoX/mfDfjAh36nPAHaBe2CdkG7yCbAODOd40yviCuRArV26KS1Gkq+GfFcM3zlJe51MNzo0aMzl0Yz6N27d3f/9sUXX7hT3Pfaay+353zfffd1B8Z17tzZ3njjDXvrrbfsqquuyszq06DT2aCJO3HnhUF5ArQL2gXtgnaRTYAXIbwI4UUIL0KS/CKkhiTtLr9NjQr0ivaUa5/4kCFDCt6Dnl1ee9DffffdzCx59h70gw8+uAy8Dz/80Pr162eLFi1y+9Y1a75kyRJbtWqVdevWzV5//XW33J0EAQhAAAIQgAAEIAABCEAAAhAoBoEaFeibNm2yww47zM1kV3SK+5dffulmt3WQ3AknnGC+8tEp7ppp1ynu48aNs7lz57pT3HfbbbcyPC+55BJ3UJw+tbZhwwbr2LGj6fo333zTLYmfN29eMfhzTwhAAAIQgAAEIAABCEAAAhCAgCNQowJdN3zhhRdMB8NFacyYMW5/uNL69eutU6dOlv1v+cprdf748eNt4sSJ7nrNgGvPeYcOHcqEd+XKlXbaaafZ4sWLM7Pk+tTak08+6T67pgPjTjrpJB4JCEAAAhCAAAQgAAEIQAACEIBA0QjUuEDXt80/++wz53DLli2dQM5OX331la1bt87tLY9OV9c3yz/55BP3WbTc8rp28+bNtnbtWre/PHfmXPnK07/rxPfspBl7fYKtojrzRUR72tesWWN77rmn1a9f3xs8X3kdVPf3v//d+Ve7du1y9VVmv/fGFEgdAa0OUXto0aJFOd+/+eYb95zpeVT+7rvvXm0+vmd7Z27gaw+5dfrK6zdl48aNrn3VqlWrzOW7wv6d8Zlr0ksgegabNWtW4e+/+qlt27a5PrHQ5LtGfbD610L6r+ie+a7x+VCo3ZSDQGUEfM+Y75mvqF71HRpvqj/M7RtUfmfaST47fD7k2ugrvyvs5wmEQEUE4v799z3bSWjP1fFZE8jSrhVpukKfsBoV6Jo514y4kgYbp556auYEdg2g+/fvb++9917Gdi13v/rqq/MKiT59+phmyLPT8OHD7aKLLrK//vWvpj9rGbvSkUce6Wbc/+mf/qlSPvqxVrnc9PDDD1uXLl3slVdecTPuKqckG6+55poKXwwo31f+gQceMO2lj9LNN9/suCjtjP2FBp5yYRHQD4m+RPDRRx85xw488EC3UiVaGfLYY4+V+RyhXo7de++9dsghh9RYW9CN9InFCy+8sNw9dVijXpblaw8VGZqvvAYv2k4TfTVCPmu1jbbDFNI28/22hPX04E2xCOhclosvvti9QFLSdqsBAwa4P+vfLr300kyfqS+UqM02b968UnN91/zP//yPnXfeeZnfidNPP919uaROnTqV1um7Jp8PxeLKfcMiEHc70eD5nnvusQkTJjhQGo/qqz9qY0q+Z74iur62V9V2kq98de2nbwurfexKb3xtoarPtWxNenuOw2eNO2+//XanAXc21ahAlzju3bu3fec737E//vGPbj/4b37zG7cvXbNc+ka6PoW233772R/+8Ac3kJg5c6bbL15Z0g+NPp12/PHHZ4poZluz5RL3mnm/8cYb3eD/3HPPdcIlWxDn1qvZ6n/7t39zthxwwAGZbL1hlY1HHXWUEz76TwL6xBNPtGxRnV2fRFO+8torLx816NKp808//bQT//Pnz7c2bdrslP07+yBwXWkT0AGJ2rKh9qOtHtOmTXPP8J/+9Cc3S6YfC33JQFtINJOuLyBoVu6RRx6p1PE420J0kwULFriXcr/73e/K3Fe/CTrAMV97yDXU137mzJnjPt/40EMPmb7uIPGj3xWdN6GvO/jacr7fltJ+WrA+CQS0mkwvfXVgaUVnskgwPPHEE64PbNCggWsb6hfGjh1bqfm+a/RpUs2ca4uX+kYdnCqBnm+LV75rfD4kgTM2lDYB3zPme+Yr8j46v0htSy9s9dld9RfR+UU7007y2eHzIddGX/nq2k/fVtptoiatj/v33/dsJ6E9V8dnifuf/vSn9vHHH7tV4iUj0HMfqmOOOcbN+v385z8v97xpVlw/IvpuugbXSpoN22OPPcp8Vk1lBFMzAdlJA/AjjjjCJk+e7MSv0vPPP+/u9f7777vlTJph02yFBkcSNkqRKHn22WetdevWZeqMrl+6dKlb3q6kwZICoocqN/nK61qdJJ/9XXj5c8YZZ7hZdJ/9NdlIuVdpEdCPg754UNkLLgl0LTGKZhB2RVvQZww1+NdzftBBBzmAEuhacaLnPjflaw/6watqea3I0cu9yy+/3F0arY556qmn7NNPP3W/BfnacmW/LaX1JGBtUglU9FWTXr16uf5o8ODBTjTrxbNeZCvpxZJWhOXrv/Jdoz5R7UGiPzqnRe1TQv3+++9398hts9GBqpVd4/Mhqeyxq3QI+J6xnWknmqTR13z0Ilsp+wtAmiCqajtRHfnseOmll9zhxytWrMhsqcxu67nR8PlcXfvp20rn+S+mpXH8/ufqNt+zXYz2nM24uj5HW0ml/6QLS1KgaymufqCyBbQgSVjoVHYN5DU7rdmFKGnAHR0EF/2bfmg0I6CZ8X/+53+2f//3f3cz9Jrt/sEPfuBmEbt27eqKv/POOy7/1VdfdcvctVdXS3w1gNePp1Ik0Hv27Olm4du1a+dmGSTINcOnWXi9vWzcuLErP2PGDHv00UcrPAXeV17LH7SSQDOfUdLyX3UQ8ttnfzEbLvdONgGtTPnVr37lhHD23lXNXOuHQ1tJJM6/973vOUd2RVvQs/2Tn/zEZs2alVk6qHY9bNgw90JML9s0o682rH06+drDVVddVQ64r7zarWbJtSolSnrZp2XuurevLVf225LsyGNdqRBQP6f+Sds+oqSVWXoxrFUmWm570003ufahpMH9ySefnHmpVFGbzXeNVnSpLh2WqvMYlCRQ9MIqekmc22ajF+WVXePzoVRigZ3JJeB7xnamnegFtcZ32d90V9+g8WirVq2q3E5EL58dermWr63n0vf5XF376duS+7wnybI4fv9zdZvv2S5Ge85mHofPqk8rorW6uuQEusSzZq4lciVwsw+r0ltNLfn+85//7GYA9YY/OsRNS3KVsvfLSWToADjtyZHw0Gy2BhsS6T/72c/cd9L1YyYBoFlxDYYiga66tmzZ4u4fbeSXbXfccYc7NESHFEjoaM+fRLSWZvzoRz9yol0z/3rTIvt1EEBFn2lTfr7y+va6Zv5Vl5Y6ynadQq+XCBIkhdifpMaMLckgoBk2rcLQrHP2Cy5ZJ1H72muvuRkDDf6zz1uIuy1ohl5tVu03OoBn+fLlrq1ouf3f/vY3N8Ovcxw0UPK1h1y6vvJqS/Lxl7/8pXt5p/L6Nwl0+e1ry/l+W5IRaawoZQJ6u64VYtkrqNRX6YWztmOon8l+gR0NHLQMV89zbv+lPjDfNVo1osFS9qoRDZbUHqJBRG6bjZbSVnZNPh+0vYQEgeoSiLudyB6tutSqLr0Ii5KEgdqdJkiq2k58bU/L5ytr6xW1E1+7qq799G3VfSrTcX0c1Fxk0gAAD71JREFUv/+5ui2J7Tk7mnH4XLICXSJXM2haVqeDq3JPVo9ASdx269bNfXJNswaFJC3T1cy3Zu20X08CWw+DBuYa9OhB0ax2tESwkDo//PBD+/GPf5yZBdTMv+rU//VDrlkN7VWvaIm76veV18yEZuC1/FCzmZrR0JIQias47C/ER8qEQ0DnIpx55plOgGqfaWUntesl2PTp0ytcal4Zjeq2hYrq1ey6nnetbtFLsnztoaLr85XXoEm/MdHBlPvvv797IaAZw3/913/1ts3s++X+toTzxOBJsQgUMpOgN/A6t0Updwa9IrslMiq7JppB1yx5dNBc7gx6bp3RS4HKrvH5UCy23DccAr5nLN8zH21FzKWhF2FaWTZ69OhMVu4MelXaiSrJZ8eumEGPy376tnDaStye7Irf/6S357h8LrkZdIlQLeHetGmTW+5TmTiPHjItgdf3y6M9eIU8fFrWqj3nOsU9N2lvn5bIR/vtCqkvWiqvw7R0eFx20qmd+lHWbPeQIUO81fnKa5ZC4krLkL///e/HYr/XKAoEQ+CDDz5ws9HHHXecW3mS7/MOOohQbSQSxoVAiLMtRPeLtoHoSwtadp6dfO0h12Zf+fvuu8+9SIsOzqtqW87321IIP8pAIJtARXvxtGpMfUkhe9ArolnVPeh6Aa6Z9cr6xIr242Vf4/OBiEOgugR8z5hvz2pF99cebq2u1IoqJd8edF87UR1V3YOe3dZzbfT5HLf99G3VfUrDvH5X/P77nu1it+e4fC4pgS5RroPPtIH+7rvvznzjXDN8+n65lhVoebtEuYT773//e7eHVjNg2qeqdOWVV7rTbKN9Q1oSrtkxHaSjPeVaQqT9ptE1EhRKWoKuZYRavvTb3/4285klvTnUEnMNhqJPm+nh0d4+7V2VwBk3bpy7RssK9TZWe9SbNGni/n/nnXeaDv9YuHChE/5KOsRHM+uyVclXXh2D3oT+13/9l5tJ1N7AaLDksz/MnwS82hkCGmzoawb6T7MD2vahpPai50ttTocyalmfvoWuTztJEEenuO+KtqCVK2qrmsmPDonTlpD27du7GWz9EMoOtbPIjnztQStK9AJC50WccMIJmYFVZe1Hy3Xlq9qr9uJrub/YRC/T8rVN32/LzsSIayCQTUB9or5got993ynu6l90ZkL2Ke4VtdnsE3ArukbPvtpDZae4V9Rm813j84GIQ6C6BHzPmO+Zr6idRMtYNZunU9w1zps7d27mFPedaSf57PD5kNu3+cpXx376tuo+kem6vrq//7m6zfdsF6M95+q26vislZtara1VM9pSKo2q8fjOfA+9xj6zprf0Egi5SYNrDZ51eqwG3tH3xVUuWuodXaN9QVqqrtl3Jf3QaMCuuqOUfY321WmvjpIOkdPn1qLTa/Vv0SE72oek/d5K2qeuByr6Lq3skxCXYFfS/vRIQOvwOdWpo/SjpIPtdMhPdDq2r7zeXGr2UIMp/Vn31ifhlHz2p+tnAm/zEdDbOonP3KS3kfqR0HOVfRih2oH+XQfi7Kq2UNEhcbfddpvbVxslrUDR4CiyI197WL9+vXtZp9mMQYMGuSrylY9WrKic2rFeBkTfmPa1Zd9vC08jBOIgoM5bB8NFKfvZ1gtaPbN6CaykA021CkTno1TWZn3XaJuKtn/pMNao/ejFdXTOS0Vt1ndNPh/iYEQdEIi7nWgQrc/+6vwFpejw4Wh86HvmK2onvraXz4eK+rZ85atjP30b7akqBHxtwff7n6vbdO+ktedc3VYdn7WSNfuz3/I3GodXhbvK1phAL8Qw/eh8/vnn7gR2zapnHwZX2fW6RqJeg3EdnJP9lkKz9atWrXKz69EMdyF2RMfkq6wGQ9EBV/q73v5oVq5Q+3zl5a9eFEjkZ99H99pZ+wvxkTLpI6CZBM1Q6yWXb3tJRCfOthDVqed9zZo17pDIXDvytYeKIuYrr5d3+h3Rb0Bu8rXNfL8t6Xt68HhXEdAKL53JotVTkVDOvpdWmqjtRvvGC7HDd43ahX4H9F+hKd81Ph8KvQflIFAZAd8z5nvmK6pXfZFWUmk8F606yy63M+0knx0+H3Jt9JXfWfvp22hnVSUQ9++/79lOQnuO2+eqMk+UQK+q8ZSHAAQgAAEIQAACEIAABCAAAQiEQgCBHkok8QMCEIAABCAAAQhAAAIQgAAESpoAAr2kw4fxEIAABCAAAQhAAAIQgAAEIBAKAQR6KJHEDwhAAAIQgAAEIAABCEAAAhAoaQII9JIOH8ZDAAIQgAAEIAABCEAAAhCAQCgEghfo0SnU+iayTmTXd9dz02effeZOs61fv36V4/r111+7U+QrOwVU99WJ1c2aNavwO3j6/qW+mafPQOWm6Fp9f31nbKuyM1wAAQhAAAIlQaCQvk19iE5srqjf8zlJ3+YjRD4EIAABCEBg1xCocYE+e/Zsu+yyyzLe6PNiffr0cd8rz/6eeBzuPvbYY3bttdeWude9997rvierpO9B6puwH330kfv76aefbtddd11Bn3dTeX2/Vt/zU5LAPvXUU03fVI/Siy++6L5jG31TXd+bjb7DrH+79NJLM9fre9CyLfqUjr6BLk7Rd+H1vfdrrrmmwk+BxMGKOiAAAQhAYOcJJKlvkxcS5ldffbVz6MYbb6ySY/RtVcJFYQhAAAIQgECsBIoi0MeOHWtPPfWUE676IPykSZNs/fr19sQTT1TpW68+Ehow7bXXXtapUyf3TfGRI0e62epHHnnEXaqXApo5v+WWW9x3aPv16+cEuj4qX0gaP3689e7d277zne/YH//4Rxs6dKj95je/scMOO8w0+9ClSxcbMWKEnX322bZw4UIbNmyY+3+rVq2cz/J35syZ1qBBA/eioE2bNiY2mtE/6qij3AsA/ffXv/7VTjzxRLv55pvdSwASBCAAAQgki4D6m6T0bfPmzbMxY8a4F7xnnHFGlQU6fVuyni2sgQAEIACBdBEomkBfsmRJhvRXX31lgwYNsrZt29rtt9/u/v0///M/nSCVgP/Rj35kmkE+9NBDXd7SpUvtjjvusHfeecf2339/+8lPfuJmv31JAl1L/iZMmGAbNmywjh07OpHcoUMHd6nEuYT6/fff76uqwvxjjjnGBg4caD//+c9Ns+fnn3++rVixwurWrevK9+rVy4n1wYMHu5cAxx9/vBP1ShpQDR8+3N5//303q6465KeWtytp4KcZfwl7EgQgAAEIJItAJNCL3beJyqZNm+yLL75w/Wm9evWqLNBzydK3JetZwxoIQAACEAibQCIEuhA/+uijTjhrcPO///u/1rNnT7dcvFu3bk68amZ60aJFLu+4445zgvy0006z//7v/7Zly5blHYD87ne/s+eff97ee+89d4/vfe97tnLlSre0fvHixbbPPvu4KE+bNs3N7GugVdWkZfIS4JMnT7bu3bvb448/blOmTLHnnnsuU5Vmw1u3bu380pL2m266ydmgJCF/8sknO1H+xhtv2Lnnnuv8aty4scufMWOGYyQWJAhAAAIQSBaBigR6Mfq2bCra4qXVY1Vd4p5dB31bsp4zrIEABCAAgfAJJEagS3xLlP7lL3+xhx56yH7/+9+bltkpaVm6xLj+bcGCBaa95a+++qrVqlWroAhpFuG1116z1atXO1F85JFHOvHbv3//MrPUEtUTJ0407f+uStIKAO0tl5iWkNaBPJrpfuaZZ8qIfc3ga0m99qK3a9cuI+Z1r+iFwcsvv2wNGzZ0qwZURjPymu1Xvdu3b0egVyUwlIUABCBQQwQqE+g13bfFKdDp22ro4eE2EIAABCAAgSwCiRHoEt333XefE8c6HE0z3u3bty8TrF/84hcZwRstha9KNHUI2/Tp090sfSSItXc8OphtZ2bQtddce8u1NF4+NG3a1JlUyAy6lvBrD7tS9gy6lrVr1kIiX//fb7/9XP4BBxzAEveqBJyyEIAABGqIQGUCvab7trgEOn1bDT043AYCEIAABCCQQyARAl375c4880z7/ve/7/Za33rrrW7veUV7wXWg20svvbRTM8nz58+3iy66yO1d1wF1uXvQdajOp59+WvAedO3xu/DCC91+Py1nj8S5GFe0B71Hjx42ZMgQ7x703JUBslVL4q+66ip3PQkCEIAABJJFoCKBXoy+rXbt2hkwO7vEnb4tWc8W1kAAAhCAQLoIFE2gP/nkk04kaw/5gw8+6E5xnzVrljt1XfuwJdg1S37CCSe4Jd4S1507d3YnnOtQOB3opj3bq1atsj/84Q8VCte7777bdLjNQQcdZH//+9/dJ8/22GOPzCnuErtNmjSp9BT3K6+80i0rr2i2XgMvnaiu/X26j5auK2l5u76Jrnyd5j5q1CjvKe5a0q7l/dEp7qpn7dq1zjb9/84773QvJXQCvMqSIAABCEAgWQQigZ6Evk39lv5TP6k+StuqJNx32203B42+LVnPDtZAAAIQgAAEsgkURaBH30GX2NTych2qJoHaokWLjG0S6zrYJvqG+He/+10n5PVJs6lTp7q95FHSEnPt785NGoRosBQlndYusa3PnClpll6fN/v444/d3/WZNQ1kdOp6NGt9ww03uL3quUkz7RL/uUnfQ49O8dVp7DoYLkqaoddp9Ura26cXBhLeSvo2u5b4Rwx0Sn20gqBr166ORdzfiacpQAACEIBAPASyv4Ne7L5Nn+8cPXp0Gce0Ok2Hq9K3xRNvaoEABCAAAQjsKgI1LtCr4siOHTvczLcEc/S5seh6zQ4oT8vKo8+YVVT31q1b3eFwmuHOXoKeXVZiW/nRLLjytBdey+G1R13fKd/ZJDu1P10nxVdkp1YHyMZoH3x0H83Ayz/NxtepU2dnb891EIAABCCQMAI11bdV5DZ9W8IeBsyBAAQgAAEI5BBItEAvZrRuu+02d/vLL7+8mGZwbwhAAAIQgEBsBOjbYkNJRRCAAAQgAIFdQgCBXglWzbrrs2nVmT3fJRGjUghAAAIQgMBOEqBv20lwXAYBCEAAAhCoIQII9BoCzW0gAAEIQAACEIAABCAAAQhAAAL5CCDQeT4gAAEIQAACEIAABCAAAQhAAAIJIIBAT0AQMAECEIAABCAAAQhAAAIQgAAEIIBA5xmAAAQgAAEIQAACEIAABCAAAQgkgAACPQFBwAQIQAACEIAABCAAAQhAAAIQgAACnWcAAhCAAAQgAAEIQAACEIAABCCQAAII9AQEARMgAAEIQAACEIAABCAAAQhAAAIIdJ4BCEAAAhCAAAQgAAEIQAACEIBAAggg0BMQBEyAAAQgAAEIQAACEIAABCAAAQgg0HkGIAABCEAAAhCAAAQgAAEIQAACCSCAQE9AEDABAhCAAAQgAAEIQAACEIAABCDw/wCHenzjxCR4egAAAABJRU5ErkJggg=="
},
"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": 82,
"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": 83,
"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": 84,
"id": "e9968dcd-f488-4093-816d-059488617a1f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"total_assetfees = assetpf_bnh.trades.records_readable[\"Entry Fees\"] + assetpf_bnh.trades.records_readable[\"Exit Fees\"]\n",
"total_assetfees.vbt.plot(title=f\"{assetdf.name} | Total Fees\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c4ac309d-b834-43c0-b99e-05458f5eba55",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "698c7cd9-dec0-42c0-90e1-edf6cf43113e",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "2f1db047-adfc-4095-9c58-c782fd0085d1",
"metadata": {},
"source": [
"## Signal Plots"
]
},
{
"cell_type": "code",
"execution_count": 85,
"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": 86,
"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": 87,
"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": 88,
"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": 89,
"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": 90,
"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": 91,
"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": 92,
"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": 93,
"id": "d52dc534-ba16-4dc6-a8ab-fa358e3b1e7a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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CFhAQ/80Qe578Z/583DNxUlCNYjrj3r17mwi6mMV14dChcrmWOHXl/nvvk0Iirhtvvgkn/PKXcDmdcrbWrJmz8Pyzz8ojPe+cOBFlRxwBt9uN/y1ejEcefjjmF+mJhLi37K8oOfp0tCs+pMnt3363GvWV1gi6+G9pJJETx5qu/OYb+VlADF5UrazC2FtvQddu3XDnXXdJeRP7v4hrxG9/h7vvvQebNm7EIYe0xpE/OxL//fi/6Ne/Hx579FH/iHzXrl1x7wP3Y9wtt0b8DJYIL3GPEPSWpztRUNq8SRW1P+zD3nfdlgl6OJH62z/+jt+c8huMuWGMlPD8ggI89X9P4dtvv5Oj6+Kz4uo1a/Dhf/4Tlp/op4lcQjbfffdtPDr5EXn7rePH4fjj+8ovph7592NBOREzI56cOgXjb5+A3r1/jtzcHIjPbzeOGS0/txkn5YgjgcXnNfEFzMxXZ2Hyg+KzV3ecP+R8+e/ivdixfUdCXwJEi7FR0Ffh+CO7NSkmnvvZqtWWCXogM+Nh4h1/4smnsGrVd7j5xpvkP4vfFeedfx6uvfpaOTglfj8Mu+AC2Y/FDFvx+d/tbsDiTz/FpLsnJpJCRBN0cYzxnRPvRklJCTweL5Yv/xpjb7pFfkFQ0fNo3HTzLSgqKpR5EV+i/PXPf0FOjgP33HcvOnfpIj8v79mzF5Puult+/rb6enDwZzj32PCCPvsz6wR96lNPyuOXxRdhPSqOwuBzB/lDEXm7bcLt8neT6NM7dmzHC889j79fdVXT31OTJsr3UOwT9tjjj8vf4f/5YL6s64gjjsD9Dz0o5X/p0qUYOGgQLv/DFcjPz5fPFSdIzf/gA6sRJlWfMoKeFAUb3pyMoCcTjvgPc69jeuOQVofg22+r/EIerk6jbA5y8NVXS+UIeLRLvIA/O6ocLpcLq779zr9Zn3GP+GVzeOfOcmrepo0/yA3qxDdqvEiABEiABNJEYEjjxqhpv16d0OSRZ551FkZdczWu/OOVEWdRBY6gGzPdvlmxAh+8/z4uuuRiFBe3wSXDL8KJv/ylrEuc2LJ8+XL0798fTpcLd995J6Y8+QTatWsnTyYRH4Yv/+Mf8N477+BfjzxqOYZ0CbqYyvztyuCpolOnTpGCKT5fiD123n7rLfkB/7e/+y2mT5uGt998C3dPmohDS0vx1JNPytjfeuMNTH/+eXlcqlgiuGrVKiz5bAl+N+J3cg+fP17eOJorTsU5qqIHzh802HJm6RJ0McVdzJoMvD78cL78EuKFl16E1+vDJcMuwj0P3CtnDV72uxFyuvnzM2Zg3fffY9LEiWH5xfpsFAlYqKCLQaaOnTpJxsYRtoE56dHjKPzm1FOklGzYuAHDL7oI+2pq5DHCYhnh4PMGyz4uBkfE5ryiH4gvWb75ZiUm3TsJu3btlns5VO+s9h9TbFUy0ynou3fvlp8hjcvj88hNjcXvg0svuwxPTH0Cy7/+Gg89PFm+A49Mfhgnn3wybrhxDAadfS76/OI4jLttPP773/9i2dKlWL16NSq/Du4XZrlEE3RxBHRRcRFefulliOWk4iQjsaRTzCp9aeZMeLwe/OvRR9GmTRucP2QIrr36Glzzz2vRp08fPPzQZNQ31OPss8/GwoULMef12WabZLpcOgS91SGtZKzi9893Vd9BzJgyZnmIhorZQKLPv//ee/LLlfMvuACzX38NZ511dpPfU9Oee16+hzfdeKOsU7ybf/5T4zJc8d+J435xnNxXrGfPnrjn/vvwv08X4+2338YFF1yI7j2OkoOx4ve/XS4Kul0yEdKOTAm6TXGwWSRAAiRAAukgYCNBN05mEaOakb6sDRR0sefJz8q7yw9a4jrs8M6Y+uRUeRxoTc0+ucZUHIsqpr+KD7fiEh8QX541Cx8t+AgfL1ok/+2iiy+COLZViI3VV7oEvUPHjvjxx61BzZ/8wINydFt8vhAf8IWciEvMUtize7dc/xlu6qiQwS2bN0tBMC5jzxkxs27Hth14be5svP32W/7RXiu5pVPQxRK9wOv9efMw44UXIWZVPvzoI9i5s1qOat5y483+UUtD0IUYmJniLmS5vPvP/I+5c8Kd/n1/Ap8tBH37tm1Yu3Ytjig7Qo7yGhsdh8uJmBmxbdtP/r2BxEa7QtJFjkoPLcXtd92J313yW1mnuAxBnztnbpqmuKdnBL2+vk7mybh8Xp9/5quYRdr9qKPkTAHx5YYhcIGCbmaKu1iGee31B/dpWLZ0GZ75v6b7WUUSdGPJwezXZ+Pxxx6TTRWzIg4/rFSOIIv11LX7ajHu1rHyCwLjEqctlR/VHZPuvkvOZEmlUKZD0MUo9tBhwzDkvPPlJotiKfKa1avlMddi9FyI9rvvvIOHHngw6L0M954Fvoei3mHDh2P40KFyJpTYBFvMpJp4192YeO89OKpHD9x/z72yzrw8F/55/fW48/Y7sWjhR1b+6kqqLgp6UvhSdzMFPXVsWTMJkAAJkID9CRgj6H/7y1+wZvWasA0OFHSxCZa4hJAYl5CcjxctxEMPPiRHzDp37ix/JD6cixHP/Lx83DnxLoipv17vwVlgYnRYbJhq9ZUuQY82xT1U0B97/N/IdeZKsYsk6EISbr3pZj8OMSPu1Tmz8cl/P5b70Fx8ySVBx9hayS1dgi7WoEdbK3z1P6/FGWecgdC9juIV9BvGjJaSaFw3jR4Tdp276LtiivWu6l3Yvn0bhEiLafTiEoIempM333kb8957zy8zYuq66PN3TJiA/XX7tRH0cFPcDdZ5rjz5ZZKYAWrIm/hZvIIupkyLJQfGtezLpZj80ENNun0kQRf7aojfOzeOGeNfHy82YD534Lk4+4wzIdZl//HKK+UyUjHV/qMPP8R9996Ln5WX44677pTLTo3NMsffOi4lu8+nQ9DF3geFRUVyA0RxdexUAmduLgafe65cqiFG1MWXYUuWfB7ENpagixOgZr32CubOnoOVVStxw+jRuHzEpfI9E/+dEEdH19YG78cx44UZmPnyy1b+6kqqLgp6UvhSd/Npp5+G7dt2pGRdSepazZpJgARIgARIwBoCYiNR8WHK2Ew0sFYxwi2O7gwUdDHC2blLZ/8axqLiYrww40U5rf3JJ5448AGwozxm9eJLLsaO7Tsx5oYb8Myz0+UaU0N+rGl9+FrsLug33nwzjvtFH1xw3sFN4sLJoIhuwp13oPcxx6BuXy1++GFj0Ai7lQztIOiiv01//jnA4ZACIdYDr1u7VoYZKOjh+CXKInSKe2A94XIy+405+H7NWoiNiMVl7EwuvuAqLiqOKegbNm6UU8FTcaVzins0Qf/7qH/g7LMbZ9gs/XIpbhozRv45nKBPfXwKXnv14GZziXCJJOjG77bnnn1O7oMhLjE6LpaBDj6n8TQBIediX6fzhgyRRz/fPOYmvxOIL1/EccTiS6X3xJcy9z+QSPOi3pNqQTdO31r7/ffYtbtx42zxbomTn/792GNyCrqY3fPSjBlNZieEe88C30NRlzit69BDS+X6/Wb5zfzLccSeV2IJ0G8vuthyZlZWSEG3kibrIgESIAESIAESsIzApPvuRa9evfDOW2/j+eeeR6tWLXHGWWfJI7FCd3E3hEQI+euvvY7rx9wg7/3ryD+j74knQEwrfe65Z+FxeyFGjev218kpri+/MkuOqN005kYpXb/sdxL69e+P28ffZlkcRkW1Hc9Fbfsz4HA0Xevo8LrRYtVkuGqTO7XE2MX9gfuCP7SLo+nEhmXRRtDPOfcc/O0f/5Cnp3g9bnnm/PMzXmwyWiviERtVPT618Viuf157LVYsr7Scl6jQ0dGNvP7imLWmRzr54IP74zx4Nye3m7QhUmNvvjUohh82bZR78YgvisRyiMt+P0J+oSOWXPx2+MVyQ69AMQjHL9FpyPEKuhA8sZb24YcexPffr8Vtt0+QR+QOGXyeXLccbYr7nXffhW7djsQVl16K4jZt5KwISy+fD+M9G1Hka2harc+H7TnNMMHZ9GjAeNtg7OL++iuv+W81NjE+qd9JuGXsWHmkr7gu/8Mf8MTUqXh11itNBF38Tli9ajXGjx0r14kbGyTH255I/erb76rwzPRpcnRcTGPv1KkTrr3uOnmK0TWjRsmNk6dNewZiZF4cMSk2sLv7zrvQ/1f9sfTLL/HeO++huE0xnnz6abwxdw7EkXBWX6NPqUTHFvuCNm82nlFdl4c75h0NdxLHrIl4Tzn1FDlaHrhPw8xXX5GbwYkZPWKqv1gW/tADD2Hpl1/gT38eKdfpt2/XrsnvqedefNG/Bl20U3y5IUbgxfXI5Efw1ptvyD+Ld1RsMvfG3Ll44vGp6NCpEy757cX4cP5/mmyebTXTeOqjoMdDi2VJgARIgARIgATSRkDsMi5GS47ve7z/g2LgOejiA3ev3r3856DfPWmSHG0Slyj30oyXMO3ppzHkwgvwxz/9yV+HWJcoPnx/8803cn3xhDtulxuhGZc48vO6a1NxFngOvLlNdyNvfK4XOZ7ox6CZAR/rHHQh6JMffAjvvP22rE58WZGTmyu/rBBTgKe/8Jxcgy8uMQ348alT5eZw4Y6wFWtE3R53ykejHM0ib97k2x/uVHkzpA6WiXYOuthU7dTTTsXVV43Ct1VVcpqxmDq+bNkyeSyZ+AJDjAKK3cHD8Yt1rG6klsYS9NCciC+gHnnsUYgjw8QlTsIR09s/W/w/v6xcctHF8hx0cYl+8OjDD+PNN96URxmOmzAOeXnN5FG7gTMo4iMZuXQevMiLsAlXvcOBeiR/pnakc9DF5n7Tnn8Oq1d/h2uuulo2Uoywlpd3x19G/lnu8j36wCZx4kuXSy+/HMOGD5Nf3BnHLSfCIVK/EsIo9nUYN2G8PHFCXDt27MSov/9D7iMg+lRxcbH8dyGvX375hXz/bpswAcef0Nf/+018gfaXP42UXxRZfblyvWiWG36j5gZPDvZ7ksuXOFlgw4b1/nwY7RfiLt63C8+/AF27lmH87bdBTFkXl/hC4+YxY+TJE6G/p/49ZYr/PTTqEs9w5eXhvHMHBq3XF8tVxKZ8xslR4l0Zd/Mtcod3u1wUdLtkgu0gARIgARIgARKISEBs+uZy5WLt92ujnvAhjmA7vEtnfLfy26APruLDWOlhh2P3ruqwazbFfWLH4PVr1/k3kdM1HeIIqNq62qhHzYmdp6c/9xyefOJJvDJzpq6owsZthl+qgIlntzrkEKz67ru4HyHesR+3bpGbqOl+iSnmnUpKsXHD+pRuxiaOKBRHQor10YGX+H0kchm4SZz4ufgSSPx+W/f92pSIuR3zLr50al5Q0GRmRzLvmXFylNicbuvW4A017cCAgm6HLLANJEACJEACJEACJJBFBMQmWb/4xfE4b+BAHomaRXljU0mABOxPgIJu/xyxhSRAAiRAAiRAAiRgKwLiXGlxZNe89+bZql1sDAmQAAlkOwEKerZnkO0nARIgARIgARIgARIgARIgARJQggAFXYk0MggSIAESIAESIAESIAESIAESIIFsJ0BBz/YMsv0kQAIkQAIkQAIkQAIkQAIkQAJKEKCgK5FGBkECJEACJEACJEACJEACJEACJJDtBCjo2Z5Btp8ESIAESIAESIAESIAESIAESEAJAhR0JdLIIEiABEiABEiABEiABEiABEiABLKdAAU92zPI9pMACZAACZAACZAACZAACZAACShBgIKuRBoZBAmQAAmQAAmQAAmQAAmQAAmQQLYToKBnewbZfhIgARIgARIgARIgARIgARIgASUIUNCVSCODIAESIAESIAESIAESIAESIAESyHYCFPRszyDbTwIkQAIkQAIkQAIkQAIkQAIkoAQBCroSaWQQJEACJEACJEACJEACJEACJEAC2U6Agp7tGWT7SYAESIAESIAESIAESIAESIAElCBAQVcijQyCBEiABEiABEiABEiABEiABEgg2wlQ0LM9g2w/CZAACZAACZAACdZWuZgAACAASURBVJAACZAACZCAEgQo6EqkkUGkm0B+q5bweryo37cv3Y/m80jAMgLNWx+Chv31aKirs6xOVkQC6SbQvKgI9TU1cNfXp/vRfB4JWEbA2awZ8grysa96l2V1siISSDeBvIIC5Oa5ULtrd7ofrdTzKOhKpZPBpIsABT1dpPmcVBKgoKeSLutOFwEKerpI8zmpJEBBTyVd1p0uAhR0a0hT0K3hyFo0I0BB1yzhioZLQVc0sZqFRUHXLOGKhktBVzSxmoVFQbcm4RR0aziyFs0IUNA1S7ii4VLQFU2sZmFR0DVLuKLhUtAVTaxmYVHQrUk4Bd0ajqxFMwIUdM0Srmi4FHRFE6tZWBR0zRKuaLgUdEUTq1lYFHRrEk5Bt4Yja9GMAAVds4QrGi4FXdHEahYWBV2zhCsaLgVd0cRqFhYF3ZqEU9Ct4chaNCNAQdcs4YqGS0FXNLGahUVB1yzhioZLQVc0sZqFRUG3JuEUdGs4shbNCFDQNUu4ouFS0BVNrGZhUdA1S7ii4VLQFU2sZmFR0K1JOAXdGo6sRTMCFHTNEq5ouBR0RROrWVgUdM0Srmi4FHRFE6tZWBR0axJOQbeGI2vRjAAFXbOEKxouBV3RxGoWFgVds4QrGi4FXdHEahYWBd2ahFPQreHIWjQjQEHXLOGKhktBVzSxmoVFQdcs4YqGS0FXNLGahUVBtybhFHRrOLIWzQhQ0DVLuKLhUtAVTaxmYVHQNUu4ouFS0BVNrGZhUdCtSTgF3RqOrEUzAhR0zRKuaLgUdEUTq1lYFHTNEq5ouBR0RROrWVgUdGsSTkG3hiNr0YwABV2zhCsaLgVd0cRqFhYFXbOEKxouBV3RxGoWFgXdmoRT0K3hyFo0I0BB1yzhioZLQVc0sZqFRUHXLOGKhktBVzSxmoVFQbcm4RR0aziyFs0IUNA1S7ii4VLQFU2sZmFR0DVLuKLhUtAVTaxmYVHQrUk4Bd0ajqxFMwIUdM0Srmi4FHRFE6tZWBR0zRKuaLgUdEUTq1lYFHRrEk5Bt4Yja9GMAAVds4QrGi4FXdHEahYWBV2zhCsaLgVd0cRqFhYF3ZqEU9Ct4chaNCNAQdcs4YqGS0FXNLGahUVB1yzhioZLQVc0sZqFRUG3JuEUdGs4shbNCFDQNUu4ouFS0BVNrGZhUdA1S7ii4VLQFU2sZmFR0K1JOAXdGo6sRTMCFHTNEq5ouBR0RROrWVgUdM0Srmi4FHRFE6tZWBR0axJOQbeGI2vRjAAFXbOEKxouBV3RxGoWFgVds4QrGi4FXdHEKh6W0+HFeT03IM/plZHmOp1w5OTAXV8PB3x4c0UpquvyFKdgfXgUdOuZskYNCFDQNUiyBiFS0DVIsgYhUtA1SLIGIVLQNUiygiGe2PknXPnLtejS3tckup17gXcqizD10yMVjDy1IVHQU8uXtStKgIKuaGI1C4uCrlnCFQ2Xgq5oYjULi4KuWcIVCVcI+j8GrMMvyxtH0AOv9duA6f8txpOLuykSbfrCoKCnjzWfpBABCrpCydQ4FAq6xslXKHQKukLJ1DgUCrrGyc/i0KWg/3o9fvkzDwXdwjxS0C2Eyar0IUBB1yfXKkdKQVc5u/rERkHXJ9cqR0pBB3xOL7yupqKnct6zPbZflm7HqH5b8Mtu9RR0C5NJQbcQJqvShwAFXZ9cqxwpBV3l7OoTGwVdn1yrHCkFHfDkN8DToqnoqZz3bI/tpI47cU3fHfhl1zoKuoXJpKBbCJNV6UOAgq5PrlWOlIKucnb1iY2Crk+uVY6Ugk5Bz8b+fVK3AlxTsZyCbnHyKOgWA2V1ehCgoOuRZ9WjpKCrnmE94qOg65Fn1aOkoFPQs7GPn/DznvhLu9dQ1NLYJM4HeBv/vG+/D/+pKsbTn3XNxtAy2mYKekbx8+HZSoCCnq2ZY7sDCVDQ2R9UIEBBVyGLjIGCTkHPxrfA2XskTmz9PZyb3odv3zbk+QqQ63OhobZxyvvide2w35OTjaFltM0U9Izi58OzlQAFPVszx3ZT0NkHVCNAQVcto3rGQ0GnoGdjzxeCnlNYhoZlU+CrXoMCT2vk+ZqjdtfubAzHNm2moNsmFWxINhGgoGdTttjWSAQ4gs6+oQIBCroKWWQMFHQKeja+Ba6+o+HIL0b9x+MAdx0F3aIkUtAtAslq9CJAQdcr36pGS0FXNbN6xUVB1yvfqkZLQaegp7VvtyyRQo26HUk9Nm/AJHl//YLR8v85gp4UTv/NFHRrOLIWzQhQ0DVLuKLhUtAVTaxmYVHQNUu4ouFS0Cnoaeva+cXI69so1MbU9ESfTUFPlFz0+yjoqeHKWhUnQEFXPMGahEdB1yTRiodJQVc8wZqER0GnoKerq+d2HYjc0n7yce618+Bd937Cj6agJ4wu6o0U9NRwZa2KE6CgK55gTcKjoGuSaMXDpKArnmBNwqOgU9DT1dWNdePied5tlfDt3Swf7flhYeO09zguCnocsOIoSkGPAxaLkoBBgILOvqACAQq6CllkDBR09gEVCFDQKehJ9WOza8pbliCvzyj/o7zVa+Qu7OJKZLo7BT2prEW8mYKeGq6sVXECFHTFE6xJeBR0TRKteJgUdMUTrEl4FHQKeqJdPafzqXB2OQ2eLUvgqXo5ajU5pf3g7DoQvrqdcOQXwVe3Q+7CLq5EprtT0BPNWvT7KOip4cpaFSdAQVc8wZqER0HXJNGKh0lBVzzBmoRHQaegJ9rVjTXlYjTcvWxK1GqMc8vdVTPhLB8aVNaM4IdWTkFPNGsU9NSQY61aE6Cga51+ZYKnoCuTSq0DoaBrnX5lgqegU9AT7cyGdIv7jfPII9XlP7d8yeSgqe6ivBnBD6zXUVgGV++RQffxmLVEsxh8H0fQreHIWjQjQEHXLOGKhktBVzSxmoVFQdcs4YqGS0GnoCfatQMFPeo09YD15+LccmP0O/C5xnnmZtpCQTdDKbEyFPTEuPEuzQlQ0DXvAIqET0FXJJGah0FB17wDKBI+BZ2CnmhXDhR0uGtRv3hi2N3YA3dvFyLu6jtGrkMPEvQlk4G9m0w1hYJuClNChSjoCWHjTboToKDr3gPUiJ+CrkYedY+Cgq57D1Ajfgo6BT3RnmyMhBs7srtXz4V346Lg6vKLkdd3tPw3395NaFgyGUFif6B0Q+V0+LZVmmoKBd0UpoQKUdATwsabdCdAQde9B6gRPwVdjTzqHgUFXfceoEb8FHQKeqI92RB0Mb1d7OYebpp74O7t4uxzz+q5QYLul/u18+Bd976pplDQTWFKqBAFPSFsvEl3AhR03XuAGvFT0NXIo+5RUNB17wFqxE9Bp6An2pPNCLqzYgRy2lZA7N7u3fK5fJTxb+LPYuTcVTECQt7dldNNNcWQfs/GRVL4xcVN4kyhi1mIgh4TEQuQQFMCFHT2ChUIUNBVyCJjoKCzD6hAgIJOQU+oHx+Yuu5z18GzcWHEEXRjOnvDsinwVa+RjzLOTxd/rj+wq7s4F71h8SRTTTHuDxyxp6CbQhezEAU9JiIWIAEKOvuAmgQo6GrmVbeoKOi6ZVzNeCnoFPREenbgNHPv9ko4uw5EuPPM804aDzgLUC/ku25HkKAbx6v5R+IDRtmjtckv/QHr1inoiWSx6T0UdGs4shbNCHAEXbOEKxouBV3RxOoUlisfzVsWoL6mBu76ep0iZ6yKEaCgU9AT6dKBgu5ZN6/JueRGnYZ8Bx6jZoyAG4Ke0/E4OMuHylvMbBYXeKa6sfM7BT2RLFLQraHGWrQnQEHXvgsoAYCCrkQatQzC164LHP1HAPW1KFj8LBp27aCga9kT1Amagk5BT6Q3mxJ0Zz7yTrpNVt/knHNnPpBf7D9aLbfrQOSW9gu70Vxo+8JJPwU9kSxS0K2hxlq0J0BB174LKAGAgq5EGvULoucZwKHlQPNCGXveyvfhXfU5BV2/nqBUxBR0CnoiHdoYBRcbtYkp7q7eI2GMiBv1hdttPdKzzJaNVI6CnkgWMyTo+QUFKCsrw9rv12LfvhprWs5aSCCDBCjoGYTPR1tGgIJuGUpWlCYCvuaFcJx5VdDTcvb8hJwFT1HQ05QDPiY1BCjoFPREelbgRm2+XWvSJuj+Hdy3LIGn6mV/0ynoiWQxzYJ+7LF9cNOtN6NFixbyyR/+5z+YdPdEa1rOWkgggwQo6BmEz0dbRoCCbhlKVpQmAv6p7bu2wPf5HDh+NQJw5SPno6fh3bYhTa3gY0jAegIUdAp6Ir3KjKAba8vDbR4X7pnhpq6HlsstH4bcjn3gXj0X3o2LKOiJJC/KPSnbJK7bkUfikX89iq1bt2LmSy9h4cKFaNWyFX744QeLQ2B1JJB+AhT09DPnE60nQEG3nilrTC0BX7e+cPQ6A75Vn8Lx1XtAn8FA597IqfwA3qqPU/tw1k4CKSRAQaegJ9K9Qo86i7YZXOBxaNGe5a/j43GAuw65nU+DmNLuXjbFf1u4Y9vEDzmCnkgWm96TMkEXcl7WtSvOO3cQGtwN1rSWtZCATQhQ0G2SCDYjKQIU9KTw8eYMEPD1Oh2ObifAt2IBHCsXwNd9ABw9BsBRtQi+yvkZaBEfSQLWEKCgU9AT6UmpEPQg+XbXIa/PKNm0wA3mIo2yU9ATyWIaBX32G3Ph8Xiwr6YGzVu0wE8//YT77rkX3337rTUtZy0kkEECFPQMwuejLSNAQbcMJStKFwGxc3u7LvAtnA7HT2vh61QOx4nD4di+Hr4Fz6SrFXwOCVhOgIJOQU+kU5kR9Eij3ZGeF3i+Ody1cl174CU2pBM7vfvqdqJhcfDSZQp6IllMo6C//d672LNnDz5asAD799fj7HPORk5uLoZfOBR1tbVoUdS4+yovXQk4sjrwHGcu4PPB6/FmdRxsvN4Ecl1OeL1e+NiP9e4IWRT9vhMvhS//EOR/NgO5e3+Cp+hQ1B0zBDl7t6HgsxezKBI2lQSCCThycpCTmwNPg1tbNL5cL8T/eJkn0HDYCXAffiKc6z+Ba8OnqD3pGnmzc/2ncG34RP55/9EXwtv6MOQtn4ncXRtjVm7UKQqKe+qPbjwb3bgc+3fB16w1cnasRrNv5gT9LNfnggO58DaoMXu6Zmd1TF6pKJCyKe5C0Ge8OAPTnn5atltsGHfnxLtwx+234+OFiyC+KeSlMwFfVgefV1AAr9cH9/66rI6DjdebQLPmzeWHQXdDvd4gGH3WEHCfM6bxw+ebB0dtwv1b1gTEhpLAAQK5LheceXnYX6PvaUdelwfefH2/oEjoZagYDrTpDl/lDDi2VwG/Gnewmo8azz7H8aOA/EL4/jcZjjqTwnmgHt9X0+DodWnYpvnWfgjH+gVBP8vzNofL1wz799UmFI7dbnLv35+RJqVM0F+bMxvLli7D+LFjZWC/6Hs8Jtx+O+6ddA/mf/BBRoLlQ0nAKgKc4m4VSdaTSQKc4p5J+nx2vAR8rTvCccqVQM0u4N3JB28fNBpwNgPWLQOWzI63WpYnAVsQ4BR3TnFPpCOGTl939R0DR36RrMpYM25mV/bQZ7v6jIKjZYncpd3ZdWDYpjUsmwJf9Zqgn3GKeyJZbHpPygT9tgkTcNzxv8D1/7wOO7Zvx2133I7S0lJcNGwY9uzeY03rWQsJZIgABT1D4PlYSwlQ0C3FycqsIODKhxTxXVuAhuAZSv4j1n5aCyyc7n9azslXwFtUCoT8uxXNYR0kkC4CFHQKeiJ9LVTQjb8nK+hGPWLnd2eX0yjoiSQniXtSJujNm7fAY1P+jQ4dOsjmud0ePPzQg5j33rwkmstbScAeBCjo9sgDW5EcAQp6cvx4t/UEjGPU/DW/OsH/R2PHdv8Rawd+knviUHg6HUVBtz4drDGNBCjoFPREulssQRfHo4lN3nx7N6FhScDMoxgPCxV0cb8YTQ/cMI4j6IlkzNw9KRN04/Ht2rdDcXEbfFtVBZ8vu9cdm0PKUjoQoKDrkGX1Y6Sgq5/jbIvQkPCogn7giDWjTLOyo7H/mCEU9GxLNtsbRICCTkFP5JUwK+je6jVB55jHepazYgRy2lbA2LHduD/cCH1gXZziHousuZ+nXNDNNYOlSCC7CFDQsytfbG14AhR09gy7EQgVdN87D8Oxr3FTI/8Z6F+9C8eqxf6mU9DtlkW2JxECFHQKekL9pvdI5BSWwRjNDhVo4xg2Idqe1XNNP8K4T4yci7Xo3m2VcFdOhyHuoqLAc9GNiinophFHLUhBt4Yja9GMAAVds4QrGi4FXdHEZnFYTQT9wHnnMqSQM9CNMCnoWZxwNt1PgIJOQU/kdWgygn5g5FsK9OJJyOlwrFxDLtaSe9e9b/oRhqAbNxj3B/47Bd00zrgLUtDjRsYbSACgoLMXqECAgq5CFtWKgYKuVj4ZjXkCFHQKuvnecrBkqKDndDwOuV0HwuHMl6PquZ1PCxphN/sMY+16E0Ev7Sd3dfe569DwccCRbgcKcgTdLOHo5Sjo1nBkLZoRoKBrlnBFw6WgK5rYbA6rz2Cgc++DEXz1LnybqhqnuXMEPZszy7bHIEBBp6An8pKECrqoI/DfhEyLKerhNnSL+rz8YuT1He0vYoygG+IeaU07BT2RLDa9h4JuDUfWohkBCrpmCVc0XAq6oonNcFj+3dZDNnMz1awDEh5Y1r9rOwXdFEIWyk4CFHQKuume68yHo0UJfPur4ar4vRTwerFD+95NsopAQTd2XQ83HT3W84zz00U5s1PkKeixqJr7OQXdHCeWIoEgAhR0dggVCFDQVcii/WKwWtD955tHEPTmRUXYd/I/GkEEHMtmPzJsEQlEJkBBp6DHfD+c+cg9tD9yS08CnAXy6DQh5+IKFHC/oFdOh6tiRMTp6LGeF7jhHAU9Fi1rf05Bt5Yna9OEAAVdk0QrHiYFXfEEZyg8/27ryYygN9QBrvzGCKq3APOnRpziTkHPUKL5WEsJUNAp6LE6VKAwh5YNJ+hCqsUGcfEesWbUnVs+DLkd+8i/UtBjZcfan1PQreXJ2jQhQEHXJNGKh0lBVzzBaQzP17wQEP/bVw1Hn0FAuy7Apirg05fia4Uxxf2ntY11GJcYGecIehOWLZ3NUZxfDOQ1B+r3wVFf6y+z21uPne498fFn6YwRoKBT0KN1vmhyLu5LhaAH7thOQU/vrwYKenp582mKEKCgK5JIzcOgoGveASwM37/7+rplQPPWjXItJHvh9PiecuZVjaIv6gnYLE6ehy5+Jq6Qaew6j6CPz61FW99eOBw5Bzj7/Lz3eF0Y622Hekd9fDlg6YwQoKBT0KN1PGM9uK9uJxoWT/SvMxf3hO6o7pd5d62cCm9WrkOf72hbIafIi6uhcjp82ypjvhtcgx4TkakCFHRTmFiIBIIJUNDZI1QgQEFXIYv2iMGY1i6lXFyJCvqQsfJ2n5ge32OAPzifOA9djKBT0IMS/qDnB/Q9rD1cTmeTjvDJmo24wdUVdb6Dgu5r16WRo7FswB7dh60QG3s1a4a8gnzsq96lLQ9PfgM8LfiFUrgOYAi6u2omvFs+hzPgvHPPxkXwrJ7rvy10tD1RQUfLEuT1GSXrrRdHqrnrYvZNCnpMRKYKUNBNYWIhEqCgsw+oR4CCrl5OMxZR4NR0KwT9q3fh6HXGQUFfMqdx6jwFPW5Bry1oDoc4vk588bFyQcQvOjLWd/hgSYCCzhH0SK+CcbSZ2BSuQezWDiBw+nn94klA3Q7/7eIc9NzSfnJk3butEp4fFvl3eI/3dRPPlr87qteYupWCbgpTzEIU9JiIWIAEmhLgCDp7hQoEKOgqZNEmMRiCLtZA79sFFHZMbIr7gRF0Yxp70I7wxoi6zaa4u3w+5Pm8GUnEHb4tUUfQxzvLsK9NR9QNuFy2z1X5HzRUnCz/3GLWuIy0OVUP3e/IgdvhSFX1Ka+Xgk5BjyXogZu9GYIeKO2B9+d0PA5ecezagaPXUt6BDzyAgm4NaQq6NRxZi2YEKOiaJVzRcCnoiiY2E2Gdez2QVxD85ETWoIcKeudjGkfOxYZzJeWN9dtM0Du469He05AJ6rjCWR1V0J/ylWBnSVesP7A8wFWzEw0timRbe744OiNtTtVDN+fmYZvTlarqU14vBZ2CHqmT5ZT2g7PrQHi2LIGn6uWDxZz5gLN50Oh5yjtqjAdQ0K3JAAXdGo6sRTMCFHTNEq5ouBR0RRObibAMsQ48Hk2Mpr9xr/nWiGPVBt4AiDrm3iPv86+ZDtzVnYLuZ2pG0Nf/YiB2lh3XJA89Zo1DrmCtyEVBz/5Ecg16+Bwao+UJryVPY9egoFsDm4JuDUfWohkBCrpmCVc0XAq6oonNRFiGoIfsvh462h2taUEybuz+bki7kH0xQh8g70Zdmd7FPRMj6LWFJfDk5WPU9iWo6FAIZ25uE7Rfb/oJ/2r1c1Sd9bew2I+YPwUtt5pbV5qJLhXvMyno8RKzX3kKevicGOeRu1fPhXfjIvslLqBFFHRr0kNBt4Yja9GMAAVds4QrGi4FXdHEpiMsIc7dB8i15v6Nx35aC99X78FxypUHWxAy2h23oIsbDPkXfw4zbV5HQV9xwXh48gow5OOXUbHjazjQuPba5wAcPh8cXg82Odvi7aLDsPGXQ9FqYyUaWhahrrDEnwIKejpeFPPP4BR3TnH39xZnPnIP7Q848+Xu7Mau7A3LppjerM18z7O2JAXdGp4UdGs4shbNCFDQNUu4ouFS0BVNbBrC8o92Bx6JZsizMeot2mGFoAvhb92xMSoKusTw9cWT5P/n1exAfYtilC6eCVfNDnz/m5HIra9FfvVmlH0wBZuOHYjt5f3Q/ut5cjr75mMH+ntHpy/mIH/nZhTs3KTEVHeOoKfhxU/xIziC3gg48Pxxz5bPkduxcYlK6G7tKU5HQtVT0BPC1uQmCro1HFmLZgQo6JolXNFwKeiKJjYNYfmMzdukNK8D2nVu3Mjt05canx6y2ZuZJoWd4i5uNHaIp6A3fkhvUYyqQcEbvInR8Ly91UH/LjaBW/ObkajpUAbx84Idm7By8I3wii9QAi5VRtIp6GbeMnuX0VbQnflwtCiBs9tAOFqWAO5awBm86WY2rD8XvYuCbs07RkG3hiNr0YwABV2zhCsaLgVd0cSmISzj+LPAR/nE2eWrFlsu6EHP4gg69nYokyPlgZex4Vvlhbf5Bbzb25Ox6qxRspjxc7F2fXdpD/zY8zT/7RT0NLwwJh7BKe6aTnHPL0Ze3+gnKvjqdqJh8UQTvSjzRSjo1uSAgm4NR9aiGQEKumYJVzRcCrqiiU1DWKGC7ls4HQ4hz8ZldgTdlQ+fmL7eohAoaA1HjwHwrVgAx8oF/qoCnxX6M1FItzXo28r7BU1VFwyMI9NW/2Yk9nUok+w6fTFXlhNHq3Wfc/DDfajgi3Jtq+y98ZSZLs0RdDOU7F1GxxF0R2EZXL2Dv3ALzVLg+ef2ziBH0K3KDwXdKpKsRysCFHSt0q1ssBR0ZVOb8sCajKCHrjU3KeiB09p9P60LL+jtusBx4BxvCjqwoe8wVJf18ee4xdY1KJs/Rf79h2MHYkd5P/nnwjVLZDmxQVwXY1d8AB5XPlZceJv/frE+vcPy91PeZ1L9AAp6qgmnvn4dBd0441yMkoup7XKKe8jV5Pzz1Kci4SdwBD1hdEE3UtCt4chaNCNAQdcs4YqGS0FXNLFpCCvWtHOza9B93frC0esMoL4WvlX/S1jQa3sNhq/N4Wgykp8GFuk+Zs1YVy5CE6PjQq6L1nwuI61rXowNA34vd2vPr94k/z+cgAdOhaegp6GTmHgEp7jrOcU9t+tA5Jb2g7HGPG9A4waQYtQ8p7BxNky2rD8XbaWgm3jZTRShoJuAxCIkEEqAgs4+oQIBCroKWcxMDDEF/cDO674PpsKxa0vERjaZvh5miru8+cCIfNA69wO1iinuOgm6sYO7CD9w9Fx+qPcBa09p3BjOuMKtMQ+UfAp6Zt6h0KdS0PUU9NAj1Fx9x8CRXwTPxkVS3Cno9ng/090KCnq6ifN5ShCgoCuRRu2DoKBr3wUSBmCIdbgp57LSAzuvxxrRDhL9dcuAzr2brEGX9Z1yZeMZ64Hr3DUUdLHJm9j4TYycly5+Gbn761BQvcmfRyHoP/U8NWgTOGODuMBkbz36YBkKesKvgaU3UtD1FHRX39Fw5BejfslkYO8m/5nn7qqZcJYPpaBb+pZlT2UU9OzJFVtqIwIUdBslg01JmAAFPWF02t+YEkGvrwXyCuD75CU4NleZZqzTCPrOsuOwse/QJuvKDVihgh66QZxRzqhH/F2sVT9s8cumedu1INeg2zUz5tul4xp0Y0p7/YKmO7m7+oySa9I5xd18H1KlJAVdlUwyjrQSoKCnFTcfliICFPQUgdWg2pQI+gFusUbdQ/HqJOjGyHekUe9QQQ/dIM5gJ85SF3WJTeTENPnOC6ehtqgEDS2L/evZs60bU9CzLWNN20tBD2YSOv09GzLMNejWZImCbg1H1qIZAQq6ZglXNFwKuqKJTUNYVgk6ThgOlJQHtZiCHjmBxtrxSGeXhwp6tOnrxnFrQtDbfLsI6/uPQP7OTSj9dGbQtPk0dCdLHkFBtwRjRiuhoFPQM9oBbfRwCrqNksGmZA8BCnr25IotjUyAgs7ekSgBywT9wFr1wHZQ0CNn5bszR6GuqATRBH1H94PnpJsV9BY/rvavWw/deC7RPpLu+yjo6SZu/fN0E3TjDPRsOuc8VtY5gh6LkLmfU9DNcWIpEggiQEFnh1CBAAVdhSxmJgYK+kHu6TxmzdjBveeLTderihaJEfR9Hcvw/W9GygYevnA6Wm+sDNtJAkfQKeiZeY8Cn8pN4vTbJI6Cnvn3zq4toKDbNTNsl60JUNBtnR42ziQBCrpJUCzWhEAqBR1z7wEa6kxTl2vQu5wA3xG/gG/Vp8C6r+S90Y53M125iYJ2FvRII+0iLI8rHysuvA259bVoU7XI1Ai6uGdb/o8TuAAAIABJREFUeX9JpcPyeSbopK8IR9DTxzpVT+IIeqrIpq9ejqBbw5qCbg1H1qIZAQq6ZglXNFwKuqKJTUdYB9aOR9xx3eQxa8ZxbBDHp7XrAogz0z+YGlcEQtDr8tvAe+IlB+8T9S2cHlc9iRZOl6AbR6zlV2/CkW9PDtvc0BH0aIIuKjBG5MVU+B97nibrjDbF3Rh1F+UijeKb4Wh8OZBsPYHPoqCbIW/vMhR0e+fHTOso6GYoxS5DQY/NiCVIoAkBCjo7hQoEKOgqZDFDMcQS8Fg/N5p97vWNR6u98zDQohCor4t75FsIen1NDdxnXA248gMkfV3jnz99Ka4R+XiJpkvQA6ekl82fYqmgi6PWxI7usQR9V2mF3EwuWbG2SvQp6PH2VnuXp6DbOz9mWkdBN0MpdhkKemxGLEECFHT2ASUJUNCVTGt6gool4LF+brRyyNjGP706IeF2+wX92POb7AgvKo1307l4G5IuQTfOLo92brkYQXe3LEbVoMY16uVzJiGvZkfEkIwRdDFqXtOhTJYTU957vDI+7D3GMW/JCnqg6PeYNQ65cSxpiBQMR9Dj7bn2K09Bt19O4m0RBT1eYuHLU9Ct4chaNCPAEXTNEq5ouBR0RRObjrBiCXifwUDn3vAtmQPHuqWRW2ShoDd06gFHn0FNnqWKoMc6A10ELgQ9x3Fw6nqsaeiVF94GrysfYtp8XWGJn12k+6wS9MB6Yk3DN9udKehmSdm3HAXdvrkx2zIKullS0ctR0K3hyFo0I0BB1yzhioZLQVc0sekIK4agx9xEzmijlYLeugSOA9OvAxGoIuibjh2I7eX9EO3otHgF3ThXPbTLGGvSQ58VWD7W6Hy0bmjEIspQ0BtJcRd3/XZxzyntB2fXgfBsXATP6rnp+M2d8mdQ0K1BTEG3hiNr0YwABV2zhCsaLgVd0cSmIywKup9yuqa4G3IcTWgNQTfbBZIR9E5fzEHbqo/NPiqoXOBzRTy5++uwuc9A5O7fh86Lnk2oTo6gJ4TNVjfpNoKe0/lUOLucBvfaefCue99WuUi0MRT0RMkF30dBt4Yja9GMAAVds4QrGi4FXdHEpiMsCwTd17ojHKdcmdDO7YEhGmvQGxQfQc+EoIfu6G6sWTf4x5pCH6krfnfmKNQVNU6pL108E66aHf6z2xOtk4Kejhc/tc+goKeWbzpqp6BbQ5mCbg1H1qIZAQq6ZglXNFwKuqKJTUdYVgh6uy6NU9KTPBJNF0FfccF4ePIKEG1TtWRG0APXoYtz0cV0+lQJeqDoi03pXDU7/cKe6JR3Cno6XvzUPoOCnlq+6aidgm4NZQq6NRxZi2YEKOiaJVzRcCnoiiY2HWHZUNDdvhxg4A1NoldlDbohtdFGmOMV9MC14ELGPc3y5WZxOQ11cvO4QEEPPBot2RH0cLvHG3WKEfWiNZ/H3Ysp6HEjs90NFHTbpSTuBlHQ40YW9gYKujUcWYtmBCjomiVc0XAp6IomNh1h2VHQ6+sBY9O5AAYqCHp9i8aj08RIc/c5EyNmOF5BD9xNXWwIJ55jnIcuHiIEXQhzfYtCNLQsxsa+Q4OencgRaaHnuYdOm2/x4xr53KLvl0Q9Ii4UAgU9HS9+ap+hm6A7K0Ygp20F3FUz4d0S/5dSqc1GYrVT0BPjFnoXBd0ajqxFMwIUdM0Srmi4FHRFE5uOsH5zJVDYEb4PpsKxa0uTJ5rZxd3X+ZjGY9HWLQOWzE641f5z0BUW9FCpjQQrGUEXIp5TX4v1ATvhC1Fu8eNq/NjzNP8jxZcEYqq9GGFPZDp6aCzfnTUqaNTeeFC03erDxU9BT/gVss2Nugm6q88oOFqWoGHZFPiq19gmD8k0hIKeDL2D91LQreHIWjQjQEHXLOGKhktBVzSx6QgrxvFopgS9+wA4egyAb8UCOFYuSLjVOgj6rtIKKc6ha8JDoSUj6IZsG2eji7rDCboQ55r2XVHToUyOcBeuWYIOy83vQB16nrux+V2rjZXYU1rhDylWrKGxU9ATfoVsc6NWgu7MR95Jt0n29QtG2yYHyTaEgp4swcb7KejWcGQtmhGgoGuWcEXDpaArmtgUhuXrdTocbbvI0XOIkfMPpoZ9milBF3V1OyH1gp7kFwCxcKbjmLVQqY3UpngFfVt5P2w+dqCszpiuvqHvMP8093CCfvjC6dj+s35S0MUlNnnr8cr4WJj8PzfWvXf6Yi7aVi1CbWGJXPuet7daTuM3Lgq6aaTKFNRJ0HM6Hgdn+VB4q9fAvWyKMjmkoFuTSgq6NRxZi2YEKOiaJVzRcCnoiiY2lWEFrvHeVAV8+lLCgo4Y69jNhhFzBJ2CHhGlMd1cbApXMWucLGeM1os/C0kWU9oD16WLkfYfK07zC7ooF8/GbtGOizOmu4s683duwpHvTDbbDcARdNOobFtQeUF35sNZcank78gvhCO/GA2V0+HbVmnbnMTbMAp6vMTCl6egW8ORtWhGgIKuWcIVDZeCrmhiUxlWgKBHm5ru69YXjl5nwLfqUzi+eq9Ji+QZ6P1/D+QVRFzHbjaMcIIuNoZDm86WTKGP1Y50jKCv7T9CTv8Wo9etN0b+MB/vCLoYvRYj6OKItZIv5vpD3Vl2nNwQTgi6uIzRcvFnMdIuNpPbXdojaG262fPLox0XJ55b37zQX6/ZOkW7KOixeqr9f666oBuj5kYmfHU70bA48qaP9s9Y0xZS0K3JGgXdGo6sRTMCFHTNEq5ouBR0RROborCkVJ9ypb/2aLuj+2KdcW5sMhdB4OMJIUjQA0blVRJ0MfVbSHG3tyejoHpTRDzxCnqkigI3cgsV9EBpDtyB3cyGccZu9IEj9uHaYOZIudD7KOjxvDX2LKu6oBu7tgv6Qs7dVS8rszmc0aMo6Na8WxR0aziyFs0IUNA1S7ii4VLQFU1sisLyS/eB+n3vPAzHvuqwT4sm6P6f1ewC5k8BGuqSarHqgi5GuVedNSrmEWsColWCLuoKd1a5GGk/8u2D084DN5QzI+hmd6OnoCf1SmTtzUoLen4x8voe3GPBu60S7srpWZurSA2noFuTUgq6NRxZi2YEKOiaJVzRcCnoiiY2RWEZ09Zl9UKq594T8UlRBf3A9Pdkj1czHh4k6AEtMrNRnRWoUj3F3djITeyWftjil6M2OdWCHrpxm7GeXDTKjKAbm921qVoUNKU+NCgKuhU9M/vqUFnQc0r7wdl1oNwUzrNuHnzuOmBv5Nkw2Ze9xhZT0K3JHAXdGo6sRTMCFHTNEq5ouBR0RROborAM4YUY+RY7uEfYIE48PqqgW3S8mi6CbkhwrPXngkeqBT1UrAMF3cy55cYO8bE2lTM2i4s1pT+wq3OKe4pe/DRWq7KgG2eeu6tmwrvl8zRSTe+jKOjW8KagW8ORtWhGgIKuWcIVDZeCrmhiUxXWCcOBknL4lsyBY93SqE8JFHTfNx/Jso5taxvvsWj3dl0E3RhNNo5BiwY+FYIujlHz5BXIx4ZKeLyC/t2Zo1BXVBJztD3aTu+R4qegp+rFT1+9Kgm6o7AMuZ1Pg69uBzxVM5E3YJIEqdKZ5+F6BgXdmveFgm4NR9aiGQEKumYJVzRcCrqiiU1VWHGIddAIersujS16dULj/595FdC8MOnd23UQdGPNduja70gpToWgBz4rdBRf7Lq+s0sfucu7mRF0s1PXKeipeontXW+2C7qz90gJWEi5OEItp7CsUcoXT/KvP6eg27sP2qV1FHS7ZILtyCoCFPSsShcbG4EABZ1dIy4Cxs7rH0yFQ0xxj3L5BV2sVXflHxR08eeBNwQLe1yNaFpY5TXoZjdVM6ikWtDDrTM31pVbKeibjh2I7eX9EGutemBv4Ah6ki+SDW5XQdANKQ/E6dm4CLml/RplfcHBjeJsgNzyJnAE3RqkFHRrOLIWzQhQ0DVLuKLhUtAVTaxFYfmaFwbv0m6cgW6MhJsR9MAy4r4Do/ByHfu7B3cDT6bJEQW9UzkcJw4HNlVFXS+fzLPFvancJM5ugh5umr1ZQTd2ozczG8A/c2DnJhz5jrl+QkFPtidn/v6sE/T8YjiaFcK3vxqo2wExgi4EXRyh5sgv8gM1RtTFxnANH4/LPOgUtoCCbg1cCro1HFmLZgQo6JolXNFwKeiKJtaisHy9Toej2wnw77aepKDLY9n6DALadUG0M9TjbX5EQY91Fnu8D4pQPhWCLs4L//HoU1Dfshg17c1NHxfNs3IEXUjy7kMr5Ei2uCKNkJsV9Hi/bDCOcCufMwl5NTtiZouCHhOR7Qtkm6AbQu5eOw/ede/715mLvzu7nCZ5B8q62MHdvWyK7fOQTAMp6MnQO3gvBd0ajqxFMwIUdM0Srmi4FHRFE2tVWMZod30tsLkK6HxMzOPVjEeHnpkuP6gunA5H919R0E3kx5BZo6iZ6eNWC7qoT3xRUDWocUpuzxfDT81NlaCv7T8Ce0orEGvHd4MRBd1Ex7J5kWwVdM+WJfBUvewX9IbK6XBVjIBv7yYp6DltKyR5CrrNO6CNmkdBt1Ey2JTsIUBBz55csaWRCVDQ2TuiEjAEPbDQT2uBhdNjgoso6D1PBwo7WrZBnGiIiiPodhF0wVdMTS+ojnxe867SCqzvPwKtNlaiS5S+ITaU29h3KMyc5y6ea5Rv8eMadP5oGnLFfgZRLgp6zNfS9gWyVdAN8fbv1P7xODhalsizznPa9PCPplPQbd8FbdNACrptUsGGZBMBCno2ZYttjUSAgs6+EZWAMaXdKCQEqXqLKUGXt4TcL0fQhfSLy8Q6drPZUVHQjVFpg4HZUWQrp7ib5W926rrZkXbjuYGj9y22rkHZ/OhTgynoZjNm33K2FvSQ9eaCoiHkYo15Q+WzyOszSo6aNyw5uG9CTsfj4CwfKqF7t1XCXRn7C077Zih2yzjFPTYjMyUo6GYosQwJhBCgoLNLqECAgq5CFlMYQxjBRn1dzB3c/S0KFfzAplLQoyYuVNDD7Z4eroJMCroUlpodaLVhBdp++3GTdePxCrqozzhujYKewvfcRlXbWdBzy4cht2OfIMk2BF0gbFg2Ba7eI5tMYxfnoYt/F5exVt1GyC1vCgXdGqQpE/RLL78cF118UZNWXnje+ajZt8+a1rMWEsgQAQp6hsDzsZYSoKBbilOpynytO8JxypVBMcW9sRsFPeE+YRwzZlSQLYIerb1GTJ2+mIu2VYtMsTE7Oi8q4wi6KaS2LmRnQXf1HS3PNoe7Fu518wD3fv/IuJTvqpny78Z69EDQhsiLtem+bZW2zkGyjaOgJ0uw8f6UCfplV1yOYcOH46Ybbwxq6bIvl8Ln81nTetZCAhkiQEHPEHg+1lICFHRLcSpVWbg15HFPS6egJ9wnjJHjbBB0sUZ9zakj4TXOuwcQ7gsFIyazXzaI2CnoCXehrLzRtoLuzEfeSbdFZSrWl4sj1sKNkovd3qXEr54L7I28n0NWJi2k0RR0a7KYUkEfOmwYzjnzLGtaylpIwEYEKOg2SgabkjABCnrC6JS/0df5mMYj0QKveKelU9AT7iehgh5pB/XQB2RiirvRhg19h6G6rI/8q1WC7nHlY8WFtyG3vhY9XhkflSdH0BPubra50a6C7mhbIXdlj3q5awFngRxJ92753DZM090QCro1xFMq6MMvugibN29GQ0M9ln6xFE898STqG+qtaTlrIYEMEqCgZxA+H20ZAQq6ZSiVq8jXfQAcPQZYJ+hig7l91UDrjoDJneDNQlVxk7gVF4yHJ6/AjyAbBD1w3Xw4Qf/uzFGoKyoJK+/Rcv31xZPkj2MxoKCbfWPsW86ugp7bdSByS/vJDeDE7uzRrvrFk4C6HfaFnOKWUdCtAZwyQf/NKadg0ODB2LN3D9q3b4fDD++M79eswV///BfZcmd+M2siYC0kkAECeQUF8Hm8aKjfn4Gn85EkYA2BZs2bw9PghptfnFoDVKFaPN1Ogu9n/YDdW4FDOjT+d/utRlEye7n7Xea/17F9PXK+egveQ4+GY+cG5Gxfb7aamOWatWgJ9/46eNzuoLK+gtbwnPxneXa7c97BXZVjVhhngUKPG4VeT5x3RS++avDYoALdZk8wVX8mR9C3lw/Azu6NX+q0Xf4uClcvDmqzEZPZWIybzd63I8eJ3bm5pjjZsVCu0wVnszzsr6mxY/PS0iavywNvfvB7nJYHx3pIzxFAYRf4VrwEtOgoSzs6HAPktw6+s2YL8MXUWLUp/fNm3uZw+pphvyL7jbnrMvM5P2WCHtr7rv7ntTjjjDMw+JyBchS9RWGh0h2UwalNIMeZC7GTgs9t7YcytakxOrsRyHU54fV65ZdNvEggkEDtz4fAW1QK15rFaCjrK3/UYv7DcUEy6hA35ezciIIvX43rfrOFc/Nc8Lo98Hmb9uOa31yVUNvNPluUa+bzIs9n3TvkczbD1l//zd8E554f0Xbxc/E0KSNl9xxxImq6ntjIe/UnaPX9J0Ht2HLqtfLvHd9/IK72mb1vvyMH9Y6cuOq2U2FHbg5ycnLkl6a6Xr5cL8T/bHXlNkPtiY3vY8En/wI8jcK2v+dQeFsfFtTUnF0b0OzrmbZqfrobk+NzIQe58CrSj2uqq9ONUD4vbYI+/OKLcNnll2PokAuwd+/ejATLh5KAVQQ4xd0qkqwnkwQ4xT2T9G3+bHFeeTsxYrSgcap7zS7g3ThHoQ/UISO1eFp7IL1IU9xlGWMdfLzr5+NITwd3Pdp7GuK4I3pRY2M0o5SZI8aMspkcQd9VWoH1B865b//1PHRY/n5QoGanqofSMXsfp7hb1gUzVpEdp7jnlPaDs+vAJmeY53Q+FTmFXeWu7jltKyQzsVGce9mUjPGzw4M5xd2aLKRM0G+8+WYs//orfPjhh+jYsRPunjRRjtQMu+BCa1rOWkgggwQo6BmEz0dbRoCCbhlK9So693ogrwC+T16C48ThiQk2BT2hfpGtgh7Y7lBBj2c3dgr6roT6jQo32VLQO58KZ5fTIp5hHnjOuXdbJdyV01VIRcIxUNATRhd0Y8oE/cGHH0L37kf5H7Zv3z7cesstWLFc7fP/rEkLa7E7AQq63TPE9pkhQEE3Q0nTMlaMPPcZDHTu3QiQI+imO9K28n7YfOxAf/lWGyvRZaG5D/2ZHEEXO65vOnZQ2J3ckxH0lYPGoKFFEcrnTEJeTeTNtziCbrqL2bagHQXd2CBOHJHm3bioKbuWJcjrM0r+e7gj1mwLO0UNo6BbAzZlgi6a17JlS3Q+ogt2bN+BzZvUPvfPmnSwlmwhQEHPlkyxndEIUNDZP8ISEOdZD7xBbq6GufckDCloJ/hMC/p3i4Gv3004lmg3Wj3FPXA3dPHccNPFI7Unk4Iu2hRpJ/dkBN3s+ekU9JR077RWakdBF2eYi/PNG5ZNga96TVgeeQMaN9CkoAMUdGtemZQKujVNZC0kYD8CFHT75YQtip8ABT1+Zjrc4WvXBQ4xPT1JqQ4S9HXLgCWzU4LP1Bp0sannwulwiJgsvijoB4EGCnrgFwvGrIA2VYtQ8sXcuDKwtv8I7CmtQOnimShaE/l8aQp6XFhtWZiCbsu0xNUoCnpcuCIWpqBbw5G1aEaAgq5ZwhUNl4KuaGKTDCsVgi43m1u5IMmWhb/dtKAvmQPHuqWWt8FqQd907EBsL+/nb2e2jqAHttsQ93hiMQAYcl+4ZgkOW/xyxPxR0C3v2mmv0DaC7sxH7qH9gfxC5IoN4JwFqF8yGdgbfjawq+8YOPKLOIIudrr3tEaerzlqd+1Oe/9R6YEUdJWyyVjSRoCCnjbUfFAKCVDQUwg3i6u2TNA7HwNHn0GShC0EPUVfElgt6MaUbjFi7KrZgby91VHXXgd2tUxPcQ/cKE6Mdrf4cQ3gcKC+eSF+7HlaXNP1jbjqWxSjatBo5NbXoscr4ynoWfy7JVbT7SLoOR2Pg7N8aFBz6xeMjth8Yxq8u2omvFsiz/KIFb8KP6egW5NFCro1HFmLZgQo6JolXNFwKeiKJjbJsCwTdGOqfAYFXcSCTj+Do9sJSU/Zj4Q1VYJ+xPwpaLk1/JrXSG2xk6AbbRQbu4nR70QFXdRjbBTX7e3JKKgOP4rJEfQkX3wb3G4bQT+wc7vYld27fQXQrBDedcHHBgbiEkIvy2z9AqiLvJGhDRCnvAkUdGsQU9Ct4chaNCNAQdcs4YqGS0FXNLFJhqWSoAsUvtYd4TjlSmBfNfDOw0nSaXo7Bf0gEzHaLaazV5f1CQIl1p6LafuJTHEXFRnT/qPdT0G3vGunvUK7CTo3fYu/C1DQ42cW7g4KujUcWYtmBCjomiVc0XAp6IomNomwpJx3PR4o6Q7fqk/h+Oq9hGvzi34GR9D9jbfi2LgIJCjowWBqC0uw6qzGY6eMq8XWNajpUJawoO8qrcD6/iOQv3MTjnxncthMUNATflVtc6NdBD23fBhyO/YBp6zH3zUo6PEzo6Bbw4y1kAAo6OwEKhCgoKuQRYtjOGE4UFIuK0123bh/5NqCuqJFGXWTOONGMYLeumNKdnKnoDfNztcXNx47ZVz51ZtQV1iSsKCLeow6e8wah1xxBGDIRUG3+HdBBqqzi6CbOVotA3iy4pEUdGvSxBF0aziyFs0IUNA1S7ii4VLQFU1sMmGJ49XEum2rpPrAyHWysp+0oB/44sH3yUtwbK5KhlCTeynosQXdKJHIunrj3ljnoVPQLe3WGamMgp4R7JY+lIJuDU4KujUcWYtmBCjomiVc0XAp6IomNpmwzrwKaF6onKAbZ7Kn4osCqwX9uzNHoa6oBNE2RIuU4kxvEme0y9jULbSdFPTIL6ezWTPkFeRjX/WuZN7grL7XLoLu6jsajvziqEerZTXoFDaegm4NXAq6NRxZi2YEKOiaJVzRcCnoiiY2mbCMtdqKjaD7OpXDceJwYFMV8OlLyRBqcq/Vgm5M5e75YuRjnewu6MZoNwXdfFejoAN2EfS8AY1LNKIdrWY+s3qVpKBbk28KujUcWYtmBCjomiVc0XAp6IomNsGw/GvGa3bBt24psH0dHD+tTbC2A7fZZIq7P7bqLcD8qcnFFHI3Bb0pTgp6/F2Mgk5Bj7/X2O8OCro1OaGgW8ORtWhGgIKuWcIVDZeCrmhiEwzL160vHL3OANYtA5bMTrCWkNsOrGlPxdRy40mmNokThVO0k3sygh5u4zMVRtCNY9FyGurgdeX7OwWnuEd+rSjoNhH0/GLk9R0Nn7sODR+Ps+b3oEa1UNCtSTYF3RqOrEUzAhR0zRKuaLgUdEUTm2hYxkZqS+bAIUbQrbgo6BEp7u1Qhu9/M1L+PFBcVRB0cRb6jz1PgzhezdMsX+7gHhpnvN2Lm8TFSyz7ytthirujsAyu3iPhrV4D97Ip2Qcxwy2moFuTAAq6NRxZi2YEKOiaJVzRcCnoiiY2gbDkFPD+vwfyCuD7YCocu7YkUEuYWyjoETkaEisKdPpiDtpWfSzLqiborpqdqC7rk7SgG6Pynb6Yi7ZVi5pw5S7u1ryymayFgp5J+tY8m4JuDUcKujUcWYtmBCjomiVc0XAp6IomNt6wxBTkgTc03iXOl557T7w1RC5PQY/IZm3/EdhTWuH/efuv56HFT2vkqLqQ2u5zJsadB7vs4u5x5aO2uAS5++tQV1yCjX2HylgS2ZnegGB8oSE4dVj+PgU97t5h/xtsIehtK+CqGAHvtkq4K6fbH5rNWkhBtyYhFHRrOLIWzQhQ0DVLuKLhUtAVTWycYfnadYFDiLS4LN7lXNSNNp2t2XAuQlzZugZ9xQXj4ckrCBJ08RcxNbxN1SKUfDE3zkwCdhH0wIbXFpZg1Vmj5D8lsjM9BT3ubpC1N9hB0HM6nwpnl9PgXjsP3nVNvwjKWrhpajgF3RrQFHRrOLIWzQhQ0DVLuKLhUtAVTWy8YR01ABD/27UFvq/eS37n9nifn2T5bBT0+hbFqBoUfIyaGBk2BD3SKHEsVHYUdNHm784aJUfTy+YnvqaXI+ixsp/9P8+4oDvzkXNoPwp6El2Jgp4EvIBbKejWcGQtmhGgoGuWcEXDpaArmth4wzKOQrNyc7h425BE+WwU9J1lx/mnfRuhiw3Vchpq5bT3wxdOR+uNlXFTsaugxx1ImBsMQS9a8znaL/8AeTU7gkpxDboVlDNbR6YFPbfrQOSW9pMQ3Kvnwrux6V4HmSVk/6dT0K3JEQXdGo6sRTMCFHTNEq5ouBR0RRMbb1gpOn4s3mYkWj4bBd3Y8ExIeU2HMhm6+LO4xN8TPY5MB0EXjFptrESXhcHrgynoib5B9rkvo4LesgR5fRqXYoirYdkU+Kob30le5glQ0M2zilaSgm4NR9aiGQEKumYJVzRcCrqiiY0jLF/zQjjOvAqo2QW8OzmOO+1T1LSgn3Il0LqjtbvUA0jkHHTjyLDSxTP9I+kU9Oh9KnDXe8EqdLo8Bd0+72SiLcmkoDsrRiCn7cFNGynoiWWRgp4Yt9C7KOjWcGQtmhGgoGuWcEXDpaArmtg4wvJvEPfTWiBkRDKOajJa1LSgGzvKL5xu6Tr7RAQ98Ci1DX2HyWPIKOjRu5E4N35d/0vhdeVLVhT0jL52KXl4RgW990jkFJbBs2UJfLvWwLttOeCuS0mcKldKQbcmuxR0aziyFs0IUNA1S7ii4VLQFU1sHGFR0OOAFaFosoIuxFMcrUZBj50LY3M9sf68fM6koBs4gh6bn91LZFLQXX1Hw5FfjPrFk4C64P0N7M7NTu2joFuTDQq6NRxZi2YEKOiaJVzRcCnoiiY2jrAo6HHAoqAnD8uCGgJnHwRWR0G3AG6Gq8ikoOcNaPzCp35B8OkKGUaSdY+noFuTMgq6NRxZi2YEKOiaJVzRcCnoiiY2jrAo6HHASoOgGxvG9Zg1DrkN8U+vVXmTOAM/BT35PmvXGijods2M+XZR0M2zilaSgm4NR9aiGQEKumYJVzRcCrqiiY0jLAp6HLAWtE+3AAAgAElEQVQsEvSNfYdCHLOWX70JR749GYFT3A1B7/liYqN4Ogh65YW3yXXooV9icAQ9+b6c6Roo6JnOQPLPp6Anz1DUQEG3hiNr0YwABV2zhCsaLgVd0cTGEZav+wA4egyAb8UCOFYuiONO+xTNtk3ijBHgwI3OjH8zqFLQI/cvYwf80KPoKOj2eScTbQkFPVFy9rmPgm5NLijo1nBkLZoRoKBrlnBFw6WgK5rYOMKioMcBy6IRdAp6cswp6Mnxs/PdmRJ0R2EZXL1Hwlu9Bu5lU+yMyPZto6BbkyIKujUcWYtmBCjomiVc0XAp6IomNo6wfL1Oh6PbCRxBj4NZaNF4d3GPJejG1PdEmqTDFHcKeiI9IzvuoaBnR56itZKCbk0OKejWcGQtmhGgoGuWcEXDpaArmth4wkrR2eDxNCHZstk6xb1N1SKUfDFXhh84xf3whdPRemNlQlh0EPRNxw7E9vJ+aP/1PHRY/r6fE6e4J9RlbHVTxgS9bQVcFSM4gm5Bb6CgWwCRa9Ctgcha9CNAQdcv5ypGTEFXMatxxnTu9UBeAXzvPAzHvuo4b7ZH8WwV9MB15hv6DkN1WR+ULp6JojWfJwxWB0HfevSp+LHnaRT0hHuJfW/MlKDnlg9Dbsc+cK+eC+/GRfYFlAUto6BbkySOoFvDkbVoRoCCrlnCFQ2Xgq5oYs2G5coHBt7QWPrVCWbvsl05FQTdKqgUdJdVKNNej7NZM+QV5GNf9a60P9suD8yUoDt7j0ROYRkalk2Br3qNXXBkZTso6NakjYJuDUfWohkBCrpmCVc0XAq6vRLra90RcOXDsWsLkMAZ2PFGo8IRayLmbBL02sISrDprlP+ItXhzFqu8DoIujqgTR9UVrlmCwxa/7EfCKe6xeof9f05Bt3+OYrWQgh6LkLmfU9DNcWIpEggiQEFnh1CBAAXdZlk01oN/8hIcm6tS3jhft75w9DoDWLcMWDI75c9L1QOySdADzzwvm2/9btE6CHokhhT0VL1h6as3U4Ked9J4wFmA+o/HAe669AWs4JMo6NYklYJuDUfWohkBCrpmCVc0XAq6zRJrCHqaziT37+D+1btwrFpsMxjmm5MNgi5Gzj15+fDkFWB9/xEIPAPdfKSxS1LQOcU9di+xb4mMCfqASRJK/YLR9oWTJS2joFuTKAq6NRxZi2YEKOiaJVzRcCnoNktsmgUdCuzgLjKYDYJuHA0mdh4XG5xR0BN/9/zLBHZuwpHvTPZXxBH0xJna5U7Tgp5fDFfF7+HIL0L94olJj3rnUdAt6wIUdGtQUtCt4chaNCNAQdcs4YqGS0HPfGLlOvC2nRsb0qkcKOwI/LQWWDg9qcb5mhfC0bk3fPt2wbFuafi6Duzgjrn3pGXNe1IBRbk5GwR9xQXj5eg5Bd2aXmAcSxe4Ez4F3Rq2mazFrKDndDwOzvKhsqm+vZvk5m7JTE2noFuXdQq6NSwp6NZwZC2aEaCga5ZwRcOloNsgsScMB0rKgxsijjt75+GkGufrVA7HicOjy/6QsY3PyOId3EXzs0HQDaE8ZMNy7D7saI6gJ9W7D54bT0FPEqTNbjct6J1PhbPLaf7WJ7v7OgXduo5AQbeGJQXdGo6sRTMCFHTNEq5ouBR0GyT2wDTz0JYkey65r/sAOHoMoKAHgDWY+Cxe49/BXY/2noaonckQdKNQm6pFKPliruUdUIc16AIaR9At7zq2qNCsoBvnlvvqdspp7tHOL3cUlkU/Oq1lCfL6jGociV9ycMmELYBkYSMo6NYkjYJuDUfWohkBCrpmCVc0XAq6DRIbSdCT3bitz2Cgc2+gegswf2qTQOUU+DOvapzaLqa4Z/FldgTdLoJeungmitZ8nhLiugi6sab/iPlT0HJr47nVnOKeki6V1krNCrpxbrl3WyVy2lbAs2UJPFUHj9wLbLQYHfdsXARHyxI4nPnw/PAxvFsOvn85B0bjvdVr4BZT5XklRYCCnhQ+/80UdGs4shbNCFDQNUu4ouFS0G2QWGMdeGhTkl2HHij+Yaawq3IGusBmd0H3uPKx4sLb/BkOnJZtdQ+koHMXd6v7VDrrMyvorr6j4cgvhrtqplyLHk2ujenrRhzutfPgXfe+Pyy/7FPQLUk1Bd0SjKCgW8ORtWhGgIKuWcIVDZeCboPEGuvAwzUlmc3bAsWfgi7pZmoE3Ti320gxBT35944j6MkztGMNZgU9cM141PXj+cXI6xt8dFqooBtnoEcbhbcjK7u2iYJuTWYo6NZwZC2aEaCga5ZwRcOloNsgseEE/f/Zexcwqa7r3vN/qquLfgDdIBBNC6tbgN0IJCBuxaBIMonezjUofki6mUmUTPJFys3NNZO5keV8c+OH8rAk5yaR7sydSI6dhGRyB9ufbIFzIyQhG4MsUNSyQAKBBYjGiId4dUvQXdTrzLd31T596v3ap+rU2f/zxRFU77P2Xv+1QfrVXnut8ZNATx/s7RtgiZP0Wh63XQK6bwA9FI9i2Xe+VEtEK3rHlBP04x9di7NDN2L+a5sx58AOqQ1T3CvaIr4eVBGgZ6Bb3D+P73oE7au+kG63Ju6PXzie5Z+4f96+4gF5wp4aOyQLy2WdtitbiSjiL3n359LXomteHAFdj6AEdD060ophChDQDQt4QN0loDc3sHZPH6xb7gcyQO6sRkD53MGaAd1JX1cGcwDdHlgJ69rbgEinlpZuzVXR/ynu4wuW4ai4cgB4Vr1dxcAUQD91za3pfvLvHZaadowdx8SJt3EmzBT3Zv95rGf+SgDdDd3izrhKUY/v3QD7zN6igJ4cfd6BdXXXPNdWPWvnu2kFCOh6dgIBXY+OtGKYAgR0wwIeUHcJ6M0NbNY98LmDU4upF9BVi7VigK4qvIu073qL0TVXQjm73++gK5gkoOvbLG5NhVXRXz711o8I6PokboqlSgA9tOBGhBetlYXfkoc2QxV5y01dFw64AVwBurtae6l3myJAACYloOsJIgFdj460YpgCBHTDAh5QdwnozQ2sZ4DuAnDpYe4J+vLbYS1eDd3txpqlpt8B/Wer7sHYwuGsdGyvtDLlBD3WPRsH1k3dLZ5xbC+m/fj/I6B7tbEaZLcSQG9btBZtC26EAnJrzjK0L7sPoqJ7Yu+GrJXmAri6r676poeX3SerwItic+7K7g1yN5DTEND1hJWArkdHWjFMAQK6YQEPqLsE9OYG1l68CtbyO2Af3CmB2XnqPUHPALhjLwPoIqUePfNgifZrdaTQN1e1/Nn9DuiFCpp5paEpgC70c/eWF2nundv+joDu1cZqkN2ygJ7pWS6WoyA7N0091HcdQvOG5Z1z8Yh75wrmFbDb0XOy53n78HpZDb7Q/fUGuRy4aQjoekJKQNejI60YpgAB3bCAB9RdAnrzAiv7kH/8PqCrN32SvXRNejGiL7noXV4PQOf2Vs9Ug8+9m15XEbrmSZc3s98Bfd9nvoxkpBNLv/MltIn4evgQ0HkH3cPt5bnpcoAu4Du3rVoeoGf6miMxicSxHVmALhyQUD69X6bIi5N48cS2ZVd699zRAE9AQNcTXAK6Hh1pxTAFCOiGBTyg7hLQmxjYq9cA4n/iHrgb0MXp+cQ4MLCi9vvhd35Ogj8ujgPdPU6xOdVmTHltb30KlihQ1+KPnwHd3QPdy/ZqKoQEdAJ6K/9xLgfouent0tdwByI3fMUBbXVKLj9ITALhTmQVkHOdwsu/fy8cl6fpfPQoQEDXoyMBXY+OtGKYAgR0wwIeUHcJ6E0K7M33A7196clHd8M+uAvWdetkazWcPgL79Kg8Ua/5jrhqsZaTKm+r1HfxuZhfnKwH4KkY0DNXCoTmGHlGm+fzEjFcnowXtKd6oIsU7IUvPqltzmKGTAV0ocecb/0xU9w932HeTlAO0J2K7bufhD122FmMuxe6ulfuXqlKh1efqfHi96rYnLeemWOdgK4n1gR0PTrSimEKENANC3hA3SWgNz6wMrVdnHDHo7D3PAdr9PX0IlRaep2A7rRuE6fnE+ezU+Uzc8jUdpFG73G6daPUrRjQ5w7CEhqILyi2ZxeTqmetpQD9/MLrcGzV3RBFzAY1zklAB97+xHpEe/sdKQjo9exif7xbDtAdEBc9yxNT10WyAH3FAwj1LsxyqBSgs0Cc3tgT0PXoSUDXoyOtGKYAAd2wgAfUXQJ64wObVbndDWy6AN0NocK9zF12xKLpnusipfPZJ2BNjDXeeY9m9DOgq3Zgog3YvDdf8EiBKbMmnaCr4nvKewK659vL8wlKAnomNd2Onkd81yNZa1H3ygVsiwJxuYCeWwTOfYIe2/UoED3nuW+mTEBA1xNpAroeHWnFMAUI6IYFPKDuEtAbH1h7YCWs4XUytT0rzVoB+vEDsMdOpovGnR5NV3g/caDihap75vI9kTIvAN1VJV7+es9zFdtrhYF+BvQjN92HDxYsw5XbN6Dn2F7P5TQZ0C/77p/hrJ30XGOvJghPm4ZIZwcmxsa9msL3dksBulMgrlA7tUxvdHHn3E5Mysrs7ie3CJxKlbcTUcTFaTwfbQoQ0PVISUDXoyOtGKYAAd2wgAfUXQJ64wPrALQoDLd/29QCVPr5vvRnTlX3KtOx1T1zcX8dkWnp9m0ilb29Q9q192yBdXBX4x33cEY/A/rbd65HdFY/rnrxSUw/NXVn1is5TAb0mT/8Jt4/d8wraT23S0AHSgF6wQJxrqi0Dd2Dtr5h5xNR/E1UaxdPMUAv1Dvd80AHfAICup4AE9D16EgrhilAQDcs4AF1l4DehMAO35Wu0D6yaer+uVhGCUAXd9XR1VPZSbrrnjkuG5gC/YyrQWmt5o5cxYCu7v+L9P5nn9AW/FJ30FWv7kZUcBcOEdAJ6No2dhMMlQL0YgXi3MtUqe4iDV78T6S6F0qJV7ZUf/QmuBrYKQnoekJLQNejI60YpgAB3bCAB9RdAnoTAusu1CZOx9WjPn95o6zm7pygu5ZY9O64gn5xKt8/JCu0ixZqmD+UZSeIcC7kqRTQpZSqwv3TDwOr7wX6h2qvlp+JTTFAj3XPxoF1D6H94nks2ZR9Z9arnUdAJ6B7tbcaYbcUoLevekimrufeJ89aV7gD7SseQPzAtxFetFYCemrsMBK7C3RQCKezitzF5hrhY9DnIKDriTABXY+OtGKYAgR0wwIeUHcJ6E0IbKZHealCbbn9ytUq7Zc3Fj5FdxWYE3fO5fP0w3AK0ikDoq1aQCq3uyNXM6Ar3epsu1YM0BvdYk1oYjKgz3jpn/HBqYNN+EOtZ0qmuJdOcXdXai+puADvRBSqH3pRQNcTNlrJUYCArmdLEND16EgrhilAQDcs4AF1l4DehMC6T3CLTF8U0HPvrav3FWiq34sWa1sezwd0cWocwKdmQP/kg0Cks+62a8UAXVVwv+zADvS/trkhypsM6J1vvojJn+5oiM5eTEJALwHoJSq4F4uFAnSmsXuxW4vbJKDr0ZuArkdHWjFMAQK6YQEPqLsE9MYG1umBngHoYrPbi1fBWn5H/o+LFYxToKneyIxzeqKLz6ssNtdYZeqbrWZAV1+WxCaB73+t5kUUA/TjH12Ls0M3olEt1oQDBHQCes0b2QcvFktxt3oXytR1nob7IEhllkBA1xMjAroeHWnFMAUI6IYFPKDuEtAbG9iiPdBzlpGXmp4D3nmrVqBZaJz62fEDwM6NjXW4QbNVBeh3rAe6e9LV7F1fghS9PlCBD8UAXfXpblQFdwI6T9Ar2K7+GSI6S4jsn+0bnKs3xQA9lGmjljy2A8lDjclG8Y9QrbUSArqeeDUE0P/y8b/G1Vdfjft+7ddw+r3TelZOK1SgiQoQ0JsoPqfWpgABXZuUpQ2tvidduO3I7nTRtjJ3nvMAffykLBxX9BS8AkAXbdey2ro1yPVGTFMVoLuq5WcV4qvjHnohQBen52NXDSMZ6WxYizXTAX3aOz/BpZ+0LryZluJuD6yENbwOcHVVKAroA7ciPHgbmK7eiL9R65uDgF6ffuptzwH9f/+DP8Adn7hTzkdA1xM0Wmm+AgT05seAK6hfAQJ6/RpWZCEHoMvBch6gC3gcWFEQ0J2xrl7nWSDvPjEOWP9zpX0tgC41EgX1lLZ1pLkXAnR1ei7WyBP0iv6UVD3IrbF4uf29dxDf8Y9V2/HLC6YBumotKfRXHSaKAXolLdb8EkfT10FA17MDPAX0db9yF373P/wHPPO97+FXPvUpArqemNGKDxQgoPsgCFxC3QoQ0OuWsKwB5965a2ReD/QcK+IdLP4YrK5ZsMdOApPj6ZOmAvfIs9LmVQV31zh7+e2wevogeqlb4iQ+gE89gC6/LLliSGYo1NqGrhygN6oHugityXfQrdgk7PH3YB/dDWv09Zbb6cYBuuuLy3KArvqbl2yx1nIRD+aCCeh64uoZoK/86M/hz7/6VfzdN76Jo6Oj+PKfPExA1xMzWvGBAgR0HwSBS6hbAQJ63RKWNVDoPnlNIFik+rstep1ff28a3gsAetkFBmBATYCe8VvEApcNyKsH5TIbiklFQG/OJlJF+HJnrzWOzfFialajAF3cP1/7ecf5coBecYu1ZgeR84OArmcTeALoffP78NTffgMv//glfPXP/hyrVq3KA/SZ8y7X4wGtUIEmKGBZFmCL/7ObMDunpAJ6FEjv48bvYkvP8lvCSqKnHxevWZe11ukj/4y26PtVrX/8ht+V43te+pus96Ifug6XrrwO046+Kv8pnvC5d9D91paq7Lf04Mw+rsSHyat+AbH+5c7Q7jc3ITGz39Gw42evVmIma4zYz1bOvws+uGYdEj1XyHGzXvp/qrZZ0wuG/eto8kPXITrw82i7eAbJ7jmOZJGjr6KWONakucaX5N+LlgXbDn4gxd+LE66/Fzvfehbt546IZHfxhynrSU6biYvD/yus5CXM2PVNjYrTlBcKWDKAwdnH7596zwuZytr0BNB/54EH8OnPfBqHDh6Uf9FMnz4DAtpHR0fxz//0/+JH27ZB/ochHyrQogpMm96NVCqF+MRki3rAZVMBoHPmDMRjcSSiUcrhkQK2uDv+UZGePgpEpgGxS7B2bKh6NvtTfyzfsb77J1nv2ks+Dly9BnhrW/qf4nlLFIT7UdVztOoLnb29iE1MIBmLlXXB0SszUujpxGh0N6zXNpW1kTtgbiKGualE1sf7P/VFWSAuFI/i6qe/UrXNWl8wKcX9vWW34PQ1t6LrvcOYuHzhlGQ1xrFWzXW91zZtGiId0zA5Xt2Xd7rmb6Qd58+cmlT8nXXoFSR7pyOZPJq1FNFiLbzid2SLteTurzdymZyrBgU6kjMRsTsRff+DGt723yvN+sLME0D/+VUfw6/8yq84Kvf2zsLCRQux9803sXHjRvzbrlf8FwGuiApUoQBT3KsQi0N9qwBT3L0Pjb1kTV3p084Ki6S4Y/guWUDO3TasVVN8a41GNSnuKh5yLlFYb/NjqLT9nbM+1xch4rNCKe5v/Oqjcnj3qcNY+OKTtbpW9XsmAfqpa27Fe9feJjW+OM8F6AVqNVQtZBNeMCnFPevPodBafIHZczlSR15G4kR29o81Zxnal92H1Jm9SOyt/svNJoTS6CmZ4q4n/J4Aeu7SCqW461k+rVCB5ihAQG+O7pxVrwIEdL16FrKmDdDFfU1xb3PzY07PYDmfahu2fQOs5beni50FuKVaIY2rAnRRgK+7N20mFpWF89yALovpif7o8UnYJ35auNhYzpclpQC9kQXihEsmAvqMY3vxwYJlU1uDgO79X2z1zrD6XqB/CFAtJDP2Uj99MQ/QQ2yxVq/aDX2fgK5HbgK6Hh1pxTAFCOiGBTyg7hLQGxBYdcI9sqm+ytJuEBcAoh735yLdfe4gAb2WsGag252J4O7PnGVSjRVfipw+UvIEnYBeSzAqe0edoF/+xvO4ePmiqVN0AnplAjZzVObvLafNYaZNZOrIj5EYfSZrZQT0Zgaq+rkJ6NVrVuiNhgC6nqXSChXwjwIEdP/EgiupXQECeu3aVfxmMbCu2EBmYDE7n3wQiHTCfvaJdCs2Anq1yqbHq1Nx1RddWXn64Xx7BPTaNNb81pmlt2JpIonIhXPyvr/4n3ySCSTO/gzbJk9rntFbcyaluKs/b/bWp4DePogvw6yb7oN99h3E38wuhMke6N7uO93WCeh6FCWg69GRVgxTgIBuWMAD6i4BvQGB1Qzo2LMF9tgpWGcyp+judGs1F1Pcqw+s0tHdrk5Yyb1S4IJ51RpKpbjHumfj/FXDcu73rr1V/pMn6NWHotI3ll22EL8c/Qm6pmXA3PXi+9FJ/G37cvw4eqZSc00fZwygqxZrmRoQQnh1zYSA3vRtWPcCCOh1SygNEND16EgrhilAQDcs4AF1l4DegMDe+Tmgqzd9wj0xVvuEKiVUWVAnuwR0VHMHvWgAlI45A/J61rv6N+cC+pmhG3BCVOzPPKKC+7LvfKn2mNfwpkl30JfPnI9/HzmCvlmz8pQ6dOY8/lvqI3iJgF7DLvL2lUJFGXMBPbTgRljd85E6NSILxCHcidhLXwIS7DjibXTqt05Ar19DAroeDWnFQAUI6AYGPYAuE9AbENRi1dernVoVVcq854BjIUDfswXWwV3VztCy47UA+h3rge6ePA1yAd2BC3Hql3MHXVVuV0YaXcFdzEtAT6tPQPfvH2d78ap0IUZxnWQkfd88F9DbVz0Eq2M2ksd2oG3BjXJMbNtD/nWKK3MUIKDr2Qw8QdejI60YpgAB3bCAB9RdAnoDAqsJ0HPbEgk4FI+4t4kWLYqlS30tgJ6boaC+CMn5siML0DM/EynuXXM+hHdufiDLpWYA+ntt7bBh6ZLW13Z+sXsOfj3yTtET9CewGNvtU772wb249nAHpkW6cWHibMusuZaFhj76v8CadzVSb3wX9rHX0iYuuwptH/stpM4dRuKtf0Dkhq+kwT0RhRXugB09j/iuR2qZju80WAECuh7BCeh6dKQVwxQgoBsW8IC6S0BvQGAJ6J6L7Cmg59znzwL0zM/cgC7S2ufs346Zx/ahc+y4577nTrAv0oWkZQagf6ajF7/Zfrg4oIcX4Yftxxoeg1onjFhd6AjNwPvJ1vlSoRZf1el4bORx4ELmz0i4Iw3l8UnE921A+4rsL7tSY4eR2P1kLdPxnQYrQEDXIzgBXY+OtGKYAgR0wwIeUHcJ6A0IrFeA/vJGIHGJJ+iAnjvoxU7QqwT0Zpyau3cxAT2thkhxf4KA3oC/4CqYItwBq7sfdjIq75BHVj0kT8bj4k6564mseVT+LnFoM8KL1mb9LHVmLxJ701lDfPytAAFdT3wI6Hp0pBXDFCCgGxbwgLpLQK8/sHZPn7xPaY+fgLXnuXyDugB9YCWsxR8DevrkHPa+bcDZUQK6LkDPuePvBPL4AWDnRue37hN0+eHo67jsza2Y2TldprgT0Ov/M1Wphc9O68GnkvswozO/ivu5i1E8NX0ZT9ArFdPDcVbvQnkibkfPIfnuDoQXrUOhE3EF6O5752pZiSPPIzX6goerpGldChDQ9ShJQNejI60YpgAB3bCAB9RdAnqVgRUVvBevAkR7oEwRNqfgUWwS+P7XsgwWqlZc5Yx5w9VddAL6lDQ6Utzdd/yz7vePnQRefKo4oIs6ALFJDO7YQECvd3NX+X7YbsOtHTNhZVL67ZANzJgHKzwNly6cxL+GDsEKtU66f1BT3BWgu8NbCLgVoAt4D/UuzNoNBPQq/3A0cTgBXY/4BHQ9OtKKYQoQ0A0LeEDdJaBXF1hbnGIPZ9poZdqcZYHdjzbAGj+ZBnhXZWKdRdyyAH38JKzr7wVyTnmr86r1R3sB6JYovLf280B7R1aLvLwT9Ix8V734JAG9yVsp0RlD6PrfknAX3/0k7LHDTV5RddMHFdBDfdchPHR3lhjxvRtgn9mb9ZkCdCQmZVu15MkRtPUNyzGtGM/qoh+c0QR0PbEkoOvRkVYMU4CAbljAA+ouAb3KwA7fBQysSMP31qfSMJ5zd9ke2QRr9HXvAD3Tosg+uBOIXYK1dI1Md7f2b6vSmeAM1w3oUD3mXfGWMReV83vmpVtE5TwE9ObvJwJ682OQtYLp/fK3ocuWIjx4m0xrFynuAsBtURwup6d5+6ovwOqY6mkvTs3FewR0n8W1zHII6HriRUDXoyOtGKYAAd2wgAfUXQJ6lYG983NAV28avl/eCOvEAcD1mfzB8f3AyCZ5iu5JivvcQefeuX16lICu6Q56Vhs7lR0h6gvccr+zSSSgXzYgNc99Ln/jebx37W28g17lHymdwwnoOtWsz5Y7rV2Bdrk09fCKB5zUdgnzo8871dxjoqBcDtDXt0K+7ZUCBHQ9yhLQ9ehIK4YpQEA3LOABdZeAXnlg7a5eWALGM49zaq2KwLlNiXvL2zfA7u3TXsTNgX5xei/mGVjJE/RZsxC7eBGJWKzygOaMtOcPpa8LiEedoItfC0BXhfn2bAFEReqlH0cqehoIRxwrHedPIDprPmYdHsGVIwWKBda8supeNKmKe64yBPTq9oqXo92Aru6UVwPoIr1dnLZHhtfLZca2PeTlcmlbowIEdD1iEtD16EgrhilAQDcs4AF1l4BeeWCdYnAXx4HuHnnv235rW9YJK8TPItPkvWW8vSs9rn8JtN5BVyforqUzxV0DoLt1dQG6E3dVOV+0gVo4B90zN8Ky2vI2kJ1KYsbOfvT/9J3KN5fGkQR03kHXuJ1qNhUauNVJT1dGRPu01LEdRW26T9Bjux4Foudqnp8vNk8BAroe7QnoenSkFcMUIKAbFvCAuktAryKwqg3X6O70PfSxk2lAV6euwpQoLCaeuYNZhsV98YIt2KqYXg3NO8kXd9FH96Tvwxv6aLmDrgBdfMmy5fHs+GXu/WN0N+yLY0gtSmL2ku3onN+Vp/jE0Sji26/A4p0HmhINAjoBvSkbL2fSQoBerNBbaMSFiDwAACAASURBVPAjsGHBmj0EKzIDdmIC9pl90qJ95Kfi//vBJa6hQgUI6BUKVWYYAV2PjrRimAIEdMMCHlB3CegVBPbqzH3jRR8DIp3pit6ZVHd5cp1bpC23n7a4i77nOadwXAUzlh/iTqt3p2OXfzOQI7QAuuxnfztsURk/p599Vi0BAMmZhwnoPtxJTHH3T1Dcp+FiVakze5E48K38e+RXDWHmsqMId7TnLT4xGcPFdwaR3LffP45xJWUVIKCXlaiiAQT0imTiICqQrQABnTtCKWC3pQCrNb/h75rei0T8EmKXJhnQIgpY674y9ZOJMdgv/BWsW/9AFouzzxyBNWcQ9uvfA47+JD3uI78Ia8kvpX/9/gnYP/wb7do6a8qsR/sELWawe+ZluDR5Qe5lT545g7B+4X+T8ZawMaM0oEd3LMAVu972ZCnljB5tn4YkWqf3dzl/qvm5AHTr2jvRtuBGJA58G6mTr1bzetPHBqXNmrx/vuw+2SpNPcXun1sfXoLZP38M3QMdefpPHp/AuZErkXyTgN70zVnFAgjoVYhVYigBXY+OtGKYAgR0wwJewt1Y7wTQ1pqAPrNtLmKpSUTtCwxoIQWm9ztFisSPk8d2IHloM3JPh9ypmyq1U7QRiu/9R0/uUap+waL4UmL3k8bHrqdtPiZSY4jb3n3RpDQXcU217y95gn7+pSvRNjJqfFwaLYAAdFy9Rt59LleQrNFrq2S+IAB628BtaBu8dQrMD22WLdUKtVUTgwjoleyM1hpDQNcTLwK6Hh1pxTAFCOiGBZyAbmTA3ZWIhQDxvRtgn9mL3PuV7hZAob7rEB66W/b89Qqe24fXw5re7+kcrRTwRgK6/KLm0osEdB9ukFR7EliyBqEP34zU2y/CPvgDH66y+JLawx2YFunGhYmzLbVutdjQDb8Ha+b8rLUnX/kmcLZ4wUT7msWYtfpo8RP0VwaAkUMtqYepi54Wno720DRMjr9vqgRa/Caga5GRRkxTgIBuWsSL+8sT9ODuhVxAVyDu/txORBEXPXob+KgTfC+/BGigO3VP1QhAV1+KpAF9K3oX/wgdl0+l8ConoscvYWznIE/Q645qbQZUP/tW7GwQnjYNkc4OTIyN1+Z8s99StTFUpwuxns2PAfFo0ZUlhwfR+wujRQH9/M5BhH7MbJRmh7aa+SOdnWiLtBPQqxGtwFgCep0C8nUzFSCgmxn3Ql4T0IO7F6w5y9J3KcW945wT8WammRPQs/dcIwA9tODGdJqu2AvhJLqXn4GF/DZrsG1M/rAX4TNsEdWMvxkI6M1QHbBFkcVb7gdEN4lYdKqTRZkilgT05sTLy1kJ6HrUJaDr0ZFWDFOAgG5YwEu4S0AP7l5w7pNHzyM5+kJW0SkFycmTI0iK6sQNfAjojQf0UuFtu9iOtmikgTuAUxVTgIDe+L1hizaEV64AevvSrSYnxtOtKMVTAaDP/LlDiMzJr+IeG7uED95YhNBLRxvvFGesWQECes3SZb1IQNejI60YpgAB3bCAE9CNDLgC9EIFpxQkN6MYVduitelK1UeeR2r0BSNj43a6ESfoBPTW2GYE9CbESbSd7OpNT3z6COyje2ANr6sI0FORCEJrLodVsPFACskfnkNInMjzaRkFCOh6QkVA16MjrRimAAHdsIAT0I0MeClAF8XgMK0XqVOveVKpvZTgpdZlYqAI6CZGvbDPBPTG7gW7qxeWAHT1HD8AjDwDu38JMDEGS5yo8zFKAQK6nnAT0PXoSCuGKUBANyzgBHQjA942dA/a+oZ911NZFKmzehbCHj8Me+ywkbFxO01AN34LOALYAyvl6a19cCesPc+1lDCtWCROprcvv2NK/33bYO3f1lK6c7F6FSCg69GTgK5HR1oxTAECumEBJ6AbGXCVxu7uc26kED53moDu8wA1cHn23EFYN92Xvgu9fUMDZ65/qlYEdKy+F+gfIqDXH/7AWCCg6wklAV2PjrRimAIEdMMCTkA3MuAE9NYIOwG9NeLUiFUS0BuhsmsO1Vot85E9sgnW6OsNXgSn85MCBHQ90SCg69GRVgxTgIBuWMAJ6EYGnIDeGmEnoLdGnBqxSgJ6I1QuAejbN/DeeYND4LfpCOh6IkJA16MjrRimAAHdsIAT0I0MeOSGLwPhTsRe+hKQYCVhv24CArpfI9P4dRHQG6y5OkFXxeBa7FpBg9UyYjoCup4wE9D16EgrhilAQDcs4AR08wI+vR+R4fXS79i2h8zzv4U8JqC3ULA8XioB3WOBXeZbWevGqWTeTAR0PTEnoOvRkVYMU4CAbljACehGBdyaswztQ3fL03P7wnHERx43yv9Wc5aA3moR8269rQyNrVYkrpW19m4H0jIBXc8eIKDr0ZFWDFOAgG5YwAnoRgRctC8L9SxC2+Ct0t/kyREkD21iervPo09A93mAGrg8BxonxmC/9aOWKlhGQG/gRuFUnilAQNcjLQFdj460YpgCBHTDAk5ANyLgoYFbER68zfGVqe2tEXYCemvEqRGrtHv6YN1y/9RUTz/ciGm1zEFA1yIjjTRZAQK6ngAQ0PXoSCuGKUBANyzgBHQjAq6qtgtn7UQUcVEcjo/vFSCg+z5EjV2gu/UXAd0z7e0la2AtXQN73zZY+7d5Ng8Nt5YCBHQ98SKg69GRVgxTgIBuWMAJ6EYEvH14Pazp/dLX1NhhJHY/aYTfre4kAb3VI6h5/QR0zYIWNkdAb4jMLTcJAV1PyAjoenSkFcMUIKAbFnACevAD3jEbkVVT1doJ6K0TcgJ668SqISsloDdEZgJ6Q2RuuUkI6HpCRkDXoyOtGKYAAd2wgBPQAx/wtkVr0bbgRsdPAnrrhJyA3jqxashK6wB0u6sXEP+bGIM1MdaQ5apJWu4O+vLbYS1eDXvPFlgHdzVUK07mXwUI6HpiQ0DXoyOtGKYAAd2wgBPQAx/w9lUPweqYjeSxHTLNPXVqBKmTrwbe7yA4SEAPQhQ1+uAG9M2PAfFoxcadU+GDOyV8yqdB99hbDdBx033A3EHY2zfAOn2kYo05MNgKEND1xJeArkdHWjFMAQK6YQEnoAc64KG+6xAeuht29Dziux4JtK9BdI6AHsSo1uGTC9Bz4dEeWAmrqwf26O6CJ+QK0CGAc+4gAb1UGAjodWzS4L5KQNcTWwK6Hh1pxTAFCOiGBZyAHsyAhzsQXvYbCPUulP4ljjyP1OgLwfQ1wF4R0AMc3FpcKwHoZU99V98L9A9lz8oT9Ck9Vt8DtHem09qX384T9Fr2Z8DfIaDrCTABXY+OtGKYAgR0wwJOQA9ewMMdaF/xgFO1XTgY2/UoED0XPF8D7hEBPeABrta9UoD+yQeBSGfxtOzMqXDWlFWmyVe7XDW+JVLcM9rKzIRrbwd6+2BvfQrW+Mla3eZ7AVOAgK4noAR0PTrSimEKENANCzgBPXABDy+7D6E5y7L8im2bquIeOIcD7BABPcDBrcU1F2Tn3Y92A2ahe9MFAL1Rd6xbDtCFVuJpUIZBLVuB7zReAQK6Hs0J6Hp0pBXDFCCgGxZwAnrgAh5Z86j0Sdw7tzpmwU5EEX/pS4Hz0wSHCOgmRLkKHwnoVYhV5VD1BcfIJljD6wjoVcpnwnACup4oE9D16EgrhilAQDcs4AT0YAV8ej8iw+slnIt2am19w/Kfid1PBstPQ7whoBsS6ErddAP6yxthnTgw9aYCzGKtwXiCXljl9g5gYAWw/I70F5v7tsFauoaAXumeNGgcAV1PsAnoenSkFcMUIKAbFnACeqACrqq2p87sRfLUCNquuBH2heNIHtocKD9NcYaAbkqkK/TTDegCJPdvywf03M/VCAJ6QZHtxatgZeBcArpqQyda2Ik7+nyoQEYBArqerUBA16MjrRimAAHdsIAT0AMV8LZFa9G24EZWbQ9IVAnoAQmkLjfqAfRMETmIomc9fXJFsmL5wV26VlfUjp/voDvt59TqL44D3T2Q7ei2b/BcG07QOgoQ0PXEioCuR0daMUwBArphASegByrg4RUPyNZq8d1Pwh47HCjfTHSGgG5i1Ev4XATQ7bmDsDKFzWSKtvtkXZlTFeA3PwZ70SqZxl10rGbZ/QzoGL4rneKe+xDQNe+C1jdHQNcTQwK6Hh1pxTAFCOiGBZyAHqiAqwJxMVEULhENlG8mOkNANzHqHgP60w9DnRoT0AHVPx6ju4E5g+nTc/EQ0PmHL0cBArqeLUFA16MjrRimAAHdsIAT0IMTcFeBuPiuR4Ljl8GeENANDn4h13WcoBPQs5W9+X6n5zkGlsNavDr9cwHsI89wA1IBRwECup7NQEDXoyOtGKYAAd2wgBPQAxNwVSAueXIEyQPfCoxfJjtCQDc5+oV9V0XNZDGzPc/JQVWluBPQs4VVqf9Cl/lDsK6/N61psasC3JLGKkBA1xN6AroeHWnFMAUI6IYFnIAemIA7BeIObUbq2I7A+GWyIwR0k6NfBNDVfXNXCrYb0IumZrtBtIANL5X27R100WJt7efTrj/9cPqfql3d1qdgiYJ6fKhARgECup6tQEDXoyOtGKYAAd2wgBPQAxPw9uH1sKb3s0BcYCIKENADFExNrjgw7gZ018lvIUC3e/pg3XI/ICqUb3l86sS9Qfes/QrohbTUFCaaCaACBHQ9QSWg69GRVgxTgIBuWMAJ6IEJuFMgbttDgfHJdEcI6KbvgHz/CwL6kjWyKrt8CkB37juNBlMCOvdxEBQgoOuJIgFdj460YpgCBHTDAk5AD0TArd6FaF/xAOwLxxEfeTwQPtEJnqBzDxDQvdwDTjV7131+L+ej7dZWgICuJ34EdD060ophChDQDQs4AT0QAQ8tuBHhRWvBAnGBCKfjBE/QgxVPHd5oOUHv6oV15+eAiTHg2Sd0LKukDZ0n6PbASsC2YZ04AMTrayXZ6HZzngvNCTxVgICuR14Cuh4dacUwBQjohgWcgB6IgLcN3YO2vmEkWCAuEPFUThDQAxVOLc4498nHTgIvPiVtKtCUv6kgxV2OcxWN07KwEkZ0ArpTxG37BljC11ofUSBOtK3r7YP98sY08POhAiUUIKDr2R4EdD060ophChDQDQs4AT0QAWeBuECEMc8JAnow41q3VzlwnQXoBSC94J3zFgT0rHZydQK6Tlt1x5MGWkIBArqeMBHQ9ehIK4YpQEA3LOAE9EAEnAXiAhFGAnoww6jfq1y4Hr4LGFgxNU/OKbrqnY7R3cDIM+lxrQjormJ4dr2ArmxdHIe9/R9giXR/PlSghAIEdD3bw1NAbw+3Y3DhVQiFQjh08G0kEkk9q6YVKtBkBQjoTQ6Aj6aP9U4AbbaPVlT5Uma2zUUsNYmofaHyl1p0pDo9T40dRmL3ky3qBZddSAGeoHNfFFQgF65FqvbcweKAnoFRe982WPu3tSygy5T0jJ/2ni2wDu6qfYNkbDG9vXYJTXuTgK4n4p4B+ue/8BB+6eabnVUKOP/L//oX+MHWF/WsnFaoQBMVIKA3UXyfTU1A91lAXMsJDdyKtjnL5Cei97l44rufhD122L+L5sqqVoCAXrVkZrygA9BFX/SePtR0Ei3uby+/HfbpUVhHd5fVXNsddOW3uHfv/rKh7AoKDFC2Nj9Wd7G5WqbnO62nAAFdT8w8A/T/+J9+H2fPnsW//sv/RGRaBP/X//3fYYUs3POZz+pZOa1QgSYqQEBvovg+m5qA7rOAuJajisKpj1i93b+xqmdlBPR61Avwu+UAPTYJfP9rjgAFq5WrE+QaUsWz7rw//XBZoXUAuvvOuJzw9CjkKfr4ybLz5w5wbIl3t6YL7fGhAuUUIKCXU6iyn3sG6LnT//0/boBlWfiNX/v1ylbGUVTAxwoQ0H0cnAYvjYDeYMGrmC684gGEehdCpLWnxg4hdXYfcOF4FRY4tBUUIKC3QpSasMY71gPdPbCffSJ9dzo3xV0syQXOugEdrjvvzhpKyOAJoGfmq2T+ooBeoOJ9E6LJKVtEAQK6nkB5Dui/v/4/YfWq1ZjR04OvPfIYdmz/kZ6V0woVaKICBPQmiu+zqQnoPguIazms2u7f2OhcGQFdp5oBspV7+l0A0N3gqh3Q3XfBKziB1wLorgJx7kjWcoe8YFX7AG0PuuKNAgR0Pbp6Duh/+dd/hSsHBhCJTMM3vv51PPO978mVd0yfrscDWqECTVCgLRKBbdtIxeNNmJ1T+kmBZEcCsFqzSFwk1IWknUDSjvlJUm1rid/0kLTVvv1RbTZpyH8KTAtNR9yOImUnmrI4K96GUCLUlLk5aXEFYtfdjdTsD6Ht3b1oO/oTxK77LNDeAeuD92DPuNx5MXTqIEIXTsO2geTi69F28GW0H35Z/jy2ch1Sly9GeO8WhN/dW5Xcl1b/GuyZ6XnEGkIn9qHt3M+K2rDCYbSF25CIXqpqHvfg+MLrpQ+5Prp9qtS4slXLu5XOwXHBUyDU3i6Lgycu1b6P/aRK9EJziuh6DuhK5D//6lex4udW4t/d+Qn50bTp3X7Sn2uhAlUp0D4tAjtlI0FAr0q3IA5OdsSAFv1v8w6rG0k7jjiCCeiJG/9Ibrnwjq8GcevRp4wCHdYMCehJNOcL01CsDVaijfHwmQKx6+6BPftDclXWuZ85v25/+R8Rvz7/uqU1+T7szpkSxtvefVO+lxgYRnLoFxF6dy/a9z5blYeXbv/PWePL2Whra0Nbezti0WhV87gHJySg/0KWv8r/yKvfqsqustV28McIZ76wqMoABxupQDgchhVuQ7yOL5r8JNylCxebspyGAfpv/85v47N334N1v/xJxBPN+ZdoUxTmpIFUgCnugQxrTU4FNsVdVD1PRIHouZp0afpL0/sRGV4PO3oe8V2PNH05XIB3CjDF3TttW9qyO6Vd3KNWLdaefhiy5/mi1fKOeu7jrthud/XCuvNzQE5BuYp0cVVTl+PHTgIvFi+2piPFXd17l9Xbl66ZWmYN6y+Y8l+R4xxksgJMcdcTfc8A/ZGvPSZbqr20Y4dMcf+TP/tTJJNJVnHXEzdaabICBPQmB8BH0wcJ0NsWrUVozlIkR7ciPHS3VLlV25JZvQvRvuIBWSCOfc999AfGg6UQ0D0QNQAm7Z4+WItXAQMrgBxAF+7lVTzP+JzXUq2GVmvFbLuL0uVKrAXQ3ffuF60C2qcBvX0ytb/aQnEE9AD8IWiCCwR0PaJ7Buh/+3ffxBVXXOGscmLiIv74v/wx9r1Z3R0ePW7SChXQqwABXa+erWwtSICuqp4jMQmEO1sb0OcsQ/uy+5A6sxeJvRtaeYtx7WUUIKBzixRTQEK6AGxRxb2rNz0sU7m9UkC3l98Oa/Fq2bIMZ47AHt2drgpf4qnUttuEdkAXX0qIR0H7yxthnThQdrPYAythzf9IWq/ePtgjm2CNvl72PQ6gAkIBArqefeAZoIvldXV1Y3DhIM6fO48Tx9naRk/IaMUPChDQ/RAFf6whkIDukjZx5HmkRl9ojtgds9Mn+YkJJPb+Y1VrCA3civDgbWjq+qtaMQfXqgABvVblDHkvN9W8WkCfOwhLQG7myTthz5Xx6jVAzzygfwkgeoj39E29K3qSH9xVUHgtgP7JBwUhAZsfA+Lpu+xVn4TnVLsv668h24huVqYAAb0yncqN8hTQy03On1OBVlWAgN6qkdO/7iABeuSGLzsn50qpZgJuaMGNCC9aK5fipNp3zIbV0Qt77HDJYBLQ9e91v1okoPs1Mj5ZlxvQXT29qzrldtmwS0C29Ng93/EDQP/QlBCnR2Hv3wZLnW67JNIC6Gpud3/3+UOwrr83nea/vYJsIjegx6Owf7QBlviigQ8VqEABAnoFIlUwhIBegUgcQgVyFSCgc08oBQIF6Gum2pHZF47Dmt7f1BRx1cdcaJ04tBmpk68isuoL8ksE+ftjO4puxPCy+xCaswzxvRtgn+HVqiD/iSWgBzm6GnzTAejunuaiANv+bc7CZBr98jtgj5+Atee5LEAX6eHo7IHV3Zu+Cy9OtHPeV4bqBfRifcurLnSnUuLFFxGju52TeA2RoAkDFCCg6wkyAV2PjrRimAIEdMMCXsLdIAK6ODXHpTGZXt6sImtW5g65kl6syb54Qt4rdz47tAn2Bydgj+efpqv79K1a5I5/wipXgIBeuVZGjiwC6KJwGtZ+Pk+SgindpQB9yZp0xfSJMdgvfyt95z3zZNkavktCellAv/ZX0iAvALmKk2tbnZSLU/udG7P9En6KQnFFvhzIGqz0cqXJG7lv6HRNChDQa5It7yUCuh4dacUwBQjohgXcMECPbXsIzayCLqrJty24Mf0fqYkorHAHUmfSfYlDc65xPlNhKQTh7asegtUxG7Fdj7Zuqzj+MatIAQJ6RTKZO6gYoAtF1M/EfW0B7OLvnO0b8lLQ1T1u+fPcE3QF6OJnohCbSCdXgL71KQeyy90FFyfo7TN6MPnx302vo5Kibq7TboQ75BcFhSBctpVbfgdQCN5zd0aBNHlzNw89r1YBAnq1ihUeT0DXoyOtGKYAAd2wgBPQGxpwp5o8gOSxHQ6sq0UkDnwbmNYri8CJR/xepL+rx313XXzZwCfYChDQgx3fur2rBNALtGFzz1sxoOf2H3ffBc+AfKkT9Lb+xbj0c59JA3olp90K0MXYTBp9oTvyxdLfC2pLQK97y5lsgICuJ/oEdD060ophChDQDQs4Ab2hAc9KT79wHKErbiwI4+qeuYD45KHNzhrV6Xm5e+oNdYqTeaYAAd0zaYNhOLdomzv9O/Mz++DOdCs18bigWglQFNDFqfvy24GBlemhOVXb3bYqOUHH1WuQWJhZh7j/PfJM6Rio1HsxtqsHmDtYOANAVaKvpFAcAT0Y+75JXhDQ9QhPQNejI60YpgAB3bCA+xHQwx1AIt1Gp9ZnZttcxFKTiNoXgI7ZiKx6CHb0POK7HmlqiruqJh976UuOjyLlXhSHcxd8K5iGr/xIRBEX7/MJvAIE9MCHuD4H3RXYc0+lFaCL+94iBbxKQHdSxwutMAeGHUAXXwaIYnI5j0hxtz+6Dsn5V6d/EpuEffCVrIJ0eS/d+bl0v3Ixl2jtFumE/ewTeX3aKz5BV/fyRcq/uIPOhwpUqQABvUrBigwnoOvRkVYMU4CAbljAS7jbrCJx4vTYmj4fqTP7sk6Pq4mMG9ALwW4kU9W90WniFc+bgXEkJhF76cvSdZXenjw5guSBb1UjB8e2qAIE9BYNXKOWXQmgi3vnSz4Oe/xkQXh2n6C725VlfZ7rTy6glznFFoCe+vhvITVj7pSlcifeyrexk0Bvpt96oQyArl5YAuZjk8D3v1ZU+YpBvlGx4zwtpwABXU/ICOh6dKQVwxQgoBsWcB8BuiigJtqfhabPd3qWi5Zoopha6uzekq3Hct3wJaAr6BYHSBXcH2+/4SuyiFzyyAuwo+dkazXxv9x76dyxwVWAgB7c2GrxTFRV70nDa969bpEiLp6d3yrZTiyrZ7q7l7qrQFzuWmXavOukvBz8CkBP/LucmhkCvF98qrgM7vR9MUqk2G8tMr6C1PVya9QSDxoJtAIEdD3hJaDr0ZFWDFOAgG5YwP0C6OEORG74StHVVNsSzY+A3jZ0D9r6hlHpCbi7oJxbGHd6PHdrsBUgoAc7vnV7V6JFWqW2qwX0Wgq1heZeidRNv1nyHnveenMAvWRhOXc6//wlaVPb/wGyPVtvH+wzo/IjS+hV7uS+UuE4zjgFCOh6Qk5A16MjrRimAAHdsID7BNDd1cnVkmIjj8PqmJXuD+5K9a4kQr4DdPfpuev+eSlf3C3Z1DiRURAfebwSCTgmAAoQ0AMQRC9d8BDQ4WpzZs0ZBPqHpCcFW7WVSXEP9X8YqdW/OgXHZfqR2z19WT3XIe6NP/tE8UwAlUlwcRzo7kmvU9xXH16XLi63bxtwdpSA7uVeNMA2AV1PkAnoenSkFcMUIKAbFnCfALo6LVa9wcWyVBq4c2+7QrAV7/oG0DtmIzTnarRdcaPsXV7p6bnwwZqzLPPeLPlFhXgSR55HavQFblJDFCCgGxLoWt10A/rIJlijr1dtScKwqNY+dxCYGEuDsHgUoG/fIIu0qUJzJQF9YgzyhF30JHc91jU3w/7IjVNp+KvvlcBf6DRewvXAyjRcZ4C7bFs2VQDONadc55KPTwH65HjaZiUV5KtWkS+YoAABXU+UCeh6dKQVwxQgoBsWcJ8BugBYkQbuPinOak02driiAGUB+pxl8hQ+dWYvEns3yPcrLtZWajZxX773KqTOvAVEz+WPnN6PyPD6rM9jux4tPLbUPOEOeTff6lmI1Nl9wIXjFWnAQa2vAAG99WPoqQduQBdAKtK3a33uWO+cPss0cPFkWpuJX8r08HIn6GrunGJuuYAuU8+vvxcodg999T1A/5KiAF/Qxdw76wLERfV3UWDu9BHYp0dhLV1TWQ/2WjXke4FWgICuJ7wEdD060ophChDQDQu4TwDdaT8mAFY8LuB1AF3AdWISsAG0Z7cly3XDDeihgVtlr3H36XP78HoJvSKNvlbgVT3J5ZcJu5/Maw2Xm6Lu/oKAu4wKVKIAAb0SlcwdYy+/3elxXuhkuxpl3LYkoItTaXF/e+tT6dZmaz+fBvRCrc7EKfzH70u/UwDirZ/7BOyrfj4bjoW99o48e86d+HJp7bnOub6syPObgF7NVuDYIgoQ0PVsDQK6Hh1pxTAFCOiGBdwvgF6i7ZkqribhPNyZ/g/A6DnEFcwX8KEcoItWbrIi+qHNVVWHd0+lTuHlZ+KO/MgTWV8sqC8dxI+Tx3Yg+e5L1Z+eczsarQAB3ejwV+S8BOuuWenTZgHSNT5Z974LtDYT4Cyekqf0w3cBAyvyTqmtNb8J+7Irs++vFxmLm34DmDtQ/Ul3xp5cpID7zJcF8vcE9Bp3BV/L+nd+ZyfaIu2YHH+fwtShAAG9DvH4qrkKENDNjX2u5w3rg55JBS9WAE2d6i537wAAIABJREFUgOetr8TpdzlAD/Vdh/DQ3Vmp9FVFPlP0zY6eT/9Ha8cseYpujx1G28BtCM1ZKk/oxc+TJ1+FPX5Y/owPFahGAQJ6NWpxbN0KuNPclbECvceLzeOkrudUSi8E6M5YcV9958a0SXWXvNrTc/GlrastnC3u44t79QrSY5OwD77CFPe6N4jZBniCrif+BHQ9OtKKYQoQ0A0LeAl3GwXoVu9CtK94AMVaqRUDdHkqfWhzQQ/KATrCHWhf9Ueyz3gt98LdaxYLCPUudADdfbJezwk9dyIVIKBzDzRcgdy73NUAelcvrDs/B8Qmge9/zVm6dcsDsHvmpdPlRT9zAdQFKr/X06vc3S5OpPvLwnbzh9LF78QjvggQhele3gjrRHYRu4ZrzAlbUgECup6wEdD16EgrhilAQDcs4D4AdNVirViFc/dptziVVk+pNPeygA5Apc7XAtFqTWLN4vRcAbo8BFrxAEQ1+sSBb8EeO5R3N507jApUqgABvVKlOE6bAm5AF1XUt1TZ1jFzCq9gPKvPei7sq7kyn9cF6OrLgdx78moOcaqfKXpXVzE9bULTUKspQEDXEzECuh4dacUwBQjohgXcB4CuiqkVbSGWqWIuoDevKnqRNPdKAF20MRPV3QXop06+huS72wvDdMdsIDGR9TN34blQ7yIJ6O6nWDYAdxcVqEYBAno1anGsFgXcgJ6Tql6RfXW3fM8WQFROv+nXgUi6dgiKAfrmx+S98YJp7xVNmh4k0tzFY+3fNvWWSttXLdvqrXZfxXo4NFgKEND1xJOArkdHWjFMAQK6YQFvMqCrk2ixjMSBbyN18tWSAVDp4+K+ujhNFyCcHH0+7363G9BLtWlrv+ErMs1dPCJlXtgU61BV5NV88b0bYJ/Z66zNKTJ34NuwuuejbcGNWesulX7PHUYFKlWAgF6pUhynTYE6Ad3pYS4KzXX1TMF54hKwKdOlQy3W1WtdnGqre+Rl+55X42xOdfd6q91XMzXHBksBArqeeBLQ9ehIK4YpUAzQ7f4hWF29wMFdhilirrue30EPdyByw1ccOC52n7xQBNTpt/hZofZlAtAvdfYg1pZCePFaCd6qiJvbnlMh3vWhapsm3hHp6vLLgyPPI3XqNVgdvTJ9PbLifllRXtgU/clFGzf1iJ/LtmvsV27uHx5NnhPQNQlJM5Ur4AbaGk7Qs6rBu2YNnT+G1A++mb2O1fem74WLom6jrxPQK48SRzZBAQK6HtEJ6Hp0pBXDFCgE6Fl3yEZfB0Y2GaaKme56Dejq9LzW/uCql3mh6u8C0KPX3A30DjjBKwTo6JgtoVuBuIBrcaIuKq+nTo1kAXpuKru6M59bxK6STAAzdxS9rlYBAnq1inF83Qq4AN0+uBPWnueqN5npcY6L47D3b0NocCXaJs4i8W/ZRT1zT8xVL3bZMk7XYUDmSwDHiSqK3lXvON8IsgIEdD3RJaDr0ZFWDFOgIKC72pcIOWr+l7ZhWra6u14CuvvkupYibUpblYIe2/aQ/EhUVw8vWovwxXNI9iwAMifeIg0+dWxH0ZCIlPXUheNInd0noVxAukqjFy+JVHr3PXN1yo5EFG5AL/glQKtvBK6/aQoQ0JsmvbkTuwF937bs+9wVqiLT3K9cDvvgLlkxPTxtGiKdHZgYG8+y4KTDj+4GRp4BclLeK5yu5DB78SpYy++YGkNA1yGrkTYI6HrCTkDXoyOtGKZAwRT3TNEX1aYENaS9GSZjINz1DNBFavuqL8gUcfHESvQzLydk+6ovyCrqyoa6b+5+L/bSl8pXUhf30BNR+Zr7Xnzu/ALMxSNT2NX4gVudFPeK5irnFH9OBTIKENC5FRqugAZAz11zUUDPbbXmBaC7qrvLdRHQG76lgjIhAV1PJAnoenSkFcMUKAjo6l+aon/o9ffm9Tg1TCJj3PUC0EXFdnG3W5xGi1Pp1NghpEZfqFlTpwBcpohbLqDL++AC0Kt8VOs392t29Dziux6BSItXReTEz8WpfdvAbRA/Tx74VpUzcTgVKK4AAZ27o+EKNBLQe/pg3XI/MDEGPPsEcPP9QG9fVr90Lf6LOXr60qYI6FokNdEIAV1P1AnoenSkFcMUKAnooj2J+Jc3/yVnxK7wAtAjN3x56uR816NZoFuLqO52ZwL0FaCH334WyVAIl878pOY5RBq+eNr6huU/cyu517JevkMFqlGAgF6NWhyrQwF1L1zY0lXxvNgJulyvuxd6Tl90Hf5IP1SaezwKiJZufKhADQoQ0GsQrcArBHQ9OtKKYQoUBHT3vzQzxV/sZ5+AJb715hNYBbQD+vR+p4+5rjZkqpq7KjSnAL39jY1Inv8povaF+uMjTvxFS7cyLeDqn4gWqEC2AgR07ohGK9BwQM+cbttbn0qfpotH8ym3LTrQXLkCmByX1eL5UIFaFCCg16Ja/jsEdD060ophCpQFdA/uiBkmccu4WzOgu+5zu51VaeMyVXzkr8vfC69EqQz029FziI887txtj7z6dSQmTuoB9ErWwTFUwAMFCOgeiEqTJRVoOKBnatzIyu2qmJtmQGfIqYAOBQjoOlQECOh6dKQVwxTIA/T2DkCcmqtvtQnoxuyImgDdVQAut6J5bjq6LiHbb/hKXtX1jh1/gVhqkoCuS2TaaYoCBPSmyG70pG5Al+ngIi28zqdUirtTyV3MI/57g0Vo61Sbr3ulAAFdj7IEdD060ophCuQCutMDXf1LM9NT1BYF404cMEwds9ytGtCn98sWZ6odWW4/8NyCbtrUnN6P9qG7ZfE59RDQtalLQ01UgIDeRPENnToL0DWdZJcEdFUoTulNQDd05/nfbQK6nhgR0PXoSCuGKVAO0NW/vO0a+6MaJmdLu1stoLt7mwvHRUsyUUVdVWp3AH33k7DHDuvVJtyBtkXrnIJuBHS98tJacxQgoDdHd5Nndb6UvzgObHlcixQli8SJGTK1beRkBHQtmtOIfgUI6Ho0JaDr0ZFWDFMgD9DnD6Vbqx0/AOzcCAK6ORuiKkB3pbYnjjzv9AWXoC7uh+96FKqCu5e9wkXLMzs6hpnxNqa4m7NVA+spAT2wofWtY7Y40RaZchPnge0btKyzLKC7WrsR0LVITiMeKEBA1yMqAV2PjrRimAJ5gL5kDayla6BOzAno5myIagA91HcdwkN3y1PzxKHNaF/xQJZQ4jOR/u70EvdYxpltcwnoHmtM894rQED3XmPO4L0C5QA9K62eJ+jeB4Qz1KQAAb0m2fJeIqDr0ZFWDFOgLKDPHUz3Que/RAO/M6oBdJW+XuzeORKTsv957s+9EpGA7pWytNtIBQjojVSbc3mlQFlAV/9dITKueH3OqzDQbp0KENDrFDDzOgFdj460YpgCeYC+/HZYi1dDtkA5uAt5ReMM08ckdysG9I7ZiKx6SEqTm76uKreLn4n76PFdX9XTXq1MIAjoJu3U4PpKQA9ubE3yrBygy+rtmW4xBHSTdkZr+UpA1xMvAroeHWnFMAXy2qzltFUjoJuzISoFdHHvW6S0p8YOI7H7ySyB1M/Eh8ljO5A8tLkhAhLQGyIzJ/FYAQK6xwLTfEMUKAvoYhW33A/09PEEvSER4SS1KEBAr0W1/HcI6Hp0pBXDFCgL6F29sO78HDAxBjz7hGHqmOWuDkAXioWX3eektyN6riEiEtAbIjMn8VgBArrHAtN8QxSoBNDlPfS5A7CP7oE1+npD1sVJqEA1ChDQq1Gr+FgCuh4dacUwBfIA/eb7gd4+2FufgjV+Mq3Gp7+Y/ufo67DPHOW/TAOyR36pcx6Wp84AsAArBIRCgJ0C7CRGIzPxrfC7gGXneVvqBL1Z0hDQm6U859WpAAFdp5q01SwFKgH0Zq2N81KBShUgoFeqVOlxBHQ9OtKKYQrkAbqC8acfnlJCfSY+YbG4wOyQx5PH8JHZMxBuC+X5tP+9c/iDuQswEYrm/UzdMxft1VKjL/hCDwK6L8LARdSpAAG9TgH5ui8UIKD7IgxcRJ0KENDrFDDzOgFdj460YpgCCtAvzf0IrPZpwPI70goUA/TcnxmmV5Dc/avku1j1ocvRHg7nufXyO8fwf8zpJ6AHKeD0xfcKENB9HyIusAIFCOgViMQhvleAgK4nRAR0PTrSimEKOCfoV98GDKxIex+PApsfm1IiUzhOfWA/+wQscSedT0srQEBv6fBx8QFUgIAewKAa6BIB3cCgB9BlArqeoBLQ9ehIK4Yp4AD68GeBuYNp73PS2O2uXqC7F9ZH7wK6e2Bv3wDr9BHYPX1T99QN062Yu/MScXTZyZZQ43OhsyVP0B+cthBR5KS4zxmEtewT6eq7+38A/PSHvvC1a3ovEvFLiF2a9MV6uAgqUIsC3TMvw6XJC3IvN+VJhWClrKZMzUmDowABPTixNNkTArqe6BPQ9ehIKwFRwIFqAdslHgHoia45SPz83UCkU8K3eASA5z6y6urSNbItCiLTZL90VnfPVunKWBQ9LQLovxUeKwnon1/9ICY/OAFr/zZg8SrgyhWygKB6/NS/tqtnJuKXYohH8+/MB+SPNN0wQIGuWbMQu3gRiVjMAG/pYlAVIKAHNbJm+UVA1xNvAroeHWklAArI3uWr0sCN4weAnRvzvRLANbobHdO7Eb3xt4H2jvQY993znLfsgZWwhtfJ95x0eABMeZ8Syu+AHuuejbbYBNriUZQF9F/+S0Tbw0DiEiCyKHL3QyaTwg9/ZAjofogC11CvAgT0ehXk+35QgIDuhyhwDfUqQECvV8H0+wR0PTrSSisrsPpeoKsn65SzYNV1AdkDK2Hv2YL2NiCx7A7g4jgwcR7InKAXkkGCv7iP7mNQa3b4/A7oh29+ABfnLcTMn72Jh17bgLmhS+n2auJxdVT7IJ7C/3nnVxHt7MqSVJ6aL12THu5uxddk4QnoTQ4Ap9eiAAFdi4w00mQFCOhNDgCn16IAAV2LjAR0PTLSSksr4C7mJk7O+4eAsZPAi0+l3XK3SxO/HzuJUOwCUpcvhj2yqbL+5rk2BKj56CS12fHzO6C/fed6RGf1S5lmjZ9D/+ljjmTWgR0Oo5+d/xGcvGxueg+JgoA9mdT2px+WtQcQ6Sh4DaJZ+hPQm6U859WpAAFdp5q01SwFCOjNUp7z6lSAgK5HTZ6g69GRVlpZgTs/J1OR7Zc3wjpxYArIBVS5T79FlXaV0p7xt+I09TvWy0Jx7oeAPqWG3wH9jV99VC52wa5vY/yKpfhgwTL5+46x44hv/TqSlqtAVGaP2HMGYF1/b9rJElcgmvlHh4DeTPU5ty4FCOi6lKSdZipAQG+m+pxblwIEdD1KEtD16EgrLaqALaprfzyTfq4gKnPaLVKRMX8onZocj8L+0QZYIh0+A9rWB+/Bfv5vKvPcfUqfuYvup2JhlTnh3Sg/AvqFeQvxfv8ypCIdOL/wOrRfPI8lmx6RIoifnR+8DpGL53D2pz/OBnSXTOILHlwc8217PQK6d3ualhunAAG9cVpzJu8UIKB7py0tN04BAroerQnoenSklVZUIKdPuXPKqQBd3BueOyDbqDmn66532t76AZJvba/Ic1XJXdxZt0dfd6q6y0rfLfDI6vaq4NmEfuD0I6Cre+cqPN2nDmPhi0/mRWtfpKsooPs9tAR0v0eI66tEAQJ6JSpxjN8VIKD7PUJcXyUKENArUan8GAJ6eY04IqgKuO+Fu3uYD9+VrrY+fnLqDvHmx+QpOsQJurhfDCC87etInD1RkTq2OIlfvAr26VEgEYW1/A4gNgl8/2sl37f7h2AJMD64q6J5vBpkL7893R5OPO77+Zom9DOg9x4eQefYccw6/Kqs4p77ENA1bQKaoQI1KkBAr1E4vuYrBQjovgoHF1OjAgT0GoXLeY2ArkdHWmkxBZy75eJE+9BO2VbNEkW9xCPuEK/9/JRHAtRFurso7LZ4lYTr0LmfIfzKRsQmJmrzPHMnvdQddgn16g7z8f3AyKb0lwSNfIQWt9w/dXqeuYevuxK53wD9zNCNOPHRtVLppd/5UkEwV2EgoDdyQ3IuKpCvAAGduyIIChDQgxBF+kBA17MHCOh6dKSVFlPAAXT3ybnbB1XUTdw9f/WZdPE419Mx6zKkLk3WDuiZVPlSheKctHg1b7G1VqO9mlcVxCvzblaRPNFS7swRmV1gH9wJa89z1cxccqzfAH3fZ76MZKRTrvna//FQybUT0LVtAxqiAjUpQECvSTa+5DMFCOg+CwiXU5MCBPSaZMt7iYCuR0daaTEFygG6OClH/FLRFmodM6YjlUzVDOgqZTy3UJyE8sUfA8QXAu2d6XR61fpNJ6CL+/Vl7r/bV66ANbASEPfwx0/CPviKbB0me7rrWItrz/gJ0McXLMNRV996AnqL/eHmco1TgIBuXMgD6TABPZBhNc4pArqekBPQ9ehIKy2kgITzJWvS4Cngd+fGqldfN6BnUuXzTqLdhevEHfVIZ7pAnUh1r+DOellHbr4f6O0DRCX5kWeKDhdF4SzRfi7zZH2RoO7ua2wd5idAP/7RtTg7dKOs2i4Kw31o17dKysoT9LK7jgOogKcKENA9lZfGG6QAAb1BQnMaTxUgoOuRl4CuR0daaRUFbvqNNJgXAs8qfKgb0FV/9dyTaHfhOrUeAcLq8+P7Ye95rva2XcqOgP0t/63onfbc/u9yztHX0ytqAUAXbdFiXbMw650R2QqtmufAuocQ656Nxf/6uCwOV+4hoJdTiD+nAt4qQED3Vl9ab4wCBPTG6MxZvFWAgK5HXwK6Hh1ppQUUsHv6YImCZ66n1l7kdQO6OqF2nYo7p9bi3rtoxSaqpiuAd4F7qXvrZcPgtlMizd25/17opF0U0BPF41Rl+7KTlh+g+wRd3SGf/9pmzDmwo/wCMiMme/tx8BPrs3qel3uZgF5OIf6cCnirAAHdW31pvTEKENAbozNn8VYBAroefQnoenSklRZQQFVgl9A7d1CuuFmALid3nWbbbzyfd79bAruqLO9Kfa91zVlzit/EJmG/+PXCp/GZVnP2yKb8e/gVFLirdjvoBHRx+i1OwcUjWqQVSlEXJ+yibVqyvQP7PvsVOXZo06M4M3SDTG+/7MAO9L+2uSI3COgVycRBVMAzBQjonklLww1UgIDeQLE5lWcKEND1SEtA16MjrbSCAgo692yBtWg10N3TXEDPgW4hobV0TfEK6Wr9FRR4KxoO9aWAOBkXvd6L3UUvBeFq3SLlvWsW7JFnak+5zyxUF6AL4D6/cBgnPrpOWm6LTWLxs084ae4C3t9fcLX8+YJd30YoNukUhLv8jefx/oJliM7qx5XbN6Dn2N6KdjUBvSKZOIgKeKYAAd0zaWm4gQoQ0BsoNqfyTAECuh5pPQX0SHsEgwuvwrs/+xku1tovWo+ftEIFgEyBNJEijq5eoLMHOLq7JrisN8VdhmP1vekq7eIk/+BO+U+R1l7shNzpi15PBfUMoMs0+dxq7FevAXrmpfutqz7wBQrB2QMrYQ2nAViuXdgSa6rj0QXo4mT82Kq7s1bS/d5hLNz6pPzs1DW34r1rb5O/VnfTBbSr34tfh+JRLPvOlyr2hoBesVQcSAU8UYCA7omsNNpgBQjoDRac03miAAFdj6yeAfqf/Pmf4brrrnNWeebMaTz4n/8QJ0+c1LNyWqEC1Sgg7kyXgM5qTImxOgBdAvdSAcV96Qrtmb7bRYHX7YP7/rcofCceUY0+Hi3qinMHf/wksPWprGJvWVXb1em66Hu+5fGC9uQddVFsb+5gzVkIbsO6AP3ITffhgwXL0DF2HJe/8QKOrb4HqfYOp+Cb+rl7bgHk4qQ93j1LflwsLb6YsAT0av/0cDwV0KsAAV2vnrTWHAUI6M3RnbPqVYCArkdPzwD9Dx98EIcOHcILLzyPa665Fv/li3+MV3a9gq98qfKTKT0u0goVAMr1Pa9WIx2ALubMqpaeWUTJE2mVep65G+4Ga9mOTfRPL/LkaXDH+nSavzgxF6f3rlNx+UGZk3p1pz+vVVy1YgLQBeiqOJy4Ty5OyA/f/AAuzluIq158EtNPHXZ+LyB8bOGwA+SiWvuJj66Vv68mvV2MJ6DXEHC+QgU0KkBA1ygmTTVNAQJ606TnxBoVIKDrEdMzQM9d3te/8Q309Pbgns98Vs/KaYUKVKGAqkquAybFtM0CdKfQnSgeN3YK9qFd6VT1Cgre5QK6k6ouTu/PHE2n24sTeHFSX4O9KsKRN1QHoI8vWCbvk4vT8w//a/rkX/U0V9Xc3/jVR+Xn1/6Ph3Bh3kL5685z6VZqZ4ZulP+c9+YLVblCQK9KLg6mAtoVIKBrl5QGm6AAAb0JonNK7QoQ0PVI2hBAnzZtGr7z3e/i4Ntv4w/Wr5crD7W16fGAVqhABQqkPnY3MP8jsH7yfVhHd1fwRukh07q7kErZiE9O1mXLnjMA+4Zfy7IReubPitoUJ+b2bf9x6uf7fwQs+Xj69yd+itAr3y7+rprrzChCL/2THJcSc8+Z6gtvvfJt2EIrcaL+0j/BOjNafi3xKEL/87/WpcP8+CXMsFN12Ti18pdx/sO/gMv2voi5+16Utk4vvRlnl93sfLb/7j+Vny/59n+pay73ywfbO5CyLG32GmlIfNGUiMWRuHSpkdNyLiqgVYGOnh7EJyaQjMe12qUxKtBIBdoiEbR3TEP0/Q8aOS3nogJaFWjv6ECoPYxLH1zQardZxlLJZFOmbgigP/WNv8WCBQvw+7/3ezh86LB0dMbcOU1xmJOapUCyew7s9mm49OFfQqpjJrr/7Z8Qir5ftwhWKATYNmzbrtvWBzf9XpaNGdv/e0mbsStWINa/HHbHDFiJS7DD0+T4trF30fXGM0XfTfRegclr78oaJzS5+PPpLwiErekvf6Mqf9Tay625nNF220YI9Wk5vvxTiPdegZl7vovI2LtyyotXfgyTgx9Dx7uvo/PdPTj/sfukn5f9+OvlllTxz2NWvSuveCrtA0OhkNzDOvax9sXRIBWoUAHu4wqF4jBfK2BZFsT/Uqn6vqz2tZNcXOAVCNo+/uD0mabEzHNAf+Rrj2HFihX42qOP4cWtW5viJCc1UwEnHVy5L9K3RXE1DY+uFHexFFEsDnMHZAV3+RSonJ63ZFcF+KyfidZnmTvlue84Ke3HD6QLyqkn076taMu1Unrdcn+6yN2eLemWbSWK1JUyoyPF/e0718sWaeq+uZhPpLG/c/MD6D51GJfvfd759cIX01XddTxMcdehIm1QgdoVYIp77drxTf8owBR3/8SCK6ldAaa4166d+03PAF18o/3XTzyOxR/+MB575FH88Ac/0LNiWqECFSqg7p3L4ccPwBb9z8XdbQ2PTkCvZTlZvomq7OFOWfBNPkUg3bmHX08f9dzF5rSKs0T7uvbOqnuj6wB09/1ytczJ3n4c/MR6WTDusgM7ZP9zAesE9LRCXT0zEb8UQzxavPp/LfuT71CBRipAQG+k2pzLKwUI6F4pS7uNVICArkdtzwD9b7/5TVyx4Ar8/d/9Hd7Y84az2oM/fRuxeEzP6mmFCpRSIKfiuU6xmg7oi1fBWn6HdEkVvsvqT16of7lojbZ0jZa2aErLrC8KXALLL0MO7qpY8noBXRR4U1XYRQE496PAXX1WbRu1ck7wBL2cQvw5FfBWAQK6t/rSemMUIKA3RmfO4q0CBHQ9+noG6Jv+5V/Q3h7OW+UffeELeP21n+hZPa1QgUoAffsGWKJlmMan6YDe1Qvrzs+lAd3tXybl3P2Z7H8+fhJenKBnfSng1rdMi7bcUNQL6Kqd2oxjezG4fUOWeVHd/b1rb0WsezZmHX4Vcw68JE/UdT0EdF1K0g4VqE0BAnptuvEtfylAQPdXPLia2hQgoNemW+5bngG6nuXRChWoQ4Gb7wd6+2BvfUoCqs6n2YAuwXzuoHQp68uHTMq56G1ujb4Od5905b+tM8W9vQN2bx8Qi8JafrvUW7Vpk/f9K7yTXi+gH1j3kARw1f88N9bJ9g60VbiWavcJAb1axTieCuhVgICuV09aa44CBPTm6M5Z9SpAQNejJwFdj4604kcFPv3F9KoqKbpW5fr9AOiFlpzb793pfe4arBXQ3XbF/XPxhYFIve8fgviSAJnMhXJ3/+sF9EL3z6sMac3DCeg1S8cXqYAWBQjoWmSkkSYrQEBvcgA4vRYFCOhaZAQBXY+OtNJEBUQVdEuclI/ulkXgZNr1zHnAh1cBF8eBLY9rX51vAX3uICxx9z6TYi61uf5eWSRPQLN4slLitSuDtP7D66Ysnx4Ftv9DyZnqAfTzC6/DsVV3o/3ieSzZ9IgHHpU2SUBvuOSckApkKUBA54YIggIE9CBEkT4Q0PXsAQK6Hh1ppZkKfPJBINIpi5/h6G7nbrZckmj9NVK8N3ity/YtoKu76bFJ4Ptfy753fsWQbInmOaC77scrfe1nnyhZQb9WQBdV2t+55X4kI52Y/9pmzDmwo9aQ1vweAb1m6fgiFdCiAAFdi4w00mQFCOhNDgCn16IAAV2LjDxB1yMjrTRVAZXKLqD0zNH0SbE4QZ4Yh318P6wTB7Qvz6+ALh1d+3l5D1xAMRZ/TPZXl19eCB0iHbDGTlZ8N7xm4VR/9IwBp9L8nEFYZ/IL9tUC6OJeuWihJu6e667MXo3fBPRq1OJYKqBfAQK6fk1psfEKENAbrzln1K8AAV2PpjxB16MjrTRJAVmhXMBgzmO/vNETMFfT+BrQVXs5ocHiVcDcQc9PzfP0z7R0cz4XX55EOuVvC52m1wLop665Fe9dexs6xo7jw/+q/xpDpVuagF6pUhxHBbxRgIDuja602lgFCOiN1ZuzeaMAAV2PrgR0PTrSSpMUcIqgqSrtPX1FIVDnEv0M6Pby2+WpOQQUi0ek/3vQaq6UnllfnIg6AN09znBVYd79fj2Afvkbz2Pemy/oDG9VtgjoVcnFwVRAuwIEdO2/KF/dAAAgAElEQVSS0mATFCCgN0F0TqldAQK6HkkJ6Hp0pJUmKeAUJBvdDfvgLnmaXggAdS/Pz4Au25yJSuoDK6bcrqLlmS6tRGwwMQb0zEtXds88It09ef4QQkOAlUqKuu+wOqcjlEwiFI+iLdqGhT94A2Fb/Kz4c+Sm+/DBgmW4cvsG9Bzbq2vZVdshoFctGV+gAloVIKBrlZPGmqQAAb1JwnNarQoQ0PXISUDXoyOtNEkBp61Ypre37PstoNDjx9eArkDYnWbuQau5iiUWXxiIe/HqGTuJUM/30H3FCYQ72/LMTJxMIfLq1fjQ3n0le5cfvvkBXJy3EFe9+CSmnzpc8XJ0DySg61aU9qhAdQoQ0KvTi6P9qQAB3Z9x4aqqU4CAXp1exUYT0PXoSCtNUiAX0Bu1jJYAdNGX/MoVQCIK6+CuRklTeJ7hu9LF+wSsAwjZf4vepacQmRXJGz++N44PTt2Dhf/2Y0R75xdNXyeg1x/Srp6ZiF+KIR6N1m+MFqhAkxQgoDdJeE6rVQECulY5aaxJChDQ9QhPQNejI600QwEBe6JAXFcvvC4Kl+teKwB6M0JSds5MAbsQvoneq0+UBPRwx2Jpbul3vlTwJJ2AXlbtsgMI6GUl4oAWUICA3gJB4hLLKkBALysRB7SAAgR0PUEioOvRkVa8VMACkh3x/BkuuwptH/st+XnylW8CZ9/xchVZtrs6epBMJXEpdqFhcwZhImvxLyH04ZtRDaDP+LfvovOd1/LcP/+Lv4X45Veh94ffROS9xsU+dyFnwu1ItWhwCOgtGjguO/vv41mzELt4EYlYjMpQgZZVgIDesqHjwl0KEND1bAcCuh4dacVDBWwrhfjsTEXycAes3kVAfBKhOcvQtuBGOXNs5HHgwnEPV5FtenpoNpJIYjI13rA5gzCR1bsQ7SseqAzQ2xakU+JF3/YXn8p3X7WTa3CF+iDEQflAQA9SNM31hSfo5sY+SJ4T0IMUTXN9IaDriT0BXY+OtOKhAg6ghzsQWfUFIJzup62exIFvI3XyVQ9XkG+agF673ALSI8sSmHXtWPEU93fuQPiH/5IuLtfeUbB3OgjotQch8yYBvW4JacAHChDQfRAELqFuBQjodUtIAz5QgICuJwgEdD060oqHCghATy5dhtBlVyM055q8mWK7HgWi5zxcAQFdt7jTfmEQnfNOIRQJ55mOj6cwcfyTaPvB9wFRXG5gBURrNmvPc9ljP/3F9O+bWaFetzANtkdAb7DgnM4TBQjonshKow1WgIDeYME5nScKEND1yEpA16MjrXiogAB03HY/rOn9cpbEoc0IL1orf21HzyO+6xEPZy9smifo9UluT+tGaMGHHCOheAhWysrENIW2A0fTv547CEuclIvWeaO7gXgUUBXpCej1BQEAAb1uCWnABwoQ0H0QBC6hbgUI6HVLSAM+UICAricIBHQ9OtKKRgVSVgQXh/4QicjlU1bD6XZcqUQckfibmHH1/PTvz+xFYu8GjbNXZoqAXplOlY4Kj09DKJF/mi7fv2M90N0zZWrzY2lQJ6BXKm/RcQT0uiWkAR8oQED3QRC4hLoVIKDXLSEN+EABArqeIBDQ9ehIK3UqYM8ZlKek1sQYku29GF/2p1h5zVCe1Vg8gX3738KsK96B1TFLnqanju2oc/bqXyegV69ZqTdKAbrd1Qvr6jUy1V08tioKR0CvOwgE9LolpAEfKEBA90EQuIS6FSCg1y0hDfhAAQK6niAQ0PXoSCu1KDC8DvbRPbKPuTW8Lg1fW59CaiKK95f9Ca5buSwf0GMJ7N77JmYmvg5M60Xq1GsNv38uFkVAryXgxd8peYKuXsstCkdArzsIBPS6JaQBHyhAQPdBELiEuhUgoNctIQ34QAECup4gEND16Egr1SggWmcJ2OrtS98t7up13hbFwFJvvVIW0Kcfe6CaGbWPJaDrlbQiQFcF40Y2pbMtxB66OA5seVzvYgyyRkA3KNgBdpWAHuDgGuQaAd2gYAfYVQK6nuAS0PXoSCsVKCBTlUWa8vyhNJy7n/GTQE+f7Hmd3P6t0oD+5l7M3vMHFczo3ZCOGdORSqYQm5jwbhJazlLAXrIG1tI1sPdtk5/LXxeq7k7dKlaAgF6xVBzoYwUI6D4ODpdWsQIE9Iql4kAfK0BA1xMcAroeHWmlEgUyJ6DOUAXlIrX95Y2wrrtL9rxOvPD3+GDhg8VT3AnolagduDEOoAsoF1/mzB1M75sTBwLna6McIqA3SmnO46UCBHQv1aXtRilAQG+U0pzHSwUI6HrUJaDr0ZFWyiggT8/v/NzUKFGF+/Qo0J8uBCfunstCYP1DSLy2FR/0/nsCOndVlgJOy7Wxk1MZGKqiO7WqSQECek2y8SWfKUBA91lAuJyaFCCg1yQbX/KZAgR0PQEhoOvRkVZyFWjvgC1OOcXTPg1W/xKnCrf8bHQ37ItjMk1ZPk8/DHtgpSwWl3r3IC5cXIZkZHb6Z8mEY90W5qJHMePA15qqOVPcmyC/qF2w9vNTEx8/AOzc2ISFBGdKAnpwYmmyJwR0k6MfHN8J6MGJpcmeEND1RJ+ArkdHWslRwF5+O6zFq9OfugrBiZNy8VjjJ6FSlnH6CLB9A5xT9tgk7HA3bEHj4vn+X2RZt1KXYNnxpmpOQG+S/K6e6E67tSYtJQjTEtCDEEX6QEDnHgiCAgT0IESRPhDQ9ewBAroeHWklV4FMS6ysjzMgrj6TJ+yiYNzkOKzR19Mf576X845fhCagNykSqo4Bq7drCQABXYuMNNJkBQjoTQ4Ap9eiAAFdi4w00mQFCOh6AkBA16MjreQq8MkHgUgn4C4Et28brP3pCtxFH5HGLO6qi3+Kh4DOveVSwPlS5+woLLE3+NSlAAG9Lvn4sk8UIKD7JBBcRl0KENDrko8v+0QBArqeQBDQ9ehIK7kKfPqL8hN7zxZYy+9I/3pk09RJeQnFZKr79fek266N7gZGnvGdvjxB911IuKAaFCCg1yAaX/GdAgR034WEC6pBAQJ6DaLxFd8pQEDXExICuh4dacWlgCr2Jk7P7Vc3wbpuHdDVm67ULu6jV/CoO+yi53XZU/cK7OkeQkDXrSjtNUMBAnozVOecuhUgoOtWlPaaoQABvRmqc07dChDQ9ShKQNejI624Fcikt9uiX/We52rSRpyio7sXEJXeK4T6miaq8SUCeo3C8TVfKUBA91U4uJgaFSCg1ygcX/OVAgR0X4WDi6lRAQJ6jcLlvEZA16MjrWQUsOcPwbr+Xvm7SlPaW1E8AnorRo1rzlWAgM49EQQFCOhBiCJ9IKBzDwRBAQK6nigS0PXoSCtKgdX3Av1Dsribvec52U4tiA8BPYhRNc8nArp5MQ+ixwT0IEbVPJ8I6ObFPIgeE9D1RJWArkfH4FsRaesT4+lT8WLQLSqvr/18+vT82Sd8mZquK1AEdF1K0k4zFSCgN1N9zq1LAQK6LiVpp5kKENCbqT7n1qUAAV2PkgR0PToG2opT9E14OXayIKTbcwZhzR0Arl4DHD8A7NwYaE0I6IEOrzHOEdCNCXWgHSWgBzq8xjhHQDcm1IF2lICuJ7wEdD06BtuK6EsuirZlHlX8Tfak7uqRn6p75+LXQb57rjQgoAd7y5viHQHdlEgH208CerDja4p3BHRTIh1sPwnoeuJLQNejY2CtCAi3brkfuDgO+8RbsBavBmKTwPh7QM/lab8Tl6YAPh4Fnn0CEP8M8ENAD3BwDXKNgG5QsAPsKgE9wME1yDUCukHBDrCrBHQ9wSWg69ExsFac9HaVtn7HeqA7fWqe9cSjsN/aBsQvwRp9PbB6KMcI6IEPsREOEtCNCHPgnSSgBz7ERjhIQDcizIF3koCuJ8SBAXSZbi2KlE1k9822r1wBa/EqYPuGwJ/q6tkS2VbsJWtgLV0De982WPu3welPLob1zAPCHYAoGjcxHtiK7YV0JaB7sdtos9EKENAbrTjn80IBAroXqtJmoxUgoDdacc7nhQIEdD2qBgbQcdN9wNxBOPejB1bCuvrjTuq1+lyPbMGyIqDbmhgr6JS9/HaZ1q4APVie1+4NAb127fimfxQgoPsnFlxJ7QoQ0GvXjm/6RwECun9iwZXUrgABvXbt3G8GB9A//cW0X6ePpE/Lb74f6O2Td6dVSra99anSp7zD62C/9aNAtwdTwZep69feBpw4AIjsAwHoI5vyswzUFx/bN8AS2vKRChDQuRGCoAABPQhRpA8EdO6BIChAQA9CFOkDAV3PHggEoDuFzDKa2AImBViKZ/NjwOp70qfrpSBzeB0wsLLkSbE8Te6ZD3v/tpaGVamX8Fd8geF67D1bgNOj8qqAdeYIpL9XrgAinYHva17tHycCerWKcbwfFSCg+zEqXFO1ChDQq1WM4/2oAAHdj1HhmqpVgIBerWKFxwcD0OcOTgG528/Mabq6R43R12GP7sm/p55J45avipNkUYU89xH329d+Pv1pq/f5Hr4LGFghXZGp60vXpP0ScC56mef+enQ3MPKMnh0XECsE9IAE0nA3COiGb4CAuE9AD0ggDXeDgG74BgiI+wR0PYEMBqAvXgVr+R1pcBZP/9AUfIrCZplCZ45kKg1efOAGb5UOP3ZSViNHXLQTOwW8tQ1ONfOMEXvnRlgCaFuxnVimr7lK+bfnD2X1Mc/aWkKTLY/r2W0BskJAD1AwDXaFgG5w8APkOgE9QME02BUCusHBD5DrBHQ9wQwGoOcUMnMKm2VS2nPh2rmnLk6QXXBvnzmSBv2cx372CVji1FmcLgsgF1Av3n15Iyxxh7uVHvcXEk8/PLVycYdfwPjE+XTqu/jyQdxNFxXad25sJQ8bslYCekNk5iQeK0BA91hgmm+IAgT0hsjMSTxWgIDuscA03xAFCOh6ZA4EoOOTD6bvSbuKwEkoz/TjlneuV98LJCbT0CkeBaeZYnL2yCY5XrZri3TAWvJxeW9dgvieLQ64SyhffqcsPNdqlc3lFxdzBjMAnimmV2AfyRP1zBcPpSq869mCrWmFgN6aceOqsxUgoHNHBEEBAnoQokgfCOjcA0FQgICuJ4otD+jO6bg46d36VHlVxD1ycYq8+THYohiaSPcWp+Li3nlOurpzuh6blF8AIHMX25lT993sa+8A3thS3odaRrhPztXd8/3barHEd1jFnXsgIAoQ0AMSSMPdIKAbvgEC4j4BPSCBNNwNArqeDdDygK7aqakT8LKyuNuG9Q0BH17lgHfuu3nV4TMp7bYqSue+y1524tIDHJvH96fbnS2/Pf1PTY9zz3z8pDz5x8R46ZZzmuYNqhmeoAc1smb5RUA3K95B9ZaAHtTImuUXAd2seAfVWwK6nsi2LKDLU2zRAkxVHXffpy6ljUh1zxSRU8NK3iVffS9sUTTuxAEHaB2YFp+/WMGpfQWxck7rxVjnxP51bZCuCuW1Wlp+BdI1ZQgBvSmyc1LNChDQNQtKc01RgIDeFNk5qWYFCOiaBaW5pihAQNcje0sBujzR7h+CfXEM1sBKV0uw4vepc2XKqugu0uJjUWD7hurVFEXVxFPpFwOlZnC1PXMXoROvyAJ1ovVbnQ8BvU4Bc14noOvVk9aaowABvTm6c1a9ChDQ9epJa81RgIDeHN05q14FCOh69GwpQMdNvzEF5W7/q7gL7twfL3LvvGJZdQJ6psidBHJR6E6kt6sCdZlK9BWvq9hAd2q/SM3nU5cCBPS65OPLPlGAgO6TQHAZdSlAQK9LPr7sEwUI6D4JBJdRlwIE9Lrkc15uGUCX1cRFQTf1qJ7nAmoP7YJVDXS2d0DaEyfotT6aAN19NzyryF0mFV9WkD+4K3uVYv39/397Zx4fVZFv8dOBhEUggCirBgzqPB2FAcc4z/k4Ks5j3wkgi6iA7DuuOAiEPYosIQmCA4RFBEFBEogKCi4wDvoc0dEgizxZwoyS4IMA6UDPpyp0k06H7kDX7b6pOvef+WDn/m6d76nprnNv3arfFK46L7aJE/8+dnkKfomSGNCv1ekSz2NAV4qTxcJEgAE9TOB5WaUEGNCV4mSxMBFgQA8TeF5WKQEGdDU4y05Av7TXuVhJ3fXdDiXTvoNCqCrwXpreXjyIe6biH/serq/f89LreV/9ux3Af/1Jyijp3XJ5E+K+7oXbql06im5FF5R+w09mQDe8A2ginwFdEyMNl8GAbngH0EQ+A7omRhougwFdTQcoMwG9pL3O1SC4xioKArpcbC4u3mcPdxm4xSJ4zTtcblzRd93FTILK1b0bnpcL1860y0HeHcyL/p2Y1v/u7GsUzNOKEmBAZ3/QgQADug4uUgMDOvuADgQY0HVwkRoY0NX0gTIR0K96r3M1bPxXuZqALt6dz8uBa//n3tPqL9XAmVNA5jyf68kA36wjcF00IAL4dzvl/zrEee5DhG6xx7n7EE/cc0/AcUfhk3UZ9sV77cFM5w8FzzJ2DQb0MmYYm1siAQZ0dgwdCDCg6+AiNTCgsw/oQIABXY2LZSKgX/Ve52rY+K1yeQp6FnAmt3AaufMscOqE3JbNcTyrMDiLMF10ivkXm+S74/J4+Cn5md893ItuC/fvH+E6lQ1H4/vg2r8bjshKckV7/N8/4BBT3WOa+Lb5KhbQCwE2bS7BgK6NlUYLYUA32n5txDOga2Ol0UIY0I22XxvxDOhqrLR9QPfsOW6z6dle27UV90I87d6zCY6YuwGxHZxou9gzXazMXnTv9FIsNOd1HfdCeDc0hMu9uru4CSDqi6PlqMKn7eIQ7+qLMF98gTk1/cb4KgzoxncBLQAwoGtho/EiGNCN7wJaAGBA18JG40UwoKvpArYO6J5wfilw4ouNalQrqOI3oBer71nArUgg96xKX5obDyKEt3/Gu6p4l9wdzC99InnFxhVuRbd1vs/nCmSzxCUCDOjsCjoQYEDXwUVqYEBnH9CBAAO6Di5SAwO6mj5gn4Autgqrezsc0XUKp4T//GPhlG2xyJnYUm33m2oUK6ridfOgaE3R1nq3y/8ipqEj7xQcYpq5CNMtngKi60Cu2N447uq0ucO9KByAhyu6Dt85V+TzlcowoFsMmOVDQoABPSSYeRGLCTCgWwyY5UNCgAE9JJh5EYsJMKCrAWx5QHc4HIgsH4l8Z75Pi103N5HvbMsFzC69j12SLDsucuY19V4E5q8z4apeR+7HLj4TR/G92V3ureLcIoXunWmletItbl7IsM/F3tT0/CCrMKAHCZCn24IAA7otbGAjgiTAgB4kQJ5uCwIM6LawgY0IkgADepAAL51ueUAfNmI4WrVug/Zt2vi2uOhTYfHpmVNwHf6qcAVyEXS/3ykXYHPk5apRq7CKmKIu3in3LPhWitpeW6eJUC+m7Bebpl6KMvwTGxBgQLeBCWxC0AQY0INGyAI2IMCAbgMT2ISgCTCgB42QBWxAgAFdjQmWBfQmTZogYfp0REaWR0HBBZ+A7nkHu6gOsQjax2mFe4Af+1678Cqnnotp7uIo4R1yNZaySigIMKCHgjKvYTUBBnSrCbN+KAgwoIeCMq9hNQEGdKsJs34oCDCgq6FsWUCPioxCTKOG6BYfj/++/37fgC6ePhfdz1vo4ZZgalxlFcsJMKBbjpgXCAEBBvQQQOYlLCfAgG45Yl4gBAQY0EMAmZewnAADuhrElgV0d/MGDRmMdu07lCqge1Y7V6ONVUjAMgIM6JahZeEQEmBADyFsXsoyAgzolqFl4RASYEAPIWxeyjICDOhq0IYtoEc2awVnw3tRLvcoLlSvL9VEHfgEUUe+UqOMVUjAQgIR5crB5XLBdfGihVdhaRKwlgD7sbV8WT00BCLKl4frwkW4XPw+Dg1xXsUKAg5HBBwRDly8cMGK8qxJAiEh4IiIgFggXJd+fPqXkyHhVvwiYQvoaDEIiK4Nx0974Yq+EahWGxHbUmy5IFxYnOFFbU0gqnIluC664Dx3ztbtZONIwB+BilWuQ0G+EwX5vrtskBwJlBUCFatWhfPcWVxwFpSVJrOdJOBDoFxUJCIrVMC5/z9NOiRQZgmIPhwRWR7nT58psxqKNvyC0xkWHeEL6GIF91PZcO1ay1AeFut50WAIcIp7MPR4rl0IcIq7XZxgO4IhwCnuwdDjuXYhwCnudnGC7QiGAKe4B0Pv8rmWBXQxvaFCxYoYMHAAWrZqjfiuXeXdbWdB4Z0IXVdqV2MLq9idAAO63R1i+0pDgAG9NJT4N3YnwIBud4fYvtIQYEAvDSX+jd0JMKCrcciygB4XF4dJCVO8Wpl9PBtP9OunpuWsQgJhJMCAHkb4vLQyAgzoylCyUBgJMKCHET4vrYwAA7oylCwURgIM6GrgWxbQ1TSPVUjAngQY0O3pC1t1dQQY0K+OF//angQY0O3pC1t1dQQY0K+OF//angQY0NX4woCuhiOrGEaAAd0wwzWVy4CuqbGGyWJAN8xwTeUyoGtqrGGyGNDVGM6AroYjqxhGgAHdMMM1lcuArqmxhsliQDfMcE3lMqBraqxhshjQ1RjOgK6GI6sYRoAB3TDDNZXLgK6psYbJYkA3zHBN5TKga2qsYbIY0NUYzoCuhiOrGEaAAd0wwzWVy4CuqbGGyWJAN8xwTeUyoGtqrGGyGNDVGM6AroYjqxhGgAHdMMM1lcuArqmxhsliQDfMcE3lMqBraqxhshjQ1RjOgK6GI6sYRoAB3TDDNZXLgK6psYbJYkA3zHBN5TKga2qsYbIY0NUYzoCuhiOrGEaAAd0wwzWVy4CuqbGGyWJAN8xwTeUyoGtqrGGyGNDVGM6AroYjqxhGgAHdMMM1lcuArqmxhsliQDfMcE3lMqBraqxhshjQ1RjOgK6GI6sYRoAB3TDDNZXLgK6psYbJYkA3zHBN5TKga2qsYbIY0NUYzoCuhiOrGEaAAd0wwzWVy4CuqbGGyWJAN8xwTeUyoGtqrGGyGNDVGM6AroYjqxhGgAHdMMM1lcuArqmxhsliQDfMcE3lMqBraqxhshjQ1RjOgK6GI6sYRoAB3TDDNZXLgK6psYbJYkA3zHBN5TKga2qsYbIY0NUYzoCuhiOrGEaAAd0wwzWVy4CuqbGGyWJAN8xwTeUyoGtqrGGyGNDVGM6AroYjqxhGgAHdMMM1lcuArqmxhsliQDfMcE3lMqBraqxhshjQ1RjOgK6GI6sYRoAB3TDDNZXLgK6psYbJYkA3zHBN5TKga2qsYbIY0NUYzoCuhiOrGEaAAd0wwzWVy4CuqbGGyWJAN8xwTeUyoGtqrGGyGNDVGM6AroYjqxhGgAHdMMM1lcuArqmxhsliQDfMcE3lMqBraqxhshjQ1RjOgK6GI6sYRoAB3TDDNZXLgK6psYbJYkA3zHBN5TKga2qsYbIY0NUYzoCuhiOrkAAJkAAJkAAJkAAJkAAJkAAJkEBQBBjQg8LHk0mABEiABEiABEiABEiABEiABEhADQEGdDUcWYUESIAESIAESIAESIAESIAESIAEgiLAgB4UPp6sC4HatWujSpUqOHDgQImSatW6ARUqROHo0aMlfh7TsCFyck7i11O/lvh5REQEYhs3Rs7JHPz88791wUYdNiIg+lj9BjfBmX8e2dnZV92P3X308KEfke/Mt5EyNsUkAlb346jIKNzcMAb7f/jBJKzUGgYCVatVRYP6DZCVlYWLFy/6tKBy5etQr349HNi/Hy6Xy+dzf+OOipUqISYmBocOHOT3dRi8NemSgcbHgfqx+E6PiHCgoOCCDzaOO67ckxjQTfp/GbX6EBDBev7CJERFRsrP8vPz8V5mJhYuSJL/rlG9BpJSk1GzZk3577y8PIwdPQaHf/xR/rtp06aYPG2q5/wjPx3B8KFDcf78efm5+IFNfOVl1KlbR/5bhPO+vfrQCRJQSqBLt24YMHAAHA6HrHv69GkkL1yID7dtL1U/7tW7N/o81tdz/vYPtiFx9mx57l+XL0PdunV92rt923YkzpqlVAeLmU3Ayn4cWT4S8xcuwM0xMRJywYUL2JKegdTkZLOhU70lBFatecMzbhDhfF/WPowZNUpeS3xPT581U44fxCE+n/fqXDn2KM24Y/KUKbj3vjhPu7dmbMG8uXMt0cGi5hIIND4O1I/dfX3RksUS4lP9B3jB9DfuMJf6ZeUM6OwFRhO4JfYW9B8wAMuWLpNPt8c/+zTuvvtu9OzeXT4NnzJtKpo2/R3GjByJU6d+xaIli3DylxwM7N9fcntz3TrkO89j2JChuLXxbUiYPhXpmzfLgC/uDK5/5215ZzxjczrWrV2L62tdj4MHDhrNnOLVE+jcpQvqN6iPdW+uRdVq1TA5IQEiq/fq0VNezF8/rhZdDWvWrsWuXbswa9oM9OrbGz169sS4sWPxz2++hfiRrlGzhqfRVa6rigl/mYD1a9dhyZIl6sWworEErOzHY8ePxyN/fgSDBgzETz/9hNFjxuB/WrVE7x6PIic3x1jmFG4NgcSXX8GGDeux9+uv0bFzZ/Tp2wevJCbig/c/QKvWrTFqzGgkzZ+Pbdu2Y8bMmWh8663o2K6dDOv+vq979noU/R5/HGveWIPVK1Zi0NDBaNuuHf7ywgTs2bPHGjGsaiSBQOPjQP14wMCB6Ny1ixwLi+/cogE90LjDSODFRDOgsxeQQBECd/z2TrwyZ4784UzfnI63N23EN998I3/8xCG+cLrGd0Oblq0gpv0sTVuO+XPnYUtGhvw8OTUF0dWro3fPR/FYv354tHcvPP/cc/jqy/8lZxIIGYHhI0fIQVuHNu3gLHD67cfuu9hdO3VBXt4Z2caN6Zvx+e7dmJYw1afNk6ZMQbPmzdGtU2dOrQyZo2ZeSGU/npk4G3fccScejY/Hmbw8+fRyxuxZGDdmLP757bdmAqbqkBF4NyMDX//jK0x4/gW8Om8e6tWvjx7dusnriyC0MCUFM6ZNx84dO/x+Xy9YmIT6DRqgc4eOnrZv3Pwu9vx9DxImT8lBNL0AAAjOSURBVA6ZHl7IPALFx8eB+nF0dDRurF0bL7w4AU6n0yug9+7TR87aK+24wzzaAAO6ia5T8xUJjB47Bi1btZJfJOKOX0bmVmxY95bnSeGDDz2EZ59/Do/3fUy+xzglIQFDBw3GoUOHZM0XJ05E83uayx/PpOSFuCU2FkePHEXN62vi3NmzSFuehsytW+kACVhKYOny5aheo7pnEOevH4sbSX/80wPo2Ladp01ieua/TvzLMyXT/UGdOnXklPe3N7yNxYsWWaqBxUlAZT8WgXzazBkoKHAiIz0DDzzwAPLznXiiXz+CJgFLCTRt9jv5lHxl2gqsWrkSy1akIe/MGQwdPMRz3S3vZXo+9/d9LcYfDRs1QpeOnS5/X7+xGidzczFiyFBLdbC42QSKj48D9WM3rdTFr8mn6EWfoD/9zDOlHneYSp0B3VTnqduHwH1/+AMmTnoJ3+79Fk+PHyffExM/lO4fVXHC7+PulaF89MhRaNSokZymJsL6iRMnZD3xpfPAgw+ifZs2WPXGalStFo3PPv0Ex48ex0MtHkbtOrUx4bkX8OWXX9ABErCEwLARw9GufXssWbwE69etC9iPe/ftg7vuusvriYz44RXrKIjpwEWPOXNfRWzjWHTu0KnERY8sEcSiRhJQ3Y/FlMqU1FSUj4xC5cqVUb58OTlNePnSpUbypejQEKhRsyaWpS2D01mAnvHxcqEs8WrcsWPHvG6AirHGuxs3ITUlxe+4QywMN2bcWBw+fBh///xviGnYCM2bN8fBQ4cY0ENjqZFXKT4+FhD89eOUImt7lBTQxWscpR13GAlcrFURc+u9vktHmkqDuo0lcMedd2JWYqJcxG3gk096VpsUP5rr31qH1xe/LtmU9AR98FODPIvGFX2CLgJ6Tk4Ohg8dJs8VA8KNmzfjk48/llPZeJCAagLde3THE/37o/gCbv76cWmfoN96222Yn7QAK5anYfWqVaqbznok4CFgRT+eM28ubrrpJvToFi9XFH5x4kuIuy8Ok1+ahN27dpE+CSgnIFZxX/L6X1GxUkWIccLxY8fkNcQN0DOnz2DYkCs/Qb/SuEM8DBCLKXbt2gVRFSog+8QJNI6NxWeffsYp7sodZEFB4Erj40D92E2PT9CvrR8xoF8bN56lEYG4uDhMnDxJbqE2bNAQ+c6u+xDvoO/duxcTJ7wo/9PAQYPQpWsXr3fQxeqrW7dskZ+nLEpFteho+Q66eD+nbr266Bnf3RPQN6WnY/fu3Zjy0iSNCFKKHQi410fI3LIVc1991atJ/vqx+x30zh07ydcwxCH66d927/J6B12sxFqrVi107dTZDnLZBk0JWNWPN2x8B8eOHvXcMBVTLtO3bsGH27dj9kzuRqBpdwqbrBtuvAHJqakoV66cXETWHc5Fg+S7u/XqoUd8vGxfbGwsklKSvd5Bv9K4o/h2bG3btcXwkSMxa8ZMfPThh2HTywvrScDf+DhQP/YX0N3voAcad+hJtXSqGNBLx4l/pSmB+/94v3xv/ET2CSQmzobrYuGEklO5uTKwJ0yfhiZNmmL0yBFyFffXlrzmvYr7W2/h3Lmzcms1sYr71BnTkJGejqT5C+S77OKdnaWvv45Nm97F8OHD0eLPj3h+hDVFSllhIDBi1Ei0adsWn37yKTasX+9pwfGjx+QK1f76sVjIZc26tfIJzKzpvqu4i2L33HOPrJGanIKN77wTBoW8pAkErOzHi5a8hgYNbsJzTz8jF/58csCT6BbfnYvEmdCxQqxRfKemrVop9lPD7BkzkJOTK1tQUFCAfVlZaN2mDUaOHoUF8xZg2wfvy9l7sY0be1ZxDzTuEIH+yJEjuOfe32Pc+PE4e/asfCjAgwRUEgg0Pg7Uj8WsUfFKkZh5J26Iitmk+efPy9fjSjPuUKmlLNZiQC+LrrHNyggMGjIYnTr7PhHMPp4tFw8S748tTElGjRqF20yJH8LxY8d6tkpr1qw5JiVMQWRkefm5CPXiS8j9JFKseC2mUboPsUDc3DneTzeViWEhYwmIKWTi3cTih7u/BerH7h0H3Ofv+OgjzJw+w1NuxeqViIqq6Fl12FjQFG4pASv7cd169TBpymQ5zV0cYo2F9997H8lJSZZqYnHzCIgt08Rq68UPEUzatmot1wWZ/XIifnvXXfJPxFPxBfPme3aDCfR9LWaDVKpUSZ536OAhPDNunNyZgAcJqCQQaHwcqB8//eyzeLjFw15NyszMxNxX5sj/FmjcoVJLWazFgF4WXWObQ05ArF5doWJFz7vmxRsgfpB/+eUX5Jw86dO2KlWqIKZRQ+zf94McFPIggXAR8NePxd3u227/DQ4ePOi5wRSudvK6JOCPQDD9OCoySn4f/7BvHyGTQFgJiLGBuGGUlZVV4qKbV+rn4mZT1apVZR8uPuU9rIJ4cSMJBOrH/qBw3HFlOgzoRv7fiaJJgARIgARIgARIgARIgARIgATsRoAB3W6OsD0kQAIkQAIkQAIkQAIkQAIkQAJGEmBAN9J2iiYBEiABEiABEiABEiABEiABErAbAQZ0uznC9pAACZAACZAACZAACZAACZAACRhJgAHdSNspmgRIgARIgARIgARIgARIgARIwG4EGNDt5gjbQwIkQAIkQAIkQAIkQAIkQAIkYCQBBnQjbadoEiABEiABEiABEiABEiABEiABuxFgQLebI2wPCZAACZAACZAACZAACZAACZCAkQQY0I20naJJgARIgARIgARIgARIgARIgATsRoAB3W6OsD0kQAIkQAIkQAIkQAIkQAIkQAJGEmBAN9J2iiYBEiABEiABEiABEiABEiABErAbAQZ0uznC9pAACZAACZAACZAACZAACZAACRhJgAHdSNspmgRIgARIgARIgARIgARIgARIwG4EGNDt5gjbQwIkQAIkQAIkQAIkQAIkQAIkYCQBBnQjbadoEiABEiABEiABEiABEiABEiABuxFgQLebI2wPCZAACZAACZAACZAACZAACZCAkQT+A+jPTUFsaNgnAAAAAElFTkSuQmCC"
},
"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": 94,
"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": 95,
"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": 96,
"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": 97,
"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": 98,
"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": 99,
"id": "e492d13a-4493-4dc9-a5c5-7e0727a36746",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"total_assetfees = assetpf_signals.trades.records_readable[\"Entry Fees\"] + assetpf_signals.trades.records_readable[\"Exit Fees\"]\n",
"total_assetfees.vbt.plot(title=f\"{assetdf.name} | Total Fees\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8821f5db-c6ff-4b62-b65c-44319077e88d",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "1343a6b8-8e70-426e-9b58-a091b114b465",
"metadata": {},
"source": [
"# Disclaimer\n",
"* All investments involve risk, and the past performance of a security, industry, sector, market, financial product, trading strategy, or individual’s trading does not guarantee future results or returns. Investors are fully responsible for any investment decisions they make. Such decisions should be based solely on an evaluation of their financial circumstances, investment objectives, risk tolerance, and liquidity needs.\n",
"\n",
"* Any opinions, news, research, analyses, prices, or other information offered is provided as general market commentary, and does not constitute investment advice. I will not accept liability for any loss or damage, including without limitation any loss of profit, which may arise directly or indirectly from use of or reliance on such information."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (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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