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Kevin Johnson bfb9654738 BUG #520 ENH lowerbound guardrails MAINT refactor
2022-05-02 16:08:16 -07:00

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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 v0.3.63b0\n",
"To install the Latest Version:\n",
"$ pip install -U git+https://github.com/twopirllc/pandas-ta\n",
"\n"
]
}
],
"source": [
"import asyncio\n",
"import itertools\n",
"from datetime import datetime\n",
"\n",
"from IPython import display\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import pandas_ta as ta\n",
"import vectorbt as vbt\n",
"\n",
"import plotly.graph_objects as go\n",
"\n",
"print(\"Package Versions:\")\n",
"print(f\"Numpy v{np.__version__}\")\n",
"print(f\"Pandas v{pd.__version__}\")\n",
"print(f\"vectorbt v{vbt.__version__}\")\n",
"print(f\"\\nPandas TA v{ta.version}\\nTo install the Latest Version:\\n$ pip install -U git+https://github.com/twopirllc/pandas-ta\\n\")\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"id": "e4f0ed8c-a6d4-4843-877c-a200e47fc9d0",
"metadata": {},
"source": [
"# **vectorbt** Theme and Portfolio Settings"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "35f829c2-1890-443f-9608-c1ba0893226c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Portfolio Settings [Initial]\n"
]
},
{
"data": {
"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": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cheight, cwidth = 500, 1000 # Adjust as needed for Chart Height and Width\n",
"vbt.settings.set_theme(\"dark\") # Options: \"light\" (Default), \"dark\" (my fav), \"seaborn\"\n",
"\n",
"# Must be set\n",
"vbt.settings.portfolio[\"freq\"] = \"1D\" # Daily\n",
"\n",
"# Predefine vectorbt Portfolio settings\n",
"vbt.settings.portfolio[\"init_cash\"] = 100_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": 3,
"id": "d292b3b0-9186-4cf0-b618-64c6c9d8c1db",
"metadata": {},
"outputs": [],
"source": [
"def combine_stats(pf: vbt.portfolio.base.Portfolio, ticker: str, strategy: str, mode: int = 0):\n",
" header = pd.Series({\n",
" \"Run Time\": ta.get_time(full=False, to_string=True),\n",
" \"Mode\": \"LIVE\" if mode else \"TEST\",\n",
" \"Strategy\": strategy,\n",
" \"Direction\": vbt.settings.portfolio[\"signal_direction\"],\n",
" \"Symbol\": ticker.upper(),\n",
" \"Fees [%]\": 100 * vbt.settings.portfolio[\"fees\"],\n",
" \"Slippage [%]\": 100 * vbt.settings.portfolio[\"slippage\"],\n",
" \"Accumulate\": vbt.settings.portfolio[\"accumulate\"],\n",
" })\n",
" rstats = pf.returns_stats().dropna(axis=0).T\n",
" stats = pf.stats().dropna(axis=0).T\n",
" joint = pd.concat([header, stats, rstats])\n",
" return joint[~joint.index.duplicated(keep=\"first\")]\n",
"\n",
"def earliest_common_index(d: dict):\n",
" \"\"\"Returns index of the earliest common index of all DataFrames in the dict\"\"\"\n",
" min_date = None\n",
" for df in d.values():\n",
" if min_date is None:\n",
" min_date = df.index[0]\n",
" elif min_date < df.index[0]:\n",
" min_date = df.index[0]\n",
" return min_date\n",
"\n",
"def dl(tickers: list, same_start: bool = False, **kwargs):\n",
" if isinstance(tickers, str):\n",
" tickers = [tickers]\n",
" \n",
" if not isinstance(tickers, list) or len(tickers) == 0:\n",
" print(\"Must be a non-empty list of tickers or symbols\")\n",
" return\n",
"\n",
" if \"limit\" in kwargs and kwargs[\"limit\"] and len(tickers) > kwargs[\"limit\"]:\n",
" from itertools import islice \n",
" tickers = list(islice(tickers, kwargs[\"limit\"]))\n",
" print(f\"[!] Too many assets to compare. Using the first {kwargs['limit']}: {', '.join(tickers)}\")\n",
"\n",
" print(f\"[i] Downloading: {', '.join(tickers)}\")\n",
"\n",
" received = {}\n",
" if len(tickers):\n",
" _df = pd.DataFrame()\n",
" for ticker in tickers:\n",
" received[ticker] = _df.ta.ticker(ticker, **kwargs)\n",
" print(f\"[+] {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(7367, 7): 3810.4675 ms (3.8105 s)\n",
"[+] Sunday May 1, 2022, NYSE: 14:17:10\n",
"[+] yf | QQQ(5825, 7): 3371.7531 ms (3.3718 s)\n",
"[+] Sunday May 1, 2022, NYSE: 14:17:14\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(10434, 7): 3390.6886 ms (3.3907 s)\n",
"[+] Sunday May 1, 2022, NYSE: 14:17:17\n",
"[+] yf | TSLA(2981, 7): 3219.1295 ms (3.2191 s)\n",
"[+] Sunday May 1, 2022, NYSE: 14:17:20\n",
"[+] yf | TWTR(2134, 7): 3016.2403 ms (3.0162 s)\n",
"[+] Sunday May 1, 2022, NYSE: 14:17:23\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": 8,
"id": "f3b1fafb-e0e6-41b8-85af-4b8a78a00c85",
"metadata": {},
"outputs": [],
"source": [
"start_date = datetime(2005, 1, 1) # Adjust as needed\n",
"end_date = datetime(2010, 1, 1) # Adjust as needed"
]
},
{
"cell_type": "markdown",
"id": "cf392c49-9325-4cd5-81c3-ac7285bb7100",
"metadata": {},
"source": [
"### Select and Benchmark and Asset to Backtest"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "844bec64-4547-414f-8c89-00d66f08f5d4",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Available Data:\n",
"====================================================================================================\n",
"Benchmarks: SPY, QQQ\n",
"Assets: AAPL, TSLA, TWTR\n"
]
}
],
"source": [
"print(\"Available Data:\")\n",
"print(\"=\"*100)\n",
"print(f\"Benchmarks: {', '.join(benchmarks.keys())}\")\n",
"print(f\"Assets: {', '.join(assets.keys())}\")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "d1fea600-8460-441a-b933-94fbd2456930",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Analysis of: SPY and AAPL from 2005-01-01 00:00:00 to 2010-01-01 00:00:00\n"
]
}
],
"source": [
"benchmark_name = \"SPY\" # Select a Benchmark\n",
"asset_name = \"AAPL\" # Select an Asset\n",
"\n",
"benchmarkdf = benchmarks[benchmark_name]\n",
"assetdf = assets[asset_name]\n",
"\n",
"# Set True if you want to constrain Data between start_date & end_date\n",
"common_range = True\n",
"if common_range:\n",
" crs = f\" from {start_date} to {end_date}\"\n",
" benchmarkdf = dtmask(benchmarkdf, start_date, end_date)\n",
" assetdf = dtmask(assetdf, start_date, end_date)\n",
"\n",
"# Update DataFrame names\n",
"benchmarkdf.name = benchmark_name\n",
"assetdf.name = asset_name\n",
"print(f\"Analysis of: {benchmarkdf.name} and {assetdf.name}{crs if common_range else ''}\")"
]
},
{
"cell_type": "markdown",
"id": "0e0c3328-783c-4cf2-82fe-d8772948289a",
"metadata": {},
"source": [
"#### Sanity Check"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "5449cbc0-8050-4b1b-9357-eac975fbbb3c",
"metadata": {},
"outputs": [
{
"data": {
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"</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>86.905223</td>\n",
" <td>87.048210</td>\n",
" <td>85.718465</td>\n",
" <td>86.004433</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>86.118795</td>\n",
" <td>86.175989</td>\n",
" <td>84.674667</td>\n",
" <td>84.953484</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>84.889173</td>\n",
" <td>85.253781</td>\n",
" <td>84.360136</td>\n",
" <td>84.367287</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>84.674677</td>\n",
" <td>85.182267</td>\n",
" <td>84.545992</td>\n",
" <td>84.796211</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>85.053580</td>\n",
" <td>85.239459</td>\n",
" <td>84.453047</td>\n",
" <td>84.674675</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>88.709400</td>\n",
" <td>89.033586</td>\n",
" <td>88.559164</td>\n",
" <td>88.938705</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>89.270845</td>\n",
" <td>89.342005</td>\n",
" <td>88.812233</td>\n",
" <td>89.128517</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>89.357828</td>\n",
" <td>89.373640</td>\n",
" <td>88.994104</td>\n",
" <td>89.002007</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>88.741052</td>\n",
" <td>89.073148</td>\n",
" <td>88.693606</td>\n",
" <td>88.970352</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>89.168022</td>\n",
" <td>89.191748</td>\n",
" <td>88.076849</td>\n",
" <td>88.116386</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 86.905223 87.048210 85.718465 86.004433 55748000 0.0 \n",
"2005-01-04 86.118795 86.175989 84.674667 84.953484 69167600 0.0 \n",
"2005-01-05 84.889173 85.253781 84.360136 84.367287 65667300 0.0 \n",
"2005-01-06 84.674677 85.182267 84.545992 84.796211 47814700 0.0 \n",
"2005-01-07 85.053580 85.239459 84.453047 84.674675 55847700 0.0 \n",
"... ... ... ... ... ... ... \n",
"2009-12-24 88.709400 89.033586 88.559164 88.938705 39677500 0.0 \n",
"2009-12-28 89.270845 89.342005 88.812233 89.128517 87508500 0.0 \n",
"2009-12-29 89.357828 89.373640 88.994104 89.002007 80572500 0.0 \n",
"2009-12-30 88.741052 89.073148 88.693606 88.970352 73138400 0.0 \n",
"2009-12-31 89.168022 89.191748 88.076849 88.116386 90637900 0.0 \n",
"\n",
" Stock Splits \n",
"Date \n",
"2005-01-03 0 \n",
"2005-01-04 0 \n",
"2005-01-05 0 \n",
"2005-01-06 0 \n",
"2005-01-07 0 \n",
"... ... \n",
"2009-12-24 0 \n",
"2009-12-28 0 \n",
"2009-12-29 0 \n",
"2009-12-30 0 \n",
"2009-12-31 0 \n",
"\n",
"[1259 rows x 7 columns]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"benchmarkdf"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "3adaeb5e-dfc4-4eed-970f-f465035c7a89",
"metadata": {},
"outputs": [
{
"data": {
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" vertical-align: top;\n",
" }\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",
" <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>0.962850</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>0.997713</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>1.058874</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>6.224809</td>\n",
" <td>6.402180</td>\n",
" <td>6.218692</td>\n",
" <td>6.392699</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>6.474657</td>\n",
" <td>6.542852</td>\n",
" <td>6.410130</td>\n",
" <td>6.471292</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>6.505237</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>6.517777</td>\n",
" <td>6.524505</td>\n",
" <td>6.439183</td>\n",
" <td>6.444382</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 0.962850 0.977682 1096810400 0.0 \n",
"2005-01-05 0.985632 0.997713 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 1.058874 2227450400 0.0 \n",
"... ... ... ... ... ... ... \n",
"2009-12-24 6.224809 6.402180 6.218692 6.392699 500889200 0.0 \n",
"2009-12-28 6.474657 6.542852 6.410130 6.471292 644565600 0.0 \n",
"2009-12-29 6.502485 6.505237 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 6.517777 6.524505 6.439183 6.444382 352410800 0.0 \n",
"\n",
" Stock Splits \n",
"Date \n",
"2005-01-03 0.0 \n",
"2005-01-04 0.0 \n",
"2005-01-05 0.0 \n",
"2005-01-06 0.0 \n",
"2005-01-07 0.0 \n",
"... ... \n",
"2009-12-24 0.0 \n",
"2009-12-28 0.0 \n",
"2009-12-29 0.0 \n",
"2009-12-30 0.0 \n",
"2009-12-31 0.0 \n",
"\n",
"[1259 rows x 7 columns]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"assetdf"
]
},
{
"cell_type": "markdown",
"id": "a71574b2-5e32-45d1-beb9-48a0cb4eadfe",
"metadata": {},
"source": [
"## Creating Trading Signals for **vectorbt**\n",
"**vectorbt** can create a Backtest using ```vbt.Portfolio.from_signals(*args, **kwargs)``` based on trends 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": 13,
"id": "775842c7-ea0e-42a0-b287-cc56487520c0",
"metadata": {},
"outputs": [],
"source": [
"# Example Long Trends for the selected Asset\n",
"# * Uncomment others for exploration or replace them with your own TA Trend Strategy\n",
"def trends(df: pd.DataFrame, mamode: str = \"sma\", fast: int = 50, slow: int = 200):\n",
" return ta.ma(mamode, df.Close, length=fast) > ta.ma(mamode, df.Close, length=slow) # SMA(fast) > SMA(slow) \"Golden/Death Cross\"\n",
"# return ta.increasing(ta.ma(mamode, df.Close, length=fast)) # Increasing MA(fast)\n",
"# return ta.macd(df.Close, fast, slow).iloc[:,1] > 0 # MACD Histogram is positive"
]
},
{
"cell_type": "markdown",
"id": "eab7e842-0cc9-420a-a22e-069ecc86e879",
"metadata": {},
"source": [
"### Display Trends"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "8c13e23e-6c2a-47e9-94b8-90dcb79f9191",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"trend_kwargs = {\"mamode\": \"ema\", \"fast\": 20, \"slow\": 50}"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "ef5a755c-ce2b-4bb1-a72f-51f5afbf537a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x156c5ab50>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x72 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"benchmark_trends = trends(benchmarkdf, **trend_kwargs)\n",
"benchmark_trends.copy().astype(int).plot(figsize=(16, 1), kind=\"area\", color=[\"limegreen\"], alpha=0.9, title=f\"{benchmarkdf.name} Trends\", grid=True).axhline(0, color=\"black\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "bc51e2ca-8784-48a5-a55e-8f32212b9560",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x157201400>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x72 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"asset_trends = trends(assetdf, **trend_kwargs)\n",
"asset_trends.copy().astype(int).plot(figsize=(16, 1), kind=\"area\", color=[\"limegreen\"], alpha=0.98, 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": 17,
"id": "75bd0f52-ebe0-4fe1-b8e0-475320d3557f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"tsignals\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>TS_Trends</th>\n",
" <th>TS_Trades</th>\n",
" <th>TS_Entries</th>\n",
" <th>TS_Exits</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2009-12-24</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-28</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-29</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-30</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-31</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" TS_Trends TS_Trades TS_Entries TS_Exits\n",
"Date \n",
"2009-12-24 True 0 False False\n",
"2009-12-28 True 0 False False\n",
"2009-12-29 True 0 False False\n",
"2009-12-30 True 0 False False\n",
"2009-12-31 True 0 False False"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# trade_offset = 0 for Live Signals (close is last price)\n",
"# trade_offset = 1 for Backtesting\n",
"LIVE = 0\n",
"\n",
"benchmark_signals = assetdf.ta.tsignals(benchmark_trends, asbool=True, trade_offset=LIVE, append=True)\n",
"benchmark_signals.tail()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "3fceb4ec-b564-47fc-9568-301d1e517440",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"tsignals\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>TS_Trends</th>\n",
" <th>TS_Trades</th>\n",
" <th>TS_Entries</th>\n",
" <th>TS_Exits</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2009-12-24</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-28</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-29</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-30</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-31</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" TS_Trends TS_Trades TS_Entries TS_Exits\n",
"Date \n",
"2009-12-24 True 0 False False\n",
"2009-12-28 True 0 False False\n",
"2009-12-29 True 0 False False\n",
"2009-12-30 True 0 False False\n",
"2009-12-31 True 0 False False"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"asset_signals = assetdf.ta.tsignals(asset_trends, asbool=True, trade_offset=LIVE, append=True)\n",
"asset_signals.tail()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "58fee2e0-dc54-45cd-89e7-939c0646e1cd",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "5155f6c5-2256-4abd-8945-3201e3963613",
"metadata": {},
"source": [
"## Creating **vectorbt** Portfolios\n",
"* [**vectorbt** Portfolio Options](https://polakowo.io/vectorbt/docs/portfolio/base.html)"
]
},
{
"cell_type": "markdown",
"id": "40085839-77af-4cf8-ad94-25ed5a9a8bc1",
"metadata": {},
"source": [
"### Buy 'N Hold Portfolios with their Single Trade and Performance Statistics"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "237cbd18-dfc5-4982-bc5c-2427cfa2ab6d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Last 1 of 1 Trades\n",
" status direction size entry_price exit_price return \\\n",
"0 0 0 1156.938842 86.219444 88.116386 0.019501 \n",
"\n",
" pnl entry_fees exit_fees \n",
"0 1945.270079 249.376559 0.0 \n",
"\n",
"None\n"
]
},
{
"data": {
"text/plain": [
"Run Time Sunday May 1, 2022, NYSE: 14:17:27\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 101945.270079\n",
"Total Return [%] 1.94527\n",
"Benchmark Return [%] 2.455634\n",
"Max Gross Exposure [%] 100.0\n",
"Total Fees Paid 249.376559\n",
"Max Drawdown [%] 55.189427\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 1945.270079\n",
"Sharpe Ratio 0.163325\n",
"Calmar Ratio 0.010149\n",
"Omega Ratio 1.028442\n",
"Sortino Ratio 0.231223\n",
"Annualized Return [%] 0.560106\n",
"Annualized Volatility [%] 28.894497\n",
"Skew 0.426797\n",
"Kurtosis 14.955984\n",
"Tail Ratio 0.881903\n",
"Common Sense Ratio 0.886842\n",
"Value at Risk -0.02229\n",
"Alpha -0.001443\n",
"Beta 1.000002\n",
"dtype: object"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Benchmark Buy and Hold (BnH) Strategy\n",
"benchmarkpf_bnh = vbt.Portfolio.from_holding(benchmarkdf.Close)\n",
"print(trade_table(benchmarkpf_bnh))\n",
"combine_stats(benchmarkpf_bnh, benchmarkdf.name, \"Buy and Hold\", LIVE)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "79667a6e-cd9b-424e-bec8-02435a8e38d3",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Last 1 of 1 Trades\n",
" status direction size entry_price exit_price return \\\n",
"0 0 0 102818.493136 0.970162 6.444382 5.640081 \n",
"\n",
" pnl entry_fees exit_fees \n",
"0 562601.617014 249.376559 0.0 \n",
"\n",
"None\n"
]
},
{
"data": {
"text/plain": [
"Run Time Sunday May 1, 2022, NYSE: 14:17:28\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 662601.617014\n",
"Total Return [%] 562.601617\n",
"Benchmark Return [%] 565.918766\n",
"Max Gross Exposure [%] 100.0\n",
"Total Fees Paid 249.376559\n",
"Max Drawdown [%] 60.866735\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 562601.617014\n",
"Sharpe Ratio 1.329387\n",
"Calmar Ratio 1.199638\n",
"Omega Ratio 1.209774\n",
"Sortino Ratio 1.982725\n",
"Annualized Return [%] 73.018072\n",
"Annualized Volatility [%] 51.088458\n",
"Skew -0.037599\n",
"Kurtosis 3.43526\n",
"Tail Ratio 1.03789\n",
"Common Sense Ratio 1.795738\n",
"Value at Risk -0.041247\n",
"Alpha -0.00145\n",
"Beta 1.00001\n",
"dtype: object"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Asset Buy and Hold (BnH) Strategy\n",
"assetpf_bnh = vbt.Portfolio.from_holding(assetdf.Close)\n",
"print(trade_table(assetpf_bnh))\n",
"combine_stats(assetpf_bnh, assetdf.name, \"Buy and Hold\", LIVE)"
]
},
{
"cell_type": "markdown",
"id": "6549488f-31df-4de3-a6b8-0034b4be591a",
"metadata": {},
"source": [
"### Signal Portfolios with their Last 'k' Trades and Performance Statistics"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "ab11d9a6-05a3-49e5-9c2c-d339e26e9b23",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Last 5 of 15 Trades\n",
" status direction size entry_price exit_price return \\\n",
"10 1 0 797.770311 114.865419 108.679631 -0.058718 \n",
"11 1 1 793.791407 108.679631 105.284168 0.026321 \n",
"12 1 0 840.904944 105.284168 101.710388 -0.038859 \n",
"13 1 1 836.710904 101.710388 63.711012 0.369538 \n",
"14 0 0 1828.133472 63.711012 88.116386 0.380564 \n",
"\n",
" pnl entry_fees exit_fees \n",
"10 -5380.682196 229.090553 216.753458 \n",
"11 2270.682765 215.672393 208.934170 \n",
"12 -3440.366007 221.334944 213.821921 \n",
"13 31448.467750 212.755477 133.269246 \n",
"14 44325.101312 291.180584 0.000000 \n",
"\n"
]
},
{
"data": {
"text/plain": [
"Run Time Sunday May 1, 2022, NYSE: 14:17:31\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 161088.515438\n",
"Total Return [%] 61.088515\n",
"Benchmark Return [%] 2.455634\n",
"Max Gross Exposure [%] 100.0\n",
"Total Fees Paid 6786.593906\n",
"Max Drawdown [%] 21.642411\n",
"Max Drawdown Duration 411 days 00:00:00\n",
"Total Trades 15\n",
"Total Closed Trades 14\n",
"Total Open Trades 1\n",
"Open Trade PnL 44325.101312\n",
"Win Rate [%] 35.714286\n",
"Best Trade [%] 36.95377\n",
"Worst Trade [%] -5.871785\n",
"Avg Winning Trade [%] 10.694623\n",
"Avg Losing Trade [%] -3.476782\n",
"Avg Winning Trade Duration 136 days 14:24:00\n",
"Avg Losing Trade Duration 37 days 18:40:00\n",
"Profit Factor 1.564774\n",
"Expectancy 1197.386723\n",
"Sharpe Ratio 0.76285\n",
"Calmar Ratio 0.684927\n",
"Omega Ratio 1.124145\n",
"Sortino Ratio 1.111297\n",
"Annualized Return [%] 14.823462\n",
"Annualized Volatility [%] 21.015086\n",
"Skew 0.013949\n",
"Kurtosis 4.710068\n",
"Tail Ratio 1.023206\n",
"Common Sense Ratio 1.174881\n",
"Value at Risk -0.017307\n",
"Alpha 0.191159\n",
"Beta -0.301324\n",
"dtype: object"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Benchmark Portfolio from Trade Signals\n",
"benchmarkpf_signals = vbt.Portfolio.from_signals(\n",
" benchmarkdf.Close,\n",
" entries=benchmark_signals.TS_Entries,\n",
" exits=benchmark_signals.TS_Exits,\n",
")\n",
"trade_table(benchmarkpf_signals, k=5)\n",
"combine_stats(benchmarkpf_signals, benchmarkdf.name, \"Long Strategy\", LIVE)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "d8eaf793-f18b-41e1-92d2-d27baa166371",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Last 5 of 19 Trades\n",
" status direction size entry_price exit_price return \\\n",
"14 1 0 29355.566042 5.320024 4.917979 -0.080383 \n",
"15 1 1 29209.154242 4.917979 3.043387 0.377124 \n",
"16 1 0 64956.830347 3.043387 2.652390 -0.133153 \n",
"17 1 1 64632.856130 2.652390 3.112366 -0.178853 \n",
"18 0 0 45253.946608 3.112366 6.444382 1.068073 \n",
"\n",
" pnl entry_fees exit_fees \n",
"14 -12553.631451 390.430815 360.925126 \n",
"15 54173.875496 359.125001 222.236907 \n",
"16 -26322.911779 494.221947 430.727040 \n",
"17 -30661.105740 428.578776 502.902836 \n",
"18 150434.722694 352.117165 0.000000 \n",
"\n"
]
},
{
"data": {
"text/plain": [
"Run Time Sunday May 1, 2022, NYSE: 14:17:32\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 291633.706004\n",
"Total Return [%] 191.633706\n",
"Benchmark Return [%] 565.918766\n",
"Max Gross Exposure [%] 100.0\n",
"Total Fees Paid 10631.091236\n",
"Max Drawdown [%] 46.106062\n",
"Max Drawdown Duration 368 days 00:00:00\n",
"Total Trades 19\n",
"Total Closed Trades 18\n",
"Total Open Trades 1\n",
"Open Trade PnL 150434.722694\n",
"Win Rate [%] 33.333333\n",
"Best Trade [%] 78.771666\n",
"Worst Trade [%] -17.885338\n",
"Avg Winning Trade [%] 34.907989\n",
"Avg Losing Trade [%] -10.451628\n",
"Avg Winning Trade Duration 124 days 12:00:00\n",
"Avg Losing Trade Duration 21 days 20:00:00\n",
"Profit Factor 1.2815\n",
"Expectancy 2288.832406\n",
"Sharpe Ratio 0.926132\n",
"Calmar Ratio 0.78913\n",
"Omega Ratio 1.141239\n",
"Sortino Ratio 1.339789\n",
"Annualized Return [%] 36.383655\n",
"Annualized Volatility [%] 43.942062\n",
"Skew -0.036486\n",
"Kurtosis 1.988356\n",
"Tail Ratio 0.968328\n",
"Common Sense Ratio 1.320641\n",
"Value at Risk -0.038211\n",
"Alpha 0.353838\n",
"Beta 0.152646\n",
"dtype: object"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Asset Portfolio from Trade Signals\n",
"assetpf_signals = vbt.Portfolio.from_signals(\n",
" assetdf.Close,\n",
" entries=asset_signals.TS_Entries,\n",
" exits=asset_signals.TS_Exits,\n",
")\n",
"trade_table(assetpf_signals, k=5)\n",
"combine_stats(assetpf_signals, assetdf.name, \"Long Strategy\", LIVE)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "056574e2-0e68-4055-92ba-d8893e153619",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "758ab259-f6f8-4dfc-8c2d-5aaf429cea42",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "79249c48-7cb6-41a1-ad8d-4aa928d7cd90",
"metadata": {},
"source": [
"## Buy and Hold Plots"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "f386b63d-38f0-401a-ae0e-48bfb65e561a",
"metadata": {},
"outputs": [],
"source": [
"vbt.settings.set_theme(\"seaborn\")"
]
},
{
"cell_type": "markdown",
"id": "000dbee0-dd23-45b9-b298-5e9805e99dd5",
"metadata": {},
"source": [
"### Benchmark"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "8d3be988-8ab0-4160-8954-2e5989b3c75f",
"metadata": {},
"outputs": [
{
"data": {
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_bnh.trades.plot(title=f\"{benchmarkdf.name} | Trades\", height=cheight, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "de6ef303-a1a8-4ff9-8722-4e50cdde28d9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_bnh.value().vbt.plot(title=f\"{benchmarkdf.name} | Equity Curve\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "f38fa715-186c-40fb-aecb-177c39480600",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_bnh.drawdown().vbt.plot(title=f\"{benchmarkdf.name} | Drawdown\", trace_kwargs=dict(name=\"%\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "aab9e899-5115-4395-bc1a-c79e75a87583",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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sWbPc15oB157zbt26VSli/fr1duGFF9qzzz7r0ujS0nq98k2vXdOBccG72BHolRustDw+AgxU4mNPyZVHYP3Cs63j0f+wFk2qCvT33jf767bj7cSLnqw8KLQYAiUmwH2vxMApDgJZBBDoEXQHvbP8zTffdK9Fk6DOvfbs2WObN292+8tzZ85rK14z9noFW3aeCPQIHEYWECiSAAOVIoGRHAIhCRw8eMDW//fZ1q3dP+3IelUF+gf7zVa/+RE78eInrU6d6s+GCVksZhCAQA4B7nt0CQjERwCBHh/7UCUj0ENhwwgCXgQYqHjhwxgCRRH45/L/tOY7llr7Y6sK9NffMdva9Fz7SL+ZReVHYghAoHgC3PeKZ4YFBKIigECPimSJ8kGglwg0xUAgiwADFboDBEpHYNc762zjE8Pt48fuslbN/ncP+rvbD9rf3mlkx336fmt07CmlqwwlQaBCCXDfq1DH0+yyIIBALws3FF4JBHrhrEgJgagIMFCJiiT5QKAwArv++Yy9tep2e3/L686gScv21vb08dboI2cWlgGpIAABLwLc97zwYQwBLwIIdC98pTdGoJeeOSVCgIEKfQAC8RA4qt5+d5L77g/Ycx6PByi1Uglw36tUz9PuciCAQC8HLxRRBwR6EbBICoGICDBQiQgk2UCgSALEXpHASA6BiAgQexGBJBsIhCCAQA8BLU4TBHqc9Cm7UgkwUKlUz9PuuAkQe3F7gPIrlQCxV6mep93lQACBXg5eKKIOCPQiYJEUAhERYKASEUiygUCRBIi9IoGRHAIRESD2IgJJNhAIQQCBHgJanCYI9DjpU3alEmCgUqmep91xEyD24vYA5VcqAWKvUj1Pu8uBAAK9HLxQRB0Q6EXAIikEIiLAQCUikGQDgSIJEHtFAiM5BCIiQOxFBJJsIBCCAAI9BLQ4TRDocdKn7EolwEClUj1Pu+MmQOzF7QHKr1QCxF6lep52lwMBBHo5eKGIOiDQi4BFUghERICBSkQgyQYCRRIg9ooERnIIRESA2IsIJNlAIAQBBHoIaHGaINDjpE/ZlUqAgUqlep52x02A2IvbA5RfqQSIvUr1PO0uBwII9HLwQhF1QKAXAYukEIiIAAOViECSDQSKJEDsFQmM5BCIiACxFxFIsoFACAII9BDQ4jRBoMdJn7IrlQADlUr1PO2OmwCxF7cHKL9SCRB7lep52l0OBBDo5eCFIuqAQC8CFkkhEBEBBioRgSQbCBRJgNgrEhjJIRARAWIvIpBkA4EQBBDoIaDFaYJAj5M+ZVcqAQYqlep52h03AWIvbg9QfqUSIPYq1fO0uxwIINDLwQtF1AGBXgQskkIgIgIMVCICSTYQKJIAsVckMJJDICICxF5EIMkGAiEIINBDQIvTBIEeJ33KrlQCDFQq1fO0O24CxF7cHqD8SiVA7FWq52l3ORBAoJeDF4qoAwK9CFgkhUBEBBioRASSbCBQJAFir0hgJIdARASIvYhAkg0EQhBAoIeAFqcJAj1O+pRdqQQYqFSq52l33ASIvbg9QPmVSoDYq1TP0+5yIIBALwcvFFEHBHoRsEgKgYgIMFCJCCTZQKBIAsRekcBIDoGICBB7EYEkGwiEIIBADwEtThMEepz0KbtSCTBQqVTP0+64CRB7cXuA8iuVALFXqZ6n3eVAAIFeDl4oog4I9CJgkRQCERFgoBIRSLKBQJEEiL0igZEcAhERIPYiAkk2EAhBAIEeAlqcJgj0OOlTdqUSYKBSqZ6n3XETIPbi9gDlVyoBYq9SPU+7y4EAAr0cvFBEHRDoRcAiKQQiIsBAJSKQZAOBIgkQe0UCIzkEIiJA7EUEkmwgEIIAAj0EtDhNEOhx0qfsSiXAQKVSPU+74yZA7MXtAcqvVALEXqV6nnaXAwEEejl4oYg6INCLgEVSCEREgIFKRCDJBgJFEiD2igRGcghERIDYiwgk2UAgBAEEeghocZog0OOkT9mVSoCBSqV6nnbHTYDYi9sDlF+pBIi9SvU87S4HAgj0cvBCEXVAoBcBi6QQiIgAA5WIQJINBIokQOwVCYzkEIiIALEXEUiygUAIAgj0ENDiNEGgx0mfsiuVAAOVSvU87Y6bALEXtwcov1IJEHuV6nnaXQ4EEOjl4IUi6oBALwIWSSEQEQEGKhGBJBsIFEmA2CsSGMkhEBEBYi8ikGQDgRAEEOg1QNu/f7/VrVvX/fO99u3bZ1u2bLE2bdpYnTp1qmS3d+9e+/DDD61hw4YFFYNALwgTiSAQKQEGKpHiJDMIFEyA2CsYFQkhECkBYi9SnGQGgaIIINCrwbV792674IIL7Nprr7XBgwfXCvS8886z9evXV0lz/fXX23XXXWcHDx60mTNn2owZM9z3LVu2tHvuuce6du3qfp83b577Xddll11mo0aNcj9v3rzZ+vfvb0uWLLG2bdtWyRuBXlT/JjEEIiHAQCUSjGQCgaIJEHtFI8MAApEQIPYiwUgmEAhFAIGeg23KlCn2k5/8xH16xx13FCTQBw0aZOeff34mp6OPPtpatGhhq1evtqFDh9r8+fOtS5cuduedd9qiRYtsxYoVLm2vXr1s7ty51qhRIyfI161bZ/Xr1zfV4cCBAzZ+/PhDnIpAD9XPMYKAFwEGKl74MIZAaALEXmh0GELAiwCx54UPYwh4EUCg5+B77733TMvOL7roIhs3blxBAn3EiBEufe41depUe/HFF23OnDnuq02bNtkZZ5xhDz/8sDVt2tT69etna9eutQYNGlinTp3sscces2bNmtmAAQNs6dKl1rp1awS6V/fGGALREGCgEg1HcoFAsQSIvWKJkR4C0RAg9qLhSC4QCEMAgV4DNYnnMWPGFCTQmzRpYieeeKIdd9xx9tnPftZOOOEEl+vYsWPdTPqkSZMypXTs2NFmz55tvXv3ttNOO80WLlzoZtDPOussN4M+efJka9y4sXs4IEGvn5V/cDGDHqabYwMBPwIMVPz4YQ2BsASIvbDksIOAHwFiz48f1hDwIYBA9xTo2l+ug+S03/zJJ5+01157zc2QS6RrZr1z58520003ZUrR/vNbb73VtCxe+8/vu+8+993w4cNtyJAh7vPly5e75fBPP/206YA5PSgYNmyYS7d3734ff2MLAQiEIHDEEXXcAY/7938Ywjo6k5wzJqPLmJwgUKYEdH9Vvz9wIN7YK1M8VAsCh41AucTewYOHrYlkDIGyJdCgQb2yrZtPxeoclGL2uAqdQc8uQmJae8mvvPJKu+aaa9wMug6GmzhxYiZZMIPet29f99n27dvdKe7Nmzd3e87btWvnDozr2bOnPffcc/bCCy/YhAkTbNmyZS79tm27PFqFKQQgEIZAgwZHOrO9ez8IYx6Zjd9ftciqQUYQKBmBo47SIKWO7dkTb+yVrMEUBIEyIVAusceD6TLpEFSjpASOPrpRScsrVWGxCHQ1Tqe/S3zrFHftQX/55Zczs+TZe9BPPvnkKiw2bNjgbFeuXOn2rWvWfNWqVbZx40br06ePrVmzxi13Z4l7qboQ5UDg/wiw1I/eAIF4CBB78XCnVAgQe/QBCMRHgCXuOez1/nPNaOugttGjR7sl5zpZXdeOHTvc7PbIkSNt4MCBbjn7U0895U5wP+aYY+zxxx93e8cfeOAB69GjR+YU9wULFrhT3KdNm2aPPvqoO8U99/3qN954ozsoTq9a27Ztm3Xv3t3ZP//8825J/OLFi10dEOjxBQslVy4BBiqV63taHi8BYi9e/pReuQSIvcr1PS2PnwACPccHeod5IIaDr5544gnr0KGDbd261Qnvm2++2e0Zl0CXYH/rrbcyuWiZ+tVXX+1+1yr76dOn26xZs9zvmgHXnvNu3bpVKVXvUb/wwgvt2WefdWl06VVrDz74oHs4kH2aPAI9/qChBpVHgIFK5fmcFpcHAWKvPPxALSqPALFXeT6nxeVDAIHu6QuJ8C1bttjOnTvdKe716h26qX/Pnj22efNmt788d+a8tuI1Y69XsAUz+EqLQPd0GOYQCEGAgUoIaJhAIAICxF4EEMkCAiEIEHshoGECgYgIINAjAlmqbBDopSJNORD4PwIMVOgNEIiHALEXD3dKhQCxRx+AQHwEEOjxsQ9VMgI9FDaMIOBFgIGKFz6MIRCaALEXGh2GEPAiQOx54cMYAl4EEOhe+EpvjEAvPXNKhAADFfoABOIhQOzFw51SIUDs0QcgEB8BBHp87EOVjEAPhQ0jCHgRYKDihQ9jCIQmQOyFRochBLwIEHte+DCGgBcBBLoXvtIbI9BLz5wSIcBAhT4AgXgIEHvxcKdUCBB79AEIxEcAgR4f+1AlI9BDYcMIAl4EGKh44cMYAqEJEHuh0WEIAS8CxJ4XPowh4EUAge6Fr/TGCPTSM6dECDBQoQ9AIB4CxF483CkVAsQefQAC8RFAoMfHPlTJCPRQ2DCCgBcBBipe+DCGQGgCxF5odBhCwIsAseeFD2MIeBFAoHvhK70xAr30zCkRAgxU6AMQiIcAsRcPd0qFALFHH4BAfAQQ6PGxD1UyAj0UNowg4EWAgYoXPowhEJoAsRcaHYYQ8CJA7HnhwxgCXgQQ6F74Sm+MQC89c0qEAAMV+gAE4iFA7MXDnVIhQOzRByAQHwEEenzsQ5WMQA+FDSMIeBFgoOKFD2MIhCZA7IVGhyEEvAgQe174MIaAFwEEuhe+0hsj0EvPnBIhwECFPgCBeAgQe/Fwp1QIEHv0AQjERwCBHh/7UCUj0ENhwwgCXgQYqHjhwxgCoQkQe6HRYQgBLwLEnhc+jCHgRQCB7oWv9MYI9NIzp0QIMFChD0AgHgLEXjzcKRUCxB59AALxEUCgx8c+VMkI9FDYMIKAFwEGKl74MIZAaALEXmh0GELAiwCx54UPYwh4EUCge+ErvTECvfTMKRECDFToAxCIhwCxFw93SoUAsUcfgEB8BBDo8bEPVTICPRQ2jCDgRYCBihc+jCEQmgCxFxodhhDwIkDseeHDGAJeBBDoXvhKb4xALz1zSoQAAxX6AATiIUDsxcOdUiFA7NEHIBAfAQR6fOxDlYxAD4UNIwh4EWCg4oUPYwiEJkDshUaHIQS8CBB7XvgwhoAXAQS6F77SGyPQS8+cEiHAQIU+AIF4CBB78XCnVAgQe/QBCMRHAIEeH/tQJSPQQ2HDCAJeBBioeOHDGAKhCRB7odFhCAEvAsSeFz6MIeBFAIHuha/0xgj00jOnRAgwUKEPQCAeAsRePNwpFQLEHn0AAvERQKDHxz5UyQj0UNgwgoAXAQYqXvgwhkBoAsReaHQYQsCLALHnhQ9jCHgRQKB74Su9MQK99MwpEQIMVOgDEIiHALEXD3dKhQCxRx+AQHwEEOjxsQ9VMgI9FDaMIOBFgIGKFz6MIRCaALEXGh2GEPAiQOx54cMYAl4EEOhe+EpvjEAvPXNKhAADFfoABOIhQOzFw51SIUDs0QcgEB8BBHp87EOVjEAPhQ0jCHgRYKDihQ9jCIQmQOyFRochBLwIEHte+DCGgBcBBLoXvtIbI9BLz5wSIcBAhT4AgXgIEHvxcKdUCBB79AEIxEcAgR4f+1AlI9BDYcMIAl4EGKh44cMYAqEJEHuh0WEIAS8CxJ4XPowh4EUAge6Fr/TGCPTSM6dECDBQoQ9AIB4CxF483CkVAsQefQAC8RFAoNfAfv/+/Va3bl33L9/14Ycf2ttvv22tWrWyevXqHZJ83759tmXLFmvTpo3VqVOnyvd79+412Tds2DBfMe57BHpBmEgEgUgJMFCJFCeZQaBgAsRewahICIFICRB7keIkMwgURQCBXg2u3bt32wUXXGDXXnutDR48uFagTz/9tN1www22c+dOl+7WW2+1Sy65xP188OBBmzlzps2YMcP93rJlS7vnnnusa9eu7vd58+a533VddtllNmrUKPfz5s2brX///rZkyRJr27ZtlfIR6EX1bxJDIBICDFQiwUgmECiaALFXNDIMIBAJATTWDSgAACAASURBVGIvEoxkAoFQBBDoOdimTJliP/nJT9ynd9xxR60CXUK+V69eNmbMGLv88stt+fLlNnr0aPd/+/btbfXq1TZ06FCbP3++denSxe68805btGiRrVixwuUv27lz51qjRo2cIF+3bp3Vr1/fVIcDBw7Y+PHjD3EqAj1UP8cIAl4EGKh44cMYAqEJEHuh0WEIAS8CxJ4XPowh4EUAgZ6D77333jMtO7/ooots3LhxtQp0zZ6PHDkyI6yV1TnnnOPE+hVXXGFTp061F1980ebMmeNK2bRpk51xxhn28MMPW9OmTa1fv362du1aa9CggXXq1Mkee+wxa9asmQ0YMMCWLl1qrVu3RqB7dW+MIRANAQYq0XAkFwgUS4DYK5YY6SEQDQFiLxqO5AKBMAQQ6DVQk3jWzHhtS9wXLFhg9957ry1btiyTi5bFd+jQwW666SYbO3astWjRwiZNmpT5vmPHjjZ79mzr3bu3nXbaabZw4UI3g37WWWc5oT958mRr3LixezggQa+fmzRpkrFnBj1MN8cGAn4EGKj48cMaAmEJEHthyWEHAT8CxJ4fP6wh4EMAge4h0LV//PHHH3cz4sElUS5Bfdttt9mIESOsc+fOTqwHl/afa5/6oEGD3P7z++67z301fPhwGzJkiPtcS+S1HF4z9DpgTg8Khg0b5tJpXzsXBCAAAQhUHoHcQ0YrjwAtrkQCjHsq0eu0GQKVTSCt9/s6Bz3/okc1g66D4SZOnJjpZcEMet++fd1n27dvd6e4N2/e3O05b9eunTswrmfPnvbcc8/ZCy+8YBMmTMjM0jODXtkBS+vjIcBMQjzcKRUCxB59AALxECD24uFOqRAQAWbQa+gHhQj06vagy+6qq67K7EF/+eWXM7Pk2XvQTz755Colb9iwwZ0cv3LlSrdvXbPmq1atso0bN1qfPn1szZo1brk7Ap3AhUDpCTBQKT1zSoSACBB79AMIxEOA2IuHO6VCAIFeTR/Q+881o62D2nQiu5ac62R1XTt27HCz2zoYbuDAgbZr1y479dRT3cx3bae4a6+6TnGfNm2aPfroo+4U99z3q994443uoDi9am3btm3WvXt3dwr8888/75bEL1682NUBgU7gQqD0BBiolJ45JUIAgU4fgEB8BLjvxceekiHADHpOH7j++uszYjj46oknnnAHv23dutV69OhhN998s9szruupp55y70sPruzvtMp++vTpNmvWLPe1ZsC157xbt25VSl2/fr1deOGF9uyzz7o0uvSqtQcffNA9HMg+TR6BTtBCoPQEGKiUnjklQgCBTh+AQHwEuO/Fx56SIYBAj6AP6J3lb775pnstWjDbnp3tnj17bPPmzW5/ee7MeW3Fa8Zer2DLzhOBHoHDyAICRRJgoFIkMJJDICICxF5EIMkGAkUSIPaKBEZyCERIAIEeIcxSZIVALwVlyoBAVQIMVOgREIiHALEXD3dKhQCxRx+AQHwEEOjxsQ9VMgI9FDaMIOBFgIGKFz6MIRCaALEXGh2GEPAiQOx54cMYAl4EEOhe+EpvjEAvPXNKhAADFfoABOIhQOzFw51SIUDs0QcgEB8BBHp87EOVjEAPhQ0jCHgRYKDihQ9jCIQmQOyFRochBLwIEHte+DCGgBcBBLoXvtIbI9BLz5wSIcBAhT4AgXgIEHvxcKdUCBB79AEIxEcAgR4f+1AlI9BDYcMIAl4EGKh44cMYAqEJEHuh0WEIAS8CxJ4XPowh4EUAge6Fr/TGCPTSM6dECDBQoQ9AIB4CxF483CkVAsQefQAC8RFAoMfHPlTJCPRQ2DCCgBcBBipe+DCGQGgCxF5odBhCwIsAseeFD2MIeBFAoHvhK70xAr30zCkRAgxU6AMQiIcAsRcPd0qFALFHH4BAfAQQ6PGxD1UyAj0UNowg4EWAgYoXPowhEJoAsRcaHYYQ8CJA7HnhwxgCXgQQ6F74Sm+MQC89c0qEAAMV+gAE4iFA7MXDnVIhQOzRByAQHwEEenzsQ5WMQA+FDSMIeBFgoOKFD2MIhCZA7IVGhyEEvAgQe174MIaAFwEEuhe+0hsj0EvPnBIhwECFPgCBeAgQe/Fwp1QIEHv0AQjERwCBHh/7UCUj0ENhwwgCXgQYqHjhwxgCoQkQe6HRYQgBLwLEnhc+jCHgRQCB7oWv9MYI9NIzp0QIMFChD0AgHgLEXjzcKRUCxB59AALxEUCgx8c+VMkI9FDYMIKAFwEGKl74MIZAaALEXmh0GELAiwCx54UPYwh4EUCge+ErvTECvfTMKRECDFToAxCIhwCxFw93SoUAsUcfgEB8BBDo8bEPVTICPRQ2jCDgRYCBihc+jCEQmgCxFxodhhDwIkDseeHDGAJeBBDoXvhKb4xALz1zSoQAAxX6AATiIUDsxcOdUiFA7NEHIBAfAQR6fOxDlYxAD4UNIwh4EWCg4oUPYwiEJkDshUaHIQS8CBB7XvgwhoAXAQS6F77SGyPQS8+cEiHAQIU+AIF4CBB78XCnVAgQe/QBCMRHAIEeH/tQJSPQQ2HDCAJeBBioeOHDGAKhCRB7odFhCAEvAsSeFz6MIeBFAIHuha/0xgj00jOnRAgwUKEPQCAeAsRePNwpFQLEHn0AAvERQKDHxz5UyQj0UNgwgoAXAQYqXvgwhkBoAsReaHQYQsCLALHnhQ9jCHgRQKB74Su9MQK99MwpEQIMVOgDEIiHALEXD3dKhQCxRx+AQHwEEOjxsQ9VMgI9FDaMIOBFgIGKFz6MIRCaALEXGh2GEPAiQOx54cMYAl4EEOhe+EpvjEAvPXNKhAADFfoABOIhQOzFw51SIUDs0QcgEB8BBHp87EOVjEAPhQ0jCHgRYKDihQ9jCIQmQOyFRochBLwIEHte+DCGgBcBBLoXvtIbI9BLz5wSIcBAhT4AgXgIEHvxcKdUCBB79AEIxEcAgR4f+1AlI9BDYcMIAl4EGKh44cMYAqEJEHuh0WEIAS8CxJ4XPowh4EUAgV4Nvg8//NDefvtta9WqldWrV88LsIz37dtnW7ZssTZt2lidOnWq5Ld3715TeQ0bNiyoHAR6QZhIBIFICTBQiRQnmUGgYALEXsGoSAiBSAkQe5HiJDMIFEUAgZ6D6+mnn7YbbrjBdu7c6b659dZb7ZJLLqkR6nnnnWfr16+v8v31119v1113nR08eNBmzpxpM2bMcN+3bNnS7rnnHuvatav7fd68ee53XZdddpmNGjXK/bx582br37+/LVmyxNq2bVslbwR6Uf2bxBCIhAADlUgwkgkEiiZA7BWNDAMIREKA2IsEI5lAIBQBBHoWtt27d1uvXr1szJgxdvnll9vy5ctt9OjR7v/27dtXC1gCfdCgQXb++ednvj/66KOtRYsWtnr1ahs6dKjNnz/funTpYnfeeactWrTIVqxY4dKqrLlz51qjRo2cIF+3bp3Vr1/fpkyZYgcOHLDx48cfUiYCPVQ/xwgCXgQYqHjhwxgCoQkQe6HRYQgBLwLEnhc+jCHgRQCBnoVPs+cjR47MCGV9dc455zixfsUVV9Qo0EeMGGEXXXTRId9PnTrVXnzxRZszZ477btOmTXbGGWfYww8/bE2bNrV+/frZ2rVrrUGDBtapUyd77LHHrFmzZjZgwABbunSptW7dGoHu1b0xhkA0BBioRMORXCBQLAFir1hipIdANASIvWg4kgsEwhBAoGdRW7Bggd177722bNmyzKfXXnutdejQwW666aYaBXqTJk3sxBNPtOOOO84++9nP2gknnODSjh071s2kT5o0KWPbsWNHmz17tvXu3dtOO+00W7hwoZtBP+uss9yDgcmTJ1vjxo1t3LhxTtDrZ+UfXMygh+nm2EDAjwADFT9+WEMgLAFiLyw57CDgR4DY8+OHNQR8CCDQs+hpP/jjjz/uZriDSyJbAvm2226rlrP2l9etW9ftN3/yySfttddec/YS6ZpZ79y5cxVxr/3n2teuZfEq77777nP5Dh8+3IYMGeI+15J6LYfXjL4OmNOS+2HDhrl07723y8ff2CacQM4ZgwlvTXKq36BBPXfA4549HySn0tQUAikgQOylwIk0IZEEiL1Eui11lT54MHVNKqhBLVo0Kihd0hLVOSjFXOQVZgY9uwiJae0lv/LKK+2aa65xM+g6GG7ixImZZMEMet++fd1n27dvd6e4N2/e3O05b9eunTswrmfPnvbcc8/ZCy+8YBMmTMjM6n/wwf4iW0XyNBEovlenqfXxteWII+q6wg8c+DC+SlAyBCqQALFXgU6nyWVBgNgrCzdUfCUqdWLqyCP93yJWjp0nlECvbg+69olfddVVNe5Bz238BRdcYBLfOsVde9BffvnlzCx59h70k08+uYrphg0bTLYrV650+9Y1a75q1SrbuHGj9enTx9asWeOWu7PEvRy7G3VKOwGW+qXdw7SvXAkQe+XqGeqVdgLEXto9TPvKmQBL3LO8s2vXLjv11FPdTHZ1p7jv2LHDzW7rILmBAwe65exPPfWUO8H9mGOOccvjtXf8gQcesB49emROcdfMvE5xnzZtmj366KPuFHcti8++brzxRndQnF61tm3bNuvevbuzf/75592S+MWLF7vkCPRyDifqllYCDFTS6lnaVe4EiL1y9xD1SysBYi+tnqVdSSCAQM/xkgS3DoYLrptvvtntD9e1detWJ7yDzyTQJdjfeuutTHqJ+6uvvtr9rlX206dPt1mzZrnfNQOuPefdunWrUqreo37hhRfas88+69Lo0qvWHnzwQffaNYn+wYMHI9CTEFHUMZUEGKik0q00KgEEiL0EOIkqppIAsZdKt9KohBBAoFfjKL2D/M0333SvOZNAru2SCN+yZYvt3LnTneJer96hewb27NljmzdvdvvLc2fOa8tbM/Z6BVt2HZhBT0hkUc1UEWCgkip30pgEESD2EuQsqpoqAsReqtxJYxJGAIGeMIch0BPmMKqbCgIMVFLhRhqRQALEXgKdRpVTQYDYS4UbaURCCSDQE+Y4BHrCHEZ1U0GAgUoq3EgjEkiA2Eug06hyKggQe6lwI41IKAEEesIch0BPmMOobioIMFBJhRtpRAIJEHsJdBpVTgUBYi8VbqQRCSWAQE+Y4xDoCXMY1U0FAQYqqXAjjUggAWIvgU6jyqkgQOylwo00IqEEEOgJcxwCPWEOo7qpIMBAJRVupBEJJEDsJdBpVDkVBIi9VLiRRiSUAAI9YY5DoCfMYVQ3FQQYqKTCjTQigQSIvQQ6jSqnggCxlwo30oiEEkCgJ8xxCPSEOYzqpoIAA5VUuJFGJJAAsZdAp1HlVBAg9lLhRhqRUAII9IQ5DoGeMIdR3VQQYKCSCjfSiAQSIPYS6DSqnAoCxF4q3EgjEkoAgZ4wxyHQE+YwqpsKAgxUUuFGGpFAAsReAp1GlVNBgNhLhRtpREIJINAT5jgEesIcRnVTQYCBSircSCMSSIDYS6DTqHIqCBB7qXAjjUgoAQR6whyHQE+Yw6huKggwUEmFG2lEAgkQewl0GlVOBQFiLxVupBEJJYBAT5jjEOgJcxjVTQUBBiqpcCONSCABYi+BTqPKqSBA7KXCjTQioQQQ6AlzHAI9YQ6juqkgwEAlFW6kEQkkQOwl0GlUORUEiL1UuJFGJJQAAj1hjkOgJ8xhVDcVBBiopMKNNCKBBIi9BDqNKqeCALGXCjfSiIQSQKAnzHEI9IQ5jOqmggADlVS4kUYkkACxl0CnUeVUECD2UuFGGpFQAgj0hDkOgZ4wh1HdVBBgoJIKN9KIBBIg9hLoNKqcCgLEXircSCMSSgCBnjDHIdAT5jCqmwoCDFRS4UYakUACxF4CnUaVU0GA2EuFG2lEQgkg0BPmOAR6whxGdVNBgIFKKtxIIxJIgNhLoNOocioIEHupcCONSCgBBHrCHIdAT5jDqG4qCDBQSYUbaUQCCRB7CXQaVU4FAWIvFW6kEQklgEBPmOMQ6AlzGNVNBQEGKqlwI41IIAFiL4FOo8qpIEDspcKNNCKhBBDoCXMcAj1hDqO6qSDAQCUVbqQRCSRA7CXQaVQ5FQSIvVS4kUYklAACPWGOQ6AnzGFUNxUEGKikwo00IoEEiL0EOo0qp4IAsZcKN9KIhBJAoCfMcQj0hDmM6qaCAAOVVLiRRiSQALGXQKdR5VQQIPZS4UYakVACCPSEOQ6BnjCHUd1UEGCgkgo30ogEEiD2Eug0qpwKAsReKtxIIxJKAIGeMMch0BPmMKqbCgIMVFLhRhqRQALEXgKdRpVTQYDYS4UbaURCCSDQE+Y4BHrCHEZ1U0GAgUoq3EgjEkiA2Eug06hyKggQe6lwI41IKAEEesIch0BPmMOobioIMFBJhRtpRAIJEHsJdBpVTgUBYi8VbqQRCSWAQE+Y4xDoCXMY1U0FAQYqqXAjjUggAWIvgU6jyqkgQOylwo00IqEEEOgJcxwCPWEOo7qpIMBAJRVupBEJJEDsJdBpVDkVBIi9VLiRRiSUAAI9YY5DoCfMYVQ3FQQYqKTCjTQigQSIvQQ6jSqnggCxlwo30oiEEkCgJ8xxCPSEOYzqpoIAA5VUuJFGJJAAsZdAp1HlVBAg9lLhRhqRUAII9Goc9+GHH9rbb79trVq1snr16uV1bb70+/btsy1btlibNm2sTp06VfLbu3evyb5hw4Z5y1ECBHpBmEgEgUgJMFCJFCeZQaBgAsRewahICIFICRB7keIkMwgURQCBnoPr6aefthtuuMF27tzpvrn11lvtkksuqRFqbekPHjxoM2fOtBkzZjj7li1b2j333GNdu3Z1v8+bN8/9ruuyyy6zUaNGuZ83b95s/fv3tyVLlljbtm2rlI1AL6p/kxgCkRBgoBIJRjKBQNEEiL2ikWEAgUgIEHuRYCQTCIQigEDPwrZ7927r1auXjRkzxi6//HJbvny5jR492v3fvn37QwDnS7969WobOnSozZ8/37p06WJ33nmnLVq0yFasWOHyUllz5861Ro0aOUG+bt06q1+/vk2ZMsUOHDhg48ePP6RMBHqofo4RBLwIMFDxwocxBEITIPZCo8MQAl4EiD0vfBhDwIsAAj0Ln2bDR44cmRHK+uqcc85xYv2KK644BHS+9FOnTrUXX3zR5syZ42w3bdpkZ5xxhj388MPWtGlT69evn61du9YaNGhgnTp1sscee8yaNWtmAwYMsKVLl1rr1q0R6F7dG2MIREOAgUo0HMkFAsUSIPaKJUZ6CERDgNiLhiO5QCAMAQR6FrUFCxbYvffea8uWLct8eu2111qHDh3spptuOoRvvvRjx461Fi1a2KRJkzK2HTt2tNmzZ1vv3r3ttNNOs4ULF7oZ9LPOOss9GJg8ebI1btzYxo0b5wS9fm7SpEnGnhn0MN0cGwj4EWCg4scPawiEJUDshSWHHQT8CBB7fvywhoAPAQR6Fj3tB3/88cfdDHdwSWRLIN92222HcM6XfsSIEda5c+cq4l77z7WvfdCgQW7/+X333efyHT58uA0ZMsR9riX1Wg6vGXodMKcl98OGDXPpbrnllrz+zn4gUFNi8qkdI3zgUxMB4qv2vgEf+HDfOZQAcUFcEBfERTYBxpmMM33GmXnFYJkmqHNQJ7QVeeWbEc/NLl96iXsdDDdx4sSMaTCD3rdvX/fZ9u3b3SnuzZs3d3vO27Vr5w6M69mzpz333HP2wgsv2IQJEzKz+gQ0Ae0T0PQf+g/951ACxAVxQVwQF9kEeKDCAxUeqPBApZwfqBQpccsmeSiBXt2ecu0Tv+qqqwreg56dXnvQX3755cwsefYe9JNPPrkKrA0bNtgFF1xgK1eudPvWNWu+atUq27hxo/Xp08fWrFnjlrtzQQACEIAABCAAAQhAAAIQgAAEkkQglEDftWuXnXrqqW4mu7pT3Hfs2OFmt3WQ3MCBAy1f+uAUd8206xT3adOm2aOPPupOca9bt24VnjfeeKM7KE6vWtu2bZt1797dZP/888+7JfGLFy9OEn/qCgEIQAACEIAABCAAAQhAAAIQcARCCXQZPvXUU6aD4YLr5ptvdvvDdW3dutV69Ohh2Z/Vll6r7KdPn26zZs1y9poB157zbt26VXHT+vXr7cILL7Rnn302M0uuV609+OCD7rVrOjBu8ODBuBYCEIAABCAAAQhAAAIQgAAEIJA4AqEFut5t/s4777gGt23b1gnk7Ov999+3LVu2uL3lwenqemf5m2++6V6Llptetnv27LHNmze7/eW5M+f6Xt/pc534nn1pxl6vYKsuz9o8oj3tb7/9th199NHWsGHDvM7Ll14H1b377ruuffXq1Tskv5rqn7dgElQ0gf3797tYUyypn+de1cWaLzDluXPnTteX69Sp45udsy+2/9eWPl8sHo76RwKBTCqSQNBfW7VqVe29QfewDz74wMV4oVc+G/3N0L23kHtbUGZtNvnaUGi9SQeBQgnU1sfD9sfa+rjGcBq3tmnTpuD7Xr565IvTXBb50kdd/0J9QbrKJhD1vSHquJF38sVvsfdEnzZr4lmatzotWGhPCiXQNXOuGXFdGlB8/vOfz5zArkH90KFD7S9/+UumDlru/s1vftOOOOKIGut13nnnmWbIs6/rr7/errvuOnvjjTdMP2sZu67TTz/dzbgfc8wxNeanP7JKl3v913/9l/Xq1cueeeYZN+OudLpUx29961vVPhjQ9/nS//jHPzbtpQ+u7373u46LrjD1L9SBpEs3Ab3B4I477sg0UnHy7W9/2x2WGDbWbr/9dvvpT39aBZxWq/z85z93f+C0dSV4Q4Mevmlli7ae1HZFGb/54qW2WMxXf70a8stf/vIhTdEhk9U9/Eh376J1pSCgM1tuuOEGF6+6tBXrkksucT/rs6985SuZ+6neXvLDH/7Qjj322Bqrls/mtddes2uuucZeffVVl8dFF13k3mpy5JFH1phnPpva2lAKhpRRWQTy9fEw/bG2Pq7B9MyZM23GjBkOtMa1uvcqHmu7ooztfG32qT/3vcqKnyhbezjuDVHGjdqaL37ztSGXV770hfz90RhaY3eNV8NeoQS6xPGAAQPshBNOsN/85jduP/gvfvELty9dM1d6R7pehfaRj3zEfv3rX7vBwvz5891+8ZouDfD16rTzzz8/k0Qz25otl7jXzPt3vvMdN4j+whe+YCeeeGIVQZybr2bfPvnJT7q6HH/88Zmv9WRUdfzUpz7llujrnwTBZz7zGcsW1dn56SlKbem1V15t1MBKp84/9thjTvwvWbLEPv7xj4eqf1iHYpcuAhLN6r8aKPzjH/9whzDqbAfFQNhYUxwpr2984xsZWEcddZRbCbNo0SL3qkQJeL1JQWJCMayzHWoTsFHGb23xni8W89V/6dKl7mHiL3/5yyodRX/LolopkK4eSGt8CGilmR4I6zDT6s5rkQhQjOv+2KhRI3cf0T1DD9FquvLZ6LWlmjnX9i/dN3WoqgR6bdu/arPJ1wYfPthCoDoCtfXxsP2xtj4enIOkONTDaL2+V/eS6s5BCuqbrx754jS33fnS+9Sf+x5xFpZA1PeGqONG7coXv8XeE33aLHF/9dVX2+uvv+7G1CUX6LmOPvPMM937x7/0pS8d0gc0K67Bu96brgG/Ls3QSRBkv1ZNaQRFT/uzL71e7bTTTrPZs2c78avrySefdGW98sorblCtWTPNSGgApAcDugKB/sQTT1iHDh2q5BnY//GPf3TL23VpQCSw+iOZe+VLL1udJJ/9Xni15+KLL3az6PnqHzZwsKs8AoodBf7PfvazgmJNA46FCxe6cxqCSwL9vffeqzIzH3yn1S96kPbVr37VfRSsRHnooYfsX//1Xw9L/BYT71q5o9ivKXbz1V8DFa2UUbxyQeBwE6jujSfnnHOOu1fpYZtEsx5K6yG3Lj0I02qx2u5ttdnofqn4legPznCROJdQ/9GPfuTK0GtJ9ZnuW507d84ctlqTTb42HG6G5F95BGrr47/61a/cQ+p169ZltjVmx5Ro5d73ggOFa+rjWv2otwLNmTPHwa7uTUK549Z8cZEvtnO96hPX+erPfa/yYiiKFueLm3wxoDpEHTfV6b3a+r8mivPdE7NZ+bZZW1K11Vm6UXoyVoGuZXT645gtoNVYiQidyq4/DJqd1gxCtggIDoILPpOg1VN/zYwfd9xx9tnPftbN0GuW8N///d/dTHjv3r1d8pdeesl9/7vf/c4tc9fe9X/7t39zokJ/uHUFAr1///5uFv4Tn/iEm0mQINcr2jQDqacuTZs2dennzZtn999/f7WnwOdLr2UMWkmQLYK0jFYdQ+3OV/8oAok80k9Ae1T1ekKtNNEscHDVFmtasnfXXXfZX//610x6CXSt7tDMnmLj7LPPdoc66lKMaLWIVoAElx6saZn7ueee6z6SCI4yfrM9ly/eNSirLXbz1V9/j0aPHu0e5Okhodqtvz0++4TS3/NoYVgCugfq3qUlpsGlVVt6aKwY1sqYyZMnuz6oS/37c5/7XOYBVHX3ttpstMJEeekgVZ0foUuiQw/YggfIulddeeWV7sGd8goeotdkk68NYdlgB4GaCNTWx/UQq7aYUp659718fXzs2LHuXpj9Tnfd97LHtbn3vXxxkS+2c9vuE9f56s99j1gLQyBf3OSLgerGi/ls8sVNdffE2vp/+/bt894Ts9lE0Wblp5XUWpUdm0DXYFoz1xK5ErjZe8z1NFJLvv/whz84UaEn9sEhbhIaurL3xOkPqg6A014CPXnQbLYGFBLpX/ziF9170uUEDaQ1K64BTyDQldfevXtd+cFAW3X7/ve/7w770KEbWoKvfX0S0VpiIbEh0a6Zfz0xUf21ob+617Tp+9rS693rmvlXXhI9qrtOoddDhAkTJhRU/zDBg01lEVBfUtCr/6tfB1dtsaaneTqMI/sARcXV3//+d7dkXec6KJYUfxrYq99KMHz96193D8rUt/VZtkA/HPGbONO+5gAAEKNJREFU7cna4l3xXVss5qv/2rVrXYxrD/8///lPN9Oi8yeyB2aV1ato7eEkoCfoWj2WvbpK9zE9jNb2Ed2DskVAMDjQ0lrFX+69TffH2mzeeust9wAte4WJBkSK32CgoL8HimH9TdAKtGB5YE02tbVB22G4IBAlgXx9XEvPa4qpoD/m3vfy9XGt3tRqkuwH3xIKilE9ENeVe9+LIrYDbvnanC+u89Wf+16UPbRy8soXN4XcGw5H3OTqvdr6vyZK890Tsz0aRZtjF+gSuZqJ0tK5Bx544JCT1YMGS9z26dPHvXJNMwOFXFrCoJlvPeXXnjwJbHUEiQUNbORwzWoHywALyXPDhg326U9/OjNroJl/5an/5UDNXGivb3VL3JV/vvSafdAMvJYYnnTSSW7WQks7tBchivoX0kbSpJeAZsElov/nf/6nxgPbwsSaiGm2XEveNSuhgYLiOTgE8qMf/agTsdlL3PNR9o3ffPFSWywWW3/NIipOtSqHWfR8nuX7YgkUMlugp+w600VX7gx6deVJONRkE8yga5Y8OGgudwY9N8/goUBNNvnaUCwT0kMgH4Ha+nghM+jF9nE9NNPBcNnbLnNn0HPzzBcXtbUh2FqZnadPXBdbf+57+Xog34vA4bg3RB03qmdt/T+YQS/0nhhVm2ObQZcI1RLuXbt2uUF97mvPcru2lsDr/eXBPrtCur6WqmrPuU5xz720f09LbIM9dYXkFyyd1d5dHR6Xfen0TP1x1AzlVVddlTe7fOk1E3HppZe6g6hOOeWUSOqft1IkSCUBzXbpsCftndMDoOr6U3bDw8Satmj86U9/ckI897r77rvdQ6vf/va3Rb2uKcr4rS3e88VivvoH21e0kkBL3rkgECWB6vboaUWZ7jOF7EGvri7F7lXVw3HNwNV0v6xuz122Tb42RMmLvCAgAsXuQc+OqeoI5uvj2sOqVZpagaWruj3oufnmi4vDvQc9O0aLrT/3PeKsEAL54iZfDFRXRj6bYuNGZdTW/6vbg17bPTGqNsci0CXKdfCZlhBpVi94x7mWl+v95VoeoCW3EgoS7o888og7LVqzcsE+16997WvuxNpgWamWhGvGToflaE+5li9pVi+wkbjWpSXoWiqoZUfZM4masdMScw14glebqRNor4L202pmbNq0ac5GSwf19FJ71Js1a+b+/8EPfmA6eGT58uVO+OvSQT1yrOqqK196/UHXE9i//e1vbkZO+/+CAVG++hcSKKSpTAKKHW3P0IOw7MMOdTqklq3lizWJ+v/+7/+ussRWglyrWbR9RIMSCWCd3aCHbnogoAMuFBs6SE1nKOjpZPaDq6jjV4MiLbMPHhDki5faYjFf/bWVpVOnTu7AO/0h1uuv9PehukP3KrPH0eooCeh+qbeb6J6Q7xR33Xt0vkL2Ke7V3duyT3uuzkaxqvit6RR3rUTTvVffa1mvrtps8rUhSl7kBQERqK2PF9Ifq7vv1dbHg2Wtmt3TKe4aLz766KNVTnHPve/lq0e+OM297+VL71N/7nvEVVgCvveGqOOmuntivvjNd0/M1Xs+bdYqTq3y1kofjbWlbbV9O8wKzaJfs6Yn8Tq1PfeSONWAXifEarAfvF9c6YKl3oGN9gNI2Et06JJA1z5Q5R1c2TbaO6c9Brp0iJwOuQpOqNVnwaEB2j+k/au6tE9XHSN496zqJyEuwa5L+9MDAa3D55SnRE9w6WA7CaLgvZj50mvGULNwGjDpZ5UdvJYqX/3DBg526SegmQEdApd7SdBKYOaLteoOiQv6apBn8BomzSAHM9L6TjEjARu8s/lwxa/2vGuFgISDrnzxUlss5qv/9773PbfnN7i0ckaDMS2D4oLA4SCgG7QOhgsuPb0fPny4+1UPoxRjekCsS4edatVHcMZEdfe2fDbazqWtYcHfDcW3HmoH51DkHhKncvPZ1NaGw8GMPCubQL4+nq8/Vnffq62Pa1Ct1wfrrAZdwSGo2ePM3HGr0vnEdu59L1+bferPfa+y48mn9b73hqjjprp7Yr74zdeGXL2XL31tca8DmbNfFy72WhUgsV7sVbRAL6QAwdKeVv3B0ax69mFwNdnLRqJeA2wdjpP9tEGz9Rs3bnSz68EMdyH1CI67V1oNeLLfc6ynn5opLLR++dKrveo4Evm571MOW/9C2kiayiYQJtZETPu8FW9a6dGwYcMqEPWgTDGreCv0ijJ+88VLvljMV3/F6dtvv+0Ot8y3PafQ9pMOArUR0OovndeieMs+sDGw0cM2zQwE+8YLoZnPRnGgB+HBKrdC8qzNJl8bCsmfNBAohkBtfTxsf6ytj+veoBVaGhdq1quQK1898sVpbhn50oetP/e9QrxJmpoIRH1viDpuVO988VvsPTHqNhfbuw6LQC+2EqSHAAQgAAEIQAACEIAABCAAAQhUOgEEeqX3ANoPAQhAAAIQgAAEIAABCEAAAmVBAIFeFm6gEhCAAAQgAAEIQAACEIAABCBQ6QQQ6JXeA2g/BCAAAQhAAAIQgAAEIAABCJQFAQR6WbiBSkAAAhCAAAQgAAEIQAACEIBApRNIjEAPTmTXe451Irveu557vfPOO+7E2txTqQtx8u7du92p1jWd3qlydfJzq1atqn2fnU7F1rvv9Gqq3Cuw1fvXw9StkPqTBgIQgAAE0kWgkPue7i96i0J198R8NLjv5SPE9xCAAAQgAIHSEwgt0B9++GEbN25cpsZ6vdh5553n3lee/T7xKJr0wAMP2KRJk6qU9cMf/tC9M1aX3qOu976++uqr7veLLrrIbrnlloJe76b0eket3munSwL785//vOmd6sH19NNPu3fVBu9U1ztlg3dD67OvfOUrGXu9V1l1C16Xo3c6i1PwXni97/1b3/pWwa/wiIIfeUAAAhCAgD+BcrrvqTUS5t/85jddw77zne8U1UDue0XhIjEEIAABCECgZAS8BPrtt99uDz30kBOuerH7PffcY1u3brWf//znRb3PNV9rNShq3ry59ejRwzSjMHbsWDdb/bOf/cyZ6qGAZs6nTJni3jV7wQUXOIGul8MXck2fPt0GDBhgJ5xwgv3mN7+xUaNG2S9+8Qs79dRTTTMMvXr1sjFjxtjll19uy5cvt9GjR7v/27dv79qs9s6fP98aNWrkHhR8/OMfN7HRjP6nPvUp9wBA/9544w37zGc+Y9/97nfdQwAuCEAAAhBIDgHdi8rlvrd48WK7+eab3cPfiy++uGiBzn0vOf2OmkIAAhCAQGUR8Bboq1atyhB7//33bfjw4daxY0e744473Oe///3vnSCVgD/33HNNM8hdunRx3/3xj3+073//+/bSSy/ZRz/6Ubvyyivd7He+SwJdy/pmzJhh27Zts+7duzuR3K1bN2cqcS6h/qMf/ShfVtV+f+aZZ9qwYcPsS1/6kmn2fOTIkbZu3TqrX7++S3/OOec4sX7FFVe4hwDnn3++E/W6NGi6/vrr7ZVXXnGz6spD7dTydl0a3GnGX8KeCwIQgAAEkkMgEOhx3/dEbNeuXbZ9+3Z3r23QoEHRAj2XOve95PRDagoBCEAAAukmEKlAF6r777/fCWcNYP7xj39Y//793XLxPn36OPGqmemVK1e6784++2wnyC+88EL7+9//bqtXr651kPHLX/7SnnzySfvLX/7iyjjppJNs/fr1bmn9s88+a61bt3bemjNnjpvZ12Cq2EvL5CXAZ8+ebX379rUFCxbYvffea8uWLctkpdnwDh06uHZpSfvkyZNdHXRJyH/uc59zovy5556zL3zhC65dTZs2dd/PmzfPMRILLghAAAIQSA6B6gR6HPe9bGLa/qWVZcUucc/Og/tecvogNYUABCAAgfQTiFygS3xLlP75z3+2n/70p/bII4+YltLp0rJ0iXF9tnTpUtPe8t/97ndWp06dgkhrpuBPf/qTbdq0yYni008/3YnfoUOHVpmllqieNWuWaf93MZdWAGhvucS0hLQO3dFM9+OPP15F7GsGX0vqtRf9E5/4REbMq6zggcGKFSuscePGbtWA0mhGXrP9yvfAgQMI9GIcQ1oIQAACZUCgJoFe6vtelAKd+14ZdCyqAAEIQAACEMgiELlAl+i+++67nTjW4Wia8e7UqVMV6P/5n/+ZEbzBUvhivKJD2ObOnetm6QNBrL3jwcFsYWbQtddce8u1NF5taNGihatSITPoWsKvPey6smfQtaxdMxMS+fr/Ix/5iPv++OOPZ4l7MQ4nLQQgAIEyIFCTQC/1fS8qgc59rww6FVWAAAQgAAEI5BCIVKBrT9yll15qp5xyittrPXXqVLf3vLq94DrQ7Ve/+lWomeQlS5bYdddd5/au64C63D3oOjjnrbfeKngPuvbxffnLX3Z7+rScPRDnYlXdHvR+/frZVVddlXcPeu7KANVVS+InTJjg7LkgAAEIQCA5BKoT6HHc9+rVq5eBFnaJO/e95PQ7agoBCEAAApVFwFugP/jgg04kaw/5T37yE3eK+8KFC92p69qHLcGuWfKBAwe6Jd4S1z179nQnnOtQOB3opj3bGzdutF//+tfVCte77rrLdIBN586d7d1333WvPDvqqKMyp7hL7DZr1qzGU9y/9rWvuWXl1c3Wa3ClE9W1h0/laOm6Li1v1zvR9b1Ocx8/fnzeU9y1pF3L+4NT3JXP5s2bXd30/w9+8AP3UEInwCstFwQgAAEIJIdAINDL4b6ne5r+6R6q+5e2XEm4161b1wHlvpecfkVNIQABCEAAAtkEvAR68B50iU0tL9ehahKobdq0yZQhsa7Da4J3iH/sYx9zQl6vNLvvvvvcXvLg0hJz7e/OvTTQ0IAouHRau8S2XnOmS7P0er3Z66+/7n7Xa9Y0WNGp68Gs9W233eb2qudemmmX+M+99D704KRencaug+GCSzP0Oq1el/bv6YGBhLcuvZtdS/wDBjqlPlhB0Lt3b8ci6vfE06UhAAEIQODwE8h+D3rc9z292nPixIlVGq2Vazp4lfve4e8LlAABCEAAAhA4XARCC/RiKnTw4EE38y3BHLxuLLDXDIC+07Ly4DVm1eW9b98+dzicZrizl6Bnp5XY1vfBLLi+0154LYfXHnW9pzzspXpqf7pOiq+unlodoDoG++CDcjQDr/ZpNv7II48MWzx2EIAABCCQIAKluu9Vh4T7XoI6ClWFAAQgAAEI5BAoiUCPk/r3vvc9V/xXv/rVOKtB2RCAAAQgAIGSEOC+VxLMFAIBCEAAAhA4LARSL9A1667XpvnMnh8W8mQKAQhAAAIQOAwEuO8dBqhkCQEIQAACECgRgdQL9BJxpBgIQAACEIAABCAAAQhAAAIQgIAXAQS6Fz6MIQABCEAAAhCAAAQgAAEIQAAC0RBAoEfDkVwgAAEIQAACEIAABCAAAQhAAAJeBBDoXvgwhgAEIAABCEAAAhCAAAQgAAEIREMAgR4NR3KBAAQgAAEIQAACEIAABCAAAQh4EUCge+HDGAIQgAAEIAABCEAAAhCAAAQgEA0BBHo0HMkFAhCAAAQgAAEIQAACEIAABCDgRQCB7oUPYwhAAAIQgAAEIAABCEAAAhCAQDQEEOjRcCQXCEAAAhCAAAQgAAEIQAACEICAFwEEuhc+jCEAAQhAAAIQgAAEIAABCEAAAtEQQKBHw5FcIAABCEAAAhCAAAQgAAEIQAACXgT+H+wEU9SQVzBDAAAAAElFTkSuQmCC"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_bnh.trades.plot_pnl(title=f\"{benchmarkdf.name} | PnL\", height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "4612fa22-363c-4351-9748-1204c26817f3",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_bnh.asset_returns().vbt.plot(title=f\"{benchmarkdf.name} | Asset Returns\", trace_kwargs=dict(name=\"%\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "61e0a14e-72ef-49fd-a610-7a7f2a47ec59",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_bnh.cash().vbt.plot(title=f\"{benchmarkdf.name} | Cash\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "8ff2049b-7d65-4ee3-aeda-f246d3f78990",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"total_assetfees = benchmarkpf_bnh.trades.records_readable[\"Entry Fees\"] + benchmarkpf_bnh.trades.records_readable[\"Exit Fees\"]\n",
"total_assetfees.vbt.plot(title=f\"{benchmarkdf.name} | Total Fees\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b1763326-6e9d-476b-978c-9ef0f4230023",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "d2ee8078-2c50-456b-91b7-bce90ab837d7",
"metadata": {},
"source": [
"### Asset"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "39d91c0e-85aa-41d1-8be4-db4950fbd072",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_bnh.trades.plot(title=f\"{assetdf.name} | Trades\", height=cheight, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "e8b1c77d-b699-4531-8226-bc9c33a465eb",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_bnh.value().vbt.plot(title=f\"{assetdf.name} | Equity Curve\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "3afeecfb-6732-4811-9bbc-d731705096df",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_bnh.drawdown().vbt.plot(title=f\"{assetdf.name} | Drawdown\", trace_kwargs=dict(name=\"%\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "0b66f1f8-1155-4759-aba0-b3762dfca7d8",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_bnh.trades.plot_pnl(title=f\"{assetdf.name} | PnL\", height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "f1b5e490-b99b-4613-be46-72b41076a45f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_bnh.asset_returns().vbt.plot(title=f\"{assetdf.name} | Asset Returns\", trace_kwargs=dict(name=\"%\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "061f2fbe-b6c0-49e6-8523-d2a895609427",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_bnh.cash().vbt.plot(title=f\"{assetdf.name} | Cash\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "e9968dcd-f488-4093-816d-059488617a1f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"total_assetfees = assetpf_bnh.trades.records_readable[\"Entry Fees\"] + assetpf_bnh.trades.records_readable[\"Exit Fees\"]\n",
"total_assetfees.vbt.plot(title=f\"{assetdf.name} | Total Fees\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c4ac309d-b834-43c0-b99e-05458f5eba55",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "698c7cd9-dec0-42c0-90e1-edf6cf43113e",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "2f1db047-adfc-4095-9c58-c782fd0085d1",
"metadata": {},
"source": [
"## Signal Plots"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "26f2e079-ffc7-4047-908f-3badf0ce94fe",
"metadata": {},
"outputs": [],
"source": [
"vbt.settings.set_theme(\"dark\")"
]
},
{
"cell_type": "markdown",
"id": "56c982d5-f6a1-4ed0-94b4-97b492cea01f",
"metadata": {},
"source": [
"### Benchmark"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "a7c9675c-0019-490f-a230-689aecba1c0f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_signals.trades.plot(title=f\"{benchmarkdf.name} | Trades\", height=cheight, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "d7aba265-f0d9-4377-810c-23877e849ee4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_signals.value().vbt.plot(title=f\"{benchmarkdf.name} | Equity Curve\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "59fbacad-e920-4b1d-81de-34dbb4fe772a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_signals.drawdown().vbt.plot(title=f\"{benchmarkdf.name} | Drawdown\", trace_kwargs=dict(name=\"%\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "efa2a030-d345-4253-82cd-d41644ab3d19",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_signals.trades.plot_pnl(title=f\"{benchmarkdf.name} | PnL\", height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "0152d91e-c129-4e10-897f-fc9f832bbb5e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_signals.asset_returns().vbt.plot(title=f\"{benchmarkdf.name} | Asset Returns\", trace_kwargs=dict(name=\"%\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "7b3ea536-cb90-4eef-aa3d-d37a0639a6f2",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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vWdBz+ATIrPss6N6ZFCzo1nJnQbeWt1YbC7q1zFnQreXtqI0F3VruLOjW8nbUxoJuLXcWdGt5e7s2w4KeNyIvoktEY8+ePUhPT7+tHwEBAShfoQKOHDqM5JTbv0UuWLAQQkNDcOLEiZvK9h/wKFYsW45Dhw55m02OrZ8F3TtDz4JuLXcWdGt5s6B7gTdn0K2HDoAF3VrsLOjW8mZB9xJvzqB7B7yXajUk6FN/+RlRUVF6kzU537tnL55/7jlnF/r264cHH34IRKT/29K/luDjjz7S/39k/kiM/Xqcs3x8fDyGDX0eRw4f1n8+f9FCfDtpMqZPm+YlJFwtC7p35gALurXcWdCt5c2C7gXeLOjWQ2dBt5w5C7rlyPUKOYNuLXfOoFvL29u1GRL0jz8Zg99/n4Ht27ahe8+eePChBzHm44/x159/ISJfBH6ZNg1r167Fh++NRt+H+uG+++/HC8OGYdeOnRj13ruoXbsOnh8yBLGxcfhm4je4cP4iBg8cyILu7dmQUT8LuncGggXdWu4s6NbyZkH3Am8WdOuhs6BbzpwF3XLkLOheQM6C7gXoXqzSkKDf2t458+dj29YtGDniVfR78EE9e967Ry/Ex1/VH501by42rFuH9955F3/MnoUdO3bg9VdH6j8bNHgwet/TB13u7AQhxE0Z9JKlSuOTMZ9g566dGPXmW17ElLOqZkH3znizoFvLnQXdWt4s6F7gzYJuPXQWdMuZs6BbjpwF3QvIWdC9AN2LVZoW9Np162D0Bx/gxyk/YOqPP+Kll19G81Yt0b3rXc5uaUviz5w+oy+D15aw/z79N0ycOFH/ees2bTB8xCvo/9DDOH36tFPQV65YgfGTJiAuLg4DHxmg72OngAAvoso5VYfmyQ2AkHT12hcs/LKGQN5CBXD53AVA8CnuVhAPLxCF+AuxSBd8irsVvHVBDwlFcFgoEuLirKoyR9cTFByC4Ny5kXjxEgR/fFo2F3Lly4+U+HikZnL+jmWNyEEVBQQEInf+CFy5wLcVWDnsoeF5IVJTkJyYaGW1ObYuLXkmtFPc+dR8S+eAyOScNSsaYErQI6Oi8N2U75CSkor777kHqalp+hL2mjVroufd3Z3t/+6HKUhKSsITgx/TBdwh89oDDRo1xKh33sHQIc9hT0yM/vMZv01Hl65dkZiQiAH9H9XLaq+IwoWsYMJ1kHbJmuaJLIpWTgbtCygh0gHGbgl25m0J5psrIehnkwgvXiWYlqcgRFCIW52n9DQEXj7t1rO2fCiDd2pSCgKDg2zZRH9sFAXQtc9P/l1uzfDq8zwA3vpD2ppO2q+Wa/Nc/2PRfo3zwxbpn51av5i3paMbd+aspfU5KjMs6Nop7hMnTUZYrjA88djj+O/kST2mOxl0TcAnTZikP59ZBl37d20ijnh5OLZs2eIVMDm5Ul7i7p3R5yXu1nLnJe7W8tZqs8U1ay0fAQqWdqvzIuEyaMH/ufWsHR/ia9a8Myp8iru13HmJu7W8HbXxIXHWcucl7tby9nZthgS9UOFCGPf11wgMDMTTTz7llHOtM4496D2790BixjKM2fPmYf26tc496Nu3b8cbI1/T+z748cfRq3evm/agHz16FBEREcgTHq5n3R3y721YOaV+FnTvjDQLurXcWdCt5W07Qb90CkhxsTQzIBAoUBIiIQ604FPrQUmqkQVdEkgPw7CgewjM5OMs6CYBGizOgm4QnMFiLOgGwfloMY8FPV++fJgy9UctxY2PRo/GxYuX9K6npqZi75490H7+y/RpWLN6DT58//ZT3N95/z3UqlUbQ4c8q5/iPn7i+ExPcV+8aBEmf/+dHnvAI/0RGxvrO4gjiwE1OljX3rOHgJhV0upjQZeG0qNALOge4TL9MAu6aYQeB7BDBl206g8qUApYPhm4cDzzPoSFA12G5XhBF4XKeDzGRgrQ5fNA4mUjRW1ZhgXd2mFhQbeWt6M2FnRrubOgW8vb27V5LOgVKlbEF1+Ova3d2n3oXTt11v/94UcewQP9+jqfWbF8OT54f7T+39q+9S+/GofIyEj9vxMSEvDisGE4eOCg/t/aHvRJEydhxvTpKFa8OL6eMB4J8fF48IEH9D3uPvEqXA5o/qB1TT2+A9jwu7T6WNClofQoEAu6R7hMP8yCbhqhxwF8RdBFaB5Q1xeAhCvAgv953E+7FDCdQe/1hjVd+XcucPhfa+qyoBYWdAsg31AFC7q1vFnQvcQ7bzjStUPi4uO90wCu1VICHgu6u60LCgpEpcpVcPDgQedS9xvLFi1aFKFhYThy+LC7IX3nuQxBFxdPADuWKGs3FSwFVG0NcXwXaMNv0uphQZeG0qNALOge4TL9MAu6aYQeB7CToIvlk0EuMuhOQU+8AsxnQcdZNZ/TIm8BUFhegAXd4/cSF7hOgAXdO7OBM+jWcucMurW8vV2bMkH3dse8Wb8oXB7UvB/EqQOgNVPVNaV4FaDxvRAnYkDrp0mrhwVdGkqPArGge4TL9MMs6KYRehzADoKOVo/q+8uxbBKgfYmayUuE5AHd9QJE4hVQDhV0QQGgnq/pJ2PTzHc9Hmt3Cog6XUBl60Nsngc6tMmdIj7xDGfQrR0mFnRreTtqY0G3ljsLurW8vV0bC7qCEbgu6PtBa35SUMO1kKJYZVCT+yBOxoDWsaArA21RYBZ0i0BnVMOCbi1vrTY7CLpoNQBUIBpi2WTQxcz3oIuQ3KC7XoRIugqaN8Z6UJJqNLPE3SnoaWmgWe9JatHNYUTtLqBy9SH+nQc6zIKuBHIOCMqC7p1BZkG3ljsLurW8vV0bC7qCERBFKoCa9YU4tQ+05mcFNWQIetGKoKYPQPy3F7T2F2n1+EMGXTToCSpZUwoTsfBzUPy1wxBVvljQVdK9PTYLurW8bSPorQeAoqIhlk8CXXCVQc8FuuulnC3oAQGgHloGPRU0830lk4UFXQnWHBeUBd07Q86Cbi13FnRreXu7NhZ0BSMgilQENXtAvaBn1INT+wCJXwT4g6CjQU+ABV3B7PZSyOptgahoqZUHBgcjLTUVEMJwXLF3Lej0PsPlc1pBO2TQ0XogEFUCWDYRuHgy8yEIzgV0ewlIugrk0Ay6DsZxSNzvo9RM1VqdgfINeIm7Gro5JioLuneGmgXdWu4s6Nby9nZtLOgKRsA6QS8PatYP0ARhtbxMvV8IesPeQHR1YMMM4PhOQ6MsOj4DCo8CFn4OcAbdEENphZo+ABStKC2crEBi02zQkS2ywvl9HFsJ+tKJwCUXgh4SBtz1MkRyPGjuJz47LmaWuDsFPS0VmKUmgw6HoG+ZDzq40Wc539pw3oNu7VCyoFvL21EbC7q13FnQreXt7dpY0FWMQJEKgLbE/b89oLW/qqjhWkzHafGnD4BWyzuMzj8EvRcQXQNY/xtwYpehMWBBN4RNSSHRrB+oSHlg+18QrqTKw5pz58+HxNjLSBfpHpYEULEJqGhFiH9ngw6zoLsL0GcEPTgM6JbDBT0wCOj+KkRqMmj2B+4OsWfPsaB7xoufzpQAC7p3JgYLurXcWdCt5e3t2ljQFYyAULQ3/NamikJlQC0eBs4cAv7+QVpP/EHQRcPeoOjqEOt+A500J+hi4Reg+IvS+LoKxHvQXSMWzR4EFSkH8fcPIG2+S3iZ2YMu6twFKlsXYtMc0JHNElqTM0LYQdBF60GgqOIQSyeALv2XKXgRHAbSBT0BNPdjnx0cMxl0ERAM6jECIjUFNHu0Egbijk6gCg0htiwAHfxHSR3eCMoZdGups6Bby9tRGwu6tdxZ0K3l7e3aWNAVjMB1QVebQRcFS4NaPgJx9jBo1RRpPfEPQe8Diq5mUtCfBoUXgFg0FnT1gjS+LOieoxQtHgYVKgOxcgronJw7mc0JeldQ2XoQ/84BHWZBd3dEbSHobQaBIrMWdASFAncPB5ITgJwq6IFBIMUZdBZ0d985/FxWBFjQvTM/WNCt5c6Cbi1vb9fGgq5gBETRSqCm90Oc3ANap26JuyhYCtSyP8TZo6BV30nriX8IuiODPh10crchNqLD06C8LOiG4EkuJFo+AipYGmLld6BzR6VENyXotbuCymmCPhd0+F8p7ckJQWwl6EvGg2JPZZ5BDwoF3T0cIiURNOcjnx0aUxn0wGBQ9xEQKcmgOWqWuDsFfetC0IENPsv51oZzBt3aoWRBt5Y3Z9C9xDtvONLT0pEcH++dBnCtlhJgQVeAW9X95Lc2VUSVBLV+FOLcUdBKFvQb+YhGfUAlqkGsnw46YVLQF48FXeEMuoK3itshRcv+oIKlIFZ8Czp/zO1yWT1oStDrdAGVre93p09LAZtFEDsIOtoOBvIXA5aMB1wJemAoqHsOF/SgENDdr0CkJIHmfKhkaog77gRVaATBgq6Eb04JyoLunZHmDLq13DmDbi1vb9fGgq5gBJyCfiIGtH6aghoyQkaWANoMhDh/HLRisrR6/CGDjob3ANFVgXXTgJMxhtiI9k+BIgpCLP4SdOW8oRieFOI96K5piVYDQAWigWWTgIuZ313tCWvtWVOCXrsLqFx9iH/ngQ5v8rTqHPu8HQRdtH0MlL8oxJJvQLGnMx0L4RR0dXJqxSQwlUG3RNA7gio0ZkG3YjL4cR0s6N4ZXBZ0a7mzoFvL29u1saArGAFRvDKo8X0QigVdRBYHtRkEcf4EaMUkaT3xB0EXje4FlagCse5X0Mk9htiI9k+CIgpB/Pkl6DILuiGIkgqJVgNBBUpALJsIcnV3tYd1SRH0zfNAh1jQ3UXvM4LulNMcvMTdAgaiZkdQRU3QF4EOrHd3Gtn+OV7ibu0QsaBby9tRGwu6tdxZ0K3l7e3aWNAVjIBD0HF8N7BhuoIaroUU+YuD2g6CuHgStGyitHr8StDX/gr6z5igo/2TAAu6tHllJpBwHuw1ESTpmjVTgl6rM6h8A4jN80GH/Of+ZjNj5E5Z3xP0HJxBt2AVwXVBXww6sM6dKeQTz7CgWztMLOjW8mZB9xJv3oPuHfBeqpUFXQX44lWAxvdCtaAjX1Gg3WOAdlXQ0gnSeuIXgt74XlDxKhASBB1/jgMun5PG11UgXuLuGrFjWXJW+4Y9HSAzgo5anYDyDVnQPYRuK0H/6xtQnKsl7uoPSPMQnaHHzS1xV39QnqjZAVSxCcRWFnRDA8yFdAIs6N6ZCJxBt5Y7Z9Ct5e3t2ljQFYyAKFEV1OgeiBO7QOt/U1DDtZAiXxFQu8chLp0CLR0vrR6/EvQ1v4BO7TXExrnEffFXoCtnDcXwpBALevaCLrKQKk9Ya8+aEXTH6dPYMh84yBl0d9nbQtDbPQ7KVwTir69BcWcybbpwXDGm8ARzd5mZec6MoFtx1ZxT0LctAu3nJe5mxjonl2VB987os6Bby50F3Vre3q6NBV3FCJSoCmiCfnwnaMMMFTVcixlRGGj/BETcadBf30irxx8EHY3vA4pXBtb8AhgW9CdAGmPOoEubW0YDifaPgyKKAH99BcTJ+bLEnKBfO30aWxYAB/8x2q0cV84Ogo52jwP5tLn0NeBC0BEYBCi+A9yKwTcl6MFhQLeXIZITQKrugq/ZAdAy6NsWg/arW+IucucD1etuBXK9joCgIIj0dP1/fvnaPBew4GYTd9mxoLtLSu5zLOhyeWYXjQU9O0L+9XMWdBXjaZGgi7wFQR2egog7C9LERdLLHwRdNL4PZFLQr/8hL08KsxoizqC7pnP9wL5xIEnbDVjQJf3C8CCMHQRdtHsClC+bL95Y0IGQMOAuTdDjQXM/8WCU3X9U1GgPqtQU2P4XsG+N+wU9fNLxWelhMX7cFQFtS522tc4mLxZ07wwEC7q13FnQreXt7dpY0FWMQIlqQKM+wPEdwIbfVdSgxxThBUEdnwIunwX+ZEG/EbRcQc8i0yZxdFnQs4DZ4WkgbwGpJ+qbE/Rr10Nh60LgwAaJs8C/Q9lC0Nu7sTKGBd2vBB15CwIdngLiL0Fsmq38Tab9IZ2SkAxo/tUAACAASURBVIi01FTldVlZAdXurO0NArQtdZdOKa/acWWt8oq4gpxNYOlEQNLhsypBsqCrpGu/2CzoCsZElKgGatQH4tgO0D8KBT1PFOjOZyCunAct/lJaT/wig97kAVCxihBrfgad2meIjfO+5Cz2qhoK7KIQC7prmqLjM6DwKIhFY0FXL0jBLkPQxdaFIBZ0t8fDHoJ+7frErLauCAoE9RwJkZYKmvW+2/2z24NmlriLkFygu16CSIoHzVObQRfb/wTtW6sM3/XVZmdA2tYGxS9/PcVdtB4IiioBsVTebRpZDoXjwF3F48XhczYBsWwC6KJ9VoS4Gg0W9Jw1T1nQFYy3dYKeH3TnEIirF0GLvpDWE38QdDS5HyhWCVj9E3B6vyE21wXd9WnPhgKzoHuOreOzQHgksPBzPQsm42VK0P30/mYZXLOKYQdBd1yfmKWgBwSAerzGgq4L+lXQvDFKpoZjibvY/hdI6RL3QqAOT0LEngEtYUE3Opii1UBQgRKwSmjcPXCXl7gbHVFz5Xx9ifv1+TwRdPGkORgWlGZBtwCyjapgQVcwGCK6Oqhhb/UZ9Nz5QZ00Qb8EWvS5tJ74g6CLpg+AilaEWP0TyKygL/kGFJv5dUzSoGtn/hUphLiz54B0ITOsX8QSnYaAcueHWPAZKCFWSp/kCLp/XQ8lBWwWQewg6NfPM/gSdPl8pq0VDkFPTwXNzKkZ9Nygu15UK+jV24EqN4NyQY8oDNIOVI09DVoi70BVV1PdbzPoTkG3RmhE8aqgxtkfuMuCrvo3d+bxfV7QWw8ARUVDLJ8EunDCOxA9qJUF3QNYfvAoC7qCQRTRNUANe0Ec2w765w8FNVwLKcIiQF2GQsTHghZ+Jq0e/xD0vqCiFSD+ngo6c8AQG2cGnQXdED+ZhUTnoaBcERDzPwUlxkkJbU7QM+5v9rProaSAtb2gPwWKKAix+EvQFReCTgGgnloGPQ006z3VWJTFN7fEPQ/orhcgEq+A5v9PSRtF9bagys0hdiwB7V2tpA79s9Ih6JKvJM1xgm6x0Iji1UCN+0Ac3wXa4PrKWhZ0ZW+dLAP7vKC3GgAqEA2xbDLo4nHvQPSgVhZ0D2D5waMs6CoGMboG0LAXcGw7oFLQc+UFdX4eIj4OtPBTaT1hQc9A2XYwkL8YsGQ8EKv+QBzOoLuewqLz86BceSHm/w+UeEXKXDcj6KjRAaikXQ/lX/c3SwFrd0Hv8DRIO3Bw8ViQi6uihEPQ09NBM99VjUVZfFOCHpoH1FWxoFdrA6rSwgJBLwJq/zgEC7qpuSYsFhrndsFsrqxlQTc1rIYL+7qgo9WjQIGSwLJJwEXOoBueCFxQCQEWdAVYnRn0o9tBG9Vl0BGaB+j6ApBwBVggL8PhH4LeD1S0vLkMeptBoMjiEEvGg1jQFbxT3A8pugwDhYVDzBsDSrrqfsEsnpQh6Ni2GFB4f7OUjtooiC2WuDsEPYsDBwUI1Ot1iPQ00MwcmkHPEHTZny83TkfhEPSdS0F7/lY2U0W+IqB2LOimAVssNO6e58OCbnpkDQXwdUEXrR4FFSgJsXwy6AJn0A1NAi6kjAALugK01wV9G2jjTAU1XAspQjKWIEo+xMcvBL1ZX1ARbYn7j6AzBw2NgWBBN8RNRSHR9UVQaG6IuR+DkhOkVGFG0K8fbqX29GkpHbVREBZ0awfDTAZd1RfANxGo2gao2gKCBd3aiWGwNquFxt3zfFjQDQ6oyWI+L+gt+4MKloJY/i3owjGTNNQX5yXu6hnbqQYWdAWjIUrWBDXoCXFUtaCruQbHPwS9H6iIlkGXIOhLJ4Auqb+Cg5e4u34zirteAoXkgpjzESglUcq71pygtwNV0g63YkH3ZDBsIegdnwaFF8jyyj5nBl2kg/7IoUvcw8JBXYZBJFwGLfg/T4bZ/WczBB07lwF7VrlfztMn8xUF2j0GaL/Hl07wtLTHz/vtIXEWC4275/mwoHs8RaUU8H1BfwRUsDTEim9B51nQpUwKDiKNAAu6NJTXA4mSd4Aa9IA4shW0aZaCGq6FFMFhoG4vA1pGce7H0urxD0F/EFSkHMTfP4DOHDLERrQeBIoqbtmdryzoWQh6t+Gg4FCI2R+CUpMMjeethcwJentQpabKT5+W0lEbBbGHoD8DCo+CWPgFKP5ipnSEAKj3GxBCgP54x0YEPWuKmQy6cAi65DNObuyBqNYaVKUlxK6loBiVS9yLgto9BnHxJGjZRM8gGnjafwXdYqFx8zwfFnQDk1RCEZ8X9Bb9QYVKQaz4DnT+qAQiakNwBl0tX7tFZ0FXMCKi1B2g+hYIemAoqPtwiJQk0JwPpfXErwR91RTQ2cOG2IjWA0FR1t35yoLujqB/AEpNNjSeUgXdouuhpHTURkFsIeh3PgvKEwmx6HPQ1Uuu6fR649rPfh9lI4KeNcWUoDsOIU2IAy2QdwjpTYJetTWoakuInctACjPoIn8xUNvBLOieTZ/bnhYWC4275/mwoJscWIPFfV7QW2Z84bTyO9A5FnSD04CLKSJgStADAgIQEEBITU3zuHkFCxZCaGgITpy4+eTE/gMexYply3HokLGsp8cNUVDAKeiHt4L+VZhBDwoB3f0KREoyaM4H0nriD4KO5g8BhcsCq34AzhqbS8LiO19Z0LMQ9LtHgIKCIWa9D0pLlTLXTWXQLboeSkpHbRTEDoKOjs8C4ZHAws+BeBZ0V9Pj+jWecm8JuVnQW4GqtoLYtRwUs1LZTBX5i4PaDoK4cBK0nDPoRkELi4XG3e2CLOhGR9RcOZ8X9BYPgwqVgVjxPej8EXMwLCjNGXQLINuoCsOCTkT4ZuK1vVyPDRx0U5dmzZ2DkJCQm/5t69ateOWllxGZPxJjvx6HqKgo/efx8fEYNvR5HDl8Lcs5f9FCfDtpMqZPm2YjTJ41RZSuBarXHeLIFtCm2Z4V9uBpERAM6jECIjUFNHu0ByWzftSfBF2snAI6ZzSDPgAUFQ2xfBLogvorOFjQsxD0Hq+CAoIg/ngPJDz/QjCzyKYE3aLroaS9qW0SyA6CLhwZ9IWfg7IQdNHzdWifczk2gx4WAeoyFCI+FrTwMyUzSFRpBaqmCfoKUMwKJXVoQUVkMVCbwRAXToCWT1JWjyOw3y5xt1ho3N0uyIKufEpnWoHfCPrK70HnWNC9M4u4VlcEDAn6oMGD0bN3L2gZ9GPHjmUq6Du378C06dcl+/Sp0/jv5EmMeu9d1K5dB88PGYLY2Dh8M/EbXDh/EYMHDvQfQS9VC1S/O8ThzaB/5yibfYICQT1HQqSngma+L60efxB00fwhUOGyMCXoFt/5yoKelaC/BgoIgPjjXZBIlzLXWdClYPQoiC8KupgxCpqn++LL1BJ3vxL04qA2gyDOnwCtYEE3OpeFQ9AtEhp3twuyoBsdUXPlfF7QJfydaI6gZ6U5g+4ZL19/2pCg58uXD4WLFMGrr41ESkpKpoK+bNkyfDrm9ru5/5g9Czt27MDrr47U2Wmy3/uePuhyZyf9QJ4bM+glS5XGJ2M+wc5dOzHqzbd8hrWwTNADQD1fg0hPB82Ud9KwXwi6jD8kMu58Fcsmgy6qvyOTBT0LQc/IZorf3wFBSPldIEXQFV8PJaWjNgpiD0EfAsqTH2LBZ6CEWJd0RM/XQBQAmXPO6qEwJei5IkCdtQz6JZC2HUDBy7IMelQJUOuBEBeOg5ZPVtCTm0P6bQbdYqFxd7sgC7ryKZ1pBb4u6DK2QlpJngXdStrer8uQoDua/fWE8XoWPbMl7qmpqbh44SLOnT+Hn3+cCm2Ju/bSBPz36b9h4sRr+8Bat2mD4SNeQf+HHsbp06edgr5yxQqMnzQBcXFxGPjIACSnyDkYygrkonRtUL271WfQQaBer0s/adivBN3M3qIMQceyScBFXuJuxXvHZR0KDuwyI+iw6noor0KXX7ktBL3TEFBuTdA/BSXEuRb0HiNBAYE5WNDzgTo/B3H1EmiRKkFvCarWGmL3CtBulUvco0FtBkCcPw5awYJu+J2dcbaLmZVpntTt7nZBFnRPqMp71tcFXTTLuO3HxGHC8mhmH4kFPXtG/vSEEkH/8JOPkZ6WDhBQpUoVhIaG4tXhr+iSrgn6j1N+wNQff9Q5NmjUEKPeeQdDhzyHPTEx+s9n/DYdXbp2RWJCIgb0fxRJSdeuVQrJlcsn2KdF10RazU4IOLoNQTsXKW1zcueXrrFZIO+ataCwUG3okJIo5zorpQBcBE9pdD9EVEkErfsZAQaz38mN+wKRJRC0dioCLp1U3o2wiLxIvHIFSJeTIVbeYIsq0O6kTun8IkR6GkIX3b4qx2gztA+7pKvx+goUT1+pFZshvUJTBO5dhcAD6zwtnmOfDwgOQlBwMJLjEzxnIGmZeXKrx4FcEQha9jUCki67bEdSxxf0bRXBi8ZI21bheafNlQgIDEJQaAiSrlzR++LJKz1XPqS2egxIiEXIivGeFHX72dTyTZBesTkC9q9F0H5116yl5yuG1CYPgi6eQPD6n9xun9EHQ3LnRmpSMtIlHWhptB3OcpI+UlIa3gtRoDSCNvyKAAuupUorUQNpd3RGwLHtCNqx0CUGbW6H5s6FxCtXTaPiAO4TCM4VhvS0NKQlp7hfyEZPJje4ByhYBkHrf0XABfuf4h4cFor0dIG0ZN9JWNpouA03JTnBwN8rhmu7XlCJoN/YrrBcuTB9xgxs2rgRb73xhlPAJ024tg8sswy69u/a4TwjXh6OLVu2OMPlyhchocvqQ6QWq4GUau0RcGI7QmOWKK0wvu0QfRlm2JLPpC39DQwK0kYAaam++UtXA55Y9x6IyBII2TgNgbHG5Dqx3j0Q+c3F8GTwQ3KFITkh0ZMiOeJZQQFIbDtEF/Tcy76Q1ufgsDCkJiZBGFgyn1y2CdLKNULQgTUIPrxBWpv8PVBAQCACggKRauQPDEmSkdBsIJArL0JXTURA0hWXyOPbPqtn0PXfrdrF6D74CggMQEBQMLQ/MLTVbp680sMikNR8ACg+FmFrvvWkqNvPppRtiNTyTRF4cD1CDq51u5ynD6blK4bkBveBLp1E2Eb1B9BqK0XSU1OuJSrs8JL05VZi7V4QBUoh5N8ZCLx4THnPUopVQ2q1jgg8sRMhMX+6rE/7e1FjnpLIn5/KB+WGCgKDQ4D0dKTZ5YsoDzufWKcXRFQphGyegcAL6uezh8277fHA4GBACKSlyrnJxmx7ckr5hFjXK+1UMlAu6Frjf581E3v27NGFW9uDvn37drwx8jW9X4Mffxy9eve6aQ/60aNHERERgTzh4Xhi8GP64XK+9BJl6oDqdoM4tAm0eZ7SpovuI0GBgRAz3wUZyARm1ji/WOLuuA5mxbeg88Z+8TqvlDERw5PB5z3omdNy3FaAtBRglrzbCswscRdVrbkeypP54wvP2mOJ+1BQ7giIBf8HSnCdQXf+bpV4MKHVY2RqD3qe/KA7h0BcvQhaJO+LsZsYVG4BVG8DEbMStGu5Mjzaaipq/SjEuaOgld8pq8cR2G/3oDuWBP/9A+iMsetLPYHv7nZBXuLuCVV5z/r+Evd+oCLlIf7+EXTmoDwwiiLxEndFYG0a1pCgBwUFIig4BJ+P/UL/Vv6Zp55GclIS0tPTUatWLXTv1RM/T/0JR48cwcDBg9Ht7m4YN3Ys5syeg3fefw+1atXG0CHP6qe4j584PtNT3BcvWoTJ31/7IB3wSH/Exro+zMdubEWZuqC6d0Ec3ATaolbQ0X0EEBgMaKe4p8v5Vs0/BL0/qGApiOXfggx+Mypa9AcVKgWx4juQBcv5WNBdCHpgMKj7CIiUZNCcD6S93U0JukXXQ0nrrE0C2ULQOw8F5XJD0B1X+0n88tPqYZAi6FcugBaPVdP0DEHH7lXA7mVq6tCuWStQEtRKE/QjoJXfK6vH/wXdYqEpXQeo1w04tBnY7PpGHBZ05VM60wp8X9D7gopUYEH3zvThWrMhYEjQXxo+HG3btb0p9KJFi/RT2zVBf3f0aGgS73itWb0G77z9tv6fkVFR+PKrcYiMjNT/OyEhAS8OG4aDB659e6XtQZ80cRJmTJ+OYsWLQzuILiE+Hg8+8ABSU+Xcf6x6VjgF/dBG0Ob5SqsTd78CCgqBmDUapGUYJbz8S9Angy4YO4H9egadBV3CtDIcQgSGgroPh0hJBM35yHCcWwuyoEtD6XYgWwh6p4wM+vz/gRJdL3EX3V8FBQZB/PEeSPjGZ8+tA2FK0HNHgjo9C6FQ0EXl5qDqbSFiVoF2qRT0UqBW/SHOHgWt4gy622/YWx4UzawVGlG6DqiethrxX9DmuS6bzYJudETNlfN5QW/aD1RUy6BPBZ05YA6GBaU5g24BZBtVYUjQs2u/th8oumQpROTLi30xezM9gb1o0aIIDQvDkcOHswvncz8XZeuB6nSFsELQu70MCg6DmP0BKFXOwRF+IeitHgUVKAmxXIKgr/wOdE79ASKcQXfxVg8KBe4eDiQnAHPlHYZoTtAzTp/etQIUo+70aZ/75ZdNg20h6J2fB+XKC5GNoKtYnWT1eJoS9DxRoDufgbhyHrT4SyVNF5WagWq0Uy/oBUuBWvbnDLrJURQWC4272wVZ0E0OrMHivi/ofUFFtQw6C7rBKcDFFBJQIugK2+sToUWZeqC6XSEObgRtUZxBzxB0zP4QSJVz6ro/CDokXJEmHHepm7mqzYMZy4KeOSwRkgt010sQSQmgeTYTdMXXQ3kwfXziUTsIOjoPA3KFA/PGAEmuT30Wd48ABcndPmT1IEkR9MvnQX8qFvQ9f4N2LlWGRzt5nFo9AnH2MGjVFGX1OAL77R70ptYKjbvbBVnQlU/pTCvwfUF/AFS0IsTqn0Cn93sHoge1cgbdA1h+8CgLuoJBdGbQrRD0ri+BQnNBzPkYlCLnKgB/EHTRagCoQDTEsskgg9esOQV95fegc0cUzJSbQ7KguxL0PKC7XoBIugrSpErSy1QGvXILkHa41e6VoN3qDreS1FXbhLGDoIsuw0Bh4RDzxoDcEHQxczQoXc72IasHwpSgh0eBOj4DoVLQKzYF1WwPsWc1aKe6G09EwdKglizoZuefaGqt0Li7GpEF3ezIGivv64KOJvcDxSoBq38CWNCNTQIupYwAC7oCtKJsfVCdLhAH/gFtXaCghushRdcXQKF5IOZ+AkqOl1KXXwh66wGgqGiI5ZNAF04Y4iKaPwQqXBZi5RTQOfVbMVjQXQxTaB6g6wtAwhVggbx70E0JepXmoGra3lm1p08bmrg2LmQrQZ87BpScVQbdcb7H+yAfvUbInKAXAHV8GiLuHOivcUpmlbBM0MuAWj4MceYQ6O8flPTlxqD+mkG3WmjcXY3Igq58Smdaga8LumjyAKhYRYg1P4NO7fMORA9q5Qy6B7D84FEWdBWDWK4+ULsLcGADsHWhihqcMd3NBnnSCL8Q9FYDQQVKQCybCLpo8Jq+5g8BhcsCq34Azqq/UoYFPfNZKnLlBXV+HiI+DrTwU0+mcpbPmhF0WHT6tLTO2iSQTwl6t1dAwXIP4LR6GOQI+lnQX18pabpT0PeuAe34S0kdWlBR8JqgQ7sajAXdMGerhcbd1Ygs6IaH1FRB3xf0+0HFKrGgm5oFXFgVARZ0BWRFuQag2p0h9m8AbVMs6O4eeORBP/1C0FsPBEVpgj4BdPE/D3p//VHhuPN11RTQWc6gG4IooZDIFQHqPBQiPha08DMJEa+FMCPoVp0+La2zNglkC0F3c9WR6DYcFBwq9QBOq4fBlKDnLQDqoGXQVQp6E1DNDhB7V4N2qFvijkJlgRYPsaCbnICiibVC4+5qRBZ0kwNrsLjvC/p9oGKVWdANjj8XU0uABV0BX0sF3Xll0KegxDgpvfEPQR8EiioOsXQi6JKxDDoLupTpZDqIyJ0f1GkIxNWLoEVfmI7nCGBK0C06fVpaZ20SyF6C/jFIuxnAxUsouCHD6mEwI+jIWxDo8BQQdxZQlkF3CLriDHqhMqAWD0OcPgha/aPyYfDXJe6iicVC4+ZqRBZ05VM60wp8XtAb3wcqrgn6L6BTe70D0YNaeYm7B7D84FEWdAWDKMo3BNXqZE0GvdMQUO78EAs+AyXESumNfwn6BNAlkxn0v38AaUsjFb94iXvmgIXjPmY7Crri06cVTznLw9tD0F8EheaGmMuCntUEEOGFQB2fVJpBR4XGwB0dgb1rgR1/KpuPonBZUPOHWNBNEhZOobFmz667yQ4WdJMDa7C47wv6vaDiVSDW/gr6b49BCtYVY0G3jrUdamJBVzAK1wV9PWjbIgU13BCy47NAeCSw8HMg/pKUuvxC0NsMAkVqGXQzgt4PVKQ8xN8/gs4clMI2qyAs6C4EXdFp0qYy6M7DrdReD6V80llcgT0E3b2bL5xL3Gd9CEqTc4WlxbhhJoMu8hYEdXgKIu4M6K+vlTRdVGgEuuNOCwS9HKj5gxCnD4BWT1XSlxuD+m0G3eKMo7vJDhZ05VM60wp8XtAb3QsqwYLundnDtWZHgAU9O0IGfn79Q2UdaNtiAxHcLyI6PgMKj4JYNBZ09YL7BbN40q8Efcl4UOwpQ1xEs76gIhVY0A3Rk1dIKNoLK0fQ1V4PJY+iPSLZS9A/AqUkugRzfYn7h6DUnCjohUAdnoSIPQNaolbQxb61oO0qM+gOQd8P0q5UUvzyX0G3NuPobrKDBV3xhHYR3m8Efd2voJOcQffOLOJaXRFgQVcwN0T5RqBad0LsWwfarljQOzwNylsAYvFY0BUWdOdwth0M5C8GLBkPGBX0pv1ARbUM+lTQmQMKZsrNITmDnjni65k8uYdVSRF0xadPK590FldgC0G/6yVQSC6IOVkLOu56CQjJBcz+EMiJgh5RGNT+CYjY06Al3yiZKaJ8Y1Ctjso/K0Xh8qDm/SBOHQCt4Qy60cEUFmcc3U12sKAbHVFz5Xxd0NHwHiC6KrBuGnAyxhwMC0rzEncLINuoChZ0BYNh1R8dWtNF+ydBEYWAP8cBl89J6Y1fZNDbPgbKXxRiyTeg2NOGuIimfUFFtQw6C7ohgJIKCUWiYE7QLTp9WhJDu4Sxg6C7K97CXZG3C9xM2mFqibvjfXfpFGjpeCW9tOrL7OuCvh+0hjPoRgfTKegWZRzdnR8s6EZH1Fw5Xxd00agPqEQ1iPXTQSd2m4NhQWkWdAsg26gKFnQFg3Fd0NUu27sm6E+AIgpD/DkOxILuHE0hRdAfABWtyIKu4D3iSUiRrwio3eMQkkVBjqCrPX3aE06+8KwdBN3dpeuiq2OvejaZdhuDNyfoRUDt5b/vbsTlbobULGJRpAKoWV+IU/tAa342Gy7b8v66xN3qjKO7yQ4W9GynpJIHfF7QG/YGRVeHWDcddJIFXckk4aCGCbCgG0bnuqDj4BvV++p0QW/3OChfEYi/vgHFGcsU39oTv8qgm+AimmYI+uqfQKf3K5gpN4fkJe6ZIxb5i4HaDoa4eBK0bKK0cTAj6FadPi2tszYJZA9Bz7jfPJvD364L+segFNfXsdkEbabNMCXoir4Yy1zQFR+oWqQC0Kwv8N9eYO0vyofMXwXd6oyju39LsaArn9KZVuD7gt4HFF0NYt1voJO7vAPRg1o5g+4BLD94lAVdxSBadHWMLugSMsV+KejOLy6+BsWdMTbKTe4HilUCtEOFWNCNMZRQSkQWA7UZDHHhBGj5JAkRr4UwI+ju/uEorbF+Esgegv4yKDgMYvYHoNRkl2RFV/euY7Pz0LCgXxsdUbQiqOkDEP/tA63lDLrROSuszji6+bcUC7rRETVXzvcFPSODvv430AkWdHOzgUvLJsCCLpuo9sdARcf+VPXLX4WE68T8WtD//Ap0+ayhURZNHgAVqwixxpo7XzmDnvkwichoUJsBEBeOg5ZPNjSWmRUyJegWHW4lrbM2CeRbgv4CKDRPtvel2wRtps0wI+jIVxRo9xhw6T9g6QQl3XT3Gi2zlV8X9L0gzqAbxikaWptxdPdvKRZ0w0NqqqDPC3qDXqCSNSBY0E3NAy6shgALugKu1z9UVoN2LFFQw/WQovVAUFQJiGUTQBf/k1KXXyxxb/cEKJ+2N9+MoN8PKlaJBV3KrDIeRESVBLV+FOL8MdCKb40HuqWkOUG37qYGaR22QSB7CHrGEvdsM+gOQf8ElBxvA3qeN8GMoIt8RUHtHpO+teTGXohyDUC1O0Ps3wDattDzDrpZ4rqg7wGt/dXNUsYf89sl7o4MukVC4+7fUizoxueqmZJ+I+gbZoCO7zSDwpKyvMTdEsy2qYQFXcFQiIpNQTXbQ1hwBZNoPQAUFQ2xbDLo4nEpvfELQZdweJ5och+oWGUWdCmzyngQUaAUqFV/iLNHQau+Mx5IqqA3BNXqpPx6KGmdtUkgewj6K6DgEIhZo0FpKS7JiC7DQGHhEHNzqKArOvvhJuDl6gO1uwAHNgBbVQp6JVDT+yFO7gGtY0E3+utAWJxxdPdvKRZ0oyNqrpzvC3pPUMmaEBt+Bx3fYQ6GBaVZ0C2AbKMqWNAVDIbzQ2XPatBOxRn0Vo+CCpSEWD4ZdIEF3TGcjuvnxOKvQFcMLnFvfB+oOAu6greIRyFFwdKglo9AnD0MWjXFo7JZPWwug54h6PvXgbYtltYmfw9kC0G/+xVQkCbo74PSUt0Q9DGg5Ks+OTSmMugOQb9wErRc3uGMN4IUZeuD6nSBOPAPaOsCZYxFscqgJvdBnIwBaXceK375bQbdIegWZRzd/VuKBV3xhHYR3tcFHQ16AiVrAht+B1jQvTOJuFaXBFjQFUwOdz9UZFQtWj4CKlgaYsV3oPNHZYSEP2TQ0f5JwOT98MIp6L+ATu2VwjarILwHPXM6olAZUIuHgTOHgL9/kDYOcgRd8enT0nprj0D2EPQRoKBgiJmjQeluZNDnjQEl5URBLw5qOwhCqaDXA9Xpap2gn4gBrWdB2lOqDgAAIABJREFUN/rbQDSwNuMoKjUD1WgHsedv0M6lLpvNgm50RM2V83VBF/V7gkpxBt3cLODSqgiwoCsg6+6HioyqRYuHQYXKQKz4HnT+iIyQfiHozgz6n1+CLp83xEU0vhdUvArE2l9B/+0xFMOTQizoLgS9cDlQ8wchTh8ArZ7qCdIsn5Uj6Gr3zkrrrE0C2UHQ0X0EEBgMzHwfSHedQUfnYUCucGDeGCAnCrqi2xNunIqibIagH9wI2jJf2SwVxSuDGt8HwYJujrHFGUfn31Ixq0C7lrGgmxs96aV9X9B7gErdAfHPH6Bj26XzkR2Ql7jLJmrveCzoCsbH3Q8VGVWL5g+BCpcFVv0AnD0kI6SfCPpToIiCEIu/BF0xKOiN7gWVYEGXMqlMBBGFy4Oa94M4dQC0xiaCbtHhViaw2bKonQRd/PEeSKS55CQ6Pw/KlRdi/v9AiVdsyTO7Rpla4h5ZHNRmEMT5E6AV8q43vEnQy9QD1e0KoVjQUbwK0Phe4PhuYMP07LCZ/rnfLnHPyDhatSRYVG4Oqt4WggXd9JxUEcDnBb1ed1DpWhD/zAQd26YCkdSYLOhScdo+GAu6giFy90NFRtWi2YOgIuUg/v4BpC0BlvDyhyXuor1D0MeCrlwwREU4BH3dr6CTnEE3BFFGoSIVgGZ9gf/2AhKvSDKTQYdFh1vJwGenGHYQdNH9VVBgELIV9E5DQbkjcq6gR5UAtR4o/XrDmwTdkUE/tBG0WWEGvURVUKN7IE7sAq3/Tflbwt8F3bJDtSq3AKq3AXavAnZzBl35xPWwAr8R9I0zQUdZ0D0cfn5cMQEWdBWA3fxQkVG1aNYXVKQCxN9TQWcOyAjpHxn0Dk+D8haAWGxc0NHwHiC6KqAdKnQyRgrbrILwEvfM6ai6w9iMoFt1uJXySWdxBbYQ9B6vggKCIGa+C0pPd0lA5HRBj4wGtRkAcf44aMVkJTNFlKkLqnsXxMFNoC3zlNShBRXFq4Ia3wNxfCdowwxl9TgC+6+gW7skWFRpDqqmZdBXgnYtdzluvAdd+ZTOtAKfF/S63UFlakGwoHtnAnGtWRJgQVcwQdz9UJFRtWj6AKhoRYjVP4FO75cR0r8EfdFY0FWjGfQ+oBLVINZPB53YLYUtC7rnGFWdwGxO0K3ZO+s5LXuXsIWgdx8JCgyE+ONdkMhC0DsPBeWKgFjwf6CEy/YG66J15pa4XxN0nD8GrPhWSf9FmTqgut0gDm0CbVYp6NVAjftAHN8F2sAZdKODKSxeEiwqtwBVbwOxeyVoNwu60XFTVc7nBb3e3aDStSE2zQId2aoKk7S4vMRdGkqfCMSCrmCYnIKezYeKjKpFkwdAxSpKvavbL5a4d3waFF4AwoygN+wNiq7Ogi5jopqJoWj/qClBt2rvrBluNixrC0Hv8RooICB7QXdm0D8FJcbZkGb2TTIj6IgsAbQZqFbQS9cB1bNS0DmDnv2scf2EU9AtyjiKKi1B1VpD7F4B2r3CZcM4g25mVI2X9XlBr9sNVKYOxMZZoKMs6MZnApdUQYAFXQFVd7/1lVG1iqvA/EPQnwGFR0Es/AIUf9EQauEQ9HXTQSc5g24IooRCorgj+yX3j2sWdAmD42EIewj6SFBAIMTv74AgXPZAdHoOlDsfxPycKegiKhrUWlvifgykKoPuFPR/QZvnejib3H9clKgGaqRl0OX+DnHVAr9d4m7xkmBRpRWoWiuIXStAMSzo7s94a570G0HfNBt0ZIs10EzUwhl0E/B8sCgLuoJBc/dbXxlVqzjIzC8E/c5nQXkiIRZ9Drp6yRBq0bAPKLoaxLrfQCd3GYrhSSHeg545LRFdHdSwN8SxHaB/fvcEaZbPmhJ0iw63ktZZmwTyLUEfAsqdPwcLeklQ60chzh0FrfxOzQwqXQeo1w04tBnYPEdNHdoedIegS/4dkuME3eIlwSzoyt4SUgL7uqCjTjegbB0IFnQp84GDyCXAgi6Xpx7N3Q8VGVWLRvL3SfuDoKPjs0B4JLDwcyDeqKA7lrj/BjrBgi5jvhqKEV0DaNgL0O4p/ecPQyEyK2RK0C063EpaZ20SyBaC3vM1EAW4kUHPEPQFn4ISct4Sd1GgJKiVJuhHQCu/VzKDROnaoHp3QxzeDPpXoaAr+pIvxwm6xUuC3f1bipe4K3l7ZhvUXwQdm+YARzZn219vP8AZdG+PgLX1s6Ar4O3uh4qMqp1Z3vXyJNIfBF04MugLPwcZFfQGvUAla0BIZJvVmHMGPXM6ouQdoAY9II5uA22cKeNto8cwJ+jWHG4lrbM2CWQPQX8dRAQxYxSIXIMRdw4B5ckPseAzUEKsTQh61gwze9BFgVKgVv0hzh4FrVKTQRelaoHqd7dA0GuAGvaCOLYdJPFLvhwr6BZlHEXVVqCq2hL35aCYlS4nPwu6Z78XZD3t64Iu6twFKlsXYtMcEAu6rGnBcSQRMCXoAQEBCAggpKam3dYc7WflK1TAkUOHkZySfNvPCxYshNDQEJw4ceKmn/Uf8ChWLFuOQ4fk3OktiZNHYdz9UPEoqIuHhUMiN8wAHd8pI6R/nOLuEHQTf1yrYMuC7vkUFaVrgeppf8RvBf07y/MALkqYEnSL9s5K66xNAtlB0NHrjWs0fh+VJRUZX/J5G7spQS9YCtSyv+IMesZ7+8gW0KbZ6nApWoWT0wTdsSTYqoyjqNoaVLUlxM5loD2rWNDVvUMMRfZ9Qe8KKlsP4t85oMOcQTc0CbiQMgKGBV3LQHwzcYLesMcGDrqpgX379cODDz+kZym019K/luDjjz7S/39k/kiM/XocoqKi9P+Oj4/HsKHP48jhw/p/z1+0EN9Omozp06Yp67TqwE5Bz+ZDRUo7GvQEStaE2PA76PgOKSH9I4NuPvslGvQE6WzlffmR1QBxBj1zOqqWwZoRdFi0d1bKG9pGQXxJ0GVsk/E2eimCfvYwaNUUJV0Rpe4A1e8BoVjQRXRGBv3odtBGedtkcpqgW51xFNVag6q0hNi1FBTzNwu6kneh8aA+L+i1u4LKaYI+F3T4X+MgLCrJS9wtAm2TagwJ+qDBg9Gzdy9oWfJjx47dJOgR+SLwy7RpWLt2LT58bzT6PtQP991/P14YNgy7duzEqPfeRe3adfD8kCGIjY3DNxO/wYXzFzF44EA/EnT3vvWVMQdU3EvqF4Leyfz+0euCLu/LDxZ0z2f99buS5Z70bEbQVX1p4Dkd3yrhbUEXAqDeb0AIAfrjnSzhOTLoZs6x8PbomBL0AqVBrR6BsELQJa+OuZW7KFkT1KCn9G0yOU/QLc44Vm0DVG0B7FwGcAbd279Obqvf5wW9ThdQ2foQm+eBDm2yHd9bG8SCbvshktpAQ4KeL18+FC5SBK++NhIpKSk3CXq/Bx/Us+e9e/RCfPxVvbGz5s3FhnXr8N477+KP2bOwY8cOvP7qSP1nmuz3vqcPutzZSf+j6cYMeslSpfHJmE+wc9dOjHrzLakdVxnM3W99ZbRBOK492TQLdETOPY7+IegSrkjKWJ2ADb8DklYnsKB7PuuFohPTTQm6RXtnPadl7xL2EfR00B/vuiXoZm6C8PZomBL0gqVBLS0S9CNbQZvkbV+5XdAzzrFQXI+jXr+9Zs3ijKOo1gZUpQXEzqWgPZxB9/bvk9uEMSIC6SkpSE5IsFvT3GqPqN0FVK4+xL/zQIdZ0N2Cxg9ZRsCQoDta9/WE8XoW/cYl7i+9/DKat2qJ7l3vcnZi6i8/48zpM3j+ued0Af99+m+YOHGi/vPWbdpg+IhX0P+hh3H69GmnoK9csQLjJ01AXFwcBj4yQN/HLgqVsQyMOxXpJ/teuXD7o9XaAPqHyhLQntXuhDL+jIJrIvxB0NFpCJA7P7DgU8DgCcyifk9QKbnbB1jQPZ/qolx9UO0uwIF/gK0LPA/gooQpQc84fRqHtwD/Ktw7K6239gjkbUHXKbi7B73jM6DwKFM3QXibuilBL1QG1OJh4OwhYNUParpS6g5AW+J+dCtoozpBR0Y90L7EVvhFgN8Lep1rGXT8OxewYklw9bZA5eYs6Grefaaj+noGHbU6A+UbcAbd9EzgACoISBd0bQl7zZo10fPu7s72fvfDFCQlJeGJwY/pAv7jlB8w9ccf9Z83aNQQo955B0OHPIc9MTH6z2f8Nh1dunZFYkIiBvR/VC970x9WKkgYiBl0YhtC9iy/rWRK2SZIKdsAwQfWIPjIRgOR3S+SVKUt0orXQMjupQj6T84e9MCgQACEtNRU9xtisyfjmw4AwsKRa/UkUNK1lRyevpKqdkBasaoI2bUYQadiPC3u8fPBYaFI0ea68LioXxdIjb4DyZVaI/D4VoTuWyGtr8EhIUhNToEwADy1aFUkV+2AoJO7ELLnL2lt8vdA+sGigYFITUnxuKtZHLjuUayrbYboz+dZ9nmW5eIbPQSROxK51k1BQIKxqxo9apiChymDd3JCIq79Xnf/lZo/Gkl1eiHgwlHk2irv9oQbW5BatAqSqnZE4KndCNv9p/uN8/DJ1CJVkVStA4L+243QGHX1OJoVGByM9LQ0iPR0D1uq5nFZHyna7+HUEncgJEbe3xtZ9Ti5XBOkltb+llqN4KOuM5zaeUdBwcFISb79QGI1RH0sqqwJcEu3A4ODINKFPtd98ZVcqRVSo2sheM8yBJ/Ybvsu6LyFQHomB3PbvvE+3MD4S975/Jcu6O5k0DUBnzRhkj5cmWXQtX/XfuGOeHk4tmzZ4hxW7coXO7xEWDiQJwp0dAuCdiy6rUlplVoivUITBOxZgcAD65Q2Oa16R6SXroPA7YsQcOw6KzOVBoWFQftjOCUx0UwYr5ZNafsUEJYXQUu/BCVeMdSW1FpdIErURODWuQg4IeeE/KwakitfBBLiLgPaRll+OQmkl6mPtGrtEHBwIwJ3L5FGJixfBJIuXzH0R3R6iRpI05Z7HtuBoG3zpLXJ3wMFBAcjKCQYyVfjvdbVlK7D9bqD532YZRtSWg/Wf88HLR8PunrRa+01U3FAUBC03+dJly87D211N156gdJIa3w/cO4wgtf/6m4xj55LL1ENabW76QecBm1V9z5KL1kTaXd0QcCxbQjcJm8VjqvOhoSHIzUxEek+/CV3Zn1Lq94B6WXqImD7IgQelfP3RlYTJq1yK6RXaIzA3csQcHCDy0e1L6K0lX+J2ucnv24nIOvbzVsiB+fKDZGWilQf/WIktVoHCG0+7/gTgUftf0hccFiY/oVIanJG0pLnuiUEUhK9w1u6oDv2oPfs3gOJGftSZs+bh/Xr1jr3oG/fvh1vjHxNBzv48cfRq3evm/agHz16FBEREcgTHq5n3f87edKSQXC3EpHNFUuieluQtixrxxLQXrVL3J17aDbPBx2Sk633hyXuovPzoFx5Ieb/z7CgOw/g2zgTdHSbu9PD8HN8invm6ESFRqA77oTYtw60fbFhvrcWNLXE3Xn6tNq9s9I6a5NA3l7iLigA1PM1iLQ00Kz3sqQiOjwNylsAYtFY0NVMtjLZhGlWzZCxxF2cPghafW3Fm+yXVaerW3XfuoOP/+5Bz9iza9GhWqJGe1ClphDb/wLtW+Ny+vE96LLfme7F8/Ul7uKOTqAKDSG2LAAd/Me9TnvxKT4kzovwvVC1IUEPCgpEUHAIPh/7hb4H/ZmnnkZyUhLS09OhHSD3y/RpWLN6DT58//ZT3N95/z3UqlUbQ4c8q5/iPn7i+ExPcV+8aBEmf/+djmTAI/0RGxvrBTwuhMGx//TQZmDznNsecgp6Nh8qMjqk4heMPwk65o0BDC5xdx7Ax4IuY6oajiEqNgHV7ACxdw1oh7zl5KYEvaS1h04Zhmezgl4X9IAAUI/XINJTQTPfd0/QF48FZXbWiM3YZtYcU4JeuCyo+UNQKeiw6H5yq29d8FtBr9UZpO/ZlZcQyOptJGq0A1VqBrH9T9C+tSzoNvud4zeCvnUh6IDrFRp2wc6CbpeRsKYdhgT9peHD0bZd25tauGjRInw65n/6vz38yCN4oF9f589XLF+OD94frf93ZFQUvvxqHCIjI/X/TkhIwIvDhuHggYP6f2t70CdNnIQZ06ejWPHi0A6iS4iPx4MPPIBUm+y7yO7beFG9Haiy9qGS9be+MoZY3HEnqEIjCIm/YPxB0NF5GJArHCzoMmaZd2OIik1BNdtD7FkN2ilvibs5Qbf22ibvjoC82m0j6GmpoFnZCHr7p0ARBSEWfwm6cl4eBAsjmRP0cqDmD0KcPgBaPVVJq50Z9GPbQf8ovJ+8dB2gXjfAxZfqsjvnr4KOWp2A8g2BLfOBg3JW7GUt6I4MOgu67DkqI57vC7r8v59lcHUVgwVdJV37xTYk6O50Q8uyV6pcBQcPHnQudb+xXNGiRREaFoYjhw+7E85WzwjH8lYXd7e6uyxLRqdEzY6gio0hti4GSdrv7g+CLroMA4WFQ8wbY/iQOFHvblDp2hASr7DLasx5iXvmdETl5qDqbSFiVoF2LZPxttFjmBL06Bqghr0gjm4HbVQoFtJ6a49AXhd0CgT1HKnvm8xe0J8ERRSC+PNL0OWcLOj7Qat/UjKBRHR1UMPeEMd2gP75XUkdWtDstqXJrthfBV3Fir0s2dfoAFRqAmxbDOx3fZ4PL3GXPYPdi+f7gt4RVEH7+5kz6O6NOD9lJQFlgm5lJ6yuS2SzvNXdZVlS2p3xAZbdEjBP6vIrQZ87BpRs7BR3UbcbqEwdiI2zQEfl3DHPgu7JTLz2rKjcAlS9DUTMStCu229N8DzitRJmBN2xNJcF3TP63hZ0BAQBPV4F0lKAWddWdbl8tX8SiCgE/DkOuHzOs47a5GlzGfTyoOb9IE4dAK1RlEEvUQ3UqI96QS9TB1S3G8ShTaDN6g6jcwy73wu6RUIjanYAVWwCsW0RaP96l+8qFnTv/MLxeUF3JrgWgQ64nl/eoXt7rZxBt8tIWNMOFnQDnEXJrJe3Xs+gZ70sy0DVtxVRka33C0Hv+gIoNA/E3E9AycZOjHYK+qbZoCPqT6zlDHrm7whRpRWoWiuIXStAMfKuWZMh6Di2HVC5NFfGLwkbxfC2oIuAYFCPERCpKaDZWQu6aH8tg86Cvh+0RlEG3TJBrwuqexfEwU2gLSzoRn8lqNhSl1Vb3F0hyIJudETNlfMfQZe3AtUc0axLs6CrpGu/2CzoRsYk42Abl9kzN5dlGan61jKiWhtQlRZST4z3L0H/GJScYAx1nW5A2TrApjnAkc3GYnhQigXdhaBXbQ2q2hJi13JQzEoPiGb9qBlBt2zvrLTe2iOQ1wU9MAjU/VWI1GTQ7A+yhOIQdLH4K9CVs/YA6GErTGXQi1QANesLcWofaM3PHtbs3uPCIejHd4I2zHCvkIGnRNl6oDpdIQ5tBG2ebyCCZ0X8N4Nu7ZLg64KedYaTBd2z+Snrad8XdPdWaMjiZTYOC7pZgr5VngXdwHhl+8e5Y9l5NsuyDFR9e5GqbYCqLSB2LQXF/C0lpH8I+oug0NwQc40LuqhzF6hsXRZ0KbPKRJCMOY6dy4A9q0wEurmoOUG3Zu+stM7aJJD3BT0Y1H0ERMr/t3fe8VUUWxz/nRCSAAmQ0HvvvSMdEaRXewMpYkVQUbELIiL2p9hABRFROkhTepEivffQO4QESCAkmfeZhXsJ5Ja92+7dm7P/vCeZOTPzm9m9+91z5kwyaLY3QH8alDM/xD+jQZkxxP0moOPkXmD1JFNWkChcGdTwPohjO0HrppjShjQqStYB1e4AcXA9SCY4M/kKWkC3OCRYVFf3QYAB3eQF7ca83QEdFjrTjJghBnQjVLSPDQZ0DXPl/OrvJrGN2n1TGprOUEVUag6qJMN/jfMuBgegDwaFZ4OYPQp0XZsH3QHoYsNsEHvQjViummw4jy3cvgi0d5UmG64q6QJ0i0JzDRtsgBgKHEC/Bpo90qMqotXToFwS0L8FXcp8HnQUKAs0fgTmAnolUMP7IazyoDOg63oSqA0519VIuspqQ+oZ0I1S3Dc7dgd0K7ej+qas69IM6EaoaB8bDOga5urWV3/XYXlW/og59+fuWgbaZcz+3OAC9I9B169qmGVA1OoAKlUHYuNs0CEOcdckogGVbiVdNPbYQkMA3WSwMEC+gDLhd0APDQN1fh3iuhpA7w/KVQBi4XeghDMBpaPazugKcS9YDtToYYiT+0CrzQpxrwRqcD/E8Z2gtSZ60EvVBdVqD3HgP9CWeWrl01wueD3o1oYEO7PGe0lKx4Cueanqqmh/QG8FKi+PRDY/X5QuoW9WZkA3QkX72GBA1zBXorDnr/5q901paDpDFVGxCaiyPILKuAzXQQHoHQeDwqQHXQeg1+wAKi0B/S/QoY1GTJdHG7wH3Y08JoWh6QJ0i0JzTV90FjcQOIB+FTT7Y4+jF3c/BcpdkAH95F6QSSHuKFwRaPiAZYCOA+uALfNNX/XBCuhWhwSrPdaNAd30Je2yAfsD+j2g8o0gthn78d+s2WBAN0vZwLTLgK5lXry8VKjdN6Wl6TvrmHFGdDAAOjoOBsKyAbNGAinXNEktarUHlaoLsWkOKHaDJhu+VGJAd62WWREp+gDdmtBcX9aPHcr6HdCzhIO6vKbOg+4E9O9BCaftIG+GPhrjQd8DWv2HOeO/+VuKY7uAdZPNaUNaLV0XqNkeDOj6JHaEBHs7l1xfK+lq12gLlKkPyLwBB9e7NcuAbpjiPhmyPaBXaQWqID3oDOg+TTwXtkQBBnQNMovCFUANH4Q4vhu09s8MFtTum9LQdMa2yjUCVbsHYs8q0I5FRphEMAC66PQqKGsExKyRIK2AXrM9qHRdiI1zQIcY0A1ZXBqMqA1z9NW0LkAvYk1orq9jCvTyfgf00HBQZwnoPnjQF30Pis+MgF4e1OghiBN7QGvMAXRvv6VGrWdRuh6oZjuI/etAW9mDrlVXq/fsihrtQGXqQWyaC4plQNc6b2bVsz+g3w2q0MTQU5DM0lraZQ+6meoGnm0GdA1zIgpVAN31IMSJ3aA1/gb0u0DVWkPs/Re0faGG0WSsEhyA/hooazjEzJGgVI0edAZ0Q9aTbiMqvSi+tqMH0K0KzfV1TIFe3t+AjtBwoPNrgDx68a9RHuVyhrhnVkD38jtnxFpz/pa6+dhtRBvShihTH1SjLQO6TkFv5QOxZs+ucPwGe4liYw+6zonVWN32gG7CMcUapVRVjQFdlUxBU4gBXcNUCkfyHDeeBbM8fq66Kso2AFW/F2LfatC2fzSMJlgB3eFB/wiUkqxJF7UvB5qMu6jEIe6ulTRrHowAdNNDc41aXAFiJ1AAXSQngbwAOu7uB+QuBCz6AYg/FSAK+tYNXSHuDkA3EZ69fez2bbTuS98C9LWgrQuMMuvWTrDuQb/lQbcmJNj57PcSxcaAbvqSdtlA0AD6jsWgPcYcU2zmTDCgm6lu4NlmQNcwJ05Ad5M8R21iEw1NZ6giyjQA1bgXYv8a0Na/jTAZJCHuNz3os3QAusrwOkNEB8CA7gbQndn0jU3WpwfQrQrNNWptBYodfwO6yBoB6vQq1AC6aNkXFF2YAd1MQC9ofhi9XPu3AN2430lP91TQArrFe3bV5oFhQPfPE97ugI5KLYFKTYEdS4A9K/wjog+tMqD7IFYQFGVA1zKJN8+HdXv8jEkhua66akboXnCFuI8ApV7XMsuAhfMoO8iA7maaanUCStUCNswGDDyPXhegW+Bd1LZoA7uW/wE9G6jTYIhrSaA5XkLcbwK6WPQDKDN60L3kWjFipXmLRjOijRuAfvND9r41oG3GfMjOnIBu7Z5dofIkFQZ0o+4U3+zYHdBF5Ragis0gdi4G7WYPum+zz6XNVoABXYPCokBZUONHIE7tA/2b8XxYtYlNNDSdscrN7LRGnu8aHID+OihrGMRM7YBuZSQEA7r7u0HU6QwqURNi/UzQkS2G3DbSiCGA7iYPhWGdDDJDfgf0sGygjhLQE0FzPvGorsODLhb/CLp40pYzoSfE3ZFnwcxtHLei0UzMFK8AekNQjTYQDOi61rGweM+ucEZPzQYd2uS27wzouqZVc2XbA3qlFqBKzSB2LAGxB13zOuCK5ijAgK5BV5G/DKjJoxCn9oP+nZjBgll7Zl11VZSsA6rdAeLgepA8isSAKygAvfProFAJ6B+CUlM0qWJlLgEGdE+A3gVUogbE+hmgI1s1zaWrSroA3aLQXMMGGyCGAgfQr4DmfOoZ0Fv0BcUUhlg8BnTxRIAo6Fs39AC6sOCkAm/bxXwbrYdniAm5Wjz1LWhD3B2AbtGeXVGrI6hUbYgNs0EeoqcY0I26U3yzY39Abw6q1Bxi51LQ7uW+Dd4PpTnE3Q+i+7FJBnQN4ov8pUFNHoM4vR+0ygOgW3A8lyhZG1S7I0TsBtCmORpGk7FKcAD6EFBoVogZI0Bp2kLcrTwujwHdw8t13W6g4tUg/psOOrrNkDUujegD9HKgRg9DnDTX82fYYAPEkP8BPTuo4ysQ19QAeh9QTBGIJT+C4jKfB10UrgRqeD/EsR2gdVNNWUG3AH0faHXGaDTDGi3bEKjeBti7GthuTDLVzAjolu/ZVbm9iQHdsDvFJ0O2B/SKzUGVJaAvA+1e5tPY/VGYAd0fqvuvTQZ0DdqL/KVATR6HOH0QtGpCBgtWetBRohZQpxMQuwnYNFvDaIIT0NFlCJAlKzDjQyBNqwe9DahsQ4gt80EH1hmirScjvAfdtTqiXndQsaoQ66aBjm03bB6MAfS9oNWTDOtTsBsKGEC/ehk09zOPcovmfUB5JKCPAcVlQg+6E9B3gtZNMWdp3szngpN7ARPvI1HO+ONIMyOgW71nV9TuBCpZC2LDLNDhzW4lZ0A35/b0ZpUB3ZtCxv6dAd1YPQPdGgO6lhnKVwpo6gHQa7UHlaoL4eXsTi1N31lHFK8BqtsF4vBm0IZZRpgMjizuXd4AZQmFmD4cJFL1m8C2AAAgAElEQVQ16SKqM6BrEs7gSqJ+D1DRKhBrp4CO7zTMOgO6YVKqNuR/QM8B6vgyhBpAb9EbFFM0EwN6ZVDD+yCOmQfojnwu1gH6KtD2RarXq9aCQRvibvGeXSege8k/woCudaXqq2d/QG8GqtwCYtcy0C72oOtbDVzbaAUY0DUoKvKWBDV7AuJMLGjlrxksqM08qqHpjG0Vrw6q2xXi8BbQhplGmAwOQO/6BigkFGLGB6C0NE26iGptQOWkB30B6MBaTTZ8qcQedNdqiQb3gYpUhlgzGXRily+SeixrDKCbHJpr2GgDw5DfAT08B6iDj4C+dCzowvHAENDHXujbg14Z1EACuokh7l4Srvo4XLfFRblGoGr3QOz9F7R9oVFm3doJXkC3ds/uLQ/6TNBh9wlCGdBNX9IuG7A9oFdoCqrSkgHdP8uHW/WiAAO6hiUi8pQANe8JcfYQaMX4jNCsMvOohqYztlWsGqheN4gj20DrpxthMjgAvcuboCxZIKZ/ABJ6Af1v0IE1hmjryQgDujtAfwBUpCLEmj9AJ/YYNg96AB0WheYaNtgAMeRvQEd4DqDDy0DSZWCetxD33qA80oP+EyjuWIAo6Fs3DAH0o9tB/03zrWGVpb0lXFVpxmsxJ6DvWQXawR50r4K5KSAs3rPrPMFjAwO61jkzs17wAPpy0K6lZkpliG0OcTdERtsYYUDXMFUib3FQs14Q5w6Dlo9zAejqMo9qaDpjW0Wrgup3hzi6DfQfA7pDIGEIoLcGlbsLYusC0H72oBuxXrXYEA0fBBWuAPHvJNCpvVpMuKyjB9C9HbVoWCeDzJC/AV1ERILavwSRdAk073PP6jZ/EshTDFgyFojLhB70olVA9XtAWALoB0D//mbaahflG4OqtoLYsxK0Y7Fp7TgMB60H3WpAr90FVNL7CR7sQTd9SbtswPaAXrEJqPLdELuXg3YyoPtnFXGr7hRgQNewNkSeYqDmT7oFdKjMPKqh6YyAXsT4MMSgyOLe9S1QSIguDzqqtgbK3wVs/RvYzx50I9arFhvirodBhcpB/Ps76NQ+LSaMB3QvRy0a1skgMxQwgJ6YAJr/hUd1RfMnQXmKQSz9CXQhE3rQTfj4e6fg3k5EMWr5OwF99wrQziVGmXVrhwHdGIlFHXVHbDKgG6O3r1bsDuio0BSo0hLYtQLYZf5zwVd97yzPHnS9CtqrPgO6hvkSMUVBLXpDnDsCWv5LRgs3Ad1b5lENTWcEdBOOwgkOQH8TFJIFYtowEIQmqUXVe0DlGzGga1LPuEqi0SOggmUhVk0End5vmGFdHnQnoJvr+TNssAFiKGAAPSkBNM8LoDfrBcpbPNMCOopWBep3B+TRhgZFZ7kH9AOgVSZ60Cs0AVWRnjIGdD2PAlHR2qRaTkD/bwbo6Fa3XWdA1zOr2uvaHdCFxc8F7UrfqMmArldBe9VnQNcyX9FFgJZ9gPNHgWU/Z4RmlUeDaGk6Q53CFYGGD0Ac3w1a+6chJoMC0Lu9BaIQQwBdbPsHtG+1Idp6MsJ70F2rIxo/AipQFmLlBNCZg4bNgz5ALw1q8hjE6f2gVRMN61OwG/I7oGeLArUbBOEToP8MunDUllOjZw+6A9CNzG+SEdAdR5aaC+hWe8qC1oPuTKplzZ5dUbcrqHh1iP+mg+SHIjcXA7p/Hk+2B3TH1heLPtzpnSUGdL0K2qs+A7qG+RIxRUAt+kCcPwZa9pN7QPdyNIiGpjO2VagC6K4HIU7sBq1hQHcIJLq9DSKCmDoURNqUFlVbgco3BgO6Nv2MqiUaPwYqUBpi5a+gM7FGmYUxgG4yWBg22sAw5HdAj8gJaj8QQk2Ie7OeoLwlIJb9DJIfY2146QF04QhxNzABqXtAPwhaNcE0hYXFe02DFtAt1lHU7QYqXg1i3TTQse0M6KbdIdoMBw2gW5SbQpvKt2oxoOtV0F71GdA1zJeILgxq2Rfi/HHQsrEZoblOZ1CJmhBeMo9qaDpjWwXLgRo9DHFyL2j1JCNMBkUWd3R/54YW04Zq1sQR4i62LQTt+1ezHbUV2YPuWinR9AlQvpIQy8eDzh1SK6fXcvoA3SLPn9dR2KtA4AB6PGj+lx7FE017gfIVh1j2C+j8EXsJfbO3ugDdeULIVtD6GaaMX+QrCWr6BMRpkwHdYs9vsAK61ZEIqNcNKFYNWDcNYEA35R7UY9T2gO44ftGi0x30aC3rMqDrVdBe9RnQNcyXyF0YdHdfiAsnQEvHZIRmlZlHNTSdsYoJxz0FQ4i7IYBepRWogvSgM6AbslY1GhFOT+Y40PnDGq1krGYMoJsLFoYNNkAM+R3Qs+UEtZMe9Iug+V95BnTHulv+C+hcZgT06qB6XSEObwFtmGnOCspXCmj6OCAjY1b+ak4bAKzeOx2sgG71nl1RrxuoGHvQTbsxdBoOGkDf+y9o+0KdaphfnQHdfI0DqQUGdA2zIXIVBLV6CiLuBGiJC0BXmXlUQ9MZPwaYkKzK7oAuBEA93oEQAjR9mGaZRZW7QRWaQGxfBNq7SrMdtRXZg+5aKeFI1mVwqLEuQLfI86d27dilnP8BPReo3YsQVy6CFngBdGfkRiYF9OLVQXXNBXSRtySo2RMQZ2JBVgD6zmWg3ctMv12CFtAt3rMr6nUHFasKsW4q6NgOt/PGe9BNX9IuG7A/oN8FqtYaYu8q0PZF/hHRh1YZ0H0QKwiKMqBrmcRcBYFWTwEXTwKLf8wIzQ5A95J5VEvTd9a5dUyNcXthgwfQ00DTP9Ass6jcElSxKQO6ZgUNqmjSedR6AB0Wef4MUjBgzAQOoMeBFvzPoy7OrRXLjI3csHIydIW4OwD90BbQRnM86CJvCVCznhYAenNQ5eYQDOi6lp/V58k7AX3tFNDxnQzoumbP+MrBA+jsQTd+dbBFvQr4DdDz5s2H8PAwHD9+/LYx9Or9JJYtWYrYWOOSQekVKQMU5yoAatUf4uIp0OIfPAC658yjRvTLsYfPyBBB2wM6CNT9bQjBgG7EGvO3DdG8DyhPEYilY0EXbn9e6OmbHkC3yvOnZ3yBWNfvgJ49N6jtAIgrPgD68nGgc8ZtrbByXgwB9MObQRtmmdJtJ6CfPQRaMd6UNqRRUZEB3QhxhcV7dkX9HqCiVSAY0I2YPsNt2B3QUbYhUL0NsHc1sP0fw/Ux2iB70I1WNLDtmQLoM/+ajbCwsNtGvmXLFrw++FVE547G19+NRkxMjPL3xMREvDRwEA4fupH8ae6C+fh57E+Y/KcxGcnNkF/kLAC6xwOgqzwaxIi+mfGCEzSAnpYKmjFcs8xOD/qOxaA9KzXbUVuRQ9xdKyVa9gVFF4ZYPAZ08YRaOb2W0wfoNz1/JoOF10HYrIC/AR3ZcwNtBwCX44C/vXjQmzwOyl/K8OSEVk6ZLkAvUQNUpwuEmYCepwSoeU8Ik+8jUak5qJL0oC8F7V5u+hQEbYi7A9At2rMr6t8HKloZYs0U0An2oJu+cH1swO6ALso2AFW/F2LfatA2BnQfp5+Lm6yAaYC+Y9t2/Dn5FmSfPnUaJ0+cwNDhH6BmzVoYNGAA4uMT8P2Y73HhfBz69eljH0CPygdq/QxE/GnQou8zTJHao0GMmFuRtzioWS+Is0dAK34xwqTts7gLCgF1ewsiLQ00Q3uIOyq1BCo1BXYsAfasMERbT0YY0N2oc3c/IHchYNEPQPwpw+ZBF6BbBBaGDTZADPkb0EWO3KB71XnQ0eRxIH8pYMWvwNnAjejyNLW6AL14DVDdLhCHNoE2zjZlBTl/v84dBi0fZ0ob0qio1AJUqRnEjiUgC57lwQvo1u7ZdXrQ10wGndjldn3wHnTTbh2Phm0P6GUagmq0gdi3BrTtb/+I6EOr7EH3QawgKGoaoC9ZsgRffPpZBommz5qJ7du34+033lT+1rdfP/S4/z60v7etktQrvQe9WPES+OTTT7Bj5w4Mffe9gJFbROYDtXkGIuEMaOF3Gful8mgQIwYkYoqBWjwJce4IaDkDuvIy5gD01FTQTD0e9Bagis0gdi4G7WYPuhHrVYsNcfdToNwFIRZ9D4o/rcWEyzq6AN3xYcxksDBssAFiyO+Anj0a1PYFiMsXQH9/7VEV0fgxUIHSmRfQS9QE1elsLqDnKQ5qbuwHZleTKipb+ywPfkC3Zs+uaHAfqEhliLWTQccZ0APkMe7shv0BvQGohvSgM6AH2tri/gCmAXpKSgriLsTh3Plz+H3Cb5Ah7vKSAD5t8hSMGXMj+3mLli3x2pDX0evxJ3D69GknoC9ftgw/jP0RCQkJ6NOzN5KvJwfOfEXlBVo/CyScBRZ+m6Ffao8GMWRA0UWAln0gzh8DLfvJEJO2D3EPCQF1lR70FNCMDzVrYrXXhT3orqdK3PM0KGd+iH++BV06q3k+76yoC9AdYMGA7tN8+B3Qc8SA7n0e4vJ50N/fqAJ0sWI86OyNLVh2u/R40FGiFlCnExC7Cdhkkgc9TzFQc/mB2VwPutXRUMEK6Jbv2a1/P1C0ErDmT+DEbre3H3vQ/fNksj+g1wfVaAuxfw1oK3vQ/bOKuFV3CpgC6CM/GYW01DSAgIoVKyI8PBxvvPa6AukS0CeM/xW/TZig9Kleg/oYOmwYBg54EXt271b+PnXKZLTv0AFXk66id68nce3aNaVsroIFAmImUyJy40rtBxGSGIeozRn3yl8p3wopecsi296FCDt3wNQ+p0Tmw5Xq3RFy6Qyitk03pi26aUYYY85qK2kUgkt39QNSU5FrbcZj8NT2J6lYXSQXq4PwI+sRcWyD2mray0ndbaq59kF7r3mp5gNIyx6NyE1/IEvSRe8V1JbQoXdKVEFcqdYFWeJPInKHOQm01A7DduV06K53rKkRuXC59kOgpIvIuekPj+YuV+6A1NxFkX3HX8gab1xyQr1j8Lk+ASnXkiFh3ZcrOX9FJJVtjqyndyH7AXP2badEFsSV6l0QknASUdvNu4+uFq+Ha0VrI/zwOkQc3+SLDNrK+nGNa+uwulpXC1XDtVKNEHZ8C7IdXqOuko5SVyq0QUqeUsi2ewHCLnj5SBakmuuQz/yqNtf8WsGquFq6MbKe2Ibsh/41Xy+9Ldhcb73D91f9+FPGRW76MgZTAD19ByKyZcPkqVOxYf16vPfOO04AH/vjWKWYKw+6/HciwpBXX8PmzZtvmXOAoy8jNKGsiIwBtX4e4tJ50MKMXhjlaJCi8uxOz0eDGNE1kbswqGXfG2eyL9UOo+n7Ep4jh8yDjqtXLhvRRetthIQCXd4AUq8Ds0Zobl/J/CsTC+2yJrFQzvz5kHDuHJDGlJ5+0sQ9z4Gi8kD88w3o8nnN83lnxai8eXHlQhzS0lJ9timk56/ZkxDnTfb8+dyzwK6geNAjIpAYH++XjgrpQW/j/tl927pr9CioQBmIlRNAZw/6pb96G1U86NlzIDEuTvlg7sslStYC1eoEcWgDaNMcX6qqLqts0VI86MblUHHVuJLws0JTiB2LQHtXqe6f1oLZc0cjOfEKUpIDKPJP62DS1VOSalW7F2K/NUm1RIMHQIUrQqz5A3Ryj9sRKB703Llx6bxxvw8GyBX0JiKiciIt5TqSk5JsOVZR+qYH/cA60Nb5AT+GiMhIpKWlITkxMeD7GlQd9NMruemALidp2swZ2LNnjwLccg/6tm3b8M6bbynz169/f3Tv0f22PehHjhxBzpw5kSMyEk/3e0pJLhdIl/KSJ8MkJaD/4wbQi1X1ejSIIWPycia7ljbsHuIOCehd34BIuQ7SC+gWnp3LIe6uV6to8zwoMgZiwdegKxe0LGmXdXSFuJuQ+8GwgQWwIb+HuMuPqw5Ad/Hsvg3QGz8CKlD2BqCfsTGg57gJ6D6uCwXQa3eCOLgBtNksQC8KatEb4vxR0LKffeyh+uKiyt2gCk0gtlsE6NHRSL4ShIBucVIt0fAmoK9WAejRuXHpHAO6+rtCf0nbh7iXrgeq2Q5iv00APSpSiU5mQNe/du1gwXBAr1GjBrp074bff5uII4cPo0+/fujUuRNGf/01Zs+ajWEfDkeNGjUxcMALShb3H8b84DKL+98LFuCncTeSnvXu2QvxfvK4uJpE4SXRkNqzO41YIMLLmexa2rA7oIuQrKCuQxjQtUx+INZp8wIQGQ3M/wpINC7EXR+gWwMWgTgdevrkf0DPA2rzHETCOdDC0R6HIqQHveBND3qmBPTaoNodTQV03MyhgvNHAVMBvRWoQmOIbQtB+8wPZQ3WPeiijLVJtUTDB0GFK0D8Owl0aq/b+5X3oOt5Kmuva3dAR+m6QM32wIF1wBYbeNAZ0LUvVhvWNAXQPxgxAqGhWZxy/LvqXwx7/33lv6NjYvDNt6MRHR2t/HdSUhJeeeklHDxww0Mh96CPHTMWUydPRqHChfHdjz8gKTERjz38MFJSfA9FNWVOvJylq/bsTiP6JpxHvp0BLXKRUV5DI7YH9CyhoC7Sg54MmvWRBgVuVBEVm4Eqt4DYtQy0a5lmO2orsgfdtVKi7QBQ9twQ874EJRkXGq0H0K0CC7Vrxy7l/A7oUXlArSWgnwW5SPCZXsdbgP4b6Iy5uUTMmj89SeJEqTqgWh0gYteDNs01pYsiuiiopfSgG5fk1FVHRdV7QOUbMaDrnEVRxtqkWuKuB0GFJKD/Djq1jwFd5/wZXd3ugC5K1QXVag9x4D/QlnlGy2O4PT5mzXBJA9qg4YAuRyv3jxctVhw5c0Vh3+69LjOwFyxYEOERETh8yH7ZcUW2XKB2L0JciQMt+F+GCVZ7dqcRK8Nx5Ju7jPJa2rA/oGcFdRkCcT0ZNFsHoFdoCqrSEmLXctCupVqk9KkOA7o7QB8Iyp4TYu4XoKsJPmnqqbAeQLcKLAwbbIAY8jegw8sJHLcD+iOggjLEPZMCesk6oNodIA6uB202CdBjioBa9IG4cAy01JhTSFwDeitQeelB/we0b7Xpd0PwetAdgL4WtHWB6TqKux4CFSrPgG660toasD+g3/wIaeIzTpuyrmsxoBupZuDbMgXQA3/Y+noosuUEtRsIkXgRJMNu77jUnt2prxc3aotI9SGbatuzPaCHhoE6vw5x/Rpo9ki1w844jxWbgCrfDbF7OWgnA7pmIXVWFO0GgbJFQcz9DHTVuMSFugDdIrDQKV3AVQ8UQFfnQX8YVLAcxKqJoNP7A05LNR0yxINu4suriL6Z5NR0QHd40BnQ1awbd2VuedCt2bMr7noYVKgcA7qeSTOxru0B3YKPkEbKz4BupJqBb4sBXcMciYicoPYS0ONB8790C+jezu7U0HTGtnw411dte8ED6FdBsz9WO+yM5So0BaQHnQFdu4YG1BTtXwJFRELM+RR07YoBFm+Y0AXoDrA4fxy07MaJFHx5V8DfgO6IOFID6LjrIaBQeWDVRCBTArr54Z9OQDf7PqraGih/FyDPOt5v/vFgQetBtzqplsp7kPege3/2mlHC9oBuwTYeI3VnQDdSzcC3xYCuYY5EtihQu0EQSQmgeV9ktFD/fqBoJVgD6LlB9w5wG26vYXiwPaBnCQd1eU23Bx03AR27VgC7lmiR0qc6HOLuWi7R4WVQeA6Iv0aBko07zkUfoBcCtewHYTZY+LSCAr+w3wE9Ki+o9bMQCWdACz3n7HB47zI7oJuZQElE37yPLhwHLTXvQ5eo1hpU7i6IrQtA+9eafqMEK6BbnVRLNFIXxcKAbvqSdtmA7QG9pAWJMA2cGgZ0A8W0gSkGdA2TJCIiQe1fgki6BJr3eQYLytmdRW6e3XnC/dmdGprO2Fb23KC2EtAvghZkDLfX0obtAT00HNRZAro+D7qo0ARURYa4rwDtZEDXspaMqCM6DgaFZYOYPQp0PcAA3WSwMEK/QLLhf0DPB2r9DES896SaasNrA0nfO/uiJ8TdChgTuQuD7u4LceEEaOkY06QU1dqAyjWE2PI36AB70LUKbXVSLdFIXR4IBnStM6qvnv0B/eZRkrEbQJvMOUpSn8K312ZAN1LNwLfFgK5hjkR4DlCHl4Gky8C8z9wDupezOzU0nbEtZ7h9Ami+C2++hkaCBdAhva1/jdKgwI0qonxjUNVWDOiaFTSmouj0GihrOMSskaCUa8YY1RvibhFYGDbYADHkd0DPmR90z9MQ8adBi773qIraBFUBIq3LbugBdGFBOLPIXQh0dz+IuBOgJVYA+gLQAfaga12zzsz+JuYlSN83tScpMKBrnVF99WwP6CVqgep0gojdCNr0lz4xLKjNgG6ByAHUBAO6hskQYTlAHV+GuHoZNNcFoDd8AFS4IoQlgH7Tm5/IgO6cytBwoPNrMAzQ96wE7VisYaX4VoVD3F3rdQvQPwKlJPsmqofSukLcLQILwwYbIIb8D+gFQPf0h7h4CrT4By+Aru6IpwCR1nhAdx6pZV5CMJGrIKjVU+YDevU2oLLSgz4fJM88NvkK1hB3YXFSLdH4EVABeZLCBNCZG0fxuroY0E1e0G7M2x3QUaIWUKcTELsJ2DTbPyL60CoDug9iBUFRBnQNkyjCsoE6Doa4dgU059MMFkTDB0GF5dmdk0Cn9mpowYcq4TmADu4/FvhgyVnU9h70rBGgTq9CJCeB9HjQyzUCVbsHYs8q0I5FWqT0qQ4DuhtA7zwEFJoVYuaHoNQUnzT1VFgXoFsEFoYNNkAM2QrQrXyOmzQ/ujzoTkA370gt6wD9XlDZBgzoOteZ04Meux60yZyj99J3UTR+FFSgDAO6znkzq7rdAV2UqAmq0xni0CbQRgZ0s9YJ29WmAAO6Bt1uAXoiaM4nGQH9Lus8LyIsO6jjK24/FmgYnv2TxGXNBuokP6AkgeboCHF3APref0HbF2qR0qc6DOhuAL3rG6CQUIjpw0Ei1SdNzQJ05CoItHoKuHgSWPyjYX0KdkN+B/RcBUCtVHrQHZFQVnxoNWnijQH0NSCZ/dyMy6L7SFRvCypbnwFd5xwKR1ItywD9MVCB0hArfwWdiXXbe/ag65xYjdVtD+jFa4DqdmFA1zj/XM1cBRjQNegrvHhohaWA7vDm64PR9DLY3oPujHBw/QFF7ZSLcneBqrWGYEBXK5kp5UTXt0AhIRDTPwCJNMPa0OdBVw96hnU4CAzZEtAt2Kpk1tTqA/QGoBr3QuxbA9pmDqALHz6Y6NHICeib54EO/qfHlKq6wRvibm3Wa9H4JqCvGA86e4gBXdXqs66Q7QG9RA1QnS4QhzeDNsyyTjiNLXGIu0bhbFqNAV3DxImbWcLd7XG2NLmQQfutgxPQXW9BUDvltwB9FWg7h7ir1c3ocqLb2yAiiGnDQBCGmWdAN0xK1Yb8Dei+RD44T+NgQGdAV73CbxQMXkC3OOt1k8eB/KWAFb8CZ9mD7uMyNL247QG9eHVQ3a4Qh7aANs40XS+9DTCg61XQXvUZ0DXMl/ByzraVx/Pc6ou+I8WCC9CNCftnD7qGm8OMKt3fuWF12lBDresC9Jzqk40Z2mmbG/M3oPuy59nK4zLNmlZ9HvSGoBptzPWgW3Uf1WgLlKkPbJ4LHFxvltxOu0EL6FZnvb4J6GL5eNA59qCbvnB9bIAB3UfBdBZnQNcpoM2qM6BrmDARGgbq/Lr7c7bveggoVB5YNRE4vV9DC+qriCxZQV2GQFxPBs3+SH1FDyXtH+J+E9DdZNlXLVLZhkD1NsDe1cD2f1RX01qQ96BnVE6AQN3fhhBpoOkfaJXWZT0GdEPlVGXM74DuS/b9+vcDRSsBa/4ETuxWNb5AK6QL0Ms2AFWXIe6rQdvMef4Jx7F3KrLq69FW1GgHKlMPYtNcUCwDumYtLc56LZo8DspfCgzommfM1IpBA+iHt4A2sAfd1MXCxn1WgAHdZ8kAb1AsGj0MKlgOYtVEkNmAHpIV1HUIkHodmDlCw2gyVrE/oHs+Bk+tSMKCF9T0fWFAdwHoISGgrm9BpKaCZg5XO3WqyukDdPXnaavqTCYpFDCAfuEEaKnnc7dFg/tARSpnWkCHBR8onYCu4lx6PbeIqNkeVLouxKY5oNgNekypqhu8HnRrs16Lpk+A8pWEWD4OdO6wW+05SZyqZWl4IdsDerHqoHpdIRjQDV8bbFC/AgzoGjQUN6FYpCSDZmX0WotGj4AKyrM7fwOdOaChBfVVhANg0lJAMz5UX9FDSdsDengOkAFHz4ky5od4MqB7WbIhoUDXNwz9AOVoURegR+UDtX4GIv4MaNF3htx3mcGI/wG9MOjuvhA+ALpYOxl0fJctp0eXB92CJJnCovvICegb54AOMaBrXczC4qzXTkBfNg50ngFd67yZVc/+gF4NVK8bxJGtoPUzzJLJMLsc4m6YlLYwxICuZZq8QIOlgE4hoG5vQaSlgmYY42G0O6Dj5tnwSLoMzPtMywwrdUQZ87MYM6B7nh5ntIqbj2GaJxeAPkDPC2r9LETCGdBCBnS18+B3QI8uBGrZD+LCcdDSsR67Ler3ABWtArFmMuhEZgZ085Jkiihr7iNRqz2oFHvQ1d6n7soJi7Nei2Y9QXlLQCz/BXTuiNvuswdd78xqq297QC9aFVS/O8SRbaD107WJYGEtBnQLxQ6AphjQNUyCN6+1aPQoqGAZazzoAqAe70AIAZo+TMNoMlaxO6CLiEhQ+5cgki6B5n2uWRMGdM3SGVbRjCSIjs7pAvTIfKA2z0AknAUt/Naw8Qa7If8DemFQy74Q54+DlnkD9PtARStDrJkCOrHTllOjz4PeCFTtHlOPmRQW3UeiZgdQ6ToQG/8CHdpo+lwGbYi7xVmvRdNeoHzFIZb9AjrPgG76wvWxAbsDOopWBep3B45uA/5jQPdx+rm4yQowoGsQWDi81m72xYrGj4AKyBD3CaAzBzW04GMVg7NcBw2gJyaA5n/ho5i3iosy9UE12kLsXwPaas45wOk7x3vQXUyVCccIGgHoiMoLtH4WSDgLMKCrvsf8DugxRUAt+kBcOHx/+10AACAASURBVAZa+pPHfjs96GungI4zoKueZF8K3ryPzP7QJWp1AJWSgD4bdGiTLz3UVDboAd2iPbtOD/qyn0Hnj7qdC/aga1qmuivZHdCFw4N+dBuIAV33emADxirAgK5BT2dmaTdh5aLxo6AC0oNuDaCLrm+CQrIYdk607QE9WxSo3SCIpATQPCMAfS1o6wINK8W3KgzoGfUSYdlAHQdDXEsCzRnlm6BeSuvyoEflAbV+jj3oPs6I3wE9uiioZW+I88dAy7wAer3uoGJVITI7oO9ZBdqxyMeZVlncog9dolZHUKnaEBtmgw4zoKucnQzFhMVJtUSzXqC8xSGW/gy6wICudd7Mqmd/QK8Cqt8D4uh20H/TzJLJMLsc4m6YlLYwxICuYZqEM6zc9dFPovFjoAKlIVb+CjoTq6EF36qILm+CsmSBmPEBKC3Nt8ouStse0CNygtoPhDDMg74OtHW+bl29GWBAdwXoNzPyX7sCmvOpNwl9+rsuQI/MA2rDgO6T4AACBdAhvXHLfvbYfZHZAb18Y1DVVhB7VoJ2LPZ1qlWVF1Z96KrVCShVC9gwG2BAVzU3rgqJYtYm1RLNnwTlKQax9CfQhWNu+80edM1Tqqui7QG9SGVQg/sY0HWtAq5slgIM6FqV9RBW7gT0FeNBZw9pbUF9vS5DgCxZAZnFPS1FfT03JYMH0ONB87/UrIcoXQ9Usx3EfgZ0zSLqrWhQwj9X3TAG0M+BFo7WO8pMU9/fgI7oIkDLPvAJ0NdNBR3bYcs50rUH3QHou1eAdi4xZfzC+aHL3PtI1O4EKlkLYsMs0OHNpowlvdGgDXG3OqlW8yeBPMWAJWOBuOMM6KavXN8aCBpAP7YDtG6qb4P3Q2n2oPtBdD82yYCuUXzR7W0QEcTUoSC6w0iTx4H8pYAVvwJnLfCgd34dFBoGMXMESJ6HrvNiQL8pYOm6QM32wIF1wBb2oOtcVpqqC8d2BZ3REMYDegyozfMQl86D/vlG09gyYyV/A7qIKQpqIUPcj4K8etC7gYpVg1g3DXRsuy2nSxegV2gCqnI3hKmAbs195AT09TNBR7aYPpfBCuhWJ9USzXuD8hSFWPITKI496KYvXB8bsD2gF64MangfxLGdoHVTfBy99cUZ0K3X3J8tMqBrVN/jvu+bgC6WjwedM9+DLjq9CsoaATHrI1BKssYR3apme0DPlhPUToa4XwTN/0qzHqJUXVAtBnTNAhpQUTi3K+iLhjAc0HPEgO5lQPd1iv0P6MVALZ6EOHcEtPwXz92v1w0oVg1YNw3IhICOCk2BKi2BXSuAXSZ50C26j0SdzqASNSE2zAQdZkD39b51lHck1bIq67Vo0RsUUxRi6VjQBfaga503s+rZH9ArgRreD8EedLOWCNvVoQADukbxRNe3QCEhENM/AInb932LJo+D8peC1YCOWSOBlGsaRxRMgJ4L1O5FiCsXQQv0A7o48B9oyzzdunozwHvQMyoksucGtR2gey5NA/TL50F/swfd29p2/N3vgJ6nGKi5BPTDoOXjPHZb1O0GKp55PegOQBe7l4N2LlU7xT6VE1YBeu0uoJI1INbPAB3Z6lMftRQOVg+61VmvRfM+oDxFIJaMAcWdcDsVvAddyyrVX8f2gF6kEqjB/RDHd4LWsgdd/4pgC0YqwICuUU3R9Q1QSKhrQG/6BChfSYjl40DnDmtsQX010WEwKDwbxOxRoOtJ6iu6KWl7D7oT6uJAC/6nWQ9Rqg6oVgeIg+tBm+dqtqO2IgO6K0CPBrV9AeKKvrk0HNCz3+zX5Qugv79WO8WZvpz/Ab04qHkviLNHQCs8e9BF3a6g4tUzb4h7xSagyjLE3QJAN/lDl6jTBVSCAV3vA0gUtTbrtWjRBxQjAf1HUNxJBnS9E2hwfbsDOgpXBBo+ABzbBaybbLA6xpvjEHfjNQ1kiwzoGmdHdHkDlEUC+nCQSL3NinAA+rJxoPNWAPrLoPAcEH99AkpO1DiiW9XsDujInhtoOwC4HAf8rQPQS9YB1WZA172gdBgw08OmK0lcjtyge6Vn3/gPBzrkCviqAQPoqjzoNwH9v+mgo9sCXltXHdS3B70pqEpLiF3LQbtM8qBb9KHLCej/zQAdZQ+61sUsLM56LVr0BcUUhlg8BnSRPeha582senYHdFG4AqjhgxDHd4PW/mmWTIbZZUA3TEpbGGJA1zhNovMQUGhWiBkjQGm3J2YTzXqC8paAWP4L6NwRjS2orybavwSKiISY8yno2hX1Fd2UtDugC4PgyelBj10P2sQedN0LS4OBW8cwGZ/lWQ+gG/URSIMktq7id0DPWxzUrJe6EHeH19UiqDNjYnUBesVmoMotIHYtA+1aZkb3YNSz2lvnnNEQFn1sCdoQdwegW7RnV7TsC4qWgP4j6CJ70L2tc6v/bntAL1QBdBcDutXrhttTpwADujqdMpQSnV4HZZWZ0z8Epd5+tJlo2guUrzjEsl9A5y0A9HaDQNmiIOZ+Brp6WeOIblWzPaAb5JURJWuDaneEOLgBtHmObl29GeAQ94wKiai8oNbPQiScBS381puEPv1dD6A79sbrjdLwqcNBUNjvgJ6nBKh5T4izh0ArxntU1OqwaDOmVx+gNwdVbg6xcxlotzmAbtWHLqvzCQQtoFuc9doJ6It+AMWfcnuL8B50M54e3m0GDaCf2A1awx507zPOJaxUgAFdo9qi02ugrOEuM6ffAvSfQeePamxBfTXRdiAoe06IuV+Ariaor+imZPAAur4EXqJkLVDtTgzouleUdgMiZ37QPU9DxJ8GLfpeuyEXNY0AdA5x921K/A7oeUuAmqkEdIsTi/mmpLrSgQ7oln3osjgjf/ACusVZr+/uB+QuBCz6AWBAV3fTW1jK9oBesDyo0UMQJ/aA1vxhoXLamuIQd2262bVWQAJ63rz5EB4ehuPH3R+r4W/BPQK6I8R9mVWAPgCUPTfEvC9BSfG6pbE9oDsyA+tMPOQE9NgNoE3sQde9sDQYELkKgFr1h7h4CrT4Bw0W3FfRBejZjDkpwNAB2cCY/wG9JKjZExBnYkErf/WomPNoLosyf5sxfboAvVJzUCXpQV8K2r3cjO7h1ikN5uZyEPWsPdM+aAHd4qzX4u6nQLkLQiz6HhR/2u0aZA+6KbenV6P2B/RyoEYPQ5zcA1rNgO51wrmApQoEFKBH547G19+NRkxMjCJCYmIiXho4CIcPmX+WuK+q3zp7fCTojqPNRLNeoLzFIZb+DLpgvgcdbV4AIqMBeeZ34kVfh5KhfNAA+qXzoH+0H4ElStQC1ekEEbsRtOkv3bp6M8Ah7hkVErkLge7uBxF3ArRkjDcJffq7PkDPCWo3ECLxIkjed3ypUsDfgI58pYCmjwNnYgG1gG7R2dmqBPSxkCGAvmMJaM8KH1tWV1xY9KFL1OsOKlYVYt1U0LEd6jqno1SwArrVWa8Z0HUsQguqBg+g7wWtnmSBYvqaYA+6Pv3sVjugAH3o8A9Qs2YtDBowAPHxCfh+zPe4cD4O/fr0CThdRcfBoDB5tNnHoOtXb+ufaP4kKE8xiKU/gS4cM73vos3zoMgYiAVfg65c0N2e7QE9MgbU5nkInYCOErWAOp2A2E3Aptm6dfVmgAHdBaBHFwK17Adx4Tho6VhvEvr0d12AHpET1F4Cejxo/pc+tZuZCwcKoIvTB0GrJnicClG7E6hkLYj1M0FHtthy2vQBegtQpWYQpgK6NR+6nIC+dgro+E7T5zJYAd3qrNdOQF/4PSiBPeimL1wfGwgeQN8HWv27j6O3vjgDuvWa+7PFgAL06bNmYvv27Xj7jTcVTfr264ce99+H9ve2hRDCnzplaFt0eAUUnt312ePNnwTyFAOWjAXizA/TF62fA0Xlgfj7a9BlBnQRmQfU5jmIBH2Zv0WJmqA6nSEObQJtZED3xw0ooouCWvaGuHAMtPQnQ7tgDKAngOZ/YWi/gtmYvwFd5CsJavoEfAL0DbNAhzfbclp0AXrlFqCKzSB2LgbtXmnK+IVFH7oY0I2ZPmFx1mvRqj8oVwGIhd+BEs64HQSHuBszv75asTugo0BZoPEjwMm9AHvQfZ1+Lm+yAgEF6HMXzMe0yVMwZsyNUNYWLVvitSGvo9fjT+D0afdfT03WyKV50cFx9vgoUHLSbWVE896gPEUhlvwEirPAg37PM6Cc+YB/RgOXzumWw/Ye9Kg8oNYS0PVl/hbFa4DqdmFA172itBsQMUVBLXpDnD8KWvazdkMuauoC9GxRoHaDIJISQPMY0NVOjN8BPX8pUJPHVQE6anUCStUCNswGDm9SO8SAKqcH0FGpJVCpKbBjCWBWiLsT0M390CXq9wAVrQLBHnRd69MJ6BZlvRatngblyg/xz7egS2cZ0HXNnvGV7Q7ookBZUONHIE7tA/3LHnTjVwhb1KNAwAA6EUEC+oTxv+K3CTdCD+s1qI+hw4Zh4IAXsWf3bkTe3JuuZ8BG1b3S6EmIsBwIiT8JEmm3mU2NzAeEhiHbhsnIcsn8DwtX6j0MkSMPQhJOg9JuP/LNqPHayY4ICUVazgJKuH+O/yZq7vr1gpVwrWIr0LVEhCTFabajuiIREGCRIqr7blJBkSUcaVF5EXLxBLJvnmZoK1nCsiL1+nVAQ3COCM+BK3c9qfQny0Xzo2QMHbi/jRE0aW5Et0VoONIi8yLLhSPItnWWR5NXy7dESuEqCLkSB7qeaETz/rGh8bmSFhEF6eEOO7gaYUc2mNL3tPAcSLTgPkrLEQORNRsidsxD6NkDpowlvdGQrKEQqakQaRoeLqb3TnsDKXlK4mq1jsD1JGQxYDudt56kRuYHQrMi+7qJCEn0EB1IQJbQUKRe5/cfb5oa+feQ0CxKdKtIvf0d2Mg2zLSVElMCV6t3Aq5fRZYr581syhjbfvztNGYA9rSSutjY7ZVqVQgYQJcdloA+dcpkjP3xhhh3etBzFyqodlyml4uv8xhEWHaP7URum47Qy+6/+hrVyUvVuyM1R16jzAWNHfmDnnPLFM3jSc5XHollW2iuzxWNUyA04SQid5i/zUBtj0XW7Iiv+5ja4lwuwBQIjTuGyN1zPfYqsXRTJBeoFGA9t747EUfWIeK4OSH+aWHZkVDHuvsox96FyHr+oPUiBkmL16NL4ErFey0fTdTmychixUdyy0fGDfpTgeu5i+JKpfb+7AK3bQcFpg31Sy8DCtDlHvRt27bhnTffUsTo178/uvfo7tyDniUszC8iuWpU5C4CZMniuT/xp0Apyab3WeQqpHxlNuoKDZc6E1KuXTPKpH/spF4HXTypuW3pJUVkHs31fa0YEZUDVy9f8Zt30df+Wlr++lWPexC19CV77ly4Gn8JaXdEwKi1JfIUV1uUy91UICQ0FKFZQ5GcdHtiTcsFSr4KuuR+T6vsj4iMAcIjLe+akQ3KvbnyeZ6cePs2LJ/akCcVJCX4VMWXwpbeR5fOZtiS5ktf1ZaVyZyuJ11FakpweXQVp0SU9c4A5Xc89bpb+UNCQiA1T4w3b52qnfvMVC4se3aI1BRcv2b+e64pumaNgMiZ3xTTZhgNjQiHSEtDarL7e8GMdjO7zbST+/0iQUAB+rAPh6NGjZoYOOAFJYv7D2N+CNgs7n6ZLYsatfsedItkMrwZzuJuuKQeDerZg25tT4OnNX/vQQ8eJdWNRNcedHVNcCkXCgRrFvdAnWxOEuefmbH7HnT/qKa9Vc7irl07O9YMKECPjonBN9+ORnR0tKJlUlISXnnpJRw8wCFpVi4uBnQr1b7VFgO6tbozoFurt2yNAd1azRnQrdXb0RoDurW6M6Bbq7ejNQZ0a3VnQLdWb3+3FlCA7hCjYMGCCI+IwOFDh/ytT6ZsnwHdP9POgG6t7gzo1urNgO4HvcPCEJYjBxLjLEhyaf3wArZFBnRrp4YB3Vq9GdD9pHdUJNJS05CcaOOkpf6RzpatBiSg21LJIOo0A7p/JpMB3VrdGdCt1ZsB3Q96M6BbLzoABnRrZWdAt1ZvBnQ/6c2A7h/h/dQqA7qfhA/kZhnQ/TM7DOjW6s6Abq3eDOh+0JsB3XrRGdAt15wB3XLJlQY5xN1a3TnE3Vq9/d0aA7q/ZyAA22dA98+kMKBbqzsDurV6M6D7QW8GdOtFZ0C3XHMGdMslZ0D3g+QM6H4Q3Y9NMqD7UfxAbZoB3T8zw4Bure4M6NbqzYDuB70Z0K0XnQHdcs0Z0C2XnAHdD5IzoPtBdD82yYDuR/G5aVaAFWAFWAFWgBVgBVgBVoAVYAVYAVbAoQADOq8FVoAVYAVYAVaAFWAFWAFWgBVgBVgBViAAFGBAD4BJ4C6wAqwAK8AKsAKsACvACrACrAArwAqwAgzomWQN1KlTF8WKF8OM6dPdjjgqZxSKFimKPXv2IC0tLUO5kJAQlClbFodjDyH5enKGv+fNmw/h4WE4fvx4JlHVuGFKbYsULYbryddw6tQpl4Y96ettbqRBR5m4C3E4d+6scZ0PIEudOnfCmdNnsHbtWre9KlCgACIjI3HgwAGfdZYVSpQsibi4C0iIT3BZPzPorHXKw7KGoWTpUjh+9CiuuDjL1ds6zp49BwoXKYwD+/dDCKG1G7auV7BgQXTp1hU/fPe9Ww286extHbPO+paIt2eMN329PWPKV6iA/fv2ufyd1tfzwKkdCOs8Onc0wrOF49RJ17/JgaOWf3ri7Z3R2zr39E4TkS0bSpQogdgDB12+b/pnxMa3asS7Oets/LwEgkUG9ECYBR/70LhJY7z1zjtKLfmS2v7etl4tvP3uu6hWvRoe6HGfy7K/TfodMTExyt8knO/dsxeDXnzRWfaRRx/FY088DiJS/m3xwkUY9fHHyv+XP2JffzfaWT8xMREvDRyEw4cOKX//evQ3CtinvxITr6BH1+5e+x0IBX6dOAHyh+TOcRvVt+733Ye+/fo6tb18+TJGf/MNlixarEpfT3MjDci+j/r0ExQsVFCxJ+H88UceM6r7ptnRovtvkybhcGws3hgyJEO/5EvvV998jbCsWZW/JScn4+8FC/DN/75WpXPNmjXx/vAPnPWPHT2G5599FteuXVPq21Vnh1BzF8x3rsH33n7H40cOLZM+7MPhqFu3rrOqXIeDX37F+fLraR3L586HIz+CnAPHM+rLz79Q5q9m7VoY8dFHGbqk9tmoZSxG1vFV95YtW+LVIa+jc/uOuJ5yPUNXvOnsaR170lk2NGf+POVD352XGevFSI0dtl5/Ywiat2ih/Ofp06fR6/EnDG3G2zPGm77enjHyd7xe/frKfRoSQti7dw8GDRho6BjMMmandV62XDm8P2wooqOjFTnkO81XX3yJ5cuWmSWPoXa1vCP62gFP74ze1rm3d8b3hw5F/YYNnF2aP3cevvziC1+7aHl5LbrreTfPrDpbPrF+apAB3U/C62lWviBFx8TgkUcfQbv27Q0B9FGffIpp06Zi29at6NKtGx57/DF8OmoUFv6zEDlz5cSkP//E6tWrMXL4CDzy+KN48KGH8PJLL2Hn9h0YOvwD1KxZC4MGDEB8fAK+H/M9LpyPQ78+fZRh/u/b0YiJjsGoj0c6h33l8hXs27tXjwyW1ZVficPCwvHzuHFYsXw5Ro28NQ4jOtGte3cUKVoEk//4E1E5c+L9YcMgv4M88uBDinlP+nqbG7lWps6YrnzImfvXHEz+80/kyZsHBw8cNKLrptrQorsnQC9dpjT69O2LX37+BTKK4JXXBqN69ep46IEHFG+4t3X8x+TJSL5+Dc898yzKlS2PYR9+gDl//aUAvp11dkyifKaUKlkKwz/6EGYA1yuDBytRCwsX/oOqVavhrXfexrq16/D+u+96fca0bdcOLw4aiK+/+gqLFi1WgFy+RHfp2BFZs2ZFpSqVb1uLffv2RbESJdClQ0dT16gRxn3V3Ruge9JZ9tfTOvaks/xwW6VaVUVvx9WgQQN07dYNLzz3vOLRDfQrPDwckVFR+PCjEYiIiEDPxx43tMvenjHe9PU0N455/270t5g5Y4bysUt+jPn808+UD1WBftlpnf8yfjyyZcuGnk88gdTrKRj9/XeQv0cP3f9AoMus9E/LO6KvA/P0zuhtnXv6rX3okYfRs1cvTPp9Eib+OgH9n30aHTp2xNtvvIn169f72k1Ly2vR3Rugs86WTmFANcaAHlDT4Vtn+vTrgx733a8Aunzx+P3PPzD0/fexeeMmxdBHoz7G5UuX8cHQofD2ELiz5dlz52Lrls14c8gbePSxxxTvufR4S8+3vGbO+Qvr1qzB8GEfYPqsmdi+fbvyAJVX33790OP++5R+STCUgB6ZPQee7NnTtwEGWGk55pXLVyiA3qlzZ/R9qp/zZVWGVb82eLDilZEvra+/+QY2bdqEunXrKaPwBeyfH/CC8oPk8JB50tfhdXQ3N0/07ImHH30EQ15/3bkuAkxWr91Jr7uEjyJFizqjO2So50cfj0S/Pn1x/tw5eAL0OxuqXLUKPv3sMwX65vw1x+M6liGrP48fp3hR5s2dq5ga/d23yJU7Nx596GEEg85yTNID+N0P3zsBXUbqNGjYEKGhWZTImm3btmHIq68572v58pq/QH7kzp1b2VowatTH2LFtu9c5lQV+HDsWuXLnUqJ6vD1jPv/ySxQuUgQP3ncjAkiC0DfffosRwz/M4NWSIPDb7xOdH09UdcbPhe7U/fsxP2Ljhg34/tvvlJ493vMJ3N2qFZ58oie8AfqdQ0mvswwb9rSOfdFZtjNp8p+4lHDJ+THWzzKqbl6uncioSAXQCxUurER5SSCT15UrV/DF559j1YqVyn/LD5y7d+1C5SpVlN/ZPbv34J2331LG7e268xnjSd+9e/Z4nBv5IaT/M08r99/mzZuVpmVEw9w5c5xRQN764++/22WdT50xDXFxF9H3yd6KZAMHDUKr1q3RqX17f0voU/vp3xHNXOeyU+nfGb09Rzy90/zvm6+V3/hunbs4xzrzr9lY/996DHv/fZ/G76/C6XVv2epuPPf887iv262IUfnc/O3XXzF71mxd7+aZXWd/za9V7TKgW6W0Ce2kfwjIPSjyR2X4sOFYuWK50tpP435RPIMDBwzw6SHgCBmdMP5X/DZhAga/+iqaNG92mzdKhjfJF3IZBi9D16ZNnoIxY8Yo7bZo2RKvDXldCR+UwCoBvWSJkjh79gwuX7qEf/7+W3kw2e1KD4ryoVu9WnVs2LARUVGRePrZZ3Dw4AEl3PCe1vfg5cGDceHCBcyeNQulSpVGs+bNlJdrd/vL02shPfW5o3M7f6A86SvB0NPcyBfP0mXK4Pix44jJE4OrSUkYP248Fsyfbxv50+s+4uORKF6sGB59+BGl/zIkVP6bQ1tfAH3gS4Nwb9u2eKpPXxw9etTjOi5esgSGDhuGZ/s/jdjYWKVtCa916tZR5ikYdJZjuvMFWj5jrienYO/evahQvgIeevRh/DpuPCb+9hsm/jFJAfNVK1dix/YdeKJXTxw+fEhVyK0EnSnTpyteV/kM8faM+eXX8Ui8cgXPPv2Mc93O+3sBHM+o9It5xMiRkGB0X5duLkPAA3Hh36n7lOnTsGH9BowYPtwJCC1btUSXjp19AvQ7da7XoL7HdeyLzp27dsEzzz6Ll14ciF27dgWirG77lB7Q5ce3/s8+g9WrViEp6Zqy3Uh+OHIAglxncjuM/DB36dJlPPrYoxg/bhwmTfzd65jvfMZ40nfvvr0e50b+xo//7Vdkz54d/676Fzly5EDlKpXQt3cfnD1jj5widlnnPXv2Up51F86fx/z583HfAw9g2ZKl+OyTT7zOeSAVSP+OaOY6v/Od0dtzxNM7jXx3LFmqFLp36eqUUn5wvXDxIl545tlAktdtX9Lr7viw1q7Nvc7y8sPaxN8mKpDui/OMdbbF9BvWSQZ0w6S03pAZgC69T7+M/wXXr6fgofvvR0pKqhL6W61atdu+aMoHsNx7+3S/pxSwSf+i7HgJHDjgRezZvRvPvfA8SpYsqbzkyP+NyZMHUyXQ//ij9aLpaDE9KEozpUqVQqtWrVCwcGHUrFUT164l49GHHnICuiOCQJaVD+RJv/+uwI2nS2rVsVMnjPlxDKZOnqzsNfSk76OPP+Z2bvr37ad4EqNy5sK/q1bi5PGTkB8WChQsgDdffwMbN27QoYZ1Vc0A9IZ33YV33nsXO7btwOBXXvaqs5xrGWLt+OgkRy+hslmLFopXJRh0dgXo8t/k/SyjQvLlzYe69ethzZo1GPbe+wqgy5B1R+TMoFdeRosWzRWI9Hb9MHYMihYtquzhl9stPD1j5DqWob8nTpy4LS+GvC9mz5yFb0ePdjZXrHgJ/DDmByU8ctzPP3vrRsD83SxwuVNnR+ipu3WsVmf5XJKe5RPHj+P5Z58LGB3VdiQ9oMs6Mny5Vat7UL5CeZQvX0HZcuR4oZaAnj5yRkYgXEpIwIDnX/DY3J3PGFnYk77yw5+nZ4ysL0Pa5bac1NRUxeMvP4y89vLgTP8hyuh1LqMl5IffS/HxyvuKjAQc+u57huflULtetZZL/45o1jp39c7oaZ1/9+23Ht9pZGK4QS+/hMOHD+O/dWtRomQp1KlTBwdjYzM1oLPOWu8C+9ZjQLfv3MFoQJcvKWPG/oSIbBF4+qn+OHnihKKON++WfFGeOmUyxv44Vil/pwf9Tomlhzhb9my22c/l6H96UJShhvLLqAyHPH3qtBLmK1+a5B41hwc9PaDLuvPmzIHcP+jueuDBB/Bknz5YvGjxbfvcPenrzYMuwTEuLs75Ei1DlWf+9RdWrlihhAfb4TIa0OXL18hRo5Rkef1691Y+QsnLk84OD7q8LxzJD9N70INBZ1eALqNfypYpo0SDSC+dTPa4Yf16vPfOOxkAXW5t6dy1Kzp36OBxWcmtNzVq1MCokR9j8aJFqp4x8oOgzFvx3DOePeiyv0UKF0aPnXdQpQAACtJJREFUrt1sleXdDEB3pbPj46m7daxW5169n1TykKS3Y4dniaOP6QFdfnx65/33kJKaitOnTiFraFYloaY7QJdbW7KEZkH/vk+5HbK7Z4wnfR0edHdz49ib+8Rjjyn3ovy96NW7N5YuWYKPPzI2L4pZc2mXdT5t5gzlNBu5nUAm//z0i8+QL18+dOnQyTYfQ+Qcpn9HNGOdu3tn9PYc8fbOKBPn9ujRHWHh4Th1+rTyGySjRuwY4m6EB511NuuJFNh2GdADe3489u7pZ59F5y6dnXvQZ8ye5UzsJiv6EuKeL38+jP7uO2TJkkVJguWAc2nHsT+0W5euSoi0vGbNmYO1a1Y796DLvanvvPmW8rd+/fuje4/uzj3odw7isy8+R/ESJW7bk2OHaZBjXrJkMT7/5FPIPVE7d+5UfsDlJbOOVqhUUTOgO/btL5g3X9n/mP6S+7Xc6evYg+5ubuQepUKFCzk/hkhAl+OQXlDpEbDDlV73D0eMUI7pciTQ8zXE3fGSIo8CfK7/M7e9bHnS2bEHXWYOnz9vniLbt99/h5y5cil70INBZzkmuaf/y/99hbeGvIkzZ88q3mi5D9pxPKPcO7d7125NgC4T6Hzx1ZdKcjcJFBIsHJe3Z4yy165wYTx4//1KlTJlyuDrb0fftgddJjD75NNPndEndljbjj6m133DhvX4c+oUZduATKAnL7kHVm2IuyedHXvQPa1jbzrLI9wmz5iGvbt3K1n47Xh9P+YHRERkU/agy+0pBQoWxMMPPKB8rGtz772KB08roHt6xnhax4496O7mRv5uyg9kXTp2ckout/RcT05GryeMzUZv1pzaYZ3L39qJk37HpN9+x7hxvyhSOPI+vP/ue1izerVZ8hhuN/07otHr3NM7o7fntaff2juPz+zQsQOeHzAAI0d8dNtvhuFiGWgwve7y6Ndnn3/e+TyRzfgS4s46GzgxNjPFgG6zCZMvWHLvmfTcjvrsE6SlCWcmWrlv8cjhwxjx4Ydo0+ZePPLYo9i3d5/XPei5cuXC+N8mQKYO/3jECCU5irxSUlIgXxrk3+WLufyCOfLDjFncZdhdjRo1MXDAC0oWd/lSnz6L+2dffoHfJ07E1s1b0KhJY8UjLxPZuToKK9CmQ+75OXzwEBo1aaT8SDjC9uV+/3PnzuHN199E5SqVIfcayhB+LR70F14cgPYdOmDVylWYNnWqU4KTx08g7mKcEtboTl9vcyP3WMu+/Tx2LGbNmo3nn38erVrf4zK5ViBp7073Ll27KomSXntlMFLT0vDioBdRvHgJVXvQHUegyIgHmcxMpN04Rzv+4kVIYPe2jv+YMgVXryYpYdkyi/sHI4YrCZq+/up/yl52O+osxy8/2tSoUQsHYw9CrkWZ2FBmR8+bLy/GT5gA+dFo3LhxaNeunZIsUmZe1+JBH/PTT0ro8C8//4xtW7c5l9v+vfuUiBpPzxh5WsWAgS/if1/+D4sW/qNEQNyAlY7Os6BlZI5M/HV/9x6BtJTd9sWd7vIFVYbXli1bFi88+xwqVqoEmTgya9ZQVXvQPemcfD0ZntaxGp0HvvwS2rRpg949e6nKqREok1GhYkVcjItDnnx58dHIj52JO0d+Mgrly5dX9tJLj538ffIU4u7Jg+7tGeNNX09zI1/6u3TtgnG//II/fp+EqlWr4uNPP8Ga1WucH3ICRev0/bDjOpcfhWVC3IEvDMDF+Hh8POpjlChVyhZ5Ldy9Ixq5zr29M3pb595+a+UH2GPHjilbql5+5RUkJSUpH8ID+XKnuzxSbuKfkzDh1wlYunixkqulWfPmyn9724POOgfyjJvfNwZ08zU2tAVHGLQ0KhPAffLJKPy3dp3Shkxs8sDDDypHbCRfvw6INBw8EKvs25ThuNVrVHd5Drr0aMnMmXdeMmtzh7btlH92ZKl2lFm2dCk++nCE8p9yb8w33452nhkqH6avvPSS8ygvGS7myJAry0sYkj988rzvQL8cfZdabNq0UfEsyuv+B2R44ZOK1vKFOikpUdmDLj27Mtvy4NdevS2CQIZpz/3rL2dW5vTj/u7HHyD3Xd15yURuX3z2uVd9Pc2NtPne0KFokO5MUYfdQNbene4y6dVP48YhJubG+bQyTF2GIDr21MrkhYdiY5XTB+68HNsS7vz3UydPKScMeFvHtWvXwXvDhiqg5FjHcv+tI6rEjjo77l/pMZJXcvI1TJk8xZkr4f0PhqF+/fo3/5YMohAlxF16duUe9P379zsjZ+TRZp27dXMb4i5feh3apZ8DxwkDntax3PP88SejULVaNaWqcjrEl185M+o7wCj9XuFAXt/edJdr7d2h7yrHO8qxJiQkKBnEZeIyxxYid+ege9PZ0zr2pnOO7Nnx57Sp2LhxozP3QKDr7Ojfp59/pmRil9fJkycxaMCLiI+PV6JGRo76WDl2TV7y3+SLcXoPenqvtgT0kCxZlPwrvj5jvOnraW7kb83wESNQpWpV5aNaamoa9u7ZjTdeH6LkgwnUSz5X3T1fAnWdS4Dq/3R/5/7zixcv4qcxY5RjZwP9cveOaOQ69/bO6G2de/utdfz+y2df7MFYvPryy7iSmBjQ0nt6N3dsN5IDuHAhTnl/ceRt0vNunhl1DuhFYHDnGNANFtQKcxJIBIRyrNSdlww/lPtlzTiTVr4UlK9QEQcPHnRCSfr25RfE8IgI5x7d9H+TfS5SpDBiD8UqHxbsckk9CxQqhOPHjjo9dY6+y72K5StVgPQAWvGC5Elfb3MTGRmJEqVKWtZXvfPrSXdpWyYDu3jxgqqjjnztiyedpS35cnL+/HnEXbiQwbTddHYMQPZbQon8eHbnJV+m5P5LGU1j9qVmHRcrVkzZHyo/mtn98qS7HFu58uVx6GCsKfteva3jYNJZailfZgsWKoSEixddvuxXqlRJSUQoAd3sS867J309zY3sm+yrne4Bu65z+ewLDw+D/Ihrp8vTO2IgrXN3v7XySLioqCjs27vXVrlEPOlu5lry9jwJNp3tdC/q6SsDuh71uC4rwAqwAqwAK8AKsAKsACvACrACrAArYJACDOgGCclmWAFWgBVgBVgBVoAVYAVYAVaAFWAFWAE9CjCg61GP67ICrAArwAqwAqwAK8AKsAKsACvACrACBinAgG6QkGyGFWAFWAFWgBVgBVgBVoAVYAVYAVaAFdCjAAO6HvW4LivACrACrAArwAqwAqwAK8AKsAKsACtgkAIM6AYJyWZYAVaAFWAFWAFWgBVgBVgBVoAVYAVYAT0KMKDrUY/rsgKsACvACrACrAArwAqwAqwAK8AKsAIGKcCAbpCQbIYVYAVYAVaAFWAFWAFWgBVgBVgBVoAV0KMAA7oe9bguK8AKsAKsACvACrACrAArwAqwAqwAK2CQAgzoBgnJZlgBVoAVYAVYAVaAFWAFWAFWgBVgBVgBPQowoOtRj+uyAqwAK8AKsAKsACvACrACrAArwAqwAgYpwIBukJBshhVgBVgBVoAVYAVYAVaAFWAFWAFWgBXQowADuh71uC4rwAqwAqwAK8AKsAKsACvACrACrAArYJACDOgGCclmWAFWgBVgBVgBVoAVYAVYAVaAFWAFWAE9CjCg61GP67ICrAArwAqwAqwAK8AKsAKsACvACrACBinAgG6QkGyGFWAFWAFWgBVgBVgBVoAVYAVYAVaAFdCjwP8BIaeIWwNLxa8AAAAASUVORK5CYII="
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_signals.cash().vbt.plot(title=f\"{benchmarkdf.name} | Cash\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "6305826c-d02c-4d3c-b754-1623f3e1f37f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"total_assetfees = benchmarkpf_signals.trades.records_readable[\"Entry Fees\"] + benchmarkpf_signals.trades.records_readable[\"Exit Fees\"]\n",
"total_assetfees.vbt.plot(title=f\"{benchmarkdf.name} | Total Fees\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "de460913-d69d-4fe1-8d5f-21f107c334e9",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "aac6ae83-46b5-447c-99ed-0d30fd64cb0f",
"metadata": {},
"source": [
"### Asset"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "d52dc534-ba16-4dc6-a8ab-fa358e3b1e7a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_signals.trades.plot(title=f\"{assetdf.name} | Trades\", height=cheight, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "46e75cf4-78ea-46ff-a9e4-bd56c9d946e8",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_signals.value().vbt.plot(title=f\"{assetdf.name} | Equity Curve\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "153347c4-d673-498e-b14e-cdbdf4753562",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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f/iOzHwOMBH/ftPvg9ddeNcqXlpTCXffezTTh/EF/d3x69+4FV//sZ/Df9z9g/40pz268+SYYPXq0aX6vv/YazJieznPOH+wL+xTdE/A3JPNzXn2VzQfzmnNNPP521z13M9P8G35zPSxZssRo6/wLLoCTT5kEc16aA3+4//6QX0VqnhAgBAgBQoAQIAQIAUKAECAEVCGA6ZqLSoqNuFOq2g27nbwh6GEDFXX7Xgl6GOPDTT1SJ8Wo5eZB1VT2hT7k++63L6xcsQI2bNiQtWnU7B8w8gAmePhg+XJA7Ts9hAAhQAgQAoQAIUAIEAKEACFACIgIXPur6+Dr3/gm+9N//vOuYWGN7rMPPPgAXHHZ5bDqk08SCRoR9EQuC0ASCHpCoaFhEQKEACFACBAChAAhQAgQAoQAIWCLAFrMvvL6a3DLzTfD9m31LHX0SSd+D5qbmuDe6dOZZe1ll1yaWPSIoCd0aYigJ3RhaFiEACFACBAChAAhQAgQAoQAIZBYBPbdfz+46+67Wayxhp0NgFmoMPD3pk2bWEroS39yMXz22WeJHT8R9IQuzXeP+i5s3rQF3n13aUJHSMMiBAgBQoAQIAQIAUKAECAECAFCAAC+f308MLwwJaNf1JBjiuUbr/8tbN++HTAgNGrQ777nbmhuaYGfTr6SpYDeunUbbN2yJZ5xZ+mVCHriloQGRAgQAoQAIUAIEAKEACFACBAChEAOIZAggo6oTbn5dzBmzBgG4AcffACPPfoo3HnXXXDBuefB9Tf+FgYO3B2KilKw8K9/hTtuuz1RQBNBT9Ry0GAIAUKAECAECAFCgBAgBAgBQoAQIASCItBv135QXFwM69ethwcffhg2bd4E0++dBn989BE4/ZRTYfxhh8H5F10IJx43MWhXSusTQVcKJzVGCBAChAAhQAgQAoQAIUAIEAKEACGQFAQOPHAM/O7Wm+GsM86Ab3zjm3DBRRfCcUcfA8P32QfunT4Nfnjq6bB1WzrdcxIeIuhJWAUaAyFACBAChAAhQAgQAoQAIUAIEAKEgHIEHp09G9Z8sYalWuvfvz88MvsxOOOHP4bxh4+Hs84+G06ceLzyPoM0SAQ9CHpUlxAgBAgBQoAQIAQIAUKAECAECAFCIJEIHDz2ELhxyhT40Wk/MLTkmGpt2N7DoLNTg3lz34AZ0+9L1NiJoCdqOWgwhAAhQAgQAoQAIUAIEAKEACFACBACYSLQt28/2Nmwk+VGT9pDBD1pK0LjIQQIAUKAECAECAFCgBAgBAgBQoAQKEgEiKAX5LLTpAkBQoAQIAQIAUKAECAECAFCgBAgBJKGABH0pK0IjYcQIAQIAUKAECAECAFCgBAgBAgBQqAgESCCXpDLTpMmBAgBQoAQIAQIAUKAECAECAFCgBBIGgJE0JO2IjQeQoAQIAQIAUKAECAECAFCgBAgBAiBgkSACHpBLjtNmhAgBAgBQoAQIAQIAUKAECAECAFCIGkIEEFP2orQeAgBQoAQIAQIAUKAECAECAFCgBAgBAoSASLoBbnsNGlCgBAgBAgBQoAQIAQIAUKAECAECIGkIUAEPWkrQuMhBAgBQoAQIAQIAUKAECAECAFCgBAoSASIoBfkstOkCQFCgBAgBAgBQoAQIAQIAUKAECAEkoYAEfSkrQiNhxAgBAgBQoAQIAQIAUKAECAECAFCoCARIIJekMtOkyYECAFCgBAgBAgBQoAQIAQIAUKAEEgaAkTQk7YiMY+nrFs3KC4rhab67TGPpLC6r+zVC1obGqC9tbWwJh7TbCt69IDOtjZobWqKaQSF2W2P3frB9o2bADq1wgQg4llX9ekNzfU7oKO9LeKeC7e7VFERdO/TG3bgPqcnEgTKqyoBcW/esTOS/qiTNALd+/SBxvrt0EnnSyRborJnNbQ2NUN7S0sk/VEn8SJABD1e/BPXOxH0eJaECHq0uBNBjxZv3hsR9GhxJ4IeLd7YGxH06DEngh495kTQo8ecCHr0mMfZIxH0ONFPYN9E0ONZFCLo0eJOBD1avImgx4M3EfTocSeCHj3mRNCjx5wIevSYE0GPHvM4e0wcQe/btx+Ul5fBl19+GScuBds3EfR4lp4IerS4E0GPFm8i6PHgTQQ9etyJoEePORH06DEngh495kTQo8c8zh4TQ9B79ewFM/5wP/Tu3Zvh0djYCD+98iqo+/zzOPEpuL6JoMez5ETQo8WdCHq0eBNBjwdvIujR404EPXrMiaBHjzkR9OgxJ4IePeZx9pgYgj7l5t/B6NFfg6uuuALq67fDAw89AFs2b4ULzjsvTnwKrm8i6PEsORH0aHEngh4t3kTQ48GbCHr0uBNBjx5zIujRY04EPXrMiaBHj3mcPSaGoL/48hz44IMP4DfX/Yrhcf4FF8DJp0yCYyccDZpGEX+j2iRE0KNC2twPEfRocSeCHi3eRNDjwZsIevS4E0GPHnMi6NFjTgQ9esyJoEePeZw9Joagvz5vLrzw7HPw0EMPMTwOP+II+MW1v4SzzzgTNmzYAEX9a+PEKbPvFAAIcoPU9g0A7bmf+qC0vAyKSkqgpaExWXjn+WgqdukObU3N0NHebsxU67EbQEk5QPN2SDVuy3MEop1eWWUlaB3t0NZCae2iRL6qVzU0bKs3nZ1R9l9ofXXrsQu0NjRCR0dH19RLyoGdLfwRvmWpLWsSAxGOUdvzIEh98X7XUPXvrFbZE6CiB/s7fns79/sOFP33TfYNNn5rb2G/BXoErByxseBZtPUL6FbdAxpxn4f8dO5+AKS2fFHw34eyinKAoiJobaS0mSFvOVPz3Xr0gJaGBugUz5coB1BgfVV0r2J3lo4297SZWu/Bzui43Cm1/sMAtm8E6NYD8N9F/13QdS8V29XPWPE8xjPY7dxlYysrB2hNcybxbOX3Xi+cyuhfwV3ZNBf9+9LRuCOWnZYIgp5KpQAJ+hOzH4cnn3iCAXHw2ENgyk03wZVXTIaVK1YAfP/6WACS7bTqw1ehtH6tbfH2yj6glZRDUcsOKG6JZ6Fl50Hl4kWgtfcQaB5yKBS17IT2HgPYYHDf9Hj3/+IdGPVOCBACOYlAR/ku0FwzDlIdrdDt83egcehh0NZnT8e5VP331Vi+Vc0DDoD23kOgqHk7FDVugZbdD2TfTfEpW/c+VH7+DuzcdyK0Vw9kP1V8/g47M4sbNkPlyvnQvPsYaNt1byipXwvdP3wV2nqky5Vut/8+Z1vUtuqB0LDvRKOI+J3XisugZcAB0DJgf9M4u61eCOVfrQx9r+C67jjwB8Y3ouyrj6Hif0tD79etA8SsY5cBULrxY3bfwfVIdbRA+boP3KoW1O+4f9qr+gKkANr6DoOOqr5sz3aWd4fSrXVQtvHjwHjgWrTsPoa1y94BfU0CN+yhgaaaQ0ErKYOydR9ASeNmDzWpaBAEth16oWP10q8+hqrVf2W/4znS1m9vSLXuZOeW9czD+yeeLcU71jGOY223+7LnoWG/icYZmGpPv+u4v7FOZ2UfdlZXfPYP1t/OUSdnjKt87ftsb+I3ip9peJaXbXGPQYbjbdz7u6x//n0IglvT7mOgZY8xRhMl29dB+5sPBmnSd91EEHQcPRL05597Fh5+8GE2GasGvfjI5Piid/QcxMaIGxEf3BgV770IJdvsI883jT4JsE7pZ/+E8rp/+l6sKCqmiosABSad7YLGJYqOC7yPotIS0Do6oHHk99he4Q/uMdxfubB3cmkJi0qKmeuM1tGZS8PO+bEWl5Wmpf/ktRTJWhaXlkDD0MOhvf8+6W9W83bQKnqwb1fRzk3Q2b1vBgnGclGfN3jGNY49E7RSMyG3noPiHPhvRTs3Qmf3fuw/8Tvcst+xRjv4382jT2K/df/rDM+Yt+4+Glprv2nUE7/z7T0HGW3jGPDBcSDGKFDtaHXXcnkekFBB7J//2TrHtv4jQKvYBYq2fel4PwkyBru6TfsfCx1992J7qGTzZ9B00GlGsW7/fhqKdazs6uI+QKKKF/Vs5ax1i4qLAHLs3mK3fuK8/OxXsT57pw46jb3v/FH9XuP50oF3RQc31JaaQ6Btz0NY96r7Vr1vc6E9dm/p7ASt0/0DuvPwy9iUii28BO+XeEZVLZ7NfudrVLRjE1QufQqc9iW2U75iATSOO5N9P6zCU/EMtDubsX2ttMy0H0XMS9atgFRHM7TtPjq9X/73HpSv+lvWZWnvuxc073+sUUacl9/1bKn9JhuDaY4vTPHbXKB6iSHo6IP+/vvvw/W/+jWb0AUXXQTfP/n7yfRBH3caQL8a0BY/A6l9xgP0GwLa27MhtdFB2vOtM9NlPlwIqRULAy1Y2JXJBz1shO3bN3zQv3k2QM/+AG3NAGtXgrZmGaRw/7Q2gfbWgwVvyqhqdcgHXRWS3trpsVs/2L5xE4DEBcNby1TaDoHK3QZA4yFnAJRWmH7Wls+D1KolAPgtGzgcoG4ZQM2orjL430vnRAaqVjMaUmNOAKhfD1DdP90vnoH6uNl4R05wHw+6AqH5u/5o7zwNqUN1gujjkqXtcxik9j2sqz3hO6/1G5I+m/G7/3b6sgsTJgNUVUPFx29B8wfZL5fukwFguFRWg1a3LOPs52PTVi2GVO24dHPWOR59BcMj0rvHxGsAyrqlv1+NW7vGhsoMu3tSaQVouOa43mUVaUy3rQd4a5YMRKxMLvqgG/vHaZY+9qux76v7Q2rEeICBacGc8Sh+r7v36QON9duhsz1TGGWdX6R7UHrn5FZBaR90PDeP/3n6nXrlDvMk9TOKvWPsnG1hfIafH1rtWHbWms4Vfp4ufTl9TnOu029I+hdxX337wq4z3A5ePOO3bQDAc23NcoDqXdNnBI6nsjp9duCDZ/nc6VkXyDif165MzwHPEjzze/YHra05/Y3z+oh8jZ/9Ad5Fr92L5RND0G+65WYYNWo0XHnF5SyK+6yHZuVEFHdt5FFsc2U9fLh5Pm6ixU8HWa/Q6xJBVwgxHpL4suOBtPTlrA0jQW+qPRy0PQ4wDkqjgniJjvDSrBCJxDVFBD2eJSGCHi3uFUMPgOZRaQ2y+GgLZkEKzyX+8Asd/2+RdEYxZE4k33k6fUGr3hVgY51Brhmx04XhbDh4IUTBgkXwwH7DSyk++NvGOtPl0+tUvBJ0Lmhg1gnz7/faXWZ5flm0EFv0k0yNOIwJVZjwAv+Nl9O50xmRZ7+jwAX/jsQ4IuUAEu0UXtDxwQs2uijwC7fDOLQBw9PrjELoJc+mCTo+Hi7F+UDQGSFCwsMFVB7mn7Fx9H1jvCtIfLBtxe91NoIOR16YVjZgnyH0Hfzlyr0WZAm6rfBQn671TLN+FwDfx30PS58ZSHo5CefvNApAcU2R2OMZbOU1eO4eeRETVNo9tkI60YUZ267sxepnO7fYGTfyKCaE0lBwMHhk1z7DMUsQfNsBEkHPhKVX797w+5n3Q69evdiPTU1NcPVPfwqfrv400W+RIcXO9gHkm0/x4RgGMETQFaI65kRDK5VxIbZ0U77H3tBy8OldfxU+zuwgwgusx0uLwpnkXVNE0ONZUiLo0eJuEHR+Sebd213+rZckrhUOeciG9ryhHmDeNHNv+pgyCPoLU8DposlIKmp5xIulz7OTC+ANbf5HCwHwf0g27TTo+APHMQjB4ijw+aNWaJ3g164LNNg4BOEF+/e29aANHWvS/Js0XCGup7GWDn3YXbhN6yjuUw/45QVB19eOaT5t9qvWN62tTG1y98sFbsXA9wdqJx3aDbIdnAi6cWdpawbt33PSApgcuP8GwSKKukoIuniftAyanR9DxzLiLZLeDG36xs9BW7EIoE8NwOa6DOthtv7iGSxYQ9kK3oRvD2rAWaA5N8tRrriynIEo6ONCQS6w9LQ2olDUh7DQU18uhROjQefj7N+/P5RXVEDd5xKHkEokfLblRtBN5MqvRMfn2PxUI4LuB7XMOhnmXdlcIACgbNgYaD3guHRDdmZJKi99aqaY060QQY9n+YJi/TQAACAASURBVIigR4u7iaBzjYfN5Z+NyhqI1QNBcppVNk0Or5P1G4oXpMZ6gOXzAMad2kW6kaDrppjYDiN+gjkiI4q1h5hMLYNc1gwtIHamEw2Tifny+V0Q6CaeWd3eZLcBJ+iCAiCDBKMJq46NoytAVORIEEobUxQv59ZxoLYNL/JWU2ynPeqAWz4QdGaKjFg5WE2YBD+6ZQQXFmXAIhIe3apCheCIvc+CK6cjQedWEUjkULuJAqUcuP/KvpZxlZMm6Bx/J6tdFNbguye+m3iOojXOgOH2brvinpKwyDEJN3Ec3IXK7rvCLT5EIa1OwG216BaLLzzbofYQkzsN+y7g3qt7z9tycWsuq5WZt1aUlE4cQVcyqwgbMT6WDr49GX5GCi49YU6PCLoidAUNBzsobAg67h1o2MZMTUv2Pwza9xzLLn/ol5NxqBBBV7Qw6WaIoCuFU7oxIujSUCkpKBJ0dq5wP+8FNv69FoLuZvUjM0Dj+5iFIBpuYtwv3qlh0WwXCTrXYDfUg/bunLTGBc329bl5FZLadsv7tLFAcBQsjPkeQM3I9GXXjw+kOBAbgg6WbwvTSDmNk8cWiIqgc7NmcQ7W+AaidRgXsliIgtM302lr5CRBF+MbiEJ5F4LOSAe+x04+/fiD+C5zvHVS5ktQhX3p7gsi6XEk6PrcDHJF9xeZ49K1jDRBt+Lv0HKGC48o6OQCI15XOH9lXGbY2T94JGjoZoSWH1n8udk3AON0rfqncffNJrgVvyuoyUehkZ1FFdP8i8JTV4QVW0DJ9JelDBH0gAAalwAe1EQIeILEK4OgWzd9wP5VVyeCHgxR9hHjwVnwstjabJZG8v1RVg4plBDih++dp6Fk2MEs8q2jxI8+cMEWxlKbCLpSOKUbI4IuDZWSgqUHHg1tQw5Ja5hXLwGtZ39mAm34aduQQf4nFQTTuDSh2eGrU+3n5ERIrKW5dtbOwsgJLWwb/WDx3HWxYrJtwoH4Mo3N4FFdvppi8NcRhwOMGJ8OsvTRInusJVZX9OfmF2LRHQCFEvh9YfcMSzA7Yw35hTsKgm6NY4DfNsSpqiczhU2hQBr9SkXNlL6m7Lu3z2Emv1Uv65XzBF1cHzcNuiDwcAq6Z5iz40bgBF32PXMic3q8JfYzunlUVkNpcQraV/wDNMyZLT5c+8k1mFxjm/D7r8RrGWsR5QSdB+fksxKFaVZlouiyKaFBF4Eyzic7Nyan/ZZFyGBH3m3dazwGm2RDSdBdmwh60NcNP0oo0dYDtODHSIzsmi3ITNCuw6hPBD0YqsZ6o+/VotnpIBZClH+7QwQvX8V77Audu/RzvkTSBy7YwhBBV4qf38aIoPtFzrleNt9UE0F3yyBiNXFXQepEk2cn6zFJ4mCcrV7HJdm+LcK6L6/VBxOJESOdPJiSiO2uewJ88wzWnIymyWllTcJ91BB9tCj9PcEIxRbTTUeCjkIJa6R59VswPVfBJ5/5p6LWTMxsI/iMGv7IgjkpRmE2RepH09TGetsI9tYp5DtBzwi+p2cqsLXM4+vAQVJE0DMsN/T2U/94ErT1q81LwteVm9cHeQdD2q+52Kw0QefBq92seJC3oACzejfzu2dzxopnjBfhGTsbuADRw9nt6vqE92ohNof1vDRikHgVChFBz8VXI8uY7fyudI2BrdmFH7+IiCAjgh4M6Ay/RMuHyfYihf45GA0Tn4CX2GCjL5zapEGPZ62JoIeAuxhIzZLq0xNBF03IrZd7v8O2mKXbNiN5efdzyWP9SbZvOzaOrWBWzIk3I6A2BD1VXgnacVenSatHTZM4hmxpuKwX5EQQdK7xcjArFWMGMFcu7pssWkTgXarnbubYARIY5j1Bt5JufaPYEnTuf2x5h93iJWV7xY1I++hOsnwupDBmAM+isOJtgA//YlQXA8QZKb6CvIN+z548rCdD0NlajZqQTq8oaTWU4Q5kQ+zFMl7dJIx33wtBdwrC6XCmm8aHZxBmQ3BLgW3ZI0YbgqtUnNuINOgK0DdJN8X2kGxx8o6mHXragSAfbQXDzdoEEfRgCGd8BLmpF5f0icIcnvOX7w0MhjTXEsWYD4c+cMEWxlKbCLpSOKUbI4IuDZV9wW+dlf7724+l/18wKxa1Cbyyb4Kun0myFzzHWQnRpIMKH/0SdGkfd7tJiMIPHtEXy9UtA62tyTbFaqqoCIoOPwc6eg4KRtCtRMt6txD+25ag4xhXLUmnPfNj6ul1q3JzdQetXYZFAI+JYAlkZZBBvX+Z+1KuE3STr6zNt95JWGP7fop3DIEQBSHo/B4rroWx5z79F8B7b3QRdCFAHOiZIKTSEXvdbwVY3pWg4/dgwuVdUcwlCbr4HUFYbQU/PDI7+/7M9oQ+Cm3QJQia6qWDtmUNMMq13FbtuBCzAwfIBKge/NANC9eEpMQmgu5pmzkXZiQdo1TyVBZY1CF4i8wHR9GwPDdDBN0zZOYKFkKe8VEUcixiQCOWfkR/UpvXgLbwUYeL+ZmepYEBZ5LX1Ymgx7O8RND9427SEOh+vKa/fbgQYN1KU35zvwSdm3QH/lbZBauyQiBpUuiboEsGTMpYGS78EDS8pksjVrDR0CBBL/3aBGitOTgYQXfwK2fjtFhamcxPVy0GwGBLeB/BRxJf/ztTrykjROZjwbFh8Ciex10MpmeN0JyvGnTBp9uO+Jr+5qRBt6bfsxA0MbWZb/IhtClqTo13YdMagEVd9xY7Mh5IOBB4Y+ZPA64E3WLN6ynQpxilXZbYhwitFEG3WpwKAlUoKe+6X3+yBOD9ea6jTZogiQi665J5LCBeSIT0JywPqZ5mIPClx+OQvBQngu4FLZuyDibtxprrUW7x4MRATUZ+c5T2ffYv0P7TJYk2tS5z+Qk49EKqTgQ9ntUmgu4fd1NaMf0CZdU2WnMN+yboenCxIN+qDMsyO/cdjEaNwcNsSKcdYWb+knpgNFkk/ZID2wuiSB71yO5WbVPoBN0m0JK4DzK0X/xOwn26MXPImmWy8MmXk0hPZNqvSNLRDNcundGEyZ4sDnNRg25E3re4QkgHwLJxociWNSFjP+Nerh2bXl8M+mbzsDoYvK9fjSlDAhY13u/6DQALHkjXFsm8QPLcsh3Jb7LCLulK0IOkyhTfOR47IEa4nQh6NuKO7w571ixjAkq7b2bWKfH7eQIEFDhOIuiqN6BVCqWbxbGPJv+3hERY9bBk2yOCLouUQzk3gm7VZgj7pei/C6Bz5d/tGyaCHnBhzNWJoCuFU7oxIujSUGUWFIJsGVG97bSsAhGOlaA7BavSZyZF4APAxasqJejYKA/Y6eAGEDpBtwvgJGDtSNBFLMNI9yqrqRdJhFNEfjGgnIS5ac4TdMEtIGO/2qWu48Ih612SC0msmnWRUOvuDqaAtU77QbzP2sVOsqy5k5VLVm2ogne8UJqQJuh+3m+ZeCFRAs2FoZYMIJ73kovrjTElUfjqB78QsCGCrhpU9PfC4ATcj8OOoHvwiVA9PLf2iKC7IWT/u1O0ftPHdvWSLhcIfgCIBP2dP0HnulX2HcgeMv6GX3C1iKDHs+RE0APgLuS/NjTbNgFKRZ+7kkNOgPbdR8vl5LbmubWLUO5h+KagYFjPapZtzWNuCXDnoausRb0QdOMcX7sStNVL7COgW4LphaVBN4Lb4X2hdpwxRzufSpOrg1X7YxP8z2uQJ7e1MAKDyaRREgm6A/m2BpRz83nNZYLuFPCPrXP1gLT2Wnwwds22DWn3AIGgG3sg2xqIhFo8O5wiXRvWF8sAls/LSBmYOuEXoJWUp9PpocbvyAuY/3PGnPQc6oBWE3pZtz1Fv2cikI2ge3oH7cBNGkHHMdoI/byc54yHuQSv5FAY1j0eAtmFvUeJoKtGWLzk8Miv+oHpWfKjemwS7RFBlwDJrogo8ReCbIiHCWyuy7zwCZeVkrn3QHvjDtsBeD2UfM6iYKoRQY9nqYmg+8PduHzx6vwSYRd5Hc8fXdtVdOR50InBymRM9lQTdKt230ICovoeejk7RQ2ghv78IydkBBniforGxc5iDqpKg26KPi8EqLNzO7CLT2Daabx+WQVTIEjtBw9b1dNaSpivZ6RMcglKlVcEXYxe3W9IehUwbetHCyGFrpL4b5u4CgbByGZxwO8ba1cA9K1xDybmYhVRfOR56WCIaAFQvVvaXcWJ4HDLE3S1WPqyh91FRTkCWQl6tqjnEhCalEwJ0SAbBB1dMHQ3DK9+4nZnE0tNii6mKOzSH6/tSkAauAgR9MAQ2jTAJZPc71w/sDx9xMIYl0SbRNAlQLIrYr0o6wecKXiP7tdp+oCJBP3V26C9tZUIus8l8FKNCLoXtNSVJYLuD8sMX3MelVvQqrOWecrGbetBW7EQikYfA1pFDzlCppigiz62ODQTKcRx43exZrSnKLt+0PNF0Ll/r40VgZtlgFeCzoQvenwaNj/uDyy4NcGAvVnaIA0vlHXLTRdLhq3oTpDtch2Sq5QnH2Nxn2URHJnyqvOUbDhZm/nlJUFH8380u8XHQnptCbpMMETBwtP6LlkFP4YLShaNPHehATRDLuvGmnSKW8HaG38mmxMXIPp5nwu5TiQE3cntJA7g7YKMejzDDOE2T33Nz0qL6TwkzP8c4SaCHsKmM/nhoASUCHoIKCesSaufGL9E4AcWP0ro9mDnN6Z/MIu2/g+K/v4EEfSIlpUIekRAW7ohgu4Pd5N0f189EA6eMZagQOxyzH8XupLSmHLihDmqHbTHnkbvZAruI0q3p34thb0QdCMtKhIN3bQ8g7i4+NZ7Jui1Y5mmnj9G0DRZn+4kEHQZcsgnKBL0LMGojIs1BntCgi6mubOQ9Jwk6A5B9WxTqlkJOk9lJmjLpfa5g8WNIdxb/HTXPpTQyHarGQ5NY7oy0TCCbuerrrdqCHLQ1L2kHKD+q66UkUFe8gKpGypBt0mPFzusokCJv/N+iDSP7o7uFVU9u84SHqhS/G4mxXqACHo42y/DH1n3EyINejh4J6JVMV+u1ZeSm7/zw0D8gOkfzJIv3gNYNpcIekSLSQQ9IqCJoKsBWtQajDs1rYXC6Nd4gdHNX6GkgkVaFlM3GqTPi4k7EvQVi+z9r73MhhNM1PoKZtVWAhIkUrzMcKSIiw15ZLnDe/bP9N+3CBisGl3PBN3iCmDks/dA0NnwZcpzgoZmxsvnZ/gUy+BpW4bHSMlCzox6Xnxdxe9qvhF0p/Wy7i8EDq0xl87JSp4NIZ5DHnpGnmtGp6OyV1Wn29LfTfZvi3+4zH21e58+sPPr5xmafmbqrpvh2+4Tm7l5yVPte3/mScVQCTpaOIw8ilnppPBsSMJjd1bInHPWsYvCZ/5tE8voZ72je0ZMWJAGPQTgiaCHAGrSm8xyaDgFkGMfTLyc9auB8i/fhY7/fUwEPaJ1JoIeEdCWbkiD7hH3b52VrsADRQmpOw1tuahds1yAS9avgI41/wVtw2pXMmb4VmcLkOZl+PxMtKQjM6WCYprqJZBat9JLy57KSvnm8hbtAqrZCTe4P62Nv21ggo757O3ilXiatUNhITCYlFWFbJ8ezE5NPvxu2iofBJ3trwF7g7b6n5AKKfCgLCxZy2UjGnaWMSu6UqHZkmfZNeB7nPu1C9YborBJmqDvOR5g8AHpqbqtJ5axzE26nhLQc7uRrATdixVLrsBgIei+A+Hxc8/OGkfAImxhsVfYiaB7RUyivNVfkJv8yBx4Es2HWoR80H3CK0vQUWK9aHbGZbmyVy9obWhwJugS5mY+R16Q1Yigx7PsRNDlcc8IDIdnx4JZANwiRye+zO9cME0VL8AVy16EtroV0NHe5tqxa0BL1xa6Cpi+dUzAMMTwQfek0fbQp1NRT99dWYIuaGSsEcaRoFcMPQCaDjjROWCWeCnkGnQ9bRuup7ZtfdpVQSLFmBeITDFRZKwqZBufeE06erdE/mRPwag4QecBd/l4spi4GwKABEVjtoVRlqBnS6sn/uaVoIuCOH2AJqHNiMMA8H9Z9iBq0Buqh4A2+jipvc66Ec2WLcI72e1WqOUKmaCzTAHcPN3ruy0IrpmVhyiUEs9ilWeigk1KBF0BiNYmMkz40BSRRwv0Y54RwhidmiSC7hPsbOuK5qgjxkOqtJttqhLskQi6T9x9ViOC7hO4gNWIoMsDmOGLqpu5OlloGS0LWsfunduhuX6HHEFHzePgkaBtrAuswc1G0IH73sqYQ8vD5VjSE0G3yTltq2lGjQxq/zGyNpoGC49Xgm5Ea+d+kGhuidHWK3vKBffzgJGJoNvkyvbQlLmoh3uNU65s2745mePBD+2IJACYfNCzCE98zy+Mitkwc4t0b5cjmvvmivdNm3GjAonFxNlcx34VffuZMmnwqHQt3Wonm1YRCXpj/XbolBAAGkMRzY3RnLp2nGNguTBgz+U2sxL0kUflH5YWix/oU8MEl7403fy7yM9ZFFBt+hxSKITSgzEqtSpSsNGIoCsA0dqEEf3SLmCGhw9ZCENzbZIIuitE9gUCrisRdJ+4+6xGBN0ncAGrEUGXBzBD0MsJLV4mjrzI8CNlGoFVS7oa1s2v8bLhhaCLI/NEau1IgGhuiRd91KDjOAfsk774y+TLlocqa0lPc7GY5bOGnXJEO/Tqm6Cj9kb0sw4Bo4ysIoLZtF+4ZaJ9m/YWtxiQ0YKJZJunHLNmBLASdJ7ZQKZ9v5NWUS/bncGaUcFunaz1/d5BsK/KXunzxCIIsfq+W6fti6DzeAWrFrMgcakxJyi3FFGxPElsIxtBNwSfLgKaJM4r65hEy5ChYwEGDveXBcBylhgkX3zXEoYdEfSwditqTTF9ipBnj3Xl9xANa5yWdomgewfa0wXQoXki6N5xD1KDCHoQ9PzXJYIuj11WS6wsqarQBxe6VQOsWQbduxVJa9BtCTr/o4xvqdCAGHUe/8zMtblJPv5Bsel2NlQ9nc9WLYsPkheIoB94YpfgJQQLg1AIukf3K8MFUAbbbAQdg53h8/ZjZg26KGRxyZ8u/zaqLenqSxslQbdmARDfYxcrCz8EHeeOpsrQkLY8SaFAxZrySi3cedNaVoKecG7hexFEgn7AUenAnX5M0fk7xYOW8uDdYpBOj98533OSrEgEXRIoZcUS/hIRQfe+0p4ugETQvQMcQg0i6CGAKtEkEXQJkPQiGSbu4uVBUupf1ad3LATdMNtGgqSbJWK0ecOUUL8cyaPhv6Sn81nB99kzQRdNk0cexawN2ONRcy+LEM/jrip6tpEX3hJpXHY8WcvxfS7k2cby7ILOrQ1emGIQ9Kai7unMBvhsW5/WtFmVJEoGFqwR1z0pmvY6vSviXhWDQ/ogGRnxLvj0XNryQ9AzkOMWPxLxC4Khnvu1HQk6X/8k5TBXBbdI0IV33mvzjsG70bULrTjw8fHueB2Hl/JE0L2gpaKsgguAimE4tUEE3Tu6rh9biSZdNehojYGSZksqFImmqYgNAkTQ49kWRNDlcTddKKzaRslUVcoI+idLmGZX+2iRI+FBU2eo3g1gUx2kMBUcajowqB3m1xVzs/M0bhFF2PZ0Piv4Pnsm6EKfxpqHYN7Od54nPCS2q2gtkVJgMi92ab1UcyGPkcFAv1RzH/Smir5mNwEZLb3EHFUXcVsDqVgBun8+e8fKKtSlReSTlbByUULQ9aCX2fKnq8Y/V9tzIuhu+ylX58vGzQk6D+7m82zMCN7NNeiYXg73YONWsAb8jBs3IuhRr4CCC0CYQyaC7h1dFYejG0Fno0r43vGOXHw1iKDHgz0RdHncRbKm1b0HIvkxIlW7aEyUEXR92Fm1rlwTLEbcfmEKZJjqqwxOJgGn7PksW86ty0AEHYUZtWPDzUUcUNuaMX8e9C8E/01brZfVXULUoA8akyEMkr10MwFTW3NG0D+39fbzu9tek4q2z4kLvk8DhwOga0sQgYRolbN8HnNDsQZAtM5VBUG3Zo+A0nKAbRtc+/aDe67XKWSCjhYxKPT1vcctKUgzYrckcHMQQY96URJOsoige9gQ+MKzACvVLMWM74NDIoo7EXQP6yJRlAi6BEghFCGCLg9qtnRkspGwVRN0dkl6a5b9JPi3jQea0oUHGQTdj/+gPGwZJd3IEK8gW85tKEEIulvbyn7Xo4Sj9jWICbjXAHFex28i6PXrQatblk6RJJq8v3IHlJcVAeLevPe3AWr0KOTYmRfCygVMEQiQ3Paa4TZgExDPwNAmJaCn+VoXQzSrl9wXSgg6NzHGcwMfFDaE4S7hdfOFWJ69Nzxa/vvzpHsqRIKeIaRbtRhSy+dLY2YqKGZHiPg75GfARND9oBakDhH0IOglq641JY+Xy4BlJqRBj3ZpiaBHizfvjQi6PO5SBN3lIuuboOMFkvvyWofs5KfHv228vH4eillN2E8h+VY7IWv417q4B7mRJtmV80LQXYOFyXbqtZwis2LDvD3IpTnL2EWiykgbanZRY6+nRcKq6I9evN8RAKkUdLa3d/nw44+ywcfEPMkRxEdw22uiUMsxIJYNQfeVfkrH3zABRp99NJuXeJQQdDHIII+/EOAuJTHs2Iv4DdZYkASdC3BQQPflShb81M2yw3GB9XOPnxupiNys/G640Al6ZWUVDBw0EFavWgWaprmOM5VKQWlJKbS2tbqWzckCRNBzctkyBm0xl2G/B/ioEEGPdlsQQY8WbyLoPvDm6YhsonmLkZCzXVb8EnQ2Wivh5lOwI+hu56HYVhyBeCS+u26kSXYFPRF0jxHQZcfgVs4Q/gQl1iGat7NLNMcH/62nE8QsBUZQJ2vAOF2zrmHAMRwbPmtXgLbuY0jVvWeCRVxvbdUSSB16Gvs9CMl1w53/7haozzRvB2224eYidBp47Pgeo+WL5KOEoHNhIArQMMJ7wLuU5NDjLSZYK7A9Jxkgz5Ggo2sM7l+JuAHxTtxn71wg52Fv2vVkEoxIWon4HLGSaqERdCTat9x+G4wePZoNtLOzE6bdcy/Mn5fdnOPSyy+Do485Fo4/9lglE0xcIxIXhTjHTCbucuhnRFgO+FEhgi6Hu6pSRNBVIemtHdKge8BLjF7rU9KvlKDrUdjtNHqu52Hcqa8kvruqSGtOEHQVggHVvuw2r4ajJtlqqirmj8d2UAgkCoVshOci0WexFWrHsREEJrkSr3g26xg2BkEw4RRZOiOAXkRjF6engqCz9qzCQFnLBwmsE1nEYv2gSbpVOBJ0PVVYFHs3kXhKDopZc2GmjLYWgMVPS9aKr1hoBP3oY46ByVddCTOmT4cFC96CW2+7DWqHDYMTJ05kZN36jBo1Cm665RYoLS2B9vaO/CXo3PdLUmIW9dYggi6HuEnbws2yAvhNSRF0IWprEL9BuRnmdyki6PGsLxF0D7gnjaDrecx9EXQ9lVIQKyMPyGUW9ULQA5o45wJBZybiuCYBiJAqi4Ns62oiqoJrBHMNOPRUgGo9J7JI0DkZF0lf4zbQ1q4w+a6aCC4PQBURyXUj6CbS6mBxYopDod9BfOWHDvBiKSPogsDFGE4cljYBsPBUVbc8YRrvgcOzCoWYpURjPWhrV0LZ8LHQseFT6Fz7ibk7TBNWMzoS4ZKneVLhQAiERtDvmTYNBg4aBKdNmsQGuNfQveD3M2fCrTffAosWLswYdFlpGdTsOQQmnXIKfP0b38hfgq7g0hVoxV0qE0GXQ9dkoqZA8i5F0LnUFS8TKAF8+zG5wVKpDASIoMezKYige8BdwbdCmQYd/VJbm5l/ry1B5yaWQq5zExnncwlIfj2gZy4qQdCBuxToptR++0KCXjloCDQc/GPXtJih5hB3m0DA/NOREHQ0edaDaWWkcLOmX+Lz1c18WVT2mpGGZtwqjLAzEccmotBCyhB0LIOPU+o6E0HH6NalFbbvpts2CPK7KoJuijWgDygXomz7xk4/j1hqOSTX2UzT+b2PB0a0y9zB24vrfPUNBFXMhkBoBP3Rx2dDY0MDXPKTi43+35g/D56Y/Tg8+cQTjmO66OKfwMTjTyCCHtO+JYIuB7zpA9uvJn1xDXA4eiLofIj5LGGWWwbfpYig+4YuUEUi6B7gSxJBR+sgzFbhRNB1E0tGyrk2TzwPRTK1aokHEBQVlSHoCvBmhKqoCLr36Q07vnVJevBZzmkZoqYIgcxmxDRd6/QI2hKdZQT9i8vvVRT6YOo1Tuys32FBk24SLtlFQY+AoDP8ag8JrPFkAogBwwGa6tMz71YdLICWxNpbi6gi6IZFh9hBgJg+PqYSWRUjMGRbM2iLZqeDcWbLjmG3T4UzRXwfg9xBIwOAOpJGwDNBHzFiBPzwjB87djD19tthe/12ePrZZ2Ht2rVw1eTJRtnX582FV+a8DDPvv9+xvhNB79ajh/SkklywZcwk6Oy1O5QtfQ6Kt/4vcUMtKilhF4yO1jwN0qcI8dZ9j4KOgftC6ccLoaPfULamJasXQ+lni331UFJeDh1tbaDZuH/wBvne4f+d1D3kC4CIKxWXlTGsWdRfeiJDoLRbBbQ1NwO4xwuNbExJ7ajpO1em791v3ut7iCUV5dDRmv1cydZ4Z7dqKNIJQLZvV9ue46B96Dgo2vo/dhbiI56Hnd37gVZaDsU7NgK0t/iej9+KMlg2f+Nc0Lr1gPLFT0LRzo1+u2LRxEsrymH7N37iun4ctyDfDr8D9dt3R6/doXVM2jLSus5+x+KnHt+PiB3uPf6UfvhnKFn7X+O/+drjH8RvpvV7yvZlSTkUbVwN5cte8TMk1zpJwc51oJIFSioqoB3vilnuLZJNAb9T8TME/7986XOy1XOmHN8DfH5uZxPfp6kdX4G2y64ZZ0r7wP2gbd/vsrMX9z4/r3MGkBwYaNP27bGM0jNBH33g1+D88893HOxvrvs1bN22FVCD3rCzAS69WI0GvayyWywAqe607ZDTQeu9B5T88yko2vKF6uYDt1dSWgpFJcXQ2iQfyTNwpznYgLiOnb32gM5h34CijuG0QQAAIABJREFUT/4OJav/4Ws2ZZWVTCjSkYUw8j6Ni1FC95AvACKuVFpRAVpHB7S3tUXcc2F3163HLtC0YyeAREaPwkYKoPXoaxgEZXOn+oaivKoK2pqaobOzw3cbvGL7PkdA55CDoPijt6C4bqmpPf5b6qtPQNt1GPstyHkYeLCWBtywbD/gGOgctD8THpS9OT1Q9xggF3HfMepkdqEu+vIDSDVth9SWNRnf/PahXw/87fA72I5da6HjwJMgteULKP3nU9LNdAzaHzoOOMYoH9c68+8h9o/fX6fvIl97/F28d4l/x98QB7ybecXDDTgUcmm4t5rqIdVUD+2HnG5UKX73RSj+apVbE4n9vaKqit0VVZwvTBiI5tvtLUrOvqSCxt8fPCtL330J2r5xFjsnnDiBeHa1f/NsQGFnyd8fg6IdX7EpxnmGJBVj1eNqbWxS3aRUe54JulSrAMB80AcOhNNOOYVVGTp0KMyYeb+jDzpvl0zcZREOpxyZuEviqsgckvcmZeIu5HDEerKRPyVnVFDFyMQ9nuUmE3cPuMuYZbs0F8gH3dJ2VnNsfh5yn8oITIU9INkVJdrG3Nzwf+Ump+hvH+DhJu7bq4dCauSErpbQFHzT56Bt2wCpTZ+zv8dp4m6Y2qJva/1X6TRmEnO3Rg+Py1fY8CHnvrkcaesa8wCFPCUbz4hgjRyuB+xSHcjQlM5t3UrTnog6qFuAbW1bVZmJu7V1vmZCYEDVY4+rvYx3Pks6TTZG4TtQdMS5zELJzlUj1/dSXOuR5H5DI+jHHHssXHHlZLhv2n2w4M0/w+1Tp8LQ2lojivv1N94AI0eOhEknfZ/hw6TOFRVw/gXnw4Sjj4FTTj4ZOtraoa09zzRciomd6s1FBF0SUQWXZ7EnGYKecTEK4PMuOcu8LUYEPZ6lJYIuibselZeVDhBrInKC/vZsSOkRtRPlD8mjRNtd+BUFh+Mra/igb9uZjpTOHzHPs76mcRJ0Niwn8pptm1pzOOOa+0wDKPk22BazSzPGcnjjGgsP89E96AQj4jsGO2SCE4wdI5bD7yn6siv2fTYR9I116T70J9dJVWgEPeH35CD7FnRFC1ewuKZ3tCPoYlq2idcAlHWTzqUeaOxUOVIEQiPoSLjvuHMq7H/AAWxCmqbBfdOmwxuvv87+e/qM+1jatWMnHM3+e+zYsXDDTVNMk1+/bj2cc9ZZkQISemcJP3iIoEvugDgIes1oSA0eCcAjthJBl1yszGJE0H1DF6giEXQJ+ARyzqL81r0nUcm+SGQE/cgL2bmkLZiVDnqUNA16tu+u4m+yQdA3bgJ+Gc9YnaQQdCEAlbQm3JrDOUkE3YlcC2uMa8GFSMa6oPXE4mfSfw+LoPN3QiToCU23K3vghEbQ3bTKsgNMWjlMb4jnY2XP9FlZv74r571l37EggLhXsTxatiyYBSWjj4L2vcals0MsmJWeHQrZ7CK7J23uNB7PCIRG0PlIunfvDnvssQesXLnSNv+55xHnegXFlwHVcBBBd0fUMA1sqAeYN829gkQJGQ06b0ZDoo6XeD3vuoYpjjbVpQ9peqQQIIIuBZPyQkTQnSFl7zVGSh+R1rAFJefYRmQEXRRYJjHljxjxOwWgbarr0voqFraKBN1Wy4sLk0SCLivw1YUxxvcoJpLJ3heMhq4TGTYe/Ztofcu4OTwKIaB+QxdB5ynZMJ1bVc/QCTobX82oruEFsI5Rfjj7aDAsgh67ZYkPLGSqGOeBQKit6QqN/25tAm3Js6Y9WdmzGhoPOh2gx26grVoMsO7jUPaszFyoTPgIhE7Qw59CjvVABD3HFixzuGHkf/VE0PsNMR/KR1+RvtC/84yUD2HOL4CCCRBBVwCijyaIoGcBTdRMKtLiKSXoPNe5XVqtHCHoPA0cN783UhQpFLbKEHRNJ7WxExExrsnaFQBLX3YX9Fp9t+MmmahhrO4PxavfgY5lf7Z9wUScWbA2FHBbrDxMPvmv+g/MmCEcqB3b5XcupCFk5eLGzscZLlYJjaBnO2sCjjnW6ty8XbCMMu6Teqo1pnA59LT0/sS4EOiOoX8PkKA3l1ZD57fOTk9D309I1lPL58c6NepcPQJE0NVjmr1FIuhRI668P+MAVXSJxgH6JehMy8YJuqwGRDkiudcgEfR41owIehbc8T1GTR6/eL09O/AiKSXoVsGgPjoxry/z/+UadNFPMvBMAjbAhR/8QsvPynGnAgzcB0BhLm8pgq6bhcdN0DM0/Ki1e/txZ0EvmuiKfvUJIJlIcEoG1ELx+o+g9asvbTeKiaCj2bBuZp4RJ0GxNQUjWfsc1uV3LhJ0hUKhgG+H7+qhEXSHs8b3QJNSUT/juXm7MSxh35n2C49boVuGIEHHqPltww+DVG1XakEV1lZJgYjG0YUAEfSod0PCfWvIxN19Q4RxqfJC0IFfkvAy9f6fbbUB7rMo7BJE0ONZfyLoWXAXNZOKhH+REHTrZVoPPJaoAFgWgm74GXNhgkI/ahNB5+5IlmXn2ITxLfHyZhtkAH1cS7oBVFWbI0Rbx83Xmv89ISSzvKoSEPdmTOFo85gCceH3s2Y0K5WxR8Mm6DzifJ5EJw+LoBt3nAQIgLy8T1nLisItq+WEE0HnQlBdoGgQ9D3HmYMN6v7sysZKDSUCASLoES9D3B9kt+kSQXdDKJzUOJ4IOg5R9PPkQWcUXerdEcj9EkTQ41lDIuj2uBtaaP6zgy+t11ULhaDztFwbP4fUioWZQY6SaCXGCToSyqrqtGno4mdCCbBkIuhWQssv3EnToPMo7P2GeCPoCfnmyBJ0bhLMyLmdxVkIe9c2DkGOm7bzcyg0gi7ccZhVTh7E18nqGhmEoFOAOK+fxZwpTwQ94qUigh4x4GF0Z0mToaILvwSdmWYOHJ4eQkIuSyrwCLsNIuhhI2zfPhF0B4Ju0bSqSlEWCkHnU9DPm4yLZwgkJ/ButUQex7NSW7EolABLXgg6KE7x5hUntnb7jAetfj2kMNiaG0EXzbUT9M2RJuhIZlCTSQTd61axLR8qQU/iORIAtazp1Phc0ecc30MxkKCwVw0Neu8hhp+6SvecANOjqiEgQAQ9BFCzNUkEPWLAw+guhA+HZ4JuvXAm6LIUBuSq2ySCrhpRufaIoDvgJAbrUpiiTClBr+xpxLsQBYIZWSVGHsUumdry+ckJWmk9L9EKYMUiACEAk9wOdi/liaCH8C1xH6GDkAjXrXZcOjDVqiW2haza4KQEp5Im6MKsbIVgNkG8/OLJ62Vo0PNIkB4qQQ9hLYKuZaD6WeZjnKHYAXeD4NY+giuGQdB7DDAyEagS5gaaG1UOBQEi6KHA6twoEfSIAQ+jOzHnL/ruKXiIoCsA0UMTRNA9gKWwKBF0BzC5iaN+KVN16VJJ0NnIbfzkk/5NY+O2CEBMq6CYMOUsQde141n3njUHekICk7oSdJtYAHaCiDD2MhF0fx+QMNbC30gU1XIKEKc3b7tP+g1hv/JYCbYEXWH8DEUzpWYUIUAEXRGQss0k/dAhH3SJlQwhkIxngm534VR80ZRAImeLEEGPZ+mIoGfibmSFqF8P2r9fBiirAGjYBimM4BvwCZWg4/jmTjeiVKsSKgScsm11x3zkWFrxuelE0Nkle+RRLCWYEZwsSRp0LwQdYyRUVoO2Zjmk6t4LY8k8telK0G1iAdgFMQzjfpax9xTFl/AEUEiFw9SgG1plDIb71oNKzsOQYJBrVubeqLu8MJ97dF/UTd151HeDoFf0ghSmF8QnT+IZyIFYWKWIoEe83mF8AFROgQi6PZqYL5f5rpWWd/n+KDwYvRJ02wun4oumyn2VtLaIoMezIlaCzi5heNGvWwYpTHnV1pI2sVVkmRLPLD32yv2QQ9BGhkrQ9cth0r9pOMxsBF21mbZI0NlOEC/m1vglCSTokC0feoLGK75lygh6CPm3M9wCQnjPPZ44yoqHSdDZIPUc94nKCOEDPbw/MkKN37UFs5xbwDvm+DOZexD0qemK1K7fNTlBb29pYW2wGBI8wKOPcVGVZCNABD3i9Un6ZYYIusOGsPowKpaCByLo3FcJfZdenRrxjs7N7oigx7NuGRp0fuFf+nJXusBCM9lzMX0MslJE0NPoZRB0vChjzvnSCvto3gFAzyDouMfxeXt2prVBggiviJEjIUrQeL0QdFbWGufB5pzJGmnb757gWlG9fpItTbxOMXSCntD95hUnP/vKqIOdORB0r+Og8rmFABH0iNeLCHrEgKvqTiToeLlbNFtp6g/PBF3wqWMaoNpx6Zkq1Oqrgi6J7RBBj2dVMgi6xfeakaksQariGXUIvaKmZMwJ6YYH7gMQUj5p5QSdQ2GTFijJxEOrHQspDAjHSdLbs9MEvVs1wOY6pVqoDIIubJ+M73+CCIjhaoHv4DtPQ2rdysyNn6DxeibounYStm0Abe0KSG2qy/iGG6Ro23qAt7JoOr0cCVa//TwSQBJBl9sIfu79dqTeqkGX651K5SoCRNAjXjk/L2qUQyQNugPa/CPL8+cqzsvpmaALPnXsYsxzoRNBl3pdiKBLwaS8kCNBF0lMHpmAOgKI5LxmdNfPIbmnhEbQj/952uUHcxQj8a0ZBRpaQSTAH9kOc5M2Sgi6pHyDA0DOEnTrN2XFwvwi6LKLLeMrLNsWliOC7gUtc9mECoS8TkjjGRICftuIoHtFPrfLE0GPeP1Egg4owcUP+qbPIx6Fc3dE0LMT9LB8oQIRdNR2HHpaeuBE0KXeJSLoUjApL0QEXfcb5GbPHGEMCLT4aeV4h0bQxYvzPuNd82crn5jHBomgSwCGAhcubHEiEqrJq8SwZIq4+aDLtGGUUT1HK0GfOz33A57pYBW0Bv2ACQAoxJJR1igSNBBB9/Qm53xhIugRL6EpZ6weoTFJpIoIem4QdKa9Qi0W1wbxCz8RdKk3mgi6FEzKC8kQdFAc30H5JAI2aJhbo6sMBp9UmPfcOjQi6GlEiKDLbVpXCz/V5FVuWK6llBL0CZMBqqpBU0WkrfFr8ugbHTZBNzTPCXN70ip7Qgpjh6ArBLrLuJF0RXFGiKC7HgV5VYAIesTLaVwUeGAv7D9BBzYRdIcNoeiAddpuXjXorB3xsqT/W9mlIuL3IuruiKBHjXi6v6wEnRPWkMy945lxZq+mS6fuFx2W/zYRdB1/QaBpCDVDin6cqybuDBe3KOaFQNAVaTvZzsN9h9G7Md4BfxJ03wt6JoZO0GVS/wWdhI/6YkwLx3gNYruK3hsi6D4WK4erEEGPePGsknzWfYIObCLoDhtC0QGrlKCLjYWYqiniVySS7oigRwJzRifZCLoR7DDPCTr3STXlxQ7Jfztsgg7L5wHUjmUEJCz3H2U7lZ/hcfqgWwmwSjKoACjjfoI57uuWgdZYb44rEPJ30O8UlGrQFa5Jxn0vz862QiXoYlwBN+GqkWJNQSBQIuh+T4jcrEcEPeJ1I4IeMeCqugv5YuJLgy7MzdB85NkFQNXyWdshgh4WstnbdSToL0zpMkPO9z088RqAsm4swBqaSkJZBaTQVNLNTNLHkoVF0O3yihNBTy9QVg06D8TG97hCMuhje2RUybifIFGfO72rXMjfQb9zUEnQVQX0wrkYmlYUdqxZBtDaDCm0FMqTp2AJum5RydbYJfCbnxRrjoqcntXQ2tQMPA96nmwjmoYDAkTQI94atgQdI+G6XM5UvuTZpkwadAd0Qr6YBCbo1otfxPs617ojgh7PihU8Qeem1nje47kf8hMJQd/4OWirltimrQp5et6a132L2aV6wazQiFIuE3QxtokBLrfwE90EEmT1h+NUStB5ClMFgRtdffq97eDElY6KoMPaFQBLX3a9J0cGkGiN40bQ9RSPzEJs+fxAQyQNeiD4cq4yEfSIl8yOoMtoHgyNRcjaJSLoRNAjfiVi6Y4Ieiywm33Q+YVfN/2LSggZz8zTvUY9xygIupsGKU68TX2LwbpCJJieCLpuTZGo2CEC+WD4tTaB9vbjAJXV6WwhId9B/OwXpQS9uj+k0G/caj3gY2BJDXLmYyq2VSIj6CG7pXjBwzBZ55VcgpqqFNIQQfeyUrlflgh6xGsYmKDjeEO8XBBBz02CbtJ8hLg/In5dQuuOCHpo0GZtWNSgW8lq1OQ1DgS4yasKbYrM+ImgCyglgKAb53RrE8CrU82BPmUWNIoyPMe90BdTIgwelc53HzCXcxhTUEnQ2fh0DAILThLmwqAa+9AJOkZL/9ZZ6aj6uAdDCuzoBRe7uALaikUAA/a215CPOw1g4HCQCibnMhAi6F5WKvfLEkGPeA2JoEcMuILujJQaCoJ8OA0nqIk7azdkM3wFUCamCSLo8SxFNoJeEEImHswxorRBoRF07lIj4YMZz06z6TUJBN16TifxzOY4oRsGWrngGuN+HTA8sfnulRN0TqzfeRpS61ZmbCZ2J0ANu9tDBN0NIdffVWqgXTuTKGCyZu03pKuGk8WFwj1ABF1igfKoCBH0iBdTBUEPLNXNMmfSoGeCE4Vmjwh6tC8iEfRo8ea9ZSXohSBkUnhZk1lBIuhdKJkC24VoZZTNxD1DkJpEgo6DLK0AbcR4SNWOSxN01Jr3qykYgu5ECo095GLWbOw6vr4ScYZk3ueklQlbg872nkuqNRZos28NQP2G0OJKmHDXhayAMQoGDjcvid25wlP0zp0uJ9TJsshE0JP2BoQ7HiLo4eKb0boSgu4g1VUxlYIm6Hgpqe7PApGIkVY1hUFjnNZICUFHv7nq/qGbgrEPIv6vcVvgD46KPeunDSLoflALXqfgCXrEF3Yi6Mkl6MxkFwU2GNV7wazgL5fiFky5nguNoPN0eIK/Pbu7jTnB+PaZots7YZ9UAYyivRIJQdeDrGHaP1g6J/NOze9nUcVGEK0rDj0tLbza97D0uOwIusI9QARd0cbNkWZCJ+iVlVUwcNBAWL1qFWialhWWstIyGLLXnvDlF19AQ2NjjkDobZh+CTpwqR1KFBVEg3QadSETdGNtMOXRW7PS5n14GOPTs3+ovndKCHpE2jk3iba3NyKe0kTQPeKOe6txG2gfLQoklClkgm64ykQUwR1XOBKCnhDfULcdnRgNui5IZYSjZhTLN25HPNzmE/bv4l2l0DTotu42ui+xgbuLVjwK17iw94Bb+5EQdLcMNfxurCCon9t82e9CYEf8T+bq4ETCFWftIIIutUJ5Uyg0gp5KpeCW22+D0aNHM7A6Ozth2j33wvx582zBu+mWm+Gggw4yftu0aSNc87OrYf26/MkZiZMzDm0BBangF6L/HCeQIWxDIug6IRfzMus4a0tfhlTdeyGgDpBLBJ0JLdD3KiqJdQiIE0GXA5VZlJRWQGrkUUxIxc6wAISsoAm620VTbkk8lQqLoIsEJsh+8DSZgIU1rhXFduI0cefnJ8Y0weBXIX5XAkJmNi/OpiUM2lHA+sp90HE8VmsX8Q6Gv+M9rLIatLcetBVaRuEaFxC2wNUTQdCPvND4NoX5Xhtg2ZFxB4Kueg8QQQ+8ZXOqgdAI+tHHHAOTr7oSZkyfDgsWvAW33nYb1A4bBidOnMjIuvW5+pprYPXq1fDmm3+G/fc/AH59/W/gn0v+CTf+9rc5BajUYC1pTKSiolo/DiH5NBU0Qdd9nRgJQZPDnv3TJm1ogsgC5cwPLYqoCoIeiWYbJcKoAUITdyLoUq97ThfStQW2c/Cx/gVN0LkvZYgWUNZ1Co2gCwQmZwi6ENguzIu8qw+65VseZk72oGeP6ZtSaARdsEiDhm2QQl9ifLjlgw4uC6C3akkG1IZAyMc5GXTdoqofBUHPyHwgTo5rqPnfQhS8sTsgP0OsbikCQRfTsLHI7QpTExJBj2pnJ6Of0Aj6PdOmwcBBg+C0SZPYTPcauhf8fuZMuPXmW2DRwoWus3/w4Yehumc1nHpyun4+Pcy3a8Bw0OrXsyAsvgh63XuBzU3tMCWCnvYlwo8ulFQw3yKp9Qm4QXOGoKPAoiZtFUMEPeCiJ7x6Rr5XvuY8ci1PFeVhHoVM0LmbktOF3gOM0kWJoHdBZXIvC/Ei75WghykskN4oDgULmqBz0+mNdQAYIE9/jNgB/L8dBG6RCMyDLnDA+pEQdByjm4aazyPE95rdC5384UVhTvVukBo5IT0iXZij6g5JBD3ghs2x6qER9Ecfnw2NDQ1wyU8uNiB5Y/48eGL24/DkE09kham8vByee/FFWPXJJ3DV5Mk5Bqn8cLvSNdSBtmIhoJQWNZOpTZ9nNiKaFesXZBV5Fa0dEUHXg32gXxGuR78hSvJXuu0KlQQdUHhTtzwd6A79XRU9Jh9ObDNEVwtFQ3Zshkzc3REWg0QZpfkFyGfgGxNB1y87ppgaPtt1n00CSkQUI0KcKRH0LjRMAqcQL/KuBF2IJ5N0IafJRJcL5kLEzu9bGoaJe8b3rm4ZaB8thBR+UzFPOn8cNORE0P2upk09h+CaGWsU9t50SpMpnu1Dx3ZFd8e9gXdIDCSHd/yADxH0gADmWHXPBH3EiBHwwzN+7DjNqbffDtvrt8PTzz4La9euNRHs1+fNhVfmvAwz778/K0yzHn4Idt99d7jskkvg09WfsrLlVVU5Bq37cNuHHgodtV9nBYvqlrL/76wZw/5duuKvpgZaDz0DtB67Qsl/5kDnrrXQOWg/KF71DyhZ/Y57Rx5KFJeWQlFxMbQ1qyN2HrqPtai4Hmwgeh7Y0n88DkU7vgp1bKWV3aCjpRU6Ozp899PZew9oO/hUo37pv56Boi1f+G7PWrHlyEuZPzK2y/spn3eXsvajbKikogK0jg7oaGuLstuc6qvtayeys0Z8+Hq3jr8AtG49oHTRQ1DUVC89r/JdqqBlZwOABsDfN/Eca/n2ZQAl5VC+YAZAe4t0u7lQsGXCz9LfsgjnVlZVCW1NzaDZuJUFxay9ZgxASRkUrf3Q0x4I2m+Q+rjn8FH93TSNKZUCJIxsn9s81u++9VsfZH6q6/JvSmrHV6Dtsit7J9n+TdhTUlYKkEpBe0urspF17FoL7V87kbWH8y/7x+Omtg1stnwBZf96JqNffn7ina34q1XKxpWkhsI8X8R5th58Kmi992B3D/FOw//Oy4Z9H2kdfz5o3arBeicUx9c+/HB2VxcfVXugtFsFdLS1Q2d7e5K2Qd6PpaXB/iwPe+KeCfroA78G559/vuO4fnPdr2Hrtq2AGvSGnQ1w6cXeNOi3Tb0DRo0aBVNvvwPeWrDA6Keixy5hYxF5+217joMO/cJQtDVNpDp77QH477Klz5nG0/ydq9h/V7x5D7QPPhDa9z4Mite8C6UfB5fKiR0Vl5RAqrhI6YcucmB9dtg6ZhLD37iM6O0g5mE/peUV0NHeFoigd/TaHdrGnGIMtXTps1C89X/Khi7uQfHfyjqIsKGSsjJGWjroQ+eIOn8fGFEuKWeX84q/poWr/Deve6y8shJampoANA34+Ve8+h0o/WxxoHYj3Dq+uursVg2t3zjXhKGvhjxWKq2ogI7WNujs9C/489hlwRfHALmIeyvuc5tH/O6XfDgfStb+N7GYWb8pdneTJAweFQuIe3urQoIufE/t5s2xccLE7xmZBDxlx1BW0Q3aWltBC/l8ccLS+EaFdVcrKYeOfkNBS6Wg5KtV0Hz4JcY9XMRIHJ94B+NlvH4nnfAvLS9nd5YgihzZtaVyXQg0b98RCxyeCbrsKJkP+sCBcNopacIwdOhQmDHzfkcf9KKiIrh3+jQWSO6O226Hv/7lL7Jd5Ww5k3kOmlRj4C187EyHxSAUIUYDLmQTdx6dnPmIch8ijLQ7b1roe0yJibsYBClgtG3rhDOikea4KTKZuEtsaX2NjfdBNOXUUw55dbMxmbjzoGmi+V8MZuASSAQuojqar+yAQjVxlx1EgZVzM3HXeN5mPKPnTg+UtjBsaK1pYVWZ6qoedxgm7myM/DvnFOgt23cQg8pV9mQBZ5m7WR4+kfmgc9Nya8aDkAMumlLvYiyCYWPtY+/w75Z4dxTWW9V7TibuefgSZZlSaAT9mGOPhSuunAz3TbsPFrz5Z7h96lQYWltrRHG//sYbYOTIkTDppO+z4T30xz/CoN0HwaOPPALvL3/fGPKqjz+B1jZ1UtEkLa+tjycfoOBLY82nGeZljwj6kHQaqQNPTKfAUeQ75LbvVBB004UibIKOPngYQTWkbAJueAX9nQi6BIKcoM+dDjB4FMC6lcZF069/ZcESdDthhMQSBC1CBD0ogt7ruxF0bBG/4dDanHjiZvLbR5K6+BmlcU28o2tfIzSCrn/nTHEyxCFkI+g5LsSWWZuoCLrj94ZnGUEBSHX/QClA7eZrd0e3vRPyuBJrV6b9z3X3SKNNRb7xRNBldmX+lAmNoKO50R13ToX9DziAoaVpGtw3bTq88frr7L+nz7iPacuPnXA0+++XX3sNSktLMpC99pe/hPfe/U/+IC7MxCqdFicp5ka1EnKDsKPWHS/PCh8i6DpB3/g5sMsJYqww0JrTUiWeoHOtD0YlXToHDGsDFGb0TUe41eqWJVobJGJPBN3l0BDT19hcLqwXJm3wKEhV9QT4KLvLTaESdCOCe8Q5r4mgK/w4SjYlQ9Alm0pEMbxvIOmwSyWWiAGyGEWVgLg379ipdkhcM+okqBeEmOyugN9BDPQ78iiAgfukx6KInKmdmJrWYifoooUDBmPD+wgKkhQ9GUHocH1tznBrOUbieVpChVaYRNAVLWyONBMaQefz7969O+yxxx6wcuVK2/znOYJTKMO0Jei6JJB1iGmM5t0HGubjxg+FaGYVknSWCLr6Q15m8ygj6BMmM80/exSm4suQYIumyPhvxRp7GcyClCGCnh09Nysd40KC7jiV1QBl3dJ7wMVk142gayOPkk89GWQDRFiXCfoOPTVt7qr4Auk2DSLobgip/z3fCLp6hNS3GBZBN1LirlkOqbr3MgduE9XbdK8bZyORAAAgAElEQVTL4xzoCEZkBH3AcPt84iERdDyz2YP9ItFGhQ3mum9vgRR+8yxKmwyCjiR+n8PSdzGFe4AIuvqzI8kthk7Qkzz5uMdmR9CZv+eA4Sw1Ayc90KcmMx83EXT1yxcSpjIDVUbQsTPBL0sVISCCLrOK+VNGmqBbpmynXRCLuBJ0p4tYrkGLFgj44EXuyAsBevYHUKhJkYWDCLosUurKEUFXh6VsS2ERdLf+NX5eCdaMJrKmkJy5jSWO3yMj6E5xl0Ig6IZZ+7b1oK1dmXn3tgE6g6CjIHaf8el7PJq9L35ayfIQQVcCY840QgQ9xqWyJehvz077ph10guFTY0vQQ/IBLmgNep4QdK6FZAIeVSa11uBdPEiYEBRFlTAgileSNOjZUTYung6XC0f3HO4C4dC8iaBzbTnuIdRO4ONiWh/F3lDRh4GPEPzTa0A9FeMggq4CRW9tEEH3hpeK0nERdDZ23WqNf//8xudQgUPUbcRK0Pm3AoWgqNVWZOKeIWDBdl3uUXb52MOwBiOCHvUOj7c/Iugx4u9E0JkPDdeCLp8HWmV12uxTvMiGFO2YCHo8PmMqNejix0JZkDvLfjP6wL0qWHuo9P8K89Ukgu5C0F2CmjkSdJe4GCJBN8UxEP0Gv31hKAF/wtxP1rYzLmzourRgVpRDYH0RQY8ccuYL3b1Pb9ixcVP0nRdoj3ES9K5vYR1gMDkMVoZm0cq+vQle06gIulVwyzIh9B0MUDM6bUKOjyKCDrryQYTdTflgunOtWgyp5fNZLALAuCwN25TF5iGCnuCXIYShEUEPAVTZJm0JOk/JwaNCCo2ZDgki6LIwy5fLFw26Tq5w4o7RZ+VRSZfkKWN0H2OTDzKa75IPuldEE13eTQtkOrvEuBkufugyBD0MzUPUYIsCLA3T89Svh9S6lVEPgwh65IgDEfQYMI+VoGNQOPw+4oO+yhvriKCHsQf4/Qwzx6AFKX9UY25J3SZztxG/h25kPgg0RNCDoJd7dYmgx7lmojknH4ce8dM2eqQYYIgIuvqVy0OCrixAiQUb1/2pfnWUtkgadBc4bYIfiTWM9EuCeSH/PZs5oBRBzwM/dDcBh9LNnKUx0qBHhXRXP6RBjx7zOAk6I3C1YyE1ckKaoKMwDi0eI0rRGj3aXT1GpkHHLnnEfGuucdUEnccM4dNENy/MXJMlmw8R9Dh3Yf72TQQ97rXlhw76ngMYKSIyCBAeDphSTT8kwroAFqqJu0E4YgjkhOselok78816K6BprY1fMLuQjDgs7ftV2SudMz7iCNVBXl0i6C7oeREAWjQO2aw2ZAi6aM6o/XsOwKY6ZSaCQfaMp7pe8PPUsLfCRNC94aWiNBF0FSh6ayN2gi4GMcOhqzK39gZD5KUjJeg8Qw1mN9KzhrAJKyToxj1QQNLN/5wJaPj643+ghj+k1LykQY98i8faIRH0WOHXI27jGHSCzofDXngeBdIm2BcRdLUL5xa1Wm1vma2FRtCxKw95WFlwsJ79QUNSpPt2uWKTEDLiZY2IoDujxfL4HnkBuwRJCV04QefxCFBog+eZzSVFiqDj0HQ/dHb5+XAhAJqHtzUbRJ1dpAYOB6jeDWDxM16WPpqyCXkniKBHs9xiL0TQo8ecCHr0mGOPkRJ0URCM3xY9Uwbz+29tCe5WUDsWAK0g9AdjPkFJBcCaZa4CYhNB93Df8rpqRNC9Ipbb5YmgJ3j9WC7GmpFshBh0QnyIoKtdOFcSqra7jNaSQtCNwF2CeZ4rNgkhI16WyImgs7n2rQFtWzw+w17mEEpZvPTgemJcAcn0MIgZZpqAzXWQwrr8sbmoyBJ0MRMBs9LAp35D2tQQSbsQZ8GLACoUzOwaTcg7QQQ9shU3OiKCHj3mRNCjxzxWgo7ZQmpGpb8FKMDFO7LPwHxMII0uXf1qzCB6INpE0OPZf/neKxH0HF1htzRIfqdVqCbuRtR8lzRRfnF1q6eUoHN/OL1TKS0oH6CYV1S36jD865ywcfFXdpt7HL87EnQ99ZcS14A4JhawTxYdd8wJLKgZLLLXgmftQtR86wEFxfJI0Osb2gEqqiE1Ip0n1m5/GuebpTONB9EUtSkeLlIB4ZGvHmM8C3GQRNDll0xVSSLoqpCUbyd2go4WPXj2YRaLhm1k4i6/dPIlhejq7DuAeKsg6KKwl48GNfRoqi77lFaANmI8pFCpZrGGlW1Cphxp0GVQyp8yRNBzdC1dtZo+51WwBD3mC7VKgo6mX1rP/pAaeZS3dFWir7ngu+4WVTssaw6fW1iqmqOJu0j8QvQlkxpkDIWCrqURmwD3oE1MAqZB/8bFppllFSBxws9NGjEi+tuPdaWhxJaIoDvuFCLo0b9ERNCjxzxugs5mzO8Q+vQ1GwFl9MiE22OUJu4ZVlM8fhNq0NubWZA+P1lrTN+8fQ9LA4buWiESbb+rQgTdL3K5WY8Iem6uW1dQCsUHSSERdGbaVDMKtMb6tNYwxsu+UoLOLwi6Nlg2mmxG2r8XpqT32dhTsvojByV1cbyCjgRdiOAqExwmjrGH1Sfz68b3AGMQBAn4p2s6tHeezkgtlkHQXSxWWC5ZNKFv3Aapcacyv0PWLvoL4t/xSaIgJWaBH98jRNDDeluc2yWCHj3miSPoku5B0SOltsdYCDrXbutB45iveP2GtHuV1/swfkcwjknN6HTUfSLoajcItRYIASLogeCLsTLXdmJEy1enKhtIoRB0RkYwIAj6HXHtXEwR3HHxQiHouumWb4KOlwwMxIVPFiKVVwRd1ILE5O6g7GX22pAw9yDaH9v9gOR64D5QtuZf0Dr4YDYyrwIQw/wezUiRuIsP16x7nXMI5cOybvIzVCLoflALVocIejD8/NROGkG3E076mVfS68RC0DkJF+J8IE5eCbo1YrtJ8OuV6Ee0UKRBjwjohHRDBD0hC+FrGCFoaQqFoIPuN22+5Mdn1hQKQef5pCWl+RkadJ7OpK0ZmM8XEiObx5Ggo7YTBSHozxxS2hFf7w0A2GnQmUXF0Vd0CWxwvpjasAAek8+3V/87Cz7Gfli1uCu4pcX807Omg/ch+Lhbl8XwT1ewXkwYUFkN2tqV6f3r4SGC7gGsPCxKBD36RU0UQQ94fkaPnv8eIyXoTKlyVDrPPAZNDkrQbWL1oDY9NWB4Vx/+oQmlJhH0UGBNbKNE0BO7NBIDI4IuAZJDESRiVi2cJJH136lzzVAIupibVcKfyuTjJQzVzdzZiaAbweUSKI22JegiXhjFHAUMBeBHyJZaFFgFXC9bgqqIoGcIkcR9amNS7/td5eeDjzOBCLpv1POiIhH06JcxSQTdjx909Iip6TFKgp5txL7OXDHeDFp0BXHrUgOnaytE0F0hyqsCRNBzeTlDSOWT7xp0dpD3Hw4wbGzGysuagoexZRJF0NHUv6ramKbbh8tRg57gSNu2BJ1HMEfT9srqgonEy/LJHv9ztt4qBBKG6aAQaJAHUCpq2ASdVX3T/n4r0ulxvD6mFGxiZTRzx2fx04EsNgxLCt42D0KHOO1zGMD787IOOUkuH2Ti7nV3BS9PBD04hl5bSAJBZ+89xu9YPs81b7bX+SW1fM4SdDEgrg6uSgussNaLCHpYyCazXSLoyVwXuVERQZfDSSglaomZpLtmNNOUMnISgDR4HoilQtwEnZn0Dh6V9slHDSoPwCUhWbYlJNYPYMICedkSdMFnH8rKIVU7LtY9EXRPydRnZHTo2LTAyoe22LEP0bqH74W2Zthl6ZOwY/MWgJYmmeHZl9FT2uCPuEZGDAl+0RJN6330kpHiTSfoxj5f+jKk6t5zbJkIug/Q86gKEfToFzMJBD36WcffY64SdNs0nknMBmK9J/ashtamZmhvaYl/8WkEoSNABD10iEPsIEu0ZL+95r0GXch5aY0G7aYp9oupTL24CbqRBx4JOWoAMIAef1w+XHaExAjoxUkTmtgjGfTp1yuDoZcyrgS9SY/sn+eB4kwCK5UmfqiR110EoKqnEcCnx8dvwPaNmwA6NS/LZVuWRXjHIIY8gq9QKtC7jJHsUXAn7H+T1r61CbR3X4YUauxtYisYaQnxPVq1JPA8gzRAGvQg6PmrSwTdH25BahFBD4Ke/7qJIeg8foxk3JgMd74ciRtAGnT/ezUXaxJBz8VV46THY5RumanmO0EHLtTgl2fBDDvQpV4G3CxlQiHoXj5aYgRvDAiHwbgCEHSOM9duMmEIEp+ybr5ylQaEN6O6LUHnaenEtC2imbbqQSShPf19ANUZDBwC+Kgk6CJ8GO+AWQAMHpVOleNj3Zg1wfgzM2JTsHMB9641ZgUOwE54FYJlk9+tQgTdL3L+6xFB94+d35pE0P0iF6xeUgg6m4WHmEwZBD1g3JVgKMrXJoIuj1U+lCSCnsOrGIYpZd4TdOvlmRMU3AcxmmGHQdBlP1q2PrdiUC83DTqPFi9+5CZew8g4S89WM8psNp+Aj6FtHnTr3vDwwc/ZY0QPhuY15ZnrfPWgc9guy2Gu56gNi6CbxuNz3TIC0HFXDyT7GDSQp4arPQSgWv9vi9UBe5cwpVzQXPKuAMsVIIIuh5PKUkTQVaIp1xYRdDmcVJfKWYKuC+NRqKvh+b65DlJ43if8IYKe8AVSPDwi6IoBjbI5I0q2QjPcQiPoJklqjD5IsRJ0Hr28fj1o/345nVaKWxbgvxfMyrqtrRFUDfN2bK9umdlcnrcUI9Y4hEIi6OycGLBP2nJh3UrzWvoks27nnPFebVsP2kcLIXXoaUxIkxMEnb8HIw5Lm9DrD4/OzEj4oacykm7Nd2xyGUhABgAi6G47Vf3vRNDVY+rWIhF0N4TC+T1XCbqYoi0XiDlfPSLo4ezjpLZKBD2pKyMxLl+pJVzazXuCbiEkxoU6Zh+kWAm6nasEJ+gS2u6Mfcg10aL21LrvcoGgT5icjmYfo2WFxDHgXoRrye2CIIZE0FngRTQXR01za1PamiIqgq7nSvcalZcLPE1pkriFjeU9cMtcEKe7jLghiKC7vx6qSxBBV42oe3tE0N0xCqMEEfQwUHVukwh6tHjH3RsR9LhXIED/RNB9gGcl6Dy1lgQR9dGbdJU4Cbrhly9Gp+YEXcI6I2MfcvP2V+4ArbQCUkgQ8UEhiB4xP27Sa9Wgi0HtDHKVIF9i6Y0kFkSs0TcbNcH4WElmdf90rAEJKwnf/XOSjg2sXQk9PntLWZA4xzH5XDcn0s005rh3hYBwjtZL/HxJiFCHCLqvnRuoEhH0QPD5qkwE3RdsgSsRQQ8MoacGiKB7givnCxNBz+ElNHyHUUP16lQlM8llDbqBB0ZXfvsxezysGkOMNI3+pa3NadPumJ5YCfqRF2b4zBqRqCVSz2UQdCvG/L8xiFdpeSLyi4sE3Rpx3hAe+CR6MW2hjG4zUsls/Jy5HEBjPaQ2fQ5hCPgyBoFCgiMvYpYImMaweuuHOUfQ7dbTDjvjb2EJPHxsLCLoPkALWIUIekAAfVQngu4DNAVVcpagc6uyBLgheVkGIuhe0Mr9sqET9MrKKhg4aCCsXrUKNC17ap3SklIYsteeUFRUBKtXfQLt7R25j3DYM1BsoprTBJ0H/sBgTk4Hr2K8VC1vaARdxtzXCRMUXqAGHFOXZHlMZGXxMwCYYkt0GeBjwMj5A4YniqC3pMq7NPx8jtz8PtcJOn8feLAzbmquvx9i+jPANHghPUwAMmA4aKuXQHVRQ2IJOgiB7bLlOUeY7ISjhgY+YB52lctABF0lmnJtEUGXw0llKSLoKtGUbytRBF3mrsOnltB7oBvyRNDdEMqv30Mj6KlUCm65/TYYPTqdT7azsxOm3XMvzJ83zxbBn//yF3DEkUcavyE5v/uuO+EvC97KL8RVz0bxQZNrBJ3lQsb/YaToIy9I+7riBVqIrswIwojxTEvOozHbpkdSvTYe2guNoLuQTI2bOQdIsyUSdG3FIiNiNyd9iD90qwZYoweMGzgclEcN94A1FuUa9JaaQ9JpueqWgdawDQDzn9e9l24txwk6cC0Bvgs4F+HB9wP61LC5m3yuPeLotXiP3foll6CLeMlE9OVnL8uH3gQAKRZUzho4zitGKssTQVeJplxbRNDlcFJZigi6SjTl20oUQffyvVZ8b5ZHLFhJIujB8Mu12qER9KOPOQYmX3UlzJg+HRYseAtuve02qB02DE6cOJGRdetz6eWXwebNm+GN116HsvIymPH7+yFVlIJTT56Ua5hGO14uNRT9hwOMIKcIOprP4vx1gi7mKdZ4nnMk63oQNBMsMQcpsy5RbASdR3AP4INvIuirlhgRu+20smGkBvSy3ZnZd8/+UNq4EVJffQato05Ikyq798fLB9/LICIoa2h4uSUDXkjw360thrk54uA495DGmFSCbrgDeBFU6WevFSpH652QMM3WLBH06EEngh495kTQo8cce0wiQYe1K0BbuxJSa5Y5g0IEPZ4NQ716QiA0gn7PtGkwcNAgOG1SmmDvNXQv+P3MmXDrzbfAooULXQf56OOzAbXwZ/34DNeyBV2AB/PiZqv9hgBoWjqdkhDUSBajXCLotsRbD0SG/q6pFel9llEuABmVxdFrudAIuovZrgo/ZFMbjfUs77mIv4iFLUEXcq6HrlnX35fi1Yuh+OO3ofWgU5xN7nOZoPPgh+j3v/hpYwmM4Gb4d55CLMKAZlEQdCN+giCkc30f9WjtomDPtY5w9hplvRB81w6CFyCCHhxDry0QQfeKWPDyRNCDY+inhUQSdH0ijncQDPqJ1lIJO6tl8CcNugxK+VMmNIKOBLuxoQEu+cnFBlpvzJ8HT8x+HJ584glHBC+bfDmMGzsOdqmuhqm33QF/e3tR/qAdxkyEdEbMrHvsKczM29NFUxhXLhB0ZpaNftETLjdM2vkU2KGMJssCCS9kgp5NY81M//sOBkATdAuR87JVTQS9Ku1y4JTiygjItnZleo8iSRw5oYtAhu2/ayXo374s/b7YxSzIYYJuROa3kFRjrTjiEQurIiHodmkDs2xow9oAy3gQVtgKCCWyHnh5t4KWJYIeFEHv9Ymge8csaA0i6EER9Fc/Jwm6AqtBf2gFr0UEPTiGudSCZ4I+YsQI+OEZP3ac49Tbb4ft9dvh6WefhbVr18JVkycbZV+fNxdemfMyzLz/fsf6d997DwyuqYGysnJ4+MEHYc5LL7GyJeVluYRrpGPt2PfboO15MKQ2rwHt/9s7D/gqiu2P/25CCIFAQnt0AoIgKkVRwff823iKFGnSFBR9gAgqRcUuCkiNShUQsVAFsaGC4BMU0QfYH/oUEIGgUqQkARIg7f4/Z+7dZXNz7+4tu7O74czn4weT7M6Z/c7s7P52zpxTtb6w7dn5BeJ//SLidiSUTURcQjzO5ORGfK6sEwrb3qZeJ44fAirVUE3H/bweRRe2gyf7EOK/eE38vrBFJ3jrNVePIU7xW5bJam5YdsolJyP/9GkUFhSEdXy4BxWefxW8Ta4KOh60HKMdL0o7Cjo9erZJBWdQZt20oE0sqlofRW1vE2OVijJeKbI4yqcU67dwr1F7XFG9FiLvdhzVX3AGhc3awXP6OOL2fC0OU9pZZs9WJOz6D07dMMo3v6yeXMKcwiduyzJffS4qBTeOFCnt4j+dVzzIX5lEFLT3XTMVul8UNjIur0JqCnKyjwsvH6uK3pgPHCveOhefnTMP/Yr4b96OuFlFNc6Ht1INeGuej7i93yLu920R12HVCeUqVkR+7ikUFpo7r1jV3tJQL3n+JVWqiFwa51ykEEgolwiPJw55pygWBBdZBJIqVsKZ3FwUOWB+KfZeqPMOrH0Hcdp7oFG/latQAfl5eSjMzzc6lP9uIoGCM3km1hZ+VREL9FaXXoJBgwaFtPDU408iMysTtIKeczIH9w6NbAVdqXjipEloeUkrdLqpg/hVhcqVw7+qc+zIvAZXIL9hm2JXnbBnK8ru/SpiEp74OPGgKzJZKEbcEJ0Tcq67X/1rXOYfKKpcV/253NfLcfryvr4x8+ks8e+pVt2LHUPnJP3wrplNirmuuIQEeAsL4Q0SnyGWyvNrNUPeBf9E/JHdKPvrJnjLVfIJ1tPHi3GJdrwobdP2SZkDvyBx+ydBm11YuQ5Ot+oB6gMqSt9R2/LO/z/xu/Kb5sNTcCaqy869arCIPF92+ycoqNMSRRWrixzWSVsWiTqVdtL1e04eQWG18xB38jCSvl5ewp4ybsr98A7iM/+Mqj12naRcp3IPaNuR83930xdP8aukzQvFWJBV4hPLojAvD7BOn0OZD2mcU78GG0veMonIJQ6akvjjapQ5sjsmFFRvtGM3JsMhTo4vm4DC/AJLP4hY0W5X1+nxID4hwTfOuUghEBcfL2I0FnHmHym8FSNOm1+KylVCft2WKKjXCtp3GnrvKEypi/hs33uH8g7itPdAo86LSygDb2GR6e+JRnbP9b/nZGbagiBigR5uK8Ue9Nq10adXL3FKo0aNMHvunLD3oA8cPBA9e/VGl46dkV/AX4v0uAd1tYzSZdnpLu5BXXRp371SKPhb+xG+QFiK27KyV1RJNyXZrTece8aqPejFArhlH4Sncduz7v/a+AVh5DvXvY5w95HTlgxKw0ZF6Q+KoP7LRnhad/HtB9+8whdDIcJSzFU54Fxypyc3frH3LMjfPLu2lrTmUhd3NTJ/qHzc/v3WduzBk+LiToEAW9wk5gBQRP5v3y/Z58oefeUvLtyPGM7twS7u4VAy9xh2cTeXZzi1sYt7OJTMP8ZRLu7+ywu2rU+NS/LzRqDgNDwt2kvNXmIWeXZxN4ukO+qxTKB36NgRw0eOwKwZs7D+k39jSno6GjVurEZxHzP2GbRo0QI9u/cQpCanTxUp1b784gvh4j5+wrMoLCzkKO5hjKOgAj1KEep4gR4QkV3sOa/TFEip6SNFAj1QWLFAB0isUaozSkNH+bA/TAc6jz6bli7WLAAagW64j1c5VsnL7d/3G2uEdzUSt+aeESnE/B8l1BRwgQI92P5zTXDBaOM5hHHrWnKIUeA/+julWKMxEc2HkFgaLUOgU/vER4qr7xBu/kFFuj94oriWnGx4Ny0svhUglot00Lks0OV3Bgt0+cxZoMtnThbdItCVd0IlnapILxrrooQNyFmg2wDdRpOWCXTahzX1uXRc3Ny399fr9WLWjJn4aM0a8fPM2bNE2rWO7W8SPy947VXUqVNHRZGbm4OnnnwKP//0PxvxuMN0sVVlEmIkVkupQFeCXyk9IybZ6mli5VVZESwRxVkR7PT1lMrRDHjCyXMssfutWkEXAkVZsdZeD33I8AtlEVww62BUUf/VKhXRHWrVVmtbK+bp9/6UdzEL9CDp9MS1Uf/nnYJ368pi+cDj/vgJhXu+CzkWYm2PxOFTzJSRQLerXWRXlkAXzxwS6ZQKTTPGxO8piu/1g30fpw7vhZc+VGz72E4sltlmgW4Z2pAVs0CXz5wFunzmZNGRAl3xjtIG7NQs0ngPZ4hAwizQ7RkzbDV8ApYJdKUJycnJqFevHnbs2BE0/7m2qeXLV0CD8xog81gmDuzfH/5VnONHagW6cA++sg9AUc7XzoyYjNNX0NVVXyWdGkWprtXUJ9D9HyVKCKvr7wZSa4aMLB4xJAtOsEygU1sDBbEiWMzMBaqI/XCisAemp4pVoCeU84mxZlf7xoHykSrgOtUI//7+K/tRum5QIUcJdHL/L1/ZF/merk+nsEDXwAn0pqEtDuVTfQeUUrd27dBggW7BZG1QJQt0+cxZoMtn7liBHixKOwt0ewYIW42JgOUCPabW8clhEaAVITS+Ap6EJODbVWcFmV/4hFWJIlqSkkCBP045MAKtuiKWfxrezxeJFV+Rbk3rwr5pEUoIFDOFaCQwIzhWikAnQZKbeTbvN3FTRGwEbQ16qCLQw3Eb0wp0jUhSXdQj9P5Qc3v7G6a6tQd+iAhouKsEusI3jNzeLNB1BLoyF5Bb+4FfSu3KuUKABXqsE1vk57NAj5xZrGewQI+VYHTnO3IFXSvQt7wJ4XVJXpZUyFOQMsbUbhp1rJvoSJlzFru4m8PRLbWwQHdLT0XSzhgEqaNW0Mk9O60lUC3N99+Bnb6fAwPgKatk/tVbVciTeCcBqEzOUXywiAR7LMdaKtDJzTelps+ly78dQHX9tkOga4KUebdvhIcCeZHrcbT5SZX6qBISXt+t8rmyK+I/cMU+47+ILziF+J2bXLGCXiL4Hb1kbJgfcrhFzTGWARzmuTJd3EWTAlfQY5gbw7xERx3GAl1+d7BAl8+cBbp85mTR6QI9aNwZf3Ba8Q7ksK2ORr3IAt2IUOn6Owv00tWfvquhPcfk9hsi+JXeJTtJoJeI2E6Cu3yqz81XG3XbH/Cp2J6iUG7dDu1vSwU6jYXUmr595i3a+z5y0P4s+jfC1eqQ+LT72Q0eeiJIWd7pEq7aUQtLTbA7sad428fwtLjx7N5iRaBTtPj8U0DGNiR5c1GUn+8Oga58uNDC9wfWC9YfUXOUcG/YJdDFyokHvvgc4cRJkMBChgkW6DIoF7fBAl0+cxbo8pm7VqAr75Es0O0ZNGw1bAIs0MNG5aIDY0gP5WiB7u+CwC+fXgoKUr8FvPu2qauxgcHkxKnn6gq6ZuiqEf/9DynTBLryUSiGh14kwlKsKudmFQ8ERqvwQfbA0/gQEewP7FA/CpSrVMk9Ar1xG5EWRniOkMCkFII6qegctXc+YNq0TaBr22HWRykXPBJYoMvvJBbo8pmzQJfP3BUC3R8QTnjTUaHUmyHeI+0hGJlVXkGPjJfbj2aB7vYeDNb+0iLQFWEScI3huCYJ0U6BtbSFBToCU/J5Y02vpjzsKIJ69TTf6rVBELOQt5w24rxRXykeEiRaazc9+9ANZw88AFcJdH90evIQoWIUgVab89Wz3Z+5wCHznCMEuja6r0O4WNUMFuhWkQ1dLwt0+cxZoMtn7kNeqsUAACAASURBVCaBLp6dp7KLvxMavWPYg1TXKgt0B3aKhU1igW4hXNuq9u/JjUZ8OWoFXUmb5d8zpPLUce9VjyGxRxGb6V8qDl81s9TFXTMQtbnCg6022zZmFcOKq/zni+BJrQFotzIoHwO06bOUXOrK38IIokaHukmga/dRC4FOH+BoPFMAHCqU0UApza4B6D/yJgjzY4XMPpct0AM/SAlWlN1Cy0wmAMm2WKBLBk73Z1wckqtWwYnDR+QbP0ctskC3p+OduAe9WGpZZb85eZwdySiecpYFuj2Dhq2GTYAFetio3HNgLC6urhDo4U6s/r3pLNDPjl0RQO+yLkCZJGDdDOcNan9AO7VhQfo6qHeEP7VaON4VYQt0xYPjcAawaaF8Vv7Uakj5m8jZ7V0/35e1QJPXXo3H0JxiC7Tw5fZWPlawQC/pMRLmBxz5nW2NRRbo1nDVq5UFunzmLNDlMyeLjhTo1DDFwy4wIJwSj8alcUh4Bd2ecW6XVRbodpG30G5pEehQgr+RG7bWXT1cgU6MA1KwWYg9pqplraDH1EgJJwemTAsWN0Bx4Vabk30Q3l1f+faZ7/uvT8QalHBW0MWXeL8XRrjC38huRH8PDHSojHvtRwx6AaHrpX32AYVX0FFMoOvt24+oX1x0MAt0+Z3FAl0+cxbo8pm7QqArHnZ+r0sRoLZqGnA0w3UR3Ik3C3R7xrldVlmg20XeQruKyInGhdlJK+jFUiQpObsj/PKpijl2cbdwxJlYNYlicj/Wi6MQkDYtmnEelkAnN3F1m4X1q+jCu4HS4NEeaWKgFejafPEtboSncdug0IUov5Bd3BU4Whf3aLJamDiybamKBbp87CzQ5TNngS6fuSsEuoIlkkUde1CGZZUFeliYSs1BLNBLTVeevZBIomEHXr5jBfoFVwP09TMwB7pB/50VWHuBTYsc29u8gh7QNXoCPWBlOZqV0XAFulhFv36IL3K6SQH1Qg1C1XuAvvpn/wWQWFeK5gNTUBd//3FChFLEd8p7v2lhWN4EMm8K2/ag0wcPWkU5xwoLdPkdzgJdPnMW6PKZO1qga73MNB+37aFknlUW6OaxdENNLNDd0EsRtrHUCHRyL6a85xTUKaWGL8WUJlVWOFhUd/8g6bfCOV/WMSzQA0hrtzdk/KD+Uawy08NXW8IJGhhQfdgCnVbRlYwA5EpOY9GiUiKgmcZOMS8BJa99/ZZAeX/aGPp4RcXhKwXSBbqSgjH7IDzbPrao55xbLQt0+X3DAl0+cxbo8pk7WqBrvewc7j0ZSc+xQI+ElvuPZYHu/j4scQWqQCdBsX5+RBGLHbWCrqyUxiA6YtmPL3NosEAvTjtUv6limVZEaXU7wi0PipVIBLo4p/0I3yp6DHneDceT8lGCPiYlJPnSx/mzEATdT+7fDlBs334M94ph+0w4QLZAN6HJrq6CBbr87mOBLp85C3T5zF0j0CP0urSHZHhWWaCHx6m0HMUCvbT0ZOB1KC4+EUagLm0C3S3dywI9TIHu339NK8o4sBPIOx1V3vWIBbqey71ZgyzQhiYvvN6HAeFV0OJGIDcb+HaVWa2xpB4W6JZgDVkpC3S5vMkaC3T5zFmgy2fuFoHuxGCp0fYWC/RoybnzPBbo7uw341ZrI1BHsHfWKQJdXRUsRe5Jep3GAj1AoNdqCs+VfdT89d7yqfDQqnnb3iIWQawr2U4R6HRdqObba+5p3AZIpb3ji9QIs+QxEEl0euOJwd4jWKDL5c8CXS5vFujyeZNFFuj2cHdsmjVNil01Fak9iEy1ygLdVJyOr4wFuuO7KPoGRuPe7RSBjs6jfbmfHZjLOfoeCX0mC/QAgV69ATy0oqx8oKEHLrxn04lFse9cayFSga5kAzD7YR9037nD3dRjGf8s0GOhF/m5LNAjZxbrGbyCHivByM9ngR45MzPOcKpAF8/VCqnw5mSFnXrVDB5W18EC3WrCzqqfBbqz+sPU1rhWoGtce50e9MqsDmOBHiDQlWBwuVnwfr4IHgoYqJQo953HJND96dbM/mCkCnSKNJubCe++bfBoguKZNb6cUg8LdLk9wQJdLm+yxgJdPnMW6PKZk0WnCnR7aFhvlQW69YydZIEFupN6w+S2eBU34QiCZDhhBT2WKPQmI5RWHQv0IKj9QQJFBHNt3m/KEx7jXuuIV9CVfOi0jm9moLgQ0eqlDTzJhligywXOAl0ubxbo8nmTRRbo9nBngS6XOwt0ubzttsYC3e4esNB+NELXEQK9cRtfLmcThJiFeE2tmgV6aIEOygteNkk9wIxV7IgFOn3suqyriKpulkAX++ppT33AvnNTB5bDKmOBLrdDWKDL5c0CXT5vFuj2MCerLNDlsmeBLpe33dZYoNvdAxbaVwU62fh1K7B9o2HKNSsFureaL1ez58he3au2ar+vhahjrpoFehCESiYC+hPtRffn+jZDIEcq0EXrzI7krg1kY+aqfMyj0boKWKBbxzZYzSzQ5fJmgS6fNwt0e5izQJfPnQW6fOZ2WmSBbid9GbaVXOJki1Yif/sK2LU1pFC3SqCL1UJlH7FRECyzhZAMzjHaYIEeBKB/HNBfvJtXACk1fR94fgs9fsPthmgEuukfjuh+oCjuZrvNhwvBhuNYoMuFzgJdLm8W6PJ5s0C3hzkLdPncWaDLZ26nRRbodtKXYVsr0P329FyELRPoyn54EiPr5+vnrlbaHGOkbhl4zbLBAj0IybZ9gNpNfR+TaCyYWKIS6GYGitMGQgznnjDx2u2sigW6XPos0OXyZoEunzcLdHuYs0CXz50FunzmdlpkgW4nfRm2b35Y7JsVhaJfp9TUTV1mmUDXBNlC1kFg06Kgq/jqSrsFokwG7mhtsEAvSU6NcB5BkMNw+dst0NUAjkqDjbxKwr0whx/HAl1uB7FAl8ubBbp83izQ7WHOAl0+dxbo8pnbaZEFup30ZdjWuAmDhA6tSIYIvkZ7xMtUr4uyf+3AqaOHzW2dth2hXHopYBa5/KbWPJv/2txWOLY2FuhBBDqNhQo+F3AP7UE3sdgu0JUPVof3wns4Ax6KD3EOFBbocjuZBbpc3izQ5fNmgW4Pcxbo8rmzQJfP3E6LLNDtpC/DtnYf788b4bnwmtDi1+9aHnfiMAq/fAOe3CzzWhjgau/dtg4e2guvlECXX2rrOSJaCAELdPOGWjg1RSXQqzeAh+4nEtXfvg9PWkt4c7Ojy1uuxFnYvAKeAzvCaXKpOIYFutxuZIEulzcLdPm8WaDbw5wFunzuLNDlM7fTouUCvXz5CqhdpzZ+27ULXq/Xzms9J20rga3o4sXe8zAEujiWBEjGD6Yw86bUhIcicmuKyG297WP1N8Uizpts35SLsLgSFugWAw6oPiqBrozj3Cx4f/kcntZdILZrbJgfeePPwTgLBIkFeuRDJZYzWKDHQi+6cz1xcUiuWgUnDh+JrgI+K2ICnAc9YmSmnMBp1kzBGHYlLNDDRlUqDrRMoHs8HkycMhmtWrUSoIqKijBj2nR8vG6dIbgXZkxHs2bNcEf//jj8l8mu1obWS9cB6j5eEr20ak35xYOIikCBbGYOcm9aK5+YITfl3GwgrWWJVXxtO8UHgnMk7ZQy2ligy73vohHoooV+YS0+MDVu62t0hPvH1Q9WOdnAuhlyL9xmayzQ5XYAC3S5vMkaC3T5zFmgy2dOFlmgy+XOAl0ub7utWSbQb+rQASNGjcTsmTOxfv0GTJo8GY3PPx9dO3cWYj1UGTlqFNp3uEn8mQV67MOjmPAlIaGs3AWKimbXAPRfwRmgTCJA7u1rZ8beABLb2ujXlCKLAtdRyjcS67TfXFOE8ClfGdiywhTbbqmEBbrcnopaoCtbRuj+8KdIExHmKahhiFLMg+SDqfCmtfR9KAsRC0IuCbnWWKDL5c0CXS5vFujyeZNFFuj2cGeBLpc7C3S5vO22ZplAnzZjBmrXqYM+PXuKazyv0Xl4ce5cTJowEZ9vDB4QqUu3rrhn6FCseu89dOvenQW6CaOj2Mp4CIGuFRCeQ7/CW+N8n2WT0pwVE+i0r1wbWT7gGr1rZ5q7990EhjKqYIEug/JZG9EKdO2WEaU2ytGut49cG7FdHFv7AuFFUiIOg1wEtlhjgS4XOwt0ubxZoMvnzQLdHuZklQW6XPYs0OXyttuaZQL99cWLkJuTg2H3DFWv8aOP12HJosVYumRJietudeklmDhpEl575VXsy8jAM+PHFRPonvg4u1m50r63Whrwj9tF2z2rnoX32kEi1Rq+XAzPkQzxe+8lXYD6LYAjGUjYsRGFF16Posp1gX3/BY7ug4f+jaF4r+gF1GoKfLVSCBnRJqXUawmk/A34/Udh30Op4M7BklQpBfmnTqEgP+8cvHr5l5yYXBHe/HzknQm98h2sVd76LYFLbi7+Jxq3Xy5Wf+dtejWgjPEdnwNV04ALrvb9fd82oFp93+r7ZwvOufFesVpVnDh6DOB4JFIGffnUVJw5kYPCwnwp9tgI4PHEoULlVJw8doxxSCJA6WFpa8GZnBxJFtkMEaiQWhmnTpxEEc8vUgZEUqVKyD99BgV5Z6TYYyM+At7C0F7fVjKKWKDT3vDbbu8fsk3pU6bgePZxrFi5Evv378eoESPUY9esW4sPVr2PuXPmFDu/Zq2amL/gFWz+z5dihb1NmzYlBHql6tWt5FBq6y6sUA05l/YS11dp01zkNO+CwtQ6KPvnNngK8hCXcwSnm1wHb5lEVPh6KeLzTuBMvctwpv5l4py408eR/PXSmPgoNsv/uAplsvbHVFdpPZk+QHlp6wfHUZTSxZ44jw91UWTAtfcTne4pOCPuHe3YVsa7cv/Q3+k/5eeicpXEeRU3vyrlWp1khMe53N5g3nJ5C2se3z50u17qbLhi203SfC5epCOcz21vuMsbwPOL3A4U7y30cTuy1xa5jSyF1o4fticWWsQCnVa6Bw0aFLILnnr8SWRmZYJW0HNO5uDeocYr6IOHDEGPW3qokd6TkyuCRHtGRgaWLVka0iW+FI4DSy6J3NzFewOlh1LyLwdaogBumxaBvkSjRkPkXerbmiBKrK7uSkqpcyzwWySdyS7ukdCK/dhoXdyFZSWOg5LDnDIj7N9xNm5C59FA2aTijaQ96vTVu0KK7/f++y32K3FXDeziLre/2MVdLm/xnOUo7tKh8x506ciFQXZxl8udXdzl8rbbWsQCPdwGiz3otWujTy/f6m2jRo0we+6coHvQL29zBbp166ZWnZpaWexZ/99PP2HFihX4eutX4Zrl4wwIeBu38QWoCigiBdv2jUKgx5dNwKl2I9UjaN8sBY8jgR9VYYFuiI0FuiEiUw+ISaC37urbQ75rC3Bgp5obnT5wiaIIeBLttZv6fkcfuei+owwGSspDisdwjhUW6HI7nAW6XN5kjQW6fOYs0OUzJ4ss0OVyZ4Eul7fd1iwT6B06dsTwkSMwa8YsrP/k35iSno5GjRurUdzHjH0GLVq0QM/uPUowCObibjeo0mK/RDo1/4UFCvRclIencRtVUAhREe0KOAt0w+HDAt0QkakHxCTQqSUJ5UTkdm/5VHhuGn426wH9noIg0t++WQXPlX187X5nHIoFi1s//5zbf04YWKCbOowNK2OBbojI9ANYoJuO1LBCFuiGiCw5gAW6JVhDVsoCXS5vu61ZJtApD/rU59JxcfPm4hpp38SsGTPx0Zo14ueZs2eJtGsd2/tSqmkLC3QLh4UiIMgEud3Sz9Q//kjU6gp69nGo+cuV5lBqqfXzdVNKBW15qNRuFl6m26pmgS63x2IW6Nrmasa3+gHM78IuBDzdN/5CW0yokLfKuVhYoMvtdRbocnmLe5td3KVDZ4EuHbkwyAJdLncW6HJ5223NMoGuXFhycjLq1auHHTt26OY/txvEuWRf2ZOOWk3gadzWJ9D9q+PFBHpKTXja9oF3+0Z4SFhUSCm+iv5/A3ypoowir7NANxxeLNANEZl6gCyBbmqjS0FlLNDldiILdLm8WaDL500WWaDbw50FulzuLNDl8rbbmuUC3e4LZPuhCWj3owcT6OJMvysvAtzUi7nKH/anazu8N/jKIAt0w2HIAt0QkakHsEA3FWfYlbFADxuVKQeyQDcFY0SV8Ap6RLhMOZgFuikYI66EBXrEyGI6gQV6TPhcdzILdNd1mXkN9tIKebu7RYXetTOFK652Bb2YpUCBntYKntZdijeGXHnXziz+u+vvBlJrArTKTu7xXIISYIEud2CYKtDpHkqpCS+N7+ppIggjBZDzbPtY7kW5wBoLdLmdxAJdLm+yxgJdPnMW6PKZk0UW6HK5s0CXy9tuayzQ7e4Bm+0H7okNR6CLlxAS7FQoUnVCIuBP5UbBsERJKOcLoOX/AFAsDZXN1+xE8yzQ5faKqQJd8/EKVdPgufAaKEEX5V6V862xQJfbRyzQ5fJmgS6fN1lkgW4PdxbocrmzQJfL225rLNDt7gGH2Q9LoJdJVKNTK8HllNRS4udmvkBY3h8/9gn5nGx4v1sVfZo2hzGyojks0K2gGrpOFuhyeSvWWKDL5c4CXS5vFujyebNAt4c5WWWBLpc9C3S5vO22xgLd7h5wmP1QAp1W2pWVQfESErhK6HfzJTFOweREyTroc2/3R7R22KU6qjks0OV2h5kCvdi9UTZRBF7kFfTg/ckCXe44Z4EulzcLdPm8WaDbw5wFunzuLNDlM7fTIgt0O+k70HbUAt3v5hvsklisGHc0C3RjRmYeYapAb9xG7DvXFiXoopltLg11sUCX24ss0OXyZoEunzcLdHuYs0CXz50FunzmdlpkgW4nfQfaDkege6qniT3nqns7XUfbPkDtpr4rovzqyuo57UWnVGy7tjrwap3TJBbocvvCVIFevcHZmAx0GdkH4d38ZrH853KvzrnWWKDL7RsW6HJ5s0CXz5sFuj3MWaDL584CXT5zOy2yQLeTvgNtRyTQ/bnT6TJEyrZqDeA9sAOe/duFSKcgceKFhaK7c9ElwAJd7gAxU6CrLW93N7y7voIn4we5F+MiayzQ5XYWC3S5vFmgy+fNAt0e5izQ5XNngS6fuZ0WWaDbSd+BtsMS6A1aAuVT1dRsDrwM1zWJBbrcLrNEoMu9BFdaY4Eut9tYoMvlzQJdPm8W6PYwZ4EunzsLdPnM7bTIAt1O+g60HZZAv9AXpV1NqebA63Bbk1igy+0xFuhyeSvWWKDL5c4CXS5vFujyebNAt4c5C3T53Fmgy2dup0UW6HbSd6BtI4EOct9Na8UC3eS+Y4FuMlCD6ligy+XNAt0e3izQ5XP3xMUhuWoVnDh8RL7xc9Qi50G3p+M5zZpc7izQ5fK22xoLdLt7wGH2Qwr0wEjVnDrN1J5jgW4qTsPKWKAbIrLkAF5BtwRryEpZoMvlTdZYoMtnzgJdPnOyyAJdLncW6HJ5222NBbrdPeAw+yEFujZSNeU6z80ENi1yWOvd2xwW6HL7jgW6XN68gm4Pbxbo8rmzQJfPnAW6fOYs0OUzZ4Eun7mdFlmg20nfgbbDEujvjHNgy93dJBbocvuPBbpc3izQ7eHNAl0+dxbo8pmzQJfPnAW6fOYs0OUzt9MiC3Q76TvQtqFAzz4IrJ/vwJa7u0ks0OX2Hwt0ubxZoNvDmwW6fO4s0OUzZ4EunzkLdPnMWaDLZ26nRRbodtJ3oO1QAh0J5eBNrSla7KH951xMJcAC3VSchpWxQDdEZMkBvAfdEqwhK2WBLpe3eD5ykDjp0FmgS0cuDPIedLncWaDL5W23NRbodveAw+yHFOgOa2dpaw4LdLk9ygJdLm/FGgt0udxZoMvlzQJdPm+yyALdHu4s0OVyZ4Eul7fd1lig290DDrPPAt2eDmGBLpc7C3S5vFmg28ObBbp87ryCLp85C3T5zHkFXT5zFujymdtpkQW6nfQdaJsFuj2dwgJdLncW6HJ5s0C3hzcLdPncWaDLZ84CXT5zFujymbNAl8/cToss0O2k70DbLNDt6RQW6HK5s0CXy5sFuj28WaDL584CXT5zFujymbNAl8+cBbp85nZaZIFuJ30H2maBbk+nsECXy50FulzeLNDt4c0CXT53FujymbNAl8+cBbp85izQ5TO30yILdDvpO9A2C3R7OoUFulzuLNDl8maBbg9vFujyubNAl8+cBbp85izQ5TNngS6fuZ0WWaDbSd+Btlmg29MpLNDlcmeBLpc3C3R7eLNAl8+dBbp85izQ5TNngS6fOQt0+czttMgC3U76DrTNAt2eTmGBLpc7C3S5vFmg28ObBbp87izQ5TNngS6fOQt0+cxZoMtnbqdFFuh20mfbTIAJMAEmwASYABNgAkyACTABJsAE/ARYoPNQYAJMgAkwASbABJgAE2ACTIAJMAEm4AACLNAd0AncBCbABJgAE2ACTIAJMAEmwASYABNgAizQz4ExULNmTXTt3g3z570Er9cb9IrLJpRFg/Ma4s/ff0dObm6JY+Li4tCocWNk7NmLvPy8En8vX74Catepjd927Qpp4xxAHfUl1qhRA8nJyfjtt9+C1mHEN61BA2RmHsPx7OMh21Cvfpr42+/7MqJup5NPbN36MtSrXw/vvftuyGZWrFQRdevUxY4dO1BUVBTxOK5WrToSE8vizz//PGc5RzsGaA6pU7ce8vPO4ODBg0Gr0eNrNAdF2y63nXdzl5vx16G/sHXr1pBNlzGfuI2brPYaPUupHXrztdE4r5xaGYlJiTh4IPg9JOs6rbZjxnxuxNJoPqdnZuaxozh58qTVl+vK+o3mGSO+evdB5SpVUKVyZezevbtUv1PaPZ+XS0pCWloa9vy2O+i7vSsHZilpNAt0l3XkP676B54cM0a0msR2x/Y3GV7Bddddh4cfexRdOnZGfkF+iePHT5yAyy67TP39kSOHMfrBh9QXgNv69UP/O26Hx+MRx2z4ZD3Sp04V/0+/mzhlMlq1aiV+JtEzY9p0fLxunfh59pwXhbDXltzcHNzSrYdhu51wwKOPP4Zrrr1WNOXQoUO48/Y7TG0WPaBmvjgbZRMSRL15eXmC3YuzZofFl7iPnfCsev4fv/+B+4YNw5kzZ8T59IIybsJ4XHLJpeL/wx0zpl5kFJVFM86fevppNG/RHL1v6RnU4tLlb6BKlSrqON25YydGjRgRFmd6KZ49b456fm5uLh4YOQoZe/e6mrMCavGyJaCXqcD7O4quC3pKj549MWjwIHUOoRfeOS++iE/XbxDHG/HVm4NeXfg6atWqVcLuhvUbkD5lilmXYEk90cwvS5cvR8aePXj8scdKtMnK+WTkA6PQ/qaSz5u//voLA/rfbgkfsyu1epwbPUuN5mu9cd74/PMxdvw4VK5cWWChOWjm9Bn4fONGszGZXp/s+ZwuQI+l0XzTu09v9Ln1VpQrV07MWZnHjmH4/cNx9MgR09lYUWE080ok7TCaZ4z46t0HtBjx4rw5oIUlKgUFhZj2/PPYsH59JE205dhouNs1nxOgsePG4Yq2bVRWa9d8hBnTp9vCjo2WJMAC3WWjgkQWfVm8rd9t6NCxoykC/aHRo8XK7Sef/BsXX9wcT455Cl9t/Qpjn34alVIqYfmbb2Lz5s2YMmESbru9H/r07YsHH3gAP//0P9zUoQNGjBqJ2TNnYv36DZg0eTLoRaJr585CrM+aOwdVKldB+tSzL8o5J3Pw686driCfmJiI5IoVMXHyJPGwNvtF9LxG52HgoEF4/bXXkXksEw89MhotWrRA3969xWq4Ed8VK1ciL/8M7h06DOc3boLxE5/F6g8/VAX+tBkz0KRpE3z5xRdYvHAR6GupG9hHM86NBHr6c8/jnXfexo/btqFr9+7of3t/PJ+ejk/+/Ykh53ETnkWrVpdg1PDhyM4+jpcWvIRjRzMxeOBAMY7dylm5CcmzoGzZRLy2cCE2ff656cK2e48eqFO3DlaueBMVK1XC2PHjQd/7buvTVzRBj6/RHEQvi5Wr+EQLleQKFfHEU0/g7TdXYsGCBY6eZ6KZX/Re6KycT6pWqyY8VLTlqTFjcOjgQQy7Z6ijOcsa53rPUmqD3nxtNM5fX7QISUlJGHDHHSjML8Ccl+aB7tu+vXo7nr3s+dyIpd58Qx4Qq1Z/gB++/wGPP/ooUlNS8frSxfjh2+/wtH9xxOnAo5lXIrkmo3nG6Hmpdx8MHTYMnbvcjCmTJmPrli2Y+eIs1KpVB7f26hXUuzOSdlt9bDTc7ZrP+952KwbceSeWv7EcyxYvwZBh96BT58546vEn8M0331iNiusPgwAL9DAgOfGQgYMH4paevYRAp0nhjTdXYNzYsfjhu+9FcyenT8XJEyfx7LhxMFpBD7y+l195BSmpKWIlsl///mL1nFa8aeWbyqrVH+KrLVswYfyzQpjUrlMHfXr6Vi1p4n5x7lxMmjBRfNkngZ5cvgLuGjDAiRjDbhNdU3LFZCHQa9WuLTwD6GWJSk5ODqZPm4YvN30hfn77vXex/ZdfcOFFF4m+2bF9B8Y89SROHD9haO/Ciy/C8y+8ID54rP5wtS7fnTt24LVFC8Uqykdr1oi658ybi5TUVPTreysaNmwoXuLWrV2L6S9MM7TtxAO04/y6dtfj3vvuQ8/uZ70vlq98E0sXL8YH738AI4EeeH0frFmDbf/9AU889rjhOH73/VX46aefxMOLyqDBg3FLr57i/mvQoIHrOSts6N7+4vNNQqDf3KULBt09GAl+7w5yq35k9GjhSdKmTRs8+sTj+P7773HZZZeL0yMR9vcNv1+8DChePXp8lZWwUHNQYL8+M24cLm3dGj27dXeNy552fjEa53ovdIEszJxPAuu+4cYb8MBDD+HhBx/Cjz/+6MTpI2SbtOOcPNLatG2LMmXixUdlupbHHn5EeBvde/99uPyKK3AqN1e4pdOq9ZJFi3W30WiNap+ltCKoN18bPWvffu8dZGZmYdBd/xImT4Z38wAAEDdJREFURo4ahXY33ICbO3Z0DftI3ltimc+NWOrNN5UqVQI9V9Z9tFY816mQl05hQaH6QdYtwO16b9HjS27xevcBjfN9+/Zh1PCRAnOdOnWw4LVXMXXSZHz66aeuQO+G+ZzeYevUrYvuXbqqTFd9+AG++fobjB871hWcS3sjWaC7tIe1DzpyCaJJbcL4Cfhi0+fqA4VWYEcOHx6RQCdB+da772LXr78K99/RDz+Mq665Gl07dVZJkaswvazT319fvAi5OTnFVlA++nideIlZumSJEOgN0hrg8OG/cPLECfz744+FmHJb0U649IAZMmwoNn/5JU6dOiNcd+mDhjLR0fWTqzqJ5hMnTqJf/35YtHAhli97w/CyFTfSuwcOwu+//67Ld+evOzFu/HgMG3IP9uzZI+qml83Wl7UWbRlw113oe2tf7N2zB9X/9jcUFhZh06aNmD1jlmE7nHKAdpx3694dQ4begw43tlebt3rtR1i2dJkQ6ZG80LW69BLh7aGMU6NxvGbdWryz8i11Rfba667DI489KrY83NSxo+s5BxPoJBRbNG+Bb7/9DhUrJuOeYUOxe/dv4sXpnzf8Ew+OHo1jx47hg/ffR8OG5+Hqa67GXXcMCLm/XDumaKU+tXKqes/o8b1jwADdOUhbL4kgepl+95138fJLLzllGBu2Qzu/GI3zSAS6mfNJ4EWsfOdtHDl8GEOH3GN4fU47QCvQaY7JzyvAzp070bRJU/Ttd6vwNlq2dCmeHjsWba9sKz6ybvzsM3To1BHVq1cv9lIb6toCn6WXt7lCd742etYOGHCnaNuxo0exdu1a9OzdGxs//QwvPPec0/CGbE8k7y2xzOdGLPXmG/oAOW3mdFxwQTPR7zu2b1dXdN2wnUAL3673Fj2+9Ruk6d4H76x6T7yz0BYypdA71Yrly/H6q6+5Yqy7YT5/Yfo0NGjYED26djv7bv/GMhzLysL9Q4e5gnNpbyQLdJf2cCQPukhW0Oe/sgB169YV+5h3/7ZbuJ42b9682AsJiRna4zxk0GDhsrd//351Ly/hpMn5g1XvY+6cOWIFglYYSbDSv1WqVsXbJHReftlV5LUTLjWcXAvbtfuncB9v0qSpcN9VhCM9TLSr2vS1+MTx4xh+3/2619z2yisx5pmn8b8f/4fRDz0ojtXjS6KctheQSKSXCir0YnL1tdeKVZXHn3wC/3f11cJVb/vPv+CCC5uh1SWt8P57q0TfuKFYIdBpi8jri15Hfn4B+vbqJfa46XGeN3euGNOKmCduysv2yOEjcEvPW1zPOZhAp9+RF0a7du1Qs3ZtMXbOnMlDv759VYFOHgRK4En6WLL8jTeEuNErNCd0vvlmLHh5Ad5euVLs8dTj2+/2/rpzkNYWvXQ0atwI3bt0CxoE0Klj3ooXOrPnEy27Prf2xZ133YX7771PfMx1W9EKdOV+Jq+Q6tWq47IrLseWLVsw/pmxQqCTJ5TiIUaBy56dNEF4hBkFaQt8lirblULN10bPWmrHpKlTcCI7WzxH6b4b9/QzusECndYvkby3hCvQg83neizvGXy37nxDgpy25JD3UFZWNqpUqSy2m424//6wPj46ibkd7y1G8zk9U/TeW8aMfQZXXnkltmzegj//+AMtWrbA+U2anPMC3ez5/Mb27THqwQeQkZGBr7/airQGDdG6dWvs3rOHBbpDbmIW6A7piEibEcmDLlyBTm7xLVu2RPqUqWpADqMv0STWaU/5vUPP7kHUrqAHXhetnCWVT3LFvjlt27UPOnqRo4dIQWGh2H+ZUCYBNWvVDCnQye08vkw8hgy6O2Q308vXlPR0UIC+wf/6lxCNVPT4Kivo99w9RA1Wpl1BJ4FOrptdO9+s2iX+CQll0P+2fpEOOVuON1ug04eVBa+8inJJ5UDcDuzfb8iZPEFIQL791kq88vIr4njtCvrAwYNczzmYQCdvBVrNpS0chw4ewt9qkBdGobh3lRV0rUAn0fPR6tWYN2duyLFCwZfuGjgQgQHc9PiGu4JOL3EzZ89SVz9tGbBRGjVboFsxnyiXRq7gtI2HoisrbqhRXrZtp2kFOnl5NW7USHiDHP7rsAhq+u033+CZMWNKCHRlCxd9bNWL5RHsWap81As1Xxs9a2llkbJPkPs9BXR8fvoLYjW/a6ebgwZ/tQ2ujuFI3lvCEeih5nMjlnrzDQlM+qj+0tx5YiuDCGj27HhkZWWZHoPG6j6y671Fj6+ygh7qPiD+Dz/6CC69tLXAk5Wdifr101zr4m6GR5RV8zkFb73llh4om5iIg4cOiXnwP1/+h13crb4xw6yfBXqYoJx22D3DhqFL1y7qHvT3PnhfDXhFbSU3z3Bd3CmAy/SZM0Rwt6mTp+AzzT4fZS9X967dcPrUKYHh/dWrsXXL5rN70GvXRp9evcTfGjVqhNlz56h70AO50QpX/bS0YvuIncY2WHteWjAf5coliQc07d2pUbMmbu3dWwhp5UtkqBV0I4GuCH5K3XXvkKHFXrbEHv8QfJU96BQ1f+1HH4lmz31pHiqlpIg96Erfdbu5ixrVnQR/QkJZsQrqhqId55SOZNh990Xt4l79b9UxZ948xMfHi6B6ijgnDnqcya2R9tTR3tQxTzwpsA0eMgQ9bukh7j9lj7SbOStjge7tTz/dgGnPPQ/aj/bzzz8LQUCFIr42bXZB1AJd2bev3dup2A2Hb6g5SKnjpQUvo1q1arilW3c3DO1ibdTOL0bj3MjF3ar5RGkwBXHq0q2r2Autl27QyZ2gjPO33nwL8xfMV8UYtZn2H2//ZXtUAl3vWarsQTear4ON8zkvzsGy5W9g+dI3sHDh6wKt8uF97NPPYMvmzU7GrbYtkvcWI4GuN58bvbfozTe9+/YR3iH/uvMu9RlBbbny71eGFZTXSR1h13uLHl9lD3qo+yCQ34RJE3HJpZeKd8xw4vg4gb+b5nOFV6fOnXDf8OEiOJ9WAziB57naBhboLup5esBXqFBBrGilv/Acioq86hfdt959B/syMjBp4kTceGN73Na/H37d+WtYe9AXvPqqcNF+/bXX8OO2s8F+du38Vax20wsLfVWbMrFkFHeKJD985AjMmjEL6z/5t1gFphUIJYr7CzOm441ly7Dth//i71f9Q7hgUyC7YCmCnNYVTS+4AFmZmahavRomT5mqBsGa8lw6mjRpggdGjBRfHuma9Fzc9QS6kn6GVijT06fCW+TLU5+dlSVefo34rnjrLZw+fUpsSaAo7uR+uWb1asyeOQv0ArNw8WLhMv/Yow+j3T9vAO1JJcFJQfycWkKNc0rdsuzN5ViyeAk+27ABd9w5AFdfc4342WgPekpKChYtXUJ5ATF10iQRbIlKQUEB6EOHEWdKn9SyZSuMHH6/iOJOL/VKFHe3clb6n/bjZ+zei79f9XfxgCa3fXLzpLgWR44cwROPPoELL7pQjB3aqhLNCvr9I4ajY6dO+PKLL/HO22+rQ+/An/uRmZUJPb7Ud3pzEFVGaSKpDlq9X/Xee04d2sXaFWp+MRrnegLdyvmEGk/xTla8tRI//eQLpOamEmycHzt2FIuWLBEBwRYuXIgOHTqIoKiUxSSaFXS9Z2lefh705mujcU4fFShQ68j7hyMrOxtT06cirWFD9Oza3dEr6NG+t+gJdKP53Iil3nxDq5XPT3sB27Ztw9NPjRHxN+bNf0ls71GyTjh53DvhvUWPL7HTuw/oIxfl5T58+LDY+08eVPT+SQGPnVzcOJ/Tgtoff/whtvU8+NBDOHXqlFjc4eIMAizQndEPYbVCcQ+lg2l1/Lnn0vH11q/EuRRApvetfUSu67z8fMBbhN2/7RF7wxV33FB50OnBT27PgeWxRx8VYpomyFv73ab+mYLlTJ44SfxM7khTn0vHxc2bi59pX9ysGTPVqOLklqdEO6e/k+ikFwzKg+z0Qg9pelhTOXDgAEYNH4Hs7Gw0adoUU9KnirRrVOh39EKgXUHXfh0mgR4XHw/a+xZYFDfiwN/T/kba52jEl9zAnhk/Tu0/4nvfsHtVb4dbevXCwEED1fzTe3bvxoj7hjv6hU5vnCuuo8Tr2LFMsT9Q2RtO7v20Xy1YHnTyDpn1oi+3vLZQ1OZON3Uw5Ez7HF+cO0fNQUwPsoceeEDEaaDiRs4KB+UeJRbff/8dnnzMF6m+V+/euPNfd4k5he7rU6dy1ZfU69u1w+hHHhYrSsoedHIbXvPhh2I1MrDMe3m+eOkKLEqGASO+enMQ1Un5rcuWLafuFXb63ELtCzW/0N/0xjkF6aQgSpR9QPZ8QoERr7n2WtzR73axHcdNJdQ4J/flK664QlwKfYDyeOKEizulGaWtTBddeJHqIaZkxgi1997oWWo0X+uNc/oYOeSeIer+c3K5fnXBApEm0skl2veWWOZz4qHH0mi+IW+fDp06ICmpvEBLcXZoZdENKUqd8N5ixFfvPlA+UBJ3eiZ9tuFTpE+d6uQhLtrmxvlcmRPpGb5n9x48/OCDjk9l5/iBYGIDWaCbCFNGVbT3zAsvjh45UsIc5e+k/T1WBO2hfYdNml4g9h0qru7aBiQnJ6NevXpijxxNqtpCba5Tpzb27N0jPiy4pZA4rlmrFo5nZQWdtJo1ayYe3CTQrS56fMk2CdCjR48i89ixEk2hPfLnN20CZbXS6raaUb/eOKeHf2JiWcMgTdG0w4gzrQYlliun7vnX2nAjZ2o/zRs1atXCn3/8XuLepWtq0qwpyJuGAkNaXfT4Gs1BVrfN7PqN5hc7x7nefGI2B1n16Y1zYk37ucmbRkbR42s0zq0cF1Zdu1PfW/TmG2JBH2T+OnTIVaLFaF6R+d5ixDfUfUDxRE6fPoPf92VYNSRNr9eIu5X3rdF7SyjOlDK4YsWK4sOT8qHddDBcYdQEWKBHjY5PZAJMgAkwASbABJgAE2ACTIAJMAEmYB4BFujmseSamAATYAJMgAkwASbABJgAE2ACTIAJRE2ABXrU6PhEJsAEmAATYAJMgAkwASbABJgAE2AC5hFggW4eS66JCTABJsAEmAATYAJMgAkwASbABJhA1ARYoEeNjk9kAkyACTABJsAEmAATYAJMgAkwASZgHgEW6Oax5JqYABNgAkyACTABJsAEmAATYAJMgAlETYAFetTo+EQmwASYABNgAkyACTABJsAEmAATYALmEWCBbh5LrokJMAEmwASYABNgAkyACTABJsAEmEDUBFigR42OT2QCTIAJMAEmwASYABNgAkyACTABJmAeARbo5rHkmpgAE2ACTIAJMAEmwASYABNgAkyACURNgAV61Oj4RCbABJgAE2ACTIAJMAEmwASYABNgAuYRYIFuHkuuiQkwASbABJgAE2ACTIAJMAEmwASYQNQEWKBHjY5PZAJMgAkwASbABJgAE2ACTIAJMAEmYB4BFujmseSamAATYAJMgAkwASbABJgAE2ACTIAJRE2ABXrU6PhEJsAEmAATYAJMgAkwASbABJgAE2AC5hFggW4eS66JCTABJsAEmAATYAJMgAkwASbABJhA1AT+H4va7w/x8V6tAAAAAElFTkSuQmCC"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_signals.drawdown().vbt.plot(title=f\"{assetdf.name} | Drawdown\", trace_kwargs=dict(name=\"%\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "57cfbcaa-2796-4161-815f-54a74c4379cd",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_signals.trades.plot_pnl(title=f\"{assetdf.name} | PnL\", height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "812803e3-5448-4f59-81ce-20ed154f1ac7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_signals.asset_returns().vbt.plot(title=f\"{assetdf.name} | Asset Returns\", trace_kwargs=dict(name=\"%\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "7c8bc78b-7d7b-40e7-a4e0-817389efbc36",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_signals.cash().vbt.plot(title=f\"{assetdf.name} | Cash\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "e492d13a-4493-4dc9-a5c5-7e0727a36746",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"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": "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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