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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 v0.3.54b0\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(7343, 7): 3510.6075 ms (3.5106 s)\n",
"[+] Friday March 25, 2022, NYSE: 4:33:29\n",
"[+] yf | QQQ(5801, 7): 2978.0290 ms (2.9780 s)\n",
"[+] Friday March 25, 2022, NYSE: 4:33:32\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(10410, 7): 3208.4925 ms (3.2085 s)\n",
"[+] Friday March 25, 2022, NYSE: 4:33:36\n",
"[+] yf | TSLA(2957, 7): 2836.7323 ms (2.8367 s)\n",
"[+] Friday March 25, 2022, NYSE: 4:33:38\n",
"[+] yf | TWTR(2110, 7): 2735.9980 ms (2.7360 s)\n",
"[+] Friday March 25, 2022, NYSE: 4:33:41\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",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Open</th>\n",
" <th>High</th>\n",
" <th>Low</th>\n",
" <th>Close</th>\n",
" <th>Volume</th>\n",
" <th>Dividends</th>\n",
" <th>Stock Splits</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2005-01-03</th>\n",
" <td>86.905246</td>\n",
" <td>87.048233</td>\n",
" <td>85.718488</td>\n",
" <td>86.004456</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>86.118826</td>\n",
" <td>86.176020</td>\n",
" <td>84.674697</td>\n",
" <td>84.953514</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>84.889165</td>\n",
" <td>85.253774</td>\n",
" <td>84.360128</td>\n",
" <td>84.367279</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>84.674684</td>\n",
" <td>85.182274</td>\n",
" <td>84.545999</td>\n",
" <td>84.796219</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>85.053626</td>\n",
" <td>85.239506</td>\n",
" <td>84.453093</td>\n",
" <td>84.674721</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>88.709423</td>\n",
" <td>89.033609</td>\n",
" <td>88.559186</td>\n",
" <td>88.938728</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>89.270837</td>\n",
" <td>89.341998</td>\n",
" <td>88.812225</td>\n",
" <td>89.128510</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>89.357798</td>\n",
" <td>89.373609</td>\n",
" <td>88.994073</td>\n",
" <td>89.001976</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>88.741037</td>\n",
" <td>89.073133</td>\n",
" <td>88.693591</td>\n",
" <td>88.970337</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>89.168030</td>\n",
" <td>89.191756</td>\n",
" <td>88.076856</td>\n",
" <td>88.116394</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 86.905246 87.048233 85.718488 86.004456 55748000 0.0 \n",
"2005-01-04 86.118826 86.176020 84.674697 84.953514 69167600 0.0 \n",
"2005-01-05 84.889165 85.253774 84.360128 84.367279 65667300 0.0 \n",
"2005-01-06 84.674684 85.182274 84.545999 84.796219 47814700 0.0 \n",
"2005-01-07 85.053626 85.239506 84.453093 84.674721 55847700 0.0 \n",
"... ... ... ... ... ... ... \n",
"2009-12-24 88.709423 89.033609 88.559186 88.938728 39677500 0.0 \n",
"2009-12-28 89.270837 89.341998 88.812225 89.128510 87508500 0.0 \n",
"2009-12-29 89.357798 89.373609 88.994073 89.001976 80572500 0.0 \n",
"2009-12-30 88.741037 89.073133 88.693591 88.970337 73138400 0.0 \n",
"2009-12-31 89.168030 89.191756 88.076856 88.116394 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",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Open</th>\n",
" <th>High</th>\n",
" <th>Low</th>\n",
" <th>Close</th>\n",
" <th>Volume</th>\n",
" <th>Dividends</th>\n",
" <th>Stock Splits</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
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" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2005-01-03</th>\n",
" <td>0.990526</td>\n",
" <td>0.995572</td>\n",
" <td>0.957193</td>\n",
" <td>0.967744</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>0.979364</td>\n",
" <td>0.986245</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>0.993890</td>\n",
" <td>1.064686</td>\n",
" <td>0.990067</td>\n",
" <td>1.058875</td>\n",
" <td>2227450400</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-24</th>\n",
" <td>6.224809</td>\n",
" <td>6.402181</td>\n",
" <td>6.218693</td>\n",
" <td>6.392700</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>6.502488</td>\n",
" <td>6.505240</td>\n",
" <td>6.383221</td>\n",
" <td>6.394536</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>6.386277</td>\n",
" <td>6.483220</td>\n",
" <td>6.370375</td>\n",
" <td>6.472210</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>6.517778</td>\n",
" <td>6.524506</td>\n",
" <td>6.439184</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 0.957193 0.967744 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 0.979364 0.986245 680433600 0.0 \n",
"2005-01-06 0.988843 0.992513 0.968354 0.987009 705555200 0.0 \n",
"2005-01-07 0.993890 1.064686 0.990067 1.058875 2227450400 0.0 \n",
"... ... ... ... ... ... ... \n",
"2009-12-24 6.224809 6.402181 6.218693 6.392700 500889200 0.0 \n",
"2009-12-28 6.474657 6.542852 6.410130 6.471292 644565600 0.0 \n",
"2009-12-29 6.502488 6.505240 6.383221 6.394536 445205600 0.0 \n",
"2009-12-30 6.386277 6.483220 6.370375 6.472210 412084400 0.0 \n",
"2009-12-31 6.517778 6.524506 6.439184 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 0x157decf40>"
]
},
"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 0x158255ee0>"
]
},
"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": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>TS_Trends</th>\n",
" <th>TS_Trades</th>\n",
" <th>TS_Entries</th>\n",
" <th>TS_Exits</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2009-12-24</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-28</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-29</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-30</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-31</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" TS_Trends TS_Trades TS_Entries TS_Exits\n",
"Date \n",
"2009-12-24 True 0 False False\n",
"2009-12-28 True 0 False False\n",
"2009-12-29 True 0 False False\n",
"2009-12-30 True 0 False False\n",
"2009-12-31 True 0 False False"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# trade_offset = 0 for Live Signals (close is last price)\n",
"# trade_offset = 1 for Backtesting\n",
"LIVE = 0\n",
"\n",
"benchmark_signals = assetdf.ta.tsignals(benchmark_trends, asbool=True, trade_offset=LIVE, append=True)\n",
"benchmark_signals.tail()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "3fceb4ec-b564-47fc-9568-301d1e517440",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>TS_Trends</th>\n",
" <th>TS_Trades</th>\n",
" <th>TS_Entries</th>\n",
" <th>TS_Exits</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2009-12-24</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-28</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-29</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-30</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12-31</th>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" TS_Trends TS_Trades TS_Entries TS_Exits\n",
"Date \n",
"2009-12-24 True 0 False False\n",
"2009-12-28 True 0 False False\n",
"2009-12-29 True 0 False False\n",
"2009-12-30 True 0 False False\n",
"2009-12-31 True 0 False False"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"asset_signals = assetdf.ta.tsignals(asset_trends, asbool=True, trade_offset=LIVE, append=True)\n",
"asset_signals.tail()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "58fee2e0-dc54-45cd-89e7-939c0646e1cd",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "5155f6c5-2256-4abd-8945-3201e3963613",
"metadata": {},
"source": [
"## Creating **vectorbt** Portfolios\n",
"* [**vectorbt** Portfolio Options](https://polakowo.io/vectorbt/docs/portfolio/base.html)"
]
},
{
"cell_type": "markdown",
"id": "40085839-77af-4cf8-ad94-25ed5a9a8bc1",
"metadata": {},
"source": [
"### Buy 'N Hold Portfolios with their Single Trade and Performance Statistics"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "237cbd18-dfc5-4982-bc5c-2427cfa2ab6d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Last 1 of 1 Trades\n",
" status direction size entry_price exit_price return \\\n",
"0 0 0 1156.938534 86.219467 88.116394 0.019501 \n",
"\n",
" pnl entry_fees exit_fees \n",
"0 1945.251775 249.376559 0.0 \n",
"\n",
"None\n"
]
},
{
"data": {
"text/plain": [
"Run Time Friday March 25, 2022, NYSE: 4:33:45\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 101945.251775\n",
"Total Return [%] 1.945252\n",
"Benchmark Return [%] 2.455615\n",
"Max Gross Exposure [%] 100.0\n",
"Total Fees Paid 249.376559\n",
"Max Drawdown [%] 55.189449\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 1945.251775\n",
"Sharpe Ratio 0.163325\n",
"Calmar Ratio 0.010149\n",
"Omega Ratio 1.028442\n",
"Sortino Ratio 0.231222\n",
"Annualized Return [%] 0.560101\n",
"Annualized Volatility [%] 28.894507\n",
"Skew 0.426795\n",
"Kurtosis 14.955978\n",
"Tail Ratio 0.881912\n",
"Common Sense Ratio 0.886852\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 102818.423476 0.970163 6.444382 5.640077 \n",
"\n",
" pnl entry_fees exit_fees \n",
"0 562601.217125 249.376559 0.0 \n",
"\n",
"None\n"
]
},
{
"data": {
"text/plain": [
"Run Time Friday March 25, 2022, NYSE: 4:33:46\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 662601.217125\n",
"Total Return [%] 562.601217\n",
"Benchmark Return [%] 565.918364\n",
"Max Gross Exposure [%] 100.0\n",
"Total Fees Paid 249.376559\n",
"Max Drawdown [%] 60.86673\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 562601.217125\n",
"Sharpe Ratio 1.329387\n",
"Calmar Ratio 1.199638\n",
"Omega Ratio 1.209774\n",
"Sortino Ratio 1.982726\n",
"Annualized Return [%] 73.018042\n",
"Annualized Volatility [%] 51.088429\n",
"Skew -0.037597\n",
"Kurtosis 3.435264\n",
"Tail Ratio 1.037885\n",
"Common Sense Ratio 1.795729\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 0 797.772784 114.865412 108.679654 -0.058718 \n",
"11 1 1 793.793867 108.679654 105.284153 0.026321 \n",
"12 1 0 840.908131 105.284153 101.710419 -0.038859 \n",
"13 1 1 836.714076 101.710419 63.710985 0.369538 \n",
"14 0 0 1828.142319 63.710985 88.116394 0.380564 \n",
"\n",
" pnl entry_fees exit_fees \n",
"10 -5380.674590 229.091248 216.754175 \n",
"11 2270.720055 215.673107 208.934787 \n",
"12 -3440.340619 221.335750 213.822795 \n",
"13 31448.634826 212.756347 133.269695 \n",
"14 44325.378834 291.181871 0.000000 \n",
"\n"
]
},
{
"data": {
"text/plain": [
"Run Time Friday March 25, 2022, NYSE: 4:33:49\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 161089.308979\n",
"Total Return [%] 61.089309\n",
"Benchmark Return [%] 2.455615\n",
"Max Gross Exposure [%] 100.0\n",
"Total Fees Paid 6786.609621\n",
"Max Drawdown [%] 21.642405\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 44325.378834\n",
"Win Rate [%] 35.714286\n",
"Best Trade [%] 36.953815\n",
"Worst Trade [%] -5.871759\n",
"Avg Winning Trade [%] 10.694648\n",
"Avg Losing Trade [%] -3.476746\n",
"Avg Winning Trade Duration 136 days 14:24:00\n",
"Avg Losing Trade Duration 37 days 18:40:00\n",
"Profit Factor 1.564796\n",
"Expectancy 1197.423582\n",
"Sharpe Ratio 0.762857\n",
"Calmar Ratio 0.684934\n",
"Omega Ratio 1.124146\n",
"Sortino Ratio 1.111308\n",
"Annualized Return [%] 14.823626\n",
"Annualized Volatility [%] 21.015085\n",
"Skew 0.013953\n",
"Kurtosis 4.710095\n",
"Tail Ratio 1.023207\n",
"Common Sense Ratio 1.174883\n",
"Value at Risk -0.017307\n",
"Alpha 0.191161\n",
"Beta -0.301323\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 29355.575610 5.320026 4.917980 -0.080383 \n",
"15 1 1 29209.163761 4.917980 3.043387 0.377124 \n",
"16 1 0 64956.862336 3.043387 2.652390 -0.133153 \n",
"17 1 1 64632.887961 2.652390 3.112368 -0.178854 \n",
"18 0 0 45253.957674 3.112368 6.444382 1.068072 \n",
"\n",
" pnl entry_fees exit_fees \n",
"14 -12553.649891 390.431047 360.925314 \n",
"15 54173.913870 359.125187 222.236997 \n",
"16 -26322.878669 494.222229 430.727407 \n",
"17 -30661.152430 428.579140 502.903315 \n",
"18 150434.715996 352.117414 0.000000 \n",
"\n"
]
},
{
"data": {
"text/plain": [
"Run Time Friday March 25, 2022, NYSE: 4:33:50\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 291633.798892\n",
"Total Return [%] 191.633799\n",
"Benchmark Return [%] 565.918364\n",
"Max Gross Exposure [%] 100.0\n",
"Total Fees Paid 10631.095277\n",
"Max Drawdown [%] 46.10598\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 150434.715996\n",
"Win Rate [%] 33.333333\n",
"Best Trade [%] 78.771745\n",
"Worst Trade [%] -17.88535\n",
"Avg Winning Trade [%] 34.908001\n",
"Avg Losing Trade [%] -10.451626\n",
"Avg Winning Trade Duration 124 days 12:00:00\n",
"Avg Losing Trade Duration 21 days 20:00:00\n",
"Profit Factor 1.281501\n",
"Expectancy 2288.837939\n",
"Sharpe Ratio 0.926133\n",
"Calmar Ratio 0.789131\n",
"Omega Ratio 1.141239\n",
"Sortino Ratio 1.339789\n",
"Annualized Return [%] 36.383667\n",
"Annualized Volatility [%] 43.942033\n",
"Skew -0.036485\n",
"Kurtosis 1.988366\n",
"Tail Ratio 0.968342\n",
"Common Sense Ratio 1.32066\n",
"Value at Risk -0.038211\n",
"Alpha 0.353839\n",
"Beta 0.152645\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": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_bnh.trades.plot(title=f\"{benchmarkdf.name} | Trades\", height=cheight, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "de6ef303-a1a8-4ff9-8722-4e50cdde28d9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_bnh.value().vbt.plot(title=f\"{benchmarkdf.name} | Equity Curve\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "f38fa715-186c-40fb-aecb-177c39480600",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ahPdDAiRAAiRAAiRAAiRAAiRAAiTQLAlQ0Jtls/OhSYAESIAESIAESIAESIAESIAEio0ABb3YWoT3QwIkQAIkQAIkQAIkQAIkQAIk0CwJUNCbZbPzoUmABEiABEiABEiABEiABEiABIqNAAW92FqE90MCJEACJEACJEACJEACJEACJNAsCVDQm2Wz86FJgARIgARIgARIgARIgARIgASKjQAFvdhahPdDAiRAAiRAAiRAAiRAAiRAAiTQLAlQ0Jtls/OhSYAESIAESIAESIAESIAESIAEio0ABb3YWoT3QwIkQAIkQAIkQAIkQAIkQAIk0CwJUNCbZbPzoUmABEiABEiABEiABEiABEiABIqNQJMR9Kqq6mJjV5L307Zta2nduqVUV9eW5PMV60N17txOamrqZOvWHcV6iyV1Xx06tJXt23dIbe22knquYn+Y7t07yJo1m2Xnzp3FfqslcX9du7aT6uo609d5+SGw224tpGvX9rJmzSY/FbIWaddud2nRooVs3lxHGh4JoJ9XV9fI9u2feqy1+VbVqVOZ1NVtk7q67c0XQgpP3qNHxxRqFaGgp4K9eCuloKfTNhR0v9wp6H55a20UdL/cKeh+eaM2Crp/5hR0/8xRIwXdL3cKul/eWhsFPQ93zqD76ZgUdD+cg7VQ0P1yp6D75U1BT4c3Bd0/dwq6f+YUdP/MKej+mVPQ/TNHjRT0z7hXV1fLtm3bpFu3bvVagoLup2NS0P1wpqCnw1lrpaCnw58z6H65U9D98uYMun/eqJGCng53zqD75U5B98ubM+ifEdi8ebP87Gc/k2eeecb85qCDDpI77rhDevToYX6moPvpmBR0P5wp6OlwpqCny52C7pc/Bd0vbwq6f94U9HSYo1YKul/2FHS/vCnonxG466675KGHHpLp06dLu3bt5JxzzpEvfelL8rvf/Y6C7rFPUtA9wraq4hJ3v9w5g+6Xt9ZGQffLnYLulzcF3T9vCno6zCno/rlT0P0zR43Nfon7KaecIieccIL86Ec/Mi3w5JNPykUXXSTLli0z0Tk5g+6nY1LQ/XAO1kJB98udgu6XNwU9Hd4UdP/cuQfdP3MucffPnILunzkF3T9zCvpnS9qvvfZa+drXvmZa4K233pJTTz1VXn31VencubNs2FATu2Wq1tdI+7atpV3bVvLa0lXSvXOZKatHlzKp+KRa9ujc1vw72/X2++vMr8vatJJ+vdMJtR/7wWNk3H33ltKyZUupqdlaL/eW2u2GVXmvjrK5dpus2VAr739cLYcfuKfhumTFOqnaUCNHHLin+f2TL6+QH586JMYd1M+CtsvVNokLj1iA9gU7W7a+A1Zgggssauq2G276u2zVtm/fxhyf8e8PNpj0ejXWNyPevkmu7ah5c/Vru70bu299RrRRrnRa1n79umbu4bWlVXL4gX3Mz2hjfT/a79U4zxc2T1nZ7rJjx46iO9YOz4/3ln2BG/pRkDE+ywb165bhbudFnmB/zdcHs9Wdq38E78euS9s5W1t07lzW4LMc9aKP5Pt8tftutjpwD43VHbZvRE2n73Hk0/cr+vegfl2zto2dDp+bs9/4UI486As5PyOS/A3q0KGN1NRskx076h+DlKTMqHzipn/qlQo57tBy+Z/Z78phQ/vIX59aKj865YBGP0fj1uUyX4sWIh07lsnGjfG/s7i8n+ZQVps2rcxEDo/N9NvaGOjG8bA7dvDYTB/kMRC1bdsO8x8vfwTwvSWNqyiOWcOZuAMGDJC7775bjj76aMPhnXfeMbL+/PPPy5577ikvv/mxfPmA3rEY/WbqK/LKWx9Lz67tZNW6LQ3KuPg7w2TMIeXm9zc/uEBWrd0iXz9iH3ls9ruy6N+rM+kf/M0J0r6sdax7KKZMn6zdIlXragT/f2ZehRzwpT1k3HH7Zb1FpHnshXflmbkVRszBEAze+2iDSY+BjyH7dpeX31wpX9yzs4w7bqD89r65Jt29vx6b6LHf/XCDXPyH52TIl7rLVw8pl68e0jdReXEy4x5UuHEvwQvPj+dEP3lmXqW5z2lPvW04fPmAPjLhNzNNnzvm4L4y8czhJjvKfPPfa0wfs69Z8yrklgcX1PudK47vfbTRvH9umj7fvBeC1y0/PUr2+ULnzK//+I9Fpt310jbo1a2d9OhaZp73Kwf0MX3hot8/Z/oD7vXWnx1V7z2ibWj3lUXvrDZ96YenDJFP1m2Rx2b/u97tnHPKAXLKEV+K01xNKg/6ADgesM8emffQzdMXGDb2BR73PPpm5ldfP+JL0rNrWb3fZeuX2cqxuW6u2WY+73B9/fB9dn325fl8RNo/PvqmaTP0/S8P6SMvL1rZ4J7RFy75zjDzXPg8QF14DruPoSz8/j/vmGP6D8rT1/GZPP3ppaYv4d7Q79B3n321st6j4v2GenDv+CyzLxfvncY6FD7z8GzBC+97vIbrzGMHmr6sz6hp8az4zEX7a1p9DZ8V5546xHyePDr735k20c8a/RuE9xbeo/vs2dlwwuc4OGW78DkOdptqtpm/b3ad+Nz+ypA+5l6L5dLPQv2bjWdHf9Z7RZ8ohb/FxcKb90ECJEACJFBcBIpC0IEEQeGuu+46Of744w2h4Az6yT97VH5/0RHyxT07RSb401tmy4qVG+vlw2wfxAtXjy7t5A8XH27S/Nfd/9cgXbu2rWX1+hoZf/L+ctLoL0auv5gy4Avxj69/tt4X6m9/tb98Z+yuL2dYnoeRaMy4QOp+duvszO1371JmODR27d2nU4b1f1/2VSMSca8r7v4/efPdNZnsaKde3crkgm8dlKjcsPcTfH7kA4Nenz3TJ+tqDA8IFmb/Zry0IlO0+V2fTjJjznuZ3+G+O5S1kuv+/Kr53eXfP1hGDt416ITVCZfc9Lz59/5f3HWCwXsrN5o+irKOHtFXjh6xV71b/3/PLDc/gzn+y8X6e5OeMu2NL7m48G/U8dZ7azPl4T5wP+gfz83/UB6cudSks98nQW6oEzKCtHpdc+5XZP999sj8/OxrH8iUv73eaDlIbNdj98ewbRU1XcuWuwkGBj/91P/I/9zFH8tt/++NzHtQn1fbae8+HU1baf8K+2zaN7Vd9We044qV1aYfnTFmoGGNz1H0Q9yLfdn9G7/XsvBefvyFf9fr43Y+vWc7z1HD9zKDQtrf0V9GDd0zwxzPrf2jsWfE5+7Rw/eS71311Gf9vaN5Hr1Qjr4XguXgmQ/4UndBGlcX3iN4r2u/t5nZ7ymtD+8tcA62j30/uvpE/yapkCIN8uHCZw0+Q4757HMA9dvPjff0NT8aVe8xW7XaTRYuXy33PPZmg7+BKHdL7bbM30G08bOvVmT+FrjiFaecH133rFStbziYbjPF51WxXq1atZTt2znL5at98L0FVxqf576esRjrwecLvivu9P9ntBhxFPye8L0FfRzfXXj5I9C6dUt/lVk1FY2g59uDDkG/8LQhMqx/D3lx0UoZ3r+H+aKJfy9YtlqGDeguhw3ZtWTWvio+2SSTPpvlOHNMf5k+a5fUTD5vlFlKev20+eZnvIYvXo/N+Vyy+vZsLxeedqBUrqqW2x5ZJAP7dpHLzto1C9pULzzHguVV0q1TG2nftpVUrtpc77nsPegzX600vPDcE04aLN07txX87h8vvGuW/PfoXCbDB/Yws/GVqzbJ0sr19bCgvQb27Sr3zlhiBBbLKocP6CFjDq4vmtlYat14Dfe6dmNdJlm7Nq3klMO/KGMP/nxGHe384DPLZfyJg8x9urhufXihvP7O6nr1o3ztZ/gy/Ys750hN3edfxIL3ivtAPwLnXf/uYFjhwnOMGtJHBvXrIgvfXSfPL/hAxozYS8aNHWBeR9+ePmtZpvw9OrWVc04aLAPLu5jXx1/3bOYx9yvvKqcc9sXMa/qC3f/1d7ifq8YfKj+/Y049rqOH9JGy3VvKrNc+MEnxLDeeP1rsMpB39Ybaes9ss0YZuCacOMj8f9rMZaY8vL/Ke3bMvN9sTngNbYl+6et9Vug96Esr1htOo4c0XPUT7Ff6/rr0zpekrE1LuX3ikYYdytDPJ/3sQVvcO+Mt05/svmi3Acov79VBTj181woN9NMLbv58oA2/w+cf6tML9Y4+oI8cO7K83vtH73XUAb3lpTd3yTza7qyxA0xbId9Fpx1Yr9/hubVs9PEt1pYN+z7R7o++8J55Hc+CPnzvE4sbfI7gPYHPenw2H7Rvd7no9KGmmOsfmG/Sah02D7x3ps5Ykqlu6uXH2FXH+jfKxP2u2fj5FgQ8/w3njc4su0abTZu1VPr27GjuS99LSHfZuBGmXfR9C47YzoLPSLQVXrPfk2jzY0f2NX/z8JmL5//66L0z7ZqtHwX/Pn24tqbBoLM+/GXjhpsl+dc98FrmcwD3PGXiEbH4uMiEvoN+hudVPvhswN8D+3MWdeH+9bPQRd2uyuAedFckw5fDPejhWblMySjuLmnmL4t70PMzKkSKZh8kzo7i3r59e5kwYUK9KO4QdHxRwRe1OYtWmi8qwwf0lMnT5psveLnk+YKbZpvX8cf+6vGHyvzlVeZLkcqdflmC/EDs8IUPZePLGL544kuTCgrS3HB+/RmKQnSGQpWpX1rxZRGCpgMUNjsI+rYdn8rND75uOL1dsc7IlS3D+BKFL/1goxe+mD41t8LkUVHHF2tc+iVV00IOGpNolD9p6lzTbhDCCSfun5ESLSP4RXLytAXmXvF7fNkNMwiQjTPq1nv7xR0vmS/jk84eKddPe830PwiyfaFv4DV8eVSh1S/Z+gUbX8DxhdPmgNeUE8QE0o6ZziAbcEaftUUdsmHLm95PtveADnRAsI49pFxeXPiRlPfuaAYZIM+oF4MGc95cWe8LMN4DSK8ze6gPF74Qq3SjbcAEryH+gD2IAmboH1dOnWvq0C/TuB8M7uCZcS+YxdMBD32f4X6uGj+yUG8DU26hBf2eJxYb0cBnBvojRB0DENNmLs8IHphAwNFnhw3oYT7Xgm0ICVtaua6eBOL+wTyKnIA7BtK0nXFf6NvoF9i3nW1wE/UEB3hwfxeeNtT0Czwj+oj9OaCNpvKIn7UOzADji/ScNz7KDFLhdVu68f7D+xiDOejzKuBIh88DW8pUWnN9rqgsYzAjiszhHtAmdkwFHTzSunSACc8W/EzQNHjvXjH1FfO+0MFlvKYDC/bvgtzsgTptb/QVu3/o55P2I6QL5rv6T69mZs7BGQOOuPSzCv/Wvqr34GIwI+ybF6zxdwgDBfjctfsNBlx0IB79EP0BAxD2wHG2AXNwR7nZ+mXY+0qSjoKehF68vBT0eNyS5qKgJyUYLT8FPRovV6mbvaBv2rRJJk6cKM89t2uf75AhQ+TOO++UXr16mZ8h6PaFL1D4o66zkXgt+MVCv1Thy8jlZ43IKoX4Yw+xtOViyiVHNAhEoyKPes0XoYP3ysxkuOoEScrBFxgI+Lgx/UVlVcV61qsfyKr1NTLrs/2b9hdDfS58yXv0xfekZ7d2Zpn7c/N3zaLiivLlFun1S32u2bNc5eELd7/enWTmvErzJd3+4o4v23jdlkmVWXvGLsmXTJ1pHHNwX/lg1SZzDzqjaa/aCLaTfsG1vxyj70HM7S/5SIcyMfuI14Kz7/uVd5FLx2VfoYHnv/WRN4xEo39CtLC6wf7Sne09oF94c8226rPYAw34Xbb3QGP9UwcMVFzAcMSAHpkZ4LBf+rU/hk0f9z1TSEFHP8IMsj1zbK+c0NlqrJQIrmKwZ0jxbOjbWMGDgRAXlw6uaFn5BsuQ7sqpr2RWgOTrR1quDgYG0+OYten/fNvIFq7g89rPGBwcsKVS0+EzAZ/huHTlgV2GynCYz7BgfWgzDEZAHPU93piQZ2sfvC+WvL828d8KfX+poNufeXiv2APNOoisbYC/k3h+XLpCwf6sAkN7kE0H11z0t3xl2ANZGKR6adFK875prF/o5zT+vgT/DtuDYD4G+rI9HwU9X10E70kAACAASURBVKu7f52C7p5pmBIp6GEouUtDQXfHMkpJzV7QFdaGDRtk69at0qNH/S+kKuj4cosvTLpkWJfBQVzsL5v4I44ZBwh8cAY42DD2ckhd/htME5xBKZbZdHypxBfUBcuqzBcbfJHHveoVlOTgDMtPbnreSJ89oxt89jBf4oN5bPHQL7X27Iimx5JoXQ6ts614Lbh0NNuXbl1Cj5lpfMmErK7ZiOX2m82sd9QZlOCMHOoM8orypg6mtaO747XgLPjEMw6UIV/8fP92ML8tGxhUwmyYCpDyBpMl7683cozrtkcWmn4Rpg3Rl+YvW2Xy6fLosM+re2d14MDOl+s9la1s7Y9h7jfsvWVLV0hB13bFc489pNz0TR0ADIoH3rvzl1aZVQXHjSzPzCQmebbG8tpL5MPKps5YNvaezNbX8dkbnOWHoM+Z/4EZbMLMc76BB/QrlAPJtVdb2PVBVrEaI1ufjSLo2m54Tl1OjZUel44b1mAlSKHap7FyVcLtwR5764Nu5cJ7B4M69z6xxLz3f/j1/eUrg3cNdONvHbYaHT50zwZtE4WVq+fXOqN+Xth/X/SzIrgSAGUWeqAvGwcKuqveEb4cCnp4Vi5TUtBd0sxfFgU9P6NCpKCg56E67cnFZo84lrVDwrD/ERcEBV84sJzUFnHse8aS0bBfKvUPfmNCBsGsWFWd+bIddZbRZcfBFy0EEsKXf3sVgdZhD1zgd/gihy+wwS/M2aQZ6XVPfq4vxWGexczqf/bFGTPJ2QQY5egXLHtPdbbln1pnrnIgP7qHMexMn/0c+mUR4jJiYI8GM+BhnjlqGh0cAuebLzqs0WO/9P7sL+jaB3O1I+4n28xj1PsMm96e6UOeLXXbzH7cXMuAg+XqM2LgBn0119LrsPeTK10hBT24XxiS+fS8ipyCmfRZ4uTHPR42dM9Q8RpUkjGIEHXQK3hvEPQ1azabo/VcxYpo7PmjSKe+F/H+HzdmQGbfPv497bMZ/zSET5/P/nzU39l/r/QzAIOyaCtsYUDguMvOGhEqYJkKbr4B7Tj9LVcebR98duPvBQYdw9YfbNtssp9Ge1HQXfaQcGVR0MNxcp2Kgu6aaOPlUdD98tbaKOh5uFdVfR61F0nxBRMX9kBijy4CAumSaFvONTBPvmYN7oUL86UvzOwqvtxi8GBA3y6Jv9xmk0n7d7gf7Fe1A0jhSw8GFXQvX/C57GBsGMw4/ej+0qd7e9lvr8+P3MrHLuzrkDec3QwxwBd9/UIVXFKO/e6NzeAGVzNg8MHI3NA9zeoBLP0O0zbB+/a1vDobr86d25nzRLduzR35116ejLayOdntqOVrcLqwM6Vh27GQ6YKzYGG/rEe9JxeCjkFCBOYLSmtje4yj3meppVdB9xWFNoqgBwdWgsLnc6ArW7tnE9Bg0EqsmNHYFviMuHniUVLWardQgp4tEF2h+1/wMxfvf3z2hxm8CbatloXVU7qagIJe6BYsjvIp6Om0AwXdL3cKul/eFPSQvIOCbmezoxTrEm87am7IKkIns2dw8y2lttO6XLb7+XLH9uYLzQtvrMzMUuJLmgZyyvdQGJjQ/dIQDTuKe768SV/PNhMeJlK+LmnF4INGdNZ7Ce7VbOwe7SXn9h5qRC73fYURdOWFgSjsX7a/xOL+X1j4kbltDAjZe1WDAf18P1uU+vQZdS97Y3tRIcgISvidr/aPPPgFQd+4qU4++KQ6dF6d4dMVDLhXzFYi8jkGQbQ99L2Z5gqbKMx9pvUt6DrgE2ZFjQ6AaZ9D+2JWHcvcEUgP/w8jjoXiqUJqb0cK/v2x99Hjc+LKH35ZqqvrQgm6riCwY38U6lm03CSDovYJEfi7b5+CYA+StWuz63jJKEEVg8+NzxqcRKInCjTGhTPohe41DcunoPtnjhop6H65U9D98qagh+TdmKCjCDuQUSHlHHVpRFmNMJwtajjSQHg10i7yaeTkxqQjDA5bJhGZ3g5EFiZ/Y2l8CjrEEUtHIZRoM7MEv2/X0MKU7TnswZrGZk80kBeCsmHLhO7X9Pnl1L7/MIKOL9A42q6xL5q6jxxfJvPt703aVwqRXyNoYyVI8Mg13b6AlQFYNq9HecVZIVBRtUUm//VVs+c7bMT44MoN+/kh7cP6d5dB/bqZ2BdR9t0XgmOxlulb0BubFcbnKD7DdXAleOJAsTHUZ4EkjhjYM6d0qvRi9cm3xw4MLehRBjddsPn81IZdxz5GvZSHfYylfn6roNtBNOPMpmuMF2yXwxUm2CAFPWpLJk9PQU/OME4JFPQ41OLnoaDHZ5ckJ5e456GXT9CRHV+gX1talTUATpLGySWCmJ3RY2v0Dzf+oOvRbxBx+1x1LSfM8msIJIKfoYw5iz42UqazN/YXNT0z29Xz+RR0vWf7CC8Xz6HxBCacOLjBOdRaF5b9Yym8HUQPX+awV9rlgEfY5wkj6GHLKoV02WRBZ8zQZt8Z0z9zznXUs5uDZ2RDrsce0tcMvHUoa23ec9muYAR0PQNco+sjj86uh3mPl0I7RX2GtAQdg6M4kgufocF2xGc39mxjWXTYmCVRn9tF+rDbsNC/caQdtvz037tbaEHXyPC53k84HQQXguYlvfBew+qX4NFxUcoNrsDS40PRxq72owfLoaBHaSF/aSno/ljbNVHQ/XKnoPvlrbVR0B0IehpNZx9jhbN7sRdYR9v1fvDFAa8hYBb2h4dZxq2zdVhWiaO5cOmXA53paSyQWlwWaQh63HvNlc8OmGYzwkDHvTMWZ82W1sy53gwFvX6zZDsT3f6yrKtRNFeYJcyaVstBIEAM6AWvbNtW7Ij7KvAaQDHb/v9CvDddv0/SKC8tQcezYqYc0cv1ZAN9fnyuYnsIVvKU2sBK167tQgs6eORacm4f65ZvW5fdr/C+wfGdo4b0rhfwESvLMBCKAKdxP3uDgm6/5zAIg9g09vGpcWbQlYdG9s/1OTNt1nLp2aXM9LEO7Vqbpb9r1mxK4y3WLOukoKfT7BR0v9wp6H55U9BD8g4zgx6yKKfJckUURyX4o45lxogCjC8j+iUnzBFtwVkelIfZOZSFWQdccb5w5Hv4UhB03Y+NL9w6c4YggjrQkY1B0m0H+bjme52C3pCQfbYzYipo4Cc7JYQKK03w3oBohVn9oNtOrv3xKHlmXoXJb19BuQ6ea54tloT2OczeQdxzBWXM1w9K/fU0BR0Do7iwrF3PotdVSrrSyWWckGJoy6iCrquPghJuD1DlmkXWaP94L+J9GHzf6N+r4N/MuJ+99j0FB73xtxbvRXvrW5SBBW07/QzS1XDZ7lWD0iIPXv/mkV+ioHvu/BR0z8A/q46C7pc7Bd0vbwp6SN7FKuj2lwT7aLNcXzrCBMXBFxvMkuOYnF1i3j5z7rsuoQ0zCx8Sbb1kpSDo+kD65Sx4Fry+rnKHn9Oe8aSgN+yteia6/QreC/jyjXOqdTnyFVNfMTNlYdrQjlEwbdJxsnZ9jTkRorx3R6n4uDqzrcQ+RUBnyPW0gKhnxMd5H5ZqHt+Cbg/W2cePYdYWMULsLUhxZ3KLua2iCnquqPf2KpFcgq4ru3QVAmJIYCWYXjg6EaceTJo615zPnm9WOh9XvJfx3sXnQWNbk6JE8rfr1L/t+MzBQDv6im6v0eMfbTlHXjz7d48bSEHP13iOX6egOwYasjgKekhQjpJR0B2BjFgMl7jnAVasgh6Mgm7v/8sW8Vel0R7Nx3JeLL3u3rlMJpw4yMyQY+mfCgjQzHlzpdkzrVcYGYnYB03yUhJ0e/AEz6aRwZULZsuue+A1I3dh9hbG4Rk2DwW9ISl8+UYbVm2oySxVxRdgXJj51EGqYEwGjd+A9g6eo66iMXjvbvLrHxwitbXbMhUHo1jrnluc2Y3BskK958L2kVJI51vQlVnwDHEEUNtcsy0j6JCwcWMGJor0XYztE1XQNeo9hPSwoX1k5rxKE0ixbPeWmZUmuT4rbcbgi79XGvxT/3bpoCiWgmOgC8IbZtVLErZRBX3B8tXm7y/6hAaqRAwYHczRzx39+2I/I177z++NoKAnabAYeSnoMaA5yEJBdwAxQhEU9AiwHCaloDdRQY/aB4JfFiABFZ9UmxkFXDrbG4xEb8/8FWr2vNQEHc9jbxXAqgY7EnicyMFR2ztsegp6blJ29HTsAcXycfNeadvK/N8+WgrygEu3geCoM8g83lfvf1KdiQ9xwlf6yXeP26+eoGs5ugUlKHWF2FIStn+USrq0BN2OX4DP1tsnHmkGf9BPijkwXNJ2jyroubZs2Ue7Qb7HHty33q0Fg6np3zE9YUFXw+hqMJ8DosG/uRBwvMexgiLbpe97fQYMKgzau6uRdf0bPWXiEWZ1AH6HlRcYbNAtOFdPGCkH7tebe9CTdt4I+SnoEWA5TEpBdwgzRFEU9BCQCpCEgt5MBN0+9qdHl3aZoGW63E8xZNsvl2923kW/LKUZdPDAwAaCQpn9+2MHuEBUkDIo6Lmx2oNTufYI68wfvngfO7JvZrWJbgkJlv4fJwyW40b2rSfoSKNfzjFbrl/I8ftSXP5ckI6cp9C0BD3XfmUMyuDKJWtpMHJZZ1RBD55wkO1esm3fso8TtfOozAcFHgNnhZ451/uwz7fH7zATnisOTLajFPG8iIj/4sKPMrPoGKwLHuGn9eAIyCm/OJqC7rIj5ymLgu4RtlUVBd0vdwq6X95aGwW9mQi6LrG195VjKe4PT9o/M+uX5hnKpSbo6bydo9dKQY/OLJhDA1wFI7xrOnsQbMrPjpZuHXdvIOgqEnZ8AiPuJw5qsFw++R03vxLSEnSQ1kGc5jTYElXQg9uCcgn6oH7dzNYT3UISDKaGfPg7duFpB5pgbfbJGrqCwVfv12fC5wIG7PRo1GwrYi64abZZzWZvh7K3ttiz8Rr5XwchMJCo8TC+M3aAHPvZdhxfz9mc66Ggp9P6FHS/3CnofnlT0EPyLtY96CFvP5Ms2xcgXbKuglHIJez57peCno9QYV6noCfnmksudLsIZuwwC4bru18bLNu372gg6CpxurxVA8Mde0i5txm/5CSKt4Q0BR0ChcvXzG0xtEJUQbePU8Og1Mx5FZkApTrApQNgemwdjg/FahMdWLZlXQMqgj3iqOD9165Na3Mmvc9L78leqp9t0C3bChp7Ob7OkuPZ8XmD2BT262Gi3ft87uZSFwU9nZamoPvlTkH3y5uCHpJ3qQi6/QVIH12XDOKPP77EnDlmQGqzdRT0kB3ScTIKuhug9rFK+ALevm0r2aNTWYMlzB06tM0q6MEzzUvt2C03lOOXkqagx7/rppszqqDjSTUwI2bHdcAKv9fAb7lo6MqEbIJu54Gs+x4k0cFvexXNfuVd5dJxw+o9jn3KCj4Lynt2NLPuer/Bv9+Yab/x/NH1ysC57/gPAxlXjR/p/Vmbbm+Nf+cU9PjskuSkoCehFz0vBT06Mxc5uMQ9D8VSEXQ8Jr4EYAQeS//wZWj00D6pCXkQOwXdxds5ehkU9OjMsuWwgwI2Fogql6CjTOxLXlq5TqrW1RR13AI3xPyWQkH3yzuOoNt3qPusdVk6lqpXrKrOnKqgae2gpjpIVkzbQoJ74PW+gwNwYY5BtcvK9oy77dZCJt03T1as3GgGNYIB9fz2gOZRGwU9nXamoPvlTkH3y1tro6A3I0HHKHy2I9jS6Xr1a6Wgp9MKFHQ33O0Z8Mairjcm6G7uhKVkI0BB99svkgo6BpAh6cMH9jCiqX+77BMOgkHjMEiGY8qwEqxYgu/ZA3doAcz2Yy+6ntmuA3OIxJ4vBowG0ss2e45yIOj/nFcpD85cJtkC6vntAcVVG/rT0/MqzZGVLi8Kukua4cuioIdn5SIlBd0FxehlUNCbkaBH7x7+clDQ/bG2a6Kgu+EOgXh6boUprLGo/RR0N7yjlkJBj0osWfqkgp6rdj02Da8X00x5rvsNLk3HKSl6LJouddf940ljwFDQG7YC2GLZ/9sV68yL2U6pSdLTKehJ6MXPS0GPzy5OTgp6HGrJ81DQKejJe5GDEijoDiDGKIKCHgNagiwU9ATwEmSloCeAFyNroQTdXubt80zzGAgyWewz3rG6JrjsXYPfuRD0ZR9Vy+/un8vjGT+jr9HxtTFcD+pQ0JO8M+LnpaDHZxcnJwU9DrXkeSjoFPTkvchBCRR0BxBjFEFBjwEtQRYKegJ4CbJS0BPAi5G1UIJuH5vmejY0xmOGyqKR5BH4bWB5F7Nc/7ZH3shEqddCXAj6h2tr5Vf/PUeSlhXqwYokEXhOnbFE9urZQT5YtUlGDemd8xg+xOA556TBzu6cgu4MZaSCKOiRcCVOTEFPjDBWARR0CnqsjuM6EwXdNdFw5VHQw3FylYqC7opktHIo6NF4JU1dKEEPBo9Lep9p5c8WPM7elx7nvrDEvTkK+pVT55rYA3ppVH976wCO3bt+2nwTGR8R7l1dFHRXJKOVQ0GPxitpagp6UoLx8lPQKejxeo7jXBR0x0BDFkdBDwnKUTIKuiOQEYuhoEcEljB5oQQdgdLmLFxpRKuxWA8Jb7/g2YPB41Bh0sBuEPStO1vIudfOknZtWkl5r44yfEAPwwoCe1D/7kUbJDYJcDtwIMrB6oEJJw02s+rYex48hi9bEE+scgCjMsOtQ+jboaCHRuU0IQXdKc68hVHQ8yIqSAIKOgW9IB0raqEU9KjE3KSnoLvhGLYUCnpYUm7TUdDd8sxXWqEEPV+9TeV1DDRMn7XMCOHajXXmthFhfFj/HrEfAYIOcTnlF4/lLKOxEyZiV5xixjmLPpZ7Zyw2EfDB7rE5K8w58NhK8NKbHwuO4bvotAPNz3oMn8Yu0Kj4SI9l75hhj7o1gIKeTuNT0P1yp6D75a21UdAp6On0vECtFPR0moGC7pc7Bd0vb62Ngu6XOwU9HG87ynvSPfUq6GvWbBL72Ef7ToLnr4e7y+JLlW3W/LKzhkvw9/bz3vPEYiPtekb8L+54SdZsrDUPp6sM8O8ogxgU9HT6BgXdL3cKul/eFPSQvKuqqkOmZLIkBCjoSejFz0tBj88uTk4KehxqyfNQ0JMzjFICBT08LeyVxoVZ3iSXLei6/3qXfLY3gelq6nZIvsj3et58kvsoZF7cH5atY/m6fenMt86S47Xgnn4dtECguP36dTVlYIYdXOyLgl7IFnRTNgXdDcewpVDQw5Jym44z6Hl4UtDddrhcpVHQ/XAO1kJB98udgu6Xt9ZGQffLnYLulzdqswW94pNNmfPWMTOP5fRLK9c3Kug6o+z6KDIXJLLt2YdoL1heZQRb9+9D4CHpuG44b7S0a9sqU70OWmBJe03ddtlSt13wrIhpADZ6UdBdtFhhy6CgF5ZvsHQKul/eWhsFnYKeTs8L1EpBT6cZKOh+uVPQ/fKmoKfDm4Lun7st6KgdEe8hpVj6rYKry7uz3Z0uD4fA3nD+qFAPcNsji0wgutFDeodKHzdRtqj3kGuI9vsfV8vhQ/fMrEDA4MTSynUy9uC+Daqzl8DrrLtKvc6kU9DjtpK/fBR0f6xREwXdL28KekjenEEPCSphMgp6QoAxs1PQY4KLmY2CHhNcwmycQU8IMGJ2CnpEYA6SBwXdLlKPp8sVKR5RzC+4eXYmS5hZdHuWPkz6MI8IWV6zodbsCbdnvy+4abaZ8cYAw/RZy83S9OAMeZjyb314obz+zmoJnoeOZ7l3xlvmbPp82wDsergHPQx192ko6O6ZNlYiBd0vbwp6SN4U9JCgEiajoCcEGDM7BT0muJjZKOgxwSXMRkFPCDBidgp6RGAOkjcm6BqxXI8cC1Zn71nHa2GimWvQNaRPckQcBgf+8eJ7smBZVSZoG46Ju3TccHMsHAYXZr32gXTr1EZuPH+0WdYOkc82Qx4GY6599jpLj2jw2LePs9PzXRT0fIQK8zoFvTBcc5VKQffLm4IekjcFPSSohMko6AkBxsxOQY8JLmY2CnpMcAmzUdATAoyYnYIeEZiD5I0JukaLh/hOmXhEg9ogvViurkHTwgi6zmqjsOCMdJTHsQcHUL8ePYd7vfC0obuW6leuz0Rfj1J2lLT2Mno9Rx75q9bXmGPYsgXxo6BHIewuLQXdHcswJVHQw1Byn4Z70PMwpaC773TZSqSg++EcrIWC7pc7Bd0vb62Ngu6XOwXdL2/U1pig43Xdf51tj7W9BB5nieNqbC+2zsjrU4YR+lxEVNC1DLtsLDdXQY+y9DwOfQh6xapdp/YEI7vnGoCgoMchnTwPBT05wyglUNCj0HKXloJOQXfXmxKUREFPAC9BVgp6AngxslLQY0BzkIWC7gBihCIo6BFgOUqaT9D1CLLgeevYf/3gM8vN8WVYqh4U9CunzpXKVZtMxPPynh0FAr20Yp35nabPNTOf69Ewo//oi+/JhBMHGQFHnbpM3t4Pjz3nLy5caeoqtKCDA5bUPz2vIsMAy+rXbqzLOWBBQXfUeSMWQ0GPCCxhcgp6QoAxs1PQKegxu47bbBR0tzzDlkZBD0vKTToKuhuOUUuhoEclliw9BT0Zvzi58wm6LuEOiq69lxyvTZu1tF6wNJ15h4QjUJteGqhNg8uFjX5uL2mffN4oeXHhR/UEHeXrPWUbMIjDJkoePS8deVA/lv/nCh5HQY9C1l1aCro7lmFKoqCHoeQ+DQWdgu6+V8UokYIeA5qDLBR0BxAjFEFBjwDLYVIKukOYIYqioIeA5DhJVEHXmXLMYOsVXFKO318/bX69O9V96rrs++d3zDGzzMGZ+VyPp5HU8TrqW/L+2gaCrpKMOl5682NTVNgBgKRY7QEErBqo+LjaBKnLFgiPgp6Udrz8FPR43OLmoqDHJZcsHwWdgp6sBznKTUF3BDJiMRT0iMASJqegJwQYMzsFPSa4mNko6DHBJciWT9B1VlqPRMt2Jjiqt89M31yzzcgzRBlnjeP4MyxPx/njehRarpn5bI+iwer0NUgvLnuJO35WScaZ7Gs21noVdNzj03MrzHNedPpQM4OOAHrZ9tlT0BN02ARZKegJ4MXISkGPAc1BFgo6Bd1BN0peBAU9OcM4JVDQ41CLn4eCHp9dkpwU9CT0oueloEdnljRHPkG393oPH9BTJt03N1OlfY65poMc44IgN3bOuYo/0g8b0EM6lLU2s83ZLpV/3du9X3lXabt7S3M2ub30PnjsG449u2r8oUkRxcpv74kPzuJT0GMhTZyJgp4YYaQCKOiRcDlLTEGnoDvrTEkKoqAnoRc/LwU9Prs4OSnocaglz0NBT84wSgkU9Ci03KQNK+hjRuwlIwb2zCxdx5L12ycembmJYIR2vA45RgC1bBdmmB+YuSwTTA1pplxyhLRr2yqTXKVff3HhaUPMPnNES9e97cG98Sj3/Y+rBYKMa9zYAW5AxShFA+zhbHTMpOMouPJeHYSCHgOmgywUdAcQIxRBQY8Ay2FSCjoF3WF3il8UBT0+uyQ5KehJ6EXPS0GPzsxFDgq6C4rhy6Cgh2flKmU+QbePMxs+sIdMn7XcyOaxI/vKsP49MrcBIZ7z5krzOmauLxs3op5s57pfSDj2jkO6VbZRJ84PtwVdZ8Pt4HQos9BR2pNw1pl/uwzMplPQk1CNn5eCHp9dnJwU9DjUkuehoFPQk/ciByVQ0B1AjFEEBT0GtARZKOgJ4CXISkFPAC9GVgp6DGgJs+QTdHupNmbRcwU+09uAVB97SHkoOdc8GgAOM+TYt40LwePmL1uVObpMg63Z0dLzzdInRJM4O45gwzNgwGFp5XpTHgYUhu3XU1q0aCGbN+86ii3phTZasHy1Wa2AgQ1e2QlQ0P32DAq6X95aGwU9D/eqqup0WqaZ1UpBT6fBKeh+uVPQ/fLW2ijofrlT0P3yRm35BB1pdKm23h1E2p49T3rX9j53jRI/ekgf2aNTm4yg42zzsQf3FUjv9dNeM/+OOhCQ9D6T5FeGhRB0e6UByscVFHUEr1uzoVb26Nw257aDJM/XFPJS0P22EgXdL28KekjeFPSQoBImo6AnBBgzOwU9JriY2SjoMcElzEZBTwgwYnYKekRgDpKHEXTM0P7izjlmGTou18vKdVYcS+d1phn1aFC4YJ2QzVx72x0gKUgRutwdKwHGHbefsxn0YIR7vXm0ESLmV67aZKRcz40/aN/uJsp8c7wo6H5bnYLulzcFPSRvCnpIUAmTUdATAoyZnYIeE1zMbBT0mOASZqOgJwQYMTsFPSIwB8nDCDqqwcw1IrhDoi88bWikJez5bjMYfT1beteDAvnuyfXr9ioBl4Kue/L1nHm9b4g4BjGwJQH/xhF3GPxA1Pwbzh/l+vGaRHkUdL/NREH3y5uCHpI3BT0kqITJKOgJAcbMTkGPCS5mNgp6THAJs1HQEwKMmJ2CHhGYg+RhBd1BVTmLyDULrBl0eXsh76HQZdvnol/1wy87mUGfPG2BvF2xztw6ZuZ1e4DKun0evP3vMQf3lVMP+6LTQZZC83NRPgXdBcXwZVDQw7NymZJ70PPQpKC77G65y6Kg++EcrIWC7pc7Bd0vb62Ngu6XOwXdL2/UVgyCjvv4yU3PZ5bQByk09dlzPI+uEtDj4Xp0KZPrf/yVvA2O4+vat21tVi5gufr10+abWXCsYrDPpEdQPcyS43ph4Ufy0psfNyjbnmXXMnDsW3O5KOh+W5qC7pe31kZBp6Cn0/MCtVLQ02kGCrpf7hR0v7wp6OnwpqD7514sgm4HOoOMVqyqLtied/+Ud9U4/rpn61UdZuBB8yBt1YYamTpjiSkDP0PW9cLxbXrpbH3wOcH1zDEDZPqsZWa5+6gDess5Jw1OC4f3einofpFT0P3ypqCH5M0Z9JCgEiajoCcEGDM7BT0muJjZKOgxwSXMxhn0hAAjZqegRwTmIHmxCLp9nBuWa3fvUpaRUVs+HTxyakVAthH4DsxXr681ko0Lsoxz3oOR8e29+WCCS5ex20vaGoSauQAAIABJREFU8Xubkb1lQI/GQxrdKmCfbQ9hx8x7cziejYLut+tT0P3ypqCH5E1BDwkqYTIKekKAMbNT0GOCi5mNgh4TXMJsFPSEACNmp6BHBOYgebEIOh4Fkc6xjPvUw/cxwoiZ4L49Oza5iO25mgVijOf623P/lidffl/2K+8qA/p2NtKN2e3Lztol7LgQlA/R7ecsWml+hpBjEANB33DpUnkI+LixAxpUibq21G0z0o9/L3l/beZYOhV0DApUrtps8oaZzXfQ3VItgoLuFz8F3S9vra1kl7hv3bpV1q5dK7169TJBPBq7tm/fLlVVVdKtWzdp06ZNvaQUdD8dk4Luh3OwFgq6X+4UdL+8tTYKul/uFHS/vFFbMQm6/6dPp8YZL78vjzz373qibQt6tqj2EO0ttdvqHUOn4o4BjShXtvJxJNvA8q5y7CF9S2ZAJMiEgh6llyRPS0FPzjBOCSUn6Dt37pQpU6bIrbfeanhAuu+66y456KCDsvLBazfeeGPmta997Wty9dVXS5cuXczvKOhxulX0PBT06Mxc5KCgu6AYvgwKenhWLlNS0F3SzF8WBT0/I9cpKOiuieYvb3HFepm7+GOZt+STeoHxplxyhImsrufCYzl8+7atMrPcOmtunxePmfWogo47DO6H17su5Zl0Cnr+vukyBQXdJc3wZZWcoM+fP1/OOOMMmT59ugwdOlRuvvlmefzxx+X555+X3XbbrQGZhx56SMrLy43AV1RUyPe//30599xzZcKECRT08P0ocUoKemKEsQqgoMfCFjsTBT02ukQZKeiJ8EXOTEGPjCxxBgp6YoSRC2jXbnezQvOpl1dk9tmjEJ1Fx1J/LGXHnnHMnN/2yBsZSUe6yeeNkuseeM3sHb/otANj7R/PJegq/JhlL2vTSkopyjsFPXJXTZSBgp4IX+zMJSfokydPlsWLF8v9999voHzyySdy2GGHyaOPPiqDB+ePcvnLX/5SKisr5S9/+QsFPXa3ip6Rgh6dmYscFHQXFMOXQUEPz8plSgq6S5r5y6Kg52fkOgUF3TXR/OWpoG/eXCcI6Fa5qlpue2SROT7thvNHyfUPzDdL2XU2O3hOPALCYT86ZtvjXrkEHXvaRwzsaSLEY8Z+ysQj4lZRdPko6H6bhILul7fWVnKCfskll0jXrl3lyiuvzBDt37+/3H333XL00Uc3Snnbtm1yzDHHyMknnyyXXnopBd1jn6Sge4RtVUVB98udgu6Xt9ZGQffLnYLulzdqo6D7Z24LutauwozzzCdPmy9b6raLLnlHmnueWGzONsey9xvPH534plEegvB179y23uw8ZvGxZF6PcCulJe8U9MTdJlIBFPRIuJwlbjKC/uGHH8oTTzyR88GxNL2srEzGjx8v++23X0awkQHL16+55hoj3o1dv/rVr2TGjBny1FNPmeByuOrqtjmDzYJyE8D2A3zB2L59BzF5JNC6dSvZsWOHfPrpTo+1Nt+qWrVqaVh/+umnzRdCCk++++6tZOtWfLawn/vAj88VfJYjJgwvPwSw1Lp165aydet2PxWyFmnZEtsmW5i/oXrd98RbMuOl92XvPp1kxcqNZnb8z1ccm3l91boa+ddrlXLAPt1l/326OaP4r/kfyO0PLzT1YVa+R5cyOWr4F+Rvz75j6jhxVD85+6T9ndWXZkH8fPFLn99b/PLW2tq0aZ1KxS12RvzLvWLFCpk2bVrOm7344oulffv2ghl0BIa74oorMmnDzKDfdtttJrDcI488Yvau67VhQ00qgJpbpbvv3tL8saup4YCIz7bHDAC+0G3fTmH0wR0rRSDnu2SRly8CnTq1lerqWqEv+iHeocPuUlOzXXbs4OeKH+IiOKwGK3TQz3n5IdCmTSvDvbb280ERyPFv/jTXHK+GC0ew/foHh3i5oSUr1pl6fvvneeb/3zhiH/mf2e+af5f36ii/+9FXvNxHoSvp0KGN1NRslR07OABYaNYoH98Tt23bLtu28fPcB2+to3PnMp/VZeqKLOhh7xJ70N9++22ZOnWqyZJvDzq+LF9//fWCYHEPPPCA7L9//RFGRnEPSz5ZOi5xT8Yvbm4ucY9LLl4+LnGPxy1pLi5xT0owWn4ucY/Gy0VqLnF3QTFaGdmWuKMELDnHXnRcow7oLeeclD/+UbSaG0/98zvmyNqNdXLQvt3l9XdWZxIjKB2Wwifd9+7yXuOUxSXucajFz8Ml7vHZJcnZZJa4h31IjeL+4IMPmpnwP/zhD2ZpvEZxh7jPnDnTRHnH9Z//+Z/y8MMPy7333iv77PP5GZS9e/eWVq1a8Zi1sOATpqOgJwQYMzsFPSa4mNko6DHBJcxGQU8IMGJ2CnpEYA6SU9AdQIxYRC5BhwBfcPNsU1rc49Mi3kq95BqcLlgGzkivXLUpE7QuSR1p5qWg+6VPQffLW2srOUHHyvlbbrlFbr/9dvOMWPYOKR8+fLj5+dprrzWz5a+//rr5GUHhELU9eEHi9957bwq6p35JQfcEOlANBd0vdwq6X95aGwXdL3cKul/eqI2C7p95LkHHnWiwuDSCs+nxbkqkb8/29QLIjT9xkBw2pI9/YI5qpKA7AhmyGAp6SFCOk5WcoCuf2tpaWbNmjfTp0yfr+edhOXKJe1hSydJR0JPxi5ubgh6XXLx8FPR43JLmoqAnJRgtPwU9Gi8XqSnoLihGK6MxQccedJxvjlnrJMeoRbujXan/8cK78ticFZmsiOiO4970SmNWP85z5MpDQXdJM39ZFPT8jAqRomQF3RUsCrorko2XQ0H3wzlYCwXdL3cKul/eWhsF3S93Crpf3qiNgu6feWOC7v9uPq9xacX6zPFq+G1wLzoFPc3WaXp1U9DTaTMKeh7uFHQ/HZOC7oczBT0dzlorBT0d/hR0v9wp6H55U9D980aNxSrouDd7Fh1L2qfOWJKBlEbgOpctxBl0lzTzl0VBz8+oECko6BT0QvSryGVS0CMjc5KBM+hOMIYuhIIeGpXThBR0pzjzFkZBz4vIeQLOoDtHmrfApiLoiN4OYX+7Yp2J7o4l75edtSsuU1O8KOh+W42C7pe31kZBp6Cn0/MCtVLQ02kGCrpf7hR0v7y1Ngq6X+4UdL+8URsF3T/zpiLoUy8/xsDRpe8UdP99pSnXSEFPp/Uo6BT0dHoeBb0ouFPQ/TYDBd0vbwp6Orwp6P65U9D9My9mQZ/5aqVMn7XcQFFBX72hVi698yVp16aVTJl4hH9gjmrkDLojkCGLoaCHBOU4GQWdgu64S8UrjjPo8bglzUVBT0owWn4KejRerlJzBt0VyXDlUNDDcXKZioLukma4sopZ0HW2HEesXTX+0MwD6fFvKu3hnrS4UlHQ/bYHBd0fb7xvMZA2sLyLDNq3h7+KrZpa7MSB5U3gYpA4P41EQffDOVgLBd0vdwq6X95aGwXdL3cKul/eqI2C7p95UxD04HJ2FfQplxzh/fg3Vy1EQXdFMlw5FPRwnJKkWrC8Sm57ZFG9Ih7//SlJioydl4IeG11pZqSgp9OuFHS/3CnofnlT0NPhTUH3z52C7p95MQv6ltrtUrlqk5S1aSXlvTpk4Fw59RWpXLU583NTnEmnoPvt6xR097wxS969c1tTMP59/QPzZc3GWsGKF1x4j1LQ83DnDLr7jpmtRAq6H87BWijofrlT0P3ypqCnw5uC7p87Bd0/82IW9Fw0IAJLK9dT0P13lyZbIwXdbdNVfLJJJk+bLxNOGiQD+3aVKX9fZE5Y0O0oeH3SfXMp6PmwU9DzEXLzOgXdDceopVDQoxJLlp6Cnoxf3Nxc4h6XXLx8FPR43JLkoqAnoRcvLwU9HrekuTiDnpRgtPwU9Oy8sErl3hlLZFC/rjLm4L1EV61g/zhmxZ+eVyk9u5SZ1/RSOd9St938atQBveWlNz+WsjYt5YbzRme2nSDdiAP6RGsoR6m5xN0RyFIphoKeTktS0P1yp6D75a21UdD9cqeg++WN2ijo/pk3RUGfNnOZzHrtgwwsLnH332+aWo0U9Owthj3j2DuOa9LZI+XeGYvNtpK+PTvIuDED5Ppp881rODWhvFdHGTaguzw9t9IsZQ9eF542RIb1rx8UjlHc87xTOIPu56OEgu6Hc7AWCrpf7hR0v7wp6OnwpqD7505B98+8KQr6P154Vx6bsyID67Jxw03E6KZ0cQbdb2uVuqBj5hsz2ronPAxdPSVB0+7RqW098R4zYq96A2F2mVjK3rdnRzNzjisYyFHTUtAp6GH6YsHTUNALjjhrBRR0v9wp6H55U9DT4U1B98+dgu6fOQXdP3PUSEH3y73UBX3ytAWyV4/2Mm7sgEbBQuSx+uTt99dJ1fqaTFA3O+gi5Bs/Y9Yc0o8l7P16d5Tps5ZnysYJCiYw3LTXpKZuh0w+b1TWwQEKOgXd7zs9R20U9HSagYLulzsF3S9vCno6vCno/rlT0P0zb4qCHjzOiTPo/vtNU6uxFAV95quVRpp15htCDVFu17ZVzubRPJoAMn7ZuBFywc2zza8wa96ja1lGxrGvHK/jFAUNzog0+QYCtHwKOgW9KD4rKOjpNAMF3S93Crpf3hT0dHhT0P1zp6D7Z94UBT24NDfb3lf/JKPVyBn0aLySpi5FQQ+eZqCMzhzTX8Ye3DcrsiunzjV7zPXSwS0Mer3/cbUce0i5mTXHUYYoAz/bwo9ZcwwENDYIYFdMQaegJ33vOslPQXeCMXIhFPTIyBJloKAnwhc7M4PExUYXKyMFPRa2RJko6InwxcrcFAUd0aGnz1omVRtqZO3GOvn66L3l1MP3ifX8aWWioPslX4qCfsFNszNL0EFT94MftG93uej0oQ0AQ64vvfMl83ssUYeo54rdgKXwYSW8sZakoFPQ/b7Tc9RGQU+nGSjofrlT0P3y1too6H65U9D98kZtFHT/zJuioCulFxetlKkzlkguIfFPM3yNFPTwrFykLEVBH3/dswYNTjEwR6LNrTD7y3Mtddfl7T7fLxR0CrqL92/iMijoiRHGKoCCHgtb7EwU9NjoEmWkoCfCFzkzBT0yssQZKOiJEUYuoCkLui51zxVBOjIMjxko6B5hi0gxC3qU2WqknfL3RfJ2xToDEHvIrxp/aAamLnvHcWfY+mFfurx9/ImD5LAhfs4np6BT0P2+03PURkFPpxko6H65U9D98tbaKOh+uVPQ/fJGbRR0/8ybsqBDVjS4VVM7C52C7revF7Og/+KOXcvO9+vXVdZs2HW+OCQ625FpdpC3bp3ayPD+PeoFbMNMOvaPI7K6HZvBDqyI5e0ulq+HaUEKOgU9TD8peBoKesERZ62Agu6XOwXdL28Kejq8Kej+uVPQ/TNvyoIOWj+56flGj3nyTzRcjRT0cJxcpSpmQdel6vazItBbC2mR2WOusq6z4I0FRlSJx1L38l4d5dJxw2TazGVm+bvveA0UdAq6q/dwonIo6Inwxc5MQY+NLlZGCnosbIkzcQY9McJIBVDQI+FykpiC7gRjpEKauqDrkt6mdtQaBT1SN02cuFgFXbdpYKn6YUP3lBcXfmTOIO/bs0Mm2vp+5V2NZGuQNxx9dvvEIxtlYks/Vpek9T6hoFPQE795XRRAQXdBMXoZFPTozJLkoKAnoRc/LwU9Prs4OSnocagly0NBT8YvTu6mLuj3PLHYRK9u7GipOFwKnYeCXmjC9csvVkHXQIejDugt55w0WOxtG/YTYACqYlW1OZ9c0zZG8Od3zDEnHODC2egQ9DUba2XS2SPNmea+Lgo6Bd1XX2u0Hgp6Os1AQffLnYLul7fWRkH3y52C7pc3aqOg+2fe1AX9Hy+8K4/NWSFjRuxVby+uf5LRaqSgR+OVNHUxCjr2hd/7xBKzjN0O3Gafb4595hBtCDr6+tLK9fX2lufiYpcBodcj2HzHaqCgU9CTvned5KegO8EYuRAKemRkiTJQ0BPhi52Zgh4bXayMFPRY2BJloqAnwhcrc1MX9KYayZ2CHqu7xs5UbIKuM+d4oGAkdrw2fdYyKe/ZUfbo3NbINfaOYyAKV5ggb9iHDqFHsDi9wsy8xwacIyMFnYLuuk/FKo+CHgtb4kwU9MQIIxVAQY+Ey1liCrozlKEKoqCHwuQ0EQXdKc5QhTV1Qa/4ZJNMum+u7NGprdxw/qhQz1wMiSjofluh2AQdkdux5Dxf0DZdIYKAb5hpj3KGuW7/AOk05Bz1UtAp6H7f6Tlqo6Cn0wwUdL/cKeh+eWttFHS/3CnofnmjNgq6f+ZNXdBBTANi+V6+m6S1KOhJ6EXPm4agY/AIs+HjxvSvd8N65BmWr994/uhGH0YFXRNFCYaI1SVPza0wR6phf3saFwWdgp5Gv2tQJwU9nWagoPvlTkH3y5uCng5vCrp/7hR0/8xLQdBx7jMiX0eRF/+k69dIQffbAj4EHQHepvx9kXmwzbXbMlHYRw/pIxNOHJR54MnTFsjbFetCBTbULRzIPLBvF7nsrOF+wSWsjYJOQU/Yhdxkp6C74Ri1FAp6VGLJ0lPQk/GLm5sz6HHJxctHQY/HLUkuCnoSevHyloKga0Csxs6GjkencLko6IVjm61kH4JuyzTuAceh4cI+cAQxPPXwfeTeGUsEM+h47YbzRpvZ7XzXrQ8vlJq67Sb/wPIu+ZIX1esUdAp6UXRICno6zUBB98udgu6Xt9ZGQffLnYLulzdqo6D7Z14Kgq7LgPPt5/VPN3eNFHS/reFD0LUfYr/34UP3NDJtS7uebQ45v2zcCK/Hnfml/XltFHQKelp9r169FPR0moGC7pc7Bd0vbwp6Orwp6P65U9D9M6eg+2eOGinofrm7EvTVG2qNdEO+EbitctUmKWvTysg2Zrpff2d1vSPT8JT2meTYd375WSOke+e2fgGkVBsFnYKeUterXy0FPZ1moKD75U5B98ubgp4Obwq6f+4UdP/MKej+mVPQ/TN3IegI+objy+YsWlnvASDqUyYeIRqZfdLZI+vNjqu4I1OUKOz+KbmvkYJOQXffq2KUSEGPAc1BFgq6A4gRiqCgR4DlMCmXuDuEGaIoCnoISI6TUNAdAw1RXCkIOqRp+qzlZp/vuLEDQjx1+kk4g+63DZIKOmbOJ02da446y3aNP3GQTJ2xxLwUPE3AjsTelLZhuGghCjoF3UU/SlwGBT0xwlgFUNBjYYudiYIeG12ijBT0RPgiZ6agR0aWOAMFPTHCyAWUgqDrPt+mFOWagh65qybKkFTQ7TPFcSN9e7Y3JwfotUentuZc82x90N6HHpxdT/RQTSAzBZ2CXhTdlIKeTjNQ0P1yp6D75a21UdD9cqeg++WN2ijo/plT0P0zR40UdL/ckwg6Zs8vvfMlc8OYAcfVr3dHeXpupdl/jn3nemWbIcfxa0/PqzBJEIm9OV0UdAp6UfR3Cno6zUBB98udgu6XNwU9Hd4UdP/cKej+mZeioOOcaVyXjhvmH2jIGinoIUE5ShZX0PVsc5xbjujs55w0uMEdXTn1lcxselM66s8R2kaLoaBT0H30s7x1UNDzIipIAgp6QbDmLJSC7pc3BT0d3hR0/9wp6P6Zl6Kgj7/uWQPysnHDi/bcaAq6374eRdAh5QuWrzbB4Co+qc7sO5983qis0denzVwms177wDzQlEuOCHW2ud+nT682CjoFPb3eZ9VMQU+nGSjofrlT0P3ypqCnw5uC7p87Bd0/81IQdFCzpfz6afMNSATuOmxIn0ahXjl1rjkqy7fMU9D99vUogm4Lt95lY30JS+BfXPiRdO9Slre/+X3q9GujoFPQ0++FIkJBT6cZKOh+uVPQ/fKmoKfDm4LunzsF3T/zUhb0MBGz05ptp6D77etRBF37xJlj+gsisJf37CgTThrcbM4ud9kyFHQKusv+FLssCnpsdIkyUtAT4YucmYIeGZmTDAwS5wRj6EIo6KFROUtIQXeGMnRBpSLoP7npeamp22FmzfW4Kwp66G5Q8gnDCroGhCtr01Jun3hkyXMp9ANS0Cnohe5jocqnoIfC5DwRBd050kYLpKD75a21UdD9cqeg++WN2ijo/pmXiqBf/8B8WVq53pyFrvuBNeL2Y3NWmOjbwQja2Gt8wc2zDfQwMu+ydTiD7pJm/rLCCnpTPLIv/9Onl4KCTkFPr/dZNVPQ02kGCrpf7hR0v7wp6OnwpqD7505B98+81AQd51BD1FW6IVz4Od/51BR0/33PZ41hBf3FRSvNCoyD9u0uF50+1OctlmRdFHQKelF0bAp6Os1AQffLnYLulzcFPR3eFHT/3Cno/pmXiqBjrzBmyu0L0o1o3AgCFxR0zJ5jph35VOZ9nlHNGXR3fR3L0rt3bttogWEEHX0CAQbRX3wP2LijUVwlUdAp6EXRIyno6TQDBd0vdwq6X94U9HR4U9D9c6eg+2deyoKOWdDX31ltoPbt2UGuGj8yA/gXd7wkazbWZn72LWQU9Oh9HSIOeR7Wv3smM2a8H33hPbnh/FGJBN2W874928tl40bwuLToTdQgBwWdgu6gGyUvgoKenGGcEijocajFz0NBj88uSU7uQU9CL3peCnp0ZklzUNCTEoyev5QFvVunNrJ2Y10GytTLjzH/XrC8Sm57ZJHg9eH9e5iZ9GxL4KPTDJ+Dgh6eFVLq0nMdbDn2kHIzwKIrIC48bYgM698jZ6H5ZtD1uD3KebR2yZeagk5Bz9dHvLxOQfeCuUElFHS/3CnofnlrbRR0v9wp6H55ozYKun/mpSzoQZoq6LocHrPmg/p1M8uaKej++16UGm99eGFmNUS2fPn2jDcm6PfOWCJzFq0URG6/avyheZfLR7nv5p6Wgk5BL4r3AAU9nWagoPvlTkH3y5uCng5vCrp/7hR0/8ybk6BPPm+UkS8Kuv9+lqRGO9o+yoFIl7VpJTV12+Wckwab1RC4plxyRNZl6Zh939mihYnwX1e3vcGt6Lnn+SQ/yTM017wlK+hbt26VtWvXSq9evaRFixax27eqqjp2XmYMT4CCHp6Vy5QUdJc085dFQc/PqBApOINeCKq5y6Sg++WN2ijo/pmXiqDrsvXGCF42brgMLO8i02YuM8vazxzTX8p7duQMuv9uF6nGma9WyvRZy80qh+EDe5hBFixn1+BwOruO9hx7cN96ZVd8skkmT5svPbu1k9+e++UGgm7L//gTB8lhQ/pEujcmbpxAyQn6zp07ZcqUKXLrrbeaJ+/WrZvcddddctBBB+XtCzfeeKNJ+9prr0mnTp1Megp6XmxOElDQnWCMXAgFPTKyRBko6Inwxc5MQY+NLlZGCnosbIkyUdAT4YuVuVQEXc+vDiPoemY6hB0zsZPum2uCyF142lBvy5sXvLtW6mq3yVvvrTX3cOwhfb3VHaujOM50zxOL5aU3Pw4VLV33h+cSaB2c2aNTWzluZLkM6NvFsEQE/+mzlsmWz2bNjzu0n5xx9JfqPYn2G8QjuPysEc2qDRw3adbiSk7Q58+fL2eccYZMnz5dhg4dKjfffLM8/vjj8vzzz8tuu+2Wk+kjjzwil19+uXmdgu6j69Wvg4LunzlqpKD75U5B98tba6Og++VOQffLG7VR0P0zbw6Crmej655zyCECjOmMui5xbtemlWAZfLu2rQreEL9/6HUj53rpvRS84iKoQCOvow3CMNf20RgC2R7hJzc9LzV1O8xLEHUsfUdsAVwI/Fa5arP5d7AMFXTfMQiKoBm83ELJCfrkyZNl8eLFcv/99xuAn3zyiRx22GHy6KOPyuDBg7NCnTt3rpx77rny29/+Vi655BIKupeuR0FPAXODKinofluBgu6XNwU9Hd4UdP/cKej+mZe6oGNmFMuWcUY6BB2Xnpc+6eyRUt6rg6gA4jUsnUZE8EJfWqdGmvd9zFuhn6+x8nMdcYfl6Msq18uoA3pnBklUoCHZCOCW69JtC/o6ysAMve4rzyX5unwe+9PHjR2QJpaSrLvkBB2C3bVrV7nyyiszDda/f3+5++675eijj27QiCtWrJBTTz1VbrvtNundu7eccMIJFPQUujpn0FOAzhl079Ap6N6Rmwo5g+6XOwXdL2/URkH3z7zUBR2yjb3K2MMMCcPsuMr6qYfvY4Dbgo6fVdwL1RoQUSyr36NzWxl9QO8G91OoeouhXH12+14wiz5p/Eh5em6FiQ2AGXCca46VDhB0zLTnC+CGveQ4I/2puRUm2jvKxNJ2Hfi4+k/zZMXK6gZtq2LfnAZIfPaDJiPoH374oTzxxBM52Xz/+9+XsrIyGT9+vOy3335y6aWXZtJi//k111wjJ598cr3869evl29+85smz3e/+11Zvnx5A0Gvqdnqsz2abV0tW+5mtiBs29YwSmS6UOIHGEz3vsPVvvvuLWXHjk9lx46d4TI0s1QJ4ktmJdWqVUvZuZO8fXejNm1aZY1A6/s+mkt9+FzZtu1TQUwYXv4IsJ/7Y42a8L0FfyO2b//Ub8WOa3vr3bUy6d6XTandu7SV1etrzb8nTfjyrv/f+7IM3rub7L9PN/nbs+/It47ZV7791V0zpt/61f/WuxvkQTpccd/+K1ZulHZtW0vPrmUNnnTekk/khgdeM/dz1Ii95I5HFsoRB31BLjj9QMdUiq+4+2e8Jf/7f++bZz9kcG95693V8urbq+T0o/eV5xd8KFXra8xN4+eH//VO5gHws7ZXY0+lbDUN2nLwF7vJVfe+bLYU9OvdSTqUtZb/OGGQaZvzb3hOttRtM/0E6Rpe/PxP0ovKynZPkj123hY7I/7lxkz3tGnTclZ48cUXS/v27c0SdQSGu+KKKzJpc82gP/nkk3LRRRfJ2WefbdIi6juWwo8bN87sY8eS+OrqXR9UvApLoHXrltKyZQuprS02QS/tD5iysjaydes2I+m8svx5cdz8WCmCwZDiG4gq7dbv2LGtbNpUR2H01Mzt27eR2lp+rnjCbarBDHq7dm1k0yZ+Z/HFHQMiIi0gfMuqAAAgAElEQVSkrm6bryoLUg/E7pJbXjBl71feVd6uWGf+/ev/OMT8/zd/mmd+P/iLXeXvz78r3zxyHzntqH3NaxfdPFvWbKg1y90xw/u94wfK8Yf2M6/FGeCGWKKOQf26yn+dvat++9LXTzvqS0ZUr7l/nnn5v35wiAzau2tB+BRLoRfd9IKs3lAj1/74K9Kvd0cj4WA1YmAPeW1pVeY2dQZcfxGWDWbSz7nu2Uw591x+jFk1cdNDbwjkXS+0MQZQ7vrHmznbaVfa0p7gKnS/wPeWNK7Igh72JrEH/e2335apU6eaLI3tQX/nnXdk5syZmaKrqqrkL3/5i5x//vlmtn3fffdlFPew4BOm4xL3hABjZuce9JjgYmbjEveY4BJm4xL3hAAjZucS94jAHCTnEncHECMWUSpL3PHYulRdg8Lhd1iuDkG79M6XzNLp0UMaLinXqO6aD+mG9e8eek8ylmEvrVxvjgHDMW56zjrqzxbYTI8Fu+TbB8rQffbIHPtW6susdXk7zjG/feKRpqcGj8fTvePajcEUFyLshw3ep+1pL4uv3SHy0apqefa1SrM3HdsdPqjabAZyeLxaxA+NCMmbzBL3sM+kUdwffPBBE8X9D3/4g1kar1HcIe6QckR5D17ZlrjzmLWw5JOlo6An4xc3NwU9Lrl4+Sjo8bglzUVBT0owWn4KejReLlJT0F1QjFZGqQu6CrLKOyQ4uAddiWnAMPwcJaq3HgOmeeyAZdgDj8Bz9qVB0q4551D5Qvf20lwClelzQsIRZR1X8Hg8RLPXfeRR2sDmizKxbH1g364Zqe/UqcysElm4fLWJ7o5BGOxtx2DBDeeNDi3/0d5dTF1ygo6V87fccovcfvvtpnWx7B1SPnz4cPPztddeKw899JC8/vrrFPQi6v8U9HQag4LulzsF3S9vrY2C7pc7Bd0vb9RGQffPvJQEXY/aggDiHGxcwUBwjQm6LYtYYj1l4hENGgSz48sqN8ioIb1NdHgsqb7g5tmZdBgQ0Blc/DJbdHAdLPjzr8eYvf/N5agvHciwBy3Ab9qsZWaLAa7LzhpugvrhZwTR03ZM+s5QQf9w1SazmkIve7AgaR3M35BAyQm6PmJtba2sWbNG+vTp0+j55/k6BWfQ8xFy8zoF3Q3HqKVQ0KMSS5aegp6MX9zcFPS45OLlo6DH45YkFwU9Cb14eUtJ0FWMsy0Vv3LqK+YsbCx7RpTvbGmCs7nZlqerZGr+4BJtyOc/XnjPRBTH1bdnB7lq/MhM42gde/fpKFdPONQIui35OIfdlZTG6xGFyQXphhjby9sLU1P2UlXQ6+q2m+jwGACo2lAjPzxpf7MtgVdhCJSsoLvCRUF3RbLxcijofjgHa6Gg++VOQffLW2ujoPvlTkH3yxu1UdD9My8lQde93dnk257VBuVsS8/DCLrOfuvMa/D87WwtiGXbKoG6zPuo4XvJ+BP2y0TPhzRib/SZY/rL2IP7+u8IBazR5prWjLUt6AV8VBYdIEBBz9MlKOh+3jMUdD+cKejpcNZaKejp8Keg++VOQffLm4LunzdqLCVBhwgueX+tHDZ0zwaz0EFBt6XZJm+fiR6cQbfP8Nb90bqfXJfO22VheTvO9c6c8z2v0szcYtb9jDED5MQvl2cEXWfisTcas+4XnT40VIfQ5eCYsUe+NGeD8Qwz530ge/VobwLsYWUAgudtrt0mU2csSXW/NwU9VHdynoiCTkF33qniFEhBj0MteR7OoCdnGKUECnoUWu7SUtDdsQxTEgU9DCW3aTiD7pZnmNJKSdAbe147sjrShRH04HLzFxetNKKJSwVdhR4yjzogpZByXcodHBjQe7zm3FHSr2e7eufP//yOObJ2Y13OAHU6W2+vELjgptmypW7X0b6+o8DjWXUpP+p/9MX3TFR03b+v2wH0mX3fn90fKOhhPg3cp6GgU9Dd96oYJVLQY0BzkIWC7gBihCIo6BFgOUxKQXcIM0RRFPQQkBwnoaA7BhqiOAp6fUj2DDqWm5f37JiZlQ5K/ughfWTOopXSt2d7uWr8oZmCMKut+8jtWfdundpI+7atzF74v046Xj7dvr2eoKuA5wpQp7Kvy8TtslG57+XjdtT7YFfD8XaT7ptb79dpHmdGQQ/xYVCAJBR0CnoBulX0Iino0Zm5yEFBd0ExfBkU9PCsXKakoLukmb8sCnp+Rq5TUNBdE81fXnMR9GAwt1wz6DqLbZPTtLlmw/MdB4a98TV12+XMMQOkvFcHE6W8/957SHV1TT1Bt4PFZQtQZ5/XjmjnKsgQ/8Zm3vP3gngpdMACqwVq6nbUK0SD8WHwAtcencrMsve0AuBR0OO1cdJcFHQKetI+5CQ/Bd0JxsiFUNAjI0uUgYKeCF/szBT02OhiZaSgx8KWKBMFPRG+WJmbi6AHj0PLJejZJFwDt+lychViBR5n5rpr1/YNBB3l6VFxUy45osHZ3Fo/9qnfcP4o0aB4qB8B5vINFMTqIIFM2OePfeVYrq6Crnvts5Wf7Zg5F/cRtQwKelRibtJT0CnobnpSwlIo6AkBxsxOQY8JLmY2CnpMcAmzUdATAoyYnYIeEZiD5BR0BxAjFtFcBB1Y9Kg1/DuXoGPZOGa7IZ8QUVyQ0WMPKTfnnWO2GMve9TV9Xc9bD4s/l6DrAAEkfNzY/jKsf49MkcEAdirsWDqOvfE+BF1n7XFfW2q3GQ6of87ClebYsuNGlsv0WcvNPeN+Jpw0OLVZc7stKOhhe6bbdBR0CrrbHhWzNAp6THAJs1HQEwKMmJ2CHhGYo+QUdEcgQxZDQQ8JymEyCrpDmCGLak6Cbh+JlkvQFRuWod/7xOLMbPGgft3k+mnzjXTiUkHH7DXkPOrS7XyCjjrsmXk9R1zvT/d4Yzb/6vGHmsGDXHvXQ3aFUMmyHSsXZKkDCdmOsgtVSQESUdALADVEkRR0CnqIblL4JBT0wjPOVgMF3S93Crpf3lobBd0vdwq6X96ojYLun3lzEnT7PO58go6W0CXcmEHH9dicFYIl2+3atjL/xhU3MnkuQccM9fylVWYAALPoPbqUmXr26NzWBKTTS5e1Y683jmRTKXYt6XqMG+rHIES2LQBBlniGzTXbsh5357+H76qRgp4OeQo6BT2dnheolYKeTjNQ0P1yp6D75U1BT4c3Bd0/dwq6f+bNSdBBFyKrs84Q7cYuW9AhqtjnjeXcq9fXZAQ9jOhnqyOXoGta3YsezKsB2SDvazbWiu6Pt5e/u5y5vueJxea5dS+5LqtH8DdEo8cVPI7Ofy/OXyMFPT+jQqSgoFPQC9GvIpdJQY+MzEkGCroTjKELoaCHRuU0IWfQneLMWxgFPS8i5wko6M6R5i2wuQl6XiBWAj33HLPVOO8b/0HIsddaz0MvlKBrADi9HQjxhBP3l/nLVmUGB/AalrojMjxWBzw1t0Jef2e1s+PWsErghTc+MgMBup/80jtfMvvwRx/Qp95571G4ppGWgp4GdREKOgU9nZ4XqJWCnk4zUND9cqeg++WttVHQ/XKnoPvljdoo6P6ZU9BzM9cl8ZBT3XOO48/spfLZoq2HacV8M+j2GeOo/8LThpql9aj7hYUfCY6Nw3X7xCMz1ek+dRfL3O1nRAUoE/eg+/CHD+xhgsHpEvswz5xmGgp6OvQp6BT0dHoeBb0ouFPQ/TYDBd0vbwp6Orwp6P65U9D9M6eg5xd0XVaOWeyrxh9aT9CznVcephXzCbotyLn2uSPiPGbP7Usj1Sdd5h48Nx516NnmxXJ0WhjOmoaCHoWWu7QUdAq6u96UoCTOoCeAlyArBT0BvBhZKegxoDnIwhl0BxAjFEFBjwDLUVIKuiOQEYqhoOcXdE1hzxZDoHENLN8V1T3qlU/QUZ7uK48SiE5n3uOczW4/g+6/z/Zcuu896jOnmZ6Cng59CjoFPZ2eF6iVgp5OM1DQ/XKnoPvlrbVR0P1yp6D75Y3aKOj+mVPQwwt6FFHO15JhBF0jpkep19Uydw0Oh6B47du2ktseWZR5pLj77vMxKeTrFPRC0s1dNgWdgp5Oz6OgFwV3CrrfZqCg++VNQU+HNwXdP3cKun/mFPTczLGEfNJ9cwsipmEEPW5vSLrMHasDps1algmKh1UCdpT4uPvu4z6Pi3wUdBcUo5dBQaegR+81BcjBGfQCQA1RJAU9BCSHSSjoDmFGKIoz6BFgOUhKQXcAMWIRFPSIwBwkp6A3DtEWU5fHiRVS0KfNXGYirMdZ5h4851xlXKPK6z58B13PaxEUdK+4M5VR0Cno6fS8QK0U9HSagYLulzsF3S9vrY2C7pc7Bd0vb9RGQffPnIIeTtARKM6OmJ60pQop6DrzHyea+5VT55qZc700CB5m1Ze8v1YG9esWe999UmZJ8lPQk9CLn5eCTkGP33sc5qSgO4QZoSgKegRYDpJS0B1AjFEEBT0GtARZKOgJ4MXMSkGPCS5BNgp6OEHHUWeXnTU8Aen6WQsp6Kjp53fMkbUb6yRqNHd7xYDrZ3YGL0ZBFPQY0BxkoaBT0B10o+RFUNCTM4xTAgU9DrX4eSjo8dklyUlBT0Ivel4KenRmSXNQ0JMSjJ6fgl6agh5nmXtwz31TOeM8TK+noIeh5D4NBZ2C7r5XxSiRgh4DmoMsFHQHECMUQUGPAMthUgq6Q5ghiqKgh4DkOAkF3THQEMVR0EtT0O1l7t8Z09/MpmNPevfObXM+sH32OhJFiR4foqulmoSCng5+CjoFPZ2eF6iVgp5OM1DQ/XKnoPvlrbVR0P1yp6D75Y3aKOj+mVPQG2euEdFdy2qhl7jjqXSZuz5hvvPLX1y0UqbOWCKYOT9uZLns0blto0Lvv7fGr5GCHp9dkpwUdAp6kv7jLC8F3RnKSAVR0CPhSpyYgp4YYawCKOixsMXOREGPjS52Rgp6bHSxM1LQG0cX5yzyMI3hQ9B1mbveT9+eHeSq8SOz3t7kaQtkc+02EyDO9WBEGB6FTkNBLzTh7OVT0Cno6fS8QK0U9HSagYLulzsF3S9vrY2C7pc7Bd0vb9RGQffPnIJeuoIe3FOOJ812hrnOnCuJfDPt/ntp8hop6MkZximBgk5Bj9NvnOehoDtHGqpACnooTM4SUdCdoYxUEAU9Eq7EiSnoiRFGLoCCHhlZ4gwU9NIVdDxZcJn7ZeOGNzgmTVcJYI965apqGTdmYJM8Sq2xlqSgJ/6oiFUABZ2CHqvjuM5EQXdNNFx5FPRwnFyloqC7IhmtHAp6NF5JU1PQkxKMnp+CHp1Z0hwU9MYJYpk4ln2fOWaAlPfqkBR3Jr+PJe6oLLjMPdvydRX0bPLu7IFTLoiCnk4DUNAp6On0vECtFPR0moGC7pc7Bd0vb62Ngu6XOwXdL2/URkH3z5yC7p85avQl6Ftqt5sBhiXvr5XH5qyQMSP2knFjB9R76Atumi1b6rZnXf6eDh33tVLQ3TMNUyIFnYIepp8UPA0FveCIs1ZAQffLnYLulzcFPR3eFHT/3Cno/plT0P0z9yno+nR6hFq2QHHjr3vWJJt6+THpwPBQKwXdA+QsVVDQKejp9LxArRT0dJqBgu6XOwXdL28Kejq8Kej+uVPQ/TOnoPtnnoago04VcTtQ3OoNtXLpnS9Jt05t5MbzR6cDw0OtFHQPkCno0SFXVVVHz8QckQlQ0CMjc5KBgu4EY+hCKOihUTlNyCXuTnHmLYyCnheR8wQUdOdI8xZIQc+LqCAJfC1xt2/+1ocXyuvvrJbxJw6Sw4b0MS/pzPrAvl3ksrOGF+RZi6FQCno6rcAZ9DzcKeh+OiYF3Q/nYC0UdL/cKeh+eWttFHS/3CnofnmjNgq6f+YUdP/MUWMagj7z1UqZPmu5IFr7OScNNg++YHmV3PbIIjlo3+5y0elD04HhoVYKugfIWaqgoFPQ0+l5gVop6Ok0AwXdL3cKul/eFPR0eFPQ/XOnoPtnTkH3zzwtQdfl7O3atJLyXh3lO1/tL/OXrTLB47JFd0+HTGFqpaAXhmu+UinoFPR8fcTL6xR0L5gbVEJB98udgu6XNwU9Hd4UdP/cKej+mVPQ/TNPS9BRr30uOpa6r15fQ0FPpws0i1op6BT0oujoFPR0moGC7pc7Bd0vbwp6Orwp6P65U9D9M6eg+2eepqDb56Jj1hx70JdWrpcLTxsiw/r3SAeGh1o5g+4BcpYqKOgU9HR6XqBWCno6zUBB98udgu6XNwU9Hd4UdP/cKej+mVPQ/TNPU9Ah5H984i1Zu7HOLGtXQb9s3HAZWN4lHRgeaqWge4BMQY8OmUHiojOLk4OCHoda8jwU9OQMo5RAQY9Cy11aBolzxzJMSRT0MJTcpqGgu+UZpjQKehhK7tOkESROn8IODLescr1sqdsuk88bJd07t3X/oEVSIgU9nYbgDHoe7hR0Px2Tgu6Hc7AWCrpf7hR0v7y1Ngq6X+4UdL+8URsF3T9zCrp/5qgxTUHXo9XsJ596+THpgPBUKwXdE+hANRR0Cno6PS9QKwU9nWagoPvlTkH3y5uCng5vCrp/7hR0/8wp6P6ZF5ugl7VpKbdPPDIdEJ5qpaB7Ak1BjwaaM+jReMVNTUGPSy5ZPgp6Mn5Rc1PQoxJzk54z6G44hi2Fgh6WlLt0FHR3LMOWREEPS8ptujRn0PEkOHLt7Yp1MnNehYw9pFwOG9LH7QMWWWkU9HQahDPoebhT0P10TAq6H87BWijofrlT0P3y1too6H65U9D98kZtFHT/zCno/pmjxrQFPZ2nTq9WCno67CnoFPR0el6gVgp6Os1AQffLnYLulzcFPR3eFHT/3Cno/plT0P0zp6D7Z05B988cNVLQKejp9DwKelFwp6D7bQYKul/eFPR0eFPQ/XOnoPtnTkH3z5yC7p85Bd0/cwp6COZc4h4CkoMknEF3ADFGERT0GNASZKGgJ4CXICuXuCeAFyMrBT0GtIRZKOgJAcbITkGPAc1BFi5xdwAxQhEU9AiwHCblDHoemBR0h72tkaIo6H44B2uhoPvlTkH3y1tro6D75U5B98sbtVHQ/TOnoPtnjhop6H65///2zgLWkVyJop5lZmZmZmZmZmZmZmZmBi1rmZkZtczMNMtM83WsX089PYmd9Es67Zdr6evvmyQd97G7XLeq7Eigl8vbvk0CXQK9MzMv960S6J0ZBgn0crlLoJfLWwK9M7wl0MvnLoFePnMJ9PKZS6CXz1wCvXzmfKMEugR6Z2aeBHoluEuglzsMEujl8pZA7wxvCfTyuUugl89cAr185hLo5TOXQC+fuQR6A8xV4t4ApBa8RRn0FkAscAkJ9ALQevERCfRewOvFR1Xi3gt4BT4qgV4AWi8/IoHeS4AFPi6BXgBaCz6iEvcWQGziEhLoTcBq4VuVQW8hTF1KBERABERABERABERABERABERABFIj0G/AgAEDUuu0+isCIiACIiACIiACIiACIiACIiACfY2ABHpfG1HdjwiIgAiIgAiIgAiIgAiIgAiIQJIEJNCTHLbmOv3jjz+6xx57zC233HKuX79+NT/8zz//uG+++caNNtpobuihhx7kPf/995/7+uuv3RhjjOGGGGKIQV7/66+/3HfffefGHnvsut/RXK+7692M0R9//OH51WoxvozdCCOM4IYddti64Pr37+9fG3300fsk3Pfff9/P0Xnmmafu/f3+++9+no477rhusMEGa3oe//zzz+7vv//2z0m91tc5F5082BDYDznkkG7kkUeueZkQ35gNKtqv1D737LPPulFGGcVNOeWUdbtehj1JjVtZ/Y2tpfQjZK9j8/zXX3/1Nog50JdbK+x5jGXMnn/77bd+XR1mmGH6MurC9xazMzG+oefgl19+ccz1scYaq0/7lJ225/iWzHM41/LtC08OfbDXBCTQe42w3Au8+eabbsUVV/RfOvzww7sXX3wx2oFXX33Vrbrqqu6NN96o+QCee+657oQTTui5zrLLLusOO+ywHgfgwQcfdLvuuqs3lrTDDz/crbPOOv6/2SFxxhlnuNNOO83/jXDherPMMov/+6ijjnIXX3zxQH2cbbbZ3DXXXBPtdxXecMUVV7hDDjnEd2X55Zd3p5xySku7xQK13nrruQ8//NBfd4oppnDbbLONW3nllRvi+9FHH7ktttii5/NrrrmmO/TQQ70IouGgnHfeeX4MEEeNzpmW3mSBixWZ59zjAw884C677LKa3wjX+++/v2eerr766m6vvfZqiDNzf/fdd+/5PPP7rLPOcmOOOWbSnA3UTjvt5O68885Bnu8CQ1fzI48//rjbfvvte2zI3HPP7fbee28344wz+vfH+IZsEGN44403DvK92LB11123VbfQlusUsS9bb721m3nmmd122203SJ/aaU+uu+46t++++w7ynawXZv/bAqmFF233PI+tpTF7HZrnX375pV+LnnrqKU9k2mmndQceeKCbbrrpWkioPZcq255zFyGWMXvz6KOP+jn98ccfuz///NPNN9987rjjjvNiPYVWxK40c18xOxPjG3oOEIz77befu/nmm32XxhlnHHfmmWe6mWaaqZkuduS9Rbh3yp4D6Pzzz/fz2toxxxzj8IvUqkFAAr0a49BwLxBcv/32m7v33nu9EGuFQEcsTzTRRF5UsyBttNFGbquttnKbb765I+M477zzup133tltuOGGXgDhaPP/E044oXvhhRfc2muv7a666ipvQBGwt956q3v44Yd9hvLII4/018w6dkSjMbopNDIVLNAYrp9++qnljuhXX33lbrjhBh9AQTxfcskl7sILL3RPPvmkz4bH+G622WbeaTj22GPdF1984VZbbTU/L0zgY3yvv/56t8MOO/gAA4tfCuyLzPOYQD/11FPdMsss4yaeeGL3xBNPOBZGRAdiJ8YZx5vnhHk+3HDD+aDI5JNP7gNQtFQ52zPIc/7vv/+6lVZayW255ZYtF7bMZ6obFllkEW9TDj74YB88wkGghfjGbBDOogUPuRbv5z5wsBGPVW5F7EvIoWunPSGjRaYl2/bcc083wwwz+PFMobV7nofWUviE7HVsnu+2227uhx9+cOecc45fWw866CDHeLNeVL2Vbc9jLEP2hgoIgh/4PPg6+FurrLKKW2uttbxtTKEVsSvN3FfMzsTWy9BzgP94xBFH+KQCVUIkhKgAJYBcq7qzmX63+71FuHfKnuOj48eQaFh00UXd7bff7vbYYw931113ed9GrfMEJNA7PwaFesBDtM8++3iBjlFAJJ900klukkkm8dc7/fTT3Ygjjug22WQTF8ug5ztA9PKTTz7xmUii0Ij11157zQ011FD+rUsuuaQX6wh5hMnrr7/uhSUNw73AAgv46CeRfQT6999/P1CGvtANd/hDZONwTnH6uR+YvPPOO75XOKgHHHCAm2aaafzfZLEXW2wxb+iIFJMh33HHHYPl53Z7cOezCME55pgjyHf88cf378EppCqBhjhHqOPEIYjmn39+d/TRR7s11lijwwSLfX12nr/yyiteEMPGGkEkMuNzzjmnX9BDGfR8DxZccEE/Nttuu210HhPwYIsIiykNZ4Fs3Ntvv+3LVVPnbGx4tnGeyDw/88wzXngxn2jMS/6mPJ25z2IOl8svv9y/3oywxz7weavqCfF96KGHgjYoP64XXHCBu/LKK90999yTTMle1r7E5nnIocuzaKU9yV+btQdbR1UKAd6UWnaeW1CUDDUVYBtssIEPaLIdjHnKGkg5+U033dQj3ELbaLIcsmsp5cAhex1ba1njWd8JxtIIvBIQJ9ubSmvGb+mNPY+xDNkbxD1B22w2kSodyn8tIJsK7075LSG+JDpCzwHznNcJ/tGo/KPiiiopfK0UWgr2nLn89NNP91QqwJWANoGoTTfdNAXMfb6PEuiJDnF2oSMrOv3007tbbrnFOxA0FhT2GlNG2oxAR+zjiFNGzzWuvvpqH6EnY28NQTTZZJP513fZZRc36qijDpRBIepJWTVROQQ6fSULz/uWWGIJL6ZSa1mDi6OFc4QoJqJLFvC9997rMXTcP6XqRN/JtpL5IHu78MILR2/bykgxnDiLIb5UMGBQKR9m/xANZ5OFDMeSMaMMdv3113dvvfWW7yuZAP6XSsvOc0o7CQxZYIR7YOEmAMGcbcahY0sBTrrN09g8prqE77GMLAErOD733HNeyKbO2eZDVrggFAlAEGjDad1///09Zxynl156yQd9Fl98cS/mEYIEh+BRb395ds4hzhlHK2MM8SUYErJB2evybPKcZccqhbmetS+xed6MQG+lPclzRMhi52wLUAqca81zbAxbgrCnVHsRsDO7wLxDqJFpWmihhdxtt93m11Obt6F7zq+l7777btBex9ba++67z/eNZ5QyVPpFUAyHOpXWjN/SG3seYxmyN9iv448/3s8Bxh37ZxndFLYTZOdCp/yWEF8C2iG/hSpAthSwRljDp6LMfamllkpiqqdgz9nWSiUhFZzW8GNI/LDWq3WegAR658egUA+aWeiaEeg8mJS63H333f7AMkqV7rjjjoEcEsQMZdUsWmTbyBzbXl5uBuNMWRIiH0fmgw8+8OIQhx/RmELpaX5QsgaX1xAsiBQOsuG+cIRNOLKYZLPaLDQES2rt38x+D2LIopeU19FCfDGkRJuzogjHhIWMrAoVEPSbazFG7AMkUEClhZ1jUGjylfihdgh0SnU5Q4EKE7K/gw8+eJDzCius4Kaaaqoep53bN2ebMjEyiKlzriVc+DeqMJ5//nlfGYNNGGmkkbxNMIHOnLWDJwmWEJVHtIeaZc8JJlF5wDkWIb6UPIZsUPa7cDrIuBOsrHUIYIlTt6mvaodD12p7kr2hRx55xG+Bws6ksGUmPxjZQJQ9zwTdmO9UYBCEJouEQOcerUIMe7/00ks7O9gpNMj5tdS20dSz17G19tNPP/V9mnrqqX3JL2sq9it0WGBTk7CENzfjtzQq0OsqLC4AAAkeSURBVGvZ8xBLfJOQvRlvvPH8FjP8HHwZqrKotjr55JMbCj6WgLHhr+iE3xKz51SqhPyWiy66yAdYqRBlLKjU4d+6XaC32p5bBRRVhCTQqPaEM9vDJNAbfsTa+kYJ9Lbibd/Fm1noGhXolMUjnskO24EcsUg0ixiZXvbDWctm0PMEEKuUiKewby7b9+xChxAne4RYmWuuufwedURHPYFOZpH9vVyjXsP5IhOJyKGEEdFIC/G1DDpRUDusLJtBR6BT6muHf3E9+HNaPAf7pdBaLdAJrFDZQNk2bKjqiHGmEgRHjYwVe9hp2Qw6YjB1zjYXssKFQB3zj3JDKnNwEBAFPLu1BDqfJRhEQKNeQ+wQdMof4Bbi22gGHccPR9qynynMb+tjqwV6O+yJ9RVbRgkrlQpWhpoSa/qanedUeWE3CSxNOumkPku+8cYb++xpXqDbFq5YYKLWWmpBvXr2OrbWklnEFrFditOxcaIJlCD4Uzl9uRm/pRGBXs+ex1iG7A3zA5vH+slWBoQLARv8mlQOQ6xlV8r0W0J8LYNe7zlA4LOe2oGuE0wwgd/WlmqJeysqotplz6m+5GA7th2wxmMH2ZajEvdqrGgS6NUYh6Z7gRPBvmfbg07plR14xcWaKXHnABdEIVlfHlbK5a3V2stFmSt7220POplZIm+0/B70/I2R4SIjl91H3PTNd+ADBCA4oIcFmiwh++4vvfRSL6QtEllUoNvCSfk/Yj7rbLHHvx7fWnvQKTdFqLAH3caOvtqp7ggunBoyDCm07Dwna0W0t2iJO4sQJVwc+oPjbeIcDiHOPFuN7JFOmbPNBZ5tymjZW0wZIvvuEQQ0tnLgbBQV6LZvv9ZJsY3wzZ6DkbVB1nfsIVs5rr322hSm9kB9zNqX2DyPlbi3y55Yh6loYNuObcNJDvb/z1NgnjOPEGEmxrgXKgPIKBUR6KG1tNYe9Fr2utY8R5zPOuus7uyzz/bbxGgWeCeQRkY4hdaM3xIT6CF7HvNbQvaG4AtzgK1LtkbQF6rPGjmUt0rj0Cm/pdk96NnnIM+POY+/YgfnVolvvb6kZM/tHgj0kSTirI2sBkiBd1/towR6QiNrvznJKej8vArNIro8WLPPPrs/TAkBTHkQi3oje9ApvUbc43izt9wapYvsb+fAFKJqoVPciViTdad8mkXYTnFHkLNXl5OzEZpcgz7W+omgqg3F559/7k9WxxEgo2KHYMGc6C6ChRNfyZaEStxDGXT7+RlKzhHPVpbL3nUqE6wssh5fAiVk8mud4k6/2TdJNJRDjyjFR3hx0BcVAFVt9eY5J3UTmbef8aPsGbb8HduDjihn36aNl/1cDgEWfhM9xjl7Ki1zAgfOTnFPlbONP/vxqcDgwDbsCM8upYWUIVJOS5aUPeYIYBzWIgKd7AdBQ7J+JjD4fq4HzxBfxi5kg7gOZ0BQ3UDJL1UoKbR69iU2z0MCvZ32BKasB2Sa2YpjgZsUWNPHWvMcO8C6SdDIStf5SVHsZRGBHlpLCbyG7HVsnmPjyPCzxvILHyeeeKIvvybwVeUMelG/JSTQY/Y8xjJkb8hWWqUCmXMqzlj7WWftVyeqPOer4LeE+MIu9BwQ5OJAXngTBKQqC9+Iz1S5pWjPSajhZ7J+4uNzlhHJHbVqEJBAr8Y4NNQLKw/lzZRy8kBxSA+NA2RwfjnxkpNeKUVFnOEUWzluvd9BZ+HHAc839otzLcQoC5U1op0cPEajHInIMvuDaDjbZNPtVHGCBAhDa/YzYAQZqt5wgMxY8TNo3DfCmfJoeJAxpcGZUsNQBp1FBzGZb1ZGnP93ItAEN2J82ROJI2njB1/22NmJ+/nfn0aYM0+q7NCF5rmVjsKLeYuDaiXNlGcxV2v9DrqVP+c5szjhBMQ4s88Rx539zTR+v5vIPuc00FLknH0meUZhQTDHnnXGgS0R2BSea8S6Oakvv/yyD3hk96BTNowjxc/55RtBIcoW881+YSDGN2SDuCYn6hMosb3CVbct9K+efeG10DxnfAhYkAEu255QYcUBWswNznBIqdlalJ/n2A/uicZ6ypYl1jeCcKxl7Pe2CjH7ZYx6Je6xtTRmr0PznPWGrUmsyzyPHLZKIIG5UOVW1G/pjT2HR4hlzN4Q9OD7qcihEbzB/qdw3kIV/JYY39BzYAFKuPOswp0zY6reUrTnZhOxJ5bQq/pP2VV9HrSyfxLoraRZwrXYe8ahTJYBzH4l2UEij+1YRNh3iDAlwmbiL/vdRJn79+/vs5H5w5noM04+nyXyn0pDtFHWjiivZbQ+++wznwHk9Xa3EF++GwHKnKg3L3jdspXt7msrrh+a5yz+zHV++qjVLcaZbBBZRNvzn3/+UuNM/2HJPMcZyj+7vEZmgOfatkm0mnn2eiG+MRvUzn6149ox+9LJeR6yJ+1gUcY1Q/Mc1tgc5nkZLcQ3Ns/bOS/ade9V9VtC9gYWBGQ41T0l0RKzK2X6LTG+9Z4D/p31hsN1U2kx7u18bmN+Sz3OnAfFZ9EMdthrKry7oZ8S6N0wyrpHERABERABERABERABERABERCByhOQQK/8EKmDIiACIiACIiACIiACIiACIiAC3UBAAr0bRln3KAIiIAIiIAIiIAIiIAIiIAIiUHkCEuiVHyJ1UAREQAREQAREQAREQAREQAREoBsISKB3wyjrHkVABERABERABERABERABERABCpPQAK98kOkDoqACIiACIiACIiACIiACIiACHQDAQn0bhhl3aMIiIAIiIAIiIAIiIAIiIAIiEDlCUigV36I1EEREAEREAEREAEREAEREAEREIFuICCB3g2jrHsUAREQAREQAREQAREQAREQARGoPAEJ9MoPkTooAiIgAiIgAiIgAiIgAiIgAiLQDQQk0LthlHWPIiACIiACIiACIiACIiACIiAClScggV75IVIHRUAEREAEREAEREAEREAEREAEuoGABHo3jLLuUQREQAREQAREQAREQAREQAREoPIEJNArP0TqoAiIgAiIgAiIgAiIgAiIgAiIQDcQkEDvhlHWPYqACIiACIiACIiACIiACIiACFSegAR65YdIHRQBERABERABERABERABERABEegGAv8D+KG3wl9PZJsAAAAASUVORK5CYII="
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_bnh.drawdown().vbt.plot(title=f\"{benchmarkdf.name} | Drawdown\", trace_kwargs=dict(name=\"%\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "aab9e899-5115-4395-bc1a-c79e75a87583",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_bnh.trades.plot_pnl(title=f\"{benchmarkdf.name} | PnL\", height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "4612fa22-363c-4351-9748-1204c26817f3",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_bnh.asset_returns().vbt.plot(title=f\"{benchmarkdf.name} | Asset Returns\", trace_kwargs=dict(name=\"%\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "61e0a14e-72ef-49fd-a610-7a7f2a47ec59",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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oZTjHqAh6Gf7MoHu5I+he3syg+3krIoJehjsz6F7uCLqXNzPoHfJG0DsEVXM3BL0mwMTizKAngksshqAngqtZDEGvCbDL4gh6l8Ay7M4MegaIXVaBoHcJLNPuCHomkB1Wg6B3CCrzbqN+Br0dTwS9HaE8f0fQ83DsthYEvVti9fZH0OvxSy2NoKeSSyuHoKdxq1MKQa9DL60sgp7GrW4pBL0uwe7KI+jd8cq1N4LehiSCnqurta4HQfdwbo6CoHu5I+he3jEagu7ljqB7eSsagu5njqD7mSsigu7ljqB7ecdoCDqCXqbnNUVF0Ms0A4Lu5Y6ge3kj6GV4I+h+7gi6nzmC7meOoPuZI+h+5oqIoCPoZXoegt4T3BF0bzMg6F7eCHoZ3gi6nzuC7meOoPuZI+h+5gi6nzmC3gFzUtw7gJRhF2bQM0BMqAJBT4BWowiCXgNejaKkuNeAl1AUQU+AVrMIgl4TYEJxBD0BWoYipLhngNhFFQh6F7Ay7soMehuYCHrG3taiKgTdw7k5CoLu5Y6ge3nHaAi6lzuC7uWtaAi6nzmC7meuiAi6lzuC7uUdoyHoCHqZntcUFUEv0wwIupc7gu7ljaCX4Y2g+7kj6H7mCLqfOYLuZ46g+5krIoKOoJfpeQh6T3BH0L3NgKB7eSPoZXgj6H7uCLqfOYLuZ46g+5kj6H7mCHoHzElx7wBShl2YQc8AMaEKBD0BWo0iCHoNeDWKkuJeA15CUQQ9AVrNIgh6TYAJxRH0BGgZipDingFiF1Ug6F3AyrgrM+htYCLoGXtbi6oQdA/n5igIupc7gu7lHaMh6F7uCLqXt6Ih6H7mCLqfuSIi6F7uCLqXd4yGoCPoZXpeU1QEvUwzIOhe7gi6lzeCXoY3gu7njqD7mSPofuYIup85gu5nrogIOoJepuch6D3BHUH3NgOC7uWNoJfhjaD7uSPofuYIup85gu5njqD7mSPoHTAnxb0DSBl2YQY9A8SEKhD0BGg1iiDoNeDVKEqKew14CUUR9ARoNYsg6DUBJhRH0BOgZShCinsGiF1UgaB3ASvjrsygt4GJoGfsbS2qQtA9nJujIOhe7gi6l3eMhqB7uSPoXt6KhqD7mSPofuaKiKB7uSPoXt4xGoKOoJfpeU1REfQyzYCge7kj6F7eCHoZ3gi6nzuC7meOoPuZI+h+5gi6n7kiIugIepmeh6D3BHcE3dsMCLqXN4JehjeC7ueOoPuZI+h+5gi6nzmC7meOoHfAnBT3DiBl2IUZ9AwQE6pA0BOg1SiCoNeAV6MoKe414CUURdAToNUsgqDXBJhQHEFPgJahCCnuGSB2UQWC3gWsjLsyg94GJoKesbe1qApB93BujoKge7kj6F7eMRqC7uWOoHt5KxqC7meOoPuZKyKC7uWOoHt5x2gIOoJepuc1RUXQyzQDgu7ljqB7eSPoZXgj6H7uCLqfOYLuZ46g+5kj6H7mioigI+hleh6C3hPcEXRvMyDoXt4IehneCLqfO4LuZ46g+5kj6H7mCLqfOYLeAXNS3DuAlGEXZtAzQEyoAkFPgFajCIJeA16NoqS414CXUBRBT4BWswiCXhNgQnEEPQFahiKkuGeA2EUVCHoXsDLuygx6G5gIesbe1qIqBN3DuTkKgu7ljqB7ecdoCLqXO4Lu5a1oCLqfOYLuZ66ICLqXO4Lu5R2jIegIepme1xQVQS/TDAi6lzuC7uWNoJfhjaD7uSPofuYIup85gu5njqD7mSsigo6gl+l5CHpPcEfQvc2AoHt5I+hleCPofu4Iup85gu5njqD7mSPofuYIegfMSXHvAFKGXZhBzwAxoQoEPQFajSIIeg14NYqS4l4DXkJRBD0BWs0iCHpNgAnFEfQEaBmKkOKeAWIXVSDoXcDKuCsz6G1gIugZe1uLqhB0D+fmKAi6lzuC7uUdoyHoXu4Iupe3oiHofuYIup+5IiLoXu4Iupd3jIagI+hlel5TVAS9TDMg6F7uCLqXN4JehjeC7ueOoPuZI+h+5gi6nzmC7meuiAg6gl6m5yHoPcEdQfc2A4Lu5Y2gl+GNoPu5I+h+5gi6nzmC7meOoPuZI+gdMCfFvQNIGXZhBj0DxIQqEPQEaDWKIOg14NUoSop7DXgJRRH0BGg1iyDoNQEmFEfQE6BlKEKKewaIXVSBoHcBK+OuzKC3gYmgZ+xtLapC0D2cm6Mg6F7uCLqXd4yGoHu5I+he3oqGoPuZI+h+5oqIoHu5I+he3jEago6gl+l5TVER9DLNgKB7uSPoXt4IehneCLqfO4LuZ46g+5kj6H7mCLqfuSIi6Ah6mZ6HoPcEdwTd2wwIupc3gl6GN4Lu546g+5kj6H7mCLqfOYLuZ46gd8CcFPcOIGXYhRn0DBATqkDQE6DVKIKg14BXoygp7jXgJRRF0BOg1SyCoNcEmFAcQU+AlqEIKe4ZIHZRBYLeBayMu47YGfSFCxeG5557Lqy99tphzJgxycgQ9GR0XRVE0LvClW1nBD0byo4qQtA7wpR9JwQ9O9KWFSLoXt6KhqD7mSPofuaKiKB7uSPoXt4x2ogT9GXLloXzzz8/nHvuudU5rr766mH69Olhq622GpTwjTfeGA455JAV/nb//feHCRMmBATd0zERdA/n5igIupc7gu7lHaMh6F7uCLqXN4Lu562ICHoZ7gi6lzuC7uU9YgX97rvvDvvss0+YMWNG2HLLLcPZZ58dZs2aFW699dYwduzYFSjfcMMN4eijjw7XXnvtcn/bYIMNqpl3BN3TMRF0D2cEvQznGBVBL8MfQfdyR9C9vBF0P28EvQxzRUXQvewRdC/vESvop556anjwwQfDZZddVp3jU089Fbbffvswc+bMsPnmmw8q6Mcdd1y48847B20BBN3TMRF0D2cEvQxnBL0sdwTdyx9B9/JG0P28EfQyzBF0P3cE3c9cEUdcivsRRxwRpk2bFk444YQBohtttFG4+OKLw4477jiooB966KFhr732CqusskrYZpttwi677BLGjx9f7Yugezomgu7hjKCX4Yygl+WOoHv5I+he3gi6nzeCXoY5gu7njqD7mY9IQT/ggAPCpptuWqWtx03vn5944olh9913X4HyvffeG2bPnh1WW2218OSTT1ap8fvtt9+A4C9atKRMy4yyqFrgRq8ULFmydJSdednTHTdubFi6dGlYtqzscYyW6OKtdTKWLgW4s81XWmlcYCz3ER8/fmw1ljOu+Jgr0vjx48LixdyzuKjrvkUb47mL+B/jML54ef/xPnFZde/C5iOg+5YS25hlw9TSmkHXwnDHH3/8wHm1mkFvPvlrrrkmHHPMMeGhhx6qZtHnzp1Xgs+oi7nyyuPCuHHjwrx5C0fduZc84cmTJ4QFCxaFxYt5MOJoh4kTVw5LliwJCxdyE+3gHWNMnTqRsdwIfNVVJ4R58xbxwNXIXB+rmTJlYnj+ee5ZXNgnTBhfTSzMn7/IFZI4IQSt5TJv3oKwZAnC6OgQWgxRD7h5yO2g/f9j6L6lxDZsgq530B9++OFwySWXVOfV7h305pO/7bbbwoEHHhjuu+++KuWdFHdP9yDF3cO5OQqruHu5s0icl3eMRoq7lzsp7l7eisZn1vzMWcXdz1wRWSTOy50Udy/vGG3EvYMeV3G/6qqrqlXczzzzzHDdddcNrOIucden1ZTKru2KK64Im2yySdhiiy3C3Llzw5FHHlnNnF9++eXV3xF0T8dE0D2cEfQynGNUBL0MfwTdyx1B9/JG0P28FRFBL8MdQfdyR9C9vEesoCtz/pxzzgkXXHBBdY6TJ0+uZtO33nrr6t8nn3xyuPrqq8M999xT/fu0006rFpCLm95Xl9Svv/76CLqxTyLoRtgNoZhB93JH0L28YzQE3csdQffyRtD9vBH0MswVFUH3skfQvbxHrKDHE5s/f36YM2dOWHfddQf9/nkjbu379NNPhylTplQrwDduzKB7OiaC7uHcHAVB93JH0L28EfQyvBF0P3dS3P3MmUH3M0fQ/cwRdD9zRRxxKe65MSLouYkOXh+C7uGMoJfhHKMi6GX4M4Pu5Y6ge3krGoLuZ46g+5kj6H7mCLqfOYLeAXMEvQNIGXZB0DNATKiCGfQEaDWKIOg14NUoiqDXgJdQFEFPgFazCIJeE2BCcQQ9AVqGIqS4Z4DYRRUIehewMu7KDHobmAh6xt7WoioE3cO5OQqC7uWOoHt5x2gIupc7gu7lrWgIup85gu5nrogIupc7gu7lHaMh6Ah6mZ7XFBVBL9MMCLqXO4Lu5Y2gl+GNoPu5I+h+5gi6nzmC7meOoPuZKyKCjqCX6XkIek9wR9C9zYCge3kj6GV4I+h+7gi6nzmC7meOoPuZI+h+5gh6B8xJce8AUoZdmEHPADGhCgQ9AVqNIgh6DXg1ipLiXgNeQlEEPQFazSIIek2ACcUR9ARoGYqQ4p4BYhdVIOhdwMq4KzPobWAi6Bl7W4uqEHQP5+YoCLqXO4Lu5R2jIehe7gi6l7eiIeh+5gi6n7kiIuhe7gi6l3eMhqAj6GV6XlNUBL1MMyDoXu4Iupc3gl6GN4Lu546g+5kj6H7mCLqfOYLuZ66ICDqCXqbnIeg9wR1B9zYDgu7ljaCX4Y2g+7kj6H7mCLqfOYLuZ46g+5kj6B0wJ8W9A0gZdmEGPQPEhCoQ9ARoNYog6DXg1ShKinsNeAlFEfQEaDWLIOg1ASYUR9AToGUoQop7BohdVIGgdwEr467MoLeBiaBn7G0tqkLQPZyboyDoXu4Iupd3jIage7kj6F7eioag+5kj6H7mioige7kj6F7eMRqCjqCX6XlNURH0Ms2AoHu5I+he3gh6Gd4Iup87gu5njqD7mSPofuYIup+5IiLoCHqZnoeg9wR3BN3bDAi6lzeCXoY3gu7njqD7mSPofuYIup85gu5njqB3wJwU9w4gZdiFGfQMEBOqQNAToNUogqDXgFejKCnuNeAlFEXQE6DVLIKg1wSYUBxBT4CWoQgp7hkgdlEFgt4FrIy7MoPeBiaCnrG3tagKQfdwbo6CoHu5I+he3jEagu7ljqB7eSsagu5njqD7mSsigu7ljqB7ecdoCDqCXqbnNUVF0Ms0A4Lu5Y6ge3kj6GV4I+h+7gi6nzmC7meOoPuZI+h+5oqIoCPoZXoegt4T3BF0bzMg6F7eCHoZ3gi6nzuC7meOoPuZI+h+5gi6nzmC3gFzUtw7gJRhF2bQM0BMqAJBT4BWowiCXgNejaKkuNeAl1AUQU+AVrMIgl4TYEJxBD0BWoYipLhngNhFFQh6F7Ay7soMehuYCHrG3taiKgTdw7k5CoLu5Y6ge3nHaAi6lzuC7uWtaAi6nzmC7meuiAi6lzuC7uUdoyHoCHqZntcUFUEv0wwIupc7gu7ljaCX4Y2g+7kj6H7mCLqfOYLuZ46g+5krIoKOoJfpeQh6T3BH0L3NgKB7eSPoZXgj6H7uCLqfOYLuZ46g+5kj6H7mCHoHzElx7wBShl2YQc8AMaEKBD0BWo0iCHoNeDWKkuJeA15CUQQ9AVrNIgh6TYAJxRH0BGgZipDingFiF1Ug6F3AyrgrM+htYCLoGXtbi6oQdA/n5igIupc7gu7lHaMh6F7uCLqXt6Ih6H7mCLqfuSIi6F7uCLqXd4yGoCPoZXpeU1QEvUwzIOhe7gi6lzeCXoY3gu7njqD7mSPofuYIup85gu5nrogIOoJepuch6D3BHUH3NgOC7uWNoJfhjaD7uSPofuYIup85gu5njqD7mSPoHTAnxb0DSBl2YQY9A8SEKhD0BGg1iiDoNeDVKEqKew14CUUR9ARoNYsg6DUBJhRH0BOgZShCinsGiF1UgaB3ASvjrsygt4GJoGfsbS2qQtA9nJujIOhe7gi6l3eMhqB7uSPoXt6KhqD7mSPofuaKiKB7uSPoXt4xGoKOoJfpeU1REfQyzYCge7kj6F7eCHoZ3gi6nzuC7meOoPuZI+h+5gi6n7kiIugIepmeh8p8qmQAACAASURBVKD3BHcE3dsMCLqXN4JehjeC7ueOoPuZI+h+5gi6nzmC7meOoHfAnBT3DiBl2IUZ9AwQE6pA0BOg1SiCoNeAV6MoKe414CUURdAToNUsgqDXBJhQHEFPgJahCCnuGSB2UQWC3gWsjLsyg94GJoKesbe1qApB93BujoKge7kj6F7eMRqC7uWOoHt5KxqC7meOoPuZKyKC7uWOoHt5x2gIOoJepuc1RUXQyzQDgu7ljqB7eSPoZXgj6H7uCLqfOYLuZ46g+5kj6H7mioigI+hleh6C3hPcEXRvMyDoXt4IehneCLqfO4LuZ46g+5kj6H7mCLqfOYLewPyFF14IixYtCquvvvpyLUGKu6djMoPu4dwcBUH3ckfQvbwR9DK8EXQ/dwTdzxxB9zNH0P3MEXQ/cwQ9hPDSSy+Fo446Ktx8881VC2y11Vbhq1/9alhzzTWrfyPono6JoHs4I+hlOMeoCHoZ/ryD7uWOoHt5KxqC7meOoPuZI+h+5gi6nzmCHkKYPn16uPrqq8OMGTPCpEmTwkEHHRRe85rXhJNOOglBN/ZJBN0IuyEUM+he7gi6l3eMhqB7uSPoXt4Iup+3IiLoZbizSJyXO4Lu5R2jjfp30PfYY4+w6667hoMPPrhiMnv27HDYYYeFRx55JIwZM4YZdFO/RNBNoJvCIOhe7gi6lzeCXoY3gu7nzgy6nzmC7mfODLqfOYLuZ84M+p9S2k8++eSwyy67VC3wwAMPhD333DPcddddYerUqeGyWfeXaZlRFnXs2LFh7NgQFi9eOsrOvOzpjh8/LixdujQsXbqs7IGMkujjxo0Ny5aFijmbj8BKK42rxpZlgs827ATgPeyIVwigCYXx48eGRYuW+IOP0ogaz7UtWcJ47uwCjC9O2iFwn+jlHaN9ZPctigQes6wH7pR0CBtvvHG4+OKLw4477liBePTRRytZv/XWW8N6660Xdj9qZhFABIUABCAAAQhAAAIQgAAEIACB0UVg1hl7FDnhnhB0nbkWhTvllFPCzjvvXIFgBr1IfwjMoJfhzpNRL3dm0L28YzRmXLzc4e3lrWjMoPuZM4PuZ66IjC9e7twnennHaKN6Bl0QeAe9TMdrjso76GXagXfQvdx5B93LO0ZjkTgvd95B9/JWNN5B9zPnHXQ/c0VkkTgvd95B9/KO0Ub9InGNq7hPnjw5HHjggaziXqAvIugFoIcQEHQvdwTdyxtBL8MbQfdzR9D9zBF0P3ME3c8cQfczV8RRL+gvvvhiOPLII8Mtt9xStcDrX//6cOGFF4a11167+jffQfd0TATdw7k5CoLu5Y6ge3kj6GV4I+h+7gi6nzmC7meOoPuZI+h+5gh6A/O5c+eGhQsXhjXXXHO5lkDQPR0TQfdwRtDLcI5REfQy/Elx93JH0L28FQ1B9zNH0P3MEXQ/cwTdzxxB74A5gt4BpAy7IOgZICZUwQx6ArQaRRD0GvBqFEXQa8BLKIqgJ0CrWQRBrwkwoTiCngAtQxHeQc8AsYsqEPQuYGXcddSnuLdjiaC3I5Tn7wh6Ho7d1oKgd0us3v4Iej1+qaUR9FRyaeUQ9DRudUoh6HXopZVF0NO41S2FoNcl2F15BL07Xrn2RtDbkETQc3W11vUg6B7OzVEQdC93BN3LO0ZD0L3cEXQvb0VD0P3MEXQ/c0VE0L3cEXQv7xgNQUfQy/S8pqgIeplmQNC93BF0L28EvQxvBN3PHUH3M0fQ/cwRdD9zBN3PXBERdAS9TM9D0HuCO4LubQYE3csbQS/DG0H3c0fQ/cwRdD9zBN3PHEH3M0fQO2BOinsHkDLswgx6BogJVSDoCdBqFEHQa8CrUZQU9xrwEooi6AnQahZB0GsCTCiOoCdAy1CEFPcMELuoAkHvAlbGXZlBbwMTQc/Y21pUhaB7ODdHQdC93BF0L+8YDUH3ckfQvbwVDUH3M0fQ/cwVEUH3ckfQvbxjNAQdQS/T85qiIuhlmgFB93JH0L28EfQyvBF0P3cE3c8cQfczR9D9zBF0P3NFRNAR9DI9D0HvCe4IurcZEHQvbwS9DG8E3c8dQfczR9D9zBF0P3ME3c8cQe+AOSnuHUDKsAsz6BkgJlSBoCdAq1EEQa8Br0ZRUtxrwEsoiqAnQKtZBEGvCTChOIKeAC1DEVLcM0DsogoEvQtYGXdlBr0NTAQ9Y29rURWC7uHcHAVB93JH0L28YzQE3csdQffyVjQE3c8cQfczV0QE3csdQffyjtEQdAS9TM9rioqgl2kGBN3LHUH38kbQy/BG0P3cEXQ/cwTdzxxB9zNH0P3MFRFBR9DL9DwEvSe4I+jeZkDQvbwR9DK8EXQ/dwTdzxxB9zNH0P3MEXQ/cwS9A+akuHcAKcMuzKBngJhQBYKeAK1GEQS9BrwaRUlxrwEvoSiCngCtZhEEvSbAhOIIegK0DEVIcc8AsYsqEPQuYGXclRn0NjAR9Iy9rUVVCLqHc3MUBN3LHUH38o7REHQvdwTdy1vREHQ/cwTdz1wREXQvdwTdyztGQ9AR9DI9rykqgl6mGRB0L3cE3csbQS/DG0H3c0fQ/cwRdD9zBN3PHEH3M1dEBB1BL9PzEPSe4I6ge5sBQffyRtDL8EbQ/dwRdD9zBN3PHEH3M0fQ/cwR9A6Yk+LeAaQMuzCDngFiQhUIegK0GkUQ9BrwahQlxb0GvISiCHoCtJpFEPSaABOKI+gJ0DIUIcU9A8QuqkDQu4CVcVdm0NvARNAz9rYWVSHoHs7NURB0L3cE3cs7RkPQvdwRdC9vRUPQ/cwRdD9zRUTQvdwRdC/vGA1BR9DL9LymqAh6mWZA0L3cEXQvbwS9DG8E3c8dQfczR9D9zBF0P3ME3c9cERF0BL1Mz0PQe4I7gu5tBgTdyxtBL8MbQfdzR9D9zBF0P3ME3c8cQfczR9A7YE6KeweQMuzCDHoGiAlVIOgJ0GoUQdBrwKtRlBT3GvASiiLoCdBqFkHQawJMKI6gJ0DLUIQU9wwQu6gCQe8CVsZdmUFvAxNBz9jbWlSFoHs4N0dB0L3cEXQv7xgNQfdyR9C9vBUNQfczR9D9zBURQfdyR9C9vGM0BB1BL9PzmqIi6GWaAUH3ckfQvbwR9DK8EXQ/dwTdzxxB9zNH0P3MEXQ/c0VE0BH0Mj0PQe8J7gi6txkQdC9vBL0MbwTdzx1B9zNH0P3MEXQ/cwTdzxxB74A5Ke4dQMqwCzPoGSAmVIGgJ0CrUQRBrwGvRlFS3GvASyiKoCdAq1kEQa8JMKE4gp4ALUMRUtwzQOyiCgS9C1gZd2UGvQ1MBD1jb2tRFYLu4dwcBUH3ckfQvbxjNATdyx1B9/JWNATdzxxB9zNXRATdyx1B9/KO0RB0BL1Mz2uKiqCXaQYE3csdQffyRtDL8EbQ/dwRdD9zBN3PHEH3M0fQ/cwVEUFH0Mv0PAS9J7gj6N5mQNC9vBH0MrwRdD93BN3PHEH3M0fQ/cwRdD9zBL0D5qS4dwApwy7MoGeAmFAFgp4ArUYRBL0GvBpFSXGvAS+hKIKeAK1mEQS9JsCE4gh6ArQMRUhxzwCxiyoQ9C5gZdyVGfQ2MBH0jL2tRVUIuodzcxQE3csdQffyjtEQdC93BN3LW9EQdD9zBN3PXBERdC93BN3LO0ZD0BH0Mj2vKSqCXqYZEHQvdwTdyxtBL8MbQfdzR9D9zBF0P3ME3c8cQfczV8QRK+gLFy4Mzz33XFh77bXDmDFjkukyg56MrquCCHpXuLLtjKBnQ9lRRQh6R5iy78QMenakLStE0L28FQ1B9zNH0P3MEXQ/cwTdz3xECvqyZcvC+eefH84999yK6Oqrrx6mT58ettpqq0EJ33jjjeGQQw5Z4W/3339/mDBhQkDQPR0TQfdwbo6CoHu5I+he3jEagu7ljqB7eSPoft6KiKCX4U6Ku5c7gu7lHaONuBn0u+++O+yzzz5hxowZYcsttwxnn312mDVrVrj11lvD2LFjV6B8ww03hKOPPjpce+21y/1tgw02qGbeEXRPx0TQPZwR9DKcY1QEvQx/BN3LHUH38kbQ/bwR9DLMFRVB97JH0L28R6ygn3rqqeHBBx8Ml112WXWOTz31VNh+++3DzJkzw+abbz6ooB933HHhzjvvHLQFEHRPx0TQPZwR9DKcEfSy3BF0L38E3csbQffzRtDLMEfQ/dwRdD9zRRxxM+hHHHFEmDZtWjjhhBMGiG600Ubh4osvDjvuuOOggn7ooYeGvfbaK6yyyiphm222CbvssksYP358tS+C7umYCLqHM4JehjOCXpY7gu7lj6B7eSPoft4IehnmCLqfO4LuZ95Xgv7kk0+G6667bkhKH/7wh8PEiRPDAQccEDbddNMqbT1uev/8xBNPDLvvvvsK5e+9994we/bssNpqqwXFUGr8fvvtNyD4f/jDy2VaZpRFXXnl8WH8+LHh5ZcXjrIzL3u6SrlesGBRWLRoSdkDGSXRJ05cOSxZsjQsXLh4lJxxb5zm1KkTw/PPzw9ao4Rt+AlMmbJKePnlRWHJEsaV4af9xwhaJE7c586d5wo56uNoYkGvQs6bx32LszNMmTIxvPzygupayjb8BCZPnhAWLVocFi5kPB9+2v8/wmqrTXKGG4g1ZlmXd0qPPfZYuPLKK4c82MMPPzxMnjw5aAZdC8Mdf/zxA/u2mkFvrvCaa64JxxxzTHjooYeqWXTExdM/dHOhCx0Drod3jDJu3NiwdOnSgLd4uIu3hr6lSxFFD/E/RllppXGM5UbgetiqsZxxxQg9hDB+/LiweDE30S7qum/RxnjuIv7HOIwvXt5/vE9cxgNuL/bqvqXE1rWgd3qQegf94YcfDpdccklVpN076M313nbbbeHAAw8M9913X5XyTop7p+Tr7UeKez1+qaVZxT2VXFo5FolL41a3FCnudQl2V54U9+545dibz6zloNhdHazi3h2vXHuzSFwukp3VQ4p7Z5xy7zXi3kGPq7hfddVV1SruZ555ZpUaH1dxl7jr02pKZdd2xRVXhE022SRsscUWYe7cueHII4+sZs4vv/zy6u8Ieu4uN3h9CLqHc3MUBN3LHUH38o7REHQvdwTdy1vREHQ/cwTdz1wREXQvdwTdyztGG3GCrvTRc845J1xwwQXVOSrtXVK+9dZbV/8++eSTw9VXXx3uueee6t+nnXZatYBc3PS+uqR+/fXXR9CNfRJBN8JuCIWge7kj6F7eCHoZ3gi6nzuC7meOoPuZI+h+5gi6n7kijjhBjxjnz58f5syZE9Zdd91Bv3/eiFv7Pv3002HKlCnVCvCNGzPono6JoHs4N0dB0L3cEXQvbwS9DG8E3c8dQfczR9D9zBF0P3ME3c98RAt6LpwIei6SretB0D2cEfQynGNUBL0Mf1LcvdwRdC9vRUPQ/cwRdD9zBN3PHEH3M0fQO2COoHcAKcMuCHoGiAlVMIOeAK1GEQS9BrwaRRH0GvASiiLoCdBqFkHQawJMKI6gJ0DLUIR30DNA7KIKBL0LWBl3HbEp7rkYIei5SLauB0H3cG6OgqB7uSPoXt4xGoLu5Y6ge3krGoLuZ46g+5krIoLu5Y6ge3nHaAh6G+4IuqdjIugezgh6Gc4xKoJehj+C7uWOoHt5I+h+3oqIoJfhjqB7uSPoXt4Ieoe8EfQOQdXcDUGvCTCxODPoieASiyHoieBqFkPQawLssjiC3iWwDLszg54BYpdVIOhdAsu0O4KeCWSH1SDoHYLKvBsz6G2AIuiZe9wQ1SHoHs7NURB0L3cE3cs7RkPQvdwRdC9vRUPQ/cwRdD9zRUTQvdwRdC/vGA1BR9DL9LymqAh6mWZA0L3cEXQvbwS9DG8E3c8dQfczR9D9zBF0P3ME3c9cERF0BL1Mz0PQe4I7gu5tBgTdyxtBL8MbQfdzR9D9zBF0P3ME3c8cQfczR9A7YE6KeweQMuzCDHoGiAlVIOgJ0GoUQdBrwKtRlBT3GvASiiLoCdBqFkHQawJMKI6gJ0DLUIQU9wwQu6gCQe8CVsZdmUFvAxNBz9jbWlSFoHs4N0dB0L3cEXQv7xgNQfdyR9C9vBUNQfczR9D9zBURQfdyR9C9vGM0BB1BL9PzmqIi6GWaAUH3ckfQvbwR9DK8EXQ/dwTdzxxB9zNH0P3MEXQ/c0VE0BH0Mj0PQe8J7gi6txkQdC9vBL0MbwTdzx1B9zNH0P3MEXQ/cwTdzxxB74A5Ke4dQMqwCzPoGSAmVIGgJ0CrUQRBrwGvRlFS3GvASyiKoCdAq1kEQa8JMKE4gp4ALUMRUtwzQOyiCgS9C1gZd2UGvQ1MBD1jb2tRFYLu4dwcBUH3ckfQvbxjNATdyx1B9/JWNATdzxxB9zNXRATdyx1B9/KO0RB0BL1Mz2uKiqCXaQYE3csdQffyRtDL8EbQ/dwRdD9zBN3PHEH3M0fQ/cwVEUFH0Mv0PAS9J7gj6N5mQNC9vBH0MrwRdD93BN3PHEH3M0fQ/cwRdD9zBL0D5qS4dwApwy7MoGeAmFAFgp4ArUYRBL0GvBpFSXGvAS+hKIKeAK1mEQS9JsCE4gh6ArQMRUhxzwCxiyoQ9C5gZdyVGfQ2MBH0jL2tRVUIuodzcxQE3csdQffyjtEQdC93BN3LW9EQdD9zBN3PXBERdC93BN3LO0ZD0BH0Mj2vKSqCXqYZEHQvdwTdyxtBL8MbQfdzR9D9zBF0P3ME3c8cQfczV0QEHUEv0/MQ9J7gjqB7mwFB9/JG0MvwRtD93BF0P3ME3c8cQfczR9D9zBH0DpiT4t4BpAy7MIOeAWJCFQh6ArQaRRD0GvBqFCXFvQa8hKIIegK0mkUQ9JoAE4oj6AnQMhQhxT0DxC6qQNC7gJVxV2bQ28BE0DP2thZVIegezs1REHQvdwTdyztGQ9C93BF0L29FQ9D9zBF0P3NFRNC93BF0L+8YDUFH0Mv0vKaoCHqZZkDQvdwRdC9vBL0MbwTdzx1B9zNH0P3MEXQ/cwTdz1wREXQEvUzPQ9B7gjuC7m0GBN3LG0EvwxtB93NH0P3MEXQ/cwTdzxxB9zNH0DtgTop7B5Ay7MIMegaICVUg6AnQahRB0GvAq1GUFPca8BKKIugJ0GoWQdBrAkwojqAnQMtQhBT3DBC7qAJB7wJWxl2ZQW8DE0HP2NtaVIWgezg3R0HQvdwRdC/vGA1B93JH0L28FQ1B9zNH0P3MFRFB93JH0L28YzQEHUEv0/OaoiLoZZoBQfdyR9C9vBH0MrwRdD93BN3PHEH3M0fQ/cwRdD9zRUTQEfQyPQ9B7wnuCLq3GRB0L28EvQxvBN3PHUH3M0fQ/cwRdD9zBN3PHEHvgDkp7h1AyrALM+gZICZUgaAnQKtRBEGvAa9GUVLca8BLKIqgJ0CrWQRBrwkwoTiCngAtQxFS3DNA7KIKBL0LWBl3ZQa9DUwEPWNva1EVgu7h3BwFQfdyR9C9vGM0BN3LHUH38lY0BN3PHEH3M1dEBN3LHUH38o7REHQEvUzPa4qKoJdpBgTdyx1B9/JG0MvwRtD93BF0P3ME3c8cQfczR9D9zBURQUfQy/Q8BL0nuCPo3mZA0L28EfQyvBF0P3cE3c8cQfczR9D9zBF0P3MEvQPmpLh3ACnDLsygZ4CYUAWCngCtRhEEvQa8GkVJca8BL6Eogp4ArWYRBL0mwITiCHoCtAxFSHHPALGLKhD0LmBl3JUZ9D/BXLZsWViyZEkYP378cngR9Iy9rUVVCLqHc3MUBN3LHUH38o7REHQvdwTdy1vREHQ/cwTdz1wREXQvdwTdyztGQ9D/RGLmzJnh9NNPD7fffjuCXqAvIugFoIcQEHQvdwTdyxtBL8MbQfdzR9D9zBF0P3ME3c8cQfczV8RRL+iPP/542H///cMTTzwR1llnHQS9TD8MCHoZ8Ai6lzuC7uWNoJfhjaD7uSPofuYIup85gu5njqD7mSPoIYTFixeHZ599Ntx0001h+vTpCHqZfoigF+KOoHvBI+he3gh6Gd4Iup87gu5njqD7mSPofuYIup85gt7A/Prrrw+nnHIKgl6mHyLohbgj6F7wCLqXN4JehjeC7ueOoPuZI+h+5gi6nzmC7mc+ogX9ySefDNddd92QVD/84Q+HiRMnDvwdQS/TAWNUUtzL8EfQvdwRdC9vBL0MbwTdzx1B9zNH0P3MEXQ/cwTdz3xEC/pjjz0WrrzyyiGpHn744WHy5MltBb1MsxAVAhCAAAQgAAEIQAACEIAABCDgITBmmb5r1kPbUDPoPXSIHAoEIAABCEAAAhCAAAQgAAEIQCA7gZ4RdD0nWLRoUZg9e3b1mbWbb745jB07doXvoWcnQIUQgAAEIAABCEAAAhCAAAQgAIEeINAzgv7zn/887Lrrrssh2WOPPSpZZ6tHYO7cueGHP/xhxXfMmDGDVqZV9J955pmw+uqrhwkTJqywz9KlS8PTTz8d1lhjjUEfmixcuDA899xzYe211x4yRr2zGNml1Ubz58+v+A22teOrtlt11VWXW8+huZ45c+ZU/+mVr3zliIT5y1/+suqjb3nLW4Y8v3nz5lX9dN11160eADZv7Ti/8MIL1YNE/U6G2kY659TOozFE7FdaaaUwderUQatpxbfdGJR6XP1W7qc//WlYbbXVwkYbbTTkoTvGk37j5jredtdSHUer8bpdP3/ppZeqMUh9YCRvOcbzdizbjef6spCuq6ussspIRp18bu3GmXZ8W/0OXnzxxaC+vtZaa43oe8rS47nuedTPxXn8+PHJfYGC+Qn0jKDnP7WRWePDDz8cdt999+rk9O7+Pffc0/ZE77///rDXXnuFhx56aNAfoD5r1/ggZJdddglf+tKXBm4A/vM//zMceeSR1WCp7cQTTwx///d/X/3/ynw4//zzw7nnnlv9W+Ki+rbaaqvq3yeddFK49NJLlzvGrbfeOlx99dVtj7sXdvjmN78ZvvjFL1aH8t73vjecffbZWQ9LF6gPfvCDQWs1aHvta18bPvaxjwU9nOqE7+OPPx4OOuiggfJ/93d/F/7pn/6pkiBtukG5+OKLqzaQHHXaZ7KeZEJlKf1c5/iDH/wgXH755YNGFFdl5sR+uvfee4ejjz66I87q+0cdddRAefXvr371q2HNNdfsa84R1GGHHVZlLzX/vhOabtAi//Vf/xUOPfTQgTFk2223DZ/97GfD61//+mr/dnxbjUFqw29/+9srxNUY9oEPfCDXKQxLPSnjy8EHHxze8IY3hEMOOWSFYxrO8eTf/u3fwuc///kVYup6Ecf/YYGUsdLh7uftrqXtxutW/fx3v/tddS264447KiKbbbZZOO6448Lmm2+ekdDwVOUez3UWrVi2G29uv/32qk//3//9X1iwYEF461vfGk499dRK1vthSxlXujmvduNMO76tfgcSxmOOOSbMnDmzOqR11lknXHDBBWHLLbfs5hCL7JvCvdR4LkBf+9rXqn4dN31BS/dFbL1BAEHvjXbo+CgkXC+//HK48cYbKxHLIeiS5Ve96lWVVOuCpJX1P/rRj4YDDzwwaMbxr/7qr4IW8/vQhz5UCZButPV/119//XD33XeHffbZJ8yYMaMaQCWws2bNCrfeems1Q/nP//zPVZ2NN3Z6Gq1Btx82zVToAq2B6/nnn89+I/rUU0+F//iP/6geoEieL7vssvCNb3wj/PjHP65mw9vxPeCAA6qbhq985Svht7/9bfibv/mbql9Ewdfg++///u/hE5/4RPWAQRe/fmCf0s/bCfo555wTdt5557DBBhuEH/3oR0EXRkmHZKcdZ91463eifj5p0qTqochrXvOa6gGUtn7lHH+D+p0vWbIkvO997wv/+I//mF1s1Z+V3fD2t7+9GlNOOOGE6uGRbhC0teLbbgzSzWJ8eKi6tL/OQzfYksde3lLGl1Y3dMM5nmhGSzMtjdtnPvOZsMUWW1Tt2Q/bcPfzVtdS8Wk1Xrfr55/61KfCH/7wh3DRRRdV19bjjz8+qL11vej1zT2et2PZarxRBoQefuieR/c6ut/ac889w/vf//5qbOyHLWVc6ea82o0z7a6XrX4Hun/88pe/XE0qKEtIE0LKANUD5MGyO7s57uHeN4V7qfFc9+i6j9FEw4477hi0/tenP/3p8L3vfa+6t2ErTwBBL98GSUegH9HnPve5StA1KEiSzzzzzPDqV7+6qu+8884LU6ZMCR/5yEdCuxn05gPQ08snnniimonUU2jJ+gMPPBBWXnnlatd3v/vdlaxL5CUmDz74YCWW2jRwb7/99tXTTz3Zl6D//ve/7/tXFTQbp5tT3fTrfMREr2Vo0w3qF77whbDppptW/9Ys9jve8Y5qoNOTYs2Qf/KTn2yZfh7bQNxVViL4pje9qSXfP/uzP6v20U2hshK0Sc4l6rqJkxBtt9124eSTTw5/+7d/m9TPShdq7Of33XdfJcRiEzc9RNLM+DbbbFNd0FvNoDefy9ve9raqbT7+8Y+37cd64KFXRHQx1aabBc3GPfLII1W6ar9zjmz029bNk2aef/KTn1Tipf6kTf1S/1Z6uvq+LubicsUVV1R/70bsNT6ofMzqacX3lltuaTkGNbfr17/+9erLITfccEPfpOw1ji/t+nmrG7pmFjnHk+a6de3RWKesFD3g7aetsZ/Hh6KaoVYG2H777Vc90NTrYOqnugYqnfzaa68dELdWr9E0cmi8lioduNV43e5aq2u8ru96GKtND171QFyzvf2ydXPfUmc8b8ey1XgjuddD28bZRGXpKP03PpDtF96l7lta8dVER6vfgfq5/q6Hf9qU+aeMK2VJ6V6rH7Z+GM/Vl++8886BTAVx1QNtPYjaf//9+wHziD9GBL1Pm7jxQqdZ0de97nXhO9/5TnUDoU0XFL1rrDTSbgRdsq8bcaXRq46rrrqqekKvGfu4SYg23HDD6u9HHHFEmDZt2nIzKHrqqbRqPZWToOtYNQuv/d71rndVMtVvW+OAV+Zp6gAADJxJREFUqxst3RxJivVEV7OAv/jFLwYGOp2/UtX19F2zrZr50OztX//1X7c97ZhGqoFTN4ut+CqDQQOq0of1/pA23WzqQqYbS7WZ0mD33Xff8L//+7/VsWomQP/rl62xnyu1Uw+G4oMRnYMu3HoAoT7bzQ2dXinQTXrsp+36sbJLFCfOyOqBlTjeddddlcj2O+fYHxrFRaKoBxB60Kab1mOPPbbirBunn/3sZ9VDn3e+852VzEsE9XBIPIZ6v7yxz0nO1Y4xjbEVXz0MaTUGNdar36Z+Z41t1Q99vXF8adfPuxH0nONJM0eJrMa5+ApQP3AerJ9rjNErQRpPle2lB3ZxXFC/k6hppmmHHXYI1113XXU9jf221Tk3X0sfffTRluN1u2vtTTfdVB2bfqNKQ9Vx6aGYbqj7ZevmvqXOeN6OZavxRuPXaaedVvUBtbvGvzij2w+vEzT2hVL3La346oF2q/sWZQHqlQJdI+Kmeyqlub/nPe/pi67eD+O5XmtVJqEyOOOm+xhN/Ohaz1aeAIJevg2SjqCbC103gq4fplJdvv/971cLlilV6bvf/e5yNySSGaVV66Kl2TbNHMd3eXUyGpyVliTJ143Mr371q0oOdcMvaeyH1NPmRmkccPU3CYskRQvZ6Lx0IxzFUReTxlltXWj0sGSw9zcb40iG4tNLpddpa8VXA6meNjdKkW5MdCHTrIoyIHTcqkttpPcA9aBAmRZxHYOkzmcsNByCrlRdraGgDBPN/o4bN64l59122y1svPHGAzftOv14s600Mc0g9jvnwcRF/01ZGP/93/9dZcZoTHjFK15RjQlR0NVn48KTeliip/KS9lZbnD3XwyRlHmgdi1Z8lfLYagxqjKWbDs2462HlYIsAGrtuV6GG44Yu93jSeEK33XZb9QqUxpl+eGWmuTEaH0TF37Meuqm/KwNDD6E1iyRB1znGDDGN9zvttFOICzu1auTma2l8jWao8brdtfbXv/51dUybbLJJlfKra6rGr1aLBXbVCQ07d3Pf0qmgDzaet2Kpe5NW4816661XvWKm+xzdyygrS9lWZ511VkcPHw0YOw5R4r6l3XiuTJVW9y2XXHJJ9YBVGaJqC2Xq6L+NdkHPPZ7HDChlEWoCTdme4qzXwxD0jn9iw7ojgj6seIev8m4udJ0KutLiJc+aHY4LcrR7Eq2LmGZ69T5c3Bpn0JsJSFaVIt4P7801HnvjhU4irtkjycqb3/zm6h11ScdQgq6ZRb3fqzqG2nTzpZlISY5SGCWN2lrxjTPoegoaFytrnEGXoCvVNy7+pfrEX6vFa2G/fthyC7oerCizQWnbYqOsjnaclQmiGzXNWOkddm2NM+iSwX7nHPtCo7joQZ36n9INlZmjGwRJgX67gwm6yuphkB5oDLVJdvTQqXkBt1Z8O51B142fbqTj7Gc/9O94jLkFfTjGk3isGsuUwqpMhZiG2k+sdayN/VxZXho39WDpL/7iL6pZ8n/4h3+oZk+bBT2+wtXuwcRg19L4UG+o8brdtVYzixqL9LqUVsfWTbQelEj4+2X15W7uWzoR9KHG83YsW4036h8a83T91KsMEhc9sNF9Tb8shjjYuOK8b2nFN86gD/U7kODrehoXdP3zP//z6rW2fk1xz5ERNVzjubIvtbCdXjvQNV7joF7LIcW9N65oCHpvtEPXR6GbCL33HN9BV+pVXPBKlXWT4q4FXCSFmvXVj1Xp8nEb7F0upbnq3fb4DrpmZvXkTVvzO+jNJ6YZLs3INb5H3PXJFyigBxBaoEcXaM0S6r37f/mXf6lEOj6JTBX0eOFU+r9kvvFmS+/4D8V3sHfQlW4qUdE76LHtdKxxVXcJl25qNMPQD1tjP9eslZ72pqa46yKkFC4t+qMb7yjn4tCKs35bnbwj3c+cY1/Qb1tptHq3WGmIeu9eQqBNr3LoZiNV0ON7+4OtFNsJ38Z1MBrHoHjsGg/1Ksc111zTD117uWNsHF/a9fN2Ke7DNZ7EA1ZGg17bia/h9B3sP62noH6ufiQJizKmc1FmgGaUUgS91bV0sHfQBxuvB+vnkvM3vvGN4cILL6xeE9MWH7zrQZpmhPth6+a+pZ2gtxrP2923tBpv9PBFfUCvLsVrhI5F2WedLMrbS+1Q6r6l23fQG38HzfzU53W/EhfO7SW+Qx1LP43n8Rz0oE+TRFpro9EB+oH3SD1GBL2PWjZ+c1KroOvzKtriE139sP7yL/+yWkxJAqz0IF3UO3kHXanXknvdeOvd8rgpdVHvt2vBFD1Va7WKu55Ya9Zd6dO6CMdV3CXkeldXK2dLNFWHjnGwTwT1WlP85je/qVZW142AZlTiIlhirqe7Ehat+KrZklYp7q1m0OPnZ5RyLnmOabl6d12ZCTEtcii+elCimfzBVnHXceu9ST0N1aJHSsWXeGmhL2UA9Oo2VD/XSt16Mh8/46e0Z7HVv9u9gy4p13ubsb3i53L0gEXfRG/HuXFVWvUJ3cDFVdz7lXNsf72PrwwMLdimcUS/XaUWKg1R6bSaJdU75hJg3bCmCLpmP/TQULN+UTAUX/WJZyu+artWY5Dq0RoQym5Qyq+yUPphG2p8adfPWwn6cI4nYqrrgWaa9SpOfHDTD6x1jIP1c40Dum7qoVFMXdcnRTVepgh6q2upHry2Gq/b9XONcZrh1zVWX/g444wzqvRrPfjq5Rn01PuWVoLebjxvx7LVeKPZypipoJlzZZzp2q/rbPzqRC/3+V64b2nFV+xa/Q70kEsL8oq3HgIqK0v3RirTy1s/jueaUNN9pq6fusfXWkaa3GHrDQIIem+0Q0dHEdNDtbNSOfWD0iI92rSAjG5+teKlVnpVKqrkTDfFMR13qO+g68KvG/DmTe+Lqy7JqC5UcdPTTi08pk3pSHqyrPeDtOlmW7PpcVVxPSSQGMYtfgZMDxl6fdMNUBys9Bk0nbfEWenR4qEZU23irFTDVjPouuhIJpu3mEbc/N/1BFoPN9rx1TuRupGM7Se+escurrjf/P1pibn6SS/f0LXq5zF1VLzUb3WDGlOalZ6lvjrYd9Bj+nMzZ12cdBPQjrPec9SNu95v1qbvd+vJvtZp0NaPnBt/k/qNioUe5sTfutpBr0RoTNHvWrIeb1Lvvffe6oFH4zvoShvWjZQ+59e86aGQ0habt/iFgXZ8W41BqlMr6utBSXxXuNfHFh3fUOOL/taqn6t99MBCM8Du8UQZVlpAS31Dazj00xavRc39XOOHzkmbrqd6ZUnXNz2E07VM73vHDLH4ZYyhUtzbXUvbjdet+rmuN3o1Sddl/R612KoeJKgv9PKWet9SZzwXj1Ys2403euih+MrI0aaHNxr/+2G9hV64b2nHt9XvID6gFHf9VsVda8b0+taP43kcEzWexAm9Xv+UXa/3g5zHh6DnpGmoS++eaVGmOAPYGFKzg3ryOBwXEb13KDHVE7Yof42x9ZR5zpw51Wxk8+JMOmbd5Kusnvz3yyZpU1q7pHywQevJJ5+sZgD19+HeWvFVbAmo+sRQ/UJ/j7OVw32sOepv1c918Vdf16ePcm/tOGs2SLOI8Z3/5t9fv3HW8Yul+rluhpp/u/qbZgb0u46vSeRm3lhfK77txqDhPK7hqLvd+FKyn7caT4aDhaPOVv1crDXmqJ87tlZ82/Xz4ewXw3XuvXrf0mq8EQs9kNGq7v0kLe3GFed9Szu+Q/0O9N91vdHiuv2yteM+nL/bdvctQ3HWelAqK2eIi732C+/RcJwI+mhoZc4RAhCAAAQgAAEIQAACEIAABHqeAILe803EAUIAAhCAAAQgAAEIQAACEIDAaCCAoI+GVuYcIQABCEAAAhCAAAQgAAEIQKDnCSDoPd9EHCAEIAABCEAAAhCAAAQgAAEIjAYCCPpoaGXOEQIQgAAEIAABCEAAAhCAAAR6ngCC3vNNxAFCAAIQgAAEIAABCEAAAhCAwGgggKCPhlbmHCEAAQhAAAIQgAAEIAABCECg5wkg6D3fRBwgBCAAAQhAAAIQgAAEIAABCIwGAgj6aGhlzhECEIAABCAAAQhAAAIQgAAEep4Agt7zTcQBQgACEIAABCAAAQhAAAIQgMBoIICgj4ZW5hwhAAEIQAACEIAABCAAAQhAoOcJIOg930QcIAQgAAEIQAACEIAABCAAAQiMBgII+mhoZc4RAhCAAAQgAAEIQAACEIAABHqeAILe803EAUIAAhCAAAQgAAEIQAACEIDAaCCAoI+GVuYcIQABCEAAAhCAAAQgAAEIQKDnCSDoPd9EHCAEIAABCEAAAhCAAAQgAAEIjAYC/w8mx/2meRMnEQAAAABJRU5ErkJggg=="
},
"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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zrrtgygknwNbGrYCBxDEF9YYNG2DGPXfDRedfAJ9++mlicSGCrnBq0A+7tk8tzHntNYWtUlOEACFACBAChAAhQAgQAoQAIUAIxIjAcdfGWHmWqp+53vZH1JA/9+KLcN21v4DNmzezNNSoQb/r13dBS2sr/PCyH7DYXBs3brLF88rPIKytEkFPwixQHwgBQoAQIAQIAUKAECAECAFCgBBIKwIJIugI4fU3/grGjx/P0FyyZAk8+sgjcMedd8I5Z54F1173Cxg8eAcoKcnA3Ndfh9tu6Q4onQT4iaAnYRaoD4QAIUAIEAKEACFACBAChAAhQAgQApEhMGDbAVBaWsqCYj/4+9/Dhq82wIzfTIc/PPIwnHTiFNh/0iQ4+7xz4ejDj4iszSgqIoIeBYpUByFACBAChAAhQAgQAoQAIUAIEAKEQOIQ+MY3xsOvbr4Rpp16Kuyzz75wznnnwuGHHAojRo6E38yYDidPOQk2btqYmH4TQU/MVFBHCAFCgBAgBAgBQoAQIAQIAUKAECAEokTgkZkzYeXnK1mqtYEDB8LDMx+FU0/+Puz/7f1h2umnw9FHHBllc6HrIoIeGkKqgBAgBAgBQoAQIAQIAUKAECAECAFCIGkIfHPCXnDd9dfDKVO/Z2rJMdXaLrvuAl1dGsye9TLcM+PuRHWbCHqipoM6QwgQAoQAIUAIEAKEACFACBAChAAhECcC/fsPgMatjSw3etIeIuhJmxHqDyFACBAChAAhQAgQAoQAIUAIEAKEQFEiQAS9KKedBk0IEAKEACFACBAChAAhQAgQAoQAIZA0BIigJ21GqD+EACFACBAChAAhQAgQAoQAIUAIEAJFiQAR9KKcdho0IUAIEAKEACFACBAChAAhQAgQAoRA0hAggp60GaH+EAKEACFACBAChAAhQAgQAoQAIUAIFCUCRNCLctpp0IQAIUAIEAKEACFACBAChAAhQAgQAklDgAh60maE+kMIEAKEACFACBAChAAhQAgQAoQAIVCUCBBBL8ppp0ETAoQAIUAIEAKEACFACBAChAAhQAgkDQEi6EmbEeoPIUAIEAKEACFACBAChAAhQAgQAoRAUSJABL0op50GTQgQAoQAIUAIEAKEACFACBAChAAhkDQEiKAnbUaoP4QAIUAIEAKEACFACBAChAAhQAgQAkWJABH0opx2GjQhQAgQAoQAIUAIEAKEACFACBAChEDSECCCnrQZSXB/SkpLoUffPrBlw1cJ7mVhda2sshIqqqugaVNDYQ0soaOpHbgtNKxZl9DeFV63MiUl0HObfrBl/YbCG1wCR9SjX19o2dIIne3tCexdYXap97YDYMuGDaB1aYU5wISNqvd228LmtbSHq5qWkrIyqKntDY1ffa2qyaJup9eA/tD41UbQujqLGodiGDwR9GKY5YjGSAQ9IiB9VEME3QdYERQlgh4BiD6qIILuA6wIihJBjwBEn1UQQfcJWMjiRNBDAujzdSLoPgELWZwIekgAU/Q6EfQUTVa+u0oEXf0MEEFXizkRdLV4E0FXizcRdLV4Y2tE0NViTgRdLd5E0NXiTQRdLd75bC11BL1//wFQWVkBX375ZT5xK8q2iaCrn3Yi6GoxJ4KuFm8i6GrxJoKuFm8i6HnAm0zclYJOBF0p3EAEXS3e+WwtNQS9b5++cM/v7oV+/foxvJqamuCHP7gc6j/7LJ/4FVXbRNDVTzcRdLWYE0FXizcRdLV4E0FXizcR9DzgTQRdKehE0JXCTQRdLdx5bS01BP36G38F48b9H1x+6aXQ0LAZ7n/ofvj6q41wzlln5RXAYmqcCLr62SaCrhZzIuhq8SaCrhZvIuhq8SaCnge8iaArBZ0IulK4iaCrhTuvraWGoP/tuWdhyZIl8POrr2GAnX3OOXD8iSfAYZMPAU2j6KgqVhERdBUoW9sggq4WcyLoavEmgq4WbyLoavEmgp4HvImgKwWdCLpSuImgq4U7r62lhqC/NHsWPPPUX+Ghhx5igH37O9+Bn1z1Uzj91NNg7dq1UDJweF6BlBvPbF4L0NGaqD6F7UxJSQlU9eoJTQ2bw1ZF73tEoLS8HMorK6ClcavHN6hYGAR69usDjV9vClMFvQsA2jZDINOwFrTe2wG0bIZMW7PjfpjJZKC6trctjWDX2MMh8/G/IdOUfS5Y/WWV3Zh3tALbe8sqLW1juULck/0utupePaGtuRk6OyhFj1/sgpbv0acWmhoagPQIQRH09x6mgt26Md17uFbTB6Cqtz5w3D+lfdDydwDIfL0yN0h8T/RaPneNrAQqbip71EDz5i0e3whfTN73cfyIidZvRyj54r3wDcRZQ8h5qOlTC80NW0DTurL2Uhu4C0DTZuv5KL7Bz0qHWuT15bQG8TVWrvcASztez1nLHDqscb9T0LXTN6Hk88WheJfWb4itWRxPZ5O6tS12IBUEHS9xSND/NPOP8Nif/sT6/80Je8H1N9wAP7j0Mli2dCnAcdf6nc9Yy/f44AUob1jlu42Omm2gbdAeUNL0NZRu1fONl2/2X4/vhukFQoAQIAQCItBZ2Qtad/gGaKUVUFU/DxrHHMdq0soq2T7WVdmT/b5y3TLAsu0DdmV/r/pigWOLm/Y+FzIdrewd/H9JyxYoa/oKWnYYDyVNX0HF13rsESxnOdA6WqHn4mego3YwNA+bZPkb9qPn+89DprMt4CjpNUKAECAE4kegeYfx0LrjeNZQ5ecLoFraJ8W/Y5k+bz+Qs1PiO17K56wwDwVa8W689WtoGnEQO1v4U9K6Bboqe7EfVY2trd9Q6KrZBrDtTGsj+39pa24i5zYPeLZlOluhcvWS0Mi21w6GrbsdkbUe1u+ONqhYswRKGzcwPMu2bmDnY9PQvaFt0GjL+1i+97t/sfxOXof4RyxXsXoJZECDsq/rXTHZ/I3vmXPG3ln3ERu/VloJ5es/yoklv0fgfQD7jOPFM75m2Susj3jH4HcFLNvRr86GbXPd3uxuUrH2fcbX5PsE//5a//Ni6DkJUkEqCDoODAn60399Cn7/4O/ZOGUNeukByfBF76rqDVpVLyj/9B2orH/H95y01u0F7TvtZXmv5+v3+K4nlhcyAKVlZdDZ3hFL9VSpHYFMSQbQDLiLNF5KlkdZRTl0tLUraauQGmnbYRy0Dd+XDSnTshk0rv2RBlm15CUm4W4Zdyz7S/WCJ6CidRN0Cph39Nne/Dt/vWL5v6B005fQvOdU9ivcE/FCsXXfc3QC37gBxL2XHdDCPppp2cL25bLVS6Fq2T8KCXpfYyktL4Ouzk7QusgtzBdwIQqXVpRDZ3s7AEEeAkXvrzK8U76HN+9xGHT235kN2ukuKd8TvdwRxXeq//sElDau9w5qtpKZDJSWlcZ+L+T7vdgV3PtFoo5/q1r4NyjbFH+Wp6bxJ0FXr/5md7ze+bdOPM08H/m8dfYcYJ5tNfNmQkmLu5Vqrv0E8Wjacyprg5+NnX22N/tZ0rgeunoOsMxopr0VtPJKc601jzsW8B0siySev9/jXw+yOvnDMZDL8b9nw6Tx2xe7rqpcc4hnffO4Y9gY8V6AD+8jvovjw/sIjqtq0d9NbPH+UbbhE1a+dfi+0L7DOPMbK234kt07OGZinfDM9dF8Kz5rSQ1BRx/09957D6695mdsiOecdx4cd/xxifNB10ZOgsxuk0BbPg8yi3VJjq9n4lSAwSOsr+Rpccj9Jh90XzMZSWHyQY8ERs+VkA+6Z6isBZ32rYY1oC1+BTITpwCUV7Hy2gdzAZobIDP+KP39916FXps+hi3rN5j1acMnQGbMZICGNQBoQofvbloD0N4KMKBOL/fM9aANGAqZ/U4DWP8ZwJszQRs0AjJ7TwVYtQy0po2QGT4RtMWzIbN8vq1swFGm/jXyQVc/hZQHXS3mBZEHHfe1AUPNPTOzdK4FRG3MwWx/Mx8Pd0R+N2X78JszIYP7ZgSPKh90c7/nfcbzoa3FxImdAwOGRjo2V3jwTDryx9Y58XDn1+rGdZ99OA9vzITMoBEA24/QzzoPc5MrzZq5NhCf1wzLCtHC+PnbAPY/DaB2oG14eD6ztWasP3Od8J/ffgIyq5fp/azpA5lDLgVobwHAOvHBcn0Gmuc9P5vlhsy5xDvC+s8gUzeu+x2s2zi33fC3rQWhIBsD3hP494NrHfuFT1szaPOfAti6Se87fzatAW3FO/rc1C8CWPCs/hd+r/HwfUXwKdmqSA1Bv+GmG2Hs2HHwg0svYVHcH3jogURGcZcvjb4nTdiYbZsv/8jytFiIoPuezdAvEEEPDaGvCoig+4Kru7DkYiQKKDW8CCB53m2STp43rdH/jc+K+dBr1QILQYfxRwPUjWWHNDtIkXRLD14coHY7ncgbB6pl78Xy8mWN9xEvE3ipKMKHCLr6SSeCrhbzYiDonEDZ7ohZoE49QeeCWz5GLmBAIra1AaBpozKCbgqDRbwNQXHW1b7ftG4hs0vBXMKTbATdJM1Icl97ADJI0vE58NxuQo78wThjbecqFzIccC4j2rwOJ8WjKUhftQxg3hOsKnbWt7dAZu8pensumIjCdHzXJnCqXwja8ne6+y+f/5Kgg/0Z10CPWl05KgivGJ6coPN6Vi0FGDzScQZMIQWOh6+5PHGu1BD0vv36wW/vuxf69u3LQG1uboYrfvhD+GSFbq6QlCcOgo4fCVv0XOKTpwsmEXT1q4wIulrMiaBnxxs1ABjtiknRDZJr7nn4MwYzQk3ArBkWEowHdwYvCagJb1jLCDh7Nq2Fnh88D1s6KvTDGOvglwNDy8MuB4JEnF0EkKAP2lXXkhtSf8veixoOvGCImqLJl7EDnL3PNQVql1feWyOCrn4KiKCrxbwgCDre9bhG1WmvkhU5HghE6gm6ZDXA9vAeffSzRCDruQhuFKvRRiixUi8EnQuJ8ayTNdicYObQHmcl6JJVmTlW0cINrc8MS18bFnwMkjLQkdfwc3rBc5CpX2ipyiyP5/0ce3wEk/Dzs9upP1nwtPUfNfFfLtMF/4YlBe8Q08ajIN/hYWS+vLr7PiJZMJjj8PB9RbGu5DpSQ9B5xwcOHAiVVVVQ/1k05jlxgGoGrAsyqQ4adHYZRd9OQwqkYgNywoUIeiyrJWulRNDVYk4E3R1vi3ReuER4duvxEMhTmzWjWxAp7p9IuPGQ7T9Ul5Ij8R65v7uWnA9DqIMdtsY7ni5TapeektaIoCuB2dIIEXS1mBcEQRf2SkdhYhESdNlqgFlYlVV1k7KmBt3yyoEwRr4CDXLKrLe4sBkbyXXn5/MqkUjWP6OuXMLjrASda3xFM20knVzjLLuDoUDccD9jfXAh6OxvImkXTfzdFIZGeTzTmbCpaZOZjSBygl6/CLRVSx2t7dBqz+Y2bCwIyxrii0QYDxH0yL+cBFQYxhTd4QNmBB39PQy/TSLoCZhjRV0ggq4IaKMZIugOeONhjJeQIWN1/zJ8DMk404zjvoTaasE/zXHWRIKOB+rKRZAZNQmgv+FXzi4I9boJoJv0XPSNw3YxtQ6Sep6GSBYCSBem0BZOapdj5K05EnScX9SwtDfrFgw1fUFrWB0shkrkPU5/hUTQ1c4hEXQ73mzfG32wuX9HeYdU5YMOR1wJUFFtDo7di7ep0wk6nifoDoXxn1RYR3HyKZtPByDojCSiVZkxllz9z0rQeQwsGYPyKt1n3DB5Z+f2mINBa1hjjWWAvtjznrT7liPqhpm8hY8I5u22Vccxwr5wzbahbDTd2LgwBfvXvw4yaHbOBR7ZLBKkmDcsts1X9XZTdi50MPzR5T7K3MriT4+CDW6RkGteY9riUqdBjwmHaKuNgKCLfhSWjchDEIloB9NdG2nQ40LWvV4i6GoxJ4LucLmT/b0MqTsjxhgAjpP2XK43YuAjg1RjhoKqYaOheeRka5AYl4A7Fsk792MXD0/R187hgCeC3hdatjTqUcWNxzXgTp4uJWq/+PhbI4IeP8ZiCwVJ0OW9zq8GXeOqrUcAACAASURBVCY0aQsS5xSUTfSxxnuxGzmNePlZApxhEFTBv9ni9y21K76Hrl2MiKJZ++zprKTXsykQQc+GAQa7E7Tops+2dH5ys34mQMAzf/CI7NYKvF5uLdDWDPDC7XpP5CB0/Cziged4f93OIGn9o3IAs8NYfM25GwG3Elj/GWirl1nM3Zn7cEVV93vynYGvuzydhUTQI/54LYsviKkNlzrh5rPnUcxPhX0wqL0yJEtRSj/9DJ8Iuh+0oilLBD0aHL3WQgTdASnjcsek1Kj1Rs01D8DGLyeSSZ0j3vxQFcoiQe+5TT/YMvIwSzReZqbIteJCZabvGT/0xUi14iUH3yGCbpsGJw26DdNclyOvHxOVYwgQQVe7ENJO0G0CM9EcmhOFHJZCJuIYlAwfnv2CE6GUEXRHIaJsHaWKoPNsIUj4lr5hJehZcBUJuLa+3qZVzhtBl8kutwqQCbqYoYoHYcsmlHdy1+XWbi4EnS1PcW3nIOjc+iCDFn34iJH1JfcD0zJBCpgnri1H6wXsDxF0tZt4rK2JC9PPxHJpDU9bIC5i7juJl9AgxD+CARNBjwBEn1UQQfcJWMjiRNCtAIp+5yyVSntLt6ZCjJbqcZ9jpnVIvI0Ac04E3WKyLs2nGVWV/97JxA4j1KJ0/8O5LMWa+Hi9BIVcRol93dHEXUihgyakZgo8j3Oa2MEmpGNE0NVOBBF0AW+XuB+5zKj9zJgKE3c5PZmoeeZ9VaZBFwQBsll1tru5E0GXs52YgVQdAqvxcWZNs8aF6bnczcQJlgk6N0mXzlZTkMsDwWYzb8f6nQg675cRBNHxrPdC0N2slOXYDdzyRAwMy/tl8CwLQfeDm5+PJGBZ0qAHBC7ba2wh7zKBmY1kM3mR67BdHsWPDX01DVPSKDdXP8Mngu4HrWjKFjNBZ+QQD4OJU/R82g4a1WhQ7q6FCLpE0B2Czpgk2Yg6GybgmknQh+yjWwh50cQLEnC/eyERdLuJu83ckJsm5nJZiPrjK9D6iKCrndiiIujcfNdNmFYoBF2O8p0n6yh2JzHcuphFGZpM43lkPNnOI09njwf3WDeCzvqG+c0xLosfCwmZSPN88pIfuxw5PefZK7lVIETmO9nGKWRbcdVc5yLoaN2wfL4laJzJxfh4ecA87mcup6ZTu205tkYEPa5J4HkGMd/evCc9tSJ/wG6pEBw/DNS+x5zblwi6p2mMtFCxEnQzLRem78DUXm3NoM15MHaSTgRdWr6CdpWlVpPNyPEXuSTpWb4Ik6Cv39DtB+dhH8PLCJrZY7A6M9erhy/P0yXJQz1pLZJVg84vdWKsAJdYAGkdfz76TQRdLeqpJ+g85gcn32JKLtnEnZMpN0JWIATd1MaiALemVvclzoN1lJhSVHtjZnfQNdH8e/Erjgve09kThqCLRNMHQWepU6trIYP/xzSkbgRdqJ/dA3JY8jrxFy8End39uHuvFGeAtcv91LmlsYi24EbHgtByFzzxjsLvNOLZhr9DBSgKpRP0EEGPaTLYIkLJGmrRPX4sXgm6k5bJzMsY4rKcC4qwBN38sDBS85uP5mou+98RV/QFwlyS780OV1eC3y5agi4dBmxj9vgdhZlOIugSevzCIGpTpYA9OSXpXgl6mInz+K6nS5LHuvJdzLQw8dERvwQdBWNmYB8f7VDRbgSIoKtdDakn6Fxb7JSKi+/DUrYf17OxUAg6N4l2IGx8danY293a8NK2lzLMhxrvtmJmEunzcdWgu+VA9/r5caWiYcIuE3A5DkCu+5gjQV8+D6B+sc6NhAB5ti5m8VHPiiN/j1s3INFHiwJcN4YFJvIGloMeo77jN5bghwh6jJNjLlCPpNn0szHMPG0LnJuUYp9l80OegiLGC1Uggi5c5tkHb6SKs/Xf5zxYfFFRy7rgOZ81pKN40RJ0blot5OnMJbGNYkaJoLsQdNmEUvT1EnKi+50Diwbd78sBynu6JAWoV9UrTCi599Tu5nz6iTsSdElrYwp7eSs+21CFRVraIYKudqYKmaCzjD5tLd0Ep2ljd8BOJ7Ih79NITDBXeISpyFT4oFtycLssp0j3diTJiFV7i8VCKyhBZ8LUYRMA0PU1mxtXtuBpxrjjIug2E3ZJIeKboPM7HPZbjKTOA+tlSaNmiRi/dK5lxrPNM5uziioATLmnwCUy7p2NCHqcCHNyKpFmtogAbKaZrkEuxHQF7a16ACT5UixuxFmkjGGGG4SgWwIwCEGlcknfcvXTtpnENOZc/Yj770VL0MVALBWVLFdnlJcKt3kjgi4gIwetFEETzaBDWDYQQfe3g2S7RLG9dsgY0FYtY2lwtKYGyKDwUnhEgs4ujej3j/FN8HETwhBB9zdJUmki6KHg8/1ywRN0vDvi/ssJOc+oIRF0001MELTFEUgtboJuSU+GabHcCDqaRqNmFonZrBm+1434gm8iLlqVPXM9MGXbqP0B0Fp0wbMgCj2z3mOyEXRDaNCjZxU0r/wYtK5OK3ENGcU+coIuWkFyaxAx8n02gs7dPByUm1w5JwbYCzXZCX6ZCHrck+PgU2JukpIPh+vmaZiesKAUDWt0DYq8CYkEPaYo72EJumUDDHGpx3psm8ni2cwXthCkZiJOxUrQga95nNeyKpaShAh6dJsV8+HG/5ocJM1ojdPUAMyHa8xkx3RlfH7Yt5jFHC9Xj4mg50JI+js3QzSsqURBrWN6JtS4ORH0MYeZaTvNPxNB9zkZ3ooTQfeGU1Sl0k7QzaCNYpYMAxymQfdK0GU3MSSOIUmc0xzFTtCzkDVbfzz4cHtZZ+ZeKivXspmRG8HNmDk1Cj0Hj9Cbwn1VFGhns14Q7j02H3tj7ko3fQldrz8SPUHnOPO1Jp3rssAnl5LNch4h0UY8hFzk2Qi22ZaDsCWONexlTeSjDBH0uFF32jDEqImCebbbwrP5GvKNQCS5oq+Rl0jIAcYdiKDL0Tf5xx8mnQFKK9FUfvBIM6AFH44KEhcAusCvFC1BFyTJsE0dEfTAK8j5RbeYFeIhzA5QzHfqFDFX/K5DaFiJoHufWDY3e0/RBSvGhceSpsdDpGNTgz7xe91553kXiKB7nwwfJYmg+wArgqIFQ9DRShIFpMITmqBzEhbhHTF2gu5HqBAVQRfNs4V9MasZvUiu0c8Zg5j6JOhZyadxJ4qNoDsIdFwFIB4E82KKVnYvx5RnSNCNHPA57+pO8W+w3TEHK7OojGA7ClUFEfRQ8Hl4WUxZg8WHTwAYthdgvlnz4RuAxxyGtgWKaR+QrHI/jwhMfJxGFilB51LE/aZ1N9Xe7CnivcVcyOkQKyBz92Ii6Mz1A6OIblrbncoETdoG1LGLigqTpqIxcZdSjZgCLvFiwoVpDpG8TV/oLGZqHnZHUE3QMQAPC8SzaQ1AllyzXvquuoxpNbS1AbTFs3RLKgF/8+886rPD3CBBbxowErTdD7J3XyboRjo7P6lCVWOShvaIoKudpYIh6KiA4VGo+V4cVoMeNpCYw1TGTdBNiwIvSp2oCLosgOaWS9xU28n0WhQkDKgzCTrTNAvzmDUVWzZhhDG2ksYN0PWfvwNsXGUV3vgRZDjMo80Cy0nw7iVHuVi3UT4QQXcz9/fgp692x4mvNSLo8WGr18wvwphurX9dNzFHE0V8GCFZA7ByEcCQsSzUf07TER4oiG8SYkRPTBWAl9AYctj6IeiMbNVup/s4ckmigDUz18coitIB5Jr3UJynA87tzgnvcIjJaZ/YxtO/TvfNxMtrip6CJ+ijJ4O2Yr7umsADHeL3gOsYHzTLi+FS4bYEioag8z1DFubxiwgHKEJNixPmygk6diKiS5zqbUTUrph7pxNBxznDfddBUFs1ZFdo2fMke9edIuoW0UUozrkkgh4nuva6U0/QxYjlQo5tHCnToGPsCLQgxPtfeaVrkDgL4TK+7zjO0tgJuocI7uYqiGhvt7hQSibqbB4czNQt2u+hY3VLJ559xitBd7nr2OIJbKgHeMOaCSms6beo8XaNsO6XoBvj1sTAcAgKxk3IIXAxFZFyvC3j/p+LJ6nddeJpjQh6PLh21yqas4ttGfkcHclrDv9s2yYrEnS++EP6eDvB4omgo3AArQR44CGjItTCIOnCIEZszKuWgYY5jNHsRXhyfnRiVHgk+egni4eVKASQNUfGBs8CdoRN7xb3epHqLwSC7pYOyozEjznOMW6CGJ2a40AEPfIVZ4vGKlqc8MsQpkNBX0eXnK5RdYoIuh1JnB+8eGfwAi4+Qk566GjtDhTF/czFnPX8W5K0IBW7fQvaRn5Xr1VM4+RkCUEEPZJlTgQ9Ehg9V5J6gi6STClNGiPoosuXoal1ujdZ9nnj+zZJWIRWlrETdD+kOyKrn9AEXbzXcoEpvwtnuZubcyZYeLE5w4BzmKecPzEQdFa1yCWk+CWWv+MPPlzbLJzFI0eRs1rha1lzoHveIdJTkAh63HPFCTqanyNBNAJHYHAfqKnVfTylJxdJtZmi8PdzRPUMO1QvBN2xbzh21OjjByZKCI2I9GK/co6dWw84aY64ib+8uSHp4JtjTAH0wmLr9n6aCbq5wTpdBlDQMvkSq6uHDAK/VJAGPdLl5ZSflGlbUYiG5t8+D98wnSOCbkfPnB8MULR6GWirl+lkXYzLIAaKkgm6YFUkpyYs2/tE6Bg0SneHEs4jpzgDYntJzxcbZg3G/S4R9LgRttZfyASd3aEMf172f58E3UKyfBCsbDMYJ0E3Ncdo+ZglgrvZv6iEimJQNxRgjznYogTKqUEXCbqUzz7bHdemKa9fBBqmDOP18VTL+SLohgDE7x0hEEF3uPfFYQGidnfy1xoRdH94+S7NTL0xYARuMFzrwU2V0ARcCgLCGvBini5JVrF+7e0nAYbvpQdQCJGb2G2QWQn6xCmgffiG6S9sId0CKTY3ICTRNbU2gpaLoIvRvXmUSxPj5obuPOvG4eMlsrHvSVX4QmIJOsZL2PAZwPL5rmiIRNA2r9yUGokHunkYqQct68aIIqpyUy4KE3ce6wJ9y8urdaEhpnDh8RxC+pX7+TyIoGch6OKfBDNLW6CoLARdJt4lB10AXb0GALNoQpLPTWhJg+5n2foqSwTdF1yhCxNB1yF00qCnjqDL7py5VkccBB0FnmilaZism0ISOT839wGXo++joFWIOZXzjive7YWgamh2rq2Yp3OGuAg6t0BwiDvDoHeJXZNrWiyWGxxHLwIijsWHc0FDS4QefeyWY7kaT/HfiaArnDzLhvn8baChybfsg4398bNwef+5tjFkoIhscLgSdDHfO24cGLDOkPSyS6C0kZlmNPhHrl3nG0Mu0/xc/kiSOZSpxeWSR4XkI4qllUiCLub8xNgKC57T51F+suXKdojSzl7nVhCixFzKMRoFrm51FAVBN3z9zfRo4qGLvmFuh3MMwBNBdwCVRwPGeUBtd49a3V9PNluXTT95DAcU8HJLCHG/c/qOeEYQpznn/UiZ1VEMyzRUlUTQQ8Hn++U0E3Rbzm9ZEYP3KoMA5tSgiwE/xX0gIjNwPjFeNehafz2qeQYF+x4f337VcRF0OVhfFh90i+uQwziDEnRL3Ka4CDrHzy0VXECCzmCQ17IXnsODbHOlppPlmMe1lMZiRNBVzhpqqYZN0DeppXO7/SnwF9w8Hf/t5Psh9xMvVk0bAWr66hpITtD5phxDcCc3gu5mcu8arVL0y+eB7jxEsPfkfyJGzW9vseb95GZCXjYGlesiS1tJJOhmBG/ebzSVXb0UANecSNTlYH7iGhdIIsYPYBJqfvmoHQhawxqr/7MfP7QQc1foBN0UWIkXNuPbY2buNX30eACY/lHBQwTdAWTxkjlyf6tppUik5W9C/Nkg3qx2bk3EtVEbVgK88YjecJYLme/LsYL1ksYmiKCrnbWCIOh8f3Yg6MwaE8/IXCbuYiRycb+PisQa0+qFoFvuiH7uX/xe6PVM8nCPdFqNzLITNdO12zpbdUZJ0HNlGRLNyKW0ZGZw0HwTdIco9jm/cskywBPPkZQ8KlPu5hyPggJE0BWAnLUJMQ2BrGnO8iIPvCVHOozTHNiVoDvkOs+ZmodrZwxJnWkOjSTBiHDPJMWrjUBJSODQVQBNhbJtDtLhY7lkEkGPZrXLKUd4rU2bdHLHibiwIdtIn0Am2OG4/2l64MAP5+oR3eWHCHqouWOBx9pazDza4nzIPuk5JfyhemJ9mQi6D4Iu+2FmIehiKkqToBv7dGbZm6C9/08rQXdwiSKCHs1CJ4IeDY5eayl4gm4AwfZpQ4DnGCSuEAi6z4jdQfcs17hODlHYEX5HH3QuAM21UHMJKKTA0mLMgWwE3Vc6Opc+MnfRiirIoAuqk1UkF4C4adizjV0k6F4JPhH0vbRc64n+HiMCuUxKfDadD4IOXAPH8+9in3NtQrjJjZykp1pDKaEDybdEXc9G9kSMZOmwKIE1tLRe+uYT9tiKJ1GDDtzNwCEHPQMCo7Ivf8cSod92oPkl3H7LB5yRgtSgj54MsMsENi9MwCWl1LJ9ex6+3YDw2l4jgm6FhFk4jD6IzRMTcmI2DCOwqC02iSjkwki/+F2Kcyt/M8bemPnP06B9/j5rmBF51MYtfsWWgjLoZTeqtVEo9RBBVzuTqSbo+P3zFGrzngAQLWEkGIMSdFOpE4RkOUylJw26nFfc65Lwee4H3bOyEnTxnsOtFxxShNmyoxjB/GxDzXW+8vs0F8QIQQE9EfRcbqJesXcoFxRfVpV4h/e69oigE0EPsV7DvyppkkNXGKO/rpMG3ZI70fCrB4w66aQFzTI4C0kQo17yzUxI/8C0f271i6mIyqv06Jt42cVNa+IUPRiWEXwsNNYKKkgaQTeD/GHAkjcf1UkBXvTxwEILBYdgb6zA+nrQFjzbPW8+D17mU4tr28gG4CjdjWA+Co6gC24GHB45/6jlG/YaLTcCrLGKvBL0BMajkDXf5r7oNC9CAB1mXdRnoOnqxKaH+5dzk0qjfOnLd0Fnc2POGQx1GctZe/EUIIKudq5TTdDlGEJuaXq5ZjeABl3+rrl5t9awOlBazbgIunjXgNnTPS2ioHuWSa55rCKhNe7zj3cO7Y2ZrhrmnASdWxbmcGG1WbQJMQcwqwcL7LlpLcCc+62YROy64AlwP4W8KtnEOomgE0H3s8ZSUdYv+fE4KEeCziWjIX3emV8z5k/Hg2flYsgM30v3s+LSQI9jctTEczJp5EtXacLrEVrXYokj6HKMA+6igUIPno+em0YhoZYev/Npvs436k1rQFu5CHgE/7D4yu8XEkG3xGww5sItLgT7burGgVa/0B7UMWqQhfryStCxH7m0GTGNHecG+tdBpgf+fygAmhSiixMKETFQn7HvmfuZk0mg0+XdwdeUxYaoG8tGUtK4HjL/fAg629tzjswpD23Ol6iADQEi6GoXBRF0HW/LXUi4n9kIOr/DBRRYeiHoppWljz3XjHXjo1+hCbqUEo0ByX+Xox85CbrHs4btu0PG6AJXPLcNoUHOu1OaCLpXLb9gTcCyl2xTxxRBrvGt1G41sbdGPuixQ5yHBrjmJGJNsaMPOjd39vrBeYVD3Gzw8ooaVCGfuls1lkMJifnSud0Br5K+gTkMKnEEXZLwM99m1ISimwKayw6f2B2wELV6mBYD/2+UY4cMn08fh7WZ3gPfccqr7nVd5ShXUARdEKZgLlU2TyvmO/uWRYSf32ryTdDzJaxzzUWPAGKgPnE/RasftAaSrYacCLp4EefmssKklH86H7qWzPFG0B3y0Lruu+xSOVYXnikKMOh3reWrPBF0tcgXPUFHtxhjH+GCOZHQyG6Q5l7kgwiLM+qJoIt7lVeiGiAjkUnqMZ4NZphBf+osqWD5OCyYGHcVc4xBCTpaFaLSCesLgq3si55LWZX0+63og+4llbQkZELLWaiuJYKudjul1iJHIKIPlQei4/2TCbq5GUo+rZGMRxwDShPrxnna5CwXX3kTiAiXSMbnsZLEEXSDhLOc2dLB50Xbh+bV0NHqP5el22HlEUevxQqKoAe44HjFKapyxUrQTYET7p0VlbqmRHy8XGAcCLpNsyD6sK5aBj0+egVatjRGT9D5vuDVtzCqBZSCeoigq52kNBN0W6CvLCbuzN1LsrhhSAvugIwcNqzRY8IYgrO8EHSeAhJJlxzFHPe+kZNAW7OsO8AsjsNvBHesm8fi4EvOYzCyWAi6EMSPCLqQQx3nxqeQBl9hZxtaFQweobtU8gDSarcXpa2RBl0p3IoaC0FE2QaH5pDcp1HQyNg06HwDdSBrYUdqamNR24ofJT4epJAWXyLJb0mOeB+2jyreV0rQUVOHEdX7bAdQu52e31x+sqwtZraLJrsOMQhE0zMz0ImH+TSbx77VjYXMsIl6XuioLTaMhgqJoEMK8lgXLUEXc9GLriGcqHu5wHgg6KLAEi84PdctjoWgmwIHP9+0ig00AW0QQVc7CQVB0Pn5lo2g4x7B93iRsHCCLptGG9Ng3pHwbjXngW5T+ICWaZ406KL/sXB2MyXP2Mm61ZAs3At6jxWFkh73o6wEnQdXzeHGaTNxx3FiWmUklGJ6TK+fQ6Fp0Lm5usc5YaRcCC6YK62gV1jTVC52gl5SUgLDhg+H+k8/g7b2tpzY+C2fs8IiLBDUD4dBJR8IwsdkIehiMDov2h6f8+Ac1f2z3Dnikcj1r2OB4WRTy1C4+Ox/VMVVEnRLgCp+mMvCl4CHZrcZXT1oq5fqOUd9bNQcz7jnsKAIesC5imrteqknLwRduMDFJejJOnY5kCffc9FNBKOpY2DLHIGEHPdqvNBI36t4aSSC7mVFRl+GCHr0mGarsWAJuhzA7JnrTQJjIbdS7nTHPU7MABE0wroxCbkIuk2rje/xO2O2yN4e4w7Z1gIKLXCPxewXHu8YmuEOZgaEw0rFrEQuqdXEtm0E/bUHmHIJ/clZXCWfrj/yfSynDzp3N82VZ13t52i2Zt4BfcSrIoK+S3xB4k4+5RT4/mmnQiaTYZM05x+vwe233ea6PLKVn3bGGXDS906yvXvCMcfC1qamPC25ZDZrLmrMS/32k7b0Oa69Fi6O7KKHJAofQ5sjEvQ407lhk4EJepYpiZvcxbEaHAk6zw0alZkPCjUGjzTTO1kOnYik2vwAtGDk8fC09Cdms+2CIuhxxYeIcKHnhaCLQkg0gcT1HzCCcRAobHunQNA9EXOjUXOPFC7u8mU8FEFHaxqMGOxFs8bH4KVsENBS/A4RdLWTl2qCzvdsHj9I3KvkAGYREXSLUsaL5Y40nTkJOo9lIbyHAgXAeBVGFhj2J+M+wKz4kFyjL31A90m/91PL3RDdKXvUdgeH4/ttDvcdW6q2AFg63XX473IS9KACDbWfp6/WiKDHRNB71/aGx598Et5++2249cab4eRTT4GpJ50EP/rhD+GDJXoOVvHJVf70M8+AKVOnwtVXXWV5b9H/FoKmUSp3y4eNZkNjDtFNgX2QONOnnKf0kT54lQRdJulsQzdypvv6wsVDQZSSLn4laDVK37MRdFH75kMS6dhp7qKA5leYHs3wV0NzM9MnVibRommun1R6XAggRiclgh7bWjIjcKOwK+JgkVF2Oh8EXU8rdHD3ese1zy+HGOyspha0Vcu8CzY9AMK0SKjZmfcEs/DJ7D0VwPCPNDUlPr9nS3AnMQgjT+eD/RKFrj5N3NmwvF76AgSB8gBbQRQhgq52GlNN0OXvLS6CLqYtNfzY2SwFIJU5CTreR3G/kx6LEgj/xvdgUaMf4I7A7o5+hIuCQkg0ozajtxv9doq7YxuUaL0QAEvLPV7EgafVQzwc9mRLxhaeilbtZxdLazaCjtmdMG1ygu80UQIRm4n7Kd//PtOeH3/McdDUtJX1+dkXX4B35s2DG2/4lW0MucojQT9xyhQ4/JBDoxx/wdYVRFts+mhzSWFSCHpEuZn9SlWTsDhkgm6xLEDfqBduD95NUevV1sLMsZiU1sityioWNGLmoRfwILcd0Eha/JB8+SDFtFQeHz11Se4o06nXoO83DWBAHQD3m4torjzC7LtYPgg6u8BJlx/zchqXWwCfl/X1oK3/zBKJNshebRkDmsZjwJyyKl0rJX9TPBXi4tnQ8+uPPPugM0y8EnRD82fi6HslFO4LRNDVzm0hEXTRzNlifm1olh33DsnE3ZF0i/uceN4HIJU5Cbq812I2HhQc8jOKm5Ib9xkbKfNxzltWGt/3MHd5e0tWgasFRzw/UeCJAlTU5ONj5EDPYF+zPFgPe0Iqk9j+zrOw8PZktwBhrtJ4t/WyK4iKBnM+AlpVeGkvaWViI+hX/vjHsO+k/eHow48wx/zY43+BdWvXweWXXWbDIVd5JOiogV+9ejW0t7fBwncXwu8ffMiTX3vSQFfRn0AfrOzDko2g8xQ+PrU+fsaeLeiYn3p42UCYBGkowndEgm7ZrPgh9+FcAPxPeNhhgxprvKxnO1CEyKrm67jpy8FJ0JcKU3TtdyqTXjLfLON3EQ7VU1VByYwZETaHmVqaCbpFgIJoBtQ+eJqIiAollqBHHY1cvDQbFz9MG+PXL9H2ne82Kfc884vqmzOhZ2dDPAQ9Qs1RREsrMdUQQVc7FQVF0OUgWfi9C3u7fB7azgAs60S6XQh6EM1kToLO068ay8AiaOBj4anNBLN9/JMnrbXb8hL3pFw5zEXXOYOgM+tTQ/MfKMhbyGXvajLvpEHnVgoeo9aH7Jqy120Y4JoIEnBPWY+jbSgQQb/okoth4KBBjj1ZvHARPPXkk3D9jb+C0aNHw7FHHW2We+SPM6G1tRXOO/sc27u5yh9w4IFw1NFHw5bGLbDttgNgyJA6+PSTT+DC8y9gdZVXV0eLTMpr06proePb5zLJX/k/7s45GrN8RyuUvzqDlW8/9Eod25d1LS0G8KvsUQONO3wTtH5DQOu9LZR8/G8oXf5WzvqTUKBrmx2h5Q/nGQAAIABJREFUc6+TIPPV51D2zuNJ6FLOPpSWl0FZeTm0aBXQsc9pTPJc8uEcyHS0Qudo3Zqk5IslUPrey2ZdHXudBNo2O7KfM2s/hrJ3/+7YDp/fzOZ1bC4x/RnOvfl+RytAWSVkvlgCmeYG6Npln6z15RxMBAU6h3+L9cPvuuNjyjX3NbW9oalhcwQ9VV+Fub43r4PSd//O5izpT6YkA1U9ekLzli1Ku9o5dDx0jTrA0mbpvx6FzglT9W8swn2Nz4s8wNJ3HoeSrz4PPG7+LeRa0+0HXcq+Y2yvuvVraG9uga7OTk/tymeA20u8nHheeGqgCApV9+4FLY2NoHWRK56K6a6u7Q3NKdzDne4n/Btn5/zH/2ZnHzvXjTuMfB7Kew2e7WX/ftQGe8c3jgFtu13YvaFr8B7mfSHInlRSWgIV1dXQ0qhbyopP5/B9QNthd8D7JbalVfWGzMbPoWvkAfqdwxiLVlMLUN0bcA/GfRnvL6wvDevYvSTII+5JufZIEcfM2uUs9SW2zfZOA3vV91x5Lvk9vOM754NW1QsyX+tnR9mCvwE7zwLci4LgqvIdXDd4z+X3WWy79N2/QQnOkcKnvblZYWvdTQUi6Ff/7BoYPHiwY4cXLFgAD//+D5BLIy6/7Lf8D370Q5g8eTIcffiRTIteU1ubFwCT3GjTpPPZxazqrYehpFknHVpZJXT1HMA2vdLG9Wb323f8P2jfdX8oXb8CKhe/wH7f8o3joavvDlD57tNQuvELgEwGSqt7wpa9zzTfK/tkHlR8Oj/JMJh9w7E3TzofMu0tUP3G/dAxeDdo32kClH86H8pWfZDIMWRKSqGkrBRa+w+HtlEHQcnGL6Dq3adZX7H/+Du2aa3+ACo+eoMRdz5v7PBrb4GSDZ9A5QevWsbX2XcHaP3G8VDSuB4qFzwNnX23h9KNX7L323aaAB07T4TSVR9C5+BRev3rVkDntsMg3/PNx4x9q/zQexwBjomIn9OEl1dXMQKTxqdjwM7QNuZIyzec/HFkoKyqAjpagl3Cgo6Pr3/xfdzn8JvAp2TLeij7YmEk+4JTW9hGzWvTg3a/ey/vNQAyLZvN/d2pQnEfr9y6Djo7OkDr6vLUNj9Dquf+ju0Nbk/Tgd1WceJ546mRAi9UXlUF7S3p3FPSODVpxds8k4Uznp/FOA949uK5zPYnowz/O+4B1f9+GOS9puzz/7F7gfzw98Q6sYx51/Mz8ZkSKKsoh45W6/4g90WsW7yjYB/wnsnvmngns9w7/fRFKCvuSbifV73zZ9eaRDzE+yyvIx/3HhG/TPNmqH7rYdb/1j1PhM7abv6FuHb22Z6tjXz0M+D0eH5N/AaiODc9NyyupYb8KDsCEXQvA+Q+5ccefQy0GNKH5158EebPezurD7rX8lO/dxKcfsYZcOJxx0NjY6OXLhVfGW7GJASKM/1aZJMfw0fSYnbJ30dTzN7bAVRWQVXLV9Cya7fmyZa7Mukoi+ZBKYg8zE3ctw4cZ/Fb5TBbfNR4flEjyrtlKiQzt2zm/hbXAoykWjfWrCovaamEgQR2U/A416k2cY85wn0cn3beTNwx/oEYQRiFl7jPYU5y/oSN8YB1YsDF2u10U0nuloL158mPrke/vv5M3L365LvkOY5jzaStTjJxVztjaTVxdzrb3KJYOwZUQ/NwKWK65pJyy2Iaz83mcZrqF4L24Ru+YsO4mbhni2puG1ePPuyewfZgDCQ7YKgeD0cMeOl3Gckpg7P417u6znH3oKhdnryMRQwILNzXa4aOhKamNoDR3wWoNeIGDRnbjZ/PdG5eupLPMhZf/BS47UWJVWwEvba2Fh5/6kl4699vwa032aO49+8/AB78w0Mw6+WX4f77fge5yl91zTWw5L3F8Prrr8PAgYPg5ltvga6uLphy/AlR4lFQdTltOpbgSLiho39Q/6EsQBi7QM6aof8fH345w83J2MRLGjdAV8/+3YQtpB+lcsCdCDp2QvC9DuX3FPGATB/00Ufrh5YUlV/cvGxpOMS+yATdI5mTc5iGPjRD4hOYoIv+9lkOak8EHQ9O/o2EHE+Urwf2z4+yEz7ryhdBZ90U8qHjj0zYKF5W8Zc8MI/PcbH6ZN9LrH+XCXqApDxdNOIg6LLfa773iABTFesrRNBjhddWeWoJukNcH1eCzjNASDnMLaQ4ixDQjGeDMYQEATzbt3wS4ygIOraLe68YRd1vP2wLIe0EHQfE76vCedFrQH9o/GojaPuc0i3IMAL9hcZM7afqqTVLqlBM/7w8HRa7ngaXo1BsBB3bPW3aNPjeKSebXZj7+utwy003s58HDhoIDz/6KIi/y1b+1zN+AyNH6ua2+DQ1NcHPf/Yzx5RtUQBTCHWYadNQE9SwTo8ezCNU4gA/ng+AF0bjsaVk4wQdgzIM102r5Cd1GwLf8PDijalG+CPkGE2SVYBJ0CdOA0x/JkvE9fRNR+kbNd+8xE2dp1+S0lL4IXOWDdLn4R31dxSYoHsMYpWVoCOxGn8UaJvWQiZoZNmIAdGGjIUMRvBGgYFXbWfEfQhTXV4JupFm0Nz/xH3O2A9C7W9ysEUk6CgIHTxCv4jmYQ3FQtBlrZ20R2goAMYL+IbPwiyV1L5LBF3t1KWWoDsIzV3zQPP9A8+kA87T83Y/fxtofQZCBvcdjDr+8XzXPcZyjvIAbfwe6POMz0nQG9aAtvgVizZcHhd0tEBmzGQAFBigP3pSNOiikioP+7VJ0IVgzJygd+1xILuXRyrUUPupemrNcv90sQjxVFEKC8VK0BGPsrJS2HXESPjkk09MU/dsOGUr37NnT6jbaSh8/dXXsHrVqhTCrbbLsvaTtY4peNDsUnxwM/9wrk0y5ZiKSB5CgLQcalGQWhNJDP7bgaCjdouZWnHJshQlXWX/TYJ+gOHj6YC3jWw7EXT50PVB5qJOrxYGP3OzRqETEtMFz3mrLiRBZxqH0QfpUexjzFzgbTBCKRxXWzNo858y0+OFIpW+OxDuhXwSdFsaG1FIZ5D1UERaJugJsDYKTdAxlzuaogoCBptZrbzXeE3VFm4pJfZtIuhqpyZtBN32/YjflhzFnUcYFwV8wlmOSDOCnitqOReqCXsenyW/50dOgu7QFwtBxzO8aVN3v7EjERB0mwVTFnLnqrDIM0Fn/aobB9riWbogHgBMgr7rvt1WB0Z+8DAWX2q/Uu+tmd9HntzCvPc0+pKxE/Tou0w1+kJAzolpvMw24WET9DyPLqkZ3Ag6pjmAtlZgUs+0mZuIfvlGCg0bnk2bdILOCXwehRBI0EsHD4fW/zveNb2ZeLiw/JvGAc2k1nse1e2nJPpz+SDoDB+OxZszfS2/qAtn82tza8uWeiaIibuPlC1Rj9nTuFDwVlbJBAhBUuWo6rPcTl4Jeu1AyBx4bneXeD5eFFjit4OWKWGEMUYsCGaZtKE+EW4RQQm6PG9E0L1/MUTQvWMVRclCJuiMgHNTcK7RDULQHWJwmATdpyDRlaBnScUru+ZBW4u+F+M5tnVTNARdyr/OBQ9McYVCxqYGM81lToLu06oginXsVocjQeeuWXm8q8Y5Zrz3sTWSIw99nH3IR91E0POBuso2ZT8cbBvNYdHEO8djybstlE0TAbAN0YPZPr7DNvOYCboX008k6CU7f0OP1p5DkIKXZpGgA5JprvGSfXf8EvRci0XV38XAKdimBx9h2zo2/O6ctKOuJu4iQY8geFgUcJkuLHJlKTqk80nQGWxOAky0oFn6hv79b1oDMOeBYNOVQM2xX4LuakUl7EU2DaB8wRfdihIYuyHY5Hp/iwi6d6yiKJl6gi4G9RXcR9j5vnIRAAZU27qpO5BbAILuuvfxWBw+zLldCXqWODeObnN8n8A9t8/A0IJmee8yCfrwCbo5PQoDMOYSjtmlr0wLj4HYUGCbEHJoEvQdR+tCZNyLUdGGT4rO/ii+9UKvgwh6gc+waebDtacoifIYoEi+eGWWvAqVFaXQsuRf6UXNIKy5BsD8uXETj3PT4xFCBeksantRgJLBwwNdRCorAUZNYik03MxtLRp0LmFHE93Fr7gePIARrNGnXfJNz4VLIv7uM2K0bOpmjoEH2sFLUP860DbUQ5/SJmhYs84+TInIafOeANDANDvLBy7mBUQ8oPES8VpAQpmHQeSboLPvDb8ZUZPO98cQBNviXpSgS1NkBF04QxxJvHH5FXHwazqbh+UYS5NE0GOB1bXS1BN08T4gEXTHuBUKCTqzRmPkdqPpXhYZQceYQCiA50/IfVMWzPMMRZb9yhDw8ztCkgIEuy1wk6Bvs2O3EgkLe7zXq/0aqbUwCBBBD4NeCt5lWrbhE0DDi3v9YoBBI5jvrhdpoEnQ0eTzv89C6brl0KNvH9iy4asUjNy5izapqlsAPNE3K+RB4dQT0ewaXQYYmTb8nLWVi9jPnKBre50AnQOG2SK483odCbrhoyZLhtmc9q9jpJ89MYwt9sUhWIXYAhs6Ne6Udk440Mw1Ub8Iar9820bQzblCHyi8mPCgOvk+ELl1BPrwVdeyAJBM8xsmNU3sk2dtIN8E3ewNEnSDrJsXHeN3bqmKskJlpK1M2jcWGUHn2ie3bwu1UigoqqgyL5FE0DXFX1dxNkcEPbcPOlsZ4p4nLJVscTcscTsMcpvp3R96lHdB41dfWxZctkC0joG/fERd97Oybf0Q7w9cGJIii0Ii6H5mP91liaCne/7i7z1GOl7wLNPqlpSWFhZB59pGKd2SDKpvLTNKgVEosspdEGKR7vLLrqHVFs1qUYPetf+Z0NVrgC2Cu0nQua8XalL7bKdrxo2DxzSDxjbQtBsjKmOgGf6kkKAz7HiuVC/RsB2C5pnjx5yhSLgxcOL6z6D241l2gi4G1MEXOUEPY/4cxZebokuF23ATQ9BFyxoueBHjVRgBerxMmynQQXNuXCN5jtsg9jkygm4QcNnyQFu5WBcAGoHkTJebAOmbvGCdhjKkQVc7S0VN0Lep033UDaF/diHiad1nGd6FNq21BYC03YXEoHXYBp6bFdXQ8/3nAxN0U0mgiqALQkVTaJiis9SVoLu4QKr9+qi1KBEggh4lmgVeV6ERdFNzjQTsG0frqUocHj+aHyYZnnCiHqyLa7ExKAle1gX/S5smHyOMCma2XCiABL3j8J/ovXIh07bAaXjYvjFTT7UipUCyDS+FBB3HwCX5uS4i5vgRk7aW7guJ00RvWgO1H/zdO0HPMidKtoIC8O1NDEHna6r/UNBWzGdWCH5SEYrzbQrfEnhhipSgo6+sEGiTm4c6Bq0kgg5aF2nQVeyLqSPoXMBugCPeNyyaZhdhdDYLOq8Enfm3NzfYAmOiiwoT+m9t0K0unWIabai3EXQmpNx7iq4scMhdbbmXGHcQm6tMRHcT1yw3uCfxvqWQoGtdnZYYKqEyjqj4MKkN3wgQQfcNWfG+UBAEXfTpcgnGYpMa+4jgaTlkuIYVzV3LK3VNmkHSTb9o/Bk17lK6E+4vVTJgCHTtd7prBHdGVkUSjqQcyb7hw84Oyv1Ps/h2scO4ohJg+TvdgWZStqy9plszTfKE/KpsqA7pZfDXtW/9zk7Q0U0EiQgSLpxHMW+shyB1kULLc3cbge68BnyMtA8RVpYkgm777o1gQrmEQLb3MLAQz0/rI9hShLC6VuWboGcR8LELIUYPFgSCsvAMVn9EJu7bDoAtGzYQQVexwAEgdQTdJdq4fLa7KQqCEnQxNoscYNZMM8st7vC8nPckwORL9FSjPOMFdrK9BXq+9ZBFg25a7vH35OCQYrBXTtBxr+GZhSIUfos539m40FKRC0O40IMIuqKvk5rxgwARdD9oFXnZQiPoYgTwbJpmPxp0WcLMDgSMtMkfJM7omzlxip5KRAxGJ64vQ/tWMnxP6BpzmGsEd9sh7iCtZtUKJryBfGoTtvY9p04To9hj/AUk1+hLjhcMjHzKBSTG+BwJuhjhtc/A7oipKrWCeKEZOQlglwl6TzGSfNJysgdYI4km6KJrgx8zdZ5ezYdgLwB0gV6JhaBLsRgsF2IeDd/hW2HaOQzQZwgTAw0oBS+RibvaSSKCPsk1oKw4E5Zc5FIGGG19vS584w9aFKH7Ct5lGtawqOaoHed3m55z77ES9CwR3E1ybAi6nWKmMILvw60o2wqzCPObGliEeLMPhUTQfabHU/tVUmtBECCCHgS1In2nEAg6aqs1lNKiORf6HxuPGBCP/UqIJuqLoHP/Jk78REkzbws30mF76alE8BIvmNczbd3wiXrJZ66HzB4HgLbrvtkPXGNMGTx4MLq4w+NkUpb6ZSxGVnczh+PR6tGqYMzBOkE30mjBNnUAHS2QQeJe05e5OPRc8GdorF9ugcZJQ2GuG8EKIzY8cS2i+4NBaCyXrJQfygVJ0ENEf49tDRkVhyLokjDLtELxStAF4SETsO13qu4K5CZUjBsMRfUTQVcEtNFM0RL05fMA2lrtedJd4JcJembFfACMpM5TrUkEHdpbmXDa8r0ae51M0LmiwlMQ15iXh6Pyhd/LuBtSWjXoQvwkX/fUmDGn6qNBgAh6NDgWRS0FQdDdZgpJLhLctpZuIsfLrq8HePNRb3PMU6dJmnFGvJEc8kjRvLZnrjd9XZk2F/Nyokk6lkMTecx5in0LSQQLkqALaVmcAvmZZnaI6/O3gWnS5+QbbBzQPd5/DrYu6xbcsMuKoA3An0XNggq/L9OnWSZI2BnVJvbevgLPpQqNoFtiHiQw3V0ogi67hfCfvRJ00Yf2iCt1CxB8Euir73kBeyhIBN0DSBEWKSiCjoIsHpvGZa8395xNa/TAtBgkzkPwVEf/dreAqkZucjZNYj+MSPDVC56A5vpl3bOYoDSulpSX5p3uM1NYz1wPU0rQmaBz1CTQMLtMil0WI/z8C6oqIugFNZ3xDqagCboAHRIiTFvFtOyodUWC7CEqqpiOC/NkW4K+8VRYXCq9ahloH841092J+c+d8gqHNUu3WAjgAVsIj1O6FHFconn78vnZg35lIehg+H2jkAQFJxaC7mFdhIaaty8FtCmEvKeJJuhowokXTZ5lwcNEWmIeYPaLhD2+CTrLe3wwMO2ZHH/BcLOQ90ZzHxQIgwkDt3QRrV/yna4w5jkigh4zwFL1aSfoNqGrF4scXoZ/k34JOnfHkVOvOVnNiO4+xrlZtehv0LLiPX0mHPzL1a4Ah9bE/Ua0EJAzdiTQLUkeDY/izoLE0VPQCBBBL+jpjXZwxULQRdQsvs45ooqKvpdMKitqePHn2u0gM2Yyqz4r4cYDDsvVje3uSkQRTaNdEfmtjWnEUZiCAhTEd9CukKkdBCyPPLovSFJxnB9m1v5VvT1XuFG2ZuksaPrgHevAhHrwfdk3L5Y0WrgG+OXIMDvkFzcmwMGc5+gTKLhp5Hc2grWeZILORuTlciwOXchNn8S58UvQLXuhEfxOnmlHbR3HDbXjGOvBeExLFyLowT4YeisnAqkn6PJZj+cPPlniYDBrsT2PNl3zfGvQpXzgJsjYF+FbtSkqHAi67R6Uc8YUFJAJOs9AgQKNF273v88r6LJbE0TQ8wi+4qaJoCsGPM3NFSNBZ/NlSJVz+fiYptBcqyoGZuN5yfGSO2gUwOzpWZeCaZ4NACWN66HrlfvSvHTi67uoJR8yVvfrDxD4hc9d5cr/Qut/X3In6Fs36W4HXNgSdS50JObDJwBgLuk3Z0KSU3ZFMakFR9DFmAfo55iwJxRBl6JNm6TbSVvnlI5JDBRHBD1hK6NwupM2gi4GcGWzEFAYb/Mp95JBgrvk8fuJ/I3LBF361rnbWMWKf0Hbojms+7Z7UBKWlkTQGcai8NWvIDaPYyKCnkfwFTdNBF0x4GlurlgJOj+Eckql+eXcCNxlkitJY8608jku76J/WOnqD6Hz7afSvHRi67slx6nhPmBK+X0culkJups/nY/6vQDA5hyj5GIwOE78uXl7yoPBuY2/oAh6Ek07JeBVEXQnNx12eTe0gBkk8DxQE9dieflIUliGTNzVTlrqCLoszIqCoHuNWZONoHPzb1GDLpmA8++8/LN3oP3dWfpES65lamffuTV2h0PFSI9avQAR9CRMC/UhBwJE0GmJeEagaAm6x5Qh7NKJKbwM7bglOEmQQ9c4GMs+mQcdC1/xPE/FVNAkAjwvOA5evlh4wD4rQXcj4vz3EQRqs6WN45eIFAWvCbLuComgJ9K0M0qC7pIT3Ulw6Za2ksVx6GjVc6OLQec8fKNB1lcS3iGCrnYWipago5n73lMZ2Lms/cwZMdzweHnLdxuUoCf0zDLvCkbQWNMykpu7C3c3tSvWX2ukQfeHV5pLE0FP8+wp7jsR9LmQcTMb228aAPoFy+ae3Jc4yFwZh2fl/56G1k/fD1JDwb9jugLwvOAGQcc8rSxIn8dDl9dT9vWn0PH6H624uRF0fhGJQLttif7NI/0jaUnoZSeqhVUoBJ1Zy6CLhdMeEBVYEdQTSoMuEnSBXHsi6IYADcuyGBBE0COYTarCCYGiJejC9+mZoEsAZo3szoXGwjv83Czd9CV0zvm9/peEnlkmQZcDw+GdDa3vUhKskgh68ex7RNCLZ65Dj7RoCTpevtH0GC+ZbpGZI9Sm8olCrWppj15Q2dYAzRvWhZ6/QqzAUVPX1gwaphzBdDMeo6zzekobVkHnaw/pgecwP3p7i6mVkH0Do4zYzeti/UWCPmCorgUxTN6d0sgVwnwmnqDz+BOvPeDolqINGasHKhxQZ05H2JSIcc5rKILOI7rzDmLQRdTWOZjTWr7LrQ2g1S800z9ZCHpNX2Z2GjZLRZyYha2bNOhhEfT3PhF0Hxp0J2i52TtXNvC7Ddc8iwTdEAqkgqBzCwOZoOOZO3wiEXR/nxmVVoAAEXQFIBdKE0VL0Llk2kXCapono09lxLmPyyoroaK6Cpo2NRTKMop0HG6mtNx81itZkgm6zYfWYW5NFwYUCLz3ariI6hOnAAweqVtgINnjBJ1H8C1QE+DEE3SuDULT7KYGALzkGVY0jm4JSFhnzYAMpmZL4BOGoIvD4XE5GEF3SE1k+S7rF4G2aqku6MLYCvgtoVADI7zjpb9uLGg8hWACMQvbJSLoYRH09z4R9IgIOv+uxdzoUiR589wUNegRx2bxN/veS4t7GNvHPKSm8157fCVJgx4ftkmrmQh60mYkwf0hgv6ZY6qTOH1PiaB7+CDkCK34ChIBjOjuovmUa+Vkq7RxA3S+ci/Ih7er+ZsRxM2LeRxrAzXiFVW6IAfJCV4MRNNEJIID6phEn5EWIy1f0Mi+HtDLa5G0EHSWCx2D94lCOp6lAQno8vl6vnB8sqRDyivYABAZQReiPTua0woB8zTuAuKQixiaG0zrJK1+kW6lYHwX+cYqqvaJoEeFpLd6iKCHI+jorgPVtQCYrhT3vcmX6cHVUKA27wn7JMiEPC0EXYpY71WY720VxleKCHp82CatZiLoSZuRBPeHCLoLQfdiAh9wXomgewBOTtlkmN6yN/1onrlpHxKK0QcBVFR3N+5mPZHDukLsvWkSL0vrjSjxqFlE33kz1zonhQ6mhR5QSUWRpBN0Ob+wGV0fCejkS9gaSbLGXF4Eygg6Nsy/Jy4k48Is/Ft7CxOeYcpC5o/O1zr+LYKgi0la/Ikh6AWeEYLPeVIJOhPQjpkMWsNqyOA+zx++/+PPHmOmOK1vi6DXwaol8DfBrYjcNMwCIbdYFfk5ewN3LviLFis5PGNnzUiFcJAIevA5T9ubRNDTNmN57G+xEnT0RwYM2OZC+CypvrzkHvUxh0TQPYDFLwh4uWnayMzD2eP3smOa8tV3+xTzVFAu2gPzQsJNd2v66ppvhzR6lgsBmsXPeRBg8AhdSy5G/+cCH2PoXv3oPSCVuCJJJ+gIGJu37UcACMH7LEH9InZriXOSVBJ0xAifDAq3EMfhE7otQgyBl5OLStAAV3HiFqbuxBB0ni4SA/WhdhQtQNqbAeY9GWZ4iXs3sQTdTZgbkcZZJMeRfkOcoLu5oYjxd9BVC7/7FAiVZcu1zOpliVvLTh0igp6KaYqkk0TQI4GxOCopWoKO0ytrg4QpN/Okx+BHSQTdw7fF88jipR/9hOvG6i/5jcoqaviM97WlbzCNNgtsZRANW49k01037QXvJ5JxZjK4FKB/na6FFd6xXBw8muh7QCmRRdJA0JmADi+coqbIh+VEkoCPjKALZNsrGbCknRS/Ta/fT5KA9NGXRBB00eUACTp3LcBxJFzT6QNqVjTxBB2FuXMe6B5WRASdVcjvKRHGwWD3m9qBzLrLSfAM+09j5xjbB0bur8dPSYM/NwaCHTYBMj36uAf/9bv4FJQngq4A5IQ0QQQ9IRORhm4UNUHn5AonCg/Y9lbQVsyDzPp6AENq7PWi6meuiaB7QItL+JfPA2hr1VOmoMbOYwR33oKFQPjRvnslGGJaNvRXxkuzgyAB+wHD94IMRrh28vnzAElaiqSCoHMwDV9MZppdU6sHPfMrBMrzxERG0MWUa35M0o2o+JaMGF6/nzxjF7T5JBB0Mx0ld6/pM5BZ77CHCHrQqfX1nsVaRMQ8BoKudE6dCHqUJva+UC78wkTQC3+O+QiJoBfPXIceaTETdGbmusuEblLlgCYR9NBLLFAFpoR/5WIW3MYk6AEsGsr3nQrtfetA+3AuZJbP99YfrwRDMAVkknsuSIhQ2+Gtw8kplSqCLuT35XECUqEpEqY7FoLug+CxfRRzxa9c3J31AC1XyitZUEeW3rDALveJIOhiUD/Ubg7fqzvGho/5S87O4d6TxGvQZaFI2gn6t04CGLirnm5x+ITuDCRuFmdpWEQJ7iMR9ARPTsRdI4IeMaCFXF0xE3RzXkV/dHmyY7jokAbd3xdl0RQFuOjXDtwWGtb4zDnPtYJGV12jwYoXMVxHh1wK2sfzzbRd/kZaGKVTSdAx0j4GfNptUjpMORNU27iDAAAgAElEQVRE0LOuWkEA4upOksJlnwSCDqIFGMbT4NpzmSymEF+5y0VN0HlaTpWZJHb7DsDI/fS9kAt+/FjVFMCaUzkEIugq0c5vW0TQ84t/qlongm5Ml1NaLz8m0T5mnQi6D7DklGUBNNOBCPr4o0HDoHBo9ozp0Rz870zzeTEYHJoJM3cJPd1aMT5pIuhiMEicKyLop+lLNirBpJG2zkzLViAfRCII+hFXWrNSiNhGNX8Jma+iJuj5mAORoBtWYZHtCfkYT8LbJIKe8AmKsHt5J+g1NT1g8PaDYcXy5aBpWs6hZTIZKC8rh7b2tpxlqUC0CBBBN/AUNKYsYvegEaCtXubdJNrHtBBB9wEWEnTUbOL8BCQOgQi60cVs0fxN/8OU+Sz7Q99/6VQSdIxtUDuIRfpPG5mMysQ9V2YL/yvBiJafQquEXGPNO0HPZvUVcJ/MNeZ8/j1NBN1JcJtP7IK0ndn1W6Dt8V1gcSV4gNYCE/oEwSWud4igx4Vs8urNG0FHon3TrbfAuHHjGCpdXV0w/de/gVdmz86K0kWXXAyHHHoYHHnYYclDs8B7RATdmGDRXDDmg4gIutqPigi6WrxTRdAHjdADwwlP2vylIyPohrUKQhGVOXqc6SrVrmpra/km6E6p7Cw9jPkMU419qgh6SrNBiHOaGTgMtG+dAtC0CQADnBag0Ef1Gs7WHhH0JM1GvH3JG0E/5NBD4bLLfwD3zJgBr702B26+5RYYvssucPQRRzCyLj9jx46FG266CcrLy6Cjo5MIerzrwrF2IugSQVegDSWCrnahx0bQjSBNaQsqFjf6qSLoYuTy9Z8BpuCLipzGjTOvP0qCHnWfiaBHjaheXy6Crv33WcisXBRP43moNbEEXQjUx03AC8GyyiTo4lwXmNAnD8vYtUki6EmajXj7kjeC/uvp02Hw9tvD1BNOYCPcedjO8Nv77oObb7wJ3pg71zbqivIKqNtpKJxw4onwrX32IYIe77oggp4NX65Bx2A7MafBIoKudqFHQdChfiHA4lcsvuWFSj7Czk6aCDojO6gh6tEndcScCHrYlRr8/cRr0HFoBUSoiKAHX6tB3sz07g+w76mgbfmKRXBnMVUwSBw9sSBABD0WWBNZad4I+iN/nAlNW7fChedfYALz8iuz4U8z/wiP/elPrmCdd8H5cMSRRxFBz8NyIg26DrpKskUEXe1CD0XQ68ZBZvxR+hqRA8UVaACssLOTNoIedrz5fp806OpnwDNBnziFkRvtwzcgg+bCET25NOisGSLoEaHtXg2/N7ASz98GWnkVZDCa/pjJAAqs8eIaYElZGdTU9oYtJb0hM+Zg0NZ/BhkUUNMTCwJE0GOBNZGVRk7QR40aBSef+n3Xwd5+662wuWEzPPHUU7Bq1Sq4/LLLzLIvzZ4Fzz/7HNx3772+CXrtwO0SCTB1qjAR6KgdDJmWLVDauqUwB0ij8o1AR4/+sHXs8eZ71ctfh4p1y9jPjbsfCZ21g6HH+89DWcMq33XTC9kRwJgm9KQbgdZtR0DzsElQvu4j6LHi9XQPxmfvO2q2gUZj7+jxwQtQHuEe0bzDeGjdcTzbd/Dc4k/J1g3Q1aM/+7H2rft99piK+0WgBedhyJ7stcqV/zX/jT+XNqyCnu8/77dKKk8IEAIKEGhYs1ZBK/YmIifo477xf3D22We7DubnV/8MNm7aCKhB39q4FS66gDToeZn5AI2SBj0AaCFfIQ16SAB9vh5Gg86b0kRN+msPQAZTsB1wLkCfgZC2oGI+4fNdnDToviEL9UKiNegFEDDLaXI8adANCxt8P+o9wtTcopYWTZD5I/ys8X0q1OpKxstpMHFnFlY8JRnCVgAa9Mavvk7GAijwXpAGvcAnWBhe5ATdK3TMB33wYJh64onslWHDhsE9993r6oPO6yUTd68IR1+OCHr0mOaqkQh6LoSi/XsUBJ31aOJUgMEjutNwHXet3tECMiWNAnki6FGg6L2OQiLoLKUimoKjz2uCH08EXchTrr39BGRW65Y3UTyeCPqbM1MbV0HGKJUEHVOULXg2iulWXgc3cSeCrgZ6IuhqcE5CK3kj6Icedhhc+oPL4O7pd8Nr/3gVbr39dhg2fLgZxf3a634JY8aMgROOPY7hhCaMlVVVcPY5Z8PkQw6FE48/HjrbO6C9oz0JOBZFH4igq59mIuhqMY+KoJtxCjBnNvrjEUF3nEgi6GrXd8EQdDNQ51LQVn8EGQzMmNAnF0HXpPR9UWd6cCToSAhrak2NetRa+3xORSIJOuaiH3MwQJ2eVljWoEc95yrxJ4KuEm0AIuhq8c5na3kj6Ei4b7vjdthj9Gh9w9I0uHv6DHj5pZfYzzPuuZulXTts8iHs5wkTJsAvb7jegtWa1WvgjGnT8olfUbVNBF39dBNBV4t5ZASdm+u2NQM0rAMYUAewtQFg9nS1A0p4a0TQ1U5QwRB0LvBC+PAbe+F2tUD6aC0XQQdu3o6WAOVV9gCTPtpyLMqteVBYOHyift9CjfnI/Ymgh8XW4/tyoD4i6B6Bo2I2BIigF8+iyBtB5xD37NkTdtxxR1i2bJlj/vPimYrkj5QIuvo5IoKuFvOoCDrrtUgi8OcU+xnGNQtE0ONC1rnetBN0RnT61wGMmmQZYJJ9qHMSdCM+BWDaTnSLkTNAhF0ihrWBtng2ZDBiOD6YBgujxhs+6VyDzrT5YyfrwsQ3Hw3bcl7eT6IG3RZJX4oHEPmcK0SeNOgKwQbSoKtFO7+t5Z2g53f41LofBIig+0ErmrJE0KPB0WstkRJ01IxhGh00b9zaANqKeZBZPt9rV4qiHBF0tdOcZILOvpMjf5xdI87JrARbkglOToJuCPK4VjXysXCCjlpz/Dc+GAuDuwmgRh3J+/L5oI05uFvLzt1z1C7R0K0lkqBLbgxMWCsE7It8zkOj6L0CIujesYqiJGnQo0AxHXUQQU/HPCWil0TQ1U8DEXS1mEdK0PHii5ewthY9kjs9NgSIoKtdFIkm6AhFrlgNolUKank3fAZQNxZg0xqAOQ+oBdNja54JOgaH23sqME36vCc81u6hmEDQYZs69kJm6VwrQedae4G0m0TeQxNJKuJG0LWaPgD4X9OmSPPMexm7JQc6vkAE3QtsVMYBASLoxbMsiKAXz1yHHikR9NAQ+q6ACLpvyEK9EDVBD9WZIniZCLraSS4ogo4kZ96TutYdHzTbTmBE92wEHUlj5pBLdQubd5/VNdy5XGHQ0sDjOFn9+5/GiKk2a4aFmDpqywuZoI+cxFKb5UNbTQRd7T5XyK0RQS/k2bWOjQh68cx16JESQQ8Noe8KiKD7hizUC0TQQ8Hn+2Ui6L4hC/VCoRB0JFnQsEZPRyaacCO5TdiTlaALud+1pW90m6BLJJ2llEP/8dpt9dHNvtsbSRcJt5Ti0UIaeXsoLEAtM39c0kKy/iTUKshVg87N9/OQ0sxG0KU1qi14LtGZCLJ9UmTirnbDIYKuFu98tkYEPZ/op6xtIujqJ4wIulrMiaCrxZsIulq800zQRW2zJRsCj1Lukj8cyST6tzNC6VHzHOWsBCLo2AGBHDtGAUcz9WwP9+l3IdsW0sgj4cuBLR0IulY3DjJDxiY2iJyrDzoXVuSyUIhy8o26chL0FOehJ4Iew4LJUiURdLV457M1Iuj5RD9lbRNBVz9hRNDVYk4EXS3eRNDV4p1qgo7EcPxRNhNwTn5cTZfzrGH3TNAXvwKZA881F4Roki7nSsfUctqcB119qZmGe79TASqquxeYrEFnRHsMQB9dgKFxH3j07a+o1INbSm4DrF6jj7LJvNqV7N5aEgk6GEIkudeoOYfqWoDVyxJrkZBrXomg50Io2r8TQY8WzyTXRgQ9ybOTsL4RQVc/IUTQ1WJOBF0t3kTQ1eKdeIKO5K92oJ6nWzRXP+LKbrIpm38bvsUY/Et7+0kL0WHa3lH76z7YLhr2uGcgK0GX/aIFDbaIgZMG1oaROBBOCBvWgIZ4tbXqgeGcHlGzPGAoaBi9Ha0O8N/iPCBhn3yJOQ/58OX2MleJJOgcYyPXPR9H1jn0MtgElCGCrnYSiKCrxTufrRFBzyf6KWubCLr6CSOCrhZzIuhq8SaCrhbvxBN0B223adrOoZKinIvaZZE0ylrnfBHKwARdyIcuWgmgdjszfGL2YGc+rAZk8s9wGlBnI+hmOU4y8+DL7eVrcSXoPEUfN+f3UllUZSQhCBH0qIAtvnqIoBfPnBNBL565Dj1SIuihIfRdARF035CFeoEIeij4fL9MBN03ZKFeSCVB5zmkkRhuWgMsmJqgXWcEftQkPd2aoV1nvzvgHIuJd9oIOggE2ELQMU1armjkfgg6dx0wVhazNBg+wZ2g8xRhefDl9rL4XQm66F/vEvzOS/2ByrgQdDHOQKB6E/ASadDVTgIRdLV457M1Iuj5RD9lbRNBVz9hRNDVYk4EXS3eRNDV4p1Kgu4hPZYZRI0TdB4dXYA3dQRdIMCOBB1N0Re/4ryA/BB0wa8cK2Nm1yP3LyyCniNgXuxfIY+Oj9Yfg0d0N6daUBDDQImgxwBqliqJoKvFO5+tEUHPJ/opa5sIuvoJI4KuFnMi6GrxJoKuFu80EnQvadQKhqC75CHnOcu1xbMBGtba8qVrwydAZtBI0JbO1a0LDHNuzz7Osu97gRF0FosAAwzyRwp+F/tXaODLhES7TdKbw6wCrz0Qe9NxN0AEPW6ErfUTQVeLdz5bI4KeT/RT1jYRdPUTRgRdLeZE0NXiTQRdLd6pI+j7TQNAf2h8spAqG0FHwop5w7kpPAY8E3y6VaLuxwcdiSRG9c7sMkGPou6g0cbfZZDI44PR3N97VY/GLo6RE26vGlojOB9r77UHIDPmYHuQuPFH624EaHovuBOoxNJLW44m7lIUdc+CCy8NupXB+Rs+AbSmBlM4gAIWti7xSaiLgN8hE0H3i1i48kTQw+GXpreJoKdptvLcVyLo6ieACLpazImgq8WbCLpavJNO0G0p0zjRxNRfs6e7gmUj6IJZPCO0uXy2Y5wGPwTd7IagSZdNzmHrJsigybTTwwPo+SXonHxjnUjqnUzk+e94OjZeNkbsglTtSNB5FgBcRz1q7VkCgjSU4x05dz0TfqD7gCFcYdHy3VwUYuhPXFUSQY8LWed6iaCrxTufrRFBzyf6KWubCLr6CSOCrhZzIuhq8SaCrhbvNBF0lhsaNbvtLaB9PN89TRiHUCClvoOqxTgN2Qg6GMQY82Fn6heaveAm7YzUOQVtEwUXPWq7e79pDcCcBwB8EnQz4j03u85G0AWSGSrIGWqYMfBfxI9M0C1ja2uxWwZg+6MnA3S0AHzokoouQB9zEvQ8WXQEGErWV4igR41o9vqIoKvFO5+tEUHPJ/opa5sIuvoJI4KuFnMi6GrxJoKuFu9UEfSv6m2+1lnRciPozYaJsZSeTRXyWQm6SzA35lNumEI7pj0TfJqRWJpm0zgo1ID7JOgMC5Ewx03Q0R+8bpyecz1iLbKNoItBBnv0Yeb5okDEksYvQt90G0Ff/5megYBr0FHwsnqZqmUYWztE0GOD1rFiIuhq8c5na0TQ84l+ytomgq5+woigq8WcCLpavImgq8U7LQQdmjYBrK/XyZRXEieSUoFgIsKMFCFBWrkYMjW1oNUvggy2oeAJQtAZWUaCjuNHTStG/u4zUPcPRy234TOOf4OViwCGjIUM+q+j+TZq45EA53ALyDp0rtlHn+nl8/WiImnnPvBefdyFxix512Pww7YR9DEHm3nj2VqQ3B1MDTs3QRdS+AVZHsz6YchYgNUf6b76/JEJOloihGwrSP+ifocIetSIZq+PCLpavPPZGhH0fKKfsraJoKufMCLoajEngq4WbyLoavFODUEXCZ1XU2CuVUYSu/cUgJo+zOdXJOjsBwymppAcBSLoSBZFzS+P/M0JsegPzrWwPBBaBEHcbLEAZII+cYqucQ+icXaJVB/Vl2DzQReFNdvU2Qm6gTO2H8m64ONDAVBNH3eCPmuGMiFRVNg61UMEPU507XUTQVeLdz5bI4KeT/RT1jYRdPUTRgRdLeZE0NXiTQRdLd6JJ+iYDsuISM6R8UyauAYdtZIDhur+zc/fBpYAcpygeyX9EUxPHARdqx0IUFEFGfQ5N/y4Tc00H38I7bRM0C3m2m5B5LxiJaR0Y68E0MJna8ovQQchwrvntZatA7IAgpeVNOhRj9sr/FGXI4IeNaLZ6yOCrhbvfLZGBD2f6KesbSLo6ieMCLpazImgq8WbCLpavJNO0E1SXjsQMvujWXo9sNRUXszROfFrawaoqDbNwU1yiWQWHzQVTwNBN/zQmYn/8Il637OQWdFUm5WNkqBzLTOv08V3Xl7NTJBQXqWb5fOAcAoJOpt7NPfn1hRllZDZeyqAGI8AI+Ibmu5YCXr9ItBWLtLdLcK4H6jdMnK2RgQ9J0SRFiCCHimcia6MCHqipydZnSOCrn4+iKCrxZwIulq8iaCrxTstBD0QKi7EzzGadhoIOpJLw3eeWQTkIugo1EDfdP5ESNBN/3Me2MwjQQeD/HLia84FEna3iOqBJr/7Ja5Bx5zyzBd8QJ3+R7Sm6DPQHnhQWDfMJaKmD2R6bwfammXBfMQFwi8ORaVQKCSEvl4ngu4LrtCFiaCHhjA1FRBBT81U5b+jRNDVzwERdLWYE0FXizcRdLV4FyNBR4Rl7bJKspTVxD1LtHWTzBq5uz1pXUWyGUIIYZrLr1oKMO9Je150DwRdjI5uI+g8OFoM8QBME3eZKD9zvdXd4c2Z3T8bnyGz1ug/FACD8gWN+i8LinjdIeZD7S7hrzUi6P7wCluaCHpYBNPzPhH09MxV3ntKBF39FBBBV4s5EXS1eBNBV4t3QRP0yZexKObscdIeR0Re/c5YaILOG/SiETeiuzOhRAhCyAQaex6tB4JD14A+A/Ve8KBwTlHeRWCOuJK5GfDHJOg88B2a7aP5e0wEvaGlxGJNYBMQyPniRRI9fC+9717wdloMRND9fiJU3gcCRNB9gJXyokTQUz6BKrtPBF0l2npbRNDVYk4EXS3eRNDV4l3QBF0MzoWRzBc8awVXDAYWgrz6nTE3gm5qmF38kZ3yaIMRld61D1GO0SDhZlsCYXWM8s5JLjfNFzppI+iYHs4h5ZlfbJ3KMw36DntbUpxZfMtFqwU5sCBqzVF7jk/UBF1MWRfFQBNSB2nQ1U4EEXS1eOezNSLo+UQ/ZW0TQVc/YUTQ1WJOBF0t3kTQ1eJdLATdzBcukkT0ScaAYSG1y35nzJWgiz7mDsRbNBFnbXowuRZzjIfRoPMxopCAPeiXjebuUsR4pzZsweoQb05ODQGC9vYTAOgzL+Uk94utK0H/5jRHDT4rb5LyetM/nY0DU9kZAQZjIegKU/tFgaPXOoige0UqmnJE0KPBMQ21EEFPwywlpI9E0NVPBBF0tZgTQVeLNxF0tXgXBUF303yiufaYyUyzGgV59TpzQQm6hUx6FCqIWndtwXOQqV/otZu+ymXVoPOI7xgIrqyauR2YeAtB48AhJ7nYCRbkraYWtPpF3qL4Gy9XTDgG2rYfYxmPRYMuuAGYgghO0MW3otKgr1oGGprUYwR3L9kIfM1E/gsTQVc7B0TQ1eKdz9ZiJ+glJSUwbPhwqP/0M2hrb/M01vKycujs6oSuri5P5amQGgSIoKvBWWyFCLpazImgq8WbCLpavAuZoDPSuP0I0Ja/40pMGekbfxSw1GWLX1ECvitBN9KogZM5Pu+ZFGE8w4OrufScad1RCDGgTk8zFxMh9ELQkZTjY2rJMZo6auQNk35Lfnon030PgegcYeCYCebqcvo0W9BAFGYY1hVmnRER9EhStylZqcEaIYIeDLegbxFBD4pc+t6LlaCffMop8P3TToVMJsOQmfOP1+D2227LilLv2t7wx8ceg9mzZsO999xjlp12xhlw0vdOsr17wjHHwtampvQhn8IeE0FXP2lE0NViTgRdLd5E0NXiXcgE3QuSOUmhl0p8lnEl6DxgWjZ/eDHgGA/Q5rP9OIpnw1Ek7xaCbgRf4+buTnVoYw7+//bOO06KIm/jz8AuGXZBUPKCoGAgnHKCd76iciegBFGSImLAhEhSkKAoIPlUQCQoiCAoyYBIEkHQU8DPgYoJJIlIkBwX2GWZ9/Or2R5mZ2emZ3pmqqeXp/+B3enuqv5WbU19u6p+BVdKObg3rYar5s0RB5GTfdeNrebUDAJDuv3Y5Vjff+B3uDd96dl+zfegoIdVdSjoYWGK2UkU9JihTPgbxU3QRbRnz52LNWvWYOTQ4bivYwe0a98ez/TqhV9++jkgmDHjxqFGTU+AjoWfLMwh6A8+/BDatmuH/v365bj2h+++h9vtTnjQeSGDFHT9pUhB18ucgq6XNwVdL28Kus/e4mYB12JUNDkEvXp9FRldpm2jch3zNdiGoAcJJBejLEZ8m0gFXa2fl+BrPs8R8B7Z0d/VDAcjynsEAf1891l3r5kLl0ypl+PDwTmeMcf6fn9BN7a1k9kHS8dFxkaWUTTv41mrn3HWM70/j649N8BQ0COrItGeTUGPlqBzro+boHe4/341en7PXXcjPf2UIrJg0af4du1aDB3yckBC5cqXR7FixfDqmDFYsnhxLkFv07Yt7mzS1Dl081hOKej6C5SCrpc5BV0vbwq6Xt4UdJsFPVu4RdrM1mCrmmFsHRdGgDidNSmXXMtLBxFqmdJ+VUPPFHuZ4n7ujGfKvchukdTcge58IqrnkGZZsy2SK9uwWRF0Y/Q7xD7zF4LF5RxB9waMk4f5dXWuNfDeUf6Ny9RzusrV9ATBO7Yvxz7r7j82AoVT8uzacwq6zr+4C2lR0O3hbkeqcRP03n364KaGN6Plnc28zzVr9vvY/9d+9OzePeSzfrJoEZYuWZJL0GUEfu/evcjMzMD3G77H1LemhL2u3Q64eS1NCrr+EqWg62VOQdfLm4KulzcF3WGCbqzDjkBSddQof0EPGLldBP3QzhxTx73R3I1M+gq67L1+Y7sL2c+OqB6NoMt0e/XSYJNnPXyOQ0a6ZcTbbwQ9h6BLcD7/EXDjJYvPFHojpoEdSyh0lHeoNDiCrrcEKOh6eduZmiVBf+rprihbrlzAfG/8/gfMmzsXg4e+jFq1aqFVi5be8955dwbOnj2Lxzs/GrGg39aoEVq0bIkTJ0/g0kvLoHLlNOzYvh1dnnhS3atwiRJ2crw40na5kFywIDLPnLk4njcBntKVPz/yJ+XHubPhBVhMgCw7OgsFihRGRvppRz+DozIvbUqhgsg8zTZFR7nJC7+szEy4L9IArFklKyLj+tbId+RPFFw/XwdyJBcu5PnOdAOn/9VDpZm0ba3691y1Bur/yTs8P/sf58pfg/PFLkHSnl+R7+QBLfkNJ5HzxcrgbIMOcJ0+jkJfv43Mqg3Us/geBX5YqD6X84yjwPr5yH/kT+/PBo/Cn49BxpU3I6vydbmSD8XHOFnKNavc1erHrPJXh1W+Z69vjfMlK6pzk7avVfVCjuTfViPzSo/YyxEsz/n/2ODNr1Gf7Khf4ZRXXM/Jlw9JBZJx7szZuCbDm3sIeNqTswCX9mqrEqePH9eWlm9ClgS9//MDUL58+YAZXr9+PaZNfRuxHkH3T6zHM73QuHFjtLyzuRpFl441j/gSkIj8wvnMSc+SBR7xJ5A/KQn5k5ORcZrSGH/a8qKvOE4fP6EjKaYhI1suFwoWLYozJ0+ShwYCBYsWUZ2781lZGlJLvCTOl6qEcze0h+vwLiR/O1tLBgsXL67qt8TKyWjSW6WZb8vXQHJBnK9SD/l/XYn8O9dryUssEzGepcDS0ThX7R84f8U/c9w+6dvZyHd4FzIaPi4Nq/pMzvU9Mm9oD3epSpBzs6r/U/3fdWI/3MUv9Z4mrJK2fRMy68Z9jJMiuca1fwuSN3zsLRvJi9QR4zCew/jZeG7fDBn1yY76FcsytXIv1S8sXBhnTrFfaIVfpNcUKlYMZ0+lw+3mLleRsrN6vl2DNpYEPZyHNNagt2p5F85ky4VMXV+3dk3QNejGfQNNcfdPs9297fHgQw+hzd334CQ7d+EUSdTncIp71AgjvgGnuEeMLKoLOMU9KnwRX8wp7hEji+oCTnG3b4r7+eKXeSOM48BOFUBM1mU7NoiY7/ru61uq/eUhe59nr0U3nsuI6q4+W/Fmzvrru5VadhT1HNHXw9z/Hdn7qxs3D2dafK6t4nziA/hGdPctnxzR3/3/Ej8cDO+zJljMgKgaDZOLOcU9nnRz35tT3PXytjO1uAl6SkoKZs+bi2++/gYjh+WO4l66dBm89fYUtdZ88sRJioHsf54/OQlz58/HiuXLMXnyZK/c9xswAD/9uBGrVq1C2bLlMHzkCLVPett7PNOSeMSfAAU9/oz9U6Cg62VOQdfLm4Kul/fFLuhqzbGsPZbDL7J3jpLIFs5wRM+sBI0o7ucvScu9lVegNc5mN0yUzw1B37IOSKsNFCjsCeh2tWd6uFdsJYBcalkE3MPdEHQJsibB5CSC+srJF8ooXEH3jXYvkdPDWLPvTqsLV+XakGBurp3fwwgap/Lts+Wae80cuPZu9jxTmewXPAHKQO073+ixnM+eKGUVx3xQ0OMIN8CtKeh6eduZWtwEXR7qgU6dcG+H+7zPt3rVKowYNlz9XLZcWUybPh2+v5s+811ceumFqU1y3oC+/bFhw3q8Nm4Mata8ynuv9PR0vPD880G3bLMTal5Nm4Kuv2Qp6HqZU9D18qag6+V90Qu64M4ODuZeOg4uiS4e6IhhcLY8L+g+/HzlNpyZAd4RZ+Mesv3c+gWAiK4xEh+GbHvl+pfVSKpwBc5t/Z9HuiM5jBF0qReSvrzM8XtBECgYnjcJmRUh0etli7iNn0WSsqPPpaDrLT4Kul7edqYWV0GXB0tKyo8ra9TE9u3bvYdvfroAACAASURBVKPhVh9YtmBLq1oFhw8dxt49e6zehtdZJEBBtwguisso6FHAs3ApBd0CtCguoaBHAc/CpRR0AL7TqmU7rkDHbY8BqWVjIlt5VtAbZEdcl/3Nsw/10kNGwpMLwr3xM7X1WKjDX9CNlyZqK7PqnqBzZqPhsr2bEursKfQlLrsUx//aH/Ffh4yOy6FG+rPriDf91MskOpdn6zef582ViHwue6fLvxfJQUHXW9AUdL287Uwt7oJu58Mx7dgSoKDHlmc4d6Ogh0MpdudQ0GPHMpw7UdDDoRS7cyjoJoJuTJU2kBv7aUdRBCLox9PPAVVvAK6on+tO4Yw0R5F8/C819moXKV04KqL0cgi6D2vfkWqzEWn/rc2sCrpvxn3z5b/tmjrPZ619jutk67VIR+4jIpZ4J1PQ9ZYJBV0vbztTo6DbSd9haVPQ9RcYBV0vcwq6Xt4UdL28KeiAMTrrPzIbcH1xrAT9hgfVGm11yDrr9CPegldB0YJNtddbPSyl5h3ttsDKl7n/i4pw9xSPi6AXSYXrqoYq8F1AQZep+BIUTw557uzR95DLJizRTfyLKOh6y4iCrpe3nalR0O2k77C0Kej6C4yCrpc5BV0vbwq6Xt4UdHgjbWsV9JueVAXtG3BMb8nHLzV3kVSgaCqQccZ0Srt/LuRaNSVejrVzcnxsp6CrsqrZ0BPwzkfAVQYzz8C9ZZ3nM9//y2ehAg/GrwhsvTMFXS9+Crpe3namRkG3k77D0qag6y8wCrpe5hR0vbwp6Hp5U9AjFPQYSJea4p4t6BejwFmt4bYLerkacN2Yvc7e9yEO/A731nWez+T/B3Z6I9dfjOVLQbdaw61dR0G3xs2JV1HQnVhqNuWZgq4fPAVdL3MKul7eFHS9vCnoFHS9Nc56anYLusq5f0wCGVmXKO2/fqm2jpNZAxCRzx5Nj3QNvnU6iXMlBV1vWVDQ9fK2MzUKup30HZY2BV1/gVHQ9TKnoOvlTUHXy5uCTkHXW+Osp5YQgu4Tzd14EhUzwCcQnNpP/foWnqnwX82w/sAOvZKCrrfgKOh6eduZGgXdTvoOS5uCrr/AKOh6mVPQ9fKmoOvlTUGnoOutcdZT8wp6xmlg05eABGYLsH1ZPILEeWXcWIcuv5DI7Rlncm0fp7Z5q3073Mf2XVT7nxuMKOjW67iVKynoVqg58xoKujPLzZZcU9D1Y6eg62VOQdfLm4KulzcFPYSg+8qYb7FEGfiLa9Ct1XH/qPrujcvg2rou183c1eurQHPGdmyx2GbNK+hlqsAlo+gytf2rGZ490nnkIEBB11shKOh6eduZGgXdTvoOS5uCrr/AKOh6mVPQ9fKmoOvlTUEHvHtsy9ZmEuTr1y/hkpHZBu2AMmm5CyRKQS9auRpO1evg2V5t2Vi9Be7g1FSEd5k6nr2FmRpBX78gt6Bnv1gxovLHUtBVYtnr0CnogSsTBV3vHxkFXS9vO1OjoNtJ32FpU9D1FxgFXS9zCrpe3hR0vbwp6ECukdlfVgOHdnpHSnOVSJSCXuSKOkiv1fKiXaMcbQ03W4tubIcWL0FXU9hlejuPgAQo6HorBgVdL287U6Og20nfYWlT0PUXGAVdL3MKul7eFHS9vCnoQQT93JkL+3Hv/AHuU0djtnUWBT26Oq5G0pt0A2TGw9JxuW8mo+xpdREvQY8u93n/agq63jKmoOvlbWdqFHQ76TssbQq6/gKjoOtlTkHXy5uCrpc3BT2woLuKpgJpdVRhGKKHRo8BKWXhXvFmVCOoFPQY1HFjuzOf2QxK3KvVB66on6PcYj7FPQbZz8u3oKDrLV0Kul7edqZGQbeTvsPSpqDrLzAKul7mFHS9vCnoenlT0IMIuqw9l7XOMnr+xw+eYGDZW2xFu/aYgh6DOh5A0P33KOcIegw4W7gFBd0CtCguoaBHAc9hl1LQHVZgdmaXgq6fPgVdL3MKul7eFHS9vCnoQQT96oaegvBdb05B11s5Q6XmJ+jedekSeO/cac9Mh+z9yTmCrrfYKOh6eVPQ9fK2MzUKup30HZY2BV1/gVHQ9TKnoOvlTUHXy5uCDsjUaFSuA1daXaBoCrBnM1C+Ru4o6+EKuhHle+k4uGSdtN/BEfQY1PFggi4zHb6akSMBCnoMeEdwCwp6BLBicCoFPQYQHXILCrpDCioRsklB118KFHS9zCnoenlT0PXypqBf4G1E/4ZE6E4pmzvKehiC7hsR3r1mDlx7N1PQ41Gl/coiVGR3Cno8CiD4PSnoenlT0PXytjM1Crqd9B2WNgVdf4FR0PUyp6Dr5U1B18ubgh5A0LN/5Q0OZ5wSjqCn1fXs1e0bXM6vSAtc3xQZaX+/EHxOb5HnjdQo6AlbjhR0vUVDQdfL287UKOh20ndY2hR0/QVGQdfLnIKulzcFXS9vCnoQQT91DO6vpuecoh6OoNe+Ha7qDTw3DTDdWn6dv9EjyEqp4F0jrbfE80hq/oJergZcN7bzLE9YOyfHQ3IEXW+ZU9D18qag6+VtZ2oUdDvpOyxtCrr+AqOg62VOQdfLm4KulzcF3UfQDckLJtdhCLoR6d17V98gc/LL5EJA8z6ejxeOAjLP6C3wvJKav6DXbKj2qc816wEABV1voVPQ9fKmoOvlbWdqFHQ76TssbQq6/gKjoOtlTkHXy5uCrpc3Bd1H0MtUgUvELwxBl1NcpdPgPrjTswWbcTTrDRQo7AkwVzQl157pbmMKvKxNX5NzpFdvyTs7NXf2TAX3xmVwbV0HI34ABd3+cqWg6y0DCrpe3namRkG3k77D0qag6y8wCrpe5hR0vbwp6Hp5U9CDCPrOH4D1C3IWxvUtgbQ6nqnppdM8//9lNVybVnvOM0bHZVT8wE4VCd7Y6st7o+x74MfPgC1r9RZ2HkrNX8gp6IlTuBR0vWVBQdfL287UKOh20ndY2hR0/QVGQdfLnIKulzcFXS9vCnpgQQ80EptDAsukAWWq5BB030ji7gM7A0+5NkbYP3sdOHlEb2HnodRylMW2dUCDdkCZNE5xT4AypqDrLQQKul7edqZGQbeTvsPSpqDrLzAKul7mFHS9vCnoenlT0CMXdGScBo79pQQdPiPtXmncuhbIOJtL0A2Bz3fqINzLJ8J93q23sPNQajlehmz60rM0QQL7bViQc8kB16BrL3UKul7kFHS9vO1MjYJuJ32HpU1B119gFHS9zCnoenlT0PXypqBHIOi+a9RF0mWtuU+kdt9RXRza6ZFG38+z100X2LMRmd8uoKBHUdVzCPrWdZ4I7kGi5jNIXBSgLVxKQbcALYpLKOhRwHPYpRR0hxWYndmloOunT0HXy5yCrpc3BV0vbwp6EEHPDj6WqzTuHpjzVxEIOpp0A4qkouh385C+cxMFPYqq7k4pC1ejx4Cj++DeszloBHdJgoIeBWgLl1LQLUCL4hIKehTwHHYpBd1hBWZndino+ulT0PUyp6Dr5U1B18ubgh5E0L+akWuqtDpTpDCl7IWLfEdtfbb+khN8R9DdRVLhEkHPPIMS66bhxMGDFPRoq3r2yxIVLyDIFmsU9GghR349BT1yZtFcQUGPhp6zrrVd0IsUKYryFcpj29atcLtDr9EqkFwAVS6vit27duFUerqzSOeB3FLQ9RciBV0vcwq6Xt4UdL28Keg+gi6jsrVvB4qUBJaNDVwQ2RLu/dAQdJ+RdfdXM9THOQS9en24ajdWa9ZL7PqGgh6Lam4wlzKQgH1BXqpwBD0WsMO/BwU9fFaxOJOCHguKzriHbYLucrkwbOQI1K1bV5E6f/48xr42Bp8tWxaQ3JBhQ1GvXj3vZwcPHkDvZ57Fvr37nEE6D+SSgq6/ECnoeplT0PXypqDr5U1Bj5C3v6DLWvRPRwN+gu46ug9o3gcqoJx8fttjQGpZuNfMQUrWYQp6hNgDnt64u9prHulH1dIBCnosoEZ/Dwp69AwjuQMFPRJazj7XNkFv0rQpuvfsgfHjxmHFipUYPmIEql9xBVo2a6Zk3f94tndvbNu2DZ9/vhzXXlsLzw98Ad+u+xaDXnzR2SXgoNxT0PUXFgVdL3MKul7eFHS9vCnokfF2Zwd6w57Nap9zdXw4OKegr3gTrmP7LvzO9/OFo1CiZHEKemTYA5/t/7Jk4Si1hMD/4Ah6LGCHfw8KevisYnEmBT0WFJ1xD9sE/bWxY1G+QgW0a91akbq82uV4Y+JEDB86DF+uXm1K762pU5GSmoK293iu5xF/AhT0+DP2T4GCrpc5BV0vbwq6Xt4U9Mh4y1pyFE0FMs54gpQFEHQl7HIYo+q+gv7hYJS4tAwFPTLs4Qm6wd3vbAp6LGCHfw8KevisYnEmBT0WFJ1xD9sE/Z13ZyD91Cl0eeJJL6klny3DzBnvYtbMmSHpFSxYEPM/+ghbt2xBz+7d1bn5k5OcQdzBuXTly4/CJYoj/ehRBz+Fs7KeP7kAkgsWwJmTJ52Vce25dcUkxWKXlMTJQ0dici/exJyALHUqnFIC6UePmZ/MM6ImIO332fTTOH/uXNT3uthukNW8n3rkfGtm4fyNHbyPn3/hcPX/rEZdgCIpOT6Xz4qWTFXfmSYhdi42nBE/7/lr/gX35X/3XJd+DPlXTAh4D3kJdeow2/DQgEPHe4qkcFz5k1CoWFGcPsY2PBJuVs8tkpqK08dOwO3OsnoLXhchgaxMe74vYy7oV111Fe7reH/Qxx89ciSOHzuOOfPmYc+ePV7BlgsWL1uKhQs+wcQJgRte46ZvTp2CihUromuXLti+bbv6dbFLLokQOU+PlIDLBcgoetY5NgyRsrN6viufCzLKeJ7MTRDGpsORPzkZWZmZVouL10VKwOVC/qQkMo+Um8XzZbTLnZVlGpDV4u3z9GUnG3ZVz1foh49wpk4r9f98Jw+gyPo56v8ZFesio9pNcJ05DnehEt7PVJsiL0Ro6FHXj/OFSiArtQLcSQVR4M/vA96PbXg4mGPzQltSYr8wHN6xO0cGIz3tSezuyTuFJnDy0CFbEMVc0Ote9zd07tw56MO80P95HDl6BDKCfurkKTz1ZGQj6CNGj0KdOnUweuQorFyxwhZoF2uinOKuv+Q5xV0vc05x18ubU9z18uYU9yh4G9uqZW/zhWP74F4zFy4JWiZHciFPoDjjyI74zinuUTC3cCmnuFuAFsUlnOIeBTwLl3KKuwVoDr0k5oIeLge1Br18ebRr00ZdUq1aNYyfOCHoGvR8+fJhzLixKpDcqBEjseqLL8JNiufFiAAFPUYgI7gNBT0CWDE4lYIeA4gR3IKCHgGsGJxKQY8Cor+g++6Jbtz2+pZAWh3PTxT0KGBbv5SCbp2dlSsp6FaoWb+Ggm6dndOutE3Qm95xB7r16I7Xx76OFZ8vx8jRo1GtenVvFPeBg15C7dq10brV3YrplLffRoWKFfDOtGn4ceOPXs5bf9uCjMwMp3F3ZH4p6PqLjYKulzkFXS9vCrpe3hT0KHiHIehu2VvdCCZHQY8CtvVLKejW2Vm5koJuhZr1ayjo1tk57UrbBF2CA436z2hcW6uWYuZ2u/H62HFYsnix+nnc+NfVaPkdjZuonz9ZtAjJAQLB9evbF99v+M5p3B2ZXwq6/mKjoOtlTkHXy5uCrpc3BT0K3mEIurq7cd7WtXBt/IxR3KNAbuVSCroVatavoaBbZ2flSgq6FWrOvMY2QTdwFStWDJUqVcLmzZsD7n/uTKx5M9cUdP3lSkHXy5yCrpc3BV0vbwp6FLwbtPPshb7zB8809kBT3GWwoUwVTyKnjqr16VyDHgVzC5dS0C1Ai+ISCnoU8CxcSkG3AM2hl9gu6A7ldlFmm4Kuv9gp6HqZU9D18qag6+VNQbfO212zIVxXNwQyTgMFCgcVdP8UKOjWmVu5koJuhZr1ayjo1tlZuZKCboWaM6+hoDuz3GzJNQVdP3YKul7mFHS9vCnoenlT0K3z9gq6cQsZSV+/wPSGFHRTRDE9gYIeU5ymN6OgmyKK6QkU9JjiTOibUdATungSK3MUdP3lQUHXy5yCrpc3BV0vbwq6dd7utLpw1WwIFE1RN3HLdmubVpvekIJuiiimJ1DQY4rT9GYUdFNEMT2Bgh5TnAl9Mwp6QhdPYmWOgq6/PCjoeplT0PXypqDr5U1Bj463u3p9uGo3pqBHhzGuV1PQ44o3180p6Hp5U9D18rYzNQq6nfQdljYFXX+BUdD1Mqeg6+VNQdfLm4IeHW93kVS4mnSjoEeHMa5XU9DjipeCrhdvrtQo6DYXgMbkKegaYTs9KQq6/hKkoOtlTkHXy5uCrpc3BT0GvGWf85SynOIeA5TxuAUFPR5Ug9+TI+h6eVPQ9fK2MzUKup30HZY2BV1/gVHQ9TKnoOvlTUHXy5uCHj1vtY1aymXAns1qGzWzg2vQzQjF9nMKemx5mt2Ngm5GKLafU9BjyzOR70ZBT+TSSbC8UdD1FwgFXS9zCrpe3hR0vbwp6Hp5S2oUdL3MKeh6eVPQ9fKmoOvlbWdqFHQ76TssbQq6/gKjoOtlTkHXy5uCrpc3BV0vbwq6DbwvuxTH/9qvP+GLNEUKut6Cp6Dr5W1nahR0O+k7LG0Kuv4Co6DrZU5B18ubgq6XNwVdL28Kug28KehaoVPQteIGBV0vbztTo6DbSd9haVPQ9RcYBV0vcwq6Xt4UdL28Keh6eVPQbeBNQdcKnYKuFTcFXS9uW1OjoNuK31mJU9D1lxcFXS9zCrpe3hR0vbwp6Hp5U9Bt4E1B1wqdgq4VNwVdL25bU6Og24rfWYlT0PWXFwVdL3MKul7eFHS9vCnoenlT0G3gTUHXCp2CrhU3BV0vbltTo6Dbit9ZiVPQ9ZcXBV0vcwq6Xt4UdL28Keh6eVPQbeBNQdcKnYKuFTcFXS9uW1OjoNuK31mJU9D1lxcFXS9zCrpe3hR0vbwp6Hp5U9Bt4E1B1wqdgq4VNwVdL25bU6Og24qfiZMACZAACZAACZAACZAACZAACZCAhwAFnTWBBEiABEiABEiABEiABEiABEiABBKAAAU9AQqBWSABEiABEiABEiABEiABEiABEiABCvpFXgfKli2Llq3uwpuTJsPtdgekUSC5AKpcXhW7d+3CqfT0gOekVamCI0cO4/ix47k+L1KkKMpXKI9tW7cGTeMiL4agj2/GPl++fKhWvTp27vgdGZkZltiXLFUKZcqUwdYtW3D+/Pk8VxSdO3fGss+WY9cfOwM+mzCsULESMjPOYt++fQHPKV26DAoWLIDdu3fn+tysDOQC45wjh4/g4MEDeY6x1Qcyq99y31BtSzjsrebNKdc1b9Ec+//aj3Xr1gXN8mWXXYZixYph27ZtAc8xa6NDlYFTONmRz3i3LfL3U7lKmmq78/IRizY8mnakZGpJFCxcEPv2Bv5+yMvszZ4t2jbcrO2pVDkN585lYu+ePWZZceznsWjDQ/VRzL5HpQ9YqmRJbN++nX30BKpFFPQEKoxYZGXxsqVwuVzqVi+9MDBkp03OufXWW9GnX1+0uKMZMs9l5srCkGFDUa9ePe/vRS56P/Os94uqbt26GDT0ZRRITlbn/LnrT3Tt0gVnz55V+Rg2cgTkHDlE/sa+NgafLVumfu700ENof2/7XGm2vqtV0BcBsWAUq3tEyjrSdM3Y39ehA+5/oKO3vFd+vgKjR41SyZixl3Pk+nb33estu8EvDcKab76JNJtaz3/3vZmQLyI5fJ83VCaWfLYME8aPx8JPFuY67e7WrdH50c5ehidPnsSEN97AFytWqnOlYzZ+0gSUKlVK/Zyeno5ePXpi5++/q59DlYF8Lnkd/cp/ULZcWXW+/P10vO9+rcysJmaFdSRpmdXvUG2LGftFS5eolyL+RzhtYiTPEOtz+/bvh4a33KJu+9dff+HBjg+YJjFr9mzs3LED/fv1y3WuSMm4N8Z7/8YzMjJU+/vG6+PDaidClUGPXj3RuEmTXGnu378fne7vaJpvu0+Id/2OZ9uSnJSMcW+8jsppaQrjuawsLFm0GJMmTLAbq2n6VrhH04ZH045Uv+IKDBoyGCVLlvS2/+PGjMWXq1ebPmcinGB3HyWa/uHV11yDl4cNReHChRVK+W7u1aNX0BfticBb8mClfkfThpv1UUKVgbwceWPSBMhAnWpHzmXhtVdewcoVKxIF50WdDwp6Hit+eRNWtUpVDB0xLCaC/mzv3mrU5fPPl+Paa2vh+YEv4Nt132LQiy8qcnPmzUNG5lk89WQXXFH9SgwZ9jIWffqp6gA2adoU3Xv2wPhx47BixUoMHzEC8oXXslkzJesPPvwQ2rZrl6tj+cN33zviLV6krCOtaqHYl0gpgdlz52LNmjUYOXQ47uvYAe3at8czvXrhl59+NmXfoWNH3N/xfvz6yy+YOWMm9u7bi5MnT+DE8RORZlPr+cVLFEeBAgUxbfp0fPXllxg9cqRp+qE6d63uvhsVKlbAvDlzUbxECQwaMgTyfuu+dp4XR4OHvoy6df+Gnt264dix45g8ZTIOHzqCRx95BGZlIIL4wccfqbq8+NNFmDd3Li4pfQm2b9tumudEOMEK60jyHU3bYsb+mlrXIjn7paHkqX79+rirVSs8/VTXhB5tLFiwIIoVL45hI4ajUKFCYYluqM7d5dUuxyOdO+Odae9AZm88+1xv1K5dG+3btlWzncza6FDt+yWlS6NS5Uo5ivyFgQPx17596PLEk5FUBVvOjXf9jmfb0uvZZ/Gvf/8Lj3d+FLt27UKPnj1xe5PG6NDuXhw5esQWnuEmaoV7NG14qDps1o68M2OGEsRODzyArMxzmDB5EiT/7du0DfdxbT3Pzj5KtP3DyVPeQkpKCp7vPwCnTp3CGxMn4OjRo3i404O2MjVL3Er9jqYND9VHMSuDJ7t0QbMWzTFy+AisW7tWvfQrV64C7m3TxhGDZGZl4fTPKehOL8EA+ZdRk0lvTvYKujR0G9avx+SJk9TZHTs9gNsaNcJDD3QyHUH3v/1bU6ciJTUFbe9prd66TZsxHfJGecnixerUCZMmIiU1FR3a34vXxo5F+QoV0K51a/WZdBbfmDgRw4cOU2+gRdDbtG2LO5s0dWwp+LN+fuBA1G/QAElJ+dVLiB9//BH9+jynJO31iRPUl/yll12K1NRUNS119OhR+PnHn8J6fl/2He6/X42e33PX3UhPP6WuX7DoU3y7di2GDnk5JHsR248XLlCi+VCnTmGlnWgnybP+98uvlKCL6FWoWBE9u3dX2byyRg2MGDUSjz7SGYcOHkSozp3/c3Xt9jTubNbMO6Pko08W4KeffsIL/QeoUzs/+ijuadMadzRu4h09D1YGD3TqhHs73Id+ffvi+w3fJRrCsPPjyzpU/X7q6a74+w034HR6upqWLrMNZs54Fx9/9FFYaUXStpjVf/8EZ8+bq14+yYsVJxzSThYrXkwJ+q2NbsNTXbuidau7vVmX55n17rtqVkiozp3/s1597TV45dVX1UvTRZ8uCtlO/LZ5c8j23f/e/7793xBx7PPMs6rdc8rhW7+bt2iBzo896n25I230c717q9kM8pKn74D++O6771Cv3t/V44X7klDOjWXbMmL0KFx99TXejrSMkg0fNRLP9OyFX37+2RHofbmH6qPIw1htw+WFaKg+ilk78sHHH+LIkaPo/NDDiqm8CGn073+j+R13OIKxZDKSPorONjxU//DXX3/BjJkz8e70GXhv1izFulOnB9G+w73quzfYcsxEKpRI+ijRtOGh+iiytClU/Zf6/ccff6Bntx4KXYUKFTBl2tsYNXwEvvjii0TCeVHmhYKeB4vdv0Ge/9GHWP+/9Rg+dKj3S+bWRreiZbMWEQm6jO7M/+gjNQIlMvT3+jdg8JAh6PL4E9ixY4e6t3Tgr693PVq1aIl33p2B9FOncoymyBetdNpnzZypBF1Gfffu3YvMzAx8v+F7TH1rSsC11IlaTP6sH3n0EWRmnMNvv/2GGlfWUF8oxpfMe3NmKzH/+r//xc8//YwHHuyEnTt/9zaOoZ7Rn33vPn1wU8Ob0fLOZt7LZs1+X0m/lE0o9vJy5M2pU3D48GHkz58fSUlJ2Lp1K14eNFhNI3PC4fvlJx3TypUqocO996msG51VeQEla8oj6dzJyHxqyVRVf+WQKYIfzpuPKVOmqJ9vufVWPNevr5p6LAIeqgzGT3gDl1erht1/7kapS0rhzOnTmDF9BpYtXeoExN48+rIOVb9fHDQIDW5sgM2bNmP1qlVoeucdKraBwTKS+m3WtpjVf9+0WtzVEjJS0Kt7D/z666+OYO8r6DLy//iTT6Dp7Y29eZcp/O/Nek9JeiSdO2Na+mOPdFYjr6Haid+2/BayffcHOe/DD3DwwAE8+fgTjmBsZNK3fsvLkNq1amP9+g0oXrwYnujyJLZv36baaBmxfqZ3b9VuLvzkE1StejlubnizetEdLHaFL4hYti3Sxg0dMVytzV28aDFuvvlmZGRkOuqFqy/3UH0UYWi1DY+2HTGk8PChQ1i6dClat22L1V+swqv/+Y9j6ngkfRSdbXiotkdYz3xvFt6ZNg1z3p+tWN/0fzdjwAsD8FjnxxJ+mrvkN5I+SjRteKg+isSnCNVH/3DBx/h9xw61bM845G9tzuzZeOftaY6p43k1oxT0PFiy8RJ0kbqKFSuqNeYyTdeYHimyIiMMckjH+eZbblFvmGVq2Z49e7wjm4bwLFzwCSZOmKBG8Vu0bIkTJ0/g0kvLoHLlNOzYvt0R0yONauPPWn4vnQIZbSlTugzq3fB3rF27FkNeGgQRdFkuYIzG9nz2GdxyS0P1osTs8Gcv05pq1aqVQ37kC0/W/su0x1Dsf/75Z/Qb0F+9Of123VqkpJRUnU/psMu1Tjgi+fILt3MnowfNmjfHlLem4IN589S6dPnyM14oGWUrX3g9unVHh473hyyDWe+/h+IlUvDN1//F3t171UjoZWUvw4C+/bFhpMJAJQAADFdJREFUw3onYFZ59GUdqn5L507WDRozZq6/vh5eHj5USYNZcKVI2xaz+m/AlTKUZQZ7du9G1y5POYZ5PAS9wY03YuBLL+LnH39G72efUSxCtRPy0lWWKAVr331htru3PR586KGEX0IQqAL41++qVauiUaNGKFu+POr+rS7Ons1Ah/btvYLuO4InL0pmv/++egkb6oh12yJTsydOmoSk5AIoUqSImrE1+/3ZmD7NOZ3qeAi6P2ezPopZOyLtmbwAPnHsGEpdcokauR384kumsX0SqaGJpI+isw036x9Kf6l48RJYsXw5MjIz8c9//kOVwcUs6P5tuFkfRdqyUG34wEEv4cYbb8TaNWux+88/UbtObVxx5ZUU9AT5A6agJ0hBxDIb8RB0mVJXp04djB45yhtAwng7/cRjj3uDZvmPoJ86eQpPPXlhPaLvCLr/M/d4phcaN26Mlnc2d8wouj9rmcZevVo1NcpyYP8BFWF9/f/+h5cGDswl6DJdusVdd6HFnXeGLP5A7M1GEEXWg7EXERdBN0bRJHFhf/vtt6vlBk6bPhaLEfS27drioUcewcoVK3OsaxdB/2D+PEx9a6oqo0hG0EXQjxw54hVD6UQv+PRT/Perr9QyD6ccvh3pUPXbv3NnLGnp1vVpbPntt6CPa6VtMav/RmLGLB3fNsoJ3GMt6CIaI0ePVkEKH334YRUMSI5Q7YQxgh6sfTc4Sr2WlyASAdiYKukExkYefeu3zFSQGQuy5vWvfX+p5UhZWVlqzbExgu4r6HLtkkWLMGnCxKCPHI+25dWxY1CpUiW0a90G+fK58PzAF1G/QX0MevElrF2zxhH4Yy3ogTib9VHM2hEZYdy8ebNapiYBP18Z86qaFSR9lEBBdRMRfCR9FJ1teKi2R2ZYCu/+LwxQ9VyCW8psP1mT7sQp7mZ9lHBG0IO14aH6KMYIerA2XAS/T9/ncN1116uqe/TYETVQxinuifGXTEFPjHKIaS5kDe7Y18fh+X4DsH79/zD3g/lqSrUR2E3WUYU7xV0CXY0ZN1YFdxs1YiRW+axLMdagS2T2pUuWqGeYOHkSSqSkXFiDXr482rVpoz6rVq0axk+c4F2D7v/QxihMm7vvccxUa1/W+w8cwJtT3lRr/Y11t7JWdNOvmywJeij2xtq5Vi3vUlOn5fhk0SKsW7vmwhr0IOw3b9qkOuYyTW/5Z8vVtb2few63NbpNCboTtlqTZ/3ii5V47T+vYNjw4WobQCOwW6RT3I115cuWLMWY117LUS1lfZespx044Hn1+0cffxx333N3jjXoocqgXPly3oBCIjKSb5lRIaMwTjkM1vPnzg9ZvyPt3EXTtpjVf2Er2//M+/hD/LZpk9p5wknH5ClvolChwmoNumzB06VrV8tT3GU2j4yUyBaBTz3+ZA6xUOtAg7QTxhr0YO27wVOWD8gyAlmnG2gbwkTn7tuWLPh0IX755RclZHIMGjwYNa6qaVnQ49W2iDj6zgqRvyUZzf9i5Ur1Pe2Ew5d7qD6KPIvZLKhgnM36KKHakQlvTMB7s9/H7FnvY/r0dxRSY9cbJ70IiaSPorMND9X2BIqSL3UkMzNT9S2dcETSRzET9FBteKg+irEG3awNN3gOHT4Mf7vuOtVnT/SAwU6oA9HmkYIeLcEEuV46/3Xq/A3bd2zH0927qSA2Ei1dRkPl7V316tXxdJenUPOqq1SwmuTkpLDWoE95+20V5VrWAv248ULgn62/bVGj3HPmz8eZM6fVtHeJ4i5TWhcvWoTx415H0zvuQLce3fH62Nex4vPlagRHRpSNKO79BgzATz9uxKpVq1C2bDkMHzlCyaEEoEvkIxjr0mVKq8AmInrTp09H06ZNVSA3iXpvZQQ9FPvCRQpD5P+br7/ByGG5o7ibsZdrXXDhiUcfQ8VKFTHo5SEqXsD993VIWPR1r/sbdm7/Hf+46R/o2q2bmmYuLxta3nWXWqP73LO9kXX+PLr37K7eAoezBl3+Vu648058/d+v8eEHH3iffe/uPSoasmwFVqdOXfTo9rSK4i4vYIwo7vI2P1QZyBZUsuZ32tSp+OSThejatSsa/ftfQV9QJRL4QKwPHz4Usn5H2rmLpm0xYy8sjVkhEvU3nDXCdvOvUbMmjh45gkvKlMaIkaO8AchkG5335s7GzHdnYtXKlSp2xc0NG6qfzdag//Omf6q4IDIaLAEp3efd6jGPHT2qZNqsnQjVvst9ZJueOfPn4aefPMEwnXIEa0skaNLBgwcxoO8AXH3N1ervV0bvrIygx7NtkRc4FStWQt/efVQQy4c7P4zWbdomfJC4YNxD9VHMBN2Mc6g6bNaOiGRJENYeT3fD0WPHMGr0KKRVrYrWLVsl9Ai61T6KzjbcrO2RXSKkPyhb+Ergxpv+7/9yzOBMxLbGah8llKCbteGh+ijCKFT9lxd7aWlpOHDggIrmLnF1pE/58uDBiYj3ossTBT2PFLlspyFve+XIyDiL+fPme9fFyfSVFwe/qLanEmE/fvw4JOiYBG8ypuwG2wddvqBE5v0PIzK13PulIYO950inT9Z6yqiuTJ8Z9Z/RuLZWLXW5imQ+dpw34vtr48agZs2rvLeWqM8vPP+82iYskY9QrEV0b7jhhuxyyIDLlU9NcZfZC7KmSoKxGaOxnTt3RotWrYJOcTdjb0QJN1hJYK4Rw4arH83YSzTnocOGqa2c5Dhx4oQaZTT2905E/jJqJFveyJf2d99tUDNE5JC6/Pb06ShVyrNXrUzjlelxxtpZGX0xolb7P9ekt95UX1D+hwRyG/Pqa5Cylu1djH1wT58+jWd79fJulRaqDOSeLw0erKaeGodx30Tk65unYKxD1W8Zpb3m6mu8M2Zk/ZtsSxRsazOz+h2qbZG8hmJftEgRzP3wA2zYsMEb8yHRmb/y2qtqDb8cEjizZ7fuOHbsmPrZWAYg/z98+Iiq60ZsBAkOKYF+BvTrn+sRjSnb/h9ITACJDWDWTpiVgQRMlH3bH+jQUf3dOeUIVr9lVxFZFiEdV/m+On06Xa1Bl9k5EjOl93N9ckyxlWnaiz/91LtDiu/zx7NtKVe+PF4aPEhN/5VDYo/IbKgJ4z372yfqEYx7qD6KPEs0bbhZHQ7VjsiLsMefeNy7/ly2+Xp7yhR8vvzzREWs8mW1j6KzDTdre4wlC/I88pJMlpEYuwUlKnyrfZRo2nCzPkqo+m+8/BWe0q9atfILjB41KlHxXnT5oqDnoSIvVqyYWqMTbJqhBH/4ffuOuLz5lSnwhw4dwpHDh3MRlXxJR0LWcvlPn5bP0qpWweFDh7F3zx7HlEYo1tJgyjo1mSIa70PelF9Zo6Za/2lMdfdNMxR7OU/WCWdmZKoAcYl+yJTly8qVw+4/dwWchl+pchqOHj0cl6lZMlWyYKFCAV9ghFMGUsdl1ol0pJ1whGKts34Lq1Btixl7J7A28igd1rLlyuH40aMB96AV7gULFjANuGflmc3aiVBlYCU9u68JVb+Tk5Jx5VU1tP29RtO2yHNI2xIqxoPdrH3TN2vD7eqjmLUj8fzbi1f5JEofxawND9b2SF25ouaV2LNrt5rN5oTDrH7b1UcJVQbyN3fmzFlHRMZ3Qh2IZR4p6LGkyXuRAAmQAAmQAAmQAAmQAAmQAAmQgEUCFHSL4HgZCZAACZAACZAACZAACZAACZAACcSSAAU9ljR5LxIgARIgARIgARIgARIgARIgARKwSICCbhEcLyMBEiABEiABEiABEiABEiABEiCBWBKgoMeSJu9FAiRAAiRAAiRAAiRAAiRAAiRAAhYJUNAtguNlJEACJEACJEACJEACJEACJEACJBBLAhT0WNLkvUiABEiABEiABEiABEiABEiABEjAIgEKukVwvIwESIAESIAESIAESIAESIAESIAEYkmAgh5LmrwXCZAACZAACZAACZAACZAACZAACVgkQEG3CI6XkQAJkAAJkAAJkAAJkAAJkAAJkEAsCVDQY0mT9yIBEiABEiABEiABEiABEiABEiABiwQo6BbB8TISIAESIAESIAESIAESIAESIAESiCUBCnosafJeJEACJEACJEACJEACJEACJEACJGCRAAXdIjheRgIkQAIkQAIkQAIkQAIkQAIkQAKxJEBBjyVN3osESIAESIAESIAESIAESIAESIAELBKgoFsEx8tIgARIgARIgARIgARIgARIgARIIJYE/h+qRSzTTH44WgAAAABJRU5ErkJggg=="
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_signals.drawdown().vbt.plot(title=f\"{benchmarkdf.name} | Drawdown\", trace_kwargs=dict(name=\"%\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "efa2a030-d345-4253-82cd-d41644ab3d19",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_signals.trades.plot_pnl(title=f\"{benchmarkdf.name} | PnL\", height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "0152d91e-c129-4e10-897f-fc9f832bbb5e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_signals.asset_returns().vbt.plot(title=f\"{benchmarkdf.name} | Asset Returns\", trace_kwargs=dict(name=\"%\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "7b3ea536-cb90-4eef-aa3d-d37a0639a6f2",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"benchmarkpf_signals.cash().vbt.plot(title=f\"{benchmarkdf.name} | Cash\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "6305826c-d02c-4d3c-b754-1623f3e1f37f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"total_assetfees = benchmarkpf_signals.trades.records_readable[\"Entry Fees\"] + benchmarkpf_signals.trades.records_readable[\"Exit Fees\"]\n",
"total_assetfees.vbt.plot(title=f\"{benchmarkdf.name} | Total Fees\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "de460913-d69d-4fe1-8d5f-21f107c334e9",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "aac6ae83-46b5-447c-99ed-0d30fd64cb0f",
"metadata": {},
"source": [
"### Asset"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "d52dc534-ba16-4dc6-a8ab-fa358e3b1e7a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_signals.trades.plot(title=f\"{assetdf.name} | Trades\", height=cheight, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "46e75cf4-78ea-46ff-a9e4-bd56c9d946e8",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_signals.value().vbt.plot(title=f\"{assetdf.name} | Equity Curve\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "153347c4-d673-498e-b14e-cdbdf4753562",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_signals.drawdown().vbt.plot(title=f\"{assetdf.name} | Drawdown\", trace_kwargs=dict(name=\"%\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "57cfbcaa-2796-4161-815f-54a74c4379cd",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_signals.trades.plot_pnl(title=f\"{assetdf.name} | PnL\", height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "812803e3-5448-4f59-81ce-20ed154f1ac7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_signals.asset_returns().vbt.plot(title=f\"{assetdf.name} | Asset Returns\", trace_kwargs=dict(name=\"%\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "7c8bc78b-7d7b-40e7-a4e0-817389efbc36",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assetpf_signals.cash().vbt.plot(title=f\"{assetdf.name} | Cash\", trace_kwargs=dict(name=u\"\\u00A4\"), height=cheight // 2, width=cwidth).show_png()"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "e492d13a-4493-4dc9-a5c5-7e0727a36746",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"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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