{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "kernel": "SoS" }, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "# importing libraries\n", "import matplotlib.pyplot as plt\n", "import plotly.graph_objs as go\n", "import plotly.offline as py\n", "import cufflinks as cf\n", "import seaborn as sns\n", "import pandas as pd\n", "import numpy as np\n", "import quandl\n", "import plotly\n", "import time\n", "\n", "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n", "from IPython.display import Markdown, display\n", "from matplotlib.ticker import FuncFormatter\n", "from pandas.core.base import PandasObject\n", "from datetime import datetime\n", "\n", "pd.options.display.float_format = '{:,.2f}'.format\n", "\n", "# Setting pandas dataframe display options\n", "pd.set_option(\"display.max_rows\", 20)\n", "pd.set_option('display.width', 800)\n", "pd.set_option('max_colwidth', 800)\n", "\n", "# Set plotly offline\n", "init_notebook_mode(connected=True)\n", "\n", "# Set matplotlib style\n", "plt.style.use('seaborn')\n", "\n", "# Set cufflinks offline\n", "cf.go_offline()\n", "\n", "# Defining today's Date\n", "from datetime import date\n", "today = date.today()\n", "\n", "import PortfolioLab as pl\n", "\n", "#### Functions ####\n", "def compute_drawdowns(dataframe):\n", " '''\n", " Function to compute drawdowns of a timeseries\n", " given a dataframe of prices\n", " '''\n", " return (dataframe / dataframe.cummax() -1) * 100\n", " \n", "def compute_max_DD(dataframe):\n", " return compute_drawdowns(dataframe).min()\n", "\n", "def compute_cagr(dataframe, years=0):\n", " '''\n", " Function to calculate CAGR given a dataframe of prices\n", " '''\n", " years = len(pd.date_range(dataframe.index[0], dataframe.index[-1], freq='D')) / 365\n", " \n", " return (dataframe.iloc[-1].div(dataframe.iloc[0]).pow(1 / years)).sub(1).mul(100)\n", "\n", "def compute_mar(dataframe):\n", " '''\n", " Function to calculate mar: Return Over Maximum Drawdown\n", " given a dataframe of prices\n", " '''\n", " return compute_cagr(dataframe).div(compute_drawdowns(dataframe).min().abs())\n", "\n", "def compute_StdDev(dataframe, freq='days'): \n", " '''\n", " Function to calculate annualized standart deviation\n", " given a dataframe of prices. It takes into account the\n", " frequency of the data.\n", " ''' \n", " if freq == 'days':\n", " return dataframe.pct_change().std().mul((np.sqrt(252))).mul(100)\n", " if freq == 'months':\n", " return dataframe.pct_change().std().mul((np.sqrt(12))).mul(100)\n", "\n", "def compute_sharpe(dataframe, years=0, freq='days'): \n", " '''\n", " Function to calculate the sharpe ratio given a dataframe of prices.\n", " ''' \n", " return compute_cagr(dataframe, years).div(compute_StdDev(dataframe, freq))\n", "\n", "def compute_return(dataframe): \n", " '''\n", " Function to calculate the sharpe ratio given a dataframe of prices.\n", " ''' \n", " return round(dataframe.iloc[-1] / dataframe.iloc[0] - 1, 4) * 100\n", "\n", "def compute_performance_table(dataframe, years='si', freq='days'): \n", " '''\n", " Function to calculate a performance table given a dataframe of prices.\n", " Takes into account the frequency of the data.\n", " ''' \n", " \n", " if years == 'si':\n", " years = len(pd.date_range(dataframe.index[0], dataframe.index[-1], freq='D')) / 365\n", " \n", " df = pd.DataFrame([compute_cagr(dataframe, years), compute_StdDev(dataframe, freq),\n", " compute_sharpe(dataframe, years, freq), compute_max_DD(dataframe), compute_mar(dataframe)])\n", " df.index = ['CAGR', 'StdDev', 'Sharpe', 'Max DD', 'MAR']\n", " \n", " df = round(df.transpose(), 2)\n", " \n", " # Colocar percentagens\n", " df['CAGR'] = (df['CAGR'] / 100).apply('{:.2%}'.format)\n", " df['StdDev'] = (df['StdDev'] / 100).apply('{:.2%}'.format)\n", " df['Max DD'] = (df['Max DD'] / 100).apply('{:.2%}'.format)\n", " \n", " # Return object\n", " return df\n", " \n", " else:\n", " df = pd.DataFrame([compute_cagr(dataframe, years), compute_StdDev(dataframe, freq),\n", " compute_sharpe(dataframe, years, freq), compute_max_DD(dataframe), compute_mar(dataframe)])\n", " df.index = ['CAGR', 'StdDev', 'Sharpe', 'Max DD', 'MAR']\n", " \n", " df = round(df.transpose(), 2)\n", " \n", " # Colocar percentagens\n", " df['Return'] = (df['Return'] / 100).apply('{:.2%}'.format)\n", " df['CAGR'] = (df['CAGR'] / 100).apply('{:.2%}'.format)\n", " df['StdDev'] = (df['StdDev'] / 100).apply('{:.2%}'.format)\n", " \n", " # Return object\n", " return df\n", "\n", "def filter_by_date(dataframe, years=0, previous_row=False):\n", " \n", " last_date = dataframe.tail(1).index\n", " year_nr = last_date.year.values[0]\n", " month_nr = last_date.month.values[0]\n", " day_nr = last_date.day.values[0]\n", " \n", " new_date = str(year_nr - years) + '-' + str(month_nr) + '-' + str(day_nr)\n", " \n", " if previous_row == False:\n", " return dataframe.loc[new_date:]\n", " \n", " elif previous_row == True:\n", " return pd.concat([dataframe.loc[:new_date].tail(1), dataframe.loc[new_date:]])\n", " \n", "def get(quotes):\n", "\n", " # resample quotes to business month\n", " monthly_quotes = quotes.resample('BM').last()\n", " \n", " # get monthly returns\n", " returns = monthly_quotes.pct_change()\n", "\n", " # get close / first column if given DataFrame\n", " if isinstance(returns, pd.DataFrame):\n", " returns.columns = map(str.lower, returns.columns)\n", " if len(returns.columns) > 1 and 'close' in returns.columns:\n", " returns = returns['close']\n", " else:\n", " returns = returns[returns.columns[0]]\n", "\n", " # get returnsframe\n", " returns = pd.DataFrame(data={'Retornos': returns})\n", " returns['Ano'] = returns.index.strftime('%Y')\n", " returns['Mês'] = returns.index.strftime('%b')\n", "\n", " # make pivot table\n", " returns = returns.pivot('Ano', 'Mês', 'Retornos').fillna(0)\n", "\n", " # order columns by month\n", " returns = returns[['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec']]\n", "\n", " return returns\n", "\n", "def plot(returns,\n", " title=\"Monthly Returns (%)\",\n", " title_color=\"black\",\n", " title_size=12,\n", " annot_size=10,\n", " figsize=None,\n", " cmap='RdYlGn',\n", " cbar=False,\n", " square=False):\n", "\n", " returns = get(returns)\n", " returns *= 100\n", " \n", " if figsize is None:\n", " size = list(plt.gcf().get_size_inches()) \n", " figsize = (size[0], size[0] // 2)\n", " plt.close()\n", "\n", " fig, ax = plt.subplots(figsize=figsize)\n", " ax = sns.heatmap(returns, ax=ax, annot=True,\n", " annot_kws={\"size\": annot_size}, fmt=\"0.2f\", linewidths=0.4, center=0,\n", " square=square, cbar=cbar, cmap=cmap)\n", " ax.set_title(title, fontsize=title_size, color=title_color, fontweight=\"bold\")\n", "\n", " fig.subplots_adjust(hspace=0)\n", " plt.yticks(rotation=0)\n", " plt.show()\n", " plt.close()\n", "\n", "\n", "PandasObject.get_returns_heatmap = get\n", "PandasObject.plot_returns_heatmap = plot\n", "\n", "def calendarize(returns):\n", " \n", " '''\n", " The calendarize function is an slight adaption of ranaroussi's monthly-returns-heatmap \n", " You can find it here: https://github.com/ranaroussi/monthly-returns-heatmap/\n", " \n", " It turns monthly data into a 12 columns(months) and yearly row seaborn heatmap\n", " '''\n", " \n", " # get close / first column if given DataFrame\n", " if isinstance(returns, pd.DataFrame):\n", " returns.columns = map(str.lower, returns.columns)\n", " if len(returns.columns) > 1 and 'close' in returns.columns:\n", " returns = returns['close']\n", " else:\n", " returns = returns[returns.columns[0]]\n", "\n", " # get returnsframe\n", " returns = pd.DataFrame(data={'Retornos': returns})\n", " returns['Ano'] = returns.index.strftime('%Y')\n", " returns['Mês'] = returns.index.strftime('%b')\n", "\n", " # make pivot table\n", " returns = returns.pivot('Ano', 'Mês', 'Retornos').fillna(0)\n", "\n", " # order columns by month\n", " returns = returns[['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec']]\n", "\n", " return returns\n", "\n", "def plotly_table(df, width=990, height=500, columnwidth=[25], title=None , index=True, header=True,\n", " header_alignment=['center'], header_line_color='rgb(100, 100, 100)', header_font_size=[12],\n", " header_font_color=['rgb(45, 45, 45)'], header_fill_color=['rgb(200, 200, 200)'],\n", " cells_alignment=['center'], cells_line_color=['rgb(200, 200, 200)'], cells_font_size=[11], \n", " cells_font_color=['rgb(45, 45, 45)'], cells_fill_color=['rgb(245, 245, 245)','white' ]):\n", " \n", " # Making the header bold and conditional \n", " if (header == False and index == False): \n", " lst = list(df.columns[0 + i] for i in range(len(df.columns))) \n", " header = [[i] for i in lst]\n", " header = list([str( '' + header[0 + i][0] + '') for i in range(len(df.columns))])\n", " header = [[i] for i in header]\n", " header.pop(0)\n", " header = [[]] + header\n", " \n", " trace = go.Table(\n", " columnwidth = columnwidth,\n", " header=dict(values=header,\n", " line = dict(color=header_line_color),\n", " align = header_alignment,\n", " font = dict(color=header_font_color, size=header_font_size),\n", " height = 22,\n", " fill = dict(color=header_fill_color)),\n", " \n", " cells=dict(values=df.transpose().values.tolist(), \n", " line=dict(color=cells_line_color),\n", " align = cells_alignment,\n", " height = 22,\n", " font = dict(color=cells_font_color, size=cells_font_size),\n", " fill = dict(color = [cells_fill_color * len(df.index)]),\n", " ), \n", " )\n", " \n", " # Making the header bold and conditional \n", " if (header == True and index == True): \n", " lst = list(df.columns[0 + i] for i in range(len(df.columns))) \n", " header = [[i] for i in lst]\n", " header = list([str( '' + header[0 + i][0] + '') for i in range(len(df.columns))])\n", " header = [[i] for i in header]\n", " header = [['']] + header\n", " \n", " # Making the index Bold\n", " lst_i = list(df.index[0 + i] for i in range(len(df.index)))\n", " index = [[i] for i in lst_i]\n", " index = list([[ '' + str(index[0 + i][0]) + '' for i in range(len(df.index))]])\n", " \n", " trace = go.Table(\n", " columnwidth = columnwidth,\n", " header=dict(values=header,\n", " line = dict(color=header_line_color),\n", " align = header_alignment,\n", " font = dict(color=header_font_color, size=header_font_size),\n", " height = 22,\n", " fill = dict(color=header_fill_color)),\n", " \n", " cells=dict(values=index + df.transpose().values.tolist(), \n", " line=dict(color=cells_line_color),\n", " align = cells_alignment,\n", " height = 22,\n", " font = dict(color=cells_font_color, size=cells_font_size),\n", " fill = dict(color = [cells_fill_color * len(df.index)]),\n", " ), \n", " )\n", " \n", " # Making the header bold and conditional \n", " if (header == False and index == True): \n", " lst = list(df.columns[0 + i] for i in range(len(df.columns))) \n", " header = [[i] for i in lst]\n", " header = list([str( '' + header[0 + i][0] + '') for i in range(len(df.columns))])\n", " header = [[i] for i in header]\n", " header = [[]] + header\n", " \n", " lst_i = list(df.index[0 + i] for i in range(len(df.index)))\n", " index = [[i] for i in lst_i]\n", " index = list([[ '' + str(index[0 + i][0]) + '' for i in range(len(df.index))]])\n", " \n", " trace = go.Table(\n", " columnwidth = columnwidth,\n", " header=dict(values=header,\n", " line = dict(color=header_line_color),\n", " align = header_alignment,\n", " font = dict(color=header_font_color, size=header_font_size),\n", " height = 22,\n", " fill = dict(color=header_fill_color)),\n", " \n", " cells=dict(values=index + df.transpose().values.tolist(), \n", " line=dict(color=cells_line_color),\n", " align = cells_alignment,\n", " height = 22,\n", " font = dict(color=cells_font_color, size=cells_font_size),\n", " fill = dict(color = [cells_fill_color * len(df.index)]),\n", " ), \n", " )\n", " \n", " # Making the header bold and conditional \n", " if (header == True and index == False): \n", " lst = list(df.columns[0 + i] for i in range(len(df.columns))) \n", " header = [[i] for i in lst]\n", " header = list([str( '' + header[0 + i][0] + '') for i in range(len(df.columns))])\n", " header = [[i] for i in header]\n", " header = header\n", " \n", " trace = go.Table(\n", " columnwidth = columnwidth,\n", " header=dict(values=header,\n", " line = dict(color=header_line_color),\n", " align = header_alignment,\n", " font = dict(color=header_font_color, size=header_font_size),\n", " height = 22,\n", " fill = dict(color=header_fill_color)),\n", " \n", " cells=dict(values=df.transpose().values.tolist(), \n", " line=dict(color=cells_line_color),\n", " align = cells_alignment,\n", " height = 22,\n", " font = dict(color=cells_font_color, size=cells_font_size),\n", " fill = dict(color = [cells_fill_color * len(df.index)]),\n", " ), \n", " )\n", " \n", " if title == None:\n", " layout = go.Layout(\n", " autosize=False,\n", " height=height,\n", " width=width,\n", " margin=go.Margin( l=0, r=0, b=0, t=0, pad=0),\n", " )\n", " else:\n", " layout = go.Layout(\n", " autosize=False,\n", " height=height,\n", " width=width,\n", " title=title,\n", " margin=go.Margin( l=0, r=0, b=0, t=25, pad=0),\n", " )\n", "\n", " data = [trace]\n", " fig = go.Figure(data=data, layout=layout)\n", " py.iplot(fig, show_link=False, config={'modeBarButtonsToRemove': ['sendDataToCloud','hoverCompareCartesian'],\n", " 'displayModeBar': False})\n", "\n", "def compute_portfolio(quotes, weights):\n", " \n", " # Anos do Portfolio\n", " Years = quotes.index.year.unique()\n", "\n", " # Dicionário com Dataframes anuais das cotações dos quotes\n", " Years_dict = {}\n", " k = 0\n", "\n", " for Year in Years:\n", " # Dynamically create key\n", " key = Year\n", " # Calculate value\n", " value = quotes.loc[str(Year)]\n", " # Insert in dictionary\n", " Years_dict[key] = value\n", " # Counter\n", " k += 1\n", "\n", " # Dicionário com Dataframes anuais das cotações dos quotes\n", " Quotes_dict = {}\n", " Portfolio_dict = {}\n", "\n", " k = 0 \n", " \n", " for Year in Years:\n", " \n", " n = 0\n", " \n", " #Setting Portfolio to be a Global Variable\n", " global Portfolio\n", " \n", " # Dynamically create key\n", " key = Year\n", "\n", " # Calculate value\n", " if (Year-1) in Years:\n", " value = Years_dict[Year].append(Years_dict[Year-1].iloc[[-1]]).sort_index()\n", " else:\n", " value = Years_dict[Year].append(Years_dict[Year].iloc[[-1]]).sort_index()\n", "\n", " # Set beginning value to 100\n", " value = (value / value.iloc[0]) * 100\n", " # \n", " for column in value.columns:\n", " value[column] = value[column] * weights[n]\n", " n +=1\n", " \n", " # Get Returns\n", " Returns = value.pct_change()\n", " # Calculating Portfolio Value\n", " value['Portfolio'] = value.sum(axis=1)\n", "\n", " # Creating Weights_EOP empty DataFrame\n", " Weights_EOP = pd.DataFrame()\n", " # Calculating End Of Period weights\n", " for Name in Nomes:\n", " Weights_EOP[Name] = value[Name] / value['Portfolio']\n", " # Calculating Beginning Of Period weights\n", " Weights_BOP = Weights_EOP.shift(periods=1)\n", "\n", " # Calculatins Portfolio Value\n", " Portfolio = pd.DataFrame(Weights_BOP.multiply(Returns).sum(axis=1))\n", " Portfolio.columns=['Simple']\n", " # Transformar os simple returns em log returns \n", " Portfolio['Log'] = np.log(Portfolio['Simple'] + 1)\n", " # Cumsum() dos log returns para obter o preço do Portfolio \n", " Portfolio['Price'] = 100*np.exp(np.nan_to_num(Portfolio['Log'].cumsum()))\n", " Portfolio['Price'] = Portfolio['Price'] \n", "\n", " # Insert in dictionaries\n", " Quotes_dict[key] = value\n", " Portfolio_dict[key] = Portfolio\n", " # Counter\n", " k += 1\n", "\n", " # Making an empty Dataframe for Porfolio data\n", " Portfolio = pd.DataFrame()\n", "\n", " for Year in Years:\n", " Portfolio = pd.concat([Portfolio, Portfolio_dict[Year]['Log']])\n", "\n", " # Delete repeated index values in Portfolio \n", " Portfolio.drop_duplicates(keep='last')\n", "\n", " # Naming the column of log returns 'Log'\n", " Portfolio.columns= ['Log']\n", "\n", " # Cumsum() dos log returns para obter o preço do Portfolio \n", " Portfolio['Price'] = 100*np.exp(np.nan_to_num(Portfolio['Log'].cumsum()))\n", " \n", " # Round Portfolio to 2 decimals and eliminate returns\n", " Portfolio = pd.DataFrame(round(Portfolio['Price'], 2))\n", "\n", " # Naming the column of Portfolio as 'Portfolio'\n", " Portfolio.columns= ['Porfolio']\n", "\n", " return Portfolio\n", " \n", "# Multi_period_return (in CAGR)\n", "def multi_period_return(df, years = 1, days=252):\n", " shifted = df.shift(days * years)\n", " One_year = (((1 + (df - shifted) / shifted) ** (1 / years))-1) * 100\n", " return One_year\n", "\n", "def compute_drawdowns_i(dataframe):\n", " '''\n", " Function to compute drawdowns based on \n", " the inicial value of a timeseries\n", " given a dataframe of prices\n", " '''\n", " return (dataframe / 100 -1) * 100\n", " \n", "def print_title(string):\n", " display(Markdown('**' + string + '**'))\n", " \n", "def all_percent(df):\n", " for column in df.columns:\n", " df[column] = df[column].apply( lambda x : str(x) + '%')\n", " return df\n", "\n", "def preview(df):\n", " return pd.concat([fundos.head(3), fundos.tail(3)])\n", "\n", "dimensions=(990, 500)\n", "\n", "colorz = ['royalblue', 'orange', 'dimgrey', 'darkorchid']\n", "\n", "class color:\n", " PURPLE = '\\033[95m'\n", " CYAN = '\\033[96m'\n", " DARKCYAN = '\\033[36m'\n", " BLUE = '\\033[94m'\n", " GREEN = '\\033[92m'\n", " YELLOW = '\\033[93m'\n", " RED = '\\033[91m'\n", " BOLD = '\\033[1m'\n", " UNDERLINE = '\\033[4m'\n", " END = '\\033[0m'\n", "\n", "### print color.BOLD + 'Hello World !' + color.END\n", "\n", "def compute_time_period(timestamp_1, timestamp_2):\n", " \n", " year = timestamp_1.year - timestamp_2.year\n", " month = timestamp_1.month - timestamp_2.month\n", " day = timestamp_1.day - timestamp_2.day\n", " \n", " if month < 0:\n", " year = year - 1\n", " month = 12 + month\n", " \n", " if day < 0:\n", " day = - day\n", " \n", " # Returns datetime object in years, month, days\n", " return(str(year) + ' Years ' + str(month) + ' Months ' + str(day) + ' Days')\n", "\n", "def compute_time_series(dataframe):\n", "\t(np.exp(np.log1p(dataframe).cumsum())) * 100\n", "\n", "##################################################\n", "### Begin of compute_drawdowns_table function ####\n", "##################################################\n", "### Função auxiliar 1\n", "def compute_time_period(timestamp_1, timestamp_2): \n", " year = timestamp_1.year - timestamp_2.year\n", " month = timestamp_1.month - timestamp_2.month\n", " day = timestamp_1.day - timestamp_2.day\n", " \n", " if month < 0:\n", " year = year - 1\n", " month = 12 + month\n", " \n", " if day == 0:\n", " day = - day\n", " \n", " if day < 0:\n", " month = month - 1\n", " if timestamp_1.month not in [1, 3, 5, 7, 8, 10, 12]:\n", " day = 31 + day\n", " else:\n", " day = 30 + day \n", " \n", " # Returns datetime object in years, month, days\n", " return(str(year) + ' Years, ' + str(month) + ' Months, ' + str(day) + ' Days')\n", "\n", "### Função auxiliar 2\n", "def compute_drawdowns_periods(df):\n", " drawdown_periods = list()\n", "\n", " for i in range(0, len(df.index)): \n", " drawdown_periods.append(compute_time_period(df.index[i], df.index[i - 1]))\n", " \n", " drawdown_periods = pd.DataFrame(drawdown_periods)\n", " \n", " return (drawdown_periods)\n", "\n", "### Função auxiliar 3\n", "def compute_max_drawdown_in_period(prices, timestamp_1, timestamp_2): \n", " df = prices[timestamp_1:timestamp_2] \n", " max_dd = compute_max_DD(df)\n", " \n", " return max_dd\n", "\n", "### Função auxiliar 4\n", "def compute_drawdowns_min(df, prices):\n", " \n", " # Input: df of max points in drawdowns (where dd == 0)\n", " \n", " drawdowns_min = list()\n", "\n", " for i in range(0, len(df.index) - 1): \n", " drawdowns_min.append(compute_max_drawdown_in_period(prices, df.index[i], df.index[i + 1]))\n", " \n", " drawdowns_min = pd.DataFrame(drawdowns_min)\n", " \n", " return(drawdowns_min)\n", "\n", "### Função principal\n", "def compute_drawdowns_table(prices, number=5):\n", "\n", " # input: df of prices\n", " dd = compute_drawdowns(prices)\n", " \n", " max_points = dd[dd == 0].dropna()\n", " \n", " data = [0.0] \n", " \n", " # Create the pandas DataFrame\n", " new_data = pd.DataFrame(data, columns = ['New_data'])\n", " new_data['Date'] = prices.index.max()\n", " new_data.set_index('Date', inplace=True)\n", "\n", " max_points = pd.DataFrame(pd.concat([max_points, new_data], axis=1).iloc[:, 0])\n", " \n", " dp = compute_drawdowns_periods(max_points) \n", " dp.set_index(max_points.index, inplace=True) \n", " df = pd.concat([max_points, dp], axis=1) \n", " df.index.name = 'Date'\n", " df.reset_index(inplace=True)\n", " \n", " df['End'] = df['Date'].shift(-1) \n", " df[0] = df[0].shift(-1) \n", " df['values'] = round(compute_drawdowns_min(max_points, prices), 2) \n", " df = df.sort_values(by='values') \n", " df['Number'] = range(1, len(df) + 1) \n", " df.reset_index(inplace=True)\n", " \n", " df.columns = [['index', 'Begin', 'point', 'Length', 'End', 'Depth', 'Number']]\n", " \n", " df = df[['Begin', 'End', 'Depth', 'Length']].head(number)\n", " \n", " df.iloc[:, 2] = df.iloc[:, 2].apply( lambda x : str(x) + '%')\n", " \n", " df.set_index(np.arange(1, number + 1), inplace=True)\n", " \n", " for index, row in df['End'].iterrows():\n", " \n", " if ( (row[0] == prices.index.max())):# & (prices.iloc[-1][0] < prices.max()) ):\n", " \n", " df.iloc[index-1, 1] = float('NaN')\n", "\n", " return(df)\n", "\n", "################################################\n", "### End of compute_drawdowns_table function ####\n", "################################################\n", "\n", "def compute_r2(x, y, k=1):\n", " xpoly = np.column_stack([x**i for i in range(k+1)]) \n", " return sm.OLS(y, xpoly).fit().rsquared\n", "\n", "def compute_r2_table(df, benchmark):\n", "\n", "# df of prices\n", "\n", " lista = []\n", "\n", " for i in np.arange(0, len(df.columns)):\n", " lista.append(compute_r2(benchmark, df.iloc[: , i]))\n", " \n", " Dataframe = pd.DataFrame(lista)\n", " \n", " Dataframe.index = df.columns\n", " \n", " Dataframe.columns = [benchmark.name]\n", " \n", " return(round(Dataframe.transpose(), 3))\n", "\n", "# Making Color Palette\n", "Palette = ['rgb(255, 153, 51)', # 1 - orange\n", " 'royalblue', # 2 - Royalblue\n", " '#708090', # 3 - Grey\n", " 'rgb(128, 0, 128)', # 4 - Indigo\n", " 'rgb(219, 64, 82)', # 5 - Red\n", " 'rgb(0, 128, 128)', # 6 - Teal\n", " '#191970', # 7 - Navy\n", " 'rgb(128, 128, 0)', # 8 - Olive\n", " '#00BFFF', # 9 - Water Blue\n", " 'rgb(128, 177, 211)'] # 10 - " ] }, { "cell_type": "markdown", "metadata": { "kernel": "SoS" }, "source": [ "[\"FP\"](https://www.futureproof.pt/)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "kernel": "SoS" }, "outputs": [], "source": [ "# Downloading funds and creating quotes and returns dataframes\n", "Begin = '2000-03-10'\n", "# End = '2017-08-20' # Só activas se quiseres que acabe num dia especifíco \n", "\n", "Tickers = ['IWDA.AS' , 'IQQ0.XETRA']\n", "\n", "Nomes = ['IWDA' , 'IQQ0']\n", "\n", "ETFs = pd.DataFrame()\n", "\n", "# Download\n", "for ticker in Tickers:\n", " url = \"https://eodhistoricaldata.com/api/eod/\" + str(ticker) + \"?api_token=5c982bff80deb2.22427269&period=d.\"\n", " ETF = pd.read_csv(url, index_col = 'Date', parse_dates = True)[['Adjusted_close']].iloc[:-1, :]\n", " ETFs = ETFs.merge(ETF, left_index = True, right_index = True, how='outer')\n", " \n", "ETFs.columns = Tickers\n", "ETFs = ETFs.fillna(method='ffill')\n", "ETFs = ETFs.replace(to_replace=0, method='ffill')\n", "\n", "ETFs = ETFs.loc['2000-07-07':]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "kernel": "SoS" }, "outputs": [], "source": [ "fundos = ETFs.copy()\n", "\n", "fundos.columns = Nomes\n", "fundos = fundos.dropna()\n", "\n", "fundos.index = pd.to_datetime(fundos.index)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "kernel": "SoS" }, "outputs": [], "source": [ "#### Normalization to 100 ####\n", "fundos = round((fundos / fundos.iloc[0] * 100), 2)" ] }, { "cell_type": "markdown", "metadata": { "kernel": "SoS" }, "source": [ "# Comparação entre IWDA e IQQ0" ] }, { "cell_type": "markdown", "metadata": { "kernel": "SoS" }, "source": [ "- [iShares Core MSCI World UCITS ETF USD (Acc) (EUR) | IWDA - IE00B4L5Y983 ](http://www.morningstar.es/es/etf/snapshot/snapshot.aspx?id=0P0000MLIH) - ETF tracker do MSCI World. \n", "- [iShares Edge MSCI World Minimum Volatility UCITS ETF USD (Acc) (EUR) | IQQ0](http://www.morningstar.es/es/etf/snapshot/snapshot.aspx?id=0P0000Y2A1) - ETF tracker do MSCI World Minimum Volatility\n", "\n", "Segundo o KIID do iShares minimum volatility:\n", "\n", "*The benchmark index aims to reflect the performance characteristics of a subset of securities within the MSCI World Index (“Parent Index”) with the lowest absolute volatility of returns, subject to risk diversification. The constituents of the benchmark index are selected using a minimum volatility strategy which selects securities from the Parent Index based on estimates of the risk profile and expected volatility of each constituent and the correlation between all constituents in the Parent Index. Volatility of returns measures the movements in the daily price of the constituents over a period of time.*\n", "\n", "A ideia do minimum volatility tem por base o uso de Smart Beta, neste caso uma [\"anomalia\"](https://en.wikipedia.org/wiki/Low-volatility_anomaly) bastante estudada quer nos serviços financeiros quer em termos académicos que as acções com baixa volatilidade não demonstram ter, necessariamente, retornos inferiores ao resto do mercado.\n", "\n", "Chamo a atenção também para este interessante artigo: Ten things you should know about minimum volatility investing.\n", "\n", "Nem tudo é necessariamente cor-de-rosa e devemos também ter uma visão crítica, onde muitas vezes somos relembrados que **\"Rentabilidade passada não é garantia de rentabilidade futura\"**. Neste artigo do públicado no blog do CFA institute denominado The Dark Side of Low-Volatility Stocks o autor tem como conclusão *\"Declining interest rates likely explain most of the low-volatility strategy’s attractive risk-adjusted returns [...] Low-volatility stocks were great for risk reduction over the last few decades, protecting capital during equity market downturns. But the long US bond bull market may have run its course, and if bond and equity markets correct simultaneously, low-volatility stocks may not provide so safe a haven.\"*\n", "\n", "Nos últimos anos têm de facto aparecido uma grande quantidade de ETFs dedicado a Smart Beta/Factor Investing. À medida que esses ETFs começam a ter alguns anos de comercialização começamos também a ter dados concretos da sua performance, ao invés de backtests teóricos.\n", "\n", "Abaixo podemos ver a comparação directa entre um ETF que segue o MSCI World \"normal\" e outro o MSCI World Minimum Volatility. A análise começa desde o início de comercialização do IQQ0/MVOL a 2013-02-12. Esta comparação corrobora, de facto, que o Minimum Volatility teve de facto algumas vantagens em termos históricos, nomeadamente mais baixos drawdowns, sendo isso mais evidente em períodos de maior queda, como o final de 2018.\n", "\n", "Como seria de esperar em períodos de subida a performance do IWDA é superior, mas teve normalmente que recuperar de uma base inferior devido à sua maior queda. Embora neste momento o IQQ0/MVOL esteja com overperformance absoluta nada nos faz pensar que assim vai continuar. Já em 2016 tinha apresentado uma grande overperformance que acabou por ser corrigida/compensada entre a segunda metade de 2016 e a primeira metade de 2017." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "kernel": "SoS" }, "outputs": [], "source": [ "Begin = str(fundos.iloc[0].name)[0:10]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "kernel": "SoS" }, "outputs": [ { "data": { "text/markdown": [ "**Cotação mais recente aquando da análise**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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Podemos observar uma overperformance do IQQ0 em períodos de stress dos mercados accionistas que acaba por ser compensada por uma underperformance quando os mercados estão a subir." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "kernel": "SoS" }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "showLink": false }, "data": [ { "line": { "color": "royalblue", "width": 1.3 }, "name": "IWDA", "type": "scatter", "x": [ "2013-02-12T00:00:00", "2013-02-13T00:00:00", "2013-02-14T00:00:00", "2013-02-15T00:00:00", "2013-02-18T00:00:00", "2013-02-19T00:00:00", "2013-02-20T00:00:00", "2013-02-21T00:00:00", "2013-02-22T00:00:00", "2013-02-25T00:00:00", "2013-02-26T00:00:00", "2013-02-27T00:00:00", "2013-02-28T00:00:00", "2013-03-01T00:00:00", "2013-03-04T00:00:00", "2013-03-05T00:00:00", "2013-03-06T00:00:00", "2013-03-07T00:00:00", "2013-03-08T00:00:00", "2013-03-11T00:00:00", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "DD = compute_drawdowns(fundos)\n", "DD = DD /100\n", "\n", "layout = go.Layout(\n", " title='Drawdown dos portfolios desde ' + Begin,\n", " plot_bgcolor='#f5f5f5',\n", " paper_bgcolor='#f5f5f5',\n", " xaxis=dict(\n", " title='',\n", " showgrid=True,\n", " titlefont=dict(size=12),\n", " ),\n", " yaxis=dict(\n", " title='',\n", " showgrid=True,\n", " zeroline=True, # Adicionar ou não a zero line\n", " tickformat=\".1%\" # tickformat=\".2%\" se quiseres mais casas decimais\n", " ))\n", "\n", "trace0 = go.Scatter(\n", " x = DD.index,\n", " y = DD.iloc[:, 0],\n", " name = 'IWDA',\n", " line = dict(\n", " color = 'royalblue',\n", " width = 1.3)\n", ")\n", "\n", "trace1 = go.Scatter(\n", " x = DD.index,\n", " y = DD.iloc[:, 1],\n", " name = 'IQQ0',\n", " line = dict(\n", " color = 'dimgrey',\n", " width = 1.3)\n", ")\n", "\n", "data = [trace0, trace1]\n", " \n", "fig = go.Figure(data=data, layout=layout)\n", "py.iplot(fig)" ] }, { "cell_type": "markdown", "metadata": { "kernel": "SoS" }, "source": [ "No gráfico acima podemos visualizar os drawdowns de ambos os ETFs. Reparamos que para drawdowns pequenos (abaixo de 10%) as quedas são semelhantes, mas em momentos extremos em que os drawdowns chegam aos dois dígitos é onde o IQQ0 demonstra as suas vantagens. Podemos ver isso na quebra do início de 2016 onde o IWDA teve uma quebra de 22.5% face aos máximos enquanto o IQQ0 apenas 10.5%. Isso repete-se de forma muito semelhante na queda do último trimestre de 2018." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "kernel": "SoS" }, "outputs": [ { "data": { "text/markdown": [ "**Drawdown actual (2020-12-04)**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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IWDAIQQ0
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2020-12-04-2.33%-13.91%
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" ], "text/plain": [ " IWDA IQQ0\n", "Date \n", "2020-12-04 -2.33% -13.91%" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print_title('Drawdown actual (' + str(DD.index[-1])[0:10] + ')')\n", "DD = compute_drawdowns(fundos)\n", "DD = DD /100\n", "DD.tail(1).applymap(lambda x: \"{0:.2f}%\".format(x*100))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "kernel": "SoS" }, "outputs": [], "source": [ "def compute_drawdowns_table(prices, number=5):\n", " global top_1\n", " global dd\n", "\n", " # input: df of prices\n", " dd = compute_drawdowns(prices) \n", " max_points = dd[dd == 0].dropna()\n", " data = [0.0]\n", " \n", " # Create the pandas DataFrame\n", " new_data = pd.DataFrame(data, columns = ['New_data'])\n", " new_data['Date'] = prices.index.max()\n", " new_data.set_index('Date', inplace=True)\n", "\n", " max_points = pd.DataFrame(pd.concat([max_points, new_data], axis=1).iloc[:, 0])\n", " \n", " dp = compute_drawdowns_periods(max_points) \n", " dp.set_index(max_points.index, inplace=True) \n", " df = pd.concat([max_points, dp], axis=1) \n", " df.index.name = 'Date'\n", " df.reset_index(inplace=True)\n", " \n", " df['End'] = df['Date'].shift(-1) \n", " df[0] = df[0].shift(-1) \n", " df['values'] = compute_drawdowns_min(max_points, prices) \n", " df = df.sort_values(by='values') \n", " df['Number'] = range(1, len(df) + 1) \n", " df.reset_index(inplace=True)\n", " \n", " df.columns = [['index', 'Begin', 'point', 'Length', 'End', 'Depth', 'Number']]\n", " \n", " df = df[['Begin', 'End', 'Depth', 'Length']].head(number)\n", " \n", " top_1 = df.iloc[:1, 2][0]\n", " \n", " df = round(df, 2)\n", " \n", " df.iloc[:, 2] = df.iloc[:, 2].apply(lambda x : str(x) + '%')\n", " \n", " df.set_index(np.arange(1, number + 1), inplace=True) \n", " \n", " if (top_1 == dd.min()):# & (prices.iloc[-1][0] < prices.max()) ):\n", "\n", " df.iloc[:1, 1] = float('NaN')\n", "\n", " return(df)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "kernel": "SoS" }, "outputs": [ { "data": { "text/html": [ "
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BeginEndDepthLength
12020-02-19NaT-33.63%0 Years, 9 Months, 15 Days
22015-04-152016-11-24-22.49%1 Years, 7 Months, 9 Days
32018-10-032019-04-01-15.9%0 Years, 5 Months, 29 Days
42013-05-222013-10-31-10.23%0 Years, 5 Months, 9 Days
52018-01-232018-05-17-9.1%0 Years, 3 Months, 24 Days
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" ], "text/plain": [ " Begin End Depth Length\n", "1 2020-02-19 NaT -33.63% 0 Years, 9 Months, 15 Days\n", "2 2015-04-15 2016-11-24 -22.49% 1 Years, 7 Months, 9 Days\n", "3 2018-10-03 2019-04-01 -15.9% 0 Years, 5 Months, 29 Days\n", "4 2013-05-22 2013-10-31 -10.23% 0 Years, 5 Months, 9 Days\n", "5 2018-01-23 2018-05-17 -9.1% 0 Years, 3 Months, 24 Days" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "compute_drawdowns_table(fundos['IWDA'])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "kernel": "SoS" }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "showLink": false }, "data": [ { "line": { "color": "darkorchid", "width": 1.3 }, "name": "Portfolio", "type": "scatter", "x": [ "2013-02-12T00:00:00", "2013-02-13T00:00:00", "2013-02-14T00:00:00", "2013-02-15T00:00:00", "2013-02-18T00:00:00", "2013-02-19T00:00:00", 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tFSBways3F0OgEgIEbpVoRiqBgBsBAjc3jpylHgIEbvVoZ2rpRoDOUDeOnKU+AgRu9WlrappfgPeY/IacoV4CBG71am9qm0+AwC2fH0cjUEcBArc6tjp1RqCBAIEbtwYC9gIEbvZW7IkAnaHcAwikEyBwS+fF3vUW4D2m3u1P7dMLELilN+OI+goQuNW37ak5AlkFCNyyynEcAhUUIHCrYKNSpcIECNwKo+XEFRSgM7SCjUqVChUgcCuUl5NXTID3mIo1KNUpXIDArXBiLlAhAQK3CjUmVUGgTQIEbm2C5jIIhCBA4BZCK1FGXwQI3HxpCcoRggCdof630qGdp1TX7A7Vu3SK/4WtQQkJ3GrQyFTRmQDvMc4oOVFNBAjcatLQVNOJAIGbE0ZOgkCtBAjcatXcVBaB5gIEbtwhCNgLELjZW7EnAnSG+n8PPLnuZ6qze6K6ZfPb/S9sDUpI4FaDRqaKzgR4j3FGyYlqIkDgVpOGpppOBAjcnDByEgRqJUDgVqvmprIIELhxDyDgSoDAzZUk56mDAJ2h/rfyozftVb3XdhG4edJUBG6eNATFCEKA95ggmolCeiRA4OZRY1AU7wUI3LxvIgqIgHcCBG7eNQkFQqA8AUa4lWfPlcMTIHALr80ocXkCdIaWZ297ZQncumd3qNu3L7Q9hP0KFCBwKxCXU1dOgPeYyjUpFSpYgMCtYGBOXykBArdKNSeVQaAtAgRubWHmIgiEIUDgFkY7UUo/BAjc/GgHShGGAJ2hfrfTyf1nlUwpKdtdzy32u7A1KR2BW00ammo6EeA9xgkjJ6mRAIFbjRqbquYWIHDLTcgJEKidAIFb7ZqcCiPQWIDAjbsDAXsBAjd7K/ZEgM5Qv++B/j1vqmfWH9aFvHPnNaqje4LfBa5B6QjcatDIVNGZAO8xzig5UU0ECNxq0tBU04kAgZsTRk6CQK0ECNxq1dxUFoHmAgRu3CEI2AsQuOjpfboAACAASURBVNlbsScCdIb6fQ9EA7dbtsxXvUun+F3gGpSOwK0GjUwVnQnwHuOMkhPVRIDArSYNTTWdCBC4OWHkJAjUSoDArVbNTWURIHDjHkDAlQCBmytJzlMHATpD/W7lQztPqd2bjulCErj50VYEbn60A6UIQ4D3mDDaiVL6I0Dg5k9bUBL/BQjc/G8jSoiAbwIEbr61COVBoEQBRriViM+lgxMgcAuuyShwiQJ0hpaIb3Hplx5+TR157rQ6eeAtAjcLr3bsQuDWDmWuURUB3mOq0pLUo10CBG7tkuY6VRAgcKtCK1IHBNorQODWXm+uhoDXAgRuXjcPhfNMgMDNswahOF4L0BnqdfMoCdz695xR/S8OqWUb56i+ldP8LnANSkfgVoNGporOBHiPcUbJiWoiQOBWk4ammk4ECNycMHISBGolQOBWq+amsgg0FyBw4w5BwF6AwM3eij0RoDPUr3tgZPCC6uieMFooE7gNnz6n5t00VS1ZN9OvAtewNARuNWx0qpxZgPeYzHQcWFMBAreaNjzVziRA4JaJjYMQqLUAgVutm5/KIzBWgMCNOwIBewECN3sr9kSAzlC/7oFnNvyTUhcv6ukjZTOBm/x379LJBG4eNBeBmweNQBGCEeA9JpimoqCeCBC4edIQFCMIAQK3IJqJQiLglQCBm1fNQWEQKFeAwK1cf64elgCBW1jtRWnLFaAztFz/+NUlcJPpI2/fvlB1z+5Qz37uqBoeuqB3I3Dzo60I3PxoB0oRhgDvMWG0E6X0R4DAzZ+2oCT+CxC4+d9GlBAB3wQI3HxrEcqDQIkCBG4l4nPp4AQI3IJrMgpcogCdoSXiJ1z60Zv26p/KCLfepVOUBHAzFl6hho6P6ODtls1v96vANSwNgVsNG50qZxbgPSYzHQfWVIDAraYNT7UzCRC4ZWLjIARqLUDgVuvmp/IIjBUgcOOOQMBegMDN3oo9EaAz1K97IClwk5FtHd0T1b5vDeiRb2zlChC4levP1cMS4D0mrPaitOULELiV3waUIBwBArdw2oqSIuCLAIGbLy1BORDwQIDAzYNGoAjBCBC4BdNUFNQDATpDPWiESBEaBW7zbpqqnlz3M7Xq4XeoGYsm+VXompWGwK1mDU51cwnwHpOLj4NrKEDgVsNGp8qZBQjcMtNxIAK1FSBwq23TU3EExgsQuHFXIGAvQOBmb8WeCNAZ6s89cHL/WR2qybZs4xzVt3KaemLNAdV32zS1ZN1Mte22ffr/F6/p8afQNSwJgVsNG50qZxbgPSYzHQfWVIDAraYNT7UzCRC4ZWLjIARqLUDgVuvmp/IIjBUgcOOOQMBegMDN3oo9EaAz1J97oH/Pm+qZ9Yf1mm0yom148II6+J031Kqtfap7dofa/eVjamTwglrxwFx/Cl3DkhC41bDRqXJmAd5jMtNxYE0FCNxq2vBUO5MAgVsmNg5CoNYCBG61bn4qjwCBG/cAAlkFCNyyynFcHQXoDPWn1U3g1nttl1IXLyr594pNc3X4JtuhnafU7k3H1F3PLfan0DUsCYFbDRudKmcW4D0mMx0H1lSAwK2mDU+1MwkQuGVi4yAEai1A4Fbr5qfyCBC4cQ8gkFWAwC2rHMfVUYDOUH9a3QRqErj1vzikp5Jcdu+c0QLK6LZtK/epW7bMV71Lp/hT8JqVhMCtZg1OdXMJ8B6Ti4+DayhA4FbDRqfKmQUI3DLTcSACtRUgcKtt01NxBMYLMKUkdwUC9gIEbvZW7IkAnaH+3AMvPfyaOvLcaWUCt1u3XK06uieMKeCjN+1V16/vZR23EpuNwK1EfC4dnADvMcE1GQUuWYDAreQG4PJBCRC4BdVcFBYBLwQI3LxoBgqBgB8CBG5+tAOlCEOAwC2MdqKUfgjQGepHO0gpJHDr33NG3bL57Q0L9eTaQ3qKySXrZvpT8JqVhMCtZg1OdXMJ8B6Ti4+DayhA4FbDRqfKmQUI3DLTcSACtRUgcKtt01NxBMYLELhxVyBgL0DgZm/FngjQGerPPWATuD2z4Z9U79LJBG4lNhuBW4n4XDo4Ad5jgmsyClyyAIFbyQ3A5YMSIHALqrkoLAJeCBC4edEMFAIBPwQI3PxoB0oRhgCBWxjtRCn9EKAz1I92kFJImNbZNUGteGBuw0IRuJXfXgRu5bcBJQhHgPeYcNqKkvohQODmRztQijAECNzCaCdKiYBPAgRuPrUGZUGgZAECt5IbgMsHJUDgFlRzUdiSBegMLbkBIpe3CdNkn67ey9Wye+f4U/CalYTArWYNTnVzCfAek4uPg2soQOBWw0anypkFCNwy03EgArUVIHCrbdNTcQTGCxC4cVcgYC9A4GZvxZ4IFNkZKlMk7t0xoO7ceQ3QFgI2gdvuLx9TQ/3nmq7zZnEpdskhQOCWA49DaydQ5HtM7TCpcC0ECNxq0cxU0pEAgZsjSE6DQI0Eggnctmx9Qs3/9avUB29dNto8b/xyUH3qi99UP9n36ujPZl/Vozbff4+6et6sxGZ8/sevqLs/+6D+3XuvuVp97UsfV9Pf1q3//e2nd6v7H3xU//cXPnnX6LXkOvd99S/UJz/2+w3PW6N7hqpWWIDArcKNS9WcCxC4OSflhBUWKLIzVAK3l7a+ru56bnGFBd1VbdvKfWrx6p6m67PZrPPmrkScKUmAwI37AgF7gSLfY+xLwZ4IhCNA4BZOW1HS8gUI3MpvA0qAQGgC3gdujUIwgTaB2z3rblfXv++dLe1fPXJC3fcnj6j7Pv0RHZzJuX+w52X1+Q13qbPDw+orD21Xn7l7jT6P+W8J42Q/2aJhX8uLsQMCAQoQuAXYaBS5NAECt9LouXCAAkV2hhK4pbshHr1pr7ply3zVu3RKwwMJ3NKZFrE3gVsRqpyzqgJFvsdU1Yx61VuAwK3e7U/t0wkQuKXzYm8EEFDK+8DNNFKzEW62gZsEZ4f/+edq/drb9WmjAZz8e9u3v6s+8dE79O++/uePqTs/eLOaPq17TPjGTYNAlQUI3KrcutTNtQCBm2tRzldlgSI7Qwnc0t05toHboadOqSVrZ6q+ldPSXYC9nQgQuDlh5CQ1ESjyPaYmhFSzZgIEbjVrcKqbS4DALRcfByNQS4FKBG5mSslW00lKaCebCdyiI+QWzJ+TOMLte3//kj6G0W21fH3UrtIEbrVrciqcQ4DALQceh9ZOoMjO0GaB2+DxEbXvWwOq77ZpasaiSbVzj1dYPJ5Yc6DlCLe92wfU81v61ZK1VzaderL2oAUCELgViMupKydQ5HtM5bCoEAJKKQI3bgME7AUI3Oyt2BMBBC4JBB24xRtRRrA9vnPXmHXZovvER8nFp6SMT1/527+xZDSE+8u//lv1yI6n9eke+uNPjk5hKV+G2RCoioDczxcuXND/Y0MAgeYCEydO1DucP38eKgQQaCEgnaHymhkZGXFu9T++dkzt3f4L9e+//75x5z7x4pB66uOH1G3f7FOzru1yfu3QTmg8/u3T71adUy/9DUvaJJjb9UdHVWfXBPWv/8/5oVWzEuWV18tll12mzp07V4n6UAkEihQo8j2myHJzbgTKEpAHB+X95eLFi2UVgesiEIyA9JPJa4Xv/cE0GQV1IMB3kHyIlQrcJEC776t/oT75sd/Xa7TFt2Yj3JLWgDNrty1Z3Dc63eSJ1wbUg3/21+q+P/wDJeu7yZMObAhURUA6dyRs44N3VVqUehQpIJ07shFQF6nMuaskIO8xRXxR/c5/PKhOvDCo1v2P94/jOv7CoNr5Hw+qlf9pgZp9XXeVODPVxXgkWcVP+OJ/PqGOvzCkPvCfFmS6FgflE5CwTf7He0w+R46uj0BR7zH1EaSmdRKQAIHO1Dq1OHXNIyDf+6WPLIR+Mr775Glpjo0KDA8PA5JDoFaBW7M13OIBnYR3X3lou/rM3WvUwcPH9Mi5z2+4S50dHmZNtxw3HIf6LcCUkn63D6XzS4ApJf1qD0rjt0CR0309s+GfVP+LQ2rVw+8YN21k/5431TPrD7ecQtFvPXelO/LcafXsxqPqrucWtzypTNUp67jdvn1hy33Zwb0AU0q6N+WM1RUo8j2mumrUrM4CTClZ59an7mkFQppSku8+aVuX/REoRiDowO35H7+iVczoNAnUfrDnZR2MTZrUqeJTTL565IS6708eUfd9+iN6BFx8/yixGd0ma7fJcdu+/V31iY/eoeIj3IppFs6KQDkCBG7luHPVMAUI3MJsN0pdjkCRnaEmcLtly3zVu3TKmAqaL50rNs1V826aWk7lPbqqhGgHd55SH9rROkQzdjbh3I829+ta3rCh16Pahl0UArew24/St1egyPeY9taEqyHQHgECt/Y4c5VqCIQUuB3aeUrt3nSMhw2rcetRi4AFvA/couuqifPsq3rU5vvv0YGZBGEbvvANdfznA7oJ3nvN1WPWb0ta001Curs/+2Di/qYdowGbBHeyRcsRXcMt4Lan6AiMEyBw46ZAwF6AwM3eij0RKLIz1CZwW7L2SrVk3czaN4QEbv17zqhbNr+9pcXJ/WfVk+t+NmbkoKzt1j27Y9yx0gay2Zy35YXZQQsQuHEjIGAvUOR7jH0p2BOBcAQI3MJpK0pavkBIgZt81n9p6+sEbuXfNpSg5gLeB241bx+qj0BbBQjc2srNxQIXIHALvAEpflsFiuwMbRa47d0+oJ7f0q8I3C41d5rATfZ/9Ka9+gt7/wtDau+OAdWzaLIa2H9G9SycpBZ8YLrqWzlNn5fAzf3LicDNvSlnrK5Ake8x1VWjZnUWIHCrc+tT97QCBG5pxdgfAQQI3LgHEEBgVIDAjZsBAXsBAjd7K/ZEoMjO0GaBm3nKk8AtW+D2+OoDasHKaUpGtsl6bjK6rWvWpdkfZDMj2iSY6+ieoO7ceQ03uyMBAjdHkJymFgJFvsfUApBK1k6AwK12TU6FcwiEFLg9+7mj6siu04xwy9HeHIqACwECNxeKnAOBiggQuFWkIalGWwQI3NrCzEUqIlBkZyiBm/1NknaEm9h2dk9Qw4MXVP+LQ5dCtn8Z8XZk16CeblI2Cdxks1nvzb609d6TwK3e7U/t0wkU+R6TriTsjUAYAgRuYbQTpfRDIKTArdn3Ij80KQUC9RAgcKtHO1NLBKwECNysmNgJAS1A4MaNgIC9QJGdoTaBW++1XbVcX+yZ9YfHTP2YNnDr3/OmknPI6LWRwQu6wSVwGz59Xj278agO2OTn21buI3CzfzlY7UngZsXETghogSLfYyBGoIoCBG5VbFXqVJRASIGbrL8s6zAzu0dRdwPnRcBOgMDNzom9EKiFAIFbLZqZSjoSIHBzBMlpaiFQZGeoGV11/fpetXhNzxhPM6VkXQM3sYl+4U4buAnmjzb3q5d3DKiuWR1q6MSInjZy4MBZHcRJ4GbWyZN9b9++UE87yZZfgMAtvyFnqI9Ake8x9VGkpnUSIHCrU2tT17wCIQVu5nsRgVveVud4BPIJELjl8+NoBColQOBWqeakMgULELgVDMzpKyVQZGeo+WL5rtU96oYNvQRuEQEXgZuMYDvwnTfUyOB59dLW13XIZka+Sfj22Or9asHK6TqUk9FvvUunVOreLasyBG5lyXPdEAWKfI8J0YMyI9BKgMCtlRC/R+BXAgRu3A0IIJBWgMAtrRj7I1BhAQK3CjcuVXMuQODmnJQTVligqM7Q3V8+pg49dUr13TZNLxB+x45FevpDs9V5hNvg8RH1xJoDuUe4Jd2WMlWNTFkjo9k6uiaoVVv79DpuBG7uXsQEbu4sOVP1BYp6j6m+HDWsqwCBW11bnnpnEQglcDOf/aWOjHDL0tIcg4A7AQI3d5acCYHgBQjcgm9CKtBGAQK3NmJzqeAFiuoMNeu3rdg0V0n4JlNKLlk3c9TL/F6CIZnusE6bGYUmYeSye+foqovRUP85J+vZmZGFqx5+h5qxaJLadts+bR+f1rNO5i7rSuDmUpNzVV2gqPeYqrtRv/oKELjVt+2peXqBUAI389lfptLvXTp5zHei9LXmCAQQyCNA4JZHj2MRqJgAgVvFGpTqFCpA4FYoLyevmEBRnaEygksCJQl6ZDSbjHaLBmsSuA0eH9Zrj8lUiHXadm86pg7tPKWi69eJh2y3bH57bgo5V/TLfPzfuS9Q8xMQuNX8BqD6qQSKeo9JVQh2RiAgAQK3gBqLopYuQOBWehNQAASCEyBwC67JKDACxQkQuBVny5mrJ0DgVr02pUbFCRTVGRqdxlDWGtu2cp9atnGO6ls5TVfGBEz9Lw7VKnAzUz6KQVGBW/xuEeuu3stHR9MVdzfV48wEbvVoZ2rpRqCo9xg3peMsCPgnQODmX5tQIn8FQgnc9m4f0A8g9rxzMiPc/L2dKFlNBAjcatLQVBMBGwECNxsl9kHgkgCBG3cCAvYCRXSGmlDJTGkopXn2c0fV8NCF0RFcdQ3czJQySYHbjIVXqBs29No3nuWe8gW/f88ZJ6PnLC9Z6d0I3CrdvFTOsUAR7zGOi8jpEPBKgMDNq+agMJ4LhBK4mc/iwslDcJ7fVBSv8gIEbpVvYiqIgL0AgZu9FXsiQODGPYCAvUARnaEmVIpOFRkPfWQE3LzlU9WRXafVnTuvUR3dE+wLbbGnjKrbu2NAT2sp68S52uS8MhWmrI2WZYsGbnIOCSVlK3LaR7E/smtw9FpZys0xvxIgcONuQMBeoIj3GPursycC4QkQuIXXZpS4PIEQAzfRcjGFfHnqXBmBsAUI3MJuP0qPgFMBAjennJys4gIEbhVvYKrnVKCIzlAJeA7uPKU+tGPhaFlN4Hbzprn6ZzLF5JK1V6qXtr4+GrZJ8OZqM8HWik1z1bybpro6rXpm/WEl58667pxMKfP8ln4lo9lOHnhr9DxFBm5Hnjutnt14NHOZneFV5EQEbhVpSKrRFoEi3mPaUnAugkBJAgRuJcFz2SAFQgnczPTu8hAgs04EeatR6AoJELhVqDGpCgJ5BQjc8gpyfJ0ECNzq1NrUNa9AEZ2hSVMYmp/Jmm0yskumnbxly3wdYJkta4iVZGACNwn1lqybmZdJH2+CK/nv27cvzDRyzjjcsP4q9eS6n42ep8jALWnEoROQmp6EwK2mDU+1MwkU8R6TqSAchEAgAgRugTQUxfRCIKTArXfpZNXRPVG9tPU1dceORc5n9/CiQSgEAgEIELgF0EgUEYF2CRC4tUua61RBgMCtCq1IHdolUERnqHmKc9m9c0aroac1fO60HtVlNgnYZMSXPO0pI7AkgOtdOiV31ePTNsoIt95rp+Q6t0wl+djq/XoazENPncpc1mgYKdNqLts4R/WtnFbolJKDx0fUE2sOZC5z7gap2AkI3CrWoFSnUIEi3mMKLTAnR6BkAQK3khuAywclEErgJp/DZZr7xWt+TT324f1q8ZoeZw8EBtVgFBYBDwQI3DxoBIqAgC8CBG6+tATlCEGAwC2EVqKMvggU0RkqI7fmLe8e80VSgiaZPlI2CdaGjo/ooMlsEj65CtwO7Tyldm86pk/de22XGnjlTO4vthIMSh3u+NYiPR1m1rKKzYwFVygJIyWYlKklb9jQW2jgJg7i63p6TV/u4XaXg8Ct3eJcL2SBIt5jQvag7Ai0EiBwayXE7xH4lUAogVv0c7h8n5CH92S2DDYEEGi/AIFb+825IgLeChC4eds0FMxDAQI3DxuFInkrUERnaFK4Y9YuE4ikqSOjo73yYplwT8I2WZR895ePKRmhtuKBS+vHpd1kZN6R751WQ/3n9PmyhoNm5J2ZjlKP+ts1qGR6yR9t7tdrzbma/jJex/ioQ5nas2eRTG0zIS1H7fcncKv9LQBACoEi3mNSXJ5dEQhOgMAtuCajwCUKhBS4mYf15DuJPLxnZrkokY9LI1BLAQK3WjY7lUYgWYDAjTsDAXsBAjd7K/ZEwGVnqARR71rdo17eMTBuBJgJm7pmdagP7Rj/RKfLNczigZsJtlY9/I5UDa5HtW19TYd1EkwtWDldj0bbdtu+TCPmZL26zu6Jo8FfdE04KZjL9ebiFTWj/mSUm0zfKdv163t1PdjSCRC4pfNi73oLuHyPqbckta+LAIFbXVqaeroQCCFwk3WrZYYL+R4i61jLJt+Zivzc78KWcyBQVQECt6q2LPVCIIMAgVsGNA6prQCBW22bnopnEHDZGSpfHmVUmYyeunPnNWNGT5nAzYw6ixc1Or1ihmqMOeTZzx1Vw0MX9Mgx+WJrrp00sq7ZtUyAKPWRtefMF+Ms4WDSOmrmCVdThqK/eD+++oDqntWhPWQTm7QhZN62qcLxBG5VaEXq0C4Bl+8x7Soz10GgTAECtzL1uXZoAiEEbknfQ55ce6jQmS1Ca0fKi0A7BQjc2qnNtRDwXIDAzfMGonheCRC4edUcFMZzAZedoRJQyQi2oRMj46aNbBW4yZSKEmrJlI1pN1kHQUajdXZNUEs+OvPS9IyRNeSyBG5m9JlM/3ho5xt6/TkzIixL4NaoDPKFW+otW9GBmxn519E1QXXP7tDXNdNbpjWv8/4EbnVufeqeVsDle0zaa7M/AiEKELiF2GqUuSyBUAO3LN8lyjLmughUTYDArWotSn0QyCFA4JYDj0NrJ0DgVrsmp8I5BFx2hkrgJlvSKDYTODUKlSQM6t9zJlXgJkGbHCejx8wmo7Zk6hazToL8PGkql1ZkJjyU6S9N2c054+uhtTqX/F7KKaHgnU9dM2Z3KZv8XOpSdOAmThLwzbq2S09rKVNjyppxTCtp04K/2ofALZ0Xe9dbwOV7TL0lqX1dBAjc6tLS1NOFQAiBm3wHOLjz1Jgp9RsFbvLQ4PDp82rZvXNc8HAOBBBIECBw47ZAAIFRAQI3bgYE7AUI3Oyt2BMBV52hZspEEc0SuJk1xtJM+yih2LzlU9X1G3rVE2sOjDZmUnAl+0ZDuGYtbwK66P4SuvUsnKSnycwyGq9ZoCiB2/Nb+gsP3KTOUreO7ol6hNvuLx/T69NJ+MZmL0DgZm/Fngi4eo9BEoG6CBC41aWlqacLAV8Dt+jDev0vDI17qLBR4CbfV+S7hkzNz4YAAsUIELgV48pZEQhSgMAtyGaj0CUJELiVBM9lgxRw1RlqvlgKQlLgZX6/bOMc1bdy2jirLNM+RkM0+eIqa601GiWWJnBrVZYso/GaHWOuZ6asbNeNZKbNjK+3167rh3odArdQW45ylyHg6j2mjLJzTQTKECBwK0Oda4Yq4GvgZj5jy8N7R753ety0+UmBm3ngT9pixaa5eo03NgQQcC9A4ObelDMiEKwAgVuwTUfBSxAgcCsBnUsGK+CqMzQauDUKjpqFXuZ42zXFzIi66DSP0giN1oCTa9sGWjaBm6zpljSSr9GNIKPJhvrPJZYvPmVlO28mcWkUgrazHCFdi8AtpNairGULuHqPKbseXB+BdgkQuLVLmutUQcDXwM2smywPGUqQJt8ZbtjQO0qeFLiZkG7GwivG7V+FtqIOCPgiQODmS0tQDgQ8ECBw86ARKEIwAgRuwTQVBfVAwFVnaDRws526MV79eCAn00T23TZNrzMW38z1zOgs+ZIq0yMmjZ6TY9MsTp601kL0+mb6yzSBm1xfvkBHv2ybc5YZuD37uaO6GEwraf9iJHCzt2JPBFy9xyCJQF0ECNzq0tLU04WAr4GbTD//8o6B0SrGZ+BI+l4i3z/k+0zfyulq37cGlDyEyIYAAu4FCNzcm3JGBIIVIHALtukoeAkCBG4loHPJYAVcdYZGA7dVD79DzVg0KbWJBG7RKVTk3xK4ycLhMl1kz6LJel0D2VqNQotfPG3g1r/nTMPRctG62q451+z68dF6qeFyHJBl7bwcl6vEoQRulWhGKtEmAVfvMW0qLpdBoHQBArfSm4ACBCTga+Amn/u7ei9Xh546pTUbBW4Sro0Mntffm+QhOPmes3hNj3py3c9U1u9TATUfRUWgFAECt1LYuSgCfgoQuPnZLpTKTwECNz/bhVL5KeCqMzRLCBUXeXLtIb1egYxoM+eTUWQ3b5qrtq3cN+bLqpl2JU3gJV98JbxrtTWb/lGOzVLXVoFfmjXmWpU/ze9lVKDYslaEvRqBm70VeyLg6j0GSQTqIkDgVpeWtq+njJSSQKZ36RT7g2qyp6+BmwRm85Z3q73bB9TI0AUVn/3DfC+QB/wG9p9Rd+xYpJ7ecFgfI9+D4g8h1qQ5qSYCbREgcGsLMxdBIAwBArcw2olS+iFA4OZHO1CKMARcdYbKF8rnt/QrM8VjltpHQylzPgnclqy7Uj2z/rCeLnLJ2pmqe3aHajXtY/z6MrXLyQNvNRy1Ft2/VTgmI9Lk+vLUqkz38tLW1/Q6aM22VmvISYjXs3DS6Ai+LH5ZjzFP1EoYKetMZBmdmPXaIR5H4BZiq1HmsgRcvceUVX6ui0C7BQjc2i3u9/XMA2bzlk9l+u+EpvI1cDOB2cs7TupZOpICt86uCWp46IL+vYyAk/WhzQNw0YcQ/b5DKR0C4QkQuIXXZpQYgcIECNwKo+XEFRQgcKtgo1KlwgRcdYamDcCSKiTBj3zxvGXz25VZ+0ACt7nLu3WYJ5uEbase7lN7t/9CNZv2MX5+KZ/t/q0CNzm3mQbSXKfVSLuyRrDZ3DgSbkpoeMXUiXp31oxorkbgZnNXsQ8ClwRcvcfgiUBdBAjc6tLSdvWU9YwvXlRq6MSIavVZ0+6M1drLx8AtOlX8Sw+/rgM1+Wwt32HMJt81zDbwyhmlLlN6LWoTzJkpKaMzc8jDh53dEwleq3ULU5sSBAjcSkDnkgj4KkDg5mvLUC4fBQjcfGwVyuSrgKvO0DSBViOL6Dnki6Z8QZW1DGTk1/DgeSXhmzzp2z2rQ/VeO8U6QJPr6YXIdw3q9RDkHLOu7Wo4mkzCMRmxJiPqmm3my7KUs1UniM+Bm+kYkKenj+w6zZoRLV6sBG6+/jWjXD4KuHqPPW+ZZQAAIABJREFU8bFulAmBvAJJn50I3PKqhnm8zHQwdHxkzGdPs86ufCbdvenY6GfNVrMmhCmQrdQ+Bm7RdabN95n49wQz84bUunfp5NGpJ00wZ2bS+J2vz9dBncxAIdNUyn/LPvKQ4smDZ/VDiGZ962yCHIVA/QQI3OrX5tQYgYYCBG7cHAjYCxC42VuxJwKuOkNdBW5mmkbpTDABkLSSeeJTvnA+vf6wXg8hzfQ6ptNCQjT57+vX9+pFyZO2NOFY9CnW+Noa8jv5Ymy+ePu8+Lkp6+OrD+gw00zdyStkvACBG3cFAvYCrt5j7K/IngiEIxAd2W9KTeAWTvu5LKkEM7KWl0zNbjYZ3XbV+6foz6sStpjPwvI5te+2aVbrErsso4/n8jFwM985JGSTdaHlu008cDPfm6TNF6/u0Q8RRh/gM1Pri7ms6SYPG0roKpucS+4H+U4Un6rSxzaiTAj4JkDg5luLUB4EShQgcCsRn0sHJ0DgFlyTUeASBVx1hsoXyqH+c1ZrpDWqrgmm5MlN6WQw6xnEgzX5kirrHMjv5UuozWbO3dE1QXVOnajm3TRV3bChd9yhMnWlfMlNE44lBXTmehLwLfjAdL0GXatRcDb1KHofM5VnmjCz6DL5dn4CN99ahPL4LODqPcbnOlI2BLIKJI1+IXDLqhn2ceZeMCOczIgm83nUfNaUWspnSllvV36Xd5NZH17ePqBufmBekCOlfAzcog8h6hk2njutVm3tG9NUZh8J2WQE4+DxYf39486nLgWu5ntE16xL01DKlKJmk+8Tcj/IRuCW9xXA8XUUIHCrY6tTZwQaCBC4cWsgYC9A4GZvxZ4IuOoMlY6CGQuvSAyxbJXNl0sJ0eSLqHQ6PL+5X12/oXfMugd5AjfzpTZpPTcTNtlMJxmtU9IUlGaRewn4uud06qdQQwjcZP0IWR9PAk15yjrPNDVyLtnynMP23mnnfgRu7dTmWqELuHqPCd2B8iOQJEDgxn1hBEyAIg9qyefQ6LSEsk88cJOfufhcaT5Tp/3s60vL+Ri4ychV2VY8MFev+TwyeF4HpNEtGrglhWYmcH3X6h793UpGzR3ceWp0FJy5X0JtN1/uH8pRTwECt3q2O7VGIFGAwI0bAwF7AQI3eyv2RMBVZ6h0GskaBLYjzpLkJaB5ev2r6uSBt3R4F38a1BxjOiGaTQvZ6PwS/siX1h9uPjFm2h7ZP2tomFR380Rr38rpSkbNueoYaccda9ph8MSIunXz/HGdBLZlMJ048YXibY/3dT8CN19bhnL5KODqPcbHulEmBPIKmGnhosEJI9zyqoZ5vAQoEq68vGNAT3suU5I/u/HoaKi27bZ9emrJ3uu69Ag3V58rszzE5pOwj4GbzXeiVoGbGMs07+9fN3N0XT8zjb2ZAURGvy1YOS3Xdy+f2pKyINAuAQK3dklzHQQCECBwC6CRKKI3AgRu3jQFBQlAwFVnqHQazVve7exLn4Q+jUZGmcAt6zQq8Wl6TDNlXYS+UeAmo+huWH+VXmchtLU2xP+7G4+q4cHzmacskmlBpXOgak/fErgF8IeNInoj4Oo9xpsKURAEHAqYUSoEbg5RAzxV9HOpPHQma3XpEVEXL44+fGZGQ8rPZX9XgZtZYyy0z6mmmX0M3JJmvojfljaBW9KtLOeW70eyplvn1MtzP+wY4MuFIiOQW4DALTchJ0CgOgIEbtVpS2pSvACBW/HGXKE6Aq46Q22+XLpSM2GQhFnxKVpsryFPCstoPHlaOBq4ZQnxktavk46Rrt7L9YL2Mr2kfDHOWlbbOrnezwSbWaaWNJ1HVXz6lsDN9Z3G+aos4Oo9pspG1K2+AgRu9W37aM3j00eacK332q7RtZFln4NPvqE/U44MXZqyO8+UkvI5TcI9M01h9FohtYqvgVur7xNmJgxpg1b7RttDB25dE3QQ+/0Hjo9+1wipzSgrAmULELiV3QJcHwGPBAjcPGoMiuK9AIGb901EAT0ScNUZataW6F06xaPaNS5K0qi0rHXQX5p3DerpF82oPBndJU8L55lis2xICTa3rdyXqiPAlFnWw5OF4KUDR3cmbH572dVxdn0CN2eUnKgGAq7eY2pARRVrKGACt2iHO1NK1u9GMOv+mgDNTPM4b/lUvQ5YdJOZA2R94yO7TmcO3CRse3rDpWkpr5g6Uc9GQODm5r4z4Wmr6dRNG8tV0wRuMi1+1+wOJd+3zDlWbJqr5t001U0FOAsCNRAgcKtBI1NFBGwFCNxspdgPAaUI3LgLELAXcNEZakYztfpyaV+q4veMr9dmviCvevgdqUeixb80S+llfY2QPBqJP7n2kP4SL8GhWTvCTBEpgdzeHQOq99opqmfhJB02yr0gI/kkqFuydqZeKF7CSHGtykbgVpWWpB7tEHDxHtOOcnINBNotYD53xDvcCdza3RLlXk8eTnrp4dcvTeG9tU8XxgRwjYKUvFOrP/u5o2rwxLCasXCSOvTUKT1iSl2mxq1tXK6M3dV9G+EWD08b1SL63SHPSEWb9eLsJNkLgfoIBBO4bdn6hJr/61epD966bEzrPP/jV9Tdn31Q/+y911ytvvalj6vpb+tu2ILN9v/207vV/Q8+qo/9wifvGr3WG78cVPd99S/UJz/2++rqebPqc3dQ09oJELjVrsmpcA4BArcceBxaOwEXnaHypVGmpPnQjoXB+MkIrOjIq/h0PmkqYo6VDoueRZOUTKN48sDZ0Y6TNOfybV+ztoeEbLLJuiLmiWtT7xkLr9DTG0kwt3f7gH7qVn4ngaM4PLvxaOansH3zkPIQuPnYKpTJVwEX7zG+1o1yIZBHgMAtj141jjUjHKU20RFm8kDTwIGz+vNU0pZnBgI5XzSkkYBItlA/q/kWuJmpIk142uhOdRW4JU1rX41XB7VAoDgB7wO3RiGYkLx65IS6708eUfd9+iM6CJN9f7DnZfX5DXepSZM6x6k12//s8LD6ykPb1WfuXqOPM/8t4Z2cV7Z42Fdcs3BmBMoRIHArx52rhilA4BZmu1HqcgRcdIY+ue5nulPghg295VQiw1XNYuVmqsM8gZt0fJx4cUh1Tp2oR7bJSK8bN8xSfSunZSiZX4fI1DUSsi1Ze6Ue4aafhO6eoJ+ClnDt+S39usASNpo1ReTf8VAuyzpwfkn8qjQEbr62DOXyUcDFe4yP9aJMCOQVIHDLKxj28S9tfV1PCSjTCUpoIjMFxKePbFbDrNOgyznlc/u85d2j057n+Qxcdiv4GLj17znTcip1V4GbfBbf960B/ZAbGwII2Al4H7iZaiSNcJMg7PA//1ytX3u73i0eqMUJmu0v+2779nfVJz56hz7s63/+mLrzgzer6dO6x4RvdqzshUCYAgRuYbYbpS5HgMCtHHeuGqZAns5QE8ZIzUNbP8CsuyZTHcp0PkeeG9RT+OQdpWcWuq9KwCQh2yWr00qCRRnpJgGctHf/i2+ql3cM6BtfArmO7olq6MSI/ll02sms68D5+ooicPO1ZSiXjwJ53mN8rA9lQsCVQKPPUEwp6UrY3/NEw1b5HCqfn7pnd6QqcJ7ATY41n9PkoqY8IX52DTVwi77+80wpGXLbpbrh2RkBhwJBB24SwslmAjeZ+vFTX/ymumfd7er6971zHFOz/RfMn5M4wu17f/+SPg+j2xzedZzKWwECN2+bhoJ5KEDg5mGjUCRvBfJ0hprpBqVyeb4sloFj1liQJ4vNqLRZS7tSPV2cVG4JqNJ2mpRR/zTXNCPZ+m6bppbdO0dPRSRrjch6bdev71VHdw2qJeuubDj1kenYkSknZXRc6BuBW+gtSPnbKZDnPaad5eRaCLRbwEw9J58bFq/pGR1tRODW7pZo//VchC3y2UrWzM2yRm48rDNrMctn4kbTWLZfye6KoQZuJiiLTiVqV+Oxe+WdXjTLNTkGgdAFgg/couu62QRuzfaPT1/527+xZDSE+8u//lv1yI6ndXs/9MefHA305MM9GwJVEZAPEufPn9f/Y0MAgeYC0hkq27lz56BCAIEWAvJ5SV4zw8PDqa0e+/AreppB+bL4u9+4OvXxZR4gU0A+fc+rata1Xer08WE9Muv962aq93/0qjKL5eW15cv8P257Xb37ThnFNkFPJfnDrx9Xv3Xvr6sFH5jessx/c8+rowHdjZ+YrTsWQ94mTpyo5HUzMjIScjUoOwJtEcjzHtOWAnIRBEoS+Ic//7k68eKb+uqzrp0y+vlDHrSVz2QXL14sqWRctmgBaft/ePg11dk9Uf2vf/OuTJd75Ld+qo+79RtX68+yaTY5Nn5c0s/SnLOsfeVB2wsXLnjTTyafeWVr9b3IfA9x8R3qv/7uy/rvR+ifr8u6h0K8rtzzbNkFgg/cpOouRrgljYgza7ctWdw3Ot3kidcG1IN/9tfqvj/8AyXru02aNCm7Pkci4JnAZZddxoduz9qE4vgrIK8X2fii6m8bUTK/BKRD1OaD+/7/NqC653Sq2dd1q9PHhtW2/+WnatWfLtL/Dm0bPn1ePfKvL82WcOf/+x41sP+M6lk0WU2dM36t4dDqVnR5pe1PvDCoFv2eXXD25N0H1PHnT+uOpff+m5nquv9tdtFFLPT8vMcUysvJKyhg+x5TwapTJQQaCrzwfx1Xx18Y0r+ffV3X6Hsjr5fq3zTyuUi2d/5ej/VnqbjKn934ov7RLV/pU/NXNF8z+Bf73lSP37VPf2bvntWZ+PldzhfiZ3rfPpNJ20Zfz43uZvM9ZPb1U9Wqh/KtvybXHDz+lvqNT89teS9U/9VVjxqePXu2HhUtqJZBB24u13C7et6sMcQyWu4rD21Xn7l7jTp4+Jh6fOcu9fkNd6mzw8Os6VbQzchpyxdgSsny24AShCPAlJLhtBUlLV8gzXRfMpWg/nK/+e16vbNnNx4NbirJqPiPNverzu4Jo9M4ld8a1SyBjIIc6pe14F5XvUsnB+/NlJLVvE+pVTECad5jiikBZ0XATwH5TNXZNUEND10Y897IlJJ+tpfLUj257mdq3vLuXJ+HzJrBsobuknUzmxbPTGEp6+92Tp2op1KPr9eWZ004lzZpz+XblJLSLrafdcXcTNeett7R/WV62pe2vq7XU251L+S5DsciUBWBoAO3V4+cUPf9ySPqvk9/RElgJgHcD/a8rIOxSZM69b8lKPvalz6uR6O12j/aqGZ0m6zdJsdt+/Z31Sc+eoeKj3Cryo1APRAQAQI37gME7AUI3Oyt2BOBNJ2h21buU1dMnahu375QSVh18sBbOnxjQ8BGQDohunov1+vAhbwRuIXcepS93QJp3mPaXTauh0CZAqZjvn/PmTHvjQRuZbZKe67tKtx69nNHdYFXPDC3acHlM/vLOwZ0INN7XZcO3OJrL0uZJJCT9XZD2kIO3B5ffUAtWDktd0gmD0HKutrRtSBDakPKikC7BbwP3KLrqgnO7Kt61Ob779EBm2zP//gVdfdnH9T//d5rrh4N1+Tf8cCt1f4GPxqwSXBnznX/g4/q/46u4dbuBuN6CBQpQOBWpC7nrpoAgVvVWpT6FClg2xkqX8TNJl/SXTydW2S9OLd/AlUJaQnc/Lu3KJG/ArbvMf7WgJIhUIyACdwujQI/N/oAE4FbMd6+nPXk/rP6M7Q8vNY9uyNXsWRkkwS2zR5+M9fr6JowusaXBDSrtvaNufa22/YFGdj4Fril+X4kbTNjkZulkKKzkOS6qTgYgRoIeB+41aANqCIC3ggQuHnTFBQkAAECtwAaiSJ6I2DTGWq+rJtCyxOyMnXJqoff4eyLojcgFKQwAZuOocIu7vDEBG4OMTlV5QVs3mMqj0AFEUgQeGLNAT2dnGzR0ITArdq3i8sp2W3OZfaZt3yqGuwfUSOD59Xc5VPVDRt6x0CnmQrRpxbyLXCTBxSvX987Gm62y0pGuEWD+3Zdl+sgEKIAgVuIrUaZEShIgMCtIFhOW0kBArdKNiuVKkjApjPUrP1gitDRPUH1LJrMdJIFtUlVTyuB26GnTumnukPeCNxCbj3K3m4Bm/eYdpeJ6yHgg4CZwk8eaiJw86FF2lMG+SyUNMIsy9X797ypp4dsNlrOXE+mipSH5Xqv7VK/+bnZ40bXEbhlaYHxx7iaLjRtaaryUFvaerM/AlkECNyyqHEMAhUVIHCraMNSrUIECNwKYeWkFRWw6Qw1az8IwYyFV1xau23LfNW7dEpFVahWEQI2T2IXcV3X5yRwcy3K+aosYPMeU+X6UzcEGgmYjvn+F4YI3Gp0m9iuu2ZL0irgMdN5z13erddh7lt5aVRlfNNTEl68qNd4m7e8O5gZLHwc4VbGdyQCN9tXDPshoBSBG3cBAgiMChC4cTMgYC9A4GZvxZ4I2HSGypfwgVfOqJGhC+pdq3vU8Onzatm9c8BDIJWAeRJb1gAMeSNwC7n1KHu7BWzeY9pdJq6HQNkCI4MX1LaV+/TDSxK47d0xoO7ceY0uFlNKlt06xV7f9Uiyx1cfUAtWTlNL1s1MLLhcTx6Wi08hmRS4mc/6ZQRGWdUJ3C7JEbhlvYM4ro4CBG51bHXqjEADAQI3bg0E7AUI3Oyt2BOBpM5Q6Qh6bPV+tXh1j/4Cb9Yj6HnnJEa1cctkFjCBm3QqyrSksslUWkd2DSpZF9Bmk+lN5ViZGqmsjcCtLHmuG6IAgVuIrUaZixaITgV48sBZ9ezGo8o8jELgVrR+uec3U4m6+hzTKlCTYHfJ2pnWa4qVtQZZ1lbxKXAbPD6iZG3GMgJLAresdxDH1VGAwK2OrU6dESBw4x5AILcAgVtuQk5QI4GkzlCzZpuEINIh8OS6n6lVD78jmOllatR8QVU1qSNCOghkTRFZf0SmOjJBXKOKyVRMR3adLqUzw5SJwC2o247ClixA4FZyA3B5LwWiI77jo78J3LxsMieFMp+DXH6mNlNG3rL57ePKKA81pf0Mb0bgyef/7tmdLT+XOYHJcRKfAjebNfVyVLXpoQRuRcly3ioKELhVsVWpEwIZBRjhlhGOw2opQOBWy2an0hkFkjpD5cu5fEmX6SN7Fk1SuzcdG33yOuNlOAwBLRBfa8SsD7h4TY868J031K2b5zcNduXJYemwkjC40fRJRVMTuBUtzPmrJEDgVqXWpC6uBAjcXEnanUfWkJX1h21H09udNf1eRUytLUGLzBQgIV5827t9QL28Y0B9aMdC68KaEXNSVlmrudVUlNYnLmhHHwO3MqZONw+wlXHtgpqW0yJQmACBW2G0nBiB8AQI3MJrM0pcngCBW3n2XDk8gXhnqHn6tqNrgup552TV1Xu5Guo/p5KenA2vtpS4bIH4VErSsdP/4pAultxzN35ilupbOS2xmGbNG1mLpHPq5aXdkwRuZd9FXD8kAQK3kFqLsrZLQIKQ57f064eZGOFWvLoZHV92GCGhyMGdp1IFYK10JEyMTkka3V/qLTMHpFl3WT6XDZ0YVm/98rxeu7mM6RFb1Tn6ewK3SxpmdhLzN6X/xTdLD5jTtCP7ItBOAQK3dmpzLQQ8FyBw87yBKJ5XAgRuXjUHhfFcIN4ZajoDZAF26RQYOjGilm2c0zAE8bx6FM8zgcdXH1Byb5nRaTKasrN7ovrNz81W33/guA54G3UMmU7J69f3jnZUllE9Arcy1LlmqAIEbqG2HOUuUiA6/Zt5bzPTDDKlpHt5edhHNjHu6J6oumd3uL+IxRl3f/mY84fYktbHNUWR9dtu3ND4QaakIpuZB3qv7VKdXRPUyYNn1aqH+7ydWpLA7VIrRoN7uc8OPXWK2UksXpPsUk8BArd6tju1RiBRgMCNGwMBewECN3sr9kQgKXDr33NG9S6drNfWkq3sJ4JppeoImLVBTOAWHfEmT/zv+9aAXs8tadPTJj13Wq3YNE8vSu9yDZQ0wgRuabTYt+4CBG51vwOof6P3M/msJbMHmNHbZiQRgZvbe8YEEXJWGe01a2mXWvHAXLcXsTxb/DOQ5WFNd4vfP2bnrOuJmakJZVr596+bqR778H4l036XNY13KyOfArfoyNVW5Xb9+2jgZqZf9310omsDzoeArQCBm60U+yFQAwECtxo0MlV0JkDg5oySE9VAIN4ZKtPPDA9dIHCrQduXUcVoZ1O8k0jWDZQRb42CtOjUSNtu26c7f6QTqN0bgVu7xbleyAIEbiG3HmUvSkBGEcmaYma67uj6pgRubtXNwzriLZuEbnfuvMbtRSzPJkFI322/GuVveVjL3eLTdcsBWaevNIGbzCYgn7Hk3zJaqtHDUC0LV/AOPgVu5l5btbWv4FqPP300YJX7TLYVm+aqeTdNbXtZuCACvgsQuPneQpQPgTYKELi1EZtLBS9A4BZ8E1KBNgrEO0NNIKK/rG99XXXN6nC61kQbq8alPBQwga50MiZNgyRTTspT1UlBmnQgXPPhS7+T8+jOhBKeUidw8/DGokjeChC4eds0FKxEAfmsFZ1CmcCtuMaQB3l6l05RL+8Y0J9pZar0skbISzsvWXul89FiT649pIMVMwpNHmDa/cBxNWPBFanWb5NWkGOj026ah6N8DW/KDtxkHeKuWZ16mtLoVLHF3dHJZzafqWUZgN2bjilZ7zh6T7S7PFwPAZ8FCNx8bh3KhkCbBQjc2gzO5YIWIHALuvkofJsFWgVusoaDeQK7zUXjchUUME9Ky5PTsj278eiYKUvlqX/pNJDOsOg2eHxETyNppsdpNf1kkXQEbkXqcu6qCRC4Va1FqY8LgaTplftWTtNr5jLCzYXwr85hRn9JkNR7XZf67v9xRN34iUvrmkmYdHDnG2rByultWaMsGqy6rKUOcGddru8f2cwaXq5Csvj6uy7LnvdcZQdu0RA1PnI1b93SHG8Ct3nLp+qZSmRrti5ymnOzLwJVEyBwq1qLUh8EcggQuOXA49DaCRC41a7JqXAOgXhnqJnuRp5ufX5LvyJwy4HLoeMEzFRF8gvpFBg8MayiU+/IGm0SwsnURfK0sNnMz816glnXJnHRJARuLhQ5R10ECNzq0tLUM41AUuAmx8vDJnOWzFCHv/8LNaW3Y8z7YJrzs+8lgaTPCtHRhYd2ntKjgWQEnDzQU/RWVOAmQY+M4DOj5+Sz/FXvn6KDRZlCM+9WxNpzectkjvcpcNu2cp9asrac6c7FQ+4v2eQ+uHT/X1onkg0BBMYKELhxRyCAwKgAgRs3AwL2AgRu9lbsiUC8M9Q8Cdw5daJ6Zv3hQqa+Qb2+AiZw6+iaoEaGLujpI2/YcGm0m9lkfbaFq6YrMwpOfp701HDSmiXtkCVwa4cy16iKAIFbVVqSergUkI75xat7RqcAlODnh18/of993R/8uvrPN7zA5y8H4CZwMw/ryCn1Olu7BnW4adY5Gz59Xi34wPRxn0ccFGHMKYoK3KSeMqpNphB8/7qZSu4vMyOAizrIuYf6z3kZ3pQZuJm1hyXg6p7dqcNbWR/QRciZpd1M4CZtP3R8RP1w84kx6xXKA21XLZ1SyvrHWerDMQgUJUDgVpQs50UgQAECtwAbjSKXJkDgVho9Fw5QIClwM0/5SuDmajqaAGkocgEC0TUmDu48pZasu1I/WR7dzBPn8jMZ5Saj3WQNlnnLu8eseyJPXMsaFfHAroBijzklgVvRwpy/SgIEblVqTeriSiApeJG1SaWj/n/6owUEbo6g46Pj5bTREM4ESb1LJ48ZDSRTTQ7sP6N6Fk12Gp4UFbhJvcyDSe9aPWPcdN15Octcm6xV2csM3My9JLOBqIsX9RqBy+69NK1nGZus5XfywFs6ZBs4cFY/OGkCQPNaMJ+ryygf10TAFwECN19agnIg4IEAgZsHjUARghEgcAumqSioBwLRzlCzMHo0cCtrYXkPaChCAQKyFtuhnW+MCc6SLiNPDX9341E1dGJEP6UtnQbxp7WjT6kXUNSGpyRwa6c21wpdgMAt9Bak/HkEpEO+/8U3R6d4k3P1vzik5IGRpPe0Q0+dUr/3p9eo//rBnzDCLQ/8vxxrRrB9aMfC0bOZz7oSkkhbmOn3zKg33UZ73kz83JG3SEUGbmaN3K7eDqUuu8zpaDQ9AjM2WiqvhavjywzcoiGWfL51Oaowi4/8XRk+fU5P1R79TicPtkWndC9zFF6WenEMAq4FCNxci3I+BAIWIHALuPEoetsFCNzaTs4FAxaIdobG17qQ0GPGokkB146ihyxgOgtkrbcju06r6JRQUq+kJ9fbUV8Ct3Yoc42qCBC4VaUlqUcWAbO2VvT9KzrtW3SE92jI85U+9cxnDhG4ZQCXzw2Dx4f1Z1fzgE/SOlaPrz6gH+gxI5JkSkmZbs+0k/l84XqWhyIDN1NmGfkvU5PK9JKutvjUnGI7Mnjei+8IZQZu5rUsznIvRYNdV/ZpziPf22Qz392kfMs2zlF9K6fpwE1eCxIylx0MpqkT+yJQhACBWxGqnBOBQAUI3AJtOIpdigCBWynsXDRQgaTALR5sBFo1il0BAXlaVzoH5En0+MLvpgOo3U/qErhV4MaiCm0TIHBrGzUX8lDAvIeZ2QLM+5YUVaZLlundopt0kL/331ylfvJffp74vudhFb0qkgk4TaF0oJkw2kumkpTRhPJAz4oH5o6ZZlKONaOBZPSbhFcuNrPeV1Fhh4SNshWxfpgpu7mPZfrTwf4RvQ5e2VtZgZt5KMysSSzrDi9e01M2x5jry98fmS5V7mETuEkgLesn+1ZWr+AoTOUFCNwq38RUEAF7AQI3eyv2RIDAjXsAAXsBAjd7K/Zsv4DpFEvq9Cq686pRbQnc2n8fcMVwBQjcwm07Sp5fIDqaTaaWlM5umZ5PtqSHm2QNpknTOtXx508TuGXgl4Chs2uCmvfbU9XuTceUhCGyplZ8tNfe7QPq+S39o6MI4zM8mODOZeBmrhHqVO3R0XnbVu7TUxb68IBeWYGbaU8ZBfnyjpPq5k1zCwk7M7wMRg+R+/jortM63JdafM6vAAAgAElEQVSQdHjoUihbxvrHeerBsQi4FiBwcy3K+RAIWIDALeDGo+htFyBwazs5FwxYINoZKk8/SifEnU9dE3CNKHqVBMz6K7dsnj9uJIDUs8jpmQjcqnQnUZeyBAjcypLnumULmIdCpBwyouTlHQM6RDNbfNS2/Dy6zlLSyO6y6+T79aMjeuTzgRnBFi+3CUuigZoJR+Vne3cM6ECp77ZpOrBzscWnZXRxznaeY9tt+/RIqYUfmK4kcJONwO2wFwaN7gOZ+vOJNQeUjL47umtQj3aTLWma1XbeS1wLgbIFCNzKbgGuj4BHAgRuHjUGRfFegMDN+yaigB4JxAM3voR51DgURa/BcsXUiQ2fGiZw4yZBwG8BAje/24fSFScQXVNL3stka/VAk4Q8T677mR4JR+CWvm2igZuMJOya3aGi6+RFzyj7Lll35ejvzUNnI0MX9HpcC1ZOaxhMXGqnQ2ru8qnqhg29+rTys4H9Z8aEqtHrhR64iVdX7+Vqwarp6pn1h3XVkqZFTd9q+Y4oa4SbPKAo90yr13S+2uU/Wt/XOwb0Z2kJkLtnd6ofbj6hZDp2NgTqKkDgVteWp94IJAgQuHFbIGAvQOBmb8WeCBC4cQ+ELEDgFnLrUfY6CBC41aGVqWOSgFkzSX7XaC3SpOPOnZyo9vzlMXVw5xt0iqe8taKBW8pD9e5mhKGsszbwyln10tbXEtvA7BcNRc00lY2mjAw9cJP67fvWgPrNjXNGA7ei1qNL03ZlBW7m9Z00UjVN+duxr0xVe/LAW3oK1d7runT7tXv943bUk2sgYCtA4GYrxX4I1ECAwK0GjUwVnQkQuDmj5EQ1EIh2hpr5/UP48liDpqGKFgISuLV7oXrWcLNoGHZB4F8ECNy4FeoqIOGPrJU0dHxEHdl1enS9sFYekydPVq9+/xe6U9yHEUStyuvT72X6PBnFI1MfZt1kKtAZiyYpE5CZYEICpyveNlFd9f4penRbz6LJOkg10ypKe8u/l22co/pWTht3+dADNzNFqpkeVSpY58BN1keTECuE70zSdt/deFSPxpT1DMt4WC3r65HjEChCgMCtCFXOiUCgAgRugTYcxS5FgMCtFHYuGqhAtDM075PBgRJQ7IAFyrhnCdwCvmEoetsFCNzaTs4FPRGQda6WrJ2pRgbPq5e2vm79cIgEbmfPnlX/7d8fVDMWTnK2hpgnLIUWQ4KERoFXlgtHgwkTqHXP7lAXLyp186a5evpPE4pKe8u0khLW3bp5/ripsEMP3MTv8dUH1PDgeR02DrxyRt34iVmJ4WIW66zHlDXCzUyx6WqNv6z1z3KctKMEp4vX9GQ5nGMQCF6AwC34JqQCCLgTIHBzZ8mZqi9A4Fb9NqaG7gQI3NxZcqb2CxC4td+cKyKQRoDALY0W+1ZJwIQ1/S8M6cDNdjSQCdwOfucNvdbSHTsWNVzHtEpeLurieuSOBBOylpuMmJPRc2YtvhWb5uqRQttu2zcaOpkR9zLVYPeczjGhmxx3dNdpJaOizIg4F/Vt9zl2f/mYOvTUqdF16mQEp1nDrt1lMdcrM3DrXTo512jKsszM6Nuy266s+nNdBAjcuAcQQGBUgMCNmwEBewECN3sr9kQg2hnqYioeRBFopwCBWzu1uRYC6QUI3NKbcUT4AmY0k4x+OnngrHp241HVaG2veG1N4DZ8+rx67MP7dYc+I1Hs7gnXgVt0FJOcW9bA6uieONoeMhX7yYNnVVdvh56CUtpYNhn5Fg1Y5d8yrZ9sIQduR547re9lGR0lmw9TKpYVuIX8nSmk9efsXvnshUA6AQK3dF7sjUClBQjcKt28VM6xAIGbY1BOV2mBaGeodCaYp3YrXWkqVxkB6ezq6J7Q1im3mFKyMrcPFWmDAIFbG5C5hHcC0ekDZZrBgQNnVe/SKVblNIHbxYsXlbzHybbigblWx9Z9J9eBmwQTR3YNqhVfnqtHuMVDU2lnGcEoQZSETyZMi46MM/eCtE1H1wR151PXBN1MZo27QztPqd2bjpUeILoI3F7eMaBfnzIdqO3m+l6zva6L/aTtZPSsrE/IhkAdBQjc6tjq1BmBBgIEbtwaCNgLELjZW7EnAvHAzXbKI+QQ8EFg7/YB9dLW19raaUDg5kPLU4ZQBAjcQmkpyulSQIKagztPqQ/tWJj6tNHAjZEodnwyZeO+bw0o+Uzg8nOsCctkXbhm4ZLsN/DK2dGRb9HR9zIN41D/OdX/4pAeGVaVafwkeIuuYWfXUu73yhu4SSAu6+/J2nwyItV2CzlwM/e1BG7y0BobAnUTIHCrW4tTXwSaCBC4cXsgYC9A4GZvxZ4ImM7Q06+/qb9wuuyoQBeBogWkk02eOm/nfUvgVnSrcv4qCRC4Vak1qYutQJ6gLBq4+TKKyLbeZe0n3rJOnqwptmprn9NiyGi14cHzSl1U1qPTJHDr7Lo0+l4+W0tg17dymtNy+XAyH2bGyBu4mfBJRh/K1K0yhWurLTplrAR1oW0mZGznZ+fQjChvtQUI3CrWvrJA6tCJEdV77RS1YOV0niSoWPsWXR0Ct6KFOX+VBAjcqtSa1KVoAdMZevjvB9Qz6w/rkUI87Vi0Oud3KfDk2kOq99qutj01TuDmsvU4V9UFCNyq3sLUL0kgz1SQ0cAtOjVlHmk5j6wJN++mqXlO4+2xRU4vLaPmnt/Srz9n3LL57VYGJnCdu7xbyX+HPo1ko0qXsY5uvCyuArfr1/fqdrZZY8/V69LqZipop2237WN9yIJsOa3/AgRu/reRdQnN07fyJi1DyXmSwJqOHf9FgMCNWwEBewECN3sr9kTAdIb+4+P9XqzFQIsgkFZAOsNkKqk0UwGlvUZ0fwK3PHocWzcBAre6tXh96iujexpNEZgniIgGbmYkioQBCz+Q/aFtmfpv8PiwumPHokIfqpLyytSL71rTY71mnYs7RkaRLVk7c3RKRxfnNOcwbdB32zTr9WLN5xI5x9zlU9v2QJDLetucy0yXaRtEJp0z79SMeQM3E6hKH608eGgTuFVh5Kn8jZIRoVWZ4tTmfmUfBIwAgVuF7oXoHN48SVChhm1jVQjc2ojNpYIXIHALvgmpQBsFTGfoD755RPXvOWP99G4bi8ilEGgqYNYRWfXwO1IteJ+VlcAtqxzH1VGAwK2OrV7tOsvMRQd3vqEkiJmxaJKS9574JlMdS0BjMz1d/Nho4Ca/k0BCNrnWrZvnZwrMzDmWrL0yU5lsW9RM7Vj0daLlMQ+3F/kZQD5ndHRP1Ot82Wzmc4nsKw8D2R5nc26f9sm7jq4ZKZbnfskauMnrd2D/GdX/4pv6+88N66/Sa9LZ3Ed5poz1pf3k79jJA2/xvc+XBqEcbRUgcGsrd7EXkz/c85Z36w83eZ52KraUnN1nAQI3n1uHsvkmQODmW4tQHp8FTGfo33zqgC7migfm+lxcyoZAooCssSJTZbXjSV0CN25CBOwFCNzsrdgzDAHpz5FZi8yWFKjkGbUTD9xk2mTpGJfRKOqyyzKFblIemW1JAoYiR7nJSDMJMtKMBsvb6r6ONhLzecunVvpzte3UihJAds/uHBcWlxm4HXnutHp241H9upBNRunZvm6rELjlDUvzvm45HoEyBQjcytR3fG35w20WSpUPaF29l1sPR3dcFE4XqACBW6ANR7FLESBwK4WdiwYqIJ2h6q2J6r988Cfqxg2zKrmoe6BNQ7FTCMiTutJxYx5wSzpUOnxkhEDejcAtryDH10mAwK1OrV2PuprATQdYr5xRN35i7GcnM+Iq6zIi8cBNrifTQf7e1j719PpXdeiWNKqukb6ZEnHFprk6YMharlatK8HXD79+Qi34wPS2jJyRwEQetHExrWGruvH7ZAETmDUbxSf332Or9+vwcdm9c8acyBxvfpdlDemsI9zMaEwpkJka1jZwq0Kf7mjYuW6mkhGGbAjUSYDArUKtHf3DXYWnISrUNMFUhcAtmKaioB4IELh50AgVLoJ8wZ91bVemKX18ZJHO0MNPD6rdXzmi7vhWsWt7+Fh/ylQNgej0TeYht2jNTMeCi45GArdq3DPUoj0CBG7tceYq7ROQ2YvkPUdGcUmYICFBNEiwHfXTqMTxwE3ON3R8RD8QlTSFsgRdUgYJn5K2aCgio+Vk1qXFa3qcgplQZfHqS+c99NSpQtdVNQ7yfr93x0DTh22cVpSTjRGwCZfNCEQJqONrvUVDr6TPbjbcWQM3eVDr5R0D+hJmSkvb5X+qMGuZCeKl/lntbdqHfRDwUYDAzcdWyVimeOBW9AeQjMXkMI8FCNw8bhyK5p0AgZt3TVKZAplOC3lKuFHHRmiVlc5QWSR88lUTGX0fWuNR3jEC0gHS2TVBHdl1etwT/PIEvHz+vn59b+6ORgI3bjwE7AUI3Oyt2DMMgeh6aLKu10tbX1N37rxmtPBmqrq7nlucqULxwC1+Erm+TJ+8YOV0HbTJenFdszobrsUUDQCzBAXSMS+hlgSMjdYik+BEpqiTB7cGDpzVnyvFJMuIJRs0udbzW/r1+aV8Nutu2ZyXfdILtBoVJveC3IPNAreOrgn6s1mWNQ+zBm7RqWHNZ0Pb10eeNRrTCxd3hISO8veqZ+GkSk99WpwgZw5VgMAt1JaLlds8fWOeqM37xFNFWKhGSgECt5Rg7F5rAQK3Wjd/oZU3T0PmWdy70AJGTi5PnY4Mnm85hd6b/efVYx9+pbAphtpVX66DgBGQDpPhwfNj1rkx68q4eO3WLXCTp9O7Zneo3qVTuMkQSC1A4JaajAM8F5CAQdZTk1EhErhJ57tspr9HwifpxF61tS9TTVoFbiYoMNczAaAEfHLdl7cPqJsfmDcadkUDwCzTL5r+q0brssnnzSfXHRqdljw6hWVRD6eZh2gEOCnIyQTPQZkE5P6T0ZdL1s4cF8iaEXBy78hDT/EQWqY4HR68oF9Psk5hfAScTYGyBm7yur14UamhEyOjr13bwE3qXJWHL83fh2bTgtq0A/sgEJIAgVtIraWUevZzR9XJg2fHDZ2PB2zm30U+8RMYHcW1ECBws0BiFwT+RYDAjVuhKAH5ciZfHl102hdVRnNeCQcP7nxj9KlreRr45IGzuoMouj2/5ee6g+b27QuKLhLnR6AtArrzb+0hpS5TutNx+PR5vW6NdOhI51+WJ6ijBa9T4CYPDj694bCu/qqH+xqObmhLw3KRIAUI3IJsNgrdQMCESdHpiR9ffUB32ptRMnmXEGkVuJkp+qQMMqpbpri89Df6HergzlN6mrzo51Qpj/z8QzsWKh0G7hpMtQZcdNo/uUb37M4xI9eSHiiX92AX77eNbkSpszwEIlNtvuvOHh4IKfEVawLf6GvCrJlr7j2ZclVGupnATV5HP9x8Qh353ml165b56sSLb+qRonfsSD+1fdbATcotr5OXtr4+GrhJn+7w0IXGo0VfHFI9iyYreYjLxRTlJTbbmEvL37AFK6fpn4lH1tG5vtSHciDQSiDowO2NXw6qT33xm+on+14drefsq3rU5vvvUVfPm5VY9+d//Iq6+7MP6t+995qr1de+9HE1/W3d+t/ffnq3uv/BR/V/f+GTd6kP3rpM/7dc576v/oX65Md+v+F5W0G7+H10/tv4H974B5CkD2kuysA5qi1A4Fbt9qV2bgUI3Nx6cjal18wYPDGiO+1l2hNZEF6m8/F5M09Ay5em6PpW8adQJUR85+/9mnr3R2b4XB3KhkAqAdNBKB1yXbM69JRT0onS1Xt57qlTqxC4mXWHmqHKPjJqYcaCSYnTdKZqEHaurQCBW22bvpIVl7Drh18/oe586ldTSMpnrN2bjqnO7on6s+GPtvw813tNq8BNYCUskAeoZPSxBBmyST+UPGxl1pcz68pFA8Aso1nk86S8dw71n1P9Lw6NW+/JBIDRTnpdjowjlmxunFbTGNqcg33cCJjA2YS8Zj0/CaaGTgzrqUj7Vk7XD0KZ9QPN60jCthmLJunPaE+vf1W/huQ+TrNlCdyS1kKUa7YKy+W+kxGV8jqo0jSm5vXau3QygVuam499gxWoROB2z7rb1fXve2fLRnj1yAl13588ou779Ed0cCYB2w/2vKw+v+EudXZ4WH3loe3qM3ev0ecx/y1hnOwnmwngWl6ooB1MqCZPzs5YOGnMF/mkObz5gFBQQ1T4tARuFW5cquZcgMDNOWntTyhP0sqXM+m4lyd2i+xEcIVtnjiVEfUyQkW+xA6fPqfLLpsEEUs+OlN31Kz600Vqxrsvd3VpzoOAFwLm87kURjomB/afdfLaDTFwk86Uzu4JutPr+5uO6dd+qyki5W+Dnppzy9W6I0w6xW7cMKuwNXm8uGkohHMBAjfnpJywRAEZASPrhpkwyxRFfi7rh0ro0L/njJKO66yjqW0CNzOCTK4v/U3y2U7e5yT4kz6pzqmX61E6Egwc/M4pHZbJv6MPYMn+8hCWhB+yRtuKL89NHMUsn4HnLe9Wvdd1KZnKMb7eU9IUmnnXsWvWxMwYVeILIOHS0bXQZI0/mWZV7jOzmakK9Tp/OwbUwg9MVwe+84aat3zqmNeRHlG//nDqhxqzBG6NlvmJB27Rh5PMwAkTuFVpFJgZ+SqvcxnhVqUw0a9XC6XxRaBWgZsEZ4f/+edq/drbtX80gJN/b/v2d9UnPnqH/t3X//wxdecHb1bTp3WPCd/KbDiZpkn+SN34iVl6aHR00Vz5UCJTOEXn8DZDdrN+CCuzrly7HAECt3LcuWqYAgRuYbabz6U24dW7VvfoTmv5wihT1bXqsC6rTmbNBLm+lFmmF5LPJt/deFR3vkiH0Mn9b+nOIdk+8v8tURc6RsoqLtdFoBCBaOAm9//e7b/QHaFZ1ggxBZSOJXlie80T71bDw8OFlLuIk8rfMOkklk06jUxHa6Nr6Y6x7QN6qicJ2kxnspkyrYgycs5qChC4VbNd61irZmuTyfuN9PvoaQ77zxUeuJm1puTznlxv8PiwntZSHgyTz30yPZ+sqfX8ln7dVNH116QvSjZ5oELCMym7+bwoI/TiawBH16tKGiGXNCrIfA4tYtq96BSZdbwPfauzCdzkHpNN1mozm4RqKx6YO/pvMxpOPoPIA4zmc4nZwdxfrT6jRA2yBG7y+Ua+G8k0q9EtOlrTrIdoRtxFP1PK6yx+rG/tkqY8xt2EiUW8btOUh30RKFqgEoGbmVKy1XSSW7Y+oT1N4GampJQRcgvmz0kc4fa9v39JH1P26DYpgxmCe/OmuXo+X/MGYT6Uxd8w5E1pYP+ZcU91FH1Tcf5wBQjcwm07St5+AQK39pv7eEV5b+5ZNEk/vZt3M4GbPPEnTxH/w8OvjXvCN+81XB4f/VIo55WnneXBHzPNnjyVGQ3lPvbDa9XZs796GtVlWf5/9t4FTKvqTBNdgBSXqhIolSoIiOGm5FFE0Z6OR8UzHR0R05OYgKdznHQg6bSdbjCdzpm0mJ42kxPsnpOLwpxMOpNA5zLJAOZykiA2Zs4B5ZjuKIKabuUaSRGoQi0gVcWlioJ53lV+f1Zt9v/v+/7X2vtdz8NDVf1rr/Wt99v/Xmt/73fhWESgngjguyv3Pwwsux/vuqDeclj5zBTy/+rP36Zm3XNx2Evr3k/SICHqAoaVoNo6eJ+Zs7ilEqGBtYOwTyMlZ93BoAC5IkDCLVe4OVmGCIgxHg4cXqIA0wrxBCILkSJxnavDRLgJ4SbRdPhf0j1Kmkkt43ml+nvPXVB7GM/0nyw9oEk6NBAIkBtrw9hocE6pVrMO9Z5kfdXS8GXlZA4HEDSTyMlQ7Rw6AAF8L3Cv6Qwge0/rmoJIv4/7zmsHxfsJ6rbVSssfNR1pHMKt2j0r709zlrRopyM0iWQz3628RKLrN4mZsU2iZdN4f3YdF8pfXAScJty8akEE2w82bx9Sl83sA8Jt2tsmDqnNhhpwkpLSW8Pt1t+dWyHhvvW9n6pvbtyih/vK3368ksJy7Nixud0dP/7oHjV5fpOa/8eT1ZZP7Nfz3vHFGerl7xxVO/7usPrQtnlDZNn616+pPT95U//tQ1vnqYbmEbnJyomIABEgAkSACJQBgb+/bZe6ZPZY9e6vBqe2roXHm7tPqu994BV191dnq8nzm3XXPT9+Uz37hXa9h9vYcPbY/eM3tcczittf84FWdc0HJiqs5fCOHv0zGvqd6R5QN31yqo3LoExEIDECf79gl5r97kv0PX54R7f6yUf3qI/umB9rXLn+6j+YqM/xH/jxNbme4fH9/dkXDul1oO7ibZ+5ItQ65Bn2vu/MUZdcOVaZ7y1+A0j/P/jxNap5ckOlC54Xr207oTAOGxEgAkSgLAgc2dGtz5Ow4aDBzuPX5GzY1z2g3vkXUytnrSxwgs3p8AvdCnPd8YVBuxOe3R/4yeC+9J27X1ajmkeo2x6+Qp9h5390krZVme21rcf1dbBjXXHbeN0P/V/+7uBY2CuxX2D9ps0KewH2wPd95x16rmc/367e3HPqgvM28NLyVcErLi7ffffL6uo/GDzXstmHwFfn71CT5jdXff/CPVHL/qltqF89nOk7Fu7r5kkNF5yj5PwDVHHW+8V3jyo5C+H7suUvBm29ft8n+zQRXiLoBO/N0oq2vvBIuNPz5MnByGS2eAgUinBDxNrDX/iG+vhH3qdrtHlbrQg3vxpwUrtt7pzplXSTHa93qUe/9j318F/8oUJ9tzybFK2FF4CZr/qHS/bp8H2vd5N4mMPzQwqH5ikv53IPAUa4uaczSlw/BBjhVj/sbZpZUqiZaZ7jyOeX579ase0442dxDdIawSs5jPcvow+y0ADHtAUBRHKioa6IfJeR8ktSBEWRU874H9jyDvX4Pbu1h3aeHsCSRgte5EiFJHVRgtbgfYbh+SD1fHAtnmdIGylNUuXf++SVQ4auVvMkaH5+Xm4EuMeUW/+ur17Oe1IfrVaqOzMCJklKtjARbmJPEnm8aSBN3NEX9deC0qDrvaGjv5JiEmtALU9vKmHMhRpybdc3qgWrpuiIOL/oZ0Q+ecutJL0f/CLuko7J69NFYP2du3W0m7fOYdhZop41oka44SyHVKt+dlrICPlBCCJlJN4l9Xnx/Hm1f/MJ1bnzpE7Zijp0flGuYddoYz+zFp+ZgtZGWSkTEUiKQKkIt1o13LwEHci7z39lg/rk/UvU/oOHdeTcp1fcp0739eVW0w0P6aa2twqC7juttq08pB/EOMTIBiGHMr+XYbzI4iGPh/Wh7d3qyve36PsFoctsRMAPARJuvC+IQHgESLiFx6rIPSUNZLXUP2HXXu3FDy9kqN2ap8E9rMySaihMOiMaQ8Oiyn5FQECeC3GMobqo/DPd6t9+a7Z68k9/qcZOHBHboBQHSzMFkhiBggyomEcbPR/rUEKgmeOYxkukeUKaMLyn+BH2NHTG0Rqv4R7De8BlBMTRAikXQUbVOlOaaYfj7DGCUxjCDX1BfMGZJK0ma8V4khIQP/utGUTkluUH1Yy7xutU60hX7D1zZuGcFpWMSQsbjhMeAZw5kNY0zPnEb9So901Uwk3IapDFIAa9DfKj4f0O73q4x+HkhIYaZ0nqAIdHMf+ekjIXzzpkRynqOvNHljPaiIDThNuOl/doTCU6DYTaz3e9qomx0aMblDfF5GvtHerhL35TPfyJD+oIOG9/U0ES3Ybabbhu/Y+2qgc+fI/KM8IN3j9mMVCzaKbURMEhpWX2mJoPqkrfpuH6xVbyA9t4Q1Km+iJAwq2++HN2txAg4eaWvrKSNolh3ZSpWnF2kFqoDVWrDkFWawsa1yxwH9SXxtAghPh5kRDQdZT3nNIGlKjfXSGqFn55unrx60d1esUblk/UBpg8mlm3Jgrh5q2HIgZLGIR7j/SrZ1cd1p7aeBfB/0hDVs3zO4uaPDCuoSHKDjKgzrWJKf6G9LhmFF4eeHOOdBDgHpMOjhwlOwTwDGrf3qPrnHmbGOfx9zB1m9I4e4Yl3LJABPKLbQu4gEyr5limnVC296iGphG+hBvki7JXhVmPOL6gLjFbcRGIct9EJdyi1ADUZ8a9p/Q9joi3IjectWDnxjnw2P4zCnXL2YhAURFwmnADEbbir/6zOnJ00BPg6iuvGFK/za+mG0i6+z/1qG9/UbJJsIG4QzPru5k13LK8MVAIdMKMUWrGovG+nhty0ApzKDNDd0m4Zak1t8cm4ea2/ih9vgiQcMsXb1tnk73YmwonqrzVCmuLocG2FxJx5oFcYQzUNIZGvSPY33UEQECBdIr63YWRpq/3nALhhus3/8lgLY9qEQ+dO3tDk3H43sKZb87ilqppiszI1SjEl59zANKBwbN7MA3ZOTVh1iidLqkBhpZ9ZyqZO7y6jmKoCnufiEHrno2zdAQhCEDT8xxYb32wXd24YjCiGCn7UXsS/YuW0iksZi714x7jkrbKI6tJ9IsztZ8tBs+89u3dGpha6SQFObHt5BHhloW2sD9iHwiTIUGcNxBlh4xNftmaojiAhVmP14EkzDXs4x4CiCwLU3pHCPEP/ewadfbs2VALjZIFRL7/Yey6oSZ3oJNZIskBcSkiEYiFgNOEW6wVO3RRkMeFGPngJRXlsELCzaGbIGdRSbjlDDincxoBEm5Oqy8V4c06Gknz0Fd7ubf1hSSqXDSGpnLLcRCHEJDvSJh0s/j+I/37xHlj1dFdJ3Xk1/UfnaTO9p5X337XL/Sq/QyrMkcYAy3G8Nbj8YPTrA1dy2CE599LX39dRylIRg6vHEKcdezqrRBZmBPkW8fOXt80SyInxkTK/LSaGKghIyLZXlr3hsZZ6r+Yac5g0EXKS2QSaZrcoFNgzlhYn1oqSDEFjP1SUqWFTRHG4R5TBC0Wbw147qAhShnO1Gh+thh8JuRcmD1DyLuwTk9+yNYzwi2Kps2zdrWaouLcEcYmFmbuKGRJmPHYx04EwupZCDHU1h0+5nyoxZhnqaAL5GyW1KN+EA0AACAASURBVHkzaB6bPmfaVpu0QVmyQoCEW1bIJhxXHkC1CpXLiyMJt4Rg8/IKAiTceDMQgfAIkHALj1VRe8pejX24c9epRHnoq6WODFvPSNK05YV11HQ7NIbmpRnOYxMCcI6rRYatX7hbEzn7Nx9XbfMGU0aCiALhA8IN35v2nx9Xzz/WoWtdYCwz2uqp5Qd1FByeQa3XN6pDz3QrGGykgaxBBKrUOBGjESIFqpFZpsOf+VxClNq2hw5VIvZAEkq9ERBXyMjRMnP0EPnMNGm13mm8OotriIHs1d6LgLWCnWzY4Gx4Zpp1UuSZNmHmaE0gypr2bzquf08SSRL3npR63NBh1EjJuHO6eh33GFc1V2y58Qzt6xlQ/T0D6vx5peuz+T1L8OzCs7vturGhsgbIszWJI7UrhBvuEOBTq65VWOIk7N0GsqRaNF3YMdjPfgRw3zS2XhRYJxf3A85Ad355urr0mlGhFhYUPGEOInXNopyTQglhcSfJlFKPs5XFsFC0giFAws1SheIFCwcpKTzuJ2ZUwk0Kg/KhZqnSLRCLhJsFSqAIziBAws0ZVWUmqBiFYQRHerIkho9axgKkdbtqsX8aHSxO9nekQZu79LJUi9v7gSfROBNmjFYLHpkSCl8aQ0PBxE4FQwAEFwgyiaIyl2dGVCGSCrViQIShgQwaM75BE259fX2aVNv6l+1q1MUj9LMAdR1R6wNRETBCikEXBgw55wtZj/5SRw5Go4nXjq1KIHkJfkRRIM2ZPOPwOZ4zSEkJ8g3zoVUjFWWNkDdKLZywjgbe26UW4SbGr649p/U7lm7DBlN1omGtvZ1n1W2rpqgty19TC1ZNregj7eiJMLc5sN207IAmYqEDU6/e+nNhxit6H+4xRdewm+uTjESIUr173XQF4t9ri5EzXBRju44wXvtGIkcvlwg37CVNbSOrkpE4Q/d29Kl3PTYtlTNwFLLEzTuTUgOBaun8TXTkPIK/hSXc4nyn83actOEOwPcMDkULPjclle+tDWuiDETARICEm6X3Q5i80VEJNyyVhwdLFW6JWCTcLFEExXACARJuTqgpUyGFcEPkAQzfUYwlXsFghIER2y8dTlA9I7wwoi5SNc/ptEEQA1IUBx4aQ9PWAsdzAQE40O1+vGtINBkMh0gPKCnBQLbdsWbaBYbEiy66qEK4Ya1SaF7q/CAC69i+0+qGB9oUIt1g0EVNHIyN54iQXSDkWmaN0r+f+c2AJr5+9sgR1dA4/ALCXJ5pktIMzxasob93MBqsr/usrr2GBhINc8Poi3Rp1Wo54p1m6q3NvvWoa+kQtVVufGCwnlqYJrKbBKNcJ5+ZpBUiCbetPFRxlKjl9ABdAf+wDgZh5A3qA9ygs/dunKngdCHP994j/drBI0kquaC5Xfyce4yLWiu+zN4SIH62mKgputNCzSXCLWjN3pR8iBhCC7t/mOPHIUuC5OPndiKA+yYofbWZ0vR3Pj5ZzX5f8JlE3suwf7NVRwDnPJwvo7xPEk8i4BICJNws1BZe6L6/eK/2UvcrCisik3CzUHmOi0TCzXEFUvxcESDhlivcVk4mKUAQ2ZbUoaXW9X5GewACowCMsl37Tuu0dEjvhpcWpHXLMgICsvoZtWspicZQK29hCpUxAmK4E3JEnhn4nm59sF2f9aulEPMSbhBVUvCI2BJZBuMOiDaQX2gghsyUj/gb0pWhD6LoxMDrdRLwpnLEOwmeL0iriCg9rAfXQg6QYWZ6y7ShrJZmt9o8IruZdkzwxjUgJE3jl6kbfA6niWqRejrzyLrXK9Fwaa/VbzwzpRl0uf+J4zrCsbF1pI54DFu3Lw9ZbZiDe4wNWqAMXgR0BMfMUfr7CqcEv7NemCibLJAtEuGGPQk4Ys+av6JV4fmJFqYenhfbuCmNs9ARx8wWAe8ZTd6tTAciSTc96uKR+rx29YcuCRRKZx+YN7aSXSDwgpJ2EMczEm4lvQFKsGwSbhYqGd6WXXtPD3kp9BOThJuFynNcJBJujiuQ4ueKAAm3XOG2cjLTgzFLws0bdQIwdOTJxi7VMmuMap03Rk1fOF49teKgmrFwnBrZNELtWNOZKOKuGuBhasz6XUtjqJW3MIXKAQEzJSyMgIgyQypDGAZrRcX6EW4iLp43iIzzpp43Dbcw+MCYhOaX0hFy4XmB2m+IkJNIgM6dJ2u+g+SV9kiTTJuPa5IQxuqgJhEOMJT1HOlTU29u1hj39Z6rGoEnNfaeW92h+1YzzsZ97gXJbH6uyc29p3QkoTfCAp+hPfdYh/bGR4vq9BBFFhf7co9xUWvFltnvuSG12kyn6lqph7NEqEiEG3CqRHXPG6ttaYicWbBqit5DorSoNYqjjM2+9iGAsxDukZZZo3UNXUTxmzVT5ft58uiAPkvNXz6xkk5b0oCbq8IeDSIpzr1nHzrZS4RnIrHKHmfOUB8ESLjVB/eqs3pTntQST14sqxUH97sWYbtt1zfqhxobEfAiQMKN9wQRCI8ACbfwWBW1p2nc9jOihF13GGOu94UETjdoZio3SYnW13NOR7tl8QIT1/OXxtCwdwP7FQ0BSUc4d9mlOooKRBDSQgbVNatFuGFMEEveTBjyTEIdMqSpBSmDZwGi2/z6wjCE1JRISdvXPaANlLZETiGqDI4DaGHedeS9SO4fId5qZQyRVI2IfkMEHzzSq7WsjUKyXnh6I6IQ6UL96t6BjEMkI4jE21dfXrSvS+z1cI+JDR0vzAgBv/OSXz3IWulsMxJND1s0wg1rkqhm7GuoyQmHNL9U7bVwDVPaJUu9cOx8ETDPGpgZzky4Z+TMJNHmp44OqF89faISZe73jiWOTrj//Gr35rsyN2YT56+o31M3Vkcpy44ACTfL7oAoHjVxCDcpug4PDrzQsREBEwESbrwfiEB4BEi4hceqqD1Nwi2JwSQMieU10vgZfyFDY+tF2sjQubM3lJE6qm7MukJRrqUxNApa7FskBMQACNIL5Ne1yy7TNbiCDDK1CLdq+MhcMAQhYwbO+iDnQMB5a6zJcwfE34SZg+QdSJxapFOeetEpc9cc1QbTl9a9EVjjQ55NTZMaKtdA3lpRhJItJAzJiGdwQ9MIddsjUzNJpSnvdSBkO3bh+V29tIC35hP0jpSXaIvWTs9Evjx1H2cu7jFxUOM1WSLgV5vN76yY5PyYRP4iEm7AA3sH9oEXdX3jwShp1EiuVmfUi2G99JFEl7w2PgKSqlscbzpf6NUZRO5YPU3fR3BewlnqjRdPq51f69RR6Iiib2obqVNGyn0l568k9bzjr8LdK/l9c1d3lDwYARJuwRjl2gMhy2hhinJ7i8OGFVTSlDBXbljEytOPhFt5dM2VJkeAhFtyDF0fIS3Czc8o48XG9Lj1qzmA/t6aTWYto2pY65pM23u0MSKoHpPUmL1xRVvkQvQ0hrp+t1P+uAjgewODDRoizqbe2qxTOAZFbcUh3IREwzwg3f0ipMx1gLhH84uAi7veLK4DaYiowHs2zhrynAK2eH4iHaY4HMCr3CQTa2EAz/ajO0+Geu+S52uQ3uKuH++AqJfX29Gvh6hltJN7Cu9yDY3D1ZYVB3VKTDQQpmV0quQeE/fO43VZIeDnSO1XmxIRNHDAyDvCo6iEm+gTRMqBzccVnvM6NfFDwamJcW299JHVfchxgxHwZg2Q6HecLUCkoVb33u//Rv3Tl36tswAgZSkcqMzzAO6bKTc3s25bMNxDevgRbsAcTVKdRxyS3YmANQiQcLNGFYOCDKaaaQp14BLCLQ5xhtSSZqi0ZTBQnDohQMKtTsBzWicRCCLcQGTACBaHnHASkBIKLWkdkdbLNPZGgQJG0q0Ptqu+noGaxnG8fKDOEGoMVSPoYGTuPdKvGieNVPDQRFRILdINc+Mexb0a5iwBowXOHvc8PtToHWa9NIaGQYl9iooAoqNQFwTfs8bWkdqgF/SdS0K4weMaxAu8r2s1ifAKkqXeesGz6idLD+gaK2ZafPEohwEMaTHN9GF4TiJyz6/GSpz14PmKVI6os+Yl/uKM571GjE5YR0PT8ECyVCLuejv7dQosGJTxD++SWaQTTmONWY7BPSZLdDl2HARMpyy53vwbUuYikhUOGWGibOPIUOuaohNusnZ9dl33uj4/BzXTmcGWaO8gmfl5NgjI+ULSf7/5iz61+U/26/puqJW9bWW7PmOAyOV9E18HcDbypsjG3+BkhTMsHMjYiICrCJBws0xzUeoDJCHc4hoGLYOL4qSMAAm3lAHlcIVGIIhwE3ICNXHgoQXiTSKI4HXZ3zMQOr1JoYF0eHGmV55EP5iGTkSYwMhe7WVBSFmkKQuqH2RGtcGQ3LnrVM36PbjHfvbIER3lAiODX/QaPDphREbtpjBOOEm8fmkMdfhGp+iJEcDzYf8Tx9W9TwYb/GSyOISbGU0XhnSRdwl4b9ve5BkocoJUnDBjlH6GISoMzzhE6mYdJZJVvREY3WulkfTqR+6pGXeN12lK5RnvVyPKdt2mIR/3mDRQ5BhpIoAzFlJ8m7UWxWEKEaw4U+E5FtbpKU3ZMFZZCDeJeK52Fsb7GmpmwmEBjmo4E9+u0wmOTBtyjucYAvi+NjSPGEy1fWaEemPPSXXpNaP0KkzyXMi5aveYY8vOVVw/xwSch1pmjdHvsLZnYMgVLE7mHAIk3CxTGQi3sF6mSQg3neJge4/20GAjAoIACTfeC0QgPAJBhJscIFFT68CTJ4Z4nMNzq6ezn8/g8HBb2dObBsM0dMoLPgTHi5pf3Z8gI4B30YhOv/GBNu2pO/HasaHS4+BcAc9peGjCQGumGhMD76HtPYGF5aXGQdgzild2GkOtvIUplMUIxCHcsBw8h/B9jULuWQzDENFg/AKpCHIJxmw4tIBYhMEahtI8okQk2jjtKLco74AABTr2Mwj7Gfld0W8SObnHJEGP12aBgF+qNHEcwJkMDlnS4p6tkshdFsItKPpIbGr6vH5do655GpRiPQnuvNZNBBoaGtS5c+fU2bNn9QJw36DW26jmEXo/RnPBeck29L2Em/m+iawCZuYC22SnPEQgCAESbkEI5fi5GN7CFtpMQrjJXNwUclSwA1ORcHNASRTRGgSCCDczktjrcY6UT3jp5jPYGnXGEsRrTDF1Lt6OGBiGlZ6O/gvS2UTdizE+0pmp80qnGwvjfQtyF4aDtusb1bOrDg+558TAu3/T8Qu8sL2ARJXVez2NobFuMV5UYgTiEm5liaDGOo/uOqkjyPEz9tk71kzLJXI87Si3anU549z+UdKnxRnf1mu4x9iqmXLKJTVv/aJWpXYm6j/BUQCNhFu294mfQwN0dKZ7QNfi0imfV1+erRAc3WkEvIQb3ou2/mW7QpQ57h/UU13wyBSn11gP4YW4lJSvpjPq1pWHSLjVQymcMzUESLilBmXygWAIk6KcYUaTh1GcA1qQp0+Y+dmneAiQcCueTrmi7BAIItzMmpxeYkZetpl6Ijv95DGyt+6q6aVnesxK6iBElR/bf0anQUMaoagklowZJb2GGF+Rag2GHbnnvCkqEfWOl8WW2aN1jbjGtoYhxgchEOOSxDSG5nFHco4iIRCXcCsSBrauRaLckIIMz1Y8z6M0vIehPsnUm5u1Q0TUvaDWXFEdOKPIbXNf7jE2a6d8smkj8oYu35q32nlqzyn9GTINoOF8GPU5khTVskS4ASc/Jwmc4ZHeH+ddOMYF1TxNijevdxsBL+GGfRyN0ZDJ9Oo9/5i/lzViPxmivNomBEi45aQNHLrg+WAW+janltBZFL0OmwImCeFW7eCRExycxlIESLhZqhiKZSUCQYSbWZPTjHwya+zEcZiwEoySCgUdm+SXGVkAnSP3PNLTwGsWL/swzsKTFi9nSH2GugBPLT8YOtIRZ4Xezv7BWgIhm5wvYNiFgVfuOfOFRmqK6BfHxuE6TRui50AUoqFv5wu9gXXjaolEY2hIhbEbEXgLARJudt8KeKZL7bg7VoePrMMZYMuKgzrKHREuqDknNV/DvgMGIROlJnjQWK58zj3GFU0VX06JbqtWUxLffTQQbIjMhY0orjNTEjTLRLjhTN7QNLxiizPfxYChPIuT4Mlri42Al3Ar9mrzW10tws2vvlt+knEmIpAcARJuyTEMNQKK4sLoVS1dpDxootQeSEq4Ic0UGkOfQ6mwFJ1IuJVCzVxkSgjUIty8UcSonSXpSuTZDWKjaXID67ilpI96DONNUWOmwYBBderNTdqYigYvPRBeuDem3zlO1/UDWbdjTWfmhhYxDEMOIdzg2avOn9epKc16czingICDXHASenVDl/4chqGm1pGxzww0htbjDuWcLiNAws1u7eG52P50t+rrHtDP9jA13YRsw7O3ofmiSgqqtI1K3jTWdiOZjnTcY9LBkaMkRwDf5/2bT6j3bhx0WqrVxKFJzopB/dP8vEyEm2R1EGJNsjaIM1qUzBFp6oBjuYMACbdsdOWNyjcJODxL8b4sDqBeCaSmbzaScVQikBwBEm7JMaw6Ajbyxkkj9efwYEerRqjFSSWSlHCDN+Xux7uqPsAyhIZDW4oACTdLFUOxrESgFuFmEi+IZjKNaeazG3tDPdLIWAmoY0L51dwxiVboFoQVotrQzJpuIL3wOYi3Y/tOa9IrywbCF5F1aJi7ZeZoncbIjLAEeShR9qbnLyL0eo706WvvXjc9duoUGkOz1DDHLiICJNzc0Ko8L83nvUgu9Zma2kbqvQCOGCDb7lhzhXplw5sKqXxvenCSTvfb13MutRpCcPA4+uJJtWht/Ge2G+j/VkruMa5prLjy4jwVxYm6XkiUiXAzz+HQTccLvbp28dxll+rzODOO1OsudGdeEm7Z6MrrpGyWMJAMLH4RwOIc+q7HpoWqaZ6N9ByVCNRGgIRbhncIotpgTENkGwxq8GRsbL1I3fTQ5AtmTUK4VYuaC1qa1yAc1J+fFx8BEm7F1zFXmB4CtQg3b70rOTDieY2UgJJGUNIMsm5AenrJa6Rq+/b6O3fryEUQciaZKqkdG9tGaq9nGGRAZqFlXajdTBkJowIiMratPDQksg6kMJp4WSMKvmNnr05zLYXlkWYybqMxNC5yvK6sCJBwc0fziCjD89zcy8UpA7WBdIT7W44WUkfTfC7rZ+9b6SXTWDWcKhGljMhkEHp514ZKYw1Rx+AeExUx9s8CATnruUDglI1wg77l2QhnyLlLL1NzlrRkcRtwzAIiQMItO6WaGWOk/iXeP6u9a4sjKRxFZ9w1nvUXs1MNR06IAAm3hADWuhwPDrw8vbKxS2/oKMoKT0YY4LzNfLCEFQkGsK59pyPVcvGODRlx0IB8XXtPqZZZY2J7r4eVm/3sRYCEm726oWT2IVCLcMMzHcY0M3IJ5Bpqb7Vd36ieXXVYkx04MB7a3s1IY/vUGyhRtZRBMLJC9527Tl1ApOEeaJrUoP8udTukxlvghAk7YL9HgxEI9di892fC4QMvpzE0ECJ2IAJDECDh5s4NYaaNFqm90eyIqpC9H32wV3TsPKm7gxxLk3DDmJj/+cc6VE9Hv450S+Iw4YImuMe4oKXiyxjHibpeqJSRcAPWOsX7M93qnsdn0e5Vr5vPwXlJuGWnNC/hJu/QftlkIAXKIsCmgrqM1ezr2UnLkYlAeARIuIXHKnJPPDjEq9Eb1eAdLO3c/WGFlSLdoy4eoSPxXPDGCrs29ouOAAm36JjxivIiEES4eQkXiXoz0whWO0iWF1V3Vo7D/oQZo3yj1qutAns9CLfpC8cpFHDv3NmroyKyjnATecQRCPcmzid5RlbSGOrOvU1J7UCAhJsdeggjhTftEZwikTISdZxuWzVl0DhUJaIZfbeuPKRuWD4x9Ug0SdXkQnq7MDjX6sM9JimCvD4NBEi4pYFi9mNATzDYsxGBsAiQcAuLVPR+cEidsXCczrLitYvj3RXvqw3Ng/Zq2FGQSQ5pvPE3yRoUfVZeQQSyR4CEW4YYizc5pkAkgzc/rTl1vQg3yCAGX/yctndlhvBy6AwQIOGWAagcsrAIRCXcAAQOlL0d/UNIFvOQWViwCrYw7NmouRM3pTPggIctCkHnSbiB5GudN0ZH3t+4ok0Tf3k1GkPzQprzFAUBEm7uaNL7jgeCDe9X8nzHOyEizBrbBiOc82x47je2XaSf+UijBmfLUc0jcn3+57Fe7jF5oMw5ghCIk7UoaMysPi9rhFtWeHLcYiNAwi07/cr7aTXCzZxZ0nNXq0menZQcmQhER4CEW3TMQl0hL17oLPVa8DNqu+BB4s0XDWa+oWmEWvDIlFDjp90JkRfwxGxqa6ibDGmvieNFR4CEW3TMeEV5EahFuIFMQTFur2FNotxMkkUbw6rU9ywvuvauXHSYNGJASLurFrfkFmmGew3po9V5pdOd5plijMZQe+9pSmYnAiTc7NRLNamQJri/95yavnC89tCeenOzmnjdWP3Oh/c/fDZ/eWvuNYNkr4E3+NRbmtX6hbt1pLVfiQO3EB8qLfcYl7Xntuyw41y1pEWnKTy662RdiPU4CJJwi4MarykrAiTcstN8LcINZys0vLeK4zJ+F6fXavb17KTlyEQgPAIk3MJjFamnpBPARV7DqjeNk5njv56h7Xghg7c9Hl5s5USAhFs59c5Vx0OgFuGGg2O1lH1mHS/MXM8I53grL+9VMFTCoSaNaHAp3J6nAVbSWNYjfTSNoeX93nDl8RAg4RYPt3pdhWf6oe09qudIn45kR3YTaXDCmXprsya88m5IwbRtZbueG0Qb6sihmfLlLVMW83GPyQJVjhmEAL5fSG+GNGewo6Dh55semhx0ad0/J+FWdxVQAIcQIOGWnbLwftrQOFwHfuBnNHFaRrYAtAmzRlfKMcDGAgIOjY7L2emFIydHgIRbcgx9RzAJN/PQ5VdUG15Ratiw3FOMeAV3Ked4Rmor/bAk3Ep/CxCACAgEEW5I3YeI5qAmzg6IdMI/NnsRkFTRSVJJyupkz0WUAV4i8mh4aenp6K+L0ZfG0Dw0zDmKhAAJN3e1aVt9IDFIHdt/RvV1D2hC8N7NV+oUk7Y17FMjm0ZEjsDmHmObJsshj2nzQVajlpmj1dxll+Z2rkuCMgm3JOjx2rIhQMItO42bzse1nJb9HEdxbfv2nsJF7WeHNkfOEwESbhmgjYMXmibSPHXR4P340rrX9UsOPKLgCYWHRJ4Gt2pLljSYknIkA2g4pOUIkHCzXEEUzyoE0iLcJNIJi6tH5JFVoFosjHgxU0fxlERjaDzceFV5ESDhVl7dp71yXVdqY5eO0Dbrn2SdWQXzPbe6Qzt54B9+R/MSfUjFh89QVxSOLXEihLjHpH3XcLwwCEjKVvTNM2NBGNmC+pBwC0KInxOB3yJAwi27u0HOKHOWXKJt49XetaX+uRmhj/PDtpWHChe1nx3aHDlPBEi4ZYC2FMaGcQ7NrPMiXlB4wenad3rw5cKitAPIkTth5uhM0iDoOnEbu+h9kME9l9aQJNzSQpLjlAGBaoQbnnUwMM1Z3BIqws30jiWZY++dI3qyNSrAXuQGJaMx1HYNUT7bECDhZptG3JVHHHukzAFSW89YOE6fUV5a94ZOk2w27HeIhEuaAtM836CW3b4njqu5S4fWMkdE27OPHFH4X9Lyob5o1BIH3GPcvT9dllwbijd0qZbZY9Rtq6ZYGTVaDV8Sbi7feZQ9bwRIuGWLODLBvbqxa0g5Ju+M4uBgEm7iEBs1gAV2+Pbt3frcwUYEskKAhFvKyOJlYdOyX+pC2fgCo5kGVP3FfqZb5/dHQy79ifPGRk6bkbLYleHMCLy05oDxGWuUtGk0KKeFbPrjkHBLH1OOWFwE/Ag3POO/v3ivapk1Rt2wfGKolDKmQSqN2mDFRby+K6MHXTL8aQxNhh+vLh8CJNzKp/MsV7ztwUO6jhyiyGDYwtkDdVDwnmZG5sg5BrJcu+wyNWPheJ2dZcotzZqEQ39kQwnT9Hvl2tc1cYf58N7b1zNQcb4UQxnGgizH9p2pDBs1dTP3mDAaYZ+0EcD3qq/3XN1Lg8RZFwm3OKjxmrIiQMIte83jXRvBH3C68Ws4f7Q/3a1rvZlt/Z271Y0PtOnzTZiGc86WFQe1ow+aTQEwYeRnH3cQIOGWsq7MOmhinIvKtqcsUqTh5MUHL1JNbSP1C9ncD1+m4qYcwUMRxblRn6ahaYTq3Nk7+HPjcNV63dhQ0R+RFsDOiRAg4ZYIPl5cMgT8CDc8M/Hsv3vd9Ehernj2/uyRIyps3beSQW3FcmE03L/5hHrvxplWyOOaEDSGuqYxyltvBEi41VsDxZofBiZJ5SgOolghasfCqxyk2FVLWrQxC+cY/L7/ieOqv3cwDSScSUEs4F0OkXF4jwt6P/TWLpd5hUyTM5NE2yFdFCLhtiw/OMR4hjNSNQOcaIl7TLHuV1dWg5pCrp7dSbi5cpdRThsQIOFmgxb8ZZA6tTc9NDmUkAiQUefPa3IPJZ4k+j/UxexEBCIgQMItAlhhugrBhDBXvNggdQZeHFxqklay7fpGTZbhZQpRaVGbEI5mtB+KCaNQNxo9CaIimn1/Em7ZY8wZioOAl3AzHRbipGFy+aW9OFqtvhKzoHMZ1pv2GmkMTRtRjld0BEi4FV3D9V0fyC2868EjHD/rOmpvkWtmOQSdJvuxDp0yr2vvKf1+K9FotaLQ0G/TsgNqys3N6oYVrZXFIp0lSL6Zd43XGQFuXHGhVzqiho7tP60WrZ2uznQPqB8u2Rf43sg9pr73U1lnd/nsTsKtrHct1x0HARJucVDL5xq8o7dv7wlVukgcfxAUM7JphNqxulN17OpVKBnBRgTSRoCEW8qIFsEgJ2klNVH21stXnCg9/eB7plstWjddIcwXL3F4wRJvSXoSpHzzpTAcCbcUQOQQpUHAJNwQ3aw9ufeejl20Fwav3s6zTqalKYPSYVRBdLY3jUUZ1p7GGmkMhZMMVAAAIABJREFUTQNFjlEmBEi4lUnbdqwVZ5lX13ddsM/pOlUbuzTZJu+Eek9sGl41vSScNhEtd8/js4ZE/OOsc2z/GTX15qaqUeM63dPy15QaNkzvu11I+zRM1TSIcY+x4x5yWQrcdyCVYaMI2759yytDUrKGvc6GfiTcbNACZXAFARJu9moqSp11MyMdVuT93d5VUjIXESDhlrLWvKkzUh4+l+Fw2Fy/cLeeC/WEOnedUo2tF6mwIboipEk+4qVMpyBZeulgge4IXgi5LJqTaARIuPFGIALhETAJNyniiyjeuCkHpc7lOx+cFOllP7zE7BkHAegFdWVQexWRi9jD2KIjQGNodMx4RbkRIOFWbv3btHo540AmZHExjVR+tbkly0mtz5Decs7ilqp7qq4l9/692mETEXcg8GrVAeceY9Mdk78scHhDjUBJmxokwbaVgzUNJ147VtcoVOcHr0B6MZTWCJupAoSbq/XpSbgF3SX8nAj8FgESbnbfDXgWh3l2e0tESIYiV5/jdmuF0pFwS/keALGENBtm6oyUp8hlOKTyaN/erR9aeOF5bnVH5DBbs4gwiEjUB5CHoLyIyUtbLoviJIEIkHALhIgdiEAFAZNwk2dmkshdpG16ce3rOu0uDAZ3rJ6ma15m0fBch7c6UvsG1UXJYn6XxkQqKxzG0cRpxCX5bZGVxlBbNEE5XEGAhJsrmiq+nPLe5j3j4L0XdVC8pQewb4LIqOasibSSfd0DF0S/eZFE1pWjO0/qiDuUPMD81d6xuccU/z6stULU5IFj1I0PtOmzba1mOhdLP5y3QdqhhS17IaVEaqVWtVkrJNxs1g5lsw0BEm62aWSoPLXOCE8tP6hr1MKRwi8jHc4kUkvW7lVSOtcQIOGWssZczuNtQoED5P7NJ9Rtq6aorn2nFR5SyGsb1msMY5lYyIFUPAckdBe/I8UkPByzMiynrOJCD0fCrdDq5eJSRsAk3GBcamxrUHOXXarrXiZpIHeeWnFQjxM1sjjsvPJMRppf1x1Eaq3ZPGCHxUb6QQ/wdMbBfP7yVm30m7+ilQRlVCDf6k9jaEzgeFlpESDhVlrVW7dweW/zOp1U/r7sMu2QghaGhMD+2t8zEOndD+Tb7se79H7sF31UtD0GGPV29DHjQYhvA6Ifcd9J3figSAUhkGHb6NjZq2dAxBuyVMDoGrYWUBCxHEL0unYh4VZX+Dm5YwiQcLNbYdUyzUnNNtix79k4S23Fs96Tva0IWers1k55pSPhlrLuEcpqFppOefi6DCdeYEGHV69wJuEmDzpzDHgSIJIDDQW7UTQ7CqFXFzAKPikJt4IrmMtLFQGTcEs7pUzW9UBBRJk1UfCMLqLTA/QSl1T0S6GV6g1UssGKZgwtmfq43DogQMKtDqBzSl8EhFjzS9cEr3KkXca7HN6BQUIgQijt9MvyLumXSQBlCy69slE1toxWp08PRim53lDrDk4/zAYTrEmc9SQqLUxaMbPOPEaXlGIgjVuvb9SOxkG467qGG7oCozSDpa9fDxJu9cOeM7uHAAk3u3UmjhSQUs4qcMSAUwX+H9k4XM1Z0qLLJbXOGzPkjMLsa3br1mXpSLilrL20ja4pixd7uPV37tYPJTykwragaD88+M50D+jhdqzp1NEctz0ylaRbWIAz6EfCLQNQOWRhERDC7dBzJ2JFAdcCJss6l2JYwGEUBp226xv1YRReX0VyehBnkbhpPoVwi3t9YW/8mAsj4RYTOF5WWgRIuJVW9dYtHPspMp60zBx9wTkBZNyr67v0OWLUxSM0eRE1K0rYBcu+bJIhstdfu+wydeOfTHGWcBNSU0fU7zqpYABEi+rwGhbLIvUz7S8ggIPq7cJGUa0+veihVppIXV9w8d6aNQhdwJeEmwtaooy2IEDCzRZN+MuBswee/6j7KtH4eNbDIUeil1FOA89vb4CMnCPC1ICzGwVKZxsCJNxS1Ih43i1a+/bCRQoEkWd+MOLwi5eGIJIOD0e8WKB2UV/PgJqz5BLVc7gvs1RqKaq8cEORcCucSrmgDBEQwu2l/9ap0w7e++SVqc2WpaeVWSxYPKgheNGis8VogrUFeSr7KQ7pJZDyOKqzSWo3QcEGIuFWMIVyOZkjQMItc4g5QYoI4D0YqZpAyqHmWhbN711b9no4x7z7q7OdJ9yAm64H/0CbduaCI9TMu8brd2q2CxHwEmRhbBbrF+7WmXUQlVnNhlGL6MzyjJ6njkm45Yk253IdARJu9msQz+YDT5xQ7du7NemGaDYQbrr+6/KJCrU+0fye7xKtz3rt9uvZJQlJuKWoLTnwxTHspShGJkPFyWsbJ9pP0jOoYUp7R7LliwAJt3zx5mxuIyCE28++cEinU7p99eWpLUj2kyRe4oginjhv7AU1x8x0TzBeISVOQ/MItX/zcXXH6mmFcRgxCbc4jjAw2mij1woaudK4sUm4pYEixygTAiTcyqTtYqxVIuGS1rKthYa3fIOZ/vkjz13nPOFmOqtirWhIhTXjrvE8j/jcGF77S63oNVwuWR5qnQuDbBim45rL31wSbi5rj7LnjQAJt7wRjzcf9oTnH+tQE2aOVr2dZzXhJk7Fsqf6RTDDHoJnO4JF0k6JHW8lvKoICJBwS1GLMG4+91hHqlEOKYqXaCg8fJBHHg+nWk2/aO09pXo7zioUMI5j5DQLGRcpvVkiBeR0MQm3nIDmNIVAQAi3J/5kf+rETNzamQKsXC+e0UilgFpm8nz1O2hue/CQ6tg1mFoSz2+QdUERyjYrUowwMFTd+EB1T+ZqawjjJW3z+m2TjYSbbRqhPLYjQMLNdg1RvnogoAmVtotUy6zR6tWNXZpAwRkHdcEX/d0sNeEdF9VDrMRz+kVNod55QxPqzlyinlvdQWdUH5TFWVeyTATVQA4TnebN0oN7DOUvrlrSon626rBqbGvQkqTpaJf4BooxAAm3GKDxktIiQMLNHdVLaY6eI3069S/2UNhEEETS1z1QNZNakMOGOwhQUlsQcJ5w2/HyHnX/px7VeF595RXqS5/5mBp/cVNVfGv1/9GWZ9VnH/22vvavPn6f+v07btI/H/9Nj3r4C99QH//I+9QVU9uqjh10wLNF6XHkCBO9B8IRRlo0TZSdV7HJxyDPsjhr4DXBCJBwC8aIPYqPAJ53L339dfXOlZMviA4zVy+E27ff9YuaqWniIpbkOQgvLRiiZiwcpyPYkM8c6RRQswLeXn5GApB0W5a/pno6+nV+8wmzRmunCVebmWbKWxw5aE1Sn2Pu0mi1S4PGLfPnJNzKrH2uPQ4CJNzioMZrio6ApMIGyYZaXVNvbdZLxt+vfPcl6h0fnOAkBH5RUzD+oc1ddmnqtYKdBMlHaK/9RZyEpy8cr1OKeVuYrD1ehyvTxiHjFaG+Lwm3onwLuI48ECDhlgfK6cxhZrmJUpetyPb8dJDlKFERcJpwe629Qz38xW+qhz/xQU2EgTD7+a5X1adX3KdGjx70PDJbrf6n+/rU57+yQX3y/iX6EvkZ5B3GRRMCzjsuDHMowIgvaBEOX343kaRfqJbPHGnJnn3kiGpoGqFg2Hxp3Rtq+p3jYtdhg0cfDMUM5436lU7Wn4RbMvx4dTEQQM0MHNSCapqBcMOzceN7X8mkqH3c5yC8d+H8MPXmZv0MFm9e0U6tdWmi6f17tRELUc14Bne+gNznY3XaTFyL8arVvbDpDpA0U9iXw6aGxF7W13tOE66oKXrHmisGHUjYEiNAwi0xhBygZAiQcCuZwrncUAhgn+7YefKCCPyfrTqiTh4dUL/3aDb140IJl6CTn6EPax3ZNEKNah6hUHesVl2xBFM7fSmyM6BJ3UCp84e/+Z13w6QLRx9EFuJ6nAFxpsa4aDgLoxWhzg8JN6dvfQqfMwIk3HIGPMF0kukHQ0TZNyUyzmWH4wSw8dIMEHCacAMRdvDXR9Xype/R0HgJNS9etfqj7/ofbVUPfPgefdljX/++uvf3b1PjxzUNId/8dIB6OGd+M6AjIRCu6oIhMs69hGgL00MApBqMsMjTj5cAPNiQd75l9mjthRfFm8Arjxx0MR5wZcsHARJu+eDMWexFQDyi4DmNZxsIq2oNhNuRF3rUkx87oLKo3Wl62CJaDSkhwzRc17XnlLrtb6bqNaCZ6RXveXxWTRIJJCKeu2ZdFBgc8IzH3/F5EBkZRs6s+4jxqlZUnykD1rVp2QG9TqShvGNNcerZZY11mPFJuIVBiX2IwG8RIOHGu4EIhEfgl0/+Rv3/n/t1Juex8FJE76kdfXoG1P7NJ3RJhmppCtffuVs7Qbmc6js6OsFX+KX/1pkq1r6hejv6LiiH4a0B6DeD1PJBTfm26xoHHc3eciSWCEsSbsG6YQ8iUCQESLi5pU3smcjwE4Vwk2jmLOw6bqFHadNCwGnCbc26H2ochHBD6sc//+svqz9b9h41/5rZF2BUq/+MaZN9I9ye/seX9DjVottOHT2nvve+3erdfz9Dtcwek5ZerBznyT/9pZp0faOWreOFXtWxs1fN+/BE1Xp9o/qHP/2l+oN/mKMamkekIvuLXz+qdn39qMYU2LLlgwAIhIGBAXXu3Ll8JuQsRMBAACQR6mD+m/+7fmkM/79P/Uqd6RnQz7p9TxxT7/velVV1BGPozv/aoV7bely9+xu161vGUfT2zx5S7du7tZctyKA/fPZq32GAG4wLcPhAw540864J6toPT6z0R77y7/6bV9SMhePVzX8V3vsbz3lgAmMQ6qU0tTWoN/ee0gfY9z0+O7Vnfhx8gq7BPnLkhV6tS/x/Z8B9BbyP7Tutbvz4JD00jCxs6SEwbNgwhT2mr68vvUE5EhEoMAIjRoxQ+N6cPXu2wKvk0ohAOgiArHr8nlf1GdKl/fsbN/2iAgAi8qudVfAejnPY77x1RkkHtXxGwTl1/+bj6sYHBs9XaTWcjf/hzw5ccObF+PgM5+H/9W8uV5fferGeEmda2Cxwtg9y6MW5+ZUNb6p/Wf+mzvow7yODTsBio3DtPvPDHARCf3+/On/+fFoq4ThEoLAI4L0f3xXYytjsRwB7ZufO3khnAtkj8ni+Y190gT/g/Z7sXneecJv2tolDaq0FEW61+ntruN36u3MrJNy3vvdT9c2NWzTaX/nbj1cIvRf/y5vq5e8cVR/dMT+ZJhy4essn9mtD9Jt7Tupik2hXLBivJt3QrHb83WH1oW3zUlvFm7tPqt0/flP94rtH1fu+M0ddcuVglAYa5j7TPaCaJ1+YNjQ1ATgQESACuSOw58dvqq0Pv6bu/upsNXn+YE2OvNvf37ZLzf/oZHXJlWPUTz66R/3Bj6+p+azBcxHtji+m7xhweEe3OvJ8t37e+T0L8fmls8eqrX/9mnpt23EtB/air87f4Ysh+jdPGhX52YnrgMXsuy9Rt33mCv0M/s7dL6vZ775E3fTJqXmrKPR8wAWyQpd7fvKm1mW1hn7Q/W0PX6HXxUYEiAARIAJEgAi4hQDOJqjjNv+Pq2cnsGlFcr7Cu+73PvCKmjS/Wb37qxc6DUPmZz/frt7cc6rq57asC+epZ7/QrtNgXjJ7rD5TwU6w46tHUj1j4YyHsx1atfcG9Ok50qc/h23hx3+8R9sucJYN27Ae06EY48DRzpV7LOw62Y8IEAEiUCQEZN/x2pJrrRHPd+zFaLBFXf2BieqK28anDovMc8cXZmQyfpoCnzx5Ms3hSjeW84QbNJZGhJtfRJzUbps7Z3ol3WTH613q0a99Tz38F3+oUN8NaQnarm9Si76SfnSDbXcjIjle+K8dQ8TC2nGghkE4Cwx+8L+/qg/rt/715XpepG974v59atqt49S7Pl+/KBjbdJOWPEj5Bc8derqlhSjHiYKAPGPe9X+9XU1bMC7Kpan1/frv7FJ3fWWmmnR9k8LPtWRB5MEP7tutpt16sbruj9pSk8FvIFOuf/7vr2v5fvrvf6mfvXgGN7Y1qI4XejRuB7edqKwhLaEw//V/1FZZ596fdKmn/+Ov9Dz/+MVfqwX/4XKrvLRgIPnW772sbv0Pl6umyQ1631jyw3dUJRtx7+35SZe69/95R1qQcRwPAvi+4B8jqHlrEIFwCPA7Ew4n9iICQADfl6c/8yv1m8NnMnknzQJlyZLw3v92lfrWv35Zzbq7Rf3uJ97mO9Uvvvu62vm1DvXv/sc1+pyHcw7629Yg5z996ddaLLGRbLp/nz6j4uyKc2PUhrXu3dSlL8NZ7er/7TL9f/OkBo1XtQw7iCDAOR1z/vT/+KW2H4hNIaoMReyPKGpGLxRRs1xTFgjQTpYFqtmNiX0Sz/0P/zxaUAhsHk2TGvQ/tCxs3LJPmraV7JBINvKZM4N1S9niIeA04ZZmDbcrpg41liI95ee/skF98v4lav/Bw+oHm7erT6+4T53u6xtS0w15w29YPlFNmDU6ngYcugr5y7etPKRzmB948oSucYO0Yvj/xgfaMqldhzy6z63uUPduHkzrhtpwSJ2GlA7v2RD9wO4Q3HURlTXc6gI7J30LAakZVq+6CFJgV3J9BxVWR3q8db/7UqJ6lWGVv2npAViTVH/PgE6Tgz2n53CfmnHXeIX6bpAZdSVglMirxoeuFYf0kj3nFNIgVas7EnaNafaTHOzYO1B/TvBb8LkpGkNzz4b831+8V81Z3KKxY8sGAdZwywZXjlpcBFjDrbi65crSRwB7zMEtPWrbZw46U8ft+dWd6ti+M/r8hHNL46TB+sF+TWrxoraMrh/fPVB5P04fzfgjSo0zjIDzF9KdIzVj27xGnSYd7+/V0jnqGrpNw4dMjr9tfbBdv/+jSY3loy+e1DaJoHObeVatNXf8Fbt75ZgxY9Tp06fpaOuuCil5jgiwhluOYNdxKgTUwK7ROm+M6tx1KhP7xrYHB8uGTL25WS14JHypjzrCwqljIuA04fZae4d6+IvfVA9/4oMKhBkIuJ/velUTY6NHN+jfQZR96TMf09FoQf1NDCW6DbXbcN36H21VD3z4HuWNcIuJu5OX4cAL0g15zLeuPKRmLBynCzxnSTiKAXz+8sG86SD8YIx/ad0blZcpeQGJUhDTSQXkIDQJtxxA5hRVEag34SbPEiFpIE/79h61aO2F0bQwjJw6OqB2fq2zpvEgLXXj2XvgiRN6uJ6OPm2gEWIScsNAA5nwfPYaK9KSwTvOsb2n1aZlv9ROFygsD9zESWLR2umB9TGykgvj4iCLJodYkJSDpJvSEYGmw4aW+bEOdc/js3LDLsu12zo2CTdbNUO5bEWAhJutmqFcNiKAPebMG0qt/7f/rM9taTnD4vyA+q44X6XdQAY1tl6kbnooOAWmvBNftbhFO1qhyXnVKxfONSDk5izJPwIO58IJM0ZpkcRBVxzBfrB4n4L8OIe9srGrcr5GnZ2uvWfU7se7FByjTN2BlMR6QbTdvnqatkWgH/SyYNWUQL3I2d42x7C076U445Fwi4MarykrAiTcyqF52AuwXzQ0Ddd7WBZBHusX7lYNTSN0dLafnakcSJdjlU4TblDRjpf3qPs/9ajW1tVXXlEh1/C7l3AL6i8qNwk2EHcy1mcf/bb+2azhVo7bpL6rhKccPAAkiuKdD07Snn1yyH5lQ5fasaZTR3hU8wqs7wrcmZ2Emzu6KqKk9fb2Mb2Hga9E9foZNPAMwss+Ctjf5UPIZakfISZt8NQF6Qby79lVh3WUM4w8aDCW3PTgpNQMXlHwFKPUTSsnD4m8FtwwFjzEpZke5lHmYd9oCJBwi4YXexMBEm68B4hAeARkj/najTtDETFhR5azQzVyK+w4Zj85X+oIsAjR9evv3K0dhyRaDA6pJqmGMxmILJzFEP0VhsiLI3+taxAdgHf0tusatYMu3tslog3nrUPbu7VscJ7F+pG2C3KjSfYceceXcznWCcIT44izF/qHfffHvNcuu4xOVR7FkXBL++7neEVGgIRbkbV74dpknxabAWw/E2aMThyRJnuYN4ikXOiWZ7XOE27lUVV5VyqHbRzCb/ubqZpUAwmHVBKIokBkArwPvC8d5UUs/spJuMXHjlcmRwCevvByrZcXKsh7eNG+d+Ngulohbvw8aGFQQHvHvZeq6/8s3zSEIPp6O/utcjCQ9AuIfEbDc9lMNYzDJYwqMK6YPye/ay4cwZtOUnrI3/G7GM6g4y0rDmosb1jRmoU4HPMtBEi48VYgAtEQIOEWDS/2LjcCssf8+KN7dCqooFSDYdGSs6nXiSfs9X79JGoLn0VJoy6OaTiXdu48qfZvPq7uWD1NOzfJmRXvyyC7+nrPZZIKq9a65Z29mkOYGBonzByl+nrO6Wi3oztPqo6dvbpMBa7btrJdNbU1aLJw07IDvgZOEI/onyYJmkSfrl5Lws1VzVHueiBAwq0eqNdvTtMRWwI8YMeQUkdxJcNYcOS5Y800nSkILc2o/Lhy8bpsECDhlg2uHDVlBPDAa5k5uuKZpmvuvH+v9upDbl0Y6aO8sKQsXmGGI+FWGFU6uZB6E25+qX1g3Di2/7Qm9yVVIwgveDmh/d5/ukJNeucYJ/FOU2hgYtbkAJZIxQCjEJoYiSQKLsvntTedpKzTzyta5MpSnjRxdnksEm4ua4+y1wMBEm71QJ1zuoqA7DH/718d0ORTWnVR5GyaZq0VGNkkqiuKwyjWBadTrK2S1rtpuLpn4yxdJw2lHuA0Jg5GqA3XMmtMbpFdkqL73icHa6/7NaTrMtOiow/OkEd3ndRZCWCIxLt9y6xRat+m477pvkFYIsME+rPFR4CEW3zseGX5ECDhVi6dm6VGUOsdeylszkkdPUw7Bc4XPUf6mFqywLcWCbcCK7foSxNPA6wT3nw4eM9ddqnOh5tW3v6iY+hdHwm3smncrvXqIvC/GVAts8fk7pULJCQNjlmnQ0dALX9NqWHDdF0JkEpyALvzy9PVJbPGqGGjz9kFpAXSiLEHJCXwxO+IXMShsrejP7MiwdXSSZqQQM/iqS6GtLBpiSyA1lkRSLg5qzoKXicESLjVCXhO6yQCssfs/OZh9dK61xN7oQsIIMf6ugf02cVMR10NJK+TqLefOG3hTATjXdTzB8454gAGwx2iw9qub9T/S3pKOadi7jiRebh+/xPH9bVRWpgU3UH1ms3033SGioJ+9L4k3KJjxivKiwAJt3LpXvZROHa0P92tnT9Qew2/z116Wexa9RgD10s6aG+d+Svf36Jm3jU+kaMMyi1NmEmnFBvuWBJuNmiBMsRGQIyl8A7EAR3pJdCCwnLhFYiXgtsemZroYRZbcEsvJOFmqWJKIJYYIOBBjDQ4qPnQ3zNQIc/xufl72pDI/H6GDzwvUIeiqW2kar2+UXsRq/NK3fc/rtZi9Pf3py1OIcaDUUhS/mJBgq1pkBG94vMeEHG3NCdae7V0kuagkpIYqYtgSJt6c1NqqacSCV/wi0m4FVzBXF7qCJBwSx1SDlhgBGSPOfLycb23w5g1Ek6YM0clOluIkw5q1SL9NM4ytRreTft6BqrWsa1En62Zpp5afjAy4eaduxLp1jh8SDSYpD6PU8tNUl7iTCaZCsLcOlh7UDpPsy6bWX9Oxhd8IDdSkwu5GGZ+9omGAAm3aHixd7kRIOFWLv2LEy9WLeVOJEI7SmS6iZrs115btRlIgv7Y9+DwEscuIk4r9SrRUq67JHi1JNyCMWIPixHAQ8trpPVLC+ddgjyI4nj9WQxHYtFIuCWGkAPEQAAv369u6FIdL/RqAwkKvqMgfMeuwbB9NES/wXCCA0q1hoPR1gfb1dwPXxZY3wx1H0HuyYu8mafbb3z5vLFtpK45Ac+jsRNG6a4k3KorHTrZ98RxTZbOWXKJxlsOlcAR7dD2bv0/yLekz2R4e+tD6kPVvbJNchXGLr8afTFuY14SgAAJN94iRCAaAiTcouHF3uVGwNxjJC1h155T+lyZpJ4biCuQbPs3Hdc1w4OcOuG9jmwrIN2kvpqpGTj99Hae1ZkccLYEiZe0tT8zeI4yjXNS5wyZGeBgFKWJQyuuCRPVJ2P7ZYrwmxfj37B8om9GGjlv82wWRWPx+pJwi4cbryonAiTcyqd3cVyBzQK13rF/4xwQN/oaNpBXN3bp1M/V9kZEvmM+9KtWD7WaJoTQA9nWtfdUapH+5dN8eism4ZYelhzJEgTEmGvm2jfrC5mpKtLMx2/J8hOJQcItEXy8OAYC4j2Eg8FViyfoEbatPFQZCS/6ZmocefHHd/pnqw4PIddgcMC1CPWvlQbHz7tWPGprGRbQx6wXMXLkSC0nCbdoiofudqzuVO3buxUITKRpQoM3cxhjVrXZ5F4KY6TRBq+Ofn1vRU3nFG217C0IkHDjvUAEoiFAwi0aXuxdbgT89pgwKQ6roYbzwUtfRz2x354TfrB4nzaE6RriO3svqI8m5xCcK55/rEOndDIdgHD++ekDB/V5JwkJGEbTUhsGZx144yMLDIyEYRoiBEEaYo1hCDecj4/tO60dqqIaCL3yyBmdZ7MwmkrWh4RbMvx4dbkQIOFWLn1jtdre9MgRNWPhuIoNCHsrIudBwIVp2BexP8I2FeQYbGZ0wnkDTjRh54Es3gj6MPt3mDWwT3wESLjFx45XWoqAFJRGWjp4D8IzwUynIZ4JYuhNWvjSUhhiiUXCLRZsvCgBAmZBWkQmmeQahhWvYvxdiBkYDJDaEdFJ5ndbUuCIONW8j6QfjCZTb2nSaQLEGxrPjLCNhFtYpPz74SApOhVdJ4k4wyETKSzvfXIwKrJWkyg3mTcND/OgOcv+OQm3st8BXH9UBEi4RUWM/cuMgN8eA0NXnHpu8BJ/9pEjCv+jidFKUlKj/gpSTHrPmeaZFk5g6GMSR3gnhaHujjVXZJ4qEfPjnRjZI+DMFOW8AzmxtpfWvREY0YdxkYUC5yqsbdG66WW+DZ1aOwk3p9RFYeuMAAm3OivAkumjOvJIxDj2VGRxunEhKc4TAAAgAElEQVRF2xAH7mrLijoPxhF71txll2o7Ge3c9b9pSLjVXweUIAME5AULNdrwsDFfloY89DZ06fzwZtRKBuI4MyQJN2dUVRhBvakc5XdEnyICCl65KPwKryCQKeKhO2HWaB3NZqbKwQv/lJub1bXLLtM11xpbL/JNLYh+Z34zUKn5CEMKPI7QFjwyJTS2JNxCQ+Xb0Yw2RgccCqG3oPof1WaFIQzGpbA6RH+0Wuknk62QV5sIkHDj/UAEoiFAwi0aXuxdbgT89hivU1cYhHAN0pO3zBqjI7zMd0jTWWdk43DVMnuMdu6U5k0XJWkdzWwNSSPAwqzB7GM6sgWl7YbjEgyCIBpBFIatMSdpt4LGjyo7+2eLAAm3bPHl6MVCgIRbsfQZdzVRnbRhdzp/XmknY5wbwjgGQzbJ3BQ2Sg39YTNrbGtQt62aopDempHicbWc3nUk3NLDkiNZhEDFaH9Ls/bsg5Fecu5L8WuQbDCy93T216wLZdGyMheFhFvmEHMCDwI4tMBAIYcP+e7ipX3/5hM6/7Q6r/TnOr3P2jf0CCBl4HmLBvIN4fYwDMj3XMgchOJjLKnVJrmthdDD9XGJHhJuyW5nkGOvbHhTHyiP7TujPcjDkGbw1EYtFW+tPqRAmnpzU+g0TZhf7otkK+HVYRAg4RYGJfYhAr9FgIQb7wYiEB4Bvz3GTPEYNpId5xCkf0Kk1qalB3Tklmkgk8+REhKOX6YxzOuRLmdakGw46+BsGtbYFn7lwT2FCERarFqpLOGUiib11aR+XTXsEMHXMmu0wrqRNQIObzxXBevDlh4k3GzRBOVwAQESbi5oKXsZJbDjno2zQu13so+2P92tpt7aHLpuq1lzPsz5BXZtOKtL5H3Q/p09UpwBCJBw431QSATkBQdpI8HwwxCLuj7IpQ8vA2H7oz7ICgmWsSgSbkXXsH3r83oJ6fQ3O3tVG4q97jutSTSz1qL0b2y7SPV2nNUL6tpzSpPq+L5LEVrxCsLnpnePGB1uXz1NPwvkc3gzI0UQ6nKEbSTcwiJVu5+Zr9x7P0g6J5CqaKZezXSicYxq6UjPUcIiQMItLFLsRwQGESDhxjuBCIRHoNoeYzpaBo2GiDZE2st5UAgoM4oNZxZpOEcijeLUWy/WRi7090bpm8Y2OBdFSV0eJG+Uz3Xt2s6zNeeHR7yZ7goRejgXVyPpJLINcoT1wo8iM/tmiwAJt2zx5ejFQoCEW7H0mWQ1KIsBEiwoS46kW44baWbWjQ2SF/v3nMW/3a+xf2PvjmLbCpqDn0dHgIRbdMx4hSMIgOXHQxCedvBQRJ0meBXAgG++FPBh9FuFknBz5OYukJhBBgAQZC2zR1e8gfA7wuXRkG4ShwiQLVuWv6a/497Csl5Di1noVgh3kPHwUo56GCLhlv6NKMV+oVeQa9CREK46wvHrrys1bJhOF4pIN8lNHidtVPrSc8RaCJBw4/1BBKIhQMItGl7sXW4Equ0xfiSYH1KSAQGfSdpHOAH19Zy74Gwp15u1aOEYhDG8aRXRB5FlnbtOxU6ZnYZmsZb27T01s7p4PeKl7jmyRSAzDDz0cT7DWuXchbNz157TNOqloaScxyDhljPgnM5pBEi4Oa2+VIU39z9v9BlsGagdu2jtdJ3WEQ7hd6+bHioazitkmMw/uMaMpke5FbSwZ59UgeFgFyBAwo03RSkQ0GnrNnappkkNqq97oBIFw4fRUPWTcCvF18GqRUY9DMCYASJm+sLxun6bNJBuZ7oHhvzN7/vtnQ/GBURKYcx7Hg+XGkDmJOGW/q1k1hqBtzgIN3hk9/UMaEOWJlWXT9TP8u+/f2+lBqc2JD3TrVNAsdmJAAk3O/VCqexFgISbvbqhZPYhUG2PMQ1WOGN07jypo9HMhvMFos+QItHMqhC0SnESAumkHcg6+itknVwrffB7PWuceWsme9fmZ7ATQ97zj3WohuaLKjXt4DWPyD5vSs0gvPi5XQiQcLNLH5TGbgRIuNmtn7ylQ3AHmrd2PGxNiJbHOQPlT5JEf0v6SjgY12pI64w5TTtIVBtb3viVZT4SbmXRNNep60Qd2t6jkTDTeeBhhGiJoJDgMkBIwq0MWrZrjVkfBryeQX6EGxBB7QlvdFwQUiTcghCK/rlEHUq6SBBpiGTD372GKl1HZf8Z7a2NQy+imfkcj455XleQcMsLac5TFARIuBVFk1xHHghU22PMVNVS31ci2CCX/A0/w6knaspHOPsgAsybEttcM0g31KxdsGrqBY5heWCDOSSCr1o2h1qEnEka4ry8/4njSg1TqmXWmMh45bVezhOMAAm3YIzYgwgIAiTceC+YCEiZC/M8gc+FcMPPcExJ4gws+7Z3Dq8mkLoSthMz/XNQFilqMx8ESLjlgzNnsRiBWi9IFoudiWgk3DKBlYPWQCBKbY04QIqRQFIPYj5JRWkeioIOMn5zk3CLo5Hga3CARb1NRDCaEW+iQxnBPIRuWnYgcg2+YEnYI00ESLiliSbHKgMCJNzKoGWuMS0Equ0xYhSDlzmcc9q3d+u63iDJ4MyD8wPqniB1JFI/Fbneia5Jd/68TqHubXgf3r/5xJAsMN7zFn4Hjjh/vbT2DTX9rnEaRzY3ESDh5qbeKHV9ECDhVh/cbZ21Wv147LM9R/p0xLtZbz7uOvxqqeoMQB192klInJXhgCw17zEXbdxxEU/3OhJu6eLJ0RxEwGuQd3AJqYlMwi01KDlQSAS89SJCXhapm9TPgNePdz6E4Dc0Da9aEL7WRCTcIqkhVmch3EY2Dlf3PnlhOgXotmXmaG1Ai1qDL5ZAvCg2AiTcYkPHC0uKAAm3kiqey46FQLU9Rs4RINI6dp7UZJHZQLK9d+PMWHO6dpFgAcIRZ18Y66QFGedwfo4TAegaRmWSl4RbmbTNtSZFgIRbUgSLd72fHUucu5FZDfVbUf80SZPSSPdsnKVeXPu6HgolkpABCA4wOu3k2tcvsJNIliA4lbPVDwESbvXDnjNbhICf54BF4uUmCgm33KDmREZ6G69HTtrgyIED48ILKC1ihoRb2pq6cDzx2qpm5MEhc8eaTu2VXhaDWfaoZzMDCbdscOWoxUWAhFtxdcuVpY9ArT0GZ4VXN3ZpIxWIt9brG1X70936b2l4oKe/muxGRJopGOrQzMwBQSUWQFSa3vPZSciR80KAhFteSHOeIiBAwq0IWkx3DaZTt4yctjM5IulQtx5nF+zdI5tG6Ag6/B3OM69u6NJ2EG9ZDQkqSVJDLl20yjkaCbdy6p2r9iAgngN3rJ5W6pcJEm78auSJQFAB97RkEdJGxiPhlhay+YyD+6ShcbjvsxmHza0rD+kc6VFr8OUjPWcRBEi48V4gAtEQIOEWDS/2LjcCUfcYSUs9d+mlsbIcuIq2TqO59IDq7z03xAEt65rKruJVZLlJuBVZu1xb2giQcEsbUffH89s30ybcgJLYqmH38GveOvfok5edzX0tZrsCEm7Z4svRHUEADy94/HXs6lVlJt1IuDlywxZETLOuRtZLqubRm2ReRrglQS/da/EMH9k0PN1BOVqqCEQ1hqY6OQcjAg4iQMLNQaVR5LohEGePgRFr+sLxumZs2ZrXMz/rmsplw9eF9ZJwc0FLlNEWBEi42aIJe+TwRoaLI09azt2yUq/zOCLzJVIdTkNzllxygR2EhJsd9wkJNzv0QCksQQAef01tDWrBI1NiS/TU8oNqxl3jE+frjS1AggtJuCUAj5dGRgCGDpBui9ZNj3xt1At0cdnOfn1Z67yxUS/37U/CLRUYOUhJEIhjDC0JNFwmEfBFgIQbbwwiEB4B7jHhsULPbQ8e0hfIO28WXvnRJGLvvBEg4ZY34pzPZQRIuLmsvWxk99ZJy5LkQgkkOAc1NF+k5i67VG39y3bVMnuMun315b6LE1lQw62MTkXZaDz6qCTcomPGKwqMQFDB6KCli/dBkvQkyLeLSI2ptzQHTZf65yTcUoeUA9ZAIOn3rd7gknCrtwY4v0sI0BjqkrYoqw0IkHCzQQuUwRUEuMdE0xTO4C+te0On60ZKbjiM0jAXDUPXe5Nwc12DlD9PBEi45Ym2G3NJRNuitW/Xe2mWhBtsxI2TRlYcx5Hd50z3QFUyTezSaUfbuaEZe6Qk4WaPLiiJBQjoiJvtPeqmByepY/vOXBClhqLbM+8aXzV1mTxkr1rcErue0A+X7FONbQ1VvRWyhImEW5bocmwvAkEF2m1HjISb7RqifDYhQGOoTdqgLC4gQMLNBS1RRlsQ4B4TTRPyzoqrUP/l2VWH1X3PzIk2CHs7jQAJN6fVR+FzRoCEW86AOzId0jMjUAKOKyDFbNpLGble/5uIhFv9dUAJLEJAakqBMHt1Y5eas6RFzV/eqiWEF8H3F+9VTZMadJ23niN9atOyX+qXlOkLx+k+4i3Yel1jJMIMD+a26xpVxwu9Oh8vItzu3Xxl7siQcMsd8lJP6HqBdhJupb59ufiICNAYGhEwdi89AiTcSn8LEIAICHCPiQCW0RXGwr6eAdXQNEK9d+PMeIPwKicRIOHmpNoodJ0QIOFWJ+Atn1bsv7DfYh9taBqeS7mUMLCAcEMpFUS5sdUHARJu9cGds1qKgHj74YHZNq9Rdezs1aQbCmqDjMMDVefAHTZME27qvFKjLh6hP0cayWc/d1gTZlEINwlFxpwg9aSBcMPf8mwk3PJEm3MhmhNFX+cuu8xJMEi4Oak2Cl0nBGgMrRPwnNZZBEi4Oas6Cl4HBLjHxANd3l2n3tycqIZ5vNl5VT0RIOFWT/Q5t2sIkHBzTWP5yQt7LgIokCEtih04awlBuKExXXTWSFcfn4Rb/bDnzBYigFy321a26wclotxAsu1Y06klBfk1Y+F4de2yy9SW5a/pv81Zcol+uKLBc+CltW+ozp29VSPUQKhtfbBdhxwjzy+aRNWBeMDPNz7Qpp57rEMTfQhPRopLkHl5NBJueaBc7jnwYt/beVZHgLoe5k7Crdz3MlcfDQEaQ6Phxd5EgIQb7wEiEB4B7jHhsTJ7yntokvrj8WbmVfVGgIRbvTXA+V1CgISbS9rKX1ZkboId2CbCTYJJWMct//tBZiThVj/sObMDCIAgA0HQ09GnPRbEO8AsUrntwUOqfXu3Tj0Jcg7EGaLc/CLU/Gq86bpxz3QPCT3G317Z2KVaZg4W3zTTVmYJGwm3LNHl2EAAhxG021ZNUesX7tZENULdXWwk3FzUGmWuFwI0htYLec7rKgIk3FzVHOWuBwLcY+KjjvdOZGvRWVzYSoMACbfSqJoLTQEBEm4pgFjgISS1JGzBNz002ZqVrr9zt84mhWAOtvwRIOGWP+ac0UEEQHr1Humv1GrzLkE8GibMHKUWrJqqNi09oJomN+huNz04qRLNJoQbotsWrX27emndG+qVDW/q9JULHplSGRaE3k+WHlC9Hf1qZONwNeOu8ToqLutGwi1rhDm+EG5zl12qnlp+0OkQdxJuvJ+JQHgEaAwNjxV7EgEgQMKN9wERCI8A95jwWLEnEQACJNx4HxCB8AiQcAuPVRl7CuFmW7Q4bG+t88Y4W8LF9XuJhJvrGqT8ViCAKLcJs0ZVHmSvbOhS/T0DmlAzI3jkQQyhQbr1HO6r6nEAcq5rz2lNuiG6Din4sm4k3LJGmOMjqq1lFjb9QcLtvmfmOAsKCTdnVUfB64AAjaF1AJ1TOo0ACTen1Ufhc0aAe0zOgHM65xEg4ea8CrmAHBEg4ZYj2A5OJXbeBaum6LJAtjSznIvUbPXLxGaLvEWTg4Rb0TTK9ViFwA8W79OEGRqIBUkfCQIN0XBIFSm13KoJjms6d53ShBtIuM6dJzOr6UbCzarbp5DCoG4b7nmE2+PevvfJK51dJwk3Z1VHweuAAI2hdQCdUzqNAAk3p9VH4XNGgHtMzoBzOucRIOHmvAq5gBwRIOGWI9gOTiWZzJDFLMi+m+fytP15e486tvd0ZVrbSME88ch7LhJueSPO+UqFgKSaxKJBru3ffEI1tl6kc+TPWXKJGtk0PBCPA5tPqGdXHdaEHSKC8DCXWnKBF0fsQMItImDsHhkBEG5oCLcXIjnyIJZcQMLNEkVQDCcQoDHUCTVRSIsQIOFmkTIoivUIcI+xXkUU0DIESLhZphCKYzUCJNysVk/dhUNJoK59p1XrvLF1l8UUoP2ZbrVt5SH9Jzi8H4OM1zXmUq7IKiDqJAwJtzoBz2nLgcDzqzvV/ieO67DiA0+e0IuO6lEg3hIodIlUlajpllXhSxJu5bgv67VKuZcx/1WLW3JLlZrVekm4ZYUsxy0iAjSGFlGrXFOWCJBwyxJdjl00BLjHFE2jXE/WCJBwyxphjl8kBEi4FUmb5VmLaX9DAAfs0/gbIvHYskeAhFv2GHMGIqARgHcBHnB3r5seKrJNYOs50q92rO5UHTt7dWRcU1uDvv6mhyanjiwJt9QhdWJA3GNHd51U0xeOy1Rec8OHZw3Sqt6wojXTObMcnIRbluhy7KIhQGNo0TTK9WSNAAm3rBHm+EVCgHtMkbTJteSBAAm3PFDmHEVBgIRbUTRZvnVIhikQbhLxxjpu+dwHJNzywZmzEIHUEEAeXkTLTZw3Vo1qHqHmLr0sEoFXSxASbqmpyeqBQHwdeqZbh5VvWXGwIusdq6dlmnNaisliQhBurfPG6GhNVxsJN1c1R7nrgQCNofVAnXO6jAAJN5e1R9nzRoB7TN6Icz7XESDh5roGKX+eCJBwyxNtzpUmAuvv3K1aZo9Rt6++XA8LAi5q1rU05SnTWCTcyqRtrrUQCEiUEKKDju07o25fMy21XMEk3ApxiwQuAqlJd6zp1BGTiG5DQ6pSNUypLEk3k3DDnKhrmHVUXSAYCTqQcEsAHi8tHQI0hpZO5VxwQgRIuCUEkJeXCgHuMaVSNxebAgIk3FIAkUOUBgESbqVRdeEW+tSKX+k1CeGG3xtbL8okY1rhwEu4IBJuCQHk5UQgbwRQkPNM94AmS+CdkCZpQcItb23WZ75nP3dYF0wF2dZ2XaO66t4W1TJztMLfezr7M8vp/MMl+9T580r1dgySfGmSxfVAkoRbPVDnnK4iQGOoq5qj3PVCgIRbvZDnvC4iwD3GRa1R5noiQMKtnuhzbtcQIOHmmsYoryBwYPMJ/aM4uuP3Z1cdVu/ZMFPblNmyQ4CEW3bYcmQikDkC8E5IMy0fCbfMVWbFBCC+kE5yzpJLdG3Aqbc0a7lA5n7//XvVnCUtQ1I9gphD+lLUDozaMCauw6be/nS3uvGBNv0zGgm3qGiyPxFwFwEaQ93VHSWvDwIk3OqDO2d1EwHuMW7qjVLXDwESbvXDnjO7hwAJN/d0RomrI4DADddtcS7ol4SbC1qijESgCgIm4QZSBGkCr1rSMiTF5LG9p0PX5SLhFv5WA979PQOhsQ0/cvY9a22w4vGyaO3bK2tD5BvqBsID5p0rJ2sBG1tHhvKIQfrK3Y936Wg6jNnXe049tXywbhwKt7rcGOHmsvYoe94I0BiaN+Kcz3UESLi5rkHKnycC3GPyRJtzFQEBEm5F0CLXkBcCJNzyQprz5IHApqUHtNP93GWX5TFdaecg4VZa1XPhRUAAREhv51mdj1dqu7XOG6u9FdBAciCaKaz3Agm32ncF8JSwayGmEJo9d+llocgnG+45uU/u3Xxl1Yg1ELl9PQOV1JLrF+5WMxaO1zUDezv61MimEarnSJ9OZ/rqhi41467xVWuxbXvwkGrf3l1JfSrzk3Cz4W6gDEQgPwRoDM0Pa85UDARIuBVDj1xFPghwj8kHZ85SHARIuBVHl1xJ9giQcMseY86QHwKw0SEL1U0PDTrTs2WDAAm3bHDlqEQgFwReWvu6emndGzoSacKMUZp0Q30seCog1eSrG4+p9me69eeILgpqZSHcEPUH0ihKzmIhioS8xCaFaC0QT01tIyskZxDG9f4cEWe4b+598sqqooBYhNcLUku2Xt+oI9KQ4xlpJZFysr/3nJp6c7Mm0tDk/vKmnkQ6SZB1Zp1BwXHCzFFq0brp9YYj0fyMcEsEHy8uGQI0hpZM4VxuYgRIuCWGkAOUCAHuMSVSNpeaCgIk3FKBkYOUBAESbiVRdEmWqW2C615XcMJnyw4Bpwm347/pUX/+119Wv9j9WgWhSRNb1OrP/pm6YmqbL2o7Xt6j7v/Uo/qzq6+8Qn3pMx9T4y9u0r//aMuz6rOPflv//Fcfv0/9/h036Z8xz8Nf+Ib6+EfeV3Xc7FTEkYlAdQQkykp6tF7XqEBkvLqxq3LRVYtb9O9misBqI5aFcEMEFxoiA8M2ITdR+wyeIEjLCCJp4ryxOorQJJXCjlmPfiAK0RY8MqXm9NiEkaIUoeYgFYUcA1mJGmz4HeQZ6rLh/rphRat6ce3rmpQDOYeG+/O5xzqGkHsSdYl7NQr+9cAqaE4SbkEI8XMi8FsEaAzl3UAEoiFAwi0aXuxdbgS4x5Rb/1x9dARIuEXHjFeUFwESbuXVfRFXLo7xC1ZN0fY+tmwQKATh9mfL3qPmXzM7EKHX2jvUw1/8pnr4Ex/UxBkItp/velV9esV96nRfn/r8VzaoT96/RI8jP4OMQz80IeACJ2IHIpAjAiCPZiwcp7r2nlYNTcPVnCWXqK59p1VD43Ad3Ybftyx/TU2YOTowZLgshBvIMkS3CTFkqguEEJoZ/Ya/wQMEBBJCr29c0aZJJ0nL+PzqTnVoe7fveDneClWnkvp+c5deqjYt+2VochD3VufO3sD+P1i8T0dWStSbkLvVQtWBP/oGkX42YFdLBhJutmuI8tmEAI2hNmmDsriAAAk3F7REGW1BgHuMLZqgHK4gQMLNFU1RThsQIOFmgxYoQ5oIhHXET3POso1VKsINxNnBXx9Vy5e+R+vZJODw+/ofbVUPfPge/dljX/++uvf3b1PjxzUNId/KdoNwvW4hAE8FEELepiONVneolpmj1dwPI93kWN+FlYFwE28OAHDfM3OG4IDorS0rDir0MT8DoYYoLpBEHTt71aiLR6jGtoZKhBb6I9UiUjDmUXgUBFp/z4BO5YiG+RGFht+xBvm7LE6i1eT3WvXbTEAwz7aV7YGpH3Xa0pmjNUm5/s7dGoOZd43X6ST9vGZAuIH8ywOrLL/BJNyyRJdjFw0BGkOLplGuJ2sESLhljTDHLxIC3GOKpE2uJQ8ESLjlgTLnKAoCJNyKokmuQxCQUi9hMqERtXgIFIJwk5SSQekk16z7oUZJCDdJSYkIuRnTJvtGuD39jy/paxjdFu8G41V2IGCSTLUii9Ii3KoRf/VGY9vKQ6qno1+TUmhSj03kAkHUNq9R1yYDKXnbI1M1gYmUkSCfQBLh/wNPnriAMELKyVc2dql7Ns7yJT3TXDu8UTp29Vbmkkg0zOEXuSf15vq6z6qmtoZIkWVRdQlZkNYUG7g6f96XrCPhlubdwLGIgBsI0Bjqhp4opT0IkHCzRxeUxH4EuMfYryNKaBcCJNzs0gelsRsBEm5264fSxUNAl9o5f17bRdnSR8Bpws0LByLYfrB5+5C6bGYfEG7T3jZxSG021ICTlJTeGm63/u7cCgn3re/9VH1z4xY93Ff+9uOVFJZ48LIRAVcQ+Mcv/lr96ukTaskP3+Er8ogRI9S5c+fU+fPnYy+pr3tAPfGx/Tri6r6fXh17nLQv7NpzSv3w3+1R77j3Ul1nbO+mY2rWognquj8arPd45IUetflP9qv3fGu2+um/f03L3zJ7jJp0faP65//+hsYMZBYIt6f/46/UdX/UqiZdP1j/UdqG97yi/3bLf5iatvieef5Fy4G19PUMqF89/Rs17dZxWt5/+tKvK7L+Vq5/UbMWtVTWmqVwuMf+Zf0bqmlSg8ayoXnEBdOt/Vcvqt/7T1eoaQvGZSlK5mPDuIOG7wwbESACtREYNmyYwndmYGCAUBEBIhACAe4xIUBiFyLwFgLcY3grEIFoCMCp4+zZs9EuYm8iUFIEeCYrqeILvmyxgS78LzMusG1i6X19fQVHINvlWUm4nT7dp/7P1d9W/7D1ed/Vm4SX2QERaw9/4Rvq4x95n67R5m21Itz8asBJ7ba5c6ZX0k12vN6lHv3a99TDf/GHCvXdcFBhIwKuIIB0iE9+7ID6wJZ3+BIhuJ9BHiQhEH70h/u0lwRqyv3+N2ZqEiittutrnXrcf/230TwwQALu/FqnJqYW/+AqLc72zx5SHTt71Pu/P/i7YPOhn12jfwdB9/PHOvTPbdeNVfM+0hq4DBkD8l1+68WB/eN2+Pt3vqxr872y4c3KEHd+ebpqu65R4TOZH+v++WNH1L5Nx5R8HnfOsNdhLmD9e387LVXdh50/z34gqNFIIOSJOudyFQEYQ7HH9PcP1slkIwJEoDYCMO7gHw2ivFOIQDAC3GOCMWIPImAigNT42F+SONoSUSJQFgTSsJOVBSuu0y0EfvTBvdp26Wfv5DtIMl1aSbjFXVIQ4VarhpuXoMNYn//KBvXJ+5eo/QcP68i5T6+4T53u62NNt7gK4nV1R0BSS3pTKYpgSVNKIlXjpmW/VMgDvHXlITVsmFLv2TAztXVLasf5y1t1vTSzoY7Yqxu6LgiHRiTYTx84qLtOublZ3bBikDjD3zctPaDriGEsyWHsresWVXhJ79h6XWOlxlvUMWr1FzmBK+rKYd29Hf0ac9Ruw5qm3tKsAD4IOegcLem60lxDUcZiDbeiaJLryAMBpvvKA2XOUSQEmFKySNrkWrJGgHtM1ghz/KIhwJSSRdMo15MlAkwpmSW6HLueCMB+2dh6kbrpocn1FKOQcztNuO14eY9WikSngVD7+a5XNTE2enSD8qaYfK29Qz38xW+qhz/xQR0B5+1valii21C7Ddet/9FW9cCH71HeCLdC3hVcVKERQP2sm1ZOVtMXXpjOLwnhBmKna99p9dTyg5rcARGEmmlpET1CFrAbBYMAACAASURBVILI6tp7Si1aO72S4vFnqw6rvt5zujabzj98/rxCP7QDm0+o596KVLtjzTRNSkkz667te+K42rGmM7G8IMSef6xDHdt3RsvX2DpSy4aacEL2JbnBsJ5nVx2uyCm4Y3y051d3aiIODTXnpi8cr3o7+/X8bOkiQMItXTw5WrERoDG02Prl6tJHgIRb+phyxOIiwD2muLrlyrJBgIRbNrhy1GIiQMKtmHrlqpSCTbRz16lMggXKjq/ThBuIsBV/9Z/VkaODxuWrr7xiSP02v5puIOnu/9Sjvv3lZjAJNhB3aGZ9t2opLct+M3H9biAAD4bWeWN0ZJe3xSXcNKm1ukPduKKtQgaZ0W4myRUXJZPA+8HifTqKCwQWNoiX1r1xwbASxbftwUNqZNPwqh4bGKupbeTg9cOGpbLRgAR79nOHVeOkkaqhabjq6zmnSTBEpYGEC9OAH+qzNbY1DLkmaEMUQg5zpEV2hpG3jH1IuJVR61xzXARoDI2LHK8rKwIk3Mqqea47DgLcY+KgxmvKjAAJtzJrn2uPigAJt6iIsb8rCATZF11Zh41yOk242QgoZSICtiMAIggpCHUkmKfFIdwQbQWSB+2qxS06suv21Zfr3xFNVy19ZVScsBGAdFu0brqO4jq0vVsTWEgzCVKqc2evnn/qrc06wgyEHEjF9Qt3ayLQL6IPMkiKRvycVRrIqFggMhBrlWYSdSBMJ8wcVTVaTojOLNcSVXdF7U/Craia5bqyQIDG0CxQ5ZhFRoCEW5G1y7WljQD3mLQR5XhFR4CEW9E1zPWliQAJtzTR5Fg2IfDKhq5UMn3ZtCZbZCHhZosmKAcRyAkBswaYN9oqDuEGUg2pCyXKzCR64hJuII2aJjXoyDRpJtGE+msg2mReb+QYCDmsE5+DvLp385VDxvJCjU0GEWiYU8jCtNWBSLoZC8dVIgtBqOEfCEoQaHMWt1TSXZppP81oPsgEAnHu0sG6c9Xa+jt3q5bZYzJbS9rYuDoeCTdXNUe564EAjaH1QJ1zuowACTeXtUfZ80aAe0zeiHM+1xEg4ea6Bil/ngiQcMsTbc6VJwJiH2Z2rPRRJ+GWPqYckQhYj0C1wphRCTchvhDFhsi5vu4BNeOu8ZXoKy/JFBYYkEpt8xrVgkemVC7xRqptWnpAk1VTb24e0g8XSPrJ6XeOU8f2ndZRcUENJB9aGukv/ebyYo7f+7rP6kg8Id5AHKLeGurgCUkIMnD344PpKKWOXVDUICIOkc6SdduCtJ7scxJuyfDj1eVCgMbQcumbq02OAAm35BhyhPIgwD2mPLrmStNBgIRbOjhylHIgQMKtHHou4yqFcAsKUigjNknXTMItKYK8ngg4iIAQUt7IsKiEm/fhDAIOTSLnatWLQz/IAcLJbCIbotvw0Efzqwcnoc8LVk25YAwhpnAtotz86tXlrTZZF+rOIfWlN1JNasm1XjdWRwuKh4mQmlinrg236nBgxF7eayvrfCTcyqp5rjsOAjSGxkGN15QZARJuZdY+1x4VAe4xURFj/7IjQMKt7HcA1x8FARJuUdBiX5cQCOvU79KabJGVhJstmqAcRCBnBBAh1tA0QtdYw0P2lY1dasrvjFO7f/SGamwbqVMcmikd/cQLCj9G3TWMO/Ou8WrivLEXEGMgnUC43bRysgKx1N8zoECkYVzUmVu09u064kxSPr5348yKGJC5a9/pqlFcIPtQ1y0oGixP2BF5BsIMhCTWa8oGUvH5NUe1zN76axIdd/TFk2ritWPVTQ9NzlNszlUFARJuvDWIQHgEaAwNjxV7EgEgQMKN9wERCI8A95jwWLEnEQACJNx4HxCB8AiQcAuPFXu6h0DcUkDurTRfiUm45Ys3ZyMC1iAgUWPzl7dqcgs1zBqaRyh1Xqnz58+rURePUO96bFolWi0O4aaJvA1v6ki2Hk2gTa+MJ2QdxgXhBmIOMoHku3FFm3rusQ4dmQaybtOyA2rKzc2VVJVhQNRk34Yude+Tg1FytjSsEXIdePKEThPpraMHXFpmjh5CdgpRN7JxuE6P6b3GlrWVTQ4SbmXTONebBAEaQ5Ogx2vLiAAJtzJqnWuOiwD3mLjI8bqyIkDCraya57rjIEDCLQ5qvMYVBNbfuVvbXucsaXFFZCfkJOHmhJooJBHIBgGJQAMxhqg2EG83f3qKetv/0qh+svSATn3Ydt1Y1TSpQe3ffFz3MVNASlrHoAKbGP/779+rSbx3rpyso9KeX92po7kwHsg2UwakkkRNODVMaaJOnT+v7lhzRWDEXTYo1X9UYLN15SE15eYmboL1V0dFAhJuFimDoliPAI2h1quIAlqGAAk3yxRCcaxGgHuM1eqhcBYiQMLNQqVQJGsRIOFmrWooWAoImKWAEBiArFp08k8OLAm35BhyBCLgNAJILdnU1qCuurdFvfZkt05XODAwoAkxRL2ZzZvqEIRd565T6vbVlwdiIOPhwT194Xh1YPNxHbV27bLLNLkHUu+dD07SaSUljeSONZ2a5Lt73fTSkm2BwLJD3RAg4VY36DmxgwjQGOqg0ihyXREg4VZX+Dm5Ywhwj3FMYRS37giQcKu7CiiAQwiQcHNIWRQ1MgJSjmf6wnEK2bXmLr1UR7yxJUOAhFsy/Hg1EXAegcE0jiO0B8OoUaPU2bNnNeEmKSdBeIEU6znSp9q39+i6amhScww/hyHcULMMBF1v51nV131Wj4FUkiDX/JrMjz548LMRAdsQIOFmm0Yoj80I0Bhqs3Yom40IkHCzUSuUyVYEuMfYqhnKZSsCJNxs1QzlshEBEm42aoUypYUAbK/IqIWMZ7D/IhgijI03rfmLOg4Jt6JqlusiAjEQMAk3XG7WE0Mdtm0rDymkj8QDecuKgzoN5NSbm9WCR6bEmI2XEAG3ESDh5rb+KH2+CNAYmi/enM19BEi4ua9DriA/BLjH5Ic1ZyoGAiTciqFHriIfBEi45YMzZ6kfArD3IkgCbffjXeo9G2bWT5iCzEzCrSCK5DKIQBoIeAk3c0yQb08tP1hJ7dg2r1G1b+/WEW/VotTSkIljEAFbESDhZqtmKJeNCNAYaqNWKJPNCJBws1k7lM02BLjH2KYRymM7AiTcbNcQ5bMJARJuNmmDsmSJgNh97918Jcv6JASahFtCAHk5ESgSArUIN6xz24OHVMfOXjX1lmZd6w2RbiTbinQHcC1RECDhFgUt9i07AjSGlv0O4PqjIkDCLSpi7F9mBLjHlFn7XHscBEi4xUGN15QVARJuZdV8+daNLGbrF+5Wt6+ZplrnjS0fACmumIRbimByKCLgOgJBhBvWB48HPnhd1zTlTwMBEm5poMgxyoIAjaFl0TTXmRYCJNzSQpLjlAEB7jFl0DLXmCYCJNzSRJNjFR0BEm5F1zDXZyKw/s7dau6yy9ScJS0EJgECJNwSgMdLiUDREAhDuBVtzVwPEYiLAAm3uMjxujIiQGNoGbXONSdBgIRbEvR4bdkQ4B5TNo1zvUkRIOGWFEFeXyYESLiVSdtc61MrfqUmzBylbljRSjASIEDCLQF4vJQIFA0BEm5F0yjXkyUCJNyyRJdjFw0BGkOLplGuJ2sESLhljTDHLxIC3GOKpE2uJQ8ESLjlgTLnKAoCJNyKokmuIwwCL619XXXuOqVuX315mO7sUwUBEm68NYgAEaggQMKNNwMRCI8ACbfwWLEnEaAxlPcAEYiGAAm3aHixd7kR4B5Tbv1z9dERIOEWHTNeUV4ESLiVV/dlXPmBzSfUs6sOq/uemVPG5ae2ZhJuqUHJgYiA+wiQcHNfh1xBfgiQcMsPa87kPgI0hrqvQ64gXwRIuOWLN2dzGwHuMW7rj9LnjwAJt/wx54zuIkDCzV3dUfLoCHTuOqmeWn6QhFt06IZcQcItIYC8nAgUCQESbkXSJteSNQIk3LJGmOMXCQEaQ4ukTa4lDwRIuOWBMucoCgLcY4qiSa4jLwRIuOWFNOcpAgIk3IqgRa4hCgLfvuUVEm5RAPPpS8ItIYC8nAgUCQESbkXSJteSNQIk3LJGmOMXCQEaQ4ukTa4lDwRIuOWBMucoCgLcY4qiSa4jLwRIuOWFNOcpAgIk3IqgRa4hCgKblh5Qi9ZNj3IJ+3oQIOHGW4IIEIEKAiTceDMQgfAIkHALjxV7EgEaQ3kPEIFoCJBwi4YXe5cbAe4x5dY/Vx8dARJu0THjFeVFgIRbeXVf1pWjjtv0hePKuvxU1k3CLRUYOQgRKAYCJNyKoUeuIh8ESLjlgzNnKQYCNIYWQ49cRX4IkHDLD2vO5D4C3GPc1yFXkC8CJNzyxZuzuY0ACTe39UfpiUA9ECDhVg/UOScRsBQBEm6WKoZiWYkACTcr1UKhLEWAxlBLFUOxrEWAhJu1qqFgFiLAPcZCpVAkqxEg4Wa1eiicZQiQcLNMIRSHCDiAAAk3B5REEYlAXgiQcMsLac5TBARIuBVBi1xDXgjQGJoX0pynKAiQcCuKJrmOPBDgHpMHypyjSAiQcCuSNrmWrBEg4ZY1whyfCBQPARJuxdMpV0QEYiNAwi02dLywhAiQcCuh0rnk2AjQGBobOl5YUgRIuJVU8Vx2LAS4x8SCjReVGAESbiVWPpceGQESbpEh4wVEoPQIkHAr/S1AAIjAbxEg4ca7gQiER4CEW3is2JMI0BjKe4AIREOAhFs0vNi73Ahwjym3/rn66AiQcIuOGa8oLwIk3Mqre66cCMRFgIRbXOR4HREoIAIk3AqoVC4pMwRIuGUGLQcuIAI0hhZQqVxSpgiQcMsUXg5eMAS4xxRMoVxO5giQcMscYk5QIARIuBVImVwKEcgJARJuOQHNaYiACwiQcHNBS5TRFgRIuNmiCcrhAgI0hrqgJcpoEwIk3GzSBmWxHQHuMbZriPLZhgAJN9s0QnlsRoCEm83aoWxEwE4ESLjZqRdKRQTqggAJt7rAzkkdRYCEm6OKo9h1QYDG0LrAzkkdRoCEm8PKo+i5I8A9JnfIOaHjCJBwc1yBFD9XBEi45Qo3JyMChUCAhFsh1MhFEIF0ECDhlg6OHKUcCJBwK4eeucp0EKAxNB0cOUp5ECDhVh5dc6XJEeAekxxDjlAuBEi4lUvfXG0yBEi4JcOPVxOBMiJAwq2MWueaiUAVBEi48dYgAuERIOEWHiv2JAI0hvIeIALRECDhFg0v9i43Atxjyq1/rj46AiTcomPGK8qLAAm38uqeKycCcREg4RYXOV5HBAqIAAm3AiqVS8oMARJumUHLgQuIAI2hBVQql5QpAiTcMoWXgxcMAe4xBVMol5M5AiTcMoeYExQIARJuBVIml0IEckKAhFtOQHMaIuACAiTcXNASZbQFARJutmiCcriAAI2hLmiJMtqEAAk3m7RBWWxHgHuM7RqifLYhQMLNNo1QHpsRIOFms3YoGxGwEwESbnbqhVIRgbogQMKtLrBzUkcRIOHmqOIodl0QoDG0LrBzUocRIOHmsPIoeu4IcI/JHXJO6DgCJNwcVyDFzxUBEm65ws3JiEAhECDhVgg1chFEgAgQASJABIgAESACRIAIEAEiQASIABEgAkSACBABIkAEiAARIAL1QoCEW72Q57xEgAgQASJABIgAESACRIAIEAEiQASIABEgAkSACBABIkAEiAARIAKFQICEWyHUyEUQASJABIgAESACRIAIEAEiQASIABEgAkSACBABIkAEiAARIAJEgAjUCwESbvVCnvMSASJABIgAESACROB/tnf3MXuV9R3Az/5hnSGsVHmTEboXgfAWMgrRyliXYHmZa8qLIzKoAXEjpnYIS4iJhBJMjH+gtTZGI+osTLIwoGMbhqY6woQsDBlRYLxspsRhocWKyFjXP9zyO8t153quXvdLn/M8tc+5P/c/8PQ+b9fnXOc+5z7f+3cdAgQIECBAgAABAgQIECBAgAABAr0QELj1YjdqBIGZAtt/9Eqz7uZNzY6du9s3Tj1xafO5Wz/aLD7s0PbvPXv2Np/aeFfz0MNPtH/ffP2VzaqVy/dh/MLXtzTHH3tk9b2YOK3n2isuGjqNfUPgYBcoj4fY3i995vrmzNNOGGz6937wQnPdTRuqx1Oa6IGtjzUvvbyz+djVq2c0OY6jzfdsnfFvw465g93K9hEIgbJPl/359TfebD5+yxebp5/f3oKVx1M6f2y4495m/Y0fGpybkm5+DjvmyCXNxtvWNkuPOxo+gQUpMJ/nmPJ6LwGdv2JZ88l1VzaLFh2yIM1s9HQLzOc5pjw/rfnAyn2u26ZbX+sXmkD+HSW2vfz8n+R7fxwX62//RnP9tZfuc72VH4/OLQutd9jeUmDcfbKYPr7T37bhrnbWvM/P1fWcvUKAwHQICNymYz9r5ZQJxIX3yzteG4RgcaH86q7dg5sv8Xe8IhhIXzzXXrN6EDDkFxnDgoH8YkV4MGUdrGfNjWPgznu3NR/54EXtzck4fm69ffPgJn/09fWf3dysv2FN+yU0jo/Hn3pucDzlX3RrN27y461ndJozhQLxZfMrdz/YXHXpeW1Qls4Ft9y4pj2HpC+jZ59xUnsOKo+f/GZn+WOQ4Cynn0JiTe6ZwHyfY0qucT+W6hmv5vRMYD7PMeX5qfy7Z5SaMyUC8b3k2GPeMeMa7KgjlgyC5FHf+/MAofYDp/w7T3DGD3bzZU8JsWb2SGDcfbJ4f9PXtgx+rF4eP13uGfSIUVMIEJhAQOA2AZJJCCx0gfzCIdpS/oJtWCAw7KZN+hXcn135/uav7v92k26sLnQn208gBMoQuqxcGxYIjKpwi+WWlW+0CfRBoBaw5ZVrw25oxnFUVrilaS++8JwZFaZ9cNIGAklgrs8xuWztuCJPYCELzOU5pvYjQz+KWsi9w7bXBPKQbM/evRN9769VuNWOlzKMsAcILHSBWsCWj/A0qs/P9npuoZvZfgIEJhMQuE3mZCoCC1ogv/B+ZdfuGdU60bCyYic1tha45RcWp7xraftLN4Hbgu4eNr4QKAO18mZM7QtoOo4mGVJSRagu1yeB8niofTGt3dCsBQPlUF/hZPiiPvUWbQmBuT7H5Kqq2/SxvgnM5TkmXavFUGEx1PFvH//OocPo9c1Re6ZHIL/mqv1IsPa9f9LAzSgE09OPpqWltSrO/N7WqD4/2+u5abHVTgLTLiBwm/YeoP29FygvBGo3OScN3MrqA0Ox9L77TF0Da326vIG5v4FbjlgOvzd1wBrcO4EyTIvA7f5vfXfG86MmDdzK81M6Hg1f1LtuM7UNms9zjOq2qe1WvW74XJ5j8sA7/v+Z57c3nuHW6+4zdY0rf/Q06ff+Yc9wK48/gdvUdaleN7jsz7WRNob1+S7Xc71G1TgCBAYCAjedgUCPBWo39yf9pVuwDAsann5++z5qqnZ63JGmpGnDbu53rXAr+VQgTEmHmoJmls8HjSZ3qXCr3RgyfNEUdKQpaeJ8nmP8AGpKOtGUNXOuzzFlqOBHHVPWoXre3PIZ1HnAnJ5DHf82aYVbTFsbeaD2/N2e02peDwVq98lq11K1e2ddr+d6yKlJBAhUBARuugWBngoMq6Sp/YJtf5/hlsjc4Olp55nCZo266dL1GW4CtynsUFPQ5NqN0HRzZ7bPcKudn2oVc1PAq4k9E5jvc4xgumcdRnPaH/29umv3jGrprueYSat98BNYaAK1sC0FZpM8u31YhVvpEOt57IlnPZd6oXUQ2ztDYNSIM+UPY8vrq7m4nrM7CBCYDgGB23TsZ62cMoFxwz3kAduw4fGCbFwljsBtyjpWT5s7rh+Xx9OwIVjLYC590X3o4Seay1etaPXGHZs9JdasngkM+5FGNLM8nob1+WHD3+U3WWN5nhPas84zhc2Zz3NM7ZibQmJN7pnAfJ1j0neeiy88p1m1cvngfGXY4p51oClrzrgfXEzyvX+SwM13mCnrWD1t7rh+XB5P+fEzV9dzPaXVLAIECgGBmy5BoIcCceM/HghevuIB4WeedsLgC2YEAfEqh4Ms5z/myCXNxtvWNkuPO3rGIsdddPSQVpN6KJB+5bZj5+4Zrcuf6xEX39fdtKF9vxxKJX8vLWDYsRbvp/d6SKlJUyBQG14omn3+imWDSoRymrzP1+bPj7V0XknnJ8/XmYJO1fMmzuc5JuiG/Qik56ya11OB+T7HlMejc0xPO9IUNSsCgc33bJ3R4vy7e3ldlX/vL98rr+fy48VQklPUqXrc1HH3ydJ1VbqXln+/6Xo912NWTSNAoCIgcNMtCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECHQQELh1wDMrAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAYGbPkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgg4DArQOeWQkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgI3PQBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAh0EBG4d8MxKgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAQOCmDxAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDoICBw64BnVgIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQICN32AAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQAcBgVsHPLMSIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQELjpAwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQ6CAjcOuCZlQABAgQIECBAgAABAgQIECBAgAABAgQIECBAgIDATR8gQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0EFA4NYBz6wECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEBG76AAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIEOAgK3DnhmJUCAAAECBAgQIECAAAECBAgQIECAAAECBAgQICBw0wcIECBAgAABAgQI9Fzgga2PNY8/9VzzyXVXNosWHTKjtd/7wQvNpq9taT5360ebxYcduo/EqHnnmu0LX9/SbL5na3PqiUuHbs9cr3OS5Y0zmmQZC2Wa+Wxr7N94fezq1ftwvP7Gm83Hb/lis/aa1c2Zp50wr1x79uxtPrXxruahh59ozl+xrHpczOsGjFj4gTzefllttF4CBAgQIECAAAECfRUQuPV1z2oXAQIECBAgQIDARALpRv/Tz2+fEfRs/9ErzbqbNzWnn/xbE92Qz2/if+kz1895aBA34m/bcNeMNk26noUQuM1n0DNRRxgx0Wy3Le8Tsfg1H1g5CJvyfhfvHXPkkmbjbWubpccdPWNLyv2eLyNNmE/TNUCabVsnMT5YAreDOdSa7balz6sdO3e3uyI+G+JVhunlPoh+uP72bzTXX3tpc/QRSwZBZL4/h33OpH436efQJH3ENAQIECBAgAABAgQWsoDAbSHvPdtOgAABAgQIECDQWaAMPm6+/spm1crlzcEUuNVCkNi+f3zsqebqyy8YazDbm/ix4C7zjt2wbIIDtZ792aY0bZcQKoVuZ59xUtuv4pX63MUXnjP4t1jHdTdtaIOSVOEVJvd/67uDar+0rFhGqlYst21UqDVJ27u0dZLlD5vmQFa4dTXq0s5x83Y5DuIzYf1nNzfrb1jTBrd5mJb+jirCY495R7X/LDrkkDZwy/tq+hy89oqLBn012hB98fNfva9tztvetqhatTiurd4nQIAAAQIECBAg0DcBgVvf9qj2ECBAgAABAgQI7JdAutH/k5++0Sw5/LDmV5qmDThe/9mb+1S4lVUkaejDdKM6hqjLXxGevLzjtX0q0/IqpbTMtx9+2NBhFMcFBOWN9hTMRKAT4U3cxP/Oo//abtqj//JM+98U7NQCljS0Y2pLXjWVvzesKivNV1ZnjauUSfMln2HrKj3KUCvfT/k2pn19/oqzmm/e/+12dbWqsvj3ctvzYS7LyrUU0tY6Xi1wGxaq5P++Z+/e6hCLZTAVFscfe+SM4G7UEKG1bZxtW0ft3/y9ZHfnvdva1achJcvjKe+X5Xu1yr68LZP2y7Jvx747992nt9ZR5Rqv1N9r+6A81oZVF6bpLlhxVnP7l+8ZOUzqqOMtBbGxXeOGWh33ORDv/922f27eemtPc/mqFW0oF9v/0ss7231S66ux3nK56d/++oGHm1Ur39N8+a6/b9bf+KHqkLT79WFsYgIECBAgQIAAAQILXEDgtsB3oM0nQIAAAQIECBDoJpACjFjKn1xyXvOJT9/RDv33R+e9e0bg9squ3e3fKRhLgVzMF6FNPhzbqCHW0s31spJuVOA2bui2cTfaY/47vvngIFzKQ7b/eOnHM4adK6uqyhAoQsW4WR+vaMuru3ZXh9yMm/dbHnq0WX3+e9vnxpXLLfdaGULFfhm2rtgXG+64d3CTP9qf/o7l5s8Ci7beevvmtu2Lf/3Q9r28wqfWe/J5IpTIvVK4etQRS9qQoqwiKpdXhhjDQo0UYqR2lPslX24K2Vaeu6xakZRXOY07Ombb1lhuuQ/+ffuPm/N+73f32df/9uJLza8t+tU27IlXcot9kar8yiBx2z892fzO0ne2oVAK3265cU11qNZRfaV8ZmHqt2k74r9hEK8Ip8vqwzyQimnyv2vVhel4SJ8X7/v9ZSOrv0Ydb8+8uH3Qd8twrLZfa8FYvr3x//GKgG35spPb9uaB7bC+OSw0jmWlPpjC/XH9zfsECBAgQIAAAQIE+iwgcOvz3tU2AgQIECBAgACBsQJ54PbpT1zbbPrLLc33n/1hs+7DlzQbv3rf4BluWx95oq1Uyytt8vAs3XiOkKgM3MpKoNioUVVRtY0eVYU0SeD2+FPPDYKxPNyIdaWKqNqQcqOGuNuf4QdrYUDeznFD6dVCr7yCL1XplNuUhwWpkmntNatHPmOvrKDLlxlBaxlolVVmebuGBW61gCI3+snrXM1n7wAACt5JREFUb7TDSaahI/Nlpu37yAcvagO3fFnjnMu+Ndu2RmiZgsz8uXOjAsV8XeV+GjWk5Khl1o6Vcf1yXMVo/n4e5qbjI3mXy8ntY7vGBZ/jqh+/cveDbfPyisA85CzbXtv3YZH60d1/+53mD5af0UTfeuyJZ5urLj1v8Py22Ifj9l2qpEzDSeZVcvnny9gPXRMQIECAAAECBAgQ6KmAwK2nO1azCBAgQIAAAQIEJhPIA7d8KMkYXnL3T98YBG5x83vzPVurgVuEcCn8KAO3FMqloC4FZ/sbuNVCnPi3CGSimia/uV8bUjK/IZ6/H8soA7c8wCmDsHyIu5h31DB35bCAo4agrAVuo9aVKnfK0CkPGFJ1UwrE9idwGzZMY6ps3LFz94wONmx/HuwVbqOGpBzX1tqwkWUolSOVgVseKJaBWzlsZyxn1DGzP/2yFriVwzqm4zU/Vt6++LAZVX2lXV7tGNs7aeA27HhLnzm54bjjrVxn2qarLntfG7z9xXV/3A6XWxsOctIKt/IY29+Qd7JPZlMRIECAAAECBAgQWHgCAreFt89sMQECBAgQIECAwBwKlIHb4sMObYdZi3AtXul5TrOpcEvLjmdDpaq3uQjcYrtGVV2NC9xmW+FWDnE3qpKoHAZw3E35WrCXV1CV60qVRxEkbHvkyebPP3xJO3TlgahwG1VlVHbNcVVM+ZCHv4xnuI2rcJu0rWXV3dlnnDR4rlwymbTC7ZR3LW0r99KwneMq3EYNixnHc/kq21wOjVq+n8LdCGHjtWrl8va/B6LCLQ9+x33s1Y6xZHfqib/Z/Pee/2muvvyCtpLt81+9rzn+N45qdu3+2aCCbtJnuJXhZNquLj8iGNc27xMgQIAAAQIECBBYCAICt4Wwl2wjAQIECBAgQIDAvAnUAre8MisFbuUz3GKD4hlU8YrKuFTZExVu6cZzXqUTgVsKEvJp0rpGPcMtbnCnZy4liPxmf1kdlKp98pAvr3DLg50I0VKFW4QT+Xuxrgg+4hWVdLVpo2om2l8GG+XN/zIUKXdoLXArt6tcVxi8+MP/bJ8blkKQ8hlctWe4jRtSsvZsrie//8KM/ZzCoGhHtDU9v6xsVy3EKLcx5qn5lM/3SsvK113b1lheGoZw3PCKs23r4Yv/P8iK54DFK++P5Xan57HVnuGW9kXeZ9NxkkK7mlfuXLZh3PMCa4FbMqsZpyqxX/zif5sb/vSy9rlytX2WB3dl1emwD7Bxx1s5bGdUpsVnUi1IHBZq10L+fDjcdOzU+mr6fLr2iovaY2zY0J+1ytJ5+9C2YAIECBAgQIAAAQIHqYDA7SDdMTaLAAECBAgQIEDgwAjUArdYc7pJnQK3qEQqh0gsh3cr34/AK4ahW3fzpiaGIIwhFd971qnN3/zDI4NQbpLArRwuL7Yvf5Zcuvl/3U0bWrTL/vDc5uf/9dbg2V6jnv82rCIsQsG0vbGsCNziFQFcvBev95x5cvPzN9+qBm7xfl4Jc8qJS9t51t+wZhBY5Hu4DNzKIQVr6xoW4uX7IR/GctRzwsrelm97WKfALYKOctuGDZVZTpfvs7z6MdY9bKjAct/VqojyafL+mvZB/DcFcLWjajZtjeWkfh3/X1tvqhJNbbvz3m3t6vMwMPXZmP/lHa81ZQAX04dvDPF6yYXn7FM1F+9P0lfydtcq0/JjNNZ15uknzDArq+DS8obZj6voTPPn214eb6liMxnVjvu0nNpnTwpDywA+fV6UYV5tGM+YNn8m5bAANx9OM3+m34H5FLcWAgQIECBAgAABAgeHgMDt4NgPtoIAAQIECBAgQIAAgSkVmKQ6qBwmdBKqNHTg5atWVEPOSZZhGgIECBAgQIAAAQIECBCYTEDgNpmTqQgQIECAAAECBAgQIDBvAnmVWV5RlK+wNtRp/gy4cuNi+hiCMD3fbt423oIJECBAgAABAgQIECBAoBG46QQECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEOggI3DrgmZUAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQICAwE0fIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQINBBQODWAc+sBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBARu+gABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBDgICtw54ZiVAgAABAgQIECBAgAABAgQIECBAgAABAgQIECAgcNMHCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECHQQELh1wDMrAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAYGbPkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgg4DArQOeWQkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgI3PQBAgQIECBAgAABAgQIECBAgAABAgQIECB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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "layout = go.Layout(\n", " title='Diferencial de performance entre os ETFs desde ' + Begin,\n", " plot_bgcolor='#f5f5f5',\n", " paper_bgcolor='#f5f5f5',\n", " xaxis=dict(\n", " title='Nota: Subida a favor de IQQ0, descida a favor de IWDA',\n", " showgrid=True,\n", " titlefont=dict(size=12),\n", " ),\n", " yaxis=dict(\n", " title='',\n", " showgrid=True,\n", " zeroline=True, # Adicionar ou não a zero line\n", " tickformat=\".1%\" # tickformat=\".2%\" se quiseres mais casas decimais\n", " ))\n", "\n", "trace0 = go.Scatter(\n", " x = fundos.index,\n", " y = (round(((fundos.iloc[:, 1] / fundos.iloc[:, 0])- 1), 5)),\n", " name = 'Portfolio',\n", " line = dict(\n", " color = 'darkorchid',\n", " width = 1.3)\n", ")\n", "\n", "data = [trace0]\n", " \n", "fig = go.Figure(data=data, layout=layout)\n", "py.iplot(fig)" ] }, { "cell_type": "markdown", "metadata": { "kernel": "SoS" }, "source": [ "Este gráfico apresenta a diferença relativa (ao invés da absoluta) entre ambos os ETFs. Como já vimos acima a maior diferença entre os ETFs aconteceu no início de 2016, devido a uma grande diferença na dimensão do drawdown. Isso foi normalizado entre meados de 2016 e início de 2018." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "kernel": "SoS" }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# #### Returns ####\n", "returns = (fundos / fundos.shift(1)) - 1\n", "\n", "# Correlation Matrix\n", "fig, ax = plt.subplots()\n", "fig.set_size_inches(4, 4)\n", "\n", "sns.heatmap(returns.corr(), annot=True, cmap=\"coolwarm\", linewidths=.2, vmin = -1, cbar=False)\n", "plt.yticks(rotation=360)\n", "plt.title('Matrix de correlação dos retornos diários')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "kernel": "SoS" }, "outputs": [ { "data": { "text/markdown": [ "**Performance dos fundos desde 2013-02-12**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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IQQ010.88%13.38%0.81-28.65%0.38
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" ], "text/plain": [ " CAGR StdDev Sharpe Max DD MAR\n", "IWDA 11.99% 16.30% 0.74 -33.63% 0.36\n", "IQQ0 10.88% 13.38% 0.81 -28.65% 0.38" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print_title('Performance dos fundos desde ' + Begin)\n", "compute_performance_table(fundos)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "kernel": "SoS" }, "outputs": [ { "data": { "text/markdown": [ "**Performance a 12 meses**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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CAGRStdDevSharpeMax DDMAR
IWDA7.43%26.12%0.28-33.63%0.22
IQQ0-6.00%21.86%-0.27-28.65%-0.21
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" ], "text/plain": [ " CAGR StdDev Sharpe Max DD MAR\n", "IWDA 7.43% 26.12% 0.28 -33.63% 0.22\n", "IQQ0 -6.00% 21.86% -0.27 -28.65% -0.21" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print_title('Performance a 12 meses')\n", "fundos_1 = filter_by_date(fundos, years=1)\n", "compute_performance_table(fundos_1)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "kernel": "SoS" }, "outputs": [ { "data": { "text/markdown": [ "**Performance a 3 anos**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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CAGRStdDevSharpeMax DDMAR
IWDA9.44%18.52%0.51-33.63%0.28
IQQ06.06%15.13%0.40-28.65%0.21
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" ], "text/plain": [ " CAGR StdDev Sharpe Max DD MAR\n", "IWDA 9.44% 18.52% 0.51 -33.63% 0.28\n", "IQQ0 6.06% 15.13% 0.40 -28.65% 0.21" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print_title('Performance a 3 anos')\n", "fundos_3 = filter_by_date(fundos, years=3)\n", "compute_performance_table(fundos_3)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "kernel": "SoS" }, "outputs": [ { "data": { "text/markdown": [ "**Performance a 5 anos**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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CAGRStdDevSharpeMax DDMAR
IWDA9.08%16.81%0.54-33.63%0.27
IQQ06.69%13.55%0.49-28.65%0.23
\n", "
" ], "text/plain": [ " CAGR StdDev Sharpe Max DD MAR\n", "IWDA 9.08% 16.81% 0.54 -33.63% 0.27\n", "IQQ0 6.69% 13.55% 0.49 -28.65% 0.23" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print_title('Performance a 5 anos')\n", "fundos_5 = filter_by_date(fundos, years=5)\n", "compute_performance_table(fundos_5)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "kernel": "SoS" }, "outputs": [ { "data": { "image/png": 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is5R/viQNBlcDA64diCQpNoWk6GQaDqnGxW03ADi55hJBTwdmbZFZJLhYbWKSYxmwfRQf7JrE65U681qFl5gftpwB20dhAR4vVD1TP5vFRs+qXUi2J6dvu1c/b2cvfF196L9tBE8GNgDgxaBnWH56dRZVmLV+WHySeZP2k5Kc9tpcNuMQLbtWoP8nwQAc2nEtQ/vDu9IevzctmGe7lGfZzEMALJl+kHa9qtFvSkOq1SvC+sUnib2bRPTtJN6bFszOdecBWLfwBE3bl82q8rLcpiWnWfjRQVL/M5/ffHaUFl0eps+UehgGHNl5PUP7Y3tv4rA76PtJfZp1LMvqOccB6DKkJr0n16Pbh4/h7unM869XIi46mejbifT5pD67118EYMOiUzzZNihri8wGjVsEMXZmC8bObEHpcv5071srU1he900YF85GpT/+4bsTuLs7M+mrlvR4tzafTdoBwNoVxxkxtRl+AR6cPx3JhTNReHi6/E+G5cXrTnLqwu177ktMSqX/pJ9ZuPpE+jbDMBg2bQdj3qnLwgnNqVejCFfD49hx4BpPPFaMD958nOUbTmMYBvNWHafzs7lv0Qag42NNiYy7S/3Jr9Nseh+mt+3H7JcG8s6yj6k/+XXuJsbSoeZTGfq4OrkAEDzlTYKnvEnXkFEA9+yXzzMPBbzzUXtiN7rWfgaAQU1fZtyGeVlbaDZISkoFYOoXLzH1i5fuGZa/W36Ac6fD0x/v/DktI82Y25lX36zH9Mk/AvDt0lAmz2yHf35vzpy6ydnT4Xh6uua4sAx/8pYMPz8/HA4HUVFpJ7qffvqJJk2a8PPPPwOwZ88e6tWrB0CZMmUICQlh/vz5LFiwgJ9//pnNmzenH2vZsmV06dKFhQsX/t21PBDP/O483rN8+uPI09Ek3E5i28RDXNoVTkC5jP940dfiKVApHwDehTzSA/WdCzH4l/UBoEClfEQcv43N2YrDbmBPcWB1thIXkUBqkh2fop5ZVF3W2n51L/NPrEh/7DAclPEtwZHItJP6L+GHqRJQMVO/Vyu0Z935zUQl3knfdq9+yY4UnCw2XGzOJNtTKOARgJvNlYsxV/7hyrJHQGFPXh9eK/3xpVO3CaoSAECFRwsSFhqeoX3VukXo2C/tgiTqZjzeed0A6DbsMYqVSXsd2+0OnF2sOLvYsKc6SE224+Ri49b1OJISUylS0icrSssW/oU9eO2D31bPL5++Q5nK/gCUf7QAJ0MjMrTPX8QLu93A4TBIjE/B5pTxtLl23gkaPFcKHz83nJyt2FMNUpPtOP9nPpMTUylcMs8/X1gOcTosgkvnb9O0VcYgduLITU4eDc+w/dL529SoXRSAosV9uXwh7W/fzd2ZpIRUEhNTcXN3Yvm8g7zQuUrWFZFDHAgL59DJCNo2u/cFV1KKnZZPlKZH28rp285fjcbX242vvztOx4HruBuTRKmiPni4OZGQmEpCYirubk6s3nqOxrWK4+qSOz9oXha6mWGrZqc/TnXYKeqbn13njgCw4+xh6paunKFPlaIP4eHixg+9PuHHd6bzWMkKAPfsl5iSjLPNCTcnFxJTkijhVwhPF3eOXTuXRRVmn7OnbpKYmELfNxbRu/tCjh2+mmH/0UNXOH7kKs+2rpa+rV5wEO8ObQbAjWt3yeeXln88PFxITEghMSEFd3dnFszZRYdXHs+6Yv6CP30Pc+3atQkNDcXhcHDq1Cm6du3K1q1bAdi7d296YP49Z2dnOnfuzNq1awGIi4tj9+7d9OzZk9DQ0PQAnhMUeSQAy+/eCOMjE3H2cKZe/yp4+Llyau2lDO19Az25cSgSwzCIOpsWrg1H2kc7Fkvax7lObjZS4lNxcrVRqKof+z4L4+GWxTmx6hJlnizKoQVnOLzoDKlJ9qwrNAsk2pNISE3E3cmNQTV7ERK2HCy/fcSdkJqIp5N7hj6NitXjbnIMoRFHMh7sHv2S7EnsuRFK/xpvsujkt7QLasmqcz/QvVInXqv4Eq62jKta/3bV6xfNENIMfnuNubk7kRCXkqmPzWZlzrh9LJ52kBr1iwDg45c252eP3mLryrM0bh2Eq7sTVWoX5otRe2jRuTxrQsJo9MJDLJ52kKWfHiQpIfWfLzCLVa1XBJvTb68rw/htPl3dnUiIzzifru42om7GM6rrJhZNOUiD50ql74u5ncTJAxE81qR4ev9KtQoyd8wvNOtUjh8WnKRhq9Is//QwK2YeyZXz+d+WzT1I+1czfoIUdSuehZ/v5/X36mTYXuohP/Ztv4RhGJw4cpOoiHjsdgftulZj1uSdFCjszfXL0TxcqQA/bzjDp+O2ceLIzawsJ9uER8UzfeFB3n/9/uHBx8uVutWLZNh2JzqRAyfC6fB0OeaMeopdh66z6+A1alctzK07iSxae5I2TYPYtPsS5Urm5f3pO/li+ZH7PMO/V1xSArFJ8Xi5erC821iGrprFuVtXqf9QWoh7plJdPF0zvg/FJycyaeNCnprWm9cXjmdBl+HYrLZ79otPTmTV4W0senUkw9d8ybDmXflkyxI+adOXj1r3xsPFLctrziqubs606/wYk2e0490hTzFyyCpSU9M+sbsVEcucWdvpM/CpTP2cnKyMHvY9n0zYSIPGaZ9idu5Wh0/Gb6RQER+uXLpNxSpF+XH9cSaNWs/RQzlrEewvBeZffvmFo0ePUqFCBSpVqsSJEydwOBwcP36catWq3bOfv78/t2+nfZy0du1annzySVxdXWnWrBnLly//e6r4B7h4OlGomh8Ahar6cft8bIb9xesVwtndxrbxh7h+MJK8JbyxWC3w2/swqYl2nD3Srt5LBRemVu+KYIBnfjfCj9/GP8gHvzI+XN6dcYUwN/B3y8eYOoPYcmUHP13dleE+MXcnN+JSMt7i8mRgfaoGVGRsncGU9Amkb/Ue+Lr63Lff+otbGLX3Y8DC9fhwqvhX4NitE4RFnqJh0VrkZpbfXUQkJqTi4el8z3ZdBtZkxLymhEwOTQ9q+7ZcZsHHB+g5pg7evmkXFvWfKcWbo+qAYRBQ2JMToeE8VNmf0hX92fvjpXseOzex/u4smJSQivt/zeeWb87y8CP5eX/ukwz8LJj5E0JJSU67yD2w7SqPBBfFavvt36Rui5J0H/E4hmHgX8iTkwciKF3Jj1IV8vHLlpz1BvB3i41J4sqFO1R+pHCG7dt/PEf0nSSG91nP8nkH+emHM2xafYonnymLu6cLg99cw97tlyhdzh+bzUqxknkZPP5JWneuwoZVJ2nwVBlCd1/h9XfrsPjLA9lUXdb4OCSUTgPX8cybK4m6m0j3Dzfy+fIjrP7pPN9sOv2H/X29XQks5E2ZQF+cnazUq1GEY2cisVotDO3xGJP612fNT+fp9Ex5Zi45TJ9O1bkWEcf5q3ezoLqsVTRvfrb0+ZSQPetYtG8DXUJGMeipzqx+czLhMbe5FXsnQ/tT4ZeYv3c9AKfDLxMZd5dCPn737Td7+0qe++w9LBYLZyOu0qjsI/x8+gA7zh7OdLtHblKseD6aNK+AxWKhWHE/8vi4E3krLSNt3RjG3TsJvNdrKQvm7GLT+uOsW/XbLbhDRj7DgpU9mDhiHQkJyZQo5c+oyc/zUpdarFl5mCeblWfvrvO8M7AJX3++I7tKvKc//VnMY489xueff46XlxcNGjTAYrFQpUoVtmzZQmBgIM7O937Tvnr1KgULFgTSbsew2Wy8+uqrJCYmcuPGDV577TWs1pz3Yx1+QT7cPBxFYO0C3Dp5lzxFPDLsv30+Gr+HfKjcvgy3z8cQF54AgG+gFxEn7hBQzpebR6Iy3cpxesMVHnmtHOe3XgerBQyD1MTctcLs65qHkbXf47PD8zh0K+1+z3N3L1LJrxxHIk/wSP7KHL4VlqHPwB2j0/97bJ3BfHpoDneS7v5hv1ZlmvJR6CyaFn+Cu0RjwYKbLfde2QMUK+PLyYPhlK2an2N7bxBUNSDD/t0bLnL7VgLNOpTDxdWGxQpWm4XdGy+ybfU5+n3UAM88LpmOu2n5aboMrMnP35/D29cVwzD+J1ZEi5bx4fShCB6qEsDxvTd5qKp/hv0eXs5Y/7PC7+Htgt3uwGFPu5A7GRpB05fufb/3lhVn6fRedbavuYC31fI/MZ/HDtygyqNFMm1/tm1Fnm2bdhvWptWnuHLxDo1bBHHiyE3KVylItz61OB0WwY0r0Rn6/bDyBI1bpN2OYDgACyQmZv5EJTd5p1Pm73d8s+k056/c5fnGD/1h/6IFvYlPTOXitWiKF87D/mM3eaHJb/0i7yRw4Vo0PdpU5qtvj2K1WbBYICExd70283vnY0OvqfRcMonNJ38B4OmKdegaMprrd28xtU0/1h3bmaFP19rPUKlwad5aPJFCPv7kcfPk+t1I3g5uY9qvb6P2dJ47nB71WhEecxur1YrXf61e5yZrVx7m3Jlw+g5uyq3wGOLjkvDz9wKgdYeatO5QE4B1qw5z8XwkzZ6tzA+rjxBxM4aOr9bGzc0Zi9WSIft9v+IgzZ5N+/Kpw2FgsUBiQs76W//TgdnLywsXFxd27NjByy+/DED9+vX54osvaNmy5T37JCcnM2/ePHr06MHJkyex2+0sXbo0fX+XLl3YsmULjRo1esAy/n6V25YmdM5Jzm2+hrOHLf3XLH75/ATlny+BVwEPjn97gdPrL+Ps4UT1LmlvmpXalebA3FMcS3XgXciTIjV/CzOX94RTqIofTq42itQMYO/M41gs8Ogb5e85hn+rNg89i5ezJ+3KPke7ss8BMPvIfLpX6oSz1cblmGvsuLYXgL7VexAStpyIhMh7HuuLowvpVfXVTP0A6hd5nD03DpBkT2b7tT0MeKQnBgYTfvn0ny8yG734RmVCJu/n29SjFArMQ436afeAzhm7l5ZdK1KtXhG+nvALE3tvxW530OatqthsVpZMP0i+/B589kHayf6hKgE8+0raPXr7Nl+mcq1CuLg5UaNhUT4fsQeLFV4bmjPvJfs7tepRiUUfHSA19TgFA72pVi8t8M0bv58WXR4m+IUyLJgUypQ+27CnOnima3lc3dNOneFXYvEr5JHpmPu3XKHi4wVxcXOiWv0izBm1D4vVQpchufuXMq5evEPB330xb+sPZ0iMT8l0P/OvChXzYf6sX/h2wWE8vV14e0j99H3xsckcCb3OgNFp7w++fu4M6PY9zVvnzi+p/Vl3YpIYNnUH04Y8cc/9Ls42Rr9dh3cn/oyBQbVy+WlYs1j6/plLDvN6m7R7d9s3L8drwzZSKMCTciXzZcn4s8rgpi+T18ObYc27Mqx5VwAmb1rI2rc+Ij45kS2nQll3bBcAX7/8PkNXzeLLHauY+/IwtvWbhYFB15DR2B12Todfvmc/gLaPNOb7I9tJSEliWeiPLHltNA7DQbsvhmVL3Vnh6VZVGPv+at7qEoLFAgM+eJotG8NIiE/m2RfufbdB/UZlGffBGnp2nY891U6vdxvj6pp2Ho2LTeLA/ksMH5+WF/L5e/JWlxCeezHzxWN2shj//Zsq/+XKlSv07duXpUuXMn36dPbs2UNISAgAt2/fpnbt2mzatIkiRYpw5coVnn32WSpUSFuqT01N5ZlnnqF9+/aMGjWKwMBAOnfunH7stWvXsnz5cr766ivTQQ7a2f1vKFXG1p5Ni+86Zfcwco3VLUPYenVIdg8j12hYZDQbLg3I7mHkCk0Cx3PqzqTsHkauEeT7Lsbpsdk9jFzD8tAgLG/k/ovxrGDM3A3Azfi52TuQXKKAxyv33feHK8xFixZNXxXu2bMnPXv2TN+XN29ewsLCMrQNDQ2953GGDh2aaVvz5s1p3rz5Hw1BRERERCTb5Lybh0VEREREchAFZhEREREREwrMIiIiIiImFJhFREREREwoMIuIiIiImFBgFhERERExocAsIiIiImJCgVlERERExIQCs4iIiIiICQVmERERERETCswiIiIiIiYUmEVERERETCgwi4iIiIiYUGAWERERETGhwCwiIiIiYkKBWURERETEhAKziIiIiIgJBWYRERERERMKzCIiIiIiJhSYRURERERMKDCLiIiIiJhQYBYRERERMaHALCIiIiJiQoFZRERERMSEArOIiIiIiAkFZigFZLAAAB9JSURBVBEREREREwrMIiIiIiImFJhFREREREwoMIuIiIiImFBgFhERERExocAsIiIiImJCgVlERERExIQCs4iIiIiICQVmERERERETCswiIiIiIiYUmEVERERETCgwi4iIiIiYUGAWERERETGhwCwiIiIiYkKBWURERETEhAKziIiIiIgJBWYRERERERMWwzCM7B6EiIiIiEhO5ZTdA/gzdl7/ILuHkCvULjQcj8HB2T2MXCN+zBYG7eye3cPINcbWns2my4Oyexi5QuNiY0myr8vuYeQarrZmGGzJ7mHkGhaC8R39VHYPI1e4M+QHABzb+2XzSHIHa93J99+XheMQEREREfnXUWAWERERETGhwCwiIiIiYkKBWURERETEhAKziIiIiIgJBWYRERERERMKzCIiIiIiJhSYRURERERMKDCLiIiIiJhQYBYRERERMaHALCIiIiJiQoFZRERERMSEArOIiIiIiAkFZhEREREREwrMIiIiIiImFJhFREREREwoMIuIiIiImFBgFhERERExocAsIiIiImJCgVlERERExIQCs4iIiIiICQVmERERERETCswiIiIiIiYUmEVERERETCgwi4iIiIiYUGAWERERETGhwCwiIiIiYkKBWURERETEhAKziIiIiIgJBWYRERERERMKzCIiIiIiJhSYRURERERMKDCLiIiIiJhQYBYRERERMaHALCIiIiJiQoFZRERERMSEArOIiIiIiAkFZhEREREREwrMIiIiIiImFJhFREREREwoMIuIiIiImFBgFhEREREx4ZTdA8hpUpLtfDl+DxHX4nD3dKLjO49QsKh3+v5zJyJZ/OkBMMAnnxvdh9TC5mRhzqR93Lgcg9Vq4dUBj5K/iDdH9lzn2zlH8MvvwRsf1sFqtRDy8X6atS2LfyGvbKzyn+VktfHZC+9RPG9BXG3OjN8ynzZVG1HAKx8AxfMWZO/l47y8eGSGfrt6zuZuYhwAF29fp8eKCZTKV5jZrQdiYHD85nneWfUJhmEw7bm+VCpYmtl7vmPhgQ3kcfVkyrO9eXXZmCyvNytEnY3m6LJz1B9Ylb0zj5N4NxmA+FuJ5Cudh0ffKJ/e1nAYHAw5zd3LsVidrFTvUhavAu7cuRTLga9PYbVZ8CrgQfUuQVisFkLnnuLu5VhKPVGY4nUKkhKfysGQ09Ts8XB2lfuPOx8WxXefH+Wdj+oTfjWWkAn7sVigUIk8tH27KlarJb3trh8usueHi0Da+eHK2buMXdac2LvJ9+y3cEooV8/epf6zpXisSXESYlNYMu0grwyqmV3lZgm73cHw9xdz4UIEVquFkaM7UCzQP0ObhIRkerw2k+Ej21GyVAEAoqJi6dzhY1Z8NwBXV2du3LhD/75zsdmsjJ/UmQIFfFm96hdsTlaaNa+eHaVluZQUO0MGz+Pq1UiSk1N4443mPNGoSvr+zZsPM+PTNdicrLzwQm3atKmH3e5g2ND5nD9/A5vNypixLxMYGMC2n48xdeoqChXOx8cfd8NqtTJixCK6dn2SokX9TUbx7+ZktfFpi74U8ymIq5Mzk7YvZN/VMKY+3QdfNy+sFiuvr5rIhTvXM/WtUbgsw594lRbz3wPgy+cGUcArLwCBPgXYd/UEr64cy5Rmb1OxQCm+3L+axUc2kcfVg4lP9aTHqglZWmt2OHL+DuOXHMcwDPx9XJnQrRquzrb0/WMWHePE5bsA3LqbhLeHM0uG1OW7nVf46oezeLs781ydorSuF0hcYipvTdtHYrKd4Z0rU7ZYHvafjiL0dBTdmpfJrhIzUWD+Lz+tPoubuxPDZj7J9UvRzP9kP+9ObAiAYRjMnbiPt4bXoUBRb35afZZbN+O4fjEagCHTG3PiwE0WzThI79H12Pzdad6d2JBv5x7l8tk7WG0W3D2dcnVYBmhf9Umi4qN5bdlY8rnnYVev2ZSd0A4AXzcv1r82hQFrPs3Qx9XJGYCmX/TJsH38028yfOOXbDt/iKkt+/DMw3XYfv4w+b3yEjyrJ+te/YiFBzbwbsMOTP55YdYUmMVOrb3EpZ3h2FzTPhD6NRwnx6WwbfwhKrUvnaH9tdBb2FMcNBxanaiz0RxZfJZavSsS9t0FHn62OAWr+LFvVhg3DkeSr4wPSdHJNBxSjW0TDlG8TkFOrrlE0NOBWV5nVtm45BR7N17CxS3t5P7NZ4d5pkt5gqoGsOjjAxzeeY2qdYukt6/1VHFqPVUcgCVTD1KraQk8vFyYN/6XTP3KVPIn5nYS/aY2ZOq723isSXF+WHSSJu2CsqXWrPTTlqMAzFvQm317TzNx/Eqmfvpa+v5jRy8xcvgybt64k75tx/YwPvloNZGRMenbNqw/QJeuT2AAG9YfpE27OmzdcpSJH72cZbVkt1Wr9uDr68mEiV24fTuW51uNTg/MKSl2xo1dxrLlA3F3d6VD+4kEB1fm0KHzACxa/B579pxk3NhlzJj5JgsX/sSXX/Vm2tTvOXHiCjabDS8v91wdlgHaVmxEVEIMPVZNJK+7Nz+/OoNtFw6y9OhmVob9TL3iVQjyL5YpML/9+Iu0rdSI+JTE9G2vrhwLgI+bF6s7TmDwplnkdfcmv2demsztw/cdx7P4yCb61G7Hx7uWZGmd2cEwDN7/+jAfv1GD4gU8WfbzJa5FJlCy4G/ZZnD7CgCkpDroOG4nI1+uzO2YZD759iTffFCPPB7OdJ28m1oP+3Ps4l2CqxagZpAfK7ZdYlD7CoRsPM/4blWzq8R7+tO3ZFy5coU2bdoAMG/ePF588UU6duxIp06d+Omnn9LbRUZG0r9/f9q0aUOHDh3o168fERERACQmJtKrVy86dOhAt27diIqK+pvLeXDXLkZT6bHCABQKzJMehgFuXI7By8eFDctPMa73j8TFJFMoMA/V6xXllX5pq0e3bsbjk9cVAFd3J5ISU0lKSMXVzcbahWE0b597V+1+9c3RrYzY+FX641SHPf2/hzbuwsxd33IjJuO/feWCZXB3dmVVlwmsfXUyNYulzVO1wkFsO38IgA2n9hJcpgaJqck4W51wc3IhKTWZ4nkL4unixvGbF/754rKBZ353Hu9ZPtP2sJUXKd24CO6+rhm2R56+S4FKaav5+Urn4faFtDDiG+hFclwqhmGQkmjHYrNic7bisBvYUxxYna3ERSSQmmTHp6jnP19YNvEv5Em3Dx9Pf3zp1B0eqpIWHsrXLMDJ0Ih79rt48jbXL0RTt0XJ+/ZzdrFhT3WQmmzHycXKretxJCemUrikzz9cVfZ7onFl3h/eFoBr127j5++dYX9yciofT+1KyVL507dZrVZmf/UmPj4e6ds8PFxJSEgmIT4Zd3cX5s3dykud6mOxWPhf0bRpdd7u/Wz6Y5vtt5W7c2evExgYgI+PJy4uTtSoUZr9v5yhceOqjBj5EgDXrkXh558HAA9PVxISkkhISMbd3ZXPZ6+nW7ensragbLAy7GdG//R1+mO7w85jxSpQxNuflR3G8WLFYLZfPJSp34Xb1+m0fMQ9jzm4fidm7/uOm7FRJKUm42Sz4ebkQmJqCsV9CuDp7EZYxMV/rKac4sLNOHw9nZm36Rydxu/kblxyhrD8ewt+vEDtCgEEFc3D5Yg4Hg7Mg6+XC1arhYolfDl49jaerk4kJNlJSLbj7urE6j1XaVy9YIYV65zgL9/DHBISwqFDh1iwYAHz589n6tSpTJ8+nYMHD2IYBq+//jpNmzZl6dKlLFy4kBdeeIEePXpgt9tZtGgRQUFBLFy4kOeee44ZM2b8EzU9kMAyvhzadRXDMDh77Ba3byXgsDsAiL2bxJmjkTzxXBnenRzM8dCbHN9/AwCbk5XPx+5mwdT9PNKgGADPdq7AgmmhBBTy5ObVWMpU8GfPj5f4evI+zhy7lW01/tPikhOJTU7Ay8WdBS99yPD/hOcAT18alq5OSOj6TH3iUxL5ZNtSnp3zHm+vnMKcNkOwWa0Z3iRjkuLJ4+pJfEoia07s5Ou2wxj949cMCu7MpztWMKlFL8Y3fxMPZ7csqzUrFHkkAItTxj/VxOhkwo/fpnjdgpnapyTYcXb/7URjsVpw2A28CnhwaOEZNg7eR1J0MgHlfHFytVGoqh/7Pgvj4ZbFObHqEmWeLMqhBWc4vOgMqUn2TMf/t6tWvwg2p4zh69fXmZuHEwlxKffs98OikzTvnPGC97/7ubo7Ual2Ib4avY/mnR9m3fwTNHy+DEunH2L5jMMkJaT+AxXlHE5ONoYMWsC40St4skmVDPuqVS9FwUJ5M2yrVbssvr4ZL86aP12DPbtPsW/fGR6vFcTlSxE4HAYjP1zKiuW7/vEacgJPTze8vNyIjU2k99uz6f3Ob+E5NjYRb2/3DG1jYhOAtPkfMGAuo0Yu4amn0m5fefPN5owatZSiRf24dCmcatVLs2b1Pj54fwEHDpzL2sKyUFzKb+9D854fxqifvibQpwB3EmN5buFArtyN4J1abTP1W3Vye4ZFnl/5e/hQv0Q1FhzeCEB8ShLrTu3my1aDGL9tPv3rvcTMfSsZ3+QNxjTugYeza6Zj5Ba3Y5I5cPY27YNL8FW/x9kdFsmu45kzTXKqgyU/XaTrU6UAKF7AkzPXYrh1N4mEJDu7w26RkGynVnl/IqOTWLzlAm0aBPJj6E3KFsvDB/MO88W6M1lc3f395cA8f/58hgwZgouLCwB58+alV69eLFq0iAMHDuDn50ejRo3S29euXZvixYuzb98+9u/fT7169QCoX78+u3blvJNfvWalcPdwZvw7mzm46xolgvJitaVNk1ceV/IX8aJICR+cnKxUerQQF07dTu/bbdDjjAt5mrmT9pGUkErh4j70HFGXpzs8zLa153i8cXGO7rtOx941WDXvWHaVmCWK+ASw/rUpLDqwkaWHfgSgVcUGLD20CYfhyNT+9K0rLDqYdiI6E3mFqPhoCnr74TCM9Dberh7cTYwF4Mu939Nm/lAsFgvnoq4SXKYG2y8cYtelo7St0ijT8XObq79EUOzx/FismVfdnN1tpCb+dsI3DAOrzcLhhWdoMKgqTcY+SmDtAhxZfBaAUsGFqdW7Ihjgmd+N8OO38Q/ywa+MD5d3h2dZTdnl9wuXifGpuHs5Z2oTH5vMzUsxBFUN+MN+9VqU4vWRtcCAgMKenDwQTpnK/pSq6Mcvmy//Y3XkFKPHvsT3a4cw/P0lxMcn/eX+Hp6ujBjdgeEj2xHy9U9069GEL2ZvZPCw1mz76fj/65j/RtevR/Fy549o2fIxnnnm0fTtXl5uxMX9drtAXFzGAD1+/Cus/2E47w+bT3x8EqVLF2LatB50696U5ct30qJFTbZvP8aw99sxc8aaLK0pqxXxDuD7jhNYcnQTy49tISohmrWn03LH+tO7qVrooT99rJYP12P5sS0Z3r/mHlhLh2UfYsHC+dvXaVCiKjsuHWH3lWO0rvDE315Pdvv4mxN0nrCT3jP2E5jfkzKFvXF2slK3YgDHLt7J1H7X8QgeCcqHt0faudHH04WBbSvQe8YvDJlziPLFfcj7n9XmIR0qMrF7ddbsuUbHxiX4bPVp3mlVjutRCZy/EZvVpd7TXw7M0dHR5MuXL8O2IkWKcPXqVa5du0bRokUz9fl1f2xsLN7eaR/TeXp6EhMTk6ltdjt/MoqHKgUw8JNGVK9blIDf3W8cUNiTpIRUbl5JG/epwxEUKeHDzg3nWb3gOAAubk5YLJYMXxrauvosdZumfYzrMNLeaJMTc+9KU36vvHzfZSJDf5jNvP3r0rcHl6nOhlN779nn5UeaMa75mwAU8vbD282TGzGRHLp2mnol01aqmgQ9yo4LRzL0e7vui0zbsRx3Z1ccDgeGAZ6u7pmOn9tEHLuTftvFf/N7yIcbh9NueYk6G51+e4WzpxNO/7lv183XleS4jK/B0xuuUKZJUezJDrBawEKG4J1bFS3jy6mDabdhHN93kzIVM9/beebwLcpWz/+X+v24/DRPvFCGlEQ7VitYIFevMH+/ah9fzE676HVzd8FitWCz/f9/iOn06eu4ujlTLNCfpKQULBawOxykJOfeOfzVrVvRvNp1Ku/2f54XWtfJsK9U6UJcvBjOnTtxJCensu+XM1SrVorvVu5m1qy0T+/c3V2wWDLO/9Il22jVqhYADoeBxWIhPiE564rKYgGevnzTYQwfbP6S+Yc2ALD78jGalE67+KgdWIkTf+H2iYYlqrHp7L577nvrseeZsecbPJxd0wK1AV4uueuTToB3ni/HvPdq8+PERsQnpXLxZtqX9PefjqJMYe9M7Xcdv0W9Sr+dN1PtDg6du03IgNqMe60q567HUr3Mb+9jkdFJXLgZyyNBfiQm/3retJCQQz7p/Mtf+suTJw9RUVEZQvOFCxcoUKAAhQsXZvXq1Zn6XLhwgccffxwvLy/i4tImOC4ujjx58jzA0P8ZBYp48+2XR1i/5AQeXi50ee9Rdm26QFJCKg2fKUOX9x5l1qhdGAaUqehPlVqFSUpI5cvxexj79o/YUx2071kNZ9e0YJIQl8KJg+G8+UHaSc8nnxuje/7IE8/lnG9+/t36N3yJvO7eDAzuxMDgTgA8N3cAD/kHcj7qWoa2n7cexPCNXzL3l7XMbj2QTd2nYmDw+ooJ2B0OBq6dyafPv4uLzYmT4Zf49uhv98u3rhzM2rBdJKQk8e2Rrcxr/wEOw5Hp1zdyo5gb8Xjmz3hh8MvnJyj/fAkKV/cn/Nhtto46ABjUeLUcANW7lGXvZ2FYbRasNgvVupRN73t5TziFqvjh5GqjSM0A9s48jsVChl/fyK2ef70SCz86wKovj1Eg0Jtq9dO+8Pf1uLQv9eUr4MHNy7H4F/L8U/0AftlymUq1CuHi5kS1BkX4atReLBYLXYc+Sm7VqHFl3h+yiFc6TSU11c6Aga3YtPEwCfFJtG5T+y8f74vZGxkytDUAz7Z8lI7tP6ZCxUB8fHPv/fW/mvXZOqKj45kxYw0z/rMK3ObFusQnJNO2bT0GDHyR116disMweOGF2hQokJcnm1Rj8KCv6fjSJFJS7Qwe/CKurmkre7GxCezde4opH3cDwD/Ahw7tJ9K+Q4Nsq/Gf1q92O3zdvHivbgfeq9sBgDdWTWLq033oWqMF0UlxvLZyHACfPdOfUT/N5Ur0vb+/AFDGrxgXbmf+RY3nyzdg/endJKQmsTJsG1+1GozDMHh1Ze78xSYAFycro16pQv/PQzEMqFY6Lw2rFOBObDLDvj7MtLceAeD8jTha1v5tEdXJZsXZZqX1iG24OFvp8lQp8nq7pO//bPVpejydturfPrg43absoVA+d8oVyxlZ0WIYv/vM28SVK1fo27cvLVq04PDhw4wZM4ZNmzaxbds2wsLCGDp0KDVq1ODFF1/kjTfeoFGjRgwcOJC8efOyfft2vvnmG0JCQoiLi6NXr16sWbOGvXv3Mnz48D987p3XP3jgQgVqFxqOx+Dg7B5GrhE/ZguDdnbP7mHkGmNrz2bT5UHZPYxcoXGxsSTZ1/1xQ/lTXG3NMNiS3cPINSwE4zs693/xMCvcGfIDAI7t/bJ5JLmDte7k++77yyvMnTt3Zt68eXTs2BGr1YrdbsfLy4tz587xyCOPMGvWLMaNG8fs2bOx2+34+PgQEBDAuXPnaN++PQMGDKB9+/Y4OzszefL9ByYiIiIikhP86cBctGhRli5dCqSF5s6dO6fvs9vtHD2a9hucfn5+TJw4MUPfiIgIEhIScHd3Z+rUqX/HuEVEREREssTf8j8usdlsVKlS5b77AwIC7rtPRERERCQn+/9/hVlERERE5H+AArOIiIiIiAkFZhEREREREwrMIiIiIiImFJhFREREREwoMIuIiIiImFBgFhERERExocAsIiIiImJCgVlERERExIQCs4iIiIiICQVmERERERETCswiIiIiIiYUmEVERERETCgwi4iIiIiYUGAWERERETGhwCwiIiIiYkKBWURERETEhAKziIiIiIgJBWYRERERERMKzCIiIiIiJhSYRURERERMKDCLiIiIiJhQYBYRERERMaHALCIiIiJiQoFZRERERMSEArOIiIiIiAkFZhEREREREwrMIiIiIiImFJhFREREREwoMIuIiIiImFBgFhERERExocAsIiIiImJCgVlERERExIQCs4iIiIiICQVmERERERETCswiIiIiIiYUmEVERERETCgwi4iIiIiYUGAWERERETGhwCwiIiIiYsJiGIaR3YMQEREREcmptMIsIiIiImJCgVlERERExIQCs4iIiIiICQVmERERERETCswiIiIiIiYUmEVERERETCgwi4iIiIiYUGAWERERETHhlN0DyMlSUlIYPHgwV69eJTk5mTfeeIMyZcowcOBALBYLDz30EB988AFWa9p1R1RUFO3ateP777/H1dWV+Ph4+vXrx927d3F3d2fixInky5cvm6vKPg86n786e/Ysbdq0YefOnRm2/y950Lk0DIP69etTokQJAKpWrUq/fv2ysaLs9aDzabfbGTt2LEePHiU5OZlevXoRHByczVVlnwedz9mzZ7Nt2zYAoqOjuXXrFjt27MjOkrLNg85lTEwMffr0ISEhAWdnZyZOnEhAQEA2V5V9HnQ+79y5Q//+/YmNjcXX15dRo0bh5+eXzVVln78yn3PnzmXNmjUANGjQgJ49e5KYmEj//v2JjIzE09OT8ePH59ycZMh9LV++3Bg1apRhGIYRFRVlNGjQwOjRo4exe/duwzAMY9iwYcaGDRsMwzCMn3/+2WjZsqVRrVo1IzEx0TAMw5gzZ44xbdo0wzAMY8WKFcbIkSOzoYqc40Hn0zAMIyYmxujWrZvx+OOPZ9j+v+ZB5/LChQtGjx49smfwOdCDzueKFSuMDz7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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fundos_norm = fundos.copy()\n", "\n", "# Resampling to yearly (business year)\n", "yearly_quotes_fundos = fundos_norm.resample('BA').last()\n", "\n", "# Adding first quote (only if start is in the middle of the year) ### Falta trabalho para automatizar #####\n", "yearly_quotes_fundos = pd.concat([yearly_quotes_fundos.iloc[:1], yearly_quotes_fundos])\n", "yearly_quotes_fundos = pd.concat([pd.DataFrame(fundos_norm.iloc[0]).transpose(), yearly_quotes_fundos.iloc[1:]])\n", "\n", "# Returns\n", "yearly_returns_fundos = ((yearly_quotes_fundos / yearly_quotes_fundos.shift(1)) - 1) * 100\n", "yearly_returns_fundos = yearly_returns_fundos.set_index([list(range(fundos_norm.index[0].year - 1, fundos_norm.index[-1].year + 1))]).drop(fundos_norm.index[0].year - 1)\n", "\n", "# Calcular em valores percentuais\n", "yearly_returns_fundos = yearly_returns_fundos / 100\n", "\n", "# Sns heatmap\n", "fig, ax = plt.subplots()\n", "fig.set_size_inches(12,3.5)\n", "\n", "ax = sns.heatmap(yearly_returns_fundos.transpose(), annot=True, cmap=\"RdYlGn\", linewidths=.2, cbar=False, center=0.02, fmt='.2%')\n", "plt.yticks(rotation=360)\n", "plt.title('Yearly performance by asset')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "kernel": "SoS" }, "outputs": [ { "data": { "text/markdown": [ "**Drawdown Table de IWDA**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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12020-02-19NaT-33.63%0 Years, 9 Months, 15 Days
22015-04-152016-11-24-22.49%1 Years, 7 Months, 9 Days
32018-10-032019-04-01-15.9%0 Years, 5 Months, 29 Days
42013-05-222013-10-31-10.23%0 Years, 5 Months, 9 Days
52018-01-232018-05-17-9.1%0 Years, 3 Months, 24 Days
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" ], "text/plain": [ " Begin End Depth Length\n", "1 2020-02-19 NaT -33.63% 0 Years, 9 Months, 15 Days\n", "2 2015-04-15 2016-11-24 -22.49% 1 Years, 7 Months, 9 Days\n", "3 2018-10-03 2019-04-01 -15.9% 0 Years, 5 Months, 29 Days\n", "4 2013-05-22 2013-10-31 -10.23% 0 Years, 5 Months, 9 Days\n", "5 2018-01-23 2018-05-17 -9.1% 0 Years, 3 Months, 24 Days" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print_title('Drawdown Table de ' + fundos.iloc[:, 0].name)\n", "compute_drawdowns_table(fundos.iloc[:, 0])" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "kernel": "SoS" }, "outputs": [ { "data": { "text/markdown": [ "**Drawdown Table de IQQ0**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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BeginEndDepthLength
12020-02-19NaT-28.65%0 Years, 9 Months, 15 Days
22015-04-132016-04-14-14.52%1 Years, 0 Months, 1 Days
32013-05-152014-05-22-9.97%1 Years, 0 Months, 7 Days
42018-12-042019-02-11-8.47%0 Years, 2 Months, 7 Days
52017-03-012018-05-25-8.29%1 Years, 2 Months, 24 Days
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" ], "text/plain": [ " Begin End Depth Length\n", "1 2020-02-19 NaT -28.65% 0 Years, 9 Months, 15 Days\n", "2 2015-04-13 2016-04-14 -14.52% 1 Years, 0 Months, 1 Days\n", "3 2013-05-15 2014-05-22 -9.97% 1 Years, 0 Months, 7 Days\n", "4 2018-12-04 2019-02-11 -8.47% 0 Years, 2 Months, 7 Days\n", "5 2017-03-01 2018-05-25 -8.29% 1 Years, 2 Months, 24 Days" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print_title('Drawdown Table de ' + fundos.iloc[:, 1].name)\n", "compute_drawdowns_table(fundos.iloc[:, 1])" ] }, { "cell_type": "markdown", "metadata": { "kernel": "SoS" }, "source": [ "Outra grande diferença entre o IQQ0 e o MSCI World também pode ser vista aqui. Enquanto o IWDA apenas teve um drawdown de grande extensão (neste caso 1 ano e 7 meses) o IQQ0 apresenta dois drawdowns de alguma extensão, um de um ano e outro de 1 ano e 2 meses. Ou seja, embora historicamente menos profundos o IQQ0 não é estranho a drawdowns com períodos superiores a um ano. Chamo a atenção para o facto de ele ter feito um máximo em 4 de Dezembro de 2018 e ter começado aí o drawdown de fim de 2018 ao contrário do IWDA que começou em 2018-10-03." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "kernel": "SoS" }, "outputs": [], "source": [ "# Turning daily quotes into monthly\n", "Portfolio_M = fundos.resample('BM').last()\n", "# Monthly returns\n", "Portfolio_ret_M = Portfolio_M.pct_change()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "kernel": "SoS" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "my_pal = [\"royalblue\", \"dimgrey\"]\n", "\n", "ax = sns.swarmplot(data=Portfolio_ret_M, orient='v', linewidth=1, palette=my_pal)\n", "ax.yaxis.set_major_formatter(FuncFormatter(lambda y, _: '{:.0%}'.format(y))) \n", "ax.set_title(\"Swarmplot das rentabilidades mensais\")\n", "ax.set_xlabel('')\n", "ax.set_ylabel('Variação')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "kernel": "SoS" }, "source": [ "Este gráfico apresenta um ponto por cada rentabilidade mensal. Podemos ver o quanto os valores negativos extremos são inferiores no IQQ0, com as duas piores rentabilidades a rondar os -6%, enquanto no IWDA ultrapassam os -8%. Podemos ver no quadro abaixo em que meses isso aconteceu." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "kernel": "SoS" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute monthly returns table\n", "nr = 0\n", "\n", "plot(fundos.iloc[:, nr], title= 'Retornos mensais para ' + fundos.iloc[:, nr].name , figsize=(15, 8))" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "kernel": "SoS" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute monthly returns table\n", "nr = 1\n", "\n", "plot(fundos.iloc[:, nr], title= 'Retornos mensais para ' + fundos.iloc[:, nr].name , figsize=(15, 8))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "kernel": "SoS" }, "outputs": [ { "data": { "text/html": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import display\n", "from IPython.display import HTML\n", "import IPython.core.display as di # Example: di.display_html('

%s:

' % str, raw=True)\n", "\n", "# This line will hide code by default when the notebook is exported as HTML\n", "di.display_html('', raw=True)\n", "\n", "# This line will add a button to toggle visibility of code blocks, for use with the HTML export version\n", "di.display_html('''''', raw=True)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.3" }, "sos": { "kernels": [ [ "SoS", "sos", "", "" ] ], "panel": { "displayed": false, "height": 0 }, "version": "0.21.1" } }, "nbformat": 4, "nbformat_minor": 4 }