{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Basic Time Series Metrics & Resampling\n", "> A Summary of lecture \"Manipulating Time Series Data in Python\", via datacamp\n", "\n", "- toc: true \n", "- badges: true\n", "- comments: true\n", "- author: Chanseok Kang\n", "- categories: [Python, Datacamp, Time_Series_Analysis]\n", "- image: images/interpolate.png" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "plt.rcParams['figure.figsize'] = (10, 5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compare time series growth rates\n", "- Comparing stock performance\n", " - Stock price series: hard to compare at difference levels\n", " - Simple solution: normalize price series to start at 100\n", " - Divide all prices by first in series, multiply by 100\n", " - Same starting point\n", " - All prices relative to starting point\n", " - Difference to starting point in percentage points" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compare the performance of several asset classes\n", "You have seen in the video how you can easily compare several time series by normalizing their starting points to 100, and plot the result.\n", "\n", "To broaden your perspective on financial markets, let's compare four key assets: stocks, bonds, gold, and oil." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "DatetimeIndex: 2469 entries, 2007-06-29 to 2017-06-26\n", "Data columns (total 4 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 SP500 2469 non-null float64\n", " 1 Bonds 2469 non-null float64\n", " 2 Gold 2469 non-null float64\n", " 3 Oil 2469 non-null float64\n", "dtypes: float64(4)\n", "memory usage: 96.4 KB\n", "None\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Import data here\n", "prices = pd.read_csv('./dataset/asset_classes.csv', parse_dates=['DATE'], index_col='DATE')\n", "\n", "# Inspect prices here\n", "print(prices.info())\n", "\n", "# Slect first prices\n", "first_prices = prices.iloc[0]\n", "\n", "# Create normalized\n", "normalized = prices.div(first_prices) * 100\n", "\n", "# Plot normalized\n", "normalized.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparing stock prices with a benchmark\n", "You also learned in the video how to compare the performance of various stocks against a benchmark. Now you'll learn more about the stock market by comparing the three largest stocks on the NYSE to the Dow Jones Industrial Average, which contains the 30 largest US companies.\n", "\n", "The three largest companies on the NYSE are:\n", "\n", "| Company | Stock Ticker |\n", "| ------------- | ------------- |\n", "| Johnson & Johnson\t | JNJ |\n", "| Exxon Mobil\t | XOM |\n", "| JP Morgan Chase\t\t | JPM |\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "DatetimeIndex: 1762 entries, 2010-01-04 to 2016-12-30\n", "Data columns (total 4 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 JNJ 1762 non-null float64\n", " 1 JPM 1762 non-null float64\n", " 2 XOM 1762 non-null float64\n", " 3 DJIA 1762 non-null float64\n", "dtypes: float64(4)\n", "memory usage: 68.8 KB\n", "None\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Import stock prices and index here\n", "stocks = pd.read_csv('./dataset/nyse.csv', parse_dates=['date'], index_col='date')\n", "dow_jones = pd.read_csv('./dataset/dow_jones.csv', parse_dates=['date'], index_col='date')\n", "\n", "# Concatenate data and inspect result here\n", "data = pd.concat([stocks, dow_jones], axis=1)\n", "print(data.info())\n", "\n", "# Normalize and plot your data here\n", "first_value = data.iloc[0]\n", "normalized = data.div(first_value).mul(100).plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot performance difference vs benchmark index\n", "In the video, you learned how to calculate and plot the performance difference of a stock in percentage points relative to a benchmark index.\n", "\n", "Let's compare the performance of Microsoft (MSFT) and Apple (AAPL) to the S&P 500 over the last 10 years." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create tickers\n", "tickers = ['MSFT', 'AAPL']\n", "\n", "# Import stock data here\n", "stocks = pd.read_csv('./dataset/msft_aapl.csv', parse_dates=['date'], index_col='date')\n", "\n", "# Import index here\n", "sp500 = pd.read_csv('./dataset/sp500.csv', parse_dates=['date'], index_col='date')\n", "\n", "# Concatenate stocks and index here\n", "data = pd.concat([stocks, sp500], axis=1).dropna()\n", "\n", "# Normalize data\n", "normalized = data.div(data.iloc[0]).mul(100)\n", "\n", "# Subtract the normalized index from the normalized stock prices, and plot the result\n", "normalized[tickers].sub(normalized['SP500'], axis=0).plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Changing the time series frequency: resampling\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Convert monthly to weekly data\n", "You have learned in the video how to use ```.reindex()``` to conform an existing time series to a ```DateTimeIndex``` at a different frequency.\n", "\n", "Let's practice this method by creating monthly data and then converting this data to weekly frequency while applying various fill logic options." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2016-01-31 1\n", "2016-02-29 2\n", "Freq: M, dtype: int64\n", "2016-01-03 NaN\n", "2016-01-10 NaN\n", "2016-01-17 NaN\n", "2016-01-24 NaN\n", "2016-01-31 1.0\n", "2016-02-07 NaN\n", "2016-02-14 NaN\n", "2016-02-21 NaN\n", "2016-02-28 NaN\n", "Freq: W-SUN, dtype: float64\n", "2016-01-03 1\n", "2016-01-10 1\n", "2016-01-17 1\n", "2016-01-24 1\n", "2016-01-31 1\n", "2016-02-07 2\n", "2016-02-14 2\n", "2016-02-21 2\n", "2016-02-28 2\n", "Freq: W-SUN, dtype: int64\n", "2016-01-03 NaN\n", "2016-01-10 NaN\n", "2016-01-17 NaN\n", "2016-01-24 NaN\n", "2016-01-31 1.0\n", "2016-02-07 1.0\n", "2016-02-14 1.0\n", "2016-02-21 1.0\n", "2016-02-28 1.0\n", "Freq: W-SUN, dtype: float64\n" ] } ], "source": [ "# Set start and end dates\n", "start = '2016-1-1'\n", "end = '2016-2-29'\n", "\n", "# Create monthly_dates here\n", "monthly_dates = pd.date_range(start=start, end=end, freq='M')\n", "\n", "# Create and print monthly here\n", "monthly = pd.Series(data=[1, 2], index=monthly_dates)\n", "print(monthly)\n", "\n", "# Create weekly_dates here\n", "weekly_dates = pd.date_range(start=start, end=end, freq='W')\n", "\n", "# Print monthly, reindexed using weekly_dates\n", "print(monthly.reindex(weekly_dates))\n", "print(monthly.reindex(weekly_dates, method='bfill'))\n", "print(monthly.reindex(weekly_dates, method='ffill'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create weekly from monthly unemployment data\n", "The civilian US unemployment rate is reported monthly. You may need more frequent data, but that's no problem because you just learned how to upsample a time series.\n", "\n", "You'll work with the time series data for the last 20 years, and apply a few options to fill in missing values before plotting the weekly series." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " UNRATE\n", "date \n", "2000-01-02 NaN\n", "2000-01-09 NaN\n", "2000-01-16 NaN\n", "2000-01-23 NaN\n", "2000-01-30 NaN\n", " UNRATE\n", "date \n", "2000-01-02 4.1\n", "2000-01-09 4.1\n", "2000-01-16 4.1\n", "2000-01-23 4.1\n", "2000-01-30 4.1\n", " UNRATE\n", "date \n", "2000-01-02 4.0\n", "2000-01-09 4.0\n", "2000-01-16 4.0\n", "2000-01-23 4.0\n", "2000-01-30 4.0\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Import data here\n", "data = pd.read_csv('./dataset/unrate_2000.csv', parse_dates=['date'], index_col='date')\n", "\n", "# Show first five rows of weekly series\n", "print(data.asfreq('W').head(5))\n", "\n", "# Show first five rows of weekly seres with bfill option\n", "print(data.asfreq('W', method='bfill').head(5))\n", "\n", "# Create weekly series with ffill option and show first five rows\n", "weekly_ffill = data.asfreq('W', method='ffill')\n", "print(weekly_ffill.head(5))\n", "\n", "# Plot weekly_fill starting 2015 here\n", "weekly_ffill.loc['2015':].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Upsampling & interpolation with .resample()\n", "- Resampling Logic\n", "![resample](image/resampling.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Use interpolation to create weekly employment data\n", "You have recently used the civilian US unemployment rate, and converted it from monthly to weekly frequency using simple ```forward``` or ```backfill``` methods.\n", "\n", "Compare your previous approach to the new ```.interpolate()``` method that you learned about in this video." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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UNRATE
DATE
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2010-02-019.8
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2010-04-019.9
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\n", "
" ], "text/plain": [ " UNRATE\n", "DATE \n", "2010-01-01 9.8\n", "2010-02-01 9.8\n", "2010-03-01 9.9\n", "2010-04-01 9.9\n", "2010-05-01 9.6" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "unrate = pd.read_csv('./dataset/unrate.csv', parse_dates=['DATE'], index_col='DATE')\n", "monthly = unrate.resample('MS').first()\n", "monthly.head()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "DatetimeIndex: 85 entries, 2010-01-01 to 2017-01-01\n", "Freq: MS\n", "Data columns (total 1 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 UNRATE 85 non-null float64\n", "dtypes: float64(1)\n", "memory usage: 3.8 KB\n", "None\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Inspect data here\n", "print(monthly.info())\n", "\n", "# Create weekly dates\n", "weekly_dates = pd.date_range(start=monthly.index.min(), end=monthly.index.max(), freq='W')\n", "\n", "# Reindex monthly to weekly data\n", "weekly = monthly.reindex(weekly_dates)\n", "\n", "# Create ffill and interpolated columns\n", "weekly['ffill'] = weekly.UNRATE.ffill()\n", "weekly['interpolated'] = weekly.UNRATE.interpolate()\n", "\n", "# Plot weekly\n", "weekly.plot();\n", "plt.savefig('../images/interpolate.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Interpolate debt/GDP and compare to unemployment\n", "Since you have learned how to interpolate time series, you can now apply this new skill to the quarterly debt/GDP series, and compare the result to the monthly unemployment rate.\n", "\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "DatetimeIndex: 89 entries, 2010-01-01 to 2017-05-01\n", "Data columns (total 2 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Debt/GDP 29 non-null float64\n", " 1 Unemployment 89 non-null float64\n", "dtypes: float64(2)\n", "memory usage: 2.1 KB\n", "None\n", "\n", "DatetimeIndex: 89 entries, 2010-01-01 to 2017-05-01\n", "Data columns (total 2 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Debt/GDP 89 non-null float64\n", " 1 Unemployment 89 non-null float64\n", "dtypes: float64(2)\n", "memory usage: 2.1 KB\n", "None\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Import & inspect data here\n", "data = pd.read_csv('./dataset/debt_unemployment.csv', parse_dates=['date'], index_col='date')\n", "print(data.info())\n", "\n", "# Interpolate and inspect here\n", "interpolated = data.interpolate()\n", "print(interpolated.info())\n", "\n", "# Plot interpolated data here\n", "interpolated.plot(secondary_y='Unemployment');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Downsampling & aggregation\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compare weekly, monthly and annual ozone trends for NYC & LA\n", "You have seen in the video how to downsample and aggregate time series on air quality.\n", "\n", "First, you'll apply this new skill to ozone data for both NYC and LA since 2000 to compare the air quality trend at weekly, monthly and annual frequencies and explore how different resampling periods impact the visualization." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "DatetimeIndex: 6291 entries, 2000-01-01 to 2017-03-31\n", "Data columns (total 2 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Los Angeles 5488 non-null float64\n", " 1 New York 6167 non-null float64\n", "dtypes: float64(2)\n", "memory usage: 147.4 KB\n", "None\n" ] }, { "data": { "image/png": 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\n", 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\n", 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+/ICzJR4nmI6V2kZrXQhkAjf+64wG9mut87TWBcAUIBoj6QoG5lscvRBCCCEqXF5hEeuPXGBwcH2cZcix3Mz5Dpa2lvTGug63bKOUaoMxFDnZ9NgZI/nqCDTEGHZ8pdSbK/WkUipSKRUpKxqFEEKIyrc9JoWsvEKGhciQozWYk3wlAI1KPPbn90OE19qY5nP5AGmmx/7AD8DDWutYU/sOAFrrWG0U6PoW6F7azbXWn2mtQ7XWoXXr1jXrRQkhhBDCelZHn8fLzYnuzWTI0RrMSb4igOZKqSCllAswHlhxQ5sVGBPqAcYAG7TWWilVE1gFvKK13l6ifSIQrJS6mk0NAo6W9UUIIYQQomLkFxbz6+HzDGpdH1cnR1uHUy3cts6X1rpQKTUdWAs4Agu01oeVUm8CkVrrFRjztRYrpWIwerzGm06fDjQD/qqU+qvp2GCt9Tml1BvAFqVUARAPPGLNFyaEEEKI8tt5KpVLuYUMlSFHq1H2tC1PaGiojoyMtHUYQgghxB3j5e8OsvLAOfb+dRBuztLzZQml1F6tdeiNx2XJghBCCCFKVVhUzNrD5xnQur4kXlYkyZcQQgghSrX7dBrpOQWyytHKJPkSQgghRKlWRydRw8WRvi2l2oA12f3G2kIIIURBUTGfbTlFcbGmpocLtWo4U6uGCzVNn2vVcMHdRYbNLFFUrFl7+Dz9WtWTIUcrk+RLCCGE3ftubwLvrj1+yzauTg7XJ2QeztSsUTJRM74u+dnH3RlHh9LqiFd/EXFppGTnM0z2crQ6Sb6EEELYtcKiYuZujiXEz4dlT3Uj80oB6Tn5ZOQUkJGTT3rO/x6nXzYeZ+Tkc/x8ltHmSgFFxaWv/FcKvN2cr0vKrkvUbuhla+jjTi0Pl0r+DlSMNdFJuDk7yJBjBZDkSwghhF1bfeg88ak5zHuoM27Ojrg5O1Lf283s87XWXMotJONqglbic3qJBC4jJ5/k7DxOXMgmIyefy/lFv7uWm7MD307uRjv/mtZ8iZWuuFiz5tB5+raoh4erpArWJt9RIYQQdktrzScbY2hWz5PBwfXLdA2lFD7uzvi4OxNgwe45eYVFZJp6zowetXz+8uNh3lh5hOVPdUMp+x2u3HcmnYtZeQwNucvWoVRLknwJIYSwWxuOXeTY+SzeG9ceh0qem+Xq5Eg9b0fqlehlu5RbyEvLD7LiwDlGdPCr1HisaXX0eVycHOjfqp6tQ6mWpNSEEEIIu6S1Zs7GGPxruTO8fUNbhwPAmE7+hPj58PbqY+TkF9o6nDIxhhyT6N28Ll5uzrYOp1qS5EsIIYRd2nUqjf1nMpjcpynOjlXjz5mDg2LmfcGcv5TLvE2xtg6nTA4kZJCUmcswGXKsMFXjp1UIIYSw0McbY6jj6crYzv62DuU6nQNqM6JDQz7dcoqzaTm2Dsdiaw6dx9lRMaB12ebQiduT5EsIIYTdiTqbwbaYFJ7oFVQlC4C+PLQVDkrx9pqjtg7FIlprVkcn0bNZHXzcZcixokjyJezOC98eYNrX+2wdhhDChj7ZGIO3mxMPdg2wdSilauDjztS+TVkdfZ6dsam2DsdshxIvkZB+haGyl2OFkuRL2JXComJ+OZTEqoNJ7I1Pt3U4QggbOHEhi1+PXOCRHkF4VuEaVE/0boJfTXfeWHn4pkVcq5pV0Uk4Oagyl+0Q5pHkS9iVY+ezrhU2/PC3kzaORghhC3M3xVLDxZFHuwfaOpRbcnN25NV7WnPsfBZLI87YOpzb0tpY5ditqS81a1SPKv1VlSRfwq7sOZ0GwCPdA9lyIll6v4S4w5xJzWHFgXM8EN7YLrbxGdr2LroE1WbW2uNk5hTYOpxbOpJ0ifjUHIbJkGOFk+RL2JWIuDT8a7nz0pCW+Hq48MH6E7YOSQhRiT7dEoujUjzRu4mtQzGLUorXh7ch80oBH/xWtX9frYk+j4NChhwrgSRfwm5orYmISycssDY1XJyY3KcJW0+msDc+zdahCSEqwcVLuSyLTGBMqL9FezfaWnBDb+4Pb8yinfGcvJBl63BKdXWVY9cmvvh6uto6nGpPki9hN+JSc0jJziMssDYAD3UNMPV+ydwvIe4En287TWFxMU/1bmrrUCz2/KAWeLg48ubPR9C66k2+P3Ehm1Mpl2WVYyWR5EvYjYg4o4crLLAWgPR+CXEHycjJ57+74rmvfUMa+9awdTgW8/V05dmBLdh6MoUNxy7aOpzfWR2dhFJwdxsZcqwMknwJuxFxOo1aNZxpVs/z2rGHugZQx1N6v4So7hbuiCMnv4gpfZvZOpQym9AtgKZ1PXjr5yPkFxbbOpzrrDmURFhgbep52c9w7k1lJsKSB2DPf2wdyU1J8iXsRkRcGqGBtVFKXTtWw8WJyb2bsvVkCpFx0vslRHWUnVfIF9vjGBRcn5Z3edk6nDJzdnTgteFtiEvN4Yvtp20dzjUxF7M4cSGbe6rDkOOJX2FeTzi+Cn57C/Kq5hw7Sb6EXbiYlUtcas61IceSHuzamDqeLlL3S4hq6uvd8WReKWBqX/ub63WjPi3qMqBVPT7aEMPFrFxbhwMYqxwBhrS14420iwpg3Wvw9VjwbggjP4O8TNi3yNaRlUqSL2EXIuOMel5XJ9uXVMPFiaf6SO+XENVRbkER/9l6mh7NfOnY+PdvvuzRX+4NJq+wiFlrj9s6FABWHzpPaEAtu1pBep3MBFh4D2z/EDo/Co+vh/Z/hIAesGuukZhVMZJ8CbsQEZeGm7MDbRr6lPr8g11k7pcQ1dHyvQkkZ+UxzY7net0oqI4Hk3oEsWxvAgcTMmway+mUyxxNumS/qxyP/2IMM144DKPnw/APwNndeK77DMg8C4d/tG2MpZDkS9iFiLg0OjaqhYtT6T+y7i6OPNWnKdtiUq6tihRC2LfComLmbY6lQ6OadGvqa+twrGp6/2b4erjwxkrblp5YcygJsMMhx6IC+PUvsOSP4O0Pk7dAyJjr2zQfDHVawo4PoYqV9zAr+VJKDVFKHVdKxSilXi7leVel1Dem53crpQJNxwcppfYqpaJNn/uXOMdFKfWZUuqEUuqYUmq0tV6UqF6ycgs4cu4SYUG/H3Isyej9cpWq90JUEysPniMh/QrT+jW7bqFNdeDl5sxLd7dib3w6Kw6cs1kca6LP06FRTfxqutssBotlnIEvhsKOjyD0MWOY0beU+YAODtB9OpyPhlObKj3MW7lt8qWUcgQ+BoYCwcD9SqngG5o9BqRrrZsB7wPvmI6nAMO11iHARGBxiXNeBS5qrVuYrru5PC9EVF/7z2RQrCl1sn1JRu9XE7bHpF7bA1IIYZ+KizWfbIylZX0vBrSqZ+twKsSYzv6E+Pnw9upj5OQXVvr9z6blEJ2YybAQO+r1Or4G5vWCi8dgzBdw73vgfIu5au3+CJ71YcfsyovRDOb0fIUDMVrrU1rrfGApMOKGNiOAL01fLwcGKKWU1nq/1vpqSn8YcFNKXd23YBLwNoDWulhrnVKeFyKqr4i4NBwdlFmTba/2fn1YxfdQE0Lc2rqjFzh5MZup/Zri4FC9er2ucnBQzLwvmPOXcpm3KbbS7391yHFoWzuY71WYD2tfhSXjoWZjmLwZ2o66/XlOrtBlMsRuMHrAqghzki8/4GyJxwmmY6W20VoXApnAjQP0o4H9Wus8pVRN07G3lFL7lFLLlFKlltVVSj2plIpUSkUmJyebEa6obvacTiO4gTeerk63bevu4siUvk2l90sIO6a15pONMQT41qgetaduoXNAbUZ0aMinW05xNi2nUu+9Ovo8IX4+NKpdxXcMSI+HL4bAzjkQ9gQ8tq70YcabCZ0Ezh7GMGUVYU7yVdpbjhtnrt2yjVKqDcZQ5GTTISfAH9iute4E7ARmlXZzrfVnWutQrXVo3bp1zQhXVCf5hcVEnc0otcTEzTzYpTF1vWTulxD2antMKgcSMnmqT1OcHKv/urCXh7bCQSn+ueZYpd0zMeMKUWczGFrVhxyPrYJPe0HKSRj7Jdwz69bDjKVxrwWdJ8Kh74yyFFWAOT/VCUCjEo/9gRtnB15ro5RyAnyANNNjf+AH4GGt9dV+1VQgx3QcYBnQqQzxi2ouOjGTvMJiwoPMr+/j5mysfNwRm8ruU6kVGJ0QoiJ8vDGG+t6ujOp04yBL9dTAx50pfZuyKjqJXZX0O+uXQ0Zh1So75FiYD7+8AksfgFpBxjBjmz+U/XpdpxgrHnfNtV6M5WBO8hUBNFdKBSmlXIDxwIob2qzAmFAPMAbYoLXWpuHFVcArWuvtVxtrY13tSqCv6dAA4EiZX4Wotq4WTe0cYH7PF5Ts/ZK6X0LYk73x6ew8lcoTvZrg6uRo63AqzZO9m+BX0503Vh6hqLjiyyKsiU6idQNvgup4VPi9LJYeBwvuhl2fQPhkeOxXqN2kfNes2diYI7Z3IVyxbW01MCP5Ms3hmg6sBY4C32qtDyul3lRK3WdqNh/wVUrFAM8DV8tRTAeaAX9VSkWZPq4uW/kTMFMpdRCYALxgtVclqo2IuDSa1PGgrpfr7RuX4ObsyJQ+Tdl5KrXS3kkKIcrvk40x1KrhzP3hjW0dSqVyc3bk1XtaczTpEksjzlTovc5n5hIZn86wqljb6+hKmNcbUmNh3GIY9i9j0rw1dJ8B+dlGAmZjZg2ma61Xa61baK2baq3/bjr2mtZ6henrXK31WK11M611uNb6lOn437TWHlrrDiU+Lpqei9da99Zat9NaD9BaV+xPm7A7xcWaiLh0Qm9TYuJmHjD1fn0ovV9C2IUj5y7x27GLPNojCA8zFthUN0Pb3kWXoNrMWnuczJyK2xJn7WHTkGNVWsxQmAdr/gTfPGRMpp+8GYLvu/15lmjQDpr0hd3zjGFNG6r+MxmF3YpJzibzSoFFk+1Lkt4vIezL3M2xeLg4MrFboK1DsQmlFK8NDybzSgEf/lZxbxpXRyfRor4nzep5Vtg9LJJ2GuYPNpKirlNh0lqoHVQx9+r+NGQlQfSyirm+mST5ElXW1VIR4bepbH8rD3RpTD1Z+ShElXc65TKrDp7joW4B+NRwtnU4NtOmoQ/jwxuzaGccMRezrH79i1m57IlLqzoT7Y/8BJ/2hvTT8MevYMjb4ORScfdrOgDqtzXKTthwyyFJvkSVFRmXRl0vVxqXowaNm7NR92vXqTR2xkrvlxBV1aebY3FydOCxnmXs8SjMg03vwOZ/QcR84496/A5IPgE5aVBcbN2AK9ALg1rg7uLImz8ftfq+j2sPX0BrGGbrIcfCPFj9Inz7MNRpDpO3Qut7K/6+Shm9X8lH4eS6ir/fTdx5g+rCbkTEpRMeWLvce7rdH96YuZti+WD9Cbo17Wal6IQQ1pKUeYXv9iUwPqwx9bwsrOF01a5PYNM/bv68coQavuBRFzxMn2vU+d/ja1/XMT7cahp/qG3A19OV5wa24M2fj7Dh2EUGtC61BnmZrIlOokldD1rUt+GQY9opWPYIJB2AbtNhwOsV29t1o7aj4bc3jS2HWgyuvPuWIMmXqJISM66QmHGFx3uVf9zfzdmRqX2bMnPlEXbGptKt6Y2bLwghbOk/W05TrI1yC2WSdR62zIKWw4xCnDmpkJMCl5PhcqrxueTjnBQ4t9/4Oi+z9Gs6OP0vWbuWtJkSsxqmz9cSuDrg5mPVZG1CtwC+2h3PWz8foVfzurg4lX+gKjU7j12nUpna14YblR/+AVbMAOUA45dAq2GVH4Ojs1H369e/QOI+8Kv8MqOSfIkq6Wp9r7JOtr/R+PDGfCK9X0JUOanZeSzZc4YRHRqWfZub394yhrEG/83oQfFuYHyYozDPSNYum5KzHFOydt3jFEjca3ydd6n06zg4G0majz90fAjajwdn97K9HsDZ0YHXhrdh4oI9LNxxmid7W7Cdzk38euQCxRrbVLUvyIVfX4WIz8EvFMZ+YdTespVOE40h6h2zYezCSr+9JF+iStpzOg1PVydaN/C2yvVK9n7tiE2he9M6VrmuEKJ8Fu6II7ewiKl9y5hcJO6FqP8aNZws2e/vKidX8G5ofJijMM9IxkrtWUuBpCj4+VnY8BaEPW58eNa7/XVL0adFXQa0qsfs32IY2dHf4nqHN1odnUSgbw2CrfR71Sx1qtwAACAASURBVGypsbBsorGxtS2GGUvj5g2hjxoT79NOV9zqypuQCfeiSoqMS6dTQC0cHazXNT4+vDH1vY2q99aexCqEsFxWbgELd8QxpM1dNKvnZfkFtDa2oPGoC71ftH6ApXFyBR8/aNAemg2E9n+E7tNh4EwYMceYOP7IKvAPh83vwPtt4KdpcPFomW736j2tySssYtba4+UKO/1yPjtiUxka0qByhxwPfQef9jH2VLz/G7j777ZPvK7q8pQxF9AGWw5J8iWqnIycfI5fyCK8jMVVb8bo/WrGntNp7JS6X0LY3H93nSErt5CpfZuV7QKHvoOzu2HAa0ZPRlWgFAT2hAeWwvS90HECRH8Hn3SF/46G2A0WlThoUteTR3sE8e3es0Qn3GR+mhnWHb1AUbFmWGWVmCjIhZ+fg+WToF5rIyltOaRy7m0u74YQMhb2LzZWxFYiSb5ElRMZlw5AqJXme5X0x7BG3OXtxgfrpPdLCFvKLShi/rZT9G5RlxB/H8svkH8Z1r1m9EB1eND6AVpDnWZw73vw3GHo/xdIOgiLR8LcHrD/K2MI0wxP92+Gr4cLM1ceLvPvrTXRSfjXcqetXwUnqVobk9g/HwiRC6DHM/DoaqjZqGLvW1bdn4aCHKM8SSWS5EtUORHxaTg7Kjo0qmn1a7s5OzK1X1P2xEndLyFs6ZuIs6Rk5zOtrHO9tn8IlxJhyDvgUMU34PbwNYZFnzsEIz4xjv00FT4IgS3v3rbXxcvNmZfubsXe+HRWHDhn8e0zrxSwLSaFYRU15FhUCKe3GNsDfdAO/tPP+Ld5YBkMetNYXVhV1Q+GZoNgz6dGb10lkeRLVDkRp9No518TN+eK+YU6LtTU+yVzv4SwifzCYj7dHEtoQK2y7WCRcdZIvtqMggA7Wr3s5AodH4Qp22HCD3BXCGz4G7wXDD8/DykxNz11TGd/Qvx8+OeaY+TkF1p029+OXqCgSDPUmhtp52UbhWy/fxLebQpfDjc2rK7fBu77CJ7ea7MaWhbrMcNYNHFgSaXdUpIvUaXkFhQRnZhZ5s20zVGy92uH9H4JUel+ikrkXGYu0/qVsd7UuteMz4PetG5glUUpaNofHvoOpu6CkDHGvKM5ofD1eIjb9rt5YQ4OiteHB5OUmcu8zacsut3q6PM09HEr/2hC1gUjwfpqLPyriVGd/uSv0HIo/PG/8NIpY65bp4ehhvWnjVSYwF7QoAPsnFNpOyFI8iWqlKizGRQUacIrYL5XSdfmfq0/Ib1fQlSiomLN3M2xtG7gTd+WdS2/QPwOOPw99Hi26s4jskS91sYqyecOQ5+XIGEPLLwHPusDB5dBUcG1pqGBtbmvfUM+3RxLQnqOWZfPyi1gy8lkhrQt45Bj8gnY9j58Pgj+3RJWPgPJxyHsMWNV5//FwMh50Ho4uHhYfv2qQCmj9ys1Bo6vrpRbSvIlqpQI02banQMqrucLwNXJkWn9mhIRly69X0JUorWHz3Mq+TLT+jW1PBkoLjLmFXn7GRO5qxPPetDvz0YSdu8HkJ8D3z8OH7Y3hlivZADwyrBWOCjF26uPmXXZDccukl9YzDBzC6sWF8OZ3Ubv4keh8HEYrJ8JRflGfFN2wDMHjA2wA3uCYzUpF9p6hFH0dcfsSrldNfmuieoiIj6dlvW9qFmj4uvAjAtrxCebYnl/3Qm6N/W13XYbQtwhtNZ8vDGGoDoeDC1LyYOor+D8QRg9H1zKWA2/qnN2N4p/dpoIMeuMIqDrXjM2De80gQZdpzClb1PeW3eCCadS6drk1tulrYk+Tz0vVzo1vsUb2oJcOLUJjq+C47/A5YvG9kqBvaDLZGNY0cffuq+zqnF0MgrArnnJSD4bd6nQ20nyJaqMomLNvvh0/tDRzErT5eTq5MjUfs3464+H2B6TSs/mUvVeiIq0+UQyh89d4l+j21leQDn3krEZcqOuxsbI1Z2DA7S42/hIOgA7PzG25tnzGdNa3sMh7+68sdKbn5/uedPv5eW8QjYev8j4sEY43NgmJ82Yr3XsZ4jZAAWXwcULmg+CVvcYBWTdrb/ivErr8CBs/IfR+9X4qwq9lSRfoso4mnSJ7LxCq+3naI5xof58sjGGD9afoEcz6f0SoiJ9sjGWhj5u/KGjn+Unb3nXWJH2wLdW3cDaLjRoD6M+hYGvw57PcIxcwGf5K9mX24wdK6bQa/gjpQ7/bTqeTF5hMUNDTL2M6fHGnKZjq4y5c7oIvBoY+1C2Gmb0dDmVbwsju+bqaWwHtfXfxsrTOmUs/msGSb5ElRFh5c20zVGy92tbTAq9mpdhArCoEAVFxaRdziclO4/U7HxSL+eRkpVPymXT4+w8UrLzcXdx5PXhwbRpWIZCnaLS7Dmdxp64NGYOD8bFycLpxqmxxhYwHR4Cv04VE6A98G5obGPU6//QUV/R8Nf3uSvqBYpPf4hDt6nGht6u/9umaXX0OXp4JBAeNw/WroEL0cYTdVtDz2eNHq4GHY1eNmHoMtkY6t05B4Z/UGG3Ufa00is0NFRHRkbaOgxRQaZ+tZcDZzPZ/nL/Sr1vXmER/d7dRIOa7ix/qpv0flUQrTVZeYXXJU4lE6vU7HySs/NIzc4j9XI+GTkFpV7HxdEBX08XfD1dqOPpypFzl8jIKeCVYa14pHug/PtVUY98sYfohEy2/ak/7i4W1vD7ejzEbYWn94FX/YoJ0A4dTkjjo7mz+XOtDTTOPgCuPtB5IgT2pPD4OpIjv6eBSgXlYAzXthoGLYeVbQPyO8mKGXBgqbH4wbN8b8iVUnu11qE3HpeeL1ElaK2JiEunR9NbTx6tCFd7v/4ivV8WK9k7lWJKqlKzjd6plKz/JVWp2XmkXM4nv7D0Gjo+7s7U8XTB19OVlnd54evhSh1PV1OCZRy/+tjL1em6BCvtcj4vLjvAGyuPsPVkCu+OaYev5x08dFIFHUrMZNPxZF68u6XliVfMb3BijdHjI4nXddr416Z26Gj6R4Sz8X5PGh37AnZ+DDtmoxzdiC5uQ3bPl2jecwx4yJxWs3V/GvYtgj2fQf9XK+QWknyJKiE+NYfkrDzCylLt2grGmuZ+vb/uBD2b1ZHeEzOsOHCOF5cdIK+UhMrF0eFa0uTr6WIkVJ4u1PFwvdZjdfVzrRoulg9DlVDbw4XPJ4ayaGc8f199lCEfbuX9cR1kAUUV8smmGLxcnZjQLcCyE4sKYO2foVYQdJ1aMcHZuRcGtWDlgXO8GuHGl48uQGWehZST/GlPDX6LySJi4EBwlGFFi9RpbvQQRvzHGJ6tgPplknyJKsEW871KcnVyZFr/Zrz6wyG2nkyhdwvp/bqVjccu8vw3UbRvVJNRnfxMPVVXe6hc8Lyhd6qiKaWY2D2Q8KDaPL1kPxMW7GZy76a8MLgFzvKHx6ZiLmaz5tB5pvZtirebhXv8RS6A5GMw/us7eyL4Lfh6uvLswBa89fMRNh6/SP9Wjcn18OOXxeu5t10DnOTnv2x6zDBKb+z/Cro8afXLy7+KqBIi4tKoWcOZZnU9bRbD2M6NaOgjVe9vJyIujSlf7aVVAy8WPhrGg10CGNL2LkIDaxNUxwMvN2eb9Ry2buDNyuk9GR/WmHmbYxkzdwfxqZdtEoswzNsci6uTA4/2CLLsxJw0Y9l/UB+jF0Lc1MPdAmha14O3fj5KfmEx206mkJ1X+L9VjsJyjbuCf7gx8b7Isr00zSHJl6gSIuLSCQ2o9ftaNJXIxcmBaf2bse9MBltOptgsjqrs8LlMJi2MoGFNd758NBwvS3syKoG7iyNvjwph7oOdOJ1ymXtmb+OH/Qm2DuuOlJCew4/7Exkf1pg6ls7D2/gPyLsEQ/5555WWsJCzowOvDW/D6ZTLLNxxmtWHkvBxd6a7DebQVis9ZkBGPBxdYfVLS/IlbC45K4/TKZdtNuRY0tjOjfCr6S69X6U4nXKZiQv24OXqxOLHulT5Se1DQxqw5tneBDfw5rlvDvD8N1Fk51n/Hay4uf9sMTaAfrJ3E8tOvHAEIudD6GNQP7gCIqt++rSoy4BW9Zj9WwzrDl9gUHB9GXIvr5bDoHYTo+iqlf8eyL+MsLlI03yv0CqQfLk4OTCtXzP2S+/XdZIyr/DQ57sp1rD48S741XS3dUhm8avpztdPdOHZgc35MSqRe2Zv5cDZDFuHdUdIzspjacRZRnXyo6ElPy9awy8vg6u3sZegMNur97Qmr7CIrLxC7pEhx/JzcDS2HDq3H+K3W/fS5jRSSg1RSh1XSsUopV4u5XlXpdQ3pud3K6UCTccHKaX2KqWiTZ9/V8BJKbVCKXWovC9E2K+IuHTcnB0I8asaRTLHdPbHr6Y776+T3i8wSjlMmL+HzCsFLJoUTlMbzssrCydHB54d2IJvJnejsEgzeu4O5m2OpbhY/m0r0oLtp8kvKuapPhbWlDq+Gk5vNhKvGrZ/Q2ZPmtT1ZHLvptT3dqV7MxlytIoOD0CNOrDduhtu3zb5Uko5Ah8DQ4Fg4H6l1I39wI8B6VrrZsD7wDum4ynAcK11CDARWHzDtUcB2eV6BcLuRcSl0aFRzXKVG7Cmq71fUWcz2Hwi2dbh2FR2XiGPfLGHs2k5fD4xlLZVJEEui7DA2qye0YvBberzzzXHeHjBHi5eyrV1WNZxOQXysmwdxTWZVwpYvDOeYSENaGJJsl6YB2tfhbqtIHRSxQVYjb0wuAXb/tQfVycL66mJ0jm7Q/iTcHItXDxmtcua89cuHIjRWp/SWucDS4ERN7QZAXxp+no5MEAppbTW+7XW50zHDwNuSilXAKWUJ/A88Lfyvghhv7LzCjl8LrNKzPcq6Wrv1wfrT96xvV+5BUU8uSiSw+cu8fEDnejaxP7fSfvUcObjBzrxz1EhRManMeTDrWw8dtHWYZVPUQF8PgA+7gopJ20dDQCLd8aRnVfI1L4W9nrtmgvpp+Huf4Bj1VvMYQ+UUjLXy9rCHgcnd2PbISsx51/IDzhb4nGC6VipbbTWhUAmcONv6tHAfq11nunxW8C/gZxb3Vwp9aRSKlIpFZmcfGf3QlRH+8+kU6xtV9/rZlycHJje3+j92nQH9n4VFhUzY8l+dsSmMmtsOwYGV5/K4kopxoc35uene1LPy5VHF0bwxsrD5BUW2Tq0sjnyE6THwZU0WDAEzkXZNJyc/EIWbI+jf6t6lu23mXXB2Dy7xVBoNqDiAhTCUh6+xr6ZB7+BS0lWuaQ5yVdpa3xv7Aq4ZRulVBuMocjJpscdgGZa6x9ud3Ot9Wda61CtdWjdulL4srqJOJ2Gg4KOjWvaOpTfGd3pzuz9Ki7WvPx9NL8eucDM4cGM7Ohv65AqRLN6Xvw4rQePdA/ki+1xjPx4BzEX7WwWhNaw/UOo0wImbzGGSL4cDvE7bBbS0j1nSbucz7R+FvZ6/famMex4998rJjAhyqPbNNBFsHueVS5nTvKVADQq8dgfOHezNkopJ8AHSDM99gd+AB7WWsea2ncDOiul4oBtQAul1KayvQRhzyLi0glu6F0l60W5ODnwdP9mHLiDer+01vxt1VGW703guYEteMTSwph2xs3ZkZn3tWH+xFDOX8pl+Efb+CbijP0k26c3w/mDxl50dZrDpLXgdRcsHgknfq30cPILi/lsyym6BNWmc4AFvdmJ+yDqK+j6lGz6LKqm2kHQ+j6I/MIq8yvNSb4igOZKqSCllAswHrix4tgKjAn1AGOADVprrZSqCawCXtFaX1unqbWeq7VuqLUOBHoCJ7TWfcv3UoS9yS8sZv/Z9Co35FjSqE7++Ndy54M7ZOXjnA0xLNh+mkd7BDJjQDNbh1NpBrSuz5pnetEpoCZ/+i6a6V/vJ/NKga3Dur3ts8GzPrT7o/HYxw8eXWNMWF96P0Qvr9Rwvt+XwPlLuUzrZ8HPztXSEh51oPeLFRecEOXVfQbkZcLeL2/f9jZum3yZ5nBNB9YCR4FvtdaHlVJvKqXuMzWbD/gqpWIwJtFfLUcxHWgG/FUpFWX6qFfuqEW1cOhcJrkFxVU6+XJxcmB6v2YcSMhk0/Hq3fu1eGcc/153glEd/fjrPcF33Obi9b3dWDypC38a0oq1h88z7MOt12rQVUnnD0Hsb9Bl8vX7HnrUgYkroVFX+O5xiPi8UsIpLCpm7uZYQvx86GXJpuaHvoOzu2HAa+Bmv6tpxR3AvzME9DAWhhSV782ZWUsitNartdYttNZNtdZ/Nx17TWu9wvR1rtZ6rNa6mdY6XGt9ynT8b1prD611hxIfF2+4dpzWum25XoWwS/8rrlrLxpHc2ujOpt6valz1/qeoRF5bcZiBrevzzph2Nt3myZYcHBRT+jZl+ZTuODooxn26k9m/naSoKtYE2/EROHuUXpLBzRseWg4t7oZVL8DWf1u9QveNVh86T3xqDtP6NTU/cc/PgXWvwV3toMODFRqfEFbRfQZcSoDDt52yfkuyHlXYzJ7T6QT61qCel5utQ7klZ0fT3K+ETDYet/OyBKXYcOwCL3x7gC5BtZnzQEdZpg50aFSTVTN6cl/7hry37gT3/2cX5zKu2Dqs/8lMgEPLofNEcL/Jmxdnd/jjfyFknDGZfd1rFZaApV/OZ/ZvJ2la14PBwXeZf+L2D+FSIgx9x6gmLkRV13ww1GlpDPmX4/+T/JYVNlFcrNkbn1alhxxLGtXJn0a1q9/Kxz2n05jy3320buDNfx4Oxc1Z/gBe5eXmzAfjO/LeuPYcTsxk6Idb+eXQeVuHZdg11/jF33XKrds5OsPITyHsCWN/uhVPQ7F1S2ocOJvBvR9t40xqDq/e09r8XtOMs0by1WYUBHS3akxCVBgHB2OBy4VoOLWx7JexYkhCmC02OZv0nALCguwj+XJ2dODpfs05WI16vw4lZvLYwgj8a7mz8NGwKrnitCoY1cmfVTN6EeBbg6f+u5dXf4jmSr4Na4Llmib8thkJNRvfvr2DAwx715jMvn8xLH/UKOlQTlpr/rsrnrHzdgKw7Klu9G9lQT249a8DGga9We5YhKhU7caB513l2nJIki9hE3tM873specLYGQnv2rT+3UqOZuJC/bg5ebE4se64OvpevuT7mCBdTxY/lR3Jvdpwle7z3DfnG0cO3/JNsFEfgH5WdBjhvnnKAX9/wKD/24UZV0yHvIvlzmEnPxCnv/2AH/58RDdmvry89M9ad/Iglp98TuNifY9noGajW7fXoiqxMnVWOhyaiMkHSzTJST5EjYRGZdOHU9XAn1r2DoUs5Xs/dpgx1vSnMu4woT5ewBY/HgXGtZ0t3FE9sHFyYFXhrZm0aRw0nMKuG/OdhbtjKvcRLww3yjyGNQHGrS3/Pzu0+G+OXBqEyz6A1xJt/gSp5KzGfnxDn6MSuT5QS344pEwanm4mH+B4mL45U/g7WckX0LYo9BJ4OJZ5i2HJPkSNrHndBphgbXsrpzByE5+NK5dw257v9Iu5zNh/m4uXSngy0nhNLVk02MBQO8Wdfnl2V70aOrLaz8d5olFe0m7nF85N49eBllJlvV63ajTBBi7EJKiYOG9xrY+ZloTncR9c7ZzMSuXLx8NZ8aA5pavjI36CpIOwMA3wMXDsnOFqCrca0Knh40e3Iyzt29/A0m+RKU7l3GFxIwrdjXkeJWzo7HnY3RiJot2xlNYVGzrkMyWlVvAI1/sISH9Cp9PDKWtn9RUKqs6nq4seCSM1+4NZsuJZAa/v4Xv9iZUbEKutfEuu35baFrOvQ+DR8AD30DaafhiCKTH37J5QVExf191hClf7aNZPU9+ntGL3i3KsN1b7iX47Q1o1AVCxpQxeCGqiKsLXnbNtfhUSb5EpYswzfcKt5PJ9jca2dGPED8fXl9xmN7/2sjHG2NIzS7/BOaKlFtQxBOLIjly7hJzH+pElyY37nsvLKWUYlLPIH6c1gP/Wu68sOwA4z7dyZFzFTQX7OQ6SD5qrLSyRo9x0/7w8E+QkwoL7oaLx0ptduFSLg/8Zxf/2Xqaid0C+HZyN/zKOlS9dRZcToYh/7TOaxDClmo2hrajYN+XcCXDolMl+RKVLiIuDQ8XR1rd5WXrUMrE2dGBH6Z259MJnQmq68G7a4/T7e0NPP9tFAfOWvYfsDIUFhUz/ev97DqVxqyx7S1bkSZuK7ihN99P6c6/RrcjNvky9360lZkrDlt/e6Ids415Um1HW++ajcKM7Yh0sdEDlrj3uqd3xqZyz+xtHEq8xIfjO/DGiLa4OJXxz0ZqLOz8xCim6tfJCsELUQV0nwH52RC5wKLTJPkSlS4yLp1OAbVwsuNink6ODtzd5i6+erwr657rzfjwRqw9dJ4RH29nxMfb+X5fAnmFNixHYFJcrHnpu4OsP3qBN+5rwx86+tk6pGrJwUExLqwRG17ow4NdAvhyZxwD/r2J5XsTKLZGdfzEfRC31RjmcLRySZD6bWDSL+DqDV/eB6e3oLVm7qZYHvx8F97uTvw0vQcjOpTzZ+fXvxirxAa8Zp24hagKGrSDJn1h96cWlXCx379+wi5l5hRw/EKWXc73upnm9b14c0Rbdv15ADOHB5N1pYDnvz1A97c3MGvtcZtVRtda89aqI3y/z1iVNrF7oE3iuJPUrOHCW39oy8rpPWlUuwb/Z62hyB2zjeSo00TrBHqj2k1g0lrw8Uf/dwwfz5vNO78cY2hIA1ZM70mL+uXspY7dAMdXQ+//Ay8LKuALYQ+6z4Ds88aCGDMpe1qxFRoaqiMjI20dhiiH345e4LEvI1nyRFe6Na2e846KizXbY1P4ckc8vx27gINSDA6uz8PdAunapHalrfCc/dtJ3lt3gkk9gvjrva3tbmWpvSsu1izfl8A/1xwjIyefh7sF8tygFvi4W9hzlXYaPupkzPWq4IKkx07FUfzfMbQoimVHmzfoNfbp8v/cFBXCvB5QmAvT9ly/CbgQ1YHWMK8XFBfAlJ1GYWMTpdRerXXojadIz5eoVBFx6Tg7KjpYUpDRzjg4KHo1r8vnE0PZ8mI/Hu8VxM5Tqdz/n13c/cEW/rsrnst5hRUaw5c74nhv3QlGd/LnL/dI4mULDg6KcaGN2PhCXx7qGsCinWUcitz1CShH6HKbrYTK6dvIs4xYcJRpjq+T07ArvY/8FbXns/JfOHIBJB8zCrxK4iWqI6WMN0fJxyBmnXmnSM+XqEyj5+6gWGt+mNrD1qFUqtyCIlZEnWPhjjiOJF3Cy82JsZ0bMaFbAEF1rFvr6Mf9iTz7TRSDgusz98FOdj23rjo5lJjJaz8dYt+ZDDoH1OLNEW1o0/A25T5y0uD9NsZWQn/4pELiyi0o4vWfDvNN5Fm6N/Vl9v0dqeOq4bvH4NjP0PfP0Oelsq1OzEmD2R2NgrAP/yQrHEX1VVQAH7aHWkHw6Kprh6XnS9hcbkERBxMyCK9G873M5ebsyLiwRqya0ZPvpnSjX8t6LNoZR79Zm5i4YA8bjl2wysTs9Ucu8MKyA3Rr4stH93eUxKsKaevnw/KnuvPumHbEpVxm+EfbeO2nQ2Tm3GJVZMR8KMgx3lVXgDOpOYyeu4NvIs8yvV8zFj/WhTqeruDsBmO/hPYPwKZ/wC+vGJXpLbXpbci7BEPelsRLVG+OzsaCmPhtv1s1XBqnSghJCAAOnM2goEgTegcmX1cppegcUJvOAbX5yz2tWbLnLF/tjmfSwkga167BhK4BjAtthE8Ny1e07T6VyrSv99GmoTf/mRiKm7NjBbwCUR4ODoqxoY0YHHwX7607zuJd8aw6mMSfhrZiTCf/66vFF+TCnk+h+WCo19rqsaw/coHnv40CYP7EUAa0vqEEiaMTjPgY3Hxg91xjQ+/7PjKOm+PiUSN5DJ1krKgUorrrNBE2/8vYcHvcl7dsKm+LRaW5Wlw1NKCWjSOpGup5u/HMwOZsf7k/H93fkfrervx99VG6vL2eV74/aNEKuUOJmTz+ZST+tdxZ+Gg4nq7yvqoq86nhzBsj2rLy6Z4E1vHgpeUHGTNvB4cSM//X6MASoyBp93JsJVSKwqJi/vXLMR5fFElj3xqsmtHr94nXVQ4ORq9V3z/Dga9h2UQjKbwdrY3eMlcv6PeqVeMXospy84bQR+HoCmOhzC3InC9RaSYu2ENS5hV+fa6PrUOpsg6fy2Txznh+jEokt6CY8MDaPNw9gLvb3IXzTYYQY5OzGTdvJ27Ojiyf0o0GPrJRtj0pLtZ8vz+Rt1cfJT0nn4e6BvDCwOb4LOhuJC9PbLTakF1yVh4zluw3FoCEN+L14W3M7yHdNc/YEDuoN4z/2ojtZo6thqX3w5B3oOtTVoldCLtwKQk+CIHOj8A9s24650uSL1Epioo1Hd74leEdGvKPkSG2DqfKy8jJZ1lkAot2xXE27Qr1vV15IDyA+7s0op6X27V25zKuMGbuDvKLivl2cjeayEbZdivzSgHvrzvBop1xjHSP4t/F/6J49Bc4hIyyyvUj49KY9vU+MnIK+Nsf2jI2tJHlF4laAj9NMybQP/Qd1ChlCkFhHnzcBRxdYMp26xeFFaKq+3EqHPoenj+C8vCVCffCdo6dv0RWXuEdOdm+LGrWcOGJ3k3Y9H/9mD8xlJZ3efP++hP0+OcGnlm6n73x6aRm5/HQ/N1k5Ray8NFwSbzsnI+7MzPva8PKp3vyhOPPnC2uy9gtda4fiiwDrTXzt51m/Ge7cHN25IepPcqWeAF0uB/+uBguHIYvhsKlc79vs3sepJ+GIf+QxEvcmbo/DYVXIOLzmzaRiSGiUkScNs33CpT5XpZwdFAMaF2fAa3rcyo5m8W74lkemcBPUefwcHGksFiz+LEutPW7TckCYTfaFB6DgiNEtfsz8cfyGD5nGw91CeD/Bre0eCFGdl4hf1p+kFXRSQwKrs+sse0tL/J6o1b3wEPLYcn9xobcD/9kVMgHyLoAm9+FFkOg2cDy3UcIe1WvtbFQZvenN20iPV+iUkTEpdPQxw3/WjVsHYrdalLXk9eHPs40qgAAIABJREFUt2HXnwfwtz+0pa2fD/MmdCY8SHoTq5Uds8G9Fh3um85vL/RlYrdAvtodT79/b+LbiLNmlyQ5cSGL++ZsY82hJF4e2orPJnQuf+J1VVBvmLgC8rJgwRA4f8g4vuFNo5L94L9b5z5C2KvuMyAn5aZPS/IlKpzWmoi4NMIkSbAKD1cnHuoawDeTjXphohpJiYFjqyDscXDxuDYU+fPTvWha14OXvjvIqLk7bjsU+eP+REbM2c6lK4V89XhXnurT1Pq7HPh1hkd/AeUAC4cZQyz7vzIm2NdpZt17CWFvAnvesj6fJF+iwp1Jy+FiVt4dXd9LCLPs/MiYqB7+5HWHgxt68+3kbrw3rj0J6VcYPmcbf/kxmoyc/Ova5RUW8dcfD/HsN1GE+PmwekbPit1DtV4rmPQLuNeGVS9ADV/o/WLF3U8Ie6EUDP7bTZ+WOV+iwkXEpQPIZHshbiX7orGasMP94Pn7Hk2lFKM6+TMwuL5pVaSpQOuQVowLbUTSpVymfrWPA2czeLJ3E168u+VNy5NYVa1AmLQWVj4DHR8yirIKIW5Jki9R4SJOp+Hj7kzzerIaT4ib2vMZFOVDt1tvJeTt5szrw9swLrQRr/10iJe/j+brPWc4m5ZDQZFm3kOdGNK2QSUFbeJVHx5YWrn3FMKOmfW2SCk1RCl1XCkVo5R6uZTnXZVS35ie362UCjQdH6SU2quUijZ97m86XkMptUopdUwpdVgp9U9rvihRtUTEpREaUOv6rVOEEP+Tf9mYM9XqHrPnS7VuYAxFvv/H9iRl5lLf240V03tUfuIlhLDYbXu+lFKOwMfw/+3dd3xUVfrH8c+ThCT03nsVEaQFxN5WF7FgQcUGuio2LL9Vd3Xbb9efu7bddaWsimIXu64sYgUrNaEIAiItFOkkdELa+f1xbjSEBAJM5maS7/v1mlcmd+6cee5JZvLk3HOfw1nAGiDVzMY75xYW2u16INM518HMBgOPAJcDm4HznXNrzawr8DHQPHjO351zn5tZIjDJzM5xzn0YuUOT8mDzzr0s37yLy/ocZl0hkcpgziuwJ/OQlxIyMy7q2YJzuzUjPs6I1z84IjGhNCNffYGlzrnlzrls4HVgYJF9BgIFq0i+DZxpZuacm+OcK6jCtwBINrMk59xu59znAEGbs4EWR3owUv6kBes59lF9L5Hi5eXCtFHQ8jhoddxhNZGYEKfESySGlCb5ag6sLvT9Gn4evdpvH+dcLrANKHqJzSXAHOfc3sIbzawOcD4wqfRhS6xITc8kKSFORUBFSrLofdi6KuILaItI+VWaCffF/TtVtMrfAfcxs2PwpyLP3udJZgnAa8AI59zyYl/cbBgwDKBVq1alCFfKk9T0DLq3rENSQikX7xWpTJyDKSOgfgc4akDY0YhIlJRm5GsNUHjCTgug6IJeP+0TJFS1gYzg+xbAe8AQ59yyIs8bAyxxzv2rpBd3zo1xzqU451IaNmxYinClvNi1N5cFa7erxIRISdK/hnVz4fjhEKeyiyKVRWne7alARzNrG0yOHwyML7LPeGBocH8QMNk554JTih8A9zvnphR+gpk9iE/S7jqSA5Dya86qreTlO1W2FynJlBFQvSF0vyLsSEQkig6afAVzuIbjr1RcBLzpnFtgZg+Y2QXBbmOB+ma2FPg1UFCOYjjQAfijmc0Nbo2C0bDfA12A2cH2GyJ7aBK2mekZxBn0alUn7FBEyp8NC2Hpp9D3JqiSHHY0IhJFpSqy6pybCEwssu1Phe5nAZcW87wHgZLq6+vSnAouLT2Do5vWomZyhBbzFalIpo2CKtWgz/VhRyIiUaZJBlImcvLymbNqK30030tkf9vXwrw3oec1UE3vEZHKRsmXlInvftzGnpw8JV8ixZnxFLg8OP7WsCMRkRAo+Yoh67bt4akvl5Gdmx92KAeVFiymreKqIkVkbYe056HLQL8otYhUOlpYO4Y8OGERH8xfx/ptWfz5gmPCDueAZqZn0Lp+NRrV0kRikX3MfhH2bldRVZFKTCNfMeKHDTuY+N06mtepygtT03l/7o9hh1Qi5xxp6Rk65ShSVF4OTH8S2pwMzXuFHY2IhETJV4wYOXkp1arE85/bTqRPm7rc9858ftiwI+ywirVs004yd+folKNIUd+9A9t/1KiXSCWn5CsGLN24kwnz1jLkhDY0rJnE6Ct7USM5gZtfnsWOrJyww9vPzBUF87008iXyk4KlhBoeDR3PCjsaEQmRkq8YMPrzpSQnxHPDSW0BaFQrmdFX9mJlxm7ufWsezhVdajNcaekZNKiRSNsG1cMORaT8WDYJNi6AE24HU5lDkcpMyVc5t2LzLt6f+yNDjm9N/RpJP23v27Ye95/TmY8WrOeZr4tdkzw0M9MzSGldD9MfGJGfTRkBNZtCt/3qUYtIJaPkq5wb/flSEhPiuOHkdvs9dv1JbRnQrQmPfLSY6cu3hBDd/tZt28OazD1az1GksLVzYcWXcNzNkJAYdjQiEjIlX+XYqi27eW/Oj1x1XGsa1kza73Ez49FB3WldvxrDx81hw/asEKLcV6rqe4nsb+pISKwJKdeFHYmIlANKvsqxf3+xlPg446ZT9h/1KlAjKYGnr+7N7uxcbnt1Njl54RZgTV2RQfXEeLo0rRVqHCLlxtZVsOA96D0UkmuHHY2IlANKvsqp1Rm7eXvWGq7s2+qghUo7Nq7JI5ccS9rKTP42cVGUIixeanoGvVrXJSFev1oiAEz7t59g3++WsCMRkXJCfyHLqSe/XEacGTedWvKoV2Hnd2/GdSe24fkp6Yz/dm0ZR1e8bXtyWLxhBymtNd9LBIA9mTD7Jeg6CGq3CDsaESknlHyVQ2u37uGttNVc1qcFTWtXLfXzfjfgaFJa1+W+d+axJIQCrLNXZuIc9Gmr+V4iAKSOhZxdvryEiEhAyVc59NSXywC45bQOh/S8KvFxjL6qF9USE7jplegXYJ2ZnkFCnNGzpZIvEXKyYMbT0P5MaNI17GhEpBxR8lXOrN+WxeszVzOod0ua1yn9qFeBxrWSGXVlT1Zu2c1v34luAdbUFRl0bV6bqonxUXtNkXJr3huwayOcqKWERGRfSr7Kmae/Wka+c9x6WvvDbqNfu/r8tv9RTJy/nrHfrIhgdCXLyslj3ppt9FV9LxHIz/flJZocC21PDTsaESlnlHyVIxt3ZDFuxiou7tWclvWqHVFbN57cjnO6NuGhD79nRhQKsM5bs43svHxSWuuUowg/fARblsCJd2opIRHZj5KvcuSZr5aTm++47fRDm+tVHF+A9Vha16vG8NfmsLGMC7CmpmcAkKLFtEX8qFftltBlYNiRiEg5pOSrnNi8cy8vT1/JwB7NaF0/MgtS10yuwlPX9GZnVi63jSvbAqyp6Rl0aFSDetW1dIpUcmvSYNVU6HcrxFcJOxoRKYeUfJUTz3y9nOzc/IiMehXWqXFNHr6kG6npmTz84fcRbbtAXr5jVnomfTTqJQJTnvCV7HsNCTsSESmnlHyVAxm7snl52krO796M9g1rRLz9gT2ac+0JbRj7zQomzIt8AdbF63ewY28ufVXfSyq7Lctg0X8h5XpIivx7WUQqhoSwAxAY+81y9uTkcfsZkR31Kux3A45m3pqt/ObteXRuUpMOjWpGrO2f5nupsr1EU8YK+OrvkP41NOwMzXpA0x7+a82m4Ux0nzban2o87qbov7aIxAwlXyHbujubF6eu5NxuTSOaEBWVmBDHv6/qzXkjv+aml2fx/vCTqJEUmR9/anoGTWsn06LuodclEzlkW1fDV4/B3FfB4qHDLyBjOSz9FFwwr7F6o32TsaY9oFazsk3Idm32MR17OdRsUnavIyIxT8lXyJ6bks7OvbncfkbHMn+tJrWTGXFFT65+dga/fXseo67siR3hHyPnHKnpGfRtW/+I2xI5oO3r4Ot/wOwX/fe9r4OT74ZaTf332btg/Xewbi6sneu/Lv2sUELWEJp23zchq90icgnZzGcgN0tLCYnIQSn5CtG2PTk8P2UF53RtwlFNym7Uq7AT2jfgN/078/CH39PzmzrccHLpFu4uyeqMPWzYvpe+bTTfS8rIzo3wzeOQ9hzk50LPq+Hke6BOy333S6wOrY7ztwLZu2HDgn0TsmWPg8vzj1erv28y1qyHLxFxqAlZ9m6YOQY6nQMNjzqy4xWRCq9UyZeZ9QeeAOKBZ51zDxd5PAl4CegNbAEud86lm9lZwMNAIpAN3Oucmxw8pzfwAlAVmAjc6aK5Fk458MKUdHZk5TK8DOd6FeemU9oxZ1UmD334Pce2qHNEVekL5nv1UWV7ibRdW2DqE8GI0l7ofgWccg/Ua1v6NhKrQcs+/lYgZ49PyNbOCZKyb/0Vivm5/vGq9fwIWeGErE7rAydkc1+FPRlaSkhESuWgyZeZxQOjgbOANUCqmY13zi0stNv1QKZzroOZDQYeAS4HNgPnO+fWmllX4GOgefCcJ4FhwHR88tUf+DAyh1X+7cjKYew3yzmrS2OOaVY7qq9tZjx2aXcGjprC8HGzmXDHSTSqmXxYbaWmZ1ArOYFOZThfTSqZPZkwdRTMeMqfSux2KZx2H9Q//CW39lGlKrRI8bcCOVnBCNmcYITsW18o9aeErG6RU5bdoW5bn5Dl5/mJ9s1ToNXxkYlRRCq00ox89QWWOueWA5jZ68BAoHDyNRD4c3D/bWCUmZlzbk6hfRYAycEoWT2glnNuWtDmS8CFVKLk66VpK9melcsdUZjrVZxayVV46ureXDh6CsPHzeHVG46jSvyhVx6ZmZ5BSpt6xMVpvpccoaxtMP0pn8js3QZdLoTT7odGncv+taskQ4ve/lYgd+/+pyynjYb8HP94cm2fhFVvCJkr4Ky/aCkhESmV0iRfzYHVhb5fAxxX0j7OuVwz2wbUx498FbgEmOOc22tmzYN2CrfZnEpi595cnvl6OWd0bkS3FtEd9SrsqCY1eejibtz1xlwe/eh7fn9ul0N6/pade1m+aReDercoowilUti7E2Y+DVNGQNZW6HyeT7qadA03roQkaN7L3wrk7oWNC39OxtZ9C6um+1IXnc8LL1YRiSmlSb6K+1eu6NysA+5jZsfgT0WefQhtFjx3GP70JK1atTpYrDHhlekr2bo7p0zrepXWhT2bM3tVJs98vYKereoyoFvTUj83NT0TgL6qbC+HI3s3pD4LU/4Fu7dAx1/C6fdDs55hR1ayhCQfX+EYc7P917j4cGISkZhTmuRrDVD4sqIWQNEy6QX7rDGzBKA2kAFgZi2A94AhzrllhfYvPFxSXJsAOOfGAGMAUlJSYn5C/u7sXJ75ajmndGpIz1bl4wrBP5zbhfk/buPet76lU+OadGhUusrcaekZJCbEhTp6JzEoJwtmvQDf/BN2boD2Z8Bpv9t3UnwsSdB6piJyaEozyScV6Ghmbc0sERgMjC+yz3hgaHB/EDDZOefMrA7wAXC/c25Kwc7OuXXADjPrZ7441BDg/SM8lpgwbsYqtuzK5s4zw5nrVRxfgLUXyVXiufmVWezam1uq56WmZ9CjRR2SEvQfv5RCbrYf6RrREz76LTToBNd9CNe8F7uJl4jIYTho8uWcywWG469UXAS86ZxbYGYPmNkFwW5jgfpmthT4NXBfsH040AH4o5nNDW6NgsduAZ4FlgLLqAST7bNy8njqy+Wc1KEBvVuXj1GvAk1rV2XkFT1Zvmknv31nHger+rFrby7frd1OH63nKAeTlwOzX4KRveGDu319riHj4doJ0PqEsKMTEYm6UtX5cs5NxJeDKLztT4XuZwGXFvO8B4EHS2gzDQh5Rm10jZuxis0793LHmb0OvnMITujQgHt+eRSPfrSYXq3q8quTSq6nNHf1VvLyHSma7yUlyc+DeW/Cl4/4qwGb9YLzH4f2Z+qqQBGp1FThPkr8qNcy+rWrd0RFTcvaLae2Z86qrfxt4iKObVG7xORq5ooMzCh3I3hSDuTnw4J34YuHYcsSaNINrngdOvVX0iUiQunmfAnA9x/AYx3hkz9C1vZDfvqbaavZuGMvd5SjuV7FMTP+cVl3WtStyq2vzmbjjqxi90tbmcHRTWpRK7lKlCOUcis/Hxa+D0+eAO9cD/FV4LKXYdhXcNQ5SrxERAJKvkpj4fvw5hCIT4SpI/zclTmv+D82pbA3N48nv1hGnzZ1Ob5d/TIO9sjVSq7Ck1f3ZntWDrePm0Nu3r7HmZOXz+yVW+mj9RwFwDn4fiKMOcW/T1weDHoObp4CXS6AOH3MiIgUpk/Fg/nuHXjrOmjeG26dBjdOhrqt4f3b4NkzYXXqQZt4e9Ya1m3L4o4zO2Ix8t//0U1r8dDF3ZixIoPHPl68z2ML1m5nT06e1nOs6JzzVyhm7/LV53dtgR3rYetqyFgBm5fA4g/hmTPg9St8sdSLnoZbp0PXS5R0iYiUQHO+DmTeW/DeMGjZD656E5Jq+iTsV5/A/Lfg0z/B2F/AsYPhF3+GWvsXKM3Ozeffny+jZ6s6nNShQdQP4Uhc1LMFs1du5emvltOzVR36d/XHl1awmLYm24dn+zpfK2tPhr+aMD/HT3AvuJ+XG2zLDbYV+vrT/YL9gn2LPu7yShdL7VZwwSi/8HW8PlJERA5Gn5QlmfsavH8rtD4RrnwDEqv//FhcHHS/HDqfC1//A6aNgkX/hVPuhn63+XXiAu/NWcOPW/fw14u6xsyoV2F/OO9o5v24jXvemkfHxjVp37AGM1dk0KpeNRrXOrzFuOUI7NwE3zwOaWMhLxuSavm5VXFVfOITlxDcr+LvF3yNS/ALSscVbC+y30/7Fm3nAPvFJfh/SNqfoUKjIiKHQMlXcWa/DONvh7an+Ku0EqsVv19SDfjF/0Kva+DjP8CkB3w9o1/+DY4aQE6+Y9TnS+neojandmoY3WOIkKSEeJ68qhfnjfyGW16ZxXu3nkjaykxOP6rRwZ8skbM7A6aOhBlPQ+4eP8p0yr1Qr+RyICIiUj4p+Soq7XmYcJf/b37wOD9acDD12sEV42DZZPjofnj9Smh3OpNa3sXqjD38+fxjYnLUq0CzOlUZMbgnQ56bwXXPp5KxK1uT7aMlaxtMfxKmjYa9O/xcqtPugwbl+6pZEREpmZKvwmY+AxPvgQ5nweWv7HP6sFTanwE3fwOpY3Ff/I2zll/EE7XP5YwKUMX7pI4NuPvso36afK/J9mUse5cf5ZryBGRthaPP9+sfNu4SdmQiInKElHwVmP6UX2+u0zlw2YuQkHR47cRXgX43M5ETyZzwv1zFB9ioqXDGH6DXUIiL3XUQbzm1Pd+u3srCddtp16D6wZ8ghy5nD6Q95+d17doEHc+G038HzXqGHZmIiESIHWwNv/IkJSXFpaWlRb7hqaPgk99D5/Ng0PNHPHk4L99x1uNfkhgfx8TLahP38f2wcoqv9N3/EWhzYoQCj768fEdWTh7Vk5S3R1RuNsx+0V/AsWMdtD3VJ+wt+4YdmYiIHCYzm+WcSym6XYV4vvmXT7y6DIRLX4jIVVsfzF/H8k27uOPMjsQ16w7XfuCTut2Z8MIAeOtaXyspBsXHmRKvSMrL9Rd4jOztT3nXbQNDJ8DQ8Uq8REQqqMr9V/Srx2Dyg34S80VjIlKjKD/fMXLSEjo1rkH/Y5r4jWbQ9WK/tt3UET7hW/wRnHQXnHBHyVdTSsWVn+cL+H7xEGQs16LTIiKVSOUd+friYZ94dbssYokXwIffrWfJxp3cfkZH4uKK/BFNrOavVBue6te6++IhGN0XvnvXVxOXii8/Hxb8x69/+O6NUKU6DH7Nr5zQ4RdKvEREKoHKl3w5B5P/6hOf7lfCRU9FLPHKz3eMnLyE9g2rM6Db/tXuf1KnJVz6PFw7EZLrwNvXwQvnwfr5EYlDyiHn/FI8Y06Bt4aCy/enuW/6CjoPUNIlIlKJVK7kyzmY9Bf46lHoeQ0MHB3Rqw8/WbiB79fv4PYzOhJfdNSrOG1OhJu+hPMeh40L4elTYML/+DX0pGJwDpZO8uuAvjY4WP9wjF//8JiLtP6hiEglVHnmfDkHn/7RVwnvfR2c+8+I/uFzzjFi0hLaNqjOecceYNSrqLh4SPmV/0P8xSMwc4yfC3Ta76DP9b50hcSm9Cn+1PaqqVC7JVwwMlj/UD9TEZHKrHL82+2crzw/dST0udGPNEV4xGHSoo0sXLed207vQEL8YbRdtS6c8zDcMtVPvv7ot/DUSbDs84jGKVGwOhVeGuivbM1YDgP+DrfPgl5DlHiJiEglGPlyDibeC6nPwHG3QP+HIj6/xjnHiMlLaFWvGgN7NDuyxhp1hmveg8UT4ePfwcsXwlHnwi//qnX8yrt13/r5hEs+hmoN4Oy/+tHL0ixRJSIilUbFTr7y82Hi3b5i+PHD4ewHy2Ri8xc/bGLemm08ckk3qhzOqFdRZtD5XH/127TR8NXf/VWRxw+Hk+/2C3pL+bFxEXz+N1g03l9AceafoO9N+jmJiEixKm7ylZ8PE+6E2S/BiXfBL/5cJomXc44nPltC8zpVuahni8g2npAEJ//azxOa9Bf45p8wd5wvV9Hzap3CCtvmpfDlwzD/bUisAafeB8ffCsm1w45MRETKsYo55ys/D8YP94nXKfeWWeIF8PWSzcxdvZXbTu9AYkIZdWetpr4kxvWf+QroE+6C0cf5+mD5+WXzmlKyPVth/B1+NPL7D3yx3Lvmwen3K/ESEZGDqnjJV14u/OcWmPsqnHa/Xx+vjBIv5xxPTFpCs9rJXNK7eZm8xj5a9oFffQRXvOFHxd6+Dp45zZcyUJHW6Fg22RdInfMK9B0Gd37rk/tq9cKOTEREYkTFSr7ycuG9YTDvDZ90nXZfmb7ctGVbmLUyk1tOa09SQuTqhR2QGRzVH27+xteL2pMJr1wML54Pa2ZFJ4bKKHsXfHA3vHwRJFaHGz71V6fWaBR2ZCIiEmMqTvKVlwPv/MrXyPrFn/3pxjL2xKQlNK6VxKUpLcv8tfYTFw/dL4fhaXDOo37S97NnwBtXw6bF0Y+nIls1w5f9SH0W+t3qq9I37x12VCIiEqMqRvKVmw1vXQsL3/eX95/0P2X+ktOXb2HGigxuPrU9yVWiNOpVnIQkOO4muHMunP57WPYF/LsfvH8bbFsTXlwVQe5e+OzP8Hx/P6o6dIIvVaLSESIicgRi/2rH3L3w5lD44UPo/wj0uzkqLzty8hIa1Ejiir6tovJ6B5VUE079DaRc76+KnDkG5r0FfW+Ek34N1euHHWFsWT8f3r0JNi7wS1H98m+QXCvsqEREpAIo1ciXmfU3s8VmttTM9ptIZWZJZvZG8PgMM2sTbK9vZp+b2U4zG1XkOVeY2Xwzm2dmH5lZg0OOPifLn2b74UNfRTxKiVdaegZTlm7h5lPbhTvqVZzq9X1B1ttnQ7dLYfq/4Ynu8OWjfl1BObC8XF9XbczpsHszXPkmDBylxEtERCLmoMmXmcUDo4FzgC7AFWbWpchu1wOZzrkOwOPAI8H2LOCPwD1F2kwAngBOd84dC8wDhh9S5Dl74PUrYckncN6//AhPlDwxaQn1qydy5XHlZNSrOHVawoWj4ZZp0O5U+PyvMKIHzBjjT9PK/jYvhed+CZP/D44+zy9+3emXYUclIiIVTGlGvvoCS51zy51z2cDrwMAi+wwEXgzuvw2caWbmnNvlnPsGn4QVZsGtupkZUAtYW+qos3fDa4P9Zf8XjIKU60r91CM1e1UmXy/ZzLBT2lEtMQbO2jbqDINfhRsmQcPO8OG9MKo3fPuGr4cmvlbajKf9pPotS+GSsXDpCyofISIiZaI0yVdzYHWh79cE24rdxzmXC2wDSpxk5JzLAW4B5uOTri7A2FJFnL0Lxl0Gy7+EC/8Nva4p1dMiZeSkJdStVoWr+7WO6usesRYpMPS/cPW7fgmc94bBUyfD4o8qd42wravh5YHw4W+gzUl+tKvboLCjEhGRCqw0yVdxFUqL/rUuzT4/72xWBZ989QSa4U873l/CvsPMLM3M0jZv2givDIKVU+DiMdDjylKEHznz1mzl88WbuOHkdlRPioFRr6LMoMOZMOxLGPQ85O6B1y6H5/rDymlhRxddzsGcV33B1B9nw/lPwFVv+dUEREREylBpkq81QOFCVi3Y/xThT/sE87lqAxkHaLMHgHNumXPOAW8CJxS3o3NujHMuxTmX0sC2weoZcMmzcOxlpQg9skZMWkrtqlUYcnyMjXoVFRcHXS+G22bCeY9DZrovp/DqZbD+u7CjK3s7N/r5gu/fCk26wS1ToPe1ZbYSgoiISGGlSb5SgY5m1tbMEoHBwPgi+4wHhgb3BwGTg6SqJD8CXcysYfD9WcCig0aSswsufR66XlKKsCNr0qINfLZoA9ef1JaayRVkQev4KpDyK7hjji9Mu3q6n/f07jDIWBF2dGVj4fu+DtrSSb4m3NAJfr1MERGRKLED50jBTmYDgH8B8cBzzrm/mtkDQJpzbryZJQMv408jZgCDnXPLg+em4yfUJwJbgbOdcwvN7GbgTiAHWAlc65zbcqA4Urp2dGnfLTm8Iz0CX/6wiRtfTOOoJjV5bVg/asTiKcfS2JMJU56A6U9Bfq6/kOGUeyvGEjp7MmHib2D+m9C0B1z0tL8YQUREpIyY2SznXMp+20uTfJUXKSkpLi0tLaqvOXXpZq57IZV2DWvw2o3HUadaYlRfPxTb18FXj8KsFyEhGY6/FU64HZJrhx3Z4Vn6Gbx/O+za6JPJk+/2o34iIiJlqKTkq2IsL1RGZq7I4PoX02hdvxqvXN+3ciRe4Cedn/c4DE/1da6+eswXap060he2jRV7d8KE/4FXLvFFUm/4zC+2rsRLRERCpJGvEsxamcmQsTNoXDuZN4YdT8OaSVF53XJp7VyY9AAsmwS1mvvFpVv2hUZdIKlG2NEVb+U0+M/NkLkSjr8Nzvh/C+0zAAAOnklEQVQjVEkOOyoREalEShr5qqCTl47MvDVbufa5mTSsmcRrN/ar3IkXQLMecM27sOIr+Owv8MnvgwcM6nfwVww2PdZ/bXJsuHPEcrJ8Nf+pI6FOK7j2A2hzYnjxiIiIFKHkq4gFa7dx9bMzqF2tCuNu7EfjWhot+UnbU/ypu21r/MLT6+fD+nnwYxosePfn/Wo02T8hq9vWl7goS+u+9Ythb1rkS0ec/aBfcFxERKQcUfJVyOL1O7j62RnUSErgtRv70axO1bBDKn/M/LqRdVpC5wE/b9+T6WuErZ/nk7J18/zyTy5YwiixJjTp+nMy1qQbNDoaEiIwqpiXC9/8E758BKo1gKveho5nHXm7IiIiZUDJV2Dpxp1c9ex0EhPiGHdjP1rWqxZ2SLGlal1oe7K/FcjJ8qNQBcnY+vkwdxxkj/GPxyX49SYLkrGmx0LjrlC1Tulfd9MP8N5NsHY2dB0EAx7TmowiIlKuKfkCVmzexZXPTAeMV2/oR5sG1cMOqWKokgzNevpbgfx8yFzhTxEWnLpcNgm+HffzPnVaB8lY959Hymo127cCfX4+zHgKJv0FqlTzC2Efc1HUDk1ERORwVfrka3XGbq58Zjq5+Y7Xh/WjQ6NyevVeRREXB/Xb+1vXi3/evmPDz3PICk5dfv8BPy0RWrXez3PIGh0Dc1+F9K+hU384fwTUbBzK4YiIiByqSp18/bh1D4PHTGd3dh6v3diPTo01OTs0NRv7W8df/Lxt7w7YsPDnhGzdPJgxBvL2+jlkF4yCnldrTUYREYkplTb5Wr8tiyvGTGd7Vg7jbuhHl2a1wg5JikqqCa2O87cCeTmweYkvZ1G9QXixiYiIHKZKmXxt3JHFlc9MJ2NXNi9f35duLWJ02ZzKKL4KNO4SdhQiIiKHrdItL7Rl516uemYG67dn8fx1fejZqm7YIYmIiEglUqmSr8xd2Vz17AxWZ+5m7NA+9GmjkgQiIiISXZXmtOO2PTlc89wMlm/exdihKRzfvn7YIYmIiEglVClGvnZk5TDkuZksXr+Dp6/uzckdG4YdkoiIiFRSFT752rU3l2ufT2XBj9sYfWUvTu8c4qLPIiIiUulV6NOOe7LzuP7FVOau3srIK3py9jFNwg5JREREKrkKO/KVlZPHjS+lMXNFBv+8rDsDujUNOyQRERGRijnytTc3j5tfmcWUZZt5bFB3BvZoHnZIIiIiIkAFHPnKzs3ntlfn8MXiTfztom4M6t0i7JBEREREflKhkq/cvHzufH0Ony3awAMDj+GKvq3CDklERERkHxUm+crLd/z6zW/58Lv1/OHcoxlyfJuwQxIRERHZT4VIvvLzHb95ex7jv13Lb/t35oaT24UdkoiIiEixYj75ys93/O69+bwzew2/PqsTt5zWPuyQREREREoU08mXc47/Hb+A11NXM/z0DtxxZsewQxIRERE5oJhNvpxz/N+ERbw8fSU3ndKOu8/uFHZIIiIiIgcVk8mXc45HPlrMc1NWcN2JbbjvnM6YWdhhiYiIiBxUqZIvM+tvZovNbKmZ3VfM40lm9kbw+AwzaxNsr29mn5vZTjMbVeQ5iWY2xsx+MLPvzeyS0gb9+GdLeOrLZVzdrxV/Oq+LEi8RERGJGQetcG9m8cBo4CxgDZBqZuOdcwsL7XY9kOmc62Bmg4FHgMuBLOCPQNfgVtjvgY3OuU5mFgfUK03AoyYvYcSkJVye0pIHLuiqxEtERERiSmlGvvoCS51zy51z2cDrwMAi+wwEXgzuvw2caWbmnNvlnPsGn4QV9SvgIQDnXL5zbvPBAtm0Yy9//+QHLu7ZnL9d3I24OCVeIiIiEltKk3w1B1YX+n5NsK3YfZxzucA2oH5JDZpZneDu/5nZbDN7y8waHyyQ9duzOO/Ypjw66FjilXiJiIhIDCpN8lVcluMOY5/CEoAWwBTnXC9gGvD3Yl/cbJiZpZlZWnJcPo9f3oOE+Ji8TkBERESkVMnXGqBloe9bAGtL2sfMEoDaQMYB2twC7AbeC75/C+hV3I7OuTHOuRTnXEqHJnWposRLREREYlhpMplUoKOZtTWzRGAwML7IPuOBocH9QcBk51yJI1/BY/8FTgs2nQksLGn/AppbLyIiIrHuoFc7OudyzWw48DEQDzznnFtgZg8Aac658cBY4GUzW4of8Rpc8HwzSwdqAYlmdiFwdnCl5G+D5/wL2ARcF9lDExERESl/7AADVOVOSkqKS0tLCzsMERERkYMys1nOuZSi2zWBSkRERCSKlHyJiIiIRJGSLxEREZEoUvIlIiIiEkVKvkRERESiSMmXiIiISBQp+RIRERGJIiVfIiIiIlEUU0VWzWwHsDjkMGoD20J8/QbA5hBfH8LvA1A/FAi7H9QHnvrBUz+oDwqoH7yOzrnaRTcedHmhcmZxcZVio8nMxjjnhoX4+mmVvQ+CGNQPhN8P6oOfYlA/oH4IXr/S90EQg/rBxzCmuO067Xjo/ht2AOWA+sBTP6gPCqgfPPWD+qCA+sErth+UfB0i51yl/4VSH3jqB/VBAfWDp35QHxRQP3gl9UOsJV/FDt9VMuoDT/3gqR/UBwXUD576QX1QoNz2Q0xNuBcRERGJdbE28iUiIiIS00JNvsyspZl9bmaLzGyBmd0ZbK9nZp+a2ZLga91gu5nZCDNbambzzKxXobaGBvsvMbOhYR3ToYpUH5hZDzObFrQxz8wuD/O4DlUkfxeCx2uZ2Y9mNiqM4zlcEX5PtDKzT4K2FppZm3CO6tBEuA8eDdpYFOxjYR3XoTqMfugcfAbsNbN7irTV38wWB310XxjHc7gi1Q8ltRMLIvm7EDweb2ZzzGxCtI/lSET4PVHHzN42s++D9o6P6sE450K7AU2BXsH9msAPQBfgUeC+YPt9wCPB/QHAh4AB/YAZwfZ6wPLga93gft0wjy2EPuiErycC0AxYB9QJ+/ii3Q+F2nsCGAeMCvvYwuoH4AvgrOB+DaBa2McXzT4ATgCmAPHBbRpwWtjHV4b90AjoA/wVuKdQO/HAMqAdkAh8C3QJ+/hC6Idi2wn7+KLZB4Xa+3Xw+Tgh7GMLqx+AF4EbgvuJRPnvZagjX865dc652cH9HcAioDkwEN8xBF8vDO4PBF5y3nSgjpk1BX4JfOqcy3DOZQKfAv2jeCiHLVJ94Jz7wTm3JGhnLbARaBjFQzkiEfxdwMx6A42BT6J4CBERqX4wsy5AgnPu06Ctnc653dE8lsMVwd8FByTjP1iTgCrAhqgdyBE61H5wzm10zqUCOUWa6gssdc4td85lA68HbcSESPXDAdop9yL4u4CZtQDOBZ6NQugRFal+MLNawCnA2GC/bOfc1qgcRKDczPkKTon0BGYAjZ1z68B3Nj57Bd/Jqws9bU2wraTtMeUI+6BwO33xf3CWlW3EZeNI+sHM4oB/APdGK96ycoS/D52ArWb2bnB64TEzi49W7JFyJH3gnJsGfI4fBV4HfOycWxSdyCOrlP1Qkgrx+QhH3A8ltRNTItAH/wJ+A+SXUYhRcYT90A7YBDwffD4+a2bVyzDc/ZSL5MvMagDvAHc557YfaNditrkDbI8ZEeiDgnaaAi8D1znnYu7NFYF+uBWY6JxbXczjMSMC/ZAAnAzcgx92bwdcG+Ewy9SR9oGZdQCOBlrgk40zzOyUyEdatg6hH0psophtMfX5CBHph4i2E4Yjjd3MzgM2OudmRTy4KIrAzzAB6AU86ZzrCezCn66MmtCTLzOrgu/EV51z7wabNxQ6hdQUfwoN/H9sLQs9vQWw9gDbY0KE+qBgKPUD4A/B6ZeYEqF+OB4YbmbpwN+BIWb2cBTCj5gIvifmBKeacoH/4D9sYkKE+uAiYHpwynUnfl5Yv2jEHymH2A8lienPR4hYP5TUTkyIUB+cCFwQfD6+jv+H5JUyCrlMRPA9scY5VzDy+TZR/nwM+2pHw59zXeSc+2ehh8YDBVcsDgXeL7R9iHn9gG3BEOPHwNlmVje4yuHsYFu5F6k+MLNE4D383Je3ohR+xESqH5xzVznnWjnn2uBHfV5yzsXM1V0RfE+kAnXNrGDe3xnAwjI/gAiIYB+sAk41s4TgA/tU/ByRmHAY/VCSVKCjmbUNPicGB23EhEj1wwHaKfci1QfOufudcy2Cz8fBwGTn3NVlEHKZiGA/rAdWm9lRwaYzifbnowv3yoWT8MPf84C5wW0AUB+YBCwJvtYL9jdgNH4u03wgpVBbvwKWBrfrwjyuMPoAuBo/qXBuoVuPsI8vjN+FQm1eS+xd7RjJ98RZQTvzgReAxLCPL5p9gL/K72l8wrUQ+GfYx1bG/dAE/x/9dmBrcL9W8NgA/JVhy4Dfh31sYfRDSe2EfXzR/l0o1OZpxN7VjpF8T/QA0oK2/kOUKySowr2IiIhIFIU+50tERESkMlHyJSIiIhJFSr5EREREokjJl4iIiEgUKfkSERERiSIlXyJSKZjZn83sngM8fmGwJqaISJlS8iUi4l0IKPkSkTKnOl8iUmGZ2e+BIfiFpTcBs4BtwDD84vNLgWvwBRcnBI9tAy4JmhgNNAR2Azc6576PZvwiUjEp+RKRCsnMeuMr+x+HX0h3NvAU8Lxzbkuwz4PABufcSDN7AV/x++3gsUnAzc65JWZ2HPCQc+6M6B+JiFQ0CWEHICJSRk4G3nPO7QYws4L1DLsGSVcdoAbFrANrZjWAE4C3/HJyACSVecQiUiko+RKRiqy4of0XgAudc9+a2bX4Ne6KigO2Oud6lF1oIlJZacK9iFRUXwEXmVlVM6sJnB9srwmsM7MqwFWF9t8RPIZzbjuwwswuBTCve/RCF5GKTHO+RKTCKjThfiWwBlgI7AJ+E2ybD9R0zl1rZicCzwB7gUFAPvAk0BSoArzunHsg6gchIhWOki8RERGRKNJpRxEREZEoUvIlIiIiEkVKvkRERESiSMmXiIiISBQp+RIRERGJIiVfIiIiIlGk5EtEREQkipR8iYiIiETR/wMwvmPR4OTFqAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Import and inspect data here\n", "ozone = pd.read_csv('./dataset/ozone_nyla.csv', parse_dates=['date'], index_col='date')\n", "print(ozone.info())\n", "\n", "# Calculate and plot the weekly average ozone trend\n", "ozone.resample('W').mean().plot();\n", "\n", "# Calculate and plot the monthly average ozone trend\n", "ozone.resample('M').mean().plot();\n", "\n", "# Calculate and plot the annual average ozone trend\n", "ozone.resample('A').mean().plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compare monthly average stock prices for Facebook and Google\n", "Now, you'll apply your new resampling skills to daily stock price series for Facebook and Google for the 2015-2016 period to compare the trend of the monthly averages.\n", "\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "DatetimeIndex: 504 entries, 2015-01-02 to 2016-12-30\n", "Data columns (total 2 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 FB 504 non-null float64\n", " 1 GOOG 504 non-null float64\n", "dtypes: float64(2)\n", "memory usage: 11.8 KB\n", "None\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Import and inspect data here\n", "stocks = pd.read_csv('./dataset/goog_fb.csv', parse_dates=['date'], index_col='date')\n", "print(stocks.info())\n", "\n", "# Calculate and plot the monthly average\n", "monthly_average = stocks.resample('M').mean()\n", "monthly_average.plot(subplots=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compare quarterly GDP growth rate and stock returns\n", "With your new skill to downsample and aggregate time series, you can compare higher-frequency stock price series to lower-frequency economic time series.\n", "\n", "As a first example, let's compare the quarterly GDP growth rate to the quarterly rate of return on the (resampled) Dow Jones Industrial index of 30 large US stocks.\n", "\n", "GDP growth is reported at the beginning of each quarter for the previous quarter. To calculate matching stock returns, you'll resample the stock index to quarter start frequency using the alias ```'QS'``, and aggregating using the ```.first()``` observations." ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "DatetimeIndex: 41 entries, 2007-01-01 to 2017-01-01\n", "Data columns (total 1 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 gdp_growth 41 non-null float64\n", "dtypes: float64(1)\n", "memory usage: 656.0 bytes\n", "None\n", "\n", "DatetimeIndex: 2610 entries, 2007-06-29 to 2017-06-29\n", "Data columns (total 1 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 djia 2519 non-null float64\n", "dtypes: float64(1)\n", "memory usage: 40.8 KB\n", "None\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Import and inspect gdp_growth here\n", "gdp_growth = pd.read_csv('./dataset/gdp_growth.csv', parse_dates=['date'], index_col='date')\n", "print(gdp_growth.info())\n", "\n", "# Import and inspect djia here\n", "djia = pd.read_csv('./dataset/djia.csv', parse_dates=['date'], index_col='date')\n", "print(djia.info())\n", "\n", "# Calculate djia quarterly returns here\n", "djia_quarterly = djia.resample('QS').first()\n", "djia_quarterly_return = djia_quarterly.pct_change().mul(100)\n", "\n", "# Concatenate, rename and plot djia_quarterly_return and gdp_growth here\n", "data = pd.concat([gdp_growth, djia_quarterly_return], axis=1)\n", "data.columns = ['gdp', 'djia']\n", "data.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualize monthly mean, median and standard deviation of S&P500 returns\n", "You have also learned how to calculate several aggregate statistics from upsampled data.\n", "\n", "Let's use this to explore how the monthly mean, median and standard deviation of daily S&P500 returns have trended over the last 10 years." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "DatetimeIndex: 2395 entries, 2007-06-29 to 2016-12-30\n", "Data columns (total 1 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 SP500 2395 non-null float64\n", "dtypes: float64(1)\n", "memory usage: 37.4 KB\n", "None\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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p2CqEEEIMMW8EYfuAqUqpdKAYWA18rss564C7gN3ALcAW7VhecalxglLqEaDBVQAmPNfXvpEGP5Mf0UHRMh0phBBCDLEBB2Faa5tS6kFgI+AHvKC1PqaUehTYr7VeB/wFeEUplYsjA7Z6oPcVvetr38iO4kKkYasQQggx1LyygbfWej2wvsuxH3X4uAX4bB/XeMQbYxEOzn0j3QnCguMkEyaEEEIMMemY76PcnY4EyYQJIYQQw0GCMB/l0XRkcJwU5gshhBBDTIIwH1XbWouf8iM8ILzPc2ODY2m2NdNkbRqCkQkhhBACJAjzWca+kUq5atHWmTRsFUIIIYaeBGE+yp1u+QZp2CqEEEIMPQnCfFRta61b9WAgmTAhhBBiOEgQ5qOM6Uh3GJkwKc4XQgghho4EYT6qrqXO7UxYbHAsINORQgghxFCSIMwHaa09mo4M8AsgMjBSgjAhhBBiCEkQ5oOabc1Y7Ba3pyOhvWGr1IQJIYQQQ0aCMB/kSaNWQ1ywdM0XQgghhpIEYT7Ik30jDXEh0jVfCCGEGEoShPkgT/aNNMQGx8p0pBBCCDGEJAjzQXWW/k1Hmi1mLG2WwRqWEEIIITqQIMwH1bX0IwgLkV5hQgghxFCSIMwH9asmTLYuEkIIIYaUBGE+qLa1llD/UAL8Atx+jmxdJIQQQgwtCcJ8UL2l3qOifJCu+UIIIcRQkyDMB9Vb6okIjPDoOZIJE0IIIYaWBGE+qMHSQHhAuEfPCfEPIdQ/VDJhQgghxBCRIMwHNVgbPM6EgWxdJIQQQgwlCcJ8kNliJjzQs0wYOFZISosKIYQQYmhIEOaDGqyeT0dCe9d8mY4UQgghhoQEYT5Ga92vmjCQ/SOFEEKIoSRBmI9ptjXTptv6Nx0ZEseFlgvY7LZBGJkQQgghOpIgzMc0WBsAiAjoR2F+cBwa7ey4L4QQQojBI0GYj2mwOIKw/mbCQBq2CiGEEENBgjAfY7aaAfrVosLZNV/aVAghhBCDToIwH+PMhPWnMF828RZCCCGGjARhPsaoCRvIdKSskBRCCCEGnwRhPsbIhPWnMD88IJwgvyAqmyo9fm5tSy0//PCHmC1mj58rhBBCjEVeCcKUUquUUqeUUrlKqe+5eDxIKfV6++N7lVJp7ccXKaU+bv/vkFLqM94Yz1g2kEyYUorJUZM5feG0x8/dWbKTdWfXkVOR4/FzhRBCiLFowEGYUsoPeBr4FJAF3K6Uyupy2r3ABa11BvBb4LH240eBBVrri4BVwJ+UUv4DHdNYZraYUSjCAsL69fysuCyO1xxHa+3R887XnwegoqmiX/cVQgghxhpvZMIWAbla63Naawvwd+DGLufcCLzc/vFbwFVKKaW1btJaG51BgwHP/vKLbhqsDYQFhGFS/funzYrLoq61jpLGEo+el1+XD0gQJoQQQrjLG0HYeKCww+dF7cdcntMedNUBcQBKqcVKqWPAEeCBDkFZJ0qpLyul9iul9ldWel6zNFb0d/NuQ1acI4l5vPq4R8/Lr88HJAgTQggh3OWNIEy5ONY1o9XjOVrrvVrrmcBC4PtKqWBXN9FaP6e1XqC1XpCQkDCgAfuy/u4baZgaMxV/5e9REKa1dgZhlc0SIAv32bWdY9XHhnsYQggxLLwRhBUBEzp8ngp0nctyntNe8xUFdOqDoLU+ATQCs7wwpjGrwdrQr0athiC/IDJiMjwKwsqbymm2NQOSCROe2VWyi9X/Xk3uhdzhHooQQgw5bwRh+4CpSql0pVQgsBpY1+WcdcBd7R/fAmzRWuv25/gDKKUmAZlAvhfGNGaZLeYBZcKgvTi/2v3ifCMLNjFiogRhwiNGO5QCc8Ewj0QIIYbegIOw9hquB4GNwAngDa31MaXUo0qpG9pP+wsQp5TKBb4BGG0sLgEOKaU+Bv4JfFVrXTXQMY1lDdaGAdWEAWTFZlHbWktpY6lb5xtF+QvHLaSmpQZrm3VA9xdjR72lHnBkU4UQYqzxSjsIrfV6YH2XYz/q8HEL8FkXz3sFeMUbYxAODZaGfjVq7ahjcX5KeEqf5+fX5xPiH8Ks+FmsPbOWquYqksOTBzQGMTYYzX3LGyUIE0KMPdIx34dorTFbzYQF9q9HmGFa7DSPivPz6/JJi0wjMTQRgIpmmZIU7jGCsLKmsmEeiRBCDD0JwnxIa1srNrttwJmwIL8gpkRPcT8Iq3cEYUmhSYAU5wv3SSZMCDGWSRDmQwayZVFX7hbnt9haKGkoIS0qjYRQR+sQCcKEu5xBmNSECSHGIAnCfIjxB22gqyPBEYRdaL1AWWPv00QF5gI0mrTINGKCYvA3+UsQJtzmLMxvLPd4qywhhBjtJAjzIQ0WRyZsIH3CDO52zjdWRqZFpaGUIjEk0dl2QIi+mK2ONw4Wu4Xa1tphHo0QQgwtCcJ8iPEHzRuZsGkx0/BTfn12Mzc27k6LTAMgITRBCvOF2zr2tZMpSSHEWCNBmA9ptDYC3smEBfsHO4rza/rIhNXnkxiaSGhAKACJoYkyHSncZraYyYjOAOhz6lsIIXyNBGE+xJiO9EZhPjimJE9Un+i1Vie/Lp/0yHTn54mhMh0p3GOz22i0NpIR4wjCZIWkEGKskSDMh3izMB8cQVhNS02PGQqtNXn1eaRFpTmPJYQk0GBtoMna5JUxCN9lZG7TI9PxU34yHSmEGHMkCPMhzhYVXgzCoOfi/JqWGswWs7MeDPikYatMSYo+GCsjo4OjSQhNkCBMCDHmSBDmQ8wWM6H+ofiZ/LxyvcyYzF6L842NuztmwowgrLJZpiRF74zMbURABEmhSTIdKYQYcyQI8yHe2Ly7o2D/YCZHT+6xON/ZnsJFJkyyGqIvziAssD0Ik58ZIcQYI0GYD/HG5t1dZcX2XJyfX59PoCmQ5LBPNut2ZsKkOF/0oVMQFpZEWWOZNGwVQowpEoT5ELPV7NVMGHxSnO8qS5Ffl8/EyImdpj/DAsII9Q+VmjDRJyMIiwyMJCk0iZa2FmedmBBCjAUShPmQBot3pyPhk+J8V3VhxsbdXUmvMOEOI+CKCIxgXNg4QHqFCSHGFgnCfEiD1fvTkdNjpxMeEM4bp97oNFVktVspMhd1Kso3SBAm3GG2mDEpE6EBoSSFJgFSSyiEGFskCPMhZov3pyOD/YN5cO6D7CrZxcb8jc7jReYibNrmMhOWEJogqyNFn4wti0zK5MyESRAmhBhLJAjzIQ2WBq/1COtodeZqsuKyeGzfY84ppI4bd3dlZMKkyFr0xmwxO7fYiguJw6RM0qZCCDGmSBDmIyxtFix2y6AEYX4mP3508Y+oaanhqYNPAR16hLmqCQtJxGq3Utta6/WxCN9htpiJDIwEIMAUQHxwvGTChBBjigRhPsK5ZZGXpyMNM+NmsjpzNa+fep2jVUc5X3+e2OBYooKiup0rXfOFO+ot9Z02mx8XNk4K84UQY4oEYT7C2LKo4x81b3to7kPEh8Tz6O5HOVt71mUWDCQIE+4xW82dfl6TwqRhqxBibJEgzEc0WLy7b6Qr4YHhfHfRdzlRc4KPKz92WQ8GjsJ8kK2LRO861oQBJIVKw1YhxNgiQZiPMFs/6T4+mK6ZdA2XjL8EcF0PBpAQ4gjCJBMmeuMqCGu2NTuzukII4eskCPMRjZZGYHAzYQBKKX6w+AdMi5nG4uTFLs8J9AskJihGgjDRI5vdRqO1sdt0JCArJIUQY4b/cA9AeIeRCRuswvyOJkRMYO0Na3s9JzE0UfaPFD1qtDreNBirI4FODVszYjKGZVxCCDGUJBPmI4yaMG93zO+vhNAEKbIWPeq4ZZFBti4SQow1EoT5CCMTFhYYNswjcUgMTZTCfNEjo6VKxzcNCSEJKJQE70KIMUOCMB/RYGkgxD+EAFPAcA8FcARh1c3V2Oy24R6KGIGcQViHTFiAXwBxIXEShAkhxgwJwnxEg3Vwtizqr4SQBDSaquaq4R6KGIFcBWHgqAuTwnwhxFghQZiPGIzNuwfCaNgqxfnCFSMI61iYD+1BmGTChBBjhFeCMKXUKqXUKaVUrlLqey4eD1JKvd7++F6lVFr78RVKqQNKqSPt/1/ujfGMRQ2WhhFTlA/SNV/0zlVhPrR3zZdMmBBijBhwEKaU8gOeBj4FZAG3K6Wyupx2L3BBa50B/BZ4rP14FXC91no2cBfwykDHM1Y1WBtGZCasolmCMNGd2WLGpEyEBoR2Oj4ubBxmq9nZwkIIIXyZNzJhi4BcrfU5rbUF+DtwY5dzbgRebv/4LeAqpZTSWudorUvajx8DgpVSQV4Y05hjtphHVE1YbHAsfspvTE9H7irexfbC7cM9jBHJ+Hk1qc4vQc5eYZINE0KMAd4IwsYDhR0+L2o/5vIcrbUNqAPiupzzX0CO1rrVC2Mac0ZaJsykTMSHxI/p+p6nP36aR3Y/gl3bh3soI07XLYsMRhBW1iS9woQQvs8bQZhycazrDry9nqOUmoljivL+Hm+i1JeVUvuVUvsrK8dudqUnDZaRtToSpGt+aWMpVc1VHK8+PtxDGXHMFnO3onzwfOsiCXCFEKOZN4KwImBCh89TgZKezlFK+QNRQE3756nAP4EvaK3P9nQTrfVzWusFWusFCQkJXhi277DarbS0tYyoTBg4grCxWphvbbM623NsK9w2vIMZgeot9S4zYUYtYV8Z1AstF7hn4z3cs/GeQRmfEEIMBW8EYfuAqUqpdKVUILAaWNflnHU4Cu8BbgG2aK21Uioa+A/wfa31Ti+MZUwaaVsWGRJCEsZsYX5FcwW6Pdm7vUjqwroyW11PRwb5BREbHNtrEHa+/jx3rr+TfWX7yKnIwdJmGcyhCiHEoBlwENZe4/UgsBE4AbyhtT6mlHpUKXVD+2l/AeKUUrnANwCjjcWDQAawRin1cft/iQMd01hjBGEjMRNmtphptjUP91CGXGlDKQBLkpdwsuak7IfYRU81YeCoC+vp+5VTkcOd6++k3lLP56Z/Dru2U1BfMJhDFUKIQeOVPmFa6/Va62la6yla65+1H/uR1npd+8ctWuvPaq0ztNaLtNbn2o//r9Y6TGt9UYf/xmbqZACMfSNHWiYsPSodgG9u+yYlDV1nqH2bUVi+OnM1gKyS7KLXICzMdcPWDXkbuG/jfUQFRfG3a//GjRmORdh59XmDOlYhhBgs0jHfB4zUTNjyicv5zsLvsL98Pze9cxMvH3t5zOwlaWRyLk65mAkRE9hWtG14BzSC2Ow2Gq2NvWbCyhvLqWquYnvhdv6Q8wce2PQA397xbWbFz+LVT73KxMiJpEWmAZBXJ0GYEGJ0kiBsEGmteWTXI+wr2zeo92mwjswgzKRMfD7r87x949ssHLeQx/c/zuf+87kxsVqwrLGMyMBIQgNCuTz1cj4q/Ygma9NwD2tEMBqxulodCY6GrfWWeq5840oe3PIgzx95normCu6eeTfPXfMc0cHRAIQGhDIubBzn6s4N2diFEMKb/Id7AL6swFzA2jNradNtLBy3cNDuYwRhI2060pASnsIflv+Bjec38su9v+SLG77Illu3EBYQNtxDGzRljWWMCxsHwBUTruDVE6+yu3Q3V028aphHNvx62rLIsGLSCgrNhUyOmsys+FnMiJ3RrbO+YXLUZMmECSFGLcmEDaKcihwATtWcGtT7GJshj7RMWEdKKValreJnl/yMJlsThysPD/eQBlXHIGxe0jwiAiKkLqyd8fPa05uGSZGT+MnSn3DXzLuYnzS/xwAMHHWHeXV5aN21NaEQQox8EoQNoo8rPgbgbO3ZQa2FGqktKlyZkzAHkzI5A1RfVdZURnJYMgABpgCWjV/GjqId0lyUDkFYD5kwT6RHptNsax7TOzMIIUYvCcIGUU5FDv4mfyx2C/l1+YN2nwZrA0F+QQT4BQzaPbwlPDCcaTHTOFhxcLiHMmiarE3UtdY5M2EAl0+4nOqWao5WHR3GkY0MXg3C2lfgypSkEGI0kiBskNS11nGu7hwrJq0A4NSFwZuSHGmbd/dlXuI8Dlcexmq3DvdQBoXRnsLYBxHg0vGX4qf8pHs+nwRhPRXme2Jy9GQAKc4XYghIY2TvkyCsi7LGMq9MlRlTkTdPvRl/k/+gBmEN1gavZBWGytykuTTbmmLt7EwAACAASURBVAe9Vm64GO0pOmbCooKiuCjxImlVQd+F+Z6IC44jIiBCMmFCDLIPij5g2f8tk981L5MgrItnDz3L/Zvux9o2sCyNMRV5UcJFTImawuma014aYXcjcfPu3sxNmAvAwXLfnJI0Np82asIMV6RewZkLZ8Zc49quzBYzJmXqteDeXUop0qPSB3W6XwgBx6qP0dLWwkvHXhruofgUCcK6OFt7lmZbM6cvDCxoyqnIISs2i2D/YDJjMwd3OtJqHtErI7tKCktifPh4ny3OL2ssQ6E6TUeCoy4MZENvY/rcpLzz8pMWlSbvzoUYZMUNxQCsO7vO+UZTDJwEYR1orZ21JR9Xftzv61jbrByrPsZFiRcBMC1mGlXNVVQ3V3tlnF01WEbXdCQ46sIOVhz0ydYCpY2lxIXEdVsokR6VTlpkGlsKtwzTyEaG3rYs6o/0qHQqmiucq4SFEN5XZC5ifPh47NrOqydeHe7h+AwJwjq40HrBWa9yqPJQv69zvOY4rW2tzE10TLtlxmYCg1ec32BpGHWNT+cmzaWmpYYCs+9tvlzWWMa40HEuH1sxaQX7yvZR1Vw1xKMaOcwWs1eK8g2ToxzF+ZINE2LwFDcUMzdxLivTVvLm6TedfyvFwEgQ1oHxIh4VFDWgZqJGUb6RCcuMcQRhg1UXZraOrtWRAPMT5wO+WRdW1lRGcniyy8dWpa/Cru1sPr95iEc1ctRb6r2eCQPZyFuIwWJts1LeVE5qRCr3zLqHRmsjb5x6Y7iH5RN8MggrbijmC+9+weN5a6O499Ppn6a4objXbMVvD/yWP378R5eP5VTkMCFiAvEh8QDEBMeQGJI4KJkwm91Gs6151E1HpkelEx0U7XP9wrTWlDWWdasHM0yNnsrkqMlsyN8wxCMbOcxW705Hpkak4q/8JRMmxCApbSzFru2MDx/P9NjpLBu/jFeOv0KLrcWr93n+8PPsKNrh1WuOdD4ZhL2b9y45FTlsL/Jsm5i8ujyC/IJYmbYS6HlKssnaxKvHX+VPh//U7YVfa01ORY5zKtIwLXbaoARhxmbIoy0TppTiosSLfK44v95ST7OtuVN7io6M7ZsOlh+koqliiEc3Mni7JizAFMCEyAkShAkxSIoaigAYHz4egHtn3UtNSw3rzq7z2j3KG8t5Kucpfn/w91675mjgk0HYh8UfAnj8Bz6vPo9JkZOYGT8Tf5N/j0HYR2UfYbFbsGs7T3/8dKfHCs2F1LTUOKciDZkxmeTV5g242V3X4mNvdh8favMS53G+/rxP1Ue56hHW1cr0lWg07+W/N1TDGlG8HYSBY/siCcKEGBzGysgJERMAWJC0gNnxs3np2Eu02du8co/3zr+HRnP6wmlyL+R65Zqjgc8FYWaLmUMVjuDJ4yCsLo/0qHSC/ILIis1yXqer7UXbCQsI455Z97AxfyPHq487HzPueVFClyAsNhObtg2os/cLR1/g0tcvZXfJbuexBqsjKBtNLSoMRrbQqKHzBUYQ1rVHWEeToyYzLWbamJyStNltNFobvR6ETY6eTEF9gc/uwiDEcCoyF+Fv8ichJAFwZPTvnXUvheZCNhVs8so9NuRvYELEBEzKxPq89V655mjgc0HY3tK92LSNqydeTXFDsfOPYl8sbRaKG4qdRb7ZCdkcrz7e7UVda82Owh0sTVnKfbPvIzIwkidznnQ+nlORQ0RgBFOip3R6nlGc398u8VXNVTx76Flsdhvf3P5N57t+IzM22qYjAWbGzSTIL8in6sLcyYQBrEpbxaHKQ5Q2lA7FsEYMY/rcm6sjwVFjaNM2isxFXr2uEMKRCUsJS8HP5Oc8duXEK0mLTOOFIy8MuNVQcUMxhysPc/PUm1k8bjHv5r3rk+2LXPG5IOzD4g8JDwjn7ll3A+5nWQrqC7BrO2mRaQDMSZxDS1tLt6atJ2tOUtFcweWplxMRGMG9s+9lZ/FO9pftd95vTsKcbo0oJ0ZOJMgvqN91YX/8+I9Y26z8acWfCDAF8OD7D1LbUuvMhI3G6cgAvwBmx88mp9x36sLKmsrwV/7EBcf1et6qtFUAbMzfOBTDGjG8uWVRR+mRspG3EIOlyFxEakRqp2MmZeLWzFs5UXOC8qaBNW81XgdXpq3k2snXUtRQxJGqIwO65mjhU0GY1poPiz9kSfISZsbNJMQ/xO0si7G83ciEzYmfA9BtSnJ70XYUikvGXwLA7dNvJyEkgSdznqSutY6zdWe7FeUD+Jv8yYjO6FebirO1Z1l7Zi23Tb+NpSlL+d2Vv6O0sZRvbP8GF1ouAKMzEwaOKckTNSdosjZ57ZoF9QVeX7XjrtLGUhJDEzu9Y3RlQuQEsuKyxtyUpLOGMcC7QVhaVBogQZgQg6G4odhZlN9RdkI24NjSaCA25G1gdvxsJkRM4KqJVxFoChwzU5I+FYSdrT1LeVM5l4y/BH+TP3MS5rhdF2a8eBuZsHFh40gMSexWnL+jaAez42cTF+LIdIT4h/DAnAfIqcjhqZynAFwGYYBz+yJP06y/2f8bwvzDuD/7fuf1f7L0J+wr2+e852isCQOYlzSPNt3G4ar+92XrqK61jpvX3cwfD7luHzLYyhrL+pyKNKxKW8Wx6mMU1hcO8qhGjsFaSBIRGEFiSKIEYUJ4WYOlgdrWWpdB2LSYaZiUiRPVJ/p9/YL6Ak7UnHB2JYgIjOCy1MvYkLcBm93W7+uOFj4VhBmrIpeNXwY4Vt+dvnDa+cLfm/y6fMaFjXNuKqyUYk7inE5BWFVzFUeqjnBZ6mWdnvuZjM+QGp7K66dex1/5Myt+lst7TIuZRm1rrUetCXaX7OaD4g/4cvaXiQmOcR6/fsr1fGn2l6hsrgRG53QkwJyEOSiU16YkPyj+gNa2VjbkbRiWmgJPgjDjRWfj+bEzJTmYq3nTo2SFpBDeZqyM7DodCY4kxOSoyZ0Wp3nKmA0wXg8Brp18LdUt1ewr29fv644WvhWElXxIRnSG84/g3KS52LXdre73eXV5ziyYYU7CnE5NWz8o+gD4ZCNmQ4BfAF+b+zUApsdOJ8Q/xOU9nMX5btaFtdnb+M3+3zA+fDy3z7i92+MPzn2QlWkriQuOI8gvyK1rjjQRgRFMi5nG+wXv89LRl3jiwBOs2bmGh95/iD8f+bPH19tasBVwTAsONEXuKbu2U95U7nYQlhKeQnZC9piqCzOCMG8X5sMnG3kPdfBdWF/Imp1rhm0KXIjBZPQISw3vHoQBZMVlcaKm/5mwd/PeZW7i3E6vm5eOv5TwgPAxMSXpM0FYk7WJg+UHnbVaANnx2fgpvz7rwrTW5NXnOevBnM9vn+82grgdRTtIDE10BlMdXZt+LZeMv4TrplzX432mxU4D6Fbs35N/n/s3py6c4uF5D7sMskzKxK8v+zX/ufk/bl1vpFqaspRTF07xmwO/4dXjr7KreBcnak7wVM5THk3VWdosfFj8ISsmrcBf+fPe+aHtw1XdXI3NbnM7CAPHlOTJmpPO3Rp83WAV5oMjE2a2mqluqfb6tXvzztl3eDv3bXaV7BrS+woxFIrNPWfCwBGEVTVX9av59Nnas+TW5joXKhmC/YNZPnE5m89vprWt1fNBjyI+E4TtLd2L1W7tFISFBoQyPXZ6n3Vhlc2VNFobuwVhWXFZzqatljYLu0p2cXnq5Silul3DpEw8c/Uz3DHjjh7vExkYSUpYilttKpptzTyZ8ySz42d3+wHtSCk16jbv7urr877Ohv/awO7bd3PgzgO8f+v7vPbp1/BTfrx8/GW3r7O3dC9NtiZuyriJxcmL2ZS/aUizIu70COvqmknXoFC8euLVwRrWiGK2mDEpk3Pa35uce0gO8ZTk/nLHyuixtt2KGBuKGooIDwjvMXudFZcF0K+6sA35GzApE9ekXdPtsU+nf5oGawMfFn3o8XVHE58JwnaW7CTEP6RbUfzcxLkcqTyCta3nJo5GFqJrEBbkF8SM2BkcqjzE/vL9NNmauDz1chdXcJ+72xf96+y/qGiq4Bvzv+Ey6PMl/iZ/xoePJzww3Pm1JoYmcv2U63k7922qm93LbGwt3EqIfwiLkxezYtIKihqKOFlzcjCH3klZk3s9wjpKCkti9fTVvH7qdV497vuBmNni2Gy+awsXb5gcNRkY2iCsta2VI5WOpfQ7inaMmd5GYuwwVkb29HcoMyYThfK4LkxrzYa8DSxIWuDcZ7mjRcmLiA2O5T95o3umpy8+EYQZrSkWJy8m0C+w02PzkubR0tbS65x115WRHc1JmMOxqmNsKdhCkF8Qi5IXDWismTGZnK8/32f9yDtn3yEjOoP5SfMHdL/R7O6Zd2Nps/Daydf6PNeu7Wwt3Mol4y8hyC+I5ROX46f82HTeO92c3eFs1BrqfhAG8N2F32X5hOX8at+v2JDn2y0rBmPLIkNSaBIh/iED2pXCU0cqj2CxW1gxaQWVzZUDqo0RYiRy1SOso9CAUNKj0jle41kQdvrCafLr8zsV5Hfkb/JnZdpKdhTt6LZdny/xiSAsvz6f4oZiLkm5pNtjRmastynJvPo8QvxDSApN6vbYnARH09a3c99mcfLiHovu3ZUZm4ld28mt7XlvrLy6PA5XHubGKTf6fBasN+lR6SyfuJy/n/x7n33EjlYdpaq5iisnXAlATHAMC8ctdOxHNkTZidLGUoL9gokKivLoeX4mPx677DHmJs7lBx/+gL2lewdphMPPbDEPSlE+OKbm06PSOVc7dEHYgfIDKBQPzX0IhWJ70fYhu7cQg01rTUlDicv2FB3NiJvhcSbs3bx38VN+rJi0osdzrk2/lta2VrYUbvHo2j0pNBfyVM5T2LXdK9fzBp8Iwrq2pugoPiSeiRETOVjec3G+sWekq4DHKM5vbWsd8FQkwPSY6YDjxbsn686uw6RMfHrypwd8v9Hunln3UG+p563Tb/V63tbCrfgpv07tQ1ZMWsH5+vOcqT3T7/tXN1ezq9i9gmujPUV/Audg/2CeXP4kkyIn8fDWh4d0GnUo1VvqB7WdytToqf3qxddfB8oPMDVmKulR6cxOmO1cQS1ER8eqjrH8jeX9Kl4fTtUt1bS0tfQZhGXFZlHRVOHsJNAXrTWbzm9icfLiTq2XupqTMIfEkES2F3rnzc3/nfw/njv83IhqZeMTQdjO4p2kRab1mDKdmziXnIqcHl+Y8+vyu9WDGZLDkp2blnbtD9YfqRGpzEucx1+P/xVLm6Xb4232Nv519l8sTVlKQmjCgO832mUnZDM/aT5/Pf7XXjdn3lKwhQVJCzploZZPXI5Jmfo9JXmq5hSr/7Oa+zff7+yV05vyRvfbU7gSFRTFM1c/Q3hAOF/Z/BUKzb7XxNVsHbzpSHC8I69pqXH2zxtMVruVjys/dpYMXDb+Mo5UHXH7D5EYO7YVbXNMVw+gqelwMPZi7W06Ehy/d+B+cX5ubS4F5gKumnhVr+cppbg45WL2lO6hzd7m1rV7s6d0DwBnLvT/jbm3jfogrNnWzL6yfZ1WRXY1L2keF1ovkF+f7/L5JY0lLuvBwPFDsGz8sm59TPpLKcUDcx6goqmCt3Pf7vb4R2UfUd5Uzo1TbhzwvXzFPbPuobypnHfz3nX5+Pn685yrO8eVE6/sdDw+JJ75SfPZlO95ELajaAdfePcLzr5WJ6v7zkx50qi1J+PCxvGnFX/Cardy97t3c7b27ICuN9IMZk0YDGyllqdOVJ+g2dbMgqQFwCf9A305G1bRVOF2ix3xCWP7uwJzwTCPxDN99QgzzIhtD8LcrIncUrAFhXKWj/RmacpS6i31A663rGqucgZfI+ln2CtBmFJqlVLqlFIqVyn1PRePBymlXm9/fK9SKq39eJxSaqtSqkEp9Yf+3LvQXEhkUGSvQVhvdWHn688D3VdGdvTji3/MX675S3+G59KS5CXMSZjDn4/8uduqzXVn1xERENEtoBjLLh1/KRnRGbx49EWXc/lGg1ZXv9ArJq3gbN1Zt4MZrTWvHH+Fh7Y8RFpUGm9c9wYK1eeKVmublcrmSq8E6lOip/DCyhewY+fuDXdztOrogK85Ugx2EOZcqeVhkXB/GCUF85LmOe+dGJrIB8W+G4Q9uvtRHtj0gKwC9YBd252bUXua3bbZbTz98dM8ceCJwRhan4weYSnhKb2eFx4YzqTISW7XhW0p3EJ2QrZbsz1LUpYADLgP30elHwGOrgcDKVHxtgEHYUopP+Bp4FNAFnC7Uiqry2n3Ahe01hnAb4HH2o+3AGuAb/X3/tNiprHls1u4OOXiHs9Ji0wjJijGZV2YMTfcWxDmb/InwC+gv0PsxsiGlTaWsu7sOufxRmsj7xe8z8r0laO2A/5gUEpxz6x7yK3NdZll2FK4hemx012+UFw18SoUyq0pSZvdxk/3/JRf7fsVyycs58WVLzIxciKTIif1WaNV0VyBRnvUI6w302Km8ddVfyUsIIx7N947bNt3lDWW9Wt6zWq38sSBJ3i/4H3nH2yb3UajtXFQg7DQgFDSotKGJBO2v3w/aZFpzuX1SikuS72MncU7e22JM1o1WhvZXbKbyuZKmXL1wNnaszRYHav7PAnCalpqeGDTAzx76FlePvays9HxUCpqKCIhJIFg/+A+z82KzXLr9660oZTj1cdZPnG5W2OIDY5lRuyMAQdhe0r3OPel9LXpyEVArtb6nNbaAvwd6DqXdiNgdN18C7hKKaW01o1a6w9xBGP9ppTqte+QUspZF9ZVfl0+CsWkyEkDGYLHlqUsY1bcLJ4/8ryz1um9/PdotjXLVKQLq9JXkRKWwvc//D4vH3vZWU9X3VzNxxUf95jWTgxNZG7iXLeCsPV563nz9Jt8cdYX+c0Vv3E2FM2Mzewzfd3f9hS9mRA5gZdXvUxyWDIPbHqAbYXbvHZtd7TZ27hn4z1874Nuye0+7S7ZzYtHX+S/t/43n3/38xwsP0ijtREYnC2LOpoRO2PQW0W02dvIKc9hwbgFnY5fnno5TbYmZwNXX7KzeCcWu+P3zlcXjgwGY//hzJhMt4Owo1VHue3ft5FTkcPqzNXYtX1Y3ogZPcLcMSNuBiWNJdS21PZ6nrHScfkE94IwcExJHqo45HwN8ZTWmj2le1g8bjGZMZkUNxT3+1re5o0gbDzQ8SerqP2Yy3O01jagDojzwr3dNi9pHgXmgm7ZsLy6PFLCU4Y882Rkw4obivnPOUczunVn1zEpchJzEuYM6VhGgwBTAM+seIbshGwe3/84N7x9A+/mvcv2ou1odK+1BSsmrXD0pOlja6ANeRtICUvhf+b9T6egfnrsdIobint9J+oMwrwwHdlRUlgSL616iWkx0/jvrf/d6ypfb9tWtI1CcyEHyw/SbGv26Lkb8jYQERjBmiVrKG0o5a4Nd/H1LV8H+rllUZsNWurcOnVG7AzKGsu40HLB8/u46fSF05it5m59/BYnLybIL8gnu+dvLdxKRIDj306CMPcdrjxMVFAUy8Yvo7ihuM8C83+c+QdfePcLmDDxyrWv8J2F3yHEP4Q9JXuGaMSfKDIXMT7CvSDMqMfsqxRga8FWpkRNIS0qze1xLE1Zik3b+h2IFpoLKW0sZUnyEqbGTAVGTnG+N4IwV+vxuxYMuHNO7zdR6stKqf1Kqf2VlZ6vfLphyg1MipzE197/WqeNnV3tGTlULku9jBmxM3j+8PMU1Bewv3w/10++3nd6g5XkwHNXQKvZK5ebHDWZZ69+lj+t+BNhAWF8Z8d3+N89/0tyWDLTY6f3+LyrJ12NQvVY2A+O1gm7S3ezYtKKbt//aTHte37W9JwNK20sBbwfhAFEB0fz55V/JiooiheOvuD16/fk1eOv4m/yx2q39rn1V0dGX5+rJ17NrZm38u+b/83D8x52vuhFB0V7Ppg9f4Q/LAR73/19nCu1BjEbZtSDGUX5hhD/EBaOW+h4c+Cluim7tnPn+jv5/cHfe+V6/WG1W9letJ0rJ15JaniqBGEeOFR5iOz4bCZGTMRmtzl31nDln2f+yY93/Zj5SfP5+3V/JysuiwC/AOYnzXeu7BsqVruV8qbyPovyDcZrcG91YbUttewv3+/2VKThosSLCPEP6feUpPG9W5y82Pl6PlLqwrwRhBUBEzp8ngqU9HSOUsofiAJqPLmJ1vo5rfUCrfWChATPWzfEBMfw52scf8ju33Q/py+cxq7tvbanGGxKKe6fcz8F5gK+td1RFnf9lOuHZSyDInezIxCr7HubJk8sTVnKG9e9wU+X/ZTE0ERunnpzr4HruLBxLEpexDtn3+mxSd+2wm3Y7DaXe5gZLy69FeeXNZYRGRg5KHsiAoQFhHFr5q3sKNpBQX3PK6za7G1eqYc6WXOS/eX7+fLsL+Nv8veogeyHxR/SaG107nka4h/CfbPvY/3N6/n5JT/vtX6zRxXHoaEcGvt+A2b8e3nj+9BTIHWg/ADjw8e7DLovT72cQnOhy9XY/bG3dC+HKg/x0rGXKGno+tI6NA6WH8RsMbN84nJmxM2QIMxNda11nKs7x5yEOUyIcPyZ7O33d2fJTpLDknn26mc79c9akryE/Pp8Z8Z9KJQ1lGHXdrenI6OCokgNT+31925H8Q7adJvHQVigXyALkhawu2S3R88z7Cndw7iwcUyKnERKeAqh/qE+lQnbB0xVSqUrpQKB1cC6LuesA+5q//gWYIsehuU148LG8fw1zxPkF8SX3vsSe0r20NLWMmxBGDhW9E2LmcaJmhMsGreoz1Uoo0pV+w95XZHXL+1n8uOmjJvY8F8beGDOA32e/5mMz1DcUNxjOvu9/PdIDktmdvzsbo8lhCQQExTT68brR6uOkhGd4f4X0A+3TrsVP5Nfr9s4PXv4WW79961ubRLfm1ePv0qIfwifm/E5suOzPQrCNuZtJCYoptsWX9HB0Vw/5XoCTP1Y5FLf3qetru+amqigKMaHjx9wJuxs7VmuWXsN/zjzj07HtdYcKD/Q45ZiRj9Bb01Jvnn6TSIDIzFh4tlDz3rlmp7aUrCFYL9glqYsJTMmkwJzwYipqRnJjFWRcxLnMDFyItB7cX7uhVwyYzPxM/l1Or4k2bFCsLffQ5vd5tVO8IUNjnH21SOso746528p2EJiaCIz42Z6PJ6lKUudu+N4os3exkdlH7EkeYmzfjwjJsPjIGxn8U6vNY3taMBBWHuN14PARuAE8IbW+phS6lGl1A3tp/0FiFNK5QLfAJyVvkqpfOAJ4G6lVJGLlZVeNSFiAn++5s8oFA9ueRBwvWfkUDEpkzOIuCnjpmEbx6Coap++qx+ed+8dXTXxKiICIlz2ZjNbzOwq2eVyKhIcGcvM2MweM2F1rXUcrz7O4uTFXh93RwmhCaxMW8nbuW+73EutrLGMl46+BMDG/I39vk91czXr89Zzw5QbiAqKYnHyYo5XH6eute+arCZrE9uKtrFi0gr8Tf79HkM3xs9QrXt9lrLi3Fup1RO7tvPo7kcpayzjJ7t/wvvn33c+dq7uHBdaL3SbijSkhKeQEZ3hlSCsoqmCLQVb+K+p/8Wtmbey7uy6Pmsb++N8/XmeOPCEy1WdWmu2FG5hScoSQvxDPskMDzDQHwsOVx7GpEzMjp9NYmgigaZAZwPUrixtFs7Xn2dq9NRuj02NmUpscGyPU5Jaa+5YfweP7n7Ua2M3gh13pyPB8XtX1FDk8rWi2dbMzuKdLJ+wvF8lN0tTlgJ4nA07eeEkda11nV6fp0ZP5UztGY9KBn6979f8fO/PPbq3O7zSJ0xrvV5rPU1rPUVr/bP2Yz/SWq9r/7hFa/1ZrXWG1nqR1vpch+emaa1jtdbhWutUrfWgN/hJj0rn+WueJywgzPn5cLp64tX87dq/cd3k64Z1HF6l9SeZsHrP3rkMhmD/YK6dfC2bzm9yNmA1bCvchtVudTkVaciMyST3Qi42u63bY/vL9qPRgx6EAdw5404arY28c/adbo8Ze6JNjZnKpvOb+l2T9MbpN7Dardwx4w7AUUeh0ewv63vF347iHTTbmlmVvqpf93ZJa6h31Ny5kwkDx5Rkgbmg27+1u/555p8crDjI9xd9n1nxs/jOju84s6jG96GnIAwcU5IHyw9S3Vzdr/sb1p5ZS5tu47PTPsu9s+8l0C+QPx7644Cu6crfTvyNF4++yKsnXu322Mmak5Q1ljlXsxlBmExJ9u1Q5SEyojMICwjDpEyMjxjfYyYsvz4fm7a5zKiblInF4xazp3SPy9/rj8o+4nj1cd7Ne5cW24CaDTgVm4vxN/mTGJro9nOyYh05FFc/G7tLdtPS1uLxVKQhPSqdpNAkj+vCjOyhkU0ER1Bb11rn9s4a9ZZ6ztadpaSxxOslAaO+Y35/TY2Zyl9W/oVvLfiWs8/PcFFKkZ2Q7TsF+QDmUjCyNYMwHdkfN2XcRGtba7cC/ffy32Nc2Diy47N7fG5mbCYWu8VlFmJv2V5C/EN6fb63zIqfRXZCNq+deK3T1MOxqmOsO7uOO7Pu5LZpt5Ffn9+vbvuWNgtvnHqDS8Zf4nxzkh2fTYh/CHvL+p6S3Ji3kfiQeOYlzvP43j1qqQNj6qvWvSDM6ODdn2xNdXM1Txx4gvlJ87l9+u388ao/MiFiAg9teYgT1Sc4UH6AxJDEXqdprp9yPTZt419n/+Xx/Q02u421p9eyNGUpEyInEB8Szx0z7mBD3gaPOn731dNLa+3M2j1z6JludUdbCrdgUibnjgCJoYnEBMWM6iBsKKph7NrOkcojzv2HASZGTOyxa37uhVwAMmJclzUsSVlCVXOVy9/r10+9jp/yo8nWxM7inV4YvaNHWEpYSrep0d4Yi2JcTUluKdhCRGBEt7Yu7lJKsTRlqcdbGO0p2UNGdEanv/PO4nw3pySPVn7SMNvb7WfGbBAGjn+Iu2be1feJwnPGVKR/8IjIhAHMjJtJRnRGpylJs8XMzpKdPU5FGjJjMwFHarurvaV7eu4k5QAAIABJREFUmZc4z6sNfXtz54w7KTAXODeu11rz6/2/JjY4lvtm38dVk9xvUNvVxvyNVDVXceeMO53HAvwCmJc0r8+6sAZLAx8Uf8A1k67x6IW7T+bSTz52MxM2kBWSj+9/nCZbEz+6+EcopYgKiuLZFc8SERjBA5sfYE/pHuaPm9/rz8uU6CnMTZzL2jNr+/0Hf0fRDsqbyrk181bnsbtn3k1YQBh/yHFvg5Hthdu58o0re91KKa8uj+KGYu6ddS9aax776LFOj28t2MpFCRcRGxwLOP4YTo+dPuKCsCZrU5+tVOzaznd2fMdZijKYztWew2w1d2o5NCFiAoXmQpc/E7m1ufgrf9IjXc/MGJmcrlOSZY1lbCnYwh0z7iAmKGZApQgdFZvd7xFmiAmOITksuVspgM1uY3vRdi5Pvbx/NaHtlqYsxWwxd+pw0JvWtlYOVhzslAUDnFO+7gZhh6oOoVBEBER4vV/bmA7CxCAypiInLR0RNWHg+OPxmYzPcKTqiPNdp3MqclLPU5HgSIUHmAK6tamoaKrgXN25IZmKNFw96WoSQxL524m/AY5MxYHyA3ztoq8RERjhyEQlzeO98+95dF1jy6bJUZOd9ReGJeOWcK7uHBVNFT0+f2vhVlrbWvlU+qc8/6J6YwTxITFuZ8LiQ+JJDEn0uC5sd8lu/n3u39w7614mR012Hjf29LRre6/1YB3dMu0W8uvz+/3O+Y1Tb5AYmsjlqZc7j0UFRXHXzLvYWri1z+2smqxN/GzvzwA67czRlZEFuy3zNu6fcz+bCzY7jxWZizh14VS3KaTpsdPJrc11Nprur49KP3JZ39iXiqYKfrr7p9y/6X4+885nWPraUha/tpjlbyzv9Q/0K8df4d28d9lRtGPQd1U4XHUYoFMQlhqRSrOtmeqW7tPUZ2rPMClyUo9v5lLCU5gQMaFbEPbW6bewazu3T7+dqyddzbaibR739XOlqMH9HmEdZcVlsbNkJ7/e92s25m+krLGMg+UHqW2t7fdUpGFx8mIUyu0pyUMVh2hta+0WhEUHR5MQkuB2m4pDlYeYEj2FheMWulWW4QkJwsTgqDoNQZEwfr4jk9HWvZZqOFw35Tr8lb8zG/be+fdICk3qNGXgSoApgIzojG7F+UZ2aCiDsABTALdNv41dJbs4VXOKJ/Y/wZSoKdw89WbnOSsmrSC3Nte5LZc7cipyOFFzgjtm3NEty2OsdOwtG7Yxf6NjWreP76XHjHqwCYvdzoSBIxvmSSasta2V/93zv0yMmMiXsr/U7fHJUZN55upnuCz1Mrc2Hl4xaQURARG8dfqtHs+xa7vLFW2F5kJ2luzklqm3dFvg8PmszxMdFM1TOU/1ev9nDz9LaWMp2QnZbC/aTpO1yeV5O4p3MDVmKsnhydyVdRfpUen8Yu8vaLG1OHdp6Pr1ZsZmYrVbOVd7zsUV3bOvbB/3vncvj+x+xKPnaa35wYc/4O3ct6lvrWdixESum3IdD897mMjASB58/0FKG0q7Pe9w5WF+d+B3XDL+EoL8gnr9d/GGQ5WHiAqK6rTwa2JEzyskcy/k9jgVaViSvIR9Zfucwa+1zcraM2u5NPVSUiNSWZm2kmZbszNL3l+N1kZqW2s9Kso33D79diZHTeb1U6/zre3fYsVbK/jK5q8Q5BfEspRlAxpXTHAMWXFZbhfn7yndg5/yczkFOjVmqlvT+nZt53DlYeYkzGHhuIUUNRR5tVWIBGFicFSdhvipEDketB0ahq6/TW9ig2O5fMLl/Ovcv6htqWVXsWNVZG/bXhmmxUzrNgWzt3QvUUFRvTaLHQy3TLuFQFMgX33/qxSYC/jmgm92+mN99cSrAdh8frNb18u9kMtP9/yUiMAIlwtEpsdOJyooio/KPnL5/LrWOnaW7GTlpJVufS89YmRSUxdCaz00974timFG3AzO1Z1zOyvw/OHnKTAXsObiNT3uoDErfhZPX/W0WxsPh/iHcN2U69h8frPLrVy01jy89WFWvLWi20KKN0+/iZ/y6xRYG8ICwrh31r3sKtnVY0bgzIUzvHLsFW7KuIn/mfc/NNua2V7UfXl9vaWeg+UHuWy8o61GgF8AP1z8Q4oaivjL0b+wpXALGdEZzvYKBmfNXR8b2/dEa+1sPrsxfyMfV3zs9nP/ceYf7C3dy3cXfZf/u+7/+P3y3/ODxT/gvtn38fRVT9Nia+FrW77WKcNWb6nnOzu+Q2JoIr+89JesTFvJf/L+02Ng6g2HKhxNWju+oTF6hXUNwpqsTf+fvfOOq7J+3/j7OYe99xREZSg4EQX33ntrpeXI0iwztUyzbDoyTc0clVpabnPjnqjgQsAFIktAkL3H4Zzn98cDKHJYSmnfn9fr1ct45ofDcz7P9bnv675uYrNjq7S58bH1Ibcol1vJUrTvZMxJkvOSGeU2CoCW1i0x0zF7rpRkriK3VDf7LJEwb1tvNvfdzKUxl9jWbxtzvefS06kn7zV/r1Z8FNvatSUoKahaEVT/h/40sWhSWoT3JFxMXIhIj1BbbPUkojKjyCqU0solZK42U5KvSNgr/DNIvgcWrhIJA8h4OXRhIHmGpean8pX/VxSqCunl1Kta5zU0a0hqfmqp0FkURQISAmht07r2iUcVMNMxo2/9vjzKfURbu7a0t29fZr+1vjXNLJtVqQtTiSo2397MqIOjSM1PZUnHJWonSpkgo7VNawIeBqjVs5yKOUWRqqh2qyJLkBUP+pZg3kD6uQYVkipRVa3V7v30+/x28zf61+9fLnXxPBjmMoxCVSEHIsoL9Hfd2yVFmkT46MxHTDs1jbjsOAqVhey9t5cuDl2w1rdWe93RDUfjYOjAh6c/LKf3UokqvvH/Bn0tfT5q+RGe1p5Y6VlxOPJwuetcjL+IUlSWiu5Beon2rdeX30J+43ridbVRv7pGddGR6zxzSu/MgzMEJQUx22s2lrqWfH/1+2pp5xJzEll6dSmtbFox3HV4uf3Ops4s67yMyPRIZp2dRZGqCFEUWXBxAYk5iSzptARjbWNGuI4gR5FTaReN50FJNd3TUWF7A3tkgqwcCYvIkCKK6uwpnkRrm9YICFx6KEWCtt7dSh2DOqXffw2ZBj3q9uBc7LlqLz5KTMv/vPMn7xx/h/bb2vPlpS8x0jJ6Jj+vEmjKNfGw8GBMwzEs7LCQ8Y3HP/O1nkQbuzYoRSV/3P6jUl+0zMJMbqXcwsdO/ffZ1cyVQlVhpea5IJFpkNLKLiYuGGoZlnbMqA28ImGvUPsoyJJ0PBYuYFxMwjJfjgpJgHb27bDQteB49HGs9KyqnT4rFecXR8NismJIyEnA2+bfS0U+ifEe43E1dWW212y1IvEedXtwJ/UODzLVk5aEnAQmH5/MkitLaGPXht0Dd5cjc0/C28abhzkP1aZSjkQdoY5BneeatCtEZjwY2oJxcTSmmrqw0nL5lMoF5CpRxRcXv8BA04DZrWY/11CfhpuZG00tmrIrbFcZkhGXHcfSK0vxtvXmyPAjzPKaxZWEKwzZN4Q55+eQVpDGCLcRFV5XR0OH33v/jpORE++fer+Moey+8H1cf3SdmS1nYqpjikyQ0dupN35xfuX8m87HnsdY27hcZe8sr1loy7VRikq6OXYrd3+5TI6rqeszRcKUKiUrA1fiZOTEa41e4/0W7xOcFFxl9EYURb7x/4YiVRFftvmywoVPG7s2fObzGRfiL/BdwHdsD93O8ejjvO/5fqk+q5llM5xNnP+xlGRIUkjpfZ6EplwTGz2bci/+EoF4VelIEx0TGpk3wj/en7C0MK4/us4ot1FlPouSlGRFxRjXEq/xa8ivzD0/l1EHR+Hzlw8D9g5g0eVFPMx5yJiGY/i156+cGXmmNHL3MqGFVQs61enEmqA1vOn7ZrmUuCiKBDwMYNrJaahEVTl9awlKCG9YeuWLtODkYAy1DHEydkIuk9PSumWtVki+ImGvUPtIkUTvZSJhL4k4H6TV4sAGko9wdVOR8LisucT24EXowZ5EfZP67B64u8KJu0fdHgAcjykfDTsdc5qh+4cSnBTMF22+YFXXVVVatZTowp4WBu8O282l+Ev0rd/3n7FZyYyXniOT4hdCNSNhNvo2mGibVKkL2x66naCkID5u9XFpBWBtYrjrcCIyIriRJKXcVKKK+RfmIwgCX7f9Gk2ZJm96vMm+QfvwtvHmePRxHA0dq4zIWepZsrH3Rnxsffji4hf8fONn0vLTWHZtGS2sWjDIeVDpsX3q9aFIVcSpmFOl21SiCr84P9rZtStXzWqpZ8lc77l0qtOptDHz03Azc+Nu6l21Eaz76ffV6rIADkceJjw9nGktppV+F91M3Vh+bTkFyoIKf1/fSF/OxJ5hWotpOBhVTg6GuQ5jYuOJ7AzbycLLC2ln3463PN4q3S8IAsNdh3Mz5Wa1o3lKlZJPzn1SrRR/cFIwAoLaDhwORg7lDFvD08PRlmtXS4PlY+tDcFIwG29uRFuuzRCXIWX2e1p5Yq5jrpbUHoo4xFtH3mLF9RVcSbyCqbYpw1yGsaDNAg4PPcz+wfuZ3Wo23rbe/1q1d02hIdNgVddVfNv+WyIzIxl+YDhrg9aiUCq4knCF8UfHM+nYJOKy4pjvM58WVi3UXqe+SX3kgrzKCsmS3p8l7wkvay+iM6PVFimJosi3/t9yLKr6RVGvSNgr1D5KKiMtXEHHGLQMXqp0JEgvRicjJ4Y4D6n64GIYaxtjq29bhoRZ61lT16juPzXM54KdgR2NzRuXe2n8eedPpp+ejqOhI7sG7GK46/BqkScnIyes9KzKiPO33d3GgksLaGffjslNJ9f67wAUkzBbKSWpoVNt13xBEGhkVnkblYScBH689iNt7dr+Y2bJvZx6oa+pXxp12Xp3K1cSrvBJq0+wNbAtPc7WwJaVXVeyrsc6lnVeVq3Fgb6mPqu6rWKw82DWBK1hxIERZBdm85nPZ2XO9zD3oI5BHY5EHSnddjP5Jqn5qaVtlp7GgAYD+KnbTxU+Gw3NGpJVmEV8TtkFVlp+GmMPj2Xo/qHlNGuFykJW31hNI7NGpYsEuUzOrFaziM+JZ8vt8maxAKn5qSy6vIimFk3L2KdUhg88P6B//f7Y6tvyXfvvyn2e/ev3r5FA3y/Oj8ORh5nnN69C1/sSBCUF4WzqjIGWQbl9JTYVTyI8PZz6xvWrZe3ibetNkVjEwYiD9KnXB2Nt4zL75TI53et251zsuTKatxuPbvD5hc9pad2SC2MucHz4cdb2WMsnrT9hmOuwlzLqVREEQWBgg4HsHbSXbo7dWH1jNV13dmXC0QnEZMYwp/UcDg87XMbe5Wloy7VxNHKslITlKHIITwsvE9Es0YWpq5I8F3uObaHb+PT8p9W2cHlFwl6h9pEcBoIcTOuBIEhRjJcoHQnSRHhgyIHSFGN14WYqtS9SiSouJ1yWSqZfYpPd7nW7E5IcQnx2PCpRxdIrS1l0eRFdHLqwsffGcoLryiAIQml1VomW7NuAb+lcpzMruqyoUMz+XFDkQV4qGNlJz5JxnRpXSN5Lv1dhO55v/L9BRGS+z/x/7O+op6lHv3r9OBp1lJCkEH689iMd7DuobVNWYkhZk+dSU6bJV22/YkqzKSTmJjLWY2xp1PbJ6/ap14eAhwGlLv7nYs8hE2SVpqArQ6lz/lPp3nXB68gpysFC14KpJ6aWITk7w3YSlx3Hh54fliFFPrY+dKrTiV9DflXbZWBRwCKyFFl82fbLanvQyQQZCzss5NCQQ2ojnMbaxjUS6O8I24GZjhmCIDDPb16FhqFPVtOpg4OhA2kFaWW6OYSnheNiWrkerASeVp5oybQAGO02Wu0xvZx6ka/M51ycZDUSnx3P9NPTsdKzYnnn5RhpGVXrXi87LHQt+L7T96zsshJ3c3c+afUJh4ce5vVGr1drPnIxcamUhIUkhyAilpGsNDRtiIGmQbmUpCiKrA1ai52+HSY6Jsw8M7NaxQOvSNgr1D6Sw8CsHmhIEwVGdi9dJOxZ4WbmRlRmFMFJwaQXpL+wVGR1URJtOBx5mNlnZ/P77d95reFrLOu8DF0N3Rpfz9vWm7SCNL689CVLriyhu2N3lnVehpZcq7aHLqHEqLUkrW3sUG1NGEhVfEWqIsLTw8vtOxp1lLOxZ5nWfFqNmhQ/C4a5DqNAWcCkY5PQkmuxoO2CWiV9giAwtflUDgw+wIeeH6o9pne93ihFZWmxxrnYczSzbFYuklJduJi6IBNkZQyMozOj2X53O8NchrG131Z87Hz48tKX/HD1B7ILs1kfvJ7WNq1pY9em3PU+8vqIvKI81gStoUBZwMW4iyy+vJgBfw/AN8qXd5q+U6VmSh0qI23VFejHZ8dzPvY8w12HM6f1HK4/us7m25vVHns8+jhZiqwKO2g8bVORUZDBo7xHVVZGlkBHQ2qk3tK6JR4W6jWYnlaeWOhacCzqGDmKHN47+R4KpYLV3VZjqmNarfv8l9DFsQvreqzjDfc30NHQqfZ5LqYuxGbHVkjCg5Mkr7cmlo/TynKZHE9rz3IVkhfjL3Iz5SZvN32b7zt+T1x2HAsuLaiy4OQVCXuF2kdJZWQJjO1fKk3Y88DNzA2VqOKvO38BvDBRfnXhaORIQ7OGrLi+gmPRx5jlNYs5rec8s6N9axtJF7bn3h76OPVhSacl/6x2pOS5MSxO25k41DgSBuV72aXnp7Pw8kIamzcu7ZH5T8Ld3B13c3dyi3KZ6z23Rv34agInY6cK05iupq44mzjjG+nLo9xH3Em9U2EqsjrQ1dDFycipTCRsxfUVaMo1mdp8KgZaBvzU9SdGu41m061NDN0/lNT8VD7w/EAtAa1vXJ8RriPYGbaT9lvb886Jd9gRugN7A3vmec9jUpNJzzzWilAi0N8ZtrPS43bf2w1I1a6DGgyiq0NXVgauLFN5K4oiW25vYfbZ2XiYe5QugJ7G0zYVJQuE6pIwgB86/8Da7msr3C+XyUurJGeemUlkRiRLOy2lvkn9Cs/5/4iS6KO6RRpIaeX6xvXLRQ69rL2IyowqUym/NmgtNvo2DGowCE9rT95v8T5Ho46yPXR7pWPQqHTvK7xCTaFSSsJ85+6PtxnVgexEKCp8HB37j6KhqZSCORZ9DCcjpwotBF4mDGowiIj0CL7t8C29nZ7PQsJG34YuDl2w1LXkU+9PyxmJ1joyn46EOUJOkpSm1Kw6kudg6IC+pj7rgtdx6sEp9DX10dfQ537GfTILMlnfY33ttliqBLO9ZhOUFETfen3/lfupQ2+n3vx046fSFOHzkDCQFiWBjwIBSXN0PPo4U5tPLS3y0JBpMM9nHk7GTiy5soSuDl0rTNMBTG0+ldjsWBwMHWhv355WNq2eKWJbXZQI9BddXsTtlNtqixAUKgV77u2hQ50O2BnYAfBF2y8Ysm8Ic8/PZWu/rQiCwOLLi9kWuo1ujt1Y2GFhheMuibqWkrDi7h3VTUcC1Yo893Lqxda7W7kQf4F53vNoa6++SvD/M1xNHveQfLpKXhRFgpOC1Vq0lHTMuJp4ld5OvbmccJkbSTf4zPuz0kXp+MbjuZZ4jSVXlpSJpD2NVyTsFWoX6dGgLCwfCUOUUkumL6eIvbqwN7RHT0OP3KLclz4VWYLXG73OUJehtWKUCLCy68pauU61UNyyKEvLgoTELFxKKyRjJQuUKiATZExqMolzsed4mP2QHEUOuUW55BflM91zeo01gc8DLxuvZ25eXFvoXU8iYb+G/IqNvk2VvlRVoZFZI3wjfUnPT2fp1aVY6lrypnv5fryvN3qdNnZtsNGzqfR6pjqmrOm+5rnGVFP0r9+f5deWs+X2Fr7r8F25/WcfnCU5L5kRro8tQ8x0zFjQZgEfnP6AZdeWEZ0Zzfm487zl8RYzWs6otKhCX1MfMx2zUhJ2L/0ehpqGWOvV7oKuhVWL0v9GN1SvHfv/DntDe3Q1dNV6CcZkxZBekK520dDIvBF6GnpcTZBI2NqgtVjpWjHY5bHOUybI+K79d4w4OIJZZ2ZVOIZXJOwVahdPVkaWoNSmIu4/T8Jkgqx09V+bpp7/JARBqDUC9q8j6yFoG7HW/xG/+UVy4007dECqkKwGCQOY1GTSP5LKKoVKJaVI/wPPdl2juribu3M75TYd7Ts+ty6thMSuClxFUFIQX7b9ssJn7clenC8TjLWNeb3R62y4uYFWNq3KWT7sCN2Bjb4NHew7lNnexbELQ5yHsOXOFuSCnPk+8yutxnsSjoaOZdKRzqbOtV4YIhNk/NHnj1q95v8aZIJMEuer6SFZogdT5yOpIdOghXULriZclf5LvMqc1nPKFQOY6JjwfcfvGX+kYqPaV5qwV6hdJBevKJ58Qb6ErvnPg4ZmDZEJMlrZtHrRQ/nfR2YcGNoSmpBNvkLFrexiEXkNdGH/OO7sg5UtIPXZ+yj+m+jjJDVYf95UJDyukNwRtgNnE2cGNRhUxRkvJ95v8T7ett587f916csX4EHmAy49vMRQl6Fq09Yft/qYgQ0G8nO3n6tNwOCxTYUoihIJq4Ee7BVqFy6mLtxNuVvO9ysoKQgDTQMamDRQe56XtRf3M+6z9OpSzHXMGeYyTO1xza2a80vPXyq8/ysS9gq1BlEUyYq9TYGWGfOPxdNv5Xm8vzvB/UIT6YDM/w0SNrHxRH7q+tMzV5W9Qg2QGQ9GdkQmS6Xe5x9pSvYnNaiQ/McRHwiiEqIuvOiRVAsj3UYy32f+M1tTPAkzHbPSIoOZXjP/NX1dbUNDpsHSjkux0rNixukZJOUmAbDzXnEPT+fyPTwBDLQM+Lb9tzXWWzkYOpCYk0hcdhwZBRmvSNgLxFCXoShFJWMPjyUyI7J0e3BSMI0tGleYWi5ZhN9KucX4xuMrrcqsTIbwioS9Qlkcmw/3Ku83qA4xKbn4LDzJnZvXuJFvxZ7rsRjralJYpOL93fcQtY3+Z0iYtb41Hep0qPrAWobfvWQKiyrulfY/icyHqAxtiUmVSsgDojKLLU9eIhKWVBz9jfGv/LiXBHqaeox0G1lrhKmbYzd6OfWinV27Wrnei4KJjgkruqwgS5HFjDMzyFHksC98H53qdKr1AhwHIwdExNKm6jUR5b9C7aKpZVM29N5AvjKfcb7jCEkKIVeRS1haWKVFJO7m7uhq6GKqbVpGL1hTvNKEvcJj5GfAxZVwZz9Muwby6j8egQ/SSMwsoIlhIvkN+hI8shdymcCJ24lM+uMqSaYWWP2PpCNfBG7FZ/DGbwFM6+LMrF7/npj8hUJZBNkJZGlZoVCKmOppEvggDZVTHWQvUyQsubh/YsylFzuOF4S53nNf9BBqDW5mbnzd7mtmnZ3FWN+xpOan1ijNWF2U2FScjjkNUGHK6xX+HXiYe/BHnz945/g7TDw2kTcavYFSVFbaV1hTpsmMljOw0rV6Ls3tq0jYKzxG4i3p37QouL23RqfGpedhQha6inRMHT2QyySRaXd3a8a1qcutbEOyHkXV7nj/HyHoQQathTv84XePR5n5L3o4/w5yHoGoIhHJ7XxIizrkK1Skadm8PJEwRb70fdE1hdT7kF2+n9x/AgXZ/5l06j+NXk69mNRkEvfS7mFvYK/WWPZ5UULCriZexVzH/B/pWfqicDjkIZ/uCXnRw6gx6hrVZUvfLdQ1qssvIZKGq7JIGMCYhmPoVrd8g/ua4BUJ+6/j0R24uEry53peJBR/cYzs4fwyqMLp90nEpuXRXE/SUZSpjATm9m1Eno4NhWmxJGVV3KD3SdyMy+BcWFK17/9fRkaeAoWy8jRj4v1Admh/zcdsYuWpyhvO/s+g2Kg1RiFpCke2kvyVohSm0j5l0QsbWilS74OogqbFFgD/kZRkGSgVsG0MbOoLIdXro1hryIiTqktfMkxrPo23PN5iTus51erhWVOYapuir6mPUlQ+UxeAlxm/X4xi6+UY7iVmVX3wSwYLXQs29tpIO/t2eFl7/Su631ck7L+OA9Ph2Gfw97vPT8QSQkDXDLrOh0e3IOxotU+NS8ujhW4JCSurb9DRlNO6eRPMyWDOjiuoVJWTO1EUmffXOT7ddITrMWk1/jX+S1CpRHouP8uKE5UTK2W8VLH1hvw48VcOEJWc828M78WimISF5xthoK2Bm7UhDSz1Cck2koTwWS9BF4ak4lRkkxFSc/H/GgkTRTg8GyLPSS2hDn5U7Qbpz41bf8OPjWH/+//O/UpQVCBFMCuBXCZnptdMOjt0/keGIAhCafui5/Vqe5mQr1ASGJMOwIHghy94NM8GAy0D1nZfy4ZeG/6V+70iYf9lxPjDgwBw8IGQHc9PxBJvgk0TaDJccib3q340LDYtl0aaCSDXBpPyTaEt7CSPoHvhYWy8GFXptYLvhrIy6yPOan5A7O9vk/2caUyVSuTX8xEkZLx8abzwpGwSMws4H55c4TGFRSoMM+6hFOQUmbuxWGMda3wvV/se16LT+HhXEPmKWoiW/psoJmE3s/RxstBDEARa1zPnUkqx/uJl0IUlhwECWLuDvRfEXHzRI6oZLq+Haxuh3Yfw5gEpqrfnndqJrFeGsKOwe5KUxr2xBYK2Pf81C3Mg7nrVx+2eCD82gYSbz3/P50CJc/6zVEYGRKRwsZI540XhWnQahUoVhtoaHAyOr7Jv4rMgPbeQ3j+e4/y9fzZTUtu+bRXhFQl7GZCbCodmQnYNHyq/H6XI1dg9UvTqeYiYskhKbdo0AbkmtH1fInjRVb9URFEkLj0PJzEOzJ1BXdWVseQVNqCuisW+dysmRLmpWO8dg4WQSXKDofQuOoX2mlbgO+ex3iYvHcJPwtklsHUM3NxT6fgCIlP57tAtPt4dXCuTQmGRiuTs6qVVq0JgcaTvVlwGeYXq/25hiVk0IIYcw/pojPgNM1k2ncO+JeRBerXusdj3LjuuxrLI927VB79MyIoHuRbBqRrUszAAwLueGeFdDpohAAAgAElEQVSFxQ2IXwZdWFKotOjQ1AVHH3gYLOmr/gsIPwFH5oBbP+j2BZjVg35LJSLpt/yfu2/EWdg+Fqwbw7SrULedFIFLKu9aXiOc+gZ+6Qop9ys+Ji0a7hyE3GQp/RoT8Hz3BCjIqpF0owQlurBnSUfO2RPC9O03UFaRVfi3cel+CnKZwPvdnIlIyuH2w8xav8fu63HcTcjixyqyB/8VvCJhLwOOfApXfq2ZGP7RXQjzBe93QEsfOs56PiKWEg5F+dLECOA5FvQtpWhYFUjNKSRfocJaUYmLuZG06hvfRJMilYoNFyLLH1OQjXLLcEzzH7DZaSE2435jS6u97FG0RQxYByuawU+tYHFd2DIUTn8npVGOzpVSDBXgwpWr3NB+m7GRn3Am4GqVv09liErOYdDqC3RYfJrwR0+8bLMSn8mMtiR0X6QSCY5VT6puxmXgKsQit24ENk0o6jSXPvIrXPx7VZXXv5uQyeWoVBzMdNl0MYqzFens0qIkonv4Y8h5SVbYmfGIhrbEpudRz1yKfrWuZ0acKPUlfGkiYZbF1aqObaQ0adzzPWPPinyFkoW+dwh/VA0tTlIo7JwAVu4wdD3Iil8FTUdB42FwZiHEXqv9QT64LC2czOrD2L9BzwyG/QqaOrDzLakn6LNAkYd44y9AhIB1FR93/XcQBHjrMOhZwObBEhl9ViTegu+d4cZfNT7V28abesb1apyOjE7JITI5h6SsAi5HplZ+cGZ8lanX2sSliBSa2BszvKUDcpnAwVpOSYqiyF8B0WjJZVyLTitdxP6X8YqE/ctIzi5g0OoL+IYUP5z3TkBwcSg+ugbVSRdXgoYutHr78bYnidjh2TUbWGJxaN6muNGopi74TJEmqPgblZ4am5aHFgoM8+LKifJLYSQ1vrVQJdOvqR1/BcSQkad4vF+RD9teQ3h4g2mK92nRSXLefrNvB3bXmUN/cRnZDfpLk3fXz2DsXpgTDSP/kFrbhOxUe9sipYr6oevRFYpoL79NmyN9KTjxXdWTfX6mNLH+MRiWusGhmVzyO8GAn87zMCMPbU0ZM7bfQBEXJKVvlnvA7wMqv6YaBMak08xBEp5fjVY/oYTGPMRRloReHelvo93xQx6aePJaymqu3gis9PqbL0WjrSFj5zttcbU2YNbOIFJzCh8fkBACuybCSk9pIXD1N/jJCwK3PNPqvlaR+ZB8XRtUIjhZ6ANgZ6KLuYkJWXITyKhau6RSiXx54BYj1l5k+rZAFh+5y2b/aE7dTSz7/D0LSprVlzzzDq0A4YXpwn4+c591ZyOYsuV65ann3FT4axRoaMGYraBt8HifIEC/ZWBoC3smVSuqN/XPa7yzuRrE82EQbBkOhtYwbq9EwECaG4asl3SoR+ZUfR11uL0fIT+dcNEeZeAWyW7naRQVwvXN4NIL6raBCUfAvAH8NVrSp9UUoigtWory4UrFjugVoa19W/YP3l9je4OShZSmXOBAcCW6yKJCWNMWDlfct7A2kVNQRNCDdNo0MMdMX4t2zhYcCKrdlOTlyFQSkpI56rCJ9toR/OanZjH/H8P/GxJ2+u4jxv4WQOQLFjT/dCqcoAfpzNwZxP3YBDj4IVi4gfsgqUS8Og9sRhwE7wDPcaBvXnZfx1ngMRRu76vZwBJCQKZZlkS1mgTaRlWmJuLS83AUEpGJyopJmJaepP/IiOOdjvXJLihii3+0tE9ZJOk0Is+yxngGYaYdaV1PmqDlMoHlo5sTI9jxRspbKEZthY6zoUEXFJqGpFi3Q7RuDBdWqq2yuhESQn/VaeIbjCB81GmOKz3R9lsMq73h9n4pBZsQIrmex16FOwdg53hY6gJ7p0BaJCr7lhRd/YM2J4axTz6H0+3vssHnEXMefYzmLx2lcyzdpEq5wtxqf+RZ+QrCHmXR1c2KBpb6XK+AhGU9kAiyYOUubZDJMXt9AzIBdA++h1hBlWBmvoK/A+MY0MwOG2MdfhzVgoxcBXN2ByPGB8KWYbC2PYQdkQj3h8Hwrp/0PO57Dzb1f/4U0fMgM44MDSnqVa+YhIGUkoxRmiNWIxK24UIkGy9Eka9QERiTzq/nI5i/9yYTNl2l3aJTfHf4DonPavmRHgNF+UTLHej94zlCkpEiyS/AL+x+UjZrz9ynaR1j7j3Krjj1XFSIavtYVBmxKEduUavfRNcEhqyD1EhpfqpkwXI/KZvDIQkcv53Io6xKPkeVUoqAaRsijt1LcIYOXx64Rcclp5my5RoB8haI7T6Ea5uerULz+u/Ey2yZUTgFuSIH5fUt5Y8JPSTZnnhNkH42sII3D0IdL9g1AQLW12zhcWsPRPuRY9FMmj/+JY3Z2dAkHM306N3YFt+QhxVXVj/wh7w0SW+X+c+L5K9EpVKkEmnbQHonDWhqS2xaHjeqKZuoDrZejmGyznHqJRxhpc5aTt6MIS79GaOnxchXKIlJqf68Xdv4f0HCTt5J5J3N1zh/L5nR6y8RkfRiNBsPUnP5MyCaXh7W6GjKCfljJmJGLAxcBQ26ShNEZXqGEvj/LAlo27ynfr+FK+Sm1KyEP/EmWDaUVscl0DGWiNjtfZAcXuGpsWm51BeKv+TmlTTpNaoDmXE0tjemg4tF8ctRCWcXw92DpHb8mu8TPBnRsk4ZUaS9iS6LhjblxoN0ev14jo5LTtNkwVFc5vnS8tuTbNcaKhlm3itfzVl0fhkCYN1nDk0auXOxxVLeUMyjAC3YMRZ+9pGIyPrO8Gs32P4GRJ6FFmNh4nEyJl3hjewP8Mz7ib32M3GyMsH03Hw8L76Hh/YjFhaNIXD4RejwkXTDtOqvzIJjMxBFaOFoQsu6plyLSStXOapQqtBILSZCVo1Kt2tb1uN283l4FN3i4kH1VTx/X48jt1DJuDZSY2l3OyNm96hHw9A1iL90lyKcXedT+H4If1tNYdAfEbyxPxPFm4dgwErpmVjTVqrADfWVhM//FkQRMuNJFKQJ/UkS1rqeGdFKcxSp0ZVeIuhBOouP3KWnuzX7p7Xj3MddCP26D5c/7cKpzlG8VTeFX89H0GHxaebsDq75vFDcJ/V4ojF3E7IYtyGAdEtPeHDlX7XPEEWReX+HoKMp47c3WzG+nZP61LMoUnRwJrJoPz7Kf5uxx6iYODm1g85zpAjzSk+JHKn5nTZfisZGSMNAzMY3JKHiQcYHQmYcx+zepfuGSAb+dIE//WOoZ6HPpYgURq33p//NTiSbNkc8ML1682AJku9B9AU2F3TCqEErrqhcyTm3urwk4+pGqeDI+QlfJ10TeGMPuPQE39lSSjSvGqShMAeOzSfHzJ2Ose9SJGhC4Obqj/kZka9QcvF+Cp1cLRnYzI60XAUXKhLoh58AmYaUIr9cSYq2lnApIgVNuYBXXWkB3dPDBi25rNZSkmk5hZy9GcHb8sNg7oJZQSxT5fv4vYpCrwohiijjAjm2cionfpzI7Tg10dMaX1Jkoe8dNvhFUlSF7VAJ/udJ2Mk7iUzZcp2GtobsfLcNRUqR0ev9uf8CiNjy42HIBIEvBzZmQ1clAwsOccFsKDh6S+JUgGi/yi+Sly5NiI2Hgmld9ccYWAKiJD6tLhJCwKZx+e0+U6RrVaJXi0vLw0UrRfrBtF7F9zC2L9VNTenUgOTsAvZduS+F8hsNYJOyN4IAQz3rlDu1X1Nb5vRpiL2JLi0cTRjmWYcZ3V3p3siKL+67UGRYBy6sKHOOIu0BnikHuWzaFx0L6bP6pLcbt3VaMFZzKapRf8LwjTByM4zeCq/vgvG+MDNUEig7tGbd+QgCIlOZP7wtg9/+HNk7Z6Ro0ZjtaHwUgq/RKD7YF0GOgZN005SKyerTKNEzNHMwwauuGem5CiKeitSGJWbRQIxBKdMGU6cy+1r2n0Ki3AbN65uITSu7khNFkc3+0TSrY0zTOsW9O5PvMSlsCh9p7uKQyofgISf5qWgQ7VdeZ8b2IFJzC/ELT+aH4+HQ8k1JNN10FATvhK2jYbETRRsH8Nfy2Ww6/g/rnvLSQFnAgyITTPU0MdF7vDgo0YXJMuMqjFxk5St4f2sglgbaLBnetJTUywqzsDo8kfr+c5kV+z7XuoYyyqsOfwfG0W3ZWbZeroE9Q7E9xeFEI9xtjdCUy/j+jhkociCxarNKpUrk4v1kbj7n5L/nehz+Eal80qchlobafNK7odrUc57fajRu/MHPRQMxbP0612PS6LvCr+Iqu85z4K1DYFxHIuI/e0tFMPkZcPcwhQdmMu7aCPy132Or/jIOVpIaK7xzBCUyPr5hibm+NguHNuHKvO78PqE1l+Z0Y9HQJigFDQY8nEhWoUjE+jf49UwY16JTq67qvf47KkGDXcqOLBzSlEDbMRjlx5Fw5Yk5KzlcWly1HFe+cEhLT/r+d/8S7h6EdR0kIl0Zzv8AmXEsESaQgjHHVV6ogrZXqk19Ehm5CgIiUgiISKnW8SW4GpVGnkJJZzdLOrpaYKijwYGgCkhO+ClJp9hoAFzd8I8XjPjfT6G5gwm6WtLna6yrSUdXSw4FP6zSlqg62H09ljHiEfSUmZKOsekopsj343/5IjkFNVj0xN+A41/AyhbIf+nMwKxtTJAfZsdf6ygoer6q4AvhKaw7G8FXB2/Tf5UfV6NSpQxNJUbI/xskTBQhJ0VKJ4XsgnPfw7HPuHD1eikB2zzBm1ZOZmyd7INKlIhYGWF1Zch8WLOVmRrcTcjk7xtxvNXOCRs9aB44n2xtaybH92Pn1QdSVaG+VdXViFd/g8JsaPtBxccYFPc5y06s3uCyk6RjS/RgZa5lJV2vkghPbFoerlqpoG0spRwrgpFdaf/INg3MaWJvTOSZPyAvDVWrd9h9LZb2zhbYmeiqPf3dTg3YPNGbFaNbsGCgB9O7u/DN4CaIgia+hsOkNNAT1U6JvksQRBFl2w9Lt5noafFpn4ZcfpDDzuymEpl1HwgN+4JLD6jbVqoORdIT7bsRTwcXC0Z4OTweiE0TcOuNgZ4uy0c1Iy4tj+/8i192NSJh6bhZ6mD8Wzu6pm0H4Fp0WaHtzbgM3IQHFJm7lnt5yDQ00PaeSGvhFiu2Higz0V2KSCH8UTZj2zhJk0DAeljbASEtktS+65knfMDA326x9FgYbjaGbBrfirOzuvCatyNrz96XjHINLGHwavgkEsbtQ9lqMgnx0byWsR7v8+O5F1dL7vDqiFTxc3Ivz6hUD1aCehb6pGvZoKEqgJynoj3XNiEeX8D3O04Ql57HyjEtHhO4lPvwWw/JHqHnN+DaG9MLX/J1/kIuTPekbQNzFuy/Vf15ITkUlZ4l1x9B/2a2/DnJm2tiQwAyQs+rPUWlErkSlcoX+27i/d1JXvslgDG/+JfV6dUAaTmFfHv4Dp6OJoxpbAg7xqHj/yOrBjk9Tj2LIpkhvmidnM8xlRdOIxfx9eDG7HuvPca6Grz+WwA/nggrV2mXV6iksE5bmHhMIikyTdg1HhY5wrYxyAK3EKOyIMOhOx7Ku8RHhfEwQ31qKCvkMIEqZ1ZP6s6Od9swprUjxnrS90xXS87o1o74Tu/A8sn92Gv3EfULbpN2/HuGrblEkwVHGbXukvqoXVEB3PiLK1remNs44Giux+Axk4nHguSTKx5/J65tlKJCLcaqHd+D9HwC7MbyYNBulCoQN/aWZBjqjGRT7sPFVSTVG8TvcXaMae3AX4pOyPLTJBKnBpn5Cn44FspbGy/TZuFJmn11jFHr/Rm13p+N6oqUKsCZ0EdoyWW0aWCOtoacXh42HLuVUJ48ZD6UFgLO3aR3RX6GpPP8h5CZryAkLoM29c2l9HVGLAADmtmSkJlfod61uhBFkb0Bd5mi5QuuvcHeE3p+C1r6zFOtZ+eVyqPipTj+OazvBBdXka5ThzmKt/nMeTe5BnUZlbWZFcdDn2ucq07dw9pIm1VjWmCaE4n/rx+SurCRVIlbAf77JOzRHVjoAN/Xl9JJuyfCqW9QXVpDkwP9mGQWyOYJ3qVfeFdrQ7a+7YMoUkzEqqgkyk2F33pKeobnwNKjoRhoazClUwM4vxSSw9Afvppm9e2Zv+8moYnZEgGoTBemyAf/tdCgG9hW3NMKfSvp3+paXpSs2q0bcyAovnyU0LQepEZVeHpceh715ElSZK4ybxUje8hLhcJcBEHg3Y716Z9/gCwjFy4pGxKXnleW7FQDNsY6jGxVh8+iW6DSMZUKFgCyErC+t439dKJ1ixZlzhnesg6tncxY6HuXtEpeflej04hLz2Nwc/sKj2lZ14z3ujjz541U8nUsISWiWuMWRZHAB+m8ZnIbkkMxjzmCiZ4m156arELiMnCVxaFl66H2OibtJqCUaeIRv4vN/o8nos2XojHR06R/U1vpefOdDU7tYao/Zq1H8dNrnoxv58SxGR3ZPNGbzm5WyGQCn/d3x83akI923Hj80tPQRqzXibnZo2iftRDfJstpJIsh5s8Pnl90G3kOFtaBxNtltxdrWG5n65dJRYLk32NoXRxxfVIXdns/HJiOcGE5X9wfwzG79XhxR/o+hZ+EX7pINifj9koWLKO2QK+FcO8oFn92Z1VH0NOSM2P7jeo1Sk8KI1VPGkeb+ua4WBuydGIfYkVLAv18eZSVT2a+Av+IFDb4RTJrZxDtFp9ixNpLbLvygFZOpnw1yIOcgiJWnny2cvtFvnfJyFPw7SB3ZH+/LekTT36F21+t2ee4nag7V9l66Djy3RMIEx3QGfkrfZtKz7ObjSH7p7VnSHN7fjxxj34rzzNo9QXaLz6F++dHaPT5EdovPkVsep60SJlyAYb+Ap0+QXzzAP31trDM+juMBi0GoJf8KofVpCTFrETMM29xR791qV5IHQRBwKe+OeMmS7rWWdp7+Ku/DhPa1+NKVCob/KLKn3T3EOSmsCarPT09bACwMjEgqeE4GhcGcfjkCWnevPEXNOwHhjZlTk/KKuCzvSF0XnqGUev96bA1hxaP5uOr8IQTC0ha5gNB2yWRewmOzkWUa/FZzkisDLX5YoAHho26Ey9aoLj6h9rfbd7fN1l9OpzEzAJ86pszp09DNo1vRa9GFnx18DbHblWSyn0CZ8OSaF3PDD0tqa/vgGZ2ZBUUcTb0qbn+/inp3wbdJM2bgw/4r652mjzoQTo9l58lOqV6EoQrkamoRGhX1wA29ZOq2JPD6d7IGh1NGQeCns9YOSAylY5pf2MoZkGnT6SNBpZo9P4Gb9ldEs5tKLeIUChVhCZkPSbil36WsiWe40ideoteKR9y2bQ/c0Z0Rq/HPBrJYoj22/bMBuGXI1MJiExlicsdBviPZqviA6ZqHCCkwJq5QsVBk1ohYYIg9BYEIVQQhHBBEMqVtwiCoC0Iwvbi/QGCIDg9se/T4u2hgiD0qvHNDW2hxevQezGM2Q5TAwh56y49Cn8gXtORj7MWY3xsuuTlUgwXa0O2TfYGYMwvAWRXFMpUqWDPZKkKKzlUImTPgCtRqZy484h3OzXARMyUVlhNRyN37c6KMc0x0NZk6p/XKKzTBjJjK3asDtkh6cbaS5EdpUrk+6N3mfT7lbIvQ4MSElbNSFixoDTF0JUPtgWW918xq1dhJEwUReLS8rBVJZRLl5WDcXGasdiEs7fJAxrLovhD2Yud12Ix0tGgp7t19cb8BN7t1IAcUZvzJoOlSTkpDOX5HxHEIu44T0JHs2wESRAEvhrsQXqugk2V6An23ohDV1NOjyrG9EE3F5rYG3O7wAqxmpGwmNRcUnMK6ZF/RBpT3HXa1dEut2KMeBCHjZCK8IQerAz0LZB5DGGkph8rfAOJTM4hISOfY7cTGeXlgE5ugtSCyn0QvL6z9CXU0dWSLwZ44GptWOZyOppyVr3WguyCIj7aHlQ6ga0+Hc72qw94v6szfYZN4Fb9iXTL9eX6wbXV+n0rxOX1UmT3aSuU4kjYzSwD6pnrlzvNrq5U1p8SX/x5J4TA3++Qb+1JL+VyDhmOoH7ODWkF+rMP/Dlc0iROPg31OkrnCAK0mQoTjoIoYratP5u8ogiJy6iaFIkiJIcSLtphoK1BE3upvUlje2N0ndvhUXSbTktO03TBMUav9+erg7c5E/oIDztjfhzVnGvze7DmjZaMa+PE6NaObPGPVl80lJcO/mtgTbGX1hMv0cuRqWy/+oBJ7evRKPRnSQPU7weY6g/NRtMwyZdj2p8w8MpY8kRN8oZtoWPjsnIBfW0NfhjZjCXDm6KrJcdIR4NWTma81tqRWT1dyS1U8sHWQEn8LZND05HQZS4Xity5m1zIm22cECycwcqDobrX1KYkwy9JRULWXgOrb4DZ7wcEfUvaBs3l0+716N3Yhq2XY8gtfGquvv47Obp2nFM1KTN3NB34PgWCNoV+q0m7tkta/JUI8oHcQon4dv7+NNsuP+B1b0c2T2zNyjEtmDmwNXc7/MQa049Jz8yGvyfDiqbS9yh4J4QdIdrjPY7GCEzt3AAdTTnTurmxQ9kRjaiz5ebv/UHxHAiKZ2ZPNynaN6IJ71rdpvOFcayN6sNh/a8J2z6P8GsnKiVJcel53HuUTSdXy9JtbYsrEcu5098/KWUwbJqQr1CS1GQypMdw7ejv/BkQTUolPof5CiUzdwYRlpjN3sDqkaeL91PQ1gCvG3Mlw1xBDrsnoi9X0a2hNb43H1ZPIxV7TW3Wac/FO7yjeQilcy8pClaC5m+QYu7FuwUbORcoLeQKipRs8Y+m8/dn6PXjOQb85MfNY5sQj86FRgNQ9V3OjAMPSMtVsOq1Fhhoa0CT4SjNXZmltYePt1+v0LOxMvx0OpwOejF0uvWZpEfsvQjZrFBs3ztEuM0/GAkTBEEOrAb6AO7AGEEQ3J86bCKQJoqiM7AcWFx8rjswGvAAegM/F1+v+tA1gT6LweddcOuNaOnGAt9IMnTrYDv9NHT8GIK2wtoOZXxvnK0MWTfWk6SsArZfqaDK6tz3EH5c8s0BiK+GG/NTEEWRxb53sTTUZnw7J0mgqiqSfLgAK0MdfhjZjPtJOZwpKK4srMiq4upGsGwETh3IyFMw8fcrrD59nxN3HhH6ZJ+uEhKWU810UUIIGNpxIkqBKEpuzGVInWm9Cv1mMvOKyC4oxFTxsGoSZlQcUcqUQtXyq79QqGHA6hRP9gfFM7C5XTnCVB3UMdVjqKc9c2J9EDW04cQCuLaBvcr2tPHyUntOQxsjujeyYrN/tFrNSWGRisMhD+nhbo2+tkal99eUyxjd2oFQhRWq5OpFNAJj0rEnCdukC9IqVVTSxziKiKSc0tSUQqlCTLwjnWD19FfqMYRWk9ATcxkkv8jMHTfY4h+NShR53bsunPxSKuLo+U3lUcon4GptyIIBHviFJ7P23H32Bsax9FgYQ1rY81EP6Rlt+Npibml44H7tC3Jib1XruuWQkywJ/rWN4eZuqRqvBFkPEQUZSRiXS0cCuLpJkcH46DDITkKxZRQZ6NPz4WSStRzwnrwKYcZtGLBCSi97DJHSauqe0Tpe8M45cPSh2eWPWVw/mJ/PhJdLDZdB9iPIz+BKlgWt65mhIX88lZo36oSlkM64hiKze7mxcXwrrsz25mqTffxaMJvBdbKlib8YM7q7oq0hY5HvncfXjw+EfdPgh4ZwZA6iUgFXfyP5t2FsOnOLObuDeX/rdexNdPmo7n04twSavwEtx0sFHANWIHx0h8x283ikW5/UgZvwbKo+ei4IAiO9HPh7ajs2T/Rm+ajmfNbfnWldXVg0rAnXY9JZeqxsmub3S1GY62vRr6mttMF9IB5Fd4iNiSqnT0wLPkwyxnTs0LXiz/Np6JnBoJ8g6S6c/Irx7eqRkadgz/UnvPhSIyDiDMe1e2Jroo+HndHj30nPjEKPUfTDj9RjS3mkac+HAYbM3BHEJ7uC6bL0DMuOh9HBxZJjMzry1aDGdHCRxO5vtnXio55uTHhvDrMt1/Ku+Cm5xs7Sd2nPJERzFz6Nb4eNkQ6jW0vVpe52RiTUG44IFFx5HA1LyMhn/t6btHA04R0fK0kWsKqlVACUGYfQahLOFrpMke3B+cAwVIudJN9INSiJdnV2e0zCNOUy+jS24cTtxMcEVaWE+6fIcehEn5V+NJx/BO89WkSobJD7/8S8v0MYt+FyeUILoMjj4K6NTEpdhq/OZwQGV25PVIJL91P4zuQQ8jt7ofsCGLIGHt6AMwvp39SW5OxC/COq8jR7KC2a1rSVolbFqeDUnEJsQv/AmBzkXZ/6bGQyjEesQl8oQDg+nw1+kXRccprP9t7E2kibuX0b4pwTiMuFmdzRdCeg+WLW+UVzNiyJ+f3d8bAr7g0pkyPv8in1xAe4p51k8ZGaGVsHx6ZzLuwRSwy2Sv6aE4orzg2scLU2ZPtknwrPrY1IWGsgXBTFCFEUC4FtwKCnjhkE/F78/7uAboK0JBoEbBNFsUAUxUggvPh6z4wDwQ+lNi293DA21IOu8yRxqVIhpSv/GCzpxhR5tKxrRmsnM347H1G+zDf8hGRY2HQ09P8REKpuiZGfWTZsDZwOfcTV6DSmd3ORQsgPg6QdT+ivOjhbYKavxdFEE0lTpY6EJYRIJLDlm0Qk5zDk5wv43Uvmw+5SRMDv3hPiWi190DJ47DBfFYrbFR2/LUXOHmUVEPVkya5ZPUCE9PJ599j0XKxIR0NVWHGhQAmKXfPJiJPGdmsvshavo2dghEqEES1rlop8ElM7O5OoNCTQrC+EHkJQKtgkH0p7F4sKz5nUoT6pOYX8HVjeZPVcWBLpuQoGt7Cr1v3b1DcnUrRBnpdSreqqwJg0Xtc+J/0wcCXINPEUJTJTYlVxLzGbemLxAqGiSBiAQ2uwbsx043Ncj0nj5zPhdHa1xDHvDgRvl6po1VkRVIJRrRzo39SWH46FMXtXED71zVg87LHAXa6hCcM3kCNqk7PljWernAzeLi1IRm6S9DolqWSAzDgKtM0pQqNcOhLAxbEO2eiSGHmbu6uGoMx6xJFEcEgAACAASURBVPi8D2nV2J3t77TB2khHEly3fEsqpBi+oawf1tPQM5MihQ26MCp+Ee8anGfG9qCKo+TJEikJyLaUdDBPwrENAJ96pPNeF2e6GMZh+WdPuPGnRBzWdynT5cHSUJspnRtw9FYity6fgg19pGrdm7uh6UjiRx2lW/4S5ikmYBp3lmanxnHl1j2czPVZ19cY7f1TwLaZVEzyJNHWM8Oox8fUn3MJ15Y1IEBPoH9TO17zdmTd2QhOh0rzyYPUXE7eSWR0a4fHi6ZGAxEQ6Sm/yqEnojKxKZm4Zl3moWV7dLQ0a3Zz5+5Sdbb/arxUITSxN2bjhcjH6aXrmxEFGT8kt6KHu3W5KJthp2loCwoaqCLZI+tBYGwm/hEpnAl7hJO5PrvebcPasS2pb6n+udDWkPPz2FZc1mjJoMzZ5E04C97vEtRqCZeis5napUGZReMbvdvjp2xMwdXNoFIiiiIf7w6msEjJ+sa30VjRRJIF6FvAiN/h/UDouwTNd08TPSGImXzEZZWbVP2uJhp0JvQRdsY6OFsZSN+3YqH9gGZ25CmUnLxTPN/HB0JeGovv1SE2LZcZ3V1ZNLw5Su8pNJdFsK2XyJ2HmczcURzpLsyVLI+2j0W5uD7DQ2cyWOsKbkIM7VN3V5mSTM8txPnREYZl/yktBNpNl4oBPMeB33K66t5DX0vOzmsPKpcv+C2T5oO6beHop/DHQEiPYX/AXSbIDpJdtwfYtSh3moaNOzed3qJz/kkaHX2N6doH2TvUgN3v+jDZNY8fWUKeYV0+4GNGbbzB4iN36dfElje8n5oT3QeDlQefGx5g88X7HL2VQFRyDvcSs7gVn0FIeDTpKerfqT+dCmeYzjVsM4MkH0vtshmGyiLAtUHC7IEnQ0mxxdvUHiOKYhGQAZhX81wABEGYLAjCVUEQriYlqdc65RUqWXT4Dh52Rgxr+USFXd22MMVPyiWn3Jd0Y0vd4OAMPvZIJzEjp8zEQXqM1NfMyh36LwcdI8kHKraSijBRlAR/xz8v3VRQpGSxbyh1zfUY1aqYYDwMkiJLOo+7s8tkAm0amHMhIg3RsY36Soprv4NcGz+9bgxafYH0XAV/TvLmw+6u1LfUx+/pCid9y+qRsKICSA6j0NKdc/eS6Vgc6i5TtVNS8ZhaPiUZm5aHo1B8n6oiYYbFhCYzXvp9VAo0vCczp08jBje3o2mdZ+9Y72Shz8BmdsxN6IQoyDhMW9zcPdHWqDiy5l3PjMb2Rvx6PqJc9c7eG3GY6WvRwcWygrPLop6FPmm6xSQ0teoijqCYFEbJzyI4d5OerTpe2KRcQVMucK1YkyA55T9ApWnwOJWrDoIArSZiknGXKQ1SUIkw1sdR6iSgb/XYPqMGEASB74Y2wcFUV3rZv+GFlkbZ6cKjYUP2N1iARV4k6bunF7e+uistco5/IbWmqcg7SRQh8E+w85TsWZq/Jv2cVZxCz3xIhqYU0VUXCZPLZaRrWtM55wgNC0I403AB6+e8zQ8jm0kvqWeBpq4kQHfpxceKNXTJ+JuvD9xWf2xxZWS4yo42T+ucLNxAx0RaTF1aDb/2kAw93zwAUy9JVci7xksdCooXbZOaarFWby0eh4cgptyD3otg5l2CPb9iwK4s0nILaTjgQyK6rqW5ViwnTb9j+2BjGvtNk9KEIzdL4/8H8Hl/dxraSFGkhIx8tvhHIwiCFGktgVUjMGvACL3rZSwJzpzyxUTIwc5r4LPdvMdXYNYAYe8UFlqfoFHKCQIvHZfmkBt/kmTTiQdFpvT0UCMZsHSTni25Fu9+8DlnZ3fhwpyuBMztzvZ32uDlZFbl7e1MdFk1pgX3k7KZ5adC7L2Ir65rY2us83hOL0Zje2Nu2wzEqCCBvNBTbAmI4VZYOMds12J5apbkITfhGEw6AR6DQf44Glrf0ZFhY99jXt7rABTdK+viX1ikkqwp3KykF/r2sbChNyiLaOVkhpWhdqnuKvnGYVQInFc1YevbPkzv7sJILwdcekwGXTN8Ev5ibt9GRN0KIHj9JCnauudtxAeXOSx0ZLrm5xTOvEe+cz+Gy89xIjiq0s/ozpVTfK+xjkzr1tL7soRw9FoIZvXR3j+FN5oZse9GPOM2XOZBqhpProxYqeq/+euSZcjAVRAfiPhzW9wuzMBEyMGg17wKx+A28ksu2k+gqYXIa1kbaX54IMIPDeGPgQhahpi8vZ+DHw9gXt9G9Gtiy8JhTcoTI5kMunyKRUEMbxtf5Z3N1+i89Aw9l5/hr9ULqLvZh/xVPpy9UtYg+25CJmdvP+Bz7W1g5VFh8UdFqA0Spo7iPU13KzqmOudKG0VxvSiKXqIoellaqn8x/nI+gviMfD7v745c9tSldU2hy6cwPQjG7Qe33nDjL7xOjiZYZzJ2h8Yh+q2QiNaON6WQ7qjNoKXHBr9IbgouUjuSiph8cpi0yo08W7rpywO3CU3MYl7fRmiWpCsSgtWK6ts1sCAhM58UCy9Jf5X5RC5ekQfBO0is04txW+9Rx1SP/dPa4V28Au/gbEFARGpZMbGBVfU0YUl3QVXEbaUjhUUq3u1UHwsDbfyfJGFmxSRMjS4srgwJq8SeAqTWJHoWkB4llUw36AYWzgxvWYcfR7d47oap73VxJlRhycfGP/Bp/luSKL0SCILA2x3qS6ngsMeENbugiBN3EunXxPbx360KCIKAuaMUrRIr8VQDSXNhkXAec1UyeL4pbXTqgCzhBq1sNLgWJZGwkLgM3OVxkh6sqs+myUjQMmSGiR9r32hJF+VFyaxRzaqsujDS0eTQBx04+EH70sKWpzFk2Fh+FYZiEroT8TtbycZg90SJfNw7JlkbqKswiw+UHNJbvCH93G46qBSSeBggM54kpJeLQQXpYHN7ZzQEFcp2H9F7zDQsDLSf6fcsA00dSbDv1o8vNX/HIHCd+kbByWHky/TI07Gmka1R2X0ymdRHMvBPiQi79pKicU7tpQrhtw6B9xQIWAO/94eTX6Gz1pse+LO6aCCHOx8Gnymciylk9Hp/dLXk7JrSlrE+dXHpNBph3D4plbumrVSYNOy3qqPQzwEdTTmrX/ckX6Hk/a3X2X71AT3drctWMQsCuA+kaVEIMXFxRCXnkK9QkndLsqYwb1pzuS8gRfWHSW70jW8v5yetVbQ8PgKWNYLsRPb/X3t3Hh5ldTZ+/Htmsu+ZhCxkISskskMgQABlE8UNVNwXtEVxeW3rz1qttZvSWtu3rW9rXV7c+lK11l1xQ0RFBQRB9j1sCQlbEtaELHN+f5wnJCEzIcskk+X+XFeuTJ7MPDknmczczzn3uY99CuGBvox0F1Bd+nfzen9mUesWyMuI5qdTs1iwtoi7Xl7Fqj1mhNPVBd6Yi26mVIew7aN/sHTB/7E46EESDy+Fqb8zQXhyrtufMyY9mjsvP59dzlg2L3mrwYXhqj2lHD9VbfLBTpZA/udmQdXK57HbFBcNiufzrQf5ZschCle+x0aVwbO3T2FAQr0LW78gGDkbtnzADzbewof+D5Jd9A4FMeNh1gL+NOAt/uvYTUy/8kbCgoMJGjObCHWCk6ubKJ5btpeBS+awHwcB17/csM6kf4j52x0v5oGaZ3nksv6s3lPG+X/5knlL8hsm0n/5J/PeOv6n5rk07Ca442tKwvoxumYlRXETXI6C1QoKCmHM7L8Q/KNlpsTQ9KdM7mdYAtzwOoQnEuBrZ/b4NJ68fhhhAW5GZbMuhvjB3BfwNn+ckc28C4P5rvd/M9f3eapjBhCqykl47zoee+Pr02ksTy7ewWy/hYSf2gdT57reO7kJngjCCoD6lwSJwJnZfKfvo5TyAcKBkmY+tlmKj1Tw1Oc7mDYw7nRw4pLNBmnnmjoj922FK1+gqM8lOCr3oT79pZmy3LfK/BGj0lm0aT+/fX8jrxT2MgVQXUzJAWZTWjAvihVHeeXbPby8fA9zzk0/vWqHiiNmj764xkFY7aqh5U4r96d+qYqN78CpI7xcfR5RIf68ccdoEiPrtrrIy4imvKqm4aqOkJjGy/ddKTYrIz88GH36xSw31cHynSV1Q8dBUeAX6nYkLM3nIBoF4c2YTgxPgPVvmc2ZR9529vu3QGZsKBcOiOM/xbHYAsPJy3A/FVlr2sB44sMDmLekrm8fry+mosrZ7KnIWhn9BuLUisN73IyeWNYXHuFq22ecCoiGfheag6njQDu5JHI3awrKqKx2sq7wCFn2AlRsE1ORtfxDYPA1+G1+mwuSalCf/gpiB9YFOa0U7O/T5GhiZLAf4Rc+zNPVl/BewCW8lvQL/p3zKgsuXcneMXPNhYurLaVWzwefgLp8S0eaydta8ZypEXZ0H3uqI1yOgtUKHHED5N6BfdLDbepjIz5+cNVLOLMv42Hf+Sx7/8XG0yiHtpJPb3LTohpf8IFZRu/jbxLlr55ft0UPmBy1Cx8zU6TF603NqaxpqLtXsqDXbfxuUQGvrdjLrS+uoE9UMG/eMYb0+lNmyaPMYoLYAebNvX7x0XaS3iuEuTMGsGJXKWUnq7h5TErjO2Vfik3XMMX+HQvWFfHemn2Mdq7ieMzwpkvXnE3CcLh3IzxYwL+GvcqtlfdxcNwj1EyZy5MFaUzKimmQk9dAeILZoqiN5pybxtT+sXywrpiEiECucrOKe1BKLCvCJjOgbDH/sP+RwKhE1O1fmJQA29nfbq8YnsixxPGkHV/F4wvWnD7++ZaD+NgUeRlR5uJG15iL3sWPwonDXDK4N5XVTu6ct4gBbCcx52IyY11cfI2YDQHhqOpTVJ//e+bE/otJO6/n5f3JPP3lLmYOT2RCPyunOGUsJYEp5JW9ywF3u0p88FNs1RU8GT8XvzAXgyMJw+G8B1Eb3+LGwG/45CfjGZMexaMLNnH5P7421QlKd5tCt8Nvhoi636szvA83VD3MbwLuJ+a6FiwACo0zI+tXPgdzlkCs65XlLikFEx7C58huZm69j8lfXImjfDdMfxrHnZ/gd8NrpNgPMXXNPVzz5Gd8unE/S9du4m7ft83/fPqE5v8siyeCsBVAplIqVSnlh0m0f/eM+7wLWJf8XAl8ps2r2rvANdbqyVQgE/i2NY14/KPN1Dg1D17YjDesWgHhMOBykm58muv8/8Zd8S+bq8qr/gnZF1NQepJ7X1tDVlwoW32sTXrdTUnu/AIzsKfZ+v0SfvXOBsZlRvPTqf3q7mMFPMQPafTwPlFBJEQE8sEBK+Cpnxf23Us4Hek8u6c3U/vHnl6eXGtUunkjaFA5OTimedORxevRvkG8lu/LpGzzYpab5qDoSAV7S6yaP0qBI8X1SFjZSfr6l6DCExteBbkTlmiKWUYkm7pcHnbXhAwApvaPbTR95oqv3casMSl8s+MwG/aZoplvf19IYmQgw5Jb9saRmxlPgY7maGHTSZ1btm1lgm01NYOuO12TjMSRYPcnV23gVLWTtQVl7C/aS5jzSJNJ+Q2M+AHUVJpNicv2tOqqrDVmjkihZMxDPBd4K4/tG8LPvnJy16sbGP9JLGuc6Rx6+wEe/vcy/rV8N5uKjpqR3fWvm7yRwIi6E439iVkp+fUTcOoIO06FkdZEEEb/GSaYacabW4vZfbFd+TylIelcXvocy3c0/F+qPrCFTVXxjaciaw2fBQ/sNTlN7kYxB1xhyj7c/iVc+Tw2Rx9+cVE2hWXl3P/GWkakOPj37aOICQto/NiYLJNiMfrOtvWzBWYMTeSHY1OZ0K8XuakuRp56D4XwJK4O/p731uzj3a9XMcC2i7ABF3qmAf6hXDBxIl/Zcvjr0Qksj7uG0gqn66lID1NK8aeZg5mcHcuvL+3f5GtL8vn/RakKY1u/2/G9fXHT+ZwuDBh/OUHqFGuXfsy8JabkzRdbDzK8TyShAb5mBXhIHFzzL5MXtvhRhiZFkN4rmBlh27DjJGKQm9V4Ib3gvu1w51J8xtzJH286j+gQf37+1jqiQ/z4xcX1XmuUombYLIbZtvPtsi8an2vHZ7D1Q56omk6fLPejVIz9CfQZC+/eQ+/Cj5l3cw5/u3YoBaXl3Pz8CqoW/8Gsphz3/xo87JONxWzaf4JBU2/GHhbn5uTtIPN8SMgxK0wHXmmKVg+5FpTCN30cPlc9zxB7PveVzWXOP5dxr++b+OtTZvFTK7T51cvK8bob+BjYBLymtd6glPqtUqo2EeA5IEoptR24F3jAeuwG4DVgI/ARcJfWusVrQ7/fW8abqwv5wbhUkhwt2wwVTALmrWNTWbAT1jumwDmXUVnt5O6XV1Pj1Dx9w3BGjxpHufajdJuLfeGcNbBriXlTAT5d+D6x4aZgW4Or5NqkfBfTkUpZeWE7y9BJuXUjYQe3wp5v2J4wg/IqJxf0bzzFFhbgy+DEcJbUT84PiTXLsmvOsknx/vUcD+9rXszOMU/0UdZI4rKdZ+SFuRgJKywrp4/twNnzwWrVJueP+GG7BAj9e4fz/Kwc7ju/39nvbLlmZDLBfnbmLdnJgWMVfL39EJcN6d3i6dEkRxDFPgnYSpquFRa6+d/4KCdBo26pO+gbAIkjSDpiVvD+e8VeUpzWUvdeWc1rQEy22Xnh0FboN82M+HYAm03x82nZvHP3WFY9PIX1v5nKhz8ax1M35LBh0INE6xKSNj3LQ2+t58InlvCf+U+bUeEzR+niBpoXwKVmSnJHheuVkR3G7kPw1F+SbitizQfP1h2vOIrP8SK2OxMYk+5mtFWp5l2UOFJNUr1lTEY0N4xK5poRSbx46wj30yZe8ouLz+GFW0a6/t9QCrIvYWj1avYWHyDugNn9Q/U932M/PyrEnxlDEnhjVQH/WVmAv4/tdB5rewsN8GXezTlnLVmTNTCH8Id3kXnt4817DpxBpY5H23y5JXYHjy7YxLwl+WwqOsp5/WLMCvXti8wIemx/8zr63Yuo/et58448HsraZwYXeg9z/wN8/E5fGESH+PPcrByy4kL508zBhAc2fL5F583iFH4Ernmp4TlqquGjn3MiOIkXai5ovDilPpvdBIwJw+H1W1Cr53PJ4N48e1MOvkd2Ylv7qikfElY38+B0ap5YtJ3U6GAuGdSyGYk2U8q097bPYcbTjaeysy9BXfwXxrKatyL/zjW2RaicH0B0Zqt+nEcuIbXWH2it+2qt07XWc61jv9Rav2vdrtBaz9RaZ2itR2qt8+s9dq71uH5a6w9b8bP57XsbiA7xPz0K0hrX5SYT4u/DM1+apv3ho818v7eMx68cREp0MLPGZ7KRVEq3LWv84KI1UHGE6n4XU2BPIqt6C8/emNNgqxVzv7XmCqa2hMQZ8jKiKDtZxX7HcJOrdeIQrHoJbD7MP5VHeKAvuWmucx/GZvZibUEZR8qtoCvEemFqakpSayheyxb6WC9m5g0lMyYER7Afy+svKXakmqnYM/ZjKygtJ66muPk5KXEDzdREC5MXW2JiVqzr0QM3wgN9uXpEMu+t2cdzS3bi1DRZoLUpVRFpRFfupcZdTRynk5zD77MlaJiZgqsvdRy+B9aRHVnDO2v20U/Vroxs5kgYmOrYAREw5ZFWtd8TQvx9yI4P44IB8Vx35UwYOJPZPgv4+vYMbs1LJTb/DQ75xFKekNf4wWPvNaN5wH4iXa6M7Eh+Ay7jYEgW0w69xNpd1miYVYZkv38yfWNbuQigCY9OH8hjVwxqchq408q+BB9nJRPtq5niuxZnSJyZNvWgW8amUFHl5K3VhYzLjG40M9AZuJ0ebQ7/EFSf0UzyXcfIVAePLjClS87t28sUN646YQrPgslzDoiAD39GeKAPPvmfQdqEBkn/Z5MVF8ZHPx7vchGSCopka68p5B5fRFlpvfeDVS/CwU08VnM9vSLCTtfJcyswAm58E9LOg3fvhqVPMrxPJE/Ef0KltrMqeVaDuy/ctJ9NRUe5e0JG236XrRUa12QOGsNnwYRfMLD8W2wBoWaLr1bq8hXzv99bxuq9Zdw/tZ/bBN7mCAvw5brcZD5YV8RzX+3kua92cvPoPkwbaEaeHMF+VMcPo/fJLeQXn1FR10rGf3xrLEtPpZLnv5PsOBfz8W6S8mvVXlUvd1ojH/mfw5pXcPadxttbq5icHes2UXxsRjRObeq1AM3buuhIAVQcYXFZXIMXM6UUI1McDZPzI1PNm2O9BQPHT1VTcfI4YdWHISLF/c+pb+iNcO/mhjkyncAteSk4teaZL/M5Jz7MdT5FM4QmZBFCOVvzXY+GHV7/Mb05QFH61Y2/mTIO0Fzu2ENltZNzfArRgQ63QbtL/S6An+2C6NZfkHjc5F+jUCSs/D2/HBfCOPt65lfkcc28bzl0ZtHIPqNPl3go0g6vB2EoRci035BkO8i69/8OgD5oppvDkwa0eTFJt5OUC8Ex3Bm9lvPs67FlTml2fbrmyooLM7lRcHr0vtvJmIztwEbmzUigX2woyY4gsuNDYcsHpvxQbcHhwEiz+Gb317D4d3CsyJT28CD/0bcRoirI/+wFc6C8DD6bS37wUOYfGcifZg5uXqDkFwzXvmoKR3/8c3j3HgaVfsLbvtO494Oi0wVStdb8z6JtpEQFcdmQDh4Fa4nx95lVzJfPa9P7WZcPwoYmR/LRj8Y3LEnRSrfkpaCAR97fyKDEcH5+UcO5/OycCQSoKt7+eGGD43rnlxwISOXZVScIzRiNf2VJ4wT+qnKzrL3e1MOZYsMCSO8VzLsHY8EnED57BE4eZmP8ZRytqOaCAe5fcIYmRxDsZ6/LC2vO1kX7TfmApSfiG72Y5aY5KCwrryu86GKFZGFpOYnKOn9zpyOVMlNvnUySI4gLB5iAu6UJ+Q3Ok2Hqv23f5LrIYeXyFyjRIUQOn9H4m4k54BPAWB9z5TvIr6h5KyPP1NkCg/BEs8vDhrfg/XtRaIZdehdbio9y+T++abxN1vmPsjV6MoX0IrkV6QWeFpg9lcLQwUw6+E+2Fhzg6N4NVGo7Gf08O8LTLdjskH0x2Ue+xK/muJlebgf3TMwkKy70rFODXVa6WWwRVvAF79ydx1t3jkFpbYobZ0wyiz5qDZ9lFuF8+bj52sMLNTKHjGeLSqXXlvlm9uSLx9HlpdxdMpPbxqW7z4t0xccfrnzBXIyvegnlE0j69J+z6/BJ/vLpVgA+3XSADfuOcpe3RsGaSylTkLWN0+2duIfN1y8u1PUKpRaKDw9kZk4S4YG+/P3axjWmwtJN1dvSbUvZYxUzdVZWUJX/NQuO9+WHY1OZOtUaJj4zgX//RrOixcXKyPrGpEezdNcxnIkjzErK8CRePZxBkJ+dcU0UHvW128hNi6qrF9acrYusGk7bSGJSdsPRltxUa7Vm7ZSki1phhWUnm18jrAv4r0kZjEiJZMbQ1gf0kUkmcD+4y0UV+cqTRO/7nAU6j+xEF3ksPv6QNJLU46sATUrN7hYn9XZaY+4xizK2L4TUcxk/ModXZo/ixKlqrnjqG9YXHqm7b2IOT0b/gpjw0FbtoOBxShF20W+IU6VsfOfPHCvYwC4dx6jMbhoAtJWVG4vNx0w/tYPctCg++vF4IoNbnnPVJcT2N6kr2z8lwNdOVIi/KetyvBj6XdTwvja72TUGTOpCmGdHj5TNxtakmSRV5nNq5Xz0t8/wtpqIjhvEvef3bfkJbXZTB2zKI3DJE4wc0I9rRyYzb0k+q/eU8sSirSQ7gpgxtHUpIV1NtwjCPOnR6QP46mcTSI5ycQUekYwzKJqhtu384/Pt1Dg1z7z8b/z0KcLOmcRDF2WjYvqDbxAUrGj42GL3Sfn15WVEcbKyhqKI4QA4h9zARxsPMaFfzFnfkPIyotl56IQZvWrO1kXFa9lniye7T4L5J68nKy6U8EBfltcm54cngs230UhYdwrCsuLC+M+cMfQKbUO9qYhkqpUP+vD2Rrsw6J1f4qtPkR85zv3qqpTx+B/exM+G1BDgPNF9gjC/IDj/t+b2sJsAM4r95p1jCPbz4YbnlpuVk5Zdh054fyqyntCsCeSHjWTcgfn4H9rAXntS0ys3e7KUcWaaLHm0KXQtWk4pM62Yv7huP8ktC8wqQlerylPyYOLDcO797dKc2LwbOaYD8VtwDxXaj8erZvLENUNan7eoFOTdA4NmAvDgtCxiQgO49cUVrC/0Yi6YF/SMXraA3abMMmBXlMKWmMPYoD28/l0Bc+Z/R+X2xTixcfmMq0x+iN3HJPSdORJWtNasWoloOoF9VFoUSsFn9jGQOJJ1sdM5dPwUU5uYiqxVO1L2zfbDpnq2f1iTZSqqijewtirR5ZC+zaYYadULMwfspqxEvZGwgtJy+tgPon2DzVYcAmx2ykP6kOAsYl390R1g85LXOaH9yRjZROHKlLEoNHcEf2a+bklSfmc34AqY83VdbTCgT1Qwr8weRaCvnevnLWfr/mNorcnvZEEYQMRFvyFKHaOX8yDVjkzJB3PH7gvXv25t9yZaLWOSWUVcu2fx5g/M7i/u8o/G32fKtrSD4ZlJfGgbj8LJXysvY/YFo+jbyrxZV8ICfPnd5QMoPVlFkiOQGcN6xigYSBDWcgk59KrYTag6ycKN+5npyMeWMBRVvxhhYo5Jwq+ul3RcvNZMRZ7lhTsiyI/+vcN4f18o/HAh7+U78bPbmNDv7MuwM2NCiAn1Z8npvLAmti6qqcZWtpt8He82ryI31cHuwycpOmLVC3OkNhgJKygrp6/vYVRkSufLQ/Ii/5hMUlVR3SIJYH1BGeF7P2NLcA7XjWliKXPCcDOSuvY183Vzy1N0FXEDGj1XkqOCeHn2KHxsiuv+dzkrdpVyrKLau+UpXHD0G8PGsHEAhCW1oABkT5SY07kWh3RFaeeBspl9jEvy4eAmU3rGC+w2xfZ+t/H36svYknI9s1wV622jiVmx/G7GQP569dBm71TSHfScnnpK4nAUmr+O0/x5ega9j2+oW6ly+j4jzErCorXm65pq2L+hyaT8+sakR7N6TxnllTV8bJFjFwAAEdlJREFUtKGYsZnR7kfn6lFKMTYjmm+2HzJbXoTEug/CjhZg19VUhPZx+2ZXWy+sLi8sBUp2nd666fS+ke24ZUpX5BebSaptP8u2m0ULJ05V8+d/vU1vdZh+465oegTFx8+sMKs6aXJCOtkq0vaSGh3My7NHAZqbnl8O0Cmn+2Jm/I5dAdlkj/LOm6HoQYIcpmjo9k9NQj5AlveedxePzeGLxDk8dtUIbB7IwXblutxkhvdpw+4KXZAEYS1lFcE7N2g3lzt2m13fU88oipmQYz4XWlOSh7aaDXzPkpRfa0x6FJU1Tl5auouC0nIu6N/8Zdh5GdEcPlHJpuKjplaYm5yw0gKzAXFimvsr+uz4MEIDfOrywiJT4dQRs60MUFhyktia4m6RD+ZRURn4UUXB7m2cqq7hl+9sIOuYKfIb3L8ZL6IpY83n7pIP1kwZMSG8PHvU6VIpnW0kDCA6dRApDywjIk4uPEQHyJgEhavg+5fN5tBefK0dlBjBf+aMIS68861u78okCGupwAiIyoTC70x9MLuf2cutvrB4sxKsNjm/2BoRO0tSfq0RKQ58bIq/LdqGTcHkFizDHmvlhX29/ZC1dZHr1ZFbN5qFAjnDhrs9l91m6oWdHgmrV6aioqoGThzET1dIEHYmRzoACc59/PrdjbyxqoDrHJvNSGhY05uKA3Ujqz0sCAPoGxvKq7eN4seTM0lxtThGiJ4kYzKgTTkhL46CifYjQVhrJAw3ifc7vzBTR76Bje+TmFMXhBWtMXW/opq3rUGwvw9DkyM4UVlDbmoUjhYsw44NCyAzJsRsYRQSaxI7q081ut+BPZupwI+01KbzNnLTHOQfOmE2cK1XpqKwrJxkZQV4EoQ1FGV+p+mqiFe+3cPEZB8Sjq2FzCYS8uvrPRTOmW4+eqC+saH8eHJfSXwXovfQus3PvZQPJtqXBGGtkZhjpvmK1zWeiqx/n7I9JieraK2p+9KCrSRGW9XzmyrQ6s7E7BiW7jjMEbu1OfIZeWEHjlbgf3QXx4MSz7r5cW29sK+2H6oLtkp3UlhaTlI3Kk/hUaFx4BvM8LBSwgN9+e9hh1DaCX2bGYTZfeGqlyA5t33bKYTo3Gx26HuhWVXf1DY6osuSIKw1EupN4bnbJDlxhPlcsMIEa82ciqx16eDejExxcNGgZkxfneGG3D7UaM2ivdZIwhl5YR9tKKaP2k9AzNlH5vr3DiOtVzB/+GgzJVU+Jlm8ZFddUj6Y0hWijlIQlcbkmGO8ccdoIgsXQ1B005vqCiGEKxf9CWYvlhXo3ZQEYa0ROwDs/uAX6v6NNX6wqRi97nWTzN7MlZG1MmJCeG3OaKJDWl44NMkRxOTsWN7aZjZCPnProgVrCkmxHSAk/uxBmI/dxv9cM5TSE1Xc//oatFWmorDsJMm2g+jQeNfTsT1dVAZBR3eSERUI2xaa7VvOMuoohBCN+AVDcAu2BhJdirwrtIaPH6SOM9NL7qYYfQNNsLbpPfN1M1dGesotY1LYcdJaXVYvOf/A0Qr27N6BP5XgSGvWuQYkhPPAhVl8uukA26uioWQnBaXlZPgeQp2l+GyPFZVh9g/d8w1UlLV5fzEhhBDdjwRhrXXtqzDjmabvkzgCnFVmq4kOrnw+Oj2KyBizh5iulxP24XozFQk0OwgDs7n5pKwYFhQEwLF9HCwpMzlhkg/mmiMdtBOWP2NGRNMnertFQgghOhkJwlrL7nv2RPvavLBeWeDbsbVVlFJcn9ePIzqIA0V7Th9fsLaI3PAy80ULgjClFH+cOZjDfmY7CXV4K46aQxKEuWOtkGTzAmsPvXDvtkcIIUSnI0FYe0q0ira2MB/MU2YMTaBERVBYsBuA/UcrWLG7hLFRx81m3OGJLTqfI9iPq6aYGlbZFWuwoSUIcycq3bqhm78qUgghRI8iQVh7cqTBwKtg0FVe+fGBfnZsobFUH93PvrJyPlxXhNaQ7X/QBE82e4vPOXDgEADG2daZAxKEuRbkqKvv0/cC77ZFCCFEp9T8wlWi5ZSCK/7Xq03oFZdEzZEV/N+y3azcVUJWXCghJ/bUVb9vqSAH2j+UvKqt4ESCsKZE9zU12qJkI2MhhBCNSRDWzQU5ehPvc5T5y3Zz/FQ1P5mUCd/uhD55rTuhUqjIVHyK15oyHSHN31Kpx7nov8FZI/V9hBBCuCTTkd1dcC8CnSeorDiJ1nBJhi9UHm9RUn4jtaNokX2k9lVT4gZC7yHeboUQQohOSkbCujtrpGp0TA0HfcJItbW8PEUjtXtIylSkEEII0WoShHV3ITEA/OXi3lTFD4Mdb5rjHhkJS2lb24QQQogeTIKw7i64FwCRzlIIDYCSfFM8Njyp9eesDb4kCBNCCCFaTRJ6urvaxPnaqvklOyEiyWy91Frxg02+U+r4trdPCCGE6KFkJKy7s0bC6oKw/LqcrtYKjIQ5X7XtHEIIIUQPJyNh3Z2PnwmaTtQLwtqSDyaEEEIIj5AgrCcIjjEjYSdLoKJMgjAhhBCiE5AgrCcIsYKwkp3mawnChBBCCK+TIKwnCIkx05El+eZrCcKEEEIIr2tTEKaUciilFiqltlmfI93c72brPtuUUjfXOz5XKbVXKXW8Le0QZxESa42E5QNKSksIIYQQnUBbR8IeABZprTOBRdbXDSilHMCvgFxgJPCresHae9Yx0Z6Ce5mtivavh7AE8A3wdouEEEKIHq+tQdhlwEvW7ZeA6S7uMxVYqLUu0VqXAguBCwC01su01kVtbIM4m9paYXuX11W7F0IIIYRXtTUIi60NoqzPMS7ukwDsrfd1gXVMdBRr6yKO75cgTAghhOgkzlqsVSn1KRDn4lsPNfNnKBfHdDMfW78dtwG3ASQnJ7f04T1bSL3YWJLyhRBCiE7hrEGY1nqyu+8ppfYrpeK11kVKqXjggIu7FQDn1fs6Efi8he1Ea/0s8CxATk5Oi4O4Hi1YgjAhhBCis2nrdOS7QO1qx5uBd1zc52PgfKVUpJWQf751THSU4Oi62xKECSGEEJ1CW4Owx4ApSqltwBTra5RSOUqpeQBa6xLgEWCF9fFb6xhKqceVUgVAkFKqQCn16za2R7hi94WgKHO7rftGCiGEEMIj2rSBt9b6MDDJxfGVwA/rff088LyL+90P3N+WNohmCo4Bmw/4h3i7JUIIIYSgjUGY6EJ69YWqcm+3QgghhBAWCcJ6iulPgZb1DEIIIURnIUFYT+EX7O0WCCGEEKIe2cBbCCGEEMILJAgTQgghhPACCcKEEEIIIbxAgjAhhBBCCC+QIEwIIYQQwgskCBNCCCGE8AIJwoQQQgghvECCMCGEEEIIL5AgTAghhBDCCyQIE0IIIYTwAqW74H6CSqmDwO4zDocDR1pxutY+DiAaONTKx3qjvd7oq7fa29rHeuNv2pbHdrXnb1se29X6Kv+r7ftYef6278/tas/ftvzcjuhrH611r0ZHtdbd4gN4tiMfZz12ZRdrb4f31Yvtbe3vt8P/pl58PkhfO2975X+1E/5Nvfh8kOdvN+yr1rpbTUe+18GPaytvtNcbffVWe3tKX7va87ctj+1qfZXnb/s/1hs/U56/7fvYtuhyfe2S05GdhVJqpdY6x9vt6Ag9pa89pZ8gfe2uekpfe0o/QfranXWnkTBveNbbDehAPaWvPaWfIH3trnpKX3tKP0H62m3JSJgQQgghhBfISJgQQgghhBdIEFaPUipJKbVYKbVJKbVBKfUj67hDKbVQKbXN+hxpHVdKqf9RSm1XSq1VSg2rd67HrXNssu6jvNUvVzzc1z8opdZbH1d7q0/utKKvWUqppUqpU0qp+8441wVKqS3W7+EBb/THHQ/383ml1AGl1Hpv9OVsPNVXd+fpTDzY1wCl1LdKqTXWeX7jrT6548nnsPV9u1JqtVLq/Y7uS1M8/L+6Sym1Tin1vVJqpTf60xQP9zVCKfW6Umqzdb7R3uiTR7VlaWV3+wDigWHW7VBgK3AO8DjwgHX8AeAP1u1pwIeAAkYBy63jY4CvAbv1sRQ4z9v9a6e+XgQsBHyAYGAlEObt/rWxrzHACGAucF+989iBHUAa4AesAc7xdv883U/re+OBYcB6b/ernf+mLs/j7f61U18VEGLd9gWWA6O83b/2eg5b378XeBl439t9a69+AruAaG/3qYP6+hLwQ+u2HxDh7f619UNGwurRWhdprVdZt48Bm4AE4DLMHx/r83Tr9mXAP7WxDIhQSsUDGgjAPEn8MS94+zusI83gwb6eA3yhta7WWp/ABCYXdGBXzqqlfdVaH9BarwCqzjjVSGC71jpfa10JvGqdo1PwYD/RWn8JlHREu1vDU31t4jydhgf7qrXWx60vfa2PTpUU7MnnsFIqEXOROK8Dmt4inuxnZ+epviqlwjAXh89Z96vUWpd1SCfakQRhbiilUoChmKvFWK11EZgnFCZSB/NE2lvvYQVAgtZ6KbAYKLI+PtZab+qYlrdcW/qKCbouVEoFKaWigQlAUse0vOWa2Vd33P0OOp029rNL8VRfzzhPp9TWvlrTc98DB4CFWutu21fgr8D9gLOdmugRHuinBj5RSn2nlLqtvdrpCW3saxpwEHjBmmKep5QKbsfmdggJwlxQSoUAbwA/1lofbequLo5ppVQGkA0kYt6kJyqlxnu+pW3X1r5qrT8BPgC+AV7BTL1We7yhHtCCvro9hYtjnWokATzSzy7DU33tCr8zT7RRa12jtR6CeW0aqZQa4Mk2ekpb+6qUuhg4oLX+zuON8yAPPe/ytNbDgAuBu7rBe407PpgUiae01kOBE5hpzC5NgrAzKKV8MU+Uf2mt37QO77em3rA+H7COF9Bw1CcR2AfMAJZprY9bw/8fYvKoOhUP9RWt9Vyt9RCt9RRMoLKtI9rfEi3sqztufwedhYf62SV4qq9uztOpePrvak3jfE4nSx0Aj/U1D7hUKbULkzYwUSk1v52a3Cqe+ptqrWtfhw8Ab2HSJjoVD77+FtQbvX0dE5R1aRKE1aOUUpj55k1a6z/X+9a7wM3W7ZuBd+odv0kZo4Aj1rDqHuBcpZSP9eQ7FzMP3ml4qq/W9EaUdc5BwCDgkw7pRDO1oq/urAAylVKpSik/4BrrHJ2CB/vZ6Xmqr02cp9PwYF97KaUirNuBwGRgs+db3Hqe6qvW+kGtdaLWOgXzf/qZ1vqGdmhyq3jwbxqslAqtvQ2cD3SqFc0e/JsWA3uVUv2sQ5OAjR5ubsfTnWB1QGf5AMZippfWAt9bH9OAKGARZoRnEeCw7q+AJzEr5tYBOdZxO/AMJvDaCPzZ231rx74GWH3cCCwDhni7bx7oaxzmqusoUGbdDrO+Nw2zumcH8JC3+9aO/XwFk89YZR3/gbf71x59dXceb/evnfo6CFhtnWc98Etv9609n8P1znkenW91pKf+pmmYvNw1wIbO9prk6b8pMASzAn8t8DYQ6e3+tfVDKuYLIYQQQniBTEcKIYQQQniBBGFCCCGEEF4gQZgQQgghhBdIECaEEEII4QUShAkhhBBCeIEEYUKIHkUp9Wul1H1NfH+6UuqcjmyTEKJnkiBMCCEamo7ZmF4IIdqV1AkTQnR7SqmHgJswG7AfBL4DjgC3AX7AduBGTDHI963vHQGusE7xJNALOAnM1lp3qkrzQoiuSYIwIUS3ppQaDrwI5GI2AV4FPA28oLU+bN3nUWC/1vpvSqkXMRXWX7e+twiYo7XeppTKBX6vtZ7Y8T0RQnQ3Pt5ugBBCtLNxwFta65MASqna/T4HWMFXBBACfHzmA5VSIcAY4D9mCzwA/Nu9xUKIHkGCMCFET+BqyP9FYLrWeo1SahZmj8Ez2YAyrfWQ9muaEKKnksR8IUR39yUwQykVqJQKBS6xjocCRUopX+D6evc/Zn0PrfVRYKdSaiaAMgZ3XNOFEN2Z5IQJIbq9eon5u4ECYCNwArjfOrYOCNVaz1JK5QH/C5wCrgScwFNAPOALvKq1/m2Hd0II0e1IECaEEEII4QUyHSmEEEII4QUShAkhhBBCeIEEYUIIIYQQXiBBmBBCCCGEF0gQJoQQQgjhBRKECSGEEEJ4gQRhQgghhBBeIEGYEEIIIYQX/H/YyBNqtwuUlAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Import data here\n", "sp500 = pd.read_csv('./dataset/sp500.csv', parse_dates=['date'], index_col='date')\n", "print(sp500.info())\n", "\n", "# Calculate daily returns here\n", "daily_returns = sp500.squeeze().pct_change()\n", "\n", "# Resample and calculate statistics\n", "stats = daily_returns.resample('M').agg(['mean', 'median', 'std'])\n", "\n", "# Plot stats here\n", "stats.plot()" ] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }