diff --git a/Images/portfolio-analysis.png b/Images/portfolio-analysis.png
new file mode 100644
index 0000000..2f2b075
Binary files /dev/null and b/Images/portfolio-analysis.png differ
diff --git a/Images/returns-dataframe.png b/Images/returns-dataframe.png
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index 0000000..046828e
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diff --git a/README.md b/README.md
new file mode 100644
index 0000000..c94edb9
--- /dev/null
+++ b/README.md
@@ -0,0 +1,109 @@
+# Unit 4 Homework Assignment: A Whale Off the Port(folio)
+
+![Portfolio Analysis](Images/portfolio-analysis.png)
+
+## Background
+
+The investment division of Harold's company has been investing in algorithmic trading strategies. Some of the investment managers love them, some hate them, but they all think their way is best.
+
+You just learned these quantitative analysis techniques with Python and Pandas, so Harold has come to you with a challenge: to help him determine which portfolio is performing the best across many areas: volatility, returns, risk, and Sharpe ratios.
+
+You will need to create a tool (an analysis notebook) that analyzes and visualizes the major metrics of the portfolios across all of the aforementioned areas, and determine which portfolio outperformed the others. You will be given the historical daily returns of several portfolios: some from the firm's algorithmic portfolios, some that represent the portfolios of famous "whale" investors like Warren Buffett, and some from big hedge and mutual funds.  You will then use this analysis to create a custom portfolio of stocks and compare its performance to that of the other portfolios, as well as the larger market (S&P 500).
+
+In this homework assignment, you will be accomplishing three main tasks:
+
+1. [Read in and Wrangle Returns Data](#Data-Preparation)
+2. [Determine Success of Each Portfolio](#Quant-Analysis)
+3. [Choose and Evaluate a Custom Portfolio](#Custom-Portfolio)
+
+---
+
+## Instructions
+
+**File:** [Whale Analysis Starter Code](Starter_Code/whale_analyis.ipynb)
+
+### Prepare the Data
+
+First, read and clean several CSV files for analysis. The CSV files include whale portfolio returns, algorithmic trading portfolio returns, and S&P 500 historic prices. Use the [Whale Analysis Starter Code](Starter_Code/whale_analyis.ipynb) to complete the following steps:
+
+1. Use Pandas to read in each of the [CSV files](Resources) as a DataFrame. Be sure to convert the dates to a `DateTimeIndex`.
+
+2. Detect and remove null values.
+
+3. Remove dollar signs from the numeric values and convert the data types as needed.
+
+4. The whale portfolios and algorithmic portfolio CSV files contain daily returns, but the S&P 500 CSV file contains closing prices. Convert the S&P 500 closing prices to daily returns.
+
+5. Join `Whale Returns`, `Algorithmic Returns`, and the `S&P 500 Returns` into a single DataFrame with columns for each portfolio's returns.
+
+  ![returns-dataframe.png](Images/returns-dataframe.png)
+
+### Conduct Quantitative Analysis
+
+Analyze the data to see if any of the portfolios outperform the stock market (i.e., the S&P 500).
+
+#### Performance Analysis
+
+1. Calculate and plot cumulative returns. Does any portfolio outperform the S&P 500?
+
+2. Calculate the cumulative terms by month and year. What were the best returns in 2017? What were the best returns for December 2018?
+
+#### Risk Analysis
+
+1. Create a box plot for each of the returns. Which box has the largest spread? Which has the smallest spread?
+
+2. Calculate the standard deviation for each portfolio. Which portfolios are riskier than the S&P 500?
+
+#### Rolling Statistics
+
+1. Plot the rolling standard deviation of the firm's portfolios along with the rolling standard deviation of the S&P 500. Does risk increase for each of the portfolios at the same time risk increases in the S&P?
+
+2. Construct a correlation table for the algorithmic, whale, and S&P 500 returns. Which returns most closely mimic the S&P?
+
+3. Choose one portfolio and plot a rolling beta between that portfolio's returns and S&P 500 returns. Does the portfolio seem sensitive to movements in the S&P 500?
+
+### Plot Sharpe Ratios
+
+Investment managers and their institutional investors look at the return-to-risk ratio, not just the returns. (After all, if you have two portfolios that each offer a 10% return, yet one is lower risk, you would invest in the lower-risk portfolio, right?)
+
+1. Using the daily returns, calculate and visualize the Sharpe ratios using a bar plot.
+
+2. Determine whether the algorithmic strategies outperform both the market (S&P 500) and the whales portfolios.
+
+### Create Custom Portfolio
+
+Harold is ecstatic that you were able to help him prove that the algorithmic trading portfolios are doing so well compared to the market and whales portfolios. However, now you are wondering whether you can choose your own portfolio that performs just as well as the algorithmic portfolios. Investigate by doing the following:
+
+1. Visit [NASDAQ's Historical Price Data](https://www.nasdaq.com/quotes/historical-quotes.aspx) and choose 3-5 stocks for your own portfolio.
+
+2. Download the data as CSV files and calculate the portfolio returns.
+
+3. Add your portfolio returns to the DataFrame with the other portfolios and rerun the analysis. How does your portfolio fair?
+
+---
+
+## Resources
+
+[Pandas API Docs](https://pandas.pydata.org/pandas-docs/stable/reference/index.html)
+
+---
+
+## Hints
+
+* The Pandas functions used in class this week will be useful for this assignment.
+
+* Be sure to use `head()` or `tail()` when you want to look at your data but don't want to print to a large DataFrame.
+
+---
+
+## Submission
+
+1. Create a Jupyter Notebook containing your data preparation, analysis, and visualizations. Put your analysis and answers to the assignment questions in raw text (markdown) cells in the report.
+
+2. Submit your notebook to a new GitHub repository.
+
+3. Add the URL of your GitHub repository to your Assignment when submitting via Bootcamp Spot.
+
+---
+
+© 2019 Trilogy Education Services
diff --git a/Resources/aapl_historical.csv b/Resources/aapl_historical.csv
new file mode 100644
index 0000000..1a5b7ca
--- /dev/null
+++ b/Resources/aapl_historical.csv
@@ -0,0 +1,251 @@
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diff --git a/Resources/algo_returns.csv b/Resources/algo_returns.csv
new file mode 100644
index 0000000..4a13819
--- /dev/null
+++ b/Resources/algo_returns.csv
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diff --git a/Resources/cost_historical.csv b/Resources/cost_historical.csv
new file mode 100644
index 0000000..7a5660b
--- /dev/null
+++ b/Resources/cost_historical.csv
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diff --git a/Resources/goog_historical.csv b/Resources/goog_historical.csv
new file mode 100644
index 0000000..28a63d7
--- /dev/null
+++ b/Resources/goog_historical.csv
@@ -0,0 +1,251 @@
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diff --git a/Resources/sp500_history.csv b/Resources/sp500_history.csv
new file mode 100644
index 0000000..67317d6
--- /dev/null
+++ b/Resources/sp500_history.csv
@@ -0,0 +1,1650 @@
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diff --git a/Resources/whale_returns.csv b/Resources/whale_returns.csv
new file mode 100644
index 0000000..54adac5
--- /dev/null
+++ b/Resources/whale_returns.csv
@@ -0,0 +1,1061 @@
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diff --git a/Starter_Code/whale_analysis.ipynb b/Starter_Code/whale_analysis.ipynb
new file mode 100644
index 0000000..f162303
--- /dev/null
+++ b/Starter_Code/whale_analysis.ipynb
@@ -0,0 +1,3256 @@
+{
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "source": [
+        " #  A Whale off the Port(folio)\n",
+        "\n In this assignment, you'll get to use what you've learned this week to evaluate the performance among various algorithmic, hedge, and mutual fund portfolios and compare them against the S&P 500."
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import pandas as pd\n",
+        "import numpy as np\n",
+        "import datetime as dt\n",
+        "from pathlib import Path\n",
+        "%matplotlib inline"
+      ],
+      "outputs": [],
+      "execution_count": 1,
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Data Cleaning\n",
+        "\n",
+        "In this section, you will need to read the CSV files into DataFrames and perform any necessary data cleaning steps. After cleaning, combine all DataFrames into a single DataFrame.\n",
+        "\n",
+        "Files:\n",
+        "1. whale_returns.csv\n",
+        "2. algo_returns.csv\n",
+        "3. sp500_history.csv"
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Whale Returns\n",
+        "\nRead the Whale Portfolio daily returns and clean the data"
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Reading whale returns\n",
+        "whale_returns_csv = Path(\"Resources/whale_returns.csv\")\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 2,
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>SOROS FUND MANAGEMENT LLC</th>\n",
+              "      <th>PAULSON &amp; CO.INC.</th>\n",
+              "      <th>TIGER GLOBAL MANAGEMENT LLC</th>\n",
+              "      <th>BERKSHIRE HATHAWAY INC</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Date</th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2015-03-02</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-03-03</th>\n",
+              "      <td>-0.001266</td>\n",
+              "      <td>-0.004981</td>\n",
+              "      <td>-0.000496</td>\n",
+              "      <td>-0.006569</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-03-04</th>\n",
+              "      <td>0.002230</td>\n",
+              "      <td>0.003241</td>\n",
+              "      <td>-0.002534</td>\n",
+              "      <td>0.004213</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-03-05</th>\n",
+              "      <td>0.004016</td>\n",
+              "      <td>0.004076</td>\n",
+              "      <td>0.002355</td>\n",
+              "      <td>0.006726</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-03-06</th>\n",
+              "      <td>-0.007905</td>\n",
+              "      <td>-0.003574</td>\n",
+              "      <td>-0.008481</td>\n",
+              "      <td>-0.013098</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "            SOROS FUND MANAGEMENT LLC  PAULSON & CO.INC.   \\\n",
+              "Date                                                        \n",
+              "2015-03-02                        NaN                 NaN   \n",
+              "2015-03-03                  -0.001266           -0.004981   \n",
+              "2015-03-04                   0.002230            0.003241   \n",
+              "2015-03-05                   0.004016            0.004076   \n",
+              "2015-03-06                  -0.007905           -0.003574   \n",
+              "\n",
+              "            TIGER GLOBAL MANAGEMENT LLC  BERKSHIRE HATHAWAY INC  \n",
+              "Date                                                             \n",
+              "2015-03-02                          NaN                     NaN  \n",
+              "2015-03-03                    -0.000496               -0.006569  \n",
+              "2015-03-04                    -0.002534                0.004213  \n",
+              "2015-03-05                     0.002355                0.006726  \n",
+              "2015-03-06                    -0.008481               -0.013098  "
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 2,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Count nulls\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 3,
+          "data": {
+            "text/plain": [
+              "SOROS FUND MANAGEMENT LLC      1\n",
+              "PAULSON & CO.INC.              1\n",
+              "TIGER GLOBAL MANAGEMENT LLC    1\n",
+              "BERKSHIRE HATHAWAY INC         1\n",
+              "dtype: int64"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 3,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Drop nulls\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 4,
+          "data": {
+            "text/plain": [
+              "SOROS FUND MANAGEMENT LLC      0\n",
+              "PAULSON & CO.INC.              0\n",
+              "TIGER GLOBAL MANAGEMENT LLC    0\n",
+              "BERKSHIRE HATHAWAY INC         0\n",
+              "dtype: int64"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 4,
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Algorithmic Daily Returns\n",
+        "\nRead the algorithmic daily returns and clean the data"
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Reading algorithmic returns\n",
+        "algo_returns_csv = Path(\"Resources/algo_returns.csv\")\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 5,
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Algo 1</th>\n",
+              "      <th>Algo 2</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Date</th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2014-05-28</th>\n",
+              "      <td>0.001745</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2014-05-29</th>\n",
+              "      <td>0.003978</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2014-05-30</th>\n",
+              "      <td>0.004464</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2014-06-02</th>\n",
+              "      <td>0.005692</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2014-06-03</th>\n",
+              "      <td>0.005292</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "              Algo 1  Algo 2\n",
+              "Date                        \n",
+              "2014-05-28  0.001745     NaN\n",
+              "2014-05-29  0.003978     NaN\n",
+              "2014-05-30  0.004464     NaN\n",
+              "2014-06-02  0.005692     NaN\n",
+              "2014-06-03  0.005292     NaN"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 5,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Count nulls\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 6,
+          "data": {
+            "text/plain": [
+              "Algo 1    0\n",
+              "Algo 2    6\n",
+              "dtype: int64"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 6,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Drop nulls\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 7,
+          "data": {
+            "text/plain": [
+              "Algo 1    0\n",
+              "Algo 2    0\n",
+              "dtype: int64"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 7,
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## S&P 500 Returns\n",
+        "\nRead the S&P500 Historic Closing Prices and create a new daily returns DataFrame from the data. "
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Reading S&P 500 Closing Prices\n",
+        "sp500_history_csv = Path(\"Resources/sp500_history.csv\")\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 8,
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Close</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Date</th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2019-04-23</th>\n",
+              "      <td>$2933.68</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-04-22</th>\n",
+              "      <td>$2907.97</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-04-18</th>\n",
+              "      <td>$2905.03</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-04-17</th>\n",
+              "      <td>$2900.45</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-04-16</th>\n",
+              "      <td>$2907.06</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "               Close\n",
+              "Date                \n",
+              "2019-04-23  $2933.68\n",
+              "2019-04-22  $2907.97\n",
+              "2019-04-18  $2905.03\n",
+              "2019-04-17  $2900.45\n",
+              "2019-04-16  $2907.06"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 8,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Check Data Types\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 9,
+          "data": {
+            "text/plain": [
+              "Close    object\n",
+              "dtype: object"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 9,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Fix Data Types\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 10,
+          "data": {
+            "text/plain": [
+              "Close    float64\n",
+              "dtype: object"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 10,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Calculate Daily Returns\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 11,
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Close</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Date</th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2019-04-23</th>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-04-22</th>\n",
+              "      <td>-0.008764</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-04-18</th>\n",
+              "      <td>-0.001011</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-04-17</th>\n",
+              "      <td>-0.001577</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-04-16</th>\n",
+              "      <td>0.002279</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "               Close\n",
+              "Date                \n",
+              "2019-04-23       NaN\n",
+              "2019-04-22 -0.008764\n",
+              "2019-04-18 -0.001011\n",
+              "2019-04-17 -0.001577\n",
+              "2019-04-16  0.002279"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 11,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Drop nulls\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 12,
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Close</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Date</th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2019-04-22</th>\n",
+              "      <td>-0.008764</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-04-18</th>\n",
+              "      <td>-0.001011</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-04-17</th>\n",
+              "      <td>-0.001577</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-04-16</th>\n",
+              "      <td>0.002279</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-04-15</th>\n",
+              "      <td>-0.000509</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "               Close\n",
+              "Date                \n",
+              "2019-04-22 -0.008764\n",
+              "2019-04-18 -0.001011\n",
+              "2019-04-17 -0.001577\n",
+              "2019-04-16  0.002279\n",
+              "2019-04-15 -0.000509"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 12,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Rename Column\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 13,
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>S&amp;P 500</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Date</th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2019-04-22</th>\n",
+              "      <td>-0.008764</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-04-18</th>\n",
+              "      <td>-0.001011</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-04-17</th>\n",
+              "      <td>-0.001577</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-04-16</th>\n",
+              "      <td>0.002279</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-04-15</th>\n",
+              "      <td>-0.000509</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "             S&P 500\n",
+              "Date                \n",
+              "2019-04-22 -0.008764\n",
+              "2019-04-18 -0.001011\n",
+              "2019-04-17 -0.001577\n",
+              "2019-04-16  0.002279\n",
+              "2019-04-15 -0.000509"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 13,
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Combine Whale, Algorithmic, and S&P 500 Returns"
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Concatenate all DataFrames into a single DataFrame\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 14,
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>SOROS FUND MANAGEMENT LLC</th>\n",
+              "      <th>PAULSON &amp; CO.INC.</th>\n",
+              "      <th>TIGER GLOBAL MANAGEMENT LLC</th>\n",
+              "      <th>BERKSHIRE HATHAWAY INC</th>\n",
+              "      <th>Algo 1</th>\n",
+              "      <th>Algo 2</th>\n",
+              "      <th>S&amp;P 500</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Date</th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2015-03-03</th>\n",
+              "      <td>-0.001266</td>\n",
+              "      <td>-0.004981</td>\n",
+              "      <td>-0.000496</td>\n",
+              "      <td>-0.006569</td>\n",
+              "      <td>-0.001942</td>\n",
+              "      <td>-0.000949</td>\n",
+              "      <td>0.004408</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-03-04</th>\n",
+              "      <td>0.002230</td>\n",
+              "      <td>0.003241</td>\n",
+              "      <td>-0.002534</td>\n",
+              "      <td>0.004213</td>\n",
+              "      <td>-0.008589</td>\n",
+              "      <td>0.002416</td>\n",
+              "      <td>-0.001195</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-03-05</th>\n",
+              "      <td>0.004016</td>\n",
+              "      <td>0.004076</td>\n",
+              "      <td>0.002355</td>\n",
+              "      <td>0.006726</td>\n",
+              "      <td>-0.000955</td>\n",
+              "      <td>0.004323</td>\n",
+              "      <td>0.014378</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-03-06</th>\n",
+              "      <td>-0.007905</td>\n",
+              "      <td>-0.003574</td>\n",
+              "      <td>-0.008481</td>\n",
+              "      <td>-0.013098</td>\n",
+              "      <td>-0.004957</td>\n",
+              "      <td>-0.011460</td>\n",
+              "      <td>-0.003929</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-03-09</th>\n",
+              "      <td>0.000582</td>\n",
+              "      <td>0.004225</td>\n",
+              "      <td>0.005843</td>\n",
+              "      <td>-0.001652</td>\n",
+              "      <td>-0.005447</td>\n",
+              "      <td>0.001303</td>\n",
+              "      <td>0.017254</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "            SOROS FUND MANAGEMENT LLC  PAULSON & CO.INC.   \\\n",
+              "Date                                                        \n",
+              "2015-03-03                  -0.001266           -0.004981   \n",
+              "2015-03-04                   0.002230            0.003241   \n",
+              "2015-03-05                   0.004016            0.004076   \n",
+              "2015-03-06                  -0.007905           -0.003574   \n",
+              "2015-03-09                   0.000582            0.004225   \n",
+              "\n",
+              "            TIGER GLOBAL MANAGEMENT LLC  BERKSHIRE HATHAWAY INC    Algo 1  \\\n",
+              "Date                                                                        \n",
+              "2015-03-03                    -0.000496               -0.006569 -0.001942   \n",
+              "2015-03-04                    -0.002534                0.004213 -0.008589   \n",
+              "2015-03-05                     0.002355                0.006726 -0.000955   \n",
+              "2015-03-06                    -0.008481               -0.013098 -0.004957   \n",
+              "2015-03-09                     0.005843               -0.001652 -0.005447   \n",
+              "\n",
+              "              Algo 2   S&P 500  \n",
+              "Date                            \n",
+              "2015-03-03 -0.000949  0.004408  \n",
+              "2015-03-04  0.002416 -0.001195  \n",
+              "2015-03-05  0.004323  0.014378  \n",
+              "2015-03-06 -0.011460 -0.003929  \n",
+              "2015-03-09  0.001303  0.017254  "
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 14,
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "---"
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Portfolio Analysis\n",
+        "\nIn this section, you will calculate and visualize performance and risk metrics for the portfolios."
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Performance\n",
+        "\nCalculate and Plot the daily returns and cumulative returns. "
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Plot daily returns\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 15,
+          "data": {
+            "text/plain": [
+              "<matplotlib.axes._subplots.AxesSubplot at 0x11cc9ad30>"
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": [
+              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smZt2sl1oNEmSmZROEtnMJPvXYzBp8PpR5kZEtKZ0LV45QgLOHBFR+9wyN/ZMIiIiV1LmxsmG0WczkvTqYJJd+4uTzoPHYBIRjR2pmZNDyBkHIuoOLxaIiMhlM5I42TD6xJ7D3Z5JtgG3sMxtrTCYRERjR2xmUsiTPRG1jz2TiIioEZu9ysmGMdCkzI09k9YOg0lENHYkiDOTGEwiok5kytzYYJWIiBzsmTRGbLNtp8zN/mxvYZnb4DGYRERjJ+2ZxBkHImofg0lERNRIspoby9xGXm6ZW8Qyt7XGYBIRjR3bM4kNuImoEyxzIyKiRmxGEsvcxoDNSNKreyaZKjeIz2DSoDGYRERjJ+2ZxJMEEXWHFwtERORKgkmcbBh9tswtp2eSZmbSmmEwiYjGTlIDzZ5JRNQlljEQEZHLBiYYTBp9YjOStBtMsllKDCatFQaTiGjsaJ89k4ioc27PJGYmEU0uiSTTuJcI4Gpu4yQwrS4kSv9WaQNuE0xiA+6BYzCJiMZO0jOJmUlE1AH2TCIiADh12aNY/Pb+Ye/GSPjiE1/EB+/84LB3YySwzG18nFisAABOLleT23R9MImTzgNXHPYOEBF1KumZxAbcRNQBruZGRAAQzlXhnTY17N0YCQ+eeBAPn3x42LsxEpLMJAaTOiYiUEqt3fZM9pjWq3sm2VsYTBo8ZiYR0dixaavMTCKiTogIPBUPfXixQDTBtEAilrkB8bGwFtWGvRsjgau59WCtv042C8kpc7PBJAjL3NYKg0k0Fqq7F7By97Fh78bIOXlwGbd8cUemdGMSJD2TuJobEXWooAoAeLFANMlES6Zx7yQTEQaTDJa5dW+tr0VsEEm7q7mZ77RWLHNbKwwm0Vg49ZlHsfAfu4e9G0PjHzqEo3/6/lUHxWs+9iAeu/UIaqXJytBJeibxJEFEHRAIil5c4c/V3IgmGDOTEsxMWo3BpM6t+by22MwkndyUZCaxZ9KaYTCJxpJojbkvfAG6Wm1953WgtHUrFq+5BsGxBtlZa1eiPBJszySwzI2IOjTlxX1S2DOJaHJJxMwkS4tGqENma4Jlbr1Y88wkHf+ttNbObVzNba0xmERjqfr4Nsx86K9RuuuuYe/Kmkh6BEXZk9uEVbclkveDDbiJqAMiaWYSZ56JJhgzkxL2WMjspDSYNEmZqxJFmPnwRxDMnOjxifqzP20zQSTRqzOTuJrb2mEwicaKjTjrUim+IZqMiwHxzcGw/vVOaDRJswE3EXXBLXPjzDPR5HJ7JokWLN9yGLo6mWMKm1HCYFL6Xtig0iQo33MP5i6/HMf+7M96ep41vySxwaScnkn2JmYmDR6DSTRWJDDN1irl+L/1ZBzsG2Ym2X8nKKgkUQSYmQbOOBBRJwSSlrlN0MwzEaVEBIgk6bVS3T6HxW/uw8I39g55z4aDmUkpjckrc7PXUhKl58TFb1yHuS98obPnWetrkdzMJPszM5PWSnHYO0DUCfE1sAGQSiW+YULq3ZOD4arMJPPPZMTUAGRnGbiaGxF1Spn/TdLFAhE57NDRlsQE5qK0NpnHBJuFw2BSGhCZpMkGZVY+c8vUjv7xHwMAnvQbv9H28wwtM8ntmRRxNbe1xswkGiv2hK9tMGlCoijMTEplg0mTc7Inot6JCJRSKHgF9kwimlRRWt4WM/9O2GImFjOTUmI+C3pCKh8AAKo/H3xpMMG/9K1vYd8b3tj/a5UkmLS6zA1swL1mGEyisSK+KXMrx8GkiStzqw+e2GUxJ+NtAADomjPYYTBpzR1+/2049W/bhr0bRF0RCBQUiqrIzCSiCZVcfNp/J2c+LleSmRQymJSs5jaJkw29BnsaPLy6fTuqjz6aBH/6JrkGatyAG1qvmoin/mIwiUaeG3FelZk0KWVuNrJefyC246BJzUziam5DUd02O+xdIOqOIMlMmqQyBiJyRLZHTN3YqU8ZGuOGZW6pZDU3PUHnh6TMrbdriUbXIg1bdfTKTAhlgkm6Lpjkbp8GgsEkGnk2GwkAtPlZqhNW5hbYzCSWuYmTmcQTBBF1wmYmFVSBmUlEE4qZSVkMJqUmcTW3ftV3NroUsWP1/pe52ZXbnDK3KFvmBrDUbdAYTKKR5waTksykCS1zQ93FT3IAnaCBEHsmEVG3bD+MoleczDIGIkovQpOSGGMyE5PYM8lhzxETeX4Yt8wkG/BrVuYGTjwPGldzo5GnndU1kp5JPZS5iQikVoO3cWPz7fo+DvzGb+K0l78c3pYtOOftb+t4W/2i/fzMpOT3E1LuB9RlJnE1NyLqQkEVJquMgYgSaWaSuQg1F8ETGktiZpKDZW49aJWZ1O8EAPN82ilXFbfMTSlAhMGkAWNmEo088Z0lH5OeSWVzQ+cHptlLL8WOH/phREtLTe8XHDyI6qOP4tQnP4nZz3ym4+30k/jmQBzVN+Cu+3cC6JqTrsrMJCLqgLua20RdLBBRymYv2Pm5pDJmMsNJNoBSDatD3pPh05jABtw2ltTjxUTDMraB9Uwyvc8kv2eSmp6Of2aZ20AxmEQjL1vmZnomVbovc1v42r8DAKKFheZ3dAYVulzueDv91KgBd1LlNkk9k/zeeybde90+HHycTaSJJk1mNbdJulggosSqzKQJZ4NJfsSLbjueHvfzQ3XPAqLF9jLNVJ+CqC17Jg1oNbfcMjflBJOYmTRQDCbRyMsEk/xsz6SuytxMZFwVCs3v6BxcpVodan8eScrc6jOT7LKYa71Hw9OP1dzu+fo+fP0TD/drl4hojCiouGcSG3ATTaa6nklpZtJwdmfYbOCkGjEzyQbWxv38cOrTj2Lmnx7o7EG9Vrk1uCZLgjlO0EciQXVPi0n9FpTNTHK2q81KjVqAoBh/oZmZNFgMJtHI036TnkndRFFsmmWrSHzd75NtDkFyIIy4mpvtmaSmp9mAm4g6kpS5qQJC4fGDaBIlQSQ9gb0CcjAzKbVeMpMAQJfbPMc16ZkkHZSmNcxMSlp1pM9V3TGHU59+FOGpHq6txAaTnCCVtn8/wZLEVSXMTBosBpNo5OX2TKp2X+YmevXBJ0992ucwS92SzKSobp8nsMzN9kzytmxhMImIOmJ7QhS8wtjPPBNRl3SakSRaJr5nkj0WMjNpQldza/K572yc3X5mkl1cyU0Y6JjNMHSugZIFiZRCUJDs9mkgGEyikSehc/AxBx3pocwtadrcKtpeH0wqlTrfVp+kmUn5B/WJKnMzmUneli08QRAN0Gcf+yxeedUrh70bfWczkybqYoGIEuKs/tTVOHKdsQEUZiatnzK3PKU770T5vvsyt0kkTrlnTmZSB+0kGl2LSN51l7226+HrZ8vccnsmwUPNBpNY5jZQxWHvAFErNpikpjxnNTcbTOohM6lVMKnuoKpLQ8xMss3rwvx9nqTMJHtSiDOTGEwiGpSL77942LvQd/ZYWfSKLHMjmlROAEkiNzNpOLszbEnPJK7mlgaTxniyodE1wcG3vwMA8ILtTyS3nfz0I/D329YhOY/rYJzdaLvJNYy43zsbCOrh+iWnzE1H6ZfZ95iZtBaYmUSjzwSTvE3FJJgUVn3sfO6votZNsLnNzKT6MrhRyEySBjMl9bMBjZrgrQd2NTdvyxagywbcRDSZ7GpuBcUyN6JRV922DdUnnmh9xw7VZyb1uiT6uNNmvOtrZnCsizI35+N84h8uxsyHP9Lwrv7+Jedxq8vGOilza7Wam3vdJeHqbXXMBpNyytxEKQRFBpPWAoNJNPJsAMnbXEwacB897YU4/IyfwiMHz4CIoLprvu0DUtuZSfXBpCH2TNJBfgNuy33tBx6bxT+/82acPLS8Fru25rQtc9u8mT2TiKgjSTDJY5kb0aib+fBHcOKjH+3/E+u6DImkzcpkpiYxMym1LsrcnM935eGHUX7wwc4enwn6dBJMapGZ5PZ9XdUEv3MLRR/f/sFnY74yk9xmM5MCKWNlekO8XZa5DRSDSTTyJBLAA9SGODNJgiDJxNEC+AeXceqyx+AfbC94YoNIjUrGkvuNUDApWQmhYZlb+vO+R04BAI7vWRz4fg2D1HygWITasKHlSU60xrEPfhC1PXvWaO+IaKRJfMFYVMXxvlggmgDRykqy6EY/ZbK33Z8nM5bEnkmO9ZGZ5ARLdZT0Gm35MPPa3bF1R5O2rTKTtBukshdy7T99vWpRISp4qAZp5Yj9bpdkB+Y2n5fdPg0Eg0k08iTQUEUPatqD+FHcL8mc8JUIdMkEWtpdEcAeGFtdSIxgmVujfc6bDVivE2zi+/Cmp6E81bJnlr9nDxauvAqH3/WHa7R3NGg75nYg1MxIW0t6HXX4dzOT+DkiGm26XErHbP0UuRfb0vAieFIkmUlczS0ZT49zMClzyg7bDyYlj3eDSR0EYlpmJjljdpul1I+er5kyN/u80Ii8Qmb7NBgMJtHIk8gEk6YKkEBDV6qQZPpIIGZ5ybYHA7YmuEVm0iiVuSU9kxplJq3jHkn1xK9BTU8DykPLP3pORG2SmpX327Dfu1OVU3jjN96Imw7eNNT9GBflBx5A5fHHe36ecR5UN1JQBTbgJhpxulxu3ZKgC5nM80iQ1rn1fVNjIemZxMyk9VHmlslM0tB+h8EkN/jSz55Jq7536LEBd/xYpdP9TVdzEwgKELDMbdC4mhuNPAk0UPTi1dz8CFIpIznji0DbjKROL3RbnCjqAzS6PJzMJImipH5ZovyDet5LX68xE12rQW3YAHheV0G0SQq89d2Q37pyUIYWjfnq/HB3ZEwc+PXfAJBduaUbww4i9pNN4y96LHMjGnVSKjdceKQnjVZzm1DMTEqth9XcMgGaKIrbQ7TDPswEkLTyoDvJ6mkRTJIop8ytD989L0xfn23AHV8mKgQFry+ZSW/61F0AgKt+78d7fq71hplJNPrCODPJmy5AB9qUucXBJOVkJnV6vdM6Myn7e10aTmZSJqIe5ZebuBd7631iTfwAasOGtsrcch8/4YPGngz5vbOZJLWos1k26s1YD6rriEjcM8krrqvXRbTeiEg83ms1Vuvmud2hQ6Zn0nofQeVjz6SUfS/GuQzaHeeK1u1n5iSVG/Fr/94rPoHbv7PQwXabl7n5u3fH32kgWVGx0wleCXW6HZtX4AxO65/PLxT6Eky6e98c7t431/PzrEcMJtHIk0hMmZsH8eNgUnKoEIGudZeZ1CjLJ7GqzG1ImUnOSaDhPq+fliYtSa0Gb4Mpc+smmOScaE78wz/gyPve18/dy27L97F0ww3rJ7NjyK/DZpJUwspQ92PSrJvPL5yeSYo9k4hGmVSrgMhAytzciTlmJqXnVq7mlp7vxrpX4KrMpDYn4JxgklZxiGDntvY/E43eMhvMOfqn78eR9/6x2a/Oy9wk0Djy53dg6YYD5oa0SsVKy9xifrHAMrcBYzCJRl7cgFvFDbiDCLpcMf1ygK56JlktAhGjsppbO5lJeh1d7LUitRrU1HRc5tbF63YfUt25E9Vt2/q4d1kn/vFjOPKuP0T5nnsHto1hGUaAwWaSMDNpba2nDB63Afd6el1E600y5hpIz6S61dzqMh0mjQ2cMDMJ0FgHZW71q7n5fkdjNgkChMVNXWy2eWYSAJS2bo1vS8rc2t8vXYmfp3TfTPb5nes1nTTXN9l2U72XuZW23o333/v5oU+ojioGk2jkSZg24EYkiEplaBV36FeQdBW3jsvcOsxMKpUR1Nb+5JLNTBrfBtyhH+G7VzyB3fef6Ol5tF9rWeY2X51vmHWQea8iDakMbiau+thjdqMD28aack+k0RCCSUOYPQ2iYF1l5nRjrGdo6wmgVJyZxJ5JRKMrLYcZRGZStixmso/w7Jnksuf7cc5czZyy7epm7WTn2MykIERYiINJRae78omLLsITz39Bq4fX7YvObeKdrObWwfBC+/Gd1XQcvkirVJz71F0PVaenes5MKt97L15x5CFMccyQi8EkGnlJMMkePEoVaG/K/LL7Mre8QMTcV3Zi4do98dO5kW7l4UH/P+OyP74NtcranmB0JjOpwbbHYCR073X78MQdx/D4bUd6eh7bMwnIDyaVgzJeftXLcdF9F63KLgPqZk50BF0d3OApnIvrq73Nmwe2jbWUrcMfXmbSWg14/cgfFhK2AAAgAElEQVTHT33lp3DDgRvWZHujal0FkwAoxD2TuJob0eiyfSpbtiToQv2kkm0VoCawZ5KIsGeSw57vxvq8l2kwb/rKtlPqlpS5BYiKq4NJs5+5LOchkvtzcluDiXsJJbPNdthKFG/Khi+UeYq6stX4JwBAbaoPPZPM80/p3nsvrUcMJtHIk9Cu5hZnI0XlWhJM0lr1tQF3MFOCf2wF5skBAGFhAx79wd/HocJzEQUatfLaHkzET7cnbTTgHiYJNZZvP+IczFPLs3EAYOOWqcztNx64Edfuubb9bdRqUBtMmVtOFG22MgsAuPngzWmwKZPy6zxXpOO+DAMSzc6a7XQ3mxFEAd749TfinmP39HO3ujfszCRb5hauTZlbOShjobaAYyvH1mR7o2qs0/3r2GMGM5OIRlvSp7LHBtyiNQ689bexcttt6Y1uZlIknQ8g+ygqBTj8/ttQ3TmcVUrdoAkzk5zV3Mb5/JAZq3UQTLLCEGFxIwCgWGjx3ZAGP9ub/Ow1UxKutdcznfRMMtd79nrQtkxSNggmAq0FytmVfgST7LXX1Bhnqw0Sg0k0+sK0ATcARKUqtBeHyrUAuma+3J0OBvJmu7RAAnuAi//d/6yfw+yTXoBzqvvjzazxZIV7EGw0Q5fZpyFOrC3fehiL39iL733wLlz78YcyvwvN+xqF2Tfwqzu/is9v+3zb25BaDd70NOCp3JPQXC3OBjpt+rTcII7UnWQHmZkULZhVMLpoFA4Ah1cO44m5J/ChrR/q4171wM1MahDYHCSbdj7oAe/K1qMIZytJ5oqepA73OUYlWN0PIgIoE0xaR0EyovVGbJlbl+dPSy8vo3z33Tjy7j9Kn9vN3Bhyz6RwJg6aLd10MP73lluw+3Wva92KoU9s8GTKm0Kow/EOovRBsprbGGeuZrLIxVR1tFHqZV+7hGHSM6lYaLWtFplJQf52k9XcOhhe2Os9tSozKV0ZboMCXnNmEU/acB4AoFYoZCs8umG+E9MDyJJcDxhMopEXl7kpqOn4iKbLfpKZFDmZSR33TMq7GNYC8W0dr0n7nT4DG6tzeOr8Q5nb10rmBNBghq6Xi73qzp19u1jUpgSwtuTj0LbsEpo2iBQF2ff9Sfcs4IKt7QcHtF+Dmt4ADYHkDHpsZtJpU6flBpt0ZhCp45Uu+rBsaDN5WXBtPW7U6hfrm5ausaTMbYA9kyTUWLh6D05c+nASvBrrdPc+WE9BF9uAu+gVx7onBtF6lzTg7jGokpzf3RI2N7M2kqG2NVQbzeSoGT89csfVCHbsRK20tCbbt8f3TSZ4MOkLXKy71dxM+o6utdMzyfzj9kwqtFisSPJ/Tm6rH1+b72HSgLurzKS6nknmJ60FGz2goBQ2F7YAAPyiB/SamaSZmdQMg0k08up7Jumqj7AQB5NCjST40054253hysvyEY20obcJVGhVhJIIqFXNZoYXTMoLngANDuBt7ObKbbdj32tfh8X/uLqrfVu88QDmr97d1n1tECmsCyZtOOXjtJPtX6zanknfPPBtnCqdXPX7U5VTAIDTp09P/obZs527U+ZvPMDspHgDa38xfupT/wL/wIG+PmfmbRxiA+5BDnZtsFhXIgSmPn7iZ2rXU2aSXc2NmUlEI80Gk3ptwK2r5nzhBJNWreZm/3uIPZNsMKlUisvdasHalJzZoMnmqbi346T3TVpvZW4Cm5nUSc8kJzPJa37+b5WZtCoYbL9jdgzZQTDJ9si1yQVpZpL5fSTwbHqh+Sco9L6aG1jm1hSDSTTybDDJNlzTVR+B6Qi3WI6cMrc2nssJzIS+hq7PTnLK3GzgSbwCPImS3jr1KwUMWiZFtNFqbs4BvJOhUG1PHAiq7djRza5h+aaDKG11+sk0eWsalblBC7ywk5mJuGdSOapA5TxsthpnJm2e2pybfZbJTLIzUCadvp/cAFW3mUndJiaF8/M4+Y//iINve3t3T9AOm6IcRQjn16bXw5o04DafCaXSweS4zlAeevorcfT8H+v68c88IfiZB/T6CrrY1dy8AjOTiEZYkpnUYzBJzERgJlCUaVA83J5JSCYwTCas6W2j1+j4ZM9vNjNp0vsmrYsyN2fIokxmktsz6Y4jd+Di+y5u/PjAT3smec0Xssl8dXKGSo0COXZ8rqsRjn5oK6q7W48jpZpmJolI0jPJtpLQkcBLvubxD4HXe5mbsMytKQaTaOSlmUmmzK0WIjKZSUp5TgPuNjKTnAPK9Xedjoe+cyj7ey2QwGYmmWCSKkDpECoMzH16ez2dymQmNSpzaxDg0r7f/H2xwZZCi6LoPkjK3HKCSYUOjs+2Z5IoIG/CxJa5iUhuRlB9zyT7nP2WCVB1OcMVdLtyhD2x9jtIlmlkHv8885G/w64f/4l04D9ASc+kAZa5JbNlKt3euAZTdj3vDdj+/Ld0/fh/uCzC73xbj20wrRFb5jauf1eiSaDLpmdSr5lJldXni/rMpGHGkpJ9sWMjM+Zbq76E9ji4ucjMJGCdZCa5wVJzqa+dce6th2/FlTuurHuQys1Myv1yuFUeORO0robBJDOJHC370KUA4WzrcV3SM6noxT1Pbcmc7fWkBdluSkDYj8wk8xqZmZSPwSQaeRJqYCptwC1+lJS5QSmnzK2N53IOpuWah6X6g5fJTIoDEeaC3CvCg0Ah20tprWR6JukIwZEjOHnJJxvPDNjbwgC7fvJlWL7xxiZPHr8m5fUptbvJiCwKNCJ/D6rLxzO3Ky0odHDO1r4PXSxCy4b8zCQTTKpFtdzBWGY1t0EFXYBMam+3g+GuMyeSZqJ9TtnPzEAJEAVY/Eo8INEDCMjViyTCVCioDbJnklPukDTgXmfBlE6tp9dvB51FVYSW9RcoI1ov+lXmlpuZVL+a2xB6ACbqt12LL3zDpRqO/d09CGez4xPR0tfSY2YmZdn3Y6zPDZmeBCbg4qyqFkmEIKrvZeSljwvTnknafFcuffjS9L5uU/xOeybZpyjFn+toYdnc0EZCgE0e0PE1WljYaB5qAmZaUD81LsqD3+v41AQWGUzKx2ASjTQRiVdzK6h0KchIIVA1VOcvhg4W3Du3fj43y0eAoFZ3YNASHxhDSQMNqgDPEyh7ghlWMEkpSBhh+ebv4dQllyA4ciS9T95sQM2HXlpCcPjIqt8l97HBFq+/mUmnewpb6o4uYaARlG/Cyqmt2V9oQSFU0G2s2CJaA0GAB48dgOinISisPoTNVePG37WolskIOvGxj2Hx69/Iz0waQM8k6UMwqdvMpIHNaErdAPzEtiR9+MRHPoLy/fcPZruGXlrBZR+LcOGOxQFuZP1kJvXLWM/Q1rHBpII55k3635ZoVLllbtHKCmp793X3POb8nplaqV+Iw57b6sZSi+UAf3TVQ1iqDm6RjlX9B805VS8EiOZrCE6kWb+6FuLI/74dy9/LZtX3or4B96RnJrllbuPaLzA76W2unfwaIm8KkVeEiCCUMBswc3uKhSEi83mYXzyMQAf45EOfTH/foE9SW5lJNpsoMJN1pVrOPufTVVs5EgdUaxtOBwBEXpxV55a5ud/3Sq23CWM7pp6OQkRdXgNGKyXUdu3qaT9GFYNJNNrMSVZNpQ24BQo1ibNbosAJlLTx/dZ1waSwlr3oTprv+lFa5uYV4RVUEkxa68wku89q0yaIs/JYeOJEcp/cCRS7v82a7tmLxJygTC+etcHDT58xlbktbsAdQpsAyccf+DjuPHpn3DMJCjW/9cFefB9+wcPOY4cAKPiF4qr72ObM9ZlJS9d+HSs331y3JPDgGnBnAkhrHEyCrevuc2ZStgG3jj8/Ot7G4jXXYvmGJllw/dj+4iI2BsBZJ9coM4mruQEA9DrqEyAicc8kZYJJ6yhQRrSe6IoJoohg7rOfw/5f+7WunifJSG/SgDs5xNcN7z7x3V34jweP4Mv39i94s0pmTCKAb847drLLT88/umSadN+dzfDubfN1mUmDLCMfA25ApNm5/5eu/iW875b3rcUudS7zOU57Jt3y8o/hjh//cBJAzI4xVfLaJQgRFTYAABZ0sPp9aFQZ0SIzKfKKOPCUl0NHOvnOdbKqm9gEAC2mzC1b1BY34LY3KYipKCnnNLMPT51C5bHHW24TSKsYpnSIoMvJ2oUrv4R9b3xTz5mWo4jBJMLsF55AZftc6zsOgT3IuD2TlBShEQ8OpgpnpPdtJzPJHNQEcVAq8Ou+1MmBVGd6JhUKXhqcGVJmkrdpU7yMvendFM7MpPfJmw2wzaWbpHfaYIvqc2ZSnijUgETJhemnH/00fu/G30tK1cqVlZbPIbUaDpx7ZnIB6BdXB5NsAMCP/MxqbqI1tF/LnvjM6x9IZpJzAl37zKQBnawkOwCvn8WNSq3/hr3Q5j0tDnCWOAlgj1Fm0p1H7sSLLn8Rrtxe3wOhP6L6dPgxZldzK3rxsWPU/7ZEk0qcPnzh3Cz04mJXjXRzz++RAEVzke004K4fS82W4u2duSk7OdaJ4MSJbLuCes6YUldCKDtOtcGkYLDHKK7mluUGTpoFk/Ys7sE3939zLXapc5nPse03G18LhFObk+yrzN9aKZxcMqtWh0ESqFFSWD3p0rDMrXlm0oELfha7nvFqbN96PGnWLYF5TH07VT/C/DW7ocvp47VT5iZaICZAnMSCtduAG4Ayi7bklNrt/eVfxv7Xv37V7UCcmXXiHz+GaGkpfv4oLXMLu85MWoFUKtDLy109fpQxmDThRASVR0+htneh9Z2HIBNMKtrMJA9a4gNeUTkn+Ha+38kBMD7ahLXsAdJeV0gQoVYTfPeVn8TSGRfCKyqoBoONQbN1zt7GjfHgwhzUAjeYlHdwM7dJrfHAQGzGQY+ZScl70uStCU1mktTVHGvzNy6Vl1pup7a0hP3nngkpngYgP5hkLw7jzKT07ytRCKn5a5aZlFkOdY17Jtn04b5zxw+RrEqJ0yulnjdRefhhnLjootzf2c9roRYM7HsobpnbmPRM+sL2LwAAdi/szv19r+/VeppJq89M4opugzOQXnQ0MdxFHew4ppsLsUYNuFXRTKK5PZPqDpVzJph09ubpjrcbb0dj7y/8IuavvKrxfTITXALPZCbZyT43M2kQ2DMpS5wPwdiu6Ja5JjDXTtV0YjmZkM0EDhV8s8iPhCHETLgo8VaPgdwG3K36tzqBnNA0eQ9qURpMCtPm2a6VO46gdNcxrDgrRtvV3OKMAJ004LYr1kWRhmeu7xQAZYJJtZzzfHTy1OqdNarbd2D2U59C6c4745dr3pepKERQv4hQu8w4ygao1hMGkyadDTgM+GTVrUwwyVNA0QNQgEg8SM1EoNvJTLIzPeZComFmkq9RqaTvSaFYSBpwt9Hap/H2RRB0GLhIMpM2b4oDIiZQEMycrN/tmI3U24FIs8Zz/cpMahGpFxGEfghAILquDt28n5U2MpMev/17CIoFTJ3z/RBIJph05D3vxcpttycXh3HPJOePFWlIbQ0zkzKBrO4+NIMqcwuDCH61x0FSJAh9H48+4zzUzKBcl3oPJu1/05sx+5nLcgMgURB/Fzb6aTlj3+WUuY16KdSsed891eCU3stBC4AO19dMtYJiz6QBq+3ahR0vfglqe/cOe1doTNnV3ID0HN1VMCm3AbdOF3WxvTKBVePIpzx+L86uLnVdMS6+6V0506Qsze2ZJAJle8nY8cmAM5P63TNJREa+VE60xvG//Vv4+/ev+p0bOBn1c38jmdiP7VFUS/8mNmCWGWO6H/IwhDbXSQreqvNkdfcStBlDZtoftMhMWikuQnTZbMr2TrKZSdnHBsfjYLK3JU0asFlKEsVlbiaGBLHPpQWF5GUoFJS5HuhwDCTVitmeWVHSacAddDmestcB0SKDSbTO2MZ/UhvNA6aNWMNkJXnTHpQqQJtgUsE9+HWQmWRTI4P6122Da0GUBI8AwJsq9KVn0r3Xfg0ff+vrUVqYT27zq2EyaMhjg0lq46Y4IBLaYNIJ5045B3Db/8k5gSzffgRzX92Z3qmHnkmZ2Yiw+XuiQwFgAnkSQWvBk+c2YHOlkJS5tQomRWGIB26+AWevVCBbngKoKA1i1GpYuv56lO+/Lzk51qJaUucMxMEdqdXyM5NyZi57lckO6rLnTNeZSWHzx93573vwjU883MUTZ3s77Nu+C4fOOQOPP/1cAIBe6WOZW85r0KbEc2MwuGBSMghzytxGPTNp/1w8OGk08G31eYgWF7Fy220Nf68Hlek2RMxMGiz/4EEgihAcPtxVaRKNvhdd/iK88zvvHNjzu5lJtkQnWu78HJNkZNT1TLLBJESSO64TEbztuktw8a2f6Lq0xV5Iu69l1X0yS6sDngke2QkpPWaZSZc8dAle8oWXoBT0Prk0KLXduzH/b1fg8Lv+cNXv3MykXiYb/AMHhtdw2RmrKdtPyMkUta+rvswteXik08yk+mBScQPmvrQbpXtnzKbccWHOrpjqikgpHN+wB/7KV80emWBug8yk0DaedzKBdCXtmSQiEGUrVszNTs8kBcBDBIjAF40j73lvkmmU2b+c6ydtjhnaBpXMPkzrEGF9w/x2JZlJA1xAZkgYTJp0bsPpUZRkJpm0xakCBEXYdJaiOxPfTvM2c1FlM5NWlbklwSSdlLUBQGG6iEpRwy9dj6jBMpft2H7nrQCAlfm0R9Wn330rbrr8icb77PtAsQg1NRVnJpkL6sBpwJ0XKE8zk9KTxeI39qJ83+ryuK4yk9yldc3fqVE5TWj6JZn/QhRovHrr+fil254GzzyktrDStNxy34P3YWVxHt93cgHLkYKoCDWTmaRt2qiW7EnSDdJFEbTvZ5srJu/RIFZzc3smrW1mkpiUXDSYTS0v1rA02/lrrs/q2rwlXpa1Mm3+Dn0MJuWVVtkA3UZ/gE1Ck+OISoIzur6Yf8TYAWHDlPwWwaTDf/huHPqd30U4l987T6/nnkljOvM86qKlOIPk0O/+Hna/7OVD3pvJdrx0HG+5/i2Yr863vnOHbjvSOAjdq0yZm81MWuk8M0lyM5MkbZ3g9v9zz3HmuHl+eb7rFZzsZKA0CSZlxq4iKJhgkl3hVtzxeYNyvHrVbdvaLm9OeiYV+9Mz6erdVwMAlv0R7g3TJLtEi04XaOghmHT8L/8Sxz7wF10/vifuZ8pcJ7mTpvZvXt+AO43KaGhVQBQcBKJaZkJNmcbcSZaQ2/6gSWZSkkUULWQ+v8lkdH0wac585/20T5INJokWQOs0odBtwG1Xc1OmW5SKEIhg6frrcfDt71i1f3njI5uZJOY9y/RM6jKYlKwQ3kGZ2/43/1rDEtmVO45g5hMPdrUv/cZg0oRLMpNGNJgkQVrmBsCs6FaADSYVnI9wW+fN+swkZ8bHP3QoLXtyVnMD4mDSqS2A9rejtJg/ICsH5ZYXJnaGwO5sZIIwO++ZafQQSBBATU9DeV68fzYz6VRa75t7AE96JjUrc8vPTLr3+L0tBwL2bwMgM3OQu5lAw2YmQSKEZrA0HXpJZtKGHcDJyx5DuFDFiUsfRlTKXsBWluMD8BkVH1I9G8XCD6A2Fae/Rjb1XXRdmZtTaqZNmZuzq8tmSdJOMpNKd9+D3f/tZ1v3A6nr19SNoO4ivhJWcOvhWxvev7Z3bzwAb7E9HcnqrLx2uDNQkSTZetUpE0zqQ5lb8vx5J3ibmeQPsK+DDbAqIBAzqzzimUmBDSY1yLJplZnk79kT369BoFy3ePw4ERFAOZlJ49oToweiBeH8YMtQ3HKkaHH9zcSOk8sfvxwPnXwIX9/z9YFvK1op9e3vnc1Mij+vNkjZ0fPY87tzHBMtUAUV90qI0jK3TJaQcw7vOjPJBJOaZSZlg0lAIbBZ8LbMLb8/TSOlu+7Cvl/5VSxcuXpBBv/AASzdmF11NclMmurTam4dvFWiNWr79vW2vS4kf9vC6olUEcGUZ8aWPUw21HbtHkw/zjZkW1/YYFIZOpyBjk4mf3M3cKjcyXnREK+AYOWrCErfzb4Phfi9Scvcsn9wCXTyu/i/04WPzC1Q7me+QTCpvnJGV0K45ajilLlZWqeZSQI7nxohGdnk1KvmjXvsMcOO8+13ceOGXV2XudlxebtlbnFP40dR253fC3Ph63sRHBnsojftYjBp0o16z6SoLpg05QFuZpLXWZlb2jMpfj43M2n/G96EtIZXZ0rPCtNFlE3/xbwLKxHBS7/4Unxo64eyv4hC4D/+B3ByR/zfdccxe0HfrB5ffB/e1BRQLMYHT9sz6eSsc6ecx9mBSLPV3LQGpjZDl7ckt82UZvCOb78D1+y+pvFOIc1Gcn8OZ/MzG8IgymQmub2qbGaSLkdAJAgOr8Dfv4TgaPYgaV+PEsHG4EwABWh7UjORftFOMCmspRlBIkAYQuoykwIIasVCR5lJtd27EBw8uPq1BhVgLh0UZS7gu8xMqr/Q/Zutf4P/edP/xI65HavuKyLY//o3YO6Kz7cMHojEn72OGzPXNQqNTD15zQSToibBpG23H8XBbbMNf79KizK3fmQm+YcO4YnnvwArt9+R3JY24B6PnkkVP8LGaoQnz23AmZdvw/zxo6vu034D7fwDUbfB0FFkM5OSnkkj/LcdlOVbDuH4392L4GSTC9weRcvrry/EuFrLlQt3v+IV2PnSH+vLc+lKJbnYt6VqvWQmZVa21QKYYJJdGSq+s/M45xwU1V1APnryUbzqy6/CXLX5SshJMKnUXplbnJlkxm52vJqXmdRkwOsfOAggbiJcb8+rX4Mj//+7MrfV90waWD/CHKf+7//F3p9/NWpmQmPNJFn5qy+DteievzPRSgnhyZMts4IHJpOZZK5rKlX4y1+Av3RFGkzS2Qbc9nMlWhCZVeAglbrMpPhiyDbDzpS5RRonP/0ITn32cSx969uQIEiDNc6FTqbdrXmLVo1Hk1YdJpjkrOoGswKjTp4zXZnRy9yiIEojsBPmecGkvGs6c8xIeieZ7+KmjbsQdDmeT3omtXlulCDIrOA9yhhMmnBp9krzA2a0uIiFr351LXYpY3VmUgFQU7AHvEyZWzsXxklmkum1oyXJDnKjxeJng0nHl2sobYi3FYWr3yt70f+1XV/L/mJlBnj4i8Cu7EyQPWjaJsiF6cZlZhL4cWZSoYDK/fdj/otfjPfdKV/LrfmNbAlj88ykzT/5XtQOnp8EhO6buQ8CaZn5kZktM48NcpoZAnFmkjg9k3w/PTgqG++p6sxz6brMJO0M5qoIAShEdvbI9lGI0mBSKGFmSfM0Myl9r/actwUPPuspnfVMsqWS9QGor7wN+PgPJdlQmZ5JXV6w1mcm7V/aDwAohzkDU62hy2WEM8eTMjfVIDigTY+IKOjwpFg3aKifbdWlUsMA1c2f346vf7z9Pk35mUnx69rot/58tqPywAMAgMVrnMCpTWEek55JJ5ar+LGdRbx66/koLAV48Fursw9are4nLSLx6yozqb7MbQIbcNf2xJkj0cLgLhp1F71tqH/E93HqXz4NXat1XLKz5C/h3uP3drXdfman6nIZhdPilVsl6ZmUBpMWrr66rZWRbP+TeAGO9GJZeSrOTop0bpuEyBmn1Je27FvahxOVE9g9n581YKXBpCbvS13PpCldhHfmBZm2C+kdmm6utZyJBXt+21iIy9Z7DSbZ80mj8Yercv/9AIDgeJMG5YNgx2Q5wSSB9Hx+sI29pcfFL7qWV+ZWXV3m5ofp37r49B+Bp8yiNlpnsn4yE5teNjPJ/UwWn5iDf3AZ0XwJR979bqzccUfaN8zZPbeNSPJ45zumfT9NdnAzk+xDmpW5wVwbSYAIZ0B5YdJftePMJNuA25a5hauPBW2zbRPcY9bRh4AgfyxrS2NbTw73elDo3dgHk/yjK1j6zoFh78b4SgIOzQ+Yx/7PB3Dsz/8PKo89vhZ7lbBpjm5mkqh0Ba9io9WLGj1fEghKDyhJuY9zkNFBhIVSepDdfXIBVbPZKOeL3XB2WyKUT05DL54wm8geyAIT2S8WG78O8eNgUv1BUJzXrutmtgA3UNi4/l10hMKZz8zc//6Z+/G8kz+CYLn5ASqbmWS21eCgFgfs7PsWIXAubm1mkvKzA6f6MjfbLFsB0OIByoP2ChARaBPpr9SCzMk/DGo4ddomBIgzk+KeSelzBp5CdaqYNNlrhz2wr0pf3m0ChjaY5GRzSE4Ash31PZPsACB31S7b3G9hse2TT8elbplZW42oUsv+KgwzmXDH9+zC7OFDnW3DPl8yK+vjwG+9FeUHHkx692z048yzntnvlNuoPclMSoNJoxxwmFmqYZPzFc9dIKDtzKL87+84zIx1QimFojmPTGQDbnsQ7HaJqjYwM2m4Ko88gpMXX4zyPfckWXjtftbfe+O78P4r3zbUBsqiNaRcxolzzsSJ0zcnWUU2SFndsRPH3v+/cPR//e/Wz2XP1SLphWMkgAkmiRYsXn1Nch8rqPmYOWMzqsXCqp5JdqLnyMqR5tvusAE3RFB45suw6RXvTyoG3MwkqbuQXbrxRjzx/BcgnO0g67eOPb8VVAEbChv6FkwaZUnVQ4PMpF7L3HxbujekiZhGZW5W0jPJObdv/C+/jnOe+2pzewTtVH5kM5Pyy9zOLihM7Ygz9ZLrj3I5NzMpL3jrfg/2ve5X0rtWbWZSvD21oQBoif+Gdau5xWVu5n5KISq8EFACv9AkmJSXBW8zksyxw35epkL0nplkExdWTgL/8grg2j/IvX/SSqPVAigjMNc59sGkyqOnsPSdg103uJ14SZlb4wPm4T+/HaJeHN+9n6s1tSGZkUmCSTYzKTalCsC0+Ri3lZmULXMD3GBSmh0kgc5mIOm0MbTOuTBrdLEZzs7iwE3nYPGOuiCc2deZfXugw6MoTjf+KmoTTIpWNcd1s7Kc+9ts7aS5dLPMJOd7Yx64be9uvGr3b0F/78mNH4f8zKRGf4MwcBpwS4jAWf7a50AAACAASURBVOrWM9MfXmBXdsjPTLInLCWCjShCwYNWHqA1AnNw3n5sCYEOknTtU/NzuOc5T8M9G+zSqHWruQEIC14y2CwvLuDai/8W1SafcxsYkvpgkvIgAlz7iUex/9FTdf0ZuhuQ1A/+7Qm9oHLq/LU9US0mF/9hg8+lzVrrNJiUmUwKJNtTwqQRu8eI73zmn3HLFZ/paBvp85sMs9lZlO+5B9XHHksbcAd96pmUdzHtlLklDbhHODNpZqmK6dBZhSXnO+jOsDfVoBwuWk/BJPP29KPB6qhavO467HnNL2TLelz2IzK4WFLDzCTRgrmjo7vK03phL5CipaUky6LdYNL/99kHccmlEfwuSsr6xZ5fd26Zxp4nnwUxF1a2zK26tIDr/8tzcGCmeTAHyJa32ee1mUnwVHzMt2NC5/Dp12p44MLzcfCcM1b1TAqjAOcsCY6WVpcVZ15HFz2Tgo2nw/OK0BUTiHLP03WNwuf/+SIAQO3hrU33o+k+mucseP0JJlmjfN5MVzJu3jOp2556NpjUfol5nznjgIUzn4cjT/vJpJk0AETmWODXZb9PbT4HAHDHzhOZGEXmPFlf5mbu+KJNHmRjERtfeE5aoub7aUA1Od9IMomc3ef0R/9gOglpr0/tNUHhtKn45Yl2HuIGk0ygEApQU1CFcxEWC/GtbWYmJY23TQAuacAdxf3TRGsc+4sPorpjdSlpQ1F6TAYAhCZYdOCu3Lsn/ZpaLfo0rOw3x9gHk5LIaLdpZxNO2ggmIRSoTRfG9+thJbOu1K3m5k17UE5mUkF5cekbVscxZiuz+Lu7PpzJ7rAH9jNe/A789OlmgGVfuzNDIX6EQiUNIG3w0lnWIOc9aDRI00vLABTCU/Pmfub9NofAB6+/EkH5eyg0zUyKG3Bn0oCnpjIBsUzNsvlZJ3/bxgODku9k5GjBbGUWlZnsPjbcr5yeSY2CSZkG3IjgO0tF22BSITLBpKBBMMkeMAXYhCIAFe+j1ijPxX+rKAwR6hBbpuIeUHMr8UXLYjENJun6QaHnITSprFv/4yrsuvtOPH7LTQ1ft1+tYOaMzTmNFRUiTOHQjkUc3j5f1zOpt8wkpVRcxrZ0OP3vOjbIFS0uolqLX3ejQaH93vvVTjOTnM9ZqLPBJPP9cdP5g1o1s3JhnvmrvozqEzmrGZoTb3JCDcPktn6t5qbNACR0gqqZzCQZh8ykKs5wrlPyApeR32JAnASg819nq0y3TlUeeii5yFpr49ozKZyfR3XHzrbuW9u1C/6ePVi55Zbc369FVnyjzKQHbjiAL/3V3Th5aIRXeloHkmXlV0pJFl67x7EX7TJLeTcov1gLNvgSFhQiz0sCQrakfWEuzsTZqVofm8RZLCOZXDM9k5Sn4usHu8S4zdo9dgwLX74KohSCgrcqM2nTAztwyT9HWDjYvMxNtxFMykxwhVEyxpVj8WuMFpZX3Td5xIpZ1Xf5WPqEdnzQ5Ivull/Zz4WnvP5kJtkxaJOUiZnSDB468VBP2+lF8vq91WMpjbRnkm7jQj1vAsffP+RgkvOZWjrrOTh2/o9nFo2xE4ph3USRMpMslVoAcSI+mffBvjd1mUmbPIXwyZtQ2DyVBJjE953MZmfSKy+DOlOalwb50p5J8fa806bj+zqleEm5WyTwMtcuCp737Pi1Frz8sXNemZvtmVTJZiYVIyAINfz9+7Fw1VU48p73rn4dDdjn0EtmgQLPlhQ2WPik7Ix9mz7v8OMfYx9MSnr9tFhNihpwGnDnfrnrrHW5gyTBpLRnkhtMmvKKkGKamRScLENM1stNd34N6uO3Y/uhR9In1BqHn/ZybDjv+7GlYFZ0s5+h4nS6XV9DkB7MpiQdGC+XVp9oQx3it755AZ6///TM7bocX1iHi/G/h+biAcWBWXOxX14BEKLYrGdSTmbS1PnnZ4NJbkm9/ZvamYFq44HBAWfVFdGC+2fux7mlpwMAorNWDyTDuapTx++cJMM00JMnCjREIrz03NfgOae/CEF19edoKjJBwZxg0rG/+CBW7rsvfq7iZhThIT58CbTWqJhgkh0g2GCS2J43zuDKPXGIArSnULONpE1WzYYtaUPyenfueAT3P/upmJ85lv2F8qAlfg2lxVqmtK3bAYUNJmnRwNEHEK2cBAB4eYduc1EcLS0hDEyPiAbPa/+GvZa55WUmRU5mko5ClBaaL0d9/C/+Avt++VdW3Z6UEyY162GameT3p0noI0fiz/8TR9PAsS39VU4D7lGeYZ1ZqqKo8wPLVq+ZSbqPA+Lqjp3Y/+Zfw4l/+qe+PWcn7GpunV5gD9v+X3099r3udW3dV8zfe+m66xvdA8BAq9waZiYd2x1/51bmu/v+RisrrVfS7JAuByg9eKKvzzl0dhnqleWuA6dhk/LYVn06eu0VY4MvPoDIU0kQyK4SaMuT2rmMcjOT7M8SmcykglnNrS4zae9nLsfy5z4HAIgK3qrMJG9+CQUBSkebl3Hb72K7mUm65kMVzBjXLonujrXqX3Dyd+jwy+xcoCbl8+hPMCl53iafgUseugTvvvnd6Q1rfT2crNqa0zPJXc2tjfNDtol1rGb7hw4pmJTJIlcFRN5Upp2DzTYOwrp9N0Gcc7ZMNcxMsg24ddKA29wOxCeVgkpudBtwuz2YVF5PTOd7oDynUqQWQiKNyuOnoKY8eJuLQBSXudlJb1vmFkU6CSbFPbt8KHUBADNG7TQzKclktCtQA4EWRAvxecz2dGuLHaPbMjf7xkX54zOptNczSY9A/GPdBJNaReZEBNu3HsusIkXZ903aaMbb7xnq1ttbvZqb8tyeSUXoQroC24mPP4jSfTMAgKUjx1HQChU3YBJFOPTMn8psw2Ymee7BK4gQhhFqS1+ADg5DRYvJya5UW52iHwQ+PFH40W1nZ27X1fhgEC2bWTbzFvvmB79aBkQ3LXMT34eamsrc5m3eDO+MM9P7uBkjdcGkZmVuSjY5Owtsn9uO80oXmOfMfh6iJR/HL7oX1Sfi2TLbJ8n9uf4xVhjEPZOesulZOHfjM1HNGVhNiZmNsw3RnWDSwlVXYfk7cbZQbTp+3aIEgEakQ1QXFnHXc5+GJT/+W28ubo5fkln2NFP7nXPisPtTNcG/6Y0bc18HAKyYv6lfXwrnFaARv4byop8NvHY5oEiaiesQ8IpJmnDejJ8N7ESLiwiD+HU3yi7TSTCpw++zO0IJdSYLJjTvsV5Jvx9RGKKytJTbZ6zlpkI7G2WeL4qSPlRFDdSqvZfc2tr3IFr9/YGKg3lP9p8EiTT2Le7DifLoXXAen1+pCyyv/pu36olXmjobcdZ4+rk6tnsHAnPB9qXHr8D+xf297+yuGxF86+MAAH/vvq6e4pLv7sKbPpWfFt7S7B5I5Gcyk8alZ1JwtHk5jctmfa1873uZ4G56h37tVWONMpOScuUuA1k7X/wS7HnNa7rdrVyzV+7A/FU7EJ7qb5BqmJLzwfJy2h+szZId+6cJ6y80Ha0C7KvKwDukKxUIgEAkE0yKbOldck5v/WF2e8VkM5M8qIIXHzPrsnmOPbo9GTfUpjauOofZjKOV+ebnBLHn4lqt8fjZOWYH1XKasZB2Bkh8d382azp5ZE7vn6b75YxJbJDR80wwqcd+hHbc0Swzafvc9vyFRNZKkzI3dzW3Rt8Zd8xdH3wTEfj7416+o5CZBK+AqDCdKXPzk2BSfmaSRJIJ/mTL3OLrEamFEJHkvfAUICrO9oMGZp78IwirARAEiLxCkgkOCJA3wZXTNDzeTgT/4DL8/Us48+cuTPqcQbJNwoF4/JM+UqEgh6BUPJ4PvfxgUu7KwdVsmZsdGxWjOJM9WownIL2zzlz12EaSnkmmzK0WVvDTz3wabp3Kv7+dNDlyqnkWbz8n+7o19sEkO0hu1TNp7mgJd/3bEzj8+SdGovP5yHDTa9sJtDkX4tHiIg689bcRHDvW5AG9SYJJU2nPJE9lg0mRSoNJEuik4390V9ynaP5Bp4QmipIIthXUbF+m9Hkl0ChVlyHRDILyd+CF85gyD6v6qwecgckEqZ8csunV0UpdI2V7EVutAIhQKHqYv/IqzH/5y6vfA9uA26GKRXjnpj2NMmnSGigCKNrmjTnBpGRFE3ECaFpQCSvYHMbZVfUTMtFSDdBAOGsi9c5smbTKTAptzySFgirCz1k9bQpTmefSpewB3p40fBtMgg+BQEchqkuLmN+yCVUdP++Wk3E5SGAGctr5u2in5Md+FmpmxqZ0+LDZ3yaDbvMa9arG5irNTFqoZXsmddnTzWYmBVEAKA8//Bjw5Q+H0CezpWO6VsPizm3xz0tLCGsmm6dRQ2UbTOq4zM35MdSZ4EPSM8kpc9NRBBGNlYU0oNv2pswgR5IytyiT7dWPfh7JrKR7TnCCSeJrfGrvB/CCoxfgtVe/Fq/6yquSuwUzJzB72WVDP5+cXMh+FmxA192vZplJ88dLuPM/vRvzZ31/EvQMfR9XfuBPcfCcMwAARxcP44YDN/S+s/d/DvsfvBVLG6fhnd7BjJ7joht24u59zUsnG/rEf4XMPBYHk9ZxzyQbTJJaDSs3NS7ZFS2YvexfES0sNLxPtxr2TLJfr5zyknaFR7sfcwSnKqjuyH5+okWTrdLGDK+uVJp/50WAx6/uoOn9gNjMpOWVrjOTAr9xQKhVYKrX7DFdKkMrBQ1B5ARK4tYByF54thAtLEBtiifO0oa6El+vesjtmbTp+BGEZmw5d9b3ZUrlAECb85O/ON80IC3OsbfRe+KO3/xqaXUwyZns+Pbdt2YfC6BaLCAz+ExqjJqUuTkXoHacUFAFbCj2LzOp0bE10AH2LOyBH/Ve6nzzwZvx+NevyGk70JwN7OU14HZXc2uUXeW+tvrXEc7MQMrleBK4g4m0K7Zdga3Hsr2vZvYv4djuLo7P7jWBKkB708nn76zpJyeLp9RnH9qMoPgzaX/nZRtwm6wt6HiMhHTIFP/oKWgNPP4Db8ex2SIkCBAUitnro5yFgaQuAAYAatqDrkZJssPUM043USuBDiO7RYTFs7AwU457JpntxElSJxF58fE+aJSZlJclZa4J0jK3dDW3IHIyk87sJJiU7Zl0vDSDmWIRHzkjf/I6MBOzlUrz7yODSV3S1RDH/+G+OMXNXgyFqw+an//AXbjpc/EF1spCDS/ZXMTUznmEJ9fP7FOv3IvcVsGknU99Jm6747vJfy9edx3Kd9+NU5/6VM/7ccfuU7hj96nV+2f+rqpgy9w8KOVBwQMkPuCHyX3NazEHJG9hBWdPPwXB4XTgGXf/rw8mmVXCCtlgUpJto5cBCeCZNezDnM76foOZHHvwDstRfGI3m47MQSX0KxCJoEpLWLzmGixee23y2PJDJxCVAhNMmsKzneXLVbEI75xz0v11L/JF8LLTi7jwuJkdyutNYgMiOnsRXY2qKNoMIefj8Jd3/SXe9c14xQGbMZTNTGrRMymMeyYp5aGgiqiUs9ldRTWVlG416plk+RvONi+hBkAQ6RA1c3C2g/wttfhCJknhdf7mSycOQ4fxLH8SoPJrEK1RMqnJYbN+LrYfQH0vKuVBm9LI0pIP7aamd3FhUQpKyYoxgQ6AyMeLHzXZP4eyTUeP/sn7cOKt/z3Zv9D0KWo0lEwzkzptwJ39m7v19mnPpPQicqkUn4hX5pqXuuWyPT8qaZmb+z6GpT4sBuBlZ6PjDdqRkYLyBRtlGpv86VUPPfq+9+HERy9CbWd7fWwGpXhqb+a/kwCf2xOjybF94UT8/vrTZyaPra4sQ0chfLOcrqeB+WoXf8N6s3twQ+UC3P6fnonCaae3vv9ASLyaW4dNiQclnJ/v6EKonexg7fsoPPWpmHra07B43XU5TxL/Exw9hhMf/Sjmv/KVtrff1j6KZJZwz/zO9mt7YlvT5yjffz/KprS5n2Yuug+nPpu/Km2ruHC0uIgdP/xfMXvppY3vdPg+4CtvRXD3v8M3kxPDkJQJryx3vXJhFDS+iGkVmNI5E0ad0OVyfPGHuMwt2a6ZRLCvr51YfjS/gKnzz4/vby9itcSruXleHFhyS+GjCBvnZ7F8+tPiu0JDleoy0s3E6saqbpqx6vaGc0vd5r+2C8u3mBI5J1gUVCuA+XspewiP0tf/Ewdfa544/mfnxtPw3RdeiEUnA1HaKWt2jiOD6pnUKOi6f3E/Ah2vvNvrZMylN/w1vD/528zYua19tK+/LjPJ7k+rMjf39vr3yzbfnn72szsq9/z7e/8ev3PD72Ru++pH7sO/X/RA289hZd5Xk5mkKxUU1TR+9ulvw5v3/jQAIKzP1DeTLFqLcxGgktd75OzTsP8p5yZ319UwzUyC+VgW4swkIJ6slyBA4BXTdhNA/irTOT2TvE1TED9KEwtsnzMtiKIoCYQG0+dh6zV7oCO3QYmCUgLfi68Ba1Mbc4NJ4VwNJy97NJPBbduDJAFgu5pbJAgijWg+Hg8Vzjxr9etoxPZMWl6GaA3VIquytGjOoa3K3BhM6k40X0N4sgJdCpPGXHkz/4snKti+NW5aXF6soWg/QwPsE9CK1jL0meyMTK128w/k3qf/AHbs2ZlkbXibTClRs1rwNl1840780027Vt2eBCnMH09NxYeJojcFTwRTagqBIP6bJqVW8UPO3vwc/Len/zam3N3TEaTuY5824HaCSX7kROLNBX0hHhzlpX7bsqJ6dkAVVRVQS9P+RWtEYWCWOtfwd++C6AhiDmBR6f+x957hklzluei7qqq7d5ykGY1GaBQQSEIgdI2BY4wNBmNfjH18j4/D8bHB59o+Ttj4YBsHMjb4YEww4diACBJBgIQQkpGVszRKo9FoZjQ57D2zc+jcXWml+2OFWlXdvfceaRz0PHc9D4x2d3XVqqoVvu/93u/9KGrfOYzqNfstM2no0kvw1MV68JYC+GdlC3oxzW2d7y7aSe+YM3pKBTApYQl8qRlCzpS64cgNkLHRYNBg0mkwk6TemAgIAlJCGOaBgJJX6TmXCGmecaU3gWh4IwQEBFFgkuAMVJ/PsDJGhAH+et/LMw/fDNq9M3dORlOAc1CdTjnofQKwG0BPpSSSMZNYwnNAzekyk/Yv78drv/1anGwpqjQTDGCJXbtEwcDpPJiPVmb6Wqswk56LZhIVaDksvX7V3HzNkOpUBzBJVjC0rDPU1ROY8Zwjzc8AmOSJXhA0Fx3TaYB+n4iyLR3bPc31Twigevz0fjOgSSnx4407cp8dePBe3PWl/5N7trPv+8DAdbrb0GuOX7IAXqwdNvNOfSFRi58lG8g0IYBaBnx5I8MrHPyv0IyDoyfRfxRm0tHX/ChOvvVtaz5epinowiLiQ4cGHjM5V8dUh2PsLW9Bd8cjYPX+QKAxmLs7Hjm9Tq/WxyTJsZhz3+n5tfiJT654joX//VEsfvJTZ7RfgxpZg2AxkEWUG9+9YfBBHZVmf+y3Pojjb/qpM9K/Z9VMdU+XmXSaY52uACatxkyS8epB28dOVPHNx072/U6EXQsmCS+T1DWMN27HV/bOplpTOFTLzwtJKUSrheCcrervxKnm5nva8ZWw7pAE6MwM5re+Bs9c/pv6LBQoBMAM23MkAWY6MyotqM8+nwOTnL0iOdFAfLxp+2IajUPLDunq/RPS65O+rP5eKClWQ9sV6e5jv4iQWtY+kGcmGfbNmQKTTGM07QumHKlnARgxYM7FR+pY/MenV5UwEZohQmfWngYMwOovFgW4jd1fojoQPACAdcHU4vNKNJhUedHF/25pbo/NZKngLjPJ10DlC7vnAYANWJomdIaGFIBEBiaZ57Ln/K1IhrK9W8bM+goeUdwk4mWaSYwpnVJaqEAsklXS3PQc8EYCQMKOXRJ46p1xCc4Fsvkv0ViMILjU/VCaSYQQMF/Nh7gy2tf9b929C8nRBuL92Vpk1i9j55lxXGIAEwJcFwDwhipYa7OyEEIoBr+pLj7ATu821VpHVglG//+aSWegGc0kwQR2L+4eeFzYSrNB9O+I5Xz+7ffhzq/0j4r9e7TT0kySKmWlNqOiKZ6mDcvnEIG67kN/hb13345WRJH0mxBMAAGxxh4pGUcggCcFAq8MyoRKSSmwYzxPgV1e7NwjFxZAMC0T4M4SV0UqejaxKDBgUu/ELuYd2+vphYinHmR7SQvCqTS3xDp3HN66ceUsJ3m6fTrVhkxTeDrNjer1mASlPJjkPLqevVuIHmRbCgkhBVppJ/dZzGP4wlCs889pVCijhbe1oeKOl1WYSYxzSHCdXhIgjvKOrQsm0fklfS7kjR/9bzq0GcyP9QIsVAU3a3RpZpIBk/rQqFu1eRj+uAWTGIXk3BqvKzOT1D+808Hse94LtqwZdcSzmkkAEOXG3eDN4OiTC7jmr3bojVG1U+1T4JJjrqsiKoqZlFgqlSguYoWXLqrKeRwEXJvD0/jZayZJJjDnsA9on2puRA/MziAR7gFVLNT5C9XcOAecNDdWjBQ/i9ZJlnQ/1X01broJi59QDiwhBNCMEa+Pk+CV1ZhdqVpi33bwn4F/fDXQXcaR+hG8f8f7nzU7pltfwJVxL6hw+JGHctEq1gnRHpDu1NUpPsKvWMM31oCg0cHyzwQzqTUN7gDx/+aVQWm25vxH00yKn3lmzcfKNMXSZz+D6T/8o4HHpFGMhPjwXvFKgHOkxwoVpwywpqPD0a5dZ1TU2pY+zl0yH8CQfYRv3WPTyUmkExOYfscf9z3fGW1mq3ODa2HY4wgaB7Qv29e0sHqme/esmq3m1m5bu+P0mUmD7/NMMJN+9arH8L6b+o99GUWgDmvEsJOMALewuoBZe8v334Jf/sEv5/upUzhL52xTvzNBIG6YSSTHWJdSMUuSynrYNB+ZwivYLM22mi+jicRsZxaL//Q0Zt63o/c+qAsmZXuW5DKzb5zthcaR1QUVbuaAYWb0XMF8v/LaWv3OYdRvPOoc72gmaZDx64+cPDPMJBNw+9W3o/bVr/Z8f7ielVO3ukoFWyWd6SCdakOEg/cJKig8XaCDLSycXh+1ze4KPbv9Ceb2qL8HaIO5nxfT3NLJSXgjIwi2bVtzmttqczNZ4Tn0a8fqzppPPEjPB6fcAc7VP0VJB6OZJCRyzCS3f74jNSJixS7L1JD0vDKC2FSAJyko8R1mkoTsAya5j5pYZpKeC6FhkhEFJgmpZBQymBnNpTyYZCS4k0D9NikN92UmhTsVAzY+eiq7r6hYzU2nuXGV5sZ0gPS0AsXOsbzZyt9wnxa31XpRFCt/4uYbsPuOW7K+9gEspRAId+5E6/bb196/59Ce32CSlJZNc8/E3fiN234D9566t++h3Waa6eutBcXjFDh295nqaa4de/JfV8SVLiyA1dYYRXaZH6uyFNSAPnpYgXbesAIXnosROnvkIB678Tp0olSBQoUmmbApbgByC4EnBUpeGQllACE97BjPMI3cjZUzFLdjI8qeT3PjEI6xFBAgKWvjrI+BNSiClz0bAj5/yvZfCI7UgElSQBIfUogsdcoBagRNQUoKTGIWTArgbdyU9Tef59bbjyKlVEgcqB7IQxJCIuUpPGkE+LKvLpyXuGJGXS9c1IJ0LhBpUt4K1zb9YpwpZhIh8L0S4igPBOSYSY6mkZvqJonaGOLKBiDoaFxFIqUUgiZYVzoLnt6ARvV1ixsl8wiiTh1mkJgtkDEGQRmEBkT4Cs4C1YZWePwYmjfeiO7jj6svnDQ3ANA2jtK7WmHDWZ5qo9tIwNPsmA5VznzMNYApGMBS+76KEeZi9E/otDIxwPI8M9XcJDySfcB8D/C8nOCvSSPsDFqPVjKgLJikx1vtJGRrPvtp+NzBpDunv6zOrf+OntoNXtf6BCQbi57o3SpJRYNJKwjc92uyPo2UbQfiJh6fexw3HbsJ89351X/Yp6U7/gks6X3JSdi1oD8ACOLDG1Ch0DKTvLJlJkXdPDPJk0A9eY5gUvUYYu4aoWeoYhAfXIk0Jz4d6YqPUCamSXPrx9bYcf21+OR/+7nTZhFLLqz+zr9WE2kKOjs7kG0EAEgpqOcjNlV3BqxnJjosKT2jKWWin+i3SUsy23TBiXMbr1Yhul3wRgPtu+5C43s3nrG+rdTMnialxOFX/DDmP/TX+e9NlDpegY34HwRMMhED2u1i+VtjuHz+tQjmMn2PxU98Ao0bv9/3pypMgxz4W2yrOb8iem6MdTfNDYDVTZKUQiSJrUa1WnDYzBPLTNLrjhQCxO9XzU0imZgAC4YhpalWRW1gwfZPM5PGkxLO/0EZdKbTty85zSSHHSq5hIzMnHD20SSxAIeHPFs+57Trn8SBeqdh5Nhj+ppugQxejcA7zvt0AlzGIb917yJK3hkCk6QEZubRvLW3oqTLTLK8kmLAzaQEaRDlnq8fxP3fOpw7pJ22MaK7ms6f5h5qHPCCZpJZ8wNjuw5g4K2c5jaJ8oUXggSlNae5rSZG3taVlO/66n7MrkFDKabOeNV2MQvK1kY275wVmEmeTXMDLJhK8ppJeTCJQQgXTMr08AiAZkiRximo5+dlvWgf23MQMwnZOCC+pwDggmYSpARLOLqNBJ6+ECHq/xKtUpCWyn3BJAN8SWd6MO27GY28HDOJSzDNTDodCQt3jItW0zKTBrW43cW+87agEeSPe+a+O3HsiYxNzAt9aN9zD46/6adw8m2/gZl3/snAlPMz2Z7XYJLkElKnIcw0VG66ieQXW9hM7Di+/fN7+x7jtvT6d+PU7/wOxKHB4pWn2/i/ERXt2Ot/Akd/9LVrOjYHCPTR1cilGelF9cjhXeoDA4ysAibJAal9UipkuV1dwsbqMaR68+g8+KA1bCUTVnxbXdP8Q1CW6vMoTQEC7JmsmxMDAHy9ERNXcLkPM2nkQBW17x4BippJziYgCZCU1Hm7e2/Dp9/6X7FwIkP+2QBmkquFwRYy545zgdim6XAILgHGbKTYBTwlpUC5jIXOFqLYYgAAIABJREFUYg5MkutcMMm5Zl+qdcE4EBI7ZnYADvhhmEme6AWT/v5qjh+ZUIK51gBivVGzHiDL5E1zCjjMpKIAtwsmpY7YnEp1Exj96b/DhRf/CggIksoGlIImzCaSpDEET/Gmc9+GC8euwAUL0jKTwiTv1HQqZd1NEx1XnzPBc9XXevLI3XMkamGOdWqdod0LDIOJ8+1xYUTQLZfwyAVnI14BcIh02qCbcthNFVBiqqowySBZ9sx60xYL77yu6fODomr6WkkYY3HyRN9jevq5Z0/OKZXFam6+BzI6aqu5CcHtGlFd6tVDAzCwJCrgRNaNAb7/n4F6phVVFEQFgLkPfBCz733vmu4HAHzTff086fR05lQQgJhKj33ApK7vY37dCHhBaLhTXzkiH50sYTH9NHg7tQLr1fjZOaCjB6/HFN3c97vZo5nhLT0f3vAwmGDYt7Qvd1y3od4p98s5zSQg08HyBJ57mlv1eA5Meq7Vnkz7/B/ej9s//UCPYda+914ceeWrEO1REWbEGZgEAqsj049h8dj3vq2OXcURkFLiqdv+Gal2nLtPzGP+k7vWFrB6lk2mFGxpCTIMB+onEZaCegEi4zgUgwmW5pnNv+7DvayK1drjPziBm/6hlxEu+jCJ4sPKgczW3sFgUmrKautmAldnsuUAyEKg0bBfGjfdlPuNFW+OusCpx/ufOKyCdgffW7FN7H4Sn3nbL9oxdKaaWT87cQVsvoTXTfwKttzzw/b7+vXf7UmPNm1y80bcfuXFSFYA7F1nuq9991yruYWhBbMBqEIrmqkk2m1wy2xYJTWxnmcmWVvIaibpylCOAHc6MYkkCCBSzfqUKUgxiKgduG3yfGxZGFxMQKQJ9p97FuojlXwAhIuMdeOMRZ7ElpnkufZZKhQTx+huGu0xX1271fFsdVJbQc4tmNNlOW2mftXcqACS1Hvu1dykhPF/kwMHM/a2bkdqR+z6a22UIgtQ99Wwtw49Mof9D+a1IltJy4JJ1cnT0yczLMOiALdNczMByQEO/0oC3OnkJMoXXaQC4YytKSgR0pXnf2s5RhIxHHliATOHVw/sJE6A2wD3zCvbMWW8IF547oYRBAFkZQQHM5NkzADGLJgg1QH2GlEskMYJWK6aW/b8pWMD5tdkAyapjJEMTHKZSSLHTAJUQRHPsl4JCAHiIZXGmgb9wSQz90WafZd0QvOAFCFBj4OAqyrAfNlUtT6NgKzDgOStlgWrB7Wk3cHUpnG0nGpvUkq0l5dz2r2ikFXUvOlmiDDEurf8jPq+YCsrvakza6M8r8EkkXC7jxAmcd7CMHz038TDZpbmFtZWXygXrt+B7twQOg8/dy0BEVLMfvgxhGtYAP7NW04ziWHh7z6W12LIRXzV4F0+OQkgm0SrRaBu/cI+fOXPHur53HV0X1TbazfCxU9/Gsv/9Hl9DZljJhH7FgkqerGJ4xiEENTbOuKkuxzo6mBe7DisQlUUc1uplYLOdzO6q6/AJBftFQRIHXSY0xQzd9xm/y6CSTSOsetfbkLYcsqkL8zC031jlCKcMuCSUFpaQlgDzE05lCnDbLqIN33vJy2YhMAHLWcCtu5m5ffJMS8adlJIPFN9BtIfcZ6N0kwyzKRimhtKOm2QGp0yE8UV1giPWMHBF0pHYHx/A2NeCQQeAhIgSfLHlUkmcLy8uJT9vEMhGYM3sgmbt7wChABpaT3KpSqkZsUk3RDC81HyKhilEh//KseIYd44RpEE0BkqO3/B0m45BLgDuLEBqUtCZtuhWaCFdryr7XcgFe+xx0YpweFtm1AfqeCZ+f4UbCklorYGk5z3VmQmAQCjscNMKmwEBaeX1HTkqh9Yc/xeS82dP/YYrn3PnyKNQhx6bA5fe/eOvmAkq1Yx+av/Hd3HHAeKidyxzPNARoctlV84m2xrYUDUcKUqOMbYCE3OOnJ+g/ncbdHevUiPrV2PyNfdN2ludGbGRsRAiE3f9GXvVvlAbQlPXbQNB49kYNz0oRq+9u5HcHx3xj5t3X47OjsyR513JQAfImJWr2A5GgC2rdZYhKSPODgAzB1zdClIABAP95y6B792669hppMZ5ZlmksNM0tH8TDNJpbk9J72/ApjUozl2ms3ty4kjAjieZyW3/kVFxI1+BWINsKKQ5raC9stqwpYn9z2N+665CvdecxUAgC6GObHQ07mHtTalmaTWEzEg1ZNowdOuYZkW1jPLBtBgUrB1K7qPDLZ1Fv7uYzh42Utyn7XvvhvVU03MHm2AFaLMRYAVACZ/6ZeQHD1q92dRAJPo7CyqX1EpMenJvI4OGTrzYFKOLWocDL0GG805v8Dmy1JuAbT7a7QsPT2P66Y/hmhoU9/vi+3h674BliaozWhn+O6/Bm75kzXexApN319Truv9qtWCaLVyej5um9mgfrMSmOQ6l+a/3fH83AW4I6thCKg0N3+jKr7B223LTFpN7NkI5ZY0MylfzY1kmklO2mU6MYFWsAieGuCd9bC7TerJKB1Q19tcP45xcssGzK8f62EmiYgpBzrHTIqzFB+ZZ8t3HY1CExAyGo5PTdbw619W+7NlJpl/uVDaNjk2uWPfWrogQSvqZdqspYVPL1oB4+GQ4PKJzD7tOvtfLa5hKVrCize+GD96QIDt3qv7WASTDDNp8PrcTJsWTPKrp7eH2vsvMpOQZyYNSnNbSTOJN5vwN23KxL3XwE4aBCYFZdW/di1GGpnCPasHORKHmWRsVhaUrVagaSsxkzLNJC8HPvgkq8wmYg6R0izzx2gmASCiC8YlaJKCeYVqbmbPcKUOnHlg/DHSJ81NpaYaIEy/J74AyVtoLITw9VxW/iIBrZQBUgYNghXBJOlKUzg+k4giOz7LTIFJbEn5KStJWBSbFBz+OrW28mYLXN97scK4aXGno7JuHMM3arfAaJorQMMLgJbodlC+6CKMvu516vyFdf6+aw/hC394/5r7vZb2/AaTnBxSbzHEm3adDT7fn/7XdTST1lSRVhqaXH6DCvcsYvqvHsqpvq/WWD2B6FIkc2eg+tAZbi4SzFshatdcg5O/8T/6fm9Qar7QVBu3EQ/r49S5bXLvMpI+G4KJ+lZGx3BBNIVyVyO9cWJpeYOZSUBJo+NRHAIE2CR0dF/32aDn3irMJMKEAm80M4kEEjLliBwgghNY8MK0xt1ZGmRRsPmh73wN93/9yzi6mEXz+dICxkJ1XDJbRXcic0KF4ABjlvmR06/yRtAQyqij3hDCcgASlJDQ7Lm47ynIOTKaPVZ03IRERCOL/quTqE2RGBZGIUeKlJRGlieUYQMuIIWqsCW5AOUU9SgPmEohwZYijM8m2FJZp9LcSAm0AG5VkDnEbtRDVbMrCAT6ZQwFi1lwvV4HL2tBQJPmpsdWjjnjeegMlXDB6OV46YZXuY8HzPPAOpnhPIiZNNWeghkGXD9T4zgl9BL1fPSxUepbZkfQx9D95JOfxB/c8weIjaC58w4tmOSwkSgLHSrxysYEabRxYst6REGAuQ98EMtf0BUXq8eBb/wCRKjeU9JtqqpdUYT6XIhOPUHc7Z2rvF4HpMyqEwoKyUTO0GK+B4yO2BSXsJ6td3E9Y964v5ErMpMKmkkS+THZh5nEqsunJXhpwCQJtR7R2dkcM8mj6p0Ytp7bqC61s/dk5oQ3FpRBeOpANu9n3vknmPrt/2n/FroCqaQsYyZFz46ZJIXoW8kUAOaPO/oYng/JmK065F7PaiZ5ZWvAR9qZNuPXF0qfokufQ2ph9RgiZhwv8pyZC1wU7ruw9hgNDX+DrrYSmfRFohmSq5dLF6vpwmiHJGyqc/NWL7N0xbZG3aiciG+nDWlEiPuANgDgMYrUDxDCMJMK67+tSKn6P/bGNyA5ehR0oX8Kfu2aa9TP9P0mExOY/qN3oL3/CKSQdtzbPrb7axylU9NKr48toTacf7at227H4sc/Dt5s9jCTSLCyw/5sWk4TscBMYjpN2BvLM06yMTvYiDwwtR3N9RejPXb+wGP6NmOXHLgJmHri9H7bp5m9r+Wflf9cSgWao9fJsF3R4yNcobiKy8ww65g7nteS5nZZbRJvOrUzXwjE/D4MQUvZe+eeh2Cjmsui04FoaEBc96NN+6dy8IZJc9OaSVGSAThWM0lBzOp8EunEBFKvwNhICvej95kRlgc6d1z3DYStJhphCsoFUj1m4pJfAJMEIAGZ8NzeL9IERNtAOQZIKtCIu468lwaTDBNfAk9MaB0Xw0zS71d0e9nkLhMoe5ceGl25ZjApjRn23H4M0YFJ1L5zGNE+Bei85rExvOLoWYh1NdD6A/ehnar3Y1Lcrth8Bd55s7DsyMenH82fnOWZSf2ay0yq0Bid6urpX6ZZzSS/ACaZam62G6ef5gbGQILASmesxSYZlOZWHlLnqD36tPWj+Cr6thGLcuBqBiZVLFhkfNyiBqzRVJISgFvNzQEsfC+AMdllzCBSmjGTpLROdtq+BlFSA0tSxUxyq7npsZizAfsxkypGi1O/LyPALaUOZprzLIFGD6C5GNnK0NAC3Hx4HAQBqO9DAnj4aAF4NMykyHmuSWxFw0Uco0U4Dm47Cz4HWEoztl3h3R7f9TiWT02ib2M8A8RbzVXti1TLgbhgUntZgVjR0cy+YwUwiXe68EZHrdZucf8/uENlcJ3JYmDPczApmwSB/m9PO+u56lZS5tLc1kRANj8v2AzN2yfVtduDc8l7+6kmAVthUVxLK+q/nJHmprFpxylHnXe/18ykIAWqCzMOMylz6qSUaNw2AbqgJkG7NthhiDST6IIfeT0kgNctKKaPTBJLk5dUgATOSzCLESEoE7XcUxYBINhkAD6pnIBAs1381L0fnotAAUpcVzJhIxQkUBt3DmgjBBtKedX+ZDEzvCMd+TW/iHT/oyiGQR9YddlWj+LtLuqTjtibUGl1RQFu1QKERBsF4lzc/5ILQIIARnLE92Uuuyx3vwZxLxiNJqXNRemlkIhZlubmFSuGlrIKDrxLlU4SZ4CgkFSgQzu9JraQYJr5YGIFPglA0xRv3PbreNH4KwAAFYeZ5BEfTBunIqRgToST6A1wxJ+z4F5aa0AEFX27auMdMawpkQc72kNlnD92OS4cvVSd32gm+V7OMRskPLoULlnjzZYOtfnI0rlPIE59cG2oBH2iIZOtSeyc24moY96tAyZpYXR3E6Esygi9AzahbjkAJwRMCBw6dzP2bzsX3YcfRueBB/RJlMFitLmoZojRNLHaYWGrTyUYDRBxHZ3lkkHSjJkUcKGZSSMQOmJyyz89bX+fdjPn8qq9V2UnXqFakNVMMga4IFmpZAAkTIDHvwjoVEYpBHitvqbS6YACtVxmEltchKQ0o3kTAqKNNr8PmGSYLcuNLJ2sMqrWpLAV54DA3HXNx+y5g0mQAqTPUCgPD6M6Nw0p9RglPsAZGokyts344lRYMJP7FRsgiDQ4YjWT9HN6TiLcteNo41z9RwnCVFViDHSuf3o6AOxa2JUDsTZFTbywMQNWdEALz9uwd2yqh0lz02viSppJpq3ETKpdey3q3/hG7jhhwKRVKhCZttaxyh0GEp3NGDGGFVlshBlmkjaSC/pUTO9dbE4xBsff+JMAgO6jKzOxrRC2XgPTjjpvbbZQ6WoAyMWWlpS4dvsbmNiYP8aCxowhncwzk+JuA5IPLiPeiBtY6J6mAG8/Bq/ed3ldOeVFMCnHtumX2iUkjrMrAAAsWGO1Qvc0cQuoncCpxvk49Yl/wMHLXnJapcVzTa/N7ZFzcx9LIZFOKxbUamBStEKlSpeZZNJ83LQqFyye//BHephtAPAPD/4f/NlT11mJA7eJMERaygtwexoY5q1WTzR+0Bpq9EMNMymZ3ILGzcd0NTcC+B7AJYixlSgDW1oCI4WiJWk+eOHp61dYHuh87MbrsOu2H+BNn3oAX3roBFhiwKQAUu9lUkrLghMRK6S5pfCsZpJbFIajEWc2lhl+hpnkOezZQ1MGVMrsKHXy/mluLjOp2hFrBpMeuu4IHr7pFPa94yP6OuqZlakGJAgBKZdRe+AevO/B9+D7tzyGw1UFJr1s88ty5/reoetzf1tm0kpgUtrCqMMmuf4TT+PJWyew+IlPYPp/vXPlzltmUkGAe41pbv0EuG/bN4eYckjOQQJfjS2gB3Do11xmkrvOGXmU9iOPIjHMpH56Q05rJs3ceDBjhvoOmGTOP4BZI13NJBAwLuyg80kJsiQBTzOTKMsJcBOd5ubBB+WhEuD2/HxCqpm/TopgjrxgmElDeg/TYyuf5sbgLqCSL4Jzbu/RMJPk8AZ40gfzCBIu8ZvXPJEPRpm5nzgAXJJgYeOo0o8LQxwa8zFx9gYwvwTUq5ZtVkxzu+nvP4yv/Xn/4hhSCMVYAyBaGTNpUGMakHdjqK3qkv4s+5BTjuToUbTvu0991+nAGxvL63pO7+rZswZpTT6b9vwEkwxN2mEmbTmqjNyxnSpFK19qk4OlwvrNa2EmZc+88LDN+uGvfJL4eAPpbCfXTx4ySBEhaX5lTTolzTsm0d2pjL3m4gI+/ev/Bc/c3ysK3n3iCcy++z12AQpLAZJgbTn7Odqr1p/CADAJktmIye4bv97DHAAA0aboPDCN5atVxbqFicFVWL727ocBAP7YBmwajrEtygwcKxjGBeBQnV3NpJKnwSSh0n8yxF0iCUP4+nvPidxLxnOUQgKVFiYpB/H1xu0JJcDtbBaCAJuDfDqJANCtdfHMgzOIo0IagUmbSSiCIZWfw+uNLEIgJFpOKVMhhXqeXJU/zzGTBNBBYXMPfMSxhM8iBF6eJi06jgFoogzFyDQ30SeZ+yx1jMH183nnzAuyCJzoUEiu6l5wKGMsZCEK5C2Vm+uASR7x4HsBBE2xobwF68sqalohGVDnkwBMpkCgrvPUPa6jqe6n4s9akC5tNCB0eVwDBIwap8BZ6NPAQ2eojCF/JMupNswk30PazqJaE3vm+zouy3EW0TAOJO+0ET69CBPL8oh67BELrGhoPwFuLjhSkSLUoKqb5taPAUIdZ5nTPIALqDe545LzMLFlvdKXAJAGAXizmTmgqRkbumqdjrayNAXTYtxRHzDJOIfcVCeUTDGTbB45V8DD8LB1fGtzXdPBXH8fmFLAVnzkCGb/+u97rmXvqwBWS6n+x82razeB2/4CuPN9qk/Npp4/a2N7MMEsmAQpbLTeGBaEAESnenp90tzMFlBJs+98vVYdnD2CD+z4QN/rdkwQP6XPSjPp/qn7bflrqer39rTtL71SRe6Y2j8kUcykZtzEEB1Di6p1ueuIRXOvlFVz08wSpktym+dUS5ST0kyamGpnGnCrNk6B+km08AL1NylZIdzFj38cx97wxr5FI2IW47fv+G189/B37Wdfv/Nv8Y/3/wO4kLl9/uREgb5vwCTjMMdNLDy1Dq9+GpohuXo1t5XApM6DDyLZf0BdQ88D3tLPc61pbmtkJrklxel0pg0SP/NM36i3r9PcOqI/M8novDGtJzN85cvhjYwgPnCg7/Vr67bi6AsuB9dluM0zZVqXsFoAkwYxk9jyUkGH0U2L0o4244qZ5LBSah/8COY/9KGcbeL+9qe/99N40w1v6ntN03ini+M/8xbng8FpbmYs+j1gkuvw9b7jmaMNRFCRZxasLTXPBAw4Y8CCqmz2g5O/gzsOXKi+f5bpoFJwldo9dl7uc8EzZlIad/HZpz7bk8pjVrREg2ftu+/u0Vdy541Zx2SOmaT3q/Y86tdeq/vUf170q+QrohDUCSRyz8NCSaeWtzsIjXi8HgaDwCQ6Owv/rLPgjY8DpVGIaASsnsBWc/PzmknCpFWjILhd0F+UjGNy83pUhBqn81TY9PNnHrwPy+0E880YVL+/uBQ4gRHk/JgcM4mm/ZlJVKCVhL0BO8NQcty5fZPKTjHzlBv2c646XG+am4SHWluCCgremgE+/1qgngd2s/5Q1J/Q+rM60ChMdVhnTxr50ddguMvwiquexGXv+k3su/9+bB7ejK0jW3Pn8wpDoKiZZFrnoYftf7fSjJkkQRDVOZpLEapf/grad9zRt9/F+3eZSX/1vb34hX9S58/ApAHMpEKa264D05j54z/GZ6++S53b90+LmeTafK68ATeyEn4JaWjApJX3l0bSsCLUQLa8Mb/sAC2qjcz3D0hI6WXMJOJBcGHte5/4EETAGwogYgZJMy0vl5lEiAcuKXiq0txyWSFG38vVmzKVPqXMmEllMy/12mIEuIUEjRPAYelL0YQU7WzeaFscwxvhSx+cUAioamyNMLtuqpmvIsmuXyt72Lt9C46fvQEyjjGsA8yd8hCSxcwnGZTmdsORG/CZpz6T/5BzeONjgO/rNDcGSKAS9/fXGTUkBWmlEAwzSRBi9yDOOU7855/H9B+8XX3X7cIbGwXRe6g4/jDw5TcCu67OnV+sMei1lvb8BJN0cxcZYnKDm1pLwHlIjx1QUTib5gasLj5lUP+Cd2w3w1XeQePmY2jdfRLhU7stospjBikakKKJeUfPYlAL9ywhekYNoPqsMiAPPnx/z3HdRx9F8/vft4K0919+Ae556YWrnh9AHoRIjRaOI6yYA5M4Kt4wJCTC62+xwoY5MElvJgYMoclgQ908y5QDG4MhDJFx3Q8FJkkpNTPJGaa2SgCxAn5MqOubBUQKibidLSjE3X4Fh+BZBLPiq28lFRkS7knNbsrunfkE5/j5CFR7dCuu+8hOPPCtw2hNOWkIXKA6owVsEwqvJOBXBFItiqyO4Ygd50kKgeCc16F86c9CxEke7SYe2jJv2HCfII4lyjodysU9SNzJ/RZQBqkrAC+FRMSirEwo1AJKtTHI0xM9gpMkGEJihJvrMSSToH4FaTAEyQS6tJt/1gAgJHhDl1d3CWZUgoBY8MfVTPK9AFIKeGUVjWgtuRFBfZKgbtF61mhlYJJ+hyUBlLwShENR7lTKiMolDPmjNgppz+F5iB0wKWpHlrHhtmpUtbpXJjIg2hFq12XsFCIlRjZUFJhkNJn6GBNcchDpgWpqras/ZNLc3MZYBEJ8eBsvQjfMvj/xsz8HQC1JzPfRHirbMsqSEIhuV7Fu0jRjJmlwhEZqnNJOx1Z2C/uwLg3biCcGTKJK80HP4WHKVOR1dMgKcBNiIrcSQlII3oQUkWWCdB98EK0778tdJ7f2TCiWhNQO3KPD52GRXQJW8sBKHjwjwNpVmyuvamdijYKIVFAEHOiUS1gqJ0iNhpmjmeTrS4zEfbZKbWRWWPad2Xdk7GOyNdn3usuxWpeWWlUb0VyOloHmDLD72lX7/f4d78fX939d/SEF+pXs2375y1WuPdN0Zi/QTnoZb9v112jU1Ps0ekmAYiZZMEkzXqRHIAixY75Rm8OhK/8vXHv1n+EtN74Fj809tmp/ASiHRHJ0uFrjCcmYSZ0HlJNqSni7LeEJuORYCBeQTk3h8CtfBV8bUExICGdNu+WubRYck1JaR8qKT0cN1I6M4f+5W+Y0k1ZiJq3ECmGLSzAivKaiHG//6zCTXOHe1ICeAObe9/4sBU0IcD33PM1MaknDTO2f5gZ4EAC8oSGQ4eGBTJXHX7gVRzcnYJqxY8EkX627a2YmLS/n9iqXXWbsF0lTpKdOYehSxR7tltV8SY4czT0vF7iIWIRtVZkxp/q07kMPIjX6WYCtQCpFFmjMmElqLBYrIEqHmVRMvwaAQ4/OwZM6FXjNzCTttNIUmNsLznQgoKyqdD1bMAlcIC2vz2krAmqNSqfUGDpVPY4v7fsSJpuTuWMMMynWwMr0H70DU7/7e/nT90lzyzGTwi5w94eAT16WfTZgfKX9wCQtwG2YN9wjiMd1dcJOG1Gs55o+3g30uI2emkJ5+3YQz0NwzksAEJWmryKQgEcguUCo9RRFFEGCQIo8K6udHMv9zbiHAy/YDK5Z0VRmtma4vIDrxfvwQ3PXg+p1LikFGcPQWVeKzCSRpplmEslsTplytJOwJxieOehqrseUo2QkKGyamwGT3OBhb5qbTzxIrdMUP3kNZqoHwZ/MO6Cm0ZkZsEVlS1vQJM6vZ5IA7LWvgADw6r1qTsXNk7h4w8UoFexpXyqA8p6T9+Bzuz9nNRdllBewnv7DP7T/3UyUZlIaACwYgUrHWuPaawSMnUyF7+ycwtFFtfcF+jQ87p86547/iEVg378er517BufedwvAOYgfKHYSkA/QD2humpsLLJn7EX4JSaTt81XApHpS78tM4kEvM2n9TBP9GpOxzUYhUOCZCSr5JIAgAmQogDSaSfp3ErCaSR4IhFRpcKzITDJj0RXgNgcwlvljZT3/Q6rAIY+ooS6UFlNvx2esX0M0mpQEYxiSm8DQQFv7k9VOtq5GZu7rwCALI4Q6RaxTKUNEMUZTNY9bI0NI550At2NvuvIYT//gZhz/5g9yoKOqIBmAb9iKJ6a2giYM26pD+LGHL0Cjj66ooIZZLvGG69+AhCdoGTBJp/oB+aD5yf3LePjC3weGx0GmlG0llyfVl9O7nL60ccfOLFXuubbnKZikJ5eT5mZQeWE2HmfRfO+39uhjVPPJ6gJmttpgcfMzi/4qxqKIGNjiEk7+2q8hnVILLo85jO5Qp756ZRyZcHCTvmeQ034oqB5Iz6b8X99qbq7jWxDgLqGMkZSiNVQBb+lFKBeNyvfPXdh78+K1U5BGuGTdf8FL1/+s6keSAJRCxrESSXTApAz7IAg8Ndmp6BaYSUCjuWzBJjdiI7kAjf7F/j0ypCO3VGQC3DpXnjiLcVoiOK+wic9v/SGbFpI6It8zJ2qoaVaaxyg8XwIVIG2GjuHIwEIn+iAFvA0vRnDuKyDTxKYcqo54aMk8xZoLhjgSKKVtECJt/rx+oM5vjWZSikdvdISJJRCzJBe9gJCgjEOKLmj3JnRYvlqNF1TQ1e8wWooQNRPFTJLKCA9pmHvWgAKtTJqb7wBXHhcgxLO2psKlAAAgAElEQVS5zWUvz0wSEEBZpdP5DqAroRZQGTSsblBcb0GaNDeSgUkVv5yLGiyPK+O+4o86VVKyNLe05WyqkqG51KvJU42qNjpjxbtjLwcue0QiHm4j5hmok6NKt2aBuAUuOCosE0BPnphHOqOd/L7MpARnX/hbGH39u8Ea2hHudBFs/1WULnq92lwAROVSxoiy9yNB5+ctmCT1c+dapDFpNLBhWSmsRP3AJJPmplMXmE5tNJGR4YQhLvngw0P22EBbY2V962nrK0ha11jDsB94kHOudyoj1rAyTlZUxF94BLTiw09MWqtmE9jqGmtz0Jlg8ITEwvpR1MoUc4c0K8MpEV3WU3Qs7N0qpQaTSi6Y1E7wk+MBxsIuxEJ/I41Q9c6TTmSj+9WoCnzzF4Gb355p+/RpjbiBRtJAKtQ7IlJAyF4waWT9Jmw8exuEBpME8SEZBat78GVgK851m+o8ZdqB8MvWyQmd0u7MI9aI7J44BpkkuPwGlcJ4/eF8asLAVlWOWNeK1QrLTLIipX0AV+Ok1uIaFv/+47mS84znRfOBzMiWrjaJw0wybSVmksuQEgPSXQGVKmZAf86ZcthMrOkMMpMaN9yAxg032L/p9Axqo0M4tUmBBPEhBWS3brkFx974RogkgccZqB+gpZl10Z69mRA5kDFnhcSdV1yEyQP7QEqlgf2RUq1HnTnFcLSMB1+tu2a/M020WyAjIyg2tpRnJrmpBjwcwcjr34P01DRkkmDoipdhbv0oHnjJBVgcHwFvNPJgUgFk+cxVHJO/8t/69h8A2nflWd2GpXHte/8MbS3eaz4zAtx2bJr7clK3eDNvb6Uxw/GnFjGS7ITPInD/9MAklqbA/D6cuPuc/DW1w/T9/dfh9qO3rO2cACA42paVlD3nL//pgzg1o69pUk0L0VFbkGAFIMvd0/oykx6/Gnj4H3LXHqSTlvQJAIhuCOYRjPh6rHkEbJ0C93i708NAnW4XqnlJCXz5TUiPH0bp/O0AgODsy9VX2v4nWswXXIKZSnFRDFoaBmQeTApowX7VY5dX1HumUsJzbJxOm+Ci9lPqvULtW5G2MVy724pwm25Tam1Zw643fW7GISSvZfcHIHPj1L+tmCIwgujm2jbNzWUm9aa5Xbx5HFIzrW6c2os3b38BPjPbn5nkrpNE99PoAdrzEoKZkQTHnEzLIF3AeGkcFb12LI8N49YrL0aJeujSLq7efzWu2nsVTtSO274LN7vA8claaQvDCTBzFpCUlbBxN1qjDp2xDQu2EiESV54QKJn32+6fgu2y+ZajZVR25e1lleam/Yu1CHA7YJJJeRNc2NeceLCaSasxk5pJ09r2rnlA/VJPkSo/7rWXptpTqPHD4LEWdJcCjHEbVPJJCQICXsXXzCSnmluOmeRDIIWkFMIPcn2RXEIKjuZQxr6zzCRKMwFuw05k0qYNEo8AEmBxn/2ZZ++LaM2k2a7EOr4FALA8ovzGmaYT3De+nwwghcQNH38ahy799ez7KATXdmFnqAR/Qe2D/rYXQwZvsPPLrchZmo9wwcwQ9h10tMAYA/E9VM+5Eiejc9CY9zCc+PAkwfJU7zwTRu5DPwLKqd2rBCGAYSY5Gs63f3EfwuGzEZc3wKsf08+T42G5Dh/dfcQGgJPml3Dos+/qfX7Psj1PwSTVcgLcmm7NjPPsLJqjRkzbHkvA9MOf/t5etI/2ik6apUsWqk7ZClbO4l+NqpkAoTku5ir6AYDOaNX3hFukt9NYA5iUcnuPnka4i7pJyUQT2q8AbzZPX1DLVISo+JBJ74aez6kUKIUCG7oJWsNliFYveJW9EwOaOBGYHgNbG/5xA8IfB/GGFZhhhI1bbSXAHfQOU0IIfL0ZMR5CQlrnQAiBpdoSfB3VyQEcgjtlI4GxIePISEBHSogVIXEqiQQR1ovCwiU5XrtNpStSsyAT6EpOWmuFCxBfgld88E6c1aLrdu1YBdQCTLwSSGUdZJJnJhHPQ7Ng2DBGEUccZaNT5LynxBkDcamsGNVpguVpJ2orJBIWW4aO+YxpMEn96VzTC1CqjKKuN/WkFiswSQJCSkgmFTOpqA3EszQ33wGufC5A4FmjKfDzYJKUAtLnEF1ayEn24PMOuCfshE6aHchSAUyaK2FdGuQEuJfHR1DyKvCJb8eA2dwUM8mNag8Ak+JqpplkQoQFAU4PAvFQG1z6FtTJMZM+9RLgq/83uOQYplkaBXtkFoufU2W24yTCz9d+IhddarUAf/3LAQDlyFc034V5eBvOhzd+ro1QhpXAglhuozMzNs1NGPBdqHfT2t/FC5oJXj7i99VM4tqJN4axTXMzEewXRAAhCAPPVpjyfA22CMdYkBHKmvHFHDCJeh6mDuzLR7YNaFcsa+oR8EoJgQWT1L/MOIRrBJOooAhE9h6nTurUYzM2uESgI1VuVR3TPG2wbwi2gevIrz/ZwphPcLHs4OKn8sebewukGi/cEeBejpaBjmZMrlCW+WRbGRwWAOFCvevCuh+UKzj7/BdCcMNM8gHGwPWUDrvqGoaZNJwsg3vljJkUhXacM9+zKQgNocZBSa8DPQ7coKYdg44B3SW3jqUpzbzY7DXazX3W4hrC3fkS9FxICNd5ZYuYO3ZQfecYipaVk+YBD6uZ5EYOpcSJn/vP2TnT3jUAUO+S12p2P662InAnZbAYbHrmgWl896M7+57n1isvxp7tZ/e9DgDsv+4RHP9BJshMZ2Zw8qx1OHjuZkgAwVkqVTg5cQKi1YIIQ/iamdShAiiV0L7rLpxwU7x09xhjEJ6HE089gRApWt1afxtCpyE3Z7NUdAkCHgzD9wlayzFSvQeeeHoJd82/HGT9hp7T8CXFTBryR7G+tBmps7ZLOgZ/44WYenwnksDH0MtehvawMvwbIxVl36wAJgHoEe42TaRpphtnOyMRddpYOHHUVmM1bCVeYGDZa8bZeCiyoCb3LoOlAsOdxxGw2DKT1mqTMZoC83sQt/MglBm/l/3ihzD663++pnMBChjrjKm0Un8kC05ICTRaas6V9OMvauSwknLM037OmjnGYf3200zitUXgzR8DhrJxMPFLv4z6d78L3Pu3wO5rUd14GU6d9wakfYq40K5iJo1ZMMmDGBsGCIFot3vApF0LKupu7bvOAsTJnWC1JsrblRi6f5YqkmFtXV3NTQpp7UQZxwjP2Q4UilyUi4wX/XUypEDTVH/twYMslXC4tQUbJiZygFxX2xgu2CzCgmZS6mgmucwkytFJQohEbSzWRzF2qrZ9WhFDyYBJ3APv0izNzb0HZ90Lj3v43Uc/gT+483p84fv34ONfZpiI1X60X2T79HwzxpJOy2fVqu2Ep9dSG0zW5ocgBKeSOXzqF3zc82o1l8sxw3AqbAGdE2er8VFJK+jQDtZpUIhqIF9EDEkzwcY+0iJKgFuiOUKQjKvzLDXXVthhkJ1w5eJxvPc6gcueLGMokTj783eA1Xu1At3xvxguIphRGqgbG9qfDAJ0eaYDl7u2lHjy1glrYz4y8wj+5tG/sd+bYKIbjOeeb6u58VU0kxpJA570wHU+pWUmOWlu5iX5ce+5GnEDLBfcEeBc4Mcm/rv6DQnAwUCGAoiIQVAKkR7QRzqaScSDBIVkFEGlnEtzI1JCSJYvGm38a8aQFQcSIBUNLJkxoG02GvfuAYTnGT6EEGzfsA6BIABKMLG/mbZTFMYAVyAQIUVtPgako+UUxxB6XWGeh6HlBcDzUH7BSwBvPVhVB2Xd6pd6ju+64wf2o5YUOBK3EY+qYgBpBPgaKWrMz2KqPVVgMmmpB3NtwdBeXtSfEVhijTMemFmIhkfRWlYBJBbHuIpdgPKhCuarpyFPcBrteQ4mucwkHWXUf7NutqCM6nXbRA08AtCEI01TYGcTza9kKSrZydU/Mi4IEJpF36DWguMnrv8JfOiRD9lDJFfVwQwQw2o6ZSDNmElTc3nKbLFJoVK8TBUGTxvcbrltKSWWvrgXrPVS9V2r1Te6a9pVe6/CQ9MP5a+jJ683HNhoTa4VjOJA+FgXpYjLJbTrGQhnnJBiGc+9J51qZj1gkgay4joIqcAjAdIktY6RaLcGC3AjA5NS0QYk4OnNKWUplmtLNqpDiGcNujiOcqUxh5xKcUSzW4yiLXGOkz6DXyx7LxnIjHJAuaHMSuDk3pq9N49zpCUgHSpBhjz7vN2webrqZwLwSiCVcYgo7stMcjMuGaeIuhwl2gGQF+Bmzh87LjkPcxvHIJMEgQPKSS4hu1EuLY1zDjACKTRI6OgYiXXbQIiHOpfgUoI2EwUmQEVoTJpbUVtGCom0psEFZyMJpAePeNbw8/0KUp0n7pMAQgpwkmowyYmmwUPAWqCEQGo1ZtbuAJaZpM43sveH8NO7iI0eBZwjKQUYJroinX63llXre6AdxwGVHK3l/sykYpobkNfVUGCSMhoNmGQFsw2ld/EAuOQYoqP6N/n241Mvxx8s/Ap+uvEabNIlpqebEpyrDfCKpdeg+rX9YNPzIMQD8cu2P2kQIO2jmUZnZwHaRcsjYKbKk94wD+9SgPd5JdKXmZQ0G3jwkvNQC3X6pqQAEzbiJsaUoRgGKq1u38Ie1BMNDnh5rbF3f+QE0unpHDNpatM4vvs370XsOGgm8FcEkxIC0EqAwKxXRq+mqh3ANZZqNZpJBnibrS8rcURtGLeWIpR0xURflvDCmVGcU83mBNEdfO3Ff4qlq/bqrhhKq0AlVpEk03inA7AUJSjnQ1Buv6/GVQtmo7jOOO1kS4FJBoQSEQH1PZeyqfpbGsLY+k2AjCGlgCABOKWQkXrvkdYL6DYS+IGHSlKH8MtgNMXRnQtI0wRDWsif+Z5lJjWaE/DPugS+TvGZak/lneXmNFCfBAAsf/0xVL/9OKozHcVMGtqAMDHMOJ5VmNRz5J13vL3nfs3zabWXwZfzaSxMyBwzicU7cPvXP6WedQ5MMo5u9lxNNbeNbYmtN+6w9yCazYyVgsFgknKkpNVUaoaJreQG9DKTlme6WDzZ7kmdNakWM5uyVKRO2sGeJcWmbi6F2LPxzTi1PdMDojMzCjD2PXSGRpUGAxymH+fwOQP1fHQSbiu65C+cp8dPHdiHJVrHxPJRnHzb2zD7l3+ZO5wQBYC2tA6VSFNwX5138zY1J+pz6t1WZzpoiXVIxzf3PrflZQxxgZ897/fw5vN+O5emILUY2kO7HsWJLRvgX34pPG1DCULAWy2bWpb6HuYW1i4GHz7+uAW5s+tJLGntSu6AswDAqjXcffmFOBrlASNXgFsWKp0Zlp/fnQNPD4AajcUV2GefevJTaKZanywKwU4dhvDywLULmm0enMXX0yRn6Iydh6FoGb6fd7Bj7ZQaMCnl+TU/LWvdpz6OpmldZ+5ZZpLjNPPYAz/nSiwl2V5Ep6cx/4EPovXtLwCHb8WeK9+BYy/6JaRhLwCQtjtgHsFooFN7PAJZCuCNjoJ32uAOmMQEw1MLT+H3/4Xjw1enat+vHgftBoAEyudvB28l8EYUaCs0mJQxk0RWxUpIdEbW9fTHK1QeteytoREwcGsqE+JjaIwg5GWc2llB+8kns2dmxmCOmURzf8uUWeZ0kZl0zvfu6GF/C5uyr/rfjikCvSeWL3sH5j78WE+am7/5UtBl9RnlAs2HKpDJUYS0BVIKcMESUOmYtS8bAz/y0Xvwqr9VDD+bVg7Yvcu8Rwt0EeBEPI3aOoLdlxCEw1vwM4++Gj/29adQ1vPd2LWeUGufCSAQ7WSLiKF57UG8bjzI3S+QaSZFFSAeU7ZUOxw833LNjNUCa2hTrGycsU4Fl85IbHhsCg9dsxsPXpeXJnGZSYvhIjz9bjfWs9S/G0/cpA4o+GVhK8Xj/zyBH3xWMXxvOHpD7nsLJjnBeO77jgB3n7TQmKG7e1EVQYob8OBBEBV0zcCkUi6DAwD8PpXJE54UxplAWgUuqb4GAFDyKqCSwRvyNXGCQSbqXqRKEwGggFUhKcAYvLKfYyZBKL/H1Z6z+p+UZnIDkg8Ek1gfGRUis3XepLn96U+9FD6nIKQC4alOzjtgknQYqMIAryYbhABxqwuunyL3PKyvL6F24WvRHdqm+6slW9w9Qe8ljacOWcbSlC+wu7WMTkUBn2lE4Gs0bWH6BH7++z+Phw7cZzMUBAyYpMEzQXOaSdZX5sZWywLbcmgYfmcOrbHtmGsuWlt2cvpQzzM7E+15Dia5i4ZG5eMUj9/6PRx688/Yb8Ykgevj+lBpbvsPP4lBzQ7qpCDCZ8sZqu/n77kNP3xU4M7JO7PfmqiHMYQ0ki+psGBS2FjZEDKDU8Ysp00inA3UopFSOSfK2BocSfrc7s/h7fcUDHbdR28ogOizQPWqvQeg2vhvOewqY7wXwaTg6Sw876LsrBrhxVppPkjqCEgZASkhDR0Nj1YbMuUgTkUPV4A70FEbLjq5NLc4TVFv1GyaGy2P243jZPVkLmd42Il2ECuYqQE85zjieQgKpTslGMSE2mCYw+rqLKfIwCSKx8YqmFoXQMRZhMDrtC2tWp1LKjCJeODNqKCZ5IP5MidQyDhD3GUIaBtSdHMOneeu2J6PuBSARwm2OY6M5AIjrTTHTKKUokx9CKYiLMQBk45cqipvtLhEKgHWSjUzBaoimtVMKiwpTEC2s3x800rCbDbaaAoqSLT2lUd8CAh0uAKTcmK2xEOFN7BcGrYprWm3m4mtkwAIhjHyur/AG/232fE7ojedDaKi+6LBFEMu8j3QXGUkhvpkrwZDNapaAM5GWYL1uWM8SLQran4beio3Bks7i5pwwTHMNBDFJnPnGGsrY/7F7Utx6UalHTLdhkr/0y0+XEekRdy7IyM56Zz2UOZAmpFhmEn/85yt4AZMEoY1pvtOCOJG7xoyM3cSneEKarE2coQC+TjXIFL0u6ofWiX71gPfh9Q6X0mlEGknPmgBTGK+BykFutXsmUv9ckTBaUt8gjAIECQcf79pA2qaMciMcUvXBiZRTuGLbKOuCQrywosg9VhKI4aAqjXEQwmv27MZb37cSUGRAhVP3RvTpdGz9VJiKPXQiLRg9XAZab0OxE2UodYZGkpc8O0347zGpYhYhNA4Dpo9xgTDW299ay4AYMAkY3AvRxcgroyBePny30F5CKWynr8yhfR8dOMWSKL1Z0LDkE0wuqEMySNwv4yZhQR3fHkvuOBYp6N+h7adhZFI7TGkBYz8+Luw8WIVoezQDhpJA/W5GRWVu/UvgBt+GwAQPb2E+pNL+M6Hn8DUcQq56UVImRFlF5aZxL0SWuPno0KlXcfqcR3veuBdVgeFzPfORcYFhKNbI2WKWO9DvNFAuzKE2694EWoaHJKFUuW+5+PH9ktc+K2HwbRAPSsAVgPBpMVFMI8g1vsHE80cmDT/0Y+hefPN9u+404Jgi6gvFPaQPkDDO+59B95661uR8hQ7bjgG6QUQrlOZJIjKasbuuvK3LMBixbEZQ8ApUq+ETsJsRZf8hY0RqtaT6tQpxD7BebtnED25C82b/zl/vAaTOtpukWmK5fExxI0vYLPW0T35rVsw96EP2aBRNLyp57K8FeNVjCPQ95M4QInkmlksgWi4AnH+NnguC1QI8EYdSeDj7pddhC9+6Rv2t55jpxyabyGmHJ+66wgi7Si177ob3sgISuef71xPYHFCMeYiahgEek9ZmENa8vE0KwiLG2aSXwbr5NcZ8yw5D9Dhj6MbaD1DbXtwxnpYSlfvvxoLHbUnsNpJJDXg+JZx0PB+55rPXjOpM3YexjvTIAXmPIW2vfQtFMEkwwoQK8hBvP/mfdn5+qS58cRDNfXR4XlwjFTKmNkxiu6xzH6k3d55xrsdUM9HuewDUqpiAIEPb3wcot2xrEAJ4ED1AEIW4sf3E2ytl/GNv/hj7H/gHtBQM5XPPRfxcQ0wi+aKzCRIIPR6gzFesbCDAUH8CigSuzN7xMOlYwvwhcDS+EiOJRzq4PTKaW4sZ3ty7TOIlGP7bY9m7G8zNwyT1vpAGTPJXqOQ5la54lcRHVDHvPi9t6HTEuD0OObWERz8if8EAPCnSthSrwDoD84wB0wiGlhutfMp2oIQHA8VE4J5HDtf+W4cuPz/xabpFkr6GRhQzhMEHdqxjB+TICAiBq6LeXhAbi1spS1IlNGtBIiHdQqkmxK3QnDdaiYVxOeNRhchHjZpk/DAYWDffRkLVwoJzCQ4d2kImxoV1JrzIIwiGjoLy2f9GCQIUjCc6Jzs2w8TdOrU1dzePJwH3k3KW/cZxfbh9CQo4ZkAd8ItW9y05q0TqF93GOnJlmUmGXvRjMB+AtxBnzmesiSvrSQFktksKF/yyqgucUxPtMBDCtmhNpgvpLCaSUQzkwijQDlf/AhCgkueT7E1otyUOnIDKp0OQD7NDcjt/wAQVIZzZAEQlea2YWgYnkgBUlHBMSkw33aK6Tjz3egeBkjxuq2/jGD4LLRbbWsnMo9gc7uGQy/4OdSHLlRd1HtenpnEEZU5QDkOPHS/Ore+17bxTaNMQqA6N43hLsWLvlnB4ud2I2Hc+ifCI7hscgx7/+UWdBp1EEIgHUa6IZmEIxnDWXgEp9JXYdcP/znm2l2UNSVrdnYC/xrt+Q0mOfo8Js1NQGLvEw84mijA5uAEZNnRayEASzn23H//CifXg9oxdnb9yH/KqiHoxb/1jj/HX94gsB6ZPoDNGzaHGtoZFTbNjbZ6NVHcJh20WETUDhY3XebbH8yLn/JmK5+zvkKerggplq7aC1ZVmzgZDiBTjj3bz0Zt1EnbKYJJpITuZRcDAFrNFiY2rwcnmcaAiEwERB1ecoSCXWZS9ZsH8dLRUYwE60CSKsqowEeAxDH4easJETF4w44xYoXVAN8rQwgGiQhSZgLcCaPotJo2za2+6aX2ubDWQm6RHPJdlNE44EZ0rgAmFUWRJYOYUAJmBtgj8FTnjNEoBdKA4NR6KHE3s3F2u4pRoJuQwlaT480kX82NeKC+2mxNS7jakGrBKTSWvgLmRAldgIgQT2kNzHvY2nKi+JxivIscMynlKV5xqAKe6HQSRxR7ZOhsCCkQeUSxgkIGcAEJCQ4CQYWq5lZgSLBGklWAcJabMkzFLMNMGkbK3QplAo00hqTCSFipz+FhSNRxdHgMQp9YxJEFFonngWgx7vXBC+zzHtabzibuMEvgAC2eh4WaMdIASIbGiTngE5cotoVu1TgDk8zmQobyhoBHBBrlpewiALxWDcuzx8Ea09jX2Iq5aBxMMgzpNDcRZpVHom4CrqN253bPx5aRLdg0tAnLYamn6k79lAL+ZFDJlQrtOGAS0+Xl6Mws0rSFg5UyfOlDEgZAb5wO7Y00e52XWkMZjkKPQS5VFQopjPD5OghIhDpC4kUJiGY9RZU8c0vq+WdEboGMwdWtOdHOAcwk5nmIgwDlVOAb69fh41ILcNdOTzOJSgqfZ9eWhKB21rhlJgFAiWmwE73OBaTEaAFINE6BlAIV6qPemEcS+NhxyXbc862rITt1lPS8CrXu1SVLrwYAVA1orvUSFsNF7FnagwPVrMJWEUy6n/0pBBhkgc0QlCo5MEkQH+2ogSDRYrGRNj6aCUY3VODxFNwrK7k1DQKe1VH/VsdHsKG1FeOl8YzR4FSIOtU+ha++8/dww0feB0Q1YPGAYnAE4xBQ99qsUrRHLtQ6ZyUAwjKT9q9/I5784b/ESDqOlmZp7Lntm3jlR2/F04fuBwBUFhvghODel5yPufXKaaApzWsaSYaASdA4Bm82ceT8l0F4Ek8c1zo/kROxJKqAw+aWZuhoEMrobtlT0v4pE2xxEXu3n4395ykdBo5mLs0tOXwUs3/5V/bvY49/EWn7m6jPFytC9TpquxfV+nvy4DIm9iwDUuQcKACgOhCReomtMGbAWRnHIBJgwRA6Me0LJtkUUkcOoD08hMAU79mQT1EzgYWO1mVcXmQ4unUjIEP43jKCkof5R/aj8Z3rrL5JVMnOEQ5vwZOveBfoyHk5o9OkKTBKAWmcHB/J6AiYJ/Ht1+fXWra8jFjPk5FaZhSXnCn/pQcn8PDRZXz2nqN4YrIGKQTa996L0de/Dv5G5764xPSJPCvdOAXRQq/0AQArwF2+9OfQPvUjue+ME+tpAe1oOIuy0zjGF3//N3BoRyHVzmmsegpRvYSZDUMQdDK7ZlE8fY2NMoFweAvGOtMgBbCIlkaxtLmCRLOn0kIKv9UgpRyzRw7h0Dm9wODGIwfwU08o54VyqgDgu/6X+n0pAEs8zHWBmOaZcVt/5bXgQ0B151LWH8fue+T4Mn7p849Ahl1Q4qM8MoIyE0gCH9QT8MfGIDptG42XhGDnvEohvfclF+DhS7dj+dQkbr/1CdzWuQiCAP7GjUiONSB5DMmWrH1tmUlCZrYLAaI+aeKkyHjVcyjwSmCS2jnlwcMLwzmMJhTRaD7lPNTv0q2qJkK1l5qJISjP2ahSCghOIVOO2pYNvQE7k55HApQk0IoomutkLnXWsC20OjJIUIGIFHj/SvjYyH0AHCCAr917MrcBP/voOZCy/37Kq7UMeNG2M0ny/kJ1bBjLXbWmMk9YjbWhBrOp0jbAKjNm0vUfZVg/382ej3OnLnOvGTVw8JxzkZBNiIYVm2wdl/asgzS6gMxOcIG8F6UetgYKcCYewUZnuV7nZYy2zo4ZjF3bwlv3vQo//8g5aGs20p4rfhdT238S3dFtmAynQI0RUwCTjMyK8YmKGpndRK2zM//7Y6owTud7aImnLDMpnp7DkVe+Kl8NU/eN1RNbzU1YYEx3ww/yYAuAUpp/ZwCQJmkPMymZ9WBYaoFXAeUcrWYC0Urx/1H3pnGWJWd55z/iLHfLPSurKmvv6uputbqlllotJECgDSMWgUA2MGDgZ4ExYBgweGZkYIyXwQPMD4Nss3n0m0FYFmJAwkgIqSWh1q5W73v1Ut21Z2blcvPm3c8WEfMh4iq3mpUAACAASURBVGxZLXlgPul8qe6b954lzjkR7/u8z/O87SfhjqXXu0tNi1a3AokmQWYZJkjrzCQDihJMMlmMcp2oTZoWyhBjvrLMLUvqz+bysdN1EgACEDS8BlJbZlImPQLZY3u8xqgRsDHfwVR8s3IWX0f6rLZPszD/EiaDcbkGeZLFRDOMvkSiXaHK5X9xpSAt0oTthZjefMZjn/woxlhVB8A4Vyp89Bne8pADFre3+cmPlfPC+voI7WQQSgpee3aZRz/wQTCGmU4eU+dgkkaEIVGzLCqadEpXHSRNnqEfSULHTNrZrFsTbL3rXf+fu8p+te1rG0yapPYhE9XEX5P0u0XCAnDnVUMmyoREAkmcEZ299FV27sCkpJyMJllaeq3sA1n+069tFZ4ORUez3I9IOnBGlcwkPYq/qinbxjMVqv0kK2QyVQPuaa9e5dTDATqO8UTAD9zwTob3lNeXqpQfufsEr3vMLjDTJ7vE5/uM77dVMdny0bFibWmW+0+vFr+rVlAEAu2HiFfeAcDlZMrTRw/wwsFFMicxySd+E9tqy8QrrzGpVpHdJBqIkCTpEzpmUjrdx0yKFaICJhXrvRB4MrRdpcwUbUxxb5IsYTIaFOCSFGXFzGhTm0wrGCMiN4E2zqeqkkBK6eHp/QtTisDnVR2PIHGTpxEsrKgCTes3AxIZcGGmNMwFEGmKzVNtkmCEAJcwqEFcl0kISerXGUfxyCZdg9AuQsm0YoZY+d7bTvwst9z+M6RbdTPUKI2ZH4samJSmCfOjihSuQm9u+bNEaoTwBcoXECtUplDYnN98BWZSDlbCPmYSuSeAqxx6zYKZBJbeKVxm49eANY8ZvcO5QBadFlWSlv5YwkO7NrVCZUXWdNNmj1vXdjg2roBne/8JhMBgMFJwYfgy+zs8DIrB0FgfmycsBdmYsj0nuGo5Atmpt7gVxtD1r9Xou8F4xKf/xTv4vT+9m09s3MxfXr0NpRUH5aobm/IZf/CT52lqG5wtZvP40ufMwhnG0/Z17aiH1+z7K2SAqgRZVWZS4nuEN9xAur7OtWkXjMCYGPxyvP0KEBW8CE186CouOVsor5aS+yEJj1esfAstbYE1OdgrtOBJY6b27OZVoCozKfctqjI2jRYYrYsuT/mWeYKpH9B0+U+cd/dyQECWpKw9+zSf+5P3XHcd1S1VKZ4BJQSNNMNXiq3pVgHMCCDQFcZbfl45axXoBC45dY/2+nA9/xYA3a01C+YBG5cvoKsm726YU8/OeZfjBg90j2JcC+qtiU1oq358lwaX+Na9b+D29VNopZiaNqCJgvo984ImvvMRMyZGy4DhZI+mY8KpqYJ4xLif0JlvIHWM8kLSVBeMsnCfKe5Ke4Xz441ibHL55cVty+649sI5C4SlE6KHHkLI0puMaJc9Ydce4S0DGrIMk2V0/UMYPaSdtFkfrtF9z3s4+Ct/wB0XDfFzlvm5vKeJA48oDHjk1GFSv4VKUlQ1CHLz9qC7jdrrIx0DbOy6W1YZbrkx54Ghe54dmJRub9fWP/UVmEnjtatszZWdvubHMNmrBJJVcK93kdixT5588nJtP/uBgvF99/OyncO8Y/N7uO8DF5iZ91nafbqWQGnAFL5euwXAkb9PejJh/cg3snrgzYynKUII9uZvrJgx2xGAehwzrjAI9XUMZ8cYG9tx+tgXmoxmrKtuEMDiaodRx/5/kSB58/jHXwsI+nM3MJi7gcHq19X2Grnuc+99588xcXJYT3hMfUmsYjKvLuFJd3aK4oSoVLSDffnuhR2732miiJ58ErWzw+yb3oysmIIbpdm8YO0GAicrN8qghsMauFHdCgPu9iI6my0SOIBk/RoIg2fyLoGlj9Dm+eeZDgfsvlB2z9lfGIi7V+gO50gCaefn/Dz/jt3cBpMAhGRmvEa0L6lOgxkeWz3MmgPXqsykT73nLAVAkRke+PAHOX9okUngw8Zjxfe+8do5ju7YZybRCc/2nuXawHaJ85dmULFkfX2A+WvXlQt4enWZDzx9iY/fdIaHRFlkiEfle/a/fOBxHrzUsx5SQGNunkaWkQQ+sVDI2VnUYFhITLUQPLD5ADfO34iqFOg6C4bL6QoXD8zDzAzdB88zia7WPelyZlIFgMBAJK5PsIWuz4cYK58P8FEqKRI/ITxE19COU+K50jcRU5EGVplJExsrFy3qU1WLUQ0GpRP0NKE/26wwqMp1yP6HYlEJ9gZDBnMevYNHK8eozJPSBy/ERJbF9C46vGW2WeYmUVwrTNkukQnd9z1NtS9gjZnkbAY8Fwcf80/y5tUf5tzqCievzXNs5hhphVrvZSHeuYdr1yGNZbpmOmNrtk3TMdprXbsxaBlgjKH7nvewcG5A5nuWndRcYsETvNWXhGe+1f72q7w7OZB/sbdevIvfO2lwtHELqd9CCsnSsAS83jgX0P3jpwBIHVMqLybpvHtl4EA1nfHs3nkrqeJ6ZtL+BlDdab2IEUc2DrosZ8kBHM20YBSnTk5YlX7LjiNUDBL6cR/PWJlb5clGSf+6bm7XGcsDaRrDPjAp3fDBWNacJzxSnXHgxhKcP9C064vK4oI51PJnMCZBqowsSOvMJKMtMyl/jrO4zLsrMjdhrEQOKPxzC2bSPjXNgRNnau+OXecloRcidQqyQepJWrMPsDM5zxdvOsYjpw5bT0m3ZY5hLF2A1m4fYjIYFcx/LSXTmSOo5BkE+RyvMUnC+u/+bnkyCpQ0nD3eZ+fyRdafe4bMva2ZM6/MaLLkYpCo12eREgD+6K8/ROQKsUrU86pWaNexPB8wqUK0mkwrYJJKBlwaDcgmH2cY+zQcmDTYqRdKun/4n4nOnuX/7/Y1CSblAZCeZBZM8gRSeDS9jmVLDPbQwkOll9DZNmk4h0zLIN4TsHPpPM3x9S+RMYZ7P/B+nm8s8cRt/5g0roAhVR8SpWuJJUD0uPXNMI6ZlPs9iNAGnSLTFKwXY5g6M76PvOs3+avf/vXavj79R+XN1ZMUrTI6/gI3e3cW1y8r9NP2m/412d6A0WhYdMYaVmiZk2yCpwVn1lpcObvL/VcrdFQBsuEVPj262t2gEmxK4TE8scoh1xkjT+IS3ysMK4tFy9hFIBIp6eSzGKPoV/wHhJscAtksfFs84ZFWTJBVz3VEq4BJVWjLMpMSjIprCH2SpiTjYaWbW1mFSDJVsNggh3LcljOTcjCpMilJz3+Rl0URHH8NxwLJS9SqO5bgwPkvFGd6bX6OqX+cXqf+rGkhUUIjCz8ZUzKTRlmNmSSEJNvHTJr27bPnu/sTj0swqdahDWi3V9FRvTqdZgnzU68uc1Mpk1YliKhUpKTwUEbhBQLT8PFSxSQeYYyNi0zqPJOuA5Ocht6YFweT3Pd90SDRVWaSwTgDZ7/m2yWYYZsrIqXpwDejskI2ob2A+x1zzlYSLRV0Lkpo+LeSzZUyhzzRlY5PnSfREg9MRixnGaRvYvfLdoIepkNSXS6IWghEaxHh1yuvQl2jH23i6Uo776CD3tqhf/FJ+50M5jZiDo/yBKp8EpM0YUbbxWKWAF/43LhwIzqarcncANL8HfHCGpg0bpTndPboAS4dO0S6tkaajvmmx5aJ934PbSrPjLbBjDKGRqLYL8cYuaBMF2DSfsBVcOvMXSzhjE7XnytBTe8wnsmvT9pE2Jiar41yweu43yOTgnEYYExeWZQ0X/VjLIR2oc08ydjzaRZTjVugHTNJZxl/+qv/Mw986AMFYL/+3DN01+rGg5nJ8JQFsgKlWR5OWZ8mhcwNwHdgUpWZlNPwjYGO77w1fFvlvbp3xZ2T/c7ezrXybdSayV4FjHRaeRHYc3z82UU+t3Wa/pYFHq5N7L+JTjBZxtV/9gt4Z8/zCxs/zPc9+wbGT+6gHWidhPV3XvohQZAzTBOU12Q87ReG797GGjsf+GUrc5tv4Cl73WlqCmZSkCluv5KbPSpWmkuF1FYYyam5UwgEVzcqXSIdkyd63BphFz6FaHru2NKBSQabuEzjh4j772Zm0uIzP/dLnP/t36Z33AapIzfPHewbVFDel978GVScoCuVSePWw62tK6h+v5D2TN3ar6d1MAm4jpk0ubbOzmwJOCTxi7e4f+HZs6UBP9COBKo7QYQyvwEAXNjYgxc+TR7OP/hI3XdDVT2DjOHKT/4k/27zl/j+3W9ldC3m1a9uINWwZlKa+l6xP6N61zGT9GRCHC7gyRAGFrB7+JW/yAN3/VJ5LHd+uclq3BZEQUWOOp3Wil35WjB+kUq/Jw3LRzqMnalo3klXhKu0XvVjiAM3kThT3WT5ltpv73vfecZ7PXbXrhTFHCEkkVZM4wm+u/B8rAcbl4pEt1lZL4JKrmYwnN+x9y3OFOlVGwc1brkZ2SkBwCxKGDkGksyzvkyTbmxc3w0z3/d0ypVD82w5ECbbdV0R77uf3l9+GGEyVC730CWYtP64LTSOnirjurxjU35r0946G+miO1BiK9nCJsQvVjmePPQQ597wxq/YxTdO7Z4bMkVmdXAw9j0S6RfdUatg0jNfrhjYpimXnrBeKLszLTj7IfZv3/z89zHppmyMNoq1OljooBKJ9+GPINyuE8/nwsEFYiNoqIxpJVZIKjK3ZuAhTemlEs4t08gUm/Mdts5t4s3OooclmGSE4JHNR7jr8F2187rvxmtooRiHttDSEh366RamMhZCStsAQJtKYU2QiJxBmW8++711MAJhoKV9lM4wDkySQhJth4SezyBrEH2rlY0JJVlZfA3Dz1+9TuaGNgWbwyi9j5lk0DpBRympN7xO5laaaSoWtWTg2pZXWbN5gwh7gh7CCzGpYHO30vXSveNqOGQwUxbIDm98PfELe0yf2OEtbPESYQHxF/NMClMPYwyvm/8uDjSP0vQ6tKOA25deQlqZL7UMEPd/3I22Oy0tGCUjUp0S3fn9hIun3ZcrOYgDk5KLF9n6jd/klqfyzssB42COdj79Lp6y1/TfYSb5R+/i5IGf5IkHbYODiAxjMnaXXlpjJuW2rfF5u07k3bjz2KOdY4QunjfC49GdcziCOV+4/NmasXK2z6eoG3X5jvAVfOwRy3CaTuzYXvIXinwEKJhJOVM1bzhwoX+B80/bOWa83qUX96xfkTPgzjcl/Vr+AxC8CCnFetnZi37J/GtZCg+hIwFkBI6lmpqMzsr1HSvjJCqYQ9906O9zsnMTUitSL653cxPG+q0W7K24OFWTZkyaNn4xWiHyjm/7mElqX8Fr/uix665PSEHohXgqBUJSz8M3GcP0YgE+p55PomO0UaSuKYlw8USnsUI0nNQA1q2FFSDDl7kcWHHt1/4dk0oDCKkFLRQXjoyRzZDHP/nRsjzvfGnToFOsbUYbWp3Txe99A4mLecw+puTGXh73uJxdaWg2iJolg3TQ32bgbAKiLKDt1oPJzh6NfcRLNXzxOOdvs31NgknFpgyZr8jIODJ7B2878bMsyeN4kxFGeqSjD5IM30sczjGTlguuRHDp8S/iefUk0BjDPX/0h3zpz9/HMzNH2F55JZcm1iPDaE1SqXoYbfhXX/pXtd/LGSdZcf4saaospdSBSVKbAv2HckJ69t7P89x9X6ztq9pGXY8zsjTlGw++jRvC28m27QIgK5OMN3cE1U/YG+yVLIfKe5YHLgDXLg+4+/MPVU5c2G5uFTZMoYHXVfhGotoznDh+yu6+knBmhcytvD49SZlMX0DFD6HTc3SHldbMzvg69JooUybUWUVzrQbuOitgks7ZXgg8GaCV9SfSlfNMswQ9LmVuEpj2bbCSpkmtm1tQTZrzhN4FgVU2gvR8fFFlyDTsJJ8vorrc5/yz99OQAXcuf0uRbCetvLOcQ+GlxKDwZM6eqt7vFLN9sXIsJ3OrnOpU2uA8cAFVMlgvv74PTDp/9WPIpbrhe5omzE68GpMoy9J9C0tWAS6tp430QbR8fG2ZUpr/DjPJBdtpOq2Pe8Ea8/CFNQXMDbgBO6k7kLEOJkk8sY0G2p7rxoQunnkhPQKXlBhtkFoUvhsXTn0n08Uz1T3Zf/OBdUm0wC/e04H6RSY7p4Bq9agEk+RsvY0zgEmf5MgLCYEpgdH+3HFmIoN2HhxJJrntHkPzGfveV6spKk2YUXaR7kgrxzmzcIZWvFB0TyvGKXLJcLhAf/Z4+Xll8dme6/DYYJter0t/d8CN685bwJTBoE+CMoqhgVlR8dT53OdQ/T6T3LPNjW3ha0AOttjjhc6/zUtsdQ6grQ6jArfIiZC9VsizjzxY+JgZYNy2jKbu7iaPnDzEZ289gdICPZ0iF04QHH8tB5sWqMo8yUiUzKQCTNrp8vTqMs8fKoPo1Hnevf9f/k+85xd/ujZ2VQNuqTUrwwmjxJAFL8ZM8mq/A1BeqwjYjTJkOqOTG8m6ubnf3bKeYoBWir1epQDh6OUNxyJzljFsX7XV/c2xDSxTlZLt7jK8+27+wZdKUDi+NEC7+xBVlrLGwv8IePhhyUzK/Babe3uEaYBKzjG7cZG/+fxFslhZmZub7+PYYBwDM1CaE7tDbtzsIYzkYDCHX+mM2gk6HGwfZGvLAmjNzgxfvhDy8fWbSC53942bYXcvAzyEdGMmwMQRmbLXe2g3ZKIUyVvezF/88EkAxkO7rqz0ITtQVkEP3/F22vc8garJ3HIwyfpxZS4DyJQFRqrmyfkUuexe0dxvaG/dnsty4wivXHoz0+mLy9EvrO9jGAmB6Sd4iw7Ac/P6Rz96H3SfL7oyzaf1xD+reDLq4RATRcU8OXc4YHVuyI53lpEq/R3joqjlY3QPc8n+rfQtnBTsv3CkrgMiRr1dYgc253PgleURsRcWCZ8wBl3rsOUkFKYujQML4i0dmSFpLJAEnaJNcebWy8nsAkloOQ1hWJe8TncmhQm258xD82dmuLtTgElZ7tN47XIxty2oHqxboKPKTLrlyx/iJf/PH/Ir9/0xamOj6BrpLSwgOyW3YrC5WSSqBeNcabJr14rj7e+SmE7GnD24VPo1OuZt9NRTaOkhtCJx80f+Hpk0Zf1py2jIKt3gcl+UvEhkRrtsFgBGSjb9NB9/+Y1kkwl6OrXqa0pG0/hL99pzdabo+7fMye2Cpo+/r1tbIh3QJaxnRy5zKw1/XfA4HZO6c+7ONGFwfcfFW7dezeN/MmVttFbIJP35JhjBkc//TXnM0K5paWuVjk5QlcwyGZXn1/AljSwpbAAai4doOBnJZGNI0m6hRqMCTFJCMMkmvPrwq2vndb5lECii0CNzSWcqNCatjIVnmUlo6oU1oRGyBJWXm8e54/DbGX72CvGlQRErCzQNPJTO0CovRkmiHZ+95Rk0kkG/jxYG4004s/IG+n99oWC24AvMNMWokpkkdD2GMhgyozBRSiz8Mr4rmEl5/KJY0oLxlp3DZvxyvtTjDHKpkPTBFcC6m9X5zeUtewMefvk/KT4Nkg7Zjr22/y34r9zdsPLdrNKoQDgQRRpZL4QCs1GDx89nJJXLUl6IPmtzkMIzyUhG6QiVJty2+A282CaFBZPiZ56xnSyjJlJrBII4f0GA3AfpqzGTyBRy1gLgs05qlA3eT7z3H9mbP4OQJTNpX62G/ma9Y1g7ygvxefLvk/qjArT/nfv/Pe9/5v3loSvMJO2ICT/8vz/M8O5l/uzXFZt/bYkJWWuGsq0URTe3/DixAy9+5lM/w+62fTez7pR+3LeeSY6ZdEPD46aGRHklWzh/jvazOgGy2K0ZosEdS6/n7x39UcBgTErg7nVmUrxqbubGvD+elHI04GDrJAhD7E1r3dyQoE1WkblFFTAp5fKKA9Z16ZlUytzcn/Z1tTNhSBjsZyYJQhmWMjdP4puU1KwT5r5ZnocxmiQbkzq5unCx1VzjIPGgXwOTem07Br4by8l9D7D3Z3+G6pRzRjMS3H7B8JrnNOboHFuXLhQpudFD2uMN0mCmtl8vLN9ZX1B0ntu/xVE+UPnYaYyUTJpzkGyTxU9wZfNSoS5JdYvZid3ZweEC3zYfMBeULCY9/Ft0dvgK29c2mATsmQFjM6Xl5AZz8hDNyaQmc8uCGQqCtyeQGK6evY/BfKU6kGk+88fv5tGP/zVIWWhNozgjniaYON7HTCqrOQbodproNJd45UwHQe+A7bSGUUgDxqSWQQWMv4oJd7WBmZ6kPLz+ZJEkF5dCvdqkR4a9vW6N5ZBvw2jAqZnbWQpXubY25FWDp4q/CSksU6gyqXxxzYFbNWaSRJqAw8dOARAH9jqMoOikpEdpEajraVYANEYP2BqVQFHOTGrIFomyvhNCCKKKqbceusW5WZmwCmChZCYBNX+oLEthOql0cxP8l//jOR675wppmtVAIq8KVIg8CCyZUuWfQqqdSYWwtGB/xSa4zUr783i1wysW7+KmuVdxpG3Bi5s6DsRwh7O0xQzpAghZrdpMNeb8vZWDSTLPrzGTIs8GxV7OTBiV1MX9zKQMTcp67bM4i5mJRM3jKM1SwlQgg1to6UNgEpRLHKSQaJRlSM8G+AIaxnfd3OxkNkmv90xSu1MymaBUVhvPQHjFfvPnui5z08Tu+Q72SUrHvp34Zpz+XgtTeiZR7m8aztBIZdl9zQvxwnKyLxLdwufP+YcRAGmNmWVSXYBJ+YIYB23kjAWTRLNaPfOYHXt0sgozsL1CO4Jwan+7PHtTwcoyQtdkbiQJbWOvIRTg4XPj/I3MxIvXMZOE8yzyhGRcyO2ub2OvjeGZQ4v0rg4rn5X/7cuQTMfEDZ9Zz3Z0y3Z3ufJPfpIrP//zRHnHmKKdumMmGd8d37EFcJX/rkBPbbXvhaVHQeZJpM+VpSaf+dwnSaVk2lzmwqnvpD9ngbDt7jrbs3YfsfFZe6aLt3iD/WWewEnJQPglmOQW1Hi3y+Itb+fQmbeXQ+kqkyvN48wHdW+r0oBb4mnDytgGEUkVTOJ6mVvsZBKZ36Hp2esSSjJNpni6HuBP9npF8quVZvtaJUF3yV672UQKSdax7/LWZ/4Ynv8UmxObJCYqKTpCvXy3lGBlWxPbKQVIK0uDEAE6M/h5dziTkPlNdvoT9PRe0vFf4amE7X7AiSBFtDOke9aTlAJUDV2yFmbKMi5Vg7CQNQp86XN89ji9HRtYK99woR/wZP8w2317bVU24vbmECEXqIKxejRC5GbAbt87C0tcyOy1RwO7ZhzcM0wXSyCi0V7GvzoljitAibuGvY2rqH6/uI8A25cvYipGxht7Edk0Ym7iwFgHOPRdp5Q3rv4QN8/fxWR6fcXuX/7JF9mcjGqmz0p6MDH4S7mHmE/ke8idTdg5VyRb7WxQA2NUJdmpykYAOks+/c1tUjFGmwlPnTjER++4sQCTpL+K0QPS7rplrzg5qJ5MmHoR6eQeOhNVk1gYY9jbulaASDm9/8qBCQjBXsUvUVcbErh1JvUEo7XS6wZAmJSDJ+16NJw9WbCtRC4dCDokwRxhMqAj6/OXJzRbly7Yr3mu06Y7t2F3p5DK5sDCZGujYDEagKiPMabGTPrmj/4pt539Ml+3+TSH/+//WNxbf2EB0SqZSf0N+9y247SwSTCZIV3fKHxu9uWQ9CcDlJTFfJ0XS7KdHYzwgazwdDJmwqizyn/5nfNcu3zJfq8iH8x9UvJuPulE02uX469cd6TJsI+eTvnk7af4/C3HiTLX2OC8ZQTqyRju/mUY1kGlvGgftAKWt3dJxx8vWOAZ9t5qIfCV7d4EkEQZb1sIuGvu5flJ4AUBi+Mpo0YIw3ocYS80IRpont+9WoJJc45lZjSuhwGZK94mch5Pilqj4HGl0DjvSe7UpS9Yc/kwjYoPXt8XqOGgYM7lmNRdh+rMpBvTmIbKiAOPxAGjqVFWTuM2IUvJTK2gI1RlzYLjnVtYnb2N/scusv0Hj7H1u48AAik0IQFKp6jMXoMQHlILvnzEAs7dqztknqHdLIHM6RP2HcpkZm0slKaf5F3M9oNJmsxkmDhDiaAAvXIQ5kTnND9wwztpCsO8FkQ7V8GYIs8AQBuGrkB07uhqsY+9rQqYZJSz+1QoVQUNRWFX8J75A/zb4CjJdOLmK1fc9cqcw0yz4nOEoDXx2NmNSKQopIJKhmTbY7d3u0ltZW7+uLzXKXWkwzKTfKKnn2HUCBAEHMu7Ze9+HDW9253E9Z63+zeTZQxnXBy9btcRX7n7UsjcwCAI9sW18WTfXB05poyLUbT0URKSeLW4tm5U/iargCDDfkQv6hV2Dv6RO/neyQ+ipxm+kJgKaWA/mJRcvEiURVwZXinzg6FmL95DIFBFJguHA+Nkbnl84+KPsIwpirGJFPbOVCVxmkQM8d1aluoMr1Pe95wlPZiMC+aQ2xvaE0zEmFokLywAVVg3ZHFho2DSpFQ5mKzimbRP5rYvN9iOYg5WrFIQOEsUjy/fkoFo0AgX+Ca9iDQJzYrXrUETqXFhwC1drB3KBsk4rnsA+rYQkKtfJg89SuuOO/Buv608tJZ0xvDzH1IcfOwSvc2rhczNmCGzo6uWmVTpyib9cs4JhJ2HxP4CchgW3RpLIM7K7Dbkp4nG7yWbfJJLW5vk9y8zjWJeWVU2Z2l55Xz0/PnriwR/2+1rHkyaejGpqCR9xtCKEjLpcfPcqznavgmAVX8GvdhALjSQxCTTIXdWVA8PfODPefhjH+b0G76dLAsK6t0jqsGf/5v/gI6iGphktOFwMsfVxVkevOEw9505yuaaXTxyzyRMwLmX/ZT9LO7hAR0v4G0nfpZTM7cz7pXACUD3/SVyvR9M2hlExSSQI/9y30SrI5/hqF9Ifux3XTeTSZ/XrHwnf+/oj9Jd36ZR1c1KgQyl899zDINcfrWPmSQJ6cwu26PnL3bYKGRuahATHHIgU6QQrtuR0UN6o4rMrWAmtVC6ZHdMBiXApp1JeZWZlBUVIYEnQkwO6FX8B1SW4cVZBYG32wMfuUCiZC1o8CpsLFEwk2I3LBVmkt/Ar06FookhmIAN9gAAIABJREFUxVuyMOW8LBfu+1+/QqNgcNjzOx6eLEZxpXmcA/On3H7zymi5az01ZKZdMr+kRyZmasyk2E0EOY02mXZJr+WL8z5ARxjSfRX2LE3pRF7tu0plhKlByGYBfOZmqlJ4rkuDJpy319YmcN3czFdhJsUk3gRtdG3c80lYUjKJ9htwp843IqxyY4WkF0Q0ZcC8N0fHnycOvOKZl6LcX4ZCBaeLyVjJAN8vs+6CKZUPfi7vYQEwGFUG5zrKis5S+W3YXboZOXsYk4yQVJiPQjI39jgweqD4LPVC2lmDRuZxeGaR1x/+Pl62+M32j810H5iU0nJsPSEErbTBUe8kvgmuM8M04ZIbT4/YVf+Fd71ZakNkbM13uHS+TGa0Ls85ECGZTtFzIU0pmGxNCor43uVLFXqyYwq4AEc4MCn3XGq7ANwMy+fgkWOfplF09FEkrnPbtYUO977233Lx1HeUTLC9Lrnx+1Otb+Mj772KOmQ92jx3X7UUTLyQRgZCG8JuwHOf/wxdX3KofZr5dukNk1fV37T6Q3zbsR8vPn9o8yHe8fF3FMwkzxhml5eZCxMmYXnuvrsPVWbSZOQSH1O/b/F4wr5cmcNbh1h6lWVEpZngyqOVwM0Ff6ef6rMYzOPiUbaiDrzvH9Q8k3J2iZyzvz87d4Fsa1pIu5J9vGWtNMIx94xJyPwWSaJRcel5cqJzG6/stOmOLhdBfpqKQu7pu7kx905ajiWBLmWNvvQ5MXeiKIo0Nnd50gEIE99WvYQQzHuw01phb2cb4S1gKFkR6doawt3vPJC8sLHF1dQG9SIHA/uw13HvBALfb2KypYLRYAFF9wxdfJbshQdJKt0yLz/xKDqKOHdokUsHDvHQhR5/8YlHir/nrJ5B315L7gkWj6+XSVy4/4sg4GCliYbx24hU4Dtm0qjV4p7bTqE2XoDu8wXgKXSfQbfcZxVMUr16cclvwt7GJooUg+KSA9PyOET4RwHD0Mi6/9jz9zLyh6j4URajcc3k26QpT118rDL32X+vLduq8G6n4ptU6xaUJzFw8eEHqG4qjVg5OQtG0587RRbZ4wV5J6GgSRLO0oy6zOyLWTxj2Lp4HolX6chpr+/8xbWCmZQDC9nOTikLMAI9HZLopAAx8u1/+PZ/xYdufB2LTzxAutNj88TrwA/w2mWw3t/cAmG9barMpPTaBlmQ+3UY9rYmDHbsPJI4z5vQAfZ5kq26O5YNZjIiPy9KjRnOnCAajxlP7Fy7MekQOyuAnC3uu3lgL2oyboZM973Lk/EeejIh8zxGzbBgNCXPWzDp6s/8NLvv/SP4q5+zx00VycaYzI1d2G6wG26ikqdQ8ZPuOp1MR1hmQvLsxwCInV/IDfMvK45//KUvoxOnRKH/oswkYyJa2mdttI6vYGf5dq6ELwXg3htezbgj2Vy5kyde+o/c9xeQnl9jJo2GZTHsHV3DbzYOopxfyOzCAkElTrsU7ZL090gcQ1QLwU2zp1lu1Tta/v3xkFBZ4+6he1cnKqv5oCJlIZ0pJNtGoEhBNhHeCkIuEsgmUTZk9VdeQ/sVK6RbE4yw9sLSC8lMglJ5EipJPcPDNyX0DtmY19OClUaZaOYJa5SN0NOM6SRGTOz7L80+MMkYMpOhE4VCFjGW0BqVaU51rKx/3muxmESo3Su00pRm3cSBqYvlt5fLokrcrbIPM2bcXKzT85Xji8Ku4LyYpfP4af7m3b9HNujTFU+gs+1irYFK/oOdqyVwJvR46QsrRMP3YfQY7QXEQ1cAdAGVj88oGdGo2I/s+XUmZy5zi555lvmv/wUONI5xaqfPwkKK17ijWEsKMMmtH7mxd21cs4x41o6FlwjMVnnNA38XtGB+bIGboCrP0oZxwfSz5zo79Ti/Mk+a2LleS5+Gv0jbFbA8XYk3qTOTtrtdlFFEvsegGSI7K3iyQdaLCKTkRWVuXogB0stXuDK84o7h5rDIxuJN2cAIUwAOnhmjpVfE4Z6RvL5/F4unvhM9qeeiOs6c11IlLg1Spv61Mr42CcFMBUxy832STGoJjTGGJAgZMakzk8T1BtxVZlK+DmRZWoBJ+2VuJqsDLWujmBvHFe9CBHlXuCfPGIRocOP8nfzs9LvwlShAaiFsTBqrsVWGGIOsNqWRCygvtIoUQGk7X5UqCElw/Hjhj+l2StJSfOo7FcakmGlSGLILRoTJgDScRUtBI1MIDJ5f5pG2VK8KhlSx2zQiNPs8DZUFk1rebI104oW3uvNrYpBIrVnwbX6Qq2IM0Nuq3/+/y/a1CSZVHsiJmJBVwCSMsV0UQo9XLr+J1x16O8n4Y8y3DjI80EAGEume2NFsWQV64bOf5dSpQzw0iDk66BYvxutX3sjxycKLMpO8xzZ4/MRBtuc6eMInGdiXPu/mJpAFoq0G9uFrO5Dm9oXXMd7toSqB3rU/+iPM2Y/Ahc/V8GA1yQhECYLknSi8fYGZUS3GFeNpgNQFQaNxGWyOujs1wEl4omAK5aymaeZa5e7zTBIEbF8ZgWhCbhLZbJB1ewy/sIYeZ/iH2m4cshJp1gP6lc5uqQtUG7KFVOXillXodtOrNliqGnDnTBkhBFI2MCpPJir+DpnBr/ADhRkidY94ktGXN9bd/hNFkl9jTlF1lauq9lb6rX3MpIZFzJ1GtS2bBZL+4NxaSQV1LKeVxhG0sMHbm1Z/iFccebPdUZiPbWXyTQSaVlG5i5rLRLpTYyal3hxSZoUsoZHC5rseJr40uB7Q4XowKckSmomsfTdNEgIFQrTxDEBajjce2iiESAld9d0XVuamDJAZxtn1YBKZJmKAMbrumVQYZleZSRXJB5rUpCAFYQ0cE2yGGadnjvPa4K289fhPMQ2beG6St0wnOyFrHRO3VkF4Vh7gNQilX9Bxi+fAgaKF8bBwz2NyoTyfaVIwkwpaqtHImVX08FphmgzWTHt24pFm5WdGCBI3NlNnlDgX2uP47bj2zqoso2XK97MZNxHjHNytv/OqOeeO6RE3HJgkF9m/3dLZoR0n9EZVQLzKTApITYbnNPDx2rio/I6q815ueu4WuFy+kzOTfBmiw5mCoQNwQMKJ9U+yNJ0Bo8jci7S+YJOFbHovOrOVe93tI9xYrIc3AxDMHXHHsMeKgpDY6/DCDd/Nyd0zHH5gmb/63d9ic75DJ5gvQCeAZDotmhdUt4c3HyZMJb7KZW4G7/BhGv5KWfnFVKSy5f2ZjoY8/+B9pDKpzSXxcFpIKsEwGyxz2/ROmssvsZ8Yg0zLZzmvFB26MOIlozlyK49h2oBwtpC5JZe+gJnYeVHPr6KTEc+1z8MgxSdnJtVRLK1Myc41CanfctXG8ntNz87Tvd4aImeeZDmYJIrAPAeT5ia6YCbFgc/h/3qB47PHYWjnS+V1QEsWmyNm/PIZfMNswI5/htFwDyEXiFxTBiUEyZWrRYCWr7mDQZcosOP41vs03/3FNo3EY6+d++zl91eS7eTt1st1dHr5acz6OccuCRBynstPPc6lUYNzh5d46ugSr9m6gw9+rJR6q127Pg/dPJkz7+Lp9YYSq73n6EQpM5VANh9Lz82NceiSsv4a9C4W1WWjR/SulXNxtp+ZVC10NAz9jU0Q1JohxEHOTLIGuwPRRK2VvlX6S+9Gufd0Meljqo0vplMefeHJolMOwgNjEM0mUgsmYWUeqnjxGJPZNR8KyVZx3tEIP/TojDcYzJ6yzCSjCUUOJrWYBj7j7D5Cfx+7Whi2L10g9MpYLH+nHjx7sWDtjFohW7NtxG6/YA1FzPHBP/WJVVyTamggEx4DZy+wsQlPnf5BNl7YQ1aYSRvPXsUzAdKY8j3ONNnGBslsCTq971e/zHv/V8sUjpMcKLPfjzftHJ9t79j3zTFhjB1sorCDVqUkZqo9Gz9Rytx8VxFaU3Yu31qqM0un40HNPH6aTTFZVvilZNs9Nh9a4HuTc+xMd9j9s+fY+g8PkySKZPQRdNuvrKAuyVblWhYoSM99AoDEgQtZpbvbDXfcSTPJiH0P/SJgEiYhND7b0018BY+/7Ke5b/JGZk9lvPvMt5B6kqdu+3FSdz8aesF2mK0861HF8/Gk6wimHCjXmZ2lP1NewQt7XXwNad6MRghevfjK605rFkUj1aSeR683dtel6mCSMCUzqUiuDJoU4/k05n6Exvw7CGSTTMV4syH+4Y6TxYUIDNJvkum0KEBLITl7HBrNZZ467thnWnCiuUKmE8YyQjnQLkp61rx3NCiYHdLUDZKtzC1zcb+srE+CLM4KoNozipftXsEf7tBKFH6FeQCQzzSBLN81ehWWltH4so2Q8+jsYvG5MiVoeuaa/W1/4yqjRshUbqGzK4hKPqGmOf+ifJePxIoTWzMYvYNWXZQMmQ5Lv1B7/j7jdEyr0iRlvE99IdAoGZBc7tJZOMNyY5VWknL6+BGC9huQbo4yxq4myoFJX//+r+dXv/ir9XHNUgLn5QagHv1EOSzyKc7HbSRWklcFk/Q4LdV07t+Du0s8c+QA6eRudHoBLQOWw8PMtFuIxizvHP0ynefaXHrSShDTimdS11l73HPbKb5wy3EI7FqS9mNmzYSaZMRAI3TgS3sWPR5xeWBJDIUiJTEII2h5LctLcifpYchEGbOEIuSfr/8o6c6zRA/9X/WxSTTCiALgB2B5giYuutGmKkV26l0HAXQ2Lc3k3RYHITKd4emjZa4npEBXDbhVXDbBTlPLFjIGlSSlzG2/Afc+H7Pe3lVEVp0/RZlbeQpESMNrI5F0sk7lWwKNZqomtlM1qub/2vQ6GJNZRQoAisxvFywtITyEJxnsa9xgpGTx6JhzqxotZdk5WA0JkwHKa5BJH08bQpXhV9iEgXDr9j7/vpX+lAOuqUiWFy6URqeK7z7xT/mOYz/hLsrDa9yenwggmIlSZp28LWf6f/rWE/S362zjv8v2tQkmVbZRtkMmyhdTG0PsdXh8tXwB59nF8xusqS2EL3FLPTsrZZU4HSsWpvdx2xfeja8NhhSVXqDjz7LkL6Gn06I6BhZkMcMS1b957i4Wo9dilC4MuAWi0NqOXZUgcA9GJ5jHO58QVap/o61NJv/55+Fzv1VU+o1WqL0J0pSmfDp5cWYSYpbpaFCTuY2/bKnS42kZGKphD7/S9r2X9nms/wRgk8rlxlE6D+bdmsrdSyFhFPLxdz/pWgU7nXAQoKfz9D9ikf3gsAOTpmU3LaOHDCblOQwftprg0GsRqrKilLigSQnouWqUrFTqVBHAW5lb2ZmjgiJnEFQmlIbQfPvCIqcWQybesTqYZCAqdunGzQFUXsXhv9mcQYgyuUQ0MEaBLhfmPEB/1rtcmKDnsi89ihld71WHatrnIQdasiyyYJJpFHf34unvIt4PJslZAm9C6kka3jEWAitxGtz78PVSM2nIRvWqd5qleNqrfTfJ/RxEy4IBJkGl2qH01szPkNI6ULkQndlHRGmm6bTmO5BvsR44A+6K8XnhFSUrzKSqGa1Ga4Xs+DRzOZjRgGA9NNy8fGt5LZ5tVWr3VzKT0BFSRWjZKGjBDQmxA0qLxSIHER04KkQbX8wg1KXyfEZTutMunvAqT5pCzh5Gja5BXGcmSSMY1br1KIbOUHBrxrF6chZgsy691DqjgUfsAJlW0mDYzf2cKgw8FDipacNr0HIyN+mYSX5F3nL33BFuXXcm2yJfvMuFz5chmcloHnUAz9aY4dAysXbygE50yCcElQe+5DK38r6r2QPIiizhTGOevZmURjoFFKknwNi2wUaPEMnDxb0QkS7ApInsEAgIW/PFOQJsz8yx2ngpl06+hZdde2NxnP7SITzhF98DSKOItWevXyh7D5zl+z91FKEkWgg8rXkqliSN78LzHKuGDD/3hJI+B5snmA8OcPnRR/jQb/2au+7yvk360wolWfDqA9+Gh4eQnqNRmyLBznSKMLnM0eP0XsiBNTumUeZDY4bNySbf3vtGwp0h5plP2r8dOYEerNNetxLKTu4b3NpHhVaGLAfyTUzkJZBleI07iu80XOU/2ulVwCRpGXqiQeJo3bmEyFxpEDgmWur7eMOUY7PHmJnaeS9qzNOJZyBQzPrzNQ+0pl7AGIUnZum2LTCmPJ/06lWMW4uUKwr56RgjBUnoMZe2WeqvcHFlnj0XRIeyMv/0NPHe75CM/lvxUZL4aCUs6CsCpH+Cq08/yXORvR7hHeDY5DDLThqc+YZst4sxhpHzYMoN5tOoDibtTobMpH0WJ1PiSvezlqsomnnnpeDABj8eYrQq5EXGjOlulu9dWjGIVbs9RKsE4bxQMyo8tsp3edwIUMI4I3O4tPAqPvHhUibU1R7aUeSaqk8iSgBHT6dc27pcSmylB8LwkuVbCYTPNKxUml2nNcuKUwhp55X+Wh1Q0P0NdsZDxPQs/WDAdBzTirqEuVTMbzEyTyKC62XQkoze+hrNoAyi8wr+YKdXAC0AD55eZRpl6Fxyi8/Wdshgb8iJ7fL5Tz0JQpC6NWYysPP6cDdGNCtdTfWYgAMIY0pvwyQh3bjGpJ3LtGqnS+wYgjmzNk+yR5vXSIVBqjFaStK2/fuoGWIyCyY1Mstcmg4T0iS2MjdDIeXLhIfUhv5c3ctzY9vUOlpO0gnJlSs1Lyy5dCP/9OLP838++IfE521yOo6G6PQ5BgGU1FIXszlmkvQafPPw64iFAJWRunUmrqwN8sQizTQDIRiNIthnSp+vm/1om9v1q5BY4PzQmySb7SWSQPCKlsf3HLCMUc+0GJu6r18cVYoxuRWA8/XpzC3QPTjAV4o4UGSusY2qrDGvnL+d7ct1FkvoSZqJRgtJf+AMb8kwlQ6Nw8ceKdgO+VyuHcsxT1zBAthJzlh3tgu+10CiEX6DzCRF0UIKj7Uzs3zDgbdzeaE8xwPhAXbja2SJtHYQwCSx762cmgJMF9fJ1A2ZSTGpwSALSaYQwnU/djGB0aReg+ZkhCcP4vl1MKlzxL5jYaXY0p6U5xd6AZF3wDEeK7+LvOJ8X37J/namETJu5HNFhpR+EROMR0Py5yyfZ+b6FemRSdBeiEwMnW/9DW45/YN2/I3HiUtL/Or2vyi+OtnPZBSWKWQiN78i8AwcXLAKlLxr7F475MHTq8TjKUorltJ53nDPLajqeaQZLX+GyD3r6uLTtWMN8nXJa9TAJLV3vXQuSDus7tln2KgttPRZnZ4nbIT4x17DMX2cU180fPjf/4bdR6qZkZbnvTvYq+1LODCptzXmWHK5InOzJ9EKXV60cgg9nnB5WAeThIG2btKSTbQojRF8GZCqS7X8J5Ep0X2/Xyg88s3EeY5ZaX60NAYTF/F1ahK+2K97/QLWO6zKTMIQ+wGNeK72PSEESpQG3CaLCyFM6tiiGkUaTQpmks6L4jmYtI+ZZAbnUKpClKgwk6SvEaJB6OTUs9NjRWF4XiQIo4j0BBFlYEq2KuRdezMQ5Zq/N9ssgDWEj5Ee3V6XsCJhNJ7HrXHK2gF7jbFfNmfwUufl11ziFYfeylwi8f05UhdD5oVC4Ve7sEInyTjV23LX585RGRJnjZHLW5tz31Ocb343ZqOYOedfWhRnw4DdXlk4/7tuX/Ng0oDRdTK3uLnIrfOvLT5baVo/jsvbjyACWTznHX2k+E4gG/zFTItXnMOalpkx6ei/4QmfuWCZnStrxJXFBW0Q4/IFbPmzSBGQ7UaFAbdA4Dvt8VbbHivMqXsqZrG7wqRXBoGx79E7q2CyW7BgdLRHtt1HD/ZKmVuSJ3L1irsIl4jGgxrrSO3ahXPYrUxYalj7DpnkY09/CgBfhJyefRlHH2hhUl2YHNrrkejI8kSqrb6HIkbrcqKoytwKMEntEH7og1x6/FH3LXstDdmkWfmtdkHTcEYycea2khHnHtzk83/2XNF2WIDthJYzk6qol4LAlAtmy5vFlwGn5ydg6t49AFFuwtmxL61JE0Qga4ni8vwcafgNvO3EzxLIBkI0aXnWZHLqKl355KOkKphJ+cs+7Hbpzkv2xaYkbckP3PBO7pi1C/g47WEyD0OD6jzZVEdqY65Eh0j2yKREyFlWmrYLwPa5Cxi1z+RVgBrXDdYylSKNqKHvqfMVELLlusQZkihGG40UEmMUUV/TOVzR4qsU91UmyeRFwaRI7TpAqiJzk6V8qACTdLlIa6NRWuN1goL1kjc57TUkNy2/tDyAiYr3SiKLypuQHkKNAImWVpjgC8E0N8osmEnNYj9gk/tQLpGq0iz547//+/Sfu8hic7Gg6vpCIpvz6OE1UJXA3u03rnXs0AxbTaRU6NyTx+0nDBV+pRObUYoQWYBRzaTBqOfOuaKf1kYhK5X+bzp4q2UPejYhrbZ27x/yOZhMOJZ2eeGYm7cqyb4vQjKtaR9pEmuD2Y2479wFvMN3kPgtpPEQcoY8SFQ6ZybVPZMA9Nyh0rADODN3jI2l/NwVqYTZaAxCoJJnefvJf8Y3HrI+R6nvVeRZUxYrdMAqSG7UNeYGF1mclnN4w8kc/EpjhSSe8uF33V/+Lvc0un8dX0tOX2tYZpIxXPEOEXMQ6eUJvakd842rP8i3HftxHv3zDxbzmic8ppl934abE0LHpLhp7k5WmsfoOlZCKJsca91EgEaZjFRHeMYyBrT0OdYVaBy4o3x02CYdRPzctX/I27f/OSoLQfp0gsMkyTZzrkNV2wHeWbM+syilSbPMgd4RY/2MXY+a5brYCOzxmj0QOuPVbY8zZg6jI4RoEjUW6c+eQjpALV4fFWBSvh1rH+VgLwfUUzwtyPQi0gsZxqV0JWd/hkqQNIYcap5k5Vt+g70L2wXNXbt1vKEVQSro3PljLHzHuwDotxrsOVSrymLx+s6nMFvLbxmZbpIpC7sKfGRwkjSKuKRyY3aFIuVHZ20Atbds+CvvR7jnj58mL4rnzLvF7hGmZ7uF4e5PfPLHaTDGVxp/7qXcPGd9WvIA7r1nHdCSg+XZlERXi1Bj9nrle5dUfJzUlecYL5XPs2gYYuclU5W3DpsBWagLptA0mGGnW867VwmKxNToPcadcp96OiUZdit+cR5geNmBlxLKgCjwyfLOinv2/pnpGExWvBfT3iC/GACyLOFvnvsEO/4TjNW9DIcRQbRXzMnCb5HpdToVQ+B8k2YPYzSHV28oP3PJ8oKO8bQgzBS3ru3QTFLOHjxQJLG5sf3aH/wFP/WxSvMQz8V4rhPO1CXM470YWQGTJALpHUUaUxSCVJqSbmwwbHp8w8Hv4fhMWbQY7/XYbLj5Li9AjBRGaT7TUKyF96JTm9hNl5zcMxBotYnPLL72MaT0t3v8wT/+h1y554sFkJRvoVFor/6OPbd+nBeeLsGWFz6/xV+++zxRxcNjvHozt0aneeaxRxg7+ZzWcKBxlDjwKdIJoy2w6fzybl59Cz/VfwednX/E5UcvkrlEOXasKSFb/JvHfq3wFnl2cIjH7y6BW7tP+5vX9V7F9/g/wWogiPd+h7+5bIu1USA42agwxfFpNo7SDBcxRmOMIolL8KoKJgkgaLX56OsUj7zkMuePTfGVRyYFo8ZLWW4c5a3HfoqT2UEe/0zpUQjQOr9IZ2pBsP6WY2KZDBWXYNInP/nhguWQb3lCG/jlMxXIkLQAk+y9TVvzCGEQMnTMpFKRcNOJV3K0cwNJnvjjEfirdOMN4grra5zY++rRKJlJ+8AkK3NLrS8KFMUWiSAeTot3XaJIvRRpINSN6zxWD9yy5K6lnD/nKw1zGiIgEfNI/0jtd4enFaavA9D1ZMS4EdDyZixjw/OJtJ2rxhV1QT7PtHYrcjqToHJJa3uJlUXLnghFizc+WxY7AFTUr/1/LnMTHeuzmje+CWZOFmMCkEpBr91kOrTd4W6MjvPS6WniS+W5xdGYljfLbmznbLVR9wObujjNgkmV2LtfMmjy+DmQCTdvbIPoYHQfLXzaaY8Fhkwd2cFTEcnkCr1rQ3Qv4s1zAbc2JU9f3SJMK++H66o53o3YBtLRX9DxF/iu4z/Ngido+YobQsm6t8TG1oBLA1v0DCoEgVnVpuk1bQG4iFUCtN6pxeF7cg/SaRHPFFtin7VqkTNbHICOKp5JCeumLCzksZJWUc2AG2DQCglUHSSXwmpr8vV/GsyCkYz3YpIotmCS0ahoWjCTJg8+wOCjH/2Knklz4+cwpnIcIQpfWuFpEAENV4w6MD2AFoKWJzg2N7Jm/WqCMOALVTaCSHfpNJbAqJop/2QxqRQuPYbplDRLWap0phRBwE2iyeaC5gdueCe3LH8juRwlVwb4B1/D8cVXcEP7dgLZYJJ3xMzze6/srHi8O2BuMmLtyDe7y3PjnBniih8s+CBPoh0BJi/uzseGtp+rGSoKptiSDdKtLaJnn+Xvsn3Ng0l9MamDScDBmVt4+dLri88ONk8wTHtElx5D+BLflZvmdMmI8WXIq56akjSbdA+Vw+JJH094bD+z7lryuuMog5yWD3IOHkw2xoxdu24B+Nk5AEauOhi44P/Szr00aBM9Wiasa4cP8SVznCeej4vlREV9VH9K68KzBQiSjBKmTz2FV+0uhkO0R5PaQ6InCm00Wx+sJKt6WGMmharJDdt3uXEIaHozlkK7O2VaqeJI4THTfojvf/sOfkVuk3ogXNtugAd2RxhATVLy5FMgODlzG+sPudboeRc02SrGBGBj41WMWweZzM8Sdw6gjUanu1x4bIfH77nK2nMWFBPCeiaRxQgvqMncpNJF5dAew479sHcZqXq1CRIqzKR8fLIUEcpaIun5Piq8gUCGtjIuGsw4s7Qoyb2KpL1eUXpOFRNSd5vN+fZ1pc7I4TLLjgI+zvbASAzzZLkpG4LF5DCn1ysTWavNldD5VImAtmcDy6g3Qpi6pE0JUJO6+V32YsykiUtsRKtgtUTjCZnJkFjPpGQMzeUKTVonBaSZJNH1MjcgSnbR+5hJ+fMnK4bZSSXIMii0Ush2BUAwNn1IfLhxyQmVAAAgAElEQVRp8abi80A2CPLqg/CK++1JH8UeCA/lBeTx7CQ3j86THUcHzw24ET6hN197pibdAersOiuN5aKa0RY2AL7mjTEVKdWh5ikC2WDQcmwpLTAmY9QImPGmNEV+Hx0o5atCLgYgMo0nBGMXvIZJwHA3Qsio3vXPqBp7zo5rUMjc/IrRb+SP8I7fwE29baKVOb7uwHcgMkXe/tgyk1KuehcZC4EcJnziy8/Tfu3PcMvpHyIwbah0ksm7ueWBb9VPTMz/v9S9d7Bl2XXe99t7n3Tzu/fFfqFz96SeHICZAQZ5MIMhEkESEBhAAwJl0nZRtKmSaItlWSqWyy65WGWXZbtEOkgGRYIQQatYNEmwCgRApEEYpOmZwaSe6dwvvxtP2tt/7BNfgxJV5j86VVPTffuGc/bZZ++1vvWt71tGVhxdNubP8sePwuWFDMiRgoXRjO40JA0tI3K1eYrHV38eKV1MVo006R49c8nqZyXT2vMYpZdY3P4uDzqLRXDQzp4BpxJEDw/2kJV5pacJNy68grNnn5Fxo4OWVoDbWTyZXZMo7k51nSy+I0lo9u0YS+EwTe16v/X1ss0zUC12w2u8NLEaRcfad/Dw0nsYuD5ROiM1KeveAu+bc7njlrewvGkKQ4MYhy23xXxkwY+FeI3db99D46FfxDcBUXSdKNNTamWJp27ezEyK4hiEh04uk+jXkU6/Fgx5WTvoarSI5wasepJl5WPMFETAq8ffw7fu/3vs960Yb7Q/KjST8nngv/waQazAWMBDGENgbNJyEJd7W5qZU7hJTKpSut48ym0xO2gXSZgnG7zjyE/Tdvp0Jg2CzJ2p760warbYU/a5ze93aq7jjQ7ZHGuHNBUkqcSIjF0mbeKRFpooIVpEHNv8HqMGjLI1+LmvXmLmWh25XBNs6eAE2//iPFf+ydfY+dff4pd/4/s4qUBpw+nlN3G2Z/fNRrYX/Mtnr5Iag8n2N5HGTNKKwLiZ8t1//V8w2t1h/O3rNF+6pbie0TN/wqXjtxTXIp2UZDbhdOdeTrTOcnf/rXzo2H/OxHfRbpollQ4Jmlms2G4FfPP4Cl5sC2IAJt1l1FrDmARjNMO9Hfxp6RhnwX/DvZMhnuMxcxX7gT2fC5fssxkP94BMkNgIfN1k2RHkrYVJOObK9oXivJMwRhCW7FyvBSak42YufpXYQWQJ6PLS0eK1PM6ZNzFOKmiFCfOzLrdORmgpeXnZPnu5EPfO119Fi/LviZKs95s4ftY+nW1ro70Q7VU18xSxb/Uf8/HQs4Tk2jWGjhVdfsPKB+w5m4TP/Mavc71rnx8hPaJ0hjCWqZAnnom2ydVWXwOKmROjk2sIuYgQirt797L8hRvE4YzNP/s6vVFd10aIFCPrr2ESvvjlslix8/IuWzuCb9/zK0wDG8Mmnt2T7xqdIsoKbA3R5h2rP8O1Yb/S5mYKvSQA17WJhXfN4bP/46fQGYsr1jMazgZu405uHFzFyxKcL24e589/99OkSaXVJ2PdPbn/KABB9mPnNzONr4oVlhQKhOLxIz/Pu07+EvHos4T7/5xJdGBjvTTFKcAkF99VCDdgogTfOiO5PJggEAwDD4Sh5y3Qcnu41xNe+37FKRNw/zKmmRV0xtt2vdRGk8QlmGuMLnVYsiPfuRqqnKeu8AjRfPWzLxFme5srPCQCIR0SE5dgkFB02ossNe264zTfxXz3xxDCZSe8UiuaTTJ3VyHkXw0mYYhNZGUFjai5cU33J0WccmruHN0s6XZNs8hJ8mPYzdqbKmDSXFjuG57yLJNT9Wqfa6pyz0hdH182iUYjwmaPp9b/DhvBPFIqpql9lieVbou8uOjsVcacuBBjrx63dt9CKw5qr7mjoWVg59+H4fWNdyLaNsH2MzB25tixVgVr0ZAqyfbVV4h1TFtne0YFyJ/OJjjSZTe07eRpXE3GsQ6dwEGzUWcmVdhNUkike5IVpZkE1qnU6H02WylJHHBk8kN2/bz46AIJ57/0A4ILFtRaciXnL20y2K90iizdA0C4N+N1bfOdgb9C0+lwayA5IRR3NRX7p36eb9/yqyWYVJFG6KQtAhlkzB8qvw+qIqIyFXl+dyiXjLPco6oJOdhC6FlFMylkq+oInLeJ6puZSde7N5tCSZQ1rsjynNimTkxHEfF0mrW5WTCp0EzSCeFLL5WaSWk97jkeXbRuhdhnXQC5LI5yBNJZKeb/kZnVKxpwgBEuZALcAD4lmLQb3qDtzQMpImP6KFyS9n7xjGkj2XzVtkIPxtMCsJGuS2ftfhayOO3O/mNFsdeYMSuOYCWwufPK4oN40meS5RJu3iYu7DqaKoc7L23yzLkH2V68jzctf6i4FyJOmHmVIn9236ZBVljAzvs5VbYZVgvY6JCd6zf47Cd+lpff/wFMUmcE/nWO/+DBpD05rejVg9Cg3Ho/0UKwzub0ddT2lm1zy+a5j1dQM5V0efiFlKWf+xhRswyY8wR4fGVE6laQfm1wKl6XbgYWXX91l8vZpiaEwFMNtEkZR7Zq4mU38GDvJabJkORyCdZcaSkuzvf42uU2SkBiDCaZoacJprIBhvsxr//yr6AqC8AwtshicNCo668cxPz+C7+PqCR3Rg9rvbC+gO7ULs6OsNUGgGRrynRarTJIjq1/huAr/03NMSwUElmpfv7TP3iOWBtG1ydZ9VJw+8KHeePij7H+wlG2P/UcTkbnd6VX2CsCmNmXuLZ0Jy/1OriqSaRnfO53PsVsZBetV79XBgxS+qAj8Jo1ZpJKdC3xzB84PZ3h6N2i0p4fs0PoNnGEcFVtHKWjMBlTSgkHIdzCFjynaNtNXtOt2MzmSddCvMojp3+dW/t1+9pZsw4GDHNHEObI93kBnBwm3PZayeDq43FvmInUCpcgo25G4SEFYCBFk84mNTApTmKkFlTBnzCT3RAZmNRzF9m9us90klcJUo6cu4zwy5kn0rj4cxRFPxpMCjczzaRqm1vZa1yCSRXNJKMxWiNrAn+WmRQ7cLZ/tnjdl42Kc58qvlsJh5QpOTPJzyvuutQ2sB/qABK0XXiNUHi0ahU8T/q4V8YsuoMCTMo355GKa9pia60znOnezyxLMGyBUzP2HdoipWVy6mn+DMW1+erkSsxjez5+5DDcntFwd2uC6cZQA2LtNbsgfBAOqVOe057ep3n6FlTS55PDn+RE507m5ULWrpoJcJuYqT9k5kq8ScyD+3ZzbPgDpOwhKMEkXYBJGd28ArTL1gKiIpjaHBxnVSSM/PJ82rOUxWGCMGXlse8vs9I4gc4C7DQ6z5xKmYT7pOm0tvm56ZjFRovTgeLc4K0ALJhS5yS/N1deu4ZTKTbs/s4f8LVf/zUMsNG6jfbGIyRSIYxgoo/iOFvFCNv13621awH0jj/AbH4tG2+Haa6NNdQ1If1JMiTNbKg7rl3vmsol1mGROAD4XoPBrguVe3tZ+hwbLdZ+11mxorhxeMNWE8WElnJBSKR/M5gUJgkCD8+MuW/+XbjOKqkor8XPAqMjyRK9wanys4wRIuCgZ8G1afMIiBZhIvEPMZMu/5vfAuBNg6c43jqL1CldYdfF7Qpbj1kIKDD7pNIUIJ3XPA4mxREuS8EGC8E6JzrnaB2UCc3jax/jWP9+0owJnAeDof4OKnULRz2JJDAtQDDFKSqerclFlFsWO4yJ8BkTbx+w2XPYyhhtRg+RQvHUxt9h3i/3s9bDR/DW2oyfHrKglxAIGk6bQWOxWNOaTpvUJFyLEhIMJmfXkTJyLEPDTxxWm6dxpc+1l19k9JeWTZXvIzd29+h6pXi+cRLSNOT+hcd5aPFxbp17A450iZRTGDcgAlKRYpDc6HW50WsxS90CTNJ6l4POOhz8Fkz+hL98/nt0wnKtCYMBLZ3yzm//AXMiBCHwG3acL523zkgHmWuTQOE5Le5ffZJ7m4pcGDaZTQvjjHl/FVdrtB4W7QTCyeZZs09qUqKwZElLPcRrNOm1yvY+KRRaQRDOcFLBqH2cbz7wD5CtBhvbZTxisudl2Fjjq6fX+LM7LbsploKTiy3wPITfxXh2fJ+98Dyvfqcez4C1Uy4kBGYRJo4ZV9ZVASTTL7L1+oXys8pnPwNLZ5tl8pxm69mBFyPUgJnYAjMB/ygIl1u6dyAQLAfHkFrwyPcPmSW4aZbYlEfHfY1+p3xuZ8MDXGFF9b9976+QSg/j2mfizem9xT7vZ2v7oLFOvrYYdAEmSeUTZ0C7L1LS6BXizJ1uuXWS9218FKH6OCm4hYGCwGjD7tUriPyXdEhTwl0zu4b4lMUsVwmiSiauUEWiA1itPDNBxPDMhaf57V8uLekn7SX8wAPlMc2Bw6493/1GAJWYYvT6jOmw3pLq/8f388x77ZwI9zJmEilxpQhrTUXqMUsBJnnlHHClS6ynPPNnr/Nn/+K57DW/YPgnug4m+c25ovXV8e9koWGLXzuzqzWjkVmlnTD/vBD1Pd26uUWYlCwCytvcJMPt/SL2XWxs8MiiZdLlYFKeHBsl+OffsELNXuaCG5kxrQozzpMNhHCYn6+DKt2s+GUA1+vygWP/GX0eJe2uoKRDS3ko5RJlset0XMaaEoXwEkQ1xjYRB0GHqj5cxx1wqvMguxWmC9j7NZGVgjYw7B4jXbTxn5e1is9kVkiqgEkA33zlSyQ6oZnaNeiFz33B6vAkCdMsRpmkB6QiITU3G5fc6DbYaXdxBYTalj3Sg6iiCeUgnVVakWTYCBCqh9YHXOqM2d46TmO4WbBDHOGihIP7rS1a1+19aUkYXNxiZa/MWZ2cdXMQFfFWU9nYf9mVzGddFzmZ6NXdV2gIhY/LJLHrmwWTfGuOk28VwuaztTa3DGQ43DIhc2WDyns3DyYIHeLKIOsciNmKbxZu1ml4iO0nCp1MgK47X5yHcltWoyzTuJJCEE5iovHI7gOkpOEUmTFC0Qkm1SWYdOi8l6b7BSvYsotFcb3KMQjZxs8Ysquhb90sSTKpC108jx2GRWy7H13DkS4tp1uwgQMcktawHEshuIbCkTAv53nvxi9ytvsA0nNh7QGeyLQXtdEFmJQS8oa2w/GWjbMarSO03T6zdEZqDE62Tkl3HYTPpNtn1FqlqT5ES/qsZU7hAPGWS+hVNaDsee35u2DKfSlefbh4TzXnkEbwz37jNxCLd7HdaTD93vdvuq//ruM/eDBprMLS9Qqrmk+l/x7AVw12p68SCYlwZaZHJHAEzHQmBI1H6EkW/6OP8Uj3o9wzeFsdlNlPkBUAJo4iVFI+IHlCfPDKPm62WQskvmwQ6xmz6VcA8HJbRpMyjHfRe1lS5hxnc7FNI5oShw6OgMSA8QUmEYiKaGA8DpnMImSFObEf2cpLMFkrEqlwuomear6/9f3C5hBuZiZJIYqWKkd6NLJe62RrymxSBn4CiXfH+2Dn5RpDouUtIZRL854+yZmAuXBGbCA6iBBGA5IzraNcmV3gWvAa0/PbuLlYsFA4lQVLmpBXOpcZOT492WWc7HH+a89w+fzvoxxZLowIy2JIIxK3UVDuwTKTVCXxzNsi3ESgkk2rtVQ5DuMvJolvanNTjgtOKXaMcGg7fQyGaGbpijnl9baKDoYUDm9b+SnesPgULafPYlDvRx/79VbFYVqOd66ZE4S7DMJ6QhvqFmZsAUpFQCNrd9LGqd0bwFZtw7C2X6RpgrR1tQJQzYg2CNngzPKDPLH+cb75qWf53P/6PEIoNJpG7wZCiMK1IEn3C1p4EsVUE+L8iCZbaHStB9k91OZmjCEmLsSxDZrpWNaYSXmlwZeq5tziq2ZRjagynUp9K0WqvIKZNM2ZSXlQRouV5llOtu3ibIRlIzb9ik2nDAiGhsW4jRGCNyw8xTtWf8Zen0hIDok854CsweBo294SO4KmcGkZG5wtBhusNE4QJZOa5lAQZjT60G4Abuywv7nDvNpGHQaTDrHs3nf0lzge+CSNHsNeycgJlSZa7OHsTsvKlNEI4aG8O3CkS6IjZnpK3HRRCM6q9wOQYkAtgFDl2pCBSfkzkut5JTpG+j0qMnYEvRVOakFasTpzkxRl3JuYP+utW8htyDET5v0j7M02MTqutacKDI7IdWjs2C1SBsGFvtJrWzUw6cpXv8OFyZDF1kM8svQ+jh5/Ei0F11cexjUtvrry9aIKqYQVO411XSPBabyFZ7fswyKFQ6inmKw1q/rspSYtdD3aGZjUyNolnEPsg+awfh+vxiln9lb4Ucc4tEK3Qu7RUgFCCISbVbGy/nqdaszO6wjZ4u7BWzjTvY/15q1IM+LY6CRe8z34wiaTLg7NbgmeKFJURQTWCIGQHWYG2qldS1tOj763zIsXxyQerM2d4w2L76Yhm/TpY4xhP6kkStMIIeeI1Bap1MUz2uyu45qUJ9c/yaPLHwRgrXmG1qh89sAmG0t7ABIve7bG2rK+5n0L1jyw8ARv2vgJ+2+qQW513d1/FqQdF1d7YCI6jJiFAS8vHuGGM8DoEUbvsRgcLcCd/Hi6+wMGH7kFIRRq7X4Aej3LIJLCwZMBbafPNB4iG6+RiLhgJk2Vwxeu2PPrmhZvXv4QT6x9gsnmDaLXsvU7mwuvi14hjmlPNinW5tohBCoT4e56y9w1/wACGPs5KG+DcADSPXZ7gifWP84H1t7P9159ke602gYgcdGIg0ushhfsNTU0Ly312NmdsD+N+fJ38iqDw73z76DpdvGlKJ7TOJoxHe7hCI93rv4sDzZ7pGZUMK6EZ+9Xu7HELNknqiwOSiR0ljdw00oMICSxG6OmIW4iSbOk/Jp2aq27uT7Z3twx9psBRggmwYDrR97CifkmwvNoP/lPue/sIwDozRFHzFrldxQIyazRK5OCTGA7csv1uB0/Qxp+hyOtXL5AIoRgP7aJ2/7VCgMPG0+GDY10T5FmLp/CPYr2y2LQW498hLvX38jCQb0VSbQNmDJ+XQw26OPw0EkLPHbcAcO9AxrRHnfMvkbo95k2FiBjesxP52kmGTslW5s32hulo2n4DPH0y4BEOq1inrTcHkZvo6/X9ZAC1cIzLlK4uM0naLct43/70kWktqDwe5Ye4KGWg0YTphMCUYI6az2fsFLUkMIhqMRmRZtQIvnCb/9vHGyWDqrTxhyzuMN4ArMM8JkEKYkv2erOAWkR6w4v5t0AstjX/dO34JpsT9/P7OONJqowXQw/gpmU7cXtRpngu9Ih1lM++o8eon/U7oGO9Ek8+/2JiYqxlLg02gPuXS/X1L4jQIxJoglhWoJts7Qc76JdTeQajqb4f6pjMAJDvQC4u71bi33t+ScYFeAKtyh0OB2Pa+Mwuxa7ho/TOhBgmYQOq+v1vakrA2aNGK00g6aVDFnwFyErCJ/rnsV3A3aH54lJiCYzcnRCConTmNa+z5iYg0aXsFFqOt3ee5jUJDy7+wf1azGakSzHS5gx4cHvkPpZTJ+1uU3TJvilY3Cc6Q5Nh0NiHXPukl1X9UFCOBnzpX/523w7sM9ZahJmZkzsnaz9tjCGl5fniL0AVwhiY5gaU4inQx5DKoKZYdhZQcguPeWhpcFoxbXNE4X2V9db4O1HPsoqc2wvNnkm0jhC8O4rKce3q8LL2XePkxJMcjrEOiLSpijk59N2O9rhdtlFSY9J1nLfSZt4wrOSLZVrctSgBiYlOp9/dVTGGoXUuwmu7gxZ2IuQIm/JTNmL6npP9p6FtWdKZTGeUAMkkifX/zaPLH0AKRSpsc7p2uiiOBBPUqLJqGhzm0yHBTPJ6BS0LsCqw2CSGItCDF4bO35594XKHcSz53tRu1YvU2hIrTlJqO1ca5txMU6jmW1/7LkL1p1cNGk6Hpf9SowkXS46DQYLfYKmJWYsBGvgdWH9AR6ZWKAyNQlKtG2BwjkEGqdWpynSE5IKmCTUPMHcf4JQTc7f9jFSMWHSuVH7rB57XF+qmhBk8ir+TsbwGoExJIO7rdugSWtgkhYO94rbeHjpfXjd44y++IWb7uu/6/gbAZOEEE8IIV4QQrwkhPgHP+LffSHE72X//nUhxPHKv/1a9voLQoh3//v+dpJGuBXtMJkCXvOm921xzVqrTnetk5TwcJyUWda36ONz/cQcqjfHijpJ31upDXaQenWx1cmII95RHl2yNOg8OPauTov+Wpkxkxy5R5K10LjZRJ+plFGyh5xk/ZHtH+Pe5gptA8JIfCGIDKSOBuHhVoQoo+GMoXGRFaeDg3iHNI1oivkiOB1HO5hYsdZeq4l1G3OAK5uM4nIhGDsZvU82CmeaeHPKtNKzLIXEv+VJCHq1iTPIqrh/LP8N1/7wH/Hw5nliA0nmehDIFr4UXIpf57nx1xk1y/NWQuFUvu145xyxiumYKT3Vq5yjYrDaYulEtzgXKVxMEjFVQc3tRumSmVC9Nw4+TryNe2gFiozha6PK+MQRwlM1QKob9DBZO5QSDkLO03Z77IndQrcpR/HPVfbOltNlqXGC5/e+zhY7RbUqP6ZuvZo2iisaWtlpBtEejciKvEuhcIRHx1zlymiPY6M9emYJlQVbSjWoijSDBTTSKKm9miQJwsg6vdrkNpkNFlds0nTsZIPdyxNkRjlNMr0BnS3MI3mdNNcS0OXCXRxKkEx3M1HL8ig0k5B4wic2YIQuHSGMJk0MslVpc8OAEQy8urCkJxuICjiVP7dlq6NCS7dgJuVgkhCKjjvPY8038pbl9/PAwjtRwrGuPEIzc0tNinwOzW3a5Pp451zxbxOlmch6VcvPqvGxY5DaYFLLIvNlkzlRzuE3Lr6XaDqsrS1BnNF0J7sYY7j0wy2uPPs/4OtLtUDAoHClWwSd+THnasLBowS9ssqXOJqDgY9MUtphLvruIHBwW++2bjU6ZJpMiTN78yNNG1wZozHuMmfbt3Gu/yYA0lxsNG9zy8Z2GO/geD1kxU2x0ezTctuFKDCAl2oarY0CQMiPtYy50Xb6tJ05fNVkK7qGJq2NEUDSsOtUpKcMRJdWRUNkrXmGBxaeYHjlgEa7PJfB0nsQXosjrdL62pMBiTuH54T0u9+jrXLmWdZWrOtAbnxDk1KOYWoS0nSGK0yNQp6ItBBlbWfVMCEEUYUqnh/K6YKB1eYtbLRu5fo05Ni4ZNNEgdViSVTK9uyA4eBniQlpKptEKw/83idZ7P04twWSNAwJnv8MTx35ICc7VodCyA5uOqKRekj/Vnw8tmY2SW10S5HHhnALu3LImHpqQJJMORVlNG/p8Pjaz3MQ+8hOeV+Wgw067ioTbYHF4vqSCKH6jLxNtNTl8y8la06HZkUstuctciqss7KaTpfO1MFIBy/TJzpIn8OgGWRgUtPp0A0WWG2c4srCPUCC0iPm9p9FeWcAgW/6QIKbwNP9VSKZ6xdMMel+rdqXH5de+Aqq62OSCaJpk5Je3zr0edLng8d+mbXWGa7vv8DG2sskMiTNkpnAdNkcZSKfGUjQdDqMnn4RE9bb9jbdFj13gWFe7dURKqgDW8V4Ztolb1x4Oyc6Z+hImHoOHXeA4x3HWAgYSBilm4WmU39H4epKRVIIy3AOeiwklr3xfP8erh49izc+wj3/+E/57NfOA7AeLHK8dSsH0U523pkYexQR7++z3DgOQNdxMEyKIo7MGEpuc4PQ7BBXWr0d4RDMrqEulM56UiimTmKBwLFbMllcF7ei4WipGpoo21Nd4ZHe9VH2Nt7PMddD+nWg+lZ5pPZ3KVRGtyhZUfEw4uKgg3DLzwbmKkKt8Gh7uzhngHEakpqU8dVdAtXiXasfo+P28Y1hTIIT3I+QczjBI0i1QHJIEPmEeiN784J+xWl3EsxoyT5g9/m3H/ko98+9mWR6gCt93rP+Se4Xy8jpiPaGXR8SpwFZMcmPA1yd61FmAtaqx+I0A2lMCGaIkD0bA8sSHO6487QPpQSBmKOXnCaVPsq/ndix6+b2pdfQUtJ0OjSUT08JXo1fZT/aIqiwuk41Ymadn6qNuVsxVGlle6wTTjEvbtYZrmZGnDb49P90iaWh1cRBgD9YYqu/hjCgsvM3E8nyqS6Pr36Mnzzxq/b6j92BG9rYVEQ25tRGE1diRctMOhSzZMXmZmcu/0kcoYh1iNH7LJ7OjAmkh8n0hVJdCnALqQg6i5wYDIoiS18JdNugcIl0FUyqODtmLLEcTEpy0f5MgDtnylZ1KQ+29goGZjFupKSOiyOd4vtF02FzkjM77VwZJdv1z2VF0vWN+vd1pM+16CpxNKXn2XV5P9rCrxTth/EO44t/wURNSSdR7Tu9RtXhSmLSTfYb13n6tpINu9Y6w+Xxc5idi7Xf1iZlTEWDRm9Ber0A/NuxBmGYTg1+W5bSBbk27SxhGk5YHttnr+X0GG5t8oM/+3+LeCLVCTMzJFF1oeOj2xP2mk1mjsQToImYGWM1k8hzPMtuHG4nHPTfxANz53hi/RP4soE37xJGAZOWBdM7bp+2O+BLm5/jO1szkoz5Jt0mczsSNzPz8bJI3ZtZZg3Y/W+SHPBypfKd55lu4nDn3hJKlGDSgD5+bAHeuNIK5nq31mLINAczK4BkpENUnF9fxXFxew9hYqRwMzOelL3wZjDJ6LBWU87ddZV3e3FfVhrHUcIhTuw9To0u2pSjaczBcNuCIGi2h9cQeb7RWLLnmj8C2fMVqBY9dxHGDqgqM4mCeei4CldQ5ChdoTIwyUAWt+XMpKYJi+L3LLJxtJ37Ln7vbxOvN4kqhlwoD43HjY5EZPteomPwuuiV+3lm8nF7uiYhIKTlG2S31EICmFz7hr3+dEaKsAQQA7nGUnfqMWqvM/O+gusdaksUhnGn3N9yZtLQ30VlWruuVjTdgEmyT6yjmhRMolwW884bx+fG7/xuoV/81z3+f4NJws6O/xl4Ergd+FtCiNsPve0TwK4x5jTwm8B/l332duAjwB3AE8A/E4c5nv+OY7AtaI3rItGOczOYNFuyN3hv64oVUMYH1yVkQmoSpNNmMnI9MysAACAASURBVHiAdC/ExcVTjdIq1OiCmpcfB3sHrAYnWG/dYjVbsgemI8rEUyDxZIByZsXG4OVAT2AYxbu42sURAeDiJwtof5m7Vt/LgiOIjGGkQoRQNOIyEAlHIXLuKHf3rV7Dy8Pv8vze1xhFO7SdZpbgpIzSIcb47H3pPKJajdFjHNlglJQLwYvLzwBlBR2sU8lsVnep8lp9eOATNFWrsH9e8NbQ013+6PlP8eWmYCK+SmwMembd3LqeDcB3zQF7m9e5mJQbhkQVtE6A4+07WG+epScj3GDAKGvfE9JFKsF977baCvmDYNKIA+PV9G2EriPq+Z+VapAKUWOBgO3VvV5RuzZReBMz6ejcMYxoZePgIN0NWk6fg2QXkYFJ+eLzpv33Fp/LGQh70Q0iaQicasVdEib1RWGUlK5r0wzk8aJ9Vv0l7p1/Bz95/Ff50PFf4a3zd3Gic4T79q/QLZB4g6cChDnkzJBpEdQ0k9IMTEJkIpgGLWeAV2ud6jZT3v0Pz1jKqUlJcoZUI+9LTknzzc+4N1H0ZVshw6hgHBXjkmsmZW5uCbaiVgjHGgssqUqbm8j+W2hkGihZBdRXZWunFLLy55yCeoiZlMbFe+/sv5meanN1eqk4LyMcDCmrJ8tlLGdSeVdnmEOx50xqYuqJi5etQbHSHO2d48GFdwAQOG06lHPAVw3aM0s/zkGhRlZZFtMdEqAVgtW6uFYD6/IWwVDX7UhdR+MmfY5l2iT3Dd7Jj4+eZHvOfm8OJjnSQxrrOyWFJNQTpskUp6s5P620HKLR3jLrzbKqX7DZsk0rnzEHyR6e28Ml4Fz/zbb1yO/g+h1SqWk5PR5ceBI3hYWVB1nKzBHKcfb58WN/l6c2foG+b5k5m9FFjLE6aFL2eejIf8pc6yhJYMex687RU0uI5iJJNhbH2+c41bmbQdLn6rQuPt9Rg6LtzH5+AMLh5NwL/FfOOo4QxDoqxvowM8lH0DCle6A2CXGa4Il68JVgClewvIfefl90E5gkGgNA8+blD/DI0vvxn05YTAdsz67w6Uv/kKlj2SFXzIRJ8wSz7hu5Pl2zTCgpcF2FkB3ubQacDRT84MuI2T5Np2zV1KKLHw0RJsUV9p5vhXYtVhUh94b0ak6AqdfhqSNPcqyxQUvWmZUArUpg03A6uM1VxiYkpBQ0lcYyk/YamywzT89bJDIzQm1Ybaze9J33izqo08o1CITPevMUcRoR6pTYbBfMpBxEvm3ujex3jmDMBNeMaUx36a+s0fbfw1r7DhaDdfTea1xvNzg2dwsfPvH3cbGJ4uqPAJPM1+zeqGe7yMYAiaLZv+UmEPfCtS+xPJiQkrIxuIcPHP1lHt74Be69pPF7vwRBOcbdveWCjn+yczddd4FB/xwNp83ViXVFjXcPkM15Dh9SKPyWjQf8LJn2pGDmSt6z/kluO/1raBKMarPWPMtTK+8qPnvbnl/TwRBkz+6bf5WOjGjNIjZdweOrP89bzvw9fmsezmVg4dnWKrvJLj/Y+5K9BrfLw4vvY8N7M+ZgVIDPkdaITG/GGFM4d3qJw1Y7re3VSrgs6m3krNwjJAolF+l7Kwy8ZUTWln7SG+JWdODunX+Mx1oak1ig/tHlH2d19S7ONRRz+yl+RZYgGn6aBX046VY48Q5kLSSpSfFFkx9sLNOdVMB91cLrfITryRrL4zmC1uPZ+xXjZJ/wxoSz3QcY+Cscb99BIBSJUby92+CJ9U/iNKzofUpdD8bBYfHkXawMt1HeXQjZY1vNONVbBtHgePuO4r3JQUQzK2atOwNUPCVZy1iiKiiYSUIIRPZnvyq03DlR+22kC8ItAL+W02OjZef0fmWMG2oOub2ObC/TlLalvhW43Lhgxeur690r+99hlo4JKno4py98BbfxUPF3JRSmUqTruYu848jPcN/cm7gyP2WlXcY/koSN0z2MgEcufBAvu3/d5nEenn+Unzj606hM982XLht3LTDnlwC8v3IrDpkTaLYXalLCSpubIb1JLNgIAaKJ081Ao+yfYx2yc+UyXsdenyv9whk6TeMaM6nZ7iOFpKlzPT9B1Bsg8GrMpFCXCVveoiSL1rkSTMr3ESW8Gpg0Hs5qzxOAm0rioIUrVKHnlwSKHNrPmUnDuK4xJYVCoDiyKlHubYhM+LelFHpvr0jOAVI9KVjKYN3/xv2PMJZTG/cXuoMSxytFivv+UXT8MrHe5uhBRZNK+lwev0B7r673KYRgShnf+LOrtFS3iLWVdBCuZHIQ0ZlrIAuXYHjLyk9xzLuX5/74tWK/bTk9zn/x84S6NOLRpEz0iFTPcd/gnbzzyM8CsLqvwRimTsicEiTmgGlqmUk5Hp5rgAWdU8TN+zjeWCjGuLHSZnDuRC2PeGnyA66MnmG4M0Jnhk46cK0WHXbuOln83YhsVwfY+GGcHPBKqCHTRM3nZX/c48z2pm25z8x3PrT1DtpXHL7VPk912fOD+3GcEsTQ2VxMq2LMOsSJrZaerBTHFmd7pCJGCs/ufSZlP9xn81TdWEGbuHAkA1CiQZD4CLVYMK2kUJaZpOGHB9/iO3svo7NrjaYpOzuXs9hKsz3eZJbJtCTKx2hzEzPpyfVP8sT6x4knLZCOzXlMatfDDExa6gyoyLcR4KFlxkxCgjCE6QRjDA2Syto2JdGxbdsWCiEcvnlLWsSAAOPucQSSp1sXef3Uh+yYmgTttHjxuYTELBavBWZMV8VsrD9RGTPNxd3P219LR2gDEo0ytkDflPBwYltYu55L+1D86AUj3MpakrMXR/4OwuRj3qQtYZxeJzVxQTpxhUekFF4eyx/poA722f3073P1pZvBwr/q+JtgJj0EvGSMecVYJb7fBd5/6D3vB/6v7M+fAd4hbKT+fuB3jTGhMeZV4KXs+/76R1z2KgOkUtWsL/NjufEyXpywvWWD56YQBK5DLGckOkKpNjf8x4muZG1vslEEp/vJhLY7V1T3AK5+f7tYTF3h4cqA1KS4QtDMED4hBL5q4iyuFhtDLsy81zIFmNPyVghmV0idEzy49iGOde/Gk4JIwwXHVo4DXW6So61t+sceK/7+za0/ITYRe8k2HeXiCJfUpOwxRciA+IVrNWaSIBPcrSRJ+01bpcjBpJE5sG1uFctWq5ngw9v+S9569Gd4asP2ty+5G6Q7r7BQkGqMFVOLUsDQdWxAvKdHxNMpY1EV9ZY4pDWwQQrFnN9BCFmMkRAWTGp0M5ZR3qqWRuxor8ZMkqZsHUgqYp/KaRIjC9vm/IgPC3DPZghP1ZBb5TjoTLw210xqu32icISKS6v5OW+J5fB9bGbUyBw0SU2aWWNX6fweblI/l2k6QmfnPMqYZ14yrC2C+XHv4D6UFLQzvYRhmmZ974cFJTVa1yX2dJIgjEAIa1mu0RgRkjgSLynvT7o7IZGppZyiMblzXTMHsNKCdeQah8StV19lRyGjGM2hgKfW5hZkzKSkZCahETpCVWyS843oyJytUmpp77kvm7iUDJ1cWyd/fo1w2Vy4G19ApJOipVNm1d9hEnJx8lr2WQ+Eg0Fza3AriY5JdIqnArQwJJdu7hGfCUl6qL0v13FJHMOdq09xsnO3tWxVbZqibpG6EPVslcZEGGMI8kV9ukOkYT5rp9XJbo3iLjPgOtF18BBlaEU9lhpN5rxFjjRP8cHhu5lF9pxyvN4RHhJVzK2R2WWaTGmIHaa6omNmNEL2LKMzO/I11wZKomQmJfu4qsXZpXdzx9wjHG+fI3AD3NYSiTLcN/9OTnbuojW4hXa/rEwCHEQHNT2JHGg6SDdJhEEJRTu4jRNBi7csvo9G2wIbG60zPLTxIYQ3xwybjHQy+9PTrXX62MTnuzt2s3b8U3SFZhhnlHB3HoTDmeAvabj2nPajMtA+zEwKpKCTJQlKKFKTEBqNJ+qOhTLJ2hOo6HNh5+DhQzbnMZUkJ0hupeXOMU72ECmcv2GZgi8lU/a9kDQ8T5qBwVoKPMfjBP8nwShrnXrtKskhbTgjHPxwhDBJcc/H8QGTjOo+ziqYgWrjVQQYjd/DlQ4Df5E971jtO33ZpJuU+mUtp0vTbeJ2txiLMjFQQqFEh632Pr+Y/ARLwQahhq1wxlK7Pg9u6GuclvXfySvRa80zzHnzbEVXeW32SSJ9lQV/HUfYfU8bzUKwTrs5ByZCCo2Tgr+wR9I4zT0rD/L2Iz+NDq9z4sYeZ+dsC9SCq+gqQ8u9mQmU7M9Ikxg92kQ2BiwGGyjlEesLxXv+4trvEXgB0eQ6jUwTzVcBC57L9Y0fQ8iAaduuS6+Pf8icfxTZtHP0SPMkT65/gnP9NzOd3ODCyJpUJFv7uMHNOh4KRau7yJ0NSTMDrX2hqRgCoaRko3s3jyy9v8b6Wpz5FQeaHKCXcPqdiDNvY3E4Yd7r4kiXvWiTs1tdPiwfZd5fJZAu+3FctObc2X+Mo+3bWGs+gDNOinsUSFkwTMbJPoFqcGvvIVQMF9pXa4K6Sjh8q/0gsrlR2NFLoehzjreufJh7Bm8vmEn9IC7ApMVgnTPde+l7DQK2aTk9lhvHMMaw4UnUxTGdCr7v6m36qr7XKqEw7PLgnBW8HcU7SKHomUbB7gFoOgOEkHxBP0xT3Ybr2/meCI9hvIPcTwvH4FG8h1IuWrt0laKrJDKNwKRFhT4/rpoZ7955DF8GuK134vc+wYEUzLkDhGzUAOj0+5tFvOkIiUxDvulZgHnSXMK4rZu03fxMGyc1CZ25M7V/0wJ82SvuWdcdcLx5K1vhdSaVeDqQkoXdBZYf+SXe1XWZU4KNxgNcf+Ul+t4KZ9tWdPv1yTV2hi8xTUc0svnluBLv0rdRs8/X7rerynXpvvl3sBCscap7D73jd7LpltcspaK3ssjSbR7zk1XORjHLSYJrjrDesteTM6saUrF0Sz2p9XrHaIUDPnzi77Pg273CGE1UYcimJr2pOAQCIRuofiagXQGTrn/9K6hW7uDl42RzOdVx4bgohaLp90hHEf/1xV+kmT2XNzZTjGozS8riRjV3GWev5206uQkAxhQsTymdmgPv9CCqOxkDQSwxfgcpRAEmzRxRgEmFIU18MzPJc2MaDY+j7bfhd38axzlKQzUZJ7PCwRXsfczBTYBQz9jrnSUSk0w3whTfqYQF+4+17+Lx1Q+z1jyL3zzGGepF/53ZNfr79cKNQBGaymsipi8qBVnpID3F5CCiN9cu4utAtVhpnGCjcScXvrZbdidIlxc+/4Xs3EoGy9SMMaHDmd79zAe2uKHwcRxNN+jjScFzO19mFm2SHoTFZ+1+L7m49l5kxfjGkS7R9kOsP3wfzYocymvOJrYwuMl+xrgyrgRj8OQaKpNYmCRDFAJf5mzWLpNkHxxDMv4jtElZzPafuekcp2eP4UiHSM+IiJiPely9PeJ/X/xDqjQhR4q6AVE84drSA3zjgbKhKNYRTqwq12ePhXBMKlKEcK28h9hmL9xjNvDZT8uWTEzMpFIkd5xlFtJ7AKeWm0gkwlhW29V4islipHgcMzc+SqCaGKPZne4yHtvZmyKtTeUhNmE+p4OZi2i2raangapm0qnBMbzK7zvCJ5WKoVjFSB+T5UKRiXGlm5kOGVxlC+lWFsSO3bP6AvNx7moXF/rFF+f2CnZ6ahK0aPGtP3mNILOoTE1Cwww503mY+U4Z96Qm5RXvdf788r/i4uSCddLDFPvdIy2H9dXbcAUMugt0DxUmPFLWrn6p8krW2tc17GewhRAd2kowcfaydjuHxWCdDx77u5zs3I2bxYsvLnW5fgS++3tf4w9/8xn+usffBJi0BlS5iZey137ke4xdcfeB+b/mZ/+thzkMJimnJpybHxvqRZpRzHDP0n0baHwDkYxIdGw1Q2iw/axdYH3VKMCEvdgmawtBSYOMdsJCF8UykzwOQpuAVBOHQLVwl1aKzSBf1HbbqqAkttQcbnyZxCzRq7iizdI9XmzbBTwQZSW9PRrTPVxpAg6SHVrKw1cNUmOYpnZzmk8C9Owbtfc6mZ3pd3ef5vsHrzPLegXzdoyr5lX0MCapWIdKofAdHyrBgC8bdJw50t1XOb1TIq2JAZktMF2vT2IMnR37G8cuz2rf6ZCSJOWGoYRDz8tArYyZhHBRjizWxbyNzSQhE+nVaJqWlpxR8CuAmaMCNG6tfQ0g0mOMHvKnl/8PvrPzeZJwhnBlUeUAkI4DJqsCNx7FAQLVYDLbJTWT4rwfWngSzYhntv8iG+dMGNpxMLq+6UvZLCpX5/e/w/XpBbRJibJqwTSzqlfJqGZNmh+uvA154m9xZsFu1rupwZON2vwDu8AbLerMpCQumUkYjDEIkzIJ9rnn+/9L+dlhyjQKLenSpCSRHU8nA3k0adHy5Bn3JiBLtCRuWAJOxbVXNilH+qTGoEUZGGmjUcmU4NZB8VkhLJy0sZQxhrLyUMNpZWBM9owJt3i/xFaOLq+9BV8IS1XPfve2uTfgqwBtIM3mjys9jHTo+XN0rsNz+19lK9ph0d9gcy4k3qtrSgDEpGhTH/NGFgQ0KsFxkDr4+EWyCXbjPiJXLJtQx6QmJcg2SjXdJDbQzUSP42QClXurMkHFm4JhCco4tOXP8e61j9POWgnOvnTG6smJPBh2UUbiyfxcZhZMUqOa44zGBhBuRecnyVkE2X1cWG2SGsNBNmc7Qck2CVSAe+IxTrpn6Xu2KjY68R4Cp75ORzrm2uyHxd+XgmNE6YxYh0x0QtudY9m3lb9AtBg0j3L4iKRFtP2steZIsMjpcWahnulH+N4GLSW4Fm6R6oSuOyBq7rKefpE4Oo4xhr1KoH0YTLrdTXmje7x41lKTMgM8IWrzGi0KbanqER96FgBoL2KqSdz8aZpOlyjcQWrBftzAGMOkLZg4CWn8CjpTT9DS4CmPNf/PUaldY8Nwg4OFe2o/oYDGdETSjIugKkqjYo09KMCkFn5c3n+TaYe1nQFxXKc+t/0+Qr+n+HvPW8KXLkdvW0Waaou0IojBXy6rorN4i8nWeVynbpjxnHieeVWngDvSw5W+ddIEvrH5RxwcfIth+jpKOiw3jqOkw3Z8QJiMOdM9DiQIAa0ZdP+f/5uq4CvA2Ws76CxTnHc8Vv0BxpiaqySASh0uXnwBM95GNedZbZ4iNZrtqNR3SXXKVnCMf/zfPkcj2ydeHtlkPx3YiqLIKvTPDS8W1uvVo+ctsHvhj4o5Y7ZHND2rP1Xdx6RQdPtHOFnRbAiIajpct869gUd7j7IV1u3Sjdugn8UYiU7sGikUuAGceoyF4ZTFYANtNF+89mleefE3kcZhpXECTyoi4xetAAsV/b+NvUEhjC6EoBvY/fuFna8ySYbcPXgbAM+Kl2rzXAmH4WyKUb2CsSGE5A2t+/FUYOMl4XBXQ5Ks/hOarTVc6fPYctk6taAmrDfsGD999ct2PK6OCMVXy/Nr3YYUks94n2cyvoTWKUJIVGOftYYdj9zE5Hji8uKJiuail4FZrQXGrZWiFKWNwzjeI5iqQrBdCkWMz4Iu2zQdHeGZEU1Zn+fPj6Glm/SX31K+qPp0nR5CBJmA8oQ4OsDvnyniTSkkKg35HN8B4Mb8Ip50GcY7NUFnP2Md3Zi+Trd7iqbT5Ugjc6xcuI/HF95Fy+2ijW077fiLXBz/AFOJxXwJa5XCwq2B5M7emxjvbPP42sc40bPA2kv7VhN0moxwpIsrPJrzPdTgKTqyXij0pcckDYnSGQ2nw348ZfvgMh/b+QCBKJmqEoXf7eMtgKt9Pr7p8kcXrzDeL/eNvGDUVB4jWS2YCrZfj+iHFrDI27MTYmaVZWAY79yUBYmMr+dlcVXOANHxhIuf/SzDz3yKRMeWmVQ4R1UFuB1cp8HXf/tZzs1OMZ+tMaODmChYYhhvFr9VzV0mBZiUx671Njd7vV7NhCOZ6pvApI09BZk+1ywzsxhJQZJFPnl+dHAYTEJxy7EfMny2yYO9No6AXsO2SEe9YY2ZpKRTFMwA4nSG0QcYPUVN7SjasZCY5BSIBq2swDPwl3GdNnKxnupN9ZTNVh08txoyZbt06nhEfXttkTbsLNxF3FlgchDR6vlFsb7v2Thh3l8jnsU1JrCbWOZtwUwyCRPCms6j/a2AtH2CxeAIxhiuTl5lPHsBE2kGUTM7P4VAErkdfPHl4rOO8Egnqwy/u8yxikvcC5nWjU6u8ersAqnRKFfSnUag5ooxze9NkLXwBqrJLJ3gujHP7W8R6RmLrVOc8SXzoxW6JmNL6oTXp7t87tS3+OE9IY8/vYQxZfxiz1YwivfYT4dsjr/O1sLdtdwg0iFuojDUi2ODeEYqrPOwMSkzdYlYx0wzOQawsaJBM4mra7wkbG0gRB0IVdKBLG7W0ivYUf6Ffdabj7LcOI42KXE8Y5SJ6ydCZW1uOTPpEKi0nyIaTRJiTK4wpuxvnFk4WxTRjDEoGiTK4xp3YdbegFEKEMz0DKVsbGeAiXMUnbu7Zee4r7a5NSpb46TQCAyz9AQqdxU1McPpCrtXx5xZtaSI1KQ0hWGp8RjDaKdoQ02N5lpfsh8N0XpEzknzdIqWuliDHGB+4RgL1DUlG8anEZWF7vy+Pdq9i3f23pd1CBzDEYKkG5PomGPt27lj7k0IIXhg4Ymi0wjZ48/ve4Lnjv4EC+06uPtvO/4mwKQfwZk4rA3/V77nr/NZ+wVC/IIQ4ptCiG9WX5dRUluQhZA160uwE2fp9NtJVMw4E7X1VAM3NcQyJjZlIDZ82d50KVTBRJpmLR+LlZYMISeFHXCg2kgh2Z2WGiV5lShQTVSvbdkhRhcI6na/WVBXB6KBv9amE9lzyDeR6ex5LmbOKn6lStVxl29K2h2TchDZBWjOWyJFMc0YJnOzoMaIAdsDnpiY5/c+z/ntf8VYjDGYImDZSjP3uWFFqDvTaKkeuV6S3n0VxyuTikgYHGF1XQLZItSG/iTrbw/rgbFndDEWYDVw/IbdaPIATwgHqUpNniozCSlrfePCUABB1SDckwGha2n+VSbUZPxF4vGfshfd4IX9p0nDCOnKGjNJCFFoJrnOIieznqlRvMfE7p4sN47T91d4gb8sAKGcmWSkD4cYCVI0aWVg0gt7X+Avrv0eAGFsk95oYhPr0UpQtEfmR5gxOMSRUmbsauMyvmpw2FHNoDFaklb4rjqJM3E6iTbGbhxGI0VCEJetjV7qMZ1OkEJZ6mgGrAYL9ry1SSEbY9c4cGhemqbBiXUpCAsFWyM/HGGN5VMRVgS4U9AxQkn+eHefa5NhxsKQPPKOn7PXni0feYKZPzfVpEoJpwBPfJkBh9nGN/CPMPCPoDEFG8wRtlXvbPcWmPN4fu8bvDp6gZbboz2ot2QV12MikkNj7gkf7UgGXtnH3BAtgjjCNz7p/kUu7l/j/OgH9Jw+PW/RVjJIkUJgjMGbbDEzBt9tseCvMYkNUkgOom1eG79cOJe8ol+u/babV0bSEnD+dvAifuziPfAzNWaS0qIAFuLYgklNZ0hYSajz8aqKfWuTgiiZSUfP9olEyii149gMbDDXTJt4ysN1At7rf6Sors8Njt80jolJeV2VCXrXm2ecO8Rk53PfnE0aI/9bN7VOAsRuWR28OnmF1KSsLdrq+SSjgHedPo50GCYh03RI4LR5w7GXQTuMr65zOTbFXII6mJQaQyBSHuyd4p4sQdYmYYa4CUwyRtbWteIcD4FJsySG5kLh9Al2biqhmEa7oBWhgS+NUoLbgww8jLNgT5BKy3g9052gu5Zp0JS9muYX2PjLn44xbUPmEk2chkQTq8d0oA3aGAKnRRCWoJFxS80Hk9SBFk+dxM0Cu1k6ZjEruHinT6HEiE+/+t9nv61ohRGDtbIal+gIPa4XOQAux5ObAHGw7CQnc1NJTAwm5HoSMkvH3Df/JB13QCgkF3ae5kiwzNHmLXSOrvPsHT57C3W6tkSihKKf2uRl0Wuz2lhjN9phltYDqEj5fPl730BPd1DKZ711C5vxmGvp8eI9EyclUprvnSxBsOtZcWllLbOTz0Szp7g8f/D0Tde3N7uG2f9mmZTujWg5PWZ6WAN3pXDo9OtrkS+iWov6bb03kqL5k73fq19LO6Dvr6CNZvf/o+69Y27LzvO+31prt9O/Xm6dXjlDznA4okiJnZKLLMiShRhGggSxE0NxDMSGkYbERhIIieMiuCRRJNtxkNCURUmmSIkURXPYOUPOcDgznLnTby/f/fp36m5rrfyx9tnl+0hGQIQA2v/ce889Z5999l7lfZ/3eZ8n3XLMJKHAayF8n24WshSeYpjuktmU+NYNDDmR6qCEJMUvGUQAbw+ds9VpfZZARiUwOQgdG3mYbHNpVDnD3Ah3GvNWCY/FA4UVHbJ8hrGas50HOBN10SbHkwGdhQVWPUk/81l779/iPSt/Gk/6fGv7MyT5lI1wndXuI4yzA7ay2+xlmlNK8p79v1R+zx3dh8lMin39OT67/QkyHSOF4h3nq7k4jzWC1oDJoGKh39V6lPd3FQ+FG6igWyYLKosZ5weEhJXIq/A4zH3e4VXMuhaaaTolOgaaDnPFtr9Hq39/+ZpgiY7qI0SAJ0Myk3A0fJvW+kONtiKlYF9MeDCSfPjOj7HWOkdus9LmvH7cnL5FEPT5c2d/iQ9s/CJB++N8MLq7TLy3Y8fKtdZybfI6Mq7OEQpYrDk4rnrOmj5UTVaJNiMQimnBhGl7fYTcwLf3sxDWRc89Vn2PiU5L1vnISq7ceINU7/Dh9i/UxoYibHcQq24+/IvJLzHTp7B5ta6Fc0aCanHpwovl654M+Pz/+n163aqdHkCrnFmRXM4TueeuVa117hk4vl5rw61lc9btrD0hXmqRfOMpMpPgyw5R5AD7XKeVw6lQ3LyUcHTR7V1R8flHPnoWP9dMamCSqBUYqzY3d7+rNjdRxkxKNjWTdFq1x5evtR7EFIyzzMTc2H+JS6sBfdz5/ZKZ1PzdUihabU183iPhzAAAIABJREFUTSGE42CsFfpqkU6aYJLwyw4McHukNSNU2qI/XCnjcYkkS+9hqXUH7WDeNhgSBD3GC01GajdLuLR2fM9S6FrL9XK0yUKwikYzMRakx97SI2Sxpt0PSjbeXPfVlyFdpgQyJC5ik4434NTBuKaZpJkck4YQSHKvhQ0fpuMtEOcjtM3KOKRTrLUSCUIyOHqbblTFzZ4M8CLFuZsd/NNOjmR7dpXzb29D4GH0FlpmpDrH9zyWJlOe2LiPnzn7VwEYpu7ZOFJDpaHliZgkS8u85qGW4rHJj5Xf2/Z6vDi8yYV7b5Dffp1Tey2MqfY+r9AMGma7/JvhF1HJEVLHTadnkxDkHhwDk7yDHlpahHSyIvP2qeu7r5ZwprEGa3NuXa3uhRIwaW/gmEnHcxNR/i0tWLbdW1UMl5oYm+WMDhMuJprdJMHqus7ZsTx4bLBRi5y8OLsov/P+lYd45u5PAU74Xso2oAFFMgOjFEKExGaK9VquzQ6Qqo2xprgXBQApDZvpQnGuKT2vw1K4grr575RMRoAs69JfbbG2PnfgM2wM3oVA8tXbv8m18WuAA5N2F3oI2cLaGcZaJE4XK/nY1fL++gKisMcZXRUrtMkJbRv8mgGN8NBC82cuPcbZ9r0MglV6Xcdu12vtci6vt9w+dZDeLjGClewcm5M/R+fwBR599h/wRz3+OMCk60A9sjkDNbGEY+8RQnjAANj/I34WAGvtr1lrn7DWPlF/XSRNZpL8AWCSBs781H/HUTcr2R6h10XkllxqcpPiCR8pDRxWQducZpzEO2QmLQNld4xK4GVOIx/mu+gCwKn3QjsRYY/c5mVVYLY4KAX7Hl77AD+h3smaJ0i8nP3kVnGOKWmRjASBu5Z5IHY8aJCkpEUQHKku2kIi3YBry8XmoiB8AiEbVayZHZVBI8CtfMu9t+Y2IoQiqPXDAzy69EEXpHHoxB2LYxKYgk3jql55gQS7/6u16qAIddygvgcqwlt+D5k1pR6MxXcIczFRyz5kk/OQf7UJJtWojVkdlZdeQSP1yGtjJs13G+h9lrg2t4bgrxCYouK84AkebLnzb5uUsV8k0MV4edlaDPNKktsI0swrHAOqo9Wa0inckerJa1KAOenkWazRbD758dJmeX6MswO8sAqepvEbjMLbP3D8W2vxMompBS4mz4EaMwmDtOAZgyiYZ1ontEWb8eioaHPTmNz9rs66W7iMNdgCOG2ZkPqSshffJDurCTMazCSjj1X+pYeQFitN+RyNtYhi7BskSe5sUv12lyAqXIJKMGl+D+f3XJXf1zIRFBbJkRBM7RHHIQhLZXXvyZCz7R4dr0vvz9yFNILrk1cw1rAWnC2FzuuHtjmJ3zrxejwIMLWxHqkB/mREoCP0/kXeODrkVuqWu5XotBNynjskWUssM2bGMgiW+OipfxcpzgGS1MyY5hVD6rra4tM3KjZZy7o5OtEVAL0tMz57+huE6+9GFUwTTzqh5cVCMyLXMbN0SlseNdrN5vfZq2lpWUB40lF6LZBbMjSzArD0i8BAm5TIi06A0B0lMLrJcsmtJl/R/MH1f16u6Tq1CNE5wQ5akV/gy7f+FVnW1FjYU1W19SC9zdVxxXyZM5MW5mKOJifWUyLV4ZQdMdZ/Bpsr3kqa87R+L16MY76x/QnG2tIK3NalrSY1GYFsgkla+A0R6vmR1appn9m5yZXpNTy/02hHmotKx9k+cwHGA20J5q6BNsNaF/Rq5ZhJLQlh0aYV+m2SrDlWPQRBNuHBzZ/hXW23tiUmZThz1dLYQGY1oYzoJLX25mJst71+wxUUIOi8i651YOZRWiVJan0BJXVp+6uEojs7YnWjaonLTIoNmrodADuttEys6kfL65WJkEuuFNvpnTy9/Vna82dsJVd3vsthuss9/ce58+En+Au//QK/+Bv/ljofteMvIBfOoVDsxNdZ8LsshRvcTKfU/W++tvUp4sDjxrPfxk73i/vQY1dew9hqTB9FU6zZ4+rpd5avbRcCt489sc4r9/w2T7Q+gjWa5e1XeGv4PJfGFQsP4Mr1z9PpVoYIajxyYJI9agDwUih6g4qVZ6wmEpqlYKP2HkliU/bbtVb2dJd2f52lcJOjfOqcF4GpWiMnRPg+WbBA21tmanIQHsNWiMmTcm/LbEBi4jIOuTn1gJjWoENLRCX4O39/nk85TCvnmXhFN5gUSnq08wHGBmg9xVjNQrDKvplwdfIqnvD5+F/5WQIB6XpIuvM6ZzsOfMlMzF52k/XoPD1/wFF2RGwuc+XoawyU4JRXjeHl6BS72axstzbWIJGcqbWzWpx2oGotEunmHtpXcM70eXJ1ncP2ZQBWdl9vmJjMn82hDblPVEWEnhLcsdDhke45cpOynRzwRuye8UzkeNEaG0UGolikrXos+It0vAG5SXihexOlfTZbVXGg2+7xP137604frTi00RykWxw/bs6axYYnB3ezTpftxCWs03yI1SmZNyTOR1BjrHRIG0zauVtlvcUJnLunF/RrYNIAX94HWBaCKvFRQrEmFVOdMSuY+WNS8l4P89w/IRRVvCmFIup0MQtu7f+Jgwd5Wfw83RooF9akJ5LXK9DSlyHKk9z3QAWwAmiZMSHl++Nt/vCGU974x//29eYNEwKQLC4VhivFy0eRZqJg9T/5D13C7Z+iG7kW6kxITCElIVG89M29sr1trtXYW4k4e+urjfEf1Laaqf4RbW62iicbxcK8ybIHuHL+T2MK0D2zKde3v80byvI/+/+L+04ZkpuMVKcNF1olFL7ok+0V+72AblDMg9cvNRhRSnhlMR0oHE2PsNk5PGGpt7ll2Vnet/ox7i706O4dvJuz6j62zR3l57XR/PjFG3z85UuN3yKReHG1zt7RfQfvCn6cI28XjYs2d3qOqd4ZhI1C4nwdXVIu7zoq4s5+sMTGNC7bvQw5k2NsVF+GxOEigb6Ttr/IpHg2s+J+hf5cw0+hPMODr/1f9KJqznvCZ+n+AxYKSsk0H/LlrU9ydiemPYjJ81vE3pQ0n7lW8Y5hMajWnLFxe37b77BSkBhyk6LMEWR5A5B/sHYft2aXAMOiWmH9lX8FcEyjzkX9xhqUjWgnkPrNtS43GWHuWtnqTKI867CQDFDSMXhlEcekNi11mdx3aV75bLXmSARGBU5v6BjkUNa3rSUtBN1lreidmhirNaP9mO/PDHuaZpvbMWaSkD42jMhkXuYSoohbl3tn+PjUPb9pNkHJNmBAKPZvjslNB0SLWI+IvD5KeBgLym+VbW4fXbqTDxcaggubfxaAndg1Vz20+AHaWa/sIlGF09+7f/o8VjngaTFcZ63zGLl5ikl+VM5rgyGL7gPRwZopBgf6eVKxcK8p9y1fCPpp2JiLo8w5tnntqqvJk5JRuEvYcXH4Yu9n6BZxnLfRP1Hk/NrWp3j18Blm+Zj7/bvodC/y3VO/i7nZZDb/qOOPA0x6FrhXCHGnECLACWp/5th7PgP8+8Xf/wLwlHVw+meAv1i4vd0J3AucLNn9iMNLdJOZxEnNJG3BH5wmbWmSIvGdo+SZ0uQ2xZc+506ndASM7BwccJvJUXjIUTZsUiVFxY4pAy2mMHRAUD0BkW0PgXLB29x2VC5ij2mnrHqCad+WqGGqZ+RFJTgstGjmVcGLo5can02lRYgKjddA6jnk3/e6jSRnOTyNEIL9pAry7GyGJitpu1vZFgbDYrxS/Q5RuEfVJvtCsMrze38Igx62ASbNReJUYTtukYQYYUlFs3XOFz5GGr617YZNICOUGTCpCUFaY1FKlMyX0rVBaz7sv3gCTFIyKCxVm2wgX0YFmOTOrYUmN0OojaGr3YedAPexdjibus+ENfbNILzBsNi/5pXDm9FqudjPNzdLhM2PMXK6OW3TIqMZYE+t05BKTQzWYI09MaZTk9Hf/D6YlOnX/i7d6C1mbZfM1bW93HcbtBS1KgDYNMVIUYBJFJsDhEW1ByCd7dBSXV5/42rRP2zK3zB3WdM2J05cULiZrjYYcy8dfJVJEBdgUk2n4FiCrYSHVGBqLj8WjZgHOoVekxBNt7j5xjQH2uqA3FwH69xkCb/1QQTQkrArbp0Ak4ytwCRfBix4PolJ6D+ygrQKYw4ZZfs8PH4Xnlk8YWfvzpGeeO3CQynXTtUcrbxl7CTD1wH59ADt9ciTcanP4/Sn3G9ObcK37x4wqwG+2vYRUhbVn+pXTPwMq6vv6RSuILGpgu52vsy/7H+aLKkSfk8E3LVwfwmMpmbGwrOXaLHbYB94wq+eRXFYjGsFFQoB2EyjvIBUh41nbYUmkEGD5Tc/hGoC4rk1RJ0FjrJdRhT03yRGqDWyYyLjkd4miS8yqtkbp9bw5l5NdFfdzcSrksV5JboXuGc10k5wMZJteskW4/xnCc9JjnSTHpvWCgOpTBH3vIS2llDNAf6c1GQo4ZwJ50eiulh9ss0tRfLywTfYTg7RyQWOktcQQpQAElR7j0u4qrXbLwTwrc2KOSHJlcH3Qgx9wGev0CvIZs0gUQnw0zEtVVV/E3L2Zm5MTI0lNTmBbOGnFZgzr7RJIekdM7eQ5weoQotmv1bg8JYjlDdvAcnxg0cJ0h3O1nSytM3YDU4SkVvtBW5M3zzxuu538GTHzZOCCD7J1xnWhGSnRiBEyDDdIZQt7n/sUXedSpZUcYCet45/xgkcv3D4rfL160lSCpxuzS5za+bEsIOrHa7XNA7sOc1MVuPi8uo+Vu8SplVAN7Mps1ZGdjDlb+39gtuzrOH0zmvkNuM7O/+mfO9vXf4HcPsCvYVWCYSrrLBsb6WN4E8JRT9yCfoLo1vsxjfYDBd5z+qfZpoPGRWOoLnQHHUyntn+LLdmN5x+SmZYCjc4zGaugCAEI+8Mz39lD2MD3rznF10gPTiL9FbZ64boPC21dXIyktBZwA/TfZJUknQl6/I8UoVV637xfl0DkxKR8mNn39+YXJ4IWPDOgA7Q+az8r8v+22Q4faflzQ18AbodMB7X2k91zJXRKwQqoq8Uk3wM5FydvIyxhqVgsWRrA2zrNtNF93ycNbKHqrXxG2uY6TEqXGMxa86dp7I93s73iZTC+u659w9vNExM3LPxGHtdzlEBKO9eWubd0TJdr8W3dz7H1w8u8FrsnmdsLK32Gj/W9ehJGIizeCl8bP2jrEZnyEzKVeHc9FaiM0xzJwb7wJnHWMoX+Nr202zPrhbf1D5RZNQmd2Oidh9ORwOeDS7y2vha+bunL36C1uYhIbrRBtaRIMRJHbHWMWc6bTNCf4VZ0VbV8foMhyukq4cM/OVyDHgyoJdbl7zPdfbUDpPuOubWDgeTit3vhOY7zNSYb5/7LF0Jnfij/GTNPXLeygcQbVd16EBG/Mxffydi0ow1UpWRepI3p1ulWLGmuUYLACFYKlxN5/rctwOPmfYIVuJCc0RiN9zvTYWqubl5jA9T+kUb6pyZJKQ8wdxWtool5oUHWyTVlRaiKZNOKY+zO4ITbW5PPvvLvPu+o/KcVqeM97d4RL4FuGegbQ7GI9Zx2UYrhaKdVSC1LwSnu2uMDt5m/dIFIlvd61C2SmYbFA5Uyfcx2ZtIWY/vJW3p05HNfeOB9hr314DQ3OZ4CXjHRfKFRCUnPZluhrt42dsEJmE7dK2b/ZWoEbMf5gckesayEvgyZGYMiclYZZHpyt0lE0NbfQJMCmTIzso7kSai7XVLPatYjxrvk0Kxsb5Pe7ZDz1svx5IvA1rdgGgecxeF5OVhTBTuIM0RL679DrEeE6k2ix/4ycZ5TQF6PL78cT648YvFdWaodJ9c542C8aqK2Zpd5l9f+rtuv7KG1bhLNJzPpRoIWPzLYlAmJEohjhaaEhg2JTQBYBsdLRviOmvpmUJntWImJXpa5l/zFubJ7Sp+UGIuUyFPMI7rUvhZARIPWx46d3FOZhJs7sAkcM6VtubAWAdVAIQKsH5ILNPiOwWyAJOEUrz3HX8NYy1xPiuJHQIXw+Y6ABEy00e0gyXu6T/mciPVd2CSUAy8kH6xILz3nCscvXb4TbZn14hUj//iQ/eWcca9gyf48OIa67dGpLvNnEF4nwUqxzljMs5MfhqrumCnWOtAuEAVOfe8RVVAe6Kg5TEt5sqwcH8NO1UxKTAj3njHbxK0XTw6CBZpSbfW909tNnSzrDWQDHnp4Kvl93xI3oWXerx+x0lDkh92/H8GkwoNpP8U+ALwKvCb1tpXhBD/vRDiZ4u3/XNgWQjxFvA3gf+y+OwrwG8CF4A/AP6arTfU/5DjMM/YT1wFxuaViwIU6LpqBgIGC15IIGyZGMwp4TmmYCZ53H+nozDvJG4gtgv9oO0FmNhqMdQmp11bHOc6IIYp2cRdV52ZpNo+CFU6ugHc89oT5LLZ96iE4NAz1QDDwMxirSEsWg1SM3PK75NXG5+1WLR01+t0PGC3c4nMpJxt38/HTv175Xs3Ww7pPqxVkluJRtvKPrU7W2dPDUtNH3dex0yyafMRDdM9DgY9qLF7jHDC4Q5MCtDWYKWPF1niGpgghMDzWqAE1yavMkz3XDKT+Uxqe6Q1GqlEuS6W4Jgx+OF+Jes/P6cM0PN7WDsCGTowqdj4Y5kU1139prfXPwRK4AmfP3vmr7LeusOBLsXvnvfdXgoOeX/0PUwhnNtWjpo/G5wtq1RzwDHo97DHQJS8v0jbRGSqeY2Xxm/xwv5Txb80WZyVrVzl/cXQXvfhhb+C3n8b2ethey7hDlW7QUm2GHLZ5BTYOMUIR1nHOgFuiaSVWURRIcknOwgh2H79RtEOZwpGE8juXIDboPMxGZazyUYjWLJYxsm4AJNqdrzHNm4PxdKKxYpKmDvVCbZ4RhbFzLzlQMKadfAPYyZBBSZZXyBkh450VdVr8spJMAmwxdj3hE+kJLGZFZpLbok8SndYFX2UPHXCiQtoAKnzo0vvmP3mBraoeL94/meYtdeIpoabUxfk7SU7JaiVFsHLtCaGHhZuEgbTGNeJyspAFkAh8WnOUZV3SGzCMK2CdU8GrHVrOnB6xuJr27TsTgO8CUQH7xhTxGJAzYMDgU0NXuAjRLcM0gEoaNWBbTKTAPylY/dM9ji44p7pxfA6+WyXydEtpLdx4v4KEh5du9X4lROh0ZNqQ02sx+J7/xS2O0brhNw6x6g+A2IRM8MBTKFq48f3Ylik/xNrhAvPIGu6IUlN2DZRKYPudtHH7q7VMZOK9k+vAnINgvwHgGi59Xjl8Jt8ff9l/HxSsjnmuis7BbvKWstQRNg5mGQNdlroENkMazUSQaoMgQrR1rUW7RZgksyb+6AU0A6bQX0uBUfpbQ6+8Sts55bMZPgywjNDtMhpSzhbY9cNjglUf+jsIsuF9fGlccUMkKGHN2c4Wo2SLXJ2OBPUW14kOzSB5v1ki/4449rktWb7hic52mjh++eBnPtv7gEZ1s4aILJHwHDxSVIzI/RCFtaqtrMGmBSew1u9h0kQsz+7xLM7n+fLexeQ4uVyDjaKVOosr29W2jZnH3uMN5erjvuLp/ZJAx8xq1gORmp2wgOyvSlJ4TwplE8rPQkwWv8+Th+MCZY6Jejv2YiW6tHpmob2lpRtxNA9k9xKDtNtDJoLR9/hqWufZFwEl8aTqNaMK5MLfHP/JTKT0KFLICMOcucC5QB5yStf32L28joPbd5FICBcihByg3EUYExegpuL3ltY3/DW6HkujF5DCJgGM1bkGYQQJZjU9npoNDafMc4PeHv0ff7z87/CT5z/YCP8P925j/eu34HRGTd3v1O2dAT9IXlwHl8GHP395xBCkPsek7ACQlOTcGt2qQyAx8U8TcyU7dgBLK5S746rgF1z4GIqc5T0kYUW5Yv7X+G1o2eY5EcEwSqruVvjLx49z8yMuKr2GRYt3r1ijwrjA6Z50hinSnhEy6ucyde4ImrOrE+u8tlbX+L69HXApyMPmPgj4ryaWxvjy6wOfwzvcrXWZiZhaI6Icb9tmKVcHL1Iqmd84/onuTX5WqW7ITtsx1fZnl0tQbQ5CPn17d9psKi+1brATjbiOzuf56WDr5JffZpwSdIStgEmtb2QXFTA2OzgSvl864e2OZG3QVy0Q7W9AUL4nImmhCrkatHO0fOWEMBQTMuCa+pfY8gaphUxvvVW8152ukyyCa+sf5PzgWRFeOzmh7xx5OZeKL3SnXVhWq3ZvgxZPdtD7zcZrRMvJ5MCWwNnzwyqNdrFTa7I1ilMRuZPaKuo8r/xzOcKpoLCL9j2uTUlG12iUJ5gZSEsrrH8QVAktm+PXkXbHCEivnjr07x85Teps3ncOYt1zVZGDp4MmuwOo0+wPbqTm5x+8EzxexyYtLL7HUQNNNPWIAjJs4S80HuSQhLGldbhoicIvRD55hcJdUZYW47rLbUAuVxC2Aw9u07LRuU1CRSb/kkwKO9N8daqvai+vk0PrpZ/H2WHZcdF/bgU7KBFhmcyTLHH9pZbDTApt4q95BaLwSK+DMitYGoUfW+VyysfrdrcbM5UH2cmRRwuOgZkW3VLpmwW32q8TwqFZyXexjtZtWe50Xb/73ubDPwqFpBaEC3+TXqzGBO5+bowionzMR1/gaWf/0uN87aObpdSFvMjMxns7RMXhjDzY+B3uT27UnunYXH7CKvnbsZNnU0p5sykgCgVpMFCA+DPjQOTLLYBXC4mOYPDp/F94SQoCjApTg7Js3mr7Dxmr2ngFn92xeEJ8KfCDi2JcR0JV32BKeLe1MSQw7gGJjmrsx/c5oYKkKrPlrdTrMuVmxuA0S1ya8lyQyAjQtlmOeo47UktECIqBbTdnYTMDsrC3fy4c3Anoa4YhDM9IpIdNgK/zA+VUPQ9j+TVfbLbNQ1KkWAWXMw0X5+FzViIN0D1AFcsk0ISeAEtr1WypQMJ4SEEdy+UKe8od/t91K5inQDJP73rcZi52Oq+SHHKl+RoVlbPN8BIbU0Zk8zzToNh5TDg7cEPVB36gccfBzMJa+3nrLX3WWvvttb+cvHa37bWfqb4e2yt/UVr7T3W2iettRdrn/3l4nP3W2s//0f/TofWO9vMKug73ssN1TwJpFs4cpPSLhZDazOnXi88upGb/LvZ3M7ZBS7ioQeImTtjOOZQR1ab6enCWSLOh1xpOTCpXs12zCSPvNaqITKfaFzeBgBya9lONHuxA2Jm+Ygg6TAVM8IiSbk4eomXD75OamLemGneHLuF1wqJVhWLaLawzQunP0mWzUp3gvmxFp4mNTlJLUGMElOCSblJaWWLXM6bYJcUikAGmGkzGM5syrai0Sp2WARSvnTMIy0FFzYforfxQKOlDUD6HQgqdkSk2oRGMc3rOjs50qs7WRWbldV8q91tMJNAOKV+20wIwAEPUnpkRQITF44KhjrQkyOURAhB11/gsaWPArZkJpUaM0unyU4/Xn53y+sRmylL/V7FTCqC47W71k9cSxqE9EwHL2omfQfZLm8Ov+v+YQ3pLG5sHuASdPqbrjUTkN0OwcA9r1C1muCNteRKcb1uW5fmWCEQyIKZ5ARJO4nBWymq62NXTexsH5ZtbgfDGdvDmOBUlwtHT7MdX0HqhBGas+lGY7Ow1jJNJwRZE9Qzx5lJ0iMIQUhRAjUzPaqJqksnEI5ko25Dao+BSbbOTHK/9YXCxKZbbD631Q1E1gwwXZtbFay1hGRWzN+5rvZhuk1XhTx28csnwSQhTgBkAIt5j7BeeQwWoRDOGxe7aJRkXDj8Fl/d+k2eP3imYiUW3z/TVQIQqS4SWdqezo9ENZkLAH01bPRu65m7jn1TiSL3/EX6rcp63GCITY443EbUACEpA3x9XHjcOvZeEfjaTCM8iZSdsooHcLrn1p5INyszeZ7gbzTHdDufkCUuOP/G4Dkuffu/ZnZwBaHWCY+BqUJq7u7uNaxrg7t8Xlr7BC/sPYU2OSMtiNY2WfqL9/H14W+57y2e036wjVaK2Djtu8T8HIF4jeCh87SXDxC14LbeYpfIhBiBkXkJTmibk5h5i3GNFWinWNUv2ZHzRFuX1GyD0LMyUJ1b3L/RdoyBjITYXy9dTrx8ih4fFHc/K4TRJamnCVSIse67DwtGZ880GYoKaPfXGq9Z3ydTEnN0zTkdGbfWiAB+9+F/xI/3LZt+01BifhibM/3eNj3bxljLKNtjkh0RF0mrV1izu0RFMFM7nPIrsM9Ty8TaK11Fv3H7d/jK1m/Qscsk+i0+ffUfV+9dCHnc3lnol6REWSFSbY4aY99ayfpYsL5zQCDa2Frbw/n7qwSoHdyP7Jxmq+/u58XxS5x95Q9Iuk+Xxak6+8+LL2FrCce99z7CYbdi9uYq5fn7xlizz7cufobPX//nSKG5JK6h9xNuBbXCTQ1M+vz1f8aXb30Sv/1RwlwT9julqGjHX3UJXs/SZCZ1mG4XwTUe39v/Ep++8o94bfI6mRUV48L3OBseAgLhbRQ6L4WbbB7XAmRJd5YjEKz7EikErdUWUq05cVlbCdieWfsGfS/lwuHT3DTrCOBQDstAe2764cuQsZohi9bq5/a+xhutK/z4mfcjirX5yvgCgXROQDtP/1Mms52SebrYDbm48Ar1I04N2zXjkUwukNsUseFivnEBAEsreV07Ns9ucoOnbn2KT+z8Y7yFiFC7/SO3mQP6ozsAeOPoWbTNmeRHtNQCC9Kti+bi53j25b/F1Jswzdy1rVDMgXSMkl6pxWatRQmPO++9C3EII3HEV0c5/0d2id5jm8jocTwboIL7YBhjzBZZVq2L5w9eJgxTTiXV+MhsSm4lW5kDYy6OZnx/lvH5K7/O3T/rHH3ne0UmIlIz48tbn+SgEIef77WjbJ/PX/9n5Xlfjy4DiktjBzJKQAYB7SA4oUG66NXYnhc+jbaWgWpq23SyVZDnECim+ZCO12fgBTw5Osvl+BI3Cv3HfuA0ykYi4YX9L/P9g2+x234akOh3P8HhcIuvDYvnWDCTxukRXm7bAAAgAElEQVSY1JsR+ZLYwsh8i7b3DcCxZ8ZFIaVXA899GWKSHD1MGZtqPxoGGbmyUFvfF7JqbhmrXQxjLXo/5q5Alsyk+x52YyK9faXQNpSlhpsf72HNXnnd9z6xhpy6886Z7EIJbAGwP7f7Gf7Fzt8D2eUgucLW0YUyjlRzV6u5ZpI1lQOtaDpiYacn9FMB1JLbd7XNsSbnrtF3gbRc04rVk5H0nVaj1c5IaLqKv+pAlvd2P+1OFhc6sgUQlpi8NLjIir0tFFNW8pzJvB2nWC+kUKz7J6+vc9aw/p89zvOhAwXH+dSJHQdw88Ln+K1bX+apW5/gjeGzHOY3TjgV3vJ3SUyCN9eXU4LOQtgwzcmtYD/dox8s48sQOdlhK7O0uuv44WYJ2mmTo40lqXVMlO3U/QOUUJy9don1ozHaTklq7KmW6vJI+iSt9/41PHy+seQ0AMPoUbqiykWz0BVhlE4wvvv8+kHI9aPvuwL3148ZuBxdZnYM4NI2Q8ymJEY3JTiArbQOPGk6W7uMcPlgsz3R/dtagzQBQR6S+4NjmkkpofXhWJtblAQYdcjp8y0HYs7BpNl+uWbMwaTofF231P05WDipmTTfYS2W27nlD4Y5R0mGLsZ+amIwMNpzz197LYz+4WCS8EI83WXLu81ckUnWXDzNNCOXoKWPJ30eXnw/7194GD9QOAc1xY1prSBkIdE9V7irsbQeXXkUE2ty69rpYj0hUC2mwxRfVdeUd1M2/9v3svFfPUmy79YsI2PCtXv44JkrZGIOGBv2W1sg3LxqjS67vT8M+bl7fq4s0q94EplZ2g8ulc8szsdom9Jq12IrEdAL+9hxNaY7SqDJ6XeXGmBSDrSKeOra5DWe2/0CgQx58X0znrnjZBfGDzv+WMCk//8PgUGXTATzRwSTQlUI29msVM03ZEVgofALsbldHWKtpV8wjn7yiXeSFLQ7iUu6OqrZonawvMduusdbm1tYaxhnNSebtg9Fm1v52odvMxhdaJxjR8PwwPL68Fm+eOP/ZDe5QU+HHHrjEjy5PHqJV4+eQXoLvJoYXhw5QErIAVZVFSQxCNgaSGSNFj4/+uEmATuIGvgTJbbUF8ptCjZj+xiHQwkfT3qYaTNxFTJm12QNZtJNbw4m+XgyIDrVZ0EsMbW9BmvGfV4hAnfvExOzEKwhEdi4amHROnMC3MUiMk8ihTF8s9ujDq0LBJ6I0NaWm+e8etjPFV6tzS22BZgkqoVb5tMT50NXC8S80mQ9Sf6uv1SOv0h1SPSEVTMqv3cOJp175NwJEC2WOYt2gAyrhVcai27YShjyOD7BTPKUgN4mprgu1e3RXq4Wk/qcsBhy5XExMfz25X+INjkiN5iibazUTELSnxnUshtHcuiA0XPFdxirsUeS3/vWy6AELxw8RWpipIkZWcPZZP0YjdsymU0IdOWWBj+ozc13m0Pts7N8DFa7lso5rVYI/KC6V/NN0v8RzKSbRe7cKxb4LbWFlzWBEWMtVszdFgMiKZgWAbqW7j7OWXxnTvX4wFpTlyJotfHjk1oVA90r6MLuWF1YQnbWsMIwLW5HlKbkNnMVdBmVrIi5wOKs1sITqU5JMW6CSdkxMBWWvZ1SOBQgTQSeDriaVZXfjZoGx/zIrWF2aRvqYLhSLPjH29wswnNueQKwuUV4EiFaDb2bsOjHD/Kavkx2yO2XfgdvuVnd7MbX+ch/8DgAh919piF4OkZ6qyfWdbF2Jx0vbQQna3ecwWvD68Nn+a0r/4AxPmHbo3P3XbyZO4vTrGA4jVqH5J5XtvNpNuh1/xDhBQTtTg3IbBYGYpnwqlzHMqtcfqwmO6bpBODbbYRsl5Xf8r6U/f4aYROmxd7S91eISbjtF04u4hrIEFNU1qxQJAcFKGGdFbVAEnuGwIuwRcEjw5JmMavH2qiVgGhxo/EarZBcSYTVpKPfIMl3CGWEaUVs967S5WQbxvx4/ehzqF5Ah36Z7Hzu+q/z9uiL7veHbs3SNsezOZP2hL6tChRSRUgjuV60tO3E18lMQth5iMGgqZMl+x7n8uUiGE5qYFKTMfeOj5zhoVf/Gf50z82VmqbIEx+tWHhtLwDZY7s7xG//Kdamfdb3X2NvyS/BpAoAl4Tj1+lMqznuL7V4Z8Fycc8m5bWzW+BtcE28yTDbpSVCrnm3kONj+6i1zDw3H4bZXsGikeS9LkKGmCIsa4WFNXm/ee+VajPZm+/V7vdZLEI5F7C4AH5tFPIT3j7h4JeQBZjknofmKM9cQlEwk+5aaAaN4VKEUG7xnMlqbxwONvjza6/y6v2bKP8cYLmZV0DZTFetukdqjJq3/oiAz/385/CkE3YFpzXx+9d+jW+ONVlmqLdztrsh+ytNFsDFNw6Y1dpICd/DY+/8IL2H3X2aFMmXwHLhQ1O+t/clbkzfZCe+yIE65NRmFz8p2vVMiicCROceMl1pKU3yI9qqSy9wLY2X1nLuvWkhykkK7aBN08dgmPoTQuP0C1Mdk1jDIF/iiYfuwSaaiTjgUFumImew6CPVIgNxBl9bvGzK5u4tZFbNB7+1wMfOD1ACpsXzzk3Cxm6L7954it+99avMkile9AQPTn1+8qc+DlRmHAaJMnMgwj1razOsrJyWyucYHnE8/BdBgB/1yuc3PXKsrtViofveOEHsvOJa87zm2r0UL5LQRwiPST6k6y/yeDtkqKY8l71aFnx7haPXSKakZsbLw++g2q4gOnv0pzEyZF9XUgYTmTLJJoQqpB0oUgOrywmbnQrIzawk0VOUra4pkBFZIeS7m1btb9MwxwqwtmLeLtWWEGOLdnosk+/e5pG2IizAdLvooZTkKAlLJo+ii/AlQTpmYd8VATyT8/iHz5TFx2jeyqsE1q/2wXFbob0B1ibkUtTApIKZVM55Wz45TzY1k4SdnmAmWR9Esb7kxs3HdyQv8h37AJp5zlRofu5+lzeOniVXGevtOxFW0XqgU3xrsX/kCbutBUShlxqbKq6IizX6jve9k4cefjcxbg7OQetAhqWbXf3wFxRCCvLI8r29p/j2/rcx0me/h9PXQbITO72WibnCv7n6jxqfz0ROSmXJ3luKkMds73Nj2M6HJdi29Nbvci3JsNZyLmyXgIxBI4xgQrXfBDIkFPCusBBwP7pFN87IRaWbBE7AOJAtZt/+3/idd/wuTy1+B2Od+VC7prumBESzXZROsGqFTjhj5TBiNHqNy5OLqNeqfBGge/Q2yTFSSG5SbHhE4iuujqvOFG0Tvk9NO9Jaop0jbikX34nauursUig6EXwEiyBUA1ydF9w84ZX5C0CYtZh2XLxHTYA7NjUtumINDu+sGUYUfy7e/QADv8pR3b0v7o+ekcfPk+oZaayx84K9ibEmII017bDQEzXihwpwy+4GEsVNdbuYT1WbG4CZ5mjfw6y6wl3XW8QXAUoKrAU/12xNLvLWzlfcrQS0bZcae/PjL9z7C9hUl9q7sZ7gCZ+3ntkiqpMeIgf+eoMQU+aaGf7qXTzRu8qkNyrv0fNnvlCa41gzc5pxUYvhJ96iV4zVTV9gBbQeWCrZSgZDkh0QBRXA70kf67Ux44xPLf1hKX1gRY4fRg1ygrGCVlrFF/OW5J8dL/P6g00Nsx91/AkFk9yin5dtWTVLZXkSTJonne2iUpqbjLAAk0YbZ8lNii8UdgJqKaKz3iMNFFExCB86d5ZDWYjjCYfqHmcn2FMeuZEka7f47JV/UlLNAUSkEPU2NwFLjypiX5etPABbLY/JkXskQ3UPoOhpxaFfS34LyqfwTxenctcoxWZDg8kGkmGgEbMq0JsfSgbIdjMBVcaSGPc9mclcENJuot+qqIqYWRMMOhXdZpJPG8ykA+EmyVwzafMuF8Rd31fcmLzBKNvnzeHz5ftlK0TIAamelQPdq/X/W2MaAtxzlFgZy65quhG4NrcIa/JykYuLCunDOzMC4RVAkyUu2nlkTVvJCBrPBaDeVj9PIq0n6S4sNdo0Ej0j+9L/zfxC521uS+c2TjCTpjJhLVtCdKoF2zMCU9vULIZ8lpab8/xY7MTQ28TOA69el/5apWVfZ+vZgpkEDkg1GEROwUwSDkwpgqj+OEctuoBPjN39XxZFcGEN2vj0vvFPnK10cX6pE8basqQHeDVKqcUSj9y8qQeyxh5nJvkIJbG1z071yLXfFSBg6Q5SF8C283tcOPc1mEnFtQGLSvBAJJloi5Iz/Kypv2MA4TnGYSjbhFIwNfPWAfdsj4oFNjqzyblOs2I0WFzGFoDDG0fP8duXf4VEWRbzflHhcUeShMjVh0hVtdG2ahUlIaLyudnCcWacVgJ4bdVGUrQb1jb/WJ4UeX5P9/dYDSsgKrPQTRe4yW2eGmYcpvtIochnTQHkzGr0aIQRmitFa4ICNtvHdDOsA49KZlLuNJSEbDPNa+yn4D4OfvctQlO7D7aN2HsDb6lpA4yA8w8/wlunx2wvJMxC8PIZiKhi6s3feupBIpWXG3z2pMfCh8/zCw/+fO1dAWHHByHIPDcg5oFSuiTJlWiYEERLbryH7V6jbbZONx/7Q14PNjFMSzFabTWxbjrjAITcRgjXchrraZngSV8BEvQRmgQrfWY6RQjBkRwyUm7shfIq4MFcpFEGzPYqMGme0KS+pp13yK0LkKwQJOmMZdVM+BQCf3CWkajEMUWvjZGO7Wb1FqmJ8WWE7C/z62//ncbnJ0nzN2Z6wsLPO+rffL4ZNCIqEonIsXeN1awcvIZe7mGTGkOxAAK/u/sFvnj0D0vQzk87DB75SOO7Dg4m2CRwnSILq4QFa9XqZhC+eKbHuCOxqbuHe589xMQF8FR8tzaaFd+1Z+5HCSp8iHMFAfCVBxcqMKmYiwE+00Bwz5ufYmvm5qMMFB958Oeqe9teBAE68phvFn1/ymP3PQnA+WQT4+dMvvw/cPOn7kd0mkE1SMT63fhLfaxwDk2twhExXFKNvUOpJeKDQlOipt9m6SFkp1xDlBfxeBohZIQQYTn+jrIJlrkOneSc/h5rAq6l1bOJ1toItYQVlMwxgNHK3ZxVUx6rVfFvznZJilYrWh8gt3MtnDFyPo9EwNle04HOWMM4P3CMhNYa1H6L1ws5v9wEu6eJpptXgJ7wTnP/g4/Se/8pDne/49ydAGkzfuyxj/J33/npSoPOt/SXIvy4Q6YM2mQo6YO3SWaq+GqaHSGFINxy8d1BW9ONYXkwIClamtZMn0M1Yrri005jrk/e4NrkNYx1xaMHNtw8TJSLAYNQ0Lr6e+yf/VUOvOdozXaJkn1EvkVtOhDc9WH82+C9ZwOv5e55EMAs1LQ3r/J773gFNXeTMjHi4pfcbysS+nayhy1AnhI4NBkmqhKuVw6+yUvTjMSbuiSydoggRLUW8DL32Tw5xOoxK0VypHWGANI8JTwGJnnplNy2EHhMskOWwg0GnuTX1j6F6S6Xz6HvL4MUTL1izxKCwI8ZqJvsqbuYPfy4a/IoRPv/3vd/hWE6pON3CD1BZi1rd60QelXybAo2FLJi5vsyJLvp3rOTVHuoKSr/dRB6YVpLNst5ptFDd6+f/LjTEUqVZnHzNLuJm2OZN0PIHiJUSGsLkMoQ5lM6RZwifImvi79LCX41xuPQJw+WAUvie+WeU4JJtgYmFTGmEn5TN9LOGkkugOlEJZClERhhOG9u8U3vvSRF3KCLvOFo/ylePXqGXGa0ZAekJrp3rgXoklObJ1y7711QMNRmNdHjCzNXEJcrEXe/573YtIini9+w0XZW6VZWhfPJaAfZdv8ftCLeGD5LosdoFbG30GLSXm8AINI2TTZm/oivDJ4jFzkSgRSG/spc/6bWsig0b0SXy0Ky2L9Ens/YyS2bLV1rc7MI7ZPUJmNr/V18pOdxLu/xxTueRe++hq8dyDE1zX1wenSN/Nb3UP0uU+FYZEpAmFTXIoEf//bfKfQl25xa2mEwaXHU9nlx8uwJh9co3mdGUxogR3BDbjELfJ7Z+Syfu/0v3XO69X3GdcBEpBxMH+Fm6tbb+nhRgsIt2ACWTBVt57X4ZZ6nKuk1wLlW6jFre2Ap3Nyg5/eY6VlZPJ+DSeboNm/ufon92fXS/XJTe7x/vdozoWbMk90kn32FbPIHpIlBF59JTYK1bjyGoTv39jCvIRfHwKQFN1d3Iyd9Ik6ASRnGk+RF4a1T6B371mUYYZ4AsnJUD4YI2SqYiDVm0sIjmERjhItZ5q3GgYBWTQtMRrUcuihoW6mJ1oqWCb/Ik7Xm7eXvYRa+BsBh5KGs5OzSOvGFihDiCYFYiVAdv8xtrbXE2V6jsKpkgDFt0JY9/4jxfFlTOZ5/3BhGEGVVfHGY7mCxPDnZxIpmrv+jjj+hYJJA27x84P9vzKT5eAtDt+BomxMUm8rBZp/O8AZSKrKbM/z1Nj/3Nx+j/0CV6Phtn52Fmh5Q8RCzWpKx/OAdAJweCWY2brT1yMAlD+UDVIJBNGAWAsVrvQ+ewSy3EMIjXPgbqPA9CNmlY0yZXFhr8ecI4twtZD6AhIeps0J8J/Yn5cn2GwBvuWnj7uWWuAiqXP9yRqs7b1NosmyOt7mttfdJhcLWAr2k2AAC6eHJAL8bEPZ8JD0SM+Nz13+94fIiOyHh4C83qtEdW2N7GPMDBbgxutjETzKTrKmc/mYFmCT9FpHfLiSvTZkoitrnrbDomli2EAKlq6lSMj48SX95ufGsYz1h+YFHOOO/o3HPuitLJ8CksY1ZTHrkYbX4KKHA1my5heFEiQJYWtqBlXsrZlKvx2Chalmqs6AMBl134rIGoaVjJiGxxK6yjaR/lOIV59kLp6R6Slssl+cBWNx7hWR4ozyfNAnDrEnRdt9jSSbjxmfd33+ALJoUDaAo0ZMiwZ0L+7nPN2iyJyo3J5lJHoJ3tRWJseiv/TKbUrC+3QQmjAXlWXKTlpXTncJi3hRiklM9Qucx6vQTWJprzOLKKnlRKXFtCSmm7bGQN5lJPSXwBmeY2SoBbsdVoOTApEKvpdDRyvMd/vWlv89wekRHtWvMpAoEidVJMCmQsFCzqs0srJuzxIHPyFQsrvzgdUa//ze4/K2/Dbhxk4+nWDTP7H6JV2euRWk9WmSc1wN4p5mkhEJYi80cmIRoNdrcAKbf3SaMq021P9min+8i28fYRkLQ6vZ47vEJQzEjDgQqjwGPg/Q2X936VPXeM48WZDY3HuRSgPAlD24+1jhfWADiP2kKd8d5xf70Crknyn974jpi4NbUVrdPfXDV16RbrdvstZcxonpNA1NbFQ/mhyeH6NBD24xYj8sgze+2AEGev85UHTjRx6JSvBMccaTcnPGiSREIGqzVGAGzgz3chqZL3Y/Us7zj+dMc5c5W2EqI0xmBaAajbXJEtM5UVtUmf1CYTMxF2HVMIEMW1t7HmXS98fl01vyNmRkT3b/IbPoWO3l1v/yWA5+Dlks4jdUoDN7qCrYAdm6khm9Jx0gwGBJRJXzxKGNh3T2L37/2a/zetV9laydF6IBAuJbeOTNJ5JW+FLjkbdbzsam7h8nlmPHTt0iuDDn4lGu1mWYjomK+Hip3nt/+4CH/0V9XHIq0ouwXa1ZfQuYpcnODr2/9Bk/f7a671a9a3YPQ/V1El8vX+p0jPvjIxwAIbYA+n3P3h57lIz//PhbXmu2GQgiSpTN033U3CN85tPmuXXpwuoupCZWrzoOkRaKb2wKYxDEJrOqXa6WUgmlQJNgiKsf6YT4DIdEmwxM+69EiIjMc1IRzuxtthFB4UadMakWoyDYcG+tDs2JtsTCMJxylTjMjI0IzB5OmpTOPqI3Fuc/CnG8hTM60vYaugUl+N+TPP1wHhiE1cM5vOpO12h6y7bP23/xlRFHgEzbhfafeR1wTeUlD49pgco/Ut6WDrzV9clutk+MCCO8WgX9cjI8okqS2Sn4OvCHxRo/OaMRbo+d5bu8LGCC64w5kXIAvvpsvyjPwtb9Ptvg6twYTHn35f+fet34LzNYJ/T5vvcWpP38Prcjd85Vui9/50E1md+xw1M1RRTFRSg1vfIGFZAFT9GL34lsg55bw7n3GZuhaUfDlw29wKYXYGzMfN/PYRwQBQdTBT4s1EiDdLgVn5yYPsU6JvCbr0cuL/UhEjPIqMX2p8yaD93wA2f5TgIvP1UKIDeZjVuBJn/WFA7avTll5/DGiTlgkbx5P7z/L5y9+nv/4+i/QSTS5ECw//l46tYKMVYIkHRLUWA9Hi4L05hjZ8Xj67mpt8U3xnhoIXS8GGoxTTLIZZlS0mRXOe6lIWTp9Dm2d42LqTxGihygkGoyYM5sUeQH2+qdqUhFKIMKKESBlr9BIgTjwqoKZUGXrmbsAi7bzYprXYCL5VKY+8yPt9TFFcqgBIwxvDZdJLu+Vz7B3+BbCWA47bs7l86SxlSI78zypKCDlMfLH31+1shZzOpE534z+kN++/CuIBY/W/Q8wGDYF6ZfDU+TCIiPHpImN5fIbTyEK7Uu/uB+WnBcf/SX2zvyPXD33Uw2dn3pXAMDWubdZGCyRk4H0uH/9iPvfu4mJc7xa8c7v3OLi+tsMs11G2QEyneKlU66mhgFRycw21hIlLZKaWcbj3ImQgl99/Pf5ynnnmhwU7I5Z1mShp9NCXL4/4CAbo3FxpzcGO3dpFBXsocaCteWqiBdGKRdmzZVA0GTPAcjOz9FdWGTBn/Hu86/xqx94nmlvRnbp65yZVHvzyHub2+lDLF4/XTsbjetw8bgl9ooCVA1Mmq8dvvQb8XwUe0w7niviWtfmNggHZCapWsOL9Wk2vs7b+19ja/p2WXRrqZNwg/CKvUrPjUVmpKnGFPtzquMSTEqLduLbox8uwK0GDkA76hQFAiFKg5DZK7tkW1OML5kb9s6NBJR2u32YTREIsoLBF6kAcPtxWNM4NjONTTRGztdEFxt/+BfuhlosJGospflYsBi6mw5MkkVuL3B5Z6vnQFeDxreCbq8ZJwB4d7p5OTcsshjiuEkaCVUHk7v4et87YqgdcSMKU5Qf8KVbnyhd6CyCVs2lXduMPMhZys5xOmi2M/+o408smPTK4Td5Yf8rQDM5DY9ZqEOVFkRtF+Rqm5UL42b33XzyPvfA9FGKv96mMwhp3VlV4pUvueOnq5s6D9bmFu4Aaw/di5SweHte1awWBxEoBKpMFIWSLIQLxAEwp4H78v+h7j3Dbcuu8sx3hhV3OnufHG4OdetWuipVlVRSKVZJQhKyAItMA0L4sQXIBoMwGBswYB4LhGkD3e1ug8G43QhjUiO1BRIooQAKoFBSSaqcbj75nL33SrN/zLnSOVf46f6nVT9unb3XXmHGMb7xjW/QHTl03aUfCbWA3r3ClnSpGCZDl6BIpY/k0r0IW+lDwlFzC++wowl2k2tWVVQ5TIpS06MAk9DplDpRdmMrxe0Oprn94W2/ZM9LH21cz07myDHFZKBYWOuyEjuQTsQtcEV2bb+tT2tq+zDcJBi8mUzZyPmNBbgzTnSP005LkygRIIo6R3xSghFejBTasXFyshuI+2FykkkNwoWdHiunzrVPMTbNpzeaxzRYTSfPn+P1P/pTKOmTm7yq5qbDOn2haqPCRxtF2lhwxAFmnaFAZe0IYiT/iP7iZ2D+JszCBdd+Xea6c+zLUkujIcAtINGKZOe/VtfEKMtMEhKDrR4nkIRphhzYsf7MTE6SbhEr22dlf+2mHsmH3l5dX+ZTdtLDS4mhIB2PW78FKsHy5iGkgMZmY5xuQVFYBlltaDkj1Bg4UBY0NU0wyZ4/LLr0leDx/X3E1pOsnX458QG2ngE8X5AWCX3nfH1puMe18TXSBlCzbzZJ1VkK0+6j3vwCWRmJdJ95vYBh1sc3Prtu/h51+ZF704YOUjPXXYRVO6XOuDNmFyEH5OmYSHWcYLqq1peCwmpAHDgKPU9R1IarAVbMMSZeKRro+mP8OKR7mLEFgHJTMB5PMCZFCB85tUa3Jz2uJvVzG1NgpKj7IyuQvrJpDgcqnpgkp/9E7dDofIIaDkEIxo104LLxfOWzl+0x9UDn4yqyljeYZ2LVgkbl/VVYzrO2DlPoRFQXXWWxMgDhz8fM9EZsu/TFgf5N6FnDqtOdqdLcjGnr1VwM1zGBodD1ePY7IwrnTDcPoXOy5YJxtstOukFWpKTFlHA4Q3vr9Ri71IHr3lYVPNALg1o80qQYlz6r3R5XVhDMPEM4bjBUpGSSHk67m3Mpm4l8kr/czXjvdkrUczqBPXvNpJgghKTfv/vQ7/M921br04t84NLvsZ9e4sov/CLbH/yPfHpct4fu2GsGPTuXcjKE1ESLqxTOivv12T+hd/J3UL5dfyMHZHTTmGSS03WptrvZBnvZFluu67tSoCONMAKVF5ii1JBybe4rpv2wYiYBTB/d5Npv1fo75ZhLhCH61FkA/mZth62uYC/dazCT7BiYdX395FyPgpzFW20p6ihuVHd163zs1/aH1gHebP33zGAWHRWI9/9rzm+9t9W2osh4tnMeo2MQfvUM02IXGfVgUM89rwOOaGeBG6fbImSfXI94dOfTXBo/zs5Sh7Gr+iaER+rm/EaWkauM/XyHSHeZ6dyJCBTPv2eTfNumBPnDkKjnEcYLFUgvu54VLTcBstpfDLvTPXZcRbHU1Lb0ttqrmUmyKdhsP8tNQTxNoLjGOFogb1Dv/ZmuC8LVx8JNM8z12+O6c972X9QPq3aYE4q5aI5E1/vMmdVb6DhB5EwJ8iKxqQD7BXlYz51SDH/gAjwlmKS0/XfiXmddb5GtzNLbqfslNyCUJrs+tgU8/E3XJvtw7YvMnbyPazM5QbKNl43JzCXWM8PFtGDvz3+a/Y/+CrPfdYvVa3SpaV5ZXTfskmgqMKlQHjzyPh5Y/wjnH7d2l/YMnanTTyrZZEVK4oDizaWEYOaH7HU9UYskl2BS4BOEXaKJc+wwmEaadZEnCM9jIjNC1Wat12BSxG5aO6ZJlNLMJEsAACAASURBVNM9tsS/H9WsIT0KESWYJKA4/WoW73wOe1sJm1f2iSKNocBTPg+ceAXxxOclV+16v3r7HOrc/UTf/77qekZJsmSTSNc2+uYcpBf38Ja73H7z86vPV7ZtGnWTmfRsUPdhUQpwm7RiJpVM/FRkDFfW3HkFGoUnQjdODUYIp60iyZxgsL9WO6BCCUwY03GaWFG+CA35gmamgGUfl+O3oBDO/heeLbrgxkEgjEs0r4/JYA6TOvvACC73Pf7k8nn8vc0aGM6mRGlK6hztSlpBg3B7aOHApAcHyxx/6QvZ/9AvcO3yl+v5HewRCJ/MJEip8E8cZ7hxmKE7XVWoTskcAlHkCDd+ugN7j/44IVchhSh9iAabpGivA36vw+mZ06QiR0jFhTMTbnreEsnT1ucoHXuhDQxD/nb9fXxi06Ze++kOV8aX2JNjFqKjVs9QSCBnU7afvfPcBdYHW+Qmx1tdxXMV2ZLJM63ziqm9b9Ar9dhsBVSxWSBXXEXARrDa39jn6sIFMrcf645PfmrAu7faflWUt8uy5/isD9d40+lPEA63SWXGte/u4R+JuLBVn7tgHuJb7/1jxtjnajFWEFZCxBRgCsa+A5MawbA6zc1rAZUKzaRjGXS2eINgJpiBIq/HqtOt23Up4aVmmy5SvMNmf6UZIivNUUOWblEag2kxAZca3+GqOzdvaCbJFjNPzhxlT425cPQuFyAH6XTKrv+O1UKSUjJJS20vu/YL7K4UOp9+4nz1ge7ZbCS1QqjqPcxMMopJVgWbyzE30/MxDZaPGDR0K0vgVArk7En7vSrtFEGsY7RvfYsSlBZ+W7cYwDvtgnQlMwnDtFGZHaCreuSpI8zobabGjlktrGzFTnqdL25ZfS8hYDI6377JMCQ1p/j92Rcfuv9XOr5KwSRr0F51lTqajuoNKy25f6OOHQzNygGJ9Hh4UkezvUXb+eH5muUhhODv3fu66u/K4WuUT/bCgIXZmKc3nYZBU8RQS2w1t7Kii52EDfsf4Sm6w/rZX/+DF5B6lXy8ARM7wHKToZ24qlDl89VVEzJTb4rSVVC4YtqDDKDYX8dfnaNZKr47kVXZSyU0pthj86E/sDo5xlaTKWmh2bV2lYETZ06SCt1i1CyPrVEWKRctDBTD5Q6e0wgQsg0mqb59xysNjYugHyPxKJRdwNoC3HU1twuj5x7SjFFCI4qkKrd9LS1AFgivA0Ihois8vP03PLn/0KH2gYy0kUMadrpwgOCVY0FBHfVaZdPDQcywE+B7ygJg7jmFFm3mGDCH7cOl2xtaV6qdTmQwrXLjAIF8BOEWoxLHkt0uc9EcO3KvfIPq/EIINmKPIrMbTm4ygiLCCByd2FSaRDovUG5TfGqUko036DgjrdwwnkxmmX7mHfUzm4RxIVr3LJ8923faQ61y8TfYVaQE2TQalAWTcoNlZpSRubLfDwMo0waDpGQmhS5Slbuo05GVCy0WGkCBQAeWVl7SXi+pTd75yDtJmqyfgSTd6VLIdopKf3GJot21RHHGTDZgOVVEjtIdCcFWVrCzbwdTd+cp4vFVJ4GOZReWAtwNsELIPmm6j6961gEwsorqF6rAu0G1lELNYUxIcG7IzFvvQEjBXLZE6pWgSso0H6OkE9csSlp8wXiS0dv+Mn46QTqnvCBnPWvSzS2tXwmJwDKTSudv+wYAbffLdQPJTpeln/xJEJLkT3+CrXe/lfSpv2L/2ocACFRgnXoBOqv7tEXNXbiZTPo8tmMriKm+nSMqaINJQce+r/ZKHYqp1bxbnOH46ChpcB+fyD9OpP6qApN6vZlqvB0UNh8LUHqM6dapMbfe/3zSLKlEI8tDaFDncj585Y/45LU/5eL4MZ7Y/TzdhZlW5FUIn6n7c0Nv8bR/GcjxTqwiKoA1xTjxdK3KNATbzolf4KUN5qGW7KeH+0B4TsNIPsH1zLBXgN+1+92e020rU82kCA/9Xm7b9SMtplwaP0rv8R3Wf/M3mXv9a1rneS5o03FMr8LkID0GK8crZtLPrDzIm3afZcW3Y+ooCQ987jFObtj9Ye7IOXRwvLpmGbgNpED4ilwqwjSjEKW+UfmOkmzQxaQNMOnLm4iGKObDM7Yd13NIF7f4i9O/x0ZoP9tNd+uKNG7NWujaZ153INmtN9mIto7qDdx3kb1uUBt/2o+QXa8K7MheH6Ih3PL19FfaKVxrz7yfJ80xLm3OWjDJlPM7Ab/D2aQeW8ujuUpcPzWW0Qh2nRCqy7QY84FLvwuRZhrWkc3U8yhMwUaRkQR7lYbXIL5AdH4WKQ3jj/wyQnwGGXt0hyFRdKxyLlTfZ9iN+Lw5hmhwasbTfS6t/yXTSx/GTDYqFsWOqvvAjBrj3f17/Mp1XvTFp9nXV9iPF0gbQu96plsxPsDaD6/+/jsYfv3r688E+GvWuQ87XpXiUgIwpmHdvuDMS+k6MGkwXSUzKZ4IYFxg4nqsj7NtjDEMHNgxcelYnmfHwK5jyq7rbfJjq8SNfikQkBuyq2P0KGTglxofezB3lsHa3VxtbO+y2KYA/novp9h5lvzy5/BGdo4GZ21J5s6ttvz0s705Eg/WnvkAAKP0UUh2OPrS61w67ZjrXsDClmOIlQzMImESOqfDDypgfiUcUaa5lUwx6ftEUY/hjrUDozTDNJwUk6fohQUS31SpK1V/uepLRnVaYNLJmZPsTDJ2G32hhyEmtH1hhCA6di8Ld94GwKVHtvECRSEMnh/yU/f+FLfLm6vfduZt+8hBI0VaCopst+X4zqVD0st7eCsd3nD+m6rPw9zOB9NInfpSWIMDhXOSJQn5Tg0mJSIlNzmjVQcmkaFQLAQBwrd7YCEEZVXcfGOCjDWy1zDypaAIYy48eR3pnaJT3IQQh4Pf9vp5pYkCgICssBUIhRBMHKM+kAfY2sDW7KkKTMpy64AvdBK45UV1wDmb2kIAbpKUzCShQLi+KRhgBPzrV7yF288sk19/mGuPf6QK3W/5uwTONpVSIn0fgsP+lzzioe6o05uEyRHODukO53jhl57i+V/4GM//659hMvwQ1YOUh2m/X9Tpc3LmJKnMQHpIt98kT9txu1GOWQ16foZL48d4LPsyuYBzX/wv7E7/Nx5btufYAL8EU3DJaweE4rsWUVKRFzlH3vlHpHoKxpBk7b3VJDvITofYrf2ZMUQSxMTgHelW7VMe4cY+X77lzRRlcGdwjOf9vVPMnWoDBzprP09u4HG39284O3gYzjD6jm8n2q6DcqemOWY0rNJ3mzNVu+SOkpm0Hy1Z1nODLV8yqLX0W6ldKM2449vNtmQmhQNkkdXFKkpmUrLp9IbsuIqnmzA5nJEgAzsOmmCSaaQdp0WCET2Ulqzs/y0AQbpbM5OEsunK1fX6DFcXeMvd/xgOaCbpgZ2Le0sd9qeHn6UzCOhOLahWibHnBqkERuhqXwHI1iekl/ZJPfvcJZiUbU5bGRPduAFA+W5uSAHxiC3TqQW4haDrd9ENaQApFKJRHRgss89btePEuDYwpmC6XwfIk+kWayYgn9r7restHk7+imKyhYrqIhdpI3394fmvQ3qnqr/FfI/cLBBdeupQO32l46sUTBKt/2/qw/xd51eR0gaTBF9xqdH7etGCGnom4GJSsOOMByEF3nKH6a1+RX9Pky36r1il/8pjACyvznPVAT/FAXBDFkW9kDfBpLLSgy/pDV1liECxdm6EDm3+Z3+7ZlQFWU6c5sgDGjoIgTEbFY21dOweztoV4wDyzcfR83MNcENz7LJg31ViUTIAMvbWH2Mz38XgNAYcVT29so8R9fvdtDTg2XDZtZPd5FeTffblhI6LNspAMVrukOcOTBKdVr9Jx4Iy0f1kgSRdiJG9LiqfUC72UomKMVAtcqbg6OBUC0wSQqCFQJlJxXS6dv1xhAfCjwGFUQWf3ng/1/aePNQ+mJxk2nAiCzAHFp/MuFEVxC0wqXQctBbVODGmsIaEa+4SlJkv7HjsrDYWjAMCdTmG4ABbSb7oB+B+q2diXBRR9XqMolFlwLeYSUpVgnYAW8k1ls2SJXS7/GljDAhLGpVdu2E9OVtQ7K9XbL8SwNhLPRJVSvnVG8EmB4FLQ+aer2iIiht5AzBJSYTWfOjy7/PBS78HQtnIaGFcK5Rpbv/fwKTIpQ/NHeuz8KM/yon5swjgcxt/WZ1bAH4oK6cpNYZOUPCOL76DRNftGM76mMSQnH5z1c8APaeRYQ/bJn76JDN5l7DwCaOA0vt7NjU8ndnz7/rU25Emxys3YpNXcyLzG5FfESDSDZSKbGlgI+tIkIZup70WCF9SyCFF4aO6Pt3ZPp0Zn34yi3Fz+MGdL/DRZ/8rMo5AiCodpRCGj+oIY/aJk2sE+1ZHKIvGzIrmXDEUwjGDTMlMsm2yQX5oTVYNQsHM659H7+Uvs6mNWYKcbDH55G8gHWJbOuaFwM1/e2RNYEd5fOSOX+ALWx/j9x57O55LyT3ITCrT3JQDk3aT6zwcPsVsfx4vUKjgZjp9N+f6tl/6gxGlfkV2oFjAbUcWkHqfLKr759gdFxCW39c6V3rQnZ0lKcakJuGiOcrVL/4eZ19+tAWSITx037bdut7i8fBZVo78DP49L8Mrx0G+g8ltSpfW1iM1zhhIPYNOGlu5kozT2sndmf4r2PmcfSa9jRS1sRZ07doy8ex8NtED7hr7mH4bpJSb1ukqx54whu7LXsbqv/hR+5PQMgCCgV0/dN+myeUmR0jN/JGzFJMc4UuWdYjYu8ZSYNerkczw84LApacJ2aE7/81I7yZUcAfhbN3ewpdkQla6SVCnuUlfYYYDaDCTRKCYe+OtzL/5Dt539q95ZMYa6Wdfc4LxSx/m4bmPI4RBEZIWaTV2S3bQaCHAT3NSrS37eDhw96qfqWQmdYPaeNReZFOkHeNYdiN466Pwjb9F/xU/2Grb40+8m0DlvO8jCw5UdlWKIsDvoBsAeNTRaGHTMwpoMJN6CNEoR60kWadOVYzOvYx3XXoP/vJxwrWdioUDEN0yiykKzGQLoeye2RuFGHm0mneq5zOMfT6Q38HTLhAigDSfkO1fpdj5BDObD1c7z47ac+MK9OJhJ1PkOcoYrnWvsh/NkzeKKwTRoAUmrf6rF6A9RXx3zZhTje+13xj/0WFq/pFbbq+YSVJEZEVaMa39tRqYKCiYsFvt92PHTAqc837RbSz9vEN24nijMp+wzKTCkF0fo+ciho7dlIgE7vun9IJ+C0yKp3Dqawvu+sS/OfS8asaOo6A3ouf1uOSHGCGY2XuEl7//++k4gEhIGBcPUuxe5vq19zHjHXAUTMLYFU8wsrYBVsI5Hlz8iG2PRppbGDaKDwQeky98rPrNdrSIXliAA2LtAJ5jJhmTspvVQc0TgxMkedGUnEQNA5RX6odoIs9nfq2HVII8K9C+wgiDpwMGwYB/fuqt1W+FW3dFM4CiBEK0GWu375+BzOAvtxluV2cuc+gQtVNVmNzaQSaj2HNadeOMTNo9bdRkJhmNV9j1xQi7X5Wpo9n6BDUKW2kulpkU0Rvv43dfz9zkBHBAe7UMYtBge2AopK1eraRGIJgWE4wx+EK2NGEA9udPYdKczBhw68ET3gmGi0sVUGDyhP2o3k8zV4BEeJahZu8aIgPFR3785RUL0093cS4RV9U6gbMnSgbtdPFwWo4INWrOtpsApMkRSlV/D8YJJbl6Oleuc1/ZNQ07A07NnCIVKShdpcunT+0gY1ODIYEkHo7IpGVvJx509i+z3rnO8prTbxM+oNiMLvKl7It85Ol38KFLv8wPnPh54mMDtNDkJmeHCYXKCfNtNosDYNJ0B9nr0fFsW8fbTzB0zMLgaDsdFKC3lRB6ULhz/LjD4ok+X/cjVl8vn3cp2NnDrd+98+yvc3nJ2iofEjZNahAM6L3iFVUAByxb9UreR5rD7OQyucOCPzn70SK52MI0AsGp0z3yhN8CaGU0y6TrNJMKx0zyBohGdWGTTS1TJiszEux1j138IOaAPAqADEtmkht/Jodil12XKpuZBEOX7jAgME7TV0Q1M0lIVEMnC0DPx6CUqwBdg0lFUtC5e4nZO+YYJ4d9kLXzI7Sz4UpfwOQF3WGAMaAagOD2nz2OmWZcGzyGzgum+T4GQ77RbnPR3JccQ8q41fBxs0iiHLtcQtfrMuzUWSBCqBZz8Wpa8JlxXgVGy8IKBsO0keYmdy6hghHF1FVw1ttsm3X23v1WhGz4SG4cC6DHHj39IpSyBVrUkt1/kottvbK/6/gqBZOoUly8vM1MAkAedjQBwoFLZyudEi34thcc43seOO0gW/Dma8d9+R/cyuSBY9Xfi//kTjovWKoW+Wy6Re/lJ+i/3II+y8eP1o934JnCyZOVYyKkzTXNtKB0PoWWFTPJc0aIDuaRKsQb12lu5569zn1el9mKPlsR/K0YqQPKVodrPHD0AW4/+1yKSVvDpNh8Aj3fYMPIDiCZOiNAy5hg5gdZOP0WSHYwSHKTVcZXenmfolcbJmcXe1wM7CCULgd3JUnYl2Mix/QQvmK00kUID637CDXb6rdywxdCcuynXsDxH7oT1emgs4ljzzjNpPL8UieiyAn8TuX82ZaQKKFRZsrHr7+bP3ziV3jO3/47K4bmWTCpdO79tL0R2xbNSBvleTGGInGLZWoXycw43FvKVpplaeRI1XD4yS1o4wCd8r0Xc9sHaiYkdNcvdLvaUmFMS3kfQBx5DmjncDuwRkYRnvSYOKQ8awqnSUXeMCQ3ksvMmwWQEoEkF2U1NwcOde1C8tx7Xw/7Nf21fB+/SHly+dX187iNYC9vVw40xpBNnEHW1Elq9GN1DSmQSvPs/sNcHD8K2M2gSKdg8oYAt1tI8xuBSfUmX6a5hW6cnHvVOWa/540sj44hjOHBzQ9X4stCCrxOUEVU93J4bmeRZ3afaYFJ3pyrOPjoTivi2Js9KKYLau9hekXM0dRH+Loa39f3NtiTM5bq7dYD34GRKrgFIy2FNe806PFCM5jYXOpQxWDqvvA6kWV1NQ4ZeRQLz8eILtKtJb1RSDjpgdt49wrFZPtpG9XTunIoBqZDNIVUSToLE07F77a/PzLlnPpw4y62R5QlTUNWVM5d6nX582f/c/083dpJ/I7TP07vZcdcu7efuxc6oUVVRq3riPfBapgAl1YfIBOKghzl2/5ogklRz6s23iiyz/D59Q/yT4//InPRHIsn7P3i2I3Nni2nPJyZpeS6HGQmLQ+HbE03SXu1AxrNDDgyS6vcKoD0BYPZ2rjWwS3c+sw1l1rWMGaETziw9/nec6/kT//+nyK//y9geJxSg3O6+w6y8fuRSiNlyUxyKS2eQSVl/q91sicNzTfJBJyB7Q8n6IbhGPecZoenAM3ERYH17BZe2HYac1OyDO24lcYQ3HS2amMd3surP/0Iobtm4Jg8hclAaVaP30byxDZqEFikDcOcA5O0A5g7A3ut/e0EIcHvvhYvvp+zD5xqAUa50gRpAzAvm9KTFHfdyt8csdft3L3I8o/fg7/aJTjW56ETz7ClrVHqr3VRQlE4Z9Kn1niy/9pnikd9eg6cG3Tq0txNJ7UCk6LaeShZcroEk0JVzdXBfNvp8rIxtx3fY2PDQ+BV9w6GAfjtaqVR7OEJC5j/1l0/wbXusyTaIITn9nJ7SCUoGmDScGmRIno5syszvOjWc62qi/7xPtGtVuev+2JLbe+OAqbTUUWnl6FmpuPxa/nX87asZntIkeJnAhWErD3zgVaaWwkmBYOa6R26UuyxY//uxhsY6XF5vt77grCPCA7vzQDF607yZ1spuumoC8HxNTte+95htsfiiVP0RiHTwTqZEnUxFCBaakd/p7I2oCeOIRrvWdbDRcf4+Gjv0xRHjhKaDGEMsnAzOjek1ybouYhR3yJHiczgyD10vS57jSUinhpWT2j6u4ejv/Ht8yAhvnOB+Xieyy7yXAJsYrjqbBnw2WPvvf+S8eQpej2nmWTKNLeEXd+9q2qDSU+ObNpHGRcUQYAXBZQ2qT5/E2QT8h2bsjK8/En04iLh0cNgXblOS/8kuYHfGv0h/+T42zg5c5LvvPc43/2C49W5ahCg5+ZQ4T1sz99ptVk8yZyzaT1f4ndi5tbsb/zNht3nggOiYc+s3jKL19DHKkzOILdrkLfSQTSqiT1286er96uepwkmOcWvUPrVlDPjjFTm5IUV4C7vodGQGGfz2TS31BUwyDem6OFBMEkiog7SFJRaqalus/xLO6dw/1XPJQtyY4EqIQSFyZkWY0IVIlRbG2///J2YtCAXEPS/jfu+dJmHxDmOvP9Pqz30U7MnePBc3WZTx5JRvnR6Rm6N9xWhp6o1z2uASc/Ky/jPs2yG5TM32Xc81hbZBxChQjvmqxBYsNKluZkDDLfMzcWmAPfBQ/s+pwanSEWGEBIR2XmQPL2LGjaKgviCmWjITpyRqgLltnk1P8fyggW3PCFQRcrl7mOILcP21pe4PH2IR8KnXXU4SW5ytpNtMgXd6SbTA2n8TLdQvS6xm48q2UE4OzVcsfvB9Evvrk6f2c4JvKJi6AcNIGj5Xz6f1TffBcCXi0tMPvNL1XePz36W5aUhL5++nc8uvgyAvt9HeB7BbL2+Fkbw5F6A51JUm7pCWtrk1sIUYDKMVGRyq2WfZ27t0NKv/KxiskV415u4k9dSTIsKcJ7BR+Z5nXJVJAgKpllimUnOH13ceuiQPAqALgWqHXgjTI4xe3zs6jv56+1r7GVbGNmhNxsSuHZPZQ0mCWhVnAPQ85GzLS0zqfQbi3GGiDSnnrPAG/7lPYeyWUofBGo5BDJDbzY8pG2XXtonvrBA0p2gc+efyKxKb62u2QC9pbMRjLOfnjQL7HRsm2x2BV2vy9LQri+Gwo2hGmy+lhkupgZVai+VmkmmYDreojAWgDZ718CfJZ8ohC+ZyGm95DUyRMp31L7iXv1RurvPoHvfTDDzFtSiXYvTncNpdl/p+KoFk8oJ0pmMW/pEcAANpDbD4pHtqNJBkIEi0Iq3PHAWPROiZ6MW42Dt5lme86pjrWsN+r2K0pdkuy2l/BW3oAKIg3kvJqnuawoIVdgaysKXdBvMJADtaZDLTJzgW24ywixnuLjC8im7ofdliV4LdrxJxUzqd2f45Zf9MkdO3Mzeu3+kuk927Utk1x5E9np1pEp2SZWsKlgprJbO7vqE8Et/xuP7T1owSWirhr+dIEY1GrzYD7g+sO0kPfvvXJKyr8aVwJkIFKNlu9h6vW8niu9sgzAN1XshLWNGdjqofIrOJeCquZUORcVMyomCbpuZJK2TIIUti5oUYwb/7DuRHd+luckqJVuZG0wBk7WYScaAceBSKezahApb4t9+DSaVbBocsFOKypXOyko6TxYaZKC46/F1vM7ryGXbychulGfcMAr9I3bzll076RNXPjNrtq32yBqvuZlcQQlFJ5hFCGlFGk2BMlD4GuHbcfitr/wh9LimrDfBv/epMxZEAIQb15O0nXNuMJjp9NBvb2gnKNVI6bEMpAKB2bmOFRt2Dk25Kh5gJglPkjZYJEcefScAncJFo51R106DcmPJU+g45vE9q6viCbjQXSVUYSvdTLsUWDPJUA4g0QsRvdk5Dh5yx14rzOcQvocIFHouwr9uhShVPq3W98Dl4gvhUygLTOWj2jjQ2RS/qLXEZCFR8f32/0NdgTKfefwdjD/+H5CxptCLmFRU86o3CpG7Ptcd1VdHL+b2Z8bIKEIoVTGTTqQdnr+dUEhNV2R46WfZe+9PEiwHyKDppBlyY40tYQwmK1DuXn7YYyO5TOYMieiWWYywKXTX9Va9Zh4Ak8q/SzCpkKDyxPWTajmAYA2j1BkSypVCVo1n/J5ffFF9bmnMGkspnAlmuPNVx/jmf3E3d93mdEF61pkNOnU1txaLFehEXXbSHZKGoyu05KajjchgWU0rEAxHtTMvPTj13vfi+e1iCUJ4dDtPo8WzzN9+gZXuSvXd8vKt7fsP5ysmSlFGHpVEpe56xo7nDMkktWuVYoxwbResanSDJ9CZceKW2updbeVw7SP/C/5yURlCSWH4wE6GN4hI8nq/FQaUc5jv/66bOfPZX0UAnkudCzplenaOUZrutT7JUzv0XrxWRekWQ/uMsU45/sqrnPihrwdgvJO29tb5E31ytzcLT5JLhWqsjc00t1d/6z/nRfdeYiX4Rma+/kyroorwYj7R+TyPHL1McKyPakT1fWH31K241Bux/0bDIXOhS03t1utH01H03PsMuvW8VU4/qQaT6ueYPXKU8912NcNzzxmUD1ntjdHKDPgxTTApjDRdKRgXVkh5/VaPp0+796jSZhRSCYLRWvW72M394VKMF3fZz2qnSHV9wvPnuelTn6T/ylfadx2GZIlk/qRda4Sv6AUaLUVLE1eKhCCTqDDgvy+d5LJv0xF21B6JE9rtDet5UGqP+C5l3xs48M6rU/98v1cxHQ8e/nKXsbFals3jJXctcvejz3LzoF6Pb3vqCrc+dQUhJcqTXHrhf+Ph+c9WgKhtmLatlpQFTyRVFciOExaeGnjj2tt4z8zHkNonGAjCJHOituAlOWQFei5iYWj38kym0F/hecvP4/TwTHWfaApRfuN31LMRaz//IrzFDvPxfM2QLMGkKIajlgm46Nao2OuwML/A7U9egVKLr0jZ1k4DqWE3LEfzlYBrtY/7Pn4DTOrMLrD6i79AsWnlJG76wm+hF+aZu60eU+URzjhH2jtJFL+Y3118D1+KnuBE/wTdQPPTf++W6lzV9wkiDy+6D1S3AmIXjztGY6AIuhG9mTlMVjB9tGbQtQIQ7nVmj/QIB7XTtYFbz7VEz8WteRqtgTxg84mGhkFhcgSCqAHQWGZSRmEKgjimO7TFVLRRkBY2YCOsnEBaTPF0RLZRMpNaEwVccYIS3N/zD2gMmTLd3NR+jYBc5WRFUjGTDIZpvk+gb6iuuQAAIABJREFU4koTpjziXg+TFBRRzhfm3kV/vMtNk3UGn/9cxTLcE4KkERDedoup55eyGc65PwDoeukeuRsvV9Q6c+fO8MO/+046MxaI75w7gzmg1ycDfSAwISoB7tXhAY3QxVJT1YEFDTvvyvhJLo+fQHk+p2ZO4bu9XoYx+U5CvjVFz3lVBbJBp8cwGPLw2i5PLO1X+8U3PP9NxI75Z/cYgSwEvf2ETpJRtEi+Ns1te7pNqiDIcoZbV1s2P5NtZLdHx6UkmalbV6XAH3V49c3fx/qjf2DbuaeY2YMs26jAAK/ByFQdDx2HpL5iN5uys/7lVvucmA951Kyg/Mza8I4N5fdqRmxqJA9++G9RphZ3Lg/P+VaYHOPGYKK2aZarTptpbtJW/dx770+SPvIXnJs+h3wjgbI642SKbDKT8gRFQVoUYETFTJKdYUuYunrfuBwX5f1zTLFHlic841wwg6E3CvHzPTAFuQgbAtygRZuZ5M1FlpmE7V8ppE37zAqkYzbOrnQx7WkDEoSr+N5MAesND4NJKEH/FcdQ2sfLyyyB7DAzqbFHGVWK4tsg9oVbbyN3gKIRgo7XYXlo5Utyx0wyjSrI5VJS7ntla5aKsnvZNoUo0PoKwh+Q70lUr2b5g2WUlUeJRwSRptv3iCZXrU6T8PAGATIqSIuTB9/8Kx5ftWBSOUXCNGuVyQYXAbzBETnDqhLCDupBGF+YJ75r8Ya/ax5BFFSso7Roq+33j5wlcrQ1cdBPEmEd5S6sPs0/uP0f1G+jFd2RYya551dKIPUaSV7m9zoxs8VFbnvpKne/9jiRLAUSBQ+u9tkKS7qqA6QOOLrjv/wlVFw4poz7peiSS8GeA5PGRYHPlGSSM37mc3x2+4suKqJJr9h3VgsNo1oIhifOogf/EKktYJflAqPSqrqeDBRB7NEZ+Bgi/EbVHLhxn8k4RhUJXq6rNLfymZtpboHntcAkKZQlmjUYaoOXvgDVD5GhM9i9hoNhDi5yGeOGADfGVLT3cqPIjKlmc34DhpXSiiYzCcA4Q6gcf4O8h3HpLXGSoPwzrciyPfcGYtUNo3D13/3PHPk//neUEzIsywCnDWaS0H5rR9mYWqp3L5q3zCS3HPkFpLP9CsGSoU84UxtpzUjZY1ceqtiBFTMpaVN6DYZiatsxb6RFCu/wsiOURLWMIkUiJMXedUyDmVTqAxxkJglftVL7eptfBgo6eZkC4tgEQVCD9CV7qR/gxzFXxk/w1N5DfHqc0wli7j92P0njkbzZAcqxB2XHY+mtd7HwfReI+wNaidKAKmwkOWcOEXh0X7hK/1XHiBwdXzZYNmFWPrcika664NJq9f3KtY+jqI1OVUiMcxpFqHBBRdY3HiR75uPISJNvuvs4Y7A7Csl2BIVLIRNCoovcgklSVgKRKp+QJ4JMSnyZo6IOxe4lZLeLuKNdXSk3xoK22NfXbg6HLu+7bBE1CCjWPMZyciAo3HbiymheBSYJ6+h42oBQrQIDALPdgHXPGrHS0eZ1dFjrB+x8BJAYlsKRBcGEYG6tRzAzAKFgYNtch1Ft1B9gJpXsqe2idsRFpDl9aoE/f+a3+eunfrv6XAeambguod0dBfhrq2hPH4rIzspPsrT083hH2szEeLAAjdSlMO5hnE5F4dI6g6a+kQGpFYXSTB0jVTFBR3Zc+WsxvjgMJtkUVxct3noC1e1W8/RKZtjMDb3FeaYPvZOntz9j29KYat05d+8ysRPdDHsW2A7iUkwyQy+ssPNnT6DnI+I7FyswaTYY810/9oMc72wQjVJ6K/Z6452kWWwUL1B0jtvvrGaSJmm07dhz6XFaEqiAtSxHinGLwQDWObjsX+djdz2C8FTLEL1z1QZCprIUtnRMzNEsR1fsHtzrN9bnJqgvfbpel7jJTApdynxZWKMBJkmpuDXs87LPP8HnvQuc+MM/oP/yl3Lh1k2aaW7RkTnwIprrS+BLhlqwXhQgYOtkyJ3f8HWuGxV++GL8/rchleTMC2qNoahbgkkdvE6/er9JVou3Niss9txzp3sOPAwsQ2Em9ho7gUGSEmQCGYX8p/Ov5mLPjq9ttcfdj13k+NVNur0aZDt49GbtWFjaO8n/8/Rv8P7Hfx0v6LXS3JpHHWw7EDQsDPM7Y1QjKHFkfYej6w0mQZaQqqzFcjQHlozUs/NKaEHiuqyzvlGtCcfnjwN2LPnzsS1aYQSFAe32JT0XMZhbwYiE1+1fAy9iEAx424vfxv/0w4pP3NkjnkLkqIfRkQ4z524s17AQ1QGmSn/LD+D4fQCsOntiubuMnp9nbWMHHIMak7Ct3P83gI2VeL5Ks2lVcwtqXSWhNd2XvITOfUcoNj+J7vcIz55l+fRS25kG4uXazjSNffhYvx2MBQsmhU5vTBqJdoz3kinq+Qq0hLxg812Pkl3eRzkg1OQNe8g9ghoE9BaH1TOtYxnS3lKMUKLFDljsLOC7lLxSJ7ANJhWAINS1c16muZWA3mh1jVzkeEZjkgLhS1vgSgiSYkIczkNubsBMEqiScezYH1tRva/7aVbN8lwYyEs9FchVRm5SqwXqBJRLMEmpNoO0q6QVAfbgkVmbyviyhz5IlNYV4hIMplOvR6kTEi7Hl8ClwBwAk3Q2rphJ1/Qmc1Hbv5i/9WZM1mZbyUhX+nICMMJKGgB0wobeTbdL1HdgkruH1+jv9136Hd5/6R0oTxPqkBedfKn9Xdyp9JL8pRBnkSAjmyb54MkdPnt6u0qlu+nM8/F6Df8FRbjfJSqm9NKspX9ZpbklO2QKTnSOcPLiZT566Xfr3082kA1mUr7uAvyFQSjB152u9aJ25tz+sf4sqXYBnrht8wOIbow3mXLF9Fqfh7Ed21LtW1aSm6vzs4sVU/fhfI78+lW0fxNCr1aNWVDglT5fkYPz9zJxmSSp06TKFC9P+Egs85tszPRz/7X2AdxaONi5jixqcocFkwwmlzbtqwSTuofZ+wBex/V/6ZMbCyZJ/IYWWE448FFFgs7GZMKvmEkSKvmV8mgyk5ai4/TX1yoRfdmQJ5BxG4RCCmRg+7AZuOyOwkOqGt17V9CjEOX5VZU/6UO23k6BbBJbprdHjD/x62yftfvLkaUFptKe/2Rwka7fpTcoBdELWxypkTlTYnHl/lYBRKbAoNhNNzASRseeAiFJrmTIns+rj7+a5a6T4mhioPkecjlg9E1nkf0e8bgutqB9ib8ckZo6wPM/Or5qwaSyEkUsZMvJBZBxe3BVzKSuU9svamZSefQfOEb/pYcpmofuGwQVS6KQBwRXe0ssR85w8Q5GP4Iqyl06wrHfoXSohC/xQ40f6cpYkloi9RpTpxtSbgTe4gLDpQ73vO5knTuKoAi77Pru3UrtnrmDRpxBz9kN4NqcY0TIDrmUjE3CR678MX+1u0PHVbtIjpx34t6WmZRethtxuNqOKJxd7LpKZHaCrucxfiM/s9yUhssuai0nLUaZvAGlXXY6yDyxjh4GpWVl+DSZSbH7vnkoIVqj2/f7yE6AcHoKTQOjmS4BIIqEadL4zGCrEAmqKkF5jSW1x1/JTPJUg5nkwCRx+HxZ6jiUDAgR1CdS055bYqSN6JweDqu0BADhKrekojaWyxSg8tjNNkhMQjecc5o3BcYUhBlkcwM7PoUFYIKjtSHb7K/p9pOUDexPr3O58ym2aLMojDGIsXXysiaYdCMnQQqkbuoE2T4tdjeABph0QIDbZA689WVrBJg8RYiEuKxo5hw/EQSHwMNTdy3g9y277SNX/pirmUH6Pt9x83fgRQ0NlH4fz9GwZcdDz0Y1M+gAEVGKWjdCBD69+1aJb5snckKueZnKFSuCcqwJxcSBSd3lYRWV0xQI2ah6ZvLqXWWkUW6X0e58GWuyjbYx2BuFmAJ6E7seXPj0rxBNrlvNpEaamyxSilRa0fZbvxPxOlu1T3a75HtNYKUgLwxSyMohl4FCakHkwKRqZdIS85Ihvz3/J602OujoH2QmTdywtbivOrTOv/jMHC9+84/wiu/7IbpDa4SWaW4LW+1cb+2EQbUo+F+f+2Pt+174NnjTe6w4MthqNpUAd3tt6MfW4dnM6xQh6Svi0QID9TnQD1aGlR8pZoIZrvWnrA97vPL7rJCsfwBMGhRPMdz+ILiy660mCQL83rfQy+w8HG/vMDWliKzt4w5tY1RpgdE+6WSHwhg0CX60B2T4azPoO765OrfX7yF1mcvvgPA8RXY7lWNROg/+3Ai+/B6u7dqiBRZMqsGTkuEQ9OzeELnvclPAWJBdHTP4muMWDC8dICGZO3W+Ao680EP70oJJjfHhBQr/qAMp04Lg+9/C2te+tvr+PYOP2st9hdSoqj0PRHmazKTjzpBLRJuZ5M8sVOl43ZkawGoyp+aiOU7PnEY3mI+eM0y9tR5IUYFK5WGmU6I0Y8ubIbz5ZoSUPP+7Xsqtq5erAIV/dN6Oy9Mvr99hfYIWgvVyvgvJG879fRInTBbK00g1DwaEF3H2eTZI1psLEQLmjnTRsXVq/+DxX+Zi8vs3bKsy7T7dc4a4a9uZ2K95r8YgRYKfCaSbY2O39+yoPUZ7E84/e51OUNsLB0M3o9keiZqw468z3b/MzuQSwourfSK67QDz0zV7ybSqL+yuLP+OMZAnFNLU+mtaYHR7XUmrtDBJ6gCY6Pp2pQs06sy4n2qClRGD8ZR4mrTYynouQs6s8k2jH+eB4J3V52eHZzmycIZn/F3iKQTGRcr/2b9h+Y++dMNHXogbYFLJHPE9eO4b4RU/WznmCFHZdqQu0GlS9pxN2GSCrsR10Ygy5naQmYQD6Bfe/K0c/fc/yKk//3MG3/AN9Dt+q4w6QHh0xeqd0NZHXO2tcvBQg4DQidFKoypm0kLJTPIlQkmmj2+z99GLdF+0aiUm7lkivlC3xeA1J5h53UnCW2bpHTnCxFUQXhfW4fZXnD5nA0Sbj+ZtNSioi9k0i5U4ZlKzchOFIZO1htH8sRMUCrTRmCRHeFbjKZeCqUnwPPtbfUAzCSXQkdO7c3vZeqdR2TXLqRx/ATidLoEg83Iyp8fkS4+0SJgW+4QyRnntefCclYFlYniCqXOFZjevoAvD8kZZrcpg4rCyq5JKM8mNL5f6d7Ciop9scSmyVaCueNcPgUmLN5+upCCq1w51y+YzQlZpbs2Iwei7v5uO1+H3bn8b3XnLyClZjK3rubET3mQrOXpHjttKbgKCU3NoZ5cOl4YMg+Gh3+v5eVSn4SMKxcyOXZs707TFTJJSkhWZTXOTgkHm4+/ucW+vARJOd1DdXgVmZlfb8/hnX/iz1RwbL9n+z69cYru7wXMfu8jsibOHntHvD4mnIBtaYHPRHE+PH+SlN83TizP6Qb33xvNz3P/5J4hdRsWzM6cY6RmE00UFy5Asp4IocsqCSXL8TJVmBm0BbuVE5avvysilm0O9Zz6DKkTDH0vRRuBnkgJB4fwa0TnM3gfwu21mks73MGbPCdPXhIErRc5FM6GYfoEJqlqihACvyUySltVZaiYBdDeWSS7ataEJJvmDtg8rpECEXYQxFaAGznZu7FoLb3kOg9dYkEV5ATrPEcagIolJ2uO1pe12311832s/SfLiO8uXZ1tv8hNHfpW3r/wnOl4HNbB7dUFuwaREEpwasH9+loenpU6e82VE00+UXB4/wbibIYX1FfKtHNXz+YWX/ALfcvO32ROLZhjI0PnWY4Rnhqhuj3BSy5RoX+EdnSM1tXTP/+j4KgaTbEPGYbsqGIDsHhZ7BIg6biJXzKS/2/C84X21rsAkERwwi8IZVmLnxMQHDB1kbcDkpdMX15PCLeL9uZDAgWFBrFk5e4bUTWBTaqs0UmBqp0Qw0z3HNI9a12tqI5VH+dkn75mwnDyH7v4WTuKfp/YeYmqgv2nRdfOCVzlWgAWTssv7CF8RLteb7eblfc4s9Ox0c1HzjaJLr5FbXAJ8oxXr+Hhy/wAz6SDnsGYmGaGB3Apwl6lJbqExRUGwP2lFyiTWwBYKrg1cCdWghwwVwjkx0qvvFycHwKR8QtJcFBwzSfgK46JFTcZmM12vfA+pvXqclBWHHKKcN6oPBCO7oJX6OUIIVCMPrErvaqLo+oAT3jjKTTKR9Tvp4LCGxHp+hX4wh0CSCWPz77tr6MXzmLyojKDgzNEaPC1FYY0hHhc0l4+PL/0meuMdpA0I31AgyqoijQ1JBQciAgBKobw2MwkjMHvrjpJbCq+3mUnGVY8QnmoZJhQZQmQsZK6aoCqNcP8g7oOQEPTarCrp+9w6dytvuOVN9RP1engODG0ZI9BIGbBXVw1NlKZQbxQ6kEK7MqGDgOHuGKEWAI8n4odISJidr9cGRYHSm3XFjKKoIiUq1Bi3QfYcm07GXsWkKxl/JctgNLXMl+GWNdZEmeZWgkl5SpYKjISVxTmCW24nOHsW//hxvLWmY2BIc4MSshqvQkv8QNMJmxRyuxZ5x7v8yegD7YY/kOZWgqSlAPfvv9hj9nvfRDjs1sLrzfOF4OvuvYnbX3J//ZnWvP7mO3n9z7ytda5288wPc04OT7cv5Hdg7bmt5yiNh8xkGFXfexBbR3KzIV4MQDzL6459gdcf/3xV2cOPPAb+gHfed4l3veALLCxYw1YdANGWul9Gbj4Ky3ccfkdPI9WAYWKNsfF+j9BVACnHQ69o57V7viL3YzYvWpadoqCr3sXIezuiN8J/3hurcztxRNgtiyLUlVVkFFeGUFlMQo/agQnRYCYBdNyeE/bt9aLYVY+jBEZ6dZXUcg2MhqAa+7XyiXo++zuJE9937xQqfCdmmm9Nuft7voUz993rnlvw9N37qLeebKWS3eiQB0we1RhXpWNUygWXDp8eLTEX7hGqlMWTB8aOO37snh/j1+7/tdYa5jnAJjjWZ+Wn7j0MJjm9u6SxH6jeiPt/7lfA5BRFil6w7Tv4xnuJ77RrSvqEBTI3qv3FajCqyPWTE3cv98T7v+s8//BXX8LaTUO+8+dfwHCpQ+CqzKQmscDEDY5yzfjyfsY1Lenc49aO2GtF722aG4ggZK7rUzjB52Y1t/gGe1B5LAxW+NObfoM/ueXX8DNrmKM0QgqWfuweRt98U+v80XKHe153gle+qR286L/2NQze8PdZ+JEf/or3ekAPyaWpKi/Knn9IJqEInGOtBWVgOLi6hecqBB51DPeFeAH/6Brnnr3OvY8+zk3Pc6Lknksv6K+w4D1KINsM9kEwYN8X+DkEbp0W3o37AGA+bupblsFHH+IRvPAfI779d+xnQlS2nZxaR3HThIz9suy74JWDt/O64U+zEi+RH2AmSd8njMJqHy1TkcpDdTu10PKBip3BsWNoB2A1mUmBOmyLi0AROeBRGV2BSTMLMfHApzMIEFpgpjn+iT6DrzmBjD2G33CmFXTsvXiN7gtXEULgLy4ySe28OL5s2VCeszWbDt18PI9xtpEuajCp0ipyAtxNZhJApgpyZ3/f+4ZvJ7t1DoW0zKRAWSF6rWwp87K9hoFlWJXvrSS6tDNc1entqN5HvKwOmhVS1LqrAlI/dQLcHoEMSIqxYyZFaN1u465SmNSmKU8bwypdW7F6TcAUg9Q9xmFuBaodG7MCK78CM0kAn5l9Fz937D/wcPjUITBJhQFT0x4bKvIa1wWErMZWcOYM/okTHPvPv838D3w/Pa/H9c6znF6y19V5e24CVfBDlqlzuSF9ege9EOMfXWUU2nbrjAbMhLW+17vudrbZzAyy2/TPFLGrYtqZJO00N6HYTXf51OVPkSkQG7a/vIV5piXYl6fIXq9if5j9q+Tbz1SAQ/MoVuz8zC5fRgKL2/sEwWFBe38wwyiP0A3W3HMXn8vfXP0Uv/XGe/D9CQO/3nvVjAuSu7n8LH0GxT5WGMJlK8gUXQLHRQ7FBGMKvP3tQ0zDzBR4rppb0QiG52XxHDeOuhuXEK7yGIAxOR4CL7UFhypmUnRjZqrfs2M3L4M8xjGmnI6vPXJ2RcGjech++kF2i0tVZo0woBoBopINWGsmWZt85/1PuedoMJOiA7aCEIjeDDrPW8VeuqOgFcbUc3Wa3VxvET8vUHlRiYm3LnkgVfvSqLFx+h0K4FPdL7CvJnS9LsoVLal0Gyeg+gH69vlDqXYd361vQmKE4ovbf83lF/aRr/rR6pwyza2ytQ/sdbJk7Pd7BNMa2Na+xFvtcWNNkhsfX7VgUvnoca+HORAlUQeYSaVTFjiKaSUg+v8DTAI7YYwxRAfyfZGSU4uCWX8POVtGZcsUJ1XdtzSSZ77xGysjotzwHvju87zwDdZgffU/vI1X/6MLzJ6ym2PhGFVqWC+QlVEnBINRj2ne3kC9o0dZ+umfaj1maXBkyvCcL/w31i7aih3SraI3Fx9n9Ys2mjY9ch5QFcU2vbyHXozx4pDP7ue8fyfl4+96jOccnUFiBzYiYjsPGSZXXHvVuaoj54z7ogEmKYG6gT6C1UxKMUJjMK6a20FmUkG0O24hx2X2gdCC//78y/zOA08hvU5r8VBNB78FJklkMSFJG6CIYyaJQFFsPgFAp/EszaOMwBjVMFJdpLuc0HnjWWM3TgR16pNy/eBLVb1XE0w6xOhoHKVOSRNM8v340Hnr2VX64RxCSIoZH/mJ/xMz2WLUfS2TB6+DA1/Cc2dJnJFWVnPzioLuvodwDCojACFY2v0c6ZO18LJxdFeArBFhUuHhzVMoVeneuLMogGJvA8hqI6s0LkpHswSTfNmmuxYZQhbM5o1ynDjA4kC3qcAnjNvOjnSDKO7VjrryvBYzqXmYRkrl5WGCPFEDA820vjg+MM5HMQvX9wn634EQEun9Nlv+TzPbrTXVtCgIgqRKsTSmrhsmY5/0WJ/33H2ZE1ftZtAc52Uqb+kYLqVHEdpULDAZxaBrzSRlMtLcGXpRRHDyBCf/7z9GD4f0X9MuAZ9lOUqoyiEXnsQLFVFV0ap0SmTlMLSOg7nAqp3mlkU+Cz/yI/iRB/zdIEF1SSE4/dM/Q/+ee9pflALJXgL6xsGG5lGO9bxIKXQ9Xksw6Xpuhemrvo1GKGFQwvAXF/8Lf3X1nXidmEHgwIBg0IokNY+8HNPLFw6/j/s3zBVe52vR0QPc07VinmXEsJ+1waThUoc9f45kusuTicGTBZ58ilj9JcSzaNf3BTmRHxLGpeipSw8oUkTgV4ZQyUxSI8v+8l1aijQg+w0wyYHcZZpbpyy57oDWwdecqNugjExHwyrlzX5uwaTxTkrRAJO0JwnPDOm+ZI3B1xy31x86cM7z+bcv+7cszx5mQRw8SjC6fI4mM6lkgORVcMAZo4MVfFnwfWc+xtn7Hjh0TREoYs/2dQtMiup+uZGtMfgGmzb6VK+tkyekZKYwMNm0OoFYo3D0TTeBlphJzkQIpm6NKt9pwYF9umQyl8wlKdBORLfUZQwaJYuFd+PU0KjvI6VgauDRQVgBdTOxj27sQVJM8XODCAM+8S9eQRpPmYqEPV071n6rOmX7Pou9FZ4ZfInt8DpenlfANtiqui12B7bv7n7tiYo5VT1HELDycz+HbojR/vD3Kvo/UOv1vDL3+UdTUVeo6/v4YXvtL5wgv9CySnPzrmzhOSf5jRe+m//4qv/InYt34p86jQS0MBUop+ciu0f3bzweu16XfffoZtPurX8XmNRiJpVBkWbVymodFeg5a9vd/MwV9h77c57deYKpX/D0SsJk0edM9GGOBp9mNpqtQO2mALcfBWRXLfMwvvMryz60il088WH8I2tox9wqRPaVfmbvIwTD1Q6PjP6G9536v6o0NyEF3/wT93DXa44jOx6y5zP7bTe30vq/0qEXFkicM7RydJnojnmim904OMBMSlWZUuO+NnW12MLWuCVQvQbrH3JZVygN4pikMWSkL6trJY12sY5t49mVQJSaSS41eRrUlTWFMQ0wSVEUpZaiIAmtAHcgI7TUJP8ve28er9lVlok+a9jjN595rLkqVZVUkqpKQgZIIIMkEBKmSEAZIpMIYkAUBW6L2t0KaKvY99cXFaQvIIITDYogF0EgRoQASQghCSGVSs3TqTrjN+y9V/+xhr32/sZTVSmS9r6/X36Vc8737Xmv9a7nfZ7nTVZQVzK3zNzKCBqPnoRoJaAuQ12riEplfPX8JGXcAhAo41QYIaYifQa0J5f2TOrAInd8H3eF3wUI2sAkAKjnuvUy38kyk0BMNzcaBNj4j583XRq3D2/HxspGeEoy5iTtYBJT75m+tkf/7H7UH5qDq1qmG0m756HqpWul/3kdxf/44LUghGQX+XotQQjCRjMrc6McJxsn8emHP42IA8kJKUtkw8P4pwMfxVcOflIWVUpFTBencdfLZZOS5X/+TekNqHehSZPTyg/x2AnDVupoi1ooYiwpgAqBLz32K5j/+Sp2je3CoaVDOLB4APPNeZSszqG6aY5utFOnPqpLc7CX+C0aGWhAgkkNiOgAmAVi6oiSGFx1c9NG4SsBS8Ek9WwWqQ8hFtP1GAQcwuBGMs/WFjTEb2eIAXKOAVI/WYIEIlkCWDm9L0hwKkkMqSYRDeDPZS5KSNYziesGWoxlzqn5mBxne4JJlICWahlpJSC9A22Zmw1Orx/ZjLXHTuGC/ceyYJI+H+uzOucwwJ1XzLBZC04BTOUCeu0oGrLgEZY7rJmoBmgpYvX/w0Nl0POuTA9DgUmVW2+Bf9GFGHr1q7OnrPIfVirDa6SSW+4yuJODm28DT1cwiQCuGrTDas24o5s/5x4S40iikgadSJwOM0lGgnq8hJGJiba/jIxW8ZqN34FX1iapilIrfFTmlTRCJ3muC8I1mKQehukiqmPyhSiPBAjLLtZccD6aSSPd1khaqSopFtZQ5SSGq77BsU0lgBDUbr89c4x8VFdgE9xxJ8M9Y7Ijg6sW/lPBSXiNUyAiwfwSBQg33dxah5fhjIVggYcfNxOcioG5Q8u4aLpizJEJCbGSOHD0SXj+AAAgAElEQVRVK8c4qRsAJAWTVgyjh3rMLN7toGEo284TBohYmVqrv1kyN3dhCTrxF0kMrhcsnCBmAg03ARw/M3jwIJ2AfbsrEKEgSQMtW9GjmEnUY2jukeyKBUvnZktWiEqaBfdSmZtu5ai1rhY67NTSrESDSY5avbk8lfZkAALe/bWVnaKABk1PwA3bwaSTjaPg1EWJV8ADjvLcYax8/QOInTqi43WTwPlbtiCqn8wcNxVNFJeCVOZHZO3Db7rY76fJlBACRDm12i3WnUKHxJkxcDuhJvJeJ8tzGWaSiDVLLydzcxgYSRcXImmB0BhCKOaX9XyR3MTpFgJ4XnZBRX21IK5YXdUolQkLQRvLQI+k1FmPL1x+GHTTFSBQ3hs2mFRMx5zvrSfA1gnYq6vXLx3BokgwZFXOOEnA3ASioRYeiSVzK7qgjGH/aB1/ehPBxOX1DPCYeiYpWcGSB9d1zOJFeialzCQhgKYCk/KLrDwY0mwpcFF1GyScwvUZOFXXXH+vC5jULnNT8jDFTNKLDDdgJrHYP9lA7cWbsdoYqga4dvxHuHn6h1kmTJfQiUgsIggL5KyFElA53lJgkp5DwnQBuxSdwp7FB+AGAQIuuyyW3fYWwTo2FFXHxMl2mdulN2/AeGsPJg/dDeZuwYS3F9s2LGFkftm8E+U4K3Mbmi4gIQ5WAtUtUqcshAF+Ba669y3WRMAD03UNhIHGTQlse+kiXic8fEjJALXvViLAqimYpJsAECWrZWrBcIg+juoLN8LbYPVF1zK3YCgHJjkISw5WFppILF80QggII6jetF7S2AEUlLSR8cGARsACk9TTaT+XmgESmcWQej5Vlz9CAFSy5sPjd+7CxDsuSbdvjWFe0J2NAwDVF78I//Khv8ezr9jW9jfR2ItEyQnt0AuolQI3ai7TjESZgzPlWSLyRg9W+F76DlC383FSSlBQgI1tdj1S9FBQIDWBAEMDTiRA1Rh69/j38db17wO3GE+u9f/1k7KLWLIsPRomyvL6hjxEdblhGJZnI54YJQhr1nVYmYPjBaawxyseZrbvwA0//cr0MwUCEMnMaalHiy8sw1MghO+5uHRCLn69LZIdRagAUT6MfERdz3AIqK4FbvnvmWMqOAWsqMsfz8m5tSczKbCYSTUpOyBrdluf0EgAgaMWqz5zkNz7KRxdOQAQ4MsXH0JzKp2zKHOwnisPMiOld8FcF2LpCBY+8wb4G9q7tuloKUnl4tc/gPp3/yecqSk4uh04ibt+T4fHfXzpvI/iROFA5h0Myy64y1B78WaM37krraz3CT42ikgthmjoYPjlW2XXSGTnrZFgBHVP3sdI5WMUUYZ9TZRnErPAypgmmbytZUnjbKCkpYpbtOxKhoTNTKIETBX7iCp88WKC2aXHseXgQQDCLDQFY4aZRChB5BNESQsBl2NsI2mgobrR0iYQXDiC6f98FcKLx7B8z2HEC01w10GLAyuei+EXvxAH/JQhJwhBjCpOlJtY9mPD2NSLX81M6gSCe6o42W1eW3Gz8zoPXBCH4tRYiG8sxlLm1mXMvmzyMnzmhZ8BU8UGJ+ouc3OminCmi+YZ8VRTooInfaJY2c+ASSAE3G1/Jvy6nH/Lo2NgcZJjXab3L6IAlL8lHxnFcjSPI/W9sqiiwJxu87wGk/yxCdQdwDk2b363c+1Q2+dpqYRSi4MKYCWZh18rYPe4fOfvOXwPTjVOZZhJVM3hGlRoUA+FI3sl20bNDxGzfFTjGEQ0EbceQUKRNmNS0UqWwGkIh/pmDbIcMuOzpg24CzPPAhWpzC0mAgwcfiS3p30uidd5LClWFXtZNycCADQBVoVJqkWMk1EEqgFfQoHH74IgBBTCMOPL169B6TnKqsYuGluFXpLxTMqOuYQSuKWS8UB6bP5LGHvrThRrntkUcVkmbyXcQbnexNTJRRDf/n3Kyje/y1dR3FKmEUvJLRmfRVu1w7qASanUj6Kpcq2RoWrmvPS7wYeGsP5Tn4IzNZXZhPYapeWSYd4CAOdUNhBYBUbytASTxtaU4KiBvTA8CuQ67tgL74frMX6gBgS9WNXeRbST3GaAWGqewInmIVQmptr/WJTVnMqwerl0i03qYeNBydSx17IapOxkSqxjdtsOHFj+EVrjDGO/9k74F6SVNi9w8Lx7H0WteBQjRS8Fk3psTzOTHOpgKSA4plBjpyW/4xQCEAiEoZSwEcVMClkRyWILznho/BEA4OjeBSzOWdRWGiBOCACV1FpAgpa5uZbMjXQBk0gYgsUNVXkTHWVuEAnYqXlzSYX1LBCH4qZF9YLwAMR6ybgFaNjMJEIISNJEy+6ykqTMJLRW8Oh3/hLfW05fdjtlp8poEIXhtOuRmsDQAUxiNSvBU8fuqQnL5a4lc7MGvh7MpKKSnWTAJL8dTJpXhnucciTKlU80F1CflABgouj3bGQEtDmfOW6SNFBcSe9FQgiIALylOuYzEjwBElPEnGaMjHmxvRJOGIVjeTvJaQIQy6cgLM8kEZnyhPxXJ28uzVJ1kwiECSRQib0NJpmPacoFbaMaF7fJBSK3fk8ZAx8OMPGOS1K5jg71OO6rPCwrOWuvBIWkRNvvomf5c/zxLRRsOFuxIURAhMMouKlszyEJmJdA1OX2hIhS6VHgmETwrt0F1D78MKgFlOrJwPU5PGW4yXhqgElDKXMjgNKKU0RUf6czY0GH9hVzFWWfcArH40gSJbXVs11XZlL2Oc4bcKdgEoe+wAfP843cZjVBuIedQwcR8tZAzKTEApMSy+BUJ6crysugE5jkKnDaLRSMBKlbknlV8WFsrxyRgEVxrO3vxZqH3Sc/j3D5MLYufxbXVf4IdN2l2Pn4YVBvJwCgHGcrSMOqQrtYlMAH16D2misAQgyYFNEmPO4Zxi4BA9Mtej3PALBGUqmYSaYZHwRYOT2vNX/2pxj95beDK8aQG4R4zmveiJve/SsoXp6bKzMyN+vdYx6CsouV+SbiuDsYAkiw0w3CnDy2d+TBJFvmpo2Oj1eamc9k7kuOxeNMFDILXvtYXLf/Qvjnr9mIP3hZOyMt3FFEuKN93NbMlKGLxzB9rZs5J193mFTMpF5gks0Uoh3mBx2a0citBfMvPHsj3n5DCuhSALwVg6icQDjSUDRwUpDKs/Y3t/+rWPziryGZ3w8AGCtJechsaRbbDh7HxXuPdD2e0wnP9nBZOQHuhcYTg1Wk4fTWSy43H3F8D6zsgXJqwCQA8JwElBPDFgMAOrERPIhBWLoQN2ASIcCd9wG7LKAKWWZSPKcZjgMyk1SnVRpYALJIwST/vPOw9i8+gfo1NwAAEm2qD5GVClOOdw9J9qYx4Gasq+QxH0lJgYmRaiM+NZVhJrVOXYRPPv+Tme+MvPYCjP68BMxnqylA5rD2fVKft0nJewWrVpGsyGvJCt3fu9FwFEuB6nirFt6UpK3NExGDEMlMsgtGEUsyBbEmyYJJmqWtZW68lhZYzOcYAcsV9go1F98/r4nvb8j6DCWMGrkgIQRxwcvkUC0hmUkAQJoJCJPAVfGZ0xCtBPGJugRzCcHjH3wTam/7JRzlyzBFV0LRwBC+c95JfOHyw7IzHWA8khLIcb3NpBiAp8aLkWCkI9u2WcyC08zlIIRg7KVbcDIWGDn+/dTnq0voXI5ZjW7M9tR3nbEQ47+4E2NvuggT77jEyICLhX/GtPdC0KKLWo4R41pzTek5s2DBI/CUXK02MQUI0SZz0xFZr4/tRUsAsOF2QMgOfZWKhRpOFAF/bhm6ZkFY+4Kdlorw6hFoIrvaBizApuomlNwS7jl8D+ab85mcIgWT1LyWCDhzR2HL3CKrMzFJIgi0EDcfwfwkQ76pdZQ04LqzYJSbjmNLYcpMIoomFGx+nvRM0n6LIgYjFDyiACFGMk6czvlPWFFgknqOmkyzFMvQ8IRAjOPNyEg0hTb7FgIEiQGywp1j8NYqpQdJ1ycoJ2ZMzhTlA50Dq99RWYzXPl1LyRNwp4pwfY7h2bQruR32uE0D+8HR4Gz7OlxAYKm1hD/Y909Ysd6fglMwBTjbp4qVnI5gUkGNMRQELTXODFXL8hw1AbwTCGUFVdeblUoZqItQAkJJm8S857YG/uRTLPR6ujAxCcTdwaQH6wlamg6u6I/xGTKTfnj4C7j7wF/BG2n3I9KJ5/hayf6pK716TFO/nWyoibwH+DOxaQu+PfcFLIwsYPg1r8kM4OetV/TQ2d0YKbpomO11PrfhN7wBxeukx8if3PAneNW2O7DA5Auo5VXO6DhopYLyZAXzR1eQeiYp6dx4CMI51j/2D9j0I2ne+fj3U/MuQkKU6wuI6prmns4GXuhgcrKJUf5jC2xhmQ4sOpiSucnHNAG7/y9BtNeBJXMTJ06ZhEpYXVqIQ/H+o8dx/2N7AeZknguvnC4obWaSAwIimohia7KzmEkAEDeXkVolAiMraSJgAMpCLWUmqcRPT6CxNVBwq/pFNJjUaoIIAcfqUpcZBHvQvivKILZlVSG8Dn4VS40TaTtPlnatIWNqYRqlfhyatKM/z0QERwgQohMTCSa5C8uAtYASEHAigpbDMr5SbtDuUwHuwrMWHyxuSmbSkmImGeaZZijlmEk5OraII0j2q2JRdADgTLWBEnheFmDQFXk92MrPKVB6OGjbnn4cIy0vDGpwijlfHUhzZAAIlw4hIQBVSciVe34HF9/7QRAKXH3x9sw7zjiTzCQFJpEkRjMBEiHAhtLuO4xy+ZzbzCTLQ0YvDJlDAU0VDwJTJaSJQBRTxOr5coLui0wgBZMczfRxJDMpjlyUaC3rmdRhwZD3TELOM0kDUK7PzQUeKw6+wMiEvf+BZG7K60u04FoME5e5CHloFhPGoNR0FiO48kf7ceHeI8Yzp+bXMt4NdoT6Pe3gl6QjXlgAAfCs0f8XNX4AZMOVcJIEhEuwqJJnJk0WAAgsFqXMhhEBXPQK4I5/AAA46n5HrAmHOqabDAGVDQ8AAwwANjNJg0lqPk1ERm7jrl2LkdenHUoBYNdNL0B1vAP4xywwyTZMtmVuUdL+vVwUa0NZ4/4+YSSZpB1Mqvk1MMJMy2YTvQydc0EtFhsfcGHeKUbf8maMve3Ott/riufYZRMYukgtADWYpBbfXDOTemBxNpuLdpBB69BSMrtz2uxQiO2TaVWcx/JZoL42uZfbDnm6XddKumPCINTCHwBqhRFwyrGmvAb/7YUUf3Lj2UlLtw1JxpcXWXnX8glQL7RkbrrQk14Px/FlVdZlsJrpYDism/b1JiozcMuR7BqmEnoDJnWJgpsyk6ITJ/ROu37elhLp+YjYQGW+s9quXSBK6idEegL2sw7mIFTAaNCyFpnOgEygS2VBUzRl8YmPjBgQM6YxPv2yd+OCkaynlb+5Bk91ZJytpuNhvrX36QQhBM7J7+PeH38M4Uil6+dGghHMKxkjU7kEs2VuKsfxWUkym9Q8H9MEiSW5auaYSXq21jI308ExZ8DN1KK/Bdn5slqu4p/PZ/iL5zCApDI3wqmRuVFKEBcCRFahtClW0LC7Sas5250swNsoz18XwuaGXZyI57Hgp89JTChW4pph7jOFJhBPdRekd8MhP0Lxqnappu8VzbXsFGw8y97U8/jomhKu/eqbEa4c6Qig2DE1LosPs8fnQUU216IdQHo+EmS6EBISAUmcZSYhy0StPHcdqHfUdLKtKXKAzRbRBS0AGWDZGN0DqN72UlRuvrnn+ehk0/FDnKpwVOejdPHeYX5hhSKSxSV4xEFCAZ/7YJRh59hO3HP4Hiw0F4yEHgDcdevksascag1pgsV1SIqleoZzYFJMWoBYxNw6LytzEwIRKcKhHhglRua2FFIkOZkbr20BS4jxLfKRgBMGmlAIECRCdzfv/I4XKr4C8LRlhqb4F9T9lGu/laVjlsF/ekkphFHEILeGNOdEJXDIx8OOMjfDYKQEQbloZG52YWj9LuVF1wYm2dvLAsdAlgGnD1MIgQ/f/2F85Ikv4i7LXqPoFM0aI+MnXHIzxRzz+WE1xhCKFmOAEPACuTbR50b75Mu6MEJLpY5/D/JF817bGviTT7HQD1BxcgrHijkD7rwWUv9evbTRGRhwA/KZcOLYVGAzoZhJRVd1nnF04p2krT7tMMyk7sfCXRc3vOEXcdENN7X9be2rXo/xd78bG173FuxaU0OoWAl546+JX7sMY2/dibG3v80c9+baZrxt951YcIvqGOV3Ru64Axs+91mURkLlu8AyhmRc+casf/zzOH9nAV7Isef+tK0goQGanGHvonpJc6rgF792FBcWPp8aOtvMJPvd0zI3UEAkoI/8PbCitK8qMWLVCsTcSQtssMEk65oSYsyIASCoqkRXCMMEAgCOGEK0ECfpMyQEpAF3nsmm7t0lB/enu1F+QIJxU13R9H/TNUm3Z2WtDO2SqWMfPbWAsfllcMvEO/NMdwDedIzUJJhZt5lJbrrgO++wegaTBPNNBQASYiqlbKZ98OCqnanbbGD2+DyCnNdNQgC/CbBGC7CYPEII8Fig6XAk9vMTBohFK2uczxkC32ZYEAUmnQBsGnoXZhJxKMoWIwdJlPUrsKmpueSbMNImc9PgJrWSHtprUcnkubRI+o4P/dJPo3jlBIILLdCZMVx597txyXc+AEEANizvV2XuMQzNPQSy/fnAs7IGsg4DmCeQKJkbRIy6AL44H8HbWDWLSe3/QjKeSZZhqWYZONTIa2kQpv4FhpmkQJ0+zCRtUu/QNHF2fIaomWCdb3lGcdJ5wZB7jkium5vNTCKq8jVVPM2FR86Xp19oQCEWEaZGKrjr8GcwPyTBvJpfA1OLtDZmkhOCJxFm5hbAVQX3Pc94D35x5y923I+nJSEdJG46Zv7wDzB+52vhlmKAuSBrJGtOj6qlHJjkeAwFVkfEtaQiBpatTh2MIyYRYibfSV+3qybUjEHEdU0S2s5M0v4G6FiZHij0/QiH2n4fllwkicjI3LpFcWjotGRuZnfWOx3wAAWnkHqVeRUElXXyh20vAC57Q9/t250z6YAL81UFp6AhBx8NzPyi74FmJrGcZ1LH47RAL+p390YoWmNG5vvqZ6e5AE/5CxI1huoFm26VDQC+NXfSHBBPHRe3n3c7nrf+efi3bRT/386zk5Z+6IYP4cN0jSpIqVg5CeYXsRSdwoMnv4lghzLNtsymueOh+oINqL5gQ2YBuWlyBS9+hy0vA+BXMLQtQW17bOabfmCSZCapBd4AMjeXuaYrlR6rDdsZlgeHXYBQ72rBkgxmnn3KMTZaxg0Tj+DCJ1ImWK/jsGP3TecBNw8ZUJBQCledU0JiFL3+gP3LzpNdJX3ee54ZNEaqVWy47+tgPfbtMQ+NMnD+vqO4SDHgKNJObbro5fMyWMk1Rd6EJcYzCciCSbZnUkuBSUYiZzOiKQWrVvCx3VvwT5v/EJ+66L9iOBjBKSvHsMEkI3NjFKJUzrQrj5L9RuYmt53uRwNAjudKA+nmIo4uH8WSD4hleb8e84qIrHnDNNFQi+OK8zGMe3d2lBn6nvzecBdTZX80uy5infKmPmN2MQil4mK5AZYbxrjb59m65p1qI+Om+KPDpbnzYdR0za2pooctSmiTuemvDadgUuGqq0CtgtPXzid4onMDSjDPx1LVw9ACUmZSh0InLZUglpfhJQyMuSg6cozeNbYLe+b3QEBkmEnehvVY91efNj+P1BeUbUbKTIqddB2mC9dECMzPBgYwAoDrHtiDJnXgEAKPcCQaTCrQNplbEkdgwjHMpIQCjv5/QjPdcPNrUkAyVglSEMx8lhYUICMtTp4597eprQjkmiwRUM2W1LPbVmTX8yNQ2D2OibftzlxrXXTVYBIIQbGSgkncmr+NV11PZpLlj6RBZHvdYS1u8x5VgGQm6cjL3DqG8ZmiaDIKCmFyaO3pOjAzqdzdhmHQePqCSYTAiWK44+Nosu7MJACZSRawHOb90wOTfMgWkqwHmDRdltTt0Q1yYKdJ1JGZVLxcfq6XDw4AnH/NdZjc3E45I5xj6JU/C+I4mB0KcfV2uf88OMWrnmmVmvk9o1gJ9IOkZW4FOGNjxqxTeyYB8mXSD+jW++7F9Pt+FzNbh7DvodS8i5AQLc7wI+VSyPMvzsxu4JfuMxO3LXOz75RkJikwCQmoaEAcvFcdKQMoAR8Zhjh+wgKT7MErew3s5yIoS7DPjWIwK+n2yDIEWoYeLjcqkDTjrobtjnV+RHelY07qd6SOY1i1zOYUaJEIS2EzsxijSQuOSzAzN4fdew5JMElvwzbg7sFMKlYqqE8BCyNpssOMgTBBoaHuYwzMt9QCkwLLHtDkgDvdniAE20YRHf4+Ln3gAezYdxSjTvY5SghBZVmXXiwQDgI8oWhynpE6eqGPOGllJxpKEPrpYEoEAAGIpZOALXNr80zSBtwMLrees6TVRjE3/58/QUbgd+ioAeTBpO7vqOP+CPed+Br+hXwt/XyphOotm+GMpckMoQx+4yR4XEdCAD4m39fWstrPyz8OFLOMR0YFKBdAUzGd1DPeFHIhqSvO+l9bEmk/s0WLmWQ8k8LAgJNUCMQJRUPdw7DS3TMDAJqqVakBkxwKx+do1mMIqxJFOO2YULZ7JnUBk3wGEHl/4g6tggcKXZFkXtt80CmMzC1pwfMD7Ft+CHPr5MKv6lVRp/K506af8MoA5YAT4F2vZvjkNRSO8qLZNb4LW4e2dtxPNKvkNT2YSf727Ri67UXyh+ndIAU5XuunvRwXgVyiVgnSuYYQkQWTKEdCYsRcMSFznkkAMjJmHSmYJPdV+9mf6XrMfcOWuWV24iIoDc7omdm2AxMb21srwy0CvH1Rn5e52bIHRhmKTtGMNZfe/Dz8wp8ov5uXfRx43gf6Ho/NTGL89PKLXsEKDrxNVRBCMF6QY8cl4xJcXHvBMNZW5uAqtkgvmRuxxjIWdAeTStozKTeXjq0tYd1PcWx76BNQzc9A/Ox7m1nEWTI3njfUZgzvvOyduH7t9fjIVe/DBy99V9fjWU3U/Bouc2tpES+OgMYpc773zX0VvOqbY9DhOL6UN8yUDGMXyEpb0oMnKO2YwPCFTHaI4gTOaB9mklPAsm5EdaK/zA1I/bwMU9YaO/1t2+X5vjz1xtQdf4uN1H7AvuegDIRxXFg7lDGcHVTmRhnF+Prs/KC7EMc0agNtO8W7nvEu/OXNf4mZ0kzfzw4SfEwWZvpdy0K5hLXH5xEoRjojiSVzs+Ql5RRMimkOTLJlbh4zCykjcxtK58R0gwQuZ/irHRfjiZEVzIWHMeTbYLpKeiDBTZ3LUsZAyuVMvtTCcgZMyjwPW4fgbx2Ct66MglPAQnMBR5aPYMkHmo98ASv//iF8mQlEkWWxoNk/PcYCs32/NzNpeDgnc+vUibUPMwlWgZflin+037h68SuA954CvJQZrCPPkCaUGr/I6qjqpGXdMl0Ec6iDF227Lf39yDBmj2sbg+w2b/rzL2D6M3+dPSZdkPF81GshhhYAR1/zDteCqSYWfLmBW7a80By39k0CkGEmAYC7foP5/91uE9TzECw/bvLd2LHWKYplF7YiCMdLDxCAFydokggVRhDQAHsKsrP3YkDaZG6tZgs+irj3yBfwldI3weOj0JhVTJmxlAEs0MY+T8o6UmgJKcINOUB9CLGCW+r/CxHRc3WEb/kBEiFLzqZDay6fTEH2ts0DAJzJImjRgaNzOErgF0Mjc2O2l6DadhszyWb4htTsS/tD0kI7aCog4LN2AL3opu9eZhzqAia5Snq3GM0h4gw2oZqGDkDR5guVD72mcSYmULn1Frz8jVP46Xdd2vM73eLM+aU/oaCEwIti8NERtEhvZlL+WdIP+Okyky53qlh55Acmuc6EApH4cBEjr52BqzScLI46MpMqz9+Ayo3rBupYMUh0Mv7qF97oOHAMSPSiVA1upSH98qed6JzJQlqZVlXY2W01PPqdtLoVcIIFAHXT2aJDUltbmzKTXGbodja4QoJAGXB7ABIwRMCBbwN4vkxWKAEbGkZ8Yg6otTOTqM+BN90NnHhU/mwxV0I1afqtbPcYlwqsZBrZQ8ncovR50ZI6M0NYgINmJnGeysKU1MgPtfmfAOMcQ+NZNJgkEQoWkswcjqSpBu8BZW6EEmx667Nw6HOfAPaoY2LpfaSaqi0SrMSqk4hiJh0vAeOVAqLcNqsvvRH+9h9gz20fBACsYVU8kGTNHCvau81xjC5GIAGPCFYYz9wXt+AjERFIQqBb5IISFELL7BoEAgJRY1l1T1TJnj5+nQBrWY5LUSs0cGDxUUyFGwGRZMFEi82VV7EQRsF5fzCJ9ACTAo/iW6fuBhnvA3ZYiZAgAB0aA4hA0pLPcyemh6MWXyTRYFJ2H3nJjgEeOckAaiUFDmc8k4IAhFkyt4RiyXMAEFTHJ3ueSkuxxDIG3B5Dqx5lqNtdgfJ8NUrdI52kziuvLjfgcMJrURubxLqLdvU8pq6hQYMBJUuJxUzSlVBtClr1q7greAD/Y9vf4j/f9Pvq4IlkJzEPi5UYfzfG8N4BGFB8ZANwiHTs5JYJ1QYWa66QzyGj2PLQXwC7X4VKXAQNOYpXT8DbLBPnainGAf16IwHqqeSSEwkmCa67E6ltJwcxfVCCocTzzMRJAAQlB7RQAHEcg8WVn3tj3/PrGqwXmDT4XHjFS1/e+Q+/+uOOvzaLXLWLC4azUhzJpunPiOoWTzYzafhV2837tLG6EZ994WextrwWADC2towrL6zj4X+WBtez27v7eGRktGFnijvQnZlECMGWq0YRRcvwWzrRzoJJdqXV89K5V+RvrzUOXLrpeTirwTxAFRxwTF4XVugAClmLApvJG1PJAKTIshEyUZkGWksILx6Ft77SN4EvOkUsq13Ec7II109eNhqO4uG5h81YDQsAcsbHsO2HD2Y+744OIwZQalit6nOeSei0yF/NM8uz5wGhdCkAACAASURBVOmXfWAZiEnUEUDIByUU5w+f3/dzAx+O8gLtB1S85bybsYKPGoYyJ0naijvHCDBNCLhAbM27DVggncPMtuaaR1B6zqyRhxA776AEnFEkrRSE04wzQOaThs3upAbclDP4hSJiu4MejdBMEgiRgBCaNQWmBCOvkde19GgJi61FHFk5goUAgEjwuPOI3EbDA3TzK81MCtRY8OZvAS0LrLIi6AMmjY6EOAHgQ2N/ja9WvoWvkbvaPtPPM8ku+DgJULf+ZFsPDBJVr4r9i1I90MZMIikzqTo2gcOQTPu4LllKugg2WZhEGFawAoCGIYjnYce+Y9ix71jbuawpr2k/HfUv9320hsvgyVFUlztIofQ5KkNvCAHXSUEY+33J+zDaz9rWeB58/Xo4rWNm74lrz2vKc7gVA+Bt0u46aQIIIYTAg5X7sQkSTMowkwhweG4RIRlBvXUQr33nnXj8Va+GG7UAItlGIonk7oUEk6KjUoI99ku7kCy1pEctcjOuIADxERQdzNMyRLKAYrKMBgkV3hrjjePT+PScdE8yBaJu66Iuv3YnC5h6z+VYvleuXQklIEEArvNaq8Bs1tU9mEmEc9BCgmSphdqLN6N41bQpVsjDUFI+iI5sTBtYNrYgnIAo0ssr3vuMDFu7cNkE6tFRHP3gEwBStRYg1wC06Pbs/C3PWXs7OZh63/t6frZfPG3BpHXUw/LRw+Cjo2hZVQIAIH4OTMpdUMNMOk0wibseeCLAqh0q91tuBF7yYWD8AvgT1s2N447MJELJwAucQYJwCjDS9yGyozw5DjwItDSgox4wnUgSwhAwOYHojgl2zG5LX4Ib33ABIIr4zPv/FRtNV5zOyXnGgFsdr+NnF+8sboKAIhEJKImBfRpMkq76fHgYKw98H6LaiZnEgfHt8j9kQUbH85XELTaSHwBwGZVV+4yZM5DUY2sgycmkqrPm/03VhHIDNrFQDkqltUXgUaBenIfjTiOYTBOJoTvuQPDNEyjPpoAK5y5EU3sm2TKd/kChbS5P1MKNgIKqhChRHQkBgMcUj40TuBGw2wuwkNsWYQzBjh3m5yAmiP0iWENVwAlBWeUdgvPUZEUI8ARYIhyJTQv3fCRJC4QyiCQGoQyEERR9q1213AAiwYAOBtyGmWRkbgwEAncd+TtsOdHCBvU7s73M+5B3dCQAc7DGn8O+6CJMr0n/PmjiMqrelQ2VGqbWXdH1c8R61xMCICiD+wmiFZaRWtihcxWi70y+4YBu6a4mVaOXzo1vpWFL5maYSVmZWwIJJpWqNfA+BsL6HcnL3FqNGInNTOoGbOeTKHX8ulJ9qiEBENfnILSAjZe8ZFWSpkzo+zhAxRxIZW6RaMFRch09LmofhkeG9meBsmAIEAk+ceBH+I7vgw4g3yCbrgee/yK5IO0VxXHght8GdrwUAEBdjsLSQQBS5kZ9jvL1a83HazUGyD+DXvgS4NqfT/dJCGKagkla5haLfZg+qBa31r2/4sUbUbhySrLghobMNRR537PVRDcwibsIy+lzsfumtdj5U2ux6ujii5VnJp03lGX7SmaSitPAlGyfBeac/fSKFbPv5PrK+szPfHgYlYU9uPG+N2J26yMDbdMJulPcNTs5DyYBQDWo4RgAT6U1WubWiZlkG3Dns/vTlkoOEswFtMztwb8HQEBndwG4O3sM1rjiWGASCEGLA17UhZkEALteDZz4sSxK5Lt8doiiU8SKuo3RSQ0m9QagxoIxcMLNcYo4X/LJhjcygmUApeaKKczkDbj1e7zp56qIb/3oQMdhB8k9336tIMEkGp816dpqwjCT+swR6867CHOXnMTj+yUThUIY4CbjVWIxkxIqMsykhiU5o17qmSSQoPLcdeZv+bnPYQTxcjqeldw05xEkLVAylxsvWMoYAu4hTmS+FokIcbGK4QMH0YxX4PFCRk5nR9EpYrG5iCPLR9B0CH7jZxhK284Hvg00mlZHR+3ArA93tAPbU0Wg8rQRvzOYpAufJ/k8TvKFzu93n3tUvvFG1B/4AeoPPQRn7rB1YGmxe9C4YOQCPHD8AbnbvHcPJSBJAsY5SpUqDgNYOX49lvdcI/el3hmXuWnOVKlki94DvDMaq6FegGREznkj8+aE2j6vO6PKv1tjE3Nw1dRVuOvAXRkZcX47Ys9eeDsuAHn4hDnWxEuPOVKgULEZAYIZKZuOOpF5dUJiKaUAsBAiBZOSGGDAvmPzEEkMmgiAMRDPhduop8gCkXmhaCUZZhKveqCTWXm+OQ24IIQgCB0QUoSID+GJ1igaUDYhiOBHBSNzI12YSTzW3RB753xmbUUB6oUYWqpjaHEFXpgyv7rJ3OznmDAGVnQgmrEsrE5nWX72MxNYrOmd9TrufOGnTFEISJlJrOia79UmsteLEAJnxAK8rPMsXj6J6GQD3eLC627EfV/+Qte/n048bcGkNW6IlcU6aKkEp5a9aTTkqL1kM+buOQx873jbdxejk6AlB85E54e5XxDXlW3rO2mzmWMSfjuGPJImNU9ihJdMgI/1Ns7Nx/T4ECAEYsMOUmCS6TTGsKBaYYc72ieQ8kiAymiAU0dXwDjFmvN34xq/hqH5BWACIMmBjvu94qWvgLhHSOmcQ3H5Czdg/YVZiY/xTEICihjkyAPWHwnY8DDi4ycgNmpwwQItghyl1Z7YVTt0N4rBrK58DmOISdK+UIpFarabjw4abhuL0kwRb6KEz+59HzZc9QxccvsOo2sFgLFf/RW8OBEQcYJH/kD+jjmdPZMGYbHZi5qje1XnKcLBDJgUm24gXtPBn94kz+01zGsDk9rObWUFfHwW4ojq/EaA6pK6/hbQJSDAEooVygHlS0AJBfUdxEkLlLpyUqIMIATFMLuoERCIBe9owA1jwJ3t5paIGFHzJEbf/nYQi21EenRzI4wA1MFt67+PuegEii9J6cx0AOAOALauK6O09wuYvvyXQZ7Zbpxrwr4+BGhxD8xTYFKXJEkzkyiV15vkQGk92ehEiThUVjRyHl/FobTNt064SRCaJIQKgYQQ1F3e2TQ5F4kGk2xmks8hBBBRu6ozIJikJsPpYhZYcZUWvVPHx4FDs4QGBJO07CEWEQJHm7greZeqJrd1qAuHgeYiZqIYM4tLmSSwWwSVEWC2u8TNBCHAVW9Nf3S4GRvCxG9j4w7ZScaN/wXILYQTGqXMJG0Kq32/KAWhNGW8cQpHjX0jb3kznLu/Auzfm+2euNrQ96MPMykoufC6eCCe1m5zjAlKKK6dvRbH6zJPKLiFdgPu1WzfygkoH3xhfraC1WRhR2Dw3Mbxui/8NTvZ6WAJUAmqEkxSU6424NbX2F7s2AzPXt1Iz3pw1/jq4YefA2afAV5qb5xCGMO6oyex5DkZZhKAFEwa7gImbb9lVYdUcAuIOEGLExDtmdRHXnbpxKXYt7gvnSOS3kCuNybBpHJzCQVHslNoHkxShQ2nxOCcd95Ax2FHfr4KRirAfuDy2cuNLO9cRun669Dat6+jYmDqN65IMUw3RG3TMvYrZwZGkjbPJEDK3KLjkkkxX1jOgEl6sQ0AtOSg1GjiUBFYKGTvC2F5MIkCIh0jbDDJaPsBcJdbzCSKghvAUTKfA43HwPwAl/34IJrbVuCh0LV4XHSLWGhJmRsAPLiG4HxXHuNKiwGCAsQy4B7g3Qx9mad1Yybpph8R6c7S7sceI66L8V//NRx45zvhHDsAG0zqBw7k4z2Xvwc3b7gZr/zHV+Lqmauz+6EM46cWMX3HHebxSJLQ3CPTdIg65t1o85dZRYHL8QKQMXndRuY1wtR+PlrmBrQ/Q++/5v349EOfxq7xLEvbvi7Jvn1wb70VePjbqVePm97b2soyNs+fwHAicGopAXK+tivK+zNBAqHygIWAQCgDK5okAAP2zy0hSKS6gxAC4rpw48ggCwIyH5VgklUI6eFhyoWSFnoMhJaRtB7BJxrPRpg8rjYaI2yW5bZJd2ZSaaUBVPo3wjC5EyWggY/qSgOXP3oAzedbz3c3mZsNJFIGWqIgC33W+SLrE+cItN1Lo2rp43lkA+fMAkr983p3F7z+9W/G9a/7hd7Hucp42nomEc7AR0dBCMG7fvtjKDxrCq7qtEEDjsKlE2CqUptfs9TjJYz9yi4446cLJjmdJW49YvOQjzOhzw8a7mQBxWf0lqfkY3aokPoGqUEBsGVuFD9a+C7+5ujfdAXgNDuJcQrKGKbXbkB0cB+Wv/5eUPr9jt+54raXg9d8cKWx3n3jOgxNZbfP4pZaACagYdFMsABAGMCHh5AsLsJcWxtM8rtoTdeXQThDqd5EZbkOZzpdvLouR0KzSYXZXx6V1pLcDswy1+dm8qeqVe2aHRfh8p+9Hc9+zevAh4NMpy1CCBij4C43rADCWEfPpEGScdss+uCjEjSioKC6gxsRaKnKl99It+0xDxPvuAQT7+yum03qdRRG0nbFTc7AmqNocAaRM5NkCUGdexDU6lQSBEgSZaqtvbgoQcGqkBPlstfSzCSRBZOMH4iWuTnMbD+4eCdG3vB6ENsHqYdnEmHULPxr/AAc31oQDshMIpRhJpzv+Cxk95Vu77p1N2DN8HZwX0kZuzGTVBLA2BxWvv1nWD6WZRzkPZMIIaCB085MGrJkbpZnks1MignBkuugNt3fx0K/IRnPJLXPFqwuhV3ApHxSqH+eLGTHL1czrQYE9jqGBn4GZEFo34Q4aZluYXlmUluV8+p3AM/+9fZ99gi/2NtfpVsQh2fkjjTHxq1MhMqAsz0ZBYBvbvpfOLJFSmM8xUzSnau0AbtVbjdRu+02POOVdwAARtasO61jlwesjjdvwE0d+AVu9s3Okvxbh57bbCDsj679I3z8eR8HAGN0Kj+0+u1njK1XwfI4W8GHJDiXiMELSk4XvzhA+uA89/UXYOsV7TmFo9hfxjMpJ3Ozq6/2gmm1i8EzCuZKmdvcHuDQ/cC2F3Tu/sc5th84jksfO2S8znRo36SuMrdVRoHLHKfhUwjVCbYfu+EFG1+Ajzz3I6j9zCsAAOGlvX0t/Joco/5t4nwD6mUaSBCWjoXWK7YamVueARSOy3d5qrK6/PNshbdxIyZ/+7c6t1oPeDpGquuhh0WKLp5JRdessfeNncj8zWYmEZfh61dvwA33P4q7L80bPGfHL0ftdGXv63HnrjuzzCSkzCTHS8d3yhlCx8ehpUfx+OIPcO/yNwyb3oBaXXLCklMyzCQduplOo5mAJPJafKP8XXm4w/3no1IgGRsjYef3wRkN4MwU8Zi3v+Pf5fEONgYQz4cb9WbhDRIXj12M+151Hy4ey8nJKcXE/DKe+fJXA7HuvG2xoNQ7Q0maM+XBpNUwk7gXgI9LRtzwKQGQztYGme5auZyy7Jbxuh2vay9m2c+9EPA2aNaqmvP89LwoEdh8ZA4JIdhzvJkx4AaAFSoL0AIJ5qZLuPfCIh5Zw1OJsno2D51YgBBxyrxyXbhRmpcIIkz+ZzOTeoGWPFEAnseUCXaCLzZ3poVkRCg0qxJMAjHkh/w7QPT72ieF0GASoQTET59/brOOusrcsibdfMjPkAQyn7Vkbva9Yx0SDaGya9rNfFsfu3WMvFPH5C5BCDnr8/DTFkxyN25CcJGs6HLHRe35G+GuKUnaoqqimge2w8t62nIJAOHuS1C8+lmr+g6xBsQMMPAUiJlaYAYD+0q5AVeLQ/nblbje9l0day6QVTtXnZszNYV4bg7J/FHQ4XYNsY6Jt1+C4pVTXf8+81/eC8NMmtmVo/xIZhIAdDTgDtpfxKn3XoHR1+4AYQxXPbIf647Pw59Nj89RQE6crLR9Vy/Oid6XPpQOycszbt0Aj6gubmpwIYRg1/NuTbsndQmdlAtKUw29bcA9AJhkV+CrypuJkFTmBgBNNTi7DdVSmnAQQsBHAvBa92p1srKCsak0YTwVemiyEo5Ui5n6hr4nDeoCIjYJG/E9JEkTAgmEPh5KTJIC6MlXIBIcEJEB1VKvpLwBN21f/PmdJy9iPK9g9p1Z+FteN3RQSrVJzPsMqdbC/gPP/j1w7oKFah/dmElqPGOhg2jfvwOt7LNp5G3WvmnI2ya+sOSCcqK6uaWeSdrHiSYCdYch4gxDM53fWbtTkU6uHeV7JZlJCkwi1rs3oGeS/jlP33Z9DSadCTNJg0kDMpPUriLRMs+AoRsrQ882MGnjc4DzLB+hATyTPL+zHKtfEMcBrMVNvpmEUy4hXDokvcM6JA2HRn4EUZPjuR6PWly9n+rFKD5rGu5sCeHOLMtgw85L8cuf+nuE5e4tuPuGXwFATMOK9EQoKKOmzf0ZAYgdQo+LSReJnm3AfTpoks1MYn1kok9G6CJXvNCPX5qG06dyu2n3GAodzFMJkX1afdPNLWfAbb/H1tg2XjyHYIOWuT349/LnbTd3zP1sAMJzs+OP7uimgbozDW2mW7fG50HlZeGuXdj2wwfhTPRmjvoOwytu/E/4wO5XGIA0y0yi6OSZRFfBTMozMopbNwIAvHWnIUs9l+GoxjBqoCNK5paIlJGeiAiEU8Nmb4RRhpm0ItJcmBCCh7eM42feydEq5aQoeemNZjg0NuO1O16bMd0VJPVMcn05vgshQDlD0Q0QRQv4t6OfQ4MsmWvfZGn+1CmKblF6Ji0fMbLTKJFAWD2KQRXo/NnaV/HJF/wreIf3PB9XrH0WfuOK38COkR0d/05DB+Nv2Yn93pGOfwfQEUDpuK3Ah3MWwKSu+9TXLUkMWJFYOYJdqNPAAa3kwaT+4/yXdsvtcD9AMDqBmAClpaQrqEYL3ZlJ3YIQgqm5Bbiq0Opu3Cj9tNT6zWYva1nbYizQaJI2mdsSUWASEYhCF594+QROBolZIBL1Lhw7uQiRJNDqN+K4cFppQV8zk4CcAbd1Svm74sTK8sRjGFq7BwBQbC2lBSARo6CYSRSySA7a4f7qz/dLyasevC01uLMl2ZBGRYbRpLukuXkwyRoDGUPlueswckdvHzgBkck/aIc0w8jc+oFJtgTyyegeu4p42oJJE+9+F6b/2+9nfle4dAJDL9uSGkSbf9u/fyao3Mgb34CJ//SfVvUdoV6w0rMdjN+5u8+nz23MDoWWT4Tl+E+I9E1S10+gcwIOAOt2DOPF79iFsbUSUXemJUAkWq02ZN0O4tCe4EgwMwmAAiIBm7kIdoKvPZPkYXcw4O4AJlGfK1+p9JgCheBPnFyEp9qhi6TdfFAvzovKzG/N+aq7UQcQwPEYQj3Ph6t7yXVSDkLSjnCrlHrYC91n3iY9o6RnUnoPI3XNvDpTPw82aYuVFWzckIINupIzXylZ1QN5TwQhaHIvI1Wjnoskacl7psEkRhB4tgE3AAgcb21UYJKWMer73M5M2j67EVNzC9g+IVk1xJahWkDEyG/+ZuZ8CCcpUwKA3UaeDuxnRnL/dvkUzSX0ALhq6d3N64Er7yeuF9i5+5SXuQFAeNEogguylUNCCcbXlVEZCyVlmxAQ308NuIXAkmIp1CY7e/iMvXUnvnhUsjhiNeH5TkWC+B6Do4CfFixjQic11v6ptT9lH3h247mkSXe88IKfBJikDbhbZoGhK2BdmUlt++z/zrqnCSZRR8o/dZDc+EBLJRSWDsrqXIe5zqEOPMUsGV+/Edfe8UYshhKk1A0JeNXH2JsvbvPpOSux7RbgtV8Cyp0LCYFKos7onncIDbgmXeayglPAP1XvxqHyHApXdC9ydIusZ9JPAExSPo60sBqZ2+kfpyC2zK27Z5Kdb/V9b85mcE/K3B78HDCxA6ity9wjE9bxtcncGIBKeVV+Qr1CG+eSonV9zqC42Sk8TjHnl9Fi3Biht81lnea21Xgm5Y55dPMItl01iTWXb1j18Z7TUIUjPd0QJLKwhSQtgKnmJBO/eikm33UZGGEZA+6lXH7I1Ljist7juasKK47KeUtO1jNJ57eu74IAOFk/CFYiKHo+qPK4BF8AVRL+lmItd7M+KDoSTDq6fBTrKuvkd1SO3IoFqJbDEqDBBrPh8L0CXrrlpQN17MtH5dZbV/V54gdwm0+ePYgZl+I4ZSZZOZwBkyizZG7ZIkreO6xTfOynOH7mVxgc7qIS1jBXzO0/F7bMbTWeuhcfnMP19/8YIATu2rUgSOXqdo6gC2QtMJQ8v21tt0R1wVIYMCoRicnZaBzDYR4mDt+PJElMgZ24OTCJCFNMzEi2eoCJrnrNHI/BUeBsKToFmCJ+C2Gzorq5EQmSd3z+1TH1AS4Jpxj9uQvgzpTMHAZIqan5jO42nrOOsMdAQilo6HQtxNvHkWVAthcGjMytH5hkPXt+D7n6uYinLZjUKZzREOFFqfzGNG45hxL9fuFO+H11kOc6ZmshEmhj0myUhjxD8VsM2tk6OgghmFQtiwHJTDJ/O4MWydxj0Mwkf3QcKFmLXAtMMmGDSWH3id0GgIob1uO6B/bg4r2H4QUywYvj9squZiYVlw7gtb//LGy9XFVYu1QOiFqsrRYIoqqiLQiBEImkinbza+q2DWuin90mq/9BUjeeSQCwTGVSG/fvBpuJpF5HeTRlFGhN9anAQ5Jp3S4gQMDDIoSIZLt1IhcdR49/D/vm7rFkbtmBUTOT9rcugdc4Zhb0Y+s2qoNQE4tqg01DDtdxcPHeI3C1x03QeTFTfs5zsidESQZAyjCTBn129fXuY0psvwsGBCopALPROWnSzBxWUAygXDe3vMwNAMrXrkHpme2A0It+eReeccsGgHOQIJDHoKulQkCo/69Ndl5IU5ehqTrZJGqyDt0h2UaZEuOt0kK7Z9JXfvor+P1npwWA/CRPrGf2G7d/A1/+6S8DADzFyutkAjxwrNYzyWImaeBSg95dmUn5GEDmxk9zIU88N+Prlpe50UIRU4f+FTP7v9bxnBlhBqwjlGLnjS9AQ3V74edivuQuMNtdqhOWNTPpyQGTuvk9FZ0i5vg8PnnlvwxUpc+HbVzeEbR4koMwhsnf+R2s++QnB/4O6+D5N2gI0m7ArSn8GWZSpi39OZa5JRHwxL9JABNZKaIOeyziTvZ6NDlAh88OKwkApopT+OiNH8X0+GZ1jN398k43CCHYPFbE+16yIwWT8kwkMy6QzPcG3kfumLnDcO0rt3VksT2lQp03Uw1imJDd3IRI4DN5rY41ZTt0VnLByh4ooRlm0rLIgkn62nq094KO6UYzak60ZW4JSdncru+ACIFvPP5h+GsoQscHNHuEUiNzizVjvZvMzS1hvjGPhdYC1pXXAQBaSSrR40jfUfv8ep/E6T+rk7/zX7H1vnsH/jwNfPCzxEzqvAN5Lkc/+EEIlbtmmElnSeYmID3SOOWoeBXMa6y/GzPJkrmtZv2k81xnZgbU90FA8c2j/4CTzSMQ5fS9LHty+5EoYPvkUJvMbVkxk0BgDPxj1cFNRoKNo2sx0jqBlqiDKP0bcV3QZivl9hIhi4kkC4x0Ugro0DI5x2fgZfl8FpKVdNeiiUKrrJoKUJk3dnr+B2Qm2WGvGbjdqY118Uyy34UBLTGESC0/AMCZuaTtM6bTean3s2XvP/BPz7bnbMX/UWBSPszE+BRAk6be97uovfKV8Hd0pob+JKMSOhBd0O+RmVIqsVrFdbTBpDPpVue4DNozyd98GcTYdvM30knmpjyTRNTMoMxtYdPa18zCi2JQAfiqTbJI2sEkWzbkW7pYQhlEc6m9W58yWVstmET0cROgkawg8cWqkjwgCywwxwGhFEHBNZ5JABDTIdSvnIJ41SplB3GMiTXrMO6FCCwAZJ4BrUZqTCkUeOQXi5KZRCDZMJyj+tC/ovy9z6XMpFxXQ13pmE9m4a8cNaa4266SXTY0Qyk+uRfL3/g92WUwNyl180zi5t5rA26aYyZZYNKgz66+P/06XHXYnjMmn7l4YbHjV/SilBUVONmFmTRIpdBUqRxXStwALN/9b/L7GjQRyICF7duQ/ybW9dYUZldVbprCfj+6PLu5RKpya2pkW/EqpoIflFw89/UXYNMl3Y+pb+j7OyCYdDw5hP1Lj2AuOmKAB52oVTxZmeSkHzOpeyIwObcAJ4pPm5FAXCdjwpsHk1ixgNrJR7D50b/peP3Hw3FMFbOAobZOeyokBSkz6Szr+jWY1EXCphfe7DTnLFsWe7aYLKuN6oteaPll9I9O4MrAQQl8zUxS420/ZtI5zcdsqel6ab7bz+IgD5LMhwRsevUstV6xe3w3uFqUPlnPyZfefg1edukaC0zKvUsdZG7mTz8BieY5i+osMLoVbMOVAACe1CGk1TBiNbfuX8kCHoywDNiypJqXaORdqMV0vy52VD37a4bku9FV5ubKDnEsEeC+C495RopEKMVQQXYQdqs19bvO71TBKZixTjOTIqvg6pB0ARonvcGk2iukX9eZdF8klK7q2SK+Dyfuk1OdQejrdvzPPmyYSV1lbuq4WV7mtoo5nBGGildBrC9hF2COeF7KElzNXKS256rxnxKK/cuP4Iv7/xywZbVqXo0px4XTw20yt5jI90AQKW2TzW0Sa+wW2DI2gYPeuAKc1HZdF2g2TYFZkASEU9Ci070RSy78lgKTPAanVASEQAV1syYAmggbauyUeove1h+raPhALaZ4tWS9y926uVnRT45oeybZzKSxcKzts4vRSbT2fQv+5t5FDHvuDsPVNd462/FUyBuf9HgKYElwZ2Yw8e53nfUK1FkLlXTlUeLLblmPmWulpMlJBqew8LExo+s+k3OW5rsEgMDf/fEfg0zvtI6ZgA/p7jW6ZaUaBONmVuaUC/uY+Ogopn7v90A8D8WZSbW99raKeYpjehwUi//4DjS++/7s53VVY7VgkuWZ9IOTd2Px8tXTfG3WBCEEjucj3LIFtdvSTmWEFjFz7RrMTK8baJujv/RWBLulRNOhDM+uTaFggUkJgGNP7Ml8JyEEpXIV8g4JM+u4CVCuN41nEiEkMxhLA+4IQgi4/ZK3AQAAIABJREFUjeNWhyWDZMh/RYz42MNyMhHZzxAnBY3syaZja9kMM8mSua2aVdfbZ6XThONNdJ4wQp3I+BpMUkaqSRZMomoYX418hHBuwKTyzTcDnMNVk2eB0N4LLjWgRjZVV3Xq0MykSHD88OQciNvj2bUWmBs+/w8IL2mv0OjYtHssA+CuOlbJTKqTFXzjyN+iKerWMyq/q7u59Ze5dT/enXuP4IYH9pz2QlJ6Jtkyt1yXMru1cIfq50du/AjecvFbMr9r6kPp0ynqXMSTJXPr65mkFnd9gcKuO7CkBOeSgXMGsSqfnFw4jocRIq+ZLoLoaxc6Ifzt29u/dC7zMW7lAL4EgfuCZ7kK8/99M0X1N999to8MTPmiPNmgowaT2kCALovU2Q/9P9jw+X94Uo/pJxrcA978TTgz2wAALGlBiBhCxHjw5N34wr6PYCHO+v0wypCocTFOYuOZpEH8JNFgUm8D66GCiz+6/WJ8+NWSlelQxxjV210kqUPB4wROnIC6CkxSTCrBKNjuG/Dn22+Cu36d+kJ3ZpKO2ZIEoJpJmttWcYF5X/sxk8b/r/dg2w8f7PmZsx3U98GfzPnIygfik7KzYsaAO+OZpNiypdNhJiljdeqg4lYQG9VM5/tGCAFTUuVBPZMAi5k0KdcxBOk7nmHVqOdl60wNtSCEyHXeiyDBUpdHKTMpiVPEQCQo+wzfGZfewcZz13Uhmk0jlRdogXpMspIGnMv9lizKOx4H9T14UYwiGpm1aaFZAkgMQRgY6XKNjAH3KtiWnKf32ZawKVZ83psyE/06FFoTn82MzjecAWQX4fq3/7Snd60+Xr3uKRb+fzDpSYszal38HyxIF70lYxSl2XUAgMPrnjn49hiDo7oWdJOBDRJh2cXUwa8DAH78nW8B219iFgKEEtAwBAnD1DNJd3OLm6A9wCTTDr1cBvU8VG5+Ps773ndR3SJb5ArR3YA7H4QyQMRddeunLXOD9GyBv/rsO98C2/F9cM9H5YorzO9qXMAvOsYQtF+MvOlNqNwi2SPJygqgWoLaEbdy4AEByjXF9iJpJShWmn+zIKYk61uReABiFPiPIdBKMaTFFqKTDcSLigXWI9HQEwByVRdTJbcPvZsB96qZSX3GnA5UWHeycxvl62tTuPLhfYZhxUoy6SS5pK+TAXe/qNzyAgy98mcBAFPvfx+2fvc7BkAqOX1kCgbPs8EkxUyyJtsDSQsTv9zdHy6TSD3ZiL95xgfbj+5KKGg6j+jjHdgzaQCZ22kzkyjLGXC3a/mJAgs7gUkBD9re+4b+8Skwb4alJ0fmpu9hNzCpK4tj0O3bc91TtXCUizNhJhFCkdRVE4S8ATcPseajf471f/s3bd85Z2Ezk3RXs37MpFwB4VSRwB05+63utZTlXIFJ+Zygmw9E8Zpr4M707+b5dA+mQAESCRARKQPuGKdaR9u8bBhhxlOyETeMp547o1jFGkzq45kEALdePI3RUvo5u4OksNjS5+8/hov2Hpbt1pmLWLVlB6OgxRI+veU6+FWVE/TwTNKxsSItAp41dZ353SR7Jn7rqt+S59AHTDoTRtLpBvF9VJcbmDzZmbV9xmHd59bBgwCA1129EV96m2Ix6oIwtWRubQbcg4NJnHKUvbLpFttrjjBSt9NgJlG1nqPWPeOOm+bEKg+vFH041EFMs/f+8fghtPb+K/yhAyCEQIi8zE2ACIHhjVvAlj0MLyu7CteBaKYKjYS2UL5xPWov2tyVPWRIWnGC4koT4YoGkxhIGMJrxQjiRiZ1CxsBIBoghIEJ0tszaZXTDdEMH+veuLMlVF+0Cd6mavfvDVg8yjOTOoFJgwYhxAB5hVX4JD4Z8X80mKTjJzEIPt3CCRQK3uFvbqGEP17/JsyPrM5Y0ZmWni1kQC1p1+1E1kTCOAwKoAYn6ZukmUkpmNSTmUQkeMFHRzO/K49IAKyXAXdb6AVElyR1UHpnup/UgBtIK9wjP3cBqrdsHGgbbq6T1MzW8zGxcbPyJZLbnfbTjiQXjV6EXWO7+m6XBsrfZ2UFIhFtYFI+EhBUK/LZkjI3+ftYm9NaBtz2YOwl8hoU+UOIGIVQf5r764dx6Hf/HfNffFzSb/PSQiv0xJmfxPTPjy/9QJ0Tz07YGc+kAZ/dQT2TOgCrpNiZmRS4HqorDQMu8loJoLSdmaQ9IHrIFvJRuu46DL361erQZaLEfJm8lILeFQ59NWMLjWNKj+9Y74i3dhas0qPj17lsF75KA26oZ0cwGHBFPzcOc1B0imfETDJxmmCStBRLE8A8mAQATLGTBp3/GufELGmweLKZSb08k4DTN4nOsHCfNsykM5A0UQqoAgLNgUkFpwBWLrezk861Z5IOV4Eqq5S5AWfAVOsRtHRumUntMrenx/P5ZAUrlwAhQCIKipb0YNEMC9IOJukFYD2u45gzhweuO4ah22XxMVJFrcBZvQmuZkMyQVIwiRN4UYygFYM4LnzmI6aaaUFx+YYhvOqKtVi3Rs2vPbq56VhTXoNv3P4NvPH8t5nfuZya97WfzO0nEdQP4MQJdj5++EnZvp2PtQ4cAABctHYYm8dlLtRR5pb3TBpgDr929loAcmysuBUk6n71mpvN+HAazCR9rMRa4jPO23Jiwjlc5mZYcQAwXI9Q/85HQZwYBEQCrbDtNgREIrB1ogx/2UWtnqT7tQq8CW3BnSzAnS31YCbJfdeW6rj64SfAkpMgFCjWPKBShBdFcOIG7EP0YhdCNEAIBQPpDFSJ7Dpx0ND2KPY8QChB8RmTve9Fn3WuuXYi2wBkopA14L769ldhcm7AbqyMGfmf9xOWuT21etSf5TgNltt/2PDLVTTn9qGTTMd4pKySbWp8k87Q98IeRFqtZralOwA+NJTK3LRnUh8wCZCDhQ0mAYBXGgJFDJEstX2eegzjv/5rqD/ySHY7CojITypjv7gTrQOrr6gQpdu96tbbEHOOTZdKNpG/pQZsGcwIND9A3XznOwEAC1/5CgAKEAczxfTYPv68jw94bHKgTep1IEkyYFK5UML80gK+fOATmAoV6EUIikVtKA7zMBVLITB/3IBJhJKsj1WsJm56GC1KM5W36os2gXAKVvWw8Hc2g8xkgvIfLXPLdVXSE+79c1/D9X/49vaF+Bl1c+vD6ui0Pb+MYLQBTGVlXnoyI76SkA1XsP5v/hqPf+C/ZzdpDEXPjAmhz7VcLPf+oGZ30BTIY1V1jBaYRPtN4ueSmURXBybJFrAxwIiRN9gLjOvWXIedYzu7fFsF679IP+1Ch0CmcyLpQL+mxSJw9OjAi/c3X/424GO/d3rHc6ZRWQOc2mt+/Il7Jq0CmM2EnYA+TRKPgQHzjl+2AGE1N+hxKOgm+Vllcn9GYcvcFDOprzF6B6bWoOzd1YQBe59iMrf/KMFKJRABiJiAEN21UwAdFqeMMkSJlN3XI1mEW16XgviRKvDopgariZJbUqb1LF0AW/kOcR14jKDFEzhN4H+zd+dxctR1/vhfn09V9TEzPTOZI5P7IPcdYADlkHAjBkEQwiECK8IiiIiiKLvKqqzuyor6QGXZ5SuiEvgJi6Cri6ACCusROYOBhOWQcBMSksncXZ/fH1Wf6uqePqrv7srr6QOTdPd0Vfd0V33q/Xm/359kpAXdbVF86YTlUOM2hlf0IDon+zlbl7m1Wq3e52BgKDVmipqGd0wM3IC7hvTkZdX4zuljLzurNPsDBvpYZggDkblzYU2bhuiCBelPEeD7+7X3fA1vD70NKaRzTpMSzvgi93dQl8EWleGqx77utY/znXezokwLIpIEBsdTE9yWE0yyM9an7x1K9YlMaz7v70OsFBZPTWBQJb2eu5kTE7o0M7UvWeiYj1catwOnf2l/dHa3YtPmBKJjSQg7fdJYuavsOqu5iRxBHp1Rnn2zuXi9dovMLA7aMwmAN6YEJmYm9Z/wQbR97ovBNiolpHJajETrnJkU7mBSlgHjB//hKxjatbMOe9PY2ru6sPPF7Pf1uI1/l04rcJGZQQeTys1MUr6jweDuQeeE6yuZMrq7U6t7eZlJY/nL3AAgSzAJ0XaYSCKZ3DHh4cKUXjZH+vO40f6Mg09kehsi04tcKg2pGd72KVNx4uX/UPTPA6n6+EzOPkoYiCMRL37wIN2sFXtoCCqjzK2vbyp2PrcLb41sxVsjWwE4h/NXXn8RgICMxKGDLrHWOEYAKN1MWqYP4Dp3vgQkWjA8NohxQ8L03dd2QIG0UH1CNfXvJSMzyTeAyJbRUdpqbsHK3LKuzDF1Neas6wEuvCX9dlOnLEe8/YotWQIjklHSpDPYykw01QOnzkldeR+n375xmcps040CpSFhWhLjY3bhrJJarvDk9UwKWOZmSggkYZupXlz+wdBXDv5K4Sep6hLoIr3MLUspbSpNPth7e8i8I/B/qFMw6eMb0l7P1HkdmLuqBz0zij9+5lOozE1nJpUcmG2SbCS/cnoaphr6W16Q3t8zKevP1LJpkj8I5DZHLpiZ5DtG66XVq5KZ1NYgZW41bWLVOGRbwukGkzQwLndiOOmbQMz4Hk9vm46kSuL5d5733i5/s+1xewyQQMycOIFgTIoCeSZiE1YCMSOG+PgQDLcJdFr/SCuCqGFg3FCwAChf9pMwJbrPXJLzufXxrDeeGucavvNYxJCpnkkNmJmUq/1GxfjGlWOvvOre5lu8xpeZFJkxA/N/8+uJzxHg+xs1opjalhq3StMCkMx7vvDKYIs5PuvPj85M0sEkpdwV6XSw0vlDmBZiRiwtM8kWQM+gDh45+6eDpV5lrJSAbWPxlHY8Ztuw3Ws8vd3B7tlIvPE8Ros4HeprieGIwKQe9zwca4GZTLp9K33HKTUOW43DgAUlZP5+TEVOXugyt6KvWwP+npTb7l/rifekb7+IMYQQqfEpg0k14J/dnL1idR33pHFN6u3B1hz3LZqSwJ0fOxDLp+cpWcnCmq6DSeUNsMd8g7t3du2AmaXMTel+iclgDbid/ZuO2JKME3GsHaYYR3I8eEaRd9CxKvN1Eu5SzaKMJZtnJGYAeHniHdKAUEB8dAQyWvwg1itzGx4GbJWWNTZl1lxseW5z2uOTEnhmy19hxRdCGBaEzvLQvxtfA25/BtuUN/6C8RlTsGN3B2xDwgwS1MlczS2jPtx7DYUO1rKEzCSvzK1QZlKWbS9Z6/yX+ZT6BK3fK3eWXaYmmwD4LhLKvCbQjck7ugv0B3G3My6G8bd3HsXuwZcwI3aId7cVMzA+ZudfYQOZM1XV7plU3Gpug10taPvbOxhpMbwMoKJL8aqQzZCmYJlbjoyEHLweS/Vgph/r4okIjrtwZcU3419RJZtyM5OaJRspTTkBMC97MnXRZ7nHT/9qbhXbXrH8PWzc7RbqEeW/eFv/vvXY8PqGqvxepf5+1iszqdTsuwyROXMq8jy1ZrS1OrP6ysTWd+7Gi+OzvPFMZkngAVMOAAD84dU/YPVk5xrCn4U0rpxJzJg5ccw29bP7592PtkgbomYU0eRutIyOAi1Ia43gZCaZGIwNY94ru/BKIvhxWmcm9bWkVkL1n5ajlvQC55XOTPr6e76OnaPlTdxXOzPJ/13XZW7+65Ug/ShL6XsYsaIAhvOOKQy3zK2Y46Uad65/9ASkcFfCFnCDSd46JKlqikNnHoq3W+Z7z/FOC9C92zfJC5ElM0lCKRuLpiSw0ZeZpINJo/0fwBFf/zjufnfh46Z+hA4mjUR8iyNJE/BWlvO/z2NI2klERBRJYeQoc7O911AMr8ytyMV3Co4PvfnmVM+kLx34pfIqCmRqCjnamsj70GoLdTBp8ux2rDxsBlYdkT1Lg1J6pzknm1xfu71nBSuv8kuVuZX3MRv1fanf2LYDU+Gmh3uZSV1486Vn8beBTejSsytqrGBEf6+f3T0xU8GMwRRJDPpOKJ0fmI/RF/OcFL3MpAoFk9zgQTmr7Exvm443swSThCGRGBpA387dkNHgDdW9n485AxmnAbedlgvTN3P2hMe/HRvC6Mg4Wnr63Q5tbhZNRjAps2cSACg5iqHBcUjDQMQqXDLk9UHR5ztdHz4hMyl4xowMPCsUrMytmM+I8DKT3PfKza4xDAC+tknegKfMzKSeljZ0bX0Ricxsvcz90qu5yWE89sovkMh4yVbMxNCusaIykwoFnspW5Gpu43Hnu2dHTRx46pkY2L7NKzcNLEAD7tJlZCZlCSbJtkRRA1EZq/IscAPwytxyBH1bI2WWuTWhUpvAA/A+X/6JmxarBaYwvSDGxA3WMjNp4nmj4DHdd/+cjjnekuqVZtS4AfeE80MFytwW/vEPRS313khkIgGhFJRtIKnGMWaPeBOVIuO9mZGYgWmt0/Cn1/6ExV2LAQBRX+BISueE3FJo8YosDp95OKa2ToUlfpi9zM2KIGIoDEdtrP7bG3itiPfby0xqSe8NqkUM6R3rxjN6MZbr2LnHlv0cerxZLSqZCqDpYJL/ekVf9Oc7H5TS73FJ73KM4aH8mUltxWcmqYzMJKlXNlYKEhJCV/sbqZ5JrVYr9mqdCbiVZNvbgE53gRshJYQQqaw1/dmRBsZe/BtaDSBhSUg31Um44/SeiAVTOVlOAfbaeUr3sz/qm+Q2hAHbbQ6eFKnblRrDuO1kvyeFkTczqdixpV7luOgFNEpYze3wWYcXt41MUnqr3EVaK5vFXaxQB5OkFDhk3cJ670ZTaOsuPlhUiNeAu5zBKoBx3wXgW9t3YCrcQaqhM5N68PrQfXh96AUcB3cVElX4xJj1JCAETGmnpSW3HTAVyFNa5UX5o5UZVEm3Z1KQ9NlcorlWFZEGDtri5KCVMgjUM0VemZvvANnVNw0LDzgIm//4kHfbkDWO3qnTMaSmQkmRamvkXnwolb1nEpDqyWNLAUTdfhftwffZy0zKDCYVm0Ya7IHOnwVXcyti4OHN+mdkJmU2FNcDhjIv0qZ3dqP1/16B1Z4/A1FvZkwM6R1Io1d0K9gzqZZlbrK4zCTvM2JIdEyeglP+8Z+Db+uE7wAP/EtVe5IowAvEjoqx1GfdR7a1FXXhXtfMpBrR35Vcs/CtphtM2oP6yZTT/N4rsfUFkz6w4ANY3rM8rQwo44dK3l7RspQdFVL1xQBcssY9k3I24C7j95F3gYUGJ9ucnklIitRpW49PMj4DQggcMPUA3Pe3+/DBhR8EkN4TbMXMNty/FZjXW/z7cdxex+G4vY7D3SoVTMrMTIqZMrXaZhEZEy1WC2JGDNPbpnu3Gb7zctTyBZMCjJlrzZ+ZdNSTz1X8+ZWvf5Q94FQj+DOTvGBShc8HsUgLxpD/WKOPD8WMI3Rmklfd4G/pICVExP3d6xYQbjWFYZi4/9VbMZQcQEurwLwBZ4VOCAkB4X02vMDMeBIDDzyAbf/xH1je1wqZ1NUUzvG2w3DeNymCN4UWbquSZCx1zDaliXHTOVfbQkLYCkoKKHsnbNUKCQGRKzPJO74F3gXn4e44qNjr1qBBP/9qbqWuGutt013NzUjaMOo8Gdh8Bf5UFdGWytdbWjNnYsoXv4DEUUeW9TxzdwwgMeQc3HbsGvByP4RX5pbq8ZLKQimyW7iPPo//Yut/YnP7PYV/wD35yAq9hyIWh4jFqpJaL6RzOSWQmkUoho7a6zI3wxdEMWMxHH/Z5yb8zKqD1jhbFCKVJZuZmSSzZCap1ME86aa+tuw9OfC+5lrNrSoCr+YWfGAgTMt5z3S5oxsgFBnZT/qEVG4vEuGWf3i9dnKRqcykbFvVTbgLXZSlfb5rdYEZtAG33vciV2IEAOz9IeDSJ6v7mpT3fxiQE1eeBNw0+WICp+5FbbUvbuupUGaSIQ18aMmHcPD04rM2m1YZPZO8zCTfQLY90o59+/bN+SM1OR5rAZZqr5daBZN0dgpXc0tnJNogoCCSgL7i9EpuslzAHzD1AOwa3YXH3ngMQHqZm3SeJPckXgBOD2S3pHpCZlLECyYFXxTE+Z3f/N6bcfays323pe6PGIYXKMnVR66e0spnbQXLLjBZVyR7MMu50/f+6mytci/6J9ABwQBlbkWVW3nBJH/PJGfMaAgD0kpNkjn74YyxpWni9eEXsXNsG95pA1rfcd8XKSCESGWt6eF+0vms7PjJ7YjAhuVWUegJ9U638XaHfWjgXTd0A25fANGUJkasVFaUqXvjjr8BBdsLJmXPTNJZVCWWuVUpM0m5/3N2rfzPlQBgJe2KJTOUKtSZSRRcxE0ntSrYNFYIgUmnn17280wyJFa+9AYeWjgTu3YOTFjy0ejyBZP0wVmUEUxyjwm7xrZBRacVfLzOTJIVWppx0hmnI753lXp7+VcbKiEzSUft7SF3NTffBbPIUpZn2hIL93s3/vDgC85Rz/2dJY44HAO/+Q1gp2qzYRjo3D0Mwz1h2GNtsIUNqSRGYgpTPtEPY1Ke6LtX5pa/AXdVeCeFQmVuRQwEW1pgtLdD6Nl198+x118DfImEssQZmAn75g4sjALBJD1ASYqRrPdH3JKropZ1r3YwyVvaM2Bmkv49lRJMCmD2j36I0a25utQF4TaSxjja2rL/vtqOOALFfCiEEJjy5S+hZZ99ytivxlZoNTcA+Oz+n63V7tRVfHQMQxGrvEwcr8ytiHNJLYMYAVZUrJdareamG6FPuHDZg7LvshHxOIQCRFJBKV0O5N6X5Tx9wFSnb9IDWx8AkF7mNuquNmWVUdosFXJmJkUNEwNuIlQyXlzAakl3el9Q/yRO1JJY0bMCs9tn45K9Lyltx6uo2qXX9qCTmWR0diK5w1l0J2tmUpYytzm3rsfQkxtL2q5XRpknU12XuZWStS3SeiYBQikICAh3UlZktOYwfAGr7W2AOaIzkWRazyTvs+P+OfbKKxjftg0t+zpjBi8zyS1NGxkPsKJtxr+lr5G0KU0MRVNZxGbSxpgpYSdfh1IzndI9aWTvy6tfe7HBpBZd5lZkZlIRk6fe+5ljfNbS34/W97wn2HahYNhqwkp6tcZgEgEALDdIEK1z3WU20jBgupHw3bsHUhcC7kHC36i6EsEky5KAm/1qBMne8TKTKhNMisyYgciMGRV5LtmaPrjxH/BKKnOL6QbcQ1C2DcOXKp9tUNw9lICVSMBWCoO9cUyb3wkA6Dz5ZAz+5RGMvKDL3ABIiQOfTfV5UuPtGIm/g/hoDDLeArM7exlO19/9Xfpr9FYYKnzCrhw9ZVPgc1fEAL7rnLOROPpoYNsvnBvcWc8pn/sccP3bqaesUM8kr0dTjuCEb4MAUsGkzAw6K2iZm3/b1S4tsdzPTs/8/I9z6cwk7zNUYS39/Wjp7y/9CZTuM5BEayJ7aUXr/vujdf/8zV8zTTrllNL3qYk04ix8rR3yzEtISllWZpL+3spiVl2qZQPuEsrcakXWqGdS4cykJmwaXwFCCCdhOqlge2+NG8zJ8p3oifdgXsc8PP320wCAuJEaj4y5qwhbZSy6IJRIZUymZSZZEEJg0ywL/3TGGJbODJ6dnU1amZsp0WK14Ocf+HlZz1kt1Q8mORk4kblzMfToo+5GU797fdGfrcwtvno14qtLm/TVYy2RJ7DuZS6WcHzOzEyCm5kkIu7nS2/fnUA0fcfJHa2+FV7c/bMzm1n79luNjKQynNztJtxMvaFkMZlkzmPj7anxpyEM7I4pmMM2koaE4e6HSr4OW9hOgEyY2bOPvP5OxR3fdJ+uYhtwB17NzdeAO1f55Owf/TDwZoVygmz17l23Z+e5kifqLvlu9fUVeGTtCcPw0htHB3Z5wSQdcRa+VdT04FbI0tNhI77nCxJMqnRmUqVMu+rdmPLZ/dJv9GcmlZAWqcvT7EGnAbfhD05l1BhHEmegd7jdKY2zgeFJcSQOSQXJhCHdJT/hpdP6LzRimIQxy5nxk7Hs7+2Spzeh7zOXO//I+JV7mUk1KXOrfM8ks6sL8eXLUjMk7gk/cwATZMWRYBvUmUn5A8p6M7YYSb/BFfHK3BooM6lrL+D0W4ETvxdsd7zVThp19j5VziujjbqPjSdIZlK5pr+9C307gq8GWi+mrRAdz788dUFemVsR2RK1jF00cpmbOwOfLaO3knL3TOJxQwKQSWDUnVfXH81cF3k6OwlAWk+wsaQTTIrI0i/onEa6OpjlG1e550bTiOKp2dJbdbVUaWVuVcq8rRjLKq8MtwAvmLTXXO82/znfCyZV+rviZSblft5SVnPznj6qeyalytykkN7kmA5QeT2TfCtc7vB369Djcpet46djzmy7OXWq+3zu98cNaLS5PZYGiwgmKTctMJJo925bMGkBZk1fiqhbvmf5msTbEjAgocwcPZN06WqNytwKtSXJ1oC73Alg53ndMjcGk6gRRNzMpILLpteBkKnMJHtoN5CZmeQLYngHgDKCSVFfM1EryOocena2wYJJMmZCRjIOiP6GfKWUuUkJEYvBHh6eGEyyMrOgWjEamQQRi0EpNTFTRUivZ5J3wPcdwNujbUi6v0ejJUBzYC+Q434uDOF8RmoZTKrgam4eXarhuzA69vzlOO0fnayTSvVM0gOQQj2T9EnTFiNQEEDGbKxVSplbLY47i94LRIMtn+plJpW5eEC1dJ3r9MAQIgkZD2+Po0or1DOpEla99Ab2ffH1qj1/pZXVm0/qBtxFZBDUdDW37N+NBQcciANPPbN2+5GFkBKytbX6ZW5mC85Zdg4OmX5I+h17eJkbAESkgLANDCu354seWuY4T/uDSf7+SO+a9i4AwLS2wm0RcpG+PnjCnPgdsaSzvXKbQftbE0QbdrLEIYSoanZSfNUqAEDbwb4eeb73t1KNkjN5mUl5xqZe5mJZmUm+8b6QMHvjMLpjkPr3ricQfcegHW2+rDi3zE17feUIOk+Yh7EXnUV2Jp16Svrrcbfb6gaThsaLOM+6m/EHk+JmHEcuOwHRMec6IQbbe+CIkBCQsI0cPZO8zKTguwD4y9wq+90uG3/sAAAgAElEQVTwv4/6c1WJvriTB0fQu2swbUXVemjMkTLVnOUOBmu1kkkxpDScQIFSwPCQdyGQykxKHQi9JS/LeBnReBsAZ8bCiBT+gqoRJ0Oj0YJJ2aTNeJUYyZbxuFfmltYzKWNQHB15Bzs750JI6cR5JhRHi9Sqe/p3KVLtpTuiFraoGPZ9Yzve6ittkCYsWZueSV6ZW6FgUgkfTN2HwdejYd4+qVR3b3ajzJfZceKJsGbMLDh4E6bzGseE8x0RE4JJbqZeTd736hBVLnMrV/sxx6L9tDPwyvAoZAtP40F5gVCWuVWE15OjiIFsvtKOijOz79f7L/t87fYhD2PSpKqvoiiEwKf6P5XljvJXc2t2lmVCjdl4G23u4uZuxkCOcXD/lH5IIWErOy0z6YKVF+DkBSdjckvpJWj+nknZMpgtN+vJKPP74x+zNXxmEuA04d69G11nn42uc8+p6HNP+tCZSBx+GIxJqSaU/jHags4FAIDVvRXuYaoDVnkCg7HFi9G+dq0X8CqGt5qbb1wqhUTbAVPRdsBUvPaVXzn36zI3X3bkdn9mkkgPJklDou3d06C/Jy0HvAvRpffC7JvibtfNnrfHMABnBbbgO+38EU10pt1sdHYgNu5miEUT3raHIZ1rC8PMMcZP7+8UeDd0mVuVMuIUFGxULki59O3dsAcG6p6ZxFEoAXAuniLxeKoxXAMRhgkBwLRtiLFR5MtMSkXcSx8gRdsS0MEkM1p4oKdG3WBSa+MHk/wnr1IPPiIe8xpw+wc2mVkciZ1/w/aefiST2aPwQkrAbVyZmZkkLAvtMQNiVycWv7oVf4qX9t4KS+ZY6aHCAmYmlTQbrGdJczST9ZbnLjPR1JoyBR1r31d4dywnpX9H9Fko0T2hFDQSdTOTGqlnUpF0KYG0GvQU6X6Ouqx/g3logBUnCUDqO1LNMrc9is7KLaLMLb56FQbuvx8AEFu5shp7ldLADbgBYPq/XQOju7tOW99zg0haJB5FMmljVCj4R3oyx4Vke6Qdy7qXYfP2zWkXglLIsgJJAPB6XxTzVe7MpJibCRUzy8tk85+Wo00QTJKxGJIArOnTYU2ZUtHnFkLAmj7d2U57O+ydO9PGaPtP3R/3nHxPWRlnWbfrVVDk6ZnU0oLp13y9tOd3x/ZSCiAJwC1z83ifM+ez5B/D7fB3Ocgoc8ss95PxGOasX59aCVZvd8wZ18djhT+rImNBpXh7V9r9sr0d0TF3VT0rAti6V6ftBMRljjK3EnsmmT09gGlWPjnAi+upVEJEJY7BRnpWWL006EiZ6iESizdkmZs0DNgAzKSCKce9ywAvGm1amDQwhO1t8VS6ZRmf7Eh7JwCnTMEKkGJrD7vBpCrPMFZCRTKTYnHYw0NQynYHXe6BMSMzqX3X37Ct70C8/fJu5/7M46ZI75nk3CSdZ7MstEdNiDemANiIvsRehXcsYzU3ABCmrE3PpI6Zzp/t0/M+rKQePFkyk9Lu1tkBNZphFu6AQhfXGWb2zKSiMsIa7Ljj9UFr0DI3LWY8DuRoTE8TMTOpsrxVgYooc+s+/3y0HXY4InNmV23216ODSQ3aH6iUrIOyLDzWd45KLwvfE8USCajdwzB12Yl7e76+RO+f937c97f7Kr4vPztpGqY8orDIzp7B3BFrwWtDwIxJ5V3kNl1mkl4qvsoLqVh9fRjZuXPCe1/pQBKAVACgSuMeqfuhei0QVHogyAsm6QbcqTHcSERAxaIQwyMTytwySyxFLOa1RwBS1xT2sNNT6e8PW5D2+PiKnpyTu3qcnuhMD8oa7R1Obz+4yQJOnAqtYtzJnJJG1s+G1y+qyPF/+3uPRWzZUhidnYUfXAT/+5hUSbd5ePnH3tSCQ/Vtd9DYI2WqqUi8peEyBABASveAZ9swVHLiam6Wif2efxWDEQui30lHLamcyBXtSs0UWpHCg2Rd5iaaoMwtPTOptBpbGYtBDQ4BSdsddLnLiE4IJr0EAHjtuXec+zMP6oYEVHowCYYBmE4mWiJqwhp3fo/RABcriSOPwFvf/S4SRx7h3eZkJk38LBzz959Az6w56Te+79+8Hk5+B59+Ntp7evNvfMUpQKwTmH9k/seVlJnkvq85Ztn1IKEisxwBeOWlyrkcMTOOGZESVnNrtFIL6WUmsR9RmHiZSVXsmbRH0RcrRWQmCSkRW7SwWnuUTgfgE1Nrs71Gd8ZtE29rsGNvLbV0TQJeexORpA0lDF/Se+7z9GmLT8Npi0+r+L4cOv9o7NqkgN3Imk0RdRfgKLtnUsZqbo1O6rKjKl+bmH19GNmypaoNv7UgmUllPb/umeT9rlXWwIVuwG1mlCmr7kkQL7/mBGvyZSZlTLYLN8NJDQ0DADpa0+/vPnNJlp11/ohHWgBsQ2/XzLS7jc4Or2eSP7uqRQ0CwoCEkWPisrQFeIRpIrpXgMnrEik4mUkV68MlpbfiYz0xmESeaGsrjAacidcXdkbShoFkKqru65lk2grtw6O+RnClnxCM9m6Y40mMmwYiOVYR87NHnANnU/RM8h1YSy9zi6cacPvLgDIuvONDb8Cyh1PBpMz+21kacAspnROtEGiPGTDtJJJCpm8nh9jSpVjy9Ka029oPnwXZOjEgsPywoyY+wX7nZX3eA04MsFy6EMDCows/rJTMJCN/ZpI3M1GrzCQ3uCsVoLLMrngNuIspc2uwCxopJWwg0OeOmoeXmQRmJlWELnOrc/PPnMwocPy3gL0Oq/eeUANK9E0F/roZUgFJpFZTQ7Q1789VwwWrLsBrGx6H/fzurBfAMcO5MK/ERagUgK2aJZjkBiSq3ILDnOKsZF31bEnAm+CsVoBM97BTOQNBOovf2b6ZMXaX3ZOAl19zAhX+nkkZnz2RGUxyey/Zw841UTGT+jrDXa9y6d3e3u6t5uavnJG7dwNdEoYyspeylVjmVqxJZ5yO7bf9fwUfp8ceSinYyq5sMKkBzr8cKZPn0LPOK3vZ0apwDyCmbUPA1+9CN9v2B8C8njulH0DMjm5EkjbGTQNWgF49arh5GnD7Z11KXZJYxuNI7toJpey0z0tmQEAqhU77Lbz2/KSs90NKqPEhAHaqR4BheMGkFstAFDbGpAGzxL5HLXuX18eg4koZPMw7HDj0s0Dv4uxPWaHV3ILySltU9jTiSLT5y9ykNNxgEjOTwkR/R5iZVCF6EqCY1dxqbd9zAj1s7t13wR4YqO6+NBJ+B9AxY5b7N5l29pRBVvGtMCkkImYEI8Zg1vsjbmZyJZYTl0LAVqrhV3MDfAGLKgcFLLeJdC1WOfRW9a1yZlLqG549M0kHXDLHObKny1k3rVDPpIxgkl4hWrllbkFWQvJKS92Ju6zBJC8zScBqfT8gJKzBzRDdBgyVo5WF3u8q90yd8oUvYMoXvlDwcWmruaFywSQhJVDnfkkAg0nkM31RlhTERuAeKEzbhhLKCyYJc+Ly3dIYgj34Nsz20meeo+3dMJNJABaMAINkNawzk2o/m1Us/0yILHk1txjG33gDSLo9kyZWhjnbUgqTxHZsftM5sUwMJgmMvfgwWvrnQ1iHevunTNMb6E6KAOPCmFBK1axKmvWKTwIOy736UM17JumVzmxn5mtiZlLzl7kZloVxAEa0/idpqhz9XWHPpMrQK7MV04C7UcUW1qj0ruE01rG3lrrnzAOUQlIaEHbq0jtfmVtVCXhZK7N/eLOX4QH4MpMqMBaSbmpSM/RMknG90nR1fyfReXsBlgWjrQbjeJ2xU6U+UKnMJH1Les8kbzJFJ+9k9L00enqc3N1CPZMyMmJSPZNG9A8E3+l5s5CYshesGel9R0Uk4jWdl1LCsOYDAFq2Pw0AMG0je8BIj4tr0TO1SBUvc2uAYFLjH0loj6cHrGZSAUJ4BzeRJTNJmCPY/asrIONl9Exq7YBpJyGUghkp3NzWHmmi1dzSMpNKLHOL+crc8pzgpbIxydqZ+rmMX4mQBpAcgTR9s8GG4fw+pQRsG52WwHgZmUkNpwqZf973oWY9k5zvW+uwhXFDoj2a/rmPlFDm1miZSdacyXhg9ZswZ9RrpSWqBi+YxDK3yvBWkmn+YNKeh5lJHVPnIOI29xVQ6NrtTHyZ9ZpEEMLL0m7Zbz+0HXKId1dlM5OcP5uhzE0v1V7tBtyJY4/F/F/dU/HGy9nowFi1xmy6f6k+y4nM1dwyGEbqGmrBpAVonTJD72ja4yaUuWWO20wTEMLLTCpm8tSYOgUzvnlt1knueFsC1ngSMSMV9LLcbCVLmdmz4PW+NshEpZcVDafMrWK/eykYTCIKRPdMsvUS8+7HVp8IfSmaugGcKGMwEG/rgqlsCKVgBPiSeplJTbCam//kUGqdrYzFoIaGoJTK32NLKXTFUzNr2crcJuyT2zNJuD/fbgLj0oTZgLMLpahmPX7NMpPcQV3PDmcGb+78RWn3l7KaW6P9dg3DwPPTBmFJlrmFib9vAZXP69cWgswk2vNEu7q9laIAYMFrb2HNphcRDdArsypE7j4zUcP5jmWWGpVCr+jWDGVuupSq2g24hZSwptamUX9JvTOLeX6vN6BDiYxAUMbKx/5Va//r/f+FeJ/zPhQqc8u2XRGJwB50y9yK+J1F8kxImO3tOOSZl7Cgvcv3EnwTQnnK3BolM8n/PlayZ5IQsuSWJZXEMjdqePpLaLrBJD0z4/Vu8S8F7wZ/ZBk9HFraO2HZ4zBtFSzgog9ajdw3wuUfqJTegDsGe2gIRiTiLNWZ63FQiLcYaG+JY+ebQxPLp/VB3n/CMQznRDc2BkAhYcDpmdRgmSslq8LrsL1ljWtz0pTuLFbLSBSdu4cxacnStPutaAllbg32+zWFu8qJ5CkyTLiaW8q8e3+F5LZt5T2JbsAda/xzH+XQIDP39SCEgOmuKCuUM7seGx3HWA365mTfn1T7hkw6mFSJSSPDfY5mKHMTNWrAXVPua1FVzg7sjbZj+JXnsavt7fRAkBdL0n2F0oMRZk+Pu5/5G3BnIyIRXwPuwr8zwx0nWnmun4z2dsTGkzB9GVTwBZOyBWC9pIMGq2rQDbgrNvlrGJANkBnc+EcSIt2AO+kGk3QtrDnxy+gtiVlGd3sz1o65O9/Gvs+/CjPAl3TWTd9Hz8cu3GPK3GS8BfbwsNuAO/fFtlAKIh5D35x2598ZB0/vYO+7WUjplLkJAaUUemISMC1M7QjHxYqo4mqJteuZlPoMTXlnAJG5c9Put6IG+o+bg71W9wZ/0gYLJuljDINJIeN+RVjmBkRmzkR89erynkT3T2uCiRTKEHdn+fuW1Xc/6kwIL3/D6zETr9NMvzUjgcjs9qz3VTIzSQ8VmqHMzctMqnKZWy15mUlVntOQ0sDql96ARI7ghRdMMmEkbUzdvgsAYE2b5vx8PJ4WTAoyHhLRKNRQMQ243cBmJPc5RHZ2uPtpYO3sx3HwQ59JCyY1Q2aSpsvcKvE9BlLZYPXGkTI1PkOv5uY23na/hNlmcHStcDllbpAS3WocY4OAESCYFFu0CLFFiwo+rhH4U4VFiStVyXgMGB+HGh2DmSc4IqAg4y3om9OOLX9+feIEaLbBgZTOSU8IQCl0WEB8Sgcmtdb/YFkJ1UjV1rNbleilEIR/tmnKrmFEZsxIv18IHPD+vYp80sY64eteYAwmhYs3s1rFQXzHBz4AezD7ikxh45W5sVF98+ldCPzdPcC0veu9J/XlHuIF4J6HFNrj9Znpb18zM+d9UbOCmUmyiTKT3AbcQQITTUNPyFU5Q1bpcrdcZW4uYVg4ZuPz3r+jCxZg1g9+gJb+fSEe3eDdHiwzyfL6yAYJAOqPcySaezLeaO/QO4DE9G4Mju1G0rdid96eSQ0yUekPyqkCPayK0iANuDlSpoanM1gMnZmkv5RZDiBemVuZafdKB7DCNuOqD6yWVXJgQ6cd27t3wzJyB6SEUpDxGPrmujNtmZlJ2bavTz5CAApQo2MlB70aUhV6JnllbrXKTDKd71jb8AjaJ/dV5ERWq30PSs8a6XI3CgcdcE2qHEtQVsC0r/5z1Z674bjHM5a5NalZ76r3HtRf3ATGkR5grmJvw1JVumeSFGiKXpSyRg24a8mbkKtwMKn9uPdi4KGHvX/b7rVSj7nK+/xk3W6WdhWtB+zv7Kt/NbcAnz1pRVKZSUWUJkajuXvOGu1udYM0YPZNAQDYCV/wKU9mUqOUuXn9GivegJvBJKJgdJmb14A7QGZSmTWktmEAUIEyk5qJDuBkWzEhKH1yV0ND+RtwQ8GaORNdsxNYdeRMzFralX53lsi8kIZzEpACsG2osXAFk6rRgLvm/V9anN/jtO0DiC1ZVdtt1wgzk8LJa0yqWOZWEVJnJoXrPEl7kDYL2NF4i0Bk0sGASmQ0CCEQMWXDTeJko5v7V7sBd03pwFiFx27Tv/GNtH8rXUJmJHL8hPv7z/c58N0VtGdScqezinMxpYn5mt4bHe6EtCFh9U0GAJi69A0FMpMa7DOueyZVrAG3YTTE+ZcjZWp8RnowSUfHszZdi5S/mhsA2KYBYAxGiAIZAHxLOZcRTIqnZqGzBZMiiTNhj2/FrB9+Ea39/RBC4OAPLsjyRFlKTgzD6ZsEJ908bMGkas54VixttoBoezuWbX0T07ZP7JcUFjojyQhT00+q2XdkT6GzhmUDDGaJStLRCuwYBqBSF84NdgEKVDaYZMjmWMkN8GUmhSiYJHSv0RqVueUsEfT6CuV+b/3tE/yZSebkydmf0teAO0hmkte/K0+Zm+zocB8rYfb1AQDi3b3AiLdj2Z457fnrLbPMrVKB3N5PXgqjo7Miz1UOBpOo4ekBq27A7d2erQG3G3goN+0+aVow5FhZz9GI9EmjnGCSiKfSUXVD6e5dQ95t0uyDNPtgRKN5D5jZGuMJKZ2UW7cBtxobg2xpgsbmAVUjM6nWq7kZpolZ25yZp7AGk9iAO5z0d4SZSRWizycsc6MmZfR2AC8Ou9NX7iRWA5Z/VTKYJN3MpGagJy+rMXaqG3civNqrueUKJuk+VN51QJ5gkn8Mr4NJi554POdoU0T8ZW4Bvkfu81vxfGVuqQbcZm8vWvbbDy2LF2Pwcfcpsl1LNFgDbv/7mLSTFZvYShx2WEWep1wcKVPjcw90hp1x4M2XmVRumZtlIUusqvlVJDPJF0wyDBz21xcQGc9ycVboYJmtCaFhOLM2bgNuZiYVpgcktUpZl77XEJkzpybbrDWWuYWTHsBxNbcKcQfqzEyiZiV7uyDt1wCljw82LLP+PUgyVTqYFG2SAa4XqA5RVmkqM6m625nTm8AQgEVT01cI7L3kEzDa2tCx9n3uDuUJJvnCRjJAmwwRiUCNjjp/DzDe1c+erz+tLnPTqz3P/uHNGHz8TQw+/rT7gCz7L3TArrEopaCgKraaW6MIz7eTQkuXs5kZR4VsmUkt/fuic906xJYsLmubdiTS+EX0pahAZpI/60tYJuJjSRjZ0nULBTdyZCYJw0g14B4bg6jTMr3VUM3V3GqWmeQPJs2dU5Nt1po+0VsiPJ898gVcG22E2aSEG3RlZhI1K6unF9ExpwN33HKyoCfFuvL/UB1UtAG3bI6V3IDU5GUx/XcanahSz6RM8agTtGqLp49jjLZW9F5ySarHbMDsnSCfvbRri0DjXWfbRp5rEqNDr+bmez7fX7Puv3f90Vgn+4o34G4Q4fl2Uni5EeZoa2v6zVlOhkZnJ6b+01Vp2TOl2D5jFXZnbC8MhBCAEGX1lBIx33tr5MncKHCszBZYadl/f7Tst59zIghhA+6871eJdAPumq3m5l5AjkRNmL29NdlmrXmruTEzKVRY5lZhenKCmUnUpKzeXsTGxyHgZOwACFaeU2OTW5weNZ3R8vujOJlJzZEZEV+xAp2nrUNs5cp670rl1KhnUqoJdaEqgeLK3PJu0hcUCpKZ1GLFnZWf84zzvdXcfAFFfwApbwPuWi9Qk4M/eFTJBtyNgiNlanzugS6SSF+RIFswqVKpsO/6129g9+7hijxXwzEMSKuMzKSW9DK3TNNffhAvT39PgCwcnSWQOthPvuyTAIB3fvrTUJa5VWN2TQeTZI3mBroTThbCrintTbEaTCn0oKmhG3BPmgtsf77ee9FUWOZWYSxzoybX0t2H4dFxDFupY30jrhy2oncF7vvgfehr7Sv7uZxgUuO9xmxkayumXnVVvXejomqVmeRl5xQapwUscwsWTPKN1wN8jyJGFNIe9vqvZiO9zCTf9v0B36zBX7dnUgNmJimlGEwiqjV9Yrc6OiHtgdQdWaLRlWq2Fo9FEI81Xt18JQgpK1fmlmV2a9GW27Boy23ApXcW2JF8y5GmVnNDiIJJ1eiZpC+MaxXYiUYs2ADGpnfXZHv10BQ9kz72v0AyfIsEVNNeHXshZsRw0eqL6r0roSCEdPrchekYTXuU1lgC8e3b0D1oAHAnyhr0Qq8SgSTAufZuljK3UDKy9AutBhks0y7fdZN/XBkkAOLvpxQkKCsEIJTKm8VkJBKA2y8p9dyFMpOc26rd5Dwo/T4qpWDDDt1EbAOPlIlcugF3ezuM7Tu9m7NmeTTgjFLDKTOY5F/NLe/Sn+UMyHyruYXpQqUaK5KoGqfxSmHABjA6o6em260lbzU30cCnSCvu/EeBtVgt+POH/lzv3QgPKVniRk0tEUng9VgS8TEVPJOjyTVTZlIY6XFgtQMd3urN5ZS5+TOTAmRqp/dMKvz4VjOCltGxvC0ghGli+jevRXzFCt9z589M0q1Oym15UikTytxC1mUoXK+Gwsk9UBgdHTCTqfKErGVuDCYVVMnMpLwzHkHHY7mad+sG3CEKJlXj86lnK2cmZlb8ubORkyZhKAIML9urJturh+lt02FJC1Nap9R7V4galjAkS9yoqbVardjRKqAEvCBSoywnXi2GZDCprqowqZiVDiIVGndWsszN8vdMKvwZW9I2CQdteTlrlYNf+9FHw5o6NXVDgcwko8vJnDc6OwruQy15DbhDFrBu4GlXIoeOqhsdHTBtfzApS5lbyL6gVWEYZc0m+1fuEXlmHgqmuOZbbUGIcPZMqsLn8/CZh+Pfj/x3vGvauyr+3NnIznacc5mBL+69pCbbq4d5nfPwyFmP1Hs3iBqbkFzJjZpaIpLAa5OAxKgAhnVZULgDLZ84YgE6WsIzrmo2XoZ6tZPKZbBMu7xBn7QEoABla/6J6gBBMykNCBSftZ8W8M2y/7LFQvLtkYZZBTAzM6kSqzI2EgaTqGnIjva0YBKYmVQSJzOp9IGEkM4FhBoezv9+F2z6V+C+MK7mVgVCCBw4/cCaba8r1oWO2CTM65xXs20SUeOJ77N32oIMRM2m1WrFDw+XmCw78c0b3av7Bu2ZVCnvXTG18IOoakSNeiZ5ZW6FMu2ClrkVu5pbkOsxfZ1gFjnO92cmZXl93WctxdATb8HsaozJDv9EMhtwE9WFu1pVNApTFWi61sirLzUKwyirzA1wSt2Sw8PeAb3jhBMmPqiMLBwhJJRtA8kkg0kNpiPagd+d9rt67wYR1VnXmWfWexeIytJitmAkIrA7ZgAi6dzIBHeqJlmjBtxewKL01dz8QY9AmUlRf8+kAAETHfAqUOY2YTtpmUkTX5/ZEUXikOlFPWctsAE3UZ14DYYNA6b/4JQlGh32WvdK6PzgBxFfvaqs5xDxOLBjB4SUWPzkE9nTWcs5WAoBNTrq/NUK56p6REREVD+GNNBqtToXysJdGZUZ7lRFXuCk6sGkgGVu+VZz8wWigqxum96AO0Dwyd120YvTFFrNrUHpnklha8DNYBI1Pi/z2IDl6/ifNbLLQUBBky/7ZNnP4TXhlrmXhQ4aec+6GllaMImZSURERFR5rVZrev8ajiOpmmqVmRR0cj1fmZtvHB8kM0n6y9wCBYjc5y8jmBT4ddZR2MvcwvVqKJy8zCQJq1BggYOAmhBxJ5iUNxMsaANuBpOIiIioDhJWAlLKVDVQyC70qLGkSrpq0zMpwAMDPazYnkmB2o5ICUhZdDagf5ebqSJFKYWkSoauzI1HTGp8brBBGCasAiVPYfuCNioZb3H+ku8kVCi1Nt/9AgwmERERUVW1RlrTy044jKRqcoMsWbPyK0mPzwtsJ0iZm4AIdH2V1oA7yEpqQhRf4gakZyM1yIpt+ej3UUFBKRW61dwa/zdA5MtMikQLdOZnZlJNeGVueZcULf13IYSAPTri/D2EwSSzt7feu0BERLTHS1gJCCFSF84cR1IVpXomVXlDFSxzMwIublR8ZpIAzOI77ogm65nk7z3FBtxEdZHKTGpvbcv/UA4CaiJV5pbvJFTOBmRoM5Pm3XcvjESi3rtBRES0x0tEEk5zYT1o4TiSqkkGyxgqV+CgaL5xvBsECZpJ418wJ0j5mahEZlITlbkBcBpwh6yUlsEkanjKK3OTmDV5GpKDEx8TmTsXo88/H7pob6OSsbjzlzLK3DzZzqdCQI2OOX8NWTApMmNGvXeBiIiIAJy34jy8OfQmgCudGziOpCrygifVLnPzsmEKlLnl+bzrYFLQ4EdaZlKQIJGQJQWTmi4zyX2PlVKhbMDNYBI1Pn0clAaMRALv3HUlZt30o7SHzP7RDzHyzDO137c9lIwHKHML2oA7x31eZlIkXMEkIiIiagyLuhZhERZhizsm4aQkVVXAXkblb6eCZW5BM5P8PZMCZEaZPd0wJ5fQ9qHJMpPSytwUy9yIak9nJpkGZFsr1O43EZkST3uI2d0N88AD67F3eyQRd97/vCeLwJlJXM2NiIiI6ohlblQLXsJQrYJJBcbiAXobBe+Z5BuvB8g46v77v0fXuecGeu40TZaZpCkolrkR1YU+4EoD0blzIdvaIFtb67tPe7jKlLlxNTciIiJqICG70KPG4pU8Vb0DdzBBVnMLmpkki8xMkpEIEMm/SnfW/WqyzCRNB5OYmURUa76eSW1HHIEFDz+UdkloqdMAACAASURBVMCi2tNlbvmW/gx8sMwyOyMgoEbCu5obERERNRBd5tZEF6fUhPTYuGaxpAIbClDmVlLPpGpm+OmnlqIpAjP+fbRhBw7ONQsGk6gJpDKThBDpByuqCxEkM6mcnklSQo2FswE3ERERNagmuDilJuYFk6pd5hbwcXnG6jqIVLUG3CXSAd9mKnEDfA24Ea7sx3C9Ggol5ZW5NddBI8yk2zMpb8ConAGZ72cZTCIiIqKq0sMO9kyiaqpVMCmgIJk91WrAXTJ9Pdgk14W6XDCsZW48YlLja4zjLfkEKXNjMImIiIiagbfiUsgu9KixmF1dAICuD59V5z1x5StzK7JnUq0yk7yS1CbJTMosc2MDbqJas20AVY5yU1GClLkVjLx7d2dbzc33VwaTQiu6YD5Gtjxb790gIiIiqjrZ2oolT2+q926kBOiZFHg1t2hU/2BVs2+EFM51QpNlJgFOtQ2DSUS1plNBOVvUMHRmUt4DecFgkpv2maMBt/d3BpNCa+5Pf9owqd5ERLQHa7DyI6JayBf00WPxwD2TLDczqRaT/1I0TWaSppRCUiXTrnHCgMEkanzeiT1cX75mJmK6zC3PbEU5JxOWue0R8n5+iIiIaoUTlhRC2SZsgyq2zE1GnPF6LSpJhBRAvlYbDSQzMylsq7k1x2+B9mhKl0HxPN8wZLzF+Uu+2YpyBma+ExGDSURERFQTzEyiEKhEmZlX5hY0+KHH67WYKJTCW9Wt4emkRzbgJqoTlrk1nOj8eWg/7r2Ir16V8zFlHSyZmURERES1wjI3oqwCl7kJARGJ1KbHrRBAE5a52YoNuIlqz4slNddBI8xkPI7p3/hG/gcV+H0J002HNbMchtiAm4iIiGqFY0wKEa+8rYzYaNGZSXBXdKvBd0kYaJrMpLQyN7ABN1HtMTOpORX4fXW87ziMbNmCnr+/YOKP+qNJDCYRERFRLTAziQiArwF3EZlGIhKBSiartUspsnkyk/T76JW5haxvS7hCYxRODCY1pwInHxGJoO8zl8Nob89yp/u7tixmpBEREVFVdZ1zNgDA6Omt854Qlc8bO5fTccL9YVMEzz2pVZmbaKaeSS4FZzW3sGUmhevVUDhxNbfmVIGeSSxxIyIiomrrOuMMLHl6E4y21nrvClFD0AGpYoIfIhKpTQPuJuqZ5AX2lFN+yGASUc0xM6kZlZVR5M5qMJhERERERFSCcnomoZSeSVZtGnAbAsJojjCGv6wtjA24w/VqKJS8JnKMJTWXsjKT3D8YTCIiIiIiCq4CE/CNnJkkpHD6JjUR5f6PwSSiGvNW/apF2iRVThknMsEyNyIiIiKiuvAyk2Tw6y9pRWrT67SJeibp9yOsDbi5mhs1vKlf+Qre/v730bLffvXeFSpGWWmuDCYREREREdWDDoIUV+ZWm8yk6Kx2GJ3Rqm+n0sJY5sZgEjU8q28y+q74bL13g4pU1swEM5OIiIiIiOpCZ9AUW+ZWi55Jk05eUPVtVJpSig24MwkhuoQQ9wohtrh/TsrxuLPdx2wRQpztu/1+IcQzQojH3P8ml7M/RBQSDCYREREREdVVI2YmNRsBAQWFpErWpgywhsoNjV0B4NdKqQUAfu3+O40QogvAFwEcAGB/AF/MCDqdqZRa7f73Rpn7Q0RhIBlMIiIiIiIqmSp9OTevzK2Inkmx5csQW7q05G2Glb9vUjHBuWZQbpnbCQDWuH//AYD7AWTWIx0D4F6l1NsAIIS4F8CxANaXuW0iCitmJhERERERlaC47Bdz2tQsz1B8mVvvRRcVtd09iVJuA+6QZSaVG0zqU0q9CgBKqVdzlKlNB/CS799b3du07wshkgDuAPAVpcoIoRJRKAg24CYiIiIiqqoFv/8dRCw+4XZvNbeQZdLUg34vbWVDll0Y1lgKBpOEEPcBmJLlrisDbiNb+E0HjM5USr0shEjACSadBeDmHPtxPoDzAWDWrFkBN01ETYmZSUREREREVWX29GS9XWfQhK1hdD3oYFIYG3AXDCYppY7MdZ8Q4nUhxFQ3K2kqgGw9j7YiVQoHADPglMNBKfWy++cuIcQtcHoqZQ0mKaVuAHADAPT39zN7iahBzbr5Bxj47f3lPQmDSUREREREdaEDIKbk4u+VoKBgI3xlbuWGxu4GoFdnOxvAXVkecw+Ao4UQk9zG20cDuEcIYQohegBACGEBWAtgY5n7Q0R11rr//uj77GfKexIGk4iIiIiI6oKZSRUkUj2TwvZ+lvtqvgbgKCHEFgBHuf+GEKJfCPGfAOA23v4ygD+7/33JvS0KJ6j0BIDHALwM4D/K3B8iCgOu5kZEREREVBfsmVQ5AgI2bADhC86VlbemlNoG4Igst28AcJ7v3/8PwP/LeMxuAPuWs30iCifBzCQiIiIiotKVsa4VM5Mqy7bdYFLIGnCH69UQUUgwmEREREREVLQK9OVhZlLlCAgkVRJA+IJz4Xo1RBQOzEwiIiIiIqoLBpMqRwgB5S5mzwbcRETVxmASEREREVHRoosWAgDiq1eV/iRuzENKhgsqIWmHMzOJa/0RUePRwaQIg0lEREREREG17r8/5v/m17CmTSv5OZiZVDkCArZizyQiopoQ3mpukTrvCRERERFRcyknkAQwmFRJQqR6JrHMjYio6piZRERERERUDzrowWBSZejMpLC9nwwmEVHjYc8kIiIiIqK60JlJYevxUy/MTCIiqhUGk4iIiIiI6sLLTJLhyqSpBwEBpZzV3MIWnAvXqyGicGAwiYiIiIiorsJWllUP/p5JbMBNRFRtbgYog0lERERERLWlM2jClklTL7pnEsvciIiqTLgnLgaTiIiIiIhqi6u5VY6ALzMpZMG5cL0aIgoHlrkREREREdUFG3BXjoDgam5ERDWjU0AZTCIiIiIiqi13KG5Ks777ERJczY2IqFaYmUREREREVBfMTKogAa7mRkRUM2zATURERERUFzqDJmxlWfXg75mkg3RhwWASETUeZiYREREREdUFM5MqS/dMCtv7Ga5XQ0ShwNXciIiIiIjqg8GkyhGCq7kREdWOl5kUqfOOEBERERHtWXSZGxtwl8+/mhuDSURE1cYyNyIiIiKiugpb8KNekjYzk4iIaoMNuImIiIiI6kKXubEBd/nSMpNCFn4J16shonDQmUkRBpOIiIiIiGpJl7mFLZOmHoQQsGF7fw8TfjqIqOEIlrkREREREdWFDiKxZ1Jl2DZ7JhER1QZXcyMiIiIiqgsd9GCZW2VwNTciolphZhIRERERUV0s7V6KS/a+BPv27VvvXWl6/p5JuhdVWDBvjYgaD4NJRERERER1YUkLH1350XrvRmjozKSwZXoxM4mIGg9XcyMiIiIioiYnhC8ziQ24iYiqSwgBSAlhhCt6T0REREREew5/mRt7JhERVZ1gVhIRERERETW9sAaT2DOJiBpO64Hvhj00VO/dICIiIiIiKpmA8HomsQE3EVGVtR16KNoOPbTeu0FERERERFQ6Ed7MpHC9GiIiIiIiIiKiBqEzkxhMIiIiIiIiIiKivNiAm4iIiIiIiIiIAhOCwSQiIiIiIiIiIiqCDiYJEa4G3AwmERERERERERFVmH81Nxmy8Eu4Xg0RERERERERUQNgzyQiIiIiIiIiIgrM3zOJZW5ERERERERERFRQ0nbK3Axh1HlPKovBJCIiIiIiIiKiKrDBzCQiIiIiIiIiIgogrWdSyMIv4Xo1REREREREREQNgg24iYiIiIiIiIgoEH9pG8vciIiIiIiIiIgoL4FUAImZSUREREREREREFBhXcyMiIiIiIiIiorzSytzAMjciIiIiIiIiIsqDZW5ERERERERERFQSNuAmIiIiIiIiIqLAmJlERERERERERER5+bORZMjCL+F6NUREREREREREDUbKcIVfwvVqiIiIiIiIiIgaQFoD7pCFX8L1aoiIiIiIiIiIGgBXcyMiIiIiIiIiopJwNTciIiIiIiIiIsorrQE3M5OIiIiIiIiIiCgo9kwiIiIiIiIiIqLAWOZGRERERERERER5+QNIhjDquCeVx2ASEREREREREVGF+VdzY2YSEREREREREREFErbm2wCDSUREREREREREFaczk8LWfBtgMImIiIiIiIiIqOJ0aVvYStwABpOIiIiIiIiIiKqGZW5ERERERERERFSQV+bGYBIREREREREREQXFYBIRERERERERERWkeyWxATcREREREREREQXGBtxERERERERERFQQeyYREREREREREVFgDCYREREREREREVHRdFApTBhMIiIiIiIiIiKqMN0ryRBGnfek8hhMIiIiIiIiIiKqMJ2RxAbcREREREREREQUGHsmERERERERERFRYW5CEoNJRERERERERERUkFfmxgbcREREREREREQUFDOTiIiIiIiIiIioIJ2RxGASEREREREREREVpFdxYzCJiIiIiIiIiIgCYzCJiIiIiIiIiIgK8hpwCzbgJiIiIiIiIiKigGQIQy/he0VERERERERERA2CZW5ERERERERERFQQG3ATEREREREREVFgumcSg0lERERERERERBQYG3ATEREREREREVFBXplbCEMvZr13oFLGxsawdetWDA8P13tXiBpeLBbDjBkzYFlWvXeFiIiIiIgolMJc5haaYNLWrVuRSCQwZ86cUKaQEVWKUgrbtm3D1q1bMXfu3HrvDhERERERUaiFMUYRmvDY8PAwuru7Q/lLIqokIQS6u7uZxUdERERERFRFYc5MCtUrYiCJKBh+V4iIiIiIiKrMvexiMImIiIiIiIiIiAILYwPu8L2iOrr66quxbNkyrFy5EqtXr8Yf//hHAMDo6CguvfRSzJs3DwsWLMAJJ5yArVu3ej9nGAZWr16N5cuX4/jjj8eOHTu8+5566ikcfvjhWLhwIRYsWIAvf/nLUEoBAF5//XWsXbsWq1atwtKlS3Hcccdl3S/9/Pq/F154ATfddBMuvvjitMetWbMGGzZsAADMmTMHJ598snff7bffjnPOOQcAcNNNN6G3txd77703FixYgGOOOQYPP/xw1m1fddVVEELg2Wef9W679tprIYTwtgUAjz76KIQQuOeee9J+XgiBT33qU96/r7nmGlx11VVpj1m1ahVOP/30Cdv+xje+gcWLF2PFihVYtWoVLrvsMoyNjXmvb8WKFd57cskllwAAzjnnHLS0tGDXrl3e83ziE5+AEAJvvfVW1vfza1/7mvf+9ff3ez+3YcMGrFmzBvfcc4/32La2NixatAirV6/Ghz/84bT9feGFF7B8+fIJr+Occ87B7bffPuH2zZs347jjjsP8+fOxZMkSnHrqqXj99dcnPI6IiIiIiIhqj2VuVND//u//4uc//zkeeeQRPPHEE7jvvvswc+ZMAMDnP/957Nq1C5s3b8aWLVtw4okn4qSTTvKCQvF4HI899hg2btyIrq4ufOc73wEADA0N4f3vfz+uuOIKbN68GY8//jgefvhhfPe73wUAfOELX8BRRx2Fxx9/HH/961+9oEYm/fz6vzlz5gR6TRs2bMBTTz2V9b5169bh0UcfxZYtW3DFFVfgpJNOwqZNm7I+dsWKFbj11lu9f99+++1YunRp2mPWr1+Pgw8+GOvXr0+7PRqN4r/+67+8QE6mTZs2wbZtPPjgg9i9e7d3+/XXX49f/epX+MMf/oAnn3wSf/7znzF58mQMDQ15j/ntb3/rvSff/va3vdvnz5+Pu+66CwBg2zZ++9vfYvr06d79me/nFVdc4d33xhtv4Je//GXaPh5zzDHeY/v7+/HjH/8Yjz32GG6++easrymI4eFhvO9978OFF16IZ599Fps2bcKFF16IN998s+TnJCIiIiIiosrRwaQwthkpK5gkhOgSQtwrhNji/jkpx+P+RwixQwjx84zb5woh/uj+/G1CiEg5+1NPr776Knp6ehCNRgEAPT09mDZtGgYHB/H9738f1157LQzDAACce+65iEaj+M1vfjPhed797nfj5ZdfBgDccsstOOigg3D00UcDAFpaWnDdddd5QaNXX30VM2bM8H525cqVFX1Nn/70p/HP//zPBR932GGH4fzzz8cNN9yQ9f4TTzzRC84899xz6OjoQG9vr3e/Ugq33347brrpJvzqV79KawxtmibOP/98XHvttVmf+5ZbbsFZZ52Fo48+Gnfffbd3+9VXX43vfe976OzsBABEIhFcccUVaG9vL/h6Tj/9dNx2220AgPvvvx8HHXQQTDPYwoeXX345vvKVrwR6bDluueUWvPvd78bxxx/v3XbYYYdlzWwiIiIiIiKi+gljZlKwK+TcrgDwa6XU14QQV7j//myWx30dQAuACzJu/xcA1yqlbhVCXA/gIwC+V+Y+4Z9+9hT++srOcp8mzdJp7fji8cty3n/00UfjS1/6EhYuXIgjjzwS69atw6GHHopnn30Ws2bNmhDE6O/vx1NPPYUjjjjCuy2ZTOLXv/41PvKRjwBwStz23XfftJ+bN28eBgYGsHPnTlx00UVYt24drrvuOhx55JE499xzMW3atAn7NjQ0hNWrVwMA5s6dizvvvDPQaz711FPx3e9+N61ELZd99tkH//7v/571vvb2dsycORMbN27EXXfdhXXr1uH73/++d/9DDz2EuXPnYt68eVizZg1+8Ytf4KSTTvLuv+iii7By5Up85jOfmfDct912G+69914888wzuO6663D66adj165dGBgYKLjs/WGHHeYF+M4++2x88pOfBAAsWLAAd911F7Zv347169fjQx/6UFq2kf/9BIDPfe5zWLduHQAnGHjnnXfit7/9LRKJRKG3rWQbN26c8NkgIiIiIiKixqEzktgzaaITAPzA/fsPAJyY7UFKqV8D2OW/TTjv6uEAdDOYnD/fDNra2vCXv/wFN9xwA3p7e7Fu3TrcdNNNUEplTWnz366DE93d3Xj77bdx1FFHTXhMJiEEjjnmGDz33HP46Ec/iqeffhp777131jInf1mWDiTle17NMAxcfvnl+OpXv1rw9euSvVxOO+003HrrrfjpT3+KD3zgA2n3rV+/Hqeddpr3uMxSt/b2dnz4wx9OK0UDgD//+c/o7e3F7NmzccQRR+CRRx7B9u3bJ7xvumfRnDlz0no7+cvcdCBJO+mkk3Drrbfij3/8Iw455JC0+zLL3HQgSfuHf/iHmmQnERERERERUeMKc8+kcjOT+pRSrwKAUupVIcTkIn62G8AOpdS4+++tAKbneXxg+TKIqskwDKxZswZr1qzBihUr8IMf/ACnnHIKXnzxRezatSstU+WRRx7xSpR0cOKdd97B2rVr8Z3vfAeXXHIJli1bhgcffDBtG8899xza2tq85+rq6sIZZ5yBM844A2vXrsWDDz6Y1jg7l+7ubmzfvj3ttrfffhs9PT1pt5111ln46le/imXL8r+njz76KJYsWZLz/uOPPx6XX345+vv707K0kskk7rjjDtx99924+uqroZTCtm3bJrxfl156KfbZZx+ce+653m3r16/H008/7fWA2rlzJ+644w6cd955aG1txfPPP4+5c+fimGOOwTHHHIO1a9didHS04HsDOEGtffbZB2effTakLO6Lf/jhh+Mf//Ef8Yc//KGonyvGsmXL8MADD1Tt+YmIiIiIiKhMbo5DGINJBV+REOI+IcTGLP+dUOa2s6XG5ExvEUKcL4TYIITY0IhNhp955hls2bLF+/djjz2G2bNno7W1FWeffTYuu+wyJJNJAMDNN9+MwcFBHH744WnP0dHRgW9/+9u45pprMDY2hjPPPBO///3vcd999wFwMpguueQSr9zrN7/5DQYHBwEAu3btwv/93/9h1qxZgfZ3v/32w0MPPYTXXnsNgNNse2RkxGsarlmWhU9+8pP45je/mfO5HnjgAdxwww346Ec/mvMx8Xgc//Iv/4Irr7wy7fb77rsPq1atwksvvYQXXngBL774Ik4++WT89Kc/TXtcV1cXTj31VNx4440AnMbYP/nJT/DEE0/ghRdewAsvvIC77rrLy2r63Oc+hwsvvNBbGU8pldaLqZBZs2bh6quvxsc+9rHAP+N35ZVX4l//9V9L+tkgzjjjDDz88MP47//+b++2//mf/8GTTz5ZtW0SERERERFR8cLYgLtgZpJS6shc9wkhXhdCTHWzkqYCeKOIbb8FoFMIYbrZSTMAvJJnP24AcAMA9Pf356+pqoOBgQF8/OMfx44dO2CaJubPn+81pP7qV7+KT3/601i4cCGklFi8eDHuvPPOrB+ovffeG6tWrcKtt96Ks846C3fddRc+/vGP46KLLkIymcRZZ52Fiy++GADwl7/8BRdffDFM04Rt2zjvvPOw3377Bdrfvr4+fOtb38Jxxx0H27bR1taG9evXZ83C+chHPjKhbOu2227D73//ewwODmLu3Lm444478mYmAfBK2fzWr18/oezt5JNPxve+9z2cddZZabd/6lOfwnXXXQcAePDBBzF9+vS0Vdbe85734K9//SteffVVXHjhhRgcHMQBBxyAaDSKtrY2HHTQQdh77729x/t7Jq1cuXLC6moXXJDZ4suR2TPp2GOPnbCS3nHHHZfWZDyoZ555Jq2pum48fsEFF+DSSy8FAMycOdNbPfDSSy/FpZdeCsuysHLlSnzrW98qeptERERERERUeWEucxOFet3k/WEhvg5gm68Bd5dSamKXZOexawB8Wim11nfbTwDc4WvA/YRS6ruFttvf3682bNiQdtumTZsKBjOIKIXfGSIiIiIiour52H0fw+9e/h3eO+e9+NdDq1e5UklCiL8opfoLPa7c8NjXABwlhNgC4Cj33xBC9Ash/tO3M78D8BMARwghtgohjnHv+iyAy4QQz8LpoXRjmftDRERERERERNQw9sgyt3yUUtsAHJHl9g0AzvP9+5DMx7i3Pwdg/3L2gYiIiIiIiIio0eggUhjL3ML3ioiIiIiIiIiI6izMPZPC94qIiIiIiIiIiBoEg0lERERERERERFQQM5OIiIiIiIiIiCg4of8IXwNuBpMqyDAMrF69GsuXL8cpp5yCwcFB774777wTQgg8/fTT3m33338/1q5dm/Yc55xzDm6//XYAwJo1a7Bhw4a0+wcHB3HmmWdixYoVWL58OQ4++GAMDAwAALZu3YoTTjgBCxYswLx58/CJT3wCo6Oj3raEEPjZz37mPdfatWtx//33Z30tV111FRYvXozly5fjzjvvzPu6r7nmGu+xq1atws033wwAGB0dxaWXXop58+ZhwYIFOOGEE7B169asz+F/rXPmzMHJJ5/s3Xf77bfjnHPO8f79y1/+Ev39/ViyZAkWL16MT3/603n3j4iIiIiIiKhemJlEecXjcTz22GPYuHEjIpEIrr/+eu++9evX4+CDD8att95a1ja+9a1voa+vD08++SQ2btyIG2+8EZZlQSmFk046CSeeeCK2bNmCzZs3Y2BgAFdeeaX3szNmzMDVV19dcBsvvfQSfvzjH+PJJ5/EY489hv322y/nY6+//nrce++9+NOf/oSNGzfiwQcfhFIKAPD5z38eu3btwubNm7FlyxaceOKJOOmkk7z789mwYQOeeuqpCbdv3LgRF198MX70ox9h06ZN2LhxI/baa6+Cz0dERERERERUSyxzo6IdcsghePbZZwEAAwMDeOihh3DjjTeWHUx69f9v797jdK7z/48/XoZmHCIyiuRMZMxcaSIi5PittpxC9WsirS3Kd0krsX3bVpTa0Glj2UXpUrRUtqQWW2jbhh0Z56Yd65SccmiIxvv3x3VoxsxcM8zhMpfn/XabG9f78/68P+/PeM37urzm/X5/9uzhiiuuCL6+6qqriI6OZtmyZcTExDBo0CDAN0tq8uTJ/PnPfw7OkEpISKBKlSp8/PHHIa9RtmxZjhw5wrFjxyhbtiy1a9fOs+6ECRN49dVXqVy5MgBVqlTh3nvvJSMjg7/85S9MnjyZqKgoAAYNGhTsa35GjRrFhAkTcpRPmjSJsWPH0rRp02Bfhw4dmm97IiIiIiIiIiUpkpNJZcPdgWLx4WPw7fqibfPyFvA/zxSo6k8//cSHH35Ijx49AFi0aBE9evSgSZMmVKtWjbVr19KyZctz6sZ9991Ht27dWLBgAZ07d+bee++lcePGbNiwgWuvvTZb3cqVK1OnTp1gUgtg3LhxjBs3jq5du+Z5jejoaC677DJ69+7NkiVLiI6OzrXe0aNHOXr0KA0bNsxx7Ouvv6ZOnTrBJFNAYmIiGzZsoHPnziHvs1+/frz66qvZ+g6+mUmPPPJIyHNFREREREREzheRmEyKvDsKo+PHj+PxeEhMTKROnToMHjwY8C1xGzBgAAADBgzA6/UCYJb7Jlx5lQN4PB6++eYbHn30UQ4ePMh1113Hpk2bcM7let6Z5e3btwfgs88+y/MagwcPZvLkydx0003cddddnD59mkmTJvHKK6+EbLsgx0Kdk1VUVBSPPvooEydOzLeuiIiIiIiIyPkm8H/fSNyAOzJnJhVwBlFRC+yZlNWBAwdYtmwZqampmBmZmZmYGZMmTeLSSy/l0KFD2eofPHiQ6tWrh7xOpUqV6N27N71796ZMmTJ88MEHJCQk8M4772Srd+TIEXbs2EHDhg05cOBAsHzs2LE8/fTTlC2b+z//J598Epz59PDDDzN06FC2bNkS3Fg7oHLlylSsWJFvvvkmx75FjRo1Yvv27Rw9epSLL744WL527Vp+8YtfhLy/gHvuuYeJEyfSvHnzYFnz5s1Zs2YNCQkJBWpDREREREREJBwieZlb5N3ReWbBggUkJSWxfft20tPT2bFjB/Xr12flypU0btyY3bt3s2nTJgC2b9/OunXr8Hg8eba3atWqYALq5MmTbNy4kbp169K5c2cyMjKCCZ/MzEweeeQRBg4cSIUKFbK10a1bNw4dOsS6detys9D0cgAAIABJREFUvUZ8fDxvvPEG4Nuj6JNPPiE6Oporr7wyR90xY8YwbNgwjhw5AvgSWNOnT6dixYrce++9jBw5kszMTADmzJlDRkYGN910U4G+d+XKlWPEiBFMmTIlWPboo48yYcIEtm7dCsDp06d54YUXCtSeiIiIiIiISElTMknOmtfrpVevXtnK+vTpw5tvvkl0dDRvvPEGgwYNwuPx0LdvX2bMmEGVKlWCdW+55RZq165N7dq1ueOOO0hLS6NDhw60aNGCa665hsTERPr06YOZsXDhQubPn0/jxo1p0qQJMTExuW5iDb7ZSTt37sz12Jw5c3j99deJj4+nQ4cOjBo1iszMzFyTNg8++CCdOnXiuuuuIy4ujg4dOgSTVxMnTiQmJoYmTZrQuHFj5s+fz8KFC4NT/W6++WZ2794d8vs3ePBgfvrpp+Dr+Ph4pkyZwp133kmzZs2Ii4tjz549ALz33ns88cQTIdsTERERERERKQnBZW4F2OqltLGCPKb9fJOYmOiSk5OzlW3atIlmzZqFqUcipY9+ZkRERERERIrPyBUj+Xj7xwyOG8yvr/11uLtTIGa2xjmXmF89zUwSERERERERESkmWuYmIiIiIiIiIiL50gbcIiIiIiIiIiJSYIG9kpRMEhERERERERGRAovEDbiVTBIRERERERERKWLBZW4RmHqJvDsSEREREREREQkz7Zkk+Tpw4AAejwePx8Pll1/OFVdcEXxdoUKFYL1t27Zx66230rBhQ6699lo6derEp59+CsCsWbOIjY0NnufxeNi4cSPp6emUL18ej8fD1VdfTVJSEqdOncq1H/m1/9BDD+U45/DhwyQlJdGwYUMaNmxIUlIShw8fBsh27YSEBNq2bcuWLVuynf+///u/XHHFFZw+fTpYlte1surYsSN16tTBORcs69mzJ5UqVcpWb/LkycTExAT7BLBixQrMjPfffz9Yduutt7JixYrg63379lGuXDmmTZuWrb1jx47x4IMP0rBhQ6655hquvfZa/vSnP+W438DXnDlzAKhXrx7t27fP1pbH4yEuLi7YpypVqmQ795NPPgF80xofeeSR4HnPP/88Tz75JE8//XSwblRUVPDvL774Yrbr5PX9rFevHvv3789R/uGHH5KYmEizZs1o2rQpo0aNylFHREREREREip+SSZKnSy+9lJSUFFJSUnjggQcYMWJE8HWZMr5v84kTJ7jlllsYMmQIaWlprFmzhpdeeolvvvkm2E7//v2D56WkpHD11VcD0LBhQ1JSUli/fj07d+7k7bffztGHgrSfm8GDB9OgQQPS0tJIS0ujfv363H///cHjgWuvW7eOe++9lwkTJgSPnT59moULF3LllVcGk1Zn45JLLmHVqlUAfP/99+zZsydHHa/Xy3XXXcfChQuzldeuXZunn346z7bnz5/P9ddfj9frzVZ+//33U7VqVbZt28a///1vlixZwsGDB3Pcb+ArKSkpeOzo0aPs2LEDgE2bNuW4Zvv27bOd26VLFwCio6P561//miPxM3bs2GDd8uXLB/8+fPjwPO8rP6mpqTz00EO88cYbbNq0idTUVBo0aHDO7YmIiIiIiMg58G+VpGSSFMrcuXNp06YNt912W7AsLi6OgQMHFriNqKgoWrVqxa5du4qk/a+//po1a9bw29/+Nlj2xBNPkJycTFpaWo76R44coWrVqsHXy5cvJy4ujgcffDBH0qYgBgwYwLx58wD461//Su/evbMdT0tL49ixY4wfPz5H+wkJCVSpUoWPP/4417a9Xi9/+MMf2LlzZ/D7lZaWxr/+9S/Gjx8fTPLFxsYyevToAvW3X79+vPXWW8H277zzzgKdV7ZsWYYMGcLkyZMLVL8wJk2axNixY2natGnw2kOHDi3264qIiIiIiMjPInmZW9lwd6A4PPuvZ9l8cHORttm0WlNGtypYwiEvGzZsoGXLliHrvPXWW6xcuTL4+vPPP892/MSJE3zxxRdMnTr1nNo/08aNG4NLrAICy602bNhAfHw8aWlpeDwejh49SkZGBl988UWwbiChcvvtt/P4449z6tQpypUrV+Drd+7cmV/+8pdkZmYyb948pk+fzu9///sc7bdv354tW7bw3XffUaNGjeDxcePGMW7cOLp27Zqt3R07dvDtt9/SqlWrYAJo5MiRbNiwgYSEhGAiKTeB+w146aWXgsvb+vbty8CBAxk1ahTvv/8+c+fO5fXXXw/W/eyzz7Kd+84779CwYUMAhg0bRnx8PL/5zW8K/P05F6mpqdmW1ImIiIiIiEjJCzzFLZBUiiSRlx4rRXr16kVcXFy22ThnLnMrX7488HOC49JLL6VOnTrEx8efU/tncs7l+pjCrOWBZV9paWlMmTKFIUOGAHDy5Ek++OADevbsSeXKlWndujVLly49q+9BVFQU7dq146233uL48ePUq1cv2/F58+YxYMAAypQpQ+/evZk/f36244Ekz2effZbjvH79+gG+2U95zZoK7FlUq1atYNmZy9yy7pNUrVo1qlatyrx582jWrFm2/bAC/cl6biCRBFC5cmWSkpJy7IckIiIiIiIikUszk0qJws4gKi7NmzfPtq/QwoULSU5OLtDmyIEEx549e+jYsSPvvfdetuVs59p+8+bN+fe//83p06eDs3VOnz7NunXraNasWY76t912G4MGDQJgyZIlHD58mBYtWgCQkZFBhQoVuOWWW/K9n6wGDBhAr169ePLJJ7OVf/XVV2zbti046+jkyZM0aNCAYcOGZas3duxYnn76acqW/TmcvV4ve/fuZe7cuQDs3r2bbdu2cfXVV7Nu3brg/Y4dO5axY8fm2PQ7lP79+zNs2DBmzZp1VvcJ8Otf/5qWLVsGv4fFoXnz5qxZs4aEhIRiu4aIiIiIiIiEFpiRlNsEjtIu8tJj57G77rqLVatW8d577wXLMjIyzqqNmjVr8swzzzBx4sQiab9Ro0Zcc801jB8/Plg2fvx4WrZsSaNGjXLUX7lyZXC2jdfrZcaMGaSnp5Oens5//vMfli5detb31L59e8aMGZNj/yGv18uTTz4ZbH/37t3s2rWL7du3Z6vXrVs3Dh06xLp16wDYsmULP/zwA7t27QqeO2bMGObNm0ejRo1ITExk3LhxZGZmAr6lg1mfKJefXr168Zvf/Ibu3buf1X2Cb2ZTv379mDlz5lmfW1CPPvooEyZMYOvWrYAvOfjCCy8U2/VEREREREQkp0AyKcqi8qlZ+iiZVILKly/P4sWLee2112jQoAFt2rRh/PjxjBs3LljnrbfeyvZo+dWrV+dop2fPnmRkZORY2lWQ9mfNmkXt2rWDXzt37mTmzJls3bqVRo0a0bBhQ7Zu3Zot2RFYYpeQkMDjjz/OjBkzyMjI4KOPPso2C6lixYq0a9eO999/P89r5cbMGDVqFNWrV89WPm/ePHr16pWtrFevXsENu7MaO3ZssH2v15vjvD59+gSXus2YMYMDBw7QqFEjrr32Wrp06cKzzz6b434DX2cuS7v44osZPXo0F110UY5+BPZMCnwtWLAgR51HHnkkx1PdCiKv72d8fHywbOTIkcTHxzNlyhTuvPNOmjVrRlxcXK5PyRMREREREZHiF4nL3OxsZmScLxITE11ycnK2sk2bNuW6LEtEcqefGRERERERkeIzduVY3kt7jyfaPMEdTe4Id3cKxMzWOOcS86sXeekxEREREREREZHzRJkITL1E3h2JiIiIiIiIiJwnInGZW+TdkYiIiIiIiIhImOlpbiIiIiIiIiIiUmCBJJJmJomIiIiIiIiISIEpmSQiIiIiIiIiIvkKLHPTBtwSUlRUFB6Ph4SEBFq2bMnq1asBSE9Pp3z58ng8nuDXnDlzAKhXrx4tWrQgPj6eDh06sH379mB7lSpVCv79gw8+oHHjxvz3v/9ly5YtdOzYEY/HQ7NmzRgyZAgAK1as4NZbb83Wp4EDB7JgwQIAOnbsSHJycr7XDdxH4OuZZ57Jca9Z282tvwCTJ08mJiaGw4cPA/DRRx8F26xUqRJXXXUVHo+HpKSkfPsOsG/fPsqVK8e0adOCZVOnTuXXv/518PWvfvUrunTpEnz90ksvMXz48ODrhQsXYmZs3rwZgBMnTtC0aVPWr18frDNp0iQeeOCBHPccuL/09HTMjJdeeil47KGHHmLWrFnB188//zxNmzYlLi6OhISE4L+3iIiIiIiIXBi0zE0KpHz58qSkpLBu3TomTpzImDFjgscaNmxISkpK8CspKSl4bPny5Xz11Vd07NiR8ePH52j373//Ow8//DBLliyhTp06DB8+nBEjRpCSksKmTZt4+OGHz6m/eV03cB+Br8cee+yc2vd6vVx33XUsXLgQgO7duwfbTExMZO7cuaSkpBQ40TJ//nyuv/56vF5vsKxt27bBpB1ASkoKhw8fJjMzE4DVq1dzww03ZOtTu3btmDdvHgAxMTFMmTKFoUOH4pxj165dTJs2jYkTJ4bsS40aNZg6dSonT57Mcey1117j448/5l//+hepqal8+umnOOcKdI8iIiIiIiISWbQBtxTYkSNHqFq16lmd06ZNG3bt2pWt7LPPPuOXv/wlf/vb32jYsCEAe/bsoXbt2sE6LVq0KFRfc7tuYaWlpXHs2DHGjx+fLflTGF6vlz/84Q/s3Lkz2N9rrrmGrVu3cvz4cQ4fPkyFChXweDzBmUarV6+mbdu2ABw7doxVq1Yxc+bMYDIJoEePHtSsWZM5c+YwYsQInnzyyXz/7WJjY+ncuTOzZ8/OcWzChAm8+uqrVK5cGYAqVapw7733Fsn3QEREREREREqH4DK3CJyZVDbcHSgO306YwI+bNhdpm9HNmnL544+HrHP8+HE8Hg8nTpxgz549LFu2LHgsLS0Nj8cTfP3SSy/Rvn37bOcvWbKEnj17Bl//+OOP3H777axYsYKmTZsGy0eMGMFNN91E27Zt6datG4MGDeKSSy4BfMmnrNf573//m2P52JnOvG7gPgLGjBlD//79c5z36KOP5jqTCnyJnzvvvJP27duzZcsWvvvuO2rUqBGyH6H6vmPHDr799ltatWpFv379eOuttxg5ciRly5bF4/Hw5Zdfcvz4cVq3bk3jxo1ZvXo1NWrUwDnHlVdeCcCiRYvo0aMHTZo0oVq1aqxdu5aWLVsCMGXKFFq1akXjxo255557QvYz4LHHHuN//ud/uO+++4JlR48e5ejRo8HEn4iIiIiIiFzYInHPpIhMJoVLYHkYwOeff05SUhKpqanAz8vcctOpUyf27t1LjRo1siVnypUrR9u2bZk5cyZTp04Nlg8aNIju3buzZMkS3n33XaZNm8a6desAaN++PYsXLw7WHThwYJ79zeu6We8jlOeee46+ffsGX2fdM2nevHksXLiQMmXK0Lt3b+bPn8+wYcNCtheq7/PmzaNfv34ADBgwgMGDBzNy5EgAbrjhBlavXs3x48dp06YNjRs3ZsKECcTGxgZnJYEvwRXYX2nAgAF4vd5gMqlWrVrcdNNN+Sbesqpfvz6tWrXizTffDJY55yJyCqOIiIiIiIicG81MKiXym0FUEtq0acP+/fvZt29fvnWXL19OxYoVGThwIE888QQvvPACAGXKlOHtt9+mS5cuTJgwgcez3FetWrW47777uO+++4iLiwsmrc5GXtctrK+++opt27bRtWtXAE6ePEmDBg3yTSaF4vV62bt3L3PnzgVg9+7dbNu2jcaNG9O2bVumTZvGiRMnGDZsGLGxsWzcuJHY2NjgfkkHDhxg2bJlpKamYmZkZmZiZkyaNOnnTdHKlKFMmbP7IX/88cfp27cvN954IwCVK1emYsWKfPPNNzRo0OCc71dERERERERKN23ALWdt8+bNZGZmcumllxaofvny5ZkyZQpz5szh4MGDwfIKFSqwePFi5s6dy8yZMwHfsrRTp04B8O2333LgwAGuuOKKc+pnXtctDK/Xy5NPPkl6ejrp6ens3r2bXbt2ZXti3NnYsmULP/zwA7t27Qq2OWbMmOC+R23btuWf//wn+/bto0aNGpgZsbGxvPvuu8GZSQsWLCApKYnt27eTnp7Ojh07qF+/PitXrizUvTZt2pSrr74624yqMWPGMGzYMI4cOQL49s+aPn16oa4jIiIiIiIipUtgz6RIXL2iZFIRCuw15PF46N+/P7NnzyYqKgr4ec+kwNeLL76Y4/yaNWty55138sorr2Qrr1atGkuWLGH8+PG8++67LF26NPjI+e7du/Pcc89x+eWXn3O/z7xu1vvweDxn/TS3efPm0atXr2xlvXr1yrbp9dnwer052uvTp09wY++qVasSGxtL8+bNg8fbtGnDd999R0JCQsg2si5RO1djx45l586dwdcPPvggnTp14rrrriMuLo4OHTpQoUKFQl9HRERERERESp9InJlkpfGR5YmJiS45OTlb2aZNm2jWrFmYeiRS+uhnRkREREREpPj8/vPf8/bWt5nWZRptr2ib/wnnATNb45xLzK9e5KXHRERERERERETCLLC8TcvcRERERERERESkwCJxmVvk3ZGIiIiIiIiIyHlCySQREREREREREclX4GluSiaJiIiIiIiIiEiBKZkkIiIiIiIiIiL5Cm7AjTbglnwsXLgQM2Pz5s3BsvT0dOLi4oqk/ZdffplGjRphZuzfv79I2hQRERERERGRoqVlblJgXq+Xdu3aMW/evGJp/4YbbuCTTz6hbt26xdK+iIiIiIiIiBQdJZMkpGPHjrFq1SpmzpyZZzIpIyODfv36ER8fT//+/WndujXJycmALxHVokUL4uLiGD16dK7nX3PNNdSrV6+4bkFEREREREREikBgmVskJpPKhrsDxeGzt7eyf8exIm2z+pWVaN+vScg6ixYtokePHjRp0oRq1aqxdu1aWrZsma3Oq6++StWqVfnqq69ITU3F4/EAsHv3bkaPHs2aNWuoWrUq3bp1Y9GiRfTs2bNI70NEREREREREip+WuUmBeL1eBgwYAMCAAQPwer056qxcuTJYJy4ujvj4eAC+/PJLOnbsSGxsLGXLluXuu+/m008/LbnOi4iIiIiIiEiRi8QNuCNyZlJ+M4iKw4EDB1i2bBmpqamYGZmZmZgZkyZNylbPOZfr+XmVi4iIiIiIiEjppZlJkqcFCxaQlJTE9u3bSU9PZ8eOHdSvX5+VK1dmq9euXTvefvttADZu3Mj69esBaN26Nf/4xz/Yv38/mZmZeL1eOnToUOL3ISIiIiIiIiKFF8l7JkXeHYWJ1+ulV69e2cr69OnDm2++ma1s6NCh7Nu3j/j4eJ599lni4+OpUqUKNWvWZOLEiXTq1ImEhARatmzJ7bffnuM6L774IrVr12bnzp3Ex8dz//33F+t9iYiIiIiIiMjZCyxvCySVIomVxuVViYmJLvAEtIBNmzbRrFmzMPWo4DIzMzl16hQxMTGkpaXRuXNntm7dykUXXRTurskFprT8zIiIiIiIiJRGz335HHM2zmFxr8XUrVw33N0pEDNb45xLzK9eRO6ZdD7LyMigU6dOnDp1Cuccf/zjH5VIEhEREREREYkwwae5ReCiMCWTStjFF1/MmbOqRERERERERCSyBJa3ReIyt8hLj4mIiIiIiIiInCe0AbeIiIiIiIiIiOQruMxNySQREREREREREcmXBf7QMjcRERERERERESkgzUySfC1cuBAzY/PmzcGy9PR04uLiiqT9u+++m6uuuoq4uDjuu+8+Tp06VSTtioiIiIiIiEjR0TI3KTCv10u7du2YN29esbR/9913s3nzZtavX8/x48eZMWNGsVxHRERERERERM6dkklSIMeOHWPVqlXMnDkzz2RSRkYG/fr1Iz4+nv79+9O6dWuSk5MBXyKqRYsWxMXFMXr06FzPv/nmmzEzzIxWrVqxc+fOYrsfERERERERESmcSEwmlQ13B4rD8lnT+W77N0XaZo26Deg0cEjIOosWLaJHjx40adKEatWqsXbtWlq2bJmtzquvvkrVqlX56quvSE1NxePxALB7925Gjx7NmjVrqFq1Kt26dWPRokX07Nkz12udOnWK119/nalTpxbNDYqIiIiIiIhIkTGzbH9GkshLj4WR1+tlwIABAAwYMACv15ujzsqVK4N14uLiiI+PB+DLL7+kY8eOxMbGUrZsWe6++24+/fTTPK81dOhQbrzxRtq3b18MdyIiIiIiIiIihRFc5haBqZeInJmU3wyi4nDgwAGWLVtGamoqZkZmZiZmxqRJk7LVc87len5e5bn53e9+x759+5g2bVqh+iwiIiIiIiIixSsSl7lF3h2FyYIFC0hKSmL79u2kp6ezY8cO6tevz8qVK7PVa9euHW+//TYAGzduZP369QC0bt2af/zjH+zfv5/MzEy8Xi8dOnTIcZ0ZM2bw0Ucf4fV6KVNG/3wiIiIiIiIi5zMlkyRPXq+XXr16ZSvr06cPb775ZrayoUOHsm/fPuLj43n22WeJj4+nSpUq1KxZk4kTJ9KpUycSEhJo2bIlt99+e47rPPDAA+zdu5c2bdrg8Xh46qmnivW+REREREREROTsBfZKisRkUkQucwuHFStW5CgbPnx48O+pqakAxMTE8MYbbxATE0NaWhqdO3embt26ANx1113cddddIa/z008/FV2nRURERERERKRYReIG3EomlbCMjAw6derEqVOncM7xxz/+kYsuuijc3RIRERERERGRIqQNuKXIXHzxxSQnJ4e7GyIiIiIiIiJSjLTMTURERERERERECqz15a3Zl7FPy9xERERERERERCR/iZcnknh5Yri7USwib66ViIiIiIiIiIgUGyWTRERERERERESkwJRMKkJPP/00zZs3Jz4+Ho/HwxdffAGAc44hQ4Zw9dVX06JFCz7//PNs59WrV48WLVqQkJBAt27d+Pbbb3O0PXDgQOrXr4/H48Hj8ZCSkhJse/jw4TRq1Ij4+HjWrl0bPGf27Nk0btyYxo0bM3v27GK8cxERERERERG5UGjPpCLy+eefs3jxYtauXUt0dDT79+/n5MmTAKxcuZJt27axYcMGjh8/ztGjR3Ocv3z5cqpXr87jjz/OhAkTePHFF3PUee655+jbt2+2sg8//JBt27axbds2vvjiCx588EG++OILDh48yO9+9zuSk5MxM6699lpuu+02qlatWjzfABERERERERG5IGhmUhHZs2cP1atXJzo6GoDq1atTq1YtAC666CL27t3LqVOnqFChApdddlme7dx44418/fXXBb7uu+++S1JSEmbG9ddfz/fff8+ePXv46KOP6Nq1K9WqVaNq1ap07dqVJUuWFO4mRUREREREROSCF5Ezk75/P42Tu38o0jYvqlWRS37RMM/j3bp146mnnqJJkyZ06dKF/v3706FDBwAuu+wyjhw5wsCBA5k7d27IxwIuXryYFi1a5Hps7NixPPXUU3Tu3JlnnnmG6Ohodu3axZVXXhmsU7t2bXbt2pVnuYiIiIiIiIhIYWhmUhGpVKkSa9asYfr06cTGxtK/f39mzZoFQN++ffn73/9OhQoVGDFiBABDhw7lb3/7W/D8Tp064fF4OHLkCGPGjMnR/sSJE9m8eTNffvklBw8e5NlnnwV8eyadyczyLBcRERERERERKYyInJkUagZRcYqKiqJjx4507NiRFi1aMHv2bG6++Wb279/PVVddxbRp0+jTp09wL6PnnnsueG5gz6S81KxZE4Do6GgGDRrE888/D/hmHO3YsSNYb+fOndSqVYvatWuzYsWKbOUdO3Ys2hsWERERERERkQuOZiYVkS1btrBt27bg65SUFOrWrUtsbCzOOZYvX05UVBTTp09n6tSptGzZkooVKxa4/T179gC+mUiLFi0iLi4OgNtuu405c+bgnOOf//wnVapUoWbNmnTv3p2lS5dy6NAhDh06xNKlS+nevXvR3rSIiIiIiIiIXHAicmZSOBw7doyHH36Y77//nrJly9KoUSOmT5+OmfHOO+8wfPhwMjIyqFChAi+//DKTJk1iwYIFOZ7Olpe7776bffv24ZzD4/Hw2muvAXDzzTfzwQcf0KhRIypUqMBf/vIXAKpVq8Zvf/tbrrvuOgCeeOIJqlWrVjw3LyIiIiIiIiIXDMttb53zXWJioktOTs5WtmnTJpo1axamHomUPvqZERERERERkazMbI1zLjG/elrmJiIiIiIiIiIiBaZkkoiIiIiIiIiIFFhEJZNK45I9kXDQz4qIiIiIiIicq4hJJsXExHDgwAH9J1kkH845Dhw4QExMTLi7IiIiIiIiIqVQoZ7mZmbVgLeAekA60M85dyiXekuA64GVzrlbs5TPAjoAh/1FA51zKefSl9q1a7Nz50727dt3LqeLXFBiYmKoXbt2uLshIiIiIiIipVChkknAY8DfnXPPmNlj/tejc6n3HFAB+FUuxx51zi0oZD8oV64c9evXL2wzIiIiIiIiIiISQmGXud0OzPb/fTbQM7dKzrm/A0cLeS0REREREREREQmzwiaTLnPO7QHw/1njHNp42sy+MrPJZhZdyP6IiIiIiIiIiEgxyneZm5l9Alyey6GxRXD9McC3wEXAdHxL5J7Kox9DgCEAderUKYJLi4iIiIiIiIjI2co3meSc65LXMTPba2Y1nXN7zKwm8N3ZXDwwqwn40cz+AowKUXc6voQTZrbPzLafzbXkrFQH9oe7E3LeUnxIXhQbEoriQ86kmJBQFB+SG8WFhKL4KBp1C1KpsBtwvwfcCzzj//Pdszk5SyLK8O23lFqQ85xzsWfbUSk4M0t2ziWGux9yflJ8SF4UGxKK4kPOpJiQUBQfkhvFhYSi+ChZhd0z6Rmgq5ltA7r6X2NmiWY2I1DJzD4D5gOdzWynmXX3H5prZuuB9fiyiOML2R8RERERERERESlGhZqZ5Jw7AHTOpTwZuD/L6/b2MdhqAAAOoElEQVR5nH9TYa4vIiIiIiIiIiIlq7AzkyQyTQ93B+S8pviQvCg2JBTFh5xJMSGhKD4kN4oLCUXxUYLMORfuPoiIiIiIiIiISCmhmUkiIiIiIiIiIlJgSiaJiIiIiIiIiEiBKZkkIiIiIiJhYWb6/4hkY2a3mVnDcPdDRELT4H2BMrO7zCzB/3cLd39E5PyncUNEzpbGDcmNP1kwMtz9kPOLmXUxs8+BmUDNcPdHREJTMukC4x+kPwOmANcAOO3CLn5m1tPMfh/ufsj5ReOGhKJxQ3KjcUNyY2ZlzWw08CLwvJl5nHOnzSwq3H2T8DCfSmb2PjDO//VPoK7/uP6/KoA+b5yPyoa7A1L8/L8JjAFmAzWA8cDtQAX/8SjnXGb4eijh5I+PMsAg4DGgrpktdc59Ft6eSThp3JBQNG5IbjRuSH6ccz+Z2RagKfAAMA1orbi4cPmTzMfM7A3n3FsAZtYU39gx1zl3OqwdlLDS543zmzK9FwDncxzfgNzROfcRsBq4x39cb+AXMH98ZAJf4/vt8VBAWf8LnMYNCUXjhuRG44bkxsyGm9kzZtbPX/Q359wJ59wUoIaZ3eWvVy58vZSSliUu7gDIkkiKAr4HdphZdDj7KOGnzxvnNyWTIph/kP6Tmf0SwDn3rr88CvgPsMHMrgxnHyV8ssTH/f6ifzjnjjrn/gRUNLPB/noaJy4gGjckFI0bkhuNG5Ib//KlEUB/IBn4nZkNBKpmqTYSeA7AOXeqxDspJS6XuHjKzAaaWSwEk87/AW5xzv0Yxq5KGOnzRumgb36E8r9Z3wW8A/w/M3vczBpAcJA+AiTgy/zLBeaM+LjHzMYADbJUeQIYaWZVNb34wqFxQ0LRuCG50bghefEvX+oEjHPOLQBG4IuF7lnqLAS2mtko8O21FY6+SskJERc9stRZDew0s9vC00sJJ33eKD2UTIpcnYFnnXNLgEeAi4D/FzjonFsPHAcGhKd7EmZnxkcMcHfgoHPuQ2ATMMTMLg5MQZaIp3FDQtG4IbnRuCE5ntSXZbZAMtAewB8jW4HmZnZVluoPApPM7FvgihLorpSQc4iLpv56lYHNgGarXZj0eaOUUDIpwmQZpP8N3ArgnEvG91SEWmZ2g7+eAUuBmDMHeolcIeLjc7LEh99oYCKwDbi8JPspJUvjhoSicUNyo3FDzlA+64ssswW+Bi42sxb+1/8AqgAXA5iZB/gTvhkILZ1zs0umu1JCzjYuKvnrHQFqA5eVUD/lPKDPG6WPkkmlnJld7v+zDGQbpFcBZczsRv/rVGAPUMtfz+F70soPelRv5DKz5mYWE3hd0Pgws0bAq8AifB/uXiq5XktxO9e40LhxYTCzG8ysYeC1xg2Bc48LjRuRzcyuN7N3gFfMrJt/nyzMLPDE6H8BmUBXMyvrnNuIb/ZRov/4AWCoc+4O59zuku6/FI8iiAuAAc65WSXZbylZWeLCQJ83SiMlk0opM7vGzP6Ofzf7wA9flozuNmAD0N98j+LdiS9rWy9LM6Occ38uuV5LSTGzeDNbie+xzJdmKS9ofBwGHnLO9daHu8hRBHEBGjcilpm1NLOlwDJ8vyEOlGvcuIAVQVyAxo2IZGYd8f2H7q/AFnzLG6uaWRnn3E8AzrmvgS+BRvge6w3wI7Ddf3yHfymkRIhCxkV6oB3n3ImS67WUJDNrY2Z/AkaYWeXALxqyJBv1eaOUUDKplDGfycAcYLZz7pdZjpXJktE9CnyGb++C5833uNWq+H4DBIBz7mTJ9VxK2DhggXOul3NuF/iy/wWND+fcPufctjD0W4pXoeICNG5EIjMrZ2bTgOnAi8BHQEf/MY0bF6iiigvQuBHB4oEvnXNzgTeAcsCxLL/gHG9mM4E1+GKolZmtAQ7iiyeJTIWJi6Vh6rOUEP9so5fx/YKiFjDGzLoBBJKN6PNGqaFkUinjz9xeDPzbOTcHwMwaZk0kmdnvgTfxZW2fwPfD95n/tdaiRzAzK+NfhnDMOTfFX9bVzC4BzP96PIqPC4riQvIRDXwKtHfOLcb32+Rm/qUHmQBm9jsUHxcaxYVk41+61CRL0afAHWb2f/gSAzWBV82sv5m1xff0pYnOuXTn3GZ8T2fq7Jz7lZ7AFDkUF3KWEoFVzjkvvpnylwF3mtlloM+jpU3Z/KtIuJnZ9cBB59xWf9FI4EszewLf41X3AsfMbApwDGgIjPFPIcXM7gMqOueOlnzvpbhljQ/n3Gkz+w5ob2a3Avfj2/xwL7DJzLz43sQVHxFOcSGhnPG+8oP/N8gBUUCmc+4n/z4GLYDGwGPOuTT/+YqPCKS4kNz4f/EwF7gReNbMpjjnjjnnUsysB/AAvn2P3jGzwUAX4GXn3F3+88s45047546F7SakyCkupCBy+X/sFiDBzGo553ab2TGgOnC7ma3A93lU7yulhGYmncfM7BIz+xvwMdDPzCpC8AkHrwC9gTHAnfg2JbsDOOScu8s597Vl2ZRbP4CRJ0R8HAX+AjwF/Nk51x2YAVwP1FR8RDbFhYSSW3w455x/CXXgM8E/gF5mVtU/G3a9Pz7SFB+RSXEh+aiIb1naw/6/tw8ccM79C4jFvwcSvqUrlwCHIMcWDBJZFBeSp1zeVyr5D20DjgCzzLdJ+5X4nt5W2f8LUL2vlCJKJp3fzhykAzva45x7EejknPvUOfcjvt3sE4EM0CB9gcgzPoDF+Dapq+Z/nQx8C5wAxUeEU1xIKLnGh/M57f/wlu6v0yFwDBQfEU5xIdmYWZKZdTDf5ri78O2d9Ta+94vWZhZ4qlI0sBoY6j+1M773mBOQ7elMEgEUF3IW8npf2Qo8AkwE5jvneuF7WlunwIl6Xyk9lEw6zxR0kAZwzh3Kcuq1wA58j9nUIB2hChAfVwA4574CHgWGmVl1fE/SaMHPG9cpPiKI4kJCOYsP/+aPgRj/qYEk45mP7JUIoLiQM/lnotU0s+XAvcDdwB/NrLpz7oRzLgP4BN8eJp0B/L/QfA+oZGaf4pst/5Bz7rvw3IUUNcWFFFQ+7yutAu8rzrmTzrnlzrl5/lOvBT4MtKP3ldJDyaTzwFkO0jdlOS/azDqaWTK+vZOecXqMZsQ51/hwzs0EvMCTQB/gfufcf0v8BqRYKC4klHOJD/+ypij//hWGbwlkcAaKlH6KC8mL/9848JCXXc65zvhmlRzE9x9CAJxzq/DNUrvKv4ylvHNuA754Guic6+yc21TydyDFQXEh+TnXz6P+c9uZ70l+7fHNnpdSRsmkMDuHQbqpmVXxD9I/AieB8c65X7ifNzaTCHGOb+JVzOxif/kLwAjnXHfn3MYSvwEpFooLCaUQ7ysVnP8pXcB9zrknS7bnUpwUF5IbMytrZhOACWbWAbiKn2e5/wQMB9r4jwX8CaiEby+UdDO7wjl33Dn3TQl3X4qJ4kIKohDvKxX9h74Bfuv/PJpeop2XIqFkUpgUcpD+BN8gXcs5t9o5t6iEuy/FrAjexL/OMpX0VIl2XoqN4kJCKYL4+I/iI/IoLiQv/n/zNfhmDHwN/B44BXQys1YQnIH2FL7ZrAG34PsPYwrQwr+cRSKE4kLyUwTvK9+YWW3n3G7n3Acl3H0pQkomhUERDtK7S7DbUkKKID7WofiIOIoLCUXxIblRXEg+TgPPO+cedM79Cd8muPWBJ4A/gm8jXGAhsM/M6vnPOwF0cc790mkPnEikuJA8FeH7ys4S7LYUEyWTwkODtISi+JDcKC4kFMWH5EZxIaGsAd42syj/61VAHefcLCDKzB52vo1wawOZgWUozrl3nXOfhqPDUiIUFxKK3lckSMmk8NAgLaEoPiQ3igsJRfEhuVFcSJ6ccxnOuR+z7InVFdjn//sgoJmZLcb30Ia18PNT/CRyKS4kH3pfkSAlk8JAg7SEoviQ3CguJBTFh+RGcSEFYWZR/pkEl+F7nDvAUeBx4Bmgo3PuOdBT/C4kigvJjd5XJKuy4e7Ahcyf0XXkPkjHAf8JbF6nQfrCo/iQ3CguJBTFh+RGcSH5OA1cBOwH4s1sCnAAeNg5tzKsPZNwUlxInvS+IqBkUrhpkJZQFB+SG8WFhKL4kNwoLiRPzjlnZtcAd+Pb++QvzrmZYe6WhJniQvKh9xXBlCgMLzO7Hljt/9IgLdkoPiQ3igsJRfEhuVFcSChmVhu4B3jBOfdjuPsj5wfFhYSi9xVRMinMNEhLKIoPyY3iQkJRfEhuFBciIlKU9L4iSiaJiIiIiIiIiEiB6WluIiIiIiIiIiJSYEomiYiIiIiIiIhIgSmZJCIiIiIiIiIiBaZkkoiIiIiIiIiIFJiSSSIiIiJnycwyzSzFzDaY2TozG2lmIT9XmVk9M7urpPooIiIiUlyUTBIRERE5e8edcx7nXHOgK3Az8H/5nFMPUDJJRERESj1zzoW7DyIiIiKlipkdc85VyvK6AfAlUB2oC7wOVPQffsg5t9rM/gk0A/4DzAZeBJ4BOgLRwCvOuWkldhMiIiIi50jJJBEREZGzdGYyyV92CGgKHAVOO+dOmFljwOucSzSzjsAo59yt/vpDgBrOufFmFg2sAu5wzv2nRG9GRERE5CyVDXcHRERERCKE+f8sB7xsZh4gE2iSR/1uQLyZ9fW/rgI0xjdzSUREROS8pWSSiIiISCH5l7llAt/h2ztpL5CAb3/KE3mdBjzsnPuoRDopIiIiUkS0AbeIiIhIIZhZLPAa8LLz7R9QBdjjnDsN3ANE+aseBS7OcupHwINmVs7fThMzq4iIiIjIeU4zk0RERETOXnkzS8G3pO0nfBtuv+A/9irwjpndASwHfvCXfwX8ZGbrgFnAVHxPeFtrZgbsA3qW1A2IiIiInCttwC0iIiIiIiIiIgWmZW4iIiIiIiIiIlJgSiaJiIiIiIiIiEiBKZkkIiIiIiIiIiIFpmSSiIiIiIiIiIgUmJJJIiIiIiIiIiJSYEomiYiIiIiIiIhIgSmZJCIiIiIiIiIiBaZkkoiIiIiIiIiIFNj/B+f3pH4+w426AAAAAElFTkSuQmCC\n"
+            ],
+            "text/plain": [
+              "<Figure size 1440x720 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ],
+      "execution_count": 15,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Plot cumulative returns\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 16,
+          "data": {
+            "text/plain": [
+              "<matplotlib.axes._subplots.AxesSubplot at 0x10d6b2048>"
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": [
+              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\n"
+            ],
+            "text/plain": [
+              "<Figure size 1440x720 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ],
+      "execution_count": 16,
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "---"
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Performance by Month and Year\n",
+        "\n",
+        "Analyze the performance by Month and Year:\n",
+        "\n",
+        "1. Calculate the Annual Returns\n",
+        "2. Sort the 2017 portfolio returns in descending order to determine the best portfolios for 2017\n",
+        "3. Calculate the Monthly Returns\n",
+        "4. Sort in descending order, the porfolio returns for December 2018"
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Returns by Year\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 17,
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>SOROS FUND MANAGEMENT LLC</th>\n",
+              "      <th>PAULSON &amp; CO.INC.</th>\n",
+              "      <th>TIGER GLOBAL MANAGEMENT LLC</th>\n",
+              "      <th>BERKSHIRE HATHAWAY INC</th>\n",
+              "      <th>Algo 1</th>\n",
+              "      <th>Algo 2</th>\n",
+              "      <th>S&amp;P 500</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Year</th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2015</th>\n",
+              "      <td>-0.001755</td>\n",
+              "      <td>-0.018798</td>\n",
+              "      <td>0.028154</td>\n",
+              "      <td>0.041279</td>\n",
+              "      <td>0.235785</td>\n",
+              "      <td>-0.064872</td>\n",
+              "      <td>0.042665</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016</th>\n",
+              "      <td>0.006357</td>\n",
+              "      <td>-0.113786</td>\n",
+              "      <td>0.285932</td>\n",
+              "      <td>-0.074570</td>\n",
+              "      <td>0.169710</td>\n",
+              "      <td>0.130114</td>\n",
+              "      <td>-0.106793</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2017</th>\n",
+              "      <td>0.139174</td>\n",
+              "      <td>-0.083763</td>\n",
+              "      <td>-0.004449</td>\n",
+              "      <td>0.479395</td>\n",
+              "      <td>-0.010532</td>\n",
+              "      <td>0.151736</td>\n",
+              "      <td>-0.157674</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2018</th>\n",
+              "      <td>-0.155639</td>\n",
+              "      <td>-0.124487</td>\n",
+              "      <td>-0.314504</td>\n",
+              "      <td>-0.154322</td>\n",
+              "      <td>0.164383</td>\n",
+              "      <td>-0.155967</td>\n",
+              "      <td>0.080887</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019</th>\n",
+              "      <td>0.184567</td>\n",
+              "      <td>0.076191</td>\n",
+              "      <td>-0.052145</td>\n",
+              "      <td>0.288971</td>\n",
+              "      <td>0.093575</td>\n",
+              "      <td>0.189086</td>\n",
+              "      <td>-0.165591</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "      SOROS FUND MANAGEMENT LLC  PAULSON & CO.INC.   \\\n",
+              "Year                                                  \n",
+              "2015                  -0.001755           -0.018798   \n",
+              "2016                   0.006357           -0.113786   \n",
+              "2017                   0.139174           -0.083763   \n",
+              "2018                  -0.155639           -0.124487   \n",
+              "2019                   0.184567            0.076191   \n",
+              "\n",
+              "      TIGER GLOBAL MANAGEMENT LLC  BERKSHIRE HATHAWAY INC    Algo 1    Algo 2  \\\n",
+              "Year                                                                            \n",
+              "2015                     0.028154                0.041279  0.235785 -0.064872   \n",
+              "2016                     0.285932               -0.074570  0.169710  0.130114   \n",
+              "2017                    -0.004449                0.479395 -0.010532  0.151736   \n",
+              "2018                    -0.314504               -0.154322  0.164383 -0.155967   \n",
+              "2019                    -0.052145                0.288971  0.093575  0.189086   \n",
+              "\n",
+              "       S&P 500  \n",
+              "Year            \n",
+              "2015  0.042665  \n",
+              "2016 -0.106793  \n",
+              "2017 -0.157674  \n",
+              "2018  0.080887  \n",
+              "2019 -0.165591  "
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 17,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Top Portfolio returns for 2017\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 18,
+          "data": {
+            "text/plain": [
+              "BERKSHIRE HATHAWAY INC         0.479395\n",
+              "Algo 2                         0.151736\n",
+              "SOROS FUND MANAGEMENT LLC      0.139174\n",
+              "TIGER GLOBAL MANAGEMENT LLC   -0.004449\n",
+              "Algo 1                        -0.010532\n",
+              "PAULSON & CO.INC.             -0.083763\n",
+              "S&P 500                       -0.157674\n",
+              "Name: 2017, dtype: float64"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 18,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Returns by Month\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 19,
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th>SOROS FUND MANAGEMENT LLC</th>\n",
+              "      <th>PAULSON &amp; CO.INC.</th>\n",
+              "      <th>TIGER GLOBAL MANAGEMENT LLC</th>\n",
+              "      <th>BERKSHIRE HATHAWAY INC</th>\n",
+              "      <th>Algo 1</th>\n",
+              "      <th>Algo 2</th>\n",
+              "      <th>S&amp;P 500</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Year</th>\n",
+              "      <th>Month</th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th rowspan=\"5\" valign=\"top\">2015</th>\n",
+              "      <th>3</th>\n",
+              "      <td>0.018496</td>\n",
+              "      <td>0.016368</td>\n",
+              "      <td>0.009920</td>\n",
+              "      <td>0.008938</td>\n",
+              "      <td>0.014758</td>\n",
+              "      <td>-0.000012</td>\n",
+              "      <td>0.018857</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>0.002327</td>\n",
+              "      <td>0.016717</td>\n",
+              "      <td>0.012399</td>\n",
+              "      <td>0.015854</td>\n",
+              "      <td>-0.004224</td>\n",
+              "      <td>0.006595</td>\n",
+              "      <td>-0.019604</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>5</th>\n",
+              "      <td>0.002031</td>\n",
+              "      <td>0.017202</td>\n",
+              "      <td>-0.007884</td>\n",
+              "      <td>-0.008566</td>\n",
+              "      <td>0.004221</td>\n",
+              "      <td>-0.002336</td>\n",
+              "      <td>0.001307</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>6</th>\n",
+              "      <td>-0.022387</td>\n",
+              "      <td>-0.011315</td>\n",
+              "      <td>-0.023955</td>\n",
+              "      <td>-0.023044</td>\n",
+              "      <td>0.003256</td>\n",
+              "      <td>-0.010888</td>\n",
+              "      <td>0.015490</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7</th>\n",
+              "      <td>-0.013433</td>\n",
+              "      <td>-0.020351</td>\n",
+              "      <td>0.014274</td>\n",
+              "      <td>-0.020391</td>\n",
+              "      <td>-0.044059</td>\n",
+              "      <td>-0.019254</td>\n",
+              "      <td>-0.010133</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "            SOROS FUND MANAGEMENT LLC  PAULSON & CO.INC.   \\\n",
+              "Year Month                                                  \n",
+              "2015 3                       0.018496            0.016368   \n",
+              "     4                       0.002327            0.016717   \n",
+              "     5                       0.002031            0.017202   \n",
+              "     6                      -0.022387           -0.011315   \n",
+              "     7                      -0.013433           -0.020351   \n",
+              "\n",
+              "            TIGER GLOBAL MANAGEMENT LLC  BERKSHIRE HATHAWAY INC    Algo 1  \\\n",
+              "Year Month                                                                  \n",
+              "2015 3                         0.009920                0.008938  0.014758   \n",
+              "     4                         0.012399                0.015854 -0.004224   \n",
+              "     5                        -0.007884               -0.008566  0.004221   \n",
+              "     6                        -0.023955               -0.023044  0.003256   \n",
+              "     7                         0.014274               -0.020391 -0.044059   \n",
+              "\n",
+              "              Algo 2   S&P 500  \n",
+              "Year Month                      \n",
+              "2015 3     -0.000012  0.018857  \n",
+              "     4      0.006595 -0.019604  \n",
+              "     5     -0.002336  0.001307  \n",
+              "     6     -0.010888  0.015490  \n",
+              "     7     -0.019254 -0.010133  "
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 19,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Top Portfolio Returns for December 2018\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 20,
+          "data": {
+            "text/plain": [
+              "S&P 500                        0.075708\n",
+              "Algo 1                        -0.059361\n",
+              "PAULSON & CO.INC.             -0.091802\n",
+              "SOROS FUND MANAGEMENT LLC     -0.097825\n",
+              "BERKSHIRE HATHAWAY INC        -0.110173\n",
+              "Algo 2                        -0.127480\n",
+              "TIGER GLOBAL MANAGEMENT LLC   -0.148269\n",
+              "Name: (2018, 12), dtype: float64"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 20,
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "---"
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Risk\n",
+        "\n",
+        "Determine the _risk_ of each portfolio:\n",
+        "\n",
+        "1. Create a box plot for each portfolio. \n",
+        "2. Calculate the standard deviation for all portfolios\n",
+        "4. Determine which portfolios are riskier than the S&P 500\n",
+        "5. Calculate the Annualized Standard Deviation"
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Box plot to visually show risk\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 21,
+          "data": {
+            "text/plain": [
+              "<matplotlib.axes._subplots.AxesSubplot at 0x11d035f98>"
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": [
+              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\n"
+            ],
+            "text/plain": [
+              "<Figure size 1440x720 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ],
+      "execution_count": 21,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Daily Standard Deviations\n",
+        "# Calculate the standard deviation for each portfolio. Which portfolios are riskier than the S&P 500?\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 22,
+          "data": {
+            "text/plain": [
+              "SOROS FUND MANAGEMENT LLC      0.007896\n",
+              "PAULSON & CO.INC.              0.007026\n",
+              "TIGER GLOBAL MANAGEMENT LLC    0.010897\n",
+              "BERKSHIRE HATHAWAY INC         0.012919\n",
+              "Algo 1                         0.007623\n",
+              "Algo 2                         0.008341\n",
+              "S&P 500                        0.008587\n",
+              "dtype: float64"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 22,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Determine which portfolios are riskier than the S&P 500\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 23,
+          "data": {
+            "text/plain": [
+              "SOROS FUND MANAGEMENT LLC      False\n",
+              "PAULSON & CO.INC.              False\n",
+              "TIGER GLOBAL MANAGEMENT LLC     True\n",
+              "BERKSHIRE HATHAWAY INC          True\n",
+              "Algo 1                         False\n",
+              "Algo 2                         False\n",
+              "S&P 500                        False\n",
+              "dtype: bool"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 23,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Calculate the annualized standard deviation (252 trading days)\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 24,
+          "data": {
+            "text/plain": [
+              "SOROS FUND MANAGEMENT LLC      0.125348\n",
+              "PAULSON & CO.INC.              0.111527\n",
+              "TIGER GLOBAL MANAGEMENT LLC    0.172989\n",
+              "BERKSHIRE HATHAWAY INC         0.205079\n",
+              "Algo 1                         0.121006\n",
+              "Algo 2                         0.132413\n",
+              "S&P 500                        0.136313\n",
+              "dtype: float64"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 24,
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "---"
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Rolling Statistics\n",
+        "\n",
+        "Risk changes over time. Analyze the rolling statistics for Risk and Beta. \n",
+        "\n",
+        "1. Calculate and plot the rolling standard deviation for the S&PP 500 using a 21 day window\n",
+        "2. Calcualte the correlation between each stock to determine which portfolios may mimick the S&P 500\n",
+        "2. Calculate and plot a 60 day Beta for Berkshire Hathaway Inc compared to the S&&P 500"
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Calculate and plot the rolling standard deviation for the S&PP 500 using a 21 day window\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 25,
+          "data": {
+            "text/plain": [
+              "<matplotlib.axes._subplots.AxesSubplot at 0x11df03470>"
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": [
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\n"
+            ],
+            "text/plain": [
+              "<Figure size 1440x720 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ],
+      "execution_count": 25,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Correlation\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 26,
+          "data": {
+            "text/html": [
+              "<style  type=\"text/css\" >\n",
+              "    #T_f9f8309e_7416_11e9_b3df_685b35983e01row0_col0 {\n",
+              "            background-color:  #ffff66;\n",
+              "            color:  #000000;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row0_col1 {\n",
+              "            background-color:  #b2d866;\n",
+              "            color:  #000000;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row0_col2 {\n",
+              "            background-color:  #8fc766;\n",
+              "            color:  #000000;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row0_col3 {\n",
+              "            background-color:  #c1e066;\n",
+              "            color:  #000000;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row0_col4 {\n",
+              "            background-color:  #57ab66;\n",
+              "            color:  #000000;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row0_col5 {\n",
+              "            background-color:  #d3e966;\n",
+              "            color:  #000000;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row0_col6 {\n",
+              "            background-color:  #088466;\n",
+              "            color:  #f1f1f1;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row1_col0 {\n",
+              "            background-color:  #b3d966;\n",
+              "            color:  #000000;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row1_col1 {\n",
+              "            background-color:  #ffff66;\n",
+              "            color:  #000000;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row1_col2 {\n",
+              "            background-color:  #6fb766;\n",
+              "            color:  #000000;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row1_col3 {\n",
+              "            background-color:  #8dc666;\n",
+              "            color:  #000000;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row1_col4 {\n",
+              "            background-color:  #4aa466;\n",
+              "            color:  #000000;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row1_col5 {\n",
+              "            background-color:  #add666;\n",
+              "            color:  #000000;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row1_col6 {\n",
+              "            background-color:  #0b8566;\n",
+              "            color:  #000000;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col0 {\n",
+              "            background-color:  #8fc766;\n",
+              "            color:  #000000;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col1 {\n",
+              "            background-color:  #6db666;\n",
+              "            color:  #000000;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col2 {\n",
+              "            background-color:  #ffff66;\n",
+              "            color:  #000000;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col3 {\n",
+              "            background-color:  #6eb666;\n",
+              "            color:  #000000;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col4 {\n",
+              "            background-color:  #319866;\n",
+              "            color:  #000000;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col5 {\n",
+              "            background-color:  #82c066;\n",
+              "            color:  #000000;\n",
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+              "            background-color:  #088466;\n",
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+              "            background-color:  #c1e066;\n",
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+              "            background-color:  #6cb666;\n",
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+              "            background-color:  #ffff66;\n",
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+              "            background-color:  #50a866;\n",
+              "            color:  #000000;\n",
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+              "            background-color:  #b0d866;\n",
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+              "            background-color:  #048266;\n",
+              "            color:  #f1f1f1;\n",
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+              "            background-color:  #42a066;\n",
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+              "            background-color:  #2a9466;\n",
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+              "            background-color:  #ffff66;\n",
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+              "            background-color:  #4aa466;\n",
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+              "            background-color:  #008066;\n",
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+              "            background-color:  #d3e966;\n",
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+              "            background-color:  #acd666;\n",
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+              "            background-color:  #82c066;\n",
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+              "            background-color:  #b1d866;\n",
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+              "            background-color:  #ffff66;\n",
+              "            color:  #000000;\n",
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+              "            background-color:  #078366;\n",
+              "            color:  #f1f1f1;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col0 {\n",
+              "            background-color:  #008066;\n",
+              "            color:  #f1f1f1;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col1 {\n",
+              "            background-color:  #008066;\n",
+              "            color:  #f1f1f1;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col2 {\n",
+              "            background-color:  #008066;\n",
+              "            color:  #f1f1f1;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col3 {\n",
+              "            background-color:  #008066;\n",
+              "            color:  #f1f1f1;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col4 {\n",
+              "            background-color:  #008066;\n",
+              "            color:  #f1f1f1;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col5 {\n",
+              "            background-color:  #008066;\n",
+              "            color:  #f1f1f1;\n",
+              "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col6 {\n",
+              "            background-color:  #ffff66;\n",
+              "            color:  #000000;\n",
+              "        }</style><table id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >SOROS FUND MANAGEMENT LLC</th>        <th class=\"col_heading level0 col1\" >PAULSON & CO.INC. </th>        <th class=\"col_heading level0 col2\" >TIGER GLOBAL MANAGEMENT LLC</th>        <th class=\"col_heading level0 col3\" >BERKSHIRE HATHAWAY INC</th>        <th class=\"col_heading level0 col4\" >Algo 1</th>        <th class=\"col_heading level0 col5\" >Algo 2</th>        <th class=\"col_heading level0 col6\" >S&P 500</th>    </tr></thead><tbody>\n",
+              "                <tr>\n",
+              "                        <th id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01level0_row0\" class=\"row_heading level0 row0\" >SOROS FUND MANAGEMENT LLC</th>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row0_col0\" class=\"data row0 col0\" >1</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row0_col1\" class=\"data row0 col1\" >0.699823</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row0_col2\" class=\"data row0 col2\" >0.56104</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row0_col3\" class=\"data row0 col3\" >0.754157</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row0_col4\" class=\"data row0 col4\" >0.320901</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row0_col5\" class=\"data row0 col5\" >0.82673</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row0_col6\" class=\"data row0 col6\" >0.000573675</td>\n",
+              "            </tr>\n",
+              "            <tr>\n",
+              "                        <th id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01level0_row1\" class=\"row_heading level0 row1\" >PAULSON & CO.INC. </th>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row1_col0\" class=\"data row1 col0\" >0.699823</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row1_col1\" class=\"data row1 col1\" >1</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row1_col2\" class=\"data row1 col2\" >0.434308</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row1_col3\" class=\"data row1 col3\" >0.545451</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row1_col4\" class=\"data row1 col4\" >0.268631</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row1_col5\" class=\"data row1 col5\" >0.678085</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row1_col6\" class=\"data row1 col6\" >0.0135489</td>\n",
+              "            </tr>\n",
+              "            <tr>\n",
+              "                        <th id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01level0_row2\" class=\"row_heading level0 row2\" >TIGER GLOBAL MANAGEMENT LLC</th>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col0\" class=\"data row2 col0\" >0.56104</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col1\" class=\"data row2 col1\" >0.434308</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col2\" class=\"data row2 col2\" >1</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col3\" class=\"data row2 col3\" >0.424125</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col4\" class=\"data row2 col4\" >0.164114</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col5\" class=\"data row2 col5\" >0.50716</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col6\" class=\"data row2 col6\" >-0.00150481</td>\n",
+              "            </tr>\n",
+              "            <tr>\n",
+              "                        <th id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01level0_row3\" class=\"row_heading level0 row3\" >BERKSHIRE HATHAWAY INC</th>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row3_col0\" class=\"data row3 col0\" >0.754157</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row3_col1\" class=\"data row3 col1\" >0.545451</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row3_col2\" class=\"data row3 col2\" >0.424125</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row3_col3\" class=\"data row3 col3\" >1</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row3_col4\" class=\"data row3 col4\" >0.291678</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row3_col5\" class=\"data row3 col5\" >0.687756</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row3_col6\" class=\"data row3 col6\" >-0.0138563</td>\n",
+              "            </tr>\n",
+              "            <tr>\n",
+              "                        <th id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01level0_row4\" class=\"row_heading level0 row4\" >Algo 1</th>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row4_col0\" class=\"data row4 col0\" >0.320901</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row4_col1\" class=\"data row4 col1\" >0.268631</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row4_col2\" class=\"data row4 col2\" >0.164114</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row4_col3\" class=\"data row4 col3\" >0.291678</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row4_col4\" class=\"data row4 col4\" >1</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row4_col5\" class=\"data row4 col5\" >0.287852</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row4_col6\" class=\"data row4 col6\" >-0.0339628</td>\n",
+              "            </tr>\n",
+              "            <tr>\n",
+              "                        <th id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01level0_row5\" class=\"row_heading level0 row5\" >Algo 2</th>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row5_col0\" class=\"data row5 col0\" >0.82673</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row5_col1\" class=\"data row5 col1\" >0.678085</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row5_col2\" class=\"data row5 col2\" >0.50716</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row5_col3\" class=\"data row5 col3\" >0.687756</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row5_col4\" class=\"data row5 col4\" >0.287852</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row5_col5\" class=\"data row5 col5\" >1</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row5_col6\" class=\"data row5 col6\" >-0.00219195</td>\n",
+              "            </tr>\n",
+              "            <tr>\n",
+              "                        <th id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01level0_row6\" class=\"row_heading level0 row6\" >S&P 500</th>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col0\" class=\"data row6 col0\" >0.000573675</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col1\" class=\"data row6 col1\" >0.0135489</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col2\" class=\"data row6 col2\" >-0.00150481</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col3\" class=\"data row6 col3\" >-0.0138563</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col4\" class=\"data row6 col4\" >-0.0339628</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col5\" class=\"data row6 col5\" >-0.00219195</td>\n",
+              "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col6\" class=\"data row6 col6\" >1</td>\n",
+              "            </tr>\n",
+              "    </tbody></table>"
+            ],
+            "text/plain": [
+              "<pandas.io.formats.style.Styler at 0x11e249748>"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 26,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Calculate Beta for a single portfolio compared to the total market (S&P 500)\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 27,
+          "data": {
+            "text/plain": [
+              "<matplotlib.axes._subplots.AxesSubplot at 0x11e7e6da0>"
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": [
+              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\n"
+            ],
+            "text/plain": [
+              "<Figure size 1440x720 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ],
+      "execution_count": 27,
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Challenge: Exponentially Weighted Average \n",
+        "\nAn alternative way to calculate a rollwing window is to take the exponentially weighted moving average. This is like a moving window average, but it assigns greater importance to more recent observations. Try calculating the `ewm` with a 21 day half-life."
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# (OPTIONAL) YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 28,
+          "data": {
+            "text/plain": [
+              "<matplotlib.axes._subplots.AxesSubplot at 0x11e8560f0>"
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": [
+              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\n"
+            ],
+            "text/plain": [
+              "<Figure size 1440x720 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ],
+      "execution_count": 28,
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "---"
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Sharpe Ratios\n",
+        "In reality, investment managers and thier institutional investors look at the ratio of return-to-risk, and not just returns alone. (After all, if you could invest in one of two portfolios, each offered the same 10% return, yet one offered lower risk, you'd take that one, right?)\n",
+        "\nCalculate and plot the annualized Sharpe ratios for all portfolios to determine which portfolio has the best performance"
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Annualzied Sharpe Ratios\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 29,
+          "data": {
+            "text/plain": [
+              "SOROS FUND MANAGEMENT LLC      0.342894\n",
+              "PAULSON & CO.INC.             -0.491422\n",
+              "TIGER GLOBAL MANAGEMENT LLC   -0.130186\n",
+              "BERKSHIRE HATHAWAY INC         0.606743\n",
+              "Algo 1                         1.369589\n",
+              "Algo 2                         0.484334\n",
+              "S&P 500                       -0.518582\n",
+              "dtype: float64"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 29,
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        " plot() these sharpe ratios using a barplot.\n",
+        " On the basis of this performance metric, do our algo strategies outperform both 'the market' and the whales?"
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Visualize the sharpe ratios as a bar plot\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 30,
+          "data": {
+            "text/plain": [
+              "<matplotlib.axes._subplots.AxesSubplot at 0x11eba5320>"
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": [
+              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\n"
+            ],
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ],
+      "execution_count": 30,
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "---"
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Portfolio Returns\n",
+        "\n",
+        "In this section, you will build your own portfolio of stocks, calculate the returns, and compare the results to the Whale Portfolios and the S&P 500. \n",
+        "\n",
+        "1. Choose 3-5 custom stocks with at last 1 year's worth of historic prices and create a DataFrame of the closing prices and dates for each stock.\n",
+        "2. Calculate the weighted returns for the portfolio assuming an equal number of shares for each stock\n",
+        "3. Join your portfolio returns to the DataFrame that contains all of the portfolio returns\n",
+        "4. Re-run the performance and risk analysis with your portfolio to see how it compares to the others\n",
+        "5. Include correlation analysis to determine which stocks (if any) are correlated"
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Choose 3-5 custom stocks with at last 1 year's worth of historic prices and create a DataFrame of the closing prices and dates for each stock."
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Read the first stock\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 31,
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Symbol</th>\n",
+              "      <th>NOCP</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Trade DATE</th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2019-05-09</th>\n",
+              "      <td>GOOG</td>\n",
+              "      <td>1162.38</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-05-08</th>\n",
+              "      <td>GOOG</td>\n",
+              "      <td>1166.27</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-05-07</th>\n",
+              "      <td>GOOG</td>\n",
+              "      <td>1174.10</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-05-06</th>\n",
+              "      <td>GOOG</td>\n",
+              "      <td>1189.39</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-05-03</th>\n",
+              "      <td>GOOG</td>\n",
+              "      <td>1185.40</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "           Symbol     NOCP\n",
+              "Trade DATE                \n",
+              "2019-05-09   GOOG  1162.38\n",
+              "2019-05-08   GOOG  1166.27\n",
+              "2019-05-07   GOOG  1174.10\n",
+              "2019-05-06   GOOG  1189.39\n",
+              "2019-05-03   GOOG  1185.40"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 31,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Read the second stock\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 32,
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Symbol</th>\n",
+              "      <th>NOCP</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Trade DATE</th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2019-05-09</th>\n",
+              "      <td>AAPL</td>\n",
+              "      <td>200.72</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-05-08</th>\n",
+              "      <td>AAPL</td>\n",
+              "      <td>202.90</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-05-07</th>\n",
+              "      <td>AAPL</td>\n",
+              "      <td>202.86</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-05-06</th>\n",
+              "      <td>AAPL</td>\n",
+              "      <td>208.48</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-05-03</th>\n",
+              "      <td>AAPL</td>\n",
+              "      <td>211.75</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "           Symbol    NOCP\n",
+              "Trade DATE               \n",
+              "2019-05-09   AAPL  200.72\n",
+              "2019-05-08   AAPL  202.90\n",
+              "2019-05-07   AAPL  202.86\n",
+              "2019-05-06   AAPL  208.48\n",
+              "2019-05-03   AAPL  211.75"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 32,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Read the third stock\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 33,
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Symbol</th>\n",
+              "      <th>NOCP</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Trade DATE</th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2019-05-09</th>\n",
+              "      <td>COST</td>\n",
+              "      <td>243.47</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-05-08</th>\n",
+              "      <td>COST</td>\n",
+              "      <td>241.34</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-05-07</th>\n",
+              "      <td>COST</td>\n",
+              "      <td>240.18</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-05-06</th>\n",
+              "      <td>COST</td>\n",
+              "      <td>244.23</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-05-03</th>\n",
+              "      <td>COST</td>\n",
+              "      <td>244.62</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "           Symbol    NOCP\n",
+              "Trade DATE               \n",
+              "2019-05-09   COST  243.47\n",
+              "2019-05-08   COST  241.34\n",
+              "2019-05-07   COST  240.18\n",
+              "2019-05-06   COST  244.23\n",
+              "2019-05-03   COST  244.62"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 33,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Concatenate all stocks into a single DataFrame\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 34,
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Symbol</th>\n",
+              "      <th>NOCP</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Trade DATE</th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2019-05-09</th>\n",
+              "      <td>GOOG</td>\n",
+              "      <td>1162.38</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-05-08</th>\n",
+              "      <td>GOOG</td>\n",
+              "      <td>1166.27</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-05-07</th>\n",
+              "      <td>GOOG</td>\n",
+              "      <td>1174.10</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-05-06</th>\n",
+              "      <td>GOOG</td>\n",
+              "      <td>1189.39</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-05-03</th>\n",
+              "      <td>GOOG</td>\n",
+              "      <td>1185.40</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "           Symbol     NOCP\n",
+              "Trade DATE                \n",
+              "2019-05-09   GOOG  1162.38\n",
+              "2019-05-08   GOOG  1166.27\n",
+              "2019-05-07   GOOG  1174.10\n",
+              "2019-05-06   GOOG  1189.39\n",
+              "2019-05-03   GOOG  1185.40"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 34,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Reset the index\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 35,
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Trade DATE</th>\n",
+              "      <th>Symbol</th>\n",
+              "      <th>NOCP</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>2019-05-09</td>\n",
+              "      <td>GOOG</td>\n",
+              "      <td>1162.38</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>2019-05-08</td>\n",
+              "      <td>GOOG</td>\n",
+              "      <td>1166.27</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>2019-05-07</td>\n",
+              "      <td>GOOG</td>\n",
+              "      <td>1174.10</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>2019-05-06</td>\n",
+              "      <td>GOOG</td>\n",
+              "      <td>1189.39</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>2019-05-03</td>\n",
+              "      <td>GOOG</td>\n",
+              "      <td>1185.40</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "  Trade DATE Symbol     NOCP\n",
+              "0 2019-05-09   GOOG  1162.38\n",
+              "1 2019-05-08   GOOG  1166.27\n",
+              "2 2019-05-07   GOOG  1174.10\n",
+              "3 2019-05-06   GOOG  1189.39\n",
+              "4 2019-05-03   GOOG  1185.40"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 35,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Pivot the Data so that the stock tickers are the columns, the dates are the index, and the \n",
+        "# values are the closing prices\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 36,
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th>Symbol</th>\n",
+              "      <th>AAPL</th>\n",
+              "      <th>COST</th>\n",
+              "      <th>GOOG</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Trade DATE</th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2018-05-11</th>\n",
+              "      <td>188.59</td>\n",
+              "      <td>195.76</td>\n",
+              "      <td>1098.26</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2018-05-14</th>\n",
+              "      <td>188.15</td>\n",
+              "      <td>195.88</td>\n",
+              "      <td>1100.20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2018-05-15</th>\n",
+              "      <td>186.44</td>\n",
+              "      <td>195.48</td>\n",
+              "      <td>1079.23</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2018-05-16</th>\n",
+              "      <td>188.18</td>\n",
+              "      <td>198.71</td>\n",
+              "      <td>1081.77</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2018-05-17</th>\n",
+              "      <td>186.99</td>\n",
+              "      <td>199.60</td>\n",
+              "      <td>1078.59</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "Symbol        AAPL    COST     GOOG\n",
+              "Trade DATE                         \n",
+              "2018-05-11  188.59  195.76  1098.26\n",
+              "2018-05-14  188.15  195.88  1100.20\n",
+              "2018-05-15  186.44  195.48  1079.23\n",
+              "2018-05-16  188.18  198.71  1081.77\n",
+              "2018-05-17  186.99  199.60  1078.59"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 36,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Drop Nulls\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 37,
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th>Symbol</th>\n",
+              "      <th>AAPL</th>\n",
+              "      <th>COST</th>\n",
+              "      <th>GOOG</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Trade DATE</th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2018-05-14</th>\n",
+              "      <td>-0.002333</td>\n",
+              "      <td>0.000613</td>\n",
+              "      <td>0.001766</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2018-05-15</th>\n",
+              "      <td>-0.009088</td>\n",
+              "      <td>-0.002042</td>\n",
+              "      <td>-0.019060</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2018-05-16</th>\n",
+              "      <td>0.009333</td>\n",
+              "      <td>0.016523</td>\n",
+              "      <td>0.002354</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2018-05-17</th>\n",
+              "      <td>-0.006324</td>\n",
+              "      <td>0.004479</td>\n",
+              "      <td>-0.002940</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2018-05-18</th>\n",
+              "      <td>-0.003637</td>\n",
+              "      <td>-0.003206</td>\n",
+              "      <td>-0.011339</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "Symbol          AAPL      COST      GOOG\n",
+              "Trade DATE                              \n",
+              "2018-05-14 -0.002333  0.000613  0.001766\n",
+              "2018-05-15 -0.009088 -0.002042 -0.019060\n",
+              "2018-05-16  0.009333  0.016523  0.002354\n",
+              "2018-05-17 -0.006324  0.004479 -0.002940\n",
+              "2018-05-18 -0.003637 -0.003206 -0.011339"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 37,
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Calculate the weighted returns for the portfolio assuming an equal number of shares for each stock"
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Calculate weighted portfolio returns\n",
+        "weights = [1/3, 1/3, 1/3]\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 38,
+          "data": {
+            "text/plain": [
+              "Trade DATE\n",
+              "2018-05-14    0.000015\n",
+              "2018-05-15   -0.010064\n",
+              "2018-05-16    0.009403\n",
+              "2018-05-17   -0.001595\n",
+              "2018-05-18   -0.006061\n",
+              "dtype: float64"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 38,
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Join your portfolio returns to the DataFrame that contains all of the portfolio returns"
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 39,
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>SOROS FUND MANAGEMENT LLC</th>\n",
+              "      <th>PAULSON &amp; CO.INC.</th>\n",
+              "      <th>TIGER GLOBAL MANAGEMENT LLC</th>\n",
+              "      <th>BERKSHIRE HATHAWAY INC</th>\n",
+              "      <th>Algo 1</th>\n",
+              "      <th>Algo 2</th>\n",
+              "      <th>S&amp;P 500</th>\n",
+              "      <th>Custom</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Date</th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2019-04-15</th>\n",
+              "      <td>-0.001422</td>\n",
+              "      <td>-0.001156</td>\n",
+              "      <td>0.000398</td>\n",
+              "      <td>-0.010492</td>\n",
+              "      <td>-0.004331</td>\n",
+              "      <td>-0.004572</td>\n",
+              "      <td>-0.000509</td>\n",
+              "      <td>0.007522</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-04-16</th>\n",
+              "      <td>0.002699</td>\n",
+              "      <td>0.000388</td>\n",
+              "      <td>-0.000831</td>\n",
+              "      <td>0.000837</td>\n",
+              "      <td>-0.006945</td>\n",
+              "      <td>0.002899</td>\n",
+              "      <td>0.002279</td>\n",
+              "      <td>0.000340</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-04-17</th>\n",
+              "      <td>-0.002897</td>\n",
+              "      <td>-0.006467</td>\n",
+              "      <td>-0.004409</td>\n",
+              "      <td>0.003222</td>\n",
+              "      <td>-0.010301</td>\n",
+              "      <td>-0.005228</td>\n",
+              "      <td>-0.001577</td>\n",
+              "      <td>0.009292</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-04-18</th>\n",
+              "      <td>0.001448</td>\n",
+              "      <td>0.001222</td>\n",
+              "      <td>0.000582</td>\n",
+              "      <td>0.001916</td>\n",
+              "      <td>-0.000588</td>\n",
+              "      <td>-0.001229</td>\n",
+              "      <td>-0.001011</td>\n",
+              "      <td>0.001545</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2019-04-22</th>\n",
+              "      <td>-0.002586</td>\n",
+              "      <td>-0.007333</td>\n",
+              "      <td>-0.003640</td>\n",
+              "      <td>-0.001088</td>\n",
+              "      <td>0.000677</td>\n",
+              "      <td>-0.001936</td>\n",
+              "      <td>-0.008764</td>\n",
+              "      <td>0.001217</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "            SOROS FUND MANAGEMENT LLC  PAULSON & CO.INC.   \\\n",
+              "Date                                                        \n",
+              "2019-04-15                  -0.001422           -0.001156   \n",
+              "2019-04-16                   0.002699            0.000388   \n",
+              "2019-04-17                  -0.002897           -0.006467   \n",
+              "2019-04-18                   0.001448            0.001222   \n",
+              "2019-04-22                  -0.002586           -0.007333   \n",
+              "\n",
+              "            TIGER GLOBAL MANAGEMENT LLC  BERKSHIRE HATHAWAY INC    Algo 1  \\\n",
+              "Date                                                                        \n",
+              "2019-04-15                     0.000398               -0.010492 -0.004331   \n",
+              "2019-04-16                    -0.000831                0.000837 -0.006945   \n",
+              "2019-04-17                    -0.004409                0.003222 -0.010301   \n",
+              "2019-04-18                     0.000582                0.001916 -0.000588   \n",
+              "2019-04-22                    -0.003640               -0.001088  0.000677   \n",
+              "\n",
+              "              Algo 2   S&P 500    Custom  \n",
+              "Date                                      \n",
+              "2019-04-15 -0.004572 -0.000509  0.007522  \n",
+              "2019-04-16  0.002899  0.002279  0.000340  \n",
+              "2019-04-17 -0.005228 -0.001577  0.009292  \n",
+              "2019-04-18 -0.001229 -0.001011  0.001545  \n",
+              "2019-04-22 -0.001936 -0.008764  0.001217  "
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 39,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Only compare dates where the new, custom portfolio has dates\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [],
+      "execution_count": 40,
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Re-run the performance and risk analysis with your portfolio to see how it compares to the others"
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Risk\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 41,
+          "data": {
+            "text/plain": [
+              "SOROS FUND MANAGEMENT LLC      0.146812\n",
+              "PAULSON & CO.INC.              0.116928\n",
+              "TIGER GLOBAL MANAGEMENT LLC    0.232898\n",
+              "BERKSHIRE HATHAWAY INC         0.247305\n",
+              "Algo 1                         0.133927\n",
+              "Algo 2                         0.139499\n",
+              "S&P 500                        0.152469\n",
+              "Custom                         0.211627\n",
+              "dtype: float64"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 41,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Rolling\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 42,
+          "data": {
+            "text/plain": [
+              "<matplotlib.axes._subplots.AxesSubplot at 0x11ef28400>"
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": [
+              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\n"
+            ],
+            "text/plain": [
+              "<Figure size 1440x720 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ],
+      "execution_count": 42,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Beta\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 43,
+          "data": {
+            "text/plain": [
+              "<matplotlib.axes._subplots.AxesSubplot at 0x11f06b6a0>"
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": [
+              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\n"
+            ],
+            "text/plain": [
+              "<Figure size 1440x720 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ],
+      "execution_count": 43,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Annualzied Sharpe Ratios\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 44,
+          "data": {
+            "text/plain": [
+              "SOROS FUND MANAGEMENT LLC      0.380007\n",
+              "PAULSON & CO.INC.              0.227577\n",
+              "TIGER GLOBAL MANAGEMENT LLC   -1.066635\n",
+              "BERKSHIRE HATHAWAY INC         0.103006\n",
+              "Algo 1                         2.001260\n",
+              "Algo 2                         0.007334\n",
+              "S&P 500                       -0.427676\n",
+              "Custom                         0.876152\n",
+              "dtype: float64"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 44,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Visualize the sharpe ratios as a bar plot\n",
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 45,
+          "data": {
+            "text/plain": [
+              "<matplotlib.axes._subplots.AxesSubplot at 0x11f35e550>"
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": [
+              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+            ],
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ],
+      "execution_count": 45,
+      "metadata": {}
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Include correlation analysis to determine which stocks (if any) are correlated"
+      ],
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# YOUR CODE HERE"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 46,
+          "data": {
+            "text/html": [
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+              "            background-color:  #5aac66;\n",
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+              "            background-color:  #008066;\n",
+              "            color:  #f1f1f1;\n",
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+              "            background-color:  #bdde66;\n",
+              "            color:  #000000;\n",
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+              "            background-color:  #a9d466;\n",
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+              "            background-color:  #63b166;\n",
+              "            color:  #000000;\n",
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+              "            background-color:  #cee666;\n",
+              "            color:  #000000;\n",
+              "        }    #T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col4 {\n",
+              "            background-color:  #4ca666;\n",
+              "            color:  #000000;\n",
+              "        }    #T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col5 {\n",
+              "            background-color:  #bfdf66;\n",
+              "            color:  #000000;\n",
+              "        }    #T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col6 {\n",
+              "            background-color:  #0f8766;\n",
+              "            color:  #000000;\n",
+              "        }    #T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col7 {\n",
+              "            background-color:  #ffff66;\n",
+              "            color:  #000000;\n",
+              "        }</style><table id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >SOROS FUND MANAGEMENT LLC</th>        <th class=\"col_heading level0 col1\" >PAULSON & CO.INC. </th>        <th class=\"col_heading level0 col2\" >TIGER GLOBAL MANAGEMENT LLC</th>        <th class=\"col_heading level0 col3\" >BERKSHIRE HATHAWAY INC</th>        <th class=\"col_heading level0 col4\" >Algo 1</th>        <th class=\"col_heading level0 col5\" >Algo 2</th>        <th class=\"col_heading level0 col6\" >S&P 500</th>        <th class=\"col_heading level0 col7\" >Custom</th>    </tr></thead><tbody>\n",
+              "                <tr>\n",
+              "                        <th id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01level0_row0\" class=\"row_heading level0 row0\" >SOROS FUND MANAGEMENT LLC</th>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row0_col0\" class=\"data row0 col0\" >1</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row0_col1\" class=\"data row0 col1\" >0.791802</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row0_col2\" class=\"data row0 col2\" >0.477844</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row0_col3\" class=\"data row0 col3\" >0.816197</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row0_col4\" class=\"data row0 col4\" >0.336909</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row0_col5\" class=\"data row0 col5\" >0.862583</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row0_col6\" class=\"data row0 col6\" >-0.0282556</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row0_col7\" class=\"data row0 col7\" >0.732548</td>\n",
+              "            </tr>\n",
+              "            <tr>\n",
+              "                        <th id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01level0_row1\" class=\"row_heading level0 row1\" >PAULSON & CO.INC. </th>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row1_col0\" class=\"data row1 col0\" >0.791802</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row1_col1\" class=\"data row1 col1\" >1</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row1_col2\" class=\"data row1 col2\" >0.484869</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row1_col3\" class=\"data row1 col3\" >0.65039</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row1_col4\" class=\"data row1 col4\" >0.360727</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row1_col5\" class=\"data row1 col5\" >0.783865</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row1_col6\" class=\"data row1 col6\" >-0.0598624</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row1_col7\" class=\"data row1 col7\" >0.643828</td>\n",
+              "            </tr>\n",
+              "            <tr>\n",
+              "                        <th id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01level0_row2\" class=\"row_heading level0 row2\" >TIGER GLOBAL MANAGEMENT LLC</th>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row2_col0\" class=\"data row2 col0\" >0.477844</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row2_col1\" class=\"data row2 col1\" >0.484869</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row2_col2\" class=\"data row2 col2\" >1</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row2_col3\" class=\"data row2 col3\" >0.324306</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row2_col4\" class=\"data row2 col4\" >0.113671</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row2_col5\" class=\"data row2 col5\" >0.408402</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row2_col6\" class=\"data row2 col6\" >0.00588055</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row2_col7\" class=\"data row2 col7\" >0.390961</td>\n",
+              "            </tr>\n",
+              "            <tr>\n",
+              "                        <th id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01level0_row3\" class=\"row_heading level0 row3\" >BERKSHIRE HATHAWAY INC</th>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row3_col0\" class=\"data row3 col0\" >0.816197</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row3_col1\" class=\"data row3 col1\" >0.65039</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row3_col2\" class=\"data row3 col2\" >0.324306</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row3_col3\" class=\"data row3 col3\" >1</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row3_col4\" class=\"data row3 col4\" >0.325985</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row3_col5\" class=\"data row3 col5\" >0.782054</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row3_col6\" class=\"data row3 col6\" >-0.0388319</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row3_col7\" class=\"data row3 col7\" >0.800558</td>\n",
+              "            </tr>\n",
+              "            <tr>\n",
+              "                        <th id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01level0_row4\" class=\"row_heading level0 row4\" >Algo 1</th>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row4_col0\" class=\"data row4 col0\" >0.336909</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row4_col1\" class=\"data row4 col1\" >0.360727</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row4_col2\" class=\"data row4 col2\" >0.113671</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row4_col3\" class=\"data row4 col3\" >0.325985</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row4_col4\" class=\"data row4 col4\" >1</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row4_col5\" class=\"data row4 col5\" >0.364457</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row4_col6\" class=\"data row4 col6\" >-0.054478</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row4_col7\" class=\"data row4 col7\" >0.260331</td>\n",
+              "            </tr>\n",
+              "            <tr>\n",
+              "                        <th id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01level0_row5\" class=\"row_heading level0 row5\" >Algo 2</th>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row5_col0\" class=\"data row5 col0\" >0.862583</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row5_col1\" class=\"data row5 col1\" >0.783865</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row5_col2\" class=\"data row5 col2\" >0.408402</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row5_col3\" class=\"data row5 col3\" >0.782054</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row5_col4\" class=\"data row5 col4\" >0.364457</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row5_col5\" class=\"data row5 col5\" >1</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row5_col6\" class=\"data row5 col6\" >-0.0425404</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row5_col7\" class=\"data row5 col7\" >0.73902</td>\n",
+              "            </tr>\n",
+              "            <tr>\n",
+              "                        <th id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01level0_row6\" class=\"row_heading level0 row6\" >S&P 500</th>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row6_col0\" class=\"data row6 col0\" >-0.0282556</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row6_col1\" class=\"data row6 col1\" >-0.0598624</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row6_col2\" class=\"data row6 col2\" >0.00588055</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row6_col3\" class=\"data row6 col3\" >-0.0388319</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row6_col4\" class=\"data row6 col4\" >-0.054478</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row6_col5\" class=\"data row6 col5\" >-0.0425404</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row6_col6\" class=\"data row6 col6\" >1</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row6_col7\" class=\"data row6 col7\" >0.00560346</td>\n",
+              "            </tr>\n",
+              "            <tr>\n",
+              "                        <th id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01level0_row7\" class=\"row_heading level0 row7\" >Custom</th>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col0\" class=\"data row7 col0\" >0.732548</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col1\" class=\"data row7 col1\" >0.643828</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col2\" class=\"data row7 col2\" >0.390961</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col3\" class=\"data row7 col3\" >0.800558</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col4\" class=\"data row7 col4\" >0.260331</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col5\" class=\"data row7 col5\" >0.73902</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col6\" class=\"data row7 col6\" >0.00560346</td>\n",
+              "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col7\" class=\"data row7 col7\" >1</td>\n",
+              "            </tr>\n",
+              "    </tbody></table>"
+            ],
+            "text/plain": [
+              "<pandas.io.formats.style.Styler at 0x11dedb898>"
+            ]
+          },
+          "metadata": {}
+        }
+      ],
+      "execution_count": 46,
+      "metadata": {}
+    },
+    {
+      "cell_type": "code",
+      "source": [],
+      "outputs": [],
+      "execution_count": null,
+      "metadata": {}
+    }
+  ],
+  "metadata": {
+    "pygments_lexer": "ipython3",
+    "name": "python",
+    "mimetype": "text/x-python",
+    "npconvert_exporter": "python",
+    "kernel_info": {
+      "name": "dev"
+    },
+    "language_info": {
+      "name": "python",
+      "version": "3.6.8",
+      "mimetype": "text/x-python",
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "pygments_lexer": "ipython3",
+      "nbconvert_exporter": "python",
+      "file_extension": ".py"
+    },
+    "version": 3,
+    "kernelspec": {
+      "name": "dev",
+      "language": "python",
+      "display_name": "dev"
+    },
+    "file_extension": ".py",
+    "nteract": {
+      "version": "0.12.3"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 2
+}
\ No newline at end of file
diff --git a/whale_analysis.ipynb b/whale_analysis.ipynb
new file mode 100644
index 0000000..9827e5b
--- /dev/null
+++ b/whale_analysis.ipynb
@@ -0,0 +1,3244 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    " #  A Whale off the Port(folio)\n",
+    "\n",
+    " In this assignment, you'll get to use what you've learned this week to evaluate the performance among various algorithmic, hedge, and mutual fund portfolios and compare them against the S&P 500."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import datetime as dt\n",
+    "from pathlib import Path\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Data Cleaning\n",
+    "\n",
+    "In this section, you will need to read the CSV files into DataFrames and perform any necessary data cleaning steps. After cleaning, combine all DataFrames into a single DataFrame.\n",
+    "\n",
+    "Files:\n",
+    "1. whale_returns.csv\n",
+    "2. algo_returns.csv\n",
+    "3. sp500_history.csv"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Whale Returns\n",
+    "\n",
+    "Read the Whale Portfolio daily returns and clean the data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>SOROS FUND MANAGEMENT LLC</th>\n",
+       "      <th>PAULSON &amp; CO.INC.</th>\n",
+       "      <th>TIGER GLOBAL MANAGEMENT LLC</th>\n",
+       "      <th>BERKSHIRE HATHAWAY INC</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2015-03-02</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-03-03</th>\n",
+       "      <td>-0.001266</td>\n",
+       "      <td>-0.004981</td>\n",
+       "      <td>-0.000496</td>\n",
+       "      <td>-0.006569</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-03-04</th>\n",
+       "      <td>0.002230</td>\n",
+       "      <td>0.003241</td>\n",
+       "      <td>-0.002534</td>\n",
+       "      <td>0.004213</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-03-05</th>\n",
+       "      <td>0.004016</td>\n",
+       "      <td>0.004076</td>\n",
+       "      <td>0.002355</td>\n",
+       "      <td>0.006726</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-03-06</th>\n",
+       "      <td>-0.007905</td>\n",
+       "      <td>-0.003574</td>\n",
+       "      <td>-0.008481</td>\n",
+       "      <td>-0.013098</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            SOROS FUND MANAGEMENT LLC  PAULSON & CO.INC.   \\\n",
+       "Date                                                        \n",
+       "2015-03-02                        NaN                 NaN   \n",
+       "2015-03-03                  -0.001266           -0.004981   \n",
+       "2015-03-04                   0.002230            0.003241   \n",
+       "2015-03-05                   0.004016            0.004076   \n",
+       "2015-03-06                  -0.007905           -0.003574   \n",
+       "\n",
+       "            TIGER GLOBAL MANAGEMENT LLC  BERKSHIRE HATHAWAY INC  \n",
+       "Date                                                             \n",
+       "2015-03-02                          NaN                     NaN  \n",
+       "2015-03-03                    -0.000496               -0.006569  \n",
+       "2015-03-04                    -0.002534                0.004213  \n",
+       "2015-03-05                     0.002355                0.006726  \n",
+       "2015-03-06                    -0.008481               -0.013098  "
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Reading whale returns\n",
+    "whale_returns_csv = Path(\"Resources/whale_returns.csv\")\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SOROS FUND MANAGEMENT LLC      1\n",
+       "PAULSON & CO.INC.              1\n",
+       "TIGER GLOBAL MANAGEMENT LLC    1\n",
+       "BERKSHIRE HATHAWAY INC         1\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Count nulls\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SOROS FUND MANAGEMENT LLC      0\n",
+       "PAULSON & CO.INC.              0\n",
+       "TIGER GLOBAL MANAGEMENT LLC    0\n",
+       "BERKSHIRE HATHAWAY INC         0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Drop nulls\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Algorithmic Daily Returns\n",
+    "\n",
+    "Read the algorithmic daily returns and clean the data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Algo 1</th>\n",
+       "      <th>Algo 2</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2014-05-28</th>\n",
+       "      <td>0.001745</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-29</th>\n",
+       "      <td>0.003978</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-30</th>\n",
+       "      <td>0.004464</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-06-02</th>\n",
+       "      <td>0.005692</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-06-03</th>\n",
+       "      <td>0.005292</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              Algo 1  Algo 2\n",
+       "Date                        \n",
+       "2014-05-28  0.001745     NaN\n",
+       "2014-05-29  0.003978     NaN\n",
+       "2014-05-30  0.004464     NaN\n",
+       "2014-06-02  0.005692     NaN\n",
+       "2014-06-03  0.005292     NaN"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Reading algorithmic returns\n",
+    "algo_returns_csv = Path(\"Resources/algo_returns.csv\")\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Algo 1    0\n",
+       "Algo 2    6\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Count nulls\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Algo 1    0\n",
+       "Algo 2    0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Drop nulls\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## S&P 500 Returns\n",
+    "\n",
+    "Read the S&P500 Historic Closing Prices and create a new daily returns DataFrame from the data. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Close</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2019-04-23</th>\n",
+       "      <td>$2933.68</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-04-22</th>\n",
+       "      <td>$2907.97</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-04-18</th>\n",
+       "      <td>$2905.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-04-17</th>\n",
+       "      <td>$2900.45</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-04-16</th>\n",
+       "      <td>$2907.06</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               Close\n",
+       "Date                \n",
+       "2019-04-23  $2933.68\n",
+       "2019-04-22  $2907.97\n",
+       "2019-04-18  $2905.03\n",
+       "2019-04-17  $2900.45\n",
+       "2019-04-16  $2907.06"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Reading S&P 500 Closing Prices\n",
+    "sp500_history_csv = Path(\"Resources/sp500_history.csv\")\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Close    object\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Check Data Types\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Close    float64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Fix Data Types\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Close</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2019-04-23</th>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-04-22</th>\n",
+       "      <td>-0.008764</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-04-18</th>\n",
+       "      <td>-0.001011</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-04-17</th>\n",
+       "      <td>-0.001577</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-04-16</th>\n",
+       "      <td>0.002279</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               Close\n",
+       "Date                \n",
+       "2019-04-23       NaN\n",
+       "2019-04-22 -0.008764\n",
+       "2019-04-18 -0.001011\n",
+       "2019-04-17 -0.001577\n",
+       "2019-04-16  0.002279"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Calculate Daily Returns\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Close</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2019-04-22</th>\n",
+       "      <td>-0.008764</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-04-18</th>\n",
+       "      <td>-0.001011</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-04-17</th>\n",
+       "      <td>-0.001577</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-04-16</th>\n",
+       "      <td>0.002279</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-04-15</th>\n",
+       "      <td>-0.000509</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               Close\n",
+       "Date                \n",
+       "2019-04-22 -0.008764\n",
+       "2019-04-18 -0.001011\n",
+       "2019-04-17 -0.001577\n",
+       "2019-04-16  0.002279\n",
+       "2019-04-15 -0.000509"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Drop nulls\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>S&amp;P 500</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2019-04-22</th>\n",
+       "      <td>-0.008764</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-04-18</th>\n",
+       "      <td>-0.001011</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-04-17</th>\n",
+       "      <td>-0.001577</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-04-16</th>\n",
+       "      <td>0.002279</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-04-15</th>\n",
+       "      <td>-0.000509</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             S&P 500\n",
+       "Date                \n",
+       "2019-04-22 -0.008764\n",
+       "2019-04-18 -0.001011\n",
+       "2019-04-17 -0.001577\n",
+       "2019-04-16  0.002279\n",
+       "2019-04-15 -0.000509"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Rename Column\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Combine Whale, Algorithmic, and S&P 500 Returns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>SOROS FUND MANAGEMENT LLC</th>\n",
+       "      <th>PAULSON &amp; CO.INC.</th>\n",
+       "      <th>TIGER GLOBAL MANAGEMENT LLC</th>\n",
+       "      <th>BERKSHIRE HATHAWAY INC</th>\n",
+       "      <th>Algo 1</th>\n",
+       "      <th>Algo 2</th>\n",
+       "      <th>S&amp;P 500</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2015-03-03</th>\n",
+       "      <td>-0.001266</td>\n",
+       "      <td>-0.004981</td>\n",
+       "      <td>-0.000496</td>\n",
+       "      <td>-0.006569</td>\n",
+       "      <td>-0.001942</td>\n",
+       "      <td>-0.000949</td>\n",
+       "      <td>0.004408</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-03-04</th>\n",
+       "      <td>0.002230</td>\n",
+       "      <td>0.003241</td>\n",
+       "      <td>-0.002534</td>\n",
+       "      <td>0.004213</td>\n",
+       "      <td>-0.008589</td>\n",
+       "      <td>0.002416</td>\n",
+       "      <td>-0.001195</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-03-05</th>\n",
+       "      <td>0.004016</td>\n",
+       "      <td>0.004076</td>\n",
+       "      <td>0.002355</td>\n",
+       "      <td>0.006726</td>\n",
+       "      <td>-0.000955</td>\n",
+       "      <td>0.004323</td>\n",
+       "      <td>0.014378</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-03-06</th>\n",
+       "      <td>-0.007905</td>\n",
+       "      <td>-0.003574</td>\n",
+       "      <td>-0.008481</td>\n",
+       "      <td>-0.013098</td>\n",
+       "      <td>-0.004957</td>\n",
+       "      <td>-0.011460</td>\n",
+       "      <td>-0.003929</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-03-09</th>\n",
+       "      <td>0.000582</td>\n",
+       "      <td>0.004225</td>\n",
+       "      <td>0.005843</td>\n",
+       "      <td>-0.001652</td>\n",
+       "      <td>-0.005447</td>\n",
+       "      <td>0.001303</td>\n",
+       "      <td>0.017254</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            SOROS FUND MANAGEMENT LLC  PAULSON & CO.INC.   \\\n",
+       "Date                                                        \n",
+       "2015-03-03                  -0.001266           -0.004981   \n",
+       "2015-03-04                   0.002230            0.003241   \n",
+       "2015-03-05                   0.004016            0.004076   \n",
+       "2015-03-06                  -0.007905           -0.003574   \n",
+       "2015-03-09                   0.000582            0.004225   \n",
+       "\n",
+       "            TIGER GLOBAL MANAGEMENT LLC  BERKSHIRE HATHAWAY INC    Algo 1  \\\n",
+       "Date                                                                        \n",
+       "2015-03-03                    -0.000496               -0.006569 -0.001942   \n",
+       "2015-03-04                    -0.002534                0.004213 -0.008589   \n",
+       "2015-03-05                     0.002355                0.006726 -0.000955   \n",
+       "2015-03-06                    -0.008481               -0.013098 -0.004957   \n",
+       "2015-03-09                     0.005843               -0.001652 -0.005447   \n",
+       "\n",
+       "              Algo 2   S&P 500  \n",
+       "Date                            \n",
+       "2015-03-03 -0.000949  0.004408  \n",
+       "2015-03-04  0.002416 -0.001195  \n",
+       "2015-03-05  0.004323  0.014378  \n",
+       "2015-03-06 -0.011460 -0.003929  \n",
+       "2015-03-09  0.001303  0.017254  "
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Concatenate all DataFrames into a single DataFrame\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Portfolio Analysis\n",
+    "\n",
+    "In this section, you will calculate and visualize performance and risk metrics for the portfolios."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Performance\n",
+    "\n",
+    "Calculate and Plot the daily returns and cumulative returns. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x11cc9ad30>"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plot daily returns\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x10d6b2048>"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plot cumulative returns\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Performance by Month and Year\n",
+    "\n",
+    "Analyze the performance by Month and Year:\n",
+    "\n",
+    "1. Calculate the Annual Returns\n",
+    "2. Sort the 2017 portfolio returns in descending order to determine the best portfolios for 2017\n",
+    "3. Calculate the Monthly Returns\n",
+    "4. Sort in descending order, the porfolio returns for December 2018"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>SOROS FUND MANAGEMENT LLC</th>\n",
+       "      <th>PAULSON &amp; CO.INC.</th>\n",
+       "      <th>TIGER GLOBAL MANAGEMENT LLC</th>\n",
+       "      <th>BERKSHIRE HATHAWAY INC</th>\n",
+       "      <th>Algo 1</th>\n",
+       "      <th>Algo 2</th>\n",
+       "      <th>S&amp;P 500</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Year</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2015</th>\n",
+       "      <td>-0.001755</td>\n",
+       "      <td>-0.018798</td>\n",
+       "      <td>0.028154</td>\n",
+       "      <td>0.041279</td>\n",
+       "      <td>0.235785</td>\n",
+       "      <td>-0.064872</td>\n",
+       "      <td>0.042665</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016</th>\n",
+       "      <td>0.006357</td>\n",
+       "      <td>-0.113786</td>\n",
+       "      <td>0.285932</td>\n",
+       "      <td>-0.074570</td>\n",
+       "      <td>0.169710</td>\n",
+       "      <td>0.130114</td>\n",
+       "      <td>-0.106793</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017</th>\n",
+       "      <td>0.139174</td>\n",
+       "      <td>-0.083763</td>\n",
+       "      <td>-0.004449</td>\n",
+       "      <td>0.479395</td>\n",
+       "      <td>-0.010532</td>\n",
+       "      <td>0.151736</td>\n",
+       "      <td>-0.157674</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2018</th>\n",
+       "      <td>-0.155639</td>\n",
+       "      <td>-0.124487</td>\n",
+       "      <td>-0.314504</td>\n",
+       "      <td>-0.154322</td>\n",
+       "      <td>0.164383</td>\n",
+       "      <td>-0.155967</td>\n",
+       "      <td>0.080887</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019</th>\n",
+       "      <td>0.184567</td>\n",
+       "      <td>0.076191</td>\n",
+       "      <td>-0.052145</td>\n",
+       "      <td>0.288971</td>\n",
+       "      <td>0.093575</td>\n",
+       "      <td>0.189086</td>\n",
+       "      <td>-0.165591</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      SOROS FUND MANAGEMENT LLC  PAULSON & CO.INC.   \\\n",
+       "Year                                                  \n",
+       "2015                  -0.001755           -0.018798   \n",
+       "2016                   0.006357           -0.113786   \n",
+       "2017                   0.139174           -0.083763   \n",
+       "2018                  -0.155639           -0.124487   \n",
+       "2019                   0.184567            0.076191   \n",
+       "\n",
+       "      TIGER GLOBAL MANAGEMENT LLC  BERKSHIRE HATHAWAY INC    Algo 1    Algo 2  \\\n",
+       "Year                                                                            \n",
+       "2015                     0.028154                0.041279  0.235785 -0.064872   \n",
+       "2016                     0.285932               -0.074570  0.169710  0.130114   \n",
+       "2017                    -0.004449                0.479395 -0.010532  0.151736   \n",
+       "2018                    -0.314504               -0.154322  0.164383 -0.155967   \n",
+       "2019                    -0.052145                0.288971  0.093575  0.189086   \n",
+       "\n",
+       "       S&P 500  \n",
+       "Year            \n",
+       "2015  0.042665  \n",
+       "2016 -0.106793  \n",
+       "2017 -0.157674  \n",
+       "2018  0.080887  \n",
+       "2019 -0.165591  "
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Returns by Year\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "BERKSHIRE HATHAWAY INC         0.479395\n",
+       "Algo 2                         0.151736\n",
+       "SOROS FUND MANAGEMENT LLC      0.139174\n",
+       "TIGER GLOBAL MANAGEMENT LLC   -0.004449\n",
+       "Algo 1                        -0.010532\n",
+       "PAULSON & CO.INC.             -0.083763\n",
+       "S&P 500                       -0.157674\n",
+       "Name: 2017, dtype: float64"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Top Portfolio returns for 2017\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>SOROS FUND MANAGEMENT LLC</th>\n",
+       "      <th>PAULSON &amp; CO.INC.</th>\n",
+       "      <th>TIGER GLOBAL MANAGEMENT LLC</th>\n",
+       "      <th>BERKSHIRE HATHAWAY INC</th>\n",
+       "      <th>Algo 1</th>\n",
+       "      <th>Algo 2</th>\n",
+       "      <th>S&amp;P 500</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Year</th>\n",
+       "      <th>Month</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">2015</th>\n",
+       "      <th>3</th>\n",
+       "      <td>0.018496</td>\n",
+       "      <td>0.016368</td>\n",
+       "      <td>0.009920</td>\n",
+       "      <td>0.008938</td>\n",
+       "      <td>0.014758</td>\n",
+       "      <td>-0.000012</td>\n",
+       "      <td>0.018857</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.002327</td>\n",
+       "      <td>0.016717</td>\n",
+       "      <td>0.012399</td>\n",
+       "      <td>0.015854</td>\n",
+       "      <td>-0.004224</td>\n",
+       "      <td>0.006595</td>\n",
+       "      <td>-0.019604</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.002031</td>\n",
+       "      <td>0.017202</td>\n",
+       "      <td>-0.007884</td>\n",
+       "      <td>-0.008566</td>\n",
+       "      <td>0.004221</td>\n",
+       "      <td>-0.002336</td>\n",
+       "      <td>0.001307</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>-0.022387</td>\n",
+       "      <td>-0.011315</td>\n",
+       "      <td>-0.023955</td>\n",
+       "      <td>-0.023044</td>\n",
+       "      <td>0.003256</td>\n",
+       "      <td>-0.010888</td>\n",
+       "      <td>0.015490</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>-0.013433</td>\n",
+       "      <td>-0.020351</td>\n",
+       "      <td>0.014274</td>\n",
+       "      <td>-0.020391</td>\n",
+       "      <td>-0.044059</td>\n",
+       "      <td>-0.019254</td>\n",
+       "      <td>-0.010133</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            SOROS FUND MANAGEMENT LLC  PAULSON & CO.INC.   \\\n",
+       "Year Month                                                  \n",
+       "2015 3                       0.018496            0.016368   \n",
+       "     4                       0.002327            0.016717   \n",
+       "     5                       0.002031            0.017202   \n",
+       "     6                      -0.022387           -0.011315   \n",
+       "     7                      -0.013433           -0.020351   \n",
+       "\n",
+       "            TIGER GLOBAL MANAGEMENT LLC  BERKSHIRE HATHAWAY INC    Algo 1  \\\n",
+       "Year Month                                                                  \n",
+       "2015 3                         0.009920                0.008938  0.014758   \n",
+       "     4                         0.012399                0.015854 -0.004224   \n",
+       "     5                        -0.007884               -0.008566  0.004221   \n",
+       "     6                        -0.023955               -0.023044  0.003256   \n",
+       "     7                         0.014274               -0.020391 -0.044059   \n",
+       "\n",
+       "              Algo 2   S&P 500  \n",
+       "Year Month                      \n",
+       "2015 3     -0.000012  0.018857  \n",
+       "     4      0.006595 -0.019604  \n",
+       "     5     -0.002336  0.001307  \n",
+       "     6     -0.010888  0.015490  \n",
+       "     7     -0.019254 -0.010133  "
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Returns by Month\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "S&P 500                        0.075708\n",
+       "Algo 1                        -0.059361\n",
+       "PAULSON & CO.INC.             -0.091802\n",
+       "SOROS FUND MANAGEMENT LLC     -0.097825\n",
+       "BERKSHIRE HATHAWAY INC        -0.110173\n",
+       "Algo 2                        -0.127480\n",
+       "TIGER GLOBAL MANAGEMENT LLC   -0.148269\n",
+       "Name: (2018, 12), dtype: float64"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Top Portfolio Returns for December 2018\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Risk\n",
+    "\n",
+    "Determine the _risk_ of each portfolio:\n",
+    "\n",
+    "1. Create a box plot for each portfolio. \n",
+    "2. Calculate the standard deviation for all portfolios\n",
+    "4. Determine which portfolios are riskier than the S&P 500\n",
+    "5. Calculate the Annualized Standard Deviation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x11d035f98>"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Box plot to visually show risk\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SOROS FUND MANAGEMENT LLC      0.007896\n",
+       "PAULSON & CO.INC.              0.007026\n",
+       "TIGER GLOBAL MANAGEMENT LLC    0.010897\n",
+       "BERKSHIRE HATHAWAY INC         0.012919\n",
+       "Algo 1                         0.007623\n",
+       "Algo 2                         0.008341\n",
+       "S&P 500                        0.008587\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Daily Standard Deviations\n",
+    "# Calculate the standard deviation for each portfolio. Which portfolios are riskier than the S&P 500?\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SOROS FUND MANAGEMENT LLC      False\n",
+       "PAULSON & CO.INC.              False\n",
+       "TIGER GLOBAL MANAGEMENT LLC     True\n",
+       "BERKSHIRE HATHAWAY INC          True\n",
+       "Algo 1                         False\n",
+       "Algo 2                         False\n",
+       "S&P 500                        False\n",
+       "dtype: bool"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Determine which portfolios are riskier than the S&P 500\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SOROS FUND MANAGEMENT LLC      0.125348\n",
+       "PAULSON & CO.INC.              0.111527\n",
+       "TIGER GLOBAL MANAGEMENT LLC    0.172989\n",
+       "BERKSHIRE HATHAWAY INC         0.205079\n",
+       "Algo 1                         0.121006\n",
+       "Algo 2                         0.132413\n",
+       "S&P 500                        0.136313\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Calculate the annualized standard deviation (252 trading days)\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Rolling Statistics\n",
+    "\n",
+    "Risk changes over time. Analyze the rolling statistics for Risk and Beta. \n",
+    "\n",
+    "1. Calculate and plot the rolling standard deviation for the S&PP 500 using a 21 day window\n",
+    "2. Calcualte the correlation between each stock to determine which portfolios may mimick the S&P 500\n",
+    "2. Calculate and plot a 60 day Beta for Berkshire Hathaway Inc compared to the S&&P 500"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x11df03470>"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Calculate and plot the rolling standard deviation for the S&PP 500 using a 21 day window\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "            background-color:  #b2d866;\n",
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+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row0_col2 {\n",
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+       "            background-color:  #b3d966;\n",
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+       "            color:  #000000;\n",
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+       "            background-color:  #8dc666;\n",
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+       "            background-color:  #4aa466;\n",
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+       "            background-color:  #add666;\n",
+       "            color:  #000000;\n",
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+       "            background-color:  #0b8566;\n",
+       "            color:  #000000;\n",
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+       "            background-color:  #8fc766;\n",
+       "            color:  #000000;\n",
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+       "            background-color:  #6db666;\n",
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+       "            background-color:  #ffff66;\n",
+       "            color:  #000000;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col3 {\n",
+       "            background-color:  #6eb666;\n",
+       "            color:  #000000;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col4 {\n",
+       "            background-color:  #319866;\n",
+       "            color:  #000000;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col5 {\n",
+       "            background-color:  #82c066;\n",
+       "            color:  #000000;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col6 {\n",
+       "            background-color:  #088466;\n",
+       "            color:  #f1f1f1;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row3_col0 {\n",
+       "            background-color:  #c1e066;\n",
+       "            color:  #000000;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row3_col1 {\n",
+       "            background-color:  #8ac466;\n",
+       "            color:  #000000;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row3_col2 {\n",
+       "            background-color:  #6cb666;\n",
+       "            color:  #000000;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row3_col3 {\n",
+       "            background-color:  #ffff66;\n",
+       "            color:  #000000;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row3_col4 {\n",
+       "            background-color:  #50a866;\n",
+       "            color:  #000000;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row3_col5 {\n",
+       "            background-color:  #b0d866;\n",
+       "            color:  #000000;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row3_col6 {\n",
+       "            background-color:  #048266;\n",
+       "            color:  #f1f1f1;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row4_col0 {\n",
+       "            background-color:  #52a866;\n",
+       "            color:  #000000;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row4_col1 {\n",
+       "            background-color:  #42a066;\n",
+       "            color:  #000000;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row4_col2 {\n",
+       "            background-color:  #2a9466;\n",
+       "            color:  #000000;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row4_col3 {\n",
+       "            background-color:  #4da666;\n",
+       "            color:  #000000;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row4_col4 {\n",
+       "            background-color:  #ffff66;\n",
+       "            color:  #000000;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row4_col5 {\n",
+       "            background-color:  #4aa466;\n",
+       "            color:  #000000;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row4_col6 {\n",
+       "            background-color:  #008066;\n",
+       "            color:  #f1f1f1;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row5_col0 {\n",
+       "            background-color:  #d3e966;\n",
+       "            color:  #000000;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row5_col1 {\n",
+       "            background-color:  #acd666;\n",
+       "            color:  #000000;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row5_col2 {\n",
+       "            background-color:  #82c066;\n",
+       "            color:  #000000;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row5_col3 {\n",
+       "            background-color:  #b1d866;\n",
+       "            color:  #000000;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row5_col4 {\n",
+       "            background-color:  #4fa766;\n",
+       "            color:  #000000;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row5_col5 {\n",
+       "            background-color:  #ffff66;\n",
+       "            color:  #000000;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row5_col6 {\n",
+       "            background-color:  #078366;\n",
+       "            color:  #f1f1f1;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col0 {\n",
+       "            background-color:  #008066;\n",
+       "            color:  #f1f1f1;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col1 {\n",
+       "            background-color:  #008066;\n",
+       "            color:  #f1f1f1;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col2 {\n",
+       "            background-color:  #008066;\n",
+       "            color:  #f1f1f1;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col3 {\n",
+       "            background-color:  #008066;\n",
+       "            color:  #f1f1f1;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col4 {\n",
+       "            background-color:  #008066;\n",
+       "            color:  #f1f1f1;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col5 {\n",
+       "            background-color:  #008066;\n",
+       "            color:  #f1f1f1;\n",
+       "        }    #T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col6 {\n",
+       "            background-color:  #ffff66;\n",
+       "            color:  #000000;\n",
+       "        }</style><table id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >SOROS FUND MANAGEMENT LLC</th>        <th class=\"col_heading level0 col1\" >PAULSON & CO.INC. </th>        <th class=\"col_heading level0 col2\" >TIGER GLOBAL MANAGEMENT LLC</th>        <th class=\"col_heading level0 col3\" >BERKSHIRE HATHAWAY INC</th>        <th class=\"col_heading level0 col4\" >Algo 1</th>        <th class=\"col_heading level0 col5\" >Algo 2</th>        <th class=\"col_heading level0 col6\" >S&P 500</th>    </tr></thead><tbody>\n",
+       "                <tr>\n",
+       "                        <th id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01level0_row0\" class=\"row_heading level0 row0\" >SOROS FUND MANAGEMENT LLC</th>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row0_col0\" class=\"data row0 col0\" >1</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row0_col1\" class=\"data row0 col1\" >0.699823</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row0_col2\" class=\"data row0 col2\" >0.56104</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row0_col3\" class=\"data row0 col3\" >0.754157</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row0_col4\" class=\"data row0 col4\" >0.320901</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row0_col5\" class=\"data row0 col5\" >0.82673</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row0_col6\" class=\"data row0 col6\" >0.000573675</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01level0_row1\" class=\"row_heading level0 row1\" >PAULSON & CO.INC. </th>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row1_col0\" class=\"data row1 col0\" >0.699823</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row1_col1\" class=\"data row1 col1\" >1</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row1_col2\" class=\"data row1 col2\" >0.434308</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row1_col3\" class=\"data row1 col3\" >0.545451</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row1_col4\" class=\"data row1 col4\" >0.268631</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row1_col5\" class=\"data row1 col5\" >0.678085</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row1_col6\" class=\"data row1 col6\" >0.0135489</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01level0_row2\" class=\"row_heading level0 row2\" >TIGER GLOBAL MANAGEMENT LLC</th>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col0\" class=\"data row2 col0\" >0.56104</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col1\" class=\"data row2 col1\" >0.434308</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col2\" class=\"data row2 col2\" >1</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col3\" class=\"data row2 col3\" >0.424125</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col4\" class=\"data row2 col4\" >0.164114</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col5\" class=\"data row2 col5\" >0.50716</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row2_col6\" class=\"data row2 col6\" >-0.00150481</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01level0_row3\" class=\"row_heading level0 row3\" >BERKSHIRE HATHAWAY INC</th>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row3_col0\" class=\"data row3 col0\" >0.754157</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row3_col1\" class=\"data row3 col1\" >0.545451</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row3_col2\" class=\"data row3 col2\" >0.424125</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row3_col3\" class=\"data row3 col3\" >1</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row3_col4\" class=\"data row3 col4\" >0.291678</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row3_col5\" class=\"data row3 col5\" >0.687756</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row3_col6\" class=\"data row3 col6\" >-0.0138563</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01level0_row4\" class=\"row_heading level0 row4\" >Algo 1</th>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row4_col0\" class=\"data row4 col0\" >0.320901</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row4_col1\" class=\"data row4 col1\" >0.268631</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row4_col2\" class=\"data row4 col2\" >0.164114</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row4_col3\" class=\"data row4 col3\" >0.291678</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row4_col4\" class=\"data row4 col4\" >1</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row4_col5\" class=\"data row4 col5\" >0.287852</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row4_col6\" class=\"data row4 col6\" >-0.0339628</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01level0_row5\" class=\"row_heading level0 row5\" >Algo 2</th>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row5_col0\" class=\"data row5 col0\" >0.82673</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row5_col1\" class=\"data row5 col1\" >0.678085</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row5_col2\" class=\"data row5 col2\" >0.50716</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row5_col3\" class=\"data row5 col3\" >0.687756</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row5_col4\" class=\"data row5 col4\" >0.287852</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row5_col5\" class=\"data row5 col5\" >1</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row5_col6\" class=\"data row5 col6\" >-0.00219195</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01level0_row6\" class=\"row_heading level0 row6\" >S&P 500</th>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col0\" class=\"data row6 col0\" >0.000573675</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col1\" class=\"data row6 col1\" >0.0135489</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col2\" class=\"data row6 col2\" >-0.00150481</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col3\" class=\"data row6 col3\" >-0.0138563</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col4\" class=\"data row6 col4\" >-0.0339628</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col5\" class=\"data row6 col5\" >-0.00219195</td>\n",
+       "                        <td id=\"T_f9f8309e_7416_11e9_b3df_685b35983e01row6_col6\" class=\"data row6 col6\" >1</td>\n",
+       "            </tr>\n",
+       "    </tbody></table>"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x11e249748>"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Correlation\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x11e7e6da0>"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Calculate Beta for a single portfolio compared to the total market (S&P 500)\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Challenge: Exponentially Weighted Average \n",
+    "\n",
+    "An alternative way to calculate a rollwing window is to take the exponentially weighted moving average. This is like a moving window average, but it assigns greater importance to more recent observations. Try calculating the `ewm` with a 21 day half-life."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x11e8560f0>"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# (OPTIONAL) YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Sharpe Ratios\n",
+    "In reality, investment managers and thier institutional investors look at the ratio of return-to-risk, and not just returns alone. (After all, if you could invest in one of two portfolios, each offered the same 10% return, yet one offered lower risk, you'd take that one, right?)\n",
+    "\n",
+    "Calculate and plot the annualized Sharpe ratios for all portfolios to determine which portfolio has the best performance"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SOROS FUND MANAGEMENT LLC      0.342894\n",
+       "PAULSON & CO.INC.             -0.491422\n",
+       "TIGER GLOBAL MANAGEMENT LLC   -0.130186\n",
+       "BERKSHIRE HATHAWAY INC         0.606743\n",
+       "Algo 1                         1.369589\n",
+       "Algo 2                         0.484334\n",
+       "S&P 500                       -0.518582\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Annualzied Sharpe Ratios\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    " plot() these sharpe ratios using a barplot.\n",
+    " On the basis of this performance metric, do our algo strategies outperform both 'the market' and the whales?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x11eba5320>"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Visualize the sharpe ratios as a bar plot\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Portfolio Returns\n",
+    "\n",
+    "In this section, you will build your own portfolio of stocks, calculate the returns, and compare the results to the Whale Portfolios and the S&P 500. \n",
+    "\n",
+    "1. Choose 3-5 custom stocks with at last 1 year's worth of historic prices and create a DataFrame of the closing prices and dates for each stock.\n",
+    "2. Calculate the weighted returns for the portfolio assuming an equal number of shares for each stock\n",
+    "3. Join your portfolio returns to the DataFrame that contains all of the portfolio returns\n",
+    "4. Re-run the performance and risk analysis with your portfolio to see how it compares to the others\n",
+    "5. Include correlation analysis to determine which stocks (if any) are correlated"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Choose 3-5 custom stocks with at last 1 year's worth of historic prices and create a DataFrame of the closing prices and dates for each stock."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Symbol</th>\n",
+       "      <th>NOCP</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Trade DATE</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2019-05-09</th>\n",
+       "      <td>GOOG</td>\n",
+       "      <td>1162.38</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-05-08</th>\n",
+       "      <td>GOOG</td>\n",
+       "      <td>1166.27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-05-07</th>\n",
+       "      <td>GOOG</td>\n",
+       "      <td>1174.10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-05-06</th>\n",
+       "      <td>GOOG</td>\n",
+       "      <td>1189.39</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-05-03</th>\n",
+       "      <td>GOOG</td>\n",
+       "      <td>1185.40</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           Symbol     NOCP\n",
+       "Trade DATE                \n",
+       "2019-05-09   GOOG  1162.38\n",
+       "2019-05-08   GOOG  1166.27\n",
+       "2019-05-07   GOOG  1174.10\n",
+       "2019-05-06   GOOG  1189.39\n",
+       "2019-05-03   GOOG  1185.40"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Read the first stock\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Symbol</th>\n",
+       "      <th>NOCP</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Trade DATE</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2019-05-09</th>\n",
+       "      <td>AAPL</td>\n",
+       "      <td>200.72</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-05-08</th>\n",
+       "      <td>AAPL</td>\n",
+       "      <td>202.90</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-05-07</th>\n",
+       "      <td>AAPL</td>\n",
+       "      <td>202.86</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-05-06</th>\n",
+       "      <td>AAPL</td>\n",
+       "      <td>208.48</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-05-03</th>\n",
+       "      <td>AAPL</td>\n",
+       "      <td>211.75</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           Symbol    NOCP\n",
+       "Trade DATE               \n",
+       "2019-05-09   AAPL  200.72\n",
+       "2019-05-08   AAPL  202.90\n",
+       "2019-05-07   AAPL  202.86\n",
+       "2019-05-06   AAPL  208.48\n",
+       "2019-05-03   AAPL  211.75"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Read the second stock\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Symbol</th>\n",
+       "      <th>NOCP</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Trade DATE</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2019-05-09</th>\n",
+       "      <td>COST</td>\n",
+       "      <td>243.47</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-05-08</th>\n",
+       "      <td>COST</td>\n",
+       "      <td>241.34</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-05-07</th>\n",
+       "      <td>COST</td>\n",
+       "      <td>240.18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-05-06</th>\n",
+       "      <td>COST</td>\n",
+       "      <td>244.23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-05-03</th>\n",
+       "      <td>COST</td>\n",
+       "      <td>244.62</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           Symbol    NOCP\n",
+       "Trade DATE               \n",
+       "2019-05-09   COST  243.47\n",
+       "2019-05-08   COST  241.34\n",
+       "2019-05-07   COST  240.18\n",
+       "2019-05-06   COST  244.23\n",
+       "2019-05-03   COST  244.62"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Read the third stock\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Symbol</th>\n",
+       "      <th>NOCP</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Trade DATE</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2019-05-09</th>\n",
+       "      <td>GOOG</td>\n",
+       "      <td>1162.38</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-05-08</th>\n",
+       "      <td>GOOG</td>\n",
+       "      <td>1166.27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-05-07</th>\n",
+       "      <td>GOOG</td>\n",
+       "      <td>1174.10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-05-06</th>\n",
+       "      <td>GOOG</td>\n",
+       "      <td>1189.39</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-05-03</th>\n",
+       "      <td>GOOG</td>\n",
+       "      <td>1185.40</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           Symbol     NOCP\n",
+       "Trade DATE                \n",
+       "2019-05-09   GOOG  1162.38\n",
+       "2019-05-08   GOOG  1166.27\n",
+       "2019-05-07   GOOG  1174.10\n",
+       "2019-05-06   GOOG  1189.39\n",
+       "2019-05-03   GOOG  1185.40"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Concatenate all stocks into a single DataFrame\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Trade DATE</th>\n",
+       "      <th>Symbol</th>\n",
+       "      <th>NOCP</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2019-05-09</td>\n",
+       "      <td>GOOG</td>\n",
+       "      <td>1162.38</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2019-05-08</td>\n",
+       "      <td>GOOG</td>\n",
+       "      <td>1166.27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2019-05-07</td>\n",
+       "      <td>GOOG</td>\n",
+       "      <td>1174.10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2019-05-06</td>\n",
+       "      <td>GOOG</td>\n",
+       "      <td>1189.39</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2019-05-03</td>\n",
+       "      <td>GOOG</td>\n",
+       "      <td>1185.40</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Trade DATE Symbol     NOCP\n",
+       "0 2019-05-09   GOOG  1162.38\n",
+       "1 2019-05-08   GOOG  1166.27\n",
+       "2 2019-05-07   GOOG  1174.10\n",
+       "3 2019-05-06   GOOG  1189.39\n",
+       "4 2019-05-03   GOOG  1185.40"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Reset the index\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>Symbol</th>\n",
+       "      <th>AAPL</th>\n",
+       "      <th>COST</th>\n",
+       "      <th>GOOG</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Trade DATE</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2018-05-11</th>\n",
+       "      <td>188.59</td>\n",
+       "      <td>195.76</td>\n",
+       "      <td>1098.26</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2018-05-14</th>\n",
+       "      <td>188.15</td>\n",
+       "      <td>195.88</td>\n",
+       "      <td>1100.20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2018-05-15</th>\n",
+       "      <td>186.44</td>\n",
+       "      <td>195.48</td>\n",
+       "      <td>1079.23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2018-05-16</th>\n",
+       "      <td>188.18</td>\n",
+       "      <td>198.71</td>\n",
+       "      <td>1081.77</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2018-05-17</th>\n",
+       "      <td>186.99</td>\n",
+       "      <td>199.60</td>\n",
+       "      <td>1078.59</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Symbol        AAPL    COST     GOOG\n",
+       "Trade DATE                         \n",
+       "2018-05-11  188.59  195.76  1098.26\n",
+       "2018-05-14  188.15  195.88  1100.20\n",
+       "2018-05-15  186.44  195.48  1079.23\n",
+       "2018-05-16  188.18  198.71  1081.77\n",
+       "2018-05-17  186.99  199.60  1078.59"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Pivot the Data so that the stock tickers are the columns, the dates are the index, and the \n",
+    "# values are the closing prices\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>Symbol</th>\n",
+       "      <th>AAPL</th>\n",
+       "      <th>COST</th>\n",
+       "      <th>GOOG</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Trade DATE</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2018-05-14</th>\n",
+       "      <td>-0.002333</td>\n",
+       "      <td>0.000613</td>\n",
+       "      <td>0.001766</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2018-05-15</th>\n",
+       "      <td>-0.009088</td>\n",
+       "      <td>-0.002042</td>\n",
+       "      <td>-0.019060</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2018-05-16</th>\n",
+       "      <td>0.009333</td>\n",
+       "      <td>0.016523</td>\n",
+       "      <td>0.002354</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2018-05-17</th>\n",
+       "      <td>-0.006324</td>\n",
+       "      <td>0.004479</td>\n",
+       "      <td>-0.002940</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2018-05-18</th>\n",
+       "      <td>-0.003637</td>\n",
+       "      <td>-0.003206</td>\n",
+       "      <td>-0.011339</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Symbol          AAPL      COST      GOOG\n",
+       "Trade DATE                              \n",
+       "2018-05-14 -0.002333  0.000613  0.001766\n",
+       "2018-05-15 -0.009088 -0.002042 -0.019060\n",
+       "2018-05-16  0.009333  0.016523  0.002354\n",
+       "2018-05-17 -0.006324  0.004479 -0.002940\n",
+       "2018-05-18 -0.003637 -0.003206 -0.011339"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Drop Nulls\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Calculate the weighted returns for the portfolio assuming an equal number of shares for each stock"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Trade DATE\n",
+       "2018-05-14    0.000015\n",
+       "2018-05-15   -0.010064\n",
+       "2018-05-16    0.009403\n",
+       "2018-05-17   -0.001595\n",
+       "2018-05-18   -0.006061\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Calculate weighted portfolio returns\n",
+    "weights = [1/3, 1/3, 1/3]\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Join your portfolio returns to the DataFrame that contains all of the portfolio returns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>SOROS FUND MANAGEMENT LLC</th>\n",
+       "      <th>PAULSON &amp; CO.INC.</th>\n",
+       "      <th>TIGER GLOBAL MANAGEMENT LLC</th>\n",
+       "      <th>BERKSHIRE HATHAWAY INC</th>\n",
+       "      <th>Algo 1</th>\n",
+       "      <th>Algo 2</th>\n",
+       "      <th>S&amp;P 500</th>\n",
+       "      <th>Custom</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2019-04-15</th>\n",
+       "      <td>-0.001422</td>\n",
+       "      <td>-0.001156</td>\n",
+       "      <td>0.000398</td>\n",
+       "      <td>-0.010492</td>\n",
+       "      <td>-0.004331</td>\n",
+       "      <td>-0.004572</td>\n",
+       "      <td>-0.000509</td>\n",
+       "      <td>0.007522</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-04-16</th>\n",
+       "      <td>0.002699</td>\n",
+       "      <td>0.000388</td>\n",
+       "      <td>-0.000831</td>\n",
+       "      <td>0.000837</td>\n",
+       "      <td>-0.006945</td>\n",
+       "      <td>0.002899</td>\n",
+       "      <td>0.002279</td>\n",
+       "      <td>0.000340</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-04-17</th>\n",
+       "      <td>-0.002897</td>\n",
+       "      <td>-0.006467</td>\n",
+       "      <td>-0.004409</td>\n",
+       "      <td>0.003222</td>\n",
+       "      <td>-0.010301</td>\n",
+       "      <td>-0.005228</td>\n",
+       "      <td>-0.001577</td>\n",
+       "      <td>0.009292</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-04-18</th>\n",
+       "      <td>0.001448</td>\n",
+       "      <td>0.001222</td>\n",
+       "      <td>0.000582</td>\n",
+       "      <td>0.001916</td>\n",
+       "      <td>-0.000588</td>\n",
+       "      <td>-0.001229</td>\n",
+       "      <td>-0.001011</td>\n",
+       "      <td>0.001545</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-04-22</th>\n",
+       "      <td>-0.002586</td>\n",
+       "      <td>-0.007333</td>\n",
+       "      <td>-0.003640</td>\n",
+       "      <td>-0.001088</td>\n",
+       "      <td>0.000677</td>\n",
+       "      <td>-0.001936</td>\n",
+       "      <td>-0.008764</td>\n",
+       "      <td>0.001217</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            SOROS FUND MANAGEMENT LLC  PAULSON & CO.INC.   \\\n",
+       "Date                                                        \n",
+       "2019-04-15                  -0.001422           -0.001156   \n",
+       "2019-04-16                   0.002699            0.000388   \n",
+       "2019-04-17                  -0.002897           -0.006467   \n",
+       "2019-04-18                   0.001448            0.001222   \n",
+       "2019-04-22                  -0.002586           -0.007333   \n",
+       "\n",
+       "            TIGER GLOBAL MANAGEMENT LLC  BERKSHIRE HATHAWAY INC    Algo 1  \\\n",
+       "Date                                                                        \n",
+       "2019-04-15                     0.000398               -0.010492 -0.004331   \n",
+       "2019-04-16                    -0.000831                0.000837 -0.006945   \n",
+       "2019-04-17                    -0.004409                0.003222 -0.010301   \n",
+       "2019-04-18                     0.000582                0.001916 -0.000588   \n",
+       "2019-04-22                    -0.003640               -0.001088  0.000677   \n",
+       "\n",
+       "              Algo 2   S&P 500    Custom  \n",
+       "Date                                      \n",
+       "2019-04-15 -0.004572 -0.000509  0.007522  \n",
+       "2019-04-16  0.002899  0.002279  0.000340  \n",
+       "2019-04-17 -0.005228 -0.001577  0.009292  \n",
+       "2019-04-18 -0.001229 -0.001011  0.001545  \n",
+       "2019-04-22 -0.001936 -0.008764  0.001217  "
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Only compare dates where the new, custom portfolio has dates\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Re-run the performance and risk analysis with your portfolio to see how it compares to the others"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SOROS FUND MANAGEMENT LLC      0.146812\n",
+       "PAULSON & CO.INC.              0.116928\n",
+       "TIGER GLOBAL MANAGEMENT LLC    0.232898\n",
+       "BERKSHIRE HATHAWAY INC         0.247305\n",
+       "Algo 1                         0.133927\n",
+       "Algo 2                         0.139499\n",
+       "S&P 500                        0.152469\n",
+       "Custom                         0.211627\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Risk\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x11ef28400>"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Rolling\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x11f06b6a0>"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Beta\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SOROS FUND MANAGEMENT LLC      0.380007\n",
+       "PAULSON & CO.INC.              0.227577\n",
+       "TIGER GLOBAL MANAGEMENT LLC   -1.066635\n",
+       "BERKSHIRE HATHAWAY INC         0.103006\n",
+       "Algo 1                         2.001260\n",
+       "Algo 2                         0.007334\n",
+       "S&P 500                       -0.427676\n",
+       "Custom                         0.876152\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Annualzied Sharpe Ratios\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x11f35e550>"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Visualize the sharpe ratios as a bar plot\n",
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Include correlation analysis to determine which stocks (if any) are correlated"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style  type=\"text/css\" >\n",
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+       "            background-color:  #cde666;\n",
+       "            color:  #000000;\n",
+       "        }    #T_fb0f3dd8_7416_11e9_88cc_685b35983e01row0_col2 {\n",
+       "            background-color:  #79bc66;\n",
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+       "        }    #T_fb0f3dd8_7416_11e9_88cc_685b35983e01row1_col2 {\n",
+       "            background-color:  #7bbd66;\n",
+       "            color:  #000000;\n",
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+       "            background-color:  #a9d466;\n",
+       "            color:  #000000;\n",
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+       "            background-color:  #008066;\n",
+       "            color:  #f1f1f1;\n",
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+       "            background-color:  #7ebe66;\n",
+       "            color:  #000000;\n",
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+       "            background-color:  #83c166;\n",
+       "            color:  #000000;\n",
+       "        }    #T_fb0f3dd8_7416_11e9_88cc_685b35983e01row2_col2 {\n",
+       "            background-color:  #ffff66;\n",
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+       "            background-color:  #59ac66;\n",
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+       "            background-color:  #289366;\n",
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+       "            background-color:  #6eb666;\n",
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+       "            background-color:  #0f8766;\n",
+       "            color:  #000000;\n",
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+       "            background-color:  #63b166;\n",
+       "            color:  #000000;\n",
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+       "            background-color:  #d2e866;\n",
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+       "            background-color:  #abd566;\n",
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+       "            background-color:  #51a866;\n",
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+       "            background-color:  #ffff66;\n",
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+       "            background-color:  #5cae66;\n",
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+       "            background-color:  #cae466;\n",
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+       "            background-color:  #058266;\n",
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+       "            background-color:  #cce666;\n",
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+       "            background-color:  #5aac66;\n",
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+       "            background-color:  #65b266;\n",
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+       "            background-color:  #1b8d66;\n",
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+       "            background-color:  #59ac66;\n",
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+       "            background-color:  #018066;\n",
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+       "            background-color:  #41a066;\n",
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+       "            background-color:  #ddee66;\n",
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+       "            background-color:  #cbe566;\n",
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+       "            background-color:  #67b366;\n",
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+       "            background-color:  #cae466;\n",
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+       "            background-color:  #65b266;\n",
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+       "            background-color:  #ffff66;\n",
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+       "            background-color:  #ffff66;\n",
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+       "            background-color:  #008066;\n",
+       "            color:  #f1f1f1;\n",
+       "        }    #T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col0 {\n",
+       "            background-color:  #bdde66;\n",
+       "            color:  #000000;\n",
+       "        }    #T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col1 {\n",
+       "            background-color:  #a9d466;\n",
+       "            color:  #000000;\n",
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+       "            background-color:  #63b166;\n",
+       "            color:  #000000;\n",
+       "        }    #T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col3 {\n",
+       "            background-color:  #cee666;\n",
+       "            color:  #000000;\n",
+       "        }    #T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col4 {\n",
+       "            background-color:  #4ca666;\n",
+       "            color:  #000000;\n",
+       "        }    #T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col5 {\n",
+       "            background-color:  #bfdf66;\n",
+       "            color:  #000000;\n",
+       "        }    #T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col6 {\n",
+       "            background-color:  #0f8766;\n",
+       "            color:  #000000;\n",
+       "        }    #T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col7 {\n",
+       "            background-color:  #ffff66;\n",
+       "            color:  #000000;\n",
+       "        }</style><table id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >SOROS FUND MANAGEMENT LLC</th>        <th class=\"col_heading level0 col1\" >PAULSON & CO.INC. </th>        <th class=\"col_heading level0 col2\" >TIGER GLOBAL MANAGEMENT LLC</th>        <th class=\"col_heading level0 col3\" >BERKSHIRE HATHAWAY INC</th>        <th class=\"col_heading level0 col4\" >Algo 1</th>        <th class=\"col_heading level0 col5\" >Algo 2</th>        <th class=\"col_heading level0 col6\" >S&P 500</th>        <th class=\"col_heading level0 col7\" >Custom</th>    </tr></thead><tbody>\n",
+       "                <tr>\n",
+       "                        <th id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01level0_row0\" class=\"row_heading level0 row0\" >SOROS FUND MANAGEMENT LLC</th>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row0_col0\" class=\"data row0 col0\" >1</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row0_col1\" class=\"data row0 col1\" >0.791802</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row0_col2\" class=\"data row0 col2\" >0.477844</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row0_col3\" class=\"data row0 col3\" >0.816197</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row0_col4\" class=\"data row0 col4\" >0.336909</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row0_col5\" class=\"data row0 col5\" >0.862583</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row0_col6\" class=\"data row0 col6\" >-0.0282556</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row0_col7\" class=\"data row0 col7\" >0.732548</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01level0_row1\" class=\"row_heading level0 row1\" >PAULSON & CO.INC. </th>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row1_col0\" class=\"data row1 col0\" >0.791802</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row1_col1\" class=\"data row1 col1\" >1</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row1_col2\" class=\"data row1 col2\" >0.484869</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row1_col3\" class=\"data row1 col3\" >0.65039</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row1_col4\" class=\"data row1 col4\" >0.360727</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row1_col5\" class=\"data row1 col5\" >0.783865</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row1_col6\" class=\"data row1 col6\" >-0.0598624</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row1_col7\" class=\"data row1 col7\" >0.643828</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01level0_row2\" class=\"row_heading level0 row2\" >TIGER GLOBAL MANAGEMENT LLC</th>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row2_col0\" class=\"data row2 col0\" >0.477844</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row2_col1\" class=\"data row2 col1\" >0.484869</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row2_col2\" class=\"data row2 col2\" >1</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row2_col3\" class=\"data row2 col3\" >0.324306</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row2_col4\" class=\"data row2 col4\" >0.113671</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row2_col5\" class=\"data row2 col5\" >0.408402</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row2_col6\" class=\"data row2 col6\" >0.00588055</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row2_col7\" class=\"data row2 col7\" >0.390961</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01level0_row3\" class=\"row_heading level0 row3\" >BERKSHIRE HATHAWAY INC</th>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row3_col0\" class=\"data row3 col0\" >0.816197</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row3_col1\" class=\"data row3 col1\" >0.65039</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row3_col2\" class=\"data row3 col2\" >0.324306</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row3_col3\" class=\"data row3 col3\" >1</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row3_col4\" class=\"data row3 col4\" >0.325985</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row3_col5\" class=\"data row3 col5\" >0.782054</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row3_col6\" class=\"data row3 col6\" >-0.0388319</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row3_col7\" class=\"data row3 col7\" >0.800558</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01level0_row4\" class=\"row_heading level0 row4\" >Algo 1</th>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row4_col0\" class=\"data row4 col0\" >0.336909</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row4_col1\" class=\"data row4 col1\" >0.360727</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row4_col2\" class=\"data row4 col2\" >0.113671</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row4_col3\" class=\"data row4 col3\" >0.325985</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row4_col4\" class=\"data row4 col4\" >1</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row4_col5\" class=\"data row4 col5\" >0.364457</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row4_col6\" class=\"data row4 col6\" >-0.054478</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row4_col7\" class=\"data row4 col7\" >0.260331</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01level0_row5\" class=\"row_heading level0 row5\" >Algo 2</th>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row5_col0\" class=\"data row5 col0\" >0.862583</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row5_col1\" class=\"data row5 col1\" >0.783865</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row5_col2\" class=\"data row5 col2\" >0.408402</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row5_col3\" class=\"data row5 col3\" >0.782054</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row5_col4\" class=\"data row5 col4\" >0.364457</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row5_col5\" class=\"data row5 col5\" >1</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row5_col6\" class=\"data row5 col6\" >-0.0425404</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row5_col7\" class=\"data row5 col7\" >0.73902</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01level0_row6\" class=\"row_heading level0 row6\" >S&P 500</th>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row6_col0\" class=\"data row6 col0\" >-0.0282556</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row6_col1\" class=\"data row6 col1\" >-0.0598624</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row6_col2\" class=\"data row6 col2\" >0.00588055</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row6_col3\" class=\"data row6 col3\" >-0.0388319</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row6_col4\" class=\"data row6 col4\" >-0.054478</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row6_col5\" class=\"data row6 col5\" >-0.0425404</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row6_col6\" class=\"data row6 col6\" >1</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row6_col7\" class=\"data row6 col7\" >0.00560346</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01level0_row7\" class=\"row_heading level0 row7\" >Custom</th>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col0\" class=\"data row7 col0\" >0.732548</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col1\" class=\"data row7 col1\" >0.643828</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col2\" class=\"data row7 col2\" >0.390961</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col3\" class=\"data row7 col3\" >0.800558</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col4\" class=\"data row7 col4\" >0.260331</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col5\" class=\"data row7 col5\" >0.73902</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col6\" class=\"data row7 col6\" >0.00560346</td>\n",
+       "                        <td id=\"T_fb0f3dd8_7416_11e9_88cc_685b35983e01row7_col7\" class=\"data row7 col7\" >1</td>\n",
+       "            </tr>\n",
+       "    </tbody></table>"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x11dedb898>"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# YOUR CODE HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "file_extension": ".py",
+  "kernel_info": {
+   "name": "dev"
+  },
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
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+ },
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+ "nbformat_minor": 4
+}