{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# \"Implement Markowitz Portfolio Optimization in Only 3 Lines of Code\"\n",
    "> \"Use fastquant to maximize the returns of your stock portfolio given its overall risk profile\"\n",
    "\n",
    "- toc: true\n",
    "- branch: master\n",
    "- badges: true\n",
    "- comments: true\n",
    "- author: Benjamin Cabalona, Jerome de Leon\n",
    "- categories: [portfolio, optimization]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# uncomment to install in colab\n",
    "# !pip3 install fastquant"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"https://colab.research.google.com/github/enzoampil/fastquant/blob/master/examples/2020-06-20-basic_portfolio.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
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       }
      }
     }
    }
   },
   "source": [
    "# Some Basic Ideas\n",
    "\n",
    " **Stock or Share** is a unit of ownership in a company. When you invest in the stock market, (stock market is basically a place for buying or selling stocks) there are 2 main ways of earning:\n",
    " \n",
    "- **Dividend** - This is an amount paid to you by a company for your investment. \n",
    "- **Stock Trading** - The profit that you make for buying/selling stocks.\n",
    "- **Portfolio** - A combination of assets of an individual / investor.\n",
    "\n",
    "Fundamentally, you can earn money by buying some stocks, in the hope that it's price will increase in the future. \n",
    "\n",
    "There are actually clever ways on how to earn even if you predict that a stock price will decline, but that's outside the scope of this lecture.\n",
    "\n",
    "So in this lecture, we'll oversimplify and what we want is to **buy a stock cheap, and sell it when its price has increased** because that way we will make a profit. Otherwise we will incur a loss, if we decided to sell a stock at a cheaper price."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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   },
   "source": [
    "\n",
    "# Modern Portfolio Theory (Markowitz Model)\n",
    "\n",
    "As mentioned above, investing in the stock market can result in either profit or loss. \n",
    "\n",
    "In a nutshell, Modern Portfolio Theory is a way of maximizing return for a given risk. We will define what *return* and *risk* means shortly.\n",
    "\n",
    "Let's understand this by using an example.\n",
    "\n",
    "Suppose you wanted to invest in the stock market. After completing your research, you decided to invest in the following companies:\n",
    "\n",
    "- MEG\n",
    "- MAXS\n",
    "- JFC\n",
    "- ALI\n",
    "\n",
    "We will download the data for this using a python library called fastquant. It was actually developed by a fellow Filipino Data Scientist. It aims to democratize data-driven investments for everyone.\n",
    "\n",
    "\n",
    "**NOTE** The model we'll be using relies on the assumption that returns are normally distributed. Therefore, it helps if we have large number of data points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
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      "version": 1,
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   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings\n",
    "\n",
    "import scipy.optimize as optimization\n",
    "from fastquant import get_stock_data\n",
    "warnings.filterwarnings('ignore')\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "outputs": [],
   "source": [
    "stocks = ['MEG', 'MAXS', 'JFC', 'ALI']\n",
    "datas = []\n",
    "for i in stocks:\n",
    "    df = get_stock_data(i, \"2017-01-01\", \"2020-01-01\")\n",
    "    df = df.reset_index()\n",
    "    df.columns = ['DATE',i]\n",
    "    df = df[['DATE',i]]\n",
    "    datas.append(df)\n",
    "datas1 = pd.merge(datas[0],datas[1],on=['DATE'])\n",
    "datas2 = pd.merge(datas[2],datas[3],on=['DATE'])\n",
    "data = pd.merge(datas1,datas2,on=['DATE'])\n",
    "data.index = data['DATE']\n",
    "data.drop('DATE',axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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     }
    }
   },
   "source": [
    "The table below shows the first 5 entries in our dataset. The values here are *closing prices*. A *closing price* is a price of a stock at the end of a given trading day."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
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     }
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
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       "        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>MEG</th>\n",
       "      <th>MAXS</th>\n",
       "      <th>JFC</th>\n",
       "      <th>ALI</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>2017-01-03</th>\n",
       "      <td>3.54</td>\n",
       "      <td>25.5</td>\n",
       "      <td>200.0</td>\n",
       "      <td>32.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>3.67</td>\n",
       "      <td>26.7</td>\n",
       "      <td>206.0</td>\n",
       "      <td>33.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>3.72</td>\n",
       "      <td>27.3</td>\n",
       "      <td>214.0</td>\n",
       "      <td>34.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-06</th>\n",
       "      <td>3.75</td>\n",
       "      <td>28.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>34.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-09</th>\n",
       "      <td>3.75</td>\n",
       "      <td>27.6</td>\n",
       "      <td>215.0</td>\n",
       "      <td>33.95</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             MEG  MAXS    JFC    ALI\n",
       "DATE                                \n",
       "2017-01-03  3.54  25.5  200.0  32.00\n",
       "2017-01-04  3.67  26.7  206.0  33.30\n",
       "2017-01-05  3.72  27.3  214.0  34.15\n",
       "2017-01-06  3.75  28.0  213.0  34.50\n",
       "2017-01-09  3.75  27.6  215.0  33.95"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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      "version": 1,
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     }
    }
   },
   "source": [
    "Now, let's ask ourselves. Why don't we invest in a single company, instead of investing in multiple companies?\n",
    "\n",
    "Modern Portfolio Theory tells us that we can *minimize* our loss thru diversification. Let's understand this with an example.\n",
    "\n",
    "Suppose you decided to invest on January 2017. For illustraton purposes, let's consider the period January 2017 - May 2018.\n",
    "\n",
    "- Case 1: You invested solely on MAXS\n",
    "- Case 2: You decided to invest 50% to MAXS and the other 50% to JFC\n",
    "\n",
    "If you decided to go with case 1, it would be clear that you could immediately lose some money (as the chart shows a decreasing trend). If you instead decided to go with Case 2, your loss could have been mitigated since the price for JFC is increasing during that period.\n",
    "\n",
    "Of course you could argue that \"why not invest all of my money in JFC\", well my counter argument to that would be, when JFC is experiencing a decline in it's price, there would be some other company that's actually experiencing an increase in it's price.\n",
    "\n",
    "## Key Takeaway \n",
    "\n",
    "- Invest in multiple stocks as much as possible, to minimize your loss. (Technically uncorrelated or negatively correlated)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
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   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fc99986cb70>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['MAXS'].plot(figsize=(12,5),legend=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fc9996fab38>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['JFC'].plot(figsize=(12,5),legend=True,color='r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": true
       }
      }
     }
    }
   },
   "source": [
    "Now, let's define what a return is. Intuitively, we can define return as :\n",
    "\n",
    "*The stock price today minus the stock price yesterday. Divide the difference by the stock price yesterday*\n",
    "\n",
    "More formally,\n",
    "\n",
    "The *return* $R_{t,t+1}$ from time $t$ to time ${t+1}$ is given by:\n",
    "\n",
    "$$ R_{t,t+1} = \\frac{P_{t+1}-P_{t}}{P_{t}} $$\n",
    "\n",
    "where $P_i$ is the price of the stock for a given time point."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "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>MEG</th>\n",
       "      <th>MAXS</th>\n",
       "      <th>JFC</th>\n",
       "      <th>ALI</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>2017-01-03</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>0.036723</td>\n",
       "      <td>0.047059</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.040625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>0.013624</td>\n",
       "      <td>0.022472</td>\n",
       "      <td>0.038835</td>\n",
       "      <td>0.025526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-06</th>\n",
       "      <td>0.008065</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>-0.004673</td>\n",
       "      <td>0.010249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-09</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.014286</td>\n",
       "      <td>0.009390</td>\n",
       "      <td>-0.015942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-12-19</th>\n",
       "      <td>0.007371</td>\n",
       "      <td>0.008333</td>\n",
       "      <td>-0.040000</td>\n",
       "      <td>-0.007650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-12-20</th>\n",
       "      <td>-0.024390</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.013889</td>\n",
       "      <td>0.013216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-12-23</th>\n",
       "      <td>0.007500</td>\n",
       "      <td>0.001653</td>\n",
       "      <td>0.032864</td>\n",
       "      <td>0.027174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-12-26</th>\n",
       "      <td>0.014888</td>\n",
       "      <td>-0.011551</td>\n",
       "      <td>-0.017273</td>\n",
       "      <td>-0.017989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-12-27</th>\n",
       "      <td>-0.019560</td>\n",
       "      <td>0.035058</td>\n",
       "      <td>-0.000925</td>\n",
       "      <td>-0.019397</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>729 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 MEG      MAXS       JFC       ALI\n",
       "DATE                                              \n",
       "2017-01-03       NaN       NaN       NaN       NaN\n",
       "2017-01-04  0.036723  0.047059  0.030000  0.040625\n",
       "2017-01-05  0.013624  0.022472  0.038835  0.025526\n",
       "2017-01-06  0.008065  0.025641 -0.004673  0.010249\n",
       "2017-01-09  0.000000 -0.014286  0.009390 -0.015942\n",
       "...              ...       ...       ...       ...\n",
       "2019-12-19  0.007371  0.008333 -0.040000 -0.007650\n",
       "2019-12-20 -0.024390  0.000000 -0.013889  0.013216\n",
       "2019-12-23  0.007500  0.001653  0.032864  0.027174\n",
       "2019-12-26  0.014888 -0.011551 -0.017273 -0.017989\n",
       "2019-12-27 -0.019560  0.035058 -0.000925 -0.019397\n",
       "\n",
       "[729 rows x 4 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns = data.pct_change()\n",
    "returns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "source": [
    "The mean of the returns is called the **Expected Return**. \n",
    "\n",
    "Similarly, the **Risk or Volatility** is the standard deviation of the returns.\n",
    "\n",
    "(This is different from the expected return and volatility of a portfolio, this is for a single stock)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MEG     0.000368\n",
       "MAXS   -0.000825\n",
       "JFC     0.000255\n",
       "ALI     0.000624\n",
       "dtype: float64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MEG     0.019866\n",
       "MAXS    0.018170\n",
       "JFC     0.017333\n",
       "ALI     0.016778\n",
       "dtype: float64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns.std()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "source": [
    "We'll only plot MAXS and MEG to emphasize that the return for MEG is more volatile."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fc999220160>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "returns[['MAXS','MEG']].plot(figsize=(12,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "source": [
    "## Expected Return and Risk of a Portfolio\n",
    "\n",
    "Suppose your portfolio consists of returns $R_1, R_2, R_3, ... ,R_n$. Then, the expected return of a portfolio is given by:\n",
    "\n",
    "$E(R) = w_1E(R_1) + w_2E(R_2) + w_3E(R_3) + ... + w_nE(R_n) $\n",
    "\n",
    "where $w_i$ is the $i$th component of an $n-dimensional$  vector, and $\\Sigma w_i = 1.$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.14814066, 0.2500577 , 0.04120021, 0.56060143])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weights = np.random.random(len(stocks))\n",
    "weights /= np.sum(weights)\n",
    "weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MEG     0.000368\n",
       "MAXS   -0.000825\n",
       "JFC     0.000255\n",
       "ALI     0.000624\n",
       "dtype: float64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": true
       }
      }
     }
    }
   },
   "outputs": [],
   "source": [
    "def calculate_portfolio_return(returns, weights):\n",
    "    portfolio_return = np.sum(returns.mean()*weights)*252\n",
    "    print(\"Expected Portfolio Return:\", portfolio_return)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Expected Portfolio Return: 0.05256184288875601\n"
     ]
    }
   ],
   "source": [
    "calculate_portfolio_return(returns,weights)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "source": [
    "If you had a course in Probability, you might recall that expectation of a random variable is linear while the variance is not. That's the same argument why the formula for the variance of a portfolio is quite more complicated.\n",
    "\n",
    "$Var(R) = \\bf{w^{T}}\\Sigma \\textbf{w}$\n",
    "\n",
    "where $\\Sigma$ is the covariance matrix of $R_i$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "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>MEG</th>\n",
       "      <th>MAXS</th>\n",
       "      <th>JFC</th>\n",
       "      <th>ALI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>MEG</th>\n",
       "      <td>0.000395</td>\n",
       "      <td>0.000052</td>\n",
       "      <td>0.000068</td>\n",
       "      <td>0.000113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAXS</th>\n",
       "      <td>0.000052</td>\n",
       "      <td>0.000330</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.000046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JFC</th>\n",
       "      <td>0.000068</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.000081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALI</th>\n",
       "      <td>0.000113</td>\n",
       "      <td>0.000046</td>\n",
       "      <td>0.000081</td>\n",
       "      <td>0.000281</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           MEG      MAXS       JFC       ALI\n",
       "MEG   0.000395  0.000052  0.000068  0.000113\n",
       "MAXS  0.000052  0.000330  0.000020  0.000046\n",
       "JFC   0.000068  0.000020  0.000300  0.000081\n",
       "ALI   0.000113  0.000046  0.000081  0.000281"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns.cov()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "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>MEG</th>\n",
       "      <th>MAXS</th>\n",
       "      <th>JFC</th>\n",
       "      <th>ALI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>MEG</th>\n",
       "      <td>0.019866</td>\n",
       "      <td>0.007212</td>\n",
       "      <td>0.008252</td>\n",
       "      <td>0.010640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAXS</th>\n",
       "      <td>0.007212</td>\n",
       "      <td>0.018170</td>\n",
       "      <td>0.004517</td>\n",
       "      <td>0.006809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JFC</th>\n",
       "      <td>0.008252</td>\n",
       "      <td>0.004517</td>\n",
       "      <td>0.017333</td>\n",
       "      <td>0.009004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALI</th>\n",
       "      <td>0.010640</td>\n",
       "      <td>0.006809</td>\n",
       "      <td>0.009004</td>\n",
       "      <td>0.016778</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           MEG      MAXS       JFC       ALI\n",
       "MEG   0.019866  0.007212  0.008252  0.010640\n",
       "MAXS  0.007212  0.018170  0.004517  0.006809\n",
       "JFC   0.008252  0.004517  0.017333  0.009004\n",
       "ALI   0.010640  0.006809  0.009004  0.016778"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sqrt(returns.cov())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MEG     0.019866\n",
       "MAXS    0.018170\n",
       "JFC     0.017333\n",
       "ALI     0.016778\n",
       "dtype: float64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": true
       }
      }
     }
    }
   },
   "outputs": [],
   "source": [
    "def calculate_portfolio_risk(returns, weights):\n",
    "    portfolio_variance = np.sqrt(np.dot(weights.T, np.dot(returns.cov()*252,weights)))\n",
    "    print(\"Expected Risk:\", portfolio_variance)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Expected Risk: 0.2001277862352346\n"
     ]
    }
   ],
   "source": [
    "calculate_portfolio_risk(returns,weights)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "source": [
    "## Sharpe Ratio\n",
    "\n",
    "\n",
    "Remember, what we want is to find the best possible weight vector $\\bf{w}$ that would give us the best possible return, with a minimal risk. Therefore, we will introduce a new metric called the *sharpe ratio*. It's simply equal to \n",
    "\n",
    "$$S.R. = \\frac{E(R) - R_f}{\\sqrt{Var(R)}}$$\n",
    "\n",
    "where $R_f$ is the *risk free return*. Since we're only limiting ourselves to risky assets (stocks) therefore, the formula becomes\n",
    "\n",
    "$$S.R. = \\frac{E(R) - 0}{\\sqrt{Var(R)}} = \\frac{E(R)}{\\sqrt{Var(R)}}$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": true
       }
      }
     }
    }
   },
   "outputs": [],
   "source": [
    "def generate_portfolios(weights, returns):\n",
    "\n",
    "    preturns = []\n",
    "    pvariances = []\n",
    "\n",
    "\n",
    "    for i in range(10000):\n",
    "        weights = np.random.random(len(stocks))\n",
    "        weights/=np.sum(weights)\n",
    "        preturns.append(np.sum(returns.mean()*weights)*252)\n",
    "        pvariances.append(np.sqrt(np.dot(weights.T,np.dot(returns.cov()*252,weights))))\n",
    "\n",
    "    preturns = np.array(preturns)\n",
    "    pvariances = np.array(pvariances)\n",
    "    return preturns,pvariances\n",
    "\n",
    "def plot_portfolios(returns, variances):\n",
    "    plt.figure(figsize=(10,6))\n",
    "    plt.scatter(variances,returns,c=returns/variances,marker='o')\n",
    "    plt.grid(True)\n",
    "    plt.xlabel('Expected Volatility')\n",
    "    plt.ylabel('Expected Return')\n",
    "    plt.colorbar(label='Sharpe Ratio')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": true
       }
      }
     }
    }
   },
   "outputs": [],
   "source": [
    "preturns, pvariances = generate_portfolios(weights,returns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "source": [
    "## Monte - Carlo Simulation\n",
    "\n",
    "Here, we simulated 10,000 possible weight allocations, and computed their respective expected return, risk and sharpe ratio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_portfolios(preturns, pvariances)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "source": [
    "# Finding and plotting the Optimal Weights (the hard way)\n",
    "\n",
    "At a high level, we would want to run an optimization algorithm that would \n",
    "\n",
    "\n",
    "$$maximize\\  \\frac{E(R)-R_f}{\\sqrt{Var(R)}}$$\n",
    "\n",
    "$$s.t. \\forall w_i, w_i\\geq0\\ and\\ \\Sigma w_i=1$$\n",
    "\n",
    "Full details of the mathematics behind this can be found on resources."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": true
       }
      }
     }
    }
   },
   "outputs": [],
   "source": [
    "def statistics(weights, returns):\n",
    "    portfolio_return=np.sum(returns.mean()*weights)*252\n",
    "    portfolio_volatility=np.sqrt(np.dot(weights.T,np.dot(returns.cov()*252,weights)))\n",
    "    return np.array([portfolio_return,portfolio_volatility,portfolio_return/portfolio_volatility])\n",
    "\n",
    "\n",
    "def min_func_sharpe(weights,returns):\n",
    "    return -statistics(weights,returns)[2] \n",
    "\n",
    "\n",
    "def optimize_portfolio(weights,returns):\n",
    "    constraints = ({'type':'eq','fun': lambda x: np.sum(x)-1}) \n",
    "    bounds = tuple((0,1) for x in range(len(stocks))) \n",
    "    optimum=optimization.minimize(fun=min_func_sharpe,x0=weights,args=returns,method='SLSQP',bounds=bounds,constraints=constraints) \n",
    "    return optimum\n",
    "\n",
    "\n",
    "def print_optimal_portfolio(optimum, returns):\n",
    "    print(\"Optimal weights:\", optimum['x'].round(3))\n",
    "    print(\"Expected return, volatility and Sharpe ratio:\", statistics(optimum['x'].round(3),returns))\n",
    "\n",
    "def show_optimal_portfolio(optimum, returns, preturns, pvariances):\n",
    "    plt.figure(figsize=(10,6))\n",
    "    plt.scatter(pvariances,preturns,c=preturns/pvariances,marker='o')\n",
    "    plt.grid(True)\n",
    "    plt.xlabel('Expected Volatility')\n",
    "    plt.ylabel('Expected Return')\n",
    "    plt.colorbar(label='Sharpe Ratio')\n",
    "    plt.plot(statistics(optimum['x'],returns)[1],statistics(optimum['x'],returns)[0],'g*',markersize=20.0)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {},
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimal weights: [0.122 0.    0.09  0.788]\n",
      "Expected return, volatility and Sharpe ratio: [0.14101549 0.23431111 0.60183016]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "optimum=optimize_portfolio(weights,returns)\n",
    "print_optimal_portfolio(optimum, returns)\n",
    "show_optimal_portfolio(optimum, returns, preturns, pvariances)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Finding and plotting the Optimal Weights (the fastquant way)\n",
    "\n",
    "Since our goal is to promote data driven investments by making quantitative analysis in finance accessible to everyone, the markowitz model is also implemented in fastquant. All it takes is a few lines of code as shown below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fastquant import Portfolio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimal weights: [0.122 0.    0.09  0.788]\n",
      "Expected return, volatility and Sharpe ratio: [0.1410154936479623, 0.23431111268581692, 0.6018301566304588]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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w5Un5fw/87qzewCzQoW11VBCx5II7yZduwpiwweuj3xkshtCswCCU7F4CBMgQ2Jfpz38JKyUCHAQhhuBMeF8bE8dKAAJFHBwEX4TxUwJ9Zw3Nsevm6nanZIyHZ9opsb9me7kndUwu2lrzuue0NFza0Xc656CVtXpLz7It90OEiBWJK1gav1jnWCql1Jg9wMpxP6+obBvVDJwK3Ff57FwC3GKMecuRTrjRQFLNe1aG6c7+BoF9Ho/SpH/PlYOo8quR5AiJYcfNnIwEivRWhq3LnfGhRHjjgknPrKYj8Tn25X6dEhERDhEgWDyxGBxS/kV0Jv4UxyTn6I4PbFH8V9md/3tC6QfGgkgZ93QcE685ZnnyI2TDlyhJd3Vb3FnGisRH5rStm7PfY3Puu4RSHorvLj3FysQvOKPlt+f0ukopNddmMWv7cWCtMeZ4ygHku4D3jL4oIkPAgtGfjTH3AZ8+0kEkaCCpjgJ9uc9TjJ4BBDGNZy4KtQv3CUUiGanuKwIh7rhAq/xveZvFFcEzy1iS/j6OacIxpxPKMzX7hZWgtNW7FN9dOvs3Og2d8TcQd5bTVfwmw9ndRLE9RJJntL0OSRbErqw5Ju2tY13zX7E7fwOhHcJ3OlmV/BgJb1nNfvmoh5ez/0HR9tPkrmBd03vxneYZtTOSIjvzd1aDSABLkf2lR1kXvYeku2CKo5VSan6brbWzRSQ0xnwcuJNy7ujXReR5Y8zngSdE5JZZudAcmDeB5IHqJxljXgv8I3A68C4R+a9xr30A+OPKj38uIv9+eFqt5pKI0Ff4a4bDe6CS/OJKVJ0LCKO9cBBOSI6xUkSQ0WI+WEzd3MfyNQxFcfGNEJFma+ZTWCng0Ur57VE/Fhzavtm8zRlL+6eQ9r/I5n2baV+1nb2FGwlsP55J0xm/gsWJt1f3DWyGruIDOCbO2vRf4JpYw3Nmwl38fOiPydt9APQEj9MXPM2FbX87o2AyG+2j0OB5FW0f/aXnWZ48POuTK6XUXLCzl7WNiNwG3DZh259Osu9ls3bhQzQvAsmDrJ+0E/gg8OkJx3YAnwXOpRxTPFk5duBwtF3NncHiDQyVvk+5r7H8Zi3iEBM7tlINEEk5iBydcheJSyACxuDVDPbWK/dkuoQCjvRgK1nNIuAZH8fUBpKu6aA99suzeJezY0H8Sjpjr8eWn1BNsfQ9hbvYkv0GebsfcEjlltHhn49gWJG4gnZ/XXXfl7JfrwaRo0aibWzO3siG5o9Nu11JZwExp5m8zdds900zzd5x0z6fUkrNJ7PVI3k0mxeBJAdRP0lEtldem7h4yRuBn4qUJ4sZY34KXAV8e+6breZSNrwfKE7Y6hBQzrg2pvxvRLlXMWkW4LKInGzCiEMo5aFolwiPCIzDxJxsAWxlvqQlD2IIKz8HYnEliU8J14mAGKGk6Q0eYalz3bxLFjHGMFjazCv57xPaPM3e8ZyQup4t2f+oBJEAlly0m0y4mxCH3YW7WBq/mDNb/icABdvf8NyZaOeM2uQ7aRbGzmZX4S6EsSSpdv9kWvzVMzqnUkqp+WO+BJKN6iddcAjHLp9kX3WUEBFEgsav2SZKTgzsECGmEggaAomDSRGJW90G5aGHCJeELCRkf7WH0gJFvLH9hJrjACIs0Epg8xQRrPQykP0yO3Pfotk7lZXJX6XFXw/AcPASuwvfQyRkSeJNdMZ+6ZCeQckOsbdwN55JsjRxOa5JTLn/vsLP2Jj5J0oyCEB/+Aw9pUcpTuhhZNwdBpJhb/EBVpXeQEfsFPxJVsZJODOfy3hG8ydJOgvpLj2BILT7J7Mh/eEZn08ppeYLK/OrQ+FImC+B5GGzefPmI92EaTsa2zxdQgFxu8F2Eqa+j/Wfw3e78CcsVyNiCPIXYROPg1P76xvIPkr5xdh4bTAIBiuGXNhC5PfiVmZP2gnzKicpK0koOUJjEHEqxwgl6aMvuJ+Bwi9ozb2f0BlkOHkL4pSTSnqKj9BUvIi2/HsmOevUhv0HGUjcTuj2g8CLQ99kUe69JKO1DfffvHkzO9P/SckbrNmei/bjYsDU98SO3V+W57r+i2WFGAn3tbipzUTu2Hn8aCF+98Vs7pr576HDBSwZ97fhK0y9pOWhejW8Z6ZDn0ctfR61jrbnsXZt48/BIyHSctzzJpA8UP2kAx172YRj75ts5/n0C3gwNm/efNS1ebr25b7MUHB3JYnFlIeYEUoIjhgcpDqMHYghn3iIuNOorGsMifcjYqgbdTYQiwt561R6GadeuaaWwCTJOtYdJmy7l5LkEDtupRmnSJB6llVL/wdxd+FBXqcstFkeGriHcHSY2UDodjPSdguntX+lbkh99Hdkd1+p3M06nhE801STNT3uxep3S9pPYG16LbCWlcEqNuduJLDDJJwFnNz0IZqWHD2d/K+G98x06POopc+jlj6PQ6M9kvMnkJyyftIB3An8hTFmdLHgNwB/MPtNVHNhoHgbvcXvIOPmQpbnLYKDoSAeiCXEq8xdNBgEK1JNuBllxZCVcg+cN6GAuEOKNv8qhgr/QSQhIPhEeE45PKwui1iOGWsIzpTLJhZtL4Hk67aXpJeB4CmWuG+c1jPpKf28LuEFIG+7yNt9pNxlDY6CuNNKrm6VGo+VibczEDxJLtpHKHlCKVSy3Mua3GWsSY0lELX76zm/9QvTarNSSr0aWe2RnB+B5MHUTzLGnAf8N9AOXGuM+ZyInCIi/caYL1AORgE+P5p4o+a/gdKtNUEkUC0XHuLgiiUorz9Tfd0CBfGISYhrBMfEcVnJoJSDqAgIEGIS4VWGdJPuyewrPUwgltFi5CVcsIJjSpXyQA4BBl/GCjoIo6vbuBjCmqLno4oyWLcNwKWJJve4Se+9p/QMm3PlxJiUu5hT0x8h4Xbgm2YcfCy1c0RdYrhTFEE/Pnkd2cw+SuMKFrR6J7K26d045v0U7QCIYXPue3SXHieSAkl3EYtjV/DI0L9gMJzUdDWLYusnvYaae6EN2JR9nILNc0r6fJrcmdXwVEqpw2FeBJJw4PpJIvI45WHrRsd+Hfj6nDZQzYnI1q8ZPV5YHtgGRnsqTfUvwAAPVyLanNPIygi18x0NRQwiEca00h8OU5Ta3joBPPdEHEYo2r0AWHwKCE5ljHg0+SbhriFh0gyHLxEx1vtoBUoSYRA8Q00vaLN3Es3+SQ3va1/hMZ4e+cdKEAr94SaGwld4bfvf0Rk7iyZ3FSMTljhs9o4n7rQ3Oh0ASxOXEHc62Jr/HpHkaHFPYF3T+3GMD1A99tTmX0fko4Dl6ZHv8OTIfxJIDoC9xadZ3/QWTm9+Z8NriAihFPFMfN5lrR8L9ha3cUvP1+gLuwDhseE7uLD1TZzb8roj3TSlVAORDm3Pn0BSvTol3JPJ2U01/XmjRcbLxrJtbIMEmQgXMWkiW7vuNJQTc3LEECli2N1wRmTJDtLmv56kM4BrQgbCV8jZnTVLKwK0eBs4Kf0ZQjvCK7mv0ld6lLztJhS3XLcSQ5wIt9LCSFwcs2bS+96Sv6kaRI4aiXawJfcD1qffx5ktf8LGkb8jZ/dhcGj21nB68+9Per5RHbFT6Ih97oD7GWMo2jzbCvdXg0iAkmTYmr+H9U3X4Du1vZ8bM7fzUu4einaEuNPM+tSVbEi/4YDXUgdHRLij70b6wrHf5eFogEeG7mBD0/mk3MYZ9erQjIQj7C7sYVFsIZ2xuV93Xh1bdI6kBpLqCNpX+G/6oi3kJIEhIk55qBrG5iN2+m+mL7gPS7YuiCwzhJTXwJ6KVPeuVbADbC/cjEeKdu90AklSHvoey1qJm0WsSr4XAM9pZl360zw99OcMRfcBVNtVFL8mHbo3eHbS9gS2UfILjITlSlZN3gouaP8HApvBGBdvDtb17i9tIxv11G3PRb0MhrtYGBsrVL4j/wRPjXyPomQByNp+Hh/5Ns3eIlYmzpz1tr0aZaIhhsPeuu3DUT8v5p7i7ObXHoFWHbtEhJu6b+bZzLMMhkOknTQnpI7ng8vej2vcA59AKWZ1re2jlj4BdUT0FO9iR+6rZKOXK0PWLgV8AnGwlMvspN0zWZz4ILaS7DKZ4XATlibykU8uihHYsf0nrq09nhUoWJdIHIpSoCt4jMHoFYrWEIlBxCXlrGF98x+RnLC2dkfsrOr3jeZNQnmdaZGJadRlMaelwVZDm1+bPek7aXpLm3lg4B94dOhfGAnqe14nE9gCA8EuAlufCASQ9hYSN/XtiDstNE1YA3tT7ifVIHJUSbI8n739oNujpuabWHUawngOLkmn6Qi06Nj2zMizPDr0GIPhEAAZm+HZzEZu7dXfaaWmQ3sk1RHRVfwhESM12wQHzAKa3BNJ+2eyJPGr/GLofzFiS3h4eETlpOpxc/NEoGBLhPQw+usciYMnBt8pwrhAUoDQGkyl17NgfcS440JAgwiExiOsBKIps5g2v77HLeEsxYqLIcJBsA3SvVPu4pqlCsc7uel9PDG8h4Id64Fqdo9nJMzys4G/Y1n8LNYkL+Xx4Rt4JX8/YSUrfHfhcc5t+RDHJS+a8vk+MXwj2/OPkLdDJJwWVifO47yW99c8u2ZvCQti69hTfJLxfbYLYyeTcjtqzhdJqeF1okmKxqvpS7gpFsdWMpKvzRXs8BezLnXGEWrVsevnw09QmvB7LQhbc68coRapo1GjQnSvNhpIqiMikkLD7YF45FnEYu+1RBKQj/YQiqFEDARSTglHBKdSV9KKIcSjtsS2IcIjRSclRnvwHCIxFHBBDIhFcBp8BJSDydF4K7DZuj0AekvPk7cOngHPWKgUOR89X5O7glPTv1lzTChFIgmIO2kWxE7hota/YGP2a/SUXqAYReyLuthb+iEAuwqPsjn3E0aCfYSV5B4RGIkGeGDgK2zPP8FZze+k1a8vBfRK7kE2ZW4npPyMgyjPC9mf0Oqt4KSmK2r2vbT993hi+N/oLb0MwKLYes5p+UDdORf5a9lX2lS3fXGscTKRmplfXvgRftjzNbpLu4gkotXv5OrO9+Ea/aiebc4kyWKaRKamQ+dIaiCpDpNctI+B4Bma3RNo8deSdFeSiWoDExHIyxAjpXsZCJ7mhNSvUbIhIWPDfVmbwCXEM+U+QCaZnyKEtMcuI+745O1uXNrYWriV8csmHszbP+HWT77fXXiMLfl7CfAJRDBSrknpOBbftLAudT3HJa/BqySrhFLkocEv0xdswUpIk7uQ81t+nXZ/Nb3BIENRfW+fJaQ3eJnRAFkEQlzAEFDklcKDdJVe5IqOT9cduzl/fzWIHBVRYlv+obpA0jU+F7T++gGfw9kt76Q72Ex3aQsRJTziLIqt5azmtx/wWHXw4k6S6xd/nKItEEmoCTZz6DWtF/JydjMFGSs/5uJyUmrdFEcpVUvnSGogqeaYiPB85m8qaz4P4pKg1V/H6c1/RC7aRjbaAlhEykMEYSVbuiQDvJT5V4rkmbiMYYSHiMUxgjPJwoblIXCfNU0fAco9i3tLT5FvkN09mZSzlJOaPlSzLZQiT498nVx1SNogGAIgbdKsa3ovJ6beWnPMw4NfZmfh4eq8zVzUz4ODf88Z6XcxFO6eogWjw+XSMNEoa3t5auQ7HM/1tUdNMi/T1i17c/A8E+PNnZ9lV+EX7A9eZKm/gRWJM7T3Zo7EnanXVVeHbkN6PZe2X8KTI79gMBgi7aVZl1rLGzuvPNJNU0cRq0PbGkiquTMcbGNL9j/oCR5AKkFRRIn+4DkeG/wdYmZFORvbDlCSEhanJjApkQEmZk+aseQWsaP9dTXDyuVXHZbExrJcfaeJ45O/zNbcdynKAAaDwUMkHDvGGJrclaTdJSScBaxtei+JCUknewqPkYnqg1FDjFPSv8Fxydoev1CKdBVfIpDa9b8Hw73sLj6JEE35DBNOKwU7OC5pqFY+qq/DuTJxNvtLz2PHndvgsCx+2pTXOhBjDKuSZ7Mqefak+zyXeZCNmQcJpEi7t5jXdbyHJrdRYpFSR96bF17NFZ2vo7vUQ7vXTrOnPcBKTZcGkmrWBTbDY4N/xFD4Iq4ZTcYY36NmyNsuMtJVWfDeAPFyUW+xuM4UKdoVFsjbGI4pL5noYnEqpxeg3TudtljtENXxqbezOH4h23I34/JjktIAACAASURBVBqfVYlr2ZX/KTsK95K1BTq89ZzX+pukGgxnj3LwKa/+XRsAxpxmFsfqAywrITmbYWKBhAiHlLOAlLNgXO9mrbS7mNd1/DHPjHyb3cXnKTSYrxl36v/Dt6HpTfSUtrC3+CwFGSZumlkaP4XT079ct28je4tbeHz4DkIpcVziFM5qfj3OQZRDeXL4pzw4+N8UK4lB+0vb6Q328r6lf4LXIBtZqfkg4SRYlVh5pJsxr2TCPHf0PkpvaZBL2s9kQ/o4HX2YhBYk10BSzYFnR/6RwfCFcau8NF6j2lLbS1ceIjZE1hKIB1h8I/UfYAJ58bG4OCK4xoIYIgTfpFkRv4QNzb9RvoZE7Cw8Sm/wMktjZ7AsfhanNI8lwQQmxWAUUZQcmeKT9Pb+L85ufj/HpxrX7FuWOJd0ZikjUe2QdLO7nKRbv+pMIIVKb+xEhrS3jPVN17Apewt5W87UdfBJOu20eMs4u+X9tHoreG37ZyjYEW7t+ROGorHVeVJOO6en30Z2YMKZjcNlHZ9kOOyit7SFDv942hok5TSyMfMg9w9+l7wtZ9RvL2xkR2ETb1v4Owf8D8nG7EPVIHJUb7CH50Ye4CxdmeWIKEQFnrEb2da7kwvazqPV095hNbVXcnv40o7v01UqfyY9OvQ857Ws57dWX3eEWzY/6RxJDSTVHBgsba5+b3EazmMUoWF4JWIo4mFHfzUlwEeqQamIUBSn+roFHDHl+ZXiAElOaHo3nklSsjnu7v88/cErWAJezt5J3Gml01/H8cmLWRxbz8u5OyjKUPX6OdvHc9n/YnXyIhzjUrRZRsIuWrwlxJwUrvE5v/UTPDn8L2SjLgwuLd5KLmz93YbPQsSW2yL1vYkxJ8m65OUcl7yErbl7iDlp1iQvw28wPy7hNHNV55/w+PC3yES9xJ0Upzdfx+LYOjazuW5/gBZvMS3e4oavNW6r8OTIT6pBJJRnZ+4uvsSu4kusSpw85fGFKFe3TbDsL20/6Dao2bM5u4Ub93+fHumFXvjZ4ENc2XE5l3ZccqSbpuaxb+69oxpEQrm82hPDL/JSZgcnpVcfwZbNT5q1rYGkmgPBuLWoBYdIosqbzeAZizGVZRDHldkZZQzl8jwVIT5WhKXeqXQFLxESwITZkLbyb3l1mSGyUTdN7hKeHP4GvcFL1T0jimRtNyOFbrYVfo5rEgSSxcVUV9QBGAr3sCP/c/aWXmBn8Uny0RBJt43jEufySy0fYGFsPW/s/EeGw124JkbaWzLps0h7C3FMDCYEkkmnnRWJ8lB4yu3gtOZ3HPC5NnmdXNbxyQPuN1OBFGqCyFElKbAjv/GAgWST28rQhJVyXHxO0BqIh1151ZZb6AnGpk0MhkPcPXA/57WeQ8pNHcHWqflKROgtDdVtz9siDww8q4FkA5psoyvbqFkWSUCLe1w1UIws5CVOgRgFYmQkRtE6hOI0TCCxMjrkPcYxKU5t+S18p5X6IXIZtwY3pJxFtHlrKNgRXsk/UHd+Q3l+YoilKHksDgEuwbjg1YrlgaGv8kLup2SiHiJKZKJuXsjexcu5+8vnMYZWf9WUQSTASNhHwRoiqfTCSvkeI0ngzrO/43wTJ+7UBxguPkvjk68bPuo1bW8hPW543+CwMrGOtcmzpjhKzYX+YICBcLDh9ucy9fVAlYLy51rCiTV8bUm8o+F2pebXf8nUUWEo2MHW/G34Js3apmuJm1a25G7nucyNhFLAxcMxDp6xlPDKK9ZUORTEx2BwCPFHc7ANOKQIKDExWEyYdprcJXT6J7O7+DC1g+Iuo+ti+ybF6sTlxJw09w/8E6EUqgk4o0Tq52aWs8ldPAkrvaWGktQP00aUeKXwECc1XXbQz2pH4elKso2PU2mnxQFbYiTqo8VbeNDnmmvGOKxPXcjPh2+lNG6u4+LYak5IHng97TXJ03jXos/w6PCtFGyW1YkNnNl8+aSr+6i5E3dieA2KmHt4NLu63KKa3Fkt69jX00c4LqFwWXwBr+889wi2av7SoW0NJNU0bRz5Jlvzt1OSctmZnYV7aXaPZ2/pCUaL8YSUMOITI6jpdRSBkrjVbQaXSMJyDrRJUhBLwjg1w8wIZKIMt/V+DiuGSJYS2CztXhMLYieyOvk6duTvBmBN6k0sip0OwHC4p1xOSGzN8Hk0IfEntKa8lnfltRghkTN5hrJMteh3A63eYjxihJSw40oZhQSUbHGKI4+MX2q9hia3hU3Zh4kkZGFsJZe2XX/QwWBHbClXL/jIHLdSHUjaS7MyvpyhsHaYcnF8ESc36WpEanLvXnolxhh+MfwyRRuwKNbGB5dfTcKNH+mmzUuabKOBpJqGfNTLtsJPq0EkQDbqJhP1Yyu1HEeDNBGhID6ekWqvYDmIHHvTCYaQOIYEJSky2lsZk6B6TCguRSkxaF9mfAA4Ij6vaXoXHf4qlsbr/1J2Taw8PxPBkWrlSUIxlWLl5SAyqqwWAxDiEIiPsZa4EzFaDHyUg8uqxDnTemYr4qfQ6a+iK9gydt8CeVvi+93/yJs7P8qqZOP/sItYdhW2UpQcxyVOxncO/YO8ZIsMhL20eh0knCQiwn0Dt7Ip9zQlW6DVa+eNndfxK4sbZ60fyO7CTh4euhcrERe0XsLxybWH3GY1Mx9c9qt8c9932JbZjuO5LPQ7ec/S63G0h1hNwRjDu5deybuXamH2g6E9khpIqmnYU3iMgu2v226xNUEkAMYg4hIR4SCVLO1GJYAEIaj+LGIoEK9JuBkLA8dkoh6eGP4Ob+j8vYZtXZu8nL5gO4HkiMozNvFNEsQgFBFLTRA5XiQOzc4SFvgr2R+8SN4OknTaWBY7ld7SMN/t+it8E+Oc5jeyOrlhiidW/lC+ZsGnuaX3b+kqbQWE0DoUxCNv+7m7/zv82vLP1h3XX+rmBz1foS/YR0hIu7eI17a9hVPTvzTl9aZyd/8tPJd5nEw0QsptYl3qNJqcNA8O/qQypQAGwl6+33UDH13++zRNc3m+Bwfv4d6BO8hV6l2+lNvEBa2XcFXnWw9wpJoLCTfBR1d8kBdefoE1a9YQn4U/RJRSaiINJNVBS3kLcfCx4wI/oD6IHKdoXYwTYSYZEi4vjRhOOXQ62WDynuImijZL3Kmf87W26TJKkmFz7n6KNkvSbeWM9Nt4dPi/6At3VtbHGV2CcIwxYAQ6/Q28vvOjZMJe+sOdtHkruLXvBvYUn6ruu6+0lUvb3sWp6YsnbTtA0m3GlQ5Got3Vexldh2dfsJuHB2/nNW1vqjnmx33/Rlewq/rzQNjN/QM3c2LqdBINEmIO5IXs0zwydA8lKa/BXQoLPDX8ECm3qRpEjuoPe3l48Kdc2fm2gz5/YEs8NvRANYgEKEieZzKPc0nbFdMOStXs8YynQaRSc0SztjVrWx2kwBYYCHqx0kZkx944xhjitNAo3CsPITsUpZyx3ahHshzOGaaaejjZ27QoeX7a95VJjzslfQ2/vOhvuH7xP/GWhX/J6uT5lbqKBjETE24q7anUt/RMOXMx7S1gVeJs9hW3s6/4Ss2+eZvhFyN3Td7wivsHbmFLcTMWF6E8vG8ZzeAWnhq5j6IdS27JRSMMBN115xmMetmUfeKA12vkyZGHqkHkqJCAXFRf3xJgKBxouH0yPUEXQ1F9lvBgOMDOwrZpnUsppY4WVsy0v4412iOpDqi3tJX7Br7EcLQPAIcmkuLR4qbo8E/mrObf4KaeD9T0VI4FhmPLItrRGZKV1wQoWI8QD5eItBsn7qYIbEBBsjCuQqSdUHOyXELHoS/cSckWiDUo4l1twbjezktaf42hsIuBcE/l/LXJQABJ08ZZzVfVnGNX8UUsIRMNBP18Y99fk48ypNxmLm59EyekTq2+ngmH+EXmQQIZ6/UTMdUAGqA3HOBnA7dxZed1lft1JumhNXgzfMuK2IbbPeMTSm0Ps29inJY+b1rnb3HbSDpJgqi2dzPppOj0509mulJKzaZjMTCcLu2RVAf00OC/VoNIAEtEzoZ0l4RN2ee5sft3aXXOJpRyvcRIIBCHknUm9DQ6RGIoikvBOozYBAHlpJiSeGSiJlq8s3l9x2c5Pf1WFvnraHYX0+IsptlZRiSmEkAawkrijhVbt+71VNJeB+9Y9Odc0vpBTk9fyaWtHyRl2jF4GDxa3GVc2HodbX7tijDL4+vq6j5G1jBiS+wqbqE33M/O4mZu6ft39hW3V/d5Of8MIxN66saCyLGvpzIP013cC0DSbWKBv7Su7R3eItY3zawEx/qms+rabzCclj6Phf5YLcyYibMudSrrxgXDByPtNXNc4sTqkP2oFfHVLIpNXWszHxX42cBD3NN3P5lJekiVUmo+0h5J7ZFUB5ALB+kPt9dttxJRYKTcuWhzbLeDQAIQRExlIXuDgyVmAnynvOJ0JC4BTqVvsvx3TCRgcclLjk25h3gh9wjN7iJOa3odjnFY33QBDg7f7fpDMhOSfVq9xQ3nSE7FMzFOTV/JI0N38sjIoxRtM0l3KWelL+SM5kvwjF93zEmp83l65G721Cz/GMNS29OXiYZ4cOh23rmovJ53q9uJh19ZkaesUfJQ3mb4+r6/xzVNpJwUZzWfj5WInmAvkYS0ep28oeNd+JMUCz6Qc5ovYmdhK1tyz5Oxw6ScNKsTJ3L1gusJJeDnQ/fTF3ZzWtO5rEmefMB1tRu5fvEHaO5rYVt+CyAsj6/m2gVTr9izKfMi3+v6Ab1BHwD3DjzA1QvewIVt58/kNpVSSh1mGkiqKW3M3EkkUV1h77CSrjIxIJJKb+Ho9giHgjhEUQAOSKWW4uiwbqMC4YJlMNzPfYPfAQw/H74djyQlLOCCRDjGo8NfzhXtHz2o+7AScVf/TWwvvEgkEa5x6Q97CKRcy3Ew6mNgsIdViQ0sbNCD5hiH6xZ9moeHfkBXaTueidMbjNAd7KnbtzBuvuOa5HoW+EvZH+w8YBuzdoRQ8vQDfQO9vHPh+1iWWE5gi3T6Sw6psHdRijS7y1joB5wa7+Dc5gtZFC/3errG5ZL2N8743FDuVbx34AG6igVOS1/CRa0X4DtTf7xYsdzc8+NqEAkwEA5wZ99dnN1yhiaIKKXmvWOxh3G6NJBUk3oucxdPZe/AiFNehHD8HMVJMrVH19QeT3AI8PEqvXfNziIy0SBRgzmHoxxTTkQRDJloEGGwck0PF0Ont5zrF34BZ4ri4ePd2vctnsk8gtB4riBAweb41v6/57dX/iWuqT9vzIlzWfu7x87Z+82GgeRif0X1e2Mc0u4SotKuauhtxTRccScaV9g2b3M8PHw/H05/4qDubyIrljv67uCF7AsUbIHhcJhiJWj2sz67i718ZNlHqjUFrVgisQcM/hoZDIb4P7v+H/tKXQA8NfIMjw89xSdXfYzYFD2o+0td9JXqy0n1Bn1szm3l1PTUpZWUUupI06xtDSTVJIo2y1MjPyaUEuVeQHCnCMJGNcrMHttuaHWXMhxGZCMh5kyekT2x7mT5aKkUGfcYiAbpCfewOLZq6vaI8FL2WV7IPoOdsMpNIyPRIM9kHuPs5tdMvSPwuva3s7e4Y1xvo2FpbBWXtl9b3WcwHGBbfitF6zFWbkjwR9fYMeUVfkKxdc8usLWJK9Pxw54f8uDgg0QN5o8GBLyUfYmnRp7i7Oaz+X7XzbyUe5nABrT77bx90bUcl1wNwEiY4dtdN9FV7MEzLhvSJ3Htgqtqilrf1P2jahAJIAjbCjv41r7v010aZDjM0OQmubjtfC7tGKuDmXQS+I5PMapd4SdmfJpmUOJIKaUON+2R1EBSTWJb/ilGop7KT4YAj3wEoTi4eMQdAybHxMisHOzVEwwps5zQNjES7QBcShZ8x1aKhNeeauKwuVS3lYUSkK8kZryc28j9A7eTiYZIOinObrmI81suJRtl+Nb+f6KruJuQEDAYESIcPCzuhJHi8jA7bM1tPKhAMuk28cGln+HxkfvYX9zJsvhxnNN8ac08xn3FXYzY0ZWAxjLYA3FwEdrdDk5MnsajIw/Wnf9ASSqTiSTihewLDYPI6j5EbMxsZFt+Nw8NPlKd6zkQDvLve2/kM8f9Dgknzj/vuoGdxd3j7mc/hajIrywZqzHZF9T3KgI8NfIcJVv+f603gJ7uO0h7Kc5pKS9j2e63syy+hJdzW2qOWxJbXA1klVJqPtNAUgNJNYmE01wJt8rDz4F1CCpzHy0QWYcObyVJ11KSInGniZEwT1H6MUhNska5dI8h6XayrzAWlFhccpFLiEvchJXqiqPlcRq9Oce2tXsLWZE4ka7iXm7q+gbZaiHsXvp6u0k4KZ7PPMmecRnUUM6YizBEeCQkrPYKjs8ub/U6Dvo5+U6c17ROPr9wSWw5aaeZjB2pu5e008a1C36V45Nr2R/sZ1dhW2UlIIel8RW8aRoFwccr2iIFWzjgfq1eK89nXq5LGOoJenlg4CEWxxazt7iv5rWQiBeyLxFKiGfKHx/xSYavQxsxvjBEzua5v//RaiAJ8OHlH+A/9t7IvuJ+LJZFsYW8d8m7ZpTso5RS6vDTQPJVLh9leGz4TgbDblYlTuaM9CW4xmN5fEO1UHjRugTjflUchEgieoJhTBgnkoCYyRNKEfAxRnDF4phy76SIS2RjvJjbioODMW55aNeMLlNYLlo+2uXo4rLEX0hJcliJiDlJClGBERkCICUtXNR6LZ7xuaPv+5Ugcqy3Ly9FHh+6n6zN1N2vMeBIeV5LyTr4xtasqN3uLeKitkNLPBmv3e/khNRJbMz8otpDaDAs8Bbz/qUfY0GsXGboo8s+yTOZJ9iUeZaeYIgwjPPt/TdxzYKrWBSfXh3GpJOkxWthOBqedJ8Or4PL2y/n6ZFNDV8fDIcAQ9igV7NgSxSiImmv/DvxuvbXsqe4r6Z0j4dHocGxpQk1K5vcFL+58iMUbRERIeFOXg9UKaXmG+2R1EDyVW0g6OZ73V+iP9wPwIu5p9iUfYx3Lf5dHhj8IcOhwTVe3ZrUYTXT2oIUACGUHAZwKv2YES6RAOKQF7cSqDnlda8ryTveJMPgERHHp87motY3EUlA0k1TsDk2Zh7GiiXVvYRT0+VerT3F3dTPtDT0Bb00uVOXBbK4BGLwgA6/kw5vIW/oeAdNbjMiws8Gf8bTI08TScSS+BLetvBtJN3ktJ/z9Ys+wLLYSl7OPQ/GcFrTWZzfcnFNr5tjHFbH13JL9930BL3ljQXYUdjJ/1jxURbHFx309YwxXNlxJT/o/gFDUTn4dnGJO3FSboo2r41rFlxDm99Gp99RNzSddJL8Uuv5xByfuwd+Vlfbsc1rpskdm8N4WvMGfsW+jXsHHyQXltc2t9YnG3bhmNopC0tije9DM7SVUkcjDSQ1kHxVu3vgu9UgEspld3YVt/CTvm/zdObhatHviaOMdlwNyLJKKR9GeyDHgocIv5IpPdZjKAJiYrS6zQxGOYIJa3eDodXrIObEgXKAkXBSnNvyegA2d4/VcnRpnLVtcFidPJHuYG9NuGqlNsvO4pCPDC2J1bxv6Vgpodv6buO+gfsIKj1oO4s76S518/EVH+eF7EvsKOxifdNJrEked8BhWMc4vLb99by2/fVT7ndr751jQWRFX9DPj3vv4MPL3z/lsQBdxR5+2vcQFssVHa/ht1f9Nnf3300hKnBOyzlsaNpQ19ZfWXwd/7rnG3SVuhGElJPinJYzWZ1cCcAZ6VN4YvhpipWVedq8Fq5a8Pq685zTeiZrm07kb7f/G7sLXVgsDh6RCC4RrnFYkVjKO5e8+YD3oZRSRwvRQFIDyVez4bBRkoTwXPZhgkoWsTScrTjZ/MVyMfLQGIyASxwRD6jNPjamXIfyw8v/gjv7v8PTmQdrgr0F/hJOa/olDsaC2BJGCvVDuBuazuSqzuso2gI7Clso2SK+idEfDtXebSU7fCgcW30mkohnM89Wg8hRuwu7+eL2v6UvGCSQgPsGHmBt8gQ+uuKDNVnMMzUY1q9VDTAcTpxfWe++/ke5pfsuhqPycP4vhp/nqgWXcv3i66c8bnF8Eb933P/ksaHH6Qv6Oa/lHJYnxlbVec+Sd3J28xk8MvQESTfBGzoupzPWeA7pt/b+iJ2F8SsgCQ4OJyRXcWHbmbym7dwZlRdSSik1f+mn+qvYZOtTBzYct/LMaAIMBNbFisEYqRuyHGWB0I4mXwixSf5Ys2J5euRR3tT5bgyGLfmNZKMMDj6rY6fjNKjj2Mjl7VfT293FSDQWIC70l/C6jmtwjct1i36Noi2Qj7K0eO18fc//ZXPhheq8yNG6l4lxz6JoixSi+mSVkJCuUtfoiuEUbIFN2Rf42cDDXNZx8UG1dyrtXlvD7S1e85THhRLy074Hq0EkwEiU5b7+R7m0/QIS7tTDxjHH55L2xlnqxhjWp09iffqkA7Qe9pf66rZZLE1ec03ZH6WUOlZoHUlda/tVyYrl/v472VPonrAWNhg8wnFFxUNxCCNDPvIJpDxfMhSP0E4I9EQqwWbtr1RJAiZOhBQpDwfsKLyCazwKUYzdhQJ9gaEniLh38Gd8Y++/IhMb18Ca1Dp+dcnHODl1OsclTuSs9IV8eNnvkBw3hy/uJGjzO3GMwzsWv5eU6aRkPSJbTvRJO2le2/a66v5JJ0naTdddy1RLio+JsLyQffGA7TwYVy94Iwv9BTXbOv0Orllw1ZTHdcsAfUF9b2ZP0M8r+QOvqDNbYqbx36WpSf5gUUqpo52uta09kq86gQ34+t4vsbP4CgZwjYfvRIBgxVC0Btc41b8wBIeilNNoxrMYfJKEFAnFUowcShLDAD4hvlsOLEvWEDMOxomqf7dZMTj4rEmu47GhR3lk+OHK0HZllRWEV/Jb2ZbfyvHJE+gN+og7MVq8lob3tCJxHO9d+hv0lwb4XtcP+NLOr+I7PmemT+PKztdV5/P1lHr5+t5vMRAGBOLjG5flsU6uXvAmNqRPAcrD2j/svp1MWMLBqZbGcXGJmwQB9T2VU63eMh0dsXY+sfI3+FHv7QwGQ7R4zVyz4CoWxhdMeVzaJEk6CUai2iz1lJOkw2/cyzkXLmg9nV3F/RTHFVJv91q4ZuGlh60NSil1OOkcSQ0kX1UeG3qA+wbuZDAaqG4TcYmi0fWvywGiM27pwtE5hI3eKmlnCYtiK3ls5OeVLeUeuxI+YRRV19AOxeBEHh4hrlNe3WV5fDVnNJ/Pl3f+Q8Pc7YIUeXToMb7XdQv9QT+e8VgWX8qHlr+v4b2VbMBXdt/AvtJY8tD+4n4CCXnzwnI5n3/f9212VOpYikDeWrbnB7mj9xGKFs5uOY0b9vwnT49srMwNNXjGoc1v4ZoFbyKwlv/u/lF1qcHyM2jiio7GgZKVchA6nfmTHbF2PrDsPQe9P0CLSXN8cgXPZmp7Rlcnl7FkmqWDDsWVC15DwZZ4bOhZ8rZAm9fMWxe9jsUHCISVUupodSz2ME6XBpKvEr2lbu4euI2RqHaVlbBSi9ozUs2hCcXFEFXXg24URpYDxhK7Crtqzjf6vZ1QMshiMKaJ4xMrWJU4nkvbr8I1LgWbb9BagxHDpswWBsfVQhzOjfDve2/k9YwFbkPhMP/V9WNeyW2nL+wvz+ysXLYkAc9knuPNC99IfzBIT7GcET22rrUhkIiXclvZlt9Fd7GXLblt1cBWcAgEgsjl5Kb1tHotjEQZnhx+mnyUp9lr4tL2S+pWYclHBW7YfVMl8URYGl/IR1a8gxavfrh8tnxs5Xv4z70/ZHthNyLCqsQy3rdsZgXND8W1iy7j2kWXYcXOSgKSUkqp+U0DyVeJh4buHRdEjjGmHFRFYnGNVOZMGgJcjosdz2nNZ/LAwH0MRwN14eQifxk78rvrzjmZQEIubnsjbX4nkZSLVae9ZnrD3gl7CkmnhYGwvr07C7urpWjyUYEv7fx/7C2OrvNcXnUHkWowWYgKNXMty0FkfWBckhI/6rmLkFJdEtFIlKEvGKDVa+FNC67kjZ1XULQlEk68Yemff975bTZmx0oU9QQDfHnHt/ijNR+bsxVb4k6MD61455yceyY0iFRKvRro0LYm27wqhDb8/+ydd3wc1b23nzOzRStp1bstWe427tgYGzC913tDCkmA9ISUm0uSm3Jz08t900hPCAnJpSUQAulA6B333rBl2bLV60ra1daZOe8fM7vaJmvdsGXm8Wc/3j0zc+bMaGR/91cZGKMfcryntY5CRBeEDQdhw4Gmu1lVciXnFF/GjZW34MCZ6HctATcFXFR6JUE9knXebCWCBAp/6HqU77X8hG8f+CH3djzExSWX4lVTYx+L1GIuKL0443gwRd1e4wAAzw68nCQiR89iSJFIIip1liCEMGMFhYuIoWJY1sh0olLDKfLQDUFEVwnrDiK6ioN8aq0ONGCKJI+al1UU9kcHORTuyBhvC3dxKJQ5/mZjKDaCL5bZccjGxsZmImIn29gWydOeTcOb+HPPnxkxhnEpo27fOIY0X4oADWdiPIbkGd/znFG4gCmeGThFJUG9CyHMWpEBQ+PO1nsIGWarw3Rd5hIuojK1fqSOpDc2AAhCRpj1w5vwqoV8qO42nvM9TcgIMSWvkYtLLyEqNZ7pf56AkdpVxZCSbeziLVxLZ4aItPZBENVVClUX11VeBUBnuJegZvZ+lhgpRdPjSMCJixGpJ6I2JYIRXWPN0DbmF85CQVDuKgYgoAV5oONx2iM9OIWDs4sXMKdwChGZXmAdwjLKcFqHmDcTvliAO/b/hbZwH1JKatxl/OfU66nLy72vuY2Njc2pRg7FRU57bCF5GtMT6eH+rvsTGdGalDiSql4ZQExaj0CWX4aOcAe7A3t4uPuv9MZ8xLvMxPHpPlQBSAXVKlweMwSa4cDrqqbSBQF9GAnoUtIfS+6JbdYY3Bvax1uqr+WW2vemzO3ERbWrFn9oX8q4AQQJIaVken4jm/zbMpJ1zKQhIE+ujwAAIABJREFUBb+uE9XNINAXfGsZseIx44XWSRKThjTXHhVGxq3Q0Hmw8wmEfBaBoMZdzkfq/507W//E/lB7Yr+D4U6u0s6lwllCe6QnZY4qZzmzChozb/KbhO81P8KuQGvi86A2wvf3P8oP537whLn7bWxsbE40dh1J27V9WnNn210Y1tclKSGiO/Brbvyam6DmJGo4iQs73TpGStAMQcxQGNHCPNj9qNk+L+u3rrgLWUGXKiHdQcRwoaPSEe3lUCjAgoIVfLDuo+hGEVHDgWGMnidmKBwY6eVLTT/irtaHCFpFwKWUHAp1MjmvAXBgWOvTrW7eeZixiatKVtCYV5+yInP9ZqKPRPJQ1xMAeFKKcgsMK57SkGbCUURXkKgEjVQrapywEcGvBxnWR9gbPMT39t/HoVBXyj4RI8aG4V1cV3kR5UnFxUsdRVxZcS7u41QmaKLRFfHRGkqPg4W2UB97RtqzHGFjY2NjM1GwLZKnMUNWtxcpzcLiZmygFecoBKphWOV4zJI8uiGISUuESZDSQWd4EGF1mRFS4hBGikvYABRLZKbHHgaNEM8NrOEl3xaGdD+goqOgGjoSgSEVdAw6oj10RHvwaUN8dPK7+cmh39MW6iYsw+SrAkRqX+9STHeoU3Fw+5SP8GTf8/yj7xmkFOhSSXSeAUFn1BQwF5et5NXBzfTHfIlt8XgVM4PbtFDqUiKydO1JF9ID2hB6Qn6PEtTDLCmayxmF03l+YB2a1Lm4bDmlzuLD/7CSaB7p4P6OZxiI+vGobi4pX8zllcsAaA/38UD78/hifgod+dxUe37O854sIkYMTWbeK03qhPXswt3GxsZmImAn2xyBkBRCzAYWASk1TKSUvzvei7I5PkhDQQrzQdcNxarraCKkRArA0NGlA6TEEKYQjAtPQWpMpUSgSfNYTaqW/JSmPBRk7codNiLoRBkVmHHhBumBlS2hDn568AH2hUZLCgV1BaeQKIoBUhCTCgelj6gRw6U4cSsurq+6gr/1vIxuFQ9Pxi3MuM8iRyG31N7APR1/xhcz3e3ZMrhFmtvbrKNJ0prj98LMlI6kWTCLnYW4hBO3w8UNVdkThg6HLxbg+wceoSc6WuuzPdyPIhQWeafzzaYH6Ura1hLs4t3OFcxk5hGf642iPq+SancpLaHUmNYadxnzvA0naVU2NjY2x87pmDxzpOTk2hZCfBHYCnwGuCXpdfOJW5rNsaIINzFDRTNIFAePv+IWwbDuImo4iUgXutXeUJfCEomZ6FIQlQ4MTMufgUoMJ5p0jHFE1pVl3Tcqo3RH012ggph0ENFdRAwnhlTx4edAKNUlOsldlfVMZxUvSLxf6J3N56Z8mDxRiGaY7vjkdUzzTKLWVW1ZKkE3QJegSFfGemtcFcwvmIbKaKvIEkch11aef0wxf492vZwiIgGCRpjn+rfwUOeLKSISoC82zFORHUd9viNBSolfCxEzMq2Lh0MRgg/VX84kd3niLta4S7l18sU4FdspYmNjM3ExvXdH9jrdyPVf8duB5VLKbSdyMTbHlxJHCSPRcJKITEZYpXxMYSkwC3AbhmEFD5sj6WSfy3Rxq5CSDR235mXun/03ySVcxGSmVTEdN04Kk3ppA3x26gf576YfEtCDibEqZxk3112Xsl9NXjnLixfw6uAWwpY10SFUlnhncVvD2+iJ+ri79S/0RH0oCOryKrmo9Cwe7Xme7kg/IKh1l/P+ydcxq6CBl32b2TS8G4+Sx7WVq5jsqeZYGIj5s46H9OjY2+SJdw+/NrCHP7S/ykBsBI/qYlnxVD4y5TKUHEXz/KJGfjzvw6wd3INmaKwonYtHfXPGjNrY2NicTuQqJEPA6+PuZXNK4VE9h90eLz4OpvVNoqCKLHVxxsUUnYb1bSt+tJRmQkvW6SRmG8KkjXWuGvblUGuxSpQyKS/VAul15POTOf/NSwMb2RPcz1lFCziz6Iys1sH3Tb6es4rP4MWBTbhVF9dWnEdNntnGrz6vmq/PvI3+6CCqUClxegFYVjKXrf4mVBQWemfgsCxpF5Qt5YKypeOuOVcWe6ezfnBPhpu+0lVMhauYzVmO8SqH/zkfK12RQX7Z8hR98fqPMegOD1Gg5nFrfe4xmi7FwaqyeSdolTY2NjZvPHaMZO5C8svAz4QQXwNSAp2kzMGEZHNSuKD0HDoj3QzFQtkTSKx4yKihJCyTmhQoQqIKMIRESSuRk63+oikJlUSvbsMYja2UUhLTzUQfp1CpcRdzfdV5rBnazoFgG2EZxq24uKD0LHYFOoga4BBJYhTwqvnkW1nXk/KquCS6JOv1qkLlovLlXFS+fNx7M987g/neGWNuj0lJb3QIj5qHW3HiUpycVXzGuPMeK5dULOE13052BQ6hWck8k9zlvHfy5RQ6PGz3H6Q13JvYv8ZdytWOhWPO1xny8UjnOqJS4/rqpcwsrDniNf2pY82oiLTQ0Fk/2HxEQtLGxsbmdMMWkrkLyXusvz+YNBb3faoZe9ucFDrDfdzT8XeGY0E8qptVpUtYXrScJ/rWImQUVTFbB466nEGTIinLGUDBkBIhDYSqoCMR1gF6khs8TtyqKQRUOkoJ6ir9MR8Oxfx+EdUdCVd5REq6oiO0hgf57NT30x8dZEjzMzmvBpfi5PN7fokpZlXiTncJTPU08pmpNwGmWGxqauJEEdKjfKf5EfYFuxjRwlS7S7iu6iyurT7rhJ0zGVUofHnmzbw8sJ1Nw/uodZdxfdVKChx5AHx79nt4qONFOiMDlDm9vKvuQgYOZi/M/lTPdv6v9QUGYmYh9NUDTVxXcybvOULxF9Cydy+KSe2I5rGxsbE53TieyTZCiCuBn2DqqrullN9J2/5pTB2mAb3A+6WUB4/bAo6SXIXk1BO6Cptj5teH/szLg5sTdSMBDoU68Try0aQBOIhpEsUquC0BlyIzspFNBLoUKDKely0SsY4VzlKGYmHCMoSCebwmFTxKHjdUXslv2v+BgULUUKy1pLa9iRgx1gzu4saaCyh3leCLBfnB/kcJ6GEGo1HTmqlAIoZTwr6RLkb0CEWO/MyljoMhJd2RQYocnoQYOxy/PPg4m4b3Jz53RAZ4uPMVlhRNY5Kn/IjPfzSoQuHC8kVcWL4oY1uRI58PN1yVMjZAppDUDJ1HOtcmRCSAXw/zdO92bqhZRokz93t5acV81g42ETZSO/ZMtsIBbGxsbN6sHK/kGWHW2fsFcBnQBqwXQvxdSrkrabfNwDIpZVAI8VHge8A7js8Kjp5xhaR1cfcCV0gpx2qsbHMSMKTB7zv+xcu+zYzoqe5rKSFkRNFipntUN0BHBWnVhDTztsecW5cK4ZiKsJzWBQ7BzbXX4FEL+UnLo0SlE0WAKsy6iyEjwpA+gktxEDLij0mW3olAf2yYv3S+xvrBJppDXSmdaVThwIGGopjXYEjoi/l5qON5PtxwzRHdn5f6d/HHzlfpj/rxqE7mFtbzqanX4VTGNqI3B7syxnzaCH/vWcdHp1yV5YhTk47IIH3RzOSc3qifzUMtXFSRu5t+Wck0zi+fy2pfE34thFOoNOZX8ompVxzPJdvY2Ni8mVkO7JNS7gcQQjwE3AAkhKSU8vmk/ddwilTOGVdISil1IcRU7C44pxz3tT/Os/3rMaxYOs0QVu1HmVQDUZr1EtOyrSWCmIHlgk4t9mNYdSTjclNHEjNcPD+wm92BQxhWy0WzT7dZpLzCVcTKkgVsHN7DUGB/0iozCwlFDI0HO19KGhfWnhLNGO1Mo1jFz4UQdEYGjuje9EaGubv1GfqtTGe/HqJ3YCf5qotPNF6dsb+Ukvawj5hx7CG/ujQIaGEKHXmo4uT82pQ48vEoLkb01O9++YqL2rySMY7KjhCCT0+7hoPBPl7z7aHBU8GK0pkn7dpsbGxsThWOY4zkJKA16XMbcPZh9v8A8MTxOvmxkKtr++vAnUKIr2JeXMKEZCfbnBwMabA90IyOgWEItJRi4+AQZpFw06ntJJalC4uBWS/RMISZHGP9PugZcZOCkBFjZ6CFFMFpZXobKDjIBwS3T3kHv2x9lF3Dbfh1HadqNjiMd7CW1vnShauRYb00C5cLKXEqBsWOlDr44/KXrjUJERlHArsCbRn77vK38fMDT9EdGSZiRNGkgkMd7eBT4ijg+qrxE3gAHm5fy9O9OxjWQhQ5PFxZtZAb696Y+MpkipwezvBO4uWB11OKLU0rqGJ2Qe1RzTklv4Ip+bY728bGxibOyUi2EULcDCwDLnjDT56FXE0KdwO3AvuBKBDDDPaMHe6gI0EIcaUQYo8QYp8Q4gtZtruFEH+0tq8VQjRa441CiJAQYov1+tXxWtOpjC4NQnrE7EKTpdi4JlUMCVFD4lW9ZvtDXSGmK+hGvAWiIKKrRKWDsOEgojsI66pVqDuV9DgQU0SOnu9gqJ+v7H0AgeBAwE9/TCMqJSOa2ccaqaIbJBUCt+ZJEZHJLxJze9UC3ll74RHdn/R4vuT7lkzU0Phh8xM0B3sI6GFi0jCd+YYDBUGtu5S31Z6TEh85HAuxfbiV/mhqJvNL/Xv4Q/tqWkJ9DMRGaAn1cX/bq6we2HdEaz9efG7GdVxdtZhGTyUNnnLOL5/D12e/9ZgKptvY2NjYjCKP4jUG7UB90ufJ1lgKQohLgf8Brj9Vwg1PiWSbHINMPwD4pJQzhBA3Ad9lNMi0WUq5+ESu8VTiYKibn7f8k0EtiDHGUymBmARNd9CqBRBi1LWtSzPTTBGG+W1KiMQxMFaJH0i2GMoMCyIcCvXwv82P0BbpTzlGk4KYJhE4UlouwqiITPcoK8ro8Y2eSVTnlaZsH9EiHAj2Uu4qZNNQC+sH91Okerhp0grqPKVcXbWUV32vE9DDKcc1pCWIrPXtoz00kLj2+HUXqvl8avqVLC5qJC+pcPadB57l5f699EX9lDoLWFzcwOdmXoMqFJ7o3prhSh7RI/yzezMrSqfz585NvNS/l5ihM7OgitumXnhCi3I7FZVPTrvyhM1vY2Nj82bnOFok1wMzrVDCduAm4F3JOwghlgB3AVdKKXuO14mPlZyE5BuQXj5ukKn1+WvW+0eAn4s3oWlFlwY/3P8XDoZ7EIBzDJuylALNcJIehxh/L5HoEgRKmhzM3mvakGSIwIxzAvtGxioonr1TDqRaN+MzGYZMiMkGT2XK/o+P7GbjtmfpjgyjCIEmjYTFdP3QAT47/SrOLJnK1VVn8kzfdgZiftyKg0ZPVUZ85LahViJJhdmFNGtoAswoqCVPdTEcC/Fg+1q2DrayP9RlZcFDfyzAi32vM9lTxi315xKT2VsHxqTObw6+xKOdm4gaZsmc3YFODob6+dH8m2wLoY2Njc2bHCmlJoT4BPAkZvmf30kpdwohvgFskFL+Hfg+UAj8yfp/45CU8vpjOa8Qwgl8CdPrXAt0APcD35Yyt7ZpOQlJIcT9jKECpJS35rTaw5NLkGliH+uGDwFxf+NUIcRmYBj4kpTy5eOwplOS7cMttIfNftQSxSrgLdONg9YPS2FsQ7ognjBjJuikbpNIpBEXkSIxpgqRiHdMR0VQ6PAQjGZ/9gzM+M3UhUorHjNd6JoJMLXuEt5auzKxZedwG8+G9xGSpuvakDLF7d4b8XNv6yucWTKVWyddyGLvNHYH2jjDO5kF3oYU0dYb8fPiQBOpllbQpaTC7aXC5aUzPMTndz1Ca2gABSPDUqthsGmwhVvqz2WedxLbhg+l3B0BnFE4ice6dyREZJztwx1sGTrEkpIpWe+XjY2Njc0pznHsnS2lfBx4PG3sK0nvLz1+Z0vwPUxj3keAg8AUzCY0RcCncpkgV9d2epBXDfBW4Pc5Hn8i6QQapJT9QoilwF+FEPOklMPZdj6RxaxPFMlrPhBrJSYNy6UtECjEhIGqpHaD0Y3xwl/Npz9mqFZbRCNRcscUlgIFBxGpE5/ZJV3MUep4PdZH0AjhVI0UATpZLWelMp0HWZfyuzUq9BR0QDckuq6a1eyFTvbkX0G9WsI7XEvpbekg3svlgeF1CRGZ2FOkxnA2B7p5ctdaHhjeSp8+giIE1epuPlS0jApHQWK/P/q30pcW5xgXsS3DQ3xi3X04ELTGDp8xHgyFaGpq4mxZxSZnFQdiA0TQyMPBNGc5s0e83B8dyTjOwOCfzRsoLDr2XtkT8bk+kaTfjwEtTKc2wmRnIcVWl6Q3E/bzkYp9P1KZaPdj5syZJ3sJCU6DzjZvAxZJKeMxaXuEEJuArRxPISml/Hr6mBDit8BXc1zoeOQSZBrfp00I4QCKgX4ppQQi1jo3CiGagVnAhmwnOpUewFxoampKrDmghRkKqIh969GlRsJdLBUMmSzqrJhHaQlKIXEoMsWaJiXEdIEhFatjjVVXUgj+rXo5tzVexisDu/jVwScI6GEEgiJnMQf0EQaNKKAS0wWqYuBRnPxbzXLeVnseQgie2raX3thg4lxGcptFw4zbjK9TlwJVygxLX6mzgG/Nu5lKd1HKuHfvbujnsOjAg6EdtOlD1sXCAc3HH2K7+Nnc0ZATV1MThDOPl1IQkBrboz0UJYkOA1JaRgI4UDivdi4z682f0U/lbLYNt7LD38aConoWeCcT0COw9lnSv7pKCS5vwTE/k8nPiE3q/dClwdd2PMUGXxt90SBV7kJWVTTy+TkXvWlCCuznIxX7fqRi349j43gVJD+JjPUPYc7/QOZqkczGFo5f6vm4QabA34H3AKsxraHPSSmlEKISGLDqXU4DZmJml59W/ObQc7zS/zq9kUEr1z459lFYLupRQabpgqihJvYxDC1R0sYs9K2gS0fKPIZUkBIe797O9Pxa1g/upyesIVGRUjAcHU5UhVQFIBQ0QyEkFZYVz8atOvlJ85O0BkcAR0pUpCp0FMVc1+i6zb+lFSGZzOyC2gwRCXB9zZmsGdiXYpVM/0VWhUJb2JdxbGtogK7wEDV5xQBcV7OYVwaaTKE3BhFDS0o+UpAYifjRcmchi4sbeNfkUde7EIJFxQ0sKm5IjOWrLoocefhiwZSC8QJYaru1Tyj3tmzgme4mNOtJ7IkEeKxzN/OLa7i27sT3TrexsbE5xfkT8A8hxNeBQ5iu7S8BD+c6Qa4xkhenDeVjir1dWXY/YnIMMv0tcL8QYh8wYJ0f4HzgG0KIGKbR6DYp5ZFVrz7Feal/N491byKkx1BE9q8JEgVd6qiYhcljRrJIBE060LR4sfJ408O0NBtL+YWMGA+2rzZFFGaM5KhWM99rEhyWcPUoThShsGO4nR3+9pT94uhSZbSRTup5DUMgrSLqCoJLKubxn9Oyd5GZXzSZc9xTeCVykIiMJbrfmA18zB7dJe48QgSz3COZUv5nrreOq6oX8mzvLgZiIwlBmtw7tcDhpkA6GdRDiftc6Srk49MuZp53EuWu8etbqkLhsqp5PNqxMXF+CUzPr+LCytnjHm9z9KzpP5QQkXHChs7T3U22kLSxsTlmTgPX9ucwheMvgDrMZJsHgW/lOkGuFsnfpn0ewbRIvjPXE41HDkGmYUxffvpxjwKPHq91nIo807d9zLqIyUhUYoae6AyTiqkS42JJl2rCFS6lVYTcEowKku7oMG7hsOYlbT5zLkOalkkVN1/Z/Xd6IwFUJXvmMggqXUUoQEckPXxVmGJVmvUtK11luJTsj6YuDXaEBxjWdASKlZSTap3tiYTwqm6CaX7rurwS6tK6uny08SJurF3Kkz07eLhtA8N6JOVaZxfWcG3NAh7p2EBAi1DmKuCDU1Yxq7BmjOvMzkcbL8CjOFk9sJ+o1JjsKeVT0y/DYXeHOaGI3L0zNjY2NkfOBBeSVmb2V6zXUZFrjOQJrSNpc3iSXbfx9+nxjqOfs4nIOKZQNAzTFa6o5rGaoaSIRQNACsrdhfhDWYIIrX1dwsHU/AqaA4OELKFrGNK0mqYtocTh4T31q7igYg43b7yLgdhokku8xFB82e3hQcbitYFmOjR/4lpG701q5nXY0JmcX0pneAhVCOo9ZXxuxpVZ4+Kq3EXcUn8O+Woej7RvpCMyRL7iYmpBOV+YdSUlznzOKz+2GCIhBO+bci7vm3JuTvv3RUb4zuvPsmOomzzVwWXVs/jQtLPHFNg22Tm3opHtQ53EkizRHsXB1bVzTuKqbGxsThcmYoykEOJ8KeVL1vt0j3MCKeVzucyXq2t7s5RySZbxDVLKZbnMYXP0nFc2m/VDzYBVb1GOthsEcAgHVe5C/FqIsKahjTWRNUO8s4ymWzGTQEb5HamwtGg6XeEhRmR2a+h5FbMJajohozcxZiAQSBxCQUHgUZzUusuQ0slvD6zj3pYN+KIamhwtOq4bZgcbVTGPO79s1pirbw8NopFWvTyLcI5JnW/P+Xf6YgFcioMzvHUo4yRX3Fh3JldVzWfz0CHKXYXMLqxOEZ7bBzt4tqeJxoIyrq6de8JEXUtggI9segRfLGRdDNx7cAPbhjr51Zk3vmmSRI4HN085k4MjPtYOHKI/GqTSXcCFldO5vHrsZ8zGxsYmZyagkAR+Ccy33qd7nONIYFouk+X6P+GM9AGrGHhOJ7E5Nmbm16JIFR090YlG0+OWRNOdW+0qQNEhoAVQrNjFdL0hZVxExi2PZi/rbEIsauj8sX0zmjRwKCKjRE+Vy8t7Jp/LnS0vpR0p0KVKpVrE/8y+imp3MZ/c+gjt4d6kfSTgSKspadaoPKtkGueWZzxuCVaVz+D+ltX4x6mTqgiFKreXhgKz1OhrfQd44NBG/FqYMlc+H5l6DmcUZ7qn8x2ujPNLKfnqzid5pe8AI3oUBcHDrdv40aLrqPZkJgQdKz/b98qoiExi22Anr/QdYFWl/WuXK4oQfHnepfiiQdpCQ0zJL6XImXeyl2VjY2Nz0pBSzk96f8we58MKSSHEfdZbV9L7OI3AzmNdgM34VOUVUerw0h0dQre6wKQX8d430osZA2m2JHQoEkWRKGafGrO4j8xsaygRWVsiatJAt0SmZqgIaVDu8lDi8lDqLOB9DecxyVPKOaXTWTuwn2hSVxcpoT3k50s7n0CTOsNaKGVbPBYSIc36lwLyFCeVajH7Bof58MY/8pZJC7m6NjMZYpKnlOV5k1gT7UhqR5gphmvdReQ5zPaDGwYO8a3Xn2YgOpqAc3DEx8+X3Mjk/NSYyWy80neAF3ubCVsFxQ0kzSN9fH/vC/xg0TE1FchKXySz5iSAjsEGX6stJI+CUlc+pa78k70MGxub04yJnmwjhPiblPKGLON/llK+JZc5xrNINo/xXgKvYqaN25wgdg138quBdSihzThFHlIPoFkPrZIlR0NKgWGY22M6ZlNtKREKCcGWeYxlmU8Sk/FM6JS4Q6lQ7SrjxwvfTld4mEpXAd95/Wle6d9PSDMLolvTWMcL+qIjgEwk9RhGakY00rSsqoqBDuwfsWIjw9AaGiRfdXFhVaZ18l3FC3lL1QruPPAiO4a60OWoBVZK8KhOfrJwNC/rgUMbU0QkQFfEz+9a1vKVM67IdutTeKp7b0JEJtMWGhr32KOh0JG9/7aCYGFx3Qk5p42NjY3NUTAxXdvJXDTG+IW5TnBYIRkvRC6EWCOlfDL3ddkcK//s2M4Pm581+zdbhjfVKm9zuJ7V2VoNGgYowrQY6oYpNoUwe0oblpBUkjvjGFY5Id0atza0BAZ519r7GI5FcKkqQ7EQujQQQkE3kouKJwvQ0dVms4gCCEMlaBjmeq39fdEwX9v5JGX7XiFPdeBWHCwrmYwvFmZrXyv5vjzOLJmMW7jZMtROxNAQUlLjLuLni99OVd6oy3lEy+4G90Uz3cfZKHV5so67T1CM5Hsaz2Ln9m6Cemps6hxvFRdlEdY2NjY2NieHiWqRtMorgulx/kba5mmY7RJzItes7SeFEJdh1m6sklJeJ4RYBhTlmtVjkzt+LcyPmp8zRaSFYZi1G0GgWMGFmVbJNLe1NI+TCCKGAxIFy03TXbyjjapIy+U8emzceigNcKgSXYdBGWEwZokyHZIFrWElzMRRrLqQhsEYLRCT1pmWcR2/lqChEUyy+u0a7h7dHhvmdX8Pk/KK+XDjeewb6WFaQQVvmbQIj+pMmb86z8v24c6M884orDj8wixumbKUF3ub6Qr7E2MuReX8ihPjYl5e3sB3F1zLT5peojPsxyEUzq1o5PNzLh43YcjGxsbGxiYH4t0EFVI7C0qgFfharhPlmrX9H8B/AndjdpUBCAE/Bc7J9WQ2ufHHtk2mhS3Rpcb81hPP1jWkgqFLnJagNKwuKcmlgcz2iJkWwFGrpSkiFUWg6xJVTXdtC0AxE3QMiSGVjLmSa1NKUs9lJAynAs0AgZHVtQ6mZS9oxLKW8kkm3Q4rgdbQEHc3r+ftDYt4d0P2AgL/MWMV+wJ9tAQHErPP8Vbx3sbl2ReURqW7kC/PvZRfNa+mNzKCx+Hk/IppvH9qbscnc2hkkHv3byaox7imbhbnVk7JmoV9dnkDfyi/+Yjnt7GxsbF5A5mgrm0p5fsAhBCvSSl/cyxz5eqbux24RErZIoT4vDX2OmC35TgBtAbN9n6GYfXKthgViqYLOBKNb8viLhbpJXLSC3djnUMihEJMG63/mOqCFhiJVovZSY+njB+XnMQjMYtWZhOTK8obeamvmajMXHMuDGth/tG+i7fVL6QsS0JFdZ6XXy99O/cf3EBraJA53ipuql9CXprl8nAsK2vg7rIGNENnQ38H97ds5n1rHqXWU8Tts1dS7fGOO8dTnU3csftVeq1kmpd6DnBF7Uy+smDMMl42NjY2Nqc0E9tLFBeRQggvUEHSBUkpc2o3nWtbDS+mqRNG9bcTOHwNFpujYllpA8i4iBRpr7jLWljCMNs+Zh3I9FhFk/QONSKRSW1IZQzLY3YEUOzMA5n9MZKG5SLXBYYu0A1wCRVVKAjAKRTOKWvky3Mvp9pVhDQ46m933ZEAq/vGDulfVqbsAAAgAElEQVQocubx8Rnn8Z0F1/LexuVHJCKTWd3Xype2Pc3qvla2DXbzZGcTH1v/D4ZjYxVuN5FS8n/7NyVEJEBI13ih+wAH/KdVR08bGxubNw/yKF6nEEKIuUKIzcAQsM96NVmvnMhVSL4EfCFt7JPA87meyCZ3LqmchZrFWBwXkLqhYBb2EZY1cAwySu5nF4iGAYahWH+nHq7roOsiYyqvw82qiun8ZeUHKHF5MrbLuJVSJgldqVDqLOCvK9/HfWe9mydX3cYPF/8bnSE/A5EohqGaxcnHuCa3ouISauo5rPPkKQ7qTkBNR/M8kjW9rXxnx4v8YNcr9EdSk3QOjPi4b//mw84xGA3TH87s/z0YC/NiT8vxXK6NjY2NzRvFBBeSwJ2YWq4MGAZKgbuA9+Q6Qa6u7f8A/iGE+BDgFULsAfzAtUe0XJuceLxrD2FdZsTOZYtFjMcoZi3tQ7p0zDKSKBkkEq5vwzBQlHi9R3ObA4VCh0qJM49lZVO4cdJCphWaxb7neqt5rb8l1ZWdkUFufm4PjvCJDf/kW4suI98qc/Pd3S8wHLNS06WCrhmJ9o3SsJKKpCDPkUeZO5+O8AAhw0xEit+jKpeX3zZtIibXs6S0jg/MWIpTObxLPhcMKfnMxidY19dKUB8tASRJvecHR8Zu6whQ4HCR73Bm2PDdisr0wrJjXqeNjY2Njc1RsAi4TEoZE0IIKeWQEOKzwA7ggVwmyDVru1MIcRZwFjAF0829TsqjDGqzOSzbBjsyajuaH7OVzxHIlLxnE9OKKFAUMy4xX3XSUFDKHv9oh5nRTO3UeaVU0HWRcm7DgA80ruSt9QszMoc/M/t82jYPcig0mJhTIrLaP6WEpkA/39jxHHcsvprnuvezzz+QJoYV9NhojKZuPWV9eoS+SAQQCBw4haDQ5aRQddETCrPffwiA9f3tbB3s4pdnXXfM7QT/1b6XV3sOpvRqNi+ExC0TwNziKgDag8Os6W1lureMRaU1ifO7VJWVFQ10tu5MmWuGt5xzq6Yc0xonGjHrS8DxEPo2NjY2J5UJWv4niTBmqGIM6BNCNAA+oDzXCXIuhCellMA664UQwiWE+JCU8hdHtGSbcVlUUsfT3XvRpIGwBNZ4eijZ1qjrJCyJcVf1iC65feH5PNO7l9X9B+kIDSfKA2XPxk4lJg22DXbx9oZFGdvq8oq5sXYh9xzYTF8kZApbIRGH0QlNw/2889WHGUjUchRIIdNKGo1x0VatyaiUDISj+IiOeguEuW2br4tNAx0sLZ809iJy4PnuA5kiMo25RZXcNGUB39r6As93HaA/GqLA4WROcSU/W36NaYkEPnvGKrxON6/2HkSTBlMLSvnCvAveNCV9+sJBvrzpOVr8gwghmFVUzjfOvIgil/tkL83GxsbmqBgrFGsC8TLwduAe4BHgCczq1TmXdhxXSAohLgEWA/uklH8TQjiAjwGfBwYAW0geZ66umcPP965hKO7uBcBAUUUWQZlUy1HGE1xEhiXOQPLxjf/gkqoZ/H75u7m3ZQP3tmzEOIKAjcaC0oyx1b2H+PSGJ0Y7v1h1Kk3LZGqWdsJaaUAUg4ieHGtoKcCjCCDJdkRQj7Gx/9iFZIkre1/mElce80qqmF1UwfunL2VdXzuPte8lZLm/RzTz/N/b8TJfW2xmZStC8LFZZ/OxWWcf05omIlJKbl/7L7b7ehJj7UE/n13/NHeda0fI2NjYTFAmuJCUUr496eMXMV3aXiC9LfaYjNdr+/PAlzF7as8TQvwSs21OBPiwlPKxI1yzTQ78dO9qhqJR0t3Nhi6JewPjtSLjpkjDAKkrgAJZSv8ARHSNx9r3sqbnEGdXNvD+aWfx+5YtBLTUDioC0+2YXBC9saCUm9KskYaUfG7jv9JEZHy9Aj1mrje+VkOCYvVLzPa7pwqFKnceFe4C9g4NEDGOPnIiX3WwqLSG9b3tbPN1s7xyEgtKq494nvdNP5NXeg7SFQ4kxjyKkw9MX8rN0xYnxv7ZtichIpPZM9R3dBdwmrFrsJfm4czs9L3D/XQG/dTmj18+ycbGxuaUY+K7thNY4YoPAAgh5mOKynEZzyL5EeACKeVGIcQKzP7an5FS/vhYFmuTnZihs88/wHPdmaWb4hZGqUtTO1otDb0OD/5YJCnWMTvJnWv6omEea9/LqlgDj557M5/c9E9aRnxEDI1Ch4vFJXWcXzmFxzv3ENQ1aj1ePj17FYXOVBdk03AfI2lt/EZPCKBg6MndbqDY4SRPddIVGsk4ZHJ+MQ+e+3Y8DidPtO3lazueI2roGfuNhwDml1Rz955N7BjqJajF8Da5WFpRxx1nXYEjW6PyMajLL+KrCy/mV3vX0RMeodDp4rLa6bx7aqqoHqtdonoE5zqdGYiEsgrtsBZjOBahFltI2tjY2LyRCCGKgJnAQSllnzW2CPgqcBWQvT9wGuMJyQop5UYAKeUaIUQE+MlRr9pmTJ7q3Mdde9fREfQTJpY1JtIwBBipwmQoqmEgQDELigOJGMLkTjVm2QFzIG4hfKXnEHfu3cDvV76Dtf2t7BjqYlnZZCpcBfzi9fWouptZ+RV8Ys5yKvMKUs673z/A461N6LolatNc2CapFyGk4L1Tl3F9/RxufvVPdIRGWw4KYHFpDTHD4Jsbn6HZ78Mj3WhGGCkkqhBUuD04VZW+kQDhNKe8iqAu30u1x8ui0hqCUY3f79+e2O7XorzcdZA/7N/OrTMy4zwPx4rKelZU1mNIOWY84y3TFvFab2tK/26nUDinsj7r/m82llbUMbmgiNaR4ZTxunwvM4rsrHUbG5uJiZigrm0hxDXAQ0ABEBVC3AycD9yC2cVwRq5z5RIjmVzpOmyNJdSMnbl97PiiIX68+zU6Q36kASLLT0VKIEtijHnzFTAkRiJZRQEpkZaikwkRmVkM6LnO/dwybRErKhqYW1TFt7a8yAs9B4nqo5bATf2d3HPuv1Gel09U13nbCw9zKDBkSTkFqUtQMzPH09GRDERClLo8/M+8C/nZ3jV0h/x4HE4WlNTwhTMu4IOv/S0ljs5EoAN+qfPNJReQPxRguyPCY+176IuMUOTM4+yKer604MKE0HvfK3/Jev7VPa1HLCTjHC4pZk5JJR+fvZwHW7bTFw7idbpYUVHPbbOPvI3i6Ui+w8n7Zi7mV69vpCdsWqPrPIV8fO5ZqOM1Y7exsbE5VZmgQhL4FvAZ4H7g/cC9wN+BaVJK35FMNJ6QLASS/VEi6bPZaBnsGh7HyJ8P7UyISCD1wbTusrntcP/hCqQhE3Y6IQRIM2s77gbPhi8W5tnO/bx72iLe+/Jf2R/IfH4OBYb4701P8+tzbuC/1j1JSyC9ZqJA6iAcMsWFnq67pITdPrP80DlVDaysrE+4iwscLl7oamHvUP+YV+jXojxycCe3V8zmgzMXcOu0JbQFh6jMK8Cb5nZ3jJEy7lJP3OP61sZ5/FvDXLrDAUpdnkS29kSkLTBMVyjArOLy45ZVfWPjGVxQ08ijLbtxKQpvaZxL8RjJTEeCLxLma+tfZP+wD1UoNDrz+O60qbjVnItS2NjY2BwdEzdGcqqU8tcAQohfAT8CPiClzOycMQ7j/Us79SgWZ3OEaIZBil1XWrUh4yIyyS2djrSEommxVBPzyIQaFYAxpgZ1CoXJ+UW884VHsorIOFsHeojqOhsHOrNuL3S4eNe0BTzWuo/2oB8wkGqme7016Ceia7hVB0IIqj2FiTl2+nqIjBMTGUtKwHGpKtO82d2i19bPYudgDyNJiURFTjc3TZ1/2PmPFYeiMCn/xHTYeSOI6Br/tfoZtg30MBgJU5fv5brGmXxs3rLjMn9FXj4fmbN0zO2BWBQBFDhdOc0npeQ/Xv4X2wdGrdgHgC+ufZ47zrnsGFdrY2Njc9qS7FnWhRCBoxGRMI6QlFKO3bzY5rjxloZ53Ne8hRFNI9Gpxiqhk7D7ZjalSYgzU0Smu65F4iBpWO8ztKhgureMRw+8zv7AYNIxmYR1je2+7iSBmooqFJ5qP2CJSAAFdIkUMmlagW4Y6FkKb3UHAzx2sCnrdcZRgLMqcivnc0PDHLpCAf7Vto+hWJhSl4e3TJnLyio7ZvFwfH/Lal7sPJT43B708/umHaysnsySipoTdt7eUJD/Wfs8B4cHQcBUbynfXnEh5Xn5hz1uc183TUOZ2eDb+00hXOI+dounjY2NzZhMXNd2vhDipaTP3rTPSCnPz2Ui2/dzCjAUjVCguhmJxRKZMEZyX04FUyima8V4zOSYDbfjOyuWpdKgypNPmdtDTBooKLQPj7BbGxjb922tQUHhzl0bafCUsDupO06cGUVlbOnrzjx/mgiuLyjK6vK9Y/tq2oOB0XUkJw4Z4BQqy6pqeO/MxbQ0Z2a1A3QFAzzcvAtFCN4xfR4fmb2M989cwnAsQokr7w2NxTOkZEtvFwEtyllVk/A4Jsav2raB9PhU8Mei/HHfzhMmJKWUfPrVp9jWP3ruruAIn3n1ae655IbDHts54iecJRs8qMUYjNpC0sbG5gQzcYXkB9I+//ZoJ5oY/7udxmzr7+YDL/+NqNRBNdsKSkNYFkZIEYqCtBSxlP6Jo9nZYJaTzBCHCmdXNPDZ+edw2yuPsWuwL7Fv6pwyMWd8HQawvq+DEpebUkcePi1sHioE0wpLuXXaYrb0P5nxSyWsFo5ORWFqYSlfX3JR1vuQsGRKU0jL+DKs2NAYkg5/kM6gP+W4wUiY+/ZsY013Owf8PsuqC387sIdPLljOdY2zKHcf3qp1vDk4PMjn1jzLgeFBYobO5MIiPjZvGVdNyTkJ7qSRvbEl47dWOgb2DfloHsoMq2ge8tEyPEhjUcmYx55TW09NfiFdwUDKeE1+IfUFEzfEwMbGZoIwQYWklPLe4zWXLSRPMreveYKIbpAQjA6yuqnNpi8ypWONNLLvCxJ0kIoZPxmnwOHk3xvmcMf21aMiEkZ/EdK0goqCnuZrHoxGyFcdlIg8dCFZVFrNHSuvQBWChoJiDqQl4kzzlvLemYsod+ezompyilWwKxjgwaadADgS49b1ZAmVPBgY4ofb1vLxymkA7PX18+nXnuZQUkmZuP7sDgW5a/cmrmyY/ob2dA5pGh976V+0BYYTl3IoMMzPd6xnVV0DhTnG/p0sFlVU8/pgX8q/jcUuN++aceJiSwOxaFarYljX8ceihz221J3HjVPn8IemHfii5pebcqebD52xxK7haWNjc+KZuMk2xw37X9qTSE9ohL5wvA2iABSkpmTt3SkADIE0rOLiOkkiMt0fbI0ZJERiqSuPaybPZGlFHS3+odTJZeqrQHVx26xlOHGQoS6BEU3DF40yHI7xckcbNzzxR36wZQ2fmLucmUVl5KkOVAQKgrYhP/fu3g6GSBGRjzbv5pZn/so9e7Zyz56tHBgcwiPGz3JOtjz9YOvqlLqEaVdPW8DPnsGxs8CzMRyNsMfXT1Abo9D6Ydje38Pb/vUIbQE/Cbe+lRvUNuLn6dbsLvlTic8uWsHFkxqpyPPgEAr1BUXcOmshC8urTtg555VV0lBYnDE+udDL3NKKcY//8Lwz+e1F1/G26WfwntkL+X+zl3JF/fQTsVQbGxsbmzTGtEgKIV4mB6NtrsGYNpl8b+tr1rtkCZQ92yRRR1K3WiAq2SyR6QcBGiytquUrSy6g1lPIF1Y/y87e3tGfrMM6VponKXG5+fV51+GLhLlT2wTiMF5Na46u4AgP7dvJC+0tfHnZKu7atTER7xbBYN+Qj/+3+VUerriRfKeTsKZxz55t9IRHE8SGohEq8jzM9JYS0KIMR6L0hjMTyJLjKzuDAfOejLFGIck5Rk5Kybc2vMprHa0MRsOU5+Vz1ZTpfHxh7tnK3924mtZAsus9nnZv/rjeSMvo0eJUVH50zuV0h0boCgaYWVx2wssYuVSVjy1Yxo+3rqV9xLx/kwu8fHLh8py7EE0vLuVLS88DoKmp6YSt1cbGxiaZiVqQ/HhyONf23UnvpzNasPIg0AC8B/jdiVva6c+W/vTkFDhc5rSQcRe3ctjs5pS5DMGmrm5+tm0d63o6GI5GR7chzaqgDtM0PaWwmI+fcTazSyo4FBii2OliSEt1LSYEbVzAJS2iKzTCL3ZsoD8cylhcW2CYf7U285Zpc9g92Ed7WocTgL5wiELFzQfOWMLZtZN47wt/SwgLgBKXm3fPXABBjbbAMN2B4GgyepZ7ke90MDnHOLl7dm/l7/v3ELXKCwUDw/x+zw7ml1VyweQp4x7vi4RNYZuBGfNZ7y3m0skTp5pWtaeAak/B+DseJy6vn8aK6kk8fnAfArimceYpHwZgY2NjM1FjJI8nYwrJ5EBMIcQa4Aop5c6ksT9gCsmvntAVnsaMaGPEf+mYys4yFCJB6BCXbWOV4EkhSfAZSJ5pa8myk3mC+SUVvGvGAq6un5GIwWwoLGZheTUvd7Qikyx+wkgqOJ5Y4Oh0feGg2VEnya0OZhiJZtWILHXnUeBwMhyJJo6L69oW/yB3bFnD9wsu5ccrL+fH29fRGx4x61TOmM8lk6bS1NTEN9e9QkTXiQs1KVOtkgpw66yF498ni5c7WhMiMs6IFuPR/a/nJCTdqoprDOtZTX4BX162irwJkrl9sihyublp5ryTvQwbGxubNw1CCDfwFeCdQLmUslgIcTkwS0r581zmyPV/trlAc9rYAWBOrou1yaTYGS/5kzQYLz6ujxaQFGl1f4QUSE2OCjBLdKaIuvREnMNYMH+44gqq8zOtTz9ceTnXPPYQvaFUF3NCzOoyNdBYQIHDhUdR6R1JtUoqwMyicgDa/H4iUSMRP5jYwTItDkYi3P/6dn52wRXcuerqjHUZUtIaSLZoCoQhQTEFXV1BIRdNmsqHzzgz+wVnwcgWmHqY8XTyHU7mlVfSkWaVrC/08uiVb8Vti0gbGxub047TwLX9I2AS8G7gCWtspzV+XIXki8A9QogvA21APfA14OUjWKxNGtdPmcVduzelJtcYye7i9L9JSuAQlqtbohiC+VUV7BroQ9OMrMIzyYyYmp8j4abHH6WusIh3zZrHNdNmJo5zqw6meksyhCRAhSufgVA41TYqYVphiWXZSy0SbUh4YM925ldUccemNaPWxOQdki41lJTssr6rg7u2b8YXDlPsdnN5cTnODOufmfV+69yF3DZ/ac6xdXGWVtWyra87JVncrahcXj8t5zm+efaFKAh2DvQSNQwmF3r50rLzbBFpY2NjY3Oq8u/ADCnliBDCAJBStgshcuv+Qe5C8r3ALzFVqgOIAX8G3ndEy7VJYSSs4UAhJo0xQyMz6vrJ1PF4B5xlpXXMLq7g7wf2EtWM1P0TH5MEpWp+xICBSISBSC/f37SG8vx8VtSMPj+rahvY3NeV0prQraiUuDz0h8IZ641oBtEx2hwORiPs6u9NsyYmrS2JeWWVAOwZ6OeLr75AT5KYbR4YYEF1JQf9Qym3bHJBEbfOWXjEIhLgtgVL2T88yObeLnyRMJWefFbV1XPd1FFh/cje3TxxoJmYbjC7rIxPLT2bfOdoIorH4eB7515CRNfQDCPnNn82NjY2NhOUiV/+J0qaFhRCVAI5lzzJSUhKKQeAm4QQClAJ9EopjXEOszkMLcODPNayDy1Kkls3STimu7tT3mc+uNv7e/jtpdexomoSX1z9wqiYSxybZt20XMGJsj8G+EJh7tm5NUVI3jx7AfuGBljd3UZvKEiVp4BVdQ0cHBzKiHUAiBk6kwq9kNkghbqCQtwOBw4hiI1Ru9KlKMwrq+S2BWY/5t/s2JwiIgEGtShSCq5pnMGW3m7CukZ1fgGfWnw2RS53llWNj1NR+NGqyzjkH6JpcID55ZVU54/2Af/V1k3ct3N7oizQtr4e9g36+N0V16bU9gTTkus+9RO0bWxsbGyOlYnv2v4TcK8Q4lMAQoha4MfAQ7lOkLPPTQgxB3gbUC2l/IQQYjbgllJuO7I12wA8dmAfvohp0ROGSBGTwOjDmajvaJksx/jy0zw0yN3bNvPuufNZUlnDuu72RKJOViRW0e9Ut/nmrm6e2L+Pq6aZXVgUIfjG2RfSFwpyKDDEFG8J5XkefrJlHet7OlOmFJgFrW+aPY+tfd3sHxotTj6tuIT/XLScp1v2I7WkguMCUKG+sIiza+o4q7qOy+qnJopJ+6PZE5KCmsYvVl5JWNMIajFK3XkZgi5XgrEoP1i3hi09PZxVW8vtS5fjSbI0aobBUy37M2pL7u7v49WONs6bZPfvtrGxsXlTMvGF5BeB7wLbgXygCfgN8PVcJ8hJSAoh3obp2n4UeBfwCcALfAe49IiWbANATUGh2UIbSHS1EWbJmv9avAIDeLH9IC+3tSVpvaQs6TTR6QuG+fmWjTzdcoDJRUXUuAuJSA1NN5JK/iQj0j6ZnyO6zpdffZFfbNnItJJSvrryPMo9+VRYrzi3LTiTHf29bO3tImIYqAhmlZbxoflL0A2DWreXLkaI6jqFLhe3zlrI7v4+7ty6iYiuj1peJUzzFvPzi66krtCbmN+Qkl9u3sDegdRYyzgNXrOsT57DcUzZ0AeHh3jnP/5CyGqteGB4kMf3N/On6/+dGms9I7FoVkEb1nV29vXaQtLGxsbGZkIipYwCnwI+Zbm0+6TMMcvUItf/gb8BXCql3CqEeIc1thVYdCQnsxnl2qkzeOD17ewfjlvtBEJCvaeYPb0+3jp7Ditr6nm1/SEyYgh0zBjHpM/CitPYMzjAnsFR8SVEUnZ3nOQM7uT+3BaalLQF/LQF/PzHc0/xwNU3oGRx3y4urWJ7dw/oBrqUtPv8/G7bFvYODvBaW1ti36FwhLu2bqKhqDirqK31eFNEJMB3177Gn/fuMeNHk7snAlPyC7h9yfKMeY6Gzzz/dEJExgnEovz3S8/z00uu4O5tWzkw6COmZ8Z9ep1OVtZNPi7rsLGxsbGZeJwGWdsIIWYCbwfqgA4hxMNSypw7O+QqJKuAuAs73elqcxS4VQd3rLqU/93wKu0BP7phEIhE2ds3QFOvj3+1NHPjzNnUuvJpj6RlTRukuIYP59KV8Yzt5PyT9JjLw/wUm30DfORfj9PkM8XpZG8R712wkLPrJvHEgWYiMR3FUniBWIy/Nu2hLxROSRKSUtI1MjLmOqNpIi2ia6zuaEeThtUa0vTsKwKubpzBOyqqKc3LrWPNeHQGshURh32DPj7wxGM0+XzmNSBRVIFh3SxVCJbV1LGw8sS1DrSxsbGxOcWZ4CpICPEu4NfAY5gNZxYAXxBCfERK+Ydc5shVSG4EbgHuSxq7CViX+3Jt0plWXMrdl1yLpuvc/Njf6A2HEgLMH4nywK6dzC700mGEkIY0Yykt4qJMSrMF3+G6pgsE0sj+tItxMs4imsGGrk7i5sChaB//u/pVPrpkaVYR1h0MZT+/lJTn5dE5knnMGeWp/ZT90SjB2KjlUmB969NhdkkZHvX4ldNxqiqkWSTBjIuMi8j4NRi6pKawgJllZZw3qZ63zrLLqNrY2Ni8qZngQhL4FnC1lPKl+IAQYhVwP5CTkMy1TsongW8JIV4ECoQQTwLfxPSr2xwjvkiEvkRm8mihR82Q7BwaAs1MyEn8SbLsJccaHg6R/keKhIh0qyqFTmfCspggXjpIilHLpWGu9/lDB7NaBdUxrI5OReHyKdNRki2g1nwj4dQklrI8T0o8ZpzSvDwuqB+/y8yRcNXU6RljAqjyFGYZF9Tle/nZJVfwjjlnJBKCbGxsbGzenAh55K9TDC+wOm1sDZBzj9yc/ieUUr6O2cXmF8CXgP8DFhyJD91mbAqdTlShjCkG4+JvPARkWuvS57Qse0K3Mqd1WFk9mUdveCtfWL4Sj5IUfDlWgSfDTIZZWFWdsioFKHFnL78zq6ycLV3dGNY5Ey8DXh9ILVelCMFVU6entBx0KyoX1zcypbh4jEUdHZ9bvpIrpk4jT1VRhcDjcPDOOfOYV1GZdf+iMa7PxsbGxsZmAvJD4H+FEHkAQggP8G1rPCdyzdr+qZTyk8DDaeM/llLenvt6bdJpHx7mo088Qa8/BKoYtQJmk/iS1JhGkbqfokOF20NrzD9a4Dw+V/yzblkxlaSi5gKq8wu4ZMpU7t60mVAslDjfWAL2jPIKPrrkTH68cR1beroRwOKqai5qmMp/v/Q8vcHRuM7agkL+5+xz+PiTT2ZaUCXENJ2uQICaQtMK2BUI8MjO14lGjMTa3YrKpQ2NOd/XXBFC8J3zL0ZKiSZlomPOoeEhtvZ005Hkvq/Kz+dDixcf9zXY2NjY2ExQJn5B8o8BNcB/CiF8QCmmYugUQnw0vpOUsmGsCY6ks80ns4zfAthC8ihp9vl4/z/+iT8aNXWVwagVMP63IkbFojWWSLi2hKIQgGZ25W73BxDxY+Lb0yyLyUbKAqeTt1ixfnv6+ugLhVGM0TJDMi5Ck35X8h0OPrRoMU5V5bPLV2Zc1/cuuJjfbNvMcCRCuSefTyxdxo9eW8tgKJJaL9MAxYCWgSFu+fPfmFVRzncvvZhfb9pMeyBgik5r7X49xn3bd7Bi8vhZ0m3Dw3QFRphdXo7XnVt3GSEEziS3fENRMT+6+FJ+vnkjA/+fvfOOb6u6+//7SLLkvWec2HESZ++dkEUSIIEmjLJKS6EtLdCH9umGjl/poKUUnraUUiiltBQKlB1WCCGQEMjeO3aGE+89JWve8/tDeziWHWc4Oe/XS8Q699xzj64l/NF3dnaSYjLxjQmTfJZKl6bx1PadbK6s8lhns/n2zGkY9cGVyDUp+deuPWwqrwRgXmEBXxw/ptc1LxUKhUJxHnH+uap7ypdOd4FTCkkhxFe98wJ+9jIEaDjdDVzM/H7DRl99QiHdwjBUXkiNoPaJgccFnnNcwj8lJAYxklzRC4FOQE5iIpcXDWFaXh5vHjxMWWsrJqHHJl3+8zwZ095yQyqRqQUAACAASURBVDohuHfW7KCC3aFMzMnh8cuW+J5bHA6Ot7S496h59hVQgsipaTRZrWyqqOSXaz/B1kXTpI4uipN7sTqd3PvBR+yrr6fFamNAUiLLhg/jG1Mnn/K8rhiekcGfF18e8div1n3K+6VHcXrKbR2oa6CirY0/LQ2e//OP1rH66HHfvD11dZS1tPCz+XN6tSeFQqFQnD+chzGPUSOE0ANfBb4hpbT1dp3uLJK3ev41BvwMbqlSC9zW2wsr4EBDsA7v0kalRTjuFWQBJ3vFpIDgzjGBSEgxGrliyFCuHTUCh6bxxddWcLKl1V3aRoSLVSHd9dKzE+KZO2gQy4YN68nLRErps7gKn7s8ssotaWpi8ZAiPi0vDzuWkxCegBPI/23YxKfl/vqVVe0dvLjvALMGDWRcTt+V6WmxWtlaWe0Th+C+73tq6znR0kphqjuOs7bDzJaq4HkOl8bG8kqaO62kxfVNCaPTQUrJGwcOs/rocaSUTMsfwO2Tx6tEIoVCoYiGfiwkpZQuIcTldJ0RERWnFJJSyksBhBAPSCl/djoXUoTj0gJ+d17LY4i48pa9CYqH9IhEgUAGvosDi4x7ftYLgcsrZDxrtVjs/HffQT44chwhoMlq9S0hpcdVHsJXxo5jbkEBeYmJPres3eXitX2H2F1TS0FKMl+aOI7k2PBklASjkcKUZGrbzd0mDWlS8uXx49hUVcnBBn8STkFyMv87/dRFyPfVhRvI22x2/rv/YJ8KydoOM6228C9vrTYbZQFCsqylhcYI5ZAaOzupbG8/L4TkHzds4fX9h7A63W+qnVW1lDQ28dAVC8/xzhQKhUJxFvgj8EshxP1SSke3syMQbYzkJ0KI4VLKEu+Ap9d2gZRydW8urIDc+ETK2lpPPclXLkD4a0YSkCjjS16RPpOk8ApNPUzKy8HidHK8pQWr1UmgUm0OEJDe4YgyT8ILu/bz2p7DGA16ilJT+cWiufzsw3Xsq63DW6Lyo2Mn+PPnLmdAsrtLTVlzC09t2Ulzp5XU2Fji9AafYPGuG3rBotRUkk0mrigYQnOHFbPDTkZ8PF+bMIFHP92C3aUxLM7IkKFDw6xmXUnUvo5GLEhJISs+nvK2tqDx7IR4xmb7s72HpqeRHR9PnSW4oHxWQjyFKcl9vKueY7Y7+OT4yaDfiUtKtldWc7KllYLUvs2QVygUiguN/uza9vAt3Mk23xNC1BNgYz1Vgk0g0QrJx4F5IWPtnvHhUa6hCGH5iOE8uW07dq9lMtIbMrSP0CkyqZEgnJ7jAlIMJh5dcgUGIbjpv29worO1G1XlUaKB2eG+OEaJ0+XA7HDQ3FnD3StWUtkeXFy8rKWVP23Ywu+XLKK0oZHvvfshNe1m39Imoz74WtKniokzGCjOSOcXC+bx9607eW7nPqyeQuEWSxu/XvOpz7K6GThpd/LwlcFt3sfnZFPS2BR0G1NNJr4wbvSpXnSPiYsxsGxEMc/t3uuLcY03GLh0cCEZ8XG+eZnx8cwpHMS7JaXYXO7fcazBwILBhSSdB2WEajo6aO60ho23WG0cqm9UQlKhUCi6o/8LyTObbBNAtpSyOmSsGreKVfSS2yaM40RzC2+XlHreix6rowdf1xkJSOkTiF3iAp0UvqQbs8PBtvIqxuVmY3E4iMo2J0HnCt6HhLByRHXmkLaNHrzC8fFN2/0i0rNIp81FrEmP1eUP4MyKi+frUycyOiuTkZkZSGDNkTKfiPS9tID9uICNJyvZU1PL+Nwc3/j3Z8+gwWJhT209rTYbRp2OGKnjdx9tYMagfO6eNSWsZ3hv+drkCUzIyeaV/QdxScnyEcXMGxz+5e0nc2czNjuLD48dBwRXFg9laXF4EfRzwYCkRNLj4zC3hhSEj4tlTE7kOpoKhUKhCKCfC0kp5brTXSNaIXlMCLFQSvlRwNgC4PjpbuBipd1m4/vvfMiB2gZweQSiIaBvdkj3FyHdpXAk7nlBmlACUvhM7N4McJddY3d1LbMK8kkxmai3dIa5k1NNJsblZHGspRWH5sJuc9HmtIVbPUNqW0bUYxpUNbdzxyvvsK+uPuxaOmBIaioJJiNtNhtpcbHcOW0y4wPiF20OZ7fZ2QA2l4tfr/mUl2+5znfPYvR6HrliMbUdHXzn7dWUNjRjxUljRyel9U20Wm38ZOEl3a4dLVPz85ian3fKOUIIrh45nKtHnn+G+7iYGBYPHcx/9xzA4hHuMTod0wcOIN8TnqBQKBSKCxshxERgLpBJwF9tKeXPozk/WiH5C+B1IcQ/gKPAUOArnoeiF/z2o8/YWVkL+DOjpcNTtxGChJsISHAW4O4OE1iPMUR04j+VF3bs5829hwGIcYFD+M9NiInhx/Nms3hoETanE4emcdvLb9HWGZxIElB9yMfgtFTabXaqve5tDfQS2qw2dlfX+ROHZPAiiQYjTyxfSofNztqjJ2hos+DIdLl7XgMmg56M+Lhgi2eEWEokVLV2sLOqlsn5wYbx8pZ2Klvag05xSsmW8io6HY5Tli662PifmVMZlpHOu4dK0ZDMKRzEjX0cCqBQKBQXKn0ZIymEWAI8irvg3tNSyt+FHDcB/wamAI3ATVLKstO85jdwJ9x8ACwFVgKXAyuiXSMqISmlXOFJEf8qcBVQDlwhpdza000r3OyvqQcCtJbHKBlYPDyo5mIAOh3IYM+v+/wItSadmkabzW/hi9PrSDSaiNXrGZWdybC0NABMBgMmCO+37SFGp8OFhl6nY3BaCg8sno/V6eTxTdtptHRS29KB2R7gIg0QtYF7HJ2dycpDR3hq0w4q2zrQC0FBWgr3L57L6NwshBDcNmU8D3+yyZfxLESIkPU8sbtcbD5ZGSYkjzc10+kMvUFgtttptdqUkAzhiuIhXFE85JRznC6NP63fzI6KGpyaxuD0VH6y6BJSz4PMc4VCoejveGo6Pg5cBlQAW4UQb0kpDwRM+xrQLKUcJoS4GXgIuOk0L/0jYImUcr0QollKea0QYilwc7QLRGuRREq5BdjSi01GxekocSHEj3HfYBfwbSnlqjO1z76izWaPKps40BoJ+OsxhmRZRypmHoYEu1OjqcMt0KpaO9hbXc/Dn1vEqJxMAEZkZVDW3Bq0eFZCPE9cs4SyllbiDTFMzs/1ZUw/vnwJrZ1Wbn1hBWarwy1oRRf7kXDp0EJ+vmodlW1uS6ZLSo43tfDQ2o3866ZlCCFYNLSIorRU/r1jLx12O/MGF/DEpu00WPytGwFMen3EWL7ZhYNIj9tFU0giSWZCPFnd1KJUROaBD9fz/uGjvgz9suZW6jrM/NPzO1MoFIqLkr6zSE4HjkgpjwEIIV4CrgYCheTVuD3EAK8CfxFCCBmY1NBzsqWU6z0/a0IInZRypRDiP9EuEFXVYSGESQjxGyHEMSFEq2fsciHEPb3YdKT1vUp8KTAa+IIQItS/5lPiuM2wD3nOHY1bOY8BlgB/9ax3XpNo9FjFvJY7j/XRh3RbJ0P/RIcWC/fN7eU+6jrM/OUzt2F528kqTta3YNJ0GFwCvQsKU5O5a8ZkCtNSmV9UyLRBA4LK7vxz825ufWEFtd7EmsDOOhF458ARKlrbw8ar2tr9bnJgSHoav1g8j0euXMzy0cO5cfxo4g2GoLVHZmcwp2hQ2Fr5KUlcOnQw8TH+70kZ8XF8cdJYVWi7F1jsDnZV1aJ536eex5GGJraUV53j3SkUCsW5Q8ieP7ogH7e310uFZyziHCmlE2gFMk7zJVQIIQZ7fi4BrhZCzAW6T1bwEK1F8o+4X8AXcfvPAfZ7xv8S7cVOQa+VuGf8JU97n+NCiCOe9Tb2wb7OGDdNGMNjn20FV4gIFAFxkpFiA3uDd50u1iupb6LNauO3H35GZaDIk1CQkMyOE9VsOV7JsjHDmTHY/74+3tTCS7v20+Kx/AVZR7vYt8PpJEanw6EF+71jdDpMhq7fjl+ZOoHM+HjePVRKm9nM+IH5fPuSaV1mYd+7YBbzhxTw9sFS4mIMfGnSOIrSU7tc/3Soazezq6qWIempDMtKPyPXOJe0WW2Y7fawNp12h8aO8mpmFIT+v06hUCgU/YTfA6OAMuBXuPWVEfh2tAtEKySvBYZJKc1CuKP4pJSVQoi++gsSSYnP6GqOlNLpsYxmeMY3hZx73v9l+8KkMfx903asTi1Y23m6zwTFBUbQSoHWSDR8vbCD8FoHPWJVBiboBKBpktd3HwwWkR42llX43JkbjlWwfNxwvrPA/at5ZdcBn4iMhqyEeO6YOZkDdQ0cbWoJOlaUkRpUgzESy0YXs2x0MaWlpRQXF59yrhCCWYUDmVU4MOr99RQpJQ9/tJF1R07QYO4kyWRkbF42Dy1feEpR3N/ITkog0Wii1WIPs4jvqKg5V9tSKBSKc0/fubYrgUAX20DPWKQ5FUIIA5CCO9Sv10gp/xXw80ohRBpglFJ2dH1WMNH+tbOHzhVCZHGaL+BcUFpaeq634CNBGLBFsB4LCH9zBmRo+457XIwC0EkQBnB6j0n/MR8hRca9YzlxRk7U1EbcoxawD7PDwfsHSrkkI5HUWCOdHeHC039iwHUEJMUYWDgwm47aau4YVcQ/9h2hrtOKXggGJsXzteGFPfrdBM5tsFj58Hg1Rr2ORUV5pJiMUa9zOmytauDtfSXYPcXG2212NpZV8Ou3P+S2sWe3VuSZfl+n6nVEcmLXtrSdV58pL+fjns4l6n4Eo+5HMP3tfnRnSDir9J2Q3AoUCyGKcAvGm4FbQua8BdyG2+N6PfDRacZH+hBCZAOJgc+9XuLuiFZIvgI8K4T4rucCecCfgJd6uNeuOB0lHs25Ps6nN6Bp3U6wdh2GoAvsJijcD1877pC3jtRA79QhpOa2PEaImxTSkwkO/oMaTC0s4PMTRrKx+r2InU78F4HmTjuNMbFMKx7K3XkD2Fb3NnUdwcXJTTodTrvmDvv0XMehaZS3OygsGkKxQc+iKZOo6zBj1Ot7nPkbaJF8cds+nt+6j0azOxFnY3Uj314wg4XDB/dozd7w94MnfSIykKpO+1l9n0VjoT1d5jaZObBhR9h4cnzcefWZgrNzP/oT6n4Eo+5HMOp+nB59Vf7H42m9B1iF28f4jJRyvxDiV8A2KeVbwD+A5zwhfE30ILO6KzyJzv/A3WAmNLc3qnyTaDMPfoK7+PheIBUoBaqAX0a72W7wKXEhhBH3zXkrZI5XiUOwEn8LuNmTEFQEFHMGs8v7ki9MGRv5gKdftlc0ei2OugjJN4E4NY0YIfwBvV6rZUChcp0T9E7QO9wPnQv2V9VTmJ7KdeNHkpngdi8bdDoMOncRdOH0PFzu+c+s38n2E1VkJybw7bnTGJqRSqIphqzEeGYUDCBOGHyGT510P+xOjU1llfzt0+2+/WYnJgSJyCZzJz95cw1feuYNvvrvt/jHZzs51ZetdquNV3Ye8IlIgJo2M09v2IlLCxd4fY2hi/jMvuqecz5x48TRFKQF9wc36fXMGRJVK1aFQqG4MJG9eHS1lJTvSSmHSymHSil/4xn7uUdEIqW0SilvkFIOk1JOj9Zi2A2PA78GEqWUuoBH1EnL0daRtAPfBb7rcWk39JU51bN+r5W4Z97LuBNznMD/SCldES90nnHTpNGs3F/CwdomfzKMxOOfJrzo+KniIb2nCAEuiQi9A11ZKYGKpjYAvjF7MlePG86L2/ahaZKKljY2Hg037pY3t/H7Dzbw7O3XcNmIoSwsLqK8pY1Yg4HvvLwqqG5lKPuq6iOOOzWN7776ASW1/miJo/XNdNod3HPp9KC5NqcLh8vFtpPVVLWGh3HUtXdwsrmNoowzk1zj5YaJo9laXkVbgFXZoNMx4wzGZZ4rEk1GHrxqIX9ct5ma9g7iDAbmDCngztmTz/XWFAqFQtF70oC/nY6mizojQAhRDNwIDACqhBAvSyn7LLBCSvke8F7I2M8DfrYCN3Rx7m+A3/TVXs4mKTGxCEeA21oGFCn3mvU8VkWdd9wJUk9E86TdoaEn/EuP1CLPB4gRgkdWbUBKOFzbwLGGFqwOJ8aYrhVrRXMba0vKWDJmmLtIeXoqv3h7HWWNrcECOASDLvKBjw4d51h9c/Brcbn49Gg5d8+fil6nY095Lfe/tZYWcyfJ8bsoykol1mAI68sda4ghOdbU5d77ikmDcvnytAm8te8wjeZOkmNNTCsYwNdmTTzj1z4XDMtK5/Hrl57rbSgUCsV5Q192tjlH/AN3l8JnertAVEJSCHEL8BTwLnACGAfcJ4S4U0r5Qm8vrgC70+VzAQcicJfR8VoiA1skAkgXbstkaESDFiAavULU8xBdlP9p7bTx+o5DwRfAbfnrShBqgMOl0WqxsnLvEQx6Hfsq6/xJNmFV1CEuxsDikZE7qBxvaMEZwR3daXdgc7rYW1HFD19ZjdOT/VPfbqGu3UJyoilMSI7IySAjwZ8BXtncxr827KbFYmX8wBxunDa6z7Kqb502jhsnjaKytZ2shHiSzoKAVSgUCsV5Qj8UkkKI9QQ3MP5fIcR9QFAZDinlvGjWi/av6QPAlVLKTwI2Mhd4DlBC8jQYnpPBrvLIGdNAl29SQQQroyu84KlXjAqPlVAvBK4AC7ZOCJxOGVkvBr7NQshPTUJzanzlmRXUtLmLkQuPWPUFFgQk9KTFGkmLjaO6sY0Wi5XU+OAEm/nDC3lt50HaQ9ziGYnxxBr0/P79DT4RGXgPjELPzMH5nGxuQydgVG4mP758jm/Onopa7l+xllrPHjccKWfD0XIe+8JSDPq+KU5uMhgYkpHWJ2spFAqFoh/RD4Uk8HQ3z3tEtEIyifAC35uAhNO5uALunDeFjUfLqWjuopSOp6ZkxFqSLoJEYqTyPj7DpIS8pAQGpiZTa7EQb4pB0zQOVzdF1VoxMFYzNzmBOy6ZxD8/2eUTkeAvRC48+w48v8Nsp63DzomGVtYdPsmD1y9iSLZffI3MzWT20EGsLSlzW0KB7KR4vjp7Ih02B62dtohbs9rs/PpzC0gwGd2G0JBEl6fWbfeJSO9L2VdZx7t7Spk6OI8XNu6lw+Zg6fhhzBiSr9r9KRQKheKCRkr5bF+uF61J5g/Ab4UQsQBCiDjcMYl/6MvNXIzEG2P4zx3XEWcw4DUUSumxJLrcbRIj4Wu35B0IbbEYOBeIjzFQ32Jh2/Fqymtb6TQ7+MqsiSTExARPlsHnoeFO/nG5HwlCz2+vvpS0uFgqm9vCL9bFHlwBdS8rGtu47+XVWB3BLun7r5rHr5YtYNHIIq6dOIInb7mKOcMKMMXoSY6NXBsyLTGOpFgTOiEiisCmgIxu3140ycq9pfzPv9/jzZ2H+fDAMX762kc89N5nkTcfwqHqBv60ahMvbdqHxe6I6hyFQqFQXHj0YYvEs4oQYooQYmzA8ywhxH+EELuFEE8KIRJPdX4g0QrJbwLfAdqEELW4+zt+F7hbCHHS++jJi1D4abXYiNfHIJyA0y0eg4SiC79Q9AoyV8Bxz7EubWkSLFZnkEv7ZGMrK3eXMiwngkvWI2JxuMv+6DR32R+dCzrtLl7ZepCkWBPGmCgM2l7XukcQe42rVc0dfOf593G4/KZLIQTzigt5YPml/OjyS8hLSQLcruPJhXlhS8fodfz8c/NPefnESMXJJVQ1t1MfUP/S6nDyyeETlDW0hM8P4OH3PuM7/3mfV7Ye4LEPt/C1p9/iaF3TKc9RKBQKxQVKH5b/Ocv8CXftSC9PA8Nx58OMxd06MSqidW1/KeqtKXqMXifQCb94lODvt41fLHrjHWOEwKVJ3/vR15pbBDyJkIQT+rVhY2kF6XFxxDj96wUWMw+sPIT0n2+xORiVl0lRZioHqxuCF/W+htBOPIQL3YNV9fzfuxs4Vt9Cs7mTlPhYrps2iisnhBfHvW/pHAx6HdvLqmk2W8hKTuS31y2kKPPUsYnXTRnFyabWoBI9BRnJmDvDLYmtnTY+OXyCwZmRywYdrK5nzYHjtAesdbKplT+t2sxjt6psZoVCobjoOH+EYU8ZBawHEEKkAkuBsVLKEiHEW8AG3EbEbom2juS6SONCiBgppfLtnSZpCXEUZKTS0OZ2w/qskCFldLxC02tZDO177C1krkFQrUlfTcmQ+EmnU1Lf7rfKCTyWwxDFF1qOaO7wAoQQ/GL5fG57+k2snphGr+Ux3mggJz0RpybJSIyjurmd2mZz2AfOJSWr9h3F4XSbK6tbOnj8gy1kJsYzfWhwu3SDXsd9S91JNCUlJQwZNgybw4mU8pRxjUvGDsNkMPDa9gN0OpzkpSRy94KpfO+lD8Lc3ka9rksRCbBy95EgEemluqW9230oFAqF4sLjfHFV9wID+Ho0zwRqpJQlAFLKco+4jHqhbhFCrAa+LKWsDhgbjztre0K0F1N0zS+unc/Nf3mVTrsTNHc5IE0SVOKnuzesV/DpIDjZhQhfmrxWyi4Sebpaf2JBLks9FkOnphGDDpvHPe1dptPu5CuzJ7JorLvUz7G6Jr7y5JsEhnt6halXRHpp7bTx8ub9YULSS0Obmac2HKZy1R5sDieZSfHcPn8Ss4cPijgf4NKRg7l05OCgsZlD8nmztQNnQIvDodnpzBnedaeWnOTIuWWmGL0SkQqFQqHoT+zHXZv7ZdwNXj70HhBC5OMOYYyKaF3bO4Ddnu4zrwD3Aj/C3TpR0QdkJMbzrcum85fVW+jsdCIAvQTNCehApxfEGHS+jOau8NWfDNE1OgFJcUZaO91fQITTb8XE4073+8jDz9cLwbeWTOeGaWN8Y9nJCSTHmTDbgo3SyXHGoIzspo5OdEKHJv2iTRDg/g7BaneGjTldGr9+fR0bS8vpDEjSqW+38Mi7n/FEzufISUmkpqWdv324ndrWDpLiTNw+fyKj8rPC1vvfy2cSbzKy+WgFTpdGQUYKP1g6+5TtDa+ZMpK3d5VQ3uRPMjLoBNOHRBa9CoVCobjA6b8WyXuBt4UQT+I2Pc0JOHYTEF32KdG7tu8VQrwD/Bt3AGYVMF1KeSTqLSu6ZfmUkbRabPxjzQ40j/taB57kGolNuLpPj4r0ppbuxJSRWRlsPV7t770dOi3QrR1ycPbwQUEiEiDBZGT60Hze21WKw6W5+3Jr4LC6eODVdSwYU8SX5o2nvLEtYrFxn8s8hOLc9LCxJz/cxtr9x91WzZC91bdZ+OYz72DSGahr68Dm9DclL61p5P7r5jMyPwtTQHKQTgjuXDCFOxdMibCDyCSYjPz685fy6AebqW5pJzYmhulDBnDP4undn6xQKBSKC47+6tqWUn4qhCjAnWBTIqUMrEH4LvBStGv1pL1HEZAMHMNdPzL21NMVvWHuiAJeWL8Hs9Vj5QuoDym0ACteoAoLVYShLmsNHDaNPWW1JBpj6LA5IvbcloHnewZ1Ai4dXcRPrp4btte6lg70TihITqbT6aShzYwTic3horSmifLGNvQ6waLxQ3j2k100dgTHJEoNjAYdmnBbHA06HcPzMvj6peHibveJGsKlqP/e1DVbgl+Tx6pa32LhB//+gNSEWPLTk/nh8kvIz0iOtFJUFOdk8Jdbr8SlaV2WHFIoFArFRUI/FZIAHvG4PcL44Z6sE22M5Ku408GXSCm3CiH+B/hECPGglPLhnlxQcWqykhMQLrfrORQBaHaQBnzKT0CwS5qApJkQ7A6NRKORTuH0WTxD15cy/Hyz2R5kzQPYU1bDA6+so7bV7N+b7+LuOVaHkzX7jnHL3PEsHFPEq5sP+D9zHmHssGssHj8Ek0nP+EG5XD5uaMSOM132k/eK7NDXgX/c5nRR22qmttXMz15aw9N3X41ed3pdbXp6vt3p4v2dpZRWNzF75CBmFg9UIlShUCj6O/1YSPYV0f41rAMmSSm3AkgpH8ed5XP9mdrYxcoDL6/D0ukIE0behw5PTUfpT+oWmjszW2j4ygiF4XE7t7Rb0ZzhE3zGzQj1KA9U1Pl+dmkaH+46yk//s4baFn8mdqBADORYTTOPv7eFb142jbRYk68oOZr/Ne08UkVVTTvSKbtsWzh6YECcY0Atrkj7PRUnG1rZWFLegzNOn+aOTu7629v88Z2NrNh6iPtf+ph7n18dlOijUCgUCkV/JNoYybBaQp5aQ7P7fksXL60WK6VVje4nHtdsRBd0qA70FBDXAzFCh1VqwSeGdMHxucg9D996EsKMZBKsNgd/f38rJxpaOVLdRG1zR7Cb2btXEf7lzKVJ3tpykEEZyQzOTqf5eHXwBAlN7Vaa22s4Ut1Ie6eNm+eOC7s391wxg9pWM/vL62jttJEcb6IgI5nqxg6aOsK713SFw6XR2B79/L7g0fc2caTGX7Tc6nCy9Ugl7+0oYfm0kWd1LwqFQqHoO5RfqRuLpBDizyHPvxYy5eU+39FFTKfNicPp8lvtujCZ+7rZeB9Ot4VSSrf7OqgLjmdumIXT0/LQ24bRKMAQGCjpLQ8kwemE59ft5dP9J6lp7vC7vwlY12shDKxi7lnD6nDx8b7jfPeqWQzOSkUXMsf71GxzsHrX0Yiv2WjQ89Atl/HkHcv43qVjeeGez/PE15Zxy5xw0QmQl5ZAclx4V5vs5Hjmjy6MeE53tHfaqG81d+1m74KSyobg35d0C+xNJRW92odCoVAozhP6b2ebPqM7i+TtwLcDnj8M/CPg+WV9vaGLmZzUBNKT4mltt3WZ0Qxu66JJ6LA7I7tGddKdyOI932TQhdVr9JX+8TwZPTCHoblpvL7hUFg/UF9pIO+HoIuC5bExevLTkzlS2+w70ZfvIyWDs1P5+13L+WD3Ud7aeojDFY1h3+Y6rHY0TaLTRf6eNzAjmc4BaaTEu3O9bpg1huN1zXy8rwyL3UFcjIF5owfzk+vmsqusht+v+JTKJncyWnpiHNfNHENqQlzEtbvCYnPwwMvrKK1qxOl0kZ2awLc+N5OxhTndnrtqZyk1TR3BBmLPvU2KM/VopCzzmAAAIABJREFUHwqFQqE4v+ivWdt9SXdCMpJnVXGGEEIwvTifsiq3EBOau2VhoLtZemIdTTF67JHzmH0uceGxgDmcWlBhcy86YMzgbAoyUpkxLJ+U+FhWfHoo8pqnKA3kZVpRPrVNHegdoHkDOj2Z35OK3L2yTTEGlk0dQVZSPPe/+DFWR3BWUVpibJciMuJLFYJ7r5nLXZdPo6KxjYEZyT6ROakoj6fvupp3d5TQYbVz1ZTh5KRE3Yfex4OvfMKGg/5W8s1mKw+9tp6n7rmaOGPMKc99feNBXFr4/2kSY418ad74Hu9FoVAoFIrzie6EZKRoPMUZZNKQPN749AAOl+bvse31IXtc2ALosLgTcnwZ3BD+2wlwaUsX/raJ3iLkLjC32thQcYL3N5Sg13uEakjAQ5h1NIJV0qjXsb+sjpYOK+C3ippMOsYW5aLXBL987iOG5KVz/dwxzBg+kAmDc9h2tMontDKS4rl1Qe8aJaXEx/oEZCAJsUZunD22V2uCuzi6L241gIqGNtbsOsrnpncd4yilpMVsDRsXwNhB2QzKTOn1vhQKhUJxHqBUUbdC0iCEuBS/bAh9ro98mqK3TBueT2FOKkeq3MkZAo/p3BVsQvfpOKdHTAbGX0Qw6Ak8YtL73CNIT9T4uyA5XQHxl11EzwYl+3gUpl4vMKLzicjAuXarxp7D1ew8WAXAuj1lfLK3jEe+sYTf3noZb289xJbSShJijXxp3gT0AlZ8doBh+ZnkZybx2IpNlNe1YozRM2/sYG6Y7xeFzR2dPL5iM5UNbZiMepZOG84VU4sjb7yXuDQtYjF1CXRYT91mXghBakIsNS0dQeMxeh2XTxzal9tUKBQKxblACcluhWQd8EzA88aQ53Uo+hS9Tsevv7yIB15cx4ETdX7R5nWPhqRVC9w1JwPbDQpvy8MIsYw+Iqzns156E210/vGRBZmU1bRgdTj9YlJKdEIgbRqW0GKOAYS6do9WNfHM+9v57ucv4dqZo7l25miklDz00idsPlRBq9lGvCkGTWpY7S7fuseqmjDbHMwZkoTd4eRHT63iaHVTwLrNmK0OrpszOvJGekFCrJEBaUk0tFmCxrNS4rlsUvdi8NqZo/jryi20Wmy+sRH5mVw6rqjP9ng2sdqdvLnxIEeqGpk0NI8rphR3WbJJoVAoLnRUjGQ3QlJKOfgs7UMRQG5aEo/dfRV3//ktd0KKJk9pJfSi04FBF5BYE8k6qUl0AZZJqQuv+RNaYuja2aP51tUzqW1u5/7nP6KsrhW7zYFOA80jEoWUSD0QGN94ig9YeX1wP/gPdxzl493HfXu32MKtfVaHi/V7y5hdNJZ3N5dwLKCkDoDZaueDbaV9KiQBvn/tJfzixY8pr2/FqWlkpyRw49yxZCTFd3vuksnFZCbH88pn+7E5XBQPyOCriyeddkH0c0FzRyc/fPp9jlU3I4G1e46zatsRHv76FWEF6xUKheKiQAnJHrVIVJxFhBD89Jb5/PyZD6is68CFjPh+FQJmjRnE+KJc0pPjMOh0PPnOVupazEgtoE6P52SdK0Bbyq4/AzEGHZmpCXznmplMHzkIgJy0JJ64Zzm7jlbz4PPraGyzBLvbXYBLooUKyggkxAaX5lm3pywsszwSLWYrpVWtlNR2htfTBDo67QDY7E7e2nCQ0opGxg3JYcn04cQYeheJUZidyt/vuZpNh8tpMVuZO6YwYjxmV0wdls/UYfm9uvb5xBPvbuFodbPvuUuT7D1Ry0vr9nLb4knncGcKhUKhOFcoIXkeMygrlR9fO5GH39zH8epmpIY7iyWAhZOG8JNbFgS12xtXlMvL6/by7vqDWG1+86MWVPjRO+hZM+D8GL2O719/CZdHiDcUQlBW1UxjmyWoJWMgeg1cIvIxgIykOG5ZGJxUExOle7S1w8qf39lLeko8Bp0uLH4xPTmOVrOVHz6xkmPVTUgJa3cdY9XWUh6+aylxplNnWXeFQa9jTi/rT14oVDa0RRw/eFJFuCgUiosT5dqOvkWi4hwhhKAgJxXwVNMJKGyt02DWqEFhPZszkuNJNhqx2VzB7RW9sY+B6/uSdLy9DiU5qQlcNmVYl3tatbX0lHuOMxqYPnwAOakJpCbGkp+ZxLAB6RTlpjFhSC733jSPUQX+locuTeOaS0aRHB9aVzGkequUSJfEpUnqms3E6EWQ4TMzOZ5bF0/k729v5WhVk+8luTTJwRP1vLBm9yn3rTg1sV2UOkpU9TAVCsXFiipIriyS/YG7rp7BloMVdNocQd1kBmYnM3d85KSNzQfC+0lHsg56601q4MvSGVOQHSZOA3HYXaf8MOiE4JvLZpCZmkCnzUlGclzE9TptDh55YT2l5Q1oUpIeayI5zkh1UweuIEujDOuCIwCnw8W1c0ZT3dROYpyJLy4cz6DsVJ7/YFfEfZWUN3S9aUW3fP6SURypaqQtIHEoMzmeLy3sXckmhUKh6O8oi6QSkv2CrNQE/nHvdfzwiZU0tJjR6QSDc9P4/k1ziTHosTtcgMQYkPDgdHURb9jFNyKd51hSnJHlc0YFHWu32Hj2ne2crGkhIc6I9LbN6UJr5qYnUZCTihCChFgjUkreXLefdTuO43C6KMxL4+7rZvC759exeX+w4C0elMlvvraYp97ZSkVdKy6bhl4vcLmkW+zq/NfVCR2LJg5lZGFW0Bpxpshva7MnflLRO2aPLuSeZQ7e3HiQ9k4baYlxfHnRJAbnpJ3rrSkUCoXiHKGEZD8hOy2RZ39yA3anC6fThU4n+OWTq9l7pAZNk+j1OgbmpDB7fCFzJxUxdEAGpeUhhbSlxzXuwp1h7UV4YiSlO37RYrHjdGkY9Do6bQ5+9OeVHA1YK8agQ+9exrsswtPBZmB2Kt++fnaQBfK5lTt5dc1erHZ3F5uSkw0cr2yiqaMz7HWerG0hLiaGJ/73ar7x0BtuMen0ZIbjLnLurV46MDuF4YMyw9b4/LyxHDpRT3ugcJRQUd3M5v3lzBgzKKp7rgjnssnDuGxy12EPCoVCcVGhLJJKSPY3jAY9lbWt/OAP7/gylAFcmotjFU0cK29ixcf7GT88j6H56RytaPJnbQf00Bbeloea9HQ/lAgJ5RUt/PSx9xmUm8q3v3AJ+47VBolIgbvlYoxBR25mAlabk9SkOCYPz2Pc0Dymjxroy45uM1ux2hys33ncJyK9lFU3oY8JD9G12Z00tVnYsPcENY3tQce8bn2DQVCQk8Z1c8bwu2fX4tI0ls4awdTRAwGYNnIghdmp7CsLSALRwGx18vq6fUpIKhQKhaJvUEJSCcn+yKPPf0qHxR7sWvb04AZo77Czac9JcjIS3WZDj5DUSRnk2pYeHRdaFEcCJ6tb+NVTH+JyaggZnNUtAKdT4/NzxjJvShGpibFBFkhzp50Hn/mY45WNOBwuOkJEJIDDJUlIiHEXHA8gNz2RqSMH8spHeyO651MTY/nakhG0dsbw1GtbaPfE6207UMmVl4zgzutmAJBoMqKL4N3vtIXv5VRYrHbqm83kZiRhMqqPi0KhUCj8qBhJlbXd72g326gNsdThcotIX4a2BM0hqW/uQCclOq+I1PytEQXumpI6J2GZ3L5rddiwnKIN4O6SKtKSwhNpHvrnx2zdX05Di4UWsw2nyxV2bmJsDDcsHE9ueqJvLCM5nusWjCUhzsgl4wtJjDOGnZeaGMvAjATe31jiE5HgTtxZt+M4ze1ud/mIgnCXN8CAzKQuX08gUkoef3kjdz/4Jt/5v7e568E3eO69HVGdq1AoFIqLBJW1rSyS/Y2YGD0xgS5h6ReHXnyebGfAgYjVzD3/eHJnfF8ronyjpybFhY2ZO+0cq/R3nPHFNQbUqjTodUwcPoAbF41jyczhvLPhIK3tVq6aPYKCXHfiRvGgTKaPHsRne8qwOTxCVJPU1bXz+Gt7aWgNj69saDFz6Hgds8YXcuPiCWw/XMXhk/W+Fo1FA9K48+oZUb22Nz7ez8oNh7E73dc2Wx289tE+igdlMHPcxV1PUqFQKBQKL0pI9jNijQaKC7KobTSfcp7bMinAKcEgg0rnRJqL5nd1A8FZ2dLznwDLY3Z6AjcvCS/74vAkA/kycXSePB4NRhRlkp4Sz6yxBVw+czgA5VXNbN5SRl1TB5u2lFE8OJMffGUBsSYD9315Pv9dncaz727H5XTXKLK5nByrasMUG/7WTYo3MjAnxXefHvnWlazceJh9x2opGpDGNfPGRF2QfMOeEz4R6cVidfDehsNKSCoUCoUCcLcHvthRQrIf8sPb53PwWB2NrZYurYcGgw6dBE1KcHi62gSUzgnFaNAhjDpcmoYxRk+nxeFb2t97W5IQZ2TowAxuWz6V7LTEsHWcThdWs9PnapcegZqTlcBvvnkFyQn+1oIWq50/PPsJVXX+jil1TR0Y9J9w39cXIoTgREUT0q4FxWAI3FZNvUvzWRsBRg7OZpCneDtAjEHP8rmjWT635723tS7+56Bp6n8aCoVCofCg/iSoGMn+SKwphr/9/POMHpJNvMcyF1rve8TgrKA3uIgUmxEwlp4cx6TBuQzJSGVMfjaZSbFh5wuXJM1oIjkmhkMlNdgiJNE8+u9PsdmcQYXD9RIumz48SEQCrP6sJEhEeikpq8fp6but66Jnd25aIp9fOI4RhZkUD8pk2dxR3P/1RRHn9oaxQ3PD7mmMQc+cCYP77BoKhUKh6N8I2fPHhYaySPZTkhJM/OGHyzhysoG6JjOdVgdvrt5LVW0bmkujtrIFza65TYkChE643ddSer4+CL+72yVparRQX9fhW1+v96Z6e9SUJhEuqKlto6a2jc07TrBxRxkP/uiqoELolbXhwlBKaGu3ho23W+z+1ozgU8NOl4ZL09BLQVtLeCwkwNhhOdxxzbQe3rXo+fJVkzlR3cz+Y7W0mW2kJcUxdfRArpg1/IxdU6FQKBT9jAtQGPYUJST7MUIIiguzKC7MoqHZzPOvbMVudmdZN1vd8X063FpNahpCgEEncLrcpkhvUo6QApcMTt12uaRb13kTclzBXnEJHD5WxztrDnDdkvG+cYMhspE7MT48A9vcbsUghc89LXVu4ZqXmYzJaGDv4WoOHKkDJ6BzC1mvtm1qsGC22EmIsG5XNLVa+Nfr26hraCcpwcQtyyZTNCg94lyDXscv77yME9XNHK1oYvSQbHIzosv4VigUCoXiYkEJyQuEN1fupaEpcgKONxhYSJCaRI8/l8adrR2536F3PhGPugXqgSO1XBcwNmZYDhXVLUFf0rIzErlm0digc9/5aD8frD+Mpkm/G1yDnOxEvnXrJQCs2VhKp9XhFsPOgNwfCRt2lGG22Hjwh5/r6pYE0dZh5cePvEd5dYtvrKSsnp/dvZjioqwuzyvMS6MwT7UAVCgUCkU4F6KruqeoGMkLBLP11H2kQ4Wg6GI8aI701Jr0WAIjkZ0RnHDzzVtms2DGUHIyE0lNimVoQQb33HIJqcnBpYLWbzmGNUJx8OKBmQz0JMzkZnksgFJG3Oex8kYqaloiHAnnxXd2BolIgPomM8+9pWpDKhQKhaKXqDqSyiJ5oXDVwlF8vKHUl6TSJaFvZIG7IHlAnUffvAAS4o0InaDD7C8CPiAnmRuvmhg0L8ag50d3XEqn1YG5005GanxYwXJwlwmKhN3hH1++cAxrNpRSWdMacW6HxU5zaycDc1MjHg+kOkJSD0Bbe+QYTIVCoVAoukNZJJVF8oJh2OAsstMT/ckrUrofTg3hkAiHBKdEuNw9tXXeDDJPtxs0z8Pzc2CytMGgY8ywHO6+ZTbjRuQxtCCDGRMLuP9/rwizNHqJi40hMy0hoogEKBqUETam1+uYPsHfBzs+zshP717MuBEDPMk/weRlJVM8uGu3dCADspODBzz3JyVCUXWFQqFQKBTRoSySFxDXXjGOJ5/7zJe84hWNXnw/C/8/EtALQVJKLK1tVhITTAwbnMncGUNZv+UYx8oacNic7NpZTtXJZi5bMJLrr57U4701NHbw+ru76TDbWDxvBF+9YTonq5o5UtaA3eEiIS6GCaPyuXzeyKDzBg9M56EfXcXKTw7xwortNLZYAEhLiePqxWOJNUX3Fm5vtaIDNE1zJ+3gLi3U3mqhpa2zS0GsUCgUCkWXKIukEpIXEpcvGMnGHWXsP1SN3e70C8dQd7YmQQ8IgQDyspP5w6+u5UhZAxlpCeTnurvDlB1rYM+Okz4jZ3VtG2+8u5txYwYwYlhOt/tpaOzgr/9Yz5Hj9ZgtNhxODYRg844TzJ81jN/ft4xte8opLatnythBjBia3eVaS+eNZMqYgby5eh/NzU3cfsNccqLsm33wSA2bd5YhHRoBiehITVJytJ4HH1vNQz9dHtVaCoVCoVB4Ua5tJSQvKPR6Hb/4/lI27yzjg48PsWPbCbe72ovAFwcpXbgrhQOF+enExxkZP2pA0HoHS2oIbfDS3mHjnVX7uhWS5VVNfO8nb0QoWi7p7HSwYesxll0xlmkTCpg2oSCq15edkcg3bp5JaWlp1CISYM36Eiydji4Ti05WNVNV28oAT3tFhUKhUCiiQrVIVDGSFxo6nWDWlCKWLBjla1Pos8JJfG96obnjJnUOydGSWl58eWv4Yl18PmQUH5xHHlsTsfONd822dhsbth6P4hWdPhnpCac8bre76LQ6zspeFAqFQnHhoDrbKIvkBcsrr26PfCBQTHqGGho6WPHObuLjYrDbXWRlJXHJrKEMH5rF0bKGoNMT4o0sXTym2+vXNXSc8rjBoGNgXvfZ1n3BssVj+eizUqojdN0Bd5mhwV0UJlcoFAqFQtE1SkheoJg7w+tK+gqQE14/0mp18s/nNoFLotMLXn9zJ9//ziLqm8yUHKmjrd1KdlYil84ZzpiRed1e3xijJ3J5dDcF+WnMnDY4yldzeiQmmPjRXYt4+qWNlFc2Y+6043K570RedjJfuWkmep0yzisUCoWih1yAFsaeooTkBUpqchzV1cH1F7t9v2vukjiaU3LyZBP/+NdGfvXzZVTXtlJb186woiwSE02nXMLr9r7t5hk8+re1YeEjycmxjB6Ry91fnXtWxVvxkCwe+slyXJpGZ6eDTzYfQa/TMW/mMOJiY87aPhQKhUJx4SC6Kd18MaCE5AXKsqvGU1ndQlubNfxgJLOklCBBINw/uyTlJ5vQNEleTgp53SSiOBwunvzbOg4frsXp1MjPT2X5FeNYve4QNrsLY4yeRfOH843b5gSdV13dit3uZNCgdHS6U/XZ6Rv0Oh2JCSauXNi9e16hUCgUilOiLJJKSF6ozJ45hPh4Iyve2Y3ZbKPTYsdhd9LaaMFmd6J5RZsQPhHpF5juMUu7DSHg4MFqPl1fSm5eCpddNprYCBa8Rx9dw2cbjvqe19a20dJi4T9P3Y7N5sQUawiyQDY2dvDIH1ZTUdmCy+UiJzuZr98xh9EhmeMKhUKhUJyvXIjJMz1FCckLmInjBzJx/EAAnnt2A++9uxebp7+1ziXRmfQ4XR5LpJSguQuYS0+at04HP/jeK5Qdr/e5qN99ezf/7/5l5Oen+a5jNtsoKa0Nu355eRO7d1cweXJ4eZ8/Pvohhw7X+J6XnWjkr0+u44+P3EhMjD7q1/jW27tZ+0kJFrON1LR4brphGpMmDur+RIVCoVAoFKeNyjC4CLBaHWzceNQnIr1Iu4ZwaQhN83XBEfhbJ+qE4Pix+qA4x7radv7213VB61gs9rC1ARwOjfqG9rDxpmYzlVUtYeM1Na1s33Ei6te1es0BXnp5K8ePN1Bb187hw7U8/sTHVFeHr61QKBQKRZ/jbUfck8cFhhKSFwENDR0RYyWl16UdUG8S/D/bLJFrKx4PKQmUmZkYsVZjRnoC06cVhY1rmoxYi1LTJE5n9JHLa9eW0NkZvMfGRjOvvr4j6jUUCoVCoegtqo7keSAkhRDpQojVQohSz79pXcy7zTOnVAhxW8D4WiHEYSHELs+j6z57FylZWYkkR+glrdOJIAEZiujiQKgIFEJwyy3Tyc5O9I0lJ8ey+LJRpKXFh52fmZFITnZ48k5ubgrTphZ2+TpCiWQFBegw26JeQ6FQKBSKXiN78bjAOOdCErgPWCOlLAbWeJ4HIYRIB+4HZgDTgftDBOcXpZQTPY+6s7Hp/oTJFMOs2UOIjfWHxOr1gsLCjG7L+URi7Nj8sLGpUwfz+4eu58YbpnDVVeP47W+u4eabpnW5xrfvuZSiokyMRj06nSA/P5WvfHk2JlP0pXhyc5PDxvR6waQoWy4qFAqFQtEfiMboJoSYKITYKITYL4TYI4S46Wzs7XxItrkaWOD5+VlgLXBvyJwrgNVSyiYAIcRqYAnw4tnZYv/n1i/PpqAgg3VrD6NpkgkTBrH8mons31/Jo79fRUtbsBUvLi6GTovDY4v3mCalxGg08IMfXRHxGikpcXzhC9Oj2k9+fhqPPHQ9JaW12KwORo8e0KMkG4A7vjqHysoWTpa7yxQZjXpGjx7AZYtH9WgdhUKhUCh6w1l0VXuNbr8TQtzneR6qlSzAl6WUpUKIAcB2IcQqKeUZTRw4H4RkjpSy2vNzDZATYU4+UB7wvMIz5uWfQggX8BrwgIymGfRFyPwFI5i/YETQWFNtO5ZWKzg0MPgN1Ea9HqvLLS6lziMmNUluRiIGg1vwHdxbyYcr9xFjMrD885MZMDA8KkHTJM2NHSQkxYaVDdLpBCNH5Pb69aSmxvPQg9ex5qNDHDvewLSpg5k6pfCs1KNUKBQKheIsJs90a3STUpYE/FwlhKgDsoD+LySFEB8CkRTDTwOfSCmlED3W91+UUlYKIZJwC8lbgX93Nbm0tLSHy597zuSeP1y5G6fd5Y5xcLh84x0tFsCTeKOBN7BD6DRKS0t5742DbNtQgdXqjlPc8tkRLltWzNSZ/tI7e3dWs3bVUdparRhNBoYUZ3DNzWPQ608/oiLwngwbamLY0HzAwdGjRwB3HOe6NcfZt7sWh8NFWnocy64bRUZmeMzmhUB/fF+fSdT9CEbdj2DU/Qimv92P4uLic70FH2fRIhmN0c2HEGI6YASOnmpeX3BWhKSUcnFXx4QQtUKIPClltRAiD4gU41iJX4kDDMStxpFSVnr+bRdCvIA7hrJLIXk+vQGjobS09IzuOT7hQMRxzaWRlBpHe7vf5R0fb2TpsklkpOdxYPcnPhEJ0N5mY+un1dx4ywL0eh31tW2sWvEJTY3ujtvmDgc7myvJzcvk9jvn+c5rrG9n2+bj5A5IZfykQYiuMnwCiOaevPriVtauPu5LyKmrMWNu38fv/nRjxILqfU1bWydPPbGOyopmDAY9kyYXcPMXZ5wRa+mZfo/0N9T9CEbdj2DU/QhG3Y/TpA+FZF8Z3Txa6jngNinlGW/ieD64tt8CbgN+5/l3RYQ5q4DfBgSXXg78WAhhAFKllA1CiBjgc8CHZ2HPFwzzF49k55aysHEBTJk2mOaWThobOoiLi2HB4lFcfuU41q4+4BOIgTQ3dlBX00ZefiorXt0eNkfTJPt2V/ieP/f39az/6DDNTWaMJgOFgzO479dXk5wSnmHeUzZ9Fl43s7KimQ/e28eyaydytLSOttZORo/L73NhqWmSB375DkdL/d+JTp5oxGKxc0eAiFYoFAqFwksfGN0QQiQD7wI/lVJuOkNbDeJ8EJK/A14WQnwNOAHcCCCEmArcJaW8Q0rZJIT4NbDVc86vPGMJwCqPiNTjFpF/P/svof9yyfwRPPf3z2isDy4cnpQcyzU3TmVgQXrYObkDUomNi8EaUsMxLt5IcqpbBFq7qEHp8tSJLDlYzYfv78PSYQfAbnNSeriWpx5dww9+/rkevw4pJRWe3uAFgzPo7LRHmAPHjtTx4+++QsWJRmw2Jzl5KVxzw2QWLxnb42t2xY5tZZwMqbXpdGrs2nkSh8PV46QihUKhUJyfnEXXdrdGNyGEEXgD+LeU8tWztbFzLiSllI3Aogjj24A7Ap4/AzwTMscMTDnTe7zQ+dlvr+HhX75NdWULUkJyahwLFo+KKCIBRozOY/CQTA7tr/aN6XSCUePySUhwlxNatHQMWzcew2IJFnT5g9xG5dXv+kVkIBUnm3q8/8ryJv780CpqqlqQmiQnL4X4BGPYvNhYA5XlzRw/Uu8bq6lq5ZUXtjJ1xhBSI9S87A3lJ5txOMK9CZ2dDiwWOyl9YHFVKBQKxXmAdtaUZLdGN8/YPCBDCHG757zbpZS7zuTGzrmQVJx7Bhak8/ATX2T9mkM01Hcwb9EI8vIj1oUH3AXI7/vVcp7+y8ecON6IXi8YPW4gX/76HN+cUWPzWXD5aD5bW0JriwWjSU9BYSbf+PZCAOLiI7uT9YaeJeJIKXns9x9wLMCNXHasgey8FLJzkqirdVtaY4x6xk0cxPHScG9AY30HH63az3U3d133sidMn1nEijd30h7STSgtPZ7k5Ng+uYZCoVAozgPOko6MxugmpXweeP7s7MiPEpIKAIxGA4uWRu/eTUgw8b/3LjnlnK/cNY/PXTuRrZuOkZefxoTJBb5kk2XXT2bzZ0doavDHUep0gjHjB/Zo3xUnm6iuDK9s0NTQwQ9+diX79lXR3GRm5pxhTJpSyHfv/E/EdQzGvnM35w9MY/qMIXy2vsSXkJSensDnr58SVTKRQqFQKPoHF2LLw56ihKTijJKVk8yVV08MH89O5vY75/Hai1tpajQTFxvDqHEDuK2HyShSSiIlpUkpiYs3cdsdc4LGC4oyqKttCxrLzklm4WWje3Td7rj7ngXMumQIaz86THy8kauvm0RubnhbSIVCoVAo+jNKSCrOGbPmDWfGnGIa69tJTIolLj48rrE7BhVmkDsgNSjuEWBAfhojxuT5nmuaxGF3cs/3FvOH377PibIGbDYn2dlJ3HzbTBKT+tblLIRg0uRCJk2Ovne4QqFQKPoZqv+JEpITQGMIAAAYAElEQVSKc4tOJ8jKCe+ZHS1CCO7+3mU8/vAHVFY0I6UkLz+Nr3/rUl/h81f+tZFN60qwdNhISYvn6i9MZ9iYPMxmG4MK0vukQLpCoVAoLj6Ua1sJSUUf4HS6eOXpzzi0uwKdTjB9wXAuv24SOz49wqaPS8jKS+Gqm6eSdIaylYuGZvH7v97CkcM1uFwaw0fl+cThytd38vZL27Ba3eWIGus7+OdjH/H/HrmewUMyz8h+FAqFQnGRoISkEpKK0+cPP36THRuP4g1VPLK/ivf+u52Wxg7snqLgG9Yc5Hu/uYbBxdlnZA86nWD4qLyw8Q0fHfaJSC8tTRbefHEr3/rp0jOyF4VCoVAoLhaUT09xWpw8Ws+hvZUE5rvY7S7qqlp8IhKgtqKF5x77+Kzvz2F3RhzvtITXsFQoFAqFoicIKXv8uNBQQlJxWpSV1GIOqZfYFY0h2dJng4GDw93XeoOOqZcMOet7USgUCsUFhtaLxwWGEpKK02L4uHySUqLLeI6N69ue1tFw+7cWMHRkDgZPW8K4eCNTZg1hwRVjfHPami2sfGUbH7+7F5s1cmtHhUKhUChCURZJFSOpOA3aWyz8/YF36eywuUsgeIttez8oAcW3TbExzFw48qzvMTEplt88/gU2rSvheGkdU2YPZeS4fN/xD97YyYrnN9NQ24bQwYr/bOKbP17K8HE9K4yuUCgUiouQC08X9hglJBW95vH732L/thPuz5FOgM7THUZq7g+XTkeMycCgoVnMXDiC5V+cfk72qdPrmL1wJLNDhKy53cpb/3GLSHBvu/pkM//800f89ulbVRcahUKhUCi6QQlJRa+wWuxUHHUXARfgblwvXUFWSINesOwL07jpruBuNVVlDbz61HraWyzkFqRz413zSUqNP4u7d7N1/RHqa8LjNutrW2msbSczt/f1LRUKhUJxEXABuqp7ihKSil6haRqaFvIB8nygYuONpGQkMH7GEG74xtygKccOVvOHH7xCg0fA7d14jA0r9zHnyrFc89U5pGUlnZX9AySlxKI36HA5g6OfY2L0mM5BPKdCoVAo+heqILkSkopeEp8YS+6gdJrq2oPGM3OSuPfRm8nJT8UYGy7GXnlirU9E4hGi5jYrq17axra1pXz1x0uYMm94j/bSWNvG289upK3FwiVLxjB5bnFUbumJM4YwoCCd/9/encdZVdd/HH+9GdaRXVAQxBUI/Wm4a4nilvZLcLfMBcvsVwTZapattqnpz/JnWpm5mwuWKZqKZCSllqWCWgoiCgjKvoPifH5/nAPeGe7gvXfm3jNz5/18PM7Dc79n+5wvM9fPfJdz5sxaVK98h123KdvD0wsVETxw+1M8NXUmEbD73ttz4tkfoKa958eZmbUYbpF0ImmlG/vdUVz+1QnMm72It9ZvoN/AXpx4zsFsv0vfRo9ZvmRNspLnl2/xguXcdc2UghNBgGlPzOKX35/I4jQ5/eeUF9l35FA+/PH9+f2vp7Jm1Xr69O/BaeMPo3ff+l3VNe3b8cWLjuOXlz7Im68vp6Z9O3bYpS/jvnVsgTVQPtddNok/3z+dt996B4AXp81lziuL+NIPj884MjMz20hV+DifYjmRtJL16d+DH938SWZMn8fqFevYbd8d6JSnFTJX155pS18jf8QtXbiS5YtX07NP14JiuOsXUzYlkQDr123gqSkv8ewTs1i1bO2m8lkvzOd7142ha4OWxgE7bs1FV5/OqhVrad++hs61HQu6bjmtWrGOpx+ftSmJBKirC/79zFzemLeMbQf0zDA6MzOzd7mfzJpEEkP2HMheB+/6nkkkwMnnjqD3No2Pg+zUuQNdtupU0LXffmsDSxau3Kx8/dq36yWRAPNeWcQ91/+10XN17d6lRSSRAIsWLGdlg/ghed7lnFkLM4jIzMzyiih+qTJOJK2ihrx/e758+SnsfejgzSa0qB0M23tQwRNdatrX0LlL4cnfgteWFBVrVrYd0JOeW2+1WXnPPlux09B+GURkZmZ5RQlLlXHXtlXcLrttx/k//RhLF67k2u9PZP6rS2jfoYZh++zAWV/5UMHnaddO7HPIYN6ct7ReN3Dn2o6sy/Mu7YFbGLvZknTZqhMHHj6Uh+5+etN9dOhYw14H7szWW2jNNTOzyqrGN9UUy4mkZaZX326cf+VpTTrHaeMPp1OXjvxzyku8tf5t+m3fm8NO2IvfXPzHemMnBw3ehtFnHdTUkCvm4589lF2G9efRidOJujoOPGwoI4/dI+uwzMzM6nEiaa2aJE46dwQnnVv/eZX9BvRkwrWPsWrZWvrvuDWn/M8h1HYr7J3gLcUBI4dwwMjiHoVkZmYV5BZJJ5JWnQbs3Jfzfnxi1mG8pw1vb2DF0jX06L0VNe1rsg7HzMyK4cf/OJE0y8qEa/7M3x56jtXL19KtVy0jj9+LY8/6QNZhmZlZgTxG0omkWSam/OFpJt70t02TaZYvWc3vfvUXBu7cl+EHD844OjMzK4gTST/+xywLj90/bbOZ5WtWrmPSnf/IKCIzM7PiuUXSqsbsF+Zx048msvj1pXSq7ch+R/4XJ593VMGvW6ykDRvyD6zJfYyRmZm1cG6RdCJp1WHV8jVcMf4WFsxetKls/iuLoB2c8vnCn01ZKUP2HMh//vVqvYfTtqsRex60c3ZBmZlZcTzZxl3bVh0euH5qvSQS4K11b/PUpOczimjLThl7GHseuAtdtkrezFPbrTN7HzKU/z6j9Tzr0sysrVNE0Uu1cYukVYWFc/O//nB9njfctAQdOrbn69ecwUvPzmHGtLnstu8O7LzbgKzDMjOzYlRhYlgsJ5JWFT44ajhPPjid9WvrJ459BvTKKKL3JomhwwcxdPigrEMxMzMribu2rSq8/5Ch7H3Y++hU23FTWf+d+jDmm6MzjMrMzKpaRPFLlXGLpFUFSZx35Rk897eZTL33abYdtDXHnPUBart1yTo0MzOrVlWYGBbLiaRVDUns8cHB7PFBP9DbzMwqwLO23bVtZmZmZqVxi6RVnXfeqeOxCU/yz4efo3e/Hhw//mh69euRdVhmZlZlqvFxPsVyImlVpa6ujotPv5rpj/2Hd9K3xDz14DS+cO2nGLz3jtkGZ2Zm1cWJpLu2rbo8OfEZnp/60qYkEuDN1xZz60W/zzAqMzOrSnVR/FJl3CJpVeUfDz7L2+vf3qx8yYJlGURjZmZVzS2SbpG06jJg1355y2u7da5wJGZmZtXPLZJWVT587kgem/B35s1YsKmsS7fOHHzS/vX2W79mPff9/GFefuZV+gzozYlf/gi9tvWEHDMzK4JbJJ1IWnWp7daFC24byw0X3sWbcxbTubYTh5y6P8d8cuSmfdatXs93R1/GzH+9sqnsX49M5xt3nMeAwflbNM3MzDbjRNKJpFWffjv25YJbxza6/b6rH66XRAK88cpCbv7OBC64bVy5wzMzs2pRhZNniuVE0tqcWc+8mrd8yfylzXqd1SvW8Ouv/pbXXphHTYd27HHIMD7+rROoqfHQZDOzqhB+tY0TSWtzevfvlbe8tnvzvZc7Ivjxx67iP0/M3FT26nNzWbl4FWP/b0yzXcfMzCxLbhqxNufkr3yEbXfqW6+sR99ujBp7VLNd44XHZzB7+px6Ze9sqOO5qS+yduW6ZruOmZllKKL4pcq4RdLanF79evL1347nlu/ezZL5y6jt0YVRY49in6Pf32zXeH3GAtatXr9Z+doVa1mxZBVd/DgiM7PWz2MknUha2zRw6HZc8NvxZTv/8CN2p+c23Vn25op65b369aDPwN5lu66ZmVVQFbYwFstd22Zl0Hfg1hw0eh+6dO20qaznNt0ZNfYoT7YxM7Oq4RZJszI559LT2O8jw5l8y1Q6denI6M8dxcCh22UdlpmZNRe3SDqRNCunPQ8dxp6HDss6DDMzKwcnktl3bUvqLWmSpBnpf/M+m0XSg5KWSZrYoHwnSU9KminpDkkdKxO5mZmZtWl1dcUvVSbzRBK4AJgcEYOByennfH4CnJmn/BLgiojYFVgKnFOWKM3MzMxy+fE/LSKRPA64MV2/ETg+304RMRlYmVsmScDhwIT3Ot7MzMzMmldLGCO5bUTMT9cXANsWcezWwLKI2JB+ngsMaM7gzMzMzPKqwhbGYlUkkZT0CNAvz6YLcz9EREgq67/KjBkzynn6smiNMZeb66Q+10d9ro/6XB/1uT7qa231MXjw4KxDeJcfSF6ZRDIijmxsm6Q3JPWPiPmS+gNvFnHqxUBPSe3TVsmBwLwtHdCifgALMGPGjFYXc7m5TupzfdTn+qjP9VGf66M+10fTRFRm8oyk3sAdwI7AbODUiFjayL7dgReAeyJiXLljawljJO8FxqTrY4A/FHpgRATwKHByKcebmZmZtQKFTkwG+D7wl4pERctIJC8GjpI0Azgy/YykfSX9euNOkh4D7gKOkDRX0tHppq8BX5I0k2TM5HUVjd7MzMzaproofilNQROTJe1DMtfk4VIvVKzMJ9tExGLgiDzlTwGfyvk8opHjZwH7ly1AMzMzs3wqN9nmPScmS2oHXA6cQdIwVxGZJ5JmZmZmrVIzPmC8GSYmjwUeiIi5ydMRK8OJpJmZmVkpmrFFshkmJh8EjJA0FugKdJS0KiK2NJ6yyZxImpmZmbVsGycmX0wjE4sj4vSN65LOBvYtdxIJLWOyjZmZmVmrE3V1RS8lKmhichbcImlmZmZWigpNtil0YnJO+Q3ADWUPDCeSZmZmZqXxm22cSJqZmZmVpEJvtmnJPEbSzMzMzEriFkkzMzOzEoS7tp1ImpmZmZXEXdtOJM3MzMxK4RZJUFTuPZGZWb58efXfpJmZWRvTo0ePyr0LMNWcOUUW8Tc3T7YxMzMzs5I4kTQzMzOzkrSJrm0zMzMza35ukTQzMzOzkjiRzJCkYyS9KGmmpAvybD9E0r8kbZB0coNtl0p6XtK/JV0pqdUP2C2gPr4k6QVJ0yRNlrRDzrYxkmaky5jKRl4epdaHpOGSHk9/PqZJ+mjlo29+Tfn5SLd3lzRX0lWVi7p8mvj7MkjSw+n3xwuSdqxk7OXQxPqouu9TKKhOPiNpuqRnJE2VtFvOtq+nx70o6ejKRm6tSkR4yWABaoCXgZ2BjsCzwG4N9tkR2BO4CTg5p/wDwF/Tc9QAjwMjs76nCtTHYUBtuv5Z4I50vTcwK/1vr3S9V9b3lGF9DAEGp+vbAfOBnlnfU1b1kbP9Z8BtwFVZ30/W9QH8GTgqXe+6cb/WujTx96Xqvk+LqJPuOeujgQfT9d3S/TsBO6Xnqcn6nry0zMUtktnZH5gZEbMi4i3gduC43B0iYnZETAMaPvE0gM4kXw6dgA7AG+UPuawKqY9HI2JN+vEJYGC6fjQwKSKWRMRSYBJwTIXiLpeS6yMiXoqIGen668CbQN+KRV4eTfn5QNI+wLbAwxWKt9xKro+01al9RExK91uVs19r1ZSfj2r8PoXC6mRFzsetSOqCdL/bI2J9RLwCzEzPZ7YZJ5LZGQDMyfk8Ny17TxHxOPAoSUvTfOChiPh3s0dYWcXWxznAH0s8tjVoSn1sIml/kv9Bvtys0VVeyfUhqR1wOfCVskVXeU35+RgCLJP0O0lPS/qJpJoyxVkpJddHlX6fQoF1Iulzkl4GLgU+X8yxZuBEslWStCswjOQv6gHA4ZJGZBtV5Ug6A9gX+EnWsbQEjdWHpP7AzcAnItrOe7zy1MdY4IGImJtdVNnJUx/tgREkifV+JF2fZ2cSXAYa1kdb/z6NiJ9HxC7A14BvZh2PtT5OJLMzD9g+5/PAtKwQJwBPpF1Sq0j+sj6omeOrtILqQ9KRwIXA6IhYX8yxrUxT6gNJ3YH7gQsj4okyx1oJTamPg4BxkmYDlwFnSbq4vOGWXVPqYy7wTNrluQG4B9i7zPGWW1Pqoxq/T6H478XbgeNLPNbasqwHabbVhaRVYBbJQOaNA6F3b2TfG6g/2eajwCPpOToAk4FRWd9TuesD2Iuki3Zwg/LewCskE216peu9s76nDOujY/oz8YWs76Ml1EeDfc6mOibbNOXnoybdv2/6+Xrgc1nfU4b1UXXfp0XUyeCc9VHAU+n67tSfbDMLT7bx0sjiFsmMRNISMA54CPg3cGdEPC/pIkmjASTtJ2kucArwS0nPp4dPIPlCnE7yy/5sRNxX8ZtoRoXUB0lXVFfgrvRxFfemxy4Bvg/8I10uSstarabUB3AqcAhwdlr+jKThlb6H5tTE+qg6Tfx9eYekW3uypOmAgGsrfhPNqIk/H1X3fQoF18m49LFHzwBfAsakxz4P3Am8ADxI8ofGOxW/CWsV/GYbMzMzMyuJWyTNzMzMrCROJM3MzMysJE4kzczMzKwkTiTNzMzMrCROJM3MzMysJE4kzaxVk3S2pKllOvcNkn7QhONXSdq54bkkjZD0YnPFaWaWFSeSZm2MpNmS1qZJzsblqgzj+bOkT5XhvJ0lLZN0eJ5tV0ia0MzX2+w+IqJrRMxquG9EPBYRQ3OOnZ2+dcXMrFVpn3UAZpaJURHxSNZBlFNErJN0B3AW8KeN5ZJqgNOAc7OKzcysWrhF0sw2kXSNpLtzPl8iabISIyXNlfQNSYvSVrTTc/btJOkySa9JekPSLyR1ydl+XPpGkRWSXpZ0jKQfAiOAq3JbRiW9T9IkSUskvSjp1JzzbC3p3vQ8fwd22cIt3QicJKk2p+xoku++P6bnG5a2Ji5L3/IxOt+JJPWSNFHSQklL0/WB6bbG7iMk7ZrnXCPTt1Yh6WZgEHBfeuz5ku6XNL7BMdMknbCFezUzqzgnkmaW68vAHum4wxHAOcCYePcVWP2APsAAktep/UrSxi7ai4EhwHBg13SfbwNI2h+4Cfgq0JPkFY6zI+JC4DFgXNoNPE7SVsAk4DZgG+BjwNWSdkuv83NgHdAf+GS65BURfwPmAyfmFJ8J3BYRGyR1AO4DHk6vNR64NeeecrUjeS/1DiSJ31rgqvQ6m91HYzHlifFM4DWSVuKuEXEpSQJ8xsZ9JL2fpD7vL/S8ZmaV4ETSrG26J22B27icCxARa0gSrf8FbgHGR8TcBsd+KyLWR8QUksTmVEkCPg18MSKWRMRK4EckSSAkCelvImJSRNRFxLyI+E8jsR1LkmReHxEbIuJp4G7glLRb+iTg2xGxOiKeI0m6tuQmku5tJHUHjss55kCS9y9fHBFvRcSfgIkkXd/1RMTiiLg7Itak9/dD4ND3uHap7gWGSBqcfj4TuCMi3irT9czMSuIxkmZt0/GNjZGMiCclzSJpobuzwealEbE65/OrwHZAX6AW+GeSUwIgoCZd3x54oMDYdgAOkLQsp6w9cHN6nfbAnAYxbMnNwHckbQccA7ycJqeksc+JiLoG5xvQ8CRp9/gV6Tl6pcXdJNVExDsF3VmBcsZ3niHpeySJ7cnNeQ0zs+bgFkkzq0fS54BOwOvA+Q0290q7njcalO63iKSrd/eI6JkuPSKia7rfHBofyxgNPs8BpuScp2fa5ftZYCGwgSQxzY2hURHxKkm38xkkLXu5LZivA9tLyv0uHATMy3OqLwNDgQMiojtJ9zwkCXO++yhGvmNvBE4HjgDWRMTjTTi/mVlZOJE0s00kDQF+wLtJ1/mShjfY7XuSOqZjKI8F7kpb9K4FrpC0TXquAZKOTo+5DviEpCMktUu3vS/d9gawc875J5J0654pqUO67CdpWNry9zvgu5Jq03GTYwq4tRuBccAHgVtzyp8E1qT32UHSSGAUcHuec3QjSZaXSeoNfKfB9ob3UYzNjk0TxzrgcpJWVTOzFseJpFnbtHGG8Mbl95Lak4yLvCQino2IGcA3gJsldUqPWwAsJWnJuxX4TM5Yx68BM4EnJK0AHiFpwSMi/g58gqRreDkwhaQLG+BnwMnpTOgr0/GHHyIZX/l6es1LSFpJIUkIu6blN5BMgHkvdwO9gckRMX9jYTrmcBTwYZJW1auBsxoZv/lToEu63xPAgw2217uPAmLK9WPgm+l41a/klN8E7EHy72Jm1uLo3cmYZmaNS1vrbomIgVnH0lZIOgv4dEQcnHUsZmb5uEXSzKwFSif3jAV+lXUsZmaNcSJpZtbCpGNLF5KMnbwt43DMzBrlrm0zMzMzK4lbJM3MzMysJE4kzczMzKwkTiTNzMzMrCROJM3MzMysJE4kzczMzKwkTiTNzMzMrCT/D9VSSG5S8fx/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stock_list = ['MEG', 'MAXS', 'JFC', 'ALI']\n",
    "p = Portfolio(stock_list,\"2017-01-01\", \"2020-01-01\")\n",
    "\n",
    "axs = p.data.plot(subplots=True, figsize=(15,10))\n",
    "fig = p.plot_portfolio(N=1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bonus Section : Interactive Charts\n",
    "\n",
    "This section is expected to **NOT** render in github, but does in fastpages.\n",
    "\n",
    "It is expected to look like the image below, and in addition, the tooltip is interactive.\n",
    "\n",
    " <img src=\"chart.png\"  width=\"700\" height=\"700\"> \n",
    "\n",
    "Refer to this link https://altair-viz.github.io/getting_started/installation.html for altair's installation, but most likely\n",
    "\n",
    "```python\n",
    "!pip3 install altair\n",
    "```\n",
    "\n",
    "should do the trick."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RendererRegistry.enable('default')"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import altair as alt\n",
    "alt.renderers.set_embed_options(actions=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "weights = pd.DataFrame(optimum['x'].round(2),columns=['weights'])\n",
    "weights['Symbols'] = stocks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "returns,variances = p.generate_portfolios(N=5000)\n",
    "portfolios = pd.DataFrame()\n",
    "portfolios['Expected Return'] = returns\n",
    "portfolios['Expected Volatility'] = variances\n",
    "portfolios['Sharpe Ratio'] = portfolios['Expected Return'] / portfolios['Expected Volatility']\n",
    "minimumX = portfolios['Expected Volatility'].min()\n",
    "maximumX = portfolios['Expected Volatility'].max()\n",
    "minimumY = portfolios['Expected Return'].min()\n",
    "maximumY = portfolios['Expected Return'].max()\n",
    "\n",
    "\n",
    "optimum = p.calculate_statistics(p.optimum_weights)\n",
    "optimal = pd.DataFrame()\n",
    "optimal['Expected Return'] = [optimum[0]]\n",
    "optimal['Expected Volatility'] = [optimum[1]]\n",
    "optimal['Sharpe Ratio'] = [optimum[2]]\n",
    "optimal['img'] = \"https://img.icons8.com/clouds/100/000000/us-dollar--v1.png\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# uncomment if N > 5000\n",
    "# alt.data_transformers.enable('json')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-485ebef2db4f47ab8ec01da0d9669cee\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-485ebef2db4f47ab8ec01da0d9669cee\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-485ebef2db4f47ab8ec01da0d9669cee\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function loadScript(lib) {\n",
       "      return new Promise(function(resolve, reject) {\n",
       "        var s = document.createElement('script');\n",
       "        s.src = paths[lib];\n",
       "        s.async = true;\n",
       "        s.onload = () => resolve(paths[lib]);\n",
       "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else if (typeof vegaEmbed === \"function\") {\n",
       "      displayChart(vegaEmbed);\n",
       "    } else {\n",
       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"layer\": [{\"data\": {\"name\": \"data-469beefe8ffec13ba511e63ca4420279\"}, \"mark\": \"circle\", \"encoding\": {\"color\": {\"type\": \"quantitative\", \"field\": \"Sharpe Ratio\", \"scale\": {\"range\": [\"blue\", \"yellow\"]}}, \"tooltip\": [{\"type\": \"quantitative\", \"field\": \"Sharpe Ratio\"}], \"x\": {\"type\": \"quantitative\", \"field\": \"Expected Volatility\", \"scale\": {\"domain\": [0.17771365444529796, 0.2892786098935531]}}, \"y\": {\"type\": \"quantitative\", \"field\": \"Expected Return\", \"scale\": {\"domain\": [-0.16385120931911967, 0.13597944354052394]}}}, \"height\": 350, \"width\": 500}, {\"data\": {\"name\": \"data-fca2a2391f85daed8f150c6fbab0a138\"}, \"mark\": {\"type\": \"image\", \"height\": 60, \"width\": 60}, \"encoding\": {\"color\": {\"type\": \"quantitative\", \"field\": \"Sharpe Ratio\", \"scale\": {\"range\": [\"blue\", \"yellow\"]}}, \"tooltip\": 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       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chart = alt.Chart(portfolios).mark_circle().encode(\n",
    "    x = alt.X('Expected Volatility',scale=alt.Scale(domain=[minimumX,maximumX])),\n",
    "    y = alt.X('Expected Return',scale=alt.Scale(domain=[minimumY,maximumY])),\n",
    "    color = alt.Color('Sharpe Ratio',scale=alt.Scale(range=['blue','yellow'])),\n",
    "    tooltip = ['Sharpe Ratio']\n",
    "\n",
    ").properties(height=350,width=500)\n",
    "\n",
    "optimal_chart = alt.Chart(optimal).mark_image(height=60,width=60).encode(\n",
    "    x = alt.X('Expected Volatility',scale=alt.Scale(domain=[minimumX,maximumX])),\n",
    "    y = alt.X('Expected Return',scale=alt.Scale(domain=[minimumY,maximumY])),\n",
    "    color = alt.Color('Sharpe Ratio',scale=alt.Scale(range=['blue','yellow'])),\n",
    "    tooltip = ['Sharpe Ratio'],\n",
    "    url = 'img'\n",
    "\n",
    ").properties(height=350,width=500)\n",
    "\n",
    "visualization = chart+optimal_chart\n",
    "\n",
    "visualization"
   ]
  },
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   },
   "source": [
    "Resources:\n",
    "\n",
    "- Financial Mathematics\n",
    "    - https://www.springer.com/gp/book/9780857290816\n",
    "- General Investing\n",
    "    - https://www.ig.com/en/learn-to-trade/ig-academy"
   ]
  }
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