{
 "metadata": {
  "name": "",
  "signature": "sha256:42aadde3139597ff8f8143e835f3473a4584a11d644f24156e679f8237ba3244"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Lesson Brief"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "In this you will learn about the following:\n",
      "\n",
      "- <a href=\"#Why-do-we-use-clustering?\">Why do we use clustering?</a>\n",
      "- <a href=\"#Clustering-Examples\">Clustering Examples</a>"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from IPython.display import HTML\n",
      "\n",
      "input_form = \"\"\"\n",
      "<a id=\"admin_link\" target=\"_blank\" href=\"#\">Ajenti Administration Interface</a>\n",
      "<p>User: root<br> Password: admin</p>\n",
      "\"\"\"\n",
      "\n",
      "javascript = \"\"\"\n",
      "<script type=\"text/Javascript\">\n",
      "document.getElementById('admin_link').href = \"https://\" + window.location.hostname + \":8000\"\n",
      "</script>\n",
      "\"\"\"\n",
      "\n",
      "HTML(input_form + javascript)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "\n",
        "<a id=\"admin_link\" target=\"_blank\" href=\"#\">Ajenti Administration Interface</a>\n",
        "<p>User: root<br> Password: admin</p>\n",
        "\n",
        "<script type=\"text/Javascript\">\n",
        "document.getElementById('admin_link').href = \"https://\" + window.location.hostname + \":8000\"\n",
        "</script>\n"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 1,
       "text": [
        "<IPython.core.display.HTML at 0x7f6c9c2f87d0>"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Why do we use clustering?"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Unlike classification and regression, clustering is unsupervised. That means the algorithm will classify your data not based on predeined categories. The algorithm will look for similar data points in the dataset and cluster them together. Different algorithms can solve specific problems but k-means is a general use algorithm and that what we will cover in this tutorial."
     ]
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Clustering Examples"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "- Finding similarities between items with no categories\n",
      " - Categorizing text documents\n",
      " - Counting objects in an image\n",
      " - Grouping images based on content\n",
      "- Finding new patterns in categorized data\n",
      " - Looking at unkown features\n",
      " - Finding correlated stocks and commodities (possitive/negative)\n",
      "- Recommendation systems\n",
      " - Finding related news\n",
      " - Finding products/information to a user's taste"
     ]
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Import Libraries"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pandas as pd\n",
      "import numpy as np\n",
      "import matplotlib.pyplot as plt\n",
      "\n",
      "from matplotlib.finance import candlestick, quotes_historical_yahoo, date2num\n",
      "from sklearn.cluster import KMeans\n",
      "from sklearn.preprocessing import normalize\n",
      "\n",
      "from datetime import datetime, timedelta"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Configure Pandas"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pd.options.display.max_columns=50"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Retreiving Stock Price for Google"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def download_data(symbol, days_delta=30):\n",
      "    # Set Start and End Date\n",
      "    finish_date = datetime.today()\n",
      "    start_date = finish_date - timedelta(days=days_delta)\n",
      "\n",
      "    # Read from Yahoo! Finance\n",
      "    stocks_raw = quotes_historical_yahoo(symbol, start_date, finish_date)\n",
      "    stocks_df = pd.DataFrame(stocks_raw, columns=[\"n_date\", \"open\", \"close\", \"high\", \"low\", \"volume\"])\n",
      "    return stocks_df\n",
      "\n",
      "stocks_df = download_data(\"GOOG\")\n",
      "stocks_df"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>n_date</th>\n",
        "      <th>open</th>\n",
        "      <th>close</th>\n",
        "      <th>high</th>\n",
        "      <th>low</th>\n",
        "      <th>volume</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td> 735456</td>\n",
        "      <td> 569.99</td>\n",
        "      <td> 567.88</td>\n",
        "      <td> 570.49</td>\n",
        "      <td> 566.00</td>\n",
        "      <td> 1211400</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td> 735457</td>\n",
        "      <td> 564.52</td>\n",
        "      <td> 562.73</td>\n",
        "      <td> 565.90</td>\n",
        "      <td> 560.88</td>\n",
        "      <td> 1537800</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td> 735458</td>\n",
        "      <td> 567.31</td>\n",
        "      <td> 574.78</td>\n",
        "      <td> 575.00</td>\n",
        "      <td> 565.75</td>\n",
        "      <td> 1435300</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td> 735459</td>\n",
        "      <td> 576.18</td>\n",
        "      <td> 574.65</td>\n",
        "      <td> 577.90</td>\n",
        "      <td> 570.88</td>\n",
        "      <td>  982800</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td> 735460</td>\n",
        "      <td> 577.86</td>\n",
        "      <td> 573.48</td>\n",
        "      <td> 579.38</td>\n",
        "      <td> 570.52</td>\n",
        "      <td> 1515000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td> 735463</td>\n",
        "      <td> 576.11</td>\n",
        "      <td> 582.16</td>\n",
        "      <td> 584.51</td>\n",
        "      <td> 576.00</td>\n",
        "      <td> 1280600</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td> 735464</td>\n",
        "      <td> 585.00</td>\n",
        "      <td> 586.86</td>\n",
        "      <td> 587.34</td>\n",
        "      <td> 584.00</td>\n",
        "      <td>  976000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td> 735465</td>\n",
        "      <td> 585.88</td>\n",
        "      <td> 584.49</td>\n",
        "      <td> 586.70</td>\n",
        "      <td> 582.57</td>\n",
        "      <td> 1033900</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td> 735466</td>\n",
        "      <td> 583.82</td>\n",
        "      <td> 583.37</td>\n",
        "      <td> 584.50</td>\n",
        "      <td> 581.14</td>\n",
        "      <td>  912300</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td> 735467</td>\n",
        "      <td> 583.59</td>\n",
        "      <td> 582.56</td>\n",
        "      <td> 585.24</td>\n",
        "      <td> 580.64</td>\n",
        "      <td>  786900</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td> 735470</td>\n",
        "      <td> 584.72</td>\n",
        "      <td> 580.20</td>\n",
        "      <td> 585.00</td>\n",
        "      <td> 579.00</td>\n",
        "      <td> 1357700</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td> 735471</td>\n",
        "      <td> 581.26</td>\n",
        "      <td> 577.86</td>\n",
        "      <td> 581.80</td>\n",
        "      <td> 576.58</td>\n",
        "      <td> 1635200</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td> 735472</td>\n",
        "      <td> 577.27</td>\n",
        "      <td> 571.00</td>\n",
        "      <td> 578.49</td>\n",
        "      <td> 570.10</td>\n",
        "      <td> 1698700</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td> 735473</td>\n",
        "      <td> 569.56</td>\n",
        "      <td> 569.20</td>\n",
        "      <td> 573.25</td>\n",
        "      <td> 567.10</td>\n",
        "      <td> 1289400</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td> 735474</td>\n",
        "      <td> 571.33</td>\n",
        "      <td> 571.60</td>\n",
        "      <td> 572.04</td>\n",
        "      <td> 567.07</td>\n",
        "      <td> 1080800</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td> 735478</td>\n",
        "      <td> 571.85</td>\n",
        "      <td> 577.33</td>\n",
        "      <td> 577.83</td>\n",
        "      <td> 571.19</td>\n",
        "      <td> 1574100</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td> 735479</td>\n",
        "      <td> 580.00</td>\n",
        "      <td> 577.94</td>\n",
        "      <td> 582.99</td>\n",
        "      <td> 575.00</td>\n",
        "      <td> 1211800</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td> 735480</td>\n",
        "      <td> 580.00</td>\n",
        "      <td> 581.98</td>\n",
        "      <td> 586.00</td>\n",
        "      <td> 579.22</td>\n",
        "      <td> 1454200</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td> 735481</td>\n",
        "      <td> 583.98</td>\n",
        "      <td> 586.08</td>\n",
        "      <td> 586.55</td>\n",
        "      <td> 581.95</td>\n",
        "      <td> 1627900</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>19 rows \u00d7 6 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "    n_date    open   close    high     low   volume\n",
        "0   735456  569.99  567.88  570.49  566.00  1211400\n",
        "1   735457  564.52  562.73  565.90  560.88  1537800\n",
        "2   735458  567.31  574.78  575.00  565.75  1435300\n",
        "3   735459  576.18  574.65  577.90  570.88   982800\n",
        "4   735460  577.86  573.48  579.38  570.52  1515000\n",
        "5   735463  576.11  582.16  584.51  576.00  1280600\n",
        "6   735464  585.00  586.86  587.34  584.00   976000\n",
        "7   735465  585.88  584.49  586.70  582.57  1033900\n",
        "8   735466  583.82  583.37  584.50  581.14   912300\n",
        "9   735467  583.59  582.56  585.24  580.64   786900\n",
        "10  735470  584.72  580.20  585.00  579.00  1357700\n",
        "11  735471  581.26  577.86  581.80  576.58  1635200\n",
        "12  735472  577.27  571.00  578.49  570.10  1698700\n",
        "13  735473  569.56  569.20  573.25  567.10  1289400\n",
        "14  735474  571.33  571.60  572.04  567.07  1080800\n",
        "15  735478  571.85  577.33  577.83  571.19  1574100\n",
        "16  735479  580.00  577.94  582.99  575.00  1211800\n",
        "17  735480  580.00  581.98  586.00  579.22  1454200\n",
        "18  735481  583.98  586.08  586.55  581.95  1627900\n",
        "\n",
        "[19 rows x 6 columns]"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Processing the Date"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def process_date(stocks_df):\n",
      "    stocks_df[\"n_date\"] = stocks_df[\"n_date\"].astype(np.int32)\n",
      "    stocks_df[\"date\"] = stocks_df[\"n_date\"].apply(datetime.fromordinal)\n",
      "    return stocks_df\n",
      "\n",
      "process_date(stocks_df)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>n_date</th>\n",
        "      <th>open</th>\n",
        "      <th>close</th>\n",
        "      <th>high</th>\n",
        "      <th>low</th>\n",
        "      <th>volume</th>\n",
        "      <th>date</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td> 735456</td>\n",
        "      <td> 569.99</td>\n",
        "      <td> 567.88</td>\n",
        "      <td> 570.49</td>\n",
        "      <td> 566.00</td>\n",
        "      <td> 1211400</td>\n",
        "      <td>2014-08-11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td> 735457</td>\n",
        "      <td> 564.52</td>\n",
        "      <td> 562.73</td>\n",
        "      <td> 565.90</td>\n",
        "      <td> 560.88</td>\n",
        "      <td> 1537800</td>\n",
        "      <td>2014-08-12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td> 735458</td>\n",
        "      <td> 567.31</td>\n",
        "      <td> 574.78</td>\n",
        "      <td> 575.00</td>\n",
        "      <td> 565.75</td>\n",
        "      <td> 1435300</td>\n",
        "      <td>2014-08-13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td> 735459</td>\n",
        "      <td> 576.18</td>\n",
        "      <td> 574.65</td>\n",
        "      <td> 577.90</td>\n",
        "      <td> 570.88</td>\n",
        "      <td>  982800</td>\n",
        "      <td>2014-08-14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td> 735460</td>\n",
        "      <td> 577.86</td>\n",
        "      <td> 573.48</td>\n",
        "      <td> 579.38</td>\n",
        "      <td> 570.52</td>\n",
        "      <td> 1515000</td>\n",
        "      <td>2014-08-15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td> 735463</td>\n",
        "      <td> 576.11</td>\n",
        "      <td> 582.16</td>\n",
        "      <td> 584.51</td>\n",
        "      <td> 576.00</td>\n",
        "      <td> 1280600</td>\n",
        "      <td>2014-08-18</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td> 735464</td>\n",
        "      <td> 585.00</td>\n",
        "      <td> 586.86</td>\n",
        "      <td> 587.34</td>\n",
        "      <td> 584.00</td>\n",
        "      <td>  976000</td>\n",
        "      <td>2014-08-19</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td> 735465</td>\n",
        "      <td> 585.88</td>\n",
        "      <td> 584.49</td>\n",
        "      <td> 586.70</td>\n",
        "      <td> 582.57</td>\n",
        "      <td> 1033900</td>\n",
        "      <td>2014-08-20</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td> 735466</td>\n",
        "      <td> 583.82</td>\n",
        "      <td> 583.37</td>\n",
        "      <td> 584.50</td>\n",
        "      <td> 581.14</td>\n",
        "      <td>  912300</td>\n",
        "      <td>2014-08-21</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td> 735467</td>\n",
        "      <td> 583.59</td>\n",
        "      <td> 582.56</td>\n",
        "      <td> 585.24</td>\n",
        "      <td> 580.64</td>\n",
        "      <td>  786900</td>\n",
        "      <td>2014-08-22</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td> 735470</td>\n",
        "      <td> 584.72</td>\n",
        "      <td> 580.20</td>\n",
        "      <td> 585.00</td>\n",
        "      <td> 579.00</td>\n",
        "      <td> 1357700</td>\n",
        "      <td>2014-08-25</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td> 735471</td>\n",
        "      <td> 581.26</td>\n",
        "      <td> 577.86</td>\n",
        "      <td> 581.80</td>\n",
        "      <td> 576.58</td>\n",
        "      <td> 1635200</td>\n",
        "      <td>2014-08-26</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td> 735472</td>\n",
        "      <td> 577.27</td>\n",
        "      <td> 571.00</td>\n",
        "      <td> 578.49</td>\n",
        "      <td> 570.10</td>\n",
        "      <td> 1698700</td>\n",
        "      <td>2014-08-27</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td> 735473</td>\n",
        "      <td> 569.56</td>\n",
        "      <td> 569.20</td>\n",
        "      <td> 573.25</td>\n",
        "      <td> 567.10</td>\n",
        "      <td> 1289400</td>\n",
        "      <td>2014-08-28</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td> 735474</td>\n",
        "      <td> 571.33</td>\n",
        "      <td> 571.60</td>\n",
        "      <td> 572.04</td>\n",
        "      <td> 567.07</td>\n",
        "      <td> 1080800</td>\n",
        "      <td>2014-08-29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td> 735478</td>\n",
        "      <td> 571.85</td>\n",
        "      <td> 577.33</td>\n",
        "      <td> 577.83</td>\n",
        "      <td> 571.19</td>\n",
        "      <td> 1574100</td>\n",
        "      <td>2014-09-02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td> 735479</td>\n",
        "      <td> 580.00</td>\n",
        "      <td> 577.94</td>\n",
        "      <td> 582.99</td>\n",
        "      <td> 575.00</td>\n",
        "      <td> 1211800</td>\n",
        "      <td>2014-09-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td> 735480</td>\n",
        "      <td> 580.00</td>\n",
        "      <td> 581.98</td>\n",
        "      <td> 586.00</td>\n",
        "      <td> 579.22</td>\n",
        "      <td> 1454200</td>\n",
        "      <td>2014-09-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td> 735481</td>\n",
        "      <td> 583.98</td>\n",
        "      <td> 586.08</td>\n",
        "      <td> 586.55</td>\n",
        "      <td> 581.95</td>\n",
        "      <td> 1627900</td>\n",
        "      <td>2014-09-05</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>19 rows \u00d7 7 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "    n_date    open   close    high     low   volume       date\n",
        "0   735456  569.99  567.88  570.49  566.00  1211400 2014-08-11\n",
        "1   735457  564.52  562.73  565.90  560.88  1537800 2014-08-12\n",
        "2   735458  567.31  574.78  575.00  565.75  1435300 2014-08-13\n",
        "3   735459  576.18  574.65  577.90  570.88   982800 2014-08-14\n",
        "4   735460  577.86  573.48  579.38  570.52  1515000 2014-08-15\n",
        "5   735463  576.11  582.16  584.51  576.00  1280600 2014-08-18\n",
        "6   735464  585.00  586.86  587.34  584.00   976000 2014-08-19\n",
        "7   735465  585.88  584.49  586.70  582.57  1033900 2014-08-20\n",
        "8   735466  583.82  583.37  584.50  581.14   912300 2014-08-21\n",
        "9   735467  583.59  582.56  585.24  580.64   786900 2014-08-22\n",
        "10  735470  584.72  580.20  585.00  579.00  1357700 2014-08-25\n",
        "11  735471  581.26  577.86  581.80  576.58  1635200 2014-08-26\n",
        "12  735472  577.27  571.00  578.49  570.10  1698700 2014-08-27\n",
        "13  735473  569.56  569.20  573.25  567.10  1289400 2014-08-28\n",
        "14  735474  571.33  571.60  572.04  567.07  1080800 2014-08-29\n",
        "15  735478  571.85  577.33  577.83  571.19  1574100 2014-09-02\n",
        "16  735479  580.00  577.94  582.99  575.00  1211800 2014-09-03\n",
        "17  735480  580.00  581.98  586.00  579.22  1454200 2014-09-04\n",
        "18  735481  583.98  586.08  586.55  581.95  1627900 2014-09-05\n",
        "\n",
        "[19 rows x 7 columns]"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Calculate the Daily Average, Daily Change and Rage"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "We'll be calculating the daily average using this equation to compile the daily price into one number:\n",
      "\n",
      "$Average = \\frac{(Close + High + Low)}{3}$\n",
      "\n",
      "Then we will be calculating the daily change amount and percentage using these equations:\n",
      "\n",
      "$Change Amount = Close - Open$\n",
      "\n",
      "$Change Percentage = \\frac{Change Amount}{Average}$\n",
      "\n",
      "$Range = \\frac{(High - Low)}{Average}$"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def calculate_stats(stocks_df):\n",
      "    stocks_df[\"average\"] = (stocks_df[\"close\"] + stocks_df[\"high\"] + stocks_df[\"low\"]) / 3.0\n",
      "    stocks_df[\"change_amount\"] = stocks_df[\"close\"] - stocks_df[\"open\"]\n",
      "    stocks_df[\"change_per\"] = stocks_df[\"change_amount\"] / stocks_df[\"average\"]\n",
      "    stocks_df[\"range\"] = (stocks_df[\"high\"] - stocks_df[\"low\"]) / stocks_df[\"average\"]\n",
      "    stocks_df[\"change_1_amount\"] = pd.Series(0.0)\n",
      "    stocks_df[\"change_1_amount\"][1:] = stocks_df[\"average\"][1:].values - stocks_df[\"average\"][:-1].values\n",
      "    stocks_df[\"change_1_per\"] = stocks_df[\"change_1_amount\"] / stocks_df[\"average\"]\n",
      "    return stocks_df\n",
      "\n",
      "calculate_stats(stocks_df)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>n_date</th>\n",
        "      <th>open</th>\n",
        "      <th>close</th>\n",
        "      <th>high</th>\n",
        "      <th>low</th>\n",
        "      <th>volume</th>\n",
        "      <th>date</th>\n",
        "      <th>average</th>\n",
        "      <th>change_amount</th>\n",
        "      <th>change_per</th>\n",
        "      <th>range</th>\n",
        "      <th>change_1_amount</th>\n",
        "      <th>change_1_per</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td> 735456</td>\n",
        "      <td> 569.99</td>\n",
        "      <td> 567.88</td>\n",
        "      <td> 570.49</td>\n",
        "      <td> 566.00</td>\n",
        "      <td> 1211400</td>\n",
        "      <td>2014-08-11</td>\n",
        "      <td> 568.123333</td>\n",
        "      <td>-2.11</td>\n",
        "      <td>-0.003714</td>\n",
        "      <td> 0.007903</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td> 0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td> 735457</td>\n",
        "      <td> 564.52</td>\n",
        "      <td> 562.73</td>\n",
        "      <td> 565.90</td>\n",
        "      <td> 560.88</td>\n",
        "      <td> 1537800</td>\n",
        "      <td>2014-08-12</td>\n",
        "      <td> 563.170000</td>\n",
        "      <td>-1.79</td>\n",
        "      <td>-0.003178</td>\n",
        "      <td> 0.008914</td>\n",
        "      <td>-4.953333</td>\n",
        "      <td>-0.008795</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td> 735458</td>\n",
        "      <td> 567.31</td>\n",
        "      <td> 574.78</td>\n",
        "      <td> 575.00</td>\n",
        "      <td> 565.75</td>\n",
        "      <td> 1435300</td>\n",
        "      <td>2014-08-13</td>\n",
        "      <td> 571.843333</td>\n",
        "      <td> 7.47</td>\n",
        "      <td> 0.013063</td>\n",
        "      <td> 0.016176</td>\n",
        "      <td> 8.673333</td>\n",
        "      <td> 0.015167</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td> 735459</td>\n",
        "      <td> 576.18</td>\n",
        "      <td> 574.65</td>\n",
        "      <td> 577.90</td>\n",
        "      <td> 570.88</td>\n",
        "      <td>  982800</td>\n",
        "      <td>2014-08-14</td>\n",
        "      <td> 574.476667</td>\n",
        "      <td>-1.53</td>\n",
        "      <td>-0.002663</td>\n",
        "      <td> 0.012220</td>\n",
        "      <td> 2.633333</td>\n",
        "      <td> 0.004584</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td> 735460</td>\n",
        "      <td> 577.86</td>\n",
        "      <td> 573.48</td>\n",
        "      <td> 579.38</td>\n",
        "      <td> 570.52</td>\n",
        "      <td> 1515000</td>\n",
        "      <td>2014-08-15</td>\n",
        "      <td> 574.460000</td>\n",
        "      <td>-4.38</td>\n",
        "      <td>-0.007625</td>\n",
        "      <td> 0.015423</td>\n",
        "      <td>-0.016667</td>\n",
        "      <td>-0.000029</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td> 735463</td>\n",
        "      <td> 576.11</td>\n",
        "      <td> 582.16</td>\n",
        "      <td> 584.51</td>\n",
        "      <td> 576.00</td>\n",
        "      <td> 1280600</td>\n",
        "      <td>2014-08-18</td>\n",
        "      <td> 580.890000</td>\n",
        "      <td> 6.05</td>\n",
        "      <td> 0.010415</td>\n",
        "      <td> 0.014650</td>\n",
        "      <td> 6.430000</td>\n",
        "      <td> 0.011069</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td> 735464</td>\n",
        "      <td> 585.00</td>\n",
        "      <td> 586.86</td>\n",
        "      <td> 587.34</td>\n",
        "      <td> 584.00</td>\n",
        "      <td>  976000</td>\n",
        "      <td>2014-08-19</td>\n",
        "      <td> 586.066667</td>\n",
        "      <td> 1.86</td>\n",
        "      <td> 0.003174</td>\n",
        "      <td> 0.005699</td>\n",
        "      <td> 5.176667</td>\n",
        "      <td> 0.008833</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td> 735465</td>\n",
        "      <td> 585.88</td>\n",
        "      <td> 584.49</td>\n",
        "      <td> 586.70</td>\n",
        "      <td> 582.57</td>\n",
        "      <td> 1033900</td>\n",
        "      <td>2014-08-20</td>\n",
        "      <td> 584.586667</td>\n",
        "      <td>-1.39</td>\n",
        "      <td>-0.002378</td>\n",
        "      <td> 0.007065</td>\n",
        "      <td>-1.480000</td>\n",
        "      <td>-0.002532</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td> 735466</td>\n",
        "      <td> 583.82</td>\n",
        "      <td> 583.37</td>\n",
        "      <td> 584.50</td>\n",
        "      <td> 581.14</td>\n",
        "      <td>  912300</td>\n",
        "      <td>2014-08-21</td>\n",
        "      <td> 583.003333</td>\n",
        "      <td>-0.45</td>\n",
        "      <td>-0.000772</td>\n",
        "      <td> 0.005763</td>\n",
        "      <td>-1.583333</td>\n",
        "      <td>-0.002716</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td> 735467</td>\n",
        "      <td> 583.59</td>\n",
        "      <td> 582.56</td>\n",
        "      <td> 585.24</td>\n",
        "      <td> 580.64</td>\n",
        "      <td>  786900</td>\n",
        "      <td>2014-08-22</td>\n",
        "      <td> 582.813333</td>\n",
        "      <td>-1.03</td>\n",
        "      <td>-0.001767</td>\n",
        "      <td> 0.007893</td>\n",
        "      <td>-0.190000</td>\n",
        "      <td>-0.000326</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td> 735470</td>\n",
        "      <td> 584.72</td>\n",
        "      <td> 580.20</td>\n",
        "      <td> 585.00</td>\n",
        "      <td> 579.00</td>\n",
        "      <td> 1357700</td>\n",
        "      <td>2014-08-25</td>\n",
        "      <td> 581.400000</td>\n",
        "      <td>-4.52</td>\n",
        "      <td>-0.007774</td>\n",
        "      <td> 0.010320</td>\n",
        "      <td>-1.413333</td>\n",
        "      <td>-0.002431</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td> 735471</td>\n",
        "      <td> 581.26</td>\n",
        "      <td> 577.86</td>\n",
        "      <td> 581.80</td>\n",
        "      <td> 576.58</td>\n",
        "      <td> 1635200</td>\n",
        "      <td>2014-08-26</td>\n",
        "      <td> 578.746667</td>\n",
        "      <td>-3.40</td>\n",
        "      <td>-0.005875</td>\n",
        "      <td> 0.009019</td>\n",
        "      <td>-2.653333</td>\n",
        "      <td>-0.004585</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td> 735472</td>\n",
        "      <td> 577.27</td>\n",
        "      <td> 571.00</td>\n",
        "      <td> 578.49</td>\n",
        "      <td> 570.10</td>\n",
        "      <td> 1698700</td>\n",
        "      <td>2014-08-27</td>\n",
        "      <td> 573.196667</td>\n",
        "      <td>-6.27</td>\n",
        "      <td>-0.010939</td>\n",
        "      <td> 0.014637</td>\n",
        "      <td>-5.550000</td>\n",
        "      <td>-0.009683</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td> 735473</td>\n",
        "      <td> 569.56</td>\n",
        "      <td> 569.20</td>\n",
        "      <td> 573.25</td>\n",
        "      <td> 567.10</td>\n",
        "      <td> 1289400</td>\n",
        "      <td>2014-08-28</td>\n",
        "      <td> 569.850000</td>\n",
        "      <td>-0.36</td>\n",
        "      <td>-0.000632</td>\n",
        "      <td> 0.010792</td>\n",
        "      <td>-3.346667</td>\n",
        "      <td>-0.005873</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td> 735474</td>\n",
        "      <td> 571.33</td>\n",
        "      <td> 571.60</td>\n",
        "      <td> 572.04</td>\n",
        "      <td> 567.07</td>\n",
        "      <td> 1080800</td>\n",
        "      <td>2014-08-29</td>\n",
        "      <td> 570.236667</td>\n",
        "      <td> 0.27</td>\n",
        "      <td> 0.000473</td>\n",
        "      <td> 0.008716</td>\n",
        "      <td> 0.386667</td>\n",
        "      <td> 0.000678</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td> 735478</td>\n",
        "      <td> 571.85</td>\n",
        "      <td> 577.33</td>\n",
        "      <td> 577.83</td>\n",
        "      <td> 571.19</td>\n",
        "      <td> 1574100</td>\n",
        "      <td>2014-09-02</td>\n",
        "      <td> 575.450000</td>\n",
        "      <td> 5.48</td>\n",
        "      <td> 0.009523</td>\n",
        "      <td> 0.011539</td>\n",
        "      <td> 5.213333</td>\n",
        "      <td> 0.009060</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td> 735479</td>\n",
        "      <td> 580.00</td>\n",
        "      <td> 577.94</td>\n",
        "      <td> 582.99</td>\n",
        "      <td> 575.00</td>\n",
        "      <td> 1211800</td>\n",
        "      <td>2014-09-03</td>\n",
        "      <td> 578.643333</td>\n",
        "      <td>-2.06</td>\n",
        "      <td>-0.003560</td>\n",
        "      <td> 0.013808</td>\n",
        "      <td> 3.193333</td>\n",
        "      <td> 0.005519</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td> 735480</td>\n",
        "      <td> 580.00</td>\n",
        "      <td> 581.98</td>\n",
        "      <td> 586.00</td>\n",
        "      <td> 579.22</td>\n",
        "      <td> 1454200</td>\n",
        "      <td>2014-09-04</td>\n",
        "      <td> 582.400000</td>\n",
        "      <td> 1.98</td>\n",
        "      <td> 0.003400</td>\n",
        "      <td> 0.011641</td>\n",
        "      <td> 3.756667</td>\n",
        "      <td> 0.006450</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td> 735481</td>\n",
        "      <td> 583.98</td>\n",
        "      <td> 586.08</td>\n",
        "      <td> 586.55</td>\n",
        "      <td> 581.95</td>\n",
        "      <td> 1627900</td>\n",
        "      <td>2014-09-05</td>\n",
        "      <td> 584.860000</td>\n",
        "      <td> 2.10</td>\n",
        "      <td> 0.003591</td>\n",
        "      <td> 0.007865</td>\n",
        "      <td> 2.460000</td>\n",
        "      <td> 0.004206</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>19 rows \u00d7 13 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "    n_date    open   close    high     low   volume       date     average  \\\n",
        "0   735456  569.99  567.88  570.49  566.00  1211400 2014-08-11  568.123333   \n",
        "1   735457  564.52  562.73  565.90  560.88  1537800 2014-08-12  563.170000   \n",
        "2   735458  567.31  574.78  575.00  565.75  1435300 2014-08-13  571.843333   \n",
        "3   735459  576.18  574.65  577.90  570.88   982800 2014-08-14  574.476667   \n",
        "4   735460  577.86  573.48  579.38  570.52  1515000 2014-08-15  574.460000   \n",
        "5   735463  576.11  582.16  584.51  576.00  1280600 2014-08-18  580.890000   \n",
        "6   735464  585.00  586.86  587.34  584.00   976000 2014-08-19  586.066667   \n",
        "7   735465  585.88  584.49  586.70  582.57  1033900 2014-08-20  584.586667   \n",
        "8   735466  583.82  583.37  584.50  581.14   912300 2014-08-21  583.003333   \n",
        "9   735467  583.59  582.56  585.24  580.64   786900 2014-08-22  582.813333   \n",
        "10  735470  584.72  580.20  585.00  579.00  1357700 2014-08-25  581.400000   \n",
        "11  735471  581.26  577.86  581.80  576.58  1635200 2014-08-26  578.746667   \n",
        "12  735472  577.27  571.00  578.49  570.10  1698700 2014-08-27  573.196667   \n",
        "13  735473  569.56  569.20  573.25  567.10  1289400 2014-08-28  569.850000   \n",
        "14  735474  571.33  571.60  572.04  567.07  1080800 2014-08-29  570.236667   \n",
        "15  735478  571.85  577.33  577.83  571.19  1574100 2014-09-02  575.450000   \n",
        "16  735479  580.00  577.94  582.99  575.00  1211800 2014-09-03  578.643333   \n",
        "17  735480  580.00  581.98  586.00  579.22  1454200 2014-09-04  582.400000   \n",
        "18  735481  583.98  586.08  586.55  581.95  1627900 2014-09-05  584.860000   \n",
        "\n",
        "    change_amount  change_per     range  change_1_amount  change_1_per  \n",
        "0           -2.11   -0.003714  0.007903         0.000000      0.000000  \n",
        "1           -1.79   -0.003178  0.008914        -4.953333     -0.008795  \n",
        "2            7.47    0.013063  0.016176         8.673333      0.015167  \n",
        "3           -1.53   -0.002663  0.012220         2.633333      0.004584  \n",
        "4           -4.38   -0.007625  0.015423        -0.016667     -0.000029  \n",
        "5            6.05    0.010415  0.014650         6.430000      0.011069  \n",
        "6            1.86    0.003174  0.005699         5.176667      0.008833  \n",
        "7           -1.39   -0.002378  0.007065        -1.480000     -0.002532  \n",
        "8           -0.45   -0.000772  0.005763        -1.583333     -0.002716  \n",
        "9           -1.03   -0.001767  0.007893        -0.190000     -0.000326  \n",
        "10          -4.52   -0.007774  0.010320        -1.413333     -0.002431  \n",
        "11          -3.40   -0.005875  0.009019        -2.653333     -0.004585  \n",
        "12          -6.27   -0.010939  0.014637        -5.550000     -0.009683  \n",
        "13          -0.36   -0.000632  0.010792        -3.346667     -0.005873  \n",
        "14           0.27    0.000473  0.008716         0.386667      0.000678  \n",
        "15           5.48    0.009523  0.011539         5.213333      0.009060  \n",
        "16          -2.06   -0.003560  0.013808         3.193333      0.005519  \n",
        "17           1.98    0.003400  0.011641         3.756667      0.006450  \n",
        "18           2.10    0.003591  0.007865         2.460000      0.004206  \n",
        "\n",
        "[19 rows x 13 columns]"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Visualizing the Price"
     ]
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Plotting the Average Price"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.figure(figsize=(10,6))\n",
      "plt.plot_date(stocks_df[\"n_date\"], stocks_df[\"average\"], fmt=\"-b\", linewidth=3, alpha=.4, label=\"Average\")\n",
      "plt.gcf().autofmt_xdate()\n",
      "\n",
      "plt.title(\"Google Average Stock Price - Daily\")\n",
      "plt.grid()\n",
      "plt.legend(loc=\"best\")\n",
      "plt.show();"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAlEAAAF4CAYAAAB0N6y9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n82IAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6c84cd6510>"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Plotting More Data on a Different Y-Scale"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize=(10,6))\n",
      "\n",
      "axes_1 = fig.add_subplot(111)\n",
      "#axes_2 = fig.add_subplot(111)\n",
      "axes_2 = axes_1.twinx()\n",
      "\n",
      "line1 = axes_1.plot_date(stocks_df[\"n_date\"], stocks_df[\"average\"], \"o-b\", \n",
      "                    linewidth=3, alpha=.4, label=\"Average\")\n",
      "line2 = axes_2.plot_date(stocks_df[\"n_date\"], stocks_df[\"change_1_per\"], \".-r\",\n",
      "                    linewidth=2, alpha=.4, label=\"Change from 1 day\")\n",
      "\n",
      "axes_2.plot_date(stocks_df[\"n_date\"], np.zeros(len(stocks_df)), fmt=\"-k\", linewidth=1, alpha=.4)\n",
      "\n",
      "plt.gcf().autofmt_xdate()\n",
      "\n",
      "axes_1.set_title(\"Google Average Stock Price - Daily\")\n",
      "axes_1.grid()\n",
      "axes_1.legend(loc=\"upper right\")\n",
      "axes_2.legend(loc=\"lower right\")\n",
      "plt.show();"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAnkAAAF4CAYAAAAove+ZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngjwGg8FgMBgMI4QFeQwGg8FgMBhGyP8Boh8zPu/fPRUAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6c84c43650>"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Using Candle Stick Chart"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "```\n",
      "candlestick(ax, quotes, width=0.2, colorup='k', colordown='r', alpha=1.0)\n",
      "\n",
      "quotes is a sequence of (time, open, close, high, low, ...) sequences.\n",
      "\n",
      "ax          : an Axes instance to plot to\n",
      "width       : fraction of a day for the rectangle width\n",
      "colorup     : the color of the rectangle where close >= open\n",
      "colordown   : the color of the rectangle where close <  open\n",
      "alpha       : the rectangle alpha level\n",
      "```"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize=(10,6))\n",
      "axes = fig.add_subplot(111)\n",
      "\n",
      "candlestick(axes, stocks_df[[\"n_date\", \"open\", \"close\", \"high\", \"low\"]].values,\n",
      "            width=0.6, colorup='g', colordown='r')\n",
      "\n",
      "axes.xaxis_date()\n",
      "plt.gcf().autofmt_xdate()\n",
      "\n",
      "plt.grid()\n",
      "plt.show();"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAngAAAFuCAYAAAAS8GUhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRKTM/wd0H6c1uZEHbwAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6c84cc0f50>"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize=(10,6))\n",
      "axes_1 = fig.add_subplot(111)\n",
      "axes_2 = axes_1.twinx()\n",
      "\n",
      "candlestick(axes_1, stocks_df[[\"n_date\", \"open\", \"close\", \"high\", \"low\"]].values,\n",
      "            width=0.6, colorup='g', colordown='r')\n",
      "\n",
      "axes_2.plot_date(stocks_df[\"n_date\"], stocks_df[\"change_1_per\"], \"o--b\", linewidth=3, alpha=0.4)\n",
      "\n",
      "axes_1.xaxis_date()\n",
      "plt.gcf().autofmt_xdate()\n",
      "\n",
      "axes_1.grid()\n",
      "\n",
      "plt.show();"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAp8AAAFuCAYAAADHznMpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3X9U1Ned+P/nAIOioqhRRDAZIggaFVGQ/Gw0UYy21Zp2\nk5ikK4ntcZPmk/a03aTt+W7Fds+J7p7dbluTc0xPGpvtrmv6K6SNIcZEEmsjPwyaVI1iZCIg4g8E\nVIj8mu8fV5gZGJBhft47r8c5HOb9nvcM98V7GF5z3697r8XhcDgQQgghhBAiCKJC3QAhhBBCCBE5\nJPkUQgghhBBBI8mnEEIIIYQIGkk+hRBCCCFE0EjyKYQQQgghgkaSTyGEEEIIETRaJ582m425c+eS\nnZ3NwoULATh06BC33XYbc+fOZeXKlVy6dKn3+Oeee4709HQyMzPZtWtXqJothBBCCBEQxcXFZGZm\nkp6ezubNmz0e8/TTT5Oenk5WVhaVlZUA1NTUsHjxYm655RZmz57NL37xi97jGxsbWbp0KTNmzCA/\nP5+mpiaf2qh18mmxWCgpKaGyspKysjIAvvGNb/Bv//ZvfPTRR6xevZp///d/B+DIkSPs2LGDI0eO\nUFxczJNPPkl3d3comy+EEEII4TddXV089dRTFBcXc+TIEbZv387Ro0fdjtm5cycnTpygqqqKF198\nkSeeeAIAq9XKz372Mw4fPsz+/ft5/vnn+eSTTwDYtGkTS5cu5fjx49x7771s2rTJp3ZqnXwC9J0j\nv6qqirvuuguAJUuW8Ic//AGAoqIi1qxZg9VqxWazkZaW1puwCiGEEELorqysjLS0NGw2G1arlYce\neoiioiK3Y15//XXWrl0LQF5eHk1NTTQ0NDBlyhTmzZsHwJgxY5g5cyZ1dXX9HrN27Vpee+01n9qp\ndfJpsVhYsmQJOTk5/OpXvwLglltu6f1F/+53v6OmpgaA06dPk5KS0vvYlJSU3l+qEEIIIYTu6urq\nmDZtWu+2p1zH0zG1tbVux9jtdiorK8nLywOgoaGBxMREABITE2loaPCpnVonn/v27aOyspI333yT\n559/nr179/LrX/+aF154gZycHC5fvkxsbOyAj7dYLEFsrRBCCCFE4Aw1r+l71dj1cZcvX+ZrX/sa\nP//5zxkzZozHn+Fr/hTj06NDLCkpCYBJkyaxevVqysrK+N73vsdbb70FwPHjx3njjTcASE5O7u0F\nBaitrSU5Odnt+ZKTkzl9+nSQWi+EEEIIMXzTp0/nxIkTvdt9c52amhq3q76ejnHNhzo6OvjqV7/K\no48+yle+8pXeYxITEzlz5gxTpkyhvr6eyZMn+9RubXs+W1tbe0eyX7lyhV27djFnzhzOnTsHQHd3\nN//6r//aW0i7cuVK/u///o/29naqq6upqqrqHSHf4/Tp0zgcDmO/1q5dG/I2SHwSX6TFJvHp/yXx\n6ftlcmwOh4NPP/3ULY/JycmhqqoKu91Oe3s7O3bsYOXKlW7HrFy5kldeeQWA/fv3k5CQQGJiIg6H\ng3Xr1jFr1iy+853v9HvMb37zGwB+85vfuCWmw6Ftz2dDQwOrV68GoLOzk0ceeYT8/Hx+/vOf88IL\nLwDw1a9+lYKCAgBmzZrFAw88wKxZs4iJieGFF16Qy+5CCCGEMEZMTAxbtmxh2bJldHV1sW7dOmbO\nnMnWrVsBWL9+PStWrGDnzp2kpaUxevRoXn75ZUCVMv72t7/tncIS1BSV9913Hz/4wQ944IEHeOml\nl7DZbLz66qu+tdO3MEMnNTWVgwcP9tv/7W9/m29/+9seH/OjH/2IH/3oR4FuWtiy2WyhbkJASXz6\nMjk2kPh0J/Hpy+TYBrJ8+XKWL1/utm/9+vVu21u2bOn3uDvvvHPAKSgnTJjA7t27/dZGbS+7C+8t\nWrQo1E0IKIlPXybHBhKf7iQ+fZkcm84k+RRCCCGEEEEjyacQQgghhAgai8PhcFz/sMhgsViQX4cQ\nQgghdKBr3iI9n0IIIYQQImgk+YwgJSUloW5CQEl8+jI5NpD4dCfx6cvk2HQmyacQQgghhAgaqfl0\noWvthBBCCCEij655i/R8CiGEEEKIoJHkM4KYXvsi8enL5NhA4tOdxKcvk2PTmSSfQgghhBAiaKTm\n04WutRNCCCGEiDy65i3S8ymEEEIIIYJGks8IYnrti8SnL5NjA4lPdxKfvkyOTWeSfAohhBBCiKCR\nmk8XutZOCCGEECLy6Jq3SM+nEEIIIYQIGkk+I4jptS8Sn75Mjg0kPt1JfPoyOTadSfIphBBCCCGC\nRmo+XehaOyGEEEKIyKNr3iI9n0IIIYQQImgk+Ywgpte+SHz6Mjk2kPh0J/Hpy+TYdCbJpxBCCCGE\nCBqp+XSha+2EiAzbtm2joKAg1M0QQggRJnTNW6TnUwhN2O32UDdBCCGE8JkknxHE9NoX0+MzOfk0\n/dxJfHqT+PRlcmw6k+RTCCGEEEIEjdR8utC1dkJEhsLCQgoLC0PdDCGEEGFC17xFkk8Xup5EYZax\nz43lUvul/nfsARa774qPjaflhy1BaZcQQojwomveIpfdI4jptS+mxOcx8QRo8uLYQWzbts3rxwSa\nKeduIBKf3iQ+fZkcm84k+RQiwpg8cEkIIUT4k8vuLnTtvhZmsWy0eL7Dw2V3AMcG716zUjsqhAh3\nMq/x0Oiat0jPpxBCCCHCilyhMZsknxHE9NoX0+PzVPNpCtPPncSnN4lPXybHpjNJPoUQQgghRNBI\n8hlBFi1aFOomBJTp8ZEQ6gYEjunnTuLTm8SnL5Nj01lMqBsghBBCCP0NZ5DQgPMal8DGjRvddsm8\nxuaQns8IYnrti+nxSc2nviQ+vUl8QzOcQULezFU8nHmNTT93upLkUwiTjR0LFov718aN/fdZLOpY\nIYQQIsAk+Ywgpte+mB7fsGo+L3nRU+DNsX5m+rmT+PQm8enL5Nh0JsmnEEIIIYQIGkk+I4jptS+m\nxyc1n/qS+PQm8enL5Nh0pnXyabPZmDt3LtnZ2SxcuBCAsrIyFi5cSHZ2Nrm5uZSXlwOqEDouLo7s\n7Gyys7N58sknQ9n0oLLb69mxo4Jdu2rYsaMCu70+1E0SQgghRAAUFxeTmZlJeno6mzdv9njM008/\nTXp6OllZWVRWVvbuf/zxx0lMTGTOnDluxxcWFpKSktKbQxUXF/vURq2nWrJYLJSUlDBhwoTefc88\n8ww//elPWbZsGW+++SbPPPMMe/bsASAtLc3tlxwJ7PZ6iopqiYvLxWbLobkZiorKWbUKbLakUDfP\nr4yv7ZF5PrUl8elN4tOXybF50tXVxVNPPcXu3btJTk4mNzeXlStXMnPmzN5jdu7cyYkTJ6iqqqK0\ntJQnnniC/fv3A/DYY4/x//7f/+Mf//Ef3Z7XYrHw3e9+l+9+97t+aafWPZ8ADofDbTspKYnm5mYA\nmpqaSE5ODkWzwkZpaR1xcblu++LiciktrQtRi4Tob9u2baFughBCaK+srIy0tDRsNhtWq5WHHnqI\noqIit2Nef/111q5dC0BeXh5NTU2cOXMGgLvuuovx48d7fO6++ZYvtE4+LRYLS5YsIScnh1/96lcA\nbNq0ie9973vceOON/PM//zPPPfdc7/HV1dVkZ2ezaNEi/vrXv4aq2UHV0WHpvX3s2DGP+01hfG2P\n1HxqS+LTm8SnL5Nj86Suro5p06b1bqekpFBXV+f1MZ788pe/JCsri3Xr1tHU5Ns/JK0vu+/bt4+k\npCTOnTvH0qVLyczMZOPGjfziF79g9erV/O53v+Pxxx/n7bffZurUqdTU1DB+/Hg+/PBDvvKVr3D4\n8GHi4+PdnrOgoACbzQZAQkIC8+bN6+2273kR67R9/PhnpKQsAKCmpgaAjIwMrFZHWLTPn9sHDx4M\nq/YMdzs+Nl5NplyNknrt+2XUvp7taoizxtFjwOfvuR93Pdtu95eUhDx+E7dd66PCoT2yLduB2Had\nZH6oj+/V9/2uiX7vd668ff5w+P34Y7vn9kAT+lssQ+tY6tuLeb3HPfHEE/z4xz8G4F/+5V/43ve+\nx0svvTSkn+WJxeHPftQQ2rhxI2PGjGHjxo20tKjltxwOBwkJCb2X4V0tXryY//iP/2D+/Pm9+ywW\ni1+7lcOB3V7P1q21REXl0tEBcXEwfnw5X/lKinE1n6YrLCyksLDQuwd5eEMpvPblUYhe/8OKTSOm\nxycEDO91btk4QNKzB1jcf7djg1n/o33VN2/Zv38/hYWFvR94n3vuOaKionj22Wd7j/mnf/onFi1a\nxEMPPQRAZmYm7733HomJiYAaoP3lL3+Zjz/+2OPPvN79Q6HtZffW1lYuXZsU+8qVK+zatYvZs2eT\nlpbGe++9B8C7777LjBkzADh//jxdXV0AnDx5kqqqKm6++ebQND6IbLYkpk1L4dy5Cs6fP0B9fQWL\nF0viKYQQQpgmJyeHqqoq7HY77e3t7Nixg5UrV7ods3LlSl555RVAJasJCQm9iedA6uuds+T86U9/\n6jca3lvaXnZvaGhg9erVAHR2dvLII4+wbNkyJk6cyLe+9S2uXr1KXFwcL774IgDvv/8+P/7xj7Fa\nrURFRbF161YSEgwePuxi3LgkcnKSOHbsGBkZGfSpNDBGicslYxMNZ91kXRgV29ix/VaLsoNa1rSv\n+Hi4dqVGZ6b/7Ul8+jI5Nk9iYmLYsmULy5Yto6uri3Xr1jFz5ky2bt0KwPr161mxYgU7d+4kLS2N\n0aNH8/LLL/c+fs2aNbz33ntcuHCBadOm8ZOf/ITHHnuMZ599loMHD2KxWEhNTe19vmG306dHh1Bq\nampvjZ+rnJwcSktL++2///77uf/++4PRtLDz+efu242NEAGdvkKEhiZLmgohzLR8+XKWL1/utm/9\n+vVu21u2bPH42O3bt3vc39NT6i/aXnYXQ9PRAdeqDcjIyABU8mmicPx0688phHoGwoUTf8UXjrH5\nky3UDQiwcPzb8yeJT18mx6YzST4N17fXE8xNPsNRyC8ne1NjMYx6jJDHJ4QQQjuSfBrOaoWFC2H2\nbDXPZ3IymNrJ1G/qDsMMK9FraVEj2F2/Nmzov8/hCGntoelJrD3UDQgw0//2JD59mRybzrSt+RRD\nM3IkzJunbre317NoUUZoGySEEEKIiCY9nxHE9NoX0+MzuS7S5NhAaj51J/Hpy+TYdCbJpxCaMD1B\nE0IIERkk+Ywgpte+mB6fycmn1HzqzfS/PYkvcOJjhz7Q0Ztje5h+7nQlNZ9CiOvzMHF6r76Tpxsy\ncboQIvBafuj5vaLQUUjhhsLgNkYEjSSfhvvkE7h8GUaMgAULFnHxIly4oKZbyspS+01hem1PSOML\n8MTpJvfqgtR86k7i05fJselMkk/DnTgBp0+r2xMmQFkZnDuntlNSYOrU0LVNCCGEEJFHaj4N5zrJ\nfEXFX5kwwblt2mTzptf2GBPf2LFgsbh92Tdu7LcPi0UdawB7qBsQYMa8Ngcg8enL5Nh0Jsmn4VyT\nz9jYbrfk8+LF4LdHCFn7XAghIpskn4ZzTT6XLv2C0T2fptf2hDS+AC/TafP6EXqxhboBASZ/e3oz\nOT6TY9OZJJ8G6+iA7m51OyZGfY0f77y/sVGtqijEdXlapnOgpTplpLsQQohBSPJpMIsFbr8d5s+H\nOXNU7cuoUWpt99mz4bbbzEo+Ta/tMTk+e6gbEGD2UDcgwEx+bYLEpzOTY9OZjHY3WEyMSjJ79PwN\n5ueHpDlCCCGEENLzGUlMr32R+PRlC3UDAswW6gYEmMmvTTA/PpNXGDP93OlKkk8hhBAigpmcfIrw\nJMlnBDG99kXi05c91A0IMHuoGxBgJr82wfz4TE4+TT93upLkUwghhBBCBI0MODLY8eNqOqURI9QI\nd9fal1On4OxZdX9eHowbF7Jm+o3ptT3+ii/k66jHx/ebPN422LEGsIW6AQEmf3t6C/l7QgCZfu50\nJT2fBjt1Cj76CMrL+08of+QIfPgh2O1w/nxImidCpKCgILQN8DRnqKf5QmXOUCGEMJIknwZzXd1o\n5Ej32hcTVzoyvbbH5PhMrjkDqfnUnenxmfz3Z/q505Uknwbrm3y6MjH5FEIIIUT4k5pPg/VNPl1r\nX0xMPkNZ2zP2ubFcar/U/44S2LhxY7/d8bHxtPzQu0vKJtcumVxzBlLzqTvT4zP578/0c6cr6fk0\nmGvyOWKE+30JCRB17exfuqTWgRfD5zHx9OPxQgghhCmk59NQDgfcdZdKQK9eVUttlpSU9H4KjIpS\na77Hxale0Ojo0LbXH1zjM5HJ8ZlccwaRUfNp6msTzI9vOH9/Hq/2lPjvSo+/emNNP3e6kuTTUBYL\nZGQMfsz8+cFpixBCCLN4c/VmOFd6Qj4rhwgoueweQUz/9Cfx6cvkmjPwb83ntm3b/Phs/mHyaxPM\nj8/kvz/Tz52uJPkUQgiNmF6iIIQwnySfEcT0+c4kPn2ZnlDZQ92AADP5tQnmx2fy35/p505XknwK\nIYQQQoigkQFHhvr0Uzh9Ws3veeONkJjoufblk0/UMpyNjfCFL8DUqcFvq7+EVW3PRSvUpUDDCPj7\nVUiuhfG+zWcVVvH5mck1ZyDzfOrO9PhM/vsz/dzpSpJPQ9XXw9Gj6vaoUSr59OTsWbW+O8CFC3on\nn2HjohWOLYCOu+Eq8HkjHPsYMg74nICKCDJ2rJqE15O+09nEx0OLd1PZCCFEqMhld0N5WlrTU+2L\n60pHFy8Gtk2BFja1PXUp8PlSOHsLXLkFmm+EmDlqvw/CJj4X/uoxMbnmDIZZ8zlQ4unrsQEQjq9N\nfzI9PpP//kw/d7qS5NNQg63r7mr8eOdtU5bZDLnOkdBkc2433wjdMdA1YsCH6Erm4hNCCOEtST4N\n5Sn59FT70rfn0+EIbLsCKWxqe65Mgi6rczvpAER1QvRVn542bOILAJNrzkBqPnVnenwm//2Zfu50\nJcmnoYba8xkXp75Are9++XJg22W87iiwJELXQbU90g7WNuj8WA06EkIIISKcJJ+Guv12uOMOWLBg\n8JpPUKPcV62CggI1bkFXYVHb44iCm07C1HqIexvitsPI3X4ZbBQW8QWIyTVnIPN86s70+Ez++zP9\n3OlKRrsb6uabh37sTTcFrh0RJ7oTkg9A4sfw+TgoPwezQ92o8DdlypRQN0EIIUSQSPIZQUyvfQmr\n+GLaYcw5z/fVZ0FUl9dPGVbx+dmmTZtC3YSAsoW6AQFm8msTzI9Paj5FsGl92d1mszF37lyys7NZ\nuHAhAGVlZSxcuJDs7Gxyc3MpLy/vPf65554jPT2dzMxMdu3aFapmi0jVHQUnF0PdQqi9lZqaUDdI\nCCGEaYqLi8nMzCQ9PZ3Nmzd7PObpp58mPT2drKwsKisre/c//vjjJCYmMmfOHLfjGxsbWbp0KTNm\nzCA/P5+mpiaf2qh18mmxWCgpKaGyspKysjIAnnnmGX76059SWVnJT37yE5555hkAjhw5wo4dOzhy\n5AjFxcU8+eSTdHd3h7L5QWd67YsW8bWPUd8dFt55B7z5+9UivmEyOTaQmk/dmR6f1Hyao6uri6ee\neori4mKOHDnC9u3bOdqz4sw1O3fu5MSJE1RVVfHiiy/yxBNP9N732GOPUVxc3O95N23axNKlSzl+\n/Dj33nuvz1ertE4+ARx95gZKSkqiubkZgKamJpKTkwEoKipizZo1WK1WbDYbaWlpvQmrcOrshC7v\nrwhHtK4uoDn5+gdGdcP0tyFWTSnQ3g5vvQVXfZuBSQghhADU1d+0tDRsNhtWq5WHHnqIoqIit2Ne\nf/111q5dC0BeXh5NTU2cOXMGgLvuuovxrhOAe3jM2rVree2113xqp9Y1nxaLhSVLlhAdHc369ev5\n5je/yaZNm7jzzjv5/ve/T3d3Nx988AEAp0+f5tZbb+19bEpKCnV1daFqekDZ7VBdrUa5T5sGKdcW\n1hms9uXQIbXOe0sLLF4MaWlBaapfhaq255NPgKoVMPosJJfB2PqBD7Z+DmlvwSerAGhuhn374J57\nrv9zTK5dMiq2+Ph+Kw7ZBjvWAEadPw9Mj09qPs1RV1fHtGnTerdTUlIoLS297jF1dXWDDvxsaGgg\n8do63YmJiTQ0NPjUTq17Pvft20dlZSVvvvkmzz//PHv37mXdunX84he/4NSpU/zsZz/j8ccfH/Dx\nFosliK0NnvPnoaoKPv5Yrd0+FB0dKhFyOGSlI290dUFvucyVyfB5/0+M/YxqhNQ9ANxwA+TlBa59\nIgRaWtQfkuvXhg399zkcsh67EMKvhprX9L1q7E0+ZLFYfM6ftO75TEpKAmDSpEmsXr2asrIyysrK\n2L17NwBf+9rX+MY3vgFAcnIyNS4jPGpra3svybsqKCjo/RSYkJDAvHnzej859dSOhPt2TIzaPnbs\nGFZrM/Pnq8FY//Vf/zVgPOPHq+MBbrwxI6ziGer2YPEFaru6ehQdHer3S1MrjP8EJqtNqgHXms7q\na99TgfF24uP3M27cVUaPvjts4wvWtmtdVji0x9/bdrvd+8ejLLr2vWebPtu998v5k/iut71iBYva\n2tR2TzyomuSSjRt7twFK4uJg584Bny+uNo62jjb1fgaDvt/Fx8aHLP6efWHx+/dTPCUlJQPW6fbN\ndWpqakjpufw5wDED5UOuEhMTOXPmDFOmTKG+vp7JkycPevx1OTR15coVR0tLi8PhcDguX77suP32\n2x3FxcWO7OxsR0lJicPhcDh2797tyMnJcTgcDsfhw4cdWVlZjqtXrzpOnjzpuPnmmx3d3d1uz6nx\nr8PN2287HFu3qq8TJ5z79+zZM+BjGhudj/mf/wl8GwNhsPgCobPT4fjv/1a/M770TQdP3OKgEPev\nu+m/79qXt4IdXzCZHJvD4XCsXbvW+wd57it1DNCH6vc2e8P082dMfAO8dtb66TW1YcMG/7fZR8ac\nuwH0zVs6OjocN998s6O6utpx9epVR1ZWluPIkSNux7zxxhuO5cuXOxwOh+ODDz5w5OXlud1fXV3t\nmD17ttu+f/7nf3Zs2rTJ4XA4HM8995zj2Wef9and2vZ8NjQ0sHr1agA6Ozt55JFHWLZsGRMnTuRb\n3/oWV69eJS4ujhdffBGAWbNm8cADDzBr1ixiYmJ44YUXjL3sPtDSmj2foDwZNw6ioqC7Wy2x2d4O\nsbGBa2MgDBZfIBw/Dq2t1zasrTDp6KDH+yrY8QWTybGB2TV1YP75Mz0+W6gbEECmn7u+YmJi2LJl\nC8uWLaOrq4t169Yxc+ZMtm7dCsD69etZsWIFO3fuJC0tjdGjR/Pyyy/3Pn7NmjW89957XLhwgWnT\npvGTn/yExx57jB/84Ac88MADvPTSS9hsNl599VXf2unTo0MoNTWVgwcP9tufk5PTr7i2x49+9CN+\n9KMfBbppITfUdd1dRUVBQoKq9xw9Gq5c0S/5DLYZM1TN58GDwJSDajS7jxwOOHwYMjLAavW9jUII\nISLL8uXLWb58udu+9evXu21v2bLF42O3b9/ucf+ECRN6Sxr9IcpvzyTCxq23wt13q4EsY8Y497vW\njHiydCmsXQuPPAIeZloIe9eLz9+io2H2bFizBr/0enZ0wNtvw9/+Bnv2qETUVbDjCyaTYwOz51EE\n88+f6fHZQ92AADL93OlK255PMbA+tcVDNm6cf9sRKaKj8UuvZ22tmiYL1PeKCsjN9flphRBCiLAi\nPZ8RJBxrX7Zt2+a35wrH+LyRmgpz5zq3KyvhxAnntu7xDcbk2EBqPnUXTvHZ7fXs2FHBb397gB07\nKrDbB5lXeIhsvjcrbIXTuRNOknyKkDL9cqS38vLgxhud2++/D+fOha49QojwYbfXU1RUy7lzOTQ3\nL6C5OYeiolq/JKBCBJMknxHE9NqXYMT36adqAv++9Zj+YrGo1Y56am5vuMFZt2vy+TM5NjD/Q5bp\n5y9c4istrePy5VzKyqCsTK1REBeXS2mpb6v12f3TvLDs4Q+XcyfcSc2n6KerCy5ehLg4NfJdKF1d\nsH+/mgngww8hPz8wA7NiY2HZMvj731VPaE1NPaWldRw6VENDQwV5ecnYbEn+/8FCiLDW3m6htlZN\niQdw8iTMmwcdHeExbWBBQUGomyA0IcmnYWpr4ehRNcXS1KkwfbrzvqHUvlRUqFpDh0ONmnetQQx3\nga7tOXZMJZ6gRqYHclnusWPh9tudl9ni4nKx2XJoboaionJWrcKoBNT0uiyJT2/hEl9srIMZM+DA\nAbXd0gIXLsC4cb5dirH53rSwFS7nTriTy+6GuXgRqqtVAtrQ4P3j4+Kcl5RljXen3vk8r8nKgpgg\nfHQrLa0jLs59yLs/LrOJ4JIeIeEPeXnJREWVM3Wqc9/x4+UsXDj40ohChBtJPg1z9arzdt8J5odS\n+zJhgvP2xYv+aVOwBLK259gxtfITwKhRMHNmwH6UG9fLaceOHfO43wSm12VJfHoLl/hstiRWrUph\nzpwK4uIOMGpUBRkZKYwe7dtVELt/mheWwuXcCXdy2d0ww1ndyJVrDePFi6oX1NBVSL3iOl4kWL2e\nAFar83Jad7e63G+1uu8XQpip5yqU63uwzZaEzZbEzJnqsvuCBTJHs9CPJJ+GcU0+R4xwv28otS8j\nR6qevdZW6OxUb266vLEFsrZn+XJV3H/0aPB6PUFdZvv1r8upr8/l888ziI2FqVPLyc8f5koCYcr0\nuiyJT2+hiu/991XJz913X1vMwkVOjv9+js1/TxV2TH9t6kouuxvG155PUJfeR41SKyV1dfmnXbqz\nWNTgrS99KXi9nqB6OfLzU7BYKrBaDwAVrFqVYtRgIxEa/lzgQfjfgQOq3OfECXjzTdUZIIQpJPk0\nzMKFcO+9cMcd/acBGmrty7Jl8OijsGKFew1ouDO1tmfu3CRycnIYP34Mc+bkGJl4mnrueoRjfP6c\nezQc4/OnYMd37JhzRDuo2S8C+aHXHrinDjnTX5u6ksvuhpk8WX35ou/lHRFa8fHOc9LaqgaV9S2p\nEEKYoaYG9u51bk+bBnfeGbr2CBEI0vMZQUyvfTE1PosFEhIgIyMDgKamEDcoAEw9dz0kPr0FM76P\nP3ZOIn+0YJTGAAAgAElEQVTDDbBkCUQN4T/1xYvw9tvuU8INlc37h2jD9NemriT5FMKD7m547TX1\njyAcaq16SihGjXKfTksIYZb8fLDZ1LK6992nZre4nvp6+P3v1RzPhw7Je4QIf5J8RhDTa1/8Gd+x\nY3D2LHzwgUpCQy0vD2y293j0UbjxxlC3xv/ktak3ic9/YmJg6VJYtUp92ByKxERVFwoq8fzoI+9+\npt27w7Vi+mtTV5J8Co+6utSybVVVcP58//uHNVJ27Fh1Ddn1a+PG/vssFuc7aQh0d6slRnvMmBGy\npvQaPVotrSciiDfrtwZyrVcRdBaL+psfqqgo96mX/v53aGvzcKC8pkSYkOTTIA0NsHMnvPsuHDnS\n/35val8qK+EPf4A9e+DTT/vfP6yRspcuBebYa/xV2+O6mlFcHMya5Zen9ZnJtUsmxwbDjK+lRc0y\n3vdrw4b++1pa/N5mb8j5G56e0zccfTsAbr7ZOTtJR8cAtZ8DvKZsYfia8hfTX5u6kuTTIC0tUFur\n5oU7c8a353KdYimS1njv2+s5d25w5/UUQkSO0lLYtWt4deV9OwAsFsjNVbdjYiA21vf2CREoknwa\n5HoTzHtT+6LjGu/+qO1pa1OF/qB+h7fc4vNT+o3JtUsmxwYSn+4CEd/f/65qMz/7DP78Z/8MErrp\nJlUfvmaNWnZzqPw552u4Mf21qSvp0zGI65vXcFc36jFunJpbsqtLXYKOlLklR4+GlSvh9GmViIZb\nr2dXl5pqKTZWSrKE0FV1tRrM2GPMGP/1VGZl+ed5hAikMPvXKnxxvZ5Pb2pfLBY1vU/PYKOLF2HK\nFN/aF2j+rO2ZOtVvT+U3EyYs4te/VuVY2dnOS2wmML0uS+LTmz/ja2hQtfQ9tZ6JiXDPPeo9N1Rs\nNlvofniAmf7a1JUknwbxx7rurpKS1PNMmOCf5xO+GTXK+Q9Ll1IIESbGjvU8iG/jxv774uONGWwS\njlznDh43Ti1nPNiqcmOfG8uldg/nrgQ2ejh/8bHxtPxQzp8Ib1LzaZAFC9Qb2aJFnpfY9Lb25bbb\n1Prut96qVtgJd6bX9hw+/Nfe26atcmT6uQt5fAGeaSLk8QWYP+O75x5IT1czaSxffv0P9h4TTy+P\nv3Bh8MdIzacINun5NMj48c6VcMTQdXdDe3v49+6OGdPF2bOq97O5WdV/DtZjIoQIP1FRsHixqqXv\nGdwYKA0NUF6uathXr4ZJkwL784QYKun5jCCm174MN77jx2H7digrcy9dCDf33nt37yAjg6bhA+S1\nqTuJz3uBTjxBjag/fVrdLi8f+Dip+RTBJsmniGg983r2TMp87FioWzS4hARV+5mcrNouhAhvofw7\nzclxDmSqrXUmokKEmiSfEcT02pfhxFdV5SxxGzkyfFYz8qSkpIT8fHj0UfjiF2HixFC3yH/ktak3\nic+zgwfVqnPt7f5tz1CNGwcZGc7tgXo/peZTBJvUfIpBXb4M9fVqdPWkSZCaGuoW+U93N3z4oXN7\n7lywWkPXnqGIko+LQmihqkqV8gC8/rr6wBgXF/x2zJ+vSou6u1UNaE0NTJvm359ht9dTWlpHR4cF\nq9VBXl4yNluSf3+IMIokn4ZobIS//lX13k2apOaB7Gs4tS+ffQb79qnbM2aEd/LpbXx9ez3DaTUj\nT0yuXTI5NvBvfOFYnyfnz11dHbz3nnM7Li50i3SMGaOu6Jw4AfPmqSn0+vLlNWW31/PKK7WcP59L\nRwdMnw5nzpSzahVhkYCa/trUlfSjGOLKFbWeu92ueir9xeQ13l17cnXo9RQCoKCgINRNEINobIS3\n33bWek6YAEuXhvaqxYIFasnNuXP9v2rb9u11HD+eS2Oj+jB/+DBYLLmUltb59wcJo0jyaYihTDA/\nnNqXvmu890xyHo68ja/nn8JXvxr+vZ5gdu2SybGBxKc7b+I7fNhZ4zl6tJrL019LZw7XiBGDf7j2\npeZz/Hj3pZk6OtTv4PPPQ7hkkwvTX5u6kuTTEP5e3ajHiBHqDRTUvJLNzf577nAxcaJevZ5dXWrS\n6BMnZKUjIcLNnXeqy9yxsSrx7Hn/NNX48Q4SE9UyoT29u21t0Noaxj0VIuSk5tMQQ0k+h1X7MnYs\nEy7dwRVUhXrj+t0kUK3u67u0W4iX5TO9tqcnvtJSNX8fwMKFZiwsECnnzlQSn5PFohLQrCx65+UN\nd9er+Tx7Vg3OvP12tVKrq7y8ZM6cKScuLpeEBKiuhunTy1m+PCVwDfaC6a9NXUnyaYirV523/bpS\nz6VLpFJNAk1MoJHJnB302EgVHxvv1TJ48bHD/6/kmmyatsymEKYI58TT4YCTJ9Xt6dMHPu7cOaio\nUCPkQf1v6ZvL2WxJrFoFpaUVjBpl4eabHdxxR0pYDDYS4UuST0NkZcHNN6se0Btu8HxMSUnJsD4F\nZhLmM69fM5T4zpxRl8H8/Y+h5Yeee3y33bTNbwNEeuJLSHDuM+Wy+3Bfm7qQ+PQ2WHzd3XpNgdbS\nogZEXbigFqy46ab+NZ8tLfC3v8GpU+6P/fRTyMvrP2WUzZYUtsmm6a9NXUnyaYj4+PD+pB0OHA4o\nKVFzl86YAbm5gZ93LxAjk/v2fDoczlVMhBDBc/SoWhVt2bLQzOE5HKNHO8u0WlvV4KC+oqPVdFE9\nLBZIS1NzhuoSpwhvGn1eE74y/dPf9eKrqlKf6Lu71ZRU/p5yJNB64hs50lla0dGhptnSXaS/NnUX\nifGdOqXmVj57FoqK9Kk6io5WSSTA+fP1bN1aQVNTCjt2VGC3q3n6Ro+GzExn0vkP/wCLF6sVk4bj\n00/hL39RgyWDzfTXpq40+/crxPA4HO6rGc2Zo9cI976mTlXTuSQkSK+nEMF27hzs3u2cem7ECD/X\n2gdYRgbs3l3PoUO1jBiRy4ULrTQ351BU5JwcPjtbjdr3dUDjgQPqC2Dv3v41oyIySc9nBDF9vrPB\n4uvp9QT1j2L27OC0yZ9c41uyBFasUKNPTZjKJZJfmyaIpPguXYLiYujsVNtjx8J99+n1YTYqCrq7\n67Ba1Qj19vbPAIiLc04OP2qUf2bScF3Z6fhx+Ogj35/TG6a/NnWldfJps9mYO3cu2dnZLFy4EIAH\nH3yQ7OxssrOzSU1NJfvaOpN2u524uLje+5588slQNl07jYynnBzeIp+DZIW6OV47dMh5W1YzEkIM\n19Gjah5LUL2dy5frWQc5YYKFsWPVikxdXc6LoB0d/r2UMnu2uoTfo7TUOXpeBEZxcTGZmZmkp6ez\nefNmj8c8/fTTpKenk5WVRWVl5XUfW1hYSEpKSm8OVVxc7FMbtb7sbrFYKCkpYYLLMjw7duzovf39\n73+fBJehwWlpaW6/ZFNcvgy7dqk3woQE1RvmiS+1L82MoxKVyHcRDRwa/AEhMFh8y5fDwYOq1lOH\n1Yw8Mbl2yeTYQOLTnWt8ubnq+8cfq4FGw62DDLXYWAdz5sD583D+vPP/pNXq/8nh77xTDY48c0aV\nKrz3nlruMzra7z+qH9Nfm311dXXx1FNPsXv3bpKTk8nNzWXlypXMnDmz95idO3dy4sQJqqqqKC0t\n5YknnmD//v2DPtZisfDd736X7373u35pp9Y9nwCOAdZ7dDgcvPrqq6xZsybILQq+tjb1BlJbq/64\nA2ECzoXdG5kwyJHhacwY9Qb40EOhX+pOCKEvi0Ut7vDAA2pVH13l5SXT3l5OYiJYraqGoK2tnLy8\nZL//rKgotZTxmDHqa/ny4CSekaisrIy0tDRsNhtWq5WHHnqIoqIit2Nef/111q5dC0BeXh5NTU2c\nOXPmuo8dKN8aDq2TT4vFwpIlS8jJyeFXv/qV23179+4lMTGR6S4z6FZXV5Odnc2iRYv461//Guzm\nBsxQl9b0pfZlLC3EoN6gWhlFJyOu84jgG0p8uo1wd2Vy7ZLJsYHEpztP8ek+tZ2aHD6FceMqaGp6\nnXHjKli1KnCTw8fFqaRz9Wq1pHGwmP7a7Kuuro5p06b1bqekpFDnOm/WIMecPn160Mf+8pe/JCsr\ni3Xr1tHk4wonWief+/bto7KykjfffJPnn3+evXv39t63fft2Hn744d7tqVOnUlNTQ2VlJf/5n//J\nww8/zCVd5sa4jkCt6+7KAiTgfLG1YcCajpprblbru1dUqLotIYT/+bGzJ+zYbEk8+GAO06d38OCD\nOQGfKH78eD3rY3ViGeL0J972Yj7xxBNUV1dz8OBBkpKS+N73vjec5vXSuB8IkpLUH8qkSZNYvXo1\nZWVl3HXXXXR2dvKnP/2JD13m1omNjSX22vXW+fPnM336dKqqqpjfM+HZNQUFBb3r3CYkJDBv3rze\nmpGeT1Dhtj1xoto+duwY7e1XuOee+R6P7ykQ9vrnoZyikRpuIANoYwIlnHG7v0Q9aODnu3ac6/F2\nnPrd7+Xvo2dfqM9HoLb7xvfyy5XU1IwiIyODuDj46KPwaq8324sWLQqr9hgZH8qia9/t1/b1bPe9\nX7v4ArB9+vRIRoy4lfvuC118vaqvfU+99r3p2r5Uz/fL+TNzu+d231WpeiQnJ1PjMqKrpqaGlJSU\nQY+pra0lJSWFjo6OAR87efLk3v3f+MY3+PKXv+zx5w+VxeHPi/hB1NraSldXF/Hx8Vy5coX8/Hw2\nbNhAfn4+xcXFbN68mT179vQef/78ecaPH090dDQnT57kC1/4An//+9/dBiRZLBa/1jQES3k59Iyj\nyslxTiDcV2FhIYWFhd49ucunqNMkcZSxfMpIdtLJGlrJoxYbHc7jB/v9efhEVnjtyyMfzoXDAfv2\nqVGWAy03qrtDh9TIUVCDqO64I7TtEWEsiH97pjhzBt54Q02MPno0fPGLuC1tGyyWjQP0ZO0BFnu+\ny7FBr/N3/LiasmrKlFC3RD9985bOzk4yMjJ45513mDp1KgsXLmT79u39Bhxt2bKFnTt3sn//fr7z\nne+wf//+QR9bX1/f2+H3s5/9jPLycv73f/932O3WtuezoaGB1atXA+qX/cgjj5Cfnw+oEe99Bxq9\n//77/PjHP8ZqtRIVFcXWrVvdEk+dzZ6t1ue9elX9AY99biyX2j2UFLwGGy0b++2Oj40fcG1yV+2c\n5+/cRBxz6AKagSI+ZhUH3BPQEClx6RU8cQKOHFFfM2aAS+ehtlzjA/c5+HRf471vbKaR+PTS1ARv\nveVckef48cN87WuaTpMxBKE6fw6H+gD90Ufqcvzq1WpAkj+Z9tq8npiYGLZs2cKyZcvo6upi3bp1\nzJw5k61btwKwfv16VqxYwc6dO0lLS2P06NG8/PLLgz4W4Nlnn+XgwYNYLBZSU1N7n2/Y7fQtzNBJ\nTU3l4MGDHu/r+UW6uv/++7n//vsD3ayQiItzr6PxmHgOYqjHl5JCHHPcfzZzKKUBW+81n9Dru5rR\n2LGha0sg9V3jXQjhu9ZWePNN9WEe1GTreXmNbpOlC/9oa1MLgPTcfustWLlS5mH21fLly1m+fLnb\nvvXr17ttb9myZciPBXjllVf810A0H3AkvDScjl6XIZ0dA4xw790f4uGfrr2ezc1qn66rGXnS99P7\nmDHO0futrc5/ljoyvWdC4tNHVZVznXarVc3luWLFXaFtVICF6vyNGqWmYIq6lolcuKDmAPVn1YdJ\nr02TaNvzKYKkxXk53rqjAppz1Maf/wzXCo6t4yrgwZxQtK4fh8NZ/wpqDffY2NC1J5AsFlVSEB2t\natGi5KOkED7LyoLubrUe+ZIlMGlSqFtktilT4K67VNIJUFZWz4EDdSQnW7BaHeTlJQd8FL4IPvl3\nFUl8vDSbl5dMW1s5oJK8xka4fDkwkxIPR0lJCY2NqhcQzOr1BA+jX1ET5992G8ycqfelKk+xmUTi\n00t2Njz4IPRMeWhafH2FOr6MDK6ttlTPsWO1xMbm0Nq6gObmHIqKarHb64f93KGOTXgmyacYsp5J\nia9cqaChoZaTJyu45ZbATUo8HBMnqmXb5s9X/0BM7fUUQgSW7pPI6+bWWwHqWLgwl9Gjnfvj4nIp\nLa0b6GFCU3LZXXPt7fDaa2py+TFj4J57BjnYD4P7bbYkli9P4t1368nJyXG9Kh9yPbU9I0aoKadM\nY3LtksmxgcQXzhwOjzNRudE5vqEIh/gsFrjxRkvvlStXHR1Dmzjdk3CITfQnPZ+a+/xzNdL5zBlo\naAjOz5w+HaKi1BwkFy8Gbj15IYQIpNpa+P3vCasP0ZHMavU80mig/UJfknxqzqulNf00HY/VChMn\nOtdzPHrUP8/rK9Nre0yOz+TYQOILRxcuwNtvqw/Qr70G588PfKyO8XkjXOJzHVfQo63Nt3EF4RKb\ncCeX3TXnOr1OoNZ19+SGG5zv1CdPwu23E7J58IZy2cxkp06pXu+LF1W5wYQJoW6REOHt8mU1l2fH\ntbUxYmJkzfFwoMYVQGlpBR0darR7fn54jSsQ/iHJp+Zcez6vm/z5cUGnUaNamTRJTfMzc6ZzvslQ\nOHkSPv4YFixYFLpGBMFAtUvHj6vfAUBqqp7Jp+l1WRJf+Lh6VSWePbWFsbGwfDlug1z60im+4Qin\n+Gy2JL8mm+EUm3CS5FNzXl1297MvfSn00/s4HGo+vqYm9Q/lzjth1qzQtinYXFeJ1X2ZTSECrbra\n+XcSFQX5+e6rhQkhAk9qPjWXkQH/8A9qvvfrJl1+XoIx1IknqB6/nqUlT578hOnTQ9ueQBqodsmE\nZTZNr8uS+MJHZibccYdKPBctgqlTr/8YneIbDpPjMzk2nUnPp+ZiYyN3LsueXs8eqalXInL9Zen5\nFMI7t9yiJpAfOzbULREiMknPZyTxY83nsHgza/MQjnXt9YyNhYKCBcNsmB4Gql1KSHAOuGppga6u\n4LXJX0yvy5L4wo83iaeO8XnD5PhMjk1nknwKv+nsvM5l35YW1V3p+rVhQ/99DseQJ94bNUp9nz07\ndKPtQy06GhYsgC98QZVfRPLIfyH6csgUkUKEHUk+I0mA6gE//xz+9jf47W/VvHnBMn26WkrzjjvU\nusCm1/YMFt/8+aqWbcoUVcumm0g+dyb4wQ9+EOomeHT2LPzud76Xo5h+/kyOz+TYdKbhvykRbqKj\n4dgxtdRnsFc8io5W9VuR2uspRDg4E4bLnLW0QHGxuhpTVCQrsQkRTmTAkea2b1eJ18iRaq66QS+5\nBqjm02qF9HQ4ckRtHz2qeuCCzfTaHpPjMzk2MD8+m80W6ia4+fxz2LnTORVdVJRvk8ibfv5Mjs/k\n2HQmPZ8aa2+HS5fUsnANDaGt9cvMdN4+edJ95SUhhAiWzk7V49lTNh4TA/fdB+PGhbZdQggnST41\n5vUE8wGcA/KGG2DSJHW7q0utuhMIly8PPIDA9Noek+MzOTYwPz673R7qJvQ6dUrVeoL6QH7PPTB5\nsm/Pafr5Mzk+k2PTmVx211goVzfyJDNT9cLedJNKRv3N4VCrGHV3qwE2aWkystvVoUPONd6lp0dE\nqptvVpPHv/8+3HYbhFlFgBACST615nXyGeB5PtPT4cYbB18j2RcnTzpHrf71r+pnuQ40Mr2253rx\n1dVBba26ffGiXslnpJ873YVbzeeMGZCY6L+/AdPPn8nxmRybzuSyu8bCreczJiZwiafDAR9+6NyO\n5Hk9B+K6zKasdCQinU4fvoSINJJ8aqxnnsvVqyE7ewgP0HTdb4DqamdCZbXC3Ln9jzG9tud68bku\ns6nbGu+Rfu50F8qaz2BMIm/6+TM5PpNj05kknxqLjlarUE6a5J54mEZ6PYdGej5FpLl4UU0if+5c\nqFsihPCGJJ+RJAQJqr+mXMrOVsnVQL2eYH5tz/Xic00+m5r0WlYw0s+d7kJR89naqgYgNjXBn/8M\nNTWB+1mmnz+T4zM5Np3JgCMREA0NcPiwulz+xS/6Num8xaJKDG6+WfV0SK+nZyNGwOLFMHas6gmX\nmQCEqTo6VOJ5+bLatlhg1KjQtkkIMXTS8xlJglgHWFUFJ06oOT+PHvXPc1osMGHCwPebXtszlPjS\n09UoX90SdDl3evNnzee2bdsGvb+7G95+Gy5cUNtRUbB0KUyc6Lcm9GP6+TM5PpNj05kknyIgZMUj\nIcRwXC+Rra9X04r1+MIXICUlsG0SQviXJJ8ae/VV2LEDioqGmNwFseYzWCseuTK9tsfk+EyODcyP\nL5g1n8nJsGSJmtptwQI1p2eghfL8xcfGB/R4MPv1aXJsOpOaT421tKhLUM3N6o043Myc6RyF+skn\nMGfO0B/rcKiEdfr08IxNCBE6qamqBCcS5vJs+WGLx/2FjkIKNxQGtzFC+In0fGqqvV0lnqBGgEdH\nD+FBQZ77cfp01baYGLW2cmfn0B9rt8N778H27XDkyNAeY3ptj7fxdXUFph2BIOdOb8Op+Rz73Fgs\nGy39vjaWbOy3b+xzY/s9PpiJp+nnz+T4TI5NZ9KnpKlwW93IE6tVrTE+cSLExg79cQ4HHDigbre1\nOUe0iqHZs0fNNnDpEjz8cOBWnRLCF5faLw3tQIcXxwohtCA9n5oaVvIZgnk+k5K8SzxB9Xo2Nqrb\ng83r2ZfptT1Dja+lRX05HPqsdCTnTm8Bq/m8OgYO/wNc8mGuNj8w/fyZHJ/JselMkk9N6dDzORx9\nVzO65Raz4gsGWelI6OC6A2M6Y6FqOXyewIjq+zl5MjjtEkIEnlx219S0afD1r6skdMiTiWvQC3b6\ntHP+vpiYofd6gqrtMflT7lDj03GNdzl3ehtOzedgA2n+5f8r5I034Mw0tS86GuLifGigj0w/fybH\nZ3JsOpPkU1MWi3ozDuUb8nA5HAMnzMnJ8KUvQUWFWhVJej29Jz2fQmcOh6pbPnPGuW/RIlXCI5xC\nsaSpEP4iyWckCUHNZ4/ubvjsM7Xa0ahR6p/JQKZOhZUrnaP5h8r0T7dDjc+151OXyf3l3OnNn4lQ\na+toXDtSb71VzZwRSuF4/goKCvz2XOEYn7+YHJvOJPkUQXHxoloSD9QltNtuu/4SkFFSkTwsY8bA\nqlWqB9TbwV7CUPHxavqDoR4bAnZ7PaWldZw4cZHU1AquXEnmjjuSvCq9EULoQf69RxI/1v9529Mx\ncWLgVzwyfT63ocZnsaj13XVKPOXcBVjP9AeuXxs29N/ncKhjveTr2u52ez1FRbU0N+fQ2XkbMTE5\ndHfXkpRU79Pz+kvIz1+AmRyfybHpTJJPMSzDueQzc6bz9ief+K8tQgi9lZbWEReX67Zv/Phcysrq\nBniEEEJnctldU3/8o5qAfeRIyM8f4pWyENZ8gqrb+uAD6OhQl+F7BhScOqVuz53r2wAj02t7TI7P\n5NjA/Ph8rfns6PA8AnGg/cFm+vkzOT6TY9OZ9Hxq6soV9XXhwhCX1gwDViukp6vbI0eq9ttsNioq\n4OBBtZRmTU1o2yiECD6r1eHVfiGE3rROPm02G3PnziU7O5uFCxcC8OCDD5KdnU12djapqalkZ2f3\nHv/cc8+Rnp5OZmYmu3btCmjbtm3bFtDndx3FfL2BO73CYM7H2bPh3nvhkUdUT+jixQWcP6/uczjg\nhhuG/9ym1/YMJ76uLudqUeFMzp3efK357OpK5vDhci5cUO8DAG1t5eTlJfveOD8w/fyZHJ/JsQ2k\nuLiYzMxM0tPT2bx5s8djnn76adLT08nKyqKysvK6j21sbGTp0qXMmDGD/Px8mnycRFrry+4Wi4WS\nkhImTJjQu2/Hjh29t7///e+TcG3emSNHjrBjxw6OHDlCXV0dS5Ys4fjx40QFaEi1r2/Gg2lvd05D\nFBurT88nqGmAXKcC6lnDHdRqRjrOWxqufvc7Ncm8wwGPPaZ6noUIN+3t0NqaRGIiVFdXEBVVxrhx\nSeTnp2CzyeSeQnijq6uLp556it27d5OcnExubi4rV65kpsugi507d3LixAmqqqooLS3liSeeYP/+\n/YM+dtOmTSxdupRnnnmGzZs3s2nTJjZt2jTsdmrd8wngcHi+LONwOHj11VdZs2YNAEVFRaxZswar\n1YrNZiMtLY2ysjK/t8dur2fHjgoOHWpnx44K7Hb/j9Z0XVpzyL2eEPKaT1d2ez3PP1/BX/5ygIqK\nCpqa6n2eUsX02h5v47NYnL1I4T7ZvJw7vflS83n6tPowfcMNSdx3Xw7z50fz4IM5YZV4mn7+TI7P\n5Ng8KSsrIy0tDZvNhtVq5aGHHqKoqMjtmNdff521a9cCkJeXR1NTE2fOnBn0sa6PWbt2La+99ppP\n7dQ6+bRYLCxZsoScnBx+9atfud23d+9eEhMTmX5tduLTp0+TkpLSe39KSgp1df4dSdl3upDm5hyK\nimr9noDqvq57z++pri6H9vYFtLbmUF9fS0NDeEyrYgodl9kUkce1znvatNC1QwgT1NXVMc3lD8lT\nrjPQMadPnx7wsQ0NDSQmJgKQmJhIQ0ODT+3UOvnct28flZWVvPnmmzz//PPs3bu3977t27fz8MMP\nD/p4y5AXRR+a0tI6LJZczp2DixcTaGmBuLhcSkv9m+ROnqwuo65ZA/fc48UDwyQB6ZlWxWaDBQtU\nPNOn+/57Mr22x9v4dFpmU85d8PlzVSJfyox0SD7D8fz5k8nxmRybJ0PNawa6atz3GE/PZ7FYfM6f\ntK75TLq22O+kSZNYvXo1ZWVl3HXXXXR2dvKnP/2JDz/8sPfY5ORkalze5Wpra0lO7l/MXlBQ0Pum\nnJCQwLx583q77XtexG7bK1awqK0NgENkUk0B0UylBTi47z0SOUU2e+GhTyiJi4OdOwd/viFuW62w\nb5/n+3tVX/ueeu375Wv7Uj3f70t7vNnu6FDzQh07dgyAzMwMAA4dOkpi4uVhP//BgweD0v5QbXsb\n3yef7OfYsfFkZGTQ1BT69nvarq9vJCrqRg4dquHdd3/DzJnxrFlzf9i0z+Rtm81GSUlJSNvT2hrN\n5ct3AXDy5CccOeJc0D3Uvx/ZNmO7R7i0xx/xlJSUDPiBr2+uU1NT43bV19MxtbW1pKSk0NHRMWCe\nlDfhUeUAACAASURBVJiYyJkzZ5gyZQr19fVMnjzZ488fKotjKOlvGGptbaWrq4v4+HiuXLlCfn4+\nGzZsID8/n+LiYjZv3syePXt6jz9y5AgPP/wwZWVlvQOOTpw44Za9WyyWIX0acOPy+B2kUsUaPiGT\nj4BFNDKbw4xjNw/2ZHpB+HVbNg7wiWQPsNjzXY4NwXsZ7NhRQXNzTr/948ZV8OCD/feL4WlshN//\nHkaPhpQUuPvuULfIXU/5hevk4m1t5axaJQNNdFNYWEhhYeGwHtvWBrW1qpxozhzfnkuISNM3b+ns\n7CQjI4N33nmHqVOnsnDhQrZv395vwNGWLVvYuXMn+/fv5zvf+Q779+8f9LHPPPMMEydO5Nlnn2XT\npk00NTX5NOBI257PhoYGVq9eDahf9iOPPEJ+fj6gRrz3DDTqMWvWLB544AFmzZpFTEwML7zwgt8v\nu+dRi52/AZkAXCKeNj4mn1q//hzd5eUlU1RU3i/pyM9PGeRRwlvjx0NBQfgus1laWkdXVy7t7c42\nqjKVCkk+I0hcnHP+XyGEb2JiYtiyZQvLli2jq6uLdevWMXPmTLZu3QrA+vXrWbFiBTt37iQtLY3R\no0fz8ssvD/pYgB/84Ac88MADvPTSS9hsNl599VWf2qltz2cg+NrzCVCNlX/nET5gJLl08jS/Z7Zr\nsWUoez7/BKz2fFcwez5B9XqVltbR0WHBanWQl5fsc8LhegnRRKbF99JLB9i3bwEAsbGfMn++Ghw4\natQBHn10AZcvqx6x6dP1nybKtHPXV0FBgd/mNg7Hnk/Tz5/J8ZkcGwwzbwkD2vZ8hqtUOvgSDdSQ\nQg4W4phA2Iz0CSM2W5L0bkUwhwOOHXPQ3q62z5wZxbx5EBXlXNXm2DE1D+zf/gapqZCRAUlJ/T7v\niWAaOxYuXfJ8329+039ffDy0tAS2TUII7UjyGQCpVDOZJhZzjiT8P33QX/6iltUcOVKtFjTkVYHC\naJ7PQDD50y2YFV9ZGSQkJPPZZ+XExuZy991JREU5yy9UcqqO7eyEqir1FR8PX/gCeBgrGNaMOXcD\nJJ42L4/XjTHnbwAmx2dybDqT5DMAZvIJ04BAlTG1tanlNa9eVT1FQujEbodDh9Sk4llZEB1dQXKy\nKr/oWdWmq0sNPjl+XH3Q6nHpkhpAJfTX0ACTJsl7mBCRSP7sNeS6rrtXk8wbfvW/79QaphlufJ2d\ncP48fPaZf9szXM3Nztvz5yfxzDM5pKRcclvVJjpaJZ9f/Srcf79aenXECEhMdJ8835VrkhpuTH9t\n2r08vqUFiorglVfAZVKSsGX6+TM5PpNj05n0fGpI9xWORPB0dsLLL6say6goePzx0Pc0ZWXBhAlQ\nUQGLF1+/hvOGG9TXrbdCa6vnYy5cgD/8QY3wz8hQo6fj4vzf9ogXH+/dpfT4eI+7a69NANLe7v5h\nWggRGaTnUzPt7WodZFDT03iVSEjNp9aGE19MjPMydXd3+Iz9mDYNVq9WvZkwtNiiowfMZXrrQy9e\nhP374X/+B3btAj+voDtsxrw2W1rUJ5k+X7YNGzzuH+gFp8OqRq6MOX8DMDk+k2PTmSSfmhn2JXcR\nsXRaZnO41Ch553Z3t6otPXcuZE0SA+jqgtOnnds6JJ9CCP+S5DNAOomlggW8yX28wQq/PW98PHzz\nm/D1r8MXv+jlg6XmU2vDjc81+WwK09eAr+fu1lvh0UfVKk5Tpqh9FsvAk5cHe1o801+b3qzt3tAA\nHR3q9rhxavamcGf6+TM5PpNj05nUfAaIBQcfMh+AKLrpIopouv3z3BapZxND5zpAJ9g9n1evwptv\nQl6emqMzkKxWVe+ZkaEGNZ0543lkvMOhlh2dOFEdO3WqzB0aTNHRcOONqvdTej2FiEySfAZINB0k\n0EQTCXQTxXluIJGzoW2U1HxqbbjxjR8PY8aoJHTIc8L6gcOhRjKfPQtvvAG33aZGrXvi73M3bpz6\n8uTMGZWEX7wIJ06o382MGSoRHaim1FemvzZtNtuQj01MhPvuU5ffe3pAw53p58/k+EyOTWeSfAbQ\nZM7SdC3jO8vk0CefIiIlJsLDDwf/51ZWwqlT6nZ3t0rywkHfQUiXL8OHH6oR2F/5SmjaFImio9WX\nECLySM1nAE3COdrhHJNC2JJrwrTez19Mr+3RKb66OrU0Zo958+CmmwY+Ppix5eTA176m5hF1HbQ3\nY0bgfqZO5244vKn51JHp58/k+EyOTWfS8xlAk116Oi8w0S/P2d0d+nkahRhMZye8+65zUM/UqZCb\nG9o29TVhgioDyMtTk+9XVcH06Z6P/egj9Xc3YwaMGhXcdgohhIkk+QygCTRyB/uYzFkm0OiX53zn\nHfXPcuRIWLQIUlK8eLDUfGpNl/hiYtTk8e++qz4o3Xvv9Qf0hCq2qChITVVfnnR3q6VA29qgvFwN\nkMnIUANmvLlkrMu5Gy5vaj51ZPr5Mzk+k2PTmSSfARRNN7dwxK/P+fnn6h9ia6v0gIrwlZKilsVs\na9N7ZoZTp1QMoHpyT51SX3Fx8NBD7nOLisGdOwdHjqjXRkqKc4EBIUTkkfRFMz4trSk1n1rzJb7u\nbrW+e1UVHD7svzYNZswYmDTEUudwPXcpKaoXd+pU9/0TJ3qXeIZrfP4ylJrPzz5TK1G98w6Ulga+\nTf5k+vkzOT6TY9OZ9HxqRtZ1F8Nx9Sr88Y/qttU68JRHwl1MjJqoPj1dLWl+/LhKoDIyPB9/8aIa\nPZ+SInOH9qXbkppCiMCR5NNX8fHqv9JQj/WR6/KaXl+2kppPrfkSX1ycer1cvarmVrxyxfME7MPR\n0aF6VX2ZRF6HcxcfDwsWwPz5Ax/z8cfwySfqd5ueDnFx9Rw5UkdHRzw7dlSQl5eMzRbg2fZD4Ho1\nn21tzqVOo6IgOTnwbfInHV6fvjA5PpNj05kkn75qafG8v7BQfbloawNrp+pNGY6ODmdvitUqc+QJ\n73R01FNRUUdnp4XOTgcrVvgnEXrvPaiuVlMYzZtnfo/fQPF1dMCnn6rbV67A7t31HDpUyw035JKW\nphLSoqJyVq3CyAR0MK5zqyYmQmxs6NoihAg9qfkMgg8/hO3b4b//2/3Sk7esVli3Dh5/HB54YBhP\nIDWfWvMlPru9no8+qqW1NYf29gU0NORQVFSL3V7vU5s+/hhOnlSDccrL1ZKJw2HCuevuhpkznQOs\n7PY6rNZcLl2Czz47DkBcXC6lpXWDPIuerlfz6fq+59UMHWHChNfnYEyOz+TYdCY9n0HQ2em8Mn/u\n3MDTugxVTMzwe09FZCotrWP8+FwaG9WykyNG9CRCFb29cBcuwMGDai5L16+xY/tXjNjt9bz1Vh3l\n5RaiohzYbMncfXeSdpdT/WnECLj1Vli4UCVbn35q4fPP1eCkqChH73EdHYZ3DXtw++1gs6nfy2CL\nDQghIoOkMEHgOuL3bChX2JSaT635El9Hh4WxY9XtkSOda7y7JkJNTc7Lxq5sNsjPd27b7fX88Y+1\nVFfn9g6AO3mynAcfBBje5WSTzl1UlEqw5s93cO6c6hEdOdI5QslqdQzyaD1dr+ZzxIjB51MNdya9\nPj0xOT6TY9OZXHYPgsmTnbfPn3eu/CJEsFitDuLjITNTre7jur9Ha6vnx/Zd1ae0tI4xY3J7P1RZ\nrTB3bi4VFeZdTvZFXl4yXV3lbrNStLWVk5cXwd3DQgiBJJ9BMXq08x94e7vqYQqk+NgBRtUP8HMH\nPF4zptf2+BJfXl4ybW3lTJ7s7InvmwjdeCPcc4+6dDx3LqSlqfktXZNVcPaWtrerwTeZmao31ZfL\nySaeO5stiVWrUhg3rgK7/b8ZN66CVatSsNmSOH8emptD3UL/kbXd9WZyfCbHpjO57B4kkyeD3Q7j\nx7tPl+SNjg41wv16Kxu1/NDzCPyC6gK2bdg2vB8utKYSISgtraCjw4LV6iA/P8Vt1PW4cerrenp6\nS8eNg6wsei/nm3g52Vc2WxI2WxKJiZdZtCgHUJOtv/OO+lD6la/ISj9CiMgjyWeQ3H67WovdlylG\n9u+Ho0fVc9xxh5pH0Buy/rLefI2vJxHyVV5eMkVF5Ywbl9u7r62tnPz84Q9jjpRz9/nnas37zk7V\n87lrF6xYof+0aQOdv7Y29X7lTXzh+D4VKa9PE5kcm87ksnuQjBnj+9x2PYM72tv1/2cl9OV6OXnU\nqANul5PF4EaOVB9Ce9TXw/vvh6w5flNQUOBxf3k5/OY38Oab0NDg23MJIcwhyadGfF1aU+qy9BZO\n8dlsSTz4YA6PPrqABx/M8TnxDKfYAsE1vtRUyMtz3ldVBQcOBL9N/jTQ+aupUb28vsxvHA4i6fVp\nGpNj05kknxqRdd2FMENWlpqQHtRVjPHjQ9ueQGhsVCs9gaprdZ31QwgR2aTmUyO+Jp/hWEvlT6bX\n9pgcn8mxgef47rhDDSK85Ra15KTOPMXXd1UjnZddjcTXpylMjk1nknwGWUeHmuuzsxOmTfP+8RaL\nmidURsgKobeoKDW1lalqa523dVxSUwgROHLZPYguXIBt2+DPf4YPPvD+8V//OnzjG/CP/zi8AUdS\n86k3k+MzOTaIzPji4pyDLIfzQTucROL5M4XJselMej6DKCHB2XPZ1KRGrXs7At5ikXpPIUx34YJ6\nv9B5Vot77lHvdefP918lSwgR2aTnM4iio91Xizl3Lrg/X2o+9WZyfCbHBt7F9+mn8NprsHdv4Nrj\nbwPFZ7E4V9TSmbw+9WVybDqT5DPIXEd8Bjv5FEKEt4YGtfpRVxccPw4ffhjqFgkhhP9J8hlkrr0A\nZ88G92dLzafeTI7P5Nhg6PElJkJmpnO7ogJOnAhMm/xJzp/eTI7P5Nh0JslngAx0iXvSJLWmc2qq\nd0X47e3qSwhhtjvvdB8d/t57cOZM6NojhBD+ZnE4HI5QNyJcWCwWwu3XsW3bNgoKCigrg4MH1fQs\neXkwZ473z1VYWEhhYaHf2yiE8K/2digqgosXwWqFJUv0GTF+8KAa6T5tmgw0EiLQwjFvGQoZ7R7m\nei6V90ww390NMcM8a6YPOBLCFLGxcN998PbbcPfdMHFiqFs0NF1dqk61s1NtP/KIutIjhBCu5LK7\nJvyxtKbpyafptT0mx2dybDC8+OLj4f77nYmn3V7Pjh0V/Pa3B9ixowK7vd6/jfRBT3z19c7EMyHB\nnMRTXp/6Mjk2nUnyqYmrV523ZXUjISKL3V5PUVEtzc05tLYuoLk5h6Ki2rBKQMF9VSNdygSEEMGn\ndfJps9mYO3cu2dnZLFy4sHf/L3/5S2bOnMns2bN59tlnAXX5Oi4ujuzsbLKzs3nyySdD1exh8UfP\np+nznUl8+jI5NvA9vtLSOuLict32xcXlUlpa59Pz+ktPfH3XczeFvD71ZXJs3mpsbGTp0qXMmDGD\n/Px8mpqaPB5XXFxMZmYm6enpbN68+bqPH05+pXXNp8VioaSkhAkuM7fv2bOH119/nY8++gir1co5\nl8k009LSqKysDEVT+7l4UY1gPXcOsrPVJbbBREerWs/OTlnhSIhI09FhAVTNd2OjGpA0dapzfzi4\nfFm9r4F6r5o6NbTtEUK427RpE0uXLuWZZ55h8+bNbNq0iU2bNrkd09XVxVNPPcXu3btJTk4mNzeX\nlStXMnPmzP+/vTOPq6Lc//iH5bAKiIiKopIoruSeK4omWJoL2sW6ZuSS1U37aZnlTc1M02tpbve6\nW5pmLoWi1yVRESUEXK6moKCCsokgmCgHzsL398d4Bg6LAgJnZvy+Xy9enZnzzPC8m2H8zvN8n+d5\n4vGVja9k3fIJoNQorzVr1mDWrFlQqVQAAFeJLq8RFSWsYHL1asWmURk1CpgwQfixta3a71R67gv7\nyRcluwHP7qdSEQoKhOdGbCyQmCgM7lGppDHKNSwsDLa2wiCpDh2AVq3kvTRoSfj+lC9KdqssISEh\nCAoKAgAEBQVh7969pcpER0ejZcuW8PDwgEqlwhtvvIF9+/ZV+PiKIuvg08zMDIMGDUK3bt2wYcMG\nAEBCQgLCw8PRs2dP+Pr64uzZs2L5xMREdO7cGb6+vjh9+rSpqg3AeLL5yqx0ZGkpLFnHMMzzQ48e\nTVBYGIPH79TQ64G0tBj06NHEtBUrhoUF0KwZ0Ls34ONj6towDFOSjIwMNGzYEADQsGFDZGRklCqT\nmpqKpsUStt3d3ZGamvrU4ysbX8m62z0iIgJubm7IzMyEn58f2rRpA51Oh5ycHJw5cwYxMTEIDAzE\nzZs30bhxYyQnJ8PZ2Rnnz5/HyJEjceXKFTg8rb+7hii+zGZtrXSk9NwX9pMvSnYDnt3Pw8MNI0YA\n+flnce2aGSwtCZ6e7vDwcKueCj4jfP3kjZL9lOxWFn5+frhTRnfqwoULjbbNzMxgVkZLVsl9RFRu\nOcP+qsRXsg4+3dyEB6+rqysCAgIQHR0Nd3d3jBo1CgDQvXt3mJub4969e3BxcYGVlRUAoEuXLvD0\n9ERCQgK6dOlidM533nlHnJKobt266NSpk3jzGprvq2Pb1RW4du0aAMDCojUKC4Hw8NLliy+JWZ2/\nn7d5m7fltZ2UdA3e3hZwdhaaFa9cuYYjRxIweHA/SdSPt3mbt2t+2/C5vOWyjx49WuZ+QGitvHPn\nDho1aoT09HQ0KN4K9pgmTZogudjIwZSUFDRp0uSJx1tZWVUovjKCZMqjR4/owYMHRET08OFD6t27\nNx05coTWrl1Lc+fOJSKia9euUdOmTYmIKDMzk3Q6HRER3bhxg5o0aUI5OTlG56zt/x07dhCtWyf8\nZGaWXebLL7+stt934sSJajuXFGE/+aJkN6Lq9QsJKXpu/PlntZ32meDrJ2+U7KdkN6LKxS2ffvop\nLV68mIiIFi1aRJ999lmpMlqtllq0aEGJiYlUUFBAHTt2pNjY2CceX5H4qiSybfnMyMhAQEAAAECn\n02Hs2LHw9/eHVqvFhAkT4O3tDSsrK2zduhUAEB4ejrlz50KlUsHc3Bzr1q1D3bp1TamA1q2F0euu\nroCjY/nlCgqEHC9ra2Ul8TMMU3m8vIQlN1u1Apo3N3VtBHQ6TkRnGKnz+eefIzAwEJs2bYKHhwd2\n7doFAEhLS8O7776L//73v7C0tMTq1asxePBg6PV6TJw4EW3btn3i8VWJr3ht92JIcY3UefPmYdSo\neThzRtju2FFY251hGEYK5OUBP/8MNGwoBMMvvmjqGjHM84MU45aKYG7qCjBPp/gE84/TKhiGYSRB\nSoow/2h6OnD7tqlrwzCMHODgU0o4OgrzKBX/+eor5PfoB7w3GXhvMmy6tBX2P6mfvhyKJywrEfaT\nL0p2A5Ttl5JSNHhSqUtqKvn6Acr2U7KbnJFtzqciyc0tc3c+ipY0skH+E8syDMPUFomJ6dizJxWJ\nienIzc1F9+5NAEhj+ieGYaQL53wWw+S5E2XMpTUPQBcMwx00AgAMw3644fEcXnzpGOa5R6cTltws\nY9aUGiUpKR3bt6cgLk5Yc97KCujYMQYjRkhn/lGGUTomj1uqCLd8mpgHD4Tl8u7eBRzRH744WaqM\nFTSwQT4KYF3U8skwzHONVgucPg0kJQnvrePG1e5sGFFRqbCx6Q57e+DRI6BePcDWtjuios5y8Mkw\nzBPhnE8To9UCly4J67unoXGZZV7BEbyNnzAJG1EX96v8u5Se+8J+8kXJbkDN+KlUQEaG8AzRaGp/\nsI9WawYHB6BLF8DW9iYer7oHrVZ50y7x/SlflOwmZzj4NDHOzsJ67QDwEHWgLpbfWRKzxz8MwzCA\nMNengYSE2v3dKpXQ1SeMf9TCycl4P8MwTHlwzmcxTJU7ERIitHzivcl4BYfRDEVLW817/FMmfOkY\n5rnmr7+AnTuFz+bmwFtvATblv79WK0lJ6di3LwW2tt3FfWo153wyTG0i15xPbvmUAK6uRZ8z4Vp+\nQYZhmGI4OUHs7i4sBG7erL3f7eHhhhEj3OHkdBZ2dufg5HSWA0+GYSoEB58SoPgo1XtwqbHfo/Tc\nF/aTL0p2A2rWr2VLYaCRp6cw6Kem0euFEfaAEICOGdMN7u65GDOmm2IDT74/5YuS3eQMj3aXAI0b\nAwMGAA2wE454YPSdDlZ4AGtYowBW0HDOJ8MwRnh5CbmftbX62ZUrwMWLwjKa7doJA58YhmEqA+d8\nFsPkuRNlzPM5BV54Ef0BAF6IN56KiS8dwzC1iF4P7NghrOcOAP36AW3amLZODPM8Y/K4pYpwt7vE\n0cNa/GyNAhPWhGGY552rV4sCzzp1jEfbMwzDVBQOPiWOrqylNauI0nNf2E++KNkNUIZfYaHQ3W6g\nY8eiSe2V4Pck2E++KNlNznDwKXGqM/hkGOb5oLCw+s8ZHw88fCh8trXl7naGYaoO53wWw+S5E49z\nPh/AAQ7IhRmAcfCDDzwAAH44iheQVFSeLx3DMI8hEpbaTEgQluv9+9+FuT+ri4wMICYGSEsDevQQ\nWj4ZhjEtJo9bqgiPdpcQJ9EPt9Ac+bDBaPwKF2TDEvmog4fIhw23fDIM80QiI4taJ5OTgebNq+/c\nDRsCr70mLIjhUnMzwjEM8xzA3e4SQgsV8h93sxsmm2+OU/g7dmACfoAb7jzT+ZWe+8J+8kXJbkDt\n+JmZ1c5ym40alZ5eia+fvFGyn5Ld5AwHnxLCFZni57to8ISSDMMwpSkefN66BRTwBBkMw0gQzvks\nhqlzJ9LrtML+RwMAAC64h9H4rfy13R0cgAcPyvqGYZjnmOBgIPPxeyzPw8kwysbUcUtV4ZxPCVE/\nJwFmPwoDB3LMAd07ABbMA+bNM2W1GIaREa1aCcGnlRWg0TzbuXJyhJHtNjZPL8swDFNRuNtdQqhU\nQN26wtx59esDanX1nl/puS/sJ1+U7AbUrl/LlsCgQcC4ccISmM/CyZPAzz8DZ84A+U8Y78jXT94o\n2U/JbnKGWz4lxquvCi0NFhZCq0Veni0ePRJaHgwTOjMMw5SHjQ3QosWznyc1VZiyCRDWc3/WQJZh\nGMYA53wWQ2q5E7duAVOm7MewYcPQrBnwyiumrhHDMM8LBw4Ic3oCQLt2QN++pq0PwzClkVrcUlG4\n213CFO/m4pwrhmFqizt3igJPc3OeUJ5hmOqFg08JU3yalOoIPpWe+8J+8kXJboD8/C5cKPrcqpUw\nucaTkJtfZWE/+aJkNznDwaeEKd7yaW1tunowDCNPtFphsvnQ0Mqt996jB+DpKbR6dupUc/VjGOb5\nhHM+iyGl3Am1Gvj1V2DnTiHn08cHaNvW1LViGEZO7NoF3L8vfH7lFaBZs8odr1YLAyAZhpEmUopb\nKgO3fEqQmzeBn34C8vKEbVtb/geAYZjKU3xt96ost8nPHYZhagIOPiWIi0vRZ0tLLcaNAzw8nv28\nSs99YT/5omQ3wHR+JZfbfNZJ58uDr5+8UbKfkt3kDAefEsTRUVidBAB0OhVyc01bH4Zh5Em9ekUv\nszodkJho2vowDMMAnPNphJRyJzZvTseZM6mIibmA8eM7Y/jwJvDwcDN1tRiGkRmXLgkrFAHACy8A\nfn5ll7t2DWjUCHByqr26MQzzbEgpbqkMvMKRBElKSseVKynIy+sOvV6F9PSO2LcvBiNGgANQhmEq\nhacnkJUldME3aVJ2mdxc4NQpgEgo378/r6jGMEzNwd3uEiQqKhX163eHvT1Qp84jODgAtrbdERWV\n+kznVXruC/vJFyW7Aab1s7cHBg4EmjYVpk4qi4sXhamYiISBjpUNPPn6yRsl+ynZTc5wy6cE0WrN\n4OIi5Gqlpd1D/fpF+xmGYaqTR4+ELncDXbqYri4MwzwfcM5nMaSSO7Fz51n89Vc3AMD+/cI8nwDg\n5HQWY8Z0M2XVGIZRGJGRwJ9/Cp8bNgRGjDBtfRiGqThSiVsqC3e7S5AePZpArY4x2qdWx6BHj3IS\nthiGYaqATsetngzD1D4cfEoQDw83jBjhDiens7C0jIST01mMGOH+zIONlJ77wn7yRclugLT88vOB\nuDghv9PSEvjb34AOHYSR7k2bVu2cUvKrCdhPvijZTc5wzqdE8fBwg4eHG9Tqy9zVzjBMtRAeDsTH\nC4OLHBwAd3dhQFLv3kIwyjAMUxtwzmcx5Jo7wTAMUxGK53d6eQG+viatDsMwz4hc4xZu+WQYhnlO\naNUKOHEiHUlJqYiJMUNaGqF3b17AgmGY2oVzPp8jlJ77wn7yRclugHT8Hj5MR0JCCvLyukGt7oob\nN7ph374UJCWlP9N5peJXU7CffFGym5yRdfDp4eGBF198EZ07d8ZLL70k7l+1ahXatm2LDh064LPP\nPhP3L1q0CK1atUKbNm3w+++/m6LKJuV///ufqatQo7CffFGyGyAdv6ioVLi7dwcA2NkJo92rYwEL\nqfjVFOwnX5TsVlmys7Ph5+cHLy8v+Pv74/79+2WWO3z4MNq0aYNWrVrhX//6l7h/9+7daN++PSws\nLHD+/HmjYyobX8k6+DQzM0NYWBguXLiA6OhoAMCJEycQEhKCS5cu4fLly5gxYwYAIDY2Fjt37kRs\nbCwOHz6Mf/zjHygsLDRl9Wud8m40pcB+8kXJboB0/LRaM7i6Cisd5eUJE8wb9j8LUvGrKdhPvijZ\nrbIsXrwYfn5+iI+Px8svv4zFixeXKqPX6zFlyhQcPnwYsbGx2LFjB+Li4gAA3t7eCA4ORr9+/YyO\nqUp8JevgE0CpRNs1a9Zg1qxZUKlUAABXV1cAwL59+/Dmm29CpVLBw8MDLVu2FANWhmGY5wGVimBj\nA7RrBzRuXDS1kkolvwELDMNUjpCQEAQFBQEAgoKCsHfv3lJloqOj0bJlS3h4eEClUuGNN97Avn37\nAABt2rSBl5dXqWOqEl/JOvg0MzPDoEGD0K1bN2zYsAEAkJCQgPDwcPTs2RO+vr44e/YsACAtLQ3u\n7u7ise7u7khNfbauJrmRlJRk6irUKOwnX5TsBkjHz7CARb16QMuWgK1t9SxgIRW/moL95IuSHbPJ\nngAAHitJREFU3SpLRkYGGjZsCABo2LAhMjIySpVJTU1F02IT/lYkVqpKfCXr0e4RERFwc3NDZmYm\n/Pz80KZNG+h0OuTk5ODMmTOIiYlBYGAgbt68WebxZmbGXU2enp6l9imNLVu2mLoKNQr7yRcluwFS\n8lMBcAdgDaAAQAqmTdM+81ml41czsJ98UbKbp6en0bafnx/u3LlTqtzChQuNts3MzMqMd6orBnra\neWQdfLq5CdODuLq6IiAgANHR0XB3d8eoUaMAAN27d4e5uTmysrLQpEkTJCcni8empKSgSRPjt/3r\n16/XXuUZhmEYhmGqkaNHj5b7XcOGDXHnzh00atQI6enpaNCgQakyJWOl5ORko1bNsqhIfFUS2Xa7\n5+XlITc3FwDw6NEj/P777/D29sbIkSNx/PhxAEB8fDw0Gg3q16+P4cOH45dffoFGo0FiYiISEhKM\nRsgzDMMwDMMoleHDh4utwFu2bMHIkSNLlenWrRsSEhKQlJQEjUaDnTt3Yvjw4aXKFR9vU5X4SrYt\nnxkZGQgICAAA6HQ6jB07Fv7+/tBqtZgwYQK8vb1hZWWFrVu3AgDatWuHwMBAtGvXDpaWlvjPf/6j\n+C52hmEYhmEYAPj8888RGBiITZs2wcPDA7t27QIg5Gy+++67+O9//wtLS0usXr0agwcPhl6vx8SJ\nE9G2bVsAQHBwMD766CNkZWVh6NCh6Ny5Mw4dOlSl+IqX12QYhmEYhmFqDdl2u1eFGzduYMmSJbh9\n+7apq1IjsJ+8UbKfkt0A9pM7Sve7d+8e1Gq1qatRY7Cf/Hiugs/t27dj7dq1il3diP3kjZL9lOwG\nsJ/cUbJfcHAwOnTogAMHDpi6KjUC+8kTi3nz5s0zdSVqiz179ogjsKysrNCsWTMQkWJyP9lP3ijZ\nT8luAPvJHSX6GeofExODu3fvws7ODo0aNUL9+vVNXbVqgf3kjWJbPos3Uet0OgBAx44d8dJLLyE/\nPx8XLlwAUH1zWtU27Md+UkXJbgD7sZ+8ePjwIdzc3FBQUIATJ06YujrVDvvJE8UFn+np6Rg4cCCm\nT5+OR48XLra0FAb1Hz58GEOHDsWbb76JmJgYvP766zh8+LApq1tp2I/9pIqS3QD2Yz9pk5SUhAMH\nDkCv1wMQWs6ICObm5njnnXfQqVMnpKam4tChQ4iNjTVxbSsP+8nbrySKCj7/+usvbNiwAU5OToiP\nj8e5c+cAFM1H1atXL2RkZGDr1q0ICQnB3bt30alTJ1NWuVKwH/tJFSW7AezHftJmz5498PLywocf\nfoirV68CAMzNzWFmZoaUlBSYmZmhX79+OHLkCMaOHYv4+HgT17hysJ+8/cpCEcFnZmYmAMDJyQmj\nR49GcHAw/P398cMPP+DevXswMzMDESEiIgIjR47EvXv38MMPP6BLly4IDQ01ce2fDvuxn1RRshvA\nfuwnfXQ6HaytrREVFYXXX38dO3bsEFt2CwsLYWtri927d8PX1xd2dnYYNWoU6tWrZ+JaVxz2k7df\nuZCMiY6Opp49e9KIESNoxYoV9PDhQ/E7tVpNfn5+9PPPP5NarSYioj/++INiYmLEMtu3b6ekpKRa\nr3dFYT/2k6qfkt2I2I/9pO0XGRlJmzZtoqtXrxIRUW5uLhERXb9+nfr160dhYWGk1+uJiGjlypXk\n5+dHUVFRREQ0e/ZsWrt2LRUUFJim8hWA/eTtVxFkG3xqNBoaP348bd68mWJjY+mNN96guXPnUmZm\nplhm+/btNGzYMEpOTiYiosLCQiIiys/PN0mdKwP7sZ9UUbIbEfsRsZ+UWbFiBbm5udGUKVOoV69e\ntHfvXjFQISJasGABjR8/nlJTU4moyM1Aenp6rda3srCfvP0qimynWsrLy8Ps2bPx9ddfo0WLFnB3\nd8fFixeRkpIirinq7e2N0NBQ3Lt3D4cOHcKff/6JHj16iEnmQNF0BlKD/dgPkKafkt0A9gPYD5Ce\nHxGhoKAA69atw6ZNmzBu3DhYWVkhIiICarUa7dq1AwB07twZGzduRKtWreDp6YlLly6hUaNG0Gg0\nsLCwQJ06dQAIXbrsV3so3a+yyCb4DA4OxqxZs5CVlYU6derA3d0dcXFxSEpKgo+PDxo0aIAHDx4g\nJiYG7dq1g7OzMwAgKioKc+bMgaOjI6ZPn466desanVcqF4/92E+qfkp2A9iP/aTtd/r0aahUKlhb\nW8Pa2hobNmwAEaFnz55o1qwZMjMzERkZiR49esDOzg7W1tZwcXHBtGnTsGzZMhQUFMDf398osAbY\nr7ZQul9VkfyAowcPHmD8+PFYunQpAgMDcfv2bUycOBEAMHjwYCQkJCAuLg5WVlZo06YNCgsLodFo\nAAARERGIiYnBwYMHERISgubNm4ujG6UC+7GfVP2U7AawH/tJ2y82NhbDhg3DtGnTMGPGDEyZMgUA\n8Pbbb+PixYvIzs6Gs7MzunbtCjs7O1y8eBEAcP/+faxevRrm5uZYt24dli1bJslAhf3k7ffM1GYf\nf1W4ffs2rVmzRtzWarXk4+NDsbGxdPv2bZo7dy59/PHH4vd9+/al8PBwIiKjJPPCwkLS6XS1V/EK\nwn7sRyRNPyW7EbEf+wlI0S8jI4Pef/99+v7774lIyPNr3rw5xcXFUWJiIk2bNo1WrlxJREKe6vDh\nw+nw4cNERJSYmEj79+8Xz8V+tY/S/aoDy6eHp7UPFcu1adq0KYYPHy7uT0lJga2tLVq2bAmVSoUx\nY8bg/fffx1dffYV69epBp9OJy0/Z29sDAPR6PSwsLGBhYWEaoRIo3Q8oclSin5Kvn5LdSqJEP75+\nyvBzcXHB2LFj0bdvXwBAgwYN4O/vj4cPH6JFixYYNGgQ/vOf/6Bz587o27cv7O3tkZubCwDw8PCA\nh4cHAGEaH0tLS/arZZTuVx1Iqtv99u3bAIpyGQoLCwEAjRs3Fvfb2tpCq9WKS6S1a9cO69evh729\nPcLDw7Fu3Tq0bdvW6LxSuXDXr18HoFy/o0ePYv/+/dBqtUbdBErxS05OBlB0/ehxN50S/FJTUwEo\n0w0ATpw4gYyMjFL7leJ38eJFo2UjlfZsMUAlusaV5gcIjhYWFujVq5e4r6CgABEREbC3t4eVlRWG\nDh2KESNGYM6cOfD29kZ2djZ8fX1LnatknqCpMMy3CijTrzhK96s2arehtWxu375Nfn5+5OPjQzNn\nzqQLFy6UKmOYbmDbtm0UGBhIRMKcWPfu3TP6nohIr9eXmp7AlFy/fp0CAgKoV69eNH36dIqMjCxV\nRs5+2dnZ9NZbb1Hr1q3p4MGD9OjRo1Jl5OyXlJREQ4YMocGDB9PChQvp4sWLpcrI1S8hIYGGDx9O\nL7/8Ms2YMYMuX75cqoxc3YiIbty4QWPHjqX27dvT//73vzLLyNkvMTGRAgICqFOnTvTBBx/Qtm3b\nSpWRs19CQgL179+fNmzYQERC13pJ5OwXHx9Ps2bNogMHDlBGRgYRlZ5ah4jo2rVrNGDAgFL7U1NT\n6ezZszVez6py/fp18vf3p88//9xoqquSyNUvPj6elixZQhEREeK9qaTrV5NIouVz9+7d6NixIw4f\nPgyVSoUVK1aIy58Z1jk1tMjcuHEDvr6+WLRoEQYOHIioqCij7/V6vbgslRSIjIxEQEAA+vbti2PH\njiE5OVlcGsvQOgHI1w8Arl27Bo1Gg6tXr+LVV1+FnZ2d+B09bqmQq59Wq8XKlSsxcOBABAcHw97e\nHsuXL8eff/4JQN73Z1RUFEaNGoVBgwZh165dyM7OxsGDB1FQUGBUTo5uAHDhwgUMHDgQzZs3x+XL\nl9GxY0fxOyrWgiZXP7VajX/961/o3bs3YmJi0KBBA6SnpwNQxrMlMTERn376Kezt7TFr1ixotVpY\nWloauQHy9CMizJo1C6NHj4ZGo8H69esRHBwMvV5fZv2ys7PRvXt3aDQaTJ06FevXrwcgtPx27doV\nQNGzSCrcunULkyZNwoABA7Bo0SK4uLiUW1aOfnv27IGfnx+ys7Oxbt06fP/998jKyoKZmVmpe1SO\nfjWOKSNfwxvCsGHDKDg4mIiI0tLS6Ntvv6WgoCCjsoZJWIcMGUI2Njb00UcfiW+2UiclJUX8PGHC\nBFq5cmWp1Qnk6Geo84YNG2jp0qVERLR27VpasWKF0WohhYWFsvQjElpavL29xdUlrly5Qi+99BJ9\n+OGHRuXk5Gf4u8vNzaWQkBBx/+7du2ngwIGlysvJjci45WHw4MEUGhpKREQhISF07NgxevDggVF5\nufrpdDpq2bKlOIjmH//4B82ZM4f++usvo/Jy8zOsOkREdOLECSIiGjlyJE2aNImIqNTgC7n5ERFl\nZWXRjBkz6M6dO0REtHTpUlqyZEm55f/5z3+Sh4cH+fj40OTJkyXtZ7g/L168SO+//764/+bNm+Ue\nIyc/IuHfhcmTJ9Px48eJiOjs2bP0t7/9jRYvXlxmebn51Qa1Ps9nWFgYNm/ejNatW8PR0REAcO/e\nPezevRt///vf4eDgAGdnZxw/fhx2dnZo1aoViAjm5uYoLCxEWloalixZgqCgINja2opvilJ4mwWM\n/RwcHFBYWAgnJyfk5uZi9OjRiI+PR3Z2Nk6dOgVHR0c0b94chYWFsvQzXL/4+HisWrUKGo0GoaGh\ncHJywo8//gi1Wo2uXbuisLAQFhYWsvNzcHCAubk5cnJy8OuvvyIwMBDx8fG4c+cOsrKy4OLighYt\nWgCA+LYrZb9Tp05h8uTJiI2NhVarRfv27dG8eXMxrygvLw+xsbEYMmSIUa6RHNyAIr+4uDjk5eWh\ndevWsLOzw/z587F582ZcvnwZkZGRiI6ORt26ddGsWTNZ/e2V9GvTpg30ej1++eUXzJw5E48ePYKN\njQ2Cg4Nhbm6Otm3bysrv9OnTCAoKQkxMDPLz89G+fXu4urrCysoKvr6+eO+99/D666/D1dUVOp0O\n5uZCx51c7s+IiAhkZGTA1tYWLi4u8Pf3R506dXD69Gl8+eWXePjwIYgILi4ucHR0NGo92717N2xt\nbfHtt9/i3Xffha2treQmGTf41alTBzY2Njh27BjOnTsHf39/DBkyBEePHkV0dDTq1asHd3d3o1Ze\nOfnZ2dnB3t4ee/fuRXJyMvz9/dG4cWPs2LEDcXFx8Pb2hpubm1Hvihz8ap3ajHR//PFHcnBwoFdf\nfVVsKSMSWgZHjhwptn5mZWXRwoULafPmzWKZ4stPGbZL7jM15fkZ3gQNOWeZmZm0ePFi+uabb0QH\nOfsREQ0cOJD69esnbh85coT69OkjtvDKze+7774T99+/f5/8/PwoMDCQvL29KTg4mGbPnk1hYWFi\nGSn7abVaWrhwIb344ou0bds22rJlCzk7O4s5SoaWpOXLl9MHH3xQ6viyWpqk4kZUtl/dunVFv1mz\nZtHWrVuJSHjWLFq0iBYsWCCbv72n+Z0/f57Gjx9PRMK0LT/++CO99dZb4vdS99PpdDR//nzy9vam\nX375hfbu3Uu2trbi9xqNhoiIZs6cST4+PqWOL5kHKjU/jUZDM2bMIHd3dwoKCiIfHx/KyckRv589\nezZt376d9u/fT1OnTqWvvvpK/M7wb0fxdeal7tenTx/Ky8sjvV5Pbdq0oVGjRtHevXvp7t27tGTJ\nEurfv794rMFDTn59+/alnJwciomJIS8vL1qxYgVNnDiR3nvvPZo7dy6tXbtWPFYO189U1GrwmZCQ\nQOHh4XTo0CGaNGmS2DWbl5dHW7Zsof79+4sPkunTp4tzuJVM4JVSwnhxSvoZEonLSpKfM2eOOM+X\n3P2IiPbt20dmZmbi2siRkZE0ffp0IpKvX/HUgby8PKMHSEBAAO3bt6/M80jN79GjR7Rz506xi4+I\n6NVXXxUHcRjq++6779LRo0eJiOiHH36gS5culTqX1NyIyvczPD9Krtf9xRdf0LJly4hIHvdmeX7r\n168nIqLQ0FDq2LGj+JKwdetW+uKLL4hIHn5arZaio6PF+ms0GpowYYI4AKf489PDw4P27t1LW7Zs\nMXr5MyBFv5SUFKPBJm+//TbNnz+fbty4QUTGLwfr16+nGTNmUEFBQZkBSln/lpiasvzmzp1L9+/f\np40bN5KNjY04CPXevXsUEBBQbhe8HPzGjRtHX3/9Nf3111905swZWrFiBc2fP5+IiD755BPatGkT\nEZV9L0rRz1TU6oCjF154AT4+PujQoQPc3d0RHBwMALC1tcW4cePQqFEjTJo0CWvWrMHx48fRoEED\nAKWXkZJqU3VJv99++w1A6ekS9u/fjyNHjqBZs2YA5O8HAMOHD8fYsWMxc+ZMfP/995gyZQrq1asH\nQL5+hvsTEO7R5s2bAwB++eUXZGZmon379mWeR2p+dnZ28PX1RcOGDaHVaqHValGvXj2jRHciglqt\nxs6dO9G7d2/88ccf4lxzxZGaG1C+X48ePQAA1tbWYtmQkBAcOXJEvJZyuDfL8+vWrRsAoEOHDmjZ\nsiX+7//+D3v37sXKlSvF+Szl4GdpaYmuXbvCwsICMTExaNy4Ma5duwZ/f3/88ccfRtMh9e3bFwEB\nAThw4ABefPHFUueSop+zszPs7OwQEREBAJg5cyYSExNx/vx5cRCUgbS0NNSpUwdWVlZG+w1Iceqd\nsvySk5MRGhqKiRMn4oUXXsCmTZsACN3PKpUKL7zwQpnnkoPfZ599hps3b+Lo0aPo3r07PvroI8yZ\nMweAMC+nYfnWsu5FKfqZihoLPg0jt6hY3oPhIeLu7o5evXohKysL+/btAyBcqI0bN2LIkCE4c+YM\nli5dilGjRtVU9Z6ZivqFhIQAEEafZmZmYtiwYVi+fDm+/fZbjBgxovYrXkEq6wcA69atwxtvvIFb\nt27h+++/x+zZs2u30pWgKn46nQ5Tp07Fxo0bMX/+fHh6etZupStIWW6GFzlLS0uoVCqkpKSID0JL\nS0tkZ2dj+/btSE5OxrJly7B+/Xo4ODjUfuUrQGX9AODRo0fi354cny1l+Rnu14YNG2Lp0qVwdHTE\ntm3b8N1332HatGm1X/EKUpafIdBydHTEkSNHcPr0abz99ttYvnw5zMzMoNPpsHTpUiQmJiI8PBy7\ndu2Cs7Oz5JbELIvc3Fx4eXkhOTlZzLX29vbGH3/8AZ1OB7VajUOHDmHo0KE4efIkAgMDTV3lSlGe\n38mTJwEA27ZtQ1JSEgYPHoxdu3bh448/NnGNK0d5fhEREdBqtdDr9Thx4gT8/f0RHR2Nnj17mrrK\n8qC6m1KLNysXn+/R0ARt+G9GRgatWrWKZs+eTdevXxdHbBan+ChpqVBVv9OnTxMRGc1hqiS/U6dO\nldnFpxQ/w/2ZmJhodIyUuvnKcyvJ1atXqXPnzkQkdIOdO3eOiIhOnTollpHikm5V9Tt//jwRkdH8\nrHK6N0tS3vUrfryc/J70N9S6dWu6fv06EQkzoRjQ6/WSvj9LsmrVKpoxY4Z4L6anp5OHhwelp6cT\nkZAKsm7dulqpZ1Wpil9qaqpY5tq1a+JnKT03DVTFz3BP/vDDD2JeOVMxqr3l09DacOLECQQGBopd\nl4aRe4am6AYNGqBPnz4ICQmBl5cXwsPDjc5jGAlWVteDKamKX6tWrRAWFgYA6NSpEwCII/2U4Ofl\n5YWTJ08adTMo6foZ/ACIXdFSG0kLlO9Wcv64hIQE9O3bF6tXr0a3bt3E7iTDUnA6nQ5mZmaSW/2l\nqn6nT58GALGbVm5/e0/y6969u3j9DMfLza/knIgGli5dim7duomrGLm5uQEomq9TKven4foY/DIz\nM0UnjUYDAAgMDIROp8OBAweQlZWFRo0aoVu3bnj48CEAYMGCBZg8ebLR+aTCs/ip1WqxddrLy0s8\nn5Sem9Vx/d555x2MGzcOgPD8ZJ7OMz+dqES3R3R0NFq3bo2ffvoJ2dnZ2LNnDzQaDSwsLMSyer0e\n9+/fx/Dhw9GsWTMkJCTgiy++MK6YRB6c1eF3/fr1Un5SeXDy9auYX8kUAilcv8q6GcpfuXIFq1ev\nxrlz5xAaGoqpU6canUcqeUk15SeFawdUj9/Ro0cV4wcI6RGHDx9G165dcf78ecyfPx+2trZG55GK\nnwFDfU6dOoXWrVtj8uTJCAoKAgBYWVmhsLAQDRo0wKRJk5Cbm4sxY8agffv2sLCwQNOmTcXzGK6x\nkvzc3d1LBZpK8jOM2wCK7nepPD8lT3U1oRomBl64cKHYfRAWFkYTJkyg5cuXE1HRqD5Dk7uhu4hI\nmG5Dat1ExWE/9pOqX2XciIh+/fVXozQXKbsRsR/R8+UXGRkppimV/E4KFE9J0el0lJubS5988gmN\nHz+ejhw5Qvn5+dSrVy9asGABEZXuzj1+/LiRn9RgP3n7yYUqNU8ZmqQN/929ezfWrFkDQHgrv3nz\nJgCgS5cu8PX1xcGDB5GWliZOdmygS5cuICLo9XpYWFhIprWM/djP8L3U/J7FTavVAgBGjRoFHx8f\nybkB7Pc8+xm6K3v27Ik+ffoAKOpilwqGdCILCwsUFBTAwsICderUQWZmJmJjY+Hl5QVra2ts2LAB\nGzZswP3792FpaWnUcj1gwAD06dNHvH5Sgv3k7ScnqvRXbXgYPHjwAICQF2FYPeSDDz7A5cuXkZqa\nCgcHB1hbW0OtVmPLli3iscWb4aWYW8Z+7GdAan7P4qZSqYzOJTU3gP2eZ7+yuiul4qdWqwEU+a1a\ntQp9+/bF/Pnz8euvv+Lbb7+FSqVCdnY2NBqNOCL6xIkTAFBmfriUrh/7ydtPjlQo+Dx27BgSExPF\n7YKCAqxcuVKczuPNN9+Eq6srTp48CWdnZ3To0AFBQUE4cOAANm7ciK5duyItLQ3379+vGYtnhP3Y\nT6p+SnYD2I/9pO83cOBAHDt2DAUFBQCA7du349KlS/jtt9+gUqnwz3/+E87OzujXrx8WLVqE0NBQ\nnDx5Enfv3hXnYpUq7CdvPznz1LXds7Oz4e/vj8jISOTn54uTAQPChXV1dYWnpydsbGywd+9eeHp6\nYvLkycjJycGxY8fw5ZdfwtHREcnJyRg5cmRtOFUK9mM/qfop2Q1gP/aTrp9arca0adOwbds2TJo0\nCcOGDYOZmRksLS2xefNm+Pv7Izg4GL///ju+/vprtG3bFl27dsXWrVsRFxeHc+fOYeLEiejdu7ep\nVcqE/eTtpwielhSak5NDr732Gm3dupV69+5NmzdvFudYW7ZsGY0bN04s279/fwoMDKT4+HgiInrw\n4AGtXr2a2rZtS9u2bau+TNVqhP3YT6p+SnYjYj/2k67f9evXaciQIeJ28Xkpv/nmG7KwsKB///vf\n4r6LFy+SWq2mn3/+mUaOHCnO31nyWKnAfvL2UwJP7XavW7cunJ2dkZWVhRUrViAyMhKLFi1CYWEh\nxowZg6ysLCxYsAAHDx6Era0tXnnlFXH6gdOnT+POnTsICwvD2LFjazyQrgrsx35S9VOyG8B+7Cdd\nPxsbG6jVaoSFheH333/Hv//9b8ybNw8HDx7E0KFDMXjwYHHO302bNmHq1Km4cuUK3nzzTaNppABp\nLvnJfvL2UwQViVB/++03WrRoERERrVy5khwdHenjjz8mnU5HV65codGjR5O/vz+dPXvW6DiprUBR\nHuzHflJFyW5E7Md+0kSj0dDatWupadOm1LFjR/r4449pwIABNGbMGPruu+8oLCyM+vXrRy+//DIN\nGTKEIiMjxWOjoqKMVvORIuwnbz8lYEb09MVxf/rpJ+zfvx9mZma4fPkyPv30UwQHB8PR0RHz5s1D\nkyZNYGNjYwhmQUSSmh7jabAf+0kVJbsB7Md+0ubq1ato3rw58vPz4ezsjA0bNiAuLg7Lli1DQUEB\nbt68ibZt2wIomsZHTi1l7CdvP1lTkQj1/v375OzsTB9++KG4Lz4+nkJDQ43KSf1ttjzYT4D9pIeS\n3YjYzwD7yYNx48aJE+MXh/3kgdL95MRTR7sDQv7EnTt38Nprr8HT0xN6vR7169dHixYtjMrJ6Y22\nOOwnwH7SQ8luAPsZYD9potPpcOvWLWzfvh1TpkyBq6srPvnkE9jb2xuVYz9ponQ/OVPhRUhv3ryJ\n/Px8FBYWGk2sSkSKaKZmP3mjZD8luwHsJ3eU7GdpaYnc3FxcunQJS5Ysga+vLwBluAHsx5iOCuV8\nAkBOTg6cnZ1ruj4mg/3kjZL9lOwGsJ/cUbpfcYioVJCtJNiPqS0qHHwaKCwsVHQTNfvJGyX7KdkN\nYD+5w37yhv2Y2qTSwSfDMAzDMAzDVBV+DWAYhmEYhmFqDQ4+GYZhGIZhmFqDg0+GYRiGYRim1uDg\nk2EYhmEYhqk1OPhkGIZhGIZhag0OPhmGYRiGYZha4/8Byun0lTTjFT8AAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6c84b94510>"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Working with many stocks"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Now we will download 50 stocks and process their stats. We will be working with these stocks:\n",
      "\n",
      "1. GOOG: Google\n",
      "2. FB: Facebook, Inc.\n",
      "3. AAPL: Apple Inc.\n",
      "4. MSFT: Microsoft Corporation\n",
      "5. HPQ: Hewlett-Packard Company\n",
      "6. INTC: Intel Corporation\n",
      "7. NVDA: NVIDIA Corporation\n",
      "8. TXN: Texas Instruments Incorporated\n",
      "9. IBM: International Business Machines Corp. (IBM)\n",
      "10. SAP: SAP SE (ADR)\n",
      "11. ADBE: Adobe Systems Incorporated\n",
      "12. ADSK: Autodesk, Inc.\n",
      "13. CRM: salesforce.com, inc.\n",
      "14. N: NetSuite Inc\n",
      "15. VMW: VMware, Inc.\n",
      "16. CTXS: Citrix Systems, Inc.\n",
      "17. RHT: Red Hat Inc\n",
      "18. RAX: Rackspace Hosting, Inc.\n",
      "19. AMZN: Amazon.com, Inc.\n",
      "20. NWSA: News Corp\n",
      "21. EBAY: eBay Inc\n",
      "22. CBS: CBS Corporation\n",
      "23. CMCSA: Comcast Corporation\n",
      "24. VIAB: Viacom, Inc.\n",
      "25. NFLX: Netflix, Inc.\n",
      "26. TWX: Time Warner Inc\n",
      "27. FOXA: Twenty-First Century Fox Inc\n",
      "28. NYT: The New York Times Company\n",
      "29. TRI: Thomson Reuters Corporation (USA)\n",
      "30. DIS: The Walt Disney Company\n",
      "31. SNE: Sony Corp (ADR)\n",
      "32. PCRFY: Panasonic Corporation (ADR)\n",
      "33. CAJ: Canon Inc (ADR)\n",
      "34. TOSYY: Toshiba Corp (USA)\n",
      "35. BBRY: BlackBerry Ltd\n",
      "36. CSC: Computer Sciences Corporation\n",
      "37. GE: General Electric Company\n",
      "38. HTHIY: Hitachi, Ltd. (ADR)\n",
      "39. SIEGY: Siemens AG (ADR)\n",
      "40. CVX: Chevron Corporation\n",
      "41. XOM: Exxon Mobil Corporation\n",
      "42. BP: BP plc (ADR)\n",
      "43. CAT: Caterpillar Inc.\n",
      "44. LXK: Lexmark International Inc\n",
      "45. BKS: Barnes & Noble, Inc.\n",
      "46. FJTSY: Fujitsu Ltd (ADR)\n",
      "47. EMC: EMC Corporation\n",
      "48. ORCL: Oracle Corporation\n",
      "49. CSCO: Cisco Systems, Inc.\n",
      "50. XRX: Xerox Corp"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "stock_dict={\"GOOG\": \"Google\",\n",
      "            \"FB\": \"Facebook, Inc.\",\n",
      "            \"AAPL\": \"Apple Inc.\",\n",
      "            \"MSFT\": \"Microsoft Corporation\",\n",
      "            \"HPQ\": \"Hewlett-Packard Company\",\n",
      "            \"INTC\": \"Intel Corporation\",\n",
      "            \"NVDA\": \"NVIDIA Corporation\",\n",
      "            \"TXN\": \"Texas Instruments Incorporated\",\n",
      "            \"IBM\": \"International Business Machines Corp. (IBM)\",\n",
      "            \"SAP\": \"SAP SE (ADR)\",\n",
      "            \"ADBE\": \"Adobe Systems Incorporated\",\n",
      "            \"ADSK\": \"Autodesk, Inc.\",\n",
      "            \"CRM\": \"salesforce.com, inc.\",\n",
      "            \"N\": \"NetSuite Inc\",\n",
      "            \"VMW\": \"VMware, Inc.\",\n",
      "            \"CTXS\": \"Citrix Systems, Inc.\",\n",
      "            \"RHT\": \"Red Hat Inc\",\n",
      "            \"RAX\": \"Rackspace Hosting, Inc.\",\n",
      "            \"AMZN\": \"Amazon.com, Inc.\",\n",
      "            \"NWSA\": \"News Corp\",\n",
      "            \"EBAY\": \"eBay Inc\",\n",
      "            \"CBS\": \"CBS Corporation\",\n",
      "            \"CMCSA\": \"Comcast Corporation\",\n",
      "            \"VIAB\": \"Viacom, Inc.\",\n",
      "            \"NFLX\": \"Netflix, Inc.\",\n",
      "            \"TWX\": \"Time Warner Inc\",\n",
      "            \"FOXA\": \"Twenty-First Century Fox Inc\",\n",
      "            \"NYT\": \"The New York Times Company\",\n",
      "            \"TRI\": \"Thomson Reuters Corporation (USA)\",\n",
      "            \"DIS\": \"The Walt Disney Company\",\n",
      "            \"SNE\": \"Sony Corp (ADR)\",\n",
      "            \"PCRFY\": \"Panasonic Corporation (ADR)\",\n",
      "            \"CAJ\": \"Canon Inc (ADR)\",\n",
      "            \"TOSYY\": \"Toshiba Corp (USA)\",\n",
      "            \"BBRY\": \"BlackBerry Ltd\",\n",
      "            \"CSC\": \"Computer Sciences Corporation\",\n",
      "            \"GE\": \"General Electric Company\",\n",
      "            \"HTHIY\": \"Hitachi, Ltd. (ADR)\",\n",
      "            \"SIEGY\": \"Siemens AG (ADR)\",\n",
      "            \"CVX\": \"Chevron Corporation\",\n",
      "            \"XOM\": \"Exxon Mobil Corporation\",\n",
      "            \"BP\": \"BP plc (ADR)\",\n",
      "            \"CAT\": \"Caterpillar Inc.\",\n",
      "            \"LXK\": \"Lexmark International Inc\",\n",
      "            \"BKS\": \"Barnes & Noble, Inc.\",\n",
      "            \"FJTSY\": \"Fujitsu Ltd (ADR)\",\n",
      "            \"EMC\": \"EMC Corporation\",\n",
      "            \"ORCL\": \"Oracle Corporation\",\n",
      "            \"CSCO\": \"Cisco Systems, Inc.\",\n",
      "            \"XRX\": \"Xerox Corp\",\n",
      "           }\n",
      "symbols = stock_dict.keys()\n",
      "names = stock_dict.values()\n",
      "\n",
      "stocks_data = pd.DataFrame(symbols, columns=[\"symbol\"])\n",
      "stocks_data[\"name\"] = names\n",
      "stocks_data"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>symbol</th>\n",
        "      <th>name</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td>  NFLX</td>\n",
        "      <td>                               Netflix, Inc.</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td>  AAPL</td>\n",
        "      <td>                                  Apple Inc.</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td>   NYT</td>\n",
        "      <td>                  The New York Times Company</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td>    FB</td>\n",
        "      <td>                              Facebook, Inc.</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td>    BP</td>\n",
        "      <td>                                BP plc (ADR)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td>  ADSK</td>\n",
        "      <td>                              Autodesk, Inc.</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td>  MSFT</td>\n",
        "      <td>                       Microsoft Corporation</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td>   EMC</td>\n",
        "      <td>                             EMC Corporation</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td>   BKS</td>\n",
        "      <td>                        Barnes &amp; Noble, Inc.</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td>   SAP</td>\n",
        "      <td>                                SAP SE (ADR)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>   RAX</td>\n",
        "      <td>                     Rackspace Hosting, Inc.</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>     N</td>\n",
        "      <td>                                NetSuite Inc</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>    GE</td>\n",
        "      <td>                    General Electric Company</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>  AMZN</td>\n",
        "      <td>                            Amazon.com, Inc.</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>   SNE</td>\n",
        "      <td>                             Sony Corp (ADR)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>  VIAB</td>\n",
        "      <td>                                Viacom, Inc.</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>  FOXA</td>\n",
        "      <td>                Twenty-First Century Fox Inc</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td> PCRFY</td>\n",
        "      <td>                 Panasonic Corporation (ADR)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>   RHT</td>\n",
        "      <td>                                 Red Hat Inc</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>  EBAY</td>\n",
        "      <td>                                    eBay Inc</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>   VMW</td>\n",
        "      <td>                                VMware, Inc.</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>   LXK</td>\n",
        "      <td>                   Lexmark International Inc</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td> CMCSA</td>\n",
        "      <td>                         Comcast Corporation</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td>   TRI</td>\n",
        "      <td>           Thomson Reuters Corporation (USA)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>  ADBE</td>\n",
        "      <td>                  Adobe Systems Incorporated</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>   IBM</td>\n",
        "      <td> International Business Machines Corp. (IBM)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>   CVX</td>\n",
        "      <td>                         Chevron Corporation</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td> FJTSY</td>\n",
        "      <td>                           Fujitsu Ltd (ADR)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>   CRM</td>\n",
        "      <td>                        salesforce.com, inc.</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>   CAT</td>\n",
        "      <td>                            Caterpillar Inc.</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>   CAJ</td>\n",
        "      <td>                             Canon Inc (ADR)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td>  NVDA</td>\n",
        "      <td>                          NVIDIA Corporation</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>   TWX</td>\n",
        "      <td>                             Time Warner Inc</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td>   DIS</td>\n",
        "      <td>                     The Walt Disney Company</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td>   TXN</td>\n",
        "      <td>              Texas Instruments Incorporated</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
        "      <td>  NWSA</td>\n",
        "      <td>                                   News Corp</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td>  ORCL</td>\n",
        "      <td>                          Oracle Corporation</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
        "      <td>  CTXS</td>\n",
        "      <td>                        Citrix Systems, Inc.</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>38</th>\n",
        "      <td> HTHIY</td>\n",
        "      <td>                         Hitachi, Ltd. (ADR)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>39</th>\n",
        "      <td>  GOOG</td>\n",
        "      <td>                                      Google</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
        "      <td>  INTC</td>\n",
        "      <td>                           Intel Corporation</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
        "      <td>  BBRY</td>\n",
        "      <td>                              BlackBerry Ltd</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>42</th>\n",
        "      <td> TOSYY</td>\n",
        "      <td>                          Toshiba Corp (USA)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43</th>\n",
        "      <td>   HPQ</td>\n",
        "      <td>                     Hewlett-Packard Company</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44</th>\n",
        "      <td>   CSC</td>\n",
        "      <td>               Computer Sciences Corporation</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45</th>\n",
        "      <td>   XRX</td>\n",
        "      <td>                                  Xerox Corp</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46</th>\n",
        "      <td>   XOM</td>\n",
        "      <td>                     Exxon Mobil Corporation</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47</th>\n",
        "      <td>  CSCO</td>\n",
        "      <td>                         Cisco Systems, Inc.</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>48</th>\n",
        "      <td>   CBS</td>\n",
        "      <td>                             CBS Corporation</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>49</th>\n",
        "      <td> SIEGY</td>\n",
        "      <td>                            Siemens AG (ADR)</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>50 rows \u00d7 2 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 11,
       "text": [
        "   symbol                                         name\n",
        "0    NFLX                                Netflix, Inc.\n",
        "1    AAPL                                   Apple Inc.\n",
        "2     NYT                   The New York Times Company\n",
        "3      FB                               Facebook, Inc.\n",
        "4      BP                                 BP plc (ADR)\n",
        "5    ADSK                               Autodesk, Inc.\n",
        "6    MSFT                        Microsoft Corporation\n",
        "7     EMC                              EMC Corporation\n",
        "8     BKS                         Barnes & Noble, Inc.\n",
        "9     SAP                                 SAP SE (ADR)\n",
        "10    RAX                      Rackspace Hosting, Inc.\n",
        "11      N                                 NetSuite Inc\n",
        "12     GE                     General Electric Company\n",
        "13   AMZN                             Amazon.com, Inc.\n",
        "14    SNE                              Sony Corp (ADR)\n",
        "15   VIAB                                 Viacom, Inc.\n",
        "16   FOXA                 Twenty-First Century Fox Inc\n",
        "17  PCRFY                  Panasonic Corporation (ADR)\n",
        "18    RHT                                  Red Hat Inc\n",
        "19   EBAY                                     eBay Inc\n",
        "20    VMW                                 VMware, Inc.\n",
        "21    LXK                    Lexmark International Inc\n",
        "22  CMCSA                          Comcast Corporation\n",
        "23    TRI            Thomson Reuters Corporation (USA)\n",
        "24   ADBE                   Adobe Systems Incorporated\n",
        "25    IBM  International Business Machines Corp. (IBM)\n",
        "26    CVX                          Chevron Corporation\n",
        "27  FJTSY                            Fujitsu Ltd (ADR)\n",
        "28    CRM                         salesforce.com, inc.\n",
        "29    CAT                             Caterpillar Inc.\n",
        "30    CAJ                              Canon Inc (ADR)\n",
        "31   NVDA                           NVIDIA Corporation\n",
        "32    TWX                              Time Warner Inc\n",
        "33    DIS                      The Walt Disney Company\n",
        "34    TXN               Texas Instruments Incorporated\n",
        "35   NWSA                                    News Corp\n",
        "36   ORCL                           Oracle Corporation\n",
        "37   CTXS                         Citrix Systems, Inc.\n",
        "38  HTHIY                          Hitachi, Ltd. (ADR)\n",
        "39   GOOG                                       Google\n",
        "40   INTC                            Intel Corporation\n",
        "41   BBRY                               BlackBerry Ltd\n",
        "42  TOSYY                           Toshiba Corp (USA)\n",
        "43    HPQ                      Hewlett-Packard Company\n",
        "44    CSC                Computer Sciences Corporation\n",
        "45    XRX                                   Xerox Corp\n",
        "46    XOM                      Exxon Mobil Corporation\n",
        "47   CSCO                          Cisco Systems, Inc.\n",
        "48    CBS                              CBS Corporation\n",
        "49  SIEGY                             Siemens AG (ADR)\n",
        "\n",
        "[50 rows x 2 columns]"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Download Data"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "temp_list = []\n",
      "for symbol in stocks_data[\"symbol\"]:\n",
      "    temp_data = download_data(symbol)\n",
      "    process_date(temp_data)\n",
      "    calculate_stats(temp_data)\n",
      "    temp_data[\"symbol\"] = symbol\n",
      "    temp_list.append(temp_data)\n",
      "\n",
      "stocks_df = pd.concat(temp_list)\n",
      "stocks_df"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>n_date</th>\n",
        "      <th>open</th>\n",
        "      <th>close</th>\n",
        "      <th>high</th>\n",
        "      <th>low</th>\n",
        "      <th>volume</th>\n",
        "      <th>date</th>\n",
        "      <th>average</th>\n",
        "      <th>change_amount</th>\n",
        "      <th>change_per</th>\n",
        "      <th>range</th>\n",
        "      <th>change_1_amount</th>\n",
        "      <th>change_1_per</th>\n",
        "      <th>symbol</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td> 735456</td>\n",
        "      <td> 449.22</td>\n",
        "      <td> 451.54</td>\n",
        "      <td> 457.65</td>\n",
        "      <td> 448.71</td>\n",
        "      <td>   1892400</td>\n",
        "      <td>2014-08-11</td>\n",
        "      <td> 452.633333</td>\n",
        "      <td> 2.32</td>\n",
        "      <td> 0.005126</td>\n",
        "      <td> 0.019751</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td> NFLX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td> 735457</td>\n",
        "      <td> 451.35</td>\n",
        "      <td> 446.41</td>\n",
        "      <td> 453.00</td>\n",
        "      <td> 443.41</td>\n",
        "      <td>   1549300</td>\n",
        "      <td>2014-08-12</td>\n",
        "      <td> 447.606667</td>\n",
        "      <td>-4.94</td>\n",
        "      <td>-0.011036</td>\n",
        "      <td> 0.021425</td>\n",
        "      <td>-5.026667</td>\n",
        "      <td>-0.011230</td>\n",
        "      <td> NFLX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td> 735458</td>\n",
        "      <td> 448.60</td>\n",
        "      <td> 451.53</td>\n",
        "      <td> 454.22</td>\n",
        "      <td> 446.82</td>\n",
        "      <td>   1294000</td>\n",
        "      <td>2014-08-13</td>\n",
        "      <td> 450.856667</td>\n",
        "      <td> 2.93</td>\n",
        "      <td> 0.006499</td>\n",
        "      <td> 0.016413</td>\n",
        "      <td> 3.250000</td>\n",
        "      <td> 0.007208</td>\n",
        "      <td> NFLX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td> 735459</td>\n",
        "      <td> 452.21</td>\n",
        "      <td> 450.87</td>\n",
        "      <td> 455.00</td>\n",
        "      <td> 448.22</td>\n",
        "      <td>    951500</td>\n",
        "      <td>2014-08-14</td>\n",
        "      <td> 451.363333</td>\n",
        "      <td>-1.34</td>\n",
        "      <td>-0.002969</td>\n",
        "      <td> 0.015021</td>\n",
        "      <td> 0.506667</td>\n",
        "      <td> 0.001123</td>\n",
        "      <td> NFLX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td> 735460</td>\n",
        "      <td> 451.49</td>\n",
        "      <td> 459.09</td>\n",
        "      <td> 462.00</td>\n",
        "      <td> 448.60</td>\n",
        "      <td>   3148100</td>\n",
        "      <td>2014-08-15</td>\n",
        "      <td> 456.563333</td>\n",
        "      <td> 7.60</td>\n",
        "      <td> 0.016646</td>\n",
        "      <td> 0.029350</td>\n",
        "      <td> 5.200000</td>\n",
        "      <td> 0.011389</td>\n",
        "      <td> NFLX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td> 735463</td>\n",
        "      <td> 462.06</td>\n",
        "      <td> 466.00</td>\n",
        "      <td> 469.50</td>\n",
        "      <td> 461.25</td>\n",
        "      <td>   1928000</td>\n",
        "      <td>2014-08-18</td>\n",
        "      <td> 465.583333</td>\n",
        "      <td> 3.94</td>\n",
        "      <td> 0.008463</td>\n",
        "      <td> 0.017720</td>\n",
        "      <td> 9.020000</td>\n",
        "      <td> 0.019374</td>\n",
        "      <td> NFLX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td> 735464</td>\n",
        "      <td> 467.09</td>\n",
        "      <td> 468.15</td>\n",
        "      <td> 470.50</td>\n",
        "      <td> 462.43</td>\n",
        "      <td>   1556800</td>\n",
        "      <td>2014-08-19</td>\n",
        "      <td> 467.026667</td>\n",
        "      <td> 1.06</td>\n",
        "      <td> 0.002270</td>\n",
        "      <td> 0.017280</td>\n",
        "      <td> 1.443333</td>\n",
        "      <td> 0.003090</td>\n",
        "      <td> NFLX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td> 735465</td>\n",
        "      <td> 467.00</td>\n",
        "      <td> 472.19</td>\n",
        "      <td> 473.75</td>\n",
        "      <td> 464.54</td>\n",
        "      <td>   1737700</td>\n",
        "      <td>2014-08-20</td>\n",
        "      <td> 470.160000</td>\n",
        "      <td> 5.19</td>\n",
        "      <td> 0.011039</td>\n",
        "      <td> 0.019589</td>\n",
        "      <td> 3.133333</td>\n",
        "      <td> 0.006664</td>\n",
        "      <td> NFLX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td> 735466</td>\n",
        "      <td> 471.28</td>\n",
        "      <td> 472.05</td>\n",
        "      <td> 476.15</td>\n",
        "      <td> 467.67</td>\n",
        "      <td>   1678100</td>\n",
        "      <td>2014-08-21</td>\n",
        "      <td> 471.956667</td>\n",
        "      <td> 0.77</td>\n",
        "      <td> 0.001632</td>\n",
        "      <td> 0.017968</td>\n",
        "      <td> 1.796667</td>\n",
        "      <td> 0.003807</td>\n",
        "      <td> NFLX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td> 735467</td>\n",
        "      <td> 470.94</td>\n",
        "      <td> 479.19</td>\n",
        "      <td> 479.55</td>\n",
        "      <td> 470.05</td>\n",
        "      <td>   1962200</td>\n",
        "      <td>2014-08-22</td>\n",
        "      <td> 476.263333</td>\n",
        "      <td> 8.25</td>\n",
        "      <td> 0.017322</td>\n",
        "      <td> 0.019947</td>\n",
        "      <td> 4.306667</td>\n",
        "      <td> 0.009043</td>\n",
        "      <td> NFLX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td> 735470</td>\n",
        "      <td> 481.55</td>\n",
        "      <td> 480.93</td>\n",
        "      <td> 485.30</td>\n",
        "      <td> 477.53</td>\n",
        "      <td>   1926400</td>\n",
        "      <td>2014-08-25</td>\n",
        "      <td> 481.253333</td>\n",
        "      <td>-0.62</td>\n",
        "      <td>-0.001288</td>\n",
        "      <td> 0.016145</td>\n",
        "      <td> 4.990000</td>\n",
        "      <td> 0.010369</td>\n",
        "      <td> NFLX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td> 735471</td>\n",
        "      <td> 478.50</td>\n",
        "      <td> 479.36</td>\n",
        "      <td> 481.85</td>\n",
        "      <td> 474.55</td>\n",
        "      <td>   1448200</td>\n",
        "      <td>2014-08-26</td>\n",
        "      <td> 478.586667</td>\n",
        "      <td> 0.86</td>\n",
        "      <td> 0.001797</td>\n",
        "      <td> 0.015253</td>\n",
        "      <td>-2.666667</td>\n",
        "      <td>-0.005572</td>\n",
        "      <td> NFLX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td> 735472</td>\n",
        "      <td> 479.40</td>\n",
        "      <td> 474.70</td>\n",
        "      <td> 480.25</td>\n",
        "      <td> 473.63</td>\n",
        "      <td>   1484900</td>\n",
        "      <td>2014-08-27</td>\n",
        "      <td> 476.193333</td>\n",
        "      <td>-4.70</td>\n",
        "      <td>-0.009870</td>\n",
        "      <td> 0.013902</td>\n",
        "      <td>-2.393333</td>\n",
        "      <td>-0.005026</td>\n",
        "      <td> NFLX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td> 735473</td>\n",
        "      <td> 472.65</td>\n",
        "      <td> 475.21</td>\n",
        "      <td> 477.48</td>\n",
        "      <td> 470.81</td>\n",
        "      <td>   1083500</td>\n",
        "      <td>2014-08-28</td>\n",
        "      <td> 474.500000</td>\n",
        "      <td> 2.56</td>\n",
        "      <td> 0.005395</td>\n",
        "      <td> 0.014057</td>\n",
        "      <td>-1.693333</td>\n",
        "      <td>-0.003569</td>\n",
        "      <td> NFLX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td> 735474</td>\n",
        "      <td> 476.85</td>\n",
        "      <td> 477.64</td>\n",
        "      <td> 480.50</td>\n",
        "      <td> 474.14</td>\n",
        "      <td>   1405500</td>\n",
        "      <td>2014-08-29</td>\n",
        "      <td> 477.426667</td>\n",
        "      <td> 0.79</td>\n",
        "      <td> 0.001655</td>\n",
        "      <td> 0.013321</td>\n",
        "      <td> 2.926667</td>\n",
        "      <td> 0.006130</td>\n",
        "      <td> NFLX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td> 735478</td>\n",
        "      <td> 478.50</td>\n",
        "      <td> 476.60</td>\n",
        "      <td> 478.79</td>\n",
        "      <td> 474.59</td>\n",
        "      <td>   1258100</td>\n",
        "      <td>2014-09-02</td>\n",
        "      <td> 476.660000</td>\n",
        "      <td>-1.90</td>\n",
        "      <td>-0.003986</td>\n",
        "      <td> 0.008811</td>\n",
        "      <td>-0.766667</td>\n",
        "      <td>-0.001608</td>\n",
        "      <td> NFLX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td> 735479</td>\n",
        "      <td> 480.52</td>\n",
        "      <td> 477.39</td>\n",
        "      <td> 487.60</td>\n",
        "      <td> 476.53</td>\n",
        "      <td>   2317000</td>\n",
        "      <td>2014-09-03</td>\n",
        "      <td> 480.506667</td>\n",
        "      <td>-3.13</td>\n",
        "      <td>-0.006514</td>\n",
        "      <td> 0.023038</td>\n",
        "      <td> 3.846667</td>\n",
        "      <td> 0.008005</td>\n",
        "      <td> NFLX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td> 735480</td>\n",
        "      <td> 479.11</td>\n",
        "      <td> 472.67</td>\n",
        "      <td> 481.69</td>\n",
        "      <td> 472.13</td>\n",
        "      <td>   1708400</td>\n",
        "      <td>2014-09-04</td>\n",
        "      <td> 475.496667</td>\n",
        "      <td>-6.44</td>\n",
        "      <td>-0.013544</td>\n",
        "      <td> 0.020105</td>\n",
        "      <td>-5.010000</td>\n",
        "      <td>-0.010536</td>\n",
        "      <td> NFLX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td> 735481</td>\n",
        "      <td> 473.23</td>\n",
        "      <td> 475.68</td>\n",
        "      <td> 477.35</td>\n",
        "      <td> 470.07</td>\n",
        "      <td>   1707600</td>\n",
        "      <td>2014-09-05</td>\n",
        "      <td> 474.366667</td>\n",
        "      <td> 2.45</td>\n",
        "      <td> 0.005165</td>\n",
        "      <td> 0.015347</td>\n",
        "      <td>-1.130000</td>\n",
        "      <td>-0.002382</td>\n",
        "      <td> NFLX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td> 735456</td>\n",
        "      <td>  95.27</td>\n",
        "      <td>  95.99</td>\n",
        "      <td>  96.08</td>\n",
        "      <td>  94.84</td>\n",
        "      <td>  36585000</td>\n",
        "      <td>2014-08-11</td>\n",
        "      <td>  95.636667</td>\n",
        "      <td> 0.72</td>\n",
        "      <td> 0.007528</td>\n",
        "      <td> 0.012966</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td> AAPL</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td> 735457</td>\n",
        "      <td>  96.04</td>\n",
        "      <td>  95.97</td>\n",
        "      <td>  96.88</td>\n",
        "      <td>  95.61</td>\n",
        "      <td>  33795000</td>\n",
        "      <td>2014-08-12</td>\n",
        "      <td>  96.153333</td>\n",
        "      <td>-0.07</td>\n",
        "      <td>-0.000728</td>\n",
        "      <td> 0.013208</td>\n",
        "      <td> 0.516667</td>\n",
        "      <td> 0.005373</td>\n",
        "      <td> AAPL</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td> 735458</td>\n",
        "      <td>  96.15</td>\n",
        "      <td>  97.24</td>\n",
        "      <td>  97.24</td>\n",
        "      <td>  96.04</td>\n",
        "      <td>  31916000</td>\n",
        "      <td>2014-08-13</td>\n",
        "      <td>  96.840000</td>\n",
        "      <td> 1.09</td>\n",
        "      <td> 0.011256</td>\n",
        "      <td> 0.012392</td>\n",
        "      <td> 0.686667</td>\n",
        "      <td> 0.007091</td>\n",
        "      <td> AAPL</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td> 735459</td>\n",
        "      <td>  97.33</td>\n",
        "      <td>  97.50</td>\n",
        "      <td>  97.57</td>\n",
        "      <td>  96.80</td>\n",
        "      <td>  28116000</td>\n",
        "      <td>2014-08-14</td>\n",
        "      <td>  97.290000</td>\n",
        "      <td> 0.17</td>\n",
        "      <td> 0.001747</td>\n",
        "      <td> 0.007914</td>\n",
        "      <td> 0.450000</td>\n",
        "      <td> 0.004625</td>\n",
        "      <td> AAPL</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td> 735460</td>\n",
        "      <td>  97.90</td>\n",
        "      <td>  97.98</td>\n",
        "      <td>  98.19</td>\n",
        "      <td>  96.86</td>\n",
        "      <td>  48951000</td>\n",
        "      <td>2014-08-15</td>\n",
        "      <td>  97.676667</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.000819</td>\n",
        "      <td> 0.013616</td>\n",
        "      <td> 0.386667</td>\n",
        "      <td> 0.003959</td>\n",
        "      <td> AAPL</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td> 735463</td>\n",
        "      <td>  98.49</td>\n",
        "      <td>  99.16</td>\n",
        "      <td>  99.37</td>\n",
        "      <td>  97.98</td>\n",
        "      <td>  47572000</td>\n",
        "      <td>2014-08-18</td>\n",
        "      <td>  98.836667</td>\n",
        "      <td> 0.67</td>\n",
        "      <td> 0.006779</td>\n",
        "      <td> 0.014064</td>\n",
        "      <td> 1.160000</td>\n",
        "      <td> 0.011737</td>\n",
        "      <td> AAPL</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td> 735464</td>\n",
        "      <td>  99.41</td>\n",
        "      <td> 100.53</td>\n",
        "      <td> 100.68</td>\n",
        "      <td>  99.32</td>\n",
        "      <td>  69274700</td>\n",
        "      <td>2014-08-19</td>\n",
        "      <td> 100.176667</td>\n",
        "      <td> 1.12</td>\n",
        "      <td> 0.011180</td>\n",
        "      <td> 0.013576</td>\n",
        "      <td> 1.340000</td>\n",
        "      <td> 0.013376</td>\n",
        "      <td> AAPL</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td> 735465</td>\n",
        "      <td> 100.44</td>\n",
        "      <td> 100.57</td>\n",
        "      <td> 101.09</td>\n",
        "      <td>  99.95</td>\n",
        "      <td>  52612800</td>\n",
        "      <td>2014-08-20</td>\n",
        "      <td> 100.536667</td>\n",
        "      <td> 0.13</td>\n",
        "      <td> 0.001293</td>\n",
        "      <td> 0.011339</td>\n",
        "      <td> 0.360000</td>\n",
        "      <td> 0.003581</td>\n",
        "      <td> AAPL</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td> 735466</td>\n",
        "      <td> 100.57</td>\n",
        "      <td> 100.58</td>\n",
        "      <td> 100.94</td>\n",
        "      <td> 100.11</td>\n",
        "      <td>  33421900</td>\n",
        "      <td>2014-08-21</td>\n",
        "      <td> 100.543333</td>\n",
        "      <td> 0.01</td>\n",
        "      <td> 0.000099</td>\n",
        "      <td> 0.008255</td>\n",
        "      <td> 0.006667</td>\n",
        "      <td> 0.000066</td>\n",
        "      <td> AAPL</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td> 735467</td>\n",
        "      <td> 100.29</td>\n",
        "      <td> 101.32</td>\n",
        "      <td> 101.47</td>\n",
        "      <td> 100.19</td>\n",
        "      <td>  44102400</td>\n",
        "      <td>2014-08-22</td>\n",
        "      <td> 100.993333</td>\n",
        "      <td> 1.03</td>\n",
        "      <td> 0.010199</td>\n",
        "      <td> 0.012674</td>\n",
        "      <td> 0.450000</td>\n",
        "      <td> 0.004456</td>\n",
        "      <td> AAPL</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td> 735470</td>\n",
        "      <td> 101.79</td>\n",
        "      <td> 101.54</td>\n",
        "      <td> 102.17</td>\n",
        "      <td> 101.28</td>\n",
        "      <td>  40144700</td>\n",
        "      <td>2014-08-25</td>\n",
        "      <td> 101.663333</td>\n",
        "      <td>-0.25</td>\n",
        "      <td>-0.002459</td>\n",
        "      <td> 0.008754</td>\n",
        "      <td> 0.670000</td>\n",
        "      <td> 0.006590</td>\n",
        "      <td> AAPL</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td> 735471</td>\n",
        "      <td> 101.42</td>\n",
        "      <td> 100.89</td>\n",
        "      <td> 101.50</td>\n",
        "      <td> 100.86</td>\n",
        "      <td>  33119800</td>\n",
        "      <td>2014-08-26</td>\n",
        "      <td> 101.083333</td>\n",
        "      <td>-0.53</td>\n",
        "      <td>-0.005243</td>\n",
        "      <td> 0.006331</td>\n",
        "      <td>-0.580000</td>\n",
        "      <td>-0.005738</td>\n",
        "      <td> AAPL</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td> 735472</td>\n",
        "      <td> 101.02</td>\n",
        "      <td> 102.13</td>\n",
        "      <td> 102.57</td>\n",
        "      <td> 100.70</td>\n",
        "      <td>  46827400</td>\n",
        "      <td>2014-08-27</td>\n",
        "      <td> 101.800000</td>\n",
        "      <td> 1.11</td>\n",
        "      <td> 0.010904</td>\n",
        "      <td> 0.018369</td>\n",
        "      <td> 0.716667</td>\n",
        "      <td> 0.007040</td>\n",
        "      <td> AAPL</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td> 735473</td>\n",
        "      <td> 101.59</td>\n",
        "      <td> 102.25</td>\n",
        "      <td> 102.78</td>\n",
        "      <td> 101.56</td>\n",
        "      <td>  68389800</td>\n",
        "      <td>2014-08-28</td>\n",
        "      <td> 102.196667</td>\n",
        "      <td> 0.66</td>\n",
        "      <td> 0.006458</td>\n",
        "      <td> 0.011938</td>\n",
        "      <td> 0.396667</td>\n",
        "      <td> 0.003881</td>\n",
        "      <td> AAPL</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td> 735474</td>\n",
        "      <td> 102.86</td>\n",
        "      <td> 102.50</td>\n",
        "      <td> 102.90</td>\n",
        "      <td> 102.20</td>\n",
        "      <td>  44567000</td>\n",
        "      <td>2014-08-29</td>\n",
        "      <td> 102.533333</td>\n",
        "      <td>-0.36</td>\n",
        "      <td>-0.003511</td>\n",
        "      <td> 0.006827</td>\n",
        "      <td> 0.336667</td>\n",
        "      <td> 0.003283</td>\n",
        "      <td> AAPL</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td> 735478</td>\n",
        "      <td> 103.06</td>\n",
        "      <td> 103.30</td>\n",
        "      <td> 103.74</td>\n",
        "      <td> 102.72</td>\n",
        "      <td>  53491400</td>\n",
        "      <td>2014-09-02</td>\n",
        "      <td> 103.253333</td>\n",
        "      <td> 0.24</td>\n",
        "      <td> 0.002324</td>\n",
        "      <td> 0.009879</td>\n",
        "      <td> 0.720000</td>\n",
        "      <td> 0.006973</td>\n",
        "      <td> AAPL</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td> 735479</td>\n",
        "      <td> 103.10</td>\n",
        "      <td>  98.94</td>\n",
        "      <td> 103.20</td>\n",
        "      <td>  98.58</td>\n",
        "      <td> 125233100</td>\n",
        "      <td>2014-09-03</td>\n",
        "      <td> 100.240000</td>\n",
        "      <td>-4.16</td>\n",
        "      <td>-0.041500</td>\n",
        "      <td> 0.046089</td>\n",
        "      <td>-3.013333</td>\n",
        "      <td>-0.030061</td>\n",
        "      <td> AAPL</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td> 735480</td>\n",
        "      <td>  98.85</td>\n",
        "      <td>  98.12</td>\n",
        "      <td> 100.09</td>\n",
        "      <td>  97.79</td>\n",
        "      <td>  85594800</td>\n",
        "      <td>2014-09-04</td>\n",
        "      <td>  98.666667</td>\n",
        "      <td>-0.73</td>\n",
        "      <td>-0.007399</td>\n",
        "      <td> 0.023311</td>\n",
        "      <td>-1.573333</td>\n",
        "      <td>-0.015946</td>\n",
        "      <td> AAPL</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td> 735481</td>\n",
        "      <td>  98.80</td>\n",
        "      <td>  98.97</td>\n",
        "      <td>  99.39</td>\n",
        "      <td>  98.31</td>\n",
        "      <td>  58353200</td>\n",
        "      <td>2014-09-05</td>\n",
        "      <td>  98.890000</td>\n",
        "      <td> 0.17</td>\n",
        "      <td> 0.001719</td>\n",
        "      <td> 0.010921</td>\n",
        "      <td> 0.223333</td>\n",
        "      <td> 0.002258</td>\n",
        "      <td> AAPL</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td> 735456</td>\n",
        "      <td>  12.58</td>\n",
        "      <td>  12.48</td>\n",
        "      <td>  12.68</td>\n",
        "      <td>  12.46</td>\n",
        "      <td>    624200</td>\n",
        "      <td>2014-08-11</td>\n",
        "      <td>  12.540000</td>\n",
        "      <td>-0.10</td>\n",
        "      <td>-0.007974</td>\n",
        "      <td> 0.017544</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td>  NYT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td> 735457</td>\n",
        "      <td>  12.39</td>\n",
        "      <td>  12.26</td>\n",
        "      <td>  12.50</td>\n",
        "      <td>  12.18</td>\n",
        "      <td>    704400</td>\n",
        "      <td>2014-08-12</td>\n",
        "      <td>  12.313333</td>\n",
        "      <td>-0.13</td>\n",
        "      <td>-0.010558</td>\n",
        "      <td> 0.025988</td>\n",
        "      <td>-0.226667</td>\n",
        "      <td>-0.018408</td>\n",
        "      <td>  NYT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td> 735458</td>\n",
        "      <td>  12.27</td>\n",
        "      <td>  12.26</td>\n",
        "      <td>  12.33</td>\n",
        "      <td>  12.23</td>\n",
        "      <td>    593000</td>\n",
        "      <td>2014-08-13</td>\n",
        "      <td>  12.273333</td>\n",
        "      <td>-0.01</td>\n",
        "      <td>-0.000815</td>\n",
        "      <td> 0.008148</td>\n",
        "      <td>-0.040000</td>\n",
        "      <td>-0.003259</td>\n",
        "      <td>  NYT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td> 735459</td>\n",
        "      <td>  12.25</td>\n",
        "      <td>  12.27</td>\n",
        "      <td>  12.35</td>\n",
        "      <td>  12.16</td>\n",
        "      <td>    514800</td>\n",
        "      <td>2014-08-14</td>\n",
        "      <td>  12.260000</td>\n",
        "      <td> 0.02</td>\n",
        "      <td> 0.001631</td>\n",
        "      <td> 0.015498</td>\n",
        "      <td>-0.013333</td>\n",
        "      <td>-0.001088</td>\n",
        "      <td>  NYT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td> 735460</td>\n",
        "      <td>  12.41</td>\n",
        "      <td>  12.27</td>\n",
        "      <td>  12.41</td>\n",
        "      <td>  12.06</td>\n",
        "      <td>    688600</td>\n",
        "      <td>2014-08-15</td>\n",
        "      <td>  12.246667</td>\n",
        "      <td>-0.14</td>\n",
        "      <td>-0.011432</td>\n",
        "      <td> 0.028579</td>\n",
        "      <td>-0.013333</td>\n",
        "      <td>-0.001089</td>\n",
        "      <td>  NYT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td> 735463</td>\n",
        "      <td>  12.42</td>\n",
        "      <td>  12.38</td>\n",
        "      <td>  12.47</td>\n",
        "      <td>  12.34</td>\n",
        "      <td>    548200</td>\n",
        "      <td>2014-08-18</td>\n",
        "      <td>  12.396667</td>\n",
        "      <td>-0.04</td>\n",
        "      <td>-0.003227</td>\n",
        "      <td> 0.010487</td>\n",
        "      <td> 0.150000</td>\n",
        "      <td> 0.012100</td>\n",
        "      <td>  NYT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td> 735464</td>\n",
        "      <td>  12.38</td>\n",
        "      <td>  12.29</td>\n",
        "      <td>  12.44</td>\n",
        "      <td>  12.27</td>\n",
        "      <td>    412100</td>\n",
        "      <td>2014-08-19</td>\n",
        "      <td>  12.333333</td>\n",
        "      <td>-0.09</td>\n",
        "      <td>-0.007297</td>\n",
        "      <td> 0.013784</td>\n",
        "      <td>-0.063333</td>\n",
        "      <td>-0.005135</td>\n",
        "      <td>  NYT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td> 735465</td>\n",
        "      <td>  12.25</td>\n",
        "      <td>  12.29</td>\n",
        "      <td>  12.33</td>\n",
        "      <td>  12.20</td>\n",
        "      <td>    426200</td>\n",
        "      <td>2014-08-20</td>\n",
        "      <td>  12.273333</td>\n",
        "      <td> 0.04</td>\n",
        "      <td> 0.003259</td>\n",
        "      <td> 0.010592</td>\n",
        "      <td>-0.060000</td>\n",
        "      <td>-0.004889</td>\n",
        "      <td>  NYT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td> 735466</td>\n",
        "      <td>  12.27</td>\n",
        "      <td>  12.41</td>\n",
        "      <td>  12.45</td>\n",
        "      <td>  12.24</td>\n",
        "      <td>    664100</td>\n",
        "      <td>2014-08-21</td>\n",
        "      <td>  12.366667</td>\n",
        "      <td> 0.14</td>\n",
        "      <td> 0.011321</td>\n",
        "      <td> 0.016981</td>\n",
        "      <td> 0.093333</td>\n",
        "      <td> 0.007547</td>\n",
        "      <td>  NYT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td> 735467</td>\n",
        "      <td>  12.41</td>\n",
        "      <td>  12.38</td>\n",
        "      <td>  12.46</td>\n",
        "      <td>  12.32</td>\n",
        "      <td>    556300</td>\n",
        "      <td>2014-08-22</td>\n",
        "      <td>  12.386667</td>\n",
        "      <td>-0.03</td>\n",
        "      <td>-0.002422</td>\n",
        "      <td> 0.011302</td>\n",
        "      <td> 0.020000</td>\n",
        "      <td> 0.001615</td>\n",
        "      <td>  NYT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td> 735470</td>\n",
        "      <td>  12.44</td>\n",
        "      <td>  12.32</td>\n",
        "      <td>  12.46</td>\n",
        "      <td>  12.24</td>\n",
        "      <td>    350900</td>\n",
        "      <td>2014-08-25</td>\n",
        "      <td>  12.340000</td>\n",
        "      <td>-0.12</td>\n",
        "      <td>-0.009724</td>\n",
        "      <td> 0.017828</td>\n",
        "      <td>-0.046667</td>\n",
        "      <td>-0.003782</td>\n",
        "      <td>  NYT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td> 735471</td>\n",
        "      <td>  12.34</td>\n",
        "      <td>  12.39</td>\n",
        "      <td>  12.42</td>\n",
        "      <td>  12.27</td>\n",
        "      <td>    532000</td>\n",
        "      <td>2014-08-26</td>\n",
        "      <td>  12.360000</td>\n",
        "      <td> 0.05</td>\n",
        "      <td> 0.004045</td>\n",
        "      <td> 0.012136</td>\n",
        "      <td> 0.020000</td>\n",
        "      <td> 0.001618</td>\n",
        "      <td>  NYT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td> 735472</td>\n",
        "      <td>  12.40</td>\n",
        "      <td>  12.40</td>\n",
        "      <td>  12.44</td>\n",
        "      <td>  12.35</td>\n",
        "      <td>    586200</td>\n",
        "      <td>2014-08-27</td>\n",
        "      <td>  12.396667</td>\n",
        "      <td> 0.00</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td> 0.007260</td>\n",
        "      <td> 0.036667</td>\n",
        "      <td> 0.002958</td>\n",
        "      <td>  NYT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td> 735473</td>\n",
        "      <td>  12.33</td>\n",
        "      <td>  12.35</td>\n",
        "      <td>  12.41</td>\n",
        "      <td>  12.25</td>\n",
        "      <td>    469100</td>\n",
        "      <td>2014-08-28</td>\n",
        "      <td>  12.336667</td>\n",
        "      <td> 0.02</td>\n",
        "      <td> 0.001621</td>\n",
        "      <td> 0.012969</td>\n",
        "      <td>-0.060000</td>\n",
        "      <td>-0.004864</td>\n",
        "      <td>  NYT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td> 735474</td>\n",
        "      <td>  12.36</td>\n",
        "      <td>  12.38</td>\n",
        "      <td>  12.41</td>\n",
        "      <td>  12.17</td>\n",
        "      <td>    342000</td>\n",
        "      <td>2014-08-29</td>\n",
        "      <td>  12.320000</td>\n",
        "      <td> 0.02</td>\n",
        "      <td> 0.001623</td>\n",
        "      <td> 0.019481</td>\n",
        "      <td>-0.016667</td>\n",
        "      <td>-0.001353</td>\n",
        "      <td>  NYT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td> 735478</td>\n",
        "      <td>  12.37</td>\n",
        "      <td>  12.33</td>\n",
        "      <td>  12.45</td>\n",
        "      <td>  12.19</td>\n",
        "      <td>    810500</td>\n",
        "      <td>2014-09-02</td>\n",
        "      <td>  12.323333</td>\n",
        "      <td>-0.04</td>\n",
        "      <td>-0.003246</td>\n",
        "      <td> 0.021098</td>\n",
        "      <td> 0.003333</td>\n",
        "      <td> 0.000270</td>\n",
        "      <td>  NYT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td> 735479</td>\n",
        "      <td>  12.38</td>\n",
        "      <td>  12.33</td>\n",
        "      <td>  12.43</td>\n",
        "      <td>  12.29</td>\n",
        "      <td>    968100</td>\n",
        "      <td>2014-09-03</td>\n",
        "      <td>  12.350000</td>\n",
        "      <td>-0.05</td>\n",
        "      <td>-0.004049</td>\n",
        "      <td> 0.011336</td>\n",
        "      <td> 0.026667</td>\n",
        "      <td> 0.002159</td>\n",
        "      <td>  NYT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td> 735480</td>\n",
        "      <td>  12.38</td>\n",
        "      <td>  12.35</td>\n",
        "      <td>  12.46</td>\n",
        "      <td>  12.26</td>\n",
        "      <td>    750900</td>\n",
        "      <td>2014-09-04</td>\n",
        "      <td>  12.356667</td>\n",
        "      <td>-0.03</td>\n",
        "      <td>-0.002428</td>\n",
        "      <td> 0.016186</td>\n",
        "      <td> 0.006667</td>\n",
        "      <td> 0.000540</td>\n",
        "      <td>  NYT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td> 735481</td>\n",
        "      <td>  12.31</td>\n",
        "      <td>  12.37</td>\n",
        "      <td>  12.45</td>\n",
        "      <td>  12.27</td>\n",
        "      <td>    559800</td>\n",
        "      <td>2014-09-05</td>\n",
        "      <td>  12.363333</td>\n",
        "      <td> 0.06</td>\n",
        "      <td> 0.004853</td>\n",
        "      <td> 0.014559</td>\n",
        "      <td> 0.006667</td>\n",
        "      <td> 0.000539</td>\n",
        "      <td>  NYT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td> 735456</td>\n",
        "      <td>  73.46</td>\n",
        "      <td>  73.44</td>\n",
        "      <td>  73.91</td>\n",
        "      <td>  73.06</td>\n",
        "      <td>  24591000</td>\n",
        "      <td>2014-08-11</td>\n",
        "      <td>  73.470000</td>\n",
        "      <td>-0.02</td>\n",
        "      <td>-0.000272</td>\n",
        "      <td> 0.011569</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td>   FB</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td> 735457</td>\n",
        "      <td>  73.09</td>\n",
        "      <td>  72.83</td>\n",
        "      <td>  73.33</td>\n",
        "      <td>  72.22</td>\n",
        "      <td>  27419000</td>\n",
        "      <td>2014-08-12</td>\n",
        "      <td>  72.793333</td>\n",
        "      <td>-0.26</td>\n",
        "      <td>-0.003572</td>\n",
        "      <td> 0.015249</td>\n",
        "      <td>-0.676667</td>\n",
        "      <td>-0.009296</td>\n",
        "      <td>   FB</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td> 735458</td>\n",
        "      <td>  73.12</td>\n",
        "      <td>  73.77</td>\n",
        "      <td>  74.25</td>\n",
        "      <td>  73.05</td>\n",
        "      <td>  29198500</td>\n",
        "      <td>2014-08-13</td>\n",
        "      <td>  73.690000</td>\n",
        "      <td> 0.65</td>\n",
        "      <td> 0.008821</td>\n",
        "      <td> 0.016284</td>\n",
        "      <td> 0.896667</td>\n",
        "      <td> 0.012168</td>\n",
        "      <td>   FB</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th></th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>950 rows \u00d7 14 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 12,
       "text": [
        "    n_date    open   close    high     low     volume       date     average  \\\n",
        "0   735456  449.22  451.54  457.65  448.71    1892400 2014-08-11  452.633333   \n",
        "1   735457  451.35  446.41  453.00  443.41    1549300 2014-08-12  447.606667   \n",
        "2   735458  448.60  451.53  454.22  446.82    1294000 2014-08-13  450.856667   \n",
        "3   735459  452.21  450.87  455.00  448.22     951500 2014-08-14  451.363333   \n",
        "4   735460  451.49  459.09  462.00  448.60    3148100 2014-08-15  456.563333   \n",
        "5   735463  462.06  466.00  469.50  461.25    1928000 2014-08-18  465.583333   \n",
        "6   735464  467.09  468.15  470.50  462.43    1556800 2014-08-19  467.026667   \n",
        "7   735465  467.00  472.19  473.75  464.54    1737700 2014-08-20  470.160000   \n",
        "8   735466  471.28  472.05  476.15  467.67    1678100 2014-08-21  471.956667   \n",
        "9   735467  470.94  479.19  479.55  470.05    1962200 2014-08-22  476.263333   \n",
        "10  735470  481.55  480.93  485.30  477.53    1926400 2014-08-25  481.253333   \n",
        "11  735471  478.50  479.36  481.85  474.55    1448200 2014-08-26  478.586667   \n",
        "12  735472  479.40  474.70  480.25  473.63    1484900 2014-08-27  476.193333   \n",
        "13  735473  472.65  475.21  477.48  470.81    1083500 2014-08-28  474.500000   \n",
        "14  735474  476.85  477.64  480.50  474.14    1405500 2014-08-29  477.426667   \n",
        "15  735478  478.50  476.60  478.79  474.59    1258100 2014-09-02  476.660000   \n",
        "16  735479  480.52  477.39  487.60  476.53    2317000 2014-09-03  480.506667   \n",
        "17  735480  479.11  472.67  481.69  472.13    1708400 2014-09-04  475.496667   \n",
        "18  735481  473.23  475.68  477.35  470.07    1707600 2014-09-05  474.366667   \n",
        "0   735456   95.27   95.99   96.08   94.84   36585000 2014-08-11   95.636667   \n",
        "1   735457   96.04   95.97   96.88   95.61   33795000 2014-08-12   96.153333   \n",
        "2   735458   96.15   97.24   97.24   96.04   31916000 2014-08-13   96.840000   \n",
        "3   735459   97.33   97.50   97.57   96.80   28116000 2014-08-14   97.290000   \n",
        "4   735460   97.90   97.98   98.19   96.86   48951000 2014-08-15   97.676667   \n",
        "5   735463   98.49   99.16   99.37   97.98   47572000 2014-08-18   98.836667   \n",
        "6   735464   99.41  100.53  100.68   99.32   69274700 2014-08-19  100.176667   \n",
        "7   735465  100.44  100.57  101.09   99.95   52612800 2014-08-20  100.536667   \n",
        "8   735466  100.57  100.58  100.94  100.11   33421900 2014-08-21  100.543333   \n",
        "9   735467  100.29  101.32  101.47  100.19   44102400 2014-08-22  100.993333   \n",
        "10  735470  101.79  101.54  102.17  101.28   40144700 2014-08-25  101.663333   \n",
        "11  735471  101.42  100.89  101.50  100.86   33119800 2014-08-26  101.083333   \n",
        "12  735472  101.02  102.13  102.57  100.70   46827400 2014-08-27  101.800000   \n",
        "13  735473  101.59  102.25  102.78  101.56   68389800 2014-08-28  102.196667   \n",
        "14  735474  102.86  102.50  102.90  102.20   44567000 2014-08-29  102.533333   \n",
        "15  735478  103.06  103.30  103.74  102.72   53491400 2014-09-02  103.253333   \n",
        "16  735479  103.10   98.94  103.20   98.58  125233100 2014-09-03  100.240000   \n",
        "17  735480   98.85   98.12  100.09   97.79   85594800 2014-09-04   98.666667   \n",
        "18  735481   98.80   98.97   99.39   98.31   58353200 2014-09-05   98.890000   \n",
        "0   735456   12.58   12.48   12.68   12.46     624200 2014-08-11   12.540000   \n",
        "1   735457   12.39   12.26   12.50   12.18     704400 2014-08-12   12.313333   \n",
        "2   735458   12.27   12.26   12.33   12.23     593000 2014-08-13   12.273333   \n",
        "3   735459   12.25   12.27   12.35   12.16     514800 2014-08-14   12.260000   \n",
        "4   735460   12.41   12.27   12.41   12.06     688600 2014-08-15   12.246667   \n",
        "5   735463   12.42   12.38   12.47   12.34     548200 2014-08-18   12.396667   \n",
        "6   735464   12.38   12.29   12.44   12.27     412100 2014-08-19   12.333333   \n",
        "7   735465   12.25   12.29   12.33   12.20     426200 2014-08-20   12.273333   \n",
        "8   735466   12.27   12.41   12.45   12.24     664100 2014-08-21   12.366667   \n",
        "9   735467   12.41   12.38   12.46   12.32     556300 2014-08-22   12.386667   \n",
        "10  735470   12.44   12.32   12.46   12.24     350900 2014-08-25   12.340000   \n",
        "11  735471   12.34   12.39   12.42   12.27     532000 2014-08-26   12.360000   \n",
        "12  735472   12.40   12.40   12.44   12.35     586200 2014-08-27   12.396667   \n",
        "13  735473   12.33   12.35   12.41   12.25     469100 2014-08-28   12.336667   \n",
        "14  735474   12.36   12.38   12.41   12.17     342000 2014-08-29   12.320000   \n",
        "15  735478   12.37   12.33   12.45   12.19     810500 2014-09-02   12.323333   \n",
        "16  735479   12.38   12.33   12.43   12.29     968100 2014-09-03   12.350000   \n",
        "17  735480   12.38   12.35   12.46   12.26     750900 2014-09-04   12.356667   \n",
        "18  735481   12.31   12.37   12.45   12.27     559800 2014-09-05   12.363333   \n",
        "0   735456   73.46   73.44   73.91   73.06   24591000 2014-08-11   73.470000   \n",
        "1   735457   73.09   72.83   73.33   72.22   27419000 2014-08-12   72.793333   \n",
        "2   735458   73.12   73.77   74.25   73.05   29198500 2014-08-13   73.690000   \n",
        "       ...     ...     ...     ...     ...        ...        ...         ...   \n",
        "\n",
        "    change_amount  change_per     range  change_1_amount  change_1_per symbol  \n",
        "0            2.32    0.005126  0.019751         0.000000      0.000000   NFLX  \n",
        "1           -4.94   -0.011036  0.021425        -5.026667     -0.011230   NFLX  \n",
        "2            2.93    0.006499  0.016413         3.250000      0.007208   NFLX  \n",
        "3           -1.34   -0.002969  0.015021         0.506667      0.001123   NFLX  \n",
        "4            7.60    0.016646  0.029350         5.200000      0.011389   NFLX  \n",
        "5            3.94    0.008463  0.017720         9.020000      0.019374   NFLX  \n",
        "6            1.06    0.002270  0.017280         1.443333      0.003090   NFLX  \n",
        "7            5.19    0.011039  0.019589         3.133333      0.006664   NFLX  \n",
        "8            0.77    0.001632  0.017968         1.796667      0.003807   NFLX  \n",
        "9            8.25    0.017322  0.019947         4.306667      0.009043   NFLX  \n",
        "10          -0.62   -0.001288  0.016145         4.990000      0.010369   NFLX  \n",
        "11           0.86    0.001797  0.015253        -2.666667     -0.005572   NFLX  \n",
        "12          -4.70   -0.009870  0.013902        -2.393333     -0.005026   NFLX  \n",
        "13           2.56    0.005395  0.014057        -1.693333     -0.003569   NFLX  \n",
        "14           0.79    0.001655  0.013321         2.926667      0.006130   NFLX  \n",
        "15          -1.90   -0.003986  0.008811        -0.766667     -0.001608   NFLX  \n",
        "16          -3.13   -0.006514  0.023038         3.846667      0.008005   NFLX  \n",
        "17          -6.44   -0.013544  0.020105        -5.010000     -0.010536   NFLX  \n",
        "18           2.45    0.005165  0.015347        -1.130000     -0.002382   NFLX  \n",
        "0            0.72    0.007528  0.012966         0.000000      0.000000   AAPL  \n",
        "1           -0.07   -0.000728  0.013208         0.516667      0.005373   AAPL  \n",
        "2            1.09    0.011256  0.012392         0.686667      0.007091   AAPL  \n",
        "3            0.17    0.001747  0.007914         0.450000      0.004625   AAPL  \n",
        "4            0.08    0.000819  0.013616         0.386667      0.003959   AAPL  \n",
        "5            0.67    0.006779  0.014064         1.160000      0.011737   AAPL  \n",
        "6            1.12    0.011180  0.013576         1.340000      0.013376   AAPL  \n",
        "7            0.13    0.001293  0.011339         0.360000      0.003581   AAPL  \n",
        "8            0.01    0.000099  0.008255         0.006667      0.000066   AAPL  \n",
        "9            1.03    0.010199  0.012674         0.450000      0.004456   AAPL  \n",
        "10          -0.25   -0.002459  0.008754         0.670000      0.006590   AAPL  \n",
        "11          -0.53   -0.005243  0.006331        -0.580000     -0.005738   AAPL  \n",
        "12           1.11    0.010904  0.018369         0.716667      0.007040   AAPL  \n",
        "13           0.66    0.006458  0.011938         0.396667      0.003881   AAPL  \n",
        "14          -0.36   -0.003511  0.006827         0.336667      0.003283   AAPL  \n",
        "15           0.24    0.002324  0.009879         0.720000      0.006973   AAPL  \n",
        "16          -4.16   -0.041500  0.046089        -3.013333     -0.030061   AAPL  \n",
        "17          -0.73   -0.007399  0.023311        -1.573333     -0.015946   AAPL  \n",
        "18           0.17    0.001719  0.010921         0.223333      0.002258   AAPL  \n",
        "0           -0.10   -0.007974  0.017544         0.000000      0.000000    NYT  \n",
        "1           -0.13   -0.010558  0.025988        -0.226667     -0.018408    NYT  \n",
        "2           -0.01   -0.000815  0.008148        -0.040000     -0.003259    NYT  \n",
        "3            0.02    0.001631  0.015498        -0.013333     -0.001088    NYT  \n",
        "4           -0.14   -0.011432  0.028579        -0.013333     -0.001089    NYT  \n",
        "5           -0.04   -0.003227  0.010487         0.150000      0.012100    NYT  \n",
        "6           -0.09   -0.007297  0.013784        -0.063333     -0.005135    NYT  \n",
        "7            0.04    0.003259  0.010592        -0.060000     -0.004889    NYT  \n",
        "8            0.14    0.011321  0.016981         0.093333      0.007547    NYT  \n",
        "9           -0.03   -0.002422  0.011302         0.020000      0.001615    NYT  \n",
        "10          -0.12   -0.009724  0.017828        -0.046667     -0.003782    NYT  \n",
        "11           0.05    0.004045  0.012136         0.020000      0.001618    NYT  \n",
        "12           0.00    0.000000  0.007260         0.036667      0.002958    NYT  \n",
        "13           0.02    0.001621  0.012969        -0.060000     -0.004864    NYT  \n",
        "14           0.02    0.001623  0.019481        -0.016667     -0.001353    NYT  \n",
        "15          -0.04   -0.003246  0.021098         0.003333      0.000270    NYT  \n",
        "16          -0.05   -0.004049  0.011336         0.026667      0.002159    NYT  \n",
        "17          -0.03   -0.002428  0.016186         0.006667      0.000540    NYT  \n",
        "18           0.06    0.004853  0.014559         0.006667      0.000539    NYT  \n",
        "0           -0.02   -0.000272  0.011569         0.000000      0.000000     FB  \n",
        "1           -0.26   -0.003572  0.015249        -0.676667     -0.009296     FB  \n",
        "2            0.65    0.008821  0.016284         0.896667      0.012168     FB  \n",
        "              ...         ...       ...              ...           ...    ...  \n",
        "\n",
        "[950 rows x 14 columns]"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Visualizing Change"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize=(10,6))\n",
      "axes = fig.add_subplot(111)\n",
      "for symbol in stocks_df[\"symbol\"].unique():\n",
      "    x = stocks_df[stocks_df[\"symbol\"] == symbol][\"n_date\"]\n",
      "    y = stocks_df[stocks_df[\"symbol\"] == symbol][\"change_1_per\"]\n",
      "    \n",
      "    axes.plot_date(x=x, y=y, fmt=\"-\", alpha=0.2, linewidth=2)\n",
      "    \n",
      "    axes.xaxis_date()\n",
      "    plt.gcf().autofmt_xdate()\n",
      "\n",
      "plt.grid()\n",
      "plt.show();"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAl0AAAFuCAYAAAC7hK21AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQgghAUCDLkIIIYSQAPh/5q89N6uoYIcAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6c84655990>"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Finding Similar Stocks"
     ]
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Preparing Data for Clustering"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def pivot_data(stocks_df, values=\"change_1_per\"):\n",
      "    clustering_data = stocks_df.pivot(index=\"symbol\", columns=\"n_date\", values=values)\n",
      "    return clustering_data\n",
      "clustering_data = pivot_data(stocks_df, values=\"change_1_per\")\n",
      "clustering_data"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th>n_date</th>\n",
        "      <th>735456</th>\n",
        "      <th>735457</th>\n",
        "      <th>735458</th>\n",
        "      <th>735459</th>\n",
        "      <th>735460</th>\n",
        "      <th>735463</th>\n",
        "      <th>735464</th>\n",
        "      <th>735465</th>\n",
        "      <th>735466</th>\n",
        "      <th>735467</th>\n",
        "      <th>735470</th>\n",
        "      <th>735471</th>\n",
        "      <th>735472</th>\n",
        "      <th>735473</th>\n",
        "      <th>735474</th>\n",
        "      <th>735478</th>\n",
        "      <th>735479</th>\n",
        "      <th>735480</th>\n",
        "      <th>735481</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>symbol</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>AAPL</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.005373</td>\n",
        "      <td> 0.007091</td>\n",
        "      <td> 0.004625</td>\n",
        "      <td> 0.003959</td>\n",
        "      <td> 0.011737</td>\n",
        "      <td> 0.013376</td>\n",
        "      <td> 0.003581</td>\n",
        "      <td> 0.000066</td>\n",
        "      <td> 0.004456</td>\n",
        "      <td> 0.006590</td>\n",
        "      <td>-0.005738</td>\n",
        "      <td> 0.007040</td>\n",
        "      <td> 0.003881</td>\n",
        "      <td> 0.003283</td>\n",
        "      <td> 0.006973</td>\n",
        "      <td>-0.030061</td>\n",
        "      <td>-0.015946</td>\n",
        "      <td> 0.002258</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ADBE</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.002185</td>\n",
        "      <td> 0.010283</td>\n",
        "      <td> 0.007582</td>\n",
        "      <td> 0.004037</td>\n",
        "      <td> 0.009363</td>\n",
        "      <td> 0.012268</td>\n",
        "      <td>-0.006643</td>\n",
        "      <td> 0.003217</td>\n",
        "      <td> 0.006578</td>\n",
        "      <td> 0.000648</td>\n",
        "      <td>-0.003437</td>\n",
        "      <td>-0.001256</td>\n",
        "      <td>-0.004954</td>\n",
        "      <td> 0.006732</td>\n",
        "      <td> 0.005219</td>\n",
        "      <td> 0.003177</td>\n",
        "      <td> 0.003212</td>\n",
        "      <td> 0.003430</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ADSK</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.004898</td>\n",
        "      <td> 0.017504</td>\n",
        "      <td> 0.013646</td>\n",
        "      <td>-0.033605</td>\n",
        "      <td>-0.015570</td>\n",
        "      <td> 0.004711</td>\n",
        "      <td>-0.004108</td>\n",
        "      <td> 0.003350</td>\n",
        "      <td>-0.002924</td>\n",
        "      <td>-0.001059</td>\n",
        "      <td> 0.010964</td>\n",
        "      <td>-0.002099</td>\n",
        "      <td>-0.002661</td>\n",
        "      <td>-0.000619</td>\n",
        "      <td>-0.007361</td>\n",
        "      <td> 0.011897</td>\n",
        "      <td> 0.007039</td>\n",
        "      <td>-0.006158</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>AMZN</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.002078</td>\n",
        "      <td> 0.026988</td>\n",
        "      <td> 0.009929</td>\n",
        "      <td> 0.002949</td>\n",
        "      <td> 0.009095</td>\n",
        "      <td>-0.002142</td>\n",
        "      <td> 0.002989</td>\n",
        "      <td>-0.005231</td>\n",
        "      <td>-0.005269</td>\n",
        "      <td> 0.007005</td>\n",
        "      <td> 0.016890</td>\n",
        "      <td> 0.010134</td>\n",
        "      <td>-0.010366</td>\n",
        "      <td>-0.002032</td>\n",
        "      <td> 0.003425</td>\n",
        "      <td>-0.002177</td>\n",
        "      <td> 0.018375</td>\n",
        "      <td>-0.003090</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>BBRY</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.006726</td>\n",
        "      <td>-0.002840</td>\n",
        "      <td> 0.009494</td>\n",
        "      <td> 0.010783</td>\n",
        "      <td> 0.014736</td>\n",
        "      <td> 0.009504</td>\n",
        "      <td> 0.027402</td>\n",
        "      <td>-0.013043</td>\n",
        "      <td>-0.004030</td>\n",
        "      <td> 0.007333</td>\n",
        "      <td> 0.003322</td>\n",
        "      <td> 0.018265</td>\n",
        "      <td> 0.001628</td>\n",
        "      <td> 0.000651</td>\n",
        "      <td> 0.012849</td>\n",
        "      <td> 0.032027</td>\n",
        "      <td>-0.009733</td>\n",
        "      <td>-0.009189</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>BKS</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.004016</td>\n",
        "      <td> 0.001040</td>\n",
        "      <td> 0.009566</td>\n",
        "      <td>-0.002360</td>\n",
        "      <td> 0.014967</td>\n",
        "      <td> 0.008071</td>\n",
        "      <td>-0.018048</td>\n",
        "      <td>-0.007093</td>\n",
        "      <td> 0.002947</td>\n",
        "      <td>-0.008769</td>\n",
        "      <td> 0.013200</td>\n",
        "      <td> 0.027528</td>\n",
        "      <td> 0.008626</td>\n",
        "      <td> 0.001553</td>\n",
        "      <td>-0.010558</td>\n",
        "      <td> 0.016419</td>\n",
        "      <td> 0.002240</td>\n",
        "      <td>-0.004501</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>BP</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.001125</td>\n",
        "      <td>-0.005802</td>\n",
        "      <td> 0.005278</td>\n",
        "      <td>-0.000775</td>\n",
        "      <td> 0.009557</td>\n",
        "      <td> 0.007821</td>\n",
        "      <td>-0.000138</td>\n",
        "      <td> 0.001797</td>\n",
        "      <td>-0.001661</td>\n",
        "      <td> 0.006054</td>\n",
        "      <td>-0.004214</td>\n",
        "      <td> 0.002206</td>\n",
        "      <td>-0.007850</td>\n",
        "      <td>-0.002996</td>\n",
        "      <td>-0.011132</td>\n",
        "      <td> 0.010251</td>\n",
        "      <td>-0.041773</td>\n",
        "      <td>-0.001601</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>CAJ</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.002323</td>\n",
        "      <td> 0.003221</td>\n",
        "      <td> 0.004908</td>\n",
        "      <td> 0.000501</td>\n",
        "      <td>-0.000501</td>\n",
        "      <td> 0.001900</td>\n",
        "      <td>-0.008164</td>\n",
        "      <td>-0.000403</td>\n",
        "      <td>-0.007006</td>\n",
        "      <td>-0.000102</td>\n",
        "      <td> 0.003441</td>\n",
        "      <td>-0.002638</td>\n",
        "      <td> 0.000608</td>\n",
        "      <td>-0.004584</td>\n",
        "      <td> 0.003351</td>\n",
        "      <td> 0.003541</td>\n",
        "      <td> 0.006134</td>\n",
        "      <td>-0.002217</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>CAT</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.001084</td>\n",
        "      <td> 0.004349</td>\n",
        "      <td> 0.005242</td>\n",
        "      <td> 0.002017</td>\n",
        "      <td> 0.009583</td>\n",
        "      <td> 0.004691</td>\n",
        "      <td> 0.003653</td>\n",
        "      <td> 0.003178</td>\n",
        "      <td>-0.007492</td>\n",
        "      <td> 0.007283</td>\n",
        "      <td> 0.002002</td>\n",
        "      <td> 0.002672</td>\n",
        "      <td>-0.000861</td>\n",
        "      <td> 0.003523</td>\n",
        "      <td> 0.003237</td>\n",
        "      <td>-0.004016</td>\n",
        "      <td> 0.000919</td>\n",
        "      <td>-0.001718</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>CBS</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.010617</td>\n",
        "      <td>-0.002817</td>\n",
        "      <td> 0.003984</td>\n",
        "      <td> 0.007462</td>\n",
        "      <td> 0.008284</td>\n",
        "      <td> 0.004180</td>\n",
        "      <td>-0.002702</td>\n",
        "      <td>-0.001215</td>\n",
        "      <td> 0.002478</td>\n",
        "      <td> 0.004387</td>\n",
        "      <td>-0.009521</td>\n",
        "      <td> 0.002485</td>\n",
        "      <td>-0.009082</td>\n",
        "      <td>-0.007353</td>\n",
        "      <td>-0.005758</td>\n",
        "      <td>-0.006992</td>\n",
        "      <td> 0.011908</td>\n",
        "      <td>-0.002816</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>CMCSA</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.000310</td>\n",
        "      <td> 0.005419</td>\n",
        "      <td> 0.002886</td>\n",
        "      <td> 0.004888</td>\n",
        "      <td> 0.003895</td>\n",
        "      <td>-0.003114</td>\n",
        "      <td>-0.000366</td>\n",
        "      <td>-0.000733</td>\n",
        "      <td>-0.005716</td>\n",
        "      <td> 0.005441</td>\n",
        "      <td> 0.000367</td>\n",
        "      <td> 0.001099</td>\n",
        "      <td>-0.002202</td>\n",
        "      <td> 0.003779</td>\n",
        "      <td> 0.000122</td>\n",
        "      <td> 0.002674</td>\n",
        "      <td> 0.003392</td>\n",
        "      <td> 0.007574</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>CRM</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.029861</td>\n",
        "      <td>-0.004338</td>\n",
        "      <td> 0.006434</td>\n",
        "      <td> 0.003858</td>\n",
        "      <td> 0.013566</td>\n",
        "      <td> 0.010267</td>\n",
        "      <td> 0.005979</td>\n",
        "      <td> 0.006361</td>\n",
        "      <td> 0.066805</td>\n",
        "      <td>-0.006311</td>\n",
        "      <td> 0.002361</td>\n",
        "      <td> 0.009025</td>\n",
        "      <td>-0.025011</td>\n",
        "      <td> 0.010118</td>\n",
        "      <td> 0.012062</td>\n",
        "      <td>-0.004713</td>\n",
        "      <td>-0.002418</td>\n",
        "      <td> 0.003642</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>CSC</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.003303</td>\n",
        "      <td> 0.002547</td>\n",
        "      <td> 0.006370</td>\n",
        "      <td> 0.002154</td>\n",
        "      <td> 0.010804</td>\n",
        "      <td> 0.004196</td>\n",
        "      <td> 0.002791</td>\n",
        "      <td> 0.006711</td>\n",
        "      <td>-0.004814</td>\n",
        "      <td>-0.001434</td>\n",
        "      <td> 0.000394</td>\n",
        "      <td> 0.004502</td>\n",
        "      <td>-0.004918</td>\n",
        "      <td>-0.000559</td>\n",
        "      <td> 0.006930</td>\n",
        "      <td> 0.002213</td>\n",
        "      <td>-0.002162</td>\n",
        "      <td> 0.000166</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>CSCO</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.002519</td>\n",
        "      <td>-0.000265</td>\n",
        "      <td>-0.021680</td>\n",
        "      <td>-0.005998</td>\n",
        "      <td> 0.004883</td>\n",
        "      <td> 0.002841</td>\n",
        "      <td> 0.000676</td>\n",
        "      <td> 0.007246</td>\n",
        "      <td>-0.003501</td>\n",
        "      <td>-0.000404</td>\n",
        "      <td> 0.002419</td>\n",
        "      <td>-0.000538</td>\n",
        "      <td> 0.000269</td>\n",
        "      <td> 0.004683</td>\n",
        "      <td>-0.001474</td>\n",
        "      <td> 0.006126</td>\n",
        "      <td>-0.002804</td>\n",
        "      <td> 0.000667</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>CTXS</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.004566</td>\n",
        "      <td> 0.005074</td>\n",
        "      <td> 0.001158</td>\n",
        "      <td>-0.001741</td>\n",
        "      <td> 0.009672</td>\n",
        "      <td>-0.001151</td>\n",
        "      <td>-0.000288</td>\n",
        "      <td> 0.004345</td>\n",
        "      <td> 0.006168</td>\n",
        "      <td>-0.003571</td>\n",
        "      <td>-0.000286</td>\n",
        "      <td>-0.002100</td>\n",
        "      <td>-0.004555</td>\n",
        "      <td> 0.009922</td>\n",
        "      <td> 0.005148</td>\n",
        "      <td> 0.001368</td>\n",
        "      <td> 0.000801</td>\n",
        "      <td> 0.001553</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>CVX</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.008605</td>\n",
        "      <td> 0.005390</td>\n",
        "      <td>-0.003951</td>\n",
        "      <td> 0.001565</td>\n",
        "      <td>-0.000132</td>\n",
        "      <td> 0.008799</td>\n",
        "      <td>-0.000026</td>\n",
        "      <td> 0.003705</td>\n",
        "      <td>-0.005799</td>\n",
        "      <td> 0.005766</td>\n",
        "      <td> 0.004183</td>\n",
        "      <td> 0.001945</td>\n",
        "      <td> 0.000648</td>\n",
        "      <td> 0.004078</td>\n",
        "      <td>-0.009115</td>\n",
        "      <td> 0.001119</td>\n",
        "      <td>-0.007733</td>\n",
        "      <td>-0.001207</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>DIS</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.003517</td>\n",
        "      <td> 0.005172</td>\n",
        "      <td> 0.008895</td>\n",
        "      <td> 0.007890</td>\n",
        "      <td> 0.009188</td>\n",
        "      <td> 0.000370</td>\n",
        "      <td>-0.001706</td>\n",
        "      <td> 0.004910</td>\n",
        "      <td> 0.002284</td>\n",
        "      <td> 0.001140</td>\n",
        "      <td>-0.004397</td>\n",
        "      <td> 0.000480</td>\n",
        "      <td>-0.000296</td>\n",
        "      <td>-0.004043</td>\n",
        "      <td> 0.008423</td>\n",
        "      <td> 0.003263</td>\n",
        "      <td>-0.005233</td>\n",
        "      <td> 0.002316</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>EBAY</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.009406</td>\n",
        "      <td>-0.012296</td>\n",
        "      <td> 0.001951</td>\n",
        "      <td>-0.001892</td>\n",
        "      <td> 0.003080</td>\n",
        "      <td> 0.009711</td>\n",
        "      <td>-0.001871</td>\n",
        "      <td> 0.036590</td>\n",
        "      <td> 0.001560</td>\n",
        "      <td> 0.001737</td>\n",
        "      <td> 0.006958</td>\n",
        "      <td> 0.001484</td>\n",
        "      <td>-0.012566</td>\n",
        "      <td>-0.000722</td>\n",
        "      <td>-0.006297</td>\n",
        "      <td>-0.005785</td>\n",
        "      <td>-0.002014</td>\n",
        "      <td>-0.014046</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>EMC</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.000455</td>\n",
        "      <td> 0.005656</td>\n",
        "      <td> 0.006630</td>\n",
        "      <td> 0.001683</td>\n",
        "      <td> 0.007350</td>\n",
        "      <td>-0.001897</td>\n",
        "      <td>-0.007079</td>\n",
        "      <td> 0.002018</td>\n",
        "      <td>-0.004166</td>\n",
        "      <td> 0.002919</td>\n",
        "      <td>-0.003832</td>\n",
        "      <td>-0.003393</td>\n",
        "      <td>-0.003176</td>\n",
        "      <td> 0.003054</td>\n",
        "      <td>-0.004202</td>\n",
        "      <td> 0.006880</td>\n",
        "      <td>-0.010486</td>\n",
        "      <td>-0.009782</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>FB</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.009296</td>\n",
        "      <td> 0.012168</td>\n",
        "      <td> 0.005846</td>\n",
        "      <td>-0.004926</td>\n",
        "      <td> 0.008913</td>\n",
        "      <td> 0.009362</td>\n",
        "      <td>-0.003428</td>\n",
        "      <td>-0.001963</td>\n",
        "      <td>-0.005833</td>\n",
        "      <td> 0.009863</td>\n",
        "      <td> 0.007014</td>\n",
        "      <td>-0.009351</td>\n",
        "      <td>-0.011530</td>\n",
        "      <td> 0.007288</td>\n",
        "      <td> 0.019939</td>\n",
        "      <td> 0.003102</td>\n",
        "      <td>-0.002189</td>\n",
        "      <td> 0.007948</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>FJTSY</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.015135</td>\n",
        "      <td> 0.022376</td>\n",
        "      <td>-0.003667</td>\n",
        "      <td>-0.000367</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td>-0.007576</td>\n",
        "      <td>-0.008573</td>\n",
        "      <td> 0.002510</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td>-0.022526</td>\n",
        "      <td>-0.021060</td>\n",
        "      <td> 0.000679</td>\n",
        "      <td> 0.016783</td>\n",
        "      <td>-0.032388</td>\n",
        "      <td> 0.002945</td>\n",
        "      <td> 0.000883</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>FOXA</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.010004</td>\n",
        "      <td> 0.008595</td>\n",
        "      <td> 0.009264</td>\n",
        "      <td> 0.007339</td>\n",
        "      <td> 0.003148</td>\n",
        "      <td>-0.003998</td>\n",
        "      <td>-0.002143</td>\n",
        "      <td>-0.002522</td>\n",
        "      <td> 0.000560</td>\n",
        "      <td>-0.001777</td>\n",
        "      <td>-0.001123</td>\n",
        "      <td> 0.003359</td>\n",
        "      <td>-0.001776</td>\n",
        "      <td>-0.004979</td>\n",
        "      <td> 0.008014</td>\n",
        "      <td> 0.010968</td>\n",
        "      <td> 0.002666</td>\n",
        "      <td>-0.004432</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>GE</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.005840</td>\n",
        "      <td> 0.005036</td>\n",
        "      <td> 0.001418</td>\n",
        "      <td>-0.005705</td>\n",
        "      <td> 0.011155</td>\n",
        "      <td> 0.003450</td>\n",
        "      <td> 0.006475</td>\n",
        "      <td> 0.005178</td>\n",
        "      <td>-0.006995</td>\n",
        "      <td>-0.001528</td>\n",
        "      <td>-0.002682</td>\n",
        "      <td> 0.000638</td>\n",
        "      <td>-0.003715</td>\n",
        "      <td>-0.001154</td>\n",
        "      <td>-0.004121</td>\n",
        "      <td> 0.001543</td>\n",
        "      <td> 0.002693</td>\n",
        "      <td> 0.000256</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>GOOG</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.008795</td>\n",
        "      <td> 0.015167</td>\n",
        "      <td> 0.004584</td>\n",
        "      <td>-0.000029</td>\n",
        "      <td> 0.011069</td>\n",
        "      <td> 0.008833</td>\n",
        "      <td>-0.002532</td>\n",
        "      <td>-0.002716</td>\n",
        "      <td>-0.000326</td>\n",
        "      <td>-0.002431</td>\n",
        "      <td>-0.004585</td>\n",
        "      <td>-0.009683</td>\n",
        "      <td>-0.005873</td>\n",
        "      <td> 0.000678</td>\n",
        "      <td> 0.009060</td>\n",
        "      <td> 0.005519</td>\n",
        "      <td> 0.006450</td>\n",
        "      <td> 0.004206</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>HPQ</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.005128</td>\n",
        "      <td> 0.004443</td>\n",
        "      <td> 0.003673</td>\n",
        "      <td>-0.004162</td>\n",
        "      <td> 0.003487</td>\n",
        "      <td> 0.004130</td>\n",
        "      <td>-0.007852</td>\n",
        "      <td> 0.036108</td>\n",
        "      <td> 0.008050</td>\n",
        "      <td> 0.006559</td>\n",
        "      <td> 0.015742</td>\n",
        "      <td> 0.007287</td>\n",
        "      <td>-0.001935</td>\n",
        "      <td> 0.002807</td>\n",
        "      <td>-0.001934</td>\n",
        "      <td> 0.005072</td>\n",
        "      <td>-0.008555</td>\n",
        "      <td>-0.008718</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>HTHIY</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.001694</td>\n",
        "      <td> 0.018982</td>\n",
        "      <td>-0.004305</td>\n",
        "      <td>-0.004058</td>\n",
        "      <td> 0.007181</td>\n",
        "      <td> 0.003708</td>\n",
        "      <td>-0.015190</td>\n",
        "      <td>-0.000753</td>\n",
        "      <td>-0.007772</td>\n",
        "      <td> 0.012744</td>\n",
        "      <td>-0.001325</td>\n",
        "      <td> 0.000618</td>\n",
        "      <td>-0.003943</td>\n",
        "      <td> 0.007300</td>\n",
        "      <td> 0.016224</td>\n",
        "      <td> 0.001598</td>\n",
        "      <td>-0.011005</td>\n",
        "      <td>-0.003198</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>IBM</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.001297</td>\n",
        "      <td> 0.001703</td>\n",
        "      <td>-0.001457</td>\n",
        "      <td> 0.000124</td>\n",
        "      <td> 0.006844</td>\n",
        "      <td> 0.004827</td>\n",
        "      <td> 0.000105</td>\n",
        "      <td> 0.007076</td>\n",
        "      <td>-0.002131</td>\n",
        "      <td> 0.001917</td>\n",
        "      <td> 0.006684</td>\n",
        "      <td> 0.000692</td>\n",
        "      <td>-0.005183</td>\n",
        "      <td> 0.002135</td>\n",
        "      <td>-0.001269</td>\n",
        "      <td> 0.002254</td>\n",
        "      <td>-0.005807</td>\n",
        "      <td>-0.000681</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>INTC</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.001112</td>\n",
        "      <td> 0.024832</td>\n",
        "      <td> 0.004219</td>\n",
        "      <td> 0.001763</td>\n",
        "      <td> 0.007486</td>\n",
        "      <td> 0.002231</td>\n",
        "      <td> 0.000969</td>\n",
        "      <td> 0.015269</td>\n",
        "      <td> 0.002475</td>\n",
        "      <td>-0.004206</td>\n",
        "      <td>-0.000670</td>\n",
        "      <td>-0.001725</td>\n",
        "      <td>-0.002787</td>\n",
        "      <td> 0.004401</td>\n",
        "      <td>-0.005967</td>\n",
        "      <td>-0.000096</td>\n",
        "      <td> 0.005932</td>\n",
        "      <td> 0.004097</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>LXK</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.007975</td>\n",
        "      <td> 0.008664</td>\n",
        "      <td> 0.010324</td>\n",
        "      <td>-0.007590</td>\n",
        "      <td> 0.000110</td>\n",
        "      <td> 0.003788</td>\n",
        "      <td>-0.005231</td>\n",
        "      <td>-0.002781</td>\n",
        "      <td>-0.008994</td>\n",
        "      <td>-0.001651</td>\n",
        "      <td> 0.001430</td>\n",
        "      <td>-0.000267</td>\n",
        "      <td> 0.001469</td>\n",
        "      <td> 0.009064</td>\n",
        "      <td>-0.008811</td>\n",
        "      <td>-0.008414</td>\n",
        "      <td>-0.004055</td>\n",
        "      <td>-0.000609</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>MSFT</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.003428</td>\n",
        "      <td> 0.012751</td>\n",
        "      <td> 0.006959</td>\n",
        "      <td> 0.010214</td>\n",
        "      <td> 0.006049</td>\n",
        "      <td> 0.010608</td>\n",
        "      <td>-0.001848</td>\n",
        "      <td> 0.000370</td>\n",
        "      <td> 0.002874</td>\n",
        "      <td>-0.000295</td>\n",
        "      <td>-0.002216</td>\n",
        "      <td>-0.005348</td>\n",
        "      <td>-0.001190</td>\n",
        "      <td> 0.009283</td>\n",
        "      <td>-0.002437</td>\n",
        "      <td>-0.005944</td>\n",
        "      <td> 0.004806</td>\n",
        "      <td> 0.012413</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>N</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.003774</td>\n",
        "      <td>-0.002940</td>\n",
        "      <td>-0.001937</td>\n",
        "      <td>-0.004743</td>\n",
        "      <td> 0.010588</td>\n",
        "      <td> 0.011145</td>\n",
        "      <td>-0.001350</td>\n",
        "      <td>-0.000040</td>\n",
        "      <td> 0.012627</td>\n",
        "      <td>-0.002477</td>\n",
        "      <td> 0.012155</td>\n",
        "      <td> 0.013787</td>\n",
        "      <td>-0.014610</td>\n",
        "      <td> 0.013834</td>\n",
        "      <td> 0.015171</td>\n",
        "      <td> 0.001545</td>\n",
        "      <td>-0.006065</td>\n",
        "      <td>-0.003195</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>NFLX</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.011230</td>\n",
        "      <td> 0.007208</td>\n",
        "      <td> 0.001123</td>\n",
        "      <td> 0.011389</td>\n",
        "      <td> 0.019374</td>\n",
        "      <td> 0.003090</td>\n",
        "      <td> 0.006664</td>\n",
        "      <td> 0.003807</td>\n",
        "      <td> 0.009043</td>\n",
        "      <td> 0.010369</td>\n",
        "      <td>-0.005572</td>\n",
        "      <td>-0.005026</td>\n",
        "      <td>-0.003569</td>\n",
        "      <td> 0.006130</td>\n",
        "      <td>-0.001608</td>\n",
        "      <td> 0.008005</td>\n",
        "      <td>-0.010536</td>\n",
        "      <td>-0.002382</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>NVDA</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.004594</td>\n",
        "      <td> 0.007043</td>\n",
        "      <td>-0.006938</td>\n",
        "      <td> 0.004801</td>\n",
        "      <td> 0.011358</td>\n",
        "      <td> 0.012215</td>\n",
        "      <td>-0.002593</td>\n",
        "      <td>-0.007490</td>\n",
        "      <td>-0.002795</td>\n",
        "      <td> 0.003828</td>\n",
        "      <td> 0.009650</td>\n",
        "      <td>-0.002072</td>\n",
        "      <td> 0.000690</td>\n",
        "      <td> 0.004124</td>\n",
        "      <td> 0.002229</td>\n",
        "      <td> 0.009847</td>\n",
        "      <td> 0.015379</td>\n",
        "      <td> 0.001502</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>NWSA</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.000192</td>\n",
        "      <td>-0.021825</td>\n",
        "      <td> 0.017388</td>\n",
        "      <td> 0.000386</td>\n",
        "      <td>-0.000386</td>\n",
        "      <td>-0.005830</td>\n",
        "      <td> 0.010955</td>\n",
        "      <td> 0.010272</td>\n",
        "      <td>-0.001715</td>\n",
        "      <td> 0.005872</td>\n",
        "      <td> 0.002457</td>\n",
        "      <td>-0.000378</td>\n",
        "      <td> 0.000567</td>\n",
        "      <td>-0.000756</td>\n",
        "      <td>-0.005705</td>\n",
        "      <td> 0.003222</td>\n",
        "      <td> 0.003965</td>\n",
        "      <td> 0.001320</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>NYT</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.018408</td>\n",
        "      <td>-0.003259</td>\n",
        "      <td>-0.001088</td>\n",
        "      <td>-0.001089</td>\n",
        "      <td> 0.012100</td>\n",
        "      <td>-0.005135</td>\n",
        "      <td>-0.004889</td>\n",
        "      <td> 0.007547</td>\n",
        "      <td> 0.001615</td>\n",
        "      <td>-0.003782</td>\n",
        "      <td> 0.001618</td>\n",
        "      <td> 0.002958</td>\n",
        "      <td>-0.004864</td>\n",
        "      <td>-0.001353</td>\n",
        "      <td> 0.000270</td>\n",
        "      <td> 0.002159</td>\n",
        "      <td> 0.000540</td>\n",
        "      <td> 0.000539</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ORCL</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.001671</td>\n",
        "      <td> 0.007382</td>\n",
        "      <td> 0.000332</td>\n",
        "      <td> 0.002069</td>\n",
        "      <td> 0.007881</td>\n",
        "      <td> 0.014721</td>\n",
        "      <td> 0.002340</td>\n",
        "      <td> 0.005058</td>\n",
        "      <td> 0.001203</td>\n",
        "      <td> 0.005741</td>\n",
        "      <td> 0.001592</td>\n",
        "      <td>-0.006087</td>\n",
        "      <td>-0.005719</td>\n",
        "      <td> 0.002811</td>\n",
        "      <td> 0.002404</td>\n",
        "      <td> 0.005340</td>\n",
        "      <td>-0.003680</td>\n",
        "      <td>-0.005793</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>PCRFY</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.001397</td>\n",
        "      <td> 0.016763</td>\n",
        "      <td> 0.006823</td>\n",
        "      <td>-0.001093</td>\n",
        "      <td> 0.005975</td>\n",
        "      <td> 0.000814</td>\n",
        "      <td>-0.015431</td>\n",
        "      <td> 0.001101</td>\n",
        "      <td>-0.015372</td>\n",
        "      <td> 0.005006</td>\n",
        "      <td> 0.003602</td>\n",
        "      <td> 0.005237</td>\n",
        "      <td> 0.001651</td>\n",
        "      <td> 0.010887</td>\n",
        "      <td> 0.007295</td>\n",
        "      <td> 0.014643</td>\n",
        "      <td>-0.002134</td>\n",
        "      <td>-0.010515</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>RAX</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.036414</td>\n",
        "      <td>-0.004699</td>\n",
        "      <td> 0.033312</td>\n",
        "      <td> 0.009003</td>\n",
        "      <td> 0.017585</td>\n",
        "      <td> 0.035446</td>\n",
        "      <td>-0.000203</td>\n",
        "      <td> 0.012440</td>\n",
        "      <td> 0.021210</td>\n",
        "      <td>-0.007319</td>\n",
        "      <td> 0.020159</td>\n",
        "      <td>-0.008504</td>\n",
        "      <td>-0.005109</td>\n",
        "      <td> 0.012419</td>\n",
        "      <td> 0.020992</td>\n",
        "      <td> 0.031463</td>\n",
        "      <td> 0.019219</td>\n",
        "      <td> 0.009385</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>RHT</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.000507</td>\n",
        "      <td> 0.007825</td>\n",
        "      <td> 0.002064</td>\n",
        "      <td> 0.001281</td>\n",
        "      <td> 0.014115</td>\n",
        "      <td> 0.021549</td>\n",
        "      <td>-0.002640</td>\n",
        "      <td>-0.002376</td>\n",
        "      <td> 0.004356</td>\n",
        "      <td>-0.005406</td>\n",
        "      <td> 0.003287</td>\n",
        "      <td>-0.007984</td>\n",
        "      <td>-0.015275</td>\n",
        "      <td> 0.007824</td>\n",
        "      <td> 0.004141</td>\n",
        "      <td> 0.006711</td>\n",
        "      <td>-0.004622</td>\n",
        "      <td>-0.003985</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SAP</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.006488</td>\n",
        "      <td>-0.001993</td>\n",
        "      <td> 0.002852</td>\n",
        "      <td>-0.007576</td>\n",
        "      <td> 0.008291</td>\n",
        "      <td> 0.009113</td>\n",
        "      <td>-0.008675</td>\n",
        "      <td> 0.006645</td>\n",
        "      <td>-0.005908</td>\n",
        "      <td> 0.014241</td>\n",
        "      <td> 0.005454</td>\n",
        "      <td> 0.003329</td>\n",
        "      <td>-0.015968</td>\n",
        "      <td>-0.000986</td>\n",
        "      <td> 0.008287</td>\n",
        "      <td>-0.008875</td>\n",
        "      <td>-0.002407</td>\n",
        "      <td> 0.001502</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SIEGY</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.012527</td>\n",
        "      <td> 0.014653</td>\n",
        "      <td> 0.014548</td>\n",
        "      <td>-0.004600</td>\n",
        "      <td> 0.004551</td>\n",
        "      <td> 0.005068</td>\n",
        "      <td>-0.001160</td>\n",
        "      <td> 0.014180</td>\n",
        "      <td>-0.008505</td>\n",
        "      <td> 0.016414</td>\n",
        "      <td> 0.007543</td>\n",
        "      <td>-0.000786</td>\n",
        "      <td>-0.015761</td>\n",
        "      <td>-0.002001</td>\n",
        "      <td> 0.008176</td>\n",
        "      <td> 0.011301</td>\n",
        "      <td> 0.000680</td>\n",
        "      <td>-0.000131</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SNE</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td> 0.029412</td>\n",
        "      <td> 0.005369</td>\n",
        "      <td> 0.019070</td>\n",
        "      <td> 0.007033</td>\n",
        "      <td> 0.016146</td>\n",
        "      <td> 0.006522</td>\n",
        "      <td>-0.002651</td>\n",
        "      <td>-0.000707</td>\n",
        "      <td> 0.007548</td>\n",
        "      <td>-0.005826</td>\n",
        "      <td>-0.001414</td>\n",
        "      <td> 0.002293</td>\n",
        "      <td> 0.010991</td>\n",
        "      <td> 0.013425</td>\n",
        "      <td> 0.020566</td>\n",
        "      <td>-0.006789</td>\n",
        "      <td>-0.022029</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>TOSYY</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td> 0.012976</td>\n",
        "      <td>-0.004764</td>\n",
        "      <td>-0.001632</td>\n",
        "      <td> 0.010191</td>\n",
        "      <td> 0.012761</td>\n",
        "      <td>-0.008040</td>\n",
        "      <td> 0.007245</td>\n",
        "      <td>-0.008420</td>\n",
        "      <td> 0.001731</td>\n",
        "      <td>-0.002230</td>\n",
        "      <td>-0.015474</td>\n",
        "      <td> 0.001005</td>\n",
        "      <td>-0.005942</td>\n",
        "      <td> 0.013593</td>\n",
        "      <td>-0.010841</td>\n",
        "      <td>-0.004177</td>\n",
        "      <td> 0.005038</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>TRI</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.004010</td>\n",
        "      <td>-0.004197</td>\n",
        "      <td> 0.009253</td>\n",
        "      <td> 0.001130</td>\n",
        "      <td> 0.005721</td>\n",
        "      <td>-0.004335</td>\n",
        "      <td>-0.000177</td>\n",
        "      <td> 0.001681</td>\n",
        "      <td>-0.000531</td>\n",
        "      <td>-0.001064</td>\n",
        "      <td> 0.001328</td>\n",
        "      <td> 0.006857</td>\n",
        "      <td> 0.000352</td>\n",
        "      <td>-0.002025</td>\n",
        "      <td> 0.000968</td>\n",
        "      <td> 0.003943</td>\n",
        "      <td> 0.003232</td>\n",
        "      <td>-0.003242</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>TWX</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.008865</td>\n",
        "      <td> 0.006782</td>\n",
        "      <td> 0.026300</td>\n",
        "      <td> 0.007408</td>\n",
        "      <td> 0.005309</td>\n",
        "      <td> 0.001090</td>\n",
        "      <td> 0.000651</td>\n",
        "      <td>-0.002313</td>\n",
        "      <td> 0.002966</td>\n",
        "      <td> 0.002401</td>\n",
        "      <td>-0.002507</td>\n",
        "      <td> 0.002647</td>\n",
        "      <td>-0.000390</td>\n",
        "      <td> 0.000866</td>\n",
        "      <td> 0.003151</td>\n",
        "      <td> 0.005495</td>\n",
        "      <td>-0.004095</td>\n",
        "      <td>-0.006769</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>TXN</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.001002</td>\n",
        "      <td> 0.010276</td>\n",
        "      <td> 0.003460</td>\n",
        "      <td> 0.004779</td>\n",
        "      <td> 0.002664</td>\n",
        "      <td> 0.002796</td>\n",
        "      <td> 0.003344</td>\n",
        "      <td> 0.004577</td>\n",
        "      <td> 0.000901</td>\n",
        "      <td>-0.008384</td>\n",
        "      <td>-0.004774</td>\n",
        "      <td> 0.002800</td>\n",
        "      <td> 0.005708</td>\n",
        "      <td> 0.005124</td>\n",
        "      <td>-0.002917</td>\n",
        "      <td> 0.004425</td>\n",
        "      <td> 0.002345</td>\n",
        "      <td> 0.002820</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>VIAB</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.005008</td>\n",
        "      <td>-0.000787</td>\n",
        "      <td> 0.002314</td>\n",
        "      <td> 0.007547</td>\n",
        "      <td> 0.009547</td>\n",
        "      <td>-0.006172</td>\n",
        "      <td>-0.002993</td>\n",
        "      <td>-0.004944</td>\n",
        "      <td>-0.001899</td>\n",
        "      <td>-0.000950</td>\n",
        "      <td>-0.002112</td>\n",
        "      <td> 0.001860</td>\n",
        "      <td> 0.001980</td>\n",
        "      <td> 0.000948</td>\n",
        "      <td> 0.007079</td>\n",
        "      <td>-0.002872</td>\n",
        "      <td>-0.000739</td>\n",
        "      <td>-0.000041</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>VMW</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.007897</td>\n",
        "      <td> 0.004582</td>\n",
        "      <td> 0.009869</td>\n",
        "      <td> 0.005238</td>\n",
        "      <td> 0.015535</td>\n",
        "      <td> 0.000745</td>\n",
        "      <td> 0.003810</td>\n",
        "      <td>-0.003434</td>\n",
        "      <td>-0.003283</td>\n",
        "      <td>-0.014676</td>\n",
        "      <td>-0.028492</td>\n",
        "      <td>-0.005011</td>\n",
        "      <td>-0.001810</td>\n",
        "      <td> 0.008902</td>\n",
        "      <td> 0.002936</td>\n",
        "      <td>-0.002571</td>\n",
        "      <td>-0.017769</td>\n",
        "      <td>-0.010790</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>XOM</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.005729</td>\n",
        "      <td> 0.006333</td>\n",
        "      <td> 0.000303</td>\n",
        "      <td>-0.001247</td>\n",
        "      <td> 0.005199</td>\n",
        "      <td> 0.002409</td>\n",
        "      <td>-0.000770</td>\n",
        "      <td>-0.000100</td>\n",
        "      <td>-0.010319</td>\n",
        "      <td> 0.001992</td>\n",
        "      <td> 0.009432</td>\n",
        "      <td>-0.001306</td>\n",
        "      <td>-0.000872</td>\n",
        "      <td>-0.001578</td>\n",
        "      <td>-0.006624</td>\n",
        "      <td> 0.005612</td>\n",
        "      <td>-0.006018</td>\n",
        "      <td> 0.003000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>XRX</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.005475</td>\n",
        "      <td> 0.010589</td>\n",
        "      <td>-0.002964</td>\n",
        "      <td>-0.007214</td>\n",
        "      <td> 0.005935</td>\n",
        "      <td>-0.002976</td>\n",
        "      <td> 0.006162</td>\n",
        "      <td> 0.003684</td>\n",
        "      <td> 0.001471</td>\n",
        "      <td> 0.002202</td>\n",
        "      <td> 0.003657</td>\n",
        "      <td> 0.002189</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td> 0.007005</td>\n",
        "      <td> 0.003850</td>\n",
        "      <td> 0.009061</td>\n",
        "      <td>-0.013778</td>\n",
        "      <td>-0.013971</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>50 rows \u00d7 19 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 14,
       "text": [
        "n_date  735456    735457    735458    735459    735460    735463    735464  \\\n",
        "symbol                                                                       \n",
        "AAPL         0  0.005373  0.007091  0.004625  0.003959  0.011737  0.013376   \n",
        "ADBE         0 -0.002185  0.010283  0.007582  0.004037  0.009363  0.012268   \n",
        "ADSK         0  0.004898  0.017504  0.013646 -0.033605 -0.015570  0.004711   \n",
        "AMZN         0  0.002078  0.026988  0.009929  0.002949  0.009095 -0.002142   \n",
        "BBRY         0 -0.006726 -0.002840  0.009494  0.010783  0.014736  0.009504   \n",
        "BKS          0 -0.004016  0.001040  0.009566 -0.002360  0.014967  0.008071   \n",
        "BP           0 -0.001125 -0.005802  0.005278 -0.000775  0.009557  0.007821   \n",
        "CAJ          0 -0.002323  0.003221  0.004908  0.000501 -0.000501  0.001900   \n",
        "CAT          0  0.001084  0.004349  0.005242  0.002017  0.009583  0.004691   \n",
        "CBS          0 -0.010617 -0.002817  0.003984  0.007462  0.008284  0.004180   \n",
        "CMCSA        0  0.000310  0.005419  0.002886  0.004888  0.003895 -0.003114   \n",
        "CRM          0 -0.029861 -0.004338  0.006434  0.003858  0.013566  0.010267   \n",
        "CSC          0 -0.003303  0.002547  0.006370  0.002154  0.010804  0.004196   \n",
        "CSCO         0 -0.002519 -0.000265 -0.021680 -0.005998  0.004883  0.002841   \n",
        "CTXS         0 -0.004566  0.005074  0.001158 -0.001741  0.009672 -0.001151   \n",
        "CVX          0 -0.008605  0.005390 -0.003951  0.001565 -0.000132  0.008799   \n",
        "DIS          0 -0.003517  0.005172  0.008895  0.007890  0.009188  0.000370   \n",
        "EBAY         0 -0.009406 -0.012296  0.001951 -0.001892  0.003080  0.009711   \n",
        "EMC          0  0.000455  0.005656  0.006630  0.001683  0.007350 -0.001897   \n",
        "FB           0 -0.009296  0.012168  0.005846 -0.004926  0.008913  0.009362   \n",
        "FJTSY        0 -0.015135  0.022376 -0.003667 -0.000367  0.000000 -0.007576   \n",
        "FOXA         0  0.010004  0.008595  0.009264  0.007339  0.003148 -0.003998   \n",
        "GE           0 -0.005840  0.005036  0.001418 -0.005705  0.011155  0.003450   \n",
        "GOOG         0 -0.008795  0.015167  0.004584 -0.000029  0.011069  0.008833   \n",
        "HPQ          0 -0.005128  0.004443  0.003673 -0.004162  0.003487  0.004130   \n",
        "HTHIY        0  0.001694  0.018982 -0.004305 -0.004058  0.007181  0.003708   \n",
        "IBM          0  0.001297  0.001703 -0.001457  0.000124  0.006844  0.004827   \n",
        "INTC         0 -0.001112  0.024832  0.004219  0.001763  0.007486  0.002231   \n",
        "LXK          0  0.007975  0.008664  0.010324 -0.007590  0.000110  0.003788   \n",
        "MSFT         0  0.003428  0.012751  0.006959  0.010214  0.006049  0.010608   \n",
        "N            0 -0.003774 -0.002940 -0.001937 -0.004743  0.010588  0.011145   \n",
        "NFLX         0 -0.011230  0.007208  0.001123  0.011389  0.019374  0.003090   \n",
        "NVDA         0 -0.004594  0.007043 -0.006938  0.004801  0.011358  0.012215   \n",
        "NWSA         0  0.000192 -0.021825  0.017388  0.000386 -0.000386 -0.005830   \n",
        "NYT          0 -0.018408 -0.003259 -0.001088 -0.001089  0.012100 -0.005135   \n",
        "ORCL         0 -0.001671  0.007382  0.000332  0.002069  0.007881  0.014721   \n",
        "PCRFY        0 -0.001397  0.016763  0.006823 -0.001093  0.005975  0.000814   \n",
        "RAX          0 -0.036414 -0.004699  0.033312  0.009003  0.017585  0.035446   \n",
        "RHT          0  0.000507  0.007825  0.002064  0.001281  0.014115  0.021549   \n",
        "SAP          0 -0.006488 -0.001993  0.002852 -0.007576  0.008291  0.009113   \n",
        "SIEGY        0 -0.012527  0.014653  0.014548 -0.004600  0.004551  0.005068   \n",
        "SNE          0  0.000000  0.029412  0.005369  0.019070  0.007033  0.016146   \n",
        "TOSYY        0  0.000000  0.012976 -0.004764 -0.001632  0.010191  0.012761   \n",
        "TRI          0  0.004010 -0.004197  0.009253  0.001130  0.005721 -0.004335   \n",
        "TWX          0 -0.008865  0.006782  0.026300  0.007408  0.005309  0.001090   \n",
        "TXN          0  0.001002  0.010276  0.003460  0.004779  0.002664  0.002796   \n",
        "VIAB         0 -0.005008 -0.000787  0.002314  0.007547  0.009547 -0.006172   \n",
        "VMW          0 -0.007897  0.004582  0.009869  0.005238  0.015535  0.000745   \n",
        "XOM          0 -0.005729  0.006333  0.000303 -0.001247  0.005199  0.002409   \n",
        "XRX          0  0.005475  0.010589 -0.002964 -0.007214  0.005935 -0.002976   \n",
        "\n",
        "n_date    735465    735466    735467    735470    735471    735472    735473  \\\n",
        "symbol                                                                         \n",
        "AAPL    0.003581  0.000066  0.004456  0.006590 -0.005738  0.007040  0.003881   \n",
        "ADBE   -0.006643  0.003217  0.006578  0.000648 -0.003437 -0.001256 -0.004954   \n",
        "ADSK   -0.004108  0.003350 -0.002924 -0.001059  0.010964 -0.002099 -0.002661   \n",
        "AMZN    0.002989 -0.005231 -0.005269  0.007005  0.016890  0.010134 -0.010366   \n",
        "BBRY    0.027402 -0.013043 -0.004030  0.007333  0.003322  0.018265  0.001628   \n",
        "BKS    -0.018048 -0.007093  0.002947 -0.008769  0.013200  0.027528  0.008626   \n",
        "BP     -0.000138  0.001797 -0.001661  0.006054 -0.004214  0.002206 -0.007850   \n",
        "CAJ    -0.008164 -0.000403 -0.007006 -0.000102  0.003441 -0.002638  0.000608   \n",
        "CAT     0.003653  0.003178 -0.007492  0.007283  0.002002  0.002672 -0.000861   \n",
        "CBS    -0.002702 -0.001215  0.002478  0.004387 -0.009521  0.002485 -0.009082   \n",
        "CMCSA  -0.000366 -0.000733 -0.005716  0.005441  0.000367  0.001099 -0.002202   \n",
        "CRM     0.005979  0.006361  0.066805 -0.006311  0.002361  0.009025 -0.025011   \n",
        "CSC     0.002791  0.006711 -0.004814 -0.001434  0.000394  0.004502 -0.004918   \n",
        "CSCO    0.000676  0.007246 -0.003501 -0.000404  0.002419 -0.000538  0.000269   \n",
        "CTXS   -0.000288  0.004345  0.006168 -0.003571 -0.000286 -0.002100 -0.004555   \n",
        "CVX    -0.000026  0.003705 -0.005799  0.005766  0.004183  0.001945  0.000648   \n",
        "DIS    -0.001706  0.004910  0.002284  0.001140 -0.004397  0.000480 -0.000296   \n",
        "EBAY   -0.001871  0.036590  0.001560  0.001737  0.006958  0.001484 -0.012566   \n",
        "EMC    -0.007079  0.002018 -0.004166  0.002919 -0.003832 -0.003393 -0.003176   \n",
        "FB     -0.003428 -0.001963 -0.005833  0.009863  0.007014 -0.009351 -0.011530   \n",
        "FJTSY  -0.008573  0.002510  0.000000  0.000000  0.000000 -0.022526 -0.021060   \n",
        "FOXA   -0.002143 -0.002522  0.000560 -0.001777 -0.001123  0.003359 -0.001776   \n",
        "GE      0.006475  0.005178 -0.006995 -0.001528 -0.002682  0.000638 -0.003715   \n",
        "GOOG   -0.002532 -0.002716 -0.000326 -0.002431 -0.004585 -0.009683 -0.005873   \n",
        "HPQ    -0.007852  0.036108  0.008050  0.006559  0.015742  0.007287 -0.001935   \n",
        "HTHIY  -0.015190 -0.000753 -0.007772  0.012744 -0.001325  0.000618 -0.003943   \n",
        "IBM     0.000105  0.007076 -0.002131  0.001917  0.006684  0.000692 -0.005183   \n",
        "INTC    0.000969  0.015269  0.002475 -0.004206 -0.000670 -0.001725 -0.002787   \n",
        "LXK    -0.005231 -0.002781 -0.008994 -0.001651  0.001430 -0.000267  0.001469   \n",
        "MSFT   -0.001848  0.000370  0.002874 -0.000295 -0.002216 -0.005348 -0.001190   \n",
        "N      -0.001350 -0.000040  0.012627 -0.002477  0.012155  0.013787 -0.014610   \n",
        "NFLX    0.006664  0.003807  0.009043  0.010369 -0.005572 -0.005026 -0.003569   \n",
        "NVDA   -0.002593 -0.007490 -0.002795  0.003828  0.009650 -0.002072  0.000690   \n",
        "NWSA    0.010955  0.010272 -0.001715  0.005872  0.002457 -0.000378  0.000567   \n",
        "NYT    -0.004889  0.007547  0.001615 -0.003782  0.001618  0.002958 -0.004864   \n",
        "ORCL    0.002340  0.005058  0.001203  0.005741  0.001592 -0.006087 -0.005719   \n",
        "PCRFY  -0.015431  0.001101 -0.015372  0.005006  0.003602  0.005237  0.001651   \n",
        "RAX    -0.000203  0.012440  0.021210 -0.007319  0.020159 -0.008504 -0.005109   \n",
        "RHT    -0.002640 -0.002376  0.004356 -0.005406  0.003287 -0.007984 -0.015275   \n",
        "SAP    -0.008675  0.006645 -0.005908  0.014241  0.005454  0.003329 -0.015968   \n",
        "SIEGY  -0.001160  0.014180 -0.008505  0.016414  0.007543 -0.000786 -0.015761   \n",
        "SNE     0.006522 -0.002651 -0.000707  0.007548 -0.005826 -0.001414  0.002293   \n",
        "TOSYY  -0.008040  0.007245 -0.008420  0.001731 -0.002230 -0.015474  0.001005   \n",
        "TRI    -0.000177  0.001681 -0.000531 -0.001064  0.001328  0.006857  0.000352   \n",
        "TWX     0.000651 -0.002313  0.002966  0.002401 -0.002507  0.002647 -0.000390   \n",
        "TXN     0.003344  0.004577  0.000901 -0.008384 -0.004774  0.002800  0.005708   \n",
        "VIAB   -0.002993 -0.004944 -0.001899 -0.000950 -0.002112  0.001860  0.001980   \n",
        "VMW     0.003810 -0.003434 -0.003283 -0.014676 -0.028492 -0.005011 -0.001810   \n",
        "XOM    -0.000770 -0.000100 -0.010319  0.001992  0.009432 -0.001306 -0.000872   \n",
        "XRX     0.006162  0.003684  0.001471  0.002202  0.003657  0.002189  0.000000   \n",
        "\n",
        "n_date    735474    735478    735479    735480    735481  \n",
        "symbol                                                    \n",
        "AAPL    0.003283  0.006973 -0.030061 -0.015946  0.002258  \n",
        "ADBE    0.006732  0.005219  0.003177  0.003212  0.003430  \n",
        "ADSK   -0.000619 -0.007361  0.011897  0.007039 -0.006158  \n",
        "AMZN   -0.002032  0.003425 -0.002177  0.018375 -0.003090  \n",
        "BBRY    0.000651  0.012849  0.032027 -0.009733 -0.009189  \n",
        "BKS     0.001553 -0.010558  0.016419  0.002240 -0.004501  \n",
        "BP     -0.002996 -0.011132  0.010251 -0.041773 -0.001601  \n",
        "CAJ    -0.004584  0.003351  0.003541  0.006134 -0.002217  \n",
        "CAT     0.003523  0.003237 -0.004016  0.000919 -0.001718  \n",
        "CBS    -0.007353 -0.005758 -0.006992  0.011908 -0.002816  \n",
        "CMCSA   0.003779  0.000122  0.002674  0.003392  0.007574  \n",
        "CRM     0.010118  0.012062 -0.004713 -0.002418  0.003642  \n",
        "CSC    -0.000559  0.006930  0.002213 -0.002162  0.000166  \n",
        "CSCO    0.004683 -0.001474  0.006126 -0.002804  0.000667  \n",
        "CTXS    0.009922  0.005148  0.001368  0.000801  0.001553  \n",
        "CVX     0.004078 -0.009115  0.001119 -0.007733 -0.001207  \n",
        "DIS    -0.004043  0.008423  0.003263 -0.005233  0.002316  \n",
        "EBAY   -0.000722 -0.006297 -0.005785 -0.002014 -0.014046  \n",
        "EMC     0.003054 -0.004202  0.006880 -0.010486 -0.009782  \n",
        "FB      0.007288  0.019939  0.003102 -0.002189  0.007948  \n",
        "FJTSY   0.000679  0.016783 -0.032388  0.002945  0.000883  \n",
        "FOXA   -0.004979  0.008014  0.010968  0.002666 -0.004432  \n",
        "GE     -0.001154 -0.004121  0.001543  0.002693  0.000256  \n",
        "GOOG    0.000678  0.009060  0.005519  0.006450  0.004206  \n",
        "HPQ     0.002807 -0.001934  0.005072 -0.008555 -0.008718  \n",
        "HTHIY   0.007300  0.016224  0.001598 -0.011005 -0.003198  \n",
        "IBM     0.002135 -0.001269  0.002254 -0.005807 -0.000681  \n",
        "INTC    0.004401 -0.005967 -0.000096  0.005932  0.004097  \n",
        "LXK     0.009064 -0.008811 -0.008414 -0.004055 -0.000609  \n",
        "MSFT    0.009283 -0.002437 -0.005944  0.004806  0.012413  \n",
        "N       0.013834  0.015171  0.001545 -0.006065 -0.003195  \n",
        "NFLX    0.006130 -0.001608  0.008005 -0.010536 -0.002382  \n",
        "NVDA    0.004124  0.002229  0.009847  0.015379  0.001502  \n",
        "NWSA   -0.000756 -0.005705  0.003222  0.003965  0.001320  \n",
        "NYT    -0.001353  0.000270  0.002159  0.000540  0.000539  \n",
        "ORCL    0.002811  0.002404  0.005340 -0.003680 -0.005793  \n",
        "PCRFY   0.010887  0.007295  0.014643 -0.002134 -0.010515  \n",
        "RAX     0.012419  0.020992  0.031463  0.019219  0.009385  \n",
        "RHT     0.007824  0.004141  0.006711 -0.004622 -0.003985  \n",
        "SAP    -0.000986  0.008287 -0.008875 -0.002407  0.001502  \n",
        "SIEGY  -0.002001  0.008176  0.011301  0.000680 -0.000131  \n",
        "SNE     0.010991  0.013425  0.020566 -0.006789 -0.022029  \n",
        "TOSYY  -0.005942  0.013593 -0.010841 -0.004177  0.005038  \n",
        "TRI    -0.002025  0.000968  0.003943  0.003232 -0.003242  \n",
        "TWX     0.000866  0.003151  0.005495 -0.004095 -0.006769  \n",
        "TXN     0.005124 -0.002917  0.004425  0.002345  0.002820  \n",
        "VIAB    0.000948  0.007079 -0.002872 -0.000739 -0.000041  \n",
        "VMW     0.008902  0.002936 -0.002571 -0.017769 -0.010790  \n",
        "XOM    -0.001578 -0.006624  0.005612 -0.006018  0.003000  \n",
        "XRX     0.007005  0.003850  0.009061 -0.013778 -0.013971  \n",
        "\n",
        "[50 rows x 19 columns]"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Normalize the data"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Assuming $X_{i,j}$ is a matrix representing our dataset where $i$ is th number of rows and $j$ is the number of columns. This is the function to return $X_{scaled}$ which is the normalized version of the dataset:\n",
      "\n",
      "$X_{std} = \\frac{X - min(X_j)}{max(X_j) - min(X_j)}$\n",
      "\n",
      "$X_{scaled} = X_{std} * (max - min) + min$\n",
      "\n",
      "\n",
      "**The most common Max and Min are:**\n",
      "\n",
      "$max  = 1$\n",
      "\n",
      "$min  = -1$\n",
      "\n",
      "$X_{scaled} = X_{std} * (1 - (-1)) + (-1) = X_{std} * 2 - 1$\n",
      "\n",
      "**And:**\n",
      "\n",
      "$max  = 1$\n",
      "\n",
      "$min  = 0$\n",
      "\n",
      "$X_{scaled} = X_{std} * (1 - 0) + 0 = X_{std}$"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "for item in clustering_data.values:\n",
      "    plt.plot(item)\n",
      "plt.show();"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEACAYAAABRQBpkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n2Z7VAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6c847397d0>"
       ]
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "norm_data = normalize(clustering_data.values, axis=1)\n",
      "norm_data = pd.DataFrame(norm_data)\n",
      "for item in norm_data.values:\n",
      "    plt.plot(item)\n",
      "plt.show();"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEACAYAAABfxaZOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXV4U+ffh++kTVNN6l60WKHF3d2Z4GMb24DBmOtvTN4J\nY+5j2AYM2fDBgOHulJZCqQAV6t6mbZJK9P3jtIVSoUUHnPu6do0kR56kyec85/N8RWI2m82IiIiI\niDwUSO/1AERERERE7h6i6IuIiIg8RIiiLyIiIvIQIYq+iIiIyEOEKPoiIiIiDxGi6IuIiIg8RNyy\n6D/33HN4eHgQGBhY4zavvPIKzZo1o23btoSFhd3qKUVEREREbpJbFv1nn32WXbt21fj6jh07iI2N\nJSYmhiVLlvDCCy/c6ilFRERERG6SWxb93r174+TkVOPrW7duZerUqQB07dqV/Px8MjMzb/W0IiIi\nIiI3wR339FNTU/Hz86t47OvrS0pKyp0+rYiIiIhINdyVhdzrKz1IJJK7cVoRERERkeuwvNMn8PHx\nITk5ueJxSkoKPj4+Vbbz9/cnLi7uTg9HRERE5IGiadOmxMbG1nn7Oz7THzNmDCtXrgTg1KlTODo6\n4uHhUWW7uLg4zGbzf+q/jz766J6PQRzTgzUucUzimG73f/WdLN/yTH/y5MkcPnyYnJwc/Pz8+OST\nT9Dr9QDMnDmTESNGsGPHDvz9/bGzs2P58uW3ekoRERERkZvklkV/zZo1N9xm/vz5t3oaEREREZHb\ngJiRWwv9+vW710OogjimuvNfHJc4prohjunOITGbzf+JJioSiYT/yFBERERE7hvqq53iTF9ERETk\nIUIUfREREZGHCFH0RURERB4iRNEXEREReYgQRV9ERETkIUIUfREREZGHCFH0RURERB4iRNEXERER\neYgQRV9ERETkIUIUfREREZGHCFH0RURERB4iRNEXEREReYgQRV9ERETkIUIU/bvBvn0gVhAVERH5\nDyCK/p0mMREGD4bLl+/1SERugpKUEgrPFN7rYYiI3DZE0b/T7N0r/H/Xrns7DpGbIv23dBI+SrjX\nwxARuW2Ion+n2b0bxoyBnTvv9UgeGoxmMyPDwyk2Gm/5WAXHC9Cc09yGUYmI/DcQRf9OYjTC/v3w\n1Vdw/DgUFd3rET0UxBcXsyMvjyP5+bd0HJPBhDpYjaHQgC5Td5tGJyJybxFF/05y5gz4+kLLltCh\nAxw6dK9H9FCwT6UCYG1W1i0dR3tBi9xHjqKLAs15cbYv8mAgiv6dZM8eGDpU+Pfw4aKvf5c4WDbD\n33eLM/3CE4Uoeiqwb2ePJkwUfZEHA1H0a2DJkiXs3r371g6yezcMGSL8e9gw0de/S4RrNLhZWpKp\n05Glu3lbpuBEAcoeSuzb24u+vsgDgyj6NbBy5UpWrVp18wfIz4fwcOjVS3jcti1otRAbe3sGKFIj\nyaWlPO3piZVEwv4yq+dmKDhegKJH2UxfFH2RBwRR9KtBr9cTFhbGvn37MN9sUtXBg9CzJ9jYCI8l\nEnG2fxcoNhopMpl41dcXo9nMttzcmzpOaWopRrUR2xa22La0pSSxBKP21qOBRETuNaLoV0NkZCQN\nGjTAzs6OyMjImzvItdZOOaKvf8fZq1Ihk0jws7amvYMDe/PyburCXXBSsHYkEglSmRTbVrZoLoiz\nfZH7H1H0qyE4OJguXbowaNAg9u3bV/8DmM2C6Jcv4pYzaBAcPQolJbdnoCJV2J2Xh4dMBsBAR0d0\nZjMXbyJUtvC4sIhbjujrizwoiKJfDdeK/v79++t/gNhY0OshIKDy805OEBQEhw/fnoGKVCFEraal\nnR0APZRK7Cws2HsTvn75Im45oq8v8qAgin41nDlzhi5dutC/f3+OHDmCXq+v3wH27BGsHYmk6mvD\nh4u+/h0ktriYngphht5NoUCl17MnL69exzAWGdFGaHHo5FDxnCj6Ig8Kouhfh1arJSYmhqCgIFxd\nXfH39yc4OLh+B6nOzy9H9PXvGEazGZXBwEgXFwCcZDJ8ra05nJ+P3mSq83HUIWrs2thhYWtR8Zx9\nkD3aCC1mo1gtVeT+RhT96zh79iyBgYHI5XKA+vv6Op1g3wwaVP3r7dqBSgVXrtyG0Ypcy1m1GoAO\nDldn6L2VSpxkMk4V1r1S5vXWDoClwhK5l5yiy2IpDZH7G1H0r6Pczy9n4MCB9RP9U6egeXNwda3+\ndalUDN28Q2zPzcXR0hKLa2y17goFinr6+oXHC1H0UFR5XrR4RB4ERNG/jutFv1evXoSFhaEum0Xe\nkNqsnXJEX/+OcLyggCbW1pWe665QoDIY6uzrm81mYabfU1nlNVH0RR4ERNG/jutF39bWli5dunDk\nyJG6HeDaejs1MXiwYAGVlt7CSEWuJ6qoiI7XWDsArezsUBsMRGi1qOqwIF98uRgLBwvk3vIqr4k1\neEQeBETRv4asrCxUKhXNmjWr9Hydff2cHKFDVrdutW/n4gKtWwsx+yK3BYPJRKZOxxAnp0rPW0gk\ndFUqaWFrW1GIrTYKjlc/y4ersfo3naUtIvIfQBT9azhz5gydO3dGKq38sdRZ9Pftg759wcrqxtuK\nFs9tJbqoCAnQRVHVi++uUOBkaVknX7+6RdxyrLyEv6suXaytL3L/Ior+NVxv7ZTTsWNHUlJSyMjI\nqP0A1WXh1oQo+reVgyoVUokEX3lVW6a7QkGh0cjeOvj6NS3iAkgkEtHXF7nvEUX/Gq4V/dTSUgoN\nBgAsLCzo378/Bw4cqHlns/lqUlZd6NhRsIMSE2912PcUkwlSU+/1KOBAfj4+cjmSahLiuikURGu1\naE0m4ouLazyGPldPaWopdoF2NW4j+voi9zui6JdhNpsrif7MS5d4Oy6u4vUbWjxRUSCXg79/3U4o\nlQoXiPs8UWvhQmjX3sxtaEd7S5zTaAiyq16sy5O0Otrb12rxFJ4qxKGLA1LLmn8WYg0ekfsdUfTL\niI+Px9bWFi8vL4qNRo4UFLA+O5u8soiPctGvcRGvPFSzutILNXGfWzy5uTBnfyaF88I4duzejUNv\nMpFaWkpvZfVePAgWj4tMVqvFU3C8Zj+/HNHeEbnfEUW/jGtn+Qfz82lnb88oFxeWpacD0KxZM8xm\nMzExMdUfoC6hmtczdKhQd/8WujvdS2b/oEY/MxYaa1m9/d69h0itFplUWiVc81q6KxRojUYO5Odj\nrOHCXVN8/rXYNrelNK0Ug9pwS2MWEblXiKJfxrWivyM3l5EuLrzs48OvaWkYzWYkEknNFk9xMRw/\nDv371++krq5C0/Tjx2/DO7i7HDmvY2NQJL82a0Y3WyV/x+VzryIZzxQWYjCbaVODvQOC6J/XavG2\nsiK0mkQ7k96EOkSNQ9eaLxwAEgsJdm3sxEbpIvctouiXERwcTOfOnTGbzfybl8dIZ2e6KBS4y2T8\nW9Z9qUbRP3ZMKJns6Fj/E9+HJRn0JhOPhkYxUOLGc03cGeHjiCmwgJCQezOewwUFWEuluNUSKhtg\nZ0eWTkcvpbJaX19zToNNYxtkjrIbnu9B8vWzs7egVp+918MQuYuIoo/QHvHcuXN07NiR6KIiTGYz\nrctmjS/7+PBLWXjKwIEDOXjwIMbrVy1vYO2sOLei5rWA+9DXH7/7CrpSCdsebQJAPydHrDrl8/ff\n92Y8pwsLaVHelrIGpBIJXRQKPK2sqi3JUHiictOU2nhQfH2dLoeLF58hPn7OvR6KyF1EFH2E9ogN\nGzZEqVTyb24uI1xcKkL/xru7c0GjIVqrxdPTE19fX0JDQysfoJZ6O2nqNJ755xmCU2soz9y5M6Sn\nQ3Ly7XxLN+SvsB/J0d4g76AaVqVk8a86m1UtApDLhM+og709WocS1u/U33WLp9RkIqG0tNqkrOsp\n9/XPajRoDJU9+dqSsq7nQRH9xMS5uLmNQ6M5R1HR5Xs9nP80xQnFJHyScK+HcVsQRZ/r/Pwya6cc\nuVTK897ezC+b7VexeNLTISVFEO9qCE0TLhAbojZUf3ILC+GCsXv3bXgndaNIX8QzV4p59cCb9dov\nXKNhVnQMffa35rEBV20QmVRKDycFhY0KiIq63aOtnQitFnsLC9rb299w2+4KBaEaDZ0cHDhcUFDx\nvNlsrrX8wvXYB9pTFFWESV/3Gv3/NYqKYsjM/JMmTb7Ay2s6qakL7vWQ/tMkfppI4ueJGEvucWzy\nbUAUfa6KfoHBQKhazQAnJ4KDg4mPjwdglrc3a7KyKDAYqrZQ3LMHBg4UxLsaQtJCeLTlo6yPXF+z\nxXOXff0Z4bvQKwLZpHGhqPTG9WgA8vR6Rp+LQPqrP7+/W3Wxs6+jI36j7r7FE6JWYwG1LuKW002h\nIEStZqCjY6XQzdLkUsx6M9ZNrGvZ+yoWdhZYN7Sm6OL9W1s/Pv5d/PzewsrKDW/vWWRmrsJguP/v\nXu4ExXHF5GzNwbqxNZqz9/9ndMuiv2vXLlq2bEmzZs346quvqrx+6NAhlEol7du3p3379nz22We3\nesrbTrno78nLo5dSia2FBa+//joffvghAN5yOUOcnFienk6fPn0IDg6mqLzZ9g2ycEPSQ5jadir2\nVvacTj1d/UZDh8L+/UJf3TvMtpwcdhXCgMg/MbkOYMGJl2+4j9FsZkp0NLZhrrzaxoPGjatu00ep\npMj/7ot+cGEhhUZjxRpMbTjJZPjI5TS2tq60mFsen19dNm9N3M8WT37+MdTqEHx9XwXA2toPR8d+\nZGauvscju/0kJ/9AaWn6LR0j8fNEfGb74DzEmYLjBTfe4T/OLYm+0WjkpZdeYteuXURFRbFmzRqi\no6OrbNe3b1/CwsIICwvjgw8+uJVT3nY0Gg1xcXEEBQUJfr6zM5mZmYSnpbH94EEKymyAV3x9+TUt\nDTt7e9q2bcvx48eFGgR799Yo+mazmZC0EDp6dWRC6wmsj1xf/SA8PIRM3hMn7tTbBCClpITZ4VG8\n88M5PnjjeYZFyvkxLh6jsaTW/f7vyhUyVSYKv2nCu+9Wv00XhYIUaREpKgNlN0h3hZOFhbjKZDhY\nWtZp++4KBfkGA5k6HSklwvuuzyJuOfer6JvNJuLi3qRx43lYWFxd/PbxeYnU1PkPVAVRjeY8cXFv\nkJ6+5KaPURxfTM4/Ofi+5ouih4LCE3XvwPZf5ZZEPzg4GH9/fxo1aoRMJmPSpEn8888/Vbb7L3+R\nytsjWspk7MzLY6SLC9u2bcP2/Q9wfOd/rFu3DrjagWlXXt5VX//cOXB2hoYNqz12SmEKAKXZPzO2\n5aNsiNqAyVyDD3yHo3iMZjP/W3eBhdNLcUi1RzNMw+RsH1ROg9h6ruYL8absbFZnZmL8vwC+/kJK\nTda5XCqlk4MDnZ4puGuz/RKjkbji4jr5+eV0Vyg4XWbh7Sub7ddnEbec+7UGT1bWesxmIx4eT1R6\n3tGxH2AmP//wPRnXtRw5AnPn3vpxEhLm4u7+BBkZK29agxI/T8TnBR9kzjKUPZUUHC/4T+tZXbgl\n0U9NTcXPz6/isa+vL6nXVd+SSCScOHGCtm3bMmLECKLu9krfDSi3dkLValxkMhrb2LBu3z4KPX3J\nbdqChVu2AML7KA/frBD9G4RqhqSF0MEzkJSUb/GxykYpV3I6pQaLZ9iwO1aHx1hs5K+ZYUx+swin\nGauYO/lrlpn2IDkVh8mlFz+E/oHJVDWjNkqrZdbly0yNa4Od3oonnqjm4NfQ19ERRa+7Z/GEa7U4\ny2QE1VP0TxYWMtjJib0qFQaNgaKLRdh3qPsx4OpM/34SAKOxhCtX5tC06bdIJJV/+hKJBB+fF0lN\nnX+PRneV9evh//5PuIm+WTSaCAoKjtGixRKkUmsKCupfJ6Q4oZiczTn4vu4LgLWfNVK5lOK4mov2\n3Q/U7Z64BurigXbo0IHk5GRsbW3ZuXMnjz76KJcvVx8e9vHHH1f8u1+/fvTr1+9WhlcngoODGTNm\nDP+WZeFqtVqOWsrofRR8VWrWt2tHdHQ0rVq1YpK7O+/Ex+MUGEhsbCy67duxmlNzjHNoeihBLsJF\nMTt7Y4XF092ve9WNu3aFpCRISwNv79v2/gpOFBA2NYqUBno6HbchPuMwmuOlRBx9h7HSs3SxsyFY\n0pnQuB/p3Oydq/sZDDwWEcEnXk2YO86BbdtuXFaor6Mje5yucOnibX8b1RKiVmMjldZpEbecADs7\nsnU6Otjb88GVKxRkFGLfzh4L6+oX4mvCysMKqbWU0uRSrBvUbQH4XpOaOh87uyCcnPpV+7qHx1Nc\nufIBJSUpWFv73t3BXcPJk4LoT58OFy5AHaJxq5CY+Bl+fm9gYWGHp+dUMjJW4OjYu17HSPo8Ce8X\nvJE5X41UU/RUUHi8EFt/2/oPqoz0ZenYtbZD0fUm3hjCOumhQ4du+vy3NNP38fEh+Zr48uTkZHx9\nK39ZHBwcsLUVPqDhw4ej1+vJq6Ho1ccff1zx390QfLg609+Rl8cIZ2f27NmD5aChTDiSxGP/uGDq\n0ZNf1q4FwNrCguleXizJymJw9+5IQkOhlnGGpIUQ4KRAqexNTs5mxrZ8rGaLx9JSaKN4m2b7xiIj\nsW/GcmFsBL88Y6Tt+tZYSleRZdEbiV7BFa0Pblol6osbcW00mV9OfoHJJMSum8xmnoyOZoizM1cW\nejFiBHTqdONzdlMoCNdqGPqIkbIbpDtKiFpNsclUL9EvT9JK0+lQWlpy+nxOva2dcu4nX1+nyyE5\n+SuaNKkabFGOpaUDHh5Pkp6++C6OrDJFRXDxIsyZI9xEv1m/qGIAtNoo8vMP4u09GwAPjyfJyfkb\no7Hu0VbFCcVkb8rG73W/Ss8reygpOHHzi7lpS9KIeSmGxHk3X1K9X79+FTo58e23673/LYl+p06d\niImJISEhAZ1Ox7p16xgzZkylbTIzMytugYODgzGbzThfEwd/L8nMzKSgoACHBg2IKS6ml1LJykOH\nkChceMTiIn4tlDyy/xwri4sxlCXzvODtzarMTCb6+BDn7Aw1CE75Im5zexNOToOxtm6It1UWTjZO\nnEw+Wf2AbpOvn38sn5B2IZSmlfLLOnsaTfRkmJM9mZlrCFFZUJrmz6hHIVniQMPwTHJk3vyTJSch\n9Q8APk1IoMBgYJapKcuXw7x5NZ8rQ5PB7lghx8DWwoJ29va0ePzmfP30P9Lr9YMKLixEpdfT0rZ+\ns65uCgWnyiye/fmqei/ilnM/+fpCItYE7Oxa1rqdt/ds0tJ+w2S6N/2bQ0IgMBCsreHbbwWLp77z\noMTEefj6voalpWDZyeXeODh0ISen7jORpC+S8J7pjcylclmOcl//Zshal0XCJwl0ONmBgqMF6DJv\nrUjhmcJC+p87V+/9bkn0LS0tmT9/PkOHDiUgIICJEyfSqlUrFi9ezOLFwmxh48aNBAYG0q5dO157\n7TXWls2a/wuUt0fcrVIxyMkJicnEboOR/gf1uI7wwGmICy9f8qekTx/W79kDgJ+1NQMcHfHJy2Nr\nSc1RL4kFiVhZWKGQZGBj0ww3t/FkZW1gQkAtUTxDhwotFw03V8HRWGQk9vVYoiZE0eSrJhz4Rkmc\nrZ4vmjQhN3c79vaB7Iw/iiJlPM5O35LhIGVKwTuYs4/i3ngyv51+n3+ys1iakcH6gAD+96aUd98F\nT8/qz7cuYh1tF7Vl8qbJFXcvfR0dKW1RwJkzQunluqLL1BHzYgwZf9QtS7jIaCS2uJjGNjbIpVW/\nxrV1OSv39Qc5OnHUqQRl9wd7pl+eiNWo0Uc33NbOriX29oFkZ2+8CyOrysmTV1tMKxSwdCnMmAF1\naG8MQFHRJVSqvfj4vFTp+XKLpy6UJJaQvTEb3zeqWlx2QXaUJpaiz69feHXuzlxiXokhaGcQ9m3t\ncRnjQuZfmfU6xrUYTCaev3yZb5s2rfe+txynP3z4cC5dukRsbCxzyvztmTNnMnPmTABefPFFIiIi\nOHfuHCdOnKDbjZqG30XKrZ1/y6yd48ePY+jTl+dCE5B27YjTICesEhvS8/BhPg0Pr9jvFV9fvM6e\nZQ9w5cqVao8dkhZCJ+9OFBXFYGPjj5vbOMHiafUYG6M3Vm/xeHlBo0Zw6lS930v+kXxC2oagy9bR\n+UJnUgdZ82liImsDArCSSgVP02UiCflJaMK6s3r1BxR5X6bktA2POduTYd+ZPzMVTLt4gQ0BAYQd\nkHP5MrzyStVz5RTlMGHDBD4+/DHbJm9Daa3kUs4lQIjXP6HNZ9Ag2Lat7uNPmJuAoquCgmN1m0Wd\n02jwtrIisJo7rYSEBHx8fIiIiKh23/IkrQ7pMiJbmjG51s/PL+d+Kbx2NRHLvU7bl4dv3gtOnoTu\n1yx5DRwIY8bA66/Xbf/ExHn4+LyCpWXlBEJX10dRq89QWnrjNm+JXyTi/bw3Vq5VC/hJZVIcOjtQ\neLLuoZv5R/O5+PRF2mxpg32QcPfh+YwnGSvqXwalnJ9TU3GxtGSKh0e9932oM3KDg4Pp0KkT+1Qq\nhjs7s/DIEWwNVvQP+wNj+3bYd7SnNM3At6XWXA4IIDZTuDL3VqlQaDTQv3/l7NxrCE0LpaNXR4qL\nY7G1bYaNTRPkcl+8ZFm42rpyIrmGmPx6WjxGrZGYV2KImhxF02+bErA6gFKlhIlRUfzk74+/rS06\nXSYFBUfZmJiD1CyjqUsklpaWpNmdxHxZw2+9X6RIakOa/2cMLVpBe2sHXn8dfvihao/3LRe3ELQw\niAbKBpx9/ixdfLrQ069nxfvpqVQSqlYz6nFjnS2e4vhistZk0eqvVpSmlqLLufFtb6hajdLSslo/\n/48//kChUDB/fvXCVZ6kdelcHs0LZRwruLnbdZumNuhz9PWe9d0qFy5c4Mknn6zTttcnYtUFF5dR\nlJamo1aH3njj24jZLMx3ul8X5/DVV0IY5/btte9fVBRLXt5OfH2rJhxaWNjg5jb2hgloJUklZK/P\nxvfNqrP88kCt+sTrq8PURI6NpNVfrSrdUTr2dcSQb7ipEt2JJSV8npjIwubN65VQWM5DK/rl7RHN\nLVrgb2ODh5UVO0p0DDxuQOGroffm0Ty28TEc+znSoMUUGp08yStlMWSSfftQ9etHTtu2NbZQDEkP\noZ17UywsbLG0FP7Ybm7jyc7ewPiA8TVbPPUQfdUhFWeCzmDIN9D5QmdcH3EF4KWYGHoqlTxRNgvI\nzPwTF5dH+TVkKY5FHZDwN++88w6HkrfgXlJE5hU5njaOmA0akuO38tVXETRpAiNHXnOuYhVPb36a\nt/a8xfrx6/l2yLfYyITknh5+PSpE38HSklZ2drj3VXPoEFRTur4KVz68gu8rvsg95Si6C9ERNyJE\nrcZM1fILJpOJ5cuX8vHHzqxbtxZVDe0RuysUHE9T0V/qUGsLxdqQSCXYBdnd9dn+559/zp9//llR\nJqQmakrEuhESiQU+Pi+QmvrrrQ61XiQkCNVM/CqvnWJvD8uWwaxZUFtv+6Skefj4vFTxe7seDw/B\n4qktzDbpyyS8nveqNMsvKYHXXoOAACFpvq6+ftGlIi6MvEDzRc1xHlx5HVMileD5VP1n+2azmZdi\nYnjN15dm9VzLKuehFf24uDjs7e05ZWXFSGdnzkdGou3ciZfUFiT2aMWplFNsv7yd3T13owqFDxMT\n2atQoDYYYPdu/EaPJikggL3792MyVbZqyhdxWyntsbFpVvG8u/t4srM3M67V42yM2ojRVE3xpm7d\n4MoVqMWTNmgMXH7pMtFPRuP/oz+tVraqCCtbnZHBqcJCfmnWrGIsGRnLyZF2QK3ToL/UgYTYPTyX\ndwaTtBStg5R5W+JwkdtjbePBmSQF333vy3ffXf1h7IrdRdCiIJRyJednnadXg16VxtPDrwcnUq7e\nufRVKjlryKdXrxtfv9Tn1Kj2qyr8U2UvZZ0snhC1mmy9voroHzhwAAcHCW3bxjNwYFuWLVtW7f7d\nFQrOUMTwJm43LfpQP18/9s1Y1GfrcBWshbi4OPbu3cvEiRP5+wa3UjUlYtUFT89p5ORsRq+vx8LM\nLVLu51c3ee3bF8aOhVdruGEpLo4nJ2cbPj5X/UhjiZFzA85ReEaYRCiVPTGZdKjV1Td+KEkuIWtt\nFn5vXr3qREUJ0dQpKeDmBqtWgaKbAvUZNSZDzQX3SpJKOD/kPI3nNcbtcbdqt/GY6kHmn5n1Kty3\nOSeHuOJi3m7QALPZzMIzC+u8bzkPreifOXNG8PPLSin/cPgwjunFdDWd5MVmMfgqfHmj2xu8W/Qu\nEacieOr997EKCeH/TpyAAweQDx3K9HbtMDs4EH6N3w8Qr4rH3soeB2muIPr5+WA2Y2PTFLncGw/L\nLNzt3DmeXE3HLJlMMDJrqLqpOqAiJCgEk9YkzO5Hu1a8FlNUxOtxcawNCMCurACcRhOG0ahl+/Yd\ntE61YHzYUnpaW5E0fA9tWuSR0Sib7LRMdgYG0sDOFf3hn/Ho+hdubtsoLC1kxtYZzNo+iz8e+YNf\nRvyCnVVVO6WNextSC1PJLRIEoq+jI0cKCnj8cdi0qfa/w5X3rtDwvYZYOggpI8peSvKP1r5qpzEY\nuFJcjMpgoOl1dfSXLVvGiBEWODkNYsIER3799deq/Q+ATgYbwhsa6RvkTnxxMVk32bKyrr6+QW0g\n9ZdULk2/VKtY3IjvvvuO559/nilTHq1V9GtLxLqWUkNptetLVlauuLg8Qnr60psea3253s+/ns8/\nF+yf6sKBExM/x8dnNjKZU8VzV96/gjZKS/J3Qli5RCLB0/PpGhd0k75Mwmu6F1ZuVpjNsGgR9OkD\nL78MGzbAZ5+VRbLZy5A3kKM9r632OLosHecHn8f3NV+8nvWq8rpmzhxKly3D1t8Wm2Y25O2q5fbl\nGgoNBl6JiWFR8+bIpVJWh69mydn6l5h4aEU/ODgY//btydXr6eTgwDZNCQPPm1El7WavKYbXu73O\nN0O+oZFTI14Y9QJ5ZjeePHaMpfn5FDdpAl5ezPb2pqhdO3aURfaUU2kRN75EqK3j5wfTp+OW2Yrs\n1D+Z0HoCGyJrKLdcg8WTsSKDi1Mv0mx+M1oub4nM6Wo4WanJxKSoKD5u1Ih25b1iMzIo+fxV2j6r\n4aXPdhNTlwmDAAAgAElEQVRjW8IhSScGfzAOB8dutLPy4XgnOT0OFKI0WDMouyHSS8NI6PghpyLf\noO2iIMyYCX8hnIFNBlY/1sxMLP9cQxefLpxMEUJReymVnCosZPhoE7t3C7fH1ZF/OJ+i6CK8Z17N\n4lJ0UaC9oMVYVHMJ2zCNhiY2NrSytcXimmmhSqXi33+30b9/Mf7+P+HrG4qbmxs7duyocgyfMAMF\nzhIKTEb6Ojqy/yZn+3UN28w/nI+ylxJLJ0tS5994MbE6MjMzWbt2LZMmuWJvP5uLFy9WyYAv50aJ\nWOU8vv5xPjn0SbWvCQu6CzCb70454RuJvp0dLF8OL7wAOTlXny8uTiAnZzO+vq9VPKc6oCJrbRYd\nTnRAtUdFaZoQgurh8TTZ2euqhKSWpJSQtSYLv7f8yM2Fxx+HJUuEpnjTpwt3H336QIMG8NdfZRZP\nNeHF+nw94UPDcZ/oXiXGv5y8detI+v13ADyn1t3i+eDKFYY5O9PH0ZGcohze3vs2v43+rU77XssD\nJfqZmfDSS4Je3qhgZXBwMMXNmjHc2Zn41FRUrVvwdqsOfOR6AYlUyrPtn0UikfDv5H8ptClkwtYJ\nvPnCC/iFh7Pk6acBaGRjQ1CfPvx5nUCHpIXQyasTxVeOYvvbTggOhgMHIDAQt9VJZMcsZdznm9l4\nZgXGsFCqdB4ZNkwIUL4mdFOfryfuf3G02dYGlxEuVd7PnPh4GlhbM9vJCdauhREjMLdqhSn8DNtm\n9uP9354gy2wiPec87dtHomj8Gpue+ZzEhH10MqRx/PgMTn7uhmx6EjIHE2vj41k44Dl+H/M7CnkN\ncew6HdpHhmN4dipDrNtU+PpOMhlNra1JslbTrl316fRms5n4OfE0+rQRUvnVr6GFrQX2QfYUBtfs\n64eq1bjJZFWsnTVr1tCrlw/Nm0/F1rYVUqmcGTMe4eeff65yDPXxQtoVyyvi9W/W4rFrbUfx5WJM\npbXP3lV7VDgNcaL5guYkfpZISUrtRe6q4+eff2bChLFoNN9hb+9L//7N2Lx5c5Xt9PrcGyZiAQSn\nBhOcGszi0MWUGqrG5SsUnbCy8iQ3t+pF83ZTVATR0dChQ+3b9eoFTzwh/M7LSUr6Em/vWchkgm+u\nz9dz8dmLtFjaApsmNrhPdidtcRoANjaNsLVtTW7uv5WOm/RlEl7TvDgeaUW7dtC0qXARanldWsP/\n/Z8w47ftqqji6xuLjESMjkDZW0mjTxpVO/6spCSUWVl4hIdjysnBfYI7qn0q9Lm1C9aZwkLWZ2Xx\ndVmI5lt73mJym8l08q5D1uR1PFCiv3ChkLY9d64Q/fj884LWXn93X94eMcrXl5EuLny2/xAuURko\nm15kbWszAxoP4I35bzDxl4l42HvwquurnC0+yyqXcD5cs4bPGzemtMzHf++RR7gYHEzJNdPZ0PRQ\nOmXLKE45jfytn4mxbQvNm8Orr2K75ihWPm1wf3UcngY5x14cAz4+8Nxzwj1kfr7w2McHzpypOGbi\n3ERcx7ji0K5qLft/s7PZlJLC0oULkfj6CtOhKVPICVtA2mddect8io5evTCH+NGhQwBy+RX+L68l\nPRQKso+vRBLfjM1/B1KYdxGLXgdo1HQSW1LBVrup1kUv8+tvkKgtYEMLW3rsv1QpIulai6c6FyJ3\nay5GjRGPJ6qGnCl7KSk4WrOvH6JWI6um/MKyZUsZNCgLT0/hgu3iMoI+fUxcuHChSs2nghMFdFcq\nhTo8zs7sValuqo6OhY0F1k2t0UZVf6tfjmqvitI+yzD5xOPzkg+xr8TW6zxqtZrFixfzxBO2ODr2\npVmzX+jaNaVaiych4dM6JWLNPTKXT/p9QqBHIBujqo/Lv1v1eEJDoXVruEHXS0AQ3bAw4edSUpJE\ndvYGfH2vxnTGvhyLy0hnXPxVMH06PkOLSV+Sjkkn/Gavj9kvTS0l7c9slugaMWUK/P67kBgml1c9\nd79+grbsUTlXiuAx6UxEjo3EurE1/j/61xhVE7JzJ1c6deJ0587Eb9iApdISlxEuZK3NqvH9XhuT\n7yyTceDKAQ4mHGTugJurSvfAiL5eD7/9Br/+KlQoDgkRqhW//Tb4+grx5idOCNWQIyIiaNioEaeN\nRgY7ObFNU8zgyxK+ivoaD+x5KvApVi9YzfE/j9N6QWs6BnbEqdCJv44u4JGYS0hiYlhZttD6SKNG\nWDVuzMKy6azJbCI0JRinl/+i0MeKHs+O4njzZ8mKuSpi7h4TyWqSzIQhb7D+/UeFeLT27QWxbtAA\nevcWmqwvWwYmE0WXishYkUHjz64rZB8bS+q8eUw7cYLV33+Pc8OGwlVv926YMoUM9VoyaIePwofz\nlwqQXzExaJAdWpfZ7FblM79fP7pINOjlJfz72zSajH2TGQ77aNz0cZztfNiZeJE81V5MBmEM2X9n\nkzA3gajJUcT7fUTxwq1cTPmAhklf0uLvI4SmnEFvFGYsfRwdOZyfz2OPCfH61955mY1m4t+Lp/Hn\njZFYVP1xKHvXvpgbolajNhgqiX54eDjp6Un06tW8QuycnUeg1e5l5syZlcI3TaUmNGEa+jR34VRh\nIc1tbJACl4purimKQ3uHWn39kuQSdIVqUnVfEn5hDN5vKdFGaMnZllPjPtezZMkSBgzoiVS6Ghe/\nT/i3pAU9ergREnKa7Ozsiu3qmoh1Nv0sYelhPNf+OV7s/CK/nqk+UsfNbXxZO8VLdR7rzXAja+da\nbGxgxQrBa7906Su8vKZjlauHf/5B+/jreP/9DM3WdsfcfyBhS4MwznoN2wBbsjcKn5Ob2zjy8w+j\n0wmPj85J51XrjkTEWnDuXPU1FEPSQnht12tIJMJs/5vfrdAXmyhJLsFsNBP9VDQSuYQWy1ogkdYc\nRqk5cACb/v3RjB5NcdmC140snmtj8ov1xczaPov5w+djb1W/IoHlPDCiv20bNGkCbdoIjxs1gnfe\nEWYQhw8LK+/Tp0PjxvC//wXj4NeO9nb2qNRq8hp68USXhmzWhJBtpccaa4xpRjQXNSwZtIRPIj9h\nxvEZ9LxUyvGGEgpXrmBeVBQGkwmJREK/AQNYtG0bWi188+lhSnMUPGX9N3qjgmXjjvIMf5D32qcV\nY3VzG09OzibGBTzOpuhNGJs0Fr7BO3YIHtX7718NFfD2JnbQJhoOV2FlqQGVChYvhp49MfbqxZPN\nm/Oiuzu9//lHeMM+PgDodJnk5x9mQVQkszvN5silYAxpSbRrd441xmG86OSEnVxOu27tiSzS0twy\nj7cGr+EF67fQbYf5UbNw/PI9znfO4pjDMcJHhJPxRwZGrRH3lkk00i5g+4pprF60DcvWXcgzWzAp\n3ZnzmecBIUnreEEB3r5mmjQRrmvlZKzKQOYsw2VkVZsKBL+08FRhtQuehQYDKaWlXCkpqST6y5cv\nZ+RIF3x8plU85+jYD43mLM89N4m1a9dW9EZQn1Vj28KWnh5OhKjVGM3mW7J4buTrq/aqsHsilmi1\niXMFVsQkTKPZombEvByDUXtjv7y0tJQffviBSZMkeHlNY3ZiKS/ExHDc/gm6dbOvVM68rolYc4/M\n5Z2e72Btac2o5qNIKUwhLD2synYWFtZ3pZ1ifUSfggK6afezuvW7eMz+jSZ9V0GbNph+XEDe7nxk\nc99EEh1N9tO/U0AQcZld8fE6TuovwvqHpaUDrq6jycz8i6U/6Rm32oepL1myfTu4V/OxJRUkMXr5\naJZsXsLl3MsMHAguLhJONvSj4HgBl1+4jD5HT8DaAKSWNUtqTFERbUJDce06lCajJ9Dw1ClMGg1O\ng5woTS2t9m7x+pj8eUfn0dazLaNbjK7jh1WVB0b0Fy4UFniqo3lz+PBDiIwUEjyysoIJD+5G1Lg2\njP3+KM6nY1jruJxeWdaM8OzF0q1L8Wvux5AhQ0g5lULYzDAaNWnEqHMyggOdkEgvYo6PZW1WFmYz\n9PZ9ipi1w3BzM/Lj5nPYFXakZWAScXH+FP78B18ovsB1x0pWvReNVgu2ts2Rydxxs8jER+HD0aSj\nVwdrYyN4+mvWgLU1uXM2U1zqjk/ub8KVrFEjocvWnDl8ceIENGvGe9XEuWVm/oVcMYBTaecZ33o8\nCTEnaNbMA1u/7vyj0jHtsWnEu41BdbkDF4wBvCRNRjI4gpwnYdIhO/J0XjQYcJLY2Z/iHp5Jt7hu\nBG4NpOkbDrgufR7J74v5sugfpgROQT1UTbbzo0w5qa2weNysrPCRyzmn0VSyeIwlRhI+SqDxF41r\nvAWWuciQ+8rRhlf9EZxVqwmwtaXEZMK37P5bp9Px55+r6d8/FXf3iRXbWljYoFT2xsYmgmHDhrF8\n+XKgrGlKD0VFklaEVstgZ2f23Iro1zLTV+1VUdLlGBcK5XxzUUOO+jIa/99x7O1IwscJNzz+n3/+\nScuWDfDwOMk+2TNcKSkhrmtX9pj60a57MevW/wHUPRHrfMZ5TqecZkaHGQBYSi2Z1WlWjbN9oZ3i\n6jvWTrE8KavaZP2SEuHFn3+Gp56CFi2Eic3HH9OhwW4Ouw9h+9vHMGdnc0H+NcZ3PsL2jQmY3dyJ\nX1TCCkkDsiz64bplDqVJGgpDBEvGxuY5Zsxoxpefmlg9JZ033resNlS0sLSQQd8OwrTIgHmlnmVn\nllXM9n9P9iLpm2Q05zW02dLmhpVat1y6ROO0TNo905ENK3yJbN2ai1u2ILGQ4PGUR5XZ/vUx+RFZ\nESwOXcxPw3662Y8aeEBEPyYGwsOFON7akEiEYk5GYzDKb+2Zv8LA5QZFeJ9Usz5sD7l6Nb0aTuPg\nwYNY5q3FtuB5Vq9ejdxSzvCpwxgdL2e9lxqzvx/pa5by/IFYrKzNfPBuR8zqMLoa/6Vh91CGdOjJ\n++/HMqCNL4Nlhxi85UUWuX5A4NLXaNzIzKefgr39eLKzN9acqGVlhanvQOK+1tB0WUekO7ZCVhYk\nJ8P69Rzr1Yv56emsbtWqUgRLORkZf7A/S8az7Z7lUlwJxrgcRg6TsU32PBNSVcTF/Y8z7iMJKXyJ\nZPbjZBnH9wHN6RbbDef1LVj+Wnu0owx4t43nfMJ0we/W62H8eJg6lZCufuQU5TD3yGdMKZyNKX0i\n7aPziTx/NVmtb5nF8/jjsHmzYK2lLUzDPsgex16Otf6taorXD1Gr8bO2po2dXcVFY9u2bTRtqqRd\nu0extKy86OzsPIK8vJ28/PLLzJ8/H5PJVNEeEa7W4Rno6MiR/Hz0pvqHU9q3s0dzXoPZVHVNwGwy\no9qnQut6ELN1Z74Y9C0fR5pJTvkB109TyFiRUWtWpslk4uuvv2biRB2Wnm/zQbKKdQEBuFlZsb1t\nR+R9J3P0+GlSc7LrnIj12dHPeKvHW9joTEKtp6wspneYzqboTaiKq1747nQ7xcSygpMVvYiSk4VM\nrI4dhSZFs2cLAfP9+lWse5XuW0/UtEQaz1nK9M+bcPHrdAwqAw3eawBAzpYc1Gojay0bYpDYU2zd\nFB/T36T+nMzJkzBgQD9srHNY4LOBwd9UX8rAYDLQ962+pP6QyFd6C7rqzeS8+zMmk5EhQ+AxUsi+\nUELQjqCKkOOaMJvNXF5+hJPG7kx6SsbGjZA/ajTqjcJaiudUTzJXZ2I2Xv0OXRuTbzKbmLl9JnP7\nz8Xb4dZqlj8Qor9oETz7bPULL9ejVquJi49H7t+Utm31FLnZ4NHvBM84jyTSXcoHT42g5FAscald\n2XI6iHfeOcOO7c6EJbREYpfN+4PsWPJkIo7RoTgrIvjf9qc5fawdqxfNY8ayZ9AFbKNvs3WYTPMo\nyj7AhZ8dsPN8k5/0M2jjlELYJ1tJTITx48cTG7uJnk5j2RS9CYOpapG1NJuJyE2ZuIx0obC0kKf/\nfp7+vz9CgiaXKdHRLG3ZEp9q3rRafQ69IZ8fzu1nZseZLN1xBosYM0HdNPyV78igtws4OGYjjvOn\ncdG1FY0DtmMocmB1eCuKnp7F8Lw8IrRa2gYu44vLNrhYFLLrVD/Mb74ppEd+/DFfH1iA6ugkUr7Y\njeavIxQEmAlp0JSGf18tS9FXqeRIfj7Nmwu/3eMHDCR9mUTjz6tpsnsdNS3mhmo02FpYVLJ2li1b\nxtChpXh6PldlexeX4eTl7aRr1y44OjqyY8cOoVNWz8qi72plhb+NDacK698OT+Yiw1JpSUlC1Ygc\nzTkNUv9cjOTSyG0IE1tPBEt3YqXjiUmfit+XNlyedbnaCwbAP//8g42NidaBBTyb3Z0fmjatyMS0\nsbBgTs+5tGsH0+ZPx2DS156IVVxMxLalHI3cycz/bRBCiZ9+Gn75BXc7d0Y1H8Xyc8ur3bV8QfdO\nNI0pt3Yq5i5LlggxmfPnC1X7zp4VfuTTpkFQEFhakpz8NZ6eU+nSxYNXHiviykcJtFzZCqlMitls\nJvHDyxw0Sxk/cSknLZzIsR2Ep3swqWuyeGqMju+/l/D+8BM4vXIIuWfV35DBYKDLuM4kL4/kqMyW\nZ77/ngnz5pEeqyPr0cGkzY9jmCSTD/StwerGMrp8fxFtlsThMa4vX38NxcUg7ziJZgcPYtTpsGtl\nh9xXTt5eIWb/+pj8JaFCPP7zHZ+/5c/7vhf94mJhUef5On4WZ8+exa1FC0Z5ejJv/ynsj4USaXOe\nZiYVj5ma0mT435hN9gQGHqGgwI1P3viN32dOJ+vD4WwrepwVP51gRUIfWg4IonTtSn4q7Yfvh9nk\nn+rC0jMdiFbrGRr4MVZW3viul+DlOxOt9gzjJh8m+Imf8Pn2dZb+WsKuXS3Q613434xMjHl+rD56\npNI4dTk6Evd54l/yHQdi9xK4IJBD3x/i9NzTtNn4K4MVcka6VO+JZ2T8QRbt6eTdhabOTdm6dwNe\n3tZENJpDYEghlroTbOu3nhd/Xse330L3Fx9Bb4afe+7kUr478t69GR8Wxr6oBBp7PsLOwp54bjlC\n6ZbfuPjRL0x9KY+Ns77BJ3sqG/5wx85SwWqvUCztX+CJ00Ukq4SpWx9HR44WFGAymxk7Flb9nwbn\noc7YB954Aap8Mfd6kQlRq9FdU0M/NTWVEyeO0revFEfHvmXfiQROn26OwaDBxqYpFhYKtNrzvPLK\nK/z09U9ILCTIGwg/9HLRBxhSFsVzM9Tk66v2qrAZF8ElrT2Rod3Yl5jDL8N/4e2ja3F0f4acdq9g\nlulJW5JWZV+z2cxXX33JpEkl7LZ+lS5KZ5709GRPXh79wsLI0+uxlbvzyKjuqPfv4BvjTLL010we\ndDo4ehQ+/RT69wc3N+b9+z/eMHbB7sNPhTvH334TVBd4sfOLLDizoNpkLUfH/oDpjrRTvN7Pz9hy\nkvX2zwlPVhPOU1qaQUbGCvz83sGkNzEkNJrtro3YfEa4GOZuz8VcoGaRpC8TJq4iRCYjXjqY+LhS\nLhgkbB4eyvCupRT/0ofSFv9W9JEoJysri9YdW2Cx9wKRTVvQ4cwZdOOG0GWghoMSK6ITLuPw1uN0\n2+pDqZ0Vf31feyet/fvhpQnWjPE8SOvZ/ZBIBFfi6Bl/0vz8CP9XCB/1nOpJ5gqhvte1Mflp6jQ+\nPPghi0ctRlpLol1due9Ff/166NxZWMStC8HBwRhatmSEszPbdEXYZ55iTq85bMo/jmPqh0SuG4hM\nUsKMV95F6mDkfOoEtmW9SkfbVNrYWPPjueUstRzEhYaJ6P4+S4kRpnVowZaWDlw4egmTzIVGnmOw\nis7E7ZQU137v4eU1nQEDVrOpYJAQpfPdd/j6QlDQeBYv3kAH+QRemL+esWOvRmkmfJSA00RXCpRJ\n/Pjrk4zTjcPF6ELvJ6dh+GkjO3Y+xtn0s1Xen8mkIyvrLxZfusLszrPR6SD58n4GD5GwNKsVk5bm\nsv3df/k6UM+QwT8xdiz0GzKYWIsrjCo5xlzLT+HKFZ60t2d1cjILPg/HeWkkWb/2o4/zFjoPVrI+\n6i9avfc0F4+2pn9/eHSUnAM6OebLHVBZWxC++jsAvOVynGUyIrRaRvfVs/20NQ0/aVSnv5N1Q2uw\ngJL4q7NnlV5Phk5HSmlpheivXLmSIUP8aNz4OSQSKUZjEefO9ae4OIa0NKG8t4uLYPFMnDiRc+fP\nkReYV2ENlXfSytbpbn0xtxpfP29PHsbA0xxK0zHpQwn7voqhjXsbJreZzE/ROVhaOmLz9SoS/i+B\n0ozKsfJHjhwhOzuRwN7erCvpxPxmzbhUVMST0dG4WVkx+sIFio1GBg9uy7mzBlpZt+elVatQzZ0L\nQ4aAi4tQnlKthrff5mLkYfY3lTL7w61Cwx5bW8FIDw4Go5GuPl1RWisr+iNci9BO8c5U37zWzy/I\nM2IXGcx3x2uuxpuc/C0eHk8il3uROC8RuauMaVu9eeMNSE01k/hpIhq7S/h5JNG58wsU+FtTlGiN\no7WEGdMOoVmTTvJnl/Ac1Blr24aoVFeTK0+dOkVQQHOGX4pn95Sn8DgTCv7+ZGdvRKP5jFa+jRnZ\nPAfJlD7YThnAh93P8uUiK2pyBbdvh8mTzXjMOU2D3ARBrBBEf9MmyBk1ioIyi8d9kju5O3MJTsqr\nFJP/6q5XmdlxJm3c29z6h80DIPq1LeBWx7FTp8hr2hSlhQVqUyklTuGYYgZzPmoEC9ZPRFYqQeGs\nQ5Pnhr9PKQaTBUqP7jTND8bnr09RuQ6lwb/H+CjUiNRZx7hlf7K3zxP4tWhAtjQFLH04rMrDcUsC\nPP00xaUJZGSswtV1O6dPq+G774TylcnJuLmNQ63eyKKXx2Lf+W969TEwdixM7qohcXUak/0mc66t\nJ0vN41n13SreX7CA0PHjaa90pkdsZ4auHsq/lysnmeTm7sBo6Ut0fgHD/Ydz9KgRi8wEZEHT8Y0y\n4ebwDsNapbFi05sMb3kOvT6Ppk2bkiBPhqgYjuzTUWppR49nnkHj7c/3QYtYu/0wrxYvoJnjVqze\nDOD559/glxFemMtmhCNHSrHPGE9aUBoXG/fGbvmfFeMpt3gUmxOwtJdyuaBmv/l0/EoOXXib3Nzd\nFBdfRtFXXqkkw1mNhnZ2dkRqtbSxs8NsNrN8+TIGDEjBw2MqZrOZ6OhnMBrVWFn5kJW1BgBn5+Hk\n5u5ALpczzn8cm7RXa0OUd9I6VVhIT6WSCK0W1bXxpYsXY35+5g2/V9WJvrHISGFIPhr5YSxTx2Kw\nl9Bjo55/UrP4pP8nbL28jVKnNyhkB4r3Qol7I67S/l98MY/Hx5XwqXE6a1u3Rm82M/rCBb5o0oR1\nAQE0kcl4b8NanJb/QVcrSwK792bBd9/xd0QESdOmCe03Q0Lgm29gxAjmnf2R17q9VjnUz8VF6GsZ\nEYFEIqk1fNPD4yny8w9QUpJyw8+jrhQXCwEW5Z3Zlr4eQaHCi4vFxdWWn9LpssjIWIaf3zsUni4k\nbVEaLZa1oGNHCbNnw5eP5WEsMvDPFQu699/BDz9MJDbJj0Rn0Awdjn3CMeSKUoxL/qTBOw0qYvbN\nZjOLFy5k1MABfKUtYObCb3BetLyizGxu7naUia/SK7E3TskubHi5Pbz7LhPOPE6nwsNs3Vp1rBs2\nCI7UR3+pecTyNBZdulQcr3t3wcGS93iC5nv3YjAYkDnLcBzoxB+LLlXE5G+/vJ1zGed4v/f7t+0z\nv69FPyxM6MV6bTXI6lCphBj9Zctg755B2O5+keGfRWM6chBZ3Md8v+o8xt0/ML7hfHRSE0Nmf0Wf\n3hH89EMrKJXSvtGjXLS2xm5gQ0pyLNAtWMPL6gCcAqREHD2Cm0HBv9mp+HT1wTItjxeP/IT7PhPG\nJydx4cIoLC2VSKVSnJw2U+jcSEgnfPtt7OxaYWnphItFBo2cGhI0+jARF4sZptrFoq7L0Bz7GLu2\nP5G38i9mz57NL9bWfNq0KZvXruXktpN84P0B07dNr1R0KSPjD47l2jGr0ywspBYsXLoLN2cLdtuO\nYmr4XhLfyCPq0ggcjr5KaL414TEfIJFIsGtvT7pFS2Z5bmHDBnj/PQk5YztyZLOJV4dtpPU7Y9jT\nYwHfbM2ixRZ7nHThXLgwBpUqj8BAyI5pzCq/LTjpZtM2Og9jqiAMfRwdOZCaR9ZfmYx70qLGcstr\nI9YSFjmNiIRFrD/5GEeCe5AzrTsxHoGEhnYhMnI8WQn/Y4x5Mz0lJ7HWXeTYsd1IJMV06dIJG5tG\nJCZ+hlYbiaWlI40bz0OrvQCAUtkHrfYCen0eo4pGsSV8C4XXePflFo9cKqWnQsHBso4dwQe15Lz8\nMcV/rBW+aLVQXQ2egqMF2IxIpkRiR+vzw8maosC+tR3bfo9DIVfy+YDPeXn3ewQEbKCg01zyE8LJ\n2yN4uufPnycs7CRuQ7vwVJPhtLGzY2JUFCNdXJgmkyEZO46Vffvy6rvvEJvZmTGjB7OsqxzXyEhk\nP/1EF19fzlhcjSa5nHuZXbG7eKlL5eYiMa/FUOTaTviBAJPaTOJ06mmuqKr2ibgT7RRDQ4XqlTY2\nQkBG+qYTxHWQIp08lqNHq26fnPw97u6TkRm9iH4qmua/NkfuJVh1c+aY6RiZSH4TLf9IRjP4EXcW\nLLBg61YJJ2hCWpo1pkuRKJoWoTU1QB59DHf3iaSn7+LZiWP5+a23+NXFgNP2BbR69q2KcxqNReSH\nx1H09jiGfaQiPzqX5SHLYdo0jL+tZFHRJEJeW1Upsf6PP4TicHv3QqhvGk9euiRUjStDKhVKPRyK\nDKLU3p6QgwcBOD3Kku47DEzx8ECj0/DijhdZNHJRRUXb28F9LfoLFwpefvl322wW/LMffxQW//v1\nE9aqGjYUSqPu3FmMTp/FYzMs0PfJwzb1MCtem07a8cH8HPAsvVMOoTdnM2XgZv5aPYCoqFX4+MTj\nnTiQbUVFPH85Gsc+SlRj52Hh68fqXw8SWWJi9oqV2FgNI9cpg45ZboyKSCbHR8LW9LE4KPsSFLQL\ne/sWjBq1RPhtvfOOcE97+DDu7lc7av165ldmvv4c9sUSfl33Ld/PeIxZqxPxyi8k0/VRzqo1zImL\n41zNVpgAACAASURBVJPCQj5YsoQv3/qSjUM38uPpH3l7z9uUlGaiyj/IL5EXeK69sKh59OR8AlrO\nwmhTgtLrR1ytbfjnh5U8fimKy2f9yc9egU6XQ+MhTTCUNiMszZ0ZM4QZ2KGR8/ig5dv4/diTLTbx\nvNznMfaOsMYlyZZmA2JJWZnMgT1BTJoUTNsgKekurbC67MLW5nKivxGarPd1dORIXj7eL3szvgbR\n//n0z3x+8DVaOdrxwogcOrQ7yKbCx3n8lC1f7WxKhtVYnF0eIcFgh7spnsfYSlTUZEpKRjN/fjol\nJbGE/j937xlW1dV2//72pveOgIgFRQVU7MEG9t6Nvffeaywx0dhrNGpiiYot9t4VERBFARVpKtJ7\n73Xv+3zYiUn+SZ73fd7/e67rPGd8crv2Wqw151xzz3nf4x4jpDWJidsAFebm3hgbt0Ckmrw8X7S0\n9DE39yY75Q4mSSZ079Gd48ePf/77f4zrd7e05EpiHqNHw71BB8lz68AZxRiqfvjXwlb6dfSpLqr+\nkxdA7v1cdHqGEVtqgWuwFY4DbWi2rA5dz1ZzPiODCR4TALj8KRxn560oNn5NzKLXqMpUbN78Df0H\nVxNhtYTZDg4sjY1FCWyvV4/UyZd49Xg0pc+v895HwaoVm0iZu57AkBLS0m4z3s6Onxo2pG94OL6/\nhqs2+W9ifpv5f5LUyH2YS9b5LFLf1Eb1RCP+Z6hjyIRmEzj46u/VG/+37RT/GM9fsgTGuvhy0TIR\ntUkiFwP/XDdQWZlNWtphnJxWELssFlNPU2yG/q5gWeKfRz3bKvzuh1KlAxUVQ/i69s98YRrJc4UN\n6hBPkgbpYvbmBOVmjSkeu46UqGQWTVZRdu0G07xMiD2xlgFd/xw6yMv25cXqH9hTrwXtZy2jQT01\nb5+9ITY3Fp0ve/PBcR+zUtfxfsw3IMIPP2gonb6+4OKm4mp2Nk1DQv406cPvIZ7MPn3IuXCBhPJy\nVtfNonaakrKPZax9vJbOdTr/s+7V/xTy/xH8u7eSny9ibi6Slvb7/x05IlKvnsicOSL794s8fCiS\nnCyiVmuOX712TXTatBGfxBRRHD0so+buE0urKrGe2EtKzYzEyjpMzBsukCdPTERbu5/o6Y2RZcsi\npZYiXia71JVm338vT93WSGTNvSIVFSIi0qR3E2nWyUpq37olyp3uoj8Y+dDSUUKXW8rPd+3EYepM\nadY2V5KS0uTuXQNZuvSR5mYuXBBp2lSK899IYKCjzL89T3TX6MqDWg8k+162iIikpqaKjY2NhLu3\nl1ELvxb9Llmy62iFbIiLE+egILGZMUPqtm4tb7MSpcOxDtL3eDM5/biFjLk0RkREkpJUYqZjKvUO\nX5Afj82Tq/eQxm3uiY+hv3yYPEDWtl4pWy7oyaVLc8TdtVRu8US+118tHR0+iPqkj6idncX96hXR\n39tZ6i6cLMbjR4rhtwpx/s5cVq++L4kT10pCLxM5sENX6tUrEe8h72Vf+32ywXuQpFjriahUUvSm\nSGqc95XwzAJRqUTs7UWiozVNoFar5auHX4nLPhd5HbNWoqIm/amPC0sLZUW7FeJ5yFPsd9iL2Ylx\nMjX8hSz88EEKCwvFzMxErl0zkdTUn+XpUxOJjJwkfn4G8vZtf/H3N5dnz5wkPHyoiIgkJx+QsIfD\nJbRTqAQEBEiDBg1EpVKJiEhuZaUYP30qeYUqmb6lSJRngmTDiiJR2diKhIfLpDbvpMzc7nOf/xNC\nO4VKzoOcz5+DmwRL8JMvZPqulnLS0Vce5uRIVbVKHtd/Jn0PBEqVSiXBycFit8NO8sryJCpqijz7\nqZc8mfNETMx0Zd7tLyW3slIOp6SIy/PnkldZKVmXUiVQeVmCG/jLq93LJD5+k6RXVEi9oCBp1LKe\nfP99y89/3zc3V2wCAuTgx2Cx2moleWV5n49Vl1RLUL0gyb6VLfFjbkmFqdPnYx9zPor1NmsprSz9\n2+d8/bqbpKef+pdt8d/FkCEip0+L3Lsn4uwsku1gIWv3DZWZpzeKxYRpf/pubOxXEh09Q7JvZ8uz\n2s+kKr/q8zG1Wi2hHUIlzSdNVhpsF3frKFnT44UU6pmJyspKhjaPlbv1XsmzZROk0thAkuc+lKO1\n5ksNbW3Zbmoo8xcZy/gr40X922TxB/z05UUx1y4XfV21lJaKrF7dWpw7Wsm6x+tERCRyXKT4jIuS\ncKM2Et58rDSqWy6fPmnOvZiZKX0DAkSMjETKyv503aoqERsbkdfnAyTGyUn6vHkjG+Li5MOiDxIw\nP0BqbK8hWSVZ/2Ub/rtz53/sSt/HR5OL+s2/taQEvv5aU9O0fz/MmaNRKK5Z83cq2LWAAMzc3DgQ\nHIxc+Mij83PotfwM4ytfckPfk/xye0aPjyQhoSHwBKXyEWlRcehLBXmNmuFycDtGvCK2uhmVv24v\n9qzcQ0RkPh0eH0e//nQsrbSpFZVMcnsVV+deoMatr9HPDqLf5HSUyj5UVNyguDhc8zNvZUX+wV9I\nLMqmtPgVcyPmonRRYtXDChFhxowZeIwezZHubRj34RUB26zZvV4X+0d1+NC2Lec3baJCV5fWC1dh\n1nw3JeXxzH3+jtFNRkNFBbsH78OgUXMqa1ZgY7GP07c60eulKe0sdqAbpyDxfQd2vtNFT/8k678N\nJUknhiZNYGbmBvInL6K17mwi0q5ha/I1XzkuorHxFebm1+JiuSUWMROxtChi+htjFi6rpHnDaYQ8\ncOZKg6u4pI4iQ7eSjCun+PTVJzpomRBYVYxSCYMHazj71epqpt2Yxv1P9wmYFICq+CE2NsP/1Mcm\nBiaMNhvNNdtrXBx1h7LqSnyi73DnzQEW71pMq9YONGgwmPj49TRseAQtLUMcHRdRt+4Zpk3TIytL\nm/z8J4Amrl+oeoRpOxPatWuHsbEx936VrzbT0sGkTA+XniUUvTXCylHNbOM9KLt0Bnd32kxy46Oe\n63+pE/3HuH5ifBFFOdnk85abNZYy5RgMiYjgYnYWLoud6HdezamMDFrXbE1/l/6sf7KeBg32o+2e\nwZ6H8+jRwZQRbXcQXlLC6rg4bjRpgjKsjJgJkbi3uYH1KjXFx51xdFxIDV1d7jZtSnr7Xty6846S\nkigAvC0suNO0KYsff0uHxhMw1/+9NiJ+vcae0qqPFQ57uqIsyqXkicaUxdnSmdYOrfkl4pe/fc6/\nS+iWqVTsTEriZHo6YUVFlP+NnPX/CRHNSr91a02+eefqeLTy8nHzGoalbTl59ueJS9XQdquqcklN\nPYS94TJipsbQ+ERjtM1+58bn++VTmV6JjWcJjys7UG7iyIAHc5lbAffXrMEr8wJROXlUHxxK6pcK\njt2bzuqkA5xR6lC0phNPa1ewp8uyvxQM+p8tYfnFfuweEUft6mJCXgpTphwgLSyH4yHHUIsas/Zm\neCD0NfAlMbqU17Y9qGumCdOdychgbkKCpuZAX/9P19bWhkGD4GFCOwKaNiUiL49lTk7YjLch41QG\n27puw9rQmv9t/EdO+iJ/TeDu3q1R4GvT5p/Pe/riBZ5ffEFQljnaj5dx6BC81FrHiKe5zDFajpge\noX9rOHnSHReXBmzbto17t+fhbRRM8pv13ElMwurKYkQUTL8dToVaTeeOnbEzsedmxQ1EvxaT0zvw\nviW8uDiEiWkqdmUGsyGtivqB2px+a0rTpn6EhIyloiqfoxOaobtxM8ZqL5bU7ESvx724OUzjCXfE\nxwe/6GjShw/H19OT7sHBtGyu5tEjzY+bj48Cb0tLXl+6hPWjRzS6foS5ztqUWfRjzOmx3PLoSXzI\nUxRzevF14VpCC3WJu3aBEV75ZF4solPsFcTaHpN0M0rfW+CQ402uJPL+TSmjqk+Sb6LD6ZzlJG57\nQqF1IaP29Ob4pSrGP6ykZlAKzvkqOp87g6FZbR7qu+Lrf4ayshLUNb0xSTPhXrPaZGzeSMm7Enq2\nsuPpr3HyIUPg4iU1Q88PJakwCd8JvpholVFa+h4Li79uY3/j6xfr16Jdi5W41unDhPpeXDxzkWbt\n3vPD65vk6HTHwqIbmZmnqVlzLtevXyc7u5oVK+KpqsqhoiIdA4M6UGCGTsc4FAoF8+bNY9++ffj7\na8ZM9VtTJm4r5MxpBQMNdNHfu1ezR0fzQ7WlaC7qvfv+dlxVq9WEFRVxoVMVs81TqPv8OQuPhJE+\nKIwsLVdGnzFiWbIFB1xcOJmRgd0EOxqFCwcD4qhUq9nUdRNnws8QlfMRa7tDPEoJZ6hiGg761oyI\njMSncWMcU+HdwHc0tDmKyddfkuO6Aq1sZ0rCNEnnBoaGnJw+G79n8CJmy+d7s1LloJv7jJdmPdib\nrMmzFIUWkX4infp76gOgY61HdeNWZC649pkiO7fNXPYH/z0vX2OnmPrZTjG7spKub97wOC+PO7m5\njIuKwiIwENfgYEZERPBdQgLXs7OJKytD/YfrJSZqCvbu3tWImOlkb+atqxUrH6/ieeozlDpVTL24\nEBEhOXkPVlaDSVxYRo3RNTD3+nNxX8K3CTitduLTyUPEKBpxoP1FVFLOs3p2+Gdl0enKIq6U1kdZ\nUsZcX1Nuf/jE7YajeDl3NmfSHvBT+9HkZZ/70zUj36oZPF6HZUMP0iyxjEbqQgJuVlK3bivcGtei\nOiaPpwlPMfE05bsb5iiMDFnX6AK6HdqApyeFUVE8zMvD+/Xrv4R2fsPQoXDupopVM2cyyd8fPaWS\nI6VHqDSupF9uv7895/8W/5GTvr+/ZrB4e2s+Z2Zq4vjffffP54gI8a9fU65lC6taMnPSe5zavEKd\nkY5Bhiu52e3RytuNUiKJjc1m+PCBzJ49hhr6haRWP+N1oittW7fgqM+X1O6uQ50XVQx+947C1HIm\ntJ2AKh8cws4S2roXGR20ueJ2loXTZzN12yK2Dp3HREUiUduWY2GdTHCsB21/rM9p3qA3ZgI9L5uT\nudkAq/FW+BT5cO9DNLMWLqTHli20trSke/PmaFtZwYsXNEh7ysOJp1g5K58zDb7GpkEDzlVXc3z7\nYYofVvNToSOdas6gMG0W9xtE0KxuMoaGCRw6cIjlRYkolm3lwf3d1En2Z2PcEPp9KiXyUSbVNcGh\n6XPc1UZ8tDNifo9idC5ext73Of3LHDix6DQHWsziis4cwjNOscnXEf3Mhiw03IpCsZcreloolWcJ\nOtCFQPdnJJV3xCniI06LdPC2tsAvPx8RoUnrPN5EF0K+EzdG3cBY15isrItYWw9CqdT5S7/9xtd/\nVVREC2NjYkrL6KldH918Jb28jBBtW+YGPGD1tSZk05AyMeDAgQPk5eVjb+9EXJxSU1SkEiSgNVV1\nNNlBT89RPH78iuHD37NkCWwcbUq6lSauP+vSJULatNFkGNHkhdJa9af8UwqEhJBXVcWdnBzWxsXR\n9fVrLAIDGRMVRYy9Co/nwp0mTdiYaEPjbtGoS+zp/MQIt662eOqrCSosIEurGqfpNfnyioJjaWlY\nG1qz3ns98+7MY8bWjbTz1sd+ylF27nrMKicnvKuNedvrLXVGV2Kt/5q81kpEWYLTggYk7/6dSdPf\nzQ2nui488z1PZL6mVmJLwBbmtJpJUBsvDqSk8PWHT8RMjcF5mzO6tr9bAup+6Y1eShg5NzRGOL3q\n9yKvPI/glOC/9IlCoYWDg8ZO8VNZGe3DwvAyN+dGkyacdXXlXZs25HfowFlXV/pbWVFYXc3B1FQ6\nhoVhHhBAu9BQZsTEsP5NMnUH5vPNrip27FKRdO88h3pa0aVOFx6Nf0Qvne/wyz1Hh2OePIr6HqPA\n+ZR9KPuL8GB+QD7l8eXUGFODO79U0s39Pc3Pr2CVUXcMjDYTFhaGiyO8qrIjTZS4xRtwt54Jnzxe\nsk3nZ25qT6Tx4SQyMnw+M9ISEqBbRzVzXN7Sf04kOa02YNb/B4J8NZz+0aPnYRJTwU/BO1m8z4i3\nRUY8u1NJabmS+923w6JFaHt5MSc+Hv2AgH+c9Lt0gfA2cXRCj35nzhCT+4nNAZtpOKPhZ87+/zr+\nrWDQ/4v4d25l5EiRPXt+/zxnjsiCBf/6nMCICMG6uShs8kXZ9HspKiqSpVu7yurh1jLI3Ed0egRI\n7z4t5Pp1a7Gzc5ANG4Ll1k21PDM0FF2sRamsktmzg8Srg7v4rRoigS4P5HK9p3Lb5Imca3dZFFMV\n4j5DT2wuX5JDt+vImF+GivYWO7mT9klK+nSX6ZNGyXnj67J4h6dMOaYt88/ZSnzCTpHcXCmwaCtP\nzK5ITuIzqXeguWgPdJeBCxZIWGGh2AYESF5lpcikSZqAePPmItOny7uvToudZbmcP1YoKlWFzJhp\nKAa1tSQzL1OOux+XmS0WSa2Nk+TqfW1xW9BEZtpEyfXdj+SRr4cYa5fKDfMxolap5ezes9JskZtE\nL7CWF2vd5TEXZXWrxXJX5ycJqPlM/PT95L5LoGxrf0vOjDkjc8bPEY8mTaVLRyPZ82SZdDnRRV61\nDJYcA09Z0HOIKJV+4tq9k5y1PCsXXa3k7fyRolarxT4wUAIyP4n7AXdx7f5c9uxRfe6bV6/aSk7O\nvb/tt+qyavEz9JNBYW9lV2Ki1A0KkpUrV8q4cXYSEGAvVVVFUlVdKo/9LGXm5R5istZE0EGcvZxl\n6dLJMnw4cv26vRSGFUrggP3y4kUbWbFCxNJSpFOnVTJr1nwREQkvKpL6z5+LFBRItY2NtD59WqrV\nalGr1RJdUiJjTqVKl03nxPXKFTF++lQ6h4XJ6thYuZWdLTmVlSIioqpQiZ++n1SVVEmAXYA8e1pH\nNq2YLhu9Hkt8aanMOm0hda6vlX5+P0vGhwzxNX8qLvcCpay6WqpV1VJvZyMxMVPIPf898v2NqfLw\n++ZS8qlQXrV+JZ/WfBIZOFDk0CGJjBwrSUl7pDKvUvzN/aU8ufxze23evFl6D6svc59Ol+DMD2K5\n1fJzXDijokIWzQ+Uc+0CpVql+nNDP3ggle5fyPP6z0VVrjm2PXC7jLs87m/7paIiUw4/bSn2Af7y\nQ3Lyv375/oCcykp5kpcn+5KSxP1YtBifCBGd+0/F0u+huP64TUxPL5JNMS/lwOuzcvdRkegucZEZ\nF9uL9XeG0mdEH3n//P1frvm6x2tJOZwiBdlB0k/rmhz3OiRHGC2nT4dIixYJYmxsJwe8V4ou1+Un\nsxMSvzhU3vVpITbLkB/br5fsy6kibm4SfM9JcnMfS3q6iHOtaplX55n4P7STJ/dNZeuUrmJo4CoO\nlpq2TElJEVMzA9FaaSQduhZKYNe3knU1S86cEfH01OQRl//wg5RbWYno6oqUlPxte7woKBD92wGy\n9fsSyTMzldYHO8h3T7+TiowKeWr2VKoKq/72vD/i353G/+NW+hkZmu3gBA3xgffv4ZdfNIJq/woH\nr71AWXkVGZJCJ+N7GObm8EumL+2NBnKvZABta12nnac7AQHNqK4u5dANFUET5tO2oormzp1Qyg0e\nHnMjJCCeomRXKlLLeb3gBEN+fMK4RYlgJ/T1U9Lx+WVOKccy23ExHeoPYOKV0ei4ujO/vi3Lps0n\nICOTnma2PEqv4mPcevIVEXy0/Jo6Fpc4l/oj2Vk1MDBN4tyWLSyKjWV9nTqYX7miUSwzMNBw3H78\nEbfvRnP3sR7zVpng4/Oa7sMssbV1ZLzneKpV1Xx0jmLdF484+lFB0cOv6NmikBUtMuj7y1ma6oah\nrWpMoGMg9vvtea//ifgb2ylt+Ql1jTJauKhoqD5H7nhDOhZ3pFGIC8vXC413fEFQXBCJeskcOrqY\nrtYpKKszSWj1kVyPOXz98iE6Oi2I9ntPemk6Gc0GYH3mKgoRmhsoGXhnLWObjGXLvDZcuaIZemVl\n8ZSXx/5a8flXaOlrYexhzKu8QnQVClz19Pj55x/p0iWdJk2uoa1tTHbWeSzNWnJw8D1aBbfCzNGM\nzB6Z/HzhGr17t0KpTCPqdgSP8vuRlRVDfn4W4eFw6tQsfvnlFEVFRZ+LtEp270arZ09K69cnMD8f\nD/8rtH7xlJJGebx568HJDRvIa9SIxx4ebKxXjz5WVljqaHYoSl0lBg0NyLmWg6JOKqJVidZdN950\nVJKb7U8f2wIWWn8gUqVieWAdkjw+8uWNIn5MSyO3WoVJjCH13RU8sO3BRYcZGNga8mr/bIzcjKgz\nQQWBgVSPGkx29g0NbdFchxpja5Dyw+/uWUOHDiXUP58+qiv0ubmCcR6TP8eFTZJVDD6t5swKXcZH\nR/9ZZ6hNG3TiwjFy0SF5n2b3MLn5ZG68v0FWye/Szb/hYZGSFeoNfGsZyexflV3/O7DU0cHL3Jy5\njo6wqyHaC1qQ1Kw9tWI2kZF/jSH1e3Iw8T1LkgsZ/qwe1S+mEpUSxvl7V6jdpDaefp5s8t9EebWm\naK/geQGl0aXYjbcj9fIm/KQz3kEb2WyylNGjW+AzVYsGxQVsfbKVGR11SO3Yl/SASgb0zGfze3tG\nBp8ieV0I+PhgdzaH6LDjdO1SQKdmhxl+eBgq7TwMv75GRFpNSsuiyC3VJj7+PVZWDuhot8QgvBZD\nvlqLg5cJBc8KGD5cY97+y51KDjdtinLjRs2D7979F7OkarWa6TExzFY4c+uiIceGNiY1LYal7Zai\na6uLuZc5WZf+2vb/t/iPm/SPHdPEhc1/DemtWgVLl2pqTOLy4tga8Fe3oJwcOL+tG0qvIMyc7jNy\ndH+eLR+FqYk1lx964tgsAlVUAMbGxcTGptK2bV90WwxD2/UYH5WdWWM7A5Us40OFIQZt7BiSs41C\ni0JaVr+h7YU2rDQ4j6mWHq9iq6kuvMkrrVb8EhDApf7fk6OCbjYP8C47xJQBkxl8aSUlBeYc7bWX\n/Z8MCd61iVJDUyp1Aql//graJ16ibAQ383PJqqhg2qZNmoe8fZtUlYr4jN+3fM2aadSYFy92Ye8N\nT5b3XM6r96+QBULTXklk5Bfx4NpklG32cKHbRralLMPgiBNrqtcyqmgnS7XXUppRikduPbJNpvEy\nS5vKiT+SnRhJ4tx0lEVjeP9xNi/D+tGm6iVDh3bFXPcDOoPzeBS9ieysM6xpkIF283W8ea+HUXEp\nLRxDGOq9jNWq1cQm1yBTrxr/I+vwf/sDjZxHsKLDCrp3V/D6tSYs969CO7+huqsxhdUqsquq0A32\nxdq6gKZN22Nq2hoRISlpJ46Oi3nx4gWBvoHsXL2T7vW7U8OzBvr6IyguhqU3pnEz1RYzs86sX38P\nBweoVasWXbp04cSJEygVCjoD2vv2wbp1eJoYMv3ORTYv+5pjK4cz3jCGxskNsbVsivbRf/aNNWlu\nQvaVbPSHhqNn2B639w0x6m3Fm9gtfCrswJw2Z6jUrU8v99HYjdxNu7MF7Lg+lP6PDpBy5TVWX/bn\ncEocF9yaYPZoG+o2D9Ab+xLF/v0wdSrZpfcwM2v/WTq55oKapB1O+2wv2aBBA2xt7YmKtqMk7Q4v\nzXpToVZrBL9mvKf2CifO9W1OQXU1g9+9o+y3hKupKTg7U39SMUlbk6jMrMTSwJLBjQZzNOzPz3s4\nNZUpMTGcd7HELX/T/8hOsaxMo6H21VcQUxZAXsJzRryL5mALLwpDF2No2pg7s8JwqfLkRZbwIjOU\natdq9vbay8vUlzT+oTEXIy+SsCEBp5VOVEkmgad0aKHzhu9VrWjVJ491E5YwaLY3uphgprWVZhN6\ncTnWjNzwXCY4TGDKVl+MDJIoiSim+NuDlHp4M23eDFzrXWN200Lqu2/CrHAklZ90ePz6IX3c62Oq\njObyxZ8YNEiFo+OXNFHrcjriJ0zaGVAQWICWFqxZA1+tFwZaWaOTkgIzZmjYC5Mna6QxfsXelBSs\ndXT4zrsGr2Py2FrnPV8FWqBCQxKxm2BH+vH/npXiv4P/qElfpdJIyf+WwH32TCNbMH++xrxkwtUJ\nrH68msyS311oCgqgR0+h0vI6WuPzqHxwh4FKNed0YhjSahGXkgfReXwcr8MyqVkzmPT0PPSK25Bh\nkUuPOBVr+4UyOBeM2xgj8gqPWj9iEdoY/6w2qJ+tYsOiEagrkmmk68YrtZphDVogyVc5qwuWunqM\n995PiaUzT57UYa33WsY/HMirh8N4dfcEh/q9QXVoKpFTdvJq40YO/lDE+N49aGTbmPnPz7B71y4U\n2dnc8fVlsKkp7gcP0ioykvVxcZ+du9zds9iwaQAph/fgsKMum7dv5sLlebRyTGZrqBargm05dOsb\nokuDmPrzDDxrfcLXSZsmVvWxbP6cWaZ9aPE2gu3e1bjbWKPbIZSsKgUmdkU4VXwiI+UXbsR+omDT\nBfL0nbh4wY+FHdbgX/klTk5fYWc7mLrtmmGla0BA+64MSL5KnsIEe09HTgYc4Wb7huTs3cyWViNJ\n1dJwqvX1NerR165BVtb5v7B2/k988tShUbKS8OJ8os/uoX9/a2rVWgJAXt4jRNQYGnoxbtw4tLW1\nGT16NF52Xhg1tWfu3C8oK2uEd+eP9Buwk3r1+pCb+7v93x/VN+dfusQ7Ly/8dIux3rGFgFlL6d5r\nMAPidNhzdCrd+uVxRH+ehkVQ/VeBPNAweAqfFyJNg8mKrENSvSpaO5mSG1PAqvEPmDdXwTi7WoSY\nr6LD+OuY1VVwON0M1/tLsXDQJqjZXCR8DUlfv6MsRJfaimMklMyn5J4PzJlDRsYp7LQGagTIAMP6\nhpi2MyX95O+Tw9ChQzl+u4TBjsY4GNkyLiqKtJPpVOVU4bjIEQMtLa64u2OmrU3fNy/Jr/pV6qJd\nO/STQ6kxvgZxazTFWXNaz+HQq0Oo1CpEhHVxcWxNTOSphwdd7dv+aqd46y/t8F/h++81xakLF8Li\ne4tRK5VsMx7Ezfc3IeQ8eaNbsfVWBZ52kdSM7E/ehjwa2DZgR9AOXqa8pLVDa378+UfiguJI75VO\nUNAmjgT1I7PyIrvVvrx+OIZYn9cssBvGHLbRZFA5q9cIkXGVJLllMrVgKjRsiKpvFwyWfcXzD3y1\n0gAAIABJREFUMZeZdGgB9RTpzPG3oumiheTm3kXLrz/53fLJL83mSasPZKofseOOLdrtR7DjRBOi\nXyTxMb+KKOvvKX5djLpCzciRkJouuH+oqTGS6NtXY+qRl6cZ+Hl5JJSXs/lXnXx9fQU2o1bgqjOM\n8S9SefRR46pm1c+K0ohSyuL+tbbPv4v/qEn/7l2Nt0irVpqd0tKlGus0AwPY+3wvgjDUdShXojS+\noSUl0K8fODQthaHfgEFdXLNysf52PRdchZi7Peik5Uff+mY0bDgTHZ1i3rzOp0b2Jyb5d6BpRhUJ\n7W0w6reWge4PUSh+5uHl5hTkZ9N7bSEOaYYoFHpE5OUwIraYL1q35ti7LMZGXyerUSOicnJYUrcR\nyY2XYRlbCNXVONS1obB0OM51QjgyPYjwJlYYuIdyNmgmETo6LK/8iC2uKD7c5cXQoTgvXMi6rCz6\nWFqSmJ7O68WLCX39mhbPnxNUUEBm5lmqzRP4Ri+Ik0pXajfpxuz5KjYElFL/5lB6WTTjw0QnVrjq\nUPhyLpPTx/FjfBCNbU0I917GeDHheKiC5GQrbLecp+rKYJx7pNIsrjelR5uRebIz57Zm0cDCCp11\n35Ct15AZrRdx++NdtMxHkZV1EQeHaSg7+FO3014GVj0gPKAvPWZBT4OebLjznkaxajpV6VGkUpH0\nq63kkCFw4UIp5eVx/xja+Q3RdYX6oVW8jAslMTQDb281VlaaMuzk5J3UqrWYb775Bl0bG1zXrKFD\nSAiLq9wI11WiKr+PvWVTvLqUs89nL58+2ZObe//z6rRjx47o6+vje/ky7X18OObhipXXQIZFReL9\n449UrF2H7vJVHAp14K7OdPY/a47aoabGtedvYNjYkIqMYkr1g8i5WofgDrqYxz1l45or7NqlRWgo\npO2txan0DHT0nFAuaEPKw0k8vKKmfNxMJlbuZEJwLT4d+YTDeQfqfNkbo9vDeb1Gj1LLCoqKgrH+\nPliz8nmjMaxxXORI8p7kz0qdnXp1IsI/nlFOJuy3zyCjpIIFER9wOezy2eRDR6nkuEttZpdO5MK7\nrzQ3364dPHtG7bW1yb6eTdHrIlo6tMTO2I5r728xKTqae7m5PGvR4rPSp0Z98+9lG/4JlZUaO8Ju\n3SA4LZCw9DBOJbTEyNOLnedDKXzYlrpTM7ixxIFI335oxS/iQsoFlrRbQtiMMO6Pu4+jtiM9zvXg\njMkZWrdoTc8B+wmr6o2TThBPtWx5UnM0i92/peeoKThoOUJVDB4L16O2fYt5y65kXU3iw4f5BE8P\nQEsvkw1TgrAxcGF5ZCUODTajnfWBnJx7lNywY0f1dqpqqSjV+Ra9ikjUIT0Qi8tMvTeK4hnFGFZb\n8FXADvK/SKYotIiPFSXoj0/ixk5DTTi2XTuNq/ulS+DhgbRrx3cPHnzWyfdP8CfP+jY82U5Whw4k\n/EoNVuoqsR1pS4bP/25C9z9q0v8jTfPKFY2Z8pgxEJ0dzaaATRwfeJwRbiO4EHmB8nIN1a5+fchq\ntwqlQ0/sAz4yVEfFk7EdcDR34ZZPPQY5nybA9xW1a+sTEVFFbV1nohr5YWbvTZJ9Y6zs69G1WWPO\nqcahpeONiJKhQ5dwN3UfpWHQ1OUJccUWtAh4z5r184i8F0tz45ZoJ95mfNBtXPTUbDR9St/d60mK\n0VjOeY9xIfFdOzxvGVE94S1dGt0i4EQxHpO0CHkPfjX6ktp8IQlNm3DZ3Z2XLVsyzcEB44kTcTx0\niGs3b/L1d98xJCCAFYHpVO2YTnXLIsZM0yYudjjnSlsSlWaETfxp3swZQKrWT7x8cZAe9Yq4bpSE\nl3jzpmYK845+R08D4drtu+Tdz+P7rO9xbbMGa48Ebka5EVWzC3vOXqeeiSNLl0QxwLyA0xkZWBhY\nMMp9FMfeXMDefgqZmWcw7l5E+tWPWOrUwqCsimbFxmi30aKlXg+6KxWcXtyPypyXLHx+nKisKHr3\nhqAgLXR1x6BU/mst8rCqEuo3vk/KvZd069oAZ+dxKJW6lJREkF8Uzqm4+uyxtCR6zRqMW7dm/t6L\nrF37gir32azu7ofvnlK0tGDbtk5MmrSI6uoaFBZqWCm/0Tfzly/nk5UxK/f9SMTiWbQMDMGmUSP8\nCgpg1iwaRWbRuCwBY4dkwr3maYpB/gaqchW4RmBg6ILxw1r4N9dn9aTWtBlwnRnTtbhzB0L9dFAe\nr8P1nBzG1U0ltfZOqrXMadB5HAuyxjPkzmTKNi5l6sN6zLw6GZcbz6n+4M67l6OoUdkV5Ylfde0X\naXxhzb3M0TLQIveuhht+M/8mpoamKEuHk5n6PVsP6BLeQYtDNr/rGIkIH97PoIaeKUaFl1Gp1Z8n\nfR1zHeqsr0PsolhEhMmt5jItPpvc6moee3hgq/s76+d/Yqe4b5+Goz5ihDD28lg8HT3xehxLfIPG\nvDgwnzqrEqg7MAe3jXcorgMfw9oiEf3ZenIrK1asYFyvcTwe95jGWY1xHOfI7M2tGNKyDbZ6WRzW\nieCN9zo+ZQ/Ffm5dMk5loNdWj/LYcmL0T9LO2ZKTkW/Ie5wDlUa0+iKKvUcuoFJVsUACMRtQD5uq\nIFRftCb9l2GccbxCwPPnVFhuhdEd0fKoIq/IhX01hnBNN4/lL5tgnWxDSL6aiV5TaPagGWOuTaNd\npzvEJ6fwtNYYMDHRrPKfPqXE3p40AwP2DB/OiosXqagqZ/rN6ezrs5fQIDP0e3+J0927lPwadqsx\nQWOuIv8gaf0/qYz+j5n04+M1hRwjR2q8PFauhG3bQBTVTLg6gW+9v8XZ0pne9XvzMuk1g4dVYGEB\nPxyq4GXSCfRr9KHg8QUGZWZw9gtjLBJXYquXTMeu+ly6ZEinTvd5EwIupc3Icu+Pc2Eo95q35klF\nEx6v+wYHex0Ug24BT3nwoDk+F09i2EyXkhBL3udn4Nq0JUqTVRjrq/hg15EBhy5Trp9KUHBTWlbf\nY6vFYlZn/IxPWiqrjMJQ/ziDsvbPYXcpPWbPouGab/AfdIwVc6cx7+Ft2ibtZIhWPC1M/mCErlDA\nF1+gOHqU4WfPEpIQApHa7F3qAmXvqW23DD3HAn6Jimb17WY8V6tYt/00Xl7nOXWqH1OK5nEpt5hW\n1o1xtvjI6DQdhuZqUVxUxoAdA3iQ9YD5v6yk/OwQVFOPsTPHF3NVNY/ii2hTtoN2Jbs5nhKNWq1m\nXpt5/BjyI2I1h5vF5pQ0uEjFJzUZ/afRW30L/+O9UXcPZXn5dDDoxF3/SsbYNCSmWo9uPt3w9HHH\ntakfDwIGfX68LVs0fhlJSX/u++D8dAydItC6/YBuXTOws5vEm+Ji5kQ8ZYjqGF9HvmewgwOmM2Zw\nME2ftEv6HIxdSZsPuayftYze8ZHopOvh7PwQLy8v9u5V/B7iUasZlJ5In+Rk7rt70PX0aRpOmgsK\nhUZ1MzcXjIxQLF3K/hA7cuseZn1sB01AOiLiL+O08FkhivYh6GW1J1+7moKfXXFze8z0RZaAxlfg\nwQNQPbFhytelDDHN5OybN/S3mEVRSCnpC2vhccMLhw5TGOAA09+dJ8vgHX6fmlGUmozO/Vekajsx\nq80rxN8fQkNRKBQ4LtSs9jNLMvn59c+MGTEGP78q8rOfoY6J4n6n5hxIScHnVxWzlJT9lJS8w7P5\nY3Sp5FlGoEaqtrISkpKwn2pPVU4V766mcaDKhbLCj2yx18VI68/uUP+unWJmJmzerKFcf7I6RGJh\nIhc8d0NFBaM26aPTqhznbqVUpqXwQauYyHXP0TNcSvyR+Xw91wWVyoo9e/ZwssdJmm1uxo51m1n1\nKok6TwbQQusu7kPbEF7ynGcOz4hYF4Hupjp88Kikc0N9dtS1YGCfVbyIasVHhS37Ji3F2bkmN3I8\n2Vv6DYq3tnxbHs3O3lNJqa9Lmd8pjrkdpzpRC6a6oTxuS7lLIyq18jlXYz+VbRsypLU+KT9HUUtl\nyTeu2uxIXkJeiQHlb0+QPbI+k7ucYf6XJlz1sidw2XxOPX/O5f79qezeHZ2VK0lsaEebcmtGeQyh\ne3d4xCC6hIVx99eXwKSlCUoD5d8aCpWXJxMc3Oi/1e5/xH/MpP/TTxq3NENDjQR4nToa9dhtgdsw\n0zNjZquZAOgqDTC/c42UwnR8fGBHyEFEnEHHFMvQYOoeOcSVjzcJvNCZKYabqdG+H3Fx/Wni/oSg\nJ5DeTo9U9w4MeBFAdVpnDLQ74HTgOZHfnKPRFwlgrkdmpg36+l6UNlYS/CQY5wItbGZto1atJfTs\nWUnu01eMHW3BevmWAyU9MDPzpNXrYfRWXacgpgf7VdnYZVjxbvFTjo6oS9TU5TTMKmZNYRjdTO+y\n6PxxHBMzOffu3N+2hapcRfr1Ut49z2Ls3mYsC63g4leGZDS/ieGOCkY+qUPfsggq6s+nvHwuly5t\n5ItGhZz4dItuOp3p5ZBI1pXrTO13kPJtO5k6fTr22NNkXhO0UrWYd9WXzJIIavbLpmP9hpQVeKIz\naDHDXw4BdRHnw5fR0MoZZ2t3PB8dYWP5MPLsb6Fu+oYzuieo7Xif5OAe9PaIJ8M0nTXDT1FPR4H/\n1MVU6NQjaVESh3quo0OHi2z8uQS3A24sPLeHLduq0dcHDw9NniYtDaIyn1CqKiczpj+6WsKn5mPo\nGF1B/7evoewdI5/50fPWLTxSUujVfiSTJuly2nwRtkUlJKwejnV4HH237kDrlBVSXszqFZ5ERhbh\n43MKwsMpautBzg/76b15E0FNmtGhVq3f9fX/KLU8axaGz4I5PtCR63eMKJk4AX74a1gj70EeSs8Q\nCq65sE3PHQfdNFxHLKany8DP37G1hRlnssi/ZsubDb6kFRgz6kN3vl0FrzaYY97OnG7u63hY1o8a\nl8zQmdGKduN/pHL7HBK/SGVs3578Et+IeNu2muQgGlnekvAStlzfwij3UUwYNYErl64j13tjsvE+\nTuaG3GnalKWxsVxKfEpCwkbc3S+jrW1Muekg3qWc0iwqfl3tK7WVVO9xpIfqPcMtbVlgBT/9ox7P\nTDIyfKiuLvov3+M1azRVqCrDNLaGLWVY42HYh8dxre5CQl7YYLsgkdDTPkQMG0uNb9ah0Naicm1d\n+q2pRqtFKidOLuF9YGsKA4twcI1F7dEI68tZnGQAXVf1os71mwyPGoJPSx9mjp3J0oCNaPfsRaNe\nQbx62pesrHMUFtbgudKWhDhBXx8uXzOiQnsklpYxzO99nPmLe3NmSRXTeutjcGoWShcXTEwrIeoQ\nPJqLsiqIH67lsExnP+97FNDQyYF214sIuVTGwNOLeb7qGsdum/FTaBdq+y7hTtMhLJztQbchcZzo\nk06mt1Bx5jAxIfe5WquEY8sDUbRvz7Tmrzh7z5ICDw8+/up7rFAo/tE4/ePHhdSoMf6/bPO/4N8i\neP6/iH91KxUVIjVqiERFiRQUaP4dFibyOu21WG+zlsT8RBERUalEpkwRcW+bIZ2P9JbSylIx21ZD\n9FYtlPpzNslSV1e5Hn1dai9YKFp1C6TARF+2rfCV+vXvic8JhRgaGYnB1atyuOk3Eu5UV4avCZMf\nPXxF/9YRmRIVJdnFmWI6YrxAlhgbfyMr+q2Udb0ny8TRRiIqlZSVxcuNG4Zy5AgS7P+F1HS1FO5f\nlwU3PaXTg6PS8bSP/Ph6ozy4bi7bjwyXhnePieHggbLTYJtMHtlRGj+9JZuCZkj4Zn15Ud9AtL/V\nlrSiNFGr1FKWWCa5vrkSuzJWAmwDxK+trzyyuCTzvxolFRXpEhBoL0NvfCv6ty7L3h59JU9XKd9b\njJaFPRqJtnamrLPrKJYKLbnLL7Kv7VTRokostZNEd94ysZwwQfRt9UVvrZ7cMbkjXxp9KUZ6WjJz\nvb5MGnlKSoxsJGnaVSlX2srKtQdlRMAu+SF4iphe3Sa19zeRW1lZ4nDtnswYNlEOum2Vt5cWiDGF\nErK8tswZ8KXcHHhTVrfvI96mxqLj6SnxhYUSH79Znj9fIqamankc81wadwsWg35nxPSAl7Tc1Vfc\nBtwVQ5MS+WLYRXG+/lhMjx4Tnbu3ZOirK/IwN1c+xq4Vf/8hYmNjI6mpaeLktEoMdYplic4e2TEp\nV0BkYYcMURhliMeo62J49rTcuGciL07rS9hZH9mrixSbGsjiCd7SwOekBPj7i6WlpXz//r2Mi4wU\nEZFqtVqs/P0lufxXHvz27SLDh0uNhp9kyILloraw0IhA/TZOMyvEz/G6PHlgLJNMosTYMUcu36kl\nU853/NN4fldcLNYBAeJ26bFo6XaTIUP2ir+5vzzvEiKW/v6S/qvGT4rfTUk2U0pc5nuJjp4mCU2b\nypMuy+TOfW1ptdtKOn55UNQKhciDByIiEvJNiJitNZOE/ARRq9XiYOIgl788Jv7+FlJZqdHdeZz5\nUcx9r8qDxDuf7yc667n84msvFdXVIlu3isyfL355eWIbECCbVryU+M3xkpCfIJZbLaW4ovhv39Hw\n8MGSnHzgX77jYWGad/foUbXYLOol+hv15VPuJ0mfulpsjQtEZ/NZ6bFqpSz+ykAeXDOWD6nX5du4\nWDG8ESjalwOl4YPjMvrAYWlgUiKdTT9KokNbSZ/rLsG6LmKoSJddO9VyquYbCfUKlVc9X8k3F5bJ\n5bsKmXmhtewy3SkTukyQt+lvxdtbZGy/CrGjVHxOqCVqUpREd78jFXWay4seF2Xjzz1FucJCvvA4\nIQ0aNxXjceNk+YgR4tWpkygb54m1YpN01f9Zdo4eLRb3rknHLVOkR3N3MfhaX9zO7ROze7dlUmio\nnO3dW3btKpIePTTPX1JZIvc/3pdh54fJpKuTxOtnL9kTtEfk8WMRGxtRGxrKM2U7KZgwXc706CGF\nVRqOfnlqufhb+Et1SfXntszOviVBQc5SXV32/0+e/pUrmuLIRo000uA9e4Jrk0rGXx3P9u7bqWVW\nC9DQvyIj4dEdY0KyAtnxbAc6Ri5UNGlL1f0LDNy2jXPvzpHxeDa1PY+jb2DEgfMOdG1zgKBgLaRN\nB/pcy6Fe5SMue/TGZ21THNKV1E6Al3npTH13g7NzskBLSXGxOfsfRfBR15cWtdojCkhM3IaJSSUx\nMfZcu/uRpnml1P7wkr0F7UCZimlJBnfPdyRz80nKDAvZXDydRU53eKo1AueCDcQWFmASXZ/s1lU0\n1LXFPdWCXZ134WfoR2jbUOLXxqOuVON03Ym09E9kDznPgMmTiIoaj7nZJC69uUjVg8scGj4cxxNb\nqNdLj+X38/FXeXE53Z8ZRs3Q+iKN3WF96K2Ixli0mX5kDN41x7N46hIqcysZYzYGq1Ireqr7cG5v\nOWn514nUccOxSxm8CGT8hZPcKHRjbeFQtlg/QUdVRHHkY0pDFvGsUzGN4pth2dQDT5N3fDrUEZtu\nvigeqOixvjG/VBRjpNZi1LhxpKf/gotLX1q3VvD4WnNiQz2otagBNh6bKP9iKc1WZNPu2HaCVa2I\nHdOOwi2mfBc/m6rX+7gT/DVxibtZ9tULFq3axMSJhqSkTOCwaiqrf6iJzxVdRjcr4EGwAU2nriD2\nUhfUwUUsV36HqkiPJhPH08pRG1drM3z7ziTw5Svad+iAt7c3mbdufV7paykUdLGw4OEfVvv4+bGh\ndz6+r1oT16aBRkP3V+Q9ysNwZCT5aR25W1SbRrtPU6VVhKfzhM/fKVWpGBERwVx7W5rmb0JhEMrT\n6xMJbu1M1ZtSJhjbsDUxEQCHYxeIHtGVJY9XUBZwHst3n3gT/SUmkT3Z5lHIS/v9HOxsTfHksQBc\naHEBr0gv7CrsKAouooOqA2F147Cy6kta2mHU6krMksaz1TaF8UmmfCwtBcDFqg0o9XiY8hA8PTlf\nUsKwiAjOuLqyYKorSTuSqFFWg45OHTkd/rtXwh/xmx6PWl35t8dFNFLD69fDuZjjVJi9pV+DftQx\nr8u0iz1wbfsUom+hiDxC+3Ym3M2AiHeDePW4KaX6+VTPb0p2QSavFDbsrfCjnpM/rsWPOXmqE3Or\n+zOgYQxRx7KxLSuhPL4c91MueOjeIiPuJAeHBWPTy5Ym0U3ocaoH0UVBXPZVstshmoezk8m8n4/z\n+c5oa5VwIryQtZFhDMkcyNgZd/mYk055x458P24cocuX49wrlHI9B4IrW1KxahUNLKzI9nDjwYIl\nWNcZgkt4ANdzp3O0WxdGRkQwZ5Yh0dEaUV1DHUO6O3dnku0kzrw5Q15ZnkbqunNniI9HMXEiblox\nKG/eZfjDh0Ts3QsVFejZ62Ha1pTsK9mARur5w4e5uLj8gJaW/t+297/Cf8Sk/1sCNzUVDhyADRvg\nW79vqW1WmwnNNC/Uvn1w9aqGVGFrYUjXul3Z/mw7RfRGt0JFSVoszbp24rJvElXpjnRWbiGm8XAS\nE8zp3O4lt1/VoK5lTcafM8MtJZzyviPR1VXSaEJNhvk7kJkfQUpFFT6Wm+ncTQ+UYygtLyHSLoEG\nDt15+7YXubm3sbYegqfnfm7dKsOtu4pW246jsO/NO5UzzYyCWPSTAm/7LGpMeMs339rSpV81IzYP\n58y4FNZtt2JDzHayU1oRvTyNCZFFvBz+lLFrx5Lvl09z/+bU3laby0svY1Qng7veT6ivHYJKVcLI\n4/YodMrp+5Mf3915g4lWBmOmDqHBkEeEkUsusLwkHL3Yg+RXdUdlf5SZGz5yuMqeztuS8DjVCodC\nBwobFOJg7EAXvZ70GWtLZORlhuSX82jCZMbuWMOctXNRa8Hao49oergefS1yGPl4JAOU7chvuRB1\nCy0SLt6m95fG3CvtilusDR9rxFL1Gp63UNDVqxGfUhLYuDEafZP2GHjn8N12ofvsIm60bcxsx1oU\no8f5Sjve2LbGdWUGk1edxyi/lA1L3qA+v4s6VQVExymJSPFmzdf9eBh5DGflPDxsA/mmNIfkAm3c\nNh4lEz26x3Siy9it1Dvcjpof8lldYyn3Vxmwcu1Gii0t6TJpCjZLNPTPefPmcemnn8isqCDrVz71\ncBsbZr9/zxchIcxOSSF42jT6xmyEjwOYW+cDlXt385ttUt6DPArdXnH+Zh++1Q5jtM15LiaV079h\nf0SEuLh1bH93mIaGhnxK/Zm082/pbj6UfT0y2PbWjpAGtZj2RI8T6emkJSTAtWu033Cc0JRnsE3B\nTv01DH7oAduXo1VmyfH29bjoNpfSnAz2ftObnyJ/Yr71fFJ+SCFmWgyjl4zm2t1rODouIiXlez58\nWICOjjXTGs9kfZ069Hr7lozKSo3ImPkQPqSeZlfNmizp2ZOHDRvS1cICw/qG2E+2J2513GeDFfmb\npKL5/8PcWwXVtXbb2s9k4u7uTvBAiBIixIgRY2UlIe7utuJCVoS4ElfiRtxIICQEQgIE1+DuLnPO\nc8G/v713nXN21Xeq/qrVb8bNeKvGeKt6e8fovbfW1AeiqGhPYqIfnZ3/u8/wgwddvcyhk/IJl16P\nUKaTjf02cvFMOwV1anyVCcIw8T2LFrfzrmwKR4XjcXX8yF9OZpxSCqH76AgilocQvDODp5M7eX1M\nlQ0BM7lWP5UE8RaSVD/gk5LJ7oFbmb1sNgejnPhVXU+cZgI1LTXYTLfBvsyeo8a51Ge606GWQb7D\nW6Z1ZrOnw47sMjnGGlzi/OQtzK0cjk3bMFYrDEAiFuNTXc2d6Gi8ExIoGi6mUa4vDWJL8mpb2Wvl\nQLiHK8YfblFpNI239i60yBjRGOABHR3IDujDpil57NrVtQ+RkZFMnz6d9s520l6lMT1wOk+ePKFV\nSgpOneLbylBam8R0qqigfeFCV59l/370J6n8q8STl7cXFRUvNDWH/T/h6T8e9FNSuli3/v5d+lfz\n5kGpMIYLPy4QMjoEgUDAgwewf3/XSOd/2MbKS8t36ag3aqD9IZYxkybwIusFndFb6DY+lintJqzL\n9kUgPousVR0Fv6pYFK1EptUlCvR0+fLGi+nTIdNcnyEfZKhqbEBfxZlakYC2MRXIyakhK1BCKBSj\nYBuEmpo3WlpjUVHxwNb2Nfn57TgPnkx0aSGRG+6hErYJy1MWKIsi4c12tsq0UpJ/nZjiMYidZdmr\ns4Q+vR/yuOkuhxoyaTKXx9tcjoSGn9yYeoO5T+dy6MshTq84jdFvfWTW7aOvxXgKC4+QlHmOZOWd\nqOVYMqullurFhux++5wZc+OgfyFrTeVRNFxIb4kcb1tGYCFJ51LjbWYXl+HTS521w8xZUbUaxWhF\nzO3Nud1yG7MmM6j14epVA2QtVFgp7iR94EDShUJ0X7zgro0SincuUxFkw/QORS6sPM1Feweu95BD\n/Lk3XjNzeCkexoibJRT1iqTssQ3qq3YR+PErwp1L+aHohebBg3xVK0EigvD+yQxKSCC+sZE9qpF8\nUdnDaTs30pqbuW0hQ6+tD3mwMxz5XFP+mnqEfVseod5xhfBneqg0nCZYmETRrqkkXe6Jo+53/opb\ng0//fH5/HIB38VnipQbQa3MVNaqKHPFZgaeTNq8NMwhtbub9u3cA+Pj4IBQKsU5N/ZdB+kRdXUr6\n9OGglRV2ioqE+Psj++0jxrtuETfmLmmCDp7evE5MXR2lz6toUP3MsEZ7jFTKcBDHUSVwRVdJl+Li\n02SX3sWuNoghtYsYVHiGnx9bmag3gZyjMjx/LmBPmglvDrQyR0+fH4cOweTJyOsasjVLHu2iRvre\nW4iJgwzWh+wQLD+NnmIURoX6dIz9k58JrxCLRchNlKPwcCGyBrKM3DaSsrIyyspUkZJSorLyMQ4O\n1xAIpJhvaMg0PT16f0xkd3An3TSm87ZVjwuVFXw5fx6XlJR/5aDZFjOqX1TjVetFa2crn/M//295\nKhAIcHS8i6KiLT9/9qet7T9NZ1pbYd06OHxEzLywOUiyB+Ji4IR6iwebNoOV6kLas/LZsKaJl+Kx\n3DQZgMTQn9FX79Hd+CmOuWks81/Ko+6LkGpxI7fPGTYY2nF01BRaFrwE5Pn9cyv3MeMdVmT4AAAg\nAElEQVSY71FuTviLnioNhL7YRHRuEsGfT+IyyIW3IjFLFsjy5oU8MrUO2NW60iLTQLz9Bxy9yokY\nMBcfgQWP/aZxbYQWMl8jkenhyeLgYEYFBRG6dy+6FWXIzBchRT4le97gq6mJnvYgpho24nRuDS3S\njUyV28XjNgmdJw7DwoXMuuTNr4hqQs9/YeLEiXht8mKK2xT0ffTp07cPR48excDAgMDAQCrdW3EX\nxiIwMUO7sJDGoCBISkJrbW8aIsuo/fiekpIQrK0P/z9j6j8e9M+e7bIcS0+Hp09hxdoWZjyewfER\nx9FX1icysusv4NmzruYuQF1rHW+y39DY0UKVnTGyP78w1t+ffa9fI07vR53FUmTj64gsHIpbYBqx\n8UJMJLpYVAxFWyqNJ17DWTFVDk9PuPA2kw7V3wx/mkNCeS3a0jJo9GpEINOGnfUkSsOgcusezMy2\n0NqaTX19DC0t35k2bR7paSZ0COVRzzrPI8ed6PzsR7nnMVYOseXPeYGMnTSI+pb5tEsK+Fz3jkSt\nMtr6TiVYcwvlLY3UTbemW1kHDYnfiZ4bTcSzCCyuWmB2IYvvrS3YC56ho3OOBU/PIaXjTuetKKxc\n/Bi4cD+uj0o483sRzi/uoNXcTMnZcXTMPMrhZl8K5MLY7NuK/KVprEo9hOi5C6pCO/7qt5N8zXxW\nC1fTLmkn5sFPbG23c+B4O8UBgWRt2MBlbW1+HDxIsq8v8n9M5HhVASkhrRwN2cIQTU00RmnRHOWC\nQLAFgY2QC24TSOymzSUfS1aZ+vLnzoOUKFjQOHclUg1VdBwWom9Rx5UOVwr79OGARhzWDWdxdb5H\nLzVNVCor4eIF8hz9WOalj+3g66xfPw2x2IPmZmkOHChBUt/O0F6O9AvcS2ySPYYjX+Gk64Ss6So+\ntBrgmGzIgWP+HHGIJyDtJQnNveloL8Ltk4TTi0YxY948Kk6cQCAQsHz5chrv3ftXiQdAVVoab3V1\nVhgbc8HDA+2NGwk99YI+UT14MNID9ZNH2BiaTZVyDm0KMuh9kubhxixe1fdjkM0k6suiyE7eiNxf\nAu6KL6NEG09uNzLSxRKH+65crS6je3cJj8IE7Kiwovt1JTxv3aJw/nxabt/G9poe532siVc/D4De\nZD0cL/WGu5OYPX0Dnxr7EWYjTXCuAwE/AshRzEFukBzS0tKMGzeOW7dO0N5ejKysDkLhf5qoLFQw\npzhChTPaKbjfEJIttmaeoBgTR8d/OWkBSKtKY77bnJyVOSzyXPR/tVMUCITY2JxCVzeAHz/6/Evi\n+fDhLmvoDNWzlNbUI22Yyrre65k2TYKlynESBYmMX1uBYbsWN6Um46cjz0JhJoPyWuhw6I534lii\nhaPoMTeIuKWJRNd9p9ffM9i4eD7ywpHIu9ZwVPKdNFVNZp/rxq9PD7h3O4SC14vJPXeQ0zFniPsp\nTYhgADtck+nbFxxNOsgvNUFerIFCbXdEqwdSb+yKivM4zu+9iGd6DNpvPtJfXprf/fsTO3AgYhMT\ngvfvR9WvEgkNfHor+ZcDW+Ccc6S9TWOF3A963w8naOAMRuoJKJw8Gbm0BOY7hjJ7/lh2jhvC17qv\nHBl2BD0VPcx8zQgPDyc1NZVevXpx9uwhytq7MULenCSRCOGaNWBlhfD7F3RsSqgZfgW3YHPk0v7f\n5Rn+0aDf1AQ3b3a5Y23c2FWzPxS3BVc9VwIcA0hJgYkTu+5xc/vPdUeijzDS2g8ZnUmIq/KpyE3B\no68nCfd7YDe4jPKmfN5nBqBq/h2TKZrER0sY3q5PtF0kI7PL0V/8B+PGwYIFxaxdOwb1SXqM/TWJ\nilcHuBvRilx6HMeO9iejcAyl7fps/1HKx5cJ1NfH0Nj4AxeXV8yZs4DLpy7jpTqY5xbKCJflIWv9\nmSnatXyOiWDXrr/w8YG7bRZoSbXzSe8XtyNuk5F0lA7BIfTljXlXmYyPnhJ3nmzHVMWY3Um7cdjj\nQJncKWzUtNDV8WfOJmvaba7j2mzAo4YmHPLfc1Knjf7NC9Ho20zl59vsG+bKue35KFvY0yQ3hMqB\n4RgvXcbibW4YN29nmOIzxI6nKOu0wLnemb0z96KMMkbNRox2P0+bYhaeZj15DEyfOpUbp08zQE2N\nqKAgmjYGsVh7Esc/fmf0rVuU6sHCI0IGtx+m5lAap4aNwLRKBt2yQtwiMlj24T4+WXEITvVivdxW\nWouF2Cmv4vrZR6Snzyc7exVOTk+RldUmrrERrQ8fGKBVwjzpROyvu6LT7QGRql7s/dHMk+di3rwq\noUMSS7DjZcYvvo0ZjVw4uILbL5X4+/4zjKRquS6ziZDOPGT3bCWttonA+Jdcq/bkxNaZOK9xYuqM\nGczavBnJ9OlMHTuW0p8/+fBfvnT/t1i8GLviCKrPFbJky2lMk35jvUUZWf9EDMQ+lNu3UuhaxwXh\nJA41W/MqcQJ38yawZ9ACfpcVoPpAl7fP5Ji5QxOp4gHYi2KIaWigXz8B59c3siRIlQizP9gmEHBi\nTSxWnflMCbnP35//Jr++iL15efgpFiO1th5Z1QBejFhPr4oe2Ies5tbxa+T3yyf6eDS3Em8xevRg\n7tw5i61tCCJRM/X1X//1Gjt3CpgoUqLJsg6L/s0ElBVS+DuUg597U/ns63+TijGYZYCoUcTI3JG8\nzn5NSUPJ/3FrBAIBZmabsbDYRXz8AFJTYwgOhmXbs9n+cTuObXNRUhLw495gcnOTkGncjc+kDmYb\nwoPU9bTJSnNcrMHBlReZEPEMr40byV68hG6C1XQEbcF76AGmGmtyuSKOJE87HJ/CjJIyPo9ux+5t\nDn18brJ0yWWeXxjJtYAiThoqopc2kVFjOhnodR37hDLaStowLaggSNeUzy4SPO2O4W7liNv1fQw5\nHIVX/lu2XbhEfmkVEwN/krmsFx6hoShXFNMvORnHzBSUHWVolDhx+nTXqOovVT0UTc3Qy/lOht5l\nYnbtw1gcjtv3GPaVl3O97iRyypv4WZtEQIYMOsW1/5KvBtDX12fJkiV8+vSJoKAkqjt9WS+R0K25\nmYQLF6gdPhzZeeUU6I5CwWsCEj8/ysaNY/Oazf82rv6jQT80tEsjPyurq8zjNDKC0KRQTvmdoqgI\nRozoYvYNGfKfa6qaqzgRc4I/yu1RlBuIuOQNOjq+OK5/BvHTKNBfzqSYHpxRnk/1gXrG8pbE6A6c\nBZMpNXhMppkZQ9xdEYmaSUoai6HhAlxXD8f2tzwmOnk8cjzGVL11pL8dQJtKPsLem0kWn2HXrvO0\nt1fg4vIaWVkdDPMMUW1Rxc5Ljvw0O+rlbOlecoOOJyJUJylTXLoHvV5N5JhVYWkwjaNaP8me84s1\np8ejkhmBMKo7Q/XaqbPt4KVBMxU7N9L4tRGdyY3QWYq+khofP+7nm9ZSZMz+4MbfYahK6XJ27w6O\nJIiRktnMfLdbmHd00GmSh2GKCT671BGYxSGeu4I3ZR6k1g3Ed24gCoGxFPzUI6h/I1Uj5lA0aCqx\nfvJ0G7yUxI3TCC0ZzRjvkyw4HYJo3wFWnzhB2Lp1zPv1CwsHO2bvWIax/3gifv1CFBvLmhINNl+p\nZmfGHQyPujDyezQiFTW63VFj1DgxA77E03tqIUFBGgQHa5CVFcXHj21ISeng4HADZWUnAGLr6qh4\n+oRuVroEz9qPWls0xvpRTFIfwY2yMoaURCOvOJTL/bZw5Vc5b68EYGImQDBiElYKRgycroui41Ny\n8wbQobqG807OpD7+xXDPa6iuN2dLt8k8KfvN7rNnKbO15WRGBoo+PkwfNYofN27Q+V8Fyf5rKCkh\nvX4Nm0W7+fXLmOmaEXg0ZqA+4CtNT3pQp/6BmS2X0H21iYcZW5ASeHPNbAq/v7xm4c1TPDqrzsRx\nkxji9x4rqwMsEh8gPeVP2tqKGL9dlfOsYEnmYe58asa7LgK2j8POyJFxHqtwj/lCRG0t8w0N2VbX\nl2LhOx6WwYTRVTiobEehrIJBEQMxrzEncUMie9OWUlgsoL29LzoGC/mZvpmgyCA8T/lwVlOVm643\n6Ch4T2tHBUZ9J+Gt8xbliW5IRX/B00PCjRtdo/sCoQDro9ZUbqokwC6A8z/O/4+5q68/HQeH66xe\nncuUaSls+zGTzf0287HqNt6tu9izpxEd8/XcENfjPQBaL8zg6TBrxonS0Bo/icbx4xk/s4NOK1N8\n7t9nwM1mHlm60ygVxaTOXAwCYc7I7bzOd6R3eRPJHx0xehLOoDGrmToyFgPpVlbc0yGtRo6ymwfQ\nG72fwQGtNEo3s2HtLx4tq6eqXUSJ5zPGJznxPdGMuNQedCuoZeHydQRbdkfKwop2gTRThAcobQvl\n+2WIFgi4HBJC86IORBJnDh48QVNTE7fKyhg4YQbfvqgxzq6WaAsLNhupcU72Hvuiomjc/zezD83g\ninUJvha+lM77kwCHifws/UlmVeZ/27uZMw3JzV3Gm8XLmTBuHGe3bmWBVw9Oxqeyb3YLds49UA29\nhdUIP/ZduvBv4+o/FvT/wyhlwYKueuD2vY3MfzGTs6POIt2hhZ9fF5EnMPA/17S2wvRzhzAsGsan\n6AIatA2g7SOufQbSVAp6veNRV4zHIWIu7Tt/I456j1R5Ju3VAtCTx7uygvfDh2GrqEhW1goUFR0w\nNd2MjJYMKgHlHHNqo77jC/16JTDz+yskjneQypiAsG9PEhPrqWiVIiFLlZacFtLnpDNn3hTy3rzH\ns2URZbNSWKLbwvQWEea2duyIusi+2u9oPDdD0joDau7zYbAtUoF5TH1phFbmXgSNOkywtOBIL/j6\n8yj6UwTE5K5BVkqAvlYYB0+eQFUnmcl58iysrmGP61JWbt6AiusyRviKuXA5iKm6Jpj+HoC0igJX\ndCUomB1jZaIZ3yLeUaZvxNhF66gL9EG7bzgm+xRRTYlHrimT9p6KdI8X4pafTU5oJVo1+Wy8/oOr\nmy6xs2EJrlECWLqShTdVWPLcBc9VHaRY6BC3ezeUfcY9whBlpwSiqs2ZN28bw9Kv4pAkjaj1EfoU\nER8lQl0dvn3TITz8La2tO7l50+W/NadevfmIoG0DIWfuM3NDO87O42nLHEH/OE3mJLuhv78UsaIM\nC7aNoW7iY+SRIChOxzrlCXNMNmCfOYCc6bH8kNJk6LkkxuloM3LkRASVzbwf/zeqB/XZXDuL6LoC\nQu/cYVd2NglTp7ImLAzxy5fElP0P9PfFi+nb+ZEDM5Kpk7XEnjbapb+idFMbrWHviKzWZY6mLUo9\nIVgwC60NG/id8J4F375zndtIhsG95Hu0ynbHzj2BmDZtYmNdKYpahp/uR1bpptF3fR36ykVorgpi\nf34+j+R8kBSHsVzQiHupAde6z+FJfhXqus6U/vYic0Mr7srr6L0jFb0/9Rj+bQBbt4dgJG1J72m9\ncb6+iTVfI9j5aQcphYVYSi0A5Z60PaygNDKAVZ9DSBT0Qd4/Bg1DBQ4tzOLy5a5e4r59IHZWR8VT\nhfFJ4wmJC6FD1PE/5nBW1lDi48fT3t2HjvZSvM28qWz5zZtT7hjbHkLeO4aa6QLaiw35ZhJAo5SA\nfTvvkFbozM+9/Tl4J4gVke3IC0wpulnMd2NV9l3Jx2BpJ22NslSqTcXT5BcvpI1RUG5nos9hzCxP\n8XC8FlWPcll5RsSNOkP6StcwpkiTJ3bmhPmq0JErYpe7Hr3U5/FHVCimqUaIm6H23QWmHFxLzRdv\nnivV0RNHPkbJ0NhaQXrmGjpV5XGyk6BdVcmYqrcg0EdGdijbDwcRXlPN9LED+fCxiv7a7Tx1zKNO\nZjT7l51jwKvrjDKQcMLqK+3WE1giG4Nr73hC/g6gp1FP5rxcybLI0/iHn6LXu7P0/HmZpmORaA4d\nzPkpf3LRQpuUQFtivaUYHBNG0PrdqI4fTdPSN8gpO/zb2PqPBf3Y2K5uf01Nl3P8V5V1+Jj7MMx8\nDOPGQf/+Xf7i/xFZWeA2NIk3Vec497WMV75j0E4qRiqzAcHYUjo/+SNx38bOB7s4OtcGPfUa/PLf\nExMDPTs8udv7BmPSWpAOCKCxMYHKyjBsbE4AYvLzD9IweQFKr2ez8kcdGqmFmHfWQ4/zdGTpYejt\nSbXwOXcfj6TfuWHc8PhGTl8zAn6n0bdtC5o9tVj16DKPM+qw04QrQVl8LFcgMfs+fu26REV1Q1ZW\nD6OO70Tv0iOnqpMDTrpIfxuKRtEgiiRDkZovotZmKNIt4bQK/PnYK5imwZtpd1mHYkskbVKqPMs4\nzPjVjrT/WouB+mG8m9uwGKOFdIQ/l82iaKjTZe9ob47s9GBW6xIGf5/HOQcH3vSdQMhRdTJKLTmw\nPYZ1Nx6RZP0Vy2YFrPKv8fS4F+WVshgsOILigjYsNl5h8ZEipvUv4PYrd6xsTPhk0JeiVaW83nuP\nI8+OIWloI7h4G5rOeWw/Gkef5HfgHkFHSzsOvr0ou+3C6UvtxMVBdLQN8+e/4sCB5YT9f5o2v35J\n+LGhP5pqLvhcPI+wYR+Ojk0M8z5J+vtmVq2CQTV7CFSXRrPgJHYPAxguyWXV5g8ceVLN/dflvPt0\njYofq/Dq24QwagTxv+NZNHYh+p8kdIyW4fG+B6iH6DLieyEiA0MOHz7M5Js30X3/HiNjY04uWMCm\n1FQm/xfmbXs7vHsHKzYrsb9jNbOKdnGmYRNyLp+QzZOlWVMRFY9UEjuq6NnjF9H1W4ifsxjjZmXU\n/lDFpFEdPZEcggRdrn2/hvs5d3xC3LibUcqVxkA+ZYby/Uwj7goRnJFfw8bmAzi/yOfJz0YWRfXE\n8NRBxvR0ZfJkCd3N5bh/9BTDK8ew02A2mU5Ccv8oZcanRcx38uKR0yN2LtyNib4JqlGqHDt3mkVZ\nK7jbbSGa17Mpbl5AgJIha20PIfPkOqqVH9n5LZ5XySHQuxcD5b/y/j08f97VU7OygqvyVigEK2Gu\nZM6T9Cf/1/z9jxHNpTuzeFAmYr2tiLV3ZiI5vwUF9XRap19mUq6Qah8BGucPcGWsDGallahEdbBH\nS4W5Kp+JaG6m+LYBx9fq8ttQQM/mFuKGClgrL6BW+gzPnk5j7bFRlAz4ztEnu9E37o+TfgDti9xZ\nYqlPkOkP/D9k8SaonHNLnUl8aUHhK0OWpbxg5g4XLic9Qb/PElQH6lIzaD2z4xLRapSjoF8DTQm/\nWJ9SweHJD1GQFiKSCHhfWUfRQDEnFIvZf/YoQsMyyso1CQ4+SmdxJEsjZ9Oq0krufgkeg1IZ/Mdw\nMprFxLh95PKriSj+nImGnCNNDidQ8tzFOmc/nuvMJ1J/MXc6DMgS6KAiq0Z/FXmGlcngddGG/Dmz\nWNiYwCml04T6r2f24TP0yLVlc/NMhJ0fcDf6nw/e/1MId+zYsePfXvX/Q+zcuZP/+ihbtnQJMh06\nBLP2vOFm7mEeBTxh/hx5ZGTg4sWuwwDg7l0JI7afomHQLEIMJ9P3Zy7Bvf3g1X1UGiv5LilBqtSJ\nvQIdPnSz5+cAERs/3Mai529ePWqiZ/V4Ws0/YSZrisO69dRmz0RLaxQKCpYkJwfQ0pKOs9Nzyhbo\nk9s7l97PIsjt78xb1Wrqvs7HxUkDkWoDMb9ykZb3JrHPZZwKjdB4q06mrBKn1R5SUVXA9OmjeFWV\nwsFqOdrGrqbt91H6aMuT+r0f/v5N1NS8w8FoIi5uErYsk8dlhTRqzUex+HScKTW3mVPWTHsH9JhZ\nwwGvOhrM7HH0cCZp/U2SmiWcvh7C07dqaMspEvV8CQdktBAskKHl4VD2mDUhLknh9vXpyMnJ0a3b\nZWpqjiASnaas7BAyzVdRkK/gct1S1lZcZUhcOM01AXQOCsPQRhUHh0GUlEYTkW7Du7fr6B7VnWJ5\na74P8ORtcDSz5lwnrWMMbW+kiVk1EcWKDnqntqDs8p7chlEMLjiNkk8J5TVOvCtyI7nIlJ59H7Fm\noQdTp8L69Xq8fDmAp08nk5rajY2brGht3caVi5s5pbYUh9g1ePcLxNRlKlNXybNkdiGXX/5F/TRV\nPlmvY++h7qwelM211R4cbM7BzLcJWbsWWr+lUhTnQmqHFnqNMYxICiM6K4F6lxz69LmAg4ovbx/O\n4rRiEcGjfEmJ+86HhATcpk/nekkJJUpKFEkE5MYqc3GnEosWQeGPcowzw3lc1pvdkq1U2S5FNvAL\n2r+KiFaUJc1LwnCVDOqvzGLZ/sP0t+iBqZ4aOqqd5HxtoE3ciNuvZSx6N4LFGouZNHwS9dpyvM9P\nIC7hF4drWlGRf4swx5Egmz+oPOlM+zs9jHWFLJqrRJH3OHyn/kLkcJPquhZaY3pTFNKLpwnD6TCR\noldjCff0KlA11GNIhx/rQtYRfC6Y0etGU/cMTC/0RqEzmeg1jaTPCaC7YQny4kXkJajjPlqP8KyP\nvFOvwSO5GY2eo9GUasfPq51pQ1opTO4k52cHZhm6/MyMwaPchbrIOmre11D7sRYpeSlkjWS5dUvA\n5y+dZHiOZk2ftdjpzGbrzHgErevQXBuIww9NJk7JpvFGbz71m4jLt0SMazLYHxdNs9UGpNrGElHc\nSImmNkPqYHltL+K/GyHyqaGuZhntx7vzJXE4JfVGLFy8GohDT+854eGKFBYIOLdWhRn6+nytrycv\nTAPV/Voc+3SODW3zaVHMYM+QDqJ7J1Oi60dvNzEFr8vY3FOFmTfa+e5VSNuz15zrKOS3ZwpyZmrk\nK4wkTcYRO8N0ej8zQNfekdcSG0rKalG2tGeKqQpvVt+gOSuJ5xlZWPQT4e7QwdQAc6aZNjPDXMg4\n/Sbm6xfTmdGOp2k205t/oJ56l9yi66wytebOgMVMN3PG39iZgZbG7FijwbpJOUjZXMHC6QjmOgNR\n0FYi5qUl84vkcJF+xTcVWXaWl/PvwPg/8ku/urqLkCUSgb1bLcd/z+XimIsEbVcjPx9u3AChENra\nYPaycma9GYPpmKv8GH6NwB0PuXP4MLVqUPHhCZpGPZFIZTN7VCEthSY8niTN2h3veZ36C2PjIpLS\nOpEdVsnGymaeDupDc4IltbWfKCm5Qux3V5TVh+DmFo6iqiW6k3WZkx2I1uPXRLnL4KqRh5JYim+v\n7FgyMBdBSTlyxsaUNjiimJWHQj9XPvT5ys/EB9TXN/Pu3Qb2LNDBdt4SWmoNEN9r5WLtVh6/KiIk\nZDKFhY8IDW1BtVOOUb5Ctob0pk1LQufrNGxV3XmvPBj9g1YMVDxJeI9c6gYuxjbxEqnVbdjYX6en\nZTqZr1egnPU3fojQ3mZNyZ2ZvHF4jyhxKiOHVaOiokJJyRVqai5jYjKN8+d30a3bHXQdo7jg25Of\nVb3w9Z3NOwUJap15NJ8YyveXfTAx2cO1a7ewdcunJW4RPYKHYf1pKiq9x2CnN5lDR1qpcd9C6P4v\nzFVsYZyuNq5v5VGQV+ZNogmKIjUaBxUjeDKa8+dnMnD8M6JTMnBx6SLsbN0Kamo9UFZ+yo0bs3Ae\ntBKHfu9QNhmFJDeH0aOksLPbzKkQKTqVZFAOH42sspC3NquInReGqpQ0o8/04IKVMYKfS5GknWd3\n7G9U/VegvsETgZyA/RdHMebsCFLct9DZWYNY3I6NTX/Ojx+GSqQeri9/sffocd6/f0+VjAytY8di\ndSuasUcO8VASzu78SZQ7DWR12jwuZ/fnwR0R8UPWI0oT0e6ajNpXeTwsP6HUUURSqj7Lwu4wRGck\nA+KdibWPwUzHBXMjC9YyjjuSVXxe4IKyszJtc9oI3NKHKpWljHxxFtmjxdy4Wcp60RH0tF8hNWMg\nldOsqfSZSr7+KZb3m8PXgq9ENYRiMyScCv+xqK23Bq2XvE4NYP2HGBSOpGObfBK1kGEYC03x9vYm\nLCaMY/VhTOmcRdTYDDx+CnhefAnPCx5sSYnlUpQ1GwOG8Oyvm2zfeY7iK4F8sPnAjwE/SJ6UTNWW\nDAbm5jK8XyfeWZbox2tzcVcBP9+00dkkRtQoInVGKl8tvvFjUTaD/U+iLqfOOJNxjBg6DxquojBp\nOXrh+UwclofKN1WEUauZcDqONIdGPiX/wG9UD5JTBxKZrI+Lwh5Wqd5BbVYh7+8V4bv4AOp5EuRG\n1zNEVIoEyMiwpKNTSGGhNU+eTGbu3Ep+/OgyW583SRbBklZ2X9rGr5pueCkmMtNKl54LG5hqGsoI\nH2M+fQKt0VqUPa+i7/sW2i3LaE1ORkNVnhxHc7Re/KBQ4xxL60fwSDKeNhUphE4FdC5wZlXmNYRK\n/VFt0WKY4198+KSAQY8HJPzu4HuSNB7mUgxwWIaj7QF2pkhRpnkeL68fdGs9TtKhKwx3G8lCsxzW\nW0pz4PMOrv688i8MNDAAJyf44QVaJW28l3Qp0UokcLjZCg3heZYtCuwyC/k34x8J+levdjVnT54E\nubErGW07mqSnvjx71jW2qaAAOTng5P+aUDV35o+0Jb7EB5uR02HPHm7XyuLyoxlRcxPp0hOg2ANh\n4yOCgqSQOW7C0HXHWbUzloz0ZuyEVrQPv49tYgudYwYhK6uFkdUlqjvbScWJy3lRaER2mTzv6lWH\nwaMskgy0CSl9h4bpTAaMkyAsVKJOV50hDiNounaKTakB1Au02RBwmPjkZ8ydO5dTp/ZTU+NLVqYn\nCcM9eDZuBK9mP8U+RUyLXyC37+6kpMSGpKQwdu6E5DghDWG6fE8cTNOgCMwfeXOgSo9uxZnU+5+m\nr+4shOImrqxOwE7FjIlDhnJ0hB9i02vE179ju6o8n+0TkcQYYOQ8hdbmUjZv9qOpKZmcnHU4Ot5j\n0qQJJCcP4PBdS3r9yke1IZo/t7QiDj/KymFCvppnMk0iRf2JS3h7Q02NPwqKyniM7MR7/GAStyjT\nB5BdNh3pYxe5eFMBtZtH0Hs6Dpf9+iiqKpL95A0ysq087TMBsbSI1ymOWCkWMsT7KWl6FlTmJLF4\nMZiYdJUPli/vSXj4Ez4/OoOHZRWhScb4y7xDX9+P3FwL9uyB6f67+JSSzkV3LzUA2MoAACAASURB\nVLQOnuSc9WnGGVUjbSXNxLsTEbcUMbjCijXOi3HRd0FGpYaxc3LxFvzG21nChQfrWLIkmv37wzEy\n2oaKShUR87MQZqjS+00eqy5d46qMDMQeo0rjDNa1H5jz5DIx2g3kpzSxvmk79wecwEExD6M1MxEr\ntyGSlFKbNwF1cTYVMaUc3lmBh/kkhmW4Y6dlTqFWGV9epLDjxA685adj09HGjiObye1hSsSCnmyq\ndKJlWl+CheNw6RPFW5vh3HVNIfKPvjye3cHQ5gC+3vQm+nc8q98F8bm+HnU5dQZkDeCQeBkfxjmy\nddBats89yot1g1m9Zj4vCn6xqUMbJd06Xr8O4N1bVUpzNzDD6QR5M0wwKnxFh3w7rdKthNrexOZV\nd5Yq9uPguv3MfpmHm8oEXl57gv9Sf6IuRuHyzQX3CHe6v3el2zk7yroXELPtKqck1vS/aslVeSty\ntnlx29EJVYMKPIIN2bz9Lw50O0BbwxGkHN9hW6CDbw851PXEcOQAFUYiXJSC+ODYDc9UE5JbhzOl\ndy1qmlLsXbUf/V+DKe+3lvL1s7C7doByxxqKrNtIMpVlpE4MO2esQy3WHd2nIfS3dSLknCfv30Rz\nc8JDLuQMZNe3oTj5GPJV6jrvQifzbFI+I2+PROm+Ev36dTFlQyrSKdeQsOaKGkUWNWjHx6OkWEv7\nhgIMn3Vy5WQ1J+VOcoMApKQ6yJsjprDlKVq9cxG2OFHcEs9fj/vx5NdClI+70d4qTY/ig9zIkaWo\n9CaVQm9SG8T01+wa71y8GLKyFIhPW4WXdChznsmhKSskM3M+25/1o761iwE+eXIBjQb36XZSyPuk\nJADu3YPsugpqW2IZ9SWti6D0b8Y/DvQlkq7ZfBkZcJv8hKT6z/SqP8ShQ13kK01NuPOgFac1q6js\nPY/nNvM5suIessVltP14S/7QegqkslGsPYKsnBi1d9aYKndywzYP3SQZpstkYP7BkvPnzfgWKYuO\nlCs1n5T56tgNH6N2ZGT0eFMYRrHiaOb3+8x45TK+mXzhnqMj04dbYN7yiu/dXChobKZQeQDZvfNo\nk+0g60NfSlb1wLLZkLicMHaesua1jBuDp29hyvMZBA4LJCIigq3KLrgUfsagbQ/9V44mel8s2rKl\nCN2TeP06F2PjhSxb9oC0NBE3rwswv+5Lm99nZKpHUqr6HMt+oXRqZvHOcTCNwaexREALW9C6nM7D\nFnukJXsIUFKieok7V96Yod2mzatCXfT0XuHmZkdy8iQsLQ+ipOSIUAijtlexY38nJuXRTDDzpNfI\nduplxMilLeBJfy2em1vjXxPHws5ZJG8P56h2AM5LlBH3MODZldG0ladQqwE+9025E7yKB/dNuN7U\nwbrd5tTa1HB8zkHU9b8QqW+O5J0mt+jDoro0TH62k2xhweflq2nJaubMmd/Y2OxESek1cnLKyKgq\n8vReLddf/GaiaSz6+msIDAT/LXewjj3KYLEUPtUNlId9IzxRBa8FGfQI6cGXgi888H3A5AOTuaF9\ng8SyRFo6W5A2OMhXsSHOitKkpckyeHAwt251w83NhrCwHZSWHiZ9sQ119WKWtrbDs2MMuppI2PUO\nJhTr0bciF6W6BmrbxHxWH4332+3g74/1CBucBJux39iGvPlP0lI7ydovwrGbPWZZZTjL2PJl3kEG\n6Q0lKzOLgUOHUT7FBiPRG9rbVzN8eCu/8wTM7x7GSv+1yBz9ydvYFcj8kYG0ojyl2xUZ7PkZjaky\nDNJqI3L9asqYgqSlENEHU0yumOC/ZDstzYmMHr2e+PhkbqX3xDc1gjXzxqPlvZQtaq9YOtCX2rpA\nOvDjjcxY5G/Z8sfdCbQ5nMVKupLzX89zOncVf51o5Oelh6xsPEiOsQ1TOn2JmBnBm5w3OJ9x5lnG\nMyQSCfoz9PHP9edzZSj3ntbz5k2XG9atUAGn38kSNGIBc63zWfR7N786PVGv8eHET1uGlKnh692K\n+rq95Djk49m0jWM9XRBWVzJ1gicfwiex8bA2GRmQcsuMn4Ik7lwUobI1ipIRAsadr6JfFLwb04bH\nuExwT+Zjn37cNGqmYsFIbM7Y0VrcF6Xctej8tQC5khza6v05ayXFpvRNWHRakNyaTEtGC/LlTRia\niln5topyrQpkVGt57epIfsw39uyRJt1rHwk2zqy68IzksFjOnlZia+JcyhUU8EnJ4txkB9TFzQgb\nsrGtDOXu3gdsjk9g+bx5JNYl0hzhS0VzFa/jF7PYcwElhfvo6KhFVrbLPXHVKugcORH9KjfWtg8n\nsb0HjvLZvI7Q5WvKJjw9l/L48XIU3MZg+uoVKcVtrFgBg3yv4WcykPo0E16pT/63MfYfB/ofPnRd\nX36qJNFkESv0HrJmhQLPn3f98gSuTiEwoid9+6eSHWPNoAN3ab0WTMZWNWLzBvG5IptqNPh+Lwqx\n8XTqanUxslpIU0MW5cFebFD7REqFOt5uHcREC/jhosSfWRLuDx6CTukGPspOxbg9kkC3owiFSjg5\nPaWq5CR6Le/xaS1Hq+Mblp1DaGsu40WvMSTMsUapQYovryawYb42fxjO52n1XZSSkxn9axCTLjgQ\nZdHCzTExZJ/tRDJgGJ47vpGTHUJ8/BNkXNxZbXqNAqM0Rtu6YGfXxunT+7C1taX883XepHizaG4E\nz6XsMC6343ffWTSbz4SyKuYZZfC7XUhd8wQShv5AzeI2ovwa/lIUM14piiUvVqI1zpRPn9RZvlyL\nzMzFqKh4oagzjeEJCShGRLBb7RfShxNJFLmQKO9CVH0d2ssK6HyzmVpZaXTyvfGaJ8aj/T2pS7dS\nNHwqmk2GJKl9Z6a9PWUrVrAuWYBbozTeZ2/Qu/cWUlI9SE0VUTZkA293v6avm5CkuP4ERQUxxeYb\n9i3SNGuPxkGUicj4N7HPB5Ie58YkpwxMdKdxbPMKuo/QZ4ivNpLnYcR/kmfbSBvalW5T9n0+PdLF\n2KJAhlEIQeNb0O+1ldmNAQwNG8rF0xdRHaGKpF2C3i09vs76Sm1rLQkFl7Aw/s6nOD068ltZvFjM\n0aO9OHq0kNTUafj5XcPG7w1NSgVI1Qrpqb+GuyW1LDMyYvuwEfR4mMYCt2v0Ob2V2Rf6U1lTBHl5\nFI04TZGfIlJNnSS3RCGKgDNIcS86jb2inwjEQRge8KFp/VAU2u5hZCBFcLI9+kIJfmoHaW01RGp0\nCgPeLae+0ZT5ke/ptNeg3c8Ig7GedJR1EG8Zi9pLK17HHkI4MZr2pot4GnigMWoLO0U7mTBjMvv2\nyTFgwCFu3ZIjpcgSLeVFeAr02T/2Nzr6RhQktCEjOML2XXeQjCnD9IER85pc2fFjBzGtDbzvdCHu\n8EP+Ku6Gguc9/t5ynkzjKj6+eI5E0ZSXU19ydNhR1r1dx7Abw0ipTKHP333wyPLgSuwVnJy6dLGU\nlKDPpl30NdVCs+wEsgHyvBUNRrr7fj4oyDB8zWMEV6Yjm6uFSmMnzTKdHNDSwSdPwJl4VTy0MnEf\nLM+I3u10Kyij1y4vwqPKiE4WEDhNzEppJ9wfKFM9uB6jkUHEZewm/et5VhSewLNiAqoNOhh8PE5W\nfzHh2bf5e3wkcfIZPBg1l+BBZ9k2Zhu/Gn4hYyBD4qxUcgyzkIqWpWdDIy0tivgUFGCg30mj4RA2\n51nytF83/pSc4N5dCY8rqvi1/xIrZ7Ux7bkc64qN0TQpRaPDnTdVP6muEjBXXZ0l69cT9iGMIYlD\n2Z8sxkE6hoUes9HWHkN+/l6ga9zcxgZOnBTAiRPMOPmZzwXJ9PX6jrTuVqLSD1HTGIa6uoBku2HM\n+BrNlDliHB3FhIZeol+ZHIn1/hw9+T97Ufyf4h8H+mfOgJoaGM5bzHC11exZ7kJoKKiqSrCdepq7\nij4cUzThzd5YFIb2Iv1+H75LL0QoVMLLK5WzGaNw/9xCY7kIheY1SIa+Jt9dH8UGW2z8nmGe8Yaw\n0lIUOsV0tglR7Pee7uk1lPY3Jk3hDzSrDmFrdRAlWQ0A5OWNcXJ6RHr6HIqDB9I8yIHCHHnkpeSJ\nK4mj+GA+vgb5iKq1qK5Tpl27AoHNaLS3vmT+HQGrdihwbPhu9PIkBLnUsTBFhal5f6J4cx7lb7fz\nwv05nuX6KL28x9LmDyiU6XHw4Czc3D6z+UwAkZJifHz+4u7p3Uj021BuUqdaokH/wqeYxDRhqdkH\n7+G13H8bQFHpKmY4mxMwU8Loqn5YVlvxyUQLieQLEyc20dAQh57lMQbHx5PT2oqdggIFvXqxuiUJ\n2bk+3NL15LajI8FjdRBqNPHjmyY6UmD/axijfUSEyNeTJN+D0g9/kDdHyOHSIvycnNhx60++xu5i\nop4PI12P0dj4Gml6cfVJJvarHyFqPk9Gugeffo9nVd4cZLvHoJ5yn91K22FoHbJGpugrJxLxbSlV\nz4MZt+Ajy8bnkRlhwZKdugT9XcbVsnO09lzEg3sdZCqp8UR9HhUD2jg76A+EjuFEDo6k0KsQ6ePS\nSAk6cNH+G0lZJUpPlQhQ7oVbKWTPCuS6fgVFJ4uwsJhIebk8v0tWIBxxnLlBPjSqmSO7eBSTt0pR\nptDJqEVPeNDUyaPHz+jbt4QJEgtsHPRpUvXEOcSNe9WfyU2xJKaXHuMqpxD4+y+2ad9lfGsU3anF\nTpjGQs2z7DXxoVRLjjEuCaTLuRJ9LIb9096xXjQWaU87Xq6ZRX2tNie2+bL12jXOzh6IvuF0jBcY\nY3TIiJz2HB4eWU/7xD/5rb0Vq3JfqnZvoFC3gYZuVnz//o3U1GLOn1cnPPwHuYnraJSdj/XKRnTV\nKpF4PWBQYznKS3rw4st1hn/PZ6PZN/KVNFFdHcs97bn4t37CK2099yMmcXq7PJ2yYh5l+eHx7TmD\n4r5S0tLICJsRJC5MZJTtKAZeHchfdX/hL+PPifcnkEgkREZCeEYMyQ1nSTmUgu4IfbLiN6PifJmp\n+T2YP+0kBUo1HHLzo9buLQblClSmBnM0+g/+TNMkIXYQQRv1SEwV8ygwD9PZugyR+4EnUly7bYh0\ngzaC1DJelNijWtHK67RhbL32kOPn8lEw0sBu+yNCQ/dhengRbz2fkO5Ui9ec5RwduxwZiznINIxg\nSt8pSJCQPb+SqqQGOt0bsM81pKXGELFEgY7HV7F2kWfTcQl1kyfzu7GU3bulOKw2AGPVi6yaEcDY\nDS580zJg1I4gCpo+Y9TZHT3BMXxsD3FHJMLY2BgLCwvkVORIqqojua0bZXkbMDPbRUnJZVpasoEu\npvK+fVCmZInq0jX8WaRBSFwIY5zXYKGqS3CmOYqO5yjqvpxtmtNIeidDR0cEavJC5sl/RMdUnXv7\nGv9tjP1HgX5xMbx+DRkyd2iVquD9njUcOQLFtRXY7xyLtM0REsPkmFEpJv21L3HdQ5CR08PLKx2R\n+hz2fTlHspQYa1ENojZrWqotkAo0x7X6AcKYpci43kWSnMzT7FziC6qRk+nFpMIG3rvaY6cQyefG\nDsyVDLA3+u8a1UpKTkhL66D9rAL5FX+R65FLT3FPzjw7Q+HJQuZ1K6KPqIY4pVbs4zRYV9GNwo4v\nvLSr5M/uplS5b+GhfyNDbnaS5itL9Z9fMVk4AWmPJiKND5Ac+YCOLG96Ra5nU3YjMdGX0c2S5rrc\nTx5eU0Tc2UT+75O0fChEJbU78sYWrHMNI7RIRK2jJVV1GXR0HEYobiPPqRA7VQWmnN+CnLEcp+42\n4OeXTHHxNkztbtErPo3U5maGaWgQ1b07hnKyPCgJ5s+ZtWzc2NUcf7FOh3aBHJ3J42izU6Gt1A/L\nK67EznBgw1Ql/E/tQbZdlTLlL+w9eZIPHz9gq+5Jav5vjoWmUVMdzu/qKTRXa7PuSjx/+GehotJK\nr15PyA+upmHHYRREytQoHyBIshXRwXC8ZQoQbzVgnUUxf5/VQ1NDzK4bzni6dNKsvpPW0r84dUEM\nSgqMkeqgc7qAsS0TUEyezLueD+h07OSz2mf6fREiX5+O5v4AbDv/JmdpAlteS/DtNENTTZGiiVO4\n8u4FiHqQJdVOqfJDImOaibRfRv91tymwG4l91hsaDwwjJqYPnZ6fqaoKIi0tEzurLAZ/cCb87FQM\nHqUS2Kc/w/M8Wbn2HPHN/kyQqFLf7TVLhd+4q/uOp+e7scB8Fm49plFSuIS//DvQO78HyahRfHSX\n55OnkC2622hMjeeVviaysVFIOXXjsFVvtHX+JCwsjCH7hqDVoEXIg/P8L+beMjiqbk3fv7rTcQ9x\ndyNESYBACG4JTgjuri+8uMuLO8Hd3SGBACFIAgSIEIcIcXdPOt39+8DUmTkzc2b+p86H/zxV/WFV\nrf3UXnvvvmrpfTepnkfLaBLOp8rJz7ai5w95rHYs4NaterZt60ZjYz23dgzncM0Hkr8qIpy1CLkT\nPpgPvY2p52u62XXj65v3uLyvwrN4Gd8nmHN45APs/8jisMZXMvR9GRa2gxt+ijzoW8Cv2ql4/6yl\nLv8ZFi8vMOfZAr4UfmGxz2LSFqYhFAjZZruNqsYqjt4OY/7iZqTdgpFcbsdktAmNjTMQVKtwOsUa\n5451tIx4wGudKUy6/R3fgjsccHzKm6ALXJugSPvnFk43pdF8q4TN+z6Se7GQdyNbadm+nXJtdbIK\nqlF+cg65Ti+YI9jAsTt7+KTjzbMJw7j7ZDczTBtxTfblUFku3nFxfG2BPr1uEyap4ZRXI1NVTJkt\njuNldQ0WzvbMa49FgAybtDfk/zDl5dhCsrya+fQ6mbdvYKq9I8lJiaxcWY25lh+94r+TfCKILVsu\nYaOkyZKNEu71sMSkg5AcYVeUvrwj0sqbCvE6pk2Lx909iNCWN7S2t5LS1om2thJqal5jZraM1NSV\nNDU14eAAU6f+3qlYP3cFnu/cORhxkr92bSXpQy+KT/zg9rfJzPygxcfPw9m2bQRqmrNZ7KSC4vJF\nGEwzJOXgP2+c/n8K+mfPgpphMZKeGxDcCGXhAgEPvr9kVkwn5pLK149tSA45ED/tK0odnDF1iuRB\niRae18fjGbqL43XOqDUrk5r7ATnRBtrH5rPBXMjbx1VYNo0mpe49Baa6THH3ISYG2jwNGZ+mwO1+\nQ3gvF8BkruPtdPq36uC/hVQqJiUlCN0CS5Qa1UnqsJ9s1yy6p3XnUd4jVHupoplTQ4xIiSf0x1Rm\nhVetBW7uf3Iy8TAjXLU4re3CrREteCRA5pcqFgYF0b9NwmC5M1z6czFb/rCjZukP3rrMJV91MKY2\n35mkehgTCyniXWKCo4JR6gAjlLqh6D+ZeY2ZGEaqkCxWIF+3io/fPBGoHUOzmwRlBQXmf1mAio0G\n7YFG5ORos2jRKZRMd+CcVE+FWMxrV1dC7O1RkZMj8lckyiJlju4wISICfHxA3CJkyu1a1Lwi2Zen\nh1tDZ1KUv7Pz4yasJs/Cd4YQ3ZAmcieD9GcqTk5OTJy4gPntf+H8/AX7Nx6gLHssPUZOQLXSgNlL\nNWlrkzJq1EGSKqWI5qjTcnw6LLhDso4DHTPruasGGy0tsX/7FltHMc/rJ6KucIOCNkt8Bm7nnlSN\n8TUNjLTthtx0ed4bv8fn3nPGfR2GwWh9jsQc4UyhFyXHijH9y5NkHx+IvoKJ/gfsX31nu0cdLdSj\nl7mM/YO3MXB9MDEV6nTTFNJj8kgU5Y3ZE/kXumlv2BjRm7xiJRYEJECaMeL2iYA169aVUJcuw9kB\nrGc08WRRHc5W5nRy7ciShVvQcA7nSvYLrJQ70ll1HurRG4gcYkBjiTtaulqcO27AhUdtLNm7lx7b\ntjEtZxV9w/I5gZA1eZ+o3LYdycp+qMnaCVx/iGXLlnH+6nlyV+cy4es0HDy2InynRWh7LEYmekRs\nC6K40pQXtUuxUmzDQlsNW//3LDNewnxZGaPEs7D78o6TtYtRXLObqe+qcJO6kCfYyPYD23BM1aFO\n8pn5g0TotwlY09hKR68JKHZXYtLx3qjVyHgoDmZ4dDm6ylokqfVg1tNZ2IbYciTmCDOcl7JQ/S2N\nrfr8kTiOps6Dqb9WjOVES/RM/Mm9OYl99WV0P9UJ0bzNXMm2xyXUk0G5e/ng4kKDjiEW/RSo8ZOx\nuqonlzYncnRAFcE/VTCYb8zFilSc9+7FZZIv89TcMbuzgy5fTqPeWEd03SjSDW2Y5OKCo81ovtWG\n4eRbQrtMRmFrK9fsrZn5YAxoBtPF4w1jjPezrfgsc9ISyLdxp6UylU9urRxX9UQkqeG4vx7P8k/S\nJoWE+AT279yJQPAccXsTUypSkGrIcW3EeOREUtQlQWhIajm2zI+2qi3UynlQKZFjmN4xWkWl3Lw5\nnLCwMp4kPUOc1ZU7ca94EnqKlJQVFBdPYtLSF6hrqGNt7UV4+AouXGhGz7SUi7IL6FWr0G57igUL\nDpCcKE/KkV203nxLrfl7MjMTeBuZi/Ps76QMjafZv4ia6/+9HMb/FP+noB9yTEZNjwXohL2kezcF\nQtKWECkL4n58A3MDVUj9qxnMuvFdtIZh0em4PrnMjjJHcvTW0jVjKrMv6HP0lwEJYUlI5Iaj2u08\ntlSi9G01q5fq0EfOlnN2UrzMNUnNkGDdPRn7zBoifRyZLbqLlclsVFX//YSbTCYlPX0aAoEA6w92\nyM1YjLKqNfGyCKzeW7H+/XrKvpWiM3oFfbwTkatvIwZ13pm84/XnVYjENfRZcImV0ixESu3cso1j\n3T4NWpSUWPg+i2Wv/Gma74d1jBn2slaa5JJRt+7PG6Ef57bm0/9IA7PPy1h8qYrTsi2UDh9IRRcz\nhhgdJCFCHRfXPii/OI2K0k4kio3oWMlY026M8H0P2oraOJvdjI/PE2q03ej6yx5bJSWKunWjm5bW\n39p4OvY0c73mkpcnQCKBiorf8hdBHQxoHvyZrw16BHXRpUHQTNLLdJZZ/YG92jk8vZqhSoGSsMWQ\nno7nkg54prRQ2KREbR8DxvS6SX/nKPY9K0Vesh+J5CDr1x0n7GMjw0trCVd+i1usLfzI4uEQZ+SO\nLqSoqIiY9+8YMbCFcM0+NEvksBV/54piE8MWzWRKP31C/UOpT+xEQOFbPqd6Ejy4jSpBJdYnb9H9\nVgWNmi4crn5Ely5dMHRwIKnpHC+ENmi/74CZVIMqvVCk10KpUapBSdOSGjldKuqieDZhJk5H2vkR\nYo3M35/m5peM7z+Jng8TMXn9Ga8u9jh2nE9iWh8O/iEkQi+WxcdHYGRVw7K+XTmpkMNt30p65DYi\nt/A6qtW1VLhrESH/HnG9DbnGThyRTmT28wA+PwhEej+SDnmZuLKV7g4z8FHUZHxNA6e+3KLkShjl\nHh4kJiaSqJzIJpVtCOx34/jIm6pLBzFadphfuapYmtZg+byZ/VWjmLnoHa8yTmFo3cK2k0U4q+/m\n9Q1l4ofPYOafv3D40gPlaBHmHR2I8zGH6mo6Lt/Iw2hVnj8YjYJZHYkOEha5z+Fl2iwSS1SZMCmT\nEMESYk7+hc7BMjJadfhjRARb7J7xcO9gvJx1OXK2jL7S8cjJmsl9Go3VdCv89frzc/0mBui+RSes\nml9W64iJ82dWt0NMubaGA6OHIUxIYJXqPOJstJEWaGFqnYLRwB6sHLwLk10H6DyslLBZs5hw8RGL\nX/5kfetPImW1HF20iFO2k7mRFsx4VVM6lJczNjYFSVYQl5T387RTJ/pqquN9fQTmmuYcHHgQTU0f\ndHTiaK1rZVf7LDx8dJF27EtsyTXS7iXT3vMrqm1yaPXKw0fmjYOuJa2tJfz6tZ4nlfYMdxrFs+Eu\nBMWmEB7/GEdHJ95+UOHTpjDsu8tQ1avHwm4sXe5cxHjKfBwctHFwjANpIwb3sjESGJApl01KyjQ+\nRP9JerQGMvkPNCrMxcLSEDu7K8hkJaQV26GYU8jFb2ISE5Opq6vj0yeQVJsz2b0zn1OLEJoIcIyf\nSHt0F0pnp6Hg+D9oRP2D+Jeh/+LFCxwdHbGzs2PPP9g+tGTJEuzs7HBzcyM+Pv4f5qqzuoQwbh46\nKto8VnLCVfksj2yU0dqoTKJJJxbljab3W21WlneiktkMig1kxZMOPM8w5/FUH3Y86kmSRTWNTRNQ\n6fWDWZZwNiwGabk9QUEQVKTFA91m0pS+o6Zpg2/qT557u+OsXkRHUrG03Pi3e5HJZGRkLKK1tRBn\n22sIbtxEMHUqRpaHKWluwFqoiU+6DwdHraJJURGvWA2kMvjsYINmqSYVFaX8te0IrXcOU1fXTG89\nEx4G/IWwoA6bGS6sPjKTuOJmPtxu5uiU3lwda45Z2EBa1+xA64yIfm3XufToAHt3bUK99AM9bP1p\ndazC51sdGrkNPJM3oqXFj6YmJRSVbqA6QJHnd0WIE6cQbhdBmUY5j6OU6D/hMQuaZjNST4/PXl4o\n/QeP09KGUl5lv8KwZBq9e/9eiDM1haNHYfkATZStHTDxuc+Rtzr49fLnhn08WacKWOzdA7Nrp9gg\np0P6xDYkPXxQc9Kkl+Yw7l0OpGdZKFOmr0P8WkTd1n6Iq9zZqfKc1vph+JlaELrWmE76vygS9qH3\nz2S2K7tjcvE7bq6dsLQU80VtAOvlnpCdakD3xXKUjzXmoM0xXvVXROmOEuoJKdyLKMGdalKaRNwY\n1JvKz3CmfRi7qvay98BerMZYYSsU0LO6ipChinxz+8W35J9I0z7SLlZj4curVFTqsCJVzMTLu1Gt\nbyfrSEdqHJspLb1GWtoUnJ1vMsfMkkJhG0nrb5NUVkNSXR0Dxo2jfuFC3MUd+XNtGx0eTMTY8gQr\nX/7JUxtblN9eJ8FsIpnRB1BUMeJXfhqC3GWozAklZuM9fL69x3poJ1aKDqFOEbKCMsLkxLwVN7N7\ndwK358wk39KC1e/XcSr2NNoeZ1B77EvY+bGcOXMS2566vFp6hWnjF1HxxBdl81ZydqdyPWIwI0dU\nEHr9OKOG1nD2mAOna28T0PaQxptjSLRXZsCUQl5HfWDTihV0uHSBR0bO8qsvNAAAIABJREFUdO1V\nT4rCF0wrC1F51gHf7j0IOXaIeaeDuLLQl+1af2H6shNtAT4sc1Hhz9n2jPLpxM7NN9Fpm8X7e/uQ\nVoFsqBMTohdRsnku7Wo5JKxaTHeHNorL3/Eu5k9sgtfxtHsnVGK+0LHfNHItE3ggHEXudW2Cunzk\ncBcvurqGIp9WTNvQ/ggaGvijNBlFv86EGl7k2hpVHke7EEAuIlEb/Vuf0WplRV3UJ+R6DkarJozu\nGuqIMg9R2tLICN+9CAW/ESe1FrDWeBEN4nFssD/FiNeLeav2hI50RLBIHoP3yvy6JMPbwpuqF1Vk\nZv6BnMYwziS9ZmPPjSx1+kCjliFGwZuxsLLiwtFynE1aaRp3BDuHWArN+/FGICO49gDB086SLZeN\n8VBjTBQNUE6ScD9rGj9/VmFu/5hBgU3k5gmwWrSU+mEnif4WjLOzDytXXmZKdxNqZa2s3LEYIyNL\nevfOwsXlFPceRyH4rsoooYQ1aU2UrfAistyX1gOC/4zR/zX+JehLJBIWLVrEixcvSE1N5ebNm6Sl\npf1dnbCwMDIzM8nIyODMmTPMnz//H+YT04x8pQ1ZfmYssspl+mhd9uuMYVzGPqbXzERaFsTA5M4c\n/GrAJzM3bh3uyfz9Hqj5avDhayk3d6Xw9MxLYCbqnZcy1D6QD3c8WbRIiIICDPlQRqZRAx9LctFz\ndWDiTw1u9R/EFsWL2Nn+3q0D0N7ewM+f86mr+0KnTk+Qe/kWHBzA1pa3Nz4y89U8BG1CFDVaaCiQ\nUXtwGxpqUbRriogq0MZNvgc3b9xkxKKuoOGM/9EvTM72Q+NWDFcExgyX5GI8O4rv0xP4YaiCkdFM\nVFVXU1uryNMnX3ENn49ikxy7naJIqY4kPuQ7W3Rd2KR2jqXWmxDdEvLw2w++f5+JtvEOGtVrONxk\nSrm9LfIlXoy0DeKZdx3KSmLuOfXBX1ODW87OCAV//4FcTLiIY9YxFs1V5eHD3/OL8+b91jqaM1vA\nn959KPVfT2yNGj7WE8nTTifndCE9f5wns3IUJwOTyZAoc/KgHKmxI4m9KSbXohPpzbOI+TGcwsQg\ntiavZK3WWWbUtXFASZtD5/NpOFTA1OwI/NtncuvUVW5/+ISxEoQqNXAiUIl4gR8G9fcZcLwO//XT\nmfipAjt9OXY4WtLbuRdLliwkPa0ae96x+qUrF76mE2czEf06I75ofWHfrX2kWKfw51ArzvgpEmmQ\nxJTwuUxOnYWlmgLyThc5WgOjb6xh4vsWgiLFbBzeFeWewSgr25ORsQALi7Woq/uTdcYQ2yQTZup3\n4uFxD1SKshF/+ECwvS1Bg50or7RD3rKWUSfqaRRWUbk+H7MkCXcCE8lujGWmYW8aC3Pp6dwPM5Pd\n3LRJYKvWIYa13eW5ZABLRMdRE79GrkkRD083GhpAXFmDcvpfvM6LwVL3Jr+STVH/tJggRX8G1Piw\naXMyksEryevnjcxYmeAye4wc28kMU+f4sQwePRzGgQPRhITcpt8YdfJVfSksVCdigQQncS0mWk2c\n1NLEZaw8JlnFxFaDkvdjDApUkKnUYOQ6hcOHD1Ne3sA3g/F0F0eQKPRgg+IhxtTdo664kT277/P6\nVSonD58kZGcNXd+HI9Mu5VqaN49k2hgGbmT8m74kxc8m5NRydsSfoamtlhX2TszNr+C6vCuLAt2R\nNQsISP3AvKpfEBiInIEZtvOSaKhv5YB9VzIuqlD3ch6CDTnM6xVP1MdBXB2gjo6hBnERxahIy1Gv\n6YFMvhqJwVAmPpjIj/IUngTfZ1FWDkWtrXypqWHA2RMoLlzN+olXWPg8kMGDYM8ONV4Hl6Os0ErZ\ng678bM1goNVAiu4mUV//jY3xP9nsv5nY4lg6GnZC4fYNLHKaeBUwmIZ6GZvWKKNgKMOhuonKdj+i\npc0seHSL1zXyVNhXMMh3EFniLO543kHJXol0yS/27pQxa1oD29fvw+rjYPIuFWHZSx8VzaFs3XqB\nuPiO2BSb0KCfg7X1OTQ1y2itO4u0Zi3pzY1Ypq0j8NVwFpgtYodWV0YHLfunuf0vQf/Lly/Y2tpi\naWmJvLw848aN4/Hjv9fjePLkCVOn/na36tKlCzU1NZT+AyErYXYfVOcH0cd/DNdtLjGj9TIVP0cS\nkGjFrufqTCrXwFhOgcSSOrZcTmLKvPdM3/6ZBW9TWdacxwqHCr4V6SNQeoWafhFJ2aWQPpKlC5Sh\nqQlRSguu5dZEf5XRwbUeq/xGdL2S0Fa1R1f3t3F1ZWUYX7+6IJW24Ob2CpFI47cl3rRpNKY0krM/\nh4Hpg3F5bYy4uo1N9/YgWbWb/PlVTJqkgIkZxAsseXHhBeuys5l+ZD1vXx5i+fLVLJlTy5fVPfFU\nh87Z7VTWS5ialk6kwhxqa1/QtWsNyedbMbUzQyx2p6tyE1v6KiLXpw+CXr3ooOKHsnY8X6xt0NY2\nBKEc1TWHsdI+RuDTDJrzptC+1ojSV2Xk18vQ9k9DUdSBdy+HMe5eMPHF/z7Kam2TsmutCWXvR/Lx\nI3TvDs+f/9Yz6t4dampgmpEJYlMLJullERE+kNrMBHJNZXx8Wkzvri18edeBMS63UNCooe15Ggb1\nH2nbso2gkbvZ3WsUqZP6UKKsR7D8Kz5rHqIDHkhNbxCkIOKvNQIig3rxtkMQG6ZPJ8pZH0elNrzu\nirk1ZQ2qDxTxmOdIafU9jl2SkPJgEPl5H/D0fMmrV4WoiGy5z0z2a01Bb38v+gmXsrx5I57e23hQ\n/Qx1FHkiSeG24gU6JzbgHtyPUSmByNdboOLzgfxmT3qlvmXbKwn3VgvYYxTOsE0h5OS8o6VFTF2d\nB/37w7t30A99jqeXcuXqMiSSdlRUFBijbobU6zUv1fypKLfDPlefpnWX0MzsjsTrD2bENHDdUUzF\nmW/IBD3ZMaGN8EnhRMTnMzDvABfbJhKv0pU3IkU6t32kVsGUsOY6TMw8GPVoNAYoUKxykNcqDYzI\nuIeFsRzTRZPIjT+BwqG1dPLYy5ney7i4T5GorYbYKSmzOaaYlSs92LdvKh8/JpOS1B/NPwMpKZ/P\nsWU1eDcdJTPSjP495Qk1kmfIxn7s2nmATid30WH0T9qlEvpl/8myHWuxFXnR0XYt204cQL21hAVr\n77BZGslPldXc1OnEQsVivn/ZzqZ12pT+mISZSwJ2xYP4KdLHc8gjvAZH0G/tG57VyOOXakGX9vsM\n2rYSz4h3qLXV4VL2ku+LJ1E6Yjj7G9fQdK+OjPgeZFrspLW2hWFo0TMkDW6NRr2zDjadH3Htow86\nkmoKQ0+TM7iAywkzWcYJ2nqoMeFnFiUtzTzJeEHohFD665kwVVmZruvX083FBb1bt/Cxn4/KoQs0\nS4049WwQ+UredJ2+kClJyTQ0v0ZVWw/FPBm1r1soFo6nrKmWuZ3ncjP5JuNdxqPfz5I/tW0JTM9g\ntrEJcnJ+rDH4wcdgVeSTdTFw0uahqxyT4nYgVHUn/k48ZkZmxITFMNB2IJ9MP6Gu3oPGxh4EB79k\n9qxQzm7VImSVHOOmPGP+wgrs7ExZOGQEBbbt/MrtzFSNGAKLAnBQ70gwI3CRq2dDYBh5xTXIDBtp\n8W35p7n9L0G/sLAQMzOzv5VNTU0pLCz8X+sUFBT8t/kEu4soc9nNm/Rh1L0VIH8ln/ikEs5WlrCq\nKpOtOamcLU3hcWMyUW3fSRJ/obT6PQppLzF/9xCvRzeQ5g9Hx+8U41zGEXJSjN+gUnR1gYQEMhiN\nZXs9LVIhXrUdCB/gyCill9jZHUUsLiMlZRwZGUtwcDiHk9Ml5OW1obwcIiNpHziShL4J2JTaUHO+\nhqJRBdCghrB/BFUeMaxZv5GxY6G5WcB7dTMMS0yISkjg2IQuJCR8Y/ToVg5tH4DyC3ki+oezIaKC\naVeNUYzRY05WPufkN2Frf4XW6/mY/mGKmusM+lqALLsZV2EYJbNcqM64jUaqkMtxP9AxmYOc4Qxc\nPdo5s2ETyduFtE5+x/PyUARLjxD9bhgmw3WIcBvEx6AobLFl0IFBdN3SlYPXD+Hl+xNZlSVxMcpY\nWf3WMpo+/feJ5+vXf9tSCsqUsTTqgbl9NDWVSlRX+qDeo5jMlkH0m6DBs2fQwXEYqXILuF+vjtP8\n3ggENRTeamGdagz3ruvg2z2a/gtO0NgmwrOPOe2FATjP68LR0xCp/QwlPyFlurrsNeuCqBgytVT5\n2leM5Z02zl7NYPO2MsS16lzUNGLzZiVGjuzF/LmVjJPL5YRTAKtqbzJQZxCP0qfiMN2KT50PEJX/\njv0POxJqrcjUUQOIjhKxeMsIEoMS2Vy3ido+y5istQNr8QnS7Zfh1c+KaTJjCq2buFgiJvx1J+7d\n20N29gX8/Xcw0Pwt6ppVPE5bB9zB11dAWZg3Ios4mmKdudCjA9cCNuJtmMHPoy7c7e2FTWwu1s3K\nRL5TRMlMg7efzhIRGkXNmUlYye3ggYqA8vpiDprvZav8UnxVnvMty5BrwhTUshX4vnQwtcat+KZ/\nIfLyKbopS0gfupPGD56UVx6hocYH+K1PZWAA9h+s2Vucy7GzUgYPdiQ87Dyh+nMxau5M7WY7PrkZ\n4re2BcXhOXTrrE1KdjHe+ufo/koNhzGj0fhlT4ZdE0fYj2vLVxrUVtImvo6Pkhn2olZC7/zBhj+S\n2XynAeHZRnrMO0mSyJ6gtHvsO7CTu/eX0PR2C04dm/nsvAaTditaW34xJ6+ZbSVTyXOF6BVzeJ6R\ngECqyKBOLZwZNxu7aW8p2jAFg7IbGD+cilXZXvYZWTBpzQ5UGiwR3/ZDa+tXBJISEl4GMUblLW3Z\naXQUJFOfaEFySze0jYowG+WAIPMGzQ5buf3kCWPGjOFMnz4I09PZfeYMP+PisJrWh6L2ClYOGUL6\n3AVollVxSPoHgxwP0tFuDU3m/RBeuotMvY5TZ78QMjiElvYWnmc8Z4zzGI4cOUKk4g8+q6xhX1kZ\nje/V0G4Mw866EXGtEoo+43mt2cKo6Eg8xNMRt4px83bjWfwzCuoKUFNQIy4mjiFDHtC3bwM9e1bg\n6/uaPl2342wtT7tTAiL5emxVYlEoGEDn+eMYdmI3fc88JkMaxeCJP7GeexuH1nDsHLz5dHQop+bZ\n/tPc/ud39v9HSAv+v80n/WdPzX90nXTDBWTVAhoAobATCvLuiIRCNIUC5IRy/3adgFYEtAkE1PzO\n9refQACdXC6T4xNDb/PN7Hxpx433v52CxG/jqBH7IWg5gsRexsQPn4nfrY6+9kRqaiLJzl6LoeEM\nHB0vICenQn19PYqKiijcuIFs6FC+j/qFpEHC7qW7WbRmNjVZeiivk1DzXhkNeTleZT1lSPcgWlsh\nsVaF3jpD8Pr8AeVJk3Bzs+Lw4cNs2bKFzQc281fIXzxrdWJpaW+s2w9z5KA+N5cLman2FvniBkoH\nwrxr27nW1Z5b44uZ++0XaxV/MS7Km7hnpXwurQfJUATStahZeKCxOpkag0AiLBPoJpLns7YhllZJ\nrND0J+K1gLIyeZQqFZkoVaYwK5vzr56Sm+mLrukMGhrecfCgMdeuwfv3YG//+10sXvy71z9jWyBf\ntc6y3GMIa6L30P5xHObFf/FGNZPwcAfa22GGz1wCMgPYEh2Ffpc7CJZ8RXGaOzpKZaT0UKYsxBr7\n3hUohtfQQzkW0Stzdt7zYvrQ41QE3GKM6Cd0G8yFrHc8HAQJaiJ67ljEsLhqlsZdRhocyG4VFaRd\ne+GofZyI/IWM3TYPxRHbmOtuzKYZ6+jvIaVvigFWcc1ENUt5mJ9NnwX9kPe4hVA4D9rb6SsXy/RF\n3my/dp1p1fcI1n3MssRWhIUhDPBQIv6omJyRRnwV1nK8Sw6nfIbzMryCLRs30tClC7rBgYwqXoyV\nvgfmiaq0KrTTe78ef1xpY71EzONjFsTIR9N8I45WeyWGP3RmvSydsVo5bDS8j/pZR4SVIl42fWcT\nUm6LBCzNymKxQj4GHt4Eutdx7JoXkZHVDFFaRUXKHj5sWk8nm3bei3+gWuHErCoRL/e+ZObPheTl\n5aGqqsrSpRAcrI77A01y3Arp3DyR3mc9qK7dR462MfskxQTeb2dQTQJ/3BhIN8FwjAx28zQwlh+1\nCZTJafP8zZ90tS7DXdLG8sH6hH6sR1wk422LAnsmKWBcLCPjfgMpR6fS2jSPHoIito6pw6fhOQXv\nvdku3ESZ/0zWT/3MhbMifHuk4jhHAaMcCdkGxiQ6aMJYKRY2VSiIRUiN4gjJWsVAaThWftOR1xQh\nf+APqv27EvL6NalLvEkZW49g8gNyqu/h7h5JQ6o2ufphmDeuQOnKXnRFI3l7axGGQfvZW6nI4LL+\nPJu2jhWmxhxeuoJz586h9W+bFurb27lvmIT89VT2zx/CrvKTPFPuhlKpKnmH11FRto4/5wkoay8h\nw92ePlF96KLQhXvp9+hh3oOXj16yf/9+Vjx6SOHEeJ5rDWfQ7ntkuCizvzEZb1s/cjRGUvb1HHt8\ntVn17gw56wM4uyecDFkGJtUmCKQCjD2N0dXVBUAkUkcotKe0dByO+heRuyLk1FVPrih2wKpLOnlm\nQ5FfvJNo42ScVH7wS9Gc7NZaekmdyayv4uQgPWjsDPy9Hv//Fv9ST9/ExIT8/Py/lfPz8zE1Nf0f\n6xQUFGBiYvLf5jszPhlN++4oDmhDbuYhmpcMpGHcABp7DqbWoj8N8oMwNFpInz7HmDPnBXv2ZHD/\nvpTv360oLe1KaWk3AhccQEtZkavX2jGwLsXbXQWAnDNl5AqjSUuXYGxljJ5pMSqalWhJUikqOo2b\n2ytsbHbT0CBm8+bNmJiYEBISApcukVkyioaEBgyPGJJAAmY/NXA9VMrE2wsRuVQiV2lLae5ShEIp\nQUGgb9lOSbkniQ8fI/0PRhxaWloc2X4E/0P+dPOzZsfbUC5fdmKg1l2UN9miGdeTJ0ID/KJj6dBp\nIwoKpiiJmhjaKOBytoTA0G8sLy9E6LAK5Ffj26MvLr0HYZqrQnJ5ZyYuOYx24AdOhq7FwVbCp09i\n9u3LIiIiFDOzfUydOpUNq/xYM6+Kxw96s3G5Ffb2Pty584mPH/8d+PAb+J8+gVuRNz+M83AszUZP\nBy4kdMRypiEKj0rRN5fw8SO4GrhiqGbIS+Ev8rasIK/Nn50X/Fg4fiUFLgboqciR5eJEhdVkhkjD\n0Eroj75iV85tUubjQyEfb8ehbHGXfQOcaDRr582ky7gPXUKmry+CyZORE4kICwlhhkDAkilPebRr\nF7/yani4cRDF4gPoiyU8i5ERkiXmlbyQXoHjKXOyxlvmxYX4C1BRgXjIELb6BhAQdY4/b71gxAwl\nvtETAuyRfzgSTa1qslJuYvN5Jd3Mm5nztZnzNzfz/exZalNSuK2gQJ1HRwKHNzPa4DCS/u/4/k2e\nsMaXaD4/z1nV1UxLOcP5J+EIBE95NsmKy8Xz0VUTck3ejFPPz1JtVkXVrHiWz+iMo60tfTyNEIlg\n+MK+ZPkWoxd7mrNVz3ijMoaodh2sV25FZ/k03kW94d37IsKeR9BlXxemqS5EW7sHJ05cp6rqt3e0\ntTUElFhwJC0DmfdCmmLmUNXszCudz3z0lmP5Xj+eDDEioOwefmoq9M8ayM2baqiprcDQMIDBA0+Q\nqLWV6VnruXNOm/LvRmhbd6SsRo78Ii9sU3To5h9HV6Xp6HfXZYZ6bxTFT1k9ZyRjdC8zqvEqZ2+q\no7ggCP+gCqIeOeDvp8fg8W7YHTvGWvNeSEp34zbVDUeF1ST8tKBBV8pU78P8bO5HyhNPCrQjOdL8\nnRH6Hbh98B6CH51QmZwMSFnzSYn2JiVSZU5s3j6foqpCjLVTKX57mKQvF2hX60Z2ezX9l8+ibecy\nKvv3+xvwAVanp9Oa9ZPW0QO4Y96ElXIEkQq9ODCgL3fVI6gtVyD/VzDqgna++R3BtdibxBFJ3Ei8\ngWOVI8uXL+fFixe8VFCgcpECwqwxPDE1x2U9dMi/hY1WKXKFFrQpqZPsXYVzbhFJX2DAgFxa1JqZ\nlD8JxxZHVLur/h3zMqN305aqRbafOaba3ky8XEJukzbOxKNUbkS29BMvEt8zoHYEHS/OpuutU/Ss\nH4DdgHkcfXWVM7Un/2lu/0vQ79y5MxkZGeTk5NDW1sbt27cZNmzY39UZNmwYV65cAeDz589oaWlh\nYGDw3+a79DqDe4EPOPDSGOsL99E6nUeQxjPG9JuO3VA7ZNNlpAxO4YHCA04ln+KvK38xc95MXFxc\nUFdXx83Njfs/aulvpM/9i6bMXtAEgLRNSmmuKzEBEfz4KWNSbQUZi+BOrTP6eqPw9PyEQGDL7t27\nsbOzIy8vj9WrV1MSHk7ZLwsKI7QxnGVI6O5QHCos8R3xiMWxr+jTpw8dBrSi/iOAtrYykn8sZ9QY\nKXm1Et4JjPBQ8+Ddu3f/pZ3r/NfxamAC11XWsWv0LmprnyNNcCcr/CKP7Brp+vIpm5r+5O3rd7SK\nQU3VlyO9B6E9RxvVCZbIUgYiaHtL2h/zWRifTEX7CBpWlJJfupis+6upTDPk5AkfNm8WERNjxbJl\n/fj4cS69e+8lKOg++/YlYG+XgZZmHkuX+lNRMYynT//egUdFBXbvhvUr5JF4GCFObWVblwd8lG7B\naK4N/d5Ao2sRj5/+HsXN9JjJhYQLaA2TcE1qjZZzDT314thx5hSSgd/Y/kSDxgIRfTf05pVkEIUT\nrlNq/Ad39bTJjjDlaEgaStpfmeukTaisK6/y8+l8+zYFbm7cKi7Go72d5NBQ3kcvJ7axM9sv5fA5\nX4Z0jJD5ahu5cfkGtUJo85URsuI0vmm9SL6bQmFVDsn9XJk/eTIBuXmsevqU+KH70az0wrDba55r\nGZHw2IVjIXboKC8l9MlKXq0qQPdhE0/NS+i8sjehDx7QFHoZM6UKWmJGUr4mDzXPJBy/TeSV4kNU\nI55Qmq1GxA4dOvvK0SxXwqe3PjRpJDBGRwFpRjIPEjdiftGIF4ZLGJFYyk6rfDqlljNlohqThG8R\nXHnMvtljODo0mUMne3JaewCRrSKM32kTkav+t/dS5q7MloiN/Mp+wapVy7A2m4GdZBcT1Z5zaU4b\nTxavI1vDlCKVQJKXzSZ9myEWOfpMubaAO64iBmULMY3Zj7/mGAqSmrh3V56VK/NZsug7PytN2WK/\nkIFugzkvvcQh5Y24r1zP1W+1lOacIq+1Cp80H1K9ragRaSA1u41HWwyhlQMo//aE+g0rObK5mhiZ\nHJY/O+ER/QfhGiCM/Qs5wrA5Z4GG+ActNspcituBUUU91h8D8dhmQIfjCdSYiLEensaIgwVY3OhM\n3OK7NLfV81k4gKJ7nxjGC3IK3VHSCsfQwpDYUk8kQUdY77CYcaZ6+E2zhQEdkcu8zLbMH0TV/J4L\nSGpo4FxxMQo2NjidtUT4azYvvi9D9iEKA4EJ0SXReONBWNhiLqQPYHKXeuSWHOSjSi6RryK5tPUS\nT548Qd/OjujaWpbMHkOZRhnhLe4IXNxRf5jMHLNWmjM1aHKzxqppKN+DjZn/8C66nnr07yog5VUi\nDdENZCln0dLSQumtUr4OekZRzQGMm3bR7Vc3LDZa8mRXRw6rJzMlshMHLx2kurozcZUZKOkIEJ04\nQ+bugxj9ukqUh5hvqvJMnKL5T3P7X4K+SCTi2LFjDBw4EGdnZ4KDg3FycuL06dOcPn0agCFDhmBt\nbY2trS1z5879m6fkfxd5Kep8q03AYWEWG5wvcK9+NMVXC3i89gCuPxJ4E9BM1upsjsw+Qrf+3Wjx\nbyF7dDa1wbXIBslotWslW0mKwk91GiukLAlyACBjVyoiURHpbiqY2Woxyq6Fn3XgqNMbPb15HDkS\ngo2NDQkJCXz48IGLFy8yZswYPKMk/Kibi5qnGiUXSijwTadnZT73+vgSGxvL4cOHwbyQtvf6pDVM\npKjkKgUdQhC2iagWKtHdYA5Xr179L+3sY9UHdfUOFBmcwPimEQ/uPODEwMMUa/yiMaMbqc+T+JA8\nmKBJOTRp+ZPZoyfPVLsz2mU4NR/mINDahOqIID506kTHiAieeaqhYJ2MLN2VF7H+2NulY2Dwu0ch\nEICf3++Db0lJUFz8W+bC2tqEd+/eMWJEImFhI9m/fx8LFy6kra3tb/c5fjwoKoJl00CqVOsYHn0X\nkegru882o99Xh7GiSq48+m3iMLbjOJ5lhDMuLYonAhOWTl6Fap9pDJyngI7rL/JzSilTknDroRvl\nAgPm5IYQd9YPwfRytuqPJa+iFYUrQn6eUqO0V2+0+vThjzdvsF+1igWRkdRqqfF2oDsdRAf4JTIh\nVFcLlUR5JnoMoNvh24we15/eC3vTeqWV+0veY9w8iPCIF4x5C3PXLsQ2OZlFV65wYvUYtpvepuVF\nCz8/ruPYtXqONtxAWtnOjOGthLdLeLNPnh0BAwkWK3Oa53jfG8/nzSr4KtRwXaEX7c2tYJ2OfqUl\nK1e0UVYmQHbgCFtUCtm1JgNrx7O0v9iCXv0p+uTlcr6hgRXocHXVefqPXox7diNr9EaxYLop901a\naG9XYpzzLNTSRrJ/TiiKmb/4ZPyTDYqreB19imOBMeTk1HP+/FO8/dxoN1Hiue8zlgj2MbFJi5KM\nWO7nrOIqPUnPV6CifRp7lU7RoF9BgpkJeqoH+JHdyKUIDQQKigi83GkcIaEZIc9vSxg5UpGysl9E\nh8Zh26sAVzVH9gevQjtWi707u9LaJCa9w3zye53kyhMFQkN/mxyFhQmwityDmk0GQdVxXOpXhreu\nkOYP4+iVH8sPdQn8uI5cpT6KNSK0uqYgUFEi/ulFEiW69NEOxbpaBeXEMgzHnee1+mb23A8g+u1p\n1OzS6dTlKvPb5pEmnk3mc0fSlL8jwIlN2/4kcGEgwslClKMOsnXCVpZYOPJSNJGNsu0MchxAW+5V\nhiQkUNLayqC4ONqbm4l0dWXV2MXUFPfjjk1nzKNfERISglqzCB9UVAhFAAAgAElEQVR9S5ws6wl/\nZ0+vbj/QtJbHdtFCzL6KWRWwHx8fH+6UlxPQoQMdlFSpnV3LwLJBsHo3wmYZQxVuIUxWRuo/nK/v\ns/BYOYoGiQa5T7rjZCfPi8IHpEamYFFswYEuByg6WQSTr6CbtRtxsj7xPeN5b/AR75QcutmIuWvn\nyK6ACJY4LcVfpZWu557gPrg3a9a+It8kCP8HDQzvKU9JyYN/mtsC2X+ecP//KQQCAWftHNmcWcHZ\nEHWUkz14nDuC8T+30lxczzHXCUQXrMZQV4/Fi+UYP/63xHKzuJlvRd94nvyciB8RKAjlkd5bRV7N\nZwR119i7Zy+GMxU4N6mGXzl/oKvUyopZbQTlOuLb5sSXQ1/o3Lkz27Ztw9XV9W/3U/GsmLShn5Go\ntSKUGmO2WJ/VJV74eY5n2/bHvH79Gjc3Nz5/tkX54mFqzNXZbDiXZTal3Lz+nZxoQxzry3lQ68S0\nadP+DqYA2dXZxCa/ZnteCFHt76ltrwHfT/yo0eNXmiZSYSoGuroM7q9P3/5lHHziTlKegPaY1QgV\nR3LvViYB749QeTSKP65rM1Y/Fr3RJxlQa8rR4wrMmWPzX57x0qUgFv9epG1q+v38xOIKEhMHoKzs\nw5o1BdTW1nHv3j309fWB33/uoWMrWKBymn4KFWwzEBMdvZ+4Ky2UbfiBX7E7p8MbuSLKJSNuI44f\n11D3yYH9Gzwo4xN37r0htnI0hZ3zmHK0iQWKX9nXcxBtaVd4mL+dzFfBzLn0mp8WPWn/UIBFViE9\n7e257OzMm8mTyEh/yqQVO1Aaqo1x8xNMvljj2iuRottB7BQIETV14tZxbSwcU1keW0+39rmErz7O\nMq0xPK55iLRjd/zks1iTlsEgkYjqDlrU6dUxyXQ+p1RPofQokxDPL7ikfaf16ibur3Wgb+9yHA0V\nMA5+RHiaP5Fl1hRIKkgptCSjy1oswhfhYFiBa5UuTmp5vNlhTZyglqzpE9BU7UfVYwnCCnOk1V3Y\nra/PWGMX9OJiqNoRhUnJOVpbm5hafYXH2m4sN35Ax1+9ed2cyc2uXkjs16M+bxm39M6SOrkfXw7P\n4HDefWZxnGeCaObODWbDAl+ejMrhQ7MYgc8BFs46hFrQIL7LXMhpWkCVVwovZtTTlPSOXGtPlPdu\nRUvsy+y6SKTOToSmpyO2tkX/lzEOcnEsumKJmsgec7mJhJe9Q7CqL83t9dQot1BcW4JIVZFDzeu4\nOUWdUQ9L+RglwMpKTEREAYGBOQQM+0aBwhF0GwqpUnBhz/NMFMxt8F+xHL17jhhGK9LsdxSR/U2e\nxZiz0ng5kWOd2ck15j6oA11dJCEhWNja0rBqOfdPqdC88xT5Cg38fFXB6UdWNGe8wkJrOuYBveg0\n/gevM97T/NiZwrcnyMzWxNJSDo9v31iuGo1j80P6vfhOo0MIAl0zZGIxmzIymDG0me/f7/D+wSze\neppgE32Ub98yKSnJ4a8h03n+NQCxuxcRD8z4fu47SXcO0WHFbWTXZpHVZx43XFvZYGFBQIcOZFRm\nEO4WTu/uIhQ99mAWUotORSrNp5JQWjiGO1bXyLZ5xJioxxxwXcz52O3oGwiYv20lNdc06JPgjay1\nAV1/KzS6aVEY38Kwm+bcPdxMr6Xa7NkTwZo1zqipGNM1GOa2KzJgdQa6HmYMdM7nW7Iiou0ZBOYN\n5NSpxv+ybvo/xf+pE7mdan/hJG/AnXXaSLrFMcLgGTe0b3Fj9lRCEs9wtNEUP69ATlxIwNxcxqpV\nUFKgjJ+FHzsDdhKzPIZLQ6NITPLl+Dk5rl+/zq214dQpKvDdqogfcfUE+IqpirOjVNKBqLwoHjx4\nwKNHj/4GfJlMRsXjClJHJCPiNpJ2PeyO22FVvo9vZkJOP/jM5s2bcXNzQyoV09qaj/EwL9RD1UlS\nCyBcaS19nRdQVNnInQIBNDTB48e4i0S4u7piZmZGaWkpKVEp1BjIiHG7yhTZBJyMjYgzkDFzyjzk\nmEX3YFcqHZ0JCy9m4/pi5H85oJh4Ej29hchLNzKknxqyEyd5PNmBCR1C8Sq8QJqBOjKhNrNm/Vfg\np6fDjRuwdevvsorK71GAgoIubm5vaGlJYP9+E3r29MPb25vY2FjgtxnFwJ665GpV8tnIk8BAR8zN\nozn6RhN5mYAJHlXMu1pFgHoHFonW8P6mC949L1Ab2Z+XRzQwNS3hxs48Vs1T5rmhIw1iR6Z83Ehy\nZX9avD04dOM7hSYVTPk8DdnymUTn5DDW0gxRZzmCXo1gQ/gu5FtVyD1aSFWkL+NLi3gRuZJ3w93Y\nPOMerbaeLFjyAd3XYvbZV+KaqcJkw+lsbTxPnLCB5qxwlqemcWP1TN78+kXur1zkvPoRFv0nm1MM\n+Eu8jeeZWrQKHBEpWNFr80iuF5lR1bEJ1R4jcFbpwzibUo5Iw7hydjeeaSr0NwrApcaSTOM8tlRr\ncH9ZLrkzKtGtv0C59lMkAiHipq+IRN0YcDcZzeQEivX60HwqlKLrb+gue0Saog3X3TYzwNoPE38B\nuyt7omm8EvHu3WhNkGNqv2mkNa3nmdidQEM1TgvmM1XmzfnzvXHqrsirTg7s/WzCp9cP6Ly6J6Zj\nOvKs2QddJLyUG0VRx05UjhqNk94zPr35xCD5TI7LZBzNy8NLTo5l+bm4abtzrV3CixtV5Cg8pWz3\nS7SWeSPfoEB1p2jWBC4mzvgut2uOI9eiyJJLdcgr2tLfUw01ZWVmjnfDxGQcDbXrUGsvoVhej87P\nfrBKKMQvKx25TZupjD6Kq/gEjV9m4lAwgm6DS3ie6UyzXisDC/jtc3rwII+fPaNKRZmV2rFIrdMp\nqctk/bhiUr8bEODqiUXHbPLbb+I3OpNL3y/Roa4fQ51voC6XwOa5EQgEAuabmPBI2hdFkRITHBxx\n/nIA5YwMTENCWBTciby8vSgKLvPIz5DgiiisrT3Q0srBxESe4r4aDC5VJTvelLy8PIZvGY52ZBDe\nDjFoTY/GqXw2cmlF+JUrUv6oHIVTCrzp9IacJ8YUPJzPxWmK+LfH0DlUjMzHi0seV/gyqoq3ut1w\nNc2iqUkOvTYvXNY7IJcnJm/ncpx/qmFzwI6KhxVsjNBn5lLR/6PuPcOqzJZ9398MwCTnHCSIgCgo\nIgYUc8asmHPOtjm1bc7apjbnnBUzYsaAgBgASSI55wwTmON+cJ/Vu89a+97d99xzn3Xq23zfMd+n\nRtUz/rNmvVX/ouNcPVauXMmhQ+No5XgINaUpH5w0mO1ay8pd/dDXFzxLsCHMpC89Zdvo2Pn/5+as\n/68lyMCKuX6V3ClLJHZbD+p6vWFok91YXh3HsLXXKG7bj7VngplQ7M3yNc4kZj/Gx0fQv/9PojaV\nCjbtLKVRh7M4G2Th49OYgfIh3B5cT8d7m1BTk+BmJditM4FW2mbUWNTg6ukKQH1ZPZmHMgn3COfb\nqG/oqGKpko0jbkQclsYRFL57SqZMiYOeA3PmzAEhqEl+h4bKCOPEG1R/yeXG+iim9F7H6yWPycyr\nQFNSw3bX5TRRKBh69y59liyhZOtW7IyNuXx5O3dnG+G/4hNaGnoYWjuz77eTrFy8FF/f2Uztspcp\ns+0oDnhFWdkVvn+PQF3dC1RldO06g9r9VymT62I05gah5e6UXTLgeH4tPXrk/mOM5H+WJUtgxQow\nNf3ne2pqBnh6BlNVFcuYMZns3r2D3r17c/HiRQC2LsonscocyQ8Zvn5+VFev4vJlCbXDbRlXXYTh\nZSe2trLjwDJf1Nzv49lnP+9DhrPYO58FCwqwsrrKWkc7VBNzSdTUx+P3TWRWNSc6LZvTlkmskRrR\n7Us0xWo2rLswlV4WV1Hlv+BgYD0jjWYzduxEXr1QYKFdh0QRQ5pJGud+W8+Y2xLeOwpKfWSUPUyn\n1cUGOnbbSNcx39n4YDCLRvcnu6aG66Nm86AwBn1tI3atKWf+WTc+V9rQS1ZGeMdPBFe0g/ESGt42\nw9W1kFevMqjVlVF1eDVOE97htKkT6dNS0Ct4S/fn9cQ2s6e/Ryk7eu5jz9GTNNPfwdEu7alJAFl4\nJQz8DanrHLS9Utk2/xB3NHaTUjSdnNwGPtSsY+W1jfxe1xsjjYVIa72os9nC0Bm7KPnwBZcfvUg7\nf5eCK4c5HnqOsnGLCRvah64KCeuYx2HHNWhr/yyvtZbWECKVEiSV0vt6IqOlDrS+34zkaC1K4+Kp\nQo/+CQkM9e9NfEEq3npreBJcyryIhwyTNvC11QP0VQbsD5FyeL82I9KDGSwWM4wApoQeQnm+mlv1\nX8ixq6Ne0oEfylrGafTn4q/9eH3DgtOnNRnffxB1Lup0jezLl6BKDnl7Y+TVBrXLt1ik35ZZtdUk\nyXLQt1jI7Vv3Kftdl2p5L3SvbCRv202UFy6AQsGSHTuwHeKDwUUXlCOOceuNLpFfPhMUFE1NySJG\ndvuDXu2usCMjlFo1E/LvLmb0aBkj/C248TSf6spqxpiZ8bKkFH2ns/Q0yiDTKAnXU8c4MW8CCQlj\ncXE5Tnn2F+rRpnuHPPLykrGza6Bb7wGcKDmLiV4+RQVKOncej8dQDwp9Cql7YUrbTqGYNG7BpoY5\nxPT7TPaJbOpL69HT16NINxuXwZ04bFqAsZcS5xdFNLRtzZ3o12wfcpD0gUvoF3iX8eYzWJq+Etkc\nK97P28J5SSWBFyyIbBNJeBM7Mgz1mb+sjL59+/Dq1XX++EOJXeVJaqVLaG3ekwCbmRx/cA1Nx+vo\nGynR7taaIfZP+SPn78/I/bcC/SN5xfi9T2OcjSsX41+Ss3czyiHB9PTbzMD1tkQ2WUufAydoo3Sk\n7+JkWpYO4Pdj+ti3OMfyFSpcXeHKRQ38Ar5TVHiX0+fmY5Svw4Q3q0lXNODjIzD9Q0ZYU2cme/Sg\nY6OOXA+6Tvz0eEIbhVLysgR9X32k8gaqhSVlv5XzKuceTJ7MPT9nbDIauK6ugcTbG3R1qZ47GM2k\nWqTx34hzjmZDeT1tlDU0WrWckaO/4dS8iBeyxextaGCBry+Za9eyrVtn9ty6hOOx6XgU+XLiWgtK\ntSpoGdOSwdaDgZ85+MDAdjxZ8is69w2wWCYh8EEFISEvaN/+Hr36yanY/Dth2xuoUhljKB9K/qti\nPhW4sWlTk3+ya3Dwz0h/7tz/2vZyuS4eHo9QKjNxc7vNs2dBrF27liVLlmD24DgeugLHVD1SzM0p\nL//BlCml7P9qjlZsMWd3KXn5EurqJMxeEk1wQQWZxn7kXsvHyKg/hYV3UchkXJxnxFOVIYm3qjFu\nXUjncQ7M+mFAwJEC7CweYloiJTw+ll4Gcxhb2BfLC285nZREk4AANh2qpVlVDE9ckhkc0Jfbz69z\ndu8Dbi6SELDyF4YsW8vaXqeofW6NSdt7OJ7LZd6LVzi6Kah2DiHCIIKrjY4xbbsjA7yPsXClKfoP\n7xPs94Gu1jF8NGtE/TMPCvPvMH++P5mZumS5JlB0Yj/fv43AYpY9ZVZdaBNTzmd1d5TqrsQdsCfW\nOQ2DVtpQmYM0YTgOj5cyJWYVxp9N2PV+Cf2L9bnVLIGNI4YxYO5GQn0WoNKPI/bhcKqmneLR9PVs\n3diKdw1ZuF2MYWV5EV27/k5DwRAmxfkz+3w4xlltiJ0wms7WKtqnb+FRyymsGpNKQwc/vjRrxriv\nqSypXo/VnpY07y3D2Psxakp1VGcucvaiPiv8ynltZ0/zxTMZuvAdvZ+MI3GIH48bdWa252xca1wp\nrLHEZXgy01ZOYWHPmRww2AD6+kizpeQo85HbFrNhGnTafZB6tShsIv1YNjGYFidSeHzfgPa1Rlz0\nO8rOgYOI6N6bvtnGPGIfQ1RTmV3vyJNzD3mg1YXq0ltYWval6GMogzUkGHh74+zuTvLHCBSvHqMs\nCSe5tJ5npbkMuDGArOIiQt7aoYxrjWrQTLyqElB3WUXqlC84eyuZta4pSDqye/pudORyRpmZcSa/\nmu7ed3DVUTJ17xDMzU9jajoME5MBHKypY9DzIjDtiJXVfUJCIMm0lCktp6DWU45pTSweHnNJb5qO\n3RA7Cu8WIpWq02LwIfSbOeDw9gce9z1w2uFEF09nLnc4w937n8mv06DrGCUJ5e0xc26CKqGcczmV\nnG2pQYg4yvCyVsxnHom6Pzja+yMd909AsSsdzjVh/RMTVqz4jq9vS8zM4tm715zWusd5npfD4sVj\nSb85l8Nh72mvk4bTiBGoxrbhSRN1coSUMJt9fxtn/61y+o6Ojly20CKmSQMbz5TR18qEzsbLMNo4\nA61zfYi8t5z62aaccPlB95RXLD24g49SFR9ngnv3BlKytnDufTb7JwYjlHG8OHKGlqE/6Jb2K+3c\npIzpLKNxUT9G97TEZvtDOjp0JM0yjfPWB7HoWEV1RA6f1+qiaEjDw3o/clkhDWlpqBsYMKVFBTIP\nJ054rQRXV3BxIaPiLAkJHzl8Xsbt67cYLxtG1s5MRvmMwrlqDCNHZFFaaEhukS4aGoL8/GskJS3B\ntNwb+/umyM9d441yObdahTHW/lcM7A1J8nNg3jxIT4fz51MwM/NhdcRL5jfvhL3DU/r5NWfOiDuM\nTxxL+lJtNiQ3ZWnGGp4dVnCmzoacHIe/2LW+Hlq2hI0bYdCg/2c/NDTUEBMzFKlUHQuLQ4waOQ7J\nu3ccvnSDL2OUHP3NBt2wbfTtO4y1a0fyu08arT1VrEu2x8YG+oyYRb/7Z1gmK6DZ1hj8HjoT3eCM\nt3ckCoUd/vPSmHo0jRHzP1Ev3Unl5ngUM+aQXHmR5Sb3CBwkQUil6Kuro4sgIzGR5romfJnQi8sN\n7zlz7ima2ip08h0w1rPHqnUTDn15hNqHGGbXT+HRKy1WrjgNmntQauhz924ln0Nr+HWdQCqRIpOr\nAAm1KoGmmi6lNRXIq/SpadDBUFYJumXI1W3IzEzH0lwHkWiDzLoGph0ndbUlFq8OsmGGOQOkvWk6\noJDZq4Pp80kTzTt1+CgHoNLJJ1j3BRcqL2OuPYuNlWWMUZ3jhhiMe91LTKXZbJp0l65du2Esuw6v\nUkm71QpFcTn2/eX8dmkiZQ669Fg/jxNLunCyrAzbxz54vknA/NZEjAxyOR6XRfMcBfsth3LN5Bvj\nY6dTZWHP7Oi2+M31Iz60EuWOA4yprqG0toLFRlOYMj2cwt57qLt1lI8RElwNysHFhYbQT0ga2SLU\nBA9eWXM2VcqWji/I9kzh2M1gxu+KItf/PdaNKzB9JLAKhKwMCDRrzrbSx6xdtpPOfUdgY+NBx44f\nyTZag87KtTgpdBg+UIPUrqdYEhtBscyEpxq+nFUfRGy+NXsmLeKg9Uv6NfLnxPa31Cd8RqNcgZ5x\nJQXFcvr29edh/UN0TYZjd2sRse0v4NgziL1epTyPNOKgfAC6Tbtwspknw+x1kFd5kpz3njSFjN5f\nv5LSti0XP8xnZ+gRzndqTYsWr/kW9pGumWWcfnmWRKem6OmtY9qMBow3mBA1M4o5XeagFb2SvCGm\nRLdtT+KYRCKaRNA+tz0yhYzi4hckJEyndetYpFI5satXs+XTHlLMvfHztaency69Oz+k95rNvDt7\nkubd5vPrw7a81ZYwoXgQi4z1iagTXDO/RplDGQEe4+F9KC2VlURGtmbOHJg0aRF2dqs57tuRJ2Xl\nOPaN5ve9KtR/cWOU9ikOpmxnmGMco71+sKRqCSaa7YjuP+j/3Jx+hw4d+NHZn+634pjmb8eNrAwi\nmz2jctUhaibcxaffRgwPZjPre0tUyh60unALVd/BzN+jpHCmPsrqtWwf8Tu5WV34UOyJb2UkTeSP\neOUAKSkqAgLrOOflx4L7oQTnGTDzzVU+m79G/2Ab6uas4vOv2mhp5NJKOh/NbYuQz5tHI4mE3h4e\nvPdzotvU334S1LRpQ1pZGUuWHGfo0Jt8VVNj7bsQZjnMZI76HE59PkW7dnKQWGNl+Z1TRy/z5Us3\nUlO34uZ2mcY9byPff4zy+5FU17kxO+YxRe9OMHyrAbNnqFi16ufYyF697DEzC+B430Mklg3iSPRe\nahZGM/TJYVJn1NLU/RphWV/Qf6LP+Twp06ap/5NNT5wAExMYOPC/5wOZTEGzZrcBKVlZU7i/bAEe\n2tr0XDyPbKsCKi8k07K9L+/fP2P9etiXbk3I/mIe3hcsWSKQVjyijXVrRNObvJKYUnirCGPjfhQW\n3gNgzkod0jWqkOtsRBV4CJWQwMmTaJd3YMnpd4T0CcOsoIwza9fSbWQ/xq2dS/v5kbSrCcHGMgH3\nawc4F9+I5fNy2aGqYXFSMsbfDzL6uQauv5diWKfAz285bRt/oO2DAcw9KyP8nZyI6G3M/KSOGH8G\nq/Agtqd3ocTsAudLhvHLB0tmBXynIGELPO6PteUULh7thLKqhsbSu6iiHdE8fJ2Yz1HI/F7S61s+\nXx/Vkq/I5/c1XWh/rymNW07iso8a69dPIKnxF9QbNyJrshrzGvoQcimClQ3LaKpMRlNHhkbJSDak\nu3GlZgkLu5gzZ+QTkgfHcffme5ZITnMobSYla3rRurcWD9rfoGB/GP7qVtRO3EDWl1rWu/nh79aI\nlWXbmddsFfL6RpyULsDC1oL82HyGnDxDi2wXNK47Ea6rTWayA5PWHsfo1RksTDTZtlnxM883dSqy\n/TuRakiRSWW0afo70xppsmOrD/JBl5iTfwjDMU/wfaVNykFD6qLcWVULHVtrsd51Gk304wk7nMrs\nabNp0sSE3MJ+6MxfSeuL5hhf1sJMVoXBUn30Qx5glhbB3szRLG5zBJl/BmeCjhA88h2X4u5RYRdG\njbmSQzOHcu1gW9LSMoiMjGRZi2WUPu7A1z6LUbrd4PnU57T3DsXJsI7ZhpvYd2Ytkz9/xKyNEjuD\nsWwev5nmOjo4KBTcKyxkrM9eylT6vK3tj0QiZ/eXKAbel9LgnYOFxQ7evG2DzEnOEL0hTBozCc1m\nmvjoV/PmuZQR7iPQNNdEu7k2JS9+ln4aGHRGXd2KvLzLANinpCASBaG2ofgdG0MtYRhoVlJV2Q0v\neTc0LzzD6YYbES0C2WS/mMWyevLTcqkyqaLzlc70VNtAwVsJH0w3sWePNosWPcTe/jekGVkcDf/E\nD9lWPn2Co0ek1ITMJs/+IJqbj3A4Nps3Od1Rq3fn1cjpfxtn/+1A/2F6JkJPnxonXbw0bEi4+YHQ\nbnqU/3aYqikP8Oz/G+b7YzAo9OBkVCNW9JzBjDM38dWzYvS8WqIn2/BjTzgt7pqh1+wJjTNCieoO\nLR3AvECdsMYOeMsEzodW0PrhM6zVnfBpbMP7lJVouOpg1hAEo0ZA165Idu7EzNaWtNxcqg2q8bby\nJiMjgzlz5tCyZUu0tas4+3wvtZMmsczdHYvxFji+dCSuII7vRYkMHy7DXGnBtesmmJgMoVWrCAwM\nOvxjvw/3hhPY+Ct9Hd8zPH89Q3RDuZe3mvHZ2/FrVkRoKDg4bCA//xqTfXvgr/2UWfGZlC17hoHC\ni2LssK21JSe8ltwGT3755a9Nb6WlsG7dz3mc/83maQCkUnWaNr2KXG5AbN5Utq9fyfr164mp+0QT\nUglJ9+Hly5dMmAAl1TLW0IwxupkgPiCVKpjuvYAn+ScJkZiSdSUfY+MBFBTcJaqigknJsZwcfYDG\n33qhUdqcQ5eTWLpMgtv7YA6b25Cr68jko/okfPPido46GqVTuZQzj/5CjYSsPJo/G8Db9a8olUbw\nfeURni9dTnpOIkM+NWBU94oD8W0Qjo7Ivbry6Johk+yiqHVph7IMqoWS4sNRZG2vYEGWPUEJN5nc\ncjIpWj/o2zSPW2f6Is21JyvqBr4RvUiPNid9XwoWpZvJ179B1x+xcHkU7RcPwfthPcHOoczpe5l2\nX0ewJsENsznBdDTXRiIpwLauDolnSyqctjFpbhXFg3bw6f1NDE5fYXdBK8K25FL5tglfSkF58RCn\nE07TL7wfXgui+CZXZ1huJEuC8hlgM4Cix0WMt/1KkZ0hAdPWkVNUzpz1mxluo0Lvig4b1SeTLE2k\nxS8tiA75wWMhaFx/kNu3bBga/pFTVkvp1zaa2FgpI0fCuXMwYwYUTV7y8+3+8eMwcybao9egXf2D\nCcMqKPV4R9X9wWw2Xk1izWZs3S+xwTWNcepyqmKrUcROoninMTtW7+VA7gHij8az4NoLHMs1ybfU\n4/1lFzZa1jHWaywGDobcMJqKrWEixS5R+I6IoLmHoF3bDPK2pIABOM3wQMfnIY5u6zExMeHMmTMc\nO3YMNdMKhHUYUs0SvuR8ISbGkl3bQjHXUkNrXBhh6xehYZFAftMAjj0+Rl5KHrOsrTmclYVcJufJ\n+Dec+HKVgZdHc9vKhqHpBchN60lKquJTciU6TXR4dfAVcrmcU6dP0TZAG2WJEb5GQwEwGWBC4d1C\n4Gc2wt5+HampG1Gp6lGEh/PMQx0t8zZkFmnwPbsZbrbxeByzwNGsA+GS54Q+O0BY2CUSjWdinSNl\npEyTteWrSU0t4NZvPdHoMofaHg34DvmMvr4vAFdn7uOryojuvfry+DHI5WCQOoFnqY/J/PiMwnw9\nbhjPYOum18RKBv9tnP23An1fX1/evHmD1sJFeD1+Scff9HmqTEfE/UJkezcKfj9E6dRgmvqvovWV\nzzwItuCRtQdGocb47ThAxKGjdGnsjLaTC7Jng2jwiudTP8HLRAnt0ODx6EHoKdJRrloII0ei3rEj\n00zm0Em7M3XyOp79uI+FuIN09SKYPZvsgQNJys/Hr48fJTUl7F+/Hw8PD7S1tYmLi2PaNDheb8Im\nBwcUMhnmY8wpDixmYpOJnP58moAASKsx4UtEFyIj5yKV/sl68eRFEofv+HLlx3zGulXDMg8mRnhQ\nIO9NTUQqt786obt8FvLvudiZryP92xnMNXTw95mEZoYajm1O8DH7I0NShnBJrYGWLQswMvqrPTdv\nBn9/aNHi7/tCKpXjZrwbRXwJX1vfYOTIAfSe0AvHKiVBRxjub5MAACAASURBVNwoKiomNzeTXbtA\nYSJnlFMRSYEnMDMLoL9Lf+IK47Don0W1UoJ6si8xpan0+vqF8WrJlDhGM/veFISpJiunN6GhASI/\nSzl9uRkmB9WwrJFj7toK/UYGBOoVoDCT0dZQxuKFNzG8todI2a9ELLnGtQkPWdytE/oVv5BUN5wR\nYhGmDZlo1BShXVvM5zG7eBZqh1a/zuw/d52xzYcRLCrxvNcG/Z3D6Z38ERdFJgJBw5STPIq1pEYn\nhzrZD0b80QPTzTtQ2seT+16GdPNs5BOPg9cncg3yODjqOw9mm6E/vSUrVsiZP1/wsuQco1rsIiws\nltNH9yP+OAkLFpOeW0j/fkpatxkM/fohCQri9R+judh1DlpbtrLTyp4RI1zp99Af+4Z7HGn1kSbu\nm2m5PAsHSwcMZAZoTKxh6uNqguv6YGZmxvm95xkR+5VtDfZoLdZCMk6CKBH0e7afqrw3bLnwgPHe\nUYgTbvwwceZ9haCh4TubN/9M80VHg6ufGa/8VpIfd5ov/V7yZW0Jelbdkev1ZN2WcMqfDyRA6yp7\nu1ZRdqOMb420aZVXT7cOnakpTqOnjwaT/Qp4EmhKQFkyB+vLWa1jTdf8FEaZppBc0JKrh1xoqFZy\nvDiApeV7eOnpiXdKDg/e2JKdUgRaO5jd+zqd1IyZl1xKpbkjAH5+fri1a0dF5QqMrt1F7ZYjw68O\n57cblxg8WIdE+SRy67RI3prLqZx9kKBDY2s/ZgxfzlATE75UVJBYVYWbqRsfpn4gq96Z+sLXZHf7\nAzW1CP442YEvH77gVOJETk4OV69eRU1NjbqeNbjJCwl8UgSAcX9jCu4V/CN98jPatyQu9iCzBvYm\npyU0th3J486XsFs3Gs90BfEKA6pWmqDU0cZozx46aGqy2qeGxNp5rNCsJSLsDc2aXcPS8hXvtvuh\nnveU0R8CEUJw5kA5Ex9VMbD3KHbulCGXw7njtVzuHEj/cCmHz8xh/MxVtHyYS3X8eNpo3vn7Z/vv\nw8H/PnF1daW0tJQ6/wC6ptaTVNiCqfYuPA6GMsVxkvTdybv0B/nTXuPadwn+4dFsmF3HqnltOXFP\nn1VazvitXkvu58Wop8tRaauoHSMIj4QRabVc6TWYgrQ7dHHogqpexfdF33E/4E6fj31wO+bGcEkV\nEQoZiwcPpioigu7PnzNu3DjuRtylKqkKdTV1YmNj2bFjB8bG+lTXZpKFJaP/o8NY3VwdPV89AtID\nOPvlLF7e9dSryViomcS0cQ1sHFDI+wWpjPYoYWh3a+w0a7hv95xBoVkcu7KfiL4RIJcR9ngkZ9Tv\nEPlRn7qmvmi5nEPerx3Kcx1QUytG29ANHR1PPmZ9xPODJ4/LTVmxwuIvtkxKglOnYNOm//f+kJw9\nj0vmaLT1W/DlSw86BbTGpdAZieUlqmsa8+jRI3r3hthYCZ4XXSjXuY/G916oy9QZ23wsosUZogxN\nSb5RxhK2M0cnndPPVmIUdgITpRp6dRK07NLYswcaNQLatiW6S3vCD5vwOOsx7tnuGOotZbK3IMcv\nmz7tmuOdp6J36zrmrtVgxao6cswucNJnAOqOWpjL61i5sY56RR1aeioMDUFDTTCzYzVFWXEMtl/D\ntW/XUHgb0uxcayS/biL93Vk8DTV5VbcLFysl7y/NRhLtTdq9q5R7lVD/2orrHZVIOsUAElQen9Ep\n16FU7yblFm1wSHQjIgIGTIqnur6a2lQjmjVrRFDQa1Z2SIP87zDpJrnnc2hoaADg6bNn9P5hg96b\nVyTfusX8QSP5bUc4T7d5sOB7F2waB9JkYCqDY8YS4v8IjwwPtM21afkkhz1H0phRuoUJyRMItzAj\nykwLk/oAeln0IqwynI9SO47mqHDGiNWr1bha1J+5Ji6cli0gO/sMAKtWQUYGPH0K4R1SeeJVjcxh\nNW07ZGJlfYfCwgjm78/DVFigm1VLnuU3po2dyVi9uQR19eVTxTrQvMmZ27f4WFFBsHo5Swa4EJrt\nxGedWrq9hNsNusz//RlPnsBQr2Rkknqce30nHB9eHDtMUUkOehM3ISsahFv6ICZYJjDRYCy+p3wJ\nzwznQ8YH3ru9QidVn7qSFM5vWgtnpTyqW0GN1y66OfbkfG4zGlSV1G8IwlA/i1VGCp5G3GTMnReM\nNDPjSFYWAA0NElINWjPtkgFVTd9wNVxBnnUtGnINlKVKJBIJCoUCgGvq1/CWVBJ0p5oGVQNarlrI\nNGVUfPo5iza5pobbssl8yttNglEyNhVmTI2W0THYA620JjT99Veiy9UZ7O2Nlqcn61q0YHumEepH\nE9hiM4VkKwemCwckkgBevmyDl/MvXB1ynsjw1fhNTWbLunK0NM6xff8sKCoi/5ctnIpwxkn5AIXD\nBnZ4S0jXMEND04H5a7Roe/OvrMb/Hfm3An2pVPoz2v/6ldJefjR5dx7ZHksqaKD84jtSG5WTm9CU\nkjcHyZoWRtPeCxhRkMiGdrk0nu7JM5kLp4/o4/KtDFetS6jkKlLfg76GwMBAl2dWlhjXZmApLIny\nj6LiawVmNmZ86/GNGy+u4aAdSLvrl1lfXMy48nIkCgVXr16lSKOI6f7T2b179z8oJMqrksjHjG1O\nTf7CU28x3gL5HTm2erY8SQoiYLSEfDdTjvbJYHewAZ0P2VIqy+GYRgjrFktx8pdgbf6WZtuasaXn\nFhxuOCBVlzLgdguWaG+loSAT4xMzcHc4Q+tHp2m2UWA4dAsA36O/U/TDhDoNWwYMUPzFlsuWwaJF\nYPHX34L/vqhUcPw4kukzcHb+A319XxIq+6Ffq0/PlSXUKIeyaNE64uPjkUqhRvEJDWN9kidAbXYt\nk1tOJrzuLBcrtUm4nI3PS3N27LiLKr4vvwzqRuOxJnRPraIsw5aCgj/5iaIrK3HV0+Rm5k1c9NqQ\nmuhBh4RkjtseZ2GbhWQezMR67s801uPvj3EwcEBxWJNDKkcShTZvr6txNLCG2gMRLNtcx5jTa7E1\neAHNWuG3PpBKrcbY3NuBl3EiZwd9JnPeUnQlbWmqU0VTr33cUzam4WVbqmxS0P7UhNLZ2zDqsgfZ\nJ0sqS9SQWOShvzMTfdKolyr4dKcte/bAk7RABjQZQFBQEP7+Y7Czu0HYh81o3s1E9OpOmVyDRYsW\nMXPmTPr/cQCZpRnpm7Zi5uZGzaJV9HNL5kOzaazPf8LFe3JyX3gzXduPwLs7cTjkwM5lO8m2/s7k\nIzncUaYjdXHl8MDV6HY9xOfb3fBs7ImXYha6Slicvpadq7tgGHiMWV1iidlnQbnUjDvZkQjRgLc3\n2NvDt2/1tGt3lcLCQLp1G8eDBwqGD9cmJ2cmPm32YNTLhLRPS/hWV0512yPsdPZl/aSlFEe2wnnU\na8S6dRwpLyetthYtLTk24y2wXpOPxhIrcqsUrBztx4sXkJZSzxzVQZ6525GjVPC1NAudHZsxeP2d\n3Tti2LhByfuHQ1gz5hBH/I/Q91JfBlwZgMX743STzKdauQxv71YsGX8TTp3lTsoRgpKCCM2MxNZx\nPxKJnO17+6DW35vhcjcKlx7gRn4+J7OzqW5o4NzTp7RKKmd4izScdQw4n1VKg/I9UpkGwcHBqKmp\nkZGRQYOqgcvxN2nVqZ76RD92xQRxv7CQ3K4KHlxMZlxsLK0/fkSl3YHGhSosDF8wJ2kqtptsSfFO\n4f3cDzirqchRaeCRq09x797EfIzim3Q9juq7GfOLhO3qe1heV8qq2QnY2TlRVl+PQuqLTvEK3jTd\nh3ObWWi4NGZheDgt79yhSVcvnB6co9viX3g33J46hT2O76OJKnlGi/gKfI9k/e2j/W8F+vAzr//m\nzRuslm5kWHwpRcHd+WWwPrdyc2ikNpnKaY6UX2hKXcZ+Uqd9onmXGYzUzOBM2ySi9MwpNLLHWl5C\n7dQ4VMCrWOiiIyO0T2+aUMQgdX8i20ai5aKFUW8jVNUq9EfoE1x3HrmtIdLwcPTatkXasyceHh7E\nxMQgsZbQzKjZX/S8kxlGuawRPf6nnIrxAGPKI8uZbjmdU59PMWKEhKuJRkx92oiBATLcW9TxqagQ\n82Y6OK5zxHSKM8YFD3Hzd8OpsxMX1S5iu9iW0pOZuLlJiPimCZMmIY/6Ts769qSussXIpA9CCPSe\n6nFGqBg6TIma2p86vHoFHz/CL39/vsKf8uLFzw6uNm2QSCQ4Oe3G2KQP1fbJ2HxPRTG0ObW16nTs\n2JFz584RF3cYA4vBWE6zJHZsLE2Nm2KhY8OXng8R2eqUf8hG2uQOiX9sYdw4sAkwIcCsCHSULLj0\nJyFfdGUlLw8cQCCwWr4YX6tK1FPKkDhKcM50RpmjxLifMfBzCEzH2lHM/OzIw2Q9VvnmcXFiLtP8\n9Mge4sWODR8J3TSevu538O82mvq4h+xoN4emZa8JadmS/stbEdU6jBVbl/LpuyntnSOJrzamNNkJ\nxemRWG6yItkimw71NxCfm6PdOAf5uYWUNl2FT6POECtHrXspgwZBYHwgA10H8vjxI6ysHvLmTQDv\nwlvgMjQU2f0MfvTuR1BQEHHFxdROnMQp5wx0NTWprYUhQ8DATJ3pL0cjCQuD/fvR+BDB0PMfuX2k\nmHTLnQzzHcZTn2DKlE84v+gtg7w6U2X1klGjVBiWdGGs5VYYMBidoxcIc9vD4/x3tFNcpM/mBu7d\nkTBXy5XjqtEUFAYDPwOCO3deo1DYM3++Hdevw8hxKpK0SijoPIgfOZf41TmWsvdO+Fmb0LSsgHGn\nKph7U0J7zURyGj1Hx06fOaNGsVtfnwlxcZzZHI2WrhrXpamYufzAVMeYC78GUlKjSYnHB9Z9k6CW\nnIjNrp20LkhF9SOTme5qrFs5lu3ntxObpsYAlwEEjQ1iW7tTlH3oTZr2WEaOnM+kSZPIzu7I8J5m\nlO0tIyIlAoVcQUylGTo6nkRHL0G94y6WXfDlc/ILNj8Mo0alYmhMDBtVKrpFaFLZ/Rx/pE1CZBtD\nvISaQSo6R16j0tERj0uX0Hz9mrwWJ7nTrZTKcmM2x1dwJCuLkHYCjaByWurokNSmDZucnMh5IGG8\nkRYeoe4sH7WcKYen8Lvh76hFdMDJPo6Ia0r8m7elukrJj6lSnvc0oNfFcTyP6cIVCz9G7u3K7OXL\nsXn5mp6h0Ri264KutRkhyV/ooa3NtNxcDvt2Rra4C9E2nYhs6UZ5fQUD4jqTV/SYmqDzrBrkReRd\nh391ev/vRfybyP9Q5c2bN8LLy0sIlUrk2xiLJZ3cxczHk0R/jZaiv8xdrFgxVZy9nyluG70Q4ff2\niZD7EpHr30S8ahYuNitixE7ZZ5GiO1K8DlITgbO1RVNXxB0txNDb18WYtVvFU6OnIvN4pij7VCbe\nmLwRld8rxYsuL4TeKpmo2LdTCCMjURcfLwwNDUVmZqYQQgjFKoU4fOXwP3QtrasTk17NE2+jp//L\nvcRNjxPxG+OF/lZ9kVueJ3bsECIhQQiVSiV6nu4v/PTSRWsXpcjPF0LU1gqhUAhRXS0+Z38Wlrss\nRUVxhXhr8VasG1cuNm3687lKZaGorEwQQgiRXJwsjloeF9pq+eLz5z/X1NcL0bKlEFeu/C86JCBA\niIMH/+lyyNjTYlyvkaLr67tCIjUWv/32TPTo0V3cvCkXTZtqCi0tLWGl0UGY614VtN4vpBM6iTX2\nV4XFKgvxyyFrERNzXdTX14v66nrxSve10FavFHK/HJFXWyuEEEL/2TOhZWQkVqxYIby8hDg1LEOc\ndTorgh2DRdTwKJG6PVUIIURUUp5QX6svDPUKxSTPQjFihBCZxzNFzJgYIYQQFRUxIiTEVAwZUigW\nLBCipKRMoNAWCwIjhfF2Y5FSnCKqldVC9zdd8dTgqThjfkbc0L0hZrWLEQ8VQeLFgkHi8+Z9IiLi\nqrh/xlu87LRFvNjXXGSdyxK77+iJHY/7CjzzhNWrdyKrLFsYbDMQsfFfhZGRujhxYpywsFIKneEz\nxMXnzcXEGZVCfvWm6L12rVDbv18MuDpZVFUlidpaIfr3F2LoUCGUyv/J0G5uQty8KcSQIUJIpUIM\nGiRqrj4VJ5vfFYpnT4T9hu4irSRNCCHEhg1CDP6lQlg8eCCcjIxESEiIUB09Ko5NaSFMdpiILlOe\nihGj6oTnu4diV8RKUdfQINKrasTqHVPFuZe/io3JycI58JOQPnot9C+ECecNMWLXPW+x4oyNeKH5\nQny6Nku83N1HzA4IFq01EsRR+VyxZ8RKoTtWVxjJjcQZ9TMiyOK1uKf9QrwNzRY2fS6JQVM+imkB\nAaI7gWKafLbQ1EY0Ob1OaExIEDp940SHLhPFlilTRFaAjnh9pJU4tqxU2NkJ8R9HThw8KMQQixBh\nrFsjqqvrROvWPkJX96CIjxfi6tWrwszKTDjtdhI2u21EVnGUOHSor+jT54N4985WHFzSRvjLPcTZ\nHTuE+osXwijwvghe31XsDm4t1Pu3EBIdqVDT1BFui68Ls13Wovkqb/HLr6vE+DvTxO53u0VDbYPw\nlhcJ6xGzRXRutGhQNogQwxBRnV4thBCi+M4PcUvnsnh6qamYcNxKWHS3EEIIMeTqEHFx82kxbNAB\nsbBdirjp81I0MWojTk6fLjxfhYp2hp9Fa50E4e+RI0Y2aiSiLJuJFKmDSO07XYhWrUSYnlSgQKx/\ncUYIIcSNG0L4+f3Ejb6hF0XPqxvFm1FvhWyplXDtPFfU1Ajh4aESfxfG/+0ifW9vb+Li4iivqEBr\n7kK8imIxvNKLUZuKCWnIoP7tE55ejSb3DyuyJ3hgbLSDhBmJuNuNpHuHOlrJC6kbew91fQc4U0lq\nMriYq6F4ZsqQ311wuOSA+WhzYkfH4rTHieq4akxTUmmXp8aDz9dh3jw+5OdjZ2eHlZUV2eXZoAbp\nUX9GozvT02mtkY+dvvu/3IPFBAtKLpYw0GUgF6LOs3QpODvDxaiLaHyDLYbpdBskp317+J6mDk5O\nEBeHp4UnLSxacCnpEnYr7Wgfl8x/JulUUzNCS8sZgE/vP5FT5IqxhRRPzz/XnDv3k1MnIOB/wQl5\neT9bnMeM+adbTt160bygGf5l0zBr7s6JEzlcubIeGxsXTp2qomfPEirUX+Bca08312pkdh843nor\nLokuPD2konPniWhqamLnZMdX+Rc6aL6g/r0hPW8Hsu3IEUrLylBXqfD1nUdhocA+5DuHhxzGYZQD\nBTcLUPgasnEjtJl2ESdlPy4ST7qmLmPHgn4HfUrflFJfX0509GAaN97J8eNG3LwJHz7o4tS0O4eD\nrzPMPYAzn8+QsTKDllktKR9QjnWxNQW2BQyIzua4rgPCLpPi8geYauehm2CLtP1nJFE+VPSt4GiK\nBo3rw+jULhADhYx9sU/p4didi+fH0r69BQsXnqZOO5WJEzRoamhKD79AbO94ENS+PZYOVqx2SkAu\nd2TUqJ9VVZcu8Zd/asBPB4aEwM2bP9+8VlSgsWYWY/JX0Sqlip1TzmKr/3M40axZ8EAtjaHPwxm6\ndi1r79zh8sePlA/fxrB+wcT1SuLaIyXpP/RYVtYNxcvXeL14j3fL21yIcuHr76lM2FpC4HgVN1eW\nYfx9FoFPauhpXI5Mvw5xcTi4v8M8P4uoegd6yq7j6WCCv6sxdU3hWONjXPI6hUF8c8ycKsj60Ijn\n1zbRO7SMt7K23K0/xYb51hQ5+iAbnoh5lglvXsyh95zNpEzRhkNDmDIylenToX9/qKyEu3ca0C/4\nQX9/UCjkzJlzjqqq34AEAgIC2Ld7H0XniqisraT7pRG08OvKq1fuODq+ptXgCtznxuN45QWWeXms\njYlC3fMbyfcLUT77zOQZk/Br353a28OImfUZNSMVp2sOERh7jRHuI5CqS2nXtA63xBkcCDuAVE2K\nUR8jCm4X8GPlDz5PSORs78PEWLZmQKNSSt4WolQqmdFqBjsN9tFUUUJElARVcTHJEzoQeOsWBr+3\nJKa5JbdMpvE6Spd86yN0zMvAyLASu7dXITGRJ+pGtO3TjQ2hS/lemsWJEzB1KpzJ+kF0ZT2TDxvR\n9lQbmla35odxOULAly//h9MwAGhoaODl5cWHDx/QmjyDgd+l1CTe4LFHADMbufA4RELnjhMo+GFG\n1C96xI/0warRRmJn/KCJfDCebZaRNaiauroVZNVCe32o0uqDf5Bgz9LdOPZyJGlpEjotdDAbZcaP\nFT9obBPIcB0frotoWL6cx48f06dPHwA+Zn/EVc+VjxE/uWiyams5lJmJl3o+mprO/3IPeu30EPWC\nSZJJnPx0EiEEeZV5LH6ymGXxy7BbYMPWbRIWL/7ZffveYvDPcgpgRYcV7Hi3A/Np5mhlV1D8tpS6\nf9FpnXkukytyDWbP+ZN2t6IC1qz5+yWa/yRnz8LgwfCf+Mj/h+i21MUtz5Mf9S3o0/ETcvVArl+/\nxr17AQQEQPuOMrwex+J3UIMNzzvQybYTuY2TWBG5kqcn73L3rgUVFRWEhobSYk4LJtvWQ52M+IRG\nXKipwS42FldXVx49smJUlxqKNAsYPHAwUk05yQ5mvO4UTfq7CuwGnmaNoh9m/kZ8SlSjZ0/QctFC\nVaki7vMs9PU7YmExASOjn9MuJ02C+RPGUhf0AjWDfpx4doKikCIW5i6kLqSOkl0lNI5rTFSTSKL0\nLfhe1BN8wsk48QO1z71oaBKGsUVv7sbfxa1hPvsO72XZiN8Ya6rPlfwCvHUyePMmFxOTjdTWNSDx\nn8Pm7htxdT2FtfUvlD2xZ6FpEw7bPsbcZCzjx0N1NVy7Bur/3F4Bw4fDjRs/360cOgRfvsDly8j3\nb2bMzUesfvWa/uHhtA6PoHnUa5Rd8jlePI7rTi15bWPHCYvuhL/VRuwoZeIFF7yafqR0aw1GlT9Y\nlh9DaEkZZhIzcn4dTNiF9nTZ4UfrH66s/HUlTQbbs6TXR8JiulE08S16Tewwte1HrUEmDe0K0XBx\n43baJga2l6AxUI9PGZ/4mv2FS5t/pUPbrogST56Nt2JB5kjkGn/wuLk6Vp21KVXJGGUtGD/4MFpa\nKWze/ICaAkcsLD2Q9u/DqoDveHj83Pr7d4JETQ8Gj9QA4O1bF/z91zF+/Hjq6+sZOXIk+5buo6S8\nhM6mnQl4shdH11gePQrD2+cdPi2siRn1gci8eFq47Cc73p3DR1NoMrYJNTk1DBvWh9xckCtNuNz/\nMnWf66iqq+J16msAug9TIyPRiasxVymqLsK4vzHfF36nIqqCUxNW0Npdzoawe1gaNGXoECOSkpLo\n7tidsvoy3Kqcia0y5ajRIVzatuFhUTUNKWW025XLraPbGS4uk/PeFk/DRmzp1weKilAZGHCqrIx9\n72P4LdmVbmeG8SFMhZd/NYsSElkRGkSbjX2pSalB/2shDS63WTU1g+xT2X/7eP/bgT78mdfH1JSa\n7p1RKO7R/Eo3XPfl0oCUkOUm1NYsxq9HC6I6yfkyvStWrmuImZFCRp+PGJsP4uWZBwTpyRlQIqFA\n24f7B5Jp0aoFBfcKKHxQiPMhZ3Iv5KKpyEc95hWDgjN44giVMtV/VKX0BiAiK4KOTh0JDw9HCMG6\nlBSmWloiapP+S9CXSCSYjzfHKtgKZYOS8Kxw5j2axyyrWRACllMsgZ+10idPwoD3K7h58+d3O9p1\nxFTLlDs/7uC43p7pkmQ+fvxrt50QAq1gM5KU7kyc+GeIuH07dO0KPj7/C8ZXqeDYsZ/K/QvRaqqF\ndr42UVk1KNqPob7uJtbWl/H0HE5cooqQHjGY6kvZMNUDg7EGRCd/QV3oIW3uSOVDY4Sopa4uCVtb\nW3wW+GCZZoTcIhq7wOZ0etuC0afVGOY/litXwK88iftu93EpnUGf9cYc0nTBfIUD7TKuU1VTgt0R\nO96a2zB06E/glEgkaEx5TVlJGM7Of7and+sGI0fCs2d9kaXGcjKxAY1aBdGNo7EqsWJ3r92YbzLn\nyMAjOPxwoLtLHoGfnZGq9Kl/6YoyxhiMinAY24s7sXeJOjeLNy4u6Ou607X6D1LV7fHUVScyspqH\nD3uhaHmHA5Mnoaehh0LRiCZNttCx413Mg83QKr7B6tUTKSyEW7d+Ulf/S3F3Bz09CA39OQ9x+3aY\nMQPZ4L70HvorU66kMX7RZmZMyaL7tQo6RTSgfdGOu69sCdhxmba3TnN8WAsO7G3P5jt+hDztiFlx\nZ2yTktlhYEqKy0UsHQNYsFuLPcfVMHSNp+3JtvRz7seZgWcY0E+dwYOXIWl1mk/H8zAwWMy9hG50\ntwwlyNqdLVr9CcmtZbRvI/CQYuJkwrdv36h3bUonl98Zf+gO2ZKBhPS4ja6VCQ/lfmhIBPtcu3H0\n6GF27nQgYPhmineOI8jZD7HmVyQ9e3D01wxqasDHOImvSld69PjJDHvrFvz++2x0dXXZvn07AOPG\njKOVUSsuHbzEQveF/DB+xoV7WdTWZtKj/0dyCqv44rqN8q/2TN/ynAZ/FddWXCMoKIi+fXvj4QGf\nP0Pjxo2pfVPLfM/5rHu1jimBU2g7RUZquYL+hmM4GXkSk0EmNAtshs45HR5ofyVJVcAav19xbbyV\nIUMqiI//hlQiZVndMvRe6dKgXUVFvBTHyK4IuTu/GE9jnZUjixc2RWbRnPm9JaRJAtl14T5H2h3h\naakUmWYjjBy2M/umklfrI1jbuBNjrr5kTO15CoKNyBqeRdTAKKLfRdM634fDKVdJCKr8+2f8byWD\n/jfKf1bl3r17olu3bj8/PHkiYi3VxTb3X0XAsz3ixGB3YYS+2LLAUgwe/EAkFdSI3R1eiQejI0Vi\nwhIR8lJP1NWVid1NWghDNbkIs9ESgc/0RfeLA8WtV7fEW4u3ojikWNRX1Yt3tu9Ezcg5PxNnvXuL\nnud6imNvjwl9fX2h/I8kq/8lf3Hz201hbW0tguLihOmbN6Kgply8fKkhGhrq/sv9VCVXiTcmb8SW\np1tE80PNRZMDTUTc4jiRuDDxn9Z+3PVcWCvyxZ490UAIqwAAIABJREFUQqhUQtyJvSNaHW0lGpQN\n4q5BqDgyrfAv64s+FolZilDR1rfgH9dSU4UwMhIiPf1/xQtCiGfPhGje/Kci/4V8aPlBtJrZSlxN\n/y409DRFcHAXUa9SiRHR0aLfly+itqFBCCHE8qDlotvMbsJiuaOYOuGJCGsWJuLjZ4vU1G3/eFZk\nx0jRo9cRMVeSIP4v7s47vsfr/f/Pd/bee0gkkhARCbHF3mpTu9QsSqtDq9pqq6Vao5SqlmrN2rOI\nIITYRCJGhCSyZMje4/2+fn/cFWKVVr+Pfn6vv/I+97nPOfe5T677Otd5Xde12feEzNb9XA7aRMj4\noBwJMQ6VwICL4mpbJXO946uHNGbpGBnddbScDzov/v4ix44p5SUlt+T4ISuJmbn7sTGXloo08NOI\np0k/Me76kYwZPE16vdVLCi4WyG6z3XJs2TEJ+DFA3ln2jmwwOyqmhkVy+vgwCRs7UsK6z5Dj8ztK\nZlGmGAwaLy4NSkT799lSVJIioUf1pNH+92TO9s1Sp04TUekVSfCyvqJ5aP40Go2sWPGx1K8fLf36\nhUq7diLFxc/xLmbPFnn77fuNiHToILJggWg0Gim6WiSV730s5Q4O4rJrl1zKz5c+fUSWL6mQSEtL\ncXFwkMrKmuvzhx9EunfXSL1D38jvocYyc/8QKSgrkKPxR8XuWzv5NfLXx4Zw4UKwHOo6W+o7lYmF\nRY5cG+kunb5ZLkXefpJVcEP2HjUUlxWDRWWkkmX7l4lNj8Zir0ICPTbL22+XSr6Plpz52kSsw7bK\np7dvycaNG6Vdu3aSlvaLrF/ZRg7YnZWmTTTSr59I/hffidStK8WJmbLEbo70b58jIiL794u0aKGM\nJykpSWxtbeXSpUsiIrLi/App9W0rcXZ2lg++OyA6rudk3h4v0WiqZOGoBTKqm7142FuJQ39dqf9G\nfTl37pz4+vqKiMiUKSKLFokUlBWItpu27Ny/UwrLC2XUzlFSd1ldCbDMk0VvXJNai2tJ5Z//62/v\nnCjv9NCRZisaS5W6SjQajWzf7iw//fSqFMUUSbhNuDR/o7k08T0h3WofFCcXjegPnSjj9M2kaeNK\nqT88Rybsi5Krw67K1Ymx0sPnU9GnvTgZ9ZPJPeZI1p4suXckVwYGr5IDXrqSam0mxwY6SElhroiI\n3LlzRxwcHCQiKUIsP60jI0aq//dt+gAtW7bk7NmzVFVVQceOuGBKXO2VdNrdjNLJurTX8yL8ewtG\njBjP4s9K6LC1IZnn8sncMoFWbXKI+j4T/ZtDsdVRc7OPH5U6FtzLOIzrHFccxzti0dqC1OWpmPuD\n/sENEB0NS5cy0Hcgq06tokOHDujq6iIiXEi7QGPHxgQFBfFRYiIf1qqFQVUyBgauNZytHoWhuyFG\n9Y3on96f2OxYfu7wM1m/ZuE89fFUkY36uHLKujerVysx73vU6UVJZQlHk48io2tjtiWhRmyNsDlh\n7NEzZ/q0B8yhDz9UAqo9kq3yxfHTTzBhwjPtQ2aNzOhU0gntgigIaEJk8kgmxMaSVVnJ1vr10dPS\n4kLaBdZEr2H126vpfakLIZXrqMypxCSnD/fu7aluy6aPDZNuOeIveWywTyG89TG22HjTO+oaBcUG\ndO7kyNZ6MYz53AiVCsqrytldupvemb0pvlGKQ2ouwcGg0VRw7dpQnIw+pGSf42Nj1qmq4hOjWArL\nhuAaehDDqo7EqxKIfiWapKlJ7PfeTxePLmg8Nfww7BP8qko4tLMdun0uoNXuEub6ndgaeRAOz8Px\n7avU1i4gPW0JBzP1mGW4gU379nM3vRM6XT7h58Ff18gDrVKpGDFiMsnJzqSlBbB3r0KM+ksMGgRb\ntyq7L5UKVq6EefNQJSZi7GuMTs+O7GrYEI/MTAI1Gt59FxbPK6NBw0bU8vBg7969NZobO1bxqXiz\npAyNjjlJFcb4/uDLkO1D2DRgE6MCRj02BDe3GRiO3YK/YzmmpvnceUWblsmGaCXewkbljIlJI3y9\nPTBua8Kbr79JRcgl3qrXl8TcVxk2cAdGiUJqQ13KtGwZ7ejEkiVLeOutKdy58yXOl8ezr8Kew0dU\n2NtDk/VvcbXNJIy6BnM4rwn9RitZoX7/XdmpAbi6urJo0SJGjhxJWVkZnT06E6+K5/PPP2f9t1PR\nuRfIosh7zD44gDd/nMqFEza06FqPHA8Nc7rPqbGLDwyEyEjYdWMXrj6u3L52GxM9E37t+yuzgmdR\n5niIiP3aOJs6syd2D3llefx6ZT1N0uDHvquq83aXlr6KvU0I0b0v47XYC/dO7hRV5RCW0obt84qo\n07M9v6lMaWp4hcOrjdluXsDlRdYkfmXN1OVtsDU6R2ZlCBvOjGfs7+b8nKLHRe+eDPjsC14fWESt\nZFP0ff2pXL6cC6dP07hxY1q4tKCWgymXC0OfYyHVxH9S6FtZWeHm5kZUVBRoaaE/cQqt0nMw3nKD\nYwbv8trcZM5p7nJyvh0ODm+TfN4cyy1epH+XyqVh18meE88F7Xn0rBR29ZhCkV4AYy4PRqtIC7dP\n3ajMrST5m2Q86x9T0khNmgReXvSr14/Igkg6dO0AQFphGlWaKmqZ18K6QwduqdVMcXamtPTWU007\nD8NhlAMVWyvIeC8DzzBPLNpYYOhh+HjF2rWplRvFyQOFxMTAoIFavN3oI74++TVNZ9hSWihk7rwH\nKKadjBB9Miuc6N1bESynTytJzWfM+IcTn5UFBw/CiBHPrGYaaErj3MYcTThCqzZt+HzrVi7duMFn\n5eWcPn6cLdu30O/XfnSRLqzdspZyszLuuv7OxwafMey1r3jttbP4+tbF1dWVb2Z+g+ltIz4gk73H\nTmBm9hFrYm24Y61FUZ0keq+Lp/JKIbb9lZjQe2L34Gvoi2OeI+f7+PFOyTVy/rhHQsIn6OnZU7vJ\nO5TGl1KZ++AgpDK3kujO0fi6qVll5kCC3CbCwZgv18wleXIyQW8E8UfcH3Tx7MKZ1DMYtjSkxeBI\ndizvi5hnomkYgWNALxbPNyEoOI/bHveYYhlJVvYB1ibpY2fmT8bx3RQbNGTMCGN8bHwemzMTE0f2\n79fh0CFrTEye833Ur6+szzNnlN916sD778Mbb0B2Nrz2Gt+9/z5v5eRA9+60bliIZUkaewM+YfLk\nySxfvrxGc3p6Sj7drMuFJOCBj/9M1vVbR/jocDrU7vDEIVhb90BlVkXEbeGbb2qRq9al6Pwdrrh7\ncuGPULycRtBB5wKvvfM5dXVgrZYP6e230qePUHD+awrctdlnOAwbXT0yo6PJyMigSZN89PXc0Nns\nTmZDe9atgxUrYOZMaLdjKr+4fc4xaUvPXlqUlcGePcr37z6GDx9O3bp1+eSTT/C08sRQ15BmvZrx\n2WcfoFFf4h3LbayN2ce7h9/gfO55jtY9h1G4Eb169OLAgQPV53WBgXDpEmyM2UiX1l24fPlydR8j\n/EcwY0ZzriXbQiksPLWQVZdW0TBLC/PAlgQ4PHBzd3Xoi95dO0ynn8dhhAMdDd7jelwbXFxuUrHp\nCnmRzcFQzRtJ/XDQ1WGplxebMzP5PjWVBcnJaDp3QqOtodbGeM4YZjJzii7JWVVMTCggK8gbr+GW\ntJ/5IUfWrSNo2jTcPD2xOHKEWKvOxHb64jkX0wP8J4U+PGTXB3THjmfwDW1O+C9lQEh9ogIa8KaD\nNwfO3cPZ/ggrV+6huZMzKaucOJaZw85XvyFaJ49mteCwaW1KY2pRf3df6q2vh5aOFklfJ2HT2xz9\nX7+DsjKYNQsAS31LSAVdX8VOfiHtAkFOQQCc9PPDOSQEfS0tSkvjnkvo2w6wJe9YHkYFRqQsScFl\n+lPUcG1tqFsXi7RrHDyomHJ/njaM64k5pMhF9jvWJnZGAqIWYnfHElblTP2O1zAwUJTA6dNh7lww\nNn5y88+NX3996gHuwzAJNMHhjgOh8aHMGDCAqvPnyXv3Xd6aNIkvvviCTw99iuQJ5knmlJWV4du0\nHrbpHhi4mtJP3Z8PPghm2bLhHJh0gKGOQzH0MMQkOBpv72XExHTitSFqPPLysP/dErPmZqCC669d\npyKzgjWX19Djag+cpjjzwylLrH5swI1xV0jbcBsfnzVo62lj1tSMglMFAFRkVHC53WUMPAzIP5lP\n4Jd1cLDqSaPl+1j9WiYLHZbQxKkJmcWZuJi5EJMZw6B6g4jpuJQ7Ovok7+oNmfakWtTm9tE2fPmN\nCd002/DTu0mp9Vc4mjpjoTef8qx86s3Yy6L+M586b61amWFm9oIn7K++qpz23sc770BGBrRowflx\n47hrbEyf998Hf39UXTrzrvobFp5rzcCBA4mJieHGjRs1mhsxQvDx2YNhqg/fpdyhgXOrJ36k7kOl\n0iI7bz4a3XwGDYAWLd4lYHAIF8pbcWLvAaxtBtBIc5ouYelcKbdjtsEfbN6mg9XQONyuxpBbXwsb\n+xF0sLRk6dKlvPnmJJKT52KZ/BYm/iZ8sNCAL79UMrmNHg2hoSq+jBtM83YGWFoqOkhAADg6Pjwm\nFStWrGDDhg2Eh4fT2aMzh24fYty4cXTooMO8j2P4IWgaJxO203CJFzrZasYEjyM/P5+rV68SHBwM\nKN/UW2lZnE4+zaiuo4iMjKw59QNdSVCZ0SNlIGdTz/LF8S+YdKKU9qNnV9cREUx/NOXW2lYUN/mR\n+Hg1n4wLAJ23SEv1YsKpWgQXmKPbviX7Kivg6FGG2duzu0EDDgCHZ83CJS2NlkFB9Dt1kKgvnbCc\ncgO3u1Wsmv8uRhd/R7+qnC5++XQ7c4YFtWvzyalT5L7+Oulpdvhril5sPfEfFvr34/AAis2iZUtU\nBtewXZJKtOk7tFwZhS6GHHnHmilT3mDKlGze7OWFxYJ6VN46xq1KKO3qgrNGF5vPWqOa/BP6tXUp\nSy7j7qq7ePifV+guy5ZVS8sLFy5gk2lDWEaY8jvtAkGOQWzNysLAyIiUtWvRaDTPLfR1zHSwfsWa\nG6NuoG2qjXnrZyQx9vODmBj09BTyTI8eWpStDOPjreuw7mFFoUaHjE0ZnJl7llBtJ4aMKAeUra9a\n/ZfK+V9D5IFp5y9g7G+MxAmFxYX4uFtQlpVFwu3bXLp0iWVblpFdJ5szH59h2ffL+Oqrr5gxYwZ9\nG84j3uc2jbIa0bbOBMzOFlO4opDAo4E4DHKguwoy71VRXAwdHC5y3ec6HT07kh+eT6PzjTBwM+Cs\n31n0dusRtC2IVH8H9PTAf3AZLJiJ6scp3FurpKQ0D1aom2XJZUS2icQkwITc0Fy8lnlh1dGCyepA\ndqoiiLNsz7Xs28TlxNGtTjeOJByhda3WmOibcD7jFB37nuDI+TGY353AuKmFePbeSoGs4RXZSW2f\n7RyIP0kfnz5Mn34eo1rezGp8Ev0nZbD5J3jYxAMKt3P1avDzY0n//rzp7Iy2lpaiKpeVMcDiCMkp\nWkRF6TN27FhWrFhRo7mKiuvY2pawftE82mtH801S0l8O4dCJ3nTptJHMMxG4uo7Ao2EsHqo86l6+\nykc7CwicZ0yDres4POc0la4eOAeUYa03Df1rBmQ3sCe+yoQAYP/+/fTta4SBgRuFazywH2lP48bQ\nqhV8/73SV0CAYnJZu1b5/bBp52HY2tqycuVKRo8eTbBDMIduHwJg+tuBOJn3IrHvao7MK6XHqXT2\nrNHw5f6DhL7+Om19fdH/cy719cG23VaaW/UkKCCI+Ph4SktLq/swNgbfWmqcLw5geIPhlJcUMiBO\nF4PmD4ImJs1NQnNHw1c3D1BVZcann26he/dI6jW+RZVaF7d615iZlox1cDCbTE3h4d3X/PnEDB5M\naloa69atY/ny5YxfGYGFdw7zPxzNuAUDqF3kT+WSHcw58h1Hbp1g0+3baHbvRmv7dsyPhHF+Qd5f\nvr9H8Z8V+vc1/fu2bKNJ05hy1ZAzvj8z6mRtDpr2Y2YbbfYVJhK5z4uWLafx008qCo/HkXVeQ3sg\ntNtQ+n5fQbSXBfndY7mQGU7CZwk4TXBEd8FsZbs8YEB1nwcOHKBf3X4cvHWQ0spSLt69SEPHRsyM\nj2exjw+W5ubcunWLkpK4ar78X8FhlAM5B3Nwme5Sw877GP4U+qCYbz//HObM1ufQx7PQNs3mgIsH\nCZ8mkHahFqWGJQzt5kFJiWLLX7SIJ2bLeiEcOwYGBtC8+V9W1THRQb+WPgP1BhJ6+4FNsUpTxZjd\nY5jbYS4uZjV3NW/3foXb5ndJNE0k5wsvihY0pf5+bww9DbHpY0O3xLromRbh6QlaITexHWZL5m+Z\nWHW1wsjDCM/5nlyee5kR4SMwNjZm9yY1Q4ZoiI0dhVOrjjQ63ow7X94h+btkzFubc2/3PSKDIzFr\nbkbOgRx8t/hi3MCYqI5RDJ4/iHLD29ycq4PaqjNLL6yip1dPxcTj0YXjiccZ6DsQi1bH+eOWD0k+\nM7kVr2HYyAi0MpfwSWZnPGybsTt2N366fQg7doB7JjYkablzLf7Tf/giHoGvL1haKja8+2jcmLRN\nm9ifl8fYh+Ns5OWhU8+Lt01+ZuG3aiZOnMj69espKnqgDWZlbadWrf5UVlrjfeYKq+6mklZe/tTu\nKythyxZt+tVXkZyyEG1tA5zd38Zz4B+0vxHFuHc7cvVOK/YtrcsvV51IStNQ3vsQ3ppIbK5WYN9t\nLMfy8ojfvp1hwwaTlfUdLpazyDuWh+1AxWT3xRewYAHk/Sm/zM2V8CHFxXDgQI1/0Rro1asXHTp0\n4NAPhzh15yRln31My2lBJKfYEdC4FSOwQKe2MM65NoY//cTBpCS6Z2WBnZ1C6Zo3Dy2Pn/AqGYye\nnh4+Pj5cuXKlRh8demgRflLFd52+Y7/t2+g0b1nNsc3cmknayjT8dvvh5u3LokUfMWTIF1RV/UpB\nyjaMDDNp0HQ3hbF3GdCwPdfT0sg+dkxJlhEfDyEh/FJRwahRo3B3d2fk5Kkc+OMDPkouQ9c0nNde\n+ZJ161Ts2epMVeQSuqwcTrl2X+ztnRSK3r59qI4de+6ldB//WaHv7u6OlpYWCQkJSkHPnngWaHPB\n5ygWX6SQbjkVq4/u0EWvHmEr0vHyOsvevTu4dWsnhUUa2rhB/vWutDuj4dCgHygyasVvsVvp2S6D\nMx7hVKWnK14xDwnigwcP0r9bf4Kcgjhw6wAX0i5wTcsFHyMjOlha0qRJEy5cuPCnpl/nuZ7DsoMl\nbp+4Yfeq3bMrPiT072PyBAOGzz7ILz8b8FukBUXmRRzVdkG76UZczV1YtEiR0X/uVv8ZVq5UaJrP\nSfA3DTSlTVEbQuMfCP3Fpxdjpm/GuEbjHqvv7amLSeIorra4Rd7BIozn76TSSbFVmzU1w7TIlLot\n9/P68FTME8zpPaE3qcsfxNkREZaVLuOe3T2setvQ8teLtMvbQWVFPu7un2HkZURgeCBpP6SRdyyP\n0julmLcyJ/dwLv6H/NF30SeqYxRus91wm+DGkCF9MTHchvX+t/k1ai0dPTpy4s4Jgt2CCbkdwuiG\nownX7MDMLIWRIwVNlyk01A/hK9VcHHQtiM2OpbiimIUzvVCr9jPIfxHxNnNIT/+VgoLzL+GFPIRH\nTTzAirQ0htnZYXHfq+voUeXjsH8/Y92PcmRPMZoKJ4KDg9m4cWP1fVlZ27G1HcCcOVrsWjWbIUZ3\nGBsbi/opSTgOHgRvb2jeegglZscoK7uDk/NkMjpVoCclnG7ahTeGL2DFu/PZuw3KrYr50v8DbNLy\nUelpyPIZg6WODr9//z1jx9bCwKAW5X/Uxbq7NTpmChGiXj3FKWvhwpp9790LLVsq+SCeiIQEFrm4\nEL7hd5xOlRFRfB2T35ZTv4kRlbP30/WDWSxcpOH1idPRtGzJwfR0uoWGQmoqTJ/Onaw4inVimPPR\nKBgwgEBDQyJDQpRd759o31OHK7qWyBmhY7IOtG0LQMH5AuKmxOG3xw9tW33S0haRllYPOzsrMjJc\n6dhBj8btz3HtXGesPoml+e+CbqNGHGjaVNlRL1xIxdixrN+yhddff51ytZp9XsEYXk/hpu444tSB\nBDgpO4puTfRZvLw1JlZtKe0Wi39DDXv2KMMUd/fnXEQP8J8V+iqVqoZdH11d9F8fT88EDYlOh5gY\n6chG/XFMmHKby3KPg7McmD59CkZGG4kScG/hwPhvdYh6/yLtvevRza0vQxMv802pE77LvmPGpEn0\nUKvZnJlJmVrNvXv3uH79Oq1bt2aQ7yAWnl6ISqXFsqxy5nso4V6DgoK4dOkMFRUZ6Ou7Pd9zaKuo\n/YUSRO2ZeILQB1g8uQd6Y7pRWirMKNIlQtuZoG7XuXtXxeLFCn37H+M5D3AfhkmgCV7pXhxJOIJa\no+Zm9k3mR8zn514/P3VHM1o9ghYHGqPR16DZNICsLIXFo9JWYdLdBJ/ScMov7ia3bS7qs2q0jbUx\na2kGwOmU06gL1TR3aE5Sby9+qOuD6ug9eGshZXHKoa1BLQMCwgPI3pONaSNTCs8VEngiEB0zHUXg\nf+yG0zgnAAYPHoyt7WayQ4IoL3dk++1wAh0DSS9Mp1JTiY2RDVoqHVr33kKD5hE41t9L66AQLlS5\n0snWVXHS0u5FTFwIWvoWfPJWU/o7+rJNbzo3boxGo3m69vzCeNhRCyhVq/kpLY2pD1O1Vq1S6Dm6\nupju+I0xTiF890ooU954g+XLlyMilJbepqIiHXPzlvTuDYaGVtgfPE+FRsOs+Pgndr1+vbIsrFq6\nogrtxp3r36L7/pcYHbEm2sWLquOBpFCGlZOGsgw93h2/nAhpg9EFc8oCHDhRBC5ZWQQENKCi4hfc\n3WeTvjYd+5H2NfqZPVvxQcvMfFC2eTMMHvzIgFJT4bvvFG2naVPMMjL49ZtvSDtrxO7mztC8OW3b\nqjh+HN566y0OHDjA6NFjiIqKwtzcHA8PD+XQ7JVX+L2/D63rjGOo9zXo149AtZrIr79WotGNHQub\nNtHKK5Pr5cakbc1Wglq1bUtZchkx/WLwWeWDSUNTJk0CQ0MzGjbcwLffzmTEiO/45Rdzho2qQ2xM\nUyrqh+Kytxi9pi3YoKWlKFibNrHX2xtfX1/q1KnD9J0xWN7V5dVhE1i3LIVeDdfUeOzJzs6Y1u2D\niXcqzd5eyKxZ0K/fdY4fb/HCy+k/K/ThEbs+oBo3jmExWuz3X4fhp0mobMdS2kXDJDsfDl2JJzMl\nmLhzGTgJqG7MJWeoGbvMlFDKXG9IlV00fQ3OEBATw5cffshwe3tW372L8+nTDP7tN/xbtUJPT49+\n9fpxJuUMpha+9LSxocGfdIugoCASEiIwMHB7Jl3zb8HFRTnNunevRrGNkQ1jugXh2TKa6HgfbLyT\nadXAlVmzYPx4qP034i09ht9+U1z9/+IA92GYBJogVwV7Y3supF1g7J6xfNr2U2pbPnlAhRcL6XW4\nkMXdt3N97HUqr1mRtaYYEUWQeQ7yxC/KD8M/DGk6pSkp36fgPNW5+gPyS+QvdIvuhss0FzZsqKRu\nl5/wCbHAfqgrl1pd4s68O2gqNeg76BNwPACzJmYEngwELbjc4TK1PqyF0wSn6vF06NCBwsIEDPUT\n0TnyBp+Hr6SnV0/239pPF88uhMaHMjpgNMUBIbgM6cgAv9eJVrthWJ5KS5cm7Li2m7Pru4HzF9ib\nDad+fehsacmuymBEvw6JiZ///ffxKOrVAysrOHUKtQiv3bhBVysrfO7zPrOzlY/2/bAZ+vpMO/QK\na2+3Imj9PspKSoiIiCArawc2Nn1RqbRRqWDuXGPW/Pw2iy2j2JKVyW/JGSQmKmSh3bsV2bp7N5w7\nBwMHa3F931gSktfh8NsHBC9LoXfefn4pCsZqnyM5lg5MnvQZNm2u4FBxHZfYMrSDOxOWl0fijh1M\nn+6HgYEreplNKEsow7KLZY1HdHNThj9vnvI7P1/ZvPTti6KUrFgB7dpBgwYKxfrzzyEtDVasoO1b\nb9Gzf0/WzV2HiNCmjcJmA+jWrRvGxsY1qJr3sTFmI2+0GkZ4nCOVg0cQsGABkX5+SgiSwEDYvBnz\nJt54q25xYl02cvU6Vb6NudLrCq7TXbHpbcPnnytnEO+/H8emTa+Rm+uCnp6ae/e2MbynHylFtqSm\nn8FlhhXtzII5duoUlfXrw+DB/LJjB2PHjmX3yWS2qXLJWeJP634rsfewZcvqPTXGqq1S4b5tJ5UB\nX7I3dwHLt61m6tT2bNw4+cXX0wux+v9FPGkoFy9elHr16tUoqwhuJSNf1ZVQ1x/l3I4U6Xn8cwn/\nUUcaqerJq/q+0t3YUMaZest6330SkZEhxl8ZS2FZoVxscVFOH/SXstpmIv361WgzubRUAvv3F/sZ\nM8TrzBmZk5AgjVe3EYPfRktSaWl1vZycHOnY0UCionr8O5PQsuUDT6OHcCfvjhgOmCwGJvuk68ph\nMn/LYXFwEMnPfwl9ajQiXl4iEREvdFt5VrmEm4bLW3+8JfWX15dWq1uJWqN+Yt2imCI5aX9SEtZn\nin7z1dJ1cTc51/CchFnskbsRZ0REpKq4SkIMQmSP9R4pvlksJ21OSlVJlXJ/eZGYf2kue/z2SEmx\nRszNC+X48enV7ZcmlsrlrpflfMB5KbhYUKP8tPtpSVmW8sRxTZw4UTp2/Fr8W+QIs8xk1Y0wqbW4\nlmyI3iC9N/WWlPwUsfjaXGotcpbIu5Hyye3bort+stzIuiH6s83FsMnvYmzlI++/f7S6zTdv3pR5\ncefk5Ek7yc8/90Jz+kx8/rlopk2TN2JjpUNkpJSpH5rrJUtEhg177JbhgytkvtsyiWzdWoYOGSIX\nLjST7OyQ6usajUjLljni6Jgmhn53hZ0nxLZVljRpopFevUSCg0V8fJTgZ9s+uyLHjT+S8Lnt5Was\nEgXw5kp/KbfQl4ONTovNiRPy69l+4nHigBw+aCCFnlpSFnFMTMLCxKNxgJw+7Sk5OWES/0n8Ex0U\nRUTu3lUcDO/cEdmwPFeWBPwi0qWLiLm5yNDZUF7wAAAgAElEQVShIrt3i5SVPfHegqIC0bLTkh9+\n+UFyc0VMTJRYhvfRunVrOXDgQPXvKxlXxGWRi6g1avH2FomOFsnPzxcjI6OaTm2VlfL24DSZZHxd\ncsctkehe0XJj3A3RaDSycqWIp6fI9esivr6lYm6+Svr3HyCbN78vZ8/WE42mSryss2XOzGFy985G\nWdo+XAzr1pOwXbskJS5OLC0tJS42Q2y3h8mM2Yny2tvrZVuIlly+dk6sra0lMTHxoXelEWtra3k/\nOloGh0yW3aFaEp+yXjSaJ8vOZ+E/LfQrKyvF1NRU7t174Hkq69dLdICjfNzeSy40PCUTr1+XbQdr\ny6+N64o5puKOnnynP0dabAmTg3EhEvxLsGTuzJRz/ufk9qpgqTLQEklPr9GPWq0WOzs7uX37tpzN\nz5fJsbFiFrJR3oo5+9iYJk+2ljNnRrz05xcRkQkTnhjZUkTEb3pv0TXOFMcFTtKkRan89NNL6vPo\nURE/v2d64D4Np1xOyf7Q/aI/R19uZN14Yp2SWyUS4Rwh6euVOW/aulBM5ljITtedcmnWcjnhuU8q\nC5V/spPdTsqlty5J3Ltxcuv9W9VtrL28VoLfC5akxUmyevVxadz4tFRWFtboR6PRyN21d+Wk3Um5\n9cEtKY4tltO1T0vykqe7KB89elT8/ALFwkLEaMxQsf/kM3H/zl2OJxwXs3lmUlFVId3WdxO3xW6i\n0Wik2bmT4rSmv3y1f7VoD+0nHeaOETCTnJwH0uV0Xp74nDkj6ekb5OzZ+qJWP1lIvTCuXZPZb74p\njc6fl4KHhZJGI+Lvr3hSP4JLl0ScndRS3LCJ/OCsJ+HHLUWtrhnOs6BA5No1kdTUBPkhZoU4HNsu\n+yJ85dat9yU4uEC2bVWLzJ8vYm8vpRsOSXjgrxJx0kGqqkolN/OIVBkg5912ymdhN8Tw+HH5/MjX\ncuIXV1Eb6ci5e/fEbNs2Wbt2mERGthONWiOn3U/X+DDXQEWFrB2wSy669ZMiHTNJatJPZPNmkaKi\n55qitnPbipmlmSQnJ0tgoMipU0p5bm6umJiYSElJSXXdjw5/JO8fel9ERAYPFvntN6W8Tp06cvXq\n1Rrt7twpEuxRLBGOERLZPlLU5WrZs0fEwUHk/Hklqu306VWiq6snlpaWkpKSIhcvNpf09E0yqnO+\nDGrym5yPfEVuz08Ug+GjZdy0afLVV1/JhHETpO3yEzJ+3UUJDBRZsdta1p8cLCIiX3zxhfTv3796\nDImJieLg4CCp6ZtlT5iljN/TS17Z+IpoNP8fRNl8GDo6OjRv3pxTp049KOzfn3p3Sjjql0Z5ShZT\n061YbPgOtT+Mo4dhIFno4Px6DM0DXQhLPEq7Wu1ImJmAx0fWOMw9R24nKyWWyUOIjIzE0tISDw8P\nmpqZsdzbm+xOg1nk2+SxMfn5WZCS8i898FPs+gAmt7Ko0q4g78gEyov1GTPmJfX5HB64T4NJoAmN\nchoR9UbUE7neZSllRHWKwv0Td+yHK3PerYMJHuUDONH/BCYmflAvhrg34wBourEpfrP9SP81HafJ\nD0wxq8+upvPxzlgMKWfdunxGj3ZCR6emh5NKpcJhpANNohXzwbm653Ce6ozLtKe7KLdp04asrDSC\nguLoX2sMGTnb8TR8h1Mpp/Cy8uJMyhk+av0RM1vPpEqEy8XltDS3YMH+7ejoajC82Bh39/ZYWj6I\nmNbMzIwqEZINX8HIyIvExBd3nnkSfjAzY2NwMAdKSzHVeci0ePEiFBYqpo9HEBgIPnW12PHGUYLb\n6aC5pIeWVs1wnqamivXIycmdSfXfYHytQObqreROmi1Rl6toudSW8o1LKT2+GYNhnTGo9MVA3YCM\njHWY27Sn2Fsfe++l9F5VxRgHB9rfCcU8swS1fz12pKZSefYUdeqcxs1tNvkR+WgZaWES+NC7E1Hs\nI2+/Dc7ODEldwNp7PahrmITl0R3KIfZzOqAM6jgIz+6ejBkzhuBgqY5Qe/jwYVq3bo2hoeGfXQqb\nYjYx1G8oAI0aKUNQ5izwMb5+69ZwOcMQndoG1N9Wn3OXtBg7FtatU/51OnaEhQu1cXJyxMrKCmdn\n5z9z6X5B2556pMW0Jy8vFOeJFjQ2asmuXXv45Zdf0Bi1JtNaGOPTENO6C7ExyGdA01UAvP/++1y+\nfJlDhw79+ZovMmaMLYm338au7h52WbxDWmEGi04veq65eRj/aaEPj9v1MTREZ/hIRt8y5qbLN6jn\npdLcqRt3zBsz4ZUrfOfTlFMDdOlnY8PRhKM0vN4QPUc9rA7MwTBdi4RBxajVpTX6eNhL7z50tLRq\nZMS6D2dnFdeuFfwrz/o0oV9SUkJM2BUcfOMoPfgJixer0NZ+Cf1lZSmcuL9J8jdpZELx5eInCvyK\nzAqiOkXhNMUJp4kPBHjnzlB2egy7HXdT8IcxvLWM/LM5pP+Wjq6lLlnbsjBvZY6hu/IPmpCbQHRa\nNP2a9OFS7AQuXuzC8OG1njomPXs96m+uT/OE5rhOd33m+LW1tRk4cCAuLluI2tEBE7t8TqxpyJ7r\nIXTx7MKh24cIdgtmYtBEooqKMFIXYHSjO7lm4Xz6emuOHTzDkCE17cQqlYph9vZszMzEy2sFd++u\noqDgwotM62PYkpnJ3Dt3CElMxG7r1poXV6+GMWOeytl9911YuNKEvLFeWO7IQv3VV8/s6zN3d2z0\nzflo46sMVoVg5dOO5A19uHRvMBcvNkGnVTx65weTnLwAELRbdUJH+zhFe7P5qtwMtf0pzG9VoNO6\nK7/fvMlU7yQMDd2wtGxHxroM7EfaK+c06ekKXadhQ8Uh0NwcTp9G9/QJan0xjk4DzJ/fc/lPdPHs\nQkZABvn5+ZSWrqgW+g9HzQU4m3oWfR39aq/a++EYlL8fF/o2NuBWW4Xqu0bEZ+nSt6/i3jNjhiLw\nv/lG0ZmMjIzw8VH+Fywtu6CjY069ZoeJK7fldrYeuWUhjApoSX5hEeoybbZ2dGFru4as+UUY8ups\nDKwnYqCrPLSBgQFLlixh6tSplJeXk529lNatkwkICKeZQ2tGObniHPgVP1366cUmCf7bNn0RkcOH\nD0vLli1rFl6+LEUOVtLtLVuJMA+VhMgcaRC+XsL26ciJDdrSJnyZZJfkislXJhLmEib5a06JmJmJ\ndO4sFy+2kJycwzWaa9WqlYSEhMjzICzMTrp3D/hbz/iXyMgQsbB4zNSyf/9+CQ4OliWr7kqnPhkv\nr79vvxV57bW/fXvWriyJ6hb1WHlFToWca3hO4j+Nf/xahYipmUa8FteV5fWXS8zxSXIrdKWctDkp\nRdeK5Jz/Ock+9CDA3Cehn8iA/gPkxqE5MmfOQund+8XNUM9CeHi4NGjQQOrUERn926eiM2a86HRd\nJ7tv7JYmPzWprrc4KUmsfv9ajJptEMOPnWTvHxWio2Mn8fGPP+P1oiJxjIiQKo3mH5t5QrOzxe7k\nSYkqLFSMx46OIvft+cXFIpaWz4yyp1aLNGmSIUePmku/5o2k0NFRZPHiZ/aZt3ad6DnnyjtfHn+o\nnUrJzg6Vy798JGH1V0h4uKnExk6Sil3rJc9fS6IGzpOTQ+bI8T0uUtzGQwp+/1209++VY+G1JCcn\nTKpKq+SE1Qkp/WGbSM+eyjofPVokLOzB8zyEv2FtFI1GI26L3WTfqX1ibW0jxsY3paJCI87OzhIb\nG1tdb+r+qfLFsS+qf2dlKeJBrRY5cOCAdOjQ4bG2J08WeecdEXd3ke+/FwkIEHn//ZrjdHNzkxEj\nHph+s7MPypkzvmKuVymzZvaV0NPBUpBbJjqvDhPrse/LsgsJUlQk0nLke7L5oMFjpjcRkVde6Skb\nN7aWzZtNZO/eNdXlxVVV4nn6tOxMT/v/y7wD0KxZMy5fvkxZWdmDwoYNMXR2xyyvhArbdZQuSqef\nS0tuGPeg3F5FPds2RCSdoGFVQ2yb22C2fBqYmMCHH2Jh0Z7c3LDqpnJzc4mOjqZNmzZ/ORa1uhSV\nKp8TJ2KpfFKQ+38KOzvF4/JuzRjZISEhdO3alWljHQjd9Rd8/+fFfQ/cp4RQfh6YBJpQGFlYo6yq\nsIro7tFYtrfE/TP3x+7R1YV2bVU01RtLaLdQtE+9QpHtVmrPq01Uxyg05RosOyrMDo1oWHNmDX2r\nOpFtvILjx6cwbNg/SRTwOFq1akVOTg79+18nL+x1DOpsp+pST86c1OPGvRtkl2QDcDwvh7y1TpTX\nW8MbrQezeOEVrK0tqf0E+lRdY2Mc9fQ4lpeHnd1QDA3rkJg454XHdqGggGHXr7Otfn38TUygbl1F\n7YyIUCps365QF58RZU9LC957bzc3bnRjwJvvMMHDQ6Hl/Pjj45XLy2HSJOJnbcVODFnXRpsTf3pM\naWnpYGXViQbD5qCdXB970zfIzNzCBZ1JmNwSyjrPo7LBH6iMCzGMvsc3ubm8Uv4HZia1sbxpSHaf\n+ZgUXMJg2w+KySY5GdasUcxST9il/J18ECqVii6eXYhTxfHZZ7PRaF5jy5bL6Ovr4+WlOFNWaarY\ncnULQxsMrb7PxkZhcSYkPND05RG/hTZtFCfIYcOUzVWXLgpd+v44S0tLSU9PryEXFG3flAbeqciZ\nqVSVnMbIVEP30e/QYugQJjdyY+OWEkYOWIpjrZmPmd40mko++USX/PwzvPOOFo0adam+ZqStzc8+\nPkyNT3zhefrPC30TExN8fX25cKHmFllrwkQ+vu3MrqaHyN6VzmSVLd/qjOc3/Q/pY+vEketH8D3l\nS+2Ai0q4BTs7aN8eS8sO5OUdrW4nNDSU4OBgDAwMHu36MZSW3sbAwB1XV3euXbv20p8VeKKJJyQk\n5DG62T/G8eOKZ2GLF+f53oe+qz5SKZTfVTjp6lI1MX1iMGlgguciz6fy9bt0AU3kSI5aHCXzkBEF\nBWexHWWETR8b3D5yQ6Wl3BeWEIZBjgFurXdjZbWJ8+f16dXrbw/3idDS0mLQoEHAZsJ2uhNgG4Dp\ntJUs+qgZLWyV0AwiQtjVUjTHu6HrcYohHlOJiDhIv35PfyfD7e3ZkJGBSqXC2/tH7t79mcLCi889\nrpslJfSKiWGVjw/BD1NpBw164Ki1erXCJ/8LeHltJySkP/XrD+LorVvc/ukn+OorJdbSfSQlKZIt\nI4N1vbYw6nV91tWvx+Br10h6SOHS0tfCoq0FZjfeRkfHHJ8W29E42aOlKUDVLBKLLDuwsmFV3A1e\nN9yG++x4GDmSjKS62H/dEY4cgdde44VtN8+Jzh6dCY0PZfLkyVhbGzN9+hC6detWvRbDEsKoZV6L\nOlY1nSvv2/Xt7e3R19cn6ZHwFD16wNKlsG8fdO0KX39d88MUERGBt7c38Q/5O6hUKtzdP8O70T5S\nr/sQVwQ3U9azoXNDdrQPQKVS8UfcJMz1DGld9+Ma/anVpVy92h8Dg3Ju3hxPdnYFTk5ONeq0t7Rk\ni6/vC8/Rf17owxPs+gBDhuB7JZ0QlwIs7CMoXJrOhFr+7JIudLC0JORSCB1rt8Fo6QzltOrdd0Gl\nwsysJUVF0VRVKRrqwYMHn1uglpYq4ReCgoI4f/4le13exyNC/86dO2RnZxMYGPhy+1m58m8f4N6H\nSqXCJNCEosgiNJUarg66ip69Ht4/ej8z5ETnznAyxJ72Hu35o+IAplVdyc0NwXuFNw6vPQgr8FPo\nT3S7Hoxj34YcPtyGXr2eMyTxC2Lw4MHs2bOZvn0F58zXqe2wn/LG98je/hmHbh/idmkpRYvt0e76\nPh7W7hzfVRtz8wP06fP0dTPEzo5d9+5Rplajr+9AnTqLnttpK628nK7R0XxVuza9H3VHHTRI0fBv\n3oTr1/mrr2BlZS5FRacICurBsmV6jB07lqV//AGhofDRR0pwm0OHFLf+QYOo2rydTTv0GTECulpZ\n8Y6LC/1iYihRq6vbtOpuRe6BfFxd3yU1dTm6bXrgds4bqMQ53IqMvDya+GdiUmqM5Ye/U3HyCnl3\nbbGd8PTAbi8L9z2rKzWVfPjhGnJzM+jRo0f19Y0xGxnWYNhj9z1s1w8ICOTkySvExip8/61bFVeW\nVauge3fFl+DR5X348GG6du1KbGxsjV2ClVVX/ANvcaWiHLV2MFHxSzHV0UFXS4uTlzLo1XwDPnXm\noVI9EMWVlXlER3dFW9scP7/dNGkSjEqlIiwsjEfRwvwZ8byehhcyBv2LeNZQtm7dKj179nz8wuuv\ny+ohdWVFsKOcMD8mhVllcjY/X5KuJ4nxTGMpHD1NZOBAEWfnGpmnL11qK/fu7ReNRiOOjo4SF/dk\n3vCjuHPnG4mLmy5Lly6ViRMnvvAzPhdWrhR5/fWHfq6UYU/gYP8jJCcrtuDc3H/c1K33bknC5wkS\nMzhGontFi7riyVz9h6HRiLi6iqw4slcaftBQrs7bJFev1nzGvNI8MfnYSP54b4Ko1RXSooXIH3/8\n4+E+ZTwacXNzk/Xro8StTrFYfm0pBpsWiHmtfLEeOVmm/ZYl2NyWBssCZNaRj8XTM1cMDWtSAJ+E\njpGRsjUjo7qPqKgekpS04Jn35FRUiN+5czLvIY72Y/D3VxL/vPPOXz7b3btrJTq6j2RlKWb0CxeS\nxcrKSgoLCxVyup2dck7wp3/IwYMiQUE152b41asy9OrV6sQwJbdL5KT9SamsKJKTJ22l6Lc5UtW/\np5zcqZIqd0dZUqe2rD/qLKlZytlZ8vfJcnXY1cfG9m+h6c9NJSwhTNLSRMzNM6SqSiMajcjdrFIx\ne7eJ7DhwT7ZsEVm6VGTWLJFx40SaNFHcAWrVEtHWrhA9vTLx9BRp1UrJTT9pksjPPz/9rKFx48YS\nHh4uNjY2kpaWVuNabGyoGBsWyNldB2VfqErKKhS68egl3eS3XXY1Eu6Uld2Vc+cays2bU0Xzp9/L\nzJkz5dVXXxVfX9/q5E4P40XF+P+Mpn/q1Ck09yMN3se4cQw+W8hP7TVYO9wme2U6Tc3M2LFkB03E\nH5P9vyv1pk2rkXna0rI9eXlhREdHY2xsTJ06zxdH5350zaCgoMfMTS8Nj2j69+35LxVLlypb7Bfw\nwH0aTAJNSJqXRGVWJb5bfNHS/eslpVL9yeKJ6Ua6aTrXT0JOzgE0mgf20F+OfEtgQkOC33uPO3d0\niYtT7vk3oFKpePXVV7l6dTM25kY0Nx1E3bJQKj+8Qu7Oz1nxngatXrMoqsrHtbgP5eVHaNOmVTUF\n8GkY/ieL534fnp4LSEr6msrKnCfWL1Gr6XXlCp0tLfmg1tMZSgwapKigz2HaUWLt9MfGRolWuXu3\ny4N4PA0awKlTior7Z0yZ9eth5Miac/Ozjw83S0r4NjkZAEMPQ3TMdSi9osHZeQop3pfRjrxGi15l\nqLWNiO6mQ7m2HU42HQHIWJvxWNiFfxP3Qy07OoKDgx1ubioMDcHDXZvK9TtY+KU1v/8ON24oFs6g\nIMW7XUtLiTv422/76NbtVW7dgpMnlY3VDz8oScqftIHNzs7m5s2bNGvWjLp16xIbG1vjupdXR8zN\n8kiPyiGz0pTQq3O5evcG7T0OUcfl++pdcWlpPJGRrbG1HUCdOkuqtf+LFy8yfPhwXF1d+f5+ONJ/\nghf6RPyL+KuheHp6SkxMTM1CjUY09erJ4Dcd5Ii3h5y0OyH5Z/Kl38B+Mn+wh+JU8gSNNjc3XM6f\nbyzz5s2TN99887nHGBnZTrKzQ6W4uFgMDQ2l7Cnegf8IeXkixsYiarVUVFSIhYWF3L179+W1X1Cg\nuD0+gXXyd1CWUibXRlyrdrB6XmzaJNKrl8iMAzNk8CuD5VxoW8nJUTxbKysLxe9DJ1ky5RMREZk7\nV9G0/k2cP39ePD095eefNdJq8GlxWegiJnuWSq1h6wT/9aL/rbs4LXSSYcPV0qzZOFn8FwwYEZG8\nykoxCw+XnIe0sxs3Jkhc3LuP1a1Qq+WV6GgZce2aqP+KupKYKDJt2l/2X1lZKOHhplJRoaQdjI0V\nsbUV2bPnsPj7+9fQMEVECgsVbTfjCQSx5NJScYqIkAN/OkrefOumJH6VKOXlWXLihKWUuZuJXLsm\nJQa6sjXETr69ul5ERIpvFEuEQ4SoK/96B/iycDzxuDRe2VhERFJTlaVeXCwyYPMAWXVx1RPv0WhE\nrK1F0tJEbt26Ja6urs/d39atW6VHD8VLf9y4cbJixYrH6vRqnSAfTv5Adp4ZKUv3OcrkX4Pkx03u\n1e+gsDBKIiKcJCXlh0fGpXjipqamSmxsrFhbWz+2k3hRMf4/oenDU+z6KhWqceP45JYza3qBmXUW\n0T2iifE+T6d7BgoP/QkarZlZU0pLY9m/f+9j/PxnoaREia5pZGSEl5fXY2FYXwrMzZU4K4mJnD17\nFnd3dxweDp/7T7F6tUIufilBe0DfWZ966+qhY/JisYg6dVKU1VGB4wgNCEX7/KtkZyvxRkJOjyFN\nXcroN98DlGCowx43w75UNG7cGBGhXr1IroU2Q1/LFIlbRt6wQvRmnMVVX5cubr3Zt1dFcvLB51o3\n5jo6dLa0ZHtWVnWZu/vnpKevobQ0sbpMRBj/Z6TLX3x8nugfUgNubrBkybProOyezMxaoqursKG8\nvZVz++Tk9pSWlhJxnwX0J3btUmLb2z2BIOZiYMCW+vV57cYNbpaUYNXNipyDOejp2WBnN4zUCTZU\nzp/PuXZq8vWdCLBXzjvS16VjN8wOLZ3/O1HT3KU5cTlx3Cu5h5OTstQrtfIJjQ+lf73+T7xHpXqQ\nSat27drk5+eTnZ39XP0dPnyYTp06AeDj4/NY4hqA1u2cuHY1gADHJtTWT6e1bSSmWitRqVTk5Z0k\nKqoTdeoswtl5Uo37kpKS0NPTw8nJCW9vb8aPH8+Mf5gi739G6NeIuPkwXnuNeqfjCDfMxLB4AcVe\n+dzTpNLwoyXwyy9K0tlHoKWlj0oVxKVLl2j3BE/GJ0GtLqGqKhsDA8Xh5//CxPPSTTtVVQpd7913\nX16bfxM2NuDpCTlxXviY+XA0Kpd793aTkfE7mw5f55X8VzCra8aVK0rwrZYt/93xqFSq6gPd10aq\nqJX9OvY6VfiYO+Pq1JayqlIMEvvQqtU19PR08Pb2fq52h9vbs+Gh0JH6+g44O08lIWFWddkH8fHE\nlpaytX59dF9iEpb7pp2H8e67sGSJFm+8MZkffvihxrV162qadh5FK3Nzvqpdmz4xMWi3MqHochGV\neZW4ur5DWlA66l3rqRijwypG0dLCAtEIGev/b007AHraerRxa8OR+CPVZbtu7KK9e3ssDS2fet/9\nw1wtLS0CAgIec9J6Gh4W+k8y7wC07q7L9cj2ZCT/iFrlxt3kBvTr1YXs7D+4erUf9eqtx87u0ZCi\nSmKnxo0bV//++OOPOX78OCdOnHiusT0J/1NC/1HNBAAbG7S6duOrzAZsbXuXe9aTaCu10I6OeaZG\ne/WqE4GBdhg9Jx1EoWvWRqVSXGGbNGny7zF46tf/d4T+jh0Kp7tZs5fX5j9A584KiWR8m/Hs0P8D\nTb4BV69PJKT8LhO7vgEoWv7QoS8hScxzYPDgwWzZsoWJE4Ur60eSXpSOWdIabFPXk1OaS/ja9tSq\ndbAGBfCv0MPamuiiIlIeoj26ur5HXl4YhYUXWZCUxL7sbPY1aIDxS3GzVqBWl5GTcxAbm741yoOD\nFU66g8M4Dhw4QEZGBqC4hpw7B717P7vd8U5OdLCwYGTiTcxamnF7y20iIuIpSXfi2hw1FcZu6Ju2\nwUhbm/wT+eiY6mDS8N+hZz4LXTy61Mj18DTWzsOoyeB5PqGfkJBAYWEhfn5+wNM1/UaNVCQX21Ka\nY0pm/CTSb+8kP389N26Mxc9vL1ZWXR67BxR7/sNC39jYmAULFjBlyhSqqqr+cnxPwv+M0K9bty4F\nBQWkpqY+fnHcOPqfyuHHukUcMc6gY4dxf6nRnj5dTJMmz+9g9WiKxH9b07938SKxsbG0atXq5bQp\nori9/we0/Pvo3FlhC74a+CpXa12lLHoM8XfGYVdsT4u+LRCBTZv+fdPOffj7+6Ovr09BwTn8PRzw\n0m1DRPxBou8cItCiPeXF+ty69fwUXwB9LS3629ry+0Pavo6OCe7us4m4/hbfp6QQ4u+Pta7uM1p5\nceTmhmJi0hA9vZq2GpUK3nsPVq40YdCgQfz888+AMs99+z6ZElteXk5MTAzbtm3jyy+/JHfOHI6d\nO8dXhUfY+NZGvvzySyKi61HQAK44fEh7KytAMe3Yv2b/3B/Il4nOnsphroiQUZTBudRzvOL9yjPv\n+asYPE/CkSNH6NSpU/Uz1q5dm/T09BppF0FJSuflUEn8zo/Q01vH0KG7SEj4iICAo5ibPz1b3cWL\nFwkKCqpRNmjQIGxtbR9Lhfm8+J8R+iqVipYtWz5Z2+/YEaPCMtqV2rOugYbedwyeqdGKCEeOXKRR\nowIqKrKeWOdRPCr0GzRoQFxcHCUlJX/reZ4JPz9Cz5+n7f9r78zjoqr3//86A4MsIwwMsiMgyMCA\nsrubK1i5XDUvlpWWXr/dLLtt/rTvt8e9tqiYmWXdh91uWXa7Gd5rpqWhGOCCIirgkgugg2wCsso+\nMHx+fxwPwjA7wxyWz/PxmIdy5izv0cN7Pue9vN7TpsHKykr3/vqQns7qrutaypmRyZPZQqW2Jjv8\nQfIH/JRbiP9cuopnfJ4BI2Bw9izrhMaONY89XIgnMTERL74IKDL+B1aWViAgsLyxFMuXN+LcuQzM\nnDnToPM+7eLSLcQDAFnCP6CqqRgHfcrgrUdjoKFwE7LU8cQTwJ07wLRpb+Af//gH2tvb8d13wPz5\ndTh9+jS+/PJLvPnmm5g3bx4CAgLg4OCAJUuWdI5ejJs1C/tkMhS8PA7THOOQmpqKd7YdQqQ0Ffs7\nxmKmWAxlsxKVP1bCdZl5QzscUgnbE3Cz6ib2/b4P8wPnw1ao/al+9Gg2DVhTo7/T7xraAViRSD8/\nP+Tl5fXYd1wMkL4/AnZ2NlAodiEi4kU9U/EAACAASURBVBTs7DQ3VxFCeqz0AfY+/fTTT/Huu+92\nPqkZhEFp3z5EH1O2bt1K1q5dq/7Nd98lN/44k4zY6kw6xo0j5McfNZ7nypUrxNfXl+TkPE7Ky/fp\nZd/166tIcXH3rHxUVBQ5w+m3mpLGRrJCICCfffKJ6c65cKFG2WY+mTOH/a9Kv5lOXF53IaK3RORe\nxT1CCCEvvUTIe++Z156rV68ST09P0tKiJO5ercTmPTti8Y4FsXetIt9++zOZPn26wedUdnQQz/R0\n8vsDieDTtbXE+fRpkn5nLzl3LoR0dLSb9DMolQpy6pQTaW4u1LjPRx+xksKTJk0iUuliIhCUEHt7\nRzJhwgTy3HPPkYSEBHLgwAFy/fp10tpVmL4LF+vqyA/uqeTiuQpCCNtjIDp5krQolaT8h3KSMzvH\npJ/LUFb+tJLszNhJJn45kRzJPaLXMZMmsWrjCoWC2NjYkAYtss5KpZI4OzuTO3fudNu+aNEikpiY\n2GP/v3+sJI+gnFy/VNhZUaUNuVxO3N3dNb7/xhtvkOeee27wVu8AWuL6APD88wj8LQfZ/h+A0bGi\n5bpwnZxmdZNk0EZzc36PYeh9FeIhNjY4xjCYo2eyUCd5eWzB8XPPmeZ8JoSL608cPRHDhcMxnZkO\n5xHOaG9nOyGfekr3OUxJSEgIxGIxzp8/g9UrrRBQvxK+lhMxc6ITzp0zLLTDIWAYPPVAluFqQwMW\nX72KfwUFYaL3UgiFEpSVfWPSz1BbmwYbm4DOogN1rFrF/rsnJOxFZOQO/PnPDqitrcLZs2fx9ddf\nY/369Vi4cCGCgoI0Pm1G2ttj+KOO+Oe3N1GpUOBkXR0m2ttjmEDAhnbMnMBVJc4/Dl9lf4X86nzM\nHjVb9wF4GOIRCoUIDg7WWqF3+fJlODk5YaRKT4WmZO6VGwLcEDjA7f7wzooqbahb5Xflb3/7WzfZ\nB30ZUE4/KioKN2/eRH19fc83vbzATJwIzxfWAa+9Bm3aw5yUsqr4mjZUwzsA+kyO4cqVK7C1tkaA\nus9pDB9/zEou6KlLbk44p88wDL5e8TU+Wsvqg//2G5uD9/c3v01ciGf1aqBoz/uwPPQdVq82TLJD\nladdXLCnrAyPXbmCjwIC8KhE8qBhaxvk8r9BqWw0mf3aQjsc9vasIvP+/SNx6tRI/PnPdkbF3sct\n8sTsLAv88do1HKuuxgyxGIoKBepO18F5saaJ5uZh1qhZuFx+GX+U/RFCC/1yJrpklruiGtrhUJfM\nrapiZ/42WVjidnKDXraoi+d3Zfjw4UhN1s9/dWVAOf1hw4YhIiICGRkZ6ndYvZpNWGpZ0TY0NCAz\nMxMzZ86ESBSGtrZ7aG0t1XpdpbIR7e3VGDasu5phTExMn6z0k5KSMCcoSONAFYOoqmJLYF5+uffn\n6gPGjGFngMjlwNTgqRjtxn6xclU7fLB06VL897//hbu7EjMm2aOp1Af+/vloamrCWCMTDGEiETyH\nDcOb3t54ussQH3v7cXBwmIKioh0msZ0QJSorf4Kzs/p69K688gortunkxP4/GIN4hhguV9rh0Mxg\nV2kpZjo6ouKHCjjPdza4d8PUONs6Y1HwIjwf8bzex3C1+uzfjXP66lb627cDS5YAkdJ2nE1W9jhG\nHV1X+oQQtJa2ourXKtxJuINrT11DpiwTp53UlLHrYEA5fUBLvT7AhnRu3NC6ok1JScG4ceMgEonA\nMAKIxdNQW6v927K5OR/W1qO6iSIBgEwmw507d9Q/efSCo0ePYs6MGaZx+p9/zpZluLv3/lx9AMOw\njVrJD6vr0NwMHDrEKvDyQWBgINzc3HDq1Cm8/z7bgp+cbFippioMwyAjMhJ/USODPGrUZhQXfwyF\nokLNkYZRV3cGVlausLXVLS3i7Q2sWAG8+KLOXTViKbLE8PHDsbPMDWs9PRElEqHsW/5DOxz74/cj\n2kPzalmVkBB2AdLUpN3pt7a2Ij09XW2fj1Qq7Sa8VlnJ6hv+3/8BEx4R4PwVQQ/p5q50tHbgftZ9\niNJF8P7ZGzmzcpA+Ih0Xwi+g+KNitN1rg9NjTpDtlWFK9RS9PxsHv1/FRjBlyhTs2KFhVcQwwIgR\nWo9XnZIlFs9ETU0KXF2f1ngM24k7usd2oVCIsWPHIjs7Wy89fn1obGxEZmYmZmzZor1TRh9aW9kR\nPw9GrvVX4uKAn39mI1AAcPgwq4fC5/cUF+LZtWs6ZDJg3rwkLF++vFfn1PSFYWMzCm5uz6Kg4B0E\nBv69V9fQJ7TTlc8/75XQKgDA6VEntCTX4ZNFgWi83gjFXUXnTISBhpUVO7bgyhW2hPf3339HW1sb\nhColtWfPnoVMJoOjY8/PKRaLYWdnh9LSUnh6euLDD1m5JB8fYPIcS2z6UoTWwlZY+1ijtawVjZca\n0XC5AQ2XGtB4qRHN+c2wGGmBSGUkHEc5wm6RHURhIli5WZmk/HXArfQnTZqEc+fOGTXEhBDSIy7L\nia9pQ10Sl8PUydy0tDRER0djeHg4q3GuUu9rEN9/z9Y7GvvsbiZmzwZSUgBOvdccsgu6iI+Px/79\n+9He3o6WlhacPHlS7aO8qfDxeRv37u1DU1PPBKC+EEJQWfmjQU7fFCX0ksckqP61mq2J/1c5XJe5\ngrEwf22+qeBCPCKRCN7e3mqbrTSFdjiCgoJw48YNVFSws4r+93/Z7ePHM7hO7HFp/hWku6bjfMh5\nFG4thKKU/aIM2hOEyTWTUba5DOdiz2Hk+pGQPCrBMPdhJut3GHBO39HRET4+Prh06ZLBx968eRPt\n7e0ICQnp3GZrK4NS2dhNC0UVdUlcDlM7/aSkJLYL18qKzWKqueH0ghB21E8/asbShIcHu6rPygJq\na9kk7qJF/No0atQo+Pr6IjU1FadPn0ZoaCicHjQd9QVCoQTe3utw+/ZbRp+jvv4CBAIb2NoaPlij\nN9jKbEHaCZpuNPEiu2Bq9EnmJicna3X6XDJ32zY2N8UV+Li6Ao4jGJCXAhB1MQqTKycjPCUcATsC\n4P68O4ZHDoeFtYXOyp3eYHR4p7q6GkuXLsWdO3fg6+uLffv2QaxGqtfX1xf29vawsLCAUChEZmZm\nrwwGHsb1tWW21cENSO76jckwDMRidrVvY6M+4dPcnAdXV/XDw2NiYvD+++8bZIc2jh49isTERPYH\nTmbZmAEqx4491DAeAHDduVeusOoZJlB97jXx8fFITEyEg4OD6SeXqcHTcy1KSj5DXV06HBwM78Tm\nQjvm7oBlGAZOjznh9lu3YeloCdFY88sumJKICHZoCvv3COTk5HQL7dXU1ODatWuYqGXqXFBQELKz\nb+LHH4HLl7u/N2GKAK/vcYTvCbb50M6O/bPr69AhR8ybNxOHD6t/n3tZGuHBjV7pJyQkIDY2Frm5\nuZg1axYSEhLU7scwDNLS0pCdnW0Shw/oqNfXwq+//qr2l1d1hKIq7EpffWJMKpWirKwMNTU1Btuj\nilwux/379xEWFsZuCA0Ffv/duJNt3w68/rppnt/NAFe6aU7ZBV3Ex8fjwIED+OWXX8zi9C0sbODn\n9z5u3VqnNdGnDja0Y1g835Q4PeqEqoNV3SafDVTCwthfu7Y29Sv9tLQ0TJo0SeuIValUiuPHb+Dp\np3uOMP7wQ2DdOmDuXFY0YNQotoS2tRUoKQFycgjy8kbi6lUZ/v53YONG4KWXgKVL2QVRWBjg6ckG\nA4xq2DeolasLUqmUlJWVEUIIuXv3LpFKpWr38/X1JZUPNLi1YYgpcrmcuLm59dAD10ZjYyMRiUSk\ntrZWzXu5JD3dU+352trukxMnbDqn2Khj6tSp5Pjx43rbooldu3aRZ5999uGGAwcIUTcxTBeXLrHT\nkPpC77+PaGhgxwiIxYToGEhlViZOnEgkEglpbzdt16wmOjqUJDMzjFRU/Neg4+rrL5MzZ3wM+p0w\nJW21beS0y2nSUjpw7jltSKXsr1FFRQURi8Xd/l3XrFlDPvjgA63Hnz17iwgEI0lJieHXlsvlxMPD\nQ+d+HR2ENDebUU+/vLwcrg/qjV1dXTVqQDAMg9mzZyM6OrpT3Km3+Pj4QCAQGNSNlpaWhsjISDio\nmSlpYxMAhmHQ3NxTL6O5+RZsbPx7lGt2xVRx/c54PoeaIel68dFHbF3+sGG9tslc2NkBMTFs1a2O\ngVRmZdWqVXjiiSdgYUIFTG0wjAD+/ttw+/YGdHQo9D6Ok1HmQ9wMACwdLDGxeCKGuQ+ce04bXFx/\nxIgRsLOzQ0FBQed7upK4APD99z5gmAo4OBjedKdvPJ9hWCE3Q9EaEYqNjUVZWVmP7Zs2bVK5OKPx\nZktPT4e7uzvu3buH2NhYBAUFYerUqWr33bhxY+ffp0+frlHrnmGYzri+v54tm6qlmqrn4+L6trbd\npQ+0JXE5oqOjceDAAb3s0ERbWxvS0tLwxRdfPNzo58cqQN2/zz7/6UNpKXDwIHDrVq/s4YOEBJ0V\nt2Zn1apVWLlypVmv6eQUC2trf5SWfgEvL/2a6ior92P0aONUF02FPqMyBwqc01+x4qHMsp+fHwoL\nC1FVVfUwBKuG0lLgu+8sMHp0APLy8hAeHm7QtVU19FVJS0tDWlqaQefshuEPHyxSqbRzjF9paanG\n8E5XNm7cSD78UP1gaENN2blzJ1m9erXe+wcEBJCcHM0CUKWlX5OrV+N7bC8o2ETy8/+f1nPfvHmT\n+Pr66m2LOk6cOEGioqJ6vhEVRcjZs/qf6K23WKUyyoCmvv4SOX3albS19QxHqtLYeJOkp7tpDUFS\nDCM5mZ09Twghb7/9Nnn77bcJIYTs3r2bxMf39BNdWbuWkNdeI2TJkiVk7969Bl87NjaW/Pzzz3rv\nb6jvNPqrecGCBdjzIMW9Z88eLFy4sMc+TU1Nnd2qjY2NOHbsGMaYqGZca2euCvn5+WhsbNTaQs/V\n6xOVBJq2JC5HQEAAampqcO+efjLN6tA4MMWQEE9jI/DPfwKvvmq0HZT+gUg0FhLJYygs/EDnvvfu\n/Qhn50VaQ5AUw4iIAHJygI6O7slcXaGd4mJ2uPz69ZoHqmiDaJBTNiVG3yUbNmxAcnIyAgMDkZKS\ngg0bNgAASktLMXfuXABAWVkZpk6divDwcIwfPx7z5s1DXJz6CTGGMmbMGBQXF6OyslLnvlzVjrZ4\np7W1DywshqOxsXu1jKZu3K4IBAJERUXh4sWL+hmvhh7xfA5DnP7XX7OjkQJ0t+BT+j++vu+htPRz\ntLQUa92vsnK/Xlo7FP2RSNhx1bdvPyzbJITodPpbtrAKpq6umtU2tXHnzh1YW1vDvQ/b0Y2u03dy\ncsLx48d7bPfw8MDhw4cBsA0uOTk5xlunBUtLS0yYMAFnzpzBAh2DQZKSkrBixQqd52Tj+ikQiUI7\nt2nrxu0Kl8w1prSvoqICt27dUl/3GxICJCXpPolSCezYAXz7rcHXp/RPrK294OHxAgoK/oqgoN1q\n92lpKURzsxxi8TQzWzf44WSWlyzxRWNjI1JTUyESieCnYQRrURFbcswt7qVSKbZv327QNXXF803B\ngH4e1Kdev6WlBadOnUKsHk1KbL3+Q0mG9vb7UCrrYWXlofPY3lTwJCcnY8aMGT30PQDov9I/eJDN\ngvb1BHGKWRk5cj2qqg6joeGy2vfZ0M4CCASmHbdIeSjHwDAMwsPDsW3bNq2r/M2bWaFflwcTKqVS\nKXJzc9HR0aH3Nfs6tAMMAqevK65/8uRJjB07Vq0wkirsSv8ECGFFYJqb8zvLOXXRG6evdQC6lxer\nv6MrX8DNvx0gzVgU/bC0dICPz9u4fXu92vdpaKfvUJVjSEpK0uj079wB9u1jm6447O3t4eDggOJi\n7eG5rujS0DcFA9rpjx8/Hjk5OT2GEHdFUxeuOoYNc4eVlSsaGlhdH32SuBy+vr5oaWnB3bt39dqf\no6OjQ7vTZxjdnbkZGWydGN+CNZQ+wcPjBTQ356O6uns4tbW1DA0NV+DkNDCkNgYanNMnhHX6DMNg\nxowZavfdtAl44QXAWWVuDCe8pg/mSOICA9zp29nZQSaTaV1ha6vPVwcntQxwK33d8XyAfQQ0ZrV/\n6dIlODg4aIwTAtDt9LdvZyt2jBHioPR7BAIr+Pltwe3b60DIw1BBZeVPkEgeh0AwOBqi+hteXmz1\nzt27bFThySefhLOqVwerv79/v3ptQ0OSuQUFBbC2toabW99KWQxopw9oj+vL5XLU1NQgwgDBMq5J\nC2Ard/RJ4nIY4/SPHj2q+0lEW1xfLgdSU9nZd5RBy4gRT0AgsEZ5+b87t9HQTt/CMA/j+n5+fvj+\n++/V7rdpE7BmDVvxo4ohZZvmWOUDg8Tpa4rrc2WQAoH+H1Msno66utPo6GjTqxu3K8Y6fY2hHQ5t\nTv/jj9kaseHDDbouZWDBMAxGjdoGufxtKJUtaGurxv375yCR6P8USzGcrnF9ddy+Dfz0E6ttqA5D\nVvrmiOcDg8DpT548Genp6Woz5JyUsiFYWTnD2toX9fUXDYrpAw+dvmqDlybq6+tx4cIFjXITnXBO\nX/W8NTXAv/4FrF2rt42UgYtYPAXDh0eipGQnKisPwdFxNiws+t+w+8GELqf//vusAqamOhG60u8D\n3NzcIJFIcO3atW7bW1tbkZaWpleppiqOjjNRWXkASmUTrKz0b5Lw9PQEwzB6Z+tTU1Mxbtw42GmZ\n6QuALcW0smKTtV354gtWn1XN3FXK4GTUqAQUFn6AsrKvaGjHDHC1+urIz2dnOb/2mubjR44cierq\nap1ztAkhZqnRBwaB0wfUx/VPnz6N4OBgtYkXXYjFM1BW9o3e5ZocDMMgJiYG58+f12t/veL5HKoh\nHoUC+PTTATEZi2I6bG2lcHGJfxDamce3OYOegAB2sHl1dc/33nsPeOUV7QN/BAIBRo8ejdzcXK3X\nKSgogI2NTZ8ncYFB5PRV4/rGhHY4HBweQVtbpUFJXA5D4vp6xfM5QkK6O/3EREAqBQxU8KMMfHx9\n30Vg4BcQCvvBeLFBjkDADi1RFRbIzQWOHAH+8hfd59CnbNNc8XxgkDj9yZMn93D6htTnqyIUijF8\neKRBSVwOfZ1+fn4+mpqa9Beg67rSJ+RhMxZlyGFl5Qx39+f4NmPIoC7E8957rMNXM56jB/okc80V\nzwcGidMPCgpCfX09SkpKAABFRUUoKyvr1Tenp+crcHIy/EkhKipKr2Tu0aNHERcXp3/4qKvTT0lh\nZ7mZYYQfhTLU4co2OW7cAI4eZUM7+qBPMtdc8XxgkDh9hmE6q3gANrQTFxfXq2lHbm7PQixWP+xF\n+3FusLOzg1wu17qfQfF8gA3vXLvGdotw828NKEWlUCjGoVrB8+67bPJW37lGulb65urE5Rg0XqNr\nXN/QLlxTExMTozXEo1AocOLECcMqixwc2O6PI0fYO/Dpp01gKYVC0YVMBhQUAE1N7Lrrt9/YaaT6\nEhgYiLy8PI3CawUFBbC1tTVLEhcYRE6fi+u3tbUhJSVF/wRpHxAdHa21gic9PR1SqRQSdS182ggN\nZe+2NWuMG45JoVAMxsoKCA4GLl9mV/mvv25YL6RIJIJEIkFhYaHa9825ygcGkdOPiorCzZs3cfTo\nUQQEBMCF0zflAV3JXIOqdroSGgpUVAAvvtgL6ygUiqFERLCjKtLS2GYsQ9EW1zdnPB8YRE5/2LBh\niIqKwsaNG3kN7QDsF1BWVpbGxzmD4/kcc+cCf/1rTyk/CoXSp0REALt2AW++CYhEhh+vrWyTrvR7\nwZQpU3Dx4kWjSzVNhUQigUQiQV5eXo/3ysrKUFBQgPHjxxt+4mnTgAdjKSkUivmYMAHw8DD+IVtT\nMtfcSVxgkDn9yZMnQywWG+dQTYymEM+xY8cwc+ZMWFIZZAplwBAVBdy6BehSTNGEpvCOuZO4wCBz\n+nFxcTh8+HC/cKiaKniMjudTKBRe6U3thKaVvrnj+cAgc/pCoRCT+smMWHUVPB0dHUhOTqZOn0IZ\nYnh6eqKurg51dXXdtps7tAMMMqffn4iMjEROTg7a29s7t2VnZ0MikcDHx4dHyygUirkRCASQSqU9\nVvvm1NzptMWsVxtCODg4wNPTs1scjxvqQqFQhh6qTp+PJC5AnX6foprMpfF8CmXoolq2KZfLYWtr\nC1dXV7PaQZ1+H9I1mXv//n1kZ2dj2rRpPFtFoVD4QDWZy8cqH6BOv0/pmsxNSUnBxIkTYWtry7NV\nFAqFD1TLNvmI5wPU6fcp4eHhuHr1KhQKBY3nUyhDnMDAQNy6dQtKpRIAXekPSkQiEfz8/HD16lXj\npRcoFMqgwNbWFi4uLigoKOAtiQsA/HcxDXKio6Oxd+9etLW1QSaT8W0OhULhES6ZyzAML0lcgDr9\nPic6OhobNmzA0qVLDRqyTqFQBh9c2WZTUxMv8XyAOv0+JyYmBo2NjTSeT6FQEBQUhJycHFRUVPAS\n2gFoTL/PCQsLg7OzM2bPns23KRQKhWe4sk0+NHc4GKJrgreZYBhG5zDxgUpbWxuEQiHfZlAoFJ4p\nKSlBREQE2tvbcf36dZPE9A31ndTpUygUipkghMDe3h5isRhFRUUmOaehvpPG9CkUCsVMMAwDqVQK\nLy8v3mygTp9CoVDMSHBwMAIDA3m7Pg3vUCgUihkpLi6GSCSCWCw2yfloTJ9CoVCGEIb6TlqySaFQ\nKEMI6vQpFAplCEGdPoVCoQwhqNOnUCiUIQR1+hQKhTKEoE6fQqFQhhDU6VMoFMoQgjp9CoVCGUIY\n7fT/85//ICQkBBYWFsjKytK4X1JSEoKCgjB69Ghs3brV2MtRKBQKxQQY7fTHjBmDAwcO4JFHHtG4\nj1KpxMsvv4ykpCRcu3YNe/fuxfXr1429pNlJS0vj24QeUJv0pz/aRW3SD2pT32G00w8KCtIpGpSZ\nmYmAgAD4+vpCKBTiySefxMGDB429pNnpj//J1Cb96Y92UZv0g9rUd/RpTL+kpATe3t6dP3t5eaGk\npKQvL0mhUCgULWiVVo6NjUVZWVmP7Zs3b8b8+fN1npwOAqdQKJR+Bukl06dPJxcvXlT73tmzZ8mc\nOXM6f968eTNJSEhQu6+/vz8BQF/0RV/0RV8GvPz9/Q3y2SYZokI0yHpGR0cjLy8PBQUF8PDwQGJi\nIvbu3at23/z8fFOYQqFQKBQtGB3TP3DgALy9vZGRkYG5c+fiscceAwCUlpZi7ty5AABLS0t89tln\nmDNnDmQyGZYuXYrg4GDTWE6hUCgUg+k3Q1QoFAqF0vfw3pHbH5u3ioqKMGPGDISEhCA0NBQ7d+7k\n2yQAbN9DRESEXkl0c1FbW4slS5YgODgYMpkMGRkZfJuELVu2ICQkBGPGjMGyZcvQ2tpqdhtWrlwJ\nV1dXjBkzpnNbdXU1YmNjERgYiLi4ONTW1vYLu9atW4fg4GCEhYVh8eLFqKur490mju3bt0MgEKC6\nurpf2PTpp58iODgYoaGhWL9+Pe82ZWZmYty4cYiIiEBMTAzOnz+v+0QGZQBMTHt7O/H39ydyuZwo\nFAoSFhZGrl27xqdJhBBC7t69S7KzswkhhNTX15PAwMB+Ydf27dvJsmXLyPz58/k2pZPly5eTr776\nihBCSFtbG6mtreXVHrlcTvz8/EhLSwshhJD4+HjyzTffmN2OkydPkqysLBIaGtq5bd26dWTr1q2E\nEEISEhLI+vXr+4Vdx44dI0qlkhBCyPr1681ulzqbCCGksLCQzJkzh/j6+pKqqirebUpJSSGzZ88m\nCoWCEEJIRUUF7zZNmzaNJCUlEUIIOXLkCJk+fbrO8/C60u+vzVtubm4IDw8HAIhEIgQHB6O0tJRX\nm4qLi3HkyBH86U9/6jezhOvq6nDq1CmsXLkSAJvDcXBw4NUme3t7CIVCNDU1ob29HU1NTfD09DS7\nHVOnToWjo2O3bYcOHcKKFSsAACtWrMBPP/3UL+yKjY2FQMC6gvHjx6O4uJh3mwDg9ddfxwcffGBW\nWzjU2bRr1y689dZbEAqFAIARI0bwbpO7u3vnk1ltba1e9zqvTn8gNG8VFBQgOzsb48eP59WO1157\nDdu2bev85ewPyOVyjBgxAs8//zwiIyOxevVqNDU18WqTk5MT3njjDYwcORIeHh4Qi8WYPXs2rzZx\nlJeXw9XVFQDg6uqK8vJyni3qye7du/H444/zbQYOHjwILy8vjB07lm9TOsnLy8PJkycxYcIETJ8+\nHRcuXODbJCQkJHTe7+vWrcOWLVt0HsOrB+nvzVsNDQ1YsmQJPvnkE4hEIt7s+OWXX+Di4oKIiIh+\ns8oHgPb2dmRlZWHNmjXIysqCnZ0dEhISeLXp1q1b+Pjjj1FQUIDS0lI0NDTg3//+N682qYNhmH53\n/2/atAlWVlZYtmwZr3Y0NTVh8+bNeOeddzq39Yf7vr29HTU1NcjIyMC2bdsQHx/Pt0lYtWoVdu7c\nicLCQuzYsaPzqVsbvDp9T09PFBUVdf5cVFQELy8vHi16SFtbG5544gk888wzWLhwIa+2nDlzBocO\nHYKfnx+eeuoppKSkYPny5bzaBLBPZl5eXoiJiQEALFmyRKviqjm4cOECJk2aBIlEAktLSyxevBhn\nzpzh1SYOV1fXzg73u3fvwsXFhWeLHvLNN9/gyJEj/eIL8tatWygoKEBYWBj8/PxQXFyMqKgoVFRU\n8GqXl5cXFi9eDACIiYmBQCBAVVUVrzZlZmZi0aJFANjfv8zMTJ3H8Or0uzZvKRQKJCYmYsGCBXya\nBIBdVaxatQoymQyvvvoq3+Zg8+bNKCoqglwuxw8//ICZM2fi22+/5dssuLm5wdvbG7m5uQCA48eP\nIyQkhFebgoKCkJGRgebmZhBCcPz4cchkMl5t4liwYAH27NkDANizZw/viwmOpKQkbNu2DQcPHoS1\ntTXf5mDMmDEoLy+HXC6HXC6Hl5cXsrKyeP+SXLhwIVJSUgAAubm5UCgUkEgkvNoUEBCAEydOAABS\nUlJ0imAC4Ld6hxA24xwYGEj8mxisuQAAARpJREFU/f3J5s2b+TaHEELIqVOnCMMwJCwsjISHh5Pw\n8HDy66+/8m0WIYSQtLS0flW9k5OTQ6Kjo8nYsWPJokWLeK/eIYSQrVu3EplMRkJDQ8ny5cs7qy3M\nyZNPPknc3d2JUCgkXl5eZPfu3aSqqorMmjWLjB49msTGxpKamhre7frqq69IQEAAGTlyZOe9/uKL\nL/Jik5WVVee/VVf8/PzMXr2jziaFQkGeeeYZEhoaSiIjI0lqaiovNnW9p86fP0/GjRtHwsLCyIQJ\nE0hWVpbO89DmLAqFQhlC9J9SEAqFQqH0OdTpUygUyhCCOn0KhUIZQlCnT6FQKEMI6vQpFAplCEGd\nPoVCoQwhqNOnUCiUIQR1+hQKhTKE+P9AyyujOGPE4gAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6c84bd34d0>"
       ]
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Perform Clustering"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def cluster_data(data, n_clusters=8, normalize_data=False):\n",
      "    if normalize_data:\n",
      "        data = normalize(data.values, norm='l2', axis=1, copy=True)\n",
      "    cluster_model = KMeans(n_clusters=n_clusters)\n",
      "    prediction = cluster_model.fit_predict(data)\n",
      "    return prediction, cluster_model, data\n",
      "\n",
      "prediction, model, data = cluster_data(clustering_data, n_clusters=8, normalize_data=True)\n",
      "print \"Cluster Count: %s\" % len(np.unique(prediction))\n",
      "clustering_data[\"Cluster\"] = prediction\n",
      "clustering_data"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Cluster Count: 8\n"
       ]
      },
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th>n_date</th>\n",
        "      <th>735456</th>\n",
        "      <th>735457</th>\n",
        "      <th>735458</th>\n",
        "      <th>735459</th>\n",
        "      <th>735460</th>\n",
        "      <th>735463</th>\n",
        "      <th>735464</th>\n",
        "      <th>735465</th>\n",
        "      <th>735466</th>\n",
        "      <th>735467</th>\n",
        "      <th>735470</th>\n",
        "      <th>735471</th>\n",
        "      <th>735472</th>\n",
        "      <th>735473</th>\n",
        "      <th>735474</th>\n",
        "      <th>735478</th>\n",
        "      <th>735479</th>\n",
        "      <th>735480</th>\n",
        "      <th>735481</th>\n",
        "      <th>Cluster</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>symbol</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>AAPL</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.005373</td>\n",
        "      <td> 0.007091</td>\n",
        "      <td> 0.004625</td>\n",
        "      <td> 0.003959</td>\n",
        "      <td> 0.011737</td>\n",
        "      <td> 0.013376</td>\n",
        "      <td> 0.003581</td>\n",
        "      <td> 0.000066</td>\n",
        "      <td> 0.004456</td>\n",
        "      <td> 0.006590</td>\n",
        "      <td>-0.005738</td>\n",
        "      <td> 0.007040</td>\n",
        "      <td> 0.003881</td>\n",
        "      <td> 0.003283</td>\n",
        "      <td> 0.006973</td>\n",
        "      <td>-0.030061</td>\n",
        "      <td>-0.015946</td>\n",
        "      <td> 0.002258</td>\n",
        "      <td> 3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ADBE</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.002185</td>\n",
        "      <td> 0.010283</td>\n",
        "      <td> 0.007582</td>\n",
        "      <td> 0.004037</td>\n",
        "      <td> 0.009363</td>\n",
        "      <td> 0.012268</td>\n",
        "      <td>-0.006643</td>\n",
        "      <td> 0.003217</td>\n",
        "      <td> 0.006578</td>\n",
        "      <td> 0.000648</td>\n",
        "      <td>-0.003437</td>\n",
        "      <td>-0.001256</td>\n",
        "      <td>-0.004954</td>\n",
        "      <td> 0.006732</td>\n",
        "      <td> 0.005219</td>\n",
        "      <td> 0.003177</td>\n",
        "      <td> 0.003212</td>\n",
        "      <td> 0.003430</td>\n",
        "      <td> 3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ADSK</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.004898</td>\n",
        "      <td> 0.017504</td>\n",
        "      <td> 0.013646</td>\n",
        "      <td>-0.033605</td>\n",
        "      <td>-0.015570</td>\n",
        "      <td> 0.004711</td>\n",
        "      <td>-0.004108</td>\n",
        "      <td> 0.003350</td>\n",
        "      <td>-0.002924</td>\n",
        "      <td>-0.001059</td>\n",
        "      <td> 0.010964</td>\n",
        "      <td>-0.002099</td>\n",
        "      <td>-0.002661</td>\n",
        "      <td>-0.000619</td>\n",
        "      <td>-0.007361</td>\n",
        "      <td> 0.011897</td>\n",
        "      <td> 0.007039</td>\n",
        "      <td>-0.006158</td>\n",
        "      <td> 4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>AMZN</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.002078</td>\n",
        "      <td> 0.026988</td>\n",
        "      <td> 0.009929</td>\n",
        "      <td> 0.002949</td>\n",
        "      <td> 0.009095</td>\n",
        "      <td>-0.002142</td>\n",
        "      <td> 0.002989</td>\n",
        "      <td>-0.005231</td>\n",
        "      <td>-0.005269</td>\n",
        "      <td> 0.007005</td>\n",
        "      <td> 0.016890</td>\n",
        "      <td> 0.010134</td>\n",
        "      <td>-0.010366</td>\n",
        "      <td>-0.002032</td>\n",
        "      <td> 0.003425</td>\n",
        "      <td>-0.002177</td>\n",
        "      <td> 0.018375</td>\n",
        "      <td>-0.003090</td>\n",
        "      <td> 1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>BBRY</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.006726</td>\n",
        "      <td>-0.002840</td>\n",
        "      <td> 0.009494</td>\n",
        "      <td> 0.010783</td>\n",
        "      <td> 0.014736</td>\n",
        "      <td> 0.009504</td>\n",
        "      <td> 0.027402</td>\n",
        "      <td>-0.013043</td>\n",
        "      <td>-0.004030</td>\n",
        "      <td> 0.007333</td>\n",
        "      <td> 0.003322</td>\n",
        "      <td> 0.018265</td>\n",
        "      <td> 0.001628</td>\n",
        "      <td> 0.000651</td>\n",
        "      <td> 0.012849</td>\n",
        "      <td> 0.032027</td>\n",
        "      <td>-0.009733</td>\n",
        "      <td>-0.009189</td>\n",
        "      <td> 6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>BKS</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.004016</td>\n",
        "      <td> 0.001040</td>\n",
        "      <td> 0.009566</td>\n",
        "      <td>-0.002360</td>\n",
        "      <td> 0.014967</td>\n",
        "      <td> 0.008071</td>\n",
        "      <td>-0.018048</td>\n",
        "      <td>-0.007093</td>\n",
        "      <td> 0.002947</td>\n",
        "      <td>-0.008769</td>\n",
        "      <td> 0.013200</td>\n",
        "      <td> 0.027528</td>\n",
        "      <td> 0.008626</td>\n",
        "      <td> 0.001553</td>\n",
        "      <td>-0.010558</td>\n",
        "      <td> 0.016419</td>\n",
        "      <td> 0.002240</td>\n",
        "      <td>-0.004501</td>\n",
        "      <td> 2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>BP</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.001125</td>\n",
        "      <td>-0.005802</td>\n",
        "      <td> 0.005278</td>\n",
        "      <td>-0.000775</td>\n",
        "      <td> 0.009557</td>\n",
        "      <td> 0.007821</td>\n",
        "      <td>-0.000138</td>\n",
        "      <td> 0.001797</td>\n",
        "      <td>-0.001661</td>\n",
        "      <td> 0.006054</td>\n",
        "      <td>-0.004214</td>\n",
        "      <td> 0.002206</td>\n",
        "      <td>-0.007850</td>\n",
        "      <td>-0.002996</td>\n",
        "      <td>-0.011132</td>\n",
        "      <td> 0.010251</td>\n",
        "      <td>-0.041773</td>\n",
        "      <td>-0.001601</td>\n",
        "      <td> 0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>CAJ</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.002323</td>\n",
        "      <td> 0.003221</td>\n",
        "      <td> 0.004908</td>\n",
        "      <td> 0.000501</td>\n",
        "      <td>-0.000501</td>\n",
        "      <td> 0.001900</td>\n",
        "      <td>-0.008164</td>\n",
        "      <td>-0.000403</td>\n",
        "      <td>-0.007006</td>\n",
        "      <td>-0.000102</td>\n",
        "      <td> 0.003441</td>\n",
        "      <td>-0.002638</td>\n",
        "      <td> 0.000608</td>\n",
        "      <td>-0.004584</td>\n",
        "      <td> 0.003351</td>\n",
        "      <td> 0.003541</td>\n",
        "      <td> 0.006134</td>\n",
        "      <td>-0.002217</td>\n",
        "      <td> 1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>CAT</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.001084</td>\n",
        "      <td> 0.004349</td>\n",
        "      <td> 0.005242</td>\n",
        "      <td> 0.002017</td>\n",
        "      <td> 0.009583</td>\n",
        "      <td> 0.004691</td>\n",
        "      <td> 0.003653</td>\n",
        "      <td> 0.003178</td>\n",
        "      <td>-0.007492</td>\n",
        "      <td> 0.007283</td>\n",
        "      <td> 0.002002</td>\n",
        "      <td> 0.002672</td>\n",
        "      <td>-0.000861</td>\n",
        "      <td> 0.003523</td>\n",
        "      <td> 0.003237</td>\n",
        "      <td>-0.004016</td>\n",
        "      <td> 0.000919</td>\n",
        "      <td>-0.001718</td>\n",
        "      <td> 6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>CBS</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.010617</td>\n",
        "      <td>-0.002817</td>\n",
        "      <td> 0.003984</td>\n",
        "      <td> 0.007462</td>\n",
        "      <td> 0.008284</td>\n",
        "      <td> 0.004180</td>\n",
        "      <td>-0.002702</td>\n",
        "      <td>-0.001215</td>\n",
        "      <td> 0.002478</td>\n",
        "      <td> 0.004387</td>\n",
        "      <td>-0.009521</td>\n",
        "      <td> 0.002485</td>\n",
        "      <td>-0.009082</td>\n",
        "      <td>-0.007353</td>\n",
        "      <td>-0.005758</td>\n",
        "      <td>-0.006992</td>\n",
        "      <td> 0.011908</td>\n",
        "      <td>-0.002816</td>\n",
        "      <td> 5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>CMCSA</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.000310</td>\n",
        "      <td> 0.005419</td>\n",
        "      <td> 0.002886</td>\n",
        "      <td> 0.004888</td>\n",
        "      <td> 0.003895</td>\n",
        "      <td>-0.003114</td>\n",
        "      <td>-0.000366</td>\n",
        "      <td>-0.000733</td>\n",
        "      <td>-0.005716</td>\n",
        "      <td> 0.005441</td>\n",
        "      <td> 0.000367</td>\n",
        "      <td> 0.001099</td>\n",
        "      <td>-0.002202</td>\n",
        "      <td> 0.003779</td>\n",
        "      <td> 0.000122</td>\n",
        "      <td> 0.002674</td>\n",
        "      <td> 0.003392</td>\n",
        "      <td> 0.007574</td>\n",
        "      <td> 3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>CRM</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.029861</td>\n",
        "      <td>-0.004338</td>\n",
        "      <td> 0.006434</td>\n",
        "      <td> 0.003858</td>\n",
        "      <td> 0.013566</td>\n",
        "      <td> 0.010267</td>\n",
        "      <td> 0.005979</td>\n",
        "      <td> 0.006361</td>\n",
        "      <td> 0.066805</td>\n",
        "      <td>-0.006311</td>\n",
        "      <td> 0.002361</td>\n",
        "      <td> 0.009025</td>\n",
        "      <td>-0.025011</td>\n",
        "      <td> 0.010118</td>\n",
        "      <td> 0.012062</td>\n",
        "      <td>-0.004713</td>\n",
        "      <td>-0.002418</td>\n",
        "      <td> 0.003642</td>\n",
        "      <td> 5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>CSC</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.003303</td>\n",
        "      <td> 0.002547</td>\n",
        "      <td> 0.006370</td>\n",
        "      <td> 0.002154</td>\n",
        "      <td> 0.010804</td>\n",
        "      <td> 0.004196</td>\n",
        "      <td> 0.002791</td>\n",
        "      <td> 0.006711</td>\n",
        "      <td>-0.004814</td>\n",
        "      <td>-0.001434</td>\n",
        "      <td> 0.000394</td>\n",
        "      <td> 0.004502</td>\n",
        "      <td>-0.004918</td>\n",
        "      <td>-0.000559</td>\n",
        "      <td> 0.006930</td>\n",
        "      <td> 0.002213</td>\n",
        "      <td>-0.002162</td>\n",
        "      <td> 0.000166</td>\n",
        "      <td> 6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>CSCO</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.002519</td>\n",
        "      <td>-0.000265</td>\n",
        "      <td>-0.021680</td>\n",
        "      <td>-0.005998</td>\n",
        "      <td> 0.004883</td>\n",
        "      <td> 0.002841</td>\n",
        "      <td> 0.000676</td>\n",
        "      <td> 0.007246</td>\n",
        "      <td>-0.003501</td>\n",
        "      <td>-0.000404</td>\n",
        "      <td> 0.002419</td>\n",
        "      <td>-0.000538</td>\n",
        "      <td> 0.000269</td>\n",
        "      <td> 0.004683</td>\n",
        "      <td>-0.001474</td>\n",
        "      <td> 0.006126</td>\n",
        "      <td>-0.002804</td>\n",
        "      <td> 0.000667</td>\n",
        "      <td> 0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>CTXS</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.004566</td>\n",
        "      <td> 0.005074</td>\n",
        "      <td> 0.001158</td>\n",
        "      <td>-0.001741</td>\n",
        "      <td> 0.009672</td>\n",
        "      <td>-0.001151</td>\n",
        "      <td>-0.000288</td>\n",
        "      <td> 0.004345</td>\n",
        "      <td> 0.006168</td>\n",
        "      <td>-0.003571</td>\n",
        "      <td>-0.000286</td>\n",
        "      <td>-0.002100</td>\n",
        "      <td>-0.004555</td>\n",
        "      <td> 0.009922</td>\n",
        "      <td> 0.005148</td>\n",
        "      <td> 0.001368</td>\n",
        "      <td> 0.000801</td>\n",
        "      <td> 0.001553</td>\n",
        "      <td> 5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>CVX</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.008605</td>\n",
        "      <td> 0.005390</td>\n",
        "      <td>-0.003951</td>\n",
        "      <td> 0.001565</td>\n",
        "      <td>-0.000132</td>\n",
        "      <td> 0.008799</td>\n",
        "      <td>-0.000026</td>\n",
        "      <td> 0.003705</td>\n",
        "      <td>-0.005799</td>\n",
        "      <td> 0.005766</td>\n",
        "      <td> 0.004183</td>\n",
        "      <td> 0.001945</td>\n",
        "      <td> 0.000648</td>\n",
        "      <td> 0.004078</td>\n",
        "      <td>-0.009115</td>\n",
        "      <td> 0.001119</td>\n",
        "      <td>-0.007733</td>\n",
        "      <td>-0.001207</td>\n",
        "      <td> 0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>DIS</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.003517</td>\n",
        "      <td> 0.005172</td>\n",
        "      <td> 0.008895</td>\n",
        "      <td> 0.007890</td>\n",
        "      <td> 0.009188</td>\n",
        "      <td> 0.000370</td>\n",
        "      <td>-0.001706</td>\n",
        "      <td> 0.004910</td>\n",
        "      <td> 0.002284</td>\n",
        "      <td> 0.001140</td>\n",
        "      <td>-0.004397</td>\n",
        "      <td> 0.000480</td>\n",
        "      <td>-0.000296</td>\n",
        "      <td>-0.004043</td>\n",
        "      <td> 0.008423</td>\n",
        "      <td> 0.003263</td>\n",
        "      <td>-0.005233</td>\n",
        "      <td> 0.002316</td>\n",
        "      <td> 6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>EBAY</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.009406</td>\n",
        "      <td>-0.012296</td>\n",
        "      <td> 0.001951</td>\n",
        "      <td>-0.001892</td>\n",
        "      <td> 0.003080</td>\n",
        "      <td> 0.009711</td>\n",
        "      <td>-0.001871</td>\n",
        "      <td> 0.036590</td>\n",
        "      <td> 0.001560</td>\n",
        "      <td> 0.001737</td>\n",
        "      <td> 0.006958</td>\n",
        "      <td> 0.001484</td>\n",
        "      <td>-0.012566</td>\n",
        "      <td>-0.000722</td>\n",
        "      <td>-0.006297</td>\n",
        "      <td>-0.005785</td>\n",
        "      <td>-0.002014</td>\n",
        "      <td>-0.014046</td>\n",
        "      <td> 0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>EMC</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.000455</td>\n",
        "      <td> 0.005656</td>\n",
        "      <td> 0.006630</td>\n",
        "      <td> 0.001683</td>\n",
        "      <td> 0.007350</td>\n",
        "      <td>-0.001897</td>\n",
        "      <td>-0.007079</td>\n",
        "      <td> 0.002018</td>\n",
        "      <td>-0.004166</td>\n",
        "      <td> 0.002919</td>\n",
        "      <td>-0.003832</td>\n",
        "      <td>-0.003393</td>\n",
        "      <td>-0.003176</td>\n",
        "      <td> 0.003054</td>\n",
        "      <td>-0.004202</td>\n",
        "      <td> 0.006880</td>\n",
        "      <td>-0.010486</td>\n",
        "      <td>-0.009782</td>\n",
        "      <td> 0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>FB</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.009296</td>\n",
        "      <td> 0.012168</td>\n",
        "      <td> 0.005846</td>\n",
        "      <td>-0.004926</td>\n",
        "      <td> 0.008913</td>\n",
        "      <td> 0.009362</td>\n",
        "      <td>-0.003428</td>\n",
        "      <td>-0.001963</td>\n",
        "      <td>-0.005833</td>\n",
        "      <td> 0.009863</td>\n",
        "      <td> 0.007014</td>\n",
        "      <td>-0.009351</td>\n",
        "      <td>-0.011530</td>\n",
        "      <td> 0.007288</td>\n",
        "      <td> 0.019939</td>\n",
        "      <td> 0.003102</td>\n",
        "      <td>-0.002189</td>\n",
        "      <td> 0.007948</td>\n",
        "      <td> 4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>FJTSY</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.015135</td>\n",
        "      <td> 0.022376</td>\n",
        "      <td>-0.003667</td>\n",
        "      <td>-0.000367</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td>-0.007576</td>\n",
        "      <td>-0.008573</td>\n",
        "      <td> 0.002510</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td>-0.022526</td>\n",
        "      <td>-0.021060</td>\n",
        "      <td> 0.000679</td>\n",
        "      <td> 0.016783</td>\n",
        "      <td>-0.032388</td>\n",
        "      <td> 0.002945</td>\n",
        "      <td> 0.000883</td>\n",
        "      <td> 4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>FOXA</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.010004</td>\n",
        "      <td> 0.008595</td>\n",
        "      <td> 0.009264</td>\n",
        "      <td> 0.007339</td>\n",
        "      <td> 0.003148</td>\n",
        "      <td>-0.003998</td>\n",
        "      <td>-0.002143</td>\n",
        "      <td>-0.002522</td>\n",
        "      <td> 0.000560</td>\n",
        "      <td>-0.001777</td>\n",
        "      <td>-0.001123</td>\n",
        "      <td> 0.003359</td>\n",
        "      <td>-0.001776</td>\n",
        "      <td>-0.004979</td>\n",
        "      <td> 0.008014</td>\n",
        "      <td> 0.010968</td>\n",
        "      <td> 0.002666</td>\n",
        "      <td>-0.004432</td>\n",
        "      <td> 2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>GE</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.005840</td>\n",
        "      <td> 0.005036</td>\n",
        "      <td> 0.001418</td>\n",
        "      <td>-0.005705</td>\n",
        "      <td> 0.011155</td>\n",
        "      <td> 0.003450</td>\n",
        "      <td> 0.006475</td>\n",
        "      <td> 0.005178</td>\n",
        "      <td>-0.006995</td>\n",
        "      <td>-0.001528</td>\n",
        "      <td>-0.002682</td>\n",
        "      <td> 0.000638</td>\n",
        "      <td>-0.003715</td>\n",
        "      <td>-0.001154</td>\n",
        "      <td>-0.004121</td>\n",
        "      <td> 0.001543</td>\n",
        "      <td> 0.002693</td>\n",
        "      <td> 0.000256</td>\n",
        "      <td> 6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>GOOG</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.008795</td>\n",
        "      <td> 0.015167</td>\n",
        "      <td> 0.004584</td>\n",
        "      <td>-0.000029</td>\n",
        "      <td> 0.011069</td>\n",
        "      <td> 0.008833</td>\n",
        "      <td>-0.002532</td>\n",
        "      <td>-0.002716</td>\n",
        "      <td>-0.000326</td>\n",
        "      <td>-0.002431</td>\n",
        "      <td>-0.004585</td>\n",
        "      <td>-0.009683</td>\n",
        "      <td>-0.005873</td>\n",
        "      <td> 0.000678</td>\n",
        "      <td> 0.009060</td>\n",
        "      <td> 0.005519</td>\n",
        "      <td> 0.006450</td>\n",
        "      <td> 0.004206</td>\n",
        "      <td> 4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>HPQ</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.005128</td>\n",
        "      <td> 0.004443</td>\n",
        "      <td> 0.003673</td>\n",
        "      <td>-0.004162</td>\n",
        "      <td> 0.003487</td>\n",
        "      <td> 0.004130</td>\n",
        "      <td>-0.007852</td>\n",
        "      <td> 0.036108</td>\n",
        "      <td> 0.008050</td>\n",
        "      <td> 0.006559</td>\n",
        "      <td> 0.015742</td>\n",
        "      <td> 0.007287</td>\n",
        "      <td>-0.001935</td>\n",
        "      <td> 0.002807</td>\n",
        "      <td>-0.001934</td>\n",
        "      <td> 0.005072</td>\n",
        "      <td>-0.008555</td>\n",
        "      <td>-0.008718</td>\n",
        "      <td> 0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>HTHIY</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.001694</td>\n",
        "      <td> 0.018982</td>\n",
        "      <td>-0.004305</td>\n",
        "      <td>-0.004058</td>\n",
        "      <td> 0.007181</td>\n",
        "      <td> 0.003708</td>\n",
        "      <td>-0.015190</td>\n",
        "      <td>-0.000753</td>\n",
        "      <td>-0.007772</td>\n",
        "      <td> 0.012744</td>\n",
        "      <td>-0.001325</td>\n",
        "      <td> 0.000618</td>\n",
        "      <td>-0.003943</td>\n",
        "      <td> 0.007300</td>\n",
        "      <td> 0.016224</td>\n",
        "      <td> 0.001598</td>\n",
        "      <td>-0.011005</td>\n",
        "      <td>-0.003198</td>\n",
        "      <td> 4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>IBM</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.001297</td>\n",
        "      <td> 0.001703</td>\n",
        "      <td>-0.001457</td>\n",
        "      <td> 0.000124</td>\n",
        "      <td> 0.006844</td>\n",
        "      <td> 0.004827</td>\n",
        "      <td> 0.000105</td>\n",
        "      <td> 0.007076</td>\n",
        "      <td>-0.002131</td>\n",
        "      <td> 0.001917</td>\n",
        "      <td> 0.006684</td>\n",
        "      <td> 0.000692</td>\n",
        "      <td>-0.005183</td>\n",
        "      <td> 0.002135</td>\n",
        "      <td>-0.001269</td>\n",
        "      <td> 0.002254</td>\n",
        "      <td>-0.005807</td>\n",
        "      <td>-0.000681</td>\n",
        "      <td> 0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>INTC</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.001112</td>\n",
        "      <td> 0.024832</td>\n",
        "      <td> 0.004219</td>\n",
        "      <td> 0.001763</td>\n",
        "      <td> 0.007486</td>\n",
        "      <td> 0.002231</td>\n",
        "      <td> 0.000969</td>\n",
        "      <td> 0.015269</td>\n",
        "      <td> 0.002475</td>\n",
        "      <td>-0.004206</td>\n",
        "      <td>-0.000670</td>\n",
        "      <td>-0.001725</td>\n",
        "      <td>-0.002787</td>\n",
        "      <td> 0.004401</td>\n",
        "      <td>-0.005967</td>\n",
        "      <td>-0.000096</td>\n",
        "      <td> 0.005932</td>\n",
        "      <td> 0.004097</td>\n",
        "      <td> 3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>LXK</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.007975</td>\n",
        "      <td> 0.008664</td>\n",
        "      <td> 0.010324</td>\n",
        "      <td>-0.007590</td>\n",
        "      <td> 0.000110</td>\n",
        "      <td> 0.003788</td>\n",
        "      <td>-0.005231</td>\n",
        "      <td>-0.002781</td>\n",
        "      <td>-0.008994</td>\n",
        "      <td>-0.001651</td>\n",
        "      <td> 0.001430</td>\n",
        "      <td>-0.000267</td>\n",
        "      <td> 0.001469</td>\n",
        "      <td> 0.009064</td>\n",
        "      <td>-0.008811</td>\n",
        "      <td>-0.008414</td>\n",
        "      <td>-0.004055</td>\n",
        "      <td>-0.000609</td>\n",
        "      <td> 3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>MSFT</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.003428</td>\n",
        "      <td> 0.012751</td>\n",
        "      <td> 0.006959</td>\n",
        "      <td> 0.010214</td>\n",
        "      <td> 0.006049</td>\n",
        "      <td> 0.010608</td>\n",
        "      <td>-0.001848</td>\n",
        "      <td> 0.000370</td>\n",
        "      <td> 0.002874</td>\n",
        "      <td>-0.000295</td>\n",
        "      <td>-0.002216</td>\n",
        "      <td>-0.005348</td>\n",
        "      <td>-0.001190</td>\n",
        "      <td> 0.009283</td>\n",
        "      <td>-0.002437</td>\n",
        "      <td>-0.005944</td>\n",
        "      <td> 0.004806</td>\n",
        "      <td> 0.012413</td>\n",
        "      <td> 3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>N</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.003774</td>\n",
        "      <td>-0.002940</td>\n",
        "      <td>-0.001937</td>\n",
        "      <td>-0.004743</td>\n",
        "      <td> 0.010588</td>\n",
        "      <td> 0.011145</td>\n",
        "      <td>-0.001350</td>\n",
        "      <td>-0.000040</td>\n",
        "      <td> 0.012627</td>\n",
        "      <td>-0.002477</td>\n",
        "      <td> 0.012155</td>\n",
        "      <td> 0.013787</td>\n",
        "      <td>-0.014610</td>\n",
        "      <td> 0.013834</td>\n",
        "      <td> 0.015171</td>\n",
        "      <td> 0.001545</td>\n",
        "      <td>-0.006065</td>\n",
        "      <td>-0.003195</td>\n",
        "      <td> 5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>NFLX</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.011230</td>\n",
        "      <td> 0.007208</td>\n",
        "      <td> 0.001123</td>\n",
        "      <td> 0.011389</td>\n",
        "      <td> 0.019374</td>\n",
        "      <td> 0.003090</td>\n",
        "      <td> 0.006664</td>\n",
        "      <td> 0.003807</td>\n",
        "      <td> 0.009043</td>\n",
        "      <td> 0.010369</td>\n",
        "      <td>-0.005572</td>\n",
        "      <td>-0.005026</td>\n",
        "      <td>-0.003569</td>\n",
        "      <td> 0.006130</td>\n",
        "      <td>-0.001608</td>\n",
        "      <td> 0.008005</td>\n",
        "      <td>-0.010536</td>\n",
        "      <td>-0.002382</td>\n",
        "      <td> 6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>NVDA</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.004594</td>\n",
        "      <td> 0.007043</td>\n",
        "      <td>-0.006938</td>\n",
        "      <td> 0.004801</td>\n",
        "      <td> 0.011358</td>\n",
        "      <td> 0.012215</td>\n",
        "      <td>-0.002593</td>\n",
        "      <td>-0.007490</td>\n",
        "      <td>-0.002795</td>\n",
        "      <td> 0.003828</td>\n",
        "      <td> 0.009650</td>\n",
        "      <td>-0.002072</td>\n",
        "      <td> 0.000690</td>\n",
        "      <td> 0.004124</td>\n",
        "      <td> 0.002229</td>\n",
        "      <td> 0.009847</td>\n",
        "      <td> 0.015379</td>\n",
        "      <td> 0.001502</td>\n",
        "      <td> 1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>NWSA</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.000192</td>\n",
        "      <td>-0.021825</td>\n",
        "      <td> 0.017388</td>\n",
        "      <td> 0.000386</td>\n",
        "      <td>-0.000386</td>\n",
        "      <td>-0.005830</td>\n",
        "      <td> 0.010955</td>\n",
        "      <td> 0.010272</td>\n",
        "      <td>-0.001715</td>\n",
        "      <td> 0.005872</td>\n",
        "      <td> 0.002457</td>\n",
        "      <td>-0.000378</td>\n",
        "      <td> 0.000567</td>\n",
        "      <td>-0.000756</td>\n",
        "      <td>-0.005705</td>\n",
        "      <td> 0.003222</td>\n",
        "      <td> 0.003965</td>\n",
        "      <td> 0.001320</td>\n",
        "      <td> 2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>NYT</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.018408</td>\n",
        "      <td>-0.003259</td>\n",
        "      <td>-0.001088</td>\n",
        "      <td>-0.001089</td>\n",
        "      <td> 0.012100</td>\n",
        "      <td>-0.005135</td>\n",
        "      <td>-0.004889</td>\n",
        "      <td> 0.007547</td>\n",
        "      <td> 0.001615</td>\n",
        "      <td>-0.003782</td>\n",
        "      <td> 0.001618</td>\n",
        "      <td> 0.002958</td>\n",
        "      <td>-0.004864</td>\n",
        "      <td>-0.001353</td>\n",
        "      <td> 0.000270</td>\n",
        "      <td> 0.002159</td>\n",
        "      <td> 0.000540</td>\n",
        "      <td> 0.000539</td>\n",
        "      <td> 5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ORCL</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.001671</td>\n",
        "      <td> 0.007382</td>\n",
        "      <td> 0.000332</td>\n",
        "      <td> 0.002069</td>\n",
        "      <td> 0.007881</td>\n",
        "      <td> 0.014721</td>\n",
        "      <td> 0.002340</td>\n",
        "      <td> 0.005058</td>\n",
        "      <td> 0.001203</td>\n",
        "      <td> 0.005741</td>\n",
        "      <td> 0.001592</td>\n",
        "      <td>-0.006087</td>\n",
        "      <td>-0.005719</td>\n",
        "      <td> 0.002811</td>\n",
        "      <td> 0.002404</td>\n",
        "      <td> 0.005340</td>\n",
        "      <td>-0.003680</td>\n",
        "      <td>-0.005793</td>\n",
        "      <td> 0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>PCRFY</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.001397</td>\n",
        "      <td> 0.016763</td>\n",
        "      <td> 0.006823</td>\n",
        "      <td>-0.001093</td>\n",
        "      <td> 0.005975</td>\n",
        "      <td> 0.000814</td>\n",
        "      <td>-0.015431</td>\n",
        "      <td> 0.001101</td>\n",
        "      <td>-0.015372</td>\n",
        "      <td> 0.005006</td>\n",
        "      <td> 0.003602</td>\n",
        "      <td> 0.005237</td>\n",
        "      <td> 0.001651</td>\n",
        "      <td> 0.010887</td>\n",
        "      <td> 0.007295</td>\n",
        "      <td> 0.014643</td>\n",
        "      <td>-0.002134</td>\n",
        "      <td>-0.010515</td>\n",
        "      <td> 1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>RAX</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.036414</td>\n",
        "      <td>-0.004699</td>\n",
        "      <td> 0.033312</td>\n",
        "      <td> 0.009003</td>\n",
        "      <td> 0.017585</td>\n",
        "      <td> 0.035446</td>\n",
        "      <td>-0.000203</td>\n",
        "      <td> 0.012440</td>\n",
        "      <td> 0.021210</td>\n",
        "      <td>-0.007319</td>\n",
        "      <td> 0.020159</td>\n",
        "      <td>-0.008504</td>\n",
        "      <td>-0.005109</td>\n",
        "      <td> 0.012419</td>\n",
        "      <td> 0.020992</td>\n",
        "      <td> 0.031463</td>\n",
        "      <td> 0.019219</td>\n",
        "      <td> 0.009385</td>\n",
        "      <td> 5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>RHT</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.000507</td>\n",
        "      <td> 0.007825</td>\n",
        "      <td> 0.002064</td>\n",
        "      <td> 0.001281</td>\n",
        "      <td> 0.014115</td>\n",
        "      <td> 0.021549</td>\n",
        "      <td>-0.002640</td>\n",
        "      <td>-0.002376</td>\n",
        "      <td> 0.004356</td>\n",
        "      <td>-0.005406</td>\n",
        "      <td> 0.003287</td>\n",
        "      <td>-0.007984</td>\n",
        "      <td>-0.015275</td>\n",
        "      <td> 0.007824</td>\n",
        "      <td> 0.004141</td>\n",
        "      <td> 0.006711</td>\n",
        "      <td>-0.004622</td>\n",
        "      <td>-0.003985</td>\n",
        "      <td> 4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SAP</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.006488</td>\n",
        "      <td>-0.001993</td>\n",
        "      <td> 0.002852</td>\n",
        "      <td>-0.007576</td>\n",
        "      <td> 0.008291</td>\n",
        "      <td> 0.009113</td>\n",
        "      <td>-0.008675</td>\n",
        "      <td> 0.006645</td>\n",
        "      <td>-0.005908</td>\n",
        "      <td> 0.014241</td>\n",
        "      <td> 0.005454</td>\n",
        "      <td> 0.003329</td>\n",
        "      <td>-0.015968</td>\n",
        "      <td>-0.000986</td>\n",
        "      <td> 0.008287</td>\n",
        "      <td>-0.008875</td>\n",
        "      <td>-0.002407</td>\n",
        "      <td> 0.001502</td>\n",
        "      <td> 4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SIEGY</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.012527</td>\n",
        "      <td> 0.014653</td>\n",
        "      <td> 0.014548</td>\n",
        "      <td>-0.004600</td>\n",
        "      <td> 0.004551</td>\n",
        "      <td> 0.005068</td>\n",
        "      <td>-0.001160</td>\n",
        "      <td> 0.014180</td>\n",
        "      <td>-0.008505</td>\n",
        "      <td> 0.016414</td>\n",
        "      <td> 0.007543</td>\n",
        "      <td>-0.000786</td>\n",
        "      <td>-0.015761</td>\n",
        "      <td>-0.002001</td>\n",
        "      <td> 0.008176</td>\n",
        "      <td> 0.011301</td>\n",
        "      <td> 0.000680</td>\n",
        "      <td>-0.000131</td>\n",
        "      <td> 4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SNE</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td> 0.029412</td>\n",
        "      <td> 0.005369</td>\n",
        "      <td> 0.019070</td>\n",
        "      <td> 0.007033</td>\n",
        "      <td> 0.016146</td>\n",
        "      <td> 0.006522</td>\n",
        "      <td>-0.002651</td>\n",
        "      <td>-0.000707</td>\n",
        "      <td> 0.007548</td>\n",
        "      <td>-0.005826</td>\n",
        "      <td>-0.001414</td>\n",
        "      <td> 0.002293</td>\n",
        "      <td> 0.010991</td>\n",
        "      <td> 0.013425</td>\n",
        "      <td> 0.020566</td>\n",
        "      <td>-0.006789</td>\n",
        "      <td>-0.022029</td>\n",
        "      <td> 1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>TOSYY</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td> 0.012976</td>\n",
        "      <td>-0.004764</td>\n",
        "      <td>-0.001632</td>\n",
        "      <td> 0.010191</td>\n",
        "      <td> 0.012761</td>\n",
        "      <td>-0.008040</td>\n",
        "      <td> 0.007245</td>\n",
        "      <td>-0.008420</td>\n",
        "      <td> 0.001731</td>\n",
        "      <td>-0.002230</td>\n",
        "      <td>-0.015474</td>\n",
        "      <td> 0.001005</td>\n",
        "      <td>-0.005942</td>\n",
        "      <td> 0.013593</td>\n",
        "      <td>-0.010841</td>\n",
        "      <td>-0.004177</td>\n",
        "      <td> 0.005038</td>\n",
        "      <td> 4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>TRI</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.004010</td>\n",
        "      <td>-0.004197</td>\n",
        "      <td> 0.009253</td>\n",
        "      <td> 0.001130</td>\n",
        "      <td> 0.005721</td>\n",
        "      <td>-0.004335</td>\n",
        "      <td>-0.000177</td>\n",
        "      <td> 0.001681</td>\n",
        "      <td>-0.000531</td>\n",
        "      <td>-0.001064</td>\n",
        "      <td> 0.001328</td>\n",
        "      <td> 0.006857</td>\n",
        "      <td> 0.000352</td>\n",
        "      <td>-0.002025</td>\n",
        "      <td> 0.000968</td>\n",
        "      <td> 0.003943</td>\n",
        "      <td> 0.003232</td>\n",
        "      <td>-0.003242</td>\n",
        "      <td> 2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>TWX</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.008865</td>\n",
        "      <td> 0.006782</td>\n",
        "      <td> 0.026300</td>\n",
        "      <td> 0.007408</td>\n",
        "      <td> 0.005309</td>\n",
        "      <td> 0.001090</td>\n",
        "      <td> 0.000651</td>\n",
        "      <td>-0.002313</td>\n",
        "      <td> 0.002966</td>\n",
        "      <td> 0.002401</td>\n",
        "      <td>-0.002507</td>\n",
        "      <td> 0.002647</td>\n",
        "      <td>-0.000390</td>\n",
        "      <td> 0.000866</td>\n",
        "      <td> 0.003151</td>\n",
        "      <td> 0.005495</td>\n",
        "      <td>-0.004095</td>\n",
        "      <td>-0.006769</td>\n",
        "      <td> 6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>TXN</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.001002</td>\n",
        "      <td> 0.010276</td>\n",
        "      <td> 0.003460</td>\n",
        "      <td> 0.004779</td>\n",
        "      <td> 0.002664</td>\n",
        "      <td> 0.002796</td>\n",
        "      <td> 0.003344</td>\n",
        "      <td> 0.004577</td>\n",
        "      <td> 0.000901</td>\n",
        "      <td>-0.008384</td>\n",
        "      <td>-0.004774</td>\n",
        "      <td> 0.002800</td>\n",
        "      <td> 0.005708</td>\n",
        "      <td> 0.005124</td>\n",
        "      <td>-0.002917</td>\n",
        "      <td> 0.004425</td>\n",
        "      <td> 0.002345</td>\n",
        "      <td> 0.002820</td>\n",
        "      <td> 3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>VIAB</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.005008</td>\n",
        "      <td>-0.000787</td>\n",
        "      <td> 0.002314</td>\n",
        "      <td> 0.007547</td>\n",
        "      <td> 0.009547</td>\n",
        "      <td>-0.006172</td>\n",
        "      <td>-0.002993</td>\n",
        "      <td>-0.004944</td>\n",
        "      <td>-0.001899</td>\n",
        "      <td>-0.000950</td>\n",
        "      <td>-0.002112</td>\n",
        "      <td> 0.001860</td>\n",
        "      <td> 0.001980</td>\n",
        "      <td> 0.000948</td>\n",
        "      <td> 0.007079</td>\n",
        "      <td>-0.002872</td>\n",
        "      <td>-0.000739</td>\n",
        "      <td>-0.000041</td>\n",
        "      <td> 7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>VMW</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.007897</td>\n",
        "      <td> 0.004582</td>\n",
        "      <td> 0.009869</td>\n",
        "      <td> 0.005238</td>\n",
        "      <td> 0.015535</td>\n",
        "      <td> 0.000745</td>\n",
        "      <td> 0.003810</td>\n",
        "      <td>-0.003434</td>\n",
        "      <td>-0.003283</td>\n",
        "      <td>-0.014676</td>\n",
        "      <td>-0.028492</td>\n",
        "      <td>-0.005011</td>\n",
        "      <td>-0.001810</td>\n",
        "      <td> 0.008902</td>\n",
        "      <td> 0.002936</td>\n",
        "      <td>-0.002571</td>\n",
        "      <td>-0.017769</td>\n",
        "      <td>-0.010790</td>\n",
        "      <td> 7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>XOM</th>\n",
        "      <td> 0</td>\n",
        "      <td>-0.005729</td>\n",
        "      <td> 0.006333</td>\n",
        "      <td> 0.000303</td>\n",
        "      <td>-0.001247</td>\n",
        "      <td> 0.005199</td>\n",
        "      <td> 0.002409</td>\n",
        "      <td>-0.000770</td>\n",
        "      <td>-0.000100</td>\n",
        "      <td>-0.010319</td>\n",
        "      <td> 0.001992</td>\n",
        "      <td> 0.009432</td>\n",
        "      <td>-0.001306</td>\n",
        "      <td>-0.000872</td>\n",
        "      <td>-0.001578</td>\n",
        "      <td>-0.006624</td>\n",
        "      <td> 0.005612</td>\n",
        "      <td>-0.006018</td>\n",
        "      <td> 0.003000</td>\n",
        "      <td> 0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>XRX</th>\n",
        "      <td> 0</td>\n",
        "      <td> 0.005475</td>\n",
        "      <td> 0.010589</td>\n",
        "      <td>-0.002964</td>\n",
        "      <td>-0.007214</td>\n",
        "      <td> 0.005935</td>\n",
        "      <td>-0.002976</td>\n",
        "      <td> 0.006162</td>\n",
        "      <td> 0.003684</td>\n",
        "      <td> 0.001471</td>\n",
        "      <td> 0.002202</td>\n",
        "      <td> 0.003657</td>\n",
        "      <td> 0.002189</td>\n",
        "      <td> 0.000000</td>\n",
        "      <td> 0.007005</td>\n",
        "      <td> 0.003850</td>\n",
        "      <td> 0.009061</td>\n",
        "      <td>-0.013778</td>\n",
        "      <td>-0.013971</td>\n",
        "      <td> 0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>50 rows \u00d7 20 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 17,
       "text": [
        "n_date  735456    735457    735458    735459    735460    735463    735464  \\\n",
        "symbol                                                                       \n",
        "AAPL         0  0.005373  0.007091  0.004625  0.003959  0.011737  0.013376   \n",
        "ADBE         0 -0.002185  0.010283  0.007582  0.004037  0.009363  0.012268   \n",
        "ADSK         0  0.004898  0.017504  0.013646 -0.033605 -0.015570  0.004711   \n",
        "AMZN         0  0.002078  0.026988  0.009929  0.002949  0.009095 -0.002142   \n",
        "BBRY         0 -0.006726 -0.002840  0.009494  0.010783  0.014736  0.009504   \n",
        "BKS          0 -0.004016  0.001040  0.009566 -0.002360  0.014967  0.008071   \n",
        "BP           0 -0.001125 -0.005802  0.005278 -0.000775  0.009557  0.007821   \n",
        "CAJ          0 -0.002323  0.003221  0.004908  0.000501 -0.000501  0.001900   \n",
        "CAT          0  0.001084  0.004349  0.005242  0.002017  0.009583  0.004691   \n",
        "CBS          0 -0.010617 -0.002817  0.003984  0.007462  0.008284  0.004180   \n",
        "CMCSA        0  0.000310  0.005419  0.002886  0.004888  0.003895 -0.003114   \n",
        "CRM          0 -0.029861 -0.004338  0.006434  0.003858  0.013566  0.010267   \n",
        "CSC          0 -0.003303  0.002547  0.006370  0.002154  0.010804  0.004196   \n",
        "CSCO         0 -0.002519 -0.000265 -0.021680 -0.005998  0.004883  0.002841   \n",
        "CTXS         0 -0.004566  0.005074  0.001158 -0.001741  0.009672 -0.001151   \n",
        "CVX          0 -0.008605  0.005390 -0.003951  0.001565 -0.000132  0.008799   \n",
        "DIS          0 -0.003517  0.005172  0.008895  0.007890  0.009188  0.000370   \n",
        "EBAY         0 -0.009406 -0.012296  0.001951 -0.001892  0.003080  0.009711   \n",
        "EMC          0  0.000455  0.005656  0.006630  0.001683  0.007350 -0.001897   \n",
        "FB           0 -0.009296  0.012168  0.005846 -0.004926  0.008913  0.009362   \n",
        "FJTSY        0 -0.015135  0.022376 -0.003667 -0.000367  0.000000 -0.007576   \n",
        "FOXA         0  0.010004  0.008595  0.009264  0.007339  0.003148 -0.003998   \n",
        "GE           0 -0.005840  0.005036  0.001418 -0.005705  0.011155  0.003450   \n",
        "GOOG         0 -0.008795  0.015167  0.004584 -0.000029  0.011069  0.008833   \n",
        "HPQ          0 -0.005128  0.004443  0.003673 -0.004162  0.003487  0.004130   \n",
        "HTHIY        0  0.001694  0.018982 -0.004305 -0.004058  0.007181  0.003708   \n",
        "IBM          0  0.001297  0.001703 -0.001457  0.000124  0.006844  0.004827   \n",
        "INTC         0 -0.001112  0.024832  0.004219  0.001763  0.007486  0.002231   \n",
        "LXK          0  0.007975  0.008664  0.010324 -0.007590  0.000110  0.003788   \n",
        "MSFT         0  0.003428  0.012751  0.006959  0.010214  0.006049  0.010608   \n",
        "N            0 -0.003774 -0.002940 -0.001937 -0.004743  0.010588  0.011145   \n",
        "NFLX         0 -0.011230  0.007208  0.001123  0.011389  0.019374  0.003090   \n",
        "NVDA         0 -0.004594  0.007043 -0.006938  0.004801  0.011358  0.012215   \n",
        "NWSA         0  0.000192 -0.021825  0.017388  0.000386 -0.000386 -0.005830   \n",
        "NYT          0 -0.018408 -0.003259 -0.001088 -0.001089  0.012100 -0.005135   \n",
        "ORCL         0 -0.001671  0.007382  0.000332  0.002069  0.007881  0.014721   \n",
        "PCRFY        0 -0.001397  0.016763  0.006823 -0.001093  0.005975  0.000814   \n",
        "RAX          0 -0.036414 -0.004699  0.033312  0.009003  0.017585  0.035446   \n",
        "RHT          0  0.000507  0.007825  0.002064  0.001281  0.014115  0.021549   \n",
        "SAP          0 -0.006488 -0.001993  0.002852 -0.007576  0.008291  0.009113   \n",
        "SIEGY        0 -0.012527  0.014653  0.014548 -0.004600  0.004551  0.005068   \n",
        "SNE          0  0.000000  0.029412  0.005369  0.019070  0.007033  0.016146   \n",
        "TOSYY        0  0.000000  0.012976 -0.004764 -0.001632  0.010191  0.012761   \n",
        "TRI          0  0.004010 -0.004197  0.009253  0.001130  0.005721 -0.004335   \n",
        "TWX          0 -0.008865  0.006782  0.026300  0.007408  0.005309  0.001090   \n",
        "TXN          0  0.001002  0.010276  0.003460  0.004779  0.002664  0.002796   \n",
        "VIAB         0 -0.005008 -0.000787  0.002314  0.007547  0.009547 -0.006172   \n",
        "VMW          0 -0.007897  0.004582  0.009869  0.005238  0.015535  0.000745   \n",
        "XOM          0 -0.005729  0.006333  0.000303 -0.001247  0.005199  0.002409   \n",
        "XRX          0  0.005475  0.010589 -0.002964 -0.007214  0.005935 -0.002976   \n",
        "\n",
        "n_date    735465    735466    735467    735470    735471    735472    735473  \\\n",
        "symbol                                                                         \n",
        "AAPL    0.003581  0.000066  0.004456  0.006590 -0.005738  0.007040  0.003881   \n",
        "ADBE   -0.006643  0.003217  0.006578  0.000648 -0.003437 -0.001256 -0.004954   \n",
        "ADSK   -0.004108  0.003350 -0.002924 -0.001059  0.010964 -0.002099 -0.002661   \n",
        "AMZN    0.002989 -0.005231 -0.005269  0.007005  0.016890  0.010134 -0.010366   \n",
        "BBRY    0.027402 -0.013043 -0.004030  0.007333  0.003322  0.018265  0.001628   \n",
        "BKS    -0.018048 -0.007093  0.002947 -0.008769  0.013200  0.027528  0.008626   \n",
        "BP     -0.000138  0.001797 -0.001661  0.006054 -0.004214  0.002206 -0.007850   \n",
        "CAJ    -0.008164 -0.000403 -0.007006 -0.000102  0.003441 -0.002638  0.000608   \n",
        "CAT     0.003653  0.003178 -0.007492  0.007283  0.002002  0.002672 -0.000861   \n",
        "CBS    -0.002702 -0.001215  0.002478  0.004387 -0.009521  0.002485 -0.009082   \n",
        "CMCSA  -0.000366 -0.000733 -0.005716  0.005441  0.000367  0.001099 -0.002202   \n",
        "CRM     0.005979  0.006361  0.066805 -0.006311  0.002361  0.009025 -0.025011   \n",
        "CSC     0.002791  0.006711 -0.004814 -0.001434  0.000394  0.004502 -0.004918   \n",
        "CSCO    0.000676  0.007246 -0.003501 -0.000404  0.002419 -0.000538  0.000269   \n",
        "CTXS   -0.000288  0.004345  0.006168 -0.003571 -0.000286 -0.002100 -0.004555   \n",
        "CVX    -0.000026  0.003705 -0.005799  0.005766  0.004183  0.001945  0.000648   \n",
        "DIS    -0.001706  0.004910  0.002284  0.001140 -0.004397  0.000480 -0.000296   \n",
        "EBAY   -0.001871  0.036590  0.001560  0.001737  0.006958  0.001484 -0.012566   \n",
        "EMC    -0.007079  0.002018 -0.004166  0.002919 -0.003832 -0.003393 -0.003176   \n",
        "FB     -0.003428 -0.001963 -0.005833  0.009863  0.007014 -0.009351 -0.011530   \n",
        "FJTSY  -0.008573  0.002510  0.000000  0.000000  0.000000 -0.022526 -0.021060   \n",
        "FOXA   -0.002143 -0.002522  0.000560 -0.001777 -0.001123  0.003359 -0.001776   \n",
        "GE      0.006475  0.005178 -0.006995 -0.001528 -0.002682  0.000638 -0.003715   \n",
        "GOOG   -0.002532 -0.002716 -0.000326 -0.002431 -0.004585 -0.009683 -0.005873   \n",
        "HPQ    -0.007852  0.036108  0.008050  0.006559  0.015742  0.007287 -0.001935   \n",
        "HTHIY  -0.015190 -0.000753 -0.007772  0.012744 -0.001325  0.000618 -0.003943   \n",
        "IBM     0.000105  0.007076 -0.002131  0.001917  0.006684  0.000692 -0.005183   \n",
        "INTC    0.000969  0.015269  0.002475 -0.004206 -0.000670 -0.001725 -0.002787   \n",
        "LXK    -0.005231 -0.002781 -0.008994 -0.001651  0.001430 -0.000267  0.001469   \n",
        "MSFT   -0.001848  0.000370  0.002874 -0.000295 -0.002216 -0.005348 -0.001190   \n",
        "N      -0.001350 -0.000040  0.012627 -0.002477  0.012155  0.013787 -0.014610   \n",
        "NFLX    0.006664  0.003807  0.009043  0.010369 -0.005572 -0.005026 -0.003569   \n",
        "NVDA   -0.002593 -0.007490 -0.002795  0.003828  0.009650 -0.002072  0.000690   \n",
        "NWSA    0.010955  0.010272 -0.001715  0.005872  0.002457 -0.000378  0.000567   \n",
        "NYT    -0.004889  0.007547  0.001615 -0.003782  0.001618  0.002958 -0.004864   \n",
        "ORCL    0.002340  0.005058  0.001203  0.005741  0.001592 -0.006087 -0.005719   \n",
        "PCRFY  -0.015431  0.001101 -0.015372  0.005006  0.003602  0.005237  0.001651   \n",
        "RAX    -0.000203  0.012440  0.021210 -0.007319  0.020159 -0.008504 -0.005109   \n",
        "RHT    -0.002640 -0.002376  0.004356 -0.005406  0.003287 -0.007984 -0.015275   \n",
        "SAP    -0.008675  0.006645 -0.005908  0.014241  0.005454  0.003329 -0.015968   \n",
        "SIEGY  -0.001160  0.014180 -0.008505  0.016414  0.007543 -0.000786 -0.015761   \n",
        "SNE     0.006522 -0.002651 -0.000707  0.007548 -0.005826 -0.001414  0.002293   \n",
        "TOSYY  -0.008040  0.007245 -0.008420  0.001731 -0.002230 -0.015474  0.001005   \n",
        "TRI    -0.000177  0.001681 -0.000531 -0.001064  0.001328  0.006857  0.000352   \n",
        "TWX     0.000651 -0.002313  0.002966  0.002401 -0.002507  0.002647 -0.000390   \n",
        "TXN     0.003344  0.004577  0.000901 -0.008384 -0.004774  0.002800  0.005708   \n",
        "VIAB   -0.002993 -0.004944 -0.001899 -0.000950 -0.002112  0.001860  0.001980   \n",
        "VMW     0.003810 -0.003434 -0.003283 -0.014676 -0.028492 -0.005011 -0.001810   \n",
        "XOM    -0.000770 -0.000100 -0.010319  0.001992  0.009432 -0.001306 -0.000872   \n",
        "XRX     0.006162  0.003684  0.001471  0.002202  0.003657  0.002189  0.000000   \n",
        "\n",
        "n_date    735474    735478    735479    735480    735481  Cluster  \n",
        "symbol                                                             \n",
        "AAPL    0.003283  0.006973 -0.030061 -0.015946  0.002258        3  \n",
        "ADBE    0.006732  0.005219  0.003177  0.003212  0.003430        3  \n",
        "ADSK   -0.000619 -0.007361  0.011897  0.007039 -0.006158        4  \n",
        "AMZN   -0.002032  0.003425 -0.002177  0.018375 -0.003090        1  \n",
        "BBRY    0.000651  0.012849  0.032027 -0.009733 -0.009189        6  \n",
        "BKS     0.001553 -0.010558  0.016419  0.002240 -0.004501        2  \n",
        "BP     -0.002996 -0.011132  0.010251 -0.041773 -0.001601        0  \n",
        "CAJ    -0.004584  0.003351  0.003541  0.006134 -0.002217        1  \n",
        "CAT     0.003523  0.003237 -0.004016  0.000919 -0.001718        6  \n",
        "CBS    -0.007353 -0.005758 -0.006992  0.011908 -0.002816        5  \n",
        "CMCSA   0.003779  0.000122  0.002674  0.003392  0.007574        3  \n",
        "CRM     0.010118  0.012062 -0.004713 -0.002418  0.003642        5  \n",
        "CSC    -0.000559  0.006930  0.002213 -0.002162  0.000166        6  \n",
        "CSCO    0.004683 -0.001474  0.006126 -0.002804  0.000667        0  \n",
        "CTXS    0.009922  0.005148  0.001368  0.000801  0.001553        5  \n",
        "CVX     0.004078 -0.009115  0.001119 -0.007733 -0.001207        0  \n",
        "DIS    -0.004043  0.008423  0.003263 -0.005233  0.002316        6  \n",
        "EBAY   -0.000722 -0.006297 -0.005785 -0.002014 -0.014046        0  \n",
        "EMC     0.003054 -0.004202  0.006880 -0.010486 -0.009782        0  \n",
        "FB      0.007288  0.019939  0.003102 -0.002189  0.007948        4  \n",
        "FJTSY   0.000679  0.016783 -0.032388  0.002945  0.000883        4  \n",
        "FOXA   -0.004979  0.008014  0.010968  0.002666 -0.004432        2  \n",
        "GE     -0.001154 -0.004121  0.001543  0.002693  0.000256        6  \n",
        "GOOG    0.000678  0.009060  0.005519  0.006450  0.004206        4  \n",
        "HPQ     0.002807 -0.001934  0.005072 -0.008555 -0.008718        0  \n",
        "HTHIY   0.007300  0.016224  0.001598 -0.011005 -0.003198        4  \n",
        "IBM     0.002135 -0.001269  0.002254 -0.005807 -0.000681        0  \n",
        "INTC    0.004401 -0.005967 -0.000096  0.005932  0.004097        3  \n",
        "LXK     0.009064 -0.008811 -0.008414 -0.004055 -0.000609        3  \n",
        "MSFT    0.009283 -0.002437 -0.005944  0.004806  0.012413        3  \n",
        "N       0.013834  0.015171  0.001545 -0.006065 -0.003195        5  \n",
        "NFLX    0.006130 -0.001608  0.008005 -0.010536 -0.002382        6  \n",
        "NVDA    0.004124  0.002229  0.009847  0.015379  0.001502        1  \n",
        "NWSA   -0.000756 -0.005705  0.003222  0.003965  0.001320        2  \n",
        "NYT    -0.001353  0.000270  0.002159  0.000540  0.000539        5  \n",
        "ORCL    0.002811  0.002404  0.005340 -0.003680 -0.005793        0  \n",
        "PCRFY   0.010887  0.007295  0.014643 -0.002134 -0.010515        1  \n",
        "RAX     0.012419  0.020992  0.031463  0.019219  0.009385        5  \n",
        "RHT     0.007824  0.004141  0.006711 -0.004622 -0.003985        4  \n",
        "SAP    -0.000986  0.008287 -0.008875 -0.002407  0.001502        4  \n",
        "SIEGY  -0.002001  0.008176  0.011301  0.000680 -0.000131        4  \n",
        "SNE     0.010991  0.013425  0.020566 -0.006789 -0.022029        1  \n",
        "TOSYY  -0.005942  0.013593 -0.010841 -0.004177  0.005038        4  \n",
        "TRI    -0.002025  0.000968  0.003943  0.003232 -0.003242        2  \n",
        "TWX     0.000866  0.003151  0.005495 -0.004095 -0.006769        6  \n",
        "TXN     0.005124 -0.002917  0.004425  0.002345  0.002820        3  \n",
        "VIAB    0.000948  0.007079 -0.002872 -0.000739 -0.000041        7  \n",
        "VMW     0.008902  0.002936 -0.002571 -0.017769 -0.010790        7  \n",
        "XOM    -0.001578 -0.006624  0.005612 -0.006018  0.003000        0  \n",
        "XRX     0.007005  0.003850  0.009061 -0.013778 -0.013971        0  \n",
        "\n",
        "[50 rows x 20 columns]"
       ]
      }
     ],
     "prompt_number": 17
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Visualize Clusters"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def visualize_clusters(data_df, values=\"change_1_per\", n_clusters=8, normalize_data=False):\n",
      "    data = pivot_data(data_df, values)\n",
      "    prediction, model, c_data = cluster_data(data, n_clusters=n_clusters, normalize_data=normalize_data)\n",
      "    c_data = pd.DataFrame(c_data, index=data.index,columns=data.columns)\n",
      "    data[\"Cluster\"] = prediction\n",
      "    c_data[\"Cluster\"] = prediction\n",
      "    plt.figure\n",
      "    for cluster in np.unique(prediction):\n",
      "        plt.plot(model.cluster_centers_[cluster], \"o-\", alpha=0.5, linewidth=2)\n",
      "    plt.show()\n",
      "    for cluster in np.unique(prediction):\n",
      "        temp_cluster_data = c_data[c_data[\"Cluster\"]==cluster]\n",
      "        print \"Cluster: %s\" % cluster\n",
      "        print \"Members: %s\" % [\"%s: %s\"% (symbol, stock_dict[symbol]) for symbol in list(temp_cluster_data.index)]\n",
      "        plt.figure()\n",
      "        plt.title(\"Cluster#: %s\" % cluster)\n",
      "        plt.plot(model.cluster_centers_[cluster], \"o--\", alpha=0.5, linewidth=2)\n",
      "        for symbol in temp_cluster_data.index:\n",
      "            plt.plot(np.ravel(temp_cluster_data.loc[[symbol]].drop(\"Cluster\", 1).values),\n",
      "                     alpha=0.2, linewidth=2)\n",
      "            \n",
      "        plt.grid()\n",
      "        plt.show();\n",
      "    return prediction, model, c_data\n",
      "\n",
      "prediction, model, c_data = visualize_clusters(stocks_df, values=\"average\", n_clusters=3, normalize_data=True);"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEACAYAAAC+gnFaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkPsf/t+jUPGrHjEAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6c84690e50>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Cluster: 0\n",
        "Members: ['ADSK: Autodesk, Inc.', 'BP: BP plc (ADR)', 'CAJ: Canon Inc (ADR)', 'CBS: CBS Corporation', 'CSCO: Cisco Systems, Inc.', 'EMC: EMC Corporation', 'FJTSY: Fujitsu Ltd (ADR)', 'GE: General Electric Company', 'GOOG: Google', 'LXK: Lexmark International Inc', 'NYT: The New York Times Company', 'TOSYY: Toshiba Corp (USA)', 'VIAB: Viacom, Inc.', 'VMW: VMware, Inc.', 'XOM: Exxon Mobil Corporation']\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEKCAYAAAAfGVI8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6c84979e10>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Cluster: 1\n",
        "Members: ['BBRY: BlackBerry Ltd', 'CRM: salesforce.com, inc.', 'HPQ: Hewlett-Packard Company', 'RAX: Rackspace Hosting, Inc.', 'SNE: Sony Corp (ADR)']\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAEKCAYAAADzQPVvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6c84442950>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Cluster: 2\n",
        "Members: ['AAPL: Apple Inc.', 'ADBE: Adobe Systems Incorporated', 'AMZN: Amazon.com, Inc.', 'BKS: Barnes & Noble, Inc.', 'CAT: Caterpillar Inc.', 'CMCSA: Comcast Corporation', 'CSC: Computer Sciences Corporation', 'CTXS: Citrix Systems, Inc.', 'CVX: Chevron Corporation', 'DIS: The Walt Disney Company', 'EBAY: eBay Inc', 'FB: Facebook, Inc.', 'FOXA: Twenty-First Century Fox Inc', 'HTHIY: Hitachi, Ltd. (ADR)', 'IBM: International Business Machines Corp. (IBM)', 'INTC: Intel Corporation', 'MSFT: Microsoft Corporation', 'N: NetSuite Inc', 'NFLX: Netflix, Inc.', 'NVDA: NVIDIA Corporation', 'NWSA: News Corp', 'ORCL: Oracle Corporation', 'PCRFY: Panasonic Corporation (ADR)', 'RHT: Red Hat Inc', 'SAP: SAP SE (ADR)', 'SIEGY: Siemens AG (ADR)', 'TRI: Thomson Reuters Corporation (USA)', 'TWX: Time Warner Inc', 'TXN: Texas Instruments Incorporated', 'XRX: Xerox Corp']\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEKCAYAAAAfGVI8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nNQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6c8477cd10>"
       ]
      }
     ],
     "prompt_number": 18
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Measuring Performance"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def measure_error(prediction, model, c_data):\n",
      "    error_score = []\n",
      "    for counter in range(len(c_data)):\n",
      "        true_val = c_data.drop(\"Cluster\",1).values[counter]\n",
      "        center_val = model.cluster_centers_[c_data[\"Cluster\"][counter]]\n",
      "\n",
      "        error_score.append(np.average(np.abs(true_val - center_val)) / np.average(center_val))\n",
      "    \n",
      "    cluster_counts = c_data[\"Cluster\"].value_counts()\n",
      "    \n",
      "    return np.average(error_score), len(cluster_counts[cluster_counts==1])\n",
      "\n",
      "measure_error(prediction, model, c_data)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 19,
       "text": [
        "(0.008035569568482899, 0)"
       ]
      }
     ],
     "prompt_number": 19
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Tuning Performance using Widgets"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from IPython.html import widgets\n",
      "from IPython.html.widgets import interact"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 20
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def visualize_clusters_widget(values=\"change_1_per\", n_clusters=8, normalize_data=False):\n",
      "    prediction, model, c_data = visualize_clusters(data_df=stocks_df, \n",
      "                                                   values=values, \n",
      "                                                   n_clusters=n_clusters, \n",
      "                                                   normalize_data=normalize_data\n",
      "                                                   )\n",
      "    print measure_error(prediction, model, c_data)\n",
      "interact(visualize_clusters_widget, \n",
      "         values=[\"change_1_per\",\"close\",\"average\",\"change_per\"],\n",
      "         n_clusters=(2,50),\n",
      "         normalize=False\n",
      "         );"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEACAYAAABRQBpkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nt07cqnIzPwAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6c82bc4e50>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Cluster: 0\n",
        "Members: ['CRM: salesforce.com, inc.']\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEKCAYAAADw2zkCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHAaSJEkSgL8ADzourl11UvoAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6c84c9e790>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Cluster: 1\n",
        "Members: ['AAPL: Apple Inc.', 'ADBE: Adobe Systems Incorporated', 'CTXS: Citrix Systems, Inc.', 'DIS: The Walt Disney Company', 'FB: Facebook, Inc.', 'FJTSY: Fujitsu Ltd (ADR)', 'GOOG: Google', 'HTHIY: Hitachi, Ltd. (ADR)', 'INTC: Intel Corporation', 'MSFT: Microsoft Corporation', 'N: NetSuite Inc', 'NFLX: Netflix, Inc.', 'NVDA: NVIDIA Corporation', 'ORCL: Oracle Corporation', 'RHT: Red Hat Inc', 'TOSYY: Toshiba Corp (USA)', 'TXN: Texas Instruments Incorporated', 'VIAB: Viacom, Inc.', 'VMW: VMware, Inc.']\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEKCAYAAADw2zkCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/wPeVJ7Lk8PbaQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6c84505e10>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Cluster: 2\n",
        "Members: ['RAX: Rackspace Hosting, Inc.']\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEKCAYAAADw2zkCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEEIIgP8HohoWxr+aKTYAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6c82c01cd0>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Cluster: 3\n",
        "Members: ['AMZN: Amazon.com, Inc.', 'FOXA: Twenty-First Century Fox Inc', 'PCRFY: Panasonic Corporation (ADR)', 'SNE: Sony Corp (ADR)', 'TWX: Time Warner Inc']\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEKCAYAAADw2zkCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvXmUXHWd8P25W+3VW3pLL0lnIwsEEkCDLBoCGsHRYR4c\nxUc96Oh70JFxdM6c4fHMIuPxHYc/Xmd5kXfwHZWZ8RF9dUbBBwhioFkFHpQQIAtZutNreq/qWu/6\ne/+4XdXV3dXdVb0H7uecPsntusu3blXf7++7S0IIgYeHh4fHOxp5tQXw8PDw8Fh9PGXg4eHh4eEp\nAw8PDw8PTxl4eHh4eOApAw8PDw8PPGXg4eHh4YGnDDzextx99918+tOfXm0xPDwuCDxl4HFB86Mf\n/Ygrr7ySaDRKU1MTN998M88//zwAkiQt+vydnZ3IsozjOIs+V47m5mZ0XefJJ5/k1ltvLfm4kZER\nrrnmGmpra6msrGTv3r384he/WDK5PN7ZeMrA44Ll29/+Nl/96lf5q7/6KwYHB+nu7uZLX/oSv/zl\nLwFYynrKhZ7Lsqwp293d3dTV1eH3+/ntb3/LFVdcUfK5IpEI3//+9xkcHCQej3P33XfzsY99jGQy\nuSDZPDwK8ZSBxwVJPB7n61//Ovfddx+33HILwWAQRVH40Ic+xN///d/P2L+9vZ3W1tYpv2tra+PJ\nJ58E4OWXX+bKK6+ksrKSxsZG/vzP/xyA9773vQBUVVURjUZ56aWXAPj+97/Prl27qKmp4YMf/CBd\nXV3588qyzH333ce2bdvYvn37lGu+8sorXH755fn/7927t+T37Pf72b59e95SkWWZ2tpafD5fyefw\n8JgV4eFxAfLYY48JVVWFbduz7vP1r39dfOpTnxJCCPHUU0+JlpaWKa+3tbWJw4cPCyGEuOqqq8QP\nf/hDIYQQqVRKvPjii0IIITo7O4UkSVOu84tf/EJs3bpVnDhxQti2Lb75zW+Kq6++Ov+6JEniAx/4\ngBgbGxPZbFYIIcTf/u3fiqqqKhEIBEQ4HBZVVVVCURRRWVkpqqurheM4Qgghfu/3fk/cc889c773\n3bt3C5/PJ2pqavJyengsFs8y8LggGRkZoba2Fllemq+wz+fj1KlTDA8PEwqF2LdvH1DcPfQv//Iv\nfO1rX8uv0r/2ta9x5MgRuru78/t87Wtfo6qqCr/fD8Df/M3fMDQ0xKZNmzh79iyPPPIIH/zgB4nF\nYoyOjubjG7/85S/5i7/4izllPXr0KIlEgrvvvptbb73VcxN5LAmeMvC4IFm3bh3Dw8NLFtj93ve+\nx1tvvcXOnTt597vfzSOPPDLrvufOneNP//RPqa6uprq6mnXr1gHQ29ub36fQJXXkyBGqq6upqanh\n9OnTbN++nQMHDtDe3k51dTU///nPy5bX5/PxJ3/yJ0SjUQ4fPlz28R4e01FXWwAPj4Xwnve8B7/f\nz89//vNZM3IKs4nC4TDpdDq/bds2Q0ND+e2tW7fyox/9CID//M//5KMf/eiUFXshGzZs4K//+q/5\nxCc+Mat8hcft2bOHsbEx7rnnHgDuuusuLr/8cn72s5+xefPmEt9xcSzLIhwOL+ocHh7gWQYeFyiV\nlZV84xvf4Etf+hIPPfQQ6XQa0zR57LHHuOuuu4CpLp6LLrqIbDbLo48+immafPOb30TX9fzrP/zh\nD/PKobKyEkmSkGWZuro6ZFnmzJkz+X2/8IUv8Hd/93ccO3YMcIPZP/3pT+eVORc8NgyDvr6+shXB\nSy+9xHPPPYdhGGQyGe655x6y2SxXXXVVWefx8CiGpww8Llj+7M/+jG9/+9t885vfpL6+ng0bNnDf\nfffxB3/wB4C7Os+t0CsrK7nvvvv4/Oc/T0tLC5FIZIor5/HHH+eSSy4hGo3y1a9+lR//+Mf4/X5C\noRB/+Zd/yTXXXEN1dTUvv/wyt9xyC3fddRe33XYblZWV7N69m8cffzx/rtnqG373u99x+eWX8/rr\nr7N79+6i+9x8881Fs6EAdF3nzjvvpLa2lg0bNvDMM89w6NAhIpHIgu6fh0chkigWISuDQ4cO8ZWv\nfAXbtvn85z+fX5UV8uUvf5nHHnuMUCjEAw88wN69e8lms7zvfe9D13UMw+D3f//3+da3vrUYUTw8\nPDw8FsiiLAPbtrnzzjs5dOgQx44d48EHH+T48eNT9nn00Uc5ffo0p06d4rvf/S5f/OIXAQgEAjz1\n1FMcOXKEo0eP8tRTT/Hcc88tRhwPDw8PjwWyKGXw8ssvs3XrVtra2tA0jdtuu42HHnpoyj4PP/ww\nt99+OwD79u0jFosxMDAAQCgUAsAwDGzbpqamZjHieHh4eHgskEUpg97e3il+15aWlinpdbPt09PT\nA7iWxZ49e2hoaOD6669n165dixHHw8PDw2OBLEoZlNoIbHpYInecoigcOXKEnp4ennnmGdrb2xcj\njoeHh4fHAllUnUFzc/OUqsvu7m5aWlrm3Kenp4fm5uYp+1RWVvKhD32IV155hf379884vq+vbzFi\nenh4eLzj2LJlC6dPny79gMX0sjBNU2zevFl0dHQIXdfFZZddJo4dOzZln0ceeUTcdNNNQgghfvOb\n34h9+/YJIYQYGhoSY2NjQggh0um0uO6668Svf/3rGddYpIhLTvp0WvyPO/6HsM3Ze+KsBl//+tdX\nW4SirEW5PJlKw5OpdNaiXOU+OxdlGaiqyr333svBgwexbZvPfe5z7Ny5k/vvvx+AO+64g5tvvplH\nH32UrVu3Eg6H+cEPfgBAf38/t99+O47j4DgOn/70p7nhhhsWI86KYI1bdPV0YSds5Oq1U6bR2dm5\n2iIUZS3K5clUGp5MpbNW5SqHRbejuOmmm7jpppum/O6OO+6Ysn3vvffOOG737t387ne/W+zlVxRH\nd2CiFY6TdqB6deXx8PDwWCrWztL2AsDO2AB88sOfxE7ZqyzNVD7zmc+stghFWYtyeTKVhidT6axV\nucph0RXIy40kSUs6sWox6Od1jF7D3VAguie6ugJ5eHh4zEK5z07PMigDJ+P6iJ595Vmwwc6uHetg\nrablrkW5PJlKw5OpdNaqXOXgKYMyyCkDyefWSTippRuS7uHh4bGaeG6iEhFCkHw1CQJ8630Y/QZa\nvUagNbDaonl4eHjMwHMTLROO7oCYsAomZomstSCyh4eHx0LxlEGJ5FxEvUYv//7Ev2M5Fk7GWRNW\nC6xdn+ValMuTqTQ8mUpnrcpVDp4yKBEn6z74E1ICB4ckSXAmlYSHh4fHhYwXMyiRzNkMyaEk5yLn\nkKolwoNhmu1m/Bv8+Op8Czqnrp9HVaMoijfD1sPDY2nxYgbLhJNxyFpZmIgXp9QUQgi3EnkBWFYc\nw+glmz23hFJ6eHh4LAxPGZSAEAJHn1QGr7zwCiIgSJvpBQeRLSsBgONkcBxz0TKuVZ/lWpTLk6k0\nPJlKZ63KVQ6eMigBJ+tmEmXlLJIkEdJCEISkkXRjCU75bizbThT9v4eHh8dq4MUMSsAcNcmczfCW\n9RbyRpltNdt4a+QtlLMKW4JbCG4PokZK7/nnOBap1Gv5bVVdRzDYtgySe3h4vFPxYgbLgJN10G0d\n4RP4FT9RfxRN0TD9Jrqll12JbNtJACTJN7HtWQYeHh6ri6cMSiAXPJYCEmFfmPb2dir8FUhBiaSR\nxE6XFzew7XEANK0OSdIQwsC2s4uSca36LNeiXJ5MpeHJVDprVa5y8JRBCdgZm4yZgQBuvACo9Ffm\n4wblBpFzloCbVhqd8jsPDw+P1cCLGcyDcATJI0k6xjowdhjsqNtBxBfBdmxeG3gN+3WbbdXbqNhb\ngazOr1sdxySVOgooRCKXYVmjZLOdqGoVweCW5X9DHh4e7wi8mMESk8sW0lUdWZbzloEiK0R8EQhC\nykiVXG+QswAUJYIkSXnLIJdq6uHh4bEaeMpgHpyMGzzGDwE1gCzJef9g3lVklu4qKnQRAciyD1kO\nADa2nVqwnGvVZ7kW5fJkKg1PptJZq3KVg6cM5sHJThSb+SfjBTkqA5VIIYmkXroyyFkAOYug8P+e\ndeDh4bFaeDGDeUifTtPT08N4wzgbNmygPlw/5fXXu18n82aGTXWbqLuibs5zOY5BKvU6kqQSiVyW\n/71pxshmz6AoUUKhi5blfXh4eLyz8GIGS0xhT6LplgFAVUUVKJBIJXCMueMGhfGCQlyXkYRtpxDC\n64Lq4eGx8njKYA6E4/Yk0h0dOTAZPC70D+ZdRSXUGxRzEQFIkoIshwAnX5BWLmvVZ7kW5fJkKg1P\nptJZq3KVg6cM5iAXPBZ+kQ8eTyfqiyKHZLJWFn1cn/N8k5ZBdMZruYCyV2/g4eGxGngxgzkwhg3O\nnzjPgDZA3fY62qraiu53qvMUYyfGaF7fTPNlzUX3cRydVOoNJEkjErl0xuuWlSCTeQtZDhEO71zK\nt+Hh4fEOxIsZLCFzZRIVUlVdBcB4bHzWfSZdRJGir7u/l3GcNI5jLVxoDw8PjwXgKYM5mNKTSJuc\nRjbdP1gVqQINUtkUdqZ43GDSRVRR9HW3AC0yZd9yWKs+y7UolydTaXgylc5alascPGUwB3baRrd1\npKBEUAvOup+maAQrgjjCIR6LFz/XtGKzYnh9ijw8PFaLRSuDQ4cOsWPHDrZt28Y999xTdJ8vf/nL\nbNu2jcsuu4xXX30VgO7ubq6//nouvvhiLrnkEv75n/95saIsKcIWZDIZhCQIhoJTgsf79++fsX9l\ndSUA8dGZysC2swhhIkk+ZNk/6zVV1bUaLGt2d9NsFJNpLbAW5fJkKg1PptJZq3KVw6KUgW3b3Hnn\nnRw6dIhjx47x4IMPcvz48Sn7PProo5w+fZpTp07x3e9+ly9+8YsAaJrGP/zDP/Dmm2/y4osv8p3v\nfGfGsauJnbHnrC+YTi5uUMwyyLWsLpZFVIiihJAkFSF0HMdYgNQeHh4rjZ22V30A11KwKGXw8ssv\ns3XrVtra2tA0jdtuu42HHnpoyj4PP/wwt99+OwD79u0jFosxMDBAY2Mje/bsASASibBz5076+voW\nI86SUhgvmK4MivkHo1VRFEnBSBlkzamzCUpxEeWYbE1RnnWwVn2Wa1EuT6bS8GSaH71PJ308zRP/\n9cRqi7JoFqUMent7aW1tzW+3tLTQ29s77z49PT1T9uns7OTVV19l3759ixFnSSnMJCoMHs+GpEhE\nK6LgQCwWm/JarpBsPsugcB8vbuDhsbaxkhbGedeCdzIXfueARSkDSZJK2m+6CVV4XDKZ5KMf/Sj/\n9E//RCRSPO1yNcgFj+WgPCN4PJt/MBc3iI1NKgPbTiOEhST5kWXfvNfNxQ1yrqVSWas+y7UolydT\naXgyzY5wBNnOLEw82q699NrVFWgJKH2KexGam5vp7u7Ob3d3d9PS0jLnPj09PTQ3u4VZpmly6623\n8qlPfYpbbrll1ut85jOfoa2tDYCqqir27NmT/1LkzMal3r44cjFCCI4ePUqiL1HS8RVVFfzu6O+Q\nOiUu2nYRsiTz5JOHMM0hDhz4YEnXf+aZ35DJnOXaay/DtjM8++xLy/L+vG1v29te+PZVm65C6ILn\n3ngOYQqu23sdjunwzPPPrJp87e3tPPDAAwD552VZiEVgmqbYvHmz6OjoELqui8suu0wcO3Zsyj6P\nPPKIuOmmm4QQQvzmN78R+/btE0II4TiO+PSnPy2+8pWvzHmNRYq4IGzTFueePSdeevwl0THWMeP1\np556quhxVtISr//6dfHSUy+JscyYEEKIVOqUGB9/RRjGSMnXz2Q6xfj4K0LXz5d8zGwyrTZrUS5P\nptLwZCqOMWaI8VfGxfjvxoWVsUTqZEo88i+PCDNurrZoUyj32bkoN5Gqqtx7770cPHiQXbt28fGP\nf5ydO3dy//33c//99wNw8803s3nzZrZu3codd9zBfffdB8Dzzz/PD3/4Q5566in27t3L3r17OXTo\n0GLEWTJmKzabDzkkE/FHQIdYOoYQoqx4QY5y5xvYKRv9vI5jXfh+Sw+PtYxjOujn3B5k/hY/SkBB\nDrqP0Qs9buD1JiqCMWhw/OhxjEqDXZftIuwrXSGMHh3ldN9p/Bf5uWTjVtLpE8hygHD44pLP4TgW\nqdRrgEwksmfe2EzqRAon5aA1aARaAiVfx8PDozzSp9PYcRulUiG01c0yNIYN9HM6ao1KcNPsxakr\njdebaAmwMzaGbSAF5q48LkaoKoQmaxhJg0R2ACjPKgCQZRVZDuK2tJ57FKadtXFS7orEGrHeFvnO\nHh5rEWPIwI7bSKpEYOPkoksJKcDiLQMhBM4qzjPxlEERUuMphBAEIlPbVp88eY7vfOdJ7rzzH/nO\nd57k5MlzM47Nu4rSEE/3A+UrA/eY0rKKrFG3qd2zrzyLsER+e62QC3CtJTyZSsOTaRI7a6P3TLiH\nNvqRtcnnghyQefa3z+JknUUtxjpiHbw+8DrWKjWq9JRBEdLJNACR6GSq68mT53jggdMMDR0gmdzD\n0NABHnjg9AyFoIQVIloEJ+0wvkDLAEqfb2COmO7+lW5imDHkVS57eCwlQgiyHVlwQKvV0Kq0Ka9L\nsoSkSSDc+qSF4AiHWDaG5Vgk9NWpMfKUwTQc0yGrZ0GBcHAyVvDrX5/B77+B4WFwnP04Dvj9N3D4\n8JkpxytBhXAgjGzqpPUUAg1ZLj+D11UguVGYxTuhWkkLYQgkn8T7P/Z+JFXCSTnzTlxbSXIpcGsJ\nT6bS8GRyMfoNnLSD5JfwtxbvLbb/ffsBcNILUwYpI5W3KpLGwqYdLhZPGUzDyThkrMyMNhSmKSME\nvPkmdHXBW2+5vzeMmbdQDasENAFZSC3Q4pMkGUUJA2LWUZjWiHtybZ2GJEtote6KxRj0rAMPj6Ug\nX2UsQXBTEEkunswhh9znwGwt7OcjYUxaA54yWCNYacsNHk9rW61pDpkMCAGxWDvnz0NfH/h8M1cC\nclgmqAlEVpCyF+5DzMUNivUpEo7AHHNdRNo6jfb2dlcZSGCNWYhFXHcp8fzOpeHJVBorKVNhlbGv\n0YcSVmbd97lXngMWbhkUKoCMlcF2Vt6695TBNNKJtBs8Dk8NHt944xYU5TDXXieoq3cftCdOHGbH\nji0zziEHpQnLQCJhLjzDZ64+RVbcAttVPLLflVP2yygVCjhgDpsLuqbHhYvlWPSM96Bbc8/i9iiN\nbFcWoQvkkIxv/dytZKSAazEsJKNICEHKSCFJEgE14G6bc2cRLgdencE0en7XQ99gH3WX1LGpZdOU\n106ePMePnzlD0pZJvunQsG4LX/nKRqqqpp7DSMcZfeM1+tNjOBe1cNG6i4j6yw8iCyFIJl8DbMLh\nS5HlycBVLt/Zv8GPr27yi2rFLTKnM0h+icgla6fXk8fy0xnrZCQ9QkANsLNu55TFjEd5mDGT7Jks\nyBDaGUIJzG4V5Ei+lkRYgvCl4SnZRvMeZyQ5OXySkBYi6o8ykBxgfXQ9TdGmxbyFsp+di+pN9HYk\nlXQ1crhiZqHZ1os28OGmGgRQo2i0aAE0bcZuCCWJpEiEqCVhCuJ6fEHKIDcK07bj2HYCWa4BwLEc\n7HEbJFCrp36EaqWK5JcQusAat1ArvI/4nYBu6YxmRgHIWlnOxc6xqXrTPEd5FKNYlXEpyEEZO2Hj\nZJyylQFAxBch4oswwMCqxA28pUMBjuGQNbKgQjgwUxkkLAsBvPLss4zZJo5S3CS0rARyQCbqb3Dr\nDbLFR2GWQrHpZ9aoBcJ98Muq+xEW+lJzloI5tHquIjtjkzqR4vCjh1dNhtl4O/rC+5P9CCGoDFSi\nyAqjmVFG0iOrKtNysBIyZTuzCEugVCpTrO65aG9vz7elKDebL5dKmlMGMDW7aKXwlEEBhcHjYtPN\n4rb7ISu4nWvPGzOzdoSwcZw0clAhrNYiZ2WyVnbBftxicYN8bcG64qt+dZ0KsusycozVqWjUu3Sc\nlIMxYHhV0ctM1soymhlFkiQ2VG5gQ+UGALriXe5MDo+SMYYM7PGZVcalsJBK5ML4QNQfRZVVAmoA\nR7hZjSuJpwwKSI+7weNgJDilH5DjwLFjMJR2Uzlvff/7kYAR00R3Jj94IWB4OAkI1FAEWVaI2K6m\nj+sLsw4UJYgkaQhhYNtZt/1E2kFSpXyhGUzNv5ZV2XUfidWxDsyYiZ10Fee1l16bV15rhbdb/nx/\nwrUKakO1+BQfNcEa1oXW4QiHs2NnF9zi4O12n+Zjrirj+di/f/9kw7oyMorSZhrbsQmoAdSJeqSc\ndbDSriJPGRSQixeEolOtgp4e+NHPbH76c4EmSVRrGus0DQH06+6Xx7Lgpz+F//iPBPE4+CJuVDls\nue6mxbiKCq2DXG2BWq3O2cAu7yoaNld0ZS6EwOh1LSal0l0pGf2edbBcZK0sY9kxJEmiMdKY//2G\nyg0E1AAZM0N3vHuOM3jA/FXGpSAHZZDA0UtvS5F74BfGFD1lsAZIJSaCx5Gp8YJTp0BXbFpaIKoo\ntLe3s97nQwJGLQvdcVAU14KwrASPPw5CrkTSJMJKGAz3g13oCq1w+pk5OllbUMh0X6oSVpBDstuv\naGzlep2YwyZO1kEOyAS3BN3hH4ZY1fjFdN5OvvDpVkEOWZLZXL0ZWZIZTg8zlhlbMZmWk+WSqZQq\n47lob29HkiTkgOy2pSjRVVQYPM7hKYM1QCbl+uimZxKdOgW6arFhA1Sorinnk+Up1oEkwS232Kxb\nl2FsTOahhyLIIQVFVgiaQRzhLLjnSM4y0MfH3PYTfmnOApgcWp2rMFbqQSxsgdHnWgW+Zh+SJOFb\n5z6gjPMGwvGsg6UkY2YYzYwiSzLrI+tnvB7UgrRWuvPHz8XPefUHs1BqlfFsZGw7bwmUO9sgV3kc\n9U1aBn7Vj6ZomLa5op+ZpwwmsLIWhmkg+STC/kllMD4O/ecFtt+mcT1UKErebznTOkhw8KBAVcOc\nPCnx0mvu7Y1Yi4sbyLIPWQ5gxXRskZphFUBxX6pWo4ECdtJekX5FxoDhZmFElLyZfcPv3YASURCm\nWDNtMt4uvvD+pNsVtzZUi6YUd2vUhmqpDlZjOzZnx86W5a57u9ynuSinyrgY53WdY+k0O66+GqCs\njKKM6VYa5x7+heSGaq2kdeApgwnybavDgSm++NOnwVBsmpohqslo8uQt88kytQXWgW0nqKyEm2+O\nIknQ0a9g2xC2Fx83kKUIVsLGEUn3IV8Chf2Klts6cEw3cwjc3OxCfE0F1sEaaZNxoZMxM4xlxpAl\neUqsoBgbKzfiV/2kzTQ94z0rJOGFQb7KODx/lfF00rZN30RG4ZjlumLLySjKWQWFLqIcq+Eq8pTB\nBMmEe9OnB49ra2HrpTZbtkDlhIuo0G/ZWGAdpI0YAJs3R/nkJ+HT/4eCooDP9KHKKoZtkDEXmC6W\nCoEDIpTKt58oZDZfaj6QPGou64PY6DPAcQPbhaur9vZ21KjqtsmwySuM1eTt4AvvS/QBUBeum9Uq\nyKHICpurNyNJEoOpQWLZ2LLItBIspUxmzHQTMmQItAXmnShYiBCCzmyW3F/Us08/je44ZbmJ8sFj\n38yCVE8ZrCK5GQbTlcGGDXD1jRbbtrkuounkrANHWAwa44DbbXTrVtD8EpJfAgcqhBsEXqiryBkL\nICEhVeiIMgLRU/oVLVOKp52x3XNL4G8uHnzzN7m/NwYNb1bzIkmbaWLZWElWQY6QFqKlogWAc7Fz\nGPbqK+XVZKFVxjn6DIOM4xCQZaomFolxy0LWZCRVQlhi3hqfYsHjHCEthCy5NUorNezGUwYTZBLu\nij1SMfWDsRyHtOMgA5EJZTDdb9no8yHZCRKWjSVNrVHIrZKjtqv9F+IqckwHJwmyHEKNykVbWs/l\nS13uQLLeq4NwrzPdasnJpYQV1CrVtQ7Or+6D6EL3hfcn3FhBXbgun5teCvXheqoCVViORcdYx7zx\ngwv9Ps2GnbXJni2/yjhHyrYZMAwkoC0QoFpVufK664hPuIpy7aznsg6yVhbTNtEUDb86cwElSVJ+\n9nrKWJmmdZ4yAGzHRk/p7gcwLa10fKLqOKoos5qRPlmmWnZNxhFnatViThmErBAgkTJTZWv6XPsJ\nX0UlkiLNO/1sOlqVhuSTcLIOVmJpVxlWwsKO26Awr881Fzswh0wc07MOFsJCrIJCNlZtxKf4SBrJ\nvKvpnYKdscl0ZEgfS2MnbSSt/Cpjp8A91ODzEVYUKlUVCUjYNo4Qk0HkOWYbzOUiyrHSriJPGeAW\nmwkhCAQDyMrUWzI+oe1zKaVQ3G9ZI2eRgbgIkrUnvwS5VYIeE7Q/HuXEScG4Pvdc4+nkagt869xG\ndcXmG8znS81bB4NLax3kKjZ9jb58n6TZ5FKCCmqNCo6b171aXMi+8NwDvD5cX5ZVkEOVVTZVb0KS\nJM4nz8/5XbyQ71Mhdtomc8ZVArkZ4VqdRmhHqKwqY4BeXSfrOARlmSafu7hRJIk3nn8egfu8UIIT\nQeQ5KpEL+xHNhqcMVoHUuGuGBaPBGa/lLINi8YIcjmOgYFKl+UEO0V/Qs0gJKSBBx0mH850VPPss\nnDxXuqvIzky2n/BXVwEyjpPBKdO6yA++WcJ+Reao6crmk/A1lGZq+9b7QJooTlulvkkXKikjRTwb\nR5EVGiINCz5PxBfJt0fujHVi2munIHApsVM26dNp0sfTWDE3UKzVa4R3hwlsCCD7ynv8JSyLQdNE\nAjYFpgaccy7kmGWV5CYqVnk8nbAWRpJcb8JKVPB7yoCCyuOCYrMjR+AH/9PmzDmBT5IIFCiD6X7L\nnNumPlCDjJtmlrMOJFlCDsps2wrXXBLFtuFnD4+TKNHTk29KV6MiyzKKEsEdhTn1BPP5Uqf0K1qC\nwTdCCDdWgBscns2FNl0uJaC4dRIC9L7VKYK6UH3hubqCulB5sYJiNEYaqfBXYNomnbHOBcu00pQi\nk5W0SJ9Kkz6RnnRhNvpcJdAaKNsaALAn3EMATT4fwWmLw5sPHADcZpZyoKAtRZFCS8M2MGwj35Ru\nNhRZWdFhN16ze9zpZgDh6KQyOH4c3uy02XvRVBdRMSzLfTAHtEpqHY1B06TPMNgcdC0NJaTgpB0O\nXqvyxmi4aODEAAAgAElEQVSArv4s9/zDMeqrzuM4MprmcOONW9i+fePMc+fM2onaAkWJYtvj2HYC\nTasu631qdRrWqIU5bOJb7ysrlW465qCJMNwpUMWK4ObCt96HOWJijVrYjXbZmRzvRAqtgoXECoqx\nqXoTx4aOMa6P05/oZ310ZhXzhYQ1bmH0G/kmiSjgq/eh1WtFXZjl0KPrGEIQlmUa/TMDvgFFwS9J\n6EK4CScBGSfj4GScGYVspbiIckR8ETJmhqSRLGn/xfCOtwwc4aCn3eBxKOKmlVoWnD3rtqBoaZ3p\nIprut8yt0hUlSqPPl7cOMhPWgRyeuM1Zm4/9fiWG3s/jT7/OkSMHiMX2MzR0gAceOM3Jk+emnNca\ntxCmQA7I+S9UsfkGxWQqhhpRkYMywhSu2bxAhC3Q+yesgllSSeeSS/bJbgxDkG9fsZJciL7wwliB\nIi+N8lRllU1VbvygP9k/wzd9odwnK26ROpEicyrjBoZVCV+Tj8juCP4m/6IVQdyyGDZNZNzsodnk\nqixMMQ3NHkQuxUWUYyXjBu94ZZAyUghd4Ff9+cDPuXNgmIKKepto2M0kmg3H0RHCQJJUFCWINlF3\nAORjB/mqxLTD+upKwpEeGjfupqVl8jx+/w0cPnxmyrlzgWO1ZtIyUZQQkqQihI7jlP8g1eoXH0jW\n+3WwQalQFjxJzdfoc2cujFkr0irjQiZpJBnXx91YQXjhsYJiRP1RGiONCCHoGOtYsZz2pcCMmaSO\np8iczuCkHCRNwt/iJ7w7jH+9H0lZuOWbwxaCcxPuoWa/f4q7eDqF9Qb5IHKRuMFclcfTKRx2s9x4\nyiCRAgHB0GR9wKlTbguKlg0QkmVUeeptKvRb5lxEuWZywAzrQA7KIIOTdQgrYUIBlfUbMgh56sPc\nMCavI5zJbqPT3TC5axVaB6X6d6f0K5oj9W02HMNxFYk0s+1EMWaTS9ZkfPVu0HmlYwcXmi88ZxU0\nhBuWzCoopCnaRMQXwbCNKfGDtXqfzFGT1LEU2TNZN4FBczuNhi8J42vwld1obi66sllMIYgqCvW+\n2ZMk9u/fT0RRUIC042BN/GlMzyjKNZ9TZKXoAK3p+BQfPsWH5VjLPqjIUwZFgsddXTO7lM5GoYso\nx3TrQJKkKT1LIppramaZmlXk801+cawxCxxQosqMrIdi089KRZKlvHJZSBFarsBMrVHzq5+FojVM\nKKa4jZ3yrINiJI0kCT2BIivUh+uX7TqbqjehyirxbJyB5MCyXWcxWEmL4aPjZDuyOBk3i82/wbUE\nfPVLqwQAxkyTUctCYXb3ENks9PXBxN957nmR9LmB4+kLrnKsghwr5SpatDI4dOgQO3bsYNu2bdxz\nzz1F9/nyl7/Mtm3buOyyy3j11Vfzv/+jP/ojGhoa2L1792LFWDC5tNLCNhSf+xx88L/Z1NcXTykt\n9FsWUwZQxDrI+RBTNgf3X4JpvIxeoAx0/TD79m1hwiIt6iLKUTjfoJhM85GvOSizX5Gdtt2AtjzZ\nXmI+5pJLVuV8SmouM2kluFB84bD8VkEOn+KjraoNgN5EL2kzvabukxCCMyfi/PSpX9Pj6KgbfK4l\nULe4RIjZMB2HronBVS1+P75p3gEcx516dewY9PfT/uMfA5P9y8Zxi9qwmZJCXUqx2XQuCGVg2zZ3\n3nknhw4d4tixYzz44IMcP358yj6PPvoop0+f5tSpU3z3u9/li1/8Yv61z372sxw6dGgxIiwKRzgY\nKVejF2YSOZLDuiYHTYbwHD5C284ihIkkaSjK1JWDJsvUTVgHfYaRDwA7KYcrL7mE3/twK+Hqw1RW\nPkV9/ZN84hNbefnljXz/+xAbdrATtpsXXT0zU0eW/UiSDyEsbLv8xndKQEGJuo3jckqnFPIFZvW+\nsnO0Z8NX70NSJeyEveTV0Rc6CT1BQk+gyuqyWgU5KgOVNEQaEEJwduwstrN2rLV4X5Z42gS/RGq7\nj1NBk4S9fPJ16TqWEFQoCrXT3UOjo/DGGzAwQGdnPz/52W/59f86wvfu+Tnnz/Tmq5GlgKukCuMG\nc/Ujmo0LQhm8/PLLbN26lba2NjRN47bbbuOhhx6ass/DDz/M7bffDsC+ffuIxWKcP38egOuuu47q\n6vLSI5eStJnGyTr4FX++hBwKWlCoxUdL5nyps1kFOXLWQcyyMCYW0nbaRpVVLt62lY/+4ZV87o+v\n4I//+ABtbRtxHBgchH+/12RkGNRKddYg2HTroFz/bj6QXKKryIpb2ImJTI3G0nu5zCeXpEyeb6Ws\ng7XqC59O3iqILK9VUEhztJmwL4xu6Wzau2lFrjkfjunQ2+U+CG+69QNUqCqmEJzKZOjJZpe8IGvE\nNIkVcw9lMnDyJHR0gGlydjDO91+ADucPaa36JEbHZv7nD95ioOs8DpAu+JsHsByLjJlBluSS4gU5\ngloQRVbQLX1ZCwQXpQx6e3tpbW3Nb7e0tNDb21v2PstOIuFWkZ044fr3Uq5rKKWnwICgLzgl1z3X\ncGquqmOYXxmoBdbBedkCBYQhcEyHSn8lQL6dcEUF/NEfwcaNkB2yePhh6E3Mnr8/GURe2PQ0tVJ1\n+xVlSutXlHtQ+9b7liRLoxCtTkPSJJyUgxX3rANwrYKkkVwxqyCHJElsqtqEIiuMZcYW3nJ9CRnp\nSpMybdQqldbaEBeFQrT4/UjAgGlyIp2e0gJmMRiOQ/eEr3ZDIODOL7FtN5B4/Dgkk6Bp0NbGY2dB\njnyIbLAa3V+B7FjUGTs48pw7czqhuUoqZxkUWgXlurZWYtjNoorOSn1D0zV3uTfiM5/5DG1tbQBU\nVVWxZ8+e/Eoq59ecc/vcOfZfcgmkUrQ//bT7+lVXoadjvPrCK9Ssb2bbe7fl9z+dybD32mupUNWi\n5zty5Ahf+cpXsO0Ezz77CoHACAcOfKDo9U++8AJns1kuv+46qgMSLz79DP5+P1cfvJq+RB+Hfn2I\njZUbOXjjQYJBaK4/TI+pIynv5Ue/ULjkTDs1NTPf33vfe+3E9lMEg91IksT+/ftLux8T21qtxuGH\nD6OcVDj43w/Our8ZN7mq5Sokv8Tzbz6PdEwq+f7/4z/+Y0mf19UXX43epfPEz58g2BYs7/Mtczv3\n+S3X+Reynftdbnv9JW4B2JlXzzAWHFtxeTbt2cShXx+iK9xFdbB61e7P4UOH6Tg1zqV7r6ZpU4T/\n+5/+Kf99iioKP/nVrzCEIHvddbT6/bzxwguLut7/96tfkXIc3n/99dRoGu2/+AUMD7N/716QJNrP\nnoWaGq7cfCm6LtPZ6R7fbRu8O1RL9+lDZDMx+O/vIqE5nHjlOSSfxE2bbyKhJ3jlhVeoDdWy7eZt\nZcm3/YrtjOvjPHH4Ceoj9UX3b29v54EHHgDIPy/LQRKLsLFefPFF7r777rzf/1vf+hayLHPXXXfl\n9/nCF77A/v37ue222wDYsWMHTz/9NA0Nbr50Z2cnH/7wh3n99deLCyhJizMD43F3XJmmucvu8XH3\nJ5vlrc6zZPscWluaqd5eQ1+qEqUpTE9Uxi/LXBIp7tdrb2/nuuv2kU4fQ5J8RCJzB8B7slkGTJPI\ngENT3J2o5K+T6Rk6y4AVIxCIsLNup9u/vCeLcd7kxRMa2YoAH/4wzKY7U6ljOE6GYHA7zz33Stnu\nD8d0SL0+kU21O1y0TF84gtQbKYQpCGwOFI1hzEV7e3tJcgkxcR1jYddZDplWkkKZxvVxTo2cQpVV\ndjfsRpZWPulvJD3Czx79Ge+/4f1srt684tfP0fdGnJ7RDP5GH5duq+bpp5+e8tk5QtCt6wybrvuk\nSlXZ6PfPSAcvhSHDoEvXUSWJiwG1uxvSbncCKiqgtRVLDfCb38Czz0I8/iTBoNuGorOznd0124gk\nzxNtfJ3df/FRdMdh40lBQJaJ7I1wYuQEaTPN9trtZVcTJ/QEb428RdgXZkftjpKOKffZuSjL4Mor\nr+TUqVN0dnbS1NTET37yEx588MEp+3zkIx/h3nvv5bbbbuPFF1+kqqoqrwhWhL6JNr3r10NlpfsD\nONkM6bEYjKcJRYKIdIanf5Kh23C44iMS21qjUFPj7j8tgLR//34MYxCY3UWE44BhgK7TmM0ylEiQ\nGM6S7bJQeixokWgWAiPeTSqk0atDS8surFELSYIb/puGHJxdEbjXrsBxMtj2+IIebrImo1apWGNu\niwr/ej9DqSEUWaEm6HZINQYMtwo6LC/oAV2qXJIk4W/yk+3MYvQZy6oM1poigKky5WIFjZHGVVEE\n4BajXXn1lfnWCauBMWowMJYFTaJlYyRv/RYiSxIbAwEqFIVz2SwxyyJt27QFAkTnSQsvRHccenQd\nLIuNo6OosYlpcD4ftLYiKqs4dgyeeAJyL23cuIXu7sP4/TfQ1rafpHCQ449y8LL1yOPjDEWjpHw2\nAUvGTJlkLDdekHP5lEPY5zatS5tpHOEsy/diUcpAVVXuvfdeDh48iG3bfO5zn2Pnzp3cf//9ANxx\nxx3cfPPNPProo2zdupVwOMwPfvCD/PGf+MQnePrppxkZGaG1tZVvfOMbfPazn13cOyokHnc1u6a5\n8ysLSMs2ZqCCwIZ6lCt2MBrL0ueMY1aNUBHJUpFIuP5BgEDAXRlUVkIkArLsxgssC9VRIDMKuj71\nx5wM9KhAvePQ7zgMZwVBWwYtgKRpNDlNdI51kHzzVWJnxlCzTcjra/J1CXOhqlFMc2BB9QY5tHrN\nVQZDJrFojJ7xHiRJIuKLoAp11rnGy4G2TsM4b+BkHcwRs+yeR28H4tk4KSOFpmjUhetWTY5csZNh\nG2St7JwN1ZYD4Qj6O1OYQhBuDrLOP3fSQrWmEVYUOrJZkrbNqUyGBp+PJl9pqaedmQzOyAjrRkao\nApBlaGyEhgZSGZmf/MANGwA0NMDBg7B580ZOnoTDh58kkZA5fdrh3Tv20dZmEh8cZCgUIqkJ1lmQ\niCcQssg/1MslF3ROGSlSRqqkVhblsuhGdTfddBM33XTTlN/dcccdU7bvvffeosdOtyKWnEKrYNoH\nkDbTCF0QUAPIQYW3jkeJV0So2FuBst0iattTXEpks26qjyzTfuQIV+wOgmOhyIBU5DZKEvj9+Z8G\nTWPQcUiYDplAmND2SmS/TMA0qe2uYKDzTfrP9bEehZA0AsFKV4FVV0+RPRYDVXV1kmuVSNh2iqee\nOsz1199Q9i3K9StKxBP0dvdCpeuyGUwNUhurBRvUKhU1srCvSrkuGV+Tj+zZLHqfjlpTPJtrsaxl\nN1GuM+lqWgU53nj5DS664iISemLFlUH2vM5wyoCQTGvT5Ep6rs/OJ8tsD4Xo13X6DYPzhkHCstgU\nDOKfw200MDJCsrsbn2HQKsvu31xra94jEAq5/crCYThwAPbudXUFwPbtG9m+fSMPPdSOYRygNwX9\nqVM0huLIg4NkArVYKYdEPAHVpfUjmo2IL0LKSJE0kmtTGaxZ5rAKAJKZJJi4A238stuCYqIxXdjv\nRwmFJo9LpdzzjY9DKoVtJMHRkNUgcqhyykMfv9/9Ek1zLalAva7TN5RgKGlRlbbdEZGaRu3mSxiL\n+okn+hlIZriousrNgEok3OVITQ3U1pImxH/8h5vc8KlPQW2tO2/ZtpM4zsKzPkS1oLe7F8dyqG2s\nZTQzytDoENHhKLIs42subyzgYtCqNYyggZNx3O6qZY4kvJCZYhWEVs8qyJFLf0wayRW1UhzToa87\njS0ElRtC83YBmM56v58KVaUjkyHlOBxPpWgNBFinTbM0DYNsVxd9o6MAbAwGUTZudL0ABUgS3Hqr\nuwAr0rAUcJ0G11wDzzwDv3xtA59/z5tUxOOMrYuStP0kE0moLq++YDoRX4QBBpYto+jtqwzmsApg\nsm11KBrCMNzmdLpm01qkSynhsPvT1ASWxbVbazAYRvE3QGBDySI1aBoDIZlk3CA5blJd4BdvoYVE\nMEGixmZoeyMNpg+Gh11FNDTk/hCiyljH2fg6vvc9hU98AhoaKrDtJNdcc1nZtwjcwrtz8jlsySZq\nRtkQ3IDlWMQ6Y4zZYzRubFxUi+mFrMD9zX4ypzMY/QbaOm3J2wysNasAXJmOD7kFm42RxmWxiMrl\n4I0HeXPwzXwLhZUi2ZVhTDeQqlRa103Nxy/1swsrCjvDYbqyWUYti85slnHLYkMggCJJMDiI6Omh\nw7JwZJm6xkaiTc0Mj0rMXDrCunVzX2///v2YJhw9Cn0jfl4baKS1vpex2CDj9noy6QyKpCxaGQDL\nNtvg7dmbaB6rwBEOmdRE8UfEVQaXXw7N2ywCgcmS8qKoKrZmgSzPHjye7VBZprbKXVqcH5u6khdj\ngqZoE1K1RG/6POnKEOzYAbt2uU5KVSVEmtuu6ebdgaP4+zr48XfHOXVq4X2KADrGOsjaWYJ1QZoq\nmjCHTNaJdYhxwZgxNu9c4+VArVSRw26r7YX0T7oQiWVjpM00PsW3JqwCgIAaQFO0fHO1lcBO2Zwf\nyODIEus2BgnNU+szF4oksSkYZFMggAKMWhbHUimSqRR0d3PetklXVuLfuhXHbub//VeJf/3XyQSi\nctE0+OAH3f8//lojmu1HsnTGYoM4lkPQCS7K9afKKn7Vj+3YpM0FCjkHb09lMJ9VYKYhg9u2OqQQ\nicCNNzlc/wGBKklzfgGFEPnc3nKVAcD6ygAykEhapCYKZRzDbT8RDoSpb67PtxN2hAPBILS0wKWX\nwpYtaLWVHPyA4IpNo1QOnuLh//M5Hvznw3z9L+/nO9/51YyZCHPRn+gnlo2hyipbtm5BlmTMERP/\nkN/tlFhjEbdKH9FZjMI8+nLIzUkwzhtl9U8qhYXKtFxkOjL81w//C1g7VgG492ml5/DGO9PuPIB6\nleYiY2gX8tnVaBo7w2HCsowhBIdfOcp9D7/K//PUOf7tiV4e/Y8xHviBRF+f+0Cf8BqVRb4eYLv7\ns+dymcCmDYSATKKfjGUTskuvOp6N5fw83n7KYB6rACZ6g2eZCB67t2C85KrjFOAgy0HkBYwe1HwK\n6yJ+cAR9Mdc6yDelq1JprWolqAXJWlm6492TB0oSVFXB1q3Il+3m2o8307JlhMRIB+rIRaiDEcSw\nyoMP/oYTJ96aV45YNkZfos+tOK3eRCgayvcrctIOtRW1SHUSA6nV6WCpRlWUqIKwBMbgyg/AWSmM\nQYOx/jH0UR3N0KgNFf/Orha5hmor4SoyR0zOx7IIn0x9S2jOoG+5+CeCy6muAZ79X6foyV7KycH3\n8soTV/PwT84Si53jfe+DP/kTpswZKRdJgttucy0Ef0MVVZWVGFIGcyRO2C4/pXQ6yznf4O2nDOax\nCmBaJlFgQhnkBt+X0LL6uuuuXJBVkKO+yu/2LEqYpGwba2RyboEkSWyu3owsyQynhxnLjM08gaYh\nrW+kM6ISufxTJMQOtjddTiTdR6OI8MLzT3L06GmOHRtnfBym151kzEy+b31ztJkKvxswy3UzBajb\nXIemavlUtoWyGP983joYMHCs2YeLl8taiRk4poPepzOUHuKKS6+gzqxbM1YBTPToXyHLQDiCsXNp\nkraNul6jKVA8UruYz06SJE4+dozW1C4kOUAwFEaL+2luvoHW1jNcf/2MvI+SKZSr8COsaGlBVw2y\nqTSB8cVbuMv5eby9AsglWAUAqUwKLLcnkeyTEUKQWKJ+RKWghVVqNI2RtEP3WJrmLEialJ8aFlAD\ntFS00BXvoiveRdgXxqfM/JaapowZiDIW2EEm20j1+DE0fZTA4BAvvTBCPBlHCD+aVkd9fS1NTQqX\nX2nRlT6D7disC62jITJZAHhmoJdnf3EWy5Zxmh12XxMhXK8wkBpgs2/lq1CVsIJSqWDHbcwBc94R\nmxcaeo9OKpNCV3U0RyOSXt4ZtwshqAVRZRXd0jFso+j3cCkwzhsMpHUIK6xvDC2ogrgU1FiCgCVR\nZTag+cM07HM9sYqyPNcTmsBpiCIN6Oid/UQuW1w8KKAGUGUVwzaW/PN4e1kGJVgFtmOTTWWRJZng\nhE8yZdvYQFCW3cZUsyCEjW0nefbZ36KqC1cGclimRtNQ0w6JIYO4Zc2YW1AXrqMqUIXlWFOmTxWi\naZOr5RPnjzBcvQdd34gar+ESf4bWBggEdCyrh76+o7zwm07Ojh5Dt3TCvjAbKzfmjz969Bz/9m9n\n6FUOMOBz5zI/8pMYXV3niWVjCw4gLtY/n5ubYAwaOObSWAdrIWZgJSysUYuYEUNukzl55iRYrKlG\nfbn7tNzWgWM4jPSkyTgO/hYfDXMszxf12ZkmISsBkkQm5KYHBSfCEoWDpRbCbHIl9ASB5ip8wRCJ\neBoxMLio68DyfR5vH2VQolWQsTKIrDvz2JIU/u3f4MmXJ1xE81gFlhUDBLIcQpIWkeUQUlBkiTpH\nRYxZDBgGUvXM822s2oimaCT0BOeT52e8fuONW9D1w/ltUwvRG+3jXe/bwXsujfLx3Qpf+GQ9n/xk\nJTfe6LDzijcxrKPIVi8bIzWTx5nwta+d4ciRGzh2zK2tEwKC/g/wxv8ezxehrQZKSEGtVsEBo+/t\nETsQQqB36Vi2RbIqieyXqax126SYI2sveyr38Fmu1hTZ7iyDholUo9JcHUReYlfZ2Bi8+CIwOsq+\nd7UwLr2JUxDv0/XD3HDDliW9Zo6kkSQxonA2tZ4kYJ/pdSvYFsFyKYO3j5uoBKsApgaPuwdlOjqg\nV7Fo3j1/vMBVBnDgwAcXJaokS8gBmcqMSty0SAUE/bJFG1OLYlRZpa2qjVMjp+hL9BH1RQn7JoNQ\n27dv5DOfccvhq6pkfL4nueGGHWza1gqdnTA2htY5xPrWVtStIczqASRHpTlSg2V2k7LOo2m1xGJ1\nCCGTzgpGwmk6ByQ2jgbYvlUmZLlKYyQzQlO0qey++kvhn/c3+7FiltuiokFbVN3DUsm0GMxBEyfr\nECcOtVAVqGLPLXtIvZ7CilsIWyx5m/CFkLtPuWrX5bAMrKTF8FAWA0GoxT+zMGwWmUrl1Cn4z/90\nGwjUXT7Mlrb13PL5jTzx8pMYhozP53DDDVvZvn3j/CcrUy4hBEPjSZ45BP5MHW2axZaUgdrTAwvo\nKprDUwZzUaJVAJNppQE1wPFuGUdyqN/gIAOROVNKnYkB9BKqWrlokZWwgpNxWO/z0VFjM2JZ1FjW\nDIVU4a+gIdLAQHKAjlgHu+p2TclVzpXDz2DzZldB9veTOXOS80ocuamBjVXvokKTMM1BHCeDYfQT\nCp3nIx/p4bXzw/SlAvT1QaeegdMhrm/SqPBXMK6PM5wenhJjWClkv4xWp2EOmhi9BsEtM1MOLxQc\nww0aA4yvG0eSJOpCdciajBJVsMdtzNG1VXkd0kIoskLWymLaJpqydD2jsl1Zhk0TqVGjJRxYsgC6\nEPD00+6PELBrY4qW2ixoGtsu3c22K5fkMoA78XD6pENwnzV+v8NVVwR54wU/r55bx+6mfppHRtzn\n1CxdkecjpIWQJZmMmcF27CUbfPT2cBPlrILGxrnbfFKQSaQEOdUloys2rRtcRTCXeWpZccBBUcI8\n88zzixY5NxNZU2SaG938465sFqdIy9nmaDMhLYRu6XTFu4qer6jPsqkJc0ML3cle1JExmgbS1AZq\n8PlqCYd3EQxuR1Xdlf+eq6OEan7GRRtPcPnFY4RrHELbnuT6A5vzCmAwNVh2O/Gl8s/71vtAAStm\nYSUXZ2avZsxA79HBgUwogxk0CagBov4o7e3taLUT0+fWgKvIcByeePLJ/PZyrEaNYYOhuI6lSUTW\n+6iaxyqA0j67TAZ+9CPI7XrgAPzh9cNuK4n5SolLRAiBaY6QSr1JOv0mv/rVT2fsk7tX1707yroq\nH7G0ym97qtwXu7pmpvmViCRJU1qFLBUXvjIotArq5o7U245NJpNBdmSSST+JtIxaabOupnQXkapW\nLYnYaoUKsltb0BDyE5JldCHoN2b6xXO1ALIkM5IeKZ5uWgQhBGekMVJtzYRClTQ6IXfa28Sgb1WN\nEAxuQgtejK9lF9e9t5mNkd+yZ91j3HD1o3zk463IG+qJ+KIEtSCGbeQns600sirja5gYj9mzMtWw\nS401bmGNuRPv4jVuMV9tqJa0bZO0beRKBRR3TradXfn5w7rjMGAYnEileD2V4mw2mx8rudTKQNiC\nTE+WEdNEbtJoDSxtI7yhITc4/KlPwXuvdZBiE38z83gO5kMIB8MYJJV6g2y2E8dxp6JZVgzHmarE\nc7UZVaEIH/6Q+919+UwFCcPnaqyhoQXLsRytKRY13GYlmHdAw/HjrjJobYX6uccDJvQEJztP4u/x\nEx/cwq9Phqi5Msk17xPsCoUIzuImEkKQTL4G2ITDu5HlpTHhHdNBUiW3T7ltc2KiDn7nLLIMp4c5\nFzuHIivsqts1b1pZZ6yTkfQIftXPzootKB2d7r1SVdeNFHV9wW+l0yRsm0pFYYOaRte7MB2bLtOH\n5WujQtWoFim64l2EtDA760obrrHULHbQzmoihCD1ZgqhC6T1Em9JbyEhsav+Eo6lsziABAT6LEKj\nDtXNQSo3LL5idT6ytk3MshizLNLOZEaNDIiJn5AsU6fYnBs9RVALsqtu16Kvq/fqdJ9LMBYQ1OyM\nsCW4tK6/gQG3qVxVFTAy4sbQolG46KIFnc9xLExzCNMcRAjXMpXlID5fI5YVw7LG0LQ6AgW9yo6c\nP4Lt2FzacCmaovGd/2uIwSGbj31U5WLpHCgKXHyxu5Atk3g2zunR00T9US5aV/w9rehwm1WnDKsA\nphabbXmPzPprbTqEQJOkWRUB5IbO28hyaMkUATBlslhIUajTNAZNk3PZLDvCM6sVa0O1xLNxYtkY\nHWMdbK/dPuu5B5IDjKRHUGSFLdVbULSgWyff0eH2wT51CjZsYKCigoRto0kSbYEAqhxClgNI2TO0\nYtCln2JcbELSwsgoPPRoioFtSd73nsh8HrklR5IlfE0+9HM6eq+OWrU8La6XA+O8gdAFclAmFokh\nkjTHnWoAACAASURBVIKaUA2vv9XDT1/owLZkVNXhXbubaDWrGOy1CNQ4VCgKlapKVFGWLPc+U6AA\nMgUKQMGdFDbU2c8LT3aSsWTiYYfLr2ph04ZG4jZABsuxUBdQfZ/D0R2S/VnGbBu5OUDzQiu95mDK\n/KzhYfffBbiIHMfAMAYwzWHAvVeKEsHna8zHDhUljGXFMM1hfL4GZNmf9+f7VX8+xnLgfRojcZtw\ncwDSVe7fYU8PbNpUtlyFlchCiCX5O7iw3URlxApgInichaAaRA3LRBtsqqtLTSmddBEtl8+52e/H\nJ0mkHIfBIu4imEw3TRpJ+hP9+d8XyjSuj9Ob6AWgraqNoDax6pJl2LLFvV9CkO7spHdiYoerCNyv\ng6pGCIV2EFBDtGoOsn6KuDHO6aEqznQI/utXA/z0p26Gxnws9b3y1fqQAzJCF5jDC/Otr3TMwDEc\njPMTQ4Ja/YxkRgAY683wwE/OMjb2Lrr+t4Gv+3qe+2UvybExNAuMuMWIZXE2m+VoKsWJVIp+Xc/3\ntCqHtG3Tp+u8mUr9/+y9aXBc533m+zt7n17Q2HeAIAlwk0RJNi3Li2RKtGTLSZQ4M84oNzOx6zoZ\np1xZfJPKzf1wayo1N1VxvszcyTj3juuWE8dOxnbsON6ixRZlyLSsXaIkbiAAYl+IvdHL6bPfD293\nY2sADYCkqOWp6gIJnNP9ntPnff/vf3seLuRyTDoOVhCgShL1mka3aXJ7PI49OsN3vzbE/Oz9XHgV\n1PH7ePKfxxganWZJMhh3Apb2WGJqj9vM2i7UKtQnDSI7IKNb/92l04LSfVPk80KkSlGETkGF8P08\nljVMNnsO151B5AuTmOZhotHDa4pIZNng2WcvAyG2LdakYohoNUtpc5OOrkEq44hIhiwLIqTMzkNv\niqxgaiZBGFwz0rq3rjHYoVcABc8gH5Y4iVLFruOK8wWVP0y7gSxJdBZip5O2jRNsbIRRZZX91WIn\nMZWZ2kAVYXs2Q4tDhKFgQa2OlMlxtLUR7NvHUBgSLizQODFB1bpdpywbRKNHiOo1dOoykjNIRzvc\ncUoi0FK8fsHmy1+GiYlrdPE7QFF1zZl0CIObOsoJiIoZAlDrVNJqGtd3MTWTX/ROEZp3MzICk0MK\n87MSCekU/Rem6I5G6bY02g2DKkVBArJBwKTjcCmX47VMhiuWxbzr4pZ5TkA0U07YNucyGS7mckw5\nDvmCAWjQNHpMk+OxGPsiEZKq8LKefHKQIDjFyAhMTUEYSDSFpxj6+TgJLUY6CHl1eaHUsb9TeGmP\nzLzNMj5Kq1Ai2y2Gh+F//A944oktDpoXhpeamhVFmi3g+1ksa5Bc7jyeJ85V1Vqi0WNEo92oavkK\nIFWtAyQ8bxHft0q5lSK3E0A8rqFIEk4uIK8oYlMGu04mX+s8zls3TLRDr8APfPJeHtmW0aM6siGT\nyW/fbOZ5GcLQQ5YjpfKx61mnnlRValSVRc9jzLbLxlITRoLmeDPTmWmGloY4Wn+UkydPEoQBAwsD\neIFHjVlDS6Jl088Zj8fJd3ZiTkzQnsmIxHJ39xpyFklSMM1uZHmMTqYZyY/StU+m+lcNRn82w+JM\nB3/7t/Dbvw37NinTvh73Sk2qKHEFP+PjTDulLuVKcSP7DLyUh5/yQRFGrEg+2BBtwHZnGJ8LmJuD\neHA/588X0jn7ZH71QxCTAxoVjSZdJwhD0r7Psuex7Pvkg4DFQqgHRPd8UlWJyTIZ32fR83BWLTCa\nJFGjqlSrallt4FwOLlyAM2dkpgv9jZp2knxeKH2peZn3VNXSa82RsrM7lpUswh6zuVooJW2KGlt2\n/K9GX98ITz45iOvKnDv3FHV1B+nv30cQiCiQ54l7twZhuGIMtkkce94yjjO9igpeRtPqC2Gf7Q3W\n/fc/QD4/huvO4DiTpG2xQK/2DGRTJi4rpKyAlO8TaW4W47Ms0em5Q234uB5nNjtLxsnQxN5Lvt+a\nxmC3XoETYsgGsi6TkQICRHJsq1is54kqhGtVRVQJOgyDZc9jyfNYct2yJXetiVaW7WVybo6x5TG6\nqruENoGXx9RMuqq7Nn3/lOcx67pI0Sj7jx5FGhoSD+TFiyKMtKr+WZIkIpFOZNmkUxrG8ZdZ1ue4\n9eMy0qVWpieVPbE87hZGu0HuUg7nqoPWoK3Jv9wsCIOQ/JiIpRltBg4OaTuNIivUResIjIBoFExJ\npr1VIpUSEYOJ6QC1SgHfx110RWhMkkiqaklrww6CkmFIF2L/1rrQor7KAMS38H59H/76r0VEZXk5\nQJYhEfU5dMAjGhWGVtcDaiIJ9hsKs56DHwQVy0oW4cw6pNMuOTVEb9RortAr6Osb4atfHcAwTuF5\n0NcHU1OnueMO+OQn93HffZts+lMp0V5vmkKcahWW8kuCkkb2cZxpgqAYalHQ9UY0rXHHrMS63oLr\nzpG1r+J6IbqWwFBXNipKRCGuKaTyHku2S72iM5jv5JDUL9yw2todJZOvtWdw882gSrBDrwBW8gW4\nJllXXqGs3kWI6HrHnDVZpq2grzdq2/hlXMjV7KbzuXm+/v2vl7QJumu7NxXR8IKAkUKwv80wMM1C\nYjmZFNury5fLErrregO1scN0x5LEZYese4Xmu8b4zGdEOHYzXK97pcR2T1Nxo3IGpaRxVEZv0JnL\niURmrVmLLMnc9ZF9RCIvcOKYiqb1cuIEHD9+ms9+9iDJzkLPwaq8SBCs5GkMWaZB1zlYiPUfMk2a\ndZ2EotCs6xyJRrktHqc9EtnSEID4/g4fFo7h5z53kA/e8a98vOM8/tDfY+bmS3QNsiQT02LUKxLt\nWoBRyG9dyGaZd7fO34R+iDPpMOM6yK0aLYYhFMcqwJNPDmIYQt/7+ed7mZ0FwzhFTc0gp05tEf0p\negXrEsdXM9P0z7zEpcnHmEmdJQhySJKGYbQTjx/HMFp3bAh6e3uRZRVdb8RyLUJvZk2IqIhkQkcC\n0mmXr/xdyP/8URXDqRphkcfHd/SZuqKjKRpe4JH3KkjgbYO3nmewC68AViqJRq5E+NETMs0P+xw/\nsXWIyPdzhKGDJOkoyvUv81uNBl1nwfPIFOK+nWXqsA3VoCPZwcjSCDk3VzIQW5WcDufzuGFIlaKs\nEIIpilgJxsdFTd7wsKjLW7ebUtUq6hK3cItn89LcACMLL9AQTbKvTC6l6NZfvPg6588HfPSjB3fd\n8j+WGiPv5TlQc2BNt+W1pqnYCVx3sZBYVJBlHUnSCj91ZFkndJRS0jjSGSEIA+ZzYnEqahY0dbXw\ny7/iM/zzZ/CmX6exMeA3f1NQI4RBuKbnQIkoXLkC3/ymWLhvv104cYoiNgaJTcI/IKIl09NCkrGr\nS5y/Hr/2a4V91XINt4cSLz73CybmL7Nf/jZ3fvKD9BS+u7geJ+NkCLwcRxOta2QlU57HvqKs5DrY\nkzZLeRc7KhGp0WjcwQ7YdVdW++ZmMf0PHoS6ui32sq4r1gpJKhmDIPCYTV9mZOE1CEWIeDIzRzSy\nn+rYvmtSkaPrzeTcs4RBFrPM46hGFaKKQs4O6DjiMTmu8a+vtfO5D6dQFxZEOCtROQlmXI+zaC2S\ndbJE1L31arz1jMEuvAIoNGfkYWYygqtJVDVsT0GxWYjoRsWc9xkGF3I5Zl2XOk0jVmas9dF60naa\nEx88QUdVR4lHphxmHYeU76MWykg3oBjvKRqEo0c3bLsUxaSr9v3MZBcYtRYYnH8BKbyTzthKj8fZ\nsyP8xV8McPjwKerr72d2Fr761dN85jPs2CAUeyUAJtITdCZX6rhlQ0ar13Bnd0ZTsdfvz3UXyeeH\nEFX45atZ8qN5Ak9Cr4niyAmWljI4zjQxPYkuBXi+Tcbz2L+vhV+7pQdFun/N+ZIsodVouHMu3ryH\n0qYwNSU+6/x58YrF4NZb4cQJsS9aHVfXtID3ve8g+fw+Xn99pbpyfr68MZAkhEc4PExXRxNtt7Xz\nsP5+tKsOsuyJMsjqanQSwDQZJ1OSlUy6LqP5PIueRzabZf86b8TP+zgzDrOug7Q/Qqth7GjhXc3O\ne/DgydK/t2QaXVgQVrCmhkD2cfKTLOVGGEuJZG1zootQqWYubzOSWSJiNK1U3e0CxWdKkhTygQks\nYrCx6kqOysQVhVwuoOdOjyuvaczO6rw43sIHOidEMvnYsYrXtqIxyDgZ6qJ7665+a4WJdukV+IEv\n+NhTEguzOk4spK0VEoqy5UN5rbuOd4pIweUHGCl0gpbD/pr9HG86TkNs83uS933GC53H+4wtEndt\nbSLGms9v6rbKssrB+rtp1KtZzi8yneljLLOiyvY3fzPI3NwpXnpJfGUg3PrTpwe3u+Q1GFkaKfVK\nSJLEXG5uQxmd3nrtaCoqgeelSoZA11swzW4Mo7NQd16HoiTw0zJBNgTFR25w8bwl5jIDhN4sVUoW\ny+pjLn0WP3cWNX+BfK4P257a8FlqnVhQi0p499wDX/gCfPSj4vHPZuH552FsbCWuPjt7P0tLJ+nv\nv58//uMB/umfRpibE4bjrrvg3ns3ubCrV0UPShjiNhjkG12c6oBc3TKOv0g4eIVnHk3x9/9fnExW\nIutmhSwrQlby2CpZycuWxaRtl55Xe9xmwfXwalWiMXVbMrr1WM/OCxUwjc7N4Yd5rHiabPY8y7lR\nxlOjIMVoqbmLzoYPs6/2VmrNWvzAp3+hH8ffOyuu7dm4UgJF1lElt0BjswLZFMYgzIdkAo+HHhL3\n6KnzTSw7ETHvihveCnAt8wZvLWOwS69g2V4GYGHCgFCi9mCApm2dL/D9PEGQR5LUDdoFN7JOvUXX\nicgyVoEqYDM8c2ZzvqQwDBnKiy7Xek3bmgNGkkQTjCyLdvlUeQ3k+mg9tbH9JNVqbNdiKjPEeHqA\nMAw5cECmqkqwXvz0p72Mj4tNmuNU/riNpkaZy80hSzLdtd00xZoIw5CRpbUaz7uhqdjt9+d5aSzr\nCsIQNGMYrahqEl1vwDDaMM0uzEgP6nwPUeV2qjvfSzxxC6it5MMqNK2RqZEunn02TsZVQZKISj5B\nkOX06R+Qz6+9NjWuIhkSoRPiLQtDl0zChz8Mn/88/Mf/CHffLTaSq+PqAFVVEIudwrYH+a3fgj/+\nY/jEJzaRdBwfLxl+tzVOvkY8Zz//+TnC+lrsWoeMO8T8S+dw5zKcfixK3g7XlDXrBVnJlsLmZcpx\nuJTJsnwlh7PkMR94SC2iVLZSzMwIT0iw83bT2PgUc3P/N42NT/GZz2zONOotTZDL9ZGTx/BMD8e3\nGc+mQdtPY/WddNSsdOx2VXeRMBK4vkv/fD9+sDsakOIzlXEySJJMVbQLoNR3UIRiKuiyjG6H+EBj\np89tt8HU9Cj/19eH+cf/+TLf+u8/5PLL5yv63NUkgl6wt83QWydMtEOvIAxDlvJLzOZmSdtpQjtk\nftIkVCQaDogdzdYlpTe+iqgcJEmi0zC4bFlMOQ41mrZjbdhJxyEXiIRfRyWT0TShtVUsECMjYrVZ\nZziLbJuu7xJKAaFkM5mdJAxsqqpc7rgDrlwR0YWBAVhehnvvrUxAZCw1xmx2tmQI4nqcqBZlwVog\n5+aYzc6u8YL0Jh131iXIBrhLLlr1taepKNafQ4CmNWIYbWWPsydtQidEjskYDSLPtOjMIau1RMIm\nvveTdmwbvOYcTft96nSFiOwAr+C6c4RhiGl2ld5Pq9NwJh3cebekhAfCZre2ihesjauDsOV33w01\nNTI9PZtcVBiKcODCAsgybns1+cgiwti1YZppIpED2E06YTjGh+4fxn5ymVemOvnJT6DjU+k1YUlJ\nkmgt9EVcWcyRHrK4nA8wNYWwQ6PKULct2ChiZAT+8R9FKuvf/tsVdt7eXnlTumjPW8BxrhLMXIEw\nB9WNoNQykV0kVBqpiVSzr3qtAZEkiYM1B+mb78NyLQYWBjhUd2jX+YNis1lVdB8SMwRBDtddRNNE\nXk1SJCRDIuEoLOYDljSPrq4J8vkB6tp+ianMFImFSR79f35B+Ccmh49trzAY02Is28tknEz5vqIK\n8dbxDCr0ClzfZTI9yRszb3Bl8UqplK9erqezvp5oE7R2huiStGXn41YhohvNh59QVeo1jQBKlUCV\njintFcRzgP3mDoRDmppEIst1xcwsg4ZYA7IkI6PQHOsBSWPKmufOe3087zG6u+FDHzqJooAsn+aB\nB7YXEJlYnmAmO4MsyRysPVhabGRJpiPZIY5JT6zZBRVpKgCcCWdbPpadfn++b2FZA4CPqtYRiXSU\nP87ycWdckETSGCAIAxasBcIQnnuqHtuGQ4dDmrvEDjShRdC0ah588DcBBc+bx7KGSu+p1QnD5i0J\nnYPNsDquXoQkbRFX931BSbKwAIqCt79hlSFoxTCaOXnyJJpWQyx2C1r7cfSmau45Oc8R7QVSY9P8\n4PFM2V4pfTFg3xhUuTJBVMbq1pGq1Yq9gitX4B/+ARxnY+/A+u8uDH1se5ps9g1BHOdlkZZzGFIT\nkeYPMJrJ4QYhCSPBgZryC6siK/TU9qArOhknw5XFKxWNs9y4Ss1mRgJdF30+jrPRO4jLChT6DZ57\nbpD29lNIEmQSLbh6DFN5Dy9859mKPvtahYreGsagAq8gbae5sniFN2beYCo9Very7Ex2crzpOC1G\nC+87ofDwfwioTm4dIgoCp1B3rKAoVdfponaGdsNAlSTSvr9tGV8RfhgynM8TIsJN5RLQW2L/flGu\nsrS0koFcBVVWqTVrxeLrO+xL3gayidoQ5ZcfCWhq+ld6enr52Mee4j/9p+0FRCbTk0xnpktVUVXG\n2ntfHakmGUniBz7jy2vzGUWaiiAf7JqmohwELUE/YeihqjVrdu3rYY/ZEILWoKFExb2ez83jBz6T\nwwlGBiNEInDfQz6hJBrF1lKA9CAMwgKWdYUwDJF1GaVKgQDcxc2va0dxddcVJcTpNGga3sEWLGWW\nlfDX2mZFSZKJRNqJHrifqrZWPvIBmX3+WeYnXiGVskrHhX6IdcXCHrWRQ4mujjgHjlejmQqNmka0\ngudvYEDQT7su3HmnqHIq5wgHgUM+P04m8waOM0EYushylIhVTYwDqFUdDOYmyHt5olqUgzUHt9zt\na4pGT10PqqyylF/alCp+K7i+i+3ZKLJCVIuiaXVIkkEQ5HHd+dJxsikTVRUUOyQfBFje2gtcrN5P\nKCsoqUzZMu/1eGcZg028Aj/wmcnOcH7mPJfnL5eonWvNWg7XH+ZYw7HS7jWwxA4pq4utTLIiryBZ\n9gF6M/jwlVUhnnHbxltHQVBuTKP5PE4YElcUWnYQqy1B06CzUL0zPl6ivl6NotbBXG6Oet2kM3kb\nklKF1pjgVx5p4MiRUf7gD/Zx4ICEbU/iOLO47iKel8H384SFEr+p9BRT6amSIUhGygsIdVR1lHor\n1j/8elvBO5gqT1PhhyH9uRzf+8lPKrr8IHAKhsBFUZJEIpsTirkLLn7aR9KkNR3Rs7lZcha8fEZs\nYj7+cZDMglew6hns7e1FUWKrDMIi+bwwCCXvYH7zmPDquHp1de/mcfV8XnRt5XIQieD1tGExiQh/\nNa0Jf61/phTFJNpzP22HjnPiuMHHDg1i557BtifwMi7Zi9kSRXfkQIRIZ4R6Xef2eLwiiuqREfjG\nN0S7y4kT8PDDGw3B6dNPYFlDBc6gq4CPolRhmj3EYkfRUmJeDMnLZJ0shmrQU9dTkQBMRI1wsFb0\nU8xmZ8tKzW6G3t7eDXxEkiRhGCKOZ9uTJY+1qGUSs8Xa4hlr57KvGqSqOtC0UFQXbZErBIjpMcF8\n7OZKSf3dYM85g8cff5wvfOEL+L7P7/zO7/Bnf/ZnG475wz/8Qx577DGi0Shf/epXufPOOys+F9jg\nFViuxWxulvncfOnidUWnPlpPfbR+gxJTX98IZ74+iGvJjB0MOHFvO3fcslkg9ebJF6xHraYx77os\nFyqDurag/V1wXRY8DwXKl5FW/KG1wjNbWBDVJkfW0ldH1EhJCW02N0tzvBmqjjKWGWLKniHnZUrG\ndT3m5yESgbw0z0xuAUnS6EjuwwiXyOczyLKGJKmFGv4IsqxjqAbN8WYm05OMpkY5Wn+0ZLC1ag03\n7m5KU7FYuHdzFfDqBIFLLneZMHRQlASmeWDTnWXoh6XktdFmlCQrs04Wy7XQFY1bDlTjOKI/YMAS\nxqBcWbMwCIewrH48b4l8/gpGcj8o4Gd8AjtANsrv4TZVvSsimxVbb8+DeByvqwnLGUIYggYikcpa\nybWDd9KVTrM4/QrO0ADZZQ0vPYYmtaHHazH3m5uOcSu0tIgEd3NzwWhKojfA99OFVwbbHsbz6hGK\ng7XoejOKUpgHBVK6idw0S81NYrdf27MjhtW4Hmd/zX6uLF5hYnkCTdYqLtksx0ekabWFDmerwGra\ngFJoQIg5Emngzns66f2H02sKAJaUs7z31C0inDc8vCX1tizJmKpJzs2Rc3NrKDB2gj3pGfi+z+HD\nh3nyySdpa2vjfe97H9/4xjc4evRo6ZhHH32UL33pSzz66KM8//zz/NEf/RHPPfdcReeCsK7f+t//\nX+58+AR17zlQ4uIoosqooiHWsGni5OLFEf72KwM0pe/CkX2G98tgv8if/Eb5sEUQuGSzbwAS8fjt\nSJt08r5ZcIKA89ksAdBjmmXDXU6hK9RHGIKdlvJtgO8L4hrHERnLlrVhhGV7mf75fnRF59bGW5Ek\niQnbZsrOUiX57I9ohKFHGLqln7mcxz/9k0vam+Ho+yZobpJoSbSQNDaTFJXQtPrCzlXm/Ox5bM+m\nvap9jRSnn/XJXcqBDLFbY2toKgZyOVKFpoDDprlpZ24QeFjWZYLAQpbF4rzmOQgC0cWVSkFtLfl8\nAnfOR4krRA+vNCcWeySa4820VbXhuqCqIa9lMvjA7bHYplQoIk9xmTD0UJQk0kwb3ryH3qLvmIsJ\nEGO9ckWMvboav7ORXH4Q8NG0eiKRnfV/LOYWGHv5DOawTbWh4LdWozabRFsbCvQluxgj4DgekCYI\nMvh+miCw1h2hFDiDGjdyBk1MMDVwljkzxO9s53Dd4V33DsxmZxlNjSJJEt213RtCluVwfuY8eS/P\nkfoja7TKXXeJfH4QSdKIxW5FkmTSr6bx/ZDBbpFUjkzM0/vUFbJZmfHxgK6ug/xvf9Am5p3ripLv\nIrFdGYylxpjJztBW1SY2ZNxgPYMXXniB7u5uugrizo888gjf//731yzoP/jBD/j0pz8NwPvf/36W\nlpaYnp5maGho23OLGFk+yBM/eoUHvGkam1oIPIXDHXU0xBrWdN3lcvDd74qfliVeP/vZIDgnaTqQ\nI68HICsklA9z+vQzZY2BqAsOCyGim8sQgCjhazUMxm2b0XyeY7HYhqTwUD6PD9SoO6/pLgtFEa2r\nly8LDpVkUrCXFVBlVGFqJpZrsZhfpNaspUnTuOpoZNFQ1PiGMYYhBOYsA8N5Bp9I8Cv3tHPnvVXA\nitEIghXj4ftpXHcWz1tE19voTHbSP9/PZHqSWrO25A0WaSq8RQ9nylmVyBVEb0WkfL+sMQhDH8vq\nLxgCk2i0Z+1zkEqJwv5CyMxfyOKOArW1GIdWQix+4LNoLYqqq0Llk6ZB1g/wgcg2nFiKYmKah7Cs\ny/h+CuIu4Vwb7ry7c2MwN7fCjFlfj9/eQC53GZEQr92xIQCIejHydjOBN0uz0oBKDr9GJZ9fxvcv\noOvN6HrztlU5YuefKe3+Ny7+MooSR1ESqGoCWY6Wf88wZGb0IkvWIkH7Abpru/fURNYQa8ANXKbS\nUwwuDHK4/nBJarIcipQQsiRvOE7TqnGcGEGQxXVnBfmdKUM2IGZDNgotB9v4/JEubBv+y38Rj9nE\nVWjr6hKJ/slJUS8cLT+GuB5nJjuzp7zBnla7iYkJOjpWKiva29uZWMdpvNkxk5OT255bxIv9MPH8\nHXz7L5Y489+bOPe33dRO1uL3+2QvZksvuz/L5LNZll7LYl/OIo9lqVmWqbFEBY4VEVbS8NRNa94r\nCRG9mRq6gEjGrZPJLI5pyrbJ+D66JLHvWkoJJhKiwigMRbhoXc6iKSZ251czVwFQZZmYovDCmTMl\nHqjVyDHHXQ+M8t73QFW4j5d+1sy3vx3FdavQtDp0vYlIpB3T7CIa7SEaPYaiVBGGHrY9guJNkNQN\ngjBgbHlszXsbbQZIgtenKB+Z9n0ChIDLS2fOsFRmTGEYYFkDBa4aA9PsQZIKoRzXFTvrgQFhCKJR\n6Ooiv2yCH6D58ygDF8Sia9vM5eYIwoAqo2oNPUjG35gvgPLPlDAIh5EkDYwcjnaFwPbx0juoJ5+a\nEsH4MITWVvz2RiyrH2EIajDNzfMgmz3n9rSNM+CghwbuwUakYxEikSpe/47Kd7+ZwLYDHGeSbPY8\nnre85lyhGLZEPj9GJnOBbPY18vlBXHemYAhkFKUKXW8jGj1CPH4H0WgPhtGMosR4+umny45pdnKA\n+dQ0oRmhq+2WXYdKVqM10SoIBQtswLa3eR/L408+DohFuZyxKuYOHGeaMPRLBQYJVxxbpNM3DJEv\nAfjFLxAGoLFx03lXxLVIIu/JM6i0FnevyprPXv6vmPohNGkJ1x+mp+0O3My9KLLEmZfOAHDPiXtQ\nQmhoPoOuwUfedw+RCPzV/CtkMjkC6UPYEYnpwTM4VpT2u8RNLT7wJ0+eJAx9ent/CsBDD92x4e/F\n/589e3bN/9f//Ub8/6577uFSLse/nj7NPsPAUBSyvs8PT58mBP6XBx9EkaRr+/ltbfQ++STYNicT\nCejsLP39Ix/5CBPpCX729M8YTg7z0AMPUa2q9L3+Oo8rCo987GOl90vlU3Tc3oEsQaM2SvRgmsnJ\nk/T1wXe+00tHR/nPj0Z7ePLJH+G6M3z4w7dTp3qcPv1TkKv4zYf/PVVGVen4uw/cjTvr8uQ/P4nR\nZrD/7rsBGHz2WQbeeIMT99yDHQQ8+7OflcZvWYP09vYiSRof+9i/R5Y1en/6U1hc5OSBA+D7TPRM\npwAAIABJREFU9L76KtTVcfKTn8SZc3h69Hkk3+Hj778VllP0PvYYSBKtd+5Dqo1z6dwU4/p46Xqe\nfOopMkHApx54YM31FbH+/p858xy+7/D+9zcjVWV56olvEenv4OO/+dD239foaGk8J3/91/Fr4vz4\nx/9IGHrcd99HiUT27+j7D7yAH3/zxwTZgHtO3ENVRxU/eeMnjGUa+OV9tzF+ZZlzF3/O0HA9f/Z/\ndgMWP/7xN1CUOB/5yL34fpqnnxbztbb2BGNjYJqvoKom9913CkVJcObMi0hSatPxnD17dsP4lu1l\n9idCVGBgMsvMc69es/k29OoQk+lJjpw4Qv9CP1fPXUWRlQ3H5xzRGf/6868zEZ0o+36KkqC396eo\naj8n73wYgFd/doaJ6pC7C63hvb29OA4oykkuXIAf/rCXRDzkZFMTWBa93/42NDWVff/Xn3+df/7G\nP1Mdqab7QDc7xZ5yBs899xx//ud/zuOPC6v4l3/5l8iyvCYR/Hu/93ucPHmSRx55BIAjR47w9NNP\nMzQ0tO25IAzO//GXL7Lk9VBT9zK//uvvBYRLE1NkqgqSgJvJVvZfHuXr/3AFP/4hFuIupqcSTf2i\nbKWF6y6Qzw+hKFWFqo6bG2P5PDOuS0yW6YlGuZjNYochTZpG+zUWGC/BsoT2QRCIjqDkSox/Kj3F\nZHqS6kg1B2sPYgcB57JZVEni9gIt9oK1wPDSMGEYron3Ly6KTff73rf9EIQo+TSOc5X53Cwz2Tki\nkTZubb4HuRB6CbyA7Lks+GAeNrmAIOg7Fo0y7TgseB7thlEi67OsK3jeIpKkEY0eFjHvbFbs9Ava\n1NTUCIUqTSPwAnLnc4TeKj3mfB6uXmVheJTv/XSE22/TeO/t7xWx3sL1n02n8YHjsVjFXP4AQWCT\nTV0i259CkePU3Xk78mYVcWG40vEny7B/P0GVSS7XV6qMMs2tSy3Xw0t75IfyhG6IpElEuiIsa8sM\nLQ6RjCTprj7A8isDfP8f0qQdg5aP9PCJX0sVauxXd/XKvP56jKefTuD7CX7jN2IcPrx7grhle5mB\nqxeJXBygKdZI3d33lRE22BuCMODy/GWyTpaYHuNQ3aENrMAXZy+Sc3Mcrj+8qVfieRksqw9QMKWj\nWH0OclRmqCPEDkOORKOl8u/vfQ/OnhUUIp/4BCsU82G4Yd4VUcxRdSY7aYg17DhnsKcw0YkTJ+jv\n72d4eBjHcfjWt77Fww8/vOaYhx9+mK997WuAMB7V1dU0NTVVdG4RdapEg/Mknzq5n7bqCPG4ClGZ\njAGTikcfNhcCi3HZZVkLwJRRogpKVOHIHfv57d/tJtr2CxKJl2mreXbTVvabtYpoM6yWybyUy2GH\nIVF5hf76uqDYnQwi/LAq3FIs403ZKWzPxpBlIrKMF4ZkPI9Fa7FkCNqq2tYkfmtqKjMEIOreDaOV\nWOwYjYkDGKpGPj/G6NwZPE+U962mqVgatXDDEKOgdV1dWCyKrrllDRcMgYpp9iCHqjACly4JQ2AY\n0NMDBw4QBAr2pE3uojAESpUiDAGI0qh9+/jOeCOXlmu59HqhEquvDy5dIrewgA8YkrQjQwBCeS6W\nPIIai+AHGdJXL5bKctfA90VuZ2lJLIqHDhFURQuVUW6hMmpnhsCetLH6LUJXXG/0aBS1Si1VzWSc\nDMgyVe/p5sFfjxORbKae7ucXT4uGNZE/aMU0D/Pqq3fwk58cwnFaeOih+J4MQdbJMrgwiLKwRH2k\nlrrWg9fcEAClTnhDNcg6Wa4sXlmzyPqBj+VZJYrvzaCqcRQlCfh4ygwAQT4olbmvDl1+8IPi5/Jy\nQQTNNEUSGTbMuyL2Gira051TVZUvfelLfOxjH8P3fT772c9y9OhRvvzlLwPwuc99jk984hM8+uij\ndHd3E4vF+Lu/+7stzy2H2toX+fjH93HLkU4kSdTM+2FYEvdIFVSd5lyXOddFAmKKQpWiUKWqHDrU\nycOttfjAbbEYepmJGIZBKb65nTHo7e294V3I5VCUyRywLH7+9NPcdc897I9Err9IfFOTWOTSafFg\nHhSNTcUmtLncHDPZGTqSHVx45hkOfOADjGYXyefGCMOQlkRLqeJhO/T1jfDEE4MEgWDiXE2FLaQ5\nu+mqj9J39efMZcdJ6DpRownDaC/RVCynbMKETLJBJBRf+fnPqTlxgozvk7VGCLx5QKi6KSkLxvtF\njkCSoLmZsKkJLxXgXs7hp1cWYNmUSwnqIi70ubzcn0WpaebU7xwDFgXJTjZLZnAQNI1EU5Ngjlv1\nPVXyTMmyQaLxFlJD53AWUuSS/US1LiTXF3kM2xYlwPm8UKzr6SHQ5VUlsnFMs7vi5+OpJ5/i7o67\n8TM+SIIU0GhZ2WhoioahGtiejeVamJpJ04e6uT/Xz0++l2Xip5dxP3gII95GGMLTT0Nvr7jshx8W\nTWU7RfE+5b08AwsDBGFAkyXTGK/fleB9pVBllZ7aHi7NXSKVTzGaGi1RW2ScDC8+8yInT57c9t4a\nRiu5XArXmyPU40iOSpWvMINHyvNKG7nGRvjDPxSV3SVsMu+KeFONAcBDDz3EQw89tOZ3n/vc59b8\n/0tf+lLF55bDI4/cj++ncZzpUlOMIknUaBo1hWoZy/dLhiHj+6XXpOOgQKmCo5whAAqGIEBR4sjy\ntee2uV5Iqiq1hd1Qu7EzcfE9oatLlL0tLYmGgcJEbIo3MZebYy43R2uilbiikHGyDKbHOKjLNMeb\naU20VvQRfX0j/PVfD3D58im6u8XEKEeFnYy20lD9PubSl7manaFD0fG8FLregtZSQ7ovRzDlk2wW\nk0WRJBKKwpI1xqK3RFLVMeU2lMEJMdEAEgn8hnbcjIx3ziL0CjtBGdQaFa1eQ42vnT75PPzTD+cJ\nCbnvAzU0t0SAFjGJ5+dJT06CbROfmBAVPo2NondmKy8hCFYWesdBt/IY0wa2O4aXHiannCMqd64k\nukHsInt6CBQK5ak2shwrJMQr80i8ZQ972Mav8ZF0icj+yIbrBbEA2Z5N2kmL6h1FoeuBHu73LtNa\nnWPy6ad5bDDEcjVeey0gmTzI7/7uPo4fr2gYZeH4Dv3z/ULe1dNo1QsKYWVCJ9cSxQa2vrk+5nJz\naIpGa6J1DQXFdlCUKKpag+ctEuizKE4Lpg2KDlYQ4ARBaY1aYwiK2L9/Zd7Nza2R84yoEVRZxfGd\nXTGw7ilncCMgSRKelyWXuwjIxGK3bKtJulovNuV52IVL3CqWLkIF82JHqe9dT/RGIgxFW/tmeZPr\nhmIjmqII7YPCrmZgYYBUPkVbVRtRLcpjk5dxw4C7a5vpru7c5k1X8Dd/8xTPPHP/GkZfTYOWlqf4\nz//5fgpVyYAo7Ts3cw7Pt+mIRYgqwo32QpXLF2ModpzbjtRgNIoxTmZGGc8MU6UodOfrUGdzEIaE\nkoIba8EN4wTZlcoNOSa0E7QardRUth4//CE8+vIb1DU4/On/eoikuXZxeC2dxkuluC2VQi9yTKmq\nMAjxuOjjWLXwC0a7jeEAazLATbn4DaOo9SGyUYUZPYRsREWoqqaGgADL6iMI8shytNArUdnz4cw5\n2KOCWkNJKkS6IshqeSMyn5tneGmYGrNmLfeP5zH0RC8/+k4/UvQk83WH8EKFubnTfOEL21OTbAYv\n8Oib6yPv5UkYCXrSOtL8vMjLtJUnD7zWSOVTDC4OEoYhnclO5q15sk6WnrqeivoRfD9PLncBZ85B\nne8m0pJgolZoWncaBg361usbi4siJyTLgkRyVVi4OPcO1BygNlp74/oMbhSENa3D8+ax7XFMc2sm\nv9V6sR0IvVjL9zflIxKMh2+udsFeIBVi4Tccq7uTh4dLqimNsUZS+RRXM1cJwoCYHCLptcTNnRlZ\n1xWMm9GooNvP5UT0ZmZG3iAoo8oqbYk2nnxplMFA5q793SSrJsiwDHULRKZjXH5unp+NXCWUUujR\nqzQfS6LqbShBBs8CV67BM+ohIwMBkiqh1govQCknW7UOsdoUquHwwP3GBkNg+T4eoFdXo7e3i/s2\nPS1Ej6c2ahmUIMtisuu6+GkYaE0q3kiAEjuC3DNFEOSxZBfTbEKW1VVNc/lCr0TlhsCesEsKbevD\nQuVQDE2k7XVCLqrKY4MhsnkvqpujYe4iqWQnTU2nOH36qV0Zg2KJZ4lvKLkfafSc+OM2gvfXEslI\nkn3JfQwvDZfKmiVJqricVVEiqGotnnEVN5xGs6IkVY3FwuZ1W2NQUyM88fl5sRk7fLgUcozrcVL5\n1K5CRW8JYwBgGG143mLhlUFVK68jNmR5S9pn308DPrJsVtQ5ebPkDFbjTRtTZ6dY0IqLWkvLmia0\nl37xEh+870EcvZ4lz6N5B8ltTQuIOMvcGpvnjs48vqSS91TUyDRt8hTMKGJnXXg1aEn6zppMLlo8\n/3SGKo4SNo9QVT/Bcca48OwsnnmSwdlL3NHcxisXhpFvTdJeXYVZ3woRkVNQqhS0Og21Rt1R/qXz\n6Cy/1Q776zaSKW7oL0gmxSubhatX6X3mGU7ee++Ghb9cQlQFpKUM2CG6fxBHuUIQiI7lSOQA+fxQ\noWkugmlWZgjCMCQ/khf8RxJE9kV45o1nONlycsvzDNVAV3Qc3yHv5dc0gTqBxnLdIWoXBtDcHLXz\n/VjROtyq3QUjRlOjPN37NB+690OCb2hhSYTREok1u+MbgbpoHY7vMJkWbuv5F8/znl99T8XnG0Yr\nTmQOJ1zEy+ZIKrVCG9n38cOwrHRoGK5KM3V0iDmXzYp5Vyjq2Eve4OZrsd0Esqyh6yLpaNs7E47e\nDuVE799FhSh2J4N4KAtlmC1xQVmRjCS5pbYLGcgGAe4mTTNrkM/DxAS/1OEQn/5HTGsBzc0RcZaJ\n2o/zb+6JE1mYFJ3AQ0OiQ/PiRXjjDX4pvsiH1Ut02T+nbuFVrIkM028kGX1jkiqvhZp0H1WLE+gj\nEWonP8CrL3ks1LYjJaPoLTqxW2NEe6JotdqODIHjOyzbyxi6XJbLptj9vIGPKBaDAwfE5N63T4Q7\namvF77eojCmR1y2EmOYhZNkkCCxyuQsEQa5kCCoRdg/9EGvAEoZAAbPbLL1/JdjMO9C0gEDRmKs/\nwnJVO6EkY+bmaZ6/IkIdO0DGyTCfm0eW5BW+oU0E728UWhItpe7yraqIykGWdYxoE6Ec4jiTyIHY\nKASIxtHVyGbhRz+Cr3991S+L806SVjzMwjgkScLy1ndyb4+3RM6gOMQwDMhmzxGGLpHIfjStXIZl\n58hkXicM3UKX6+5b2N/RGB8XsZxIpKSd7AVeiSRs0LJY8jz2GQb15dxgzxMLxPy8ePoLGJpaoPeN\nFFk5hqF6nLxnHz37W8Txm7ymlidZshax1RgpuQ0/JTF15hWcmaNo6hyBEyMfdLIQb+CZxXMcvPMO\njrdWs2+fmF8dHWJzvhNMpieZSk9RF62jq7prw99fz2Rww5BbY7EdixOVQ2AX+ihkiN8eJ6RIoyG6\np0WvxPYLeuAGWP0WgRUgaRJmt1nqjq0Uc7k5RpZGqDVr2V+z0tFclOIsErApnk109pv8mwfr6Opq\nEZ5RZ+e2NzsMQy7OXcRyLVoTrbQkWsSG4fx5sSgeP751Ev46I+fmMFVzx1V8QeAyf+FF/JxHzeE7\n8OMxLhU2U8ei0VIxiOMIiop8Hj77WfF8ljA5KTZhhiHmnaLQN9dHxslwou3E2y9nUISoL28jnx/G\ntidQ1eo98wd5XoYwdJEk411DsBe0tYmiaMsShqGzcw1bZLWqsuR5LHneijEIQxE7n58XP4sPrqKI\n3XFdHfvfG2P/L+9sKI3+bcxOvcZ41iIaqeYWs5qhvjGW/INEF9qwo3Gy1TVkZBXPCLBMhcFxn9FR\nhTNnRI7iT/90cw2l9cLzp04dwKkRZcn10Y2x67zv44YhmiRdE0MAIBsySkLBT/t4ix5anUY0egjX\nXUBVqysyBL7lYw1YQpktImP2mMj6zsdX8gyctZ6BoNWG06efwnFkdD3g1H84SVd9XDwjqZSojGlr\n21K9cDY3i+VaJcZaYEVfo7b2TTUEwJacRVtBljWMaBO53AT55TGSyVuo1zRmXZcx26anwEOk66IH\n58wZQVHx7/7dqjdpaRHzLpsVnnJXF3E9/vYOExWhaXXIcpQwdHCcq3t+v2KIqChLVwnebG6icnjT\nx7ReO3l5ec24kopSiokGxQf39ddhcFCUyYHYKR44IHieOztFqGQXUBSVttou0rrOTJghUVvDhz/5\nXuail7h68CBnvYu4cR2Un/Knn+/k05+GT3zK44MfFKHXjo7yhiCbhSeeGOErXxHC82fPnuSNN+7n\ny39/lv4ro5iaWTaJmN6Ej2g1dvP9FUM57rwQvZEkBV1vqMgQeGmPXF+O0AkF2+qR6AZDUOmYImoE\nTdFK4i6rcfjwPj7/+fv5whdO8vnP3y8Sx3V1cMstIhHq+6LBr69PbH3XoahcCNCZ7BTcRGG4Ivry\nJoWI1mO3889ItCKh4OaW8LwMbQURq2XfZ3GViNVdd4k90qVLK9ExQDyoXV1i3s3Pw+LirnmZ3nLG\nAMAwhJ8keML3pmr1Vus6vqmxujt5eHhNWaTq+8QWFwmuXGH54kXRiOV54pz2duHqd3eLBeIaNM0Z\nehJDiyKHHvPZ6TXiL/H42ZL4y3sPd2EYUNfp8eCDQmS+wJyyAQMD8N/+2yAvvHCKl18Wl3jpEiz7\nx3jxhXEaouV3t5uR0+0Vao0KMvhpn8CpXNTEXXCx+i3wxXuYh8xNy2UrxY4Tl6oqDH93t9j6ZjLC\nS5iaWvEQgfHlcfzApzpSvVK2mUqJsjLT3PWG4WaBGtXRpEYCO8RxJlAkibaC5zxu2wSFe5FIiCkS\nhvDsejXMSETMIYDRUWKSvoZCu+Kx7OVC3iyoahxVrcbzlnCcyV1R8AL4fo4wdJAkDUWp/ObdbJVE\ncBONaV2X5Mnbbxer6PIy1b5PJgxZUlWqGxvFrm4LgZ69IOX7NMWaWU4PM5ubpS5at0r85f7ScUEY\nrklua7K8qS3SNEgkZCxrpTetbV8eJZrG8xRqzfI5rE2Tx6uwm+9PkiVB1z3vCWrrbcpAAZyrTkmI\nR2vSiLRvzmG1kzHF9TiL1iJpJ12xGAwgvMFjx2BiQniUk5Ni19/VRUYLWbAW1uhfnzx5UniTcNN4\nBbD7+SebMqrciGvP4nlpPG+Zer2KOdclGwRMOU6pK/mDHxTOdBiuqywCEWZLpSCVQh0d50jPkfIf\nuNVYdnUFNwEMox2QcN15fH/nmXN4t4rouqGra0U7+coV8ZAC1bW10NFBqqdH7GSukyEAwfMSUQ0O\nJBoJw3BTTVtZkkr9J6kyDV6rcewY3HtvwIc/LHZphw9Dwz4Ru67W42WlFe0gKOULrkd3+PpQ0VbI\nj+WFIZDA6DC2NAQ7xRqeop1CUURY8PDhgvRdnvDiRSYvPA9BQHO8eYUG3HXF8yRJN5Ux2C0kWUKJ\nqGg0ETgBtj1BGPolmdCrjoNdqMBraIA/+RP4lV/ZxHnu6hI7luVlUcyxQ7xljYEsG2haIxBi22Pb\nHl8Ou200e9Pj82VwU41J10WZpCTRe/68mOi3345x8CCRqio8IFOB9ORuYQcB+SBAlSR6qtvRFZ2s\nk2UuJxbu9feqSBSWWt/JVgYf/ehBPO80tbXQ3BKSl+dxnRf45fvLE+2kC9e5lVdQbkyVQk2oSLpE\naId4mfL3NAxCrEELd8YFGSL7I+iN25dL7WRMpmaiyiq2Z++KCgEQXdjHjkFLC4v2Ev70FFUDYzT7\nK5uG3h/+UGyLq6uvCyndbrGX+SebMqrUALZKEOTIZs+h+XPUqSohQsu8iE20bQRUVcw7YE3bfqXj\n2PEZNxEMowVJUvH9dEGhrHL4fp4gsJAkFUXZuxDGu1iHmhp4z3uEIWhoELs/KDGGlhOXuVYovndS\nUZAlmfYqEU+dWJ7ACzZ+brIwpmXPK8VoN8Pq3INe9QOqa57lNz55iDtuKe+WX698wWqUeg7mN15b\n4AXkLufwljwkVcLsMVdYVq8xroXACpKE29TAWGscP2rSYtQhDQ6KfhLPK3mZbwevoAjZlJEkCd0/\ngKIkCgJO49R4l5H9BZZ9nyW3wtxoMinmWyX9POvwluozKAfHmcW2R5HlCNHosYprfW17GseZQFXr\nMM2uazTad7Edsr7PpVwOQ5K4NX59jPDlXI6073MgEikRGfbP97NsL1MfrS+xTa7GpWyWbBDQbZol\n47AdLs1dIutk6aru2jRO/kYmg1PQUbhelCGlngMF4sfjSLJU+r01YBHkAySj0EMQuX5G6WrmKuPL\n45ve40oxtDjEgrUgdDG8hNjl+r6omAkCEQrZC9PdTQYv5WENWIIevCeK5y1j2xMEQY5F12XaUzD0\nFm5Ltm2Qjy2LIIC+PqRjx96+fQbloGn1Bcm8fEFftLGi83ZTUvou9o6YoqBJEnYYYvn+NV8g/TAk\n4/tIsIaLqjPZyYXZC8zl5ohq0ZJmMoCEhOy7ZByXsTCPZBhIrEy61RuM4u/dwCXrZFFkhRqz/DPk\nBAFOGKJeZ+4o2ZBR4gp+xsdb8tBqNfxsoYfAC5GjMma3iaxd30BAkbVzL55BxsmsTRoruggJjY6u\neAU3kIfoRkA2C4JMltjNq2oVqlqF6y5SK02w5C2Rz19hlEXa4/vXUPH4fsnpXvWGsmhA2+k4dn0F\nNwkkSSokk8FxpsoLfqxDEDgEQRZQUJTtWQbX46aKzxdwM44Jyo8rWWHCdjdIeR4hIiyzmt9ldcPS\ndx/7LoMLg6XXwMIAs8uCdOzc/BD98/1cnr9cevXN9ZVel+YucWnuEoMLoqKlzqzboHpVRCVVREXs\n9ftT68Q9dedcvJRH7nJBfCepED0c3ZUh2OmYoloURVbIe3lcf+cl36sT/WuSxrouSlAPHKB3YEBU\nrN1k2FPOQJdBgdANCbyV8I6mCXGgzkQ3SBpz+UVS2YvkcgMsLVl885vw1a+uqcTdE97yngGAqiZR\nlCp8fxnbniISad/y+JXEcdX1F4J5FxtQrarMue6OiesqQdHAlAv1NMeb8UOfhJEo7eZLVCeELEku\nbhiiagrRQldrSLjmuNW/UyRlS5GeG5EvKEKr0bDHbPy0j5WxIAStXsPoNG7oMx7TYizby2SczKYe\n02Yo22m8GjU1whC8GQy91xlKVHSTB7kAuWrFcEuSRLXZTEOYYC4/yVVnjg45RRAsMzVVy/JyK2Nj\nOp2VM8Nvird8zqAI37cKmgcUNA82X2Ryucv4fppI5MC7YaI3AUEY8lomQ8DOtYC3Qlh4360U7bZC\nUVO6RddpvQZG6lwmgx2GHI1Gid6ABcwasvAWhDGshH76emA6M83E8gSNscZSb0AlcH2X87Pn8QO/\nYl2AtxPyY3ncGRej3SjJta6GV9AT90KPfUqKSLDISy8FvPyyREdHA5/6VMsGUsIbqoF8M0FRTDSt\nDlFqujmraRB4+H4GkFHV66uM9C7KYye1/TtBxvfxAXMLRbutcC0rndwgwA5DFLghhgBAb9aRYzKR\nrsibYghgc56i7VC20/gdhGLewLfKh7lVWabVMJAklathPdHoMY4fr0NRYGxshomJc9j2FGG48yqi\n0hh2feZNCF1vAxQ8b6kkjL4eIkQUoiiJXZPc3Yzx+ZtxTLD5uK5HiWnxvaq3qQbabExxRUFhRX5w\nL9hJvmCrMe0EiqkQOxLbEf30VtjNmGJaDFmSsVyrbBlvOWxIGl/jMd0I7HVcRabYILf5c9eo65iy\njB2GzHhQV9dFd/dRPK+a11/3cZxJstlzOM7MjjyCIt5WxkCW1W01D96tIro5sIa47hpFKrfKF1QC\naZXHslcjVcoX3ESNUTcCkiSVeHEqqSraNGn8DoMckUGCIB9suZB3FsKX046DEwR84AMmcBDTPIyi\nxAlDF9seI5s9v+MxvG1yBkWEYVjQPHCIRLoKoaPi33wymdcAiMWOVyT88S6uH/pyOTK+z8FIhGpt\nb7vZvO9zPpdDkySO76F/YcF1GcrnqVKUEoXwbnA+myUfBByJRom9DROeW2EqPcVkepKmeFOp4W8z\nzGRnGEuNYagGtzTc8o4u6MheyBJYAeZhEzW++do0ZFkseB7VqspB08R1ResFgOelCj0KFlVVO9Mz\neFt5BlAsNRXC2ILnY8XtEl3KIYoSf9cQ3AS4lqGipT16BUUkVXWN/OBu4BXoMBQoVSW9k7CpLvI6\nrKenficbAhByqwDe0tbzod0wUBDP/LLnsXofpapJYrFjRCJdO/78t+WTqmm1yHKMMHRxnOnS76+V\n6P3NGLe8GccEW4+raAxSvr+rGOdqFHmFknus6VckibiiECLoKXaDYr4gpigVL3A34/e32zHF9BXp\nRT/YvO9nN0njm/E+wbUZV5EmxFvc+rnTZJmWQrhozLbLzp3VEZFK8bY0BgCRSFHz4CpB4BCGYYm/\n6F2W0psDhiwTkWW8QtfwbuEFAVnfR2Zt1/FusdemuBvZX3AzQpZkYlpMhGzdbNljdpI0fqdAiSmC\ndNAJ8bNbz4dGTcOUZfJBwFVnl8SA6/C2yxmshmUN4XkLqGodmlaDZQ0gyzFisZ1zfb+L64MJ22ba\ncWjSNNoju6NUnnddhvN5kopC9x7i/EXYhZpuVZI4HovtOHxxIZvFCgIOmybxd1gCuYiJ5QmmM9M0\nx5tpq2pb87eymsbvAoD8eB73qoverGO0bV0enPY8LlsWMnBLoa8mDMG2BRP4O7bPoBxE7kDG8+ax\n7SngXUWzmw3XIm9QaUlppVjtsWR36LF4QYAVBMjwjkscr8ZWPEXbdhq/g6FWF2hFFren80ioKjWq\nSoBQRVtchK98Bb72td1RVLytjYEs6yXiOsFFdG1KSm/GuOXNOCbYflzriet2ijAMS7H9SpPHldyr\n3RqpzC7yBZWO6UZjL2OK63EkSSLrZglWFXGsThp3VHXs2Ou6Ge8TXLtxqXEVSRP6FH7zOvJ8AAAW\nPklEQVRu+/nQYRjIwKLnEUY8FhYEyevIyM4/+21tDAB0vQVJEokZWTa3pKl4F28O9hKjT/s+AaJq\n51rRWsBKInq3xuCdmi8oQpZkolpU5A2clbzB6qRxMvIuA0A5qDViPmyXSIZCMrmgmTwV2LzvrpC5\nuRH+/M+f2vHn7nr2LCws8MADD3Do0CEefPBBlpaWyh73+OOPc+TIEXp6evirv/qr0u+//e1vc8st\nt6AoCq+88spuh7EtJEkusZpq2rWhvr1p9IZX4WYcE1Q2rr2EinYTIqpkTHFVRS14LPkdeCw77Tze\nyZhuNPY6pvXUFNciaXwz3ie4tuMqGYNtSkyLaNJ1IoVksp8Y4vXXBxgevn/7E9dh18bgi1/8Ig88\n8ACXL1/m1KlTfPGLX9xwjO/7/P7v/z6PP/44Fy5c4Bvf+AYXLwoyudtuu41/+Zd/4d57793tECqG\nptUSi91esdbBu7ixSCjKGlH6nWCvXcdbYSdymCC0FKwgQGLnxuDtiNW6yO92GleOYqgoyAebchWt\nhiRJdBRKTU+fHaa1475dfe6ujcEPfvADPv3pTwPw6U9/mu9973sbjnnhhRfo7u6mq6sLTdN45JFH\n+P73vw/AkSNHOHTo0G4/fse4lk1mN2Pc8mYcE1Q2rt0S1+X+//buPSiq8v8D+Puc3eUiqOsV1NUg\nLnLTRcNLza/CaHWq0THza+o0apF/1PSH1RA6TTP1hwI5TqZN/tHoSJcxm2YKv4WUhqa/DMlB7FdY\nkF8I5GZfuQkIy+5+fn/Arii3cw67ex7x85rZP876sPuWvXw4z3Oe53E6YSdCgCSpWgxO6e9K7RlL\nu9MJgvrxAjWZ/Gm0mdxnBh32DjR2NHpl0FjE3xPg/VzugWQlXUVA7yXVk4xG2B0yzLHdWLRI/XNq\nLgaNjY0I69tkIiwsDI2NjQPa1NbWYvbsW6eDFosFtbW1Wp+SjWFauop8eVYA9H7AZPRu1elQcMbC\n4wW3M8gGBJuC4SLXqAaN70Vqxg3cLIGBMBldcIU4YJygvst12E+RzWZDQ0PDgPt37tx527EkSYO+\nwN560bds2YKIiAgAgNlsRnJysqePzl2R/X3sptfz3y3H7vtGav8/jzwCCcCp06dRHRyMx5YtG/Hx\nWxwOXDh7FpbAQMxJS1OVr3+2odrLkoSyn35Cu8uF+2w2TJHlYdvf6Jdnpso8Ih6npqaO+vF+O/8b\nmruakfJQCsxBZlwsujiqx3PfJ8Lvx5fHjz76KCSjhB//90cE1gYibfnI76dzZ87g0r8/QEV1OyZN\nSYFamiedxcXF4fTp0wgPD0d9fT2WLVuGP/7447Y2RUVFePvtt1FQUAAAyMrKgizLyMzM9LRZtmwZ\n9uzZg4ULFw4ecBSTztjdxb1wXf+N7IfS43Lh144OyACSQ0N99tfmP3Y7qru7McloxP3BwUO2cxGh\ntL33mvrk0FBlG5ffA5pvNuM/zf+BLMlInJ7IYwUqdP3dhZ7/9qjaqIiI8M3vf+Gn4hrkpKf5Z9LZ\nqlWrkJubCwDIzc3F6tWrB7RJSUlBRUUFqqqqYLfbcfToUaxatWrQ/8Dd5M6/LkUgYiZAXS6zinED\nd5sJRqNP++fdmdocjmHfp+7xgnGyrKkQiPj6eSOTOciMqeOmIsIc4ZVCIOLvCfBNLi1dRZIk4ZG4\nSPzrX+oHDTQXg+3bt+PEiROIjY1FYWEhtm/fDgCoq6vDU089BQAwGo344IMPsGLFCiQkJODZZ59F\nfHw8AOCrr77C7NmzUVRUhKeeegpPPPGE1ihsjFCzcJ23Zx0PxSTLGCfLcOLWZaODuXGP7l8wEkmS\ncJ/5PtX7ITPAMN4AySjBddMFZ5fyy5snGo2eq4vUGNNrE7G7j3sfgNjg4CG/WN17KBN691A2yr6d\nO1nf3Y06ux3TTCbMGWL9JHcXV3RwsM8GtNm952bVTTiuOxAwKwCB4eq+4HltInZXU9JV1OZwwIXe\nSzh9XQiAkWdIu/rWMOL5BczblC5r7Q1cDDQQsd9SxEyA+lxKLjFVs3eBNzKNMxgQIEmwE6FzkK6i\njr7xgmBZhkHjwLGIrx9nUs5XuQwTDIChd29kV/fo9uUeCRcDJhQlC9e1+mm8oL/hzg5u8PwC5iOS\nJN2agKZweQrNz8VjBkw0f3d14b89PZgVEIDwOwbCOpxO/NHZiUBJQtIo9jpWq83hQMXNmxgny4gP\nCbnt38o7O3GDxwuYj/S09KDrShfkEBkhcSEj/0AfHjNgd73huop8Pet4KO71kzrvWD+J+u15wOMF\nzBeME429XUUdLrjsvusq4mKggYj9liJmArTlmjDMwnXeuKRUSyZJkjwFqH+R6uhbQns04wVaM/ka\nZ1LOl7kkSeotCPDtQDIXAyYcqd/Cdf2/eO19u4gZoM9f4YONG/B4AfMHtctaa8FjBkxIg+1rfM1u\nR013NyYbjYgcZmkIX3H0LYEhAbD2LTlR0dmJNqcTUUFBMI+whAZjWpGL0H6pHXABIfNDIJtG/jue\nxwzYmDDRYICEvp3M+t7Qeo0XuBllGSEGA1y4tTxFO48XMD+QZN93FXEx0EDEfksRMwHac/X/4m11\nOOAkwo2+iV2jLQaj+V31XzKj0+XyjBeMdvKbiK8fZ1LOH7m0rFWkBhcDJqz+s5HbHA4Qev8CH81A\n7Wj13xv5Rt+ZCp8VMH8wTjQCMuDscMLV4/2rinjMgAmr2+XCbx0dMEoSJhgMaHI4YAkMRFiAvssg\n/9bejm4imCQJPUSKltxmzBtuXrkJR4sDgXMCETBt+M8BjxmwMSNQlhEky3AQoVmHWcdDcWfo6fug\n8ZkB8xdfdhVxMdBAxH5LETMBo8/l/uIlAEGyjEAvLEznrUxAbyaTAJl8gTMp569cxolGQAKc7U64\nHN7tKuJiwITW/4tXhLMCoG+11L5xCz4rYP4kGaTexevI+3MOeMyACe/X9nb0EGFucDBCBSkI7vWT\neH4B87ee6z3oquqCYYIB42LGDdlO7XenGJ8sxoZxf1AQbrpcwhQCAJgdGIjJRiPvbMb8zmju6yq6\n0dtVJBu908HD3UQaiNhvKWImwDu5Qo1GTPPiFUTeyCRLklcLgYivH2dSzp+5+ncVOVuVb4c5Ei4G\njDF2l3HvcdDT3OO1x+QxA8YYu8u4HC50/NoBAAi1hkIyDJyIyfMMGGNsjJONMgzjvXtVERcDDUTs\ntxQxEyBmLs6kDGdSTo9c3l7WmosBY4zdhdxXFTnaHCDn6LvSecyAMcbuUp3lnXDecCIoMgimybfP\nd+ExA8YYu0d4c60iLgYaiNhvKWImQMxcnEkZzqScXrncl5g62hwg1+h6ULgYMMbYXUo2yTCEGgAX\n4Ggd3dkBjxkwxthdzH7Nju6abhgnGRF8/629wf02ZtDU1ASbzYbY2FgsX74cLS0tg7YrKChAXFwc\nYmJikJOT47k/IyMD8fHxsFqtWLNmDVpbW7VGYYyxe5anq6h1dF1FmotBdnY2bDYbysvLkZaWhuzs\n7AFtnE4nXnnlFRQUFKCsrAxHjhzB5cuXAQDLly/H77//jkuXLiE2NhZZWVma/xP+JmK/pYiZADFz\ncSZlOJNyeuaSA2TIIXJvV1Gb9q4izcXg2LFj2Lx5MwBg8+bN+Prrrwe0KS4uRnR0NCIiImAymbB+\n/Xrk5eUBAGw2G+S+TUGWLFmCq1evao3CGGP3NNOk3stKR3NVkeYxg0mTJqG5uRkAQESYPHmy59jt\nyy+/xHfffYePPvoIAPDpp5/i/Pnz2L9//23tVq5ciQ0bNmDjxo0DA/KYAWOMDctld6Hj/zoAQ99a\nRZLk3f0MbDYbGhoaBty/c+fO247dT3ynwe4b7LECAgIGLQSMMcZG5u4qcnW44Gxz9m6PqdKwP3Hi\nxIkh/y0sLAwNDQ0IDw9HfX09pk+fPqDNrFmzUFNT4zmuqamBxWLxHB8+fBj5+fn44Ycfhg25ZcsW\nREREAADMZjOSk5ORmpoK4FZfnT+PS0tLsW3bNt2ef7Bj932i5HEf7927V/fX685jfv2UHd+ZTe88\ngJjvJze9X7+fyn5C7qFcSEESopOioRpplJGRQdnZ2URElJWVRZmZmQPa9PT00P3330+VlZXU3d1N\nVquVysrKiIjo+PHjlJCQQP/888+wzzOKiD5z6tQpvSMMIGImIjFzcSZlOJNyIuRydjmp7UIbtV1s\nI5fLpfq7U/OYQVNTE9atW4fq6mpERETgiy++gNlsRl1dHbZu3Ypvv/0WAHD8+HFs27YNTqcT6enp\n2LFjBwAgJiYGdrsdkydPBgA8+OCD+PDDDwc8D48ZMMaYMh2XO+DqdCE4JhimiSZV35086YwxxsaI\n7oZu2GvtME01ITgimBeq87X+/YSiEDETIGYuzqQMZ1JOlFyeCWga9jjgYsAYY2OEIcgAOVgGOdT3\npnA3EWOMjSHd9d2w19kxIWUCdxMxxti9yr3HgVpcDDQQpX+wPxEzAWLm4kzKcCblRMplCDIgODZ4\n5IZ34GLAGGNjjHG8+rMDHjNgjLExiPdAZowxphoXAw1E6h90EzETIGYuzqQMZ1JO1FxqcDFgjDHG\nYwaMMTYW8ZgBY4wx1bgYaCBi/6CImQAxc3EmZTiTcqLmUoOLAWOMMR4zYIyxsYjHDBhjjKnGxUAD\nEfsHRcwEiJmLMynDmZQTNZcaXAwYY4zxmAFjjI1FPGbAGGNMNS4GGojYPyhiJkDMXJxJGc6knKi5\n1OBiwBhjjMcMGGNsLOIxA8YYY6pxMdBAxP5BETMBYubiTMpwJuVEzaUGFwPGGGM8ZsAYY2MRjxkw\nxhhTTXMxaGpqgs1mQ2xsLJYvX46WlpZB2xUUFCAuLg4xMTHIycnx3P/WW2/BarUiOTkZaWlpqKmp\n0RrF70TsHxQxEyBmLs6kDGdSTtRcamguBtnZ2bDZbCgvL0daWhqys7MHtHE6nXjllVdQUFCAsrIy\nHDlyBJcvXwYAvPHGG7h06RJKS0uxevVqvPPOO9r/F35WWlqqd4QBRMwEiJmLMynDmZQTNZcamovB\nsWPHsHnzZgDA5s2b8fXXXw9oU1xcjOjoaERERMBkMmH9+vXIy8sDAIwfP97Trr29HVOnTtUaxe+G\nOgvSk4iZADFzcSZlOJNyouZSw6j1BxsbGxEWFgYACAsLQ2Nj44A2tbW1mD17tufYYrHg/PnznuM3\n33wTn3zyCcaNG4eioiKtURhjjI3SsGcGNpsN8+bNG3A7duzYbe0kSYIkSQN+frD7+tu5cyeqq6ux\nZcsWvPrqqxri66OqqkrvCAOImAkQMxdnUoYzKSdqLlVIo7lz51J9fT0REdXV1dHcuXMHtPn5559p\nxYoVnuNdu3ZRdnb2gHZ///03JSYmDvo8UVFRBIBvfOMb3/im4hYVFaXqO11zN9GqVauQm5uLzMxM\n5ObmYvXq1QPapKSkoKKiAlVVVZg5cyaOHj2KI0eOAAAqKioQExMDAMjLy8OCBQsGfZ6//vpLa0TG\nGGMKaZ501tTUhHXr1qG6uhoRERH44osvYDabUVdXh61bt+Lbb78FABw/fhzbtm2D0+lEeno6duzY\nAQBYu3Yt/vzzTxgMBkRFReHAgQOYPn269/5njDHGFBN+BjJjjDHfE3YG8lCT1fRUU1ODZcuWITEx\nEUlJSdi3b5/ekTycTicWLFiAlStX6h0FQO+ldmvXrkV8fDwSEhKEuFosKysLiYmJmDdvHjZu3Iju\n7m5dcrzwwgsICwvDvHnzPPcpncTpz0wZGRmIj4+H1WrFmjVr0Nraqnsmtz179kCWZTQ1NQmRaf/+\n/YiPj0dSUhIyMzN1z1RcXIzFixdjwYIFWLRoEX755ZeRH0jVCIOfOBwOioqKosrKSrLb7WS1Wqms\nrEzvWFRfX08XL14kIqIbN25QbGysELmIiPbs2UMbN26klStX6h2FiIg2bdpEBw8eJCKinp4eamlp\n0TVPZWUlRUZGUldXFxERrVu3jg4fPqxLljNnzlBJSQklJSV57svIyKCcnBwiIsrOzqbMzEzdM33/\n/ffkdDqJiCgzM1OITERE1dXVtGLFCoqIiKDr16/rnqmwsJAef/xxstvtRER07do13TM9+uijVFBQ\nQERE+fn5lJqaOuLjCHlmMNxkNT2Fh4cjOTkZABAaGor4+HjU1dXpnAq4evUq8vPz8eKLLwqxqF9r\nayvOnj2LF154AQBgNBoxceJEXTNNmDABJpMJnZ2dcDgc6OzsxKxZs3TJ8vDDD2PSpEm33adkEqe/\nM9lsNshy71fEkiVLcPXqVd0zAcBrr72Gd999169Z3AbLdODAAezYsQMmkwkAMG3aNN0zzZgxw3Mm\n19LSoui9LmQxGGyyWm1trY6JBqqqqsLFixexZMkSvaPg1Vdfxe7duz0fXL1VVlZi2rRpeP7557Fw\n4UJs3boVnZ2dumaaPHkyXn/9dcyZMwczZ86E2WzG448/rmum/pRM4tTToUOH8OSTT+odA3l5ebBY\nLJg/f77eUTwqKipw5swZLF26FKmpqbhw4YLekZCdne15v2dkZCArK2vEnxHj2+MOI01W01t7ezvW\nrl2L999/H6Ghobpm+eabbzB9+nQsWLBAiLMCAHA4HCgpKcHLL7+MkpIShISEDLp2lT9duXIFe/fu\nRVVVFerq6tDe3o7PPvtM10xDGWoSp1527tyJgIAAbNy4UdccnZ2d2LVr123rmInwnnc4HGhubkZR\nURF2796NdevW6R0J6enp2LdvH6qrq/Hee+95ztKHI2QxmDVr1m2rmNbU1MBiseiY6Jaenh4888wz\neO655wadW+Fv586dw7FjxxAZGYkNGzagsLAQmzZt0jWTxWKBxWLBokWLAPReRlxSUqJrpgsXLuCh\nhx7ClClTYDQasWbNGpw7d07XTP2FhYWhoaEBAFBfXy/MZdaHDx9Gfn6+EIXzypUrqKqqgtVqRWRk\nJK5evYoHHngA165d0zWXxWLBmjVrAACLFi2CLMu4fv26rpmKi4vx9NNPA+j9/BUXF4/4M0IWg/6T\n1ex2O44ePYpVq1bpHQtEhPT0dCQkJGDbtm16xwEA7Nq1CzU1NaisrMTnn3+Oxx57DB9//LGumcLD\nwzF79myUl5cDAE6ePInExERdM8XFxaGoqAg3b94EEeHkyZNISEjQNVN/7kmcAIacxOlvBQUF2L17\nN/Ly8hAUFKR3HMybNw+NjY2orKxEZWUlLBYLSkpKdC+cq1evRmFhIQCgvLwcdrsdU6ZM0TVTdHQ0\nfvzxRwBAYWEhYmNjR/4hX4xue0N+fj7FxsZSVFQU7dq1S+84RER09uxZkiSJrFYrJScnU3JyMh0/\nflzvWB6nT58W5mqi0tJSSklJofnz59PTTz+t+9VEREQ5OTmUkJBASUlJtGnTJs/VH/62fv16mjFj\nBplMJrJYLHTo0CG6fv06paWlUUxMDNlsNmpubtY108GDByk6OprmzJnjea+/9NJLumQKCAjw/J76\ni4yM9PvVRINlstvt9Nxzz1FSUhItXLiQTp06pUum/u+nX375hRYvXkxWq5WWLl1KJSUlIz4OTzpj\njDEmZjcRY4wx/+JiwBhjjIsBY4wxLgaMMcbAxYAxxhi4GDDGGAMXA8YYY+BiwBhjDMD/AzYrHnDK\nDqRqAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6c84cb2ed0>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Cluster: 4\n",
        "Members: ['ADSK: Autodesk, Inc.', 'BP: BP plc (ADR)', 'CAJ: Canon Inc (ADR)', 'CAT: Caterpillar Inc.', 'CBS: CBS Corporation', 'CMCSA: Comcast Corporation', 'CSC: Computer Sciences Corporation', 'CSCO: Cisco Systems, Inc.', 'CVX: Chevron Corporation', 'EMC: EMC Corporation', 'GE: General Electric Company', 'IBM: International Business Machines Corp. (IBM)', 'LXK: Lexmark International Inc', 'NWSA: News Corp', 'NYT: The New York Times Company', 'SAP: SAP SE (ADR)', 'SIEGY: Siemens AG (ADR)', 'TRI: Thomson Reuters Corporation (USA)', 'XOM: Exxon Mobil Corporation', 'XRX: Xerox Corp']\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEKCAYAAADw2zkCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6c847a0290>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Cluster: 5\n",
        "Members: ['BKS: Barnes & Noble, Inc.']\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEKCAYAAADw2zkCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6c84847790>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Cluster: 6\n",
        "Members: ['BBRY: BlackBerry Ltd']\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEKCAYAAADw2zkCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvXl8HOWd5//uW3e3bluHLeuwJN+3uQzGMhg7iSETJjGZ\nydgTyDiAl0B+M2GzyUz4ZZIAmdmEZA0bkt3gEIKTAENsgm2ID0EA3wc+JMuSLFmXJevqbkmtvmv/\naFpIto6+u1p63q9XXqRa1VUfP9VV33q+16OQJElCIBAIBFMaZbQFCAQCgSD6CGMgEAgEAmEMBAKB\nQCCMgUAgEAgQxkAgEAgECGMgEAgEAoQxEExSnnrqKb7yla9EW4ZAEDMIYyCIWV599VWWLVtGcnIy\nOTk5bNiwgQ8//BAAhUIR9PEbGxtRKpW43e6gj+UlNzcXm83GwYMH+cIXvuDXd10uF9/97nfJzc0l\nJSWFJUuWYDKZQqZNMLURxkAQk/zkJz/hiSee4Lvf/S7Xrl2jubmZRx99lLfeeguAUNZSBnosp9M5\nYru5uZnMzEx0Oh0nT55k6dKlfh3ve9/7HkeOHOHIkSOYzWZeeeUV4uLiAtImEFyPMAaCmMNkMvG9\n732PF154gfvuu4/4+HhUKhWf+cxneOaZZ27Yv7Kykvz8/BGfFRQUcPDgQQCOHTvGsmXL0Ov1TJs2\njX/+538G4PbbbwfAYDCQnJzM0aNHAfj1r3/NnDlzSEtL45577qGpqWnouEqlkhdeeIGSkhJKS0tH\nnPPEiRMsWbJk6P8vXrzY539zb28vP/vZz/jVr3419G+ZM2cOOp3O52MIBOMhjIEg5jh8+DBWq5XP\nf/7zAR9juBvpG9/4Bk888QQmk4nLly/zt3/7twD89a9/BTzGp6+vj5UrV7Jr1y6efvpp3nzzTbq6\nuli1ahUPPPDAiGPv2rWL48ePU1VVBcD3v/99UlNT+fKXv8wf//hHUlNTeeONN3jggQdIS0sbmnl8\n7nOf48c//vGoes+dO4darea1115j+vTplJaW8sILLwT87xcIrkcYA0HM0d3dTUZGBkplaH6+Wq2W\n2tpaurq6SEhIYOXKlcDo7qFf/OIXfPvb36a0tBSlUsm3v/1tzpw5Q3Nz89A+3/72tzEYDENv7f/2\nb/9GZ2cns2bN4vLly7z99tvcc889GI1Genp6hgzTW2+9xbe+9a1RNba0tGAymaitraWxsZHXX3+d\np556iv3794dkDAQCYQwEMUd6ejpdXV0hC+z+3//7f7l06RLl5eWsWLGCt99+e8x9r1y5wje+8Q1S\nU1NJTU0lPT0dgNbW1qF9hrukzpw5Q2pqKmlpadTV1VFaWsqaNWuorKwkNTWVN9980yeN8fHxgMew\n6HQ65s+fz6ZNm9izZ08g/2SB4AbU0RYgEPjLzTffjE6n48033xwzI2e4GygxMRGLxTK07XK56Ozs\nHNouLi7m1VdfBeCNN97g/vvvH/HGPpwZM2bwr//6rze4hsY696JFi+jt7eXZZ58F4Mknn2TJkiW8\n/vrrFBYW+vgvhgULFkx4LoEgGMTMQBBz6PV6vv/97/Poo4+ya9cuLBYLDoeDvXv38uSTTwIjXTyz\nZ8/GarWyZ88eHA4HP/jBD7DZbEN/f+WVV4aMg16vR6FQoFQqyczMRKlUUl9fP7Tv17/+dX70ox8N\nxQNMJhOvvfbahJq9wWO73U5bW5tfhgCgqKiIVatW8cMf/hC73U51dTV/+MMf+OxnP+vXcQSCsRDG\nQBCTfPOb3+QnP/kJP/jBD8jKymLGjBm88MILQ0FlhUIx9Nas1+t54YUXeOihh8jLyyMpKWmEK+ed\nd95h3rx5JCcn88QTT/D73/8enU5HQkIC3/nOd7j11ltJTU3l2LFj3HfffTz55JNs2rQJvV7P/Pnz\neeedd4aONdab+qlTp1iyZAnnzp1j/vz5o+6zYcOGUbOhvOzcuZMrV66Qnp7OZz/7WX7wgx9w5513\n+j12AsFoKIJd3Gbfvn08/vjjuFwuHnrooaE3s+E89thj7N27l4SEBHbs2DEipc7lcrFs2TLy8vKG\ncsQFAoFAEFmCmhm4XC62bdvGvn37qKqqYufOnVRXV4/YZ8+ePdTV1VFbW8svf/lLHn744RF//9nP\nfsacOXOE71MgEAiiSFDG4NixYxQXF1NQUIBGo2HTpk3s2rVrxD67d+9m8+bNAKxcuRKj0UhHRwfg\nSZfbs2cPDz30UEgrRgUCgUDgH0EZg9bW1hG+17y8vBEpdhPt88QTT/Af//EfIcsXFwgEAkFgBPUU\n9tW1c/1bvyRJ/PnPfyYrK4vFixeLWYFAIBBEmaDqDHJzc0dUXjY3N5OXlzfuPi0tLeTm5vLGG2+w\ne/du9uzZg9VqxWw28w//8A+8/PLLN3y/ra0tGJkCgUAw5SgqKqKurs73L0hB4HA4pMLCQqmhoUGy\n2WzSwoULpaqqqhH7vP3229L69eslSZKkw4cPSytXrrzhOJWVldJnP/vZUc8RpMSw8L3vfS/aEm5A\njpokSZ66hCbfEJp8R466/H12BjUzUKvVbN++nXXr1uFyuXjwwQcpLy/nxRdfBGDr1q1s2LCBPXv2\nUFxcTGJiIi+99NKox4qlbKLGxsZoS7gBOWoCeeoSmnxDaPIdueryh6DbUaxfv57169eP+Gzr1q0j\ntrdv3z7uMe644w7uuOOOYKUIBAKBIEBEGk8AbNmyJdoSbkCOmkCeuoQm3xCafEeuuvwh6ArkcKNQ\nKES2kUAgEPiJv89OMTMIgMrKymhLuAE5agJ56hKafENo8h256vIHYQwEAoFAINxEAoFAMBkRbiKB\nQCAQ+I0wBgEgR/+gHDWBPHUJTb4hNPmOXHX5gzAGAoFAIBAxA4FAIJiMiJiBQCAQCPxGGIMAkKN/\nUI6aQJ66hCbfEJp8R666/EEYA4FAIBCImIFAIBBMRkTMQCAQCAR+I4xBAMjRPyhHTSBPXUKTbwhN\nviNXXf4gjIFAIBAIRMxAIBAIJiMiZiAQCAQCvxHGIADk6B+UoyaQpy6hyTeEJt+Rqy5/EMZAIBAI\nBCJmIBAIBJMRETMQCAQCgd8IYxAAcvQPylETyFOX0OQbQtPE1NRc4fnnD7Jt23M8//xBamquRFtS\nwAhjIBAIBAFQU3OFHTvq6OxcQ3//Ijo717BjR13MGgQRMxAIBIIAeP75gzQ230Z1SxvleTkkxmkB\nyMo6yCOPrImyOhEzEAgEgojgcChpM7fTYe6mtq1z6HO7PTYfq7GpOsrIzW8J8tQE8tQlNPmG0DQ+\nGo0bp6oPtxva294f+lyrdUdRVeAIYyAQCAQBcPud+biVHiNgczg8/7UdoKKiKJqyAibomMG+fft4\n/PHHcblcPPTQQzz55JM37PPYY4+xd+9eEhIS2LFjB4sXL8ZqtXLHHXdgs9mw2+3ce++9PP300zcK\nFDEDgUAgQ7ot3bz90WF++WILaqWGL94xi4qKIkpLZ0ZbGuD/s1MdzMlcLhfbtm1j//795Obmsnz5\ncjZu3Eh5efnQPnv27KGuro7a2lqOHj3Kww8/zJEjR4iLi+PQoUMkJCTgdDq57bbb+OCDD7jtttuC\nkSQQCAQRoc/eR3n5dObNm45bgq99bQkajSLasgImKDfRsWPHKC4upqCgAI1Gw6ZNm9i1a9eIfXbv\n3s3mzZsBWLlyJUajkY6ODgASEhIAsNvtuFwu0tLSgpETMeTkt/QiR00gT11Ck28ITWMjSWCymlEq\nIDFRSVvjCbqN9mjLCoqgjEFrayv5+flD23l5ebS2tk64T0tLC+CZWSxatIjs7GzuvPNO5syZE4wc\ngUAgiAgt7VZ+/RsHRz7S8MAXEtiwHhJTprAxUCh8mxJd77fyfk+lUnHmzBlaWlp4//33ZWP1J2L1\n6tXRlnADctQE8tQlNPmG0DQ2VXV9DA6CwpFMRqqOlauWYXfFtjEIKmaQm5tLc3Pz0HZzczN5eXnj\n7tPS0kJubu6IffR6PZ/5zGc4ceLEqBd7y5YtFBQUAGAwGFi0aNHQfl4DIrbFttgW25Havtjk8XZY\ne89y4iMHsxbNwu6yR1VfZWUlO3bsABh6XvqFFAQOh0MqLCyUGhoaJJvNJi1cuFCqqqoasc/bb78t\nrV+/XpIkSTp8+LC0cuVKSZIkqbOzU+rt7ZUkSZIsFou0atUqaf/+/TecI0iJYeHQoUPRlnADctQk\nSfLUJTT5htA0Oi6XJD32wzPS1753QuroskmdA53SL177hdTY2xhtaSPw99kZ1MxArVazfft21q1b\nh8vl4sEHH6S8vJwXX3wRgK1bt7Jhwwb27NlDcXExiYmJvPTSSwBcvXqVzZs343a7cbvdfOUrX6Gi\noiIYOQKBQBB2GlosDNqdpKXoyErXYrZ52lDEuptI9CYSCAQCPzh4tIM/7mth2dwMHrp/JlanlQvX\nLqBWxLFw+txoyxsionUGAoFAMNXILzazZQvkJqYAoJS0/OZlcDrsPP9d8DGvRnaIdhQB4A3ayAk5\nagJ56hKafENouhFJkui396PRwPS0ZAC0GiVtl0/jdLkx9Tmjqi8YxMxAIGtqaq6wf389DocSjcbN\n2rXyKfcXTD0GHAO4JTfxmnjUyk8fn0nxGgCuddswpMTmY1XEDASyxbt4iE73aWKBzXaALVuKhUEQ\nRIW2vjau9l0lOymbvJRP0+h/9nI9Fy4b2XJvIbcsTo2iwk8R6xkIJg3799ej01XQbR6gtdsEgE5X\nwYED9VFWJpiq9Nn6AEjWJo/4PE2vA6AnhltSCGMQANH2W46GHDVBcLocDiWSBIdr6jjVUI/F5mkT\nHOziIXIcK6HJN6KpyWpzc6F2AIdDQbJupDFoaTiOQgH91tg1BrHp3BJMCTQaN93mASSFJyg3YLWR\noNPE7OIhgtimur6ffe9IzJyWxE1fH/lCUj5bQ8UCSE+IXWMgYgYC2VJTc4Unf3CE5t5iABbMmMU0\n/WkRMxBEhVd2t/D+qQ4qVkznSxtyRvzN4rBQ3VlNgiaB8szyMY4QWUTMQDBpKC2dyefuzyAj4zhF\nxSeYVXxQGAJB1Kht8sQL5hQn3/A3rSr2q5CFMQgA4Uv1nWB0Od1OFq9I5Uc/Ws6T31rG5q8uD4kh\nkONYCU2+ES1N5n4nV7ssqFVKymYl3fD3D97/AKVCidPtxC3FphtTGAOBbOmz9SFJEkqF52cay29d\ngtjmfK1nVjBzetKYq5nF+uxAxAwEsqXR2Ei3pZuMhAy6LF3EqeOYmyWf3i+CqcOR6ib+eqqTeTNz\nWX/btFH3udRVS6fZTEl6MVl6fYQV3oiIGQgmDWabGYCMhAwgdt+4BLFPcnofa+6E21fcGC/w8uH7\nnh5FZ87F5u9UGIMAEL5U3wlU16BjEIfLgValJVGbiEalwS25cbgcUdMUToQm34iGJofLgdVpRaVU\nkahNHHWfyspKDMkeN1GPSRgDgSBkVB4xs28fGDs8nSEPf6Dl93+AhqbYvNEEsYt3hnp91fH1pBs8\nVcjdwhhMHbxLzskJOWqCwHWdrTFxpQlULo8xsA9qMZmgsyf4G02OYyU0+UY0NPXZP2lBoRvbGKxe\nvZp0g2dmYDQLYyAQhASrzU1jWz8KhYIFsz3GIP2T3i+dvbZoShNMQbz9iFJ0KePul5n2iTHoE8Zg\nyiB8qb4TiK7zl/pwuSXysxJJSlQBDL11hcIfK8exEpp8I9KaWjusvLXXzuU6DXHquDH3q6ysJE2v\nQaNWoNQ4cLliLwNS9CYSyI4LdR4fbXnhp29iGamxHZwTxCbnL/XR2Aj6CeIFAGq1gq0PaXC47bhw\noEIbfoEhRMwMAkD4Un0nEF11rZ521fNnf2oMMtM8bqJec/BuIjmOldDkG5HWVNPocRGVzRrfGHh1\n6dSxW3gmZgYCWWFz2vjcfTa6rqkpnvlpGt+0TC1f+BtITo69m0wQm7jdUN/sMQbzSsaPF3jxViHb\nnDaStDe2rZAzYmYQAMKX6jv+6jLbzKiUUD4rBeWwX6dWo2Ralhqdzo3THdw6s3IcK6HJNyKpqaHF\nwqDdSWqyjuyM8V0+Xl2x3JJCGAOBrPDmdI+WuTH8rUsgCDdVdZ5ZQcnMieMFXmLZGIjeRALZIEkS\nH3d8jMvtYkH2AjQqzYi/X+69TO9gL4WphaTGy2OdWcHkpaqjltomM6VZhZTN9O33ZrKaOdNci05K\n4abZJWFWOD7+PjtFzEAgG/rt/bjcLuI18TcYAojtty5BbCFJEjZ3P3m5UDzN95mBqUfL734HGXo7\nN80Oo8AwINxEATDVfan+4I+u2mYzlkHQ60bv+Og1BtYg3URyHCuhyTcipWnAMYBbchOviUetnPid\n2atrqPCs306sOTSEMRDIhj/tNfPb34K5a/TMjY42Hb97Ff5rl5gZCMKLt+p4on5E1xMfpyRep8bp\ncmPqCy7RIdIIYxAAIv/ad3zV1WN00N5tQaNWUpw/ekpeUryW/n7oNgZnDOQ4VkKTb0RK03iJDKMx\nXJe3e2lXb2y9tAhjIJAFZy95br7C3OQxV5LK+mQK3ttni7kpuCB2sDvcdPcNoFAoAqoVSJ2qxmDf\nvn2UlZVRUlLCs88+O+o+jz32GCUlJSxcuJDTp08D0NzczJ133sncuXOZN28eP//5z4OVEjGmsi/V\nX3zV5W1BMbd47BWiEhNUxGlVOJxu+gYCn4LLcayEJt+IhKYLtf385mWJj95LQKVU+fSd4bqyM7Wk\np4FTii1jEFQ2kcvlYtu2bezfv5/c3FyWL1/Oxo0bKS8vH9pnz5491NXVUVtby9GjR3n44Yc5cuQI\nGo2Gn/70pyxatIj+/n6WLl3KXXfdNeK7gqmB2w21TR5jsKB0/Gl5aoqOq10WOnvspCSJZDhB6Kmq\nNyNJkJnim4voetbcrmX2IshKjK16mKBmBseOHaO4uJiCggI0Gg2bNm1i165dI/bZvXs3mzdvBmDl\nypUYjUY6OjqYNm0aixYtAiApKYny8nLa2tqCkRMxprIv1V980WWyWCiY5WRGjo7pmbpx901L8UzB\ng4kbyHGshCbfiISmS1c8wePyIt+Dx8N1xWoKdFCvVq2treTn5w9t5+XlcfTo0Qn3aWlpITs7e+iz\nxsZGTp8+zcqVK4ORI4hRrJKJVasgMzEFxejhgiHuuUvLSjvMTI+tty5BbNDX7+JqlwW1SknZrMB6\nC+nUnheaKWUMFBPduZ9wfRXc8O/19/dz//3387Of/YykpNEHf8uWLRQUFABgMBhYtGjRkCX2+uoi\nuX3mzBkef/zxqJ1/tG3vZ3LR491+7rnnJrxeTaYm5i6fi16nn/B4VWdOcG3gGrl3ZQWsT1w/37av\n1xZtPeDb7ymY7d/+fi9tja2sum0NWq0ioOvncrswlBmwu+wRv147duwAGHpe+oUUBIcPH5bWrVs3\ntP2jH/1IeuaZZ0bss3XrVmnnzp1D26WlpVJ7e7skSZJkt9ulu+++W/rpT3865jmClBgWDh06FG0J\nNyBHTZI0sS6nyymdbDspnWw7KbncrgmP1zvYK51oPSHVddeFTVM0EJp8I9ya9n50RXriP05I//Xu\nVb++d72uU22npBOtJ3z6TYcLf5+dQfUmcjqdlJaWcuDAAXJyclixYgU7d+68IYC8fft29uzZw5Ej\nR3j88cc5cuQIkiSxefNm0tPT+elPfzrmOURvosmN0WqkvqeeZF0ys9Mnrt+3OCxUd1YTr4lnTuac\nCCgUTCUuXLvAoMPK7LQyUuITJ/7CGByuv8C1Hiu3l80lNXnsFdLCSUR7E6nVarZv3866detwuVw8\n+OCDlJeX8+KLLwKwdetWNmzYwJ49eyguLiYxMZGXXnoJgA8//JBXXnmFBQsWsHjxYgCefvpp7rnn\nnmAkCWIMk9WzkI2vxT06VWz6Y2OJmpor7N9fj8OhRKNxs3ZtEaWlM6MtK+w4XA6sTitqlSooQwDw\n10otdc1WZiTaSZ0THWPgL6JraQBUVlYO+ezkghw1wfi6JAl+8so5DBl2vrh6Dsnx8T4d80z7Gaw2\nF0tzF6FR+5YH7qumaCEXTTU1V9ixow6droLGxkoKClZjsx1gy5ZiWRiEcI5Tt6WbRmMjhjgDRWlF\nQen61WtXOH6hiy/ePZO1t2SEWKlv+PvsFBXIgqjRfNVKTb2dC2c1JMX5ZggA/rxby69fguarYnYQ\navbvr0enq8BOPzY8KZY6XQUHDtRHWVn46bN/0o9I518/otFI1wefAh1phDEIADm8wV2PHDXB+LrO\nfdKCorRg4pTS4SRqPa6izp7A0kvlOFZy0eRwKJGQ6KGO5IIcnFgBsNvl8agI5zgF2pwObtSVZvjE\nGJhiJwVaHldYMCWpuuyJF8wt9q/SM00fm71fYgGNxo0NM25cAFjxXCOt1h1NWWGno8vGiTN2zCYN\n8RrfZ6ljkZH6SStrc+z8RoUxCIDhucVyQY6aYGxdNrubhtZ+FAoF82f7ZwzSP3nr6jEFdqPJcazk\nomnt2iJM9j/jdsHFj09Q12LEZjtARYV/PvRwEa5x+viimcOHoep0YC6i63VlpenIzgJDeuwYA9Hc\nRRAVqur7cbrc5GUlok/272eYkepxE/XE0BQ8VigsnMHtd6Vy8tRxurtrcasl7n/0blkEj8PJxQaP\ni6hsVvDxAoDMNA2f/7wCcCBJks8FutFEGIMAkIt/dzhy1ARj60qfbubzn4dUtf/NwDLTtCgUMOgI\n7K1LjmMlF01nqs1Uvp/N4rmz2LKlgtomMwNOQ7RlDRGOcXK7ob7FYwzmlQTWnO56XQqFAo1Sg91l\nx+F2DPUrkjPCTSSICn12E1mZgd18+TlaHnwQ1n8mdqbgscLJql4kCXJS05j3STvxs5eMUVYVXhpa\nLQzanKQm68jOCN1DO9Ya1gljEABy8e8OR46aYHRddpcdq9OKSqkKaPEQrVqNRqXE6XbicrtCoina\nyEGT3S5xvt7z4F+xIBVr78cA1DSacTrlUesTjnGqqvXMCopnBO4iGk2XMAYCwQT4u6TgaMRqZ0g5\n8/FFM3aHi7ysRKZlaknVa8hOi8fmcFFV3x9teWEjM6+PpUth6bzQxAu8xJoxEBXIgohT31OP0Wpk\npmEmGQmBVWfW9dRhspooTitGHzf26mgC33lhZwNnanr47Ko8NlZ4Wsy/d6qVLls7i2dnUZieP8ER\nYg9JkjjTfga35GbhtIWolaELozZ2dnKqvomsxExumz8jZMf1FVGBLJA1TqdEW7dnWh7MzMD71mVz\niYyiUCBJEsp4EwnxsHJh6tDny+YZKJgJFpcpiurCx4BjALfkJl4TH1JDANDdoWXfPjh8PDZ+o8IY\nBIAc/LvXI0dNcKOuS40D/PZ3Lg6+Gx9UhoVWqcNqC6zWQI5jFW1NJpuJ5StcbP1q4lAQtbKykkRt\nImqlGpvThtVpjapGr6ZQEkzV8XBG05UeY4VnIrVUMEQkulV6W1BMSw18VgBwuU7Lb3bBvCI7ZV8J\nhbKpTe9gLwBp8ak3/E0fp6fb0o3RamRa0rRISwsroYhfjUV2uieuZey3I0n41XIlGoiZQQDIJSd8\nOMFq8narPH9pOVdab6Kzcw07dtRRU3MlpLouNnjcDfP8rDq+ngxvFbLZ/yn4ZLx+wSBJEiab57qk\nDjMGXk2GOE+dgbfdeDQJ5Ti5JTcDjgEUCkVAWW3DGU1XfJySOK0Kh9ONud8Z1PEjgTAGAgDeeaeO\nqtYSjtVf4oOaaq4Z+0PerdLU56S107O+7Fw/FhsfjSzvW1dfbEzB5YzJZsLldpGoTRzVdZeiS0Gp\nUNLTP8CgTf4PNV/5+GI/f/yjxKULCaiU/rdC9wVDsud3Ggt9tIQxCIBo+3dHIxhNA4MO9h5vpaWn\nEwC3282Jy3V0mweC7lY5XNfZGs+UvDA3Ga02uDmzPlmNWqXEYnUyaPWvidpku37B4nURpcaNdBF5\nNSkVSj4+kcRvfiNx7Gx0ZwehHKfquj56egFb8CmlY+kqmaVldglISmEMBDKn395PnamaeL0FnUbL\nLbPLmG5IR6Vx0a+tA81gyM414DSTmgrlhcH7ZxUKSE32vMV29sj/RpMrdrvEK6+bOH8eDHE3xgu8\nTDcYcEtwtib6rqJQcanJ83Iyx8+uuf6wepWWO++ElFT5/0aFMQiAyeJz7hzo5FL3JZxuBw/9fRk3\nFV0lPSWRpUUFLCpNBeVHzFpKUFkkw3XlzDLzxb+FNbeG5uZLT9Wi10O/1b+4wWS5fqHgVJWJ5lYX\nV+oS0alHuoiGa1o8x1PLcelKdKuRQzVOff0urnYNolYpKZsVXLwAxtYVS4VnIptoCuKW3DSZmui2\ndAMwLWkaS29aSlHqFQ4cOIjdriRL46Jk5RzSc5K41H2J0vTSoarfQLA4LDhcnoZd8ZrQrAl7/306\nOgcgUy//G02unLzgcREtKR97VgCQla5lWno87d2DXKjrZ2FZaKt1I82Fuj4kSWLm9KSgXZbjEUvG\nQMwMAiCWfc4dXXaO1NbQbelGqVBSmFpIbkouAKWlM3nkkTU8/vhqHn20gruW3k6yLhmHy0FtTy0O\nlyNgXd4UvlBWCwd6o8Xy9QslNrubqoZPexFdz/Wa5hZ5soo+vhi9xnWhGKeamiu8uGMv586doO7C\n2aAz5sbTNVQc6ZR/4ZkwBlOIM9VmfvSrat5824LCFUd5ZvmIVMLrUSgUFKcVk6RNwuqw8fqhSxjN\ngWWThCOfW1QhB8fpKjMOp5v87ESy0icuAFxcricuDmyK2I0beFOo4w0LKJ29DH38+pCkUI9FLM0M\nRG+iKYAkwa4D7ez9sA1JkigvMPBPXywgMcG3dDqX28Vrhy5x8K8WstPi+dZXS0lO8j0Vzy25OdN+\nBoCF2QtDlsY3YB/gYtdFErWJlGWUheSYU4lfvd7A8fM93Ls6j8+szp5wf0mCj9vP4pIczM2aS5w6\nNO6+SPL88we52nkr1ziPEhXTWARAVtZBHnlkTVjO+V+HT2M0ufm7NYvRaSP3/i16EwlGMGh1879e\nucyeD1qRJIl1N+fw+OYinw0BgEqpYv2KErJS4+noGeSnL9cyYPG9dfT5WjPHT0gMmhNDms8dS29d\ncsMtuVkt+tIcAAAgAElEQVR6i5F7N8LNi8ePF3hRKCA13uPmM1pjc40Dh0OJBU8KdRyf/ruDTaEe\nj2NHNBw5Ate65f07FcYgAGLF52x1Wnn3VDXn63vRaVRsvb+YL6ybHlBZvD5ZzTc3l5Cm19FybYDn\nXq7Daps4v7+yspIT582cPAnXmkLbXVSj0mCxKGhuc+Bw+l5rECvXL5yYbWYk3BTNSCRNP7qLaDRN\n3phPtKqRgx0ntdqFBU/iRCKZQ59rtf7VqlzPeLpSvYVnRmEMBFHAaDVysesieQVWVt0Uz7e/Vs7S\necE9jNMMGr75D7PRJ2m50t7Pr/9UP+E0VJKgpsETL/B34Xtf2POWjl27oL1T3jea3OgZ7AEgLT7N\nr+95q5EHHAM43bFXjbz89gxs9o/QkoiGBABstgNUVBSF7ZxeY9sjjMHkQ+556m19bdT31ONyu0iL\nT+Pv1pWRkxV4WuhwstK1PPEPs8nP0TB3iZn63vENwuw5N9PbZyMhTk3RjISQaBhOaornRvOn3F/u\n1y/cuCX30Ju9t+/QaIymSalQkqxL9vQzisLsINhxqm2L45Zb85mRUY3BUElW1kG2bCkOuiHjeLrS\nPvmNdsvcGIg6gxhneKdRpcpB2c1a0nOSUCgU5Cbnkp00cWDQX3KydPzLV2dT01WDyWqiwdhAYWrh\nqPt6K1Znz0wJS9fGNL0WmuV/o8kJk9WEW3KTpE0KqI24Dj0XqkzUuU186e70MCgMDw0tg7x/pJ84\nbR7/8c8LIhbMTfM2VQyg3XokETODAJCLz9mbJtfZuYa/Hrbx+nvT+fXvqmhpukZJWklYDIGXOHUc\nJeklqJQqegd7aTQ2jrrf7rf/AjC0uHqoSdd7G4H5nl4ql+s3nEhqOlnVS38/46YVw9iadJKeDz6A\nvx4343BENtMvmHE6dNQTOF42Jz3khmA8XfnTtcwph5z8SW4M9u3bR1lZGSUlJTz77LOj7vPYY49R\nUlLCwoULOX369NDnX/3qV8nOzmb+/PnBypiS7NlbS69lOWcbWzjf3MSA1UbvtTu5ctIzlQ83CZoE\nStJKUCqUdFu6uWJsYrjHSJIkisssrFwJC0rD0/8l45MFRLpl/tYlF6w2N2/uNfHqTtA4fcsiuh5P\nNXICdoeLC3V9IVYYHgatbk5d9MRJ7lyZOcHeoSU/R8uqVVBYIu/faFDGwOVysW3bNvbt20dVVRU7\nd+6kurp6xD579uyhrq6O2tpafvnLX/Lwww8P/e0f//Ef2bdvXzASokK0fM6SJNFv76etr43Dl2p4\n7a+XOV5fy5WuDpLSlpBjyGBFUSluR2jiA76QqE2kOK0YBUr+fLCTnX9uHTII/fZ+Vq9bwi3LEjCk\nhMcjmZWuJT0N4hJFzMAXTlWZcDjdzMhOIlWvCViTd6b38cXIxg0CHaf3j3djd7gozE0mf3ro6yPG\n0xUrKdBB3aHHjh2juLiYgoICADZt2sSuXbsoLy8f2mf37t1s3rwZgJUrV2I0Gmlvb2fatGmsWrWK\nxsbGYCRMatxuuNw8QFJ6H322Pvrt/bglTwqcOtGTDqdTJpKelEyWXk+mPgmFIvg0OX9J1iWT7Czk\n3Ll63FI7Oq2SL6ybPrRgSjhWkfJSOEPH/feDRiWqkH3B24to8QS9iCZiUZme/UevcuGyEUnKl/0q\nXh+d9biIbl8W2VkBeIq/NCoNDpcDu8se1HKv4SSomUFrayv5+flD23l5ebS2tvq9T6wRqv4ozz9/\nkOeeq+T55w9SU3MFSfIEud6uvMZPdtTxjafP8OOXLlLT1orZZsYtuUnQJJCdlM3s9GJ+/p27uam4\nlXkzc7EYT6BQhD9NbixKZujZvLEQhULBO4fb+MVvT/CLl97l2X//HX94+UzYyv01Kg0KhQKHy+Fz\nteVUjRlYbW6qP1lpbuUovYiuZzxNJQWJJCVoMPbZudIWujbnwWgai357P3fdM8iqWzSsmD929lQw\nTKQrFmYHQc0MFD6+Dlx/k/r6PS9btmwZmn0YDAYWLVo0NC3zXoRIbp85cyao7zc1tVNdnYlOV0F9\n47vYsXC+9X1UCRk01jUBkFOwDICBzrNcOJzAA1+8m2RdMh+8/wEddLB69WoWzNNzpvwYp079hKQk\nJVlZbpKSOrl6VTWUKhfJ8bl5sYFjR1t4c/8Fjh01MGvWCjoaqvl4MIHO1jq2bIGrVxtCfv6G3gYW\nrFyA3WXn8AeHJ9w/2OsXjm0v4TzfyQsmmuqPkZ0WT3rq0qCPd88deo6f2cfx01coyP2bsOsHOHPm\njN/fv9p3ldlLZ1NxcwYffPBeWPR5GevvMxfOZIABDh46SIouJSzjU1lZyY4dOwCGnpf+EFRvoiNH\njvDUU08N+f2ffvpplEolTz755NA+X//611m9ejWbNm0CoKysjPfee4/sbE+mS2NjI5/73Oc4d+7c\n6AInYW+i558/SHvnKnqoxcGnb1W9vccpyL+VkhkplM1KZm5xMump4/t15ci2b73J4aoZxMXB4jkG\nMpSemUq4+r9c6r5En62PkvSSsLqkYp0T9Zc5+nEvc/LyuXNFVtDHM1qN1PfUy7o3lNPt5GzHWQDm\nZc2LmovmZG0rpy61Mzc/l1sWTIvIOf19dgY1M1i2bBm1tbU0NjaSk5PDH/7wB3bu3Dlin40bN7J9\n+3Y2bdrEkSNHMBgMQ4ZgquJwKBmgAweDKFGjIwUdyRTld/Ot/2++7P2vE1Gck0pffz7q1DaSlBlD\nn4er/4tOpaOPPllPwaONW3KjSjBx002wIDu4eIEXbzWyxWHB6XaiVsqvbKnL0oUkSRjiDFH11Xe1\nazl+HFRWO7csiJqMcQnq7lSr1Wzfvp1169YxZ84cvvSlL1FeXs6LL77Iiy++CMCGDRsoLCykuLiY\nrVu38sILLwx9/4EHHuCWW27h0qVL5Ofn89JLLwX3r4kQ108N/UWpdNHv8vRHSaeEVGaRQAbJCeqA\nDUGwmkKJRuNmVlYW+ZpFtDd+mkocrsC2066lpRWaWn0zBnIaKy/h1jS80Eyj8m22OZGmaFQj+ztO\nXZYuADITwxs4nkhX+ieFZ71m+b6wBG3K169fz/r160d8tnXr1hHb27dvH/W7188ipgppuRmcfPcj\nCnJXkzN9eH+U4igrCw1r1xaxY8cBdLqKoc/C+e9rbtTy9h5YVGpjSUlYThHz9Fo/WfR+gkIzf9Hr\n9JisJkw2E+kJ8qpGvthgpvaajaKZuqi7DzPSpoAxmIp4gzeB0tQVR1FxPtm6ixgMHWi1bioqguuP\nEqymUFJaOpMtW+DAgYMYDEq02oNB//vGIzPVU1dh9PFGk9NYeQmnpuG9iFLHWfT+enzRpI/Tgwna\ne83MSJZQq8Pr4/RnnPa930lVA9y3JpNwu+kn0pX5SXGksc+OJCFLV7AwBhGmqc1K49V+sjM9/VHi\ndJOzI0hp6cywPfyvJzMG3rqiSXe//y4iX9GqtHz0fgLnayzEf7GPxeXyCOBf67ZT3WhCrVRy6+Lo\nz1gSE1ToNCpsDhf9Ay6/FoeKFJPzSRRmgvHvevujLClPC6khkKMfHCKjK03vqTUwWxw+9cqR01h5\n6022bXtuqN4k1Lz6Zg//9SbYTf61q/Z1nLL1es8qaBGoRvZV06GjnsDxvBID+uTwv/P6omvFUi03\n3wxOSZ4vLcIYRBCrzc2JKk/gePWKyFdCTlbUagUpiRokSZL9AiLDGd5osL9/EZ2da0K+Hu+g1U3N\nFTNdXQpy08NTcLVkjue4F+qNyCEL3OmUOHrOEzhevVw+99nNK7QsmA8KjTyr5YUxCIBA/bvtxl5y\n8lwU5CQxKy9eFprCTaR0FRfoKCr0rcJTLmO1f389Wt0aemnAMLMQh9ONTlfBgQP1ITvHyQtGnC43\nBdOTSDP45yLydZyKZiSQlKDB1G+nsTW81ci+aDp2zkj/oIPstHjKi5LCqseLL7p0Kk9sS64p0CJm\nEEGsqk7uvgtmpGRMvLPAL9at1dJtgaQUed5oo+FwKLHSyyA9NLdAv7Gf5UVFGEJYj+HtRbQkyF5E\n46FQwJxCPcfOd3Gm2hTyFx1/0U/v5I47oMCQKatArdxbUoiZQQAE4nO2OCwM2AdQK9VkJPrnuw2X\npkgQKV3eG83mmngKLpex0mjc9NOB2wUtdaex2Ab5sKaa9t7QtIUetLqpaTSjUChYHkBPHn/GaeFs\nA0lJYMXo93n8YSJNVqcVq7uPueUqbl4UucCxL2MljIEA+LT4JT0h3e/eTIKJkfsUfDRuvmMaFnsl\napWaBTNmkZmcis1+mAaTkj/tbw/a/97YbiQhMTAXkb8snpvM339Zyey50V0buXPAk6CRFp+GUiGv\nx5vcjUFQvYkiwWToTeSW3JztOIvL7WJu1lzi1KHvpz7V6bP1can7Esm6ZGanz462HJ+43HuZ0xer\nqDlhIcGVhUbjRkpM5twVFZIksfbWVO5fWxDwQ62+p57eQSNZcTOYkR7+QGpdTx0mq4kCQ0FUCtCG\n32dzMucQr4muu+p6Bm0Oduw7i9Om4b99Mfw9KSLam0jgG5393bjcLpJ1ycIQhIkhN5FTnpka19Nj\nstPcaaSwIJd7V84f0dfn5HkTb1Y2kFvcy8UuK0WpRejU/i1Y5JbcmG1mlEoFOanhixcMxxBnwGQ1\nYbQao2IMegd7cbldJGmTZGcIAOK0Gs5+rMDldmC3S2i18vIQyGseFSP440uVJPjfL3eyfz/ES+F7\nO5OLH/x6IhkzaG5WcPqsA6dz/LchOYzV25XXeHWnxJWaVNRK9QhNS+fp+e7WcgyJcQw6BrnYdRGz\nzezX8Y1W41ChWaAN5PwdJ73Os/qZ2WYO22x+LE2SBEfPd+J0hb8P0Wj4MlYKBeiTPC8tnb3ycxUJ\nYxBmLjUM0NY5SMdVDdP04cnzFnimxB++r+GDDyW6jY5oyxmXQaubY+e7kCRYWDx6B984jY7yzHIM\ncQacbid1PXV09Hf4fI7ewU96EfnRfiJYNCoNCZoE3JKbPntk10aub7Lwpz0DvPm6GoMucv9mf0lN\n8RiDLmEMJgf+5KlXHvcEtFbMS0ejCd+0UC6589cTSV2+3mjRHquDR7qwfbIerzcNczRNSoWSorQi\ncpJzkCSJK8YWfr+vAatt/O6vLrcLs82TRRRMY7pAxkntNPDxWTj4UXiyisbSdOiY5z6bX5yOUhl5\n94uvY/Xpb1R+7kxhDMJI/4CLjy953tDuXCmfSsjJSpre41fvlOGN5sXthvdPXgOgYqVv63pMT55O\ncVoxJ46pOHikhx/98iIdXWMbvFNVJk6ccuMaDNxFFCgKu54jR+DDk6aIVSP3D7g4U9MDyP8+8xqD\nbhlWygtjEAC++lLfP9GN0+WmZEYK2RnhXVhDDn7w0YikrqEbbYKZQTTH6vg5I719NtL0OpbO0/us\nSR+nZ+MtZWTo42jvHuRHv6rmbM3orpgPTvRy/Dj0tgXnLglknMJdjTyapvdPdONwuinOTyEny79A\ne6jwdazKZ+tYtQpmFQtjMKXotHSi0cDtS+X9tjJZyPikTXC3SX43mhdl8jXmzYO1K7NR+nn35U2L\n4ztbyygvMDBoc/L872v586GOEW/gAxYXtU0eF9EKHxa9DzXeamSA01XhLUADT+D4w9MeF9Edy+R/\nn83M1TKnHPRp8vuNijqDMNFv76emqwZcWhblzEOlklca2WSkpqGPtz66RMnMZO69TX61BhaHherO\nalRKFQuyFwRcPyBJ8Po7bfzlyFVmzoQH7k2jIHUmSoWS94718Ls9DRTlJfPkQ9EZgxPnTPzyjTry\nshL5t0fCuzay2drHX05foqlBy2Nfmo9Kfp2hR2Bz2jh/7Tw6tY55WfPCei5RZyATvJWQOYYMYQgi\nREG+ljvvBJ1afm9dANcGPLGCjISMoKpjFQr423tyKMxPwJnUSK+1B1uXFWenmp/98ghXey1oLZnU\n1OgitqbEcOaXJqNWKWm5NkCP0RHW6ueuwU4KZsIt8zJkbwhA3lXIwk0UABP5B51uJ73WXhQKBRkJ\nkWlKJ2IGvt9o0Rgrh8tBz2APCoWCrMSskGhaOtfAwtwy4tRxVNXV85+/OURTx1zstuUkqTcG3Q47\n0HHSaZWsX5PM5z8PLk1o1zgYrsnhcmC0GiN6n42Fr2OlUCjQqDzt1h0ueaVAC2MQBrot3UiShF6n\nD/nKUoKxGX6jye3Nq9PSiSRJGOIMQ0YrFMSp4yjLKOPc8V60cUspL5comZFMnFYd8nbY/nDzYgNZ\nmWC2hW/Bmy5L19CYxtJ9JtfZgTAGATBRTnGnxeMiimQlZLRz58ci0rp8aVgXaU02u5sLjZ7fRHbi\n6OmkwWhSKVUY3PmkKKaTmKCiIOvT3509iHbYwWgKVzXycE3e5o+ZCdEPHPszVvWXtLz7F6ipE8Zg\nUnOm2swbf7LR3qojRSeP9WCnEnJ86/rriR5ee8PJ8Y8SSdQmhuUcGo2bZHKYxiLi+LTSXasdv0At\nXAyvRva3lYYvNF41YR6wE6eOI1mXHPLjhxNjt5aGBmi+Kq96GGEMAmA8/+B7JzppbQOHKbI+TBEz\n8GDu1XL2HFysG/tGi6QmSYJDxzyB4/mzxi4yC1bT2rVF2GwHRnxmsx2goqIo4GMGq8kQ5zFKphC6\nirya3tjXySu/A3O7PBaK8mes0vTyTIEW2UQhpLvXQfVlE0qFgtUr5PEjnWp0tus4fBhc8+zcMj/a\nauDMRTOdxkH0iVpWLgxfb6rS0pls2QIHDhzEblei1bqpqCiOSjaRF32cno/On+R3758mX1uMVutm\n7dqioDW1d9q41GRCpVQyrzD27rMMg8eV2SuMQewzln/wveNduCWJBSWpGFIiO7QiZuAh/ZPCs55x\nbrRIajp4xDMruG1JJmr12CnGodBUWjozpA//YDU1X+7k5z+9Sr9lCbeWlpOWnMCOHQfYsoWAda5e\nvZqdf271NPmbnUpykjzySf0Zq4w0z2/U2CcvYyDcRCHC7YbDH3sCWncsj35Aa6qSYfjEGJij749t\nvmql5ooJjVpJxU1T7zexf389et06AGrartLSZcThXsX+/YFnODkcEkfPe+6zO1fE5phmfvLC0ttn\nj1j/Jl8QxiAARvMPNl414XDbydDHMa8k8gEtETPwkJXuudFM49xokdI0qLzGiuWwamk6SYnjv8HK\n8foFq8nhUJKT5nGNdfUZOd1Yz6EL5zjZeplL3ZdoMbfQM9jj14JE//vXb2GxOpmekUBJQXiC8YHg\nz1glJqiouFPF3etcuNyu8InyE+EmChHu+E6+/HeQLGUgljiOHjqtkqR4Df2DDnqMDtJTo5N/7nQ7\nGXB3s3gxzMvyrTvpZEOjcZNtSGFZYQk9/f2YLBbMgxZS9E76bH302T5ttKdSqjj2YTxxqgRm5CRQ\nkJvAjOnxQ/2bamqusH9/PZXHDyMlzOTWuStj9j5TKGD+HC2DjkEcbjtqlTxWZQu6N9G+fft4/PHH\ncblcPPTQQzz55JM37PPYY4+xd+9eEhIS2LFjB4sXL/b5u7HQm8jusnP+2nkUKJifPT/ibYMFI3ll\n30WsrgHuvbWMTEN03h7b+9tpNbeij9NTnFYcFQ3RpqbmCjt21KHTVQx9ZrMd4MtfmcmMwkwsDsvQ\n/2xOOy/tAMewoly1Ssm09HiWLezhnT+3E69bQw/1KFFhsHXyj1tmRzVAHgze9aKL04rRx+kn/kIA\nRLQ3kcvlYtu2bezfv5/c3FyWL1/Oxo0bKS8vH9pnz5491NXVUVtby9GjR3n44Yc5cuSIT9/18vzz\nB0OShRAuvJWQaQlpwhDIgFtWaukdHEClswGRNwaSJA31IRqryGwqMFGG0/CHoN3p5KG/sXCl1UJz\nu4XWaxZ6zDY6egeoPH6WQd1yBvHEGuJJJ063iAMHDsr2mTARcqyHCSpmcOzYMYqLiykoKECj0bBp\n0yZ27do1Yp/du3ezefNmAFauXInRaKS9vd2n73rp7FwTdJ+VUDLcPyhJ0lAlZDT7o8jR5wzR0TVR\nFXK4NfVae3G4HMRr4n0uiJLj9QuFptLSmTzyyBoef3w1jzyyZsyHt1atZnF5CvetncZ/+/tCnvnm\nPH7yL4v4xt/NJtmdRTxpqImjvfFjEvH0dgqmujrU+DtWXmNgc0U/0cFLUKPZ2tpKfn7+0HZeXh6t\nra0+7dPW1jbhd4cTzT4r42G0Godu/CRtUrTlCIjuW5ckwakazxoDU3lWEAqSElXMLkgmTWcglVlk\nMZc0ClHjMfbRqq4OBXKcGQTl01D4GMEJ1ue/849/x/SsEuLiGrHbz7Jo0aKhvF6vRY70tpcf/Pht\ntEkD/LcH/yaqeuS67f0skufvt/czfd50bE7bhNcv1Of/zat7ef0vTSy/+Sb+9WtpUR//YLZXr14t\nCz3JyddoaTkwFHtobKxk+nQXFRXFstAXyHbxnOXs3QsdDR/whbVNITl+ZWUlO3bsAKCgoAB/CSqA\nfOTIEZ566in27dsHwNNPP41SqRwRCP7617/O6tWr2bRpEwBlZWW89957NDQ0TPhd8Bicm+87yx1z\nysnPfZ9HHlkTqNyQ03bNxlMvnEejVvLjby4gMUEeBTBTHavTyoVrF4hTxzE3a25Ez/3z317mfH0v\nd900nb+9Jyei557M1NRc4cCB+mGxB/nGEH2hq8fB//j5WZISNPzkWwvCcg5/A8hBuYmWLVtGbW0t\njY2N2O12/vCHP7Bx48YR+2zcuJGXX34Z8BgPg8FAdna2T9/1YnPYOXbpVdasCbzPSijxWuNDRz2d\nKBeXpUXdEFz/xisXoqFLo9Ry+jTsrxy91iBcmjq67Fy4bEStVHLXLTeuWTAecrx+ctLkjT0sWsS4\nsYdo4e9YpRk0KBUK+i0OHA55ZEsG5SZSq9Vs376ddevW4XK5ePDBBykvL+fFF18EYOvWrWzYsIE9\ne/ZQXFxMYmIiL7300rjfHY2U5FOkZ0+n7mocZeFdRc9nHA6JY+e7AVgtKo5lhUqp5Pw5NRarE1Of\nM2KtQd798BqSJLGwLC3i7UgEsYVSCfokLb19Njp77eRk6aItKTbWQD5+1sgv36hDo1bwvUdLyUqN\nfuXhX0/08Ns/N5CTmcD3HimP2QKYycr3X7hIy7UB/nlzGbNnhf/3Mmh1863/eRabw8W3H5rDrDx5\nFBIJ5Mszv7rE5dY+tj0wmwWloe9aMCnXQF42X09TRza69A6uORpId5ejUkbXLXOm1uMiWrUkUxgC\nGWJI1tJybYDOXntEjEGvrYubbnbR150sDIHAJ1JTtNAK3UZ5ZBTJJ1F3Aj5fkUtRfiI2p41GY2NU\ntbx74F1uvr2f+zaquHVJWlS1eJGTf3c40dI11DO+98YbLRyaemzXKCuDBz4XWDqpHK+f0OQ7gei6\neYWW++6DgiJhDPxCoVBQmFqISqnCaDXSOdAZNS3GQSMKBcwrSiNOFzNDOKXISPX4YLtM4S/qMVqN\n2Jw2dGpd2FoLCCYfOdlasrNAqZaHMYiJmMFwiUarkfqeepQKJaUZpSRoEiKmpabmCu/+pZYmWyNK\ntZMvr72ThXNLI3Z+ge/UNpn4oLqO4jw9q+aGtzdQTVcN/fZ+ZuhnRHTda0FsY7aZqe2uJVmXzOz0\n2SE/fkRTS6OBIc5AVmIWbslN5ceXGbRGpgrR23SruWsxpr7FDPTeye9faZFNiwzBSPKma1kwH9Kz\nwvvWZXFY6Lf3o1KqSE9ID+u5BJOLidqmRJqYMwYAeSl51FYn8Kc/2/j1f12JyAIR+/fX45RWYXa3\n09Z4ggQyZNUiYzL5UkPBUO+XUXrlh1LTqZprOF2evlRKReC3kxyvn9DkO4Ho0qg87dWFMQgChULB\n7fML0WpUfHyph4NHusJ+zsutg7xfXU1jsxUVWuLxBI7l1CxL8CkqpQq1Uo1bcuN0O8Nyju5eB6+8\n0cPvdypI1fpXZCYQKBVKNCoNkiThcDkm/kKYibmYwXA+ONnDy281oFYp+dZXyyjIDX1Kn9sNb7zb\nxnP/ZzdW63Iykg0sLylA/Ulqa1bWQVm1yBB8SnVnNRaHhfLM8pDGlrwLrRyt6qG+o4s1t8zl37+5\nKmTHF0wdfvH6ReqbBvinvykL+cptkz5mMJzblqaxYl4GTpebX712GasttPGDvn4X/3NHLX85cpW8\nvHwK0i9z0+yiIUNgsx2gokIeLTIENzKeqyhQvLGjq+2rqWkpwWpdTke9ScSOBAHhsGoxmeFaT/Rd\nRTFtDAC+sjGf7LR4Bp1WLrQ0hey4FoeFl/dWUdtkJiFOzXcevp0f/Y8VZGcfpKvrObKyDrJlS7Fs\neqRMJl9qqGhr1nHwEHx8YeSNFoym/fvr0ekqaOrswelykhKfyPSMzwYdO5Lj9ROafCdQXakpnheW\nHhkUnsVEBfJ46LRKHt5UyBVLNWi76bYkB53V0WXpotnUzJIVblyORL58TxEZaRogmdLSmVRWKke0\naBbIkz6jltpayEqww7LQHNPhUOJyS9R3tAMwKzMbhULEjgSBMVQcaRLGICTkZMWhs8yg0dhIk6mJ\nRG0iceo4v48jSRJNpqahlcvyDFnc9EDeDes2yNEQyFETRFdXRqr3RhvpJgpGk0bjZlB5jfwCG8au\nePIzU4HgF1qR4/UTmnwnUF3e32ivDIzBpHmdSU9IJz0hHbfk5nLvZdySfzenzWnnYtdFuixdKBVK\nZqXOIl+f7/MCPgL54a1C7jWH7kZbvWYmPfY/kaKHxUV5KBQidiQInHSvMeiL/vKXk8YYAMzQzyBO\nHcegY5AWc4vP3zt53sSPX6rGPGghTh1HWUYZafFj9xySo99Sjpogurqy0rw32sh1DYLRlJKj5TOf\nyyUnvYpsw6mQxY7keP2EJt8JVFdutpYvfAE2fC76M4NJ4SbyolQoKUwt5MK1i+ze38nigmRuXZo6\n5v5uN7z+Thv7j14FoLXewL13FES9I6ogNCQmqNBpVNgcLgYsLpISg7uuNqeNTksnswpy2LCsgniN\n6M7x8F4AABKASURBVE4qCI44rZqsDCVuyYXL7Yrqsyem6wzG4oNTXby8+wpajYr/8bXyUReOMPc7\nefGPDdQ2mVEoFGy4LYeNa6aJdtSTjF0fVeFWDbJmfjn6hOBqDS73XqZ3sJeMhAxmGuSRRSaIfao6\nqxh0DDInc05IXzCmVJ3BWNy6OIOFJWnYHS5e/OPlG5aVu9Zr4d9/UU1tk5mkeA2Pbirh3gphCCYj\n88p0zMgHSRncNLy6vp+9lb04HEpyksXaxoLQ4a2HiXZbiklpDBQK2PL5GaSl6LjaZeE/f3WE558/\nyHPPVfLs/3qTDy4eIiPbTn52It/5p3K/VxmSo99Sjpog+rpGu9H81SRJ8No7LXz8MVy9NG2op0wo\nifY4jYbQ5DvB6BLGIMwkJqj42v2FmE3t/OGtM5y+uIhGYwH13TN4660mlsy2898fKiU9NfQ3tkA+\nhKIK+aPTvbRcGyApQcP62wNbvEYgGItPf6PRNQaTMmYwnEf+5Q0uXi2goADUalCgxMBMZmadET2F\npgDe9S8McQaK0vxP/3Q4JL778wv09tn40rqZVNycEQaVgqnMiQs9/O7tBorz0nj0y7NCdtxJuQZy\nMJTkpKNKMGBTGFETRyqFaIgXFaNThGCn4O98cI3ePhvZafHcuVIYAkHoSdBpGbBEv/Bs0j8RtVo3\naYpC0igigzI0xA99Hihy9FvKURNEX5fCreUvf4HX3vzUTeSrJpfbxeVrnrYTf3NXHsow3i3RHqfR\nEJp8JxhdmUP1MNEtPJv0xmDt2iLstoPEYUCJ6DY61YjTqmlpVtHS5qk18Ier/Ve5dZWTr345hUVl\nKWFSKJjqpBu0KBUK+iyOGzIfI8mkjxmAp+3wgQP12O1KtFo3FRVFsuk2Kgg/3/1ZFdd6B/n2Q3OY\nledbHrfNaeNC5wUAyjPKRYGZIKz8y3+ew9Rv5/9/dB7TM2+siwoEETMYhdLSmeLhP4VJTdFyrXeQ\nrh67z8agta8VSZLISMgQhkAQdtJSdJj67XQb7SEzBv4y6d1E4UCOfks5agJ56PK2Ce7s9fhkJ9I0\nYB+gd7AXpSJyBWZyGKfrEZp8J1hdGz+j5cGvwvTc6AWRhTEQTHoyDJ43rR4fsjUkCc43e5ocZidl\nh6XATCC4ntQULWp1dAvPpkTMQDC1abjay7nWyxRkp7Igv3DcfT863cvLuy+zdImGBz87D6VCvC8J\nwk+XpYsrxish6XvlXaN727aKyPQm6unp4a677mL27NncfffdGI3GUffbt28fZWVllJSU8Oyzzw59\n/tprrzF37lxUKhWnTp0KVIZAMCFZ6Vpyc0ATN37qnsMhsftQK24JCjNyhCEQRIxg62EkydN888B7\nNWz/1RmudC7w+xgB/9qfeeYZ7rrrLi5dukRFRQXPPPPMDfu4XC62bdvGvn37qKqqYufOnVRXVwMw\nf/583nzzTW6//fZAJUQNOfot5agJ5KFLp/a4ibw32lia3v2wkx6zjazUyBeYyWGcrkdo8p1gdTXW\nX+WPrx3n/+z4gOefP0hNzZURf3e4HFgcFoxWI50DnbSaW/lTZSPP/OoS//2n53n0B6f55//8mH/7\nX4dos+Zh5MoYZxqbgLOJdu/ezXvvvQfA5s2bWb169Q0G4dixYxQXF1NQUADApk2b2LVrF+Xl5ZSV\nlQV6aoHAL9RKNUqFEqfbOeYKeP0DLt497FnX4gthLjATCIZTU3OFV3/bRI92Od1dSmoHMtn1fiXl\n8+rRxmeyaImDsrIb3T0t3XC59dPteK2aRF0cOvQk4H+sK2Bj0NHRQXa2p2lXdnY2HR0dN+zT2tpK\nfn7+0HZeXh5Hjx4N9JSyQY7rsMpRE8hHl1alxeq0YnPaRtW06+BVBm1OivNTWFQe+QIzuYzTcIQm\n3wlG1/799cTp7qL63FkGbQ6gAyjn5NnjzJmrx9wHGpUGjVKDVqVFo/L8d+1yDbfP05Ju0JJu0BCn\nU/L88910dhYHpGNcY3DXXXfR3t5+w+c//OEPR2wrFIpR1woW6wcL5IJOrcPqtGJ32W+oG7C77Mwo\nv0b5gIJ7b80T61oIIorD4ZmGzs0toNNsRqfWEKfVkJ1xjSe2zSdNr0GjufFHOS3pxmOtXVvEjh0H\n0Okq/NYxrjH4y1/+MubfsrOzaW9vZ9q0aVy9epWsrKwb9snNzaW5uXlou7m5mby8PL9FbtmyZcjV\nZDAYWLRo0ZAl9vrqIrl95swZHn/88aidf7Rt72dy0ePdfu6556J+vQDMikI+OgOZ6kOoHI0jrt/V\nvqvMXjqbz9+TTuOZozTVi+s3XItc9IB8fk+hvH4NDadITV3N9LQUbOZT4ISZeavJytJRff6j/9fe\nvcY0fe9xHP/QQ5mbF1AO92rgAMVCsSAXncniBaonSzSKhDhicJNxkpmdhW1hDU9OspwMy5hxc5l7\ncKIDk4XpeaB4JhCjiLo5Ap7qkskG6tpxKYJyO2MgpfV7Hnjo8FD136r9/aLfV9IH/funvKmlP/6X\n37+KH6+5uRnV1dUYHR2Dw3EI3vL51NL33nsPoaGhMJlMMJvNGBkZmXXMwOl0IikpCadPn0Z0dDSy\ns7NRW1sLnU7nXmft2rX46KOPkJGR4TlQwlNLm5ub3f8ZspCxCZCn69ipG6j/pherMyIQM/+au+k3\nx2/46dZPUAWooA/XC5tXIMvzNBM3KfcoXR0dv6C6+to9f81PTp7Gq68mPNKVE7x97/R5MBgaGkJB\nQQG6uroQGxuLI0eOICQkBHa7HSUlJThx4gQAoKGhAaWlpXC5XCguLkZ5eTkA4OjRo3jrrbdw69Yt\nBAcHIz09HQ0NDY/8AzHmybf/HkbNv35GasJC/HX773MNOm51YMwxhqj5UfxxlkyYJ3H9NL8NBv7C\ngwF7HDp+/g17Dv0ETfhc/G3X3TPZpj/4Rv0HNfThPMGMPV28fe/kV78PZu4nlIWMTYA8XdPXjB/6\nzySam5vhdBKqj/bg5k0ger74CWayPE8zcZNysnZ5gwcD9kxYGKxGoEqF8dtOOBx3cPLbm2jvmMQ3\nzXMQ+jx/ghljvJuIPTOar1yB6rnbSA5bir/vv4aJSSf+sjUBmanBotMYe+x4NxFj9xETGYS5LwDH\nznRhYtKJP8XMR4aeBwLGAB4MfCLj/kEZmwC5urp/GUDNoTbs3fsPXPmhDcsT7kgzwUym52kaNykn\na5c3eDBgz4SOjl9w9J929N/IgsuVhIVz/owzJ3tnXRCMsWcVHzNgz4TPPmtC1800DMMKl1OFP95J\nwfNBQQgPb8KuXetE5zH22PFnIDPmwdSUCs9hAdR4ASGBYXge/7t+vIM3jhkDeDeRT2TcPyhjEyBP\nl1p9ByoEIgw6DNh+cC8PCvJ8SWt/k+V5momblJO1yxs8GLBnQm5uPCYnT9+zbHLyNHJy4gUVMSYX\nPmbAnhlP4vovjMmKr03EGGOMJ535g4z7B2VsAuTs4iZluEk5Wbu8wYMBY4wx3k3EGGNPI95NxBhj\nzGs8GPhAxv2DMjYBcnZxkzLcpJysXd7gwYAxxhgfM2CMsacRHzNgjDHmNR4MfCDj/kEZmwA5u7hJ\nGW5STtYub/BgwBhjjI8ZMMbY04iPGTDGGPMaDwY+kHH/oIxNgJxd3KQMNykna5c3eDBgjDHGxwwY\nY+xpxMcMGGOMec3nwWBoaAhGoxFarRbr16/HyMiIx/UaGxuxdOlSJCYmorKy0r28rKwMOp0OBoMB\neXl5GB0d9TXF72TcPyhjEyBnFzcpw03KydrlDZ8HA7PZDKPRiM7OTuTk5MBsNs9ax+Vy4c0330Rj\nYyPa29tRW1uLH3/8EQCwfv16XLlyBd9//z20Wi12797t+0/hZ5cvXxadMIuMTYCcXdykDDcpJ2uX\nN3weDI4fP44dO3YAAHbs2IFjx47NWqe1tRUJCQmIjY2FWq3Gtm3bUFdXBwAwGo1Qqe5++xUrVqCn\np8fXFL+731aQSDI2AXJ2cZMy3KScrF3e8Hkw6O/vR0REBAAgIiIC/f39s9bp7e3F4sWL3fc1Gg16\ne3tnrXfw4EG8/PLLvqYwxhh7RIEP+kej0YgbN27MWv7BBx/ccz8gIAABAQGz1vO0zNNjBQUFobCw\n8KHrysJms4lOmEXGJkDOLm5ShpuUk7XLK+SjpKQk6uvrIyIiu91OSUlJs9b57rvvaMOGDe77FRUV\nZDab3fe/+OILWrVqFU1MTNz3+8THxxMAvvGNb3zjmxe3+Ph4r97TH7hl8CCbNm1CTU0NTCYTampq\nsHnz5lnrZGZm4urVq7DZbIiOjsbhw4dRW1sL4O5ZRlVVVTh79izmzJlz3+9z7do1XxMZY4wp5POk\ns6GhIRQUFKCrqwuxsbE4cuQIQkJCYLfbUVJSghMnTgAAGhoaUFpaCpfLheLiYpSXlwMAEhMT4XA4\nsGjRIgDAiy++iP379z+mH4sxxpg3pJ+BzBhj7MmTdgby/SaridTd3Y21a9ciJSUFer0e+/btE53k\n5nK5kJ6ejo0bN4pOAXD3VLv8/HzodDokJyejpaVFdBJ2796NlJQUpKamorCwEJOTk35v2LlzJyIi\nIpCamupepnQCp7+7RE8M9dQ0bc+ePVCpVBgaGpKi6dNPP4VOp4Ner4fJZBLe1NraiuzsbKSnpyMr\nKwttbW0PfyCvjjD4idPppPj4eLJareRwOMhgMFB7e7voLOrr66NLly4REdGvv/5KWq1Wii4ioj17\n9lBhYSFt3LhRdAoRERUVFdGBAweIiGhqaopGRkaE9litVoqLi6Pbt28TEVFBQQFVV1f7vePcuXNk\nsVhIr9e7l5WVlVFlZSUREZnNZjKZTFJ0nTx5klwuFxERmUwmv3d5aiIi6urqog0bNlBsbCwNDg4K\nb2pqaqLc3FxyOBxERDQwMCC8afXq1dTY2EhERPX19bRmzZqHPo6UWwYPmqwmUmRkJNLS0gAA8+bN\ng06ng91uF1wF9PT0oL6+Hq+//roUF/UbHR3F+fPnsXPnTgBAYGAggoODhTYtWLAAarUa4+PjcDqd\nGB8fR0xMjN87XnrpJSxcuPCeZUomcIroEj0x1FMTALzzzjv48MMP/doyzVPT559/jvLycqjVagBA\nWFiY8KaoqCj3ltzIyIii17qUg4HSyWoi2Ww2XLp0CStWrBCdgrfffhtVVVXuX1zRrFYrwsLC8Npr\nr2H58uUoKSnB+Pi40KZFixbh3XffxZIlSxAdHY2QkBDk5uYKbZqmZAKnaLJMDK2rq4NGo8GyZctE\np7hdvXoV586dw8qVK7FmzRpcvHhRdBLMZrP79V5WVqbocj9yvHv8HyWT1UQaGxtDfn4+PvnkE8yb\nN09oy9dff43w8HCkp6dLsVUAAE6nExaLBbt27YLFYsHcuXM9XrvKn65fv46PP/4YNpsNdrsdY2Nj\n+PLLL4U2eXK/CZwiyTIxdHx8HBUVFXj//ffdy2R4zTudTgwPD6OlpQVVVVUoKCgQnYTi4mLs27cP\nXV1d2Lt3r3sr/UGkHAxiYmLQ3d3tvt/d3Q2NRiOw6HdTU1PYunUrtm/f7nFuhb9duHABx48fR1xc\nHF555RU0NTWhqKhIaJNGo4FGo0FWVhYAID8/HxaLRWjTxYsXsWrVKoSGhiIwMBB5eXm4cOGC0KZp\nERER7pn+fX19CA8PF1z0u+rqatTX10sxcF6/fh02mw0GgwFxcXHo6elBRkYGBgYGhHZpNBrk5eUB\nALKysqBSqTA4OCi0qbW1FVu2bAFw9/evtbX1oV8j5WAwc7Kaw+HA4cOHsWnTJtFZICIUFxcjOTkZ\npaWlonMAABUVFeju7obVasVXX32FdevW4dChQ0KbIiMjsXjxYnR2dgIATp06hZSUFKFNS5cuRUtL\nCyYmJkBEOHXqFJKTk4U2TZuewAngvhM4RZieGFpXV/fAiaH+kpqaiv7+flitVlitVmg0GlgsFuGD\n5+bNm9HU1AQA6OzshMPhQGhoqNCmhIQEnD17FgDQ1NQErVb78C96Eke3H4f6+nrSarUUHx9PFRUV\nonOIiOj8+fMUEBBABoOB0tLSKC0tjRoaGkRnuTU3N0tzNtHly5cpMzOTli1bRlu2bBF+NhERUWVl\nJSUnJ5Ner6eioiL32R/+tG3bNoqKiiK1Wk0ajYYOHjxIg4ODlJOTQ4mJiWQ0Gml4eFh414EDBygh\nIYGWLFnifq2/8cYbQpqCgoLcz9VMcXFxfj+byFOTw+Gg7du3k16vp+XLl9OZM2eENM18TbW1tVF2\ndjYZDAZauXIlWSyWhz4OTzpjjDEm524ixhhj/sWDAWOMMR4MGGOM8WDAGGMMPBgwxhgDDwaMMcbA\ngwFjjDHwYMAYYwzAfwHe92wgsHVYnQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6c84c309d0>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Cluster: 7\n",
        "Members: ['EBAY: eBay Inc', 'HPQ: Hewlett-Packard Company']\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEKCAYAAADw2zkCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n0qQGJ4Le9csAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6c84655a50>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "(5.4891499235401122, 4)\n"
       ]
      }
     ],
     "prompt_number": 21
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Searching for the Best Number of Cluster"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "max_clusters = 30\n",
      "feature = \"average\"\n",
      "clustering_data = pivot_data(stocks_df, values=feature)\n",
      "clustering_data[\"Cluster\"] = pd.Series()\n",
      "for normalize_data in [True, False]:\n",
      "    fig = plt.figure(figsize=(10,6))\n",
      "    plt.title(\"K-Means - Feature: %s Normalized: %s\" % (feature, normalize_data))\n",
      "    axes_1 = fig.add_subplot(111)\n",
      "    axes_2 = axes_1.twinx()\n",
      "    score_error_list = []\n",
      "    failed_clusters_list = []\n",
      "    \n",
      "    for n_clusters in range(2,max_clusters):\n",
      "        prediction, model, data = cluster_data(clustering_data.drop(\"Cluster\",1), n_clusters=n_clusters,\n",
      "                                               normalize_data=normalize_data)\n",
      "        data = pd.DataFrame(data, index=clustering_data.index,columns=clustering_data.drop(\"Cluster\",1).columns)\n",
      "        data[\"Cluster\"] = prediction\n",
      "        score_error, failed_clusters =  measure_error(prediction, model, data)\n",
      "        score_error_list.append(score_error)\n",
      "        failed_clusters_list.append(failed_clusters)\n",
      "    axes_1.plot(range(2,max_clusters), score_error_list, \"ro-\", label = \"Average Error\")\n",
      "    axes_2.plot(range(2,max_clusters), failed_clusters_list, \"bo-\", label = \"Failed Cluster\")\n",
      "    \n",
      "    axes_1.grid()\n",
      "    axes_1.legend(loc = \"lower center\")\n",
      "    axes_2.legend(loc = \"upper center\")\n",
      "    axes_1.set_ylabel(\"Average Error\")\n",
      "    axes_2.set_ylabel(\"Failed Cluster\")\n",
      "    axes_1.set_xlabel(\"Clusters\")\n",
      "    plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAokAAAGJCAYAAADmP6m8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6c82b6e810>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAnwAAAGJCAYAAAAQWu5hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRERE5OQY+IiIiIic3P8DzlrR6PL7yi4AAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6c84468a10>"
       ]
      }
     ],
     "prompt_number": 22
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### End of Lesson 4\n",
      "For questions please leave them on:\n",
      "\n",
      "- <a href=\"https://www.youtube.com/user/roshanRush\">YouTube</a>\n",
      "- <a href=\"https://twitter.com/twistedhardware\">Twitter</a>\n",
      "- <a href=\"https://plus.google.com/+Tcsaroshan/posts\">Google+</a>\n",
      "\n",
      "<a href=\"/notebooks/Lesson 3 - Regression.ipynb\">Previous Lesson - Regression</a>\n",
      "<br />\n",
      "<a href=\"/notebooks/Lesson 5 - Preprocessing.ipynb\">Next Lesson - Preprocessing</a>\n",
      "\n",
      "In the next lesson:\n",
      "- Normalization\n",
      "- Features Matrix\n",
      "- Processing Text"
     ]
    }
   ],
   "metadata": {}
  }
 ]
}