WSB_to_Numerai_Signals.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "name": "WSB to  Numerai Signals.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "a7fc8ecaa34649a599f0eab04d9ec143": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_2583346826454e1b800a21e20b7eb9be",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_c470ac77e30d47489fece6fc5839d68b",
              "IPY_MODEL_55ed42e5b75c4d4da3ab8b6af767a3b3"
            ]
          },
          "model_module_version": "1.5.0"
        },
        "2583346826454e1b800a21e20b7eb9be": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          },
          "model_module_version": "1.2.0"
        },
        "c470ac77e30d47489fece6fc5839d68b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_9aa76fefda49440ea444871576881dd9",
            "_dom_classes": [],
            "description": "100%",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 435,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 435,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_58fd01b52ff94493a81bf695e078a4ae"
          },
          "model_module_version": "1.5.0"
        },
        "55ed42e5b75c4d4da3ab8b6af767a3b3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_c9fe4ee95a22403080a872125588a71d",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 435/435 [00:00&lt;00:00, 877.01it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_198219295e0f491c9628f4e906ffcdb7"
          },
          "model_module_version": "1.5.0"
        },
        "9aa76fefda49440ea444871576881dd9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          },
          "model_module_version": "1.5.0"
        },
        "58fd01b52ff94493a81bf695e078a4ae": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          },
          "model_module_version": "1.2.0"
        },
        "c9fe4ee95a22403080a872125588a71d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          },
          "model_module_version": "1.5.0"
        },
        "198219295e0f491c9628f4e906ffcdb7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          },
          "model_module_version": "1.2.0"
        }
      }
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/purumi77/1-Year-MachineLearning-Journey/blob/master/WSB_to_Numerai_Signals.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hiq8AA2Xsx1j"
      },
      "source": [
        "!pip install praw\n",
        "!pip install vaderSentiment\n",
        "!pip install ffn"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VLo1ACGj_kWO"
      },
      "source": [
        "!pip install numerapi"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Fr3oGWNS-oKD"
      },
      "source": [
        "import gc\n",
        "import re\n",
        "import csv\n",
        "import json\n",
        "import time\n",
        "import datetime\n",
        "import requests\n",
        "from tqdm.auto import tqdm\n",
        "\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import seaborn as sn\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "import praw #reddit data api\n",
        "import ffn #for loading financial data\n",
        "import numerapi #for numerai tickers\n",
        "\n",
        "from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer #VADER sentiment model"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vGWXTBbspHoI"
      },
      "source": [
        "%matplotlib inline"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "o_i9soE7_HlR"
      },
      "source": [
        "import tensorflow as tf\n",
        "from tensorflow import keras\n",
        "tf.test.gpu_device_name() #run to make sure tensorflow is connected to gpu (if applicable)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GrrEFxCW-v-1"
      },
      "source": [
        "# Data Collection"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "to-nEtMn_Oo4"
      },
      "source": [
        "### Tickers we(Numerai) want"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dFyhCdi9_HKW"
      },
      "source": [
        "napi = numerapi.SignalsAPI()\n",
        "\n",
        "eligible_tickers = pd.Series(napi.ticker_universe(), name=\"bloomberg_ticker\")\n",
        "print(f\"Number of eligible tickers : {len(eligible_tickers)}\")\n",
        "print(eligible_tickers.head(10))\n",
        "\n",
        "ticker_map = pd.read_csv(\n",
        "        'https://numerai-signals-public-data.s3-us-west-2.amazonaws.com/signals_ticker_map_w_bbg.csv'\n",
        ")\n",
        "print(len(ticker_map))\n",
        "\n",
        "#Yahoo <-> Bloomberg mapping\n",
        "yfinance_tickers = eligible_tickers.map(\n",
        "        dict(zip(ticker_map[\"bloomberg_ticker\"], ticker_map[\"yahoo\"]))\n",
        "    ).dropna()\n",
        "\n",
        "bloomberg_tickers = ticker_map[\"bloomberg_ticker\"]\n",
        "print(f\"Number of eligible, mapped tickers: {len(yfinance_tickers)}\")\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nBWDw6c9_J-f"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EV4HLokLsXU0"
      },
      "source": [
        "# positive/negative sentiment analysis using VADER"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DqNgslwWsXU2"
      },
      "source": [
        "## get comments from reddit using pushshift and praw"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vwYGGgYHsXU2"
      },
      "source": [
        "#function to get data from pushshift api\n",
        "def getPushshiftData(query, after, before, sub):\n",
        "    url = 'https://api.pushshift.io/reddit/search/submission/?title='+str(query)+'&size=1000&after='+str(after)+'&before='+str(before)+'&subreddit='+str(sub)\n",
        "    print(url)\n",
        "    r = requests.get(url)\n",
        "    data = json.loads(r.text)\n",
        "    return data['data']\n",
        "\n",
        "#get relevant data from data extracted using previous function\n",
        "def collectSubData(subm):\n",
        "    subData = [subm['id'], subm['title'], subm['url'], datetime.datetime.fromtimestamp(subm['created_utc']).date()]\n",
        "    try:\n",
        "        flair = subm['link_flair_text']\n",
        "    except KeyError:\n",
        "        flair = \"NaN\"\n",
        "    subData.append(flair)\n",
        "    subStats.append(subData)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iMWnxL0fuqEs"
      },
      "source": [
        "a_date = \"04/01/2015\"\n",
        "b_date = \"28/02/2021\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "D9DxRfQ8sXU3"
      },
      "source": [
        "#Subreddit to query\n",
        "sub='wallstreetbets'\n",
        "#before and after dates\n",
        "before = str(int(time.mktime(datetime.datetime.strptime(b_date, \"%d/%m/%Y\").timetuple()))) #july 10 2020\n",
        "after = str(int(time.mktime(datetime.datetime.strptime(a_date, \"%d/%m/%Y\").timetuple()))) #july 1 2017\n",
        "#query string\n",
        "query = \"Daily Discussion\"\n",
        "subCount = 0\n",
        "subStats = []"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JoKL3NmhsXU4",
        "scrolled": true
      },
      "source": [
        "data = getPushshiftData(query, after, before, sub)\n",
        "# Will run until all posts have been gathered \n",
        "# from the 'after' date up until before date\n",
        "while len(data) > 0:\n",
        "    for submission in data:\n",
        "        collectSubData(submission)\n",
        "        subCount+=1\n",
        "    # Calls getPushshiftData() with the created date of the last submission\n",
        "    print(len(data))\n",
        "    print(str(datetime.datetime.fromtimestamp(data[-1]['created_utc'])))\n",
        "    after = data[-1]['created_utc']\n",
        "    try:\n",
        "        data = getPushshiftData(query, after, before, sub)\n",
        "    except Exception as e:\n",
        "        print(e)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UZnUaOt-sXU4"
      },
      "source": [
        "#organize data into dataframe\n",
        "data={}\n",
        "ids=[]\n",
        "titles=[]\n",
        "urls=[]\n",
        "dates=[]\n",
        "flairs=[]\n",
        "for stat in subStats:\n",
        "    ids.append(stat[0])\n",
        "    titles.append(stat[1])\n",
        "    urls.append(stat[2])\n",
        "    dates.append(stat[3])\n",
        "    flairs.append(stat[4])\n",
        "data['id']=ids\n",
        "data['title']=titles\n",
        "data['url']=urls\n",
        "data['date']=dates\n",
        "data['flair']=flairs\n",
        "df_1=pd.DataFrame(data)\n",
        "df_1=df_1[(df_1['flair']=='Daily Discussion')]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4O3qyATVGYcD"
      },
      "source": [
        "## Download data from Reddit using praw"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yh1i82rlOl9i"
      },
      "source": [
        "[How to set-up PRAW](https://towardsdatascience.com/scraping-reddit-data-1c0af3040768)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KhDsxRpbsXU5"
      },
      "source": [
        "#connect to reddit api\n",
        "reddit = praw.Reddit(client_id='XXXXXX',\n",
        "                     client_secret='XXXXXXXX', \n",
        "                     user_agent='XXXXXXXXXXXXXX')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Zj5zK56jsXU5"
      },
      "source": [
        "#collect comments using praw\n",
        "comments_by_day=[]\n",
        "for url in tqdm(df_1['url'].tolist()):\n",
        "    try:\n",
        "        submission = reddit.submission(url=url)\n",
        "        submission.comments.replace_more(limit=0)\n",
        "        comments=list([(comment.body) for comment in submission.comments])\n",
        "    except:\n",
        "        comments=None\n",
        "    comments_by_day.append(comments)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8vG2EdUvGgoe"
      },
      "source": [
        "## Symbol filtering"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "D7fEtl0WHj5E"
      },
      "source": [
        "Use some stop words that might create ambiguity with stock names in comments"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wtbKNE74riFz"
      },
      "source": [
        "!wget https://gist.githubusercontent.com/ZohebAbai/513218c3468130eacff6481f424e4e64/raw/b70776f341a148293ff277afa0d0302c8c38f7e2/gist_stopwords.txt\n",
        "\n",
        "gist_file = open(\"gist_stopwords.txt\", \"r\")\n",
        "try:\n",
        "    content = gist_file.read()\n",
        "    stop_words = content.split(\",\")\n",
        "finally:\n",
        "    gist_file.close()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Jr4S85hiriAM"
      },
      "source": [
        "#Add more stop words that are used in the discussions\n",
        "stop_words += ['ATH', 'SAVE', 'US', 'ALL', 'LOVE', 'FOR', 'ME', \n",
        "               'GET', \"BEAT\", 'JACK', \"PUMP\", \"BIG\", \"KIDS\", 'STAY', \n",
        "               'TRUE', 'EDIT','PLAY', \"ROCK\", \"NICE\", \"DIE\", \"COST\", \n",
        "               \"WORK\", \"MF\"]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Nh8GQ-wrHBzF"
      },
      "source": [
        "- Remove stocks with only nubers as their mention will be next to none,\n",
        "\n",
        "- Remove symbols with length smaller than 2 to reduce similarities between common English words."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ATmsBcW3jzYj"
      },
      "source": [
        "filter_init = bloomberg_tickers#[bloomberg_tickers.apply(lambda x: (x.split(\" \")[1] == \"US\") | (x.split(\" \")[1] == \"CA\"))]\n",
        "filter_init = filter_init.apply(lambda x: x.split(\" \")[0])\n",
        "ticks = filter_init[filter_init.str.len()>=2].values"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FBRAP-PQK2ZT"
      },
      "source": [
        "ticks = [t for t in ticks if not str.isdigit(t)]\n",
        "ticks = [t for t in ticks if t not in stop_words]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ixpt4bwwBtDO"
      },
      "source": [
        "\"BB\" in ticks"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6_Jig8J3A9EP"
      },
      "source": [
        "#Assert tick is not in stop words\n",
        "ticks_ = []\n",
        "for tic in ticks:\n",
        "    if tic.lower() not in stop_words:\n",
        "        ticks_.append(tic)\n",
        "\n",
        "ticks = ticks_"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CEaaKmqEMjTF"
      },
      "source": [
        "np.intersect1d(ticks, [s.upper() for s in stop_words])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_D3ByN0OHtdj"
      },
      "source": [
        "## **Idea is:**\n",
        "\n",
        "1. Score all comments for a day based on sentiment\n",
        "\n",
        "2. Log all tickers mentioned in those comments\n",
        "\n",
        "3. Assign the daily sentiment to tickers involved"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1IoCeQKdlGNW"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7a07-RYM_0iS"
      },
      "source": [
        "## run vader sentiment analyzer\n",
        "\n",
        "analyser = SentimentIntensityAnalyzer()\n",
        "\n",
        "scores = [] #For entire market\n",
        "daily_tick_sentiments = [] #array of dictionaries with daily ticker sentiments\n",
        "\n",
        "for comments in tqdm(comments_by_day):\n",
        "    sentiment_score = 0\n",
        "    c_tickers = []\n",
        "    ticks_sent = dict()          #daily sentiments for tickers\n",
        "    for tick in ticks:\n",
        "        ticks_sent[tick] = 0     #initializing with 0\n",
        "    try:\n",
        "        for comment in comments:\n",
        "\n",
        "            ticks_in_comment = []    \n",
        "            for tick in ticks:\n",
        "                #Scanning for ticks mentioned in the comment\n",
        "                if (\" \" + tick + \" \" in comment) and (tick.lower() not in stop_words):\n",
        "                    ticks_in_comment.append(tick)\n",
        "\n",
        "            comment_score = analyser.polarity_scores(comment)[\"compound\"]  #general score\n",
        "\n",
        "            for tick in ticks_in_comment:\n",
        "                #updating the scores of comment to all ticks in the comment\n",
        "                ticks_sent[tick] = comment_score + ticks_sent[tick]\n",
        "            sentiment_score = sentiment_score + comment_score\n",
        "\n",
        "        daily_tick_sentiments.append(ticks_sent) \n",
        "    except TypeError:\n",
        "        sentiment_score = 0\n",
        "\n",
        "    scores.append(sentiment_score)\n",
        "\n",
        "df_1[\"sentiment score\"] = scores"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "620ynRzdM6Il"
      },
      "source": [
        "daily_arr = []\n",
        "for day in daily_tick_sentiments:\n",
        "    daily_arr.append(pd.Series(day))\n",
        "\n",
        "day_df = pd.concat(daily_arr, 1)\n",
        "day_df.columns = df_1.date.values"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "olmeJcPTbIIK",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 444
        },
        "outputId": "5d3d09cf-c732-416f-add4-2bd6af02714b"
      },
      "source": [
        "day_df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>2018-08-10</th>\n",
              "      <th>2018-08-15</th>\n",
              "      <th>2018-08-20</th>\n",
              "      <th>2018-08-23</th>\n",
              "      <th>2018-08-27</th>\n",
              "      <th>2018-08-28</th>\n",
              "      <th>2018-08-29</th>\n",
              "      <th>2018-09-03</th>\n",
              "      <th>2018-09-04</th>\n",
              "      <th>2018-09-05</th>\n",
              "      <th>2018-09-07</th>\n",
              "      <th>2018-09-10</th>\n",
              "      <th>2018-09-11</th>\n",
              "      <th>2018-09-12</th>\n",
              "      <th>2018-09-13</th>\n",
              "      <th>2018-09-14</th>\n",
              "      <th>2018-09-18</th>\n",
              "      <th>2018-09-20</th>\n",
              "      <th>2018-09-21</th>\n",
              "      <th>2018-09-24</th>\n",
              "      <th>2018-09-25</th>\n",
              "      <th>2018-09-26</th>\n",
              "      <th>2018-09-27</th>\n",
              "      <th>2018-09-28</th>\n",
              "      <th>2018-10-02</th>\n",
              "      <th>2018-10-03</th>\n",
              "      <th>2018-10-04</th>\n",
              "      <th>2018-10-05</th>\n",
              "      <th>2018-10-08</th>\n",
              "      <th>2018-10-09</th>\n",
              "      <th>2018-10-11</th>\n",
              "      <th>2018-10-12</th>\n",
              "      <th>2018-10-16</th>\n",
              "      <th>2018-10-17</th>\n",
              "      <th>2018-10-18</th>\n",
              "      <th>2018-10-19</th>\n",
              "      <th>2018-10-22</th>\n",
              "      <th>2018-10-23</th>\n",
              "      <th>2018-10-24</th>\n",
              "      <th>2018-10-25</th>\n",
              "      <th>...</th>\n",
              "      <th>2020-12-11</th>\n",
              "      <th>2020-12-14</th>\n",
              "      <th>2020-12-15</th>\n",
              "      <th>2020-12-16</th>\n",
              "      <th>2020-12-17</th>\n",
              "      <th>2020-12-21</th>\n",
              "      <th>2020-12-22</th>\n",
              "      <th>2020-12-31</th>\n",
              "      <th>2021-01-04</th>\n",
              "      <th>2021-01-04</th>\n",
              "      <th>2021-01-05</th>\n",
              "      <th>2021-01-06</th>\n",
              "      <th>2021-01-07</th>\n",
              "      <th>2021-01-08</th>\n",
              "      <th>2021-01-08</th>\n",
              "      <th>2021-01-11</th>\n",
              "      <th>2021-01-12</th>\n",
              "      <th>2021-01-12</th>\n",
              "      <th>2021-01-13</th>\n",
              "      <th>2021-01-15</th>\n",
              "      <th>2021-01-18</th>\n",
              "      <th>2021-01-20</th>\n",
              "      <th>2021-01-22</th>\n",
              "      <th>2021-01-26</th>\n",
              "      <th>2021-01-27</th>\n",
              "      <th>2021-01-28</th>\n",
              "      <th>2021-01-28</th>\n",
              "      <th>2021-01-28</th>\n",
              "      <th>2021-01-28</th>\n",
              "      <th>2021-01-29</th>\n",
              "      <th>2021-01-29</th>\n",
              "      <th>2021-01-29</th>\n",
              "      <th>2021-01-29</th>\n",
              "      <th>2021-01-29</th>\n",
              "      <th>2021-02-01</th>\n",
              "      <th>2021-02-01</th>\n",
              "      <th>2021-02-02</th>\n",
              "      <th>2021-02-02</th>\n",
              "      <th>2021-02-02</th>\n",
              "      <th>2021-02-03</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1COV</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8TRA</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>A2A</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>AA</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2023</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.7213</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.871</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>AA/</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0</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",
              "      <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",
              "      <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",
              "      <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",
              "      <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",
              "      <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",
              "    <tr>\n",
              "      <th>ZUMZ</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ZUO</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1511</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ZURN</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ZYXI</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ZZZ/</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>3652 rows × 435 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      2018-08-10  2018-08-15  2018-08-20  ...  2021-02-02  2021-02-02  2021-02-03\n",
              "1COV         0.0         0.0         0.0  ...         0.0       0.000         0.0\n",
              "8TRA         0.0         0.0         0.0  ...         0.0       0.000         0.0\n",
              "A2A          0.0         0.0         0.0  ...         0.0       0.000         0.0\n",
              "AA           0.0         0.0         0.0  ...         0.0       0.871         0.0\n",
              "AA/          0.0         0.0         0.0  ...         0.0       0.000         0.0\n",
              "...          ...         ...         ...  ...         ...         ...         ...\n",
              "ZUMZ         0.0         0.0         0.0  ...         0.0       0.000         0.0\n",
              "ZUO          0.0         0.0         0.0  ...         0.0       0.000         0.0\n",
              "ZURN         0.0         0.0         0.0  ...         0.0       0.000         0.0\n",
              "ZYXI         0.0         0.0         0.0  ...         0.0       0.000         0.0\n",
              "ZZZ/         0.0         0.0         0.0  ...         0.0       0.000         0.0\n",
              "\n",
              "[3652 rows x 435 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "p69dhCQBtpgp",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5396dbda-3f4c-48e5-a723-9bfcca850f5f"
      },
      "source": [
        "#select 400 extreme symbols as theere are only a few symbols \n",
        "#that are discussed daily\n",
        "top_up = day_df.sum(1).nlargest(200).index\n",
        "top_down = day_df.sum(1).nsmallest(200).index\n",
        "\n",
        "tickers = top_down.append(top_up)\n",
        "tickers"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['LOW', 'DOW', 'CGC', 'TTWO', 'ING', 'TALK', 'PCG', 'EAT', 'MMS', 'LEG',\n",
              "       ...\n",
              "       'CLF', 'DRRX', 'BMW', 'VIAC', 'BRC', 'TSE', 'DOMO', 'MSCI', 'PGE',\n",
              "       'PRO'],\n",
              "      dtype='object', length=400)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8TpAlTqFIwEq"
      },
      "source": [
        "1. Transpose, \n",
        "2. calculate rolling average\n",
        "3. Transpose"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XrFq6TOzvTPa"
      },
      "source": [
        "ps = day_df[day_df.columns[:]].T.rolling(window=14).sum().T #Rolling sum over all dates\n",
        "\n",
        "ps = ps.iloc[:, -1] #Scores for yesterday\n",
        "#ps = ps.iloc[:, -7:].sum(1) #This can also be used\n",
        "\n",
        "#ps = ps[ps!=0] #Remove tickers with no 0 sentiment scores\n",
        "ps = ps.loc[tickers] #Or choose specific tickers"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "U8xUWe9_1Ehx",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "outputId": "e35ddea5-11bb-434d-d702-4ef296359c8c"
      },
      "source": [
        "scores = ps.rank(pct=True).sort_values(ascending=False).reset_index()\n",
        "scores.columns = [\"bloomberg_ticker\", \"signal\"]\n",
        "scores"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>bloomberg_ticker</th>\n",
              "      <th>signal</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>BB</td>\n",
              "      <td>1.00000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>POST</td>\n",
              "      <td>0.99750</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>MC</td>\n",
              "      <td>0.99500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>PLS</td>\n",
              "      <td>0.99250</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>REAL</td>\n",
              "      <td>0.99000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>395</th>\n",
              "      <td>MSM</td>\n",
              "      <td>0.01250</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>396</th>\n",
              "      <td>FOLD</td>\n",
              "      <td>0.01000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>397</th>\n",
              "      <td>SKY</td>\n",
              "      <td>0.00625</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>398</th>\n",
              "      <td>RIG</td>\n",
              "      <td>0.00625</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>399</th>\n",
              "      <td>LOW</td>\n",
              "      <td>0.00250</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>400 rows × 2 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "    bloomberg_ticker   signal\n",
              "0                 BB  1.00000\n",
              "1               POST  0.99750\n",
              "2                 MC  0.99500\n",
              "3                PLS  0.99250\n",
              "4               REAL  0.99000\n",
              "..               ...      ...\n",
              "395              MSM  0.01250\n",
              "396             FOLD  0.01000\n",
              "397              SKY  0.00625\n",
              "398              RIG  0.00625\n",
              "399              LOW  0.00250\n",
              "\n",
              "[400 rows x 2 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lh0sG7kkJpn9"
      },
      "source": [
        "map shortned symbols back to bloomberg symbols"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nzx9HrJe1gD7"
      },
      "source": [
        "mapping = pd.Series(\n",
        "    bloomberg_tickers.values, index=bloomberg_tickers.apply(lambda x: x.split(\" \")[0])\n",
        ")\n",
        "scores[\"bloomberg_ticker\"] = scores[\"bloomberg_ticker\"].apply(\n",
        "    lambda x: mapping[x] if type(mapping[x]) == str else mapping[x].values[0]\n",
        ")\n",
        "scores.set_index(\"bloomberg_ticker\").to_csv(\"Signal_WSB_ema.csv\", index=True)\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "V5XjSL3VsXVF",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68,
          "referenced_widgets": [
            "a7fc8ecaa34649a599f0eab04d9ec143",
            "2583346826454e1b800a21e20b7eb9be",
            "c470ac77e30d47489fece6fc5839d68b",
            "55ed42e5b75c4d4da3ab8b6af767a3b3",
            "9aa76fefda49440ea444871576881dd9",
            "58fd01b52ff94493a81bf695e078a4ae",
            "c9fe4ee95a22403080a872125588a71d",
            "198219295e0f491c9628f4e906ffcdb7"
          ]
        },
        "outputId": "fa83b26b-71e3-4560-9add-139ca483c136"
      },
      "source": [
        "## merge with spy price and plot\n",
        "\n",
        "spy=ffn.get('spy', start='2010-01-01')\n",
        "spy_vals=[]\n",
        "for date in tqdm(df_1['date'].astype(str).values):\n",
        "    try:\n",
        "        spy_vals.append(float(spy.loc[date]))\n",
        "    except KeyError:\n",
        "        spy_vals.append(None)\n",
        "        \n",
        "df_1['spy']=spy_vals"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "a7fc8ecaa34649a599f0eab04d9ec143",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, max=435.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "S0cBnAwfsXVG"
      },
      "source": [
        "df_1=df_1[['date','sentiment score','spy']]\n",
        "df_1=df_1.set_index('date')\n",
        "df_1=df_1[df_1['spy'].notna()]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VP0PrvYasXVG",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 795
        },
        "outputId": "865b6c8d-e04b-4b96-e876-ede576942780"
      },
      "source": [
        "df_1.plot(secondary_y='sentiment score', figsize=(16, 10))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/numpy/core/_asarray.py:83: ComplexWarning: Casting complex values to real discards the imaginary part\n",
            "  return array(a, dtype, copy=False, order=order)\n",
            "/usr/local/lib/python3.6/dist-packages/numpy/core/_asarray.py:83: ComplexWarning: Casting complex values to real discards the imaginary part\n",
            "  return array(a, dtype, copy=False, order=order)\n",
            "/usr/local/lib/python3.6/dist-packages/numpy/core/_asarray.py:83: ComplexWarning: Casting complex values to real discards the imaginary part\n",
            "  return array(a, dtype, copy=False, order=order)\n",
            "/usr/local/lib/python3.6/dist-packages/numpy/core/_asarray.py:83: ComplexWarning: Casting complex values to real discards the imaginary part\n",
            "  return array(a, dtype, copy=False, order=order)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fb0ec6639b0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 62
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8EAAAJNCAYAAAARTXcXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd3xUZfbH8c9ND0novXfpSBVEUUSsKNh7r4vu6rqr7rq7um7Xde3th72jYkERe0FQuiDSRWroLUAgdeb+/jgzTMqEtClJ5vt+vfK6M3Pv3PsESJhzz3nO47iui4iIiIiIiEgsiIv2AEREREREREQiRUGwiIiIiIiIxAwFwSIiIiIiIhIzFASLiIiIiIhIzFAQLCIiIiIiIjFDQbCIiIiIiIjEjIRoDwAgLi7OTU1NjfYwREREREREJAwOHjzouq5bI5KwFQ6CHceJB+YDm1zXHes4TidgEtAEWABc5rpuvuM4ycDLwCBgF3CB67rrDnfu1NRUDhw4UMVvQURERERERGoyx3Fyoj0Gv8pE4rcAy4s8vw94yHXdrsAe4Brf69cAe3yvP+Q7TkRERERERCTqKhQEO47TFjgdeNb33AFOACb7DnkJGO97PM73HN/+0b7jRURERERERKKqopngh4E7AK/veRMgy3XdQt/zTKCN73EbYCOAb/9e3/EiIiIiIiIiUVVuEOw4zlhgu+u6C0J5YcdxrnccZ77jOPMLCwvLf4OIiIiIiIhINVWkMdYI4EzHcU4DUoD6wCNAQ8dxEnzZ3rbAJt/xm4B2QKbjOAlAA6xBVjGu604EJgKkpaW51f1GRERERERERMpTbibYdd0/uq7b1nXdjsCFwFeu614CfA2c6zvsCmCK7/EHvuf49n/luq6CXBEREREREYm66qzTdCdwm+M4q7E5v8/5Xn8OaOJ7/TbgD9UbooiIiIiIiEhoODUhSZuWluZqnWAREREREZG6yXGcg67rpkV7HFC9TLCIiIiIiIhIraIgWERERERERGKGgmARERERERGJGQqCRUREREREJGYoCBYREREREZGYoSBYREREREREYoaCYBEREREREYkZCoJFREREREQkZigIFhERERERkZihIFhERERERERihoJgERERERERiRkKgkVERERERCRmKAgWERERERGRmKEgWERERERERGKGgmAREREREZEIKvB4ueGV+azYuq/0zo/vtK+8bPB6YdMC+PJv8NmfwXUjP9g6KCHaAxAREREREYklO7Pz+HTpNkZ2b0aPlvUDO7YshjlP2+MV08BbCPs3B/aPvANS6iPVo0ywiIiIiIhIBPkTul5viczu7CchMQ0ufAMyWkDbQTD+aTj5X7b/4K7SJzu4G+Y/b1ljqRBlgkVERERERMJpy2LYMBuGXgeOgz/0LRYD79sCP02GwVdDj9Psy2/Vp7Y9uBsadwq8vjcTnhwOefugRR9oNzTc30mdoCBYREREREQknD69C9bNgLy9MPJ2XF8q2FM0Cp470cqfh/2q9PvrNbFtyUzwxrkWAF8yWQFwJagcWkREREREJFz2b4P130G9pvDVP2DJO7gH9gDgzdpox+QfsJLmnmOLZ3r96jW2bckgeM9a27YfHqbB100KgkVERERERMJl5UfgeuHSd6D90fDer3A/uBkA7y9f2zGLXofcLBh+c/BzlJUJ3r0W0ppDcnqYBl83KQgWEREREREJl+3LISkDWvWHC1+DZkfg7rYMrmfXOsjdZw2x2gyCdkcFP0dyfYhLsDnAedmB13evDZ45lsNSECwiIiIiIhIue9ZDo47gOFbWfMO3uDfMBMDrLYQPbobda2D4TXZMMI4DqY1hzlPw365Fzr0WGikIriwFwSIiIiIiIuGyZx006hB47ji4vmDXm9IYlk2BBu2g57jDnye1kW0Lc2xbkAv7NisTXAUKgkVERERERMLBdSHLlwkuwuvrDu1t3sdeOOpGiC9n4Z6cPUVO4IHMeYALzXuGbrwxQkskiYiIiIiIhEP2NijMLRUE+2JgPK0HQdsbYNCV5Z/rwPbA44O74Ke3ICkduo4J2XBjhTLBIiIiIiIi1bXiI1g+tfhre9bZtkQQDBYFu0lpcNr9Fevu3Pn4wOOsDVZG3WMsJNWr2nhjmIJgERERERGR6vjhZZh0MUy+2hph+e1YadsSzasOZYK9bsWvceHrcP4r9njhK5C7F/qdV41Bxy4FwSIiIiIiIlW18FX44DfQ8ViIi4fP7w7sW/WpNb1q0qXYW/yxb2ViYJLSoFU/e7zoDUhrBp2Or9bQY5WCYBERERERkapY9DpMuRm6jIJLJsOIW2HZ+7DuO8g/CL98BUecWmrpI9dXDu1vkFVh6S1t68mDPueU30xLglIQLCIiIiIiUlTuPsvoFi1tLunHSfD+BOh8nJUqJ6bA0b+G+m3hkz9YAFyYY0FwCf7Y11upVDB2jZQG9rjv+ZV7rxyiIFhERERERKSoRa/Bd4/A86cE5vUWtfgteP9X0OlYuPANSEy115PqwZh7YetimHY7JNeHDseUevuhOcGVzQQDZLSCxp2hzcDKv1cABcEiIiIiIhKLCnLK3vfT29bMylsIL5wKmxcW2TcZ3rsBOoyAi94s3Z25zznQbhjs3wxdT4SEpFKnP1QOXdlMMMDJ/4RxT5YqsZaKUxAsIiIiIiJ137cPwEe/g/Xfw49vwn2dIHN+6eNmPQGbFsCQa+DqTyAxDV48w+b5LnkH3r0O2g+Hi4MEwGDB6an/gfgk6Htu0KG4VWmM5df1ROgwvApvFD/NpBYRERERkbqtIBem3weefJj3bOD1WY/DeS8Gnudkwad/gm4nw5Brrcz56k/glfHw6tngKbAs78VvWbfmsrQeAHesLXP932qVQ0u1KQgWEREREZG6bcsiC4DPmmjLGK2dDvkHYOn7sHcTNGhjx+36BXBh0JWBeb4N2sBVH8MbF1ljqgtfLzO4LeYwx/jLoV0FwVGhIFhEREREROq2DbNs2+UESG9mZcp71sGSd2H+8zD6L7Z/12rbNula/P1pTeGaz+xxCObiHsoEV6keWqpLQbCIiIiIiNRNhfnw3vWw9D3rqJzeLLCvUUdbvmjuM9CyL/Qeb0GwE2f7SgphIyr/+sCKgaNDQbCIiIiIiNQ9B3fDO9fYer39L7Ygt6Qxf4fJV8HbV8Dqy+DATmjYIWhH51Dyx75V6g4t1aYgWERERERE6pZtS2HSxTbf98zHYODlwY9r2hWu+xq++RfMeBBwoeuYsA8v0B1aQXA0aIkkERERERGpGwpyYfFb8OyJ9viqaWUHwH7xCTD6brj0HchoBR2PicBALfj1KAaOCmWCRURERESkdpv/gjW42r4MvIXQ7ig4/2XIaFnxc3QdDb9bEUjThtGhTLDKoaNCQbCIiIiIiNRsXg+8eSn0Ggf9Lyy9/7tHwPXA0b+BNgNtnd+qzusNYQOssnhVDh1VCoJFRERERKRmW/oerJxm3Zv7XVA8UPV6YG8mHH0znHhP9MZYCf71gbVEUnRoTrCIiIiIiNRcXi9Mvx/ik2DnKsicX3z//i3gLbCuzrXEoe7QioGjQkGwiIiIiIjUXMunwM6VcNp/bQ3f1Z8X379nvW0bto/82KpI3aGjS0GwiIiIiIjUTF4vTP8vNO0OAy6DRh1h+/Lix2T5guBGHSM9uirzl0MrCI4OBcEiIiIiIlIzrfwIti+FkXdAXDw07wU7VhQ/JmsD4ECDtlEZYlX4Q1/NCY4OBcEiIiIiIlIz/TQZ6reBPmfb82Y9YNcvUJgXOGbHSlvfNyE5OmOsAn8CWIng6FAQLCIiIiJSUx3YCYX50R5F5O38GT65ywLcln0tCwzQvKcthbRrtT3//jFY+i50OzF6Y60CF3WHjiYtkSQiIiIiUhN5CuG/XaD/xXDWU9EeTWTNnWhfAF1HB15v1d+2H94C7Y6CWY9D77Pg9AcjP8ZqUGOs6FImWERERESkJvI3fFr+QXTHEQ2rvww8btI18LhpNzj7WcsEz3oc+l1oz+MTIz/GavCqMVZUlZsJdhwnBfgWSPYdP9l13Xscx3kROA7Y6zv0Std1FzmO4wCPAKcBB32v/xCOwYuIiIiI1Fm719g2rWl0xxFpu9fC7l8Cz4sGwQD9zoPOx8P6mdBzHMTVvryeGmNFV0XKofOAE1zXzXYcJxGY6TjOx759t7uuO7nE8acC3XxfRwFP+bYiIiIiIlJRu3yBYFqz6I4j0pb4wotmPWHHcsv+lpTezMqga6tD5dDRHUasKve2iWuyfU8TfV+H++saB7zse99soKHjOK2qP1QRERERkRjiz4bG15CuxwW5MPspKMgJ3zU8hTD/Beg8Cob9Clr2g/QW4btelPgbY6kcOjoqVDvgOE684ziLgO3A567rzvHt+qfjOIsdx3nIcRz/T2cbYGORt2f6XhMRERERkYryZ4Lz9h7+uEj58XX45A/w46TwXWPVx7BvEwy9DgZdATfOAMcJ3/WixOv1bRUER0WFgmDXdT2u6x4JtAWGOo7TB/gj0AMYAjQG7qzMhR3Hud5xnPmO48wvLCys5LBFREREROo4/zJAuTUkCF7wom3D2ahr7kRo0A66nxK+a9QAgTnBUR1GzKrULHLXdbOAr4FTXNfd4it5zgNeAIb6DtsEtCvytra+10qea6LruoNd1x2ckKCVmkREREREDjmwM9AdOndfdMcCsHkRbPkR6reBtd/Cwd2hv8aOlXbuwVcH1gWuo1xfBthVJjgqyg2CHcdp5jhOQ9/jVGAMsMI/z9fXDXo8sMT3lg+Ayx0zDNjruu6WsIxeRERERKSuyNoAMx60ADNznr3WYQTk7QssLBstP7wECSkw7nHwFsLKj8t/T2XNfQbik2Dg5aE/dw2j7tDRVZEUbCvgJcdx4rGg+S3Xdac6jvOV4zjNAAdYBNzoO34atjzSamyJpKtCP2wRERERkTpm+v2w8BX47hFo2h3iEqDTcbD+O8jPhuSM6Iwr/wAsfht6jbeGVQ3aw7IpMOCS0F0jb7/NNe59dkwsCeUe6g6tIDgayg2CXdddDAwI8voJZRzvAjdVf2giIiIiIjHCUwgrPoJOI8GJgzXfQOuBkN7c9ufui14QvPQ9yN9vjaocB3qdCXOehi//Dv0vgqZdyz9HeX6cZNcYen31z1UL+MuglQiODk3GFRERERGJtmXvQ85uCwJ7jLUgOL25zZMFK4mO1oIrP7xsmen2w+35MbfBnnUw4wGY+ZAtZXT8H6oepLuulUK3HgBtB4Vs2DWZP/ZVJjg6KtUYS0REREREQmzXL/D+BGh1JHQdY9nWLqOgRW9IqW/HRKs5Vs4e2DgX+pwbWKoorQlc+BrctgIGXgazHofHh1rG2HWtm/XyDyt+jXUzYOdKGHJdeL6HGsgf+2pOcHQoEywiIiIiEk1rvgZPHpz7PCSmFN+X3MC20VomacMcwIWOI0rvq98KzngEjrwUPvotvH0ldDkB9m+F7cvguq+gTQUyu3MnQmpj6HN2qEdfY7m+XLBXQXBUKBMsIiIiIhJNmQsgrRk07lx6X4ovCM6LUiZ4/XfWsflwwWy7IXDdN3Dq/ZA53wJggCXvln/+vZmwYppllBNTQzLk2sDrFt9KZCkIFhERERGJpk0LLMj0lxsXVa+JbfdHacXR9d/b2MoLUOMT4Kgb4OZ5cOZj0PVEC4K93sO/b8FL4HptbeAY4m+M5dGc4KhQECwiIiIiEi0Hd8POVdBmcPD9aU2gcRdYNzOy4wLIy4YtiwINsSoio6Wt89v/Iti/GTbOPvzxmfOg9ZHQqGO1hlpbuQqCi3EcJ95xnIWO40z1Pe/kOM4cx3FWO47zpuM4SaG4joJgEREREZFo+fJvlgE+4tSyj+k0EtZ9Z8soRVLmPPAWQocg84HL0/0USEiFJe8c/rjsbZDRumrjq8XUGKtMtwDLizy/D3jIdd2uwB7gmlBcREGwiIiIiEg0rP8eFrwAwyZAyz5lH9f5OFtDd9OCyI0NYMMsW7O43dDKvzc5HY44BZa+f/jgff9WyGhR9THWUl6tE1yK4zhtgdOBZ33PHeAEYLLvkJeA8aG4loJgEREREZFIK8yDD2+Bhu1h1F2HP7bz8RCXAKs+jsTILE3pKbCgu3mRZZoqq885cHAnrJ0efH9hvq2NnN6y6mOtpfyZYHWHLuZh4A7AP5G8CZDluq7/LkomIVosW0GwiIiIiEikzXjQ5gKf/hAkpR3+2NRG0PEYWD41MmOb/SQ82At2rYYmXap+nq5jILk+/PR28P3Z22wbg5lgf+jrja05wQmO48wv8nW9f4fjOGOB7a7rRqTcQUGwiIiIiEgkbV8BM/4Hfc+DbidW7D09xsKun2HHKnu+5cfS5dFrpsNjg2HvpqqPzXVh3rNwYDvsWWeZ6qpKTIF+F8Dit2DL4tL7/UFwTGaCY7I7dKHruoOLfE0ssm8EcKbjOOuASVgZ9CNAQ8dxEnzHtAWq8Y87QEGwiIiIiEgkeArA64EPf2NzZk/+d8Xf2+N026740LYf/wGm3lb8mBkPWKD89b+qPsaNc2D3msDz6gTBACf8ycqpv3+09L79W22bEYNBsG+ramjjuu4fXddt67puR+BC4CvXdS8BvgbO9R12BTAlFNdTECwiIiIiEk5eL3z6J7i/i203zrEAOL1Zxc9Rv7Wt1+svid67EbLWB/ZvXQJrv4WMVvDj67b0UkUV5sM718KmH2DRa5CQEtjXsEPFzxNMaiNo2h2yt5felx3DQbC/MZai4PLcCdzmOM5qbI7wc6E4qYJgEREREZFQWvkxLHzNuiL/NBmeOhpmPQ55e2HOU9DtJOh/YeXP2+N02PwDZG2EfZshZw/k7rN90++DpAw4/UFwvdZ5uqJ++crm7c5/zro59z4b6jWxfdXNBAOkNITcrNKv799m3afTKnEzoI44tERSbJVDV4jrut+4rjvW93iN67pDXdft6rruea7r5oXiGgqCRURERERC6c3LYMoEuK8jvHMN4MI5z8GoP1nAN/YhWxu4snqcYdsFL4Drscd7N1oWePkHMOxX0HW0ZXLXf1fx8/rX8l30BuTtgyMvgibd7LWG7So/zpJSGkDu3tKv798Mac0hLr7616hl/KGv6waywhI5CeUfIiIiIiIi5dq9xsqQXa9lZfudb8sb9RgLcb7c04hbISGpaudv1t2C0wUvBl7L2mAlzMn1YfgESEiGtkNg3czyz7d3E3jyLHMdlwjeAmjQHjocAy37Wra5vM7VFVFWELxnPTSqZrl1LVU07vW6EF+FeyJSdcoEi4iISN1WmA+znoS8/dEeidRFrgsbZsObl8KjA+HZ0ZalPe2/MPZB6HVmIACGqgfAfj3HwsFdgecrpsLyDy0LnNrIXms/DLYthYKcw4/71XPgqWMgfz8Mvspe73+BjXf03XD1J9Ubq19qQwuCS2Y8szaEpty6Fiq6NFKMLZNUIygTLCIiInVDThb88BLsXmvloF1PtLVV5zwNX9wDhblw7G3ln0ekonL3wgunwbYlNu+11zhY9r7ta9o9PNfscQbMfCjwfOGrkNwAhk0IvNaynwXi25ZB20HBz7NhFuxYbo/jk61Uu15TGHKtvZZS375CIaWBZcfz9gfO6SmEfZtiNgguGvZ6vC6JsVcRHlUKgkVERKRumPpbWPquNfTJP2gNiBLrWZknwI4V0R2f1D3LPrAA+KR/BjKph4LgbuG5ZusB1gE6Jwta9oHMebYMUWrDwDGt+tl2649lB8Hzn7fg2cHKp1MbwvF3hmfMKQ1sm7s3EATv3wzewup3n66timR/lQiOPAXBIiIiUvttWmAB8LG/h9F/sTLQdTPh58+sS26Wr2RVJJSWvAONOsHwm0o3ugpVFrWkuDgYfA1sXgjnPGOBpD/I9GvYwV7bsjj4OQ7sgmVTYNCVMOCyQBl1uBQNgvE12sra4BurMsHqEB15CoJFRESkdnNd+PweywCPuMVeS0yFbmPsC2DWE/DpXdbop37r6I1V6o7sHbB2OhxzW/EAeMKc4nN2w+G42w+/33GsJHr997ZGcVyJNkA/vg6efBh0FbToFb5x+qX4stS7f4HmPa0bdKwHwcUaYykIjjQ1xhIREZHayXVh7bfw0hmwbgYcd2fZ2bf2w2yrbLCEyrL3bZ5r33OLv968B3QcEZ0xFTXwcti5Eha+XPx114X5L0C7YZEJgCGQCX7rcpj3nI3hp8nW0bpBCJZgqoWKNcbyKgiONAXBIiIiUru4Lqz+Ap4/xQLgnavg5H8HGvoE07KfzQ9WECyh4PXCj5OgeS/LbNZEfc+DDiPgi3tt2Sa/dTMsI+ufwxwJRcu11063jta/fAmj7qp+t+xaquQSSRJZCoJFRESkdvn8blvaZW8mnPYA3LLY1keNO0x71fhEaDvYOuKKVNf0/8Cm+TD0+miPpGyOY8s05e6Fr/4eeH3994ADPc+M3FiKBsEb58Inf4TmvWHIdZEbQw1Tsju0RJbmBIuIiEjkfHEvrPkG2gy0jrQtesPWJbBnrTW1qkhWaPmH0HkUXPxW5bJI7YfDt/+1ZVqSM6r8LUiM+2kyTL8PjrzUGkvVZC16W6A+52krj249AHavsRLkpHqRG0fRIPjAdtte9THEx24o4mqd4KhSJlhEREQiY8U0mPkg5GdbKel7N8DTx8D7N1pQseab8s+Rk2UBc6djK19G2X6YzeHMnFel4YuQuQCm3GQ3VMY+WLojdE006o82V3720/Z89xpo3CmyYyhZpdH/IuhwdGTHUMOoMVZ0xe7tFxEREYms+c/Z0i03fmcfinessCxw487w4mmw7lvoftLhz7H1J9u26l/567cdAk6czQvuckLl3y9126pPba7qmY8F379vM0y6GNKbwwWvQkJyZMdXVSkNoOcZsHQKFORaEBzJUmi/CbMhvQWs+MjGE+PcIgXRKoeOPAXBIiIiEn4FubDuOyvJ9GdwW/S2L7AAdd3M8s+z5UfbtqxCEJycAS37al6wlOa68Pr59viEv1igW9L3j0HObrh+OqQ1jez4qqv3WbDwVVtL++Auu/EUaf4GYgMvi/y1a6CiyV8lgiNP5dAiIiISfhtnQ2FO2RnYjsfC5kXw3aPgKSz7PL98adnk9GZVG0e7YZA5HzwFVXu/1E0b5wQeb11cfN+BXfDhrbDodeg0MnLLCoVSp+MgtTHM+J89j0YQLMVUpzHWup0H2LI3J7QDijEKgkVERCS89m2GT+6CpPSy10896gbofgp8/hd4ZhRs+sG6yL57A2xbZsfsXgu/fAVHXlL1sbQfBgUHSwc6Eru2L7cy53hfebO/5N5v+Qew4AXIzYJu5ZTr11TxidDrTNi12p7X1GWdYkh15gQf/8A3DP/3VyEeUWxRECwiIiLh4brWAOvJYdbM6sLXyu7KXK8xXPQGnP8yZG+HZ06A58bA4kmwbIods+BFcOKrV07ZfphtN8w5/HESG7K3w2vnQ1wCTJgFDdqXDoJ3rgo8rq1BMEC/C2w7bAI06RLdsUixwFeNsSJPc4JFREQk9PZvg6m3wsppVoI8/snyP3g7DvQaB52Pt/mXSWnW0TZrAxTm2ZzGI06F+q2rPq76ra2cesMsW1tYYldBjmWAD+yAq6bZv89W/axc3nUDnZ+3/gRtBtkNmgZtozvm6uhwNPx2WfV+fiQs1Bcr8hQEi4iISNWsnWHBQdH1Rl3X1lH9+HYLMk76Jwz7VeklUg4npQGc8Gd7vOpTC4KXfwgHd8Lgq6s/7vbDray6aKAjkTH3GWjSFbqMiu4Y4uLt32/mfLjgFVu3GqDbGOsQvXmhvea6Vjrf++zaHQD7NWgT7RGIT9F1gtUdOvIUBIuIiEjlrZsJL42F0XfDsb+z13ashM/+Aj9/Cm0Gw/inoFn36l2nYXtYPwvmPw+NOkLnEARP7YdZmfXuNSoLjaSN82Da76HVkdELgr1eG4PfifcWX66n1ziYdjtM/a11iN63BXL3Qss+kR+r1GlaJzi6NCdYREREDi9Yt+bp99l2xTTYvxU+vMXm/m6YBWP+Dtd8Vv0AGCwI3rsR1n8Hg66CuBB8dGk/3LYbZlf/XFIxXi988gd7vGUR7N0UnXFsWxJ4fOQlMOKW4vtTG8HAK+zfdPY2Kx0efA30Gh/ZcUqdVzT56/VGbxyxSplgERERKdvcZ+CTP0JqQ+hxuq03GpcAa7+1zOymBfDoAPDkw9DrYeTtoV1DtWEHwIW4RBhwaWjO2bQ7pDS0gH1ANTpNS8X99DZsmg8jboXvHra54kOvi/w4/GtR37oEGrYLfszpD9iXSBi5RRZJ8igTHHEKgkVERCS45VOtNLTTsZDWDBa/bR2acez5+S/DcydZx9zRd4entLhhe9v2Ghe64DouDtoOtnWJJfzysuGLe6D1QBh9D/z8GSx6LTpB8Ibv7eZNWQGwSISoHDq6FASLiIhIccs/hI9+D9lbbW7vRW9a86v8g7D6C1jxkXVpbtUf7toSmhLlsrTqZ2MY8ZvQnrdJVyuHVnOs8FvwAuzfAue9ZP9WBl9t83IzF0DbQeG9dv5BmPM0DLnGGq5t/QlaDwjvNUUqoGjY661GY6x9uQVkJCfg6PdYpWhOsIiIiJjcvfDejfDmpdYU6MS/wiVvB7o/J9WDXmfC2f8HvX1zJMMZAIPN0bzuSwu4Q6lRJ8jPhgM7Q3teKW37CshoDe2Psuf++bUbI7BW84qP4Mt74d3r7d/3nnXQonf4rytSnmLrBFftFJuycuj31894bubaEA0qdigTLCIiIrBmOrw/wTJ2I++wub0JSdEeVfg07mTbPWshvVl0x1LXZW+zmyp+KQ1sW3AgfNcszIc3L4HdawEHVn0Ck6+xfS3U6Vmir2jgW9UlkjbtyQHg06VbufbYzqEYVsxQECwiIhLLCnLgi3thzlPQuIt1dW47ONqjCr9GHW27ey20GxrVodR5B7ZDesvA84Qka65WkBO+a66faXOPATofb2v8LnzVnisTLDVA0cZYbhXnBMf5KqC1znDlKQgWERGJVZt+gPdugJ2rrLPzifcGSp/ruoYdAMfKYyW8srdDy37FX0usF94geMW0wOMG7eD0/1lZ9p519lwkyorGvVXtDh3ni+5vOKUAACAASURBVIIVA1eegmAREZFY4ymAGf+D6fdDegu47D3ockK0RxVZiSm2BuwezaULK6/XguCi5dAAiamQH6Zy6OztsGwKdDjG/p6P/jUkJMPlU+DADjVCkxqhWGOsKgaxcb5/y1XNJMcyBcEiIiKxZOfP1iRo8w/Q7wI49T5rPhWLGnXyzRmVsMnZDa7HbrYUlZgankzwwd3w8nhrejbm3uKl/cnp9iVSAxRdFqmq3aH95dDKBFeeukOLiIjECk8BvDzOSkLPewnOnhi7ATBA447KBIdb9nbblsoEp0HBwRLH7oB9m0ufY9kUeP0C8HoOf63cffDqObDrZ7jw9diY2y61VwjWCfZngrXOcOUpEywiIhIrVkyFfZts3d8jTon2aKKvUSfrXJx/AJLSoj2ausdTAEvfs8dBM8ElguC3r7D56TfOhAxfI63138M714In3wLq+q2CXyv/ILxxIWxdDBe8Cl1GhfZ7EQmxomFrVRtbOcoEV5kywSIiIrFi3nPQsD10GxPtkdQMh5ZJWhfVYdRZS96Fb++3x2lB5gQXLYfemwnrv7M5u+9ca1nfnT/DpIsB3yf97G3Br1OYB29dZgHzWf8HR5wa8m9FJNTcYusEB49i9x4sOGyArDnBVadMsIiISG1VmAczHoQVH0G9xpZtS29u24yWgcfpLWD/Vlg3wzpAx8VHe+Q1QyNfELx7rZbNCYetiwOPS2Zwk9JsTWq/pe/b9tjfw4wH4NM/waqPwYmHcU/Au9cGSquL8hTC5Kth9Rdw5uPQ99zQfx8iYeAWK4cuvT+3wMOI+77i7+N7c9aAtkHPoXLoqlMQLCIiUhttmA0f/NrKRzuMgMJc2DjHsmWFucHfE58MAy6L7DhrskOZYM0LDovty2xppCunli43L5kJXvqeHTv6LzYveM5TkJACV0yF9GZ2zIESQbDXA1NusjL/U+6Dgfq3LbVH0cA3WLZ3X04B2XmFbN2bV+Y51Bir6hQEi4iI1ESFeZC7F+o1KZ65zd0HX94L856FBu3hkneg24mB/a4LefstGPZ/7fdtW/SGtCaR/15qqtRGkNwAsjZGeyR109YlVnqf0qD0vsR6No8XYM962DQfTvyrPT/9AfAWQp9zoN2QwHFFy6E9hTBlAix+E074Cwy7MZzfiUjIuRy+HDqnwBrB5Rd6yzyHo0xwlSkIFhERqSkK8+HtK2HDLFtaBiCjFVz7BTRoCyumwUe/szLSYRNg1J9KL/niOJBS376adov4t1DrpDSwmwYSWtnbLXNbVpl50cZYy3yl0L3G2zYpDc55JnBsUj1Irh8oh/YU2LzhZe9bADzy9+H5HkTCyC2nO3RugQW/+Z6yu6IfygQrFVxpCoJFRERqinnPwsqPoP9F0LiLBbhf/s1KPuu3gUWvQfPecMErWv4lVJLTIW9ftEdR92TOt23LfsH3J9YLlEMveRdaDwyUpweT3twywQW5dqNo1cdw8r9g+E0hHbZINHiDJHv9meACT/mNsRQDV56CYBERkZogZw9Mvw+6nABnPR14PTEVPrwVcGHk7XDcnRCfGLVh1jnJGcoEh8PPn0FSOrQ7Kvj+xHpQmAO7foEti2DM3w9/vvQWkLUBJl0Ev3wFp/8Phlwb+nGLREjR7K8nWDl0fvnl0PFxKoeuqnKDYMdxUoBvgWTf8ZNd173HcZxOwCSgCbAAuMx13XzHcZKBl4FBwC7gAtd114Vp/CIiIrWX61pTps0LYfFbNge4ZDAw6Epo0RcO7oTuJ0dlmHVacobdgJDQcV34+XPofDwkJAU/JjHVtotet23v8Yc/Z1ozX9m0Y92iB1waosGKREfRuDXYEke5vkxw3mGC4GDnkoqpSCY4DzjBdd1sx3ESgZmO43wM3AY85LruJMdxngauAZ7ybfe4rtvVcZwLgfuAC8I0fhERkdrFUwDfPQLrZlrwm5tlr8cnW6a3ZZ/S72k7KLJjjCVJ6ZZhlNDwFMK038G+TOv0XBZ/t+hFr0HbIbZ+9eE0bGfLJZ09UcsgSZ1QtDGWJ0icm1uhxli2VSa48soNgl27NZHte5ro+3KBE4CLfa+/BPwVC4LH+R4DTAYedxzHcbWKs4iIxLqDu2HG/2DW49Cyr2W/Wg+w+ZDNe6rMORpUDh06efvh7atg9edwzG3Q9/yyj/VngvdvgaN/U/65j/09HHmJ/ZyI1AHlNcYKzAkuPxOsILjyKjQn2HGceKzkuSvwBPALkOW6bqHvkEygje9xG2AjgOu6hY7j7MVKpneGcNwiIiK1h+ta2ee026HggDW+KjrvV6InOQPysss/Tsr24yT46W3r3rxtKYx9GAZfdfj3+INgqFiZf2pD+xKpI7yudXf2ulVfIqnouaRyKhQEu67rAY50HKch8B7Qo7oXdhzneuB6gKSkMuaLiIiI1Ha5+2Dqb2HJZOh4LIy41eZKSs2QnAH5+609a1xctEdTOy14CTZ8D4lpcPGbtjZweRLrBR437hy+sYnUWC7xcQ5ej4snSBQbWCKpInOCFQVXVqW6Q7uum+U4ztfAcKCh4zgJvmxwW2CT77BNQDsg03GcBKAB1iCr5LkmAhMB0tLS9DcnIiJ1T+YCeOdqyNoIo/4Mx94GcfHRHpUUlZxh2/xsW1tZKm9vJnQ6zhpWNWxXsff4g+CElMDERpEY4rrW3bnA4wbN5OZWqhw61KOr+8q95ek4TjNfBhjHcVKBMcBy4GvA35ngCmCK7/EHvuf49n+l+cAiIhJTvF5rfvX8SeD1wFXT4LjbFQDXREnpts1XSXSV5GXD3g3Q6diKB8AQCHybHRGecYnUcK4LCb7qE2+QKNa/RFJFukNrTnDlVSQT3Ap4yTcvOA54y3XdqY7jLAMmOY7zD2Ah8Jzv+OeAVxzHWQ3sBi4Mw7hFRERqpl2/wLTf21qmPc+EMx+F1EbRHpWUxZ8JVnOsqtm50rbNKjlTrr6vlczwm0M7HpFawvWVQ0PwILYi3aH9ggXRcngV6Q69GBgQ5PU1wNAgr+cC54VkdCIiIrXF/m0w/T744SVb7mjsQzDoKpV61nQKgqtn+wrbNqtk1+YmXeBPW4s3yBKJIV5fOTSAR42xIq5Sc4JFRESkBE8BzHwYZj4InnwYdCWMvAMyWkR7ZFIRJYNgr8dK2Xf+DGc8Aglq3lmmnD0w4wFIbwmNOlb+/QqAJYa5RYLgYNXMZS2RFGyWqcqhK09BsIhILPMv3dOyD7TqH+3R1D47f4Z3r4PNC6HXOBh9j2W4pPYoGgTv22J/n+tm2GuJKZbRl9I8hbYmcNZGuHIqxOsjpUhluLgk+DPBQbtD+zLBpYLg0udSEFx5+o0lIhKLXBc+vAVcLyx8xV5rPxyOugF6jIX4xOiOryw5e2DlJza+5PrWzXf/Fgtgep4ZuXVEXRfmPgOf322B0nkvQe/xkbm2hJa/MdaKj2DqrVCQA+OehB0r4PtH7ebQoCujOsQaY8rN0LA9HHcHfHEPrPkaznwM2g+L9shEap8imeDgc4J9SySVKIcOdqzKoStPQbCISF2Ttx/mPw9zJkK/8+DEv5Y+ZuXHNncVILmBdS6e9yy8fSW0HgDXfV3z5rLOfx6+/JsFwsEsfQ8uey/849i3GabcZI2vup5oy8JktAz/dSU8kn3LIi2eBC36wLkvQLPuVha9bQl89Hto3hvaDYnuOKPNdQM3zDJawqzHYej1MPDy6I5LpJbyui5xvv9nD9cdulQ5dJBzaSGeylMQLCJSV+Tug1lPwJynITcLGnaAmQ9B+6Oh+0nFj/32fpvHl70V+pwFR/8ahk2A6ffD9P/A7jU1q6x30w8w9bfQ8VgrOU6pb8F+7l7L/v7yNXz1d3j9AitvTWtmH9Abd6r+tXeshK//aRnCVkfC3Ik29/f0B2Hw1TXvZoFUTkoDaHeUZXzH/N0y+2DLWZ3zHDw1wv7+L38/uuOMpo1zYeOcwPMPfm0/iyf/K3pjEqnlXOy/jzgneCbXPye45BJJygSHhoJgEZHaznVhyyIrVdy2BI44HY79HbTsC48NhLn/VzwI3rHK5rCe/G9o1Q+a97LX4+KtpHf6f+wDb00Kgn96G+KT4IJXg5c8N+8FW3+ygLUw17K1c5+xIHXk7ZDerPLXPLALvvm3ZaCT0iCtKfz8GbQZDGdPrFl/PlJ18QlwzWfB99VrDP0vgO8ehYO77Xks+uzPxYPg7qfCWU/V3GkTIrWA64KDlUQH6w5d1hJJmhMcGgqCRURqq6wNsPgt+9q50uY2XvoudB0dOKbfBda1eMb/oDAf8rNh8yJw4qDP2aXLeJseYZmxDbPhyIsj+/34HdgFX9wNW5dYxrUwD/ZmQreTyp7zm5gK578UeL5viwXz8561su/+F1qmu9kR5V/fdWH2k/DNfZC/35Y5GnWXBcHZ26FeE7thILGh1zirqFjxEQy8LNqjibwDuyBzXuD5rUugYbvojUekjnCBOMchznGClkMXbYzlui6OU3YnacXAlacgWESkNsndC8umwI9vwvqZ9lr74TD2YcvipjYqfvyRF1tzny//Zs8TUiGpHgy4LPg81rg4Kw1d/gF0PwV6nBbe7yeY7x+1jtWdR1lwm5BsjXeG/ari56jfypa3GX4zfP8Y/DgJFrxoc3iHTYAuJ5RdxrzyY/j0Ljvm5H9B8yLrn6Y3r9a3JrVQqyNtasGyKXUzCN71i1VQlPWzvvoLa6DnV79NZMYlUse5vlRwnOMEzeT6y6Fd17pHJ8T7guCgs4KlshQEi4jUFrOehC/vtXLfJl1h1J+t8dXh1uds0gXuXGePE1ItyC3PmL/B5Gtg0kXWcfm0/0a28dOWRVbKfdm71T9X025w5qMw+m6Y/4LN5331bGjWE4ZPgL7nB+aA+q35BhLrwUVvao1YsZslvcbB7KesKVvJG0213YwHYdFrMGE2NO9Rev/Pn9oc+wM77HlFfoeISLmKlUN7S+/3d4cGywYnxNvPnub/hoZ+k4mI1AaL34JP/widj4drv4Kb51tH58MFwH5JafZV0Q+vzXvCDdMtcFz1KTw+1ObFeoP8Lx1qrmvl2q2ODO1505ran9dvl8D4pyAuwZr7PD3CGl4Vtf47aDdUAbAE9BoP3gKrEqiNCvOhIDf4vp0rAdfmv5fkKbRMcLeT4YoP4fIPwjpMkVjiYiXOjhN8Tm9OgYfkBPt/u+i8YHWCDg0FwSIiNd3ab+H9CdaN9fyXoe2g8Hckjk+05loTZkHr/taZ+YVTYfuK8F43a711tm4d4iDYLyHZSsRvnAHnPg+7VluG2O/gbti2FDocE57rS+3UZiA0aGcl0bXR5Kvg5XGlJw66LuxcZVUiy9635nJFbZxjUzC6nwSdRkLn4yI3ZpE6znWtM3R8XOlyaI/XJb/QS/1Uaz6XXyRVrExwaCgIFhGJtsVvw2ODSn8ABdi+HCZdamXNF7xiQVwkNeli2Z/xT1nG6OljrHwyXDYvsm2oM8ElOQ70Occ+2M98EPIP2OurvwBcfdiX4vwl0b98ZUFhbZKTBas+gY2zize4Aitxzt0Lx9xqDfG+LrHk0apPIC7R5ueLSEhZObQTdE6wvylW/RSbuapMcOgpCBaRuiFvv3U0Prjbnm/6oezyv5pk+3Iry921Gl4525rU+OXsgdfOszmrl7wdvbmIjmPZ05vnQ/eTbV7yjpUVf39l/sPeOBcSUqBFn8qPsypG/dkCgbkT7fnyD2395DaDI3N9qT16jbNu5Ss/ifZIKmf1F+AtBCfe1hAvaufPtm07GIb/GlZOg00LAvtXfQodR9i63CISUl7X9a0TXHpOsD8IbuDPBBcLgiM2xDpNQbCI1F571sG7N8DjQ+Df7eD5k2HqrbBhDjwzCh4fDAtfA68n2iMNLv8AvHUFJGfYfDtvIbwy3ta4BfjqH7BvE1z0BjRsH92xgs2rHfuQfZhe9Prhj/38HnjjYrsp8cRR8O1/K3aNjXOg9cDIzcdtf5QtvTTzYVv+aPUX0ON0Nf+R0toMts7Ita0kesVUSGsOQ6+3se/bEtjnD3ibdodhN0Jq40A2ePdaq/7odnLkxywSA/yxbJxTOrvr7wztL4cu8AT2a03g0ND/8iJS+7iurZH73o2WuWvcBY7/I/QYa1mape/ZOrj1msCUCfDCaZFp6lQZXg989Dubj3fOM1aWe+k7FjS+crZ1KJ7/PAy5DtoMivZoA9KbW9C48NVA1r2k3H2WWV35kc1F3LnSPlhvmHP4cxfkwJYfrSlVJI26y+YhT7oECg5Cz7GRvb7UDnFx1i199RdWeRJNednl3+Bb/iE8cqT9PjziVDjqBjt+/vO2f+XHtnRau6Ogflu7GXfMrfb9bZgNP39mx3VXECwSDq4LjuP4ukOXVQ4dJBMcuSHWaQqCRaT2cF0rz3tuDDzcFzbMgjH3wsWT4Pg7YcQt4MmDOU9ZNvH6b+CEP9tcuG1B5ttGy5rp8PSx8OMbcNyd1vEZrPnORW/A7jXWxCa1kQVoNc2ou6xU+7O/BN+/9F0LJsGC+eE3Q4O28N4N9uG9pMJ8WPKuBf/eAuhwdNiGHlTrAXYDJXOuzYvseGxkry+1R6dj7XfMjlXRHcfyD+0GX1lZ6YIc+PgPsGetPe8xFhp3srW/F7wAWxbDm5fZUmQXvxWofBhyna9J1gf2u7ZJV+sLICJh4BLnL4cuNSfYgt5D5dCewA0vZYJDQ0GwiNR8Xq996Jt4HLx+PuzfBqPvgZP/BYOuChzXdohlNcA+rDoODLzCnv/8eeTHXdKuX6xE+OUzIX8/nPcSHP+H4sd0GglXTYP+F8O4JyG1YXTGejit+lnGaNGr1iiopAUvQfNe0H64fcgefQ+Mf9rK1z8vEjhnbYQv/w4P9baM8b5NcNI/LNMcaaPuAhwLEuITI399qR1SfD+P+VHOBO/3TZmY/VTw/XP+D/ZlQvuj7cZOp5H2+lHX2xz49260G04Xvl78d0xSPWjcGbYuhnUz7OdBRMLCMsF2D6pkXJtTYk5wXpFMsFLBoZEQ7QGIiJTiKbAs6Ypp9gFu60+wfal9OBv3BPS7IHig4jhw+RRY8CL0Pc9eS29unYZXfwEjfx/Rb+OQ3L02J3b209bdefQ9MGyCNbwKpu1g+6rJRt5h2aIPb4EJs20dYrC/q80/wCn/gQGX2d9JQpI11zn6Zvj+MZtbuXY6/PS2vafbyTDkGugyOnpzcVv0hksmQ4te0bm+1A7JGbYNVtEQSfu32TZzLmTOL/774uBu63je7STL8nryA13lO4+CpkfY79NWR0L9VqXP3aQLLPetB9x1dHi/D5EY5nVdHBzindLl0Dn5/jnBFqoVnxMc/HyfL9vGsM6NyUjRjdyKUCa4NsraAO/9Cha9AfkHyz/e61ErOakdvB5Y/BY8MdQ6Ju9YAeu/t/m9Zz8DN82DAZcePlOXmArDfmVNnPy6jbGGSzl7wv89FOWff/foQPj+ceh/Afx6ARx7W9kBcG2RmAJnPma/j776R+D1H16B+CS7UZGcHgiOwToxN+9lZZxL37cy6Vt+tHL2bmOi34yq24lQv3V0xyA1W3K6baMxJ9hTCA/3syXVsrf65vE2gFlPFD9uxv9sXv6Jf/XdhCqyrJrjWDYY7GcumKLlz22HhPI7EJEiXDjUHbrsJZKCzQkO/pn+upfns2VvLVgVo4ZQJrg2mnYHrPoYfnwdPrnTyiYHXwXNjrD9rmvBw5rplm1ZN9PmGl5eyzpaSmzwFFpzqMx5MPtJ+7fboi9cNMlK8Ryn+tfoOsYysb98DX3Orv75KmLNdPjkj5ZxaX80nPJvaB3mtW8jrcNwGHKtlWT2Phta9oHFk6DnGVCvcenjE1PgvBdh3nPWibZx54gPWaRakn1LBeVHIRN8YAdkrbcbevu32hzfVv3t529vps27z9ljTemOvNiqG4LpfzFsXQIDLw++v7EvCE5MC2S+RSTk/I2x4uJKB8Ely6GLBsFlZYIBkuKV36woBcGRsme9lXVWd37fL19ZADz6HuugOv95mPesNQLqf7E1wdixIpDxatTRlj5Y841lbGrCMisS23astM6jW360r21LoNB357JJNzj3Beg1PrRZwbaDbS7f8g+DB8FL37efrTMeCU3Q/eEtVpLdsL3N++01LjTnrYlG32MduT+4GY7+tZV+++dhB9PsCDjt/siNTySUkvyZ4H2Rv3a2rwR670YLgtsOsY7Ps5+0wHfM32DjPCt/7n9R2edJqgdnPFz2fv/NqWA3skQkZFzAwZZIKrmARW6pJZKKrhNcdhScmKAguKIUBEfCvi22TqbrhSNOgX4XQtcTy18Hc8cq+OktK3l2veB6bMmCRh1h+E1W4tTxGMjeAd/eb/8JJmVA33NsSZVOx0GjDtZp9tEB1kXy6F9H5FsWCWr+8zD1t/Y4uT607AeDr7FsRqv+dsMmHCWxcfGWGZn9pGVLxvyteFA66wmbWzfwCsvWbl8O25fZsiKVzYQc2GkB8JGXwOkP1v6y5/Kk1Le1g18/z5Z8atRR3ZWl7kpIhrjE6JRDH9hh26wNFhBntLQbbV1PhBUf2e+1zLm2jnebgVW/TrMeth15e/XHLCJlcl33UDl0ye7Qh+YEByuHPkwmODG+jt5wDwMFweG2fyt89me7MzvwcstELZtiC9L3OcfKmMsqWfrwN5YxS0qz/9Qcxx6Pe7z4HJ/0ZnDq/RZAtBlU+j+/xp1tuZgfXoZhN0V/3p3EHk8BvHudrVfZ9UT799qoU2T/LZ70D/s5/P5ROLgLzngU4hOsicym+XbMm5dahsdf6jjgUmvEVRlrp9t28DV1PwD2634S9D3fbtoNuEy/Y6TuchybFxyNxljZ2227fZltM1ratnFn+6wAsHGufaYoOhe/stKawN179HMsEmau688EO6Wyu7mFxZdIyvNULAhWOXTFKQgOp+ztMPF42L8Fht5gJYCn/RdWfwmL34SFr1hgesErxRejz8uGec/YGqgn/xuGTyj/Wo4DQ68re//wm+Cda2DqrZDRyoLofhdAgzbV/jYlhh3cbRmRRh3KPsZ1Lfu79D0Y9ScYcWv5VRDhEBcPpz0Aac3gm39bIHzuC1YG7XptHmvWRuhxGrQdahmVec9aUNd+WMWvs+Yba1ZT1+b/lufU++zPdvDV0R6JSHglZ0QnE+wvh/ZL9wXBaU19N+8OwKYF0P/C6l9LAbBI2Lm4OI5DfFzZ3aEzUixUKz4nuOwoOEnl0BWmIDhcvB6YfLXNzb1yGnQ42l6PT7SS6CNOsbLJ186FSRfDOc/ZvMF9m+DDW2H159acYsCloRlPr/Hw3SPww0uB12Y+DL9ZaHd9RariiaFWovfXvWUfM/NBu+Ez8nY47o7IjS0Yx7F1edOaWenuK2fZNIP6bW3ublx84NieY22u60e/g+unW9a4PIX5sPJj6Hxc8XPFgnqN4ZR/RXsUIuGXXD96jbGK8s/dTWtm27UzbFz+tdJFpEZzXZsPHOeUbnaVW+AhOSGO5EQLaovOCT5cEJyoTHCFKQgOl6//aQvNj3vS1scMJq2pdWx+7XyYfBWkt7CsMVjGavA1obsbG58AN84IPF8xDSZdZE200soYn8jhuG7gQ1lhXvESfb+fJsOXf7M1e0f9KbLjO5wh10C9Jlai7cmHk/9VOmhNSoNT/2Ml0nMnVqwiY8VU+zMZcFl4xi0i0ZeUHqXGWNuLP/dPffIHwSs/sq2WNRKpFawcOnh36NwCD6lJ8YfKm4svkVS2hDjNCa4oBcHhsPITW6dv4OUw4JLDH5vSAC57Fz69yxpgtR0M7YdDq37hHWPjTrb1B90iFbV7rc1r37cp8Nqe9dCse/HjMufD+7+y5YHGPVHzuiP3Hm/Zy0Wvl71USI+x0O0kWwe3eU/oMqrs87kuzHna16hmdHjGLCLRl5xh0ykiLXub9fdo2QeG/zrwO/VQEPyxPW7UMfJjE5FK8/omBcc5QcqhCzykJsaTEB9HnFOyMVbwMDgpIQ6npn3WqsEUBIeC69oc352rbD7v4jet6+2p/63Y+5PSbGmWSPI31Cg5x0ikLJsXwowHLdvplujlv2dtIAj2/3Ke9ntIaw4XvhY8S1wTdBppX2VxHBj7MLx6jn2dep+tixvsP5m139r6nac9EHul0CKxJDkd9qyL/HUP7ICm3eDMx4q/ntY0sL/H2Jp3w1GkDnn3h0wS4+M4o3/rap/Lv0RSvBNsnWAvKYn2WSIpIa7EEknBz6emWJWjILi6XNeyuLOfBCfO7hA3aA/nv1yzO8OmNISEFGWCpWJ2r4HnToLEVBhxCwy93pq6LXodstZbdrggF757GGY9aVnWzQth/FO1f63JBm3gms/g3estsN+21BrcxScWP276/dZ0TqXQInVbckbk5wTn7rWlkTofX3pfWvPAY5VCi4TVK7PXhywIxsVKoXGDrhPsD4IT4+PIK9YYK/jptDxS5SgIrg7Xhc//YgHwUTfCKf+pPXdgHcc3B3lrtEciNZ3rwuf3QFwCTJgN9X2/+I//Axx3J/y7rWWH5z0Du1ZDYpo1YGvW0zqQ1wUp9S2j/dXfYeZD9n2e/3IgwF83E9bPhFPuq9k3v0Sk+pLrR7479NxnoOCgrXdeUlIaJKRCYQ60GxrZcYnEGI/XJb+wMCTnOtQd2nGKlTuDb06wrylWckIc+UUzwWXMClZTrMrRn1ZFfH4PLHkXCnICr7kufHkvfP+YlUfWpgDYL6OVguBYlLsXvv2vZTbXfXf4BecApt8Hyz+AY38XCID9HMfW+103w0qkL3sPxvvW1T3xr3WrLDgu3r6nsybaWpzPjLLMDFgWOK05DLoimiMUkUhISrdMcMnUTbjkH7Cb7V3HQKv+pfc7js0FjkuA1gMiMyaRGFXocTmQF5og2Ovaj298nIOnZDl0fiATnBQfV3yJpDJ+9Wh5pMpRJrg8uftg8VtW5pmUYcsY9TvfPvTPfAgGXWVzf2tbgD008QAAIABJREFUAAw2L3jb0vBe48BOa9Yx4NLa+WdU2x3cbevg7lhpJc3J6bDkPcjba/+eF78JbQZbiXP3k0vP3V3woq2pe+QlFgQHc9ztVg591I2BLGjbIdCgbVi/tajpfwE06WLl4QtessZZa6fDSf+wcnERqduSM2ybv9+aW4bbgpesEdfI35d9TEZLSG+m30EiYeZ1XbLzPCE5l+u6ODg4jlOqxDmnwEODVJt2lVhyTnAZmWDNCa4cBcHlSakPv11iQe/it6wr7qJXbd/Ay+H0B2vvovIZLWH1l8Vfy91rGcKsjXDei6U7/lbWotetZDy9BXQ/qXrnkorbu8m6N0/9LWxbYvPV67exOeBHnGYBbbMjYNFrVs3w1mWAY/8mGnaARh2sUmD2k9BlNJzxaNk3MXqNK/1aXQ2A/doOhmY9YMsi+6rXBAZfHe1RiUgk+APNgpzwB8GFefD9o9DhGGg/rOzjznwUnDpUeSNSQxV6Q5cJdvFlgh3wluwOne8hJSl4JrisAj6VQ1eOguCKiIu3ZhSdj7fOryun2Xp9R91YewNgsIAnf791tE5Ot9c++SOs+sQer/68+kGwv4PmzIdCHwQX5sPCl23eqf/OfKzavw22/Ag7V1qX8mVT7IYGwKn3w8ArLEvrusWD2SHXWjXDqk9h60/W5GrPelg/C/Zl2nI/Z0+0daaluNYDYMlkKMy1MumktGiPSEQiIcFX8VKYF/5r/fiG3bwc/+Thj2veM/xjERG8XpecAg8er0t8NdfktY9kDnFBukNv35/HyHSrzktKqFgQrHLoytEn28pKqgd9z432KEIjo5Vts7dZELx8qmUGR94OC1+1oKi6/EHwhu9hw+zD38murO8fsfVb4xJjey5m3n54dAAUHLDn9ZpCu2Gw/jvwFFiQm5Bk+4Jlc+Piocdp9lWUpwBwFACXpfWRVhWS2shuJohIbPBPG/Hkh/c6nkK7gdx6AHQ+zBrlIhIxhb6M7cH8QjJSEss5+vD8SyTFxRVfJ3hfbgHZeYW0bmg33JJKNMYqGTD7qTt05ejTbSzzrxW8f4t1u/zwFlvfeOQdllXcsrj618hab3MmNy2wNWYveav65wTY9QtM963DvOXH0Jyzttow2wLgMx6BnmcGOhbn7rNuov4AuLJKLgEkxbUZaNthE1SJIBJL4n2/Uwtzw3udpe/ajeST/qmeGiI1hD9YPZDnqX4Q7Lo4DsQ5xbO7m7OsEW/rhjb1IrFkObRvWzIRrXLoytGfVixL9wfBW2HqrZC3D876PwuaWvaFHSts7deq8nqte26zHhYo/PwpbJhT/XG7rs11TUiG5r1gawiC9dpqxyrL3sclQt/zi6/Jm1I/cKNDQq/1QLj0HRhxa7RHIiKR5M8EF4YxE+z1woz/2VJzR5xW/vEiEhH+IDg7BPOCXdcywSW7Q2/Jss/erRpYEFxyiSR/JjiuxM0xlUNXjjLBscwfIH33iAWSY/4OLXrZa62OBNcDj/SDY26zpj+VzShmb7VysUYdoP9FMHcifPFXuGpa9e5qL37LuvGe/j/YtQbmP29lY7FWtrtlMTx/imWBW/S1Un2JHMeBridGexQiEmn+IPiXL2HbTzDoytBfY+VHdiP67Gdrd+8RqfEKCgrIzMwkNzfMlQ11RF5+AQBLVv5Mwa6Uap0rJyeHA04BnjyHnNx8li9fDsAPK/cBcGBHJssPbiUv5yD7DhYe2r92u//vymX16tWBseUcPHRMtKWkpNC2bVsSE2tuVWGMRQ1STEoDSEi1ALhZDxh+U2DfEafCmY9ZwPnJnTDnKTjtf9CtEh/6/fOBG3a0pkHH3QEf/Q5+/syW46mKwjz4/G5b1mfQ1fDT21CYA7t+rruNQfIPWCOWkmvufn63zeXufDz0OTsaIxMRiT3xviB4zv/ZzbBQB8GuC98+AI06Qu+zQntukRIyMzPJyMigY8eOOCq7L1/cRsBD89bt6NmlabVOlfz5TupnpFAvKYHE/Vn07GmfY6duWEF83C5GDOxDfJxD4/kHySrIPrT/QOpuYDNxcXF07doV2AhA4wb1Dx0TTa7rsmvXLjIzM+nUqVO0h1Mm3V6MZY4D6c3/n73zjpOqvPf/+0zdAuyy9CbYqMuyWBDjJVEJAjEqhiRESTQmMRpN7g2Xm8BNNKLXWO7PBGPUmESNJhLlRmOJBQuCBQuwuHSQ4kqv29uUM+f3xzPPmTNtZ2Zndnd253m/Xvua2TOnPHPmnOc83+fzLeL9yC+EG1l2pygBde2/YP5zIgbq2eug6WTy+9/5qijZMLhU/H/WtVByGrx1OwTaWWNt03KhMF/8SzE7PqRMLM9E/HI2Un8Y7p8ID54Dx3aElgd0OLBOxABf9feek6xNoVAosh3pFdVaBy018VO1tpc9b4vSa/+2IPc8nBSdTmtrK/369VMGcJJYY4LTRexKw6YR5Q49uE+emX06Mju0zKEV+Ys5s8QdWtM0+vXrl/XeBdlxthRdh69ZvA6dHPtzTRPq77ynwNsIa+5Pbr/1h6Hir6KGrHS7tjvh4lvg2Fah4AJ88CD8/hxoPJ7cfiuegEGloUyZ/c4UanZPTY71ykJoPgnVe2HtH0PLj+8Qv8fwc7qubQqFQpGLSCU44IOAX+TTyCTv/QZ6DxVhRApFJ6AM4OQJGcGZiAkOJsayaQRCNi4Ha1vMzNAQq0RSnJjgLEqM1R2uqew5W4quoSlofMYzgiUDxsCws8XsdCJ2roBHLhDxwP+2IPyz8VfCkEnw9q/hmfnwxi+FK/P2lxLvt7kaDm6AcZeFYortDqE090QjuOp9ERc2/TYY+1X49A2RqKzhiKjrCzD83K5to0KhUOQaMiZY0lyduX0f3SbK233hx9HHUSgUcamsrOTVV181/3/ppZe45557Mn4cqdg2evysXr2aDz74IK39aYA9ok7w4bpWMykWBLND66HPTSU4ws50OcSC+++/n7/+9a8xj/fII4/E/UzyxBNP8OMf/zjmZ3fddZf53uv18sUvfhG/P/0Jga5AGcG5zsh/E68DxiZet9egthVbXyu8+nN4eh70GQo3vBtyV5bYbPDlJVC3D3avFO/7joIdLyc+/t7VgAGnXxy+fHCZiGu2TqN1dwxDuI33HgpTfyTKTNUfgF8Pgt+MgZW3Q+EA4V6uUCgUis6jI43gfcEB9dhLM7dPhSKD1DX7+OFf13Oy0dPVTQkj0gi+/PLLWbx4ccaPY1WC0zWCDUOouTaLERwIGBypa2WIRQl2O2x4/SH3a4PYSrDTbsPv9/P4449z9dVXRx3P7/dz4403cs0117S7zVYj2OVyMX36dJYvX97u/XUlygjOdb61DG5em1xN2F4DofFo7M9O7oFHpwuX3ak3wQ9WwoDRsdc9/WLhXn3Th0IpHn8FfPYutNS2ffw9b4O7SJSmsTJkknBHq61K/B26CztfhQNr4cLF4MwXSvApX4DzfyyyYs99DL6bZpZthUKh6EQ8fp391c1d3Yz0sUcYwS0ZNIL3rxUTzsUjM7dPhSKDbDpYyxvbjrLtcGbCAJqamrj00kuZNGkSpaWlpkFVUVHBl770Jc4++2xmzpzJ4cOHAbjwwgtZtGgRU6ZMYfTo0bz33nt4vV5+9atfsXz5csrLy1m+fHmYmvnd736XH/3oR0ydOpXTTjuN1atX893vfZ8z5v4XV1/3Q7Mtb7zxBueffz5nnXUW3/jGN2hsbARg1KhR3HbbbZx11ln4gsbooWMneeSRR1i6dCnl5eW89957Yd/rnXfeoby8nPLyciZPnkxDQwMA9957LxMnTmTSpEkcPnoETYOampMcP3GSsrIyLv/mfLx6gGHF+Vx44YX89Kc/Zfnfl9Hc6jXPyY03/ggAwwgXf1x2G2+//TZnnXUWDofDPF8//elPOeecc/jd737HkiVLuO+++wBYt24dZWVllJeX87Of/YzS0lJzX4cOHWLWrFmceeaZ/PznPwdg8eLFtLS0UF5ezvz58wGYM2cOy5YtS+sa6CqUEZzr5BcLV+dk6DVIPOxf+S/hlmzl1f+CugNw9T9g1t2J3bjGXQYlwYxxYy8TcVW73oi/vmHAnlVw2hejE4UMmSRee4pLdECHlXdAvzOgXHQyFPaD770GM38N5/5AJMKKN8mgUCgUWcjC/9vItP9dhceffkKZLiWyXGB7lGC/B45ujV6+/2MYMUVNcCqylvoW4fqaqXxwK1asYOjQoWzcuJEtW7Ywa9YsfD4fP/nJT3j22WepqKjge9/7Hr/85S/Nbfx+P2vXruX+++/n9ttvx+VycccddzBv3jwqKyuZN29e1HFqamr48MMPWbp0KZdffjlfvupG/GdexDptNJWVlZw4cYI777yTt956iw0bNnDOOefw29/+1ty+f//+rF9fAZownRz5vbjxxhtZsGABlZWVTJs2Lex49913Hw899BCVlZW899575Ofn89prr/Hiiy/y8ccfs3HjRvr164+mwaq336awV282bdrEKWPFmFa6Q3u9Xr5/3bUYNrt5Th5++A8AeCISTzkdNtasWcPZZ58dttzr9bJ+/XoWLlwYtvy6667jj3/8I5WVldjt4RVIKisrWb58OZs3b2b58uXs37+fe+65h/z8fCorK03Dt7S0lHXr1iX4lbMTlXZQkTyFA8Truj/DoU/gB2+JB7WvBarWwLnfh9GXpL7fYWdDr8EiLrjsm7HXObFLuAN/cWH0ZwPHgc0pjOCeUE5i03KR+OobT6rMoAqFosfw1nbhSSTdCbstkUpwcwpVEyQVT8KKxbBwR6hKQ8NRUVrw3B+k3USFoj3c/q+tbDvUtsJ7rEEYXr9+ZRsPrXK1uS7A+KF9uO2yCXE/nzhxIgsXLmTRokV89atfZdq0aWzZsoUtW7YwY8YMAHRdZ8iQIeY2X/uaKAt59tlnU1VVlbANAJdddhmapjFx4kQGDRrEuNFnwMpjaP1GUlVVxYEDB9i2bRsXXHABIAzH888/P+yY1gzOTR4/bVUJvuCCC/jP//xP5s+fz9e+9jWGDx/OW2+9xXXXXUdBQQEANpsNv8+P19NKYVC5nXLhTF596yBDisTe582bR6XPhh4w2LJ1KzNmzMDX7ww49zoCEWGATruNw4cPR5VJijUpUFtbS0NDg/kdr776al5+ORSaOH36dIqKigAYP348n3/+OSNGjIjaj91ux+Vy0dDQQO/evds4I9mHGmErkqfXoND7g+th7yrh2rz/Y9A9oYzNqWKzifinjU8Lg9qZH72OVIkj44FBqM4Dx2ZvmaQTu0WMtKsg8bp+D6y6SyQqG39Fx7dNoVAoOglp+2a6olCnE+np1B536OM7wNDFc+vML4tl+z8WryOmptc+haIDyfQk1ujRo9mwYQOvvvoqt9xyC9OnT+fKK69kwoQJfPjhhzG3cbvFPWi325NOyiS3sdlsuN1uM9uy116A39+C3W5nxowZPP3003G3t373xgRG8OLFi7n00kt59dVXueCCC3j99dej1jEIOn0YBoHgvo81+gAYVizGwoWFhbgahfo8vrSMj9a8xzufHufax9dS1Cfc6HTZNfLz86NKExUWFrbR0tjI8wWJz7PH4yEvr62zkZ0oI1iRPHK2GqCgP6y+Vxi+e98Bm0PUGm4v4y6D9Y+JuN/IhCCtdbDmdyITct9RsbcfMklkpTaM7HIjazwOD0+F/qNF/LV0AQfY97FwqxlhyfC87jGo2w9XPJjS96g60cTgojzynPbEKysUCkVXEBw/6t3dCrbZxTMvEBwUtkcJrqkSr0c2hhvBdnd0QkmFopNoS7GV/OaNnfz+7d0s/so4LhozMOH6iTh06BAlJSV8+9vfpri4mEcffZTFixdz/PhxPvzwQ84//3x8Ph+ffvopEybEb1/v3r3NuNtksIZl+APwpalTufnmm9m9ezdnnHEGTU1NHDx4kNGjQ6FnViO42avTu3dv6utjK+d79uxh4sSJTJw4kXXr1rFjxw5mzJjBHXfcwfz58ykoKED367hcLtwuJ96gkfnOuk3YjQEUF4Ry9biC9X+PV9fy4YcfEig5XbRHDw8tcTlsjBs3jt27dyf8/sXFxfTu3ZuPP/6Y8847j2eeeSbhNgBOpxOfz4fTKdp38uRJ+vfvb/7fnVAxwYrksRrBX1oE+z+Cqvfg0AYYNAHcvdq/71H/BnnFsP1f0Z+987+ilNPse+NvP6Qcmk9A/aH2t6EjOLBO1JI8uQv+dKEw8gF0PzxzNTw+Ezb8TSxrrYf37oPTLhR/SeLTA8z+3XssX7c/s21XKBSKDCKNX6MnJPK3ukS3JyZYGsFWD6b9a4UXkCqNpMhi6luEUkmG5rI2b97MlClTKC8v5/bbb+eWW27B5XLx7LPPsmjRIsomn03Z1C8lzMJ80UUXsW3bNjMxViKsdXePtWoMGDCAJ554gquuuoqysjLOP/98duzYEbaNP0IJvuyyy3j++edjJsa6//77KS0tpaysDKfTyezZs5k1axaXX34555xzDuXl5ZysqUEDZs2ahcfjpaysjIM1zQzvVxhWZ9dlF+8f+8sTLFq0iJtvvhkA3e8LO6bTbmP27Nm8++67Cb8/wGOPPcb1119PeXk5TU1NpvtzW/zwhz+krKzMTIy1atUqLr20e2azV0qwInkKLUbwWdfAe78RBurRrTDuq+nt2+6E0bNg52ug+0LZqo9th4/+II437Oz42w8Ozpwf2QRFw0LLD30CgyZ2XWztwfWg2eGH78BzP4Cn5sKXbxe1jZtPQN9T4aUfQ/1BMTJsPgnTf5XSIfSAQYtPz7pyBQqFQmFFlgDp9kowiORYvibxPlV36IAOtfvE+yObxauvFQ5Xwnk3Zq6NCkUH0NAaTIyVISt45syZzJw5M2p5eXk57777Ltc8vpZ3Pz3O9dcLQ2v16tXmOv379zdjgktKSqISNH33u98FRN1byahRo9iyZQv/2hgSTc694EIALr744phJnuQxapq85rImj5/Ro0ezaVPsULzf//73MZcvXrzYLN30pf+3Ck2DwYMG4trTzKZNm5jz0Bp6uR1h33XPOtFfnDl2PO+++y4rtx/l+0+uJz8/PMzOabcxcuRI+vXrx65duzjzzDPDzhfAkiVLzPcTJkww23/PPfdwzjnnAOK8yXMHhMUK33vvvdx7b0iU+vvf/57Resyapo0A/goMQky1/MkwjN9pmlYCLAdGAVXANw3DqEnnWEoJViSPjGktHgnOPLjg34US3FIdytCcDuMug9ZaeOg8oY4aBrz2c6EwJzIMB5cCWniG6N1vCfV17Z/Sb1t7ObBOtG3QePj+G+I7vnkr/OM6cPUStZQnXQWr74Z37hVxwG0Z+zGQA8tWf0+QVxQKRU9F2r6BHmEEW+LfUlWC6w8KD6GCfkIRNgzx7NK9cIqKB1ZkN/WtQn3srNv43U+PAyFXZL8eYMHySjYdSFBWMwEey5ipNcmM9VYluMmTXCxyWxgGaIBmqRN8uK7FTIolke7QUr2W594WETUn17vnnnvMklJt8corr1BeXk5paSnvvfcet9xyS0rt93q9zJkzJ8xlPAP4gYWGYYwHpgI3a5o2HlgMrDQM40xgZfD/tFBKsCI1fvQh9B4s3p99Hby/VLgqDylPf98y6VX1HnjpJ0JF/exd+Mp9UNi/7W1dhSLudu87Iov1wQrYvVJ89snfYOqPOj9W2NsEByqg/Crxv7uXyPj84YOibWd9B/L6wJw/wMgLRHbsL9+e8mFkZ+jxdfOyIynS4tV5Y9sRLp80NMxtSKFQZDeB7p4dGsAus+JqqRvB0hV6SDnsWQnexlBSrOFTMtVChaJDqA8qwZ19G3v8OgUuBxsP1PL8JwepOtnE8zdd0O79Wd2hW73R46e/fVjFhWMGMqIkpLZKQ1XToNGT/pjLwMCmadht4nz69ADHGjwMLQ5PEOsKli/y6YGwdtgixj4uuzCCx4wZw5gxicufzps3L2bm6GRxuVxcc8017d4+FoZhHAYOB983aJq2HRgGXAFcGFztSWA1sCidYyVUgjVNG6Fp2ipN07ZpmrZV07T/CC5fomnaQU3TKoN/X7Fs89+apu3WNG2npmnRPg6K7sug8VBQIt67CkRscOEAEROcLq4CmHUvzLxLqKEVTwhX5rOvS277oZNh3wfwyn/Cp6+LJFTl34Zj24SbWWez+VnhLlf69dAyTYMv/ASueQFK54aWnfUdmP+P8MRZSSKfQ62+3FKCV+44yn88U8m+6uaubopCoUiBnuEOHYzb7TVQhLGk8p2kETw0OHncWieM4JLToNeAjDZTocg0MibY6KT72BmMh5VjnB1HRPKrUf1Sz3hsxZoYqyVCRGj16dz64lZe2hieZ0Yqwb3cDpq96SvBgQCggV3T0AMGR+paMQwYWhyuBMtzIA13OQEROf/vtPcsB19N00YBk4GPgUFBAxngCMJdOi2SUYKlLL1B07TeQIWmaW8GP1tqGMZ9EQ0eD3wLmAAMBd7SNG20YRi5JVPlClOuh3O+L8ocZYKpwXioid+EFYvgC/+efDzv9F/BmFnCGC4eKXqHlhrY/A/4ZJlY3lkYhsh2PXB8h7u3yRlBT5LuPD0FOSMqXxUKRfegJwjBZmKsPkOh8Sj4moVHUjJUfyaySw8cL/5vqRVG8Blf7pi2KhQZJBQT3Dk47TZ8um6OcWQd48FF0SV53t91ggK3nbNO6Ztwv1Z36EgjWLpeR3qt6Lr4vyjfyYGaFgIBA1ukT3KKaGimN9uh2hYAhhRFKMFBN+dQm2MrwQ57t/CKc2iatt7y/58Mw4iKW9Q0rRfwHPBTwzDqrR5/hmEYmqalfQkmtFwMwzhsGMaG4PsGQMrS8bgCeMYwDI9hGJ8BuwHl39OTyZQBbKXXAPj646GZ8mQoGgYTrhRllOTNkt9XJO3a/A+ReKSzOLhBxHid870Od8OWk7G5pgTL790TRCWFIpfoEe7QUgnuExwOpeISXVMFRSNETDAIT6Wm4zBCDZUU2U9nxwRLA1COcTYfrAPAFyMPyrcf+5ivPdx2FmlJmDt0xPhJj5PET/5flC+StzalqQYbhoGmgT1oSB+oEUZwlDt0RExwvC7U3j1Cw/yGYZxj+YtlADsRBvAywzD+GVx8VNO0IcHPhwDH0m1IStZLhCwN8GNN0zZpmva4pmly2mUYYK3VcoC2jWaFomMpny8Sbn36Wscdo+GoqPHrCdaoW/84OAuhrP2xFkkjY4JzTAmWD4GeMJ5WKHKJnpEYK9IITqFWcE2VmKzNC5Yj2fWGeB2hkmIpsptAwKDRTAjVWe7QUgXVCQQM0x3am6YXmHXM1BqhBMsybpHjCz0gPuiTFzSC04wLNhDJraSYHDKCIxJjBc+B9HwzE2NFWHHdwwZuG01Ivo8B2w3D+K3lo5eAa4PvrwVeTPdYSRvBkbI08AfgdKAcEcD8m1QOrGnaDzVNW69p2nq/P32/eoUiLqddKAYqnyzrmP1vfhYePk/EIv/hAti5ArY8B2XfFImvOhgzO3TOKcFBd6WeMKBWKHIIvSfMXMnEWH2GitdUyiTVVIn8D/nF4v9db4K7DwwYm9EmKhSZpsnr73QvLGkAtvpE0iiphnrSHPN4/QHynXZsmki0aUUqvlHu0MFDSiW4Mc0M0SI7tGa6VB+sbaYo30mBKzwMMFoJDiboItzq7QldK3AB8B3g4oi8U/cAMzRN2wV8Ofh/WiQVbBlLljYM46jl8z8DsojUQWCEZfPhwWVhBOXvPwEUFhb2jJ9NkZ3Y7DDpWyKTdf2h0KAlE+xeCc99H4afK+o7rrwDng6qv+d+P3PHaQN58+SaEtyjyq0oFDlEj7hnpRJcNFy8JusO3VonDOa+oyAvaAT7muHUL3ZMaJFCkUFkZmjovJhgMx7Wp7O/JpQIM90xj8cfwO20CSM4XkxwRF/ll0pwvjCf0k2OFQi6Q8vY3gM1LVGu0GAxgqUSHFweGY7cE/pWwzDeB+Jp2tMzeaxkskPHlKWlX3aQK4EtwfcvAd/SNM2tadqpwJnA2sw1WaFoB+XzhX/LpuWZ22dAh1cWQr8z4NqXYeLX4UdrRKKwyd+BwRMzd6w2MHJUCZadfQ/o8xWKnKJHqBUOS2IsSN4Ilpmh+44S6q+k5LRMtSzr+XjvSfYcb+zqZnQLHnx7F4+9/1lXN8OkIRgPDJl99jY1NXHppZcyadIkSktLWb58OaNGjeLnP/85n3+2B4C9+w6w65C4z+w2Da8eoL6+nlNPPRWfz9fW7mPi8QVwO2zkOe1RRnDA9DQL30Yax9IdOm0lGOHCbLcawTESfkW7Q8tSTeG2Ymdl7O4pJDPtGE+W/l9N0zZrmrYJuAhYAGAYxlbg/4BtwArgZpUZWtHl9DsdTjlfuERnqpPYvxZqPoML/xucwU7L3Ru++lu44sHMHCMJZCedbLH3noL8FVWfr1B0L3qGO3TQCO49WLwm6w5tNYKtlQ/6jspQw7Kff3/mEx5etaerm9EteHPbUVbvTDv/T8aobwkZfZlUHVesWMHQoUPZuHEjW7ZsYdasWQAUFRUxfuxoAP7wxz9zvFkcs787gMcX4JlnnuFrX/saTqcz5WN69QBuh508pz0qJjieEiyXm4mx0o0JNgA0M5b3UG1sJTgUFx0eExwZA9wTutbOJKE7dBuy9KttbPNr4NdptEuhyDzl8+GlH8OBdZnJwrnjZREXduYl6e8rDYygOZhufEx3I6BighWKbkmPuGcdwZhgV2+R4CrZxFjVQVUv0ugtHpmxpmUzLV6do/UeVdouSXy60bn3y2uL4cjmuB83NI4ELgXAWH0vbNideJ+DJ8LstsM3J06cyMKFC1m0aBFf/epXmTZtGgBXXXUV61eI0rA7d+9lf00zffM0Gk4exTt8AH/5y1/485//nNx3i8Dj1y2Zp5MskSSN4AJpBKeb08jAZskO7Q8YDCmOVoLdcWOCw+kRfWsnogJsHORLAAAgAElEQVRQFLnDhDngLIAPHwJvU3r7OrIFNj4tkm51QvKrtpB9Xq7GBKsuX6HoXgR6gv0jlWBnnih1lIo7dH5JKDO0pG9uGMEHgjGdkaVnFLHRA0ZW3S/1utt8n8lfcPTo0WzYsIGJEydyyy23cMcddwDC3VeqoJrDzf7qZk4fVIynpYmjJ6rRdZ3S0lIgdQ8T6Q6d77RHJcaSxmRUiaQMu0MHDMJiggGGFrURExyhBEfWCVZKcGoklRhLoegRuHvDWdfCx38Q/3/zyfbtZ8/bsPwasb8Z/5O59rUT0wjOMSVYZYdWKLonPcIAkjHBjnxh1KbiDh3L9bnvqZlqWVazr1oYwSp2MTn8gUDnPuMSKLYNH1bBi1vFP1/6OZRnpgLqoUOHKCkp4dvf/jbFxcU8+uijACxfvhxX/4sAOO3M0RyoaeHcUX05NnggO3bt4b+vu87chzdG3eC28OoBXA4bDpsWIyZYvEaeetMIzlBiLMMwwrJDQ3SNYAi5Q0sPClMJjpCC1X2VGkoJVuQWs+4WtXv3rm5fMOmuN2HZN8Ss/Q/egoFdX9JCukPnWkxw6CGlOn2FojvRIyauCvtDfl8R11tQkrw7tCyPFEl+34w2L1uRRnA2qZvZjD9gZFXei/qWjkmMtXnzZqZMmUJ5eTm33347t9xyCwA1NTV89MH7AHzliq9xuK6FESUFjBoxDN3QuOqqq8x9pGoEWxNjRSYWlcZupLrsD/7fyy2V4PTrBGtaeJbnIbESY0UqwcHlkUpwj8i30IkoJViRW2gajDhPZImu/Tz1ZCRbXxBubNe91uVu0BLZ5/l0Az1gmLElPZ2QEtzFDVEoFCkRGWfXLTnvR1D6dfG+oB8c25F4G90Pdfuh9GuhZZfcCQcroiWdHoppBGeTZZfF+Ds7JjgBDWElkjLXrpkzZzJz5syo5T/72c+oe+1zVmw9QoORT8CAEX0LeO+Tk/QpLqG4uNhcN9WQMI8eoNjlxO2wcbzBE/ZZvJwj0ovFadcodNnTjgkWdYJD2aE1DQbHMIIdNpE8y5sgO3RP6Fo7E2UEK3KPoeXi9VBl8kawYUDAD41HoWhE1hjAEK6Eevx6VJH1nko8dyWFQpHd9IiBmqsAXME43vwkleD6A+I5Yn3ufOEnHdK8bGV/dQugjOBk0QPZZQTXd1CJpLaQE/u7g2W1nn/qUTYehYGlXwhbz5OyEqzj6u0m3xVdIiludmjdMNtU6HZkwAg20LSQO/TA3m7T9dmKpmm47DbTCJZ9qEqMlR7KHVqRewwqBZsTDlcmt37dQXjmarjnFDi6FXoN6tj2pYi1z8ulWsHya6tOX6HoXvQ4l72CvuBrAr+n7fWs5ZFylP2mEtzFDekmiJjgrm5FiPpWP067ML06+tFbVVVF//79TcV519EGAP73tkV865tfR8cetr43xYzjXn/QHdoRnRgrlB06fBvpDi2N4LTrBEckxhoSIymWxGW3RSfGirDiVHhYaigjWJF7ONwwYIwwaNsiEIB1j8JD58HOV8HXDA2HoNfAzmlnklj7vFzKEK0SYykU3ZMed88W9BOviTJEm0ZwbiTBisQwDOUOnSIiJjh7zlV9i8+skdtZv6E0SOtb/dhtGkOK8nA7bHgjxjupJgf1+EWd4HxXdJ3geNmh5XKHzUah206zNwMxwWhI8XdojPJIEpfDFqNEknKHTgdlBCtykwFj247hOrEL/jIbXlkIw86Ca14MfZZtRrAlLieXlGDzAaw6fYWiW9HjDKD8EvGayCW6+jPhhdRnaMe3KQs52eQ13U7VYD05dN3IqnPV0OqnT9AI7qxmWb//0OI8HHYbboctyv05VSXY4xfZoWMlxpLHjOyrQkowFLpSU4Lrmn18sPtE2DLhDh1SgmOVR5JYjeBQYqzwdXpc39rBKCNYkZsMHAt1+8DTGP3ZoUr483Q4vgOueFgYwCP/DbSg600Wu0PnlhIsXrNpgKBQKBLT89yhg0ZwojJJNVVQfArY7G2v10ORKjAot81k8XV2iaQE1Lf6zBq5nWUFW6+V4cUFAKYRbP0s5RJJft2sE+zVA/gtRnTIHTpCCTaNYBu9UowJ/sFf13H1ox+HGc4GwpA13aFjlEeSOO02s0SS+b1VYqy0UEawIjcZECxtdGJn+PJjO+BvV4rEVze8C5Pni07G7oA+wXp4WaYEWx+QuaUEy1fV6ysU3Yked8um4g6t4oEpLnD2vImQDkIPGFl1rhpa/aY7dCazQ7eF9euPKBFGoiwZ5NPDE4OmgicYE5zvEvtqtRjRoezQ4duYSrCWemKsHYdFTLP19wzIxFhBY3ZYIndoPSImWNUJTgtlBCtykwHjxGukS/T7S8HQ4dqXRC1gK/L/wuwygq1dnseXQ0owKiZYoeiOZNOgPiMk6w5d81nsGsE5gjSCTykpUP12kmRjnWDTHTqD7XrggQcYN24c8+fPj/rMeq2M6CuVYOFNYTV8rUrw7K98hdra2rjHMwzDNILznGJf1rjgxx7/CwCvrVhBeXk5r776KgB6MFOW3a5R6LanVCdYfgureCtLJBW4RBtGlBTE3d6aGCsUExxOjyg/14nkRi0VhSKSvqPA7obj28OXV++FwWVQclr0NsWniNcsdoduTdEdqDujQoIViu6DVaGITDbT7UnGHbqlBlrrcloJ3lfdzMDebvKdduW2mQR60ADOlgkDj1/H4w9QlC9Mh0y26uGHH+att95i+PDhUZ+FK8HCSJRKsNXwtb5/4aV/mYZyLKSC7HbaTSPYmiFanvIZl1zCw0/+t7lcekw7bBqFLgfN3uSVYPk7GpZhmgGgwbQz+/PEdecyYWhR3O2dDhveYLtDSrByh04HpQQrchO7A/qfCccj3KFrP4fikbG3KTkNNFvWuUMbYe7QuaMEyxlP5f6jUGQ/1sFZj7tnHW7I7ysSX8VDlUdiX3UzI0oKsGlaz7sG2oFPD7T5zPYHwlW/rqahVRh8MiY4U8268cYb2bt3L7Nnz2bp0qVUV1czZ84cysrKmDp1KnX19ea67614ARAxwQB7qvZRVVXFmDFj+N2DD5nrjRk7nhMnRBKqp556iilTplBeXs4NN9yAruumgrzi1Ze57ZfCyLX+FkZQY430WpFKsC3oDt3s1ZNWX0N5TKydocjw7LDbuHBM22NLtz2UEdtUglVirLRQRrAid4nMEO1rgcaj0W7QkinXwzUviXjhLCLMHTqXlODga2QdP4VCkX34wpLOdGFDOoozZohSerov9ufKCGZ/dQunlBRgs/VAl/h28N//3MwNf6uI+7keCFf9uhppBGc6JviRRx5h6NChrFq1igULFnDbbbcxefJkNm3axF133cXWrdvMdfvYxf0VqQTv2rWLL1385dBONfH59u3bWb58OWvWrKGyshK73c6yZcvMsdLpo07h90t/A2BmLhffTbBy5dt873vfo6amBgj9Jg6bRi+3UMSbklSD5fmyesIYGFFxvfGwZoc2v2aUEpwlF0s3QblDK3KXgWNhy7MiQ7S7F9TuF8vjKcF5RXDqtM5rX5IEupES3NDqY8Zv3+X+b5Uz9bR+ae3LdC3KRMMUCkWH4o9IBtPjmHAlbP4/+OwdOOPL0Z9LlThHjWCvP8DhuhZGlBRwotGj3DaBI3WtrP+8Gr8ewGGP1qTkPdOZ98u9a+9lR3Xs8pH19X2B6fxzzzLgbJ7c8lfeqtmbcJ9jS8ayaMqipNvw/vvv89xzzwFw8cUX4/trJRpgJ0CBJgxO6ersDZ6jkSNHMnzkqfDJFrGTYAb2lStXUlFRwbnnngtAS0sLAwcONI3JKWefZYkJtsQUX3opb76wmy9eeCFDdtWxcOFCHn/88VBiLLtQggGaPDq9ZcbsNoilBAeMaDU3Hi6HjbqW8GsiKiZY3VcpoZRgRe4SmSG69nPxGk8J7gJue3ELT6/d1+Y64SWSsltiOdbg4Uh9K9sO1SdeOQExXYsUCkVWous93Ag+/WJw94GtL8T+vKYKCvqDu3enNitbOFTbQsCAEX3zlTt0ED1g0OoLsPdEU8zP/XrsDMVdhd8vDD2Hw9u5Bw5aiSPsdRjBgFq3qQSLk1NYWBiukgaVYMMwuPbaa6msrKSyspKdO3eyZMkSc6yU73aY2aGtSnCfPsXB7eH6669n7dq1QEgJFtmhhfGctBIsxyzWmGDDQIsyZWPjtGuhOsFxY4Kz5GLpJiglWJG7yAzRR7bAsLND7mrxlOAu4JXNR6ht8XHVlFPirhNmBGe5EiyV6tqWOC6DKSAHUWowpVBkP76A1R26B96zzjwYMxt2vAxfXQr2CGUo18sj1YQyQ9u07DHsuhJ5H2w5WMfoQdGTI10RE9yWYvvq5sPctGkDv/jCT5m/7WO+Pf47XHP+qIy3Ydq0aSxbtoxbb72V1atX43S5mHJ6P76SX8PLL28AYF+VUKDjlkgKKsHTp0/niiuuYMGCBQwcOJDq6moaGhrwukUyO7cjdmKsE9UiyV3AgOeff57S0lIg5MpsDybGApIukxSrooVBKkqw3SyRJO8fW4SUqYZDqaGUYEXuUnIaFI2A7f8S/9d+LjJGZ0n2Z8MwqGvxJhwsWDvUbFeCpbtRXXP6M8lmTLDq9BWKDsEwDJav20djCrUw4+EPU4LT3l12MuFKkQX6s3eiP6upyunySPtkeaR+IjGWUqxCBtXmg3WxP8+6mGAxeV3UASWSrCxZsoSKigrKyspYvHgxZ5w5GpumMXfuXKqrq5kwYQL/evF5ANMoBGIqwePHj+fOO+/kkksuoaysjBkzZnD48GHTYHbZbeTHKJH05JN/BeD9NR+watUqli5dCoQ8Wuy2kDt0sv2j7Pesk4CyRFIyxC6RFKEE99jOtWNQRrAid7HZYOI3YM/b0Hgcaj6H4hHRU2tdRLNXx6cbKQ0Wsj0mWD546jKgBJsxwarPVyg6hP3VLSx6bjNvbTua9r6sibF67EDNdIl+Pny57oO6AzmtBB+sacFh0xjUOw+bTeuZ3gApIs/B1oOxw4NC7tDZca7qWyKzQ2euXVVVVfTv3x+AkpISXnjhBTZt2sRHH31EXn4Bmgb5+fm88cYbbN26lV8FMzqX9B/IqFGj2LJlS5gRvHL1O+b+5s2bR2VlJZs2baKiooKpU6eagoHbaSPfFW0E3/yTnwAw9fypvPTSSwwZMgSwKMGaJTFWkrWCjXhjliSlYJdDCzP6Y22qbqvUyI7RvkLRVZR9Ewwdtv4TavdllSu0dBlO9KDpTjHBnqASnAl3aNnZZ8sAQaHoabQGJ60iM5K2B72nJ8YCUSppzFdg+8vhWaLr9ovnTA4bwa2+APlOOzabhk1Tk5dgMYIP1cWcGOqKxFht0dDqQ9OgV17m6wS3hWEY2CNSKMvEWFYXaOv4J9Eki+zT3A47ecF9WWOCY6m28n+bBjabJSY4aXfo4D7a+XuGKcEBWSJJxQSngzKCFbnNwHEweCJsWi7cobMoKVZt0GU4UQmg7pQd2owJbs5ETLB4VZ2+QtExSPXWnwF5wW+NCe7J9+yEOdBaC3stLtGqPBL+QAC7XQzYlTu0QBpYTV6dqpPRybH0QHj8Z1dT3+qnl9thlvTprJ8wYEQngOodNMStXmXWyTpfgjpspju0I6QEhxnB5gRE+Hb+QMggL0y1RFIcwzpZrCWS5B4iyyupHCmpoYxghWLiN+FghYjlKo6fgKqzkZ17osGC9dOsN4KDD576DCbGUigUHYN0x9QzUIzbmsCmx7pDQ2yXaLM8Uu7GBPsDBg6bMoKt6AGDU0oKANgSo2KCvGey5VlX3+qjT57TjEPtrFYFjOhaugP7uAE4XNdqLvOmoARLrzS3w2Zmmm61JMaS20f2VYFYRnCKORPa+3u6HDbTuFclkjKDMoIViolfx+xKssgduq5ZGsFtr2ftULPdHbo1g+7QocRYqtdXKDoCqd5aDdh27ysXEmNByCV6x7/AH0wAWFMFdhf0HtKlTetKdN3AEcy3YbNpPfsaaAM9YHCotkW8NwzGDu6Ny25jS4zkWHocNbKrqG/xCwXWVII7p2Gilm60O3T/Xm4O14aMYKtrdKI+S8bWuhw2NE0j32mn1R/trRI5vhCTOeI6Lggm1GpMMiY4ct+p4rTb8AcMAgHDVJWVO3R6KCNYoegzFE6dJt5nkzt0kjHB1gdktivBsoRTXYsv7Qeo6a6U3Xa/QtFt8ZlKcIbdobNlVN9RTLgSWutCWaJrqsQEa5YkXewKfIGAqaCJEkk9/BqIw2/f3MkX7nmbw3UtBAIGbqedsUN6xzSCszEmuE++00zG1FnNMmIowQBDi/M4VNdi/m9NGuVP5A5tUYIB8py2sBJJcnwRaUvLmGAIxgW77Ckrwe0ds7hkbWQ9YI6flBKcHrnbIysUVs69HgoHQL8zu7olJrXNyblDW52Ssl4JDrZPDxhpl11RibEUio5FqreZiQnOgcRYktMvCneJztEawfWtoclOPWDgUDHBvL3jOADVTV7TRXzC0CK2HKyLmhiWhly2TBrVt/rpk+cw43ONTnKIFoZntBU8pCiPIxZ36Oomb9g2beHRQ4mxAPKd9rCYYKnWRv4m4joOmU4FbkfqRnAaibFAjPPi7SFX76v2ooxghQJg/OXwX7sgr09Xt8SktiWYGCuhO3TofbYrwdb2pZscSz6AVZevUHQMvoAchGciJthSIqmnD9Qcbhh7Kex4WbhE52CN4MN1LZQteYNH3xPx0NaYYE3LXQ8eadg6bDbTuJs4rIj6Vj8HalrC183COsEiJliQyXY98MADjBs3jvnz50d9FjAMbDGk4CFF+WZMsF8PsOlAHWXDiwBY/ItfUltbG/d40itNqqt5rnAjeH3FBvN1/fr15nJ/wKCluYkzzjiDMWPGoPk9NHlTG3e12wgOttWnB+LuI1vix7sLyghWKCRJ1mrrLOqSVIKlkWzTuoES7Au1L91awfK0qE5foegYMqoE50pMsES6RG/9J3jqc04JlsbJy5sPA8JIMWOCc1gJlgqlwy5qJdttUDpMTL5HukTrWeYO3eLVyXfZQ+7QGdz3ww8/zJtvvsmyZcuiPjNiZIcGoQQ3evzUt/rYfriBZq/OlFNLAFhyxx0UFxfHPZ5ZJzhoWOY77KZhDDB4sIjfL+zVO2y7k9XVtLY0s3XrVlasWMGxQ/tpbE1tLNPu7NBBJdjrD2TNxEh3RxnBCkWWIpXSRJ2dNALznfYwIzMbsSrB6RvB2ZU0RKHoafgy6I5p3Ue2uHd2KKddBO4ieP9+8X+OGcFywO6zhMDImGB7DhvB0rvCrmnohoHdZuOMgb0A+CyiTFJkJuCuJhCs12tmh85Qs2688Ub27t3L7NmzWbp0KdXV1cyZM4eysjKmTp1KS6sHmwZLlizhvvvuM7f77a9/BcD6bXuYc/1CAP72G7Hse9+/nhMnTgDw1FNPMWXKFMrLy7nhhhvQdd3MJP2LxT9n0qRJeFubwpTgAQMHiTcRxnfV5/sozM/H7XZz6qmnku/QOHyiJqXv297uz4wJ9gfUuCdDKCNYochSki2RJDvDfFf4TGY2YlWq03WHDphKcFq7USgUcZCD8Exkhw5zh86FEZzDJVyij28X/+eYESzjf621pp0yJtiWu5OX0iPCQJbbCU0Y6BH3WbZlhw4YIhFTSAnOTMMeeeQRhg4dyqpVq1iwYAG33XYbkydPZtOmTdx1110cPXY0phJsaxHuzscbfdS7+9Mv38ZLf/+L+FATsb7bt29n+fLlrFmzhsrKSux2O8uWLRNxtX4fU887j40bNzKoX9/wxFjmwCL8uE3NLTiDccQAhS47DS1eUiET7tCdFY/d03F0dQMUCkVsapOuEyw+z3Pas94d2uPTcdltePWAGfPcXgKmEqweBgpFR5CoTrBPD/DTZyr58cVnMG5I2/kUwhNjZa6NWc2EObDx7+J9jhnB8pKRv7tfDynBmqblbBiLnFAKGIZZbkeel8iwg1BMcOedqyN33YVn+46Yn+lDrqThzTfZ9+x9MOwb1Cz/B58/tj3hPt3jxjL4F79Iug3vv/8+zz33HAAXX3wx+j+fxO+PnjTXWoT7+LFGH4WnlPKF0YPNcykzsa9cuZKKigrOPfdcAFpaWhg4cCC2vudg6F7mzp0LiPHTyRiJtYwI49tAw25ZZDf8pFghqd2TgE5rYqzcvH0yjlKCewj3vb6T5z850NXNUGSQuuZgYqxEdq1Ugp327E+M5dfNIvdpu0PLV/U0UCg6BFnWKF5M8NH6Vl7ZfJj1nyd2B7Tuo711Mrsd0iW6cCC4Cru6NZ2KNCKk26k/YI0JzqGJkAjkhJJhiHqvNk1D0zRsWnSYgN80mDu9mXGxEdJGO61Zmg2bpuFwOAhYBkSeumPYNNhypAUK+nLOyL6mtwE2odYahsG1115LZWUllZWV7Ny5kyVLloiawrofuz2YHTrCk06PoQQbhoHXXYyme8xlrY11+Akpw8nQ3v7PWiIpJ7xpOgGlBPcQHly1G4ArJw/v4pYoMkWySrDsC7uDEtzqC1Bc4ORYg8dM/NVeVEywQtGxJKoTbLoPJjGos9btzJmJK4cLzr8Zmk90dUs6HTmBYo0rl0qWXdNyIy48BlbD1h90h4ZgtujIEkmBzo8JblOxve11+kybycjZ/wG3vEbR17/OyOmZLys5bdo0li1bxq233srq1aux2e3kuVyMGjWKl19+GYANGzZQtXcPkwscvF9VD8DZI/uGlOCgO/T06dO54oorWLBgAQMHDqS6upqGhgahpuqhMUi+0xYWExyygUNa4Yd7T3IiUEDelhfweC7n0KFD1J08RsHQ1PTE9v6cbmtirPbtQhGBUoIViizE49dpDg4wk3WH7mgl+Ia/rWfVjmNp7aPVp5PnsFOc70y/RJLKDq1QdCh+vW0lWPZRydyBYTU4c8kAunARfOX/dXUrOh35G1tjgq3u0J1l2BmGwV/WfEZDihl8Owp5L+kBw0yMBcJ7N/K+MF1yDbjntR1UJOFx0ZEYhoGm0SHZoa0sWbKEiooKysrKWLx4MX379sVmg7lz51JdXc2ECRN48MEHGT16NAMKnTR5A+D3MHZwb3OiRbpDjx8/njvvvJNLLrmEsrIyZsyYweHDh4WHgh5yf86LqBO8ZetWAFo9Hi699FJmzpzJH9/ZS/9eLq6aeirjx49n1qxZXHrJxTR79ZSU2fb2f84kSiQpUkMZwQpFFmJ1FU62TnCey44/YIQpLpnCMAxe33qUVTvTM4I9/gBup42ifGfa7tABpQQrFB1KKJ4zdp8iB43JDACbPbFcDRU9Fb9pBIdigmWdYJumdVpM494TTdz+r22s2nm8cw6YAKu6G4hQgv16pBIc+v+Rd/Yw9w8fdFo7Y2EgnINlkqpM/oZVVVX0798fgJKSEl544QU2bdrERx99hM3uRNM08vPzeeONN9i6dSuPP/4427dv59RBoi7wBWOH4rCH4qvvuPPX5v7mzZtHZWUlmzZtoqKigqlTp+Lx64wfM8Y8fr7THpYYa/SYcQCMHDmKo0ePsvQv/+CdT49z3QWnctstv2DPnj3s3LmT8glivSavP+nv2u7EWKpEUsZRRrBCkYVYXYUTKZ2yQ813hpImZBr5LD5U25LWfkwluMCZgcRY8lU9DRSKjsCXoE5wSwpKcKNHDBJdDpsawOUAZkxwmBJsjQnunIvArHWdYHK4usnL7f/aasYwdxTynjKM8HNit0Wr45FGcVdjGGCzaWaU7O7jjdz92vYO98YyDANbdHJoAIYU5QNw9khRH9gZPJ+Jzp2ckJe4g+FkoTCr8FCQP767h0KXnW+fNzJsPwVu4XbdlEJ2rHSzQ3st7VSkhzKCewDqZuh5yHhgp11LrAQHX/OdojOO5RLd6tOZ/pvVfLC7fbFpstM+WNvaru2t7chz2inKd1HXkvzMaSzUZa9QdCz+BHWCTXfoJO7FZq+ffKcdpy1340G7M60+PSWX4lB5LXkNBcykRfZOvAbkceJN5Eg+2HOCv6ypYvexxs5oltkeuxY6J/6ILJjxsrJ3FQHDCCuR9K+Nh/jjO3s5Up/euCCZ48YqkQQwpCgPgHNG9gXAbpeZtts+d15/wFRWIfQ7yL4sVJ7KYH91My9vOsxVU06hqMAZtp9ebpFaKSUluJ0/qzUxlupBM4MygnsAiTr3rqS22cuLlQe7uhndDqkE9y1wJZ41lNmhXcIIjqUEn2j0sOd4E7uPt+8BL9twuC5dJdjiDt2cnhIcOWOrUOQqesDokJhHX4KYYNMdOol7sNGjU+h2YLNpvLHtCM+s3Ze5hio6nDkPrWHikjeSXt8azwqxSiRlvIkxMcNmEoyT5LXeWc8TeTxph8WaGIh133Wl6GEAaOL3s9LRExp6IL4RfNHYgVxaNoRzRwklWLrcJ6ptHqkES6XZVIAt44vH3v8Mmwbfn3Zq1H4KXUEj2JO8ESz3va6qOultINwdWo17MoMygnsAHe2+kw4/efoT/uOZSvadbO7qpnQrpBJcUuhKqATLzjCvDSW4JQXFJhZyu9pmH80pzHhG4vELJVi4Q2emRFIWzwEpFJ3C02v38cX/XZXxfAA+mcQnzoCyJYW+oNnrp9Btx6Zp7K9u4dH3P8tIGxWdw44jDSmtH6vmbSgmuPOMTXmcRGKBz9+5k6ohI1gMwx2xjOAY9126CSXTwiCmMdrRp8yIc1yA0wf04qGrzzJFAJkYK5Fh7vUHcDtCpY1swWtTbia/U3WTl2fW7eOK8mGm67WVwqAS3JiCESwnMv7j6U+S3gYilGA17skIygjuAWRzWZx91cL4VYlQUqM2qJL2LXAlnPmVH0t36FjXQyqKTSys2x1KwyXa4wvgdtgoznfS7NXTmsAJKCVYoQBgz/FGapp9aU8sRRLKDh37Pk02gz2ImLkCl8NUA1NRThTdj1iZjh12GRPcedmhrW6tbeE1leAObxIQMnCtSnCsiRJevV4AACAASURBVINIDtSk542VDtIdGkIu0XJ5Rx83XkxwJHK9RBOCHr8e5g6tRSrB5nUjPNgunzQ05n5Md+gUYoJl0xpS7APDleCUNlXEQRnBPYBsVoJ9wbY5ku3BFIDIDm3ToE++I4kSSYK2YoJTid2LhbXDTSc5VmtQCZZxNelkiDYiZmwVqTH3Dx9w498quroZigxQ3SQmzWrTDDGIJGFiLF/y/UqTx0+voBIMqSkniu5H5DXj0wMRSnDntMNUghO4x8pxVFcpwbHcoWPFBB+s7TqvOoOQsWgd0XX0bxkwQkptIjRNw2mPnlCIJNodOnZMsEQqzZGEEmOlnh061ZKW1hJJHVegKrdQRnAPwOPvuNqw6SLd6eJ4sijiUNvsoyjficNmS9oduq2Y4Mwqwe0zgvWAgU83cDtETDBAXRoZomWbVGK49lHxeQ0rth7p6mYoMoA0gqubMqwEB9pOjJVKduhmr58Cl8NUapo8fnXv9mAiDTjdUifYdD3tBEtYqm6Jnn1mTHCKbfrBk+tZ9vHnKbfLNIKD90MsIzhWXOuJxsxOdKWCYRjI3NDWuOBMxAQ/8MADjBs3jvnz50d9FgjWJ04Wu01j+T+epba2Nu46wh06fkzwp7t2ha0vJ3CqqqrIz8+nvLyc8vJy/udXvwRSL5Hk1wMJ45YjCVOCs1f76lY4uroBivTJZiXYbz5Yurgh3YzaFh/FBS60JGKnzDrBScQEtxfD8vsdqmufO7QcUDvtNooLXEBmlGDlFiSo+Lyae1/byVM/OM+MHVLkBicbpRGc2QGy31LjNRapuEM3evwM71tgGkIBQ0zYyX5L0T0IBIykVDnrNRMIGPgDhhmvKVW3gGFgo2NnyONlh5bL7WYipfa5Q7+36zgD+7hTbpdXDz9+rJjgWMZlVyfGssVQgjPRpocffpi33nqL4cOHRx+3jZjg6HUNHDYbV8z5GsXFxXHX8/gD4c/JiPCq4r4lcDwUB++0uE6ffvrpVFZWAqJfK73t9dQSYwUMWtsxbpfZ1b3+AIZSgjOCGin1ALI5Jlg+CFXcZmrUNnvpk+/ElkQWTfkAymsjJjiVwWosMqEEy4kQm6aZSnA6ST7kQ0BdWoIP95xkbVV12vWXFd2PjnaHjqsEp+AO3ezVKXDZwwazyiW6++FNMvma1ehs9evhSrCpumW8eVHI52PkNXzTsgpueWGz+b+3HWOVVp8eVls2FfwR7tA2LbmY4K583BkWf2jrfZzu73jjjTeyd+9eZs+ezdKlS6murmbOnDmUlZUxdepU/IEANg2WLFnCfffdZ25XWlpKVVUVVVVVjBkzhmuuuYbS0lJsGDz+lyc4cUKUhHzqqaeYMmUK5eXl3HDDDei6yEfy50ceZuHChUyaNIl9n38e9l2KIgxohz22EV4QHHc1plQnOHVXaBDqu8tuw6sbavI/QygjuAeQze7Q8oGpEmOlRn2Lj+J8J3Zb4gQiycQEpzJYjUVGjGAjlAikOANGcCBJN7dcQbrJKa+L3MIwjJA7dIaNYOm9ES8xVioeJo0ef7BEUmiZSo7V/Uh20t1qwLV49bCYYM2iBHc0ehwj+FBta1iSR+lR1+z1czDJZ5z0ZGpPnxuZGMthj5UdOnrHneFCHgtp6JumYAYTYz3yyCMMHTqUVatWsWDBAm677TYmT57Mpk2buOuuuwgEAmYd33js2rWLm266ia1bt+JyOpAdzfbt21m+fDlr1qyhsrISu93OsmXL8Ph1vC0tnHfeeWzcuJHTTz8t7HtG/hYOS8f12WefMXnyZL70pS+xZs37FLjsqcUEB4x2GcEgMkR7/So7dKZQ7tA9APlQysbcU/JB2FUdd3eltsXHqP6FKblDF8iYYF+MmOBgvEp7fwbrdofb6Q4tByM2TaM4E4mxTCVYXVsAxxs8gJpwyjWavLo52ZjspNJ9r+/klH4FfPOcEW2u50+QGEuWS0vUvxuGQbNXp9BtDxvMKiW4+5Fs+JVuMeBafHowO7T47UMu8Z0RExzbqAkY4Q6l0h36e0+sB6DqnksT7ts0gtvxPeQ9KxVVu82WXJ3glI+UGu/936ec2N8YtVx+x50fHub5TY0YluvgrSe3s8PpjLvP/iN6Me2bo5Nuw/vvv89zzz0HwEUXXQRvvIrX2/YE38iRI5k6dSoQjN+1ifHQypUrqaio4NxzzwWgpaWFAQMG4tP7QcDH3LlzAauLPmGvEumKPGTIEPbt20e/fv2oqKhgzpw5DPrhYwlLR1r7yICRphGs62rckyGUEdyFbDlYx+G6VmaMH5TWfqQR7LBnn7BvPoDUDZsStc1CCW7y6glnmeXDSWY6jOUZ0OIVO2lvHInscHu5HRyqbREJMlLMdiYfAjZNo3deUAlOwwiO97DKVY43CiNYTTjlFtWWRDnJxgQ//8lBapq9XDRmIAN6x49nlAP1eDHBpodJguN5/AH0gCGUYEu/kUpZEUV20B536Bavjj9gWFx/xfLO6KoiS95IDCN8AtXXjhrbISM49XZJldecGNBil5WKpKu6d3nYWE/9QAea5vInsmngcDgIWAZEra2hCfnCwkLzvcOugWYLbm9w7bXXcvfdd4e28+k8eesKHJqB3S6M5cgSSZHPUTm+drvduN2izzz77LM5/fTT8WiBhO7Q1vtBNwxaY4gVyeCy24IlktRzPhMoI7gLWfLS1owYwXJm1pWFRrBEuWgmjx4wqG/1UVTgosXXkrhOcPA15A4dIybYJ2Yp0y2RNKw4n51HG6hu8tKvV2rJQKyJSOw2jT55DurScN+U50UliBCckEpwmqOkpz76nKfX7uOVf5+WiWYpOpiTTR7zfbIxwXpAKLMPrNzF/8wpjbueHKgnzA6d4JKTroKFLkdYUqVUMqoqsgNPkgqW9ZqRin+oRFJnKsHB14hjRR67PQlGpedFsqqc1bCS8fbyXDhstqiwg1hhCB2tAMZTbH16gP/65WuMv2AoV04/k1/cugJf8FqYdvUYzjqlb+baMG0ay5Yt49Zbb2XV6tUA5OflMXTUKF5++WUANmzYwGeffRZze6sSPH36dK644goWLFjAwIEDqa6u5tAJkTXa0EP9jxZZIiniPDuD1+7x48cpKSnBbrezd+9edu3axcQr8hK6Q1uvt/bGBAM4HRo+XY16MkX2Wk09nGP1rVTsq8nIQ0Aqwc44gfvZgJq1Sp6GVh+GIeJmbZqWcOZXPhRDJZKiO9dWc7CaXmKs4X3zAfjNm58yavErCV2AwvchXuUYuKjAqbJDZxCpBKfrdVG5v5bdx6Ld4RTZiVR/e+c5klaC9WDJkafX7uOzE01x15PqRbyY4GQT7sn1RGKs0HIVE9z9aI8SLI1ge0RMsNEJk+Px3KENI/y6TfZ7WUnVHdp6DF/wnnJY6gRH3maxPDC6aiglj2vWCbbcx5kokWRlyZIlVFRUUFZWxi9+KUoQ2Wwac+fOpbq6mgkTJvDggw8yenRsg91ht4EmxkPjx4/nzjvv5JJLLqGsrIwZM2aw/1CwNKA/1F/KfkmOkfbt2x+2z6u+NQ+Ad999l7KyMsrLy/n617/OI488QlGBO2Foh/V+CAQM04smVUJKcLs2V0SglOAu4vVtR4PuOOnvy2sawdk7p5HpTrInI2eXiwucaFoSibGCHzvtNmxaHCXYHKy2r02RRvDfP94HQGOrqP2Zyj6kElSc70rTHdoIe81lWn06Da3JxWcm4liDRyXd6EacDBq+pw/oRU2SMcF6wGDWhMG88+lx7nt9Jw/NPyvmer5ESnCS7tBygNgryh1aGcHdjaRjgi3XjPydnRbXX+icMKm47tAYYf1cqjVbIXV3aGtSscjEWHabFjWBHbNEUhdpgPK4cgLDKrlkYnxXVVVlvi8pKeGFF14AxLNt7K0r0DTIz8/njTfeiLn9li1bzPcOm8Yls2bTv39/AObNm8e8efPMz/dXN8OKVTz80O/NZZExwUOGDeOT6iPm58//81kA5s6da8YRm589sY6j9W3nStGtJcPScYd22IOl5bJ3vN+dUGexi1ix5TCQmQG87Diz2gjuhIfdziMNrNhyJPGKWY40DIvyndi0xA9Y+XCyaRp5TntMJbg5zezQcrthQSNYkkpcsOkOHdymuMCZZomkyDe5y4nGkEtsuvfa8QaPmljoRlSHGcHJKcF+PcCgPnlcP+00Xtl8mMr9tXHWE9dBPAOhJUkPE+kxUuAOnzBLpayIIjtI1gi2Kl/S+DNjgjsxMVY8IzgQIUL42uEOLcN5kv0e1rhjX1RirOjs0L5sigmOUoJDz/6OFDnMqhIpjDUc9uhyU1bk9ei21AkOxanHvl6ctvjj60K3wxQa4mH1ptHTUoI1fLrKDp0pstdq6sHUNHn5aG81kJnxu7cbuEN3Ria7x97fy60vbkm8YpYj4/qKC2Sd4OSUYA3RqceaYWzNUJ3gfoXusAdHKr9rpBLcJ99JfUYSY6mnwQlLcqR0ByTHG1rVOe1GVDd5cTtsDOubT12LL6nfX9Zsvf6Lp9G/l4u7X90e816Wg/B4+2xOMiZYGru93Pawa6tZKcHdjqSN4DCDT/zmXVIiqc3s0PHdoZN5tkklONmvYT133ojEWA6bFjWBqceMCU7uWJkmNM6IVoLbMjjTJRRGlYIRbLO12SavaQTbzWWR12Tk5vHqBIPo1xK5Q1uvPyONmGCzRJKa/c8IygjuAt7cfhQ9YFA2vCgjxqGnW7hDd/wxGlr9MevqdTfqTCXYhU1LrOxZHxJ5TnvMzrU57Zhg8Wq3aQwtzo9antQ+AqF2goh5Tscd2ojzsMpFZFIsSD0JnfWa8OsBTjZ5u/yc/u3DKkYtfqVdGVtzjeomL/0KXZQUODGM5MqO6YaBw6bRy+3g36efycefVbNq57Go9WR/GrNUi2FY3KETKMHBAWKByxEeK6oSY3U7PEnek9ZBvy/C4AvFX2a2bbGQRk3UNRypBEcZwYn3nXJMsMUI9vlDHlwgnq2RMcCxYoK7aoIy5HEm/g+PCe64flp+31SKUThsWptjQektF64EhyfGisoO3UYN0kKXI2FoR2R26GQTzEUiSiQFVLLZDJHQatI0bYSmaas0TdumadpWTdP+I7i8RNO0NzVN2xV87Rtcrmma9oCmabs1TdukaVrsYKMcZsWWIwwrzmfisKKMxgRnY4kkSWfEBDd6/B06I9lZyAerGROcRA1OEA8Jt8MWFnckSTZ2Lx5WFXdocV7U8mSQxry8TIuDibHaa5iHEmN1/988XY6n4Q5tvTdPNnnN89qVdQjveW0H0P7Z8lyiuslL30IXfQtd5v+JkEowwFVTTmFUvwLufW1ndJ1SXapoMbxLLB4nibpda0xwrFhRRfchVh36WFifxeYYpQuzQ0c+RwNGeExwpMKdTMvSSYzlj5EYK5k6wV2FbEpsd+iOO64RMXmeDBlxh474TdsK/ZLu0G2N1ay/bcBILzGWT1dKcKZIxmryAwsNwxgPTAVu1jRtPLAYWGkYxpnAyuD/ALOBM4N/PwT+kPFWd2MaWn28v+sEs0oHBzP/ZkIJFjdTGxNVXU5nPOwaWv09IgGXjJMtypfu0G2vb/04nhLckqY7tDSIbBoMKbIqwe1whw4+TIrynegBI6EbUaL9KRs4XAlO5h4Ir48Zen88if2s3H6U7zz2cYcaydINN5WBT0/E6w/wyqbDbZ7rk01eSgpd9C0QRnAyZZL8AcM0SJx2Gz+bOZadRxv454YDYev52lCCrZnhE10K1uzQVnVL1QnufiSbRVmPYQTLmGAZ39kZz2tpmERewwbhHgyRSnAyz7baFBNjhSnBskSSJTFWMkZwV9WBNyfbpTt0JyvBqYxvHTZbm0qw6Q7tjFaC5elN5dosdAu36rZKvoUZwYH2J8ZyquzQGSWhEWwYxmHDMDYE3zcA24FhwBXAk8HVngTmBN9fAfzVEHwEFGuaNiTjLe+mvL3jGF49wOzSwdi0zMQEy5nZbL4pOsMIbvT4Y7oPdTdqm330cjvMbM+Js0OHVFq30x5TCc5UnWCbFu4Oncr+AhGGTXG+HLTHdt80DKNNJTAbFMtswZoYK5nzYe0rrIPaYw2tMdex8tHek7y360SH9jdyQJrrv+zqnce4+e8b+PRo/JJV1U0e4Q6dpBIcCAgFzG5J9PKViYOZNKKY3775adg9J8u4xOpXrYlgEqkScnBYGKEEt3cCTNF1JJ8YKzr+VeYt0TrRHVoqepHP0SglOA136GSfQd4YibHkhEDSMcFJHSnzyOOaSrDls45UrHXL+CZZHPboCQUrcozksltjgsVre6pOFAYT/rWVHCusRJKRgZjgXH84ZoiU/Gc1TRsFTAY+BgYZhnE4+NERYFDw/TDAWmDrQHCZAnht8xEG9HZz1il90ZJQ+ZJBdqzZbAx0ijt0qz9uPcvuRG2Ll6J8JyA6/sR1gsVrKDFWLCU4vYkS62zssLTdoYNKcIH4jvFiGN/afoyz/udN6uIYyfESWOQiYe7QSZyQsAGqZVBrVYLj/bby9+rIe1q5ugvqg2WvGj3x43yrG72UFLopDt5PiTJEy8GYNXpG0zQWzxrL4bpWnvigKrSu6Q4d/TtY+5lEP1OTx4/dpuF2hCesSaXOuCI7aE+JJNPg6xJ36NhKcCAQblDKGF1JMu6m9Wkowf7IOOlsjwk23aHDk5tBZp4FDzzwAOPGjWP+/PlhyyM9yJLBYdPYuWs3tbWxs96bMcExlGA5jv501+6wbaz7uvvuuznjjDMYM2YMr7/+Or2CRnBbk3rWc5RWdmgz5C23n42ZImkjWNO0XsBzwE8Nw6i3fmaIqyalX0TTtB9qmrZe07T1fn9uPAhbvDqrPz3GzAmDsNk0tCRUvmQIKcHZdVNY3VE6SwkOGF3nLpQp6pp95oA2mWvEGquTF0cJbgkONtsbRyJtJk3T+LczB0QdOxn0CCVYGvrxjOCdR+pp9uocrG2J+bmpBMf4Tk0ePzcv28CxBLX7egonGrymu1gyMcGxBqgQbgTH241U7jvjnja6/5xWWsiBUrw4zFafTpNXp1+vkBKcqFawWXIkouTH+af346IxA3h41W7TpVq6bMaaXAxTghNcC00enQKXHU3TwvalSiR1P7wxSvDFwmrARcUEBy+9znhUmwkU4yR3k6SaGMswjPQSY+nhz0NHku7QXZcdWrpDE/YKmTGCH374Yd58802WLVsWcVzxmqwRbBgi38HIUadRXFwccx2vqQRbK12ECwXFfUvCtrn77rsB2LZtG8888wxbt25lxYoV3HTTTeQHY4vbynFg7feEl1s76wQHY4IVmSEpI1jTNCfCAF5mGMY/g4uPSjfn4KtMLXkQGGHZfHhwWRiGYfzJMIxzDMM4x+FwRH7cI3nn02O0+gLMLhXe4RqZ8YeWSnCmHijPf3IgqeQqibAaYx0t0AYssaWdUZO4I6lt8YWU4ATeAmt2n2DzwVpz3VhKcFgW17SVYI1hxfn87lvlYcuTIfQwE6/S0I/nDi3L/pxs8sT8XBq/sa77XccaeWXzYSo+r0m6fd2Z440eBvR2A8nda/44RvCxFJTgzrjNuir5x66jDUy87XUOxZmA6Szk5FVrHMNDqr4lhS7ynXbcDhs1Cfpu+dvHyna6aPZYGjx+Hl69J7hu6NkSaUSEG8Ftf48mj99US/Tg4L/AZVeJsbohsSZZYxEzO7SsE9yJMcEhJTg65td69MjvlUycuzRkk/0aseoEhxJj2aLGLvGysncFISU4/BXSd4e+8cYb2bt3L7Nnz2bp0qVUV1czZ84cysrK+OpllwFi3LBkyRLuu+8+c7vS0lKqqqqoqqpizJgxXHPNNZSWluJtbWHnrl2cOHECgKeeeoopU6ZQXl7ODTfcYParZRPGsXDhQiZNmsTuT3cBoedeUVHIgNYwOHBA5Et48cUX+da3voXb7ebUU0/ljDPOYP9nYtu2lGDr5ZeJ7NCKzJBMdmgNeAzYbhjGby0fvQRcG3x/LfCiZfk1wSzRU4E6i9t0TvPaliP0LXBy3qlihiljSrA/vfI3Vo41tLJg+UZe2XQo7X1ZHyodbZhaExJ09+RYdS0hJThRTPD8Rz/m6bUi+kAjthLssSRRSDcTsxw3R7oOJYP8XaRLnIwJjqcESxffk42xB/VtfSd5zpoSFLDvKZxo8DC4j3BTT+ZeCyShBCd0h+6EwVhX3cr7a5pp8Pg5UNPVRrD4beIpwfLe6FvgQtM0+ha4ErpDSyPUHsMIHju4D3PPGs4TH1RxsLYlTM2L/L2tk22Jfqdmr1CCrfvpW+DKqBHs1wP87cOqpN11Fe0j2fPrCxjm80Iai3azRFLqz4/2Ii/hSLshYBhh122qibGsz61kv0esycdQYqzosYseCEQlhOqqPlEeNqTIhhqWrvfdI488wtChQ1m1ahULFizgtttuY/LkyWzatImf/3xRxHFjs2vXLm666Sa2bt1KUe9eoIn+Zvv27Sxfvpw1a9ZQWVmJ3W7ng4/WAtDUUMd5553Hxo0bGT9+rPie8nqx/KaGYTB79mwADh48yIgRIZ1v+PDh1FcfF/trw7PFOgkTMEgrO7Tq4zJHMhLsBcB34P+z9+ZRklzVmfgXEblUZdbWq3apGwnJQlsjtXYY5AEJMdhiMzRgD4uNDB7MMQLPgRmJRUIYzNgIfuCxZTZ5YUA2q0AgQGIRWhCtpSW19pbUkrrVW1V1VWXlFhkR7/fHi/viRsSLyMisqOqFvOf0yepcIl5s7917v+9+Fw8ahrHJf+9/A/g0gP8wDOPPADwD4E3+Zz8C8N8AbAHQAPDOXEd8gFrbcfHzR3bjVaccqloZ5SWMRQ9EHusJ1V/aOQhMtRl6sdgUZZ6B25/aCvRjM40Oxv0AsRcFccNHgqMZxl6c1SSL1uVElRSzWFTggtDumabeaSfFYy76xC2guWnG6w/sd6HmsNVxUWs7WD02BGA29Kxd+6sncdba5Xjx0ctCv+HPCE+ahJFg/f56pQAuxPZViQfdUwtxNrbsnsexq6qprTW6GQnaJSHBxNhZMSLni2XVEqbr6XRocsZ0QTAAfODC43HD/c/j73/6WCgwcD2BYqAj05Mw1jxDguneW1Yt4tmpRurverG7n9mLj3z/IRw6PowLX3RI9x8MLLPxIC+7OrSHoiXrF9tROnQf60e/RvNhVGRKFvGl0KG7bJcHwVnnqTA6Hk5G6RSNHVegVDBD1NnFZsf84rp/xu5nnoq9Py+KAM7BvT/+PoZ+tgPt5tkA5Lxz1w++A+PHOxO3ufqYF+D33/Hnmcdw22234dvf/jYA4JxzzwN+/Qu02+mlTccccwzOOeccAH6phyknq1tuuQX33HMPzjzzTABAs9nEKctPBVCFKTy84Q1vABDUOCutEXatDCFitcrcfHHoVH8jrg7dPxI8oEPnZ1nUoW8TQhhCiFOFEOv8fz8SQkwJIV4uhHihEOIVQohp//tCCPFeIcSxQohThBB3L/5h7P92x5Yp1NqOokID8qHLBwnOryZ4rkWiNwt/yDh6sdio0XyLIcEHsEK0rDOyWU1wd2EsMlkTbKIVcdx7oS0mWbRhfbSnXhYjR4rUMIeKJkoFM1H4ioLfqQR6p0KCNU4BLTi/Cy1YCL09ZEzSoenYhRD4u58+hh/cHyfi6Jwxvi36vc5UTfASeLD7rP7Nf21nrH+M2lN75vGKz/4Kdz45taBxtPxnN6l+jIJgqgdeVil2bZEUFaiL2uETw3jneWvw3fu2o+14qpdm1PHqrUWSg0rJp0NTEFwpoW67uaGBFJRs25tfYD0wabp2R93McYWquQxaJFEQLL+zJMJY/j6iboEnIsJYkS90Gxsv48nqLumQYEoMWBoRTMcTKFphN31fI8EBDsyCOvSf6Ou6X0bDLhQK8NjJbrWCwLharaq/i5ahIHYhBN7+9rdj06ZN2LRpEx577DG87PdfDkAKY1m+QnTATpDb4D5rqVRUQfIRRxyB554LtH+3bduGYw4/FEA6HTqsDt2/MFbRMtFxxT67Dw42+90oxt0P7Mebd2C0XMB5x61Q7xlGPk5eni2S5pp+XW0OiaZQTfAiP7A1Nvl0DmCFaKozmhgO6NCAnMijiFI0kyjVoa0YEsyD4H6dDt4iCWBZ0x5ONd1TfBsTw8VEOrSqCU5CgiNjC+1L/O4gwZQsiNKhWx0PHVdokwQ6Z0wIgd21lmrBoDuvbcdVi/dSitostdFz0i8STMHpzgUKs9Gzm1Q/RgmiFdUACX5kx5z2u2QU0Ohqgsn+xwXH4Zsbn8Nss6NKLKJUzbA6dDck2MURE6XQ/icqJbieQNvxMMQh5j6NlHq372MK+8FoScyRNHM9gWLBBNrBHEMBHbGBllIdOp7Yj7RI6rEmmNat0XIh83E4mppgLowVrVt2PRESb8oyroVaEmK7u9bC1Z+8BWe8+rXYcM4xuOZvbsGcP7+d+spLsOEla3Mbw0tf+lJ8/etfx0c+8hHc8ZvfAABGKhWsWbMGP/zhDwEA9957L55++mnt7wuWoejQL3/5y/Ga17wGl112GVavXo3p6Wnsmd4rfSsvmMOiiZmZmWAe5QnDSy65BG9961vxgQ98AM8//zyeeOIJvOSc9cBPb04t7wirQycnNrsZtRk70BmP+4v11CJpYP2ZEAI3P7Ib//XE1SgXWF8y5NMiiahy+x0SvIR0aD75HMg1wTP+whrUBCfTxqLBo2kYWiS4X9oNN9WL2Og/k6/UodmsMz5c1Apj2Y6nji+pJljRoXU1wf4p+F1AgilZsNoPgulZq7WSBaw4W6Lj3y/zbQetjqcQZd157YcCuBDbZ6iHf2xZHf6otdk5XYhRwiH6TJNN19uwTANjQ3K+kEhwFzp0Sk0w2XiliPf+/rEAJGMDiDtdFKCXCmZXgmbDdlAthwPd5f4cl1evYGonta/ruA9GCyHBGTPkDgvgElskLUG+mp7lqF8gkeCANRM7edeVLwAAIABJREFUri43NSVdJqrFzH4cf4YCgbogMRAdY8f1UCpEg+B9CwXTtMFz8nn7dx//+Mdxzz334NRTT8Xf/d3fq/294Q1vwPT0NE466SR88YtfxPHHH6/9fYHRoV/0ohfh6quvxkUXXYRTTz0VF154IaZna7HzGvW1tm0PdHEajTre8573AABOOukkvOlNb8KLXvQiXHzxxfiHf/gHjA7JBF+a2n0UCe7XL1MJpAPYz92fbIAEL4HNNR1M122ccsR46H1ZE7zwG7m1QOVfbnOqB+jCtxUSxlrsmuDWwVETTFTGoCZYvu8JAStCOYoGwYYBDBUsuJ6A43qq9jxfJJhew9ShbNsI06EBGezraoK5IvRkIh1a8aFj9ruEBBOFOYoEU0JLd8051YucP6oHPmR0CM9NN7W/m+NB8FLQofeROjQder9IMM3JtdYCg2BFh06uCV5WKSnHaHmlhJmGDdcTiUGuQoKtdArj285dg/uencFQ0cJ379sem8NpXqmUrK7zimyRFHY3Jiol/zMHK0fKqb/PYpT0SWqpNrD+LYQEZ0SwJBIs77FYi6SlpEN7wXi4eSJAgnU+Q1ZhrGWVUuJ3J+fbMACsGAmXqgCsRZIfi+laJLkaOvS+8m5UK0bfD+GzRx4+19atW9Xfy5cvx/e+9z0AwJbdNbzis7fCNAwMDw/jpz/9qfb3mzdvVn8XTAPVkVGsXLkSALBhwwZs2LBBff7xGx5Ceft2zM/Pq/eMyD35wuOPxxO75edjIyP4p7/7J/Xdyy+/HJdffnlo/93U7r2cgmB6hg5ksGd/sgESvAS2qyYpI4f4TiqZVIde+PaD9jd5IMH5tRlayppgToc+kGuCqT6WRKOiYg2h70aDYBiq+TtHjpqdhdcE04RL4wn6PGbfoBLXYs75+HAJs834wjFZk4HvaLmgBLKiRrvWI8HyPa4Ofc8z0/jNUwur0dwfjejQ1CKJrhU9y9ogmEEw5KCq2uJxOU/pLm2oDm4JHrN9tc7Tftt9ZgPzRoKTEOnpuo3l1aL6/7JqCZ4IJyuiRg5rN7XVoaKFf/yTM3DuC1aEfkfW6rgoF0wUzO6MJtkiKYwEL/OR4LzYGlTKMwiC87f+kGBPBXB2pB2QmbKu5W2qJjhy/woRPOc6oaFuI5tp2rBMA6NDyXTo9VffjDOuvln9X0eHtiI1wTxYkjXB4ed0XyGAlJAMWiQF48qDOZhk0VKsLGZZBjqR8/Szh3fhA/8htX3bjpuIBCvmgAjOvZnCmiGrlgupSXc+f7peuE9wL777UrYX+12wQRC8BLZzVh8Eyx6weSDBedYELw4derEpPGEkuPexCyEUcrYvLYkOrTt9UUEpw4SqreM1hE02MffrdAR0aH9f6N2JcTXO9/hwEbMaIR8K7E44dBRT9XZCG6Twq25fDRaEfPZnj+NTP3ok83gPFJucb2OiUlTXnq7JnFJxjv8mXBMs/+ZIMN8ON554WZIWSWyc03Ubaz58I67f+Ozi75fo0H1m62num18gEtzIgASTKBYgUSkAqW2S6NgKZrbln5z0qHJt0PbISA0YXE+KwESR4GX+uOs5sTVo/p6u278TDJClNCeUNMv2TOiEsQqRoGJp1aF1SLAIjS/6eZrNNjsYHy76HRyyjSVEh44GwRTciPB3SoVw8mhfhT40LF08uJhixV7E98hiRdOMXe/bt0zixgekSGS7Ewj+kUXp0J4ngh7OGQLwkXIhlQ7tRlokccX/XgJaul+WYv39XbBBELwEtmuOguAw5ctAPotAq7MYNcEL3lRoYVlsRff5BdYE/+ShXTj7k7coSt2+stlYECzf11JTW1EkGGpiT0SC+xyXysaaJGoVfj/bNnw6NFvNJB06fs55ENzqeCFKN1laTTAtENzBbtgu9naplzwQbU+tjZUj5cCJ8i89UXF1CQTe/5UQCUWrHqea4Pi+woqoS7sIPzNVBwD8v7sWPwimI8uKekWNWDALnU9obk8SUZmq21hRDdYVCizTguAsNcHcCglCLA3bxXDRkmU9KWsPBaTUIkmNtUJ1dPkErPxcD8Sx8rW+1KE9odA2O1YTLL+ztOrQcSSYTPecdxfGclQQnDXJr22R5M/b1EP5Q996QN3Lsq46ggTvY7FARYdmw1pUJNjfdC+t5iyfWs6vS73tqGvadnVBMO0vuF9o7suy72o5nQ4dqgn2hCp1AXrzWQd06HxtEAQvgQVBcJQOnU/D+DzVoWdzRIL5wrLoLZIW2Cd4294Gmh03N4esX6MgY8KvCbZSMubxmmBDoYEcOQq3SOrvOkSzsQGa2wMdWqlDB+9NDBfRsN2YY0ViTyccOgpAL46VUhLM+gRzRNxNVKI+kG1yvo2VI6WAoq7o0NTKKP4b7kgFNcEtlCxT1WrqglyesFgKX4yPU/21gL67WU0JY/Wp4EnP30LnE6UOndInOIwEy+TZ3pRewVnUobkRGqJThx4uWV27HKja4agwVjWoCc7D5pqOQh4H4lj5Gk+aZe8THNSzKnXoKB16CRx52ocTKZMSrCY42h6JPk+zmYaNseEizB7K2rhvEqWI0/P4nfu247rbtwJIqAneR7GP2q9GGGsxdVh0yfNuplNQbnRcxvCJI+xGDAmGmk+sDJFSpVRIne/5/On4qviSSdNbQGsOguBcbRAEL4HtmmtjfLgYawNBk8hCJjXXC1QNc6kJzrFFEg9sFnux4wI00cUui5Gjtq8nlpmmjVLBVIqsvdQEm0aABHPnnTKOw0VLe6999ban8eMH471kuQV9giPqnj2cLlcF0owO7Tvt0WOZnG+jUrJw1LKK/H89XhdMY9Ld9woJZotS2/Ew1+ocdKqKe2ptrBoditGkaik1wSFnjNUErxoNEGUtBX+p6dBsF7S7xQ+BWYukBdYEL1gYi2qCNcG443qYaXS0dOjpNCTYC6Ny3SygQ0eRYNn710B6v3tyDKNIMOke5BYEtzp44SEjAIBtg7rgXK1fJJiCkY7jBzIKWZPfWYqpmMYevUe5OrTumLoNba7ZwYSiQ2c7EF5SQH9T8pKviyRq6bhi/1GH9s1Qr6wmeBHH1A8d2jKD80fWaDtBEOy4MSQ48MeD+0XR9zPSoVORYDYWSpJW/TmxlyRCwPg6uPyYfWWDIHgJbOdcSym3clP1ngvYdqjudgHbIcuzRRLPri42hSeMBPc+9v0lCJ5tyIU1CDbl+0JzSHphLB8JdsIIKCDpOrrr8K93bsX3Nz0fe59bUA8UobP1cL7ou9z5Jkd4NqIQLdHNslKN1SLBarvxfamaYIYEtzouhFh4YLK/2eS8jZUjpdjimFYTHKblBUHwytEyYx9oEi8suFoKWl7Y4evdGep/v/K1X3Xo3ISxUpBgovavGGFBsB8Qz2SoCc5Mh05AHsJ06OTfN9qkIh0OgkeH5P/zEsaqtRwcu2oEJcsc0KFztnB7l2y/cb0AbQtQz3BQsRQBHY03GmgIcCS4Hzq0rAk2+qwJ7kTKEjgzgwJfLi4WjHvfWJIPACyuGGk/wlgBEhxc14btqm3ZTrz1VNQfd1lNcJZ9S2Gs5LmM7rGSZaoyreoCkOB9RYs/2GwQBOdsrY6LmzaHUbXdcy2sHou3gFCE0gXczLxWLJeaYKJD57AtvrAsfoskhlD1sS8Sj9rXQfBMo6PqgYF0Fc2kFklAGDlqdFwULQMly9Qu7HXb7Xq9o9nYKHUoi7ka5zsIguNI8MqRknLwp+ZTkGCNW0CfRYNgANqWTAeqNW1J4V81Wo4tjv3UBK8eLauMuO6emA3RoZcWCVYtOpaADq3UoTOKAEVNCWMtIAgWQgR9gjVIMNX9EvoLSKeqZJmYTqFD07XPSocm9K4TyTYFdOh0YSw6B9E+wYSC5IkEjw8XcfjEELbtbeSyzYFJ48FE1jWS17NGWyQtpbgPzYfRhK0nGONjQcJY+rlQt01d8lEJY7Fgt1ww4XkCnkAoCC6Y2VHnvC1gg8F/DeaPpaBD9zLt69gr5AsIIanIiTXBDAmmYDpLwnCkbKXO93S9ywVTJQZHhnpHgukZOpBbge5PNgiCc7abNu/Ee/79XmzZHfQfm5y3sUrTBzEPhURykiolKxeap2qRlAMdmgfBS4EE0yTZz+RAE+S+zq7NNG1VDwwEE7POWZiLtBYyDLAWSWEkeKhoJWasm7bb1bGJZmMVQt3D+Qq2EbxH9aczEcGqyZqNlSNlRfWc0vUKFuHtcqNbj6vE0rMS3deBbCQgFhbG8pHgtD7BCerQq0bLqSgNrwlebLG76BjS1EnztjTnOItR0LoQdWjb9dR10qlDEztiBaNDG4aBZdUi9ib01gaCa58HEkw1bWnzZkOhHgX/Vf6maJkoFUzM56DkLIRAreVgbLiAI5YND9ok5Ww8mOhFBCraIikujJXjIFPGAWiQYBGkT3ttkeR5IqIOHf92U4MKhijidE4MPRJM4+XBmpWhHdliGe1WBcHss8UED4LOFNknfkUn5zXBNpUHyXm93KUm2GH3L12aj370o7j55puhs2opnQ5t+89QuWgxJFjOib347oqpNQiCc7FBEJyzkQjWbr83MCCpceVIPTA3HZKV1VosCF7o5CiEyLVFUkgYa9HVoV2FKvYzITf887ivs2szjQ7GhgMkOK0mOLpwGzC0SHDTd1YNI36vCSFQt50MQXA4G9tPAocmbb6YTfjHGguC5yU1d6hoyV7BaUiw5tzQZx1XwHY8CBH05TuYxLH2UI/gkXJMMCOoCY7/jidVbMdDx/UwXbexmgXB3cTYFithxOvm+B6i6qSLagoJ7pcOLeeTmsYpEkLg4zc8hIefn0vdRssO9q0bx7Qf6C5ndGhAIsOp6tAkjGVlDYLj9XWAT4cuWbKmMeVWqLNyDAC4+YMvw7fecy6A7nV0Wa3hJ/LGhoo4YmJ4QIfO2fj6kJn668aFsciBT1vX8jaa66JBgxBQ960WCU450HnbgSdkdwPT1J+TRid+Xzuuh4JpwmBiWtEWSYAMfOmc8z7BRcvcZ73TY8Eop0Mvak0wwvvVmOOEz3VRoaVhOrTcntDWBEeRYNvxMOwn7EzTgOu6uOqqq/CKV7xCO4aKT4dOum84EkwJkpE+aoJVn+ABHToXGwTBORshVtMsEy/rOuIPcFoP2KxGQfBwSV/v2Ys1O656GHNBgh2+cC42EtxRAVU/gWxzP6kJnmvq6dC60xc9pyZDgjmNs9GRtXs6FddWx4MQ3Y87ugD20+JCh0Dp6NCO62G6Yat64BUjJW1NMA1Ze24iGWAeROhaMh2oNum3NVqlqeUNaoJ1SDDr++l6KskgkWAk/m620VGKmYv1rNgJDJKoOuli2kKRYEpC2Y4Xo1RP1W1cd8dW/MlX7krdBneidUjwtC8Wx4WxgO5BsK5fd5pRsBwKhDyB3bUWVo8OwejSJ7iu6NDS4TtsfBjr1ywHIJO3jRxqgon1MDpUxBETFeyutfumsg8sbrSmlqx4/9Xk3wR1l26k/nVJa4ITkGAvhAT3No5ZP2k7pmqC47/X1Yc6nhRb4usoJQT4ulgwTRXAcTq0/M6+8VGilz2EBOdQE7x161aceOKJuPTSS3HSSSfhoosuQrPZxGOPPwEA+PNL34XXve512Lt3LwDgggsuwPvf/36sX78en//853HBBRfgsssuw/r16/GRKy4HALzr0nfjhS98Ia644opIEBzcm1u3bsXv/d7v4WMf+ygA4JOf/Bs0Gg20HQ8P3LtRfufpp/Gf//mfeMc73oFvfetbAICNGzfivPPOw2mnnYazzjoLRch57gMf+l8488wzceqpp+Laa69Vx9fx15KhIqsJ9ufEXkCnQYukfK3Q/SsD68XImQwFwW5QYM8tD3VoQrcqxQKmsLBaR06vzQcJDhaBxaZuzLccHL2iCkw1QkhSVmvsLzXBzSCYB3oLNpNaJDVtF8OlAhq2E3M6sh53NBvbTybfi2aSAYV688B0umFDCGCVj3CtGClrkWByYdL6BAMSieLo4WxKgHCg2R4tHVp+RoGB7hKFaoIdT/UIXj06FKipJoixLa+WsHOutWi0vLCqfPC+WEphLM1YejGedJlvOSiPBEygrOqelJgzjXB5AxklXHlNMAAsqxbx+K752PfJghZJ2XLglgZV2V1ro+MKHLls2Ee1ko+FguCoMBYgkZA82tIR62FsuKCC36btxiiPA+vP6J4pFczMc36oRZJ/79DcT8/AIraXDY0DSFCHVoyh3oSxKGkb9AmOf4fToT1PSDTREyiYBkwDcBEJfBlQ4goROudkRctY9HM284MnYT9fj70/Zctjrt3yHHbfNQVvJliT5x+dwu5rH0jcZunwKib+8NjEz2utDnbM2XjiiSfwjW98A1/60pfwpje9Cd/+9rfxN1/+FnDOpfjqV7+CH133eVx55ZX43Oc+BwCwbRt33303AOAHP/gBSqUS7r77brzn01/BTTPAxz5+JU479nAce+yxGHrbeQDkdW07nurAAQCPPfYYrvj7a/HAr+dRqVTxhX/4v3C9EwFHzrEvPPZYvPnN/wU33XST2u+GDRtw/fXX48wzz8Tc3By+v3kKADA8OoGNGzei3W7j/PPPx0UXXYS1a9fCdj0YhkxqUOKvH3XoQYukfG2ABOdshFhx5Mp2PRQLcc+N3klbVGqtTiigBoBHd87h/E//HNN1G+0ckeA5Li6Vw/PVcYWinCwmdUMIgfm2c8AjwW3HRcN2E4Sx4t+PXm8DrEUSc8KbHUfSoTXbUarYPQpj9cNiUNtgC79lGhgbKijUEpD1wAAUErwyCQn2aLuafXEkuO2oemDg4KJD07lawfsER4SxutcEB0FwGhIshJBJGv/+XCx2Bw88OX2fdrcUdOiglcbC6NBAXBxLtYfpMtfQs7msUtK2SJqu2xgfLsbUY5dVSqk1wTQ/LqQmmISnjlg2nBgEkJH6M9UCc6uWCwoV0dl/bHwOt2+Z7DpGmj/GhoqxOtSB9W6uJ0IJ0wCVzF6TyutfKekWJFH9/ewjdeigDY78v+5eSZvfwkGwHtHmSDBt3/EELNPUor88Oex5QqHTUSR4IeVzC7E0Is5C3aY3/OMdeMv/ewJr167FunXrAABnnHEGnnzySczXZUBuGgbe/va349Zbb1W/27BhQ2g7l1xyCQBgzdFHAQCWrViJcrmMtccep66/J0SsJvioo45S+33ZBRfgtjt9lo4fBEdJM4899hgOO+wwnHnmmQCAsbExjPnJyG997wdYt24dzj77bExNTeGJJySSbbtS6dsyDTXnkUJ+L2vpoEVSvjZAgnO2KZ+iNsX6mjqup5rEc8vSIum8T/0ctbaDrZ9+tXpvy+55bJ9p4vmZpkIIKiVrwRPRXEj0Jgck2FfgazveoiLBbcdDxxULqwneD4Sx1MJa4UI38lV3/qKXyDCQiARXSgXprEa2kbU1VFSZtz86tHy1IivKeKUYaumixJ5GiQ5dxt1b96aMLT3Iq9tuyJE42ISxllWk408MiHiLpHSk3HYFdiskuKwo1tGf1f26S6LfLpYDyx1SvgsVBC8JHdofywKFsYB4Sy7adrfzR8/wRKWokhTcput2jAoNyCB4ptlR6FPUFBKcsSaYHHVOGSXhqaOWDaMbQbNhOygXTCVWw61aLqQmpb74iy047agJnH/cytQxBnTogkLOeqW4DkyaEAIv+duf469e/kK8+ayjAQT3TNEyMz/3rs+AM4144mVpWyTJfbihINh/7bNPMN2zExUSxop/h4sy2q6HoaLl1wQbag3kayEXxnK9AAkOCWP10I6pX0tCbGd21YBrdmLiwmOw+tTDULxmL+AzTgrHTWD1W07te5/EXCmXAwFZy7IwMzOjJnxdzq5arYb+T79XOgZ0sgrBdl0vXhNsGEYIcBCmHxq50i/JkjAkkau//l8fwbvfeHHs844jULLM0P1Cv4nqLaQZqfXvaxHXg8UGSHDORogVobeuJ2XudQ6HkSGQ0AmrcHpP0xdPkcJYOSLBOcy0HVfWXVjm4k7chLQQQrUQdeheJqO8jeqMwnToZMQ1mhE2DCNAgnmLJF/ABhraYj0jHTqoCQ6Pq5dT7Ua2QTYxXArRobniMb1ON+wYzT3tueGXsdF2QnTSg6kmeE+trc6TxRA7x/WUIJFWGCtS30lBlg5RJqNEBfWiXSwHNkSH5jXB/v2+FEEwPXALbZEExJFgnVOuM44EtxKEsbRBcLUE1xOJ/bCdCDW1mxU1NeDbfOGpIyYq2nmF23zbUQIwUauWrFRhrI6bLYEa0KGLqmad30etjosLP/srfO7mx5ck8DqQreMK7Jht4XmmsK1qgnugQ0frXwG2fqg5Jp8xpxndt6EgmF79P3R06KxIcFI5AKdD070YnBP5fpQVpcYshHpOKaljmYZsR7aPbt9YiyTwoH1xWBfj4+MYGR3z92vg3/7t3/Cyl72s6+8o30b+nLACn8rzEGuR9Oyzz+LBB+8HANz6619j/VnnyA9cOa9E58oTTjgBO3bswMaNsma4VquBprj/+O730enI++Pxxx9H3UeyyR/m15zEAnvxtylxsq9FXA8WGwTBOZoQIkaHpsk1SlkDAlSt10mNMtyOJ5gwVmHBCwpN7MNFK7cWSUVLZoIXk/ZEbUio3U4/EzLRZfel4t4Myy6TJQUk8r3gb5qjiW7Dg76WL4xlSnnokFFtSlZ16CidrZdspAqkI1HwRKUYQoOCIFhez1UjJQgha4V1Y9KemwgSzB2SJOTpo9/fjL/65n2Zj2d/MNlPWQbBhmEoh4wHXt36BLtCihxNVIooF6zEem86b8vVc5bvsZCFhbGC93sVdFqI0X77p0N7WOY/x9E2SWn3LbemQoJLSuGcWzISLPebJI5F+83cJ1hTE7xtbwMrR0pSHVozr3Br2C4qZX1tbrVcQCM1CBah/SaZjg7NA5s9tTae2D2Pz938BDamsEoGFiRwQs+eP18k9ZrXmesJWKYRWjOMCAK62GjWq/+/X+OG+59X4wEkM4/8prQgOG1oxCZKqwmua4LgoCZYHn8hKQj2hJqj6X62/Pl9XyVxgnIU/5VNH4tJzf3gB/8aAPDf/+RPsGnTJnz0ox/t+hvCnGju8Mxgnmy7LoRAqGPLCSecgG9+4xsAgHq9jje95Y/lB54fBEfmylKphOuvvx7ve9/7cNppp+HCCy9EEXJfRxzzApx++uk4+eST8e53v1spV0t/2AiBAP2oQ/Nk98AWbgM6dI5WazvKgSMkmG5unTo0vdPrpEZBnusJFewMF7NnaJOMhLGWV0u50aGLRP9YxAdWIcFUE9wHmktB0lIIdSQZX1jJzDRngb3FA4OhghlDgoOa4PB2MgtjeeH99ENnU+rQkSBmbLgYamkyOW+jXDDVAkFB3mTNxurRIfU92rXumvFkRsN20OoU/HEHiHvU/vXOZwAAn3/zizMf0762PfNtnHbkhPo/9azkKGAaEmwYARK82qefJ6H8dN4ICV6SmmC2j6Vc9JU6dJ+RfrvjYcVIGXsbHdTa4fuNDqmb40Nz0vKqnA+kmEvguE3Vbaw7aiL2O7o+0w0ba1CNfe5ElHq7mb4muIkjllUAQDuvcKu3HUX7i1o3YSzH8zIlW6i//ehQQa21/D7idce8feHA4kaJH35NAz/GDOkrpJnjSeovTfd83qdgeLH7yz62s6b+T/v64i+24Pubng99V0uH7oIEFy3DTy4nIcGMDs2QYIufk7QgmJ1zQCbEdSVNS2VBOYoRegXyu46bN29Wf//1X8vg95ZHdgG3TuGb3/g6TmVr3S9/+cvQb/n/X7zuNOCe36pzeO2Xv4Y//OJtAILWcxwJLhQK+Mzf/i0uvOZWXPaBD8IoyDn0XX/6Tnz5tqdV4Hrdddep35x55pn4zW9+o/7/5B5J6X7DhrfiXz/1P2PHpmqC2XkjYaxe1lK1PvvHdsuju3Hla07K/PuBhW2ABOdohP5WS1YQBPsruE6Jkx6svpFgN+h9WikVFkyTmWNIZF7CWESHXszFrtYK06F73ZfnCbWwZ0EdFsuIbjoxzGuCswljcXe2XLRCSHDTdjHkI8HReyR7TXCYCsUDpS/c8gT+9qZHU3/P9xFDgoeLYTq0T/GlY6fa4KhCNA1ZJxQSqgluu+p8rBota5HgWuvApEhPMjo0IB1N1+vez5c7WBIJbmOVCoLld6JO4IxCghdXGKuTgATTmJcCCaZD0wlSZbGW42KFH4xGkWC6N7udPpqTSP2Z1/kLIbA3AQkmpD5JHKvfmmAnEgQfuWwYALoLY9mOcvaiVi1bqNtuYsDhuCLTfTbX6qBUMDFUtFAsxJFgTrnWoX4DC4wCNn7We1WH9vwyMI4E83m/X9+nF7NdL3TPUmJ003Mz2DHb9PdPyS75ygOjtKHNNjsYHy6pWtJuLZLonqM+wXQu+FzGfURPxNWhCQneV7WgcTp0YItJzaVN9zLvR3ub8yQYzavRPsGcAUVzbZGd+25GSfukpF7HDWqCo7/pBbiheXtAh87HBkFwjjblO+kvPGQU0w0bricUkqBFgnugBOkQEZfRoSu+8uZCqDJzrQ6GixaGilZOLZKCzNdS1gR3etwZDxj3D2GseIsk3XXlY40iwVyYp9nxkeC0muAux00fB4t3MIZfb5nEV297OiQEkrqNaE2wT4emY9wz31aBL8CQ4FibJKKVxvcV6xPsPyeHjg1hphkPDh56fi517PujNWwHddtVwSsg0YJMSLB/rsuWCU/AR4Ilyp6IBDcjSPAixRLtBCSYrunSCGMtHAmm+zaq65B1jiEnmhREudMz13TgMJEybhQ0701gPCiRoqx9giMOpecJbGdBsGRDpyHBrlqfolYpFXyhGv15tl0vU1JzrulgbEjOm2VFhw5+N896EfP+9QOLmx4J7k0dmifZaL7n91sqwykn4yUwgFx/PE/gmakG01WRn1GQGgqCU4Y21+xgfFg+l0aiMFaw/zbmvmwPAAAgAElEQVSnQ7M6aV4mx3ES1xNqTCUrSCJ0SzjlZVOaloRkS02HjgbfWSwIFOU55PfCGza8BQDwN1d/AuvWrcPo6Cg2b94c8kvoeikUPsPOaY5L0jjoEDPSv86mAZSLcb2FbqZ7dgYyB/3bIAjO0SZ9JPj4Q0YghET2onUd3FSAk7A9TtHhCzotMK4QaHdcGAaU3PtC5qK5poOx4YKPJi38qeq4HkrW4mcv59tEI/ZrFXt0XPli1SuVutVx8cprbsXGrdM9/U5ns80OTAMYZahJmgBV6C02R5eLlprEbUdmw2UQHKdSZW0NFW2RxBFqz3dif/XYntRtUOAVpWGODxfhekEd6+S8rXoEA0FtcCISrLm3Qn2C267K/h4yNqRVh35w22zq2PdHC1pJBeeKnl0SuZM1fJrzQw5WwYTnhZHgpHpvOm/Ll5IOzd6neW8JYmCGBPcrjOVhbLiIgmnEkOCsp40SnDrKHHUf0Atj+TXBXZDgzHRoi6ir8rrsmW/Ddj0c6dOh5diSf19PEcai95McR8f1MiPBY36ygNCbEB2abb89QIJTTSHB7LSH1KEz+Ab8HlO9gTXtgBYzOV6348+u7Xp4brqh5hJK3nT8Y+blBmn33UzTVmVLpiHP2WXXb8JTe4L+3Jw2zlskUZ9gINInmEXBXB1a1QSbRtfSgzxsx2wTZ37yZvzisd2h9+N06OCzxaa1A70iwWG0lCPBX/rqvwAAPv3Jq7Bp0yasWLEitH1PBEm5IAHRfZ9U8sETbtw6fqtU2s9Q0QpEB3u4prqa4DhAMLCsNgiCczRyTI4/ZBSArAumoErXHgJdsqGcVsHRyqAVioeW42GoYCk1vIVMkHOtjhR6MPNThyahpsWcJGnS6VcdOtTUvsfzNznfxmO7ang4ByRxpkHnP04b6yqMxd4vF0zlQNNCPFSUNcHRgKieWRiLxhNGgoUI6Io3PbQzdRtJwkZE/6Ygi4s9AdJRLhdMlWQii/Z6DI2XUclkTbB8Zg4ZG0Lb8ULUUgB4zu97mlUsaH+wPZFWUoBEC7gy8Hil2JUOvbdhw3Y8TU1w+HdUB1cp9V7H1IuF1KHZxY2Ksy2mqdYp/SLBjouhoonRoXjNa9a5sGE7sEwjSHCyoZDolS4IHikXUDCNRGEsRYfO4tkh7lBSj+AjJ7LRoRt+izadVVUQHHccqbNClvNVazkY9YMSnTAWvwadBNR5YNKUMBY7772qQxMCVzANtZ7xxzZN8DEv0wmuPesHwLRberVdD4YRBivShjbb7CghTtMwMNvs4Lv3bcdffXNTsH9dTbArlMozEC5J4AGxJ0TonANcGKvroS/Ipus2PAH85smp0Ps0J6pEOPM68qLm6hlv8Pebfd6n60j+Nwc6Wgl06KDWNvgOJToOHRtCNzNNA5WSlSj0x/sEA1KAVldq0s1oPuY/eWpPPfPvBxa2QRCco1FN8HGrR+T/63YqHVrNeQn3P0cQuNNOD4zjCr/e0+yJWp1kMpteRMHMlu3tZiSMJVskLWIQ7J+nZUq1trd98QmyV5+XEPp+W6lwm2ELK1nadeULBl8gOBJMAX6lVIBpxhfQNGGs3bUWHtg2E9p/vCZYqPrxnz+yO/U8JGV0if496/c2na7boSDYMAysYv1rybohwaYhA4KG7arn59DxIbWv8Lb8Z8oTsVZM+6tR9ncVrwn2n7U51sJDKxzGHKxZpqwLJLflmm3aGB8uqYV78WqCeeAbvE8OzdLQoeWrTpU5i7U7HsoFCyNDhUR16G7WtD1UivoEJ601K6rl2O8Mw8CyaqlrEGz1WBPsqiBY1lNyOnRaBaVskaSnQ9P7ujq6jhtQSLvZXJMhwSSMlVAT3G9i43fF2mk1wX75RDcLI8FQf5NFxX0Ww3RIMEdqgeAYowEK0L1FEkeCyaYZ+6KhbZHkqd7JQDjpGu4THIAdgTCW3yJpkaWx6Nrd76/9ZHSpVE3wIiDBadonveSnVXDpn0MemAY1weE5iTOg6Bk45wUr8Jk3nIqrX3dKpv1Wy4UQ6syNC8UCEpigEoFeyg91yYCnJuc13xxYFhsEwTna1Hwb48NF5WhP121WS6NpkeRn0pKmD64qygVayBmkmuChoqUe4IX4pZIOLZHIPISxbF8YK0k4ohfzWP1z1ObbHRT8LBzQe1aSZ2x7Fcaixa1fAR1uMw07pAwNdOkTzJFgNi8OMSSYjm24ZMJA/DqkCWN98edb8KfXbfT3FQ5gedbU8wSGixZqbQd3bJmKbYeMfE8dHRqQjsVev5aeU3wBWRe8J0aHTkaCXU/up1KyULcdtfBRRjdKieanpd+2OEtt1NuX1wQTHVohwcN6JJjoV0XLUMGGrt6bm0Q/ikF7k0U6TRzB4w6fqxIxix8F83ur1/nE87UgpMJ5USkXB9vOtp1mx8FQKWhZxZ9RcraXj8SRYEC2SdpbT68Jzsp6UDXBkSD4CBYEpx1Tw3ZQSRTG8pFgjeNI+8uydtT8BC4A1Sc4URjrAHm+95XZ2prggDmSDQkO7jFFh9bWBOczZp3pELknI4gZHUrHIdGibNsm1hYQno94ENwOlbOFa4LpXHA2Bg9uuDAWb5FkGovfwYL2u3n7XChJQT4A+a2G5jcLNe1aRQyyHqLgYkQ8qsF8RwIGYkiwGfhabcage9OZRyWWc0RNqt0n06H5PVYumixYz37+dGUsAyS4fxsEwTnaZN3GipGSoqhNzbcDOrTmxk2jugIIidvwAJCyRo4nJB2aesBigUGwX1dVMI1chLE6LPO10Enyq7c/jZf//a+0qMx8y8HIUCGor1hCOjQtbnkEThRkcEunQwfv8btriCPB1Ee6WIBpxBMu5HzqHP3nphsKJYxSknjW1PUE1q9ZhpFyATdtTqZEuwkZXTrmmUZHUZ45xRfwg+AIEkwHo7snhBAwDQPVUgGNtqvo0KvH5HajSDDfQlKyZX8zQoI5JdYkJLjVQbVkJQrZqL6fBUshr5SnS1IkJ8ePrv1i9dR2Qo4XG/M+qAkG9O1T0oyQxnLRxGi5oDQLgm1nRYKloJSup+pUnZDgpCC4FOurTUZze1Z6YRRV2ba3iRXVkqI4Szq0/pjajouOKxKdyEopWVHV6QUJbkk9CyCJDu2i6OtTDNSh043YPPyS0rXISocOkOCApZa1zCcva2iQ4Cf3RBEzuX/Vw5WNMWlolGQcGw4zZ4BwHTB/JuItkuJ06A7zuXiLpFIhqKk2lwAJpmsy33ZCCCPtVR3uIrRI0jPe5GsvdGjLTy7c8IMfAgAaLDBVSHAxSocOxkD+U/Q73axSspKFsVyBomWE6NB0/Xt5DgZBcL42CIJztMlaGyurZUXLDdOhNUhwF/Q2TIdmSDDLkBMSnMeiMtfsSCTYb7OyUOu4HkoFw68JXti2np1uYPtMU/Uy5lbz+1DSOegdCc5Gh3505xz+5kePhBY3mixzoUOz7DJZWsacvxeiQxdMlckM6NAWoFGxVP2RNffNjtkWOq6A7QTiNHSOedbUExIJ/q+/txo/e2RXIp3Y8yRFOYrkUU3wbLOjAjtOhwaAVaOlWE0wjUl3tV3f2aiUJRLc7rgoF0z1bM409PXFANA6QJCiyfk2lldLobklQII7GB0qJrIwlINlGcpBi9Z7a5Hg4aJahBeiRJ9mfL86NGop6NC6ZzyrEStkiOjQ0ZrgjOetYbuhujH+7E7XbVRKVkjIh9vyailFGEu+ZkeC4zXBRIUGZFKChiaECAWZ5HwmqUNTcNzQoCe0dmYBSSQd2keCE4SxqmWZKB0IY6WbDgnmqGQWCnMYCZbv8dvNXOQ5BNCzC6JIMC97INZa8FkSOOG3ktTQoUPb9uLUfMf1hbH8KZs/g5yhIINgEmeSz05QR63fX17GUcn7nwsEIxUSHFkngDxrguPv9UOHVnWzfspUXxMcnpO4r5X0nW5WTel7Tho5dP6GilZsbs1iuiD46alBENyvDYLgHG3KR4KLlonx4WJIGEsfBKdngTgdOiSMxWqCZRBswuyyrW4mhJDZ9KFifkiwG0jCL3SxI+GUHXPN2GfzLQejQwUYhoGCafRc09nQoOw6+5Mv/xb/fOtTIcpTFiSYal27GQUZ3JKUeoHIOeV0aB0SXJKJkpgwlr846M7ZzrmW3IbtsnqgeKDk+ajrxScfium6jY1b92qPj74XNQr8Z5o2C4LjdOjpejuUcaa/kui+FiHBfk3wcMli+0qmQx8oSPCeWjt2nijhRErvSUGw6yckLNNQzhYtrkn1ekq4bZGpjGEKXvz9pRDG4sfWKxJMCbFy0ZT0uCgdOuPmmv49q5D3CB16WUWPAgPARKWU2CLJ9aQIUFZ6oekHMrR/2R4pUIbmybV/v+tZXPB/fqk+okAkrU8woFeHDsp+0k9Y23HRdjzVSorWWps586RQXbLMQYukLqZqgjkSHBLG6r4NWk94OyAdHXoxBTN1SHCsJlhwJNgMjTFpZLNMbwFIfo5cIVSSqs2Q4AKrC+WCqbxW3fUE8x2D87cULZJ4ku7B7TwIlq8KCGa/yau2+6yzz8bJJ5+M66+/HgCwZs0afPOb8u/Xv+512LJlC2q1GtauXYtOR16Hubm50P+BAGGnIPi5HbvUZ1+57t8ASLBg48aNOPXUU7Fu3Tpc/YlPyN9wJLjQW4gkNUhShLEKwT02zBicvTwHutZ2va5RAwtsEATnaFPzbazwndIV1RKm6nZoMYgavZMFCU6qCW53pDo0Wb9zUd124XpCtkjKSc1Z0j/kQx9FPzpub4IzzY48FztmW7HP5lkLjn7G3mSTVlr8rKOBdqsJbnVcvOTTP8d379ueOgZqazMecWwDmnsyTQhIVocmR2BYqUOHt0F1U9FT1uq4qm620XFYTXB4XKTeapkGLjhhFcoFEzdt3qE/RiG0DsNQ0ZQCTY2OojxHkeCVI2V4AiGxH1W3qTn1nieUWmO9LWuChwqWEuGaSwmC86jvXgqbnLdj50n1CW5LJDipXlO26pA1SZ1IyYYOeQT83piVoroHFsuB5Zvdd0hw8HevDgaxdsoFS6sOnV0YK4wE8zlg2k+4JtnyahEzDVs7b1Cbll6sYJpwPAHPE9g20wwhwTy5ts1n7NC9QcnLaoI6NM3bejo0rXPpY6OyIaKnqppgdt1ojSgVzAEduovR/KdDgsuZ1aGJDs2QYC0dOo8R602XWKlF25X5r7Zfr8nnlqTjpHUxqAkOf07PgmBBMM0hrueF6qT5c3j22hV4/YuPkN/jNcEFLoy1uOi5HGOQ8ODiWFE6NGd09aqlkmS333EnNm/ejIsvvli9N1SRCbe3v+1teP/734/R0VFccMEFuPHGGwEA3/zmN/H6178exWIAIFCtNd1fv7jtTvXZikMOAyDn53e+85249tprsWnTJlj+vCEWEARXywWt0j0gfd4y6xM8VDRjPdizWEZR/4FltGzV3gPrao7rYW+jo5zSFSMlTM93U4dOr+OttfU1wQ6rCW52XKwcKQXoSJ/z4xxTiM0rCG4zihHfXttxce6nfo4rLzkJf3ja4Zm2RRPLzoQgmOoii5a5QDp08mSuqCtswgqQ4CTRLge1toMndqer99VaHQiBGBKcFJDI94I3uYMxVLTU/dIKIcHxeiI69ugixs9zw3Zj7Wk4Qu0Jag9QwMuOX4WfPLQLH/vDk2IBr+cJbRbTMAxMDBcx2+zAMAwULSNGC6fnirdPonOSiASbBqpKHdqTLWvKMskTE8Zi56WVA7V9KWxPrY0XHz0Rek/1CW46WDlSgieS2k4EtWmdCB1axz5wXA+1thNq4bVY9Xx8uzok2FiCqmA+hl5LHRQSXDAxMlSIOd6Zg+COi4lKgLy7PQTByyolOJ5Are0omjCZZAH0dg5pTZicb8N2vDgdmmilbD6slAKl1EqCOjTVBOsCFtpWN5SJ1i6FBPs1lCFhLNunQ/vtwAaWbEQX56edo5K91AQXTFPNF5zGmUc3i26mQ4IB4PDxITzvr2/qvtXQoZOGppDgSrwmGJD16ePDRbi+YCQQ3ItBTbD8LkeCSwUTn92wDjc+uAOeJ9BRJStcGMtY5Ipg4K7fSjHMQwotPPiciy9/9WuwDOCZRhHAMvz0Jz/Blts62L17AoCcg/bOzOJrX/ta4jYPPfRQvOpVr+q6749+7GN4/R+8Ci996UvVe2eddTZuvXUHXvva1+DKD/0VAOBd73oXPvOZz+C1r30tvva1r+FLX/pSaDucDj07O4uOF6waJ7zoZGzevBetRg21Wg3nnnsuAOCPXv96fO87z8MTUOVTvYowjpStZDq0I0GhQDPCUgr9vTwHWVvbDSybDc5mTkYiJCt8B315tYSpersLHVq+JgkdhISxNHRo1/Nyqwme8+tcxvyavzxEb5QaXqRF0nzLwXTdViqjWYxqV7VIcKs3JNh2vJAjFA6Ck39LaD4PghUSnOBY0fvdmplTUBYVxlIBiWZc/J0oEkz7bbCaYMOIo6ZE3Ym+z88zp0NH1aGFn7GmHM/FJx+KnXOtWHsFQDpVSQDU+HARM42OZFNUy7HFh2i/kzVW55hymV1P7qtSsvw+waSibmBsqBAXxjoA6dDRfsqA3ydY8JrgBCTY71dpGYZalKN0aB48k8LxRIgOvQRBMLvIKrmVwS/ZOdvCp370SN/JvAXVBPvfHypaGC0X0I7MN1mHJNvf6Slz03Vb2yOYjKjSurrg/pBgA44rUWAgUIYGEGrbQsdJaDgFt0nCWKWCiZJlatvZUGKu21qkkOChlD7BLRkED5Dg7kZ6EvwZIAq9ZZqZ6PyOEtszYmsGvS/3kdeo45YUBK9dVVV/x+jQIWEs/eBo7UiqCSY2kyck2geE+wQnIcFk5MNQQl71CfaD58VMHNC4AeDIYQeOMLC7LZ9dhQRHXoGAdrxQO/HEk3DFFVfgqquuio2H64mcf/752Lp1K375y1/CdV2cfPLJoe1E6dAoBOtkKwnlZT502/F6RoEBmdRLFsbyUCwE1364z5rgQQycrw2Q4JyM+jau9B2T5dUy7nlmL2sanxwER+//HbNN/OMvnwz1y+TCWC6jQ7cc31FaIDpDglNU85cHu4UUF63I9lR9TA/OCCEKO2fjgXOt7SgUoMBqHJPs/dffh3LBwjUb1gGIKG+nnD66hrx2J0A+9Pu0MwbB0TojMh0KRBZSh2YOBiHBQoggCC4WtD0G60lIMKu9rrcdtS/aDadDe4zmfPYLVgAAHt1Zw4uPXhbapuvp6dCADP5nmjbajouVo3HnntoA8fMYtLHRnBsf7SJ6UtMPguW+SvGaYPb3UtKhN2+fxXGrRxIFjpKs3nbQsN1QeyQA/rMmlFouv3bcXM+TQbCpa5EUZx+QkNj4ErRI4gkfvo8oGyHNfvHYblx761N481lHY+3KatfvRy10P/RbE1wwQ3Tf5QV5X/eCBFdKljZgmKq3E5WhAWBZVc4jexsdHLMi/BmVL/RiliXn1aBHcFATLOnQ8u8oM6beRRgLkHXBaTXBXZFglsAF5BpgGGEa+3zbwRHLhgfCWBmM1rRoTXDBNGCZ2e7fAAlOEMbSlBaRPbVnHrbr4fcOHevvAHxLqs18wcoR3O638qO9k3KvTnMiajPRmuDIfDQ538Zxq0fgCaGElQI6NNUEy+9qg2C/fCwKoJiG3yd4kaHgdS8+Hdh8D/77f3sJ7vz6vVhz+svw1rOPxp1PTuFfvvQbXPyqi3HesSvx43+6E89unQYAVCpVvPOdlyx433/0xjfi8JXj+PKXv6ze23j33QCOwA9uuEGhtgDwtre9DW9961vxkY98JLadgA5tYHx8HIWhCsjLe+TxpwCswOoVyzE6Ooq77roLZ599Nr73ne8AOEe2SHLcntdkAIp55ml8nWgvaq7ls9Ca4EPGytg1l+5jDkxvg5xCTkZBMCHBK6pSmIQcqHQ6dPgBuOK7m/Gvdz6Dnz28U2UBeaDWYXRoonkmtTXJapwOnSWQzGKBMFYYWaZz0ulhsGlIcL3HmuAdsy3sYMF0Vjo0TV7cuQqQYH3Wmd7vFgST81iK9q5LocwnLYZlX7xE3h9+v7uSCQPx+yNQhw7fh/w8NzpurE1BSBiL0SsPGS3DNIAdM/FkBVFwdTY+XMRs09HWuQJByyTeJolGq7vcRIceLlpodlwfVZPndmy4qFGHDv5eKiR4294GLvnibfj+pvR6cZ0lqWjT/U9IcJLTRE6tZGn4v01Rh55R6EcpVawtD+OJqDAlm+jQ3Y3u6yRHuJvx/fZfE2xixEcnub5D1po+UoeO1mBLZoOH5dX4c0KWhgSTI96LUU3wtr0NAMARE5wOHTB9KHGbFQkGqI4ufp1Ub9Uu54sSuJQIlSUVZkQYy0W1RMJYB18QPN92QoKNC7GkmmBCdbPVBPvsEi6MFaoJTk7aX33jI7j8u5v7PwDfdLWZpYKJw9m9y2n8XLmXfxY15Stp+gQD4Y4LpYKsM1bq0NGaYJ1faMpEJq/NBXwkGIuPBNN+16yoYqJSxAM+q4sS6CroZ0PPSx36gt//fVx55ZW44oor1Hv1hpxzvvylL+Gaa65R7//xH/8x9u7di7e85S2x7dB5pVEdfvRaQMhrMDU7B0Ce16985Su49NJLsW7dOjT8/ciuK17P7ZEASYcGwmKrZLYTrjsfKgRIcC9BsA5Qe8HKkZ7HOjBpgyA4J5uqS6eU6rSWV0t+DZVcmHR0aLLo/U8Pyd5GB8t9ZybcJ5ghwUTzVNsS+MptTyfWJSRZkE0vyKB1gX6CbJUh/D7B4Ww+BYa9KFAHSHA4CHY9iXaOlAMUoNNFZMDzRAhhkr8v+NtL/h1NWBwJpn0loYf0fqzHbXRMkSCTLI3mzp1p/jdN3m3HQ8N2YJmG36TdCKW3hRCo245WfXZnlA6tlHnlezzpQkrMgKxxWj06hO0z8WRFWi3i+HAJsw1bS/EFgFGfyqhDgrU1rwoJlovSdMMOkODhYlwYC/z+XBon+a6npuEJxFo/ZbEkFW3TMNCwZW/WMUWH1rMIJB06eI+cVF1CbZY5fotdExy6r9n7vZRokCp6M4ES2c34sds9ToaBOrSl5hWu9J91c1IduhA735RwXV4tJv6WqNK6wIjqEnuxgmnAdQW27W1iebUUUns2GBIcTQpSEqKSIIwFSNEs3XrVYYynNKOWNbz2uWSFac/UIulgpUN/8saH8a5/2ZjLtmj+C9UE+0J6hq8E3i2Rw5HgKHsISG8POVW3EymlvRhPgNH9fvTySgh9peOgmmD+XCTNb5SMKymENvw53fueJxOLJcsMIcGcIq4LaKgcjUACAlBIpT2LzbcdfOfebX2JaNE8W7QMnHLEOO7fJhWiaVM6OnReIok333wLNm7ciPXr16v3Xv7yVwAAfvazn+K4445T79922234oz/6I0xMTMS2Q9f47HPPBwB4ZhFjfivG0844S/XrPemkk/DAAw9g06ZNOPTQQwBAIcG9tkcCAhX8pKRekSmDD5eCmuBezp+ODv2CVb2znQYmbRAE52STig4dCGMBwG6/zYw246cWhfADQJk/1xPKmeGOOU3CjuerQ7O6sYefn8MnfvgwbnlkF3qxKBK80BZJNkM2ozXGFBj2oohHaG00CCbnacRHASyrOxJMFF6yph3QqdMcez0SLMfVrSZ4at5OpfVF6cZkaQg/f49/TAur6wo0bU8qQxvxeqJWx4MQAUrDr9GO2ZaiMDa0NcH+foWQ9bdsdT5sYiiEtPPxJgXBkg7dwVQCEmwYBlaNlLGHBcE0XN0lIySYnO/puq1ESmhfIRPBwrlUSPBGn0rWa8IKAPb4tdExOrRpKAXt0aFCYksNqgnm10N3bclmWc26lXJP5mFhYSyORsURqiQLkOD+riXfRbvH+0H1CS6aGPPnFY4EZ6WT2o4XaqNBv6Prm4YETxAS3NAhwZ6WUpdmspWWDIK5KBbgB8H+3zTvKyTYP//pSLCl7elK5TK90qEB6cB3FK1XJvtG/D7BvSY1DgTbPtPCVE5IMK1v4Wcv0BCQn6VvI6wOHS6z4H/rrm2t1cnlGvE6cwok16yohNbYgA7t65fwzxKOMak0iIzWfFcIGIb0gRT7LaVPMJkUEgVc6ixiynFZBvwkRPf54xM/eBgf+I/7cfcz+naFaUb+k2kaOPmIcTy+qwbPE0EQHBFQpGPNw3SPOr3FT9X73vc+fPjDH9ZSoWmMnBXYsB2M+kmylh0EuDfeeCPWrVuHk08+GXfefrs/BvKr+0GC9Wr3ricFRHmf7XCf4Oz3e5hRAfziry/AsasOPiTYMIyLDcN4zDCMLYZhfHix9jMIgnOyqfk2CqaBsWH5EKzwHRTqtZomjBV98Pl3l1Vlm5O2Rh2643qwXdkiiZ6LmaZcCOdavSLBAaUsD3XoDsuWmoYROka+IGQxqm0tFUzU2o7K/APBZDNapprg7urQridCkzZHgtMCc6IQ8iBYIcEJdGgliOGJmBgTt6R6xzQkOElFVwl4eR6aHQfDfjAbVZakTDkhKFEkmLKLDTutJlhACAF+ex8+MaylrXte+HvcxoeLaNgubNeLoZtkK0dKKtnEHbSkPrhSHVoe+0yjo5BgEuHiJgAVJC9VEPzbp2UQ3A/qQcmAVRphLDo2idqmnx+evIj1CeZBMBODWagIXzfj/m8UjQKyiek0OwujQ/P7q3ckOGiRRMk57hRlCuI7QS0tBR40DAp20oSxxvx5XB8Eo3ck2JKJ0W17G/EgGEZIYAgI1qt624FpINWhTGorQkhYFjq0aQBVVndcZEhwsyOTeNWDuE9wve30lFROM1rL+NYCGq/8f7drwutZdXTotERareXkouDNWx/S/o5ZUdUqQHe0dGj9MQo/uDVUcB/+nJJgwk/EclZCUBOcTIe2TLlW0nxHvZap3VSW+Y+e+6kuZVg64yh+pWj5AZxQbCld8J/XvRedG7du3YrhivRD+Fr1hS98AVu2bMHxx/PFWm0AACAASURBVB+fuK2CaajSwYbtKl+g6Ss/A8CGDRuwadMmbN68Gd/97nf8MUgh2n6Q4CS1e7r+xYKhNAmSRA+7GX+OTjxsDGtXVg86JNgwDAvAPwB4FYAXAXiLYRgvWox9DYLgnGxqXrasoImRHJRdKUFwUr1niX23WirIvq9sUQh6MMoHjRfYU30UDxSz2Fyzg2rJQsEv3F9wEMxqoS2/xoWMFtms2S/b9eB6AmtXyAedzikQICwjTBirG4pNdaxkzY6raCxpiztl7TidrpswFg+O0+qCozW3ZFn7BPPPaZJ0PaF6jQKIIcGEkhEKHgqC51qqzqRhu5qFP0yH5uM+fHwIz880Y2PmtOmocVXsKLpJtnKkjEmmvEmmR8mFrw4dIFDkiE8MFzHX6oTuASEEyhQELwEdenethacm6wDCKGFWm6y1YRjxQMgyAhGr0aFCInKghG5Ciq3yNUBpgu/zwFqxExYJCu7WIqmXILJfJDjUIqkTnntf/ve/xI0P6HthA0EShQtjcaX/LNMeBe9Dpbjy/zTpT6QEwYZhYFmliL2N+Drgep7W+U4z6ie9fW8zJIoFSHoeDyaA4BmiWty0ViMjSTXBikKaPjZe/05WtAL0TbGFyhaKhYNTGKvednLr1WorOnQcCU4qhfjefdtx/qd/rtYQVRPMfsODGFWCo3mWa61OLpR1XWJlzYpKGO1lqualghmaD5NmmSijKXpvB+Vecl0sFUyWDPd8inhQPhQ1JYwVEheT/3j9fZqNKFpu7/Mf7dc0+PXmPop85YedV0I0SeSSxtOLkaK960m1ZzonPAjmxrUu2p3+1KEp0I4iwbQmcGq87BPcRxCsOQ8nHrYwEbn90M4CsEUI8ZQQwgbwTQCvWYwdDYLgnEyqdQbOe0CHlk67zumgd6IPPhdHqpYLob6vQIA+zvsTnGz9Ij8jxKZXx3qu1VF0sjxaJAWZL0nlCfUJJjp0xge/4R/nsatlEMxRxnm/1q7KhLG6ZSU9EUeCSYU1S5/gdogOTchHOh0aQIjKqxsTEKdD6wISsqRMNZfdp2OT2w5TY5OCYNvxMDnfxpqVVfW9+MIfjDta63vY+DDajhdzwD0hEp1hroqto0PT+5RICNeNpiDBLAimzO54pQQhwoGJQBAkLwUSvPFpSVMrmEZfdOjJ+TaWV0oxJ8oyDUUDlDXBejq0ojdqxGp0wlezzY6ik6b1rs7DQurQbAxOD0FwK0c6NEeC246LJ/fUlViMzgIk2FTJuVqPSHDLltuocOV///ipznd5Sp9gQIpjJbVI6qcmeOdcC+1Ij2DAR4L9v4P5MECCk3oEkyW1FVEtkroEd6SEzq1cMNU6SYGARIKNg1IYq9bKEwnW1ARHWvtEb+Etu+exfaYZqn0FwurQ3AWi8pzoGtZxPbQ6Xi5IMGeBFH2fau3KkUjdL+3X1y9h06nuOZ1rdVSClSyJDu0JGfgXLIO1tRQK0QUS1KEtapEkf0OtkQoWnbPux07PnK7MoJvRPFNgomaeEOx8+OsEqwrOqyZYd2wBS663bRUs09eMIaBE+hhNn1UYNQ449NsiiQLtBks+PD1Zx7qrfgZAJudUEFwIlP9POTJe15xkurn7kLEhvPP8NT2Pdz+2IwA8x/6/zX8vdxu0SMrJJn0kmIzUORUdWtsiSb+gcNS4UrIwVLC0wlh6JFgGHrUeg+DZZkfRYiVy29PPY6Zqgn3qj04dOmuLJFLao7oHHgTTcdLkU8hQEywXGLZ928Wyit8fOU0Yy1/F9S2S0tWhgXQBpKDmNvy+LiAhEwl/W1QT7AlfXMcPghF2OuoJdOjdtRaEkIhupWShaTtK4Cw6LiGI5syQ4IkhAMDzM80QUhn9HrcsQfCq0TKm6rK2OoQEa64ZBe3cAafzQPuabXYw7iPQQkiHpGgZoXZki2Ubt06jUrLwwkNG+3JU9tT0AmLcIRsbKsSEsTquh711G3OtjnKuyBQd2ozPSzNNm7UEke91e86uu/1pbJ1q4OOXnNTTsYVRfhYQK0ey+zYo+M1FGIvrMfgfpD3LXBiLsvZJNcFJ7YoaHfn9YdYiicY0VbdRtAxVApJkyyqlBDp0MiMjyQqmiWem4srQQJhhQorMCgm2nVAiSmcjZWvBwlij5bBIWJGpQNM6eTALY9VtJzdmhhJ2it6nlpH47NPzZrsehmF1rQmm/0fXNVrPs5ZKpRmvCV531ATefOZROO/YFdg6VQ++5O/Gdj2UCmGNhOiS+/Dzc/iDL/waF73o0FAyNy6MFSDppuGXIfllQx03QofWCWMZ0odRlHLTDJBgQ2Tyzaql3pHga3/1JNasrAbXzgiutxCsT/AiIsG6Zz2qR5LVpEiqFyT7/fmy1XExUk5eOz0BJTjbqylhLLam375lUv0tGSpyPMMlqdXy/feerwCHLBYkkMLvHzY+1PN496EVDMO4m/3/n4UQ/7xPBrIvdnow2lS9HepHWSpIURSqtdW1SFKBRATJ4t+VSLAZcsxpEQ+CYEtNHiQS0jsdOsimW8bCWySR40jCWJ0ImgJkryNp+MdJ53dnCAkOt8ewMtQEU+BG1rQdDJcKssdqymROwWWoJlipoerPF//uZIpCNAWnUaRU17OVLLEmmCHBTdvFUIFqgsPBMmUro0gwnd9D/SC4brsYGzIjC3+QNSURKjIS7Ik64K5IrkUkIR8grnjM33c9gZlmJ9R3lAf2/3zrkzjh0DEVcHMHnM7DhB/MzTRtHA1J7RSQ536oYCUmNPK0u56exulHL4NpGpjVBCrdbHK+raWN8/M75vf8rrUcvOaLt2HrVCNUl3760RNaJFhX8zvX7ARBcAIlMmq/eGwPnvNb6vRiiaqsqia4+7yRBx1aJhDCiSzq0T5dT36WlTCWP/dZpqEYK3L8wXc7rgfLjDtbFLwPMzo0JRKn620sq5QSWRVky6pFbJ2Mn/++kGDLUCyMKB2aM0xoPmwxJLjaJVin3poiwhShNaNbbMfXLrJiIVhzAjr0wSmMJYRAve2kdqDoxXTCWKQOndTaiJ63OBIcJE+jfVOtiFYIEPgtuSDBbSl4WWs58ARw8cmHyXGEKM9yAFHlXvlZ2HbNteAJmSRORYI7QRKBgldPBPcxR8eTWiRJOrQHwwhUoWWS3oCL7ueGyoB60UT41I8fBQBc9RqZtOQJDI9FwbpgNC8kOE37pMcYWAEijYg4X7Pjatsf8XWvXySY/A2e1KPe6oD0h1tMOBEATjsqOwpMlqULyn5ujhBifcrn2wEcxf5/pP9e7jagQ+dkU/N2rEZrBUNqdE5HErWIr9GVkoVyEhJsB0EwbWu2TyR4rhUgwdQ7tB95fbIOE8aI1hj32ieYMroTlSJWjpTCdOgoEmx2D+BdHR26aHWlUqsWSZwO3bUmmAXB/dQEm/R5coY0akFNsAdXCLXQRutDaYEk1UQ6J3R+DxsfxnDJQtN3UHULPy3ufNgUVEfvQc8TiQvZBKPiL6skBMGaXsEA6xfsCXz2Z4/jhk3PM3XoIMCgRYfQXy6OJYSAAYneLTYSPNvo4NGdczhr7XKMlvXtYbrZnvm2NlnA5xlZEyyRw/u3zeL0oydw2SuOxydeezL+7x+fji++9fRITXAYseH310yDBcEJ81bUZhp6RfQ7n5zC//j6PYmIXAj91fzdU01wp/9WK1RLr0OC05R4244HyzRQ8IV2RocKISSYz4VJ50AFwRp16Om6nSqKRZaEBHue6KsmmOywiTDiwBkmnch8WGflGElWLRdkp4PIHOpkRIL52kXGg13eq/hg7BPcdjx0XJE7HZo/ZvGa4PBvyD+h68+RYEpsRNkHhhHXFaA1w3a9BfkfQgg0Oq5aS/h+QjXBhAQ7cXXo6DwT1DuHy3+ia5pCgj346K3cFq+TVjXBOjq0YShhrAKbky21re7HP1ySa11fNcEuv3byPU6HphHzhFVepTG67dB90DsSLEsiOBMESKsJDu7t/lsk+TR0tqZvnwmCYMk088sY+9g+Wa/n4gC0jQBeaBjGWsMwSgDeDOCGxdjRAAnOwVodV1JqI47J8moJT0/WUbQMbdae3onO9dwxqpZ8JFjjiNVZTTA9WEoYq48+wSccMgoAoWL9Xp0lMnIcSXGRr8801sx0aD9YGy4WcOh4uP1OrEVShppgSQfkSLCraIfZWiTx+uwg8+24XqxGk1ChkXIhtVdwUt1LGhLMh8odBo4Ee2zBNiMUmmhNMJ23EBJcLPjq0KVIi4tg3F6EXhkEwfGa4CQaJgVYy6ulGGJARvTfyfk2jloeUDLp3O2Ya6HV8UJ1yhyF4n2CAYRQUSEAGDJQ7rUlTq929zPTEAI4a+1ybNvb6MtRmazpW0mZzLniARQAvGn9UXjVKYeFv8/ONd03STXBx60e8fch3+umGzDdsEN1YwDw1J55vPvf7sZcy8Hlr27HqLXR/fJ8Ft2fWRwummN6oUMLIfDKz92Kd5y3Fp4QKBZMGB03FJyRIzyVQoduRZyskXIhsSY4aa7i6tD0dV4TvKJLPTAALKvKIDiKsEokuLf8N3fWo/RmgzFMVFKQIcGHjqXT9AIRHydEQSRl1273Wa0VtD8h47V388wJLhYOPiSYHO7FFMbquGF16GjwSs9ZgATL11BNcGRe19Gh59ia0XEFSoX+/A9q/zdRKeLZ6fC50aG9Hdfz9Ut4hBzeJo3VcUVkLYwgwVo6dPCsh5BgXRBsBjXBRJcOEGEjU3KAvtJP5wE6zjASzPoEEx06+jtPJK7dWS0t2d9zCYevaE9zKfmIsvRJP/9JH0mg1UeLpE2bNmHbdglWzrdd3HDDDXj44Yexfeyl6jslywyC4C7JwTSjZ2l+fh533HEHzjvvvL63tT+aEMIxDOMvAfwEgAXgq0KIhxZjXwMkOAej7CX1hCSjbH0STYmew+hCwCfsStlCuWhpWyTR4j7EJu++keCmExLGAhbW+22bT4M8bHwIViTjq2qCexTGqpYtLK+WQ4JLdJzkmBUz1AQLERwbZYwDYazk3xY1NcHcQdapCtN3j5gYTkWCk+pedNTU4DgE+zx4n66f4wq/NpY+CdPP6hEkWAWTfo/gsaECKmUrQRgrWByjdGjaXvQeTKp/BIIen0n1wPyzyfl2WDXY//upPfNqP54GCSZkTyHBPAiGdGyGihZai0yH/u3WaZQsE+uOmvDbw/T2rNbbDpodN5UOTcrQIfQ+AXWIfq5TJJ9pxpHgbojsTL0Tep5mmx2861/vViUiSQJkPEYRofd7QIL7EMaartt4fNc8ntozD+Hf71zNEwjm3ql6O9EZjVLpRsqFsDo0+1kSEtxgSDBXe6dxpvUIJlteKaHjCm3PSp3znWY0BlL758bF16LlIQ3bRaULHZqe0WgyqKMQtS5IcLOTIIwVKFQDARKcB9V2fzI6Pk/ko9iuE8aKCulFn8FGFAmmgI/dL9H5h8oNuPHnZCHJClrbaM7i+QE+Dl6rK4WxOLoZHhz9XyZYw8fBjddUkwiWRILpnARzg04dmpIDlHigMffSn538m6x6E9Ge0ADU2Olz+gYlNqMxaS/+4nTd1oIgum3QeNJiYMeJH6dlGuh4gjFBAl8gCdwhtlzbcVW3iKy2adMm3PTjH6NSstBoO7jkkkvw4Q9/OIIEMzr0ApBgeqZqtRruuOOOvrezP5sQ4kdCiOOFEMcKIT65WPsZBME5WJRuQUZ0xSSHgyaT6GNvsz6GEgm2wkiwUoeO06H7qQn2PIFaq6OC+KjT1Y89urMGwwCOWz0SQ1iVOnSPwlgUmNVY8FJvO6gy8ZgsNcFceZHaL1VK8hym/VZbE+zy44o73PTeYRNDXYSx9BO9kRJweEIfVAZ9gkXoO5TlJGtGkWD/2HfNtXDo+BAMQwaRMgiOU5lNP7lBAQMZITvRXtVp6tCWaWBsqJBYDwwEPXH31NqRemj591N7pOCJ6yPBlmGgXAgoblQHpISxGFVUCJnZLhfMRadD//bpaZx65DiGihZGygXM205P1D9iFKQhwWORgBXQZ9J5Qpw+j7IPhBCYbQQiYoFiefKYbcdDrR0cl+N6eN837sOzUw382UvWAkhGaZN6QJOD1Asduhck+Dm/doueG9OQ94MOCW51vMQAu+2ERVWidOgQwpZwDmn8wyUrdj2m6vHSG51NaGj/8vi8nlEVSuTqHDcDGmEshgSPdFGHpvkiGqwrRd2U6+16ArW2o6VDB+rQtD5bvjDWwgPF/clqrN68kwMarPoER2uCWR/dGB2aCWPR9wGJuCX10zU1zCseBC+Etk6Jc9KaCCPBwfc8EazhfK0AksvUHM8LBcvRXuvk3xAbiYJarphNw9Gt3xwJtqxgTiZkNsvdS3Nz1iQgn4d0LZJcTzDdEvm9GBKccQ1r2A5O/8TPcOUPHo599prXvBaXXnopTjrpJFx00UVoNpvYsXMnIAROO+00vO51r8PevbKzwgUXXID3v//9WL9+PT7/+c/jggsuwGWXXYb169fjxBNPRKfdwu2334E/+/O/AACMMPE8vi7W63W8+tWvxmmnnQbX6eChhx9B2/EwvWcXXvayl+GMM87AK1/5SuzYsUPt90Mf+hDOOussHH/88fj1r38N27bx0Y9+FNdffz2aczN44JHHcd111+Ev//IvsWsuAD/+5wcvw849UwCAqz52BU488US84x3vUJ//9Kc/xbnnnovTTz8db3zjGzE/LxP7a9aswcc+9jGcfvrpOOWUUwAhb6DJyUlcc801WLduHZ566ulM539gYRsEwTnYfEIQ3A0J1tEOgTA6INWhzQgSHF7ceYskUofupc6wbkvhCIUEGwsPgh/fVcOaFVUVoIdrgqlPcFYkWB5LpVTAmN/jlWy+7SiaC0B9gtO36wmhFjhqRTJcKviLU0oQ7J/jUE0wQw11dcGECvH2PjpLqntJq78UCBZRLq5WUOrQnl+vG2Ru+XbqEWEsOvYds01FYRwukmiNfmwdVudEZpmGj35F6dBBL1qdrVlZVQrgOhsblkjO5LwdVsaOIMFCSAVN05THTiwBCkzKBQvDRStGhzYM+Z3FFMZq2A4e3DaLs9YuByADACF6QyzpPlqpRYLlK11TnnRI0yXgnyu6Mwv4bNeLqUOnPWYzTZlgoADmb296FLc+vgefeO3J+C/HrwKQrKiuS3AArEVSBt84QIKzz4PPTUv2Ssf1/GMzUCpYoeeaz1lJlGgdEjyfSIfOUBPMGEO246HWcjLVBNN3piP1y56XLFCXZPR9HTrC5xWaD1VNcNsJ9erWGa2b0WtFwYkQyfoUUWFEsqIVF8aqlgooWsZBSIdmvkEOAX4gjBW8R+yBJGZSVBgrrA4tvxNNvOjat/E1Iw8keFkl3PmA9suN9hNlOUTPJM1l8Zrg4O9KyVJ9qIWQAbLhC2PxmmDalk4wVQpjBWJkcsy0rWxaLXTqsrKMWp1gm7v3/AIA8MD9b8Nzz30NALDpgb/Alic/CwB49NH/jXvufSvm5u4LbeOee9+Be+59q/bf449/Qn2Pnscfb473Wn/2uefw3ve+Fw899BAmJibw7W9/G9/7/vdhmgYeeOABnHLKKbjyyivV923bxt13340PfvCDAIBSqYS7774b73nPe/DM1qdx8qnr8MnP/B0AQHQCRJZf55tuugmHH3447r//fpRKJRx59BoIAfzkRz/Et771Ldxzzz340z/9U1x++eXqN47j4Le//S0+97nP4corr0SpVMJVV12FDRs24JgjDsEhRx4j9xk5vi9+4fMoDklhwXe/65146KGH8OCDD2LTpk2YnJzE1VdfjZtvvhn33nsv1q9fj89+9rPqtytXrsS9996Lv/iLv0Cr2VTvXXbZZdi0aRNe8IK1sfM5sO42qAnOwbjwBjeirCUHwfoAJ1QTrOkT7EayfLJFkvyM0Lday4nVgiXZnKJzh+nQC0kqP7arhuMPoRrCCBJMwliZa4I5ElzEXDM4tlrbCZ13y0xHcwGEsrIknEN06LTfkn9hM0cjhAR3CYKn5uP1ecGY5GsvdGjPEyiaJlrw9OrQrghRpmUWOfhiw3ZQLpgo+fcnHfvO2RbOOXYFAKgWSdHeiLQ9UsuNfkaqnNy6tWb593edrcaiM8MwsGKkJOnQ7FTTuXlqsq724wqh2pJVyhZqkXrDiUoxLIwFAQNGTIk9b7vv2Rk4nlBBcJXVQ3ZT0SWjIHiVBgmmZ1eJ3HWjQ2sQjSj7gALaieFS6Ddpmf+99Y7/Hfn/f7njGVxy2uF4y1lH466nZCY86TyH6NBsF5Sk6QUJrveEBMsg2HEFTFOeu2KEPsud6cl6G0evqMS2I2uCg3ttZKiIrVOBSnMWOnRQE1yAZdj+74QSuorqT+iMULCoOJbjeSgXe1v6aU7R1ckZDJ3qMCTY82SpSRZ1aCCeuOXnJkmfgpK+Y8PpwliVkuy3XLKsAGVbYP3i/mI80MkjCG5raoIdT4q9WYb+2W8qOrSP3ru8JjiZDh1NWIfo0AtBgklMczgs+gjE2VZR/RKyGB2ahLHcZDp0pWQFSLCqCZaBK68JDupudS2S5L4cRoc2DAOWoU8c6IyONysY0mb3jetRMlTANFgiStGgw4gwmSeyPU80fp240xFHHIl169YBAM444ww8+eSTaLdtlPzz8Pa3vx1vfOMb1fc3bNgQ+v0ll1wCADjllFMwvOVpFEoldPzjac7tVd/j+z7llFPwwQ9+EB/60IcA67/ANeR8tOv5bbjwwgvlOXFdHHZYoKfx+te/Xo1x69atoTHwEqeWEdZDOHp5FR3/PK07+SSYpomTTjoJW7duxbZt2/Dwww/j/PPPByAD/HPPPVe7T2/LVqDUvSRmYN1tEATnYJR1jC72RFlLqj/g9RbcYkhwxDGPCmBIJDi8D+oR2y0LD3BHIkyH7ldoo9VxsXWyjj/wRXji6tCuGmMWI4RAIsEF2K6HtuNhqGhhvuWoJugAIcFd1KE9oSbyRgRxSXOwFeUvRIfm9cEaOrTjoVy0sHKkBNv1MNd0FK1Ut21doCk/j4+HMs1AtE9wgORTmwaA+nkG32vY0kHl33c9gV21tuo5Vy0HdOjoomUYjDoVGbgMguPCWGnCGVFKo85WjUpEPawaLF8VHdoLqGgA1Yu3VU0wICnRMzokuGDF6KN52m+fnoZpAGccswxAkDirtR2szrgNRYcejQdCdMyEjHWlQ2s+D+Yl+UqIOSHBKkhOeX4p8PI8KZxmux5esEq2OKNkRBJVWXdtAd4iKXG3/ueiPzq0jwQ7nkAB0nmXdGg90jadhgSzYDGaEOLzfRI1l+alciFwzF1PKPQ5Cx2akOBYq7I+AkBLBcF6OnRMHbojBWmEAKpd1aH1NcEcJXeF0DorxAqKzh2liDAWrc1FX2gpqTXVgWhcdC0PcSw7oSaYtxCKPvpRYSyFBFtBEKxDgqPrLQ/aFoIEk8+g6NDsOYshwSwITusTTP6K9B9Y8pD9PcyYRLRm0rr7/7P35lF6XNW96K+qvrFndbfkSbIs2djYllttLNtiehZ2MIGb6zyeH8/hhdgQ8MXAjR9cs15ISFiQS3AIZOVCwCEkJAZDeORChhtCErCxgTg2HhQhz5MGS7asqbvVwzfW8P44tc/Z59Sp4etuKYL0XsurrW+oqq+Gc87ev2FLOrTnyrHThgTTeom3MpNIMIoVAWn7Rb1heAF/1ehr4TrPYsslf4lng+eBhx/Bpk23ofv8NPCv23HhBb+Hl586hJFHHgJePCi/d9HEl+QckRVccwzo42GZJXae52FmZgaA3VgWAPr79f661bj/r+u68CAKD1QIrTjqN/Ja+7nnnovt27fjO9/5Dv7qJx088PC/ARjDqWvGseNHO6z7pf14npfQI8skuAo0Hd34ce0q9e96PC66rgvf9+F5Hl7/+tfj61//eu4+NRRgJZYUK3ToZYg52aZHn1TJwTMVCU7RBPOFkUSCUxZigK4JBiDRtKIDoEyCa+nGWLd+5wn8xl8/Umh7zx2eRxgB554q3KZdV69eUqW0qDar0QlQcp2493JZO+b5ti+boNOx51XDuYEI78dZct3MxJy+0wnsFOi2Bdlq+wEqnitNjA6nUKJpt+Zgn0aZB8R9I/XmHAlmmmCeDDqGs+RCx9eMd8IowpH5NoIwwqnDYrAmOjSnVVO4jqIcmgucwVrZigQv1dqfaOX0K6jK3uoGeDF2Dad2DrSvvvi55CjWcL2s06HjvybrYrnjgd1TuPD0YWkexp1xi8bh+Q4cRxgfmZGNBCe3pSPB+msSCY6LAiOseCN0/unHOL2g0EuizNM4SJN/mgFZaoukgkhw21fMiN7o0KQJDqUGvlJKR4KPpvQKbndDTTsr2mCpe41vI22sanWDuDCnmxFRQlusRZK4XoTKy33mMDJsQbRMGxJM6BS1dQHEtaXicJ4xFskVzGeA6xTTxuU0U8oKM8aaZ2whmht/lijRGhK8BAkThR0JjvSWOcZ+moYxFte/0nfM8Ydowjw0OvQSkOAFqQlO0qHNAhDtp1JywXNSE5zQ6dDqdf7/9Uop0SKJkn2fnRM6HJtLMdcEU5I8VCtjuF7WenJnBR1rUW+Ylp+81uK3qbFHrlFSjLGK+lrQtbAWVBz9fAwPD6Nar8uk74477sAVV1xRaD+AaEvV6ARAFKHKnMb5PfDiiy+ir68Pb3vb21CtlHFkZhYAMD8zjfvuuw8A0O128dhj2ebEg4ODmJubw0C1JMe+hqsnwXwNZbZp2rp1K+699148++yzAIRW+emnn079bYBIiOfm5jKPayWyYyUJXoZQ7pN6FUxpgu0LjrQJxUSChVlPUhNMwenQgGhtA/SQBNNCwnSHZvt55IVjePzFY4W29/RB8VBSyyXP0RNq5Q5dnA5NDqJ0jIQAzLd0OnSpCB06VH2COdXaRs/SvpeCBNP5SqVDl13N2dgWShOsv25z6uXHY9MEe1ITHEmEEyDERn2/OpnwSQAAIABJREFU2QnQX/UY8h+pHsGxJlgYY/lxqyXz2PSegjxsdOisFklFY3ygohljeXGBZfeRBdVKJtLpjn2GJhgQi6NjDRMJdo6rMVbHD7H9+WlcetaofC2NCpoVR+bbGOuvWJ1F6fxSkq1pgq1IcPK75uLERILpe5l06IaiQ9M9QuMgJYhp5zlPE5znQsrHyt6MsRQdOgIYEmxn4aQZ3QlnUV0T3OqGclznQ0xaMtbo+LJYICmooepPXAQJHqqV4TrLgwSXjGvHw4nvBf5bWt2AzYvZiGtaUcQP7MUHHll0aG6MRWhzJV54/iz1CuZJcFGJUVbYkk/SBKdJIZopxli8zY5ZAPXc5LzGzRSX8lsahju0rgnWP0vIbcVEgo1t0jotCMNsTbDRIokS14Bpgun8pbZIiunTdL7/4h2X4v1XnSuftbzgSHCR5JTToUM2PvAiPK0x0oyxijL7JOstHiK1daBljvr5N74J3XYbExMT2LFjBz7ykY8U2o8ThfCDCI22DyfsagUOfv0eeeQRXHbZZZicnES71caGc84DALz/5vfh13/917F582ZMTk7mujC/7nWvw+OPP44f3f09vHRkBgDQZHToM/v1+9kEFVavXo3bb78db33rWzExMYFXvvKVePLJJ1N+mziHw8PD+Ju/+ZsVY6wlxAodehmCu0/yGIs1wWk9yegZSCLBTBMcu0MLdEPQcPhg4zhi8ObP06nDNTw/1ShcBTxmIsEWY6yOH2YiPzyeemkeZc/BWeOCqpJqjFUYCVbmKlTxPxb3Q543tJQlLxvNBeJBOFTbBsTklYcE02XRjbFCDNZKmGl07XTobohqyZNJcFqvYOUOnURbxfv279AkatUEh6Y7tO4sudAJUK8oOnQYRjg0r3oEA2KBGkai0m8zxqLFjnncg7Uy9jIdpNi+HY3sJUhbTZM8VdmJCl0ru7KKrujQMRJc0unQHAkmxVP1OBpjPfLCDNp+KPXAAEeC0/d5aLaF1YNVeY4Pz7VTW0kR3ZykDTbjK9vn+fsm+4CKBTwJFr2/s5JgRYdWWjgdTWymIO5hpNqn8D2oFkn2fe6fbmBVX0UWtiqeK53l8yIII7wYt7LoBiGqkZuLBJuGUxStbojRfpYEx2PWfMvHqv5KQWOsUNL36XoEUYS5uIhWBAl2XQer+iqJ41xM/3dljGXTBIvrpEtDQjkv5klyqDhlMjC62sLc/l1KmpLGWK5MdBfaAWuh97OHBPNi41I1wSRdAEwDN9Fb2jYfcfmB6hMcF75cl3VuSM4fx0sTTBTYIasmWD+ONqNDZ2mCJRIcRHArdjp0X8WTc7zZIqmraYLF523PIZ0XPwzlmLl2VV/8Xr4cBFDn3w8jKR3LCtP8zyyIRhHrExx/zsxXi7ZIknRoVtyj+Modd8j//+AHPwgA+J2/fxwD/S3s3LlT284999yT+u9t27bhkl19ONbsotENMDY8iE2bLgTu/JHYN7sX3/CGN+ANb3gDAGDzx76LSn0AwBTOPXsjfvjDHyaOn+9nfHxcaoJHR0fx4IMP4kPf2om7njyEt7/97Xjqrx/BwUcP4P/asg7virsiTK4bwY59M3Ibt99+u/z/K6+8Eg8++GBin1x3vGXLFpx5zzx2HVlAtVqV5+WLP3wOSEmaVyI9VpDgZQjuPsljVb8YgFORYNirqmS8NFAtSTp0FKmJmy82aiWhB+aD95qYetsrHXo4AwkWjqnFBrmnD87h7NUDcsHhurrrcq/GWAudQFJaTSR4rtXVFkACCc7RBEdRkg5dLsWujOm/kSqqfAHVDUKZyNjo0J1AGGMRHToNCaZDtqGtQAodOoJsocDfVdcvjBMKldzw7TSM9lJ+GOElQoKHFRIMiEKPeWxCE0x0aP09myY4sOiKe43xgSr8MJJII9FyyRl6w/iApEMTUEp0zFpFDXcjfRVp+ARwd2jXeh2XIx7YLYw5Lj1rlXyNCmecLsvj0GwLr/y97+N/PrxfvnZkvm3tEQwkkeBcYyyubXPNhU+cBDctdOgcWp6dDk2JlPjNtpZigFiI0+KPjxs0HqUhG9f+8b/iT3+0Sy7IR/srhV23X5ptyUWqzxgU1ZKnPe+6O3QKHdo3jLEMtN+GbpvR7DIkmGnnphYEFX7EQoW3hWkABxAS3NvUL42xrEiwI3utUggk2G4YaQbRAk1mQNfQBNtiLkUTXC4pF2gbHbrrF5vLeomnD85pnQtOVCwsoyaY3+t8U4QEy4JMyK910iPDD0I4jhhTaNixa4L1/c+1uqmU9UdfOIbf+OudhXohNzu62WeWJrjN6dDssTBvOdqtH+rtAjU6dNljhQDEvdoJCY6TYKYJTmuRRGwmM0l2oJtbpgV/Xoqs29q+Ps6q3s5qG/QJ2W3CwIILLg8VHdriPWO7trb2jEWiHPvDNMgYL4cVBYhrSfOHTfpRJLgx1gszTZw52offfNP5WBOz6/7yxsvxwG9etahty+P8GTH1OxliJQlehuDukzyqJQ+D1VKqJlh+3Hjuu36I/+3c1bjzv12BSslNLBL4BEQPKn/ACSUoSrGkiXsgo09wuyckeA7nxlRoQAw4/Ltty+/IiianQzNNcBRF2gKHjj0XCQ5hpUN7bvYx0XdMJFgmwTY6dDdApeRipF6G5zrpdOj4b9J8Kh0JjiKFrvGFtYkES02WkbgImnmJVWQjHJhtoeK58h6iws5cy0+i1Ex/baND2/oEL9WRldoCUbXdc8WiYNeRBZw+XMNANen+KpFgwxir1Q0l+hRBtUhK06ouNR7YfRQvWzOAMYbiSpQwBQl+abaFIIzw5/+yW17jQkgwGWO52RO/Z3nfRHtmmh3Z9krux8l+VqYaqkUSLYyJvl1PQf4o+H3Cd6GQYPt+pxe6mGl0ZWFrbKCCjh8WGmeeZ6yFbhDGrurCh4AzA3RNcHFjLEAVJfnaPg2R5GMeXY8gpkPTWFIkRvuTSLAfRlYaZlZ4EsVPM8ZKIsF8bM2KsifQQpOB4Qf6wtwWs007ElyJ3aGjKMJChxtjUYK1vM/4nY8fxBs/8yN84Z7nlnW7RWKhs3yaYD6HJdyhWQshrd88e465MRZ3NuZ/KRwnWdDi7b9MJPiepw7h6w/s0wwN04KYNVRk5L/FvPWVMZaDYnRovZjL/7+/qjTBUVyIJSRY1wTHSHmKpCUIRVHJfE6FeWf2b+fHChS7J1KTYMYKTPQJlusK9b0iIanyFiTYvs7JNtRMC/KHITnd7DEl5/v23/8vTE5OYnJyEkePHpWvu44j2YFVS8GvSPRXYx+VMMIL0w2cMaLrgvsqJZkQLzaWKitbCRW5SbDjOH/uOM4hx3EeZa991HGcFxzH2RH/9yb23m84jvOs4zhPOY7zhuN14CdT8EnWjLGBSir1LC3B8cMQ/RVPUlJrBnLCFwf0Hh8jCCUoSoeebQpzKZO2pNGh4wVFXsy1unhhponzTlVJsImw0mKnqDEW7zVJNM/Zlo9mVxg2mX2Ci7RIooG30eVJcB4dOoqPn1e+I5mYp7pDl1y4roOx/gqOzNkXzqExwVBwqrLtO0oTnPwOaYIlEgwDCe6I4g030nrpWAunDCvqLaFRCx0/QWXmxljmJDVUK6Pjh9o5CcPlQILFvX1oriV/KyHBG1cPSHSB/26pCTbo0IBiQURR3CKp5KEbRIUn9KIRhBEe2jONSxkVGsg3xqLE6cmX5rD9+WlEkTAvo/NghuoTTJpg/l7y3Nv6CJvsg2PNrjRloXDdpLMrjxmrJtiN/wp0KKtFUslyX9MYYssbo1iT2g1UYYMW00XMsUgPvGawCj+IJIOCuwwDagE32l/J6RPMkWBxLagoadJMbdHoBGpsj69pECPBRajQFCN9FasmuNfnkK6HnQ4tZBb8PLW6oUzO8pBgAKhZtPg8qU671+Za3XgM04+r7LkSfePtxyrxWNdZRiT4gd1TeN9fbkfAGConMpaTDs3Ha+3ZC6lPcHLNwpNgboxljidmvudZxpC5Vlfe3+b6gIoq8wUYbo3Y9JHGwVecqdg35lzFNcF8jEsYY0mKcaitt/ijVK8oOQ0xnxyHkF2lCaaxLE2iktbGyzS3TAu+3goK3BNtg3VBRS++Rk2jQ5eYB0mRoHuU7iUNCbb8Ns5m6yXKngs/VEnw6KoR+d7/8eb/HTt27MCOHTswNjYmX3ccR45DtrGuSJAHwkLHxwszzUQSvBzxs9Le7WSIIlf5dgA/b3n9D6Momoz/+w4AOI5zAYBfAnBh/J3bHMf52ehDkBHz7SB1ot+4egBrBu1VH7qPTXpLN4i0SV1pppKGUioJZkhwTFssbozV1YxFbO7QAh3J39YzhwQtlSPBrgMrHboodUu0ekoiwfMWup3nurmDfhApYyyiTdUrnjDwyhjI6ffzxV7bD2USbkOCO2xBTM7G9m3rEwNFJh0aSNEEx31/A3JJFq+bzpILsTGWrPZGwhjrtCE1aCs6tE0TnKzqUpjoF21/qWP3GhMJjhcFuw4vYMN4v1hYhVE8kYudrRmqYqhW0mQJRO0lVIGQYJr4ltsh+okDs5hr+7jcSILrZWHIlraw44WsO+7bi4VOgFY3TKVD0zWyaYJtCwnP8r5ZnJtpdBOtL/L6VRL6GIYKCabz7zgOamUvVRMcRZGi+Vuow7ZFIG9fQtsltLyIOdb+qQZcBzhztE+5Q0PcD/y5poXsmsFqhjt0oDl/Dkq0XxVcKNIkIS025tE1iqIIM40uVhWkQgPCQdyWBPeOBIvP25Bg11FFCIq2r+jQee7QtN2EJthChTdjttW1tlaTBliBYAvRNVCvL4/k4cmXZvHOLz+IM1bVMT5QlfPJiYzlNMbic5v57JG+FdCvB3++OkxSQPOQbJFk0wQbl3Wu5cuuGiYSTM91EYYbzW3D9TL+8f95LT79ls3afnlIJDiXDk1MlPRxtVZSfYKp6Ev+BlIT7Cl5mLVFkkNu0mGiuEOsi7zgt0ERJJi7QweBkhLJNWqkjLHMeYKK6EXlcrTucy3rTHsSvLjiuUCCQzRikEq7Zinjn+Oo+8x0by4aVHDbN9VEqxvijFUrSfDJHLlXOYqiHwKYKri9XwTw/0VR1I6iaDeAZwFctoTj+6mI+VY3YYpF8UdvvRifvHbC+p4yoNFf7/ihNjgS5bnlC4oF/zwtSvgjQUiwSUdNi2Y30PQPViTYL6YJfvol3Rmatse/K5PgHpDgfubwWym5ONbs4u4nDwHQqXAlz5EaRFtEkUBH6XgUZa+US6Wm90xNMO3fpnEU+kBxbscH05Ng2m0vdOg0ejElEKZBlEk/a8Z0aFnJDQQSTAwEQCHB823femyyT3CBJDgMlz54U2JziNGhu0GEubaPjav7ZZU9YOYe73jVBnz7116rVfkpqSPEMorEM1QrHZ8k+IHdYgjlztCAOIf91VLqwo6e4Z87fw2+88hLeOol0b4hlQ5NSbBFE2zXn6n/54mRy+4VQoL1/WQXjGYaShOsaIBqZ/WMVlTc8K1oiyTaRzeI5KJcIcH513LfdBOnDddRrwgmABVFEkhwPGatGaphaqFjTchbBh16IEGHVt9JYwA0OoGkjXNKYjcIZSJXJEb6y5hudJMJTY/GWKazNw/BMFEJWH9FJAKSkppDhwZgdWUv5g7ty4KPfrzKfK3VDY+bMdaXfrQbiIA73nk5xvorqYWd4xncVG956dDq9SQSnJIEM2Msk1Jr6zNvmsQ1OoF0PjcTetpPkSS4wdhj5582JOcxcRz6Z6Um2HCHThhjsROia4LVP3jRjNhIblyoDdg4SJuyafN5i6QEHdpxCiiC7V4KWaHRoaNkASOMFG1Z0qHZ8dJnioTqE0zHyo47ZZ2zmGVDyXMkElwv96AJ7pAmeJF06Pi+oy4pZGq2nLGiCV6+WIom+L86jrMzpksT1+QMAPvYZ/bHr/1Mx0IGEtxfLWkDMA9alJsLqW4QSnMIQGkTWt3A2h6JbwsQ1e6BaqkQbQgQyQ/XpqS7Q+ePck8dnEO97GlNwU0XSFr8Fp2wm51AO4dDtTL+7Ee78OvfegQbxvvxyrMVnaWUk8jSW1EUu1p2gtgQw9FoSvbv0kK7B01wTIcGBJU3ra2KbBtgjG28EmuG0AQnB0NdE8wNjxTFjbRyQssO+fmXjrWkKRagBvT5lp+garuOWqiag/JgldgICslcbEWXx3C9jLLnaEkwxcbVA4J6FgrjMzqmesXDmWP6RDRSFwutYwwJRoxQAvZruZR4cM8U1o3WcbqFGjXAjDTMoMTpPdvORicI8fm7heYwLQlO9glmE79ltOfXTft/RxWubEmwjcrIQyLBkVoYl7TCnpdOh464GZR6ncYL2+OtWrOEmjEWoGsm02LfVANrV9Xl+EFO/NWy3R36lMEqukGUKDRGUaSxPwDIPuZ0LfnxP35g1no8za4a81y2yOyGkbU1VlqM9gldNC8EBGG4BE1wGh06kmZTg7WyjgTnuEOL7Sa1+IXo0O2upLzyINozFWNkiyRpjLU8z3ejE2DNUBVnjNRRq3hoHidTvayYa/vyHlsqEsxNAZN9glWSyC+HjQ7ts3uMe1LwoOSQgpJb8kxIR4LzKee8raIZqUiw2SLJuOX42kBHgtVnqiWhRSc2kusoAzDeNkq5ZyefQzeW+HQDGx26GOKq0aELfL6lFfpCuSbgRQ/aiuoTHCPBFtAkKwgRp3VmLh06XBwdusQ0wf3VUq40CBD7WS4k+Kk4CT4edOhex++VSI/FJsF/DOBsAJMADgD4g1434DjOf3Ec5yHHcR7y/RNPIVrOMM2ZigbdxuZj3w1CLSmVSHA3afJClXkT8RmoJt1504I3Rwd0JFEdU1SIhvP0wTmce8qAZUGtPqOQ4OLu0BxNeMWZI7jg9CH80Vsvxp3/7QqNbp6nCea/iaiTknaYm0DHSLDRJziLDs1NclYPVHF4vp3S81f8TW+RpH+HtpHmLil+Hxn8qG3RdlpdQW/nSPCR+TY6QaghwXRuUlskSWMs/RisdGiLxqnXcBwHY/1VHJptyWOg2DjeDy+mngVRdk9iSYeOF8lRTH9Na9eylIiiCA/snkqgwBRZSDAVsibWjuCVG8fw/Zj9kOoOHZ9fOv+ajjeDDm2jKnI6NHeGpu2mLcb8IMRsy5fbpARVK+yV3RwkOHaH1tCoZOsWtc9I/pXGWHESXIQO/fxUA2eO9qHkucIJPxRjasXzYLYPAQTFHkg6RNNnaxYk2NQEv/zUQfyEtcrg0dSQYPGaaDcVWhfOabEqPgfcHMtfgjbfZhYjGCbKbGqwVoo1wQEqnlsIua6WvYQrO9eEpo3ps01fmsDxoPmTNLoDhjFWe5mQ4A6bq/vK3r8bHXq4L+mCvJjgCLlWgApEUsv16RQ2Yyw+1qe1SPIcR0MBaa6g4pV5jaiQU0TmlZUEm7e+cofWjbHMcYajq2l9gislxTQgphYlrjR+lVyV/Nt7vSMbCS5wiTUkuIgmmCHBbT9kSHC8vchijEXHK8fqYvee6Q7N7wH72mixSDBpgoXTvrkmtYWG6i/aGEt8j1iRx4UOvUQwYSVULCoJjqLoYBRFQRRFIYA/haI8vwBgHfvo2vg12za+GEXRliiKtpRKP93tirOMsbLCbEVC4RvIrEKnggTVV7pDswe87Dlxi5qCSHAYWl1iF4UEvzSv6YEBJFyXiTbcLVg5bMb9bCm+eP0WfPvXXov/vPn05MTqCkOUtDYK/DcEUWyaUPbkd4ugyDTREzI/WC2h5CbdTemzXBPc8UMrTV1pgvXX0/oE079tPahNd2idDi0+Q2ZB/VVPJrAvxH1ST7PQodOOje7HJB06iQQvR4skABgfrGju0ICo2p4xUmdUsmzKEGngJRIcid/HC07LFc8dXsDRhU5CD0yRlQTPtbqolz2UPRe/8sr18vU8OjQlwXl0aKnXy6AqptGh01QHpLM2XV45EpxJhw65O3SS1md7tn0LEkyIUh4dutUNcGiujXWjfSjHFLoIyh3aigTH7p6mQzQtqPkCytR900+6+MxVePTFWWs/VLM4B0DR/HtJgmNpDG+TtBhNMJ1fKxIMsTDvSCS4JFskpcmEzKiV3cT4mdc6BUj6WVDIJHiBkGCzRdIyJcGM6VOvpOvcj2cstH1ZpFqqoR/NzRXPTdEEJ59LXmRSLZLUGqYoHZq6VJDpn3mNeqFDZ63JzLGuI42xPG28NM8kz8l1OrT6f3ru274opFH7yoQmWNKhbUVsN+4TnGR9OOgdCS7ivdI22pvxwjkQM+foGBz9b7lHTbC5ZuDHZ6tNhVESHCgSZVe0y2zEIIo+F+qf/exnP4vzzz8fR44clq8ttkUSFdyePHAMg9VSYu5Mi7e//e3YsGGDdK3esWNH6md77HC3EhmxqFPpOM5p7J9vBkDO0f8LwC85jlN1HGcDgJcBeGBph3jyB3ef7CXouTbHDlFdZtRBSYcOE1U9mzt0yXUxWEtfWJuRQIINeguZnuTNr0fn2zgy39acoYGkk2wvSHA3CNEJwkK6MgCa07EtdI2hTrX2cqhGUhMcH/+s7J9aQbVk7y/bilskAcjsFUyLPNtCwTxuoCgSrFxuxbbU5EuJQb3syUru/mmRBJ8yxJFg3hYneWxBynFTEsYT/ijKTkyLxvhAVSbBtJjfMN4f96QU9xrvE2yLwWoJrsPp0ER/jZ+1ZWyTRHrgyzaMWd8fzKFD07l8/QWnYM1gFa6DVIfgbeetxg2vXC8XT7yXY5oTqfhrvB4jDmEYYbbVxYhJh85AggldJySWnndesMlqRRVGyf6YAG+RlPxOhy2+TTp0XhJM9/260TpKrgufjXWc3ggwJDhmnySQYAuVznEEM4fGY1qgvuLMEXT8EE/FiIH8/TFDxdQEh1GUYAnlxWjcq36KmWMFi9AES123Zd/kNUAJ0GCtDD++b4pQoQExxyWMsQydoi3488GDxlwyBZN9gplh1nIE12jXK17hvtTLGXNtX8o7lmyMxYodpiaYtxDSWyT5ie/zNQVNDeat4xpjiEKCq9q21H56cIduZ9ChjXGQ9lMuOfp7henQHD2MmQZ+IOcg8lfQNcExHdpmjBWDBoS+8zDNLdPCZLzlBWe7tH0Fimh9giUSHF9XebxJ0CTz2Aw6tLYms8q+otykz8Ym9VwX3VgKUq9kG2Pddttt+N73vodT1qyRry0GCY6iCPX4HnjhWLswChzELJpPfepT0rV6cnIy9fMrxljLF0VaJH0dwH0AznMcZ7/jOO8E8PuO4zziOM5OAK8D8AEAiKLoMQB/BeBxAP8E4H1RFJ34WeEEx2Lp0GkoXzod2qYJjo2x2ANe8hwM1sqF6dAmMmAOarRgyKv0PX0w6QwN6AvmKIrkgBtmILYUMlkrmATnDcjaxB4pqgx9N4tOJunQ8aQ5I5PgsqDzGZXrMBS/lRazhN4dmbMkwfFubZRjwOZUKf7akgVKNrqB3ifYgVq80Hntr6o+wS/EbWJOG066QwN2qrbU9xiD8lAt6VAuzKoSh9tzjA9UMRcnFDSZbVzdL49JtpfIqB67roOhejlhjFU9DsZYD+6ZwurBKs4asxtk9Fc9zdyGh9A8KlOfm696Ga58+ZrUSXDrxjF87Bc3yX/nIcF0PcxzJZDeCHMtH1EEDBuOxI6Trp+fWhDnlFxeKTE0zf7SaMphpIobGq0vSh+H6LnthhFanQCOA6yK0TG+SLcFtUdat6pPGOsFkdYnGFDPvHSHJjp0KhKsT61iPNbp0K9YL6w0duzXKdHHml1EkTI4lPOERIeKP0QjEgnWk+BekWC1gLexCXTtN92vUwudwvOioMcbdGgNIbIvjmebdndomj/p+ZZ9gqUx1vI838LEUvW/bp3gJLjjh+j4oaJDLxkJpiTYy9QE8/y02dE9MujzdK+kIcFmz1t6PsZSkOBGr0hwSgHGvIXpN5ua4K898DzuuH+v/DdP/HlSxv9fJsHdUDKfKNnnmmA6t2lF7DTWBxWc8sK8dnnB6dCtbpBokUTtFgHeIkn8nxqrc3cTHw/5iCSP79d+7ddw44034sILL8TVV1+NZrOJo1NTeHH/fkxMTODNb34zpqenAQDbtm3D+9//fmzZsgWf+cxnsG3bNnzgAx/Ali1bBKp7+CAW4nvmR3ffqWuC2T9uuukm7Nq1C2984xtx7Fg8FkcRLnnFJLZu3YqdO3cCAD760Y/i05/+tPzepk2bsGfPHuzZswfnnXcerr/+emzatAnHjh6SnzljpI6vfvWruOyyyzA5OYl3v/vdMuEdGBjALbfcgs2bN+O+++4rdvLo+Feg4GWLIu7Qb42i6LQoispRFK2NouhLURT9ShRFF0VRNBFF0TVRFB1gn//dKIrOjqLovCiK/vH4Hv6/f/hBqLlPLib4oEbonY0OLZJgOx2aD5Vlz8VAT3ToFCTYSPryxl5yw0sgwcwYi7ZFyVXeAK1ou8XOLw3IaQ7RZoVU0KHFtvPMfjg9tNHx5QJrpB4jwQayRUgX/dbxQTG528yxZJ/gRLVc/P3UPz+Fv3pwX+Lztkm0JDXdodablztLLrDWUDSe7p9uwnMdTW9aLbmMGpU8NmmMZSxwlCOuTsNcFjo0owLTZLZhXCTBdA25MVZajNTLGh3acXhP7uWjQz+wewqXnTWaSunKpkP7mvHP27aux5/dcGnhffNzYCsKqIp/ssARRsBMU9yrNmOstEdlWiLBOqLDx7R6hjFWGKo+lVrRKqBCWvI7NC76QShRVEIhc5HgqTgJHu1D2XXhh2HMWlCLWo5wAapVl9krmMYA01lUyFPUvQYAa1fVMT5QwY7n9SSYEmtKBrj7qh9EVglEWoz26ZrgKF6M96opo/NrS8AdxMZYQTIJ7itKhy55STo0K0jahvNmXBS20aErJXGc06YxFiHBy9QnuMOQ4L6KJ/vOn6ggBgkxNZZsjOWrJJg/Z9IdmiGDFITQ9lU81ieYoYk0f1jHGI4Ei+fRDe9aAAAgAElEQVRjVV8FjmNBguM5q8i6ptkJUu89cxym3yySYPX6T/bN4JsPqTmXrx3488O3V2XStSim8QokWM2VJVcxsmysDtdxZMHLfN91kjRtW/DnpRASzJ613fMt7Gm18eZ/ewYff+5FAMCvP7UPn3/+IADgxsd2483/9gzumRKmfgfi63LLk3vx5n97xvrfbz+zX26fFwPM4zvw0kG8733vw2OPPYaRkRF861vfwr333Y/Vq8exc+dOXHTRRfjYxz4mP9/pdPDQQw/hlltuAQBUKhU89NBDuOmmm/A33/qm/NxD99+LY9NqnOXrpi984Qs4/fTTcffdd2NslShMlpwQj+zciU984hO4/vrrc8/fM888g/e+97147LHHcN7Z6+XrfWjhG9/4Bu69917s2LEDnufha1/7GgBgYWEBl19+OX7yk5/gNa95DQDgwx/+MCYmJvCBD3wA7ba9kwiAZQETVkLESjlhiSHbQBSc7HnYkOAuo+ZQyN6lfphAKm19gkuug6FaqXCLJDHBpbdI6kjkNnswfergHIbrZblApCC3Q44C0wI1T6+iWhj1iASnILocWZK0Q44EZ0wYQSiKDt0gwo93TUl0ZaSvHCfB9so1bV8iwRY6tFllpeDX9as/3gszbMiMcl0kOnS8bYe1hpLtS5Qx1qG5NtYMVrUJwnEcea2sxljGhCaPwXXQX/G0BYugNS199OZJOu134/iAOKb4XsszxgIEujnD6dBwpPTApu9eTOyfbuCFmSYuS9EDA4IOndUiyUb3LBqadi2DDp3mQkpFApMO7Trp48G0kcRRQYEnUNU8OnR8PLyHehYSTHpU3hKDnrs8Y6znpxqolFysHqiKthrEoICjITuAGhPrZQ9DtVKCDk2JvYkEa3RoemYcB5vXjuAnBhJM26Txgi4NtUiyUSjTYqhehuMogyilRext6ifGR9nyPdclYyxFhwZ6Q4JrNiSY/VYb64DGFtvzkWqMFW+vV2OsHz1zGM8dnk+8biLBRUzYljPoniLt99KNsZRMhrO3qFBu0wQTa2aoVlZIcJBskZRkmzhWJHiwVhKtydLo0AWR4DQqfsIdOlDPrDkO8jUUvwfTDAcVk0hs02OaYCUpUKBAFhLsB2FyXEZ2od52rEWSYO4OHQSR+n3xnyiCzL4lHZr+0pBQ8Naje5S3fqNYs+YUSQO+5JJL8Nxzz6Hb7aK/T7CobrjhBvzwhz+Un7/uuuu0bV9zzTUAgIsuugirx9Scu3rVEA4cUPZEacV4ermvKp6nK6+8EkePHsXsrN3Fn2L9+vXYunUrAGiA2OyB3Xj44Ydx6aWXYnJyEnfddRd27doFAPA8D9dee6387K233oonn3wSDz74IKampvDJT34ydX8rdOjli59uR6qTIOY76RNxXqjnUA0ClARXbMZYjA5Nk4QtCS57LgZr5UKtBACLJtgYnOiYcunQL83hvFMGE5VW2l4UqcXkQNXDkfl8bRYla0W1ZaRZK6IJJmOsM0bUOcyiZ0dRhMs3jOHHu4/iB08fxgWnDwEQKFm1lHQ3NfvNreqrwHVSkmCjET0F/+cY04FmIcFCG0usApV4cmdJQth5iyQAmjM0Rb3ixX2C9dcdRxVIbGOySckvkpgWCTJOAVgSHNOhubNm3kQxXC/jmHSHBuAsvzGW0gOnJ8H9sSaY2vLwmGt1sXYJLRbyeiOmLlBjRJ3YDsN9ZhKc7qROiQclcRxpoahZnheKIGLOoQYaxf/yMJHgWtmThbM8JHjfVBPrVtXhug5KriPcoePikUmHpgVcyXUxNlC10KFjTbCBBA/USqxtlHrWN68bwfefOiQMnuLkkbZJmmZhrsNQ3B4WQJ7rYKReloWJgC3EewlCsez71o1/qF3P0YUOJgoWL2sWo7RuEKJW8tAN/MQ1X2j7eCaW32TRoZfLGOtD33oEr1i/Cn/01ou11zkSXIslMUVYKMsVxOghpsbSjbGUJrhlFH60PsHs9DU6wgm+r+rJeyBgtH0a05JIsF6UpuRWJsFpdOic4n4QRmh1w9TCedIYS41PtvGXQneHhvX/KQmmY3WdFE1wmFFUisdWTimX77n5jDzzWIvQoVtd9ZlBx8UpA1X89cUvw73PHsEv/+AF/O7L1uLpg3P4rYcP4c83bcCaoRo++GwD39wzi419NTx+rINPvGwttqR0QOBBx2NLgksVNrd7HmZmZgBnVWrS2t/fr/27Wo0Lh66r+Rd4USBpyEB2iyTArtUulUoI2Y3farWsx+G6DtBtA+UqBj0fN9xwA2699dbE9mq1GjxP3aOnnXaa/A3veMc7NOq1GStJ8PLFChK8xCA60lLcoXUkWE04FFynSJo0eo2QKz5GlDwHg1XRpqIIPSqNDk2DFU0SWYNvFEV46uAczj11IPEejUVBFMlFIp2vPHMsnqwVibyedbxCGoaRZoxVcrP7BAdhhL6Kh1duHMM9Tx3CsQbXBFvo0F1VVQfEeR3tr9qNseLdJpNg9e9VWhJMv9f+CJdc0R4givRtSiSYIex8G6dZkmAyJbNpgs12BzxMh/JgmRaHqxkdeqguFkwbVw9ox8ST/7TQ6NDAcWmR9OCeKQzVSjjP0Mnz6K+W4IdRgkkApBv/FA1tsZbBGkijKqYiwTl06GrJlfcNPRd8TKtX3FQn3SgS2nFT/5ZljEXjph9GaMXsjrLnouK5+UnwdAPrRgXSQG01Ioj7Xbq9xscqERzPwVh/JUmHzkKCjT7Brutgct0Iogh4dP8x+VmTDg3E93WMDvVijAWI4hvRgrMQqKwgJ38rHdoBgCihCe74xWVC1VKyZZYfRrKYYBZg3/qn9+NtX/oxAGS6Q0+lGmP1lgS3/RB7jy4kXu8GIarUIom1kztRQfcUFanSZEBFQ6KiDAn22T1Pt57uDh2ir+xp6C1piAE1/yflNDqqOdvqolJyUS15CVd2sZ9iSLCUUKXce2Y+1faFG7IXF495zDZ9OQbxWybdGEu/B7hZo1UTbDXGEsV4XkhgR59rUAr0jgQ3/VCel1Y3kGsCeo33CSZ0mI5MsjUKFmBoDWvrAGBenOHhYZQrVTSbQrJyxx134Iorrii0HydSF8wNOlqyk5cEd5qiwHbPPfdgfHwcQ0NDOOuss7B9+3YAwPbt27F79+70nftijXfV1ovxzW9+E4cOCZ3w1NQU9u7da/3KgQNCVRpFEf72b/8WmzZtsn4u6/hXovdYQYKXGPNLSILpeedjgKJDq0e24rlwHDER00BaLbuYa7MWSRod2mWaTD/VSZbCRBdMB8iORILTt/HSbAtzLd+62OfmCrTQp/OVN3Aulg6dRrPWdE6xMRZt23WzjbGCOLHadt4a3P3UY9ixf0b2ZLbRoblWimJ8oILDcxma4IyxjW8/yx2aXpfJYPwR13Ek6WCBaa15ZfzUoSTqWJd0aP11zRjLcuA8Cf72zhdxZL6D805JFkl6jXFGh37LJevw0f98oURCCMEU+uPs7Yz0lSUdGpGgdS23MdaPd0/hsg2jmQk5LdDn235CSzrX6i4xCU4Wt7T3iQ5tM8aKlPmbrUVSKhK80MFof0Vuu5OCBGf1CSZDGf680thnM4ahcbMb9wmmZ65eye/dum+qgVecGWvBqEVSbCiXQIIZKjY2UMHuI3pixDWVPAZrJWnmxnt3T6wdBgD8274ZvOqccQCKDr2KmZF5joMghBUdyotV/SoJltreHrcRMATcDNI80jUYYMhs0XmxZjEW9INIPo/mvbaTFQ1szwd9b6bRgecqWrs0xuoRCQ7CEM/H2nEeGh2aJcGLWQ8sJpabDs2NsWhLHAmmudzUBNcqnnBSZ32CqZ91Nh1abWeupXo+l+N+3RTdQK195nKT4HjeTZGomYXmtq/Q/ARKHIRo+2HCKEzvE6w+T9I1GnOUMZauCaYk1dbzm+jQ3SBMPG9uXHDKC/68FGmR1PJDDMdGka1uINlhmoMzY7AA3PU7CeZkRdegQ+v3bPJ8XHLJFjz81F5MTExg48aN+Iu/+ItC++FJsBN2dWOslPGPPtNtNTAxMYG+vj58+ctfBgBce+21+MpXvoILL7wQl19+Oc4999z0nfstAEN4zcUX4OMf/ziuvvpqhGGIcrmMz3/+81i/fn3iK7/8y7+Mw4cPI4oiTE5O4gtf+ELq5pfDW2UlRKwkwUsMQoIX4w5NtzEfXG0LRsdx5KKRBgyqOCp3aLXdcuwODYhFdF4SHIS6Fb+ZnCskOH2UozYfpjM0oFf8FB1anK+8XsEqCe7NGCsVCeaa4Ehsn7ad1fYFgERVrzh3NQDgricOYqRelohRw1hs8zZEFKsHqzicoQnOGtyoJRMdO5C+mC25StvIJy36fU1WXOAI76nDyf6zskhgoWr7RlWXx2CtjJlGB4fn2vjtv30Um9eN4G1bk4N/r8GNseoVDy9j95wnkeD8hvLDMRIchlGsCXYVErwMfUQPz7Wx6/ACrtuyLvNz9CwstH3tt3Vj071BC92zaPBrazfGor9JBgK57wJJtM1cwPKYbnQw0leR94uVDh3TX20UcDJQM3XHCgm20KElDVPRoYHYrCgDCT7W6GK25WPdqCj+lGWLpNgd2kiaOIox2l/Fw3unte1JOrTFHZpQO24QN9JXwYbxfvxkn9IFTy10MNJX1s6XoEFGwhhrEUgw9QBPa2mWF1zPaAbpFE1jLCA9ETGD3PX5/dAJQrmtLJlKJh260UU/G+OkcWKPSLAfCqd0s2d2hyVQNM6fSF0weZJQn+ClG2PRnKXa+CgEU7knm5pg6mUu+wRrxlgpbBOLOzRH7Hmhgj/D8zldL2TngzRNsPH48EKGrVg52+yiVva0tQN/fGyaYCqAe66ad7kUQc7fqcZYQODY3aGLJJu2cTMrmt0I44NxEuyr5JvORxSp/dIRUfu9kjQxLIoE0/0U/5t973c/oWjDH/zgBwEA7/ryQzjv3JfhHz63U9vOPffck/rvbdu24b+U1uN3vv04AOBLf3IbzhrrB/7un8W+jfFvz5494jfFr79s4wb8/R/q+6vX6/jud79r/U2PPvqo9u8LzzsHzx6ax/hABdddd11CuwwA8/O6x8D3v/9967Zt0WsRcyXSY4UOvcSQdOhFuEPTA8eHDq755UEaHY4E0+uAgQR7rlw8FHFSNJFgmQTH/y5ijEXO0NYkmNG+e6VDL/RIhzap3FMLHSulkvbNWxhxwwpbUIufs8b7sX6sD62uak2RhQTXNCS4am+RJBen6b9t1jCZ4r/XDM9zhDt0xDRZCgiWi6e+ioEEDyeR4LQk2HWchMkFD0KCP/w3j2ChE+AP3jLR8wLeFiP1supBabznutkUbR7D9TKiSCALx8Md+sE9+XpgQD0LJs0vy/inaOh0aNv7jvU9L16IzTQ6qJXdBLJpmtrwmG50MdpfZklwTIc2WiSFUdIBFhDjhOtScqVez9IEd6UmOJY4lBUSnJUE8/ZIdIxhBMkkoHFW9janBZzjYHyggqmFjnY8aS2SBqolNLsB0xurczG5TjfHOjrf0fT/gKL5d8PejLEA0SpqRiLB6clsVvz8plMBAC8/1cb0EeNKx5IEDxTtE2ycZ0CMzyT3MXWNfNwbqtuMscT7M42OVkRyHNH2qldjLBqf9xlocDeIrEjwiQry/Vi1TC2SOjEttlJS7tAcCZZzuaEJrpd1CrMo1tgRQwo3LrRRCNaL+B1lz9H8Qqiw4Dj5dGhak6W1VbQiwdRX3fJYzMZJd7E+wboPAWe0KBaJmzl/e67Yl60dmnnO0iIII/mbCmmC/VC2weOyJTo8a59g47oWpUNTocSmCbatMXkhv5fg566vUtLZjql0aPHXHL97jf5qCWeM1FM7Qiw1TpTnwH+EWEmClxi0UF0UEiwRV/Xg0wBhDn6EnFDSSAOcMsZSny27jjQnKZIEhwbFjip8dFjdAnTopw/OY/VgVdOtUrhskKRFzkCMEOQZYzV7pENTVdIPIkwtdLD1E3fhridU3zY+xtJkypO8rIGcD8bbYjSYtJJCE6wvrFopSPCR+XZiIkvTBAPAt97zSrzq7DHMMSSYvp62mC25DjoyQRWvOQy9a3R86YbJJwebJrivkmQbACJRURNa8hgGa2XsOrKA7z5+EB+8+lycsyZdF9tLuK4jkwTzfHnsmIogwYBAAyOI3+e5Dsqek+pc3Es8sHsK9bKHTWcMZ35O0qGNZ3V+CWMLxaKNsRzlDj1Stz3T2e7QI30VWemX7BaWaSvttSUJjpFSkVwlC1i23ZLRUTdULZIAQoLTx8B9rD0SoBDEbiDcoZNIsEiO6R4MI70HL1G8E8ZYDO0XLunqvc1rh3Fwto0DxwRae2S+LdtLUXgO0bR714ON9leUKdciNcH/5yVr8dTHfx7rx/oT79Ein84RR2b7itKhS0ktvh9EsghhejVwjXoWEtwNokTnhorn9twiiRIJkxLNkeCiRmzLGfNxMXNouYyx4oSQszA424eGCX49mt1QavC7TDZAmuAsOjQ/Xu5/UCnp9HgqLIz1V3LXNLlIsCUJpvvFNkZS8VkzxmLPr80YSyXtTgIJFppg8XlbQctz3VRjLAcFkeBQSTmyWBSAKFL6of5M0X4V/V0V0NV6Iv5shoO7LcwitZYEW46VS7p6CU4l7694mJ6akv/+9O9/EpOTk5icnMTRo0fl63RvmEXfXuPaV5yBX3nl0llvabEcBqMrIWIlCV5iSDr0ItAapb1Vr9no0ECcBGuaYJMObSLBig6dF3zCEtsSf2kBWgQJnml0NSonD1lNjE1rADVB5U3aC732CfYICQ4xtdBGJwi11hZ8oKYkgxYvecZY3PXzivPiJDiunlYtfS6b3WQSPD5QQdsPE9XsLE3wJetHcdZ4v6xI889naYLNZNBx1L3WYLpJvo1Th2xJcCnxOUBfxNiOg/Rdl6xfhXe+ZqP1OBcbsn2MMYJxnXKuMVZ87Y41u4KGGRd/svSqvcQDu6dwyfpVuUZGNHYsGMkaXe+l0KH5KUhrx2F7j9p6zDS6CT0wkC0dmG50MNpXkWOSpEOztm/c8d6MMFLtWGgXURRltkiicdEP9LZnfeVSMSSYjLGYjtlx9L6ftB9aXI3G9+AUc4iWmmATCWbMHLNf9uZ1IwAgKdFTCx3NFAuA9IQA7L1Fs2KkT4w5zU6gaZp7DUK5bEF06JLraAvIgcJ06KQreycIZVJhLo75PWlDbSrsNXPuqJTcnmnDNM7tPaqS4CiKEu7QwImmQ1OfYHG/LEefYNEb3rEiwaZfCCCKvRIJ5u7QBppozm0mtZf7H5jXiApZpwzV0OgEmQwyyR5L1QTr/+74gbyGtiI0SULSNcEcCdYZDZ6jpCNdrgnOmDd5dw6zlRnJVPIiiCKZYOchwdSBgz9TkiEkkf+I0aHpmB35e4BsuRwPzqYBkhI1MzibrZfgAEG94mF8fEz++zd/40PYsWMHduzYgbEx9fpyIcHXXXom3vHqDUvaRlasGGMtX6wkwUuMBao6LqJPMN3GfHC1tUgClHsmDRg1Y+I1F7s0mRTpqScG2+Rx0WERdSxrjOsGISopqKSky0RJY6y8SbvZCcRitOCgxDXBtC/exoSf63lJm4qNn9w8JFid560bx1DxXIUEl9wEhdZm6kXJ2/27pjQdIBnxpA32Q7WyRodWmuB0d2iJ0krqsFrY8D6K/N45xZIE11M1wapPsC3hXDvah/6Kh0+/ZfOyD9rUK9gxCNEiCc5q56KCdHQzzY5EggGxIF9qi6RjzS6eeGkWlxZoGUGJAqE6FIR4DC2pT7B9sUYhURqLXi+KIsw0u4n2SLQt27MShOI7q/oYHZr6BBdFgiOGoMT7EHpR9b4ZHIFqdlTruHrFy6SnPvLCLMYHqnIBWGLIr00THDLpyHjMRjjCHKKlO7RpjMUo7yYd+oLTh1D2HOzYJ8yejsbGYjw815HH0GsCO9of9+1tKOr2chqrOA6ASFGD+Vhd1MvB1p/bDyN5Hc17jY/jtvuaz58mk6LsOb0bY0VJJJiKbTTv1ctJNPt4x3xbMHoqJYHeLtkYyw9RKXmafwRtk7OG+OWgopNoa6SKRYk+wcZ967kmHdqXBb+KcY2osEDzUxYaTEldUSRYaIJVodiMWanlV6/pfYLV64oOHRtjuTSO6SwSCluLJL4WM42zeCE7K4Iwkol9UaBhpC+JBNvo0NId2qHjpf3kHxeg30/m8dkKnNxIsJfg42RfpaRT2FONscTrVJQ7WWMlCV6+OLmv9E9BzLd9lD0ns0qeFjYkmCZWs9pfjenQtNiTSHCJtCxsYPWcRWiCdSMuQNFfugWQ4C6riJvBzTRUEmzXepmx0A7QXykVrgRyTTBNorwlka0voUREc+jQQaQm9r5KCf/jlybxzteKap9NE9xK0QQDwI1feQi/+Pl71XFF2QvToXoJHT+U2ySUvggSTJsVmmDxvWYnkNfAccTiZnygar2GfRbzNUDX49roOW+7/Ezc/5tXYcN4kkK51KDzaO7Wc51EpTktKPGZaXS1Z1D0fF7aQvbhvVOIonw9MMA0wS1TE7wcSHD2OTAXqvx7YWyMZUOC3ZTF2GxTnMtV/YoOTYkNp/5JE6EUJNiNERTaBaExg9WSdRySLZIC8YzQM51ljNUNQtzz1CG8LmZ18GPsBqSNTGqCaXE1Ft+DRxfU+JJmjDVQ40lwlFg4X3DaEHbsm0YQRphudOS2KTzXYdrq3pFgQNDUF6sJzgq6V4garCPBxd2hAVUUoRYxEgk2rnme7pZ3VzCTIdN5OC/CmIYO6Jpg0kArOrTYz4mlQyszqZLnLrlFUtsP0pFgT7UQ4vMk1wR3mUGdTKRS2Camr4BOh9avEV3vU4bEczGbwXDLa6uYRYe2FdvtSLB9e8odWuleScfLWSS/8caXi/ct8zd/zWyhxMfErAgjlQTnIsGdJBJszgt8E/Rz6cjyzEjNMN2q+Xm1ocmL1wSra2q2v0pbG9BnaotYz5/IWHGHXr5YSYKXGAttf9HtEBTtmG0vHsDNSlQtTrJooKlmIMF6i6R8OjSnLmnHFQ9IqkVS+iDHHRbNkNXjUNEfixpjNbt+YT0woNCmgCXBvJenRoc2DDS8HGMs0ipSvOmi03Dh6ULvKdxNDTq0RROcRhnP072Q7o0mf6kJTvlSyXXQ8XXUh9PPFjqBRMABcY1semBA6fqSiRL//+RxOI6zpAQuK8YHK3IfPIqYX1AQii/p0FIP5C5ZE/zA7mmUPQcXnzmS+9l+phflsdzGWFnvpy1QZxrdRI9g+rxtPKC+rKuYO3QnCGM9odpHTdJfU+jQTEsHKDRmqF5OcYdmxlhd3RgrjZ764J4pzLV8XHX+KfI1Gj/aMRJs0huDMJILU0Jr+fjS6oZwneRzSc/BfIs0wfr7m9eN4JH9x3B0vo0oErIJHo7jMKlMr0hwnAQzJNikWS4lYiAYnbiHMZ+7io7d5v1AyZxCgvXP08LdNBCj4OfIRoe2GbKlBU8i9k6pllhdg56eVdg5XrHQ9uVcX3azW/wViY4folp2Y+1pXFhi9wzdt7o7NGmC1T2qI8GI/ybnD252N9/2mTGWfo0aBhI828xAgnN8RMypiuu6r9l8Bv7gLZu19+eYq7s6dsf6/8RAaHZ5iyRIsz06J+++4mzs+b3/ZD0+nqDZNcEF6NDMGCvIKYzQvGNLgulQBBIM+Zv4Xyqo9UqHjoz7S+wn+fkwXJwRFJ07ev419D5le/SbVpDg/zhxcl/pn4KYb/uLcoYG9AGGYsfzM3Ac4DzDhbNWFuhUN0hLgnUkmBrOF0KCg1B7qOj/6LBUi6T0bXSD9CRYVo8jbowVJ8EFkOBekmCJBAeRnEQ5UsPnA0LeaPGShwRnVSQJCeYTQbMboOQ62nmh5C257WzdCyVCNPn3ognmixA6vkbbRz87r57jWKnQADcO01/X6UWph35cYjVpgk10Wqv2Zm9jiCfBbFviWcteOIRhhFu/84SmN+fxwO6j2Lx2pJDBBo0fSXdoQoKXxxjL+n6qJpgZY/VAhyaTqFX9rEVSN+loXMugjgZhTIeGGnOo+DPSV86kQzdiyUhdQ4LtY+BdTxxCxXPx2peNy9ekJjhGgmmcVYt7hXCt6ivDcXS5hUDSvMSzTOPdbKsr+o0b729eO4KFToAf7xbmLQk6tOMonWGPCyDqIcudrJezxQZRNLu+kMRwFKVogbhqGGNRMkfbMr0amp0A79l2Nh788M9Zt8dppqYuWdB2e0CCI6I9u3hxpiXvNRMJlu7QOX2plzPmW2r9UfLcZTTGUkgw7y1tY69R0Ykj7EGoXLPNpImCGzXS2EfSD/MamXToLCQ4z0fEfH64O/RwXxlvuug07X27OzT/Her/XVdIKOh4PZfQ21gzX6CAxY8v0SfYdXqgQ8dsu5zCSBEkOIoi5VsSf4Z+t0SCezTGoluV37NWic0S6dB1yxycjgTHSfAKEvwfJlaS4CXGAqMj9RpyocSe+wd2T+GC04YSjpfUIkkhwZ58XWwrud2hWim3sTwgBiMdCY4HvvjAaGLLGuM6rFWEGdxcQdKhK4QE5w/QRXVlAHMqTEGCbZpgbhCVNZDzSq4Z1ZIrFoLs9zQ6QaJNgzAMSn5fGDOlByVscwWRYK4hlEgw1MRjntf+qid7pZqR1SKJ7+9EhqRDG2fN6+GYamUPtbKLmUZHtEhir+chwS/MNPEnP9yF7zPncR5PvTSX6wrNj7Ov4mW0SFpKn+CcfacsUF3HQasrnJbTjLFsj8rUgmrZwvsEm9q3WgZqFkXCo8BlmkGiJIokOJ0OLT0T4u33V+zGWFEU4c4nDuJV54xpi+WSRodWMhcNCXYJAXGxqq+Co/OcDh3KMZnHoEaHThZvJmPGwPefFPeT6Q7tOnaX7SJB7XNmGt3Mvt6LDW78Uy65KHvKRbhoEmy2SKJ5gRAZLmPpxAaRA9VSOqLjOgkkiKJXYywq1GeZpQUAACAASURBVK4f60MQRngx7rlM14MSqH+fFkmMDs0Kn4sNgQR7mvs713Da6NDNeJ7j7BA/iBiaSIU2fV9cUmEW/MoGWk/n9FSJBGfQodsBXCfdR8SuCU4ag1JIOjT7zbomWP9CteTKMUd4G6i2a0WKT3q7y8UhwZwOnfd5aa7WpwpvpmEid4c26dAeY9/lxaf++Unc/q97tOMqpgleBBLs0fNvSYKN6/DZz34W559/Pp588gkAS0eC3/SmN2FmZib/gyw+97nP4ZxzzoHjODhy5Ih8PYoi3HzzzTjnnHMwMTGB7du3J56llVh8rJzKJcZ821+UKRagmw4AAkXY/vw0Lt8wlvgsLcx9SRNLR4IpBqqlgprgUNOepCHBeZrgtElHDaSRpAyTc2OehqnR6Y0OTfvqhqGWBNNimv+GuVYyCY6i9JYCUZSeVFQtxi4tRsukKHkuRvuSaLBAItMHekWHNpHgFGMsj2uC9cVIFEWJ83r7Oy7Df33dOdZt1aUmOIkWUpxoy/5TY+q2OVn1QocGhKuqQIINOnQOEnzgWAuA/f5tdHwsdIJUZN0W/dVSkg7NTG8WG0U1wUk6tEJ1hy33a1qLpGlGh+aa4GTLt6QbMAUxLrhmkJ7VkXoFUZSk3pk6M06H5jISiucOz2Pv0YZGhQaUjqzrC1pzxUSCg0hDZ8b6K1qRrd0NrSgCb4NlW9RtGOvHYK2Ee56Kk2CDDu26jkwKetXzDtcFYs2R4GV9Xh1Fh654LhxHocH9henQOhJMzxXNKWbSxb+TFpTYmEmwSbXNiyBOAsnbgMyxEkhw+cS3SFroKDp0yVs6HbrtB6jG19BE6sqeQoLp2Q9DIT+olT3teeWMiTQ6NE+azYJf1UCCE3ToHCQ4y0fEnBbafqBpyBNJsJUOjdTPV8uuTNqJDk2a4CIyBD4W21z7i1zhIIxQLdgn2IoEO/q143RoKjzT+S25+j2RFZ+/+znFLGTHSmHbRJ5fCgD4fnKdS+N03QKimOf1tttuw/e+9z1ceMEFABaPBEdRhDAM8Z3vfAcjI/lSKIogCPDqV78ad955J9avX6+994//+I945pln8Mwzz+CLX/wi3vOe96z0CV7GWEmClxjz7QADi0RqZD/e+N879x9D2w9x+cakmQ61baFJbvO6EWxZv0pS3WxjxGCtXFgTzBdFShMs/rYLJMHcYdEM7gJINNOekOAekHZCSYJAoc6dIJSIOB9wTXdoadmf8juDKEpdPFYNJAOA1qqFBzkb8wjDbMrPgKEblUhwap9ghXbQR/h1XWDGWACw6YzhhBkPRb/UBOuvp7WJOBFx+YZRfPFXLsElZ65KPaYiiNlIX1kaY9E3qwVaJFFPV9v9e2ROJEW265wWg9WSlQ69VE113inI6uFJ+l67MZadNTG9oOjQdE90/DBh5iRbJFkQd2ohxFEPWvSSU7W5a7PfeL1CZkV2dO7OGMG/6uVrtNfJjbUTxO7QRhJsskF4D14AaPmBFUXoqwjH3fm2LzRu5vl2HWxeO4LphvidptbVdRZvjFXyXAzVyphpKGMs03BnKeE6Igvu+IoNROegVyS4Rf2eA0MTzC54o5ttfERB187mDt1Ln2AqsGxYbSTBBhLsueJ+OaFIcEt5kpTc5TDGUppgU7PJNcHm2oDub47u5blDO2wMMf0PTLS+ZRpjZWmC20FqeyTaL48Oo0MDSXZRXoukJBKs5g+iQ4eRkJ0VQoLd9DnMcYppb8NItaRbjDu07Cghix7pbRxpDdLrrRexe4Xik5/6FG688UZceOGFuPrqq9FsNjE/P48HHvgxJiYm8OY3vxnT09MAgG3btuH9738/tmzZgs985jPYtm0bPvCBD2DLli04//zz8ewzTwMAdj78AH7rt35L2ze/F2+66Sbs2rULb3zjG7F///MAgP/59a9hYmICW7duxc6dOwEAH/3oR/HpT39afm/Tpk3Ys2cP9uzZg/POOw/XX389Nm3ahH379uGss86SaO5Xv/pVXHbZZZicnMS73/1uBIG4NwYGBnDLLbdg8+bNuO+++3DxxRfjrLPOSpynv/u7v8P1118Px3GwdetWzMzMoLmwkPjcSiwuVpLgJYagQy8PEvxArAeztVUx6dCvOnsM33zPqzL72w3WSgnHWVuYTdnN5JwWmFljaZYmWA2kkdTfSOfCnIp8o+NLd+IiYXOHBhQlmk9klFDS9j0ve9IILYY2FKaBDhDTxCzHbjPHyqt2motx+hlptMaS68ieja6xGIniYytKM09rkcTn5xNNh3YcB1dfeGriemRRyWwxVC/HxlhqchfPWj4dGrDfv4fnBUrcSxJsQ4JnW/6S2iMBBTTBhNIYj67jOJiJEzKbMZbp7Eox3eii4rnor3gysW4bi0yAmQhZqcqIW4twd2hCgsWxmAm4SQOtl8V5owJXwzi3dz1xEBecNoTTR3QJgESCAyFP8GJard4nWJ3T8YEqjnB36K6dEeM4jmTmpGncJuN+wY6jUxMBXd5gtk0pEqP9FUw1upLlsqyaYKg+wYSoERJsG/9skaYJtiHBecZHFGlIcKXk9YYEx/fa2pE6Kp6L5+NewXTP8XmvXvbQOqHu0IFcf5SXAQmmhJC7EOt9guPX4nNCCX89RoKVjjjZJ9gmuUjSoZkxloYE+/BcJzbcy3GH7mbPbeatL3o9J0EACjq2dGMs/fOcDq2MsWJ36CKa4AxJD5ls5QU3xsoFGuKWUnycv+uJg7juT+7Df/vGDgDAZ+58Gl9/QCSIv/KlH+O6P7kP//ToAQDAnU8cBAB8/u5ncd2f3Gf972N//1hiv5Q087H86NEpvO9978Njjz2GkZERfOtb38Izz+3Ceeeei507d+Kiiy7Cxz72Mfn5TqeDhx56CLfccgsAoFKp4KGHHsJNN92E3/7wbwIAXvfaV+H222/H0aNH5ff49fvCF76A008/HXfffTfOilHYdWecip07d+ITn/gErr/++szzBwDPPPMM3vve9+Kxxx7TkNwnnngC3/jGN3Dvvfdix44d8DwPX/va1wAACwsLuPzyy/GTn/wEr3nNa1K3/cILL2DdunXy32vXrsXCvN2LZCV6j6WtsFZCuEMv0hiLCo40Bty/6yjOO2UwYYoCxHTobiArvWbCaUeCS9hzpJF8gwW1f9BbJNFxiQPjkxF30eWR1SJJNUVXLRgKN3LvZFd1zeCa4HbAk+A2Noz3axNIwh3aoHqZYUNwKCSyxZKnNCSYnF85whZGUaZ+k86X6dSdrQlWuiRAIZ1BGMV9goudVyoSmImSpgk+SYwa+GNRBDEbqZfx/FQjPkfiN9RKXqLdlRkHZogOnbxXDs+JpMh0+M2K/qpdEzywxCQ4D6EvRIdOaZFkkw1ML3Qw0leG4zjyfhFIsL79TGOsiFokqTFortVFyXVkQmM+o+ZCTxpjWSiq0wsdPLx32kr/58dJ565SclOR4LEBgw7tB6k03aFaWbVIsjy3m+MkeLSvYr0eizXGAojxwJDg5TbGgt4rvloWhZCitD2TSSNbAZIxloUOnZdg07EkjbF66xOsWgS5WDtaTyLBWl/k9JZcxyO4J8lyGWNVy65M3ABoOnJzjtSTYIYEB4r6K4uw1oQuCwnWCx99ZXE/DdbKOZrg7LnNnMO7hp+J+b6SIKnX+EfMMZazAVzSBMctv4oUn/hnzHGTm1tmRS99gqUpGRvnzWkja5f00chC1A7CKJWNSJ/nx7dqdBSTk5MAgEsuuQTPPfccgmAcq8eFRPCGG27AW97yFvn56667TtvmNddcAwC46KKLsOGsh7EfwECtgo0bN2Lfvn3yc3nj36suvwwAcOWVV+Lo0aOYnZ3N/Pz69euxdevWxOt33XUXHn74YVx66aUAgGaziTVrBPvI8zxce+21mdtNCzr8gl5kK5ERK0nwEmN+CS2SuPOeH4R4eO80rn3FWutnyX3YbDRubovHQDWfDm3rG2nSoTuBmtTDyO66m90iib4byUmWJkhTy2eGMHBaDBIcagudI/FClQ+4cy1fM9DgKLItgtiwxxa0Da5xTEOCf2HidPztjhcT/fGyFowJJDh+PRUJ9hy5iFBon/ifZjdAFKEwEkyfS2qCWTX8JOGU8HNYZMExXBd06JHY6Regntx5muAsJLh3OvRAtYQX4sSaYr7VXZIzNJBEKRLvGywB9T2F9NrcodNaJE03OrKIR/eHzSzKpL/y0FokxW/PtroYqpfZmKl/J4kEK3doQE+C737qEMII+LkLdD0woNMP6dzxHuB+qDvpj/YLTTkxYdp+ujeCQIK76KuUrOP15nXCSM3UA4tjUUWttHE2K0b7KnhptnVcNMG0MKf2OoAoJPUiYzGLiF3TGMtw3Qfyxy9CpZdsjMXm3PWjfdh71K4JBsR9d6Lo0H4gjOv6l9sYK3Y3pyIXR4I5PRZQTti1CmmCFYWa1hRpkguPfZ7kSoPxbzGR4FY3QC1+lofqJZmY2oI0wWlhm2c1YyzjPRsdWvOeMJHgsodj8XfceByLIr1tVFboc5gBdqAYEiyMsWJ36FygwUet5GhsnV+YOB2//QsXYN9UA6/9/bvx3tedgwMzTfzB957G12/cipLn4r9/+3F86V9245rJM/DFH+7Cja89G//35Wdq2/6rB/fh//3WTnz5Vy+3HKP4y9dkpRLTJXueMJdy1qTOY/39/dq/q9W4a4TrygJaf9WD67qabjhtCKV7tWJZ5JZKJYRsvdpqqfnaPA6KKIpwww034NZbb028V6vV4Hn5a9szzjhDS+D379+PK4eHACwU0mGvRHacJEvXn86Iomhp7tC0HQCPvjiLRiew6oEBMbACajFnakXS6NB5xliBBRlIukOrBy3toesGUSoSTMdGmuBqyZMJiqnlM6ORM6GZwRu3a3TomLJoukP3MQMN1c84gw6dsnikBdkCa4/RtBhjAWLxfeNrNxiuiDl0aEnTLIoEq0WEud2FdjFNHQUh8Vl9gk+WvnVZPRZtMdJXlgsW+nSt7GqIvi1eJCTYcv8enmvDdZIOv1kxYDPGavkYrC5RE5yHBKfo9fg/bUgwN87hMd3oyKRZ0aGDROJWK6UjwWHcIokvqudaPgZrpYSEhCKhCWbGWIDq2wkI+t6awSo2nZ5077YVA00kmH+GdPSkhW77dmMsABioCd13kKL/XzNYwxkjdSsTiNOhezXGAoRGe3qhYy16LjVoYc4lMdWy29O8aN4PUhNsQYJpDrSxbHgslzEWH2vPHO3DvqmGTPr5fuiY0vpSL0f8jzufxr88I7SGC/F+FBLs5CY8edH2g9jcDBq1GdDdoWmObHZiTXDZS5hpmXRoM/EQibb4f5MOTb2cZUs/VgwfyvE6yWOP2Z69SqYxVh4dWv9C1VNIsNIER7EmuIgxFv9/e+E5Dw3mdOhcd+hOgHpJ6L1NZpDDxlv6+SazLKtFEp2HQ3OtxHs2TbB58oeHh+GVSpiaElLBO+64A1dccUXm71Ehbi6SxvBImxfpdD9w/78CAO655x6Mj49jaGgIZ511FrZv3w4A2L59O3bv3p17BFdddRW++c1v4tAh4UExNTWFvXv3Fjx+Eddccw2+8pWvIIoi3H///RgeHsbwkGihupIELz1WkuAlRKsbIoyKm3+YwVsHPbBb6BUu22BPgqlSTgtl09jENrAP1UqY7/ipSR2gBi5dEyzCdIcG0h+6TpBujMUdJduxcUy5gF4lCCO0umHuYoeH1ifYpgk2+gTzbWchwVHsjpg2eBJixyfnJqteJ4/TNZrEZxtjJTXBtDBJcYd27X2CgUUkwUX6BJ80dGh1HEUQs5G+CprdAG0/VEhwKb9F0osxEmxDXg7PtTHan6S0ZkW/1RjLP/5IcApKoxzF7S2aUunQja5M4rQWSca1cDNMhOhZ4LrE2WYXQzWFBJsUv4Q7tDTGijXBccLQ8UP88OkjuOr8NSmIUPKepgW52I/u8Doe/1ZimrS6QSYSPN/yM4tpH7vmQtx85csSrzsOS4IXQbtY1VfGNNMEF3GpLRyW61wreT0xeITzsGLS0NhISLBOhy5ojBUfy6AlCe72QIfmSeC60T7MtX3MNLryelRPEBLsByE+9/1n8U+PCS0mjeMD3BhriUiwokMzTXBAawRX6/QAMDp0xdPkC7o7NI0lyTULL3KVXEcyRAiJo+JWg7GqhmrlTGOsPIma7dnTjLGM91tdwSrj9yD/SCIJLqs+wY7UBCcLaGnBC+dmIddk6aUFb5FkW2MttH382Y92IQwjNNo+amWxYZMVx9mKBIrQEdH4Kd2hLfMBnTPeS52CfoPmDm25NuvWnYnHHn0UExMT2LFjBz7ykY9k/HIVThSbsBZokURBv3fvc89gYmICH/rQh/DlL38ZAHDttddiamoKF154IT73uc/h3HPPzT2GCy64AB//+Mdx9dVXY2JiAq9//etx4MAB62c/+9nPYu3atdi/fz8mJibwrne9C4Bot7Rx40acc845uPHGG3HbbbfJc79U+cNKrNChlxRzbZHwLNYYSw5oAH68awobx/uxZtDeVoUmB1ooJwZHS5fZgVopdgL2U11mA0mZTSIg9HhxfaRt8A1ivUslhdqhuUPHSInS7qZP2jTB9oIEy+Q6jNAJAtmDlXp58mrlfNvXqIe8KGEGvZSeBFMfXzU5t2Idky1KrpNAgrP0m2UDCZbu0Fma4EBHgmnzdA8VLd70lckdOr3wcrIkwfwcFklCSQc10+jIZ6hWFnq0tL7QzU4gTaOs7tDzbav5WVYMWJLg+fbx1wRTLpSGBA9WS9ZzkEqHXuhIUyfadtuiCQaAWsmVbvE8wihKLLZnWz6G6iWGTOjfMRf/tRQ69I93H8V828dVL09SoQE9waR7ulrypDGWqeujhH+KIcFpmuCBWgn7phvS+MsWNoo2INChtkQeF4cEN7tB6vyxlKBNUYskQBRz88zleFBPZhMJpkU5v9caBTXBWXToTg8GUpwttX5M0B73TjVkgmYiweZzvFxx4FgLfqgQOXMc54yFxQYZYzksQeVFgAQduqvaVZGEIoyPkQotkmlllVxQEiykH1yHD5BplTAqrDM6NFHSbUF9i9PCNleZzxQh4f0VDwudAHOtbqo7tLk5Lp9Qrd6ihKleWgww9o9NEwwgt00SjVOOY19j/eDpw/j4PzyBV58zLpFgQLQe3HV4IcEQCiO15qDfS0eW1SdYJsHznYR0yLy/AOCmm94j//+DH/wgAOBf//AHuPJ12/DHX7pF+/4999yT+u9t27bhzAu34Mo/+AHqFU+9981/EMdsXLQ9e/bEv038/ehHfgtXnPsZ7TP1eh3f/e53E78RAB599FHr9gChWza1ywAwb5hb3Xzzzbj55psTn3McB5///Oe11x7+wXMAilHjVyI7VpDgJcRC7Kq32IUqLbrDCNixbwaXrF+V+lmihaUmwZYraUvMzCAERaMBkjt0/IDxBaYtCZYumSX7AO+ygZSQkiJ06IZhXFUkVMIdygl9fKAqK5EmHdpWdbXRetRCyL7fIYkEq3PdSDHGouMMwkhWzqMcJJgmNNWzWf+9ts93jSSYPkr3bdHzSp8zJ/teE84TEXzNUKTqzo2T6OdkmTYBCgUG7H2CD8+1e9IDAyIJ7vghK3II87LFSi0oFt8nWPzbdCmm4O1NKMIwwkyzK/tg0zY6fmhtV0Vmf2YERId21Xgz1+pisFqWx2nSAc1xhBBgSYeOE6e7njiEasnFq88Zt/4u7TzE/1th+kQ/MI2xxHUmuQUZ/9liUEOCrR9JDc/hfYIXgwQTYi2Oc1mNsaCuMyUvH3zDefitX7igp+3Uym7SGItaJLHHrKg7NKGJiSTYc6W+ukhwTeyZo30ARJsk8spIaIKPEx2aDLmoSEtrAVp/1FOep16CI8G83REgxtMkHdqX+yZk16TcKzq0Mca4eh9wXqiX8p/4fjDp0FnGWAudILM/tW1INKVc5vg32/JT+wSbBS0uh/DcuLdvlDTVSwu+nrRpgoF8Giztq+TaKfI0nnX8UGiCYyR47aq++Lj1wrnoExwjwUYWLFsk2dZN8WtTC+3EGE2HpQoG9m3kScXSgs6dDURJK0JyH4iTOTiwtBJLi5P7Sp/kQXSkxbpDU+IaRRHm2n5qn1bAQodOWbTyICplVmXargmOjyuuN2bRodt+gKdemgOARBsUCu4oScYxJYnYpleuabFjo7OkBSWy1CKpUnIx1l9hdGhzsay2TQOjDd0LzQnAiAFLEpxmjMWPk85/FkWS9iu0bOrzQHqi57nMGCu+LLRYne/xvq3Ebt6ZmuCTBAnulQ7NJ3mZBFvaXfE4wAysbPdK2w8Lt4ahoIU6tTTr1bwsLfLWXHTd0lpN2Uyx6H1zvTIXLxSlJpgbvFju03rFTh2NYgM67oQ62xRIsJJW6N8xUQY6//2MDh1FEe584iBe+7Lx1AKQzSW2ypIzEwkmB3CiQ7e7obVPMBC3rJOa4N6eFz7uLAbFpSSYnMuX2x0aIDr04rfLiyL0XFHxVzPG6lUTbHzOdB7OCxqjXYclwUcXZK9hLQlOuaeXI2QSHJ8Lkw69VGdqPxCU32rJAxz1jGnu0Cl0aNEn2IkNoHQXczd1jOHu77r0o8yQYIDo0OL9oXo50xir0fEzTdls935asrmqX4xls80u+C2T1yJJbsdRLZK6QbJfui34ebAVDoAidGhxjFRsN4OKTN0gxEJbIcFnjNS0/fLxNoLhig0TLc5Ggk0dPn2awIqS61qRzazWlFkx0l9GX8XDmWPimeUtkt71q7+KyclJTE5OWlsnpbF5TpZIkwWtRO+xQodeQswbk1Cvwat6nQxXUUCnQ3OXRgrbGKGQ4PSqqc+q3PK4KAmOn6+sJPhr9z+P3/n24wDSkw7aNNGhh+vlQkjwgqwyFz+/Seq1i7GBCnYfWYiPX/88TzKyWiTRa2mLx3rZg+c68lyH8f7TBlPSdAsXzZgOnfPbqgyRokPMQoL54g1Q17VXTTCgKv08NErYSVJO45NlISdONskrOnQxJFjQppOJcpRT0LDF6fHiY8/RBazqryiWySKlFhS5fYIJCU5ogsVfmymW+HzyOZmOWyopTbB6zzY21Ep25IoKQg7U8zrb6mKwVi5sjEVjaV3SoX08dXAO+6ebeJ+lNRJFSdMEi78VT3eHrrLxaKgm0GmSWwimSwodulpGoxOgG4S5NHUz8goKebEqLkwcDySYNtXuJg3Qeola2ZNu4QoJzuoTnOMO7bmold1E4lH2nJ6MsTiyWa94WD1YxfNTDQzHhQWe+B/PFkmUBNOhU8GMCj1L1SNzt+tm15FZit4nWC9CkTFWPXaHBtSzKDXBMqHS9+c6ao6aM5zwqaBO851Gh45bjfmWpFKwaaJMJNg2JiYNqMTfkTohwV2tgK51RrBoguV2Yzp0BHEeizwfXMOe9qwXQ4JFcm9Dgum1TiCQ4NU1cVynDYu+6bzFE6BaafKjoZ+tCvr24wCEJtik6vMWnOXY1M32u4QXS+bPtcZQrYztv/16OReMjY3J97785dutzEuqhfy0IMErxlhLj5P7Sp/ksdCjttIMaRzT1Sd8W1QZHdq2gLG3SBLHlVU1VUgwbxFA1UbxHl/om+PpriNK15DqDs0e2HaX+gTn97BrLgoJZppgQoIHqhIJNvfHk1TeY9iMvNYijuNobtxkrJSWaHLEGhADfd7CuMxaexRxh+bHxv/OLyIJ3jDej1PjCZLiZOwTzI/JRsE1gz4esCpEbhI804TjCOqYrYgjKte9HffFZ4oJefvzMwBE0gYsHQnOuyzSGMu4j+jfaUkwX8AC4ln92o/3AkDCGAuw61hrZdfaioqQUu6q2ugEGKqVlSbReEb5GFUru3LM6WN06LueEA6dV718jfU3Afo9Q0eccIdm58p1HYz2VzRNcKoxFmOL9Jor8suzGGOsUcPAazk1wXRNSL+52KjG2k+AtUiy9DptdgNUSm5uIl/27A7V5bifblEUxZwj14/2CTo0GWMxL4xa2UPrOCfBNC9TYYbWDUt1puZGX5yaqmuCxWdNJLjGiqT0LHpG8pvUBKv1RIIOnUCCfSldGaqnM9yKjJu228Z8jXKL4T4lKUujQyc1wYxdxpDgoi2S+Hkwn9OixdUgRk/zkeAoRoLFdk8bFsXYAzPNeH/i82FsjKUVvo1jzEaC24mCccjWl5WSa2UX0TYW6zlSi13LzUgb/+izJ3sSvGKMtXyxggQvIXo1GDKDnk1KmNLoxIBCghdiJLhI2HSqZvAqr3lckq6iaYL1h+5FRg1N7xNMC1dIxJsmVFufVYqFgtov276CMEI7HlzH+yuYanQQWCqNGh06g2JCL2WNxUR3BPLbeEgziYCS4PzEqWJBgtMmB22h7uh/F3PffvM9r0pFC4GTSRPcG2LmWCZ1W89nHgdmWhgfqKKv4lnp/HkmZ7Y4ZUi0x9m+dxrvfM0GiQT3UgCyRdEWSbY+wUBGEuyKBUsURfiHRw7g1u88iRdmmvhPE6fhVWePJ7ZpS9zSNMHkwu7EYBSNX5l0aPYCp6KXPUHlX+gE+PHuo5hYO4w1Q3bzQcBEgmlB5OGI35H7MZ2Vx/orODLfQURyjxT2ByE8x5rdnnwO+LGI37QIJLj/+GmCKdp+mDmH5UW17GmIOyCun+sk3aGLzAn1imc1hKQEqxuE8Nz87ZgF0DNH+3D/rqNWL4y+iodGV1Dvex0D8uL52AwqMJJTKtwsFQmmc08JSUIT7LqKLWXTBEt2F7mY62OLSWl1nGQLNAqzJWCjoyPBgJBImJ4FRfTitutiHhsdFzEoZpvpxlgJJJglUC7TBPtBMWMs3lM9QdM2ihBpEf7/7L1puB1XeSb6rhr2cGYdybZGy5aFjSxZA8YTYKzGYbAhTL7gEBo7kBAcoP2Ei/sCnYTYNIFwb5puHEy4XG6YA6RNgAwmDAaHYEyD7cjGim2MJyRL/tW7RAAAIABJREFUsmxJR2fYc1X1j1XfqrVWrZr2riMdi/0+j55ztE/tqtq1q9Za3/e+3/v5vNe6bsBJoCRTp+djodNDPezPu3qKJ7r3HW2Fx4vGWz6vxc/FplZMKeTB4YVOLAiWlYaUaDSvvYLMZG5RZLlDL3U5dJpqcYhiGAbBAyCSLA7GBLcEE5z84EU1wZ6xrsRcE8wHtvlUYyyqG40HA/R8tXvJTPC+mcgkKKtFkhdE7tBAaN6UygQXZ8McaSKmWpPlY1UEAZdrpgXBacZYvpQNT8J4NepfSBn5pMHUFXLoiNnNClhcJzK7onrtpPORW2jRgEmvLPRhOGZKcCzFFknyfZxnwSFvoU+ASW2S9h1tYvVkDbbFEuvH+7ke565fhp8+yvshlsUEZ8uh+c94D0/+M7kmmEsEr/x/f4KfPnYYm1ZN4L+9fhsu3LBc2iY9IVFzbcw04q0zvNA4ioU1wRQEj9dc4XQal0NHY5Rej113bew50sCuPTP4w0vT21qofYIjVqCT4A4NAMvHKji00BbJwiwmeLbVTa1ZNEGVQxcPNKfCZMZi1ARHbVTy1eEnoSYxwT3Jedm2VBO2Rorrvox3/oeNwrBMhpDaesnlKjL0Gtd10yP4+q4nxLwqB/5114bnB+h6ASoJRpH9IqoJ5v+nZ4HG+pGwHrnfAFwo0hxbKUVQ+wSrSahml3dgcO2IJaZaabpPBRNsUJvQ1zrb6orgFojuI6McOryXZw1lXmLczHi+ZBaa/189N/qTIodWguDk9ypBMIuuWd6a4DTDSfpvVuzjhQ77lmU2xuoJJthHo+2hHgbeG08eAwBsXj2hHY/k0PI6kf+eaigavvb0fFwOTdezIzHByXLocp+lrD7BS50JpttoSAQPjmEQPADmqUXSgG1MaOIvUhOsw1wTHO9dq8PMBNOixiSHVp+6J6QgOOn8haTGj/oE82Na6UxwuzgTbFlMMAcdqSYY4OYMeqZRDgTzGGOlDcZjNUdIz+k7TTJI0t398jggVmwLbSGH5q8lvcX0fdLnEzXBA2Y75XtuyTDB0i2YZ8FhanVB96epfQ/AW5VsPGkMRxpxsw+g/xqm55w6hb+/Zx/2zTQHVpkQss4jyx06sSbYYphr9fDLp+bxodecgyvPW2cwcYl+NzGESXJoapFkMa4eocXuRM3BTOgKmxYE6725RyoOvn//QQQB8BtnJ0uhAU0OLS2IIoYyiPVoXz5axd4jM1EyM6VPMMAZrDVTqacRg8qqF7+5HNvCRM1ZHHdoaVeD1gRTUqQjsYkWYwrL1Ejpvy7jrJXjAMZjrwsmOGc7IRJ7UIJk/fIRBAHw6KEFWEwdZ+ph0ook22XhaKOLo83IbwKIajDpfqhVbARBepuuNJDbddWxlDVAT/ouRPkIyaE7PkZCyalwg9fk0GL+McqhA/h+gPm2xgQ7URDc9XidL81XtJ3JIVooaDLuD9ti8KV5Xlc50fAyVuMt4mabqhxarQlW9y2TGaRoAfh1Kfrsxlo3iY4iydEPBayWYILj9zmNlwvtXpgM4vs9ZaKG77/7EqxZVhfnT8cLoBYFCyY4oUQFUJlgfa6kzYmsIHWRjn7c9LOQNP7Rq2mE1FIA3X9DOfTgWNrpjiWAnufjI//8AG69/8nY3+YpSOvzgaEBppkjCJZrgk2siimAGgkb2OdpkaS4Q4c/hRw6wRhrrtVV9p0phw4C7p4afk7HZsaaSkKjm88ARQeZQUTu0GEbk/l2bJCVA+w0iQlN+mkuhRNSTbDsmmk+R2KCKQjOlvy4tiUWbllu1fL3Sb/SK/NtT3Ho7hdpDpnHC0WDBUXeFf5MY4KDIMC+mSZWT9Xh2uYkTr81TOeunwYA3PX4kb6c0U3IYoSS5dD8JzEhOn7rvFPxn196Fn5w3U789gWnZvoUGN2hXdt4jUlOzg1lArHYnai7Cusoo+cFIlGoP3PEkK2erOHsVRPGz2M6T/pIaTXBQMgEz3dEL+FEOXQtCpCK3h9FFQ4mLButSKZF5U398ukMEvjJSZEYE6zVnxdJjOpwJSY4D2iOpO9svBZJZPXrSEnPstsk7TkS9cWNZMrq3D0y4LHp2hMrB0C09gE440xux5Qgb0oJCboP6FmJyaG125Z8BRY6PQQBzEFw6AcAIC6HNiT3F3IqaPRxMS2ZzL0+uonMMdM+n7yO4y73/Hcuvy/27CYZdqWFPnLHDzuBCaZxgBIrdemcN5w0Jtabiju0ltyVWyXxvvHJ59LseuJYApLSsOJELbZ0yH3jy4K+9LnxxhuxadMm3H777QCiDhH94vLLL8fMzEyh93z84x/Hxo0bwRjD008/LV6/7bbbMDk5KdysP/CBD6QmHoYohmEQnAHHtvDFOx7HD3/xVOxvC+0eRit2X/btgNRaQpIhJYEW5nwRFv/aTIM4YwxjVUcwwX/7sz24Z4/6YKbWBIfPV1Kf4P1Ho3pgIM0dOspayXJoMihJQqMPAycg6sFLMpuTxsN6uIU4E6y4Q6cYY1EyNe2rHq9FcmgxcScywarhSx7JT9WxxMKtWE2wmpFfaOerqctCZLhVvAZ2sZAVeMW3j36nz0BtWdqG+rrZZg+NjofVUzU4tnmB0W8N07NXjaPu2rjr8SMDt18jZA1N9JmTmOCJBCZ427opvOM/bExkivV9mhIuy0YreGquHZvI/dDZFOCLr1khh3bE59Gf0a4XtaWKyaHDe/1Fm07ONp+TzpNYl4r03PX8+EJ2+WgF8+0eZpv8PJMWUPIiv3AQLG3eb/JqmVQ/uRh9goH+6pUJVccWiYSoJpjBZrocuoeRAh0DdNB3TLLdLOhzpBzU6FNxvcJfKLtNEkmh5YSA3tlBOKH3eWxZzi/UW0EQqz2WZavNTk88b7Lsl86Vvw7l/wSqlZXLHQiyHFqoqoQcOlJU6Gjk9FLQb/+0GtGJmpveJ5hiQRaNF/JnpNe7vXw1wTLiNcFhciIlf0PPCvUJNq1n6PkSQbCb8PnFOMz7BKty6HAbFn9GxblIxz6grRfzyqHzeGz0eslEjwn6+PuJT3wC3/3ud/HCiy/m163PMTYIAvi+j1tuuQVTU/nlPp7n4fnPfz6+973vYf369bG/X3zxxdi1axd27dqF97///ZGScFgTPDCGQXAOrJ6qC6MAGQvt3kByxRgTnOIOLZslmAbspEFivOZiLlxQ//k/P4C/+V+/Uv4u1/vo+zIxwfIzJ0uhgWwmuBcGppQp5VnK7D7BRXuuOmGtpqgJlphgfdCQ921LwboO0SIpZTCWjbGEa2YBJjhrfnTtyB1aNK5P2FYexEWf4HDjhU5v4FpTINn183hCCbxysV3xSZ2eQ5NUl9ojrZqsw7HM/Ub7rWFybQvb1k3i3351JJfBSx5kJej0fpAEGgOSaoJzHVvapWs4j2evHEej44kFPoFqqqlPcCSHdhNbQ3S9QDzLuhSUruGlm07JPGfV+Zn/rDqWSFR6BnMb6u++P7w3kpjgsWp0LYveHvIz1m+guUz6LhdLDl0WEyzYxFAmKSdKmpJJUj/QnYez4GlzpFw2oz831M6PalPLwuOhKdbaZXWpJlg9r9qATHBbYoLpY/mB4fMzJqTYza4nnjumBcE0/iaNMbbFn+M5KclFoDVC1wtiY2FqTXCGAouQZAQY344H3bPNrhoEm5LM2rkDUYskIJRDFwyu9ESuqNFN4YKjhH2yOzQpLaitnZK4+9Z7gc+8HPjMy2F9/tX8eHd+DsF9XwfrtcTf2K4vAQDYv34UzO/Av+dm8Tf65/37P4jd6qSJCIJ7Hqq2Bd/38eWvfBVvfetbsXnzZrzkJS9Bs9lEp9PF1//u77B161a85jWvwZEjRwAAO3fuxB/+4R/iuc99Lj72sY9h586deNe73oXnPve52LRpE372s5/hta99LZ71rGfhj//4j5Vjy+PfNddcg0ceeQSXXXYZ7v/33ajYDK9+9auxdetWXHjhhbj33nsBANdffz3+4i/+Qrxvy5YteOyxx/DYY4/hrLPOwlVXXYUtW7Zgz549OO200wSb+8UvfhHnn38+tm/fjre97W3wwrKDsbExvPvd78a2bdtwxx13YMeOHTjttNMSv1cZQ3fo8jAMgnNg9VRNMYAizLd7fZtiAdGgma8mON7KJw/ktj3dnh/LEsvOj+K8BBNMg5RZDq1fk8QWSRTsd9Rg37Uy5NBhlrko027bvA6G5NCTderl2Ym5Wyty6JSBRfTcTTkXzrr3EASBaJORXROc3xhLlmXSKeZhgvWarPl2b2CZrby/fpUQi4GiLrrKqYe/p7VIokBn1VQNFYcZ5dCD1DA959Rl2L1vVvSdLasmOOnWouAqyYAljenNPrb8XcTHhk2hNPn+/bPitSAIIjm0xRMKshxadiuV0fN9kXDSn7mRioORio2LJNOuJJiSgSoTbHaHBoAnjoRBcIYxln6cPFDl0H0ywaMRE7wYLZKAwWuCW4IJJjl0yGZJ43azO5gcuhKOC7pRTxLEHGmr42g3dOCVQcF5Uns1E37nMz/Fs/7oltRtfnW4geWjFYzXnFjrIrofKLHZdxBMcn7Hlp6zQARMUd9fWQ7ti88s5NAJNcEmtUnPD/Cbf/kjAKrBqMwEN4QDNf/7WMUBY+aa4Eg9lmWMpZ1LwvNgWwzjVTdmjCW/PVJa8f+bWiQBfP1VnAnWkpPhz7TYJ2KC+b1hWs/QdzTTICY4Ye0WBttewHsdW0y6BtI2NgL4hpS8F0T71ZlgmWRxHX6djs7O4R3veAd2796NqakpfO1rX8Ps3Byed9FFuPfee3HOOefghhtuiD5Hp4M777wT7373uwEAlUoFd955J6655hq86lWvwk033YT77rsPn/3sZ3Ho0KHoc0lf4Cc/+UmsXr0aP/jBD3DOli3wOi3s2LED9957Lz70oQ/hqquuMl4bGQ899BDe/va3Y/fu3QqTe//99+OrX/0qbr/9duzatQu2beNLX+LJg4WFBVxwwQW455578IIXvCB1/3fccQe2bduGyy67DLt37x66Q5eIoTFWDqyeqmPXnri+f1AmmJ7DPDXB3CCED35FBlKqZwGAru/HJsgouJPOK/wpLOy9gLfn8fz0IDiRCeY/o88ZukMn1FQSGh2vr2DNCetg2j2P15pYvJfnoYW2aAFAqJuC4ASHQiCd4ePutQGaXa+PmuBsyU/FsUTbKFqEJN0Kak2wmqmeb/UKu9OaQPfMEoqBlc+dJ9BQWySFjIpokRRfTD4RtgRbM0VMcLKxUz84d/0y9PwAdzxyCLbFBnapZNp3ryNyhzYzI4MxwVLgZhgbzjxlHBYD7j8wh8vOWQUges5sxsDAFKZorBrJofVkVtcLxLOms4RvOH8dfuPsU3KZBTHGxPgRMTvc8bfn+Yk1wUA0HiZ9Z9xAqD+lgCKH7rcmeNHk0BEGaZEkt8yiecENmWD5MWuUxASbnl0ThFpKq/30fD+WXKJ7sFEgEL3twXiplY49hxtYNz0SJomoJlhlaEU9cr9yaKVPcPTB6HNSoCjLVlsdzyCHVoNmUoHETJ4khhTgpkwE+TvS5dCWxTBejUwoZdD8mFVGEq9PTtjOYpioO3js6YYmh5aTZeHP8EmoOiqhIDPBg9YE03egj38yxJqOJdcE97Sa4JrsZH7Zn0fHCwLgfbfA3/Ef4Te7YHfuBd78T/yz3foQ8N1fgF1yHexv3Afv7NcAv/lH6rncfC9w5x4AJiaY/+x6ASbDVmjj4xPYvn07AODcc8/Fww8/DD/YhHVr1wAArr76arzuda8T+7jyyiuVfb7yla8EAJxzzjnYvHkzVq3i88qGDRuwZ88esV3S93Du+mX4+jd34003vAkA8KIXvQiHDh3C7OyscXvC+vXrceGFF8Zev/XWW3HXXXfhvPPOAwA0m02cfDI3Z7RtG1dccUXqfgHgOc95Dh5//HGMjY3hlltuwatf/Wr85dd/CGDIBJeBIROcA6un6jjS6MYkToMyajQJtHLUBDPGxCJOZyLSMF5zhUS35wVodtXPYGaCw4EWklwlHNjlsXffTEs0VwfUfokydCaYpN1JNZWEfhc73HU6cocGol6e8RZJcXbGyARL2dUkjEt9mbNrgsMgWO4TnDE/unacCU6KbuSFsm5+RLXsg0Jk+JeQHFqR4OZyh45+p49Bz1nbwBTtn2nCsRhWjFUTjd3yJDSSsOPUZQCAf/vVDEYqdt/7Iej14El/T3J2TjLGygN5nyZWvubaOH3FqMIE+1Jyh5J+s60uxquO0qJFT1R1PT8KgrVn7mVbVuFNF8brrJKgM36yfJYzwVoQHJZbUMlMUrBtWQxj4XhTWA4t1Vf2q7yYlpjgMp9ZeVfuAEmbqsPl0EEQoCMFUjaLy6GPpTGWKIWx1PGu5wWx72KxjLF+dbiBU6dHwJhUE6wFm6ImuE8pdlsJgvlrVBOse0zQpWt0ezEmuCuk7PyFnWedjA+95hyccdKYcjz50l33kjOFMgSIxgvOBMcTyhN1N5UJzlo36N9b0vNANcFzKS2SBIgJ1krXaNcdz8+tlKBkkp48zMMEy+0cE+XQfj4mWFbeBAGU9QYT2/DrmWQoSonUA7MqaSIrDakm2HZkjxabm0sxljhejo6OKv+vVvlYbFmW+J3+L9cNJwXBrz9vHUbv+5rxb47jwJfK91qtKKjXz4MQBAGuvvpqUc/74IMP4vrrrwcA1Go12Hb2ODYxMYGxMf7sXH755eh2u5ifnwMwbJFUBoZBcA6soQbiM2oma77tKXVe/cBi+eTQQLS4KlITRnLoIJzM9Ay1sSY4/Bkxwb6oc9OZ4LXLImY1mQnme6Rjy32CTe2ICI1Ory9jIMp+kuECAKwYq+LQfDu1T3BaEJynRZIcBLeyaoI1E65cLZKkfqWBdD7PO2M5PvCqzcq2cqJEfLXhz/l2uTXBS0oOrchG8zDB0u/hz6pggg1B8NEWTpngPYJdyzLWtOdJaCRherSCDStG0fODgU2xAEkOnfB3fWFPYIyhYluKF0FRyLtMkvBuWjWhBMGyCztjXII324zap4jFuXbZuTu0mQkuisgAiP+/IkkzB2GCgWiMKMoI0WJ0EEd3YoIHCaRNkMetygDGWPT9dTwfvbCdDKO6RsUYyxto/IqMsXIywZqjtlz7miSHLtMYq+v5eGKmiVOnR5TeujpDW08p48iDiAm2YzXBereByBgruya4XrHx2xecGkvEyddu61rVRIjm7bbsDi0ll7hZlckd2kPFtjJr0/PWBNuM8YA7ZowVbV91LLxs80p85nfOC/+vy6GJvc3/3G84iQdV+mnpBIUJsjFWljv0TJPXBNdTelpbzOxBIhhwFrWl1OH7AcaqDuqujQNHeYnPtZc+C2um6sr6siLuOfU8JicnwSwLB/btAwB84QtfwCWXXJJ4rnmRtta6+OKLhWT5tttuw4oVKzAxMYHTTjsNd999NwDg7rvvxqOPPpp5nEsvvRQ333wzDh48CAA4fPgwHn/88ULneuDAAXH9f/rTn8L3fUxNpHc5GCI/hkFwDqwWQbCayVpo9zBWQguTliYTTgLJNNMG0hefrZq/jFQcLLSjATwuh1bbGfBz4j9pSOt6gVjYyePcvqNNRV6c5Q7dCFlo0SIpIYgg9M0EhzXB7dAYCwjbmBjcoRU5NLFMCYO5/FlMoNYNc62uuM5Z7tBFWiRV7MiIic7QYgx/89YLcdVFpynbptUELwzIpBCSWMTjCXlhVVgOHf7q2BYcixnb9/D2SFz94DrmJE6ehEYanrOes8Fl1m0nnU5SXbfFGCZH3EQGucixgWSVyKZVE9h7pCkWtHLZAS2+5lpdYYYj962U0fWi3qhFjfR0UIKKPrvoG93zuTu0FuiNVR1UbEsKgpOPPyaC+WLXle5rk8FYXpAxVtnPq/xRBjHGkpNPPT+IGHlLShaG5Sb99MHVz7GoMZZeOuD5Qez5WAwmeP9MC54f4NTpESXY0BnafqTYMogJllskRUywbLQoyaGVmuCQvdVqgpOgJCy1Z6oaMmRdgzs0QGZVcca72enlWjPop5Y4PlpMGF7Kqh+9RdIn33Qunr9xBT/3hBZJQP5Shs//7vn4H1duF2sK/TzTSkHltUpWn+CZBZJDJz+3JH/3A1X5ILeGshOYYLpHp0crokf5leetw6ZV45IxVtgnmMH4RdRqdfzLv9yGrVu3CnfkQZH2PVx//fW46667sHXrVrz3ve/F5z73OQDAFVdcgcOHD2Pz5s34+Mc/jjPPPDPzOGeffTY++MEP4iUveQm2bt2KF7/4xdi/f79x2xtvvBFr167F3r17sXXrVvze7/0eAODmm2/Gli1bsG3bNlx77bX4yle+UkgNOkQ6hjXBOUCLXlMQXIZxTR53aEBighMegJ9f/5LY4qASSjYp2IoxwZ6JCY4yl54fwPOjHpxyPdKBoy0lCE40xgr3LYyxwu3crD7BHW8wJliRQ1dxaL4Tk4/kNsbKwQSPSUxws+vBsVhiYsDRjhXkqQlW5NBhZjbhLWl9gj0/KNcYawnJoU3GRmlQMtvS/+T6RBn7jjaxYx0PUtNqgge5JueuX4ab79o78NgCxOvVdDgWQ921MVFTj3X+6dOx14pCkUMnMsHjAIAHD8zhvNOmpXo2/v35oTs0LQaT+gSnyaGLgthWunZZTDBjDMvHKkIOnTaOk/lP0TiUth+ICQ7l0KUHwdLvgxpjAbw1WacXSUdtSQJMianBjLGi7zMPaOx3NIVA14taeREGrcs1gdzTT10+otTj6gztoCx0ZIxlRYyjkQmWWiR15Zpg/veOJodOQppShJJmcp9gRQ5dc2Ou8gBP8OYp9Ymx0gnPhMWi5DaVlfHXkz+bnATjBn/FErMAcPJ4Da/escZwPubxT4bOBKe5Q1PnkCQ5NB2T5NCms2dgyj2hn4tlMayou6KbCFcyRn2F26EcuuK6uPzlrxDvve666wAAX/7jb+FNb/qPeN9lf6bs+7bbbkv8/86dO7Fz5874327m9cx60vexxx4Tv09PT+Mb3/hG7LPU63V85zvfib0OAPfdd1/i/q688spY7TIAzM/PK/+/9tprce2118a2e+c734l3vvOdymv/YmjZOkR/GAbBOXDKRA0WiwfBg7pDA3wAySuHroqaYPNAOl6LS7PJfIoW63oQrDtfAjITHCgSKSCSxTw930bXC3IxwcRiCDm0KxljpTDBC+2eUseWF6JFkiSHXj7Ge3k2tXoppUWSZWaZgEh+WaQmOC0jHdUEy+7Q6Z/LdZjUIom/lvQe+fsUhibSudcH6LNJoPtkKQXBRU/FxAQDarsWgk+Jn3P4PZ+UxPH9/voEE54T1gWXydYn6aEti+Hv3/n8mGFckRraJCiL3IQFsewQfd5p00r9JWeC+fO0MjTNkftWyuj5AcZrXHYnG+z0A2Jb6dpVRY24Z3SHBvj4sj+jJhgAxsIxuijDTs/wIK7OJIfu1106CWW6QwPEBEdBsCXJoctoHRaZLuUrqNNLhujz9nw/NvbVB2RjTRBB8PRI6KgcOZXL36UIgvs8dkdhgvlrvIzKj9UEUwDT6PRiTHDXkFg3Ia2ne0WSrJtUVYk1wZ18po+6jD1RDm0xY6/0tI+m1AQzNf04SBILkGuCs42xbMbg2MyY7NGTt7UUOTRjYZ9gqMqHKAmOxGCbWsrJ6zhifaOaYO45k1RX3G/LwTQsJfVaP1hKPizPdAyD4BxwbQunTNSEMyzAg5d2zx+YrWEsnzEWoBpK5YUbSmgp86cHgbrzJZ0TwAcfkjZVBRPM/0ZZvTVTcUdHHTRP60xwdk1wvqyuDtuy0O55CIJoMl0R1u09NddWtjW5Q5tqaPLVBFPGuIuWlCE3QXeHzjPQV2zbwAQnT96EiAmOXiuTCR5wXi8VRScHeS6U31p1bMGMEJ5eoMQPv+eTkjiDTtrPOnkM41WnlJrgjBiYH++U8YGPY4KtLHLNN8nKiRqmRlxRF0yPHmNMYYLPDM+R7neTMdZ4zcWt774EJ41XMQgEExz+n8YQbtpkDkSnR6NjptYEh/NF0fuUti8y9utYNrr4cuhBgmAhh+556En9mGVjrKwykzyIjLHyBYueJu+VTQ31mvlq2GO337pcE351uIFKuAaxLQaKcT1fTZwOKsWWjbGiYCuhJtgP4PsBWt2oDIHug6gmOP0+U3pfa4kZMpTqeD4skxy65prdodv51gz6qSXVyHNjrPj+0mrq5effCscxwqCtyQQTnLKN6BNsMdiWhZ4fvx/kNU7NtVLHBKpD5/Na9HpUE6wmRmR4oSqKeqkDkdxerQlWX1M+zwAeGzLkFknPv+giMJ8nUW699VYsX57dPm8pYaiGLg/DIDgnVk/VFSZ4oR1a8ZcQBBOy6qnk4DEvXJuh6/vohiNjo+shCKKMnu58Cchy6IgJrgkmmG+zP0wIqExw8kQCRK6V4nPYzGg+ROBsavHr61jRfmlBSw6uB7UgWDZYEc6zJRhjNbv5mODIGCsfE9zRmOCkt+iZe0C918o0xlpKWcnChkOaIJpQcy20tXuT7vlVkyETbHEmWH6eAJr4C564BMti+C8v34STBwzmgOya4MVEHsMkxhg2rZzAv+8P3S5FUo5/G37AjbEmtFpauUVIEAToegFci8UY7X4Q1aKGTHA4XhG7Z7rHVkhMR1oQLOTQBRcx9LkHYXHJ6bt8OXS0v0FaelFw2vPC75Pk0BLLFLWeG8QYK2Qse/0xwZEc2seIlkxkjGHEtUtmghewdlldBIZRTbCvJJdc24JrMzQGMMayLQYnbEsFRH2C40xwIILmkRgTnK8mWB6T9G3JmI/aMtoWU4w3J+q8TlcP0BudfKaPevI46VRtixkVdmnjqSqHVsfBgZ+98O2+KeIMIXeysJl5PSMzwdntpHgSiu9GXieGPxnv6W46Jz/8fpZL46NrW4JdBsI+wTa1ADWvvcpgguVA96c//Ukm6bSUsZTT/XXwAAAgAElEQVTWXM90DPMJObF6qo59R6MgeK7Ns0gDG2OBFjcsc4Dsp0WSY1mc0e1FwZPc+kV3vgTMTLBeE0wJAQoIgOS6P3pgY32Craw+wf218nHsyNSIFjzk4KoHwTKj4EgTvw69J6MJNJnMtnqKa6bxHI3GWOnffzVcFAShNAlIk3Gp2WhAnfjLlNouVXfoXNsnMMGmmuDong+NscJFmb7IKGPSfsP5p+LSTadkb5gB+nzHQ7KuOnUnj1nPXjWOXxyYg+dHPVAti4XMADfGooUojSXyJY9KOsqZzmgco0tGgd1CmMQzJSFpfOHbJz9blCjrVw49PkCddsWxRKupMiHvbhAmmPbjBwG6ni/GbrnesEw5dNEWSY4VnQ9ATGz8WtYrduk1weumRwAQK2euCQb4uNU/E+yJQDNWEywlsbgJUjSfi5rg8Kun65p1LyjGeYYkGXlgNDs+6q7aLk7U6WpscCOn6aM+HCW3SOIBd9q5x85bMcZifRljJSHPOK72Cbbw2NMLeOjJOWUbOQjWEzk6GKPAWi3zkVVGNmMxdQ4QGWPJ46NDY3t4rn7AVW689Vb5RpMmPNODyGe6nHspYRgE58TqyRr2z7REtouY4DJaJAH5MujExhZpkUSshjwxyllqEdzJNcHhzwBRGwla2NGC4ImZJsaqjmKekygpstRzIGl1mjEWuYD2s9hxLCZYPBosVoRyHJJDuzZD1VFlQHrvXuV8Moyo6P1jVYe7Q2cwwVGLpKjvbyYTbFtiUSIkTwknZGKC5f2XEQQfDWuyzjtteuB9lYXCkxsz/sp7lmpyaDI+opZpFHTp8vlB+gSXDTqP43E2yuIvZczatGoCza6Hxw8tiIUUsQtzrR78IFqIikBJuuY0hgwSgMkQtZ/hVaNFbTOFCSY5NGPp43O/7tB0yFPDYKhfLButDLwQ16HKofvft6yOkVlO7vZPQXC+PrBpKGqMFWeCQ8bTD4zjTb1io1UmE3yogfXLR8Sx6RnRGVqAj+uDyKFpblZrgoNYktz3g+i7cDUmuJe3Jjj63bRtxeHGg81u3PGZ6nT1NkmNjperJlh//tL6qOsOzfq569Dl0Grt8+LXBMvqPsdimG318OL//kNlG3mNk4cJJjm0/LFpfKTPmKSgsywmxsdKaLpGTLBch84Mkmq5FWSZeKYHkUuJeHimYxgE58TqqTo6no9DC7yvGjkFDlpbGbXhyN4PsbFFHmCa8OXMtPw7TfCmljomJpjGXmoVk2exH+8THLVIMg2cAK8LCwLkmtBMx6N6TvpcERPcEsfWA0FZAqaDTjPr2o/XHMznYoLDgFvUBGezhzKDUcQdOsrYRq+V4Tx8xblrcfVF6/Hh154z8L7KQvHgIp4sAIgJ1uXQTdRcC1Nhqxla8OuM0iB9gsuGSQVwrKC4Q6cs/s4W5lhzYnzhhjJMmN9MaIZS8rBBpR6DBGAyIgaS/58SgAvtbCa45tip13pM1AQXOyf6HgcOgkfcRagJzvc9Z0FuyyPLoXngx7cpoyY4MsbK6Q6tGT1RPNjzfOP4Wy9RDn200cVsqye+d16PG55XEGeC667KQh+cbeGvbntYKR9IQkdqKWhJz5nOOFM7HFLK1CpJfYIzguCM8aHicCbYxO5S8v2oZo610M6nHtOTF0nPRLIxVvJnU4JgS3fBHpAJFsaAydvIxlh6OzeCwgRnXC+SKesKJ6Um2DLX81KihsZHWWkgKxQrjgXbQuw+lbsFlImlkqTuF890JnspYRgE54TeK5gWRAO7QxdhgslVucCIQAyMvKCXzbGIiVRrgjlkd2g6tpBDSz2CX7F1Veo50K6jIDiUdYf1yibQtn3JoS1LSL5JFjxS4c6xrS5fuDgWi9UO6YGpDFlilIbxmhPVBKcs1OI1wdn7poVCtxcIY4ykt2QxwYMwKYTzTpvGDa/aMlDPzrJRtGRSyWxL/6m5cWOs/UdbWD1ZFxOouF805cBiyLf6BX3nx4cJzhccbTx5DLbFcP/+Wan2nn8ftMgdFy2S+HvkRFVU0lHOp3S0QEAwweGi3zZ8FjLey2pzN94nE3w4TL6eunwJMsHS74PUBMtJSFkObVuRMVYZcmi3IBMsaizD70yW5Bvl0G55cujHDy8AgJBD6y2S9O+yXnGUAPyffr4fH/nnB2JlQO2eF77ekl6LmGCZcex6ZnfoZiesCdZbJOXtE6wwpPFtXSGHjs+lqUxwrppg/VySz9G0xksLohzbUlQDZdYEmzwRAM7MyzJ5IHyepM3k98gKvKyEON1zvI2j+e9yGzMZZIy1ImSC5QRjEARoh+Z0ZIylExC0yyHzqeKZzmQvJQyD4JzQewUvCCZ40BZJHIWC4ALZdsfABMuTZG53aEd1h94/E/UIvvG3duCXf3ZZ4jnQwN3S+iG7VrI79Fyr/+vLmeB4NpqykRbjvfv0QFBkv/s0xgL4Yn2uzeXQtTQ5NNUEe3JNcOquxWK87XliQkvq/6q4eYa3i7z/MpyHlyKKTg7y5Cq/09Qi6YmZJlZJbuiuQ9+h1kppSTLBx/7YCgOSQn3WXBsbVozigQOzygLOYgwL4VhFcmhTGzNiNdwBAjAZNGbQ+Vd0YyzDxSS5X9Y4TuUzRZmIvUd4m5x1AzLB558+jR1hC66yUBYTLAeXuju0MMYiJniAIJj2m5sJDlueWeK+SA9q6gNIknXI7ZEANQjuGWqC666leBnMNvk8qgf839n9JP7qtofx419Gjrmdni8S1LILsckd2gvLlQDEWiSJPsEZGcms4JDLoQNjaREpQ+jzATyoWuj0cqnz9Hk8rZTLtphwdY/en75/GgfssKyDUFYCSl+ibPgvt+B1n7wj/Fu0pntyNkpyLCjrvvxMMMmUA+hJ4yjDKrcxU84zvHemiQl2ogSjLzHBVdssh85ThlYGbrzxRmzatAlvfOMbS9nf5ZdfjpmZmULveeMb34izzjoLW7ZswVve8hZ0uzzBEwQBrr32WmzcuBFbt27F3XfffVzm8xMVwyA4J6gOkFoDzZfEBEcOpNkDNwWPhdyhRT1uNFlk1gRL2UYTE9zqeji00BHXxLJYamCeKIe2k42xiPnot09wuxuv3yObfpvxiU0f/Om6GmtbRJ/g9GvPa4K5HHokjQm21WPlYQ9F70QvkDKk5m3loMNm8cVbGTXBSxFFZULGSR1c1qobY+0/2jQawXWl+yUIM+ZLJXMdSdaO/fmktUDRsWnVhCKHtsK6McJ4mhyaguCS+ka4mjmQcIdOk0OH41TWOE41wUVjRZp3BpVDv33nRvz3K7cPtA8d8uUYJBFB+/F8YoLDBbOFWE3wIO7QjDEutS3QJ1j+ztVSk8VlgikIlo2x6N7nPVjV6z1ScZRjk5JCVzd9c9cTANREgGqMxV/z/bAmWLphqYyJvouaxgTndYdW7hvDs+vaXNFllEPXyYQyYoLbPd7CLE+CJBYEJ4yPNIbpkuisuboqBXtl1gRH+4rfu3c+fgSAauL5hNTR5Ei4pgKK1gRH85p8vzPxdya20UGJGhofxdiKeE0wya5lyPNBGnq9eLusIvjEJz6B7373u/jSl7400H6CIIDv+7jlllswNTWV+32e5+GNb3wjHnjgAfz85z9Hs9nEpz/9aQDAt771LTz00EN46KGH8KlPfQp/8Ad/MGSCS8SJSQctAibrLkYqNvaFbVJKZ4IzZHRAZIxVtE8woNUEG4JgfWHHQiWNyNS51CIpiLnkZkF2h2YsCuZcmxmlxwAw0+AD9rKRPoJgm6FF2WjpWlEbE8b4oKpLrChwSe8TnH7s8ZqDXx1uZBtjGWuC0/ctaoLDyZ6fj/lNqpFJGARLfz9Rg+CiwV7S9lWNCe56Pg7OtZUWPHRvdSWWJe+kfaywVFokZY1Zm1ZN4O/v2Ycj4XNvMfX9UYsk/n+jHLqkmmBHqwmOMcFpNcEZ47hokVTwC6Hgek0JLaDKhvxRBqnLFnLoMAimQNe2mAisml21LU+/IOfhPPANTCjBFNOMVBw0Oo2Bzo+w53ADK8Yq4r5hLFIqmZjgmmsL3xIgChI9ifk7stDBbQ8+Fb4ePUeqMRYlwuOya9vi83ZLc4cuXBOcMT4IY6yOh2UjahA6LpjgKAgWa7Iy5dAWHa8oE2wD6IJZ6hwzKBMskhMp+RvZYX//0YgJnml0sS70sOykuEN/5KcfwQOHHxD/P9q+HLf96gH4gYWjrRV48z+/GQCwd+8ZAHbgo3f+N/xqbjP2t9p48z9/QtnXwzMvguu28bF/uw2jlW3xmmAvCoK77TZuv+uneOtPPo0f//jHWLNmDf7mf34NAHDTX/4lPvGfvo8zzjgDf/3Xf41ly5Zh586d2L59O370ox/hDW94A/7hH/4BO3bswL/+679iYWEBn//85/HhD38YP//5z3HllVfigx/8oPF6XXPNNXjkkUdw2WWX4S1veQuuvvpqvOUtb8EjjzyCkZERfOpTn8LWrVtx/fXXY2xsDNdddx0AYMuWLfjHf/xHAMBLX/pSXHDBBbjrrrtwyy234JJLLsGdd96JFStW4Itf/CJuvPFGdDodXHDBBfjEJz4B27YxNjaGt73tbfje976Hm266CZdffrk4p/PPPx979+4FAHzzm9/EVVddBcYYLrzwQszMzODw008n3wBDFMKQCc4JxpjSK7gsYyxRd5YjQxgxwUXk0MQER4OeUQ6tB8HgE2DXIIfeZ+gRnAZ5wqmGLoB0zKQgeDAm2DJKsmihalsMthVfSJmklgRPmljSMF5zBROcryaY3KGzWySJmmDZGCthW8ewaJMXHWUYYy1FFO4TzMy/Vx1bqAkA4MnZFoKAu8QTInfo6NnKmyw5VrAMCZBjduwM4xsZm1aNAwB275sFEG8tQkyMqWRBMMEluUPTmEGlBlGLpNBsz7BgJ8+BLCZ4os8WSX/z1gtw4xt2LKn6e4JckpFnHktCNP6G7KvUIimSQ/fA2GC1x0AUYOVBT3OBTjLTI5hM9fqF3B4JiEypAD536PdivWJrcmgeJMo1oLfct1/Muz0tCI4xwQF36pbHVe7W7Us9m/U+wXF1mQlZLdQqNuM1wV0PdS2wHa86YIy3IyQUqRfX54nkFklmJjiznSGZmDKmJU0GG4nl5EQS6La2mSrjpgQjoDHBWWsBFki8s+nAARgCIIh/tiBgYIy/Z/lYVZJDq0pDN+xN3Wi28I53vAO7d+/G1NQUvvGNbwIAXvGKl+Pee+/FOeecgxtuuEHsv9Pp4M4778S73/1uAEClUsGdd96Ja665Bq961atw00034b777sNnP/tZHDp0CCZ88pOfxOrVq/GDH/wA73rXu/Cnf/qn2LFjB+6991586EMfwlVXXZV+fQA89NBDePvb347du3dj/fr14vX7778fX/3qV3H77bdj165dsG1bsM0LCwu44IILcM899+AFL3iBeE+328UXvvAFvOxlLwMAPPHEE1i3bp34+9q1a/HUUwczz2mIfDgxV8KLBLlX8HybS4cGbbhNY2kRJrjIQGpighuKMRYxwerxGWOKMZYIgv2ICc7LSjBGjdBVuaBjJS9EaMBe1kcQbGp7BGhyaJZsjGU6JVp0ZzE4EzUHs80uOp6fumCNM8HZgZPMBEe1MgkyLoMxlrxpGcZYSxFF5dCK26W0mK+5ttIiiTLqq6R7vmKriz4gytAvFfdJYYx1nM6HnvsshnBT6BC9e99RAHS+0Xt0QylVDs3/s1ju0FGLJD5uJo2/y8cq2TXBGqOdF+uXj2L98tFibzpGoFvLtdlA95mQQ2vu0HLg1wjLTAa9n90wwMqDWE1shhx6pMQ+wY8fauDc9VENt9IiycAEj7i2Mr8TEywHPd/ctQ8njVfx1FxbKUdq93xMaskmqgmWE0yUvKbEelQTzP/eyVmeIJ96EhPc7vpodHqx0iLL4oZVChPcya/Oy9siia7vRIwJzgiCJTm0PK8MOkbRu+VEfaKjsgV8853Px3f//Ul8+FsPqEGwlLjlzHl0z7zn/Pco+3vBPd/H+avPhO8HuLs7g8+87DMAgM/f8Rje/8vd+L/O/8/46NFfoO7a+MzLfld578se+CFOnR7Be85/Lu742e3i3Fg4LygtkgDU6yPYvp2Xa5x77rl45NHHACzDszZuBABcffXVeN3rXif2f+WVVyrHe+UrXwkAOOecc7B582asWsVNWzds2IA9e/bErqcJP/rRj/C1r3EG+kUvehEOHTqE2dnZ1PesX78eF154Yez1W2+9FXfddRfOO+88AECz2cTJJ58MALBtG1dccUXsPW9/+9vxwhe+EBdffHHi8ZZKkv1EwJAJLoA1UzXFGGtQFhiQ687ytEgqLoemYKuV0SJJf6iICY5aJIVyaHBnaMaAUybyyaGBaDKRF4munWyMdXihi4pt9ekObZYfLZfk0KefNIqNJ48p76OJzTM4VosWSRmT31jVEdcsLSNtcofOWtiR1FL+/pIGQ/keidyho9fS6pWfySjPHZqbstD3Q8+9wgRr5mZAfgO1Ywam/DjmoPs8S71y8ngV06OViAmWGJSqEyUboxYhkhzaz2fEkxfCHdpSVTrENCVJGldP1UX7rCSIFkkn0CqGxq1BmXi1RZLkDi0xwY2MMpO8cO38TLCn1cQqzJ7ha6xX1EA0L/Rgpuv52DfTVOrALcaiFklGd2jVlIuMo6gLwxMzTfz00cN4zY41AFQmmBtjmZhgNdh2LJZQExwmBUVnhgwmOEMmXLEtdEI5tOk7n6i5Sk3wQjs/E6wfLulcBRNc02uC0/cvj1cqEzzYMyK3ryS0tWSObIy14aQx/B/nrgWg1gTLidvsFklcuuxriXr6lZeXJSjoJEXHpc8+Gc/fuCLaJ4JIDm1zd2hmRedi2zZmjs6G25vPbXRUTQxWq5zosCxL/E7/H7Ru2HEc+NLasNWKpOb6eRCCIMDVV1+NXbt2YdeuXXjwwQdx/fXXAwBqtRpsW732N9xwA5566il89KMfFa+tWbNGCeD37t2L1StXDvRZhogwDIILYPVkHU/Pd9DqemEQPDiRTs92PnfoPoyxiAnuyEywXBPMpU56ABarCRZyaM4EnzweSVvygCYTmfF2bEvJSMo4stDBslG3r4y/wgTLNcHEBFsMX/q9C/GuF59pfJ9pbSRnMNMg1w6l1wSTlDZ/TTBl6Y82ujmYYLkmmH7hP6qONbBBx1LFIH2C5XfSwo7aJFEJwCpTTfASlkMTjldMHgVI6SfAGMOmVeN4YP8cALUmWJYimlqElO0O7Vr6WMiNlKKaYPNxPvr6bfivr96Sum+qV1wySZISQJ+kyHxggix173m+GCMtS3WHLiMI5sZYBeTQ8pySUw5t6jKQBj2G2DfThB9AC4KjMcboDq2x0DoT/A/37AMAvPY5PAhWa4I9xb2Xn1NQoCaY/z1vTbBaihLfVrRISkh8TNRdxR26KeTQeWqC1eMl1gSz6Fjq6wWY4EWpCY6+N92JvKONh7RuONKIEgZyAii7RRI/XgDtuolSG6aULMjw/Ki38H+69Fl472XPDt/K4kwwQ2yimpjgCqFHHnkEAPCFL3wBl1xySer5DoqLL75YSJZvu+02rFixAhMTEzjttNNw9913AwDuvvtuPProo5n7uvTSS3HzzTfj4EEuXz58+DAef/xx47af/vSn8e1vfxtf/vKXYUlzzCtf+Up8/vOfRxAE+MlPfoLJyUmsXHnKoB9ziBAn5kp4kUA1sPuPtjDf7g3sDA1IwWGhPsH5vzazHFplgk1ZUN24QDDBYU2w7JKbB9HnlOXQyTXBRxqdvkyxAJUFNbVISs768p8mJpgW3VnZ7XEpY5wmh6b9kBxNb0RvggiCm13BBiQywQb5Hu3/RDXFAsqsCebPDdX27T/axETNUZ75qG+zHATzn0smyBGP1/E5HwoY8rCEm1ZOiHGKscgdWk4spcqhS8o82NrzAvAWHsR8JS1k1y4byRwXLYvhlIlqbFH9TIZV4DtOg6yOUeTQTJZD9zDiDj7vFjHG8nxfayEYH1tl0Pja6hWTROtMmt4eCdBrguPu0HXXRtcLRJBDcmGaZ77xb09gx6lTOH0FZ66UmuCuiQnmAbSc+CF36GbXg2OxWODc8XylpVQSssZqSjx1vcCoXJqoOSoTLJzDizPBSeeaJIfOGt7pmixWTbAMXXovAks76sIxUXOE2SigqpfyMMF+wNdA8tGZ+Lt6X8rwgqT1pVoTXHUsrqrQPh/t8Rtf/zts3boVu3btwvvf//7U8x0U119/Pe666y5s3boV733ve/G5z30OAHDFFVfg8OHD2Lx5Mz7+8Y/jzDPPzNgTcPbZZ+ODH/wgXvKSl2Dr1q148YtfjP379xu3veaaa/Dkk0/ioosuwvbt2/GBD3wAAG+3tGHDBmzcuBFvfetbubHWUllfnADInE0YY38N4BUADgZBsCV8bRrAVwGcBuAxAK8PguAI47PDxwBcDqAB4HeCILh7cU792IOC4H0zzbAfXQlMsGDn8sihizPBwhhLcYeWaoK9uKQKIDm0uUXSvpmmqOHLC5Mc2rEs4T6pD5SDBMGJNcFhL88k9pQx3jrJ1O/Oyx0ES0xwgZrgPC2Spur8esw0u7HaLR0m5oJeGaS9yFJH0eAziY2g+53Yjn1SX2wCLdLlheSx6muYF3Rmx+t86DbMU8LxbGlM4cZYtACVmWD+U2YdInfokuXQclLEtVLdoYvg797+fEydQEEw3VuDmGIBaoKj50tyaFuSQ5fIBOeXQyfPKaZbgcb9ZscrNNbq+eDHD4VB8PIoCGaMCaWSsSY4vDbNrgebMcyFBp49P8CDB+bwwIE53PDKzaJeVw6GOp6vMJhAujt0s+Mrc1wkhzavKXTkaQlILZ6SmOA9hyMX7sYANcFJ50Kvj8fk0PmYYC4VlpLyi1ATrAfBbbFmi57HZaMVlQmO1QSnHJOZ5zX6nXu+xHv8ApRAiX9mboylukOPjIzgnK3bxDbXXXcdDs628NUP3Yr3vuc9+O0LblL2cdtttyX+f+fOndi5c2f8bzf/k/EzPvbYY+L36elpfOMb34htU6/X8Z3vfMf4/vvuuy9xf1deeWWsdhkA5ufnlf8nybUZY7jpJvWzH5xrGbcdojjyzFqfBfAy7bX3Arg1CIJnAbg1/D8AXAbgWeG/3wfwV+Wc5tKA3Ct4vu2VEgSbZMJJEMZYhVok8W1bHXNNcKvnGRlLkkPr7tCeH+CJmSZWT+WvBwaixYISBAtjofhi5PBCpy9naEBlymV2YgUxwSkTmC0tMmREDF/6scekIDgtw2pZnOmKaoKDXFJrxkImOM0eEunu0GXUsi9VFGaCpdy2/E5aQERBcDPWEsx0/waCoV8aUTDdJsfrbIqwhOQQzd8XLbJk1jTqE2xyhy7nU9J+5K+wYluZNcF5sWaqfkK5s9PVGPT6y/XeXS+qJbSlBXbT0DO2H/Ca4HxyZd2FWf76Tc85BWyNzmBM8J7DDVRsC6eMR+OObUWqJM/3Y/eiSN51PMy1e+L57/k+vrnrCdgWw8u3rpLmH8kYq+tFtayCCQ7doTV1FXeH7qFWkYNg/rPj+bnG4axNKo4lmN6kmuA5yR2aaoLz+IjozG+2O7RmjJUxnFUdG4yFAaK07aC+BfR2+VaJyaEFuxpdh6mRijDG8vxAeb/eIil2TMbCPsFqBwuaOy2mlizI8IPAeG2tUN0hs9YWi9fF5113/bphqawvTgRkPpFBEPwQwGHt5VcB+Fz4++cAvFp6/fMBx08ATDHGVpV1sscbp0xWwRiwf6aF+VZXsZ8fFEVaJGW5LsqgQZcmZMbUybnV9Y2MJQMzMsGNjod2zxdOy3lBk448MNOiySSJPtLoYtlof2yJnrUmkNN02oBqhxO8DgqGst2ho3NOY4LpPFV36PR9WxbjZiDNrpgssmRcgNQnOHxJbzdxIqGwO7T8KElvpYQTZdX3H23GmeBUY6xCp7FomB6tYKLm4E9ecfZxOT7dn3kCx40nj4ntLMmnQFZX0H0tr5UWq0WS/DyqNcFL5MtdIqDvadCaYHp2vbBPMH0PnHmkPsFlBcH53aH1FklyIGC6F+qaiiQv9Lzmrw43sHa6rozxiju0F8TG/xEpAJedk7tegF17ZnDOmknhjeFYDF1fZYIrgsGMkk1GJtgLYm0A5T7BeYK9PC0B6ZqYvvOJuuoOTUzwSC4mWD8X83aRHNpV/p/JBLtWpMDKuF+KgAJPOWGi32fkYyE/j8tGXMw0qF2Wr/w9iwkmM7YgMBtJMsYN4rKMsdTPEXeHNtUVi9aUJQR9hw4dwviPPobRn/7/2L59u/iX1DppKWMohy4P/a6GTwmCgITtBwBQlfYaALIP+d7wNbMI/hmGqmPjpLEql0O3vVIYNZor8jDB1RJaJI1VHSVz2Ox6xmMzIVfhg1DUJoS/t1ZwwUMPrWKMFX54T8vI+36AmUHk0Ak1wa5tYWrETa1V4kGw+tovnpzDR771AE6ZqGbW/MkL9lrGYo1qqwCqCU7dHACvC55pdMTiILkmOO5mSuNmP47bzxSwwu7Q8cw2oMqhmx0PRxrdeBDsxJlgPyM5caxRcSzce/1Lj9vx6TLkMa2qOjY2njyGBw7MwZJq6UxyaNUdmuTQZTPB0f6qjo2Dc+1Sj3OigC7ToEkIOfDqeYFSa0p5SW6MVUJNsGMrAVQafK2u0ZRglCFLkrMgM1+mmuD1Uj0wQNdCrglWjy+k2F1PfUa8APPtnqKusiX2LggCtGV3aHF+cdm1E8rT9YQEbdL14v2LTciUQ0tjhimhPFFzMdfuiXIqSlJlJZ9Nx05aU9EtTWoUN/zseeTQpq4MZRljyXeKTHAAcTNTAFg2UsEvD3L5Lc1XIxUbnZ6P0aqNrqrMjR3TDwJYYEqyIFpXMOVekpF0rVjILnekBCaZZcmge72MmG/58uX4+Y/McuZnGpbK+uJEwMCp84CP4sVsEAEwxh/P4JQAACAASURBVH6fMXYnY+zOQa3LjyWoV3B57tBxhjQJtDAvIjtztZrgiZqrMsFaNjc6r8gdmqQq8n4qBfsjR0ywQQ6tMa+zrS78AP0bYyUsWADeJiktiaAbPDx4YA5v+NRPYFsMX37rhZn1aONFmWBPDoKzv9fJuhvKofn/WYLQ1Vbke0zZ9oQ2xirKBEuby2+tCjm0j/1hb3BdDk0GPQvS87TU+gQfb9Czlle98uyVXBJtMUmKmGmMVTITTEGw9FrFscTYN2ibkxMNZRtjUYskGsdtC2pNcI6EcRYqRZhgra5RMToyPOZ1STWVBTlw0Hu//upQQzHF4seOAgWTl0ZdYYKjdVXP9zGvrVlcyxLzT9fjEtl8NcFkjOUrpVQ0x3cTfEZ0ZN0uShBsSHxQYDofSqIbHQ8118opxWap/9dfp+S2a1CJmFB1bEFwyKczcE2w+F7iNcGkJmz3VKYXAKYkJpi+c2KAqW5dlyITaE2kr1FoPcEAYwALJBtjUdslmQnmz7n6TEbJ/uF8KuOZokZKuqeWEvqdTZ4kmXP482D4+hMA1knbrQ1fiyEIgk8FQfDcIAie6zjPHHnmmqk6njjCjbHKcIeOjLGyvwoKXoosNsjkhSQzE3VXYYJbvYQgWBqkKlJWk/aT53xlCCZYcYeOy0kBXg8MoO+aYN3JUsbysWrqgCpL7x48MIff/v9+Asdm+MrvX4gNJ40lvo8g3xNZwSY3fAndof18gdPUiIsZqSY4mQmOB8H00olsjDWIO7RihOREDq+iPZKmAqCF0ZzkUBpkfC+/bqB7Ou/ijwz3bBald9SaYP5Tbj8TuUOXLYeOXqs6kTRzUDbnRANdjUGNsSI5NGcfae6SzQobnV4p41fRPsG2YTzVfyfUCjDBiqmedDozjS7m2j2s04Jg24qCZS9IZoJbXU9xTu56ARptT1EByfNPR5PIyvXZnAmW51Qyxuppxlj8Z6eXryY4jxyaYJRDh+Mvfc6Fdi9T2hsdW/1/0unS93vWynG86cL1uOiM5anbE5aPVYSCRWWCBzWP4z/l2EJfk7W7qjs0wAmF+XYPnZ4v7vvTV4xisu5i2UgFtVoNhw4dMgYtwh1a/wOL/m5LCgUZXoIxFrHLHclz5tTpETz2dEORd0fKqoQL8muKZ4IcOggCHDp0CLVaMf+gY41+Z5O/B3A1gD8Pf35Tev2djLGvALgAwFFJNn1CYNVkDd/efQB+kM+FMAtFWiStmqzhz16zBS/bkr9RNk2SFPhO1BzRSoBeNy0quDFWJEujZ46yjHnk2zKKGGORgcOyvo2xkpngtcvqaKcsTqzQGEsOgL/81nwBMMAXEVXHQrtnrrXWz7NIn2CABwRPzDQl198kGZe0ULPUbU9kY6ziGeN4ZhuIjLGaHQ8/2ctrhnQzuDERBEfP05JrkXScQZN13sBx+7opAPw+p/t1wlATrEo9w76kJcuhZcmZzKo8U7Lwxwp0qw9aE6zLOSv0PUgL7KSesUVRyB1aCzaVINhwLwg59ABMsKk9Eh2b3qO3LuLH5s+KXhPc8/yYek2uCW6LQIp6/kbPWc/zY3MqyaFPHo+b1nU8P1dCJK/DMpAgh5ZaBq4LP3OWyRPBDo3BBNOY4a1RdWz811dvwR99/ecAsgP4t168AVc8Z224bXx//SKqCY5eo/usGl6jjsdbVzlKEMyv1UyzI77z39y2Cn/9O+eh4lhYu3Yt9u7di6eeeip2zHarhVl04FgMnXYP999/PwDgQNjT/bHHHsPC/BwarY74G6HreTh65Ejs9SOHD8Pzfezbz/mzhx96EGsrTXQ8H3/3r/dgxyqecN57lK8FD+zbj/trc0Uv1wmLjkQc0bV98skZAMChQ4dj1/t4oVarYe3atcf7NFKRp0XSlwHsBLCCMbYXwJ+CB79/yxj7XQCPA3h9uPkt4O2RfgneIunNi3DOxxWrp+oicClHDs1RzVHHwhjDGy9YX2j/opZXYoKfmm+Lvze7PqZHE+TQIRPs2izGBBfN+gs5tBQ802JTryU5vMAn7+kS+gTr0vE/efnZqRl6cr58z9fuhWUVC4AJ4zUX7fl2Zk2wUpOFfHUvU3UXRxuRMVbSe9KY4HoJfTaXKoquMZLk0CTz+6Ov/xxHGl1ccuZJWLtMXZC6toW6aytMMC1knwmZ2mMBi/FnMK88/IINy/HtP3whzlo5Lr6bcaUm+FjIodW6SEAN8IZMsIpIDj3YdaEAgYx9dCa46/mJPWOLwi3UJzhZDm26FeQWSVkwtVcDpCB4uRYEW0wEbsaa4Eo03x+VjbH8IKZecyxL+HHoTDDt1TfVBIdqqabWrkq0SPKyE8B8+/S/y/dTkjs00B8TzD0HWKbxkh4c63NpEkarjlgfysnVQceOiAmOy6FlJlhPSE2Fa6mZRlds59qW2M51XZx++unGY458/zBG6i4qNsOc18KmTZsAALsbewE8hTM2nI4zjuzFnfv24FlnnqUE3wEew0knLRfvIZz06P3AQ3OYWDYNx5rB5rPPxvozevjAD57EE90R/PamZ/PzOjgPYC/Wrl2DTZtWF71cJyx44vdRABDX9pSnHgZwGMuXT8eu9xDJyBwxgiB4Q8KfLjVsGwB4x6AntZQhm+OMlcCoFZFD9wMadCl4Ha+pxljthMy6bFwgy6H1rGNeyBnV6DXqs6oxwaEcemqkXHdogLPLyzLO0/N5e4qXbllZOAAGOHP19Hw7BxNsSX2CC9YE++mTt0m+J4yxTmAmuLgcWmaCI0zUXO56aTF89PXb8Joda4yB3HjN0Zjg8ow8TgRYFissATwrrAumayi3JxFyaKVFUiiHLokJpvFDNcYaMsGJCC/HoEkIGqdIbSScwkP2UxgflcQEd3K2SNJrgpOk0YR6ATm0ygRHryczwZFjbs8PYu0SqXa22elhVhqX5lu9mHqN+v0CkYRWrwkGuDu0/GxR8lbvLCGMsXrx1k0mZCUKK1ly6LqqxCmiErBY2A4R6UlL/WPQ/4sofcqsCYYY/6KX6Lmg707u90wgf5UjCx3R2SNvX3WL8aDbD1RjLPmTbF83hc/++DE8dHBelLQAYQLJdK1Y5A5NgfhY1cHWtZO44+HIrdnPSFL8usI0B60Lk/SnLh891qfzjMZQaV8Qa5QguL8gTUZZ7SWSQANds+OBMT7QNDR3aJPTM5dDR9ImeuZavf6YYBoI5QbubrjT3/joD5X6JZJDL0ZNcBYsi2eyjzQ6WNHn8cdrDhyLZS4KZSbYD/LVBE/WXfR87vQJ5HOHpt3S/k/kmmD6jHkDFWUz6fqfNF7Fzdc8D7f+nzvx2uesTfxuYkHwEusTfLxhMdb3wi8yxjIxwbI7NMmhy6oJjoIvQsXgZTAEB12lPA7gaaDLKmoanYgJ9v1AJHLLGL8qtoVOL18LI50JlscCk4y2GBMs9RiXmeBDDawYq8Y+K++ZTO7Q8WBTPvZssyvGt5kmn1PlmmDHjvwv2lpvWVlxkVQT3IjVBBMTbK4D1ZFZE5zDHRqAkH0XYYInaq4xuaZDD+DonIsMAfI9MnhNMN9XIFXo0nNB6w0zE8yv1ZFGN1LO5J4j+T0XBIHaTUFKCFAZyz17ZpT3murWxecI1LZcAPC8M5bjnr1HxfpmqbUcXCowPTuXnbMKn33zeXjThcXUor/uGM7mBSHXBZbSIkkwwYvDzlEGt9H14FoW6hU71iLJyARDlkNb4qFrdvqrCWaGzykvWp840hS/H250UHGsvl2M05jg7PdaOLTQhh+gcC9kwljNyZWR7qcmmCYzcnpMcod2jO7QHCeyOzQA/MkrzsYt116ca1u1RZKKc9cvw2SGGmG85ioJnKGRhwouh+7vYkR9gg1BsMkYqywmmOTQ0u4UJnjYIkmB8LUoyRhLyKHDh8gJ5dCUvC2rT3A3JxPMF/LqZ0vrFyu3KcqCLILSmeBTp+Pt+MiwMhCGVerxRZ/g0BiLGMCj4Xyh1wTT/NPRHIVpt75v6hPMZdT62kHUdHv5jLGyNpET7UY5dJ3k0JE7dN57449evgk3vmGH+H/S+epJDtquiPu/vIvBa4I5ZP8qWs/R3NPuebH1JBEKRxodYUSad1wWfYKhjolRch1Yv3wEUyMudklBsO9zx3FToshioTFWT60ff94ZK+D5AX726OFwH3SM4ZibBzvPOvl4n8IzDsOlWkFMj1bEgqgUd2jRImlxvgoa6IKAB0YjroOO5wszmVY3xR0afJDiPe/4630zwVb655QdAY8sdDA9Uul74NPrl4rAYsDBWV4zvXysTya46uaqibItyR06yMceTtajjC6Q3BdXzmDrEq4TPQj+3RecLiS1WTBN6kWQJIceMsEclsX6Dk5Ncmi6r401wSVlHoQxlnTaw5rgZND3VJYcmgIyRzIo833uDA2UJ4fOa4zV8wNDbSj/abq1HdtCxbZytUiSmWC9JliXQgOyMZy5Jpjm11bYIomCH6oPHk2oCabEg5ifJdmtzoTbFg90W3qLJGnMy3MvZPU6lZUApvXGeNUBYxIT3MnftnL5WFVR9SWWFTHz915kfGfKdRls7KBrpgTBXQqC+f91dhWQ5NCNTrSGy7nmJCfnQFOr0drVYtzzYdvaKSUIJtm+SQ7NwEQLTvleOXf9MlRsC3c8cij8TEMmeIjFxTAILgjGmBg8SzHGEgzp4tYE0+8jUr2SH9b1mOp7iQnuajXBrXBirxV2h44HwbL8S14wHF7o9l0PDGhMcMFJx7EsHJwLg+DR/pjg521cjheeeVLmdral9wnO3vdkPZrMgDh7SbAsFpuwo5rgE1cOXRRqjVPxmXai5mrGWLTf4awNhHLoPoNTun9lOTQlfVR3aP7sZC2q84LOV74f5EX4sCZYBV0n1ylngS/6nJIxFouMmIDs/ut54Nrcj8HU1kWHSXYcGSSZP3PNtZTEbvK+48ZYnR7vTW4Kguk0PD/eugjg407dtdEkJng0MkQC1MS93A4wzgTzA4lSA40Jpu9oxGCMRfvOQlYgSd9/3bWN46llMYxVHaHEabTzM8GA+nwnDVFJ/YSLDAFFr0sa6N3y+CeCYKm+W19P1is2qo6FmUZXqO70bgdJoJ6+fhAoM6TMBAPAtnVT+MWTc1gIpcx0b5vWYMQEt7X65ZprY8epU/jxw08DiIL94Zg7xGJhGAT3ATLHKqdPcBgcljCxJ+2fJjDXtiLTjo4nJrIkJpiMC1xbCoIFE9ynMZZ0rN/YdAredxl3AaSBE+ABXr/1wPKxgD6YYIuJrPmKPpngqy46DX/xum2Z21WcaDHh+0HummAgCoLTFhKi32l4Dc44aQwv27wS565Pswb79YJ8/fqJWyfqKhM87BOswmb9M8EWY7ClxB29BqhMSNfzS3OGBiIGUpFDu0MmOAl0OYrOCUn7idyhJSY4QKly6IpkIpQFz48vwqPEovleGKk4grlOg+wOTff0vpkm/ACxHsHy8fwgLlOOjm2LFkmTdReOxTBjYIJdWzLG6pmNsYgtlwMZ+ZhyckgxgCpDDh2eSxrzP1FzMdssLocG9B7x5pPRg2OWkfww7kO5LoO2EQvHP+k1XQ5tMsYCOBt8ZKGDPaHpmt7tIAlyn25m+Cz0bGxfNwk/AO574igAKQg2McFhYN3txVnri85Yjt37ZjHT6AyVVUMsOoZBcB+gDFo5fYL5z8VigoFoMeHY0YKy0fFEprpuYHX5mBO5Q9MYFLlDD84EWxbDSzbznsdy7+IjjU7fPYIBVYpVdNKR19L91gTnxUljVcE6B3nl0FpNcNp7bIkNBvj9+sk3nYtTJpZ28/JjiSS3y7yI1wTzn8NJm4Ox/g2rTh6vYv30iGpEREyY5g5dZhBM+5K/w+qQCU4GyaEHZIKjFknEPkZMMBAlSkuRQ9tFgmA/URabdNvVKzaa3Tz7jjPBFLCaynHoGr36pttjMmVCjZhgCoJthqONuDGWbMwYN8bi23R6/O9JPhtyACM/p0WY4KRN6TlMC2zHa5wJpr7F/ZqmJblDx5Mf/GeR4b1UJjh8u4kJpjHRZIwFcD+RI40u9hxp4KTxqiJlzzomyaHlz3LJWSfh+t88GxtWcDfibWtDc6y9M8r5mD4z7aZtCIKfd8YKBAHwvx49bAy+hxiiTAyD4D6wadUElo9WSulXuNhyaCCaTBzLUoJgGjxNgyGDbozFX291ValaXog+wZphA5mLLbQj6dhcq4eJWv8JhkGYYJKXWYz35F1MnDJZw5OzLQD55dBTGhOcNjk4FhsGYxkYlAkerzpodX3BmAxrmFTYVrZLehKuueQM/OO1L1BeS3KHHrj1iISoRVL0mqxgGbpDqyBZadE5QYdokSTcofn/abdzYRBchjs03ZPdHL2CTa2IaD5LGl/rrp3LHdrUIqmR8jlpXHngwBwA8/w2EppfzrZ6mKi5cC0rsSa4p9UEiz7B4W4FE6y5QxPkAEZhPHM8j1mScsEEp6yzJuouZptdsZYpYlaaiwlOlEPnH29U9nSwcSpSwkT3TUeoyfj/ucQ4fh2WjVQw0+gk1punHdM3yKHHqg5+5/mni+TH8rEq1k3XRV0w1ZubgmChLOx6sXFj+7op1FwLdzx8SFJWDSfUIRYHw9m8D7zpwvX4wX/eWUoNmmBIF0kODUhBsM1EwNvs9sTEYe4THAbBek1wrz8mmOZEPdinlgaydCwpw50X8iK26HdE5zk9WimtxjAJqyZqOLzQQavrcWOsHMcbqdhwJMl22txg28MgOAvy1emnjne8pvaqjPoED687wMe3fuXQjm3FAoFjIYc2McHDmuBk0OUor0+w6g5N4+J8i4LD8uTQeRyifYPsWARDCfcCZ4Kz5dByEEy/L4TBs6ndjz6em+ot6xUb8+0e5ts9TNQdODaL9plQE6zLoWn8MtYE2+bnQmU8s+8F2jxpjqL7KVMO3eqlJg6SoCRA89YEZyQ/0vZRhm8BvVt1FY86TABAu+sZmeBloy6ONDrYc7iJdcvizuNJsBjfNzfGSt9229op3LMnlEOnMMFR6UOcCa44Fs47bRo/fvjpobJqiEXHMAjuA45tKWYtg4Ae7UGz6GmgCYwbY1HQGcmhzUyw5A4t1QS3+2SCo5pgzbDBjTPBvNap/+thS5+33/f2a4pVBCsnuSz5ydkWz7LmOF3GGKZGXBEEpNcEs6GMKAODBqvUvofMsfJ8L79OsCxWag0t7UpvkZS352UemGqCh+7QySir131MDh1+D4shh6YAq5OXCdaDTysKbEwgNjbPvgkUxNDnNLGa+rhiuhfrri06HEzUXCUgjfcJVlskxWqCe/FARj6mmxAE53lGxDVMuG3oXNKSHhN1B7PNrhTk98cEF5VDFxkCaNdlKEjoequu4vwnBZ3U0UPH1EgFT893sP9o01hvngTRJxhBpnnk9nVTeGKmiYNzragm2CiHlphgw7ledMZy/OLJeXEfD4fcIRYLwyD4OCMyxlp8ObRrW8aaYGMQzCJ3aG6MxV9vdj3YFitc5yc+pybTsULjG9kYy/ODgYIIsXgaJAju0xSrCFZN8mzsgaOt3DXBQNQfEUivY7WHcuhMKDXBfVyqJCZ4OGlzWKz/mmDz/viFlU19e55f6jGEO7RcEyzJRBdbIfJMQ3lMMP8Zc4cmJpiC4BJUU8WMseLKpCgYMt8LNdfO1SLJMwQz5I9h8hxJMuiSUa/YeHKOl9lM1F2hxKi5lvKcOHlqgj2zOzRBVnkUlf2WIocOPRlE+yw3PxOsuEMnyqHN51ysT3D/6xEd1JWjJdWbU/KE7h8TuwoAy0ZcHG12uelaTlMsIDRJ9ZGLCd6+LqwL3nM0wxhLOlfDuHHRhuUAIFyih2PuEIuFYRB8nHEsaoJlYyzZHbrZSXaHtljUx40bY0mZuz4WO7YIguPvHa06IpML0KKj8CGiY1lRDXTx91IQfCyYYH6MA7OtMMuaD5NSEJzlDj2UbqZDkcT1YY1FTDCZYw3lWypWTtSwerI8Iza6rHFjrPKZYPnRoUXlkAWOg76TyoDfAWNcuRK5Q6us5Fy7B9fuv8ZcBp1rHibY84NYjWuWS3DdtXO1SOpJcmxKoDXayS7Y+u2XVBNMxokTNUecuy6vti1LyMH1Fkk0FkY1wWaWt6IZXYptctUEh+eRKYdODmwn6i6XfreS2fMkKDXBCbeUHuz2wwTTtmX4FhBhId9bNOcIOXQvuSaYsHa6mBzazymH3rJmErbFsGvPkVQmOFIWenANa8Jz1kxirOrg9l8+rWw/xBBlY9gw9DiDHu7FlEMnGWNF7tDmicMPAhEEy0zwZB+GUUlyaIBLtJSa4CAYKPNH0sh+Jh36PpYP4E6dFytDJnj/0RavCc450MuGXak1wUM5dCbky9PPLaczwTTxDzPXHP/jt7aXuj/GmKhRI5TeIslQ90eLymFSyQR+Tcr4DmzGRMmNo43j861eKSwwIBlj9ckE2xlBMLUpyrNvAgXBxAQbjbH08zBcc1nZNVHnxlhAnFl2bSaY6CRjLArS5blUcYdOaJGUryaYWFXz3yMmOHlfEzUHQQA8GXZZKFITrI79+Z5rOuci4wC9p4wEmikIpnvIE9J2L1EOTShqjEVGbMTQpp3fs1eO4549R/G6c1Pk0OHPVlhup8OxLVxw+jRufeBgeA65T3eIIQphyAQfZzBwdnQxjXSiPsEMI25kRBW5Qye0SAqi9iOyIU0/rHWSOzTAJy5dDj3IhDFITTC9p98ewUUwVnUwXnVw4Ggrtzs0oDLBaffN0B06GwP3CRY1wfz+HfYJVlF1bOMzPwioRo3QMzB1g4ACJHmPERM8nDJ10L0+aE0w3xcTElzdoGyu1S3FGRqQjbH6qwkWLGbCR6Y2RVmQFQ30a6PjoeaaVTx5aoJlBplaJAHxIJgbY0XsoWszqdY5ZMoz3KFlFq//muAkJpiFnyedCQaAA0ebAIoxwfIDnsRG6+jHHTqSQw/+fAg5dC9dDm3uE8yvlWMxUYqVB/Jp5/kI29ZN4Z69M6JuOdMdOmHcuOiMKOAeGk0OsVgYzujHGYwtrhQaUJlgRQ6dURPsB0HMHRrob7FD46BZDm3HjLHyTkomlFMTvPhyaIC3Sdp/tBlKjXIywWFGN+vj6X2ChzCAyb8Wv1gREzyUQx8rUMsOQtlM8IaTRvGyzSux/dQp8RqNeUMmOA4at8r4DiwrYrlcbRyfb/dKcYbm+85vjOX7QSyAyXIJHqnklEMbmOD5dg9jhnpgIB6sme7HusYEU+JmTAsQHYsJprej1WbSx+30TDXBUhAsvUcxmspVE2z+TISqzc83yx0a4GoqwOyonXz84glQ+rhFhnchhy6DCXaS5dC+HyAIgsQgmNYNq6fqhcaxoiVD29dNYa7Vwy8PzgMo3ieYIAfBw2F3iMXCMAg+zmCMLWp7JECtCa44FhyLodn10E5rkQQm6oWqjqUEC/0wOzTRmQLu0aoj5NB+CXLSUmqCj4EcGgBWTdbEBF7UGCtr+6ExVjbk26yfSzWW2CJp4FMbIgGMqe7Q7V65QfBIxcEn33SuwpZUhzXBiaArUkoQzJgwaaL90dwx1+qV4gwNFDPGMikNsgyS6q6NrhdkMs2eUhPMfzbavUT2Uz+c0R1aeu9EzUlkVB3bitoytXsYkQLv1JrgHC2SChljJWybr08wP+cnZ/kcWuT+kI+aNwE9CBNchlrFshgqtqUYY/mCCQ7Ems0UWE6Ha5p1BeqBAfXa5HleyBzrrsePAEgyxuKveX6QWAq4aeUEpkbyrXWGGKJfDIPg4wyGxa0HBmQmmA8k9bBeKYsJpjoh11YZxX7ON5JDm2qCI2MsyowPstik9z4TmOCVEzXsm6EgON97qCY4a15wbDaUEWVg0Ovj2hbqri0xwSSHHl73xYIuh252vETmrCwMmeBknLZ8FOefNo3NqycG3pfNWMQ+2mqQVCYTXCnABJu6FWTJoYXiKoMNNjHBCx0v8XPGapNTmGCL8bmVttGfEceK+gQfXuhgWqoZpd3S+blKTXD0oSsOk95jZouTQJsnbVqv2HjvZc/GK7auStzHIExwP2N/liGa+T38Z1kJtKprGWuC/SBas5mNsfi1KuIMDUQqJwA4NN/O3P6Mk8YwWrGjINgoh45+T2KCLYvhwtOXJ+5jiCHKwDAIPs6wGFvU9khANHBtPHkMQNTDkNyha4ZBiEFtVaGYxPRxvmnu0HKLJBFEHKeaYPqcx6ImGOBM8NPh95P3M0+KIDh9e+4OPdj5nehQmeD+7rnxmiPVBNN+h5P2YsG2VDn0Qqe84CgJQyY4GZMjLv72mosK9R5NgmUZmOBwDFto91KdgosgMsYKMrbkdbv6954lh5bLjlL3begT3Oj0jO2RTMczBQf0LIzXXN6n2yZjLDv2XpJDzzS6WDYa95qgJEFiTXCCMVYeVUCegPKaS87AhpPGEv8+KWqCW2DM7G+SePzcW0bozx26/6S8CTXNeZzmHC80MgXMgeVEzcWGFaM477TpQsejXr0A8NRcdhBsWwxb107hvidmxf91yK+kldc9byMPgofz6RCLhaE79HEGrwle3AXcw08tAACuuug0AFwW1eh6aPU8uLa5568luXRWHFutCe6LCUZif+HRamSMldZbLi8GYYLpvceyJpiQ9yNPCjl0+nZDY6xsyDVO/V4pOQge9glefJBfAWGh3SvEAPUDCoLtEg24hojDYtEcQK7GNIbNt3upTsFFkNcYKwiChD7BGUGwmzMIDuJy6IW2J7wGdOiJ0nY3fv50bJIKuwnGWI5kjHW40cGZp0TBJh2ma+wTbA6CWUEmWJQ+DTBHERN8cK6N0YpTKJHZz2EH6RNcVslGTWOCaSykemDATDZYFsP3r9tZ+HgHpcB3ttVL2TLCtnVTuOORQwASmGDZYTwlCL7iOWvR9QI8e+V43tMdYohCGPJExxmObZU2sSfh/75iK971G2eKTH3dtdHs9NDseEYpfG5GrgAAIABJREFUNABAk0PLY34/NcwWY4kGYKNVLs8OgkAsCgbJmlKgbQq4M8/T4uc5usjMEmGVFATnbpEUypqyTCqGNcHZkC9Pv5dqvObG+gQPZeiLB4sxSLEDGm0PI0VcYftAJTTpGbpDLy5Mtaf0WtcLSnOHdnP2CU7qdZqnRRKAzDZJ1KIIiILChRRjLH1abBjk1rXw2BQgRsZYyTXBRxY6Sh9ZGr8K9QmWzi2PYiJSfWVumgjyZPD8oLAapJ8xuj8mmP8siwnmPahNNcHR/VymuvDpHBJoHVQXDCQZY+UjVUarDn73BacPWw4OIcAY+38YYw8wxu5ljH2dMTYl/e19jLFfMsYeZIy9NM/+hkzwcca7X3ymqMtZLLz+vHXK/6mHYavrJZpOKHJo3R26j+DStpKD4JGKg57Ps5hkFDJQEDyAHHrlRA0bTx47ZkHMyonIpCLv6eZmgu1hn+AsKEFwn/sYrzkiQz5kghcfMlsYBAEWOseACXaHNcHHAvK4qxtjAcWMj9KQ1xgrKSmbVc9KyeXMmmBJju0JObSXGOzrCqlmJ87MjbhqEJxojBXWBPt+gCMNNQiOmOC4R0cSE1y0JpgShoOovmyLYbzqYK6PevG+mOAMGbz5QPxHWaUUNddGqxd3h/b8QCphOzZJ/CQoQbDJGEv6vYzWakP8WuG7AN4XBEGPMfYRAO8D8B7G2NkAfgvAZgCrAXyPMXZmEASpg/Dw7jvO2LZuCueuL1ajMSjqUhCcxAQzyaCk6ljKZN9vTXCS7HtUypqXwQTTe/vZx7tefCb+5zUX9X3souiHCZ7M6ZhoW9aQCc6AIofu81pN1F1hHhIMjbEWHbIxVrvnww9wDJjgYU3wsYCtBMFhwCFd85GSOinkNcbyEowas5yNKeDMapOk1gTznwudXmK/W32MMjHNlCigZGlSiySqCZ5tdeEHwLJROQhOY4IlY6wB3KHJ4PGlW1ZmbpsG6pZQVCXQX01w8SC49JpgxzbKoYHofiuz7eaWNcUN71ZO1nDKBC8py+p3vdjGsEOcWAiC4DtBEFD27ycA1oa/vwrAV4IgaAdB8CiAXwI4P2t/Qyb41xB118bB2TaaOZlgVzfG6mPQeumWlTh9xajxb1SrtNDuRbV3x4kJdm2r1HYrWZgacVFxLHR6fu4gjBY3WbM4rwke8ARPcAzaIgngbUhETbBP+x1e+MWCJRljkZfAYjPBQ3foYwM5gUnjoTyOl90nOKsmuJckh84yxnLzyaFN7tCNdgoTrJ3Hq7aviR+7otYEO0k1wbaFnh/g8EIHADCtGGPxn1FNcDQnqkwwi72Hb5M9hy4breDuP3lxNJ/1CaqfTkocJGEQOXSxPsHhfVzSuqLqWmK+AdQgmJQHZbKrX/n9izDf6uHCD9+K1VLSPgvb103h27uf7NsdeoghcuAtAL4a/r4GPCgm7A1fS8UwCP41xEjFRqPbQ7Pri/ohHbxFUiSHVmuC+wiC/zd77x1u2XXW93/WLqfefufe6b1o5JEsaVRsybJkoWK5gCF2DAaMsYPBTkgIkAAmeRIcQskTICFxCPbPgBOIwQUbVxBuktxUbKtLM6PRFE2/dW45/ey9fn/scva5c2495Z5z7/uZZ55T7z7rnL32Wutd37cc2sTrD9Xe8Q2N4GIZ0/AmxHpdpKK37YxSis29CU6PZ5e8Mx23TBL24iqvxAQvTnQhtHJ36IoSHHgyyM/ePAwVzaTrLfrmy6bbKCQ7dGsIrpuocRVVWxuVHXqpibHceYzgRpVIcqqMYE+ZLjruvDkpos144T/dX9M9PGnPjQmexwj2nx/3jeBqd+hACb7y+1tV5ZLUFX8z9z0LMZCuvwpDK5XgQ1t6uXFnP0PdS0+cGfxEjXSHjmZpjkbT5ZqgBHfFLbriFk//1n1hsrqlcN0CRrASI3i9Yymlvhd5/BGt9UeCB0qprwK1DIZ/p7X+nP+efweUgf9XV0Pq+WOhM0nGLHKBO/Q8A5BChYmxYqaBUl58qdaNd18JdvczBSdUdOpJhBDsWjeiOH0r2NTjGcHL+cp9yVhVXFAtbFNJQolFqPp5VloiKW6RL7mUHFfcoVtA1B16NlSCm+sObZleSEgnbKx1MsHvG11sRzdEG6UEBwbJYu7Q89WtX3qJpIWz6TpzlOCs//55SyTNo8JGSYVKsG8EByWS5hiJwW8dlMCJGqRXKMHzGL7RTcToT9TK66RnxUrw/K9969fv4nK2dMXz12zt5W/ff9syP6fB7tC2GQoUUNkQBCgERnCDwgaiBJsqS+Xugxv5m8fOsK1GXeKlJsYS1ixlrfVN872otb5noT9WSv0s8Gbgbl25AM4B0QRI2/znFkSM4HVIUCc4X3Lm3YmNKsG2bygrQMO86vFKCSb8bLGMq7321LNrGkzYnZLJdZPvYrQcg7U3aVOcXXgB989u383YbLGutq11GqMEe/13Jl+uJHsRY6lpGEoRCHiB0ZBqshIMngdGp4wpnUrFdbS20TVf+M5yUUp5YSiL1AkOjNS5Y/NipXKWXCJpTp3gTOjZMJ8SXPt3idKdsFEKBv1a95USSdXHDJ4fnckD1UpwsPFQKC+cHXq+trXSYyIwzpL28saAhTYqt/Wn2NZfV7Min+PdNkwJtqpLJDm13KHbwLC8alM3D//aXTVfq4oJFiVYWAZKqfuBXwPu1FpnIy99Hvi4UuqP8BJj7QceW+x4YgSvQzx3aIdc0SHZt3hirLkDaqMWIgHBDnWm4Mwbg7Ucgr/tFNfFwAheToxSb8pmPLNw6YJWJ1zrVAIPh3pKJAHM5EuSHboFGEZF/cgUfKOhBSXNYpYhmxtNJvh558s63Kjs0ODNaytVggMjcT5no7BE0mLZoaNKsAtZ37NhPtfe6hwGtT98IB3j4z/36jBD73wlkoK43Uu+a200MZY5RymfLzt0lGhzWmoE+4r3cpXgVtHomOCEPTcxVuW1XLHxJZKaQbR3iBEsLJMPAXHgK/4Y+IjW+n1a6+eUUp8Ensdzk/4Xi2WGBjGC1yXJmInWcDlXmj87dOR+EF8SDLYNN4LjgTt0OYzBqsedNJiAO2XBurnHV4KX0VwvmUhnfL92J/BwWGmfq6UES53g5hF1hw6V4CYnxgJvsdYpIRadSugOHTEYouN4cK01AttUy4gJrl6ohyWS5hm0434ejfxy6gQvQQleaq6MW/cOhvfnTYzlt/3FSzNs6IpXGcmB4RwYW/Nlh44SDZkyW6hEBu7Qy44JbtGlHBrBDXOHNqpizXWbKsELEe1C7d5Wob3QWu9b4LXfAX5nOceT3rcOCcpMTGaKC5RIqtyfmy25kbvxUJm8ssVy6NpTz4QRKsEdsmDd1OvVCl6OETbUHSfR5ru9nULo2rjCvw+U4Ol8KRIT3IiWCbXwjGDvfqgEt0AFiosS3HRqu0NXXu+pM5NwlJhlLCM7dPXzi5XKUUqRtM3F6wTPSYyVWUQJXsnmWjB/zzWCg778/PlpDmzsqnot+P0rSnDtTYm5NNrgWwqhErzcOsEt2kQOTlkjY4LzpUr+iagSHJZIavO1gbhDC+2C9L51SDDBll09f4mkBbL3zWc4r5SuMDu0Q9mpHYO1HJRSmIZaUpmGdiCMCV7GV/6lu/fzpz99Y5NatL4I+vrK3aGjSrAkxmo2SlXi4BZLJNRIYpbRMSEWnUpw3cznDt3TUCV4cXfoQKmdO5csViIJPI+pxUokuXNjgn0jeK7r8tzPXQ5hduhY7Zjg81N5Dmzsrvk5y4kJhmjW7NbHBC83L0DnKsHeeQzOjePq8LsEMehxsz1dw2shRrCwmog79DokquTOpyZGd0nnKqqNdodO2J7rWKZQMSLqKZEE3iTcKQvWPUNptvQm2DVYu45yLTb2JNjYs/SafcL8eOqKXrEy0BPGBJfDI4gR3DwMpSoxwYH7aAvcoa/d2su2/mTTP2c9E9ia88WgLjdD7UJ4ibEWM4KvbA9E3KEXuMyTseUrwQW/P8+XBXslU9p9hzah1JUxqVHDfv9cJdj/oEBZXEpMMFTG0tYqwYE79HKV4NYQ9JVGxgQDFEouCdvE1Rrb8PpyrhOVYHGHFlYRMYLXIdHJYilK8NwFfaOVYKUU6ZhFpuCE2TLNOl2ZLUN1jOtiT8LmOx+4e7WbsW5RV9xZHhUluBQqOGIDNw9TqbA2ZqZQRqn5N/MayR//xA1N/4z1jrmIEtzdSCN4SYmxrlRCo48X8lhK2uayskM7WpNZRomkpXL99r4wSVaUqKG6qBIcmY8XCjNaVSV4mUZwqzYqmxETDJAvO/RiezHYhgKng2KCxR1aaBOk961DokrwfPG91fX/mqsEg5+xutg4Jdgy1Lx1FAUhSr0xwV0Rd+ggR4nUZ24eShGOE0FtcUlEtjYIrpv5SiQ1crPDNhePCQ43Zef0r8VigsEvRbiIEjy3RFK2sJgS3Lh+Hv2NDwxXG8FBSFGgBNvLjAmem0ekmWwfSGEaiu0DV9ajXYjWuUN7tw2LCba8vhGcG1fr8Fzmiw62qdp+/lko3E4QWon0vnVItB7gfEXVo0Po3PE0GWt8t+mKW1UxwfVOGF1xqyUZY4XOpxITvLI+Z5sGSduUEkktIpoYK1ssL1sBEtqXWkZUVEFr5GaHlxjL60j/7SvH+PbxsSveM59nUsWwmf/4iaXEBOvofc3sIomx6t0cjhL8rsPdcXpTVyrspqFqlixcqFZ2cP5aqQRvH0jxxH+4l8M7llfYt1UbZ6rBGwOBJ16+VIkJDs5lruQQt9p/PIx2j06KXxbWHmIlrEOiO6ZLcYeeO1k02h0aIBU3yRQq2aHr3fH+6LtuZrgn3oimCWucepVg8FyiZ/KN67/C/BhGRAkuOi1JiiW0hoo7dMQTqUkGlW2q0B36Iw+fYCJT5DX7NlS9x5mnTvBSlOBkzGQiU1ywDW6kvI3reps6SdtcUi3eegligue6QgfYhiJo/dJjgq98fytoZKx4MzBUI7NDV5ev0roSb5wrOR2hrEbXlJ3QXmHtIr1vHRLNPDmvERy5f4US3BR3aMuvE+w9rre80Su29LChS4xgYXGCnlbPArM7YTGdL0XqBNfdLGEequoEF0QJXktUEmNF3G+bdDHFLJOi4+K6mlzJCeN/o5QXcYdeSE1MxRaPCa4ygv06wQuV+2qkwhrMsfMZwcFnKVW9EbFwdujWK8GdgKEal6izogRX3KHtQAkuOsQ7wKiM/hIStiasJu1/tQhNZd7s0AvFBDdh0ZmOea5jwUJElDShVdRbIgm8WpVeTLAowc2mqk5wsSxK8Bqiljt0swyqmKkoOS75smdMBKE4Udwa7sDRxwsZ6Etzh47GBAebOvP354bGBBuBEdxV+3X/HMw13haOCQ6OLUvLKId39HNwc+3NhuUSrNlyESM4cNfPd4gSXPGkaFzWbEFYCbJ6WKds6IoxNltcohLc/MRY6bjF6fFsJTGW7CQLLUKF7tAr73PdCZupXClcNIsR3DwMRbjZkC06DKZji/yF0CkE435r3KG97NCBoRotVxQQPDfXM2kpJZJSMTNU6+Zjbkxwpugs6NnQSHthx0CK/pTNzbsH5vms2qquKMHL55Pvu7Vhx4pb1THBrq4kLvNigtvfqAz2SDrBYBfWNtID1ymBq/B89eSqY4KrX2tGTHA6ZpEpluetyygIzSLoavW6Q89E3KGl+zaPqDv0bKFMSpTgNUOwIRVVh5rnDu1lhw5clmtlinbm2dQKlaxFSiQtqgTPqROcKSzs2dDIZE47B9M88R/uY+/QPEpwkKl7jqq7eJ3g+sOZhPkJ6wSXnbD/hNmhS25HJMYKNpzbvZSTsPaRHrhOGe5JAF6JkVos5A7djJ3GVNwkW3BwxB1aaDGNWFj2+ImxwuzQYgU3DUOp0DjJFhzSEhO8Zghsp2ol2LttdC3oK5TgGu7QlcRYtQ3BhRNjWeRKTui1UAtX6/C7LkkJbuG8GBhWc43ehcbL1agTvN4IwtHyJSfiOef1z2yxM9yhgy4U6wCDXVjbtP/VIjSF//LWa3nr4W3cMo8r1EKJsZpRWsArkVSuWZJBEJpJJTFWfe7QM/lSpU6wbOI0Da9OsHc/U1w4hlLoLEJ36KjR6Z/rrgYr/jHLoOhoskWvLNGCibGuMAS924WmqeScUja1cHXl2F6d4PKC37OV40pg+C/HKyuM6ZaY4KaRsILs0G44DtqRmOCOcIf2+0kntFVY20gPXKds7k3yh2+/bl7X5uhc24qJNxWzcLWn7IAYwULrqMQEr5zuuEW+5FJ0Ak+GBjRMqIlpKLTWntGwSDZdobOo5U4buLv/5Kt2NvSzYuZcd+j5leArEmMtyR26OoFRLVytQ2PT1Z6St2BirBau2OaLCQ7oSVzZTlGCm080O/TcHCqdUyLJu+2EtgprG9lCF2oSTRLUis3nYCE7nS8BMokKraMR2aG7/QXhVM7rv6IEN48gO3Sh7OK4WrJDryEqdYIri+OuuMWR376/4apRUCe4khirRkzwPIkal1InODBmFzSCXR0a/I6r/Wzn82/qtFYJVlW3Uf7ve25h7/CVscQSE9x8EhEPg8AIDpR3x9Udoa4G/VhigoXVRlYPQk2ihkEz3J/nEiwYpvOea1orY5+E9U2wxqtngdmdsAGYynpGsHTf5qGUt9gLjJe0uEOvGQKlc27t0GYkYwwSY2VLCynBnmE81xAM2rlgiSQ/djPnu1vXwtWVY7tak1mkRFIrN4dDJbiGQXvHgaGafxP+LrKJ3TRMQ2GbinzZCd2ho5sOHZEYK4j9t6SfCKuLbMMINVENMAyWQ5e/+z0TKMGykyy0iMDroS53aFGCW4ahPHfoTMEzLhZKJCR0FkaoJDZ/aWKbBmW30o/KNbJDB8my5leC5z9+yg6M4IVignV47ELZpeToBRO9tXJYqdQJXvq5CM+fGMFNJWGZNd2hoTNcjCU7tNAuSA8UahIMUq2ay0IlOCdKsNBaGlMiyVeCxQhuOqbhuUNnfIVN3KHXDpU6wc1fmgTGQnDN1qoTPF/d+uD6XshLKsjim11QCa7EBM8WFu/PLc0OvUhMcC2kTnBriNsm+ZKL9vdXotdLZ7hDe7edYLALaxvpgUJNKu7QrZnM5sYES3JJoVVU+ng97tDewvVyaATX2yphPgwVuI56bqyiBK8dKtmFm38BBSrUZT+EoZY7dDkskTQnMdYSDMTACF44JrjiyjqbD4zg9ogJNheICZ6PoHnLUY+F5ZOwDfIlp2bMeicYlkFCOSmRJKw27X+1CKuCWoK7VyMJlODAHVomUaFVNCIxVo+vBE/ngphgsYKbhfITY2VFCV5ztNodGiJKcA136CA79Nws0MsrkbRwdujAgJkN3fsXyg4dKNDzf26jCBNjLSM0qXL+ZPxrJgm72h3a7rSYYP9W3KGF1UZWD0JNgkEquvP8lV++I9zdbjRBbURxhxZaTWgE13GMaEywqMDNxVBeVl1RgtcewbUzNzFWM6i4QxeB2u7QQUzwFUrwkkokBe7QCxvBQWbfYAN4YSW4+vObSUXtXk5MsHcrMcHNJVCCAyM4Khp0ghIcbBJ3guu2sLYRI1ioSa3EWPs3djft84KFrLhDC61mKfF9i9HlG8GzhbIsAJuMVyJJh0pwlyjBa4ZWxgTPVYJLNZTgeWOCjaWUSFqCO7SuqKYz+SUowUsozdQo7DAxlsQEtxvJICY4yA4d+b07wbCUmGChXZAeKNQkjJJs0VwWuDQGCwFxhxZaRf0Rwd6CMVB+JClWczEMzwjOFAMlWIzgtYKxAhfclRKozUFMcHnBmODq+Wgp7tCVEknLc4deaFMn/NwWTI9LiXueS1gnWObvppKwTb9Ekt8/zc4ygoN+Iu7QwmojqwehJqqFO87gDdymoUKXMJlDhVZRUYLrO053wiJXcqRGcJPxSiRBtrB4IiGhswjdoVswAcSvyA69UExw9fPmEubHpL24Eey4GkMplIrGBM/fnwPj8sdv2j7vexpFGBO8LCXYuxUluLnELZOx2WLYP60OzQ4tdYJXzp/+9GEmMqXVbkbHI0awUJNKTHCLPk8pUjEzVIIlJlhoGQ1IjAXQk7QZmSnIArDJVLJDl1HKq5kprA2Ccb8Vi+Mr3aGvVIKdeZTgpbgl26aBbSqyC7hDa+0ZjIZS4dy3UKK3mGXw3AdfHxrYzWQlSrDUCW4NCdugUHLmcYdu//HQCJXg9m9ru3L/NZtXuwlrgrqMYKXUKWAGcICy1vompdQA8AlgF3AKeLvWerK+ZgqtptVKMEA6ZlWMYJlEhRYRKsF1OURXkmOJO3RzMZTC8d2hU7a5YHIiobNopTttEI8YzDm1skMH7tBzu5ixRAMxaZuLukMbyjt+4AW1WKK3VmVDX6kSrNTCCcOE+pmbHbrTEmMFdFJbhbVJI3rgXVrr67XWN/mPfwP4mtZ6P/A1/7HQYbS6TjBAKh7EVEqJGaF1qCvurIxuv0ySdN3mopRXXzVbLJOSpFhrikpirNYpwQGlGtmhHdfFNNQV81Fg4y1m6yVj5oIlkhxXo5R3/ECJbpcY98DFdjnZoZVSogK3gIRtkC+7BF3W7rCY4FAJ7oC2CmubZvTAtwD/x7//f4AfbcJnCE2m1e7QUEkIIiqw0EoqSnB9iBLcGkyl0NorkSSZodcWq5EdOqB2neDa89FSM8onbXPBEklae/05+IikbbbN/LdSJbjTkmIF43YnkbC8zZVKTHDlHHWCYRl0kU4w2IW1Tb1Xvwb+USmlgQ9rrT8CbNRaX/BfvwhsrPMzhFWgVomkZhO4gYkRIbSSRnk99IRGcL0tEhbCK5HkK8FSI3hNEVyCVguM4LkLcFd79aejrryO69Y0ApcaL5uMWYuUSNLYfkwwtFeSt/A7LkOVNzpMCf7KL99Bfzq22s1YNgnbJBdxh46q9Z0QExyEHkl2aGG1qdcIvl1rfU4pNQx8RSl1JPqi1lr7BvIVKKV+Hvh5gFis8wahtU4wSLVyPkv7bmCdNIkKnY9qmBLsuUPLJk5zMQy8mOCCE44ZwtogTIzVgjmgltpcdjWxyGeXXV0zSeNSSiQBJG1jCTHBFSO4XVyhYaVKsFqW0bza7N/YvdpNWBEJ20BrKJQ874WqxFh2+xuWUidYaBfq6oFa63P+7QjwWeAW4JJSajOAfzsyz99+RGt9k9b6Jstqn4Ff8FidmGBfSRMjWGghFdf/OhNj+f1X4tmbiwrcoYvlMI+AsDYIrkG7BYvj6AI8UKTmlklyXV3TqFtKiSTwjNqFlGBH4xvBwfvbpz8H6uLy6gTLJnYrSPjZwbNFL6lblTt0B6irYZ1gMYKFVWbFPVAplVZKdQf3gfuAZ4HPA+/y3/Yu4HP1NlJoPeFOdwvHqC5/QdsuMVHC+iDo442oEwziDt1sTN8dOlMoixK8xjBWoD6ulGgyoZ6k14/mlkkqu7pmW8ISSYu0M7FoTLCfHdoI3KHbpz8Hv8+ylWAZAJtOPDCC/Q2WTlOCg7m2FbH/grAQ9Yy4G4HP+js6FvBxrfU/KKUeBz6plPpnwGng7fU3U2g1q1EiKSXu0MIqELj+izt0ZxDUCc4WnbZSzoT6Cd2hW7A4jipmPQmbsdniFcmxHFfXvJ6X6g6dWiQ79Fx36HYygitxz0s/F4bReYmxOpGgTnS2EBjBV3o1tDPb+1O89fA2Xr1nYLWbIqxzVjziaq1PANfVeH4cuLueRgmrT6NcRJdDWhJjCatA2N1ECe4IlFK4rvaU4DYyGoT6MVqoEEVdMbuT3gZWeU6ZJGceJTg0EJeQHXqhmGDH9VTg4CPSbbSps+KYYBkAm07CV3sDd+iqEkl2+/Sh+YhZBn/49ivMB0FoObKCEGoSJgtqZWIsKZEkrAKVxFh1xgSHdYKl/zaTIDt0vuS0VTZdoX5Cd+gW1wkOMruXaijBNWOCjSWWSIqZoaFSi8AdOjhOOyXGWllMsGrJuVvvJPwM0EG8udlhSrAgtAvtM+IKbcVqKMEpMYKFVSAUghulBMsapKkYyjOAy65uK6NBqJ8wMVYLLqKoEtwTKME1YoJrqb13X72RiUyRDV0LV7ZIxkzypSvrDwdU3KG9x+20qRMYs/aySiRJOFMrqCTG8t2hq5RgmYAEYanI1SLUZKkxT40kcAUTI1hoJUF3q7fX9UhMcEswDRW6rbaT+6hQP4GIZVvNv4aixlpw7c7NDu1oXXM+2tqX5F/fc2BxJdg2KTruFbHG4fH9usTtXCJpWTHBSi3r/cLKqLhDe0ZwlTu0ZFwWhCXTPiOu0FasihLsLwAWi7MShEZScf2v1x1a+m8riJ6nlMQErymC+aYVyZWUUsRMg6Ljzpsd2nF0XW0JErflSg7dNdxUdVgiyfveXW2kBJsriAm+66ohxjPFZjVJ8AmV4ILnai/u0IKwMmQFIdSkUYbBcugSd2hhFQiV4Dq7XVciqBNcZ4OEBYkOD1IiaW2xoStO0jZb5hYcszwjuHcBd+h66tYHxkqu6IQ5A6K4YUyw97g9leClf/933rqrSa0RogRKcCZQgo1K3V3JSSEIS6d9RlyhrVgNd+iU1AkWVoFGlUiyTYOkbYo7dJMxqpTg9lHOhPr54eu2cNu+wZYZg4EbaeAOXZrjDu3q2tmhl0pUCa6Fc0WJpPbpz6avKEqMb/sRDxJj+UnXLP9cxUUFFoRlIVeMUJPAMGhtiaSgxIxMukLrUA1SggF6kpb03yYTXZN3iTv0msI0FMPdiZZ9XpAca8HEWHUYgUE91/mMYNelKjFWWyrBku257ZgvMZYkxRKE5SFXjFCTVVGC/V1zKbEgtJKKzVp/v+tO2OIO3WSi7qkpSYwl1EFQJikokTQ3gZXjunUZwYlYtbEyl6BEUtCn20kJXkmdYKE1zE2MFZyjQCEWBGFpiBEs1KRSNqb1McGipAmtxAjj3+s/VndClOBmE/19JSZYqIeYaaBUZe4puXMSY9X/lBc0AAAgAElEQVSpBKd8xS4/jxHszkmM1U79OdiMlmzP7UdFCQ4SY1ViggVBWDpyxQg1kZhgYb0QukM34Fj9qRi2LESaSnR4kJhgoR5ilhfHHyjCVyrB9cUEJxdRgh0dlEjyHqfbyL0/MH5FCW4/bNPAMlSkRJIfEyxzjyAsi/YZcYW2YjVigmP+wC5GsNBKjAZmQv+1+68iN8+CV2gMSpRgoUHYpkEqZoZzztwSSWVXk7CblxgrdIcO6wS3z6bOSrJDC60jYZthv7JECRaEFSErCKEmFSW4dROgUop03JI6q8Kq0Ii13sFNPfUfRFiQ6KI8SDwkCCshZhkkYxEl2L1SCa4rJjhSIqkWgTu0CrNDt8+SbCV1goXWkbANMoXACBYlWBBWglwxQk1UA+Mkl0M6sisvCK0gVIIb4hAtNJtKJl2zrhqugmCbipRthfGvc7ND1+sOHWR7nrdEkm9kR/t0uyBKcHsTt8ywRJLEBAvCymifbUehrVgNJRggFbdkYSu0lEaWSBKaj9GGqpnQmWzsSZCwTWxfSSvViAluaokkrVFV7tDt06eD2rNSraE9SdgGWb9fmYZCKckOLQjLpX1GXKGtCKa9VieGPLSlhw1d8dZ+qLCukWzOnUXoOtpGqpnQmfzuj12LqzUzeU9Rc9zG1gkO3FPnL5FUqROctNvLC6qiBIu62I4kbBPtd1dDgamUuEMLwjIRI1ioyWopwX/8Eze09PMEoVIObFWbISyRiuuoTF9CfQTeBIFSO7dEkuvquoxAw1AkbZP8Iu7QXj6M9trUkZjg9iYRyYfgZRhX4g4tCMtErhihJkF8ZCvrBAvCaqAkJrijCBbn7WY0CJ1L4A49t0RSuc6YYPDKJAX1XOdScYduv00diQlubxJ2ZfnuJVeTxFiCsFzkihFqshp1ggVhNZCY4M5CtWH8pNDZLJQYq15vqKRtkiu6NV8L3KFNQ7VVUiyoKI2Sgb09SUTifw3lbVaIEiwIy0OuGKEmYUywWAbCGscQI7ijCM6XKMFCowgMvrmxu/VmhwZPCc6VaivBjtaYynNlbbdEb4e29PChn7yB2/YOrnZThBokYlEjWNGXtBlMSz4VQVgO7TXqCm1DoLaIEiysdULXf3GH7gjaMZOu0NnYpkFfymZstlD1fNnVmHVmR07FzAXqBGsMBf/8rn11fUYzUErx5lduWe1mCPNQpQQbik+//zb6UvYqtkgQOg9ZRQg1qbiIimEgrG3EHbqzCDbmutpMORM6m6GuOKMz1Uaw47qYdQ4MCdusWSJJa43W3hx754Ghuj5DWH9UxwTD5t7kKrZGEDoTcYcWahKoYqIEC2sdI0yMJXQCFSVY3KGFxjHUHWdkJl/1XL11giGICa5lBHu3knhKWAlV2aFlB1cQVoQYwUJNVqtEkiC0HFGCO4pgTGq3GEqhsxnujjM6O1cJrj8meCAdY2y2eMXzjm8Fiw0srISoEixzlyCsDDGChZpIYixhvVDp49LXO4GgbKsowUIjGer23KG1rmSILjdACd4+kOL8VI5CuVoNdv3PkZAjYSVEY4LrddkXhPWKGMFCTSROUlgvhCaw9PWOIFSCJTGW0ECGuuPkSy6zhUomZ1fXbwTvHEihNZybzFU9L+7QQj2IO7Qg1I8YwUJNKtmhZXAV1jZhiaTVbYawRMKYYCmRJDSQoW6vvEw0OVa5Ae7QOwZTAJyeyFY977jiDi2snOrEWNKJBGEliBEs1KQSE7y67RCEZiMbPp2FxAQLzWCoKwHAiG8Eu66XvdlogBIMcGaOEeyGMcEy7gjLJx5RgpWs5AVhRcilI9Skkh1aJmhhbSOu/51FYJOIO7TQSIZ7qpXgIHFVvUrwUHechG1wenyuEezdSkywsBKi7tASEywIK0OMYKEmUidYWC8EGz5KHKI7gkABHkjHVrklwlpiqGuOEexbqaZR3zJJKcWOgRQvz1WCg+PLsCOsgKTEBAtC3YgRLNSkkh16VZshCE3HECW4o7h93wY++89vY99w12o3RVhD9CZtbFOFZZLKbmOUYIAdA2levkIJ9t2hZZIVVoCUSBKE+hEjWKiJ1AkW1gvSxTsLw1DcsKN/tZshrDEMQ7GhK36FEtwIIzVQgqPll8QdWqgHyQ4tCPUjRrBQkzAmWHaphTVOsICQdYQgrG+Gu+NhYiyngUrwzsEUuZITqsxQUYIlnlNYCVV1gmWdJggrQoxgoSaSHVpYL0j8uyAI4CWxCpTgsusCjTEwdvgZoqMu0ZXs0HUfXliHVJdIWsWGCEIHI0awUBMpGyOsF4K+Lj1dENY3USO4khirAUawXys4mhwrcIeWOVZYCVF3aNnAFYSVIUawUJNgSJWxVVjrSF8XBAG8DNETmQKOqxtqBG/rT6IUVWWS3AbGHAvrj7ivBEv3EYSVI0awUJPQRXR1myEITSeMCZbeLgjrmqHuOK6Gcd8QhsbEBMctk809Cc5MiDu00BgCJVg8CQRh5YgRLNQkrJ0qA6ywxqnEBK9uOwRBWF2GuhMAjEwXwhJJjUo6tH0gxWlxhxYaRJAYSzwJBGHliBEs1ETmZWG9YEhMsCAIeEowwOhsIXRXbpQRvHMwNScmWNyhhZVjmwpDiSeBINSDGMFCTSROUlh3SF8XhHXNcGAEz1SU4Ea4QwPsHEwzOlMgWywDkZhgGXeEFaCUImmb4kkgCHUgRrBQk0pMsAywwtpGYoIFQQDY0FUxgp3QSG2cOzRUMkSLO7RQLwkxggWhLsQIFmoSlo2R8VVY40hMsCAIAMmYSXfcqjKCLbNBSvCcWsGVxFgy8AgrwzOCV7sV7UWpkKeUz692M4QOwVrtBgjticzLwnpBzbkVBGH9MtQTr3KHNo3GaAU75ijBjrhDC3UStw0yxfXdgbLTU7zwzW9w6cRxLp18icnz59DaJZHuonvDEBu272Ro1x6Gd+1h0979xFPp1W4yruuglLHkxLNaa5ySSzHvUCo4lApllFL0bUphmqJl1oMYwUJNwuzQq9wOQWg2QWIaUWQEQRjqilcpwWaDxoW+lE13wgqNYC3u0EKdJKz16w6ttebJB77Itz/xVxSyGboGNzC8aw8HXn07VizGzNgo06OXOPPCs7zwrQcBSKS7ufNnPkDf5u10DyToGoi3zIjUWnNm5ARf+/D/YuK5Y96ThiIxPMihd/wYV1/zatyxGPmpMpmpIpnLBWYvF5i8kGH83CzlonvFMXddO8ib/sV1LWn/WkWMYKEm4iIqrBckCZwgCAFD3XGeOz9dMYIbJNUqpdgxkOL0HHfoRh1fWH8kbGPdehIc+daDfP0vPszOV97AXe96L4PbdoSvaVczdnaWc8cm6d+RZfL8GBPnTjJ18Ys88OHfI979TpSRQCno6k9w8NZNHLx1Mz0bkkv67JJb4nL+MnknT6FcoOAWvFvH+5938mRLWaYL04zkRnjg5ANY43le80g3yYLJVFeJ05uymK7i2hOax//4z/he8hkS1nUow1OqNS75eIZC1zTuzjx2lyKesEgkY/R19TD9QBcTFzI4JRfTFjV4pYgRLCyI1AkW1jpKEmMJguAz1B1vSkwweGWSjlyYAcDxjWCZYoWVsl4TY5UKeR76qz9n0979vPUDH0T5IQva1Xz3717i+W+fp5DxsrAnumx6h5LsuPYw9o07eOLLf8TQ1se55u6fY3aywOjpGR7/0ike/9IpNu7u4c53XMWG7V3humAkO8JXTn+Fi5mLjOXGGMuN8dzYc8yUZhZvqNYYGjbnevihRzcQs+Jc87M/yradB8B10Y7Dwx9+iczFh9CZRyjwCCoeg544Tq9FqddkasDlTGqSKWeWKWeWzGwONwsHt97GnSd+gm9/5jh3/PiBpv3Wax0xgoWaBK5a6294FdYbSoKCBUHwGeqOM1soM1soAY11V94+kOIrz1/CcTVaEmMJdbJejeBnvv6PZC5P8uZf/g2UYaBdzdmjkzz51TO8/Nw4ew8Psfu6IbYd7CfdG6/623TPKN/8+MfYdnAPt7zln2IZBmNPHufEU2M8+8wUn/zdx0lYBbq5gDX1dfSlHzCY02x0FTYmtjaIYWGrJIYLytUo10W5GlwXHO8xjgNa4yjFQwe7cVWJV790iq5v/2dcIJPezMjQYcq73siByQGGzz/GSE+a2YRNdsJmNh7DsEw2ArsLJfqyLum8Tbqo6SmUce3v8uhVgzz1j+OMHN9Ioqub1/z4T9O/acuqnJNORYxgoSYasYKF9YEhrv+CIPgMdycAuDDlZZhtVJ1ggJ0DaUqO5uJ0PiyRJO7QwkpZj+7Qoy+f4tHPfpKtBw+x7eAhTj0zxrc/fZzLl7Ik0ja3/ZN9XH/v9ppejM7ly+x3TE7FUzzymU/wg0/9NbtHp9g9MkGPhpvsLkaGbmCy7wAT/QdwUu9i09AudqcvkE51owwTLNO7NY3KrWlVP/bfly+XeWnsAvkTR7jt6uvZ8+a3c24qxeMnBsiXTAC2Dxd51Q/dSiz+Gq4yDLTjgOOinTK5bIYzF85y6tzLTM5c5nw+V/2Fis9AEWYnLE4//QQvP/sU7/5vf0qyq7sVp2JNIEawsCDiIiqsdSQJnCAIAUPdnnJ00TeCG2mk7hz0MkSfHs9U6pPLwCOskA1dcXqS9mo3o2W89P1H+dL/+APiySQ/9O738fAnjvHMN87SvznNPe9+BXsPD6EKeXLf+x6Fkycpnj5N+eIlyiMjlEdGKJ49C47DDZs2sfeqPTybn+aoafC9q+I8v32EbFeJWw72sHvbEK9IDTD7tW5O/uCHUPt62XP9EL1DSXqHUvQOJzGtShyuUy4xPTbK1MglpkcuMTVykbMvPMf5F4+A1vQMbeTAz/0ChVw3j/3vpymUytz1zoNsv3qA7oHEvN+3H9gCvMp/XCrkuXzxAief/D6Pf/5vKcyW6OMwNz72Zca2b+YH01NceulFdl13uKnnYS0hRrBQk8AdWhDWOhUlWFajgrDeGeryjOBQCW5gTPCOSK3gHb5BvB7dWQUoF4s8/bUHuHTixdA1fs8NN3HVra8NY1wX41fvu4pssdzMZrYNzz30Nf7hf/93Nu7ex4/+23/PiadyPPONk1x75xau35ulfPzrjH7xBab//h9wZ2cBULEY1qZNWMNDJA69gu43voGpW67iv07/LY9f+h5lXebm5/s5dKqH+/a+nje84xfZuml3+Jl6j+bIdy/y3c8e59ufPh4+b6iT2PZpSoVJSvlJSvkpoLJoVsogPbCVPYffyPCe6ymXBvjmp8Y4d/RFugbi3Pdzh9jxisFl/wZ2PMHQzt0M7dzNLW95Gx/6zY+Tm9jEN3sOMXDpIUgeY/bUSRAjeMmIEbwEtNbrdoG8Tr+2sJ5QogQLguARKsHTvhLcwElwc28Cy1C8PJFl+4AYweuVfGaWz/zuf+TC8aN0DW7AtCzKhQIvfPMbvPzc09z73l9c0pqzN2nTuw6UYK01j/7dp9i4ex8//lu/RzGveOTvnmHIHGP4j36DczNekiqzt5f07bfT92M/SmzvXuzNm1Gmidaa8fw4H3/h4/zFcx8gbad516F3cWjDIa56ywFO//2DfO8Ln+XvfvMDvOmXfo0d11yHYZoopbj6ts3sv3mQCy+e4sxzRzh39AgvP/MwhpXGtAcwrG0keg+hVA+oHlzdA6QpuwbnT8D5EzngHPG0xavesofrfmg7dtxsyO/y/g/+BMeePs/3Hz7OmPF6YmPHeegTf8muV91G16bNDfmMtY4YwUvga/ffS18iwfDm7cR2bCe2bTv29m3Etm/H3rYNIzG/O0OnEuxMyvQsrHUkJlgQhICBdAxDNccd2jINtvYnOT2R5dawRFLDDi+0OU7JZfzcDA/86e8x9vJx3vRLv87B214LgHZdvvU3/5fHPvdphnft5fr73rjKrW0fRk+fZPL8We597y9SHp3kq//7CZycyb5n/oye199H1x13kLz2WqxNm9BoTk2d4qnRx3n6sac5PnmcE1MnmC5OA/Aje3+EX73pVxlIDITH3/GOd3Hozrv57H/5IH/7u/8BO55g4559bNyzj9zMNMe++y3KpSIAVjzO1be/jvt+4V9hxWI12+u6Gqfs4pRcnLKLUopUT+331oNpG1x94zb2XbOZP/uNhyj2vglz/DPMHD8uRvASESN4EQqzMzzdl0AD8fHTbDzxAhsnphnM5DB87wdraAh7xw4Sr3gFqRtvJHXjYayhoVVtd72E2aHFMBBWiOtqMpcLFHNl73/eITM1w8TZZ3HKOdBlwAHt4LpltFv2vC4MhUKhDIVpx+gd3kjv0CbS/f2k+/pJdHU31DOjEhMsnV0Q5pKbmWb09ElGT59iZnwElIFhmhiGQbK7l75Nm9lxzSux42tjM9g0FBu64qERbC3RNXWp7BhIcWYiG5ZgWq9eZuuFYq7Mo58/wbljk0xeyFLMfo9y7lms1D089iUT1AV2vXIDibTN7e94FxdPHOebH/8L9t9yK+m+/tVufltw5DsPo5Ri8k8+z8e7p8knN3Cw9DjXfPKjxLZvB2AiP8EPXv4aH3riQ7w09RIA3bFuDvQf4P5d97Onbw/XD13PoQ2Han7GwJZt/NTv/jdO/uBxLrx0jIsvHuPJB77oGb2vfR07rr2e4V176Nu0GcNYWMk1DIURM7FjjVF8F8OOm9z1zoN89SPwjVd18eoD3YgJvDSaZgQrpe4H/hgwgY9qrX+/WZ/VTIxUgm++RaFOjbPtYoKMleLl/i7KpotOuwzELLYXDYbGR0l98hNM/uVfAp5hHL/6IImrDtJ9370kr712lb/J8giiG8QwEJZKuegwNZrj4okpXvjOBcbPzlIqFtDOBNoZx3VGcArPAsUaf22CMr3+poLNF+0bxm7VOw3TItXXR8+GYe786few5cDButotSrCwHtFaU8zlKGRmyWdmw1vvfoZCZpap0RGOfPshtOtdg6a/+NNa40auS9uKs3HzTjbt3sfeV7+KrYcPd7RxN9QdZ2SmAECDbWB2DKT44tMXwo1mcYdeu8xM5Pn8Hz/J1GiO7VcP0LfxMkcefoStV9/A4Tf9BN//+9N87f+8gFKwaU8vt711H3e/5/187Ffez+Nf+Ayve+c/W+2vsOq4pRLPf/kLJEtdPDv8NnqTRe66v5/d9/0aRyeP8qXv/SEPnnmQU9OnANiY2sh/vPU/cnjjYXb17MJQS7+AE+kurn7tXVz92rsAT51fanz2ajMw5GWEfkPqfRzsqm3oC1fSFCNYKWUC/wu4FzgLPK6U+rzW+vlmfF4zsQ2bNzz2bzAMhd1noDflyOaOkb98FGfiDDPTJZ5VLqMbTY4f7iNhZnnt9BD7xiyGzhwn/u3vMP7nf87GX/u39P/Mz3TMwkCUYCHAmZ0l/+xz5J9/HmdyAjeTxc3lcLNZitkiL5g3cMnYSs71lCCtHRKxI+Aco3D5ZHgcZZjsuPYwV932JuKpAVzXxHUU5ZLCKbmUCg652RLZqQKZywUyU0Uyl3O4zgyJrhzpLgcrXsC0cmg3w/iZI3zqP/0m/+Q3P8j2V6x8k0n6uLDW0VpTyufITF3m1JPf58m//wKTly6EYS/zYSmLrvIQxK+mmNoPRlc4h2mtQee9za3ic5w9d56zZ47xvYe/jKkG6I5vIx3vobu7j76BQVIDafr3DLPzvhvbfh4M4oKh8UrwzsEUU7kSk1lvM7CRMcdC+5DPlPjcf3+C3HSRe9+9g2Pf/QzPfe0heoaGeeMv/kt6Ngyz/8aNXDo9zelnxjny3Qt88UNP8bZfv4mrb7+TJx/4IlsOHOTAq16z2l+l5WjXpXT+AsWTJzj+sT8nUypg99zJoVdv5K53Xk3ezfPbj/w2nzr2KSzD4tWbX82P7f8xrh+6nms2XEPMbIzrcacYwAAbtnVxyw/v5gcPnCYzWSCRWvux4o2gWUrwLcBxrfUJAKXU3wBvATrOCNau5tihx3BKLm4Z3JLGMcC1N+MObMZwc+jyNDjTDE0VUKR5xt7Ik5tTOJtd3JsdhjIF+h98hPiD3yGWSmJ3pYl1dRPr66Fv904Gr9qJZVqYholtebcxy8K2LCzTwjYtbMskbtqYhsI0PMUsupBwnAKGYaOWsevVbLTWaF0GNIbR+HiIWp8H7ele5v0W/v3gcfiaV5c5uh51XYeyk8d185hmD8qwwu+n/b8hPJ4mXxgDNJbVh1JW+BmOdnEcl7Lr4JQKuJiUXQfXddHaxXVdXO3gzExTGhmhPDNNeXoaZ3aGcmaG/LGjFE6eRCvQhkbHDVQ8AbEYueQg57pfSdHI0ZX7KoYzhtYZinaBccBWZXo2xUgkEyS6u0n29mPt6uWk+RhGQaEMG8uwUQmFSoKBQm00SCiDpDIZUgblIoydzTA1WmB0pkxmqoxTBEijk9dh9XyXj/7Pf8/W/dew+7pb2HXNTSQTaWKGTcywUYbCUF6fUHiqS9A9gvsHN3Vz085+7A4tuOhqF8d1cJwyZe2gUbjBuXfLZKcv88K3vkF25jLFQpZSIUexmKNcyGMlEmw/eIhd174SwzAxDAuFgWGYKDOGUhamYWAoC8u0MUwL07AwDdsbhwwDpfDHIy+HQPBbK1XftbiWExIG44GrNW5w62rvOtWud/5c7/p0XAfHdXGcEvlynrJb8sIHtDdOZKenmR69wOzoBXLTM+RnZilkZsjnchQLeYrlIuVy2av9rrxhwySJGt6GUjG0slAqDsoCZaGU6d1iopRm1iyQSpbpGjhFakMXpmVgmIDS3i0u5cxeSrNbyE7NMDUxwvTsOOPO8ygMyAHnDcyLCazjafof/DyHXv9a0v09xOw0th3HtmJYVpyYFSduxbBMA9vwXJNN5c11KihJor152R84IRhb3cjj4D6A4V/zhvLuG763SfDYNlBzAnODDNHQ+Dq+QYboU+NZoHM24bT25gzDWPqy0XGyKGV7c5J2KBTHcd0iWjvYsQ2YZgJDGUtS68L5LzJPav8JrTUoVTWnVt6jcd0yCtPrO8HfuJWDaFxc13ufoWxc14vjREc+1w0+X/vPe89pSqAt0C66nEeVC5Tzszz6+Wcpz07wyju7ePhv/gcFp8iuu65iYO9uHn3i/1EC8rpEWZcxU3FSt9scf2yWP/vYD7jqpu2Yo7v57Ec/yiuffZabbn8TMTuOoV1sM+GFDCmv/4Z9ORh0A+b2KxXx64u8poMFhX/N6FrXkdbgguMWKTuXcZw8aJe4sc0bB5RBOAH4nxV6dCmFq6Dsj3WOgpIBJRdKjkvRcSmUXaafep6ZHzxJYXyc4uQ4JaNMwdaMDKQZ25XE7TvHS6U/4ZMfmaZQngW3xF2xg6StOOrkZY6efIDn+XscXcYBXO+sYqAwNJhaYWiFicLUYHgnFRWsvZSJxkRrE42BxsAFNBag/McmYOAFcjmgwh7nja9oNI4/1mrfi81FKw24uAQLt8p/rcoUydHjWljaDwUj8MLUGNp/pBSGNjGprP8VLiiLvLkJF5eSa2G9wmI0v5lBrqp9IQlVqMV2gld0UKXeBtyvtf45//E7gVdprX+x1vvT6bTOZDINb0ejOPyxayi14UyltPYW9oDhrW+IaUXcVcQ02FphhbeKuP9YocILy8BfwOrg1rv0js7cwdGZO9nf9S329z6MozQO3gDmAK7S3iATvVXgEH0eHFUx9qK/oKIyfqjoc1e8R/stXKyf6hr3ar8eLASr/kfa6Ub/QlX+Mnrcig2qa76n6lbN/Zsax1JzHs93vAWO5R2n/frpaqG0JqYhpsGK/gdMDZb2JkMznBi960Cj0H5v9H7n6t9U1bytvMtFU1beNVLpX/5ijEpfi/Y9wsfedQRQVpqigpLyrrvosVz/vtsG59vQumoMMvweaVB9jYeTu65xzWsVec6/H75Phe8L/0eOESyfgxwN0WvEu60eEcJHVb871fcj5yh8fs64EX1/9DXwxxD/OTf6HJXzF/x9O5zDdkP5fSpYrAZ9qfq+Cvuc8u/XnNOILCx1tCcakTlPoYLHKM5O3sGFqVcDcHj7n2BbOe99Cozo+5UbHtcIF6aGfyTTb5cRHh1tMF3s56ELb2Fr6iTnsru5a8tn6IlN+AtvF61cfxYNFtbe4llrfzGtDd/o07jhjOvPQ5HJRAeWWsic3qu9Ec6bYSuvqch7KmOb95yLpqQ0JcO7LfpjVNHwbxWUg2thGf1aaY3pn28zGH11ZHyoasuc8aNqjJlz3PCbR79V5TmYey1HnlPM+YvgM3Skbdrvb973LipFQamGrxcNrelyIelC0jWIud5az3YVtlbE5sxlhlb+OKP8dZk3j5QMKClNGSgr11ufKd9sUzpcrzmR9Vt03eco7/qLud48auvKf+uKhdfckTfyjP/zlPz+UvL7TqmBv5+lNZbWOE04H+3Orw6+l599879a7WbMi1Iqq7VOr3Y7YBUTYymlfh74eYDYPBnW2oWfcvfh4ITTUpkyjtY4WoGrcFBorXC1t3j27DYdTlTexqERqn8avF02pVCqHHkPaK38T1H+DmTwOFgiV4wvpV0MHAxcDFwUDo5yKCrHG1jQ3sCnXHIGjBne42Bh5ip/t8xflFWeg1yxBDPwcjzPeNcUJoEBobH8xYhnVOjwvqnBJjAwvEVp8N7K3Bydbgm+SdVicu57ou+bfyir9cpckzo4kJozkarIpFZ5X9Du6Puij/EXRf7pDt8TmXnnHDHynmi7FJGFi4p8z7nm1tyvqdDaCFsVNdYqY74CrcIFiRHuXPp/5b9W/UmRXyJom8JbfAXPa4X2N39dvwcGWzKuiuxlRhadCrxdVrey66+UDhdw+Iu2YMND+feVrizOFG54i/Z/d6OMoV3w92eVKuNqbyHp4OIo73+wtHRU5dbxF3Q5fyHgeo30T0tlsRhedZHJdO7ysvKLe5tQZtCn/Fsz/CWILN6JGICVTSj8JbTlb2BVfs/Q5KNyhIrpGbxPB+aCf+68X5gjtrQAACAASURBVM+svF8pf8dbVYxqRfhbgwvKiXw7HZ4frYJz5PrfOzDJoyOUfw6VG1mIz11kz3lvjSt+ruEZHf9cVb1odal0I4L74RnBX/RXttNU5G+NyF9U3hvpp9Ej+te9ClbKKjCuqLqvw7Nd/XmewjTn2vafq1y2/nkMzr13yjB1aAZGrnfD/+4qsgFghGNTcH1XNtq8caPy20XbEl59Ybu1PxIqQ+OiwnEgMEcUGkMFiko42vsGm66cLx30D9e7fnFR2vWvace/1j0NJ+xTuvr9lR7g3ff+RZ/X/iaTG/ZFr5/4j1T1X7jK62OugjIqnP8c+0L4/UftCygr72/+Khz/bx2lfENheQtsHY/BhbdwwfWWX4/GT2MmLi3rGAFmuFkQXvFAdD6qGI1VPU5Hz/AVM1LluYo1CHjbBt7GosLWJklXYWkDWxuY2sDCCDfYKy2oHFNXfYL3AS4KHRhdVDb8vI0o711VG9NERpHKZBx5pfI4mD8qo2LlfvDYW0tFDFyCVVf19aBRuCoY+YygB+P6/cAfsf2zYAEWro6hsVDKwFAmuDboGGB5Rr9rYKExdRmDMiYlDFXGVEW0LuJSxKGIo4qUVImScigaZYqGJqugiEvRgKLSlPzfzlHeTBg972ZkQ9iO3AYbwQqF6fobOP6YE272aCOyIeX9MmXlbdIG/0uGDs9RdY+pXrsYc16JaW+TyNSGtxGt/K0j5fUlhYGJQcxNYLhpTGK4ysZRFlqZOFhow0Qr03P0QKFcE0u5xGJZ4rE8aI3rePOdaWYxYzkK+STlsomrDXTZBFdjGSVSsSmS8RncsoFbNinlE8SsHNoxvLWJ1qBcKFsox8YwXCzDwTAcTMPBNF0s08FUDoYBrjZAe+oyronrxtDaIBbL4rg2ZSeOssqMTuyg4NikuqdwtaLsmLiugYOJ4xo42sC08tixLHYsh2XnSKamMGMFyrkYM9MbsGNZDLPE1OUhbrp1/bnQr5RmKcG3Ar+ltX69//gDAFrr36v1/nZXgucyOzvLUtpbLhV56fFHeOSzn2DbwWu4+UfeSrq3j7KpGc2Ncil7iU8d/ST5I8e44wV4xRmI5x0KyT6mX//znDxfBn2K7oE8VkwDZZxSCcMwsJNJth54BcO7l5atrhau61Iue4XW4/F4levhn37rDB995DzvvXULv/Ca7cs+9mIEGwLBwrVq2lzGokJr7bkMOo7n8qc1hmFg+tlLDT+mo+JK5W9OuIDr4joa7bjgeEZVLJHAipmUq4b0oHEqcp+q8X01uFy4zJGJIxydPMrxyeNMFiaZKc6QKWUou9553XlJc91Jzc4RzfZRb9FwYpPi3CCcH7QY3RAj2xMjjo2JgrK3IMDRGI6mZ2aQocub6cl0QWmSMuOgc5iOS9l0Obkly9EdM5RN7/eNmTHSdpq0naY31kt3rJuEmSBpJ0mYCTalN7HX3ER6poQ1ncWYzmJMz+JOTeNcnsQZGaV08SLl8fHwe1rDw6RuuhF702asoQ1Yw8NYw8OYfX0U8w5HHr3ImecnmB7N4eoZypnPs+u6G7jjp3626rzPh/eag1KdnSzfKZf52p/9CZdOHCfV10/3wC6KxSEyU4Nc/Zrt7LpmkFRPDMuvURi9zrTWzIyPMnb6NBeOn+DED76L5xrbA0Y3yuhCqS7v1uyid3gDr337Abr64/M1p6l4YRZm09yll3LcaGys4zqUdZmSW6LsVm5df7PGC3eobBRE77vBWBN5X/hPazJnHU585jkyM9/ENlLc8+73M7C3cbUmW82Rbz/MI5/5G7pSw5h6CwVjD9rqJlGc5JprLPb807uq3h+9due7v9T31bqvtUa7Lq5bwnULOG6eh09m+P1vetmhP/W2AWKmlwhMa3y3YG/j2rJt0l1pMtkss7OzlIpFP8RE+/3CxXUdXMPBMF20bWBYml9/II2jFbmS4ldvn2Vzt/JDDCobXaayUIaJaVqYyvLmM9PGVCYow5/nbM+Mcz0jJJz3TAMMy1sXGAZaeSEOnseG972jWynhlprWXqJADZby7pjKV9eXcU0EXB65yIMf+/+YHhu54r09G4bZdcMPMzURJztZRjsqPCeGqbBjJlbcxI78T/XE2LK/n1RvjFjc9NyAl0nJKXF6+jRPjD7B06NPc2zyGNlSdkl/G24XaE2iBN1Z6M1orj5r0K/fg2N2s/fE5+ibegltwnN7tjBlmdxzw22ke/oIdqd1qUR5bJTiyVOUzp3DmZwEx9t0NK+7ice730j3cJrX/dRBLl84zZc/9Afc8VM/y94bXxW2xeuDecDAMOLLDh9pxtp/KSilKJw6xaXf+iDlkRFUIkHs1lv49O2KR8eeoneslwNneuibmgHtYth7Sb/+av7JXW+4wm0+XM8t8XObzXJ+08XeW6u90Tkn+O+6LpZVvXYZGBjAtts3JridlOBmGcEWcAy4GzgHPA78pNb6uVrv7zQjeLk8/dV/4Ksf/ZMwy208lSbdP0DXwCCD23ZQ3pLmBxNP8eLoEezTF7n5mIlyU0ymkwAooxeUjWHGiCcTJHtsysVppi55u9V2IsmhO3+Iu37251dkDNfij/7xKP/j68f51/fs51/fc6AhxxRWhqtdnh9/nofOPsTjFx9nLDfGeG6c2dIsAJZhcW3qKja7g3S7CdLlGIkZh+SjL1Ecn6ZkmbiWhTZNXEPhOE5EnVs66f4hNu3dQ3pgkK7hDWy++QYuGxkuZi8ymfcM8OD/dHGayfwklwuXyZVzZEtZMqUMRbdWZmgvAU/CShA34ySsBF1ujI0zBnvOOVz31AzDL01g50rVv0sqTvoXf4Gd734fSinGz8/y+BdOcuQ7f4eTf5Qf/63fZ9vV1yz/B+8AgrI1I6dOMHrqBCOnTzJx7gyu49C98c0UC/tRStE9kODmN+/m6ttqF0xw83nKIyPeIgzAslCWzbkzpzj65ONMT44zNTbG7OVJonq3MnuIdb2N/s1bGNySZmBrF4Nb0wxu7aJ3KNk2sbyO6zBbmiVTypB38hSdIgWnEN5W3S8XyDt5JvITXMpeYiw3RqFcoOSWKLpFSk6Jklui5PiP3RJFx7ttJN35QXZNXsOm6d1snt5JPDtGKfNlFJovvn6cdP8gMTOGbdjEzBgxI4ZlWsSMWNXztmFX3Q/ea5vzPG/Y2GbkeSNG3IyzuWsz1jLiQJfC97/0dzz2uU+TnboMQE//JtzcAUqJG3nV1rPc9BvvQK2ih9hjJyd4+4e/C8CR376fhN3YDYcf+5Nv88TL3nf/6q/cyb7hroYefzVxymXOPv8sLz72HY585yFMy+b17/8ldr3yMJMXxzn97CnOPPcSJ773BVwnS+/mt7D16pswLSNwgMAta4p5h1LeK61XzJcp5ssUMuXwcwxDkei2SfXESHbHSHbbpLqD+zFSPd7/Ut8sXzr1Rb7+8tc5nznPRH4iPMb+/v3cMHQDW7u30h/vpz/RT1+8j4HEAP2JfhJWArTnkF7O58h+/UFmPvd5Co9/HwqVuezogR/n3JY7iG/8Cpe2neVSssTIyAg3P5riif2XmTjcw76+fQynhtmc3syd2+5kX/++8O+141C+eJGpL36Jyb/+a86623j+6ncRs1yuvxaefPqvGdi+g7d+4IMtOYdRirksuZkZujdsaMj6snDiJKd/5mdwDbjw7vt4fK/mC+e/woFjh7nmpTRu/jnAJd53iF2vuofrX3sD2/YP1v9FhLZhzRvBAEqpNwL/Hc8L8M+11r8z33vXuhEMhAvW2ckJZifGvf+T44yePolTunIRZegi+y7OMHD4Gq76lT/g0ulZLp2c5uzRSWbG8wxsSXP7Px1iZuw0p5/6Ac9/8xu88p77ufe9NcOul80f/uNR/ufXj/PL9xzgl+7Z35BjCrXRWnMpe4lHLzzK5cJlZkuzzBZnmS3NMlOc4anRpxjLjWEog0ODh9jatZXB5CCbE5vYeM5g4rvPcOHoC1ccN1ZWdPUMkdy2B0wbrQ2KOU25CKUiFPN4rsnKBEwS6QSxZJx4KkEiFSfelaRvYzdX3bKd7g2DxFOpur/nudlzHJ04ykxphnw5T8EpkCvnKDgF8uU8eScfGiP5cp7Z0iwXMxeZyE9gZPIMTcPQlGbDFNx4XHP9Sc2RPTFOHexjens/ha1b2Pzo/ZQufJzh3Vv5qf/8B21jkNXLyKkTPPWVL3Pyie8zMz4aPp/s6aerfyt2chPjF/rYsOMVHLp9C9uvHqB3OIkzPs7MN76BMz6OMz2DOzODMztD8fRpCkePhQrEQjgK8rZNNm6Ridkc27wB17SwzX6UtQnH3IIyN6LMAVIxzZZhl227Euy+bQ/pvTua9psUnAIzxRlOTp3kiZEneGb0GcZyY0wVp5gqTDFTnOHKyLSFsQyLjamNbEhuIGElQoPQNu0qIzI0ICNGY/Q127S96FAVcWkOXKS1IvuSojihcGYU5RkozUJ5GopTGu1cwii8gM6/REFNk+5KYr7vLi65E0wVpig6xdAQLzkVY7zoFr37vsEePq7DUE/bafb27mV3725u2nQTw6lhz0iI97MhuSEsm7RctOsycvokp578Pke/8zCjL5/CtjZgpt7CQOYSO4YKHLj7KgbvvRMjmVxx+1fCybEMd/3BgwC8+DtvwJ6TOKtefulvnuBzT54H4Bv/5nXs3tAW68G6eeKBL/KdT/wV+cwsVjzO7utv5LXveBep3mEe/PhRjn/PU4SVgs37Ykyd/xTj505w93vez3X3vmHRsXpmIs/pY6NcnpxheirD7HSe3EyJwoxDOatxswaqXH2uxlLn+MqBv2DPzm3s7dvLxtRGdnTv4OZNN6NHZjh39HmK2Syu62AYJn2bt7A5kabwre9QOHqU8vg4zvg4pZERdC6HtWkT3ffei71lC9aGDZzL9PGNB4tcd892bn+bt1Yq5rJ87Ff/OcRMku+5g8fHvs+ZmTOM5kaZKkwBsK9vH/fvup9bt9zKlq4tDCYGUUrhFgpc/sQnePmL3+RZ82amevcRm/wsM+oU7/vwX5Lq7WvCmavm7AvPcvLJ73Pmuae5+NKLaNelZ2gjd7/nfew5fPOKj1s8e5aTP/mTZHLT/MY7ylwYVCStJHfqN7Ll70dxnTPsfOXtvPYd72Dj7sZ7IArtwbowgpfDejCC56OQzTI9eolSIY8yDOx4gng6zVl3hAf//Xt53YMTjG7vJn/9AVI33MCWW15HaXwL3/zEi8SSFjfev5P9N23kkc/+FY9/7tO88V/+G66+/XV1tyswgn/l3gP8q7vFCG4UrnaZKc7w9OjTfOHEF3hh/AUuZi6Sd/LhexQqdCnusru4yrqG60uvoXt0iPETL5KfvUgxN0op+xLazaCM/7+9+46P4y4TP/75zmyv0q665CrH3Wk2seP0xOkQEhIIPQccHHDccRz9cvCjHhztgOM4CBwkoYWElt5JdRInrol7lWX1vtpeZr6/P3Yty5XYli3Jet6v13hXM7NTHu/uzLPznecbxnTNQ5kVKOUBw4NSPpRxcNIaqvAQjHjwhd34wi78YTf+sIvqaWHClSf3RPNo2doeSpQzhQz9qV5af/kzIvc+j78vPTTfmpmn0R29mELqrzQ3WvQvjlARrqbKV0WZuwyvw7vfEHaHmRudi985Jr6T96O1ZvPyZ1jz6AO0b92M4XASrp6LMmvIZ8vIZcqH/p9Np0FVrYsltbtx9LWR7+wk39ZGes3aoURXud0YoSBmIIiztgbP6afjmjIVR6S8eJ9wPo/OF4qPhQK6kIdCoTiuUBga19Oyhy27t9NfyBHTFtbeOwU0uHU5tncOuGfiyWnOzz5C5MyZuGc04qyrK5481tVhHOFKn9aa9mQ7O2M7h1oXxLIxNvdtZk98D52pTuK5+EHJ3bTwNOoCdYRdYcLu0uAK43f6cZtu3KYbl+na79FtunE7io9Ow0nQFTyqviVfL9vWZBJ5BrpSvPDH7XTs7EXbCQwVx0kMw+pHZ3vJZPaQM4tXvKKhcqafs4Rz3/sBnG7PMa9ba03BLgxd0d6bHA+/wj2USA9LsNP5NBt6N9AUa2JL/xYGsgP7Lddjemgsa+SChguYG5lLQ7CBhmADXsfRfZdo22bT80/zxM9/jKE8mMYsCuYMDBWhIf4aF/7DEsovOf+Y9/9oJbMF5v2/RwHY+R/XYIxwhei9La0Anvn0xUyJjr3vnqPV27KHOz/zMepmzWHhNdcz5YyzcLrcDHSlePB/XiXWnWLBGV7qG0yi5eBQFvlMhscf/jPNu3fi8fqonTSFusnTqJvSSLS2joSdoiPbTXu6k/Z0J6u617J+YGPx3m2jVMNEUeyxwyjeERxyRYhSQ7mqJpquZfLGhZi2k8veO5cZC6sA2LVmJS/c9Ss6d+885L6Yls20nhiNgXICkSjOiiiOykoCF12E95xz6G1Ps2tdD7vWddOzJ0Hl5CA3fmYh2VScjc/+lVeffJT+9lbe8ZVvUTdzzn7L7kn38Pjux3lk1yOs7lo9NN5jelhSt4TrG6/nwoYLcZpOrEyGF365krWr28kN3sHCijou+M//wgycuPfLqgfv5ek7f4ZhmtQ0zmTSvNMJRitY+9iD9O5p5uxr38wZl19NeU3dUS03uWc3W991M4X4IF97t4uLL76FN05/IxX5Wv74jaeJtf2EJTe+k/Pe9s4TtGdirJAk+AATOQk+kqyV5d7v/zPBR16ioTWHo3Tr2NZGD31XXI9r4HIG2jM4XAZnXzGJbSv+l4H2Nt73Xz/BGwwd17q/8+gWfvSUJMHHIm/n6Uh20BJvoWmwiWf2PENbso1Ytnh1ytLFhCTsCrO4fCm1egqRdA1l3fUYWSdWVpPPWOTSxWZgmWQGK7seO7cS2xoEwOEK4A/UEI578Xcl8NZUElp0Ft76ajyTavGUB3C6HThcBk63A6fbwOE2MUf4isZYYcViZLduJbV2LT233cbm2qtoKoNCdg0Fv4ON51hsDXWTzB/6e8ZUJnMic5gZmUnIFSLoCg4Ne/8OOANDf3sdJ77Jr1XI8+j//oBNzz+Ny10O5gKUcx5Ow0lAxQkW+vBnu/El2vENNOMaaIVUaf+cTpyVlTiqq/EtWkToTW/ENXXqERPPY2XbFv1tbXQ17aB9+1Z2r11JX3vxKpfhqCPgu4rGXY9Q3bq8VMAMtMMkP3sqydPqSIXcJIMOBv0GAz5Nuy/LisxmulIH30dYH6hnangqNb4aQu4QQWfx/6guUMcZlWcQdodHfP9eL8uyifdk6GtP0t+RZKAjRXIwRyqWIxXPkR7MoO0sWqcgv4Z86tX9qsJDsZBgNFTG/GuuY+ayK/GFRm9/DmTZFs3xZvoyffRn+unL9NE02MSGng37ncwbymB6eDrTwtOGfoTY+4NEta+axbWLD9u8unn9qzx1+0/p2bMbANP0gDmLAI0su9DH1A++/aTsK8DcLz5COm+x6xvXjviy71m5h0//4VUAnvvMJUyKHF8rm9Gmteaer95K164dvOMj/4o7k6XQ20fb9hjPb6+CQoH562+jPLb9oNfaCtrKAvQGvPT7vaTcxXsZHZZFeTJDKJ0jkM3hz+QJZHM47Nd5zmoYYJpkPeWsPe0GBhwxVL4VbXVjqTzebJ7p3QNUx5K4LKvYRiMaJXPGPHZ6HDS1NAHg8nopq6kjUtfA/IsvZ8c6N5uWt4OC2ulhpp1RyZyltexau5zHfvJDCvkctTNn84Y3voXTFi894iZ2JDvY1LuJtmQbTbEmnmh+gp50D2XuMi6bfBlTQ1Op8dTR/n8eBpv/j2CslYsKTkLXvQnP3Ll45s7FWVV1VP9XR9K6eSN3femzzFi0hKs/9q+4PPt+zMpnMjz+8/9h8/Jn0LbNlNPP4qqPfoJAeeSg5djaZjA7yMaOV9lw921UvrCFxq0Jck548BPncMsNXyG3zcOm5W3s2dyPlXmRfPolPvijXxCqqByx/RFjkyTBB5Ak+G9LJvppWvkU3c89if/B5QQGsjx9touucy8lmrwI1RRi8XUhnv3VVzjj8qu57P0fOa71ffvRzfzPUzv45OUz+SdJgg8rU8jwdMvTvNb9Glv6t9ASb6Ej2TGU6AJMCk5idvlsyqkgrCMErDKCvdWk17uJ9xSvAGtdwO1J4PFbKDOLoXJABttK0d+2mlxqkJrJU5kTqqCsLwZNu8lu2oSjspLKT3yC8PVvHlcdu59I+c5OWr/4Fda0V9NSMZl8+gm0PcB5CxYz74rLyQe95AJuMn4nWQp0p7tZ07WGlR0raY43k8gl9rsyfyimMoeS5IAzcFDiXO2rptxTjtNw4jAcQ8Pwvw96nrVw9A5i9g5AexcP/OluugspHJ6leMx5VPWso6p3HRWOPhxBP2YgiBEIYAQDmIEARiCIo6qK0JVX4KipOab3g9aadCFNIp8gXUhj2RZ5O4+lLQp2YegxnovTneouNl8vNWXPWbmhv/N9cRzb+ylb0YvtCONxX0LBVU3cvZ28vZlgfCNzd/UwuQdchYO3Y+cb6sh84Eamzz2XsCtMwBUg4Azgc45ushDrTrHlpR30d/SSiiVJx5NkEkkyyRT5TAat02Cn0DqJYWSALNhZbCuDPeyqtbI1U0w3U5YsJTx1GmWz5hCeNm2/k87xZCAzwJ74HloTreyI7WB9z3raEvt++Cvoff/J9YF63jv3vVzXeB0B16HvhU0O9NO8fh271q5i8/Jn0TYEzbN50zkRIm+6Bndj4wnfp4u+/RRtA2m2ff2aEV/28HuOl3/uUurLxuf/uy4UGNi6hZfvvYf1a1cyuy+Hy5pKLDydWGg6GW8F/nwv59fvIjK7AWdtLcrpQjlMMExeG9jIb7feRUf/Hkxb49IOalQFFbkw3qQTPWiRS2WHalgYhkFdVS1O04FpmJiGgUOpYssNbYOthwqXYdto26Y3GaczPoBC4XSUYxs14GhgZn09SxZ78c6YhqOmBjMUQpn7mvZ3NzfRsvE1+tvb6G9vpXPXDtKDMZRZS+3M+dTPjOLyFBP2tq2b2LVmJQ1z5nPp+z9M5eSpxxTPgl3gxbYXuXfHvbzQ+gLxfByA6b1ncOm6eRQyy7k8pXFu3zUUE/fcOTR873u4ph7bOveyCgXu+PTHsPJ5bvn2f+PyHvq7Nt7Xw4annmDFX+6hfvZclv7Th7ln+x9Y3bma/mw/A+l+9ECM2h6b61+0OWunZrDcTc+5s6h8+ztYePZ1PPv7rWx8ro1g1MPMxVWse+hrRCdN4qZbv3pc+yDGB0mCDyBJ8NHR+Tyb/+ML8Lt7AegNGqw8++OYjmnUTl/NnlUv8KZPfJ7GRYuP+WrVtx7ZzI+f3sGnrpjJxy4df0mwnUqRfvU10uvWYfX3YycT2MkkViKBnUxhDQxgp1Ng2WjbomDbZAxF2uUg43SScZoUTANtGMXqmoYBpoHtdpNxavJOTcpRoNXuocubJh0wKS+vpTzcQIVnCmVU48+V4Ux56duRITGQQWureKDGRusUwfIETtcAqVg7ib52tG0ftB+GYVJdHuW0WBr/qrUowFlXh2tGI76zFxJ5z7sx/GPiu2RM0VqTXr2a7pc3sm5Djh39K7ELe5g0YDCtYw+BbDHJNYJBHNVVBC+9jOCVV+CZORPldJKzcsRz8aH7sgdzg0PNchO5xL6/8/H9CoLFs4O4u2JMaUoTToHTAmdB4yzsfb7/oysPZUlNdBCCw/LupopKNtaHcHgvYDDSQcuk10hXeCiEAzicrv273lH7uuLZ+3nf1ykVQ/eiDo0fNk/Wyg7t49570Yf/gPN6GcrY17S4VNzMbbqZ3Omj7uUUxmAW5fRhOOtRuh7DMYnqMxuYeWEFVRE3oVwO1R/H6u0l89pr9P36N+hCgdDVV+FunIGzoR5XQwOeOXNOeMGkTDJB29YtvPbXF4n39ZNJJMimEhQyKQq5AeDI99e6DCdu28adTuPI5nBYNk7LxmHbxeemg2mXXErjrV9AjeEKniNFa02qkCKWjbGxdyN3bLiDtd1rAShzl1Hrr6U+UM/8ivksqV3C3Ojc/Y5bsa4O/vKf36KnZSuGWUsoo5jiKHDmW6+l4q03nrDtvul/X2B9W4zNX716xJfdEcuw5BtPAvDi5y+lNjy+kuDkiy+y89vfYlO8j9YyP7ZSVCc0qUn/SF558foUNZP91M6MMPeSqbi9+678J/NJ1ves52ev/YwV7StoCDTwj2f9IwurFlLlqzroHnOrkGegs4O+thZ2v7qWts0bKOTzFHI5CvkchVwOK7+3SNXe78HiPwpFuLqG2Usv5PTLr8YXCmNZNi/9ZSdrH2+mvMbHBW+byaS5B1/NBMgk8wx0poh1pdi+up3tLz+N07mR9GDHfvMFIlHOWHY1i667EccIfqYHc4O0xlt5vnU5XXfm8Ox5iFWz4nQ2Fpjb52VWh8F5T3bisg0qvvk1qq849lYL6x5/iCd+/mNu+Oz/Y/rZbyCfsxjoSNG6tZ/mDb3E+7IU8lax6yqHTTK2kkz7X9ndUEbK388lzXmqewqUd8ZxJ7MoXeyIrOLWzxG+4WbyWZuOnTFWPdxEb2uSs6+awpLrprPtlRe4/3vf4NqPf4bZSy8csdiJsWskkmCl1CeB7wCVWuseVTxo/AC4BkgBf6e1Xn2kZYAkweNavrOL5PPP0f/oI8ReepUXFn+eQfcArsLD6P4kldMbOf9t72bamYuOOhn+z0c2879P7+DTV87iHy+Z8bdfcBi9Lc1sX7mCRF8vub1NNVWxHzhPIEAwWsmkeQsIV9XgdHvIZSx69sSJdadJx/MU8hZ2QWNZ9tCjlc5hxeOoTArSCUinIJOEdAKViKOTxWmu3CDeTC9Oh8bhMXF7nDh9LpTfR5vbpNvO05fPkMznyNkHn/jv7TYCSr0Fao2yip06WYaBPQL3iXktTSibI5BIE0xncecLOC0bp2XhtGxMu9iFhWtGI+E3vonwW24Y0eZPxaGrEAAAIABJREFUE8WuV9u5/7vfIJ8p3gPmdFYSCTbQ4A9R29uE/fIz+wpEmSaG241yu1EeT/G501ms7m7vu8JQfLTQuTw6lysO2ewhK29rlwtcDrTTWXp0YDtNtNNBoSxAviJEusxPe8FDT3uM/GA7ylFN/p0LSJcPDBUMS1tpClZhqNjTgd3twAHdwBzYNc/eIlGl7nhcpougMzh0pTXo2vfc6/AOXak2lVl8rop/+5w+qn3VeBwePKYHh+E47HeMVSiwefkz7H5tLa2bNzDYXWzmbDiqMZyzUEYZ/rIo5bXVRBsqqWgIMH2aycBt/0v8ySexhneXVVtL8JJL8CxYgLO2FkdVJY6KCoxg8JDrtwp5Bru7SMYGyKfT5DLFIZ9Okyv9nU0mSQz0kejrI97bS3qwVCkbE5QXw/TgcHpxOVz4TIOKwR58/R0Yg3HMTAaHrTGHJ7llZbhnzMDVWLwH2lFVhbO6Ckd1NY6qKoxA4JQp1nas1natZWXnStoSbbQl22iJt7B7sNgEek5kDjPLZ1IfrKc+UM/syGym+ibx11/8mp2rVpKOt1HsvdjLTTe/k4Ybrj8h8fzIr1fx7NZuNnzlqhFftm1r5nzxEbIFmxX/dhnVoWO/3/tkslMpOr7+dTruu49n50xGGwb1tbMob7iQXc0hPH4X13x0AdH6/d/j6UKa2zfczgM7HqA53gxA2B3mw6d/mLfNehsu8+RXAt+9vpdnf7+Vwe40br+DYKRYLyMQ8WCaiqbXehno3Nd1kuFQnPPGaZx95ZRS/9cabRe/X03H4b//RkrX7kF+/fl/Qfk1yQ800p/ppz/bT8+uTXzorgEaO2DDLC+tsyL0L5hE5YJFzI/OZ050DpXeyiNuXz6b4f8+/iHKqms45y2f5qU/76C/MzXUIYAZLTDo76Yr10GukMdhu/DkvUQ71kOuBVfoXRhmxevaj1Cll/PfehqT54Z58Q938fJf7qGspob3futHOEaxIrw4eY43CVZKTQJ+DswGFpaS4GuAf6KYBC8GfqC1XnyExRSXJUnwqaH/7rvZ9P3fsmbBP9Lhf5UN5X/g9B1hgmkHiUlurvjXT7Gkdsnr/qL+5sOb+ckzx5YEJwf66W7aybaXX+TVJx8BwO334/btbfqmsS2bdHxw2C+4AE6U4Uc56jCdMzEc1SjDh+lQGEpjaAtVyEEmXewA3XCgDQd2adAH9POqtY22OtD2INpOFe/Fs1PYhSa0nUCZXhyeagx3GO3yUnC4SCuDFJA3XRg4MWwTh+3E0A7ceAjYIVTGObR8dA5FgqA3g9+VwqWSOK0UDjuJU2dx6DzaKqAsG2XbKMtCWRYurQh7fHiCQcxgsFisKBgsJl0eD8rtwfAUEzHXtOm4GuqP6v9AHCyXLrD5xY1seelFOrevIZtsAUCZFVz1vk9Qn95NvrUVO5NFZ7PY2Qw6k0VnM+h8HlSxNYBSxdYByjRAGSiXqzi4i4/Oqiq8Zy/EWV8q/uR0HvFz19+e4Pm7H2THyoexcj2gvISr38AF77iJWUumn6zwnDTx3h62r3yJNY88SH/bnv0nKifKCBOqfgM3fPLdRBvC2KkU+dZWstu3M/DHP5FevRo7tX+/no6qKvS5S+gI+4mlk8QTMeKDgyQSg0fcFqVMlOFGKT8aX7EfZKOcoMPD9F2riHa+hsPK7nuBaeKZPw/31KmYkSiOaAQzEsWMlOOIRnHW1mJGoxM+yT0WveleHm16lEeaHqE13kpXet894RFPhBtm3MA5NecQyZex88ENbHruLrCz+G1FTbSC+jPPZurlV1I5Y2S69Pvmw5u5f10byz936Ygs70DLvvcM27sSvHLrMiqDo9Pf9utV6OsjvXYdXd/9LrmdO1l/8QU093fgCr4XwywvVXsu4/L3z9uv73CtNQ/teoj/WvVfdKY6WVq3lLOqzmJOZA4Lqxcetjn8yWLlbTa92E5vS4J4X2ZosAua6mkhpi6ooLzGR7jKS6jCi+kY3VuOfvvF/6F9y8Oc+7YvcPZVZ+PxO7Fsi1dbV9Lxwx9QvmIr4a7iufQzCwx+sUyR9qihljoe04PLdA211Nk71K7LEl09SLzxXCr7zqXf18H2yGr6fR30+FsY9PRS6a1kUc0i5kXnUe2vps5TQ+jOx7hvxdM4XX4Wv+urGB4f2i7+v9vWvh9gnW4Tl8dBuMpL7Ywy8pk093z1Vjp3bmPexcu45JYPHXfvE2L8GIEk+A/AV4F7gUWlJPinwNNa69+V5tkCXKy1bj/isiQJPnWkVq9h+VfuYmvNlTjtBH7HbgZYTaa3mycWdRGZdxpXTLmCKaEpTA9PZ3Lo8F2XfOPhTfz0mZ185qpZfPTiv50Eb3/lJdY+9iDdu3cN9f2olMFZV7+J05ddT9fuPJ1NcQa7U8S608T7stiWDSQIVwzgdKaw7QSFVB99rZuw7OI9ZKZl4y4U8OQtPPkCPl+A8qnTCM1fgCMaxRGJoE0DK5+nkM+Ty6RJxQZJxWLsXreK1NBVHUAZONw+8JcTD9UTMwIo28TUDkzbgVMXDw4ehxevw4Pb4cLlcuJ2uXC7XDicJi6PSTDqwe1z4vY7KKvyEa0PjPrBURy9wZ4e1j3+DC/feycO90ze8ZUvUDXl+ArKDad1scBZarBUGCmeIz2YK/4dyxDr6aa/bTd9LU+hrW5cvhpmL72axW+5klD01Ok39HC01qTjg8R7uhns6WKwu/jYtG49fa07UIaf8rqZeIMBPAEv3qCPUDSI1gWyXd3kBmPk4nFyyQS93Z3ErWIzZYftxFB+MMuxnVUosxwMP0q5ikm2cqG0iaOQx2VlcebieNPd+NLd+NJdhJPNBCr8+M89F9fkyZjRCI5oFDMSwTVlCmbg1P+/GQuyVpbWRCuvdb/GU3ue4snmJ4emGcrghi03U96isQvt6EIbmuIPqpOqarn81q9QXnPovrFfr0S2QH8yd8KKVn3g9ld4cnMXq/59GdHA2EuC852ddH37O6RXrybfVix0Z1ZUkPrgp3jyoZ/jDixkyY23UNNYRtWUIC6Pg/5MP2u71tIcb6Z5sJlXe15lc99m5kTm8NlzPsvC6oWjvFd/m9YaNKgRrgg+Ejp3tfKbWz+OtixcgUuYcc7FnHnZZGpn7Os2Kd/RQf9dd9F728+wKyNs/9jV7G4MDPWLPrxP9EIqQ2R5L+U7s9i+yfjcNzEwdzvOc2KEvSECrgART4TTK0+nzl+HUop8ezvptWvpv/tuUi++ROKqZTzbvovTzlnKaUvOo2rKNMpr6zHMw3ed9tfbf8qaRx7gjR//LLPOPXlV38XYcDxJsFLqzcClWuuPK6Wa2JcEPwB8U2v9fGm+J4HPaq1XHnF5kgSfWvI9Paz73j3s7nDSZTZgGSb5gZ/jceV59KokOwptQ/POKp/FWVVncUbVGSypXUK5u3zofpy9SfBnr5rNRy4+chGSls0buOcrtxKqqKR+zjyqpkyjcso0wjWTWfNYJ+ufbQUNbp+DcKWXUKWXcIWXaIVBsGUduccfIN/SQr69HZ3LUTAU6TkzSU1qION1k0aTyudIpZMkB/qxCoeopDOMMgxMn4dslZsN1T00u/qIOzNknfZQ++bGcCPn1Z/HrMgspoSmFPve9cgVnIno6TtvZ9WDf8BfcTOXve8KqqaECEY9x9wtymBPmsd/uYGupk4K2X60HUNbg8VHO1ZqmTDI3rZmnmAF573t3Zyx7FIpbsbebqFW8NxdfybR24LWedB59rsXV5ko5UQZzuKjGQY1BdM5A4crRChsEgopQkEIBTR+n8btMXG7DdxeA4fLKJ6kGSbKYWJ4vSivF8PjwSwrQzkOXb1YjJ7uVDdNg020JlppibfwaNOj9HTHmNI/j2k986gdqELndmClXwRlM+mCc7jyff9MyH/i+1U9Fl++fwO/XN7Emi9cTrl/bDUDze7YQfPffxA7FsN/0YV45y/As2A+uxJVPPHLH2Lnd/GOr/2Y2hm15KwcrYlWHmt6jF+s/wWpQrGVRtgdZkpwCjfNvIk3z3jzCel2bCIa7Oni/u99h44dG3F4ZuD0L+Otn7uIysnB/eZLr11L62c+S765Gf8FF+A98wy88+fjmTev2L/x1h38+ZtfIpscwOFdgju0lCveP5/pZx5cnVlrTeLJJ+n6/vfJbd8BgOHzUfX5z1H+1rfy3O/uYOX9f8a2iudmDqeL6KQp1DSexpIb375fBeltr7zIfd/9D85YdjXL/v6jJzBSYqxSSuWA14aNuk1rfduw6U8ANYd46a3AvwFXaK1jkgSLI8pn8mx/eitP/P4RcqmnWNyfY8o1V9LfEGJLNMuD2ZVs7ts81G2MoQzK3GVEPBFyXdewYUcd/7xsMp+4bP4hk0Nt27Ru3sh9//UN3D4/l3/oS6TjioHuNLGuNO3bB0gMZJm7sIypvg783dspdHSQ72gn39pGvrl4b5Br2jTcs2YN9SHqW7QQz+zZQLFbjmQhSSqfYiA7QHuinY2719LR30IsM1CsPloYpC83QIYcBdMm79CgwOvwsrRuKZNDkwm5QoTdYUKuEFNDU5lZPlMSXgFAIZfjl//6UZIDGRy+d6IMD4ZDEa7wEq7yUVbtIxT1YDoNTIeBYaqhx2yqQCaRJ5PKk00WyCRy7Fy7h3T/3diF7v3W4wmGCVdWU1ZTS1l1DeGqasJVNdTPnoPpOPULJB0LbWvSiTzJgSyDvWnat/eSTljkMzaGqTBMo3i7hGlQVu1j8twIkVr/mLyKI0aWrW160710pbvoSnbROdBDx0tZzJUBdPwJ8nYTlmHR1mCRmREmeNoUrmy8ivkV84l6oziN0f3M/WVNK1/4y3pe+fdleJyHv2p2MtiZDMnnnye1ajWpVavIbNyIWV5G6Js/ZsCsoKc5QVfzIK2bNpBL3E39ZRfwXGMzW/u30pnsHKo1cNnky7hl3i1MD08f1e7KTnXatln98H0899s7QIUoa/ggN35mEcHI/veW26kUPbfdRvyxx8nt2ldROjXtTJZHy8kXuqia8lZOO3MOM8+to3xyBGUY2Mkkhd5erL4+0us3MPCnP5LduAlXYyPlN9+M96yz8MyetV9hP6uQp7dlD927dw0NbVs2YThMovWTCVZUom2b7a+8RHXjDN72xf84rr7Pxfh1rFeClVILgCcpFr4CaADagHOALyPNocWhbH2llfu/+0ncys0l61ZhlIpAeRctxLdkCe2NZayfpOnLD9Cf6acr1cVTa8tIdp+Lq+ohyqpfocpXRaW3kvpAPZPyUVjfQfq1JqxYEsPjwRN9G3Zqb2EEjduTx2cmmdL0MJENy4tjDYUVCVGoCJONBolPq6R3Vg1d08vI2Pua6HQkO+hIdtCT7hn6VXk4QxlU+6qJeqKUe8qJeCJEvBEi7tKjJ0K5p5zp4el4HeOr6qYYHa2bN3L3V/4NX1mUaP1cXL4GNLUkB10MdmewCgdX7t6PApfHxOnJkur9C7lkO+e9/T1E6ycRrqomVFklB3whToL27QM88pO1JPqb8PQ9StIxiGUoLNPmqTO7aanOoFCUe8qJeqNMCU7hzKozuWzyZTQEG07admqtSeUs/O7RbXVQ6Olhz4c/Qmb9epTLhef0BbjOXMTm8IVsWlW8tcnhNIjUeenY9RMShV5+f34T0UAli2sXMyk4iYZgAzPLZzIrMmtU92Wi2fTcUzz0o+/ii7wVf/lpnPuWRqqnFlsyDf+R37Js+nb10rFyG7te7aW5a4Bs/PdM6bWYV+oPGQClMLzeg2ouuOfMofwdb6fsLW85qlYyPc1NrH7kfmJdncR7urBtm2lnLuL8t78Ht096tZioRqqLpAOuBF8LfIx9hbF+qLU+528uQ5LgieGBH97JluV3E6p9O42nTacq24T3qd8Vm7ZoDYaBGQ5jlpVhlpfz06kX8zu7jusqd7MwsJHBTIx4eoDBvn4qdocBhTLDmM5GHO7FeHIpZuz4C4FkK950L0apX8id1fDsfIONkxV7KsEyD75CYygDj+kZKtZQ6a2kPlhsnhxyhfA5fcW+WN0hanw1TA1PJegKHrQcIY7HtldeZO0j99O+bSv5UhdKnkCQislTCVXUYjpdKOXAMB0owwEokgOdpGK9JAd6iPf2UMhmMR0Orv3nz3Da4qWju0NCTFCZZJ6/3rGRXa/2onUB7+DLZHIrKbhtgteeQ3qSj15ngu50N9v6t9GaaB36cTXiiQwNVb6qoSSv1l9Lpa8Stzn27t89FnY6TfcP/5v+3/2OPC7sj36ZdMV0+ruydO6KkRzMkZ/fQWvtBrrjWwltjDGlycXqJVmuvep93DjzxlMmFuNVIZ/npx+5hcops0glLiMZK94X7wk4mTo/ijfkonPXIB27YtiF4rm+N+jEzt5PJr6bd77nH3Bks1jxOHYiiZ2IYyeTxaJ/lZWYkXJcDQ24Zxx7DyFCHOgEJcEK+BFwFcUrxe/7W02hQZLgCSOfy/Kzj/49mUQch28RhvMNTJlfw7zFUcp6N1LYvBErNoA1EMPq7eUH1mT+NPlcPrD+fm7a/gwAsUAdK6ZHKRgKd+hdOG0Df6aLsNXFtMl9mHMmYQV9WH4PBb+bfMhHPhpEo/dLcr0Ob6kAlQev6T1i9ypCnGy2ZdHd3ET7ti10795J9+5dDHS0U8jnsfL5ofueADzBEGXVNQSjFYQqKktdfp1O1dRTr6qzEOPNQFeK7Ss72fJSB33tbdix31FQxR+4otW1TF+8lLkXXEIu4uK+HfexJ76Hvkzf0NCT6qGg969BEXQFqfPXcdGki7h22rVMLxtfn/VCfz+pV16h78476dnYSuz8t7HdOI1CxkArTS6QYMDXycvlD1PV18dp7UF8g6AVBM6awd998pt4HNKqZax47nd38PK9f+CWb/8Y2w7TtTtO27YB9mzsI5cpUF7jZ/LcCNGGAJFaPx3bX+Kxn/6A825+D0vecvNob76YgEYqCR4JkgRPIPG+Hp799S/ZvPwZPIEIpuctWFYIp8dk8twobr8Dl8eBy2Pyq92d3Nfcy9vCXi4w3CQTFh1ND2LlNjD/wg9y3s3L8Ed9kryKCUfbNlahgFUo4PJ65TMgxBinteaVe7fx8sN7cOb24IivIm+1knLmUIbi/JvexaIbbz7os1ywC7Qn29kT30NnspPudDfdqW52xHawqnMVtrap89dR7a+mwltB0BXEY3pwO9x4TS9uh3u/H4D39qu99zHoClIfqB8qSHki5O08u/dsYOBXv8F6cQtWL6R81fRGZtFTcTYAbcHtvDL5IQrROJFAORXuKPNfUmQ3ttAwdz6zzr2QmYuX4guPzSJjE1lyoJ+ff+wDzFxyHld/7JP7TdNaD72nc5k0K/70e16+9w9MXnAm13/q33F65McMcfJJEnwASYJPrpaN67n3O1+jvK6BJTd+gh1rB+jcOUgua5FPFyjkbf7qybHKY7Gs4ObSgINcci29zU+w6E1v5aJ33zLauyCEEEK8btrWbHm5g+YNfbRu7iUVL6DtNPbg/eR1C6efdQ6Xf+6Lr3t5PekeHm16lHXd6+hJ99Cd6iaZT5KxMmQKGfJ2/m8vhGIBxxllM6jx1+AwHDgNJ07Due+56cShHDhN537Tcuk0qQ1N5HtiWL0JrL4EpHNoiv2zWoYmb9q4M4pIupq8Zyq2Kwo4QbmwTE1iajeRM91Mr6ijLhki2dPLYHcnHTu20dvSzMXv/XsWXnv9MUZcnCzP/vZ2Xrn3D1z78c8wc8l5GMN+VEkn4qx5+D7WPPIAmUSc+ZdcwbK//yimVMAXo0SS4ANIEnzybV7+DA/+8Nv4yyNc9O73M/u8i4Z+MbQtmy/ft4E7VjRzvb+VqZsfwioUmHbmQq7/7Bf3+4IVQgghxhOtNbHuNC2b+1n1wDb6Ox7Hyq5jQeMcZl54CZMuvgTTc3xFFS3bImsViz3uLfqYKWTIWlnShTRZK0t/pp+t/VvZ0r+F3nQvBbtA3s4PPQ5/but9xfnquz2c92oUX9aBpTQJv0UqqDHdPjyWH2/GgydhovImli6grR4o9aN8REoRKI8QrqrmrKuukz5cx4lcJs2vP/cv9Le3EohWMP/iZSy85noyiTh//I8vMtDZzow3LOEN191E3czZo725YoKTJPgAkgSPjratm3jq9tvo2LGN+tnzKKuuwRcuwxsMcdtmi8f7/FySWMl731DHnPMvpnr6DGn6KYQQ4pRh5W2e/dUq1j55B3ZhN6AxtYMyM8T0yVM4+5034T/99FE/9lm2RUEXWPfYQzx3xy+INEziwvd8CK9/MgMdGdY/uYvu9uzQ/O5MPyG7l6pJfs751PUop016MEY+kykO2Qy50qNhmlRPn0G4qgaHU7prG48K+Tw7Vq5gw9OPs2vdahwOJ7Zt4XR7uOFzX6J+1pzR3kQhAEmCDyJJ8OixbYtX7v0j215+gVQsRirWj1Uo8Gz0fNaFFvCZSyfz0SsWjPZmCiGEECeE1potKzrYvXIHrZvXMhhrwsrvBp1GqQARVc/0hkZqF0yj9rx5+KdPOmlJcS6TZqCjnf72Nlo2rWftow/QMPdswrU3sHNN/96uX/Fk+6hvfZaKajd1S+cQvfJiXNOmjXryLk6+rqadbHjmSZxuN6cvu5pQReVob5IQQyQJPoAkwWOH1ppcOs3XH9vBnS8188U3zuX9508b7c0SQgghTgrbsulrT/Lqw0+weflDpNPtgIHhaMBwNuJTlZy+ZBIL33chDtfI3B6ktSbW2cGeTetp2biRvrYWYl3tpAcH9psvWHk2ufwFOEyD+u4VhNvX4U+0EZndQMP3vouzrm5EtkcIIU6EsZQEy53xYj9KKdy+fVWf5UdkIYQQE4lhGlQ0BLn0gzdw6QdvoH37VjY89TQ7XnmRROwpBlGsWHE1r67L0TC/Gl+ZF0/AiekwUEbxOKqU2vd86FGh1L5xVkET702x5YV76W9bhV2IFzdAeVBmFMOox+GZjzLLUEYZyizD5fEyI7uSiuW/IXTmXMIfvwn/uefiamgY3aAJIcQ4I0mwOKS97QMkBxZCCDGR1c6YSe2MmSz74Ifob2/lsZ/8kJbND+GPTaM9cS4Fd5i86eFoj5jajpNPPYad340/fBrhssWUBasJuv047SxmPo2ZS2Jk45ipNoj1oJ59BoffR+XnP0n5O96BMowTs9NCCHGKkyRYHNLeVvJyP5EQQghRVF5bzw2f/xIP/+h7bH/lRdxWC96UwpfNoXIFtGWBbe87iKLQSmEZCkspbGPf85zDQKGZ39rD5HU7Dl6ZUhh+P0YggBHwY/oD+D/yD0RuuQUzHD6p+y2EEKcauSdYHNKevhQf+c0q7nz/YiJ+12hvjhBCCDFmaK3Z/vKL7FyzkuRAH8mBfqz83r6BNdrWYNtorVGAw3RgGgYOw8BUChOF1+Fk9pQZlDVMwgyFMYOBUsJbGnw+udIrhDiljKV7giUJFkIIIYQQQghxQo2lJFh+YhRCCCGEEEIIMWFIEiyEEEIIIYQQYsKQJFgIIYQQQgghxIQhSbAQQgghhBBCiAlDkmAhhBBCCCGEEBOGJMFCCCGEEEIIISYMSYKFEEIIIYQQQkwYkgQLIYQQQgghhJgwJAkWQgghhBBCCDFhSBIshBBCCCGEEGLCkCRYCCGEEEIIIcSEIUmwEEIIIYQQQogJQ5JgIYQQQgghhBAThiTBQgghhBBCCCEmDEmChRBCCCGEEEJMGJIECyGEEEIIIYSYMCQJFkIIIYQQQggxYUgSLIQQQgghhBBiwpAkWAghhBBCCCHEhCFJsBBCCCGEEEKICUOSYCGEEEIIIYQQE4YkwUIIIYQQQgghJgxJgoUQQgghhBBCTBhKaz3a24BSygbSB4x2AIVR2JxTjcRxZEgcj5/E8PhJDEeOxHJkSByPn8Tw+EkMR47EcmRIHA/Nq7UeExdhx0QSfChKqZVa60WjvR3jncRxZEgcj5/E8PhJDEeOxHJkSByPn8Tw+EkMR47EcmRIHMe+MZGJCyGEEEIIIYQQJ4MkwUIIIYQQQgghJoyxnATfNtobcIqQOI4MiePxkxgeP4nhyJFYjgyJ4/GTGB4/ieHIkViODInjGDdm7wkWQgghhBBCCCFG2li+EiyEEEIIIYQQQoyoEUuClVKTlFJPKaU2KqU2KKU+XhofUUo9rpTaVnosL42frZR6USmVVUp96oBlfaK0jPVKqd8ppTyHWectpeVuU0rdUhoXVEqtHTb0KKW+P1L7eaKNUhwfUUoNKKUeOGD8NKXUCqXUdqXU75VSrhO13yNthOP48VIMNyil/uUI67xKKbWlFK/PDRv/sdI4rZSqOFH7PNLGUgyHTf+hUiox0vt6ooylGCqlnhv2vdimlPrLidrvkTZKcfyFUqpLKbX+gPGHXOd4cQyxfJdS6lWl1GtKqReUUmcMW9YRP6/D5jvoWF0a/3Wl1J7x9JmGsRXDYdPvO/C9OpaNlRiqcX7OCKMWSzlvPHIcD3n8OMQ6T6nzxnFHaz0iA1ALnF16HgS2AnOBbwGfK43/HPCfpedVwBuArwOfGracemAXxX6kAO4G/u4Q64sAO0uP5aXn5YeYbxVw4Ujt54keTnYcS9MuA94EPHDA+LuBt5ee/wT4yGjHZxTiOB9YD/go9vn2BDDjEOszgR3AdMAFrAPmlqadBUwFmoCK0Y7NeIxhafoi4FdAYrRjM15jOGy+PwLvHe34jNU4lua9EDgbWH/A+EOuc7wMxxDLpZSOrcDVwIqjfK8d9lgNLCltz7j5TI+1GJamvwX47YHv1bE8jLUYDptvXJ0zjkYsS/PKeeNh4lj6+5DHjwPWd8qdN463YcSuBGut27XWq0vP48AmionYm4E7SrPdAVxfmqdLa/0KkD/E4hyAVynloHiy0naIea4EHtda92mt+4HHgauGz6CUmknxZOi549y9k2YU4ojW+kkgPnycUkoBlwJ/OHCd48HDsWOXAAAG2ElEQVQIxnEOxS+2lNa6ADxD8YTjQOcA27XWO7XWOeCu0rrQWq/RWjeN5P6dDGMphkopE/g28JkR3MUTbizFcC+lVIjiZ3vcXAkehTiitX4W6DvEpEOuc7w4hli+UDrGArwENJSe/833Wslhj9Va65e01u0jvY8n2liKoVIqAPwr8LWR3csTayzFcK/xeM4IoxJLOW/kiHE80vFjuFPuvHG8OSH3BCulplL8FWMFUD3sINcBVB/ptVrrVuA7QDPQDsS01o8dYtZ6YM+wv1tK44Z7O/B7rfW4rP51kuJ4OFFgoHSiCIeO77hwPHGkeNXoAqVUVCnlA64BJh1ivtfzfhy3xkAMPwbcNx5PmPcaAzHc63rgSa314FHtwBhxkuJ4JEe7zjHrGGL5AeDh0vPX+50n3437G+kYfhX4LpA6+q0fG8ZADPca1+eMcNJieTgT+bxxeBxfr1P6u3E8cIz0Aku/Sv4R+Bet9WDxh6EirbVWSh3xy6XU1v7NwDRgALhHKfVurfWvj2Fz3g685xheN+rGWBzHreONo9Z6k1LqP4HHgCSwFrBO4CaPOaMdQ6VUHfBW4OKj3/qxYbRjeIB3AD8/xteOqjEWx9e1zrHqaGOplLqE4one+Sd1Q8ew0Y6hUupMoFFr/YnSSfu4M9oxPMC4PWeEMRfLcUviOHGM6JVgpZST4hvnN1rrP5VGdyqlakvTa4Guv7GYZcAurXW31joP/AlYqpRarPYVLrgOaGX/X/AbSuP2bssZgENrvWpEdu4kOslxPJxeoKzUlBoOiO94MEJxRGv9f1rrhVrrC4F+YGupgMLeOH6Yv/F+HK/GSAzPAmYA25VSTYBPKbV9hHbxhBsjMdy7LRUUm2A9OBL7djKd5DgeyVGvc6w52lgqpU6n+MPJm7XWvaXRh3yvHe2xerwaIzE8F1hU+l58HpiplHp6ZPf0xBkjMdy77HF7zggnPZaHM+HOGw8Tx8Mte0KcN44reuRuKFfAncD3Dxj/bfa/ofxbB0z/EvsXLlkMbKB4D6ui2P7+nw6xvgjFwk/lpWEXEBk2/ZvAl0dq/07WcLLjOGz+izm4wME97F/g4KOjHZ+THcfSuKrS42RgM1B2iPU5KBbamMa+AgfzDpiniXFU4GAsxrA037gpojPWYgh8GLhjtOMy1uM4bN6pHFwY64jrHOvD0cayFKftwNKjea8Nm++Ix+rSPOPmMz2GY3jQe3UsD2MthozTc8bRiOWw+S9mAp83Hi6Ow153xM/k64k34+y8cbwNI/nmOR/QwKsUm5itpXi/VRR4EthGsRJnpDR/DcX274MUm+u2AKHStC9TPDlZT7EarPsw63x/6Q24HXjfAdN2ArNHO8DjJI7PAd1AuvT6K0vjpwMvl+J7z+FePxaHEY7jc8DG0hfUZUdY5zUUqwnuAG4dNv6fS8srUCxO9vPRjs94i+EB84ybE+axFkPgaeCq0Y7LOInj7yjWU8iXXv+B0vhDrnO8DMcQy59TvGK+d96Vr+e9dsA6D3msplh1tQWwS49fGu34jLcYDps+lfGVBI+pGDJOzxlHMZZy3njkOB7y+HGIdZ5S543jbVClYAshhBBCCCGEEKe8E1IdWgghhBBCCCGEGIskCRZCCCGEEEIIMWFIEiyEEEIIIYQQYsKQJFgIIYQQQgghxIQhSbAQQgghhBBCiAlDkmAhhBDiBFFKfUkp9akjTL9eKTX3ZG6TEEIIMdFJEiyEEEKMnusBSYKFEEKIk0j6CRZCCCFGkFLqVuAWoAvYA6wCYsCHABewHXgPcCbwQGlaDLixtIj/ASqBFPBBrfXmk7n9QgghxKlOkmAhhBBihCilFgK3A4sBB7Aa+AnwS611b2merwGdWuv/VkrdDjygtf5DadqTwIe11tuUUouBb2itLz35eyKEEEKcuhyjvQFCCCHEKeQC4M9a6xSAUuq+0vj5peS3DAgAjx74QqVUAFgK3KOU2jvafcK3WAghhJhgJAkWQgghTrzbgeu11uuUUn8HXHyIeQxgQGt95kncLiGEEGLCkcJYQgghxMh5FrheKeVVSgWBN5XGB4F2pZQTeNew+eOlaWitB4FdSqm3AqiiM07epgshhBATgyTBQgghxAjRWq8Gfg+sAx4GXilN+gKwAlgODC90dRfwaaXUGqVUI8UE+QNKqXXABuDNJ2vbhRBCiIlCCmMJIYQQQgghhJgw5EqwEEIIIYQQQogJQ5JgIYQQQgghhBAThiTBQgghhBBCCCEmDEmChRBCCCGEEEJMGJIECyGEEEIIIYSYMCQJFkIIIYQQQggxYUgSLIQQQgghhBBiwpAkWAghhBBCCCHEhPH/AeuFmsTph+wlAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 1152x720 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yTRTvCEhsXVG"
      },
      "source": [
        "## fourier transform\n",
        "\n",
        "close_fft = np.fft.fft(np.asarray(df_1['sentiment score'].tolist()))\n",
        "fft_df = pd.DataFrame({'fft':close_fft})\n",
        "fft_df['absolute'] = fft_df['fft'].apply(lambda x: np.abs(x))\n",
        "fft_df['angle'] = fft_df['fft'].apply(lambda x: np.angle(x))\n",
        "fft_list = np.asarray(fft_df['fft'].tolist())\n",
        "\n",
        "for num_ in [5, 10, 15, 20]:\n",
        "    fft_list_m10= np.copy(fft_list); fft_list_m10[num_:-num_]=0\n",
        "    df_1['fourier '+str(num_)]=np.fft.ifft(fft_list_m10)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "flparmbPsXVH",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 795
        },
        "outputId": "93d8930b-b730-4c79-ce7d-5660eabe54db"
      },
      "source": [
        "df_1[['sentiment score', 'fourier 5', 'fourier 10', 'fourier 15', 'fourier 20']].plot(figsize=(16, 10))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/numpy/core/_asarray.py:83: ComplexWarning: Casting complex values to real discards the imaginary part\n",
            "  return array(a, dtype, copy=False, order=order)\n",
            "/usr/local/lib/python3.6/dist-packages/numpy/core/_asarray.py:83: ComplexWarning: Casting complex values to real discards the imaginary part\n",
            "  return array(a, dtype, copy=False, order=order)\n",
            "/usr/local/lib/python3.6/dist-packages/numpy/core/_asarray.py:83: ComplexWarning: Casting complex values to real discards the imaginary part\n",
            "  return array(a, dtype, copy=False, order=order)\n",
            "/usr/local/lib/python3.6/dist-packages/numpy/core/_asarray.py:83: ComplexWarning: Casting complex values to real discards the imaginary part\n",
            "  return array(a, dtype, copy=False, order=order)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fb0ec511438>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 64
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6cAAAJNCAYAAADNtAMgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzde5xT9Z0//tc5J5krN7kpMMqgLAgzDKMi4Cq11WKL95betvrFlraLte226Lb63a0Fu1baLltbf9Wl3bbrjVXaqj9bl4qVghWlKoMDclMURpgLchnmnkyScz7fP04+JyfJySSZZHKSyev5ePjAyUxOzmSSk/M+78tHEUKAiIiIiIiIyE2q2ztARERERERExOCUiIiIiIiIXMfglIiIiIiIiFzH4JSIiIiIiIhcx+CUiIiIiIiIXMfglIiIiIiIiFzncXsH7MaPHy+qq6vd3g0iIiIiIiIaAg0NDSeFEBOcvpdXwWl1dTV27Njh9m4QERERERHREFAU5f1E32NZLxEREREREbmOwSkRERERERG5jsEpERERERERuS6vek6dBINBNDc3w+/3u70rlAVlZWWoqqqC1+t1e1eIiIiIiCiP5H1w2tzcjJEjR6K6uhqKori9O5QBIQROnTqF5uZmTJs2ze3dISIiIiKiPJL3Zb1+vx/jxo1jYDoMKIqCcePGMQtORERERERx8j44BcDAdBjh35KIiIiIiJwURHA6HDQ2NmLjxo3W13/4wx/wwx/+cEgfc+vWrXj11VeH9DGIiIiIiIiygcFpjsQGp9dffz3uuuuuIX3MXAanoVAoJ49DRERERETDE4PTJHp7e3HNNddg7ty5qK2txYYNGwAADQ0NuPzyy3HRRRfhYx/7GNra2gAAH/7wh3HnnXdi/vz5mDFjBl5++WUEAgF873vfw4YNG1BfX48NGzbg4Ycfxte//nUAwBe+8AV89atfxcKFC3Huuedi69atWL58OWbNmoUvfOEL1r688MILuOSSS3DhhRfi05/+NHp6egAA1dXVWLVqFS688ELMmTMHBw4cQFNTE9atW4f7778f9fX1ePnll6N+r5deegn19fWor6/HBRdcgO7ubgDAj370I8yZMwdz5861gufGxkYsXLgQdXV1+MQnPoHTp09bv+u3vvUtzJs3Dz/72c8SPidERERERETJMDhN4vnnn8fkyZOxa9cu7NmzBx//+McRDAbxjW98A7///e/R0NCA5cuX41//9V+t+4RCIbz++uv46U9/invuuQclJSX4/ve/j89+9rNobGzEZz/72bjHOX36NLZv3477778f119/PVauXIm9e/firbfeQmNjI06ePIl7770XL774Inbu3Il58+bhJz/5iXX/8ePHY+fOnfjqV7+KtWvXorq6GrfeeitWrlyJxsZGLFq0KOrx1q5diwcffBCNjY14+eWXUV5ejj/96U949tln8dprr2HXrl34zne+AwBYtmwZfvSjH2H37t2YM2cO7rnnHms7gUAAO3bswD/90z8N+JwQERERERENJO+XkrG75497sa+1K6vbnD15FFZdV5Pw+3PmzMEdd9yBO++8E9deey0WLVqEPXv2YM+ePVi8eDEAQNd1TJo0ybrPJz/5SQDARRddhKamppT247rrroOiKJgzZw7OPPNMzJkzBwBQU1ODpqYmNDc3Y9++fbj00ksBmEHhJZdc4viYTz/9dNLHu/TSS3H77bfjpptuwic/+UlUVVXhxRdfxBe/+EVUVFQAAMaOHYvOzk50dHTg8ssvBwDccsst+PSnP21tRwbab7/99oDPCRERERER0UAKKjh1w4wZM7Bz505s3LgR3/3ud3HllVfiE5/4BGpqarB9+3bH+5SWlgIANE1LuRdT3kdVVev/5dehUAiapmHx4sV44oknsvKYd911F6655hps3LgRl156KTZt2pTSfsaqrKwEYK5hOtBzQkRERERENJCCCk4HynAOldbWVowdOxY333wzxowZg1/96le46667cOLECWzfvh2XXHIJgsEg3nnnHdTUJN6/kSNHWn2dg7Fw4UJ87Wtfw7vvvovp06ejt7cXLS0tmDFjxoCP2dXlnGl+7733MGfOHMyZMwdvvPEGDhw4gMWLF+P73/8+brrpJlRUVKC9vR1jx47FGWecgZdffhmLFi3CY489ZmVR7WbOnJn2c0JERERERCSx5zSJt956C/Pnz0d9fT3uuecefPe730VJSQl+//vf484778TcuXNRX1+fdCruRz7yEezbt88aiJSuCRMm4OGHH8Y//MM/oK6uDpdccgkOHDgw4H2uu+46PPPMM44DkX7605+itrYWdXV18Hq9WLJkCT7+8Y/j+uuvx7x581BfX4+1a9cCAB555BF8+9vfRl1dHRobG/G9730v7rEG85wQERERERFJihDC7X2wzJs3T+zYsSPqtv3792PWrFku7RENBf5NiYiIiIiKk6IoDUKIeU7fY+aUiIiIiIiIXMfglIiIiIiIiFzH4JSIiIiIiIhcx+CUiIiIiIiIXMfglIiIiIiIiFzH4JSIiIiIiIhcx+A0BQ888ABmzZqFm266KSvbu/rqq9HR0THo+69evRpTpkxBfX096uvrsXHjxqzsFxERERER5U5QN7DisR04cKzL7V3JCx63d6AQPPTQQ3jxxRdRVVWV0XaEEBBCpB1M6roOTdOiblu5ciX++Z//OaP9ISIiIiIi95zs6cemvR/gQzMm4PyzRrm9O65j5jSJW2+9FYcOHcKSJUtw//33o729HTfeeCPq6uqwcOFC7N69G4CZzVy7dq11v9raWjQ1NaGpqQkzZ87EsmXLUFtbi6NHj6K6uhonT54EADz++OOYP38+6uvrsWLFCui6DgAYMWIE7rjjDsydOxfbt2/P/S9ORERERERDSgjzX8MQ7u5InmBwmsS6deswefJkbNmyBStXrsSqVatwwQUXYPfu3bjvvvuwbNmypNs4ePAgbrvtNuzduxdTp061bt+/fz82bNiAV155BY2NjdA0DevXrwcA9Pb2YsGCBdi1axcuu+yyuG3+/Oc/R11dHZYvX47Tp09n7xcmIiIiIqKckCEpY1NTYZX1/uku4Nhb2d3mWXOAJT9M+ce3bduGp556CgBwxRVX4NSpU+jqGrhGfOrUqVi4cGHc7Zs3b0ZDQwMuvvhiAIDP58PEiRMBAJqmYenSpY7b++pXv4q7774biqLg7rvvxh133IHf/OY3Kf8ORERERETkPhFOneqMTgEUWnCaxzweDwzDsL72+/3W/1dWVjreRwiBW265BWvWrIn7XllZWVyfqXTmmWda//+Vr3wF11577WB3m4iIiIiIXGKV9QoGp0ChBadpZDiHyqJFi7B+/Xrcfffd2Lp1K8aPH49Ro0ahuroazz33HABg586dOHz4cNJtXXnllbjhhhuwcuVKTJw4Ee3t7eju7o4q/XXS1taGSZMmAQCeeeYZ1NbWZv6LERERERFRTjE4jVZYwWkeWL16NZYvX466ujpUVFTgkUceAQAsXboUjz76KGpqarBgwQLMmDEj6bZmz56Ne++9F1dddRUMw4DX68WDDz6YNDj9zne+g8bGRiiKgurqavziF7/Iyu9GRERERES5IyDLel3ekTyhiDyK0ufNmyd27NgRddv+/fsxa9Ysl/aIhgL/pkREREREQNPJXnx47VZ8+2Mz8bWPTHd7d3JCUZQGIcQ8p+9xWi8REREREZELrGm9HIgEgMEpERERERGRK2SvKWNTE4NTIiIiIiIiF8gOSz2PWi3dxOCUiIiIiIjIFWZQmk9zgNzE4JSIiIiIiMgFVuaUdb0AGJwSERERERG5whDR/xY7BqcpeOCBBzBr1izcdNNNWdne1VdfjY6OjkHf/3e/+x1qamqgqipil95Zs2YNpk+fjpkzZ2LTpk2Z7ioREREREQ0Ruc6pwbJeAIDH7R0oBA899BBefPFFVFVVZbQdIQSEENi4cWNa99N1HZqmWV/X1tbi6aefxooVK6J+bt++fXjyySexd+9etLa24qMf/SjeeeedqPsSEREREVF+kDEpl5IxMXOaxK233opDhw5hyZIluP/++9He3o4bb7wRdXV1WLhwIXbv3g0AWL16NdauXWvdr7a2Fk1NTWhqasLMmTOxbNky1NbW4ujRo6iursbJkycBAI8//jjmz5+P+vp6rFixArquAwBGjBiBO+64A3PnzsX27duj9mnWrFmYOXNm3L4+++yz+NznPofS0lJMmzYN06dPx+uvvz5UTw0REREREWWA03qjMThNYt26dZg8eTK2bNmClStXYtWqVbjggguwe/du3HfffVi2bFnSbRw8eBC33XYb9u7di6lTp1q379+/Hxs2bMArr7yCxsZGaJqG9evXAwB6e3uxYMEC7Nq1C5dddllK+9rS0oKzzz7b+rqqqgotLS1p/sZERERERJQLVlkvM6cACqys90ev/wgH2g9kdZvnjz0fd86/M+Wf37ZtG5566ikAwBVXXIFTp06hq6trwPtMnToVCxcujLt98+bNaGhowMUXXwwA8Pl8mDhxIgBA0zQsXbo05f0iIiIiIqLCIjgQKUpBBaf5zOPxwDAM62u/32/9f2VlpeN9hBC45ZZbsGbNmrjvlZWVpd0rOmXKFBw9etT6urm5GVOmTElrG0RERERElBss641WUMFpOhnOobJo0SKsX78ed999N7Zu3Yrx48dj1KhRqK6uxnPPPQcA2LlzJw4fPpx0W1deeSVuuOEGrFy5EhMnTkR7ezu6u7ujSn/Tcf311+Pzn/88br/9drS2tuLgwYOYP3/+oLZFRERERERDS5b1CganAAosOM0Hq1evxvLly1FXV4eKigo88sgjAIClS5fi0UcfRU1NDRYsWIAZM2Yk3dbs2bNx77334qqrroJhGPB6vXjwwQeTBqfPPPMMvvGNb+DEiRO45pprUF9fj02bNqGmpgaf+cxnMHv2bHg8Hjz44IOc1EtERERElKeszCnregEASj5F6fPmzROx63bu378fs2bNcmmPaCjwb0pEREREBLx55DQ+8dCr+NRFVVj76blu705OKIrSIISY5/Q9TuslIiIiIiJygUwTclqvicEpERERERGRCyLTehmcAgxOiYiIiIiIXGIGpTpjUwAMTomIiIiIiFxhZU5Z1guAwSkREREREZErDJb1RmFwSkRERERE5AK5cgqXkjExOE3BAw88gFmzZuGmm27KyvauvvpqdHR0DPr+v/vd71BTUwNVVWFfeqepqQnl5eWor69HfX09br311mzsLhERERERDQFrWi9jUwCAx+0dKAQPPfQQXnzxRVRVVWW0HSEEhBDYuHFjWvfTdR2apllf19bW4umnn8aKFSvifva8885DY2NjRvtJRERERERDj9N6ozFzmsStt96KQ4cOYcmSJbj//vvR3t6OG2+8EXV1dVi4cCF2794NAFi9ejXWrl1r3a+2thZNTU1oamrCzJkzsWzZMtTW1uLo0aOorq7GyZMnAQCPP/445s+fj/r6eqxYsQK6rgMARowYgTvuuANz587F9u3bo/Zp1qxZmDlzZo6eASIiIiIiGgqyrJfBqYnBaRLr1q3D5MmTsWXLFqxcuRKrVq3CBRdcgN27d+O+++7DsmXLkm7j4MGDuO2227B3715MnTrVun3//v3YsGEDXnnlFTQ2NkLTNKxfvx4A0NvbiwULFmDXrl247LLLUt7fw4cP44ILLsDll1+Ol19+Of1fmIiIiIiIckKGpOw5NRVUWe+x++5D//4DWd1m6azzcda//EvKP79t2zY89dRTAIArrrgCp06dQldX14D3mTp1KhYuXBh3++bNm9HQ0ICLL74YAODz+TBx4kQAgKZpWLp0acr7BQCTJk3CkSNHMG7cODQ0NODGG2/E3r17MWrUqLS2Q0REREREQ08mTJk4NRVUcJrPPB4PDMOwvvb7/db/V1ZWOt5HCIFbbrkFa9asifteWVlZVJ9pKkpLS1FaWgoAuOiii3DeeefhnXfewbx589LaDhERERERDT0BTuu1K6jgNJ0M51BZtGgR1q9fj7vvvhtbt27F+PHjMWrUKFRXV+O5554DAOzcuROHDx9Ouq0rr7wSN9xwA1auXImJEyeivb0d3d3dUaW/6Thx4gTGjh0LTdNw6NAhHDx4EOeee+6gtkVEREREREOLA5Gisec0TatXr0ZDQwPq6upw11134ZFHHgEALF26FO3t7aipqcHPf/5zzJgxI+m2Zs+ejXvvvRdXXXUV6urqsHjxYrS1tSW93zPPPIOqqips374d11xzDT72sY8BAP7617+irq4O9fX1+NSnPoV169Zh7Nixmf3CREREREQ0JAwORIqiiDx6IubNmyfs63YC5tCgWbNmubRHNBT4NyUiIiIiAra8fRxf/O83cOE5Y/D0bZe6vTs5oShKgxDCse+QmVMiIiIiIiI3WGW97u5GvmBwSkRERERE5AI5EIllvSYGp0RERERERC6Qi30wODUxOCUiIiIiInKBDEl1Y8AfKxoMTomIiIiIiFwgh9Pm05BaNzE4JSIiIiIickEkc8rgFGBwmpIHHngAs2bNwk033ZSV7V199dXo6OgY9P2//e1v4/zzz0ddXR0+8YlPRG1rzZo1mD59OmbOnIlNmzZlY3eJiIiIiGgICGtaL4NTgMFpSh566CH8+c9/xvr16zPajhAChmFg48aNGDNmTMr303U96uvFixdjz5492L17N2bMmIE1a9YAAPbt24cnn3wSe/fuxfPPP4/bbrst7r5ERERERJQfZDkvE6cmBqdJ3HrrrTh06BCWLFmC+++/H+3t7bjxxhtRV1eHhQsXYvfu3QCA1atXY+3atdb9amtr0dTUhKamJsycORPLli1DbW0tjh49iurqapw8eRIA8Pjjj2P+/Pmor6/HihUrrGByxIgRuOOOOzB37lxs3749ap+uuuoqeDweAMDChQvR3NwMAHj22Wfxuc99DqWlpZg2bRqmT5+O119/fcifIyIiIiIiSp+MSZk5NTE4TWLdunWYPHkytmzZgpUrV2LVqlW44IILsHv3btx3331YtmxZ0m0cPHgQt912G/bu3YupU6dat+/fvx8bNmzAK6+8gsbGRmiaZmVne3t7sWDBAuzatQuXXXZZwm3/5je/wZIlSwAALS0tOPvss63vVVVVoaWlZbC/OhERERERDSEZk7Ln1ORxewfS8fJv38HJoz1Z3eb4s0dg0WdmpPzz27Ztw1NPPQUAuOKKK3Dq1Cl0dXUNeJ+pU6di4cKFcbdv3rwZDQ0NuPjiiwEAPp8PEydOBABomoalS5cOuN0f/OAH8Hg8WeuFJSIiIiKi3BHh3KnB4BRAgQWn+czj8cAwIgsU+f1+6/8rKysd7yOEwC233GL1jNqVlZVB07SEj/fwww/jueeew+bNm6EoCgBgypQpOHr0qPUzzc3NmDJlStq/CxERERERDT1DRP9b7AoqOE0nwzlk+7BoEdavX4+7774bW7duxfjx4zFq1ChUV1fjueeeAwDs3LkThw8fTrqtK6+8EjfccANWrlyJiRMnor29Hd3d3VGlv06ef/55/PjHP8ZLL72EiooK6/brr78en//853H77bejtbUVBw8exPz58zP7hYmIiIiIaEjIgUg6e04BZDE4VRRFA7ADQIsQ4lpFUaYBeBLAOAANAP6PECKQrcdzy+rVq7F8+XLU1dWhoqICjzzyCABg6dKlePTRR1FTU4MFCxZgxozkgfTs2bNx77334qqrroJhGPB6vXjwwQeTBqdf//rX0d/fj8WLFwMwhyKtW7cONTU1+MxnPoPZs2fD4/HgwQcfHDD7SkRERERE7hMMTgEASraeCEVRbgcwD8CocHD6WwBPCyGeVBRlHYBdQoj/HGgb8+bNEzt27Ii6bf/+/Zg1a1ZW9pHyA/+mRERERETA//9mC761oRFnVHjx5veucnt3ckJRlAYhxDyn72VlWq+iKFUArgHwq/DXCoArAPw+/COPALgxG49FREREREQ0HBhc5zRKtpaS+SmA7wCQE4HGAegQQoTCXzcD4GQeIiIiIiKiMFnEymm9poyDU0VRrgVwXAjRMMj7/6OiKDsURdlx4sSJTHeHiIiIiIioIMiQ1GDPKYDsZE4vBXC9oihNMAcgXQHgZwDGKIoiBy5VAWhxurMQ4pdCiHlCiHkTJkxwfAA2CA8f/FsSEREREZk4rTdaxsGpEOL/CiGqhBDVAD4H4C9CiJsAbAHwqfCP3QLg2cFsv6ysDKdOnWJQMwwIIXDq1CmUlZW5vStERERERK6LZE5d3Y28MZTrnN4J4ElFUe4F8CaAXw9mI1VVVWhubgZLfoeHsrIyVFVVub0bRERERESukwk49pyashqcCiG2Atga/v9DAOZnuk2v14tp06ZluhkiIiIiIqK8IotDWdZryta0XiIiIiIiIkqDDEmF4GwWgMEpERERERGRK+zxKCt7GZwSERERERG5wr6EDJeTYXBKRERERETkCns4qjN1yuCUiIiIiIjIFbZsKROnDE6JiIiIiIhcEZU5ZXTK4JSIiIiIiMgN0QORGJwyOCUiIiIiInJB1EAk9pwyOCUiIiIiInIDl5KJxuCUiIiIiIjIBZzWG43BKRERERERkQsE1zmNwuCUiIiIiIjIBRyIFI3BKRERERERkQuErbCXZb0MTomIiIiIiFxhT5YyccrglIiIiIiIyBWZDERqOtmLtk5fdnfIZR63d4CIiIiIiKgYZdJz+uG1WwEATT+8Jot75C5mTomIiIiIiFxgcFpvFAanRERERERELuM8JAanRERERERErrCvc8ppvQxOiYiIiIiIXMF1TqMxOCUiIiIiInKBPVlqGO7tR75gcEpEREREROQCYVtMRmfmlMEpERERERGRG1jWG43BKRERERERkQvs4aiRwUCkLn8warhSoWJwSkRERERE5IaodU4Ht4mWDh/qVr+AX287nKWdcg+DUyIiIiIiIhfYA9LBLiXTctoHANi091g2dslVDE6JiIiIiIhcYB+INNiyXFUx/x0O66QyOCUiIiIiInKBPR4d7LReNRydDoPYlMEpERERERGRG6IGIg0yuFQVMzjlQCQiIiIiIiIaFPvyMYOd1ivLepk5JSIiIiIiosHJwjqnMnM6HNZJZXBKRERERETkAns4OdiBRgozp0RERERERJQJEbXOqXN02dkXHDBwZc8pERERERERZURElfXGf98f1HHpj/6CP+xqSbgNlvUSERERERFRRuwBqVN2tMsXRE9/CMc6+xNugwORiIiIiIiIKCMCA5f1+oI6ACAQMhJuQ2HmlIiIiIiIiDIhkkzr9QfNoDSg6wm3YWVOh0HqlMEpERERERGRywyH5KjMnAb15AORhkFsyuCUiIiIiIjIDfZsqe5U1htIXtarqSzrJSIiIiIiogzY40mnpWD84cxp/wDBqdO2ChWDUyIiIiIiIhfYByLpDvGnP6WBSOa/zJwSERERERHRoCQbiBTpOU2eOWVwSkRERERERINiCPs6pYNbSsa+rULH4JSIiIiIiMgVwhpopDtEl5GlZFLpOS386JTBKRERERERkQuEsE/bjf++P62y3qzumisYnBIREREREblACMCjmiGZ4RBdyqVkUpnWy55TIiIiIiIiGhRhK+t1Ci5TmdYrOQW3hYbBKRERERERkQsMW1mvzoFIDE6JiIiIiIjcYO85darKTbSUjNPwI5b1EhERERER0aAICHgGnNYbzpzGBafx22JwSkRERERERIMTNa13gKVkYsp6nX6WZb1EREREREQ0KIYQUJVwcDrAtN64sl6HbXGdUyIiIiIiIhoUAUBRAFVxznzKntPYpWSYOSUiIiIiIqKsEQJQYJb2Ok3rTbSUDHtOiYiIiIiIKGsEAFVRoCqKY1mvfSCSvWzXKQ4dBrEpg1MiIiIiIiI3iHDqVFUUx8ynLOsVInqar3DsOi18DE6JiIiIiIhcEFXWa8R/X07rBaKXkxkO/aVOGJwSERERERG5QEBAURQoinPPqC+oo9Rjhmz2vtPhMJnXCYNTIiIiIiIiFwhhTurV1PiyXt0QCIQMjCr3AmDmlIiIiIiIiIaIWdarOPacymFIo8o8AJg5JSIiIiIioiFiCBFe5zS+51QGp6Nl5jQqOM3ZLuYUg1MiIiIiIiIXyBhTVeKzoXJSryzrDeqR7w+HNU2dMDglIiIiIiJygRCAoijhab2JynodMqe528WcYnBKRERERETkCgFVlvXG9ZyawahV1qvr1veYOSUiIiIiIqKsMTOngKrG95H6YnpO+22Z0+GaOmVwSkRERERE5AJDCChQoCnxZb2+gOw5Naf1RvecOm/vz/s+QLc/ODQ7mwMMTomIiIiIiFwgAGtab+KlZJx6Tp2j0688ugNtnf6h2dkcYHBKRERERETkAjkQSVXjg9PYsl57cJoocwoAJVrhhniFu+dEREREREQFTABQYC4lYyRY5zSylIx9ndPE0anXU7ghXuHuORERERERUQETQlhlvbHTeq2eU6ey3gEyp15Nyf6O5giDUyIiIiIiIhcIITOnSlw21B+KXkqmX08tOGVZLxEREREREaVFQEBRFGhq4mm9I8vMab3RPaeJo9MSlvUSERERERFROoQw+01VJX7IkT+oo9SjotRrhmz2ntOBglMvM6dERERERESUDrOs13larz+oo7xEs8p0o5eSScyjsueUiIiIiIiI0mCEm05VxaGsN6ij3KvBo6lQldiBSM7haYlHhaIwOCUiIiIiIhr2nt7ZjD/uas3KtuRSMpritM6pgTKvBsAMOoMpDEQq5GFIAOBxeweIiIiIiIgKxWN/ex9eTcV1cydnvjEBs6QXwnGdUxmcejUV/VEDkZw3V8jLyADMnBIREREREaVMNwR6+0NZ2ZY5rRfQEvWchochlXpUBOyZ0wRdp4U8DAlg5pSIiIiIiChlIV2gL5Cd4NQQgCJ7TmPLegORzGmJpkYvJROTZZUKeRkZgJlTIiIiIiKilBlCoKdfz8q2hBBQoEBRlLhSXTkQCQC8sT2nCTKnhd5zWth7T0RERERElEOhrJb1mplTTQGM2Gm9AR1lJc6Z00QDkRmgRtcAACAASURBVAq9rLew956IiIiIiCiHDEPAF9Tjln4ZDCEARVGgOkzrPd7djwkjSgGY5bqpBKcs6yUiIiIiIioSoXBQmo2+U7mUjKpGr3Pa5Q+ipz+EyWPKAISDU90+rTfRQCRO6yUiIiIiIioKMojszULfqRAiPBApOhva2uEDAEweUw7ALNeNypyG/1VjYlGW9RIRERERERUJGZz2ZKHvVAgzc6qp0dN62zr8AIBJo83gNHYpGZk5VZXo6JRlvUREREREREUiZGVOs1HWK6Aq4Wm9trLe1k6ZOQ2X9cYNRDJ/NiY25bReIiIiIiKiYqGHFxntzUbPqZDTeqMHIrV2+KCpCiaONINTrxazlEz4R5WY6JRlvUREREREREUimz2n5qYUqAriynrPGlUGLdxUGjutVyZZY8cfeVnWS0REREREVBz0bJb1yoFIqgIjEnuipcNnlfQCTkvJJOg5ZeaUiIiIiIioOMgMZzYGIgHhgUgxZb1tnX5rGBIQntarR75vZU5je049XEqGiIiIiIiKRGdfEP/46A6c6ul3e1dckd3MqZn9VG3BqWEIHOv0Y5Itc1rqUREIRcqIBZwzp+w5JSIiIkpRf0jH0fY+t3eDiDKwu6UDL+z7APvautzelYwEdQNrNu5He28grftZ03oD2eg5jZT1ynlHJ3v7EdANTBkTyZyWxCwlIxL0nLKsl4iIiChFd/x2Fxb9eAv6Q5mf1BGRO7p8ZsbQVoVakF4/3I5f/PUQ7nxqd8r3MQxh/d7ZWUrGLM1VlUgfaewap4AZdAZtZb0iQVkvByIRERERpejF/R8AiJTFEVHh6fYHAQCF/i4u82oAgLeaO1O+j32ibtYGIkGBpirWttvCa5xOGh0p6/VqKnRDWMdOw1rnlGW9RERERIMiY9JCz7gQFbMuGZwW+BtZTr891uVP+T72C2vZGIgUyZwqMMLbbglnTmPLeoHIPsu9UGMHImkciEREeaLpZC/8QZbKEVEeC59R6QV+UktUzLr94bJel/cjU/b2AvsyLQOxB6d9Weg5hTCzn+ZAJPOmtg4fyrwqxlR4rR+LDU4TZU5LWNZLRPkgqBtY8rOXseGNo27vChFRQjIoFamdBxJRHurymZnTXEWn/qBulbpmkz0gffd4T0r3CWU5c2oIAQVmBlQGvm2dfkweXR4VeMqMqDUUKbwbsZnToi/rVRTlbEVRtiiKsk9RlL2KonwzfPtYRVH+rCjKwfC/Z2S+u0SUiG4I+IJ60Y51J6LCIK/2M3NKVLgimdPcvI//8bEGXLLmL1nfbr8tOO2UAXcShpHlnlOYZb2aGllKpqXDh8m2kl7AljnVozOnsfN6iz44BRACcIcQYjaAhQC+pijKbAB3AdgshPg7AJvDXxPREJEHKX+KZSlERG6Q51MGg1OighXpOc3N4/31nRMAIpnFkG5g5YZG7G7uyGi79uDUn+IE8VC2g1NhhpeKbZ3Ttk5f1DAkwKHnNEHmtOjLeoUQbUKIneH/7wawH8AUADcAeCT8Y48AuDHTxyKixORBqr/Iek59AR3PNrYU/FAGomJjcFovUcHqCmdOc/02lj2iu5o78MybLVj1h70Zbc9e1ut36B99bHtT3LrMkV5PoKc/83MuAQFVUaCp5vMZ1A0c7+6Pz5xq5mThYEzmVI3tOWXmNEJRlGoAFwB4DcCZQoi28LeOATgzm49FRNHk54M/WFyZ080HPsA3n2zEkZgPDyLKbyzrJSpcsuc0VxeGveF+S3mOc+BYNwCgelxlRtu1D0TyxVzc9wd13P3sXvxhV2vU7TJzOqLUg75AFnpODQAKoCkKdEPgWKcfQgCTx0RnTuVzEBmIZN4et84pg1OToigjADwF4FtCiC7794T5ynV89SqK8o+KouxQFGXHiRMnsrU7REVHXkErtoXt5RVE+S8RFQYmTokKV66n9cqAS57j7Gs1Q42zYkpfAWDbwZPYeeR0Stu1l/XGBqfWeqIxBytdN78eXe5FX0DPShWIAsUaftTaIdc4de45jeyzc+bUw6VkAEVRvDAD0/VCiKfDN3+gKMqk8PcnATjudF8hxC+FEPOEEPMmTJiQjd0hKkry4mWxZU7l780kDFFhYVkvUeHKdc+pDMzkOc5bLZ0AgKDDnI2bf/0aPvnQqyltN6qsN+b8SU8wvE1+PbrcXOalN8PsqRDCGogEAM2nzeA04UCkmMxpLC02lVpgsjGtVwHwawD7hRA/sX3rDwBuCf//LQCezfSxiGgAsue0yDKn8uDM81yiwsKBSESFyTCEbQmVXJX1RjKnhiGsst5AhlVT9nOm2HXi5XJXsecXumF+Y1RZODjNsO9UwBxqJAcbRYLTmIFI4edAVopZA5FiorkCj03hycI2LgXwfwC8pShKY/i2fwHwQwC/VRTlSwDeB/CZLDwWESVgTestusxpuOyGJ7pEBUXnFSWigtQbCOW8akkGZv6gOSxIZg/7MzznCYQMlHs19Id0+GIGIskMaVxZb/ghZeY007VOzWm9CtRwdNrS0YfR5V5UlESHafGZ0/BgppilZAr90JpxcCqE2IbYBXYirsx0+0SUGnksKrbMKZelICpMfM8SFSY5qRfIXc+p1W8Z1HH0dGQAYqbnPP0hA6VeFaoyQM9pzLEqJDOn5WYYlelQJCNc1it7R5tPx69xCsSvcyr3KnYpmUI/thb2OCcisogizZzKg3CBH4uJik6hX92nzLx26BTeO9Hj9m4UhJ//5SB+ve2w27th6Q73mwK5++y1pvWGDGtpF01VMi/rDRoo9ago82pxwalhVWZF30cGrbKsN+PMKcxSXM0enDoMeoov65VL2kRHp4W+tB6DU6JhQh48U11EeriQh+ACPxYTFR2W9Ra3f3ryTTy05T23d6Mg/HnfB9j6tuNcUVd0+SLBWK6ydFGZ03azJ3Pa+MrMy3p1A6UeDWVeLa7nNFHmVN5uDUTKtOdUAIBi9Yq2djhnTiN9t9E9p7E9poV+aM1GzykR5QERDtMyPVAXGoM9p0QFie/Z4uUL6Pigq59LgKUoqIu8er9EZU5z9JgyMPOHDBw93YczR5ViZJknKwORIpOAU1xKRganFTI4zXStUwHVNq03ZAhMGhOfOS1N2HMaLZ9eK4PB4JRomJDHomLtOS3sQzFR8TEYlxSt5nDPYOwSHeRMN0RevV+6osp6czut1x/UcbS9D2efUQGPpsRdkE+3IkOW9aqKEjcQSQZ5cUvJZLms1xCI6jkFgMmjB+g5jcmcxq5zWuiZU5b1Eg0TVnBaZJlTTuslKkwMTIrXkXDPYKH3xuVKyDDy6jOu259ppjB9JbaS1ubTPlSdUY5SjxZ3QT7gsO7pQAK6gRKPijKv6tBzav4b+9RbwWmWBiIJIaKm9QLxa5wCkQBdVhxYmdOY1Gmhv68YnBINE7Kst9h6TiMfHoV9MCYqNvl0sk25JYPTfMoG5rOQIfJqrkKXL/cDkWTWsMcfQlunD2ePrUCJR7X6L6V0g1P7QKTYgZIyCI3NxobCX48olZnTzNc5VZToqbuTnAYixWZOw7fHZk4LvZ+fwSnRMCGPRUFdFPyBKR2RzKnLO0JEaYnt46LiYQWn+RRx5bFQ3vWc2peSydFApHDWsOlkLwwBnH1GBUo9alwwmm5rU394IFK5w0CkRDMtZNWHV1NQWaJl3HNqrnMamdarKMBZDsGpRzWHJgWSTOst9EMrg1OiYcKeOSymvtNEZTdElN8K/QSKBk9OW82ngCuf6UZ+BaddLiwlI4cFvRtefqhqbLlj5jT262T6g+ZApPKS+KVkEk7r1YW1T5WlniwEpwKKEinrnTiy1CrhtVMUBSWaagWn8hg63AYiMTglGibsx6JiWutU/tqFfjAmKjbFVOFB0Y5amVOXd6RAmD2nbu9FRJc/ZK07mquPXpmhPfhBNwCZOdXiy3rTnN4bCIXLej1a3ECkyLTe6PvIsl4ZnGa8zmnMQKRJDsOQpBJNjR+IFBPNFXqbE4NTomHCfiwqpswpByIRFSa+Z4uTEIJlvWkye07z57nq8gWtNT5z9TeUgWKXPwRNVTBpdFm4rDf6fCfdoZD9oXBZb0nist7Y4W3ydo+qorJUQ18gCz2nUCCTpZMdlpGRSmylzJGlZFjWS0R5yN73UUyZU+uDscAPxkTFhoFJcTrVG7DKJwv9JDpXdF3k1XPV7Q9hVDg4zdVu2X//yWPK4NFUlDoNREozc9ofktN64wciyceMPVZFMqdAZUl6mdPOviBeffdk1G1mWW8kc+q0jIxkD04jA5Gif6bQj60MTomGieLNnJr/5tMHNxElx7Le4iSzpkDhlx/mSjDPlpLp8getNT5zFZ3aXytVYyoAwApO7d9LeymZkI5Sj4pyr4aAbiBkC24jZb0xmVMrOFUxIs2e0y8/+gY+/6vXogJaATPAtMp6HZaRkbyaai0lY/3eHIhERPnI/sFVXJlT+W+BH42JigzfssVJ9puOqfDyAkWKdCO/pvB3+0NWWW+upvXaf/2zx5rBm1xaJagPfiBkf7jntLzE3JbfFtxGpvVG38fKnCrpD0Q60Gb2zNr/noYciBQOMqckK+vVY3pOuc4pEeUj+6GoP1hEmVOw55SoEOXTyTbljgxOzxlbweN2ivJxnVOrrDdH+2V/rZx9hsycagCiA1J75jTZclVCCCs4LfOa27L3nVrrnMZO6w1PSNI0BZWlWlrrnMot2ZOdcimZihJzH84eW5Hw/vaBSJGe02iFvkwXg1OiYSJqWm+aZS2FjC2nRIXDfkU/9oSPisOR9j5MHFmKcq9W8OWHuaCHA9N8CeT7Qzr6QwZGl3sAuNNzKoM3mTm1B6T2/w/GjtmNITOupV7NCk7tE3tlkBebiZSVvx5VQWWJB32B1DOn8u8obLsmAEABFv3deDz8xYtRM3l0wvt7PSoCutwv8zaVZb1ElI9EVFlv8WROE314EFH+sZ808T1bnI609+HssRVQFYWvAQBB3RjwMztkRGfJ3NbtNwMx2XOas8yp7eAhy3pLw8GpfSiSfSBSSB9452TGtUQze06BmMypnNZrxAan5mOo4bLevoCecrYyMifDfjA0J+56NBUfnjlxwPuXapEJxVbmlAORiCgfRZX1FlPmNPxvkgukRJQHglHDRlzcEXLN0XYfzhlbAVVlaTcA/N+n38KKxxoSfl83orNkbpPBae57TuPLekscglP7UjKhJK8veb9SbyQ49dmC08hMi+j7yb+JR1UwotTMIPemmD2Vz5e9ckRAxPWNJmKf1ispcZnTPHmxDBKDU6JhwiigzGm3P4iF923G3w6dynhbVolMxlsioqEWihkCQsUlEDLQ1umzMqeMTYFjnX68dvhU1JRYO/meyZf3S5cvCABWz2mu/oby9y/1qJgwsjT8/2ZAaQ/W+qMypwNfAZP3K9HsPafxPauxWVFrIJJmZk4BoDfFvlOnzKkh4rOfiZR4VKscOWHPaX68VAaNwSlRAVj17B488fqRAX8meimZ/E5JHO/ux7EuP/a1dmW8LccSGSLKS7rO4LSYtXb4YAjg7DPKWdYbphsC/qCBQyd7Hb8fsgKRXO5VYrGZ01yldOXvf8X5E61MYaSs13kgUrLMfFTmNDyt1+cwECn2WCVvN6f1mkFtyplTec5i7zkVAkpciOnMqymRdU4T9pzmyYtlkBicEhWA/33rWNIsY1RwmueZU5nZ7Qhfgc2EPLnhSQ5R/rMPKGFJZ/E5ejoyqVdV8ifgcpN8H+xp6XT8fr71nHb5zc/tSFlvbggh8PfnjcN/3nyRdZvTQCR7oBpM8gKT9yv1OA9EkqW3cWW94du18EAkACkvJ+O0woBAOplTzeqrlfulxkRzefJSGTQGp0R5TgiBTl8g6Ye4/UCX75lTWTbT2RfIeFtWz2mBH4yJ8pUQAhveOBK1aPxghaIypxlvjgrMEbmMzDhZ1ssXgQx03koQnOZfz2lMcJqzst74DKHjQCR75jTDgUhGosypbgtOw2W9qR4f5XHPfnFOLiWTCuelZGIypwV+cGVwSpTn+gI6grpI60M833tO5QdCZxYyp1bPaWEfi4ny1tF2H+586i28uO+DjLdlH4hU6CdQlL6W0z54VAVnjiyDqirMniMSpOxtcW5zCenOAZJbunyx03pzs1+6IeKyi5kuJRNd1pt4Wm9ccCozp4ptIFLKPacJzllSTJ2WeJSoicROdy30txWDU6I8J0tfk30AFFLPqZyml42y3sg0vQI/GhPlKX/4YlLshMjBsAcjfM8WH3/QQLlXg6oqUBVeVARswWlrp+MFm3wbiNTtD0JRgBFluV3nVAgBTY3NnJoBpb2Utz+NntOosl5P4mm98UvJmNN1VdXWc5pyWW94G4P8e0ZlTg25lAx7TokohzrCpa/JlkoppGm9Vs9pXzZ6Ts1/C/1gTJSvZLYz2bIMqQjZe075ni06IcOAppkn0izrNcnApzego+lU/FAk3YjuL3Rblz+EEaUea+kTN8t6R4YDZHsVVlTmNMm0Xqus1xPJnPocy3qj7xcyIoFyZbpLySQIeFNlX0pGbiF2GZpCn8HB4JQoz8mDbrIPcft38z44DX8gdGVxIBIRDQ1ZVqhnYTHhoL3nNF/OtilnQoaAR2VwaqcbAueMNdft3OMwwV6+Z/Lls67LH8SoMq/V55irvTJE/FqgE0eZS8q0dfqt29Ka1huUmVPV6l/1Bxym9cZsx3AKTtPsyR/s39NcSia25zRaoR9aGZwS5bnOPhmcDvxz9gNdvpf1+rNY1hsZiFTgR2OiPCWzncEkw0VS2hYHIhU1XRfwhEeLqmrxrnOqGwKtHT7z/4XA+WeNRImmOk7s1RNk79zS5QuZGUsrc5q7pWRiy1dLPRrGjyhFW0ckOI2a1pvkmCV7N0s8KhRFQblXgz8UX90Re35hXmQxX8cV4UFKPSn2nMZuO11eTUXIEDAMYWVhWdZLRDmVas+p/YMr3zOncqmbTl8w4w+2yCLZGe8WETkIWpnTLJf15svZNuVM0DCsjJO5lExxvgZ+8ue38fc//AvaOn0wDIFSr4bzJ410DE7zsed0VLnXGsKTq90SDplTAJg8pgytnT7ra/uwoFCysl5b5hQAyrxq1FIy8vwiNsaVPadAuO+0REs7czrYcxZrCJRuWOdPzJwSUU519KVW1msvrsn7zGl4/3RDZLw8BQciEQ0tme3MTs8pByIVmy5/5CKkbgh42HOKvxw4AQBo7w1Ypc41k0djT0tn3AVbGWDly8WcLn8Io8o8Vv+nyFFhrxkQxkenk0aX4ZitrLe9NxB1n4H065GBSABQ7tWiek5ldjP2b2K+jiMhVEWpJ/3gNIOBSIB5npdoC4X+vmJwSpTnOnzhgUhJy3oj/5/vmVP7/mU6FEl+MBb2oZgof8nlGLLTc2pbSqbAT6AoubZOH+pWv4BfvXwYQHTPqaIUb8WLDDg9qmoFXXOmjEaXP4Tm077on83DdU7NnlNT7gYiCagOqdNJo8utntOQbmB3cyfqqkYDAIJJe04jA5EAoKxES2labygmUB5R6kFvIL3zrkEHp+F9DepGwm3kS3/yYDE4JcpznSlmTuWxU1UKIHMajOxfpmudyqel0A/GRPkqq5lT9pwWFRk0PPdWGwAzeLB6Tos4cyqDHY9mrvWqqUDtlFEAEFfaq+dZWa8voKO8RIuU9ebocYXDtF7AzJz29IfQ5Q9if1s3+gI6FkwbCyD5BTVrndNwwFfu1ayAFUg8rdewXWQBgMrS9Mt6Bz2tV4us7ZonL4msY3BKlOdkZjHZQUgGZ+VeLSr4y0f2zGnmwWl+DYsgGm6CWSwrtG8jX8oUaejIE+mgrZVD9pxqRRycymoETVGgCwFNVTF94ggAwOGY5WRiJ7O6zQivN2pN681l5tSh53TSmHIAQFuHHzvebwcALJg2DkAKA5HCr0v5Oi2LLetNMK3XvpQMAFSWeNJuURrs4c/qOQ0Zw/a8h8EpUZ5LdSkZeZAqL4m+8peP7JndTMt65e+dJ5/bRMOOPDnOxrTeqLLe4XpmRRbZX2pfK9cre07V4r2oKCsIBOSyJJEASY95n+XbtF5DmAN4IpnT3E3rdcqcTh5dBgBo7fRhx/unMXl0Gc4OL82TtOc0ZKBEU61y4XKvFj0QKcG0XhmgSyNy2XNqK+vN1XOfawxOifJcR8rrnJrfL/NqeV/W2x/UrQ9i2VM7WIk+PIgoO5KtcxrUDXxt/U7sb4tfozFuW1EDkbKzf5S/5EtG/t1DeuSkXlGUom3HkBd6DCGsZUnk8xJbPh/pOc2P50oIEbV0SS4zpw6xaVTmtKHpNC6qHms9l8Ek03oDIcMq6QVk5jR+onjssi+hmLLeQQ1EGuQB0GsfiJQfL4msY3A6zKzd9DaeebPZ7d2gLOrsCw9EShZvysypV8v/gUgh3Vo8O+OyXvnvcD1KE7lMLv+SqOf0gy4//vetNux4/3QK27KV9fI9O+zJk3tZPhky7D2nxXuBQl7oEcJcr1JVFCiKAlVxGL5jBbI5301HAmbWNLKUTI4ypwmm9Z45shSqAjS8fxrHuvyYN/UMKzufPHOqW5lIIL7yLDKtN3IfIQQOn+wx13oNG1GqpT0QabDHP/tSMsO1+oTB6TDz8y3vYuWGXW7vBmVRqplTeYwqhMypP2hgTIUXJR7VGvg0WOw5JRpaydY5tcrgUjjZsq87yAtKw5+8sGHvW5alvpqiFG3fsT3gDIXLeoHw9N64LF1+9ZwKAShwo+fUfM3E8mgqJo4swwt7jwEALpp6RiQLnaQVoT8mc1ruVaN6TuXvZn+dbj90CntauvDpeWdbt1WWpJ85HezzVmofiDS4TeQ9BqdEeaw/pKMvfOKXalnvUGdOVzy2A1sOHM9oG/6gjjKPhjHl3syXkuG0XqIhFdIHzpzKY1Qq70CnYSM0fMm/sb3n1F7Wm6uASwiB/37lMLr9mX3eZIt8L+mGsAYiAWYfbuz7QrfKeoEf/ukAGlKoUBhKIlxem+tpveZSMs7fO2t0Gbr7Q6gs0XD+WSOt0tdkE8YDIQOlXs36OuFAJNvr9BcvHcL4ESX41EVV1m2VpR70BfS0MpmDPf55U1hKptAxOCXKY/aS11TXOS0r0RAyRFSGIluEENi09wNseTuz4LQ/ZKDUq2J0uTfjsl6DmVOiIRXpF3Q+psiTuVROzPr640vmaPgKWcFppOdU9uqpipKzrNuhk72454/7sOXtE7l5wCTs2VAjJnMam+2zB1jrXnoPS//z1ZztpxMBcyCSLLHNZeZUcWo6BTB5jDkUqf6cMfBoKnpP+jBGV6znOZH+UGT+BRA/EMl+YQAA9rV24aV3TuCLl05DmS2oHVFqlvj2BlLPng56IBKXkiEiN9lLXpNlBuWBrtwbaZbPNvkZ2drhG/gHk7AypxXeLAxEkv8O06M0kcuCSdY59aWROZXLLZR41GF7YkURVs9pVObU3nOamxeBtVZvkou27b0B3PPHvVaP7FCR7ykhop8TTY3PJicrTc01IQBVlUW9wLsnerDmT/uHvHpJJFhKBgAmjTaHIl10zhnY9ruD+NOP38SXu0vRt/UDtLf2Ot8JkQvlUmm4LSrSLhTd0vCLv76HyhINNy+YGrWdilIzUO3tT71qLdNpvQHbfg43DE6HkeH6Ii1mst/UqynJM6fhf8vDV/OcSnv9QR1X/sdWvPruyUHtjzyYtnT4B3V/+36UeTWMLi9Bpy+9Po1YfNkTDa1QknVOrbLeFN6LfYEQyr0avGrx9hsWMn9QT6s0NrIMkXwNGdawGi2HrwH5OMnKPF997yT++5UmvHu8Jxe7Ze2P7KXU1PhsX6Ip2W4xhIhaSuaPu1rxi5cO4VhXZucFqTyu00AkAJg0ugyqACbu68GuzUcx87JJeK00BL2lD0/822t47Q+HIBz+9oHwUjKSFpMNtpf1Hm3vw3O72/AP88/B6Apv1HYGlTkd5J/VPhBpuB5BGZwOI8kOum7q6Avg2cYWt3ej4MjM6RkVJcmvsslpvSVmcOqUOT3Z04/3TvTi3ROD++CV+9DWmWnm1FbW25dZ5jT2CidRsdINMSQ9dcEkPadWWW8K78Gefh2VpR6oqoIX9h3Dk68fyd6O0pC78cFXMGf1Cyn/fGxZZPxSMlnfRUdW+0eS8yT5Ws/V54l8PBkfOQXsTu87N5MRAgCU+BLbob7QoCeY1gsAHzpvPP5RG4nOA51YeOO5uOyzM/ByeQi4djLOX3AWdmxswvP/tQfBmMxmbOZUZmatjKnt/OLX2w5DVYAvLZoW9/iVJeHgNI2hSHLbbzS1p3wfILqsd7ie9zA4HUaGugwlE9944k1888lGHDnV5/auFBSZOR1bWZI0cyoPUmUDZE59aWQ4nMj7dfQF0ZfGFcJY/SEzc2qW9WZnKZk8vjZDlBNPvH4EH/rxlqz3mwfl8JYE5YW+NI4FfYEQKks1qIqCo+0+/Grb4azsI+XGgWPdaf2805qdkZ7T3AWB8nGSXcQPhnJ7sTMSnJqn4x6n4NThfZfpIMGMCDgGiUP9lIkEjwsAPXtOY2R7CJd/fiYu+ni1NRBJ96q44pZZuPRT03G48QSe+vcGdJ2KXFw31zmN9I6q4dem/BPI36m9N4An3ziCG+qnWCXEdpXhzGlPGsGpvMDwzSfeTPk+gFlJN6XnBEb89QWcs+tVKCJ/z/0Hy5P8R6hQ5PPyIUfazaCUAzDS0xHOKp5RUYLTSTKM8qmVZb1Or4d0MhxO7Pdr7fBj+sQRg9pOf9Ac3z6m3Iu+gG6W1ngGd63MYOaUCADw3okenO4LosMXxPgRpVnbbmRar/NnTKoTxQGzJ6uixINufyj8dWZl/ZTfnCbPejTZc5q7ab1OU1edBKzM6ZDvEoBI4GnPnDoF9LGaT/twRmXJkO+fE1nWC5ilvfIpHeq/pZGg51QIgX3bWjFp+mjUfmgKgEgGNKQb4DTuUQAAIABJREFUUBQF9R89B2dMqsQL/7UHz97/Jm7+t0ugKErcQCQlNnNqvW7Miq/r50523DerrDfFntMzQwo++EsbXnm7F9NPGehLEHRbv2MwiPZHH0Pv3/6Gvl278KuuLgBANYCu6oXYP+u2lB63UDBzOozkc+Y0GN43T6JudnLU6QtCVYBR5Z4UlpIxDdRzmk5vmBP7Z2QmQ5H84cyp7NvIZGKviLnCSelZ+p+v4tbHGtzeDcqC9l7zAlZHhqXysZIORAqmflzp7Q9hRDhzCqSXaaDCE/uaCepGTOY0N/thZU6TDBeS51FuZU6dynqdek5bOtyrQhOIBHH2M7qh/lsaIpLZtGt9pwOdx32ouSwSOCqKAq8WHehPrRmHv186HV0n/eg8bp6/xJf1OvecSrJtKlZkIFJqx7PagAc9+zrw1tZmLOjR8NmeEsDvHNiGTp/GkeVfwvF//3eEPvgAFR9djJ/WfxoNq36OtnNrMPP00ZQes5AwOB1G+kNDt7ZlpmRZWJKLQxSjoy+I0eVeeFQ15bLegXpOs5s5HVxwqhsCQV2g1GP2nAJAZwYTe+U+cSDY4DS8fxrPhxcvp8Img9P23uyW/MmMaaKesnSm9fYFQqgo8ViZjd7+EN+7w1hsYKXb1jm1SihzEKHKSvdkn31Wz2ma+/TlR3Zg/Wvvp71fVnAafj84BadBh4D6ZE92L0ClQwgBOavX3nc61D2nRnh91Vh7t7WitMKD8y6cGHW7Uxb6zGmjAQDH3zczj2ZZb+Ke09jXS6IESzoDkRQBnBtSUXJWOb780w/hkRF+jBIqtKboqcKh06dx4qGHcOiaa+HbtQuT//3HOPcPz+Ks738fm6oXoOPMcxAsKUv6eIWIZb3DSD5nTkPWAd/lHSkwHb4gxlSUQEmhN8da5zSFntPBsrc2tHYObjKfPNH1airGVJhlSdnInLLn1NTwfjt+9Ke38fiXFwy6VJoK06keGZxm98Q1ZFuj0kk6Zb09/SFUnVFhBSiGMC+k2dcMpPxnGMIxixXL/poxDIGQIax+QJmlMoSAiqG9cp1oWq+8Xb4eg4Ms63354AlMHJV+KX1Aj358p55Tp6DP7YFIqkPmdOiXkonvOe3vC+K9N4+j5rIp8MRkNb0Oa8aOnVQBj1fFkU07cFZnKfqDIupz0v6aBOKfe6/m/JlaWZr6QKQZQQVjDBV1lc9B/P6X+F55K97vuRPl/acBAIHmZrT/98PoePppCJ8PlR9ahAnf/CbKa2rC+2DuYz6f82eKwekwks89p/IAwb7A9HT0BTCq3JvSYuXyg6FsgJ7TdE4inWQjcyovUKiKYmVOMxnuIBA9DbLYbX/vFF5vakeHL4CJI4fnVVVyNtRlvQkzp2mU9fYFdFSUaFEnmT39IQanBSagGyhTk//N7MGgP6RHZ06tLNWQ7GIUkSDYuG19A8ZWlmDNJ+sARILFdD4j/UE9am3MdIRiynpVJbWeUzc/7oStrtd8H0f6MoeS7tBzerK5B0ZIoLpuXNzPa1r8sjwIBTGytxlt+/xoWf8f+O74c3FixM0QohaKoliZ4ETrp3s054soFeHjV0+yntOjb+DL+n70qFNxcc9DEMeqMUvxoVXxYXrLK+i+77/Q/PheQFUx+tprMXb5F1E2Y0bUJhRFQYmmIqCLYXvew8vqw0g+l/XKIQMciJSeLl8QY8q9jgtzx0ql5zSdk0gnWQlORWQAxJgsBKdGiuVaxUKWe7FKobgIISJlvVkOTuUJXqKBSOlUZPT0h8JLyURu41CkwpPqxXB7YOUL6FE9p0pMlmoo6QmC09YOP1pt63bLbFRfIISWFD/jZOXPYI65sQORPJrTtN74DeeiFNqJDMCtEM0Wq+ViIJIWkzntPGH+jUZPqIj7eY+qRr3++g8exNEvfRmVx99G37hpOHPVKkzoPYUP/fL7eP+mmxE8ftwKfhNdzPCozmGTqiqoKNEGPpa9/l/Qf3Md2gPno9Xbh6eXvIG2Za/gysB/4LA3gIP9l6Hlt/tQNtqP6Vc3Y/LIh1H2ly8Bv/8SsOtJQI+cJ5V4VGZOqTDID4t8nDkkDxBuHVALVYcviOrxlWmV9VbIntOgQ89puB9isH8G+/3aBlnWK08SVEXBmGwMRLIyp3xtAcCJ7n4AvBBUbHoDunURMNWLPWs3vY1zxlXgM/POHvDnQkkGIsllpZId34UQ6AvoqCzVok4yORSp8KR6YqzbAitfUA9P6zX/9pHS7lz0nDoHG4YQUVlIWda7/OEdAICmH16TdNtWcDqI30O+Z2Ulgaaqqa1zmvYjZYf8FeX+2k83h7LnVAgzSxi7tmrXCR9UVcHIsfEl1R5VQUg3oPf04uRDD6H90UehVlZi8uc/g+b9CrTFN2D5zjL8sLwJs5/5DU794pdQr7wZgD1zGr1Nb4LMKWCW9iZcYu/I34CN/4yWcV9AqK0cmz0TcJ5aYiURtntKURUow7Hx83HJPdfBW9oBnDwInHwbOLId2PN74C8/AOYsBc67EhWajoCuQygKSnQXlxUaIgxO88Celk60dfqxePaZGW1HBqeeBDXxbrI+GHjCnJaOPjNz2hvQk16VlR+McvKcUybdFzA3Igb50SYDwBGlHrR2+MzBCGlOuZInsKqiYGRZOHOaQXCa6EOkWJ3oMYNTXggqLu22ASmp9pw+82YLTvcF8JGZEzFhZOJ+OXkCnajn1KrISPJ4/SEDuiHMzKntuJHq8guUPwIprqUbmzkNGcJWwmrenotDVaIeQiGiL2wGB7FGcCQ4TX+/ZFbUCtgV5+V3Yrl1eJfPozWtN0eZ09igWOo84cOIcWVQHc57PZqC8pPHcOjabyF07BhGf2opJt5+O463q8D+nTje3I2g5sXxK67DJcHj6Hj6aXjnXxv1u8R+jg50fj2i1GOW9Yb6gdNNwKn3gCOvAgf/DJw4AAA4WnkDdAgc9RjQhYA/nEQo72lCZd9IHJ79D/j7iz4ClNnCMyGAgy8A238OvPr/Advux1aUYX/T5dg7aQYuPrADFT0daT2f+Y7BaR5Y/Ye9WQlO5ZXMkjwMTiWWGqZONwS6/EGMriiBL+hLmhmML+t16DkNmlf1Ml1KZsqYcrz9QTfaewMYl+Z6ivYBFJqqYFSZB50ZlCHK52WwAfdwc1JmTjM8e3n8b+/jideP4H//aVE2douG2Knefuv/U+051Q0zk/nA5oP4txtrE/6cPIFOOq03yUtOlrxVlniihumkMuGS8ku/Q9uIE/trRmbII0vJ5DJzGv435rFiH3swpZKyUiHV6h17wCP7ueVzYZaiRu+DUzm9W5VC8lGtdU5tudNElRXZYFgVV9G3d57wYcyEcsf7jA704uOP/gTC8GPqE/+DigsuAACMLTH/Xidbzem4JR4V477yFXT97/9i2m/uB6o/HVlKJuZ59tp3wN8FHH0dOPUu0P4e1vbvwDnvtQI/OB6ZHql6gepLgQuXAX93Fdr+uwsfaKcRVOTaqeb7aGHbHsw4fgRvXng7Xnv2EBZ91tZnqijAjI+Z//m7gKaXsfl3v8F1HZvgG2/uz7TDbwG4NK3nNJ8xOHXZ8S4/Go6cxlmjMh9cIjOnA5UduI19ganr9gchhNmXebzLn/RKqfywiiwlE3/y4LdOIjMbiFR1hhmc/sef38H/vHYE+77/MVSUpHY4kb+HPMaPrvByWm8WycxpplUKjUc78O7xnmzsEuWAzJaOLPOknDnVw0szPPH6ESy/bBqmja90/Dl50pmo5zTVQWvy58yBSJHb2XNaeAaTOZXBqRbTcypycNE6UVmvENGv21R/L7t0y3rtjxE05Brwidc5dapYcOtUSj6uU+Z0KMt6rfMG24FDCIHOEz6cOW1U/M/39+Orm3+JEZ2nUPXYw1ZgCgBlI7woH1WC9nBwWupRUXruVEz89rchfvADXG9MghAfdfydrMxpoBf4ryuAUwfNr0tGYgzOwjuemZhw6S3A2POAcecBE84HSkeY2woaOPH+S2jxhI+XhrCqTi5p2wN9ymTM+dAU7N7ajJJyD+YtqYbmjUk2lY0Czr8GP62oRKU2Gh85/RQaSs/F1Ka9g3hW81f+ptiKxKZ9H4TLSjLfVsAKTvP3zzrU62ANJ/Jq7JgKLxQlhYFI4W97NRWqkiBzap1EDm6f7MEpAPzPa0cAAD3+1E8urSug4Q+ZMeUlGZb1iqh/i5k/qKPbn1r/XzLHu/uH7STA4ehUOCA9b8IInE6x51Q3BD5ecxZKPCrWbno74c8Fk2VOUyzrlcHJiLiyXganhSblnlPba0b+nb22ElYgN+0+Cct6ET3x1GlN0WTSLeu1D5OKHYhkrs0ZvzZsLLcqheTjKjnuOY0tJwaA/r4QAr4QRo2Pz5x+8IP7cN6xd7HpuhWouPDCuO+PnVSJzg/6AMBaSuaMm29CZ/3/Y++7w+SoruxPpY4TepI00iiiiBA5ihyMCSYYAzYmrU1Y28DaBPPDBpv1LsY2XgewvWuvCYsxDgQTDEhEESQRJBGUcxrNaEaTO3dX/P1R9apeVVd3V890T4C536evRx1e5ffuvefcc4/FNRteghKP27ZLjGcUYPNLwOOX6IHplx4CvrsN+P5e3Nvye/wkdDtw2p3AoV8BphxlBqYA0L03DlXW0M6p5tjET5ua6MbAjLlY9KXZmHdMM1Yv3o0n7l2Jzp1R1/Ph4zk8Ebkenf7pCIay8GdSns7jWLHRG8V8Ruzl9R0AyuNYE6RsVAenw7AIbemM4+X1nRXfTqWNBGy1QQEsU3zhI4sGyzAICJwrcpoaolov+V1LnX0xKKXu1KT1Gr+JhIQhtpJx/vHZtZ6ERe0c6rPWHc+OB/xjyPpswak35FRWVEysCeD6kw7AS+s68Mle97ol4kDnc9zTHhkZRCwk5LezLIq2Xxi3UWdeg1ObWqrsaJsyjIJI+YJT1QEOSIOg9ZKyFK/HQde1SjmCSLnIqTSKak5zkVNr7R+O4JQWUksO6Otddb2deaipKmJLlmD1/EXYOP8Y1/HqJ4UR60oBmo6cAvqxdJ//FfhVGdkVywFYxyRAxre5Z1D9+8OBv18O9O8Czvs1cMilQNUEgGEMQaT8c9n+3TEAwD7eSvalKXq8xrAQ/Bw+9/UFOO+mQyFlFfzjvz7Esie3QnLMkT6OQUbl0C20VLhD8MjY6I1iPgPWnxTx/s4+AOXxq8UxQOsdjjqJh5fvxA+fX1/x7VTaSN1YJET6nHpDThnok60bcpopU5/ThrDfnND1bXsfz4mc1gQFxMoiiDQeSPVQojhDdRS645nxczqGrC8pws+zaKkLIpqWPF1/0nPy+pMPQGOVDz9dvMn1WSbOcb4xUx5rTkkQWuXnbPdWahw5HXPmOTi1BWL6NR+RVjIF1Xrz03q9rG0EOfV6GPS5Ex2CSDzL5CQWFdeaU2/bKrdZfkYuclrZmlP91dYfuV8PTsMRu+6FuGMH1Hgcu6bMz7tP9ZPDULIqqjUGft7q15ueswB9/mpIb75h2+513GLcKjwNbcIC4LK/AjevB466xjZmlZ8rqDzevSeOQLWAJKuC4fvRkdmK7dENYIN79ONRurGhZwN2RXchdICKL955CBae3IK1S9uw+Pdrbfei1Urm07lGj9ecjqC9tmk/FFXDIVNqB90zkrbsmKD1Vn4b8Yzs2hdsrFnURE59YJniSBg9eQcEzrXPaWrINaf6K8cymBwJYldP0va+pzGITgBBToPCkGi95FjGGeOWGBJQuvgYrbwsKyp6k+KI03r//N5u/PD5Ddh27zmjel4bDdaXFNEQ9qE+JEDT9PmjPuwr+BtF08CzDKr8PL59xhzc/fwGvLmlC6fPt4vzkfnUtaWFplG03iLIqeG4hXy8vRZxXBBpzFnW4xpLB4OSIxCzekqWd9/cjATAOfewEznNCU7tVFI3K7nmlApOJdliPAEGrdfBUHCrOR2pxKHF0NL/b685rZzf5UbrTfTr7eyq6uzBaeqTTwAA7ZNn5/UF6yfpfVEbFMaWaGc5Du+0HIovvv0m4m+8AVWtQQOiuJF/Dq8pR+JzV/7D3InOZCc6k52QVAlZJYsB7ECK78A/d6SQVbIQFdH8l5SSkDdMQzIwgKpZ/w2GlfHkPn2b0+r1Y1ujvoWfvvSObT9ZhsVhs08DNl+AG393FxKz2xDxR7DfL4KVG9HHKJgwmBM6ym08OB1Be3l9J1oiQRzcUov2/qEHp+IobiVDbDhqThNZuaIZvOEysuCZNaceeggC+rzp51nXJulea8PyGY16To4EqODU+4gkyCa3acQQRBpMWxqAFkQa+9d8qNY9BFov3X+QDkwHe13KYT9bosvvZyRlPDgtYn1JEXVhH+qMgLQvKRYPTg3kFAC+esw0PLJ8F+5bsgWnzJ1gvg9YzrGb80kzNIpNu3TNqVst4riNHXPro+1m9Fps+igjqNbrXEdVzV5z6kSEvezZUASRZC+CSKPInyG74k7rrdx2NUdSGzBovQwQqrXPc6lVq8BFIog2NOf1m+on6bWgjQprD04Z4NEF5+BL/j6033obmi+5HV/zPYunan34bSCAmS9cgmg2ipgYQ1rO9dvZZuCu5bnb4xUfrk3ch87m7ZD6j4cqNuCiQw6EwPLoW/o6gHdQffgN+O3pByEpJe3/xCTEeD/mbz0Fm1sWo11qQ4LphiQM4OZGDT+JHIL+mqPQsaEPVSqQ+BQslePB6QhZPCNh+bYeXLVoOkRZLWvNqVNqezTZcCxC8Yz8qRBeInWYes0pUzS7TH+cDzlND5HWSwJglgEm1Vp1p6WMZ0nC6zdqbVCAompIZGWz72kpRsYbj03tyKmXZ8De308DYTd1O8bhXUoF3ti0H4++uxuPXXNMxYJXQid19rb7rJkoq3ht436ce3Bz3nPdawSjdSHdUfPSTkZWNTNQEDgWt581Hzf+9SM881EbLj1qqvk9qQBySjedL/YM0mq9NBo03ud07JlXVVvFJTglNaekfnA41msSpDjvYQ12xN+JnKqaBq5IVd9AiYJINuSUtJKhBJG8BKcj1cfaTIITWu8wI6e0f5sYyCJU4wNHJS7F3bsRW7wEkYsvBs9xtvmJtkCVAD7EY6Ikm73h9fEZZAUGG//fFZh+5y/wxX/8FP9xpYY9DREoGRktVS1Y0LAANb4aTK6ajGnV0+Dn/PBxPry4pguPLGvD4m+fhrpgyHzfx/mQ6Bbxl5Xv40uHfRXPvK6XnU0LzIWqATP2PoXuYC1C0z6HU6fOc93f6AFpPHHvShz+zpdw/MWz8UD/PuyM7gWqfo6OCWchE5yOlY9vxbcQxFPhrOsYY8nGg9MRsqWbuyAqKs5Z2IwX1uwrC2ucZDJHc1w2HMFpIivnbRY/lmwgJaHKz5vqu8XVei1U0y9wrshpufqcsoxO67W2XcIYjoAjEiTOtOQanGqahqysIiBwOZ/R2x6pvm+jyWhBJC/ng54rREVFEPo57opnXL9D2/s7e7FsWw9UzVLdLLcRR/GzfmXf2tKFG//6EV65+WTMa652/U5fMouZDSETLS3WTkZVdcSIBAoAcO7BzTh0agS/em0rzj90svnMkXYXbvMqLQBSjNZL+pmGHchpoTqtcRud5l0QKbe+kuhikMBmOKZuwiRxrqM5yKkLrbeYWTWnpSOnZI4jgbrnmlNPWyq/ke2ayCn1WSURXoXyb4gl+7OoctSbdv3yl2B9PjTddCP4F3cVTHyEZ9dg3loJWlKfw5JSEh/2LUF41qO4e2sUEy7UcN+jCv7tTQU/Ouob6MjOx2++8YW8422o2QNVlFDnm4SJYWd7SEM0i7pyqgaEN36Cozs24uUZx4IvkIStbQriK3cdjTcf34y3/rIFs2t5dETqEK+ZCQ0MIqmtmPuN87Dyz1tRpY79ZO6nAPwdm7ZkXSeaqv04YlodGA+omBcjE95odtKHhdabkfP24xtLNpAWURvUgzWWZTz0OdVfLUEkN+R0aAkMOnvZEgnkvO/FLFqvgZyG9GPM1+v09U1dOOKe1xDNo+hrtZLxvAufWrPRej2cEJvjSDmbNHKa79qS61XJZ3qcsq1bzGgPlMjmr83uS4ioD/sRMZ6nYoq9xJGk2dIMw+B7Z89HRzSDR9/dbX3XpPXmXgd6nil2mZJZGRyr13jRjmw+dGPcRq8NppWMGYiNCK3XHTlVVXugR2pAiXlp2RIbAnIqO+twR3vNqUnrtYtaAcOj1msTRBrIoqrO8kNSq1Yh/trraLj+OvBNTeBZpmBroKpDImAAdKzqwiu7X8HpT56O59oegKYE8cND/hPPTDkaLZOTaNkjoDs9u+g+Vhkq5IWSbXRP38C+Vhz1yH3YV9WIRxecU3T82qYQLrz5cJx6xTwEEgpO36uhUT4BGgOIENF4QA0UaGgYD07HbTCWFhW8tbULZx00ESzLgPGAinkxCzkdXY4cXZA+XMipqo0c7aVcFk1JpqPp5R6ha0ECeZDTtOEEDrZHGollGIbBiXOacrbtxRQHckoC8HzB6ZbOGFKigvY8omEmcupyTMmsjBv/8hG6Ypmczz6N1hMXTdqTl5pTN8cRsAen+YYhtPPheKa1sZ9rGpKRWvF8dX4ZSUFSVNBQ5TOR02K9Ts3WDKzdDVg0qwGnzWvC/7y53aQGEwfPLelnQ06L3AvJrIKQjwPD2Hs5jreSGXsmurQqczM6sMqpOTVuveFYqk3hvDyiXsTcBJGKjTskQSTFvh7yHmm9I6fWS2i9sL0Cw5OoNBMaqoZ4bwZhQwxJU1Xsv+/n4CdORP3XvgZAr+MttE9RIYYtVR3YubINd71+N+bWzcU35/4aM3ZfiIuW/gC1G57Hx7MWgZNVLOzZWXQfwz49OC1UQ0/W5dpsHEf+4R4oHI+7j7sWKSG3V6ubMQyDg05qQfcxteBVDQvbDoXKVUODCiHAYxev4kCRH/N1TuPB6QjY21u7kJFUnLNwEgCDu19G5LRc88OzH7cVpYZ5MTpIqjSgqRq1i8Dw9FStpA2kJQs5LYKur9jeg3XtA+Z33ZBTm6rmkJFTBi2RIB647DDb+17MWmT0VxKA5+t1Stqj9Cbd6yhIUOp232/rSuCldR34cE+/5/0by9adyKKpWl+svTxrcp7gtKsE5HQ4HrORaji/bX8cB//7K2VRUx+KkaRSJk9AQFDS+rAPQYGDn2fRX2TuJteedxEpuOOc+YhnZfzPWzuM71pri9O5twenhY8jmZVNdEExnPKQjxsXRBqD5pb8dDNXtV7S53QYa04t5DS3ppTeuvO4vNRRkwDT62G49Tm1BJHYHN8ln0r2SJiFnNpfgUq3krFYW4DelkXKKmg+oAYAkFi6FJn169F0881gg3qgx3GMWZLgtPZEO/5n2w1YO+sx8IqAb7Dfw4OffxAzwwvwE+FhQBGBa17Gn+d8ExlOwHGdG4uqNocLIKeSo93WRduXIdDfg5cvvx1d4fqSzgUAMBEfdgQ1NHVKkIU6hOMrAACbfAqqNQbcwOA7IIwGGw9OR8CWrO9EXUjAsTP1G7JsyKk8tDYhtHXFM7jliTV4ae2+IY9FT/aVDhiTFD1srIsiRdMWclqs5vSKhz7A31buBaBnMt2Q06ysmovnYO8RZ2BJnItSxiPXhVC7SM1pPuSUUFV7E+7OdqFjIucsWaAx9qfJeuJZNNfoNCcvz5rqATktSusdBidppB7lvf0pxLMy2sqgpj4UI3T8fMgpeTbqQj4wDIO6kK8orZcEh5xLcDq/uQYXHzEFj767G+0DaRv65bzedBKs2HVKiTpySo9TF/KVNTiVFRV/fm+3Z9rpuA3OvJ5fSdXM9YIEcZzZSqb09WOwRm5hp46Tqmm2+9ZNEKmQ0euW1+NwSwpagki5vouiqjlClyM1J5LNWvRaa8cqyVZz9jndu6kXYICp83U/OvrSS+AaGlB7wfnmbwQXFBoAJFXCrW/dCkWT0dZ5CVoW1IPZ0ABOEdDQ+yEOY3ei54jvAFOPQYb34eOmuTiuY0PRgCns1+c2p8CbqmpY/uQ28D4Wocl64ByUs5ADQeydMGMQZwPwcSzeDlvzZjCzCQAQYw1kWxrb/u94cDrMlpUVLN3UhTMXTDRbvrDlAU7NxaIc8zyp7xPLICyUpbL9laba0hmr0SS/PhgbSEmoNQI3lmE8JzAYAznNOpDTUpzIfOas+7BqhryP4RQ2IOjwQNrdmSYKtLTYD20WXctlf40d+yzUtGUkBfGsjAlGcEo/a//79g583JqLHtPPCJ3MsCOn7tsrlco2FBupUgVyTw0l0NnelRiy802EzPIhp4Th0lClzxd1YR/6koUz5wRBcgtOAeDWM+cCAH756habw+509koRREpQyCm59+rCQlmD09V7+vHD5zfg7a3dZRtz3HSj72Pvar2q2QYqm7eVTDn30t3IfOgUF9I02JymHFpvkXHp4NTrPGVHk+1JIp5lc3pzyooGH29310eKTeLsNzpsyKlq327rxj40Ta1GsNoHNZNB4u13UH3GGWA4SziRY1nXet2H1z2Mjb0bcXrjjVCzLVh4xhRkkzJ2r9qFg1d/H11aBP1zLja3+37zAkxM92NWrKPgPhLk1OlvrHppF/ZtG8Apl8+DUGNve+OmDeLFfDyLhKZi/2QBVdEPBzXGaLbx4HSY7d3tvYhnZZPSC+jBRHmQ0/LVnMYyROxk6NlnOttfaZQlkaGQ0zGs2KvXsYhUzWlxQSRies0pi4zDoS6FfpfPnAsT8WtLo/Uai7ExSEBg4ePZvIJHJCjtzUNTNJFTl8WaOAGfhVYVBO2cWKPTesmxa5qGX7y6BS+syV1Y3Zwkeizyezcza06HwbMcsfoq4zXrsb7OaTu7E/jcr97Gezt6h7QfGePZzeRBTklwSupN60JC0VYyTmEyp02OBPH142fg2Y/bkZVVsxeg03kvrZWMjJBRl0XuvbqQD0lRKRt6RoKFtv5UWcYbN8vc2sIUM1lkI9URAAAgAElEQVTR4DOCU6uVDAlO9e8MiyCSsQ2nW6BqDkEkxxeK7RtdjuLVXXJDTknAzrmIH8qqltPnecSQU0LrNf5PTx/DVXMqpmV07oxh2gIdNU2uWAEtlUL15z9v+43AMTnz1QcdH+B/1/wvzpl5Dqb6jgMATJkVAcMCfUv/Dn+mC98Qb4HKh/Rj0jSsbF4ABQwW7VtXcB/dBJHaNvdh9eLdmH9cM+YfN8m89pFsHIrgM0utSjWBYyEpGtqmBTCl/REkWRUv7voHgE+HrzMenA6zLVnfgWo/j+NnN5jvMUx5nK9ytpKJpY26zTIwo2w1pxWeUOPUpJCv1mAsGKljiQQtWi/gHig4M2+6Wi+Xg5zSwelgnQEntYYxxQm8j0HuKXqMSFDIS+s1a07zIaeOfbNtS/vsIKckiHfSejOSCknRXIN3NydJ0zR0xTNmpt7tvGZlxVxUh1PMZLiNPCeDRU5J0Ng5REEu8uw6n2liJHHTEKaQ02LBaYGaU2I3nDobNUZ7J9JWxumA2tV6iyGniokukHEiIR8UVfNcw1jMiHJq+whTsT+Nlo9pUcgUVYPgSGyQQIuwZ4ZTrTc34e5oJVNizSlZt6r9vOfjkF1qTmlBJGddrKJaAb7X/aqUmesIWb8pWu9wtJLhWAZtW/qhqRqmGsFp/NXXwNbUIHzM0bbf8JxO65VVGa/ufhVXLb4K1716HRpDjbjzmDshKjpd2u/nUFstoa+Xxaajf4qPtTnmtVRUYCBQjXWNs3Dy3o8LznFkbiNMkFRMxGuPbETdxBBOumyuMZ4Gv5zFMfs3Yd/8I/MmHIsZacckqxoaZCCoMfjvdT9HYNJTgxpvtNl4cDqMpmkaXt/UhdMPnAA/b1EPGJSnlQyhfI065HQYab00PWws15ySpt5WzWl++pMzqGMZxhU5HSx9hDazlyoz+My3qdZLzT61QcFVEEmUVfP48tWcmrRet5pT4xR8FpBTEsQ7ab3xTH7hIppdIBn3SyIrIyOpJgLrdl4HQ2Ubio0cSqBveLCBU5Y6p0MxkghwPtPE+pJZcCxjBpI6clqE1lug5pRYbUjAjafNAqAzHIBcB5QEzj6eLUo0TImyWZdFrN6Y48rV65S03RnpOuFPo9mQU4+Za5kKrPK2khmGPLJmBhtOZNQKuDRNyz2uIjc1SYZEwoJnP45+hixhMitgd+6jpKi5tN4RppOwLrTeytacWqyt1o19EPwcmg+ohSaKiL/5JqpPOw2Mz06Z5VkWom8Tzn/2fNz29m3oSffge8d8D89f+DwigQiysn5eGQD12Io+zEb39POM7RmHa2z3rSmHY3KiGz3/8z/QRHdfJGQk8BJZBXs39uG5X3+MbFrGWdcvhC9glTMc17kRAUXCnsNOGLRfZiZ2VA2CxuCgrIpbF9wM1t83qPFGm40Hp8NosbSMvqSIg1tqbe/rNadDf6gzQ1RipS1m9jAc+lg2QaRK15xmPh01p4SSZ9Wc6u8XCxQAg9bLc3rGkLqA5UVOySsRtChlDDutF9CDcLeaU1qhtycvrdfk9ebYZwk5JVRcJ3JKEk1u15ym2ROnjNSbTqwO5P1djA5Oh4PWO0L1VeTQB4uckjk5nhlicGrSevPXnNaFfKbDUh/yYSAlFpxvTeSUKyxBefWiGThnYTOOn9Vo+x0xMq+EfFzReUVvJcPb3ouEfMZn5XlGSTImX+upcRu82ZBTj4iPjpzq91hOK5nhpPWq1v7QpmoWcurmM3gVRKoL+fJ+tyeRtTF/3MopSLLWrZWM4kLrHSnvxmxZB4KcWlZJn4tOjO/d2IuWeXXgeBaZLVuhxmKoOvUU2/fjYhwfp/4IND8InuVx/6n348WLXsQVB16BkKBTdkVZRYBjgKX3oF7egKjYAE21J7vJtXhz6hF4f8qh6Pnt77Dzwi8i+e67OfvIsgxaWA7MO134528+gSIpOOebB6Ohpcr8jqpqOHv3+9gfjKBrxvxBB6fkGVJUDe18E9Cv4Iy37x/UWKPRxoPTYbT9cZ3aNbEmYHtfV+sd+vhWm5ByIKfla8cynDWnNK13LNeckvpLIhZk0me9BKdg4DdQDhppSUtDrzklEzXZH6tPnfcBTVElCrGpDfoQTec6pz1xPSCt9vOmMJLTyKbdkVP9PVqt98M9fXh/59BqAEejEVovaSVDrhV5ll2DUwqyII6jWbtaq89TbpfWVmc1DI/ZSOWZyHazg8zSlRs5zYfg9iVF1IcF8/91YR9UzZ5EcBpxJOmm9m4WEDj8/sojseiABtvviGUkBX6eBc8WZwDprWTsyGmdgZyWi91ASlLGg9Py2+CQU0sQSXS0TWELrGvlNsURbBDTNOs5d9YnAsWDwIG0CI5lUB3IT+s96sev48gfv27+343WyzlqTumkn15zan9OR6qPO0kUWoJI1n6Vg2mXz8jhKjEJsZ6MWW8qtu4BAPhmzbL2UdPwrde/hV3ZNyH3nYqnL3gaZ0w/AxzL4bWN+3Hrk5/oY4kp/BfzALDsl6ifMwOaxkDszZpjAPp9I3AMRE7AAydfg6kP/hGaoqD1mmvRec+PzW2mYiLe+usWXNYngO+XcPyXZuPyfz8O0w+ySvgAAHt24bCeHXhp5vGQwdpovaX47nQbpt/MuxhyigP/XhYTjfFGKqFbLhsPTofROqPuwanew7IcyGk5a04rQ+utNBXFjpyWvu+applI00haPlqv2+lzCgkxrFUfRteopSn0cLDOgJW9NLaF0p0LxcUprg0KiLrUyJGAa15zNXqT2TztYuyvbttKUcHBr17bip8u3uR5f8eK9SSyiIQE89qTaxIzVXVzf2OvOdX/9oKc0gmRYWklQ+1nX1LEjO+9hCdWtVZ+u4TWO8jsNpn7EkNETlMekFMihgToKA6Agu1kyLHxrDc3gDjPTiVRqz0MU9AdUlS9z7ITOa0z9jtZJnYDmb/7kuJngjExnCbbklnengk3QSSC1ls1p+XcS3ez1HrdkFPNtn/OzwtZ1OhHzpYgWmij9TqDUxJ0aPbv+Hh7UmekQg9LmCj3s3Iw7fIZuQ6ZvQkAMOtNpVZ9HfBNnWp+d1XnKqzpXoNjaq6D2H0O/Jzf/GzF9h68tFYXB7x81104Q3sPOPMeTLniFrAcg+iWqLE9Y7uqZvWgZRhUnXQSDnjhn4h85Svo/8tfEF22Ah++vBuP3/0eNi3fhx21DHYcU4PDPz8NnJA7t1b/9WGkOR9enX4MVM2uwF4Ks5DcL4qmYX3jLHxy2GmIbuJxSVsSABCXht4GciRtPDgdRtsfI8Gp3/Y+g/JMzhmpEjWnQx7KNuFXcvIC7AjFYCjEr2zYj2PvfcOkho2URXOCU/19V4plxomcwlTWzIucDnK/TFovS8SM7O97G8Og9VKrm07rzT3ndHCakVQbNZlYoZpTssDTjm9KVNBfpB5vLFp3PIvGKr/l3BiXnlBK3QJ7WmafZPBNenAtqTnN3ZZdoXJ43aQ9vfri+9cPKh+ckiPzihI5jbBGhjqfkLk9n3hGb1JEQ9haV0jAVyg49VJzShtPCXDQlhIVBAVOL08psPaQQJEoWpr7agTS5ao5pc/1uChSeW1Qar2q1QZFzKk51b8zvGq9ucgpMbfnvLggkmwGp16T705a7zEZHi///GP86fsrwL7QjnkihzueXmvey3rdrgM5HWGROJPWa1PrrSByagyd3Z9BOOJHbZPeL1Tc0wp+4kSwQf3/e2J7cM/796A+UI954dOhqJrtuiSzsn5Nu7fiwOQH+D/f5cAJ30aw2o+Zhzaif2M/OAq5VjTNnPtMxpjfj4nfuwPRmcfiqYc78P5zO1HXuxmnZJ7HYVv/hoOWPYOBZ59D8oOVENvaoEn6dYy9/DLCHyzDk3NPR9RfBVXVzJIN/fx5v6Y0rRcA3jn1K2Dq6jBjZUzfx9TYTszxxb8ybuUyKzh10nqtRtRMEYpVISunWm+0jMgpPeFXvJXMEPuctvWnkJYUJLIyqgNC8R9UyIjzHzFqTrkCGebcmlPGRM9opMXeSmZw18HqcwrjldyvJdB6TbVe671IUEBKVCDKduEHIvIzr7kagC6KFHY4twVKTqk+pzSCrORVBh7L1pPIorHKZ1GtTVovafmS+xvawbFqTjPwcaxZC+gWfA7YGs+XZfcLGr2f5l9DmCu9mimINEhFRfL8DTXwMtV6C/Q5tSOn+tzVX6DXqRe1XtoIeuCm1hv0cUgQpy+PmbWpTkGkcHlrTmNpGT6OhaioaOtPY87E6rKMO272ZJb3PqdWcGqq9TppvcOQ4CLbcPa91KiaU2cbGfJ5IRtIiagJCmBLKM+ifRNGVHF8hgdfz2Li7FpsXtuDE9I8HvmoHTMbw/i3M+a415yOEHRqbne4+5ySJHRaRlXEb/rKYmsrfNOmAQBWtK/A7e/cDpZh8etTf40PNvrN/SK06JSk6GOt+RtUsHgjeDauNbZx4AmTseOjbsxiWAo5hYn805eADQax/fBrIaTSOLZuC+r6t0La14EFe/agelMUHcuesb7MMGCCQWipFNKz5+Mfs08x9ysrqwj5OKREpaTglHUEp2IghOC/3QT1R/8JmYnDHx/b4d3Y3vsxZvtjWdQGLdodMfJwa9rg/S1FtVTmylJzWsZWMnSGtdKLEC084tZ8uZgRB2qklX4H0iJ8PGsqZJZSc8oyFnJKO9UkQxcUONeF7ZHluzCpNoBzDp6U+6FhlmLe4JuoK2aAS9F6DWc6mpbMmklAD7hCPg5T63QBg55kFtMaQq775Hbfm8gp5fhmZRWxjARV1Wx1r2PduuNZHDwlYqP7ANYz4Xbv0M4EXXPaVG0hsK5U8uGm9VKbIJsbjitntpIZYs3pkAWRSM2pS5AsKyoGUpIrrbdQOxlC0fSKnFq0XidyqvcuTWaVgmgOCdCdyCmpqy9bcJqRMGdiFTbsi6FtvO60rDZY5DRsBAaSbKD1JhKlf2c4lluy7857lFbrdTumYrsWS0uIhHwGrdfbgdDU+FlxDQJYnHTVPEydGcH2P69Fw4oezJRZ8EY0JCva6FHrNYwxX6ma0wrukylQlFEQnGABPGJrK6pOPQWv7n4Vt79zO2ZHZuOB0x7AlOopWL15BwD9/BG3O5WVoWkKsPYJrAsciZTPqgmdemA9hGoBh6QVGyPLpKFTPksqJiLaJ2HRRfNw8FlWf9V7Hl2F3r44nvrSAZD27YPU0QGpfR+kffugRKPYdt6/QFrWA8BKXob9PFKiUlJwzzH24BQAmEOOAQMgy3TAn5jheazRaOPB6TBaZyxjKmnSZtYTDmFsW13nEMYhVs5WMnQ2stJUFDtyWvq+j5bgNJqSEAkKVBCov6+5HJK7IJKBnMp2xBAAwn53Vc3H3tuN+c01BYNTq97EQcsq4XyR73I2QSQSnIo5wWljlR+NVfp7bu1kyJbdLrdZc0ohpxlJgabpAQMJij8N1pMQ0Vjly1m0CtWc2ullVnDaWO2n0HqXhAgV9AwHvczuiNnR+8puV38drFpv2QSRCiCnhKLeUEUFp0agOuCh5tQzrZfNdYYAJ603/+9TWaLqa3c7qgOkN2B5BJHiGRmHTY1g2/7EOK23zEY7z16nfEW16iUtQSS7sz8cgRbZX2cAoIFGTgdD65UwvSGMlKgMCjmdmmHQwammoqtvehUyK7oxTWbNgJQWlbL2e2Qsnw8AVFaE0hRESisIVunrtpJIQunpQWpiLe5+924sbFyIB8980FTjtXqBqgD0ezAlKjiG2QTE2vFm5Gpb0M+yDBoX1kN8rxOSCdBYqDUdnHbu1GtTJ82yd98I+3nsUln4ZsyAb8aMnONYsbIVQA98HGuWG4V9HLpRmt9ZqEewyHagNjFryGzMkbTxmtMKWUZS8PL6Dtt7XbEMJjjqTQErAzWUCZquRSpLzSmh9ZZhLHrCr3wrGQrRGcS2iGjQSAenAynJrDcFCqsa5mslA9iRlpSkQOAY+DjWdcFNikrR6+2k9TJDQE7dg1P7sRCqKnG8aTl+5z65qdORz5zBKQDX1jVj1dKiTkVvqvbnLFqDqTmdUO03UQ23eyJqo/UOL3JqtjIYhkXXVOv1KP7iNFMQaQjBqaZpVp9TF+SU1JUStBTQnR0fx6KvAK2XXHuvtF6CdkmOLBCh9TJMYUEkcg6cfU6djeuHarGMLlAzORJAW3+qLGOOm250wtfrGknXSzpbyThZHpU0kxaaI4hEMSSGJIjkPhe6jUnOHacBEyQGbbxingvex6GL0zBZZuHnWaiqBlWDLTjlWe8obbmN7jeqv1rzx3DQepW0jIARnEp7dd2Bx2Ovg2d5/OLkX5iBKeDO9kiJCi7h3oHmr8G7/DEmy4xYZGY1GDCIG8JCqmZRgmmfpXVDL1ieQdN0e9lAlZ8rON+TddbPs2bCrorqgerVyDPk9huF2QdW4RDvy3geb7TZeHBaIXt5fSe++fhH2N6VMN/rSYhoqsoNTsuhWEecl5CPKwt11mwlUwZaLx2cDgdySubKwUyUJIgZqYmf2EBaNOtNASsYdFvEY44WLAwDqpWMHTkNCLoT6XZq0h5qHkxBJCeiW8L5ssaw3iP1jQMOoaKeuIjGKr9JWex163Wq2celjdx6tGoneVac2xrLRoSj7IJIBnJaqM9pHrXepmp/QVSDrjmttMiZcx8KqUWW2wo5rV6MBJNDUesVFdW8Tm5qvYRN0EDRehmGQV1YQH+e3sAA5SCXATnV1XoLz5spEyXgjVf9NwKnI0SJMijrapqGeEZGTZBHS11wvJ1MmY128ksR/3G2kskVRCrjThbYD8AFOdWstGaprWRUVXOo9eZ+O+0i4kdqIJsVFhwYtPGqOW/zLIN9vIqJCguBZcz9pYMozkPbpkoZ2awZnFKfVTKpr2kaeA3QZM0MTsU9enC6WmjHD477ASZV2VlfJi2aRvyzcZzNroS24ItIKAL8DhXk6pYwJGhIGKrAsg05BVRFxbInt2LDsn2YfcQE8I4yvbCPL5hoE41nyC9wFHKqz4ml+O4ms4n+jbGfB2S3YMPE5YiLcc/jjTYbD04rZET8qCtuZS6ysmrSLd1sKH2JMlRwOtRJS9O0sraSsQkiVVytVzFRuMFMlCnjPFYyA+jFBlISaoIWclqo5tS5oDJgXJHTtOFEMkzuvaZpGpKi7CE4tWdNB5NYIZMpTZGJGMeaE5wmdIppQOD0XqeFkFOXc0M+kxQNoqxC0zQzYPg0iSJ1kx6nVf4coQSr5jT3d3SyQ5RVSIqKvqSICVRwWkyEq1KJHLoui96CUy2yomYip4Ol9erzSdzFWdE0DT/65wZs3BcrOEZGtLbtth99RgBaT9F6AR1JLajWSwSROK/BqVX/RltK1JFTlkVBTz5JlRUAwOu3nYKnv7kIgF6HWg7klIiK1AQEtESC47TeMhu9PnimsCqWc+/s6VloXSu3kbnOGQBoGsz71hU5LXCgCVGGqulq8yzrfk5SUu59LSsqeJbFFEU/L+2camsls49TIYABG5XMc073ORU4dlgCejez2snlRqeVrTkFgpq+saAx14lGG5n0xFqcMe2MnN8IJrpoXdfPpV9FmMlCPeQyZGUlBznlBRb7eBXxXXGIGRmirCJoJNL8GvDi79Zg7dI2HHL6FJzxLwfmbDNk1I/mu29o5JQkLkgdfil+p9nnlDrnTGMTUoIfR7W3Yu+sDyCGkp7HG202HpyWYE9tfQp743s9fZcgPH1U5lqvG8h1BAr1sPRqJDgN+tzrCUuxtGQVZpcFOZXpBa3SyKlkBjqDCTDTo6TmVBdZyKX1up0+5zllKeSUpiOmJL02jHGpDctIKjSt+HE7F6bBtAJwQ2zcaL2yoqIvJZr1pg1VPteaU7LLrueGOp6UKNuce7fWNWPVeoz2L00utaJWzakbckr1LVRUM/jXkVPk/V00JZkKhpV6VsQ8jAunWmQlbajIKUkOibKaQw3uTYp49N3duPLhDwqOQTu3bshpX1K/ZrQgElA8OHXrN1zISBBrC1BUDV3xDCZUB8AU6XOaNGm9uiM2qTaIo2bovQpDPs6kuA3FCEugOiCgJRJCVzw7aEr2uOUaWVN9HFsCrddSYFcc7YuGteY0D3Kq2pDT0vaD9BivMfQh3OZKt/ZnsqqL7ExQWAywKrKcFahzLIMuzui8MCCZgRVN69XP38j4KM7LbkNOK1hzqqgagsY0TJDTzJ5dGKhicOKcz0Fgc/UjbLReMQW8eAtuUR7BKnUulCnHIuvoDgDo9+THPhnigIhnf/kReFFFUOAQUoHT92po3zqA066aj5O+PBcslxtCVRnJt1SentSSsZYEBKrm1JgTSwGD3JgsDMtiT8NE+LoEfJW/BDNrZ3oeb7TZeHDq0aLZKH61+le48LkL8cBHDyApFc5IECfPFpwqmmvDc1qtd7BG0KCQwA95yqJpouVBTq2HtNJqvYmMjFqDIupsFu/FUqOl5jRtBdlAaUFgvlYyaVFB0Me79mPzetxOWu9gMt+qM/MKmCgxHTD2pURoGtBkZEkbqvyuyClxLQr1OQV05IZGkqMFHPexZt2utF79M+Kwu10iW82prJo9TidUB6xrm0eEiwRDlfIr7Srf1vvacAoiuexLKUYnQ5zUXje1RTcjCTOWsdP0iZFEKF1zCkCn9RagrlutZLy5AZwLCtEVz0JSNEypC4JhCs8DJDh1CiIBOnJQjj6nhCVQE+RRE9S340arHLfBGblnfDzrec6nab2kXpnM/VyBOabcVlCt12TYlCaIRJKpVp/T3O/Q95/ZO1PVwLMMGhUGPaxmS9TyHIMoq0GFBnEgazvnxASOGZZz5m6EPWX3AYChM87iGQl7+9zrxFVNQ8hATklw2rNtPToiGj4//fOuvzHpuPvXAv97MrD6ETyonIcrxLuggUFWVs2OCMRYhsE2n4qW86dhYH8KX436UC8zODYrICQBF958GBacMDnvMRSroRcVFQyj7xtJyIUHg5zmKbPY3TAJYpyHPz7geazRaOPBqUer9dfi8eOfxLlTzsND6x7C+c+ej3/u+CdUN/lUWHVANNIjKioEPtejIu8UmuzjGckW6ALA5s4YTvjZUvQlRWTLiJzGaFGhMjiekqKZ1IlK0j40TUMiK4955DQrK0iJSh5BpNzvO683A6qVDOUcpyVZp/W6jGOqFJcoiDQY1N8cg1qQOZZBTYA3UT5ArzcFYCKnjfmQU5WM67ItGjnNyma9KfDpovWSc9VA9zl1CCIVrzm1gtNCyKmmaXryxLg/K8WGoANCmoZONjcctF5ybEOl9QK5okhmG40icw15NutCPtdWMn1JEbVBIUfNsy7kK1hzSubHodScEsGhlrpgXuecGFHjJbWmtIX9vIkiuNmTq/ZixfaeovtI5o+agJBT5zhupZuiarZEpoXiea95pHtMkmSYldw0tjNCar1WuxD9/273SqH5zR6cuiPANHJKxpdVDQLDok5h0ENRegH93KgMEGU1SP2iieY6kdOhlIENxaz51/4KDH0tuPj37+Kkn7+Zd7sWrVeApmlQ9rSir9GPYyYd4/objmXwOfZDTHrqfEBMQLriOdwrXQ4RAlRNL/Vx1pySezI0vQpnf+cwsGAwf3Mah2U5tNUymDynruAxEIpuvmSbqOjKyxzLmHMeUSwv5fzlS25+ENGpxjN2vet5rNFo48GpR0snRLxx/06ctucyPH7u42gON+Ou5XfhqsVXYW332pzv9xpUK/IK6Eie4JKl9tJK5vifLsUR97xme297VwLtA2nsG0ibGfWQjxtyLULMJnZSBuRUVs1gqZLIaVZWISna0GpOR4EgkrnghWiBE/3V7fw5LxHDID9yKnC6E+kYw2sLHadS6uBovforx9id4tqQYGt9YYr8VBNarztyau1b4eArKSq28/FpE0SqC+kOef5WMoWRZVHR0GUip/68iYekUddHkNNKOZa0o0hvwnSOhoXWa+zLEAWRgNxep2ZrhCLnj9yzkZCQh9Yr5lB6AT04HUhLeedcEzn1WHNKHGia+kgEh6bWBVGMaJgSZfh5q3cjbWE/j0QBWu/v3tyOv68qXlJj0Xp5E2kqlao5brppmoYT71uKJ6jzbtU/sp6fe8VgjLFMbkJkeFvJWKglMbLZwfY5JWt1JEQEkXK/Q4vxmcGpouKE9q3gwODQ9lUQqOMnSaA+VoMUFc39tQki5dnWcBjZrDPBAAwdOd26P5H3M1XTEDSGD1b5sP7tZxGKZuE75GBXSi8ATOl4Bb8X7ke2cQHwzRVItZxofqaommvNKQ0EVE0M4omqLMAyaOVVbJ2YXzOGGBE3yoecSrIGH8fa7hfyG2c9fyEj6unOdT3G6i2Jpsc/AtSxyxoZD049WrDKh8POmIrN73cisGMCHj/3cdx74r3Yl9yHKxZfgbuW34WuVJf5fYLwELRTMeTA3RwBxoOD7yaoQdNU0oZohi6IVEbktAwzoKTovH6OreyESjJVBNEZilpvKZNEuY3UsdhpvfkRSmcGlWEYCzmlW8kYwiVwod8lPdJ6rZpT+36VcqoVxxjEIkGfjdZLK9CS176UmEPXLvTc0JcxlZVttMhPU81pdzxrnieOQrhkRTWFaNzVjK03VVUzkVM3BJYYSSDUmbTeyiOntppTk1ZWkc3azUROh9ZKBsjNpLs5y25GI6eZPIJIrsFp2AdF1XKCYmKyg2JZzASXGuM2Q3CoJRJynVdoS2RlE1VwWtjHFRREkhTVU2LTovUKZk00fR9lJAVn/upt3P/61mEJiMaySYqGjmgG+yjFY7PmtARaL6mvpO8zc/0w55jy7HMhI/etLTglr8YfbrRer8hpPlo7Teslonxz33sZ5218DwBwyq43cdGWpeZ3yPzdz2mQoyIkoyyKJFs4ltHbNo3Q7ZvTSobCTssBZuTfLhBUGYABOqQ2vPfHe5AVGJx9/Y/df7DuaRz2wa34WJuNnWf/BQg32Or3VdUQKc4jwZMAACAASURBVHUGp8Z/NU1DRlbRx2noPKUB/6gSIQvFQ6aQUXOaDzkl/jDNHCMicaX42yQJnc/PDchxYN/HnscbbTYenJZgR50zHZPnRPDW37Yi1pXBBbMuwIsXvYhrF16LJbuW4LxndcpvVs7m0HrJpOekXgEWClXqZEMywrKqUYJI/JAnejLhBgWubK1kBE7PnFaSvkNqukhbksFMlIT2ORw0o3w2QGVjieULFPT3rL/JgkFoI3QwlpEs5NSZDia1D17Vep1Z01KQUzPAdUSnkZBgo9pawal+PZuqfNA0vRbVbZ9cz40DOaUdhXy03rufX4/v/H1sTep6P1g9OGUYxnSU6AWyWJ9TRdPFbSIhXV4/Xz0xOW/15nNW3mMhZhdEst4vVchnKEa2O3har4o64zl21pwWum9pS5vIqc90bmnLj5zq280nikS267nPqUvNaVt/Co1VPl2t12VeoS0lKqbj5rSwn0eqYHCq2babz9xovXTA0R3PYltXAve/vg2rdvcXHe+zbCSxYnv2jPkiX69sN1NUvaaSXjNM8Z9hUuv9wm+W4Z9r9pn7A+joJfGbCgWnhXaNsG8K1ZwmqTUn09OLthtuxAkvPYrW5oXQoOHj2gm4aONrUBK6jokZnLIqIGtIDujPL7mfOWN+H6nkSg6tl5o+KlkORWpOuQCLm5d8A0evzyJ09pmY0DQ998uKDCy5A7H6Q/Av4h0Q+TAAq7QAALKKAk1DTgcNOuFOyuVIn16nz+JmJAGXT+BN94cZW3J+MGq9nEuZBW0vzPwBMOUoz+ONNhsPTr2aqoJ94jKcecQn4HgGrzy0HoqkIiyEcfORN+P5C5/HokmL8MBHD+CmN74NUbUjp+Smc1PrJe+UOtmQ4EtRNTMICQreM5r5jAgi1Yd9ZaP1CoTGUMHJy0ROSc3pINBPEryMnNiAfcEjxhZaxKm3aIc9wLM5yKlVc2ofx7MgkmrfzmBoWaZaL8n8iQr6O5OYlAbqO0S8/9wOrHh6G+KrenCSKGDrW+3YuGIfGozzQeoriZFNu10zOsmQEmWTZskyFkLttMfe24PnP9nn+XhGg3Un9N6kxEjPPRo1K4ScMoyFnE4wxsmHipPzRpDTYak5pbYxnPXgplrvICPwrKSiwUgaxLP2+40cUjGHhMxJ9WH9/ncGyr1J0dbjlBi5Ps5kDjHZoZxazEgQm+3PYvXi3fjk9VZkt8ZwBOtHMpp1nVdoS2Zlk77mtGKCSLKqekqCkP7c1QHeXGvp+4iua6XbvI1brpH7jL6mlh9TmlovzzJmEEOXc5AgtdL9Mbd0Wv0eybZ+9+Z2nPfb5bbvutJ6iyCnAscYSd98yKl+z7GqgsR1X0dy+XK8c9ZV2DztaCRY4JnZJyKgiIi/8jIA63mMsvpY8T79PjXFfVi4luYMl1llFbmCSBUNTlUNQY1Bkoth7kddCIgaplz+Nfcv714GpHrQvuB6pBEw71s6OU1adDmRU1oDhjwDdJ/TYmYKIuWpoTdrTqnzRn5Tylpqrs/Gsb2xucv2ecLX6Hms0WjuK8W45Vo2CshZVL19C86Y+GUs3vlVvPvsdpz05bkAgKk1U/HA6Q/g6a1P4z/e+w8EWgbAdV1tBafGyuqmjEhu+EEjp4rVuzHk44dM94hRyF25BJEIrbeSk1c8Y6f1lrotVdVMlMJLlr5SRmiTkSBdc+pNEImeO/0CZ0NO06KCAKk5dSKnnmtO7ZQeOoD57RvbkJIU3HH2/Ly/l3t7EVm1DNdtWIWl9/kRTfuRjuv323Tj30evtoLjGfglFcdpPN5/bicAIFDvxwyJRXc8A6CG2if91U0gwlZzmlWQCerH2VTtd0VO45mxSfXtoWi9gO4AKmrxfqQ2Z1PTa06bzOBU/47TORswkdPKCiJJeZBTss/DgZySQ3MTIvJiGVlBU5Uf25GLnJJ7s9jpI3MSUePNSIpZU65pGvrzIKcE2c4nijSYmtO5IoueZ1rRbZyPWcZnj9/9PuZWa1AaCgSnomw6YU4L+zkkRQWaptmcXWKyonm6z2IZCT6eRUDgIPC5yClNHXZDycbNMhKo0WedVo4tJGBFTDXKmWjklEafBuv7lGKiotoSQCRh+cneAXRE08b2SRJKf/XzrBmYFNq1aFpCbdAHhmHMhKDTyNq6oG83tLZWTP75ffgoOhlTP4whymvYXD0d+2omwP+nx1Bz3nmmjxgzgtPUgM4gMmm9FDNmJCyX1mtZJfvDqxoQ1IAY24Pz14fgmz0FwcMOc/miCqx8EPBVIT7lNACfmIk4+p4l82pOcEoBAQRZF6hzX8yKCSJJilVz6vxNKYAKmbcrec5H0saRU68WrAOufh645BHMZN/BIaEXsXZpG3at3GX72iVzL8GVs2+GUL0R1dOeRF8qBUXVzMy7K3JaArXFDUFQKFpvyMflfK9Ui2UkBAUOAYErUysZK1M0nDWnUokbowO50SGIlNtKxu260vvqRE5pQZa0ZCCnhWpOixw3+Zg4GLQg0rLtPXhk+S6bAAQAZHfuQud//id2nHcetp1wIub/4adYqEXQuR+IbF+GOfH3cGRoPeqqtuBtdSuuu/cIfOM3p+KDo8J4daEP3/jNKTjvpkPBaMClST82/99WrFm6F1kT+ST0yNz9zelzajwnzTUBDKRznfYN+2IFj380WkqUkRQVO3LKwhtyalxQv9HUXUdOA/oY+ZDTtAM5rZCPn82DnJJrOjyCSENHThtN5NSd1lvMiHNLFB1pZySWliFT4lS0kWA2XzsZU5zGw4nUNA0bF+/BhSk/2IiAq368CNf84kQ8EskieVIDps6vw4IeFU1t+QXLklnFXJ+cFvLxhkCJ+3kWFdVTsjGWllET0OdNP5criESLLtH9t8ct19yR09LUeunkF1kr6PutICOoTOZsJaRp+hyypzdF6Xbon5GEBR2wFNq1WFpCrdGyiMkriKRv/7iODdAEAVWnnwFF1RAWgbgAgGHw9NFfQnbrVnTec49ZwhN3BqcUtbSYMna5rLeAAOFI0HqDkKEqUTTt7EfdpZfmJrJUBfjnTcCWl4CTbgPrDwKw7lv6XrCCUyet1/o7FzktPleSOS6/IJLBJGSt7ZG+9KWcP7dnx3ZPjPGa+vHgtBRjGGDhxcBNq3D8GUE08jvxxqPrkFj2V5uHdmjtF5DZ/wUkhY8QmPYQdvZ1mBkRt5pTM/DIs1maakIvtGTiVzQNWUkBw1gP2lDmiFhaRk2QN9CXod/gkqLCx1U+25fIEjqsUQtXokNJS76XSgnOSArO+vU7WLW7r6TfuVk0LYFlgGoKZSgkPGR7i5o7/QJnTq6irGeP9eA0lxLktYWOs5UMjeiqhnP59pZu8/vxpW9i96WXYuDZ5yBMmoym227F6lt+ib1TTsWsmcCJJwUxP7QH9SufwuEv/gb/8c4D2LHoOOy+/Aq0rHkXE8I8eB+H6QsbcNH3j8TioAiFA5Y/uQ2P3rECbzy2CfXG+ukWuNv6nGYVc0GaWBNwVetd1xYtePyj0ayWO1aAQp5dIm6m14i5nB/jGfHxLFTVjpzmqycm561+OGm91Ptk3htGPSQzqVGqZWUVNUEBPMvkIKdeTxtJPLpRv4gavLsgklFzWgQ59ULrbd3Yh23LOvCJT0borMmoaQwipqrohYpJsyI491uHoLOKQeO+LLJpd6csWUAQqapIb0BZUT0jpzVGEE/QDhutlxo/O46cFjQTOaVOu02t14NvQN9jZm9T1i04Lcsuu1pSzH12RUXF3r6UOZcQ1o1kHHOAqkMsdN8NpEWz/IZl9HN2yxOfYGe3pTpL1pxjOzdCPfRIcFVhaFkVPhWIG4/DhumHoOFb30T06X8g+MqL+j4yAAQGaWfNKcsUpdCXwzqiaRx97+t4c4udLppL67U+qzQ9O6RpaIgmAEFAzQUX2L+gKsDzNwKf/AU49fvASbeapQjkOtuQU+O+8Lv0OQXstF4rMVB8P0npQj71ccloKUm2ExA4S2yuhGvqVnPak8iiOxQBAETad7n+bqzYeHA6GAvUgPvCvTjrW0dBhYBXn+yF+si5QOd6ALrDIPWdhLMn3AYu0I7rXr8Sm3o3AoCrjD6KZA9pegCN7hGqsKKqyMgqAjwHroBwjleLZSS9wJ8tn1ovEeip5ORFJoPBqvXammWXeP56Ells2R/HxjIgbwMpcv5z6U9FBZGo9/08azq2ZIEMCHrNqTNQSXoWRCL7Y0dONc2i3b28oVMfc+VKtN1wA3wzZmDW4pcw7cE/ovH66xHLTAAAHPm1RZhw6y2Y9uAfMXf5Mmz67d/xw0XXwnfdNyB3d+NfXv0j/vUP30XvQw9BiUYRqfZje1jDwAkN+PKdR2Pucc3Y/mEXLuhmMUl2z1oTlM3Hs7aa04k1AWRlNac1x16jb6NXkZjRYN2OljuAnl2nlVprQ0JRWm9/SoQoqy41p/bfkTqrkK/0OplSzKbWS6sKO0S5Kmlmi4nBIqeygoDAojqQW1PpdS5MiTI4lrESj9SuELEjt+C0ys+DZ5m8gkgmrbeIx6UoKtYubUOgSsAbQQmKcdpb+xIAlwTv70JrrBVbG2VwCvDSf6+B6BKg6jXv+Wi9JDjNdeiI0r2X8xXPyKg2ggU3QST6GkiDFLn6rJgpiESd91LVeglixbOMuZ7Rj20hob9ymZvQVqsRmJLNkldRUcEwdhCh0K5F05IpwMgyDKJpCc9+3I7v/P0Ta/uijPp0FFOSPRAP0wVqhJR+bmMGOYrnGDTddBPCJ5wA/+9/hVkD7foHIR6ZmP78Omm9lQbG+pIiVA14f0ev7X0yJ5oJasrrKBfF1DWRqmoIKALqU1kE5s8HX+foN/rOfwFr/gacdhdw6vcAWNeRgA00AJHJQ+u1ajmt75AERHNNoOi+syyDkI/LK/BG9zkFdOFRzhFEezHio9A/2dmdRE8wgs11U9Gy7n3PY41GGw9Oh2CRgw7DKVcdig7pIKzePh/435OBl7+PWHQAAPCFA85Fave3wIDF7e/+K/jq9a60XtMPznNf0hl32pkmN7KsaEY9IVsSRTif6dlnATzrXfSgkBFBJL2VTAWDU+M81ZkqoqVti564SvVFCaI92JYTtA1QCx6xQteVnshph51GTkngHfLxYNncha2QIFJXPIO1bQO27efWnGpmffLSTV3Iygp6//AHcE2NmP74nyFMmgRN07D+7TZoW+PYIaiobQzathOePBGrJx6I9Fe/jpmLF+Oe476OzITJ6PrFL7H9zM9Dam1FU7UfPfEsmqZV47Qr5uPqexdBAzBbcm+hpGgaWEZ31FNUn9PmWn2RcdadkuOTVS2nZc1oNaJq3ETXnBrPWoxqdeAqGEU5m1FK6RTI374omhZRG/SZC2rlak7pgNR6nzgaw93ndDClEllJb/JeFeDzqvUWs7SoIiS4Jx6JGnxD2J/zO4ZhUBf2FQ1OOZc1Kd6XwYZl7Vjyh3V4+LZlaN3Qi3knToLKAB/1v4gznjoD1739OVTPvQc/WfN1XPq3c7E/dAtWzn4fnTujeP7+j5FJ2p8tvZWMO623qkD7BclMwnqh9VLIKRFEylNzOtiEw2fF3GouzfnCKAMoZnbkFObfxJyiLpUwN+SURjYB6xidgQNQvJUMjZwS66PYCilRwcJeHcXKHHgIAKB2QIYGoN9Y5nmWAcNxmPyL/wIYBmfsXa1/EOKQjdqRU5a0kqmwJBK5dmuMtZ8YuVRmzWkFkFO3YdKpFDhwiKRS8E2dYv+wY60enB58KXDK/zPfNoM+41mnA8Z8tF6aMUSegeMOaMDPLz4EP77oYE/7H/bz+QWRKIFQQAcMrN7k3uckt+Tszh79vl4++RDU7d0Bsa3d83ijzcYFkYZo8xZNRtuWAaz+4AK0zG9Ay/u/xLnh5fhT4Ltorg1AzU7GDXN/i8d23Yls08sQuKtzxiCZp3yPNa3ySAtzECeN1JwGBM58sIbiL8bSMpqq/ZBVrSyCSKKiIeQjTYeHNqBq1O8GhFwnJ5GVwBtZK6D0LB5dK1mqIBJBeQYrnELbQEq0KfUCRfqc0sgpNV8FKOSUHFvQx4JB7nUoJIj0u6XbsXhdB1b/4Eyqzylje1VVQ01P4KAk4lh/250IvfseJnz3NrDBIFIxEUsf24Q963uhTQzg1XQKv3Sgk+SYo2kJA1kF7zYfhM9ffymOiqTQ+rWvY99dd6HpuG+YSCGg9x/uFDTMkDmsczk3iqovUCEfh6QomwsSyYAOpCRMpLKh9GnJyqo702GUGelNStecElqviZwG3ZFTQiMSOMYMAtzqiWnT0QLBagNRIR+fRrxoR0wxEySVj06tdi/6fOKWXMz7W2Ou8vMsqvyCqSRrje1tnLQkI+CzWvvQzyhxguurcpFTQG8n058sXHPKswwUWUXH9gHs2dCH1g296Nunt7WoqvNjztETMf2gBgRmMgi0/g0ftX6Cq3e2oL6tGYG9AzggkQJrrFH7a/+M1QvXYn/rtXjiF+/hyrtOBGcgEylRRiivIFJ+hUuyn17WjnhGQktET3r5XJDT5Dhy6tlE15pTi2nhDTm17jGT1utac1qefXYzNwRrR3fS9n9yKJJMxGq8jU1YToB9PqKD06ysYmHvTqR4P9LTD4CqqJjYK6O/hoUo2NkLfF0dMHseZu9v038c5CB2ZgGfvZUMy1S+owCZZ9a3x6CqmrkuEB+A+K2My2+GaqqmgXMUbuzu3YggqlAV7Ycw5RBqoxLw3A1AsB445+e23wgO0aAUBe6YtN6cPqeWr5WlGGdfPnqq5/3X1cfz03pDPt68x/wCSwXRpdN6adtp3NfLJh+KE5v9mC0IOd8ZKzb6Pa9RYpqmof3WW9H32J+hJOxZt5Mum4vaCSG8tuk0pM/7E6Ym1+P33M9R79MnxWw2iNNbzgfr70G/mJvJKETZBGATNaGRU5JlkVW9WTBRYtX3d/DHSup2eJYpiyCSRGWKhjp5PbJiF8745duuKEYiI6MqwLs2i/diQ6H1EgdosP0QaSPOP22Fab3We/R0FaCRU9IHV9AnRecoxCl0C+j39qVMVM1J66WzjIqq4avSLjy49BcIvPoC6r/2NdRffTU6d0bx93s+QNuWfpz0lTmQTmhAis2VZSfHPJCS0GMgQo3VfgQPOggTv/99pFd/iM9tfscMxoi1+TRMVBjwLokBTdPAMgzCPh6prGLSeifU6IGcEzmlj95J+R2tRpBTmtrJEuQ0IyHs4/IKmJh9C3nORCpJPJ5PIZo4ZOTaV6onMH0vutW9DWfNKeDeZqKQEWTOL7Co9vNmTbw1tlfkVBcScusJ2ZskyGm+4NSXt5WMoqqYKbF4/Y/r8dBty/D8/Z9g7dK9CNX4cPzFs3HZ3cfg6p8cj9OumI+aeQyufOXLqOfW4qdPVOHkF1sxc1cCKd8kNHzlMky44w48d/LlSNTNwTnvr8XB6x5GokPGk3/8OwCdUSIpWt6a05Avv8KlXApymtH1EoB8tF4FgqF/MK7WW9gIC4i+TWW6Rt3D/Wshpxary2u5Srks5YKc7nAgp2TmN3tQUvuYb9dI8q8maGeaANZ6q/9ew4K+3dhcNx2ixqJ1Yx/8EtDdJJjnhFbMVubMw+yBdrCaCjXIQU7JEDTAx1s1u+wwIKfkmiSysonIAdYaaR5uBVrJuN0P7f3bAABCNg5hSov1wY6lwP51wNk/BUL1tt9wRtBPwAa696iJnObUnFr7QPwn53eKWcjH5RdEUvQkJ03rJde/lOegUHDaFa7HxnOvgDBxQkn7PZpsHDn1aGoiAWlfB2KLl6D7/vtRe9FFqLviCvgPmAlfgMfnrzsIT9+3Gm98MAO7ar+LG6P/Bbx4LUK4Er1JEQdNPQ4AsCW2CoC9MW4xtNNO66WQUyqjTJDTckz2sbSEmqCARFYpmd7qZpKiwsczRs3p0MZq7UuhfSCNWFq2qdkCuhpmmMpIlY6ceqP1bu6M4ZmP2vH9c+abiwuZxMpC601JmNkYtr1XKMNMv2ej9fKsmfmzaL0c4KIqaPZ3dblvOqIZSIoGUbZESVgGiItxvNL6IoJTn8SfdoVwxqo0zl29CT0Tp+HuU67HE7d/HbKs4bVHNkDwc/jiLUegfnIYr76yBSyTi3yR1jnRtGQGXETptPaiLyL2yss4/fXHgd27oFxzGLgavZ1Mu6DiGHCoSbsgg6reAD7k15HTrKTAz7Mm9Xsg5eyZao2RGSPISk8ii/qwz1YnZSGnEqoDeoN4Wcs9HrOGjGMQS5MesMWR0+aagLk4VqoZPL1dN/RmOGi99LFlZRUu7Nm8RlgUAYPW6+yr6TWoT4mKrS6Jfnb7kiJCPs6VSQLoCYvtXU5H3Nh+XMYXkz707E1g/rHNmHZQPVrm1cEXsLsFSSmJX3/4azRv7cENT/sQkVOY9n+P4JsbWcTSEr5y04kAgPeTy7Fl0Vl4+KK56Hp1CVqf24LYh1PwxL9fh4VX3AQAedV6CzWuJ0G+F1BBp/Xq64IvjyBS2KD4jwsiFTY35JQWRPJCxbUjp/p7tE/tROMqYW5ovBM5pen7Pt7e5iM/aGC03HOh9dLGiBKmxzrx9JxTcYSiYuN7+5DlgEQ9D7ZXX+dojQNp9nwElacxJd4FpX46WADTZBY+Tn92rDrdwsc9VKNRvDV7o5g9oRoAhZw61gmgnDWnue/1RNswG4fDJyXgm0qhmBueA/y1wIEX5PyGdyCS7jWnTrVea57N951iFi7Qt5losJBDDAhcjnCTF3MLTnf1Jl2+OTZtHDn1aFx1NWb8/W+Y8dRTqD7zTAw8+SR2nnsuWq+5FgPPPIv6Wg0nXDwHe9b1Yk3/8Xh8wnfB7noLLwTuBtO7DXW+ZijZCdgYzS1SLlYnStN6bYJIVM2pHpyyyCdi4tU0TdOzzwGhfMipYklnD3URIoIZHbF0zmeJjIzqAA+GYcCzTMk1gykXVNrNrnxoJf74zk4bdccLchpNS54W9GhaMhc8YvmUUwHHOaVpvW7IqU9PYOQIIhmTtts564zpTnVaVKCoGoS693Djm9fipL+fhAfW/ASMEIOSjeO0tZuwcq6AP3xnBtZO2oHnN3yED17YiVhPBqdffSDqJ4fNY3CrlyD0qIG0SAWnPuP4GUz59a+x8/QLccr2d7HjC+ch9uqrAIBuXoMGDTWp3H1XNA0cQU6NmtOgj6O25USzrL/HCnLaHc/alHoBmIkgorydj1KvqHpNLscyZnaZLHr56sFMwa4KU/LUPMgpeX84BJHoYysVOSWJKr/A6jQvJ63X43Bp4541kWoHrbcu5I6aAkAk5MvbSoZZPwANwCV3HIlTLp+HmYc2QeZEfNz1MR7f+Di+v+z7uOC5C7Dor4uwdsXzuOuvMtJ8CO/eeh/CixahvT+NKXUhakA96cVFInh92vH454xJkPkQ+DUHQL7oCvxo7Y8gv/sQMql4zr6E/fnbL1jlK4VPWFZWkJVVs+UOSdaIlJNNFIN9HDveSqaImTWnNHJqE0QqPobZ350rTOutpFCiG3KaU3Oq0cgpa9vHfHsWper5ATsiTFukuw28pmJHbQvSMRG71/WirZYFRzHd6PKRzAFzAQCzB9oh1/nACCwOkDiTosoxw9NKhk6erWu3VOxNtV7YX4Hy1Q7nJESzUaSNeUOQEhCmGDWnsqi3jZl/LsDnzoPOXqApN7XenD6n1j6YyClfWqika1wUEETirXssSN0HpTwHbi3ASl2jRrONB6clWvDghZh8388w+6030fjtf4PY2oqOO+/EthNOROSpn6ExomJ2j4KtzRcAVz2LBsTwr1uuQ82uJVAS87E9thZJyZ7dILeYF+Q0X81pVtLVeokNdo5IGgFITZAvm7quTmPQH0YnWiAppQmNpCX9XHREMzmfJahWBYPZ9zQ1mRSKa93ojMVqTjOSghN/thTPfly4QJ20/6h1OJwWXdstOKX2jXrfb6s5JbReotZrH4PU5ThPWUZSzNYhSVHCyv6nEGh+Hmk5jWsWXoP7T34IqZ234MbElQiKwOrD56Nb3Y1A8wt4YMWdWPNGKw46uQUtcy1lPUXTXBfygMDqwjwpyaTuNlIiP2wohJ4rv4lbTvk2mLp6tH/7O9h7000IZ/rRy2quyCmplSE0m7SkIMBzJuoeKxCclqN+eDisJyHazhNA9TnN6sip3sYp97eyqoFn9ZoXQuslWVw3pA4wevuFBDNjXinHkh525JBT6+9SF37CcvHznKtar3dBJDtySs8BfUkRDXnqTQGgPixgICXmzBvde+Ng96axJpzAC/ufxQ+W/wAXPX8RFv1tEa5ecjXuW3UfVu77AAuUifiBcjbufX86+Jpa/L/TvoP+yTOhqhraBtKYUmeJmtFJr7a+FFapAg4/azo6m4/DByffjanRGpz48DNYf/yxePmWL0MWLXp+ocb11jpX+DyR8hdCszRrTqnrRtYIH8+O03qLGJn/3JBTv2e1XkLrpZBTV1pvOfbY3dwSHnFnWyfjVVRU+DjWNrfkO06yLlo1p/bPybMwoWMXAGBHpAXJLVFoqobdtfY6XBo5PfKEQ6FwPGbEO6CwQHBKCDMl1gy0dEGkyqLNgF0sjxZFctJ6aQZUqVodxbYNAF2pLtyx7A4EZD0RJqhpCM3N+oe73gYyUWDBF13H4U1arz4eLY6Vv8+pNc8ONjgN+3lX5XFA93n9VJ/TgMBa+1lCzamXtjZj2cZpvYM0vqEBTTfcgMZvfQuZdesQe2kxYkuWYJLag56F/4oZby2HfOpl+F7T7/DdgXsx/50bcBZ/Ht7UZCxtXYrzZ51vjlWsTpRu3m5X67VqTtOSgsYqn4UmDHLeilGKneUKTrMUVYYeLysrWPTTpfiPCw7C+YdO9jQWeeA78wSnpO5O4Ngh0nrzT7JOqghAI6fuE1IiKyOelbEtD8WOWDwjQdOQg5zmCxT096w36YU/IHDm/ZKxIae59Srk2J2Li3mexTVUnwAAIABJREFUGRE/W/0jvNe/BFL0UDz2lf9DVUAwqIpvoHbVMqR8QbBzbserlxyNf/nTyxA610PVVGSPaAMwz9pfVXPN+jEMg0hQQDQtgWEYCByTIwzVWOXHtrqpkH/4CCa8/Ay6f/s7PKCuwF9PvAdT0iFommZbLBVNp/WGTbVeVW/t4deTL85ep/R5yZSBoj0c1h3P4vBpEdt7Zp/TtIzGKh9Uzd2ZUY3zwzCM6cS71RMTkxUV8axsa3VUqXqxfM3FSXaeGYaqU3ofSqXsm8gpz6IqwOc4xJ6DU0lBJGQh1UoJwWldyAdZ1RDPyqj28Wjb0o/N73dg58fdUAVgzbxfYPUHA2jw1eEEZSauiJ2CGV1AZE8f1K07ofQv1wdiWUz88Y+R+TgIRdXQk8hClFVbcEonvQgV97DzZmDizBq8/thmrD/4TrRO3YeG9Q9hzpJ1+PD4h3DspTcCsGpO3QIJMlYxVIasXSZyatTo2QSRRJ3WKxhtk8YtvxHas5tStsB5Ezek2xWxjqQXUJw1Vg5zQ04BYHJtAPuM9c28b11ovfl2zUROQ7k1p4Be/1wbFNDUuRvp/8/eWcfLUV7//z2ydt0l7iTEAwRCcClQGqxIcWna0hYKVOmXKoUCNaClUChWnEJxCRIIECzSQEhC/N7kSq7L7t71mfn9MfvMzqxcS0JbfpzXK6+7WRl5ZuZ5zjmfz/kcl5eWvDKiWwLUTiqmRwowIhlkghM59Xjd5E2ayPjeVhp1A8/ofIrrgiS6TaaWhZwObRiGbOLazRxZzLqm3hQdNblja53I8pvdNbFevVz3Mtd/eD0xLcap7h+DoaGWlyAJoZ/1z4CnCCYemXU7KV9NdC3ILJHL3ecUqwxoqOJ7BR4lN603YYI1KU0CxVJMH8pzMFALsP91+3yf3WdgkiThmzWL6p9ezaRlbzLhV5ciRbuJdfrYfPgRfPXZ+3n+08No0efx0+jbVHlH8LN3f8b1H1xPb7Q3uQ1zW7kK3B2CSFlovZqu77GaU3+yjqLIlwxO98CiEU9mI4VIi7BgJEFXX4zG7kyKbi4TVIysyGlkaMhpLKE7HBRncJr7txZVxBacWshpDodHvN8RjGb9XJgIltIFkaxAIctx2d9JR07FfkO2mlNJyqQUCgpK+vtinH0jH2FZ0xIOKPkakeazLKEBWZJQdI2Sjz7g49EzkVRz/E+eOYPRHbPoKWvhRx9exZ0f30lMMxdX3chdn1Psc9ETitMZjFKe78lYFAR9tTOsU754MeMefYSCeARfoA6vBltWtjq+r+nmvvLcSrLPqVC1lijyqpmCSP+DtN6OYDQLcmo+u6ma08zEhq7pGJ0x9onK5MUMa7FMp/Xag1qhOFvioPV+BsGp7S63kk6D8BdaeiPc8NKnw3aa0mtOh2Li+16XQqFHJZo23wxarTemOcTu0mm92XqcCivNc1OiSbz/zDYeuOY9nrv1I+rXdjLxgEqWzLiP41cHeOK5ifztpgDnXbeC6be9RsHTy1CCEQqOPorqn/+MsY88zJQVKyg57dRkuYSJmgKMtAentqSXOM9IXGfi3ComXziJelUn1DCSxH5/oKOkjK5nn7Z+61Zl3Iqcte2HSJgNtBZZyKm3nz6nETM4/QI5HdiEXoH9GdB0sw+oIsuDoqUnLJG1FEpoD+JSbIA9ddSZlis4HV+Z0nXIoPU6BJGyH5xYO3LVnAr2T1XrDhorRqMiY/jjjJ1RTkIzciKnAJ5JkxjjbzHLaEaZiKG/zqS1Ksmgdm8G9JCaZ+aNKSGa0NnUYu7faieX/J6jlcweOqbuSBc/eOsH/OSdnzCueBxPLHqCSsYjJ0KoI5OU3uY1sOEZ2OcEULOLAQhfTZxLn0MQyZwvMmi9yb+C1jtU1BTMZFtuQSQdl5q69r5h1px+zmPTL5DTPWmSLBOYPo8lJe9xXLgU7Yzv4lv2LF9a9RLdqww8JR5uPehrPDduF49vepxX6l/he/O+h8QBQKazsqs3zB3Ltjn6/dkFkTR7K5lE0oHZTTTDH061npAlaY/IlQsFPCVte8J5G0ptqBA3aOnNDGgD0YSVNVdtNXS57MrH1+BRFW4+aw6QpoTcz/CJjJW9T15sgJrT2CCD0/Q6FmHZUBNhDrVe20ohkFPDMFLBqUvN2iOtLwdy2tjTi6tkBWrhRr46/lIq9eN4g02OPqezO7ai9gVZPXYOHlnCMAwqdsWo0FQ8k6Zz/Pjjue2j23hi8xN8febXiWlTc9fn5LnoCceIJjQqCjOdbtEuRYyjZ9o0ujyF1LauoKtiOm8/vpmR+5SSX2x+T9eTar1Jmk04GZya+3Jn1pzaXn+WtN51Tb1MqirIKWyTy/qiCUIxzdFGBkg+a4alXtoXTaAbBh2NAXas66R5Sw+7tvVSEtE4FpXExgif5hm0KvZWMplovRCQKv4MWsnYEzH2faREuQaOTt/c1Madb2/na/PHZIiMDcYc98Nwa05V2UFbLUvWRg0FOc1zK1kd+c6+aFal3mgoztbVbfS+0cA3Al62vtXMqGkllB2ZYFPhSv7c+hZz3t/G+W/peGZ7yDvrTDzTpuGdti+eCeNTyESaKYo5r4qEor3m1KT1mq/TmSQxVebp/Bh3HzaV7a810jLnGuZ/8AsigR68hSbqn+/JrnApApwBkVNbYhWSvSMlJx07GE0wstSHS5G/EEQawMSall5zqsoSijy4+zeFnOYQRMpSIiNse3uQmKYztaZoeCeQtFy1fxMqCnh3ayeQes6Fkqo9AZTrLHvSa07T5qOOYJSJ5T6q2hp4f/phFOvm50UVJvtAtbWsyQhOJ0+m6sUXkcJ9UFNIh6xTvrXX2o/0WdScJsdg7phSoI61jb3MGFmc2q+g9dqyhNoe6D2o+Oq48JXf44/3csW8K7h4+sUosoIeacEdC6KMHAHNH8EDp5jtY476ec5tCV9N+NDZW8nkovWa89dQ12TAYmrZW/AIS++la9eK2d2a0+oiD63+/n3M/xX7Ijjdw9YZjLHerXGirFJXciCbf3IED7/6MbeM7KLmvptRf3YzXz/nfE4rvZjHOt7kruZf4a6ehOz9ckaG7mdPr2PpxjYqCty4VZlYQncEUHF7K5kkXTFX+4fBmp3WO5gAbzCWEkRyIrHC2YsP4WD7Q077hlhzuqs34siKDZbWKyYVu9OTQk6zZ2nF+wMFp8Kpc6f33uqH+p1rkfIkRSvM+yPZr8stI5F5f6TUeiGhJVjZupIl9Ut4YdsreGv70CLVLKg8mS0tEcfxyBIsbP4EzeNlXe1U5uvw+n0b2LyilW0ujVE1Pm469CZOmXQKf/v4b/z2w9/ilcqQ884Ajss45mKfi6aeCH1RLQMNBLO1DKSy0pIksalsLFO76vlrjczxjTpvPbKJEy6diZSscVZkCZ9LIRzXkiiUObZFPlcWtd7U688KOW3sDnHSbcu54bSZnHXAmCH9Nl3VWJi4/wVy2iJFKQrp/PP6lRgGlNbms8/8Gt7u8fNucw/H9aocG3LzUEHUWvSysTB6LLTA3a9I154wu5/jpBY7M/f9mbivczmoA5l9v8OvOZUpSKJ5wUiq9GCwNWNCrTe9xtdkAuiU2SSE2xsCrHllB9s/6kBL6KhlEsvLNqLPWMMWbTXSzhj7tCic0lbFgjd0Phgzl4sefQhpkGl4VTbLJRq7QwBWT1HA0T9ZOINiDPqiCZBg8kE1TJ1YyrO3fEQofyKfLHmEA874DiDqtDKvk5gTB0JlRGJVJCjN0gA5TRBJI98tBJE+f8FpMJogltD7RdMHa7lqTgUKOria0yQbwy6I5Kg5zZ1Mv+7FT+kNx/nXtw8e/klA1to/tyozwnbv2unoZg9XPeOzdLN8pSx9TsGce2J1dbgSMdqqx1rBaWG5l4SuO5FTJT04nWR+d1cD2thqtrs0quoDuAqSyCmfHXI6rjyfkjwXaxt7OOfAMVZi2wrGbYe+J9R63VWv4FJcPPalx9inLFUOZITj+GJ+XCUueOBkk8570QtQkrv/aAo5Fa1kEtbaKGpO030tyVJDNv3qobaRAZPWC2YwnN4+K5Zw1jV71RRyOpTgNButd0JFwRfB6ReW3Tr7omgSjF9Qw5bXGykeUUO3K5+t8w/AaHiIsf/upPuBBzHicc4CzgJgExtHbCV+xtFQWWBtS9y83aE4lQUeWvyRtD6nNuRU0BWTn+mGwT3L6zjrgNE5e8tls1T2WTWDyd1cvw3DsASRzMbRmTVcQ1EETiGnaW0ZdBMdLPCksubxAbJ4um44EBnz96ZwSX/nLSYSO3Iq9pULbRPvp/fozDimtHoOYf3Rte1Orv21mFSjCZ1QzJyU3Vn6zRqGQV8sgSSBq2wZxzz5ezojneS78qlW5rGpfhJa3yQSBys2pVRxwDoLdq2je+YBqLqLEat62dynceBJ43lwzXYWBmNIksTBIw5mQe0CPmz5kCte+z/00mcxjO9mLOjFPjcbmv0YwD41hRnnWpik5NmD/E/LxrBg1zp0LciBJ83ivae2smVlK1Pm19iQU3Ox6ArFGFNmoj0l2YJT7PfnZ+O8fri9C93A6u06FEtXNRYmSxKhmNlbsihJ6x3bpaO6Fc751UEUlJoBzZKn1hJujaAmdlFrTGJCPNV/LVuiq9fmkO3tmlPHfW17fyjUMeGAhHNQ+wYyh1rvECfDlFqvYs3BduX1wW7OVOtVM8a7M3m/lOW7iEUSrHihjrVvNIBLp2f8Tt4veJlg5FOmNBvMeaWIq9ryKdoZQ9JiQCONU+by9/3P5+Ih8MNUWULTDBq7w5Tlu8m3rS2SDTlNT9aJ5ECeW6V0ghdJhq7ScbiXLgERnLqzt1+I2xhC/Zlo7SFovWCKIjlqTqOfb1rv9S9uYFNLgKe+s3C3tyXmP0fNaVJATUoqM6fX+KebHTm1s22EWSVNWS5tZ1/MohbvjtkTUyIwGVOW50ArxVwTS6o924OsXPObSJIJ4a10MlA0oRHZvAGAlupxlHUlk6LlPkeQD5mBhnv8eADyO3YR1w3qVJ35UYMxCTPJn6ssJt2C0QSvrm/h1Lkjh1w3KeZZlyIxc2QxHzeayG1/ar27XXMqxVG8DRw+4mxHYApAKI4rHiS/6x2o9sBFz0Pp2H43J66xhZzGNPLdCv5IgnBcd/QbFZaOnA61jQxgzYt2wESYBdYIWq87VXM6lPHLNm1PqMzn/e2dQz7e/0bb68GpJEnHA7cCCnC3YRg37u19/idNOJj7HT2Gto87CX7QgUuBNn+EjXkL+P2Rd2F8YxkJdQTxpibijY28tuw5Jrz+LvELz6Lzu5dRes7ZyB6PldHRdIOyfDct/ojDYRaTY0Ko9drqkjY0+/nNCxuoKHBz8pyRDNbSkdPdbSUTsyGB6TWsImAbikKZQDfTg1Ph1BQks+aKMjByqhvOhSccS1iqmv053NmRU/O4Bqo57QzGslI9UseURIXSPu4PEbe/Z/9YLHiaZhCO6aZSr5RZrxKJ6xgGFBa2Q9USJhTP55qDruHQkYdy+SPrqI93EEIzaSppwXPiozWURoNsnLeQQ+skVENn0WWzGTO9nNr6ZnbZ6NeSJHFQ7UFMcp/CWuPvrG5dzf41zp6/Jq03TkIzsiKnkiRRWeCh3Racbk5mTke172T2MSeybU2bRe8VyKkQXOnqi7FPdaG1r/r0vmCGoIQbnxlyurK+C8iuVDqQtQfM+SaD1itLdCcD70KviqrBiIDBlENrrMAUwAhH+PmSP1Hrb+e9g37DKX09GX1O7UFir60mWunnntwTpudIuog5aTBBcQo5Hd61dKo3D1EQSfQ5dckUJeclu/L6YGmRsYTuaDcgfieur7slykP/eo9wT4KdJR8g+59i5ns6xzUZ5PUkE4DuMIVzZuP70lx8c+fgmz2b+5buRN/cMaRzUpLPxi5/xCGGBDgUocW8byGnyfEv8KioboXykQV0Riczbc2LVoCTn+xFnG6i7GOotF4wHeu4RU81k3AFHtUhSPJ5sqaeCJ19Q09yZTOxvjmfPXM+VWwOfH8xj1OtN7PmNFe7KkglG3bX7HXMgrI7rjzPcdwpWq+JakWk1G9yPabpa3V6Qjma0Ol79z1iqpuushpKO8MYMvgKXcRFzWkywEin9bpHjUKXJPLbdxHRdBpVHdWjMCGu0CmRTA4MPH/85vkNPL6qgdFleRwwrmzA79tN+E+yLDFjZDF3vb0dXTdSwWmacB7sfs2p4m1CkjX2LZud8Zke1XHFg3gj62Hu5VA6bsDtSZLkYNGFYgkKvS78kQSRWPbA0w4ERJOMxKGavYyj2va+phvohrNPsLPP6eDnJCcDAZb+4Aje3Ng25GP9b7W9WlIrSZIC/BU4AdgXOFuSpH335j7/09YZjKLKEmUlHo6+aF+0vgRHhl20+CO8rs3DkFWkp7+Fq2sleXPnUnzSScTPvZL/u1Chc2wZbTfdxLZjjqXznnvJS6Qc8NJ8sx1ENItab1zTiWlmKxlxv/aEzQXKHxmawyu+X+jdM61k4rbsopzMtgqzaL2DDE5F7aRblQlEE47FSzj2hR5RczqwWq+mG47JVCCn0H/ALJT17MGphZzmoPWK7yZ0I0OEx2656un6Q05zqZqmenzphOMJfG7F2rZ9K2Zm2cBV9jaG7uL6hTdx7Nhj8apeWnojTEgKR4RiiYwFObz0daKySvvY2VTGJQKT8hgzvRyAESW+rPTrWmUB6Hk8tumxjM+KfS5CMY2YpmeggcIqCtxWEsgwDLYVm8mXkZ0NyLLE0RdOIx7VWL1kh+VMCeS0JxS3akiE+JLdDEyBAvjsaL0r6szgNJeAQn8mgvTKLIJI4tyKfC4K/QkUAybvV2V9J7JxI0c9+idG9rbw7OlX4I+14vKNwH3nbWg9PRnBEDhFQHZXfG0gs8cO6egNDE5ERSCnw6X12h3zoSOnqVYyImlmT0AMKriOp4TMREAgDqOlJcipYY3mFxvo6d1JReMfueiZB7ngjT7m95RRc8gxVP/sGq448iqW3PgwYx/4B1VXXUnhEUeglpai6dkbufdnqmImLBu7Q5nBKZJDWAZS61VfNIEsYTl61eOLiXlGU9Kr0/DpCiB3+wVR9jEYWq8sQb475XC6bMhpOG4m1/I/x31O+6KJISV7+zOxltm3lqKjmv8f6Jqk1H1TSJH9nusvwRWIJPaIorJdoVXsb2x5flZFXoFqSY7Psp+jmVRJBWnpj5LR0EDvCy+waubhSKpKsS6T8JkJ4lTNaXZar+R205FfRmHHLhK6gS5B+agCKnXZasszmPlPJLA6BygnymZ21DvPpSQDK8NiF2ULynf33lN8OwCYVjbL8b6u6RiahCsexJ0fh+mnDnqbqixZJXChmGb5AuGkEm+62bUWIsNETnOpj4u5yKVKVs17LrG7gcz+HE2rLWJ8Rb7lq30ebG/rPc0HthqGsd0wjBjwGHDyXt7nf9Q6g6a0vyRJ1E4sZsyCGmbHVGINfXRTRPCUf4ChwePnwt3HwPa3KHaXs7NgBLecV8Loe+/BPXEibb//PefecgVj/C2ASXnyqDIR22SdUiAzHwB7YbWovxlq9tEfjpPvVlCTBdu7HZwmj1fQJ7LRegebLYppOppuML7cfABb/anARyASBTZBpIFQX90wHMcTjmsWHaO/RTdFFRm8IJI9aO2v7jRdpl3YYPuc2j8Xk5emG1avRCADOfVHonhqniGet5J494EUuIqtz1r8ESZUmFTzUExzLMiGrhNeupTVVfuQaNbQMYiN8Fq/HVHspbknnOWY3bhC81m6Yyn1vfWOT+wqxelooLCKAg8dSXq0bkDQnUerr5RRHY0AlNbkUzWmkK7mILphJNV6UyQR4SCX+Fz4I3HHPWAYBh4RnH4GtN62QITtHSZ6GxxiIgmgIxBFksioMVOklHhRoVeloCdBXIKaicWE/r2Ghm9dSt0pp1K9czNPHHg6O6fM4+nqUeiyi4ZPDbYcdwLa44/g0hIO6rs94LXQ/L0EnQ7USmYowd1wkVNHK5m4c+49+o/LeHHtrpy/FckNuyCSXXl9MNOeCKq9bqcS+1tLV7PpnnVMirgZV/c0xy27gTmaRuUPvs+kN5YyaenrjPzD7yk77zy6Ro6nK5q5M03XM5zigUz0w23qDjvEkMCkmaULIolnSNR6inumelwRuu4ilFfN1jeeAUy0IWvNaXIbA/c5FT19U+fkUlKK5Ra7xqPgUj+fgkh90cQe6zUZs2i9mchpLkr/M2uaWHjjG5bfYNWc2n5jZw2JS5VtvQ1E4nuEep0t4TGuPM8RTNpVpt2q7BCbyTXLmKrz9nNxPksV/3oAye1m2X7HI0sShTrEvaLvpp6kOovgNNMVby+spLCrxUrG+Qpd+PSkIBKDQ04LLHrp0Oc/sV9Zsl9vu49i/rWf9u4mKpW8evRoBUVuZ2u0aCgBSLgSfUi146B6+qC3KRTGNd1U3xVjkis4tWspROPDU+sVAXA6G0qsCW5Ftp4vs8/pMILTLJSFabW7Jx7232R7OzgdCTTY/t+YfO9za6Z6Ysqp3u8r42iXdSbWx/DqYEw5Dr7zIZz0Fwi0wAMnMf/ti6nomcxW/6esGh1j7P33Me7xx5AMg8XrXwDMbK+9byWk0LpgcuIxW2SYnwmEY6gOrz8St2hRe6KVTCpTZNacOvqcClrvIB/IUPI8J1aZwakdlQsma7nybYJIA2XxdCMTORWqmIPpcxp10HoFUtA/rRdwUFKzHRNkUqVS9KfM3+TK7NrlycW5mdtOKf31Rnu55v0rcJd+SHn8eKJtX7auUSyh0xGMMq5CIKeaY0HuW74cra2Vd0fMwqgP0uQ2wJsKAmuLfUQTOt1p6KRuGHhCh6LKKic/ezLfef07LN2xlLged6gUZ6P1ivdFgC/OfVvJSMZ0paaaogofve3hFHJqC05FJrQ4z41hOAMGg1Tw+lkgpyvrugHzWg2H1tsRjFKW585wbhRZsuhs+ZJMYWecDq9O0ze/wY5zziG8di2VV17B/VfcyluzjkaRJRpdEqvcCZpGHsbG2d8gctut/PHtv6BrqXHoDcctWmR/vXf3hDnUeu2CSEMITiN7kNZrR06jCY1t7X2stTWnTzd7A3eRNAsMETmNxMxt5NmV2HWDTx/bSlGgjZlrbmTq/CIm/PMxprz0MhXf+AauEc6e0aV5brqzUD0TyWdjKKbKklVekhU5Tb5OzYcp5DTPk0IgqsebTlRL5XhCH640zzFH+wWrlcwAQZdQprabR5WtdVI46CZyKn0uBZECkT2JnGapOU1rgZJ+C29tC9LUE7aufza1Xns+RJSZpK9hcU0nEtf3CHJqZ024koHG+IoCx70vztHSx7BNp9meU38kbiU+hdkD1TH+Fso+XEbZeecS8BUjyxIFCYm4Ryaux9EIEjG6kCRzbUyn9QK0FVdR1NmClpx3fIVufIaEqogxG/jcxTOXjS4/kIn5V7WJWemGYRuPJK3Xrta7G4uBbujIvh0kwuMyzi0cNMcpT+lF3/fU/rnkaaYqclKTRAAYpo8RTrLw0s0OBAy3lYwIgEO2pEBdRx9zrn0NMJNmVnCqppTYZ44qYbCWbe6uLvJy8cJxQz7e/0b7j3fKkSTpm5IkrZIkaVV7e/t/+nB22zqCzqboFUVeXsqL4dYMDo24cMkyKCrMuwAuXw3H30ihfxOPh56jNm80t6y+BU3X8M2ezadHn8YBrRuZ1llPnlvBqypZBZGyI6fmw5ze+H0g6w3HLUEJE+kc/liAreZUCPHYkYghtpIRMuATk6JR9uBUnKeYFNRB1JxquuHIxjuD09y/E2hD9lYy/av1Qv/CN6maTuf7/SmjGjlei16kQplO0HolzIm3pa+FC1++kA3dHxFuPoOJ6pmAbI1bWyCCYZgIaJ5bIZyk9coShD/6iKYrr8I1fjx1VbOgT2OzR3dMmCNKTBS1ucfZ9kfXDVxGJU+f/DRfn/F1NnVt4splV3LME8ewrO0+JLc5D+QKTisLPXT2mbW7Yry2lIyiqreN6LZtABRV+gh2RzE0UxDJ7hiLcRCBsJ1mbRimo+BSJEfbpr1lK+u7yHMrTB9ZPCwHoj2Q2eMUbA3SDah7fgdqzMAIb6Xvvfeo+N7ljH31VfRzLqIDt9U3Dwne9MUZd+QImuRxrPvKTYwPduBLinqAWS5QnNbXb6Dn7P536/jVc+uHfG72zdrve+E0DWbaEEHpHhFEstf7Jz/o71m2CyIVelJqvaltOxGpbBZK9uLz2VrJdNRtRFMqSbh38K2jvs+Ea6/DN3NmTsGT0jy3Re+zm6YbWbPv/Zkqy+zozFTqBScjQyjkWshpLOFIEJVW5+H2qXSNncm4VU0se/LmnI3rhyKIJMZZmMumyivWyc+zIFJfLLHHzkvcvxnIqSLlfPbF8ybWw4FqTsX/09c1sZ4PtuSnP7PXnM4ZXcLfzpvHwRPLnc9LcjcxTcdt60EJmUHghmY/c379Ktvb+xzbsK/Z5298Bc3jpeySS9ANA1WL49Fhk+s55j04D++ka3mq41K2512Ft/YJNIIZx91RXIUnEkLqNYWI8pPBqQyDDk7z3UNHTu98axuvrE8htoqUut6GkfIxLLHePYSc1vfWI6shtNDYjPsqIoJTVzI4HYKZ4pi6dW+K0q9IPFfNqY3WGx9+KxlwJgXe3Zqq7zcZHebx+Nwm1fvZ7y7kgUvmD3ofIrGTbrXF3sw3/wdtbwenTYBd53lU8j3LDMO4yzCM/Q3D2L+ysnIvH87et84+p7PoVmUiBQpbXBrjEjIue9rQ5YWDvs2n835FreTngrIj2Na7jae2PgXAjoXHEXD5OHXb20nkVHY4zGIRSgWnKeRUiEMMndabyj4r0u63khEOnRBEcja1T9J6B7kAhZLnKfoVtjiQU2cbAWUQNaeG4URnwrEEPrdq9ojsVxApS82ppU6Zfbzs3+3oR7FXjE+6o5mt56QvXyF0AAAgAElEQVSwnDWnNuQ0HNPwqqLmFKJyE+e+dC6toVa+t+/vSfTulxw7w8zUGgYtPWHAoKbIQ55LTvbKhEk9jez8xjdRKioYee+9TNbzMBSJLW7NEZyKFhfpjrFmmM7KqMJRfG/e93jl9Fe47ajbmF05mzdanqRg4h/xjbqfiNGSdYwqCtxoukFPOG6d+5KxB9Lnyaf5xz/BiMdZ0xkwxY3CegZyKsZBNE8X9dlgLrySJOFVlZyJhj1pH9Z1MW9MKcU+1/BovcFoVvqzuA5Hhl10bOmlfUoe4+vfJegt4NjWCexz/VvM/+1S3tnSQYFHTV03CcYeUsuR50+lI+jjo5nfoejDt6zt+sMpdHuwar1vbmrn7S1DTzzmVMm0ak4/G1qvGBr7/SD6+XX15X6WLUEkVcbrMue/YNSZCBGWK6AQQbXPRuvtee0NABqmTaKwMG9AFc7SfBfdfZnrwLCQU0WyWAvptF47I0PMhxEbcupQ9pUlqsYW4hp5IB21eRRdexdq02tW6YDdxNgMBMrY1y5hLjUliJSi9X4+BZEMw0jSevcMcppNEEmo9eZqASOet0zkNNXTM10MUEnTooCU37JHkFNb/3PdgONn1CYVb+3UXfMA0pVUzc+c1uqPoBtm8jYbcjoy0MYhzZ9Qd8RJqKWlxAnQErvf3L5X5ruzLyPSsohDSi6lWFuIWvQRr/uvzihxaS8x9QE8bU1IEuQVmaCHRxe6EQNfZ1HOMpSa+xte3si3HlxtXVt7YkG3RafZ+kzvDnL6/q73zW2Ex2XcV+07A+YLVwiqpg1puwKoCNlE2SBJ680iduQQRBomcir8DXuyTfSGhmRcYBPMA5g9uiSjv/1Alg1x/7zY3g5OVwKTJUkaL0mSG/ga8Nxe3ud/1DqDsYym6OUFHloVgxJdJh7KnCQ6aw8jYrg4vrORA2oO4HcrfsfGro3EXD6WjDuQg5s/oTTUgycXchpLBadiwugdJnLqj6SQU1lOycUP1+I2QYT0Gtah9jkVGdCSPBcVBW4nrTcdOZUHDqy1bLRelzIgJdhqJWOn9Q5Yc2oLTodTcyqLzzOPK9fwpWpOdTTDMBFfXac48SkdvhsxIr3c75rASStv5kX3T7l22+ls8VxA1c018OsS9v/HBOq953LEY1NYpZ3BtWuP5LsfHs8fl9+MosYYe/G+6BufZXpMwRibR1RyZlGFQ5B+D+q64fieKqscPvpw/nzUn7nvqGeJth+Lkr+di14/kz+t+hPBmDOrnN7rFKDHW8g/FpxNZP162m+/g8c3mrWAroiWVOtNZT/FYlCcrG+1iyIZhoGEiXbtbeS0NxRnY4uf+ePLKPRkb6MxkLUHo1mFoxRZYm5UYb+YyvQjRxKsdTGraT3vVU1l7rgyrjpmCr85ZQa3nzuP286Z50DQFFli34UjmHH8GPwlkyh4+x0avnUpfStW0NMXy2g6P9D00BOKZa1LfX9bJ995eHXOwMyBlmZ5PaSa0/jwBJEgJZCVDTntTxk1mjATI2pSYKXQqzoSEPa5cMDg1Da3u+tiYCRoLJ8wqH6WuZBTXTeGVXMqrLbEmaEXjAywCSJZyKnmeAbBrDvtaY0y/Z7HiOa5OPqev1OeWJsxhyYGiZza1y5h9iC0zxacfh77nEYTOnHN2OO0Xvtjlllz6vyN8E/iWZBTSZKoSkhMbojTsLHLlojNrFsXa0ZM03fL/zAMg1BcozTPfE7s+3HUnArkNNmDUnxWTi/lO16ED+6A9/8K793GyA13c7HyMvtG1uCRUs+zmEKndu8EYMfshXRHumnNuwVXMilVm38aF89YTLx7ITOKjqM2cS6h+u+gGTFOe+40rll+Des7TJZJV7EZnHpbm1FlCW+BeW97Ek5l7P7M5zbXumHVnGr2a2e+Z6f1iuGzJ8eGG5u2hdq4/aPb0UJjMGIVTtaMpvPxq9so6t1OvduLPITWV2AmRuKa4WBOQH81p6l7e/itZJJ0atua3mRjkJnMrGQ53jC2LyxbguDzYnu1lYxhGAlJki4DXsFsJXOvYRhD53f9j1gkbrbbKE1zGMry3bQo5o3Z0RBk9L5OSW9DzeN1fT9O2PwEv1v8Cme9cxVXvnkls6VfsnzMfM7YsoyxH72Lt+Ygh0iLmPj7bDWn4oa3BJGG6PD6I3Gr1Ya9SHuoToww4dAJBTz7uimOddC03mQQ7nOp1BR7HW1KMlrJDKLm1KS12ZFTzaLPDa6VjL3+N5UpTmh6Rg2gQFEKPGq/vU5Tar3O9/tDTnMJIonrZ/S1c7H/TuZqa+G3u5iR72ZpWQl3N7UxwRuli2J2GWVoJbNZvgvOXTiFYp+L1Tu6eXtzO98+YiL/XNVIlU+nZkcTnug2ao7VcG17lDWrTkJlMgu5g1eN+SjSeGv/qeA0s+Y0F51wfGktsY6jKYofwvGH/pv71t/H89uf5/v7fZ9FExcBKbpvRzDK6LIUtXDVmFkUn3IKnXfdRdHCy0GejCusI7slB2ojaDolOWi9SGYAuyd67PVnq3Z0YRgwf3wZjd2hYTkQHYFYVlpvcUBjftjFNpfGpadP5oM/P01hPMyq6qmcs/9oTphZ6/i+Hc0Q903t1FLWvbyT+qMvpOCDf7DzggtZXDmWDYcuwkjsP2jFzq5QzFGXBLC9Pci3HlyFP5LgmhOjGRRRSKfypt4Xz/VgHCExxwyF1msYBsfd8jYXHTwe3TBwqTJSXHMETSJQ6uyH1htJc34KPGrOmtNcc5VdrdcwYFxvIwllDIq7i65IvqOEJJeV5pvBaXpPShM5Haqjl/q9nY0ASaph8rWVrLMhpzVFzmC2amwRum6gUcX4u++h6dwLue7dB9hY/yXmTJ5nfU8obQ50nwUiZpsIu9lru4I259Slfv6QU+EI701BpLjmVOtNDyrFc5ZCTs2/qizhixuc0echL5jguVs+YtTUUhaePikrrddvWzPimoFbHZ7/IdqkleS52NnlHJts6Ghc03GpMuVaO3903c7J8nuo7zrHcwrwSxfgh19KCtw8EopGcFSsmFXyNEYE2ojLCq+7nuPBf11DXI4zKfItc1w8svWsi3HUoyNZVHET7vLlPLP1GZ7b9hw/3P+H9BSPRpck8tqbUUvG40sGp24tiZwOImgXXxmOEnx25NTW5zRFtnH+Ts/dKi/7MRpc+/61RLUo4V1ngE31m95Gtj7+BIHe2czc+SpPTp7DKUMtRUgqjIu5VPiIZglP9vlPTtZBR4bZSiaFnKbWnabukPXarcip4NQ9/OB0qMyX/yXb6zWnhmG8ZBjGFMMwJhqGcf3e3t9/0kS2r8jrXLTL8t20KuYE17bTn/E7WYYbE2cDBhVLr+Pmw/9EW6iNFaE/01RYwaaS0VSveBOPS8naSkYsul5V3n3kNJxwCCLB7vWuakw+kLXFXpS0DKlVczpEQaR8j0JZvschtCPOU0wKrkHUnBpG6txEhjVVc5r7t64sNad2xzWbyqv47sgSX7/IaarmNJ3WKz7PPC7DRj20H7YiGZwmv834x47gxMjzdCsVGPt/nYeLx5AfH82Eq5vgyk94ecHDLI7/iHen/4rfJb5Gz/zvwxFX82LZhfxdORPPMf/H08Xn8XDhJbQ1VdHjKSD/xjX0fGMbHyXOxnDXMzW2lOddP+XsDZfCiz+AD++kpPV9ZPSMe1Bk37OZuPcq8yq57pDrePTERxlRMIL/W/5/LN2xFHAGpw4VVwOqr/k/tLIKLlv9ELoMnoiegZwKJMxCTu3BKWaNqtelENnLtN4V9V24FZk5o0uSbTSG9qz2RROE41pWWm9lp0ZUgnfKDRRFZkT9pwCsK5+Q1XGwJwvE5yW1+UQw6Bg1l0lvLKXmV7/CEwlxwlO3se34Ewg88gieRHRABLOnL+54nnrDcRY/sMpqW5VLeMoeOxiO94eAnA5DEKmrL8bm1iDb24MYhvks2tUVITX3dvZFczqJ6ZSwAo/qVOsdBK03ZENOFVnimF3LCRSOoXBaEV19MYs635+V5bmJa0YGMq/pxpBpYeK5zdW8Pp3WK+bFUEwjL60ZfeVYMwnaviNAzYwD2HbFTxnRabDu9l87vie2NWCf03A8hyBSSjEYUsjpnqCM/jeZOD/d2DMK2tkEkaw+pzko/aF05FQEYorEmC4NjwFrZ/g45MzJtDcEePz6lcwKy1loval7dXeSCIJVJtge9rjdPg8ahoHRup7FPMtZG6/ghqYL+Yr8Ifdrx7HimCfhx3Xwkx1w9U5eO3kV+0Xu4Bd5P+cf0iIYuwAUF9U9a/ib+xYODy+nuVyjXnuPE8afQIX/R5TEqogqkFBS/o49gV3qqeGnB/6UpWcs5YhRR/CXNX8h7u7BX1xJXvsuM7gvNBNRruTQDOYSC/9msHoG6T1tQQSntnFKfi4Sjumx4lD8xa6+GE9veYa3Gt/iinlXYMTM0j65tx6evwLjljmsXltCQbyN8u4NfFA0fShaSNbxx3XDxpxI+QK5QBfRRzaa0Cz1/qGYnPQ5QjmRUxutdzeQ089zcLpXkdP/3yydNiCsosBNVIZexaBle2ZwKiHRaFTSst+PGPnhtcyafipXz7+a33zwG5T8zbw1ag7fXPc81X1d7HQX09Maorulj6KATp5uC05t1K/h1JzqukEgEreCa3srkuHaxpYAkgSTqgoyEElLrXeIgkh5boUir0pjVyoT1RdNkG8TDTFrTvt3SDUbvVS0qclzm2PYX8CcteZUs59Xql+q/T0wqXD9CyKlqE52S1FNstF6TYdB13SOZBUseQt2fcxRzR/zJXeQYPF+/CC6mETZJKZXLKej1U9J5ETr98KBF0inOPdWf4SaYi+SZE60Vds3MPKTD1ky9Tgij29l47u7kFWJ+701GHOfxnj/L5xubIO1T0C0lwLgn+4pNDRfCtoYUwgseby56uQUWaLIq1pU1RkVM7j/+Ps558VzuO7D69i/Zn8qC8xat/aAMzAyDAOlsJDNF3+ffX53NVu1AJ5oMYok4UmqResGVp2JJYhkozwahpkJtteE7C1bUdfFrFHFeF0KBR6VYCyRgW71ZwKBz4ac+kIabYpOXr55jrV1G9hZUEW3tygram1PIIvPVUWmUdWZVNfHpys7mXrGGXx7bQFXl7RzxJpX6brxBv6aX8Gm4+7KeYyxhE7AVvOV0HQuf3QNOztDfP2Q8dyzvC4nqml3lByiLMOg9Q4FOW1I1gYldMOqOfWoclbkNBLXk73zMpfSaMIpppFO63UgUjnmG3H8PrdCPJZgfmcvW2rczJg3js4lWzJKSLJZiY2+bkcWE7o+ZEEkV9KhzuZQSWQRRLIhp3anEKCg1IOv0EVbsp6s8IBjWDP6DsYv30JnsI3ygqrkcSZpvf1cb003CEQTWWm9KbVesT4rSUGkPUN//W+xgK2eOa7reOThO71g63OaXnNq6wOaQevNIYgkGxLVXRrbVZ1ovsLso0Yz9aAaXrx9Lftt7yGs60Q2babr3nvQAkFKO/zc0NxNSPXSdetGtH2nkrffPFy1TsbHQCYS2iVJWq8TOU19b5G0HP52Pj9xaXTFJvB20Vf4ResRNFHJ3WWzIC/FdospITop5l1lBM/Js1h82pcAeOrdrax/9SZO9C+ntxau889j0agTOPa9PtwRnZAr2SHApmAsDkf4LQXuAn6+4Od85emv0Ot7ju6SKorad6Hsm6L1uhMGsiQPouI0laQYbHIumoWZZ28lo+mGg44NWZDTQQanoViCedc/S+k+v2de1TzOnXYuP+dlLlReYcKjD4GssGPUD+naNZZpWx9g/ZmX0h4tG/T6KMwly2iaYa0BBTbRtFy0WOErDLfmFJJ9m21JgVZ/CpRwqbJjbh+ufZ6D0/+4Wu/nyYI5glNRF9TiMWje0pOR1RTPR+u0C2HsQnjuMk7S85BxoeZv5YPa6bRWzmPqlgRHrY/x8C8/4KU7PmHhTo1v+b0UBzJbyQi13qHUsfXFTMEbCzmVdj843dwaYFx5vhU4O2tORZ/TwSKn5rnkuVWKkj0qhQWjCYuuAaLPaf/b1Q3DyvSLlg0+t5pcNPoJTkVA62glk5r8s9WdiknO3gYlm4mJP3ef0yy/AVTZ4Bfqg9yu/B5W3QdajLZxJ/O92GVsOuFxdsij2Mmj3Lf+Pmo4Cl/0YOv3IuNuiUYkz31Xb9ii4pXFQ5yx5C7aR85CrjmRje/vYvphIznv2gX0qBCU8/lT4kyenHMfXL0DfrgFTrqN8VILp376ffj9RHjwVHj918wJvkO+5FTwtdu4inxLkRnAJbu49uBr6Yn08It3f4EuBXErMh3BmFOpOPmfj8snsLl0NL5wB96ogSybwb1A1UXA4FEVfC4lg9YrSeZ39qYgUiiW4JPGXuaPN52eAo+KYQwN4RP3UUUacmroBr6wTrtsUOhViWzeTE3dej6pmAhkX9Ds95v4XJZM9V651MWyhzfxz9+upCImE5p/COMefYTKn/+ckX0d5O/cnvMYhdiUCCxuWrKRtze385tTZnDYFDNLnmuc0xMPwqxWMoPIHaSQ08HPgw3JpFdc05POt4RbVbI6bpCb2psNOQ3mpPUOXHMqfbQSPKMAGDOplkAkMaiaU/GdrrT6WF0funMjvp8NTbAriIr50Ko5jSYcvYbN70tUjy9mxycdBLuj5HtUXh59GGUBg2VP3mx9TwSRhpFb/yBdEE+YS8kURMp3q7gU6XNI67WxqvZA4B3LUXPqoPUOIIgknpPuHX48CVjvTlh+hSfPxawjR5OvS5St3079GWcQeHMZ8eZmpIAfxdAZ2ddB3z/uo/mHP2TrkUexfdEiWm/6HeGPPx7UOYjgoDSZoLH7BGLOO0NZxs2uO9DGLOCAyO08edCT/Kvqcpow56f0kRRzWUI3nNRgWeWV4k4q/FDr9fLlzn/Bvcdxb99leCNxQm5Tw8Pe+1Vsyy6UWZVXxQX7XkDItZrW0jwKO3ahSqngVE0YWdvvZDNxiw+WlWNP4um2INqejBBDKE493VcZLKs8GE2g5NWTIMxlcy9DlmQUNC5TnyZUvR9csZYVG2fhiXSx76JZ7Fxw7LBqLJWk/ojVWs2WJMs1/0mSRCxhUsKHo9YLkO9WLFpvui/qkm01p8OgDQsbanLxf8m+CE73oNkFF+wmqFdtPolYOEFHQ8DxuXjwDUmBsx+Fmpl4n7yEar0aJX8bIW8ln067AE8kyo4CjaMumMpXf7If74yQCMgGR/Uq5OuilYy5TUGZC0QSgxYU8Fu0ZCetd3dKWDa1BphSbQYa6bUlliDSoGtO7cipC384dW6BaMIx7uaENHBwKiYNIZgiaL39/Vas+zGbA+BATgcITjuDsZzXZDi0XklP8Ef5Ni5Rl3C/fgL8tBEWv079gdfynH4wCUOm1/MsLbzO+fuez0T5fOz5zlAsgUeVcSuiQbi5j5ZeEzkFOPyt52ka9WXWTVlMTIJzfnkQh31tCvklHjPpoImgGnPVKqiCeedziufv3Df6epi2CPra4b0/c1n7r7m59/vQszPrGDy0+ECuPmGq471p5dP43rzv8WbDm3z56S9TWPMGLYEeDNtQi7HZ3tFHQ0EVBf5mvFHDSiaIdjL2xaYkz+UURMJAQspQxt7TtmZnDwndsIJTS3p+CMkkEZxWpiGnvR1hZB06FJ1aLUTjpd8m5s3nsX2OBjLVMsG5SIvPJUmiRzFQj6nhS4unE+6Lc3bQg/pBJ/6OMMXHHANA8dbcMgJCJVbc1/94bwcnzR7B2fPH4FVFP9ns4+yg9drp20Oh9QrkbkjIqRmcmg5+CjmNZUFOATpyKPamtyoo8LqcwamuU0yQiVITUtsGaNsIHVugcxt0bYfuepRAAyUEyFNBf+UFOkonEfOFibnNa5Sub5DNBGqULoqU0PUhawkIGnA2h0qSJFvtXgo51XWzZCIbunzQKRNIxHRevvMTfIrMBxUHEyh0oT2zhIQu2olkH3e7iWRska9/QaQ8t9kv1q0oyVZinx/01D537IngNJql5jShm2USihWsZA9OrfY/ybHvrAtgADtcumP+GTernLhkUL16I2p1NRNfepEJzzzN+z/8Az8+9LtcevSPyF+6nPFPP0XVj3+MWllJ90MPUf+1swmvG1i+RPgMQl/Ajr5LEhwsr+MG9W6W6zPwn/oI7ZRY+hjC0s9RzD8JzdnndGPgLcZGNwPwaOl5XDnmKTjt7xTrflwRHcNllgDYa05TdZ3O5+mC6RcgGR62VnXhjoaZ0NOEoshEZQNX3HBQ6Pszcb6DBSnCjrKx7LReEa7vLq3XMEDx7QRDZmbFTAAWyuuolPx0zFjMtpfW0x7wMjm/iervX5nRV3aw5lKkZMeCzARWf8ipuHd2CzlNjnurP+L4bHRZnvV8fUHrzW5f0Hr3oIksXfoiLKhXHXkSdML7T2/joFMmUj3ObETuePC9xXDeU/CPRZzcu5G/lRRwbERGcqnM+/BmKovLmfKLR1EKC2nyGtTnxTgr6OHsoActGM+gPIgel+lZ62yWWuCdtN7hCixE4hr1HX18JSm+kqnWmz2rlMsE+mEipyoxTSea0PG6FIKRhNVcGQRyOoBar24gSU7ai8+lIMv9O74Wdc1B67XXn2Y6wtGEjselUFHgJqbp+MMJq+Yx27YHLYik61xr3M6Xpfe4Mf417pVO4SLFef3C8TB93mVUSAfyo/1/xHc3/xtdN4j0xYmGEsQ6IkxCJbw9wEERlY0v7GCnLLOgWWdsIMgj696lu/hEjGKDcK2PlxN9/KQyJWAjSTYKUNqB+3w+PnAfxMUnX5YcqAh/uvNvfLPz93D3MTDjdCgbD6XjoXQclIyhyJvd4b54xsUcMvIQ/vrRX1kaX8Ky0HIe2bQYpHIwXNbYbG/vo6awimk9jbTWmOqGIOqRo1bNKZjU3p5syKmqOILWPW0r6rqQJdhvbCmQSmgFogmqBrkNi9Zb6Byv1jqzdKBbinHV838n0dXF24t/RUdjqkVUujmQU6sfoXhHYvL+1cSq3Fz3pxUc2hjikV99yJxjRxMorKW0v+A0GRDpuoGuG8Q0nQmVZisokSTIRbl1KvSm3k+1ksm52+TnxvBovUnkNKEbqJhiICatNzsy1eUPQ8iAcHfqX6iLQ7s+4ohYD7z0AoS7uax5J7FgJ/xZg3A3i8I9nORNbufx7MdyHnCeF/TfXArLauk6+Ca85UE6k9d+MLRegZxmtHTqp/Y7lylWcJqd1puh1hs3hUgMw0QS0q18RAHHXLwvL//tE5TXGtEkheaFBzL9leWs27ScOdOOcKDKmmFkdVoEiyad1utOE0QSa7MrKbAT13SU3aS//reYXWxrT4gixXLUnNpbraSvR+mCSOJZba/rpS9PJiY55x/VpUCkBX/BBEZccxNqRQXgDKbiiop32jS806ZRfsnFaD09bDvxKzRf/RMqL/8ehUcegeTO/hwIn8Gi9dqe26LAVm533co2YwTfjl/JUslM8mW0kkk7R+GvaLoBksE7je/wz83/5K1db3NocynQQUfFKLyGD2adyc+f7WEKCsdp/+Ix7dwUrVeRrUDXlZYkKnIXUaIdzBtT3+JrS1UO3/Y+cBEROYmcMrjknNj+YLVH7MGpCAYlyZ6MsHUUsGK2TJ9zMKbpBopvJ3J8JF7Vi2EYnKy8h9/Iwx+qYcNTH+MqmcRBNy1Gks265KFSesEc54RmpJBTtx3EyP4bWUohm3siOG1K6/U+qjTlP31B681uXwSne9ACVjsT580mFBU1j8yC08az+uUdPHnjKkZMLmHusWMgKWJoPdJ5ZXD2Yxx8x368rh3G+LibSSeMYXXNJRz0yC3svOhiRt/9dxKaQYtq8M+CKKf3eXjrjvVUnZRqK+tOZo0DkUxKVTazglNvbkGkG176FH8kwQ2nzRxwe9vag+gGTKkxhS9k2ZntEzWng639CcU0VFnCrcrWMfrDcTM4jSas5sri2AfKHtuFI+z9BFVZ7neCFb+JadmpvNEsSFA0oeFWZEu8pj0YzRGcmn/TJ2G7lLu5wSBseBZW388iaQV/lc7mb9oi7POcQEU+6vqA6sBI5ga+whsPfMr49UGm+XXu+cE7AFQAX0Zh18uNHIJK26fdeHwqBZpBfqgXt7+FMS1buH3qLObOqCG4PoTdZClFnUsPfAq9LufC6PKyynMQO8r+wK3eu2HVvZCwTdySDEWjoHIfqJ0NI+aYf4tHgyQxuXQytxx5C2fe/0/qtCe5fe0t5E8sJrLj2xhGBZG4RnNvmMaCKnwt9QD4kj55CjlNLTbFPpeT1pv8a1e+3hu2oq6L6SOKrRrAgmEgp+3BGJJkCt4I27yihTcf2kjMK3P2J09Q27SVEbfeSk9kBDTuAJz1pcKcyKnzPXHPBRI673sTfPPMmcTXdLP65R3osy7nyPd/Qef991N24YUZ9213kkqqG4aluirqFsWinEt4KmcrmUEip9EkLQuGSusVNac6siQjSeBRwBdph4YV0LOTqk/f4RX369RIXRQ/Gcq6nfPEi7XF4CulSPexzfDBiMngK2VTr8IT6/toN0r4wQnTGVvqBUN3/Hvh40bWbm7gwh3bCHmiSHIBCwP3MuL5+/mSfCCjIgUQkCG/AnIEWYLSmN7rNKHnVs3OZULdMhtyKtAcXTesoCSS0KykbbogkrAJcyo54MRxrHyxnnk+hei8Y5CXLKfpwzeZM+0IRz1urnk5lxih2yaIFLSxawRLJKbpw6bt/beZAzndo4JITkq912VrLZKu1psmiKTpBooBHTsCBEpkiDnnH83vZ5+d77B98plEqqcgOufatTLShauUkhJqr7+Oll/+iqYrrkApKaHopEWUnHYa3qlOxk2fVXNqo/XuWgvv3sIR656mmzwWx39AHz5nT3bbY5HOchL+UEzdSqL8Eb6ztIsybxkLyr9KbX09UbmHvvIapOT2GhKTmAJMkNZxcccfSGgPAwI5Jfk683kq1xrKgM0AACAASURBVI5mq28Zn+xTy0FbVqJHIiRUCZ/m7Cncn4ljHaz2iD2JZ++DbO9zavkoOZDTwTL1Yok4iq8RNXyQue1YmOPklbwS2I8xN9xCxz6Xs9+RVXiK863tDofGKmi9oZhm9ot1O/3EbCZLkjUWwxFEAnNNbwuYiGlTtzM4ta+Tww1+4YtWMl/YIC2lBugMOkTm2qVIzPvSWGYcOpIN7zbz8dIGXrx9LZ4yD5NjsnOiLxmNoc1gYd2ptHg7OemQA/lQXcgNO/z8YuWD7Dj/fHxzvg642aUaPJ4f5ZtxF61Lm61N1BR72dkVIhBJUF008PFbtN50tV7bcX3S1DtoB3pzq0lfFq1pFMkZ6KbUegdP6xWqq+IY/ZE4VUVegpGEg96oDobWqxtoUmrbQFIQqf/sXy7kVCDDOWm9LtmhNDupqiDje6maU+f7qZpTA+rehsfOhagfyibya30xL3pOAKKOxtyKLKMa0PN6gFOargSgobcLgK0lcMmxk/Hkqdy7YgcNwQgXHDaeHz27hofmaKhvvsbc99/FrSdwjRrFmoO+zCatmNl6JrVGlpw90exW6FUzavJ0w2CXaxx8Y6mZhg22QlcddNdDd535unU9bHsDjORiWVADB18GBywGl49xBfuwY/M3+cPXPPzwne/gKlmD4T+Wuo4+DAMaCqvwhTsA8MXMY8tLqzkF02mp70gFF0YyO+vZi4JIsYTOv3d2c+6BY633BKIzlBrxjmCU8ny3lYH/4JltrHl1J7WTimnbtZzDG1bxyQnnMu24LyE9l0I3syOnZHyejo6IIL6yOp8ZXx9BzYRi3nl8Mw2zjkK58SbCq/9N7W+vRykstLYlFLV1I3WPCJRA0JlyjfNANacD0cfsyYWhCSKZ94OW0JgTWMp3YvcxKtqCqzcB95jfKVO8rDem8L6+L9MnjuWAaZPAV+r4d+Fjm8Fbwj8Wm/XdTy7dwh9f28yWU0/ApcisW93IPWvN2rkLxxzM2CSKbreVm1cx9f0b8DfX8e4xX8GVgNCMw/E13MJd7vfgxZvhRUBSoKAaimrNv3ll4CuDvDKKvGUcp9SR1xKAtmjys9JhIadq2rWzm9l70XDUckbimm1dzO3kHXDieJp3+DlyXSch3z7oEgQ+XQc463GHQ+u1CyKJejN30iH8PPU6ta/Lgy2V6c+yqRmLmtNcar3hLIJIB0dUEjGd3lI3tDod6p6nnqKmYy3bJ5/Jzg2dlI0wAxF/pP9zKTziCAreWErfe+/R89RT9Dz6GN0PPIhn32mUnPZVir9yIkpJiZWUEuJ3B8Y+gDtvAHcBdVMu4ay1c2nHfO4EM8Kdjpym7VvXDZBixMsfRkLmD4f/gaNGH8XTa1qI9l5OY2EVPq/L8gPy4wYg8UbhIVwUuoPgS5cwVzoYRZ5rjV821ew8uZp8bRYvzt7I3PVhAq+9xvQJo4h0R9kgDR05HYzYnn3O1G3zgz05LnyMXIJIg0VO6/zbkOQYasJcB/WPH6VAiqCtldhZtgBVlZh94hTHdodL643GdULRhKV6LixXcCdJKQHO3UJOO8xt2JHTOaNL0vY1/ADzC+T0CxuU2dUA7VaerDkV2TG3T2XOMWOYeeQotq1u453ntnNSyE2wJQQTys1t9Ub5sPubeBP5vDTpLr7vPRmvS+H9yqmMuutOGhZ/g1Okl/jT9FMAaHcZTNuvlo/fbEQpAE2yB6eDy5r1piOnWQSRYgk9g8qTyza1BHEpEuMqzAUnpyDSoJHTFAIsMuS9yX6udsoWmFSOwQgioae2DWZwOhByKtZKpyCSTqFXpScUz07rjet4VMUKTnP1Ok2p9abXnJr/9/U1wtLzoWgELHoCRh/Io79YQpnoaWqnYPUlOCPooqJ3NB9VbSB/ysHcct48vvfoGj5p6mX20SbK3vJpAyHVRUGJxK1v/gHPC50kSsp4adwCFl11IVOPOZhXlm1Df2UT4biWVaxJBAzpx13odbGj04ks6botey5JUFhj/hu7wDkY8bAZpO76CDY8B6/+DN64Dir34fz4KEpDJRwYXIQUrkUpWI/eewzb2/sA6C6pxBXrBcAbNY9N0ArtjnU6cgomZcqzFwWRPmnqIZrQrXpTsCOnuffZ5o9QWeixxrg9EKWiwEM0FOfVezawc30n0w8byaFnTuaVs/7Crrwymr98BpBd8Mhudjp2NocEoDcZaApHb9RU06lbf8QFzD9uLm1//CORr57OqFtvwTttGuCk9aZqrZzoWzgHQq0bKdVE+9OYaiWTfZwau0OU5rmthJNbkS1Ho18zDLSuemb1LuMcdQun16+kPNHGJmkCL+WfQqdawyUnHgYlY1gTKOHCv/8bgK9XjueAg/bN2Fy7tosRrlSwJATbgpEEpfnuAQWR9FiMw++5nupdmyj8+U/Yub6LSn+IndNOZ+uYL/HEktd58MwxFMU7ILALAi3m3+4d0LwGQl2gRZGBO13AuuS/pN0pj2a5+wzoG2cGsoPoeZoSRMpWc2peJ2eJg26ti/2xdyRZ4vDzp3L31e+ibI7gr/ChbG8AnMyaXHlMEcxkCiLJVgDaF9VsrcZSyOnnxewMld2tORUUfMjsx6vI2Wm9dhq91ee0JcyBUZVpC2tZrQWhNXUPRTZvpvPvd9NQXErcJ9O8pYc5x4zJOJdcLX8kRaHg0EMpOPRQEt3d+F98id6nnqL1uutou+kmCo4+GmXfhciGhyKfiyL6uCp6B1TPgIteYMv2CO1rV1vbE8HkQDWnmmHgrngD1G58nZdz3LjjAHOOHRtoYW35RPLcirXG5yfAkOC5ohMpiPVxatOzPO15ha53nudh7UpAzlr7LUsSZbGT+XTMNlpKZLRH7qfsxOupb+xDltTBIaeiPjaZNB+IJZBec5qeqDRstF5xxMOtOd3Q9QkA7vgE+PcDqC//kFX6FHwhhYaJ85h56Eh8tj7O5nowHORUJq5ryVaBqlOZvh/kNGLVnO6OIJJ5Hzd2hynJc3Hm/qNZfMh4wAxSP2roGda2hQ21Fdj/kn0RnO5Bs6sB2q002c4hva5AUWSmzK+hNV/ivdvWsfGBLbS80kQ0nCDsjwFVeCofor10I0GtE6/LbMTu2m9/ik9axOHPPM89k46m11OIV1WonVTCR683UKPJNKk6VUkK6WDrDUT2ubgf5NRUsBzc5LO5NcDEygLLEZDTVHCHKojUF9MsaqYdOQWTtlKYptY7ECKr2YLTlCqmimxT0ctmAsWxOzZxTafAkwxOsyBBMc0URBK03lyKveKQs6GTLhIcvOZH5upw9qNQNiF5PKAk761iTWL1knrqPu6gtc7PCBRem3I/bdKhHJR0KAXCISwUTVCgQsFDd+Pt66Tvp9eybsJc7nxxE99csL/VSgbMBEz6sZk1p4LW6/ys0KtmJEc0w0CVBpGNdPlg1P7mvwMWw473YOOL0LaBiQ0r+KnaDk89zOVFRfy5vISE0sP29iAAY6qK6S0uRUr04YmZ94qgFXrdqX2X5LktRVkxlqZar5z1Ou4JW1HXDcAB41JImUhoBaPZE0lt/ggLbnyDG06byZn7m0mFjmCU0aqLJ29ajb89zOHn7MOMw0YCUN6yg7UlIyn0mYu7/ZplE0SS0FCL1qDk1XHDynfxudzIkoK7opuWCOwK5tPZZ46toMiVVOcRkwzknjjlV1+Eb/Ysmq76PvVnfY3qn11DyRln5KD1igDHPOdoruBUN1BlszTBPm+I+SgXfeyrd7zH2fPHsGj2CMBkrnSFYqDFTREuf7P5L9AM/l3Jv83QtR0l3P3/2HvvMLnJq/3/I2k0bWd78Xb3ins3YFONwaYbCDWEkAAJAUINHd4AAVIIJfBCKAm9mBYwHWMwNu69977e3nd2ZtR+f2ik0ZQtLsn7++biXBfXYs2MyiPpec45933uw1MuUAyJTa5RfFJwDS81DKc0O4N2RePnA0wUVGmts49X18G7HFYTBJEc6Hh2mjslGuy0msefoGj3Jv554s8pGdRM8cJ+bHep9DEMqsMu1tCPtBHTkycLywwDlCAE67nm719yVJbGdZNyojWxdYTnvcMl1Y/Bnx4D0QVpBaaQWaAHpPcw/wZ6mNvSi6FkTEwQKSVyKmAYRlwwaSKnqYUCEy0QcLPOrTJuX5DW3v3I3baOuva6eEGkDu55Swc1p7IrpsrbGlYpigq8WbReRT18+muibalqoTDTm3Qu/25rO4I1p861zbkrCzm1YgSnb+BkQCiaTqhVQVxcR71oMPmCAbzxlpnMkQSB9lWr2HP1NYhuN68cfTFjfTIV2xoxdANBFGgJKXZZUmICYd3+Jl5fvJuHzh5mz2Wu7GxyLr2EnEsvIbRpE43vv0/zRx8z4PPPedmbSSBwDrfoi8k2GuGsD8CXhShUxe037KT1OpanxEeuOrQbd+489OZxyEo/e7urvY389iZ2ZxTikyU7qA4ooHlFBEniw4xLGXLuHbzz/MPcU/8W14l/YxHXpQySJFHApRUxRLib74b9Dz/5fgO1k7cRak1DMLxxLKmOzPm+HExfaIivSRdFSNOhdlczRvTVtwJ4IQE77aZ7yKaGdehqgMvCc+Gj19B6n8jl6y/ioezVIMCIk8vivm+2oOvevp0mR/VHgpYgWgp9hUQThVigfqhquok1p+U5fu6cPtj+/I1fTohrLXYolmot/2+xH4PTI2hONUCneVwS6R6XHaQlmtvn4q1AmLuH9cTXpuHxu8grTefRpTu4XDJT3StrluJxDQXMRSD3yitpeO8Dzty+gFeHnIpXFinqmwlAiWoGpxaduLtUQSvQC3TS5zSs6t2mIWyubLEFX8CcCJw+mOX8d5cG0u6k9TpqTg3DiKsnss69S+RUB0TzO05aryR2fk52zUkCcmodPyWtV9Fwu0SyfDKSKHQYnFpHTcwQCoLAna7XyWtaBz95zQ5MwVwMXKJIribw0xY3iz7cQUHPdPqdWMJ9ex5D7LEHcV+fOOl3awHRw2GGr5rL1NVf4m2s5quysYw95gQObK3BLYn2M2QlXFpCajKq66jvTUXrbU6YgK2+rAdtPY82/wO+Xl3BvW/O49XTA2R/8yDktjEo7RN21A6iONNLwCNRm12EJ9yAO5IRvYZktd5Mn0xI0QkpZk9Kg1grmY5qIQ/Xluyso39BgFwHDd1G1TpATiubQ2i6wUvzd3L+mFIEQUCuCjOsViDsd3HWjaMo7m/ShbTWVjLqKtk+eCRjovuNQ0YT7t+upl18Un8bvpK9GKqf5dV70A0NVVdx5zXyYfVXfPhe9DwHurngk7+R48shx5tDuncyBfUudN3AP3o0vT94n4pbb6Py3vsw2tup940wz8kw7CDDaj5vCVN1VNtrPydasiiL9Xkqa2hTaAwqtEc0MmjjXHklg4T5GH+8CiGc0GfakwHpRSYTYfCZbJf789t5sNkoY0J5EblpboymRtwuMS6J4Zwf6to6aSXjcGys5JmVLHT63IkOeOv331P/0kusHHUiy4cFWLT4Ay5Qb2evHEbTzWNac0mHJgjgTgN3GnUZg/kBkeuGTbQ//sXi8VyQv4ffDAmZ1PrWavNvS4XJVmirIU4Oe8jZuKSbgM4EkZKRU+fc2pnJkshar874MKil0ylespZHZt+CwA32dzqm9aZGTq0AxzAM2iJOQSQLOT2y7/jXG6q4+rXlXD2lD7edOqjrHxxBc/ZUPNyaU+calqTWK8Vovc4EixN1Cysa37y6ESI6n6cr3OuR7HWjcM8Wdj/yCK78fMpfepHK17fQ7nERPhCm/kAbuSUBu01SZXMoCTn9dnM1by7Zy63TBqVspeQdNIjCO++kxy238OYTbxKZ/S/y3nyZE8vb+ODoU5hZPApIzulE1FjyrCNab0ukhS8qnwbNi1I9HTE99j3vflN9fk96D4o9LnsMMxVQs11RFohBRPLzT+1ULh1ezDGrHuFccSSyNCbpOqQo00zS8tnS72b0+fdTuXouojADl94xc8RpzqRed54J5z2Mo/1HdC5s9fDD3zcQGGb6dDat1/YrzHPqrj+3uXEdgfZcroq8BkPPo23ak2QtnUUwrRi/XyUj1xf3fcMwDikYs/RHrLKwrhK15rUINpvukJFTj4tgxFQr398QZECP9LjP/W5Xt7RgOrP/5lYyPwanR9Cci1+i5QbcHcr2C4JAg2TQY1IPju2fZ2+vXbODJvkEsrSPWbzrawanmY5eWNHI7NOHxcVDOWPnAmYNOAGv7MWX7sad7aa4Nb7xdHdpvc3tpqiQNSGlCk4jmm5nnTuzlpDC/sZ2Lp5Qbm9LRCQt2mR3BZGcvfIsReHmkEq7oqEbJPU57U4rGXTzGi3anxmcdkXrNaLn78wUGxSky3HX5bRwlPYrigK5aW5qW1I7tDFar/OAKr4Nb3OF6ws2lF/CkMFnJP1GEmBaUEYR4Ge/n0Rmvo91FVW0frGEo7NmsH5vjIolAGU1uzhw//00f/oZ5zc3U1Xch/ANN/HXVSIv6waVTSF6ZMYopJZ4TVtETWL/OQWREif7DK9MRNXjUCRdNw6JnuO0vICbRtLZ6h/BvcFbKYv8D7mBRdy85RLW+8ayIjyauuwC0tuqaQ6ZGVi75jSB1gsxYS3DiLaScUkomnFIdXmdmaYbLNvVwBkji+O2dyWIZAU0mypbWLGnAX9FmClVBlqGi/NvH0d6jtf+bnjzZgC2ZxZzfDSJ4xxup2O5vm491865lnZdpX3vZaitQ5j9wGn2WPS5503OnmAweZCPt5ZvYHPNAYb3DVAfqqeitQK5x7eU7DqPZx/9mKE/yWFEyTDK/v4c+397I1WP/pHsmTcCRQk1p2L0r9mioLNWMhZSF0frjb4jqQgXhmEQ0TRGVP+L8tnfs9yzGLlNo1bMQBl4Bu4+x5qBaEaJGZR64uu+ly/by1pjDQXpHlTNsKlkTtVXiDl6OWnuLvqcOpFT815YycJEuiRA+6pV1L34Ii1fz8HTvx8fHHsS9Z6/cP6Wa5FkgV2yjmYY1LdFutXj1LIsv9tWIbZMM2BnYBRMHJH6R7oGwTozYN34MXz3KFel7WSpcAkeuSTp61YrGec4hRTdDpq6Qk4Bwh6BSL6bqlAfSj0eRr+0mFmXzAbMgKKjhERLSDFLMhLWJlkSMaIOc5uj9MMdXYsjRxA5XbKznmvfWIGmG3at9X/SjiSt17mGJVLqzT6nybReZ2AT3NRE/epawkelU19tJmKtaXTEgo+QAgF6vf4arvx8JHErbZnme7J/S2M0OFXITfNQ2RxK8g+sZEdrF31+BVmmsU8h1cf15uTV22jd6WVJ+VXMjH6euFY5a06dCVhN11hyYAkfbPuAr3Z/RVgLE6o+H131xQU63n07AdidUUhft1kWousGGSqEA5LNWLK6CFQMuoLg2o+4X36ZlaELgaK48xGjCXZNNwill9I+pBe5lTU0FIGsGt3rc+r4jtaNZ8KZKNQMk8KtRjTqvqggUxfI7ZtB3boG0tOFJFqvxXLpTnDaEGrgQHAvx4VzCeHGe/pfUVUXpS3VRNxFuNKT7+uh0nplSUTVncFpbB8d0WIFQbDXpVQlDN0xq8a+LaKyv7GdEwZ2V4e/+/ZjzemP1i1rDWsdLsB98gMdfma3kkmgaSiawbrcExjX+i6LDyxm5KD4voCze09iUsVahtTtoqFwNAC+PB95TaZCWE6UftdtWm9IiROUSKXWq2g6cjdqk7ZWmxRAZ7ZIFEhJ6+0uBald0ezFyImctqagjUmi2OVkrBmxEbd6YPnckinc1MkEaw2H0wkLq7odHKdCTiMORzUv4OkYOTUMPETw7l8Ia1bA7gWwbymBSCur9L6s7v9bEqvbDKBfM5RoEp/6I9yS70M3dP6163UEUWVw+mTWGgYuTaF97Tomfv4qwxZ+SpPXS/rUqdwR6kXJ8cdwwbhyjNU/oBkGB5pCFGXEMpcxWm+qmlNHT7SkmtMYWuQJmPvQDrFfmdMsynpNS5ggXurbp3Ag4zte8vv5XetnTDM+ZL27PzvqpyKHdQzdoCDDQ4bXFUevtyiqje2msJaFnFoLUqiD/oyHahsPNNMSVpngqDeFaAsjgQ5pPs4E0+vzdjJkZRv7JZ1epxbFBaaR3bupeuRRdFFkW1apncSxExOuJr6r+JTXdqxmyYEl1LTXkOPN4Yy8h/jH+rb47woChppJmbc/5/YfwDdLe1ETbubRKcfbxxu+9QE8fb5k7I6T+O6p3dw+6G6y8v2MOnMwP9lRzOn/epovJ1/HgcxCO4Fhjb8gCHhlqcOaU8MwbLp6KgpsKudM03Tud73MOfu+JJjRl+e1GUT6TuPJzZksOnkqBRnepN84bV99EFGA8hw/qm6WMJg1yGLce205mAXpHuo66HMaVrQ4MY10Gx1X4s/fMHAt+YHdf3if4LJliJmZ5F5zNZmXXcKODy7n+O3nkdFYyMTLB/LIv1ZiGAaNQYVsf/eD0xy/mzX74uubrECjQxOlKM23wKzTyyqnYPYdzHbfyUuRvwEj478uWMmB+LZads1pN94jryzRmufFvboZ99V3MfLJe1my7G1WZeWhh8o6Rk5DSkoarS18pJnsGusexLYfGer+pspmrnx5KSXZPprbVXs9+U/akRREcq5tie+es++l8344KaHh7a3klgbY2suPqzZa1iMIeNQIxdvXkn7B+bjy8+3tYY9IINtDxdYGhp9QSktItX2HROTUmi9SMsJaq2HHd7DzW9jxHb9u2gsiNJcV07JZ5Hf90+yvJq5jzRVtDIpINKyrJ1DRjssAVdB5ded9bF2zlHQ5nbP7nY3QOo7nN6pJ+/Ds201IkqnyZ+N1SYQVndb6EC4E2gMuREFFN2LJeJfs4mH39byg3sCwZXfC2E/jsogm08yI9iMWye8/jLrF22goApdidLPmNPb/3UJOnbRezUAW4PO/ryNcEeQzv8IjZ/Ri/uNrGB6W4tYJMMXSIlr36MNra8160/Mi21ngPoaTvBloLSHKWqtRMgfgyU4WizRb2xwqcqoTjIJHzn10hJwKDlrv4Qgigan+HlJ0SrJ9Xfzi4O2/OTg9dA3jHy3JWkNKkhiSZU9dNIpHZw5P+VlMeCR+e0TVafUWMsFTQJUWpE2vBEx5fl032JRVjo7AwIY9Ns3Kl+8lSxeQjRhymkir7MjaFS2OX58SOVW7V3O6pTJeqdfan/O3dnB6EMhpmkNx1e0SaWpXmLupGoindLkkwa5xS2WGYU7u1vnEqGeuLinB1meJNafW8VPV0JnIoTm2eekdB6dZDWtZ5vkVee+eC3MfNBfbERcRPPN5Lo7chSokO2CyZjCoRmeXS2O9rFHTWsUNn17Np6teonhHH4Yu3MHNXzzJpQ/8jF3nn8+whZ/y7YBj6P/9PEr+9EdW5PTF75FtoRpNM5HTwsyYI28hp61hNSXl2O5z2klwapmuH/6kaglLVVvCUq2norQOZlZekMuOOpfnsq+lt38X3lA9giEQbIlwxdG9mX3d5LisuIWcWj1NDcNElr2uWHB6JG3JTlMteVyv+OBUEATSPK4OKfjWO3zy4AKaltcRDqp87VfIz/JFz9ug8d132XHOuUT27GHhJTfR4M2wHXZRANG7h7S+f+TZDX9gYcVCxvYYy/2T7ue9M98j1xNDwpwBixVwgCmYlpmghiq1TaB8wKVM+80Q8o0iLtl4FyOUScyvX8b10w4QksP8z9KnCGh77GfE2TbB10nLHt2IBU/daiVjGPDZbfzM9SVzcy9k/imf8Ef1QlryR6Mj2u94Z7a3oZ2iTB8+t4mcW8mKJOQ0OmcVZHipb4ukDJRDCbTeQBKt18CvhHjy28cpfOROIvv30+OO2+n/zRwKbriBz+rnM7ziKPrWjWDSOX3pOTzP/p2i6XaA1R3LSpNpCCrJgUYHbJ4kEwQYdSnPDXuTaiOby3bdCd/9yVTYtr4CUec7qlLqNh10S+QrVZ/TRPO4RFqiSaxg//G4J47jsm80egZeAzHUKa3XSsQ4zULp2xWNkKL/2wSRXvx+Jxjw6pUTyE1zd5hw+XeaU0ztyNJ6Y9uTkdPUwanRopBfGkAzYnO9KAiMrNmKS4kQOPEE+7uCYEo/FA/IomJrI4qqEYxodg/fxEDbOo49Vzbsgh+eghemwp/7w/u/MJH+4pHM6vFbLvY+TeCRpQhuN8q8b+39OJegkWGJvW/v5Iygm12f7yNrXSuXtXgIZC5ia8tSrht1HXMumMPdE+8mT47VmTqXO/e+3exJ74EhiHYyq/6AmfDTA3K0nMaI9TkVRfYLhTysXkxO1Q+w7MW465QcyKlLFEjr2ZvsFjPp71L0blSckrJWvzMLxtF6dSbXiexeV0fu8YVsdGt4szy4i330V6Qktd6YgnPX57WqehUiAuMjLXztnRo9VyhvriYiB5AykwM5/RCT2i5JsJFTMwnczZrTiFVzeqiCSOZcY3WtKM32d/b1Q7Ifa05/tG5ZWyfIaWfoi+UsJzo4SpRCO6HPabBnFhUN3wJDCCma+bLJXvamFzCwYQ+bok6QL9+LgECOZvYDDXhc3S661jQjri62Y7XermefzVUt+GQprtlwolqv5ZR2dyFtj2hxDYszvDIvfL8D3YDeeWlM6ptrf+bqIsC0PjLV5wzaI1pUCMGsp+lMEMm6fuei2WXNqarHgtOAm+1RZDnOqtYzafUdNONHO+s5sgZONts+AFpIIciXKZ3gE5sjyIaP0Zte5cLqVdT+S+HX9qdbgC140nLYdMwMTjn3RB7fK/JZrciv0tPtWiyzVtr8hRql9RYNjQWn1kTbGlKT6rrMVjKpab3pHgu9jyF/h5oBdVqmT0aWBDs4dQk+2vddhjv3WzYVfMXOzCIiRWczcqUZDLbUtVPYJ4vy3PgFIisqGGQp9hoAUUQPUt/Lw7Glu+opy/FRnJW8+AYcAgqJZgU0VwwvZfnCZmrzZWqUdvICHtSGBirvvY+Wr77CuctPxAAAIABJREFUP3EixY88zDvL6mH+TgeapOEteh9DC/DElL9xYp8RcUG6KDY6/t8ZnMYSSk3tyWidlXAaMLSEgjuz+fSZNYjfHcvFF/2M+qN38Keax7j//S38dv0zNIZMOrqzvMHsJ9sBrddwUpBj21U7OI1+ULPZbK+0+VNcO+byrHo6G/Ou5sTovbPYFm3dQLP21gcpzfbZ84fVfsEjxwen1tzSI92Dohk0h9S4wN0wjDi2BGD3YbbupW7AlP2r6N+0n+Xn/JJLfn8dQlTdN6JFeHvuxxy7/xKaC92MOqXcTlDoBii6gb8b5RWW5fjdRKL1n9ZapOn6Qas9hj15/FK5mecz3yIw90EzgVY+CSbfgiDkYWDYIkPpXjkeOe1GfZVXlmiTDAI5Hqp3tzD0D4+w7rTpXPtFPXdP/wzdODXl71rCit0z2GkWfbcxqhptt5KxBZGOzPsdjGgUZHgoyfLhdUu0/5vE1Dqzlmiv75awetjIqVMMLrHPqVOt1/leWgG5ywDaNTILfKiRVvsZEwSYULkBxeMjbdw4+3dW0FbSP5sti6vYsroGwK7JT4WcZtBK7oon4ctv4IDZjonC4XDCXdDvZLM3tijx1SvLqA8HEQMB0iZNomXONxTcfjuCEAuwC1SBk9plPOVpPNNQx4tXjuez+XvIXtbA1JZc9mccwy+H/dKeL52+gbUPta4Oz47N7Mo164w9LpPi2lBpBqdGugux3tTcsFlG0Tnmde0kbi3dQOYnN5uCfyfdC8WjTAHJKNLqlQXk0lJkxQx0FKUa3YivYUxlcbTebvhtIUeCwdWgUBaECWf2prbcB6t2ohsG7mI/+RXtRNpUyHUgpynAjI5sTc0a+msSlVoPNsgmaKPqOmXBRioEESlFoknXD43W63LUnKZ5XClLXBJNFIQjhpxujganJSnW/MO1/2a13h+R0yNoiaI83TXr8Up8pRVNR5ZEeo74KQWqys66bwCT1mtNAJuzyxjQuBdvdLFNyzdfgHzNDLQCnmS11I7M2XQZYgqw8Wq93aOTbKlqYUCPQApHN/adGHLafbVeZ/Z9dHkWQ4ozeOqiUXx903EUpMeCqa5qTrWEjGK7EhNb6go57ajPaWe0Xqc4Sn7AQ01rOBZo1m2HWVfA/x6DN1zHLco1KP1OtQNTSGiC3dZG/SuvsP/mW9gwfSbDVC/51cuRw5XMG67x9dQ8xGt/RuDW23l0zMWsfeRFbjzrPlZNv5SMU6cRzOlhX0NI0TEM03G0EK3a1jARTY9DTq2x6bCVjC2IFH/dqZDTI1HHKQgCuWkeqptDjvERidSdyAMTHkehgVd7tOFWzV6n1a/eDwueMNttOMym9UadVyNK4/R2IdZzKGYYBkt21iehppZ1hpxaCaamxTUgCrwTFfbJ37KanWedTcu331Jw662Uv/QicmGhPb7W+K9v+xjJW0m48kx6Z/RLErWyElGJ98X5zjYGFXu8LBMcwWtWgZ+Zt42hdFA2817fSvb2vqxQruLTfqMYtUvhrU3PAEZczbpHFrtATsXo/8e2a7qOnxAXht6BvwyCZybAZ7dC3XaCk+/iEfUiVD2W+bYQmO70Ot1TH6Q8x49LEk1lct1MvrglKe69tuaWggzTgU5U7LW+602BnDprTk/cu4KqrELeLx1vB6YA72yYxVHrT6bFFaHtqIyoMx0dF91A1XTkg3iHsqNjUO8Qb1IPsfZ7k1HO+yNegN+uNR3p1ip4fSYzqv+OqGu2yFC61xWtOdVwS2K3kF6PbKKtPXplUL2rGbm4mDknXspRew1O376UdiU146S5XbXbiznNSrZaNaCBBEGk8BFCTiPRtRrAL0v/Z7TezOj7ebg1p05EOS4xpJkJDSuR6Qx4LGc+K6rjkJnvj5vrJQwmVG7gwMBRCO5YkksSBHQd+o4pIKc4jXn/2EhPJSbGl3iPghGNP8vP0XftX0HywNQH4PpVcM33cNxtUDLapKQT3xs9cPJJKPv2Ed6yBYihnie2y7QL4D22gHrJID3HQ0t+kGXF39CvfiSnSdfEt5bR44NTQ9ep+N3tiJEwH/adApi0ccGAjQsraZR0RG9yzalLNINyA5EtU1+GUx6CilXw9+Nh2T/s8iILOZVLSpEVM6kdiVR0yw+LQ0678Uw4EX+pyXxnBh9dHJt7DAO5yPQx63eaa1AMORXt73Rmmq6xtmY1I9saeFM7ETH63miKRkHYXM8lXzJaeejIqVVzquJLECztaP6Lo2sfsiCS+TuLRfhvofX+Fwsi/RicHkHrTBCpM4tlIeNfajWKZAo5vZhGgEXKPspy3yesajZldV1uH7LDrQzZa3L4fTkeFAzydAFZEqKtPLqJnOp6fHB6OMhpZWuSOlmiCq5Ff1UOCjmNje/ffzqW2ddN5owRxUlOtSSaQhh6B/vWEzKKwYiGX5bs33YHdbWCUwvJTve4cIlCSkGkxJrTiKqbSEioCf45A7Z8AcfeyPuTP2WhflSKVjLmBrmuml0XXkjVHx6mYfVm1pafhybKzB03jDvOGsVL00ROf/AVBl73O9Ivuohvy0bTll+E7tiHIMQcDkuRLs0j2YGl1TC6KAWt1zyX5HOznsdkWm8ycqodAeQUIC/dbfeSs/svukTOGHAC+cIU2l0bqPD48Icr2do8Gr66Fx4fbv5tM1uBWDXWNnJqmNfntWtOjxwCsr2mjbq2SFK9qWWdBactIYU+houdq2rJHZtHxFD5xdqP4JbrENPT6f32W+Re+XMEMVbfBTqran/g51/8nOUtr6O0DEFtPSp1n1MrOE2ibBOHnCbSes068ti/PX6ZGdcOp/yoXOa/s5USVWRf/gjcKmxZ/S/c+Z/HJTA6pfU6HFvn+1qq7Gau5yZ+EXkNCofBmU/BDavhxrW0jrseMNtIWY6WhcB0ResNKRrVLWHKcvzIUSqYgfmsul0dIKfRGtZExV4rOHU6Nol1xe6aKobV7aBi3PGsO9BCRNVpibTw4LyHWThrJ9mhHsxNA58/QT3dOHihLgvxbnQI9XRZc5rCrESiVxYhqxwm3wy/WgijL+fkute5QnnbFhkyg1MtKkTUPQfPK4uEVY3CPpk014bYva6OlUOOYUNeD05ZFWFZ9Q8pf5eol2CZHZy2WcipJYh0ZJHTiIMZ43N3XEf977S2sGonj7qrmNqRWWuzWxI7qDntmNabpZmfZeT7bB8GoMeBneSEWzgwZGzcsaw5xuNzcfaNo/Dlejm3zU1Go/msJt6jPs3LOEVazup+v4ZffAXHXA85vVNeh9MnSz/+eABa534LmHNdkSpQpkks8iqo0Ue0MriHBS1/ZE3RHIKChrImFLdPZ6wsCFD34ou0zZ9PwxW/YWemKXTncUmMiEg0VLSxwKchCEI0keeoOZViiT9R9sLRv4EbVkHvKfDlPWRr9Wi6gaobuCQRubQESVdBiKBG6tGMrp9dLe7edf1953PrblYJSZCW5YlDyqV8L2EMDqyvt8cAYloCXfmH2xq3EdRCDI9ovKtNsfet7N0NLjOAE1Ihp0ZyH/XumCya60EwCm44p7yOyCfOwxxqKxkrEbaluoV0jytp7TwS1g35l/9n7b/40v7z5lQDPBizXoTEd9rMxpof3nTK05wa0mksWMLcZdejKqaDM7dsNHsD+Zz0zZvokQiSJNAoGmRpIi5RJN3bscObaEnIaQJNwxK76Grdq2sNU9saZmBhfHAqdlhz2vWkqUT7nXWnbgli1MGO0NP4GrZ4yrAkdD7B2jWn0fO3+sNm+d14XKn7Y4airWSA+F6ncx4w0bzLP4aT7yPkMtueJNd1QnaomRF/uh2lsgrj/r+zeORtNMhFfOlXacjNRM5cjtZeRu9Mc6F23j+n0p21SELMYffJkp353NdgBqc9MpzIaey5TnVu1ph0VHPqrHs2jCNTK5EX8NjBqeVk985LQxQF8hkPgs6+HIm86pVUtpXSdPEiGHquiaD+qQ/8dRgZH1zGTa5ZFOz7Apr2YWDROKPI6RFsJ2PVm47vnZvy8/TOaL3tCscFXaRleTj3osHcueYdZm6fR+bFF9P73Vl4h8TLZPUsrqP4qKe5/tvr2NO8h/EZlxPafyGQmspk3Y9USsxWkqc5pJCVWHMqCEnviiiJnHLlEHzZHs5qcxMs7g/AqcERePK+47nN97CtYRvQecse3TCi77FBTutWWPgMvHEhTwdvBeDXnkfg0ndh9E8huxcQQ3xUzbAdLQuB6So4tZ77shwfLlFEdcx1Fk3PSnbZyGmUrZGEnKaghAmCyWSx5uO8xd8C4D/tNCKqxj8X/Iu7/vwEaW+PYEj10QycXMAWUbNb7jgDAsWB1HXHcqK9tuuD8e1wul1zGjW7bth5bNkLZz7J8sypXKJ9QOaOjwGDdK+MGn1uutsywesykxVDji0mryzAF8+vw92i823xRMpqYe3KD1P+riVFuQHEhI8aotdtOYxOoaQjYc4aYJ9b6lZ985G2lrBqlykctiCSIwmRWHPqbLUS30rGfK6zdHMcMvN9cT5F2fY16AjUDB5l/7Yp3IQq7afeWMuq6lU0CLX0PK+UOsmg5atKeitiDMWt2QxvX8odtb+jwshhReFPuryOYDiGnLry8/EOGULr998D5pw3JuwihMFad4QFdW/j7/MXfvXdhTRpe2ipOp8VHh1lX5DGqpjStTPg61O1g5rHnyD91FNpn3amvV3WDI4JyeT3zWCLrCGJsfp9Z82pNXfaIn3eTDj9cdAinF31lBmcRtFqV34+gseDTASXKqJJ8X1aU1kiQ6wra4/Enht/q0Zj1AWw1gU9KsqwwqOyf00dlTuakmpOuzrO6sqlAJRmT6CBDDshqm/fRsRt+oxiCuTUbCXT5SUkmSSKKNGSBp+7e4JIRwI5tea8vfXt/xbUFH4URPrRummHSutNJcsOxDkgrrLx/HLabMY3e5kVWccL708jnRZU0cWzw84mu76S+pdfttvSZOsCLkkg3St3m9abmElPnGyshbyrzNiWqmSlXoh3ZA3DsINTvROE0zI7iOpmcNrVRBm34Boxyof1285oUTatN7poNtrBqWzS0hIyvbpuXqvlZOYFPIjoaOs/hqUvwPiroHRM3HklIYuRCPcu/gfu1iaE+55l7rcKgWwP59w2hjUeDUXah+StQmmM9UuzKJGKZsQ1sBaIORXWuKZ5XPYisb/BXIiLMpPVeiE5e2m2konV0Tgtw5usGK3pZuubw7W8gIeWqKNvLTJ98k01xnShD5KWy/6CFkr2mWjL1u0+OOdZuGY+nHQflI1DqN/Bta4POXPz7fD4cMYH55nqrP8GQaSlu+rJT/fQKze1MEKaR4oTNXGaWhsiTxEYf3pvlLlfMXH3CuZPOY/ie+9B9MUvfLqh8+7ux/B5FB6e/DCfzfyMkRlngWE6rikbvgvW38R7az6/LSEVw4DMhJpTQUhdn+3xy/Q5uxcuAwa2ZtPsDjC+voRw1WlsbVrNuR+dy13z70KU6zuk2+oGeASNp+UnuGj5hfDFHVC7mS9dU/hJ5B7WiAOTxyn6HCq6QSiimUmdKJpkOc8d2d7oc1+W7TcF1TSz5tRCTiH2zttqvRatt0PkNH6JTffKBFuCNH30EUXffcK63N6k56dxBnsIvRVgwN6JlB6Vyfl3jGXM2QMwjJiwnb1O2GhK91+iLBs5jQ9ODxY5jTnWyb+bXfQbdgqlDFlwA2+7H2AwOwCTStzdddGkeeu4vS5m/HoEHr+LoTvCrCo0lYF9C5fQGomv1zcMg+b21Gq91vppIcZ2n1NbEOnIvN8RNbZW+2QprnbvP2ERVSei6jFa72Ejp1ZwKnVac+qMga3AJlsX0GUBb5qZnLCelZId69iWVcQyYTanf3A6418fz7FvHUtVxh/YzGNc9tllTHtvGtevmM7s4Q/RkFbJ2UGJpVv+wZNvz+D1V0/ms4oFPJgxnan6HdTrXTv8bZGYiCJA2pTJtK9ahdbUhNIcYaAiscbfgqvX31nU8DqGmsENI3/HWbnPoLUOYo1bRQfeeXW97aNYa2cgEuTSr55HLiqi6IHfIzreR3VNI14DhkzviRZlX1j1+86aU2ts4+bk3L4w5RZGNM9lnLbCZkkIgoBcUoLPiOBV0lA8a7q8/sR715VZ651sgC9k0Owzn2m73lY3y7oWe1W86TLfv7PVDk5t8bou8iIrt80mW9NQel4CmIGvYRhon31C0GP2UBW9yaGJ2TLvEJBTSaDN8nPcUnzNaSeCSGAm3uVDdFacc96/o94UYlTq/0b7URDpCJmq6XFqgIdiziykhXY5s+O+jB7M2X8PZ+e8wqvqZs7NfZKX6+5kRY+B7Bk8FuF/n0UYexyNok4fxaSYBryupP52HVkiVSyxlYzlmHXF6rXUyZKQU4cgkrUvfzTLrOoG7k4cpRj9tHvja02Uiq7jIzmgTcwomrTeGH2uswDcSXMMRlTb8cnyRZHTBCTIQobSZGDnPI5aNYtFno8o+LbRpMadeHfSvoXohB3ZsYPgsuU0zZ7NoIa9PDD+co5bEiI9x8t5t41FiVYqN0oLMXQJpTmmCO2ya4b1uN6ioiDY9c1tjhY61jy3r6EdSRRshBdMJ1sUrF5j8eMRJ4iUMNnHFErj6YRHhNYbiJ2ftcj0zjODU5ck4mkbxf4eX+MLqxT0kNi6tIqxp/UyqaCFw+zfnvbHz5ma38Ct+j+5du+jtGZ78MqDAVKi4IdqS3bWM75XTofUpM5ovXJtBAMoK4EDN/8e74jh/OKZ++zPQ2qINTVrWFa1jEUHFrGlYQuPTn6U6X2mA/EZ4lQLsq2o2UHNaWO7GdQkqfWKQofzQcgv8klahHPaPKwa/FMmrXgX1XcLj513LYvr3+WNjW+gyp+TF/oNcEzyDjSVO9ofY4q0hEVlv2TizBsgq4xHH55DhRGiJMVxLeqaqpm0Xp8s2RnsLpHT6DxZluNHFkVUXY+i/LEgM6LpeGXJgZxaNaeJwWmy0mN42zYuW/4eE95aTEWoDT2/iPeGTOPol/bTV+hNRXENv7vmTLLzzTYK26KiabmB+KSCbphBuOsgHJMcf3zNqRF1kg/W2bPGN1VgHHTlcLnrjzw/dCN9V/yFsXt+TaV4NVvbpuPvLq3XJdljF8j2MOPaEbz+hyWcqOexPr+ccZv2MHfvXM7oG+v13B4tq0hF63W7zPNsSBREspDTI9TnNOLQHPC7pTjV0/+EWYwLi9lw2IJIaiw4db7ftlqvE0mLmk2jN0SUaFBjlQrpbW0U7N3CotFeNrR/xHG5Uzi+9Hh6pPXgn/MayPbkcsPUcmraa/hu+3Y+37SFvccupeecYxiyehyzhs6nMTcreqR1iLnreKvyNeZ9mI3f5ccv+/G7/Phkn/3vNDmNVs8+qsjn4+178bv8pI0oIEPXWXTLr1lSegEu0tg08K9IcpDJmb/l042FnH/FKTx3YDvQQJsIK90qY7a18P6flnPCpYNs3+HMHfPJbGug5B/PIqWnIwgm8yJTE2jf0Mgat8Zp+V5TAT5aM24YsbXSJcYYTEksiGNuoOaHV7gt/AJXaMOQJfPa5dIS3OEW0tRcVO8XXd5HZ6DYLeQ0eg+zNbOPaasv5jOY99vURlEEGDq9J8ve3ka6z1xzU7UeTLR1q1/ms/p1nKO5qckbD6xCEgVa58yBhfNZOf4mMjEgxXyhGSmS9t0wp0+b2Oe0M0EkMOejQ6ESA3GlDKX/LuT0vxc4/TE4PVJmy+V3cxF2Wirk1O4J6HLQC2QRkBjd58/U7voF83IqOLfpG95XT2LtWVfQ87EbkV9+gQbxRFwI6K2mSER3W8louhHnTCWijxEb6ex8kttc1UKmT7YdN/s6o5OxEzX1u13R4FTH3QmQH2v1cpDIaQcIqBOp1aOCSFZdltSlmJJJdwopOot31Nv3KssvR4PTZAGHLFq4cPG58O1eslw+PtWHERg1k+NmXAqeWE8vQ9WYsfMH6m76jMqVK9AaGsxzys3lmeFns7tgBGp1iJE/GYAkiyiKBoJCvbAQtWUI6DFUznI8VZvWa2531hEG7TYPMUGk6pYwRZneuIlbEAT8blfKVjKiIMRlg50miQJpbikOOTXpOYc/qzqDZ+u4ffLMsRRFAXd4NNuKv0JxSRS1bWB160Dq9reSWxLfQ82Xls5aIwcueYc9fzmRWxsepHJfMS7cKeuHD8X2NQTZ39jOVVP6dPid9E6C07RGlTa/QOOjD6CHQuQ/9AALq5ewrHIZy6uWs7Z2LYquIAoiA7MH8uuRv+bU3jFlU+ctSzX21rbE+2c9K1ZNbiKtV+yEAt/QFmG7rBMu86Ibg3CtrmFc5UayvVO4eezNXDzoYs567zJq0p5lR+Nx9MmKjo3SDnXbuLLmYSYq83lQuYRAz6uYmFUGxJyfVMe16h2drQMsRkRXgkh76oO4XSL5AY/ZfsBiHCDYwWlY0cEbmxN9skSG15VE67UbuIvQ9PHHNLz1Nu3Ll3OMKLG5/xhOu+NXvNiSTeYXSzHadJaPDHKgtcQOTCFGFbaSMNatsVrJHExGP8MnIwgxYSBrejvYzLvFkEjV61oUQUNie8/zuXhhMR/lP8vjLc/wdtNu1ueeCvqkLoukrHnVsrzSAMtKRMbvNdjW9xLOWvQwX21aDI7g1JpbUtF6OxREio7dwQoifb+1huIsH33z4+eQROS0O+JbR9KsecNaww5fEClW7uFkO1kJ7FQ1pyGHIFIkinypmvn9/Qu+RtI01vQymJZzP38+6Vz7d+/NXYDfkJlcOh6AlppdfFG5gr8M2UAw/V4+bHiYq/fcx0k3DaXd1cIFL3xJk7aXkpJG+mV5CapBgkqQqmAVbUqb/e+gGoRsWBOCNfNj13bOcQX0bpuOXOFnXq+PaWw7ikjdFEoLRwA78ERV+y37xqegZsscV9POOw8txdUvDcGAQfW7qcop5qhhZqLTGpM+qggGLPGo9rMsOWpOY9T4WLI+KUhyefik7BZ+tu0GLoq8x0bxNwDIJSW41tfjzxyELu+hOlhNgb+gw/uoJQAeXZkFAuREqdkhr6VhYH5uGIZ9z3uOymfvkmrU7S3IPhzidSmOo+uEvnuUu7a9TK7LzY0z/sE3UVayRwlT+eBDGH36sS+zHFlNFge19nsocaKzBMGfSOvtYIfWZs8h1psCcUDVj7Teg7cfg9MjZK2RjhfIriz2fsReSSvgcSpbWoFjRNW5aNR93L741wzI+YD86jFohX1JP/kkmpYvpWHsCeY+miKke2W76XtXllRzmiCIZJ1Tl7TeyhYG9kjvUBHUMGKIVMAjUdvade2PFUR1t3bJmpC6U3NqCSKVZMVquzqjGRuGwYTeuSzeWcd3W2oYUmzWiWb6ZDzR5ttOaw9FuMv1OoFQBZz7PPqA6Vz3P99xbaAfx3ninZzSL97l2NXvo5aWEjj+ePxjx+AfMwZXeTkf3/kZ57S6UFww+Jgi+zpcGWtQaUVpmBC3L1E0s7UmCh8LCK06QogtRs5WMkCcUq9lPrcUDU7jtwtCLHGRaq5MpJZrh0jPSbS8gEPxMYHWKwlApIQWfw8WjWhn4pxXECY9xJYlVUw6J37MM30yTcEIeDP5Q/aD3F9/G+Vf/oLVHg+t342FhpNgwKlQMIRDWh1x1pumFkMCEzltC6t2+xLLlLBGVpuB4K6m9dtv2fvzU7h25a+oDlYjCRJDcodw6eBLGVs4llEFo0h3J7cY6Kq3W0eCSFaduMUOyPQnBqcdK1tbAYG3yA97QzQVDmTGroXI0q8AKAoUMcZ9G4vb7+bij2YyXUhnZlMTQ2p3I2AwEXgl7We8UHcK1yegN86/TktETr2yZCe0ukJO99a3U5btQxQFXKJgqvVGkzqJtF7L+XeJIrkBTwpar0Z+sIEev7+FirUrcffsScGtt3J3qJz9hpfzJk5E/2Qjg9vy2V+0kbF9pvP4nK2msE+Unmrt06qZNUVVHKjnQTgmkiiQ5ZNtYSDN4SAfjFmoT+pjxwRfmknjk+FPUfDd7cw0PuMn1Z/AXx+GgafBoOnQawq43El78KYQyKrwwjq/zlBKCLszEReuhBnmZ21hla3RMpLOaL1HShDp9vfWMrpnNk9dNCpue8RRc+qNlnbo+pFJwnXHLAaMxWw4fEGkWM2pFWA5Kd0xinnsN8GIiiwIBDSBWo+1/uqo7u18+e5LjJVglf4LxnuHxh3LKh2wdli85yO+8fyVtB/q+c51DI1jc9FWKHzxp82ccNlgwq29UUJl9Cou5C/Hj6EjUzSN/nd/xNXHl3DJpEKCapCGqjbWrGxGEcKMWvk3lreOJlxmCjRZa5gsifG+iwAbZJXn7j+GBbO2sXlxJSO8EgMa97K13+i46wDoqUrIGTJNYrs954hCBzWnesfJnl0Z4/iEY/mZ9i4rK1qh6U+4S0txLd2JR/ECAtd8fQ1Pn/g0RYGilGPg9GO6Q+u1kio5msmuCntSIKdW6ZEoMOGsPnz0+Cp6OQL6lL7Tkr/zt7XPsiMzg+eOf5yM4lGoB/YBMOWHf6FWVhJ5/Dl8s8MEBSPl82uVWBysOUsQ/EmCSJ0jp4faRgbM8bGYgSVZR77HKfx3B6f/vYTl/7BZtJrDUeuNR06Ta3ucdXADc0bibu3Jq1k+TpO/w+uS8AwajFBVSUg36WnhhjDpHlPOvzs0n45ovdakZk3encWmhmGwuaqFAYWBpM+sOFszDBuRssarK1EkZxDVHeuq55Yzo6jrRpwgkkvsvM+pphv43RKT+uTy7eZqmoLOmtMEWu+u+eS/NY3zXfPY0e9yGH4BkjdATprHFESy9tnaRvUTT1A++w2+Lx5O6aefU/zwH8iaORN3r16Ioki+JtBPlWgp8yFHz1U3wJ29ED/FaMG+KcbBlFE3EigxNnLqQKSdNMGiFMGpJUaVqubUFkRKMVkmKkZrR8hpy3fQejN8LtySSJ8oomEmGEBtHsM7Y5txhZq2TvbVAAAgAElEQVTo4W1m67KqJFXsLJ9sI4PNUhZ35T5O/YwXmKUdh6e9Cub8Hv73aHhqDHx+J6x8DfYshmB9t8916a56MrwuBvbouDddmseFqhtJyHvF1kZEYOjKd9nSy80tBXMoDZTy5AlPsuCiBbwx4w1uGnsTU0qnpAxMzfFw/H/KmtPOaL2dIKed0HobghE8LhFfoZk13j/yVMZUbUaq2AV7l8IPT3HH3v/hvQPbOamlmY+1Bi5M1zlvwDBen3I1NxT+jQ/TLrADMsusZy3Vq23Nm6puEFLMd1qWRNyS2HVw2hCkLMd0Iqz2Awbm826JYlhCRzbiIQnkprmTaL36V1/wzDd/Qd62iaKHHqTP55+Re+XPkbJzaA2ZCQg2NyEbMlljNUaVZ2MYsG5fk70PKzjNdSRhxGiNr3qQgkhgomoWvbVDxKYLUzoJas1HyLDXiTS/n1vVaxgb/l/eKLrDrKtf/Sa8NhMeHwZN+5P24XEltxZSdYPNGebxdvU6EXl3rB3URc8v4tIXFwN0qtZb36Eg0sEFp2FVZ3ddW9J2RdPxWK1kHG23/lNmKUBbySOlG8qsnZmVhPE4kFPV8cxbj168Wq9OD1FCAFrcEV5Y+wJruJOqtMco21TPgV69CGnlKdXedcOA1hp48WSmbrqHOrLgis+4x3UjjdkZzLxtDJ40mdl/W80xDQKyQZdCjyFFB8NNni+P8oxyBuUMon2pHzSBC+45muzyNK5d/SGyZu4nrGqIAlFkOH5fze0q3jSZk68YgpopMy4kkBEJUtGjd9x1CAaUqSIZvcx52HoGRLGLmtMU75MkCtyv/4I3hBmMbPwKnhyN3L4RWWlD0gTc1VdR2VrJRZ9cxNqatSnH4GCR07ZonX6OLtAqGYgua803P9cNIwahCNCjl5mYz9FFm42QdBw1zNolT/FKRgYXDDifo3ueGP2eTl57I+OWfUHW+eejDR6K3xBoE1O3KzzkPqeOsfV7XHH+S5e0XvnQxJDs40XBlB+R04O3H4PTI2SthxGcplLrjdF6Y7fILYkIgrlAqrpBY900miWJnoFFeF0C3oEDAChoPYCGQaRJcdT8dU3tTczGJyryRWzktON9VDaHaAmpKZ1wZ1G95YDHGsJ3gZweIq23I/n0uDqaqCCStW+xC0EkLYpCHj+wgF11QVbta7R7ytq03vqd8PZl8M8ZiO0NXBf5DbtH/c7eR17ATU2L6TA1f/4526dNo+5/n6Vm5NE8NXJmSoBuYshFGIPqwpgTtr52LZJvHyXSScQ6jsWPg42cRj8WBcEG6dsctbxO1KwwI3kytdr4pHIubEGkFCfuDE5nr6mgtjXCwB7JyYuDtTwHrff8MWV8cv2xNnJgIX5K42ia8rJYNshF+oavaKkL0VzbHrefLL9si1phQFjyYww+k/vVn/HhpHfh5i2mgmJ2T1j6PPzrWnjpFPhjb3i0N7x0Kmyb0+m5Lt5Zz/jeOZ0G5ZbjnOh07dlYh26o5NVt4YfzBvLCtJf456n/5ITyE0iT07o1Vl3V2di03lSCSEZM9CtVK5kOkdO2CDlpbqQsN2EMwulZCIKB5/azMF44Gb68mzStmdfCP+Whq9bxzcU/cM/Ee5AzSnhk72d8630CRayIQ/oh5iQnJhkgNm8qmplwst5pn7vr3pN764OUZVvBabSVTJRKloScOlCk3ICburYwhqbROm8ee66+msCff8/ujEIiz71K1syZADTVtNOjVmVkhcbLty9A3hJke+5KJg0dzfDSTABW7m20z8ei9Wb743tCajpxQjPdtey0WHCqOnotHoxpDsQ40ayaOuseBKJIZiPpbOxxOvzkNbhth/k3WAvz/5q0D28KQTlVM1C8IltlncrCY8iq0WgKm0H8Gkcwn4q1ZCV0G4MRJDFGz7YFkQ4SOdV0nT0pNBziaL3/F8HpEab1OgWRrD05kVNrLU+sOc0TzGvf7H2bJ1Y8gcvIZPLWUyir1mkYYNaVJ88x0SBt0TNQsZJZZXfxc9cj0PNo5Gi/4fzydC64YxwjppYxNCxxeYuHYLBzRpjtM0RLrZrr2tm8uJLBRxeRVZwBF15KmhpiWO1285rVGPqdeI4RTbefy2BPH1nI1OcM4UBhL/s7ggDlqojXEMjtawZt1pwTE0SKrzm1gsdUPYslUaDF8PIn4zKeGvIW9J6MvPUVZMVMjvjbB/Dq9Ffxurxc8cUVzNmdvAY55+butJIJhlUyfTI5uki9FFPHlZz3O3rOoiDg9rpQPSJ5mhBXE4+uw64FMPtGeGwwXxqtuESJm8bebB9L0QxG1mxFNHSyL7sUVTNI0yEoGCnZeYdM6z0E5NSm9R4GcgomMxD+fYJIR0K74/+v9mNweoTMQk4PRa3XerycL6STYmJ/TxBsqX1VM9CCPXHpEhX+Zo7d+Vc8/c2WDb2aKmgWDcJN4ZR9JjsyTdfjXuTEoDmGnHa88G2ONhxOVOoFp6CH4aD1muPVVa/TWHB6cIJIHSKnzppTw2rWHRVEEjoXRLJQyOMG5AMwZ2MVWT7ZbBUhqcxseAGeHg/bvoYT7mblWV/zsX50XI/W/HQPNa1hIvv2U/G725GLiug16x3WX3krLe60pEmnvqKNgYrECo9KYxSZ3VC3gQcW34uhuSl1Te5wHKzaOWefU+v62h1BvzN7W5jpSdqXHbwnnJsgxBa+VJO9ReutaQlzz4frGFGWxaUTe3Y0vN02pyCSzy3R3/HMSVE0V1PTOSPvEZZPLSO7ZiMAB7Y1xe0nM4qc6rrZ11JAsDOmIVWH9B4w9gq47AO48wBctwIufsdsmj7kTGitgtfPh+emwPtXwfePwaZP7V6qNS1hdtS0Ma5Xx5ReiL0Lie1kli/fhCe0ncYcHw///C3GF40/aJGGuGxxSkEk62/ivRVsNVRIRqfETt6VhmCEfJ9AQfN6itwbUeoE5KMMWnZ7qBUuh5u38I/R7/IP5WQMl5d0dzoXDLyAt05/i3dOf8fch/x1Ul1rDDlNQevVLMpvjNYLMeG1jqwpqNAcUinLMZ0I2W4lE1XrTQhmNMfzXqIFOXbRx2yfegp7r7qa0Lr1NFzyS2475lcEtSy+eWUjr9z1A6/ds5CcDa0UtUNx/yy2DNrIN73fZkLRBLL8bnrnpbHaEZzWt0XI8stxa4ClbKlqRnw7l25Ytt9NfZsSN4YH69yonSGnCHabG4gPFm1BJNkHg8+AkZfAipeT0FNL7dy5xkQ0HY8sstyjook+fIxmS8OWpON3SusNKlGlTvO8bcG8g0ROVd2kuFtMAvscHYGNpcr+n6w7tTQvrD6nhy+IZNWcisnIqUOtN7HmNM+I6hZ413DfpPs4YdtpXPPh13j692Pn+JOBFOwMESQ9Yj4PA6czzz+VNK8ZZDv7C0uyyLDpvZiVFiFbFymviNDeGunQH7GV6N0uDMNgwaxtiKLAqGnm2iOMGUtIkplYuR6ITzCkSiJac2Cw0IOutrK99+lU55XGrkMQGBFxERQMCgebqrNWgkISY+uuk1JvuSGp3mWL/aPpBq2+Ypj5Au78LNyKSWN3a9A3qy9vzHiD/ln9ueeHe1D0+Ocy1bzZmbVFNLK8LrI1gTpBt5NQ1ngYRgycsEZISZPI0c3WhcXUUr7sIfjrUfDP6bD6LehzPCvLhnNU3rC4ZKqmGwyr3U7Qn46nXz9UXcdvCARFIyUAohuHhhQ6E2lJgkgd1pxatN7DQ07TooCFswTpSNrBJhf/X7Ifa06PkNm03kNQ67VeBOf7aC0E7oRJy6oBMT+XEJVBfOndyj27X8P4IQzp6fRuPkBVgUF7Y4Tcw0BO7eA0+u/uCCJZSr0pg1MHfflgab1tB0nrTaQk17dFyPbLceitZWo0K2o5FU6hglRmtULplZdGz1w/u+uCFGfJ0FbL3bW30Te8EUZcBCfdCxnFBDdXA+B1nHtewMOOmjaq//xnEEVK//YUcmEh+pytgEP8RNM5sK2JZZ/sRAGWe1T6h0zK1NMrnybLk037vp/iGewHkmmmkiSYar1G7DkTY8Cp7dT43a44FKEwMznT11FwKgoxpDmVs5seVYy+64O1tEU0/nL+8IN2rFNZlk+2keHEo4pi7B5myAXc8stZLPh8KpIaZMGyFQyaNMP+bqZPxjDMPoGmsmKMzpOk1iu5TKn/3L4wYJq5LdxiBqQHVsOu+bDmbXO7NxPOfpalilmf1lm9KcTeBSdyunj/YqRGH0XVO2mfdDriIUrHx9N6U30upPxMijpIjcEIXllMojmJgoCgq9CwG5r2QuNeaNoHDbu4c+9CytXduBapbPRP4pvG27ih7DH+1nMutW/NxjP+VLze/uhGNABxOAKDcweToU2kSVqAIE5N6rXo/Os0xa45NZFTq4VKV70nnW1kIOY4msrSMWEMuzezbjC0djuVv/0tM+d8g6hruCZMoODWWxDGHMuSz3ZxxeIqVr68GbfPRdmgbEafks3chmaeXrSDt6YHWTRnFkpLCX7ZPObIsix+2F5rn1Nda4TctHinxqLQK/rBCSKB2VJnfUWTff7WdR6MnTq0kK83VjGoMBUzxpxXIimC00Diujj5Zlj1Osx/DGb8xd7sdYyz9aypmo7XJbFD0nGJESLeAfxz8TOMPfMl+/0Hk9qfaNYYNQYjdk9a81zN9kAHK4hk1dPtrQ+SWZJpb1c04/8YOTWDkuwj1EomoupRxkBMrdeJnNprubPmNKzQpwUavbWoko+pB/IY8OH/UJ9TxJCXX0ZZcACoSwowREFgYvs8CNbBuF/QMk+xk+qyJMTpUbRHNHbLOhtllcGNLl66ZT4ev4vMfB+ZBX4y830IooChG1Q3hZjS7qJtSQ2fL6lnx6oaJp7dh/Qc8zmQvD5WFAxkQuUGnhl+jomcSlbrlOQxaQ4pFGR40QTI2z+X+p5n0OcAbFlaicslUbOjnv6KyDKPyjnR84/VnAo2AyTGuhDtwDpley/RZGkJevQ99WUjnvtn3J8/D4An+njleHO4ctiV3PjtjayuXs3YwrH2PjTdwC2ZvWK780wEIyr9s/y4idAg6gTEmM8AUVqv1VEgOkhqQCK3XsCFzovuP1O0+QD0nwpDH4CBpxESJda/OYnLyk+IO5ai6Qyv3U5F+SDGiCJKWENGICik9jGdCfaDsThar9sVzw7skNZr/j1c5DTN46Iky3fIir9d2X+qpv3/wn4MTo+QWcHfISGnNkIZeyGtzGei82AJRljBnE8bSqN/PX8fcC5XrZuFO2cQvZsPsFU0CDaE6eXpfnCqJ1DFBGLZMuc5dTbHbalqJT/dQ3ZacqbIepGctF6L9tCVIFL7QdJ6rWyZqhnUt0WY+Ic5PHPJaE4e0iPumiAWDDiDr86CU+ckefyAfF5euJtiTwRenEpZZB/3+27n/nPusL9v9bzzORz7/DQXgzcspGXJ5+Rdfx1yYWF03+DRYfuyanavq2PP+jrCQRXRJdD/5FJGNTSwM/wlT6yYxSk9T+H6Ebdz3MolHTqZLlEgYgeO5jbBgXYFI6qtTuictFPVnPrtmtP47aIYezY6EkTaUdvGjto27pw+iH4FHdddHoyJolnvV90STlq0JMc5SYKAX/Yz9qrbqXt5O3s25/P+1veZ0WcGHsljU1Wbgkq0xtB0FmRJsNsAdWqedDj5vti/Q81QtQ4+vwPeuoix3t6853EzYl65GbB6M8GbYf71RP96s8hV8gCD1pBKa6SVD7d9yNvL3udUfoO/vZa2Y87o8BS6HKtDFUQSYmq9OV4J2mrNWttgHbTXc0fbMxzT8AM8keDkB3pQZxSxLft8Ar1Gc/0PAX4akBjT7ib7wftoqjpAxe13kHfTw+aQKXpSljpLOZ5G13dIWUswOMrebr2bqXJklsCNEkVOi+KQ047nwL2ONjIQQ9wUzRTvSkROMzev4dH5z9KSW8D2k37GR1pvzjiqH43zWmn9l9lkPigZnHx+P8ZOLkF2S6i6ymtffoO/95v88qt9eIR09Mbj7XMYUZrJByv3c6Cpnf+PvfOOjqO83v9nZravumTJsmTJcsMFN4wrmG6MIRAg1EBCjSkpJBAIpBBCSEiAhPQAIfQAoZkaim1wxw33XiVbliWra3uZmd8fszM7uzurYjt8+eVwz9GRtGXmnXfmLfc+z31ueb6bFn+EYm8qg0ESBCOHvK8oQpHXYZSS0Z2svh7jkomVnD+u3BJR0Dffeh+ZkUxP+rpYWA0Troa1z8HJP4B8DYFyJY4bNqHecVnVggMCeAugK1DDwa0vMHfUXArcuUZubnfIaUxWM5T0HZLY51Iy+gZ/f1uQ403OqRk57a0A17E0fyLImHesBJESjpqZtWBmx+jThDmn0dEcIj8KC4a+z7Rd4zn06Pc4XDSAV6/4EacVFSEKWq6wFa13VuAdKB4Gg0/D99GnRmDDYUuleesO/6pSgT3+GA/OHEnn4RAdh4Mc2tPBrjVNycirABNVG12b2gnaRMbPrOKEWdUp513ZfxTTD21mcGcDkXip8bxYzZF61QMpGOD4fR/yfsnxlFPDvH9uNT7TJKksd8UNp0bft+hiZmbkVMs51b5nFWiSRDGjrrAw6gI83scAqJSTweip5VOxiTYWH1yc4pwqSgJ9lpUea8lH4jIxWaU0Qc3uElQK9POaBZGM/tN+x3Ns2BE4yb+CkeJ+tkz5PaNn3QBoe9qXtzxLXIkzvnR8yvkcDfvpH2xnYY02t0f9WoAlIKqWbTWnJvXFzMhpZp1T6+8cq5zTr51Q8V+dB46FsOQX1b50To+RGbTeI1DrTeZ2Jl+zovVCwjmNJ6NgRcoptAZW8fecjZx0wpUUr32fmoNhugSFiD+GR9IGV29ovXqBbd2SyKma0qbukNOOYCyFbpl6ndpvJSFWAkmkuafFNNDXOqeSjpwqtAUiRGWFPc1+zkJzTs2Lqi4m4emlIJJZhfHU4zTn9KroK9C1jyeq/sCCliruM31eX1BdNpHg2nV0vfce573zHo6uDmyDBlF8/fXGZ9WWMLd0uZj/9FbcuXZqxvejZkwJlSMLcbhsLHzjUzZ1vMeU/lN45NRHjM1mtk2mlFAdheREpgnMaO8HTXl55mP0z7NyTm0Zn4NUZ96qHXmJMTGxupAbTs5eSuVIrCTHqTmnaQFOcx6sfq/yTjudgr98TGvxGB5c9GMeWv0Qp1aeSqk0GQSJzlBMyzFMBGV0Cn2fzZUH1dPhho9g6aPsWraQAlcIMdAMrbsh0gXhTlBSnaVJwAeeXF75uJLb7GECyJwaORmATkHBM3RY39ti9Efyb+sovZD8HY9o6GdnPT+MP8GMXZvxxDtxK354OHVcTMXGvNwLmXXaaVAwEPKrNEfD7mLO/R/xleoBjKnIp0XYSKDaQ/8tPtoOhqn+85+pvfwKRv3tl3hPvkMTGkqjDNuVcnKUEfjyP0VWvgkk1C67KSWjz4txWSVEUuTMY7f1DjnVBZES/RGNK3gcEk4dSY/LyJ2dDH31JVaceDfh3EqIwQSg7aCfiqEFlA3KY200xEuLdvHDKWVEhTAvb32DF7a+QEOgAUEs4TtjfsShg8fzyu6kuM+4gVotww0HOijPd9MWiDK0NDU3W9ccAIvaiD1YgcdBJK4QStSVNl9nX6w7qptO67WJQsrGLseqxNqMOzRxsY9+Chf8BZw5BkJtLiejoeoJJdyqAjrbHFy0bxAPr36YHO+PaA3YE+3K7A+H6bX0tcNhE/tMf9XnubrWZN6pqqoZar3wedN69TqnWlD4WNQ51WpbC5bIaboexeIDiyk5eIBOp422EpE5b2/FXlHBE2d+nxyvFoxMBkdTzzU4tpPh8R0w+SEQBHzhGCWJetXp90gPMPXLd7El0MXxp1emsHB0p0YQYOHOZq57ejVv3DqdE6oKM65RFGBV2UgUBKY2bmFvfIxxD60QOp3W2692GzZUltu7KB7n5pGLxhKPKWw50Mnv39qALCSfRX2sSkIyBSJmzjntZt00V0sw78s8NZrw4UXKEpAvBslOjiOHiaUTWVK/hNsn3m58VlZVw/HtCTnVKyIUJLL9usTU2uh6/yZpvQlqvFcbVye3L2OrVE1T1bmMBlpCLdy77F6WHFzC1PKpnFSRWsu66LNlAOwfkVBLDmj3Vss5zWyfmf3VFzMH7t29rnOq/T5a5PTySVVH9f2e7H9ZEOlL5/QYWUDPbziCOqf646VYIKfptF5dzdCos2ezE95/Ff2Of4LbQtt5uiCGOx6FuB8owhbW2tWTsh3ok2Bmu/Rm6RSo7tR6Y7KCI0s4ylykOV0QqafFNJRQkevtZGHOOdXPZS73oKgqgr0FR+FKHtrwCp7B9TyxT+S5g9AZiiKX27jm/X9RkVNBP08/CpwFxk/MVo9AMQBTBxczVDrMzK65MOEq6uMnEDl0OKUtwaiMNxoidu2V1O3ZjeBwEB4/hYfUGq69/SqCzWHGDXTR2uBH+qwdv6By+Q9PpKwmL4O2URufiyqGuHPSnUbdNO16rfvFJiYXd/1YAskNRyAaN5xO86nKLJxTd9ac02SdUyuaSWWRB69D4pFLxx3zybRfrhMOJRdK3TTnNDUPVsrJoX+1hz3AL2oeYpX7YxbsX0BH5D/kDHfwp41LkTkPQdD6w5lWc7HPZnPSOeUOrv5wDN8/czijzzI5l6qq1fOMdEG4i86uA/xpwzO80bkBVQhwTijG1W2tCG2HWQj0L9xP1bbfQ3AYeIrAUwLuArC5weYEmyv1t8U9svobAEUmv2Mbd9te4kL/Sngg+fyej41tnmk02ArwiXlcOmMcuIvAUwjuIq5/oxE8xcyamFrGSFZUOkIxCj1243npLHUgbFVZ/Nx2LrrjBCp+9ztqL72U2XUrCMfOzeg+RYV+6pn47X+lPrwGOD6Rj5h8P930ex5XVGJysm6z2yEZYkBWtulgFyU5SRTdZkJKc5yaEjQqBLfUseCR5ewefhMhEWacV0ObE74/bytP3zCOaUO0eWHV4r0ALGr4iN999hu6ol2cUHoCM8tu4i/v2Tnl/FN59WB9ylgaNSAPuySw/kAn5xxfTmsgyuQ0BookCkaQsK+OZZFXu7a2YNTYxB9LQQ1BANQkxdU8V1tqBRRUwUnfhyWPaHT4U+7EI8wESFE8jyvJ+2gfWgrraymtG8aAhgb25b0Mh68GBMuNq3n9TGc12SWh74JIahI51U0Pgunrns6QOaLA1hGaP6KhdQ6bhnYetSBSXMFhk1L0CfRjmlk2cUXm9oW3s2P9Qc4N3sS2wS2MV66jsvkmcm+egw8P+QY11BQAM9lM/9uEcOEedwWgsbx0Wq8j7R7pDn9ZnostDV34wvEUlpZ5/THX8LYyURDocOWyraiakxs2sT1+meHIWdN6tT1UxY71hCU7W4prmOaUKOyvOdL5ahzZcGp09DxutEsQMHJIRSG1rValZMx7MbNgUk5VJeyHEjkEvxsBoy+CMZcyo3IGj6x5hAZ/AwNyBgAJWm9iHPYWAMhTtHN1iUkmnX562+b1jHzxWf58sIm2wEdEjxtOaZsXqEKJennIfhlXqSIL6hZw36f3EYqHuHvy3Vw54kpEIfUa+61dzrbCasIF2pxpIKdZBJHUI0ZOU2m9ZstGizVyTo+izunnYV86p19aj+aPxLFLwhElUFshp0ax83TnNEHr1TdhTruEKufw3dG/4qGN3+WZ48q4ZFWYvEAjuIpQEwO+9zmnqQJMkKRxxHqBnMZMEeRs16mkOKeSce7uLBCR8TpsvY6cmXNOZUUFMcKerq28vWcX+zr3sbFpB94hywEIxoeiRPoxuLycqqIc1h9oZ19XO4IgsHH/VtQ2B46oG3csF3c0l6mxXISNIV6NdTC0rIg/5y9BjuRgO+NnOD9uyVCbDEfjXLPtfeTaPfS//xfknXsuyxpCLHtqFcv+vYkBcZF7qsrZv7UNQYT53jj3DMnPuKbNLZvZGfqQWMdkqnOHAklUuzfIqd51Ws6p9r1QVDbugSBom45Cj8PyHnrs1rRe879WNJOrp1Rx4fgBxobjWJqO0qefVhKTDrO5TQPPnIA4P0bOHg/3zbmPn0z9CW9uW8JP573ACvFDCm128rgQIFGz9ug2mJ/VtaGqMGlQIS2hFup99TT4GzjoP2j8NPgbaAg0ICsy0a4JfO+E73DrjEkQ7mTpE8sRNsvk5TVTsfWfsKXncaw1Pg8KqkGyg2jj7ECcwfYwMiI883eQoxpCKseg8wAnRbqYIomskSbS/+QbIH8gFAzksldaqK6oYXujj4FFHi6dcmLKaQLSMjwWQ7crFENVNYVYfQoLqwqv5US4RXHw1h/WcdEdJxAccwJf3bWUYDAMxam14BRVpVAYx954AdvCb9EaOh85pm0Ec502I7fRbEYpGVkhJqsGK8DjkDjYYX0vY7LCwh2HOWd0f+M1fZMai8sUdcrsfHMXd7Sp1M3zg20sNkcXL+e7ueMrNexo9BFeAK2BZGkoX9SPq/wVfv7pWsb3G8+dk+5kbL+xLNnVzF9YhT8Sz6CpOW0So8rzWH+gHVlRaQ9GKU5joUiiYDhufc3b1vNv2wNRIyjY15zT7kxHhnSKaypymmWrcebPtNztBffD+3cxyzOACcJNhGOnABpSIyuq4eg6ylwMHlPIXs7nxtUKP5q9AFveeuJdEywPb1a7T3dSdCXY3pqiJEtcHDA5p/pzmKT1auf5fGm9caOPbZJ41KVkInE5O3IqJUut7Opaz7zaecxp+zUBm4paPoSq2o1IqoJ3yhTkTyNJB8fMztAt0MrUwCfMc87kXJe25mnOabLkjznvX2chleVp46IrHLNMIYKey8/p+5GFlRP49sa5FDXuJ1hUAVgHwbsSzJqBO9eyrt9wYpI9NZfftM7oTk0oqhjviQlxOU1pW3v/ntkjePD97ZZOkvk1s1ihs3IA0t4QH8VOYVKNDOueh9X/4JTKE3jEDkvql3D5iMsBbQ7Vn8sekUvyeL0AACAASURBVFM9/SimEkUlLCTvlSgInNi0jeL7niWaV8huVzGx7dtomT+PM1SVpSc/yD5lPAupRtz7MKtbP2Rk0UgenPEgQwoyS9yF1q8nr34v/xpzIfrdiQcTyKmoYiVydeQ5p9r16+lL5mNno8XqXe86SkGk/7b9L6v1fumcHiMLROJHVEYGMoWHIBnFSo/cuBKlSvSFQp9EhxeO4JLhl/Bm+EUuQWVM1xrsBWOoX68JbPROrVfNotaboPXKPTun5tybdEsWaU7WC+ytIFIoFu91vikkkURZUdncupqcYQ+wKhJj1VKwCTbKPJXEOiYRbTmDq8+fzk8+28y1Z0/i9ONKefD9bfjW1XGpMIC6TS0pQQNBBJ8YASnI4cUKh2kBruZj59eYviaMk+TmUVVVAkuXMuaBh8jbv5v8K66g8LLLACjJ0a63JiZyYcBBS72fKRcM5uNYgP2r6jKupz3czl2L7yLHVkzX4Vl0hWOazL+BnFpPUjZRIBpPRUm0aLj2fiAqp6gIS6JgmW8KybyxTEEk89+Z7RAE4b/imAKU5DqMc5gtm+hB/llnkPfGq+zZVM3UUByH286pA6cTaQwxtsrFDvUDypRJQEJ8rDc5p1ksrsT568aH8Q5ey/dWdBGRIynvF7mKqMipYFTxKM4edDanDjibC/+wF7uqRZJx5dPRIeGKtPFt7208e8ulDPJEEnmfLRo1OB6BeDjxE0n+DrZq1FwlDoqMGgogCQpOYqAqmmqqq0BzXqumskUawTcX5dC/eCDvnZZUfu6QFjJQ1ej6Yyoy76G5Vp/Z9LqShR6HMY9EZYV2O3z11vG8+ft1vPn7dVTOuoLyTXcRm/chXH9lyjEUVcUm2BDaZ9He71XOm3seF9dcA0I5eW43h33hzD7XkVNZJRSTDRRLKyVjfS9X17bhC8c5c2SZ8Zo+f9S0KYxqj9Aod1LatgN3MZx61+U8urWT2HpNabYosTluTSiHrmlaw2uNP8aW38RNY2/i5nE3YxO1saOPA73WafqmdNzAAl7/rJ5WfwRVJUPlURAEU8pHX5HThHMajBqOo3SEAltWlgBOiSZqsJrXrm7n7oGT4Zp3YO8n8Mb3eMbxWxqbpkD/aYaTpbdXUQVmzRnLm/cuYJ/yFc5d3ck7Ez4gX55ieWhzH1nReq0CHNnMvLmva0vWOo2l0awNtd7PETkNROJGSpFd7L4UWm8sGtcUkgXMOad6IFQ0ntu1bQsYFhiPeNjLliLo57JRWbeNmGjDPX488WUrTA4Oid+m53bd89iJ8bbzPM4loUwbiZsEkcSUwHrQhJyCVn80m/VUfk5vxuKK8dy06S3Gb1/O4VM0p+6CcRV4HDbueHVD8ngdXTT98pfkdrSwavxpGddi/ltH7EMxcykZDJE1vU9uOnUIN52a6bxBquNkXt/tlZXYY80EY/lw6TOaIN/6lxj0/p0MHDKcxQcXG86pLoik/d2D6GSCXeeIKDSJKpicU8HXye1r/02sooq1P3iQ+xceYPMvZuFRYmz99mw8/kY6Y/0oG/EGa1q38K0x3+KWcbdgl6zX/ZYnnyTq9vJR9STOSTxf4ZYwMdSEIFLmdxTlyASA9L7Tx795r5BdEOlL5PT/2r50To+R+SPxI1LqhdQCx7qt39+BIMBxaaqILrtERzBqIAROU57LjIoZvLDtBWJ5Kid2biZ+8gA2flxPcb7YO+RUVlLVehO/M0vJZD9GTFayOun6oc20Xj3a2xvktC/OqX4dO9o385etP0WJFtNfuZCnvn4eFbkV7GoMce6flgDJnFO3XaKzOYhnTTuXdjpo2tfJhLOrGTiyEE+eE0+eA6fHxgkPzOMvhXNRfQvZWjyF3bYR2LdXs/zfbvJQucIm8PavFyHt3ohYvwvFeRxvTDmPK0+aTd3cPYR8UTo6wlzlc1IuCzSLKjf9fAour535729HsPlZdWgVtV211HbVUtdVx7bWbXRGOrl28G/43aYoXaE4pbnJZ6Y3yKl5c6AHHIKROF5Tv0qCYEnpBbNgVOrrKQv05zyX90sgS+ltyiZ6YCsqYrR3L8ujg1nw1xWcc8dJhojI5Lzr2dW5gX3i32gNnarVXOyB1qsoKr/9YDuXTRrIkH7J/EBFVXhgxQPsDH1Irm0Mlxx3LhW5FVTkaD/l3nJDpVU3LeC016Dgq6pKR0sMV7iVg2UV5HpckJMPOaV97CVYtPoAd72+EYDa687LeP/wjsO0LlpNRVpH6rS+zlDMKFOR+r61eFiH7px6HUauViSmKcyWVOZywW3jeesP69mzu5Bw/kCqn/0H4WnjcY0caeqPhJCIfxJnDZlMNO9tnt/5N7xDCnBH5qB0FWecV3/Wg4nUB7cJOc0miLRg22EcksiMYSXGazZRYFBMZLxfpaR1ExM8G7mpdBo3XHM2+UMriW9uNzY9hR47oqONBY0v8uqby6nrqsMjFiMfvJnvXHtryrn0+a4rHNPqJacFVcZVFvDcp3Ws3KeJnRSl03oFIZnH1seNiV4Dsy2QVK49lqUI9Fz2WFxL7TCjDj0GbgUBhpzBlrNeoPLNi6j54BswdAVxm5aHqx9LVlVsdomv/PQ0Xvn+21RHL2NQ55/51w8nWx7WTJdMz3t1SGKfaL36XOuQRBo6wsQSTng6cmqo9fZQV/dYmj+c3H/YJLFHCmdPlhRESiKn5tq4oiCAEGVr51KuPnwP3gInW1xBZtslBuzbyu6Sasa6XMhKUsU4PX+R2qWw9FF2uMZRK2q5efrcp+sUpN+jULpz2k3QvSedCn38dDm9LC8/nqnbl7H8pIsAyPfYOXdMueGcTmrcyon3PUh7ZxsbJp/N/ITokHn4mIeyKGoianp7JTGx7pLIye5FYMk8vs1pO/bKCuyxfeTEtbGBMxemzEHwNzJjy1O8oS4nHA/jsrkStN6ksFh3ZigLB2W6xOS+IrxzJ+Ltd5AXDdL03XuIuTX2inRwNeLKP3F81To+PXghilrJb+euZ8EVE7m56AKE9k6U3FwEh8MoSRatrcX34Uf45y9g9+wrCducmsiSohLY62OfXUERrCnI8lHSet0W4kbZkdOEc/olcvp/Zl86p8fIAiZaTV/NiOSYxuOqfW2MKs/LUCDUS8kkkVPJeH1iv4k4JRd7SwRGH+6i/0mFbPq4nikxO75e5JwqKmnIqU7r1c4V60XOadQkqZ9u5qR6g9br0JHTnifO3tY4BagP7sQ14GUe3rSJIkd/2vZfSyinH4PyB2ltUJO0LH8kToEsUP/BAdZubkdCZbkrxjO/OhW7hUM8XNnD9NZ3Eabewsmzfg2CwPKDy/nn/Jdw73Qypr6Ktm1FhFxDUAZrSnRVwLLX9yBKAu4cO64cO1FBZZVT5lNPgEuC26lrqmNF1zwcNZ9ww0daf7gkF9V51UwoncAlwy8h7BsCrDaQ8J6QU3OOmoGckoxMBk3lNkCjWeu1HtOtu1Iy5vN9nmbQetNyTqVu2jT6ge/TdNvj7N59ChteWsH4r0/DZReJRjz0C91Ik+fPzH5jNmpOf3xqBc9v3U5lTiXlOeWUuEuM3BkBgYaOME8sX0+7sIbhlREO+Q9xMHCQus466v31qO1ncM7gOfxw0mh6MkkU8DgkY4N2YGsbnVE31dEDxMXqo0Kfe1rDpPSNY8JEQSAc05Rv890WyGkW51Svp1nosRvBn0hcMZyF0uo8zrt1DHN/t455427ghk1/Yt+ll1Fyy82UzJmDYLejqloOvCgK5IoD+MWZf+HxVR/yp4334/O8iqLOyThvzKhzmhg/iQ2J12EtiKSqKvO3NTF9aLGxiY0EY4TWtXJJwIEt0kJ5w4eUfvQm+x6Yb8xbsqIiShHm7prL23vexjtkDet8MLn/ZG4ccyOrNlfyvpxZ2kmnK2q03sygyvgqbcP58XYt7zddrVcUTGJ5fYwE6WVGOoKxbusSH6mZBV/sNhG7JBgOa29ZRUJhFddH7+R94R5Y9QTxKXcCSQRDz5V1eR3M+tZI3v3rFmZvv5Z9XXuZ4M6k9oqioNV6VtSjFkTSA6jVxR52HfbT0BGiuthr3A8dofq/KSVjovWaApJHahpyKiGK1jmnogC23C2IERuOpgKO/2oFgeXbyZXDFDbsZeHos7k48R0DfTNyToE1T8F/7oSiwTzn+SFqovS0vq7p48Sehm7rfdrfQE6zO6fBiKyVgeohzQhg7tBTOKVhIxcveIbY5aOw9+9vzJnXb36XS3cvpKO0khEv/os/bVGIb25Muab044F23mCKWm+yPFVvgkLm45mdWcfAgThiAVxKQeoXTvsxp9Qv5kW1idXLH2HGtDtQVNVwyrpjvEESOVUCccM5Hb1mHrW//hd4vNw79QZurB6C0NLJE/bf4X7uM3AV8En/G/iwczinh1wIYi5ff2INe56YnTyw3Y7k9aIqCkpXFwAtQ4/nJ+4TQNHadWhvJ0pQZodHztpWjWnS9+i33ndWejDZ5j+967/4yOn/dQv+e/alc3qMzB+JH5EYEqTWkAIt32Pt/naumlKd8VlNrVc2Nhd6XTiXXcIpORlfciIb+6/guL0i3j2vMWzSKURXNbLXl10MRLe4oqTkNmRDTnvKOc22GEiiQI4CjdvbCR/wUxUTUZrD2FR6zJEJRjVarxIKEWtoINbQgBIIIno9SIVF2IoKCXglPmpcxFu732Jjy0ZsOU5OKbuQGf0u5a71tQbtzlxKBSC6x8d1PifNW9sZc1oFn7llli3bi2R1HarKXeozBO35eE+725jFpldMZ6TzAPXv/JqwqrL3wjGsmORgh28//lAAu+wkKoWJ2IIgaNTieKWAqko4xQhf/09CZRARtXMaT152HYPyBlHqKU0REvisrh1IijMkkdMsgkiSOec0dZOgqqrRr7o9c93krLRet5Fzmomu6fZ5S5v3T7Q1fRHprpaZvbyc0/54M+13v8+nn5TTr3gFBW4HnaEYTnkoI7iLCUP38dbWz+gS1vPQ6qXdtiFnGLx/WPspcBYwIGcAI4pGcM2o67n7WQ9l463708q8ThuBSBxVUVn20hbcoRaE/KAhdnKk1lOENUWtN+V7SRQ032NVHsq6DFS7idbb0BECtHnNvMkaMKyQ0tGFxLao7P/lk4z74Cla/vwX/As+pvw3Dxo5RqJJ+GuAcwzRljMIlr+JlLMFVT0v5XmMp80jZlqvng5hvsY9zX7qWoPcOGMwzQd8bF5Yz85VTcRjCrVCkG+s/jVrJs9iUiIwps+B7bEDhPs/wL3LA1TnVZMT/ArHeU/jn7O02refrt9oGXXXHQiD1pt2X2qKveS6bCxM1EYuTqP1iqJgbNb7mi+a77YjCBpyaqiEHsvxKiRpvQ5JRBA09DQUk1PYGd2Zyy6xTa3m8IAzKF35GELhaEAy1hRzIMR1/HACwdeR3Cezu34fE8qy5J1KInFFznBOzahnb0xOPOc1JV52Hfazvy2oOafpyKn98y8lE4jGk2i4dPS03khcxpm4h3qX631vl7Qxac9fR7msUVILy71a6ab9OxBVlS2lmvhbXFEyRHWG1b0Mm38FQ2fCJf+k/fXdKKofSGpj6IE4ZxpymkHr7QE57U6nwjzVbS8axNzRZ3P+9o/ZM+scir75DfJuuZURbXVcunshH1ZNZt83v8O0CROQN62xPEb6aZx20XCmdVqvnnPaGzq9eZ5KWc/cbkRi2EkbU5KNEy9+Hu/rZ/PEtueYtOxxvqdM43XnjUDvck4dKigRhS6XyujWfZy05Ck8p8wgcvuPWfvMFhRFYcaOXzNS+ozYqT/BPv1WFn1YR/Ou/QD84eIBXJN7I6dXlCH7/Sj+AIrPhxLwoyoKrtGj8Ywfz7lPbkdVdPAD9nx2GCSBPXY9JSqzfVow70hovXrQKNPdya7W+/8JcvolrfdL68n8EWtkoTdm1BNN/L+xvpNIXGHK4KKMz+rlLfTFZ9zAAnY0+gzK1qSy6azsvxgQiMx7mvE3XsWOlY149od6bIesqCmblWTOqfY70gvnNBq3Lg4f6IzQseAQN3W5WPXcDgAux8mul/Zwi+Di0MJDxGuKsZk2MaosE1i2jM533uW6lZso9Ley44++bq9hmB1uzbGjlpSxKlbOtNNLaBuvXXtUVvBF4uS57MZCOzEskbehiwOSwrfuOpEhVfmsX7BL6w9VRdRd9GAbbH0LNr3GRGE771XczXmupGhR27PP0vTgbwiMPoFvV57Hhz/6GpfnOFFVlVteXsjGpu18/+xcgvEgcSVOTInx8up9tAXDqLKbxy47n+q8al5Y4uOVPY1MLZ9qeX365jZgUD+117PXOU2iA/pHzPc1YBJEAlJq96Wb18g5TX1dTHlmPt/JckpNEU98YyIT00oFmNtkhTA5y/sz++ezeOXBtcx/YTdTSoN0BPNRVchlCPdMuYJd21bT1BXm+TmjOeQ/xKHAIVpCLahogg0qKpvqO3l97UEuGzONn8w8I4Wqu781CHyiKQr30nKdNvyRODuW7qetJc6Y1kV8fPmV5NZl5lf2xXraC2WvcyoY+aNW85soWJddag8kab36MxGNKxkiPiNmVdGwpY3GtT7OeuBBcs+eSeN9v6D2a5dwxvjzODDrkpS8t65wjFjnRMoq1qNWvMT8uonMHHSWcbx0R9ntSK09GYrJ5DhtxGMyLQf8fDRvL18J2Im/Xc8rbXuw2UWGTS7DVyox8N5biYoSGyecwbW2pHpvY6CRNeGHQJV4bvZzjO83niueWEEwScYgHJcto+6eRJ09fySu5VCl97coMK6ygKW7Na2A4jRarygcuSCSTRLJc9npCEaT+YPHWBAJFaLxJHtG36D3FjnVg62bR97OGet/QN6b3+Ql+yh2R34E2FOetWAsTp3NzmCgccMhmGh9TIdNNO672eyS0Kc6p3rgo6afRmvUFXvTkVNJFIxzfl7mD8epKdGR02MhiKSpVAskNSfMOachOYDk3c1xUY294Mx3UBLsYPQb/yTq9rKjSKPpmoNBoiAgonDc3megahp8/d8gSlpqQOIcSec0KYhkRoHD6YJI3eWcRmQ83QAG6WvVv0bPpuWUc7jj4Ce0/uNJfMuWc9/uWlpc+Tw+5gImR7U2mvc/2XJOQXNs9PbqtF5F1dKneoWcdqPmq9pBFDODhc7ccn5x6kPcufhH/KiqnN/sWsCY9l1s5M5eqfXqSr2dosrsutXEHC4q//AH9gW0ezB455OMbHyLP8Yv4qaT78CeCMS0SIkxEBuCPHk2+RMruz2XKuxM/q0o7NnYjL3CQ6xLG1NWe0xFVXtkAFmZkXNqESDL6pwmuvtoS8n8t+3LOqdfWo8WiMSpKOg9QmK2dOR0VSLfaNIgC+c0jdY7fUgxl5040Hh/Sv/pvFqqHTC8dz8l+x6jI/dE+jVGicdkbN0UFY6nCyKlOc36xq+7OU7Pw0m3pa/uIlTr5zNnnG9fPYZPdrbwnw0N/PLcUfz79e241rWyNHc3p145XFusOjqou/Y6Itu3IxUW4vOW0z68hjNOG4e9YgD2AQPotMd5bf3zrNu5iJKwncmuEYySKigNCnTWHmB63Tbyn15Dnv0JrqmZwaqyUbTsqyf3uGoUVaVAFjgtbKeryMarcogfFWt0Vn3DJisq9j0fwep/wJ6PNXGZ4qH8TrmSaOn5nAeosRid77xL029+S+7MmWy8+ge0zt1qOPKCIKDEcsljNFePOiWlT1avXcmhJm0TekbVGYk+39ptdNBh2iRD0jnNNsnaRIGArhiYJumvouXw9JYuna2UjHnd/LxpvYIgcLZJZVW3bJQos+UPHsCZ10d4/9l9nLJ7KWsda6nvP9JYALWxJlPkKqLIVcTokkxq7t+adhNr30GxbWhGDmmzX3Mo++Kcep02gqEYn760iRxfKyf87Jv8e4+dPNfR5a/1FHE28pHThq4gCHQENXSiIItzajUftAdjOCQRr0MyFlA9j81sxaUeVrjinLzXz/M//ZSJ54xgxNy3aPnVL/nqR2/y7rDhrBQHGnNQVygOqp1ziu/jxbp7uWPR7Zy29zSuHHElU8unZtAZ3Xbt2XY7bFTGRZb9eyddBwO01PtREvPZIJuN8uo8BswsYPjk/jidAmu+fzc5nQe5b8p15OQVI4kCdlcjy9qX8sa7y4kTpKDzNiaUamhdSY6TbY1dxnkjMWsGiSAI5Dht+MLxrDlU4wdqzqkgkEK5h1Savv0IxlqR10FbMGbQY49pzimk0HpBzxWNWeZ7WZmOVLS4B8Gtn9K+5B8M/+TXTNt4DT7bBcjy8cZng1GZvR4PQ+Uo4T3ZmUH6epRJ65W6pYWmm+5AVRa4cUhiIviUTHcxr3tuu0T4c1XrlY2cWvsxQE6jcQWHJ5FzmnjNXOd0zeFlCILCAEVDSAV/Mw8t/Rt2NcziG39G9LD23Jr3FKIAp4gb8QYPwuRfgphcT/R1LEnrTQoipSKncUNRXhS6R06Dse7XtvRHPyorhEvKqLjtIXJOOZWWv/+d/bll/GHCZYTsLqNtZicv1TlNPZ6Z1psUREqo9fYm57Sb1BTFbUOVnMgxBSktCDarZjat4XYeXPUgF5eextzmJbziuJ8NnX8GBmU9XzAiG85piBgzGjawf9x0xno8iAE/t9teYdSWN9nV72z+cOBr3GwKdgcEmagUpsA3tNsa8Vbm6pQJdETwjM2Hjdp+yOoYR4ycSqkq2mbLdjz9dVcv563/K/tSEOlL69ECRyGIpINz+nhcsbeV48pyM8QwIEHrjclGZDTdERyQU8Ehdz9C9iYiwlD4+AHOd53BEt932bmykVEnV1g2QZfJTy0lo7crodZrWiR0emy6WZWSaT3oZ/eaw+RPLGbhnnruGZhLqLGdVrdA+ahC3v0gxuTqUrYsPsihbc0MttdSsOg51OYmBjz0W/LOOYfrH13K5JoiLrtsPACheIhr37yQw8JhrrjgauaMnUOhK4meBZp8XPHoYh6fOQDvC09yxacfc8XOj4ks+Qvb7XZcJf34VvmlxPOGsmugHbku6Xxpi4KKuPi3sOS3WlmNad+G4y+B/mN4/KcfcOe+HdTf9iSB5ctRfD7cEyYw4OGHcG1vBUgpQRKKycaxzaYrcZoRqZ6igzoqna6c3H3OaTLvBZJ0bVlRE3VOezcB66Vk0h2YlJzTL0gkzzwsukOYBk+rYdy+ABsWn8wZy59i5zkVUKAFKVw2KaMsULod6tAc0JiFh9bs09R50xVXuzOvU2Lk2m0E1SpOOb6ZnClT8G1ZZShxHqn1hGj3itZr6Zwm8wDN1h6IUuCxIwiC8bxoyGnq8V12iU9dcc46vZp+dWGWvbabdfMcTLzgB8Q/WUL17vWIxw005iBfOIZNFCh05xPcfwPf+9p+3tz9Bp8c+ISa/BqqhUuApFCS2yHRcThI5JNGrvQ72bfmMP0H5TH+rIF4yz1cNXcd1505lHPOPg6A0OYt1N57Lzlbt/LKsNNZWT6CMcInXP7uI7hqtrIjKHFG1em0HjyZQ2pSQKk4x0GrP+kgReJy1o1NnsueLCVjMW7HDdRyyYo8Dsv7caSCSAAFnjTk9FgLIpFa69pp1wIUvaWf6WhzJK6AZKd99Df56gf9eK3mHW499Baf7R0KU34OaIG1Azkl5DbtJyIN5P1N85k95qyMY+ptyRRE6lud02QpFZHKIncmcppS11X6fGm9aaVkjoUgktMuGg4VkJKnvLJxCUrcS06kENXhp+u73yInFqL2pw/TkVOO0qTRPGU5SWEVRYGvSwuIOIpwjjjfOJf5HNbIqQktj8p47NrzlOuy95Bz2v3alu6YxEx6GflfOY+cc8/lzB//x3g/mUqT/I75EOlzrBk9F/Wc00RppN4EhcyfSZ83lRw3RCDY0kVueUH6V/n6yK/THGrmyU1Pco/9Fn5c/xQXrLoanN+HqqlQPk6rl20yfyROfsI5rW7dhScewTnEBm/MYWDtcr5nO8C+qq/xUfVdqAf2GOCFgIDobqBNtlMQKrNcDwKROKtq2zj9uEwxv7zWGKJNQKzwgKbZZ0nr1TQI+j5f6d+xehZ6Ot4XHTm1KkP5v2JfOqfHyPxHUUom+YCpxGWFz+ra+doJ1rQIZ6KUjFmcIP1Y8cBxHChpolAdBFfdS9krt1Ni28vGN9sZddLFluoocWPhzU7rjcrJxVZRU1VQddNovakDevuKRkRJoHBCMeypN+qcOu2isXAVVoWoWf4Je/3DWJNTiWPo95l6fS75F2hlLTRBpOTk8tTmp2gINPDk2U8ypTyzjIDeL+HiUupv+CFP5kym0tfMbWNyGY6fPTuaQRjKoAOfMGTXFoa6yvA/10g4P5+yAz4eb3+W+BtbiA6chTL8GyhdUZR565H9S7lzxSJOPriRYEkJeefMwjtjBjmnnorodBqTWdhcmy0qWyIHXxk7gDfXN6RQWKzKS5gtAzlNu95003JOtU8l0bFEdDQmo6rWEUUr0z+XmXNqih5/QeZycx/2tBGYdvko1q48yO5hV1DdWEtnhVZSRKsp3INz2qlRxq1KITUnnJW+IKdVnc3khYvIFxsYfec3APCHY8Zm7UitpzU9HVVPfi+JjFqp9WYrJdMejBrBNf35iMQVg7apm/5/rMDOBV8dQcOudla8tZclr+1FnHwvo3c/hTBCKyMAGlKS57YnKKRObh33Xb494RY+qv2IpzY/xeKORxGd30aJlONQoWVpIy991oIqCix2xfjp7VMYkxAdemNtPT4BzhpVRry9ndbHHqft+eeRiovw3X0/T29z4+g3j1o+ZqQ6ErHtQmZVz+ah06dz0/NrkMQkj7fIq+Us68yRSDx77r2GnMbwOGyWkftxAzVqfXq+qX4/9GBTNuG57qzI46CxK/xfyTnVVcD1MiSgBXg8fVgXdYdeD+7FZBUfHlaOuY9d9Y18ZcfvYec0GH42oZhMqyuPwQdepTN/Dhue7KDiu9sYO3RkyjF1FPeoBZFMa251axP2TwAAIABJREFUkYe6BHKannMKGnL6edF647KSQp0+ZoJINslwqMCMGMqsbFpG3D8SpSuGy9cEwSD3nHQzt40YiXiwM6X8jL6nyI02c4a4jtpBNzDUlny2JZMGhC7cmJu4lnTkNByTcSX2AXlum+EwWpmec5rNrNZZ85hKf1d3hM3zXUouaDpyapfoTHxHc061vVRc6Z2TlbqGpY71WF4ONINvT72lcwpw87ibeXLD82xxtXNu5De8NuBfVC/6TfIDBVVQPh4GnwrFwyht3sc4wYYolnNN45sIDpWzeBb2lBLtP4l7WmczZez3UDrDKdcrCGDz7qJDLmZgoMqSSfPexkPc9fpGVtxzpqETAYAK+S0xqkYVc9iWvF4rBze9LnRvzd6tIJL1d5I5p1+QDU0WM8oz/g96p186p8fAVFU9OrVe/TjA5oYuglHZMt8UtAkPksIA6bkIhnNaupihO7ahDj2Lx49/gbLWj1H8VSi1nyLWTM84rmwRSc9U600OAEVVkTKmb+0z5kVaVVV2f9bEwFFF2N0241wa7U3SHAdVpf9TfybvwB5G3jQY/6hqVi9s49NVQYZeEMWd6yBoWmie3fIsj214jNk1sy0dU0g6JLKibZYOeUs45C1h3/gROMMim5rqiXVFWW8LMjka4bzGT2l+eDEAxyWOUUcJsAm4K+XY4+xuds/8Guc99BNEd6qyre7ABUxlBLIpnZ41qoxvzajhXyv3m/q1e+qKTouM9Ro5FTPUenXT81Z7jZw6s6n1ms/3BUFOzbTeHtokSSKRUflI64IM6OhCJ2e67GIKAm5lDTpyakGja/ZFEIVMxdVspqoqE9dsoqVwGjPmjEW0ac+SL5wUOzlS61EQyVDSzH5vrZ5hs2CK2dqDUcOZTdJ65QwnWy8RoudmDRhWyEV3nMD+rW2886f1dHlG0t/XjKL2A7S+yHXZUlIhPJKT84ecz0kVJzHrla/irnyBwdu/z4xgLo2rmhk5vRx5dB4PvbqeqKrT4VXWLVzN9bWfknfXi+xavx4UhYIrLqf09ttZ1NiOo/VhHMVL6Md0Xjn/cab8ej6CopULktOoecUJ1ej2QJTSPBeRuJKVyprj0vKKnTbJcrNVmuuiosBtyZwx03r7KogEWg7wtkNdlsHIozWN1qvNTTrS77SLfVoX058HfZ5z2e3cEbuFU3IayFv8EAw/m2BURhVE8gsUpsbmschxJvP+vIuC24uoqk7WrM1G6+2rIJJ5rq0q8rCmtt1wxs3nge7r6h4L+8P8nZxYXcTJw0oIJM6TRE6FHsVverJIXE6IWiWD0/oxd3dtJBDzI/tGQnsAp78J+Qf3sGeDHY9dyhBR0uffkYfexCYoHBx8KUNN59IcYO3vdFqvXotWZ2qZg9R5Lnu39duDUdlyDOlmNfbMe5f0KbOrR1pv6hecUhI5Teacqomc094IIpn/Tj12pF8JNEPb8s8YcPLxWJlTciKFR9Hq+YxWZvLumD/x7SlFcGhD4mc91K+BbW8DcBXwoXIHzQIMPNREsNzFi6P+ylWXX0VbR4hXt3zCJJLIsZmJZcvZTkSZgrdZIm4RMND74bAvnOKcFikCjqhKzbgSDilJXQWrx1cvLdZX0/tOT/EwW3Zar/bb+QWn9aanBP4v2ZfO6TGwcExBUXsvl59u5hIrq/ZptNDJNdbOqR5Z1h2LdEELUQA5WENtPxvihgDx5mZy3C7mM4zTsBFa+A+8Vs6phZNjOM1par2QfTBoBdgT1yMrLJ+7B39bhKlfHcIB/TpVVVMDtIvYJZGv7l1KzpZ19PvpTym6+ipKgLxB/Xn5/pUsfHEHZ143inBMISo0cc+S53h377vMrJ7Jr076lWUbIDkhxWVt8zAkJjIhYqPz1TpWATlVObwg+9k/8izez/sKLtnHgvGrUJY9RTQi8qj/q1x/2WUUFBcg5niRvF5ErxfB42HwvfO47cxhGY4pJOlI5kUzZIr2ZrZTTNlI9BQdzMw57UGtV7SucwpH4Jz2ps7pF4bWm2xHbxAmT/98IEiRL5iUkbdpytjdWUMCObVCKpp9EYq8mdTMbNbx9nv43CMIye1UnDDIeF13yI7GekROswgiJRWesSxlk5XWG4wxvCwn5dgRC1aFaCEeIwgC1aOLOeyI4SyfxqS6lXScMArQ0Is8l904pnmjWOQqYor3dmqb3+CcQB4HXW2Une+mYoLIjkMtOMUm2j5+ix07NiIvX83XD2tzbeewgfguO536EyvZkN/JroXXs6djL47iOPHO8Qwp0hBsfaMMZChuliQ2wS1+zTkNx2TLHF3QnIiOYDSRN2d9Y35xwWjLcSkIJuf0CGgKhR477aac096ohvbaLO6zyyYhO3q/cdKUYJPME31udNpFIjjYPPDrTN/5W1j6KOG8iwEQJ0zE8/q/mXrviSxd7mHu79Zyxe3TKRukIdB6QC/XwjmN9YHWa6ZCDyzy4IvE6QjGjPvh/JyQ07is8JePd3PF5IGac5qYx5OlZPqGCFtZktZryjmVVUBm/sHXcYhOfIFhKEEFV6SD4JiLYcNG3A7JUKUFk1qvIjOi4U0Wy2MI51annCud1msTBYNRoVOytaC35pzqQZ88l71bQaRAJM7AQk/W963GnjknPt0RCscUonElZc4xfyTDObUn65wKRs5pZmArm5mDW+kB1lBNJfathziwaDPDv16Po9KaaScExxD1rENy1xGXR2hU3iGnaz9AIBzj3cWfcukQlT8vrEVuKWNoKShRkUf7XcboghNBEFLYfTpYobcoig/RfQCnoJWPibdn5n/rfdYaSH2vMEEjLh6Qg2wS7cxaSuaIkFM9ONUHQSQ95/QLjpzq6PrR0vi/iPalc3oMzBfRHJH0nJbemkGfBVbubWNwiTcrUqJP2notxPRJS0AA1c6+nCpgD8F1a8lxD6NV0Nrm27UJb9NWKBuV8j3ZoH5a0HoT/0dSck4z2yYn8ikckkTYH+PDJzdTv72dMadWMOzEUhp2tRifiyRoQ7G5r3Hzprdon3gSI6643DhWUbmXaRcPZfnru2n3raSo9C1eP7wSZ6uDG46/ge9M+A42Mfvjq09IcUUlfjDAxQEnPlElONTDzdeOY12bn/1PNQMwKrKe3wl/RPqsC2ny5bxTeB1PftjKnCnT8OSl3gd9Esi2qdQ38D5T9DCcyJOxMpuYWidSUbuPDtrTkNNe1TmVU5FT/fD6M9TboIrHrqv1ZkfXvijOqbkPe+Mc5ha78Kkq3phq5NK47Fq+U3r5Ed1CUdkQC7ISIGnxR4w6rD2Z7POx+fF3iFRdzoLcCD80veePxP/rOae6j5INOc112iz7ICutNxA1xHz0Y0csck5B2wBELOjTmwpslMXyGH44zgpDrTdOnttmPMPpa3J+rIZT9nyDZvch3hv7MO/Uy1APw+tVHvtYpv8bEHDAxhqBtSeKrBsi0JFzCDgErVAaKmV44XCG5U7k3wuLUSIVOEq0Da7TJhlKuel5YzpC05bYfGkU5uzI6YH2IKqavRTAWaPKLF+XxOQ8bKWK3pMVeh2EYnLW9eNoTD+UXkoGtCBruA9OmiAIKSqn+jynO37byi9guroO5t/HdO/TzBS/hmvOrSjrV1Py579R9fMb2fefHF79/Squ/ulJFJR6uqX1RvsgHGRmF1UXa4q9dW1BgzWRjpzqfXys7VBnmLiiGs9++jzusIl9yqW1smhcMZBTfXwHY0HcA5/js5Yd3DL2ezy62YGCndxCJyGHtk667JKRCqAk2iiJIuyaR06kkRflK7jEMnUgmVOe60qWfzGCsQkti7BJvyHPbTOo1VYWilprPZjPm27pY0pHjr0OiUBUxheOZVXrTT+cnoKlf85ATnuZc5rjTAa30udN0WOjSYiSUzyOpl8+QOVjf7ec49XgcYjYseVtRlZmZry/aFcLP/rYx9gxM9gTdXFcPECZcAgFgXWlwxibxqhR1OSeQz/doeg6BEGluFjDw7t1Tv3RlBSYQjmR41vqJl6bGqRPN720WF9N72urZyFbWoPel1905FRv//+gb/qlc3osLBBJ0GqOcAOpb4YVFdYf6OCMEZlJ47rptKeszmlifdyaM5GGwj3ID9xPwS+ewJcoquwXKmDZH+Hix1O+p4sdpOSc6mq9iQffHI21ck71922+GK88uJpAZ4QzvjmCkdMHAMmNmKKCs6WR6+e/iH/vOlaWjUT91l1Mt6X234SZVewN76LhvQDXcSldZWdx/vkncvz4QT0WYzaQ02gc+8ZO2iWVjweJjBrgIK/EjdKqlaS5SprPL3iGg2IFhd96B8rHEV21H2i1VIxLblCsz5vnSlIxdQtmEUTS2ykrqkFb6ik6aBO13JVkzdnU67X6fCzNOdU/qj+33S3gZtM/lz6f99UR/DzMvJb3JkrtddtpV8KIkgdXWKu5pzsX4SylMHTUFKzr9Db7Ir3ON23+wx+py5+I4FTZLipG7qKqaqJVR5oyoNuR1znV/k9XjdXNXAZCN0VR6QjFKNKd08QxonHFsqyPLvKWbgccIIo+uvpNpbDhADAeXzhGv5wco52q6dyqopK/xYdLkXjFVkjnrp/x4o3VSC+8QO5LH9Hk9bLolnOoOXcan25sY9H2Dp6/aAb5bg9uyU2eM498p4a2bT7YyUsfJurbJrrEYcp/i8upAQud1tsa0ESwInE5a75SrtOGPxw/ohwqSTDXOT0S5FRHeLV2HlNBJJL3WXcqfjjruO6+Ymkue3JTbzinibEYFdxw1auwax7ym3fxD8fvCS/djfDoo+y77HKmPv8xO646DuXtKSz8YAMXfnOagb5lOKeSaOTv9sbMarVVRVrAYn9bEFmxzjnVBdGOtelCTDr6re8F9P2H2y4ZImZHajpyGpdVFFWlPdzOYzvvRPLu5KbRd/GNkVfwcuQdwE3+kP60JNJY3HYpRZUWEvPvZ08TdJQwP3wCl6fPMWKSBqyxRJJOmZHGElfASQattztBpEC0+/q6VlNiupijXiqrwOMgEA3RFY6n0XpTr8Ns5hqZkkhifSdrsDPdzPvJdJaEAGx2QZk6gKaV28ifP5+8mZnOpyI76W8fS0PuFks0XZ/PonEFz+EIClC4bR4HymvwObxGO5PBQNWYc/V1vyG6FiWWS0lhDTHqkTotnNPEd9oCkZQUmAJFIC6By2s3OfLZnNMjVOtN9J1V/nG24KBB6/2CI6f6/flfRE6/2D3//4nptJojVevVHUpVVfFF4sZGx8oyaL1ZNpOh4FhevaoStbWdvMfuwoe2CAfKz4FNr0LrnpTvWeecJtqVwE67o/VG4jI7Gn3UxESY34Qiq1x8x0TDMQVtY+WQY0jP/5M5//wxw/dvIf97t/HAlGuIiZmLyKIDi3ig44esOuU11rgiFHWVseTJWv718xXsXd+csjFNN5sokC8LBJc3IwVklucrFOU4DUVNRVEZK+zhftvTLFbGck/Ro5qCHckJywoNU9Im5nTLsXBOswki6e2EZP/3FB0UBCGRK5X8PGR3wCTRJIiUeM70TaS/j8+twyYaBdjNlpJz+gVBTvtK6xUE6BJkQq4S+jdoY0On9GRT7NWVesH6Weku7xBA7uig7fkX2HvRxex/axGd+UORRhejClrdQui7aFU262kvpN+39MU66ZxaU1TNZSB08yU2cEbOaTeqk5DIz7NwTlVU2scUEXHkUbYlxMZPDuBqj5OfoBuKKrQfCrBrdRMr3trDW39Yh7c5xiJXjBZJZXzTAUq/fS95L36I87wL+Pap95A3dQ5nDz2XLbsrOLlyKpMGjGd44XAG5g00HFNIfWYMcQyT05SOnOqKzC2J+SUSUyzrnIJG/fdHtD7q62bLPO8cCeqpO6e643Ss1XpBp/Ue+XHNwQp9XOlBWWPdGTaT1ya9zGPx83HtfBuns43y+35OaM0abtzqYH/RFurXdiGbKMbpjkq6EmxPZmbNGM5pa8ColZrinGZ5po+FGc5poi/Sab1HqxQclzXqqtMmgQCKEOKb73+TQ6F9hOuvZnb1RUiiwNiORgBKThxpXKtWx1dICP8oOIkyue4fsOsjdldcSBybxRyTDDKlpzDYTcgpkKD1au/nue3dCiIFo/Fuxbisnn0rJxCg0KvNZV2hGOZHpqdSMsZxhGQpmZicWe/Zysz9kLHPEwV22rU+bxs5k6Zf/RolEMg4hqJCpWMKgr2Dpuj2jPd1hzUalylqlQnkgLxhNS0jxqec10g9UzUmnX7ZMSXGoeh64v4R2Ow22iQVxco5NSGn5jzvQkUg7EqmKjkkEZsoWiKB2dTNe7ICrx2PQ6KqOJPi3SOt9wuOnFqlt/yv2JfO6TEwf9ri0FfTh4eiKx12E60x03o1FC2Lo6C4eGTOXNZcNILqjfuY1fVHBJuAr2g6SA548XKoW258L26KChvt0p3TXuSc/mvFfr7612VMCdsQPBKX/XgSZTV5qW1TZH6+4imcL/yTrTXjeOLG31D0rW8RF20Zm4TOSCd3L7mb4YXD+d5J97LIJTDo2uGcc9Px2BwS7z+2iff+upHdnx2mdlMLB7a2sWPFIda8X8vCF3fwn0fWMcfnQt4XoGuQmxavoJV7SCAbqhzjt/Z/0EwBt8W+g+hKtjVJlcjunGab1Nx2CUkUjJxTJUFhzjbJ6TnDccM5zVQJTDenCcHpTZ3TdCqyfl/7mnMKyci42VKoTV+QGcW8iPVKGVEQaHTYCblLKD+YcE5NyKmV6cipRv/NdGBVi0CDqigEli/n4O13sOuUU2n61a8QBIGW827D5hCpnKiVJ6lt1TYaBivjCFMGzNfX7fs6cpqRc6r9thJD0j6fOU7aE6iNTnU1d79VoMBls0ZOFVUlPKAQR8cqkJ0s+fcuZh0WqFrYTuC1Om7rdPGfh9fx0T+3sPbD/QR9MZoGuVhvj3Lnmhd5cNnjEI9T+djfKfnlLwnaXQSjcXY0+ahvD3HmSGvqLKQ60Xr7HVLSOY0rSspzleeyI4kCrQlEMhyTU5ATs+U47QSjMjFZ6bPAR0+Ofk9WmAgY/DeQU/1QkZh8RErCurnsEuEM5FQ7nnkTFoiL/DF+EaqrAD74EfkT+lNw6SV0/eNpyj0HEcJ29m1oxi6JuOxihkNgl4Q+CSKZkUC3Q6JfrpP9bUEiRp3TZF/+N0vJ6M6p3nQ9kKUHGY8239WsPiwKAqJnO7VdtVxe9RPi/tHYRC1AOdTfAUDJ5NGEErW0tZzTBKth9ye877ibSbWPwagL2Tr4OsBas0C/r740ZXIdOdXXuxRab6Ikk5VSejSuEJPVbpFTqzkxfTzoHylwa3NZVziWkmOfolRvkXNqHDdB61XJDGxlM3OOtNVY94tQWpNHa83JxBsbaf7r3zI+IysqVa4pqIqdPaFFGe/rz3RXUxBvVMWlNoKiEBk/GSClFA4kSw4KaOvb39f/nZgaIu4fiU0UaJAU1ENhVr+3D9XUT+acU/M+skARCDtNzBpJSKGSm01Vew6yWlmey87an83ktOH9Mt7LKoiUuHX/vyCnXwoifWmWFuhj7l66GYIhsdSF2MqcJlqv1cbCPNhyHDlcc/9rLN5+Htcvq2P+Ga34/SVw5Uvw9vfg6dkw8Vo457cm5NQspZ5KnTNvwNMDNXtb/AgqlMkijoFePHmZNED3v5/lhOZdBL7zQ56JD2NgkcfYxJg3Haqq8vTmp/HH/Nw//X58XZrwUI7HxpBh/Rg0toRNn9Sz6p191G1uzTiPy2snv8zNJ64YZ86sptkfxlEbojjHyZZ9DbDtXcYsf5oycT/fit6OD0+K86gvBFbRqJ5KMAiCQK7LZiCnuqBONgdQX6T0RULtIecUtGhyX9R6zW0z//YfgXNaU+Klf36qENQXsc6puU1WVNJ0EwRos4lEnQVUHtgH9MI57QghCFBZ6LFEYLRIr/Z3rKGBjrlz6XxjLrGDBxHz8ym49FJyLryYHQc91L2zj1EnlTNimOacrt3fwYSqQoJR/R4dbc5p9+8bgkhpz5H+fzbn1LyxBI0l8K+VdYDZOTWj2JkNcdlFy5I9OrL4xriJXLp/OVO3raYr5qGlYixtZSexQpb57kWjqBlaQGGZF8kuMue5NVy+YgFn1K/l1ZFn8dOXH0F0Oo3xEorKLNh2GIAzu0mfsKfMg5o5bKIxrtM3mKIoUOR1pOScZi0lY2JX9NWHM9+eIxFEKvKmIrzHMudUn1f0/MAjNWcitxCSKth6X6Y8azEZ2eZBmP0QvH8XPHU2ZQNOJFTdn5lvfsIHU6eyeuEu7CUuy8CxPVEPtLc0y/Q1srrIw/62IMf11wKbTik5j7rsEuH/snOqr8t6wETfNxytUrBZ4EkUQHDvJteRyyDvCcCWRF+plEcjtKoy/4+9846zoyzb/3dmTt3eks2mNxISSgiQ0GvoRQHBCCJiQVAEK4oKKq+KPwuCXcorKCqo9C5I74HQkpAQSE92Q7K9nLOnzMzvj5ln5pk5c9ruBhbe3J8PnM05U54pT7nv67qvu7KhkuQqS78hZgcvv6LdTuW/bkehmf/s/UeO/chZ6Pa44J8jhFAQWH1iUoOLcEVykNOso99QY6v/96eyOWkHpYybQY/c/51Y89dWuFoS+Wi9uTmnmrSdi5xmDZNYuATnVKI3+/upGFOnzR/Di3f0oh53Ot23387YS77pWT/opklUi6Mk9mST9jwpPUVUc5l5YlzsWNWDAUzaugS1qor4vD1h3Zu0dSc912nYgkiqAle/cjU3Lr+RmfFFvNq/KyFV4Yl4hvktNSy5dx3bN/Zx1LlzicRDEnKacs6pmVBjKGyxndOMPW4YGSOvpslQNS3ygQP5xj8n53SUO6c7BZF2WkErV1jGb6K/CUcmUmDFIpDTARs5LWaqpjH+x3+i48xTqO3azvbtYy2ltgtfgMevhOd/BzUT0He7EMiDnNr/TntyTr2dobV70JIFRyE6JlfFNrF0KdFbbuKRSfuy9zEfIX3PCqIhFc3OoRTRzyVtS/j1q7/mje1vcPSUo5ndMJsn262JTzhRmqay11GTmXNgC32dKbIZHSNrEq8OU9UQIxzRSGcNvnnZgxxRESLVrXOK8V9O37CUH+gvwz+zNISq+H32Izxi7Os5NhSmSrgy6vnvuaDtgVvyJ3/Oqb3o0oVzahatFRoJQE7zDdqeBbTi/RzKe3vbFw/Mi67BaMo5LQ9hUhSFTjsvu6azBzObDaxZK1tb9yBNVVEqIpqTsy2bYcLEDSvZ+Pk/MfDss2CaVBywP2O+9jWqjlrE2mU9PHzLGvo6tzJtXhMLT55GvDrChLo4r2zo4nMHT3OQ0yClwXKs1FIyQXVOoYBzqloUPtM0uX9ZGz99YBVbupOcuGcLB85oyjlmkEOVL+fUtHOM0tEYSw89hVOuvITvfOkXfHHjo0xf/yD/nXMKE2ftS2NLlUUlNAx2f/kRFq16hEcn7s2d80/m+1FrIRbWLEr6QFrnxXUd7DmxlrE1+cvzeJFTsVDRaM9aTp1frRegsTJCe38a06njHPzMBCLSk8yUnO/tb4t1TUNATit3XM6psFTWKDiHFbNoWPMg1GA9P1XxOafprDVuz1sMc06CV/+O+sLvGT9nM+seGouefZGOt4+luiEeqDQtHJ+MbqAFpJX4zR+YnNxQwQtrO5zFdliq01gR0UhkdEdLYCRtoy0CJPL4RGBTBFSGi5yKe+8ip2tY0LwA07SOH1JVjHXrULVK1JCOoiokpZzTmNHPJ0P3MTjjeI5bsZjLxswHJM2DHHRSFkTKBiKnGZnWKyGnAL3JIOe0cFBYnNdv/raJdgnGQW8yvyBSDnIqOTaqlHOa1UtDTuWa0Dl0Y3v3yfMaefGONWxr3oemntvIbttOuNkNuhmGiaYohBL7kqlayhObnuDYqcc6v4vgT8/qHvoYYNdXHqbm9I8xvqkagFa7pqm4V4Zp/Rce8xA3Ln+CxbMXE+k+jVdZh6apZBUwFjRw6MIJPHv7O9z2s5c54Yt7On2ncyDtPMsmXUFFYSAu0XptMa/gtZdZNMharn3Qab2FWH4fdNvpnI6AudS74SGngw5ymr9DuDmnemDeQtAitGb8OP53+iEs7Ouitd3OS4hUwrE/ge4N8Mw1aA1WeRl5cBZ/ifc+lc2PnLZ2JxlnK6/Fm3MXfV233ApV1fx+3qlcB45aL1gOVG+mk/MePo8X2l6guaKZHx7wQz4y8yMAzsTnj4JGK8JE8+TCicE/oxsc3Hk7Z6Z+T482hb/ox7L4rM/zTHoGv7h1ubO9PIk5eaBBtN6A3Fy/VUfd+msigp1vkAs7tF4XCS3mSIRDrsiRyAfO1x651JAYyMQ3AvEvZ4EcRNcbjaVkvAXMS3BOgU7NphKG6hhcvpxYzMqXzldOprUnyfjaGJqqBOacapkUJ93yS1L1tTR98YvUnnYakYkT2Lq2h0d+vZx31/XSNKmKIz89n4mz65399plSz5J1nUBpCEApVpzWa7fZ93gdWlvenFOL6rb42hdYsr6TOS01XPXxeew/vTHw3IFqvXkEXHRbMEgIhfWbGv+Zuh8nfvI4pv74Ei5f8he6j/wL3dI+RwMvj53Nr+efwRhfn4uHNTZ1JXhtUzdfXTQr/83wtVOOoqfzqPUCTtqACOIVQ057BzMFc+KCzEvrLd8BFOVtdkTOqVtuorQ873wWk5DTrKSEq6le8a2ErIIeqYT9vgALPkds1X1EX/w2e657jvVTj+OYeCVnnDol5zwOZVTPn3YhmxijxT2b1FDBna9tcWi1skMeD2vohumUQBlJc3NOrX8LQSYx1lfY+a5DdYwdBldIYyC7HTXSycKWhWR73Lkm8eyzpGL1GLbgWzKjo6kKYU1h13fvo0JJ0bbvV0it6HTeU/GqBbEzxGPtHcw4Tie471Egrdd+l3sDap0642aR/iWjtta/vW0TP3lovR7nNP++HudUcbUaSs05LSQ0KP5ZWRejeVoNm3uqf/rdAAAgAElEQVRUmoDU6tUe51Q3LVaAlp6FptRz85s3c/CEg6kMW2rTWd2gUVdId6fYY+3D9DdPZM6ll6Lq1j3ebXyN53ymadKfbUerf5KPzvgo39vve1z18GpAWjcB8xZNonFiFf+5fjn//ulLsJeVz9/e79J6xXqxN+5lXMjqzbKJYOVIWtE6p6McORWv0YcQON3pnI6E9YtSMsMs9yAm5HJyTv0WtNaojoV4u3Yah7a1oSTDpDMZImF7Ajj2Smg7kQl3ncYJ6vmE1L2d/RRnsRFE6/X2hi3dSRZkVdKYVDZ5nVMjmaTvscfQDzuKVChq52HqDg0ppKq82ncrmzOvcMm+l7B418Ue6olw/suhn6qqRaOp71vN6R3XsSS8kG3H3sSVt7zGYQ0LyG7t9WwvO2ilCCIVGiSrYiFHqEE803zCOH61tVIU6SKa6uQ5FUNyvUi4N3Lt5JwOMzroEUQaLcip1IVKWQioikKXjZwmKprpf+45osd+HCCwzAlYJR1mjqmiK5EOzF2b2fo24UyKlp/8mKpDDqG3I8kTNyzn7Ze3UVEb4chzdmX2/i050fq9J9dxz+uttHYnh83KcK+v8O/F1Hrz5pyqCn2DWd7Z3s+Vp+7B4gWTAsQ73L+DELV8tF7DXlipChiGuwiNTZ/Oql//jZuvv4drdlepCSl2BM3kjxtMbgxNx1TUnNrCFZEQj63chmnCUXPzU3rBR+uVFiouomfm1JhurIyyuavbDTLmc07tZ9mbzDKhrmAzcsyLQpff10KaSk0stGPUeqVDDTfnVAQrHGViO89RzvdLBNWPVjWY+1GqTn6ZaTf/m+d3f4v4ayrHfTxXNdhBTkssuyLIESJwMaWxAtOEdR0DqIp3nInbwaRkRh8WxdlvPYkMPUlXzwDc3FPxPsQiGqZZuJxRIUvr7jpka8YK4C5oXsCzne6z6Hv2WfrjJ5G1UzySaYOKsIYC7N56G68aM6lu3AN4UlJ8zcfOsPq6YZj0p3zIqVTXO6NbeaRivhLbBSn2OoyTImsGTVUwpHnezwoSy5yqmFVKqzfppfV6c069x5ZBBlVRnP6R1o2y+25OiRunwoPJzH3G8uxtvSTiY0itXk3VIQfbbTcdhy6sakwLn8Gy9hs48/4zuebwa5heN52MbjDDjgs2tC9j+beuYL/KSpqBx75xGBPq4077xfnWDD6OopicP+98FOm6HBTPvj8TZ9dzxnf25aFrl5N6oZOmaoXOAXeubNZVkopJ0qY4C0Ekwcbx21DUzYtZvvFPfDvaS8mI9+/DSOsd3WGBUWRZ3eBnD63i0ZXv5vzWL5ynIb7IjsJuCc6pnHMahEIEOTYVEY219ROIprpQUHnm7RfcH+smw3mPk2zag1+Hf09t71vOTw5yan/mE0TqG8zQN5hljK7QrplEfPeh/8mnMBMJOPJoZ99Uxs3JCsW2sy71JKftchrn7HaOxzEFaxFiXUcZC/RUH58JPcypK79Gv1rNtfVfo7HKcpo7+lM5g5/s+BaiSojIfSHVuBop51RWMQwyf85pKdQVuXh8MfVgefAVf4pv+lNWuYuhIDCyFVIsfL+s3EW8okBWgR7FoKtxOj133U1862YgGDk1TZPW7iTj6+KENTVQlGPupuVkwxFCe8zn+bvW8I8fvMi619vZ94SpfPKK/Zlz4PjA92ifKQ0ALN3Q5dDThkvrLYag5Kf1Wp8COfDbJxZM5pJjZ/P4Nw/nrP0mF82DD1TrDWuB91jU/LWERExnEVoTD6OGwywbM5PIpz/HmIu+zJiLL2LMxRfzxswFRCOuaqlsAlEaXxtjbktNzvlkCxREkupH5kVO+9NOLdS8tN6Y67iUiwSUywgIsvrKiEPnG0reaj6TmzMch0wOVuQgp7785nzjavXJi1FMBSPzHMlug80r2nK2CUvIaSkmkFPxzKpjLtXTfx9FMHI4uZ9BtqnLrespxn7dh+hWDPPc4t5HQiptqeUY2Upm1M50hfUyKfqWvoYeqcaotM8lAgVv3k19Yj03Z49y+op4T/2lzISJvPWBdBbTJNg51Y2cFBmH1huAnA6UyDjxj4uFgryWlkQmL9Kq+K5PXsdpqvu9RSMvr+/mE2oygRl7W4G2jqkHk1q92tlGrsCgqQrjtEO4/ujr6Un18In7P8FTm58io5vM62pD1VNcs+eJKBMnO/tPH1PlrDfFdWYNnTXJxzASM5lUPclz3Sii7rXbzprGOCd92aqCsEvGGn9FcGWcrvKuZiBWJKmsQSTkliLymwhWjqTlW/o4tN7Rjpz6AgIfJhvdd34UWUhT+dvzG3hq9fac3wZSWSoj2pBkrkGS4JfoNPlMREKtxVHu4wsaXBVFwaipg5A1uN/64n95fZNEhqtsYv3RN9BDJfs88wUrF7VjTY5ab746p209g2DCGENlu2bkRM17H3wQrakJZd7eTtsFrXdT7yYYdy1hpYLP7fG5wGtOlCrck07Aqgfg7i/DVXO4XLuJ3vBYflZ3OYORBsZU2/lWA+mcSJM8iWkFBJFE9LzQo66OubReZ0LNi5x6hT5Koa5EQ6qzoCov59QbwR5IZctCo/OZK7RU3Al6r6yYQ5S7vfXZpZl0Ns3E6Okh+qVzOXntM6RSuYuf3mSWRFpnfF2MkKY4wQVhpq6z1/rXeGvuSfzjJ6/yykMbmLHPGM66Yn/2+8h0IgVYFru2VBMPayzd0DXsMlX+68tn4rnlQ05r8iCn8ybVceERM/Miq/5jBgVC6isjbO9L5UywhmF6aEuCjVAdCznX4++jGd0t3+Pvc2JRe+ScscVFx6R2CpQiIvU7v1ovWDmn/aksvUmrnfkWNvLiu2znVNp8qEGleik/b0fUOYWh5cMKi4Y0x8F3c04VNMVP681SEQ7uF7HddyPU3My+G1eT0QZYcctd8O4KzzbiGYtSMMVMrnMKXmfDPxXHI9YXI11ORlB6ZUfdr7Qv3vPEEM/tOOtKitbUG+gDMzCl8+ivvUpCsXISjQrrXJGBVq40roF/f5qe+GTuN/Z3hW989yvX0bKQsj6nfwfTeh0WkkPrdRkIfkuUmKvvf/0L5SDWxMKF65wKH01xxwv5GsX3mWxpOaey5eacWvubBlQ3WNTe7WPnM7jKLRcj+oqmKo5q/8KWhfzrpH8xrXYaX338q2xILmVsJkNE7+elcXPz3i9x+ncGniNhtGN2H+y2xbn+3D4KUFETIVsXZkbGOvbWnkGqDBirK2wJGY4jWozWK4KVI2n5xl9FsRz64Qbud7Q5zLsPYc7p6L7zo8zG18WdBHHZBlLZYdHucpDTAmq9cpJ80ECar/NWx8IM1FkTyrbODdz0wpue31OROr6Q/jrJmhnw5M/ht3tTdfNxzFE2BCKncl/Y0p2kyoS4qeQ4p5mtW+l/4glqjj0WzV5IZA2TtJ5mfepRPv3Qp0HJsH/8u4yrHBfY9oIOnp6BlffCrZ+En0+HW8+EN++GXU/kTPNK/rzr9axQZhHRVBorLUS2oz+V05nlY4toVL6kfHmbIJMFkcQzzaGf2RaEnBabt8Kaq9brFMTOs608uDp1Tu2NB9LZYecygrToGCWOKfgcopLQIWv7DtUEPcLUu+5Gnb8PX3rjLpp+9G3Smzd7thZlZFpq44TU3HqJ/U8/TX2ih60NR1BZF+X0S/fl6M/sRnVDfhEeYWFNZd6kWl7d2FWSsEcpVixw5q9nJ0yMJ/lyTks6t3TIcEA7dh1XTSKtOwtvYSL/WrVzTgVCIsq2iG1ky+im05f9lEZxDwuVkBHmVeK1PqMh1Qkg6gGiJqI+dZv9buRDTqui7r0st8vIfWyoDmC99Cx3FK13pJBTB32z6X6GDznNly+vKArVixYxa02CN8c8x5rOXdl4zYVw15egZ7OnjaUip/5a4HL6h7/fiFqcIvdxpGyDLYY0sT4u5Zx62xUbJnKayhigZLh+9eUkjR4yPftimLZaqqHTf8ftDFZbc3U2rsFzv+W7a8/hMP0FOPRb3LX/P0kRceYoMf7mG2M01erHfVLwSZhAHzO6mTMWFsw5LcJYEpZPAC53O8sZ7k1mvM5pUPDX13ZwS8mATest0+nxB1idHFB7dTZ2ag0DWh2pd97BSNg5yU4gXfEEM5orm7nu6OuYWTeTF7b+nKgSwbCHhHzrAavtBq/03E612gLJOc5vEnBqlYEJWDcNjonQoqsckwjT1tbP3HQIBYU3w7rrnGZ1opqKoigEdUnDeO9ovaoy+vNN4cOt1jv67/4osvF1MVptaW3Z+lPZIYshgTuYlZZzmlvypBSrjoXYVm/RBesS1awevNejuKsbJq+Ys1hx1M3w9Tfh6P9B7d3EDZFfEk1Z5Vry0Xpbu5M02cnt2zWTSEjF1HU6//Z31p54knXO0z9mDXBKlqfa7qZy5i94tudPNFc0U9FxIXEm5W17Ip216mvKA4lpwjPXwK/mwD/Phs0vw/yz4VN3wiVr4LRrWantgm4YjgpcbVzUIkznqA17aL0FOrxDbSowSlZFLVqvaZpOOYHiOaelCyLJ9ELRxFKQU3/OT38qO2y6qHy8oTIHdoSVq2oqmr5NM1B1SGjVVF39W34z72PEVq9g7Qknsu3qa5xC58IBaamLEQkpVuH67m567r2XLV//Oq3fvIR366ejmCp7LZpE89TCNFK/7T25nhWtvU7dzJHKOc33agmnJ5/wRiFktPi55WeRO7bNsSm2K9vcPHDTNF1ar2p1d5nWK6tHypY1DCcQ5O9zFZEQFRGNAySxpnymBfQbL3IarNYLsKXLdk6LCCL5z1OKeWm9Q0ROK13kdEeUkoHh55wOOsipoPXa6I80bicz+Wm9AFWLjkRLZ8lkHkStT/Fo4tskX3sIfrsPrHmMiD0upEvMOXWQU807jmZsRVTZhNOcrwxVkJ174xJ2+d4DBbfZ2JmgsTJCdSzkzMEucmrdc+FgDNU57U8niU+8mdU9r3FE40XoA7Osc/X1ccULf2bg4YdRDj8RgGZzNTx8GSuj8/hyw7Vw5PcwQlaeYtqHnBZiZ2QNk5N/+wzgFZaUkdOEowhs/V4VCaEowTmnLtuqmCCSry15+oOmKlRHwzmCSPLu/jriQaVkwMpxLh859QUN7U8x/lXURMgYGrqpMLhyJSAjp9a7Ia9naqO1XHf0dczbECYVraPPTnnKi5wqCqHaV+nIrGe3ijNQFXc7wZhQVUHrzV039U2OszSSZfe0hnl/KwcMhtis6XRrpgf8CIes++Rfn1nXOvRSMvksfzBCGfVKvbBTrXen2Ta+Ls5rMh3WtuEip6J/lJJzGhICIWZ5C4vqWIgN9S1M7Ewxrn0qSyffxLef0vnBgT+gMlwpOV1AzXg46CskJxxI043Hc+SyS+Hwh0jrplXGRDdynNMZGQ0Tk3bVILJ2Neu/8UsGly+n8sADGfeD7xOZMoXE5i1UTLmW+9s2YWYmc8rkr/E/R5/GYW8+EZizJyyR1r2DZqITnvgpLLkOZh4FC86zPjXvMwip1qSXyupWLoNq1SLsGEgxvs5b7iYe5JzmUYyDwnS86lgY3TBJZvQh5JwWp65EQioD9sJDDOL5XgVvzqk3sts/mC1bLTTIxBp5FPmmnusuxQEQ93ybrdjbvqmf+tm1PDjtAA45+6Mc9vS/6bj2Wrr+/nfCkyYRj9Tw5R6VhjvWsdf6fo55/XlW/+8a0HW0xkaqjz2G2/vnMScFTZOqy27/PlPqyRomz6/tQFOVYUdxFd+z95ur1huMJAwPOZUcqgCnZVZzNaoCK7f2cfweLYDbzzRFQUHxICtVUZfW61/EZHTT6Wt+VO3MhZM4am5zSYsORVGc8cNFQiwF1qxu5M05BZwAZr5nVhHWUJShqU96aL1DzTndYbRe14ZTSkYuLSTmhbCNnMrTRKIAcgpQuWABanU1izZqPH78vez73Bk83nALxxtfQHn0R0QOuQXwpqsUMjFGu/nZ1ve6YeQEfcQ7mCjDQXzirdyUIb9t6kwwqaHCDt6InFMvcurkuw6B1pvRM9zw1hWEqlZz3pxLCSX2525Wkdm4kYVXfYvY9lbG/c8VbNfnkdq2mcPbb4FYLVfVXEo2ZNUndVVpvXRjwZrIEfeREEWAZqnEk1zux0/rVVWF6qgrPiibmB+LpUPk5r/m2U5VqImHWN+e8NF65SCW/Wn3hKiH1utumx6BnFPhRIvxT9SVT4drSC5bRsU++7hrOhs59aee1MXqOHTDVLora9hQsxGSzXmd+S39m4iOvZ8x4V2YEN4fhdbA69byoJ5ZBR6ryPByLMtp8Wq2diV5Lmo9N9GsjG5Sa+eW56P1jrRzmu857DOlnkxAebjRZmKY3Ymc/h+38XVxuhKZHKrOcBEoMTgPlpBzqkgRHX/kvpBVx8K80zCR6GAX9b0tjNNP5T8b/sMn7vsE7cl2KZ/GPabZMp/vZT/L+O6X4K4LaMi+6wy48tjRuaGP+WmN1yI6R2x4ntCFnyWzdSvjr/olk/73BiJTptCebOeyF7+EGm3j+LHfIrHhi+xau6+1CAzI2ZMtmUqze2gjvHQD3H4eXLOn5ZguOA/O+jfMPi7HMRXXktVN0llXfEnUIvQPfp6c00LIqRSNzH+vrWP1DWZLyDm1nVO5zmmR8Tes5SKn+bwOeQHrF70RudLDNSciPopovR4qaUlqvdZnh2ZiKtC+uc/pZ301DUz4+c+Zcss/qDnpRMJjx6K0b+Pg1jdI/un3HPLQX6jv76TxvM8z9Z+3ssvTTzH+Jz9BDzdiqlA/rqLAmYNt/mSrtMyrG7upiGjDzrXx5xvn+z2f0m4+QaRSTD5mEIodC2tMa6r0IKeGFHQRwbjewQzV0ZCt4BscQMrohuuc+vrccbu38Kn9p5Tcbj9CJtNALeTU55zaaQMi9SOfE6yqClX2eFM2rVfK3xsqU6FBQk5Hss/KhwoPI5gSDVm0XtM0SUsOjqbk0noL1rGMRKg67DDmrc7wUuop4gf2s+7NAVY2XQatr7DH819jH+UtpzxQMXNSOlTveJfVzZxnsaMEkTZ2JpjcUGFTH03n/BCQczoESvF1y67jzZ4XGGw7heOmfARVgcZkD61nnUmkv4fLD7mA+o9/nJ72JEktw5zuJ2Dvc+jSw67TKCGE4Pajw2eP5cpT92DGmCrPOeVb981jZjlMCnDHCws5zQ301sTDBZHTYmXS/M8tX38QOad9BUrJOCaQU18Kljh0Ws/V5chnIsjjD+oFIacA+oRpJF973frNJ4jkX8+YpsmUDQlQVFrjz1Mx7Roe2vxXNvVtAiBjZLht9W2c+9C5nHjniShqhoPrvgyonvWG+FOxx6R8QpJ1FWF6VZOXm+Chigy9mrvmAbfOqZVzmnsv3ss6px9fMIlffXyvkT3ZDjBXRfl9bsgOsJ3IaRk2wUbbWrsHmTnWHWD7U7rz21BNVUqj9YK16Emk9bJyjqpjIdaoFcTNVqrMaqoGj+Unp57E+Y+czw3LbuCAOkuMyENnA27TD2PxLJUFy/7Iw/ybFcoMbtIWYRiHAZDN6NS/2U8qrPBkLM31qx9Fmbs7M/58PVqNO8lc+eKVbE1sIbnpXCZM2h9Y7alzGlS2hY418NIN/Gj1zVQafXA/UDkWdj0BDvoKNO9W8JpFtFAk2gM0VUXp6E8FOKel0XpLKSUjO6eDxXJOfeJLJZWSkeotmlJ7DpzRyHG7e/N25QCG82jtz/7UyOacjipar4f+WApyan3qCmQqNbat73X6oQgaVcyfT8V8q6D8r/75GkvWdfL0Vw/kx397jge2Znnhq8d4jtmYgUx1CHUIKFJDZYTpTZWsbR8YthgSSLTePL/7F9zCFEUhoqmeXPdyTT5kPirqnJYaDytFVsVWFAUTS/hE9C1xPf7gdlY3HaewnPq9QRZWVQYxXLVeiWI4HOQUrDGiL5UtG0ERwYXhCHUI5HQ4Dm6QyeNWZBiCSOL5pXWDrF12QwiU5NQ5LdI3qhcdSe9993Hq4B78KXIlX595NU8vUZlw+LeoX/lHbo8+wMA9/4KDzoc9P27VS81jWZ/CsSNwoxt5ab0jKYiU0Q22dCf5yLzxbOlOOgFigdyKZykc43IoxcKe3fIskyt2Z0X3/kRDFsJ/6JbXMHp6eOabV7Nqg3XS3vZBxmibMBUF9v8SyWWrnfPK9wXc+xWPaJy13+Scc8r3bs+J3tpKYt5OyWq9UtDHEikKUuvViWhq0dznUnNONUWxHOHBrGfdJW8fDakct9s4PnXAFPvfflqvQDtLZyxMH1PJqq19OU6ZI4iEFzlVd92LxPN3YBqGRxApCDlNvvoaml1GJqPPxTS2cse6G7l7w185ZMIhrOtZx/re9UyrncaFe13IL26vpHbCBPqyWc884iCnNnU5WEjSpCoaIpUx2NpjpapcvGgXbl+62XmPrXWa9c7lq3M60gHw0VKXfag2Wkr37QjbiZyWYeMd59SbdzqQylI1AqUeXOe08LGECmShF/PouV7Rj4pIyFJnrdYIqTGSaZ2FLQs5acZJ3Lb6Njb0WSVkvDmK1ufSqefBRa/ws+yZhBSTX4Svo/HhiyA9wMv3r6dy0KR9ThXTejbRnOwmcsppHsf0+dbneWTDIyze5Vz0xEwSmax9nW6d06xhQKofWl+DN/4F//ke/OEAWHI9y6J7c03NN+Err8M3V8Np1xV1TMFy/HTDsCTK7cVcY1WEjgC1Xg+tV6AyeQZZKDyoCYn7vsGMEzkvptZbTimZiOYK8IgWqorCP87bn3MOmOrZtlDO6UAR5KFUy4e6vZ8mT2Ll0HoBkk0RNq3s4pUH1hNSlMAyJ1YZmRhqLEa6aQwZ03sOPWMwJg3ZuqHTYfeeYqGnI5kXnO/dypc3rCoKtRXhYSG3npzTUPBx5rTUsLkr6Sw0Zfq8yEHqG8w4Iihy3T3ZMrpb2zFfnyvVROBIXLtAQlJZw1Lr9TlgVdEQEU2VnNMC+ZCOk13efRXvdZCwVKkmBJFGur/KlzIcQSQ5KJQ1TBfBVqUgnp02UYyiXXnIISjhMJ9qn42BzjOz/kU2bfB27JMs/8SLfCfzOSvAd99X4U+HQG9uyRlhntQXvEFMf//YEchpW/cgumEyuaHC4wRkfYGSoVCKARKZBCs7VjIxPhfAQbEOal1GePaudI6bTEhVMQyT3vYkc0LLeK3+OKgZz2DGkJBTG+305ZzmM08g0denopp1zEyAWi8IkaJchDiZzpYUnPI3Le/4qCqO0KEsfucvJfOnT+3DQTObrLbnKSUDpVPy//q5hVyzeC9nTeFvpxj+hHNqTpuL3tVF6q23PGsVS61X0gxJJmm77DK66yytj47+uSQ3XMDfj72X02aexrqedTTFm7jmiGu4+6N3c8G8C1CyjVY9WtPLFJBL6OSj5Ip3tKEy4tRYXrxgEnNaqiVBJLvOqY8h4bTZzGUoDNdGMuf+/bAPunNdyHY6p2XY+DorFyLIOR0JwZJS1HrBjSyH86AQy354DH/45N6e7yKaQkY3qRpXSzZcRajbQim+NO9LNMQa+M2b30CreMeHnLqRPr1+On/MnsyFlVfxy8wZVK6+k+2/+hiv/Gcd6eh69qt9iY+0PktWUYkffgQAhmmwomMFV754JZOqJ3HGLmcD7oRdwSB0rOGI7NN87t2fwP+bBNcdBnecBy/8EXY5Gr66jF/UXMrLNcdA/dSyeHAOcuqh9Ubp6E/n0CBKFkQqATmtkpDTZEYnpCp5aTwh37nMUnJOPbRea798uxSqc6ob5sgKIo2igTJI0KaQyVv0zKhg1wNbeOn+9RyaDjMYQI9r7UnSYhegt9R6vRDeu+t7CZkKmcah02H3cZzT4SOn/nwov4VUhXhYo8ZX4mbhtAaOmVtc3baQeWi9eZFTKy/3ra19gOQIKHYpLFutVyzSZBRCtkK03nJNoJPi3hVDThVFobEq4tB6C43jQvSl3LWR2H5YyKlN6x1x51T6e7iCSACpjG6JpNjH0iQqqwgYFQuuaVVVVBywP8bDT/D12efzeNcjaDUGnW0DhGJV3KIv4rmj7oKzb4f+d+EvJ0Hf1sBjibFfIIEOfVV3Sx4JG07eZz4TataTGyuQy23oPor5UFHbZe3LyJpZmiOWEms0pBLp6WJO5wZiRxzpnKe/axBDN6nXWnl67JnOucQ1i6akfbTefFaIWSGCWXKdUw+ttwByWkrKin9uKKTeKsYeocRvfZ//2uTglCXsVl7AFGBsdYxT5k8IaI93/IvbZfL0sRYy3XPvfTnIqbvGMNn2i1+SXruWN+dZbJ+tWeuaptSN5/IDLufeU+/lxuNuZNHkRZ6gtmHaa5SAtioonvdSNt12LJuq3PnQQqBdCm/KofUG01StIFCBmzUEG01sr6HYB739hWwnrbcMa66JoSq5zulw1XrB6til0nqjTs5p8ItZHctFa0KaSlY3qJw5DtpSTGnbAEBLVQs3H38zZ9/3eQYn/YX21NFArdUmEZ3DdCaaSDjM7/RTWXz6Yp67eTtxpZfP1l5GdPUAa9rGojcrLH3sXJ5XEzxr9NJhZgih8LvqvWh58EL+HVnNtBUDfCvaQdWd1iLuEmBQicF+F8Dk/aFpFjRMh5CVwzWQetuTJ1WqCbqwTOttrLJqESZ9DoenlIwajMqASyMsJ+e0UATXzTmV1XoLX1c4pEilZKzv8u0jLwzEQCbP//E8dQLLMfGejCbntNymyIsURVU48uxdUTUFnm6l780+zJNddMQwTLb2DDJ+D8s5DduBH9k2rerExCTbNHTndG8773Qk0e18vF5VVbjnywflCIWVk6OZzzyLzzwLVVmxd8HUBk9+n4WcWv1pnC2WIt5hfx/NGibVsRDxsOYRVhmKCXRS3Dsx7qayeqBaL1jjS1uRnFOAKnuMLheRFn14OBF/QesdqtpvPhtJtV4QyKnrnKoSrbecEktjLrqI9Ys/waF3reOBg+az8a23qd5SwdSQtZDPGFiCeq8XcrQAACAASURBVJ+8Df52Gtz3dTjzHznHcQSRVC+injWMnLEvPkT0spA5zmlDha1w6ypHy8/ScU7LPPfjmx4npIRoCs8CNhEJqTS+/jwqJtEjjyS71qJY97Z2AbAuVM+2qDU+JCSk0i+IVBQ5le6df3wQAaFM1ghkIeXNOU2XJvbnp4nmpfWqSmCt50KX5sk5VbxhweHWzxTHcsbJkEq0MsSgEWbiCSfQ+ec/E8noKOZuaIql65HOGhgDA7T98Ap6772X+nM+RX+6CfrSZOwDFkohEXRbEy9TwA1Oe+vvyiZKb8nrOAsllXNOdaIhNW/e6lAE5IrZaGJ7DcVGk87HSNtO5LQMC2sqzTUxtnS7tU6zukUbHS66oSilCSKBW+u0nFIyYZsKWjXLmkzmbt3o/NZc2cynp/8YTJWfLr2Em5bfxKa+TR7qiKDoiAG3s2I+7YlxjF20G/ulr2bpbr8j0x/in7tF+Y65iSeyHSxMZfhJn8Ej2xMc9M6zhDpXkzFDrI/M5p/6EWycfwl89A9c2vRbPtt8Gxz3U5j7URg7x3FMwVbrHcICXVNVUlkd03QnORG5296X8mwbpNYbJNJUWs6piLBmGJQiykHmV+stZQCOaFoAcpp/UhXmIqfudyOJnI6metXlDtryHKUoloN6+JmzWV0N1euTPHrTSjL24qh9IEVGNx0mRUhTnYVix5Z+HrpuOS8/sJ62sIkyDMdyl7FVVEdDI5JzWsQ3tc7XXD0iKK3fNM/iM/glGVcTo64i7Igiia4nitc7yGnc69QFCSJVx8I8+o3DOHXvXMShHHOQU/vfYgyxxHqCHcSGSnfcKphzat/nct9TsX05Y7/f6it3PK13OM6pQ+vN6mSlerKyIFKxdAnZ4nvsQeNnP0PPbbfzfe2jbI9upvvdJCGHfmo7cVMOgIO/Bm/dD6//06qhLZnuo6nKYnb+MTsaUu05fWSd04i9BrHok3a7fPUfh0Ip7h7s5o637+CE6SeAEXeuoeGV59lc2YQ6fSa6YVKlDNL79L8AuC+8EMMwMQyTwYxLpxe3ws05LfyeeWr3+gImQkgorRsOEhzPQU4D1HpTpa0Z/E3Lh0RZgki5Y2Mh5Eru/6o9jgkbLp3UQU6l7ypqoiR604z/+c+o+8Ri0jf/hW8uvRXV0NFUlYbtm1l3+hn03n8/TRdfRPO3v00oZdKnWEeJhdWCY4KmKpimWKO437s5py666jfdLgMjakGDSxv35px6v5OtlMB9ufZBd+5GOL44qmwnclqmja+Le5DTgZQtWT4CzqmwYvk6bq5mOc6pQsYwiDZZyqFzu9roeeABak84AYDqcBPJ1jOJ7fYcVy29iquWXsXs+tlo8SMwzVmOMxSzHeeB7ZaDPlgZora3n4ob7yCjKjy8m8mPDrySk2acQEj13pPu/hRn/fi/HNE4hsfbt7P3/AOZPLmeTUtfcIrbB5mFPpZ/f0Oq4jj8YqEpFDW3+ZxTWVjDUQIdAUGkZKY05NQVRCoNOU37kNN8u4Q8zqmI+Lu/j6Qg0mga6MsWmvFKPFj/VxWWNyvUNURhyVY6Wvs5/vw9aEta746g9YZVhfoUPPinZax9bTvhmMY+x03hhpfe5vRh3BJVVfjuiXMYWx0tvnGxYxXJOd2RVopQjqIozBlXw5ttFq3XUZpUrKdhmJYgUo0vV1MuJWOaJhndJKwqOQjwUMzNdbSRU3vcFWhY0DvWJCEDhZxTh9Zb5uJCXPdwUE+hvDzytF73eMMpfSQc26xuP09B65VQGbdEV2njV9OXv0zfo49h/r8/wAm7g66QtoVZMllpnN/vAnj9VrjzC/Cf71oiSXt9EsbtnoOcurRegwpfkE9RFCps4cKRso2dA0ysjzsOm5tzaniCPmFNJawpJMpwjG956xaS2SSf2e0z3LVEJ4JB59W/om7FKzw4axF7p/s5ZOvNfDt7CyvXfBRV2Z03ItM5xDRJ2WuDihzktLScU3lM8m8rBNlE+TpNVTxlimriVh6on9qcSJcm9ucP6uZrqqYqgYy0QuOpl9brHQeH3ffs3eXczIqaCImeNEooxLgf/ID+mkaOvO4PbH/gX8RbFvLpe36NHlOZfOONVO63EIBwyqBDtY5RvOyOFRyyTikxjZxrtGpSB+aL2s+nsVKm9aoe8SOLwi9KJebJOR3hCeyD7tyNpjXXSNtO57RMG18X543NrqpkX8qKrg5bEAmXrlVs4BpKKZmQqlpqZ5XWI99UP52W711GbNYsojNnktVN9P5d+e2hX0SNdPLoxke5ddWtxCf/mXWJOtL6RPvc1jl7tw0AsO7RK/jNky/TGzP53Rkq7/adzEdmnBwYURQdKekTfrJKvuSXvU+kh1byJKS5YjZCYU8oavqdUzkCLxy6wNwJ3wIlyMQg3zuYJZkuhpwGCSIVfv5Re7I2bYoNFKIjeaO34J2QR5IyOpryH8ptS1AkGCAWCbG5KcxnTprFf298k7//4AW0qjBnDETofWorL69PEFndyzn9UTa/1cmCE6ey55GTiFWGSb68etiT6ZkLc9Uth2Li+t4P6rVXOTn/mLVrSzW3LtmEbrg1HFVVcSiMfYMZZ4HoFh9393fKYY0QhB92VFmtfwuHa8BOCQgKDjZWyc5p/r4lAlhDpfVWB6A4pVokpDoleUbS5MMNBzkVxzFMk4xuOGO3nM9WDq0XQI3FaPnJj9nwybM59K1mejVoe6MTcFlBAMRq4MIlsOZRePVvsOR6eOEPMHEBjeMuAkLOc5eDmEH9Kh7RRjzndFKDFVy2UKzgnFOw1gilIqfJbJJ/rPwHh008jJn1M9G2PcHPn/o9HZ0b2Hb4CTxXsws/vH4BJyQ7eIb9WBc5nYaGSlStH8N053Mn59R+9OK+FnsXPIJpAcErobGQwcqLl/uMkwc6mKVWqsWcSOuMqykuRucfjvKXkrEc4UJtz2m3RxBJGZIgUj4LOm9VXZTWt621qaIoKGd/hqfue4ZDbruZc2ofpLa/C352g+OYAkTSBn22c+oPsPhNUQRTxZv7KbNyNEUJrA8vBJHk8TFkj+0m2GO+xQpTlWBq8A6pc/oBd+4+6LTkQvYBjxu89za+NkZb96ATHRLIaVV06Kqc4E7IpUScBXpZTikZgQJkVYVBTF6esBAlHmfzRRdjDAy4TpemMLF6Ip/e7dP8+ZibMFJjeLjj//GVJz9LbPwtbFb/TrT5Lh5d/gAY/Zx470usmhDnpZ+dxfOhz5PpOjg/Ncb+XkyagiIclLMnTKgyDsWJCqmKg8iKTtxk00oErTesKURDXjqLv/aopz1FBIjE/lXRkKXWWwQ5dUvJuHVLiyKnmhVo0A3TyYHNN2gHIafy8UfCOe2xc34WTG0Y9rFGysqedJTAP62ai1mdqXs0ccZ3FrDXUZPQ68JETIXuNb28eM86lFV9vBM2+PgP92fhydOJ2bRJowRxq/fKRDvej9Z4FmUFxqw5LTUkMzobOgacBY6IxvcNZjFMd4HoODDSIkaMIcNxjGRzcgvtuyYWm8kCyKmg9SpK4fF5qGq94pSTG8qvnStbfWVkxJUqvbTeoR9bZpPIqKClvi6c09LqWMpWsffe1H/qbPZ5+lW2Vb7Cm//dxLSMKy7nNiAEs46FxTdb6vDH/Qy6N3HKy5/mytD1aMl2QEIIDTNwvIlHNAZHEjntSDClscI5t+gjMvXZudZI6c7ps1uepTvVzafmforESy9x5K++yaS+d5lwzdVs/szFfCN6G2QHuWryH7g9eSm9XSYHn7GLhXoZpvsswj7kNFtqzqn7d9C2kZAlOJfM5CrwCpq/XxQpkdZLyjn1979CdaD9irn+tvvNT+v15taObM4pQGVdlIHuFKYU6P7tXqfTd8gi0tEKfrLgHI55uMvZPpPWCWdxnNNSkFNB65UvW4yP4hrzMc5UVXHGx0hItVM2rN8cTRP7e/8hzBIYa0OxD7pzN5oAgZG2nc5pmTa+Lk5aN+gYsApECeW24ebuueUKih9HoJfldCxBhUlmdNaFdSabccKX/Yj0unX0Pvigg9zJk9zYyrEkNnyRhTXnWJSa+GbaeZFw7euM62qitu9dlhxwIjce90suOupy9IFZBdsg2iui3nIpmaABDay8I9OkpIkm6HwpGzkV1+Uip4POuf0OmujwwdQS77Xks+pYiP6SkFPbEZaU9Eqpcwo4VCcoTa3XjXC6341EjuHH9pnIpw+Ywk9P22PYxxopK3/Rn+vEg4VACGp47Zg4B5w6k449qrm9IcNnf34w5//mMCKnTOSuijRK1DucmjsgR2aoFoSav1fmUestsCib64gi9Tl0dUtIRHFET2p8QkLysJExBFIzMtfoInbWvwUSOpAqjpzGQlrBe13l5JyW1ybxHIftnFaEd0DOaWnPuZjJZYJkWq/lkFnblJNzKtvYr3wFVJVw181Uj4twUiJCujuVf4eKBtj/AvjyS7w24Sw+rj1J9Ld7wl1fIt65HLB0J4IedXwEab09iQy9g1nnuauKK86nm7nIaTzsRW239Q7yxyfWeGjwwl7d9ioRNcL8sfPZ/pvfko7G+f6J36bmuOMY0/06x2svMbDvhWxNzmRmD+x55EQmzKp3yob4a3nn1jkt4pwWGR+sut6GXdfW55zaQZ4enyjSQKo0tpU/qJCvT+QXRMp/bR7nVPWrEg8TOXUE4dzvquqjVjC/37oXumHSH6mg88Jvc9t5P+K58d75eaDLeu8d5LTI/RJ0Wz+91pNzqgbni4oAihgfxXpUsR1e2TnVVHLeU1m9fSRttASPh2ofdOS3kO10Tss0f61TsVAZtlpvOchpWNBhy0dOBzMGyyI6cVNhc2Q6ofEt9D36mIPceUvJAGaIPao/yv8suJaBNZdwbNV19K/+AdXJMVSm2rlrj+NoqbcKl5+0Z0vBNohDu86pTU+282GDTGw7JFqvqjr5MILeWhGxlDwHM9aCIqQqObkpfodRNneQLO6cOjmnBRZQuTmnxY8tJvBM1nQEEfLtUgw5LQd5yGcLpjZwxUd3L1pz8L20cnNJPJFg6R+xsOYEOIS19QwyvjaOoiiEIhrh6jAouUj7jqAhDdXEM39/kNPSnJaZY6vQVIWVbb1Sbrf1PMTis9opJWPtIweQxP0fKUQwJDlFICGn9mJcC7gWIbhWrBxY9RCR0047KDq5cRQip9Lfw8k5lYODMq1XU11BpHJpvc6xKythUguTt2cYOHI1JpB9ajvpAFEdj8VqeHLaVzkm/XOY/ylYcRfTbjueWyM/otbsDab1hkeO1ruh00qjmdTgIqdyKRn/s4xHQh7H+P5lbfzsoVU56SyprM4Dbz/PrPq5KNs6SLz8MivnH0Fvw1h4dwX7rriSbWYdXXM/z/jVCfrDsP8pM6Q2QDJt55z6S8mUWufUgyjmbhu2ab1Bgd6CyGlJOaf+tuRvY9Aar5BzE9JcRpYfOR1uYCgo576yzkIl+zqtwLtbl1fxKCeJfTq29APQJZDTImtY8c5Z5e6Cf5fLPckmBJGabORUDvyZpknKFiUTgkh+YEAc8sOMFA7FPujIbyHb6ZyWaf5apwMOcjrcUjKWleWclhGdDknI6YaQQY9isGnpdqqPXMTAc89hDFiTnxyJEX961HpDKo3pFBkiNE6tZ+OA6Tjsv/nEfN75yfF52yAG1EFfPdewqgRSaMGi88HQ7q+FnOZGb0X0TlWs2mN+B82J3A9REAmsRXRfyqL1xgrRekXOqS7nnBY8tLNITum6M9Hkq1/pUeu1Xxf5+COhBDsardxBW/UHZWyLhVUHORW2pTtJS51bpiQcEs/Qu92OUBccqr2fgkgexKAAVBgLa0xvqmTV1l7PwkpVFAbshbag9QaVexJITXgYjpFsYswQ7Y/4BZECbqagrRUbx0UaSLmR+81dVjmRScNEThdOa2C+XapopGykkFM5n9iv1usIIgnkdAjBtZo5ezCrO84f1l7NA02roDfDY39dFYgqyqYbJusYj3LSVfD1N9l+0A/YR1nNZeG/B4438TKotcVMLiMDXuc0G5BzGg+rHqXg3qQ1j/opzPe+sZ7t6bXUq7Po/NvfwDTRpsDvU9+DPx5ITf9arsicw7JHthNOmbwxQSMccZ1Q3U67Edcr2iafq5h4VzGnzaL1moEpMoJJIa4PLGdnIJ0tic3mn8cLpSRpquKobLv7Fz6+GAc0Oz1B2EgFhvzIKcAPbn3d/k2Iyim82+tWmBBj6aZVXWQV2Kp5Ba3ymaDbmviDuW7kUy735Gmn/Y42COQ05Ab+DAk5jWrBtN5S0qn+L9qH+X7sdE7LtAm2I7bFdk77Rwg5dRUhiw+owqkrS63XyffMggLLojrd6/pQjzgRM5Nh2l9/Z01M0uJRDDqmlBMQC2sc3fYOAGOP2IeOgbRzT1RVKegw56X12jVYg0wgBUOtc5rK5OaHCTlzTbEmHP+gLO5rYO6EU+e08L23ck4tWm9FIeRU856rFLTNqf2mm1JEMXhb2RnQHAfF/W4kck5Ho5VLdwmcbLHomf5yEG09SUepF1zhnIz0vph2hHm0RHpd6tV7355CpSL8NqelxkPrVe28JGHVhWi9wjkdIQnGsEQ9A0mttxCt1x6nio3jIue0XB9OzDvDpfV+6fCZXL14r2Edw28eQaThIKf2cXRDIKeizik5OadDURuPztqF2vYkC2v3ZNv0G+iYPciaV7bx2iObCu6XlRHKeB3988/nT/rJfEx7mr2zr+VsP5LIqXBOZUEkp5SMbuY4gBWRkOfcgnkgs4EyRoZfL/s+YLBwcz2df76R2n2a+eTgrxljdsLRP+L+ox7lxcwBrF+yja3jwvRXu/dbpOOIZxHzIaelqvV63puAvhvWLAZUIK03LsQHXeQ0lbVKPZUSuMhxTvOMj2IM81N7i83VUckJG8mcU/dYucjpu+9aQIMs3rhFqjDRZa+pNq/sZHscDPtQxXNO3XnNUxdcapPYxm8igCLGR2dsJTfnVNCHZZPng53m2k7kdKc5VhsPUxHRaLVrnY44clqEDgauIFK5dU7BpaQtj1if6zpqGHPxxYxZ8gQfWftMzoJLsRkhjnOqmuzbvQ0Ac/eZALTUllbsXlbrVRTXyQprSiCFFqA7YQ2konB8OWap9RrO38JEuQdFsQY7P1VIOBSF65wWPreH1lsQOfWeq5Q8RSfn1J6ErfYE7yQvWoJEcT6szmm5Tli+7aM+5DSjG2zrS3lKlYh3KyOhEqNtMh0tpWSKjVlzWmrY0p2ky+73quLd3y0lY/07kNY7QjmnIV/OaQ5yWijntMg47pSSKfOBCKd3wgiUyhlpky9lOHm/Dq3X55xqEiqTzJSG9gRZdJddwDT5acsFkK3jnoYfMWZ2nFcf2RDIlhFm+BBKVYHfZU9hjdHCxYnfQarPs31FJOQ4bsO1TZ0JmqoiznujKC6zJwg5jfnyXYXz5grvGVz65GV08wahDScw/8Z/EhlXz7hpr3Ff9ce5sPEGOOhistF6Jmat+982JuRZH2iqNW8P+tR6y845LTI+OIJIAbTeagc5dZ1TZ002krReVZyvXOTUvieqd44ZLnKqOOOf+11FdQQdkyrDyypRVYW2Hhc57U5k6O1I0rM9Sau0dCum1muVkrHWKPJ9k1NG5HJPsokyQLGwRmVEy8051WXnNIjW66LAO821D/P92OmclmmKonhqnY6UIJKT11RCRM1FTsuh9Qrk1BoE+lST+ORKVj7XRv3nP8/2PRby+RX3YWxt8+ynYC20M7oBpsnMJ+9DDdcSCpu0Z6xrL7WmoNyPorYqG7iTXJANDzlVA6lFYgGpqQqamrvACaIMCtOlAb+QVcfCDnJaWs6pWDQULyXj5JzKgkh5tg35FlPWp/vdSAgijUYru86pEvx3NKQ56DvAu72DmKal2i1MRMGzUt50qUGM98rUgMDEe3buEgWRAOa0VAOworUXyC3BIJCLIOp9psTSFaWaGDMEZd4tJWOLrAUspEVOezHktGaIpWT+cd5+/ObM+aMqv1uYnFpQyjyWz9zx10YrpVIyLq03i6IMLbe1Yq+9UCsq6P/xz6nb8ilQVB6K/JNkX4ata3vy7pf1qfKqikKKCN/OnMcYYzvccT50rnN+l8XUhmtyGRkQyKnIOTVy3sV4RPPRei3nLaObmKbJz1/6OQ9vfIDUtmM5almWSFc743d/C3XGQfyj8mzCIdcJHqerRCpDDIS8TrClnmxINWf9dU5th6JIoKJYqamIplg5p5nceufV0RCKYpVtE1ZOPrJ/nshfSiYYOS1a9k2IVyrecWzkck6ltqgK/YpJtSHWFDjnlunIXYk0m1dZqr1bIhLyWmQtIN45E/986fZPWbRMNpme31gVlWi9XmZeWFPRbCdYtp203mAbLcysHWE7ndMh2Pi6OK09wjnViWhqSXTcQiY6XTnIaTkDnB85BQjvUs1Ad4qta3tZufh8TBTaL7+c/qefxhgctNulYBo6oace43dPXM3MO29kW9004uOqnGhcqVF8RRqg5fsVUlVnYek3gaDUD8E5DSoPAz5ar5JfECmoSWIxXAzxqImF6E1mSGWNggvJXOS0uEMjI6fuoB28kzfSn4uejYQg0mi0ciOKHvVBaZEdC2tOrVzAeedbpHc+IpBTaVYWPtNoUQN0otvvU3vE+YshanNsxd4VrZaTYLXX3ccvJOSl9ZolnaNU86v1uqVkrIVwvvG3sSpSPOfUhwCXalMaK/nIvPHl7fQemSI94+G8Zw6t16fWKztkCTtdYijnCY0Zw8Tf/470+g18+7//Zn/lIlZVvoyhGKx7bXve/fz1RMXC8GVzV26uPBfe/g/8Zj7ccha88ldmZ94klM7v7JZjGzoSHiq3p5RMAHJaEdY8qK1ATrO6yU0rbuLvK/9OQ/ZomlJHcNbm/xJrSBP/2DfhnLsZ0ENO1QBVUWjJqtRNrEI3CURORcA7HvHSetMl0uzlphdCThPpbE6KjKpaQkUe5DRdOput1FIy4v7W5CCnRZxTidYrzyvDHaPE3nIA3TRNelSTWsc5FYF0uPvLB/Gd43cFXOe0oiZCh+YucoohzYpi9UnTND3X4qaMeEXLZJMVfhsqI1LKBJ6cU6uUTC4wUKxk3v9V+zAjpx9O2GQH24S6GG/ai6eBVGmJ98XMzWsqpZRM+bReManI0VS9wXL4OlsHGKht4sa5J3DB6w+z6bwvoMRiVO63H0f2j2ff1bcydvlLpKrGsO6zXye5toWGMTFae5IoCjTXlEbrBXvw0k3P4i2s5RdE6hzIENHUIar1BtNoGiVa77QxlcwcW+XZzy2unuudOqVkigwKVdGQMzkXiuAGqfUWW3AJyqAcaMi3yJXfEVet1/2uUD7sB9lGTq3XEuMQC1PBmPAgpz5RKyhdOOs9M8Xz8Z6b6PfF2B5jq6M0VEZc5NQT0HKDgG4pBYnWa5QmwFKqOWq9dgMEGiiQmXzUvPF18ZxFrN+cUjIfosi3GLeGi1x7S8lIar0Scpooki5RzCoPOIDxv7oK/eKvcMqtd7LHFYtZt2oV1a9GOfBjMwPHYN0wPbmC8qO7p/J0zj3/Enjpf2HpjfDW/XwB+ALAL74FY2ZD0yzvZ3VLIBRk+tgzGd2gtTvJqfMneO6RU0omUK3XK8YkBIO6Ut386fU/cnDFdE59eSlzl91FX3eUvqP3gsMvBSxHQczPZlqn0VComVBJtj1JLOydU4NzTu1gXbbUnNPgeVpYRFNdFlLAM6+JhT05p6L2fCnIqf90+drqIKcxf85p4ePL45UXOR1mndMA5DSVNejWTGZkrHPKVNjpY6o4fZ8wP31wFZ19KcxVnUya20BmY8LZv3gpGYuC66/FLv600qTyMM4kBsSiXcc67BNVUTAxXVqvZtF6s76112hjIo0W+zDNH37b6ZwOwcbXxmnvTzOY0W3ndPi3Ubxipan1DkEQSSCn0oSV1CAc1eh6N4FeZ3DvrMP41d+uIPHSS/Q/9TT9jz7K11ufxFBV2j55Phf0z+DKBbsRWbueWGOM1u4kY6tdikYpZg3ypgchDmlqzmAkrGsgTX1leEgRcg9yKuecCuRUVfj75/fPu18QcioWR8WaI+emFM45FZTQ0nNOa21qUU8iUwJyKuecij+sj2hIHbYww2i14dQ5lfcUC65U1ipNIHLNW4JyTkcxrVfY++UrK3a/L4YYKIrCnJZqXtnQDXhzTmVKXVAphZFW6w37Hp6iKERCqpRzGnyeX318XtFFg0ApRk3wYgRMXEk580GQyZTtrG44Y6SqetV6h8v6qDn6aP5xyNmc/dTNTL2pjssmwuT1c+lsG6BxfFXO9n6E0k/xpWY8LLocjvgudG/kzkce5803XuK7u6go7ath+W0wKCGp0Rpo2gWaZsPEfVBpxkDNKdXR2p3EMPEhp+4YE6jWG/GKMfUOZqgkyZIl3yCRTfKVp1+CF2roS8d4dvbuGKf8D3va26ayusvOaU2ioFA/pQp92/YSc06t30vNOQ2iiMrmlJLJE5CoiYc9ar1Jh9ZbSs6p93x5c04V91ze78tATndIzqk7/iXTOt2qSaWpkB7Musi13Qaxbuh9q4dQX4aZe48ls84VASteSgaJ1ut5aNYHiod6L5tuuMjpRYt2kXZVcpBTVQXDpyMm58/uNNc+zPdjp3M6BBM5lm09g/SnssNW6gV3kCuvzmnpi4AgWm8yYzBpXAXdWwfI1sSs/K5YjKpDDqHqkEMwL/02J3/5eo48Yi+ap7Rg3Lkctc+aBKJNMVrf7vaolpZi7nXKtN78OaddifSQxJDAixoGlZLJHyW1PoOQU7EYLrb4rJYirIVoveI4Qq3YX+A6yBznVKIy5UVOA2ho4vgfVjEkGMmcU6vfDGYMKiKWUm9NLOTp827dWdk5tT5HjfPhdK/3pz1iIV8KqjZnXA3PvtMBWIsXcQvlgE9BWu8ITdiar7+AVepAIEX5FpgT64srOSh/EAAAIABJREFU6aqqQnNNNGex+0E2tYxnXMhkNomH1qvItN4sFeHhz7tL5x7M5FCGQ/97K8cdPpMEsO719kDnVDcMX6m13LHV+ocGDdN4d5zB9a8287UTjrUcJdOE/m3Q/hZsfwvaV1ufax+H1//BteF9uDhzoTUHSP3UX0ZG3CO5zmlEmmMSvWniHRkmDyqsXvou9XUquyVe4YLoX/hqUuc7T0Qxl9TS1jiRff9yFT++ZROXqO69TGVc5HRwYz8pTGomVZF9wfQEZEKqSjKjk8zohFTFUx4ELFqvohRfQBcbq0VAKKObgUyfmljIi5w6Ss7lI6f52pqP1ltseBf3ZEflnMqWzFjOKUBve9J1+DS3KkJtNAQre2mcUMXUPZvI/ssdQEtBTg3TRval7xXnd+u6glK0dDM3gAK24KaUcxotUud0tKTJjBbbSevdaR4Tzmlrd9KupzUCyKmDZpVC6y0fOXUEkWTnNJ2lrrmC1ne60WdEc5V6NY23G6dwUFWtM3iY3VYOaLQhSmt30skRK9XEACU74SHVihb7c3pgeM5p3pxTuxZhvoFOURSPMqRsesnOqYSclpFzWkopmbq4dT+6kxnHUc0rgR8Q6RffDKUMwwfFynUK80XvRWBBoAOt3YM5AmBhzYt+w+gTcBAte7/aI17DUlIRdpXGFEsQSSwMZeTU+pSj9K5a7wjTeuVgRVgtqNZbjt3xpYOo+xA5p+LdGo4YEngDD1lDovVqEq13BJBTsJyHFxYcz8m1KRbedy/3HLGNNW9H2Pf4qTnb6kb+OSXoVRDjfjJtsS5QFKhutv6bdqh34yXXc+T9l3BH5IeYq6IwdhbUTYZwjA0dtnPa6DqniqI4zB4ZOV2/rJ3//nkFWlLnNKI8cv0KAOYxjxeiX2HfnpuZv2Qb90w7kJbvXMrhe8yEWzZ5UhLSuuWcbtvQS2J9P+vDBopdNiZfzqk8x7m03ly6cZCVUjpNBGLzIaebOl16amIYOaf52iK+r86h9ZaGnCqKd9vhKoqLvT3IaUanS7Veip7tSVKqKP/n9sc9zDChAZ19z5qKoigetk8pOadB85qbc6o4Dqzfsnqwc2oJIgWp9Xq3MyWK8k5zbYQyWEalfXhXpzvQ5Fqn/SndcRCGYw6iWI4gUlmlZKxtB2Vab0anrrmK1UveZTCVDUT4FMVa2IpoWKYjRa9iQERlS3eSRXPGltwGcCdxj3PqCMoYaKq3DZ0DaXYdV54D7BxX6rlyNL9JIKcFBjpNmvxlcxGxwueukpzTQhFJVbWQITfn1CzqQFTHLIXCnmQmR9reb4XUekciV3q0WtnIqSzwIH0vJnbXOU3mlE6S319h5igTcBBrmPerNeWgakKx19rPXfzIKKNb5zRIrXdkrlIcR36EEU0tmnNaqo3GcjDDMXE3hnv/5XzijO7mqmnSojUZUPNyKBbWrJzyhnPPpefOO4lktrGttTpwW78qrgcsDejnwpFKpHUaizVk4Xl87q5t/CJ8LeF/f9L9vmocx+oVzI1ojLvnfyFaDdFqTmpLU6nXwRqNfQdfZlZ/L/d9fw0btjVTH9rMsfXXoSgptKaZ9NTsz1+X19OUGses9DdYtder/HnqPjy792Rp/nHHrtCgTtOKfv798MuoMY2l0SyGaZI1DM+aw8o5NUhmssQisnNqfaZ1o6RxuNgmkZDqIKP5ck77JLVekXNaik6FHyktrtbrE0QqMpxFQxqKYjtu0rbDzYsXu8vx82Rap1uzvujZliTdpDltADANkz16FBIxmDF/DLphevYvpZSM6Tin8nwpGCZe6r1shmkG3luBksoor6rk1kotdd31f81Gy/piR9hO53QI1lwbRVGgrXuQ/sEME0dwkVFOKZlyis2LwVAsrBTFnjSn2vSl7alAhE9BcWgXY3SF3rd7WBc2mJfWSWUNR/m2VBOTgYwQi8VMELW3K5GhvnJozr8/yitMKP8WGug0e+L1m3BSiqv1um0uhJyKdnrVegsfW1UVSwQimcGsiznfBZl83U6dU/srvyz/h8nKVuuVu5K0qwgEpezJs60nyfzJdZ59wwUFkcpqxg6zhsoINbEQl5809305v3g/S3HoZo6tcvqEtXgWqIX7vor3Wl7D7KhSMnJ/jIRU+lMjg5x+2Ew8p+HmnIq+q9t1TsVzsJA66xknMzp1FcMPCoftMiWx2bOI77UXk7Zv411lDob97snmLyUjL9CD3oW4j3VRzJ4w9uKw1NW8+oUWov2boWs9dG9g0+qNGOFelMEe6NkMqT72HejiIDMJN1/LZ9O7cXfnFfQqKQ4c/x/23DPNU9Xf5QuPZHjknKOoVBX+8c5jfH/D1YTii2mtO4QL+uClv69m/Mw6xhmuWv6bz7ayeHuIkDrI3sdOpmtKnC3/eg3DNIORU93MKZcm1zktxQkrpXSa6OdBAYmauFetVyCnFSUhp/62BG/n0nrDzr/lPMp8Fg2rLmOpyPtSjgmHUA7ODWZ00gp0qQarl2wle1Qz4PbHNa9upypl8tpEDUVVyNjvZSRk5fQWQ06FCJeiBAsIKgpoSnFBJO915Kr1BuWtOiX8RsgZ+89XD6WjPzUix3o/7cOMJH94V6c70KIhjTFVFq11IKWPCAIlxvBSkNPoCJSSqYqGSKZ1Ju/WQLQyRMWWQaJ1uedWBO0iY3BcIkIoHuIpLcmxtpMbK3MhIjqTRxDJvnjdp9hrGCbdw6H15sk5DWsqdRXhgrkw1uTj/W71u3387MFVNNdEi+baygvpWJEIbsimTIHIOS24OWDlnXYn0s6knT/nNFddUoxnQ1FA/qCYUrZab24kGLy03mRapyuRyaX1hnKR09Em4BAJqbzxw2Pft/OL21CKWFE0pDFzbBWrtvahSrlaQbRer1qvoPWONHLqHi8a0tjWlxrR83xYTNym4QYHZFQ8q5ueXEYRL7QEkYa/fImENMexqVu8mMZf38P2Jo2e9gT1Yys92xq+vLmgwJ9swpFKluCcCqQoQYzshIVEowc6v13+m6cZ2xTlxs8sdL776d3LWfLqUh44dwY3/6aLeFjjM1ceQ7z6JAAGl7WR4RWSGR3DNGnU17FwVStvLXqWJ8fvyuQEbN/Yx9pXt3M2UbJPtnP3W6+y+a0utoQMWhaN54BTZ/Lwiq12+3KFl0I2zTqZ8aLYYpOMnlt/NciK0nqlMSMo0FsTC9OXyjppQSIAXywoHHTufGsq8UoL9kZYK9E5tZ0t/7lGShBJXjGJ634ynqF+ywDhFd1OGwDefGYL6bjKqpC1XUaqJpDOGkXXsYLWq6J4nHh3XaE4Trvf8t0rxUZj01JgUYgkySbK04yULzZ7XDUQzJD4INloWV/sCPsQM5Z3rIlapyOn1puLKOYzsWAuhz4V9uWc1sTCJNI6obDGrvu3UN2eoTZgRa9gDYDmW32M01VmHDuJQdU9TqTM+q4uchpA6/Uhlf+fvTcPk+Sozr3fyKW23runZ9Ns0kgjMRKM0AKSEGIRizDGGHMNwgZsjMHYl88rl8UYHu7lYj94u97Nxf7wNb7sBmzMx2Iw2GwSYEACxKZ1NNJImn2mu6u7tozvj8zIjMzKzNqy1n5/zzNP91RXZUZFRUXEiXPOe85t1OBIdC+IlLCRANxyMmnGvS44AQA/fHgFL3rnrTANgfe94pqW+U4znXpOG7px2vpznSvaOLteC4QCEgI2zVAYmgg9d6IFkTr1nGpP11+a98N6HTzk1TaOhvUqYZY1LWSeAg5h1Het3WiPS7a7GwdD6GUcWgkiZew5Vcap9ljOMvy5r9dyEJNG1oJIqpSMmsdNA+Gc0zYOcluR8zynADD7rJtQaJwCANx57+Gm50bz5kICNzFfczXvl6utjVN9Qx+tXXl/pMYpABiGgfvldqzNX42p8hTObM+jOBOsk3pI8cqDD+N3vvoeCACVpz8f9+YdHDs4jZe+7Tq89Hevw5dmGoAjUa82cMm1O/DRqSpycyq6KIhQaPacGp5xGq7lrdb4WqO9nNNWwyVknMYcSCiDcdUL7S1XGyjYRpshxSL1/9HH1aGzHRNVEUfeMn3Hg96cnnNO/c8lnHMKAPcXgD2XLqF222lMOW7/OQ0HD91zDo2teZxeD2reAkGuaSsNCrUniu5R1H5CALGGJZAsiKTK0+ieU/d7Ht4LBofwXE91Jjl6h6trl5w3X8SDp11BpCzUegNBpNYfiTIqOtkEKHEPFWI0W7R9yfWD1++EIYHzV+LaJSBW68j/4BzuzTvYenAhdJ122qvje05Dar3NYZGAm28KuCGJ3RBVFtRZms6nTnR6CNkPH17Bz/zNrbBMgfe/8hpcsNys5BhFHxOtjEBX6MNT63XaM2jmSzbOrNdaho+Gc05F6LmTLIjUi1pvSADHG6cb9UZQRibiNVcblhVNMVKOWFjvsFFjut1NmRJaM0Vw7BLOOXV/6gXfA7XerMN6g8fyVhBi2Kv3Y9JQvdGrIFIQ1ut669TapYvUlav1TOYvN+fUnXuNQgEzF7jr2/e/daTpuVHBPn39iFtLCh14TkNiatq+/Ey5hpVKHbsjxqlpuEbsPbcdhwFgdXs4vUYZxrU7vov8r/4c9p0+iz94+kXI7boC5UrDj5qZWSzg+zMSp56wiOe/9io8/oUXoS4Cg1DP/3U9p/qaqgSR6hFBJPdntd5ezmk7Yb2K2LBeb/5VealrlXrLENXg3uH/JzVXfb4Xb5/BS67Zi2v3L6U+X7E0nfMjPsKe015Fw9yfegStvyezDdxw80WQjsST123kTAMnHlhFvdJAfkcJq5U6qnXHH/fnb5nCXNFu6QTw1XqjfxDB300hQnOyopEgiKS8scpzmrcM7Fks4b4T5VA4fBCJlNrETcckh/Xyo+6SHXMF3H+qDEe2pwrXik5KyeyYK+Btz7sMN122ve3rq42UMkhnCxbKNfekcXHHFE5PCew81WhKRBcCyB8pAxK4dSHIw1E5eO2EIeu0EkTSOV12jdOFLo3TNM/proVikyx8uJ1uWK9umL7vFe0ZpoC7uKv32FnOaXthvbOe5zRQYU0KR9I2UEb4uZMsiNT5CWvzSTAQCCKtVxv44l3HAQA758Oe02nfOA1EOUaulMyQUYtouwbd5bvdvN7ZYlDjeDYm5zQU1qvqKmYc1quHTulenEk+te4GNdR7zTlV1wlEUoKwSLXxTap52Sk5ywitO9uueizOe/DfsXqbjc997huh5zakjD3sA+LD6/yw3h48p3FlZNS9G47EvbcfxzkLcGbC+belnIUnH/kmZl73aqw6K/jtF27Fv0+9DPWG0xTtZRkCNe/+Ff/QWdUsDb5ndc2LDQR5l9HPQr2m2mbOabuKt0BCWG+ktFq52mgp7qMwjUiIagvthrxl4q0/eRmWZ9IV/xWveOIF+PAvX+c9t/l63RLknAaPqXGWt03MLZdQPzCNgzULJ+9fxUN3ufV1Z3e5oepn1qv+Z/6cQzvw9Tc+reX3yfAMSbcOr75eej9F+ABJp5EoiOQau7og0nX7t6DacPCNw6f95wWH8JxzdSbZWJ/gt9Zfds4XfYMim7Bel3wbeRJCCPzs4/divoNwV7VhWNc8p3q40ZEZA8WKxKmja03tyh2rojJnoZYLyjqoU61OT8n9sF7NqFWbwGiuwqk1d7FZzKDOaTQE+k3PPoi/fvGVya/1BJFe9+FvwzA6M0wVKrS3Vc6pnqfhFrhufe35oo2z5Zqmnhf/vDTPaTGDOoGjSqdrf1JYrwpXe+NHv4P//R/34EkHlpvqWNqmgaJthjynajGd5JPNTjCE+x1sN8z58Rcs4dO/fgMuO2/O/2xmQjmnzZuz7MN6vTIQ2mO64UXPaZggrLe3flEb90rdU0WOeE5rDSex5mWn2Kbhb4wBYOryK3DRXR9BOX8Y3/nH4/ji7V/3/9bsOUXs7wq9lEwr4spQAZpxuhQN6xWwG8CDPzqDI8Ww0SwbDeTe9Vd43Tfei/vOs/E7P1/ED6s/D8gcao5sivayDMPXe9BLegB6yZKYnFMvumg9UtbHLyWTkVqvPp6S1HqB7jynbk57ugccaDZao2tpElN5y/d664eevc4dgee0OaxXGfOr+0qoCYk7vvQgfvS1hzG/rYTFZbctZ8o1/zDPNo22DpSCkF0ZWS+Dw6PlmTwePL3uX1vRcGRsdQldrdcyBAxD4OrzF2EaAl+5+4T/PB72xjPJ+wsap12ii6JMZ+CB6iSstxvUZKiMypmCFVo0jxTcyeTeb58IvW7aEbBW6lhdsn0lNSB8StcJ+glk8JiqExnxnHphvd2qMqZ5Themck3CNtF2NhzgyKkynn5wW8eGKRB4elp7Tg2tzmmHOadO+oliXBiaL4g0wZ7TzsN6m0+CAXfjo06E//gFh/B/XnZ17LVnClbEczpadU6HjWGIjkPZLvbyTlUf6mUc/LDeUCkZL6w3I8+pmj/Cgkj0nCbidUevhwNqnlLROepzUN5CX/AmI89pVUsnKR56DEzbxE2HPwnHrODLf3cfvnj3VwA055wmhfj61+ogrDfsOQ0eT/acAttrAk5D4kg+vPF/+C1vgfPed+OTjzoPb3zBBi7b+Utwqm7Jt9WNelO0l6pXCgCVWhBeGX5frlqv/t1Sh6obtWidU/dnre60l3PaShCpVVhvMRy50olX3RDh+yeXkon/fyfGUpY5p/Dnv+Ah9b1Qn11VAPcUJL7/5Ydw7PAKDt242w/dPb1W9efLdutCG8I1hh0ZqXOqPefy3fNYrzVw57HV0GsbTrznFCJQ61UG8nTewmN2zeGWu0/6T6PnNJ64NWi3d3i+Z2mq6W/jBI3TLjkvZJz2LmmflQx/EmoCWq82IIQ7Aeie09PSQWXWxHc+/wBu++z9KJ9zDcNLywYkgDOLll+DCnBz8IDOPadqgtILQ9veRZ/2x1/wTz+BIKy3HzmnrTAM9+T3dLmKLV3ef6ZgwTJEy82a7jl1ZOtQIcA1TuuOxGrFXZCTc06De6vLqutPcs6peo/tGhChp2n9vzyTxz++6jr8228+GT91xa7Ez6bJOB2xOqfDxhCi6w1ZIIgU5znV1XpVWG9WOaeBUaTIxeTKExfVS+0oMqehulUZSmpNNA03rFcdsGYxf+VMA9V6sA6as7PY9Rd/jtyD9+G6O/4B05U5fOJvbsfnD3++yXOqzwVx4aCdeU61Gsm65/RkGVum803v1RQCu2oChiXwkBUYgbWjR3Hmwx/B2R+/AX/3k4/g4MIzsSyu8+e3M+vumqortVtmoK/gp+t441yPUEjKOS035Zwqz2l8nmGUljmnbaj1AvBVlzvxnM4W7NhDryhRw8r3FnYw1PUx0nvOqXstqWWAqu+F2m9Uag6+Nw/suHAO2y+YwyXXbPcP+k+Xa0GkSdtrpPDCemVY3V4z1FU6xu1HzoReGw2JD70P6Xrs9b3vdfuXcPsDZ/39zaiVZhsV4r47z3r0Dvyfl12Nl1yzdwgtyg6url2i551lUkrG95z2x5ulTjzLtQZsw0AxZ4YWzfVaA2sHZzGzVMCX//Eu/P3rv4yP/8XtuGxNYGNHHqu28GW+AWC92l3OqYh5n/pm8sHT6/7vp8pV5Cyja1XZNM9p69caOLlWgSPRcS1XxXTBausEt5ucU7XInCm7C3KSWq8Vq9brMslqvQDwph8/iE/86hPbem64lEyYK/cuYK6F936mYIcOVijgEMYN6+2uM4I6pzHGaZwgUlaeUxXWq10u5DllKZkQvm5CRoJIfliv9yWyvLBedaiaxfxlm8IfN4rpG27A+R/6ILYUN/CoH34Qu85cjPe9+7Mo42iTUWHGHGAofOO0Dc+pHjQU9ZzuWWyO8BFCYFfdxLa9s6jANQJlvY7jf/4XAIDf3f9tNDZ24Jq5X8C5jZrvMTvrrRfRnFO1/uiqqe77Uu2Lq3PqhgM355y6P6sZhfXqB+CxYb1FFdYbqPW2Ozbe+OxH4c9e9Fj//0ntjR4+qOd1osauX6L3nFMXPb1T7efU2lOpN1Atmvip11yJ57/2Slg50z/oP12u+gKU7c7LqpRTNPUoOPQG9i6VMF+ycZtmnDqOm6cad4Cj8lirdSf0OV+3fwsajsTX7z3lXUPdg3NuOzz54q3DbkLPcOvUJYtTOX+jkolar19Kpj8fiZqApHQNlpJtodpw/NyAjVoD1tYC/svrrsKL3vx4PObG3Tj98BoeyQHnDkyhWne8ml3u9br2nBrp71NXaDu9VsViKdf1hBTNj+kEQwDHzrn1DJemu/Sc5u22aq2ZhqbWK9vzts0VgxNQILmup37iGw1FmnTj9OXXn++HhrYibrHthKSwXnpOXQxDdG00xoX1qnEdm3Oa0YmAL4ikNZs5p8mozymrsF5lKFmaMJXjuEq9QHZhvVEhPgDI7duHfR/4AA4cLGDH0S/j0ANPwUb9nyCMsKGphkDc0LZMAznTaKuUjO45jeacRkN6AcBsSGxrCOw4MI+GIzG1egb3/8LLcfajH8U3n7oLx+Yk1h/4WdTrFs6t132jRIkGTSXknKoDAX991sJHo55j03AN0I1oKRltzmtnLLSq1ah7zuP2GzN5C0JontNq++X9lqbzoSi4xPSYyOPdhPWKUL/0NneoPgsZpzVlnLr/j3ojgaAs3+lyNdjDtbnnFCJJECk4oBFC4NCu+ZBx2kjRXxAQviCSPlau3LuAnGnglntOeu+JntPNBo3TLhFC+JNaJoJIvkexvzmn6ne9QLjj5Y2o/NHFnVN4wvMvxEv+53X49BYHjYKJmjfR+YJI3oJb6Fitt9k41cOY9IX81Fqt63xTIOI57XAxsAwDx1Y843SqO8/pdRcu4YYDyy2fZxrROqetrz1XDBYZoNnbpzAM0bSQBjmnkxvW2ynhHJrOV8DZgh0RRFLX5WoKeGG9XRqNavzqYb3qMCas1ut+d7IqTK7aq48HfXPMnNMwqp9sK5uNd0VT8ATcza0S4AFa5/K3g226+f5x5S/M6Sns+rM/w9U3zMN0anj27Y/GMeMT4bZqYjBxFGwjdOCaRJxab7Xu1laOM06NkxUYENi+fw5bzz6CG//4v2H929/Glrf9d/zR44/j+Rc9HwVsw3qt4XpOPeNURdpMN+WcOv49Ad1z6r4vP2Q+4jlVn1EpRhBJXbsVrQw89fkXbTN2PjUMgem85UeulCvte06B8Pc7aYpKqofayRTQab+koV6tz3++carlD0f3k8Wcibxl4Ey55kepRdXnk1A1SR0pQyuk7jkFgEO75/GjR1aw5oXkqrEdL4jkXq/SCLe1YJt47J55XxRJvU3OuZsHGqc9oAR1sqlz6hltGSy4SddXC4ttGoFYQ7XhLzBxi71SaFMnW75x6ntOuxRE0u71tEdtwxuedQkA+BMa4Bpe3eab6vcCuvCcGsI/Zd7Spef0pdfuwx/+9KGWz8tZwSLvOLLtnFMgME7TFni/XqPXB/uXp3HTpdtx5d6FlvfZLISKinex/s0Ww55T1jkNY4ruPaeGEDC1AzX1GBD2HNQaTmZKvUDgsQuF9dr0nCahuqPTNSHpOoFar+Y5lcg0rFcZYdUY7ykACMPArt96NfbPPIKccQUefdutuOPEHVpb08M7SznL9/Smoav1qjF99Mw6HImmGqcAII5X0YDEln2zeOEdn4ZVXce+D3wAP7xmJ2pODU/Y+QSUcibK1QbOrdcwV7RhGQJnYjyntqkJItXjBZGUd1k3MPTxrx/ahIR/sgjrVSXZUj7v2YKNc+udh/UC0RrXSWG90dekH0rEXiPUL72WW/LmP+2xaFhvtdFsnAKu9/T0WhVHPLGtqPp8EnqZGBHzXtR+6/Ldc3Ak8N0H3fI1vnEa5zn1DN5avdnLe+3+Jdxx9BzOlKuMRNqE0DjtAXXilE2dU/dnvzynQLDIW2aw0StXG/7JbjHGC+rOBdIPEVFzQ6DW27vn1DAEnnGpW7N1rRo2TrutcQqEQ4o6XQz0PW63Oaftsjyd9720st2w3kjOadprTM17Crjj9R0vuRLbZts7Md0MJKkPtktzzqn7k4upixDdCxVtnclj72IpLEDj/arX1Ks1ZKbGqbqW/hnm6TlNRoX19ug5DUrJKG9d4DkFggPMTMJ6zXTjFHA30Ne/+QUQso6rj9yEv3rHL+Ku03cB0MJ6E4ZdMWdivZZ8bUWc51QZktG0knqtATy8jodNB6/643/BEx+4DUeuvwmFiw/gc/d/Djkjhyu2XYGCbbqeU2WcmgJny82CSLogX7Mgkvucat1Tdk3QcdANC/172onnNOmp6nuYZnDOFFzPqaq72q1YVpJab/R9qP92Mr1n6jn1Xh7nOVVzYqXWbPABrl7F6XINR06XsTyTD4Vkt7qnCuvV38uTLl7GW55zEBdscdVhD+3yRJEeOBNqT9x7VpepxBin1+3fAimBr957KtYoJpMNjdMeeNSOWSxN5TKpt9bvsF4gmOQtwwgZp2pSi5ukBFyDSXlOVTs3auGQq3bx65xGhJ+UqNRaJQiBWtmo++VYuqEXz6lSJTSEW1O0n2ybK+CRcxsA2g/rnY94TtMmbcsQNJJa0KvndCZvYaPm+B4G5siEMdtQrU7iVU/aj4//6vWhx5LUensu0aARlJIJHtMjPqjWG0aFR3a6JkTxS8n4ar3u/9VlVzzjNAu1XjUma/V0A7I4X8KPFgycWL4CL/2nKXzkDTfjhye+769nSfNr0TbbUuuNKyVTjnmfR35wCu9/69eAMzV8L9fA5bf8f3AMA0ee+lz8y93/gg/96EN4zv7noGAVUPJED89t1DFbsGEbRmLOaT2Sc+rXOfXelu85jaj1KnTDIuQhbOP72Co02vecpuyzZos2zq3X/L1MJyKVbXlOE8N6259vwt7G3uapIHIkGDdVP/rK/b8bKtvcDwulHM6Uq4n5zGn3dGLCeqfzFn7+Cef7hxJL03nsXiz6eacqnznOOPUj8WqNpnnj8t3zKNjNIdMeAAAgAElEQVQGbrn7pBaJxAV1s8DVtQdecs1efP6/PTmTHCffo9insF5AM05N4Rui67W6P6HHnUQL4Rmn0ZzTeneeU7VWRY1wJf2uh0BFBRg6Rd9cdvoZqXYuTuUyy2FLYsdsAafWqtioNVxBpDbuV8qZsLTQ47Q52zRpnLZC751u8kRnCuFae0GdU/Y74M5v3Yb1WqbRZIgMIqw3znPKnNNkVHdkV+c0rNar5sXVDWW0ZRfWG1XsjeOOBQsNE7jrca/Es/9jHd97yQsx37gz1LYorue0dVivbpyq39c8o3YqZ6F8rorP/N0d+Nif3AZIwH7qNhyWp/GMw1/HZ3dfhcOlo3jzV96Mq7dfjd9+/G/7916t1LFaqWO2aMEyRXDNhJzTaFivmr9ic07N+O9F2EPYeiyopyetUWo8tQzr3ajHGvStCB1Mtptz2uJQIu0aWeTFq1eHVZ4DxX8AqNQasZ7ThSkbp8tVHDm1jt0LybXeoxjCvbaUrQ9wD+2ax+1HvLDeFM9pEMLf7DnNWQau3reIr9x9gpFImxAapz1gmUZIpKMX1Feu11PnNNTC4goiKWMwCOuN95wKSLhS33kt57TSpec0yDmNJOrbzZ5TV7q++/4wtffb7Wu7FUPqhO1zbnjtI+c23FPJNporhMB8yfY35+k5p4LhMC3o1YhUZU6UKFI7n8tmwjBEpjma6lLRUjLt1uxrh7icU6r1JpNVre6msF7vc+hHWK8yfKotPKcAsC6AEwemcMbZgvtf/D9wwQN1/P4n/gqL1aOJERLKe9mKcM6pZ5xW6oAETn3nJN77lltx138ew1U/tg83v+lxsHaW8OIf/CuElPjQwcvx6eNvx77ZffiTp/wJcqYbBly0TV9xfrZghwzF5jqn4VIyTTmn9WYDQx//doJx2s53xC/HkzBsVFvSDiNmixbOrdc047s7z2mnYb2dTAHq0llEXKj+Dqs8uz+VMagqLESZL+VwYrWKh86ux+YzJ+HXOYVsKRp4+e55PHhmHcdWNoKc09iwXs1zGtPWa/cv4UePrPrjmFPu5oHG6YgQCCL1P6zXNo3YnNNY49TznCqvhJoc1msNmIboOI/Mf5+RcBPDEzzRBZEajuxpc+9vanoxTrsUQ+qEHXPu6eXDZzfazjkFgvpuQHqepMmw3paEck67CetN8JxyMXUxRPc5p/HXU2G9wWP1hpPpPXy1Xj3nVAt37HdExbiRnefU/dmk1qs8p8o4zSDKqJUgkk7DkVjfWcDBJ+zAPUcWcPbNf4j5NYlnH/10ilqv2VYpmUaMkbFydgMvWs3hu/98H5bOm8YLf+dxePxPXAArZ2LqkQfwzMNfwyfOvxandt+JuqzgL2/8S8zmZv3rFHMmHllx00Vmi7YfuVCwjdD3xGon57QRr9ar0KMiOg1fzSSs18v598sM2e17TkNqvYlhvfFt7qzOaff7kSiqSsKGls+sDjXU+InzRgLAQsnG2fWaK7bVphgS4IljOmjLc3r5bi/v9MjZFoJIWltj5o1rL1gCAF+1l3Pu5oG1JEaEQeSc6oJIulrvejVZrdcQQR0qVxBJO+nqYhNi+sZp82un8pZ/8gmosN6ObxHcyy/e3kU7feN0EJ5T9x4Pn9vwTiXbY04zTlup9TIEMZ1QaFcXkkjKc6pEkRiGFGb7bCHTuU11a7MgUvaeU/2rozZ79Jo2oz6TXI+fgRBupEeg1hv24q1U6rDN7nOYdVRb2/GcNhwJyxR44gsP4JH7zuHOr9o4sn8LnnHXj/A5J/71Rdtsq5RMXQsrdqTExloNK586im0NA9e96CJcfsMut50PPID1b92GC971LlRMG++7+EZYs3+JvaXHYuf0ztA1SznTF8ybLVj+eJ6KhLyahuGHNUdLyai5MMg5jfeK5iICh/5z2so59drRMqw3ebs6W7TdEGbvcLDrnNOEIRU1QrvxnKrnZpEXrxwJ+thSa44f1ltPzjlV7FrsLKzXF0Rq8dW77Lw5mIbAbUdO4xKv1nhazmml1oAdsz48+rw5TOctfPmuE6Hnk8mHxumIoL50/QzrTRJECtR64yd0R0rfONU9p3NdCAUlhfUCbqhRKOdUyp5OylSIXzeLgfo8lnpQC26X7Z7n9KGzG27OaZsTsC7UlJpzyrDelujd082Qi3pO1WkxT3pd/uTmyzO9nhDCz4FSZF5KJiavTG32eNgTh9snWXwGphB+6ogVmcdXN+qZeE0BTRCpTc+paQhYORPPfMVl+NDv/SeO7PslXH7P72HfNz8PPO8xTa9R5VzaubaiulHHx999O5xzNXyrcRg/+8N78MAHb8f67bejccLdpBdzefzlZc/ByvwpTNlncHD2hqZr6pFQs0VXEAlori5gm8L33CYJIinjWV9LQ2q9CaVk2ss5VV7I+L8HntPka80WLEgJPOKp3neScxqe+9v7Xqs2dzIPqNdkcbAVZ5yqMdTwQ7QbiWG9ik4FkX7w8AqAwKOZ1r5Lts/g9iNn8dNXpoT1ej83vLSxKJZp4PHnL+LffnDMa0PbzSVjDo3TEUHA9Sb2U0AlqHMqULIDAaL1mvt7IamUjAzKNOhCJN14QpLUegF3QYmG9fYykfeSc6pe022N006YzluYyVt4+OxG22q9QNhzmjZuqNbbmp7rnPo5p+74ZZ3TMHHf915ROVCKuufZygpluOhXDDynzIiJosZ6rzmn7rWEH0oaFaZa2ahlotQL6IJIrY3TuiN9797C9ilc/4KL8Pl/aOB75+/HJZ95L5zX/yKMqanQa1Q5l1aoCIB8o47vvPObOHcaeNSd/xc3PvhVnPgikNu7F9NPuA7Fyy9H8dAhfPRsEZ/85+8hP/svkI6FS2avbbqmnqOpSskAzcapK4gUeNtsUwR5oN77rbZQ69W9Xt3nnCZ5ToX3ftI9pwDw8Nl1AJ15TvUveJL3Nko3ar1BWG/v3w8/rLeeHtYbX+fU7SvLEH5KUTvozW7nLRzaPY9/uf2onxfbUq03Yd64dv+Sb5xSYHDzwBV2RBCivyG9QNhzGgrrbZFz6kjZpNYLdLcJUfNTfFiv2SSI1O5iEUc2Oaf9D+sF3HIyD51d9/I52vSceiegrd5etM4piUHov3YT1qs8pwzrHRSqtIEia8/pBctTuOnS7bh8z7z/mJrz6DltRs1bWXwGhhF4hezIPL5aqWei1Oteu31BJMeRIcPigsuXAQC3XHoA02fO4cHX/DeUv/UtSC3Et5RrM6zXkZitrOEN996Ns6eAg3d/AJUtNv70hl/ARbd8Bfs//SnsfPvbsfCiF6Fw8CBMywLgwJr5DuprB1Cyp5quWYx4TtWBynTEcLMM4XtGq5HcP/V2q/W4nFPNONVeExIYaivn1HtuwlyZN932tlLrBdzoI6A5dDn9/p0fTKq328n07of1ZuE5tZLDeh1HQkqZaJyqfcPO+WJH81inqS+X757HykYddx1bBdB5nVPFtfsDLy2n3c0DPacjghCir2VkgHDOac4yYBkC67UGKmmlZCD8fJS8ZYQ28d14Q9QCFGcIT+UtnF5z63Y6GYRFZpJzOoCwXgDYMVfwF9ZOBZFaPZ+CSK3Rh1k3XTWdWEqm56aRBIQIq/VW6tkap6WchXe85MrQY3nmnCaieiQT41QIX5xHXU+tHSsb9UyUeoHOBJGinvnClI1zNiDko/HBJ38WN3/xi1j9/OdhLS8jf9FFMOfncfkqcPPDVRx/1yOwFxZgFIuAaUAYBmConybyt92FP/33v8UPr/xtbNtaxQ1//pf4zY/cge/dfwbWwkJTW4QAzKm7YNjnUHnk8tjxqOdozhasRA+kZRpB+ZpKHSXNs5qac9pGKZmOBJESnttenVO3zapeeCfjQ79ruwfDvXhOs4juMAyBnGmEBJEc33Mq/T1bnMG36O1pdneQbwqE+6ad74sSRfrG4dMAkgSR3McajkxMaXvU9lnMl2ycKde4j9lE0DgdEQT6m28K6J5T9wte9PJhWnlOVR6KbYY9cN20Nwjrjcs5tfDAaTcsR4UZ9bIJVK8dB8/p9tkCvv+Qm8/RbnNVzmmr+doyBcNhWtBr/9imgaJtap5TFg3vN9Gw3vVqA8sz/f2+0nOazL6lKTxu3yIu3Tnb+sktMIUIvHVm2HhZrdSxwyu/1Su5DjyncerxpwrA9rUdePc1DTzuV96E6w+XsPr5z6H24FHUjh7F9hOn8MLVFZz4/c+mXnsBwA+3XYGGVcDc9ftg5HJYqzYSPcSmIZBbuAVOfRr1lYOx41EZc4Zw11b1nOlIWK9lBHVOT61VsajlJKrLqvXYDuWcBmt4zhLaa+K9q0mopyc9tZgz8fpnXYJnHNyWeI1ePKfdzP2iC+M0KCWTzdyRt43YnFNHBnu2eEEkt686UeoFgqggADi5Wmn5/P3L05jKmYFxGhvWG/ye5Dk1DIFrzl/Cp+54mPPuJoLG6YhgCNHXMjJAMKFcuHUaQFCDTan1FmImB4GwpH9IHKSL9qap9eqlZPzN/ZByTtX7HETOKeB6Tk94n0+773nON07Tn++q9fbWvkkn7DntbszNFCwt51Rdl4tpvzCNcFjvWrWOvbnONlydQs9pMnMlGx98VXPuYzcYhkC5og5F1YGA+7e1Sj1VubUTAkEk2eKZbl5o9HM/VRTYt2LhvOpB/O2978MVN/4VznvOj/t/f89XD+N3PvJtfOVXr8GSswGnvA5IB7LRcK0I7/cvPVjGBz6zgidUJGb2uOtzuVpvyg9VnKw8AHP6B6iefAoAK3bTrgzbmYLt1hk2lSBS2GAxtbDeM+UaFqaatQyU8Z6Yc5ogiNSOF70dQ+9VT9qfeo05P+d0A0LE62ck3r/tZwZ0p9bb/WF5HIWIErRacxqegCUQb/DNFmxcsGUKV+9b7Oh+qtYoABxfaW2cmobAY3bNpxqn+iNpaWLXXegap1xPNw80TkcEN+e0v2G9dx9fAwC89Np9ANzwnnKtgY16A7YZX7PU0FQTc5YZzjntynOKxPqoU/lAECmtNla79OI5Va8dZM6pot23POeH9aY/j4JIrdFzaLrtKd04ZZ3T/qPy4RVrlXpHHpNuUMapmaHwEmnGEMEaoFRm1Ry2WqmnKrd2QruCSFJKX61X5/iUACBxzcbN+MTq7+F5H3sefvPK38RPH/hpCCFQtE1IYaCSLyG3ZTnx+hvGUVxQ/x4eNiVML0R1rdLwc9kV5VoZ3z3xXXziob8GpI3aqesAwF+jdZTnVIW82gmCSJYmiHSqXMWBbdP+39TbrcXWOY03TkWHnlM/haeHNUp5To+tVDCVszo6YOzmtr3UOc0q9aAQ8ZyquVDlmwLxTgDDEPjca57c8f2OaQbpuY16yjMDDu2exy33nASQ4DnVFZ9TjNPnX7ELtYb0y9KQyaenlVwI8QcAngOgCuBuAC+TUp7x/vYGAC8H0ADwq1LKT/fY1onGMo3MFtwkfv/5j8FDZzew25MPL9om1qt1rFcbsSG9AIBIWK8+F3eTI2sIkSj8NJV3w4yllL56YS+njMoAjjOEW7bTcNs5lVFuUyv0MLW2S8l44TmtxAmYc9oavXu67aoZrxA8EIhTMJy6fxhCQLNNUa40UOpEpbMLcp44C9V6+0tcbqN6rNaQman12m3WOfUPSyPrUSVn4KRRx9LJbfjIyz6Ct3zlLXjrrW/Fn3/rz3HplktRdM6HOW3i6Mql2LelWbRIUT1Xwc6GgS8Uar6xtlqpYX72LD5298dw+7Hbcfvx23HnmTvhSLet1ePPgmx4XtYY0aWCt3Ypwy0QRErOOT29Vg3VwVTzV0d1TrUuaifCIIiSavnURFTOf8ORHYtldTNHd+c5dX9m5Tl1a+jG5ZwG4znLaLwTbYTyRlF5p0CSIFJ7zo6pvIWXX39+x/cn40uvM/xnALxBSlkXQrwdwBsAvE4IcRDAzQAuBbATwGeFEAeklK1l6zYpv/X0A37eR794wdW7Q/9XNdg2ao1EsYFQWG9UrbcLo880ko3TUs5C3XFP/RqNDIzTHsJ6t88WcOHW6YEZF9tnA3GCTkvJtPScmqxz2oqQcdrlNWYKln+iTM9p/9G9a1JKrFUH4Dm1mXM6CPR5NyqIBHQmeJNGu4JISYelQgD3Wg4Wj29g2dyGv3nG3+BT930Ktz50K75z4ju46/QtKO128Etf+Hvs+MYOXLxwMXbN7MKumV3YPbMbu2Z24bzp87B2t6s38KN8GV87/nl88uHv4tjc5/CIcxrf+BIwZU/h0VsejVc8+hV4zPJjcOz4NrzmA3f57VivNnuySnbYOE0URPJyTh1H4nQ5bJwGntNmDYgkz2mnOafqIK+XKCnTEJjJW1jpQsm5K89ppNROezdyf2SVElCwTWzUm9V6G47UUrEGc7ieRMg4jRNE0n7PogQVmRx6WsmllP+q/fdWAP/F+/25AN4vpawAuFcIcReAxwG4pZf7TTKHtC/xoCjmTKxs1LFRS/acCk2YIm8Zoc12tzmnSeHLyktZrjb8zX0vm0D12m6u8RtPP4BXP/XCru/dKd14TudK7ar1GvSctiAU1ttlX80WbTx4xhX0khRE6ju6IFKl7sCRGIDnlDmng8AMGaeeIaD1eSkjZft2BZEaCQJ9hhC4I1fHVVULP/zqw3jMU3bjWec/C886/1kAgC/c9QBe9p5/wkuebGAV9+DuM3fjqw9/Fev1df8aQgr8zG1vxlrBQfXAH+GdPyhj2p6GrJ6PQzPPw5uf/mzsn9sP0wje86fOPBxqR7nafO6vDHh1iJlUSkblnJ7bqMGRwMKUbpymeU41QaQe1HqVsN8zL9ve8rlpzBZtzzjtbFvbXc5p58Zp5jmnlhkb1gsEJWayLE942Xmz+O6D5zp6zfa5ArbN5vHIuUpqnVOg/4KgZLzI8pj5FwB8wPv9PLjGquIB7zEyQhRtE8fOVbDepufUjgoidTGZPPOy7Tg/IbxJ5cKsVepBbteQPKe2aWRalqIV8yUbOctAte60bRypTUer1dXNOe2xgRNOr6VkALdcg59z6qjrsuP7haEJIqlc9X57TqnWOxj0g0U1H+rzeNZ1TlvlnNYTwnpNQ+CYJYHFHL728XuxsVbHpU/ciak5V6tgoTCDxvr5eMLyVXi6pza7vlrFfYcfwuH7H8KxB89i5WgV2JjCLfvfA2fjPPzW438FL73iyTj4ps/gsn3n48DCgab2RNvx3Mubt1fKOFU5p1ZSzqlpoO5InPLKuC2GBJEQ6h/dIA17TkXTa9zntF5DF6Zy+Oabnh6sZ12i8nOjgk+t6CWst7M6p944zmhfkbcNf70BwsapqsCQpTfy/a+8FqsbdVzze/+GnR2oZV++ex6fvuORrtV6yeak5UouhPgsgLgjrTdKKf/Ze84bAdQBvKfTBgghXgnglQCwZ8+eTl9OeqCUM1Gu1bFec/z8lChuKZkgrDecc9qFcXrpdjzz0vgTUt84rdZhGu5C1Wuoj/5zlBFCYMdcAYdPlts+yc1bJgp2a68oc05bo29Qug/rtX25/QbrnPYdQwQeauU5SlI3zQqq9Q4G9b3RjR7dc5qVWm+7gkhOgnGq/mtds4Rthyv4+sfvxTc+eR+m5vMQwjVqX34uj3vefSfeW7gXG2s1rK8EJTlMO4+lbQs49ygD3z76U5AC2P/0Q3AcA9WGk6h5oDfj+//jptgw56IdzTlNME69x096xmk4rDfI842+fytUVkY0vSb6nDQWM6gnrup+D8JzeunOOVy5d6Gj0lX+WMkwrFdXzdWzwtb74DmdzluYzlv49lue4YuUtcOhFONUXx9pnBKdlt9iKeXT0v4uhPh5AD8O4EYp/aObBwHoCY67vMfirv9OAO8EgKuuuqq1njvJjGLOwrqXcxpXRgZwwx2VIFLONCCEm78oZfZhGOo0fK3S8D0gvZSSUae8WRS9HgTbZ13jtJO3PF/MhfJO4rBN0VM/bgZC3dNtKZm8hY2ag1rDYVjvANDDeld9z2l/w3ot001tGIcDr3FG9a++CdYPKrPynCpDoVVYb1LdbTWvmgt5POcnHoUzj5Tx/a8cxdrZKqSUKFca+MbKGrYv5LC4UESuYGFh+xQWdpSwsH0KM0sFGIbAu750L+RDjwBwPWBlL4c06bDFSPBa6pR8z6lnnKpSMhHjTfW1KhWiG4pNntMEg1Q/3NO7aJDfk9muPafJf/vS656CM+Va0+OXnTeHD//ydR3eJ+OwXtv0HQdAcFAHABVlnGYU/q6jDjva5cZLtuH9XzuCXTF1VdsVRCKbj17Vem8C8FoAT5JSlrU/fQzAe4UQfwxXEOkiAF/r5V4ke1Sd041aI/HkUvec2p4BKwBIINHb2i1qIS5X63Ck255eThnVQjouyprbvVCZTgzJuaKN6mr6xurl15+PE6vVnto26WTjOXXH78pGPRD5oBHTNwwhoBxeajNf6rPnFHAjFsZlThlXghDIeGMoKQ2lU4QQbjpFizqnKuc0OjdHS4rMbyvh2ucFWgWn1qr4tbcewVXXL+OmJ5zf8vqAEvdSkQBJntP4ftGZKdgQAljyanUHpWTC11SPH1/ZABD2nKoDgUo9Xa03qW2DjDBQRlPR7mwOSDtA3LVQwq6Fnpql3cf9mZnn1AqXkmnEhfWOgMF38fYZfOG1T4n9WyjnlJ5TotHrSv4XAPIAPuNNzrdKKV8lpbxDCPFBAN+DG+77X6nUO3q4Yb0NrFcbKM63FkSKTnRZbRAU6kR3rdJIzPHpBPXacQnBU8ZpJzkwcyUbJ9fSJd6v3NtZse3NiooI6KWUDACsbNSo1jsADCPwFqxVvM38AEo/5SyDhw59RnVvkgpsVmq9gLuudes5VcZbUnCO8l7GlXqJuz7ghmeWvUiApBDVcI58/M0Xp3J47y9e4yumJpWSUXmhj3ghorogkhnxLCep9erozRmocep5iDv1nA6KrHNOC3ZUECn423o1+1Iy/UAfHTROiU6var2JcqZSyrcBeFsv1yf9pZgzISVwZr2WrNar/a7yF9QkmLlxmldhvfVMCnOrhXFcNpI7Zj3PaQfNdUUkxuP9jToqIqDbMRfnOWWd0/6hh/X6ntM+CyIB7iZqXFIFxhU/rNeMF+BR37UssE3RQc5peAOtvt5J0S55T6dhI0ZNV6fhhOtVtvKctqvFcO3+Jf/3REEkr+13PrKCLdP5kPGqDFplBCWp9eroqT/mAD13Kqy345zTAX2VfeM0s7Bew/eQAuGw3lHynKahD6FRbysZLBwNmxglx396rZpSSib4Papem+XpNRAsKuVq3Q9R6WUi9z2nY7KR3D7n1jrtxDhansmjMOKno+OCH6LX5euV5/TcRk3LOc2iZSQO1zh1f/c9pwPwmuTpOe078WG9wd9ne1R21clZRgdqveHHW5UUEUKgaJshIyLt+oB7+LvWwnPazaGXWr+jxqkay987eg4Htk2H/qb6P/Ccxh8WRMnaEGsH33PaaZ3TAR3uqo8sy5zTjVqgb6B7Tv1SMiO+N2BYL0mCo2EToxa+uiOTS8mkqKklGbTdMu2r9TZQb8Tn+HSCEAKmIdqSsx8F/JzTDt7yr914Ed7x4iv71KLNhRrr3Yf16p5TCiL1GyGCPKtWAjJZkrOMsUkVGFfU9yYprHc2U89p67Be5dmMriXK0Ej7nhdtM7YOqY4TzTn1jNNoCG70vp3gq/Xm4nNOj57dwIFtM7H36STnFAjWsMEKInlqvR3OAePrOXU/R/XZNBzpv5d1b7zlzdEMcY6DxinR6f9KTkYW3fOZ5H3TTxWjHsisw3oLthsCtVYJNve9lJIB3MVxXDaSFyxPYedcAfuW4uvAxrFttoBts+3XHCPJuN4I2fVJ+qyfc1r3r0DjtH8YQgQ5pyoMcgBhvY8+bw67Fop9v89mRtmASTmOnSqGpuEKIrUyTpvbA2hhvSlf82Kuc89pxRvPSarE3Sxpz7h0O4RoznnUDe6Lop5T70bKE9dOzikQzKWD9ZyqsN5OPaeDQY2VLHNOAaBSc1CwTThSwjbcsbw+jp5ThvUSDRqnmxh9Em/HcxrdaGftORVCYCpnYa3S8NULzR5Dci1DjE0I3mzBxlfecOOwm7FpEU2/dEbgOa35Hg/apv3DFMKv7bdWqUOI5EO2LPnTmx/b93tsdswWntOZLI3TtgSRmj2H+v/TInyKtul7spLQ1XobUmKtg1Iy7XL57nlfHElHNyBbek619TgtXWaontMOjdNBHSD2I+cUADbqDczBdnN8DQE0xijnlGG9JAGOhk2M7jlNyh8N1y/rr+cU8BSEq9l5Ti1DJNaBI0Sn15zTaS2sV2lTsL5s/xAC/jyhaiNTgGoyUN+bpFIyWR5C2GbrnFP/sDQyvlrlnAJeybYWntNoKZlypZXnNLtxrvfxga1h41SlxijPqd1hzmlUp6Kf7F4swTQEdi8219NMY3Bhve7PzHJOLXdsqM/GkdL/LDeqjbGob56WNkY2NxwNmxi9nllSsWZ9aovOc8Vc9sNnOm+Fck57ncin89ZAFDzJ+BPknHY35mzTQNE2WUpmQOiCSOVqvWOPCRld4owb3eOU5SGEK4jkDqT/9Zkf4ct3nWh6TlIkT2BwJF+/0E7OqdR/l1htIYjU66GtjurXrTN5zJWaPdKmIWJLu6XV+lWf3yA9p7sXS/jWm5+OK/Z0Vph0UAdaImODXUWubdSCnFP1Wa7XGshboz8f6sNjnPJjSf/hrn0To58wthPWG53Esw7rBYBS3sRaJVDr7fWE+G9/7mpsnc1n0TQy4fTqOQXc0N6VjezGL0nGMDTPabUxEDEkMhiCsF4tcqdPho5tBrW83/mFe3BqrYonXLgl9JxGQp3TdjynxZyJU2vV1DY4WhkQx3EPW4q22VYt0V5ROafRkF6FbQio1refc9r8/EGQZS5yPzBElmq94TI/Ugb5rOu1xlh4IvU95Ti0lwwOjoZNjK4EmGicar83eU77EvyI+NkAACAASURBVNZreXVO3f/3Wgbm4M5ZbJmmcUpao0ZaLxu/mYKFcxs1rc5pz80iCYTqnFboOZ0kAkEkLYy0T1+mnGWi2nDgOBLrtYafX6pTbxHWm+Z9K+Va55yGjFOvzmlaWaQsPZJqjU0yTtW9hAgfEKSr9Q7eczoOGCI7gcbAcxqE9drKc1pt+HXpRxm9J5h+RXRGf/SSgZCo1puWc9qHzeBUzg2BUhsEep7IoOi1lAzg1tpzc07pOe03oTqn1To9pxNEXFhvvwydnClQazjYqLubfJVSouPEhLXq/08znNsL69VzTtVhS/J4zjTn1FDG6XT8373PIGpUpeecqmtzi6lzxZ4FXLIj/hCgU9SebV0zTlXY+caYeE6DyIPsVIzJZMDVfJOzZTqHE6vVNj2n/RdEmspbOHyyHAgi8eSVDAjhh/V2P+ZmCjbOrtf8zSyN0/5hCPiHAOVqA0tTuRavIOOCmvcHE9brqvUqA1Iv66JQj0UjedopJVPKmb53K4lozulatZEaCZDlPn7PYgkLJRtXn7+YcK94Lyg9p53zwVddm9m18lY459SRgWCVm3M6+saeOrsYB0OaDBaOiE2OCnlNqocVzjkN/60fOadTOQtr1XpiXTlC+oUaar2G9a5oYb0cvv1DD+tdrdRRoud0YlAHRbo3pX9hva5arwq9jVPubSQcNvmenxalZFp6TiN1Ttcq6ZEAWYr47F2awrfe/AzsX07wnCrl5IgXtHWd097Tckgyfp3TesMfP75ab80ZC0EkdRA86iVvyODhiNjkbJ0tAHBLMcSRFtbbj5O5Ut5EudJAg2G9ZMBkseGb9QSRfLVeWqd9wxDCNxrKlQammHM6MSibJuw5dX9mXcu2yXMaE9YbCCLFG2jpgkgW1msN38sfhyOl/17b8pwOcF1UBk/UGE2bL4dR53SzodKqNmoNLdLMHZ/l6niE9aohlBsDQ5oMltEfvaSvvP35j8bzr9iFxyWE9KQJIvVDgt0tJVOPla4npJ8Egki9hfWubNSCOqc8XOkbbp1T9/e1anqOHhkv/LBe3Rj0PuvpjD3kOctAtSFRrrrlW1IFkZoMNPdn2jJVjJT8iMORwbXdOqf11Pc5yHlFGeSdRDH5OcPMOe0bBUup9Tr+PGhrOadjEdbrjZNxaCsZLBwRm5wdc0X80QsOJYbo6mvgIBbEUs6CI+EXIadxSgZFkHPaPTN5Cxs1B9WG8vxn0DASi2kISCndzXwLdVMyXsSFhaqw7Z95/N5M75Uzo2G9yZ7TJkGktsJ6w8I1cThS+kagI13PV6og0gB3bkk5p4rZQnM76TntP7pab1SjY3xKybg/x6GtZLDwqJmkoovDDOKwVm0wz23UAHBxI4MjC7XeGW+jdnbdHb/0nPYPpdZbqTtoOJJqvRNEUOc02LRO5y384K03Ze5lUXVOA0GkmJzTBIG+duqcKiMz1Th1pG+INxzpqU8nH7YM1nMqQj913v0Lj8P+rc25qsw57T8FzSOvjFPlqW44ciy8kWocM+eUROFqTlLRN+z9COONohbycxtuiNUgc2vI5kbtvXrZ+M14ReDPll3jlMO3fwjhbsKUUTHFsN6JQXkGo7UP+yHCpwSRyrU0z6lrsEYNNNXO1FIyXm7guhc2HIcjg2s7UmKtRSmZQR7a+p7TGEPzhgPLsa/x+4WHy33DNARsU2Cj3vDDevXDgLEQRFK55RbHCQnD4wqSishgw94J095p8YrynPLklQwIFSXQU1gvPacDwxBuWO9axd30pwnIkPHC8D1v/d+i2KaBuhOMo3qMWq8SSUr2nCZfv2Qr4zQt51T6167UHdQaMlXga5DTSlDntP3Pwv/8aJz2lYJlxob1AuMRKku1XpIERwRJRU0eg1pjfM/pOj2nZLBkU0rG85zSOO07puGG9a55HimG9U4OQZ3T/m9R1CZefWfj6pwm1d1W3++0qCKlqlpO9ZwGOaerldbjeaBqvS1yTuNgndPBkLdNbNQcSO/cQ/++jEdYr/tzHAxpMlg4IkgqQVjvYBaZaM4pxf7IoAjGeC9hve6G8oxvnPbaKpKEIVQIpBuOSc/p5BCovfb/C6S8Nme8UPy4sN66X0omIojUhuGmjNP0nNMgJHN1Qxmno5FzaqbknCahmteJt5V0TsE2sFFrxOZEj4PBp4TEWEqGRBn90UuGimgjbClLlOdUhfVycSODIgtBpFnPc3puXeWc0jrtF8ITRCrTczpxDDqsF9A8pzFhvUqtN6rK21kpmXS1XmVYrPph6mlqvcpjm3zfrPAFkTpIsQk+P85//aRgh8N67XHLOfV+MqyXROFqTlJRk4d+UvuZ37jBPw3OGlXbjWG9ZND4xmkP19BzTuk17S+GcFVO6TmdPNR3JyqI1A+CsN4qgPiwXpVz2uQ5bauUjArrTTdOldKqOphN95yG799PAu9wJzmn7k/mnPYX5TlVxql+mD8OnlN1eDsOIchksNA4JanECSJdtG2mb/dTG0yG9ZJB007+WCumPeN0tVLnxqzPuKVkpO85nabndGIYZM5p1HNai/GcJuacGu2UkmkjrFcGXsaVjTY8p22UsMkK2xdEYs7pqFFUOadKrVfr73Ew+JhzSpLgiCCp+Fl4A1pjVGieWqAZ1ksGRe8Zp+5GTnlKKIbUXwzDNU7XqspzSuN0UjC6CCXtFuWdVTmn9dSc0/B61E5Yb1BKprOw3rTDFv++A1ge28mrjeLXOeX63VcKtumVkvHGpzlexqkaJwzrJVG4mpNUxABPaAF3QjUN4Yc2cW0jgyLwnPZ2nZmChfVagzVO+4xbSgYoV1oLyJDxwg/rHcACkG9S603LOQ0/braxPhbt1sZpw5EwhIAQes5p8nhWRt8Lr9qd+Jys8HNOO/Kcuj/pOe0vecvEidWqPz6tMVXrZZ3T7nnHi6/AqbXasJuROTROSSpBzumA7icESjnT95wy55QMjAwEkQBgtmjj2EqFG7M+E6j11iGEW/OPTAZq3h/EprU5rLfZc9pI8Jy2E15rmwZsU6CcEtYrpWvIGUL4a1+awFfOMnDHf3+mb/j2k248p6xzOhgKtoFKrZEQ1jv686Hhe05Hv62jyk2X7Rh2E/rC6B+tkKEyaM8pAExp4Xnc4JNB4XtOewrsDUSRGNbbXwwh0PDCeku2mSpKQ8aLQYaFqnw3ZRTGqfWqsN7oEDPaNNyKttkyrNcQ7vVV1FArga+pvDWQMd+t51SIdKEo0jtRtd5xE0RSjFNbyWDgiCCpDLrOKQCU8ipnj6U4yOAQTb90x4xXToZDt78I4daHLFfrKFEMaaIIBJEG5zlV1GLUehuOA9MQTeuRsr1a2WDFnJlaSqbhSAjhXl95bkclh1qFinai1iuEoNd0ABRsAxt1B2rI2mOWc+p7TsegrWSwcESQVAYd1gsEQhD0mpJBEnhOe4Oe08FgCgEp3VIyVOqdLIah1quIr3Mavx61q/BdtM3UUjJSuuNZ3aJomyOz/nXrOR03MSQ1b48TBcs99AhyToPPaBwMPjVExsGQJoNl/L6NZKDElZLpNyqciZt7MkiyihKY9Y3TXltE0nBLyXieU9Y4nSjUV9AagHEa3Rg70q2fq4ekNhwn1jhrNx+zmLNalJKRsL2cU2C0xL3899iBF9sYM8/pZ37jBixM5YbdjI4p2CbWtbBe3bs9DjmnKoWGar0kCo1TkoqaPAa5zqic03Fa3Mj4IzLznLphvTxc6S+GATfntNII5amT8ccXRBrAGhDnna07Ejnt3nVHxorztVNKBgCKttFGzmlgnI5KSC/QredUdGTMDpt+1m7vJwXbgJRApeZ6+0OCSPboG3ysc0qS4IggqQwn59TzPNE4JQMkCGHvURDJG7/Ml+4vQoX1Vut+njqZDNR30B7AplXfGCsPTrScjOPIWGOrnVIygGtspnlOGxKecaqePzrjWXnjOqtzysPlQVDw1JrLVa8uvB7WOwbeSL/OKY1TEoEjgqQyyGLfimlvozkqOTdkc6DGeBZ1TgGG9fYb0wvrXavU6TmdMIwuvHXdoovIzBbdcRQtJ1N3ZGxb/FIyLdpZaJlz6qn1Giqsd3TGs+qfjj2nnAD7Tl4Zp97Bx7h5TtVaO4jccjJecESQVIZRSqbEsF4yBFQIO8N6xwNV57RcbYyUp4n0jh/WO4BNq+5hmvW+u1FRpIYjY7/P7Yb1llqo9UbDekfJOA3yatv/LAxj/ASRxhFV57ZcUcZpcxTAKLN7oYTnX7EL11ywOOymkBFjdGZAMpJkFerYCVMURCJDwB9u9JyOBUIIOI50PacjtJknvWMM0KOihxTOFD3jNFJOppHgOfUNtzbUetNyThuO6zVVt5gaocOWrnNOOQH2nYLnHVVhvaFSMvbojKEkcpaBP3rBoWE3g4wgXNFJKr5IzCAFkVhKhgyBQBCpx5xTv84px28/UWq9G7XGSKmbkt7xw3oHXOdUKW3XYjynsTmnRpulZHKmb0DEocJ61XVGSRCpu5xTMZDPbrNT8BR5VT6zOWaeU0KSGJ0ZkIwkw/CclmickiHgO06z8pxyb9BXDOEapnVHjtRmnvSOL4g0gC+R7jmdVZ7TmJzTOO/ojY/ahlNrVWyZTi9DUsyZ2Kg1109VBGG97v9H6bBFGZl2R6VkmJYzCAJBJC+sN+Q55QJExheOXpJKuzk1WaJCmmickkGihluvo26WOacDwTSEH345SmGQpHeU08e2+v8d0o0oP+c0otbbkDJ2PTpvvohff9qB1p5T20S14TTlsvrX9+qqjnIpmY5yToXo6PmkO4KwXtc4DYX1UgGXjDGjMwOSkWQonlNvYW6Vx0NIlgQh7L2G9XL8DgL9cyox53SiUOvNIER1hBDImQaqDSdRrbfRkD21RQl2rdcamIkJt5R+KRn3fU+PkOfU7CLn9CkXL+PkWrVfTSIevue04oaMM6yXTApc0UkqWW3YO2GaYb1kCPie0x6H3XRB1TntsUEkFX16YCmZyWLLdB5F2xxYeGvOco3TuZSw3l7qbisjYr3a8HPSdRw/59T9/2h6Ttt//y+5dl+fWkN0lOd0TXlOjaBuKDUPyDgzOjMgGUmGEdZbYp1TMgSyKiVjmwaKtsmw3j5jhDyno+NpIr3znEM7cd2FSwMz0lQ4pArrrUXCeh0Zr9bbLrrnNI5GUymZ0RnPpueBYw7p6JFXgkie2JblfVZ5ek3JmMMRTFJRG/bBlpJRpTi4GJLBITLynALAbNHi+O0z+l55mmG9E4VpCGydKQzsfkoUKVUQqQfjTNWjTDJOHQchQaSR9JxSfXfkSBJEohgSGXc4gkkqQ/GceqfMlKIngySwJXsfdzMFm2G9fUYPsyxREIn0gCono0rJRIWLGo7Tk3FayIWNiCiqlIwa06PkOe2mzikZDFFBJPUZKY8qIeMKjVOSSlBeY/A5p/Q8kUFi+PnVvV9rpkDPab/R+5c5p6QXcqYBIYK1p+ZEBJF69JyWPA/XRoJx6kQEkUZpPKtDYqrvjh6B51QJIgU5p4SMMxzBJBXmnJLNgh/Wm8G1Fko52Nwg9BV9emDOKemFnOXmiSsParPntLec02ILz2lDqlIy7v+nRihMXRml9JyOHrZpwDKEVkrGyznl2kPGnNGZAclIMoyc05w34dI4JYPEyFCZ+rU3XYz1hI0oyQZBzynJCNs0UMqZ/poTLSVTdyQKdv8EkfywXr/O6egctnSj1ksGR8E2/XFl0XNKJgSu6CSVwHM6uIVJCIGpvMU6kWQoZLEHu2T7bO8XIanom2UlOENIN+QsA8Wc5jl1mj2nPeWcaqVk4lBhvcJX6x2drVk3dU7J4CjYBtYqyjil55RMBhzBJBWRYR5eJ0xpp9iEDALfc5pJYC/pN4GyqdlTDUpCbFOgZFt+fmVUrbfXsF6lvptYSsYzfvUxPSrQczra5C3TLyXDnFMyKYzO8RwZSYbhOQWAUt7ihpMMlCxLyZD+Y4ygl4mMJ9tmCyjYJmzP81SLyTntaykZKSFCYb2jM6ZV7Uyq548mBdtA2RtXpiEgBNV6yfgzOjMgGUnUcjRoob5Ld85iy3R+sDclmxqq644XfgjkCHmZyHjyu897NBwpsbLheqAaTrZ1TlWYZXIpmaDOadEeraihwHNKb9woUrBNSG+4GgIwhWBYLxl7aJySVIblOf3Tmx870PsREpRNGmozSJsEIZBcxkhvKO+78mxGS8k4juzJODMMgaJtYqNFWK+rtzBahy3MOR1tClq+vav4LBjWS8YejmCSisq/G2SdU0KGgWDO6VihNs2jtpkn44sK642Wkqn3mHMKuOVkVD3KKEFY7+gdtjDndLQp2ME23hXVoiASGX84gkkqw6hzSsgwYM7peCFGMD+PjDdpgki9Rg8VbRPrVSf2byqs1zTESIkhAYFnjorYo0lByy81hHuIQM8pGXc4gkkqfs4pd+xkwjFonI4V6vOi55RkhTLEormhvar1Aq7ndL0W7zltSAlTuCGZoybwdenOWfzFzzwW1+1fGnZTSAyFnG6cCswXbSxNUa+DjDejNQuSkUN5J+g5JZOOH8LOsN6xYBSVTcl4Y5sG5ks2TqxWQo/XHQmzR7XaUs5MqXMqYQjgV55yYU/36AdCCPz4Y3YOuxkkgZDn1BD4x1++DvMle4gtIqR3uKqTVIJQR27YyWTDsN7xQh2YTY+Yp4mMN8vTeRxfCRunDceB2ePEULDN2FIyUkpI6a6xTzqw3NM9yOYjnHMK7JgrDrE1hGQDw3pJKsqLRM8pmXQMXxCJjAOB55RhvSQ7lmfyOLayEXqs1zqngMo5jTNO3Z8UHCLdEFLr5ckqmRBonJJUhlVKhpCBQ8/pWKHmpFHL0SPjzdaZPI6vRj2nveecLk7lcGK12vR4w7NOaZuSbtA9p1y7yKRA45SkQkEkslkIxjjH+jigyk7Sc0qyZHnGDeuVMlDsrWfgOd29WMLRs+uo1MPeU8e7D1NnSDfoOae9hp4TMirQOCWpMA+PbBZ805RjfSzwPacURCIZsjyTx0bNwWolUNZ1ZO/G6d7FEqQEHjy9HnqcYb2kFxjWSyYRGqcklUCtl5MemWz8UjLDbQZpEz/nlKVkSIYsz7hlOHRRpHoGYb17lkoAgMOnyqHHGw7Dekn3hAWROIjIZEDjlKQS5JwOtx2E9BsexIwXzDkl/WB5ugAAOOYZp47jqukaGXhOAeBIxDh1/JxTzjukc/Ka51RwR08mBA5lkkqg1suFk0w2DGEfL5StwLBekiVbZ8OeUyVY1KvndHkmj4Jt4PDJqHHq/mTOKekGPayXOadkUqBxSlJhnVOyWVAHMYKBvWOB8pguTuWG3BIySSxPR4xTz3o0jd62S0II7Fks4f6o51Rdn9MO6YIic07JBELjlKQSqPUOtRmE9B2DntOx4voLt+Cjv3IdLtw6PeymkAlirmjDNoVfTqbuZOM5BYA9i1O4v8lz6oX1cpElXcBSMmQSoXFKUmGdU7JZ4BAfLwxD4LF7FobdDDJhGIbAlul8k+c0C+NReU71MjUM6yW9QLVeMonQOCWp+DmnPNUlE45a2Lm+E7K52TqT9wWRGhl6TvculbBea/heWSDwnDJfkHRDqM4p92lkQqBxSlKhWi/ZLDC/mhACuOJFynNadxwA2Wz893iKvXpob6DW2/PlySYkXEpmiA0hJENonJJUWF6DbBbUWOdIJ2RzoxungSBSBsapV+tUF0VSYb1cY0k36GG9PFglkwKNU5KKmuo455FJh2OdEAK4ir2n1ipoODJT43TXQhFCIFROxskwp5VsPvKe55TDh0wSNE5JKn6o43CbQUjf8XNOOdoJ2dQsz+ThSOCkZ6AC2eSc5i0TO2YLOHKKYb0kG5TnlJ53MknQOCWp+LUfOfGRCSfIOR1uOwghw2V5pgAAOHau4peSyUpsZvdiCYcZ1ksyQgki0fNOJgkapyQVrpdks2Aw55QQAtdzCgDHVyt+2G1WxunepVIk55RhvaR7bFPAEPS8k8mCxilJhXl4ZNPBsU7IpmarMk5XAs9pFmG9ALB3aQrHVyooV+sAtJxTzjukC4QQKNomPe9koqBxSlIJck458ZHJhjmnhBAA2DIdGKcN33jMLqwXCBR7GdZLeqVA45RMGDROSSp+eQ3Oe2TCYc4pIQQAijkTM3krZJxaZkae00it00AQiRMP6Q7XOB12KwjJDhqnJBWul2SzICI/CSGbl+XZfCis1zSy2S7tiXhOGwzrJT2Stw3mLJOJgsYpScVX6x1yOwjpN2pxpweDELI8nQ95Ts2M5oX5ko2ZguUbp5JhvaRHChbDeslkQeOUpMJQR7JZoPgXIUSxPJPH8VXNOM3IMyWEwJ7FEg5Hwnqzuj7ZfBRsg553MlHQOCVtwTqnZNIRFEQihHgsz+T7knMKuOVkjqiwXs845RJLuoWCSGTSoHFKUlEhR5z2yKQjmHRKCPFYnsljtVLHaqUGINuw292LJRw5XUbDkZAURCI9QuOUTBo0TkkqErROyebAYAg7IcRj60wBAPDQ2Q0A2dU5BYC9i1OoNSQePrfhl5JhWC/pFob1kknDGnYDyHjAUEcy6VD8ixCiWJ5xa50+7BmnWRqPe5dcxd7DJ9eC+sqceEiXbJnOY7ZoD7sZhGQGjVOSigrrJWTSCTyn3CUSstlZnnaNU99zmmHO6R6t1ukez1BlWCbplt96xsUoV+vDbgYhmcGwXtIWXDfJxCPoOSWEuPie03Oe5zTDRXDHXAGWIXD/qTJLyZCemSva2DFXHHYzCMkMGqckFSXWwGWTTDrMOSWEKBancjBEf8J6LdPAeQtFHD5V1krJZHZ5QggZazgdklR8tV5u2MmEE+SccrATstkxDYEt03nfOLWMbLdLexbdcjKqVA3TCQghxIXGKUlFpZxyw04mHXpOCSE6yzN5VBsOACBj2xR7Fks4fJJhvYQQEoXGKUmFnlOyWeAYJ4ToqLxTIHvP6d6lEs6u13C6XAWQbU4rIYSMMzROCSEEwKU753D1vgXkmPxFCEGg2AtkX4dUKfbed7IMgIdjhBCiYCkZkooEBZHI5uApl2zFUy7ZOuxmEEJGBN1zmr1xOgUAuPfEGgCG9RJCiIIuApKKX+eUCychhJBNxNZ+GqdefdPDJ9f6cn1CCBlXaJySVAJBJEIIIWTzsDxT8H+3MjYep/MWlqZymuc008sTQsjYQuOUpKPqnHLhJIQQsonoZ1gv4HpPVzbqAFhKhhBCFDROSSosJUMIIWQz0nfj1BNF6tf1CSFkHKFxStqCh7qEEEI2E6Gc0z4sgns145S2KSGEuNA4Jan4gkiEEELIJmIqb6GUMyEEYPTBetwdMk5pnRJCCEDjlLSApWQIIYRsVpZn8pmLISn2Lk35v/fD+CWEkHEkE+NUCPFbQggphNji/V8IIf5MCHGXEOLbQogrsrgPGTzKc8pDXUIIIZuN5el83/JB9zCslxBCmujZOBVC7AbwDAD3aw8/C8BF3r9XAvjrXu9DhkNQ5pQrJyGEkM3F8ky+L/mmgJvTmrfcbRjDegkhxCULz+n/AvBaBHYMADwXwLuly60A5oUQOzK4FxkwzDklhBCyWdm7NIX5Uq4v1zYM4eed0jglhBCXnoxTIcRzATwopbw98qfzABzR/v+A9xgZM/ycU66bhBBCNhmvfuqFeP8rr+nb9ff6xmnfbkEIIWOF1eoJQojPAtge86c3AvhtuCG9XSOEeCXc0F/s2bOnl0uRPsI6p4QQQjYb03kL0/mWW6Wu2bNEzykhhOi0nHGllE+Le1wI8WgA5wO43ctH3AXgm0KIxwF4EMBu7em7vMfirv9OAO8EgKuuuopBpKMGPxFCCCGkLxzaNY+ZvIVizhx2UwghZCTo+jhQSvkdAFvV/4UQ9wG4Skp5QgjxMQCvFkK8H8DjAZyVUj7Ua2PJ4AkEkYbaDEIIIWTieO7lO/H0g9tQsGmcEkII0INx2oJPAPgxAHcBKAN4WZ/uQ/qMlKxzSgghhPQDIQSm+hg2TAgh40ZmM6KUcp/2uwTwX7O6NhkerHNKCCGEEEIIGQRZlJIhE4wf1kvfKSGEEEIIIaSP0DglqdBzSgghhBBCCBkENE4JIYQQQgghhAwdGqckFclaMoQQQgghhJABQOOUpBKE9TKulxBCCCGEENI/aJyStqBpSgghhBBCCOknNE5JKn6dU1qnhBBCCCGEkD5C45SkEpSSIYQQQgghhJD+QeOUpMKcU0IIIYQQQsggoHFKUnnlDRfgsvNm8ZxDO4fdFEIIIYQQQsgEYw27AWS02b1Ywsf/nycOuxmEEEIIIYSQCYeeU0IIIYQQQgghQ4fGKSGEEEIIIYSQoUPjlBBCCCGEEELI0KFxSgghhBBCCCFk6NA4JYQQQgghhBAydGicEkIIIYQQQggZOjROCSGEEEIIIYQMHRqnhBBCCCGEEEKGDo1TQgghhBBCCCFDh8YpIYQQQgghhJChQ+OUEEIIIYQQQsjQoXFKCCGEEEIIIWTo0DglhBBCCCGEEDJ0aJwSQgghhBBCCBk6NE4JIYQQQgghhAwdGqeEEEIIIYQQQoYOjVNCCCGEEEIIIUOHxikhhBBCCCGEkKFD45QQQgghhBBCyNChcUoIIYQQQgghZOjQOCWEEEIIIYQQMnRonBJCCCGEEEIIGTo0TgkhhBBCCCGEDB0hpRx2G3yEEMcBHI48vAXAiSE0Z9JgP2YD+7F32Ie9wz7MDvZlNrAfe4d92Dvsw+xgX2YD+zGevVLK5bg/jJRxGocQ4j+llFcNux3jDvsxG9iPvcM+7B32YXawL7OB/dg77MPeYR9mB/syG9iPncOwXkIIIYQQQgghQ4fGKSGEEEIIIYSQoTMOxuk7h92ACYH9mA3sx95hH/YO+zA72JfZwH7sHfZh77APs4N9mQ3sxw4Z+ZxTQgghhBBCCCGTzzh4TgkhhBBCCCGETDiZG6dCiN1CO6jCHgAACS5JREFUiM8LIb4nhLhDCPFr3uOLQojPCCHu9H4ueI9fIoS4RQhREUK8JnKt3/Cu8V0hxPuEEIWEe/6cd907hRA/5z02I4S4Tft3QgjxJ1m/334xpH78lBDijBDi45HHzxdCfFUIcZcQ4gNCiFy/3nfWZNyPv+b14R1CiF9PuedNQogfev31eu3xV3uPSSHEln6956wZpT7U/v5nQojVrN9rvxilPhRCfFGbF48KIf6pX+87a4bUj+8SQhwTQnw38njsPceFLvryZ4UQ3xZCfEcI8RUhxCHtWqnfV+15TWu19/jbhBBHxuk7DYxWH2p//1h0rI4yo9KHYsz3jMDQ+pL7xvR+jF0/Yu45UfvGnpFSZvoPwA4AV3i/zwD4EYCDAH4fwOu9x18P4O3e71sBXA3gbQBeo13nPAD3Aih6//8ggJ+Pud8igHu8nwve7wsxz/sGgBuyfr/9+jfofvT+diOA5wD4eOTxDwK42fv9HQB+edj9M4R+vAzAdwGUAFgAPgvgwpj7mQDuBnABgByA2wEc9P72WAD7ANwHYMuw+2Yc+9D7+1UA/gHA6rD7Zlz7UHvehwG8dNj9M6r96D33BgBXAPhu5PHYe47Lvy768jp4ayuAZwH4aodjLXGtBnCN156x+U6PWh96f/8pAO+NjtVR/jdqfag9b6z2jMPoS++53Dcm9KP3/9j1I3K/ids39vovc8+plPIhKeU3vd9XAHwfroH0XAB/7z3t7wH8pPecY1LKrwOoxVzOAlAUQlhwNxFHY57zTACfkVKeklKeBvAZADfpTxBCHIC7Sflij29vYAyhHyGl/DcAK/pjQggB4KkA/jF6z3Egw358FNwJpyylrAP4D7gbgSiPA3CXlPIeKWUVwPu9e0FK+S0p5X1Zvr9BMEp9KIQwAfwBgNdm+Bb7zij1oUIIMQv3uz02ntMh9COklF8AcCrmT7H3HBe66MuveGssANwKYJf3e8ux5pG4Vkspb5VSPpT1e+w3o9SHQohpAL8J4H9m+y77yyj1oWIc94zAUPqS+0ak9mPa+qEzcfvGXulrzqkQYh9cq/+rALZpi8/DALalvVZK+SCAPwRwP4CHAJyVUv5rzFPPA3BE+/8D3mM6NwP4gJRyLNWfBtSPSSwBOONt4ID4/h0LeulHuF6WJwohloQQJQA/BmB3zPPaGY9jywj04asBfGwcN7KKEehDxU8C+Dcp5bmO3sCIMKB+TKPTe44sXfTlywF80vu93TmPc2OYrPvwrQD+CEC589aPBiPQh4qx3jMCA+vLJDbzvlHvx3aZ6LmxG6x+Xdg7xfswgF+XUp5zD1JcpJRSCJH6pfdiuZ8L4HwAZwB8SAjxYinl/+2iOTcDeEkXrxs6I9aPY0uv/Sil/L4Q4u0A/hXAGoDbADT62OSRY9h9KITYCeCnATy589aPBsPuwwgvAvC3Xb52qIxYP7Z1z1Gl074UQjwF7gbs+oE2dIQZdh8KIS4HsF9K+RveZnrsGHYfRhjbPSMwcn05trAfh0dfPKdCCBvuB/oeKeVHvIcfEULs8P6+A8CxFpd5GoB7pZTHpZQ1AB8BcJ0Q4vEiSFj/CQAPInzivct7TLXlEABLSvmNTN7cABlwPyZxEsC8FxIMRPp3HMioHyGl/H+llFdKKW8AcBrAj7zEedWPr0KL8Tiu/P/t3U1oHGUcx/HvX6JFaaXGFzxJfUFERSsKwaIQ9KAI0oB4EvGlKEXQk56KkIKg6EUQwUPB6EUlgiAV8VAoVg++VSNWCo22YEFUCrZCPSg+HuYJbja7S9bszjPTfD8wBOZ5Zmfml8nu809mnjQkw5uAq4DFiDgGnBcRiyM6xbFrSIZLx3IR1a1EH4zi3OpUc46DDL3Pphk2y4i4geoXGttTSify6p7X2rCf1W3VkAxvBW7J74ufAFdHxP7Rnun4NCTDpddu7ZgRas+yn3U3buyTY7/XXhfjxjVJo3+QOIA3gZe71r/E8geJX+xqn2X5hBVTwCGqZySD6v7uJ3vsb5Jqwp8L8nIUmOxofwHYPerzHPdSd44d/adZ+WD7PMsfbH+idD5155jXXZK/XgYcBjb32N8E1QQLl/Pfg+3XdfU5RosebG9ihrlfayZPaVqGwE7gjdK5ND3Hjr5bWDkh0sB9Nn0ZNsuc0yKwbZhrraPfwM/q3Kc1P9MNznDFtdrkpWkZ0tIxY4ksO/pPs47Hjf1y7Nhu4M/kavKmZePGNX8PxvBNvQ1IwLdUt0p9Q/U8z4XAPuAI1cyIk7n/pVT3V5+iuu30OHB+bttNNWj4jmp2zg199vlovjAWgUe62n4ErikddEtyPAD8BvyZt78rr78C+DznO99v+yYuI87xAPB9fuO4c8A+76Ga3e0HYFfH+qfy6/1NNSnVntL5tC3Drj6tGcg2LUNgP3B36VxakuNbVM/r/5W335HX99xnW5b/keUeqr8wL/X9cjXXWtc+e35WU82CeRz4J3+dLZ1P2zLsaN9Cu4rTRmVIS8eMBbN03Dg4x56fHz32eUaNG9e6RD55SZIkSZKKGetsvZIkSZIkrYbFqSRJkiSpOItTSZIkSVJxFqeSJEmSpOIsTiVJkiRJxVmcSpI0ZhExGxFPD2ifiYhr6zwmSZKaxuJUkqTyZgCLU0nSuub/OZUkaQwiYhfwEPAr8BPwFXASeBw4h+of1D8IbAX25raTwH35JV4FLgZOA4+llA7XefySJNXN4lSSpBGLiJuBOWAKmAAOAq8Br6eUTuQ+zwG/pJReiYg5YG9K6d3ctg/YmVI6EhFTwPMppTvqPxNJkuozUfoAJEk6A90OvJdSOg0QEe/n9dfnonQzsBH4qHvDiNgIbAPmI2Jp9YaxH7EkSYVZnEqSVJ85YCaltBARDwPTPfqcBfyeUtpa43FJklScEyJJkjR6HwMzEXFuRGwC7s3rNwE/R8TZwAMd/f/IbaSUTgFHI+J+gKjcWN+hS5JUhsWpJEkjllI6CLwDLAAfAl/kpmeBz4BPgc4Jjt4GnomIryPiSqrCdUdELACHgO11HbskSaU4IZIkSZIkqTj/cipJkiRJKs7iVJIkSZJUnMWpJEmSJKk4i1NJkiRJUnEWp5IkSZKk4ixOJUmSJEnFWZxKkiRJkoqzOJUkSZIkFfcvQZ2sG9PR5Z4AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 1152x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1mTbkLTTsXVH",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 682
        },
        "outputId": "0e90d34f-f30e-49c7-fab8-03a454cb9dfd"
      },
      "source": [
        "df_1[['spy', 'fourier 20']].plot(secondary_y='fourier 20', figsize=(16, 10))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/numpy/core/_asarray.py:83: ComplexWarning: Casting complex values to real discards the imaginary part\n",
            "  return array(a, dtype, copy=False, order=order)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fb0ec5318d0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 65
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 1152x720 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sgGn-IJBsXVI"
      },
      "source": [
        "#normalize\n",
        "from sklearn.preprocessing import MinMaxScaler\n",
        "sc= MinMaxScaler(feature_range=(0,1))\n",
        "df_1['norm_price']=sc.fit_transform(df_1['spy'].to_numpy().reshape(-1, 1))\n",
        "df_1['spy log']=np.log(df_1['spy']/df_1['spy'].shift(1))\n",
        "df_1['norm_sentiment']=sc.fit_transform(df_1['sentiment score'].to_numpy().reshape(-1, 1))\n",
        "df_1['norm_fourier5']=sc.fit_transform(np.asarray(list([(float(x)) for x in df_1['fourier 5'].to_numpy()])).reshape(-1, 1))\n",
        "df_1['norm_fourier10']=sc.fit_transform(np.asarray(list([(float(x)) for x in df_1['fourier 10'].to_numpy()])).reshape(-1, 1))\n",
        "df_1['norm_fourier15']=sc.fit_transform(np.asarray(list([(float(x)) for x in df_1['fourier 15'].to_numpy()])).reshape(-1, 1))\n",
        "df_1['norm_fourier20']=sc.fit_transform(np.asarray(list([(float(x)) for x in df_1['fourier 20'].to_numpy()])).reshape(-1, 1))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LxvnAgbssXVI",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 606
        },
        "outputId": "04d4be9a-8351-40f1-b1b0-6f43c3bd565e"
      },
      "source": [
        "df_1[['norm_price', 'norm_sentiment', 'norm_fourier5', 'norm_fourier20']].plot(figsize=(16, 10));"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 1152x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9QoS8k-1_J8e"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DR3N8ZDKKRXD"
      },
      "source": [
        "---"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zC4uFhF5KSTA"
      },
      "source": [
        "### This notebook is built upon the works of,\n",
        "\n",
        "1.   [Can we actually predict market change by analyzing Reddit’s /r/wallstreetbets?](https://medium.com/the-innovation/can-we-actually-predict-market-change-by-analyzing-reddits-r-wallstreetbets-9d7716516c8e)\n",
        "2.   [Sentiment Analysis for Trading with Reddit Text Data](https://medium.com/analytics-vidhya/sentiment-analysis-for-trading-with-reddit-text-data-73729c931d01)\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HU_L7IWdKRuz"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}