data_exploration.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyO1quXkYOzEj+ShOWUzzzzo",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/sausis20/Stock-Portfolio-Nasdaq-Baltic/blob/main/data_exploration.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Import Data and Libraries\n",
        "\n"
      ],
      "metadata": {
        "id": "dM7y9iiP__bY"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install yfinance"
      ],
      "metadata": {
        "id": "GtsTrT4tvAUc"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install --upgrade \"kaleido==0.1.*\""
      ],
      "metadata": {
        "id": "LmPehRzTmxMr"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import plotly.express as px\n",
        "import yfinance as yf\n",
        "import seaborn as sns\n",
        "sns.set(style=\"darkgrid\")\n",
        "\n",
        "\n",
        "from google.colab import drive\n",
        "drive.mount('/content/gdrive')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "aFjV6_mO_5IY",
        "outputId": "16a55d6d-fcbf-42d7-d5ed-5e89c0f46e00"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/gdrive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "cd '/content/gdrive/My Drive/Colab Notebooks/Nasdaq OMX Baltic/data/'"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nM-4zudP_9Qf",
        "outputId": "e6aeb0d6-540e-4dde-fb76-3ed46e4fffab"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/gdrive/My Drive/Colab Notebooks/Nasdaq OMX Baltic/data\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Data Exploration\n",
        "\n",
        "The data that we collected in the previous step contains a lot of fundamental and other information for each security in the Baltic Main List. \n",
        "To get familiar with the data, first let’s visualize the size of the companies in the list, and then take a look at the complete list of features and fundamental data."
      ],
      "metadata": {
        "id": "bW7MZKXBAUcb"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Data visualization for company size"
      ],
      "metadata": {
        "id": "EyrB2tMv1JN8"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_info = pd.read_csv('company_info.csv', index_col=0)\n",
        "df_tickers = pd.read_csv('tickers.csv', index_col=0)\n",
        "df_info = df_info.join(df_tickers.set_index('Ticker'))"
      ],
      "metadata": {
        "id": "nLlnKTGmPJHv"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "color_map={'Lithuania': 'rgb(4, 106, 56)', 'Latvia': 'rgb(164,52,58)', 'Estonia': 'rgb(0,114,206)'}\n",
        "fig = px.histogram(df_info, x='Company', y='marketCap', \n",
        "             title=\"Market capitalization by company\", \n",
        "             color='country', \n",
        "             color_discrete_map=color_map\n",
        "             ).update_xaxes(categoryorder='total descending')\n",
        "fig.update_layout(height=600, width=1600)\n",
        "fig.show('png')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "id": "l2yZFHs4FfVv",
        "outputId": "e0276f20-8b80-4f90-b269-0d991967a2aa"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig = px.treemap(df_info, path=[px.Constant(\"\"), 'sector', 'industry', 'Company'], values='marketCap', title=\"Market capitalization by sector and industry\")\n",
        "fig.update_layout(height=600, width=1600, margin = dict(t=50, l=25, r=25, b=25))\n",
        "fig.show('png')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "id": "fzY2SJtOT4Br",
        "outputId": "5d7a226a-0b1a-4a44-a62a-690ed0fc6dff"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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rm+bBuvVJRv42F3P/3qg+zd+kXlUV7Hm4uWR5jtVs0xttmtbGt0PSLmdmfa6773HvoWNwNeSmqmCx3v5auRWydNQ/M36Af9ECKgDx9vLAn2OHPvAn+UFzxvywf3Dv19P08ZGlrr4bO0v9TMvSUxJQvNK6QZpAS5amq9qyF7q0b5alAEQC0kPrfk9z7bIsWbMG1fHNoLcxbd4qFVjuWPabCorMmyxrJkuKZWUJLKmSGvD1eNWLSCpxJCzN7+ud5twZBSBSfdWnWzvLayU4kfn7TpfWlq9LNU7t6uUhc44bBShAAQpQgAIUoAAFKEABClCAAhSgAAVyggADkGy4C9YBiDy0bf3mUPXwsla1curBvrly4u4A5Puxs9RSNtJ/Qao93NycVY8Iqdy4OwCRT8+XLFbQcrVyzpUb96h/yzI5cj5ZKsm8SRAj6/3L8lB3b/IQ3/z6zAQg4/9cikmzlt+3SiQzYzE/rL+7ysHce8H84PlBFSDmZcHatqiDt15poR5Ka7QaVYkhn1TPSgCyetM+fPz9JBUEtGz0Xz8TqQp5pedXCLsTiS8+6qqWpnJ0tMfqTXtVsJTZAGTPwVNqWTTprSK9Kqy3tt0+UyGKLCNkDkDuvs8yZ2Rppbv7ypiPk5GpLLMlD9KtK4fkAXWFMsWUz+zF69XD9U1/jYGdTpfuT4EYyBJN/6zbpXo/GI1G1A2ooJbjkoqFzMyxV9s2RsWmPVRFw8cfdM7wp+3uAER6tMg8lZ4v1tuazfsw5LtJmD/xK7XUmwQgxQv7qZ+x+22ZmTPmAESWIHvzleaWw1kHINIHpUrznirAMy/DZX5hjdbv45U2DbMUgEjPlt3/TEhz6SoAqV9NLVMnlSdSgSK9ZaTHjHmT5ed+nrQgSwGI7Cs9PqTqROalVPJI9ZnMEVnaSraMApC7TeS1EgpJOLh+/s8qpOvY62ssn/6DWi6OGwUoQAEKUIACFKAABShAAQpQgAIUoAAFcoIAA5BsuAvWAYgcTh7eSs+A2tXKqk/QyyfHJYi4OwCRh77ySW/pMWHe5AGlNCPOTACyYv0ujP2uL/YcPA35ZLw8FDYvp2V+QCqf+Pey+uS4+Tx5cnmoRtaZCUBkuRtZvuvuahJrusyMJaMKEFl6Sh7Of//JO+oB8oMCEHlIG3jxGtYv+AVarUZdhlSgBLR6TzVtzmwAcvr8ZXWvenZpo/o5WG/myg5p2N7xxYaWb0nza1meKbMBiPk4GVWABFQujdFf93nkAETCBQkZzNu10FvKUXqtSFWCbDIXf536F7Yv/U01b69TvXy6zc/T+5GQ/jS7D57CzxMXICUlBevmj1YhijyEf9Acq9eurwr4rJfSuvscdwcgco+vBN/IsAJEKmKkP0hmA5DMzJnMBCAStlVu1lNVKlkvaSZhjVSGSHCSlSWwHhSASIgpQdPdFSDj/lii+ndYKkB+mIJjp9I2QZceNVVb9MI7nVurJujWm4RbJ85exKSZyyDLkf0zY4TyzEoAEngpGO17fKnu/7Y9RyFL5Zn7G2XD2yoPQQEKUIACFKAABShAAQpQgAIUoAAFKECBRxZgAPLIhKnLUUkTdFkCS7bFK7fhu7EzUdAvr/rEvDyEls06AFFr/bfohS4dmqsmz+ZNehzIsjiZCUB27j+OLYt/VZ+Uf+PD4apXxF+/D1N9MaTh+psfDse472U5nWqW48cnJCIqOs6yLJY5ANm/enKafhrWLCfOXETnPt9Zrsn8PWmSLWMc0qdTpsaSUb8KcwN16XMhzb/TC0Bef6mJpbeH9JSQniPmptRyPcvX7cLnI6fi5Zb1MPLzd9Ul3m8JLKmQeP29b1G+TFH877t+KrCy3sx9T377ob9laTEJWSSokSW7pI+CjN0ccJh7tsgxrHuASHAgPUCkibv1A/Pg62Fo1eVjNaa3X2v1yAGINFeXPiTmTaqDhg6foh5Om5dOi41LUMte9ejUGhLkZNT8XI4hr92295hq7C5BmXmTxunS+2X70nGQkCUzc6z30F/UUmVyPrPz7oMnMXrSQlW5UbiAj1rmzPoeS8WRLPN0dw8Qucdbdx9VgYA0qs9sAJKZOZPZAEQqg6yboouNXNOHn/+a5R4gDwpANu04jI++GgfreSjnkz4kp85dtgQgElCu2pS2msS8/JoEfBKAyDVKA3vrSjLzUmnSk0d680gAIhVZi6cOU7c8IxPzfJBeJBKcbN97DLIMm/z8caMABShAAQpQgAIUoAAFKEABClCAAhSgQE4RYACSDXfi7gBEHh43eqU/5OG3dU+HuytApNIj5HoYxo8YoHorzFmyQfWXWLxqm2pcLktjyafuB307QTWQvnsJLHMAIkOQB5mvvvu1WmZJKgpkk6WXgi6HQJavkSbHt8IjIMtZXbp2Hatmj1JL6vy9ert6YP/j5++pxtYZLV8jD5Clf8iX/buhSEEfyINbqTKZPGowGtSqqKpWHjSWuIRESGNtn7xeeKNDc7RqXAOhN2/j8xFT4eLsiBX/9rm4OwCRfaSPiQQI0rh93t8bVYNsCS5kGSR5sLt83U4kJ+thNJnUclPySf2MApCXWtZFjwE/QkKIST8OUue23nLn8lA9RZq9PghVK5TEt4O7IyYuAT9NnI9CfnmxaMVW1dOjab1qCL8Tqc4jfTZeadMA/kXyq6WB9hw6pSpmZJNP6/85fzU+7fcmGtaqhFu3IzFy3FzcDI/A8hnSI8b1kQMQMe3asSVaNArArfBIfPHjVOh0OrUkkQQF5m3YmJlYsmqbqv6Qpbcy2qRpeItOg1GuVBH07tZO3TOZP1IBIvdRjpvZOSbNumV+yJJlnV5uonq1SH8R6Wkxd8KXKky4+x5LT412Pb5QnkM/fEOFMBt3HMIvkxeif69XLf1OMhuAmJuq32/OiFP9dv3Uz0tGS2DJvDL3xJGeGK2a1FD9e8ZPX4rL165n+xJYch9eeONj1U9I5n8uDzcV9kk/j+s3b1sCkH/W78JnI6aqfjLycxVyIxzfjJ6ump7LWCQAkb4ql6/dUEuY+RfNDzn2nCXrsWrjXtVjRn7GpFG6/Dz9/tNg5MntqX420jMxzxtZkmzoD1Pg6uyErX//TzVS50YBClCAAhSgAAUoQAEKUIACFKAABShAgZwiwAAkG+7E3QGIHFI+fX/q/OU0zavvDkDkYaQ8pDx59pJ6wNn+hfro1/MVjBo/D3+t3IY2TWuhUZ0qmQpA5Jzm/gjm/h4Spvz2599Yv/WAauItS2HVqFJaPUCW6gXZpA/A+x+PxpnAq6hc3l9VDKS3SWP2MZMXYdPOQ5AGyPKp797dXkaLhql9MzIzlo96dVQPur/o3xWyfI70ZZCHsFL1Idcsx5Tt7gBk0T9bMHryQtWDQh7wyrJRqin17qMq8JC+H3JMCR2G/TIDXp7uaomqjAIQ6XcgAVVGm7kZu3yqXR74B98IR36fPHi/60t4oXFNvD3gR5w5fxlfDXxbLY/1xY/TsHrzPhUorZ49Cr9MWZQmAJEwZfrCNfhrxTbV40UqdGpXL6c+MV8ofz51GQ/bA8RcSSJVL4ePB2L9tgNISEpG1fIlVNNxqa6w3g4cPYvuA37Eb8M/QtP6/1UGpWch4dmY3//CkZOBiItLRJ7cHqhVtRzkPvrly612ycwck9dt2X0EE2csx4XLISrsk3sgD+XNjb3vvscS5MnSaNKgXq45KSlFBW9dOjSzLOklx81sACKVTw+aM9JvJDMBiCwf9b9pi1V4KMGYBJOy7JVUpzSsXUkFKOltK9bvVgGDefm04b/OVkHi/XqAyHFkqTZ5rfy3q6szXmxWB2VKFFLBpewr4ZAERqMmzMeazXuRlJyierTINcn7UMvGNVS/khj5GZ6yCFv3HEVEZIw6VrmSRdHn7ZdRrWIpdcnHTwdh4DcTcDsiCt07tcbbr7e6bwAi1Wc12vRWga0EK9woQAEKUIACFKAABShAAQpQgAIUoAAFKJCTBBiA5KS7YePXYl4Cyxww2Phwc+TwJCDae/iMaqpu7p+SIy+UF/VMCKzeJBUgk7F23s8o4Ov9TFwzL5ICFKAABShAAQpQgAIUoAAFKEABClDg+RFgAPL83OunPlIGIE/nFiQnp6ilxtZu2a8qgiaOHIhGdSo/nYvhWW1CQCqPpDfQt7/MUA3hP+7T2SbGxUFQgAIUoAAFKEABClCAAhSgAAUoQAEK2JYAAxDbup85ejQMQJ7O7Tl/MRjSuFs+oS/LlnVo3eDpXAjPajMC9dr1hQYaSD+dQe+9Bnt7O5sZGwdCAQpQgAIUoAAFKEABClCAAhSgAAUoYDsCDEBs515yJBSgAAUoQAEKUIACFKAABShAAQpQgAIUoAAFKEABCvwrwACEU4ECFKAABShAAQpQgAIUoAAFKEABClCAAhSgAAUoQAGbE2AAYnO3lAOiAAUoQAEKUIACFKAABShAAQpQgAIUoAAFKEABClCAAQjnAAUoQAEKUIACFKAABShAAQpQgAIUoAAFKEABClCAAjYnwADE5m4pB0QBClCAAhSgAAUoQAEKUIACFKAABShAAQpQgAIUoAADEM4BClCAAhSgAAUoQAEKUIACFKAABShAAQpQgAIUoAAFbE6AAYjN3VIOiAIUoAAFKEABClCAAhSgAAUoQAEKUIACFKAABShAAQYgnAMUoAAFKEABClCAAhSgAAUoQAEKUIACFKAABShAAQrYnAADEJu7pRwQBShAAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKUIACDEA4ByhAAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKUIACFLA5AQYgNndLOSAKUIACFKAABShAAQpQgAIUoAAFKEABClCAAhSgAAUYgHAOUIACFKAABShAAQpQgAIUoAAFKEABClCAAhSgAAUoYHMCDEBs7pZyQBSgAAUoQAEKUIACFKAABShAAQpQgAIUoAAFKEABCjAA4RygAAUoQAEKUIACFKAABShAAQpQgAIUoAAFKEABClDA5gQYgNjcLeWAKEABClCAAhSgAAUoQAEKUIACFKAABShAAQpQgAIUYADCOUABClCAAhSgAAUoQAEKUIACFKAABShAAQpQgAIUoIDNCTAAsblbygFRgAIUoAAFKEABClCAAhSgAAUoQAEKUIACFKAABSjAAIRzgAIUoAAFKEABClCAAhSgAAUoQAEKUIACFKAABShAAZsTYABic7eUA6IABShAAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKUIABCOcABShAAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKUIACNifAAMTmbikHRAEKUIACFKAABShAAQpQgAIUoAAFKEABClCAAhSgAAMQzgEKUIACFKAABShAAQpQgAIUoAAFKEABClCAAhSgAAVsToABiM3dUg6IAhSgAAUoQAEKUIACFKAABShAAQpQgAIUoAAFKEABBiCcAxSgAAUoQAEKUIACFKAABShAAQpQgAIUoAAFKEABCticAAMQm7ulHBAFKEABClCAAhSgAAUoQAEKUIACFKAABShAAQpQgAIMQDgHKEABClCAAhSgAAUoQAEKUIACFKAABShAAQpQgAIUsDkBBiA2d0s5IApQgAIUoAAFKEABClCAAhSgAAUoQAEKUIACFKAABRiAcA5QgAIUoAAFKEABClCAAhSgAAUoQAEKUIACFKAABShgcwIMQGzulnJAFKAABShAAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKMADhHKAABShAAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKUMDmBBiA2Nwt5YAoQAEKUIACFKAABShAAQpQgAIUoAAFKEABClCAAhRgAMI5QAEKUIACFKAABShAAQpQgAIUoAAFKEABClCAAhSggM0JMACxuVvKAVGAAhSgAAUoQAEKUIACFKAABShAAQpQgAIUoAAFKMAAhHOAAhSgAAUoQAEKUIACFKAABShAAQpQgAIUoAAFKK3R11gAACAASURBVEABmxNgAGJzt5QDogAFKEABClCAAhSgAAUoQAEKUIACFKAABShAAQpQgAEI5wAFKEABClCAAhSgAAUoQAEKUIACFKAABShAAQpQgAI2J8AAxOZuKQdEAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKUIACFKAAAxDOAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKUIACFKAABWxOgAGIzd1SDogCFKAABShAAQpQgAIUoAAFKEABClCAAhSgAAUoQAEGIJwDFKAABShAAQpQgAIUoAAFKEABClCAAhSgAAUoQAEK2JwAAxCbu6UcEAUoQAEKUIACFKAABShAAQpQgAIUoAAFKEABClCAAgxAOAcoQAEKUIACFKAABShAAQpQgAIUoAAFKEABClCAAhSwOQEGIDZ3SzkgClCAAhSgAAUoQAEKUIACFKAABShAAQpQgAIUoAAFGIBwDlCAAhSgAAUoQAEKUIACFKAABShAAQpQgAIUoAAFKGBzAgxAbO6WckAUoAAFKEABClCAAhSgAAUoQAEKUIACFKAABShAAQowAOEcoAAFKEABClCAAhSgAAUoQAEKUIACFKAABShAAQpQwOYEnmoAEnrDhNDrJptD5YAoQIHnTyBFr4G9Hd/Pnr87zxFTwPYEKlfQwt7+33HpU5B8/CCQlGh7A+WIKECBTAnYl6kIjZe3em2CSY/DceEITYnL1L58EQUokHMFXspVFE4anbpAowG4edIIQ0rOvV5eGQWeZ4GCAdq0w7+y73nm4NifRQHPAkCugk/typ9qAHLwqAkHjxif2uB5YgpQgAIUoAAFKECBtALd39DByfHfr6UkI37WeJiiI8lEAQo8pwJOr3aHrlBxNfp4ox4Tbp3Egfhbz6kGh00B2xH4s2hTuGnt1ICMeuDofAOSmW3azg3mSGxHQAPUfj81rLRs28fZzvg4kudDoEgtQP7zlDYGIE8JnqelAAUoQAEKUIACOVGAAUhOvCu8Jgo8PQEGIE/PnmemwOMUYADyOHV5bApkowADkGzE5KGemgADEFaAPLXJxxNTgAIUoAAFKECBuwQYgHBKUIAC1gIMQDgfKGCbAgxAbPO+clQ2KMAAxAZv6nM4JAYgDECew2nPIVOAAhSgAAUokEMFGIDk0BvDy6LAUxJgAPKU4HlaCjxmAQYgjxmYh6dAdgkwAMkuSR7naQowALk3AJF1p+WP72mzDdDr/7s7pUtoUMpfgxXrjNBogBLFNAi8aELePECLJjrMW2xAxXIa5PbSYNsuI3p11WH+EgPi4gHZ99yF1AbF1l9/mvee56YABShAAQpQgAI5TSArAUhcih5zzl3F3pt3EJuih4+zE14o7IO2xfxy2rDSvZ7O6/ZhfMMq8HY2Nz3J/GUbjCbsvB6ORgXy4kJULEYfPo/JTapl/gD3eaW4Tj9zGYfDopBiNMDd3h5tivhmm2t2X2+2DJoHybECmQ1ADDfvIPrbP+E1aUiWxpK46RAMIWFw7fZClvYzvzjlzGVofXJDl9vjnv1jxy+BfUAZONYun+GxH/X8D3XR3IkCOUAgswHIxlMzse3sfGg1aZswv1bzU3i5+mLhvpEY9ML0JzainecXIyz6GjoEDMzwnNcjgzB/7/B0r+tm1GWsPTEV8hqTyQgvVz+0KN8d/j5Vs2UMmbm+bDkRD/L8CGQxALkaFoM/tpzBsSt3YDAaUTyfB7o2LIUA/3w2Z7Y/8Cbm7AjEhRtRcHLQoVLhPHi3WVkUyOOW5bH+ve8iLt2KxuCXquDLBfvRuJwfmlcq9EjHyfLOtrwDA5CHC0C8cwO1ArRYtT41DHF0ABKTkCYAcXYCEhJTZ8/bnXWYucCg/rf11215bnFsFKAABShAAQpQIKsCmQ1AjCYTPttzEo46HXqUKQI/VycERsZiwokgNC2YF6+XzPofDFm91kd9fVRSCtzt7aDVarJ8qItRcZh97iq+qVkWEoZIAOTpaJ/l46S3w8QTQUgxmvB++WJwstPhSkw8vt53CgMql0TVvLke+RzZfb2PfEE8QI4WyOkBSOzEpXB6oRbsiue/x9EYnwiNvZ36T0YbA5AcPf14cY9RICsBSEzCnXQDB4PRgMSUWLg6ej7GK0176GR9IoxGA5wcXDM85/0CkF/X9USdEu1Ro9iL0Gg0OBm8A8sOj8GQ1rPh7OD+yOPIzPU98kl4gOdLIAsBSFhUAt6fug0tKhZEh1rF4e5kj51nr2PCupMY3rkmKhXxthm7vedv4Ie/D6NPy/KoV9oXeqMJS/ZdxIbjwfizT2O4OztkaazWAUhsQjIc7HRwsL+r+Xwmjmh9nEy8/Pl5CQOQrAcgazcZ0ekVHRwdgVu3TNh70HjfCpD6tbUoVkSDO5HAqvUGdHnlv8qQIoU0qFVdCzs7ICbGhA3bjEhMBNzdgKYNdXBxhgpYzpw34sjx1AoSbhSgAAUoQAEKUMBWBTIbgOy7eUeFHb83rqYe0ps3eVh/Kz4RNXxyqwf3k04EITpZD3udBm+WKoyaPrlxKToO/zt2AVW8PXEhKg6RScl4r3wxrLl6E6FxCSif21P9O7OvOxcRg3HHL2BCo9RPb1r/e8Wl6+o4epMRdxJTkKA3YGi1Usjn4gTrCpCtwWGYH3gNKUYjKuTxQL9KJWCv1WL91ZtYdilU/VGVz9kR/Sv5w9XeDh/tOKZCj1K53NGtTGFLBYjRaFLH2X3jNjTQwN/TVY1F9nlz/X68VbowDoVF4kZcIhoV8MZrJQreM5U+3X0CLxb1Q4P8//2RejM+EZ4O9sr6Wkw8ppy+hDuJydBpNOhXyV9dh4Qyvx2/gMLuLohISka83oCO/gVQxzePOseeG7ex9GKouh5zxYrJZMKMs1ewLSQc9jot2hTxQYfiBdTr/7oQjC3BYcokIJ8X3i1fDFqNBssuhmLd1ZuQfXM52mNAlZLwdXGy1R+J535cDxuARA4YB+cODZFyIgiGsEg41CoH5zZ1YErRI27mWhiCQqDxcoddYR+YklNUBUjMuMVwqFMejjXKKnfrfyeuP4Ck7Uchf5Fp3V3g+s6LSD50DokrdkGTyw0urzZG8p5T0BXwRtKek3Dt1hpJmw9ZKkD0QSGIm78RpsRkaOx0cOncHPZlCsM6AEk+dQkJi7cCKXrATgfnjo3gUNH/uZ8DBLBNgewIQEIizlsqQObtGQY/T3+ERAZCAhMPZ290qfOVqhy5evs0VhyZgCR9POy09mhb5UMUz1dZVWH8ffAXlPKtiZCIc4iKD0ObKn1Q0qe6+v+YdSem4djVzbDT2aNW8ZdQv/RrsK6wuN9x06sAMRj1+HZpW3zSZh7cnXNbbqxUlORxL6Cu9ez1fdh4agaSUxLg5eaL12p8CjenXNgd+DduRF3Gjcgg+PtUx54LS1VoIt+TbdXRSbDXOcLF0cNSoRIaeQFLD45FXFIEcrvmxysBg5HbzQ+3oq9i5dHxiE64DZ3GToVLBXOXgd6QgmWHxiovE0wonKcc2lcbAHu7rFeq2uasfU5HlYUAZNL6Uwi+HYsfutRKg7Uv8CbyejihuI+nqnL4ddVxRMXLQ34tejQugzqlfSEP7oNuRkFvMCE8JhEJyXp882oAfHK54GDQLUzZcBrJegPsdFq817wcapX0wWfz9qJlpUJoUiH1d0frf7f/eS26NSyFA0G3cC08Fr1blsf+C6n/W7aRb9SCk4MdpGJl3NoTCI9OhJ1OgyEvVUGZAl5YsjcIl27FqOqOuqV90a1R6TRj6v37NjStUACv1y2R5utrjlxBhYJe6D1tB+b0awYvt9TfUSevP6V+h+jdohx+33gam06EwN5Oi3YBRdUxMqoAkfOP/ucoIuKSkN/LFZ+0qwI/L1ecDr6DcatPIF79naNFvxcqokox7zTHeU5nbPrDZgCS9QBElsAqXlSDsqU0qgLkQUtgGQxA1046TJ2VWgFiXgJL/vfr7XVYvsaAOxFA5Qoa+ObTYN1mIyQ0iU8w4fAxE+ztgSb1tdi604jkFE5fClCAAhSgAAUoYLsCmQ1A/jh9SQUA/SuXTBdDgoD+O4/hleL50aRgPlyOjlMVI1OaVENEYjIG7DyOEbXLo2xuD4w5GqhCijH1K8FkArptPIBJjaoiOjklU6+7lZCUYQCy6vJ1LAwMxriGlZHL0QFTTl6Ei50OXcsUsQQgBpMJQ3Ydx+h6lZDX2REjDp5V19WsYF68u+WwWibLx8UJ449fUIFDn4r+2HU9HBuvhakKEOslpXaEhmNxUDB+rFMRTjotRh8NhI+zI7qVKYKuG/ajdWFfvFG6MKT6pOfmQ5jTokaaAEkwl10MwbKL19HRPz+qeOdCIXcXi7E8EBq06zhaFfLBC0V8VdXNDwfPYlrTagiJTcDQPSfxYUV/FZ4suRCM4LhE9K+c+oehhE5F3V1QPo+HJQDZFhKGlZevY3jt8kiWe7b9KD6pVlqFUnPPX8PIOhWU16hD51Qw1DB/Xny47Qh+b1INLvZ22Bx8C4kGo1qii5ttCjxsABIx6Dc4NqoKl3b1YYyJR9Snk5FrTD8k7z2FpH2n4T6okwo+YkbNhZ1/gfsGIPZliiDq6z/gOeI9aJ0dkbT7pNrXqXFVRH37p9pXKkBiJi8DYhLg+lFHaB0dYL0EVvR3M+DYqiYca5VD0t5TSFy9B57f9UoTgKhjvdUSdiUKQh98C0lbDsO168MtzWWbs4GjsiWB7A5A5u/5HgnJMXi7wUgVJIzf2AcvVHwXJX2rq//doNRrqFy4KY5e2aSW1OrfahpuRF3CxI0foFv9H1DCp5qqxpCg4b0mY1XwsefCcvRs+BP0xmT8tqE3Otf+QoUD5iWwMjru/SpAZu/6GrGJEahbsgOK5a0MD+fUDwnIFp0Qrq71nQaj4JuruApbroSfwpt1v8HeC8ux9ex8vNt4DPK45cfMnV+gYsFGqFa0pdp39OpueKPOV7gYdsxyfVJt0qJCD5QvUB87zi1S3+tWbzgmbeqLgOJtULP4iwi+cw5zd3+LIW1m40zoHhy8tBpv1x+hAqD1J/9A2fx1UMS7gi1NPY4lqwJZCEAkFOhQsxhaVSmcwe/nRrw7ZRs61y2BFpUL4eLNKAyYsQtz+jXH5pPBmL39PKb1bqxCg9/WnICLgx16NiuLXpO3YECbyqhQOLfaZ9mByxjUtvJ9A5BXRq/F63X80bleSaw+fAXj157E1PcbqeWpPp69Gy9WK4JG5fKjz9TtaFu9CNpWL4pzoRH4asEBzOvfHCsPXcbcnRfwv+71kD932oqvuMQUSMAyu29T+HqlXw321YL9qFbcGx1qFlcW3cZvwmftqyE0Ig5L91/CL93qIFkvHlvx9asBOBsSme4SWN0nbEbPpmXQoGx+LNx9AUcvh2PkG7Xx3pRt6FTXH80qFsTG49cwd2cgpn/QlAFIRvObAcjTC0AKF9LAv6gGK9elXoNUgbzzpg7TZhlQpZIGhfJrsfuAAWHhWX134uspQAEKUIACFKDAsymQ2QDkt2MX1JJP8mA/ve16XAKG7DqhHvDLEhOySWVDh+L5VbXAl/tOYXaLmurr885fQ0xyCt6vkPoHSp+tR/Bx1VLQaZCp10mFQkYVIBKAHL8djc+qp35qbMWlUFyMjlehgLkC5HBYJA7eisDnAWXUaxL1Bui0GlUBkmQwqGW+ZNseGo5N125hWK1yGQYgY48GoriHK9r9uxzP0bBIzDx7BWMbVFYByHe1yqOYR+ofalIRIqGPhCt3b1KtIVUpJ+9Ew1GnRavCPqpa5HpcIgbuPIYFrWqpagzZJLx5u3QReDjY4ePdJ7CgZS21rNeN+ER8susEZjQPUMFS900HMKZeJUSl6C0BiIRPJTxd8XKx1OWDpP+Is50OMg6pJDFXqIjP0qAQfF2zLN7ZdEhVstTzywMPh+xZ9uvZ/Gl5Pq76UQIQj4GdoCuUuuZ4xIBx8PzybcT/vU2FFU7NA9TXE5ZuVwHJ/SpAHCqXQOQnk+DcoQEcqpeB1s3Zgn93AGJXxBfOrWur71sHIFJ5Ap0WGq0WxshYRH4+BbknDk4TgMSMXQSdjxccW9SALhuWm3s+ZghH+awKZCUA2XV+CRzt/wvjZcxv1/8BRpPBUgEiAYg8qJdgQba5u4eph/cSEEhlg1ajg1arVVUPv6zphmGvrFIByB/bhuCLl5eofSS4kEqSwa1n4a/9o1DAqyTqlnwl9f+bk+PgYO+sAhJzAJLRce8XgKQYklXIcCpkF0LunIW3eyE0KtMFFQo2wIGL8vUd6N5gpDpnUkoCRqx4FV+3X44DF1fh3PV9eLvBCPW9Q5fWqmoRCUdCIwKxYN8I1XPEXKHSsMzrmLz5I3z+0mL1e5BUn8j1xiTexoSNH+Cr9sssfVXkdS0r9IROq1Oe7ar1R/F8VWCvy9oSPs/qXOR1P0AgCwFI19824qPWlVCjRPr9PkLvxOGDP3Zg6ZBWlt/P+0/fqR7k34pKwJHLtzHs9RrqgqQiQqofPmlXFZ/M2YOCud3wWp3iqvrBvN2vAkQCkF+61kUxHw8cuRSO8WtP4I8+TdSuY1YeQxFvN1VF8v7v27BiaBvLkrQfTtuh+nhcDovG3sBb+PHN1P9Pt95uRcXjzXGbsOrTNhkuU7XlZIgKOsa9U1+FNl8tPKAqQn5cdgSl/DzRsXZqhaeEKc4Odlh24NI9AUjZgrnxoZWX3mBEit4IZ0c7pPz794K8r92OScSb4zZi7RdtGYBkNJ0ZgNwbgEg/jx5v6vDnHEOaigup+JDKD6n6yI4KkJL+GgRU0Vr6hMg9knMv+NuglsGSipCS/lrVM+TYKSOOnuASWPw/JgpQgAIUoAAFbFsgswHIgsBrCI1LxKAq6VeAyDJU8nBdKj7M2/ADZ9QSWKVzuWH4wbOY2rS6+pYcS5am6lG2qPq3VBgMrFIS9hpNpl4nPS3uF4Cci4zBoCql1LElEDH/2xyASLBxLVZCkbRjkU9fLroQjAM3I9SSqHF6A7ydHPHdfQKQYfvPoGF+bzQpmFed70JkLEYcOos/mwWoAGRU3YrI75r68Pbuf6c3s6SS5kxkDCYcD1IVKRW9PfHpnpPII7+0/rslGYxqWatCbs4YdkDOleoqm4QlvcoVU00wJWj6sW7FNBUr3x04g3q+edDs34fU5v3k64GRMXD6N/yR39g9Hewwpn5lNaa/L4bgWHgU/D3d0LtCMcuYbPun4/kc3SMFIEPfhM4ndZkZqQjxGPom4udvhEPNsnCsW1F9PXHdfkgD9QctgaW/fAOJ6/ZBf+YKdEV84fJmC+jyed1TAeJQvjgcG1RSx7YOQGS5rKTNh2HS6wGjCYbgW6phu/USWMaoWCSs3ouUo4HQODvCuWNjOFRMDWa5UcDWBLISgETE3VDVHNabi6MnbkQFpQlASvoGIKBYa/UyCUTM/5bKDqmg0BtTVONx2W/YK6tVADJr55f45MW5ah/rf8vXKxRsaKmwMJ/begmsjI57vwDEegwp+iScDt2Ff46MQ/f6I3E5/AS2np0HZ3sPy8uS9HHo1+J3nA7ZiWt3zuK1mkPV9+KTojF2XQ988uJ8bDu7QI2rRYXulgCkRvHWWLB3BIa0mZXGLfjOWUzdOgjuTv8tc5liSETbKn1RsVBDnLi2HfsvrsT1yAuqcuTFKh/AwY7LTNraz1+WxpOFAGTwrN1oVqEA2lRL/wNKZ4IjMGLpYczu18xyCV8u2Ie6pXzV8lZnQiLxWYfU392X7b9o+fedmERV4bDr3A24Otrh/eblUPMBS2BJADKxZwNVoXHscjimbDyNib0aqmP/uuoYCuR2Q8XCudF/xi54u/83xxOT9fiodUW15JT19VibGaT6eOQq/PlBUxS4qzrE/Do5zmtj1mNq78bYcPwaEpL0eK9FeXw+b6+qPLm7Sia9JbAK5nHD90sOYe5Hze+5ZdtPh6qAJcVghPRGDLoZjXUMQDKe2gxA7g1A5A9MWaZq6SoDwm//Z1evllYtRyVLUWVHAJLfL7UCRHqK3G/L5Qm83FqHNRtZDZKlN2m+mAIUoAAFKECBZ04gswHI8fAojDp8DpObVFONxM2bBAk7Qm+rh/WDdh5PUwEydPcJ1ZNCloTKzgBEqhvGHgvExH97gBwJi8C005dVTxDrwEOuMb0A5Gh4lOqP8ZW570ByiqoCCYyKw8ILwWqpLunhIf0wtoSE3TcAkWWminm4WCoq5FqkWboEB5kJQOS8u67fVo3kzZUzct1LgkJwMSpWhUT9dxzD3Jap1TPW25XoOAw7cEaFLeZtUeA1xOuNSDEZ4evsiJeK5U8TgPx6LBBF3F0sfT/CE5LgaKfDzDOXUcTdFS8V88twDkvlzfzz11SvF7PdMzfhecEPFMjuACThn52pFSD/ztP4xVtgik9KDUB+WwLHWmXhULOcuq7oUXPg2LS6pSeIfE0qORJW7IIhJBzu/TreE4DYly8GpwaV1f7mAES+FvXZFHh80Q06vzww3olG1Be/3xOAWGMkHw1E3PTV8BrbD9BqH+jEF1DgWRPISgCSURN06x4g1oGHWJj/XSZ/Hfyyuhs+aDYeeT0KIzL+Fsau7f7AAGTJgZ/h41FU9f2QTfqDSBBw6PI6VQHSomKPDI+bUQAi574ReRFl8qf9RLksZ1XWrw4c7JxxOnQn3qjzzT23UwIc6wBEXjB9+6eqQmXDqenoGDAEfrn8LQFIozKdMWHTB/jipSWq8kWqP+7EXYejnTPGb+xtqXrJaN5IwLJw/wiUzFfdYvCszTFebzYJZCEAmbH1LI5dvo2x3eulOfnmE8Gq30VJv1zoPXV7mgqQj/7cgS71SuJmVHyGAYj1wXafu4FRy49g6ZAX8NXC/WoJKOnFIZscS5ackp4gmQlAGpfLr5agWvZJanBqvVkHMOlJDpyxC5WL5EH3JqkV3OZt1rZzaFjWD0XzeWDk0sMo7uOh+n0MeakySuXPhVHLjqBYPndL7xBpHO/koFPN06U/yuCXquDLBfvRuJwfyhfKrSpUln38gvo5lqqP6xHx8HBxUBUfk95tiMLe7qp6puv4TQxA7jflGYCkHz5I2OGdW4PNOwyIiwekWXmTBlr8syY1FClaWIOqlbRYutLwwB4gKSmpFSV/zDFAPvBj7gFiNAKvd9Bh2SoDoqKBvN5A6RJa7NxrRPNGWpy7YMK1EBPkg2+vtdNh0zYDwqwCmWx6K+NhKEABClCAAhSgQI4RyGwAIhf89b5Tqv/De+WKoaCbMy5Gx2HcsQvqobn0hJA+H9IDpFGBvKpq4Nv9pzGpcVXVvDs7A5BcDvbou/0oZjQLUP00pPG6LB2V2QBEPnzz0fZjqt+FjGP0kfOqskF6eBwJi8SXNcqqfic/Hz6PBIMBP9WtCGkC/3dQCH6sUwFB0XGWJaWkN8jioBCMrF0BDjotfj5yHoVcnVXfj8wEIPIJMlkCTMzETsYjy4n9dOQ8WhTMhzZF/TBo5zG0L5YfDQvkVb06/jh9GX0qFEdYQtI9AYj0BRl99DziUwwYUac88jg5pglAJGxZdOEaRtSuoD69JsuWSfVNVFIyFl0IUb1BZEksaXou/U+kykQaqUvlj4xPlgTbc/MOvvx3+bAcM5F5IdkmkN0BSMrJS6p5ueoBEp+ImJ/mwa5UIRWAxM1aC62XO5xfqqcap0cPmw6Xt1+ALo+nqhRx7dUWGns7JO0+gZTD5+HWtyOih8+Ec/sGsK9QXPUASS8AkWW4YsYsRK4fe6tlsBKX70TC2n3w+m0AknYchyEkDM6dmiJ27CK4vvcydLk91PljfpgFzzF91bJZ3ChgawJPKgCR5t7Ttw/Fx23mqmWwNp2eie3nFuLrdstxOy40wwqQk8HbsfXMfPRqPBpGoxGTN/fDqzU/sfQAqVOyfYbHDY8NRnpN0CU4mbKlPzoEDELZ/HWhgUZVfczf+z16NPgR7k65VQ+QXo1Gw9u9oOrPcfTqJrSt8oGqYLk7ANl/cRUCbxxEWMxVDGj1h5oi1hUq49a/h/qlXlVVLLsDlyLw5kG1dNjETX1Rr2RHVC7cBLGJkVh9fDJervoRjlxZj4TkWDQp+6Y61tJDY5DPo4g6BrfnWCALAUhMQjJ6TNyCOqV8VKjh5eqIXeeuY+L6U6rpeCm/XHj/9+2W3hXnQyMxdO5ezOrbFJtOBKcbgAx8sRI+nrMHX3cMQF5PZ1yPiEOfaTvw9+CWGLvqOPJ6OKsG5fL1XpO3qibmmQ1AXqvjjz5Tt+G12v5oWrEgIuOSMHHdSQx4sRLWH7uWYQWIzIbjV27j07l70atZWUsAs3hvELadvo7J7zaEq5M99p6/gd/WnlRL287qm1r1su10KObuOI+xb9dTv/t+MG27qnrJqAdIz0lbVC8TqRiRKhFp6v5es3IYMns3FgxoKb9WYPrWc1iw6wJWftoaqw5ftQQpz/GsvXfoDEDSD0AkdAioqkWp4ho4OkI1KT9wxKgCCdmcnYGOL8kaksCaDQa0aKLDvMUGVCynQW4vDbbtMlqCDglQ2rbSIp+3BivXG/DyCzrMX5IarBQuqEHtAK0KOaTB+a69Bty4BeTzBhrW1alzy6cKzweZcPDI/StFOLEpQAEKUIACFKDAsy6QlQBE+kXMOXcVe2/eUQGBn4uTqiQwL/90NSYek09eRHSyHvZaDd4uUwRV8uaCVCpkZwBSwtNNhQDHb0fB28kBlfJ4qgf2ExtnrgLE29kRO0PDMf3sFchyWpW9PdG3kr/qhzHi0Dn133mcHPBGqcIYeegsmhTIh3bF/PDJnpOq7P3LGmUsAYgsmyVVIztDb8MEE8p6uaslqCTIyEwAIvNHAo9Z567i1J1oyBJY0mulSYG8qnpGqkIk1Jh06iLC45PUH3QvFfVTDdHTqwCR4/XfcRSudnYYUSe1iap103a5XrmHG67dgr1Oi7ZFfS3VIH9dCFYVL3INfq5O6FepBHI52mP6mSvqZR5jDQAAIABJREFUnssjYS9He3xQ0V/1C+FmmwLZHYBoc7kjbvoq6INCoc3tDrvShWGKjodr99YqiIidthJadxdo8njAFJcIh4DScAwog/jFW5FyJBAmrQZaD1e4dm0FXX5vJKzchcT1B1QIknL+WroBiGPt8oibsRop565B6+GiXpuwYjegN8ChVjl1XglgJFhJXLMPkE/K2dvBuV19OFRNXT6PGwVsTeBJBSCyJNaSg6Nx6dZxuDl5oUX57th8Zg4MxhS0rz4wwwBE/v9pw8kZOHR5Dex0Dqjj305VQlgHDBkdV3popBeAyD0MunlEnV9CCwlAvFz90LB0J5QrUFfd4nPX96uKDlkey8neFW0qv696m6QXgEh48fPqN9CwdGc0K99N7W99fbKkl1SySHP1vO6F0bHGEHi5+iI8JlgtuxUZHwadRoc6JTuohuhyvGWHxqilwDQaLQp4lUKH6oPgaP9f3yNbm4ccTyYEshCAyNGCb8di6qYzOHbltgoPperhnSZlUK5g6pKUV8Ji8Ouq44iKT4aDnVb126juny/NklfyOusKjHVHr2H+rkD1e7Ls06NxGdQv66ce9I/4+zByuTrAx9MFMYnJaFQ2vwozMlMBIgGIXO+vq4+rKgr5vbZjreKqIfqDKkDkGg8G3cLMbecQdCMazg46BPjnU+Px9kj9mZGeHa+PXY+21YrgnaZl1dfkveXPzWex+sgVONjpVNP41+uWSNO7w1wB0rxSIVy6GY0flx9BeHSCqvYY2r4qfHO54KflR5SxhEziO2v7OaToTWhWsQADkPSmNQMQhgqZeLvjSyhAAQpQgAIUoMATEchKAPJELognoQAFnqpAZgOQp3qRPDkFKJBlgcwGIFk+MHegAAWyVyCLAUj2nvzZP9o7E7fgm9cCUCSv+7M/mGd5BAxAGIA8y/OX104BClCAAhSggG0JMACxrfvJ0VDgUQUYgDyqIPenQM4UYACSM+8Lr4oC9wgwAHnoSSHLaG08EYyf3qrz0MfgjtkkwACEAUg2TSUehgIUoAAFKEABCjyyAAOQRybkAShgUwIMQGzqdnIwFLAIMADhZKDAMyLAAOShbtSgmbsQl6THN68GIH9u14c6BnfKRgEGIAxAsnE68VAUoAAFKEABClDgkQQYgDwSH3emgM0JMACxuVvKAVFACTAA4USgwDMiwADkGblRvMz7CjAAYQDCHxEKUIACFKAABSiQUwQYgOSUO8HroEDOEGAAkjPuA6+CAtktwAAku0V5PAo8JgEGII8Jlod9ogIMQBiAPNEJx5NRgAIUoAAFKECB+wgwAOH0oAAFrAUYgHA+UMA2BRiA2OZ95ahsUIABiA3e1OdwSAxAGIA8h9OeQ6YABShAAQpQIIcKMADJoTeGl0WBpyTAAOQpwfO0FHjMAgxAHjMwD0+B7BJgAJJdkjzO0xRgAMIA5GnOP56bAhSgAAUoQAEKWAswAOF8oAAFrAUYgHA+UMA2BRiA2OZ95ahsUIABiA3e1OdwSAxAGIA8h9OeQ6YABShAAQpQIIcKMADJoTeGl0WBpyTAAOQpwfO0FHjMAgxAHjMwD0+B7BJgAJJdkjzO0xRgAHJvABJQVfs0bwnPTQEKUOChBaKiTQgMMqn9Pdw1KFVC89DH4o4UoAAFHqdA+G0TLl9Nfb+y3jITgGjz+sKuRNnHeXk8NgUo8IQFTHGxSDl+4J6zZiYA8dQ5oKVHoSd8xTwdBSiQGYGLydE4FBd2z0szE4C4emvgVZR/z2TGma+hQHYIRIeYEH39rt/PMxuA5CoIeBbIjsvgMSjwaAJX9t27PwOQtAFIQBUN8npr0v2D/NH0uTcFKECBxy9QqbwWW3YacCsM6PiyDsEhRkTHPP7z8gwUoAAFsipQo5oWS1caEBObds/MBCAuvYYg5eg+mBLjs3pavp4CFMihAvYVqiH5wA4Ygs6mucLMBCBDfasiPCUBl5P5S08Ovb28rOdYoHPukhgavAd3DElpFDITgFTvpkPocSPu2vU51uTQKfB4BYo31GLvFEPak2QqANEADfsC5zc/3gvk0SnwIIE8xYDYMODuEIQByL0BSFw8sHUXl8Z60Jzi9ylAgZwn0KurDvsOGVUA0r6NDqs2GBAceu8nrHPelfOKKECB501gQG87rFz3kAHIOwMQN3EkTBHhzxsbx0sBmxVw7v4R9BfOPFQAMsinMhZFXMCWmFCb9eHAKPCsCqwr2RZfh+x/qACk6ls67J+qR1L0szp6XjcFniEBDdD8K7uHD0Aa9AVWffEMDZiXapMCpZoCju4MQKxv7sGjJhw8wgDEJic8B0WB51SAAchzeuM5bAo8gwIMQJ7Bm8ZLpsBjFGAA8hhxeWgKPEUBBiBPEZ+npkBWBBiAZEWLr82pAgxA7r0zDEBy6mzldVGAAg8rwADkYeW4HwUo8KQFGIA8aXGejwI5W4ABSM6+P7w6CjysAAOQh5XjfhR4wgIMQJ4wOE/3WAQYgDAAeSwTiwelAAVylAADkBx1O3gxFKDAfQQYgHB6UIAC1gIMQDgfKGCbAgxAbPO+clQ2KMAAxAZv6nM4JAYgjx6AuDgDH/ezw8ixeiSn/He8KhU0kMbDsxYaoNUA5ctqcOK0Cfl9NXj1ZR3G/a5H7QAt8nlr8M9aAz4faIfx0/SqMbHse/Rk6vr81l9/3FO0eBENunbSwfBvb6P4eCDwkglbdhgQG5d69idxPXVraOGdJ9WlcnkNWjXT4fAxI+R6zF/PrIVvPuD19nbKmxsFnleBzAYg5UprUL+WFr/PStvgTPqG3IkwYfseI3LnAtxcNbgaYoL1z2rnDjqcPmdE+B1Y3uMyeu97EvehaQMt6tfWwvjvioby37cjgM3bDQi8mPP6n5j9jp9Oe218D3sSs4XnyEkCjysA6XQ0BAZT6s+XvC1o/x10MWd7/FzGJ12CrsdDMbZMPng72OUIov2RCfjrRjRuJeuhhQYlXO3Rq6AXfByz5/reOBaCcWV9csx4cwQ6L+KpCzyuAMT+XDA8J6xGzBuNkFS7dJpx5hq+ECY3J0QNaJel8XtMWYvEasWRXKNUlvbL6MUOxy/Ded1haO/EQP6g1BfOh7hX68GYxx2O207C/vItxL7d9J7dH/U6HnX/bBk8D2LzAo8rANl+ZSb2Bi+CVqODBhq42udGVb+2qFWw40Ob3owLwrIzP+D9gD8f+hj329FoMuDnXW2h09pbXuaoc4W/V0009+8NB53zQ533Rmwglp8d+Viu+2DoMoTFXUbrkgMe6tq40zMk8BgDkOm7g7Hg4HXo5MEBAB93BzQtnQeda/jBXmf+bf3xWh2+GoVCXk7I6+74WE9kMJqw9fxtNCvjne55xGH1yTDEJurhYKdFXX8v9G5QSP3vkIgERCToUSG/+2O9Rps+OAOQe29vVpfAykwAIg+wmjfSYc5fqWGIkxMQn4A0AYirC9QDfvnTfMiHdhg9IfWBvfXXH/dklACkbavUcEbefry8gAa1dShWRIMpM/RISHwy12NvB2i1QFKyhBc6BF0y4tAxE6y/nlkLPjzMrBRfZ8sC2RmASHBrpwN27jOm+Zk0P8A/ecZkeY/L6L3vSVhLACJBjQSpsmk0QOkSGnR4UYf/TdGr9+CctDEAyUl3g9fyNAUeVwBiHlNoYgoGnr2FhVUKPHCYOSkACUvSY9DZm/jK3xul3ByRbDRhbmgUzsYlY1TpfA8cS2ZeEJVigLudFlp5w+RGgRwi8DgDELd526DP64mYvm0to9UFh8Nj0moY83pmOQDRxCfBZK+D+gXpETfNnRh4jVqCqD6tYSjqA6To4bLyAOwv3kTU4Pb3DUAe9Toedf9HHDp3f04EHmcAEpccYXkwfzP2AuadGIrXy/+AAh5lHkr3SQUgfWrMgodjXnWNMoaV539GPtfiaFKs10NdtwQrifpYuNh7PtT+99uJAUi2k+bcAz7mAOROXAoGtyiGFIMRF27FY9L2q/BwtsPwl7PnwwQPgv16RSC6BPihrJ/bg176SN+/cCsOf+wOwcj2945r89lwLDh4AyPal4K3mwMi41Pw/eoglPNzQ896BbHk8A2kGE3oHOD3SNfwXO/MAOTe25/dAciCpQZ82NMOTo5AyHUTNm4z3rcCpHVzHcqU1CAsHJjzlx59e/1XGVLKX4NmDXWwtwcio0xY/I9BPcTL5QF0aKtTD/vkb9bDx43YuTdtI/fMTHTrAMT69d276HDlmglbdhotFSCdOujUOc6cT/00pVyzfHJ82hwDMrpOc8WLn68G5wKNOHrCmO51mz9VHhFpUp/gTkwCjhw3Ijn5vwoQ79zAiy118HDXqIqV5WsMylc22adGVS0SEoBT54yoWlHLCpDMTAC+xmYFsisAuRZiwmvtdTAagCMnjOpnzFyVdXcFyOQZ+gzf+wS6QW0tKlfQws4OOH/BiDWbjJAPZ/sX1aBlU50KWQxGYMOWh6vYuDsAMd/cQX3s1HunVLDc773KJ68GOh3g4Q442AMLlxkQFQ04OgBtWuhQML9GBbU79hhw+LgJA/vYYeZ8Pe5EAuXLaPBKWx1+/FUvzytQp4ZWvU+v3WRE6xZalCimVftevmrCP2sMMJoA8Qu/Y4J/MS3cXYELl0xYsdaAvN5pq9gycrPZycuBPXcCTyMAWXwjGltux0FvAgI8ndCzYC4VAlgHIAejEjD3ejQS9Ub4ONlhYJHc8LTXwWQyYWZoFLbfiYe9VoPW3m5o7+MOo8mEBdejsTsyQX2oxN/FHu8WzAVXO506bidfdxyJTkRIkh7dC+TC4egEhCSmfvhFQg6nuz71djQ6EdOCIzG+nK9lTiQZjIjQG+H7bwVIRuN461gIXvFxxz9hsWjg5QwTNOhVMJc6TozegPdO3cC0Cn549+R1SwXItttxWHAjWv2xVd7dEX0L51bjy8jhZpIe467cQaTeCKPRhOberujo6/HczV8OOPsFHmcA4rzpOHQ3IhA5uD1Mnq7q4l2W7YU2Mg66yFgVgJiMRrgt3g37M9egMZqQUtIPsV0aATot3Keug8EvNxz3n0fsG43gvO2kpQIkz9AZiHupJhxOXYU2PBpJNUogoWU1dQ7n9YfhuO88NHojkisURlzHeqrCw3qzPxsM18W7EPllp/++LNVf0fEwenukBiCXbkL+EHK4fAsGT1fEvNMcxtzusK7gyDPkT8S3rAr7oOvQRMUjqU5pJDaqCOdNxyBhjybFAG1sohpPdLcmyiHN/hmNI0UPt3nbYX/pBox5PJDs7wvdnRjEvtUk+ycBj2iTAk8qABG82ccGoprfyyifr4kKFlYF/oKIhFCYTEYEFOiAgPyp1V6/7n0VjYr0QFDEfkQkXEf5fE1Rt1BnWAcgBqMeC099juJeNRCQvz3WBP6KkOjTkI+yFvAohxdK9Ie9LmufJDdXgFgHIHI9R2+swdnw7ehcYaS6vt3XFuDkzY0wmFLgn7smmhfvA61Gi4sRh7Dp4hR1DVV8X8S+kL/wVqVfkKiPsVSAGE1G7Lw6G+fCd8pHw+DrVhIt/D+Ak51rhuM2X8P+kCUwGvXwcMqHF0sOgadTPjAAsckfy/QH9YQCEPPJoxJS0GPmCXzVxh9VC3vi6p0EjNtyBeGxybDTajCkRTGU8XXDokPXVWCSbDAiKkGvqkg+a1UcedwcEBGXgp82XEJIZKL6nbxjVV90qJJa8d1u0mF0CfDF4iM30b5yPsw7cB15XO3xfoPC2HAmHMW8XXAxPB6XwuPRsqw37HUaHA2OQVhsMr5s7a++H5ekx/itV3HmRqx6ZtGlhi/aVEj9QFL7yYfRs25B7LscidDIJDQvk0edp9ecU4hJ0qOsrxt+eiVt5emfu4MRnaDHgGZFLfdAQhB5vnsxLB7frwmCTqPBC+XzokedApi5NwTbA+9Ao9GglI8L+jUuAldHO0iYUyyPM9afCceQ5uLkmuF1/nXoBlaeuKU+hO/lYodPWxWHn6eT7U5sBiD33tvsDkBkCSxZVqZaJa2qAHnQElh6PTDoAzsM/yX1j2DzklPyYLDPO6kP2G6GpT5QK1xQg4VLDWjTXKuWqJLlaeThXLvWOhUISAVFVraMAhBZkqtqJS2mz/tvqa6K5bTIm0eDZatTP10tS+TcvGXCybPGDK+zZjUtGtbV4o85ekREIsPrrl75vyWwrD8Vbb3czvvd7XDwiFSGGJVpl446jJ2kR24voOdbdpgwTY+4uNRgSB5UcgmsrMwEvtbWBLIrAJH3GHm/kaX6pALkQUtgZfTeJ4GphLnyXmCu9JIwYN8hIz54xw4r16UGFD55gZrVdSoIyOp2dwAizxXKldGgbcvU9woHh4zfU+W9qlE9LSb+oUdcfOp7lVznpu1GvNBUCxcXDZauMqhg+7237bBwqR51augQdNmI46dMaNNCCz8fDTZtM+LyNRMkMJbAV0KPJvV1mDIztcpO9t2+24CTZ00qAPH00GDGfL1atuvdbnbYsdeAsHCTZRm/+7ll1Yevp0BOFXjSAci+SAk2ojCiZD646DT46dJtVHBzRNt87pYARH5epWrkuxLeKOrigOU3o3EmLhmfFvfGtjtxWBUWi+9L5EWyCRh45gY+LpYHt5IN+PtmNEaUygcnrQZjLt9BPgc7dC3giW7HQ/7P3nmAV1F1a/g7Lb0TCL33DgIiXYqICCIgiopib9eKvXfsFbsoigLiLyIWBKSo9A7Sey8hPTnJSU67z96HhBNIwg6kzJz55nnuc02yzsza79qZP8w7e20MqxaJ4dWjMC/Jji8PpeLd5gmoGWLDcztPYEB8OHrEhhUqkd3twf1bjqFZeBD6xUegeXgQwvwkSUnjENfrVyUcY2pGY5c9D2/vS8FnrX1vkC1ItmN5Wg6ebBSP/BZYbi/wyPbjeLNZAqoGWTB+TxJaRISgd2xosRy+OJiKGJsFV1WPgt3lxkcHUnFPvTiEV1D7Aq3OZ+Z1/gTKVYDM2wB3zTi4Y8PhuLitFJpxL06DfWgXKTOEAAnasBdhv69G2qPDId7UiHnzZ2QP7IC8CxojYuJcWDIdcpUGgm2FxEHs49/A0bMlcgZ3hikzB3HPfo/k125E0PZDciWHlCshQYicOBfOJjXh6NOmECxTTh5iXp0OZ4ME5HZtDmfDBCAkqCBGCJDw2WuQ/sBQuKvHIvLbBXDHRiB7SJczBEZOtxbIvuJCmUfsi9OQ+tQohKzfg9DfVyP12WvgjQxF2C8rYMrJhf2aXkrjCF6+HSHrdiP93iEwZWQj5t1fkNe8NuzX9j7/ovMMhiBQEQJE/E4fydyGn7e+hLEdPkREUBX8tecTON15GNTkfqQ5juLLtXfgzk5fy5+9v3wUOta4HD3r3QC7Mw2frByD+7r+iFTH4YIWWHN2fQghE8TntyX9iw3HZsvVJV54sWjfRDSJ64Y60a1KVcOiBEhWXjJmbXsNdaLbome9MdiRvBSivZcQG0GWMMzc+rL82QU1h+LjlddjUJMH0Sius4xZfnA67uw8CdnOtAIBsuXEIvn969u9DZs5BLO2v4bokAT0qX9zseN2uh34ZPUNuLXj54gJqS5lj8lkxqWN76MAKVWFdR5cwQJE0Hpj7h5UiwzGjV1r4q6pW3B566q4vG01bD+WhWd+3YkpN7fDrI0nMGnZIXw7ti1iwmz4YvFBZOW68GC/Bvho0X7kujx4qH8DHE134JbJmzB5bFspR4Z/ulaKhFu714bZbMKtk//DuP4N5AqQF37bKT/3yhVNcSQ9Fzd/6/vZJS3j8d2Kw0i2O3F/3/r4+O/9Uro8dklDZOW6cfe0zXjh8iZoVDVMnn9ou2oYe1FtuZJj9MQN+PnODli5Lx2zNycVuQJky9EsPPbzdgxtWw09GsWiaUJ4QVswwePDhftRNTJIrgBZuD0ZU1cdxfujWiDEZsYrs/egelQQbu1RR+afluOS1wixWYrNMz7ChrHf/Ifvb2qLsGAr5m5JgsPpxtB2RbcF1vkM9qVPAXJmGbUqQJo0NKFlMzMmT/c9CBRvJD92vxWvvOOSKy8a1jdh7kIPjh4T/9N7bkdxAkQ8dBMP7T752lUgZMS/Z2+9wYq3Jvge5D38f1aIN75LyrNTe7N841qIIHH0uqjovIt6qCr64ud/f8kKN+68yYpX33XJN8bFcdsNFsxb5EF8nAmNG5owbYbvGo0amDB4gK+tFw8SMCoBrQmQEUMsSDzhxb8nV6qJ+0b3C82YNNWNG662IDnFi6UrPUhNP/eKCQHSrYsZQiqLQ6ycE/fHOQs8OHjEiwvaFX9PFfcqcT8UK/jEceEFPqEhhO+4u62YPtMtzyGOAX3McDqBtAwvalU34fd5Hik2Vq9zIzzchH+XeTDuHismfOGTPWJli+ukzxky0CJX8wkOQoCIcy5Z4Vu9J/IXgkWs6Mvfx6gkbudOip8kAW0RqGgB8u6+ZNQJsWHkydUKa9Jz8PPxTLzctFqBAFmb4cCy1Bw818TXliLH7cENG49gartamHAgVa7uGFLN15NXPPwPtZjlaoiGoUEYmuD7vljBMflwGt5uUV0KECFM6oUFYWOmb2XHBy18Kzs+PpAi88k/n391UvJc+CPJjjUZDhzKcaJtZAiurxUNsY9JSeMQ13uqYTyaRfjeSL1j81E83qAKGoQF4dXdSegeE4reVcILBMi6jFyszsjBEw19PYodbo9862xhir1YDj8nZmJDhgM31oqRPNhGS1u/V3rOprwFSPaQzgifvhjpjwyHdfcxhM1Zi5wB7RH2u09SyEMs5zzZ1ipi2j9wx0XI1RxCgLjrVEXOJR1kmP/KCSFARGstV+0q8mdxj01C2qMjEPbbSrhrxBasBrFtPoDQv9Yj4/6hZ5TJlG5H6D+b5SoSy/FUOJvWQvaQC+U5hQARMiXz9kvl50IW/QfroWRkXd/nDAEiJEV+HlHvzYKjVytYMrJh23kUGbddIj9v3X4YEWLFyVOjlMYRPmuFlDP54ib8f0shNsSkANHzb1vF5l6eAmTlof/BagmGEAsudy66170O3epcK9+WFvJCfN96cr+Nz9fcisuaPITaUS2lCLimzXgkhDeSMN5bNhJjO0xArtsuBUiXWiOwPXkxRrV6We4xcihjsxQMQgjUi2kPq/mUpCwNzXwBIsSGzFEst4cXHWsORY+6Y2Sus7a/jviwenJFijh2p6zEikM/YmDje/HdxnG4v+uP8vs5rkx8sHwUxGoSfwHy6/Y3kRDRCF1qDZdxe1PXYtG+r3BThwnFjltID6c7t2BFy5YTC/Hf8Xm4uvWrFCClKbDeYytBgAjBIJ71XdEuAXd8vwm/3n2BlBXiuGfaFtzWvTb2JOVgw6EMvDCkifz+ugPpmPD3AUwc00auRhZ7btisvn1Exn6zEY8MaIBWNSOloHj5iqayvZQ4Thcg7WpHYlj76vIcAz9cjR9vay8Fy/xtSfh7ZypeHNIEV3+5Hs9e1kieTxyf/3sQwVYzbryoljz/myOaSxkijmGfrMWn17bCjkR7sQJExO1MtGPWhkSsOZAhRU6vJnG4vUcd2Q7MX4C8Nmc3GlcNx8iOvn87rNmfLuXPp9e1lgJEyJPRnWvKnxWX5zWdquPqLzfglu610LtJFXmNgD8oQM4scWkFSGgI8Oh9VtnqxH/FRce2vodr4mF/WawAadPC90ayf9/64GDIlQ7ie0IOtGllRngosGyVB/sPeWWrLdXj0BGv3Gg8fw8Q/8+J1lVCXIjVLP6boItVGLP/cosV07i4pxlffe9G9y7F5yl4iNUYM37zPf0Tb0OfnveSlUW/Ve4vQMSqj1uut8i30PMP8XDz97luVIk1oUrcqZUp/ituVFkwjgQCjYCqAGnR1IRe3Sxyzx//Q7RzSkzyyrZ3ZbEC5LqRFtSqYRL/TpaHWNopVlp8/o0LEeE+Odq8qa/93dwFbtlmS9yHVI/lqz0Q+zP57wEiREVkxKn7T2nuVWJFSP6966mHrLL1l2hbJQ7RJmvzNg+Wr/Lg6uG+VXrXXWXBjF/dslXWnAVuDBtswZeTfStGBva1yJUtYpVHTLQJK9d65Oo9IUC27RKtAX0nFvfG6gkmLF3pLhAgJXFTZcM4EtA6gYoWIC/tOoGd2XkIFX+UyA3SvYi2WvBW84QCAfJvajZ+PJaJSL/VDNluD95vkSBXOnSPDUPfKr72OfnHS7uS0DMuFH3ifN/fZc/Fa3uS8WWbmlKAiNUVYvPyTZm5+OZwWsFG7J8eSEWNYCuuOClOiquX2K/jj6QszD6Rhc9b1cCbe5OLHYe43uvNEuR5xfHVoTREWMwYWi0Ct28+ik9b1ZCrSfJXgIjxHsxx4b76cYUu//PxjGI5RFktssXWPyl2pDs9GJoQgSsT2AJL679vesivvAVIxv8NRuxLPyD99oFy1YerXlXZRqpAgNgdiJi5ApYjyfIfL+aUDDh6tUbOQJ8AcbWoA0e3FhLl6QIk/aFh8FTz9d4XQkR8Hf7TUlj3J8oVI/LweuERG64/WvIGzWL1hpAhwf9uRuoL10KswPDfBN1/U/TTW1ilPjpctqnKzzG3dT2YnS7ZAiu/ZZX1wAlEfj4HqS9frzSOiB8Xw9GlScGG7yHz1sFyIoMCRA+/VBrJsTwFiP8eIOK/5+yegNiQGnIvjeNZu/Hv/m+R5UyREuOEfa98oF87qpUUAWPavYu4UN8+YflfOz0OfL/xYZhgRuO4rhjS7JECiltP/IN1x36T520W30O2pZq49o5SURabq4tN0PNbYImcv1hzG65v9w7iw+rKc/24+RkcydxesCG6aN8VZotB/0Z34fcdbxXa6PytJUNxe6eJhQTI9M1Po2XVPmhdrb8839HMHZix9UXc0+W7YscdG1ITSw9Oxa6U5XJDeYfbLvcoES252AKrVCXWd3AlCBDRyqlZQjguqBuF+6dvlfti5B9ipcJ9F9dDst2FXSfsePSShvJHO47b5eqQH24vnbGTAAAgAElEQVRtj90n7Ph66WGkZDvlSgrRRur14c3kJuJCUHx4TUvUivG1ezpdgHRtEIOBrXwvPQ14fxVm3dURoUEWufJi/vZkuTfJ4AmrERliLVilIfYv6d0kDvf0qec7/9UtUCs2VJ4j/+vdSTklChD/SSLafn255JDcF2X8sGaFBMgTM3egb7M4DGjhe1Fpx/EsPPvrLky7tb0UIJ3rx+Cy1r78S8pTfE7sO7L2YAaaVgvH/X3rFTDR94QtJnsKkDPBlFaAiAd3Qgp89b0LR4+fOt+l/cwIsvk24C0LAVK/jk+o5L+RXNyEFHtj3HiNFVNnuHHkWOnWghS3AuT2GyzYvM0LISf8BUjPi3xvKIs3mkXfe9G+pm3L4vP0f4h4ev7+eYuxnr6vgL8AWbTELdtsvf7+mas6xJvbYtWHaA0mDiFuLu3HFSABeQPjoJQJqAqQOjVNuHakBW9+6Cp4wC8ucudYK5aucvvaO5VBC6yhl/qEihAVJR1y0/LLLfJ3PX+1l+qgT2+BJWT1fbdb5So6cW8szb3K/94lzjF9pgvHEs/MRPxswb9uKXfEShOx/9OyVW7Exphk+6xB/c2wWU2yxZcQKKJdodjrKF+ACHEtBLY4+vUS/xvi22slfwWIKjdVRowjAS0SqGgB8tH+FNQLDcLl1c7c+DB/D5DNmblYlu7A4w19b3L7H+/vE5+3yX0/xJGU50Kw2YyvD6fJlRn5KznWZeTg+yMZUqyciwDZaff1NW0SfuofgKK1xzUbDuPtZgn4JTGz2HGI673WtJpssSWOrVkOfH04HcMTorAoxS5beYkjX4BsEONNy8HTjXzfF/uEONxebMkqnoM/E7E65bldJ+R5/fPV4nxjTtonUBECJPSP1fKtayEVUh8fAduh5AIBIvbhQK5TtoYSb31FfP833PGRBQLE2aIOckshQMRqD0/NOOSc1vLq9EpISQLAVc/XU1wc4ne+yriJciWJbfthZQGSfs9guOr6HoZEvzMTORe3hSXdLs+RcYdvBYnY4yT85+VIe/IqJQES9usK2bort1dr+XkhdiQntsDS/i+VRjKsKAEihivaRy0+8B1u7vAxJq69C11qXYk2Cb7VT5+uvgmXN334rAJk2n9PyNUS0zY9KfcJaRbfvRDJHGcGftk+Hg1iLsCFtUeWinJRLbCEpBF7j4xs+YI8l2g/VTW8vtx3xP9ItO/FtP8ex31df5DfFpuev7/8qjNWgPy+4225oXrnWlfKOLFvyD/7JsnWYMWJHyGHlhycguvavIlgazg2Jf6FTYnzKUBKVd0ACK5gAZKclYex3/6HN4c3k3tz3PbdZsy8y7eHlv8xY91xrD2YXrBZ+ur96fj0nwP4ckwb3PbdJrlCYmBL39+yY77eiMcGNjglQPwExbkIkBsmbcRzgxsXrPLwz+tcBMjiXSlybxDRoiv/2HpUiI2d+PH2DoUEiGgP1ig+DCNOrgBZvT8NE5ccxifXtjopQKIL9iMpKc/86wjJ8s2yw9ibnCNbfwXsQQFyZmlLK0DEGYTsqF7Nt+ogMwuyDZR441e8CSykiHiIJzbmnvjd2fcAyc31tbYaLzbPdZ7aA0Rs9C0e+n/9vQvJqZD7XrRrbcLsvzwQbVE2bPLITXPFhsJ33GiV/enPV4DERPv61Ys3n0XPerEJub8AqRILjLzCt8G7EEBi7OFhxed5ugApLu+zCRAhlUSLGfFm9KatXvmmt9g8/tc5bsRGA2Ovtfp699tFfhZZG7bACtjbGAemQEBVgIhVpaK13cFDHixc7NuUXOw31L6NGR9/5bsHDOxrFvtt4q+/z74HSHH3PvH93t18La/EKhDRjkqsiBC/zzdeY8H0X9xyhZf4fRYrzaQAURinf0hRm6CL+7C4P4v9jEpzr/K/d4nxiy4Yv8317ekhVpb8t8Ur77dCaFStAimLt+7w7f0hVrQs+NeDvfu9GHWFr82VkBwi7rqrrNi01SNZihUgInbSNJ+8vf0GK4TsTUk9tQdIcdzWnVw1UkpEDCcBTRKoaAGyMs23uuPFJlVl66q5SVmy3ZPcM2PjEbzbvBqsJhMe3HYcrzSpKiWCkBFi749b68RiSWo2xObjomWW2GTx0W2JeKB+HJKdbvx0PFN+Jshswlt7RWsrK0bX9O0BUtoVIGKvjh+PZuDRRvFSrDg9HsxNsuPnxCx82rK63ES9uHGcLkDEQ9Q7Nh9D/VAbesSGotfJVSr5AkQ0GHhgWyJeaRKP2iE2vL03GY3Cg9E3LqxYDu/sTUafKuHoGBUCsTn7w9sTcX/9ODQOO7d2IJqcnEyqUghUhAAxH09D9Ae/wtWwOjJvGQDbziMFAkSu8qifAEe/drAcTUXUp7ORe0EjZA+9UK4AKa0AEZuuizZboi0VQmwIXrIVsJjkPh/+h5AxoXPWIuuWS2T7Kq/TjZClWxH+13qkPDdafk51BUhO5ybIHtkd5hPpiHntf0h9drTcv0OIn7THRsjVIeHfL5JtvuyjeigJkKCNexG07RDS774M5owc3x4gzWpRgFTKb4k+L1pRAsThsmPOrg9gMduk6BAP+0ULqxqRTbE5cSHm7p6AK5o/gYaxnUpcASJaYImVGgfTRdurV3BTh4+xNelvudF49zrXySL8sfNdVA2vJ1tlleYoSoCIvD9ffTOGNn8c9WM6YGfyMikjrm3zhlwFsv7YH3IFS8uqfTFhxWgMb/ks6ka3laJn6YGpZ+wBIvYrWXbwB1zX9i3ZquuXba/K1SViv5PiBMje1DUQ/zey1QtSrIjP5LqzcUO797gCpDQF1ntsBQkQ0bJqV6Id7y/cj5rRwXj6ssaS3F1TNuOqjgno2zxe7qnx8d8H8EDfevhzS7LcDPyza1uienQI3pq3B0EWM+7rW1+uunjtyqZomhCBBduS8P7CA3h6UEO5OuJ0QXHnlM24pVst+TOxgkJlBcgnf4s9Rrxy1YTIW7Sg6tusCppVjyh2Bcj+FAemrfbt3SFeuvA/hNTIcLjwYN/6UoJkOpz45J+DcDg9eHZwY3zyzwHYxH4lPerIzc/Fxu3vXdVcjldskF4vLkTuOeJbAXJKgBSXp3gZ84c1R/HkpY0QZDVjzuYT+Hd3aoFM0vuULTJ/CpCyESBiBUSfHmaIjcHFW8bizWbx8HD3Xt8jO/FQ69YxVtkqZepPbtmaSjyQFy1dqsX7Von4i4UxoyyoWcOE76a75cPACV+65MNA8eCuf2+LlBy5uV78Od8jNwoWbxsPvsQiRYB4iLhxsweLlpT8ZnVRE0KsABlztUU+3BSHeDC5c7cX8xa55Sbr4vDPU3wt9uIQuYgHivlHcXmeLkCKy/tse4AIXkK+iHZdYtNgMWbxQFG0xhLHxT3M6NjODIcD8nuif//7n3EPkIC8iXFQSgRUBYg4WVQkcMnFFrkHhtjg5+AhL+YudEvxKg6x39DVwyzYuceLI0e9Z6zWSkpBwT2uuHufOE/Prj6xIv63PznVi1mzfQK5fRsTena1SLkgWm4v+MeNbTtLqz98e2j4t8AS1xTiQqzSmD3fjS3bvcXeU0+/V/l/LTZPv6y/BXVr+/5o2bXXgz//Er2EgbatTLhysAVvf+SS90yxB4nIQ7RIFPt+iBU2YkWLGJdgt2O3B8Mus0hhLe5Z4ntiBZto1bV7nxe/z3GjWlUUrAApiZvSRGAQCeiAQEULEIFECIyFKdny7WrRJkps3h1nsxQIkPggK8TeIN8dzZAP98XG3jfXjkGLiGD5me+PpGNesl2KjsFVI+VqEPH96ccysTg1WwrcFuFBuKV2DEIs5nMSICLP3xMzMSfZjtQ8t/xHUKOwIFxfM1quQClpHKcLEBEr9h35KykLX7epKcWPOPIFiBivEDuTDqdBbIjeNjIY99SNk9csjsMOey4+P5iGTJcH4mxChlxdgy2wdPArp/kUK0KACAjRb/yEnAEdkNehYSEBYt1zDBHfLZR/RIhVFHmt6yHiu0XIGtMHQat2llqAiJZYoXPXImTFTogWNu6q0VIaeKILt9ETOYm2VqFLtsCcng2v1QJ33aqwD+kiN273b3mVH5svRE5vgWUf0B4ha3bBlJ2L7H7t5KqNULFnyJ7jEJulWQ+nyH1NMm/qD29UmJIA8USGIOqbBRBCx5UQA3fteJiyHLCP7qX5OcUEtUGgPAXI8kPTpRyQf/+bg9EwtrNsTRVqi8Tao79h+cEfEGqLRsuqF8PhysDG43PlQ/1J6+8ttgVWvgAR55y/5zNk5J7AJY3+D7N3vQuxCsMMM6pHNsVlTR4saFOlSrooASI+K9pMbTw2V+5DYjaZsfTgNLkKQ9w7RHuqy5o+KDdvFxuc/73va7lKo0P1y/H3/q9wS4dPYXemFmyCLv4uWXLwe4iWXWJ/EdHyq1/DOxFkCSlWgARbwvHT1ueR67IjMiheyhLRNqt1tX6IDI7HCfs+DGrygOowGadXAuUsQIQUEG2qxMuXceE2DGhRBdd3qQnryb9PD6U68N6CfUjMzBPvC2BEh+pyQ3SxAmTz0UzkuTxyP5CEqCA8M6gxYsNtmLXhOKauPoroUBv6NYuTcuHPLUmYcHVLKVT8W1RNXn4Y09cew83damPjoQwlAZKd65L7jfx32NeXv3O9aNn+SoyjuBUgoo3WvT9slW2tpt/m2zss/xBtvSYuOYQlu9OQnedGeLAFnepF4ZZuvj1AxD4fL/y+C13qR+OpQY0wecURLNqRIv+9Idp63dOnrtz0/HQBUlye4knGZ4sPYvGuVIiXYAX3h/o1QL0qvrZdAXlQgJxZ1nNZARKQk4ODIgESCBgCpREgATNoDoQESECXBMpbgOgSCpMmAQMTKC8BYhSkVR6bhJTHR8IbW7jNnxAg5iMp57Viw+vxwHRy/6Sw2WtkC6zsYV2NgpbjPE8C5SVAzjMtXX5cPAQVR/4m728tHYIHuv4k5QYPEjhvAuUoQM4nNyFA9iZlY9yABudzGn7WKAQoQChAjDLXOU4SMDIBChAjV59jJwF9EaAA0Ve9mC0JlDcBCpDzI1xeAsS2cR8iflkBscG6WOYW/d4vyBl0AfLa8UHU+VXMOJ+mACm7Wk9ady/a1xiE9tUvw6bjf2HlkRlyvxMeJFAmBChAygQjT1LJBChAKEAqeQry8iRAAhVAgAKkAiDzEiRAAmVCgAKkTDDyJCQQMAQoQM6vlOUlQETvz/DpixG05YB47Ry57erDfuVFZ/Q1P7/s+elAJkABUnbVFfuSzNvzkWxVFWqLwsBG98o9TniQQJkQoAApE4w8SSUToAChAKnkKcjLkwAJVAABCpAKgMxLkAAJlAkBCpAywciTkEDAEKAACZhSciAkUIgABQgnBAnohIBGBYhO6DFNrRCgAKEA0cpcZB4kQALlR4ACpPzY8swkQAJlS4ACpGx58mwkoHcCFCB6ryDzJ4GiCVCAcGaQgE4IUIDopFBMs0QCFCAUIPwVIQESCHwCFCCBX2OOkAQChQAFSKBUkuMggbIhQAFSNhx5FhLQGgEKEK1VhPmQQDEEKEA4NQKBAAUIBUggzGOOgQRIoGQCFCCcISRAAnohQAGil0oxTxKoGAIUIBXDmVchgYomQAFS0cR5PRI4RwIUIOcIjh/TFAEKEAoQTU1IJkMCJFAuBChAygUrT0oCJFAOBChAygEqT0kCOiZAAaLj4jF1EiiBAAUIpwcJ6IQABYhOCsU0SyRAAUIBwl8REiCBwCdAARL4NeYISSBQCFCABEolOQ4SKBsCFCBlw5FnIQGtEaAA0VpFmA8JFEOAAoRTIxAIUICcvwDp090cCFOBYyABEggAAimpwMYtnjNGoiJA4mJMaNvKFAAUOAQSIAE9EDiWCGzbeeb9qjwEiKVmHVhbddQDFuZIAoYl4M1MR97yRWeMvzwESBVrCEbGNjIsaw6cBCqSwDZHKv7OPHLGJctDgETWMKFqM/57piLry2sFFoGUvV6k7fcWHlR5CZD4hkBcg8ACyNFog8CO+WfmQQFyfgKkd3czaiSYsH3Xmf+A10bVmQUJkICRCFzU2YJZs904dKTwHy0qAuS2G6zYvdeN1HQjEeNYSYAEKotA354WTJzsQlpG4QzKQ4BEPPU28hb/BW92VmUNl9clARI4C4GgLr2Ru+gPuDavLRRZHgLk/To9cDQvC9scaawLCZBAORO4N6EtRu+Zh0RXTqErlYcA6TXOin1L3XA5ynlQPD0JBCiBlkMs+OtFVwUIEBMw+GVg488BSpLDqjQCCS2AjCPA6RKEAuT8BUhGJuQDRx4kQAIkUNkEnhpnxYJ/POckQG661oLvprux5/Q3Pip7ULw+CZBAQBJ443kbJv9QQQLksdeR+ezd8Jw4FpAsOSgSCAQC4Y++BtfmdRUiQN6sfRE+StyEmWl7AwEdx0ACmiZwuO0NuGnfwgoRID0esGL+y07kpGoaCZMjAW0SMAEjPrNh/ksVJUBeAiaP0SYLZqVfAu2GA6ExFCAqFVy93ovV6wqv6OjU3gR7NrBoSeHvixUgFCAqVBlDAiRQEQQoQCqCMq9BAiRQFgQoQMqCIs9BAoFDgAIkcGrJkZCAPwEKEM4HEtAJAQoQnRSKaZZIgAJEfYJQgKizYiQJkIC2CFCAaKsezIYESKB4AhQgnB0kQAL+BChAOB9IIDAJVLYAsbtScNTxHxqF98Kx3C2wmoJQNbhJYMLmqEjgfAhQgJwPPX5WKwQoQNQrQQGizoqRJEAC2iJAAaKtejAbEiABChDOARIgATUCFCBqnBhFAnojUNkCRPBan/4/bMuag1hbXQyo+iTMJoveMDJfEih/AhQg5c+YVyh/AhQg6ozPV4C8+aINn01yYdeewpsQq2YwsK8Z1auZ8M00N1o0NeHYca/clNj/+6rnqoi4/r3NqFvbhK++5z4oFcGb1yCBkgiUpQAR959x91jhKdz5T17+9ged51yI60dZ0LmDGZOmuNDzIgtWrvVg+WoPunUxY+nKIi4GIDQUuHKwBR3amhEZAWRkAOv+82DGr27k5p1zKvwgCZBAJRKozBUg16aGIP+vFg9MMMP3N1t9iwevRxV9U7kxLQRvRzqQ7jXj3SwbJsTkKtPb6DTjc3vRnxmTGoJ3oxyIL+FZjNsLLM2zoGcw/9ZShs5A3RGoTAHS9+mZMHl89wHx/71mk/zvzBrRWHlv3yJZtvt2GY63roVjHeuiz/O/YtkD/VB942GEJWZg68gLyp1/1S1H0GD+NoSkZst8M2rHYsfQdsiJCy/Vtf3HUaoPMpgEFAloQYAopsowEjA2gUoUIJuO52HcvDTJ3+sFvPDCbPL9b/GVzUNxZ6fIImsz7IcT+OLyOPx7IBd7U10Y1y0KTy9IQ5/6wejfMLRc6/n1uiyk5HjkNcWRnefBQ3PT0K9hCK5qGXZO156xNbtgHOd0gnP80I5kJ17+Jx3fXhlfqjMcSHdh4tosbDieB6cHqB5hweAmIRjeonR/i5TqomcLpgA5G6FTP69sARJkA8xmwJEL/N+tVvwxz7cpsf/31UdT/pEiL4sFyHGU/7V4BRIggZIJlLUAGXO1FU++dO6yo6hs3x9vw6vvOHH8hE9sOJ2AywW887INDz195rXE/fCJB6xyH6b/zXLj+Akv4uOAUcOs8vTvf3baJm2cJCRAArogUJkCJB/QUTcwLiMEU2LP/kdMvgCJNQN2LxBlVsdckgBJ9wCRplP/yCvqrHtdJkzJseGpSBpfdeqM1BuByhQg+axCkzJx0XvzseDlYWfFV5QAcYYFweT2wB0adNbPn09AcGo2ur7/F9bd3B0ZdavA7HSj0ZzNiNmfjFX3XFyqU1OAlAoXg8+BQGULkHXp07Etcw5yPVmwmIJQP6wrLoq9DVZzEGYnPo9GYb3QNKJo0Xm24f6XMRPJefvQJ/4BfHVgOEbV/AwR1qpn+5j8eVLeHsxLfAWja09Uij9bUFmf72zX488DkEAlChB/mn/szMa/B/Iwvl/MWSEXJUCycj0IspgQZPUJlPI6/AWI2+PF0wvTUTfKgrs6Fy1rVPKoLAEi8s/K8yA6RH113PEsN+78PQWDGodgSNMwxIWasD3ZhbeWZmBwk1Bc3bqSJAgFiMpU88WUpQBp2cyE0SOsEOJy0WI3BvW34NV3nQgLNeHm6yzYuNmLBvVMiIs1YepPLmze5i1Y6SEe8g27zCJXf/w404Wq8aaClSFiNUjvbhbABGRkevHlZBeSkguP0WoFxo62oHFDM5KTvdix24sqcZArNT583Ybf57oxsK8Fj73gxAfjbXj0eafc0F0cn77t+1rkddO1Fmzf6UXNGiaEhQJTf3Jj58nVLZcNMKN7FwvEtTZs9sifCVvLgwRIoHIIVKQAEau/6tQySQEaG2NCSDDw8UQXklMh//u6qyxoWN8Mixn4fZ4b/y7z4J5brGjfxiTlx/SZLvTp7lsBckE7s/z+0WNevPupC6m+lz/k0aGtCdeNtOLxF51SlOQfQr6GhIh7IFC3lgljr7Xg8FEvoqNMeOdjF9q2MmH45RYEB5uQlOyVK/Oy7L5PF3fvuudWKw4c9KB+XTNiooGUVODjr1y8r1XOdOZVA5yAVgXIjBwLFuVa4IQJF9jcuDncBeE6iloB4vF6MTHbhvVOCzwmE1pZ3Lgr3AnLaf/eUl0BsibPjCkOGxweIMHixf3hebBBSJpgZHmBJlYvrgl14SO7De9H+1ag7HCZ5devRubitrQQfBLjQPRJOfOV3YpgEzA61KmUZ4BPOQ5P4wQ0KUA8HjSbtQFVth+H2QukNIzH1hEd4bWYcbYVIOLnGTVjEHU4FcEZDjiiQ/Hf9V3lag2xYmTXpa0Qv+0YQpPtONqhDvb1bQ6x7La46/mXL27ncTT7ZQOWPXxJwbfNeS4EZ+Yip0p4iecJSbGjzbRVsGU6kFk7FpZcJ461rytXskTvT0azmethzXXBYzVj+xXtkNqoGuou3oXII2kwuTwIT8pEbmQIDl/YADVX7UN4Yib29G+BYx3qanyGMb3KIlCZAmRn1iKsz5iOQdVeRIQ1HtmuNPyVNB4JwS1wYexY5Lp9UkTIkHM5/AVIjjsNweYomE1qb0iUtbAo6/OdCw9+RucENCpAUnPceGNpJg5nuCAWa45oEYYrW/hWWJxtBYj4+S3tI7DicC6OZLrRv2EIrm0TDiEadqe64HJ7kZTjQY7Ti+d6RyMhwoKSrudfYX8B8tbSdOS5gSd6RMF0cuVKSee5bEoivhtWBXFhPuGQ//Wi/bnYcsIJe54He9LcqBFhwVM9o1A1vOS8xDhvaBuGVYfzcDDDLVfMrDycK/9bPMwY3z8WIVYTtpzIwwcrMpHt9MJmMeHeLpFoXz0I/itAVMf/0cpMyU5w8z/SHB4EW4BQmxm7UpxSiNSPscrVMje1j8AbSzPw9RVV5Ee2nnAWfP3UgjTUi7ZgT6oLmXleNIix4IELo2C1mHD5lERc1yYcGxOdSM52Y1Dj0II5cMZvHQWI+o2orATI7r1evPWiDV9PcWHTVi+GDbZgUH8zHn/eidAwE154zIp3P3Fhy3YvLmhnwiUXWzD+PVehVlcvPm7FpKm+FSD5LbB++tWNV572CYrcXMi2McFBwMLFhVvH9O1pRpeOZrzxoQvRkcCTD9mwaatHttZ671UblqzwyLephbDIFx6nCxDxIPG5R61471PfGFq3MGH0cCueesWJDm1MGD7EKoWOwwHcfbMV23d58NffRbewUa8AI0mABM6VQEUKEHGPGTrIgmfH++TptSMt8l4w4zc3rhluQUQ4MPE7txSnzzxiw0dfunDwsBcfvmaTnxFy977brVKAiHuTuF/eOe7MFSBCBEdGApN/KL71ixC0Tz3ku1+uWuuR8uKFx21480MXDh3x4pKLzWjS0IyPJrpKvHfddbMV4WGQAkW0/nrhcSt++Nkt79M8SIAEypaAFgXIyjwzpubY8HJkLkLNwFuZNrSyeTA4xF2kAFmRZ8EPOVa8HpUrm2g9nhGM4SFO9Agu/LeQigAR/1Z6OCMEz0fkop7Vi1k5FmxzmfFopBPL8sxYkGuVK0DyhcfpAkR8/UqmDd2CPLj4ZKusu9KC8UhEHk54zEp5lm2FeTYSKB0BLQqQapsOo+G8Lb42WF6gy4QF2HtxcxxvX+esAqTN5OWw5eRh3S09pPTo+t587BjcGilNq6PXC7/i0EUNseeSVgjKykWP8bPx93OXo8qO48Vez5+m1eFE13fmIb1uHI50ro+0elXgDhG61HeUlHebKSuQExOGXZe1QcTRdHT5aCG2DO8oBUjX9/7Cvt5NpcyovvYAGizYJiVL7SW70GDhdiwbNwCuYCt6vD4HyU2qyVZfMXuT0GLGOvkzHiRQFIHKFCArU7+Bw5OBXlXuLUhNiArxJmmoJbrQCpBjjq1YnPIRnJ4cmE1W9Ii7G7VC2+F47jYsTHoH19T6XJ7D/+uiVoDY3cnFxvvzkcLixKuoF3oh9mYvhtlkQ6+4e+U1PV4PlqR8goM5a+CFBzVD2qB3lQfk3iVfH7wKXWLG4kDOKmQ4j6JJ+MXoGHNNoRUlbq8Lvx9/CnVDO6F99FXYmvknNmT8BI/XhQhrNVxcZRwibdWQ4TyGhUlvI8eTBo/XjRaRA9Eh+mpOZKMS0KgA+WhVJnJdXjx0URSOZrpxy6/JmDysCqqEWc4qQIb/cAJDm4VibPsIiAfzo39Kws9XV8Wfu3IweaMdXw6JQ2yoBR+uyECYzYRbOkaipOv5T418AVItwoKNx/Mwvm+MfFiff5R0npIEyNfrszBhUBzqxVjx5tIM+WKVGHtJ5xPjHNUqDNe0DscfO3MwYWUmvhgSh1pRVjwyL1WuyOhTPwS3/5qCq1uFyTZdf+3Jwff/ZUsZ4S9AVMf/4JxUDGkagr4Nim81tjfVifv+TMNDXSNxcYOQQsJDcPIXIM8tSkeaw413LokV7/rjgTmpGNY8VJaYfuwAACAASURBVJ5fCJ7BjUNw2wWRSMtx44aZyfjqiiqIPymQCv3KUoCo38HKSoDY7V48/oAN9z/he6AnHqqJ1i+PPOsTIE/cb8W9j/t+VrumCffebsVjzzvPKkCm/OTG2y/ZIETI6nUe2RamqOOOsRYICZMvJEaPsMg2WvkC5IPPXdizz/dQryQB8si9Vtx3Mk/Riuazd2x48CknxPnE29Z/zPP9I79NS5Nc4fLGB2xHoz7bGEkCZUugrAXIQ3db4T7NOyxf48GkKW4IAdKimVmKDXH47wck7lFi5YS4B4njqissyMsDfpntLrUAufEaC9IzgJl/+BIRIvbm63ztr8Tx1gSXXA339Dgr7nnEKaVur25mdGpvliJDHEISf/CaDXc/7MTN1xd/7xICZOfuUyJXrFhZv8kjhTEPEiCBsiWgRQHyfpYNdSweDA/13W/WOM34JceKF6PyihQgIibPCwSd/LfOZ3YbqppPfT6fmIoAWeeyYHmeBc+cbHOV4wVuSg3Bd7E5WOW0KAmQ+bkWiFUkQprscZnwTlZQwV4lKnmWbYV5NhIoHQEtChAxAtFeymPzvaHZYsZaKQ/Eao2zrQARAiS9QTwO9GgsP9v222VIalkTRzrVkwJk3W09kVnT196j9/OzsPK+fnL/juKudzrNoIwc1F26W64iCUvMRGrjanJVSf45iztPz5d/x/qbuiOzlu/anT9ehINdG0oBYnK5ffufmM0IzshB99f+xIJXr5QCJHZPEv4b01V+ptOnf+Ngt0Y43rY2gtNzcNE787DohaGlKzijDUOgMgWIkBp/JD6FlpGXo0FYN1QNalJoA3T/Flg/Hrkb7aOuQpOIi7EjawHWpk+T0qM8BciMI/ehd/z9aBYxANuz/sK69B9wTa0vsDd7CValTcaIGh/C6/VixrH70DFqNBpH9MakA1ejVeTl6Bw7BkLmfHfoBoytMx3priMFLbX+TZ4AD9zoXeV+ueplypEbMarGZ4iyVceipPckAyGFFid/jDBrLDpGj0au246/k99D7/gHEGyupNY1hvmt0OhANSpAxIpr0aLJJlpLABg7MxmPdItEq2pBSgLkzQGxaBTne34wbFoiPr28CpYfysW6Y0680Me3emHGVjt2pbjxaPcolHQ9/8oJATJvj0N2/IkIMuGDS2MRbD21Aqyk85QkQFYdzpUrNsSx9mgePl6ViS+HVikxLyFA3r4kBg1ibVh3NA8TVmVi4lDfKot3lmWgXrQVI1qGwen2wGIywWw2yZUU181Ixp/XVyskQFTHf+PMZDxwYSQ61PCtoJu0Pgu/78yR/x1uM2HSsHgIAfJ/s1Px6zVV5TX9hYeIO12AtEuwYfjJ1T3ifBm5Htx3YZSs89t+dXzwzxQMax6G3vVDzvxlogBRv8GUlQARD+Fuub5w//xP3rLJfvpCgDx4l1XKEHGIt5fzv/bf7LyoFSBCYNSr45MNrZqZsO+gF5Onu5B4ovAYxYNLsaGw2FxYHJf2MyOhqm9zdbECRKzcyP9MSQJE7EMi2mTlHx+9acOLbzhxzXCrbN8lVqGIQ8gR0Y7rpbcoQNRnGyNJoGwJlLUAKWkPECFAGtY34cvJvgeF/l9//JZNylnPSXki2uStWufBtBmlFyBilUlcLKR0EYfVAoSd3FPs8ftt+ORrF9we4KG7rHj45D1V3O+GXGpBVtYpvmK/kWdedWLs6OLvXUKAiNUool2XOE7/umyrxbORgLEJaFGAvJoZhJ0uE0JOCg2hcKNMXrwRXbQAyfIA3+bYsN9tgng8mug2YVCIGyNCC/8tpCJAFudZ8JPDhgjTqRVn2V7g3ahcbHerrQDJ9AD/lxGCL6IdmJFjhbiTXRvmgmqexp6RHH1lE9CiALFm56HpH//JlRJCDIgNxw91a4S9igIkuVkCjnRpINEKIZL/tRAgq+7pg5x4X5/w/K+dYcHFXq+k+tiyHKi7dA9qLduNxU8MgtnlKfY8fZ/8GUsfvgSOk5ult/96CY61qyMFSLX/DqHukt2y1ZXJ60Xk0XTMPylAog6nYcuoTjKNCz7/B/t7NkFSixoQIqb7W/Ow8EUKkMr+HdLq9StTgAgmJ3J3YXPmbzjsWCf3AWkY1gNdY29BiCWq0AoQl8cpxYBoYWV3JWPK4bG4rd6v5SpAZh17GGPr/E9eU1x/4oErcEOdqXJ1isuTV9Ca65/kDxBhqSZXeggBcnn18YgPaihL/vWBqzCi5ofI82RLAdI2ajj25izBZdVeKpA9Tk8ubOZgGb/Tvgjbs+bh8oRXsDZ9Kg7lrEPX2FsRH9RYuX2XVuca8zpPAhoVILtTnPh6vV22UBIORLRIer1/DForCpAPB8XKlRDiEKJAfL3qSJ58+P5ET58Ambktu+Drkq7nT1gIELHy4/X+sXhtSbqUH491922ILo6SzlOSANmV4pIiRhxiZcazC9MxbWR8iecT4/r4slhUj7Riw7E8fLYmCx8PjpPneG95hhy/2Jj9n/0O/LwtB063V7YTE23A5pwmQFTHP25uKi5tFIIBjXwrQMQm8A6XF+m5Xjw4NxUzr64qBcgT8335i+NsAqRb7SAMbOw7349bsrEz2Ykne0ZLAfLpyfGJn4mN7i+qHYzBTYtYfUIBon4jKCsBkp0DPHqvFQ886ZMH4uGbaP2SvwLkfARI/mjEg8ArLrPIFSSnbwQsHtxt2+nBwn99D/JESxrxFnSBAHnHicQk35k+ftOGJ15yyresxYNKIWrGPeOUvfQfv9+Kex71jUH8TMgSMaYRQ3xvUbPllfrcYiQJlDcBrQiQV5+x4ZOvfC2vTj9K2wKrWRMT7rrJJ2LzhWv+OV95yoZPJ/kEiP89tWsnMy5of2p1in8OYkVJcfcuCpDynqE8PwmcIqBFAfKJ3Ya6Fi8Gh5z5MkdRe4CI/T9yPV7cEe6Sy9M/ttuQYPaekwDZ4jJjudOKRyPO3OjcvwXWLpcJH9iD8MHJPUDW55nwdU5QwZ4gL2bYMDjULTdNvzcsD/Wtvn1KVPLk/CSByiSgRQHS7Jf1MOe5sW14B7nvR8v/rZGrNMpLgAj5UNz1/GsTdTBFfplRx/dwQx5eLy5+5hesuK8v6izbU+x5er38O9be3B1ZJ1efdPlwAQ50b4yUpgno/tpsrLyvL+zVohCSlo3ub8yhAKnMX4oAuXZlCxB/jKl5B7AibRLcXicGJ7xUSIDstv+LTZmz5M9E26nkvD24vd5v5SpA5iS+iOtqTypIUWykLlZ9iL1Elqd+iWTnXphhQabrOFpHDZErNYQAGVbjHcTYasnP5X/t8uZCCBUTzLKtVt+qj5y8NXil6NifvQLiVfU8j11u1H55wqsQrbI2ZszALvtC5LjT0TbqStkyi4dBCWhUgNz2azJGtggreDA+5uckKRrKS4CUdD3/meG/B4jYs+PuP1IxvHkormjue1uzpPOIPS2+OdnGK8/lxeCpifhhRDzEHiBi1cfLfX2rNFcfzsXna+34fEhciedTESADGobguhlJ+GRwHOpGW5Fod2PMz8lnCBDV8X+zPgtbk5x47eRqlXw2YmXJLb+m+AmQNEwbWVX+eHuSE+MXZ2DSMN/qFDG+j1ZnyTZcogVW62o2KWrEMXFdlpQq955cAfJG/xg0reJr93nf7FSMbBmKXvW4AuS87lZlJUD27ffinVd8fe+37/LKXvmDLzm1B4iKAHn2UStm/OqW+2/krwwRbyZf2t+Cz79xyQ2BxR4gotWLaGnlf4g3oFs197WAiY4CnnjAhi3bT+0B8qqfABEPK7+Z6svzwgvMuHWMpUCAPP2wFV9845Kbw1/U2Sz3MXl2vAvtWpsw9FJfy6vcPF/LGfG292K2ijmv+ccPk8D5ENCKALl6mAVBQcDk6W75lsbIoRasWOvBvgNF7wGyYZNHtgj8v8ecslXW6cf9d1gRHAxM/cmNI8e8iI0GBlxsQecOZjz/uhMREYVX1UVFAs8/ZsPr7zvlhuv165rQrbMZooVgSfcuCpDzmX38LAmUjoAWBciqPDP+57Di+cg8hJqAebkWubKjb3DRe4CIPUKaWj0YGurGQbcJYgVJjyA3rgsr/QoQ68k9QF6MzEVNixdCdPydZ8UtYU6IvGY6xN4kDiR7THhQrPKIcciVKp/brdjsshQIkLkOC9Y7zTjkNuGDGN8NVTXP0lWQ0SRQtgS0KEBkG6t6cTjQqynCj2dArJY43q4Odg1qrdQCq7QrQBrP3lzs9fxp11y9H/Xnb5UtqUTLK9G6qtaKvWjw9w4sfuxStJ6yssS87fERcg+QqAPJ6PTZv9gyoiMya0Tjgi/+xeInB8FjNqHx3C2ot2iHXNkhNjvnCpCyne9GOltlCpA99iVICG6OcKvvYZs4REsrIR5uqDOlQIDUCe2I7w+NxYiaHyDWVheZrkRMPXyzFCCJuTuwIOlN2ZpKHAez12BJ6meyPVZRe4Bku1OLjfevu9gDZNaxR3BTnf/JTZPlCpCDV+DGOj9gddp3cHkc6FXlPrmKY1HSu7J91dkEyG/HnpCrQcT+H2KfkIbh3bHHvhhr0qdgaPU3ZWurHVnzscM+XwoQ/0PIod8Sn8TAqs+iWnBTI01RjjWfgEYFiHi4/1q/GDSNt2HB3hy8vyILT/eMQudawUotsEq7AqSk6/lPFn8BIr6/O8WFh+amYny/aLSsGiRXmxSX9w0/J2HcRVFoVz0I8/c48PqSDEwbUUUKkG822PHZYN9qjreXZiDIAikBSjqfigDpVMOGh+elYdqIePni1tcb7Ji2yY7fRlfF/nQ3Xv4nHd9eGV/idfzHL6TPzbNS0L1OEEa1DJP7cexJc+HLtVlweYB3BsaeXAFySoCcsLvlZ368Kl5uyi5Wp2w47iwQICk5brw1wCd/7vkjFWPahss2V2IFyIAGIbinSySOZLhw228pch+Y/E3kC/0ScwWI+j2trATIrj1edO5oxsghFuQ4vHIlhngI+Mx4J8IUW2ANGWiWskNIELH6ono1E779wY1Rwyzo2M4sN+lNz/BKeXH0eOExhgQDd4y1okZ1E44d9+LAIS8iI4peASI2SxeCJjnFi607PBjQx4IX33QiKtL35vW6/zxo39osN/icNMWFXSf7+l82wIzuF1pkz7vEE1654btYRcKDBEigcgiUtQAZd49V3mdOP4T4rFvbVGwLLCErrhtpQZNGvh6Ym7Z4MHWGW56rqBUgolWfaNsnRMW7n7iwd3/hlSNCpojN0IXsjYoCMjKADZs9+G2OW95z/NsI5ucq9iUSK9WCbCZ5DxbXF/dlcRR376IAqZx5y6sak4AWBYioxIwcCxblWeWy8BoWD+4KdyHO7C1yD5BtThMm2IMQbAIaWj3oZPPgI7sN/xeehy5Bp26eogXWS1nB8P0lder4LsaBm9NC8G6UA/EW354jYuWG2K8jzOTF2DAXWlg9SPUAT2aGwOX14ouYXEzKtuE/lxnxJi9a29yY57AUyI50D3B7egiuDHHhmpOtuFTzNOZM5Ki1QkCLAiR6XzJaTV8t9wDJqB0jWz61/HENNo/qhJpr9uN461qydVSf53/Fsgf6ofrGwwhLzJCbg/u3vBKMVVpgBWXlFXu9E61qFiqV2Jejzoq9sgWVx2pBZu1YuQdIVvVolJS3vVokWk9bheBMB9LqxMl/x51oUQNHL6gnrx2z5wTyIkKwe2ArNPxrK8xuD450qEMBopVfFB3mUZkCRGzw7fBkys3FhQRxuDOxLPVziJZQl1R7skCAVLE1xG+Jj+P62pMhmlquSvsW69On4+a6PyPXk4HpR+7AmNpTYDOH4J/kD3HE8V+xAkSUqLh4//IJATLj6L3oF/84GoX3xPas+diQ8SNG1fwUcxNfkeKmXfQIpOTtx+zE59A4vDcujL2pxBUgogXW6NoTcdSxWW6wPrLGR9id/Q8O5azFoITnkevOwryk8XB6snFljXfx14nX0DSiv9wsXTCZcfQ+9I1/GFWDm+hwpjHl8yagUQEya3s2pm7KRnSwGf0aBMt9If7cnYsJg2Jxx+8p+OLyOPx7IBd7U10Y1y1KtkfqUz8Y/RuGFrS8Kk0LrJKulxDh2xNMHKcLEPE9sQH5txuy5D4jot1UcXlvPpGHyRuzkRBuRvvqQZixNVuuzJi/14F9aW5k5nmwL82FauEWPNUjSj7oLymvu35PUWqB9cYSIRzyEBtixs0dIvDtBjucHi/uvzCyQICojl+M91iWWwoPsWpFtL+qEWlBvwYhcsVOkNV0hgARn/lkdSbWHXWiargZHarb8NuOHLlfiFgBUivSjE2JLpzIdqNTjSA8eFEkzCaTFCCjW4VhwT4HMnO9ciP3/JU2Z8x7ChD1W8H5CpDiriT+uBQbiBf3hrN6huqR4ppiLxJxCMEhWmD9+MtpOxqXcLo6tUyyB77Yt4QHCZCA9gmUpQDR/miZIQmQgJ4JaEGA6JkfcyeBQCOgBQESaEw5HhLQAoHKFCBOjwMrUydhX84yuUdGkDkctUM64sLYsWfsASJkiRAboZYYdIm5EWvSv5ftsIbXeB9LUz7HYcd62TqqZnA7bM2aLVeEFLUCRMQUF+9fD7GyRGw6LvLZn7NS/khsWl4jpBWOObZA5GM1ByE+qAnqh12IhUnv4OL4cfg76f1iW2DlCxBxLpFDlusEesTdgzknXkCuaH1liUenmDGYe+IlNI3ohwZhPbA4eYKURKJ1lvhep5jrtDBtmENlENCIAKmMoRv9mmKvkfwVIJXFQgiQnnWDpLg6/RACRIiuquGnBFSxeVKAqJewLAXIMw9b8fdSD/5Z6pHto0Qbq+dfr5hNwkWbl1HDrHjhdad8s+eJB62YNduNtRvP7MlfHB0KEPV5w0gS0AIBChAtVIE5kAAJqBCgAFGhxBgSMA4BChDj1JojNRaByhQgWiAtRESDsO5SbPAgAU0ToADRdHnKM7nVR/Lw+ZosuddIZR0UIJVAviwFSOMGJlw/yoLQUBOysryyfdX+g+oC4nyGL6TH9VdZ0LaVr1XW2g0e/DBTffWHuDYFyPlUgJ8lgYonQAFS8cx5RRIggXMjQAFybtz4KRIIVAIUIIFaWY7L6ASMLkCmH7lTtrXiQQKaJ0ABovkSlUeC647m4cV/0nFdmzCMbBleHpdQOicFiBKmsg0qSwFStpnxbCRAAiRQMgEKEM4QEiABvRCgANFLpZgnCVQMAQqQiuHMq5BARRMwugCZffx5eOHGwGrPwWKyVjR+Xo8E1AlQgKizYqR2CbAFlnptKEDUWTGSBEhAWwQoQLRVD2ZDAiRQPAEKEM4OEiABfwIUIJwPJBCYBIwuQAKzqhxVQBKgAAnIshpuUBQg6iWnAFFnxUgSIAFtEaAA0VY9mA0JkAAFCOcACZCAGgEKEDVOjCIBvRGgANFbxZivYQlQgBi29AE1cAoQ9XJSgKizYiQJkIC2CFCAaKsezIYESIAChHOABEhAjQAFiBonRpGA3ghQgOitYszXsAQoQAxb+oAaOAWIejkpQNRZMZIESEBbBChAtFUPZkMCJEABwjlAAiSgRoACRI0To0hAbwQoQPRWMeZrWAIUIIYtfUANnAJEvZwUIOqsGEkCJKAtAhQg2qoHsyEBEqAA4RwgARJQI0ABosaJUSSgNwIUIHqrGPM1LAEKEMOWPqAGTgGiXk4KEHVWjCQBEtAWAQoQbdWD2ZAACVCAcA6QAAmoEaAAUePEKBLQGwEKEL1VjPkalgAFiGFLH1ADpwBRLycFiDorRpIACWiLAAWIturBbEiABChAOAdIgATUCFCAqHFiFAnojQAFiN4qxnwNS4ACxLClD6iBU4Col5MCRJ0VI0mABLRFgAJEW/VgNiRAAhQgnAMkQAJqBChA1DgxigT0RoACRG8VY76GJUABYtjSB9TAKUDUy0kBos6KkSRAAtoiQAGirXowGxIgAQoQzgESIAE1AhQgapwYRQJ6I0ABoreKMV/DEqAAMWzpA2rgFCDq5aQAUWfFSBIgAW0RoADRVj2YDQmQAAUI5wAJkIAaAQoQNU6MIgG9EaAA0VvFmK9hCVCAGLb0ATVwChD1clKAqLNiJAmQgLYIUIBoqx7MhgRIgAKEc4AESECNAAWIGidGkYDeCFCA6K1izNewBChADFv6gBo4BYh6OSlA1FkxkgRIQFsEKEC0VQ9mQwIkQAHCOUACJKBGgAJEjROjSEBvBChA9FYx5mtYAhQghi19QA2cAkS9nBQg6qwYSQIkoC0CFCDaqgezIQESoADhHCABElAjQAGixolRJKA3AhQgeqsY8zUsAQoQw5Y+oAZOAaJeTgoQdVaMJAES0BYBChBt1YPZkAAJUIBwDpAACagRoABR48QoEtAbAQoQvVWM+RqWAAWIYUsfUAOnAFEvJwWIOitGkgAJaIsABYi26sFsSIAEKEA4B0iABNQIUICocWIUCeiNAAWI3irGfA1LgALEsKUPqIFTgKiXkwJEnRUjSYAEtEWAAkRb9WA2JEACFCCcAyRAAmoEKEDUODGKBPRGgAJEbxVjvoYlQAFi2NIH1MApQNTLSQGizoqRJEAC2iJAAaKtejAbEiABChDOARIgATUCFCBqnBhFAnojQAGit4oxX8MSoAAxbOkDauAUIOrlpABRZ8VIEiABbRGgANFWPZgNCZAABQjnAAmQgBoBChA1TowiAb0RoADRW8WYr2EJUIAYtvQBNXAKEPVyUoCos2IkCZCAtghQgGirHsyGBEiAAoRzgARIQI0ABYgaJ0aRgN4IUIDorWLM17AEKEAMW/qAGjgFiHo5KUDUWTGSBEhAWwQoQLRVD2ZDAiRAAcI5QAIkoEaAAkSNE6NIQG8EKED0VjHma1gCFCCGLX1ADZwCRL2cFCDqrBhJAiSgLQIUINqqB7MhARKgAOEcIAESUCNAAaLGiVEkoDcCFCB6qxjzNSwBChDDlj6gBk4Bol5OChB1VowkARLQFgEKEG3Vg9mQAAlQgHAOkAAJqBGgAFHjxCgS0BsBChC9VYz5GpYABYhhSx9QA6cAUS8nBYg6K0aSAAloiwAFiLbqwWxIgAQoQDgHSIAE1AhQgKhxYhQJ6I0ABYjeKsZ8DUuAAsSwpQ+ogVOAqJeTAkSdFSNJgAS0RYACRFv1YDYkQAIUIJwDJEACagQoQNQ4MYoE9EaAAkRvFWO+hiVAAWLY0gfUwClA1MtJAaLOipEkQALaIkABoq16MBsSIAEKEM4BEiABNQIUIGqcGEUCeiNAAaK3ijFfwxKgADFs6QNq4BQg6uWkAFFnxUgSIAFtEaAA0VY9mA0JkAAFCOcACZCAGgEKEDVOjCIBvRGgANFbxZivYQlQgBi29AE1cAoQ9XJSgKizYiQJkIC2CFCAaKsezIYESIAChHOABEhAjQAFiBonRpGA3ghQgOitYszXsAQoQAxb+oAaOAWIejkpQNRZMZIESEBbBChAtFUPZkMCJEABwjlAAiSgRoACRI0To0hAbwQoQPRWMeZrWAIUIIYtfUANnAJEvZwUIOqsGEkCJKAtAhQg2qoHsyEBEqAA4RwgARJQI0ABosaJUSSgNwIUIHqrGPM1LAEKEMOWPqAGTgGiXk4KEHVWjCQBEtAWAQoQbdWD2ZAACVCAcA6QAAmoEaAAUePEKBLQGwEKEL1VjPkalgAFiGFLH1ADpwBRLycFiDorRpIACWiLAAWIturBbEiABChAOAdIgATUCFCAqHFiFAnojQAFiN4qxnwNS4ACxLClD6iBU4Col5MCRJ0VI0mABLRFgAJEW/VgNiRAAhQgnAMkQAJqBChA1DgxigT0RoACRG8VY76GJUABYtjSB9TAKUDUy0kBos6KkSRAAtoiQAGirXowGxIgAQoQzgESIAE1AhQgapwYRQJ6I0ABoreKMV/DEqAAMWzpA2rgFCDq5aQAUWfFSBIgAW0RoADRVj2YDQmQAAUI5wAJkIAaAQoQNU6MIgG9EaAA0VvFmK9hCVCAGLb0ATVwChD1clKAqLNiJAmQgLYIUIBoqx7MhgRIgAKEc4AESECNAAWIGidGkYDeCFCA6K1izNewBChADFv6gBo4BYh6OSlA1FkxkgRIQFsEKEC0VQ9mQwIkQAHCOUACJKBGgAJEjROjSEBvBChA9FYx5mtYAhQghi19QA2cAkS9nBQg6qwYSQIkoC0CFCDaqgezIQESoADhHCABElAjQAGixolRJKA3AhQgeqsY8zUsAQoQw5Y+oAZOAaJeTgoQdVaMJAES0BYBChBt1YPZkAAJUIBwDpAACagRoABR48QoEtAbAQoQvVWM+RqWAAWIYUsfUAOnAFEvJwWIOitGkgAJaIsABYi26sFsSIAEKEA4B0iABNQIUICocWIUCeiNAAWI3irGfA1LgALEsKUPqIFTgKiXkwJEnRUjSYAEtEWAAkRb9WA2JEACFCCcAyRAAmoEKEDUODGKBPRGgAJEbxVjvoYlQAFi2NIH1MApQNTLSQGizoqRJEAC2iJAAaKtejAbEiABChDOARIgATUCFCBqnBhFAnojQAGit4oxX8MSoAAxbOkDauAUIOrlpABRZ8VIEiABbRGgANFWPZgNCZAABQjnAAmQgBoBChA1TowiAb0RoADRW8WYr2EJUIAYtvQBNXAKEPVyUoCos2IkCZCAtghQgGirHsyGBEiAAoRzgARIQI0ABYgaJ0aRgN4IUIDorWLM17AEKEAMW/qAGjgFiHo5KUDUWTGSBEhAWwQoQLRVD2ZDAiRAAcI5QAIkoEaAAkSNE6NIQG8EKED0VjHma1gCFCCGLX1ADZwCRL2cFCDqrBhJAiSgLQIUINqqB7MhARKgAOEcIAESUCNAAaLGiVEkoDcCFCB6qxjzNSwBChDDlj6gBk4Bol5OChB1VowkARLQFgEKEG3Vg9mQAAlQgHAOkAAJqBGgAFHjxCgS0BsBChC9VYz5GpYABYhhSx9QA6cAUS8nBYg6K0aSghUzKgAAIABJREFUAAloiwAFiLbqwWxIgAQoQDgHSIAE1AhQgKhxYhQJ6I0ABYjeKsZ8DUuAAsSwpQ+ogVOAqJeTAkSdFSNJgAS0RYACRFv1YDYkQAIUIJwDJEACagQoQNQ4MYoE9EaAAkRvFWO+hiVAAWLY0gfUwClA1MtJAaLOipEkQALaIkABoq16MBsSIAEKEM4BEiABNQIUIGqcGEUCeiNAAaK3ijFfwxKgADFs6QNq4BQg6uWkAFFnxUgSIAFtEaAA0VY9mA0JkAAFCOcACZCAGgEKEDVOjCIBvRGgANFbxZivYQlQgBi29AE1cAoQ9XJSgKizYiQJkIC2CFCAaKsezIYESIAChHOABEhAjQAFiBonRpGA3ghQgOitYszXsAQoQAxb+oAaOAWIejkpQNRZMZIESEBbBChAtFUPZkMCJEABwjlAAiSgRoACRI0To0hAbwQoQPRWMeZrWAIUIIYtfUANnAJEvZwUIOqsGEkCJKAtAhQg2qoHsyEBEqAA4RwgARJQI0ABosaJUSSgNwIUIHqrGPM1LAEKEMOWPqAGTgGiXk4KEHVWjCQBEtAWAQoQbdWD2ZAACVCAcA6QAAmoEaAAUePEKBLQGwEKEL1VjPkalgAFiGFLH1ADpwBRLycFiDorRpIACWiLAAWIturBbEiABChAOAdIgATUCFCAqHFiFAnojQAFiN4qxnwNS4ACxLClD6iBU4Col5MCRJ0VI0mABLRFgAJEW/VgNiRAAhQgnAMkQAJqBChA1DgxigT0RoACRG8VY76GJUABYtjSB9TAKUDUy0kBos6KkSRAAtoiQAGirXowGxIgAQoQzgESIAE1AhQgapwYRQJ6I0ABoreKMV/DEqAAMWzpA2rgFCDq5aQAUWfFSBIgAW0RoADRVj2YDQmQAAUI5wAJkIAaAQoQNU6MIgG9EaAA0VvFmK9hCVCAGLb0ATVwChD1clKAqLNiJAmQgLYIUIBoqx7MhgRIgAKEc4AESECNAAWIGidGkYDeCFCA6K1izNewBChADFv6gBo4BYh6OSlA1FkxkgRIQFsEKEC0VQ9mQwIkQAHCOUACJKBGgAJEjROjSEBvBChA9FYx5mtYAhQghi19QA2cAkS9nBQg6qwYSQIkoC0CFCDaqgezIQESoADhHCABElAjQAGixolRJKA3AhQgeqsY8zUsAQoQw5Y+oAZOAaJeTgoQdVaMJAES0BYBChBt1YPZkAAJUIBwDpAACagRoABR48QoEtAbAQoQvVWM+RqWAAWIYUsfUAOnAFEvJwWIOitGkgAJaIsABYi26sFsSIAEKEA4B0iABNQIUICocWIUCeiNAAWI3irGfA1LgALEsKUPqIFTgKiXkwJEnRUjSYAEtEWAAkRb9WA2JEACFCCcAyRAAmoEKEDUODGKBPRGgAJEbxVjvoYlQAFi2NIH1MApQNTLSQGizoqRJEAC2iJAAaKtejAbEiABChDOARIgATUCFCBqnBhFAnojQAGit4oxX8MSoAAxbOkDauAUIOrlpABRZ8VIEiABbRGgANFWPZgNCZAABQjnAAmQgBoBChA1TowiAb0RoADRW8WYr2EJUIAYtvQBNXAKEPVyUoCos2IkCZCAtghQgGirHsyGBEiAAoRzgARIQI0ABYgaJ0aRgN4IUIDorWLM17AEKEAMW/qAGjgFiHo5KUDUWTGSBEhAWwQoQLRVD2ZDAiRAAcI5QAIkoEaAAkSNE6NIQG8EKED0VjHma1gCFCCGLX1ADZwCRL2cFCDqrBhJAiSgLQIUINqqB7MhARKgAOEcIAESUCNAAaLGiVEkoDcCFCB6qxjzNSwBChDDlj6gBk4Bol5OChB1VowkARLQFgEKEG3Vg9mQAAlQgHAOkAAJqBGgAFHjxCgS0BsBChC9VYz5GpYABYhhSx9QA6cAUS8nBYg6K0aSAAloiwAFiLbqwWxIgAQoQDgHSIAE1AhQgKhxYhQJ6I0ABYjeKsZ8DUuAAsSwpQ+ogVOAqJeTAkSdFSNJgAS0RYACRFv1YDYkQAIUIJwDJEACagQoQNQ4MYoE9EaAAkRvFWO+hiVAAWLY0gfUwClA1MtJAaLOipEkQALaIkABoq16MBsSIAEKEM4BEiABNQIUIGqcGEUCeiNAAaK3ijFfwxKgADFs6QNq4BQg6uWkAFFnxUgSIAFtEaAA0VY9mA0JkAAFCOcACZCAGgEKEDVOjCIBvRGgANFbxZivYQlQgBi29AE1cAoQ9XJSgKizYiQJkIC2CFCAaKsezIYESIAChHOABEhAjQAFiBonRpGA3ghQgOitYszXsAQoQAxb+oAaOAWIejkpQNRZMZIESEBbBChAtFUPZkMCJEABwjlAAiSgRoACRI0To0hAbwQoQPRWMeZrWAIUIIYtfUANnAJEvZwUIOqsGEkCJKAtAhQg2qoHsyEBEqAA4RwgARJQI0ABosaJUSSgNwIUIHqrGPM1LAEKEMOWPqAGTgGiXk4KEHVWjCQBEtAWAQoQbdWD2ZAACVCAcA6QAAmoEaAAUePEKBLQGwEKEL1VjPkalgAFiGFLH1ADpwBRLycFiDorRpIACWiLAAWIturBbEiABChAOAdIgATUCFCAqHFiFAnojQAFiN4qxnwNS4ACxLClD6iBU4Col5MCRJ0VI0mABLRFgAJEW/VgNiRAAhQgnAMkQAJqBChA1DgxigT0RoACRG8VY76GJUABYtjSB9TAKUDUy0kBos6KkSRAAtoiQAGirXowGxIgAQoQzgESIAE1AhQgapwYRQJ6I0ABoreKMV/DEqAAMWzpA2rgFCDq5aQAUWfFSBIgAW0RoADRVj2YDQmQAAUI5wAJkIAaAQoQNU6MIgG9EaAA0VvFmK9hCVCAGLb0ATVwChD1clKAqLNiJAmQgLYIUIBoqx7MhgRIgAKEc4AESECNAAWIGidGkYDeCFCA6K1izNewBChADFv6gBo4BYh6OSlA1FkxkgRIQFsEKEC0VQ9mQwIkQAHCOUACJKBGgAJEjROjSEBvBChA9FYx5mtYAhQghi19QA2cAkS9nBQg6qwYSQIkoC0CFCDaqgezIQESoADhHCABElAjQAGixolRJKA3AhQgeqsY8zUsAQoQw5Y+oAZOAaJeTgoQdVaMJAES0BYBChBt1YPZkAAJUIBwDpAACagRoABR48QoEtAbAQoQvVWM+RqWAAWIYUsfUAOnAFEvJwWIOitGkgAJaIsABYi26sFsSIAEKEA4B0iABNQIUICocWIUCeiNAAWI3irGfA1LgALEsKUPqIFTgKiXkwJEnRUjSYAEtEWAAkRb9WA2JEACFCCcAyRAAmoEKEDUODGKBPRGgAJEbxVjvoYlQAFi2NIH1MApQNTLSQGizoqRJEAC2iJAAaKtejAbEiABChDOARIgATUCFCBqnBhFAnojQAGit4oxX8MSoAAxbOkDauAUIOrlpABRZ8VIEiABbRGgANFWPZgNCZAABQjnAAmQgBoBChA1TowiAb0RoADRW8WYr2EJUIAYtvQBNXAKEPVyUoCos2IkCZCAtghQgGirHsyGBEiAAoRzgARIQI0ABYgaJ0aRgN4IUIDorWLM17AEKEAMW/qAGjgFiHo5KUDUWTGSBEhAWwQoQLRVD2ZDAiRAAcI5QAIkoEaAAkSNE6NIQG8EKED0VjHma1gCFCCGLX1ADZwCRL2cFCDqrBhJAiSgLQIUINqqB7MhARKgAOEcIAESUCNAAaLGiVEkoDcCFCB6qxjzNSwBChDDlj6gBk4Bol5OChB1VowkARLQFgEKEG3Vg9mQAAlQgHAOkAAJqBGgAFHjxCgS0BsBChC9VYz5GpYABYhhSx9QA6cAUS8nBYg6K0aSAAloiwAFiLbqwWxIgAQoQDgHSIAE1AhQgKhxYhQJ6I0ABYjeKsZ8DUuAAsSwpQ+ogVOAqJeTAkSdFSNJgAS0RYACRFv1YDYkQAIUIJwDJEACagQoQNQ4MYoE9EaAAkRvFWO+hiVAAWLY0gfUwClA1MtJAaLOipEkQALaIkABoq16MBsSIAEKEM4BEiABNQIUIGqcGEUCeiNAAaK3ijFfwxKgADFs6QNq4BQg6uWkAFFnxUgSIAFtEaAA0VY9mA0JkAAFCOcACZCAGgEKEDVOjCIBvRGgANFbxZivYQlQgBi29AE1cAoQ9XJSgKizYiQJkIC2CFCAaKsezIYESIAChHOABEhAjQAFiBonRpGA3ghQgOitYszXsAQoQAxb+oAaOAWIejkpQNRZMZIESEBbBChAtFUPZkMCJEABwjlAAiSgRoACRI0To0hAbwQoQPRWMeZrWAIUIIYtfUANnAJEvZwUIOqsGEkCJKAtAhQg2qoHsyEBEqAA4RwgARJQI0ABosaJUSSgNwIUIHqrGPM1LAEKEMOWPqAGTgGiXk4KEHVWjCQBEtAWAQoQbdWD2ZAACVCAcA6QAAmoEaAAUePEKBLQGwEKEL1VjPkalgAFiGFLH1ADpwBRLycFiDorRpIACWiLAAWIturBbEiABChAOAdIgATUCFCAqHFiFAnojQAFiN4qxnwNS4ACxLClD6iBU4Col5MCRJ0VI0mABLRFgAJEW/VgNiRAAhQgnAMkQAJqBChA1DgxigT0RoACRG8VY76GJUABYtjSB9TAKUDUy0kBos6KkSRAAtoiQAGirXowGxIgAQoQzgESIAE1AhQgapwYRQJ6I0ABoreKMV/DEqAAMWzpA2rgFCDq5aQAUWfFSBIgAW0RoADRVj2YDQmQAAUI5wAJkIAaAQoQNU6MIgG9EaAA0VvFmK9hCVCAGLb0ATVwChD1clKAqLNiJAmQgLYIUIBoqx7MhgRIgAKEc4AESECNAAWIGidGkYDeCFCA6K1izNewBChADFv6gBo4BYh6OSlA1FkxkgRIQFsEKEC0VQ9mQwIkQAHCOUACJKBGgAJEjROjSEBvBChA9FYx5mtYAhQghi19QA2cAkS9nBQg6qwYSQIkoC0CFCDaqgezIQESoADhHCABElAjQAGixolRJKA3AhQgeqsY8zUsAQoQw5Y+oAZOAaJeTgoQdVaMJAES0BYBChBt1YPZkAAJUIBwDpAACagRoABR48QoEtAbAQoQvVWM+RqWAAWIYUsfUAOnAFEvJwWIOitGkgAJaIsABYi26sFsSIAEKEA4B0iABNQIUICocWIUCeiNAAWI3irGfA1LgALEsKUPqIFTgKiXkwJEnRUjSYAEtEWAAkRb9WA2JEACFCCcAyRAAmoEKEDUODGKBPRGgAJEbxVjvoYlQAFi2NIH1MApQNTLSQGizoqRJEAC2iJAAaKtejAbEiABChDOARIgATUCFCBqnBhFAnojQAGit4r9P3vnASZVdfbx/5TtfZe6dBCQoqDSLIhib7EX7DEmGo3GmN40fikmpicmxsReYjf2Fo3GDogVRASkL0vZ3nfa99yzstlhWbjD7szcO/O7z8PzuTPvPfc9v/edzffMb8855Ju2BBAgaVv6lJo4AsR+OREg9lkRCQEIOIsAAsRZ9SAbCEAAAUIPQAAC9gggQOxxIgoCbiOAAHFbxcg3bQkgQNK29Ck1cQSI/XIiQOyzIhICEHAWAQSIs+pBNhCAAAKEHoAABOwRQIDY40QUBNxGAAHitoqRb9oSQICkbelTauIIEPvlRIDYZ0UkBCDgLAIIEGfVg2wgAAEECD0AAQjYI4AAsceJKAi4jQACxG0VI9+0JYAASdvSp9TEESD2y4kAsc+KSAhAwFkEECDOqgfZQAACCBB6AAIQsEcAAWKPE1EQcBsBBIjbKka+aUsAAZK2pU+piSNA7JcTAWKfFZEQgICzCCBAnFUPsoEABBAg9AAEIGCPAALEHieiIOA2AggQt1WMfNOWAAIkbUufUhNHgNgvJwLEPisiIQABZxFAgDirHmQDAQggQOgBCEDAHgEEiD1OREHAbQQQIG6rGPmmLQEESNqWPqUmjgCxX04EiH1WREIAAs4igABxVj3IBgIQQIDQAxCAgD0CCBB7nIiCgNsIIEDcVjHyTVsCCJC0LX1KTRwBYr+cCBD7rIiEAAScRQAB4qx6kA0EIIAAoQcgAAF7BBAg9jgRBQG3EUCAuK1i5Ju2BBAgaVv6lJo4AsR+OREg9lkRCQEIOIsAAsRZ9SAbCEAAAUIPQAAC9gggQOxxIgoCbiOAAHFbxcg3bQkgQNK29Ck1cQSI/XIiQOyzIhICEHAWAQSIs+pBNhCAAAKEHoAABOwRSKQA+WLZnvpyvwkKK2IvOaIgAIHdJrC8tU5XrHtdjeFA1BjPjz1e12xYoOpQW9Trt42cq3yv37wWDkrv3xdSe1P04/c516cF/wiqrT769YOu8uulnwXUUrPb6XIjBNKXAAIkfWufSjNHgNivJgLEPisiIQABZxFAgDirHmQDAQggQOgBCEDAHoFEChCvPMr2+uwlRhQEINArAsFIWO2RcLcxECC9wsrNEOh7AgiQvmfKiIkngACxzxwBYp8VkRCAgLMIIECcVQ+ygQAEECD0AAQgYI9AIgWIvYyIggAE4kkAARJPuowNgd0ggADZDWjc4jgCCBD7JUGA2GdFJAQg4CwCCBBn1YNsIAABBAg9AAEI2COQSAFyZskeunLAZDbAslcaoiDQKwIfNVfr6vVvqiUSjBoHAdIrrNwMgb4ngADpe6aMmHgCCBD7zBEg9lkRCQEIOIsAAsRZ9SAbCEAAAUIPQAAC9ggkUoD8euj+unXLUj1Vt8ZeckRBAAK7TWDZ5LP1xdX/0eZgCwJktylyIwQSQAABkgDIPCLuBBAg9hEjQOyzIhICEHAWAQSIs+pBNhCAAAKEHoAABOwRSLQA+cvmxXqsdpW95IiCAAR2m8CGvc/XF1e/jADZbYLcCIEEEUCAJAg0j4krAQSIfbwIEPusiIQABJxFAAHirHqQDQQggAChByAAAXsEECD2OBEFAbcRQIC4rWLkm7YEECBpW/qUmjgCxH45ESD2WREJAQg4iwACxFn1IBsIQAABQg9AAAL2CCBA7HEiCgJuI4AAcVvFyDdtCSBA0rb0KTVxBIj9ciJA7LMiEgIQcBYBBIiz6kE2EIAAAoQegAAE7BFAgNjjRBQE3EYgkQLkgCv8qlwcUqjNbZTIFwIOIOCRRh3k0yu/CkYn45EO/7Ffb98c6vb6rEt80a+9+qftJuKRZn9NevqH3V8/7qfS3ec5YOKkkFIEECD2y4kAsc+KSAhAwFkEECDOqgfZQAACCBB6AAIQsEcgmQJk7o8ekyccMYla/zfi9Zj/bhhcpAVXzN3hBKbc9ZY2TR6iyn2H65CfPKm3rjpMgz7coNzN9Vp62n47nfS2+Lbi3J3G5W2u15jnlqjksy3yBsNqKc3Thhkjte6gsfagEgUBBxBIpADJH+BR6eiOzy8XBCAQO4G6dRHVbej438POCwESO0juSB4BBIh99ggQ+6yIhAAEnEUAAeKsepANBCDQM4EbfpKhux8IqrY+OuaqS/166vmQGhqjX7/wbJ+ysz5/LdCu5rtuVKS+Nioo96Kr1PTX6xWp2Rr1ev53f6WGay5TeEslJYEABBxKIJkCZBuSnK0N2v8PL+k/Pztpl5R2JEACuZnyhMIK5WTu9H47AiS7pkkz//QfbZg+UhtmjlZbQZaK1tdqwsOLjARZc8j4XeZIAAScQCCRAsQJ8yUHCKQcAQRIypU0pSeEALFfXgSIfVZEQgACziKAAHFWPcgGAhDomQAChO6AAAS6EnCkAAmHNf6JD1S2bJO8Eal6dD8tPXVfRXxe7WoFiPV+fXmxCjfUKKu+Va1FOfro3FlmdUlXATLm+SXK31inD86fJXm9nUjGPfGBsutb9OG5s6IaJbOxTaEMr0JZGRr+2nLlVdarcGOttkwsV9jvVXZ1kz45ZV9zz8hXlnX+PPX2N9Q4sFAFG+uU0RJQw8BCfXLKPmYuh/74ca2au6dKVm1VZn2LKqaP1LoD96BBIdAnBBIpQEpGedR/HCtA+qRwaThI5eKI6q3VDx5p6DSvckvTD0LNmoi2fMIKkPSrfArNGAFiv5gIEPusiIQABJxFAAHirHqQDQQggAChByAAAXsEnChABizeoNH//rhjG6yINOPG/2jVoXtq09RhuxQge939tjJa2vXelw4y0mPWH17Sp8dNVvW4QZ0CpHhNtUa8skyLLj3YCI2u17S//VfrZo3SpqnDewQ49I0VGv3yMi386hy1lOVHCY/tBYglZDKa2rToKwcr4pHM+AeMMeNbQmb9jJFacexeymhs1YG/fkFvXX2E2opy7BWPKAjshEAiBcjsq/1a+XJYgRZKAoHYCGQXS0P38eqtm4LKHyjtfbpfy18MxzaI26M90pTTvXrx/zgDxO2lTOv8ESD2y48Asc+KSAhAwFkEECDOqgfZQAACCBB6AAIQsEfAiQLEytwbCCmc0XHI64RH31VLca5Wz93TlgCpG9VPaw/qWEmx911vaevEclVMG2GEw+LT99O4Zz4yQmJHouGAXz+vT07eR9V7DDD3j35hiYYsWG3+O5jt11vfOkqWAOn/SaWRLNbVdcXH9j9bAqRmdP/OfKzxMprbteykfUw+i74yWw3lxWac/T6XI5v3HmqveERBYCcEEilADrrKr5d+FlBLDSWBQGwEioZ6NOsSv+b/vUOATDzBpxeu3U4ExDak+6I90qk3Z+ilnyJA3Fc8Mu4kgACx3wwIEPusiIQABJxFAAHirHqQDQQg0DMBtsCiOyAAga4EnChA/M3tRlJYW1RZqziya5q1/oAxZruoXW2BZa0AqRo/UBUzRplpdv3ZEg6hDJ+CWT7Nv/IwhTP93Zphv7+/amTJxn1HmPd8rQH52oPKbG7XtL+9qld+coIRIMXrarT4rOkmZlcCZPPEwdo4baSJHfHqchVsqNHieTOMAHn7yrlqLc0z7029401tmTBYG2Z25M4Fgd4QQID0hh73JooAAkRm6y8ESKI6jufEjQACxD5aBIh9VkRCAALOIoAAcVY9yAYCEOiZAAKE7oAABLoScKIAGf/4+/K2hzrPypj48CK1lOb1iQCxzvwoX7BKgdwsffqFKd2awdp6q2htdefqjm0B1hkdB/zuxU4BUrSuWkvOmmHeHvHfT5Vb1ailn58BMua5xWaVh3UmiCVsakf205qDx5rYPZ5bLF9bUMtOnGoEyLsXH6T6oSXmvel/fUVrZu+hzXuxAoRPae8JIEB6z5AR4k8AAYIAiX+X8YSEEECA2MeMALHPikgIQMBZBBAgzqoH2UAAAggQegACELBHwIkCxFq1UTeiVGsPHqe8TfWyDhLfNGWYVhwzudcrQN66qmPlx6w/vGhWcFjbU3W9fC3tRnRsnjRYaw4eZ7bJsg4wt8SFJxTWokvmmBUgXQXIoHfXasg7q822WtbWXZbIqBtW0ilAMhtatejLs81jZvzlZX122ARZ21xZAqRi3+FGxORUNWrW71/UG985Su2FnAFir3uJ2hkBBAj94QYCCBAEiBv6lBxtEECA2ID0eQgCxD4rIiEAAWcRQIA4qx5kAwEIIEDoAQhAwB4BJwqQotVVmvTgO+YMkPqhxdo6YbAmPrRIS86YpvJFa7Rp8hBV7ttxiLglNAZ9uEG5m+u19LT9ora8sghsvwWWFd9WnKt+Syo0/qkP9fbXD1MoO/og9JzqJiM8Sldskbc9aFafVE4dprWzx5qcthcg1hZZU+58S75ASO35WWrqly9/a6BTgFg/l6yuUlZds6rGDjSvW1t7WfmvOmScBn2w3qwYWT1nnNnqiwsCfUEg2QKkpn2tFtTeqYq2DxWJhFSaMUr7FZ2tYbn79cX0djrG+pb39PSmH8rn7fhs+zyZGpg5QQeVXaZC/6Ddev7W9s/0780/17yht+7W/dy0YwK7EiAPVlyqQ8u+qf5ZHavotl2vV/1VBRkDNaXw1M7XljY8p4rWDzU+/0i9VXOzTi+/Keoe6/01LQt09IBrol4PhFu1sPYufdb8urwev7zyaXzeEZpadLo8Hk/8S8cWWPFnzBPiTwABYp8xAsQ+KyIhAAFnEUCAOKseZAMBCPRMgC2w6A4IQKArAScIkFSuSNczS7af5zaBYwkZLgj0NYFkCpDG4BY9vPFrGpd3mCYXfkFZ3gKtanpTb9b8TUcP+InKs/fq6+lGjWcJkNeqbuyUFdYX3Atq79Dmtk918uDf7dazESC7hW2XN8VDgMzt923dv+FiHd7/e1Hi5PHKb2lK4WkamTsrKq9nNl2jwozBmll8kTK8WWoO1ej5zT/VuPzDNKnguF3OodcBCJBeI2QABxBAgNgvAgLEPisiIQABZxFAgDirHmQDAQggQOgBCEDAHgEEiD1OuxuFANldctzXWwLJFCBvVv9ddcENOmbAdVHTWNO8QPn+/irLHKWq9tV6rerPag3Xy+fJ0PTi8zu/mF7Z9KoW1f1TkUhEOb5izS69XCWZw/V+3cOqal+pYCSg1nCdvB6f5pZ9W3n+sp0KEOvN1lCD7lx/pi4c+pAyvDl6o/omrWtZpIjCRsjMKbvKjHf7utM1o/hCrW1ZqPrARo3NO1T7Fp+lrgIkFAmaFSbDc6aZVQJcu08gHgLksP7f0Xt1D6gpWGVW/VhXbWCDnqz8ns4Zeqe8Hm9nwlvaluuFLT/XvCG3mvpvuyxp5vdkmRUg79Teq4ZgpWoD67V/yVeU5c03/WPFt4WbtG/RWRqRO0Pza25Xtq+wc1XKIxuvNH3VFq7XOzX3qihjiIKRVrWFG3Vo2beU6y/ueBwCZPcbiDudQwABYr8WCBD7rIiEAAScRQAB4qx6kA0EINAzAVaA0B0QgEBXAgiQ+PYDAiS+fBm9ZwLJFCAPV3xNkwtO1J4FR+wwwXAkrIc3XqYphadrfP5hqmpfJeuv888ecrsCkVY9XHGZTh78BxVnDNXi+ie1vOk/Onnw7/VR/WNaWHu3+bLaEiNv19ymtlCj5vS7Muo526+YQMThAAAgAElEQVQAsd5sDdXrznVn6aLhj2p96yIzzqmD/2wky6OVV2rfwnnaI3+O7lh7piYVHK/pJeepJVSre9afrwuHPai6YEXnFljW6pKwQppT9nVasJcE4iVAmoLVemTj14zwsASbVe9IJKwZJRdEZbys8UWtbn5bRw34UY8zea/uQa1reUcnDPyVESJPbvqe9io4USNz91d9oFKPVV6teUNu17t1/9yhAGkPN+q5zdfp3CF3K9OXqwU1d8rj8Wp68XkIkF72D7c7iAACxH4xECD2WREJAQg4iwACxFn1IBsIQAABQg9AAAL2CCBA7HEiCgJuI5BMAfLP9ReZv7y3Vkjs6KoLVOjRyq/rwqEPdp6x8NjGb5rtiawVIWta3tbRA641twbD7bpt3cm6YOiD+rTp36po/UhHDfixeW99y/vmL/HPHHJz1GO2FyDt4RYtrL1T1rkkxw/6Ree4fm+m+e9Xq/6kfN8As9LDEiDHD7pe/TJHm/duX3u6Ti3/s9rDzUaA7F14ila1vKFjB/w0asWA2/rDKfn2RoCsbH7NbK+27WoPN2lI9hRZK0Csy9rGao+8ORqdO1v3bbhIxw38uYoyyqOm/mnjf8zZH9vOBVne+LI5u8a6crxFOqX8j7IEiFX/mSUXmtdvWXOizh92vzK9Oebn+zd8WUf0+6FWNL/cowCxBMyJg35t4j9rel3Lm17u7GNWgDilG8mjVwQQIPbxIUDssyISAhBwFgEEiLPqQTYQgEDPBFgBQndAAAJdCSBA6AcIpCaBZAqQJyq/a7aOmlBw9A7hbmr7RC9tvUFnD7mt8/1nN/3EbIFlCZC6wAYd0u8bne/duvYUs1pjXctCbW1fqUP7fdO8Z21f9NyW63Te0HuintPtEHRlqjx7bx1UepnZLsvaDuvtmltUFVhlDrxuCG7S5MITtG/RPCNAThr8OxVnDDFjbvs5GGnTE5XfkkdejciZqbn9v52ajZPgWfVGgPR0CPo2AbKmeb4+bnxGexWcbLbEOmHQ9d1mZ60+embzjzWv/DZtE2JWkHWOzVObfqizhvzdCJBQJKBpxeeYFUO3rj1Z5w+7L0qAHNn/R0ZqZPsKOrfAerjich3S75uyVoDMr7mj8/wZa4u3FU3/RYAkuNd4XJwJIEDsA0aA2GdFJAQg4CwCCBBn1YNsIACBngkgQOgOCECgKwEECP0AgdQkkEwBYv21e0XLhzpxcMdfvG+7lje+Ip/Hr35Ze+iRjVdErQD518artU/RGWoLN2hV81udf5G/bQWIdXbHsqYXtL71fR0z4CdmSOsMj7dq/qEzyv8W9ZwdbYHVNeD16psUDLfq4LIrzSqOV7b+XoUZg3YpQJ6q/L5ZDWKd/2GdEzI678DUbJ4EziqeAsTaas06DL1/1liNzNlfY/MP2eHMrDNAMjzZOqj0cmV4s82qoyWNT2pl46udK0C2CRBrgCcrv2+2SbPqb22B9Xjlt3X20NvMFm2WwJtV8iWz5dq9Gy7QiYN+awTIc5t/orPKbzPnfrxe9Vdl+4qMUDEXZ4AksON4VNwIIEDso0WA2GdFJAQg4CwCCBBn1YNsIACBngkgQOgOCECgKwEECP0AgdQkkEwBYq2weKDiK2alhCU1cnwlWt38lt6sudlsHdU/c6we3ni5phaerrH5h2pz23I9Y/7a/lZzSPRDnWeADDFfKn/W9IaRKdZ/v1N7j04dfKMRFpa48HkyNbvs8pgEyAubf66BWXtqStGpqm5fo2c3X2u2SppZ8sWdrgCxtsCaN/RWbWxdon9v+YVOG/yX/x1knZptFPdZ2REg1oHkVp23XScP+p0W1t6lXa0AseIX1tytJY1PmVVC1lkgO7osuWEddL6i6eXO5wzN2Vf7Fc0zZ810XQFi3W8dqG5tveaRR4FIi6YVn6sh2VPVENxstkmzDju3BMeW9mVGqlhbc1krQKwzbZpCVZIiOrzf98x2WeZCgMS9z3hAAgggQOxDRoDYZ0UkBCDgLAIIEGfVg2wgAIGeCSBA6A4IQKArAQQI/QCB1CSQTAHS8SXxes2vuV0VbR+aw6etv8KfXnSBBmVPMMAt8WAdJm79xbz1xfTMkos0LGdf854lPBbV3atQJKh8Xz8dXHaFCjMGGwFS2fax2Y7I2rqowD9Ah/f/vnJ9JVFF3NUKkMrWj/Xy1t+aLY/6ZY7VyNyZennr78zWWv/d+scet8DaJkCsh71Z/XezTdKRA36Ymg2UoFntSoAkKI24Pqai9UO9W3e/jh/Ycf5MtwsBElf+DJ4gAggQ+6ARIPZZEQkBCDiLAALEWfUgGwhAoGcCCBC6AwIQ6EoAAUI/QCA1CSRbgMSDqiVAqtpX65B+V8VjeMZMAgEECCtAktB2PDIeBBAg9qkiQOyzIhICEHAWAQSIs+pBNhCAAAKEHoAABOwRQIDY40QUBNxGAAHitoqlZ77pIEB2WVlWgOwSEQEuIIAAsV8kBIh9VkRCAALOIoAAcVY9yAYCEECA0AMQgIA9AggQe5yIgoDbCCBA3Fax9MwXAcIKkPTs/BScNQLEflERIPZZEQkBCDiLAALEWfUgGwhAAAFCD0AAAvYIIEDscSIKAm4jkIoCxG01IN9dE0CAIEB23SVEuIIAAsR+mRAg9lkRCQEIOIsAAsRZ9SAbCEAAAUIPQAAC9gggQOxxIgoCbiOAAHFbxdIzXwQIAiQ9Oz8FZ40AsV9UBIh9VkRCAALOIoAAcVY9yAYCEECA0AMQgIA9AggQe5yIgoDbCCBA3Fax9MwXAYIASc/OT8FZI0DsFxUBYp8VkRCAgLMIIECcVQ+ygQAEECD0AAQgYI8AAsQeJ6Ig4DYCCBC3VSw980WAIEDSs/NTcNYIEPtFRYDYZ0UkBCDgLAIIEGfVg2wgAAEECD0AAQjYI4AAsceJKAi4jQACxG0VS898ESAIkPTs/BScNQLEflERIPZZEQkBCDiLAALEWfUgGwhAAAFCD0AAAvYIIEDscSIKAm4jgABxW8XSM18ECAIkPTs/BWeNALFfVASIfVZEQgACziKAAHFWPcgGAhBAgNADEICAPQIIEHuciIKA2wggQNxWsfTMFwGCAEnPzk/BWSNA7BcVAWKfFZEQgICzCCBAnFUPsoEABBAg9AAEIGCPAALEHieiIOA2AggQt1UsPfNFgCBA0rPzU3DWCBD7RUWA2GdFJAQg4CwCCBBn1YNsIAABBAg9AAEI2COAALHHiSgIuI0AAsRtFUvPfBEgCJD07PwUnDUCxH5RESD2WREJAQg4iwACxFn1IBsIQAABQg9AAAL2CCBA7HEiCgJuI4AAcVvF0jNfBAgCJD07PwVnjQCxX1QEiH1WREIAAs4igABxVj3IBgIQQIDQAxCAgD0CCBB7nIiCgNsIIEDcVrH0zBcBggBJz85PwVkjQOwXFQFinxWREICAswggQJxVD7KBAAQQIPQABCBgjwACxB4noiDgNgIIELdVLD3zRYAgQNKz81Nw1ggQ+0VFgNhnRSQEIOAsAggQZ9WDbCAAAQQIPQABCNgjgACxx4koCLiNAALEbRVLz3wRIAiQ9Oz8FJw1AsR+UREg9lkRCQEIOIsAAsRZ9SAbCEAAAUIPQAAC9gggQOxxIgoCbiOAAHFbxdIzXwQIAiQ9Oz8FZ40AsV9UBIh9VkRCAALOIoAAcVY9yAYCEECA0AMQgIA9AggQe5yIgoDbCCBA3Fax9MwXAYIASc/OT8FZI0DsFxUBYp8VkRCAgLMIIECcVQ+ygQAEECD0AAQgYI8AAsQeJ6Ig4DYCCBC3VSw980WAIEDSs/NTcNYIEPtFRYDYZ0UkBCDgLAIIEGfVg2wgAAEECD0AAQjYI4AAsceJKAi4jQACxG0VS898ESAIkPTs/BScNQLEflERIPZZEQkBCDiLAALEWfUgGwhAAAFCD0AAAvYIIEDscSIKAm4jgABxW8XSM18ECAIkPTs/BWeNALFfVASIfVZEQgACziKAAHFWPcgGAhBAgNADEICAPQIIEHuciIKA2wggQNxWsfTMFwGSDAHyM+nd+9Kz4Zh1/AiU7yU1bJY+fSn6GePmSlkF0pr50a+PmClZ/5J0eSKRSCRJzxYCJFnkeS4EINBbAgiQ3hLkfghAIFEEbvhJhu5+IKja+ugnXnWpX089H1JDY/TrF57tU3bW568F2tV8142K1NdGBeVedJWa/nq9IjVbo17P/+6v1HDNZQpvqUzU9HgOBCAQIwEESIzACIeASwggQFxSqDRPEwGSaAEiadBEqWREmnce0+9zAh6PtPR5KRKKHhoB0h01AqTP248BIQCBBBFAgCQINI+BAAR6TQAB0muEDACBlCKAAEmpcjIZCHQSQIDQDG4ggABJggBxQ2OQY+oQQIAgQFKnm5kJBCCAAKEHIAABtxBAgLilUuQJgcQQQIAkhjNPgUCiCSBAEk2c5+0OAQQIAmR3+oZ7XEQAAYIAcVG7kioEILALAggQWgQCEHALAQSIWypFnhBIDAEESGI48xQIJJoAAiTRxHne7hBAgCBAdqdvuMdFBBAgCBAXtSupQgACCBB6AAIQSBECCJAUKSTTgEAfEUCA9BFIhoGAwwggQBxWENLZIQEECAKEj0aKE0CAIEBSvMWZHgTSigArQNKq3EwWAq4mgABxdflIHgJ9TgAB0udIGRACjiCAAHFEGUhiFwQQIHEUIAd/TVr6HD0IgeQS6L+H1FQtrZkfnceImZL1L0mXJxKJRJL0bHEIerLI81wIQKC3BBAgvSXI/RCAQKIIIEASRZrnQMAdBBAg7qgTWUIgVgIIkFiJEZ8MAgiQeAkQSWWjpaLyZJSVZ0KgCwGPtOoNKRJGgGwjgADhEwIBCLiVAALErZUjbwikHwEESPrVnBlDYGcEECD0BwRSkwACJDXrmmqzQoDEUYCkWrMwn9QiwAqQaCM0bapHTc3SK29Evz7nQK/qG6Qnng2lVgMwGwhAwJUEECCuLBtJQyAtCSBA0rLsTBoCPRJAgNAcEEhNAgiQ1Kxrqs0KARJHAWKt/igYlGotk1rz2bxMam/qmNOAcVJmfmrNb9ts1r/bfV4IEARIanY7s4JAahNAgKR2fZkdBFKJAAIklarJXCDQewIIkN4zZAQIOJEAAsSJVSGn7QkgQOIoQA78qrT6bZrOqQSyi6TcYumjx6SiIdKY2dKmZU7NdvfzKhkm1VdIa9+JHgMBggDZ/a7iTghAIFkEECDJIs9zIQCBWAkgQGIlRjwEUpsAAiS168vs0pcAAiR9a++mmSNA4iVAPNLsr0lP/9BN7ZBeufYbI40/XProcal4mDRkivTWLanHYNxcKauAQ9C7VpYzQFKvz5kRBNKFAAIkXSrNPCHgfgIIEPfXkBlAoC8JIED6kiZjQcA5BBAgzqkFmfRMAAGCAEnbzwcCRLJWgSTp8kQikUiSni0ESLLI81wIQKC3BBAgvSXI/RCAQKIIIEASRZrnQMAdBBAg7qgTWUIgVgIIkFiJEZ8MAggQBEgy+s4Rz0SAIEC6NiKHoDviY0kSEIDALgggQGgRCEDALQQQIG6pFHlCIDEEECCJ4cxTIJBoAgiQRBPnebtDAAGCANmdvkmJe2IQIN959BN998jRKsvPtD3155ds0VGT+uvGV9Zo3rTBembxFh0wpkRj+ufucIza5oDeXVevuePLot7fUNuqIcXZUa9tbmjTgIIse7mwBVZ3TqwAsdc7REEAAs4jgABxXk3ICAIQ2DEBBAidAQEIdCWAAKEfIJCaBBAgqVnXVJsVAiS5AuTtz2r1yxc+05WHjuj2xXeyeu2kv72rf5wzSf23+4L9qgeX6pNNjfJ6PCa1TL9Xew7M0+VzhmtYac5O091Q06KalqAmlxfsNO5HT3yqQ8aW6vAJ/dRTHn3GxaYAsQTEbW+u19gBeVIkoqKcDPXLz1B9a9D6UetqWlWY7VdOpk8lOX4t29ykCYPyZQkNS4BYIqS6OaCa5oBmjCzWRxsaNLpfrrY0tivD55HPIx0yrkzPLtmiktyMzvEGFWUpHI5ofW2riR9clKWlGxvN++VFWZJHGliQpcq6NhXm+M14p+wzqDseBAgCpM8+NAwEAQgknQACJOklIAEIQMAmAQSITVCEQSBNCCBA0qTQTDPtCCBA0q7krpwwAiS5AuS6p5Zrn2GFetMSISePd0QP7UyAHL9XfyMnrKstENLd8yv03voG/eWsiTvN/ZF3KxUIR3TWtME7jWtsDRqxYv1zigC5b2GFhhZn6+1VtRpakq2CLL8GFmaqriWoUDiipvawqpraNaQ4y4iPVVUtGlSYpXXVLUaAvLh0qz7b2qx9hxeqviVkpMfa6hb1y880MqW6uV0DCjJVWd9uxMbqqlYz3rgBufJ5vWpsC6i8KFtbG9vV0BZStt/byfDgsaV6/INNKi/OVlVTQCdPHYgAsfMpYgWIHUrEQAACTiSAAHFiVcgJAhDYEQEECH0BAQh0JYAAoR8gkJoEECCpWddUmxUCJHkCpKE1qCse+Fi3n7+XLr5nsW44eXznFks/fPxTjSjN1mdbW8yX3qPKsnXV3JHy+7w6/i+LdM6MwfpwQ6OqGtt1zOT+5otva7WAtd3SwjV1CkekKUML9M3DR8nn9eiaJ5drVFmOXli6Vd86fJT2HJSnG19Zq6WVjQqFpXnTB+nYyQNMe9sVIFastbLjorsX67krpsnj8eifCyrMMwKhiGaNKjarQz5YX6+fPrtSPo9HR0/qry/uP6THPJ24AqTrZ37btlbWSoy8LJ+G72LlSyJ+X1jSyNo6yxIjM0YVI0DsQEeA2KFEDAQg4EQCCBAnVoWcIAABBAg9AAEI7IoAAmRXhHgfAu4kgABxZ93SLWsESPIEiPWX+9VNAX3xgKG6Z/4Gs+rhjP06Vkhc++Ry1bYE9LvTJlg7Hemqh5bqpCkDNHfPjq2hjpvcX18+aJjZZun8Oz7UbefvpU8qm3THW+t109mTzNZMl923ROfMKNeh48tkrTSpbQnq+pPGKTvDp7/+d41ZwWCda9HYFtJl9y/RdcePNedT2BUgrYGQ2RpqxZZmk+cbK2vMz388fYJyM3267ukVRsJY2zL9+eU16l+QaVaAvL6ipsc8nS5AXPn7gS2wupcNAeLKViZpCEBAEgKENoAABNxCgBUgbqkUeUIgMQQQIInhzFMgkGgCCJBEE+d5u0MAAZI8AXL5fUv03aNGm1UE1jkO1zy1XH8/Z3KnAJkytFCn7NOxpZElNupbgrpy7kgjKH576p6dh2l/43M5MmdcmdqDYSNSrOv3L63WwIJMnT2j3AiQcQPzNG96uXnvzFve1zXHjtGkz8/k+Ptr65Tl9+qC/YfsVIBYssNvHVohqaktqDljy/TVg4eZlSu/eHalRpblmOdZ1/xVtXpg0UYjR7oKEOu9nvJEgOzOp3gX9yBAugNCgMSh0RgSAhBICAEESEIw8xAIQKAPCCBA+gAiQ0AghQggQFKomEwFAl0IIEBoBzcQQIAkR4CsqWrRV+5dbA7O3na1tId041kTzWHb1gqQA0YXmzMkrOuhRZVavrlJPzhmjBEUf5s3UYOKss17ljTYf1SxDh5boptfW2/Om7C2vbKkyklTB5pVIJYAmT6yWMdO7hjvuBvfUUG238RZVyAU1pyxpbr8kBG2V4BYAue4vfp3bp31g8eWmVUo2+YUjkRUnJNhVqR0FSANrYEe80SAxOG3BgIEARKHtmJICEAgSQQQIEkCz2MhAIGYCSBAYkbGDRBIaQIIkJQuL5NLYwIIkDQuvoumjgBJjgD5x+vrjIDoeii4dVD4poY2XTZnhBEgk8sLdPp+g0w33frGejW3h3TFoR2CwjovxFrRYV1XPvCxTtt3kD7c0CBrW6pvHNZx7sdv/r1Kg4uyugiQok5ZYW2bde1xe3SuIunasna3wHpvbZ2uf/4z3XnB3kZ6/PbfqzSqX27nqpWuY3YVINY5JT3liQCJwy8PBAgCJA5txZAQgECSCCBAkgSex0IAAjETQIDEjIwbIJDSBBAgKV1eJpfGBBAgaVx8F00dAZJ4AWIdVn72bR/ohlPGRx2iba3YuOLBj3X/l6bq/55eoermgH5zynjTTZff/7HOm1kua5srS1AcsWeZWa1RUduqL9+zWHd/cW+zymLi4Hydvt9gWStMfvD4pzp0XKkuPmjY5ytA/idAbvrvGrUFI/r63BEKhSOyhMzc8WUaPyjf9goQK6/v/WuZxg/MM+eYvLmyRvcsqDDbc1lC5OmPNhsRYx18ftOra5Xh9XTm0lOeCJA4/PJAgCBA4tBWDAkBCCSJAAIkSeB5LAQgEDMBBEjMyLgBAilNAAGS0uVlcmlMAAGSxsV30dQRIIkXIAtX1+qv/12r2y/Yu1unXHLvYn1x/6F6dskWDSnO0uKKRm1pbNe04UX6xmEj5fV6jKCYN22w/rOsSg2tIZ05bZBOnDJQSyoa9KsXVpmzPMYNyNX+o0t0wwufmXNGXly6VdNH/k+ANLcFdeN/1+qjDQ0mh+kjioxQsYSF3RUg1n3WtlzfeOgT3XbeZA0ozNI/F1TohaVbFY7I5P+tw0eZ80EWrakzh6LPGFmkk6cO7DFPa96HjC3V4RM6Dnv/xzmT1L8gKz6fqH5jpPGHSx89LhUPk4ZMkd66JT7PSuaoCBAESDL7j2dDAAJ9SwAB0rc8GQ0CEIgfAQRI/NgyMgTcSAAB4saqkTMEdk0AAbJrRkQknwACJPECxE7VrS2wZu9RYkTA9lfcxYCdBFMhBgEijZiZtEp6IpFIJFlP5xD0ZJHnuRCAQG8JIEB6S5D7IQCBRBFAgCSKNM+BgDsIIEDcUSeyhECsBBAgsRIjPhkEECAIkGT0nSOeiQBBgHRtxGlTPWpqll55IxzVn3MO9Kq+QXri2ZAj+pYkIACB9CaAAEnv+jN7CLiJAALETdUiVwjEnwACJP6MeQIEkkEAAZIM6jwzVgIIEARIrD2TMvEIEAQIAiRlPs5MBAJpQwABkjalZqIQcD0BBIjrS8gEINCnBBAgfYqTwSDgGAIIEMeUgkR2QgAB4kwBQtMmgAACBAGCAEnAB41HQAACfUoAAdKnOBkMAhCIIwEESBzhMjQEXEgAAeLCopEyBGwQQIDYgERI0gkgQBAgSW/CZCWAAEGAIECS9enjuRCAwO4SQIDsLjnugwAEEk0AAZJo4jwPAs4mgABxdn3IDgK7SwABsrvkuC+RBBAgCJBE9pujnoUAQYAgQBz1kSQZCEDABgEEiA1IhEAAAo4ggABxRBlIAgKOIYAAcUwpSAQCfUoAAdKnOBksTgQQIAiQOLWW84dFgCBAECDO/5ySIQQgEE0AAUJHQAACbiGAAHFLpcgTAokhgABJDGeeAoFEE0CAJJo4z9sdAggQBMju9E1K3IMAQYAgQFLio8wkIJBWBBAgaVVuJgsBVxNAgLi6fCQPgT4ngADpc6QMCAFHEECAOKIMJLELAggQBEjafkgQIAgQBEjafvyZOARcSwAB4trSkTgE0o4AAiTtSs6EIbBTAggQGgQCqUkAAZKadU21WSFAkiBASkdIJcNTrZWSP5+NS6Tm6o48Bk2U8sr+l9OGDxRqrpPP6/nfa3YFSPneUk5R8udnJ4OVr3WPGjdXyiqQ1syPfm/ETAQIAsROVxEDAQg4iQACxEnVIBcIQGBnBBAg9AcEINCVAAKEfoBAahJAgKRmXVNtVgiQRAsQj3TMtdIn/061VkrufLILpbKR0us3SYWDpX3OkNYuMjk9/95qlQwsV8X8xzWkOEej+uWqX36mZEeAlI6SJh0rrX8/ufOz83RrPjVrpRWvREcjQLrTe+f9iN55Lxz1xrSpHjU1S6+8Ef36nAO9qm+Qnng2ZKcMxEAAAhCIKwEESFzxMjgEINCHBBAgfQiToSCQAgQQIClQRKYAgR0QQIDQFm4ggABJggA57qfS3ee5oT3ck6MlKg66pEOAFJVLk46XnvphR/6DJkn7nC7Nvz16PnYEiBUzcn/phZ87n8WUU6ScYunTlxAgu6oWAmRXhHgfAhBwKgEEiFMrQ14QgMD2BBAg9AQEINCVAAKEfoBAahJAgKRmXVNtVggQBEhK9DQCREKA2G9lBIh9VkRCAALOIoAAcVY9yAYCEOiZAAKE7oAABBAg9AAEUp8AAiT1a5wKM0SAIEBSoY+VIAHy7sZ2NbWHNabErw0NIU0fkrVTfPd82KTZw7M0otjfGbdwQ5v2G5yphvawirJ9Ufe/vrZVobA0Y0imcjK8Oxz77fVtmjU0S/d+2KiB+T4dPjqnIw4BYr+VESD2WREJAQg4iwACxFn1IBsIQAABQg9AAAL2CLACxB4noiDgNgIIELdVLD3zRYAgQFKi8xMkQFbVBLRoY7v65/oUCkeU7fcoFIlo6dagxpVlKByxXvPKo4j2H5atDgGSqZdXt6k83yu/z6vmQFj5GR61BKUsv0ftoYgyfdLcUTl6c12bBuR5tWxLu0pzfSbGGmtQvl/WszP9HuVneo0AuX9xkyb3z9DkgZkIkFibGAESKzHiIQABpxBAgDilEuQBAQjsigArQHZFiPchkF4EECDpVW9mmz4EECDpU2s3zxQB4hwBYv1l/y/fqNeVMwo0d1S2m9sq8bknSICsqA5oS1NIta1h9cv1afHmgKaXZ+rT6oCKsrwqzPKalR3We3sPzJRV0ykDM/SfVW2KRMKqb5fGlvoVCEW0tTlkVoD4vVKmz2NWk7y+1oqLqL4trNElfm1uCis/06OKhpCJ83k9aglENGlAhrY2h40I6bxYAWK/7xAg9lkRCQEIOIsAAsRZ9SAbCECgZwIIELoDAhDoSgABQj9AIDUJIEBSs66pNisEiHMEyHWv1GqfwZlmFcAvDy9JtVaL73wSJEDiO4mdj25tnbXTLbcQIPbLgwCxz4pICEDAWQQQIM6qB9lAAAIIEHoAAhCwRwABYo8TUcL2GdcAACAASURBVBBwGwEEiNsqlp75IkCcIUAa2sK64tlq3X5imS5+slo3HF6sstyO8yF++J9ajSjy6bOaoBraIxpV7NNVMwvl93l04v1bNG9yrh7+uFn3nNJPn9UE9Kf5DWoORJTh8+iKGQWaOihTjy5t1sqaoILWyoOWsFlFcO2cInOGxKbGkH7xep1qWsKaPCBDbSFpRnmmjtojRx9vad/heI77tKSBANklcwTILhF1BiBA7LMiEgIQcBYBBIiz6kE2EIAAAoQegAAE7BFAgNjjRBQE3EYAAeK2iqVnvggQZwiQxz9pVnVLWF/cJ9+cG2GdCXHGpDzTlNe+Uqfa1pB+d2SJPJKuer5GJ+2ZY86MOOWBLTp6jxxdvE+evF6PvvJktc6clKvDRmfrxc9adO9HzUaqPPZJs+7+sEm3nFCqkhyf/jy/XrkZHn1p3wJZK0/KC3z68n4FeqeiXde8UqurZxWYw7V7Gs9xnxYECIegx9KUCJBYaBELAQg4iQACxEnVIBcIQGBnBNgCi/6AAAS6EkCA0A8QSE0CCJDUrGuqzQoB4gwBcvnTVfrugYUaXpyhysaQrnm5Tn8/obRTgFjnSJwyIdf8fMf7jeaMiCtnFhoB8rO5RZrYv+Mg7EAoLJ/HY2RIVXNI5zxapefOHWAEyHuVAV13SJGJe3Rpk1ZUh/SdAwt1+kNb9cvDijSmNMO8Z0mPMyblGAHS03iO+xwgQBAgsTQlAiQWWsRCAAJOIoAAcVI1yAUCEECA0AMQgIBdAggQu6SIg4C7CCBA3FWvdM0WAZJ8AbKmNqivPFWtnAxrfUfHZW1RdeMxJRpblmFWgBwwtGNLKut66ONmLa8K6Aezi4wA+fMxJRpS6DfvvbqmVf/6pMUcsh2OyGx79fznAmTploC+P7tDgFhCZNvPR9+zWXefXKb+eR1bbn3/xRqzgsQSID2N57jPCwIEARJLUyJAYqFFLAQg4CQCCBAnVYNcIACBnRFgBQj9AQEIdCWAAKEfIJCaBBAgqVnXVJsVAiT5AuQfixpUkOXVWZM7tryyrkc+btamppAum15gBIh1NsfpEztWgNz6XqOa28O64vMVINsESG1rWOc8ulU3HVeq4UV+bW4K6bx/Ve1SgFgS5XdHFmtkSccKkEueqjLPmlae1eN4jvscIEAQILE0JQIkFlrEQgACTiKAAHFSNcgFAhBAgNADEICAXQIIELukiIOAuwggQNxVr3TNFgGSXAESjkR09iNVuuHwIrP91bbL2gbrimdrdP+pZfq/V+tV3RLSb44oNm9f/kyNzts7T3NGZketAFlVE9C3/l2r+0/tJ59Huv2DJt2/uElPzeuvZ1e0dq74sMbougLkBy/Vas9+GTp/Sp7e3diuH/2nVlfvX6AxJf4ex8vye531kUGAIEBi6UgESCy0iIUABJxEAAHipGqQCwQggAChByAAAbsEECB2SREHAXcRQIC4q17pmi0CJLkCZOGGNv31nUZzUPn2l7US44tT8428GFLg1eLNQW1pDmna4Ex9Y/8CeT2ebltg3fBGvT7Y1K6SbK8u2idfd33QpEA4oiNGZ/coQCxxcv3r9WoPRbTP4ExtaQrr0JHZZhusnsb7y7Ed55M45kKAIEBiaUYESCy0iIUABJxEAAHipGqQCwQggAChByAAAbsEECB2SREHAXcRQIC4q17pmi0CJLkCxE7fWVtgzR6eac7kiNcVDkfMwenW9c0XanTGxFzNHJoVr8f1/bgIEARILF2FAImFFrEQgICTCCBAnFQNcoEABBAg9AAEIGCXAALELiniIOAuAggQd9UrXbNFgCBA/vZOg2paw/regYWqaAjp8mdrdOsJpSrL7TgU3RUXAgQBEkujIkBioUUsBCDgJAIIECdVg1wgAAEECD0AAQjYJYAAsUuKOAi4iwACxF31StdsESAIkOrmkH75Rr3W1YeU6fPo3L1ydcSY+K02ictnDQGCAImlsRAgsdAiFgIQcBIBBIiTqkEuEIAAAoQegAAE7BJAgNglRRwE3EUAAeKueqVrtggQ5wuQdO3NmOaNAEGAxNIwCJBYaBELAQg4iQACxEnVIBcIQAABQg9AAAJ2CSBA7JIiDgLuIoAAcVe90jVbBAgCJCV6HwGCAImlkREgsdAiFgIQcBIBBIiTqkEuEIAAAoQegAAE7BJAgNglRRwE3EUAAeKueqVrtggQBEhK9D4CBAESSyMjQGKhRSwEIOAkAggQJ1WDXCAAAQQIPQABCNglgACxS4o4CLiLAALEXfVK12wRIAiQlOh9BAgCJJZGRoDEQotYCEDASQQQIE6qBrlAAAIIEHoAAhCwSwABYpcUcRBwFwEEiLvqla7ZIkAQICnR+wgQBEgsjYwAiYUWsRCAgJMIIECcVA1ygQAEECD0AAQgYJcAAsQuKeIg4C4CCBB31Stds0WAIEBSovcRIAiQWBoZARILLWIhAAEnEUCAOKka5AIBCCBA6AEIQMAuAQSIXVLEQcBdBBAg7qpXumaLAEGApETvI0AQILE0MgIkFlrEQgACTiKAAHFSNcgFAhBAgNADEICAXQIIELukiIOAuwggQNxVr3TNFgGCAEmJ3keAIEBiaWQESCy0iIUABJxEAAHipGqQCwQggAChByAAAbsEECB2SREHAXcRQIC4q17pmi0CBAGSEr2PAEGAxNLICJBYaBELAQg4iQACxEnVIBcIQAABQg9AAAJ2CSBA7JIiDgLuIoAAcVe90jVbBAgCJCV6HwGCAImlkREgsdAiFgIQcBIBBIiTqkEuEIAAAoQegAAE7BJAgNglRRwE3EUAAeKueqVrtggQBEhK9D4CBAESSyMjQGKhRSwEIOAkAggQJ1WDXCAAAQQIPQABCNglgACxS4o4CLiLAALEXfVK12wRIAiQlOh9BAgCJJZGRoDEQotYCEDASQQQIE6qBrlAAAIIEHoAAhCwSwABYpcUcRBwFwEEiLvqla7ZIkAQICnR+/EUIKMOlF66wfmY9jpRysqXPn0pOtdxc6WsAmnN/OjXR8yUrH9JujyRSCSSpGcLAZIs8jwXAhDoLQEESG8Jcj8EIJAoAjf8JEN3PxBUbX30E6+61K+nng+poTH69QvP9ik76/PXAu1qvutGRepro4JyL7pKTX+9XpGarVGv53/3V2q45jKFt1Qmano8BwIQiJEAAiRGYIRDwCUEECAuKVSap4kAQYCkxEcgXgIkp0iadp6U18/5mDwe6e1bpZq10bkiQLrXDgHi/H4mQwhAYMcEECB0BgQg4BYCCBC3VIo8IZAYAgiQxHDmKRBINAEESKKJ87zdIYAAQYDsTt847p54CRDHTXQ3EkKAIEB2o224BQIQcCgBBIhDC0NaEIBANwIIEJoCAhDoSgABQj9AIDUJIEBSs66pNisECAIkJXoaAdJzGREgCJCU+JAzCQhAwBBAgNAIEICAWwggQNxSKfKEQGIIIEASw5mnQCDRBBAgiSbO83aHAAIEAbI7feO4exAgCJBYmpItsGKhRSwEIOAkAggQJ1WDXCAAgZ0RQIDQHxCAQFcCCBD6AQKpSQABkpp1TbVZIUAQICnR0wgQBEgsjYwAiYUWsRCAgJMIIECcVA1ygQAEECD0AAQgYJcAAsQuKeIg4C4CCBB31Stds0WAIEBSovf7RIBMlRbcmRI4oiYxdo6UkSutmR89txEzJetfki5PJBKJJOnZQoAkizzPhQAEeksAAdJbgtwPAQgkigArQBJFmudAwB0EECDuqBNZQiBWAgiQWIkRnwwCCBAESDL6rs+f2VsBklUgTTpOyinp89SSPqDHI334L6l+IwJkGwEESNLbkgQgAIHdJIAA2U1w3AYBCCScAAIk4ch5IAQcTQAB4ujykBwEdpsAAmS30XFjAgkgQBAgCWy3+D2qtwIkfpk5d2RWgISjijNtqkdNzdIrb0S/PudAr+obpCeeDTm3mGQGAQikDQEESNqUmolCwPUEECCuLyETgECfEkCA9ClOBoOAYwggQBxTChLZCQEECAIkJT4gfSFAvD7J400JHN0mEQp0nxcCBAGSmt3OrCCQ2gQQIKldX2YHgVQigABJpWoyFwj0ngACpPcMGQECTiSAAHFiVchpewIIEARISnwqeitAsoukScdL2YUpgSNqEtYWWEuekmrWRs8NAYIASb1uZ0YQSH0CCJDUrzEzhECqEECApEolmQcE+oYAAqRvODIKBJxGAAHitIqQz44IIEAQICnxyeitACkeJg2ZIr11S0rgiJrEuLmSdcYJh6D/DwtngKRenzMjCKQLAQRIulSaeULA/QQQIO6vITOAQF8SQID0JU3GgoBzCCBAnFMLMumZAAIEAZISnw8ESM9lRIB0Z4MASYmPPZOAQFoSQICkZdmZNARcSQAB4sqykTQE4kYAARI3tAwMgaQSQIAkFT8Pt0kAAYIAsdkqzg5DgCBAYulQBEgstIiFAAScRAAB4qRqkAsEILAzAggQ+gMCEOhKAAFCP0AgNQkkUoBMOcun3DJJkdRkyaziR8A687luvbTksZCsYxD2Os0nf1b8nufUkYOtHi28LRidnkc6/Md+vX1zqNvrsy7xRb/26p+2m5pHmv016ekfdn/9uJ9Kd5/nVBTuzAsBggCJpXMRILHQIhYCEHASAQSIk6pBLhCAAAKEHoAABOwSQIDYJUUcBNxFIJECxPrCOjPP4y5AZOsYAm2NEYXaO9LJzJf8menXS4GWiAIt3V0FAsQxbbrzROIoQN5dW6cP1jdodVWLZo4q1rGT+8cE5ebX1uqS2cPNPdZYK7c0K9PvVYbPa2us99fVa+qwXhzOzhZY3euFAImphwmGAAQcRAAB4qBikAoEILBTAqwAoUEgAIGuBBAg9AMEUpNAIgVIahJkVhBIMgFWgCS5ADE8Po4CxMpiQ02L5q+u1yn7DNTPn12pI/YsUzAcUXVTQGuqW5SX5dOp+wzUS59Uae/yfL24rEYDCjLNv48qGjoFyOsrqrV8c7NmjCzShEH5Rqq8+VmNgmHpqIlluu3NDTpwdLHWVLfq3JnluvWN9YooosPGl+ntVbXmmbNGFumdtfWd9/zr/U0a0z9PI0qzteeg/O7QECAIkBg+SoRCAAIOJ4AAcXiBSA8CEOgkgAChGSAAAQQIPQCB1CeAAEn9GjPDFCeAAHFPgRMoQP726lpdevBwvbOmVjXNQb22okaXzh6md9fWa2N9mw4ZV6qnPtqiiYPy1BoMq7K+rVOAhMMRtQRCWlzRaMTHsJIcw9jvlYaWZOudNfVm7FteX2dkRmlehl5bUa2S3AwjQcryM/Xwu5VR99S3BFXVFNSEwXmaXF6AALHTtawAsUOJGAhAwIkEECBOrAo5QQACOyKAAKEvIACBZAmQawdPU6kvS5uD2+/zQU0gAIG+JrBPXn99ZfUrqg61RQ39/Njjdc2GBd1ev23kXOV7/SY2HJTevy+k9qborPY516cF/wiqrb6vs2U8CECgGwEEiHuaIoECZNuWVvctrNDAgkyzMuTs6YP1yHuVZous/YYX6t4FFRpclKXhpTl6Y2VNpwD598db1dgeMsKjLRjRvsMKtWBNnTK8HiNOHn6v0sQu3tCgh96t1HUnjJX1vMP37GeESUt7SAeOKdZHFU3mnjljS/TiJ1VGkARCER2/9wAEiJ2uRYDYoUQMBCDgRAIIECdWhZwgAAEECD0AAQjsikAit8Aq8GXowLzBu0qJ9yEAgT4gsC7QqCUt1d1GQoD0AVyGgEAiCCBAEkG5b54RZwHSN0kmaRS2wOoOHgGSpGbksRCAQK8JIEB6jZABIACBBBFgBUiCQPMYCLiEQCIFiEuQkCYEUppAbwTI+KO9yi6WFElpREwOAo4hEGrzaPFjoeh8PNKsS3zRr736p+1y9kizvyY9/cPurx/3U+nu8xwzx5RIBAHScxkRIAiQlPiQMwkIQMAQQIDQCBCAgFsIIEDcUinyhEBiCCBAEsOZp0DAKQR6I0B8mVJGjscpUyEPCKQ8gWBrRMHoXewkBIjz6o4AQYDE0pWsAImFFrEQgICTCCBAnFQNcoEABHZGAAFCf0AAAl0JIEDoBwikF4HeCJD0IsVsIeBQAggQ5xUGAYIAiaUrESCx0CIWAhBwEgEEiJOqQS4QgAAChB6AAATsEkCA2CVFHARSg0BvBMjwWR6VjmQFSGp0ArNwA4H6SumzV8LRqSJAnFc6BAgCJJauRIDEQotYCEDASQQQIE6qBrlAAAIIEHoAAhCwSyAeAuSr/SepyJuh6tD2+3bYzYo4CEAgXgT2zCnVdRULVRdqj3rEbSPnKt/rN6+Fg9L794XU3hSdxb7n+vThQyG1N8YrO8aFAAQ6CXikAy736e2bOQPE8V2BAEGAxNKkCJBYaBELAQg4iQACxEnVIBcIQAABQg9AAAJ2CcRDgOR5/Zqa289uCsRBAAIJJFAZaNHKtrpuT7QjQPY516cF/wiqrT6BCfMoCKQrAY90+I/9CBA31B8BggCJpU8RILHQIhYCEHASAQSIk6pBLhCAAAKEHoAABOwSiIcAsfts4iAAAecQQIA4pxZkAgFDAAHinkZAgCBAYulWBEgstIiFAAScRAAB4qRqkAsEIIAAoQcgAAG7BOIhQMZkF+q4wpEKK2I3DeIgEDcCfnl069alaggHlO/N0MX9JyoY2W5P/bg93XkDr21v1FO1q7t9PhEgzqsVGaU5AQSIexoAAYIAiaVbESCx0CIWAhBwEgEEiJOqQS4QgAAChB6AAATsEoiHAPn2oH30SUuNPm6tsZsGcRCIG4HDCoaoJtSmh2pW6rSSMSrzZ+vF+vVxe57TB/7OoKn6/vq3u53RgwBxeuXIL+0IIEDcU3IECAIklm5FgMRCi1gIQMBJBBAgTqoGuUAAAggQegACELBLIB4C5OqBU/RgzQq93FBhNw3iIBA3Apf0m2ikxzYBYsmQv21ZErfnOX3g58cer2s2LIiLANnavFavrr5Da+s/VDgS0oDcUTpg+DkaXbJfr7Bsalqpx5b+XJdMu00LNjyiquZ1OmbsVVpd+55Kc4aqMKt/t/G3NK3Wy6tukXVvJBJWcfYgHTzyQo0s3qdXuWy7uWsefTIgg0BgewIIEPf0BAIEARJLtyJAYqFFLAQg4CQCCBAnVYNcIAABBAg9AAEI2CWAALFLiji3EkCARFcuXgKkvm2Lbn/vck0ecJj2Kz9ROf4CLat6Qy999jedOvE6DS/aa7dbqKsAaQ+1GrmS7c/TIx9fp/2Hnanygj27jf33dy7WtCEnaeqgY+WRR59sfU3Prvi9vjr9LpNbb6+uefR2LO6HwA4JIEDc0xgIEARILN2KAImFFrEQgICTCCBAnFQNcoEABBAg9AAEIGCXAALELini3EoAAZIYAfLSZzerumWDTp/0f1EPXFm9QAVZ/TQgb7R+/9ap2n/omVpY8agumXaH6ts2698r/6KG9ir5PH4dM/YbKi8Yb+5/a90Dem/jU8rJKNT4soP00eZ/R60AKcku1+vr7lF+Rpnmjr5Y48oO7HxuKBzUb948QZfPuFf5maWdr1srR0pyhsjr8WpF9Xy9uuZOtQdbVJwzSCeM+67yMou1cMO/ZK0esaTLqOJ99U7FY0aaWO9Z14srb5Lfl6XcjKLOlSibGlfomeV/UFOgRiXZg3XcuG+qOHuwrBUxO5pfMBzQs8v/oA31H0uKaEjhRB29x9eV4cty68eMvONBAAESD6rxGRMBggCJpbMQILHQIhYCEHASAQSIk6pBLhCAAAKEHoAABOwSQIDYJUWcWwnYFSA5//lAwUGlCvUrlH/NJrVPHxc1Zd+WOoX6F0lNrZLfJ2VlRL2fufBTc0/XccIDiqJiPDWNipTk20LpaWmXgiFFCnLkX7lR/rVb1HrwZMnnVc4TCxQuK1Bw1ECFyv/3BX9njjt5QrxWgNz+3te0X/kXtPfAI3t8+h/fPsO8P2fkRWZVxh3vX2FWaOwz+FhtbPhUj3z8EyMbalsrdPcHV+tL+96svMwSPf3pb1TR8Em3LbBuffdSsxXWjlaAPLzkWjUGqjW9/GQNL5qigqyyzrwa2rbqtvcu07y9fmnEzPz1j2hD/RKdMvEaLap4Qm+uu0/n7v1bleSU68HFP9KE/gdrr8/nddPCC3TyhB9pbd2HnQLk74su1pwRF2p8v4P09vqHtLbuA50+8ac9zm959Vv6oPJZnTHp54oooldW36qxpQdoWNEkW71BUJoQQIC4p9AIEARILN2KAImFFrEQgICTCCBAnFQNcoEABBAg9AAEIGCXQKIFSMay9Sr6yzOKeD3dUqz6w5ftpt0truzbt6n6B2fY/nJ5dx9kfbntraxV09lzdneIbvf5Vm9S/iNvSZGIgiP6q+n0g3oc21tZo7wnFyhzxUYpHFawvExNR++r4IRhfZbPtoG8m+vkbWhRcMygPhm763jWl/n5d7yo2mvm9cnYOxskVgESLC9VxrJ18m+sVWhgsalLuDBX/nVbjYwI52Ur4vfK0xZQuChXmZ9uVGBYP3na2qMESGBAkbI+Xitvc5vCxfmKZPiM0PAEQgr3K5R3a70ieVnyVjcqkpctT2u71BaQ8rIVKsmTr7ZZoX4FCowfqqx3VhjxEhw3RKHBJcp5eqFCQ8qMkMl6f5V5fsaazQrnZyswYoAyPqtU2/SxihTldUMTLwHyt4Vf1JF7XK7RJdN6LIclQE6beJ2GFE5Qdct6s2XWN/b/l1mRYV13vn+lDhn5JfPeZzXv6NSJ15rXV9Us0gsr/xKTAAmG2/V+5bP6dOvrqmhcprKcYdp/2Fnas99svV/5jJZtfV1nTv6FGb891KI/vn26rt7/MfOetTrkzMk/N+99UPmcrFUslhypbFyuxz+5PiqPmUNP110ffF1fn/mQPB6PrNUnoUhAje1VPc7P5/WbcY7e40qNKJ4qvzcz7p8DHuBCAggQ9xQtngLE65c+/x3peCCh9u4pjpsrZRVIa+ZHvzdipmT9S9LliUQikSQ9WwiQZJHnuRCAQG8JIEB6S5D7IQCBRBG44ScZuvuBoGrro5941aV+PfV8SA2N0a9feLZP2dt2ZAi0q/muGxWpr40Kyr3oKjX99XpFarZGvZ7/3V+p4ZrLFN5Smajp8RwIQCBGAskQIHkPvNbnX3x7GloUzsuSx9vxRWrcLusL6nBYyum7rWoKb3pGzUftq+DoQSr84xNqOmO2+ZJ7+8taPVDyq0fUOmOsWufspUhuljI/WKW8R95U/SVHKbhHeZ9OO/vlD+UJhtVyxNQ+GTdqvFBYnpY2RfJz+mTsnQ0SqwAJl+bLu2aTvG1BIxh8tU0dgqK+WfLIiAer3zzW6gxrHhl++bbWK1SYEyVAwsV5yli5UZ7GVoULsuVtalOoOE/eUFjBknz5qhoU2GOw/Ou2mPQ94YgimRlSW7sCk0co88M1RrAEJg1X9ptLZQkkK956L+vtZWqbNV6WPPPVNZvnGzGT5VewNF8ZG2sVLsgx925/xUuA/POj72hS/0M1ZdAxPZbDEiDnTfm9SnOGqKJhme758GoVZPbrjA+EWnXEmMtV01qhmpYNZisp67JWhzyx7JcxCZCuSQRCbfq06g09v/LPOnPS9VpX/5HeXPdP5fgLO8Pagk1mxYkVZ602OWH8d8x7LYF63bzoIn1txj/11rr7FY6ENWfkhZ2HsVvzffyTX+ir0++MmvfO5metKFm65VW9V/mUNjWuNCtHDh/9VWX6suP+eeABLiKAAHFPseIlQHJLpennSjn/W+nnWCgej/TO3dKWFdEpIkC6lwwB4tg2JjEIQGAXBBAgtAgEIOAWAggQt1SKPCGQGAJOEyA5r3wk34YqKRiWr67J/EV8w5eOULi0QN7qBhXc+R95GpqNLPC0h9Q+cZj5InjbCpDsD1b1eL9a2pT/8JvKWL3ZSIzmI6aq7YAJBrS1sqLgoTfktb7s9nnVcPYchUYOkPWlva+iWhnrq9S+90jzBfO2FSCF/3hBgaFl5gtsb12zrC+8G750pOT1yL90nfIf7VjV0XrQROW8+IHqvvEFhcv+94XrtgoX3viUmk6aZVYZFP/xSdVcfaJZBbD9lffoW/JtrlX9pdFfMGcsWWuebX0xb+Wa/8Br8jS2KJLhV/Nx0xTYa6T866uUf+/Lap843Gyl5K1pVNOpBygwYVhHro+9LQVCZnulppNmKuL3q/D2FxXxedQ2a0+17TNa+ff+14gZSwS0HD9d+fe8otofnWnS9FurWD7/2dPUpvx/vmI4W1Kq6eT9FfF6o8ZrnzKqcwWIiX/wNZOjed5+e6jlqH3NuGXfvUNNJ8xQ5pK1ZsVE2/Q91HJkx3t2L7sCxO54scZtkxXb7tu2VVas4/RVfLwEyGtr7jLbQp2z92+iUl2y+WX5vRnmS/6uAsQ6NP22d7+qq/Z/uNvU3tv4tFn1Ya26sC5rRYZ1xsgl027rFA/W1lc9bYFlnS2yqfEzjS2bFTX2g0t+pLGl+yvDl21ExykTOsbvellbYHUVINZ793/0fU0fcrL+u+YOHTf2mxqYP6YzD+sQdmsly9dnPWxWsljne9S2blSmL6fH+XV9niVYHl92vUYV76eZQ0/rqzIzTioQQIC4p4rxEiD9xkgj95de6FiR9vyKFhVkeZXhlcaU+FWa69sho9ZgRPVtYQ3I2/H7cQE75RQpp1j69KXo4REg3XEjQOLSggwKAQgkgAACJAGQeQQEINAnBBAgfYKRQSCQMgScJkCy/rtYuc8tUu33T1ekMFd5D72ucFamWr4wQ/m3vqBwvyI1nzhTGUvXyRIQDfNmm7+63yZAMj9c3eP91koJ66/xG8871Kw+KP71o2q4+CgFhpSq5IZH1XLgBLUdNFH+NZtV8PfnVXPd2cp6Y6nyXnhPtVd9QeH+ReZ8h20CxMrH2t6o/rLjzJZeJb98WI0nzVJw/FCV/PgeNZ49x/wF3kpm5QAAIABJREFUfu5TC5X94vuquXbeDrfoyn7+XWUt2yBPU2vH/T1sZ1Vkrf6YM9kInx1dkXDY5NB8+FS1zxhnRFDRH55QzU/myVPXZFaP1H/1WAX2HKrM9z4zcqf+6pNU/IuH1HjmbLPVlXVP9qtL1DTv4A72xflmBYi3okolv39cDWcdrPb99ogSHlYuXQVI3n2vmu2eLMHiX7NFxTc9o6qfnau8x97uHK/rFlh5979mhFTjvIPlbQ2o6NePqum0AxWYOEwl37tTrbMnquW46WbVRek196rqlxd0O39jZx/IZAsQp/2yiJcAaQk06JZ3v6w9Smdp1tAzzNkdn1a9acTFGZN+psEF46IEiMXljveu0PQhp2jSgEPV1F6rl1bdrKPGXGEEwn0ffVcX73ezcjOKzXZRm5s+6yZArHNHrNUY22+7ZR12ftcHV+nYsd/Q2LIDzHkj1qqPfy39mc6afL05GN06A+ScvX+t0pyhZoXJ4s0v6ogxl5kzQLYXIO9tfEarat4xh5p/ZdotpqQLNjzSeQbILYsu0Yyhp5rzTRZueEyrat8xc+5pftaB7q3BBh047Bwz1jPLf6/+eSM0Y8ipTmsX8kkmAQRIMunH9uwECZAXVraoORDRkAKfirM8ercyoMIsrwLhiIqyvMrxe1TZFJK1Ftbv8ygQilh/16BIxKPyAp9W1Qbk93rUL8er+vaIDhyWZYRKn1wIEPsYESD2WREJAQg4iwACxFn1IBsIQKBnAggQugMCEOhKIBkCpPAvz3QcIt3lsv7qv/GcObIESNanFar/csdBytmvfGRWBjSee4hKf3i36r56jEJDO7bMKba+7D9s724CpKf7S350jxouOtysHrGu3MfeViTTr7Zpe6j4V4+o+tcXmdUb1lX0m3+p6Qsz5NtYo6wla1V/2bHm9e0FSGjMYLUcspd5r+Afz6t9r5EKjhygoj88rupfXmhet1Y4lH3/TlVdd3Y3AWIJm7zH58vT1KIaS/oU5Slr/jIFh/WPOtzazPe6+8z5IJYY2NHl3VKnkt/8S1t/eYE5i8DM4/ePq/mwKeYsiZI/PqmqX3Xk5Fu/1QgkS/IU3vi0QgOK1DJ3b3M2xbZrewFS/NvHVPXrL5ptxroKDyu+68+lP75HdZcc3Vknc2h4XnaUUOkqQEquudfUOzSsf0ddnlwgBYJqPuUAI0Aavna8gkM7DrAu/e4dqv3OqeYAcLsXAiSaVLwEiPUU6+yOV1bfZlaCRCJhDcofq4NHXGjO/LCuritAtsU/v+LPslaDeD0+TSs/2RyIbl3WihLr/I0sf76mDjpGiyoe16XT74gSD6+vvVcLNjxsnjGt/MSoia6ufU+vr73HSApLgBRnD9KsYWdqXNkBJs4618Na0REMtSnTn6vDR1+qoYWTdihALDnzl4XnaP+hZ2r2iPPN/V0FyOamVeagdutw9bLcYTpu3LfM8yweO5qfNd6zK34v6z6vvBpUMM7IGmvVCBcEOgkgQNzTDAkSINYKkMkDMvTYJy0aX+bT3gMztbAi0PG/615pRJFP6+tD2tIU0t6DMrWqJiif+f9rIjp2bK6eWd6iNXVBHTk6W/M3tOvoMdk9riKJGT4CxD4yBIh9VkRCAALOIoAAcVY9yAYCEOiZAAKE7oAABLoSSIYA2dkZIJYAsbZOarxgrkmz689l3/iHqq/53yqKgpueMfJi+xUgPd1f+s1bzbkZ2nZOSDBktnZqmzZWxX94XOGuB0a3B4xssFYdZK7ZrIbzO/LZXoBYW0ht20bLWhFi/RwaVKL8e16OOuek9OpbVPPjs6IEiLeuSUW/fUy1V5+k7IXLzTZaTacdoOJfPWy2uYrKx5IZf3rSzLf18227tu9kS0JYW4RZK022XQU3P6f2vUYoYEmZm55VzU/PNW9ZKzq2/eypa1buC+8q68PVCmdnmu24rJUr3QTITc+q+vP7dypAvnmran9werftvrqO11WAlF19q2p+dKasszesK/ulDzqk1wVzjQCpu/okhQcUmfe2/9nOpxkBEk0pngLETj2IgQAEbBJAgNgE5YCwBAqQo/bI0W/frNcJY7P13qaASnK8Ks3xGemR6fPI44kY8TEw36ea1oga28IaUezTUWNydNcHTWoORjS5f4aqW8JGoIwp9fcNQASIfY4IEPusiIQABJxFAAHirHqQDQQg0DMBBAjdAQEIdCXgJgFivvz++gkKD+44DNQSBc1zu68A6UmAFP/ffWq86MjO1QTbOJjDxX/5sKo/Xx3Rlc/2QsaOADGy4c9Pqeb6C8xQnuY2lX2v+woQ6+wO63Drhi8fJQVDZrsqa3WKdTj2thUwXXPJffod+ZdXqP6qL0Q1ceY7y82KGmvVSMkNj0StACn83WNmC6tQWUGPAqTrYNaKFEveWKtX8h55I2oLrK4CxWwTdtfLqvnx52eAWOeIPPKmOROk5Np71XDREQqOGGCG9m6qNSs28v711g63wCq59p8dK0A+X9mT88QCeUIhNZ+8PwIkDr+uECBxgMqQEIgHgbgIEEkHXir5u58zFY8ppM2Y1h9WVK+RPnik4xyMfedJ/qyO6Xv90ual0pKno3FY53uMP1z66HGpeJg0ZIr0VscWe51X/gBp6mmSL9P5KK35LnlKqlwSnStngHSvHQLE+f1MhhCAwI4JIEDoDAhAwC0EECBuqRR5QiAxBNwkQApuetYcTN58zH7KWLZe1uoG69wIuytAch990xyc3njmQfKEwsp9Yr45z8L6or7ohkfMFlDt08aaVR95j75pzsXImv9p1IoUOwKkbcY4s11Xw8VHKjC2XLnPLpJ1zsf2Z4BYW1YV/fHJzsPRrcOyC/75XzWcNbtzVUlUFzS1qvTnD6pt8ggjNcIFucr8aJXyH3lL9V89RoHh/c05H9aWV+3Tx8q3douK/vq0qn98lsxqkx2tAPnRmSq68WnVX3S4WZ1iHTRe8utHtfX685X/2HxF/F41f2Fm1IoRKydLGpX+4kFV/ew8cx6HdY5HxooKI0DyHnzdbGHVNG+OfBu2qugvz6j6p+co78mFneNFnQHy0OumHo1nHWy2Cyv+zaPmrJHg+CEIkDj8GkCAxAEqQ0IgHgTiJUAycqTM3HhknN5jttZLoY7tqJRdEC0tWuqkcDCajx0BYsYqlHwZ7mDbVNU9TwQIAsQd3UuWEICAHQIIEDuUiIEABJxAAAHihCqQAwScQyAZAsT6Qtw6NHz7q/aK483WRz2t4LC2bbJWHXgCQQXGDZG3tklt+44xX/Z3PQS9p/vV2q78h9+Uf+VG82hruyrroG5r42zv5loVPPC6PDUNZoss61wP60D03VkBYm2JlblohfKeWKBITqZaDpr4/+ydd3xUxRbHf3c3ZdN77/TemxSp0kGkKCKCDwHFAogFsYAICgo2BFRERERR6YgCovTeQofQ0nvvm233fWbWxCwJZBM22bvJmX+e2Z07c+Z7JtG33z0zcPz9FDLYHR+uDgbLtj12DXZ/n+dihlVJKDs3gt2ByxCKVPxOECgMv/XJ4nTcforLBlEnQhvshfyhHaEJ8+HjsjtL2BFjsnwlRCs5vzCeXXpe+sgr1q/0z0y82O89zy8iZ8+w8dStw2B9PQ5O3+2FqlkQCga0NRAobAyHLcdhfSMeOlcHqBoFQHH0KrLeHQuhUAWn9Qc4Z52jAnmjuvKL3UuPp+zbGo5r/+bHhLEKGXY8llVsGr+DRdm5Mdj7rNERWKb/W0ECxPRMaUQiUC0EqkuAVEuwNGilCRgrQCo9sMQeIAFSNiFUASKxTUrhEAEiYDQBEiBGo6KORIAImJkACRAzJ4CmJwISI1DTAuRBly/qdPwSbtbYnRis2oHdVyG1JooiD4lfRq4T4TFrtf4CclsL+Ran1IA+QDx0B4ghPBIgD7CZ6FEiUJMESIDUJO2an4sECBDSuea5/zujIBb/l5oZQiABYgboNCURIAImIUACxCQYaRAiQARqgAAJkBqATFMQAQsiYEkCxH7rcchzC5HzdG9YpeXAdelWZLw1BmLpy8slwp4dqaXs1gxF3ZrC5tQN2O+7iKw3R0skuroVBgkQEiB1a8fTamsNARIgtSaV5S6EBAgJkNIbo0MbAfkFwIGjOoP90rObDDm5wI5d2tr9C0GrIwJEwCIIkACxiDRRkESACAAgAULbgAgQgdIELEmACNkFcPpxP+QpWfrjnQa2g6pTI0kmVH47EU4bj/LjoPgxUE/04MdVUat5AiRASIDU/K6jGYmACQiQADEBRAkPQQKEBAgJEAn/glJoRIAIlEuABAhtDCJABCyFAAkQS8kUxUkEaoaAJQmQmiFCs9Q2AiRATCdAGg+UQeEKQH/CGzUiQASqmYC2SMDlbXd98VsAujwnN5z50LKykbR5HLAyvEeqmsOl4StDQJADGXeA24cBe3eg8SOWc9l5ZdbJLnC/fQhIu234FDv+io7A+o8JVYBUZldRXyJABMxFgASIucjTvESACFSWAAmQyhKj/kSgdhMgAVK780urA0iAGO6CB7kDRG4DWNsJtK2IABGoIQIapQhN0V2TGStArBSAtaKGIqVpqkSgKBfQ/Su4bB0BmVWVhpH8Q4VZZUMkAWJ41BUJEMlvYwqQCBABACRAaBsQASJgKQRIgFhKpihOIlAzBEiA1AxnmsV8BEiAmE6AmC+LNDMRIAIlBIwVIISMCEiZAAkQEiBS3p8UGxEgAuUTIAFCO4MIEAFLIUACxFIyRXESgZohQAKkZjjTLOYjQAKEBIj5dh/NTASqgQAJkGqASkPWOAESICRAanzT0YREgAg8MAESIA+MkAYgAkSghgiQAKkh0DQNEbAQAiRALCRRFGaVCZAAIQFS5c1DDxIBKRIgASLFrFBMlSVAAoQESGX3DPUnAkTA/ARIgJg/BxQBESACxhEgAWIcJ+pFBOoKARIgdSXTdXedJEBIgNTd3U8rr5UESIDUyrTWuUWRACEBUuc2PS2YCNQCAiRAakESaQlEoI4QIAFSRxJNyyQCRhKoSQHSTOGO8e4NoYVoZHTUra4QyNQosTL1CpSiFi0U7hhXhX1iLciwOOkcsrQqA2zGCBAXuQ3e8m0HlWj4eYQl87+lzMb6jBtlft+MuQRdUwjoag8KS04jxU4EyiUgkwPsjnPe1EpApyFSRMCyCLAL362LN3HNhy6Iomi2/xo9c17EmXASIDWfdpqRCBCBByVAAuRBCdLzRIAI1BQBEiA1RZrmIQKWQaAmBchnQd1wNj8FZwpSLQMORVljBGb5tMaP6TdwOC8Ry4K643h+EsIL0io1/yjXekjXFuHr1CuVFiBMknhZ22FT5u1KzSnlzsuCemB85N9IYTajVDNGgEh5XRQbESACRIAIEIEHJUAC5EEJ0vNEgAjUSQIkQOpk2mnRRMAiCZAAsci0UdBEoNoI1KQAWRL4EFakXMa2rMhqWw8NbJkE/mgwBLtzYrgA+TSwKz5NvoCd2dGVWsw8vw7ws3GosgBJ1hTivYTTlZpTyp3jW03A/6L2kwCRcpIoNiJABIgAETALARIgZsFOkxIBImDpBEiAWHoGKX4iUHcIkACpO7mmlRIBYwiQADGGEvWpbgIkQExP+EEESJEICKYPiUYkAkSgigS0ogg72b+/lRptFUepA4+xM42s5XyhOlENQFYHFm25S5QJ+lyZo5EAMQd1mpMIEAGLJ0ACxOJTSAsgAnWGAAmQOpNqWigRMIoACRCjMFGnaiZAAsT0gB9EgKhE4IuUIuTQPSCmTwyNSASqQOANH1s4FX+Wr9YCe84CecoqjFSLH/FwAnq2BGys+CJVujzcyj9cixds2UvzsmkAL9uGZlsECRCzoaeJiQARsGQCJEAsOXsUOxGoWwRIgNStfNNqiUBFBEiAVESI3q8JAvcSIDY5hfC8kYICTwco0vMg6AC1vQ2sC1RQuttDkVWIxPYhPEQ6AsswUw8qQN5NVCKLvmheE9uf5iACFRJYEqCAc2kBsvkokFNQ4XN1qoO3CzC4Y4kAKdLl4mru7jqFwJIW62vbDH6K5mYLmQSI2dDTxESACFgyARIglpw9ip0I1C0CJEDqVr5ptUSgIgLmFCDuN1PQ7rsjuDK6HRI7hBqE+tDSv6B2sMWZaT0rWoLB+63XHUdyiwAktQuu1HPFnevvuYLQ/RFA8VEj/76RGeaJc1N6oOWPJ5De2AcJncLKjN977g4cm9UPKicFfC7GIalt1WKoUuAW/pDUKkB8zsfCSqlGfJd6nGyTLecQ070BCryd70na83oSCtzt79un07J/kBXmWTJGYttg1P/7Gs4/07XMuCGHbiIn0BWZ9bz4e263UmBVpEFqc3+jsk0CxChM1IkIWAQBEiBGpIkEiBGQpNOFBEi4YY1lhzYC8guAA0cNX+/ZTYacXGDHLvpKgnS2L0VCBOouARIgdTf3tHIiYGkESIBYWsYoXiJQvQTMLUCabTqLfE9HhE/pUbJQp/gstPn+KAo9HM0iQGxylbg2un254O8nQGzyiqCyt4ZTYg4a7LmC8Endqjd5tWh0SxEgrtHpsE/Ng1ytRVoTXy7p6u++gtTmflxOZAe7I/TADZ57eZEazX47i0tPdynJVPtVh3B26sMGmWuz9hgXIKEHIiBodLDLKkBcl3pwu5PGBYgis4DLGKfEbAhaERGDmiPs4A1o7Gxgn5GPiOGtwX+PvJ2R2CYIBd5OfHwSILXoF4SWUucJkAAxYguQADECknS6kAAhASKd3UiREAEiYDQBEiBGo6KORIAImJkACRAzJ4CmJwISI2BuARJy6AYcUnJw6sXeUDnbcToN/rzEjzZSZBeWCJDQfdfhdy4aMo0OaU39cGNYa4gyAa1/OI48X2f+3tXR7RF0/E5JBYhHRBIab7+AMy/04n2bbAuHU0I2/+ekNkGI7NOkTDZYBUhFAiTfxwket1Jhl5GPzBAPXB7XCaJcBlYBcuLFnmi/5hisClXICXbHuck90OedbTjyxoCS9RX/zNbS/LczsM0rArQ6XlUS1buxxHZIzYQjRQEScDqK7y3W3G+n4uK4TnxPsn+GToSVSov4TqHwOxONG8Nbc4FRkQC5uwIksm9TvgdYFVTb744irbk/5CoNlM4KyHSAXXoeipwUiOzXFP6nIrlwEbQ6+F6IQ56fC2yzC3mlUfCRm7gyuj009jYlCSMBUjN7l2YhAjVBoCYEyLJzf2N6u341sRyDORLzsnAk/ibGNO5YZu5tN8/BxdYevYPL/vu6TGcSIDWeuweZkAQICZAH2T/0LBEgAmYiQALETOBpWiJABCpNgARIpZHRA0SgVhMwtwAJPRiBPF8XKF3sENOjISCK6LZkD24NbIGgo7e5APG6ksArKk5P6wmtrTVarj+BzHqeiO3ekB9JZZtfhHOTukFnY4XiI7ByAt3Qds0R/s36fF8XfoSRoBNxbVQ7/k39Tl/u49+cT2/sa5BfYwSIIlfJv+Gvkwno8sU/uD6iDTIa+nABwo7AconNQMDp6JIKkHsJkLD9Efy4LCZi5IUqNNt0DtfGtIdGYV2r91x5i5OiACnvCKwm2y/g3LPd4BKXBb8zUfyILO9L8bg9oHmJAAk5EIHzk7rDOk+JJlvPG1UBwgRI0y3huDjhIV45wvYq20NMpDkm5eDSuE7wDY/RCxCdjosPtv+ZrGN3orT66SQuPtWZi7jiVp0CRJUQi4zN66CMuARRq4VNUCjchj8J+xbtatXejf/wDRRF3oAgkwGCjK/Tpe8wOHap+Gg+naoICYvnQJOegsD5y2Dl6m4yNpHTxiDwg5Wwdtcfj0at9hMwVoB8c+EArqYnwtXWDvlqFUY0aIvugaa5aLpQrcKj25ZjZb+n0MDNh0PfcO0kzqfE4qOeo8sk4UZGEq6mJ2BEw6r/XaguAbLyne2IjkiGIAgGcfcd3Q6PPF5+BWjt32U1u0ISICRAanbH0WxEgAiYhAAJEJNgpEGIABGoAQIkQGoAMk1BBCyIgBQEyK0BzdFk23mcerkPXKPSEPbPdV4JUX/PVS5AWmw4hTwfZ0T9W7HB7loIORiBs8/15AIkN9CtpHKCCZD0Bt4IPHkHN4a24mKCte6L/sSFCQ8hN8CN/8xEh0ylwc1hrQ2yxe8AOXiDV4mUbtdGtOH3lLD5skM99LIGQKt1x5HWzB8JHUIqLUACzkTD/WYybg5uiZwAV4B9yFpHm6UIkKBjt7mgKnK1h+/5WNzu15RXhJQWIOwINyYumKxwjUzDpfH/HYF1dwVIekNvBJ2I5KKu/u7LkGn1ciOqdxN43EzhR2BprWRchiS2Z5Uet3B9SEs02nMVSlc7fjzWtZFt0eLXMzUmQNQZqYifNwOOXXvDpd9wyB0ckXfuONJ/XgXfGXNh17hFrdnFTIA49xoEp669oS3IR+HV80j/+Vu4PDIcroNG3nedqrgoJH76HoI/+b7Mh6wPCkibkwWZo7NezFCrEwQqI0A6+oahnU8IbmUmY+vNcLzeaSA2RpxGREYyclVKTGzeFf6OrvjkzB642NqhSKvBnM6D8frBjfik1xPYcuMsLqTGolCjxqwO/eHr4MIZMwHC+rTyCsTU1noJ+NGpXcgozMeiHiOx9Mwe/lpmUQHe6jwEX5zdi3RlPl7t0B9X0hNwKjESoihiTOMOsLeywfLz++Bm64Anm3TCzjsXMa5pZ3x2di8crGxgJZPzuIsFSIYyHzcyk6HUqDC4Xit09tPfz2TQKlEBwgRI50eaon3PRnVi/0hxkSRASIBIcV9STESACFRAgAQIbREiQAQshQAJEEvJFMVJBGqGgBQECDsmquvSv3B+wkMIOnYLOUHuULrZlwiQNmuOwjk2A1pbKw5FEEWoHGxxanpfLiQyGvsg/t9LyZkAcb2TCgECTj//MK/+YI1VYRx7rT+Urvb85+BDN+CUkIUrYzsZgDamAqT0Jeil7wSpbAUI+4A85PBN+IbHwjq/iF+yHd2LjsD6NLArPk2+gJ3Z0ZX6JZjn1wF+Ng74OvWKwXPPeTaDh5UCGzNvY7RbfWRqi8rtk6wpxHsJpys1Z+nO+iOwPHh1khRadVWApG9YDVVyPPxmzjNYZsGF05C7e8I2KAzsw//UdSugzc2BYG0D95Hj4dCmM4pi7iD1u89h36oDlJE3oclIhee4qbxyRJ2ajJTVn0KXkwWdVgvnngPgNmQMsv7cxN/zmvgin6/0z1EvjYXro0+i8NI5qJPi4PHEsyi4dBbqxDiIAPxmzYfMVgFWsZK2/itoM9MBuRW8Jk2Hol5jFEXfRsr3y2AbEAxNVib8X19osKbSAqT4jcJrF5G0bAGCP/0Bcjt75J8/hcwtP0KrLISNty+8pr4GQW6F+PdfgSYzDdbe/vB7fSGKIm+W6Wfl7IrsvdtRFBMJUavh8emUSvi8OAfWnt7I2r0VOQd28co4uYsrvCe/CmtvXxRXgKQsXwTXIaPh0L4rDy/v7DFk79qCgHeWlhsXm4+aZRKojAC5mZnCxcadrFS82nEAWngGYE/kZQwIawFWlbEr8jJ6BDbEsYRbeKF1byTmZ8Pb3glvHt6MRT1GYc7hzVyERGWnoUCtQjNPfw6NCZCPT++GlUyGOZ0GIyonHWeTo3A6KQrzHhqG8JRYXm3CZIuXvRPbtsguKsDQ+q0xY98GrOg3HvkqJRae+APT2vTC8vB9+LjnGERmpXIBMqx+ay5jGrv74p0jW7k4ORgbwY/A+uPORbzRcSDc7RyQlJ+NQKdyKqpMKEDmTlyLQeM64fq5GKQl5aDdww3Qd5S+kuXqmWjs2XAaRYVquPs4Y9zMPnB0scPhnReRGJ2BhMh0NO8Uil4jWmPTV4cQdT0J7t7OCGvmi8zUXDg42UGt1uCxyd35eAV5Snww9SfM+XocHP89CtQyd2nloiYBQgKkcjuGehMBIiAJAiRAJJEGCoIIEAEjCJAAMQISdSECdYiAVARIvb1XAUGA/5loHJ/RB86J2SUCpCm74NnXhQuCu9vdl5IzAZLr78rvUAg8GYnT7P4PuQzdF+/Ghae7IJdVWrAKEPZte40ON4e2MhiyOgRI73e349jr/VHkbAeZWgv28+G3BpXcCcICsE/JQftvj+DChC5cANW1JrUKkMryt8kp5BeRXxvZjleHSKFVlwCJfW8GXPoNg3P38u8KEHU6xM19CS6DRsO5Wx8UxUYiYdFsBH+8GpqsDMTPmw7fWfNh37wt8k4fQfZf2xDw9lKkrf8achc3uA17gldbpH6/DN7/m84FwL0ESOTL4+A6cCTchoxGzsE9SPvpGwQuWA4bH38kLHkbzj0HwqFjd8TPnwmnXgPh0msQlJE3kLRsIUKWrIEqKQ4JH7wOz2dehlNnw8vpWQ7LEyDs9ejXJ8H7fzNg7ReAuLnT4ffGB1z8MGGhvHkVvi+/zWVP8opFCP7oWy5C7tUv6+/fkbXjFx63lYsb5yAo7OA6YARi5zyPoCXfcdGSe/Qf6IqUcOkzpESA5B0/CHViLLwnv8K3XMrqz2ATFAbHTt3vOZ8U9ibFUHkClREgxRUgTDa8cWgTFw9bb55DdE461FotRIh4rcMAbLp5lldl1Hf1wnOteuL1Qxsxu+MgfH3hAOZ2HV4myGIB0sW/HrztnHAhNQ6PNmiDRSf/xIJuI7Dm8hHoRJHP0ze4KWzkVlyAdAtogJn7f0FrryA+Zp66CJNb9sBvEafxWseBJQJkdKP22HD9FBRya5xJjsKH3UfiROJtLkBCnD3wy/VTyCoqwP9adENTD72UMWgmFCDvPfMDHhrYDAPGdkRediE+eO4nzF87EYX5Knz26iZMfW8o/EM9cHDHBURdS8LE2QNw9M/L+GdzOF74YDg8fV34zxeO3cZz84chN7MAK97ejkatA/m4az7YjbdXPQW5XIazB24g/MgtTH5ncOU3hgU/QQKEBIgFb18KnQjUXQIkQOpu7mnlRMDSCJAAsbR8XfQkAAAgAElEQVSMUbxEoHoJSEWA2Kfkov2qQ/x4qYvju8DtTmqJAPG8koB6+67j7NQe/A6QgJOR/IiqhI76I6lKV2QU3wGS1C4Ybdcc5ZdS3+nXFI23n+fHC7EPqK0LVOi0fB+ujmyHzAbeBoBNIUCcE7IQeuAGv7OESZ2uH+/BtdHtkFnPi9/jwC69PjxnEBrtvMSPNWL3kLDjuDp/uR9XnugAdn9JXWuWLkCkmK/qEiDRb0yG19PTYN+y/HPy1SmJvPoh5MsNJUc/xX/4OlwGjYK1ly8SF7+J0OW/cGRcEny5EMFL1iDz919ReCUc7k9Mgm1Ig5Ljne5XAcIEiP/sD2EbGIrCqxeQ9vM3CFq4ko+duvZLWPsHwb5VR8TNm46wrzaWjBn//iy4j3kGMidnxC941eC90rm8lwBh47kNH8srXPLOHIX/awv4YzplIaJefhJhX22CKiGmRIDkHNh9z37ZB3ZBee0ilyasZe3dDlX0HXhOeAHRsybCfdQEOHbsDrmjc0loxRUg0GgRv/BVhHz+I68SiZr5NALf+wKFl87ecz7BSl9JR82yCFRFgOh0Ojz/94/4qMcofHjqTyzp+TjCk2OwN/oKxjfrAlu5NTzsHPH52b0YUq8VFx+Le4zix1x93udJXkGSXpiHjn5hHFaxAJndaRDWXj4KjajFS2374o2DGzG0XivE5GZgfLOH+Ht+ji6wlVshU1nA32PVJayqhB2BFZ+XyUXJxogzvEKluAKEzdErqDFaegXilf2/gM1zIkEvQDztHPnrGYV5/JisBd0fK5vASgqQmJspkN11jNyrn4+Bh48zmAAplhxsorkT1mLm0lG4cSEOl47fwZS5Q/R/wwrVmPfMWiz8aRJO/nUN187GYPK7epHx06d/I7iRD3oMbcl/3r7mGFRKNca80BNLpv+K4ZO6onGbIPzw8V9o1jEEHXvXrQpQEiAkQCzrrzBFSwSIACdAAoQ2AhEgApZCgASIpWSK4iQCNUNAKgKErZbdj8Du/khpGWggQNh7ofuuw/9cDKATUeDpgGuj2/OKivsJENvMAnT+ch/Cn+2GQncHfs8Iu58BMgHxHUIQ83DZs7/5HSD7I3if0o0Jl30LR5SZr7wjsFjfTisPQtBocfidIfA5H4N6f1/nx3pl1Pfi9zicnN4HiqxCNNkWzoWMKAhIah/CZU1dbCRATJ/16hIgCR/NgWOXXvyIqvKa8vZ1pKxaiuCPVpe8nfj5+3Bo2xm29Rsj6dP3EPLpWv2Hh3FRJT+LGg2vBsk9fgDa3Gy49B8Bt8Gj7nsEFhMggXM/g7WXDwqvX0L6r2sQOO8zPnbqDytg7eMPRaNmSPjwDcjdPEriEYuK4Dn+eS5ISsdz93ruJUAiX3yCHwFWePMasn7/BTJHp5JHdYUFCFrAjv/KLhEgmX9uvmc/dmxV0Z0I+Ex9jY/BKkKKf2bHhGXt2gzl1fOwDW0Az6df4GsqfQl63Hsz4DFuKhi/zG3rEfDWEtxvPqtSHEy/62jE6iJQGQGivwTdHkVaNRcK/UKa4a3DW/gxV/VcvbA78jImteiObbfC4a5wgFqn5RUhbx3ZwiXFjlvn+dFWSo0GM9r3hb+jXsoXC5B5XYdjZfh+tPQKQI/ARlyATG/XF0tO70E9Fy8uK04lReKF1r3w6dm9/Cirm1kpCE+Ohlqn48dvNXLzKSNA2N0i7KirQEc3yGUyyAQBfg4uXIDczkpBfF4Wf+3hwEboGVSOLKikALnfHSBMgLy0aAQ8/fTHaBb/fPlkJP7edA72ToqSVCvzVWDi5PKJSDCp8uSMPvy9b9//A+16Niy5Z2T/1nCkJeZwAbL3t7PISMnFY1O644Op6zF7xVjYO/43ZnXtIymNSwKEBIiU9iPFQgSIgJEESIAYCYq6EQEiYHYCJEDMngIKgAhIioA5BYikQFAwZiVAAsT0+KtLgGRsXc9lQ8CcjwyCzj1xEKy6gFVvxM+fYVgB8sFrcB0yBlaePvcUIKUHY3d2JC55Bz7T34by+mWoUxLgNfEl3iV90w/Q5efxO0GMESAO/DiolxH2b9VJ6XlKC5jyMlCeAMkLP4G0777gd4DknzmK/LPHSqo3DMYudQRW7rH99+xXWniw5+/+mb0mqtXI2PYTVPHRXLyUFiAZv/8KsTCfCxArLx+4PvIo7jef6XcajVgTBIwVIDURi2TnqAEBEn0jGZdPRmHiG/3LYGBHXpUWIOuW/IX6LfzRbVAL3nfH98d4xQgTIGmJ2Vj25laMnNId5w7fwqQ5AyWLtboCIwFCAqS69haNSwSIQDUSIAFSjXBpaCJABExKgASISXHSYETA4gmQALH4FNaKBZAAMX0aq0uAaPNyEfv2NNi36cQvKZc7uyL/3Amkb/gWvrPeg21oQ37PBzvyyumhXvyy86RP5iJo8SpostLvKUCSv/4YTt368qO1dKoifm+H95RZUCXEIffwX/CfvQg6lQoJH7wG23qNjRYgrgMfQ9z8mXAZ8BicuvSEJieLx+o54UVo0lOMrgBh928UXD6H9B+/4hevu/QeDE12Jl+r35uLYeMbwO8XyTu2H55PPWd4B8h9+t1LgLj0HYqsXVvgPfU1yGxskHPkbxQw2TJjroEAUSXFI+Xrj6ErzIf/m4th5eZ537hMv9NoxJogQALECMo1IEBs7azx2aubMW3BMHj5uyL2VgrOHryJEc9243d+lBYgB7adR8T5OEyZOxi5mYVY8c52NGwZwAUIa1+8sQX5uUoMGNuhpErEiFXWmi4kQEiA1JrNTAshAnWJAAmQupRtWisRsGwCJEAsO38UPREwNQESIKYmSuNVhQAJkKpQu/8z1SVA2KzsQ/eMjWuhjLgEduk5O57JfeQEKBo04UGp4mOQum4FdHk5gLUNPMY8wy89v7viovTPyjsRSPvxK2jZM4KMX6Du9ug4fvF30rIFEFVFkDu7wdrHD7qCAng985JRFSBMgLB409atgCY9FZDL4dL/UX4hujEVIEWRN0ruDrHyCYDrv2KnmH7BhdPI2LyOSxuZnQM8x02BomEzAwHC+t6r370EiPfkWcj4dQ3yzx2DKMhg5eoGr4kvwyYg2ECAsLFj577ML0r3L1WVc6/5TL/TaMSaIEACxAjKlRQg0RHJJfcUFY/eoGUAv8PjXkdgsSOx2D0fu38+BVWRBgp7Gwz/X1eENfUtI0AK84uw4Yt9SI7NhFeAKwLCPJGfo8ToaQ/z6Q79fpGP8+7qp2HnYGvEAmtXFxIgJEBq146m1RCBOkKABEgdSTQtkwjUAgIkQGpBEmkJRMCEBEiAmBAmDVVlAiRAqozung9WpwAxfbQ0IhEgAvcjQALEiP1RCQFixGgm6cIuoi++aJ3d+8EuQR8yoQsf+/yRW/w4rfGv9jPJXJY2CAkQEiCWtmcpXiJABOgSdNoDRIAIWBABEiAWlCwKlQjUAAESIDUAmaaokAAJkAoRVboDCZBKI6MHiIBkCZAAMSI1EhMgV05F4Y8fT2LGkpGACH4EVv/H26NF5zAoC1RY+e4OPDa5O68eqYuNBAgJkLq472nNRMDiCVAFiMWnkBZABOoMARIgdSbVtFAiYBQBEiBGYaJO1UyABIjpAZMAMT1TGpEImIsACRAjyEtMgOh0IrZ+ewTXz8VAkAlo0SkUw555CFdPR2PLqsPo0r8ZHnm8vRELq51dSICQAKmdO5tWRQRqOQESILU8wbQ8IlCLCJAAqUXJpKUQARMQIAFiAog0xAMTIAHywAjLDEACxPRMaUQiYC4CJECMIC8xAWJExHW6CwkQEiB1+heAFk8ELJUACRBLzRzFTQTqHgESIHUv57RiInA/AiRAaH9IgQAJENNngQSI6ZnSiETAXARIgBhBngSIEZCk04UECAkQ6exGioQIEAGjCZAAMRoVdSQCRMDMBEiAmDkBND0RkBgBEiASS0gdDYcEiOkTTwLE9ExpRCJgLgIkQIwgTwLECEjS6UIChASIdHYjRUIEiIDRBEiAGI2KOhIBImBmAiRAzJwAmp4ISIwACRCJJaSOhkMCxPSJJwFieqY0IhEwFwESIEaQJwFiBCTpdCEBQgJEOruRIiECRMBoAiRAjEZFHYkAETAzARIgZk4ATU8EJEaABIjEElJHwyEBYvrEkwAxPVMakQiYiwAJECPIkwAxApJ0upAAIQEind1IkRABImA0ARIgRqOijkSACJiZAAkQMyeApicCEiNAAkRiCamj4ZAAMX3iSYCYnimNSATMRYAEiBHkSYAYAUk6XUiAkACRzm6kSIgAETCaAAkQo1FRRyJABMxMgASImRNA0xMBiREgASKxhNTRcEiAmD7x1SFAHnO1Qls7uemDpRHrPAEZgJVpKiSoRQRZC5jmaQNNHaQSr9JhbYYaRaLh4o0SIB0aAvV9az81AcCVWOBSlOFajRAgcsEGIXadoJA71n5OElmhABlu5x+FUpdtEBEJEBIgEtmiFAYRIAKVIUACpDK0qC8RIALmJEACxJz0aW4iID0CJECkl5O6GBEJENNnvToEyCJ/W7yfWIRMrenjpRHrNoGRrlYcwJ85Ggx3sYJSB+zIrnsK5OMAW3yZqkKqxtCAGCVAnngY2HkSyC6o3ZvJ2xXo0RzYfqLSAsRe7o5Auza4nru3djOS0Or8FC0gE2RIVF4hAVJM4Mx5EWdIgEhom1IoRIAIGEuABIixpKgfESAC5iZAAsTcGaD5iYC0CJAAkVY+6mo0JEBMn/nqECAf+tvipVgl0u76cNb00dOIdY3ARHdrOMmFEgGSqhbxU6a6rmHAuhA7rEirogB5vAfw034gM692c/P3AAZ3AHacrJIACVC0woXsLbWbkYRWF2TXHjZyexIgpXNCAkRCO5RCIQJEoFIESIBUChd1JgJEwIwESICYET5NTQQkSIAEiASTUgdDIgFi+qSTADE9Uxqx+giQANGzJQFixB4jAWIEJOl0IQFSTi5IgEhng1IkRIAIVI4ACZDK8aLeRIAImI8ACRDzsaeZiYAUCZAAkWJW6l5MJEBMn3MSIKZnSiNWHwESICRAjN5dJECMRiWFjiRASIBIYR9SDESACJiIAAkQE4GkYYgAEah2AiRAqh0xTUAELIoACRCLSletDZYEiOlTSwLE9ExpxOojQAKkegXI6junUd/BHW42dmjj5l9hIrU6HbYnXEWwvSs6uAciviAbR9KiIULEEL/GcLJWVDjGnwnX4aVwRGR+Bh4PalWm/57EGxjg16jM67EFWQiyd733+GYQIFdOxMHWzgqZKfmwUVihdY+QCtdfkx0ykvNw5XgceoxoUjJt1NVU3L6UjL5PtKjJUMrMRQKEBIhZNyBNTgSIgGkJkAAxLU8ajQgQgeojQAKk+tjSyETAEgmQALHErNW+mEmAmD6nNS1AxB3rIezZDMjkfDGivQPQugsw6n8QbCv+sLRcArPGQXx3GQQ3T9MDut+I95hXXPomcOc6BEEweFpctAaCs9uDxxgbCXHVYggLvnnwsSxsBGMFiHhyP4RTByH6BOpX2L4bhPpNq7xaMTMNwooFEJu2AdQqCPaOwPCnjBpPXL0E+N8sCHL9nr9XEzd+B2HMs0aNWV1HYH0feQaNnbzgbmOHo2nRqOfgjkRlLjxs7SGKItJUBejmEYJ9KbcxIbQdovIzsSsxAgP9GqORkycXICczYuFmbQcHKxtE5KWhs3sQDqVG8jFlEJCnVaGliy/Si/LRx6cBmAAJsHdBoVaN6PwsNHHyRIaqECqdBjmaIhRo1PBVOKG3dz0cTo1ElqYIQXbOiMhNg0JuBT+FM7p7hZblVo0CJO5mOvb9dgVyKxk0Ki2aPxSIDv3ql8Rweu/tcgXI1pWn+esOzrboNbqZQcwatRb//HIZyTHZfFzGe8ikdnDzdjBqTxR3unk+CVuWn8SrXw2FlbV+z21adgIOLgoMmtimzFj3EyBbVpzCyBc7VWr+qnYmAVIOOToCq6rbiZ4jAkTA3ARIgJg7AzQ/ESACxhIgAWIsKepHBOoGARIgdSPPUl8lCRDTZ8gcAgTZmRCefpkvRszKgPDdEoj1m0IYMaFqC5SiAOkxAELn3lVbT0VPkQCp8BJ0JkBYM8jBoV0QM1Ih5OdC7D0UuHgayM4AOj4M/PYt0LUfhBuXITZoBsTcBnoNgRCs/1CbCRDs3FCyb/HFXIjDxgFM5rXvBmh1QEI0UKQEOvUEfAL4mOx58dRB4M1PIHz7EfD8WxD374QQEAIxLRlCfDTEnEyg6yPApu+Asc8Bl04DVtYQstIhPjYRgpNLmR1RXQKEyYjB/k1wIyeVi4+YwmzYyuRwsrKFVtRxEeGncMLl7GRelcGERHpRATLVhZgY2h6JhTlckrR29cPBlDuQCzLka1R8LEcrG9jJreFkbQtPG3v+z2GO7lyAsDlZY9UeXKQU5qBIq0aBVoMMVQFCHNx4VUqaMg/ZmiKEOrjhdl4GwhzccC4zHlPrdy77W1NNAkRZoMLa9w9i/Js94OiqgFajw2+fHUfnQQ2QGpcDhYMNVEpNGQFSVKjGn9+fx5BJbbFj1RmMnt7FIOYjO65Do9KViJGkqCwuQ1o/HIITu24iJiIdRQVqdBveCN5BLtjxzVnYO9lArdLisRc6lsgOJkAObr6KbsMao2mnALB5Nyw5Bp8QF7TrHYoTu25h6OR22Pj5CS5iWLN3tkXngQ0Mxuz4SD1sWnYSXQY3hK2dNaKvpcLDzwmN2/vj0JZrsLW3hm+ICx4a0oi/d/T3G5DJBAQ38UTXoY2w+t19qN/KB8nR2Qhs5I6iQg3Ymsa+2pULnrsbCZBy/vCTAKno34b0PhEgAlIlQAJEqpmhuIgAEbibAAkQ2hNEgAiUJkAChPaDFAiQADF9FswtQPiHy+HHgT9/hfD25/zDYOGHLyCmJAKiDugzHEKfYfoPoWPvAOuWAblZgJcfMGEGBC9foJQAEbf/CMRFAdPeBqJuABu+BpSF/ANljJ0KobH+iB2RfXB9aBfAvsn/8CBg90YIH6zWv7drI3BiH6BRAy07Qnh8CiCTAVfDIf7yjf6fO/WE8Pf2citPeAXIPQSIqNMBO38Gzh0DWIVIcAN9XHYOQHwUxJ+/AvJyAGtrYPh4CK30374Wd28CDv4JODoBbbsBx//hFSDsQ3T88DmEnCyIWi3QvT+EgaNNv1EkMmJVK0CEbv0gZqYDt69CYHz9QwBVEcTg+hCatoG4YgGEF9/l+0sc8TSQEAMhJUG/N4oFyJfzgSatAZ0WaNSCVxyJl05DGD4eWLkAeOFdiAV5+j3XvB0EaxugfXfgy/cgvvBuWQHy93YIL7wD5OfyPSWu+xLCc29CXL8cCAzTj8H2eTmtugRIeXPd6wiqymwJU4xRmfl432oSIHcup+DGuQQMnPBfNcWtC0m4cykFLp529xQghfkqrJl3AKFNPdH90Sawc7ThkqS4/bDgIEbP6FIiJUqvN/xAFNr2CkVqfA4Ob72ONr1CceV4LIY82xaZyQVwclOUjMUECBMNaQm5XIywZ5kEYcdyFQuQFl2DcOt8EgY83Rpn/7mDrLQChDX3LjPmj4sO49n5vXmf3EwllzPstRHPd4CTmx3WLz7MRU7sjXQuQ9hrq976B1M/7Ivlr+7BtI8fQWxEOo+BxfL7t2fRaUAD+ASXlXokQMrZ4SRAKv1rTw8QASIgEQIkQCSSCAqDCBCBCgmQAKkQEXUgAnWKAAmQOpVuyS6WBIjpUyMJAcJkwN4tEGYv5d+aF1VFEMa/BDE1CcL7LwELVgGu7sC8aRAffRpCu64Q/9oCIeIi8PJ7JQIEt6/pv5H/6iIICjtg4QyI/R+D0KkXeEXAro0Q3lsJMSEawtI5EOcuh8CEwlcfcOHChcL5ExC2r4f4+mIICnt+1BT/sLvXUODtZyE+9RKEFu25POEy5IPVZY7euq8AOX0I2LMJeO0jwFYB4bulED28AbauBdMhDhgJoUsfiHGRwNI5wMJVEHKzIS6ZDcxdDji7Qlj7OcTICH28v3yjP1Zr8OMQC/MB9iH6hJcBJlRqYauMAGHLN6gA+fI9vl/EM4chsKoLtZrnFmGNIX6zWC8ffvxSfxxbXCTE+GgIrFKkvAoQ9mJkBHDjMjBg1H8CJD8Xwq/fAs3aQrSxgdCuG8Qv5gIvzQO+/QgCqwD5ayuE0AYQ927TS5fcLH7cETZ8w2Pg4i05HuLerRB6DwNCGpTJZE0KEIvdRtUkQNh9GTfDkzBwQusSNBUJEHa81Yalx9C8SyDSE/PQoV89LhX6PdmyZIx1Cw9h5EudeFXJke3XwY6m0qh1eGZuT7AjtZjUYK0gtwiPv/IQju28wSWGh78TP9qquKqCCZD0hFwuPJiw2PvzRXQe2BDn9keWCJDQpl4ozFPx6g4We/T1NPR5vHmZMdcuOFgiQGRyGZcwX72xF76h+rtXcjMKMXhSW+RlKXHhcDSXMCymlz8biO/m7efPsuPCrp1OwCPjWmLXD+f5vSj+9coeBUgCpJzfNBIgFvvnhwInAnWeAAmQOr8FCAARsBgCJEAsJlUUKBGoEQIkQGoEM01SAQESIKbfImYXIFkZADsCq2lbCIMfB3Q6XskgsAoI1pj0mDBdfwzQ4tcgfvITv1tD1Gj4B8VcdLAKkIkzgM3fA698AMHNQ/+hNfuAWy6HwCo2sjIgvjMZwvItenlxNZx/GM1b+HGIW9bqhcJ3nwD+wRAGjdG/d+kMly0YNw0CkxCf/vzv2CoI08dA/PC7cgWIkBAD0eq/b3fDRgFh4SqI338GBIVB6DdCP87VcGDrD8DU2RAWvVqyPv4em6//SP0xTVfOQWBVLayxSpQNX+vvAPnzN4jXzvMP7cGqGdhaa3F7EAHCqmsER2fAzh4ik2f1m0Fo0so0AuTEfojxUfojsLr0ATy9IfzyDURWyXHxFBdewk/LIbKKHybqegwA0lMBJrpys4GRzwBb1uqP47p0CnBw0r8+ZCwEd68yGSUBYsQmryYBwo7AWvPeATw9pweveNBqdfw4qYcGN0RSdFa5FSDpiblcLgyb0p4fH3XrYhKXHa6e/4nK43/c4CLhkaf0VWrsaK3v5x/AU292x6+fHOcihMmEIzsieOWGTC7AxcMee368wI+lCm2m3yfFAiSgoTvuXEzmrzXp6I9z+6NKBAgTMbcvJvNxmFzJyShEu95hZcb8e8MlTF7Qh8uaYgHy88dHeTUHq2BhVSYefo5Y/e5+PPPuw2Ae76vZezHji0EkQIzYohV2IQFSISLqQASIgEQJkACRaGIoLCJABMoQIAFCm4IIEIHSBEiA0H6QAgESIKbPgjkESOlL0PmRTu26QxwxgUsPMTYS2LEeYN/QZxelx0dBmD4fotwKWP1xyTFVBiSYALGxAWztgLc/h2CjP9dePHcUwv6dENk36nU6/q1+rNiqP+IqLem/e0juRADff6oXIMvnA1E3eXUGb+zIKiZfnpgKrPnEYH5xxuPAeyvLrwDp0ANo27UkTEEmAE6u/DgkdOwJdNHfDyJG3+IVKPyb/2s+0Ve7/NvYsUxo3Vn/QXhKPISJM/XPsPi+W6qPV6OB8M92/T0T7GiwfiMgMGlSS5uxAqSWLr9kWSRAjMhwNQkQNnPszXQc2HiVCwN2CXrLbsFo1ycMJ3ffLFeAsAofdvwTu+ODVYOwy8l1Oh2XHUxisMZEChsz7lY6rG2seFUQqxRp2NYP6xcd5v3Y0VHsOKmeo5ri3L5IfrE5uwPk0efa83s6WCsWIKy6g93DMerlzlAp1QYChN1D8ttnJ/gdIqxyxN7JFq0fDsbuHy4YjLlz9Tm+Hna8VbEAib+dwY/hsra1gq29FYY+245LGCZRWIwZSXlo3IEJl0iqADFim963CwmQByVIzxMBImAuAiRAzEWe5iUCRKCyBEiAVJYY9ScCtZsACZDanV9LWR0JENNnyhwCpPQl6HevSFwwHUK/R4GH+urfencqMHEmRBd34IOZvAKDVTnw6g4mMfyCeAUInp8D8che/s154Ykp+mOF3p4CYc6nAOuTkaofiwmQ/TuBm1cgTJ3Np2DHXrHqES4UfvySX1DN7h4xaImxvCJDKK4AURZCeGXsPStA7nUHCLuvg1UFCH0f1c/NKkC2rYMw9U3gw1cMK0A+fgMYOFp/GXapihWRXd69cbW+AqRUExNjgS/eBZ5/G0JoQ9NvFgmMSAJEnwQSIEZsxmoUIEbMTl0qSYCOwCoHGAmQSu4i6k4EiIBkCJAAkUwqKBAiQAQqIEAChLYIESACpQmQAKH9IAUCJEBMnwXJCZDXxvN7GoSQBvqqBnah9OTXITRvB3H+S8Ajj0Ho2hfivh0QrpwzuAOEV34snA78bxZEdoTQZ+9CWLwGokwOYcd6/cXnX/wGxEcDrLpi3nJAYQ+sWgQkxesFyIWT/EJ2fpSWwg7i4T38GC106gXMmQRMnKG/A2TvVi4uxIXfVu4OEFaVwipQXlsMsEuyV38M0TcIGDYOwgcz/7uzhFWGLJsHvP81kJEGfPY2hLnLITq5QGBHhsVG/ntk11J+5BLnoyoCFs2C8Mwr5d4bYfrdU/MjkgAhAWL0riMBYjQqKXQkAUICRAr7kGIgAkTARARIgJgIJA1DBIhAtRMgAVLtiGkCImBRBEiAWFS6am2wJEBMn1rJCZCDfwK7N/G7GsROPQF2qfSxfyDOXgIoC4C1nwGZGYBfoP5IKE+fkkvQBTdPvcDYuBp4+wsIv62CyC6pdnYFho8H/vgFAjsO681PILL7Qthl2OyZzr2Af3ZAYLKBVWWwy9JP7IPIjr/y9oPw9HT9JewXTkJkY4sihG79IR78A3hjCQR2iXmpdt9L0Nmzf/wC8ewRPg7qN4Xw+BR+5JaYGAP8/BWQlwNYWQOPTYTQrK0+ph0/AUf/Auwdge79gf07ISz8FmLkDWDDV5wTBBkEdrTW0CdNv1EkMiIJEBIgRvHj2bAAACAASURBVG9FEiBGo5JCRxIgJECksA8pBiJABExEgASIiUDSMESACFQ7ARIg1Y6YJiACFkWABIhFpavWBksCxPSprWkBYvoVVG1EJjdKLgy/cUl/AfWbn1RtMHqqxgiQACEBYvRmIwFiNCopdCQBQgJECvuQYiACRMBEBEiAmAgkDUMEiEC1EyABUu2IaQIiYFEESIBYVLpqbbAkQEyf2rooQER2Wfi7zwFvfAz4BQPrl0Ngl56zSgxqkiZAAoQEiNEblASI0aik0JEECAkQKexDioEIEAETESABYiKQNAwRIALVToAESLUjpgmIgEURIAFiUemqtcGSADF9auuiAGEUxUO7gb82QxBFfik5xr8EwcnF9IBpRJMSIAFCAsToDUUCxGhUUuhIAoQEiBT2IcVABIiAiQiQADERSBqGCBCBaidAAqTaEdMERMCiCJAAsah01dpgSYCYPrV1VYCYniSNWBMESICQADF6n5EAMRqVFDqSACEBIoV9SDEQASJgIgIkQEwEkoYhAkSg2gmQAKl2xDQBEbAoAiRALCpdtTZYEiCmTy0JENMzpRGrjwAJEBIgRu8uEiBGo5JCRxIgJECksA8pBiJABExE4EEEyJOj5FCrRRQqTRQMDUMEiAARuA+B4EAZ1v+mQW6eYaeZz1th5x5tmdefGSeHwvbfvmoVCtYth5iTZfCw/aSZyF+5CGJmmsHrjrM/Qu7cF6BLTaKcEAEiIFECJEAkmpg6FhYJENMnnASI6ZnSiNVHgAQICRCjdxcJEKNRSaEjCRASIFLYhxQDESACJiLwIALE0QEIDZaZKBIahggQASJwfwJZ2SLiEsQynUiA0M4hAnWTAAmQupl3qa2aBIjpM0ICxPRMacTqI0AChASI0buLBIjRqKTQkQQICRAp7EOKgQgQARMReBABYqIQaBgiQASIwAMRIAHyQPjoYSJgsQRIgFhs6mpV4CRATJ9OEiCmZ0ojVh8BEiAkQIzeXSRAjEYlhY4kQEiASGEfUgxEgAiYiAAJEBOBpGGIABEwGwESIGZDTxMTAbMSIAFiVvw0+b8ESICYfiuQADE9Uxqx+giQACEBYvTuIgFiNCopdCQBQgJECvuQYiACRMBEBEiAmAgkDUMEiIDZCJAAMRt6mpgImJUACRCz4qfJSYBU2x6oSQEy2cMG3R1lKHvAZrUtT5IDCwAO5GmxNl0NhQC84WODMFs66rh0shiNeYlFiFIZ7hZjBEgDGxnm+dtAUws2WmSRDh8nq6C8ay3rQuywIk2F1LsWuSRAAefiraTWApuPAjkFhr8Hj/cAftoPZN510V/PlkCzYEn+ztw3KEEAztwETkUYdqsGAWIl2KKhYx/YyV0sj5NEIhYgw7Xc3SjQZhhERAKEBIhEtiiFQQSIgCkIkAAxBUUagwgQAXMSIAFiTvo0NxEwHwESIOZjTzP/R4AqQEy/G2pSgPwUaocpMcoyH9qaflXSHjHAWsDngQo8E10IP2sBi/wVGBNZKO2gazi6KR7WYKLop0y1wczGCBDWp0AHrM0wfLaGl2CS6X4Ls8PbCUokqA0NSLUIkBeGAD/8DWTkmiT2Ghsk0BMY0hlYu7faBYijlTfqOXTFuazfamx5tW2iEPtOkAtWiCk4QwKkouSeOS/iTLjOoFuHNgLyC4ADRw1f79lNhpxcYMcubUXD0vtEgAgQgWonYIwAGdRPBo1WRFFRtYdDExABIkAEKk3Az0eGnXu0/L+7SrdnxsmhsP33FbUKBeuWQ8zJMuhjP2km8lcugpiZZvC64+yPkDv3BehSkyodDz1ABIhAzRAgAVIznGmW+xMgAWL6HVKTAmR9qB0G3ypAYm34av4DpCLERsDGMHv8718BstBfgS4R+Q8wYu17lFXFuMqEKguQeLWIL1JVFg/meCMHzE2sIQEybTDw2TYgNduyuIX5AE/10cub0q0aKkCYAAl16Ixj6d9aFiMJRdvAoScUcicSIMbkhASIMZSoDxEgAlIkYIwAsbcD/P3Y912oEQEiQASkRyA3F0hOLXumAAkQ6eWKIiICpiRAAsSUNGmsqhIgAVJVcvd+jgSI6ZlWNCIJkIoI6Y8FIwECkACpeK+ABIgRkKTThQRIJXJBAqQSsKgrESACkiJgjACRVMAUDBEgAkTASAIkQIwERd2IgIUSIAFioYmrZWGTADF9QkmAmJ5pRSOSAKmIEAmQYkIkQCreKyRAjGAkoS4kQCqRDBIglYBFXYkAEZAUAWMESKC/gMYNBYi14NI2ScGnYIgAETAJgYxM4OJlHXR3/Y0iAWISvDQIEZAsARIgkk1NnQqMBIjp000CxPRMKxqxKgLE6fwxaB2c4H7kTySOmQa/jV/x/9U6Opc7nSiK8N+8CgVBDSAvKkTGw0MRuvwdRL20sKR/8ZgFDVtWFLLB+147f0R635HQ2TlU+Jx1WhKcLp1ARu8R5fa1TYiCXVQEsroOMHifKkD0OEiAVLjFQALECEYS6kICpBLJIAFSCVjUlQgQAUkRMEaAjBwmx5XrOrAPGakRASJABKRGYEAfGbb/qUVunmFkJECklimKhwiYlgAJENPypNGqRoAESNW43e8pSxIg8pxMBK9ZjMiZH5UsyeF6OGzSk5HZbSC8d/6IIt9gOF4/h8THJkPQau7b3/Q0AXl+Drx/X4fEsS/dc/j7CRDvP9ajMKgBclt14c9bZabB/9cViHl+Hv858PuPjBIg/NmsdLicO4T0Xo8CMlkZAVId6zfVmKYWIEJhPhp9+CJin56FgkatYJ2aAI9DO5E0aioP2e3QH1B7eKMwsD68d/0Mna0dZFoNtLYKJA+dAEEQcPcYplrr/cYxtwDJ06rwfeZ1HM1PRLZWBTe5At0cfDHJvSnsZFZlQr9RlIWFyWewLrhfTeDRz2HmI7C+m3UGI99oDjdfO+i0IrZ9ehXBzV3RYXAAfp53AY9MbgCvoPJlYcyVLFw9koKBzzW6L6/kO3k4+Xsshs9oWm6/8L8SUJCtRrcxITXGPS9ThU2LLiGomSseGhmMtNh8vu6KGgmQigiVep8ESCVgUVciQAQkRcAYATJisBx/7NUiLoFKQCSVPAqGCBABTmDm81b8EnQSILQhiEDdIkACpG7lW6qrJQFi+syYU4AEfbeICwOdnSNfmEyZj8yH+iO7Q69yF1qeADHoqNHA49DvyGvSFkX+oaiwfxVwygry+AfkrOU1ao28lp0rPcr9BIhVRgr8tqxG7OS3+Lief21EkZc/rHKzoHF2g0v4YQMB4nDrEhTxkbC/cxXRU+dCtFUgaM1iJA8cC98/foLGwQnQahH/1AyErZzLK0B8N3+L3KbtYJOWxMd0PXsQ8U++DJ29YxlJ4n5oJ+xibkLl6gnbtCQ+TsD6z3gM1mmJ8Nq3lcuCgrCmyOzaH6FfzEF+o1awSUtEXrMOKPQLgfvxPSjyCYIi9ha0rh5QxN5BzKTZUMTdKfN8MUxTCxD3AzsgWlnD4eZFxP1v9j0FiEv4UaT2HwOVdwAPhQkotYs7BJkMd49RHKs8Lwe+m1ehKCAMjlfPIHbSHPht+gYqDx9kdugJrwO/83+2zslAwsgpCP7+I8Q+OwdW6clcwmidXGGVlw21kyuv1kkZ/FTJnjKnANGKOsyIPwInuQ0muzdFoLUDkjSF+Cb9CtiNpR/46SVd6caeydOp4SK3rfTvRZUfkJAA2bPqBuydbdBjbChfTkUCpMprvutBcwiQO+EZuHI4GcOmN8Xt8Awk3co1SsCQAKlE1kmAVAIWdSUCREBSBEiASCodFAwRIAJVIEACpArQ6BEiUAsIkACpBUmsBUsgAWL6JJpbgKT1HYnC0MZ8YTYJ0Qj8+Qvcee1T2CTHwWfnOmic3GCVk4nk4ROhVdiXVHS4Hd0N2+Q4FIQ2hiIpBql9RyLg52XQ2drDKj8H6d0GQBlY/5792YfMTGRYpSVDEACVpx9SB441AOyzfS2XKKwSQOkfirT+Y9Bg4TTceucr3o996J3brAOcrpyGoFZBtLZBav/HEbT2Y0Q/N7dMPPnNOvDnKjoCK+jbD5D4+DSond0QtuwtRL24AG7H9pQRIEwWuZw7zOWFx4Ht0Dq7I6dlZwT9sBTpDw+B05UzSBwxCbapCfwD+NCv5yO7bXdAp0Nmj8G86qEiAcL6yNRF/Mgrzz2/QRkYBtdT+7gACVj3CeInvgqtgzNCVs7lAqb+0ldw+/XPIS/Mh9+vK5AyaBwXIErfYMjUKmT0Gs65ZXZ5BIzv3c/DSl9VYFIBotMhdMU7iHpxIQLXfYLkoU8Doq7cChCPAzsQ/eICLo38Nq/ieym17ygoA+uVGUPt6ctjdTm9H6JMjpz2D4PlLuHJl+G/4UvETXgVzpdPQdRpkdOxN7z//Ak5zTrA658thgLE2Q2FAWHIb9IWwV/P53uHVZywZk4BciQvAcvTL2NdUF/YyOQlvxtKnQYFOg3crRS4VZSNpSnhCLV1RoZGickezUoqQFQ6LT5JPY8rRRnwtXJAS4U7kjUFeMO7HWJUuViWdglp2kJYQYbXvNqgicKNz3EwLx4/Zt6ADiLc5LaY4dkKwTZO9/7jJxEBwio58jKKMGDqf9UcxQLE3c8Of62+hdz0ImhUOtRr44YujwUj8kImLh1I4hUg379+Fo07eyIvQ4XCXDUGPt8ITh62uHU2HeG7EyC3kUFuJUP/yQ1g52SNM3/E4/qJVLh6KyC3lsHZw5YLiIgTqTi3JwG2dlaQWwsYMKURbOzl2Lv6JnJSi6BR6xDYxKVE0hSDPbopGso8Da9iyU5RIqCxM6/syElTYvc3NyGTCSgq0KDLyGAENHLG5sWXkZ+lQoOOHoi9kg2tRof2gwLg6muHY5uiYW0rg1Yjov+Uhrw6priRAKnEv8dJgFQCFnUlAkRAUgRIgEgqHRQMESACVSBAAqQK0OgRIlALCJAAqQVJrAVLIAFi+iSaW4DIC/KgtXeEdXYGr1ZIGfAElKGNEfT9R0jvORwF9ZqCHXPlevYQkoZN4EIjo/tgXvGQMOZ5uIQf4QIkp0Vn+Oz6GTH/mw12maJ1Rgq/M+Ne/bPbdIfPtjWIeWE+h8oqF+Kfmg61p99/H9QtnIbI6R9C6+wGRcxNKIMblitAHK+HQ+3miYxej3JhwgRI0ohny8Sj8gvmY1ckQJwunYJtUgwKwprA8do5pAybUCIrSleAKBJjeLUCq5ixys6A36avkdWpH68WyejSD177t8HhxgUoA+pxdg0XToOg0yLqxff5Oo0VIIwj+3Df7fheiDIBjlfPcgHCpAI7ros1m8xUxE54DUE/LOFVJkJRIYLXLkHisIklAoTdGZLTrgcXHzmtH+JHe939vNbJhY9nSgHidOE4rwwqCG0C68xULtVSBzwO/99WIu6ZN/h8Pjt+QHabbvyOFXZkWJG//ighVvXB5Ic8P7fMGMmPTeJ9XE7+A9HGFjltuyPouw+R8MRLfG2sysP57CEIoo7niB1vltOqC6/qiXt2Dpd8TGyx/VUiQL56D9HPz5OEAFmbcR2ZWiVe8Wpzzz88kUXZmJ5wBLM8W6O3UyBKH4G1LesODuQn4BP/rsjQFGF6wmF0sPPGLK/WmBZ/EEOdQjHUJRQRyky8m3QKP4c8ggytElNiD2BFwMMItHHE9uw7+DsvDl8GPHzvP34SECANOnjg6uEUTF3WkcuI4lYsQOwcrXH7bDpa9/ODTieCHZv11PzWSI7K5wJk8LTGWDbpGMYvbAPvUEewio7MxEI8NCoYvy64hHHzW8NGIeevM4nSYUgg1s05h0mfdOCiYcvHV+BbzwntBvlj3ZxwTFzcDgoHKxzfEgOtWoem3bzx1+qbePK91jy083sT0aKnD6xs/ouV9U2NzefHbLFnvn7xJF74pgsSb+WiKF+DsDbuyEouxPZPr2HiR+141ce1IykY+nITHlfxEVzXjqXAO8QRHgH2fG0pUfno+0z9//6uOvSEQu6EmIIzBjkNsmsPG7k9EpVXDF73tW0GP0Vz0//Lz8gRBZHdqGSmRgLETOBpWiJABB6YAAmQB0ZIAxABImBmAiRAzJwAmp4ImIkACRAzgadpDQiQADH9hjC3ACmuAGEf+rP7KuImvsYXWW/pLP5NeHY8EDtqKWDDl4id+DoaLJ4O0doaceNfAbu82/ncYS5AWEWH6/G9/Bv3rKU+Mgoqd5979i8Maqi/K2TM87x/wPrPkdWpDz++qbjZ374C9yO7IC/IRVa7h5Hdue89BUh+w5bIa9GpRIBETV9UJp7C0CZ86IoECKvQCPn6PajdvPk6SsuK0gIkafgzCPh1BWfBPkQP/mYBdLYKJI55DrLCfIjWttC4uMNvw5fI6DkMfr99jfjxM3llQ/SUd/ja+LFaF44hceRkXslRf/HLuP3WihIGTJLIVUqk9RvFK2byQxrB7eQ/+gqQn5ch9ulXINo58A/zVT6BJUdoGSNAvP7aWOb54olNKUAYl/inZ0Jrr68iCF45D7HPvgn3o7v5MWCsBEhj54DUoU9DnpsFn53roVXY8YoVnZU1UoY8haC1S8sdQ7S14zlnF84XBjeE08UTiJnyTokAEYqU8N32HVRu3rDOzUTiyCnw3LcVglbL55XnZfPcMWmltVHw11IHPVnC35wVIJ+mnoe7XIFn3PX79nRBMj5OCS+JbYlfV4gQ8VL8YfweNhgyQWYgQNhdIM1s3TDSVf/h94q0S1DqtHjCtQGeizuA38OGQPZvpcuL8Ycwxb0pEtUFOFaQhAW++qPlWBXJ0Kg/sDVkEBzk1uX/AZSAAPFr4ASZXOCVGT3HhZXEWSxAPPztcfjXKH5PhpWNHHHXsjB2XmvkpBWVCJCvpp3Ay9915c/GR2Tj6KYYdBkRhN+XXYdXsP4OESYmWIVFy54+OL41BmPeaslfP/V7HNRKLUJauuLY5hg8/rb+9ZirWTi1PQ4jXm2GjR9egr2zNcLauqNhRw8wKVO6MQFibStHhyH649++fuEknv2sA6/6OPhzFNSFWp5vdh/J8ys731OAxN/IwekdcRBkQEGOmlexMElS3KgCpPxtXO6rJEAqAYu6EgEiICkCDypAmjUW0L2zDKvWaQ3Wxe4NycgUcei4Du6ugKODgJh4EV07yuDpIWDHbi3GPibH1Qgd0jKA0cPlWLZKA5kANG8q4NJVEf6+QsnrNQGtTw8ZuneRsf++5439b3omsO+QFjfvmN6x+3oDj4+w4uu+XyvNrzIcivlevPpf7E0bCej7sBzLV/8358NdZWjVTGbwWq9uMri7Cdiy0zCvpedv00LA+cum51KZNVJfIsAIkAChfUAE6iYBEiB1M+9SWzUJENNnRCoChK0sdPk7SBk4FgUNWiBw7RJk9BiMgvrN4XD1DFzOH0fy0PEIWbWAi5Hgb97nHzQ73L7CBQg7DkpQFfEP4dmH8ezb/UyY3Ks/ExpcBLDjjtg9yp/PRtzTs6D28OE/sw+uFQmRKAxrCkGjRv1FL+PWnOWo/+mruDPzY/6N/6DVHyKj20CwChAmTvKadywRIPFPzyoTT9TLH/KxKxQgALx2/wK72NuImfI2f6a4WuPuO0CsstPhvedXxE56E66n/oHzBfYB/Nucge+W1dC6uANaDRLGvoSQb97n1RluR3bxY610cmsuQASI/IN7dgyY442LiJy5uGSjsXnt4u5AtLGBPDsD8RNfQ8CPnxreAWJtA7WbF1KGPl0pAcL+nw2/Q6TU88UTm1KAmP63xnBEJnuss9L53gtc+zHix83g+8PY5vnPFuTXb15yFFzp58wpQNZlRiBFU4DXvNrykNSiDrlaFf/nVxKOYq5PB7D6gTlJJ/FLSH/+eukKkNkJx/CIUxD6OQXx937JvIl4dT6GOIdgRsIReMoVJUtVihpM92yFRE0B4tR5JXOyDsMi/8DXAT0RYKO/K6hMk4AAYZegO7nbYsP8C+g0PIgfZcVasQBhVRSxV7Iw+MXGvLpn7exzGDa9iYEAWfn8CUxfoxcgcdezcXxzDLqODuHiZOzc/8Qsez/2WjZObovB6Dl60XFiG6v0EBHayg3sKCtDARLL+7E6hpTIfNw8k4brx1Ix/oO2vEqkuDEBYmtvhXYD/flLTIBM+rQD/l5zix95xapXmNBY9+a5+wqQVdNPYdTsFrwCJOJkGm6eSiMBYuwfg7v7kQCpKjl6jggQAXMTqAkB0qWDDFZy4MhJHaytAJkMKFKhRIBcviZCoQAKCgEmBfr1lGP9Ri2XIcWv1wQnJkCYqGFyhjX25Y/GDQQ8NkSOL77R8PhM2YwVIKX5VWb+8gSIrQ0we4YVPvtKU3Jh9MSxcnh7Cvjqew3y8vUz/G+cHOEXdfcVHK+9aIWlK+4vbyoTL/UlAlUlQAKkquToOSJg2QRIgFh2/mpL9CRATJ9JKQkQdkl2wIbluP3qJ7DJSObHEmmcXGCVm42kEZP4B+XsSKvImR/B/s41eO36GZmd+0GREoeMh/rD/7ev+HFaMo0a2a27Ir9Bi3v2ZxUj7E4L29R4/k0sZUAYv+eipOl0vMJBUBfxSgq1ixtShk2Ex8HfoYi+AZWXP78cPL3HYDhGXCgjQJhMuTsedvwTa8YIkKpk2vXE39Ap7JDTpltVHoci9jY/eiu7Y++S54vFS24b/QezNdUsS4AoEfDzF1DxO0EEfmRZZZpUBcj5wlS8n3QG64P7wf6u6otnYv7BuyUC5AR+CRnAl1xagMxPOoU2dp541KUef29l2iUU6rSY4NYYU+L2Y1vY4DKY9uTG4Gh+Et737cTfK64A2RYyqEwMJQ9LRICwey7YEVG/LryEUbObwzPQoUSA3DqdDpVSy6tD4iNy+JFVY+e1Ql6myuAIrCfnt4ZffSec3BHLj5TqOioYa149i6cWtIGzpy3Y8VI2dlbwCXXA+nfO8yOw2DFWmxZd5pKi/eAA/PDmOUxY1JZXeBzbHM2uu0HDTp5IjsxFy176e2t+XXARvSfU40dVFbd7CZBtn1xFh8EBqNfWHWf+jMfJ7bF48ZsuBhUg7EgtdldI9ydC8eWzx/D8is68muSP5dfZiYQYPrNpyTxUAVKJvw4kQCoBi7oSASIgKQLVLUBi40WMGSGHTguEX9KhsBD3rAD5eq0GLz5rBYUtEJ8o4u+DOoMKkB5dZGjdQsbvobtxS4dd/+j4v7zq/7+9+4CSqjrcAP7NvJmd7YUtsPQOYsEuYkGxYwnGFsWIIhYssSYaoyYmfzUGS0zEEoOxGzUqNhQbKiBVUaTD0pbdhe29THv/c++wsLOF92b3zcx7M987Jyc6e98tv3uXbPbj3jvYhtMnKjJk8fmBz+d3b8dG+wCkdaJun+HA/z7wyR0sI4cFdlA4nUB1jSo/F8GIaPu8sxQM6GeTn28vVJGZYcOcuT5cfpGCH3/2Y/X6wG6J1n8vr1T37gARV8qddZodw4fYZUC0bYeKDz7xYdAAW5Dfl9/60ZVDZjpwwXkKUpJtKNmtIiEB+HmNH213gIj2r75cwYqVfvy0RpX9vuU6BzYU+LF9h4qf16kypBIhidiZkp5mw9mnKXC5AK8PmPu5T/btkvMVjB5hQ1k58OrbXiQ4gbNPV2R5sXv6/U98cg5FyPOLsxwoLVeRmgK88lbXO0pM9Y3BzlhKgAGIpaaLnaWAYQIMQAyjZEU9EGAA0gO8Ll6NZgBi/GisUWM4ApDs+XPg2rkVRVNugU38H5xuPOLIL3Gp+q7zr4bqCByPwwCkG5AGvhLNHSBiGH8oWSIvPL8p52AMdKaiwteCd2oK5N0ez/WbgBpfC36/q/MA5M2qTVjRVIZH8seh0teCW4oW4vCkXNyRdyhm7PwGF2UMw8S0/qj2tuDpitW4NecQNPi9MhwRd4CIHR/v1mzBgvpiPNHv+K5VTRSAiE6KS8u/fWMrpvz5ULzzyBqcNn24DAM+fHIdklIdyB+eLi8aF8dTjb9g0N4A5F+3LMOBJ/RGZVEjWpp8ctdEalaCrG/Z+4VwJiryEvQzrxuB5IwELJlTiI1Ly5GWnSDLJaY6ccIlg7FpeQW+/6RI3g2SkKTg9OkjpJ24yFxcri6OphLhzMSpQ/feNSO+3lUAUri2Ggvf3C6PsjrwxDz88Gkx8kekYcCYzL13gOzaUgcRlIw9JXDHybZVVfI4MLGbZN6/NuGky4fu3RXDACSEPyAYgISAxaIUoICpBMIdgIgjsCadakdtXWAHiNYRWOJIrcMPscsdIG2PwBK/bBfBw+xXvXL3yMWTFfmL+KXf+3HDNAc+mhcIKHrnAkcfoeDDPbs4QsFuH4CIHShjRttwzumK3DEhAoUZ0xx46Q0vdpcBxx5lx8D+Nrz5ng9HH27HQQfY8OLrPqSmipDBgYKtqtxNoicAEUdTnXy8gude8kKEIddOdeDb73wyNGnrtz8HcYyYCF9EcCQcrrnCIUOU9gHIycfbkZEeCGeGDLLJOVm11o/BA+3SbdgQG86cqGDWbC9mXOXAwqU+eSTZIWNsOHF84Pis5CTg9hsc+L/HAjtArrvSIUOV73/yy3m79IKAWU4vYPqvA/1oDYBCmROWpYAeAQYgepRYhgKxJ8AAJPbm1IojYgBi/KwxADHeVKvGcAQgWm1a7etW2gESTttoByDNfi/EZejfNpTIC9GzlESMS+mNKZkjke1IhLgEvasApMHnwUOl32O7pw4DnKkY7sqUgcntuYdip7sefy9fJY/YUmDDBRnD5IXo4llYX4yXqzfC4/ch15GE23LHIt8ZuAOj0yfKAYgR8+91+yGOjrrh2XFGVGfqOhiAhDA9DEBCwGJRClDAVAJWCUAuOFdBaZmKBUsCF3SMGGrDccfY8eIbPlxxiYKKShXfLfOjqqb7vCIAGX+0Hd49pzqJXR4lu1TM+8qPwmIVR4y1Ycwo+95dDGLXg9gp8eDjXvzyHAVit4sIZMRz1il2OJ2B47T0BCDiHbEbQ+yyEM+5ZwTCi6KVlwAAIABJREFUDDHetgHI/hzEkVRiN8au0kAdYqfH8h867gAZ2M8md4qIgEKMuaUFMgC56rLAro9TJwR22Xz6pR+KPXAXiti7kpYauGvhL48GByDZWcD1Vznw0BNeuSNHPNdcoeDzr/1obFRlEPPQ415ZBx8KhEOAAUg4VFknBcwvwADE/HMUDz1kAGL8LDMAMd5Uq0YGIFpCAAOQgFG0AxDtmdp/Cb/ql5eji0fcKSIClWuzD+xptcHvMwAx1jPMtTEACQGYAUgIWCxKAQqYSqCnAYjYuSB2BTz3YvBdECIQEMceLWz3C/zu7gCZcqGCfvk2uD0BPnE/R0Mj8K+XvPJopROPtWP0SDuaW4DPvvLJY7bE3Rl6nyUr/HJXQ9s7QE47yY601H0XgR93tB0TjrMH3QUijoaa9W+vvCfkp9X7wgYRzmRn6Q9AxLFfZ0xU5M4NETiI47OW/eCXl8i3DUD253DfnQ78819eVNcGRn3ZhQpWr+0YgIidLSK4EXa/mKTIoKN4l4qbr3Hgpf96cclkBd9858fGAhViR84xR9ihKJB3svTpbcOfZwYHIGJeRNgidvm0PiI8+vgzH8orVFx+sQOPP827QvSuRZYLXYABSOhmfIMCsSDAACQWZtH6Y2AAYvwcMgAx3lSrRgYgWkIMQFqFrByAfFdfgn9VrZUXmIu/nHdL0QJc0Ws0jk/J114AoZSIgQAklOFavSwDkBBmkAFICFgsSgEKmEqgpwHIgL42+Yv2mf/0wt/mr/hff6UD3y33YdWa4COcuhuAnHdmIFARQcX+Hnlp+TkKHnly324EveDtj8BKSgR+c61D7vgQAYE4AkrsAPnvex3vsbj4Fwq27lCxfGWgf2dOtCMhIRCACB9xF4e4X0M8IixYusKPtneAnHWqHU6HTR7lJRx/cZaCqmq1QwCyP4c7b3LglTcDx3OJ59orFOnV/ggs8bVLf6lg81YV4jismU8FrETdRSV+nHmKIj8Td4GIXyyLY7nKK4CMNOCW6x0dApD0tMDRYMK8/ZOXI+48ceDxZxiA6F2HLBe6AAOQ0M34BgViQYABSCzMovXHwADE+DlkAGK8qVaNDEC0hBiAtApZOQDxqyr+Ub4KSxt3ww6bDD6uzz4w6N4J7ZWgowQDEB1I5inCACSEuWAAEgIWi1KAAqYS6GkAInYFTL/CgcKdfsxfGLiUXNyNcejBdjz9ghdut9jZYJcXY4u7KbQCEBFgHD/OjtmvBt8BIj6fMD5w5JXYBSKOoxI7JVavUzH1Vwreet8ndyBkZQTuo5ABSIjSnV2CLvoijtv6z+s+pCQHftH/n9e8qKiCvOti7EE2fPKFH2J3iLg745U3990BsmVb4A4QESzU1qn4epFf9u+Gqx14f64vKAARAYo4Zmvxcj9ys4EpFzmwep1fmrX168ph5c8qfnW+IusU74hdGVddpnR6B4hgEXeWHDHWjppaFa+/Ewh0RMAz/mgFLW5VjleEF1MvDezeEJfYTzzRLudGHPkljsYSu0ge/rsXHk/gzpLvlvnkfIidNGedquDDeT6Ii9kZgIS4EFk8ZAEGICGT8QUKxIQAA5CYmEbLD4IBiPFTyADEeFOtGhmAaAkxAImFAER7lg0qwQDEIMjIVMMAJARnBiAhYLEoBShgKoGeBiBiMGIHwOknKxg6yAZxg3fhThWfzffJkEA8Qwfb5LFKm7aoKC5R5fFUIhgQv7Bfu0HshADEBd7i/glxnJW4NFscufTGO769n4t6ThgXCFbE8VcVVar85X5dPXDowTacME6B3Q54vMBX3/qwflOo8QfkfRhtj8ASbYpdEGIXyCdf+rB2gyrDkFMnKPKOjJYWVR4fJS5fdyVA3quRm22TIcSu3SqSk23yUnERJFxwngMNDSqqa4CkJGDNer88HuriyYF7N8ROGrFzRfRfGG0s8GPyJAXvfRwIfFr9/veBr0sHcReHuCMkNdWGnUWqnIsNm/34aXVHi+xewE3THfh8vh/fLQ/sWhHzeNsMB75e6JdHYIlH9GHwQBvqG1R89a0fJx0fOA7r+Zd9+PXFCvrm2/DqWz40N6s45wxFXq4ugikR5IgL0bkDxFTf7jHbGQYgMTu1HBgF9ivAAIQLxAwCDECMnwUGIMabatXIAERLiAFIq5CVd4Boz7JBJRiAGAQZmWoYgITgzAAkBCwWpQAFTCVgRABiqgFFsTM2BC4LF89Jx4lL0CEvAudDAQqEV4ABSHh9WTsFzCrAAMSsMxNf/WIAYvx8MwAx3lSrRgYgWkIMQBiAaK+RvSUYgISAFf2iDEBCmAMGICFgsSgFKGAqAQYgxkyHOJpK7IJ59j9euUNl2uUOfLPIh3UbQ9+JYkyPWAsF4keAAUj8zDVHSoG2AgxAuB7MIMAAxPhZYABivKlWjQxAtIQYgDAA0V4jDEBCMDJRUQYgIUwGA5AQsFiUAhQwlQADEGOmQ4QeZ59mx4hhdnkPyrqNfsz7irs/jNFlLRTYvwADEK4QCsSnAAOQ+Jx3s42aAYjxM8IAxHhTrRoZgGgJMQBhAKK9RhiAhGBkoqIMQEKYDAYgIWCxKAUoYCoBBiCmmg52hgIU6IYAA5BuoPEVCsSAAAOQGJjEGBgCAxDjJ5EBiPGmWjUyANESYgDCAER7jTAACcHIREUZgIQwGQxAQsBiUQpQwFQCDEBMNR3sDAUo0A0BBiDdQOMrFIgBAQYgMTCJMTAEBiDGTyIDEONNtWpkAKIlxACEAYj2GmEAEoKRiYoyAAlhMhiAhIDFohSggKkEGICYajrYGQpQoBsCDEC6gcZXKBADAgxAYmASY2AIDECMn0QGIMabatXIAERLiAEIAxDtNcIAJAQjExVlABLCZDAACQGLRSlAAVMJMAAx1XSwMxSgQDcEGIB0A42vUCAGBBiAxMAkxsAQGIAYP4kMQIw31aqRAYiWEAMQBiDaa4QBSAhGJirKACSEyWAAEgIWi1KAAqYSYABiqulgZyhAgW4IMADpBhpfoUAMCDAAiYFJjIEhMAAxfhIZgBhvqlUjAxAtIQYgDEC010g0ApBEewZGpp0cQudYtL2Aw5aIHY3LUe4uCPrSgKQjkKAko6R5TdDnfVxjkJ94YNQgbaqqqtFqnQFItOTZLgUo0FMBBiA9FeT7FKBAtAUYgER7Btg+BaIjwAAkOu5sNViAAYjxK4IBiPGmWjUyANESYgDCAER7jUQjABFtJirpUGwJIXSQRdsLNHjLO6AwAOlknTAA4TcPBShgVYGeBCBDBtlw2ME2RC9+tqo6+00BCnRHoLTchsXLffD7g99mANIdTb5DAesLMACx/hzGwggYgBg/iwxAjDfVqpEBiJYQAxAGINprJFoBSAg9Y9EQBBiAMAAJYbmwKAUoYHaBngQg03+tYPlKP0rLzD5K9o8CFIgFgV/9UsF/XvOiupYBSCzMJ8dAgZ4KMADpqSDfN0KAAYgRisF1MAAx3lSrRgYgWkIMQBiAaK8RBiAhGFmgKAMQBiAWWKbsIgUooFegJwHIVZcpePUtH7Zsj9oJhHqHyXIUoEAMCPztT0688iYDkBiYSg6BAoYIMAAxhJGV9FCAAUgPATt5nQGI8aZaNTIA0RJiAMIARHuNMAAJwcgCRRmAMACxwDJlFylAAb0CDED0SrEcBSgQbQEGINGeAbZPAXMJMAAx13zEa28YgBg/8wxAjDfVqpEBiJYQAxAGINprhAFICEYWKMoAhAGIBZYpu0gBCugVYACiV4rlKECBaAswAIn2DLB9CphLgAGIueYjXnvDAMT4mWcAYrypVo0MQLSEGIAwANFeI+EMQFz2VAxKOjqETrBoTwUcdhdKmlejylMYVFUf1xjkJx7Y0+q7/b5NVaN3DS8vQe/2vPFFClAgygIMQKI8AWyeAhTQLcAARDcVC1IgLgQYgMTFNJt+kAxAjJ8iBiDGm2rVyABES4gBCAMQ7TUSzgBE1O2yp8Buc4bQERbtqUCTr7pDFQxAVvqDUI481IaGRuDrRcGfTzjOjto64INPfD2dB75PAQpQoMcCRgYgzz7mhN0e6JL4b/+eP/4Ki1T85VFvp329cboD3//oR1GJihnTHLjnLx6cMdGOPnk2vPTf8P05megCHn/Qib/M9KBkd3DXrp2qyIvd58wNrf1I9LvHE84KKGBhAQYgFp48dp0CYRBgABIGVFYZsgADkJDJNF9gAKJJZHgBBiDapL/rnYBMuw2vVXmCCk/t5USaYsPcWi/Oy3CgzKN2WqbIo+LJMrd2QyYvsXhkCu4vaUaxJ/ge0JcHJWFWuRtl3uDPZ/ZLRPqe3xHA4wPeWQTUNgaP8uITgNfmA1X1wZ/PmAQ8MQcoqzG5SrvuDekNTJkIvPRF8Bf6ZgOTjgQ+WBr8eV4GMOkoIMEhP2/x12Ft3afWGnMc9ZYBCAOQOFruHCoFYkfAyACkVSUvB/jz7524/o7gHw47U+ssAElwBgKU5pbwOl9zhYKKSuDdj/YFHa6EQDDywCMelJaH1n6k+h1ar1iaArEjwAAkduaSI6GAEQIMQIxQZB09FWAA0lPBju8zADHeVKtGBiBaQtwB0irEAER7rYABiA4k6xZhAMIAxLqrlz2nQBwLRCIAsdmAyy5QcNAYuww2Nmzy48U3fHKHiNYOEPH1HYV+DB5oR2YGUFkFPP2CF/372jBtioJVa1QMGWRDrywb3njHizXrVeyvvbZTPWaUDVN/5cBdD+wLasYfbccJx9rxyJNeHHKgDb88R4HLZUN5hYrnXvSivgHI7gVcfbkDGek2OZ4Fi32Y+7k/IjtX4nipcugUAAMQLgIKUKCtAAMQrgczCDAAMX4WGIAYb6pVIwMQLSEGIAxAtNfI3hIMQELAsl5RBiAMQKy3atljClAAkQhADj/EhsmTFPx5phewAfff6cCHn/mx/Ae/ZgAijsVKSQYef9orA5MH7nbgzfd8qK4FHrjLgSee8WLtBhVHjLXh9JMVPPx3L/bXXtspF0HJI3904t+veLGxILBV9/YbHFj2gx+r1/nxwN1OzPynFzuLVZx+sh0jhtoxa7YXl12ooLZWxUef+SGO0rpqigMvvu7FiePDf3QXlywF4lmAAUg8zz7HToGOAgxAuCrMIMAAxPhZYABivKlWjQxAtIQYgDAA0V4jDEBCMLJwUQYgDEAsvHzZdQrEr0AkAhCh63AA3j3XgFxxiYLySlXumtDaASICkE0FfnzxTeBCkRuvduDH1X5s3aHi97c4cPPdgd0bYkfIzdc6cNefAv/eVXvtZ/r8sxWkp0HeN5KRDjx4rxN33OfBMUfYceShdhm8iEccjfWPvzpxw50enHWqHWNG2/HWHB+2F6pQ9xxzyjtA4vf7iCOPjAADkMg4sxUKWEWAAYhVZiq2+8kAxPj5ZQBivKlWjQxAtIQYgDAA0V4jRgUgHn8T/AjtPtIQeseiPRSw2xxw2hJ7WEv3X7epauuvoLpfSXffXPGjihUMQLrLx/coQIEoCkQiAElOAi4+X8GAvjb4/EBOLxu++tYnd1DoCUDEbowFiwMBiAhExL8XbFNx2wwHfnt/IPDom2/b++/7a689dV4ucO8dTtz+Bw9OmWCXQcrsV3048xQ7zj1TQX2be9iSkoD7HvLIz06faMe4I+1IS7Xhs/k+fPolj8CK4jJm03EiwAAkTiaaw6SATgEGIDqhWCysAgxAjOdlAGK8qVaNDEC0hBiAtArxDhDttdLTO0B0tMAicSzAACSOJ59DpwAFui8QiQBE3P+RkAC8/Gbg3o8rL1NQXh44QiocAcj+2utM6u5bHZj3pQ/nnKHgfx/4sG6jKsONIw61Y9a/92xb6YK4Tx7w25ud+OfzXowabkOfPJvcTcKHAhQwXoABiPGmrJECVhZgAGLl2YudvjMAMX4uGYAYb6pVY2cByHEbG7Rei6uv35mXgAy7Da9V7bs/UgBM7eVEmmLD3FovzstwoMyjdlqmyKPiyTK35c0YgOiYwh7eAaKjBRaJYwEGIHE8+Rw6BSjQfYFIBCBi10bBVj8+m+9Hfm/g1uud8p6Ndz70hSUA2V97nUmJS8+PPtyOvFwb7n7AI4+0Esdi/ekuJx550oPdZcDggTaMP8qO19/x4dqpCr5bJu4JUeF0Avf/NnCPyOgRDEC6vxL5JgW0BRiAaBuxBAXiSYABSDzNtnnHygDE+LlhAGK8qVaNbQOQFDvwYN9EHJBo13otrr7uV4HfFjVjdXPgZILWhwFIQOLlQUmYVe5GmXfP+dB7gGb2S0R661Ly+IB3FgG1jcFr5+ITgNfmA1Vtjl8QJWZMAp6YA5TVWGut9TQAEX8H02atIcddb5XojZgBSPTs2TIFKGBhgUgEIMOG2HD15Q54PCq27VDx02o/pl3uwOxXvBh/jILvf/SjqESVx1vd8xcP2t6l0XrkVShHYO2vvZU/B/9AJqZOXGT++P85ZUAzZ+6+3RsHj7HhgnMVJDhtaGpW8ca7PmzeomLIQBsuv1hBaooN4gfhxcv9+OATX1C/Lbwk2HUKmFaAAYhpp4Ydo0BUBBiARIWdjbYTYABi/JJgAGK8qVaNbQMQrbL8erAAA5CABwOQNuuipwFIE4Cf+J1mWoH+4hLa6PWOAUj07NkyBShgYYFwBCAW5mDXKUABEwswADHx5LBrFIiCAAOQKKCzyQ4CbQOQu/ochgMTs1DvDz4iR4stx5GElys24KOa7UFFr8sZg2xHIt6uKsCFWcNQ5WvBs2VrOpTZ7W3Cn4qXazVjma8zAIn8VLUPQMRfPudfQA+eB/HX6Dr+VToegdWqxADEwABEbJBZFPk/B9iiToGhAIbpLBuGYgxAwoDKKilAgdgXYAAS+3PMEVIgVgQYgMTKTHIcFDBGgAGIMY6spWcCbQOQZLsDoxIzu1XhysbyDu8xABF/DXrfM2/EObi/aBkqfS1Bn78weCJS7Q75mVsF7itpRnW7K/ke6uvCTYXNKG93PM+rg5MwaXMjStp93q1JtPBLbQOQtD1HYI3iEVhBM+pTgbuLm7GqiUdg3V/SjGJPcBzEAKTNcunpDhAGIOb+05QBSPAfgkceakNDI/D1ouDPJxxnR20d5HEpfChAAQpEW4ABSLRngO1TgAJ6BRiA6JViOQrEhwADkPiYZ7OPsm0AYnRfGYAwADF6TXVVX2eXoI/bwEvQ23r9rncCMnkJOngJuo7vSgYgOpAsXIQBCAMQCy9fdp0CcSvAACRup54Dp4DlBBiAWG7K2GEKhFWAAUhYeVm5ToG2AciJqfm4Kns0vJ0elNN1hQk2O+4pWooiT/AvnBmAMADRuQx7XIwBiDYhA5CAEQMQ7bUCBiA6kCxchAEIAxALL192nQJxK8AAJG6nngOngOUEGIBYbsrYYQqEVYABSFh5WblOgbYByJMDjsfH1dvxXcMunW8HionQxAN/p/d78A6QfZQ8AiukZRVSYQYg2lwMQBiAaK+SPSXCGIDc+tqtWF+yHnabXTaW4EjA6PzRuPGUGzEge4DuLrYvOPnJyXj+queRm54b9CXR3tritbC1uxXo8vGX49fH/brL9n7Y9gMG9BrQob72L+gt1+2BheNFBiAMQMKxrlgnBSgQXgEGIOH1Ze0UoIBxAgxAjLNkTRSIBQEGILEwi9YfQ9sA5PH+4/H47p86XGauNco/5h+J/IQUBiB7oHgJutaKMf7r3QlAnOW7kP7Td6g45Zc97pCjphK5n78NX3Iqag8+Bs0DhuuqM/ejV1A5cTJ8yWkdymd/9R78iSlwle7ErsnTgr4++Kl7sW3GA4CiIGH3TqStX4mKCefut00GIAEe7gDRsTTDHICcc+g5OPXAU2VHWjwteOW7V7By+0rMumKWjs51XmR/AUjb9vQ2cP+79+PScZfigL4H7PcVveX0thuRcgxAGIBEZKGxEQpQwFABBiCGcrIyClAgjAIMQMKIy6opYEEBBiAWnLQY7HJXAYij0Y2EqgY4G93wO+xQnQ7YPB74kl1w1DXDZrOhZlieFGEAErwwGIBE/htlfwGIzePGyD9ejcZhY2TH7F4Pii6eAW9W8N8U72mvE3dshtJYh4bRh/W0qsD7fj8yl32FukOO6RCQtA1A9DbGACQgxQBEx4qJYAAielNUWYRps6fh0zs/lf/bsmTzEryw4AU0uZuQn5mPe865B5kpmfD7/Xjqi6ewfOty+FU/xg4YizvOugOKXUF3A5C3l72Nj378CCpUZCVn4e5z7sY367/By4teRnZqNq47+TqMHz6+03bFu23LHT/yeLy++HV8tvozeHwejBs2Tu5ssdsDu11M8zAAYQBimsXIjlCAAroFGIDopmJBClAgygIMQKI8AWyeAiYTYABisgmJ0+5wB4jxE88AxHhTrRq1ApDBs+7D1lsfkdWkrVqCpO0bUX3EBGQvnIvdZ1+Ovm8/A19KOuD3oeSiGchc/BmSt2+EJzMHSYWbUXjlb5FYsh0589+Hz5UMb1Y2Ss+6bG+3Mhd/juSt62B3N8O1q1DWmVS8DWVnXIKEsmLkfvpfVI0/A9nz35e7NhoHj0LFyZPR/z+PoOSCa9Fr4SdIqNyNlvxBSF33Awqv/B16f/CirD95yzpZn+pyodeCT9DSZwBSN/yIgjseQ2LxVuR89jb8yWlozh+IypPOQ9/X/wHVboezrga7fnEl3Hn9ZD0MQALTxQBE67sJCOcdIOJIqrY7Mpo9zXjh2xewefdmPH7Z4yivK8e1/7kWj/7qUQzNGwoRMqzeuRoP/PIBLNy4EC8ueBHPTH1GBhY3vHQDpoyfgpMPOLlbAUhNYw2u/PeVeO2615DsSsZnP38G0Z/zDj8P02dPl+GK2AGyv3bbllu0cZEMbp6c8iSSE5LxwJwHMHbgWPzyyJ7vMtMxa/qLMABhAKJ/tbAkBShgFgEGIGaZCfaDAhTQEmAAoiXEr1MgvgQYgMTXfJt1tAxAjJ8ZBiDGm2rVGEoAkrX4c7lTo/aAI2QA4snuDXdWLmoPP0GGCU39h8JZUwlHQy3KT70AeXNfQ/2oQ5H72VvYOfVOuRtj4HN/RtGlN8OXnhXUtb6v/xPV405F08DhGPTcn7Htxr8g58t30ZLXH36HA839hsh3hjx6O7be+XggADl3Kga8/iS2/eZhiF0kfebMlv8snoTi7eg977/YceXvMOSpe7F9+j3wu5Iw6s/XYON9/8LAfz+Iol/dBF9GLwx87i8ouuxmDHr+QWy98S+we92Az7e3jwxAGIBofR/t/XqYd4CIsMOhOGRzDS0NmDB6AmZMnCF3XHz848f4dsO3eOSSQGApdoGc/4/z8dFtH8l33F63vDdEPE/MewK903vjsmMv228A0vbOkdYxzr56Nnql9MIlT1+Cq0+8WvYhPSl9L0HbYEN82FW7bcs99OFDGJwzWPZHPEsLluLNpW/KYMdUDwMQBiCmWpDsDAUooEuAAYguJhaiAAVMIMAAxASTwC5QwEQCDEBMNBlx3BUGIMZPPgMQ4021atQKQEb86Wo0jBwrr0EW93TsOm8qnBWlMgARj6O2Sn6uNDWg9tDjYHO3yF0UNcecEghFBgxD3sevytBCPPlvPY2qY08Puusjc8kXgdBkz50i/V57ErvPuhR933wahdf8AckFa5G+coEMMNLWrMDme5+RAUjZKRcg98t3sPOquyCO6xr0zB9lAGJracaA2Q+j6Io74EtN3xuaiPaH/P1ubL35QQx77A4Z2IjHWVMhd5OIO0F6LfkCqqKg5Pzp8GblyK8zAAmsIu4A0fpuiuwOkBtfvhFnjz0bk8ZOkh0TgcGr370aFEaIkGT2tNky+Hju6+ewpXSLPPZqV80uTD58stwF0t0jsDaWbMR/l/4XP2z/ASP7jMQtp9+Cfln9gnaA1DXVddlu2wDknrfvkRe8JyUkybGIY7oykzPljhVTPQxAGICYakGyMxSggC4BBiC6mFiIAhQwgQADEBNMArtAARMJMAAx0WTEcVcYgBg/+QxAjDfVqlErAGl7BFZrXWJ3ResOkOa8fqg/+Bg4qsplEJLxw4IOAUj21x9g5+W3wZ+WgYHPPoCiKbfAl5Ypq0so2YG8T9+QR1eJOwzEk7p6GZK3rodSX4OSS2/GkCd+J3eEQFUxfOat2HTvszIA2XXOFej/339i280PIXHnFvR593kZgOS/8U/UHHMqGocGLmEe/I/fY8c198oAZeQfp2Hjn2Zj4At/RdGU38hdKQmlRXCnZiCxqkzuNBHtJxZtRfkZl8j3GYAEZp4BiNZ3U2QDEHH5+cMfPYyXrnlJBgdfrPkCCzYuwAPnP9Cho+L+j2Z3M2478zYZgDz6yaPIz8jvUQDS2ojH68FLi17C1rKtePDCB4MCkP212zYAeeyTxzAkd4j5jrxqL8kAhAGIjj8GWIQCFDCZAAMQk00Iu0MBCnQpwACEi4MCFGgrwACE68EMAgxAjJ8FBiDGm2rV2JMApPTsKch/+zn4E1xQmhtRdMmNSF+1pEMA4ktJQ+6X78KfkIiW3v3l8Vitz6Cn74ff6YIoI56Si2dABTDygWtQPOUW1I8+DL3ffxHO6nK4e+XBVVqEmkPGIX31MrlrI+fL9+TukZbcfKRu/Amlky5Hv1ceR8PIQ2R99QccDlVxoNeCj+HOyZf3kmy5bSYSi7Yg5/P/QXUlwpeUit3nTUX/V5+AX3HIy95Lz7gELf2GyDoYgARmiwGI1ndTZAMQ0Zu737obo/JH4aoTrkJVQ5W8A+SJy55A/179saFkAz5f8zluOvUmeafGmL5jcNHRF2F7+Xbc87975P0f0ydM79YOkHXF6+SOk3vOvUfuLpn38zwZvvzfBf+H61+8Xh6NddTQo/bbbtty3236Tu5eeezSx2SYI47zEkHNmYecqQM9gkUYgDAAieByY1MUoIBBAgxADIJkNRSgQNgFGICEnZgNUMBSAgxALDVdMdtZBiDGTy0DEONNtWrcXwDYVD24AAAfVUlEQVSi9a4Zvp66fqUMSRw1lXIHiDgOy+iHAQgDEN1rKsx3gLS9BF30adOuTbjt9dvwwtUvIC8jT96dMfvb2WjxtCDFlYIbTrkBB/U/CGt2rsEjcx+By+GSx1UdO/xY/G3u33DXpLsw85OZeP6q55Gbnhs0THHp+tritbDJA/D2PYcNOgwPXfiQPNpKXHJut9nlnSC3n3k7BuUMwiuLXsFby97CtBOnYWTvkV22u6Vsy95y5x9xPl5f/Do+W/2ZPP5KHKV151l3yrtNTPUwAGEAYqoFyc5QgAK6BBiA6GJiIQpQwAQCDEBMMAnsAgVMJMAAxESTEcddYQBi/OQzADHeVKtGqwcg2V+8i+Rt6+XxWGWnXYjmwaO0hhzy1xmAMADRvWjCGIDo7gMLhk+AAQgDkPCtLtZMAQqES4ABSLhkWS8FKGC0AAMQo0VZHwWsLcAAxNrzFyu9ZwBi/EwyADHeVKtGqwcgWuMz4usMQBiA6F5HDEB0U1myIAMQBiCWXLjsNAXiXIABSJwvAA6fAhYSYABiocliVykQAQEGIBFAZhOaAgxANIlCLsAAJGSyHr/AAESbkAEIAxDtVbKnBAMQ3VSWLMgAhAGIJRcuO02BOBdgABLnC4DDp4CFBBiAWGiy2FUKRECAAUgEkNmEpgADEE2ikAswAAmZrMcvMADRJmQAwgBEe5UwANFtZOWCDEAYgFh5/bLvFIhXAQYg8TrzHDcFrCfAAMR6c8YeUyCcAgxAwqnLuvUKMADRK6W/HAMQ/VZGlWQAoi3JAIQBiPYqYQCi28jKBRmAMACx8vpl3ykQrwIMQOJ15jluClhPgAGI9eaMPaZAOAUYgIRTl3XrFWAAoldKfzkGIPqtjCrJAERbkgEIAxDtVcIARLeRlQsyAGEAYuX1y75TIF4FGIDE68xz3BSwngADEOvNGXtMgXAKMAAJpy7r1ivAAESvlP5yDED0WxlVkgGItiQDEAYg2quEAYhuIysXZADCAMTK65d9p0C8CjAAideZ57gpYD2BiAYg9zwG94J5UBvqrQfFHlMgTgSc406G+5tP4F3zQ9CIk678Dbyb18FXsD7o88QLr4QyQPy/VqDR78Ws0tVY3lgaVOb23mPxVtVmzK8rDvp8Zv9jZfk51VvjRJfD1CtghgAkx5mE/1UV6O2y6cs9NeB4TNn6JUq9TUF9nTfiHNxftAyVvpagz18YPBGpdof8zK0C95U0o9oXPMyH+rpwU2Ezyr1q0BdeHZyESZsbUdLuc9MjGdxBBiDaoAxAAkaLR6bg/pJmFHuCv5deHpSEWeVulLX7XprZLxHp9j2+Hh/wziKgtjEY/OITgNfmA1Xtfu6eMQl4Yg5QVqM9QWYqwUvQzTQbxveFAQgDEONXFWukAAXCLcAAJNzCrJ8CFDBKIJIBiNJ/MJQDDzeq66yHAhQIh0B9DdyLvuxQMwOQcGCzzq4Eoh2AZCgJuKfP4fCowb+PsPKMbW6pxSsVG+BD8C9YGYCEb1YZgGjbMgBhAKK9SvaUYACim8qSBRmAMACx5MJlpykQ5wIMQOJ8AXD4FLCQQCQDEAuxsKsUoEA7AQYgXBKRFIh2ABLJsUa7LQYg4ZsBBiDatgxAGIBor5IwBiBik9sBAJJ198L6BcsBiM2Ntj1jT4vwkMTOpZ/EtuF27TIAYQAS4aXI5ihAAQMEGIAYgMgqKECBiAgwAIkIMxuhgOUFGIBYfgotNQAGIJGbLgYg4bNmAKJtywCEAYj2KgljAJIBYBSA5bp7Ye2CTgDjAXwNQPzzcQC+ifCQAqemBkKYtg8DEAYgEV6KbI4CFDBAgAGIAYisggIUiIgAA5CIMLMRClhegAGI5afQUgNgABK56WIAEj5rBiDatgxAAka8A0R7rSAcR2CJAGQEgI4nf+rokAWLJAA4c0/o0RqGfBDhcYwBkMgAJEh9xY8qVqxkABLhpcjmKEABAwQYgBiAyCooQIGICDAAiQgzG6GA5QUYgFh+Ci01AAYgkZsuBiDhs2YAom3LAIQBiPYq2VOCAYhuqi4L9iAA8fq8slqHIs4N035E+U7LMgDpiMcARHtBsQQFKGBOAQYg5pwX9ooCFOgoEJYAZPqd8Kz8Dmhqf7grZ4ACFLCqgOOQI+FevhC+gvVBQ0i88EooAwLnGTT6vZhVuhrLG0uDytzeeyzeqtqM+XXFQZ/P7H+sLD+neqtVWdjvMAlEMgDp5XDhi9qdYRqJ+au9q89h+P3OJaj0tQR19oXBE5FqD/yiy60C95U0o9oXPJ6H+rpwU2Ezyr3BF6u/OjgJkzY3oqTd5+bXMLaHDEC0PRmABIy4A0R7rUR6B8jcdXPh9rpR3liOaUdNg90uLq/Y92ws2wjFpmBYzjA8+vWjGJ49HAfnHyz/XTw7qnZgYNZA+c/NnmbUNtciLy2vy4E+9vVjGJI9RNaT6krF0OzWs6I6f2VLxRaU1ZdBhYrReaORmZS5t+C63euQ6EiU9QU9OgOQzeWbZf/F+Pum90VtSy2aPE1IcibJz8b0GSO/Xt1UDZfThQQlAfUt9fLrXr9XuqS4UnB4/8M7dp4BSEcTBiA6/gBgEQpQwJQCDEBMOS3sFAUo0IlAOAIQe+++UIaJGwX5UIACMSPQWA/Pj0s7DIcBSMzMsKkGEqkAJNXuxDW5Y+BVg0+eMBVGmDuzw12PD6u3wY/gEIMBSM/hGYBoGzIACRgxANFeK9EIQE4dcSqWbF+C/pn9sXTHUuQk58CpOFFUU4TD+h0Gl8MlA485P8/B5IMno7CqECuLV2Jw5mB8u/VbHNTnIFl2VO4oGaRUNFTIXRGXHHpJhwG31vHez+/B4/OgX0Y/GTDYbXZUNlbKutaVrkN6Yjqcdic8fo/8eu+03shMzMTG8o2yf03eJlQ1VuHEoSd2OwDRMRvdL8IAhAFI91cP36QABcwmwADEbDPC/lCAAl0JhCMAoTYFKBA/AgxA4meuIznSSAUgkRyT1dpiANLzGWMAom3IAIQBiPYq2VMiwkdgte4A2VW3S+5kEDseROCRnZKN9aXrcUDeAchLzZMBiNi9MTJ3pAwplhUuk/+9vWq73JUhyo7NHwsbbPhm6zfIScnB6NzRMtRofUQ9orwIUUQAItpRVRWKXZGfi5BDhBtiB4l4r7C6ECkJKXLnRX56PjaXbZaBiHhPBCZi50lqQioDEN2LC7CpQjxKD3eARAmezVKAAj0WYADSY0JWQAEKREggHAGIPacPHMNGRWgEbIYCFIiEgNpQD8/q7zs0xQAkEvrx10YkA5DxqX3iD7jNiHd7mlDQUtPBgAFIz5cFAxBtQwYgDEC0V0n0AhCxA+TTDZ/isPzDsKRwCQZnDZaBhAgbRMAwpveYoCOwMpIy0OBukF8T5URIIcr2TeuLOnedPCYqKykLZ4w+o8OwxTFaAzMH4oDeB8iAo9HdKOsX/9zsbcbwnOFy94k4+mp33W5kJ2cj0ZkoAxBRdlvVNtm/nTU7UdNcgwlDJzAA0b24GICEQMWiFKAABfYJMADhaqAABawiEI4AJPnq2+H+eQXQ3GQVBvaTAhTQEHCOORTuZd/Ct2VDUEkGIFw64RCIVAByRvoAHJ+aj0J3fTiGYYk6Rydl4YHi5ajxuYP6ywCk59PHAETbkAEIAxDtVRKdAER3v6xUUOcdIGEdEo/A6sjLHSBhXXKsnAIUCKMAA5Aw4rJqClDAUIGwBCDTbkXD0w9DrSo3tK+sjAIUiJ5A0pW/gXfzOl6CHr0piKuWIxWAXJg1DFW+FjxbtiaufNsOdt6Ic3B/0TJegh6GFcAARBuVAQgDEO1VwgBEt5FWQQYgXQrxCCytxcOvU4ACFOhEgAEIlwUFKGAVAQYgVpkp9pMC0RVgABJd/3hrnQFI5GacAUj4rBmAaNsyAGEAor1KGIDoNtIqyACEAYjWGuHXKUABCoQiwAAkFC2WpQAFoinAACSa+mybAtYRYABinbmKhZ4yAIncLDIACZ81AxBtWwYgDEC0VwkDEN1GWgUZgDAA0Voj/DoFKECBUAQYgISixbIUoEA0BRiARFOfbVPAOgIMQKwzV7HQUwYgkZtFBiDhs2YAom3LAIQBiPYqYQCi20irIAMQBiBaa4RfpwAFKBCKAAOQULRYlgIUiKZANAKQFTVNeH5nNZ46oA+cdtve4W9vdGNJTTMuyU/XTfLSzmpc3i8D88rrMSk3rcN7c8vqOv18fw101T/dneqkYHf60ZP2+C4FjBZgAGK0KOvbn4AZAhDV40Pq+0sAvwqbxwdfThqazjg85IlLmvcDWg4eBH/f7JDf1Xyh2Y2kb1ej6fTQ+9VaNwMQTeVuF2AAok3HACRgtHhkCu4vaUaxRw1Ce3lQEmaVu1HmDf58Zr9EpNv3FPX4gHcWAbWNweAXnwC8Nh+oqg/+fMYk4Ik5QFmN9gSZqcSQ3sCUicBLXwT3SvzZOulI4IOlwZ/nZQCTjgISHIHPBc+idgPKADACwJdmGmgY+8IApEtc3gESxnXHqilAgdgVYAASu3PLkVEg1gSiEYD8dUsFDkxNQJrDjpN6peCD3XWo9frgB+Cy21HQ6MbdQ7NR4/XjjZIanJ2bhq8rGuCw25DhsGN4cgLe2V2LI9IT8Wl5Ayb3TsOy6ibcNrgXntpRhT4uBxp9Kq7un4m/bSnHsOQENPn8SHYo8KkqLuqTjqd3VKJ3gkO2dWZOKg5JT9w7te37t6auGfMrG9HX5cDGRjduHdQLr5fUIEVRUOfz4+p+GbhrYylO7pWCtfUtmN4/E8trmrC92Ysajw9X9c/E84VV+E27967IT8Oswuqg/sba+uJ4YkeAAUjszKUVRmKGACRx4VqoiQloOXK4JHNsKIJ3RF8kv79Efq5U1qH+guOQ9vo38AzrDUdJFZqPHglHQQnszR4ZmvgzkwGPTwYgzu1lUMpqYG9sQfPxB8KxZjvsfhVoaAZcTvhTE2Gvb0bjaYciee4KIMkFNLvReP6xyHj0PbgPGQTPiH5wfV8AVbHBOywftromJKwsQP0F45G0eP2+d849GqmvfQ1/djqgqmg89+gup50BSPi+IxiAaNsyAAkYMQDRXitgAKIDSaMIAxAGID1fRayBAhSgwD4BBiBcDRSggFUEIh2A7Gz2YM7uOhkS/HVrBf40PBcPFpTjD8NysK6+BavqWpCq2DAg0YkdzR4MTU7At5WNSFHsSLDbsLvFizNzU/FDbRN+lZ8hA447hmTjsa0VMmB4bFslJvRKxtg0F9Icivz68BQXRqckYEyqC3/dUi6DkfdFHwZk4Y3iGhycloiD0lxyyjrr31PbKzG1X4YMZx4uKMfE7BQsq2lC/0QnSlq8+HXfdDxTWI17h+Xgk7J65LscmFtWj3uG5aDO64P4C3qzdlTh2MzkoPcu7p2K/xTXBvXXKuuG/Yw/AQYg8Tfn0RyxGQKQlP99h6aTDoI/Z9+uRHtlHZK+/AkNFx0P15INUBOdcC3fhNqrT4NjRzkSCkrg2LILddecgYRV26CU1+wNQFI+XI66686EvaIWSfN/hj8jBe4R+YArAa4Vm2RIkfqfL+A+eBBcawvhy82AfVcVGn51ItJe/gq14t3SatkenAqUyno0nnggXD9vhy87Lfid849F6tsLZXjjGT0AapL4rVfnDwOQ8K10BiDatgxAGIBor5I9JRiA6KbqsiADkNgIQPJ727BhU/C2sJ6vDtZAAQpQIHSBY4+244NPfNhZHPxn0vRfK1j6vR+lZcDkSQo+/rxjmWuucKBgqx9V1aG3yzcoQAEKhCow8UQ7Zr/iRXVt8Ju3Xu/AR/N8qGu3a/7KyxQkBrICwONG48tPQa0N/gMredqtaHj6YahV5R2686/CKjT7VWQ5FKyqa8Y1A7Lw9q4a/GFYLtbUt2B1XQsm5abgzZJa1PtU3Dq4F57ZUYnze6fLnRIVbi8qPH4Zlvyid1pQAPK7oTlyp0dBowfv7KrFvcNzZDAiApBD0lxy54jY3XFVvwx8WNp5ANJZ/z4tq8dV/TOQaLfjoYJynJydDHFCwSnZKaj0+JDlsGPm1gqI9kXZPJcDn5TVyTFVe3wQh3w9V1iFcZlJHd4TFm37q9j2HQkW6lyyPAXCKRCOAOTJAcej2NOA9c38oSecc2fFui/MHIp/la/FgvoSzBpwAra567CxJbTjWk5K7YsNLdV4tmxNEMF1OWOQ7UjE21UFuDBrGKp8LR3KiBdci9YBih0t40bJ952rtsGbn4Xkr3/eG4D4kxLg+qEA9VedCseOMjg3FMGxdRfqrj0Tzp+3wSGOmNmzAyTl4xUyGLFX1CFx/iqoGSnwHDAAfocdiSu3oPGsI/YGIDa/ipajR8JW3QA1M0V+LtpIfe0bNEweB1tdI5K+WiUDmtYApP07aPHAua1UBja1N0zqchmEIwB5c0gS3q7yoF5s7YzjJ0Ox4dwMBy7f1oR8pw2P90vES5WeOBbpOPTxqQo2NPnxWlWwy9ReTqQpNsyt9eK8DAfKPGqnZYa47FjS4LO86RW9EnBnUVNkjsC66Vzg+81AY4u13LJSgGF9gdnzgvvNI7D0zyMDkC6tLHMElhjBSce1HoCnf+5ZkgIUoEA4BCqrgVVrOv7ErycA6ZVlwyFj+AuwcMwL66QABToK7CoF1m/q+OdVOAKQeq8fT2yrwH3Dc2VHdrV48dauWvR3OeRxV+InOZdikzs7xK6L3gkKLsrPwPYmD97dXYs0xS53V4xIce0NQN4sqYHTZsPmRjeuHZCFF4tq5Hu1Xj+uG5i1dwdI2wBEHK/1920V6JfoxKYGN87LS5M7QLrq34lZyVhQ1Sjb3tToxm2DeuGZwipkOxU0+dS97bQNQETwsa3JgxqvD1P7ZuDfO6vlDpW274m7Ttr3l2uUAmYVCEcAkuNIhPhFNx8KtBco8zXjnaot8uNcRxIuyBzSLaRny9d2eE9vAAKvDylzlgBeP2C3wZ+XgaaTDkbyB0uhJjigVDeg/pfj5VFTbQMQm9cHcX+IvdkNf07aviOwdpTLI7BsDS1onnAQElZv7zQAqb90AlLfXAB/RnLg+Cqxm2NPACJCGUdRBbx9MpH441bUXnIC0v63CA2/OAZJX67a+07TxLHy/hJvdhrsTR40XDi+S79wBCAjXHYcm6J0a85i7aWFDT5saQn8nHV8qgNDE/j/89rOsfjrgq90EgrpCUCE5K97OWNiyWxxq1hY7+0wlrDcAZKXCYzub0231duByrrgvjMA0T+XDEC6tLJUAKJ/xlmSAhSgQHQE9AQg0ekZW6UABSgQLBCOAMRMxpsbWuTOkLd31eKw9ES5O6Srp8zthctmQ6rDjkf37PQw01jYFwpEQiAcAUgk+s02KNBeQHcA0k06ZWc5fP1z4FxbCHtlLVqOP7CbNUXmtXAEIJHpOVuJZQE9AUgsj791bGEJQGINjgGI/hllANKlFQMQ/cuIJSlAAQpoCjAA0SRiAQpQwCQCsR6AzN5ZDQeAWp8fNw7Mgn0/R09tbXTLoCTDoeCIjEQcmZFkklliNygQOQEGIJGzZkvhFQh3AOJavB6O7aWwtXjRMPkYedSVmR8GIGaenfjtGwOQwNwzANHxPcAARAfSniIMQBiA6F8tLEkBClCg+wIMQLpvxzcpQIHICsR6ABJZTbZGAesLMACx/hxyBAGBcAcgVnNmAGK1GYuP/jIAYQCie6UzANFNBQYgDED0rxaWpAAFKNB9AQYg3bfjmxSgQGQFGIBE1putUcDsAgxAzD5D7J9eAQYgwVIMQPSuHJaLpAADEAYgutcbAxDdVAxAuqYy5RFYuTk2bNshrkriQwEKUMBaAoccaMf8hT6UlgEXnKtgZ7Efte3u8LLWiNhbClAgVgWOOtyO9z7yoa4+eIRXXqYg0bXnM48bjS8/BbW2OqhQ8vQ74flxCdDcGKs8HBcF4k7AcdARcC9fAF/B+qCxJ154JZQBgYvMG/1ezCpdjeWNpUFl7upzGMq8zdjm5g89cbdwTDjgI5NzsbWlFm9XFeDCrGEY6krHisYyE/Y0Ml26tNdw3FW4GJW+lqAGXxg8Eal2cVgk4FaB+0qaUe0L7tPf+ibi8zoPGgN3fPOhgGECY5MUbHP7MbfWi/MyHOjntGFVU/wttHMznHistAVl3uDfgc7sl4h0e+vP4z7gnUVAbbufuy+dAKwrBJrdhs2LKStKSwb6ZwPvLQ7uXl4GMOkoICHw5xgEz6J2I8gAIK5p2m7KkRnfKQWA+JHtawBOAMcD2Gh8M/utMReA+HGwoF0p0a9hEe5Lm+ZMF4CIvh15qC16ImyZAhSgQA8ERNixsSDww0tGug0jAr8v4EMBClDAdAIVVcDW7R3/womeAMSemw9l2GjTjYkdogAFeiDQWA/PquUdKtATgGQqLpyW3r8HjfNVChgrIMKP1ueirCj+xsXYYXWrtq3uOqxoCA4tRUV6ApCBCXaMTWz9LWy3mudLFOhUQLUBH9V45dfEbwDPSd/zS+w489rpVbGysV3yCEBXAJKdBgzuHR9im4o7BkB6AhChkw8gnq73qwBQs2dZ5ABIj8IS2dJJmwxA4i/hjcLSY5MUoAAFKEABClBAl4CeAERXRSxEAQrEhICeACQmBspBUCDOBPQEIHFGwuFSwDQCugIQ0/Q2Sh3RG4BEqXtstp0AAxAGIPymoAAFKEABClCAAmYRYABilplgPyhgDgEGIOaYB/aCAkYLMAAxWpT1UcA4AQYgOiwZgOhAMlERBiAMQEy0HNkVClCAAhSgAAXiXIABSJwvAA6fAu0EGIBwSVAgNgUYgMTmvHJUsSHAAETHPDIA0YFkoiIMQBiAmGg5sisUoAAFKEABCsS5AAOQOF8AHD4FGIBwDVAgLgQYgMTFNHOQFhVgAKJj4hiA6EAyUZF4DkCKdwHFuzpevmmi6WFXKEABCugS8LhVOBPE9W18KEABClhbYOyBNjide8bg9cDz8wqgpdnag2LvKUCBbgs4Rh0MW5a4RRNoUr34oaEcxZ6GbtfHFylAAXMInJs5BIm2wAXnHhX4ut6LZv56xhyTw17EvcCpaQ4ktf56wesD1u8EWjxx7xIEkJIIDMsHnErgYzeAnSQyrUAWAPGfKD02VVX5P3FRwmezFKAABShAAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKhEeAAUh4XFkrBShAAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKUIACURRgABJFfDZNAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKUIACFKBAeAQYgITHlbVSgAIUoAAFKEABClCAAhSgAAUoQAEKUIACFKAABSgQRQEGIFHEZ9MUoAAFKEABClCAAhSgAAUoQAEKUIACFKAABShAAQqER4ABSHhcWSsFKEABClCAAhSgAAUoQAEKUIACFKAABShAAQpQgAJRFGAAEkV8Nk0BClCAAhSgAAUoQAEKUIACFKAABShAAQpQgAIUoEB4BBiAhMeVtVKAAhSgAAUoQAEKUIACFKAABShAAQpQgAIUoAAFKBBFAQYgUcRn0xSgAAUoQAEKUIACFKAABShAAQpQgAIUoAAFKEABCoRHgAFIeFxZKwUoQAEKUIACFKAABShAAQpQgAIUoAAFKEABClCAAlEUYAASRXw2TQEKUIACFKAABShAAQpQgAIUoAAFKEABClCAAhSgQHgEGICEx5W1UoACFKAABShAAQpQgAIUoAAFKEABClCAAhSgAAUoEEUBBiBRxGfTFKAABShAAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKhEeAAUh4XFkrBShAAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKUIACURRgABJFfDZNAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKUIACFKBAeAQYgITHlbVSgAIUoAAFKEABClCAAhSgAAUoQAEKUIACFKAABSgQRQEGIFHEZ9MUoAAFKEABClCAAhSgAAUoQAEKUIACFKAABShAAQqER4ABSHhcWSsFKEABClCAAhSgAAUoQAEKUIACFKAABShAAQpQgAJRFGAAEkV8Nk0BClCAAhSgAAUoQAEKUIACFKAABShAAQpQgAIUoEB4BBiAhMeVtVKAAhSgAAUoQAEKUIACFKAABShAAQpQgAIUoAAFKBBFAQYgUcRn0xSgAAUoQAEKUIACFKAABShAAQpQgAIUoAAFKEABCoRHgAFIeFxZKwUoQAEKUIACFKAABShAAQpQgAIUoAAFKEABClCAAlEUYAASRXw2TQEKUIACFKAABShAAQpQgAIUoAAFKEABClCAAhSgQHgEGICEx5W1UoACFKAABShAAQpQgAIUoAAFKEABClCAAhSgAAUoEEUBBiBRxGfTFKAABShAAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKhEeAAUh4XFkrBShAAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKUIACURRgABJFfDZNAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKUIACFKBAeAQYgITHlbVSgAIUoAAFKEABClCAAhSgAAUoQAEKUIACFKAABSgQRQEGIFHEZ9MUoAAFKEABClCAAhSgAAUoQAEKUIACFKAABShAAQqER4ABSHhcWSsFKEABClCAAhSgAAUoQAEKUIACFKAABShAAQpQgAJRFGAAEkV8Nk0BClCAAhSgAAUoQAEKUIACFKAABShAAQpQgAIUoEB4BP4fumkG/YeQ8LoAAAAASUVORK5CYII="
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_temp = df_info[['totalRevenue', 'fullTimeEmployees', 'country', 'Company']].dropna()\n",
        "fig = px.scatter(df_temp, x=\"fullTimeEmployees\", y=\"totalRevenue\", \n",
        "                 color=\"country\", \n",
        "                 text='Company',\n",
        "                 color_discrete_map=color_map)\n",
        "fig.update_traces(textposition='top center')\n",
        "fig.update_layout(height=600, width=1600, title_text='Revenue and full-time employees')\n",
        "fig.show('png')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "id": "OuawZcW-GHO9",
        "outputId": "5a65a625-e582-400f-9961-eaa910c2a93b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We see that the majority of the companies in the Baltic Main List are either Lithuanian or Estonian, with Latvia having only 2 companies out of 30. \n",
        "*   The biggest companies bt Market Cap are Ignitis (LT), Telia Lietuva (LT), and Enefit Green (EE) \n",
        "*   The industries were the biggest companies operate are Utilities, Communications, Industrials (Marine Shipping), and Financial Services\n",
        "*   Talinna Kaubamaja Group (EE) has the biggest employee count - 4700, while Ignitis (LT) has the highest revenue (2.88 B eur)"
      ],
      "metadata": {
        "id": "2L1eaufKzA6X"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Features and Fundamental Data"
      ],
      "metadata": {
        "id": "Vp6KFnEF1TTl"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Combine Company information, Balance Sheet, Profit & Loss and Cash Flow into one single dataframe. \n",
        "# Some columns appear in two dataframes ('Minority Interest' in BS and PL, and 'Net Income' in PL and CF), so we drop the duplicate\n",
        "\n",
        "df_bs = pd.read_csv('balance_sheet.csv', index_col=0)\n",
        "df_pl = pd.read_csv('profit_loss.csv', index_col=0)\n",
        "df_cf = pd.read_csv('cash_flow.csv', index_col=0)\n",
        "df = df_info.join([df_bs, df_pl.drop('Minority Interest', axis=1), df_cf.drop('Net Income', axis=1)])\n",
        "\n",
        "# Drop columns doesnt have any information (null values for all companies)\n",
        "\n",
        "df = df.dropna(how='all', axis=1)\n",
        "df.info(verbose=True, show_counts=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GEEUXoThdril",
        "outputId": "16ff70c6-4d7e-43fd-d65c-fcd2a93cf479"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Index: 30 entries, APG1L.VS to VLP1L.VS\n",
            "Data columns (total 182 columns):\n",
            " #    Column                                        Non-Null Count  Dtype  \n",
            "---   ------                                        --------------  -----  \n",
            " 0    zip                                           30 non-null     int64  \n",
            " 1    sector                                        30 non-null     object \n",
            " 2    fullTimeEmployees                             30 non-null     int64  \n",
            " 3    longBusinessSummary                           30 non-null     object \n",
            " 4    city                                          30 non-null     object \n",
            " 5    phone                                         29 non-null     object \n",
            " 6    country                                       30 non-null     object \n",
            " 7    companyOfficers                               30 non-null     object \n",
            " 8    website                                       30 non-null     object \n",
            " 9    maxAge                                        30 non-null     int64  \n",
            " 10   address1                                      30 non-null     object \n",
            " 11   fax                                           19 non-null     object \n",
            " 12   industry                                      30 non-null     object \n",
            " 13   ebitdaMargins                                 30 non-null     float64\n",
            " 14   profitMargins                                 30 non-null     float64\n",
            " 15   grossMargins                                  30 non-null     float64\n",
            " 16   operatingCashflow                             27 non-null     float64\n",
            " 17   revenueGrowth                                 29 non-null     float64\n",
            " 18   operatingMargins                              30 non-null     float64\n",
            " 19   ebitda                                        25 non-null     float64\n",
            " 20   targetLowPrice                                7 non-null      float64\n",
            " 21   recommendationKey                             30 non-null     object \n",
            " 22   grossProfits                                  30 non-null     int64  \n",
            " 23   freeCashflow                                  24 non-null     float64\n",
            " 24   targetMedianPrice                             7 non-null      float64\n",
            " 25   currentPrice                                  30 non-null     float64\n",
            " 26   earningsGrowth                                19 non-null     float64\n",
            " 27   currentRatio                                  26 non-null     float64\n",
            " 28   returnOnAssets                                29 non-null     float64\n",
            " 29   numberOfAnalystOpinions                       7 non-null      float64\n",
            " 30   targetMeanPrice                               7 non-null      float64\n",
            " 31   debtToEquity                                  25 non-null     float64\n",
            " 32   returnOnEquity                                28 non-null     float64\n",
            " 33   targetHighPrice                               7 non-null      float64\n",
            " 34   totalCash                                     29 non-null     float64\n",
            " 35   totalDebt                                     29 non-null     float64\n",
            " 36   totalRevenue                                  29 non-null     float64\n",
            " 37   totalCashPerShare                             29 non-null     float64\n",
            " 38   financialCurrency                             30 non-null     object \n",
            " 39   revenuePerShare                               30 non-null     float64\n",
            " 40   quickRatio                                    26 non-null     float64\n",
            " 41   recommendationMean                            5 non-null      float64\n",
            " 42   exchange                                      30 non-null     object \n",
            " 43   shortName                                     30 non-null     object \n",
            " 44   longName                                      30 non-null     object \n",
            " 45   exchangeTimezoneName                          30 non-null     object \n",
            " 46   exchangeTimezoneShortName                     30 non-null     object \n",
            " 47   isEsgPopulated                                30 non-null     bool   \n",
            " 48   gmtOffSetMilliseconds                         30 non-null     int64  \n",
            " 49   quoteType                                     30 non-null     object \n",
            " 50   symbol                                        30 non-null     object \n",
            " 51   messageBoardId                                30 non-null     object \n",
            " 52   uuid                                          30 non-null     object \n",
            " 53   market                                        30 non-null     object \n",
            " 54   enterpriseToRevenue                           29 non-null     float64\n",
            " 55   enterpriseToEbitda                            25 non-null     float64\n",
            " 56   forwardEps                                    6 non-null      float64\n",
            " 57   sharesOutstanding                             29 non-null     float64\n",
            " 58   bookValue                                     29 non-null     float64\n",
            " 59   lastFiscalYearEnd                             30 non-null     int64  \n",
            " 60   heldPercentInstitutions                       30 non-null     float64\n",
            " 61   netIncomeToCommon                             29 non-null     float64\n",
            " 62   trailingEps                                   29 non-null     float64\n",
            " 63   priceToBook                                   29 non-null     float64\n",
            " 64   heldPercentInsiders                           30 non-null     float64\n",
            " 65   nextFiscalYearEnd                             30 non-null     int64  \n",
            " 66   mostRecentQuarter                             30 non-null     int64  \n",
            " 67   floatShares                                   28 non-null     float64\n",
            " 68   beta                                          25 non-null     float64\n",
            " 69   enterpriseValue                               30 non-null     int64  \n",
            " 70   priceHint                                     30 non-null     int64  \n",
            " 71   lastSplitDate                                 7 non-null      float64\n",
            " 72   lastSplitFactor                               7 non-null      object \n",
            " 73   earningsQuarterlyGrowth                       21 non-null     float64\n",
            " 74   priceToSalesTrailing12Months                  28 non-null     float64\n",
            " 75   pegRatio                                      1 non-null      float64\n",
            " 76   forwardPE                                     6 non-null      float64\n",
            " 77   previousClose                                 30 non-null     float64\n",
            " 78   regularMarketOpen                             30 non-null     float64\n",
            " 79   twoHundredDayAverage                          30 non-null     float64\n",
            " 80   trailingAnnualDividendYield                   25 non-null     float64\n",
            " 81   payoutRatio                                   28 non-null     float64\n",
            " 82   regularMarketDayHigh                          30 non-null     float64\n",
            " 83   averageDailyVolume10Day                       30 non-null     int64  \n",
            " 84   regularMarketPreviousClose                    30 non-null     float64\n",
            " 85   fiftyDayAverage                               30 non-null     float64\n",
            " 86   trailingAnnualDividendRate                    25 non-null     float64\n",
            " 87   open                                          30 non-null     float64\n",
            " 88   averageVolume10days                           30 non-null     int64  \n",
            " 89   dividendRate                                  18 non-null     float64\n",
            " 90   exDividendDate                                28 non-null     float64\n",
            " 91   regularMarketDayLow                           30 non-null     float64\n",
            " 92   currency                                      30 non-null     object \n",
            " 93   trailingPE                                    24 non-null     float64\n",
            " 94   regularMarketVolume                           30 non-null     int64  \n",
            " 95   marketCap                                     29 non-null     float64\n",
            " 96   averageVolume                                 30 non-null     int64  \n",
            " 97   dayLow                                        30 non-null     float64\n",
            " 98   ask                                           30 non-null     float64\n",
            " 99   askSize                                       24 non-null     float64\n",
            " 100  volume                                        30 non-null     int64  \n",
            " 101  fiftyTwoWeekHigh                              30 non-null     float64\n",
            " 102  fiveYearAvgDividendYield                      6 non-null      float64\n",
            " 103  fiftyTwoWeekLow                               30 non-null     float64\n",
            " 104  bid                                           30 non-null     float64\n",
            " 105  tradeable                                     30 non-null     bool   \n",
            " 106  dividendYield                                 18 non-null     float64\n",
            " 107  bidSize                                       24 non-null     float64\n",
            " 108  dayHigh                                       30 non-null     float64\n",
            " 109  regularMarketPrice                            30 non-null     float64\n",
            " 110  logo_url                                      30 non-null     object \n",
            " 111  address2                                      3 non-null      object \n",
            " 112  Company                                       30 non-null     object \n",
            " 113  IND.                                          30 non-null     object \n",
            " 114  SECT.                                         30 non-null     object \n",
            " 115  Home Market                                   30 non-null     object \n",
            " 116  LP                                            30 non-null     int64  \n",
            " 117  under_obs                                     30 non-null     int64  \n",
            " 118  Intangible Assets                             29 non-null     float64\n",
            " 119  Total Liab                                    30 non-null     float64\n",
            " 120  Total Stockholder Equity                      30 non-null     float64\n",
            " 121  Other Current Liab                            30 non-null     float64\n",
            " 122  Total Assets                                  30 non-null     float64\n",
            " 123  Common Stock                                  30 non-null     float64\n",
            " 124  Retained Earnings                             29 non-null     float64\n",
            " 125  Other Liab                                    25 non-null     float64\n",
            " 126  Gains Losses Not Affecting Retained Earnings  23 non-null     float64\n",
            " 127  Other Assets                                  29 non-null     float64\n",
            " 128  Cash                                          30 non-null     float64\n",
            " 129  Total Current Liabilities                     30 non-null     float64\n",
            " 130  Short Long Term Debt                          25 non-null     float64\n",
            " 131  Other Stockholder Equity                      23 non-null     float64\n",
            " 132  Property Plant Equipment                      30 non-null     float64\n",
            " 133  Total Current Assets                          30 non-null     float64\n",
            " 134  Long Term Investments                         21 non-null     float64\n",
            " 135  Net Tangible Assets                           30 non-null     float64\n",
            " 136  Short Term Investments                        2 non-null      float64\n",
            " 137  Net Receivables                               30 non-null     float64\n",
            " 138  Inventory                                     28 non-null     float64\n",
            " 139  Accounts Payable                              30 non-null     float64\n",
            " 140  Other Current Assets                          20 non-null     float64\n",
            " 141  Long Term Debt                                28 non-null     float64\n",
            " 142  Capital Surplus                               21 non-null     float64\n",
            " 143  Minority Interest                             11 non-null     float64\n",
            " 144  Good Will                                     20 non-null     float64\n",
            " 145  Deferred Long Term Asset Charges              16 non-null     float64\n",
            " 146  Deferred Long Term Liab                       8 non-null      float64\n",
            " 147  Income Before Tax                             30 non-null     float64\n",
            " 148  Net Income                                    30 non-null     float64\n",
            " 149  Selling General Administrative                30 non-null     float64\n",
            " 150  Gross Profit                                  30 non-null     float64\n",
            " 151  Ebit                                          30 non-null     float64\n",
            " 152  Operating Income                              30 non-null     float64\n",
            " 153  Other Operating Expenses                      29 non-null     float64\n",
            " 154  Interest Expense                              26 non-null     float64\n",
            " 155  Income Tax Expense                            30 non-null     float64\n",
            " 156  Total Revenue                                 30 non-null     float64\n",
            " 157  Total Operating Expenses                      30 non-null     float64\n",
            " 158  Cost Of Revenue                               30 non-null     float64\n",
            " 159  Total Other Income Expense Net                30 non-null     float64\n",
            " 160  Discontinued Operations                       2 non-null      float64\n",
            " 161  Net Income From Continuing Ops                30 non-null     float64\n",
            " 162  Net Income Applicable To Common Shares        30 non-null     float64\n",
            " 163  Change To Liabilities                         30 non-null     float64\n",
            " 164  Total Cashflows From Investing Activities     30 non-null     float64\n",
            " 165  Net Borrowings                                30 non-null     float64\n",
            " 166  Total Cash From Financing Activities          30 non-null     float64\n",
            " 167  Change In Cash                                30 non-null     float64\n",
            " 168  Total Cash From Operating Activities          30 non-null     float64\n",
            " 169  Depreciation                                  30 non-null     float64\n",
            " 170  Other Cashflows From Investing Activities     22 non-null     float64\n",
            " 171  Change To Inventory                           23 non-null     float64\n",
            " 172  Change To Account Receivables                 22 non-null     float64\n",
            " 173  Change To Netincome                           30 non-null     float64\n",
            " 174  Capital Expenditures                          29 non-null     float64\n",
            " 175  Dividends Paid                                20 non-null     float64\n",
            " 176  Investments                                   11 non-null     float64\n",
            " 177  Issuance Of Stock                             8 non-null      float64\n",
            " 178  Other Cashflows From Financing Activities     22 non-null     float64\n",
            " 179  Change To Operating Activities                16 non-null     float64\n",
            " 180  Effect Of Exchange Rate                       6 non-null      float64\n",
            " 181  Repurchase Of Stock                           2 non-null      float64\n",
            "dtypes: bool(2), float64(133), int64(17), object(30)\n",
            "memory usage: 43.5+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can see that the combined dataset contain valuable information about, current stock price, items from the financial statements, volume, dividends, various growth rates, price ratios, and even analyst rating information. There are 30 companies in the raw dataset, and a total of 182 columns. Many columns have information for every company (30 non-null values), however, quite a few do not, which means that imputation will be necessary for making use of this dataset. \n",
        "We also see that some columns in the dataset contain information about the securities prices - this will be removed at a next step, as we should not have price related information in our explanatory variable list. \n",
        "Next, we will get the pricing data with which we can develop the target variables."
      ],
      "metadata": {
        "id": "HldSkYJKykTz"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Getting the pricing data"
      ],
      "metadata": {
        "id": "vDhyZP0qkdY0"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "On Nasdaq's Investor Calendar we can see that the companies published their Annual Reports at varying dates, with the last one being Pro Kapital Grupp (PKG1T) who published their report on 2022-05-21. The date of this analysis is 2022-11-30, so we need to get the pricing information over this period of time."
      ],
      "metadata": {
        "id": "GQmWCLAkqXN-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Use yfinance to get the pricing data, isolating the Closing prices\n",
        "start_date = '2022-05-21'\n",
        "end_date = '2022-11-30'\n",
        "\n",
        "# Use df's index to pass tickers formatted as a list\n",
        "tickers = yf.Tickers(list(df.index))\n",
        "omx_close = tickers.history(start=start_date, end=end_date).Close\n",
        "omx_close.tail()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 285
        },
        "id": "DhSBkxxokknB",
        "outputId": "954c0662-d1df-45ab-e083-06acd6267ae9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[*********************100%***********************]  30 of 30 completed\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "            APG1L.VS  ARC1T.TL  AUG1L.VS  BLT1T.TL  CPA1T.TL  DGR1R.RG  \\\n",
              "Date                                                                     \n",
              "2022-11-23     1.945  1.778328    0.3978     0.159     2.224     1.452   \n",
              "2022-11-24     1.935  1.764481    0.3998     0.158     2.214     1.460   \n",
              "2022-11-25     1.930  1.748657    0.4018     0.158     2.270     1.462   \n",
              "2022-11-28     1.950  1.748657    0.4005     0.156     2.260     1.460   \n",
              "2022-11-29     1.950  1.748657    0.4010     0.156     2.292     1.452   \n",
              "\n",
              "            EEG1T.TL  EGR1T.TL  GRG1L.VS  HAE1T.TL  ...  PZV1L.VS  RSU1L.VS  \\\n",
              "Date                                                ...                       \n",
              "2022-11-23     1.495     4.224     0.758      5.77  ...     1.140      3.00   \n",
              "2022-11-24     1.490     4.224     0.740      5.75  ...     1.170      3.00   \n",
              "2022-11-25     1.500     4.226     0.734      5.74  ...     1.165      3.00   \n",
              "2022-11-28     1.495     4.220     0.742      5.64  ...     1.120      2.98   \n",
              "2022-11-29     1.495     4.288     0.742      5.62  ...     1.155      3.00   \n",
              "\n",
              "            SAB1L.VS  SFG1T.TL  TAL1T.TL  TEL1L.VS  TKM1T.TL  TSM1T.TL  \\\n",
              "Date                                                                     \n",
              "2022-11-23     0.640    1.0408     0.511     1.950      9.58      1.44   \n",
              "2022-11-24     0.657    1.0450     0.503     1.945      9.56      1.44   \n",
              "2022-11-25     0.650    1.0536     0.498     1.940      9.56      1.44   \n",
              "2022-11-28     0.645    1.0960     0.501     1.950      9.55      1.44   \n",
              "2022-11-29     0.659    1.0940     0.505     1.950      9.54      1.44   \n",
              "\n",
              "            TVE1T.TL  VLP1L.VS  \n",
              "Date                            \n",
              "2022-11-23     12.70      4.80  \n",
              "2022-11-24     12.70      4.80  \n",
              "2022-11-25     12.72      4.78  \n",
              "2022-11-28     12.70      4.80  \n",
              "2022-11-29     12.70      4.81  \n",
              "\n",
              "[5 rows x 30 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-13eec174-b769-4887-9252-0b05483f4497\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>APG1L.VS</th>\n",
              "      <th>ARC1T.TL</th>\n",
              "      <th>AUG1L.VS</th>\n",
              "      <th>BLT1T.TL</th>\n",
              "      <th>CPA1T.TL</th>\n",
              "      <th>DGR1R.RG</th>\n",
              "      <th>EEG1T.TL</th>\n",
              "      <th>EGR1T.TL</th>\n",
              "      <th>GRG1L.VS</th>\n",
              "      <th>HAE1T.TL</th>\n",
              "      <th>...</th>\n",
              "      <th>PZV1L.VS</th>\n",
              "      <th>RSU1L.VS</th>\n",
              "      <th>SAB1L.VS</th>\n",
              "      <th>SFG1T.TL</th>\n",
              "      <th>TAL1T.TL</th>\n",
              "      <th>TEL1L.VS</th>\n",
              "      <th>TKM1T.TL</th>\n",
              "      <th>TSM1T.TL</th>\n",
              "      <th>TVE1T.TL</th>\n",
              "      <th>VLP1L.VS</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2022-11-23</th>\n",
              "      <td>1.945</td>\n",
              "      <td>1.778328</td>\n",
              "      <td>0.3978</td>\n",
              "      <td>0.159</td>\n",
              "      <td>2.224</td>\n",
              "      <td>1.452</td>\n",
              "      <td>1.495</td>\n",
              "      <td>4.224</td>\n",
              "      <td>0.758</td>\n",
              "      <td>5.77</td>\n",
              "      <td>...</td>\n",
              "      <td>1.140</td>\n",
              "      <td>3.00</td>\n",
              "      <td>0.640</td>\n",
              "      <td>1.0408</td>\n",
              "      <td>0.511</td>\n",
              "      <td>1.950</td>\n",
              "      <td>9.58</td>\n",
              "      <td>1.44</td>\n",
              "      <td>12.70</td>\n",
              "      <td>4.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-11-24</th>\n",
              "      <td>1.935</td>\n",
              "      <td>1.764481</td>\n",
              "      <td>0.3998</td>\n",
              "      <td>0.158</td>\n",
              "      <td>2.214</td>\n",
              "      <td>1.460</td>\n",
              "      <td>1.490</td>\n",
              "      <td>4.224</td>\n",
              "      <td>0.740</td>\n",
              "      <td>5.75</td>\n",
              "      <td>...</td>\n",
              "      <td>1.170</td>\n",
              "      <td>3.00</td>\n",
              "      <td>0.657</td>\n",
              "      <td>1.0450</td>\n",
              "      <td>0.503</td>\n",
              "      <td>1.945</td>\n",
              "      <td>9.56</td>\n",
              "      <td>1.44</td>\n",
              "      <td>12.70</td>\n",
              "      <td>4.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-11-25</th>\n",
              "      <td>1.930</td>\n",
              "      <td>1.748657</td>\n",
              "      <td>0.4018</td>\n",
              "      <td>0.158</td>\n",
              "      <td>2.270</td>\n",
              "      <td>1.462</td>\n",
              "      <td>1.500</td>\n",
              "      <td>4.226</td>\n",
              "      <td>0.734</td>\n",
              "      <td>5.74</td>\n",
              "      <td>...</td>\n",
              "      <td>1.165</td>\n",
              "      <td>3.00</td>\n",
              "      <td>0.650</td>\n",
              "      <td>1.0536</td>\n",
              "      <td>0.498</td>\n",
              "      <td>1.940</td>\n",
              "      <td>9.56</td>\n",
              "      <td>1.44</td>\n",
              "      <td>12.72</td>\n",
              "      <td>4.78</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-11-28</th>\n",
              "      <td>1.950</td>\n",
              "      <td>1.748657</td>\n",
              "      <td>0.4005</td>\n",
              "      <td>0.156</td>\n",
              "      <td>2.260</td>\n",
              "      <td>1.460</td>\n",
              "      <td>1.495</td>\n",
              "      <td>4.220</td>\n",
              "      <td>0.742</td>\n",
              "      <td>5.64</td>\n",
              "      <td>...</td>\n",
              "      <td>1.120</td>\n",
              "      <td>2.98</td>\n",
              "      <td>0.645</td>\n",
              "      <td>1.0960</td>\n",
              "      <td>0.501</td>\n",
              "      <td>1.950</td>\n",
              "      <td>9.55</td>\n",
              "      <td>1.44</td>\n",
              "      <td>12.70</td>\n",
              "      <td>4.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-11-29</th>\n",
              "      <td>1.950</td>\n",
              "      <td>1.748657</td>\n",
              "      <td>0.4010</td>\n",
              "      <td>0.156</td>\n",
              "      <td>2.292</td>\n",
              "      <td>1.452</td>\n",
              "      <td>1.495</td>\n",
              "      <td>4.288</td>\n",
              "      <td>0.742</td>\n",
              "      <td>5.62</td>\n",
              "      <td>...</td>\n",
              "      <td>1.155</td>\n",
              "      <td>3.00</td>\n",
              "      <td>0.659</td>\n",
              "      <td>1.0940</td>\n",
              "      <td>0.505</td>\n",
              "      <td>1.950</td>\n",
              "      <td>9.54</td>\n",
              "      <td>1.44</td>\n",
              "      <td>12.70</td>\n",
              "      <td>4.81</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 30 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-13eec174-b769-4887-9252-0b05483f4497')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
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              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-13eec174-b769-4887-9252-0b05483f4497 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-13eec174-b769-4887-9252-0b05483f4497');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "When conducting this analysis and researching on the topic, it became apparent that it is common practise to use log returns (instead of simple returns) for financial analysis. The benefits of using log prices and log returns rather than raw (i.e. euro) amounts and percent returns is discussed in detail [here](https://quantivity.wordpress.com/2011/02/21/why-log-returns/#:~:text=Benefit%20of%20using%20returns%2C%20versus,price%20series%20of%20unequal%20values.) and [here](https://gregorygundersen.com/blog/2022/02/06/log-returns/). To summarise, the benefits are:\n",
        "\n",
        "*   they are normally distributed\n",
        "*   time additivity (the compound return over n periods is the difference in log between initial and final periods, therefore a calculation that is much simpler)\n",
        "*   approximate raw-log equality (close in value to raw returns)\n",
        "\n",
        "To calculate the log prices and returns, I first convert the prices to log prices, and then subtract the earliest closing log price from the latest. "
      ],
      "metadata": {
        "id": "dP1ZrLIH2-Fe"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Get log prices\n",
        "log_close = np.log(omx_close)\n",
        "log_close.to_csv('log_close.csv')\n",
        "\n",
        "# Create a new dataframe to store our log returns\n",
        "log_returns = pd.DataFrame(index=log_close.columns, columns=['log_return'])\n",
        "\n",
        "# Populate new dataframe with log returns for each security\n",
        "for col in log_close.columns:\n",
        "    log_return = log_close[col].iloc[-1] - log_close[col].iloc[0]\n",
        "    log_returns.loc[col, 'log_return'] = log_return\n",
        "    \n",
        "log_returns.head()\n",
        "log_returns.to_csv('log_returns.csv')"
      ],
      "metadata": {
        "id": "1skWz9C03KHy"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10,8))\n",
        "\n",
        "sns.histplot(log_returns['log_return'], kde=True)\n",
        "mean_return = log_returns['log_return'].mean()\n",
        "plt.title('Distribution of Log Returns in the NASDAQ OMX Baltic Main List from May 21, 2022 - Nov 30, 2022')\n",
        "plt.axvline(mean_return, ls=':', label='Index Mean: {}'.format(round(mean_return, 2)))\n",
        "plt.legend();"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 518
        },
        "id": "sGCOMLsQbbzC",
        "outputId": "aa41e8aa-6de6-4040-bbf2-3e386dd7c1ff"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can see that the log returns look symmetrical and resembles a normal-shaped distribution, with a mean that is less than zero (-0.08). Translating this result back to raw euro format would be around -8% return, indicating that there was a strong overall downward movement of the market during the time period of study.\n",
        "\n",
        "Next, we will focus on:\n",
        "*   dealing with missing data and data imputation\n",
        "*   modeling the stock price (converted to log) at the date when financial statements were published"
      ],
      "metadata": {
        "id": "CDYXahNspWbO"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.to_csv('combined_df.csv')"
      ],
      "metadata": {
        "id": "G8FFbCzqzuol"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}