heyayush/youtube-video_analysis.ipynb

## youtube-video_analysis.ipynb
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  "metadata": {
    "colab": {
      "provenance": [],
      "collapsed_sections": [
        "fQhzJijDlyET",
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      "include_colab_link": true
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    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/gist/heyayush/c914f8b96f03f1ae0333c58d279dac2c/yt_video_analysis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Analyzing a YouTube video for useful insights\n",
        "\n",
        "- Video must have captions so that we can extract it in text and run our algorithms on that text.\n",
        "\n",
        "### What we will achieve?\n",
        "\n",
        "1. Wordcloud highlighting keywords.\n",
        "2. Get to know the amount of positive, negative, and neutral sentiment in the whole speech.\n",
        "3. Frequency Distributions to see which words were used the most in the speech and how many times.\n",
        "4. Include pair of two words and trigrams as well in frequency distribution.\n",
        "5. Generate a short text summary of that video.\n",
        "\n",
        "\n",
        "### Key learnings\n",
        "\n",
        "1. Extracting transcript from youtube video.\n",
        "2. Cleaning raw transcript text.\n",
        "3. Finding the root word. For eg. helps, helper, helping has the root word help.\n",
        "4. Filtering out stopwords i.e. excluding words like \"a\", \"the\", \"it\", \"is\" when counting frequency of important words in the text.\n",
        "5. Adding punctuations to the raw text.\n",
        "6. Algorithm to create a short summary of a long text."
      ],
      "metadata": {
        "id": "ZlgGPHHwUccE"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Let's get started\n",
        "\n",
        "First we need the id of youtube video on which we want to analyze. We can get that from it's URL. For example in the url `https://www.youtube.com/watch?v=xrdH8NYlwjM` , the id is string present after **\"v=\"** that is **\"xrdH8NYlwjM\"**."
      ],
      "metadata": {
        "id": "xdGyjonmweXS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "videoID = 'wlZTmG3gR_o'"
      ],
      "metadata": {
        "id": "YFhajFHxhZfJ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Next, we need to install the dependency packages"
      ],
      "metadata": {
        "id": "BrvnN9gzhyvY"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "otC0JaihTwOg"
      },
      "outputs": [],
      "source": [
        "!pip install youtube_transcript_api\n",
        "!pip install rpunct\n",
        "!pip install nltk\n",
        "import nltk\n",
        "nltk.download(\"all\")\n",
        "!pip install wordcloud"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now, we extract the transcript from youtube video"
      ],
      "metadata": {
        "id": "JQ8BQ2r_wp2z"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from youtube_transcript_api import YouTubeTranscriptApi\n",
        "from youtube_transcript_api.formatters import TextFormatter\n",
        "\n",
        "srt = YouTubeTranscriptApi.get_transcript(videoID)\n",
        "rawText = TextFormatter().format_transcript(srt).replace(\"\\n\", \" \")\n"
      ],
      "metadata": {
        "id": "gX7So6mJfXos"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Clean the transcript"
      ],
      "metadata": {
        "id": "6_NQ-Uxww0B8"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import re\n",
        "\n",
        "def cleanRawText(text):\n",
        "    text = re.sub(r'\\[.*?\\]','',text) # remove text within square brackets [Music] -> ''\n",
        "    text = re.sub(r'\\s+',' ',text)  # replace one or more spaces with single space\n",
        "    text = re.sub('\\W+',' ', text) # Remove all special characters\n",
        "    return text  "
      ],
      "metadata": {
        "id": "zO3SZyJasY6q"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 1. WordCloud"
      ],
      "metadata": {
        "id": "fQhzJijDlyET"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Plot WordCloud"
      ],
      "metadata": {
        "id": "0Oy3d-eenSF0"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from wordcloud import WordCloud, STOPWORDS\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "def plotWordCloud(text):\n",
        "    stopwords = set(STOPWORDS)\n",
        "    wordcloud = WordCloud(width = 400, height = 300, scale= 1.5, min_font_size=10 , max_font_size=50, max_words=30, background_color=\"white\").generate(text)\n",
        "    plt.imshow(wordcloud, interpolation='bilinear')\n",
        "    plt.axis(\"off\")\n",
        "\n",
        "wordCloudText = cleanRawText(rawText)\n",
        "plotWordCloud(wordCloudText)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 248
        },
        "id": "nV3m-tkwmCCc",
        "outputId": "f4be7d01-210c-40ac-db38-da3bbcc87386"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 2. Sentiment Analysis"
      ],
      "metadata": {
        "id": "jTiC8K1Hp1Ig"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Use a model to put proper punctuations so that it is ready for further processing"
      ],
      "metadata": {
        "id": "1rkNDb2cw7eC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from rpunct import RestorePuncts\n",
        "\n",
        "def punctuateText(text):\n",
        "    rpunct = RestorePuncts()\n",
        "    text = rpunct.punctuate(rawText)\n",
        "    return text"
      ],
      "metadata": {
        "id": "BYxoFCpZrYJS"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Using NLTK Sentiment Analyzer to get sentiment and plot them on a bar chart"
      ],
      "metadata": {
        "id": "2xS1Fdk9xQby"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from nltk.sentiment import SentimentIntensityAnalyzer\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "def getSentiment(text):\n",
        "    text = cleanRawText(text)\n",
        "    text = punctuateText(text)\n",
        "    sia = SentimentIntensityAnalyzer()\n",
        "    return sia.polarity_scores(text)\n",
        "\n",
        "def plotSentimentBars(polarityScores):\n",
        "    x1Labels = [\"Negative\", \"Positive\"]\n",
        "    x2Labels = [\"Neutral\", \"Compound\"]\n",
        "    x1Colors = [\"red\", \"green\"]\n",
        "    x2Colors = [\"blue\", \"orange\"]\n",
        "    y1Values = [polarityScores[\"neg\"]*100, polarityScores[\"pos\"]*100]\n",
        "    y2Values = [polarityScores[\"neu\"]*100, polarityScores[\"compound\"]*100]\n",
        "\n",
        "    plt.figure(figsize = (10, 5))\n",
        "    plt.subplot(1, 2, 1)\n",
        "    plt.bar(x1Labels, y1Values, color=x1Colors, width = 0.4)\n",
        "    plt.subplot(1, 2, 2)\n",
        "    plt.bar(x2Labels, y2Values, color=x2Colors, width = 0.4)\n",
        "    plt.xlabel(\"Sentiment\")\n",
        "    plt.show()\n",
        "\n",
        "sentimentText = cleanRawText(rawText)\n",
        "sentimentText = punctuateText(sentimentText)\n",
        "sentimentPolarity = getSentiment(sentimentText)\n",
        "plotSentimentBars(sentimentPolarity)"
      ],
      "metadata": {
        "id": "5EG40i4ttPRB",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 334
        },
        "outputId": "57ec383b-c019-4158-c798-d8732262d918"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 2 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 3. Frequency Distribution"
      ],
      "metadata": {
        "id": "TYFfgPGV1aod"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from nltk.tokenize import word_tokenize\n",
        "from nltk.corpus import stopwords\n",
        "from nltk.stem import WordNetLemmatizer\n",
        "from nltk import ngrams\n",
        "from collections import Counter\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "\n",
        "def wordFrequency(text):\n",
        "    # creates tokens, creates lower class, removes numbers and lemmatizes the words\n",
        "    new_tokens = word_tokenize(text)\n",
        "    new_tokens = [t.lower() for t in new_tokens]\n",
        "    new_tokens =[t for t in new_tokens if t not in stopwords.words('english')]\n",
        "    new_tokens = [t for t in new_tokens if t.isalpha()]\n",
        "    lemmatizer = WordNetLemmatizer()\n",
        "    new_tokens =[lemmatizer.lemmatize(t) for t in new_tokens]\n",
        "    #counts the words, pairs and trigrams\n",
        "    counted = Counter(new_tokens)\n",
        "    counted_2= Counter(ngrams(new_tokens,2))\n",
        "    counted_3= Counter(ngrams(new_tokens,3))\n",
        "    #creates 3 data frames and returns them\n",
        "    word_freq = pd.DataFrame(counted.items(),columns=['word','frequency']).sort_values(by='frequency',ascending=False)\n",
        "    word_pairs =pd.DataFrame(counted_2.items(),columns=['pairs','frequency']).sort_values(by='frequency',ascending=False)\n",
        "    trigrams =pd.DataFrame(counted_3.items(),columns=['trigrams','frequency']).sort_values(by='frequency',ascending=False)\n",
        "    return [word_freq,word_pairs,trigrams]\n",
        "\n",
        "def plotFrequencyDistribution(text, nums):\n",
        "    wordFreqText = cleanRawText(text)\n",
        "    wordFreq = wordFrequency(wordFreqText)\n",
        "    fig = plt.figure(figsize = (14, 10))\n",
        "    if (nums == 1):\n",
        "        sns.barplot(x='frequency',y='word',data=wordFreq[0].head(30))\n",
        "    elif nums == 2:\n",
        "        sns.barplot(x='frequency',y='pairs',data=wordFreq[1].head(30))\n",
        "    elif nums == 3:\n",
        "        sns.barplot(x='frequency',y='trigrams',data=wordFreq[2].head(30))\n",
        "    else:\n",
        "        print(\"invalid number of words collection\")\n"
      ],
      "metadata": {
        "id": "BiWYvEIW1oF8"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Single Words frequency"
      ],
      "metadata": {
        "id": "A-_Z8Uhfdqf5"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plotFrequencyDistribution(rawText, 1)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 606
        },
        "id": "GYGLVWAvdrCq",
        "outputId": "d5d4cfe3-273f-4845-fce9-0e412baab93e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1008x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Word Pairs frequency"
      ],
      "metadata": {
        "id": "fFa3iICSd-tw"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plotFrequencyDistribution(rawText, 2)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 606
        },
        "id": "kDagLY3Ic3Vp",
        "outputId": "0640a661-0012-4951-85a6-9590c9a1a643"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1008x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Triplets frequency"
      ],
      "metadata": {
        "id": "MyrveFaHeURQ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plotFrequencyDistribution(rawText, 3)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 606
        },
        "id": "9PvvmNrVc5T5",
        "outputId": "6e2a58cc-acfc-4b16-f28f-ae86b2a7a235"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1008x720 with 1 Axes>"
            ],
            "image/png": 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REREREYMiu927kNdfkvYHTrZ97BqY6yzgEtuLOj3XUEj6FPBr21d3O5b+SPomcLXthiv0+43azv/vc5PXUFQREREREdHIDp/8RrdDWI2k+bbrvuR6wzUdzLrM9gJJMyQNa/J8cTvmOrWT47eL7XO7HUMLljRLvCMiIiIiIoYiyXeb2b6g2zHEwNj+XrdjiIiIiIiIdVuS74gWbbTtTmvl1paIiIiIiFj75YVrERERERERER2W5DsiIiIiIiKiw7LtPKJFzz7yn9z37Xd2O4yIiIiIiAD2/ORV3Q5hQLLyHREREREREdFhSb4jIiIiIiIiOizJd0RERERERESHJfnuEEkjJM2SNExSj6SZQxhrTgttPiNp05rPy1roM1NSTzn+h8HG12fMgc67op82X5R0RE37sb3jSxpZjptelxZjuFHSawY7VkRERERERDNJvjvneGC67VVDHcj2QS00+wywadNW/WtL8t0utk+3fWOTNq1cl1ZcAnyiTWNFRERERESsJsl350wGel+/twp4DEDSFElXlZXXpZLO6O0g6bOSlpS/z9SUryj/Tiz9fizpPkmXqXIisAMwQ9KM0m15CzE+BqyS9BVghKS7ypinljGRdLakm8vx4ZIuK8fvk7S4xPrVmjFbnrfm/M6WdLekmyRtU8qmSjqm0SA110WSziqxLJY0qZTXvV51YrgaeF8LcUdERERERAxKku8OkLQxsIvtZQC2H7J9dE2T8cC7gH2Bd0saK+kA4DjgDcAbgY9Ien2d4V9Ptcq9F7ALcLDtc4DfAofZPqzMOa5ZnLaPLrGdBqy0Pcb2ZGA2MKE0GwtsLmmjUnaLpB2ArwKHA2OAcZKOHOi85eNmwDzbewOzgDP679mvo0sc+wFHAGdJ2r7UrXa9+sZg+3FgE0lbD2LuiIiIiIiIppJ8d8ZI4IkG9TfYftT2SmA6cEj5u9L2M7ZXlPIJdfrOtf0b2y8CdwE97Q0dgPnAAZJeDTwH3EaVhE+gSszHATNtL7f9AnAZcOgg53oRmFaOL6W6DgN1CPAD26tsP0yVxPd+CdDq9XqEavfAK0g6QdI8SfMeX/H8IEKLiIiIiIhI8t0pK4HhDerd5HMjz9UcrwI2HEDfltj+I/AAMAWYQ5VwHwbsBtzb7vn6Tt/m8Vq9XsOp7tsrg7HPsz3W9tjXbL5xm0OLiIiIiIj1RZLvDijbmIdJ6i8Bf5OkrSSNAI4EbqVKcI+UtKmkzYCjSlmrngZeVa+iPEu9Y5P+fyxby3vNBk4BbinHHwPutG1gLvCXkkZKGkb1vPSsQc67AdD7bPf7gZ83aV/PbGBSebP8NlSr8HNb7VyeA/8zYNkg5o6IiIiIiGgqyXfnXE//W6jnAlcAi4ArbM+zvQCYWuruAM63fecA5jsPuLbmhWsASNqAasX6sRb6L+p9oRpVQrs9cFvZyv1sKcP274DTgBnAQmC+7atqBxvAvM8A4yUtoXqG/ItN2tdzJdW1XAjcDPyd7f8ZQP8DgNvLFvqIiIiIiIi2U7WQGe0maX/gZNvH9imfAoy1/ak1FMfrgONtf3ZNzNfteQdD0jeBq23f1Kjd60Zt6R9/7i/XUFQREREREdHInp+8qnmjNUzSfNtj69Vl5btDykr2jLItu5txLOlGAtyteQdpSbPEOyIiIiIiYija/rKueJntC+qUTaXaXh5rCdvf63YMERERERGxbkvyHdGi4dvutlZubYmIiIiIiLVftp1HREREREREdFiS74iIiIiIiIgOy7bziBY9s/w/ue28t3U7jIiIiIiIAA484ZpuhzAgWfmOiIiIiIiI6LAk3xEREREREREdluQ7IiIiIiIiosPWm+Rb0ghJsyQNk9QjaWa3Y6olaUtJn6j53FKMkpbVtH9/C+3HSHprC+0mSrqmHE+RdGYL7ac2G3dtIelMSVPK8dclHd7lkCIiIiIiYh223iTfwPHAdNur2jmopGFtGmpL4BNNW/WvB2iafANjgKbJd7tI+lN4qd+3gNO6HURERERERKy71qfkezJwVTleBTwGL63qXiVppqSlks7o7SDpA5LmSrpL0r/3JtqSVkj6V0kLgQMlfVDSIkkLJV1S2mwj6QpJvyh/B5fyMyVdUOb7laQTy3RfAXYtc51VG2MTy2v6Tyj9T5Y0XNKFkhZLulPSYZI2Br4ITCrtJkkaL+m20maOpD3qzLESWNEkjueBJ2vO8RJJtwKX1LsWkjaQtEzSljXXe6mk7QZ67cqq/5KacU7pXamXtKukayXNlzRb0p6l2YpyXth+ENha0p+1cL0jIiIiIiIG7E9hVXLIStK5i+1lALYfAo6uaTIeeB3wB+AXkn4KPANMAg62/UdJ36FK4C8GNgPusP2/JO0N/CNwkO3fS9qqjPlN4GzbP5c0CrgOeG2p2xM4DHgVcL+k71KtvL7O9piauGpjrMv2uHJ4GnCK7beVc/5fVbX3KQnn9cBo4HRgrO1PlXavBibYfkHSEcCXgHf1mWNaC3HMAebUFO0FHGJ7paTv970Wtl8r6SrgKOBCSW8AHrT9cL32Ta5dI+cBH7O9tMzxHeBw21/v024BcDBwRbNzjYiIiIiIGKj1IvkGRgJPNKi/wfajAJKmA4cALwAHUCXjACOAR0r7VbycpB0OXG779wC2e1erjwD2Kn0BXi1p83L8U9vPAc9JegTYbminV9chVNupsX2fpAepku++tgAukrQ7YGCjNs1/te2V5bi/azGN6suAC4H3ls+N2sMArl3pcxBwec1Ym/TT/BFghzpjnACcALDdViP6PdmIiIiIiIhG1pfkeyUwvEG963wWcJHtv6/T/tkWnh3fAHij7WdrC0sS+FxN0Sq6ex/+CZhh+yhJPcDMNo37TM1xf9fiNmA3SdsARwL/3KQ91L92L/DKRyh67/UGwBN9dhP0ZzhlG3ot2+dRrZ7z2p237Pv/JCIiIiIioiXrxTPfth8HhknqLwF/k6StJI2gSgJvBW4CjpG0LUCp37lO35uBd0vaurddKb8e+HRvI0nNEsCnqbZSr0bSjpJuGmD/2VTb5JE0GhgF3F+n3RbAf5fjKU3mQNJRkr7crF0fda+FbQNXAt8A7u3dfdBf+wYeBraVtLWkTYC3lfGfAh6Q9O4yjiTt188Yo4El/dRFREREREQMyXqRfBfXU23Frmcu1TbyRcAVtufZvofqWe7rJS0CbgC279vR9t3AvwCzVL2A7Rul6kRgrKoXsd0DfKxRcCXxvFXSkvLCtVrbU63uNrIIWKXqpW8nUz3bvIGkxVTbuaeU7dozqLZ03yVpEvA14MuS7qS1FfhdgadaaFer0bWYBnyAl7ecN2u/Gtt/pHqR3Fyq+3RfTfVk4MPl3twNvLNvf0kbAbsB8wZ4XhERERERES1Rtfi47pO0P3Cy7WP7lE+h5gVkayNJnwJ+bfvqtSCWS6mu4/Kmjf9ESDoK2N/25xu1e+3OW/qC/93f9zcREREREbEmHXjCNd0OYTWS5tseW69ufXnmG9sLJM2QNKzdv/XdabbP7XYMvWx/oNsxdMCGwL92O4iIiIiIiFh3rTfJN4DtC+qUTQWmrvFgYq1h+/JuxxAREREREeu29Sr5jhiKzbbZba3c2hIREREREWu/9emFaxERERERERFdkeQ7IiIiIiIiosOSfEdERERERER0WJ75jmjRU79fynX/8dZuhxEREREREcBbPvyzbocwIFn5joiIiIiIiOiwJN8RERERERERHZbku4skjZA0S9IwST2SZnZ4vh5JS8rxRElTW2jfsZgkTZU0sUmbMyVNafO8L52XpH2aXYeIiIiIiIihSvLdXccD022v6nYg6yvbi4E/lzSq27FERERERMS6K8l3d00GrirHq4DHACRNkTRd0rWSlkr6Wm8HSW+WdJukBZIul7R5KT+grKLPl3SdpO1ryhdKWgh8smbu54Enm8Q36JgkjZM0vdS/U9JKSRtLGi7pV6XrkyWORlYAK8s4YyTdLmmRpCslvaaUz5T0VUlzJf1S0oRSPkzSWZJ+Ufp8tO95Ff8XeG+TOCIiIiIiIgYtyXeXSNoY2MX2MgDbD9k+uqbJGGASsA8wSdJOkkYC/wgcYXt/YB7wWUkbAd8CjrF9AHAB8C9lnAuBT9ver3Z+23Nsn9QoxqHEBNxZ2gNMAJYA44A3AHeU8U+yPadJDF+3Pa18vBj4nO19gcXAGTVNN7Q9HvhMTfmHgSdtjytzf0TSX9Q5r3klxoiIiIiIiI7IT411z0jgiQb1N9l+EkDSPcDOwJbAXsCtkgA2Bm4D9gBeB9xQyocBv5O0JbCl7VvKmJcAfzOEmFuOyfYLkv5L0muB8cA3gENLbLMHOrGkLcq5zCpFFwGX1zSZXv6dD/SU4zcD+0o6pnzeAtgdeKDP8I8AO/Qz7wnACQDbbjV8oGFHREREREQASb67aSXQKJt7ruZ4FdW9EnCD7ffVNpS0D3C37QP7lG/ZplgHHFNxC1Wy/0fgRmAqVfJ9apvjqo2tNy5KbJ+2fV2TvsMpW9v7sn0ecB7A6J4t3IY4IyIiIiJiPZRt511i+3FgmKSBLKfeDhwsaTcASZtJGg3cD2wj6cBSvpGkvW0/ATwh6ZDSf3K9QSWNl3TxIE+lv5igWuH+DNVK+HJga6pV+iV1YviypKP6m6SsuD/e+zw3cCwwq7/2xXXAx8u2fCSNlrRZnXaj68UUERERERHRLkm+u+t64JCmrYqSwE4BfiBpEdWW8z1tPw8cA3y1vFjtLuCg0u044NuS7qJaCa5nFP2s/A42plJ9B7Ad1Qo4wCJgse16K8j7AP/TZLoPAWeVecYAX2zS/nzgHmBB+Ym1f6f+bo/DgJ82GSsiIiIiImLQVD8PijVB0v7AybaP7XIcZwGX2F7UxRius/2WLsy7CdUK+iG2X2jUdnTPFv7W5w9eM4FFRERERERDb/nwz7odwmokzbc9tl5dnvnuItsLJM2QNKybv/VtuxPPYA80hjWeeBejgNOaJd4RERERERFDkeS7y2xf0O0Y1me2lwJLux1HRERERESs25J8R7To1SN3Xyu3tkRERERExNovL1yLiIiIiIiI6LAk3xEREREREREdluQ7IiIiIiIiosPyzHdEix7//VJ+fOFfdzuMiIiIiIgAjjnu2m6HMCBZ+Y6IiIiIiIjosCTfERERERERER2W5HuIJI2QNEvSMEk9kmY2aNsjackAxh4j6a0ttJsoaWqTNg1jG4wy7zV1yqdIOrOFvlOHMPecIfR9KT5Jn5J0/GDHioiIiIiIaEWS76E7Hphue1UHxh4DNE2+10e2D2rTUBcAn27TWBEREREREXUl+R66ycBV5XgV8BiApL0lzZV0l6RFknav7SRpF0l3Shonabyk28rnOZL2kLQx8EVgUhljkqTNJF1Qxr1T0jvLcM8DTzaJsza2KZKukjRT0lJJZ5TyV6zMSzqlZoV4N0k3SlooaYGkXfucz7gS067ASmBFk3heilnSNpJukHS3pPMlPShpZKn7rKQl5e8zNfOtKP9OLOfxY0n3SbpMkkrdW0vZfEnn1KzSvxSf7T8AyySNbxJvRERERETEoOVt50NQEuRdbC8DsP0QcHSp/hjwTduXlXbDgO1Kvz2AHwJTbC+U9Gpggu0XJB0BfMn2uySdDoy1/anS70vAzbaPl7QlMFfSjbbnAA23YfeJDWA88DrgD8AvJP0U+H2DIS4DvmL7SknDqb642anEdRDwLeCdtn8N/Feza9cn5jPKeX1Z0l8DHy7jHgAcB7wBEHCHpFm27+wz3OuBvYHfArcCB0uaB/w7cKjtByT9oGbuaX36zwMmAHObxR0RERERETEYWfkempHAE/3U3Qb8g6TPATvbXlnKt6FaKZ9se2Ep2wK4vKw6n02VSNbzZuA0SXcBM4HhwKhBxn6D7UdLXNOBQ/prKOlVwI62rwSw/WxZMQZ4LXAe8PaSeA/GIVRfRmD7WuDxmvIrbT9je0WJc0Kd/nNt/8b2i8BdQA+wJ/Ar2w+UNj+o06/XI8AO9SoknSBpnqR5T614foCnFRERERERUUnyPTQrqRLg1dj+PvCO0uZnkg4vVU8Cv+aVye4/ATNsvw54e39jUq3+vsv2mPI3yva9g4zddT6/wJ6FguYAACAASURBVCv/T/QXR63fAc9SrT53y3M1x6sY+I6O4VT3aTW2z7M91vbYV2++8WDji4iIiIiI9VyS7yGw/TgwrGzDfgVJu1CtvJ5DtdK9b6l6HjgK+KCk95eyLYD/LsdTaoZ5GnhVzefrgE/XPNO8WsJbnh+/uIXw3yRpK0kjgCOptms/DGwraWtJmwBvK+f5NPAbSUeWOTaRtGkZ5wngb4EvS5pYJ56jJH25SSy3Au8p7d8MvKaUzwaOlLSppM2ortvsFs4N4H5gF0k95fOkBm1HAy2/hT4iIiIiImKgknwP3fXU37L9HmBJ2SL+OuClhNj2M1SJ7cmS3gF8jSp5vZNXrtrOAPbqfeEa1Qr5RsAiSXeXz32Nop9V3D7mAlcAi4ArbM+z/Ueql7zNBW4A7qtpfyxwoqRFVM9q/1nN+Txczufbkt7QZ55dgaeaxPIF4M1l2/27gf8Bnra9AJha4rkDOL/O8951le30nwCulTSf6ouM/l5KdzDV+UZERERERHSE7L67j2MgJO0PnGz72G7HAiDpLOAS24satJlCzYvcOhzPpVTXZ3mDNpsAq8oL5w4Evmt7TBvm3tz2irJT4NvAUttn92nzeuCzrdy/XXu28FfPOHCoYUVERERERBscc9y13Q5hNZLm2x5bry5vOx8i2wskzZA0rEO/9T3QeE7tdgy1bH+ghWajgB9J2oBqW/5H2jT9RyR9CNgYuJPq7ed9jQQ+36b5IiIiIiIi6kry3Qa2L+h2DANheyrVdu61gu2ldOCFbWWV++wmbbLdPCIiIiIiOi7Jd0SLXjNy97Vya0tERERERKz98sK1iIiIiIiIiA5L8h0RERERERHRYUm+IyIiIiIiIjosz3xHtOj3j/6SCy96c7fDiIiIiIgI4LgPXd/tEAYkK98RERERERERHZbkOyIiIiIiIqLDknxHREREREREdFiS7zaQNELSLEnDJPVImlnKx0h6axvGnyhpapM2Lc8raaykc8rxFEnnluMzJZ1Sjr8o6YhBxjtF0plN2vR7TpKWSRrZpP+K8m+PpCWDiHFZ+XcbSfnx7oiIiIiI6Kgk3+1xPDDd9qo+5WOAISffg9DvvJI2tD3P9omNBrB9uu0bOxJdF0l6xUsGbS8Hfifp4C6FFBERERER64Ek3+0xGbiqHK8CHpO0MfBFYJKkuyRNkrRY0paqPCrpgwCSLpb0JknDJV1Y2t0p6bAy5vPAk01iaDTvmZIukXQrcElZdb6m0WCSpko6phz/VYlnsaQLJG1SypdJ+oKkBaVuz9J9JbCiSbwvnZOkrSVdL+luSecDqonjs5KWlL/PNIm5R9LsEs8CSQeV8oml/GrgntJ8eU3Xn1Ddw4iIiIiIiI5I8j1EJdndxfYyANsP2T7a9vPA6cA022NsTwNuBQ4G9gZ+BUwowxwIzAE+WQ3hfYD3ARdJGm57ju2TGsXRZF6AvYAjbL9vgOc3HJgKTCpxbQh8vKbJ723vD3wXOKXEMs3215vEW3tOZwA/t703cCUwqsx9AHAc8AbgjcBHJL2+wbCPAG8q8UwCzqmp2x84yfboMv+4mrp5vHwv+p7/CZLmSZq34uk/NjqliIiIiIiIfiX5HrqRwBMttp0NHFr+vgvsI2lH4HHbzwCHAJcC2L4PeBAY3aY4r7a9chD99gAesP3L8vkiqvh7TS//zgd6Bhnbobx83j8FHi/lhwBX2n7G9ooyV90kudgI+J6kxcDlVF849Jpr+4F++j0C7FCvwvZ5tsfaHrv5qzZq+YQiIiIiIiJqJfkeupXA8Bbb3kKVPE4AZlJtfT6GKinvtGc6NO5z5d9VVKvi3XQy8DCwHzAW2LimrtH5D6e6jxERERERER2R5HuIbD8ODCvbs/t6GnhVTduHqFbKd7f9K+DnVFu1bylNZlOePZY0mmr79f21A0oaL+niJmG9Yt4huh/okbRb+XwsMKvVzpKOkvTlJs1uAd5f2v8N8JpSPhs4UtKmkjYDjqLxFxVbAL+z/WKJc1iLYY4GBvzG9IiIiIiIiFYl+W6P66m2SPc1A9ir98VnpewOoHcL92xgR6okHOA7wAZl2/Q0YIrt53ilUTRfpa0376DYfpbquevLS1wvAv82gCF2BZ5q0uYLwKGS7gaOBn5d5l5A9bz5XKrrdr7tOxuM8x3gQ5IWAnvS+mr/YcBPW2wbERERERExYLLd7Rj+5EnaHzjZ9rFrYK6zgEtsL+r0XO0g6VKqa7O8aeMukXQL8M6yi6FfPX/xap9x5hvXUFQREREREdHIcR+6vtshrEbSfNtj69V1+xnddYLtBZJmSBpW57e+2z3XqZ0cv91sf6DbMTQiaRvgG80S74iIiIiIiKHIyndEi8aOHet58+Z1O4yIiIiIiFhLNVr5zjPfERERERERER2W5DsiIiIiIiKiw5J8R0RERERERHRYXrgW0aJHHlvKOZe9pdthRETEEJ04+bpuhxAREeuhrHxHREREREREdFiS74iIiIiIiIgOS/Ldh6QRkmZJGiapR9LMUj5F0rkDHGuZpJFtjm+ipKlN2rQUt6SfSdqyyVgzJdV9VX6rJC0bahtJZ0o6ZShx1JtP0jaSrm3XuBEREREREfUk+V7d8cB026u6HUin2X6r7Sc6Nb6ktf6dAraXA7+TdHC3Y4mIiIiIiHVXku/VTQauKsergMdq6nYqK8FLJZ3RWyjpA5LmSrpL0r9LGtZ3UEmflbSk/H2mlPVIulfS9yTdLel6SSNK3ThJi8qYZ0laUoZ6HniyyTn0jXsHSdeWuL9WE9NLK/OSPi/pfkk/l/SDPqvM7y7n90tJE0r7YSWuX5Q4P1rKJ0qaLelq4J7Sf3mTeF/RRtIHy5gLJV3St6Gkj5R5F0q6QtKmpfzd5foulHRLKdu75t4skrR7nZh+QnXfIyIiIiIiOiLJdw1JGwO72F4GYPsh20fXNBkPvAvYlyohHSvptcAk4GDbY6gS38l9xj0AOA54A/BG4COSXl+qdwe+bXtv4IkyPsCFwEdrxqTENMf2SY3Oo07cY0qM+wCTJO3UJ75xZd79gL8B+m4z39D2eOAzQO+XDh8GnrQ9DhhXzukvSt3+wEm2R5d4xjWKt7aNpL2BfwQOt70fUO9cp9seV+rvLbEAnA68pZS/o5R9DPhmuY5jgd/UiWkeMKFZjBEREREREYO11m8LXsNGUiXA/bnB9qMAkqYDhwAvAAcAv5AEMAJ4pE+/Q4ArbT9T03cCcDXwgO27Srv5QE95DvtVtm8r5d8H3jaE87rJ9pNl7nuAnYGHauoPBq6y/SzwrKT/26f/9Nr4yvGbgX0lHVM+b0H1RcLzwFzbDwwy1sOBy23/HsD2Y3XavE7SPwNbApsDvb8ZcyswVdKPamK+Dfjfkv6cKmlfWme8R4Ad6gUj6QTgBIDXbD18cGcUERERERHrvSTfr7QSaJRhuc5nARfZ/vtBzvlczfEqquS93frOMdD73tu/tq+AT9t+xY+lSpoIPDOIGAdiKnCk7YWSpgATAWx/TNIbgL8F5ks6wPb3Jd1Ryn4m6aO2b+4z3nCqe78a2+cB5wGM2mWLvvc/IiIiIiKiJdl2XsP248AwSf0l4G+StFV5LvtIqpXWm4BjJG0LUOp37tNvNnCkpE0lbQYcVcr6i+MJ4OmSSAK8t147SeMlXdzq+TVwK/B2ScMlbU5rq+zXAR+XtFGJZXQ5t4Yk3dekyc1UW/q3Lu23qtPmVVQvSduImi3+kna1fYft06me6d5J0i7Ar2yfQ/Us/751xhsNLKlTHhERERER0RZZ+V7d9VTbxG+sUzcXuAL4c+BS2/MAJP0jcL2kDYA/Ap8EHuztZHuBqp8Hm1uKzrd9p6SeBnF8GPiepBeBWdR/ydoo+lmxHQjbvygvSFsEPAws7me+WudTbUFfoGq//XKqLyT6VV7upiax3C3pX4BZklYBdwJT+jT7PHBHmfMOqmQc4KzyQjVRfSmyEPgccKykPwL/A3ypzrSHAT9tFFdERERERMRQyM5O2lqS9gdOtn1sl+PY3PaKcnwasH3fF61JOgu4xPaids1X3hx+C3CC7QVDHbfPHG+jeqHdOe0cd6jKm9HfWXY+9GvULlv4lH964xqKKiIiOuXEydc1bxQRETEIkubb7vsCayAr36spq9QzJA3r8m99/62kv6e6Rw+y+uovtk9t43znSdqL6vnni9qdeAPYvqbdYw6VpG2AbzRLvCMiIiIiIoYiyXcdti9YC2KYBkxbg/O9f03NtTaxvZzqd74jIiIiIiI6Jsl3RIu23Wr3bFWMiIiIiIhBydvOIyIiIiIiIjosyXdEREREREREhyX5joiIiIiIiOiwPPMd0aLfPr6UM3/0lm6HERERQ3Tme/L+joiIWPOy8h0RERERERHRYUm+IyIiIiIiIjpsnU6+JY2QNEvSMEk9kma2efwvSjpigH2OlLTXUMZoYY6Jkq4px1MkndlC+6mDnGuKpHMH07f0X9Zqm3IPlwx2rj5jnilpSjn+uqTD2zFuREREREREPev6M9/HA9Ntr5LU9sFtn16vXNIw26v66XYkcA1wT6MxYo36FvA94OZuBxIREREREeumdXrlG5gMXFWOVwGPwUsrqLMlLSh/B5Xy7SXdIukuSUskTSjlKySdLeluSTdJ2qaUT5V0TDleJumrkhYA75b0EUm/kLRQ0hWSNi3zvAM4q8yxa58x/krSnZIWS7pA0iY1Y3+hxLpY0p6lfLyk20qfOZL2qHMNVgIrmlyn54EnJW1Q5tqyt0LSUknbSXq7pDvKXDdK2q7vILXn0nvdao5PLddjkaQv1HRb3iS2vm02lHSZpHsl/VjSpmX8ZZJGluOxkmaW81lac782kPSf5fOKcm2w/SCwtaQ/ayGWiIiIiIiIAVtnk29JGwO72F4GYPsh20eX6keAN9neH5gEnFPK3w9cZ3sMsB9wVynfDJhne29gFnBGP9M+ant/2z+kWnEfZ3s/4F7gw7bnAFcDp9oeY/u/auIdDkwFJtneh2pXwsdrxv59ife7wCml7D5ggu3XA6cDX+obkO1ptr/e6FrZnmP7JNsvUn1ZcVSJ6Q3Ag7YfBn4OvLHM9UPg7xqNWUvSm4HdgfHAGOAASYeWucc169+nzR7Ad2y/FngK+ESDfi8Cl1J9CQNwBLDQ9nLbX7c9rab5AuDgVs8pIiIiIiJiINbZ5BsYCTzRT91GwPckLQYuB3qfwf4FcFx5Rnof20+X8heB3kTtUuCQfsatTeZeV1bXF1Mlf3s3iXcP4AHbvyyfLwIOramfXv6dD/SU4y2Ay8tz0Ge3MEcrplF9IQHwXl4+pz8Hrivnc+oA53pz+buTKsndkyoZH4yHbN9ajhvdi14XAB8sx8cDF/bT7hFgh76Fkk6QNE/SvD889fxg4o2IiIiIiFink++VwPB+6k4GHqZa3R4LbAxg+xaqhPe/gamSPthPf/dT/kzN8VTgU2UV+wsNYmnVc+XfVbz8rP4/ATNsvw54exvmALgN2K1szT6Sl5P+bwHnlvP5aD9zvUD5PyVpA8p1BQR8uaz2j7G9m+3/GGR8fa997+eX5q6NzfZDwMPlhWrjgf/Xz7jDKdvQXzG4fZ7tsbbHbvrqjet0i4iIiIiIaG6dTb5tPw4MK9u5+9oC+F3ZlnwsMAxA0s7Aw7a/B5wP7F/abwD0Psv8fqot2M28CvidpI14edszwNOlrq/7gR5Ju5XPx1JtcW9kC6ovCgCmNAtI0lGSvtyojW0DVwLfAO61/WiduT7UT/dlwAHl+B1UOwwArgOOl7R5iWNHSdvWie++ZucAjJJ0YDmuvRe1c7+rT5/zqVbJL2/wIrzRQFvepB4REREREdHXOpt8F9dTf1vyd4APSVpItQW6d8V6IrBQ0p1UW6+/WcqfAcaX7d2HA19sYe7PA3cAt1I9m93rh8Cp5cVlu/YW2n4WOI5qG/liqq3u/9Zkjq8BXy7xtvLm+l2pnpNuZhrwAV65jf7MEtt84Pf99Pse8Jfluh5Iua62rwe+D9xWzu3H9PkCorwsrZVX0t8PfFLSvcBrqJ6Bh2p3wTclzaPaHVDramBz+tlyXr4g2Q2Y18L8ERERERERA6ZqoXPdJGl/4GTbxw5xnBW2N29TWF0j6VKq69HKG8bXKElvo3pB3jlNGw987LHA2bYn9FN/FLC/7c83GmeHXbfwCV9+Y7vDi4iINezM91zX7RAiImIdJWm+7bH16tbp3/m2vUDSDDX+3e31hu0PdDuG/ti+phPjSjqN6q3xkxs02xD4107MHxERERERAet48g1g+4I2jPEnv+q9vrL9FeArTdpcvobCiYiIiIiI9dS6/sx3RERERERERNet8yvfEe2yw2t2z3OCERERERExKFn5joiIiIiIiOiwJN8RERERERERHZZt5xEtWvbEUo678q+7HUZERAzRhUdd2+0QIiJiPZSV74iIiIiIiIgOS/IdERERERER0WFJvuuQNELSLEnDJPVImjnIcSZKumYIcSxroc1MST3leMVg5+oz5hRJZzZpM1HS1HbMVzPmlpI+0WeOutdP0vmS9hrkPC/dU0n7tPs8IiIiIiIi+kryXd/xwHTbq7odyHpmS+ATTVsBtv8/2/cMdULbi4E/lzRqqGNFRERERET0J8l3fZOBq8rxKuAxAEm3S9q7t1FZdR4rabyk2yTdKWmOpD36DijpTEmn1HxeUrNi/QFJcyXdJenfJQ0rzZa3EOtjJcbecc+WdLekmyRtUxtnOR7Zu6Iu6RZJY2r6/lzSfsBKoNkq+vPAk6Vf3fMvK+jTJV0raamkr5Xy4yX9n5p5PyLpbOArwK7lOpxVqjeX9GNJ90m6TJLqnNMKSf8iaWG5R9uV8l3L58WS/rlmZ8BL97T4v8B7W7jWERERERERg5Lkuw9JGwO72F4GYPsh20eX6mnAe0q77YHtbc8D7gMm2H49cDrwpQHM91pgEnCw7TFUieHkMve4Zv1tH237ofJxM2Ce7b2BWcAZTbr/BzClxDEaGG57oe1ptr/eZN45tk8qHxud/5hyfvsAkyTtBPwIeLukjUqb44ALgNOA/7I9xvappe71wGeAvYBdgIPrhLMZcLvt/YBbgI+U8m8C37S9D/Cbmthr7ynAPGBCo/ONiIiIiIgYiiTfqxsJPNFP3Y+AY8rxe4Afl+MtgMslLQHOBvau07c/fwUcAPxC0l3l8y4DDbp4keoLAoBLgUOatL8ceFtJgo8Hpg5y3kbnf5PtJ20/C9wD7Gx7BXBzmXtPYKOy/bueubZ/Y/tF4C6gp06b54HeZ8Pn17Q5kOocAb7fIP5HgB3qVUg6QdI8SfOefer5BkNERERERET0L7/zvbqVwPB6Fbb/W9KjkvalWs39WKn6J2CG7aPKVvKZdbq/wCu/7OidQ8BFtv9+6KGvHnKduV86N9t/kHQD8E6qLxMOGOQ8jc7/uZrjVbz8f+584B+oVs0vbDB2f/1r/dG2m7RpZDjVfV+N7fOA/5+9O4+2q6jT//9+CEPCFIaALSpGAhgZAwSaSQ2I2K3YCgT52ohGaBAHRGzstr+CRlvbAfrHT6ARETGKikwBFJQEkDCEMQkQwiTdEKWdAAmBYCAYnu8fuy5sTs4959zh5Mbkea111923qnbVZ+8T1uJzqnbtswFGbTnSzdpERERERES0k5nvBrYXAMMkNU3AqWaW/wUYaXtuKRsJ/LYcT+rlvPnAzgCSdgbeUMqvBSZK2rTUbSTp9Y0nl2e4X9Mm/NV4eWb+H4GbamP3JNYTG845BzgNuKNce+O4B0r6aptxO7n+V7B9G/C6Euf5pfgZYL1Ozu/QrcDB5bjVM91bA/MGcdyIiIiIiIhXSPLd3HR6X7J9MVUid2Gt7BvAVyXdSe+zrpcAG0m6F/gE8CuAsmP3icB0SXOBq4FX10+UtBqwJa/cJKyZZ4HdyvLvfYEvlfJTgI+W+EbVT7A9G3ia3mefx5T6Vjq5/mYuBGb2JP22/wTMLJvRndz61I58Cvh0ua9bUjaIa2If4MpBGC8iIiIiIqIpvbxaN3qUmenjbR8+1LEASNoOOML2p7vQ92ZUy8THlueqG+t/SHUvOtl5va9jXwGcavvawe679L82sNi2Jf0f4P2239PQZi2qzen2tv2XVv2N2nKk333yHt0INSIilqPvHXjVUIcQERErKUmzbY9vVpeZ7yZszwGuq73ya0jZntelxPuDwG3A55ol3mXsDwx24i1pA0m/okqMu5J4F7sAd5WZ748B/9ykzebAZ9sl3hEREREREQORDdd6YfvcoY6h22z/APjBEIz7FNVz1t0e50ZgxzZtHgIe6nYsERERERGxasvMd0RERERERESXZeY7okOjN9gqzwlGRERERES/ZOY7IiIiIiIiosuSfEdERERERER0WZadR3Tooad+w99f/vGhDiMiIgboF+/5r6EOISIiVkGZ+Y6IiIiIiIjosiTfEREREREREV2W5DsiIiIiIiKiy5J8NyFphKTrJQ2TNFrSjFI+SdIZgzTGDEmj27SZImnCYIxX63OCpD0bxpjYpN1mki4ewDiTJU1q02aSpMn9HaNFv/MljWrXpvxeU9INkrL/QUREREREdE2S7+aOAKbaXjrUgXTBBGDPdo1s/872Mkn5ysb2EuBa4NChjiUiIiIiIlZeSb6bOwy4vBwvBZ6s1b2uzFo/JOkLAGV2fF5PA0knlJnfMZLm1Mq3qv39ZOm7lYXAknLu5yXdIWmepLMlqZTPkPR1SbdL+pWkN5fyGySNq419k6QdgWOA4yXd1dMWeIukmyU93DMLXr+mMkM9VdJV5bq/Uev3yDLu7ZK+U1sZsAhY3Ob6Fpd2SHq3pNsk3SnpGkmvKuWTJZ0n6ZYy9lGlfEK5xislPSjpLEnL/HuW9IES212Svi1pWKl6vNbsMqrPPCIiIiIioiuSfDeQtCawhe35ALYftX1QrcluwMHADsAhksb31pft/wEW1pLgDwPfK3UH2X60VSy2j7N9c/nzDNu72t4OGAEcUGu6uu3dgE8BXyhl3wUmlWvaGhhu+27gLOBU2+Ns31javhrYu/T5tV7CGUc1O7w9cKik10naDDgJ2B3YCxhbi/0U2xe0ub4LbJ9S/rwJ2N32TsBPgH+pNd0B2BfYA/h8GReqz+JYYBtgDFD/nJD0phLzXrbHUX3ZcVgZe9da03lA/e+IiIiIiIhBleR7WaOAp1rUX237T7YXA1OpktZWzgE+XGZcDwV+3M+49ikzw/dQJaLb1uqmlt+zgdHl+CLgAElrUC2jn9Ki78tsv2j7PuBVvbS51vZC288B9wGvp0p+r7f9pO0Xypj99VpgWrm+z/DK67vc9mLbTwDXlXEBbrf9cHk84HyW/SzeBuwC3CHprvL3Fo0Dl/OXSFqvsU7S0ZJmSZq15Ol2E/kRERERERHNZZOpZS0Ghreod5O//8Irv8ion38J1Wz0L4HZtv/U14AkDQfOBMbbfrRsUlYf4/nyeynlM7X9Z0lXA+8B3keVhPbm+dqxOmjz0jiD6HTg/7P907LJ3ORaXbN73qq8h4Dv2/63DsZfC3iusdD22cDZACO33LSx/4iIiIiIiI5k5ruB7QXAsJLwNvN2SRtJGgG8F5gJ/BHYVNLGktaitiS8zBRPA75FWXLeSNIPJO3WrK7oieUJSesCnW6Edg5wGnBHuS6AZ4BlZnj76Q7grZI2LLuFH9yskaRPSPpEm75GAr8txx9qqHuPpOGSNqbaMO6OUr6bpDeUZ70PpVq6XnctMFHSpiWOjSS9vkl8GwNPlNn7iIiIiIiIQZfku7np9L6c/Haq2ey5wCW2Z5Wk7Uul7mrggYZzfgS8WPptZgfgd70FY/sp4DtUzyZP4+XksyXbs4GneWXS/zPgwIYN1/rF9m+B/6C67pnAfKpN4hqNBdrN+E8GLpI0G3iioW4u1XLzW4F/t91zr+4AzgDuBx4BLm2I7z7gRGC6pLlUn82rm4y9D3Blm/giIiIiIiL6TXZW0jaStDNwvO3DB6m/E4CRtk9qUrc+8F3bhwzGWA19bwbMAMbafnGw+y9jrGt7UZn5vhQ41/alDW2uAA4qr/Xqa/+TgUW1jdl6yicAJ9g+oNl5fRxjKvBZ279q1W7klpt6z/8c9I8pIiKWs1+857+GOoSIiFhJSZptu+mm3HnmuwnbcyRdJ2nYQN/1LelSqp249+1lrKeBbiTeHwS+Any6W4l3MVnSflRL46dTvbbrFQYjQe6Wsrv9Ze0S74iIiIiIiIHIzHdEhzLzHRGxcsjMd0REdEtmviMGwVYbbJ7/YYuIiIiIiH7JhmsRERERERERXZbkOyIiIiIiIqLLsuw8okMPPfV73nnpl4c6jIiIGKCfH3jiUIcQERGroMx8R0RERERERHRZku+IiIiIiIiILkvyHREREREREdFlSb6bkDRC0vWShkkaLWlGF8b4v7Xj0ZLm9dLuS5L2G8A48wejTT/GnSTpjA7aTG7TZoKkKeV4LUnXSLpL0qH9iGmypBPK8RRJE8rxTyRt1df+IiIiIiIiOpXku7kjgKm2l3ZxjP/bvgnY/rzta7oYx1+TnQBsj7N9wSD2+y3gXwaxv4iIiIiIiFdI8t3cYcDl5Xgp8CS8NEN9o6Q55WfPUj5B0gxJF0t6QNKPVNlX0mU9nUp6u6RLJX0NGFFmcH9UqodJ+o6keyVNlzSinDNF0sRyPF/SF8vY90gaW8o3kXR1OfccSb+WNKr0+3gH1/tSG0mXSZpd+jq6Vr5I0qml/FpJm5TyGZK+Wa5lnqTdGjsv8V0i6Y7ys1epWgwsahPbEmChpE2BHwK7lrHGSNqlrFCYLWmapFeX8cZIuqqU39hznxosLH0D3AjsJym7/0dERERERFck+W4gaU1gC9vzAWw/avugUv0Y8HbbOwOHAqfVTt0J+BSwDbAFsBdwHTC2J1EFPgyca/uzwOIyKD0WgwAAIABJREFUg3tYqdsK+C/b2wJPAQf3EuITZfxvASeUsi8AvyznXgxs3tPY9q7trrmhzRG2dwHGA5+UtHEpXweYVca4vozZY23b44CPAec2GeKbwKllnIOBc8q4F9g+pU1sN9s+zvZjwD8BN5axfgOcDkws8Z4LfKWcdjZwbCk/ATizSb/H2b65HL8I/DewY6tYIiIiIiIi+iszfcsaRZX8NrMGcIakcVQz4lvX6m63/b8Aku4CRtu+SdJ5wAckfQ/YA/hgL30/YvuucjwbGN1Lu6m1Nj1fCuwNHAhg+ypJC1pcXzuflHRgOX4d1ZcCfwJeBHqWev+wFgfA+WXsGyStL2mDhj73A7aR1PP3+pLWtd1u1ruVNwLbAVeXfocBv5e0LrAncFFtvLU66O8xYDOq+/qSMvt/NMDwTUYOINyIiIiIiFiVJfle1mJgeC91xwN/pJohXQ14rlb3fO14KS/f2+8BPyttL7L9l176bjx/RJt29TEGRdmAbD9gD9t/LhvN9XYv3Mtxs79XA3a3/RyDR8C9tvd4RaG0PvBUmR3vi+FUn/0r2D6baiadkVu+pvG6IiIiIiIiOpJl5w1sL6B6/rpZ0jkS+H1Zpnw41Wxru/5+B/wOOJEqEe/xgqQ1BiFkgJnA+wAk7Q9s2KyRpAfa9DMSWFAS77HA7rW61YCJ5fgfgZtqdYeW/vcGFtpe2NDvdODYWhzLJMaSDpT01Tbx1T0IbCJpj3L+GpK2tf008IikQ0q5JHWynHxroOmO8xEREREREQOV5Lu56VRLuRudCXxI0t3AWODZDvv7EfCo7ftrZWcDc2sbrg3EF4H9Vb2u7BDgD8Az9QZlAzY1ObfuKmB1SfcDXwNurdU9C+xWxtgX+FKt7jlJdwJnAUc26feTwHhJcyXdBxzTpM0Y4Ok28b3E9hKqLwO+Xj6Pu6iWm0O1Yd6Rpfxe4D2t+pL0Kqpn8P/Q6fgRERERERF9ITsraRtJ2hk43vbhg9TfGcCdtr87GP016X8tYKntv5SZ4G81LruWdADVRnKnNe2k/RiLbK/bpHwGcILtWf3pt9bPD6nueSe7sw8qSccDT7f7fEZu+RrvdfJHl1NUERHRLT8/8MShDiEiIlZSkmbbHt+sLs98N2F7jqTrJA0b6Lu+Jc2mmjX+58GJrqnNgQslrUb1+qyjGhvYvqKL4w+Y7Q8M4fBPAecN4fgREREREbGSS/LdC9vNXpnVn352GYx+2ozxENWrzro5xjKz3qV8QjfHXR5sf699q4iIiIiIiP5L8h3Roa02eHWWKkZERERERL9kw7WIiIiIiIiILkvyHREREREREdFlSb4jIiIiIiIiuizPfEd06KGnHuNdU/v1praIiFiBXHnQJ4c6hIiIWAVl5jsiIiIiIiKiy5J8R0RERERERHRZku8BkDRC0vWShkkaLWlGF8aYImliB20mtGkzWdKkcjxW0l2S7pQ0ph8xzZA0vhzP77D96HK8qI9jTZZ0Ql9j7KDf+eX3mpJukJRHMCIiIiIiomuSfA/MEcBU20uHOpA+ei9wse2dbP/PUAczlGwvAa4FDh3qWCIiIiIiYuWV5HtgDgMuL8dLgScByiz4jZLmlJ89S/mEMst6paQHJZ0labVSt0jSqZLulXStpE0aB5O0S5lpny1pmqRXl6qFwJI2sS4CFkt6J/Ap4KOSriv9fkDS7WU2/NuShpXy/SXdUq7hIknrNun38Q7u05Pl/vRcxzLXKWmMpKvKtd0oaWyT6x8n6VZJcyVdKmnDUj5D0tfLNfxK0ptL+dqSLpR0X2l/W8+MfUPcl1F9lhEREREREV2R5LufJK0JbGF7PoDtR20fVKofA95ue2eqGdX6Ftm7AccC2wBjgJ5z1gFm2d4WuB74QsN4awCnAxNt7wKcC3yljH2c7ZtbxWv7FNsX2P45cBZwqu19JL2pxLiX7XFUSfJhkkYBJwL7leuYBXy6Sb+7trlV2D7I9qNtrvNs4NhybScAZzbp6gfAv9reAbiHV96j1W3vRvXFQk/5x4AFtrcBTgJ26SXueUDb64iIiIiIiOivPOfaf6OAp3qpWwM4Q1JPMrt1re522w8DSDof2Bu4GHgRuKC0+SEwtaHPNwLbAVdLAhgG/H7gl8HbqJLSO0q/I6i+PNid6guCmaV8TeCWQRhvmessM+p7AheVsQDWqp8kaSSwge3rS9H3gYtqTXru12xgdDneG/gmgO15kuY2C8j2UklLJK1n+5mGcY8GjgYYPmrDPlxmRERERETEy5J8999iYHgvdccDfwR2pFpd8Fytzg1tG//urVzAvbb36GOc7Qj4vu1/e0Wh9G7gatvvH+TxGpnqHj1VZt776/nyeyn9+3e9Fq/8nACwfTbVrDwjt9y8t88qIiIiIiKipSw77yfbC4Bhkpol4COB39t+ETicapa6x26S3lCe9T4UuKmUrwb07Gr+j7XyHg8Cm0jaA6pl6JK2bRxY0lclHdiHS7kWmChp03L+RpJeD9wK7CVpy1K+jqStW/RDeYb7NW3GW+Y6bT8NPCLpkNKPJO1YP8n2QmBBz/PcVPf1elqbCbyv9LkNsH0vcW8MPGH7hTb9RURERERE9EuS74GZTrW0udGZwIck3Q2MBZ6t1d0BnAHcDzwCXFrKn6VKzOcB+wJfqndYduWeCHy99HsX1VLtRtsDf+j0AmzfR/Vs9/SyLPtq4NW2HwcmAeeX8lvKtTRVvkzYkrLpXAu9XedhwJHl2u4F3tPk3A8BJ5d4xtFwj5o4k+oLi/uAL5d+FzZptw9wZZu+IiIiIiIi+k12VtL2l6SdgeNtH95h+wnACbYPaFK3yHaz3cT7GtM02+8YaD/9GHc74Ajby2zKNlTKru1r2H5O1fvMrwHeWL7IqLebCnzW9q9a9Tdyy8299zcG/ZXjERGxnF150CeHOoSIiFhJSZpte3yzujzzPQC250i6TtKwFeVd30OReJdx59FkN/QhtjZwXdkpXsDHmiTeawKXtUu8IyIiIiIiBiLJ9wDZPrcPbWcAM3qpG/Csd7xS2bm86bdOtTZLqF5hFhERERER0TVJviM6tNUGm2apYkRERERE9EvbDdckHSdp/bID9XclzZG0//IILiIiIiIiImJl0Mlu50eUV0HtD2xI9Yqnr3U1qoiIiIiIiIiVSCfJt8rvdwLn2b63VhYRERERERERbXTyzPdsSdOBNwD/Jmk94MXuhhWx4nlowRO865JzhjqMiIgYoCsP/qehDiEiIlZBnSTfRwLjgIdt/1nSxsCHuxtWRERERERExMqjbfJt+0VJfwHeIqnefm73woqIiIiIiIhYeXSy2/m5wLnAwcC7y88BXY5rhSNphKTrJQ2TNFrSjFrd+ZLmSjq+H/1OknRGOZ4saVIH7SeX4ymSJvZhrNGS5vU1xg76HZS4JW0m6eIOxlvU31jL+RMkTSnHB0j60kD6i4iIiIiIaKeTZee7296m65Gs+I4AptpeKr2835ykvwF2tb3lkEW2krD9O6DjLxP6o2H1BsCVwL9L+prtP3dz7IiIiIiIWHV1stv5LZKSfMNhwOXleCnwZDmeDrxG0l2S3ixpjKSrJM2WdKOksQCSNpF0iaQ7ys9eTcZYBCxuE8fi0q7HfpJmSfqVpAPKWMMknVzGmSvpI42dSBou6XuS7pF0p6R9SvkkSVPLNTwk6Ru1c44s49wu6Ts9M/b9jPstkm6W9HDPLHh9Zl7S2pIulHSfpEsl3SZpfC2Wr0i6W9Ktkl5Vypre4zIzf56kmcB5wBJgIYBtAzNYBVdzRERERETE8tPJzPcPqBLwPwDPU71mzLZ36GpkKxBJawJb2J4PYPtR4KBS/Q/AFbbHlbbXAsfYfkjS3wJnAvsC3wROtX2TpM2BacCb6uPYPqVdLLYvaCgaDewGjAGuk7Ql8EFgoe1dJa0FzCw71rt23ser7rx9+YJguqStS904YCeqz/tBSadTfeFwErAz8AzwS+DuAcT9amBvYCzwU6BxufnHgAW2t5G0HXBXrW4d4FbbnytfDhwFfJnW93gbYG/bPV8S3FzrbxbwZuDCdtcRERERERHRH50k398FDgfuYdV9xdgo4Kl2jSStC+wJXFRbmr5W+b0fsE2tfP3SfqAutP0i8JCkh6mS2f2BHWrPVY8EtgJ+VTtvb+B0ANsPSPo10JN8X2t7Ybmm+4DXU92D620/WcovqrXvj8tK3Pf1zFw32Jsqmcb2PEn1Df6WAFeU49nA28txq3v801ri3egxYLNmFZKOBo4GGD5qo7YXFRERERER0Uwnyffjtn/a9UhWbIuB4R20Ww14qmcWvEnd7rafqxfWnx/vJzf5W8Cxtqc1jDW6wz6frx0vpbN/J31VH6OvN+GFslwcXhlfq3v8bIv+htPLsnnbZwNnA4wcM7rxXkdERERERHSkk2e+75T0Y0nvl3RQz0/XI1uB2F4ADJPUMgG3/TTwiKRDAFTZsVRPB47taSupWYJOrf4Tkj7RQXiHSFpN0hhgC+BBquXWH5W0Rulra0nrNJx3I9Vz7JTl5puXc3tzB/BWSRuWTcsOHmDc7cwE3lf63AbYvoNz+nSPa7YGBn0X+IiIiIiIiB6dJN8jqGYp92cVftUYVWK3dwftDgOOlHQ3cC/wnlL+SWB82QDtPuCYNv2MBf7UwXi/AW4HfkH1rPlzwDnAfcCcsoHZt1l29vpMYDVJ9wAXAJNsP08vbP8W+I8y1kxgPmXTsn7G3c6ZwCblXn2Z6l42G6+ur/e4xz5Uu55HRERERER0hV5evRutSNoZON724ctpvCuAg2wvWR7jdULSurYXlZnvS4FzbV/a0GZQ4pY0DFjD9nNlVv8a4I2DfT/K8+Y/tv22dm1Hjhntvb9x4mAOHxERQ+DKg/9pqEOIiIiVlKTZtsc3q2v7LG9Zan0ksC21555tHzFoEf4VsD1H0nWShtleuhzGWxFXF0yWtB/Vv4PpwGWNDQYx7rWpdm9fg+qZ8I916YuIzYF/7kK/ERERERERL+lkI63zgAeAdwBfolpWfX83g1pR2T53qGMYSrZPWI5jPQM0/cZokMe5o9tjREREREREtF12LulO2ztJmmt7hzITeaPt3ZdPiBErhvHjx3vWrFlDHUZERERERKygWi0772TDtRfK76ckbUf1zuhNByu4iIiIiIiIiJVdJ8vOz5a0IXAi8FNgXeCkrkYVERERERERsRJpmXxLWg14urzn+gaq90hHRERERERERB+0TL5tvyjpX4ALl1M8ESus/17wJAdc/KOhDiMiIgboiomHDXUIERGxCurkme9rJJ0g6XWSNur56XpkERERERERESuJTp75PrT8/nitzGQJekRERERERERH2s58235Dk59VPvGWNELS9ZKGSRotaUYpnyTpjF7O+bmkDdr0O0PSgN5vLWn+QNtImixp0N7rPRgxDaZyfZPK8SmS9l1eY0dERERExKqn7cy3pIOaFC8E7rH92OCH9FfjCGCq7aWSOjrB9ju7GZCk1W3/pZtjrKROB74D/HKoA4mIiIiIiJVTJ898HwmcAxxWfr4D/CswU9LhXYxtRXcYcHk5Xgo8WavbTNJVkh6S9I2eQknzJY0qxydJelDSTZLOb5hlPkTS7ZJ+JenNpf0wSSdLukPSXEkfKeUTJN0o6afAfeX8xzuI/6U2kj5Y+rxb0nmNDSUdVca9W9IlktYu5YdImlfKbyhl25bY7yp9btXPmD5Q6+fb5fqPkXRyrc1LqwyatS/liyR9pcR4q6RXldMXAYsBbP8a2FjS33QQY0RERERERJ91knyvDrzJ9sG2Dwa2oXrm+2+pkvBVjqQ1gS1szwew/ajt+gqBcVTPym8PHCrpdQ3n7wocDOwI/D3QuMx8ddu7AZ8CvlDKjgQW2t4V2BU4StIbSt3OwHG2ty7x7NruGnraSNqW6h3u+9reETiuSfOptnct9feXWAA+D7yjlP9DKTsG+KbtceW6/rcfMb2J6v7tVfpZSvVlxyXAgbVTDgV+0qI9wDrArSXGG4Cjylin2L6g1tccYK92MUZERERERPRHJxuuvc72H2t/P1bKnpT0QpfiWtGNAp5qUX+t7YUAku4DXg88WqvfC7jc9nPAc5J+1nD+1PJ7NjC6HO8P7CBpYvl7JLAVsAS43fYj/byWfYGLbD8BYPvJJm22k/RlYANgXWBaKZ8JTJF0YS3mW4DPSXotVdL+UD9iehuwC3BHWdI/AnjM9uOSHpa0O/AQMLbE8PFm7UtfS4AryvFs4O29jPkYsFljoaSjgaMBRozauB+XEhERERER0VnyPUPSFcBF5e+DS9k6tE5AV2aLgeEt6p+vHS+ls/vc7Pz6uQKOtT2t3lDSBODZPvbfV1OA99q+u2xSNgHA9jGS/hZ4FzBb0i62fyzptlL2c0kfsd3XZ6kFfN/2vzWp+wnwPuAB4FLbVpVx99b+Bdsux60+i+GUZeh1ts8GzgbYYMwWbqyPiIiIiIjoRCfLzj9OlXyNKz8/AD5u+1nb+3QxthWW7QXAMEmtEvBWZgLvljRc0rrAAR2cMw34qKQ1ACRtXb4AaUnSA22a/JLqGfONS/tm73BfD/h9GbtnOTeSxti+zfbnqZ7Xfp2kLYCHbZ9G9Uz8Dv2I6VpgoqRNe2KS9PpSdynwHuD9VIl4u/ad2hqY18dzIiIiIiIiOtJ2RrbMGl5cfuJl04G9gWv6eqLtO8oGaXOBPwL3UO0g38o5VEvQ55SZ3seB97Y6oWzu1nIrdtv3SvoKcL2kpcCdwKSGZicBt5Uxb6NKxgFOLhuqiSoBvptqH4DDyyMJfwD+ox8x3SfpRGC6pNWAF6i+BPq17QWS7ge2sX17u/atxqnFtAawJTCrk/YRERERERF9pZdX5DZUSDfZ3lvSM1QbrL1URZWTr788AlxRSdoZON52v3Z8l7Su7UVl5/AbgKNtzxnkGA+g2hjutMHsdyBW0JgOBHa2fVKrdhuM2cJ7f/3fl1NUERHRLVdMPKx9o4iIiH6QNNt244baQIuZb9t7l9/r9dZmVWZ7jqTrJA2zvbQfXZwtaRuqZ42/P9iJN4DtK9q3Wr5WxJio/jv4z6EOIiIiIiIiVl4tl52XdyXfa3vscornr4rtcwdw7j8OZizRf7Yvat8qIiIiIiKi/1om37aXSnpQ0ua2f7O8gopYEW254UZZqhgREREREf3SySuwNgTulXQ7tVda2f6HrkUVERERERERsRLpJPkezitfhSXg690JJyIiIiIiImLl00nyvbrt6+sFkkZ0KZ6IiIiIiIiIlU6vybekjwIfA7aQNLdWtR4ws9uBRaxo/nvBU7z74qlDHUZERAzQzyYeNNQhRETEKqjVzPePgV8AXwU+Wyt/xvaTXY0qIiIiIiIiYiXS6j3fC4GFwPuXXzgRERERERERK5/VhjqAOkkjJF0vaZik0ZJmdGGMKZImdtBmQps2kyVNGszYan0v6ud54yS9s/b3JEmT25wzQdKU/ozXos9zJG3Tx3MmSdpsIH10OMYZ5filz0/SKZL2HcyxIiIiIiIi6lao5Bs4Aphqe+lQBzLYJHWyud1AjQPe2bZVl9n+J9v3NZZLGtbitEnAS8l3b310yem88tGKiIiIiIiIQbWiJd+HAZeX46XAkwBlFvxGSXPKz56lfIKkGyRdKelBSWdJWq3ULZJ0qqR7JV0raZPGwSTtUmbaZ0uaJunVpWohsKRNrIuAxaWfGZK+KekuSfMk7VbKJ0s6T9JM4LxyHb+UNLfEtHlp9wZJt0i6R9KXa/FNkHRF7e8zarO1u0q6WdLdkm6XNBL4EnBoiePQEl+7WfQl5XqRtFuJ487S9xtL+bZljLtK7FuVa3lA0o8k3S/pYklr1+7H+Nrn8J+S7gb2kPR5SXeU+3S2KhOB8cCPyhgjGvp4f7k38yS99Jq70vdXyj24VdKrSvm7Jd1WruOanvLePj/bvwY2lvQ3be5VREREREREv6wwybekNYEtbM8HsP2o7Z7tSB8D3m57Z+BQ4LTaqbsBxwLbAGOAnnPWAWbZ3ha4HvhCw3hrUM14TrS9C3Au8JUy9nG2b24Vr+1TbF9QK1rb9jiqHeLPrZVvA+xn+/1lvO/b3gH4Ue06vgl8y/b2wO9bjVtiXxO4ADjO9o7AfsCzwOeBC2yPs31B+TmlzXXcbPu48ucDwJtt71T6+o9SfgzwzXJ944H/LeVvBM60/Sbg6XLtjdYBbrO9o+2bgDNs72p7O2AEcIDti4FZwGEl9sW1a92M6r3y+1LN7O8q6b21vm8t9+AG4KhSfhOwe7mOnwD/0uS6Gz+/OcBere5VREREREREf60wyTcwCniql7o1gO9Iuge4iCqh7XG77YfLUvXzgb1L+YtUCSrAD2vlPd4IbAdcLeku4ETgtQOI/3wA2zcA60vaoJT/tJZM7kG1izzAebWY9uo5v5S380bg97bvKGM+bfsvA4i9x0jgIknzgFOBbUv5LcD/lfSvwOtr1/Oo7Z7XzjW7x1CtYLik9vc+ZVb6HqqEetsm59TtCsyw/Xi5xh8Bbyl1S4CelQGzgdHl+LXAtDLGZzoYA6oveDZrLJR0tKRZkmYteXphB91EREREREQsa0VKvhcDw3upOx74I7Aj1czrmrU6N7Rt/Lu3cgH3lpnWcba3t71/H2Nu1X/P38/283yAv/DKz6i3+zNY/h24rsxKv7tnPNs/Bv6B6jP6eW1zsk7u/XM9z/BLGg6cSbXaYHvgOwzsml6w3TPmUl7evf90qhn27YGPdDjGcMoy9DrbZ9seb3v8muuPHECoERERERGxKlthkm/bC4BhJUFrNJJqpvdF4HCgvnHXbuWZ6dWolqTfVMpXA3p2Nf/HWnmPB4FNJO0B1TJ0ScvMkEr6qqQDO7iEQ0v7vYGF5VVtjW4G/k85Pgy4sRzPbCjv8WtgG0lrlZn0t9Vif7WkXcuY66na0O0ZYL1mwUk6UNJX21zDSOC35XhS7dwtgIdtn0b1TP4OpWrznvtH83vcqOezfULSurz8+dAi9tuBt0oapWrDtvdTPUbQ6XV8qE3bHlsD8zpsGxERERER0ScrTPJdTKf50uUzgQ+VTbvG8srZ5DuAM4D7gUeAS0v5s1SJ+Tyq5c1fqndoewlV8vf10u9dwJ5Nxt4e+EMHsT8n6U7gLODIXtocC3xY0lyqLxF6nrU+Dvh4WSb9mlqMjwIXUiWFFwJ31mI/FDi9xH41VWJ7HVWy3rPhWt0YqueyW/kG8NVyHfXd2d8HzCvL87cDflDKHyxx3w9sCHyrVee2n6Ka7Z4HTKP67HpMAc7q2XCtds7vqXYivw64G5ht+3Jam0y1fH428ESbtj3P/29J9dx5RERERETEoNPLq3aHnqSdgeNtH95h+wnACbYPaFK3yPa6gxDTNNvvaNNmRoljhU3eJP2Q6t4+Pkj9jQauKEvU/6qVlQ072z6pVbsNxmzpN3/9G8spqoiI6JafTTyofaOIiIh+kDTb9vhmdcvj3dMdsz1H0nWShq0o7/pul3j/tbD9gaGOYQW2OvCfQx1ERERERESsvFao5BvA9rntW73UdgYwo5e6Ac969yGOCctrrBVFeSXcX/2sN4Dti4Y6hoiIiIiIWLmtcMl3xIpqyw03yFLFiIiIiIjolxVtw7WIiIiIiIiIlU6S74iIiIiIiIguS/IdERERERER0WV55juiQ/+94Gnec/FVQx1GREQM0OUT/26oQ4iIiFVQZr4jIiIiIiIiuizJd0RERERERESXJfmOiIiIiIiI6LIk34NE0ghJ10saJmm0pBlt2s+QNH6Qxp4gaUqbNm1jGkzl+ka3aTNF0oTlEtCyY0+WNKkcnyJp36GIIyIiIiIiVg1JvgfPEcBU20uHOpDos9OBzw51EBERERERsfJK8j14DgMuL8dLgScBykz4KZLmSZor6djGEyV9S9IsSfdK+mKt/GuS7ivnnVLKDil93S3phtJ0CbCwTXyNMZ0s6Y7S90dK+U8kvas2/hRJE1u0n1BmuC+W9ICkH0lSOf3JMmYrC0vsSJov6auS7ir3YmdJ0yT9j6RjajF9phZH/V5dJml2uYdH18oXSfpKuV+3SnpVqVoELAaw/WtgY0l/0ybeiIiIiIiIfsmrxgaBpDWBLWzPB7D9KHBQqT4aGA2Ms/0XSRs16eJztp+UNAy4VtIOwG+BA4Gxti1pg9L288A7bP+2p8z2zcDNrWJsiOlIYKHtXSWtBcyUNB24AHgfcGW5prcBH23RHmAnYFvgd8BMYC/gJts9Y7WK6biGot/YHifpVGBK6Ws4MA84S9L+wFbAboCAn0p6i+0bgCPKPRwB3CHpEtt/AtYBbrX9OUnfAI4Cvmz7lIax55TxLqkXlkT+aIARozZtd0kRERERERFNZeZ7cIwCnuqlbj/g27b/AmD7ySZt3idpDnAnVSK7DdWs8HPAdyUdBPy5tJ0JTJF0FDCsn/HuD3xQ0l3AbcDGVEntL4B9SoL998ANthe3aA9wu+3/tf0icBfVFw399dPy+x7gNtvP2H4ceL580bB/+bmTKlkeW4vjk5LuBm4FXlcrXwJcUY5nt4jvMWCzxkLbZ9seb3v8muuPHMClRURERETEqiwz34NjMdUMbZ9JegNwArCr7QVl47ThZZZ8N6rZ54nAJ4B9bR8j6W+BdwGzJe1SZnj7NCxwrO1pTeKZAbwDOBT4Sav2ZbO052tFSxnYv6mevl5s6PfF0q+Ar9r+dpM49gP2sP3ncg09n8cLtt1BfMMpy9AjIiIiIiIGW2a+B4HtBcAwSc0S8KuBj0haHaDJsvP1gWeBheV55L8v7dYFRtr+OXA8sGMpH2P7NtufBx6nmuV9iaTdJP2gTcjTgI9KWqOcs7WkdUrdBcCHgTcDV3XQvi1JPyhfJAzUNOCIcm+Q9BpJmwIjgQUl8R4L7N6PvremWt4eEREREREx6DLzPXimA3sD1zRo10IdAAAgAElEQVSUn0OV2M2V9ALwHeCMnkrbd0u6E3gAeJRqWTnAesDlJaEX8OlSfrKkrUrZtcDdDeNtTvsZ3HOoll/PKRukPQ68t3Yd5wGX217SQftO7ED1TPiA2J4u6U3ALWVft0XAB6i+JDhG0v3Ag1RLzztWvlTYEpg10BgjIiIiIiKa0csrcmMgJO0MHG/78CGO42TgPNtzhzKOHpLWB75r+5ChjqU3kg4EdrZ9Uqt2G4zZ2m/9+mnLKaqIiOiWyyf+3VCHEBERKylJs22Pb1aXme9BYnuOpOskDRvKd33b/sxQjd2M7aeBFTbxLlYH/nOog4iIiIiIiJVXku9BZPvcoY4h+s72RUMdQ0RERERErNySfEd0aMsN189SxYiIiIiI6Jfsdh4RERERERHRZUm+IyIiIiIiIrosy84jOvQ/CxZx4CU3DXUYERExQJcevPdQhxAREaugzHxHREREREREdFmS74iIiIiIiIguS/JdI2mEpOslDZM0WtKM5Tj2DEmj27SZImnCcglo2bEnS5rUps0kSZPb1J/Rx3FnSBpfjudLGlWOb+5LP73FKekTko7ob18RERERERGdSPL9SkcAU20vHepAojXbew5SV+cCxw5SXxEREREREU0l+X6lw4DLy/FS4EmAMhN+sqQ7JM2V9JFS/hNJ7+o5ucxMT2zRfkKZyb1Y0gOSfiRJ5fQny5itLASWlL7mS/qqpLskzZK0s6Rpkv5H0jG1mD5Ti+OLtfLLJM2WdK+ko2vliyR9RdLdkm6V9KpStQhY3Ca+xaUdkg6RNK/0c0OtzWaSrpL0kKRv1MbdX9ItkuZIukjSuq0GktQzTq/3VNI7S9lsSadJuqIxTtt/BuZL2q3NtUVERERERPRbdjsvJK0JbGF7PoDtR4GDSvWRwELbu0paC5gpaTpwAfA+4Mpy/tuAj7ZoD7ATsC3wO2AmsBdwk+2esXpl+7iGot/YHifpVGBK6Ws4MA84S9L+wFbAboCAn0p6i+0bgCNsPylpBHCHpEts/wlYB7jV9udKcnwU8GXbp3QQ3wW1Pz8PvMP2byVtUCsfV+7B88CDkk6nSoZPBPaz/aykfwU+DXyp3ZjFMvdU0izg28BbbD8i6fxe4gSYBbwZuL3D8SIiIiIiIvokyffLRgFP9VK3P7CDpInl75FUSe0vgG+WBPvvgBtsLy5Jb7P2S4Dbbf8vgKS7gNFAf99f9dPy+x5gXdvPAM9Ier4kvPuXnztLu3VLHDcAn5R0YCl/XSn/U4mxZ4Z4NvD2fsY2E5gi6UJgaq38WtsLASTdB7we2ADYhupLCoA1gVv6MFaze7oIeNj2I6XN+cDRzU/nMWBss4qyKuBogBGjXtWsSURERERERFtJvl+2mGrWuBkBx9qetkxFtSnbO4BDgZ+0al82S3u+VrSUgX0GPX292NDvi6VfAV+1/e0mcewH7GH7z+Uaeq79BdseaHy2j5H0t8C7gNmSdmmIud6/gKttv78/Y/XSZ18Mp5cl9bbPBs4G2HDMWDdrExERERER0U6e+S5sLwCGSWqWgE8DPippDQBJW0tap9RdAHyYatnyVR20b0vSDwbpGeRpwBE9z09Leo2kTalm4heUxHsssHtfOi07hH+iTZsxtm+z/XngcarZ9d7cSrVUfMty7jqStu5LTE08CGyhl3eQP7RF262plupHRERERER0RZLvV5oO7N2k/BzgPmCOpHlUzxKvXjvnrcA1tpd00L4TO1A9vzwgtqcDPwZukXQPcDGwHtWXBKtLuh/4GlXy2xdjqZaot3KypHvK9d8M3N0izseBScD5kuZSLTlvugy8U7YXAx8DrpI0G3iGasO6ZvYCrh7IeBEREREREa3o5RXGIWln4Hjbhw9hDOsD37V9yFDF0E7ZNfyg2pcNKyRJ69peVHY//y/gIdunNrTZCfh0J5/5hmPGesI3zulStBERsbxcenCz79kjIiIGTtJs2+Ob1WXmu8b2HOA6ScOGMIanV+TEG8D2ASt64l0cVTZgu5dqqf23m7QZBZy0XKOKiIiIiIhVTjZca2D73KGOIQZHmeU+tU2bLDePiIiIiIiuy8x3RERERERERJdl5juiQ2M2XDfPCUZERERERL9k5jsiIiIiIiKiy5J8R0RERERERHRZlp1HdOjhBYs55JK5Qx1GREQM0EUH7zDUIURExCooM98RERERERERXZbkOyIiIiIiIqLLknxHREREREREdNlyT74ljZB0vaRhkkZLmrG8Y6jFMn+gbSTNlzSqD2NOkHRFOZ4k6YxyfIykD3baT1/jLG1mSBrdj75firPD9p+StHZfx6mdP0HSnrW/294bSZMlnVCOp0ia2Kb9/PJ7TUk3SMr+BxERERER0TVDMfN9BDDV9tIhGHuFZfss2z8Y6jgGyaeAfiffwATgpeS7m/fG9hLgWuDQbvQfEREREREBQ5N8HwZcXo6XAk/CS7Orl0m6uswmf0LSpyXdKelWSRuVdmMkXSVptqQbJY0t5e+WdFtpf42kV5XyyZLOLbO+D0v6ZC2WxzuI9/HSzzqSrpR0t6R5kurJ2rGS5ki6pxbPOmXc20tM72k1SMPM7QxJXy/n/krSm0v52pIulHSfpEvL9Y7vw7U8CSwtqw6mlOu4R9LxtXHHl+NRDbPpryv1D0n6Qm/3pNzfzYDrJF1X2n1L0ixJ90r6Yu2a50v6Yv3elZn5Y4DjJd0l6c0N9+YoSXeUMS9pNcMuaV9Jl9X+frukS5vcr8uo/l1GRERERER0xXJNviWtCWxhez6A7UdtH1Rrsh1wELAr8BXgz7Z3Am4BepYdnw0ca3sX4ATgzFJ+E7B7af8T4F9q/Y4F3gHsBnxB0hpl/F3bxVxr83fA72zvaHs74Kpasyds7wx8q8QE8Dngl7Z3A/YBTpa0TrvxalYv534K+EIp+xiwwPY2wEnALk3ibHUtB9l+FBgHvMb2dra3B77XQTy7AQcDOwCHlCR9mXti+zTgd8A+tvcp537O9vhy7lsl1d/x8op7V/5tnAWcanuc7Rsb4phqe1fbOwL3A0e2iPk6YKykTcrfHwbOLfeifr/mUf2bi4iIiIiI6IrlPfM9CniqRf11tp+x/TiwEPhZKb8HGC1pXarlyBdJugv4NvDq0ua1wDRJ9wCfAbat9Xul7edtPwE8BryqH7HfA7y9zEi/2fbCWt3U8ns2MLoc7w98tsQ5AxgObN6H8Zr1uTfVFwvYngf096XTDwNbSDpd0t8BT3dwztW2/2R7cYltb1rfk7r3SZoD3En1uWxTq2t2na1sV1Y83EM1W71tbw1tGzgP+ICkDYA9gF80abcUWCJpvcY6SUeXWftZzz+9oIPwIiIiIiIilrW8k+/FVElob56vHb9Y+/tFYHWqeJ8qM6I9P28qbU4HzigzuR9pGKfe79LSV5/Y/hWwM1XC+WVJn2/Sf71vAQfX4tzc9v19GLJZn4PC9gJgR6ovBY4BzilVf+HlfxONn5OX7ablPQFA0huoVgO8zfYOwJU0/2w6vc4pwCfK5/zFJnE2+h7wAeD9wEW2/9JLu7WA5xoLbZ9te7zt8Wutv2EH4UVERERERCxruSbfJekbJqldwtTb+U8Dj0g6BECVHUv1SOC35fhDfe1b0gNt6jejWgb/Q+BkqqSzlWlUz4KrnL9TX2NqYibwvtLfNsD2vcR6raTX9NaJqt3ZV7N9CXAiL1/LfF5eyt64W/jbJW0kaQTwXmBmi3vyDNAzi7w+8CywsDyH//cdXGf9/EbrAb8vjw60fU7b9u+olsGfSC/L6yVtTLX8/YUOYouIiIiIiOizoXi90nSqJcvX9PP8w4BvSToRWINqGfbdwGSq5egLgF8Cb+i0w5KMqk2z7ame234ReAH4aJv2/w78/8BcSasBjwAHdBpTL84Evi/pPuAB4F6q5fkvKWNtSdnIrhevAb5X2gL8W/l9CnChpKOpZqjrbgcuoVre/0PbsyS9g+b35GzgKkm/s72PpDtLvI9SfYHQzs+Ai8smdcc21J0E3Ea1Ydpt9J6k1/0I2KTFyoN9WPZ6IyIiIiIiBo2qx2KX44DSzsDxtg9frgO3IOkAqo3gThvqWFqRNAxYw/ZzksZQfYHxxvK6rJ422wFH2P70UMW5olH1jvI7bX+3l/qpwGfLMvpebTRmW7/tG+d3I8SIiFiOLjp4h/aNIiIi+kHS7LLZ9DKW+8y37TmSrpM0bEV517ftK4Y6hg6tTfUKrzWoZuo/Vk+84aWN2JJ4F5JmUy17/+de6tcELmuXeEdERERERAzEUCw7x/a5QzHuXzvbzwBNv0WJ5sor6VrVLwF+sJzCiYiIiIiIVdSQJN8Rf4222HBElipGRERERES/LO9XjUVERERERESscpJ8R0RERERERHRZlp1HdOjRp5bwyUsfHeowIiJigE478HVDHUJERKyCMvMdERERERER0WVJviMiIiIiIiK6LMl3RERERERERJd1LfmWNELS9ZKGSRotaUaLtqMlzetj/5MlnVCOp0iaWI7PkbRNP2NuGWet3fx+9v9SnB203UDSx/ozTq2PSZI2q/3d9t5ImiFpfDmeL2lUi7ZdvV/dUo9b0vaSpgxtRBERERERsbLr5sz3EcBU20u7OMYybP+T7fuW55hdsgEwoOQbmAS8lHyvRPdm0Ni+B3itpM2HOpaIiIiIiP/H3p3H21XV5x//PEQgTIIIRkAwMolMCZDEgoBBEVulMtqoEY1YcQIBi5XaqogDKLYoImKwGEGkVOZBTZgCyBRCCEkAkRbyEysCGogEw5Q8vz/2umRzcu495w4n95I879crr7v32mv47nXyz/estfeJlVcnk++JwGXleAmwAEDSDpJmSJotaY6kbUqdYZLOknSPpGmS1ir1t5L0K0l3SrpJ0nY9DdqwcrtI0tcl3S3pNkkjan3eJmmupK9JWtQYZwuPl342kXRjuZd5kvbqGrcWz6ENK6v7Spop6beS9u9hTk4Gtiplp0haV9K1kmaVuA8obUdKuq9x7soK+xjgvNLHWg1z84MSxz2SvtJiTk+UdEzt/OuSju7DfI0vuyEuk/SgpJMlTSz3PlfSVrV7uq7MxbVdiXHZOXCapFtK+xd3EUj6nKQ7Spuv9DLuK4D3tXEfERERERERfdKR5FvSGsCWtucD2H7Y9sHl8ieA79oeTZUc/r6UbwN83/YOwJPAIaV8MnCU7d2A44AzehHKOsBttkcBNwIfK+XfLTHsVBu/Mc5u2R5bDj8ATC33MgqY3UZMI4FxwLuBMyUNp/mcHA/8r+3Rtj8HPAMcZHtXYB/g3yWp9Lnc3Nm+EJgJTCx9LG6I419tjwF2Bt4qaeceYj4b+BCApNWoEtWf9mG+oJqnTwBvAg4DtrU9DvgRcFSp8z3gJ7Z3Bs4DTqu13wTYE9if6gsKJO1X5mAcMBrYTdLevYh7JrBXq/uIiIiIiIjoq079zvdGVElgM7cC/yrpdVTb0h8oOeRDtruS1zuBkZLWBfYAfr4sz2TNXsTxHHBlrc93lOPdgQPL8c+Ab/eiz7o7gLMlrQ5cWou/J/9teynwgKQHge3ofk7qBHyjJJVLgc2AEeXacnPXRhz/IOkIqv8DmwDbA3OaVbQ9X9KfJe1SxrzL9p/bGKOZO2w/AiDpf4FppXwu1ZcKUH0+XcnxucC3au0vLfN3b9dOBmC/8u+ucr4usI3tG9uM+zFq2/PryhwdAbDexpv16kYjIiIiIiK6dCr5XgwMb3bB9s8k3U618vsLSR8HHgSerVVbAqxFtTL/ZFkR7ovnbbvW54Deb0nu9qa6lymS/sP2OYBr1RrnwY3nPcxJ3URgY2A328+reolZV9/N5q5bkt5AtYtgrO0nyrb4pp9XzY+oniF/LdWKcl/VY11aO19Ke59Pvb1qf0+y/cMm9duJezjV/9nl2J5MtfuCEVvv3PjZRUREREREtKUj285tP0H1DPdyCZ2kLYEHbZ9G9Ux4t9udbf8FeEjSe0tbSRo1ACHexrJt7U2f9ZW0maRre+pE0uuBR22fRZXk7VouPSrpTWWr80ENzd4rabXyfPOWwP3dzMlTwHq1dusDj5XEex/g9W3cZ2MfXV4JPA0sLKvHf9dGX5cAfwuMBaY2XmxnvnrhFpZ9LhOBm1rUnwocXnZKdMXymnKtx7iLbYFevW0/IiIiIiKiNzq18g3VduI9gWsayv8BOEzS88AfgW9QJYPdmQj8QNK/AasD/wXc3c/YjgF+KulfgV8BC5vU2QR4oUU/44HPlXtZRHm+mOp57SupXjQ2k2obdJffATOo7vkTtp+RtNyc2F4g6WZVP8H2S+CbwBWS5pY+f9PGfU6heq58MdVWbgBs3y3prtLHw8DNrTqy/Zyk66l2IjR7g30789Wuo4AfS/oc1Rx+pEVs0yS9Cbi1bNdfBHyQ6suKVnFDtd39qgGKPSIiIiIiYjlatit7gDuWdgWOtX1YRwboB0lrA4ttW9L7gPfbPqChzpHA72xfPihBDjFlFX8W8F7bDzS5PiTnq4241wRuAPa03eOXByO23tkTTkmOHhHxcnfaQZsPdggREbGSknRnebH1cjq28m17lqTrJQ1b0b/13YbdgNPL28KfpPpN8pewffoKj2qIkrQ91Ur+Jc0SWBia89VO3MAWwPGtEu+IiIiIiIj+6OS2c2z358VcHWP7JqqfvIo22L6X6vn0l5V24i5JeXeJeURERERExIDoaPIdsTLZfIM1slUxIiIiIiL6pCNvO4+IiIiIiIiIZZJ8R0RERERERHRYku+IiIiIiIiIDssz3xFteuzJ5/n+JY8OdhgREdFPnz5oxGCHEBERq6CsfEdERERERER0WJLviIiIiIiIiA4bssm3pLUk3SBpmKSRkqb3sZ/pksa0WXekpA/0ZZxaH8dIWrt2/gtJG7RoM1/SRuV4UYu64yVNaVGnz/PVKb2NW9JoSe/qYDxTJI0vx/8laZtOjRURERERETFkk2/gcOBi20tW4JgjgX4l38AxwIvJt+132X6yn32uikYDvUq+JfX1HQY/AP65j20jIiIiIiJaGsrJ90TgsnK8BFgAIGkHSTMkzZY0R9I2ZcV0XldDScdJOqHW12Gl/jxJ40qdt5ay2ZLukrQecDKwVyk7tvR7k6RZ5d8epe34sqJ+oaTfSDpPlc8AmwLXS7q+1K2val8q6U5J90g6oqebl3SOpANr5+dJOgB4DljYYu7q8zWpjHt1ieVISZ8t93ybpA1LvdHlfI6kSyS9qpRPl/TNMue/lbRXKR8m6RRJd5Q2Hx+ouCWtAZwITCifxQRJ60g6u8RxV+mz6/4ul3QdcG2791tiea4c3wTs24/kPSIiIiIiokdDMvkuydeWtucD2H7Y9sHl8ieA79oeDYwBft9Gl2uX+p8Czi5lxwGfLuV7AYuB44GbbI+2fSrwGPAO27sCE4DTan3uQrXKvT2wJfAW26cBfwD2sb1PkzgOt71bifszkl7dQ8z/CUwq87E+sAdwle1bbB/d0802zBfAjsDBwFjg68Bfbe8C3Ap8qNQ5B/i87Z2BucCXa+1fYXtcud+u8o8CC22PLf1+TNIbBiJu288BXwIuKJ/FBcC/AteVOPYBTpG0Tmm6K3Co7be2e7+2j7Z9SzleCvwPMKqn+CIiIiIiIvpqSCbfwEZAd1u1bwW+IOnzwOttL26jv/MBbN8IvLI8g30z8B9ltXoD2y80abc6cJakucDPqRLtLjNs/74kbrOptqy38hlJdwO3AZsD3T5nbPsGYBtJGwPvBy7qJsZ2XG/7KduPU634XlHK5wIjS5K8QRkT4CfA3rX2F5e/d7LsPvcDPiRpNnA78GpgmwGOu24/4Pgy3nRgOLBFuXa17QXt3m83/T9GtWvhJSQdIWmmpJmL/rKgSbOIiIiIiIjWhuo228VUydVybP9M0u3Au4FflO3Ov+WlXyQ0tvXy3fhkSVdRPVd8s6R3NhnuWOBRqhXR1YBnateerR0vocVclpd77Qvsbvuv5cViTe+x5hzgg8D7gI+0qNuTeqxLa+dLae//QFf9+n0KOMr21Cb1ByruOgGH2L7/JYXSm4Gnu4kX2r/f4VT/717C9mRgMsAWW49q/H8UERERERHRliG58m37CWCYpOWSU0lbAg+WLd6XATtTJcivkfRqSWsC+zc0m1Da7km1VXqhpK1sz7X9TeAOYDvgKWC9Wrv1gUfK6vZhwLA2wm/so97XEyXx3g74mzb6mkK11Rvb9zZelDRO0jlt9NMj2wuBJ7qe56a61xt6aAIwFfikpNVLLNvWtoEPRNyN8zgVOEqSSh+7tGjfW9sC81rWioiIiIiI6IOhuvINMA3YE7imofwfqF6g9jzwR+Abtp+XdCIwA/g/4DcNbZ6RdBfVNvLDS9kxkvahWg29B/hlOV5StoZPAc4ALpL0IeBXLL/C2sxk4FeS/tDw3PevgE9Iug+4n2rreY9sP1rqX9pNlS1oslrbRx8GzlT1M2kP0nrF+kdUW7hnlYT4ceBAGLC4r2fZNvOTgK8C3wHmSFoNeIjlv2TpE0kjgMW2/zgQ/UVERERERDSSPTR30kraFTjW9mGDHctgKYnwXGDXsjrdeP0U4Fzbc1Z4cD14ucUt6VjgL7b/s6d6W2w9yp8/ZdoKiioiIjrl0weNGOwQIiJiJSXpTttjml0bktvOAWzPovrJrna2eq90JO0L3Ad8r1kCC2D7c0Mlge3yMo37SaqXzEVERERERHTEUN52ju2zW9daOdm+Bnj9YMfRWy/HuG3/eLBjiIiIiIiIlduQTr4jhpLXbLB6tipGRERERESfDNlt5xEREREREREriyTfERERERERER2W5DsiIiIiIiKiw/LMd0SbnnziBS6+8E+DHUZERPTTwYduNNghRETEKigr3xEREREREREdluQ7IiIiIiIiosOSfLdJ0lqSbpA0TNJISdMHO6Y6SeMlTWlR58W4JY2W9K4OxjNF0vgWdU6QNKkDYy9qo8788ndjSb8a6BgiIiIiIiLqkny373DgYttLBjuQATIa6FXyLWmle0eA7ceBRyS9ZbBjiYiIiIiIlVeS7/ZNBC4rx0uABQCSJkm6VNLVkuZLOlLSZyXdJek2SRuWeqPL+RxJl0h6VSmfLumbkmZI+q2kvUr5MEmnSLqjtPl4KT9H0oFdQUk6T9IBwHPAwhb3sARYIGkN4ERggqTZkiZIWkfS2SWOu0qfXfd3uaTrgGvbvd8Sy3Mt4lkELC7jfKzc692SLpK0dimfIulMSTPL/Oxfi+uyMn8PSPpyswEkfa42h1+pXXq8dnwp1ecbERERERHREUm+21CS1S1tzwew/bDtg2tVdgQOBsYCXwf+ansX4FbgQ6XOOcDnbe8MzAXqyeIrbI8DjqmVfxRYaHts6fdjkt4A/CcwqcS1PrAHcJXtW2wf3dN9dMVt+zngS8AFtkfbvgD4V+C6Esc+wCmS1ilNdwUOtf3Wdu/X9tG2b2kRz7fL2FDtKhhrexRwX7n/LiOBccC7gTMlDS/l44BDgJ2B90oaU+9f0n7ANqXeaGA3SXuXscfWqs4E9uop1oiIiIiIiP5I8t2ejYAne7h+ve2nyhbmhcAVpXwuMLIkyRvYvqGU/wTYu9b+4vL3TqpEE2A/4EOSZgO3A68Gtil9bCNpY+D9wEW2X+jX3S0b7/gy3nRgOLBFuXa17QXt3m8fx99R0k2S5lKtQu9Qu/bftpfafgB4ENiuFtefbS+mmsM9m9zTfsBdwKzSbpsmYz8GbNosKElHlFX3mQv/8uc+3lpERERERKzqVrpneDtkMVUy2p1na8dLa+dLaW+Ou+ovqdUXcJTtqU3qnwN8EHgf8JE2+m+HgENs3/+SQunNwNPdxAt9u99mpgAH2r67vIRtfO2aG+q6RXkXASfZ/mGLsYdTtr83sj0ZmAyw9VajG/uPiIiIiIhoS1a+22D7CWBYbbtzb9svBJ7oep4bOAy4oYcmAFOBT0paHUDStrVt4FOotqhj+97GhpLGSTqnRf9PAes1jHeUJJU+dmnRvm2STpJ0UItq61G9+Gx1ln/++r2SVpO0FbAl0PUFwTskbShpLeBA4OaGdlOBwyWtW+LYTNJrmoy9LTCvF7cUERERERHRK1n5bt80qm3N1/Sx/Yepnldem2rrdKsV6x9RbeGeVRLix6kSTGw/Kuk+qheFNbMF3azk1lzPsm3mJwFfBb4DzJG0GvAQsH+rm2rTTsDlLep8kWp7/ePlb/2Lgd8BM4BXAp+w/Uz5jmAGcBHwOuCntmfWO7Q9TdKbgFtL/UVUOwYeaxh7H+Cq3t9WREREREREe2RnJ207JO0KHGv7sCEQy9pUz1fvWlbVG6+fApxre84KD64JSVNtv7OPbacAV9q+sKF8EjDG9pEDEN+NwAFlh0O3tt5qtL/1zb5+9xIREUPFwYduNNghRETESkrSnbbHNLuWbedtsj0LuF7SsMGMQ9K+VG8D/16zxBvA9ueGSuIN0NfEe0UoL677j1aJd0RERERERH9k23kv2D57CMRwDfD6wY5jRbE9qZvyKVTPvve3/8fpfvt+RERERETEgEjyHdGmDV71imxVjIiIiIiIPsm284iIiIiIiIgOS/IdERERERER0WFJviMiIiIiIiI6LM98R7TpqQUvcP15jw92GBER0U/7TNx4sEOIiIhVUFa+IyIiIiIiIjosyXdEREREREREhyX5XsEkrSXpBknDJI2UNL2Uj5b0rg6OO0XS+BZ1TpA0qQNjL2qjzvx260jaQNKn+hFPfd53kjSlr31FRERERES0I8n3inc4cLHtJQ3lo4FeJd+SVtVn9jcA+px819meC7xO0hYD0V9EREREREQzSb5XvInAZeV4CbBA0hrAicAESbMlTZC0jqSzJc2QdJekAwAkTZJ0uaTrgGvL+aWSrpY0X9KRkj5b2twmacMy1kLguRaxLQIWl3E+Jvi+IW0AACAASURBVOkOSXdLukjS2qV8iqQzJc2U9FtJ+9fiukzSdEkPSPpyswEkfa70O0fSV2qX2nmTWVedk4GtylydImldSddKmiVpbm2uxpZxhpf5vEfSjl3zXuv3CuB9bYwfERERERHRJ6vqyumgKEn2lrbnA9h+GDi4XPsSMMb2keX8G8B1tg+XtAEwQ9I1patdgZ1tLyjbxHcEdgGGA/8DfN72LpJOBT4EfMf20a3is/3t2unFts8qsXwN+CjwvXJtJDAO2Aq4XtLWpXxcieWvwB2SrrI9s3b/+wHblHoCLpe0t+0bbY9tI76uOscDO9oeXfp9BXCQ7b9I2gi4TdLltu+QdDnwNWAt4Ke255U+Dq51PbP0+a1WMURERERERPRFku8VayPgyTbr7ge8R9Jx5Xw40LU1+mrb9ZXb620/BTwlaSHVSi7AXGDnPsa6Y0m6NwDWBabWrv237aXAA5IeBLarxfVnAEkXA3tSJbb1e9oPuKucr0uVjN/Yxxi7CPiGpL2BpcBmwAjgj1Q7Cu4AngE+0037x4BNm3YsHQEcATDi1a/rZ5gREREREbGqSvK9Yi2mSqLbIeAQ2/e/pFB6M/B0Q91na8dLa+dL6ftnPAU40PbdZXV9fO2aG+q6RXkXASfZ/mEfY+rORGBjYDfbz5cXs3XN86upkvzVS1nj3FHKFzfr2PZkYDLAG7cc3Xg/ERERERERbckz3yuQ7SeAYZKaJeBPAevVzqcCR0kSgKRdBioOSSdJOqhFtfWARyStTpXc1r1X0mqStgK2BLq+IHiHpA0lrQUcCNzc0G4qcLikdUscm0l6TZP4ftMitsa5Wh94rCTe+wCvr137IfBF4Dzgm930ty0wr5trERERERER/Zbke8WbRrUdu9H1wPZdL1wDvkq1WjtH0j3lfKDsRLUluydfBG6nSqAbk+HfATOAXwKfsP1MKZ8BXATMAS6qP+8NYHsa8DPgVklzgQt5aRJNeWZbPQVWtrbfLGmepFOoEusxpc8PdcUr6UPA87Z/RvWStrGS3taky32Aq3oaMyIiIiIioj9kZyftiiRpV+BY24cNYgxTbb+zj22nAFfavrChfBK1F8b1I7b9qV5Kd1p/+unFeGsCNwB72n6hp7pv3HK0z/zq1SsirIiI6KB9Jm482CFERMRKStKdtsc0u5Znvlcw27MkXS9pWJPf+l5RMfQp8V4RbF+5gofcAji+VeIdERERERHRH0m+B4Htswc7hr6yPamb8ilUL2l7WbH9APDAYMcRERERERErtyTfEW1ab8NXZKtiRERERET0SV64FhEREREREdFhSb4jIiIiIiIiOizJd0RERERERESH5ZnviDb99U8vcNePHhvsMCIiop92+cfXDHYIERGxCsrKd0RERERERESHJfmOiIiIiIiI6LAk3x0maS1JN0gaJmmkpOkdGGOKpEPbqDO+RZ0TJE0qx5MkbdqPmKZLGtnfmPow7khJ89qoM70c7yRpykDGEBERERER0SjJd+cdDlxse8lgB9JLk4A+J98vF7bnAq+TtMVgxxIRERERESuvJN+dNxG4rBwvARbAi6uvN0maVf7tUcrHS7pR0lWS7pd0pqTVyrVFkk6VdI+kayVt3DiYpN3KSvudkqZK2qRcWgg81yLWRcDisoo+BjhP0uyyev8lSXdImidpsiqvKGXjy9gnSfp66WtBud+evBhTs/5L+XRJ3y1xzJM0rpSfIOlcSbdKekDSx5rMxTBJp5R+50j6eOPnUFwBvK9FrBEREREREX2W5LuDJK0BbGl7PoDth20fXC4/BrzD9q7ABOC0WtNxwFHA9sBWQFebdYCZtncAbgC+3DDe6sD3gENt7wacDXy9jH207Vt6itf2t21fYPtCYCYw0fZo24uB022Ptb0jsBawv+0XqFbIfyBpX+Bvga+Uvg62/XCL8eoxLdd/reratkcDnyr31GVn4G3A7sCXmmyT/yiw0PZYYCzwMUlvaPgcKPe6V0+xRkRERERE9Ed+aqyzNgKe7Oba6sDpkkZTrcRuW7s2w/aDAJLOB/YELgSWAheUOj8FLm7o843AjsDVZeF4GPBI/28DgH0k/TOwNrAhcA9whe17JJ0LXAnsbrvV6nqv+i/XzgewfaOkV0raoJRfVr4YWCzpeqovLWbX+twP2Ln2PPz6wDbAQw1jP0Y3W+wlHQEcAfDaDV/Xx1uLiIiIiIhVXZLvzloMDO/m2rHAo8Aoqh0Iz9SuuaFu43l35QLusb17L+PskaThwBnAGNsPSzqBl97XTlRfMvTph1Pb6L+7+Wg1TwKOsj21RQjDqT6r5dieDEwG2H7k6O4+h4iIiIiIiB5l23kH2X4CGFaSy0brA4/YXgocRrVK3WWcpDeUZ70nAL8u5asBXau4H6iVd7kf2FjS7lBtQ5e0Q+PA5dnsg1qE/xSwXjnuiv9PktatxYCkg6lWqvcGvldbla6Pd07Xs9rd6Lb/YkLpZ0+qbeQLS/kBkoZLejUwHrijod1U4JNlOz6StpW0TpPxtwV6fEN6REREREREfyT57rxpVNvGG50BfFjS3cB2wNO1a3cApwP3UW2RvqSUP02VmM+jetb5xHqHZcv3ocA3S7+zgT2ajL0T8McWcU8BzpQ0G3gWOIsqQZ1a4kPSRsDJwD/a/m2J+btN+toZ+EN3A9l+sln/Nc9Iugs4k+o57i5zgOuB24Cv2m4c40fAvcCsMmc/pPluj32Aq7qLLyIiIiIior9kZydtJ0naFTjW9mFt1h8PHGd7/ybXFtledwBimmr7nf3tp82xXgn8p+339rH9dKr5mNlQfgKwyPa3+xnfmlQvr9uzvECuW9uPHO3z/m1af4aLiIghYJd/7NNTUhERES1JutP2mGbXsvLdYbZnAddLGtay8gqyohLvMtZf+pp4ryBbAMe3SrwjIiIiIiL6Iy9cWwFsn9261ot1pwPTu7nW71Xvlxvb47spP2GA+n8AeGAg+oqIiIiIiOhOku+INq290SuyVTEiIiIiIvok284jIiIiIiIiOizJd0RERERERESHJfmOiIiIiIiI6LA88x3RpucefZ7532n18+gRETHUjTzmtYMdQkRErIKy8h0RERERERHRYUm+IyIiIiIiIjpsSCXfktaSdIOkYZJGSpreoXGmSDq0j22/0HA+v402Lev0Mob3SDq+l21GS3pXf/poc5xF5W9bn19f56b0P68vbUv76ZJGluNrJL2qr31FRERERES0MqSSb+Bw4GLbS3rbUJUVcT9faF2ls2xfbvvkxnJJPT3DPxp4Mfnuro9V1LnApwY7iIiIiIiIWHkNteR7InBZOV4CLACQNEnSZWW18gFJXy7lIyXdL+kcYB6wuaRTJM2TNFfShFJPkk4vda8BXtM1oKT5kjYqx2O6VmslrSvpx6WfOZIOkXQysJak2ZLOK1083sZ9vVhH0qWS7pR0j6QjStmwshrfFfexpXy6pO+W8eZJGlebj9PL8RRJZ0q6HfiWpHGSbpV0l6RbJL1R0hrAicCE0teEhj5GSrqu3Oe1krao9X1a6efBrt0CZW6ulTSrxHtAk3t+8fNrZ24k/Zekd9fmaYqkQ0tsN5WxZknao7GD+r2U8ysljS/H+5X5mCXp55LWLdUWlBgBLgfe30asERERERERfTJk3nZeEsQtbc8HsP0wcHCtyjhgR+CvwB2SrgL+BGwDfNj2bZIOoVrhHQVsVOrdCOwOvBHYHhgB3Auc3SKkLwILbe9U4nuV7YskHWl7dFcl22Nb3VtDncNtL5C0VonvImAksJntHctYG9Tqr217tKS9S8w7NhnidcAetpdIeiWwl+0XJO0LfMP2IZK+BIyxfWQZY1Kt/feAn9j+iaTDgdOAA8u1TYA9ge2oktQLgWeAg2z/pXxxcZuky227ds+Nn1+rubkA+AfgqvJ/4e3AJwEB77D9jKRtgPOBMa36Lfe4EfBvwL62n5b0eeCzwIm2X4zN9hOS1pT0att/bqfviIiIiIiI3hgyyTdVsvxkD9ev7kqMJF1MlRBeCvw/27eVOnsC55dt649KugEYC+xdK/+DpOvaiGdf4H1dJ7af6O0NdeMzkg4qx5tTfXlwP7ClpO8BVwHTavXPL+PfKOmVDYl5l5/XtuqvD/ykJKoGVm8jpt1ZliifC3yrdu1S20uBeyWNKGUCvlG+EFgKbEb1pUZ/fofrl8B3Ja0J/C1wo+3FktYHTpc0mmqlette9Pk3VF+43CwJYA3g1m7qPgZsCrwk+S67E44A2PRVm/Vi6IiIiIiIiGWGUvK9GBjew3V3c/50P8d9gWXb73sav9/KVuh9gd1t/7VscR9eVl5HAe8EPkG1Anx4adbdfdfV5+CrwPW2D1L1QrHp/Qz72fotlL8TgY2B3Ww/r+qlaf2au7KyPZ1qDiYA/1UuHQs8SrWbYTWqVfdG9c+QWiyi+tKmnS3lw6n+DzbGNRmYDLDz5qOazX1ERERERERLQ+aZ77KyPExSd0ncOyRtWLZrHwjc3KTOTVTPNQ+TtDHVivcM4MZa+SbAPrU284HdyvEhtfKrgU93nWjZ27Cfl9R0NVnSb3q6R6pV6SdK4r0d1cps1/bo1WxfRLVNetdam67n1vek2ga/sI0x/q8cT6qVPwWs102bW1i2yj+Rah5bjfFYSbz3AV7fU2VJm0m6tkWfUG09/wiwF/Cr2liPlNX3w4BhTdrNB0ZLWk3S5lSPKADcBrxF0tYljnUkLbdyrmpZ/LWln4iIiIiIiAE3ZJLvYhrV1vFmZgAXAXOAi2zPbFLnknL9buA64J9t/7GUP0D1rPc5vHTr8VeotjvPZNkLuAC+BryqvOjsbpYl7JOBOVr2wjXgxQRa9OxXwCsk3QecTJUcQrVte7qk2cBPgX+ptXlG0l3AmcBHW/QP1Zbxk0qb+s6G64Htu1641tDmKOAjkuZQJbhHtxjjPGCMpLnAh4BWXzpsQrU63co04K3ANbafK2VnAB8un8F2NN/pcDPwENXnexowC8D241RfQJxf7u3W0kej3YDbbLcTY0RERERERK+p9o6sQSdpV+BY24c1lE+i9rKwoUjS/lQvjDttAPucDhzXzRcNLxuSjgR+Z/vywY6lGUnfBS633ePq/M6bj/Ll/zR1BUUVERGdMvKY1w52CBERsZKSdKftpi+IHkrPfGN7lqTrJQ3ry299DybbVw52DEOV7dNb1xpU81ol3hEREREREf0xpJJvANvL/QSY7SnAlBUezCCzPX6wY1gV2D5rsGOIiIiIiIiV21B75jsiIiIiIiJipTPkVr4jhqo1Rqye5wQjIiIiIqJPsvIdERERERER0WFJviMiIiIiIiI6LNvOI9r0/KPP8sdv/89ghxEREf302uO2HuwQIiJiFZSV74iIiIiIiIgOS/IdERERERER0WFDMvmWtJakGyQNkzRS0vRBimO8pCkt6gxafK1IWtTP9pMkndCiTrdzJGmMpNP6Of6mfW3fQ78vxixpf0knDvQYERERERERdUMy+QYOBy62vWSwA+krSS/r5+n7G7+kV9ieafsz/ehmEjDgyXeDq4C/l7R2h8eJiIiIiIhV2FBNvicCl5XjJcACeHEl9FJJV0uaL+lISZ+VdJek2yRtWOp9TNIdku6WdFFXYiVpiqTTJN0i6UFJh5bycyQd2DW4pPMkHQA8ByxsEWtjfJdLug64VtI6ks6WNKPEeEAv72MrSb+SdKekmyRtV7uPH5S6D5aV3LMl3de4Ci3pVEn3SLpW0sZt9HumpNuBbwGLgVar5y/OkaQTJJ0r6Wbg3BLXlbVrZ0uaXmJ+MSmX9EVJ90v6taTzJR1XPpsxwHmSZpfdEG8vczS39LVmaT9f0lckzSrXuu6n6fzXY7ZtYDqwf4v7jIiIiIiI6LMhl3xLWgPY0vZ8ANsP2z64VmVH4GBgLPB14K+2dwFuBT5U6lxse6ztUcB9wEdr7TcB9qRKtk4uZf9JtcqKpPWBPYCrbN9i++ie4m0S367AobbfCvwrcJ3tccA+wCmS1unFfUwGjrK9G3AccEZtnFcBuwPHApcDpwI7ADtJGl3qrAPMtL0DcAPw5Tb6fR2wh+3P2r7A9rdb3H/jHG0P7Gv7/U2qbwe8ExgHfFnS6pLGAocAo4C/o0q4sX0hMBOYaHs0YGAKMMH2TlRv6v9kre8/2d4V+EG5J+hm/pvEPBPYq6f7jIiIiIiI6I+huDV6I+DJHq5fb/sp4ClJC4ErSvlcYOdyvKOkrwEbAOsCU2vtL7W9FLhX0ggA2zdIOqOsDB8CXGT7hT7Gf7XtBeV4P+A9krqSweHAFu3ch6R1qb4E+Lmkrr7XrI1zhW1Lmgs8ansugKR7gJHAbGApcEGp/1Pg4jb6/Xk/t/tfbntxN9eusv0s8Kykx4ARwFuAy2w/Azwj6Ypu2r4ReMj2b8v5T4BPA98p5xeXv3dSfakB3c//fQ19P0Y329slHQEcAbDZBp3eAR8RERERESuroZh8L6ZKkrrzbO14ae18KcvuZwpwoO27JU0CxnfTXrXjc4APAu8DPtLboGuebuj/ENv31ytIejOt72M14Mmy6ttMvX5jX919rm6j36e7KW9XT+3rcS5hYP//dfVd77fp/DcxnOr/3XJsT6baKcCozXfyAMQZERERERGroCG37dz2E8AwST0l4K2sBzwiaXWq58fbMQU4psRwb+NFSeMkndPLOKYCR6ksMUvapd2Gtv8CPCTpvaWtJI3q5firAYeW4w8Av+5rv5IOknRSL8dvx81ULzwbXlbl689eP0X1WQLcD4yUtHU5P4xqK31P2p3/bYF5fQk+IiIiIiKiHUMu+S6mUT2X3VdfBG6nSux+004D249SbUf+cTdVtqCb1dEefBVYHZhTtoN/tZftJwIflXQ3cA9wQIv6jZ4GxkmaB7wN6PpJrb70uxXwl16O35LtO6ieWZ8D/JJq233XS+6mAGdKmk21iv0Rqu3yc6lW+M9s0X27878P1VvPIyIiIiIiOkLVy56HFkm7AsfaPmwFjrk2VeK3q+3l3nAu6RTgXNtzVlRMQ4mkn1J9Jo93oO91bS8qn8GNwBG2Zw30ON2MPQL4me23t6o7avOdPPXoS1ZAVBER0UmvPW7r1pUiIiL6QNKdtsc0uzYUn/nG9ixJ10satiJ+61vSvlRvPD+1WeJdYvpcp+MYymx/sIPdT5a0PdWz1z9ZUYl3sQXwTytwvIiIiIiIWAUNyeQbwPbZK3Csa4DXr6jx4qVsf2AQx75jsMaOiIiIiIhVx1B95jsiIiIiIiJipTFkV74jhprVR6yZ5wQjIiIiIqJPsvIdERERERER0WFJviMiIiIiIiI6LNvOI9r0/KN/5dHv3DnYYURERD+NOGa3wQ4hIiJWQVn5joiIiIiIiOiwJN8RERERERERHZbkOyIiIiIiIqLDknwPAElrSbpB0jBJIyVN78AYUyQd2kad8S3qnCBpUg/Xx0u6sm9R9k27cyZpfq3+B/ox3nhJU8rx/pJO7GtfERERERER7UjyPTAOBy62vWSwAxlsklbES/xGAn1OvhtcBfy9pLUHqL+IiIiIiIjlJPkeGBOBy8rxEmABvLhCe5OkWeXfHqV8vKQbJV0l6X5JZ0parVxbJOlUSfdIulbSxo2DSdqtrLTfKWmqpE3KpYXAcy1iXQQsLv1sLekaSXeX+LYqddaVdKGk30g6T5JK/S9JukPSPEmTa+XTJX1H0kzgaEljJc2RNFvSKZLmlXrDyvkd5frHG+eshcfL35OBvUr/x/YwzweVOZSkTST9VtJryxwtBLBtYDqwfxvjR0RERERE9EmS736StAawpe35ALYftn1wufwY8A7buwITgNNqTccBRwHbA1sBXW3WAWba3gG4Afhyw3irA98DDrW9G3A28PUy9tG2b+kpXtvftn1BOT0P+L7tUcAewCOlfBfgmBLblsBbSvnptsfa3hFYi5cmrGvYHmP734EfAx+3PZoqse7yUWCh7bHAWOBjkt7QMGc9xT62HB4P3GR7tO1T6WaebV9S7unTwFnAl23/0fYtto+udT0T2KvV+BEREREREX2V3/nuv42AJ7u5tjpwuqSuJHTb2rUZth8EkHQ+sCdwIbAU6EqOfwpc3NDnG4EdgavLwvMwliXNbZO0HrBZSVCx/Uwp74rt9+V8NtU2718D+0j6Z2BtYEPgHuCK0uUFpf4GwHq2by3lP2NZkr4fsHPt2fX1gW2Ah3obf4Oe5vkoYB5wm+3zu2n/GLBpswuSjgCOAHjdq17bzzAjIiIiImJVleS7/xYDw7u5dizwKDCKapfBM7VrbqjbeN5duYB7bO/eyzh749na8RLgFZKGA2cAY2w/LOkEXnrfT7fRr4CjbE8dsEgrPc3z66i+0BghaTXbS5u0H07Zit/I9mRgMsCozbfv7jOKiIiIiIjoUbad95PtJ4BhJTlttD7wSEn4DqNape4yTtIbyrPeE6hWlqH6TLpWhj9QK+9yP7CxpN2h2oYuaYfGgSWdJOmgHuJ+Cvi9pANL/TVbvHSs6/7+JGndWoyN/T4JPCXpzaXofbXLU4FPlq3zSNpW0joNcW8m6doe4gB4Clivdt50nsvL384G3g/cB3y2m/62pVodj4iIiIiI6Igk3wNjGtW28UZnAB+WdDewHS9dHb4DOJ0qKXwIuKSUP02VmM8D3ga85GewbD9Hlfh+s/Q7m+p57UY7AX9sEfdhwGckzQFuAbrdV12S6rOoktSpJf7ufBQ4q2xZX4fycjPgR8C9wKxyfz9k+d0XmwAvtIh7DrCkvCjuWLqf5y9QPRv+a6rE+x8lvalJf/tQvfU8IiIiIiKiI1S97Dn6Q9KuwLG2D2uz/njgONvLvWFb0iLb6w5ATFNtv7O//fRx7HVtLyrHxwObNLzgrKe2RwK/s315J2OsjTcC+Jntt7eqO2rz7T3tn85dAVFFREQnjThmt8EOISIiVlKS7rQ9ptm1PPM9AGzPknS9pGFD5be+ByvxLt4t6V+o/n/9P2BSuw1tn96poLqxBfBPK3jMiIiIiIhYxST5HiC2z+5F3elUvy3d7Fq/V70HW/kpswtaVhwCbPe0fT4iIiIiImJAJPmOaNPqI9bOVsWIiIiIiOiTvHAtIiIiIiIiosOSfEdERERERER0WLadR7Tp+cee4tHTpg92GBER0U8jPjN+sEOIiIhVUFa+IyIiIiIiIjosyXdEREREREREhyX5joiIiIiIiOiwl33yLWktSTdIGiZppKTptWvnS5oj6VhJUyQd2s+xpkga36LOCZIm9WecTpE0XtKUFnVeMoedJukXkjbo4fqPJG1fjr/QcO2Wfow7XdLIcnyNpFf1ta+IiIiIiIhWXvbJN3A4cLHtJfVCSa8Fxtre2fapgxPawJE0rJ/th+TL9Wy/y/aTPVz/R9v3ltMvNFzbY4DCOBf41AD1FRERERERsZyVIfmeCFxWjpcAC8rxNGAzSbMl7VVvIOntku6SNFfS2ZLWlDRW0sXl+gGSFktaQ9JwSQ+WpguB51rEswhYXPqZLulUSTMl3dc1hqQHJH2tFs8HJc0osf6wK9GWtEjSv0u6G9hd0kcl/bbUPUvS6aXexpIuknRH+feWUn6CpHMl3UyVYD5X7qEnL85hWQW/SdKs8u/FZFfS58v83S3p5FK2Wzm/W9IpkuaV8kldsZbzK7t2EEiaL2kjSetIuqq0nSdpQm0Ox5Qx1ipzdF7X/JS/6hqvxNTVdnxpf6Gk30g6T5JKGAvKvQJcDry/xbxERERERET02ZBcDW2XpDWALW3PB7D9MHBwufwe4Erbo0vdj5a/w4EpwNtt/1bSOcAngdOB0aXtXsA8YCzVHN1e+j+6VUy2v91Q9JztMZKOpvqSYDeqxO9/JZ0KvAaYALzF9vOSzqD6QuEcYB3gdtv/JGlT4KfArsBTwHXA3WWM7wKn2v61pC2AqcCbyrXtgT1tLy7nPW7VbpjDx4B32H5G0jbA+cAYSX8HHAC82fZfJW1Y6v8YONL2jZJOaTVXDf4W+IPtdwNIWr8hruMlHdn1eTY4mOqzGwVsBNwh6cZybRdgB+APwM3AW4Bf2+66R2w/Ub6AebXtP/cy7oiIiIiIiJZe7ivfGwHdblnuxhuBh2z/tpz/BNjb9gtUCfGbgHHAfwB7UyXiN/UjxsvL37nAPbYfsf0s8CCwOfB2qoT8Dkmzy/mWpc0S4KJyPA64wfYC288DP6+NsS9weml/OfBKSet2jV9LvHtrdeAsSXPLeNvXxvux7b8C2F5QntvewHZX0ntuL8eaC7xD0jcl7WW71Qp93Z7A+baX2H4UuIHqixOAGbZ/b3spMBsY2U0fjwGbNhZKOqLsXJi5YFFvQoqIiIiIiFjmZb3yTbW9e/gA9ncj8HfA88A1VCvkw4DP9aPPZ8vfpbXjrvNXAAJ+YvtfmrR9pvFZ9m6sBvyN7WfqhWWH9dO9jniZY4FHqVaUVwOe6bl6t17gpV/0LPeZlV0IuwLvAr4m6VrbJ/ZxvLr6nC+h+//zwymPCzTENRmYDDBqizd6AOKJiIiIiIhV0Mt65dv2E8CwspW8XfcDIyVtXc4Po1ophWqF+xjgVtuPA6+mWimf19iJpJMkHdTn4Je5FjhU0mtKvxtKen2TencAb5X0KlUvTzukdm0acFQttmZbs19C0riy5b4n6wOPlFXjw6i+iAC4GviIpLW7Yi4vTXtS0p6lzsRaP/OB0ZJWk7Q51Sp+YzybAn+1/VPgFKrt9Y2el7R6k/KbgAmq3ni/MdWOhRkt7q0+toDXljgjIiIiIiIG3Ms6+S6mUW07bktZHf4I8POynXopcGa5fDswgmoFHGAOMNd2sxXPnYA/9jXoWjz3Av8GTJM0hyqx3aRJvf8DvkGVVN5MlSh27YP+DNWz2HMk3Qt8oo2ht6DJSm+DM4APlxe+bUdZRbf9K6rt7TPLVvfjSv2PAN8vgyt8bQAAD5NJREFUZar1czPwEHAvcBowq8lYOwEzStsvA19rUmcyMKfrhWs1l1B9VndTPQv/z7Z789nsBtxWHj2IiIiIiIgYcGqeV758lK3Kx9o+bAWPO9X2O1fwmOvaXlRWvi8BzrZ9SR/7OgU41/acAQ1yWf8jqV54t2Mn+h9Ikr5L9Wz8tT3VG7XFGz3tuB+uoKgiIqJTRnxm/GCHEBERKylJd9oe0+zay/2Zb2zPknS9pGFtPh89UOOu0MS7OEHSvlTPJ08DLu1rR7b78xz7ymZeq8Q7IiIiIiKiP172yTeA7bMHO4YVwfZxrWsNDeXn34b8qjeA7bMGO4aIiIiIiFi5rRTJd8SKsPpr1stWxYiIiIiI6JOV4YVrEREREREREUNaku+IiIiIiIiIDsu284g2vfDYQh77/hWDHUZERPTTaz7994MdQkRErIKy8h0RERERERHRYUm+IyIiIiIiIjosyXdEREREREREhyX57gBJa0m6QdIwSSMlTe9HX7+QtEEf246XNKVFnZbxSVrUl/Eb+pjfmzqSPiPpPknnDcDYIyV9oHb+4rxI2l/Sif0dIyIiIiIioidJvjvjcOBi20v625Htd9l+cgBiern5FPAO2xPrhZL68pLAkcAHurl2FfD3ktbuQ78RERERERFtSfLdGROBy8rxEmABgKS1Jf23pHslXSLpdkljyrX3S5oraZ6kb3Z1JGm+pI3K6u19ks6SdI+kaZLWKnXGSpojabakUyTNK82fAxa2iLUe3w6SZpR+5kjapl5RlVNKjHMlTSjl35f0nnJ8iaSzy/Hhkr5emj/exrw9XtqdCWwJ/FLSsZJOkHSupJuBc8tcXFdivFbSFqXdFEmnSbpF0oOSDi39ngzsVe7r2Pq82DYwHdi/jfgiIiIiIiL6JMn3AJO0BrCl7fkAth+2fXC5/CngCdvbA18EdittNgW+CbwNGA2MlXRgk+63Ab5vewfgSeCQUv5j4OO2R1Ml05Sxb7F9dE/xNsT3CeC7pZ8xwO8bqh9c4hsF7AucImkT4CZgr1JnM2D7crwXcGMZZ2xPcdTr2P4E8AdgH9unlsvbA/vafj/wPeAntncGzgNOq3WzCbAnVTJ9cik7HrjJ9mjbpzaZl5m1+CMiIiIiIgZcku+BtxFVYtzMnsB/AdieB8wp5WOB6bYft/0CVUK5d5P2D9meXY7vBEaW58HXs31rKf9ZP2K/FfiCpM8Dr7e9uEn859teYvtR4IYS+01UK8vbA/cCj5akfHfgln7EU3d5LZ7dWXaf55a4ulxqe6nte4ERbfb9GLBpswuSjpA0U9LMPy9qtYkgIiIiIiKiuSTfA28xMLxDfT9bO14C9OX5527Z/hnwHqp7+IWkt7XZ7v+ADYC/pVrpvgn4B2CR7acGKLyn26xXnyO12WY41T0vx/Zk22Nsj3n1uuu32V1ERERERMRLJfkeYLafAIZJapaA30yVlFJWiXcq5TOAt5Znu4cB76daVW5nvCeBpyS9uRS9r1k9SeMkndNTX5K2BB60fRrVM+s7N1S5CZhQ3uK+MdXq/Ixy7TbgGJYl38eVv83G+U3LG+vZLSy7z4ndjVPzFLBeD9e3Beb1cD0iIiIiIqJfknx3xjReuhW6yxnAxpLuBb4G3AMstP9/e3cfbFdV3nH8+2sS4yCWJkZoRgkCwxRppyLNIBWGijIKKqQvtE1rqTB0WnyBthartlNt6T/OOKMzTMeipdiW4a2CaGoFQ5t0fKEgJJOEhDcjooWhpSbKi7zYwNM/9r7t5nJucnJzzzk593w/M3vu3mutvfc6z1133bPO3nudepjmueT1wGZgQ1V9ocf+MzkP+Jskm4CX0HuStRXMcHW349eAre1xfgaYPli/geZW+c3AOuCPq+o/27yvAgurajuwEVhKj0FxkmX0f0V6JhcA5ybZApwN7Pa59rbOzybZ3E64Nt0pNLOeS5IkSdJApJnsWXMpyXHAH1bV2dPSFwCLqurpJEcC/wL8VFX9aB/Pd2BVPdGufxBYPn2itSQfA66oqi29jjEsSd5OMyHdJXssPARJDgGuqqo37anssSuOqrUf+PgQaiVJGqSD33PGqKsgSZqnkmyoqpW98ub0mWE1qmpjkvVJFkz7ru8DgPVJFtFc/X33vg68W29L8iGa3+d3gHN61On9c3CefVZVXxx1HaZZAfzRqCshSZIkaX5z8D0gVXV5j7THab7Ca67PdS1w7VwfdxJU1e2jroMkSZKk+c/Bt9SnhQcf5K2KkiRJkmbFCdckSZIkSRowJ1yT+pTkceDeUddjwiwDvjfqSkwYYz58xnz4jPnwGfPhM+bDZ8yHb3+M+WFV9fJeGd52LvXv3plmLtRgJLnDmA+XMR8+Yz58xnz4jPnwGfPhM+bDN24x97ZzSZIkSZIGzMG3JEmSJEkD5uBb6t+nR12BCWTMh8+YD58xHz5jPnzGfPiM+fAZ8+Ebq5g74ZokSZIkSQPmlW9JkiRJkgbMwbcmXpLTktybZHuSD/bIX5zk2jb/tiSv6uR9qE2/N8lbhlnvcdZHzN+X5K4kW5L8a5LDOnnPJtnULmuGW/Px1UfMz0ny353Y/k4n751Jvtku7xxuzcdXHzH/RCfe9yX5QSfPdj4LSS5P8kiSrTPkJ8kl7e9kS5LjOnm281noI+bvaGN9Z5Jbkrymk/dAm74pyR3Dq/V46yPmb0jyaKcP+XAnb7f9knrrI+bv78R7a9uHL23zbOezkOTQJOvb94Pbkvx+jzLj16dXlYvLxC7AAuBbwBHAi4DNwDHTyrwbuLRdXw1c264f05ZfDBzeHmfBqF/T/r70GfNTgAPa9XdNxbzdfmLUr2Hclj5jfg7wVz32XQrc3/5c0q4vGfVr2t+XfmI+rfwFwOWdbdv57OJ+MnAcsHWG/LcCNwIBTgBua9Nt54OL+eunYgmcPhXzdvsBYNmoX8O4LX3E/A3AF3uk71W/5NJ/zKeVPQNY19m2nc8u5suB49r1lwL39XjvMnZ9ule+NemOB7ZX1f1V9SPgGmDVtDKrgL9v168D3pQkbfo1VfVMVX0b2N4eT7u3x5hX1fqqerLdvBV45ZDrON/0085n8hbg5qraWVXfB24GThtQPeeTvY35bwBXD6Vm81hVfQXYuZsiq4B/qMatwE8kWY7tfNb2FPOquqWNKdifz4k+2vlM9uV/wUTby5jbn8+Bqnq4qja2648DdwOvmFZs7Pp0B9+adK8A/qOz/SAv/MP+vzJVtQt4FHhZn/vqhfY2bufRfKo55cVJ7khya5JfHEQF56F+Y/4r7W1b1yU5dC/31fP1Hbf2sYrDgXWdZNv5YMz0e7GdD8f0/ryAtUk2JPndEdVpvvr5JJuT3Jjkp9s02/mAJTmAZpB3fSfZdr6P0jzy+VrgtmlZY9enLxx1BSRpJkl+C1gJ/EIn+bCqeijJEcC6JHdW1bdGU8N55Z+Aq6vqmSS/R3O3xxtHXKdJsRq4rqqe7aTZzjWvJDmFZvB9Uif5pLadHwzcnOSe9gqj9s1Gmj7kiSRvBT4PHDXiOk2KM4CvV1X3KrntfB8kOZDmw4w/qKrHRl2ffeWVb026h4BDO9uvbNN6lkmyEDgI2NHnvnqhvuKW5FTgT4Ezq+qZqfSqeqj9eT/wbzSfhGr39hjzqtrRifNlwM/1u6962pu4rWbaLYq284GZ6fdiOx+gJD9L06+sqqodU+mddv4IcAM+ujUnquqxqnqiXf8SsCjJMmznw7C7/tx2vpeSLKIZeF9ZVZ/rUWTs+nQH35p0twNHJTk8yYtoOs3pMwuvAaZmSTyLZhKNatNXp5kN/XCaT5W/MaR6j7M9xjzJa4FP0Qy8H+mkL0myuF1fBpwI3DW0mo+vfmK+vLN5Js2zVQBfBt7cxn4J8OY2TbvXT99CkqNpJoP5906a7Xxw1gC/3c6QewLwaFU9jO18YJKsAD4HnF1V93XSX5LkpVPrNDHvOZO09k6Sn2znpiHJ8TTv93fQZ7+k2UlyEM2del/opNnOZ6ltw38L3F1VH5+h2Nj16d52rolWVbuSvJfmD3IBzWzD25JcDNxRVWto/vCvSLKdZrKN1e2+25L8I82b4l3Ae6bdNqoe+oz5x4ADgc+27x++W1VnAq8GPpXkOZo3Ex+tKgcle9BnzC9MciZNW95JM/s5VbUzyV/SvGkDuHja7XTqoc+YQ9OfXNN+oDfFdj5LSa6mmel5WZIHgY8AiwCq6lLgSzSz424HngTObfNs57PUR8w/TDNPyifb/nxXVa0EDgFuaNMWAldV1U1DfwFjqI+YnwW8K8ku4ClgddvH9OyXRvASxk4fMQf4JWBtVf2ws6vtfPZOBM4G7kyyqU37E2AFjG+fnuf/v5ckSZIkSXPN284lSZIkSRowB9+SJEmSJA2Yg29JkiRJkgbMwbckSZIkSQPm4FuSJEmSpAFz8C1JkuatJBcmuTvJlaOuiyRpsvlVY5Ikad5Kcg9walU92ElbWFW7RlgtSdIE8sq3JEmal5JcChwB3Jjk0SRXJPk6cEWSlye5Psnt7XJiu8/LkqxNsi3JZUm+k2RZklcl2do59kVJ/rxdPzLJTUk2JPlqkqPb9L9LckmSW5Lcn+Sszv4fSHJnks1JPtoeY2Mn/6jutiRp/C0cdQUkSZIGoarOT3IacArwXuAM4KSqeirJVcAnquprSVYAXwZeDXwE+FpVXZzkbcB5fZzq08D5VfXNJK8DPgm8sc1bDpwEHA2sAa5LcjqwCnhdVT2ZZGlV7Ww/IDi2qjYB5wKfmaNQSJL2Aw6+JUnSpFhTVU+166cCxySZyvvxJAcCJwO/DFBV/5zk+7s7YLvP64HPdo61uFPk81X1HHBXkkM65/5MVT3Znmdnm34ZcG6S9wG/Dhw/u5cpSdofOfiWJEmT4oed9R8DTqiqp7sFOgPo6Xbx/Mf1Xtw5zg+q6tgZ9nume/g91O96mivv64ANVbVjD+UlSWPEZ74lSdIkWgtcMLWRZGrw/BXgN9u004Elbfp/AQe3z4QvBt4OUFWPAd9O8qvtPknymj2c+2aaK9wHtPssbY/1NM3t73+Nt5xL0rzj4FuSJE2iC4GVSbYkuQs4v03/C+DkJNtobj//LkBV/Q9wMfANmsHzPZ1jvQM4L8lmYBvN89wzqqqbaJ7/viPJJuCiTvaVwHM0Hw5IkuYRv2pMkiRpBkkeAFZW1feGdL6LgIOq6s+GcT5J0vD4zLckSdJ+IMkNwJH8/0zpkqR5xCvfkiRJkiQNmM98S5IkSZI0YA6+JUmSJEkaMAffkiRJkiQNmINvSZIkSZIGzMG3JEmSJEkD5uBbkiRJkqQB+18XVS9qC4gZ+gAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 4. Generate Summary"
      ],
      "metadata": {
        "id": "j6VPMvfI4Tu1"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from nltk.tokenize import sent_tokenize\n",
        "import textwrap\n",
        "\n",
        "def getWordFrequency(rawText):\n",
        "    new_tokens = word_tokenize(rawText)\n",
        "    new_tokens = [t.lower() for t in new_tokens]\n",
        "    new_tokens =[t for t in new_tokens if t not in stopwords.words('english')]\n",
        "    new_tokens = [t for t in new_tokens if t.isalpha()]\n",
        "    lemmatizer = WordNetLemmatizer()\n",
        "    new_tokens =[lemmatizer.lemmatize(t) for t in new_tokens]\n",
        "    wf = Counter(new_tokens)\n",
        "    return wf\n",
        "\n",
        "def getSentencesScore(sentences, freqTable) -> dict:\n",
        "    sentenceValue = dict()\n",
        "\n",
        "    for sentence in sentences:\n",
        "        for wordValue in freqTable:\n",
        "            if wordValue in sentence:\n",
        "                if sentence[:10] in sentenceValue:\n",
        "                    sentenceValue[sentence[:10]] += freqTable[wordValue] # [:10] i to have a key of small length and save memory\n",
        "                else:\n",
        "                    sentenceValue[sentence[:10]] = freqTable[wordValue] \n",
        "\n",
        "    return sentenceValue\n",
        "\n",
        "def findAverageScore(sentenceValue) -> int:\n",
        "    sumValues = 0\n",
        "    for entry in sentenceValue:\n",
        "        sumValues += sentenceValue[entry]\n",
        "\n",
        "    # Average value of a sentence from original text\n",
        "    average = int(sumValues / len(sentenceValue))\n",
        "\n",
        "    return average\n",
        "\n",
        "def generateSummary(sentences, sentenceValue, threshold):\n",
        "    sentence_count = 0\n",
        "    summary = ''\n",
        "\n",
        "    for sentence in sentences:\n",
        "        if sentence[:10] in sentenceValue and sentenceValue[sentence[:10]] > (threshold):\n",
        "            summary += \" \" + sentence\n",
        "            sentence_count += 1\n",
        "\n",
        "    return summary\n",
        "\n",
        "def summarize(text):\n",
        "    text = cleanRawText(text)\n",
        "    text = punctuateText(text)\n",
        "    freqTable = getWordFrequency(text)\n",
        "    sentences = sent_tokenize(text)\n",
        "    sentence_scores = getSentencesScore(sentences, freqTable)\n",
        "    threshold = findAverageScore(sentence_scores)\n",
        "    summary = generateSummary(sentences, sentence_scores, 1.5 * threshold)\n",
        "    return summary\n",
        "\n",
        "print(textwrap.fill(summarize(rawText).strip()))\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "grMkiDyW4pAt",
        "outputId": "23bf99c7-acb1-4149-aa5d-d2ea57b3a337"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "In less than 10 years, it went from market domination to a sell-off\n",
            "Microsoft bought Nokia's phone business for 7.2 billion dollars in\n",
            "2013.. three years later, Microsoft sold these assets back to former\n",
            "mobile executives of Nokia and Microsoft for 350 million dollars from\n",
            "7.2 billion to 350 million pennies on the dollar. In many ways, the\n",
            "story of the fall of Nokia and the rise of Apple as a smartphone giant\n",
            "are deeply intertwined. If you were to buy all the shares of Apple\n",
            "today, you would need well over two trillion dollars. By the end of\n",
            "the September quarter, Apple had reported more than 64 billion dollars\n",
            "in revenue. The company issued a similar warning last year, too, the\n",
            "first one for Apple in the last 16 years. It cut its revenue outlook\n",
            "by nine billion dollars. The reason: Slowing iphone sales, especially\n",
            "in China. He said, in fact, most of our revenue shortfall to our\n",
            "guidance and over 100 percent of our year over worldwide revenue\n",
            "decline occurred in greater China. Last year, an analyst at Goldman\n",
            "Sachs said that this is the beginning of a long-term story. He said\n",
            "Nokia relied on customers upgrading their phones frequently, but\n",
            "people started waiting longer and longer to upgrade their phones\n",
            "because they did not need a new one Frequently, Apple faces the same\n",
            "problem people like to repair, not to replace. Last year, Tim Cook\n",
            "listed repairs as one of the many reasons why Apple is unable to sell\n",
            "new phones. The company seems to be depending too much on the glories\n",
            "of the past. the launch of the ipod, the iphone, the ipad, the app\n",
            "store. Whether it's a company or a country they need to spend on\n",
            "research and development, Apple, despite its massive cash coffers, is\n",
            "underspending on innovation when compared to its peers. Here are some\n",
            "numbers: During the second quarter this year, Apple spent 4.8 billion\n",
            "dollars on research and development r and D That is eight percent of\n",
            "its total revenue. In the same quarter, Microsoft spent five point Two\n",
            "billion dollars on R D. That is close to fourteen percent of its total\n",
            "revenue. Google's parent company, Alphabet, spent six point Two\n",
            "billion dollars on R D. That is almost sixteen percent of its revenue.\n",
            "Mergers and acquisitions is another way for companies to bring fresh\n",
            "ideas and new products into their fold, but Apple is going slow on\n",
            "this front too. According to one claim, Apple has spent only 2 percent\n",
            "of its cash flow on mergers and acquisitions since 2012.. despite the\n",
            "tough competition, what keeps Apple going is its brand value. When\n",
            "Apple launched its new series of iphones this year, it did not\n",
            "generate the same buzz as it used to on Google. The launch of iphone 5\n",
            "was the peak, and since then it has seen a steady decline. Recently,\n",
            "the Washington Post reported that Apple tried to weaken a bill aimed\n",
            "at preventing forced labor in China. Recently, Apple decided to no\n",
            "longer include wall chargers and earbuds in the boxes of new iphones.\n",
            "Apple says it is for the environment to limit e-waste Since people\n",
            "already have phone chargers at home, they may not need a new one.\n",
            "Fewer people are buying the iphone. By October, revenues from iphone\n",
            "dropped by 21 for Apple. People still need chargers or earphones, but\n",
            "they'll simply buy it from elsewhere. Apple sold about 217 million\n",
            "iphones in 2018, and if just five percent of these people decide to\n",
            "add the airpods to to their cart, that's an additional 700 million\n",
            "dollars in gross profit for Apple. It is forcing Apple to include a\n",
            "charging brick in their iphone boxes.\n"
          ]
        }
      ]
    }
  ]
}