MIA_Keyword_Cluster_wink.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.5.2"
    },
    "colab": {
      "name": "MIA Keyword Cluster_wink.ipynb",
      "provenance": [],
      "include_colab_link": true
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/BritneyMuller/colab-notebooks/blob/master/MIA_Keyword_Cluster_wink.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GLKKyJvItOfc",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "505bf813-d180-4dbf-8c69-5d0806a481d3"
      },
      "source": [
        "!pip install Unidecode"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: Unidecode in /usr/local/lib/python3.7/dist-packages (1.2.0)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Mp_awNQhr4nf"
      },
      "source": [
        "# Data Structures\n",
        "import numpy  as np\n",
        "import pandas as pd\n",
        "import json\n",
        "\n",
        "# Corpus Processing\n",
        "import re\n",
        "import nltk.corpus\n",
        "from unidecode                        import unidecode\n",
        "from nltk.tokenize                    import word_tokenize\n",
        "from nltk                             import SnowballStemmer\n",
        "from sklearn.feature_extraction.text  import TfidfVectorizer\n",
        "from sklearn.preprocessing            import normalize\n",
        "\n",
        "# K-Means\n",
        "from sklearn import cluster\n",
        "\n",
        "# Visualization and Analysis\n",
        "import matplotlib.pyplot  as plt\n",
        "import matplotlib.cm      as cm\n",
        "import seaborn            as sns\n",
        "from sklearn.metrics                  import silhouette_samples, silhouette_score\n",
        "from wordcloud                        import WordCloud\n",
        "\n",
        "# Map Viz\n",
        "import folium\n",
        "#import branca.colormap as cm\n",
        "from branca.element import Figure"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gyb5e3pnr4ng"
      },
      "source": [
        "data = pd.read_excel('test.xlsx')\n",
        "data.columns = map(str.lower, data.columns)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "g55f-i0Dwpw1"
      },
      "source": [
        "indicators = ['red', 'yellow', 'blue',\"orange\",\"green\",\"violet\"]\n",
        "\n",
        "def indication_find(x):\n",
        "    list_of_words = x.split(' ')\n",
        "    out_data = [] # initialize an empty list\n",
        "    for word in list_of_words :\n",
        "        # remove punctuations with strip() \n",
        "         if word.strip('.,!?') in indicators:\n",
        "            out_data.append(word)\n",
        "    if len(out_data) == 0:\n",
        "      return np.NAN\n",
        "    else:\n",
        "      return out_data[0]\n",
        "    return str(out_data)\n",
        "\n",
        "data[\"colours\"] = data[\"keywords\"].apply(indication_find)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "id": "mizGFXHdtlcn",
        "outputId": "f247d7cc-b5d4-479f-ee5c-eba1e5b0742d"
      },
      "source": [
        "data.tail()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>keywords</th>\n",
              "      <th>volume</th>\n",
              "      <th>colours</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1443</th>\n",
              "      <td>whole beans vs ground coffee cold brew</td>\n",
              "      <td>20.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1444</th>\n",
              "      <td>whole in the ground coffee</td>\n",
              "      <td>320.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1445</th>\n",
              "      <td>wholesale ground coffee</td>\n",
              "      <td>50.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1446</th>\n",
              "      <td>wholesale ground coffee bulk</td>\n",
              "      <td>20.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1447</th>\n",
              "      <td>wholesale ground coffee suppliers</td>\n",
              "      <td>10.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                    keywords  volume colours\n",
              "1443  whole beans vs ground coffee cold brew    20.0     NaN\n",
              "1444              whole in the ground coffee   320.0     NaN\n",
              "1445                 wholesale ground coffee    50.0     NaN\n",
              "1446            wholesale ground coffee bulk    20.0     NaN\n",
              "1447       wholesale ground coffee suppliers    10.0     NaN"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 50
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "DgV9G7qar4ni",
        "outputId": "7f6f030f-1bbd-4a79-ac6b-0b7afcbb6e48"
      },
      "source": [
        "corpus = data['keywords'].tolist()\n",
        "corpus[18][0:447]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'benefits of ground coffee'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 51
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lTPNROuPr4nk"
      },
      "source": [
        "# removes a list of words (ie. stopwords) from a tokenized list.\n",
        "def removeWords(listOfTokens, listOfWords):\n",
        "    return [token for token in listOfTokens if token not in listOfWords]\n",
        "\n",
        "# applies stemming to a list of tokenized words\n",
        "def applyStemming(listOfTokens, stemmer):\n",
        "    return [stemmer.stem(token) for token in listOfTokens]\n",
        "\n",
        "# removes any words composed of less than 2 or more than 21 letters\n",
        "def twoLetters(listOfTokens):\n",
        "    twoLetterWord = []\n",
        "    for token in listOfTokens:\n",
        "        if len(token) <= 2 or len(token) >= 21:\n",
        "            twoLetterWord.append(token)\n",
        "    return twoLetterWord"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Giin41nNr4nm"
      },
      "source": [
        "# def processCorpus(corpus, language):   \n",
        "#     stopwords = nltk.corpus.stopwords.words(language)\n",
        "#     param_stemmer = SnowballStemmer(language)\n",
        "#     countries_list = [line.rstrip('\\n') for line in open('lists/countries.txt')] # Load .txt file line by line\n",
        "#     nationalities_list = [line.rstrip('\\n') for line in open('lists/nationalities.txt')] # Load .txt file line by line\n",
        "#     other_words = [line.rstrip('\\n') for line in open('lists/stopwords_scrapmaker.txt')] # Load .txt file line by line\n",
        "    \n",
        "#     for document in corpus:\n",
        "#         index = corpus.index(document)\n",
        "#         corpus[index] = corpus[index].replace(u'\\ufffd', '8')   # Replaces the ASCII '�' symbol with '8'\n",
        "#         corpus[index] = corpus[index].replace(',', '')          # Removes commas\n",
        "#         corpus[index] = corpus[index].rstrip('\\n')              # Removes line breaks\n",
        "#         corpus[index] = corpus[index].casefold()                # Makes all letters lowercase\n",
        "        \n",
        "#         corpus[index] = re.sub('\\W_',' ', corpus[index])        # removes specials characters and leaves only words\n",
        "#         corpus[index] = re.sub(\"\\S*\\d\\S*\",\" \", corpus[index])   # removes numbers and words concatenated with numbers IE h4ck3r. Removes road names such as BR-381.\n",
        "#         corpus[index] = re.sub(\"\\S*@\\S*\\s?\",\" \", corpus[index]) # removes emails and mentions (words with @)\n",
        "#         corpus[index] = re.sub(r'http\\S+', '', corpus[index])   # removes URLs with http\n",
        "#         corpus[index] = re.sub(r'www\\S+', '', corpus[index])    # removes URLs with www\n",
        "\n",
        "#         listOfTokens = word_tokenize(corpus[index])\n",
        "#         twoLetterWord = twoLetters(listOfTokens)\n",
        "\n",
        "#         listOfTokens = removeWords(listOfTokens, stopwords)\n",
        "#         listOfTokens = removeWords(listOfTokens, twoLetterWord)\n",
        "#         listOfTokens = removeWords(listOfTokens, countries_list)\n",
        "#         listOfTokens = removeWords(listOfTokens, nationalities_list)\n",
        "#         listOfTokens = removeWords(listOfTokens, other_words)\n",
        "        \n",
        "#         listOfTokens = applyStemming(listOfTokens, param_stemmer)\n",
        "#         listOfTokens = removeWords(listOfTokens, other_words)\n",
        "\n",
        "#         corpus[index]   = \" \".join(listOfTokens)\n",
        "#         corpus[index] = unidecode(corpus[index])\n",
        "\n",
        "#     return corpus"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "c2RiYuNRr4nn"
      },
      "source": [
        "# import nltk\n",
        "# nltk.download('stopwords')\n",
        "# language = 'english'\n",
        "# corpus = processCorpus(corpus, language)\n",
        "# corpus[18][0:460]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TWjsKaaPr4no",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 270
        },
        "outputId": "a09c24d9-b5d5-4e3d-ea1c-d9150a072a28"
      },
      "source": [
        "vectorizer = TfidfVectorizer()\n",
        "X = vectorizer.fit_transform(corpus)\n",
        "tf_idf = pd.DataFrame(data = X.toarray(), columns=vectorizer.get_feature_names())\n",
        "\n",
        "final_df = tf_idf\n",
        "\n",
        "print(\"{} rows\".format(final_df.shape[0]))\n",
        "final_df.T.nlargest(5, 0)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "1448 rows\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>0</th>\n",
              "      <th>1</th>\n",
              "      <th>2</th>\n",
              "      <th>3</th>\n",
              "      <th>4</th>\n",
              "      <th>5</th>\n",
              "      <th>6</th>\n",
              "      <th>7</th>\n",
              "      <th>8</th>\n",
              "      <th>9</th>\n",
              "      <th>10</th>\n",
              "      <th>11</th>\n",
              "      <th>12</th>\n",
              "      <th>13</th>\n",
              "      <th>14</th>\n",
              "      <th>15</th>\n",
              "      <th>16</th>\n",
              "      <th>17</th>\n",
              "      <th>18</th>\n",
              "      <th>19</th>\n",
              "      <th>20</th>\n",
              "      <th>21</th>\n",
              "      <th>22</th>\n",
              "      <th>23</th>\n",
              "      <th>24</th>\n",
              "      <th>25</th>\n",
              "      <th>26</th>\n",
              "      <th>27</th>\n",
              "      <th>28</th>\n",
              "      <th>29</th>\n",
              "      <th>30</th>\n",
              "      <th>31</th>\n",
              "      <th>32</th>\n",
              "      <th>33</th>\n",
              "      <th>34</th>\n",
              "      <th>35</th>\n",
              "      <th>36</th>\n",
              "      <th>37</th>\n",
              "      <th>38</th>\n",
              "      <th>39</th>\n",
              "      <th>...</th>\n",
              "      <th>1408</th>\n",
              "      <th>1409</th>\n",
              "      <th>1410</th>\n",
              "      <th>1411</th>\n",
              "      <th>1412</th>\n",
              "      <th>1413</th>\n",
              "      <th>1414</th>\n",
              "      <th>1415</th>\n",
              "      <th>1416</th>\n",
              "      <th>1417</th>\n",
              "      <th>1418</th>\n",
              "      <th>1419</th>\n",
              "      <th>1420</th>\n",
              "      <th>1421</th>\n",
              "      <th>1422</th>\n",
              "      <th>1423</th>\n",
              "      <th>1424</th>\n",
              "      <th>1425</th>\n",
              "      <th>1426</th>\n",
              "      <th>1427</th>\n",
              "      <th>1428</th>\n",
              "      <th>1429</th>\n",
              "      <th>1430</th>\n",
              "      <th>1431</th>\n",
              "      <th>1432</th>\n",
              "      <th>1433</th>\n",
              "      <th>1434</th>\n",
              "      <th>1435</th>\n",
              "      <th>1436</th>\n",
              "      <th>1437</th>\n",
              "      <th>1438</th>\n",
              "      <th>1439</th>\n",
              "      <th>1440</th>\n",
              "      <th>1441</th>\n",
              "      <th>1442</th>\n",
              "      <th>1443</th>\n",
              "      <th>1444</th>\n",
              "      <th>1445</th>\n",
              "      <th>1446</th>\n",
              "      <th>1447</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>aeropress</th>\n",
              "      <td>0.691590</td>\n",
              "      <td>0.692989</td>\n",
              "      <td>0.784642</td>\n",
              "      <td>0.534062</td>\n",
              "      <td>0.562522</td>\n",
              "      <td>0.619392</td>\n",
              "      <td>0.472017</td>\n",
              "      <td>0.632302</td>\n",
              "      <td>0.544360</td>\n",
              "      <td>0.702062</td>\n",
              "      <td>0.634119</td>\n",
              "      <td>0.456299</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>vs</th>\n",
              "      <td>0.561992</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.570501</td>\n",
              "      <td>0.515290</td>\n",
              "      <td>0.370792</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.377971</td>\n",
              "      <td>0.374441</td>\n",
              "      <td>0.724520</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.475971</td>\n",
              "      <td>0.371038</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.391265</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>pot</th>\n",
              "      <td>0.297342</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.271852</td>\n",
              "      <td>0.234042</td>\n",
              "      <td>0.301844</td>\n",
              "      <td>0.272633</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.311543</td>\n",
              "      <td>0.228898</td>\n",
              "      <td>0.190483</td>\n",
              "      <td>0.199979</td>\n",
              "      <td>0.198112</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.196036</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.332276</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.386780</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.285594</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.293258</td>\n",
              "      <td>0.236677</td>\n",
              "      <td>0.261086</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>moka</th>\n",
              "      <td>0.296390</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.270981</td>\n",
              "      <td>0.233293</td>\n",
              "      <td>0.300878</td>\n",
              "      <td>0.271760</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.310546</td>\n",
              "      <td>0.228165</td>\n",
              "      <td>0.189873</td>\n",
              "      <td>0.199339</td>\n",
              "      <td>0.197478</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.195408</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.331212</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.385542</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.284679</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.292320</td>\n",
              "      <td>0.235920</td>\n",
              "      <td>0.260250</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>coffee</th>\n",
              "      <td>0.172072</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.221836</td>\n",
              "      <td>0.154966</td>\n",
              "      <td>0.104414</td>\n",
              "      <td>0.141636</td>\n",
              "      <td>0.15959</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.13474</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.134209</td>\n",
              "      <td>0.162649</td>\n",
              "      <td>0.179558</td>\n",
              "      <td>0.315259</td>\n",
              "      <td>0.192288</td>\n",
              "      <td>0.138049</td>\n",
              "      <td>0.182746</td>\n",
              "      <td>0.154571</td>\n",
              "      <td>0.162398</td>\n",
              "      <td>0.141665</td>\n",
              "      <td>0.144409</td>\n",
              "      <td>0.133412</td>\n",
              "      <td>0.293023</td>\n",
              "      <td>0.162805</td>\n",
              "      <td>0.223830</td>\n",
              "      <td>...</td>\n",
              "      <td>0.140274</td>\n",
              "      <td>0.158551</td>\n",
              "      <td>0.11225</td>\n",
              "      <td>0.130257</td>\n",
              "      <td>0.099175</td>\n",
              "      <td>0.111691</td>\n",
              "      <td>0.12781</td>\n",
              "      <td>0.143858</td>\n",
              "      <td>0.108063</td>\n",
              "      <td>0.111889</td>\n",
              "      <td>0.156894</td>\n",
              "      <td>0.150301</td>\n",
              "      <td>0.109205</td>\n",
              "      <td>0.141418</td>\n",
              "      <td>0.173487</td>\n",
              "      <td>0.148847</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.139272</td>\n",
              "      <td>0.146571</td>\n",
              "      <td>0.157357</td>\n",
              "      <td>0.185238</td>\n",
              "      <td>0.169709</td>\n",
              "      <td>0.136965</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.205731</td>\n",
              "      <td>0.153916</td>\n",
              "      <td>0.133249</td>\n",
              "      <td>0.159745</td>\n",
              "      <td>0.200351</td>\n",
              "      <td>0.108135</td>\n",
              "      <td>0.140024</td>\n",
              "      <td>0.135191</td>\n",
              "      <td>0.145734</td>\n",
              "      <td>0.113605</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.119799</td>\n",
              "      <td>0.154989</td>\n",
              "      <td>0.180837</td>\n",
              "      <td>0.135799</td>\n",
              "      <td>0.128061</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 1448 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "               0         1         2     ...      1445      1446      1447\n",
              "aeropress  0.691590  0.692989  0.784642  ...  0.000000  0.000000  0.000000\n",
              "vs         0.561992  0.000000  0.000000  ...  0.000000  0.000000  0.000000\n",
              "pot        0.297342  0.000000  0.000000  ...  0.000000  0.000000  0.000000\n",
              "moka       0.296390  0.000000  0.000000  ...  0.000000  0.000000  0.000000\n",
              "coffee     0.172072  0.000000  0.000000  ...  0.180837  0.135799  0.128061\n",
              "\n",
              "[5 rows x 1448 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 55
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d5uyqWO5r4np",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 253
        },
        "outputId": "8d7d6752-e5f0-44fb-9077-9dcb41c0a80c"
      },
      "source": [
        "# first 5 words with highest weight on document 0:\n",
        "final_df.T.nlargest(5, 0)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>0</th>\n",
              "      <th>1</th>\n",
              "      <th>2</th>\n",
              "      <th>3</th>\n",
              "      <th>4</th>\n",
              "      <th>5</th>\n",
              "      <th>6</th>\n",
              "      <th>7</th>\n",
              "      <th>8</th>\n",
              "      <th>9</th>\n",
              "      <th>10</th>\n",
              "      <th>11</th>\n",
              "      <th>12</th>\n",
              "      <th>13</th>\n",
              "      <th>14</th>\n",
              "      <th>15</th>\n",
              "      <th>16</th>\n",
              "      <th>17</th>\n",
              "      <th>18</th>\n",
              "      <th>19</th>\n",
              "      <th>20</th>\n",
              "      <th>21</th>\n",
              "      <th>22</th>\n",
              "      <th>23</th>\n",
              "      <th>24</th>\n",
              "      <th>25</th>\n",
              "      <th>26</th>\n",
              "      <th>27</th>\n",
              "      <th>28</th>\n",
              "      <th>29</th>\n",
              "      <th>30</th>\n",
              "      <th>31</th>\n",
              "      <th>32</th>\n",
              "      <th>33</th>\n",
              "      <th>34</th>\n",
              "      <th>35</th>\n",
              "      <th>36</th>\n",
              "      <th>37</th>\n",
              "      <th>38</th>\n",
              "      <th>39</th>\n",
              "      <th>...</th>\n",
              "      <th>1408</th>\n",
              "      <th>1409</th>\n",
              "      <th>1410</th>\n",
              "      <th>1411</th>\n",
              "      <th>1412</th>\n",
              "      <th>1413</th>\n",
              "      <th>1414</th>\n",
              "      <th>1415</th>\n",
              "      <th>1416</th>\n",
              "      <th>1417</th>\n",
              "      <th>1418</th>\n",
              "      <th>1419</th>\n",
              "      <th>1420</th>\n",
              "      <th>1421</th>\n",
              "      <th>1422</th>\n",
              "      <th>1423</th>\n",
              "      <th>1424</th>\n",
              "      <th>1425</th>\n",
              "      <th>1426</th>\n",
              "      <th>1427</th>\n",
              "      <th>1428</th>\n",
              "      <th>1429</th>\n",
              "      <th>1430</th>\n",
              "      <th>1431</th>\n",
              "      <th>1432</th>\n",
              "      <th>1433</th>\n",
              "      <th>1434</th>\n",
              "      <th>1435</th>\n",
              "      <th>1436</th>\n",
              "      <th>1437</th>\n",
              "      <th>1438</th>\n",
              "      <th>1439</th>\n",
              "      <th>1440</th>\n",
              "      <th>1441</th>\n",
              "      <th>1442</th>\n",
              "      <th>1443</th>\n",
              "      <th>1444</th>\n",
              "      <th>1445</th>\n",
              "      <th>1446</th>\n",
              "      <th>1447</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>aeropress</th>\n",
              "      <td>0.691590</td>\n",
              "      <td>0.692989</td>\n",
              "      <td>0.784642</td>\n",
              "      <td>0.534062</td>\n",
              "      <td>0.562522</td>\n",
              "      <td>0.619392</td>\n",
              "      <td>0.472017</td>\n",
              "      <td>0.632302</td>\n",
              "      <td>0.544360</td>\n",
              "      <td>0.702062</td>\n",
              "      <td>0.634119</td>\n",
              "      <td>0.456299</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>vs</th>\n",
              "      <td>0.561992</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.570501</td>\n",
              "      <td>0.515290</td>\n",
              "      <td>0.370792</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.377971</td>\n",
              "      <td>0.374441</td>\n",
              "      <td>0.724520</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.475971</td>\n",
              "      <td>0.371038</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.391265</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>pot</th>\n",
              "      <td>0.297342</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.271852</td>\n",
              "      <td>0.234042</td>\n",
              "      <td>0.301844</td>\n",
              "      <td>0.272633</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.311543</td>\n",
              "      <td>0.228898</td>\n",
              "      <td>0.190483</td>\n",
              "      <td>0.199979</td>\n",
              "      <td>0.198112</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.196036</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.332276</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.386780</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.285594</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.293258</td>\n",
              "      <td>0.236677</td>\n",
              "      <td>0.261086</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>moka</th>\n",
              "      <td>0.296390</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.270981</td>\n",
              "      <td>0.233293</td>\n",
              "      <td>0.300878</td>\n",
              "      <td>0.271760</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.310546</td>\n",
              "      <td>0.228165</td>\n",
              "      <td>0.189873</td>\n",
              "      <td>0.199339</td>\n",
              "      <td>0.197478</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.195408</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.331212</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.385542</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.284679</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.292320</td>\n",
              "      <td>0.235920</td>\n",
              "      <td>0.260250</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>coffee</th>\n",
              "      <td>0.172072</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.221836</td>\n",
              "      <td>0.154966</td>\n",
              "      <td>0.104414</td>\n",
              "      <td>0.141636</td>\n",
              "      <td>0.15959</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.13474</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.134209</td>\n",
              "      <td>0.162649</td>\n",
              "      <td>0.179558</td>\n",
              "      <td>0.315259</td>\n",
              "      <td>0.192288</td>\n",
              "      <td>0.138049</td>\n",
              "      <td>0.182746</td>\n",
              "      <td>0.154571</td>\n",
              "      <td>0.162398</td>\n",
              "      <td>0.141665</td>\n",
              "      <td>0.144409</td>\n",
              "      <td>0.133412</td>\n",
              "      <td>0.293023</td>\n",
              "      <td>0.162805</td>\n",
              "      <td>0.223830</td>\n",
              "      <td>...</td>\n",
              "      <td>0.140274</td>\n",
              "      <td>0.158551</td>\n",
              "      <td>0.11225</td>\n",
              "      <td>0.130257</td>\n",
              "      <td>0.099175</td>\n",
              "      <td>0.111691</td>\n",
              "      <td>0.12781</td>\n",
              "      <td>0.143858</td>\n",
              "      <td>0.108063</td>\n",
              "      <td>0.111889</td>\n",
              "      <td>0.156894</td>\n",
              "      <td>0.150301</td>\n",
              "      <td>0.109205</td>\n",
              "      <td>0.141418</td>\n",
              "      <td>0.173487</td>\n",
              "      <td>0.148847</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.139272</td>\n",
              "      <td>0.146571</td>\n",
              "      <td>0.157357</td>\n",
              "      <td>0.185238</td>\n",
              "      <td>0.169709</td>\n",
              "      <td>0.136965</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.205731</td>\n",
              "      <td>0.153916</td>\n",
              "      <td>0.133249</td>\n",
              "      <td>0.159745</td>\n",
              "      <td>0.200351</td>\n",
              "      <td>0.108135</td>\n",
              "      <td>0.140024</td>\n",
              "      <td>0.135191</td>\n",
              "      <td>0.145734</td>\n",
              "      <td>0.113605</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.119799</td>\n",
              "      <td>0.154989</td>\n",
              "      <td>0.180837</td>\n",
              "      <td>0.135799</td>\n",
              "      <td>0.128061</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 1448 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "               0         1         2     ...      1445      1446      1447\n",
              "aeropress  0.691590  0.692989  0.784642  ...  0.000000  0.000000  0.000000\n",
              "vs         0.561992  0.000000  0.000000  ...  0.000000  0.000000  0.000000\n",
              "pot        0.297342  0.000000  0.000000  ...  0.000000  0.000000  0.000000\n",
              "moka       0.296390  0.000000  0.000000  ...  0.000000  0.000000  0.000000\n",
              "coffee     0.172072  0.000000  0.000000  ...  0.180837  0.135799  0.128061\n",
              "\n",
              "[5 rows x 1448 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 56
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gR-I5Njzr4np"
      },
      "source": [
        "## K-Means\n",
        "\n",
        "##### Function that runs the K-Means algorithm *max_k* times and returns a dictionary of each k result"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9nElAdOgr4nq"
      },
      "source": [
        "def run_KMeans(max_k, data):\n",
        "    max_k += 1\n",
        "    kmeans_results = dict()\n",
        "    for k in range(2 , max_k):\n",
        "        kmeans = cluster.KMeans(n_clusters = k\n",
        "                               , init = 'k-means++'\n",
        "                               , n_init = 10\n",
        "                               , tol = 0.0001\n",
        "                               , n_jobs = -1\n",
        "                               , random_state = 1\n",
        "                               , algorithm = 'full')\n",
        "\n",
        "        kmeans_results.update( {k : kmeans.fit(data)} )\n",
        "        \n",
        "    return kmeans_results"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1NpPKwpqr4nq"
      },
      "source": [
        "#### Silhouette Score\n",
        "\n",
        "The silhouette value is a measure of how similar an object is to its own cluster (cohesion) compared to other clusters (separation)."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "t8ZuYUXZr4nq"
      },
      "source": [
        "def printAvg(avg_dict):\n",
        "    for avg in sorted(avg_dict.keys(), reverse=True):\n",
        "        print(\"Avg: {}\\tK:{}\".format(avg.round(4), avg_dict[avg]))\n",
        "        \n",
        "def plotSilhouette(df, n_clusters, kmeans_labels, silhouette_avg):\n",
        "    fig, ax1 = plt.subplots(1)\n",
        "    fig.set_size_inches(8, 6)\n",
        "    ax1.set_xlim([-0.2, 1])\n",
        "    ax1.set_ylim([0, len(df) + (n_clusters + 1) * 10])\n",
        "    \n",
        "    ax1.axvline(x=silhouette_avg, color=\"red\", linestyle=\"--\") # The vertical line for average silhouette score of all the values\n",
        "    ax1.set_yticks([])  # Clear the yaxis labels / ticks\n",
        "    ax1.set_xticks([-0.2, 0, 0.2, 0.4, 0.6, 0.8, 1])\n",
        "    plt.title((\"Silhouette analysis for K = %d\" % n_clusters), fontsize=10, fontweight='bold')\n",
        "    \n",
        "    y_lower = 10\n",
        "    sample_silhouette_values = silhouette_samples(df, kmeans_labels) # Compute the silhouette scores for each sample\n",
        "    for i in range(n_clusters):\n",
        "        ith_cluster_silhouette_values = sample_silhouette_values[kmeans_labels == i]\n",
        "        ith_cluster_silhouette_values.sort()\n",
        "\n",
        "        size_cluster_i = ith_cluster_silhouette_values.shape[0]\n",
        "        y_upper = y_lower + size_cluster_i\n",
        "\n",
        "        color = cm.nipy_spectral(float(i) / n_clusters)\n",
        "        ax1.fill_betweenx(np.arange(y_lower, y_upper), 0, ith_cluster_silhouette_values, facecolor=color, edgecolor=color, alpha=0.7)\n",
        "\n",
        "        ax1.text(-0.05, y_lower + 0.5 * size_cluster_i, str(i)) # Label the silhouette plots with their cluster numbers at the middle\n",
        "        y_lower = y_upper + 10  # Compute the new y_lower for next plot. 10 for the 0 samples\n",
        "    plt.show()\n",
        "    \n",
        "        \n",
        "def silhouette(kmeans_dict, df, plot=False):\n",
        "    df = df.to_numpy()\n",
        "    avg_dict = dict()\n",
        "    for n_clusters, kmeans in kmeans_dict.items():      \n",
        "        kmeans_labels = kmeans.predict(df)\n",
        "        silhouette_avg = silhouette_score(df, kmeans_labels) # Average Score for all Samples\n",
        "        avg_dict.update( {silhouette_avg : n_clusters} )\n",
        "    \n",
        "        if(plot): plotSilhouette(df, n_clusters, kmeans_labels, silhouette_avg)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oobfXBkGr4nr"
      },
      "source": [
        "# Running Kmeans\n",
        "k = 10\n",
        "kmeans_results = run_KMeans(k, final_df)\n",
        "\n",
        "# Plotting Silhouette Analysis\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "TGV9xvXG3i_I",
        "outputId": "c0dc6e5c-b1a2-429f-91fd-b8afdb54b610"
      },
      "source": [
        "silhouette(kmeans_results, final_df, plot=True)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 576x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 576x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 576x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 576x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 576x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 576x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 576x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 576x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 576x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KVjQ6Iccr4ns"
      },
      "source": [
        "## Cluster Analysis\n",
        "\n",
        "Now we can choose the best number of K and take a deeper look at each cluster. Looking at the plots above, we have some clues that when K = 5 is when the clusters are best defined. So first we will use a simple histogram to look at the most dominant words in each cluster:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NWMdbmN7r4ns"
      },
      "source": [
        "def get_top_features_cluster(tf_idf_array, prediction, n_feats):\n",
        "    labels = np.unique(prediction)\n",
        "    dfs = []\n",
        "    for label in labels:\n",
        "        id_temp = np.where(prediction==label) # indices for each cluster\n",
        "        x_means = np.mean(tf_idf_array[id_temp], axis = 0) # returns average score across cluster\n",
        "        sorted_means = np.argsort(x_means)[::-1][:n_feats] # indices with top 20 scores\n",
        "        features = vectorizer.get_feature_names()\n",
        "        best_features = [(features[i], x_means[i]) for i in sorted_means]\n",
        "        df = pd.DataFrame(best_features, columns = ['features', 'score'])\n",
        "        dfs.append(df)\n",
        "    return dfs\n",
        "\n",
        "def plotWords(dfs, n_feats):\n",
        "    plt.figure(figsize=(8, 4))\n",
        "    for i in range(0, len(dfs)):\n",
        "        plt.title((\"Most Common Words in Cluster {}\".format(i)), fontsize=10, fontweight='bold')\n",
        "        sns.barplot(x = 'score' , y = 'features', orient = 'h' , data = dfs[i][:n_feats])\n",
        "        plt.show()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "n-jKE7TXr4nt",
        "outputId": "4ee78e11-af3c-4553-fb90-1f71a23f2d9b"
      },
      "source": [
        "best_result = 5\n",
        "kmeans = kmeans_results.get(best_result)\n",
        "\n",
        "final_df_array = final_df.to_numpy()\n",
        "prediction = kmeans.predict(final_df)\n",
        "n_feats = 20\n",
        "dfs = get_top_features_cluster(final_df_array, prediction, n_feats)\n",
        "plotWords(dfs, 13)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 576x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "I_N4OV-Tr4nu"
      },
      "source": [
        "#### Map of Words\n",
        "\n",
        "Now that we can look at the graphs above and see the best scored words in each cluster, it's also interesting to make it prettier by making a map of words of each cluster!"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ckDeCiV3r4nu"
      },
      "source": [
        "# Transforms a centroids dataframe into a dictionary to be used on a WordCloud.\n",
        "def centroidsDict(centroids, index):\n",
        "    a = centroids.T[index].sort_values(ascending = False).reset_index().values\n",
        "    centroid_dict = dict()\n",
        "\n",
        "    for i in range(0, len(a)):\n",
        "        centroid_dict.update( {a[i,0] : a[i,1]} )\n",
        "\n",
        "    return centroid_dict\n",
        "\n",
        "def generateWordClouds(centroids):\n",
        "    wordcloud = WordCloud(max_font_size=100, background_color = 'white')\n",
        "    for i in range(0, len(centroids)):\n",
        "        centroid_dict = centroidsDict(centroids, i)        \n",
        "        wordcloud.generate_from_frequencies(centroid_dict)\n",
        "\n",
        "        plt.figure()\n",
        "        plt.title('Cluster {}'.format(i))\n",
        "        plt.imshow(wordcloud)\n",
        "        plt.axis(\"off\")\n",
        "        plt.show()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "w5hpS0Nor4nv",
        "outputId": "60638eb4-610c-4606-f95a-1a6b3bc98ba5"
      },
      "source": [
        "centroids = pd.DataFrame(kmeans.cluster_centers_)\n",
        "centroids.columns = final_df.columns\n",
        "generateWordClouds(centroids)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAADFCAYAAAD3yiEtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9d5wdV3nw/z1T79y+vUgrrXqx5N47bhgbTA3YhJ6EhJZAEvKSRhJ+JIGQkNi8IZDQIZjXYAwGDAaCCy6yLcm4yOp1pV3t7t29vU055/fHvVrtanellXQlm3C/n4+0986cOXPmzplnnvOc53mOUErRpEmTJk1OD9qL3YAmTZo0+U2iKXSbNGnS5DTSFLpNmjRpchppCt0mTZo0OY00hW6TJk2anEaaQrdJkyZNTiNNodvktCKE+FshxDde7HY0afJi0RS6TRqOEOLNQoj1QoiCEGJICPFjIcTlDay/XwihhBBGo+qs1/ufQoitQggphHhHI+tu0uQQTaHbpKEIIf4Y+DfgH4AuYAHwWeDVL2a7JnMUYf0M8F5g42lsTpPfMJpCt0nDEEIkgI8B71NKfVcpVVRKeUqpHyilPjxD+auFEPuP2LZHCHFd/fOFdY05J4QYFkJ8ul7s4frfTF2bvqRe/l1CiM1CiLQQ4n4hxMJJ9SohxPuEENuB7TO1Xyn170qp/wEqJ/tbNGkyG02h26SRXAKEgHsaVN/twO1KqTiwBLirvv3K+t+kUiqqlHpcCPFq4C+A1wEdwC+BO4+o7zXARcDqBrWvSZPjpil0mzSSNiCllPIbVJ8HLBVCtCulCkqpdUcp+wfAPyqlNtfP/w/A2ZO13fr+caVUuUHta9LkuGkK3SaNZAxob+AE1+8Ay4EtQoinhBCvPErZhcDtQoiMECIDjAMCmDepzECD2tWkyQnTFLpNGsnjQJXaMH4uFIHwoS9CCJ2aaQAApdR2pdRtQCfwSeA7QogIMFNqvAHg95VSyUn/HKXUY5PKNFPqNXnRaQrdJg1DKZUFPgr8uxDiNUKIsBDCFEK8QgjxTzMcsg0ICSFuFkKYwF8B9qGdQoi3CCE6lFISyNQ3S2C0/nfxpLo+B/y5EOKM+rEJIcRvHU/7hRCWECJETUM2hRAhIUTzGWnSUJodqklDUUr9C/DH1AToKDUN9P3A92Yom6XmovUF4AA1zXeyN8ONwCYhRIHapNqtSqmyUqoE/D3waN2ccLFS6h5q2vC3hBA54HngFcfZ/J8CZeBS4D/rn6886hFNmhwnopnEvEmTJk1OH01Nt0mTJk1OI02h26RJkyankabQbdKkSZPTSFPoNmnSpMlp5FhO7M1ZtianBaV8AplGquqM+zVho2ttnKwHl1IBgcyiVAVNi6KJGEKIk6qzSZMZmLVTNTQ1XpMmJ4ofjDA4/iGK1Udm3B+2L6av7QvoessJn0MphevvZij9F1TcZ4k519PT8kmECB/74Ca/EbhBlqy7Dal82kJnY2hOw8/RNC80eUkghIVlLsU2V2LqfXWtNtTgs0iq3hZK1ceQKk+29D0COU7TbbLJIbLudtaPfJR1B/+ESpA6JedoarpNXhLoWoK22LtJRn4LpapIVaXiPsdI9h8aeBYBk9JC1ILgzAbW36TJsWkK3ReZbcMpUoUi5y2ch23MfDsCKdm4b5Ci63L18sUzlvl1RwgTy1hILW9NzRQgGi4QBSFzNbHQ9ZTcDbRE34KutzRtuk1OKy+K0A2USyCrGFoYTehHLyurSHwM4Zz0JMpsSOURqCq6cI7ZnrmilKLqB3hBgC8ltmFgaBpeEKAAQ9OwDJ2eRIx5yTimruP6AVW/lhVR1zRCpkHZ9fClJFMu1/Z7Pm4QABC2THwp8QOJQmFqOrbZfI/OhhACU+9jfvt/opAIDJoWtianm1P2hCqlUPgoFLqwpuwbLT/Fzuy3WNv2QeLWkqPWM1h8gNHyU6xp+wCWnjwlbR2rPMu+/A9YkXwnUWvhsQ+YA4FS3P3084wWSqzbtY9Xrl3JvGScp/bupyXssLSjjfMW9PLlxzeScEK88by1rN+7nx88u4XuRJSIZXPTmuXc+dQzhC2LXKXC6p5Ovv/sZoZzBap+wA2rlrJ3PM3O0XHCtsnq7k4uX9rfkPb/b6Wm1ZqzTy3/L0EphSuzVPxRfFlEEkwrIxCEjE6i5vyJYyrBKEXvAFFzASGjDV8WKfkH8WQBlELTbGwtiWN0TxshKCWpBGNUgzF8WUEAhhYhZLRjaclp5atBmoI3gEDQYq9GHKHwKCUp+YOU/GHCRg9hoxshNAJZJefuRNdsImYfSnkTbVRKogsb22jF0TtnVNSUUgSqRMkfxpN5QGGICI7RNfHLnEpOndAlIFV+GkNzaA2tPeF6otZChNDRhH3swieIY3TSGb4YU483rM5ASiqez9KOVrzA58L++exMjbO0o41bzlyFodc6w+VLFzKQzk4ct6A1wbsuPZ+7n97EE7sHCFsm7778An66eTt7xzPkylXO6eshX3XZOHCAsGWxuqeTa1cuQdeaWluTmltcprqFPfnvMVpeT9kfRiGnuONpwsTWWliceBMrWt5VO46AweIDPDf2ac5u/3M6nAvYk/suQ6VfUvIOIAmwtATd4cs4p+Ovp5xTKp/B4gMcKPyMdHUTlSCFQOAY3XQ459EXvZnW0Fo0cdhklCpv5JnUJ9CExXV938EQUz0FFAG7ct9me+ZrrGj5PVYm34UuQlSDMTaMfBTbaGdF8l2Mlp9iqPQQRW8/UnnYepKkvZr++OvoCV8xRfAeerHsyd3DYPEBCt4+FJKw0UN3+HIS9rJT/kI+ZUJXKo/9hZ/Q7px/UkK3xV5Fi72qgS2bTtTsI2r2NbROSzfQNQ1dCK5etpj+thZ2j6WJ2taEwD0SIQStkTCaJhACpFJMnlgXQiBR2KZBRyxCRzTCU3sPEAvZcxK4fjBK2X2airsJX46hlIeuxbCMfhzrfGxzxTHtm+nCNyhVN2AavSQjb8Yy5iGVS7m6gbK7ET8YRqoKmghhGgsJ2+cRMtfQ4IV750QgM2SL36XsPjvjfkNvpyPx4Tm90JUKGMt/lqq3E8c6i0TktWgigVQFStUnqbjP4ssUKA9Ni2EZiwnbF2IZi6dpcEdtc5Cp1ee9gC9TKOWiaVEsYyHhiXt09N+y6A+yOf2fjJTX0RO+ihUt70Rgkq1uZaBwH5VglAXRV9IbvYaoOX1kJ5VLwdvLaHk9qcp62kJn0+lcgC/L5NwdM7pR7cndw5b0FwhUiQ7nQuLWUlCKdHUT+/I/Il3dzNq2P6Y9dG7DzIQFbw+b0/9B3t1LV/hSeiPX4MsCw6V1HCw9QtHbT0hvnSJ/AlVhe+Zr7M59F0uP0xe9CcfoohqMMlJ+glRlI67MNaR9s3FCT4IvywyVHmJf/kf4skincwnLkr+NodX8HbdnvsFQ6UGy1a2MlJ9ge+brAFzR+3lMLQbUhjYHi4+waewzeLJAp3Mx/YnXEtLbACj7o6wf+WvcIEvSXsnatg9i6YmJNiilyLrb2JH9OkVvP1FzIUvit5KwVyCERsHdx978vYTNeYyUHqcSpOgOX8HixBsxtQhQsxevG/4TKv4YMauf1a3vnSJ8A1lhsPQQQ4UHKPkHcYwO+mI30+Vciq5ZuEGOLZkvEDcXM155jry3i5i5mOUtb8egl6rvs2FgENswGC/VV4gRh9s/kM5y77ObGS+WCaQk6YSmvGWXd7WzK5Xm3x9ahy8lK7ra6YlH2bBvEEvXuGrZ3CbVpKpQKP8P44Uv43q7CFQOpVxAIjDRtDC61krMuYnW2O9gaB2zCt9S9Qmype9iGYuJ2JcBASPZT1GuPkEgM3VtKgB0NOFg6O3EnJtpi/0eht4+p/Y2CinLFKuPki//ZMb9pr6Q9viHYE6jKEmh/AAl9wn8YJBo6Go8NcRw9v+j6m454jc1EFoEU++iJfp2kuE3oh3F37PmsibJl+9nLP95PH8fgcpP1AcGmhbG0NqJOdfTFvt9DL2DmYbBh7TckfI6Wu21rGp9DzGzH4CeyJVIPHbnvkPZH6HLuWzW+7w3fy9RcwEXdn2CiNGHrlkoJfFkEf0IV77xyvNsy3wVXxZY0fK7LIy9CqP+jFWDNHtz32Nr5stsy3yFWEc/IaMx/aDsj+LJIud2/DUdzgXoIoQioC92M08c/FOK3gD7Cz+lxV6DEAKlFOnqCzWBq8U4o/UDdIcvRxc2gXIZq/yKF8b/L74soovG++ce4riFbm0Y8Qt2Zu9kQewWHL2NbZmv4sksa9v+GCE05kevo905h40jH6Mv+gq6I1cAYkLYARS8vbgyy9LEbUgVsDN7J7pmsyRxG5owCOltXNT1Sfbkvkuq8jTqCJtU1t3GU8N/QWf4YpYnX06q/CTPjH2Kczs+StRcSKCqDBUfwtZbWRh/DRCwLfM1QLE8+Q6E0NCExYVd/8hQ8WH25X+EVO4RV6tR9g/S7pxPxJzPaPkJtox/gVBHG62htSh8UuUNjJQeZ2HsVfRGX8b2zDd4buxfCQcfpDse5ZYzVxFIyVfWbeQjN1w1pfb5yQR//vKrUKo2caYJgUJhaBq3nn8mmhCs7ulEKRAC9PoD4sua+mvoGmf0dqLN8uDU7OpV0oX/ZjT7KaQqUHvdmQhhIxAoJIEsEMgM4/nPU/W20JX8Gyxj0VG13kDmKLsbSOX/nWLll7V6hYkmbBQKVIBUBVw/z1j+c4CkPf6HaCJ62rwFNC1KzLkeTYsTBGMEchwvGMYPhjiZYEsvGKbkPsVo7nY8fx8CHYSBJkL1a/eRMkNVZhhO/x0Cg2Tk1lk03to9Gs9/mbH8fxDIMUBDCAutLtwUEimLuDLLWH4vFW8r81r/BV3rnPZbSuVT8PYglUtr6EzCRtdEGVNEaA2tZSD/YzLVzSiC+mTidALlsrLl92m1z6R2b2t1TFZ8oNbH9hV+RMUfIRk6g6WJN6Nrh19iugjRF3sFqcpGhkuPk66+QLd+eYO0XUlf9BV0hS/DEOGJNiatlfRGrmZH9k5y7k6k8ibmlQbyPyJQZTrC19EdvhJLjwICnRBd4csYLT9Fzt3dgLbNznELXV8WGCj8mHmR61gcfwMgMPU4z6Q+Sc7bRcJaimN0Y2hRdGETMjpnnSxb1fIHdDoXIfGpBuPk3F14soCtJxFCw9ITmHqi1qknoZRiIP8jwkYPa9s+iCZM2kJnsXH0b9lf+BkrWt4JgBAa/fFXMz96Y92m5XGg8HP6YjfVjfICU8Sw9ZYZvRZ0zWJ58u0T38NGD9nqVqrBZId6RU/4SpYkbkNgYIooT6f+ngWJEi8M+ty14TkCKXntWaunmBWEqJkQQtrMblGmrtfbML1zGnMerSpypR8ynPk7IEATcSKhS0mEX0vIWoPAwgsGKVR+Qa50L66/m0Llf9BzcToTf4mhd80qIAOZIZX7HEqVMPVeEpHXEQ1dg6n3IqlSqT7DeOHLlN2nAZ904WtEQ9cSti+aa+NPGl2LkYzcSjJy68S2cvVp9o7eWn8BnRieP8DBzN8hZQHbXEky8nrC9qUYeidS5ilWHiFd/AZVbxuKKiPZfyQauhbT6J5Wl1I+udK9EwJX19qIhq4jHn4VtrkEgYkfDJEv/5xs6R68YIBi5QEOZj5Gb8unZo6mU0d5qSkF1N7iUgVos5gqWu01RM0FxxSOnsyTq25H4tMTvnyKwIVaP3eMLlrs1aQqGxgpraMrfClizl4jR3s5Cjqdi+qeTYevWQhBpD5irXkmVdCpCd1U5Wl04RC3lmDpsSm1aUInYS/H1KIEs4SjN4LjFrqB8ii4ewkb3ezN3wuAJ3P4skzZHyZhLZ1TPSGji5DeXtM4lY6pxQhUmbksJKvwKXr7SdjLOeTyY+lxwsY8cu52FLK2TUtgHfLDVBoxawmevAc3yBCe4QGYdh6lKPsHyXu7cYMclWCUSjCOVN5EGUOLEDbnoQkTpRS20YpSAWFLcdsFZ87ptzhVeP5uRrKfpCZwY7TG3kFb7A/QtTiHhqam0UvYPp9o6GoGx/8c199CrnwfjnU+LdHbAGuW2n2kymCbq+hOfoywfcmUjm/p/Tj2uRwYez9ldwNSFciX7ydsn3uUOn89UFRRsopjXURv6yexzWWHd+rdWMYSbHMlQ+mP4Po7CGSafPk+WmPvmlqPUrj+XsYLX6sL3CSdif8zTSs2jR5C1loc+yyGMx/D9feQK/2AuHMj8fCrptSpCYOYtQhDhBmrPEPRO0DcWooQ4AY5UpVf4asSnaGLMLTZzSohowNDO3ZEYDUYw1clQMxoH4aatmvrrYAg7+3h+EYZs79ADM2ZUNCmn9OuH6sm5IEioOwfRNecenumU1PArFMqdE9Ix1fIurvHPgrePqpBhkXx1xPWjy3IDqELa9qPVRsOz/GGzGWEKsQRBcWkf8cm525nc/rzDJfWUQlS+LI0zcwh0Ke5xNWu4cUPLR0v/Dd+MAxA2L6AZOTN6FqCma7fsc6jI/5HCBFCqQrp4jfqiWFmvw5NRGiNvpOwff40jbjmE9tLMnLbxLayuxGlprsu/TqiaUk6Ex/GMqYrGUJohKy1RENXT2wrVp+YoZaAYvURKvWJvrjzahKR188oRIQwCduXEQm9DNCBgHThG9OUFCF0WkJr6I5cSab6As+NfZoX0p9lS/qLPDv2KQaLP8fRu1iefOfRrw+TuYgHqbyJe6rPIqSF0BDCRKARqMox65xMbXm82dpoTRsFH70uH6UCBFr9+maocwa51GiOW9PVhEncWkJb6GwWxV8/aY9AmyJ8BEIYKGbTXE/cricwiJgLyFa3cUi4eUGekj9Ye6vXO4sbZHDrpgCFJO/uxNSi0+xSszFa2UDFT7G8/R2EzV6K3gDDpcdPuN2nk0Bm6sljAjQRIWxfjKn3HuUIbcLToOyup+ptoeI+T2SS4DgS21yOY51bD6edCR3bXIImokhVwAsGeSm8jBpBxL6IkLWK2czTmohgGQsRwkapKl6wf1oZpVzypfuBAIFFPHwTAovZng1dixAyV6JpsZrN2N+N5w9gmYumlHP0Dla1vBs3yDBSfpLxynOAwNITdIevpD/26pPyKJp6nfaEN4UvizOWUUoilYtCTky2zwWFOoaQPj4ZIoRZk0lKIjly/uZQW304iqBvBMctdE0tyvzoy9mVvatuG1lM2R+mHIywOP6mCduoQCdsdHOw+AhhowcQtIXOntWGNJlDgRW+LOMFeQJVpuKPoYkQhgghhMaC6M08VfoIm8bvoNO5hNHyk5T9YVa1vGfi7SeVx67c3SB0BLAzeyfzozfg6J31/bVzuEEGX1ao+uN4eheG5iCEjiGcCQduV2bZn7+fvHdqjeyNouptJ5BpADQtUXc1ml0rEEKgaTFCVk3ogqRYfeyoQtcyFs06i36oTiFsNBFGqgJSFmmE0E0PZ3nq58+x5pJl9C7uOmrZSqnKj774AFe89gI657ed9LkPETLP5vDCwdMRQqCJMAILRRUpj7Qh1ybQyu5GAAy9C01LoHA5Wv6dWjpKGwl1YT44TegqFGOVZ8i621iefDtLE79d0zapTR7rwm7YZKZjdNQ9khQ5d1ctfPuIun1VohKMAIq4uYRDv1lNoxR1wTrDRStF0RtsSDsBBBoRs5eid4CqPzZjW6vBOMG0CfXGctxCV6AzL3IturDZk7+X3bm7CRlt9EaunSJQdWGzouVdbEl/iefH7iCkd9DSdQaaMDBEmLDRPUkzFphaDMfoqteh2JX9Nrtzd9f3K54c/gimFmVN2wdpd84hbi3lgs5PsDXzRTaNf4aouYCz2v+MuHW4A4aNXlpCqxnI/5hqkGJe9HoWx2+dGD7sz/+ErZkvT5zjV6lPIITO2rY/oit8Gb2Ra6gEKbak/wtdWMyL3sCyxFsm3GFqL5YeTC06cU4Nk6jZd0qDOeaCHwyh6nYpTYQx9Z5jHiOEjanPm/ju+tuPWl7X29AmXftRaq7/bYwGIaWinK8wPpzFMA1aOuMoBbnxAjKQxNuiWLZJeiRLteyRTxeRQWM1bNOYP4fcEJNNWVOvXSnwgqGJCT0vGGD38I3H2YqAQOWnba0EowyVHkJgsCB2M7becsqGzLpwaA+dzXjlVwwVH2ZJ4s3YR7h2Fr39jFWeQxMWneELJ0aihnDQRYiiv59KMEb0CC24HIwwXv1VQ9vb4VxAzt1Jxt2KKzPYepJD9yhQLpnqZnxZOMro7eQ5fqErBLoIMS96HfOi1x21XNxayoVd07NEtTvn0O6cM6msxrzotcyLXjuxbWnyzSxNvvmo9SfsZVzY9YlZyygkHc4FrG5974z7F8RfyYL4K2c93tLjrGz5XVa2/O4s+xOc1/k3U9oUNnu4tOeOw21QimowTLa6ccY6dBEhbp+B1WAfVilLULc/C3TEHPwOBTqaOOzWF8jsUUpTdzt7cbJ0ZUZzbPzFJtyKx5mXr2Dhqnk8ft/TjAyMsfqipSxZu4Dvfe7ndMxrYWww3fDza1qYkw0XDWTmJFtRc087EoGGLixcmWFX9i5aQ2dORIIJNAwtQsScT8SYf9IarxCCvugrGCo9TN7dzbb0F1kYf82Ev33RH2RP7rtkq1vpiVxJwlo58QIIG72EjW6K/gBb019gWfLthPRWFJKSf5Bt6a8g5zCxfjzMj97IQP4njJbXM5C/j97INZhaDF+VSJU3MlpejyRAP4X9upkd5TSQqz7HptEPzbjPMRayou1vaXUaK3TnPCF5tDqOkWe25p/64mQxiCTCnHftGiIJh2/8w/dYuHo+7T0tqECy+/n9KKnoXzWPS195Lvd89qcNP7/AOOlrnzypaGhdxJyX1yc659gG4WCZ0yfyTC1G0lrFcOlxduXuYlfurknt1rH0BEl7FYtjb6A7ctVJC96otZAzWt/P82O3syv3Hcarm4iY80Ap8t4esu522kJnsizxtrpmWSNs9tAbvYaMu5V9+fsoevsJG70oAnLubgJVYn70RvbVvaROFiEESWsFSxK3sT37dbZmvsRI+UlsvRVP5ih4+4hbi6kEY/iy1JBzzsScha4MhqiWv4+SJRRVLPsqTPsSvOqTeNVfABZm6FpM62yq5e/hey8AGlboBkzrXCrFbyBEjMDfgWYsxHZe86KEhv6mUBv212y4igClysc8RhEg1eHOps9xwvHFIPADpJR41Zr73gvrtqOkIpKIkE+XMEwD3/WRgUTKl+bk3WQBq2tJWqJvn2afPTpiWnBDIKvszf+AgcJ9xK2ltNhrJrlHKTxZYLzyK0ZKj+MFeSLWAuLWyacL7XQu5tyOBAOF+xkuPUKmugmBTsScz7LEW5kfezkxs3/KvIImTPqiN2FqEfbk7iXrbmW8+hy23kp76DwWJd6AlH7DhG7tnDaLE28kpLexr/BDUpUNKBUQsxaxMHYLvZFreGL4w+TdvQ0755HMWeopWcKt/Ixo8g4Cfye+uxFNn0e1dBdO7EPIYB9e9WF0ox/TuhLTugTf34JX+QWmdQ6BvxNdX0go8g4QJhyHq8eJELP6uaDr4xiThsu/SZh6D6JuV1aqXHcdO+Ooxyjl4gcHJ75bemMyrjUcURO69335QUq5Mq95z/WMDWV49N71JDri2CGLFect4on7n2F4YIzcWOHFUsiPiql1U0ui7uHLEcBHYJ2w5nkoNP6F8f9Li30Ga9o+WAtwmHjWal48vizx4IG3UfQHSFdfmBC6Ap2FsVfRE7kKQziYWmxitHOsNgmhkbRXEzUXsSzxNpQIENQEq1633c5Uh6XHmR+9ka7wFfWIUFV3wwxhaBEkHjcu/DGmiEzMk4SMLi7v/RxSSUwtQRDIer6Sw/XPj76czvAlaFhY2uFEVkIILC3Bwvir6I1eO+mcJoYIo2s2l3Z/BoWPrbchpZw4rlGTj8elaup6P5rehVIZAk8jCAYI/O2U8p8ABIaxEiXzVEvfRqksUmbR6jObAIZ1NkJrPS1hoJowZ3WA/k3ANlega0n8YJBAZqn424ioq2edUFFKIWWeirepvkUQti8+fQ0+Dlq7Etz6p6+cmPAWWq0/XfyKsyfMrEII/vBf33bIP36izEuFmrdIBMc6i7K7nkCmqXibsc1VnLhCojhYehRPFmi115Cwls0SOBAiavaRrr5AMMnNSwiBIcITbl1SSgZ2j7Jgccecr2nkQJl9u1Occ+FiQs7cgmBqz+rMaVt1rGmBTJrQCRnt7Ngzwnd++AB+ILn1lvNZuqhzooyhhWd1TxNCILCw9Vr7/EDy6FM7yeX386rrzyRk1OzRmVyJ/3fvBvKFCm97w8V0tsdmrO94Oc7x/dQbqOvzMaxzsJybABNNawXlIuUgdvhNBP5uAn/r4QNOsdNxk8PoWoxo6Gqq3lakKlCuPIkffg3mrAEsioq3mbL7DACmPg/HPvv0Nfg4mE3rELo46veXGkJYxJzr625jkkzxW0TsyzH06blq54oviwgEElnPrTD9masEKQreQD1S7LAb3b7do7hVn5Bj0dIWYWBPip98/2lee9tFtHfEqVY90uNFlFT09bfjuj5jIzlA4EQs2jpi+H5AX38HpmmQy5QYGc6iFIRCJt29SYaHMlQqHuWiS29fK20dxy/IpFRkciUefWonvd1Jzlu7gP4F7eQLFVLpAlIqKhWPFUu7CQLJ0HCWYrlKNGyzYF4rrutz4GCWctXDNnUWzm9DSsVYusgL24cwNI0l/R0k42FuvHo1j63fBdQUk5FUHsPQaWuJMJKqeY50tB1fPpE5S0GhtWCGrgU0NK0DwzoPTevCDr+FwN9D4G9DyhSaMQ/Tvhrp760Z+u3rAYFpX4GmdR7rNAD4MsNI7g6ypR/N+UKaTKclctuEC1jJfZJs8TsE9aTNR1L1NpPK3YFSJagnaNFP06jkNxeDqHM9IbOWurRUfYJU7g68YOCoRwUyR6n6JH4wdsQeQWtoDSBIlZ/kYPGXVPwxAuniyzIl/yDDpcfZNH4HZX+EmNVPi70GqAmUO7/4MLu2H2RkOEu55DKwJ0UuU+LggQxjo3nWP76DrZsOsPn5/Tz24BZ2bTvIz+97loE9KdKpmrve5uf289hDW6hUPXZuO8g931zHnh3DPPbgFvbuGuWH31nPrm3D/CkSiQYAACAASURBVPA7T7Fn58gJ/WpKKXL5CqnxAmPjBfYdGEcGkr37x7j3/mfZtnOY3ftS+H7Azr2jPLRuO7v2prj7vqdJjRcYHM7y/Z8+w9YdB9k3mEYphef5HDiYYffeFN+6dz2p8cK0iWSlFLsHUjy8bjtKKX7y4CYOHDx+D5Q5a7qa3ort1PwIhd6JVg8wMLRlGJNjzwHbme6GZYWuAUAqyZ7iTjQ0FkZmNuAHQZrh7D+TcG4kEb55rk085UhZoervwtS7MPTGOdoDuNXHqVR+RjT6PrR63dXKQxjGYjS95trjeS/gVh9DaEkc53XH9L00jUV0JP6UofSfEcg0Y/kv4vp7iTs3Y5vLEMLED0br6RrvmXDUj9iXEw/fguDF9TX+344QAsvopyX6Tkaz/4QvR8gU76Tq7yQauhzbXFPrZ0rVI/qGqHrbqXrb8IIBels/Pa0fdjgXMD/6cg4Uf17Ldmf21tMU1my5ZX+Ekj9Ii72aVS1/MGm1BDjjnAWkRvK0tsVItkZYtqqXgT0pLrx8GQf2jeNWfS6+cgVO2OL2f/ghN776HLp6klz6spXo9WROy1b2sGXTgdr1AT3zWrjyujP4xU+eI58r4weSQq5Mb18ri5bNTQk7El3X6O9rY/WyHmzb4IqLlmHWs0C1JMNcev4SEnEH1/XZvP0g23YeZEl/B8OjOYZGcvR2JejrbSGbL9Pf11Zzg9U1lvZ3cNO1a9i5N8XoeGGaOUEIweIFHezdP86egTFkoFjSPzfTy2Qa4j5QS2c3t7JSSTJuGr1Ba5GdTrxgP6O5O2iNvpWofllD6zbMNcjSXRNeBkopTOusCf9apRSe+yt0fQGmdS4gpr2JZ9JK485NBDLNaPafCOQImeK3yZd/iiacWh14SFlA1p3sQ9ZZdCQ+iGX0nzYt1w/GSBe/hpR5ApknkDmkzE+Z1Ku4z7Ev9Q50LYmmxdC1GJqIYeq9tETfNu0FJGWJ8cKXCGSaQOaRMkcg8/hyZMJDwwuG2Dday0ehaTF0EavX3UJb7N2nxbtGEzbx8C1IVSCVu51ApilVH6PsPl2LaDvUBhUg8VCyjMIF9BnyLggsLcmatg/SFjqbA8Wfka1uw5P5iTmOuLWUZS1vpTt8RX05m8P3+LqbzmJw/zjPbthDR1ccXddwq7VzWJaOlBLfCygWKkQitag2yzbQdW2iL6pD/9XzkTr1ckKAYeioQHLhFcuJRm3iybmHBM+VkG1iGLW+oGmCZMxh1bIerrtiFTe+7AySiTC2aXDDlavI5Mp89qsPsnJpN7qu4YRqk5iGoU14vEzkEqxfX0siTF9PC/c/+ALnn7WQcMg87uekYb1qtDrMg6M/peDnubjtCjzp8XTmKXSh0xOax8VtV/CToXsJ8PGVx9r4uY069WlBKYUXDFFyf0WLelPD69e0WD2stIbnPU0hfzvR6PswrXNw3XVUyj9E0+IoVcCyr6RY+DxKprHsywg5rwCmJhypdYYQLdG3YOo9pHK3U/V3E8gMAWPUupRWT2SeIBa6hvb4h+q5dE+f/d2Xo4xmP13/po74W0OqYj08+VAHP5QlbR4t0bdwpKVMqiKp3O3IaSGmkz+7M9apiTCtsXfMmmu20WgiTGv0XYTMlYxkP03V24xSVQI1zuFINg3QEcJAI07YPm/GKEMhNEJ6O4vir6c//pq6QqQmfIoFWt3OO9UuXipW+eJnfg5A7/yardV2TErFKl/6zM+55qYz6exJ8t1vPo7n+rzxHVeQGslh2Yd/o5GDWX58z0bGU3l8L6C3r5VQyAQBlm1SyJcRmuCeb65DAOdftoyLr1h+wr+bZRlYpjFx93RdJ2QbE9el6xpnrp7H3gNjfO7rDwGCP3vv9eweSPGVu9ahCcHyJTWBa5oGdv1aHMdC1zUGBtP8991PMJzKs3f/GG95w8XM60rQ2hIhkJLuzviEhn88NKZXKYibCa7quJ6DlUH2lfbQaXfRYXfyso6X80jqF2zOPYepm7yq6w08mX50jhVrBDKH5x8gUHkEOobejqH3HJFcp4aUJbxgiECmUch6+Gt33TY5PaOZL1MTy8uAQggLXSQx9Y56xFHNpOAFgwQyQ77yML5MUfG2TInwMo0eLH1BQzVDyzoX27qI2ky2gW1fQeDtxjCXY1oX4VZ+hiZCWJE3Uy3/BGlfgj7DJFltpjZEPHwzYftCitVHKFbW4cthlHLRRRLbXE4kdEU9ec3Rr8Eylta9GhSm3sexorI0EcGxzyWQaTQRZqaZeU2ECdsX1r8dn0+trs2c+0Fg4ljn1bXC46NmVjnyYRKErNUTp9K1Yy+SaugdhO3zkfWcw0eilEKpPCARwiZkrmRhx5coVp6gWH0YLxjF9/citEQtkkxvx7EuJBK6rP5inHm0KOrZ9SYm0ebQLSPREH/459PNgn/80VdPfF60tIuLr1gx8b1nXsuUc3b1JPnAR2Y2B15z41rWP76D5at7WblmPoP7x8lnTi4A4drLV075vmpZN6uWHX4GhBB0tMV4161TR6VL+zv5+J/dMmXbZecfNnW+842XTHz+yz+6aeKzUorRsQIDg2kW9bXT1hI5oWe+IUJXItlR2MqB8gCgqARlBIKE2VIzIwhwZRVL2GhCYM4prlngywyp/BfIl3+GJ1MoVSVkrqIt+jZizjX1IXINzz9IpvRdsuX78PwDIEDDIWxfSGv0rYStcyYEr0JSrD5KuvhtStUN9VWLPUDDNhbTHvtd4s4NALjBflL5z1P1tlH1d6NUlVT+C1PO3RK9lY7YeznZsNDjQao8gb8P39tRN0McexbY0DtIhF9LIvzaEz5vR+KP6OCP5lzeNpfS1/6Fo5axjAX0d9591DLHi64nWdj5rYbVJ4RBd8vHj+uYqHMNUeeao5QI8LxNKFVCE0mUqqIb87GNLnQuwLLOxnWfIRS6jkrlZ4CPZZ2HYZx8MMOLwfLV89iwbgc7tgyhGxrnXvTrdR1KKQ4cTFOpepy7dgFO6MTyQjdo/KTwpEvRzxMxopPetIfpCc1nf/lxHht7iIw7zuLIstkqm6iz4m1C1xK0xt6BobXi+gcYL36V4dynMfROwlYtj2sgc4wX7yRdvJOYcwPtsXcjhEXF3UKmeBeuv4sFbZ/D0HtqE1L+QUZyn6Hq76Qz9gFMowelAnw5Qrn63JT8A6beTkvkt5CyTLZ8H5nS3bTHfgfHOntSmV5OSuCqKtXKLwj8HVQq92PZl6FUCdd7tpYQRQgsa6o5xrTOw/d2olQRRGMSmigVkHFrSW5a7JUcKDxMu3PmrD6UTRqDkiUCUUVg1gJU/N0oVSEIBgmCIYLgAErlECLKCabAPm3kMyWefmQr6ZEcfcu6WXnOQh783kaqFZcV5yxkUX87zz+5EykVz1c8zr9qJZH4qVuPrJFomsY5axZwzpoFJ1VPQ4Suhs7K+BrmhxeiCx0NHUuzkEhMzeLi1itx9DBJqxWlJEJoOPqxfmiFrrXQGrmNaOgKQEPhoWsRBtN/Sb7yACFzNboI4/q7SRf/H7HQNXTGP4ChdYKAmH0VSpUZK3yZTOn7tMf+AAA/OIgXDBIyV9Ma/W2gZgdSyidwclMyZ+lakoh9IVJVKXvP11ZTMlcRDV3aiJ+uhjAxzBXEE3+PEGGElgACYrEPgzDQ6uGiIedmqEf26Hof4ehbUcqr24Jnf+vONOE2eduh7wpF0T8ICpLWClpDqycyqh1KgzdbPoama9mJoGOaa8E8NDHmIkQYrW66EMLGMJYgRAzHuaW+bS5Z3V4cpJTseuEAmVSBC689Aycawg6ZnHfVSg4OjLFr0wFaOmNsf2Yfr3v3NTy7bgcDO4ZZeW7/i930KSil2JzfynOZTUglWRJdxNktZ/Fo6nGGKyN02G1c3HYRj6XWgYCSX+KMxGqWRuemuTdE6AohcPQwjj59NlIpRcyII4Sg1WpDKkWgAow5eC9Y+jwc68zDtitlEjLPwDIWUa4+jYwW0ZRF2X0ePxjBsc9GE05tJr4uG2xjCUI4FKqPTAhd05iHrrVSrD7BeOGbJMKvrE1kYWLoLZxOM0ENDV3vAH2q+4l2hN1Qm+QeJISOPod0jb4ss2n8v2oBoMojUC5ntr2XrZlvUg3StIfOZH70Zbww/mV8VUKqgJ7wpQyVHmFr5puc3/kXGCLMUOkROp3z0ITNs2O34+jdtUTQCnxV4byO/zPjOnNNZqc2qx8BIkyEzgFw6DkSQGyGbS9NAl+Sz5Ro707QvaDWV4f3j3PPfz0IQqBpgnhrhHmLu+hZ2Mb2Z/dRKZ3a3LUnSskvYWg6L+u8hsfHnuTZzHMMV4a5sft6ns++wPbCDvaU9nJN51X0hecflzfWKZ2eVUqRdrNoQiNp1eKf816BzbmdnJVciWMcfQ0mTYSnTFgIIdC1CIbWjieHUMpDKR/X34vCZXD8LxkSH52xLjkp4Yupd9GV+BDDmX9hOPcpUvnPkwjfTMy5Adtchi4Sp1lzO3XnUih0zSFidKELh9HKRlKVZwHFssQbOVB8mMHio4DgrLY/ZG++tlx5b+QKhkvra1n0hUIqv6blCoUvq1hWDEM4RMwe9hcfOGXt/9/PkctJzaXcSxPd0Igmw+zbNsTQ3hROxGb7MwP0LGxnwbIuNm/cM1HukPGxEdnwTgVCCKJGlKgRQSnJaHWMvcV9/HT4f7A0qy5oDTrtDizt+Gy7JyV09xQP4CsfT3q0261oCIYqo7jSY1m0n3JQ4dHURkK6zVnJFXSF2hmtjpOwYhiajkKxI7+XSuASMRz6wj2Y2qQmzSj4RG37pLR4UnkI4ZBwXoltzrzysKFN1SJjoZcRal9FtvxjitXHyZbuI138DvHwzXTE3oNlzJuxnsYz9zXbTvwMGrpwaitioOEFefLePlKVZ4mYvejCwtTCtUQjM65zdUgLk3j1FRCEqJU1tPCMoaYvJkophrMF9o6mCer+lmf19xCxf70XxHypo2kai1f1kh0rsOGhLcxb1MHysxfwyH3PMD6So29pF119bURiDkIX9PZ3EE28NO25SikOlAd5LrsJUzNZGl1CzsuxJr4aS7Npt9tO+Kk9KaH7aGoDPU4n7VZLLWGKAE/67C0OUg4q9EfmU/RLGJpBoCRKQcbLszW/m/lOF4VqhqfGn2d5rJ+hwgi+Clge65+oX6oKUhXRJ83MS1VByjy61lIzOwgNU+8EFDHnahLOq+Y8qWQa3bRF30Ey/GrK3nNkit8lXfwWmjDpSf7NsStoALVF+06v0GoNnUHO24smDCwtTtzqZ6S8gb35+yj6QyStZQyXniLv7eFgaR3tzlkINA4UH55Ihv1S567HnmVhRwtaPdFNEJzada+a1Ii3RLjqVedM2fb6d79sxrKrzz+eNJanFyEEYT2MIQzOiK+ix+lGQyPv59BVTWG8uO0CbP34ozZPSugGSrIsupD5TjcKxZb8LvYWBxl3s/gq4NyWM5gf7qYr1E5fuGZ/XBjuZaBcizTaU9pPV6iNc1vO4On0JgbLw1OErh+M4vp7cKzaInpKKfxghKq/i7jzCjTh1P0xVyMwKFXXEwu9DF3Ep7V1NoQQGHorMf1KTL2HfOUXFCqPUtPsjkigglEzaRDMuP9EOOysPjNKBeTdTeSqz1Lyd1P1RwhkEak8dM3B1JOEjPlEzRUkQ+dNW4HCEDaLYjejazYCjbjVT9joZnH8NUhVRRchHKOd5clbkSqgQ5yHKaJIPNa2vqe+zHULTqQDV+bQhEV3+CIMLYKGjiYsnGTHrNeglMQNRsm5z1F0d1D2B/CCcQJVQeGjYWNoEWyjB8dYQMxeTdRcgaaFjvB/OT4ypTLvPutCNK3WLvMEnNihvvK1P0LR207J203F34/rj+GpXM2/WylEPX2hqccxtVYco4+wuYiItRxTbzmp6ziVSOVT8vaQc5+h5O2h4u3HVwWkqiKUQNNsTL2VkN5N2FxK3F6LY8yf1T/4dKJUgBuMkne3UPJ2U/b34wVpfJVHqiog0UQIXYRrz4mWJGTMwzH6cIwFhIxedG12LVsg6LQ7OSt5eAHPRdGpqU5XxVceedicOCmhK4TA1GphcHmvyL7SEMvj/QxXxkhV0wgECnClR6AkGoJABUglCZQkYcY5UBrGlS6u9Agd8dao+jsZL95Fp9aJrifxg1FGc5+rJR0OXYUmau5ptrmKuHMd6eK3MfVe2qJvrefsBT8YIVe+n7hzUz3HrKBU3UDV303Uvgy9nv5RKY9C5RGUcjH16S4hAhOrntU+X36QsHXOhJeDqEcKnRg6k5eRrnkHKNwgxXDpPgbz36bqH0RRW+paITkcpSSoRZTpaMJAEw4tziXMj91G3F5bz82qETYPO4wfWgk5ak511o+a86e1LGxMjY0PMXO+CUs/PBKptV8SqCpj5Qc4WPg+ueqzSFWtLYHNoWs4ZMs77MgvhIHAwNLbaA9fQ0/0tYTNxQiMOdvYH3h+J3tG04zmivzrjx6hOxlFILjlgtW0Ro8ednqo7VJ5FLytjJUeYKz8CBV/f301W3/SPVCTroGJawANIfS6qcYhZp1BZ/hGOsI31B9yrWHzBVK5DOW/w67MHdP29cbexKLke6es1XcoOs1XRUYKP2KocDclf/fEMuqHlYnJ90abuDeasIiYy+iJvo7OyI3owjlto7TavQnwZJbhwn2Mln9G0d1W61cEs9wXweH+JSbuixA6ppYgbp9DS+hSWp1LsPS2egRiLVJvbWJNvb7Gc1JCN2HGJrwQHD1EVA/zeOppomaEhBHD1ixarQRPjD1DOaiyItbPz0ce52AlxaOpjVzecR7b83v45r4f0GW3c3XnRRN1a8Ihal9B1dvKzpFXo2vR+hLeBq3RNxOxL4V6OKOhddARfz+BLDGa/yyj+c9j6K31mPsimggRm7SqrRcMM5K7gwPBR9C1BLqIE8gsSlWxjAV0J/6E6VqsIGSuIe5cS6Z0F7nK/RhaEqkqtERupTP+vhP6DYXQObQIXi1KLkuq/AB7s5+ndMyVh2sdUREQKJdAlRgp/pBU6X/ojNzIgvg7CJtL57QCcyOoaR9pxsoPMpD7EkVvF8eOMKs9JAo5kUug7BcYyH2ZA/k76YzcyLzYm2va7xxWse1rTxANWXQno4Rti5BpUHI90sUytmEQmcGhveajnafiHyBVfpCR4n0UvR3He/V1oRWgVG01iyAoMlZ+iLHyQ+zK3E5f/G10Rm7G1jsapi0GqoInp68BV/b24AVZ7PqLUymJL3Okyr9gT+Y/KPv75nRNh/qXUh5SlclW15Otrmcg90UWJt5Dm3MVhhY7hRPPNa+bsjfAwcL3OJC/E3+GxThnb//hHAoTuSoU+DJP2d/PcPEHCHSSoQvpjtxCInQuIaMHQ1inLPeGOMY6WC/K1KIXjDCc/SeSkd/C0NrIlX9M1duBJkKE7YuIO9fiVUL4XkAk7kzccD8YI195iLL7NIHMogkH05hH2DqHsH0RgppW7gfjFCqPUPaewQ9SKHx0EcU2lxN3Xo6pz5uxEykUrreTXPknVLztgMLQ2ok5NxANzZzwWynFaOnnPD/6/hn3x62zWNH+MWLWSkreHgZyX2WocHd9iHRyhI3FLEq+j/bwNeizJHRuDDXvhkxlPQfy32Ss/FBD2n+IkNHH/Nib6Yq+CktrP+YDrpTiw1+/j6tWL+KMvm6e33eQ3aPjdCVi3HrZWVPKukGKTGUDqdIvGCv/Ek8emS6xcQgMWkIXszDxeyRC584Yyn48SOWyP/cNdqQ/OW1fwj6XFW0fI2otQylJ2d/LvuxXGC7+gEAVZ6jt+DFEjO7o6+iLv42Q0dtwrVcpha/ypEo/YyD3NQruVk6tSBJEzGWc0fEpIuaKk32RzHrwS3KRMlPvZH7rP098D5kfmFbmkR8/QXYsz82/cw16PVm1obfREnkdLZHXHbV+Q28lGbmFJLcctdyRCAS2uZQOc2YBeiLUEpiYFN2d7Ez/M6nyAzSqY5X8XWwb/ziV4CDzYm/C0BqT+f5IpPIZKtzN/tzXT0BDPDYVf4DdmTsouFtZlHwfjnnsiKCq52MaOs8PHCRbrvCGi9fy1Qc3TCmjlKLo7mDL2F/hy1zD230kCp/xyiO4cowlyT+h1bnslA3Pq8EwvsyglKLsD7Bj/FOMlR+uh7s3Bl/lGSx8C19mWdL6p3N6IR4PgSqxL/sFBvPfOaUvw8Oo+tJCkZkdpxrES8vXZ454rs+6H/+K5x+vLUb464wmDFw5xq7M7aTKD9HoN7kn0+zLfpGhfGO05yNRymdf9gvsSt9+SgTuIQJV5mDxXraNf3wOZhdoj0fYNDDM07sHeWH/CHtG01T9YEoZIQRhcxHmcazA2wgK7mZ2pP+Jir//lJ2jGoziBRl8WWDb+MdJlR9oqMA9hFRVhkv3sSfzWY7su0optuYOJ2TfX0pRDeYWDKGQ7M3+J/tzXz9NAhdA0OZcVZ+MPnVS95RoukopDmbz9CTn7kUwlzpRIJViaPcIQ3tStPUmCYLg8FupHvUy+W1by+SkpghnUS/zUghdlSpgKH83Y+WHgOCIvYLaiqpLidorsfVuDC0KSFx/nIK3lby7CX+W1SAO4clx9uW/imP20+Zc2TDtSqmAgdzX2Zf7Cr48Wgb92mRGyOglbp2JpXdg6rXMWZ7M4gZj5KvPUfb3HTHJdiSS8fIj7Er/G8ta/wpLn12zev+Nl5ItVUhGHAqVKo9t3curz189rZypt9ITfR27Mrcfs/2aMHCMfiLmEky9FVNLogsHXxVwgzEK7maK3jak8o5yDTWK3jZ2pf+N1R3/ckr6oVIuZX8/6cztpMuPwYyTQhqGFiVmrSJiLsXU29CEjS/zuEGKvPs8RXcnCv+o16OUy1Dhu7Q6l9HuXDsRLi5R/DL1PMtiNZ/39eNbuLxj7f/P3nvHx3WdZ/7fc+v0ht5BgATYOylRvZCimiVZluVu2Yl7Nonj3awdZ9M3P8fJrmOvk/hnJ+vEdRNJ7pZtWbIKKZkSxSr2gkKQ6G16u23/GBAkhBkQIAG19fP5SBzM3Dn33Dv3vOectzzPpDZZ6fYcRjK/ojfxXSxnJiaywu/iVurxqotxKXUoUhBZcuE4JqYdJ2+NkzXPkjROY9mJGZ8vl1JP0LUOScxctHWlmJPRdRyHrGGSzZs4OLhUFbemEM/ksGwbTZHRVYWBaIKHd73Mh27ZjEdTJ1ndrxQvPXmIH331SboOnyM6FEPsl3jXkj+YnJM237aaj/7NuwhVFIy9YztER+I8+X9+zVMPv8Bo/zi+oIfN21dz12/fQl1rFRPcPJh2rvCfY6BKLlRJJ2+lcXDQJS+SuBBBdxwbB2ciFahQOGA5BtJkdHT2gyiW20sst5eLHwSBgkupp9p3N9W++3HJ1RSfeR3y1iiDqcfoTfw7WfPsRDBnOnJmH+fi35h8OK90oDuOxUj6Kc4lvl3S4ApkdKWacvet1PjfhnciE6Foe1hkjDP0JR9hOP0EWbOfYobCoXBej7qIpuBHkMVUX7Vl20hCEPDoBNw6CDh6bpDb1iwh7J2eIiRQqPBsoy/5fbLmhVXZ+XQjl1JHmfs6wu6r8WvLkcX5kt3iV2HYUfoSD9Of/AFZs3fCYBXHSOZpotndhN1XlTzmSnAm9v9j2slpfZCFF5/WTr3/vUTc101M5MWfr6w5wLnEtxhMPUbeGqG48S7kz3dH/4mw62oU4SNmpHi8/yX2jZ2czFZKGCmuLV95yX6bdpye2NdncPlIuJQ6qjy3U+27D7faNCUDqNh1ONhkzV6i2T2MZZ4jkT+MYcew7PTk/QloK/BpV+zLvSTmvNJ95kgnuzvOUubzUBXysWVJE/+x62V8Lg2vrrF+US0vnOrhWO8Qv3z5JFcvbqShfH5YqgIRHxu3rqSxvZYd399NsNzPre+6ZjIBvqa5Epf3QorMSP84X//zR3l553HaN7SwaetKxocT7P7lIU7s7eKTX/4Aje21OI7NyfizxI1BzqUP0uzdTI17KT2p/SCgQm9lsf+6yXYTxhApaxyPHEQSKrZjMJzrxKuEqXS1I8/ptk6ddWXhocKzjcbgh/CqSy75AOhKJY3BD1LuuYXO8S8wknlmgh94OsayuxhKP05D4KGSxm9WPXYc0kY35xLfLrlFloWXcs9NNAU/ik9r41LbNYGEV1vMkshnqPbdS9f4PzCa2VmUD9cmz0DyRwT19RN+0QsDrmNwjPqyIE8f7pisQNt14gzNFeGiKWNCCHSlmgrPNs7Fv4Uqh/EoTYTdW4i4r8Ontpeo0isOTS6jKfgxKjzb6Yp9mdH001gXlaBfDMvJMZD6ESHXxgXJfTWmTYYSHrWZev97qPE9MKvrcqt1LA7/IRWeW+kc/yKx3IGSE0nG6GEk/SuqffcS0nzcVXc1hmNxQ+UqBIKw6sd7idJ/gPHsrhmyKwRh9xZaQp8kqK9itm4AgYxHbcajNlPjfxuGFSWW28doegeJ/FEsO07ItRltnmW4imHOI08Sgraacu5ev4xv7tjL00c6aCoPcd+mFfx8/3HGkhmua28mkcnx9qtXz1tHhRAs3djC0o0tnNjbyYFnj1HbWsW9H9mKok5/YI28yYu/OMi+p45w38e3cf8nbkNzq5iGxe7HD/KVT3+X73z+J3z6nz8Cso1p5/Ep5VS62qjxLGcs10OLfwsRvZEn+r5Aq//ayST3uDnIQOYYHiWM49jokg/DyRLL5wip9biVy/URytT63k5j8MPoyty0l9xKI21lf4oSDdKf+H4J/51Db+I7VHi24VYaLntGt50sg6nHiGb3Fv1cFn4agu+nwf8QqjzXeyHwa8tpL/sLuqJfpi/5CMVWV1mrj77kIwT01RPnuFB55jgOu0/1cN2yQsVTYVdSGrLwUenZjiw0vFo7YddmVKnssu+PEAKv1kJr6FM4js1I+skShsoinj9MzhrEpUwnOZ9fCPzaClrCnyTsumpOZlIalgAAIABJREFUlYVCyAT1DbSG/wsnx/6SRP4YxbboppNmNPMcld7bkYSOV3bhU1ycTvRN9ECwuWzpjIbXcWziuUMYVqzo526lgbbwZ/Fqi2fdf4CTsWE6E6NUuLxsKG9gOCth2utYHLmJvHWOtNE1sTgojuPRIQ6O9XJnw3L86pVpB87Z6Do4GKaN7dgUhPUU8qY1QQ1YMMqyLJF/jcsuk9EUR3adIlwZ5Lp7N6C5C+liqqawcesqWlc1su+pwwx0D1O3uBJJklElN22BGwiptYznz2FjYTvWNPascn0R/on8R2vCHQGFoJg6Q5XLpRBxXUNT6KOXNdsWClUiNAZ+m5w5MOEjno6s2ctg6sc0By8vr9hxHNJmN33Jh4sadoFCrf8BGvwPoUiX79PX5HIagx8ia55jLFtcaWQ0s5NYbj9l7psm/frL6itxHIePbL2KurKCwV9cXUbEXzplTgiBX1+BX1uGENq8bS9daj1NwQ+RyL9M1uwreoxpxUjmTy640XXJtTSHPj5ng3seQkgE9NXUB97PydG/LOFrtSaqw/rwqoUJr8oVwXYcMlaWzmQ/q0MtMxpdy0mRtfpKBv0qvXfgKcGvMhOe7D1Je6iSkFZ4DtyKimXLSELgUZvwqE0zft+v6jw/0MX11S2vvtG1bIf93b2cGRlndWM11y9r4etP7+Z//HQHdZEg17Y349ZU+sfjfOWXu7hj3VKaK8KXbniekU5kGTgzTG1LZYFg46KBpLs16ttqOLjzON1Hz1HVEsa0cwxmTtIvjlHpaqVcb+JE7FksDJaHtk0p5XTJAVxyYBpD0pWUewqh0xL+fVQpcgVtFIIK1b57SeSPkreGix7Xn/weDf4PoMiXw81q05d4uGTbQX09Nb63oUiBKzJehWupo9b/DuL5I0X9xraToS/xCGXuG3ilDFBfNMG3du4nb5jYjsPHb7sat1ba2EhCnfeAtZhYtZe5b6I38e8UW7GbdmqWhQpX0g+NKt/dlLmvvyLuDCFkKj23czb+LZL5I0WPMawxMsaZSaO7KVKQ97Edm5iRwr5EgNGy01h26eBZQFtV8rNiyJgGzw128XTfaQbSCeQ6gV/V+beTu1kaquL2+nZeGj7D0/2nMWyLleFq7mpYzqNdBzmTGqfZF+HeppXUeYME9cKCqic5zqGxfrZUNeORNb5w+Bk+u3brrPs0Z6OryjI3Lm/hrvVLkYRAEoJP3nk9Ds7k3wCff88dhcJI6bXJELAtm1wmj+5WkYrU3bu9OgJIxdPEjH40ycvGsncgC4UXhr/N8uA2Kl2F7YZUIrNuPmvqKzxb8ahXLl8ihEzYdQ0BbRUjmaeKHpO3RhnLPk+ld/uc289Zo/Qnv1/0M1l4KPfcjFdtnZfVohAyfm05QX01o5kdRY8Zy+wouj3/j+cP8onbt+BWC0ZmppXuQkIImWrvPfQlHilaVmo72YkJbH64PIrBpVRR73//FRdjAMiSixrfWzk1VsLoOjFyVv/k34+e3YGNjWlbDOWi3ODM7HIsBIJn2iXP7R65ZIVbahezZ/gs725dR70vhIRgU0UjaTOPA6TMPB5F4/1LNvJI10F2DnbSm47xkfYt7Bjo4MBoLzfUXFhdV7v9PJ/vYjiTZDibZGmwqnQHimDOuUNhn5uKgBdVlpElaYIwRprytxACVZZRZGnSCL/akFUZj89FJpnDMqf/iKlYBgfwR3z4lQokIXMi9hSHoj9jVfhOhJCQhYIslAkmsIW7DoFcqBqbUIW4UmhymIh7C0oJlQHbMRjNPFNSBWImDKZ+XDLfd75T0gBcSi1+bRWC4is0G3OKK2UsmaZvPI7PpSEorLDOpxu+VvBpyyYVOF4JBwPDjl+QMHcckvk8/cnZlrpeGtW++9GV8ksfOCsIQq5NlDJ+lp0mb41NXs9iXx0+xUNEC/D2hhsp02d2OUnCNYUv4pVIlFhhl+ytEMiiwN8rS1Lh9cTi8PyiSRaCOm8Aj6yC4zCUSXI8OsS/d+5nPJ+h2jO1z5qsUO0JMJ5L88JQD1vrLiU9NhVzWukKIdjUOp0Y5dVGwbCDmS+djuMNuKlbUs2RXadIxlJEqi8Qk2eSWXpO9KFqCotW1KPJHpYFb321uj8NulI7sTqcvwh2yHU1ivwNTDNZ5FObRP44ph1DnYP+me3kGU7/kuIWTMKrtuBWmy+zx8UhRCHqrEiBEknyDmOZX1PnfxcAx84NcXY0SsDj4vGDJwl5XIDg9rVthJTXhrtVEjputRkjd6Do5+eZ6wQSDtAxPsqevj5+e92GeTi3iypvcYXey4VHaUSRfBP54a+EPZGmZiBQGcpFyZg5HBwOjncQ0fz41dK7joJIQYipShoXMJj6GdW++y7pgy0Fx3EYzaU5Hh0ibeap8wawJ9M/C2gLVjCQTrA6UotX0Qhrbg6N9TOQTnBwtA8JibVldfz4zGECmj5nH+/rsgz4UvAGPbg8Oj3H+khGU5N5uRfDF/Sw+rqlvPTLQzz53V/z7k+/BZdHx8ybPP/TfXQePsvm7WuoqC8ErYaHExx4uYdczsC2HW66cSlnekYZGoqTy5k0N5VTVRlgz74ukqkcmzYsoqLCz7M7TpDJ5GltqWTZ0lqe3XmcZDJHRYWfdWsacbsvvaXzqq3zXhXlURfhUupKpnSZdoy00UlQXl/082JIG11kjFIpYi5C+oYFIddxK/WoJY0uJPMnsewssuRiRUMVrdXTA5HFiG5eTcwUHHWcAkvWr7p76E8kSBl5FEnmwEA/x0aGMG2Hu5e0E3bPfdLwayvmPUgnhIomV5QwuoUqNdsxkITKicRZPrH4HiQhePTsTjJWfmajKzQ8ajOy8BTliMiYZ+gY/x+0hD+Jdw4BtbsalxGeCKLJQrAyUo3tOHgUjeWhagzbQpNlbq5dTL03REBzEctn0WUFWZLQJJm3L1pDmcuDIgmCmovBTIJ7mlbMug/n8YY0upUNZSxe28zj39zBX7zrf9G8ogHLsGheWc/2916HN+BBVmQ2bVvFiT2dPPHd5zi2+zQNbbWMD8c4ua+bmuZy3vvpeyZ9zolklpOnBrhj+yq6z4yw64XTpFJ53G6VtWsacblUTpzoR1Fkli2t5eePH+Jtb93IwZd7ePCBq4hEvEiS4FdPH+NDH7yBUMiDps8uaOFW6icS1OcPklDxa8uJZl+imI/MstOkzTMEmb3RjeUOlswBFhPpVgsBRQohzZBTajlJ8tYQbqmRUJECiNcDZs7kcOhPxtk/0M89bUvZ199HdzTK4aFBllVUYNkO3z50gN/dvGXO5w3pG2bka75czMTjUWDzKjxzipB4amg/mqQQN1LIl3Q9CUKujWhyhIxZjJjHYST9FHlrmIbABylz3zgr9rlVkQt6gmHdw7VVxQnUl4YK/tlloal+2ojuoT1UyFgazCT4lxMvENE9NPrmniTwhuReUFSZ9/3RvTzwe7eTiKZ54Wf7Ob6nEzNnTrn5/rCX3/rzB/jgnz2AZTvs/uVBBrpHuO091/KZr3+M6kUVUzYwwaCHqqogzU3l9PVHEQLq6yLUVAdxu1ROnR7g6WeP84tfHkJRJHxenQ3rm/neD16io3MIgPvv28D3friHPXu7Z61WoCvVSGL67J/PGTi2QzadwzItTMMknzXIZfJk03ks08LIm9h2wW/5SpE/n9ZecsBZTrZkGlMxODikjFPYTvHa+UKJ7MK4nmTJg1TCpwuFlWLOGlqQc88XZq6YguFUmpDLRUMgSGskQjSbRRKCxmCIlZVVHB8Zuazz+vWVzBR8siwbcyLlE8C2HXI5Y3LH5zgOdhF+k1dWAk5F4XkUwPuat4EDSSPL9pqNhLRLLy4C2ioCrnWUMk8OJrHcAY6O/FcODf0nxrO7CpVljnVZcYq5osLl46Elm3iobRNuWZ1zHOaSK928bTKaTZG1DNyKRpXLj2FbDOeS5C0TVZKp9QSJGzni+QyW4+CSFarcAQzbYiSXRAA5y6TeW2DRH8klyZh5XLJKlduP7TgMZ5NkLQNFkql1F7baQ9nE5Hs17kIK0lAmQcYycOsq7/rMPbzvs/eV7LsQApdXZ/v7rmf7+66ffm2mSdfgGO11hRlsdDRBf3+UnrOj1NeGSabzkzwNiiLT2lpFVVWIVSvqcHs0JEmwtL0Wn89F95kRWhZVUFsT4u471nLkWC9DQ3Hq62aeCSU0FClYdFv+8P96nDvedx1f+tS3ue1d12CZFmNDcaIjCWKjSW68bwMDPaOsubadQNjL1/7sET71pYcmv+9Wmij14J6Pmp+XVr8UHMciY/TMQJoiyJmD5Eqkkl0JTDs+I1mPg1Uymf6Nggqvh1g2S08sxplolLDbhYPDmWgUy7FZVj63YpkCJNxKAzMZ3e7uEZKpHMuX1aKqMsPDcR55ZDeRiI/t21fh97voOTvG4tbKkm3MhBdGj3E62Yvl2HSl+nlf87ZLBtOEkGkOfJx49sAM6XQOtpNlLLuTsexOgvpGanz3E9TXoSuVE0xhCxP8loRAly/fSTDjN23H4VR8iKf7T+KSVQYyMT6x9EZGcyn+vXMP5S4v5bqPtzSuZsfAKfaO9tDoi3A2NcbvLruZWD7DN06/wJJAJRkrzzsWbWQsl+LHZ1/GI2sMZRM8tPhqFCHxtZM7Kdd9lLt83NOwmpSZ56sndlLh8lGm+3hLwyqGc0ke7t5LWPOQMHLc17iGRb7ZVQ6Zls2Brj4My6I65Cfi87C34xzPHe/mgS2rsLImsixx6Mg5FEXmpuuXcqpjkHCoMKOrqsyy9hr27u/mpb1dNDSU0dRYxosvdSJJgmXtNSiKzO49XQghaKiPUFlxaSpFSXKjlFg1uH0u+ruHaWir5vi+bpasaWTlVYsxDJOjuzsZG4jh9bsZH4rRcegs198zNfDikqsnyEeKte5g2slJyZ5L3j87VtKHB5C3htkz8PZLtrMgcBxs5p9BbfppHGwnh2knsJwUlp3FJjdB8G1cpGBgTvs3Y3TP2HaNz8/aqhr29vfi13SubWgioOscHR7CtG3evWrNjN8vBkXyIUveSQKakZEEfX1RxqNpKir8tLZUkkrnCAZcSJIgnshw6PA5MlmDzVe1IEmC3bs72f1SJ3fftZa6ujBe7+yDRg6wb/wUH229G21CcNYzizJgAK/WQkv4Dzg99nly1sAlj4/l9hDP7cejthBxX0dQX49Pa8Ol1L3udP1mNLqGbXFwrJezqXFWhmvpT8fpSY5R4fLT4A0XSoKDVUgTM2lboJJ3t2zic4cepzMxQpnuJaC6uLWmnRpPEMux2Tl4mlOxITZXNDOcTdCdGGV5qIZGbxmyELT4K1AlGU2SafIV3lvkL0eVZA6P91HrDvKe1qt4uGsPh8f7aPZFLpkve97oGJbFSDxFz3CULe1NjCfThe2VVWAeqij3s33bKjwTwa/1a6dGSCMRH9tunUrY8bb7phq6t94z1Ud6qe2OJPSS/sr6lkp+/bODrL95Oc/9eB+xkQRD58ZoXlZHKp4mVO6nrqWSoXNjnHr5DO/85B1Tvq/KEWbcWjoZbCeDzGyMbrykP/e1hoMzqdYwr+06NnlrhLTRUdAQM3vJ26MYdhzLTmHZ6ULQiPyE4T1vaM0LBtcxsTGZziA3Hbe2TA8Mra6qLnLk7FAoUCkMccuyOXykl3g8w+nTQ7QsqqBlUQVdXcOoikxNTQjHAcu0sS2n8K/tEI2mscypLojZ4GTiHHETLMdi79hJAhPBs9WhVjzK7Ax3hec2HMemJ/6/SeaPXvJ4B4uUcYqUcYoB6Yf4tKX49ZVEXFcT0NdOpO299syCMxpdSQi8ikajN8zm8mY2lTVR6wnhUTTubFjJUCbBP598js9tuA/LsclaRiHZ2Mjhlguzi1tRcSsFIyYAr6JR5Q5MtlflDhDQXNzTsJrBbJxvd7xIq7+ckObmnsbVDGXifLdzD4t8ZXgUjXPpgjRJ0sxPlPTN5iY6pHN5DvcMYlkW6ZyBKkssqa1gPJVhdXMN2axBTUUQXXt1Y4uSUJEoHllvWlrLo//0BPd/7FYOhj34Ql4GD5/lxL4uTKMwiBvbajj8wmmqGspwvSJTQhI6Eho2xY1lwVDMjt+0sCqe3bGvBebTl2fZGUYzOxnNPE0yfxLDjhZWt3ZqRtaw1xtk4Z706UuShCxJ9PdFsW2bjRubcbs1GuojjI8XKsCCATft7TUMDsVpby8EnlpaKonF0ixfXjenc+esPGnTYW1oMZZjkzILO5G56I5JQqHSux232sC5+DcZTj8564nfsMcZz+4imt3LUPJneLVWKjzbqfLeucAqKpfGjBZGERIbyproSIzw1RM7EQL+at09nIwPFv4GGr2RCdE3wb6xHo681E+V28/iQAX96RiKkCbNokCwOlzHkfF+vnpiJ+Dwx2vuYDAd528OP44kJGrcATRJYTib5K8P/hxJkqh2BXDJCuvLGtg/dpZPvvgw9d4w9zasnvW89dLpc/h0jZVNVew6UfATKbJENm9hWha6ruByLYyywsyQoEREt7Ihwp998+N4/G7e81/uQpZlttyxGscBIShU2glIxtLcdP8mRJHqP0nSSi6yLogRXhoFYcbZHftGw3kxUNOOM5h6jLOJb5A3hydFD9+oOC+0CExSmK5YUceqVQ14vTq27WBZDrZtY1lO0YlLUSRyOQPTtJDl2RcJLQ82IUl+9o2fYkO4UDxwOtE75ypOSagEtFW0l/0l5Z5b6Rr/MhnzzKx/F4c8WauXbKaP8exueuL/WtCq89wxSWn5avNqz2h0hRDUeYL8wfJbpry/LFjNFzdf8N+Zjo0myWytWcZ9jRd8T82+Mj7cdt2U9sKah08svWHqiTT40uYHp7zlVTS+dNXU9wA+tXxqEcNsb9jSugqePdzJeCqNR9dQZInmyjBjyTTf3XGA7evaqAq9+ka3UBdT3OhKkoQvWJiVXZ7ClkzVL/xk0ZEETz3yIhW1Icqqi+f5zkTheN4HORsUtsuvLYnRQsBxHCwnzXj2BbqjX5moeHqTXOdFk3k2a5BO5ThxcoADB3vwuDW2blvBrhdOkc0YWJbN1q0rUFWZUPBC2l1DQ4TxaJof/GAvN960lMoiOfFFT40gZWbYNXKUJb7CKnnv+EnK9OCs/bqTbQkJWXio9NxBuftm+pKPMpD8ARmzB9NOMrtyw0LgLW2c5sTon9OXeJim4IcJua5ClUKvquG95F56Np2RHEGNO4jhWJc8fqEvznEcRgZiHNt3hsq6MItX1qEoMnVlQf7y3bdNO/5P3zF7ooqFw+VtjUPlfu7/+Mz9n3lFcJ6EfRZwJv9XFIoUxK1cWrtsISBLHlT58kiVDDtKb+K7E7Iw01V1ZzyvcCMJD7LkQhIaArVAdo9SkJO/6HUid+RVlJ2ZjlQqh2laXLNlMS6Xys7nTtLUWM7v/e7UMVFXF6buoowbt1vjP3/qjlc2d0lkrBy7x3o4mxriicG9E+XYTAbU5gqBAFG45/X+91LpuZ2RzK8YTe8kaRyfSH+c7WRpk8gf5ujIZ6j03E6d/50E9FULwmlcDPPiwJQliXVlDfPR1Lzg+MEePvf73+aWe9fzn/7yfpR5Uq5YCBRETRZuZTWTH7Yg/z67e1MwIKWP9WvLWBL57Jz7Nz+Q0OW5pzSZVpzu6D/Qm3wYZxb+ak2uxKu24lYa0JVqNDmCIgLIkhdZck/40FWE0Aq+eqEhhIqEypGRP2SsBGnPq4Fg0ENbWw0jIwlyOZN73rJuQc/nVdzcWFnY9W6ItCEQeBUXunTlmQQF4vkK6vzvpMJzG/HcIWK5fUSzL5HMH7uExM8F2E6GgdQPSOaP0hD4IJW+OyYzeSzb5sDAANU+HzV+P090nOa6pmaeO9NN1jRZFA4T1F0MJBNsrK2jKzqOadssnUVq3xuyIu3NBMcxFyTyDgUylZmMiYQyY9HBlGOFNqOBFsj4FqgibSHgOCY98a/Tl3x0xnskkAnoa6jy3olfW4Eql6FKoUIkXMiz8lEWCgVe26GmqjJtbdW0tV1+NsRcoUsqN1Suxi0XXGOnEr3Uuctnnb0wG2hyhDL3DYRdV5H13Usqf5rRzA5G0k/OeueSNE7QGf0SDgbVvvsnc+ZzlsnuvnNsrqunKzqOT9PoGB9jS30D+/v7Cbp0BhJJ1tfU0h2NkjPN3xjdNwJsJ4+1ACq9AOakEF9xSMI1Y3ntxZAl74zUgHl7dNaFFsWQMcc4Hn0YgLbgW/Gqc6PLuxiO49CffhHDTtPkv6Xo52PZXQwkfzxjNFyTK2kKfphKz+2ocgjB3KuP/l/FeD5BRPcylL3Ag/zi6DG212wsanTPiyAAc2YmLDCJufBKLXiUJiLua2gOfpTB1GP0J79HxjzLpVx4Oaufs/Fv4lEXEdQ3IglBfSBA1/g4+/r62FxXz5GhIZZEyllTXcOevj5i2Qvj1p5D9sxvjO5rDNvJYNsZFoJPNWcOXkhSLgJZciOL2XEVqFJoRpXUvDWG7WRn3d7FsB2DlNmP7RisjDyEKnnJWlEkZBwcFMmN7RhYEytSVfJg2XnsiVxYTfIjhIxpp7EdE0lomE6WrDVO1hxHljQU4Z6knLSdDIPJn5K1SpdBu+RaFkf+iArPVuYnwv0acku+Bng51smmshB/f+JR2gMFX39nso9bqtYWPd60bX7WeRK/qnFL89yVIc5DCBlF+JCFl6bgR6jzv5PB1E/pSzxM2jwz4ySbMk7Rl3gUj9qKKocp93ip8fk5ODjA2uoaWsMRjo4M05eII0sSFV4vh4cGGU6n6I3HqfQWp+98Jd6URveNtBaxnCymE7+iVWIpZM2+aeoW5yFQUaXwrH26ihSYYEIrTrnnOCYZs+eyXAxpc4RzqecZz5+mP/0iNZ6reHHo89R4NiGQqXCtZjC7j7yVwHLyRPQ2orlOLCeH4aSpdK0hrC+mO/FkQQBRX4LtmAxlDpA2h9DlAK2Bt6DLhch7Mn+CRP5o0esAkISbptCHqfROD7xeLmbjM34z4caKNSiShztrruKmqrVoksLu0WP4ZqDXNG2b3mSCl4cGqPMHCOkujo8OoysKspCo9fvpTyZI5vN4VBVFkgi73HRGx2jwhzBsC5+m4VXPSy4JVDlEfeC9lHu20pd8lKHkT0mbXSX7MJJ5mhrjfkLSJtyKgirLlHk8hN1uqv1+To+P8qPjx1lVWcXGujrOxWM8dvIkuixT6Z0dadW8G918zqDjaB/dJwdIxtLIskR5TYhl65oov4jT9jxs22bvjhOMDMTYdNMy/CEPJw72cObkANlMHpdbo7qxjDVXt05j7YqPpzi0u5PB3nEc26G8OsjKzS3ISmkeH9t2GOod5+Shs4wMRDENm2DES+vyOpqWVKEWKY44uq+b4/vPsPHGpdQ0ltF9coCOI73EY2k0TaGiJsSKjYsIlV0OU5hDzhzGcrIly4EvFymjg1IRXVm40JWaop8VgyQUPGozIqMWV+h18iTzJy7L6PrUGhb5tyMQNPu3AWDYKZp929BkP9F8F9FcJxWuleTtJGPZE2iyjwbPDSiSm8Nj30AWOn61jkWB28GBs6lnKHMtZ3Hgbo7HHsawU+hyAMexSRtdJSkvAYL6Oqp998/5OmaCYb+xuSEuF6qksGvkKIooEIgrM1B/5i2LnngU23E4ONTPPUuW8aU9u7ivbTkh3YUsBN8/cZRFoTDRbJaeeJS3ti3nq/tfYmtTK6Zjc31DM151uhvMpVSzKPg7hPT1dEX/kVhuT9E+mHaM0fQO/NpajgyN0TE+yqrKKrxqwbX0/jVTA5Af2bBpzvdkXo3u+EiCx76zi18/cZjB3nGy6TySJAiEPDQsruIdH7uFtdcsnmJ4bcth15NHObS7g0DYS9fxfnb+/CCDveMYeQtVk1mxoZm2VfVTjG5v1zDf+fITHNrdSXQ0ieM4BEJeWlfUsWVrcY5L07A4uOs0P/i3nXQd6yMeTWNbNm6fi5qGCLe9fTPb375pmnE//FIXD3/1KVRN4fiBHh777i56u4bJpHMoikzTkmo+8ef3XabRLYhFWnYSZZ4rZZL5IyV9upLkxq3MrcrIpy1FEtrkNv9i2E6WWO4A1b57Lquv0/qHgjpBdykhI5BwK+UEpCbAYSx7EkmoyELDdgrscgUi8PPrVwldCiCEPOFhmWDRcgrJ8jNFuGt8b0Vi/oI9DtacGN3eTNBllSOxbsbzSfyKh/ZAA54S91aTZdZUVnNDwyI+/8IO7mixkCWJW5ta0BWFXb09HBsZwqtqxHJZLNuhY3yM9dW1HBweoCkYotw9swBp2HUVhODk2H8nbXQUPW48+wJNzicIulxsrqunOTS/ebzzZnQz6RyPP7yb7399B2VVAT723+6hdUU9mVSW535xiCe+9xJf+uNH+eMvv4/FK+umXUQyluGH/7aT2FiKLdtWsHJjge+y63g/iqagXmQI08ksD3/1aXb+/GUaWiv52J/cS21TOQPnRvnB13fy3X94Ylr/HMfhzKkBvvb//YSRgRjb3raBLVtX4PbqHNjVwWPf+TXf+MLPCZX5uO72VdP6Z+Ytdv78ZZLxDG2rG3jwozfj8eqc6x4mMZ6+bIMLkDa6Me04mlMxbz+uYY2TMjoptYVWJN+cNdmCrg3IkhvLmq5G4WCSzB8jZw6iK5cbBBMXvbrw2qfWEtaX0Jt6HllolLtWTDleCJmg2szp7E/YPfQFIq52tIv4icVF/y+wq81MkxjSN15m/4sjY5zBdIopeLy54QA/7X2BKneY6ypW0OKtJaCW9ntatk3GcUgZedyKMqFwLaErBTMV0FxUeLzcu6Sgz3gmHuNHp47y1rbldI6PIYuCbNhMKMjJr6fSs43uWPHxkTa7EMKhObQwgrrzYnQdx+FcxzC/+I8XCYa9fPrv30PL0prJstSla5pwe3Qe/edn+OYXf8GffuUD07bx0dEkulvlk597kJWbFiFLBRfB+usL29WiHCPEAAAgAElEQVSLBS6P7Onm5Rc60F0qf/JPD1FVH0EIaG6rZsWGRfzefV+a1kcjb/Kjbz5H35kR3vHxW3jbb9+Iy1PYhrSuqMfl0fjW3z/ON7/wC66+dfm0/uVzJt0nB3jv79/G7Q9uRlEVhIA1WxYXpOevQIAzbXaSs4YuS1q6FKK5/TOmzGhyxQTt3+zhkuvwacsYyxSnb8yYZ4lm91DpvXPOk0dAbWRV5IOTf99Y+zeTryWh0Bq4i/MDRCAmwo6FZ+Tqyk8jkFkT+fDEMdLEMQ4CiZWRD0we62Bh2pmS/VCkQt7t/MFhLLsTZln592aCAP5w2YMMZaPsGH6Zh3ue5b8ueye17iIqGqKw0n2pv5fdfWe5d8lyXIqCX7uwKl5WXkFbpJwv732BcreHGxsXkTVN6v1B6v1BKmZY5V4MSej4tKVoUoR8kYIVy05hO1kcZ2HoIefF6FqWzemj5xjsHefeD1xHTWNkigKvrAjueOdV/OTbz9NzeoiOo30sXTu9eunqrStoW1U/pZhBfkVYzLEdek4NMDIY44Y711BZG7pg8AT4Qx6u3b6K7399aiJ6Np3nhSeOUNtUzpoti3FfRFEny4JVm1sorw5ytnOIzmN9tK+Z3r/mtmqu3b5qivtByFf+o9hOjtHMDoL6+lnRLF66vTzj2V0lOWYFKhHXtXOuwBFCUOO7n7HM8xQjdMhbI4xmniHs3oImz01KXggxpfjilXR80iv6Kqa8Vqb8+8pjphZ1OMyUSXA+Q2O+BptppxhOP/mG5nC4Evzg3PPokkKbv57bqzdTqRfX5FMlmfvalnNf2/Ip7//1jdsmX0tC8IHVU1n81lcXpIg+seGqWfepkGLmKaRLlsiotBcodx7my+iaNmc7C6uf2qZyXO7pPpuKmhChMj+JaIr+ntFpRldRZarrI1OMYTEYeZPoWBLTsGhqqy46OBoWT61OchyHob4oiVgGj9/NS88cp+NI75RjkrEMyUQGHOjvGZ1mdIUkiFQGiMyCI/dyMJz6JXX+d+EWjVc84FP5U8Sye0sSjsuSi3LPTZfVdpn7erxqCynjVJFPHUYzzxPO7KTKe+frjscUCgZ4pomtkNtszUs2iePYjKR/RSpf7F69erBsg3OZE+SsNIqkkbGS1Hvacct+BjIdJM0oXiVIg2fZtMntSiCE4Ldabp+39uYTppPGsktIT6FeVurjbDFv7oV8tjDAdV1FKrH6c3s0YmNJ8rnpxkCWJVRNueSDblk2Rr6wanC5taL5YcUMdzpZuMGD58Z45GtPl6wkkhWJfG46fZ8QAt21cMnxWauXc4nvsCT8R1fUTmFl9auJzIXiCOobprgy9rzYwaLWSlRV5rEf7idc5uX6m5cVJayWhYfGwAc5NvonFFvtGvYoZ+P/ilddVJBOf50VEwihT6jNFoftZMgY3aj6lfvzUkYHfcnvYdjxK27rSmA6Bp3J/UhCxbRzaJKbjJWgxtXKmdQRatytHI09j1cJUaZNj7e82WA7+YKfvURGiUupQYiFG+vzYnQlIfD6C6uHdCqHZdoo6tQZ03Ec4tFCCpnbU2Q1O8vrkxUJbYJpK53KFt0pvlIrDMAXKMxc7WsbeffvbCVSWZwtSYjCqvy1wEDy+wT11VR67rqsH9xxbOK5A/QnvzdDErigPvDeKVvuJ35+iN/++C2cPtnL0FCMaCzN4rZqFhctGRVE3DcQcV3NWPb5omdI5o9zfPRPWVH+d3jUxQVawXnKnp7U8nKy5KzBOSsDFFLlqgGZUpyXQ+lfENAvn5vAcRzy1ghn4/9GLLuf1wNrmSq5KNPqSJrjRPRaziQPAdCR2k/cHCFmjBA3RinT5pbRMp84TxovhIo6MTEuhOHLmL2MZJ4pyY0c0FcvaNn2vLSsqDKtywozZPeJftLJLP6QZ/KGOY5Dz+lBEtEUwYiP+pbL0XsqQNUUIpUBNF3h1OFzWLY9xX8M0HlsanqOEIKq+gjhCj+5TB5vwEXr8tqiP+irIWxXCqad4PTY3yLQKPfcPMFQNbuHznEskvkTnBj9ixnlTcrcNxYUYi9qN583AYd9L3Wx7Y7V7Hmxk1y2uGtCCIEml9EQ/CBJ4yT5oppoDsn8MQ4MfoglkT+izH3TBHfDHFjNplybM6nIYNhRhlI/ZyD1Y9xKHUvL/hpJnsMkKQRupQ5drih5n/qT36fW9yAetXXOg95xbHLWEKfHP89w6vHXjS9XIJCEjHSeL0IIQmoVrd51rI/chuM4uBTfa1pZ5GAxmHqM3sR3qfLeRbXvPnS5qrDqRJ4Xd49hj3Mm+hXiuQMljhKUuW8oqlk4X5ifla4s0bKslqVrG3nxqaNcdcsy1mxZgturY9s2sbEk3/uXHeTzJsvWN9N8BaQbQghaltVSVR9hz7MnOLrvDO2rG9B1FSNv0tczyq9/eXja9zRdYdvbNvKjbzzHsz89SKjMR6QygKLIWJZNPmeSSmTAhurGuQWB5hM5a5CTo39B2uii0nsbulyNJFwlHzjbMTGsMaK53Zwa+5sSRrAAVYrQGPitaeW8DY1lPP7YQZLJHK1Lqtn7Yue0iexiCCER0jdQ538XPbH/jeUUk8qGnDXA0ZFPU+6+iRr/A3iURShSAEXyTMrIvBKOY+NgYNlZLCeL7aTJWcPEcweJZncTze6ZzLHV5HLmWl4rEHjVVjxqa0mja9oJjo18lvayv8CrtSCJS+fs2o6BYY2RMI7TMfZ303zeAvk1M8BCSHiVMC7Zi+1Y6JKHoFpOnWcJY/l+nhn6Ljhwa/X7kSXlNTe8GbOH7thXOBP/Z8L61ZR5biKgr0aTylAkf0Edepa7m/O6doYdJWWcpjv6j8Ry+0oe79OWE9DXLSjN47yZ86r6MG9537V88+8f5yt/9WNuvHMNtc3l5LIGh1/qZN9zJ1m6upF3fOzmGQf0bNC2qp5rtq3gR998ni9+5mFuvW8DkaoAsdEku58+RlNbNSMDU/01iiqz/cHN9Jwe4qkf7qXn9ADL1jbhDbjJpHKMjyToPNZPbVMZf/g/33VF/Zs9BLpcBQhyVv/ku3l7hM7olxjJPEmZ63q8WjuaXIYi+RBCo0DInMOwxkkbZxjLPs9Y5rkZ68ol4aLW/yB+ffkkB8F53PvARl56oYNbbluJbdusXNNIVQlS9POQJQ+1vreTMwfoT/6waJUaFNwAQ+lfMJrZUdCs0lbgUZtQpBCycE0UL9jYGBPyQVny1hhZa4Cc2U/WPEfGPDujGvBc4VJqCbs2E8/tL1kkEc8f4tjoH1HjeysBbTW6Uj3BP6FNXFd+cjDnzAFSRhdjmR2MZX897XeQhY9KzzYGUj95TeR+NMnF2vBU8v86TxsAm8vuetX7M1s4jslY9jnGss+hSAG86mK8ahsetRldqSpM4MKHJLmQhIpAmpi0zUkBUcOOkja6iWcPMJ7bPeMYkYWfGt9bryDPfHaYN6OragpXb12O7lZ5+sf7eean+4mNpSazEm5/8Cq23r+RhsuUcr4YLo/OW953LW6fix2PHeTRf3kWx7apbizj2ttWct0dazjy0tT6aiEE1fURfusP72THzw6yd+cJfvqdXWTSOXSXSjDio3FJFZtvWXbF/ZstJKFT6b0Lt1JPd/QfydsXJ+1bxHMvE8+9jCL50eRKFOEvyO8Atp0lb4+SM4dLGrzzEChEXNdR47sfWZpexDHYH2PL9W0EAm6EEKzb2Dyr/utKJU3BjwKCvuQjzOS7tJw0sdy+yVWGJHQk4UZCmRgkE0YXg4UmhxFCpsp7JyOZp4nnDpY4n00yf4yO8U7cShMupRZNiiAkDYHAdnJYThbDGiNr9pGzBotODLJw0xj8ILW+B4jlDpI2Oxf02t6sMO34lOdHFh4UKTSheHx+5SvBhNG1nBymHcOwoiV3YhdDoFLuuZkKz1bkWexsrgTz6rhwe3SuumU57asbGB8pZClIksDtdVFeHcDjm75NlhWJBz58I1vv30B1/ey39WVVQe596Dq2bF1BOpHFATw+ncraMKqu8LlvfQRfwIPmurANkSSJ+pYK7v+tG7jpLetIxjNYhoWkSOi6ii/oLlpZdvM961ixsfmKqs6KQZH8hF2bCLk2Y9pJumP/UHTgmnZiRvnzmSHwaytYFPod3EpD0ayNY0d7+fa/7mT1ukZuuHkZNXURZus+c6v1tIR/H1UOcTb+r7MWr7Sd3LyuXucKl1JPS+j3ODz0SUyndHaB7eRIGSdJGSfnfA5ZeGgIfIB6/3uRhEbQtZZ08jdGdz5gOWksK01uXjw2EmH31SwKfQJdXni+4Xn3FsuyRFlVkLKqmben5yGEoLapnNqm8jmfy+XWaFxcfCuw9BXy6Refz+3VqbtEPvDFqKgJLUhGgyIF8OsrUCQvjcGHkIRK5/gXsC+xcp09JPzaMpZX/C1upXGaW+E87r53PdffuJQdTx/jS3/7M2rrI7zroWupnOVvqEoRmoMfw6supjP6xQmegYUPSJbSlpvVd4VE2HU1S8v/O0dHPoM9S7WB2UKRAtT7309j8APIwoeDRUBfR3/y+/N6ntczHNvhh197ihvv30ikcnbP0qsNgUyl53aWRP4YVY68Kulyb0pqxzcGCgEdTSpkckhCpyHwEG61gc7xL5Ixe65gJSihSgHK3LewJPJpFGk6u9vF0F0qoYiXG29dTmNzOY/9cB+jI8lZG10hBBJuqrxvwactoyf2z4xnXyBvjcx78EigospBPGor1b57r0hOWwiZCs9WVlb8PR3j/5O00X1JV81s+udWG2gKfpRq791wPuruyPi0JShSAPM1ztt9tZBKZNhy5xoC4UJZdTKWLqRzOg7BMt8UPhUoTKIupQ6P2kLOHJi17M7lQBIFwqf6wPup9b0N5iE7Yrb4jdF9jSBQCLuunvJDCyFR7r4Fj7qIvsQjjGdfJG10zuj8f2WrulyJX1tOpfeugn9KunRlzclj/Zw43sfZM6NYls32u9fQtGhuaX3nr8OnLWFp+V8Rze5hKPVzEvljZM1zE9SGl7P6FcjCi65UoctV+NTFlHluIqivnReOBCFkytw34FJq6E08TDS7+7KMryy8uNVGQvoGav3vxKctecV5BKoUxqsunjF6/mbCqYNn+OFXn+Ljn3snVQ0Rnvz3XSRjGXxBN9e9ZT3ltVMLUISQqfRsx6e2MZJ5mmh2D1nzHDlraMK9dmX5zgIFXa7CrTYRdm2ejKeU2gEuFMQl8lL/36K7XwA4jkPG7GY4NZX5rLDK2o5brS/6PcvOkjJOE8vtJ5k/QcboImsNYtpRLDuDgz1BbehDk8txK3V4tTb82gqC+ho0uXLWM/dPvr8Xy7JZtrKO5pYKdP3Ky3fP59amjQ4S+eOkjU4yxhmyZj+GPYZhx7GdLLZjFGTohYYkdGSho0hBNLkCXalAlypxqw241WY8SjOaPH9MbK+EZWdI5I8Rz71MMn+cjHmGnDWIYcew7SwOJgIFSWjIkg9VCqHLVXjUJrzaYvzaSnxa+0Re6fQ+mnaK8cyvSRtTg7xebQkR9/Vzzg11HItE/gjjmReKfq7J5VR4b0MpEjy9EjiOzVD652SN3qKf+7SlBQpFNL72J49w30dvpaohws4f7WV8OEFFXZhNt65E1We+XsOOkc53kDZ7yJrnyJr95K1h8tYYph3HclJYdhabHI5jUTDKAoGCLOnIwocqh9DkClxKLR6lsZABobVP5P8uqLEt+ZDO2ujGslm8moYiXbqjGcPgXw/u4xMbp5JQ/PD4Ua5vbKbMM3VLmDUN9vb1Uen1sqRs7r7dNzMcx8a04+TtMSw7ieVkC2KW2AjkCQPgQZWCqFIZsjT3yGsinsHr0wukMwtg0BwcbLsQTTbtBJaTngikmRMcuGIi+V0uGDXJhSy8KJIXWXiRhP6qlqYWkuijGNZ4YWA7mYvuuTRx33UkyYUyMbBl4X3VV0yvd9i2M2l0qxvLyKZzDJwZYe9TR2hZ1cC6G2afKWQ7BpadwrSTWE5m4vnJT4ivFgyuM8E9J5AQojA5SsKFIrwT+eH+yy7QuQyUPMklp1bHcUgbBr/oOMnWRYsJu91TWrQdB0kIbMeZLPe0HIfjI8OTYnPniaVval6Eb4KqzXacyeov03YYTCXRZBnLticYpxamBPBi2I7Dr86d5vN7n+UP1l7HXc1LF/R8lwMhJFQ5hDqXqqs5wh+Y2QVx8e94Ob+JQCBLLmTJhU4h8DmaTvODo0c5G08zlslwU/Mi7l++nB8dP85wKsW5eD+SgM9cfwOnxob43pEjjKUzXNPYyIMrVy7osyGEhCZH5syU9htcQCaV4xffeo7jezr5ma5yzV1rObG3i3Mdg+Qyea6+o7hWWilIQkVa4HHwauGSRjdtGPzs9El+dPw4x4aHuam5hXguS5nbw4rKSv7u18/xqauv5a92PE1LOELI5WJrSys4cCYW5cmuDm5obKYnFuVf9u3l81tvozEU5rFTJ3ip7xyOAw8sX8l4JsvzZ3v49qGD3Nbayp2LXw05b4eMaTKQTpA2F47K7Y2OvG3xva4DrI7UsTIye4mfmWA5Dmfjcd6xchUNwSCfffIJrm1sJG0YWI7Dp6+/HpeikM7neaari5sWtbCkrIy/2bmDqxrqpxBMO46DORF0VGepbvwbLCxcHo17P3Iz9374ZgpVx4K2dc2TQqniCvin3+i4pNH1ahrXNTYxmk7z4IqVeFSNx0+fwsHBcQqrRcuxcYAPrl2PX9dJ5vPEc1kePXaEm5oW0VZWTltZObvOnZ1sN2earK+upb28nFpfgEODA9y9pJ2l5eV8efcL3LG4/Q0lMPl6h+M4DGQSRPMZYvkMNe4AQc1NXzqG4Vi0+MtQhUxXcgxFSLhkhRpPkNPxYfK2RTRfIP7uSY6TMHK4ZIVyl5fhbArDNjFtm0X+Mnzq7N0bPk1FUxRUSSLocpE0CsGr1kgYTZaRhCBrWQynUjx28gQVHi/tZeXIr9jG245JZ+LXALQHp0uu/wavPoq5quaT+OiNjFl57gWiYFidwi2ThMC0C7Ialu1M1LOr+PULAy5tmmiyTNY0sGx7Ugmi0B5sbVnM3r5eHu84zabaOjyqil/X0BWFvPXaszK92WDYFr/sPY4uKewc6OTm2iVcVdFEV2KMzsQIA+kES0OVfPPUbm6oXkyFy4sDPNJ1gBXhGkayKcZyaZ7qP0WTL0w0nyGoujkSHaA9WMFINsW5VIw7Gmbvp0vl8zx3phuXouJWVKp9Ba7iiwdrQNfZWFvHWCZD0OXCrSjU+KdzGjvYjOa6cWI2iqTT6ruGvJ2hL3OYrJXAr1ZS7VpGX+YQOSuJLDRydoJa90o8SoSBzDGS5ggeJUy9Zy3yAhKeQGESNOwMvZmjLPLNrzzQ7PtgkbfOkcztxbSGcLCRhQ+PtgavvprXk4G07Szj6R9j2CNU+T/2hvafz+rJCug6hmXzfw6/zE3Niyj3eHiys4NTY6NkS2zLq7w+7l+6nF92nMaragynUxwfGeYXp09xfVMzA8kEndExRtMX5+LNH/3fUCbJE2dPc2xsiKSRw6/pNPnDbKlupD1cgSpdILQQgOXYPNvbyTO9nYxk0kRcbm6sa2FLdSNuZWo037AtnuvrZmdfN6PZNAHNxZaaRm6ua5ly7HAmyT+8vIuNlfVsrKzjB51HORUdwaUoXFvdxO1NbSjSwhFrXIzzfvdoPkOZy8OmikbiRpaYkSFvW5yKDdMWrCCkudla14YqyTzdd4pGX5jb6tqJ5tJ0JEY4Nj6IW1aJGwVhwLDm5pbaNgbScZ7oPTEnoxtwuajx+wnpLq5paMCnaVzX1IRLKaxyoSDhckNzM93RKDnLRJeVyc8uhmnnsDDxqRUcjj5Gud5KNN/LaK6bavcyOhLPoQk359IvowoXeTuNLvvoSu2mxr2M/swRaj2rOJ14Dq9SRpnWvOAxhbydpiP54mtidB0ccmYPvdG/IpU7UAhi/l/23jPOjrNM8/5XOnVy7nQ6B0ktqVs5RwfZsi3bgHHCZPDADExieJfZSfx2ZtmFYQaYHWCBBd4h2GCCDdiycQ6SZVmSlUO3WqGDOseTY4X9cFotdZDU3ZKMh+X60n3qVHiqTtVd93OH6xJsCAgEnR8YNbrvHBhmmoH4I6RyTRS5/giuojHmd41pGV2bLPOhxUvI6jpu1YooCFT7fEiiyN1z6/HZbHxmzfqx9e2Kwt9vvIECh4P3zl+ILIpU+XzMDxaiyhJOi0rI5WZBQZ6HwWe1kdV1FElEESU+t37DrM2vaZoMpOJ86rXf0B4dIWC1Y5VlBlJJYtkMnfEIf7P8hvFGVxB4srWJ7ngUqywjCSI7uiM8297C3664kTuq5o2tn9JyfOvom/z89FEM06DU6WEoleSZ9ma2VdXzDytvGls3mcuxo7uVc/EIj506TE8ihtui0hEP80LHKVrCg/zlkg1TGpGLz0fXDRKRJJ7A7FUrJEFEAJYGynh3ZSOqJPNmfxsVDh9WSaErEUFAwCLKY+N3yBZi2Qw5QyejaxTYnARtDu6sWIgkCAymE+wZaEdEQBZFjBnSYlokiXnB4Lj4bIVnckOGx2plcfHl2zNlUSWoVlNqW8Sp6A4S2hCRXA9+SyVl9kX0p1roz5xBFiz41AqS2hAeS4jOxGH6hVO0JfYSyfWQ1EdIaIMELFUzOpeJCGe7ORndScZIII0yYjV4buFI+LdkjRQLPDfhlPNaYUOZDjqTR6lzrePQyHbSehSPUkyj9zZU6VrqtV0EUyOW2UU0tZMC14cJOB8YZZ8zEAUn7yQv9/cN0wsvCAL+CaJv56eC51HguHBziIJAkTNfG+ix5hMbDvLG9TzsigJcSHqcV/wEKHRcXV3hU23NnIkM8ZnFG3hwzmIEQcAwDc5EhjARUKXxpx3NZmga7ufvV97I7ZX1SILAnr5zfP7NF3jk5EE2hqrwW+0Ypslv20/y01OHWV1UzhfW3IpDtpDQsnzz6G5+cvIwVW4fH60fz1e7s7uVe+sa+ebmd2OXFQbTCT75yhP8/PRRlhWUckPZBVVewzBIJ7KYpolikRElkbPHOzl5sI1bHliDRVXIpHMYuoEoCag2lWw6i2nm2y4VNS+YmU3nMAwTm0NFkiXiWpasofNkxzEEoMYVpNDm5JlzJ/CqdnwWG5IgYJctY2NZGizjuc5mvtW0C8M0uSE0h6yu879PvI5PtbPIH8ImKQhC3qjb5enX9xbY7fzxylVI18ibFBCREEdjiXlhSrvkIa71k9ZjhHM9zLFuIqWNIAri2Dog4LWUUulYSYN3G6ZpYJOvvmVVN3NYJSc5M0WVYykHR56iK3WMkH0BxdY57B78CSv895DUhjkT30OlYyl2ycMy/7vJ6gnaEvsZyXZRbJt79RdnCpimTiZ3Blny47KuxyrXjcrY/79Zmq9rBtmshmpVZiQyG4+msNosk0QbLoffy460tKahiBJ2RcEELKKIIEgsDFzaW9paMZebSuvGDMeSYIjVReU83d5MRs+3soYzKV7vaUcSBD67dCMeS57AxyvZ+OTC1ezoauMHTfu5t7YBt+XCC8UmK/xJwxq8an5ZyOHmr5Zs5BOvPMHO7lY2lVYjCgKmaTLcF+EnX/0tLp+DJRvmURDy8fxP32CkP4bDbWPBihqe/9nuvFeqymy4axmvPrEvT+wjCMxfUU02lePYntOkk1mWbprHypsb6E5E8FpsrK+txjBNnus8ycfmrebOioXjrsMn568b+18RJf5h2dZx38/3Ts114bHYqHVPv8ZaEATkazV9FwRs8oVSIq8Swiq58VhCNEde5M3BH1FgraXINo+ENohVcoNpokpOPJYSCtW5RLI9vDX0GACrAx9Ela6+oUASLCiCFavoypObG0m8lvzYMnocw9QZznbhs5RhFV3EtWH2Df8Cp+wnlhukQK2+6jFcjHwMtxvNGEE3YmS0DsAgnTuDOKoJJgo2bMo8hNEqENPUSWYPI4t+LHI5Ob2fnN6PaWYQBAuKVIQiFY7jnzXMNDmtF80YxjQ1BMGKIhWiSMFJPMqmaaIbI2T1XgwzBRgIWJBEN4pUgChMVOQVMNHJaj1o+hCmmUMQrVikYmSp4JIyXFfCQG+Yw3vOsnFrA3bn9Ctgvvy5n3Pfw5toXDH93+r30uhuDFXxi9NH+f6Jt+hLxllWUEpjoBinYpkyTicLInO9QTzqhYttlxXcqkoilx2bNg+mk7RFh2kMFI8Z3PMI2hzU+wp4pesMzSMDrCq6IG8esNopd42vL1wSDCEi0JWIEs9lcY/WL4tinjCoemEZlfUleIMu1t2xhL6OIW567yoO7mjG7XNy50c3cfSNUxzdfYpENMXqWxupbSwnNpLg2Ud34Qm6KPPaOfBqEytvbqDc6aU3FeVUZBDdNLi3evE1vea/S0iCTIXjgkrsEv97xv5fHrh/3Lr1ni3jPhdZ86WJDd47ruMI8zLyfksZPamTRHP9FNnmIgkKIdsCKhxLaE3sw6eEMEwDv6UczbhWpEcXYJgphhK/IJZ+A00fQdN70c0U/bHvIIwaXVWuoML/JVQx3ylpmlnODHwcj/0W/PZ7GIz9iGTuBLoZBVOgwPVhCl0PIwn5mbCmhxlJPsVI8kkyuTZMQUfAgkNdQtDxEE7rmjFOYhOTZPbQ2JhMM4NBDgERi1RG0Pl+/I57xp2DgEQk9RKD8Z+SybWimzFEQcVl3UCh6+PYLQ2zujbFZf4ZsRxeDa6ZMGVz/yCnBoa4u2F6DQZdkSgvtZzh7NAwn1q/mkLXtWlVFASBBf5CPr/qZn519jg/bDrAE2eO0+AvYlt1PTeU1kwKL6iShFOxjIutCgKICOMmW2lNI5bNMMcbnLIzr9DmwDShPxUft9xjsU56/6qShMuiktJzpLS80RUEAU/AyQ3vWcGxPac5uKOZDduWIooiupb3tkVJxDRMMBlTrJVkCZdvvEcgKxLBEi9V9XmJaoAV+cgAACAASURBVLtsYXNJ3Syu6B8wGzjkAKX2hWhGBocSYLFvGwVqNbKgops5yu2LsIh2Gry3UqBWYZVcOOUAJiaKaKXauQqPcm3JtAVBxWu7HZe6FsPMMhj/MYnsIQpdf4Td0gjkPV1FDEzY0iCROYBhJFGVWryOuxAQyGidWJULyhqGmWEkuZ2+6LdwWFcRcD6EJNjJaB0MJX5JV/h/UBn4GjZlPoIgoOlD9Md+QDT9GsXuP0GVqwATzRgkkTmGJE5RpWJm6Yt8E5dtI0Hn+wGdSOolRhJPAiLlvv9GZBhee/oI8WiKkaE41XOL2Li1kc7WAcLDCfp7wgz0hNlwayPzl5Rz+kQ3b7x4nEChh5vuWoLdqZKIpXnykd0UlHhoO9VHZW0hN96Vb+g4sq+Vw3vOECzykMvOvL7/2hhdoDca40h377SNrt9u44a6ah4/cpxYJkvhNVQ2l0WJzaFqFgWKORMd5rn2Fh4/c4z9A110L4zxoXlLx5ewTbP9VRQEJFFEN4wpI1+amS91kydIfWiGMUnS2xxdX0QYM/amadLbPsj2H+4kk8qyZOM8REkkWOLl2UdeR1Zllm2ez9FdLfzwi09ic6rc+N5VdJ7uG9uvw2Nn7pIq9r96gt62ARrXzaVm4dT8Dn/A9DGxXf5K94tVcmK9KERRZs97YKX28eGckC3/vBRZ8y9Eh3P5ZY89fc28yRLyoqBgt+SrSwwjTST1AqJgxWZZiMu69nJ7I6f3EXA+SNDxIKLgOL8UMEdDC/kwQX/s+9gs8ylx/3neiAoCpplFEBR6Il9hJPFrbN65gIxmDJPVzqHKVQSdDyEKznxc2dTx2mKIU5A1meg41JUUu/9sjPDIqa4int5DKttERuvgxV8PYrVZWHvzfF5+6hC6buJwWelqH+LZx9/io395Kw3LqwgW5dn3QhUB5jSUsX9nC9lbF2J3qqSTWZ7/1X4+9Oe3sHFrAz/+xovMbSzHokq8/ORBbti2GFmWeOLcyLR+j4sxI6NrmiapXA6bopAdjXNaJIlULm/tDdMglcuhGyaKJKLKMoZpktN1NN0AIZ8wk0URm6JQ4fNO8joN0ySjaRhGvr3YIkvjDOR0IYkiQZuDgNXO0mCIh+Yu4aMv/ZLnO1rYXFpNjXvmUwmXxUKBzUFnIkpW18fd2IZp0hYLI4kCFa7xiZi+VBzNNFAuMsbRbJpIJo3LouK6qKGgpKqAj/zN3UDeWxUlkVBNIZ/5tw8iSiKyLPHAX9yGYRgIooBikfngX9+JrOSvoySJNK6bw4KVNZimiSS/PSVpv+/o6Rzm3//pSax2C7fds5w1m9++lvGfHjnCK2db+eLWWwnar0xlaZom4VQaRZZwWixXXH86UOUKXOoaRNExFjcVuLBv04Rk9gRZrR2f/Q5kKYBhxsfYW1S5DFn0EcvsHuWwAEUsQJGKCKdeoD/2A4LO9yGJLgQUZMnDVBUUAjIBx73jFFBk0Y9VmUdGa0U3okSHEwTq3QSLPfgLXDjdVhRL/vmoqiuiYUX1GEm/IAg43TaKQj4k+YKdMQGHy8ram+ZjtVvwF7jp7xlBkiQkWWT5hjyLXPAKslZTYYZGFx5+7Nd8/b138sj+Q2RyGn+8fhV/8cTTvG/5Ypr7B/nii6/RMRKhJuDjv968me5olJ8fOsaZwSEUWeL2eXO5tb4ORZpsDEzT5HhvP48fPkZvLI5LtfCuhgWsrSqftuE1TZNINo0qyVhlZVS9VqLY7mSBv5DeZIzULFt+C21OGgPFPHLyEE0j/awvrkQS8o0jRwd7aR7up84TYI53fEIpns2wo6uVG0prkESRnKHzm9YmbLJCva8Q62jyThAEBElAtY1/UASBccsmsjNZJrCCSZKIdBU6dKZpks7kiCezpDM5sjkNXTcwjNGwiyAgySIWWUJVFWyqjN1mQZzFy3EmMAyTRDJDIpUlk9XI5fT8rON8mEUUkWURiyJhVRVsVgXVMrNs9ETousHwQIxXnj5CRV0h73lo7ZiCyGB/FEkSiUdTyIpEoMCFYpHz09rBOKIk4g86sTlUhgdjZDN5fTRBENA1g5Jy/6SxRdNpwum8EorTYsFns3FvQwOnhobHODAGE4kxRyfocBDPZEhrOpqhU+hwkNZ0nj11ilK3iyUlJbhVld5Y/sXvsljw2q5M9zkRkuBBFv2XSVSZpHOnMdHoi36H/tj3p1xLEKyct8Sy5KPQ/XF0I8JA7HsMxH6A134bXttt2CwL8seb6NkLAqoyOWmV94pNTHQ23b6I73xxO8cPtFFQ4mXlxguUAnanOu37QZJFbI7zuRYBwzCxqCKGbqLl8k6nMYtGrpmFFwSoLyrgrXNdKJLEUCJJdySGIkkooohTtfDJdavwWq28/9Ff0Do0zJsdnfjtNv78PdsYTqb4x+depr4oSG1wYtwIsrrO9998i6qAj+XlpZzo7eeV02dZUFyAfxpv+PP4UfNBTExq3H4cigXDNDkdHuTAQBc3lNZQbJ9dLMMmK9xaPpd9fZ388/7X+HD9MgpsDkYyKR4/cwxFFPmzRevG1QCf3+57J/YxnMk3JnTGI/zHibeY5ytgS/k7J85qGCaDI3Gaz/TSfKaP0+2DdPeHGYkkSaay5DQjP/tQJBwOFZ/bRmHARajQQ01FkEX1pVSVTf5drxY5Taeja5iW1n5OnO6lrWuI/sEY4WiKdCaHrhtIsoTVIuNyqvjcdkoKPZQVe5lTXcjSBeV4r0Dqcylomk7T4XOcae5B03X2v3GKZevmYLP7efoX+zB1A9Vmwe21sfbG+ThcVn716G4M3UDXDcqrC9h4y0Kee2I/kXCKXFbD7bXTdqqP//I/3ovDNT5Tvqezk1fOnqXOH0ASRe6snzeu0xPgeF8/XdEo5yIRVpeXc6y3D0kUSOU0Kn0eavx+jvX2MZhI4FGt1Ph9fH33buYVFLCwqJAlJSXIM30PCSJXakgwzRwCFty2zTgsS6dcRxI9CFx4PpzqCqqD3yCcep5Yehfx9G7Cyd/itm2m2P1pVLl2ijDJ5VvNR4bi+ApcNK6oRpIlRobiOD1T//6maXL8QDunjnXSe26EA7tO5T3hKQyzIAiUVPhRrQrPPf4WTo+NTOY6x3QFoKGkkP3nuij1elBlmUNdPSwK5Uuxyjxuil1OREHAZ7MxnEwRy2So9vuwKgoBh0CB00FvND6l0U3lcgwkEiwKFZPVdeoKApS4XONqeKd1UqLIr88eJ5xJ5ZsChHxt7q0Vc3lo7mL81tmrDTQGivjs0o38tOUwXz/yBiZ5z6/W4+evl9/AhpKqSdtUe/xsDFXzk5OHGEonSek5GvxFfHzBCuo8195InUdW60SRQtNqmTQMg90HW9n+8jGOnuwmHElOGbfWTZNUxiCVyTE4HOdUW17y3WG38Fcfu/maG91wNMkLrzfz8u4WTp7tI5OdWk1X03Timk48maGnP8qJ03l59Ya5IcpLfLM2uqqqsGlrA5FwAi2nc+cDF9OVmigWifs/tnHMezp7speOM/187n/eRzSc4KfffY1Fy6sQRZE5C0JEw0lC5X76e8PEo6lJRlcAqrw+Hly8iEcPHmYwkRxndDVdRxQEPFYrvbEYbSMjOCwK6ysrcVgUvr1nH7fU1bEkVMKi4iLmFxaSzGap9PlQJYmA3Z5PAl+HclxFLgZMHJYlFLk/Ne1WXVnyE3A8gM++jWT2OCPJ7QwnfoVp6lQF/teMxhALJznb3M3CZZXkcjqDvRE6WwfYeu8K5i+poGwKcn4tp+PxO1l/60Jki4yuG3g9Tu792KaxdW68cwkl5X4ChW7ueGAV7af7cLptfOQvbyVUMbN7fsaJtIbiIp463kxN0E+Fz8sbbR3ct6QBTTcQBRFJFPPTPfLxW7/NRvtImEQ2y2AiSVckSplv6jiIw2KhxOXCKsvc07iAVC5HWtOwKTMj1X5o7mK2lNWS1HJoo1SRdkWhyOakdzDGK52nWTuvEqtFZn1JJT/acj8VE0q6RAQ+MG8pW8rrCF7UGCKJIquLyqlx++lPxcnoOoooErDaKbK7ppxii8BH5i9jS3kd8WwGURQpsNopcbgv2412tRiJ/5gCz2fHxd4uhed2NvHdx3bRPxTDnMUDqcgS82qvbbY9lkjz6G/28dTLx4jFp6ueMR7FBS4CvuvT1SWQT8JcHMqJRpK4vXYsqozTbSOb1dE0A0EEp8tKLqehWCQURSKnTS1llMzl0HQ933QywePqiERo6u9nU3UVHeEwhmFgs1hGuzlFNMMYq/nO86KATVG4v7GBQz097D3XSdBux3VtQr3jrobDsghRtJPMHien92GRp89IJwgCkuDCZV2NRSohnt5NNL1jxqOIDCfobtf50F/cQqDQzfEDbex+uQk9Z1AxhRK5IAgsWVM75b423dY49v/F69TOD1E7PzTjsZ3HjI2u357vXCrzuLEqCo8dPEJDcSFHuvuQL7r5FEnCIklsmVvLI/sP8/GfPoHVovDRVcso93p4pqmF7ceb6QiH+fxvX2R1VTkfXL6EP9+0lv/zxj7u++FjWESR9y1fxB3z52ECumFgmIBpIooikiigG+YYl68k5ltdnbKK3WVBIB/fFAUBTTcwTJNIYoCBaALdzBvjgNVOYArPVxAEyl3eSfW1eRgEbQoFtsJxb3PTNMHMgaBMWDtfsjXXe+nmgYHo1xAFF5lsExalGr/rE8RTzxFNPYeAiNt+N07rzUSSvySRfg3DzOC23YnHcTex1AtEk9sxTQ27dS0e+11EEk8QSf6KnN6NqtRR4P4zppoemqbJkeYuvvnjHYxEptakEphAxWcyxjJ3HqFCD5UT5FeuBrpu8MLOZn7xzMFLGidBmJDNnzAuiyJRVRbA65qdlzsdTPTmqucU8bPv7WBkKE5/TxinS8V6Ph4/jferYcLx/n6+9NpOFpUU4bSofHffWxzu6eHRQ4fZWFVJXyLBL48dRxFFil0u5NHqG0EQUCQRu6JgVxR+dPAgt9TVMb+wgG/szqtLrK+sxCrLwNQzhtlfB1CkEAHHfQzGf8JArJIi9ycQRxNemj5CNP0KTnUF6mj3WyrXQjJ7BIdlBRa5GMhXLsSzB9CM8GgJ2cxQXO6nbqHCV/7mF5gmuL027rh/NcFi9zU936vBzMILgkDAYee7D1woPt/+8AcB2FRbxabaqrH1vn3f3WPrfGbzukn7ub1+DrfXj9eRAvDarPz3O7ZMWm6YJl/+9WvohsGpniFubqzlXasW8qNXD9AXjuG0qbxr5QKqi/x8/8V99IxEcVgt3LliAfWlBXz7uTfpDccwDJN5oatTp0ikX2cw+m+EAl/DctGNoRvD9EW+QKn/azPep2EkkeUiSvz/CkBOayeZ2Uux958wyTIc+y6qUo/TeiMOdQOa0cdw7Hu4HXeTyh7Dab0Fu7oUSfQjCDZ8zg8TS79IyPfl0eTF1Eims/zg8TcJRycbXKsqE/Q5qSj1Uxny43KqGIZJPJEhGk/TNxilfyhOOpNj48q6a5pIGxyJ892f7ZpkcAUBXA4rhUEXtRVBioJu7FaFTFYjlkgTiaXp7A0TiaZwOlTm1RRdE+Ial9uGNmEsHr8Dh/Piqb+B2+fgvo9u5MuffwK7XeU971uNL+jE7bXnM+iSiMWq4C9woSiTHz9JFLihupqHFl8gnPnU6lV8avWqsc/LQpf2sv5py80A3D2/nrvnX6iw+NLWW8etZ5rX1uiCgCjYKXR9HM2IMJT4OUOJnyFLBRhGHM2IIQoWqoPfRJXzeQxdH2Eg9gM6cn+LJDiRRR+6GccwEshSkDLf3814FLIicff713L3+8eXwL2dyiNXwow93ekO/krrzfQiGLpBfyTBBzcv5UhbD0urSzndM0Q8neELD93GzhOtHOvoZSieJJJM84WHbmP3yXaOd/QCJh0DI3z5w9t49dgZWvuGL3kc0zTJaW1oRj+i4MYiV5HV2jDMBKLgwKLU4rRtJp5+mfOuS07vJ6d1YppJrkY8T1XyD0meKyKJKDrzNZCmjCBY0fRekpk3EZAxzNSobLiB3/kR4umXGYk/ikWpxuu4fzRkZ4zt71I4cOwcreeGJoUU/B47d29ZxF03NVB8Cfls0zQJR1Oc6xmhKHgNC62Bp14+RnSKkEJNeZAH71rBhuU1uC/hwRqGSe9glJFIkvKSa6M0cMPtk1m33vW+NWP/a7pBS0c/1aEADSuqGCCHz22noaESgNvfu5KhSAJ8KnNqimlcVjXlcQqdTlRJvu5GwkTEbmlAQEQRL+OECBIe21YscsUoIc5lVhUELHIp5b7PE7NtIZ7ZR04fQhRVFLEYh7oYu+XCdbRZFlDs+QsSmQPk9D5MM4so2LHKNXjsW1DlmrHrIAgKLusGrHI1k2dsAg51eb7VWAy+owzsVPhP0wYsiSJ+l43OoQgNlcVUF/lp6uwbKz07X9Kh68ZYmEMU83SGOc1AHl1PEsXLlp8ZZpyR+CPY1KVIokFWbyeaehqrMh/dGMIwk9jVCwXshpEmmX4D3YiM9pVPDohON0R6cTmOIpcjCi4iiSfyPKeiF1kKoBkDWKQqJMGKKOSNYTp7CNNMI4puslr76L5EFKmckcSjqPIcnLbNk46n6wbHTnZP8nJlSeSerUt437tWoE7hjY2NVxDweez4PLNPTE6FbE5jx5unJi23WRX+5P0bWbO0+rIPligKhAo9hC7xspiIWCLNvhPnSGdzzK0ooHcohiBAMp1DFAWWzC3lZHs/0UQan8vG4jmltHQM0DuULxlbNq+M1u4hnn79BIvnhqivLCKT0zh6upu+4Rjzq4qoLPHT1No3puJlmiZ7j3cwEk0S8DporCvBalFoLLq2cfFLQRQsBJ0PTmu9ysC/zGjfkujBa78dr/32K6znwmu7Ba/tlmns00Gp93NTficIEkWuj89ojL9L/KcxuhlNI57M0NTZz+mevGc2L1TIGyfb+cqT+YD7TY211JUEONzWM7Zs88Jq6ssK8DlsfPXJHeQ0g9LApeM7Ob0bEwO3fRsgEEs9jyKV4LLdRjKzm0yuebzRNWPoZhS7dTWi4CCZ3Tf2XaHdyT+vu31SCdlU8DoeRJYuZFYl0YXH8V40PZ+FV6QQkujH5/gAhplCQMFh3QCIKHIVkugDQUSWzj+0AkH3n6LpQ0ji1N5eNJ6msy9MThvvnVeW+tmwshZVuf4e11To6g3TPxybtHzZwnJWLqq8pmMyTRiMJDnU0smta+rxue38dlcTc6sKOdUxgKrI6JpBe+8IG5ZUc7ZriBf3thCOp1hUF2I4kuC1A2eoryrEaVcpL/LhdlrRdQPVohD0OnhpXwsfu3s1FkWiqbWPxXNCDIbjHGg+x6ZldbS092O1yDTWzT458wf858HvxOjORujw1eNnWVFXxo2NdRxp66G1f5gF5UU8vGUVmZyOJAo4rHm14o9vWXlhmWpBkSU+dftaspqOKOa73GyWqSsiJMGNbgyPKoyKSKKPTK4FkxyGmUIUbJimMZqwMUCQ856LkUYX8m2R52GTlXHEN5eDqkzOoOYZnIomrDc5Dq4qNZOWAVjkSixy5SWPGY6mpkyezakqJOCdyO709qG9azjfwTgB65bVXFXTx6UQ9DooK/LxzK4T3HPDIgQBSgs8DI7EkWWJ1u4hyoq81FcVEYmneWHPSRrrQswpDxLxO/nJswdYt6gKv8dOVciPXbVgUxWKg24WVBfx6lunEQSBQp+Ls11DALR2D3PkVDfxVBZREJhTMbmU6Q/4/cTvxOi2RPsZSMdYGaxElaZXDra4sphvPLObE+f6kSWRu1ctwD7abTSRic1pVSctc9mmp90lS4U41DX0jPwNFrkaj/09COynL/zfUaQQHvs9RJJPkNPOMJJ4BJftVixyDZHkE0hSAEn8z6Mgm0xlSCQns1kVBV047DOXcr9WGByJYxiTgzJ1VdfDMJmoisyWlXM43upi/8nO/MtZuMDJESrw0jsUYzCcIJbMUFdWQDyZYSiapG8oRknAhSxJ5DSDSCydr6IZ7ZDLc9TmQznxVIZ0JkcynaUk4GZeZSEf3LYSSRRx2K55Ddcf8A7FjIxuW3woz41g5JAQKba5ieXSRHNpFFGi3OFnOJMgnE2imwZVzgDhbIpYLk3O1Cmz+3AqKoIAlU4/sigxnEnQm4piYuKUVUJ2Lx2JYTJ6jpSeo8oZIKA6Cfk9/M8P3Ha9rsMYBEHC63wfXt43tizg/uNx63jle/E67h23zGFdz382ZHM6mdzkLLbdZkGRr29L7+UQT16g07wY16v0q2cwygt7mxEQWLuoCptFxmlTCRV4kESRmtIAB0928vTrxynwubh7cwMHT3by0t4WFFli24YFOO0qoaCbV946xcoFFRT4nDhtKrIkUlsWJJ7KcvBkF+F4mkMnu9i4tIYF1cU8ueMYPpeddYuqKPRf22Tk7zMM06QjMURnMp8UX+yrwKWM97RM0yScTTKcTVDh8KOI74xo6oxG8dS5IxTZ3JwIdxNQnTR4Q5yK9lNi9xDOJglnU6iSTGdihJZoHw3eEB2JETRTRxElDg938t7KZewbbENA4N0VSzg20s1z3SdYHqhgOJPghuK5PHp2Lwt9IfYNtHF/9QoC6rWhffwDxsMwzCl7x2VZ/J1mgDVNnzL7aLFc+4dGEAQqS3w8/K4LJUYLqvMdlhUlF2YtpROSchuW1LBhyfiwzh3rF0x5jAdvzbfEfvCO8Vpot659+0hzfv9g0p0K8+bgGX7dcYBvr/kwDd7JbHonIt283t/CJ+fegHfC/ZMzdMBEFqS39X6fkTtjAgs9JfhVJ+UOH2fjgzRFeuhPxxjOJOlLRxnJJolrGbKGTltiGLtsYUWgijtKG2iO5EUN6z0lOOT89FUQoMrp57bShaiSTELPohk68VyGGleQauf1a5P9fx3mJcRZpkt1eb0w9ZhmlgP4A36/IQoi6wrq+FjtpnESUxNR7ynh3RXLx+zNxdg9cJr9Q+1vu0TRjF0HWZSQBQFJEHHIKn7VwW2lC1FEiZFMgjcHWllbWENKy5Ix8h6uIkpIgoRunveqTC48WgIOWSWvWCVgESQMTG4uqcchW/BaZl6ONJH7dCa4Hg/1TMbzdhiVq7k+1xNj43oHjm+m1+zt+R1hpiQKb+dLy8y3CF5yHBN5gi/3eeK2F/6/xLFHt/VbHPgtjknfmcCbg2eodARYEaiaIFcw/jiz4TO+HGZkdO2SgiyI2CQLFlGm3ONDEUW+1/I6LsXKpqI60nqOX7Ttxy5ZKLC6UKU8f64o5Ntz2+JD/KbjMJFciqSWo9ThxSopIIBVkhnJJhER+I9TbyAKAltC81lTMD39IdM0yeZ0UukcHd3DHGrqpKW1n+6+MIMjCdIZDcMwsFpkbFaFoM9JqNhDZcjPgjkhqkr92KwKFouMLF3dFPu8im86o3GuZ4S9R9o5caqHzp4RRqIpMtkcFkXB77FRWeqnYV6INUuqKQq6sKrKVVMzmoyGDwxj9K859lk3TOLJDK3nhqYkkEmmsgxHEtM+ntOmoihXnqKZZr5F9/yYzrdwn/+c03Qi0RS9g7EpY7rhWGoc5+nlIAoCLof1qqsdzt9TyVSWo81dHDhxjpbWfnr6oyRSGQzDxGGzUBhwUVdVwOL5ZaxorMBpV1Et16/kzjBN0ukcQ+EEB4+f41BTJ63nBhkYTpDO5JBEEZdTpaTQw4K6YpY3VDC3pgiHzTKje1sf5XKY1XmYMJyN8+/NL3JwuJ1qZwHLA1W83t/C/1nzUX7bfZR9Q2f59NybCVpd9KdjfLPlJTYVzmVLyULaE0N8u+VlWqJ5kv6VwWo+Pe9mXLL1iuMxMHlwx7cYysRZHazhswtuI2jNx8xPx/r54rHtNEd7EBH4/ukdFFhd/Om8LdQ4C/jMWz/hrxbcznJ/vjyxJxXhcwd+xv+34HYW+8qv+jcVrvAGf9tdjpd6molraRq9pZyK9iMIAreGpo6VnYdpmiRSWdo6h9m1/wyv7G7hXM/MGd1dDpWFc0OsX1bD2uU1lBTMrl9b1w36h2LsPdzOb187zrGW7mk5b7IksmpxJXfcsJDF88vwuu2z4oLNZDVOnu3jXPcIg+EEQyMJhsMJhsIX/qbSs+MUngr/9Jlt3LR23hVvxlgiw8ET5xgcjufHMZJgKJxkOJxgMBwnHE2Ry03NszBTuJ1WvvGP91M7y1Is04RMNkd71zCvvNnC8zub6BucXDs8FbxuG1vW17NlfT11lQVY1WtnfE0TovEULW39bH/pGG8ebCWezFxxO1EUqC4LsO3GBtYsraa8xHfFe0vTdE629rGgrmRW4zdNk2+efIlj4S4+XX8zKS3L15qeQxElfrT+E2zvPMSewTP8Rf2tBK0u+lIR/lfzC9xQVM+toQaGMwneGDjFQm8ZiVyGLx7fzv2VK7m7bOnYeEayCR7Y8b/56or3TYrpmqbJy31NPNt1lM8tvIOCUaNrmAZpPcfnD/+KBm8Z91WuRBZEZFFCEkS+1vQcA+kYX1hyDwICT3Ye5Nnuo/zLsgdwKtMWrbzkBXtnpPMuwjJ/BTv7TnE83INVklnqr7js+oZh0No5zLM7TvDSrmb6B2OzflPEEhnePNjKiVM9OOzqjI2uaZpomsGuA2d58sUjHDx+juwMjIimG7xxoJXDzV1sXFHHe7YuZn5t8Yy9taFwgu8+tosDx8/NaLvZY3oPZGvnEP/t356+JD3jOwWmaRKJpXl2xwm2v3SUtq7hGYUXwtEUj//2IG8ebOXOmxq548aF+D32qza8hmFwpmOI7S8d5dmdJ4gnrmxsL2xrcqZjkG/8+DVe23uK9962lA0ralEvkZxMprMcbu7iuR0nuPtmncpSP8lUlq6+MLphsrCuhP7hGMPhBNmczvzaYoITdPpMTHb2t3B/5SoaRw3immAdB0bapjVmh6xSYvNybKSTtJFDEkTOJS7dwj8VpiJdFwURi6QgEK8jUQAAIABJREFUCiKyIGGVFKSLiIvuKlvCX731U9riQxRaXRwc6WBNsHba5a1XwjvO6PpUO3dXTE+p1jRN9h5u54dP7KHpdO8l2ahmiqDfyYrGyxv7qWAYJj9/5gC/ev4QPf3RWR8/kczy/OtNtHUO8ZF717BhxWQi5z/g+iEcS/HtR3by6t5TMzJsF8MEOnvD/PhXe2jrHOLTH9qM/yrapXXD4HhLD9/72Rscae6a9b1uGCaHm7ro7ovQ2x/lntsWY7NOTkSJgkA2qyGIAqpFJpHMcqj5HG6HFd0w2f7qUawWBcMw8bisvLirmQe2LZ8UY43l0njVC+cdUJ2XVJ8wMC/K+8DjHW9xcLidFYEqnLIVRZTQr4LbZLqocRayyFfOM12HuaG4nqFMnHvKlyNPkx/4SrhmRve8JzDd4PPE9WdzvF37z/C1779C7+CVDZwoCDjs+U6hdFYjkcygT1GALwoC65fV4PfO7AExDJNHf7OPR5/cd8kH1aoqlBV7KQg4cdhVYvE0/YMxuvoiZCfUyxqGSfPZPr76/ZeRZYk1S6r+YHivM0zTJJXO8dXvvcSOfafRtMkPuCAIFAaclJX48LpsGIbJSDTJue4RhsKT4+CJVJYXdzWTzWn83advw6rO3FsyTZP2zmH+/QevcLK1f8rGEUkSqSrzUxhw4bCpZDI5BsMJznYMTjmzGBiO89On3kJR8jwb8gQtPauqUF7io9DvZEFdMR3dI+i6ScPcEA6bhb/76lPcuGYuoUIP82qK+JfvvQhjfaYX4Fcd9KeiY8/7QDo6Vi0gixK6aWJgYpomGV1jMHMhhPPLjn3cX7mSd5cvQxJEnu0+es1yrAL50i1j1IhfbI8E4L7KVXzp2NPYZAtexU7I5r1mz981MbppPcNjHc+imwZbilZTYS/hZx3PMpKLsTrQyDLf/EnbHBhpwinbmeOqQJzhG+Q8B+y//cfUBlcQwGa1MKeqgPXLa1nRWEGoyDPaIXQ+XqfR0T1C85le9h1pp/lMH/FUBkkU2HZjw4wusGGYvPB6Ez9/5sAkgyuKAgGvgwfvXM6GlXVjUzABxpJdfYNRXnnzFI8/e5BwNDXuhdU/FOOr33+JL/zVXcytLpzWuAJeB3/2oc1EE5cn/m5p7eex7fsZGhlvLN6zdTE3rJ7cbnwp1EwzblpTHuBf//YeDOPy3sozrx7nxV0n0S+qIRYE+Me/3IZnmg0SsiRRMk3Cm/PQdIPvPraLnfvOTDK4VlVm44o67r19KdXlgbFkVJ7eOZ9sO97SwyO/2cvxlu5xfBaabvD6W2f4weNv8kcPrJ9xuCiRzPIv332R5jN940JnggCFARfbbmxg68b5BHwOxFFO6fPjSqayvLbnNI9tf4vu/sg4gz0STfLzZw5SEfKzeoqXuiJLpLMamayGqsoYhkE8kSGezFDgd5LOakTiafqGYqNe/PjtBQS2hhp5pusIIbuPnKGxa+A0tlFNwGKrh95UhFd7T1LvKeb5nmN0JcNj2/stDk7H+ulKhtk9eJrW+AC1rvy9ppsGGV0jmk1hmCbxXIZELoNFklFEiayhkdFzJLUMWUMjrqWxaxbskgVBEBARKLZ52Tt4lmX+SuyShaDVhVuxIQgCc1xFFKgutnce4sGq1fjUa0eEf8VEmmZohHNxckYOm2TFqdgZzIxgmCZO2Y5VtNCd7ucX557nY9XvwS5ZSeppvnLyR3xm7gdwKg50UyehpTBMg4DqxTRhOBvGKdtxynbiWjL/PQYO2Y5LtjOcjZAzNGySFbfiGGeYeweifOk7z/PWkfZJbz6LIrGovpQHti1j1eKqSW/wS2FwJM6eg21090d4+IF10za6ppmPlX3p28/TNCoRc2EsMhtX1vKpD26iOHjl+HBH9zBf/9Fr7DvcPm76KAgC65ZV89efvPWaqiC8dbSdf/7OC3T3RcYt//OP3MAD2yZLgafSWZLJLH7fpXkZUqksg0Nx/H4Hdlv+Bk+lsoQjSSRJJBh0XVEt47s/28Wjv9434RrAr771CQoC16drSzcMXnrjJF//4WsMX+SxCgKUl/j50w9tZt2yy7ObQT6J+sMn9vDzp/cTm/ACLilw818+sYVVi6c/a8lpOt9+dCePbd8/brkoCqxcVMmffnAzNRWX54c2TZPegSjfenQnO/ednpRn2Liyjs8+fBNBn3PcuDTN4Ds/ex2HzcKNa+YyMBznwPFz5DSNO29s5M2DrbR1DWGxyNx1YyO1FeNpFU3TJKll+eHZXewfbqXSESSgOtk31MoP1j2MZui81HuCZ7qOkNAyrCuoQxEl5riKWVNQy6loL9859Soj2SQrAlV4FTuKKPHeihW0JQb5/0/v4ExsYMxz9ih2Hqpew6aieTzVeYhftu8ja+S9fBGREruHLy29D3mUgKonGeZHZ9+gKdJNhTPAB6vXMced5zrRDYMnzr3Fz9v38Q+Nd7PINz0OlYswu0SaaZp0pvrYM3QMh2ylzFbMXHclh0ZaCOei+C0eFnnm0BxtYygboSXWToW9hHPJXmJaghPRs1Q5QpyNdxLTEqT1HJWOEHXOMp7u3slCTy0r/At5a+Q4J6NtBFQviiCzJrCI5/t241VcCAisCS6iQM2rEmSzGi/vPsnxlp5JBtdpV7l143wefmDdtD2i8wj6nGy7qWFG2wCk0jle3n2S0+0D45YrssQNa+bw6Q9smrahLC/x8dmHb+brP3yVnftOo+v5E8x79t288mYL77plEcrvSFa9rW2Qg4fbefC+NZesjxwZSfCTn73J1lsaWNyYv1GPneji+IkuKioCbNowD1F654VJ+gZjPL+jaZzBBagM+fnLj93EsobplQpJkshDd6/ANPPhpoun9n1DMV56o4X62uJp359HT3bzzKvHJy1f0VjB3/7JVoL+K3drCoJASaGHhx9YRzyZYd+R9nEe797DbRxu6uLGtXORLjpHWRb59Psv6IRVhvysaMjnOpKpLE6HytaNC1gyf3In2PnjOhSVT827aWzZL9r3Xti/KLE11MjWUONUmzPHXcy/Ls/TT5rAqf5BRpIpDnT2sLC4gI+X30QknSGn6xS5nJRfJAN2V9kS7ipbctnrUmL38tcNd0z5nYFJLJdmnruYaue15fy47DxHNw16UkOU2IJsC21isXcuuqGjSgpO2U5/ehibpLI+uIQyWxFrg4sptReyOtBI0OJlc+EKVEnlTKIT3TSwiDJtiU4Cqpc6VzkWMT/NkASJWmc5W4vXM5KLciJ6lp7UABZRYSQXJa5dYMLqGYiwc98ZkqnxRC2yJHLb5gV8/P61uCey3VwnmGaehnDn3tOTSp3qKgu4f9syApfxCiciHy908eCdK6guG++9xBJpduw9Te/A7BN0M4VhGLzyWhNPP3uYA4fayWQ0evuiPPv8UV58+TiRSJLmkz0898IxnnvhKNFoilDIR21NIbIsYhgmHeeG2L3nDMlkloDPeUlj/buEphscOt7J0ZbuccuddpW7tyxiUX3oshzME6FaZG7dOJ/GeeOpGvNJrE7OdAxOaz+pdI5fP394UklYSYGbTzy4YcaznvISH3fe1IjHOd7gZ7IaT750dEbleooisXBOCWVFMyOJn21Itj8WZ8fpNhLZLG1Dw+w628HrZ9s50tVLRtPQrxCymi40QyeaS9Ec6eaNgdNsKJw7idPhanHZO0kQQBIEcsaFt/Xx6FkSWpIia2AspnU5yIKETbJS7ShjhX8hW4rWTlpHRMQmWZGEvKilVVJxyQ4aPHVsKVpDyDoax9ENTrb203ymd9I+GuaGuHtLIx6X7W1LOGm6ztGT3bR3jS9jsVsVNq6qo66iYMZjEQWBudWFbFxZN6mc51hLNy2t/dfsBrsSdN3k5VebqKsporzMjyxLpFM55s0tJpPVeHPvWY4e76Si3I/TaeWV15rGbS8IAj6fg1Cxh/IyP2WlvusqxDlbRGMp9h5umxSPr60Msm55DeolaEAvBUEQKC5ws3JR5aRZSU9/hJbW/mkZuJNne2k+2zcpcbZ18wJqKmaukCAIAmuWVFE+hZbdkeZ8RcN0S+MUWaKqNDAtT/taoGM4jFO1sK66kiVlIQ5396IbBvVFQdZVV1AVuDb6fAOZGF88tp2vnHiWFf4qNhbOvSb7vRiXNboiIpWOEN2pfr7Z8hgv9O3Gb3FzNHyKI+EWDFMfDVwIyML4m0seZfTxW9zUOcvZM3SE7d2v0ZbopClyljcGD/NS3x52DOxHFISxh1ESJOpdVXgUJ7/peoXdg4eIaykA0pkcew+3TYpJ2awKa5dXU10WeFsz/Ol0jjcOtk6qgsiXnJWjKLMLA1gUmWUN5RRMuKEzWY09h9quaWPD5SBJIrfctIAnnz7IyZYeTNOkvMxHRUWAgN9JW/sgzSe72f7MYfa+1TqJkEYQwOW04vM5CAScBALOt/X3mQ5M02Q4kmT/sY5xy897cqUz9OTOQ5ZEaisLJhkl3TBpOt17xYYG0zQ5dKKTweH4uOU+j41ViyqxzPLeslkVli0sn6QynMvp7DncNqt9zgTvKlvK11e+f9yy7SdO8pGfPk5fLH6JrcBjsxLPZMloGpFUCo/VOioPdG3Jagqtbu5wL2eVtpCP1m2ckrMB8r9PXzQ2KwfosjFdQRAoVP18oPLOccv/6/zJ0hifrL1v3HZ/O/9hIF+IvMrfwCr/+Hjp37inltf4UNVdADxUOT7Wcr6c53BT16RtioJuVjZWXlNhxCvhfBfcsZPjxyMAJYUe5lTNXnZFEGBeTRHFBW46e8PjvjvU1EkylcUxmqS6njBNk/p5IQIBF00ne9B0E0kWxzIEXq8dl1Nl9apa3G4bDrtKMpkhmcwSjaZIJDI436ZQz2xhmCan2wYYnkDm7rSrLJxTMquOQLgQKvK5bfT0j09UtnUOkUxnLytzFI2nOTtFm3ZtRcGkhNdMx1VfW5RXd57gLBxp7uLBOycnUK8GumEwlEyhGwYOi4JTVYkkM8RTMVRZwmO1sm3+XPZ2dI61fsczWRLZPL1nwGHHIknMKQhwoqefb72+B7ti4QMrF7PzTDuqfHUFWKZpMhBL4LFZiaYz2BQFi6BgagIj8TSymMVrtxFNp8lqOgICPoeVwXiSx/cd484l9RR5XNhnMBu64oivpo52oGsYSZIIXCQOmEllGeoNU1jqR54BVZ9pmgyOxCdl2gUBSos8V8zgXg+0dQ5NylDLssS8mqJZeyLn4bBZqK0Icqipc1z5UndfmMHh+CQv+Hoglcrx0qtN+RrQygAFQReylO/DD/id2O0WREHg8JEOBEFgwYJSTMNE03U6zg3jctpobCijqNB9XWgZrwV03ZgUy4W8R1hdfnUMdx6XFYd9cuNB72CUTEbDNC9N2DIwHJ8yfl9W7L3qnEWoyDNlmKf13PRizdOFCUQzGf5txxtU+bwsChWztDTEi6fOEEmnkUWJuxfWU+i8EJvOaBovnzpDXzxBKpdjSaiETbX5ao93Lx5PB/CuRZNLUWeDb7y0mwdXL+bxfcdYECrEriq09A7yzJGTpLIaWxvmcHZgmO5wlIFYgq0L59AZjtLcM4DbprKmtoJ5JdNPtl23J8HQDU7sOYPNoY4zurpukIqlpyzwvhJOt0++KWRJoqYi+DvJ6E+sWID8lLxiipjZbFAe8qHI0jija5pwqm2A+rriaTbfzh5Op8r77l89bln1qHrDnLoLnnzDwvHZ6/p5JeM+T/z+nQTDMDk7xe+oKjLBqyQVVy0yyhSeWCKZIZXOMlUzwXmEI8kpmy18XgdW69W1o7oc1imPOzLKfTGbF6RpmvSnD9OZeAObFKDSdSN2uRBZFCn1uAk47JS4XZiY+O12nKqF1qEww8nkOKM7EE9wom+AUo8bqyxzpKeXTbVVV3G2V4bbqtIfjeO0Wmjq6WdReQnlfg/vX7uEF4+dHosnl/k8xNIZ+mJxFpeX0D44wntXNOC0zkxlZdpXd+9zRxjpjzDcF8HmtFK9oJRUIkPbiU5yGZ07H74RLZtj928PERtKMGdJJdlUlmO7TtK87wyLNtazcO0cXv/1WyRjKUqqC+htG2DPs4fRNR2by8rme1Zx+kgHZ490IMkiNz+4Du8o/4Fp5r28SScgi9SUv/1erkm+cmEiJEmYcUb3Uigt8o4pG1+Mzt6Ryz2vf8AMYBgmXRNmTwB9g1H+/itPXrJldTrQDWPKF7Np5jvVLodYIkM0lpq0/MXXmzne0n1V48pp+pRtxIZukExnZzkrMRlIn+DYyCN4LbUU2hbjkAtxWCzcu2ghh7p62NN+jiKXk1ODQ6ypKKNtODwxwoEkiqiyTLnXQ7HLiWuGBm02qC7wc7C9m9rCAHvPnsPExOewISIgigJtAyPkdIP1cyo51TeIbpiIooCmG7Oqxpj21e3vHCJUVcCx3S2s2rqYvnNDrL9rOfUranjrhaMcfPUEYOIv9LD5PauQZIldT+2ntK6YpTfM56Wf7Wb+ylrmrahm99OH0LI68UiSjpPdfOTz93Dw1SZ2P3OQyGCcTe9ZQU/rAK89vpd3/fGWsTEMTKEQK4kifu/sGgZM08Q0TMTZ0P+Z8H/Ze8/AOM7rbPuame0du8Cid4Do7J0UO0VSllVdJMuyFTuucey4vClv4s9O7CRObMc9cu+SbEmOrEYVUmInxd4JkgDROxZl++7szsz3Y0GQIAASJCFKzuv7D4DFzM4z7TznOefc9+kfGh/4FwUB+zTFMe1W04Qxxb6BENqfre5NIyVQpIxrQQ+p9usHjre+acdOJJVJwwup/IVMND4+YdrePXRDCnpTgQbI06RfAqnz6PIHeHTvAVRNY2lRAXlOJ08cPUFElhEQiMgJHjtynJPdPTx25DgbZpRRm+VlV3MLGrC2rIRc542p/U0VldkZ7GloZXVVCU39gxgkaTT8korhmjnR3sOLx8+m2GyCgMdqQU4qfOuV3dw1p4rZBVPv5HxdU5or04nJbMSVYWew18+rv91NYCCIr2uIkrp8LHYz3nwPDo8NJalgNBtwemx4ctKIheNomobZahqjiZpblokz3Y7FbuLckW46G3robx/AYDZQu2QsFTU0QRNFYURT4Ubg9wX5/X+9wMf+/X03tH8kOv6lEAThppd/F2Ey6SeMqUeiNybC8meMRzgmT6jB8WbjaodUVY1oPPGWaLlr01yNmOt08C8b147p+vGD+945+rsAzMvP4cE5M0fp8bXZmawtT3XHfrOLXQRBoDrHyzfeuwlBEJiZnz1KoxaADXXlaMDdc6ov2yf187Mbl8NV4vKT4QZjugLDfX4MJgNz1tRw7lATBpMeq9NC14U+jGYjNqcFBAFBvJTtTshJOi/0MtTrp7fNRyKeHFNxkJ6ThsVmomZJORa7mfTsy2Oj2oS1jYIA5hsQEfH7gvS09rPy/ksxSzmWoOVMB5IkEg3HcWc5ySxIR5okXqwoE4/HqJ+eULlRr5twGZmYpIfYn3H9mC793umEpmkTtqD/U8NFwypdYZWu/FtIbXzFvm/myMbi8vZUFw97+eGFKz+4xufXwpStQ/msQlwZDuatq8Wb52bB+pmEA1H8/QHyZ2TjyXKRkeum/tAFOhq6yS72UliZg04voTfqmb8uVTIWDkTJLcsk5A/jznRRtbAMURTJK88ipzQTJaHQ2djDcF8As9WIw3NZln6SE7wRTyXkD1O/v5H9Lx3lay/8PQCBgSDf/fQvWPvgMqKhGMmEwqZHVpKRN3EWe6ISNU0baaw4DUgmlQn7N0nSW0MD/t+IyapzHDYTBTnuCf83HXBYjVd9YSfUgRVTdN40x41LRF4NRqMOvf7myy4F/hz4uhqmbHQr5qc6ny7elOIzZ05SorXkjjkTfr5oY2q/5XdNXAdYcBllsnTmRFq2woSCyxeVlK4XuaVZLH2njv0vHRvzuRxLsO7BZSTkJM//5DWG+wOTGl3zBGEETdMmjMXdCFJLzPFG12zU//mpBlpOd3D4tZMIkkjZzEKSiST5M3Iw24y8+ttdFFbl0lrfhRyVWbhxFsU1+an61MtgmiRpVJzn4fMfWTfh/6YDWen2SW+hIAoTEmv0OokNy6tYtWT6WVKQykc4rDefjxAQAYGY4qc9tJOB+DlkNYRBtOIxVlBgW4VRGh+nTahhLgReoTtyiDRjCXVpH0ASx4cOk2qctvB2WoM7sOmzmOX+MAbJSiQ5QIP/WQbjjXhMFdSlPYxwFQXDYKKTU0OPEVf8eE2zqE57z02f+1Tw9iyenAQTiYSomkZ4GmOcNpcVm8tKYCiEKIqoymSd9VISildC07ihSWAiRKLyhLE/t8vy/7zNjUdltj39BrfdvYC0TAeJeJIj207jyUlD0omcO9yEyWLEZDFQtbCMnf9zgPyKHPSXGVlBEDCbDBgMOuQrSAhJRaUk/9YyHC9CFATMplSfvMvlLZOKis1mfMvGNVUIgo5huZlDvu8zGD9PUo2ioiAgoRe30BjYzCLv50kzlI05D0VLMhA/R1t4O7IaoCbtISZa02koDMWbaAtvx2Uopc79AQAMooW4GqAtvIOe6GFmOO/GJE1cSaRpGt2Rw7QEX0PRZHIsiybc7s3AraNwMRKrUi8tvZOqSkiOT43vLaSYZ1dCSaq0d11/NjcWjhMJRFGSCmF/hOTIS3elJ3SV4Uyo16qo6k11jbgcPb7AmJfuIrzpdv5fd3VDw2H0eomMvDTcWS5M1pHSIu1iWAb0Rj2enDSKqnPxdQ6iTSRaLwpkpI0nmkSi8lvWVkgQBKxmA1bzWC9PUVQiEfmGatxvJWLKIEd8jzIQP4vHNIPqtAeoSXuQdFMlipagL3aSN/q+TjDRMa3tzyXBRJZ5DhZdBrIaojmwZdJtFU2mJ3JkxAO3UWBbOW3juBZuqdFNairbOppG/24KDPIvB1+f0r4CUJQ7PsaWUFQutPmuu0X2zmcOsPnn2zBZTTzzg1doP9+N3qintK4AhBSzLLMgHbN98uVWedF4FoqiqLR1XV8fp8nQ3jU0YXy4tCDjbanWdS1omkYoeanMLq7EUbQbi3/bXFYQBNrOddFxvptYOI4gCHQ199F4tAW0lDfc0dBD/YFGckqzJiy/k0SBorzxz1U0nnjTSrOmAqfdPGH3ku5+/zgW5NsN4WQvKkkWeb/A+pzvMC/9k8xP/xS3536X2rT3ISIxGD9PY2AzqjZ9OiKCIJBhqsVpKASgKfQKSXViIf9huQl/ogXQKLCtxCRdn+D9zeCWhRcCcoyDvR387MxBAGakpQxWNCnzWscFkqpKtdtLvt3FhWEfDf4BDKJEtdtLtjXl4RbleTAZdcTilzwQRVFp7RxkOBC9Kpf9Stz+/tu4/f23jfv8k998GACr08LtD4///+UozvdgsxjGlLIlRyaBZFKZsoD6RJATSVo6BsZ0IIBUx+L87OlhvL0VODh4kNXe1QA0hBrIM+fhMlw/mcRoNrDy/kWc2d9AX/sgZTMLKJ1ZQMvpdqxOC/PW1qIkFIJDYXpafay4fyHSBHFSURKpKstiz+GmMZ9HojKNrf2UF3lv7ERvEp40K16PnZaOsRN4W9cQ/mAUl+P69KJvNUrsGyiw3jYmpqoTTdSmvZ/OyAF8sdP0xY4TTHTiMhRP23HNOg/Z5nn0R08SkDvojR4j17p4zDaqpjAYP0cw0Yko6ClzTKyp+2bhlhldURDQSxJRJYFZp0cvisQV6IkEMYgSbcFhhuUoa3V6njh/nNtyi+kKBfDFwtxVXI1Zp8dpN1FW6OXUFVz57j4/J852svI6WszcLARBwGEzU12ePaaIXlU1WjsH6ez1UziBZz5VtHUN0dEzPM6DryzNwmZ588VuLkJRVU539fHq6QaiiQQrZhSzovz6+7VFlShnA2c5OnQUo2hERaU53IzH4MHFjTH48mdkkz9jLOV4xtzUCyzHEux65gC1S2cwf93EItmQUgOrq8jFaNCNCSeEozInznaxevGMG+prdrNIT7NRkOPm0Mm2MeGEpnYf7d1D5Ge7bqnA0/VAEox4zTPRCeNXiZJgoti2Fl/sNAG5g1CiZ1qNLkCBbRXn/P9DJDlIW2gH2ZYFiJepIMpqkP7YGRJqGK95Fi5DybQe/1q4ZXfNpjcyOz2HNKOFZdmF5Ix4r5kWO8tziqjzZBJNJGgY9nGgr4NX285zoK+d3kiIWDL1MpiMehZMUNkwMBxO6aFeQy5vumE26lkyd/wN6xsMcry+44a/V9M0Tp7rpHdgPANv4axCLOYbI4PcCPzRGE8fPoXVqGddVRkF7hszkAbRQJYpC4vOglVnxaFzsCx9GR7jzYnKTAadQceCDbOoXlh2jS0FcjKdVBSP9WgVRaW+sZumKQqOTzcMeh015dm4rkgehyMyOw80Eo3funizpmnXFb4zSU5MkmvSygGPKSVUE1OGiCvD0xrXBXDoc8k2z0dDYSB+joA8VrYzkuynL3oCgBLb7YjCxJOqLxZia1c94UTKrmiahi+WCo+1hwd5rv040eT1h0du6VQpAglVIZJMkBzRobToDJfYKoKA12wj1+rgb2Yt55/mr+GRqnk4jakZ02jQMa+2YNzSSlU1tu9v4ODxFhRVve747o1CpxOpq8gZt9wPBGPsOthIV9/URaEvQtNSWgC7Dl4YJ6qd7XVSOyPnlon7ROQEg+EoA6EINTmZ1OR4R1uiKKpKRE4QisWJyIlRb0zVNGKJBElFJSLLhGJx4okkIiJZpizuyLqDCnsFVY4qCi2F6Cd54G8WoijgcNuwXGMZLoxUoSydVzpOeetCm4/X9p4jFI7dsmfq8nHNryuYUM/31V31HDvdfkvGpGka5/sH+MXBI1PeRyeYJzVkAGYptQLUUEioUbRppsEJgkS58y4EJIKJTnqjx0evlaopDMUbCCTaseq8ZFnmIiASV5IkVAV55GdCVbDpjSzOKMasM6BqKh3hYZ5pO0pcSRJNJuiPhYgqMtGkPKZBA4KXAAAgAElEQVR1/LUwreGFaCSOfzCMJIm4vQ4G+wJogMfrQJJEDJKOhd58vnrwde4vq8VrtpFnS73EFp2BdJOFbKudhypm8+3jexCAVbklrMkvBVKskcJcN0vmFPPKzvpR/U2A4UCUXz9zAJfTysyKHKSb6MM11fbwgiBQkJ3GioVl/P6Fw2NYREdOd7Bt3znu2zAbk3FiOu9Ex43GE2zff55jZ8Z6ypIosGROMUW3UKj966/s4lRnD20Dw7QODGEx6vnnu9ZR7k3nQHM7jx84Tn8wjNtq5gNL5rK4JJ+hcJSvvbSD5WWF7DzfTMdwgPXVZTy8ZA4GSWI4McxO304q7BVYdVZyzbk49bcuiTERjAYd82cWsH2/l7MXekc/V1WNF7adoijPw7pllZiMupuSOpUTCoqqYjFNbaXidlnZtKqaxrb+McL1iaTCN3/2GuluG6WFGROKIk0VqqoRicmYjHp0koiiqgRicYw6HQZJojsYRNU0ZEUhFJeJJGQ8FstV2xcJgjhSqzsxROHS+acSaTcyeVx9nwxTLemmCvpjp+mLnaDQvgqT5CKpxWgL7wI0ciyLMUlphJMyPz6/i2pXNi2hATJMNjxGG01BH72xAJ+oWEEsmeCx5v2cD/Ri05vIs6TRHPTx88a9hBIx7s6fxRzPRPyC8ZhWo1t/tI0zR1vJL/GyeE0VB3eeo7drmPf85UqsdhMGSeIzs5eN2efTs5YCUO32Uu1OLfFuyynmtpyJ4zxpTgtrllRwvL6TrivEoc839/GNH2/hg/cvZk5N/ojY89TGrmkQisTp7BlmcDjMnJo8zFN4OawWI6sWlXPoZCvnmvpGP4/FEzzx/GFMRj23L6+akghOMBTjld31PP7soXHlSnnZaaxeXH7L+r8BfOmda+gaDvC1l3bwwaVzmVeYm1pihcL87uAJ1lSWsqqimMOtXXxryx6+++Cd6CWJQDTO4bZOPr1uGU6zkaSiYtTp0DSNQ0OHWJmxko5oB6FkCI/B85YbXYDSgnTWLq2go3t4TJgqFI7z6GM7GQ5EWb1kBjle53UJmyeSCoPDYVo6BjnX1Eu218n65ZVT3n/d8kr2HW1m18ELYz7v9QX5yvdf4oP3L2b+yOrvejpYx+Uk3f0Bmtp8nL3Qy30bZpHtdRKWZV5vbKIs3UOey8F3du3jwwvnEYrL7GhqRtM01s8ou6rRVbQEqjZ5+COhXpKs1ImmqxroicevklSvFUoUmOG4m/7YmZH4cRtGk5No0kdP5Ah6wUKWeS4G0UpSSyIJQqrmPxlnwB/iI+XLKbNnsKUr1YIqy+JkU24tbqOVB4sX0Bjow2208Jfly7kQ7OfoYPutNbqqqtLZMsD+7WeRdCLuDDt6vcSsRaW8sS01aE3T2Ln5BNGIjMtjJT3LhRxPMKMuj+BwhHMnO/Bmu2g6200yqbB0XTWRUJyzx9sRALfXQe38VAJnTk0eG1dW88Tzh8a1rmnpHOTbP3+dubX5zK0toKIkk8Jc97hOC6qqEQhF8Q2G6Oz109IxQGvXUKpiIKHwX/9435SMLsCMYi/3bpjNo7/ZiT90qURlyB/hZ0/u41xTL+uXV1FZmjmiZToWwVCM+gs9bNl9lt2HLhAIjS1zsZgMvHNNHbUzpq5k9Gaixx9iOBJjeVkhbquFNZUl/HrvUY62dbGwOB9FU1lTWUa+e7xYtk1nozncTFe0C5fehSS8PSjNBr2ODbdV0djqY+vu+jHUcn8wxs+f2seR0+3Mryugpjyb4nwPDptpnKGLxmR8gyH6BkN09AzT3O5L/WwboH8oxIN3zrsuo2s1G/noA8vp6Q/Q0DJWJrK5fYDv/Wo782sLmFdbwIwSLwU57nHMTU3TCIRi+AZD9A4Eae0YpLkjNa6WjgFi8STrl1cyNiXJqOCOoqocbO/EaTLyrlm11+zWIKtBktrEpVoAoUQqEa4TTOhF26jQQoo+LIwce/LlukqSmHLtcr4sy3wc+nyCiU58sXo8xko6wnuQ1SAZplrSjKUIgoROUHEYzAzEQ6QZLDQG+3EYzKPx24sQBYHEZTyDNIMVURAxiDqStzq8IAgCaek2svLSMJr05BR6JiQZlNfmEgrEOH+yHZ1e4uShFgpKvZw93k532wBD/UGyC1KJlRd/t5+q2YW0XehlxcaZ2C+rWTSbDNy/cQ59A0Fe3HZqnBqTPxRj+/4GDp1sw+WwYLMaMZv02C0mdDqRuJwkHI0TjSaIxhNEojKBUGzUu8z2Xp+UnE4nsXZpBb7BED9/at+YbLM/GOWlHWc4cqqdrAwHhblu0t02bBYjoUic/sEQrZ2D9PQH6BsIjit8FwTYtKqaO9fWvm26L0TkBJIojAr7CIKA1agnJF8qnXNbzRPSN1Z7V3MhdIFcSy6l1tK3hZd7EZ40Gx99YBkDQyEOnRybfJETSQ4cb+HUuU7SnBbsNhMWkwG71YheLxGLJ4nGEsTiqWcqFksQisQJReKj9/RGW/8U5Xv46w+s4hs/3UrbFUSggaEwW/acZf+xFpwOM3arEYvZgM2SIotcOaZILEEoHCNymbNyuZG+OEkmVRVfOIyqaYiCQFm6G0XT6AkEcZnGTzZjrpUSJJToQdWSiML4Z7YnehQAsy4ds5Q2amgFJCQhNe646gcmNmRJNcqQ3HjVayYIAibJRYFtBaeGfktX5ADF9nU0B19DQMRjrMKuT4nr6wSJbLOThkAfZY4MBuJh/HKU/2k9yhl/N2adno25NaPbPNF0kEKbG0G4MYrStBldm8NMWrods8WAZwKjFQ3LbH7yAKIoEg7GKKnKQVNVBnr9nNjfxJJ11bQ39ZNfkoHdaea5x/ZSPbuQ9EwnheWZ426yy2HmM4+sRhQEXtx2apzojaalhKAvLyS/KB2noU27bJ7FZOB9dy0gqaj89pkDY+K7qqrR3R+guz/AiXNdiGIqPq2pGqqmTcg6g9RL+o5VtXzioRWYTXrafMO8cb6VTXMq6fOH2HGmiZr8TF4/eYFYIsGDy2djMxl5et9JhkJR3jGvkpqCTP775TeIxGXmleaytq4M83V2t70SWU4biqriC4ZxmIzIySQ9/uAY3dPJXspIMsIc1xyaw82EkqFpz1zfLDLT7Xzp03fwtR+9yr4jzeMmwUgsQSTmhxHh85RC1cUM/5szJgGYXZ3H5z+8lu/+ajtN7b4xx1JVjeFglOHLRM8vGk9Nu74rbNbr8VgtPHX8JF6bFUkUEEWRIncaq0qLee70WXJdTuxG46QGR0OlPbSTfOsyTFLa6LOgaRoxZYim4CsAuAzF2A2XuopIohGLPlW/75fbCMpdpBnHUoVVLUl35BB++dpax5JgJMeykIbA8/RGj9Mfq2dIvoBJcpNpnoU0ElsWBYE12RWszCxHEkRWZs7AKOn4cPkyFE1FL0oYJT0C8JU5dyEJIjpRZK6nAKOoo8KZSYn9LW7Xo2kaSlLFPxQmEooT9EfoaR/EaNKzYtNM9r9ejyDAwlVVbH/xOKIkUFDqpaO5n76uYfq6hyksywQhpeQ12QtsNhn4mw+toSjfw1Obj9I/ELyqJN5UH8CLlRTXC6NBxyP3LSbdZeO3z+6nfyA8rluooqhMoAg5BqIo4HZauG/jHN77jrmjdaKKqhJLJFPXV9WIygl8gQi1BZnML80jzWpm2+kL5Ke72Dingqf3naA0y0M4FueDq+fhddowTYPspMdmZU5BDn84fIoVFcXsbmil0ONiYXE+/ujky0qA1/pe447sOzgdOI2syqQb0skyZ930mKYLgiCQ5rTwxU9t4onnDvHi9tMMDocnpd5ej7E1m/SYb6DcTxAERBHm1RXwxb/exE9+t4fjZzvHVbdcDnWKgxJFAbvVOJqMEwWBlSVFrCwpGrNdRUZqBfq5FakczNXeDhE9XZH9nBj8BVWu96AXU6vUmDLE4YFHiSlDGEUnudYlWKSMy/bTkWYowaLzEkn2sa//P1nq/TtMUhogoGgyvdFjHPL9AJ1gvGoIA0Zq6fX5ZJpm0xbeQb3/STQtiU2fjdc885KcoyBgEHSjtVwX75BVP75rhV0/PjyoEyR04tTDZNNqdL3ZTvQjBiIcitF4pgtVUWk808WM2jzOnmjn1OEW3F47dpeVzFwXB3ecZcXGmTjdVkqrczh3ooOEnOTu9y/FPxi+almMIKQM3f0bZlNdlsXmbac53dBNR8/wDfHmbVYjOV4ns6rysNygELleL/HOtbUU5rl5futJTp7rpMcXmNKLKQjg9dipKsviHatqmT+zAIN+7NJP1VJ523A8tZRfVlnIrvoWnth9jLV1ZfgCERp7BojEZWYWZWM3G7lnUQ0vHTlHSZabldUl1+XpmvV65hTkkGYxj4xRwGrQ8+DCWTx7rJ4/Hq0nN83BP965Bp0kYtBJLCjKxWmeuM2KXtTTEGyg0FpIMBG8pRISmqYRTyQxXeP8BUHAbjXxyLsWU1eZyys7z3D2Qg/dfYHr1rk1GXV40mzkZ7mYXZ3PykXXqhuefEwA5UVevvjXd7Bldz079jfQ0jHAoD9y3XoMdquRzHQHxfkeFs4qIjPdPuY4N4MMUw0mXRoXAi/RHt6N01AMaAzHm4goPiTBSJF9LYW21WOOJwgC6aZqCqwraQg8hy92mlc7/wa3sQxR0BNK9OCXW0g3VeM2lnHO/+w1x2LWpZNpnkVXZD+9kSMIgkSmeTYW3a1v8XURwjVq/d5ea79rIBZP0NjSz9mmXi609tPZO0zfYAh/IEo0lkBRVIQRXQWDXsJhM5HmtJCeZiMvO438bBflRd5pa3TpD0Y53dDNqfNdNLb009nrZ3A4TCQqoygqOp2E1WLA7bSSM9LRuKY8i5rynAkpzf5IjCd2HyPTaSMQjRGMyqyuLaW5d5CGHh/zS/NwmI0cutBJlstGjttJsTeNHWea8UdimPQ6Ns2pwD5iELv7/ew/2jKWyy/A/NoCqsqm3/vUNI0zgTNElAjVjmq6Y91kGjOx68c2gDxW38GZ891jQkaCAPdtmH3DxBBN0/BHYpxq7WF59fUxoEKROGcbezjb1EtTm4/O3mF8Q+HRPICmauh0Iga9DovZgNtlweOykpXhoCDHTUFOGmWFGTfcVmqy8/ENhTh5rouG5n5aOgfo6vUzFIgQDsdH2oWnnACjXofNasKTlnrWczKdFOa6Kcz1UJTrxmq5+T5kmqZyevh3HPb9gJq091HhvJe20HbaQjsZlltIahF0ghmnoZB86wpKHRsnNXzBRBdNgZfpCO8lkGgnoUaRBD1WfSaZplmUOe8krvjZ1fPPWHReNuR9b1I1MQBf7Ax7e7/GkNyIUXSwPvfbeExTT2beICadvf5XGV1IxXI1NEKhGP5QjHBUJhZLkEwqo0suSRSRJAGjQY/ZpMdiNuC0mzDob7wOc/LxpOozh/wRAqEYkahMIqmgjjS3M+ilVEJmZAIw6KVJx6BpGm2+YWKJJHpJQhIFTHodQ+EoqgZFGS5EQaBrKICcVHCYTaTZzDT3DSEAHruFdLvlLaWPXgzwCAgomoLI5OGjqSIYjbPrVBNOqxk5oWAzG9CA0609ROUEc0tzyU938cd9pzjf6WP93BksqSzgVGsvF7oGMBt1bJpfyYmWbvr9YSJxmdrCLOaU5l4at6ahqhr+YJTAyHMVl5MoSoqMI4oCkiiiH7mfFrMBm9WIxWS44QTaVHCx/MsfjBIMp7oMy7IyGtaSJBFJEjGOTAidyT62DB1iU/4CFnoqburYgUSEZzv2cmK4mZSpGObe3Erq0uZh0+egqglCyW5iyhCKlkBEh0lyYTfkjsZTJ0NSjRJK9BBThlG1BIIgYRBt2PRZGEQHshpgKH4BUdDhMVUhXYWMEUr0sLv3K/RGj5JjXsja3G9MmOCbZkx6098e6fDrQH/HAE9+4zkWvWMe89bWjauSSGUUBRx2M44rKJQdDd18/S/+m4GuQQwmA9/d+9WUWtUVCPsjPPVfL5BVlMHtH1g5rnGlpmmjTZSmQqAwGnRkZTjIyri5BnuCIFCYMV7sJtM11lMsyRxLra3Oe2tEWybC5R0RpqtcLKmotPcPo6oazb2DqQTkgmrKFtfQOeDndFsvpdkeZpWk2Hyr6koYCkWpb+/lrsU1NHT62HbyAgP+MIWZaayZVYb5ikoRQRCQJAG3yzqtHuvNQhAETEY9JqOezCmsmPsHfTR1dxFIjG/vfr0winpqXUWYJAN7fGdoDUWwG+qw61OTlSQacBoKcVI4uk9npJ+/P/Qo35/3qavGQXWiGZdx8hWJUXKSZZl7zTFqmsaw3Ew4kSK9lDo23gqDe1X8yRldYCTzr6KhXVcr6pySTL7y7N/y+hN7ePpbL1w1DjaakZ7gf3Iswfbf72X9wysQboL59mdcG8lEkuBgGFESsbutE3rpOklEEkUUTUvJOw4GUFWVH25+A71OBC1VLWIxGjAZdNjMRi50D3KmrZfBYBSjXseiinyGg1EKMly4rFcvifpTxry0cn6+6AuI0xBMN4g6ZrtKme0qJZKM0RruueY+h4ca6I/5b1nViqLF6Y0eJZzswaLzkm9bcUuOezX8yRndjDwPn/zWIze0ryiJODx2XF7npM0mISXr+MEvT96648LxVp5/9FXWPrT8xtq3/y+BklTQNA1JN3lI5GbR3dTHdz/9SzJy3Xzq2x+cUEvBoJOwW0wEIzG8ThvBSJymnkEyXTZKsz2c7UgxBW1mA/2BCK19Q3gcZqrzM1lWU4TJoCfTZaOhy8dFuvlUEE7G6Ij4CCWjqJqGUdLh0tvINrvRi6lXK5AI0xjsosyeSzQZpzs2SFJVcOgtFFozMUpjl8WaphFWUt8bTESRBAG3wU6eJWNCzzCuJOiJDTEoB0ioSXSCDrveTLbJjU2fulaqptEfH6Y5dMkoFtuyyDSNXzWpmkogEaEvPkwoESOpJTGKBjJNLjJMLqTLRGymep1kNUlPdJABOcCuvlPE1QQHBs6NfpfX5KLImomAQH98mLZIPxX2fGy6sZPfsByiMdRFjtlDjvnaQkmqptAfO0VHeA8AFc57R+uA30pMyehGQzHOHmik9XQHsWgce5qV8jklFM8sQKeX2PPHA1idVjRNo+lEK3qDjpkrqymuvUSLi4XjHN12io5zXYg6kfI5xVQsKMM4khjRNI3+jkFO7z1Hf3vq4U/PdVN3WyUZeR40VWPrY7voG1F9uu2+RRRUXYq5qYpKR0M35w83Mdg9jCBA3oxsapdVYneP7wwwGXb94Q3azqYYM7NW1VC77FLca6jXz6Etxzn40jH62n088bU/Iooi6bluFt0xB4PZwEs/e50FG2aPjk3TNLqaejmy5QTL71tE2gTdJv4UoWkaJ3bWk0wqzF5VM6YNzq2GXpKYU5pDKCpjMxsoyHBRmuMhHJfR0KgrysZi0GNNdzEjJ53uwQA1hVncVltMh8+PXidhNRmYVZyDxz41TeZBOcjTbTs5PNiIThRRNJW4kiDNYOOLtQ+RZkiFfJpCPfzbmSe4L285DcFOfPEAoWQUURBYnzWP+/OXjxroi9/7u7btHB9K6fsmNQWLZOSOnIWsz5o7uq2GRkyRebnrIDv6ThJORpEEiaSmYNdbeKT4dmallYxu2x7p54Wu/fTFhmgO9fDpint5Z+5irkQoGeWZjj0cHDiPSipeHU7GKLZl8WDhaqocBdc9wYaTMfb5znDK38r5YCcxReaptp2jvvbi9GoKLF4kQeBsoIPvn3+Wj5e/g5XeWUiXeeTb+07wkwub+YfqByY0ukk1xrDcjKwEU3mdZDfNwS0My81kmOootq+/bsrxm4FrvimqqrLv+cNs/e1Oimvz0el1dJzvQkkoFNXmA/DaY7sZ7BmiqLYAh9tG04k2dv1hP5/7ycfIKc1CjiX4/def4+jrJ6laWE4sEueNF45w58fWsfzulLh0Z0MPj/3rH/D7ghRU5iLpJYZ6hymoyk01hhTAnemip7mPrb/dSX5lzhijq2kaB185RvPJNtK8ToLDYbY/tZc7P3o76x5aPlrKdi24vE56WvrZ+pudCKIwxuiiaQhAIp5A08Bg0iOKIvoRIRRJJ7H32YMM9gzzka89NLrb1l/v5PjOM6x+79Ip3pa3P6LBGHueO4zFYaZ2WcVbanRFUWBG7mXF6SOPxd2La8Zt+85F1aO/1xRmUVN4qUojxz31mPs+Xz3Pd77Bh0o3UuVIORehZITu6BBW3fhazhe69nNP3lJqncWomsJznW/w+7YdFFi8LM24NKbftrzGnv7TvL9oLeX2XBJakuc63uA3LVtxG+wsTk/JImoa7Ow7ye/bdjDfXcHazNnY9Gaiikw4GSPHfEnLWUSg1llEgcXLwcFz/KRx86TnpRMkSm05FFuzyDC50AkSjaFOftW0hW29xymwerHprk9A3aYzsSpzFkvSq/nm2adpDvfwmYp7Rz1dm86MJKQSquX2XAqtXrb1Hmdpeg2SlHLK4kqCAwNnSdPbmJs2cdmdrIZo8D9Hd/QwoBFXAshqEKe+iDr3B7DqvG+LsNE135REPEHDkSbSc93c++k7sDjMJGIJRJ2E3pjaXUkqyLEE93xqE5kF6USDUf7P7V/h5Z9v40P/+iAnd9Xz+hO7+atvP0LN0goUReXJrz/Lc//9CvPWzcRg0rN/8xH62nx86F8fpKgmH0EQSCaSmC8TeJmzrpb0PDdHXz81bpyiJLLuoRWoqorRbCAeifPUN1/gxI7TLHnnPFwZUzO6tcsqySnL4tSec+P+5/Q6WPnuJQz3BWir7+SuT2xILa1FIdUlQoANf7Ga5/77FXpa+sgq8pKIJ9j59Bts+ItVWCdJwExFou/yh+XqtcvXv91UxnA5qwhgsGeYtrOdVCwoBW38/lduPx1jeDthIO4nqanUOYsptY2oFggpAos0gY5spimNu3OXjoYT3AYHe3yn2dJzmCXpVQiCQEu4l+19x1meUcvGnAUYRrzadIOTD+3/Jrv6T7HAU4EkiKiaylNtO8kwunioaDVZJncq1zGSh7j8yqYosQZMkgG3wY54lQ65ZsnI0vRqREFAFEQ0TSPT5OLIYCMdkX7Cidh1G129qBsNZZgkAxIieZb0MR7+RXhNLqqchTzbsRdfPECuOaWq1xTqpiPSzwpvHWZp4hCBgIQo6okrfhJqBJPkpMS+gRnOe0g3Vb3lCbSLuOYoDCYD5fNKeOyrf+Dn//gEt39wJeVzSzBZjaM3WRAFMgszKKrJS3VYtZuYtaKaswcbU3qchy9gshjILc9GHuF8ZxdnsuXXO4kEoygJhbP7G6haMoOyOcWjIYfLkaJbCqNGbiJYHGbkqEwinkgxizKddDR0jzadnAouGtCJYrWiKCIaxdEYpt6oQ3cZeUHTNBbdMYcXfrSFI1tPsunDa9i/+SjhYJTVDyybdJYd7g/wL+/9DvPW13H7wyt45nsvs/+lY0RDMXJKM/ncDz9CblkmkJrg2s528eQ3X+DMGw0k4kkKKnO4+5O3M29dHYbLSB2DPcNs/tk2Dr5ygr5238h193LHh1ez6t2Lx3j/SkLh+M56Xvzp6zSdaEWOJ7Gn2ahbXsHGR1ZRNjuVgT6xs57/+d7LXDjRxkDXEPX7G9n809dTzwJw98fX8/A/3QcjiUg5KnPk9dO88JPXaDrZhiSJzFpRxd1/tYHSmQWjsXVN0xjoHuKFn7zOjqf3E4/EqFpYzuJ3zHlbtuCck1bG5q4DfOnkr3lPwUqWpFfh1FsxiBOXHVY58sfEb7PNbrLNbjqjPiJKDKvOzKnhFmQlSYktm3AyysX6AkkUcRgs9MeHCSUiOA02huQgbZE+7sxZPGpw4RLV/WYgCAJxJUFCU1A1lYgSx6ozMSyHUCbRQ5guSILIAvcMtvQcZkvPYR4pvj0l6u9vxp+IsD5r3qT7miQXC9I/zXzPp0ZOJNUOXuDNyzncCK5pdAVBYNV7lpBd5GXrYzv58d/+Fk92Gnd/aiOzV9eMGqCLRvgiTDYT8YiMqqjEIjJ97QN8+f5vjMk+u7xOlISCalCJheOYraYbXqaG/RF2Pv0Gx7edJjAUQo4l8HUOkn8LlbkEQcBsM7Nw42xO7Kxn8Z3z2P7kPuatn5kKkUwGDZJykqYTrfz0H39HPBLntnsXEA3FaK3vxOVNxQc1VePYjjN8+xM/w+62svgdczGa9DQca+Hrf/lDHv7i/bzzo2tHJ4LT+xrY98IRsgrTqVteQVJOcmLXWb776V+iKiobPnipA+rxXWf56kPfo2RmAbfduxBBEOhp7aftbCcDXYOjRtfutrFw42yKavPZ8ptdFNXksXDD7NFVT8lIY09IGfKtj+/mif94jtyyLNY+uIxYKM6JXfV8+5M/4xPffJiaJeWIokhoKMzjX3uWPc8eom55JQWVOXQ39fGH77xEYCBE+nW0PkqqCif7+5iTeaVu1vShzlXM5yvfzZNtO3is9TWeat/Jau8s1mTOTiWFrnjJrRN4hw6dheFEmGhSxqozMyyHkNUkv2x6lcdbxjdstenMo2pWQ3IISRBxGazTZlBS2ggyhwbPs8d3mp7oEHE1QVxNMBD3U2bLvfaXTAMqHfkUW7N4vfcYDxSsIqEpnA10MMOeh9fkmvR8UxOO7m3fKHtKFk4URaoWl1O5qIyuxh7++P2Xef7RV0fjrZqqMdQXIBaJY7IYQUvVxKbnupF0Euk5aWTkufnsjz6GwzO2pjQ9z0M8HCc9101PSx+h4fC4baaCk7vO8vyjr3LXJzcwb/1MzDYTzz36KvX7G677u64FSSeiTCKgoDfqmLd+Fqf2nGPPMwdoOdnGZx79yJS+99j2M9z7Vxt512fvGA2rRILR0d+H+vw8871X0Bl0/J+ffpzikZj6cH+AH3z21zz5jReonF9C1UivuEUbZ1FUlUvejOxRz/3coQv8/R3/wa5nDo4xukdeO4nZZuLh/3svs1enYqGapjHYO4zVcSm5VCg4W54AABfBSURBVFJXQEldAY3HWtj/4lHKZhWy4ZEVmK+QrEwlRgd46lubqV5Uzkf+/UHS89xomsbxHfV86+M/ZefTb1Bck4fVYaH5TAe7nznI2vct46F/uAeby0o8KvP8j7by63/5w5Su30UEZZlPvfo8ex7+6HXtd72Y7y6nxlnAseEmDg+e57XeoxwfusA/1T6E1zSWIRVXxrd1iasJRITRqgSDpEMnityRs5AaZ+G47V166+jS3iDqUuLi6vS17VHR2D9wjh81vkCNs5C7cpeQYXKiaRp/7NyLX7752t6pQC/qWO2dzXfOP8PBwfN4jHZaw73cnbcUo3jr+9VNN65pdCOBCMd31qOpGt6CdBLx1MMj6qRRr1XToKuhmxd/vIWapZU0nWil4XATH/tGqrPu3LV1bH9yHzue3Mvy+xZhtBgZ6BwkISfx5nsw203MXlPL7/7jWZ7/4Rbmrq1D1AkM9frJK88mb0YOmqoRi8QJDoZIxJOEhsIEh0KYRrzjhJyi+VqdZuRYgnOHLnBs2yksIwQJTdNSXnc4TtgfQU0qDPf50ekljGYDkk5KsXuiMoGBEHJUJhqMEhgMYbIa0RsuLRsz8jzEwnF2P3OAgqo8dDoJb0H6qLefU5pJdomXl36xDW9hOmVziqZ4OwTu+vi6MXFsy2UEj+ZT7XQ0dLP0znkUXpZEdGU42PDBFRx4+RhvvHh01OgaLcYxyUaAGXNLsLks+H1BVFUdvYelswp54Sev8drv9mIwGyibXYTBpMeTdeOdh0/uPkdoOMLsNTWk57lHQ0T5FTmUzirk/OHmketr4uz+RnQGHTOXV2IdoUAbzQaql5TjLXjrePJXgyAIWHQmlqZXM9tVSp4lg59deJljQxe4PXvsMrg90jfm75gi0xsbosByKTFVbM1CEkQskpHlGbVXPXaGyYVJMtAR8RFTZEzSzffNUzSFAwP1WHUm7stfPlqpMCQHr6sdzdWgGyHEXEuQZ3F6Jb9psfNazxEWeCpA06hy5E8YL/9TwzWNrgZ0NnSz/fd7CQcimKwm8mfkcM+nNpKWmSp/knQiOeVZdDX28uqvdqKpKvd8aiNL3jkfgOySTD75rQ/yx++9xA8+80sS8QRpXie3vWsxGiDpJBZsnE08Euf1J/bw+uO7kfQSxXX53P/ZOwE4tv0UP/rCb4mGYwx0DfKbf3maZ773Erll2Xz5D5+ndlkl89bP5ImvPQuaRvm8EmatqsE30sJaSSg8872X2PLrHQSHwgz3BfjSvV/HbDOx5sHlvOtzd3L2QCM/+sJvCAwE8XUNcv7QBd544QjOdDv/ueWLo0SIWatrWPPgch7/t2fQVJWZK6t54G/vxmRNBfjtbhs1SyrY88eDbPrwmglj1BMhPS8NR/rkXv5Qn59IMErhSOz8chRW56IqKp0j7WYuJqVO7TnPgVeO0dXQQ3A4TDwqM9Tnx5lhH0PyXrRpNvd/ehMv/3IHx7efoagmjzUPLmP5PQuQdDdG1W2t7yQSiPK7/3yOF37y2uiqL5lQ8HUO4XBbScRTqmm9bT5sLgsOj33MsSx2M47rKPm7iISq8MOjBzjU08mSnALeW1WLRW/gaG83j50+RkCOs7qghPdU1hJJJvhd/Qn2d3UgAO+tmsnawhJ2tbdyuLeTgWiEjmCAe2dUc095KunVFRkg3egYTQaZJQNmyXBRgnvMWDQNTgw3cyHYRclI0m1LzxEiyTjz3DNGPd06VzH5lgy29x1naXr16LYAYSVGXEngMaYqLEySgRXeOvb7zvKGr57bvHWjhIekppDUlDEJp4mSlKOfCReZggKSkAoXXky2qZrG+UAnRwcbKbfnTrz/JN870TOTbnSioNIW6aPMdin0d+W2dr2FFd6ZvNR1AFlNMsORR4bROUmCNiXYOvnf18bF/NRk45lOXNPoWuxm7v6rjbzjI+tSSTNSXq7eoEOUxBFKrIYnx83HvvEwyYQyLskkSiIlMwv56+9/mGAszMHBk+RZs6hMK0HSpx44s83E2oduY8W7l6Aql3jjF5M9dbdV81/bvzxufBeTammZTj701QdIJhSSioIoiRgNelRVRWfQp8TAP7aeOz6ydiyLTUgZfTmpUDa3mH/b/A/j75fAmOSd2Wbika+8l/d/8f5RcsDFmObFMRnMBrKKvcxaUT1lAoXJdPXCbW1EYmwiLv9Fj/XitVOTKr/40pNs/vl2MgszmLmikuolM7A4zPziS0+N299iN/O+v7ubNe9dytbHd7Pjqf1851M/Z+tju/nM9z9ERt71t5NPJhQMRh155dnj918ADo8dm9MCmoaqaKneWlecmyiKN0RAUTSN8jQPd5dX8W/7dlDpSafKk8HPThziE3MW4TQa+eKu1yhP8zDTm8WawlLuLK1kMBbhC9teZk1hCd3hIPW+fv7v0pWAwN9sfYGluQVkWm38pmUrx4ebKLPnkKa3MyQHqQ+04TWlsSR9bKmaIECG0cWXTv6GWlcR4WSMk8NNFNuyuDt3yeh2JsnA5yvfzZdO/op/OvFLKh35WHUmfHKArsgADxSu4o6chanrgsBDhWtoDffxnfPP8GrPYTJNaQzKQXxxP+/OX8GqzFkAyEqCfQP1BJNR6v1txBSZg4PnUTUVm85MtbOQLFMaOkFkSXo1O/pO8MOG56lyFuKL+6n3t1Fiyx7z3miaRm98iNPDrYSSUU75W4kpCbb1Hqct3IdDb2GBp2KcB74+ay6v9R7lK6ceY3ZaKZqmUecqZm3mbKQryB/vyFnA0+07OB1o5eNld+LUp7gAoVCcF186Tmv7ABXlWaxZXc1vH99LNJqgsiKLVSuqePqZg/h8QWw2E+++fwGvbj1FQlYIR+IsmF+MJArs2HmeuJzgnnfOxeEw8ezzx/AHIqxaUcm8uUVIbxLxaUqJNL1Bd80El4CGwWTAcEWJYiSZElYOJsPYdFZUs4ZkFYnoo/QpAzhFB0bRwFDCj6Iq2AxWLJKJvvgAekEHSQGHYCOkhYkbZHSCDpfeMY6dkzL0enQGHTvqmxgMRblv4aUlmpxU2FrfxKqaElyWsYPs9QfZfrSJZZVF5LmvTV6Y7Jqoiko0FCM0FOb49tNUL5mBOydt2mZNV4YDs81EV1PvOAp0d1MfoijizU8l7M4caGTbk29QOrOAf/7D57HYU+eckJP86p+fnvCcdAYdeTOyeeTL7+Zdn7mD//ney/zhOy/x/I+28KGvvHeCfS61dJkIOaVejBYjqx9Yyrr3TV69kUwk8WS7iAajhP2R1OQ+sm0sEicSiADX16rdKEkszSvErNNRnuahaXgQm8HI3o42IrIMI1n+gBzHH4/xXEM9veFUe5aeUGi0q/TcrBwKHS5UTSPNbGEoFiXTamN91lwMoo62SB++eACnzsI9ecvYmD0f2wR1uiu8daQbnWzrPUYkGWdD9nweKFw1yhq7iFJbNt+Y8zE2d+3nTKCNATmAy2DjnrylzHfPAFKazH39QbIy0/j/at/P1p7DHBu6wLlABw69mQWeijFeaVSReaJ12+iS3iZbOdLUxDlLB06nhXsyljPLVIbRIDHPXcZnK+/j9d5jnPa3kGVy87kZ72IwEOJMvCX1TpIiXFwIdvP7th2jx8m3ZHDK38IpfwuSJlLpyB9ndGuchXyx5iFe6j5IU7CbWDBJnb14Qv1qt8FBrbOYYCJCuT131Bvt6BxClpP87ec2IQgCu/c2kJPjYtPtM9n8yglaWvvZdHsdcTnJoSMttLb68PlCrF5ZSXVVDiCwa895ysu8zJxZQHq6jb37GvF67axcUcGrW08xsy7/rTO6N4vzwWZUVPYPHKfaWU40GSWqxumN+WgOt+PUO6hxlLN34Ahm0YhJMrI8fT6/aH6aJZ45mCUThdZcdvsOYZUsyKpMnbOCEluqIF1OKjT2+LCZjMSTSUx6HQlFpXMwwL6GVjw2K8XeNFr7h8hwWDCOlCj1Dgdp7h9CJ4mY9DrCsszp9h6a+4aozvPisU2NmXQ5gkNhnv7WCwx2DxEaDvPA392D9RotwK8HRTV55JRmsn/zMTZ8YCVZRSlCQDgQYdvv92G0GJi3rg6A0FAYJalQVJM/anCVpMLhLScJ+yOk546N1fZ3DOJMt2EY6QtnS7Oy6cOreOrbmxnoGR43Fr1Bh9FiZLB3GCUxcVJx1opqnvzmi5zYWc/cNbW4s5yjL040GENVVawOC6IkUrGghD/+4BXOH26ibnklJquRhJyk+WQbvW0+imryr+taKapGbzhIts3OcDxKgcOJVa+n0pPBv6/aQLbNTlCOY5J07O1soz0Y4Ku3raM1MMy2tubR7zFIEpIooirKmEXrXHc5c93l1zWm9VlzWZ91dZEWQRDINrv5cOmmSbcJR+L88rE9/N1nN5FudPBA4WoeKFw96fZOg5UfLvjM6N8//dVO3Gk2SrLSmV1XwOZXTrDDf46CfDfLFpexOnM2qzNnj24fCsVo6OrjozNqMI2UJIqCyLKMGpZljCegJJMK5xp6sDH+HRIEgUXplSxKryQWS/D0Hw9RW1U6YaxWVhP4E2Fm2PPIt6SedU0DWU6MiMGnDHU0KmO1GJF0qe/o7hlm775G8vLS6OoaIj8vDZ1OxOO2jU7mc2YXcORICy+9coJFC0oIBCI0NfcjSSK1NXnodG9e7HhajO6mv1yLbhJP2CAZ6I72kWfJojnUDgJkm7yU24rIMXt5rPVZ9IKOIdmP05pLZ7SXhJaK8y3xzMEoGTkXbKIt0kWds4JQMoEvPjRqdGNygtdONVKS6aG1fwjzCI9+IBQmEIlzpqMPl9VELJHklRMNlGWlI4kCzx2upygjDZvZiEGnEYzGiVgTDEfidA76eWDprOu+DjqDjtyyLPLKsymZWUhxbf60xobSc9zc8eHV/OhvH+fRL/yG2atqMJj0NJ1sY9czB1jz4FLqbkvphBZW5eLKcHDk9VM8/+PXsLksdF3o5fS+83iyxyfH/vCdzcjxBDklmVidFuKROGf2N2I06Zk5QSNFV6aTwuo8Dm85wdPffomcEi8JOUlRTR41S2aMJhTv+vg6Xv7lDn7y948zY34xZpuZgC9IZ2MPc9fVsfzu+egMOkpnFTF7dQ1bH99DLCKTU5pJX5uPU/vOY7gBDV2H0chLFxoIyDFiySQzvVlkW+2szC/mx8cOYtHrEQSBj8ycj8dsQVFVfnzsIAZJwqa/+aTUOEwD76On18/xk+0oqoacSBKLJThwuJlQKEZFeRYlxRmcOdtFc4sPd5qVupo8Tp7pwB+IYjLqmTOrgNa2AY4cb+OuTbOxWoycb+xl/+FmKsqy8LhthMJxDh1pIRyOU1OVS35eGsdPdRCNymiaRnfPMCdOdaAoKkajnvlzi2i80EtvfwBNhcULS2hp9fHK1tPUVOUwszYfl8vC0eOthCNxZtcV4M2ws2P3eZKKSv//3965BbdRXnH89327q9VqtborsuSLZDuJHSd2TYghAULDJZQk5dbSljZDp6UtHaYPTJ8Y+t7pdDq8dKDTtz6VmQydAaYQQpqSUIKb0DQXJ4VcFE8bJ/EF3yXbuqykPsgVcUwIEDCX7k8vmt3VN59WmrPnO9855z+WveL3fX2kj/FChvWRVTWPWQiIxfwcPnqOl3YepS7mo31lnF27j7PzlWMIIBAwmc6cB6g9JC5dFZZKZc5fmCA7k8culsnliqxqryeTzaMokmDA89nGdK+GEIIbtlx3xfN+zeKf48dZE2hjJD+GqAg0qeKSGopQKFfKGIqbsCtAp7+N7sBqDMWNKhX0+Y0AXbowpE67VX0i+i5pei2lQFUUSuUyBbvE4OQ09SEfK+MRbmlL8WzvUXIFmxV14VpYYWImx3Qux01tSTwujZHpLCGvh+ub65FS8od9hz7WvTB9Bnf/8Moex7UipODGLddh+j28+LvdPP/0Lkp2mXA8wHefuJfbH7qpmrIHxJJRfvTLh9jxmz/z3FMvVUMHK+q496ebOfzaCd4+cHrB2LFklD3P7ufgy0ew7RKaSyXWFOHRX2/n5vsWJ6RbQZN7Hr2D/GyevTt6KeaL+MIW9//sLlZvqC6DNV1l249vJxwPsXfHmzz/9KuUiiXMgElTe4JwXaAWrw1ELLY/eT8vPPMq+547QLlcJrWqgTu/dwuHdvd9pPtkuXR+e+c2PJqLqXyOoNsg7rVQhGD76i4uZKbJl0q4FAWPprEyFObxdRuYLRYJuN3clmxBUxTubF5OeX7XXpGSX2z4Kg3WZ9M7o1CwOXVmCASEgyYgSPePMDqWoaM9wYFD/Zimzq6/HOfBB9bh1jUMQ6O1eRmzs3n63r7AwIVxGhuC+CyDthUxQiGTSgUiYS+tzVGWRS3OnB1mOpOjtTnKvv2n+M43ewgFTQ6mhykUSoxPzHDk2Dm+9Y11vHNykDPpYZJNYSJhiyN95zh1ZohlUR/BoMmK5TH8foPT6SHyBZtkY4RX//ov1ve0cHFokuu7k6T7F2Z1pDMXODyR5t38FH8b6aMntJJ1l6wohBBEIxZb7+4iN1eoajKGvGzd0oVtl/GaOpblJhL2oiqSr3Q1YVlu6hNBQqFqRaiUgrqYD4/hYnVHPXUxf1W2yKtTtMuYnk+3B/KnHl4Iaj7sik1AswhovmpVmZCI+ZcmNdp9rfTPnOOli6+RMhvZGOlBvaREsNGToNGTYOfgXizV5ObIOrxqdemiKQqWW2c8O0fEZzI+U40hu+c9GagG/e1yuSoCWS5juXWyuQL5YgmXqlCuVNCUagqcIuWH1pf6pPBHLX718hMf6lqXW6N7UwftPa3YBbuW/eE2XLVNSahmlKy9Yw0d65fXlv+qpqKbOt2bOrCL9oJNq20/uZ3ND2+kbJeoVKoehaIp6IaOqi3ubiWlpKWricefeaSagTDflF33vOclCiEw/R42fXs9N92zFrtoU6mAVASqpuJya7U5SEWS7GjgsaceppArVtUYXCq6obHxgR6ARbnAV0KVklWR9+8h7NPd+PTF4ywPLo4ZL/O8V7YthWBl6KOnrkkhcEn1mlOdisUS2WyOVDJKvM7Pnn3vcObsMAf/0c/AwDhut8bIaAbT6ybVFEEIwdxcgV17TmDbJSanZknE/ETCFoahkUgEayrAPssgFvPh8xmcTg9z9Ng5+vtHcBsupBCEQ+YCxeBEIkCyMczg0BRj41n+fW6UyalZRseymIYLf6uB32eQiAdw6xqn08OcPDlIOOzF49G5ODhBfTxAS3OUw8cWqi5fmBvjhfO9COCWaCffT21eVParKJLYZeK39YmFq7dUcuFvZV2ShimEIBgwCV5Wlp9IfPz0yI/Cp250DcXND1IPApDyNCw6/1hrtTHM9qb7Fhz/+YpHau8VIdkWf38PUlUkLbEQA2OT1Ieqidxet45AIAUEPAaFUpkdvccYGJ1k55GT3NW1kq3dbfx+z9/x6jqdTXX4PTqalEgpifqWtkm1lPJ9m6l/0PUe6+qxYkWRCwobasdNHVj4R3bpGq4P2RTo0nkYphvjA6YuhEDVFFTt6vOVUuD26DVv/X+on4CY5mdFp7+ZP2548prHUVUFw9AZGZmmVCpRLpdpSUUolcps2tiG7lKpAK/s7mPk3QwuTWHg4gSVSoW7N69hf+/Vi4SkELSkohi6xoYbW9F1DVWVTE7NMjtXYDozR6lUqYlYCiG4ODSJqipsvm01Bw/1U5mfa7FoMzqWJRb10ZKKEg17WdudxK1r/GdgjKN9AwwOTjFzmbjmrdFObo12XvP9+jzzpZPrcXD4snL+4gRvHerHMFzMZPNs/Vonb/SeYWp6jkQ8QM/aFMdOnCd9doRoxMuqtgS9B9PouoruUmltWcaK1hh/euEQ9339upoO4Ov7T9HRniAasZjOzPHmgTSZTI7G+hAd7XH2vnGKd0cztDZHicf8jE3MsOGGVtL9I2SzOYaGpykUbXRdpSEeZM3qBl7fX/3M9d1JgkGTA2+dJTuTJ9kYpmtNA7v2nEBVJPb8Q+Nyr/NLwP+PRpqDg4PD54ArGt0vfk2dg4ODwxcIx+g6ODg4LCFX26H4nDdJc3BwcPhi4Xi6Dg4ODkuIY3QdHBwclhDH6Do4ODgsIY7RdXBwcFhCHKPr4ODgsIQ4RtfBwcFhCfkvCweSl/DZ5n0AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "id": "2r_Kcp8Ar4nw",
        "outputId": "2eb2328f-2056-4e04-d0ca-0036da8db988"
      },
      "source": [
        "# Assigning the cluster labels to each country\n",
        "labels = kmeans.labels_ \n",
        "data['label'] = labels\n",
        "data.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>keywords</th>\n",
              "      <th>volume</th>\n",
              "      <th>colours</th>\n",
              "      <th>label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>aeropress coffee vs moka pot</td>\n",
              "      <td>10.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>aeropress espresso grind</td>\n",
              "      <td>10.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>aeropress grind</td>\n",
              "      <td>390.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>aeropress grind level</td>\n",
              "      <td>10.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>aeropress grind setting</td>\n",
              "      <td>20.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                       keywords  volume colours  label\n",
              "0  aeropress coffee vs moka pot    10.0     NaN      2\n",
              "1      aeropress espresso grind    10.0     NaN      3\n",
              "2               aeropress grind   390.0     NaN      3\n",
              "3         aeropress grind level    10.0     NaN      3\n",
              "4       aeropress grind setting    20.0     NaN      3"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 65
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "id": "EN6Zrlksr4nz",
        "outputId": "2a87b558-c53c-46ca-e969-e31000b2025f"
      },
      "source": [
        "data.tail()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>keywords</th>\n",
              "      <th>volume</th>\n",
              "      <th>colours</th>\n",
              "      <th>label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1443</th>\n",
              "      <td>whole beans vs ground coffee cold brew</td>\n",
              "      <td>20.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1444</th>\n",
              "      <td>whole in the ground coffee</td>\n",
              "      <td>320.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1445</th>\n",
              "      <td>wholesale ground coffee</td>\n",
              "      <td>50.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1446</th>\n",
              "      <td>wholesale ground coffee bulk</td>\n",
              "      <td>20.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1447</th>\n",
              "      <td>wholesale ground coffee suppliers</td>\n",
              "      <td>10.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                    keywords  volume colours  label\n",
              "1443  whole beans vs ground coffee cold brew    20.0     NaN      1\n",
              "1444              whole in the ground coffee   320.0     NaN      3\n",
              "1445                 wholesale ground coffee    50.0     NaN      3\n",
              "1446            wholesale ground coffee bulk    20.0     NaN      3\n",
              "1447       wholesale ground coffee suppliers    10.0     NaN      3"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 66
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WFVAA9Sd5rzQ"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}