clustering_bow.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "clustering_bow.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyMg4Lkfrebd4xkiaD6EagbQ",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/csralvall/online_game_toxicity/blob/main/clustering_bow.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-Ehf9qV1Om-B"
      },
      "source": [
        "### Import utility functions"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uFh8HD-mWVnw"
      },
      "source": [
        "from IPython.display import clear_output"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WkviBLH8OseZ"
      },
      "source": [
        "### Install dependencies"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YBtxeZnzVXjW"
      },
      "source": [
        "!pip install -U kaggle pip setuptools wheel pandas sklearn numpy wget mr4mp\n",
        "clear_output()"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3PtvkGwuOu3-"
      },
      "source": [
        "### Import libraries"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "maXhDvByUuFn"
      },
      "source": [
        "from google.colab import drive, files\n",
        "import pandas as pd\n",
        "import spacy\n",
        "import numpy as np\n",
        "import pickle\n",
        "import mr4mp\n",
        "import sklearn.manifold\n",
        "from sklearn import metrics\n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn.preprocessing import normalize\n",
        "from sklearn.cluster import KMeans\n",
        "from timeit import default_timer\n",
        "from collections import Counter"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Setup dataframe print options"
      ],
      "metadata": {
        "id": "HJDNEO6arfhs"
      }
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5UvkuLsSU6-z"
      },
      "source": [
        "pd.set_option(\"display.max_rows\", None, \"display.max_columns\", None)"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oXuR13Y6O7LP"
      },
      "source": [
        "### Mount storage"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "u3mjkCTQWaLo",
        "outputId": "67329d13-80e6-4d26-85bb-e58de71939a7"
      },
      "source": [
        "# mount google drive unit to save computationally expensive results\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZaeJM9QdO9uM"
      },
      "source": [
        "### Get subset of whole dataset"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yVhIh1OfWkF_"
      },
      "source": [
        "# english chats from original dataset with anotations\n",
        "eng_annotated = '/content/drive/MyDrive/nlp/dota2_chat_eng_annotated_2.csv'\n",
        "df_test = pd.read_csv(eng_annotated)[:10000].dropna().reset_index(drop=True)"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Yu0UcyGI7GHb"
      },
      "source": [
        "### Get bad word list from memory"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DnXy-9AwhltM"
      },
      "source": [
        "# get downloaded bad word list\n",
        "word_list = \"/content/drive/MyDrive/nlp/bad_words.txt\"\n",
        "# use set for fast queries\n",
        "bad_words = set(line.strip() for line in open(word_list, 'r'))\n",
        "# add new bad words\n",
        "bad_words.update(['noob', 'noobs', 'stfu', 'fukign', 'fuking', 'fukin', 'nooob'])\n",
        "bad_dict = dict.fromkeys(bad_words, 0)"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GwKW-v7HyqHO"
      },
      "source": [
        "### Create Bag of Words (BOW)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Wet2ZMgEGbzz"
      },
      "source": [
        "def flatten(t):\n",
        "    return [item for sublist in t for item in sublist]"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5zoBT44hXDXu"
      },
      "source": [
        "# function to transform chats in sets of words\n",
        "def chat_to_set(chat: [str]) -> {str}:\n",
        "    return set(chat.split())\n",
        "\n",
        "# function to join all chat sets in one big set\n",
        "def join_chat_sets(chat: {str},bag: {str}) -> {str}:\n",
        "    return bag.union(chat)"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "T6gC4ki9XLqV"
      },
      "source": [
        "# from cleaned english chats get all of them without nan values\n",
        "chats = df_test[['tokens']].dropna().astype(str).values"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "R-EYQTPPGFZc"
      },
      "source": [
        "chats = flatten(chats)"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1kqLzNLiXdYX",
        "outputId": "e9c159cd-8679-4073-bc28-044c6728f840"
      },
      "source": [
        "# use map reduce model to create the Bag of Words (BOW)\n",
        "start = default_timer()\n",
        "pool = mr4mp.pool(10) # roughly 1hs with gpu with full eng dataset\n",
        "set_of_words = pool.mapreduce(chat_to_set, join_chat_sets, chats)\n",
        "pool.close()\n",
        "bag_of_words = dict.fromkeys(set_of_words, 0)\n",
        "print(\"Finished in \" + str(default_timer()-start) + \"s using \" + str(len(pool)) + \" process(es).\")"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Finished in 0.5121319269999276s using 10 process(es).\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SXE51CAMWGTp"
      },
      "source": [
        "# save bag of words in drive (very expensive to compute)\n",
        "# use when running code with full dataset\n",
        "with open('/content/drive/MyDrive/nlp/bag_of_words.pkl', 'wb') as dict_file:\n",
        "    pickle.dump(bag_of_words, dict_file)\n",
        "    dict_file.close()"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YSssAgSoxrOo"
      },
      "source": [
        "#### Clustering utils"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RlacJecnxtnZ"
      },
      "source": [
        "def get_bad_vec(lexicon, chat_words):\n",
        "    for word in chat_words:\n",
        "        if word in lexicon:\n",
        "            lexicon[word] += 1\n",
        "\n",
        "    bad_vec = np.fromiter(lexicon.values(), dtype=int)\n",
        "    \n",
        "    return bad_vec"
      ],
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AHz3JL0bzAXA"
      },
      "source": [
        "def get_bow_vec(bow, chat_words):\n",
        "    for word in chat_words:\n",
        "        if word in bow:\n",
        "            bow[word] += 1\n",
        "\n",
        "    bow_vec = np.fromiter(bow.values(), dtype=int)\n",
        "\n",
        "    return bow_vec"
      ],
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0km18782I8rI"
      },
      "source": [
        "intensity = df_test[['intensity']].copy()"
      ],
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4u07Ttn0ljUA"
      },
      "source": [
        "### Create bow vectors for clustering"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XaomdggXZjci"
      },
      "source": [
        "for idx, chat in enumerate(chats):\n",
        "    bow = dict.fromkeys(bag_of_words, 0)\n",
        "    lexicon = dict.fromkeys(bad_words, 0)\n",
        "    chat_intensity = intensity.loc[idx]\n",
        "    chat_words = chat.split()\n",
        "    bad_vec = get_bad_vec(lexicon, chat_words)\n",
        "    bow_vec = get_bow_vec(bow, chat_words)\n",
        "    bow_bad_int_vec = np.hstack((bow_vec, bad_vec, chat_intensity)).ravel()\n",
        "    if idx == 0:\n",
        "        bow_serie = bow_bad_int_vec\n",
        "    else:\n",
        "        bow_serie = np.concatenate((bow_serie, bow_bad_int_vec))\n"
      ],
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5vjt8H2Glrwi"
      },
      "source": [
        "### Reshape data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4R-ZUWaNlaj8"
      },
      "source": [
        "bow_ncolumns = len(set_of_words) + len(bad_words) + 1\n",
        "bow_serie = bow_serie.astype('float').reshape((-1, bow_ncolumns))\n",
        "bow_matrix = bow_serie[~np.isnan(bow_serie)].reshape((-1, bow_ncolumns))"
      ],
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NfRO3gt9lxNs"
      },
      "source": [
        "### Matrix reduction"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZVZBvVQj6EWR"
      },
      "source": [
        "def reduce_matrix(matrix: np.ndarray, *, variance_treshold: float):\n",
        "    print(f'INPUT SHAPE: {matrix.shape}')\n",
        "    # reduce all vectors to [0, 1] space\n",
        "    normalized_matrix = normalize(matrix, axis=1)\n",
        "    # compute variances in each row\n",
        "    matrix_variances = np.var(matrix, axis=0)\n",
        "    # create mask for features with high correlation (low variance)\n",
        "    bool_mask = np.where(matrix_variances < variance_treshold)\n",
        "    # filter features with high correlation (variance under treshold)\n",
        "    raked_matrix = np.delete(normalized_matrix, bool_mask, axis=1)\n",
        "    print(f'OUTPUT SHAPE: {raked_matrix.shape}')\n",
        "    return raked_matrix"
      ],
      "execution_count": 29,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LZhd2HGVQU-6"
      },
      "source": [
        "### Reduce matrix"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bLHhdTn56Ywf",
        "outputId": "8d3514ac-5997-430f-ccc8-1b23ca8b0c08"
      },
      "source": [
        "bow_reduced = reduce_matrix(bow_matrix, variance_treshold=0.0001)"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "INPUT SHAPE: (10000, 7255)\n",
            "OUTPUT SHAPE: (10000, 2239)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ijZGf84GPuQC"
      },
      "source": [
        "### Save matrix"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8CzQQY-Osoj7"
      },
      "source": [
        "with open('/content/drive/MyDrive/nlp/bow_serie_10000.npy', 'wb') as output_file:\n",
        "    np.save(output_file, bow_matrix)"
      ],
      "execution_count": 31,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZrmcgBQTRBVg"
      },
      "source": [
        "### Load matrix from storage"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uRqFxR3hRDxy"
      },
      "source": [
        "bow_reduced = np.load('/content/drive/MyDrive/nlp/bow_serie_10000.npy')"
      ],
      "execution_count": 32,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "V9svTIM7l1Mm"
      },
      "source": [
        "#### Clustering"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yu2EI9Ty6osz"
      },
      "source": [
        "def generate_clusters(\n",
        "    matrix: np.ndarray,\n",
        "    n_clusters: int\n",
        ") -> KMeans:\n",
        "    # generate word clusters using the KMeans algorithm.\n",
        "    print(\"\\nClustering started\")\n",
        "    # Instantiate KMeans clusterer for n_clusters\n",
        "    km_model = KMeans(n_clusters=n_clusters, random_state=3)\n",
        "    # create clusters\n",
        "    km_model.fit(matrix)\n",
        "    print(\"Clustering finished\")\n",
        "    return km_model"
      ],
      "execution_count": 33,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "syO4v7Gj4qz6"
      },
      "source": [
        "### Create clusters"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DPhX4J3Z69Hx",
        "outputId": "5a8600eb-e8ba-4538-c2fb-77ab19286775"
      },
      "source": [
        "bow_clusters = generate_clusters(bow_reduced, 50)"
      ],
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Clustering started\n",
            "Clustering finished\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7dxQi4R3UUDK"
      },
      "source": [
        "### Cluster utility functions"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9m5VxwFj7pvE"
      },
      "source": [
        "def display_summary(clusters: KMeans):\n",
        "    cluster_count = Counter(sorted(clusters.labels_))\n",
        "    for cluster in cluster_count:\n",
        "        print (\"Cluster#\", cluster,\" - Total words:\", cluster_count[cluster])"
      ],
      "execution_count": 40,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9oN0JpYkuRdp"
      },
      "source": [
        "def annotate_dataframe(clusters: KMeans, df: pd.DataFrame, col_name: str):\n",
        "    cluster_count = Counter(sorted(clusters.labels_))\n",
        "    #sort cluster centers by proximity to centroid\n",
        "    order_centroids = clusters.cluster_centers_.argsort()[:, ::-1] \n",
        "\n",
        "    clusters_df = np.zeros(len(df))\n",
        "    \n",
        "    for cluster_idx in cluster_count:\n",
        "        # get words inside each cluster\n",
        "        cluster_words = np.where(clusters.labels_ == cluster_idx)[0]\n",
        "        # anotate all chats in cluster\n",
        "        for idx in cluster_words:\n",
        "            clusters_df[idx] = int(cluster_idx)\n",
        "\n",
        "    df[col_name] = clusters_df"
      ],
      "execution_count": 41,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WEEgCWq_UZ6X"
      },
      "source": [
        "### Show info about clusters"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_p5KqB3lo15J",
        "outputId": "903714cd-8d18-4a7c-dc18-639c617b7c44"
      },
      "source": [
        "display_summary(bow_clusters)"
      ],
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cluster# 0  - Total words: 21\n",
            "Cluster# 1  - Total words: 73\n",
            "Cluster# 2  - Total words: 5401\n",
            "Cluster# 3  - Total words: 3\n",
            "Cluster# 4  - Total words: 11\n",
            "Cluster# 5  - Total words: 195\n",
            "Cluster# 6  - Total words: 321\n",
            "Cluster# 7  - Total words: 152\n",
            "Cluster# 8  - Total words: 264\n",
            "Cluster# 9  - Total words: 117\n",
            "Cluster# 10  - Total words: 17\n",
            "Cluster# 11  - Total words: 511\n",
            "Cluster# 12  - Total words: 4\n",
            "Cluster# 13  - Total words: 1\n",
            "Cluster# 14  - Total words: 422\n",
            "Cluster# 15  - Total words: 1\n",
            "Cluster# 16  - Total words: 26\n",
            "Cluster# 17  - Total words: 154\n",
            "Cluster# 18  - Total words: 12\n",
            "Cluster# 19  - Total words: 56\n",
            "Cluster# 20  - Total words: 78\n",
            "Cluster# 21  - Total words: 39\n",
            "Cluster# 22  - Total words: 200\n",
            "Cluster# 23  - Total words: 2\n",
            "Cluster# 24  - Total words: 147\n",
            "Cluster# 25  - Total words: 3\n",
            "Cluster# 26  - Total words: 27\n",
            "Cluster# 27  - Total words: 57\n",
            "Cluster# 28  - Total words: 39\n",
            "Cluster# 29  - Total words: 123\n",
            "Cluster# 30  - Total words: 186\n",
            "Cluster# 31  - Total words: 119\n",
            "Cluster# 32  - Total words: 51\n",
            "Cluster# 33  - Total words: 52\n",
            "Cluster# 34  - Total words: 36\n",
            "Cluster# 35  - Total words: 54\n",
            "Cluster# 36  - Total words: 218\n",
            "Cluster# 37  - Total words: 106\n",
            "Cluster# 38  - Total words: 45\n",
            "Cluster# 39  - Total words: 7\n",
            "Cluster# 40  - Total words: 24\n",
            "Cluster# 41  - Total words: 131\n",
            "Cluster# 42  - Total words: 83\n",
            "Cluster# 43  - Total words: 1\n",
            "Cluster# 44  - Total words: 7\n",
            "Cluster# 45  - Total words: 114\n",
            "Cluster# 46  - Total words: 205\n",
            "Cluster# 47  - Total words: 64\n",
            "Cluster# 48  - Total words: 14\n",
            "Cluster# 49  - Total words: 6\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "628xHBsKvEXw"
      },
      "source": [
        "df_test = df_test.copy()"
      ],
      "execution_count": 43,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FwaCdvXZUfRH"
      },
      "source": [
        "### Annotate cluster for each row in dataframe"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5adupRW8v7vk"
      },
      "source": [
        "annotate_dataframe(bow_clusters, df_test, 'bow_clusters')"
      ],
      "execution_count": 44,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_test['nwords'] = list(map(lambda x: len(x.split()), df_test['tokens']))"
      ],
      "metadata": {
        "id": "syNEqK9HdbIF"
      },
      "execution_count": 45,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uFKi61q3cjhf"
      },
      "source": [
        "df_test.to_csv(f'/content/drive/MyDrive/nlp/bow_clusters_df.csv', index=False)"
      ],
      "execution_count": 46,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8LyB8Hyidz77"
      },
      "source": [
        "### Load Bag-of-Words clusters"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aP-CWWLgd1OC"
      },
      "source": [
        "df_test = pd.read_csv('/content/drive/MyDrive/nlp/bow_clusters_df.csv')"
      ],
      "execution_count": 47,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gENfZmClUlbh"
      },
      "source": [
        "### Explore results"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "H7jOXlqFw_Lu"
      },
      "source": [
        "bow_group = df_test.groupby('bow_clusters')"
      ],
      "execution_count": 48,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SpzbiX9uABGx"
      },
      "source": [
        "Shilouette coeficient for this clustering"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CeQz8bN0AHEK",
        "outputId": "e00b64bf-6bba-473a-994b-b4e9b2218e4a"
      },
      "source": [
        "metrics.silhouette_score(bow_reduced, bow_clusters.labels_, metric='euclidean')"
      ],
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.029093422209072118"
            ]
          },
          "metadata": {},
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7ofKEXJKUpTE"
      },
      "source": [
        "#### Get toxicity score for each cluster"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 394
        },
        "id": "93Ew0GX3TClP",
        "outputId": "5ddf5172-aaf8-4acd-b724-506f73eebd2d"
      },
      "source": [
        "bow_score = (bow_group['toxicity'].sum() / bow_group['nwords'].sum())\n",
        "bow_scored = pd.DataFrame({'score': bow_score.values, 'size': bow_group.size()})\n",
        "bow_scored = bow_scored[bow_scored['score'] > 0.14]\n",
        "bow_scored = bow_scored.sort_values(by=['score', 'size'], ascending=[False, False])\n",
        "top_toxic_clusters = bow_scored.index.to_list()\n",
        "bow_scored"
      ],
      "execution_count": 50,
      "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>score</th>\n",
              "      <th>size</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>bow_clusters</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>32.0</th>\n",
              "      <td>0.545455</td>\n",
              "      <td>51</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10.0</th>\n",
              "      <td>0.460000</td>\n",
              "      <td>17</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38.0</th>\n",
              "      <td>0.455285</td>\n",
              "      <td>45</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9.0</th>\n",
              "      <td>0.451104</td>\n",
              "      <td>117</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22.0</th>\n",
              "      <td>0.444853</td>\n",
              "      <td>200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29.0</th>\n",
              "      <td>0.387013</td>\n",
              "      <td>123</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30.0</th>\n",
              "      <td>0.379004</td>\n",
              "      <td>186</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5.0</th>\n",
              "      <td>0.365177</td>\n",
              "      <td>195</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12.0</th>\n",
              "      <td>0.315789</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15.0</th>\n",
              "      <td>0.250000</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                 score  size\n",
              "bow_clusters                \n",
              "32.0          0.545455    51\n",
              "10.0          0.460000    17\n",
              "38.0          0.455285    45\n",
              "9.0           0.451104   117\n",
              "22.0          0.444853   200\n",
              "29.0          0.387013   123\n",
              "30.0          0.379004   186\n",
              "5.0           0.365177   195\n",
              "12.0          0.315789     4\n",
              "15.0          0.250000     1"
            ]
          },
          "metadata": {},
          "execution_count": 50
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jKHXLUwnUw55"
      },
      "source": [
        "#### Explore clusters"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "9wJe46lwxrMw",
        "outputId": "964bb0d6-3ba4-488b-a788-2ee4e3a704ad"
      },
      "source": [
        "bow_group.get_group(32)[['match','text']]"
      ],
      "execution_count": 51,
      "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>match</th>\n",
              "      <th>text</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>377</th>\n",
              "      <td>183</td>\n",
              "      <td>you suck at dota</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>448</th>\n",
              "      <td>227</td>\n",
              "      <td>come suck my dick</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1556</th>\n",
              "      <td>972</td>\n",
              "      <td>can you suck my dick?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1602</th>\n",
              "      <td>994</td>\n",
              "      <td>suck dazzle dick after game for boost?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1958</th>\n",
              "      <td>1216</td>\n",
              "      <td>u already suck kid</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2166</th>\n",
              "      <td>1327</td>\n",
              "      <td>fucking monkey suck my dick</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2293</th>\n",
              "      <td>1383</td>\n",
              "      <td>Sry clock but u suck :)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2319</th>\n",
              "      <td>1395</td>\n",
              "      <td>suck my big black dick</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2322</th>\n",
              "      <td>1395</td>\n",
              "      <td>suck my big black cock</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2470</th>\n",
              "      <td>1459</td>\n",
              "      <td>and u suck as an orgy</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2538</th>\n",
              "      <td>1494</td>\n",
              "      <td>if voker carries we all suck his dick</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2902</th>\n",
              "      <td>1711</td>\n",
              "      <td>damn slark you suck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3610</th>\n",
              "      <td>2063</td>\n",
              "      <td>and suck my dick</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3764</th>\n",
              "      <td>2201</td>\n",
              "      <td>suck my balls mirana</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4156</th>\n",
              "      <td>2459</td>\n",
              "      <td>you both suck at english</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4157</th>\n",
              "      <td>2459</td>\n",
              "      <td>u sure suck at carrying your team</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4159</th>\n",
              "      <td>2459</td>\n",
              "      <td>you sure suck your daddy's dick</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4374</th>\n",
              "      <td>2586</td>\n",
              "      <td>do u rlly suck that bad at dota like</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4386</th>\n",
              "      <td>2586</td>\n",
              "      <td>how long did you suck their dick for to boost ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4537</th>\n",
              "      <td>2663</td>\n",
              "      <td>my team suck hard</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4906</th>\n",
              "      <td>2869</td>\n",
              "      <td>you can suck my dick.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5185</th>\n",
              "      <td>3017</td>\n",
              "      <td>you will suck next game</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5356</th>\n",
              "      <td>3108</td>\n",
              "      <td>xDD you suck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5744</th>\n",
              "      <td>3303</td>\n",
              "      <td>ofc suck my dick</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6286</th>\n",
              "      <td>3549</td>\n",
              "      <td>yeah u suck so much u lose to legend xD</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6366</th>\n",
              "      <td>3587</td>\n",
              "      <td>suck my dick as a present for me</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6367</th>\n",
              "      <td>3587</td>\n",
              "      <td>i got no gurl to suck it for me</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6630</th>\n",
              "      <td>3688</td>\n",
              "      <td>these guys suck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6902</th>\n",
              "      <td>3792</td>\n",
              "      <td>suck my dick troll</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6969</th>\n",
              "      <td>3824</td>\n",
              "      <td>suck a dick orange</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7041</th>\n",
              "      <td>3869</td>\n",
              "      <td>what? you wat did you say? suck dick?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7108</th>\n",
              "      <td>3896</td>\n",
              "      <td>suck my dick spec</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7399</th>\n",
              "      <td>4069</td>\n",
              "      <td>you must really suck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7459</th>\n",
              "      <td>4096</td>\n",
              "      <td>guys suck dick</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7603</th>\n",
              "      <td>4155</td>\n",
              "      <td>suck my dick riki</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7735</th>\n",
              "      <td>4247</td>\n",
              "      <td>both our teams suck balls</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7855</th>\n",
              "      <td>4284</td>\n",
              "      <td>you suck at husk</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7879</th>\n",
              "      <td>4284</td>\n",
              "      <td>yea but you suck at ck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7950</th>\n",
              "      <td>4304</td>\n",
              "      <td>Suck your dick</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7967</th>\n",
              "      <td>4304</td>\n",
              "      <td>ill watch ur mom suck my dick</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8081</th>\n",
              "      <td>4397</td>\n",
              "      <td>who has nice tits and wanna suck my cock?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8479</th>\n",
              "      <td>4586</td>\n",
              "      <td>suck your momma's dick BOYYE</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8614</th>\n",
              "      <td>4667</td>\n",
              "      <td>tinker delete dota u suck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8695</th>\n",
              "      <td>4722</td>\n",
              "      <td>atleats u have a mid who suck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8826</th>\n",
              "      <td>4769</td>\n",
              "      <td>you all suck tho xD</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9188</th>\n",
              "      <td>4971</td>\n",
              "      <td>you cant belive dick my suck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9192</th>\n",
              "      <td>4975</td>\n",
              "      <td>suck my dick you lesser..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9285</th>\n",
              "      <td>5028</td>\n",
              "      <td>suck balanced hgero</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9406</th>\n",
              "      <td>5090</td>\n",
              "      <td>of course suck as can</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9560</th>\n",
              "      <td>5202</td>\n",
              "      <td>ur teamates good...u suck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9561</th>\n",
              "      <td>5202</td>\n",
              "      <td>u suck....ur teamate good</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      match                                               text\n",
              "377     183                                   you suck at dota\n",
              "448     227                                  come suck my dick\n",
              "1556    972                              can you suck my dick?\n",
              "1602    994             suck dazzle dick after game for boost?\n",
              "1958   1216                                 u already suck kid\n",
              "2166   1327                        fucking monkey suck my dick\n",
              "2293   1383                            Sry clock but u suck :)\n",
              "2319   1395                             suck my big black dick\n",
              "2322   1395                             suck my big black cock\n",
              "2470   1459                              and u suck as an orgy\n",
              "2538   1494              if voker carries we all suck his dick\n",
              "2902   1711                                damn slark you suck\n",
              "3610   2063                                   and suck my dick\n",
              "3764   2201                               suck my balls mirana\n",
              "4156   2459                           you both suck at english\n",
              "4157   2459                  u sure suck at carrying your team\n",
              "4159   2459                    you sure suck your daddy's dick\n",
              "4374   2586               do u rlly suck that bad at dota like\n",
              "4386   2586  how long did you suck their dick for to boost ...\n",
              "4537   2663                                  my team suck hard\n",
              "4906   2869                              you can suck my dick.\n",
              "5185   3017                            you will suck next game\n",
              "5356   3108                                       xDD you suck\n",
              "5744   3303                                   ofc suck my dick\n",
              "6286   3549            yeah u suck so much u lose to legend xD\n",
              "6366   3587                   suck my dick as a present for me\n",
              "6367   3587                    i got no gurl to suck it for me\n",
              "6630   3688                                    these guys suck\n",
              "6902   3792                                 suck my dick troll\n",
              "6969   3824                                 suck a dick orange\n",
              "7041   3869              what? you wat did you say? suck dick?\n",
              "7108   3896                                  suck my dick spec\n",
              "7399   4069                               you must really suck\n",
              "7459   4096                                     guys suck dick\n",
              "7603   4155                                  suck my dick riki\n",
              "7735   4247                          both our teams suck balls\n",
              "7855   4284                                   you suck at husk\n",
              "7879   4284                             yea but you suck at ck\n",
              "7950   4304                                     Suck your dick\n",
              "7967   4304                      ill watch ur mom suck my dick\n",
              "8081   4397          who has nice tits and wanna suck my cock?\n",
              "8479   4586                       suck your momma's dick BOYYE\n",
              "8614   4667                          tinker delete dota u suck\n",
              "8695   4722                      atleats u have a mid who suck\n",
              "8826   4769                                you all suck tho xD\n",
              "9188   4971                       you cant belive dick my suck\n",
              "9192   4975                          suck my dick you lesser..\n",
              "9285   5028                               suck balanced hgero \n",
              "9406   5090                             of course suck as can \n",
              "9560   5202                          ur teamates good...u suck\n",
              "9561   5202                          u suck....ur teamate good"
            ]
          },
          "metadata": {},
          "execution_count": 51
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1AQTvWh0TKm2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 582
        },
        "outputId": "ead78bfa-fa23-4d25-bd58-ac575751869b"
      },
      "source": [
        "bow_group.get_group(10)[['match','text']]"
      ],
      "execution_count": 52,
      "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",
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              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
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              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>match</th>\n",
              "      <th>text</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>382</th>\n",
              "      <td>183</td>\n",
              "      <td>you dumb and blind?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>385</th>\n",
              "      <td>183</td>\n",
              "      <td>its pretty dumb you're complaining, you're lit...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>563</th>\n",
              "      <td>290</td>\n",
              "      <td>my lanes were dumb</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>970</th>\n",
              "      <td>537</td>\n",
              "      <td>that was dumb</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>976</th>\n",
              "      <td>539</td>\n",
              "      <td>real tired of ur dumb ass</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1280</th>\n",
              "      <td>741</td>\n",
              "      <td>cause you guys so dumb cant win mmr</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1382</th>\n",
              "      <td>839</td>\n",
              "      <td>sb dumb charge mid too</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2292</th>\n",
              "      <td>1381</td>\n",
              "      <td>talent, ignore this dumb rubick</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3961</th>\n",
              "      <td>2361</td>\n",
              "      <td>youre fucking dumb</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3962</th>\n",
              "      <td>2361</td>\n",
              "      <td>you. are. fucking. dumb</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4080</th>\n",
              "      <td>2420</td>\n",
              "      <td>it never was you dumb shit</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5656</th>\n",
              "      <td>3276</td>\n",
              "      <td>can be that dumb</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7071</th>\n",
              "      <td>3891</td>\n",
              "      <td>What a dumb legend player</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7667</th>\n",
              "      <td>4189</td>\n",
              "      <td>the axe pick was dumb... but going 10 death...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8407</th>\n",
              "      <td>4563</td>\n",
              "      <td>dumb as you deads ka talaga</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9041</th>\n",
              "      <td>4902</td>\n",
              "      <td>are you dumb</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9203</th>\n",
              "      <td>4983</td>\n",
              "      <td>report pudge sp dumb</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      match                                               text\n",
              "382     183                                you dumb and blind?\n",
              "385     183  its pretty dumb you're complaining, you're lit...\n",
              "563     290                                 my lanes were dumb\n",
              "970     537                                      that was dumb\n",
              "976     539                          real tired of ur dumb ass\n",
              "1280    741                cause you guys so dumb cant win mmr\n",
              "1382    839                             sb dumb charge mid too\n",
              "2292   1381                    talent, ignore this dumb rubick\n",
              "3961   2361                                 youre fucking dumb\n",
              "3962   2361                            you. are. fucking. dumb\n",
              "4080   2420                         it never was you dumb shit\n",
              "5656   3276                                   can be that dumb\n",
              "7071   3891                          What a dumb legend player\n",
              "7667   4189     the axe pick was dumb... but going 10 death...\n",
              "8407   4563                        dumb as you deads ka talaga\n",
              "9041   4902                                       are you dumb\n",
              "9203   4983                               report pudge sp dumb"
            ]
          },
          "metadata": {},
          "execution_count": 52
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "_4eJ6XCXe5Rz",
        "outputId": "f78e2796-a555-4f2a-fd7f-97baf0a55183"
      },
      "source": [
        "bow_group.get_group(38)[['match','text']]"
      ],
      "execution_count": 53,
      "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",
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              "    }\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>match</th>\n",
              "      <th>text</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>148</th>\n",
              "      <td>83</td>\n",
              "      <td>stop pause  idiot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>740</th>\n",
              "      <td>389</td>\n",
              "      <td>i have now SB im not idiot anymore</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>841</th>\n",
              "      <td>445</td>\n",
              "      <td>nice mirana idiot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>914</th>\n",
              "      <td>491</td>\n",
              "      <td>have idiot miranma</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1014</th>\n",
              "      <td>554</td>\n",
              "      <td>fucking idiot offlaner</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1037</th>\n",
              "      <td>565</td>\n",
              "      <td>crystals = skeleton farming idiot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1306</th>\n",
              "      <td>775</td>\n",
              "      <td>keep focus idiot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2404</th>\n",
              "      <td>1437</td>\n",
              "      <td>sorry my friend is an idiot :)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2556</th>\n",
              "      <td>1497</td>\n",
              "      <td>ok u are idiot too</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2896</th>\n",
              "      <td>1711</td>\n",
              "      <td>you speak idiot?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2904</th>\n",
              "      <td>1711</td>\n",
              "      <td>i cant do anything idiot gay hero</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2905</th>\n",
              "      <td>1711</td>\n",
              "      <td>i cant do anything idiot gay hero</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3144</th>\n",
              "      <td>1807</td>\n",
              "      <td>้he bought sliver edge idiot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3152</th>\n",
              "      <td>1807</td>\n",
              "      <td>idiot your sup</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3201</th>\n",
              "      <td>1831</td>\n",
              "      <td>ez to say when you dont have idiot team mates</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4071</th>\n",
              "      <td>2420</td>\n",
              "      <td>report this idiot slark</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4214</th>\n",
              "      <td>2484</td>\n",
              "      <td>fucking idiot mid</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4448</th>\n",
              "      <td>2623</td>\n",
              "      <td>fucking idiot team</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4605</th>\n",
              "      <td>2726</td>\n",
              "      <td>alright youre just an idiot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4702</th>\n",
              "      <td>2778</td>\n",
              "      <td>just w8 idiot s shit remack</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4919</th>\n",
              "      <td>2875</td>\n",
              "      <td>pick idiot heros</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5065</th>\n",
              "      <td>2965</td>\n",
              "      <td>idiot want pause he is dead</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5613</th>\n",
              "      <td>3248</td>\n",
              "      <td>die like a fking idiot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6216</th>\n",
              "      <td>3527</td>\n",
              "      <td>this idiot mid unpausing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6219</th>\n",
              "      <td>3527</td>\n",
              "      <td>he wants ez win coz hes too idiot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6533</th>\n",
              "      <td>3653</td>\n",
              "      <td>go turbo mode idiot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6538</th>\n",
              "      <td>3660</td>\n",
              "      <td>this russian idiot jakiro</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6665</th>\n",
              "      <td>3701</td>\n",
              "      <td>see ur tower idiot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6758</th>\n",
              "      <td>3735</td>\n",
              "      <td>off cheats idiot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6972</th>\n",
              "      <td>3825</td>\n",
              "      <td>this fuckign idiot team</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7101</th>\n",
              "      <td>3896</td>\n",
              "      <td>just now fucking idiot naix and ck  say me wil...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7393</th>\n",
              "      <td>4063</td>\n",
              "      <td>you hatme me idiot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7452</th>\n",
              "      <td>4096</td>\n",
              "      <td>Idiot sopt pausing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7455</th>\n",
              "      <td>4096</td>\n",
              "      <td>idiot never learn</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7456</th>\n",
              "      <td>4096</td>\n",
              "      <td>idiot never learn</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7661</th>\n",
              "      <td>4188</td>\n",
              "      <td>he is the idiot who cant play other role then ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7808</th>\n",
              "      <td>4261</td>\n",
              "      <td>gank me more idiot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8041</th>\n",
              "      <td>4350</td>\n",
              "      <td>dumb idiot carry</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8929</th>\n",
              "      <td>4837</td>\n",
              "      <td>its sd mode are u idiot?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9383</th>\n",
              "      <td>5074</td>\n",
              "      <td>idiot invoker ever</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9386</th>\n",
              "      <td>5074</td>\n",
              "      <td>injoker no skill idiot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9493</th>\n",
              "      <td>5158</td>\n",
              "      <td>idiot why go back]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9574</th>\n",
              "      <td>5202</td>\n",
              "      <td>of course its sniper idiot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9917</th>\n",
              "      <td>5375</td>\n",
              "      <td>Are you some kind of idiot?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9974</th>\n",
              "      <td>5396</td>\n",
              "      <td>you are fucking idiot</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      match                                               text\n",
              "148      83                                  stop pause  idiot\n",
              "740     389                 i have now SB im not idiot anymore\n",
              "841     445                                  nice mirana idiot\n",
              "914     491                                 have idiot miranma\n",
              "1014    554                             fucking idiot offlaner\n",
              "1037    565                  crystals = skeleton farming idiot\n",
              "1306    775                                   keep focus idiot\n",
              "2404   1437                     sorry my friend is an idiot :)\n",
              "2556   1497                                 ok u are idiot too\n",
              "2896   1711                                   you speak idiot?\n",
              "2904   1711                  i cant do anything idiot gay hero\n",
              "2905   1711                  i cant do anything idiot gay hero\n",
              "3144   1807                       ้he bought sliver edge idiot\n",
              "3152   1807                                     idiot your sup\n",
              "3201   1831      ez to say when you dont have idiot team mates\n",
              "4071   2420                            report this idiot slark\n",
              "4214   2484                                  fucking idiot mid\n",
              "4448   2623                                 fucking idiot team\n",
              "4605   2726                        alright youre just an idiot\n",
              "4702   2778                        just w8 idiot s shit remack\n",
              "4919   2875                                   pick idiot heros\n",
              "5065   2965                        idiot want pause he is dead\n",
              "5613   3248                             die like a fking idiot\n",
              "6216   3527                           this idiot mid unpausing\n",
              "6219   3527                  he wants ez win coz hes too idiot\n",
              "6533   3653                                go turbo mode idiot\n",
              "6538   3660                          this russian idiot jakiro\n",
              "6665   3701                                 see ur tower idiot\n",
              "6758   3735                                   off cheats idiot\n",
              "6972   3825                            this fuckign idiot team\n",
              "7101   3896  just now fucking idiot naix and ck  say me wil...\n",
              "7393   4063                                 you hatme me idiot\n",
              "7452   4096                                Idiot sopt pausing \n",
              "7455   4096                                  idiot never learn\n",
              "7456   4096                                  idiot never learn\n",
              "7661   4188  he is the idiot who cant play other role then ...\n",
              "7808   4261                                 gank me more idiot\n",
              "8041   4350                                   dumb idiot carry\n",
              "8929   4837                           its sd mode are u idiot?\n",
              "9383   5074                                 idiot invoker ever\n",
              "9386   5074                             injoker no skill idiot\n",
              "9493   5158                                 idiot why go back]\n",
              "9574   5202                         of course its sniper idiot\n",
              "9917   5375                        Are you some kind of idiot?\n",
              "9974   5396                              you are fucking idiot"
            ]
          },
          "metadata": {},
          "execution_count": 53
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "-u4KvLphe-WU",
        "outputId": "05169a44-85cd-4c14-8ada-71524fc1530a"
      },
      "source": [
        "bow_group.get_group(9)[['match','text']]"
      ],
      "execution_count": 54,
      "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",
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              "\n",
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              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>match</th>\n",
              "      <th>text</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>83</th>\n",
              "      <td>43</td>\n",
              "      <td>that was more lucky than ur kill 😂:D</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>173</th>\n",
              "      <td>83</td>\n",
              "      <td>Dont kill the dog</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>205</th>\n",
              "      <td>107</td>\n",
              "      <td>make sure u can kill me 1st</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>279</th>\n",
              "      <td>129</td>\n",
              "      <td>but my teammates wont to kill u((9(</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>287</th>\n",
              "      <td>134</td>\n",
              "      <td>wow i got a kill while 2v1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>303</th>\n",
              "      <td>150</td>\n",
              "      <td>techies go kill yourself</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>458</th>\n",
              "      <td>229</td>\n",
              "      <td>u lost 2 towers 2 kill me</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>503</th>\n",
              "      <td>257</td>\n",
              "      <td>how to win then no one can kill weaver and am</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>511</th>\n",
              "      <td>267</td>\n",
              "      <td>are you gonna suicide kill me</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>656</th>\n",
              "      <td>339</td>\n",
              "      <td>Cant believe a retard wanbts to kill instead o...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>763</th>\n",
              "      <td>409</td>\n",
              "      <td>nice first kill</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>764</th>\n",
              "      <td>409</td>\n",
              "      <td>Wait u didnt even kill me void</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1122</th>\n",
              "      <td>636</td>\n",
              "      <td>u go kill then quit?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1145</th>\n",
              "      <td>671</td>\n",
              "      <td>and u didnt kill me its necro</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1182</th>\n",
              "      <td>702</td>\n",
              "      <td>go fucking kill him</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1230</th>\n",
              "      <td>721</td>\n",
              "      <td>i gave voker a kill and a courier snipe . and ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1270</th>\n",
              "      <td>741</td>\n",
              "      <td>right after u kill me</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1311</th>\n",
              "      <td>779</td>\n",
              "      <td>always kill supp</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1540</th>\n",
              "      <td>959</td>\n",
              "      <td>kill melion haha</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1545</th>\n",
              "      <td>966</td>\n",
              "      <td>top gave to much kill ? LOL wana talk about mi...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1609</th>\n",
              "      <td>1002</td>\n",
              "      <td>I won0't kill you</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1641</th>\n",
              "      <td>1033</td>\n",
              "      <td>about time u kill rohs</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1868</th>\n",
              "      <td>1139</td>\n",
              "      <td>kill him river hahaha</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1878</th>\n",
              "      <td>1153</td>\n",
              "      <td>can only can kill me with ur 2 bodyguards</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019</th>\n",
              "      <td>1249</td>\n",
              "      <td>you kill top[</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2163</th>\n",
              "      <td>1327</td>\n",
              "      <td>kill this monkey</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2213</th>\n",
              "      <td>1345</td>\n",
              "      <td>how i kill all of you</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2224</th>\n",
              "      <td>1349</td>\n",
              "      <td>hook me for help me kill you ?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2284</th>\n",
              "      <td>1376</td>\n",
              "      <td>Makes me want to kill myself</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2317</th>\n",
              "      <td>1395</td>\n",
              "      <td>i kill you void dagon 5 ethereal aghanim</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2323</th>\n",
              "      <td>1395</td>\n",
              "      <td>or again kill you</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2324</th>\n",
              "      <td>1395</td>\n",
              "      <td>i kill you mirana</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2343</th>\n",
              "      <td>1405</td>\n",
              "      <td>unpause and kill</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2546</th>\n",
              "      <td>1495</td>\n",
              "      <td>this agha luna will probably kill a creep</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2618</th>\n",
              "      <td>1522</td>\n",
              "      <td>TK said that when he reached level 6, he could...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2730</th>\n",
              "      <td>1589</td>\n",
              "      <td>lose levels to kill me moron</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3002</th>\n",
              "      <td>1731</td>\n",
              "      <td>it takes 5 man too kill me though</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3014</th>\n",
              "      <td>1746</td>\n",
              "      <td>give u kill cant carry sf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3034</th>\n",
              "      <td>1751</td>\n",
              "      <td>Kill urself wywern picker</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3081</th>\n",
              "      <td>1783</td>\n",
              "      <td>not kill the sniper</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3082</th>\n",
              "      <td>1783</td>\n",
              "      <td>lol  kill the sniper</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3247</th>\n",
              "      <td>1877</td>\n",
              "      <td>didnt even get the kill</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3256</th>\n",
              "      <td>1880</td>\n",
              "      <td>tf i ult and instant kill...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3346</th>\n",
              "      <td>1955</td>\n",
              "      <td>gj. I can't kill you all</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3385</th>\n",
              "      <td>1979</td>\n",
              "      <td>carry + dust= kill</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3395</th>\n",
              "      <td>1988</td>\n",
              "      <td>at least he got his second kill who cares abou...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3410</th>\n",
              "      <td>1990</td>\n",
              "      <td>wow od so many kill</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3462</th>\n",
              "      <td>2010</td>\n",
              "      <td>if you kill me its racist</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3471</th>\n",
              "      <td>2015</td>\n",
              "      <td>he kill himself 4 minu ago</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3587</th>\n",
              "      <td>2059</td>\n",
              "      <td>u wanna kill him like taht?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3832</th>\n",
              "      <td>2261</td>\n",
              "      <td>you're just mad i can kill u with 3 hits</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3834</th>\n",
              "      <td>2261</td>\n",
              "      <td>all that farm and i kill 3 hit u</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3888</th>\n",
              "      <td>2324</td>\n",
              "      <td>cannot kill tiny</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3930</th>\n",
              "      <td>2347</td>\n",
              "      <td>just go kill him</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4287</th>\n",
              "      <td>2531</td>\n",
              "      <td>Kill supp for dead?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4387</th>\n",
              "      <td>2586</td>\n",
              "      <td>8k mmr can'ty even get a kill in these lobbies</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4533</th>\n",
              "      <td>2659</td>\n",
              "      <td>u kill him so much</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4641</th>\n",
              "      <td>2743</td>\n",
              "      <td>so u wont kill me</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4828</th>\n",
              "      <td>2828</td>\n",
              "      <td>all top wtf cant kill me?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4830</th>\n",
              "      <td>2828</td>\n",
              "      <td>kill me alone noobs</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4849</th>\n",
              "      <td>2844</td>\n",
              "      <td>kill him = kill me</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4900</th>\n",
              "      <td>2868</td>\n",
              "      <td>kill a support loose bot lane</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4924</th>\n",
              "      <td>2876</td>\n",
              "      <td>goo kill him I will not save him</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5032</th>\n",
              "      <td>2938</td>\n",
              "      <td>and got a kill on drow</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5038</th>\n",
              "      <td>2945</td>\n",
              "      <td>commend our 13 kill razor</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5154</th>\n",
              "      <td>3011</td>\n",
              "      <td>why need to kill</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5197</th>\n",
              "      <td>3018</td>\n",
              "      <td>i fucking kill you</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5234</th>\n",
              "      <td>3052</td>\n",
              "      <td>ill kill you</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5337</th>\n",
              "      <td>3095</td>\n",
              "      <td>see cant even kill zeys</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5558</th>\n",
              "      <td>3212</td>\n",
              "      <td>1 hit one kill</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5631</th>\n",
              "      <td>3260</td>\n",
              "      <td>voker is free kill anyway</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5632</th>\n",
              "      <td>3260</td>\n",
              "      <td>and u r free kill</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5719</th>\n",
              "      <td>3299</td>\n",
              "      <td>did you level off that kill</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5960</th>\n",
              "      <td>3412</td>\n",
              "      <td>i can run but i wanna kill you lol</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5981</th>\n",
              "      <td>3422</td>\n",
              "      <td>can u push void ... tehy cant kill you</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5990</th>\n",
              "      <td>3433</td>\n",
              "      <td>wanna kill me more</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6203</th>\n",
              "      <td>3521</td>\n",
              "      <td>dont get a kill, but i get 75 gold</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6236</th>\n",
              "      <td>3531</td>\n",
              "      <td>sf only can kill you all noobs sucks</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6306</th>\n",
              "      <td>3554</td>\n",
              "      <td>go unpause, kill this sniper</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6312</th>\n",
              "      <td>3554</td>\n",
              "      <td>go sniper, kill them</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6437</th>\n",
              "      <td>3616</td>\n",
              "      <td>kill my team pls</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6472</th>\n",
              "      <td>3629</td>\n",
              "      <td>fucking kill yourself</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6779</th>\n",
              "      <td>3743</td>\n",
              "      <td>i could kill that 1k weaver solo :(</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6835</th>\n",
              "      <td>3754</td>\n",
              "      <td>u wanna kill urself</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6909</th>\n",
              "      <td>3794</td>\n",
              "      <td>kill him pls</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6925</th>\n",
              "      <td>3803</td>\n",
              "      <td>keep want kill me</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6952</th>\n",
              "      <td>3823</td>\n",
              "      <td>for a triple light kill</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7308</th>\n",
              "      <td>3982</td>\n",
              "      <td>ok end huskar has 1 kill</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7581</th>\n",
              "      <td>4140</td>\n",
              "      <td>can i get an aghnims? so your es can't kill me ck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7659</th>\n",
              "      <td>4187</td>\n",
              "      <td>axe will kill u with his tangoes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7688</th>\n",
              "      <td>4206</td>\n",
              "      <td>he cant kill tinker so he is mad I guess</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7873</th>\n",
              "      <td>4284</td>\n",
              "      <td>Because you didnt kill me</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7920</th>\n",
              "      <td>4301</td>\n",
              "      <td>you should kill me</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7966</th>\n",
              "      <td>4304</td>\n",
              "      <td>i kill you pa and mag whatch me</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8194</th>\n",
              "      <td>4459</td>\n",
              "      <td>hahahah u gay shit think that means anything? ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8265</th>\n",
              "      <td>4486</td>\n",
              "      <td>bitch wanted to kill me</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8319</th>\n",
              "      <td>4508</td>\n",
              "      <td>medusa can kill both our teams now :D</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8323</th>\n",
              "      <td>4508</td>\n",
              "      <td>we will watch medusa kill us</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8325</th>\n",
              "      <td>4508</td>\n",
              "      <td>lets kill you then</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8582</th>\n",
              "      <td>4640</td>\n",
              "      <td>just fucking kill me</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8606</th>\n",
              "      <td>4661</td>\n",
              "      <td>and you coulkn't even kill me</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8636</th>\n",
              "      <td>4677</td>\n",
              "      <td>why you kill</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8692</th>\n",
              "      <td>4719</td>\n",
              "      <td>i was talking to my carry i took the kill</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8775</th>\n",
              "      <td>4758</td>\n",
              "      <td>just kill the ancient</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8805</th>\n",
              "      <td>4769</td>\n",
              "      <td>let us kill you</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9009</th>\n",
              "      <td>4880</td>\n",
              "      <td>when i had chancse to kill</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9144</th>\n",
              "      <td>4936</td>\n",
              "      <td>kill meif u can bitches</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9232</th>\n",
              "      <td>5004</td>\n",
              "      <td>u cant kill me</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9389</th>\n",
              "      <td>5075</td>\n",
              "      <td>tried to feed pa but next time i kill you</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9586</th>\n",
              "      <td>5202</td>\n",
              "      <td>yaa For me to kill?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9619</th>\n",
              "      <td>5217</td>\n",
              "      <td>all game kill ss</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9753</th>\n",
              "      <td>5322</td>\n",
              "      <td>kill me and finish</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9782</th>\n",
              "      <td>5333</td>\n",
              "      <td>ill kill myself</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9784</th>\n",
              "      <td>5333</td>\n",
              "      <td>i will kill myself</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9808</th>\n",
              "      <td>5333</td>\n",
              "      <td>why does ogre want me to kill myself so bad</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9810</th>\n",
              "      <td>5333</td>\n",
              "      <td>ok kill yourself u fuck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9958</th>\n",
              "      <td>5394</td>\n",
              "      <td>ult kill supp</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      match                                               text\n",
              "83       43               that was more lucky than ur kill 😂:D\n",
              "173      83                                  Dont kill the dog\n",
              "205     107                        make sure u can kill me 1st\n",
              "279     129                but my teammates wont to kill u((9(\n",
              "287     134                         wow i got a kill while 2v1\n",
              "303     150                           techies go kill yourself\n",
              "458     229                          u lost 2 towers 2 kill me\n",
              "503     257      how to win then no one can kill weaver and am\n",
              "511     267                      are you gonna suicide kill me\n",
              "656     339  Cant believe a retard wanbts to kill instead o...\n",
              "763     409                                    nice first kill\n",
              "764     409                     Wait u didnt even kill me void\n",
              "1122    636                              u go kill then quit? \n",
              "1145    671                      and u didnt kill me its necro\n",
              "1182    702                                go fucking kill him\n",
              "1230    721  i gave voker a kill and a courier snipe . and ...\n",
              "1270    741                              right after u kill me\n",
              "1311    779                                   always kill supp\n",
              "1540    959                                   kill melion haha\n",
              "1545    966  top gave to much kill ? LOL wana talk about mi...\n",
              "1609   1002                                  I won0't kill you\n",
              "1641   1033                             about time u kill rohs\n",
              "1868   1139                              kill him river hahaha\n",
              "1878   1153          can only can kill me with ur 2 bodyguards\n",
              "2019   1249                                      you kill top[\n",
              "2163   1327                                   kill this monkey\n",
              "2213   1345                              how i kill all of you\n",
              "2224   1349                     hook me for help me kill you ?\n",
              "2284   1376                       Makes me want to kill myself\n",
              "2317   1395          i kill you void dagon 5 ethereal aghanim \n",
              "2323   1395                                  or again kill you\n",
              "2324   1395                                  i kill you mirana\n",
              "2343   1405                                   unpause and kill\n",
              "2546   1495          this agha luna will probably kill a creep\n",
              "2618   1522  TK said that when he reached level 6, he could...\n",
              "2730   1589                       lose levels to kill me moron\n",
              "3002   1731                 it takes 5 man too kill me though \n",
              "3014   1746                          give u kill cant carry sf\n",
              "3034   1751                          Kill urself wywern picker\n",
              "3081   1783                                not kill the sniper\n",
              "3082   1783                               lol  kill the sniper\n",
              "3247   1877                           didnt even get the kill \n",
              "3256   1880                       tf i ult and instant kill...\n",
              "3346   1955                           gj. I can't kill you all\n",
              "3385   1979                                 carry + dust= kill\n",
              "3395   1988  at least he got his second kill who cares abou...\n",
              "3410   1990                                wow od so many kill\n",
              "3462   2010                          if you kill me its racist\n",
              "3471   2015                         he kill himself 4 minu ago\n",
              "3587   2059                        u wanna kill him like taht?\n",
              "3832   2261           you're just mad i can kill u with 3 hits\n",
              "3834   2261                   all that farm and i kill 3 hit u\n",
              "3888   2324                                   cannot kill tiny\n",
              "3930   2347                                   just go kill him\n",
              "4287   2531                                Kill supp for dead?\n",
              "4387   2586     8k mmr can'ty even get a kill in these lobbies\n",
              "4533   2659                                 u kill him so much\n",
              "4641   2743                                  so u wont kill me\n",
              "4828   2828                          all top wtf cant kill me?\n",
              "4830   2828                                kill me alone noobs\n",
              "4849   2844                                 kill him = kill me\n",
              "4900   2868                      kill a support loose bot lane\n",
              "4924   2876                   goo kill him I will not save him\n",
              "5032   2938                            and got a kill on drow \n",
              "5038   2945                          commend our 13 kill razor\n",
              "5154   3011                                   why need to kill\n",
              "5197   3018                                 i fucking kill you\n",
              "5234   3052                                       ill kill you\n",
              "5337   3095                            see cant even kill zeys\n",
              "5558   3212                                     1 hit one kill\n",
              "5631   3260                          voker is free kill anyway\n",
              "5632   3260                                  and u r free kill\n",
              "5719   3299                        did you level off that kill\n",
              "5960   3412                 i can run but i wanna kill you lol\n",
              "5981   3422             can u push void ... tehy cant kill you\n",
              "5990   3433                                wanna kill me more \n",
              "6203   3521                 dont get a kill, but i get 75 gold\n",
              "6236   3531               sf only can kill you all noobs sucks\n",
              "6306   3554                       go unpause, kill this sniper\n",
              "6312   3554                               go sniper, kill them\n",
              "6437   3616                                   kill my team pls\n",
              "6472   3629                              fucking kill yourself\n",
              "6779   3743                i could kill that 1k weaver solo :(\n",
              "6835   3754                                u wanna kill urself\n",
              "6909   3794                                      kill him pls \n",
              "6925   3803                                  keep want kill me\n",
              "6952   3823                            for a triple light kill\n",
              "7308   3982                           ok end huskar has 1 kill\n",
              "7581   4140  can i get an aghnims? so your es can't kill me ck\n",
              "7659   4187                   axe will kill u with his tangoes\n",
              "7688   4206           he cant kill tinker so he is mad I guess\n",
              "7873   4284                          Because you didnt kill me\n",
              "7920   4301                                 you should kill me\n",
              "7966   4304                    i kill you pa and mag whatch me\n",
              "8194   4459  hahahah u gay shit think that means anything? ...\n",
              "8265   4486                            bitch wanted to kill me\n",
              "8319   4508              medusa can kill both our teams now :D\n",
              "8323   4508                      we will watch medusa kill us \n",
              "8325   4508                                 lets kill you then\n",
              "8582   4640                              just fucking kill me \n",
              "8606   4661                      and you coulkn't even kill me\n",
              "8636   4677                                       why you kill\n",
              "8692   4719          i was talking to my carry i took the kill\n",
              "8775   4758                              just kill the ancient\n",
              "8805   4769                                    let us kill you\n",
              "9009   4880                         when i had chancse to kill\n",
              "9144   4936                            kill meif u can bitches\n",
              "9232   5004                                     u cant kill me\n",
              "9389   5075          tried to feed pa but next time i kill you\n",
              "9586   5202                                yaa For me to kill?\n",
              "9619   5217                                   all game kill ss\n",
              "9753   5322                                 kill me and finish\n",
              "9782   5333                                    ill kill myself\n",
              "9784   5333                                 i will kill myself\n",
              "9808   5333        why does ogre want me to kill myself so bad\n",
              "9810   5333                            ok kill yourself u fuck\n",
              "9958   5394                                      ult kill supp"
            ]
          },
          "metadata": {},
          "execution_count": 54
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "AfzkkL6qe-9f",
        "outputId": "8543e4a4-3938-40a3-fb7e-7b83cc8bdd9a"
      },
      "source": [
        "bow_group.get_group(22)[['match','text']]"
      ],
      "execution_count": 55,
      "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>match</th>\n",
              "      <th>text</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>30</td>\n",
              "      <td>fuck off lol</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>54</th>\n",
              "      <td>32</td>\n",
              "      <td>yuou just fuck your ulti as hell</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>119</th>\n",
              "      <td>74</td>\n",
              "      <td>Fuck you for playing huskar</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>131</th>\n",
              "      <td>82</td>\n",
              "      <td>Ima out to fuck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>161</th>\n",
              "      <td>83</td>\n",
              "      <td>Did you mother fuck a dog to born you</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>162</th>\n",
              "      <td>83</td>\n",
              "      <td>fuck dog to born ?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>174</th>\n",
              "      <td>83</td>\n",
              "      <td>go fuck yourself xD bye bye dog</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>177</th>\n",
              "      <td>87</td>\n",
              "      <td>fuck the game</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>178</th>\n",
              "      <td>87</td>\n",
              "      <td>fuck this shit nap team</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>191</th>\n",
              "      <td>102</td>\n",
              "      <td>fuck this game</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>203</th>\n",
              "      <td>107</td>\n",
              "      <td>i fuck your mum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>235</th>\n",
              "      <td>121</td>\n",
              "      <td>what the fuck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>244</th>\n",
              "      <td>121</td>\n",
              "      <td>what the fuck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>291</th>\n",
              "      <td>145</td>\n",
              "      <td>fuck this team</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>307</th>\n",
              "      <td>153</td>\n",
              "      <td>where the fuck is snow</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>450</th>\n",
              "      <td>227</td>\n",
              "      <td>fuck you buyer</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>499</th>\n",
              "      <td>254</td>\n",
              "      <td>fuck this team</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>693</th>\n",
              "      <td>368</td>\n",
              "      <td>how the fuck did we win that</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>722</th>\n",
              "      <td>378</td>\n",
              "      <td>cant fuck with oracle!</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>829</th>\n",
              "      <td>444</td>\n",
              "      <td>tell pduge to go fuck his mamka</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>849</th>\n",
              "      <td>456</td>\n",
              "      <td>wanna feel the real fuck?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>875</th>\n",
              "      <td>473</td>\n",
              "      <td>they no skill fear the fuck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>886</th>\n",
              "      <td>479</td>\n",
              "      <td>tinker spammer u fuck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>912</th>\n",
              "      <td>491</td>\n",
              "      <td>i think that pinoy player so fuck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1017</th>\n",
              "      <td>555</td>\n",
              "      <td>fuck its my first time seeing that</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1099</th>\n",
              "      <td>612</td>\n",
              "      <td>get the fuck out</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1152</th>\n",
              "      <td>678</td>\n",
              "      <td>fuck your mom</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1265</th>\n",
              "      <td>736</td>\n",
              "      <td>who ther fuck gets bkb in LP?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1364</th>\n",
              "      <td>826</td>\n",
              "      <td>fuck off dudes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1443</th>\n",
              "      <td>893</td>\n",
              "      <td>fuck that invoker build|</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1447</th>\n",
              "      <td>896</td>\n",
              "      <td>fuck ur LoL hero</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1469</th>\n",
              "      <td>915</td>\n",
              "      <td>what the fuck is your problem with m?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1472</th>\n",
              "      <td>916</td>\n",
              "      <td>i fuck your young mom</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1506</th>\n",
              "      <td>940</td>\n",
              "      <td>execpt am fuck that guy</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1536</th>\n",
              "      <td>954</td>\n",
              "      <td>fuck this guy</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1616</th>\n",
              "      <td>1003</td>\n",
              "      <td>fuck your mother</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1639</th>\n",
              "      <td>1033</td>\n",
              "      <td>bc fuck u thats y</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1737</th>\n",
              "      <td>1075</td>\n",
              "      <td>How the fuck does such a line up happen in a s...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1758</th>\n",
              "      <td>1090</td>\n",
              "      <td>die fuck your mother</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1799</th>\n",
              "      <td>1122</td>\n",
              "      <td>what the fuck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1845</th>\n",
              "      <td>1126</td>\n",
              "      <td>how the fuck is this balance ?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2038</th>\n",
              "      <td>1256</td>\n",
              "      <td>we playing a an down from minute 5 go fuck you...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2043</th>\n",
              "      <td>1256</td>\n",
              "      <td>chrono me for what u fuck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2056</th>\n",
              "      <td>1260</td>\n",
              "      <td>fuck your moms</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2088</th>\n",
              "      <td>1274</td>\n",
              "      <td>fuck that necro he sucks anyways</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2108</th>\n",
              "      <td>1283</td>\n",
              "      <td>YOU fuck only your mother</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2325</th>\n",
              "      <td>1395</td>\n",
              "      <td>shut the fuck up bitch</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2403</th>\n",
              "      <td>1437</td>\n",
              "      <td>waif fuck your beloved oness</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2539</th>\n",
              "      <td>1494</td>\n",
              "      <td>fuck u rude boy ill duck u!</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2801</th>\n",
              "      <td>1632</td>\n",
              "      <td>fuck my win streak</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3006</th>\n",
              "      <td>1741</td>\n",
              "      <td>can you fuck off ?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3087</th>\n",
              "      <td>1785</td>\n",
              "      <td>fuck that shit</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3095</th>\n",
              "      <td>1790</td>\n",
              "      <td>who the fuck is this invoker player</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3223</th>\n",
              "      <td>1859</td>\n",
              "      <td>fuck that dark willow</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3244</th>\n",
              "      <td>1877</td>\n",
              "      <td>alright, fuck you kunkka</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3245</th>\n",
              "      <td>1877</td>\n",
              "      <td>again.. fuck you kunkka</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3270</th>\n",
              "      <td>1890</td>\n",
              "      <td>what the fuck?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3284</th>\n",
              "      <td>1898</td>\n",
              "      <td>fuck off mid</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3287</th>\n",
              "      <td>1898</td>\n",
              "      <td>17minutes fuck off rd??</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3290</th>\n",
              "      <td>1898</td>\n",
              "      <td>fuck off mid farm and die</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3299</th>\n",
              "      <td>1904</td>\n",
              "      <td>fuck team because u lost?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3337</th>\n",
              "      <td>1945</td>\n",
              "      <td>fuck your family</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3411</th>\n",
              "      <td>1991</td>\n",
              "      <td>how the fuck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3466</th>\n",
              "      <td>2015</td>\n",
              "      <td>go fuck off somewhere else</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3502</th>\n",
              "      <td>2033</td>\n",
              "      <td>hey faggot ass woo ima show your stupid fuck h...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3503</th>\n",
              "      <td>2033</td>\n",
              "      <td>nah fuck that toxic cunt</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3516</th>\n",
              "      <td>2033</td>\n",
              "      <td>fuck that kid</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3563</th>\n",
              "      <td>2044</td>\n",
              "      <td>will fuck you again bird</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3573</th>\n",
              "      <td>2056</td>\n",
              "      <td>hes low as fuck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3624</th>\n",
              "      <td>2066</td>\n",
              "      <td>fuck u and your potato hero</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3637</th>\n",
              "      <td>2083</td>\n",
              "      <td>what the fuck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3741</th>\n",
              "      <td>2174</td>\n",
              "      <td>fuck me when i  save this moron</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3760</th>\n",
              "      <td>2201</td>\n",
              "      <td>the fuck is nam nam</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3904</th>\n",
              "      <td>2328</td>\n",
              "      <td>the fuck are you doing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3915</th>\n",
              "      <td>2343</td>\n",
              "      <td>shut the fuck up cunt</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3921</th>\n",
              "      <td>2347</td>\n",
              "      <td>fuck this team</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3965</th>\n",
              "      <td>2361</td>\n",
              "      <td>fuck off already</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4105</th>\n",
              "      <td>2436</td>\n",
              "      <td>why the fuck u tped</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4113</th>\n",
              "      <td>2440</td>\n",
              "      <td>fuck all the niggas'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4120</th>\n",
              "      <td>2445</td>\n",
              "      <td>Okay... you were literally just standing there...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4148</th>\n",
              "      <td>2458</td>\n",
              "      <td>i did not fuck your gf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4210</th>\n",
              "      <td>2477</td>\n",
              "      <td>3 mid for fuck meh</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4265</th>\n",
              "      <td>2511</td>\n",
              "      <td>fuck u want man ?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4332</th>\n",
              "      <td>2548</td>\n",
              "      <td>go fuck yourself bick</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4337</th>\n",
              "      <td>2550</td>\n",
              "      <td>fuck the base.. u dont need it</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4402</th>\n",
              "      <td>2591</td>\n",
              "      <td>what the fuck is wrong storm</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4411</th>\n",
              "      <td>2596</td>\n",
              "      <td>can u call him a fat fuck for me?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4506</th>\n",
              "      <td>2646</td>\n",
              "      <td>idk how the fuck he feeds so much</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4547</th>\n",
              "      <td>2678</td>\n",
              "      <td>huskar fuck off</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4624</th>\n",
              "      <td>2738</td>\n",
              "      <td>you mean fuck of ?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4629</th>\n",
              "      <td>2738</td>\n",
              "      <td>if i was not in this voids team i wish he has ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4636</th>\n",
              "      <td>2743</td>\n",
              "      <td>Shut the fuck up man</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4682</th>\n",
              "      <td>2768</td>\n",
              "      <td>the fuck  you doing there</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4733</th>\n",
              "      <td>2793</td>\n",
              "      <td>please shut the fuck up and play</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4795</th>\n",
              "      <td>2803</td>\n",
              "      <td>fuck you all</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4910</th>\n",
              "      <td>2870</td>\n",
              "      <td>ya fuck this game</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5017</th>\n",
              "      <td>2931</td>\n",
              "      <td>fuck off russians shit</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5018</th>\n",
              "      <td>2931</td>\n",
              "      <td>fuck off and act mature</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5022</th>\n",
              "      <td>2931</td>\n",
              "      <td>fuck you all</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5108</th>\n",
              "      <td>2989</td>\n",
              "      <td>fuck you techies</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5117</th>\n",
              "      <td>2991</td>\n",
              "      <td>fuck this shit</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5175</th>\n",
              "      <td>3017</td>\n",
              "      <td>how the fuck can you deny xp to a sniper?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5199</th>\n",
              "      <td>3018</td>\n",
              "      <td>yeah man fuck off</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5519</th>\n",
              "      <td>3188</td>\n",
              "      <td>fucking clueless fuck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5535</th>\n",
              "      <td>3204</td>\n",
              "      <td>fuck you rat</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5576</th>\n",
              "      <td>3225</td>\n",
              "      <td>fuck timbers mom plz ^^</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5585</th>\n",
              "      <td>3231</td>\n",
              "      <td>why the fuck can you doom me during shadow realm?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5673</th>\n",
              "      <td>3286</td>\n",
              "      <td>fuck this life</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5683</th>\n",
              "      <td>3287</td>\n",
              "      <td>rlly atleast play and dont fuck everyones time...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5727</th>\n",
              "      <td>3302</td>\n",
              "      <td>fuck outta here</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5831</th>\n",
              "      <td>3354</td>\n",
              "      <td>idk what the fuck in pinoy's brain</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5969</th>\n",
              "      <td>3419</td>\n",
              "      <td>who the fuck wards there</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6198</th>\n",
              "      <td>3519</td>\n",
              "      <td>merry christmass kid picks morph even though h...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6241</th>\n",
              "      <td>3535</td>\n",
              "      <td>fuck this cxarry</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6258</th>\n",
              "      <td>3538</td>\n",
              "      <td>fuck this team</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6342</th>\n",
              "      <td>3574</td>\n",
              "      <td>omni i would fuck that girl on your pic</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6411</th>\n",
              "      <td>3599</td>\n",
              "      <td>i have places to be and bitches to fuck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6414</th>\n",
              "      <td>3599</td>\n",
              "      <td>omg! what the fuck guys</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6420</th>\n",
              "      <td>3610</td>\n",
              "      <td>DNo what the fuck u talking bout</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6445</th>\n",
              "      <td>3622</td>\n",
              "      <td>saved you lil' fuck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6716</th>\n",
              "      <td>3715</td>\n",
              "      <td>oh yeah fuck yourself</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6725</th>\n",
              "      <td>3722</td>\n",
              "      <td>fuck off brah</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6788</th>\n",
              "      <td>3744</td>\n",
              "      <td>he saw a sniper in enemy team and he say fuck ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6795</th>\n",
              "      <td>3750</td>\n",
              "      <td>go to russian servers u fuck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6832</th>\n",
              "      <td>3754</td>\n",
              "      <td>fuck that guy</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6849</th>\n",
              "      <td>3762</td>\n",
              "      <td>fuck you  kotl</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6851</th>\n",
              "      <td>3762</td>\n",
              "      <td>fuck you kotl</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6859</th>\n",
              "      <td>3777</td>\n",
              "      <td>why the fuck are they playing on europe servers</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6860</th>\n",
              "      <td>3777</td>\n",
              "      <td>fuck off back to russian servers</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7028</th>\n",
              "      <td>3864</td>\n",
              "      <td>fuck this shit</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7040</th>\n",
              "      <td>3869</td>\n",
              "      <td>jugg fuck you</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7104</th>\n",
              "      <td>3896</td>\n",
              "      <td>fuck you fuck you fuck you fuck you</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7107</th>\n",
              "      <td>3896</td>\n",
              "      <td>injoker noob fuck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7168</th>\n",
              "      <td>3911</td>\n",
              "      <td>it is fucking unranked chill the fuck out</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7409</th>\n",
              "      <td>4071</td>\n",
              "      <td>fuck off weab</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7428</th>\n",
              "      <td>4084</td>\n",
              "      <td>i will fuck your mother</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7439</th>\n",
              "      <td>4088</td>\n",
              "      <td>fuck the courier</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7489</th>\n",
              "      <td>4103</td>\n",
              "      <td>fuck you mom retard</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7554</th>\n",
              "      <td>4123</td>\n",
              "      <td>can u shut the fuck up</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7590</th>\n",
              "      <td>4149</td>\n",
              "      <td>dont fuck with my bas bitch</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7620</th>\n",
              "      <td>4164</td>\n",
              "      <td>fuck you bug</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7684</th>\n",
              "      <td>4205</td>\n",
              "      <td>did you fuck up your new years resolution already</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7703</th>\n",
              "      <td>4218</td>\n",
              "      <td>how the fuck you win that</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7712</th>\n",
              "      <td>4228</td>\n",
              "      <td>Fuck you Wes POS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7746</th>\n",
              "      <td>4248</td>\n",
              "      <td>and i'll come and fuck your wifey</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7804</th>\n",
              "      <td>4256</td>\n",
              "      <td>ill fuck yr mother on your bed</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7912</th>\n",
              "      <td>4296</td>\n",
              "      <td>this team is incompetant as fuck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7922</th>\n",
              "      <td>4304</td>\n",
              "      <td>i only fuck muslim girls</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7930</th>\n",
              "      <td>4304</td>\n",
              "      <td>ill fuck ur mom after this game pinky boy</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7937</th>\n",
              "      <td>4304</td>\n",
              "      <td>fuck u am u dog cunt</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7938</th>\n",
              "      <td>4304</td>\n",
              "      <td>fucking indian fuck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7939</th>\n",
              "      <td>4304</td>\n",
              "      <td>i fuck your sister magnus</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7942</th>\n",
              "      <td>4304</td>\n",
              "      <td>i only fuck muslim girls</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7943</th>\n",
              "      <td>4304</td>\n",
              "      <td>fuck am so noob guys</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7946</th>\n",
              "      <td>4304</td>\n",
              "      <td>ill fuck her</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7949</th>\n",
              "      <td>4304</td>\n",
              "      <td>relax ill fuck am's mom later</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7951</th>\n",
              "      <td>4304</td>\n",
              "      <td>i fuck you jug later</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7952</th>\n",
              "      <td>4304</td>\n",
              "      <td>lets see ill fuck am's mom</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7954</th>\n",
              "      <td>4304</td>\n",
              "      <td>i fuck gigi hadid</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7959</th>\n",
              "      <td>4304</td>\n",
              "      <td>after i fuck ur mom</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7961</th>\n",
              "      <td>4304</td>\n",
              "      <td>fuck u monkey dog</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7962</th>\n",
              "      <td>4304</td>\n",
              "      <td>ure noob as fuck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7971</th>\n",
              "      <td>4304</td>\n",
              "      <td>pls go fuck ur mother</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8000</th>\n",
              "      <td>4316</td>\n",
              "      <td>fuck you mirana</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8053</th>\n",
              "      <td>4355</td>\n",
              "      <td>fuck you heart</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8183</th>\n",
              "      <td>4455</td>\n",
              "      <td>fuck this team</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8225</th>\n",
              "      <td>4475</td>\n",
              "      <td>go fuck urself invo</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8280</th>\n",
              "      <td>4493</td>\n",
              "      <td>fuck you friend</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8311</th>\n",
              "      <td>4503</td>\n",
              "      <td>fuck you pudge and wd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8370</th>\n",
              "      <td>4541</td>\n",
              "      <td>fuck rsa unranked</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8415</th>\n",
              "      <td>4564</td>\n",
              "      <td>fuck u are bad</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8572</th>\n",
              "      <td>4639</td>\n",
              "      <td>fuck off n play</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8662</th>\n",
              "      <td>4688</td>\n",
              "      <td>i fuck her hard lastnight</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8667</th>\n",
              "      <td>4702</td>\n",
              "      <td>the fuck are you doing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8743</th>\n",
              "      <td>4739</td>\n",
              "      <td>fuck you riki</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8744</th>\n",
              "      <td>4739</td>\n",
              "      <td>fuck you mom ass</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8791</th>\n",
              "      <td>4769</td>\n",
              "      <td>your team is gay as fuck, jugga cleave</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8891</th>\n",
              "      <td>4813</td>\n",
              "      <td>so fuck off pls</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8893</th>\n",
              "      <td>4813</td>\n",
              "      <td>i did fuck your mum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8901</th>\n",
              "      <td>4820</td>\n",
              "      <td>fuck dota 2 rank system</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8906</th>\n",
              "      <td>4820</td>\n",
              "      <td>fuck you nimnko</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8941</th>\n",
              "      <td>4844</td>\n",
              "      <td>who the fuck cares</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9023</th>\n",
              "      <td>4901</td>\n",
              "      <td>fuck you tinker picker</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9107</th>\n",
              "      <td>4917</td>\n",
              "      <td>just fuck this game</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9122</th>\n",
              "      <td>4917</td>\n",
              "      <td>then what the fuck want my bane ?</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9171</th>\n",
              "      <td>4960</td>\n",
              "      <td>go fuck urself man</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9174</th>\n",
              "      <td>4962</td>\n",
              "      <td>who can fuck me？</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9175</th>\n",
              "      <td>4963</td>\n",
              "      <td>Lovesbeing killed for the second time on 800 m...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9302</th>\n",
              "      <td>5030</td>\n",
              "      <td>i will fuck u too now</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9414</th>\n",
              "      <td>5095</td>\n",
              "      <td>fuck the kids</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9458</th>\n",
              "      <td>5135</td>\n",
              "      <td>FUCK your mom</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9470</th>\n",
              "      <td>5151</td>\n",
              "      <td>fuck why you guys so rich</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9675</th>\n",
              "      <td>5240</td>\n",
              "      <td>fuck key board</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9689</th>\n",
              "      <td>5245</td>\n",
              "      <td>am delete dota and seek help u mental fuck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9701</th>\n",
              "      <td>5250</td>\n",
              "      <td>wake the fuck up</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9735</th>\n",
              "      <td>5286</td>\n",
              "      <td>this is our trash fuck lc</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9741</th>\n",
              "      <td>5295</td>\n",
              "      <td>fuck you nigg</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9814</th>\n",
              "      <td>5336</td>\n",
              "      <td>fuck off tusk</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9901</th>\n",
              "      <td>5363</td>\n",
              "      <td>fuck your mom 2on1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9962</th>\n",
              "      <td>5395</td>\n",
              "      <td>fuck you sniepr</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      match                                               text\n",
              "47       30                                       fuck off lol\n",
              "54       32                   yuou just fuck your ulti as hell\n",
              "119      74                        Fuck you for playing huskar\n",
              "131      82                                    Ima out to fuck\n",
              "161      83              Did you mother fuck a dog to born you\n",
              "162      83                                 fuck dog to born ?\n",
              "174      83                    go fuck yourself xD bye bye dog\n",
              "177      87                                      fuck the game\n",
              "178      87                            fuck this shit nap team\n",
              "191     102                                     fuck this game\n",
              "203     107                                    i fuck your mum\n",
              "235     121                                      what the fuck\n",
              "244     121                                      what the fuck\n",
              "291     145                                     fuck this team\n",
              "307     153                             where the fuck is snow\n",
              "450     227                                    fuck you buyer \n",
              "499     254                                     fuck this team\n",
              "693     368                      how the fuck did we win that \n",
              "722     378                             cant fuck with oracle!\n",
              "829     444                    tell pduge to go fuck his mamka\n",
              "849     456                          wanna feel the real fuck?\n",
              "875     473                        they no skill fear the fuck\n",
              "886     479                              tinker spammer u fuck\n",
              "912     491                  i think that pinoy player so fuck\n",
              "1017    555                 fuck its my first time seeing that\n",
              "1099    612                                   get the fuck out\n",
              "1152    678                                      fuck your mom\n",
              "1265    736                      who ther fuck gets bkb in LP?\n",
              "1364    826                                     fuck off dudes\n",
              "1443    893                           fuck that invoker build|\n",
              "1447    896                                   fuck ur LoL hero\n",
              "1469    915              what the fuck is your problem with m?\n",
              "1472    916                              i fuck your young mom\n",
              "1506    940                            execpt am fuck that guy\n",
              "1536    954                                      fuck this guy\n",
              "1616   1003                                   fuck your mother\n",
              "1639   1033                                  bc fuck u thats y\n",
              "1737   1075  How the fuck does such a line up happen in a s...\n",
              "1758   1090                               die fuck your mother\n",
              "1799   1122                                      what the fuck\n",
              "1845   1126                     how the fuck is this balance ?\n",
              "2038   1256  we playing a an down from minute 5 go fuck you...\n",
              "2043   1256                          chrono me for what u fuck\n",
              "2056   1260                                     fuck your moms\n",
              "2088   1274                   fuck that necro he sucks anyways\n",
              "2108   1283                          YOU fuck only your mother\n",
              "2325   1395                             shut the fuck up bitch\n",
              "2403   1437                       waif fuck your beloved oness\n",
              "2539   1494                        fuck u rude boy ill duck u!\n",
              "2801   1632                                 fuck my win streak\n",
              "3006   1741                                 can you fuck off ?\n",
              "3087   1785                                     fuck that shit\n",
              "3095   1790                who the fuck is this invoker player\n",
              "3223   1859                              fuck that dark willow\n",
              "3244   1877                           alright, fuck you kunkka\n",
              "3245   1877                            again.. fuck you kunkka\n",
              "3270   1890                                     what the fuck?\n",
              "3284   1898                                      fuck off mid \n",
              "3287   1898                            17minutes fuck off rd??\n",
              "3290   1898                          fuck off mid farm and die\n",
              "3299   1904                          fuck team because u lost?\n",
              "3337   1945                                   fuck your family\n",
              "3411   1991                                       how the fuck\n",
              "3466   2015                         go fuck off somewhere else\n",
              "3502   2033  hey faggot ass woo ima show your stupid fuck h...\n",
              "3503   2033                          nah fuck that toxic cunt \n",
              "3516   2033                                      fuck that kid\n",
              "3563   2044                           will fuck you again bird\n",
              "3573   2056                                    hes low as fuck\n",
              "3624   2066                        fuck u and your potato hero\n",
              "3637   2083                                      what the fuck\n",
              "3741   2174                    fuck me when i  save this moron\n",
              "3760   2201                                the fuck is nam nam\n",
              "3904   2328                             the fuck are you doing\n",
              "3915   2343                              shut the fuck up cunt\n",
              "3921   2347                                     fuck this team\n",
              "3965   2361                                   fuck off already\n",
              "4105   2436                                why the fuck u tped\n",
              "4113   2440                               fuck all the niggas'\n",
              "4120   2445  Okay... you were literally just standing there...\n",
              "4148   2458                             i did not fuck your gf\n",
              "4210   2477                                 3 mid for fuck meh\n",
              "4265   2511                                  fuck u want man ?\n",
              "4332   2548                              go fuck yourself bick\n",
              "4337   2550                     fuck the base.. u dont need it\n",
              "4402   2591                       what the fuck is wrong storm\n",
              "4411   2596                  can u call him a fat fuck for me?\n",
              "4506   2646                  idk how the fuck he feeds so much\n",
              "4547   2678                                    huskar fuck off\n",
              "4624   2738                                 you mean fuck of ?\n",
              "4629   2738  if i was not in this voids team i wish he has ...\n",
              "4636   2743                               Shut the fuck up man\n",
              "4682   2768                          the fuck  you doing there\n",
              "4733   2793                   please shut the fuck up and play\n",
              "4795   2803                                       fuck you all\n",
              "4910   2870                                  ya fuck this game\n",
              "5017   2931                             fuck off russians shit\n",
              "5018   2931                            fuck off and act mature\n",
              "5022   2931                                       fuck you all\n",
              "5108   2989                                   fuck you techies\n",
              "5117   2991                                     fuck this shit\n",
              "5175   3017          how the fuck can you deny xp to a sniper?\n",
              "5199   3018                                  yeah man fuck off\n",
              "5519   3188                              fucking clueless fuck\n",
              "5535   3204                                       fuck you rat\n",
              "5576   3225                            fuck timbers mom plz ^^\n",
              "5585   3231  why the fuck can you doom me during shadow realm?\n",
              "5673   3286                                     fuck this life\n",
              "5683   3287  rlly atleast play and dont fuck everyones time...\n",
              "5727   3302                                    fuck outta here\n",
              "5831   3354                 idk what the fuck in pinoy's brain\n",
              "5969   3419                           who the fuck wards there\n",
              "6198   3519  merry christmass kid picks morph even though h...\n",
              "6241   3535                                   fuck this cxarry\n",
              "6258   3538                                     fuck this team\n",
              "6342   3574            omni i would fuck that girl on your pic\n",
              "6411   3599            i have places to be and bitches to fuck\n",
              "6414   3599                            omg! what the fuck guys\n",
              "6420   3610                   DNo what the fuck u talking bout\n",
              "6445   3622                                saved you lil' fuck\n",
              "6716   3715                              oh yeah fuck yourself\n",
              "6725   3722                                      fuck off brah\n",
              "6788   3744  he saw a sniper in enemy team and he say fuck ...\n",
              "6795   3750                       go to russian servers u fuck\n",
              "6832   3754                                      fuck that guy\n",
              "6849   3762                                     fuck you  kotl\n",
              "6851   3762                                      fuck you kotl\n",
              "6859   3777    why the fuck are they playing on europe servers\n",
              "6860   3777                   fuck off back to russian servers\n",
              "7028   3864                                     fuck this shit\n",
              "7040   3869                                      jugg fuck you\n",
              "7104   3896               fuck you fuck you fuck you fuck you \n",
              "7107   3896                                  injoker noob fuck\n",
              "7168   3911          it is fucking unranked chill the fuck out\n",
              "7409   4071                                      fuck off weab\n",
              "7428   4084                            i will fuck your mother\n",
              "7439   4088                                   fuck the courier\n",
              "7489   4103                                fuck you mom retard\n",
              "7554   4123                             can u shut the fuck up\n",
              "7590   4149                        dont fuck with my bas bitch\n",
              "7620   4164                                       fuck you bug\n",
              "7684   4205  did you fuck up your new years resolution already\n",
              "7703   4218                          how the fuck you win that\n",
              "7712   4228                                   Fuck you Wes POS\n",
              "7746   4248                  and i'll come and fuck your wifey\n",
              "7804   4256                     ill fuck yr mother on your bed\n",
              "7912   4296                   this team is incompetant as fuck\n",
              "7922   4304                           i only fuck muslim girls\n",
              "7930   4304          ill fuck ur mom after this game pinky boy\n",
              "7937   4304                               fuck u am u dog cunt\n",
              "7938   4304                                fucking indian fuck\n",
              "7939   4304                          i fuck your sister magnus\n",
              "7942   4304                           i only fuck muslim girls\n",
              "7943   4304                               fuck am so noob guys\n",
              "7946   4304                                       ill fuck her\n",
              "7949   4304                      relax ill fuck am's mom later\n",
              "7951   4304                               i fuck you jug later\n",
              "7952   4304                         lets see ill fuck am's mom\n",
              "7954   4304                                  i fuck gigi hadid\n",
              "7959   4304                                after i fuck ur mom\n",
              "7961   4304                                  fuck u monkey dog\n",
              "7962   4304                                   ure noob as fuck\n",
              "7971   4304                              pls go fuck ur mother\n",
              "8000   4316                                    fuck you mirana\n",
              "8053   4355                                     fuck you heart\n",
              "8183   4455                                     fuck this team\n",
              "8225   4475                                go fuck urself invo\n",
              "8280   4493                                    fuck you friend\n",
              "8311   4503                              fuck you pudge and wd\n",
              "8370   4541                                  fuck rsa unranked\n",
              "8415   4564                                     fuck u are bad\n",
              "8572   4639                                    fuck off n play\n",
              "8662   4688                         i fuck her hard lastnight \n",
              "8667   4702                             the fuck are you doing\n",
              "8743   4739                                     fuck you riki \n",
              "8744   4739                                   fuck you mom ass\n",
              "8791   4769             your team is gay as fuck, jugga cleave\n",
              "8891   4813                                    so fuck off pls\n",
              "8893   4813                                i did fuck your mum\n",
              "8901   4820                            fuck dota 2 rank system\n",
              "8906   4820                                    fuck you nimnko\n",
              "8941   4844                                 who the fuck cares\n",
              "9023   4901                             fuck you tinker picker\n",
              "9107   4917                               just fuck this game \n",
              "9122   4917                  then what the fuck want my bane ?\n",
              "9171   4960                                go fuck urself man \n",
              "9174   4962                                   who can fuck me？\n",
              "9175   4963  Lovesbeing killed for the second time on 800 m...\n",
              "9302   5030                              i will fuck u too now\n",
              "9414   5095                                      fuck the kids\n",
              "9458   5135                                      FUCK your mom\n",
              "9470   5151                          fuck why you guys so rich\n",
              "9675   5240                                     fuck key board\n",
              "9689   5245         am delete dota and seek help u mental fuck\n",
              "9701   5250                                   wake the fuck up\n",
              "9735   5286                          this is our trash fuck lc\n",
              "9741   5295                                      fuck you nigg\n",
              "9814   5336                                      fuck off tusk\n",
              "9901   5363                                 fuck your mom 2on1\n",
              "9962   5395                                    fuck you sniepr"
            ]
          },
          "metadata": {},
          "execution_count": 55
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3USTzGFrgFBD"
      },
      "source": [
        "### Reduce dimensionality to display data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3C-sfyv3gEGX",
        "outputId": "3bd8469a-a059-4f56-dd95-5e40215ee5ce"
      },
      "source": [
        "# use TSNE to reduce dimensionality of data\n",
        "tsne = sklearn.manifold.TSNE(n_components=2, random_state=0)\n",
        "matrix_dicc2d = tsne.fit_transform(bow_reduced)"
      ],
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/sklearn/manifold/_t_sne.py:783: FutureWarning: The default initialization in TSNE will change from 'random' to 'pca' in 1.2.\n",
            "  FutureWarning,\n",
            "/usr/local/lib/python3.7/dist-packages/sklearn/manifold/_t_sne.py:793: FutureWarning: The default learning rate in TSNE will change from 200.0 to 'auto' in 1.2.\n",
            "  FutureWarning,\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "S1MzApZIfQkt"
      },
      "source": [
        "### Display data without clusters"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 731
        },
        "id": "3ebojJKjfobz",
        "outputId": "38f899be-bfa0-4f66-dae7-94ea0cddba98"
      },
      "source": [
        "pointsspacy = pd.DataFrame(\n",
        "    [(chat, coord[0], coord[1]) for (chat, coord) in zip(chats, matrix_dicc2d)],\n",
        "    columns=[\"word\", \"x\", \"y\"]\n",
        ")\n",
        "pointsspacy.plot.scatter(\"x\", \"y\", s=10, figsize=(20, 12))"
      ],
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fefdfbd9b50>"
            ]
          },
          "metadata": {},
          "execution_count": 57
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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WZZbIsu0yseJzmx0YsuJ7l/17ISomxRroJ5KR1y/uELldidMNICIyg35VrHfbLzo6vae5Poh32y9qK3SZPRhpaaw29bNZue3MXLLe7M+dLjA0ntc3+3uXaZ8motGAt1nHNCIqnNnncCIyFwNNROQJMnU43DYYsWrbyR4oMTswZPb3LtM+TSSDh779r9q/z33vOUfaYHbAm0hmZl4sMpvVF/WIaHwYaCIiT5Ctw+GmwYhV2072QIkVAUEzv3fZ9mkiJ+mDTOptp4JNRMVA9otFbruoR1RsGGgiIk9gh6NwVm07NwRKZA4IWvW9yHyFmoiI5CD7xSJA7nM4UbGTMtCkKEoDgP+lu+thAJsBVAH4JgC1wup/FEK8Z3PziEhS7HAUzoptx+Df+LmpHhcREXmHGy4WEZG8FCGE023ISlEUP4BLAJYAeAlArxDi+7n8bVNTk2hvb7eyeURERK6xeV8Hdh0Oa7fXLa3B1tXzHWwRUe5kqNFEVEyYAUtE2SiKckwI0ZTuMSkzmpI8DeCMECKsKIrTbSGicWCHhchZMl6h5nGBcsXgEpG9mClORIVyQ0bTTwAcF0L8d0VRtgD4vwDcAdAO4O+EEDeTnv8KgFcA4MEHH3w8HA6DiJynn7JTFvBzyg6ZgkGK/Mm0zXhcIHKfba2d+OWJi5haXoqNTz/C3ywRUZHKltEkdaBJUZRSAJcBPCaEiCiKUg3gOgAB4DsAZgohXs7095w6RyQPTtnJj0zBAFkxSOF+PC4QyW9bayf2h67imcYZAIDtB7q0x0p8Cnb89eM89hIRFaFsgSaf3Y3J09eQyGaKAIAQIiKEiAkh4gB+DODLjraOiHLWXB9EWcAPANJM2clXWyiCzfs60BaKWP4+G/eewK7DYWzce8Ly93OrdCvikLt44bhA5GVP/Jf92H6gC52RXmw/0IW9R40zBYbjgsdeIiJKIXuNphcB7FVvKIoyUwhxZeTm1wF0ONIqIsqb21cgs3O1LjcsKSwDGesNAcxGy4fbjwtEXtbwn9/DveHsMx9KfIo0x14iIpKHtIEmRVHKAbQA+Jbu7v9XUZSFSEydO5f0GBFJzs1FJe0M/sgaQJGNjEEKOwOSXuHm4wKRVz39gw/TBple/HINALBGExERZSVtoEkI0Qfg/qT7vuFQc4ioyNkZ/LEqgGJFpo3T2TuyBSmYjUZEXvBFtC/lvrKAD5tWNQCA9n+ifDjdZzCLVz4HkZWkDTQREcnE7uwZswMoVmTaMHsnFbPRiMiN1IFz5cQAQpdvAwoS8wd0Xn7yYUfaRuZxMkDilT6DVz4HkdUYaCIiypFs2TP5sCLTxivZO2Z2vGWczkdElI1+4JzN3qNhLJxTxeOaSzkdIPFKn8Ern4PIarKvOkdEVDC7VolzAytW9/LCimFWrPDX0liNravns+NJRNJrC0Xw/dbPxwwyAUB33xA27D7Oc6pLOb1Sq519Biv7f17o+xDZgRlNRORJTl+5k40VmTZuqiWViVuuTLIeBBGZLddMJr3BWFza4yRl5/TUbrsyfq3u/zFzmSg3DDQRUQovDGrdEkCwkxVT/9xQSyobpzveuWDQlIisoD9P5qrU75PyOEljkyFAYkcJAjv6f24upUBkF06dIyIDK6YSOYGpze5kd2q/2vFet7RG2gCO09MdiMaDU5jlpT9P5qphRoVFrSE7FMPUbvb/iOTAQBMRGXhlUCtjAIEDrrE50UGUveNt9TbhfklW8cqFCy9qC0Ww50gYtdMrMOu+iTn/3clLd/hdmojHX/PJ2P8jKkaKEGLsZ7lUU1OTaG9vd7oZRK6in6ZTFvDzJG0SbtfceWHqptms2ibcL8lKm/d1YNfhsHZ73dIabF0937b357EkvbZQBBt2H8dgLA4AKPEpAIDheO5jAru/Sy/i8ZeI3E5RlGNCiKZ0jzGjiYgMeCXIGl7JFLOD7BlGTrBqm3C/JCs5OYWlWLOpxsqQaQtFsOVXHVqQCUgEmPwjwaZMlJH/gESdpgvdd4tmm1qFx18i8jIGmogohZ0D/WJJG2fNAJIR90uykpMXLopxED9WcE3NZLp0ayDlb+8Nx1Pu0xMj//kAxIXAgc4o1v/8GLa1dpr3AYoMj79E5GVcdY6IHFNMq2nJsNoLUTLul2Q1p1ZncsOKkuPVForgjQ9OobtvEM8vmo2egaGsq20dPB01ZDIVIg4gPjLFLhYX2PlhFxbOqeKxowA8/hKRlzHQRESOsWMJWplYPeCysh4Ja514F5dpJi/y+iB+W2sn3jzQBbWq0vYDXXh2wUyUBfwZg2vN9UG8c/SCFmxSAIy3UmtMwPPnbivx+EtEXsVAExE5phiuONvFyuywYso8IyJ5jDfA7dVBfFsogp0fdqUEic5c68kaXGtprMb2tYvxxgen8NmlOxhfblMCz91ERJQOA01E5BivX3G2k5XZYcWWeUZEzmOAO7ODp6OIpUlFeqZxhiG41haKYM+RxKp/a5bUaI8dPB3FyUt3tL/LNbNpwazJ6LrWh/6hGEr9Piyvu197XaLxYNY0kfcw0EREjvLqFWe7WZkdxswzIrIbA9yZ6Y/JCoAp5QG8+OUabFrVoD1HLfytTpP7uOsGtq9dDAA4fv6W9rzkIFNVWQlqp1fi0wu3EIuPPlIW8GPj048AAPYcCSPaO2jZ5yM52BX8YVCZyJsYaCIiz7KikyTrVTcrs8PsyDyTabta3RaZPiuRrBjgziyXY3Jy4e/BWBx7joTxcdcNw/0CQIlPwXBcwK8Ay+qC6B8cRuPMSkyrmIDGB+5Dz8CQ9j7bWjvx4akoxEgMSg1g8VjmLXYGf7wYVLbjPM++BMlOEWK8ZQDl1dTUJNrb251uBhE5QN9JKgv4TekkWfGaJNd2tbotMn1WMg87/Nbgdi1cWyiCV39+DMMjWUk+BWh84D50XLqd8twJJQoGYwLJQ4JSv88QRGoLRfCtXe0ptZ3WLa3B1tXzrfgY5JDN+zqw63BYu23ld+y186Idn8dr24zcS1GUY0KIpnSPMaOJyCPYITey4gqZF6+6yUCm7Wp1W2T6rGSOba2d2PlhF2ICeLf9Il5+ci5ClxODedavGR9Orc5duj6ATxmdGBcXwKmrPWnrMd0bTn/RWc2CUl/34OloSpDJBzDbzIPszCi0u16n1f1lO87z7EuQG/icbgARjZ96ZWPX4TA27j2BtlDE6SY5rrk+iLKAH4B5q+JY8Zp6baEINu/rKLrvz+rtKlNbZPqsND5toQheevsodowEmYBEh3/7gS4c6IziQGcUG3YfL7rfM9kvXR8geeockAgc5TuP4Tenoth1OIz1Pz+G672DKPUbhw5/vmAmB7gepAZ/1i2tsSVbpqWxGltXz7clyGR1f9mO8zz7EuQGnDpH5AF2pji7iZtqNBV7GrRMGXms0eRtZmx//e91LDwekxX0+/HB01FDH6ChugLPNM7Aj39zNiXYNB5+BVj/VB1+c+oaPrt8B3GBojxfkXvZ1V9mjSYqFpw6R+RxThdNlfVkZ8W0C6umchR7GrRMU2SsbotMn7XY6FfieufohYKLGOt/r9mU+BRc6L6LtlCE3zmNaVtrJ/aHruKZxhmGFeSSJRdqfvnJuSgL+LV9sjPSi/PdX6BhRgVOXrozrjYpCrTaTTEB9AwMYdGDU7TXLcbzFbmXXf1lO87z7EuQ7Dh1jsgD7E5x1uO0PXMwDZrIGvopqXuOhLUMD7X+TCH0v9cSn5L2OVPLA/ApCg50RvM+Nm5r7cSqH36Eba2dBT3uZV6cYtwWiuBPv7sf2w90oTPSi+0HurJ+t8kXJnoGhvDGi4vQUF2hPad/KIZpFRNSprrl6+Fp5fCP7OKlfh8udN9F5cQAz1c28eL+7iQn+8tExYYZTUQe4dSVjWLPxDGL3cUwibxODSypy7m/234RFRP8huecjfZqz83nt6f/vV7ovosDnVHD42UBP/5kdpV2v/7YONZ7bWvtxPYDXQCAzkji//rslrEe9zI7l1y3S/LqcKr9oasZv9d0WRktjdX49MItbZ8AEqvMAUjZP/Nx9fYAvvJIENd776Hzai8OdEbxydluvPzkXPQMDPF8ZSEv7u8yYCYQkT0YaCKicXF62p6XyNT5kXU6ZDZubDOZS90HKicG8JPffmGY3tY/FMO9YeN0t557Mbz09lFDMCrXwZz6e20LRfDJ2W70D8VQ6vdhed39WLOkBgC0+9VjYy4Dx1+euGi4vffoecOAfn/oquHxbAEJr/HihY2Dp6MpQSYAeKZxRsa/yXRhomdgyPC8noEhrFlSo+2HhegfjOFAZxR+BYai9z0DQ4baNjz+ms+L+zsRFQ8GmohoXJiJ4z1uvIrqxjaTufT7gH5QrJc8nu/uGzRkexQymMt2DEy+f/O+jqwDx7ZQBFduD6S0cdfhMN45egHL6+5H7fRKdEZ6tcezBSRkNJ6AhBcvbDTXB7HnyHlDsOnxmiljBg/TXZhI3j6VEwM4eDqKl5+ci/2hq4b9RjW1PIC+e8O4Nzz6/j5l9LeilhKPCcDvUxCLi5Rt/9ru43jv5BUA4PHXRF7c34moeDDQRETjZnUmDq+U2suNV1Hd2GYyl34fiAlAAfJeyr3QwVymY2Dy/ekGjvrj248+OJ0SDFMNxuI40BlFqd+HmqllGI4LPL9otquymcYbEJb5woY6VRMA1iypybltLY3V2PHXj+NHH5zGzd57eH5x4d+pfvvos/rKAn68/ORcnO/+IiWz6f/40gO43juoBYoAYM6USQh33zU8T32N5Oly21o7DX/L4695ZN7fiYjGwkATEUmNmSr2c+NVVDe2mcyl3weA/INMCoCXn5xr+YqD+oEjAO349s7RCxjKYSn6wVgc4e5++DMUIZeZGQFhmaYYq/SrGQLAx1038lrR0MzPpL5WcvacWjBcX7dMX9/ptd3HcagrimV1QXx90Sxtv9RPB03XxuSpnABQOTFgymchOfd3p/CiI5G7MNBERFJjpor93HgV1Y1tJnOp+8D3Wz9PO0VoLAKpNW6soB846oMBgzkEmfRicYGdH3Zh4Zwq1+zvXg0IHzwdNXx/g7G46eeqbIPsdI9lKhieqSD9m2sXa/cDSAmIqvcnv/czjTMMBcgBe35HJAe7gj+86EjkPgw0EZHUrB6YeOEKmRWfwY1XUd3Y5mRe2B+dpG4zdUBSFvBj5bzphqk9mfgAXOi+i7ZQxLZtrz++lfp9iAuRtjC0amp5ALfuDmnT62ICrgq+OxEQtuM31VwfxDtHL2jBplK/z9Rz1bbWTuz86AxicYFdh8N4dsFMvLl2MQDjAHz3kfNYv6JWm3pXN70c3X2DeH7R7JQAU3Ih7+QVGt94cRG2rp4/5gB/06oGfHG9D++fvAKBwqefkvvYGfzhRUci9/Fv2bLF6TZY5q233tryyiuvON0MIhqH2mAFGmZUYsqkANavqDX9CvHGvSdwLHwT+0MRNMyoRG2wwrTX/umhcxiOC9NeM9P7WPUZyF78Ls2RfMx4dOZk/MvvLxueU+IDHntgMm7dHUJMCPgUwOdTcPZ6n63bXt/WV5+qw53+IZy7YayN41NGpwHG4sBXH5uBs9FebVC/fkWtq/aT2mAFVs6bbkub7fpN1QYrMG/mZPQODGHutHJ8+2uPmnauagtFsOVXHYbi9qev9WIoJrC8bhp+eugcjoVvAgCEAI6HuzEYE/jOr0O4cnsAPQPDOHH+Jv5t5Jx04sIttHZcxbyZk1EbrNC20elrvYiJxJsMxwWmTApg5bzphtfX36/33Jdm4rEH7rPkPE3yymXfMMtwXGB/KILhkWL0Thz37OrXEbnJ66+/fmXLli1vpXuMGU1EkmAmQ2ZWZapYdYWMV/moEPwuzZM8PS3Zn8yZgl+8ukw77l7ovqutPmf3tte39dMLtwyr4D27YCb6B4e1+wZjcUyrKMXObzTxfJEDO39TVp6n0q2guD90FZtWNaC5PojdR84jNpLmFhPA//z4rGEq33BcoOPSbe32YCyO/+f/+z32zKkCgJQC4fqspFyzir2QUWolL/bx7JwK6/T0eLdM3fPifkbu5XO6AUQ0egLbdTiMjXtPoC0Ucawdm/d1OPb+dmuuD6Is4Adgbrp/usGNVaz6DGQ/foAWfUwAACAASURBVJfWaK4PphTOfuyByQASg5etq+djzZIaKbZ9cm2baRWladumtpsDiezc9ptKdw7Wfwa92umVABL78KrHZhge6xscu95X990hHOiM4sNTUZSM/D5K/T6sbAhi5bzp+H7r59jW2qkN8NctrZF2cC07Wfp4ZrN733DyuGdnv65QXt3PyL04dY5IAnamH2dSjNN2rJqWZ2eKt5VTC8le/C6tURuswOBwHMfD3Rmnm8my7dMdO1oaq6VomxvJ8r3mItM5WP0Mp67ewY2+Qe35S2vvx3Bc4Lu/DuGjzqg27a0gAniqIYhvf+1RxASw58h53OgbxO/OdeNUpBcbn663ZLpjWyiC7/46hH2fXkL5hBLP9jlk6ONZxc6psE6SYereWLy8n5G8OHWOSHIyrMRTrNN2rEj3tzvFm1MWvIPfpTU2rWrAwjlVWX+TMmz7TMcOGdrmVk5su0Kmr2Q7BycXufcrwPXeQe32eMUBXL7VDyAxJU/vvZNXLCmQ3xaKYMPu49oUv4+7bmD72sWe3M+d7ONxKpU5nJ66lwsZxhJEeooYzxUQyTU1NYn29nanm0GUE6c7A/r552UBP1PkiYiI8vDa7uP4qPMa+odiiAvkdS4d6xzcForgjQ9O4bPLdxAXgN+naHWZzJJplcZ1S2sMq9SZYfO+Duw6HLb8fWThRB+P/bri4/RYgoqPoijHhBBN6R5jRhORJJy+Ym3n1RqeCImcw98fkble2HEIx8M3kRz2ySc7ONs5WB8wUMXiAj4kspHM0j8UQ//gMGqmliHcnchwsiozork+iHeOXtAymkr9Pk9nYDjRxyvWTPVi5vRYgkiPgSYi0thxgnLLyh1kDwY97GX174/fJxULdV//uOs6zkT70j5nrCDNttZO7A9dxTONM7BpVUPGc7A+YKBSC3jHTcxqKvEp+OhUFHGRCPwsr7sfa5bUAABeevsoAGDNkhpTftstjdXYvnYx9hwJm/q6NIpTqYjISQw0EZGteIWNVAw62s/K3x+/TyoW6TKMklVM8OOHf5X5N7CttRPbD3QBADojif9vWtWQ9rn6gIEqLgTMijEpAB6cWoYL3f1ahtRgLI45UycBgGW1lJh9YS031BUqRrwgQ8XC53QDiKi4uG256WKWbqltM7lhuWCvsfL3x++TikW6DCM9v4KsQSYgtej2/tBVtIUieOnto3jp7aOG464aMGioHl3lKi4S72MGAeDirQHDNDyfkjheHDwd1YJMQCIAVey/bavPjWZqaazG1tXzpQto2LENZfye1CD1rsNhbNx7Qqq2EZmNgSYispXaYV63tIYZDzlwqqNkR2eIQUf7Wfn74/dJxSJ5X68NlqPUr6A2WI51S2uw8xtNY/62nmmcYbhdO70SG3Yfx4HOKA50RrFh9/GUYNPfr5qnvW+p34dHH7gPNVPLDK8TrCgt6DOpNZ9UPkXRPmupf/QRr9dSGgsDBeNnxzaU9Xty6wUZGYN2JD9OnSMi2zmdLu+WtGUnpyLZMcWRaf3OsOr3x++TioUZ+7o6TW5/6Cpqp1fizLWetJlD+tdW33fPkTA+7rqBjku34fcZ05qmlpci2jtouM+vAPeVBXDz7pBWsFwBDMXL/QrQ+MBknLx0BwAwHBc4eDqKravns5aSjt3T/93SX8mHHdtQ1jINbqybxWnxVCgGmoioqLjphOlkR8muzpDTQUcyF79PKhZm7OtqsGnnR2cQSyq4lClzqKWxemQ6WyITQr/6nN+noGJiAD4lMbWuxKeguX4a1iypwZ4jYRzoHM2eECPvMRiLw+9TsH5FLRbOqdLOj+pxXw105BNgSi5y7iV2Bgrc1F/Jhx3bUNaAjhsvyMgatCP5MdBEREXF6mLIZnYenOwoubEzRETkJm2hCHZ+2IWYLsY0q2oiHqmuTAns6M8vzfVBvHP0wmgGlAL4RCLodCx8U/ubuMheLXx53f2YM3WS4RivHvcrJwa0zKnBWDznQEc+Rc7dyM5zo1cH+HZsQ5n7MG67ICNr0I7kp4gxTkJu1tTUJNrb251uBpFUvJiGnQ/9FcKygN+0K4RWvm4xf19ERIV4+D/8K+IiUdT67H99zpE2qMfvyokB9AwMpRzHN+/rwK7DYe2236dg518/nnKsT3d+Sc5QyqYs4MfLT87VAkBAIpsp0+pxmVbVW7e0BltXz8/6Xou/82/o7hvSbs+qmoiPv/10Tu0kI6v6FUT5Yl+UMlEU5ZgQoindY8xoIsqTmw+2Xk3DzodVV7msuvLotitfREROU4NMQGIK2cP/4V9tDza1hSLYsPu4oe5S8nlXnyngV4D1K2rR0lid0s9Id35Zs6QGn5ztRv9QTCvWrX8vvf6hGP7pd+cN982ZWqa1IzkgdqH7bkqQKZdMhrZQxBBkAoCegeGxNhVlIHNWDhUX9kWpEAw0EeXBzkCNFQEtq9Ow7QjCmfEeVpwwmVpMRCSHpHJHKbftsOdIOCXwk3zeTRdI2NbaqU2nU/sZ6c4vLY3VWDlvOg51RbGsLoivL5qlBYtCl28j2juIU1cTBcbLAn7cvGssEH6h+y6A9NlLChL1nYbjAqV+H5bX3Z9TjaZ0K2jF4umDX5QbDvDl4eYLzUROYKCJKA92zZe3KqBlZTDEjiCczBlZvPJIRCQHtRi2/rYM/ApSzrv6QEJbKIIdH3ZpbVf7GVtXz08bkHrv5BUAwHsnr2DutPKUaW36gfH33v8jzkT7tMcWzK4CYOzXqAQS9Z5WNgTzKgLeXB/E7k/ChppTKxp4LiT3k7X/yeAXyczndAOI3KS5PoiygB9AbmnkhUoX0DKDGgxZt7TG9JOkVW22+z3Go6WxGltXz+fJnojIQWf/63NacMmpGk1rltSgRBfh8inA+qfqsp4f9hwJGwNkGA1MJZ9ffnniouFv94euprye+jcAcPnWgHZ/bbAcv3h1GQBjv0ZPAJgzdVJe57OWxmrs/EYTaqZOQnmpD88umIk31y7O+e+JZCVj/1MNfu06HMbGvSfQFoo43SQiA2Y0EeXBrqwVKzOPrErDLublaomISC5OFQDXa66fhuu99zCtYoIhM6gtFMGeI4ki4Nkyhh6bNTmljpJ63ovcuWd4bu30Smze15G2b5KctbS8bpr2b7Vfs+VXHbikC0bpg1z5KOapXm7MLnFjm50gY//Tq6sSkndw1TkiSbnx5O+WGk1ERERm2tbaif2hq3imcQYWzqnSptmU+BRUV07A84tnY9OqhpQi4frV3/SP6e/f1tqJnR+dQSwuUBbw44mHpxpWnKuZWoZrPYMZVydrC0Xw6s+PYTguUOJTsCPDynbqe/sU4NWn6rBpVYM9G88D3LhCnBvb7CTZ+p/8/kgGXHWOyIXceFXQjja7cbuQe2XqWMrW4SQi52xr7cT2A10AgM5IF+bPuk/LNBiOC1y6PYDtB7rwvzuuYHndNEOR8MFYXMtEaGmsxva1iw3HlrZQBDsOdEH9C/V1ywJ+bcW54ZjImtnw6YVbGB6ZkzccF/j0wq2U41a696bcuTG7xI1tdpJs/U/WBiXZMdBERESURnLxz5XzpuPMtR7UTq/Egc+vSVcUlIickVwf6Vy0N+3zzkT7UDWpFKV+nxZsKvEphmk4yYPZPUfC0K/b5lMS0+3WLKnBniNhfNx1A5duj055SzetJ7l9vzxxET0DQymDU9kG0m5i9WIrVgQTnJ4Oxgs248ffLMmMgSYiIqI0kq/2qis8dUZGB5G8CkzFioPEUc80zkBnpGv0jiyr3J251oNvfuVhbXU5n6Lg0wu3Mm7Ls0lBq/vLS7XnHDwdxWBsdApdQ3UFKiYGsOndT7GsLqgV4k5uX+TOPew6HMauw2GUBXx448XFRf8djpdV2SVWrnbmZEaMlZ+LxyYiOTDQREQkOSs6TeyIja1yYmDM5/iU3J5H5HbJxahlXOrbDPpaS7nWKFKfp/7db05dw8lLd9I+t3Z6JXoGhrTV5QZjcez8sAsxgbTbcjhurKVaWpJYMLotFMGJ8zfhAxBHIpOpYmIAx8I3AQDvnbyC13Yfx5trFxvaV1riM7StfyiOV3a14611TTl/hzx/pGdFdonV09ucyoix6nNZGcAiovz4nG4AERFlZsXytVwSd2xtoUjK8uHpxAXwk99+wW1InpZ8zNiw+5h0S32bQa211BnpxfYDXdjW2pnz325a1YDWv12BL6734dTVnozPC12+g8qJAZQF/AAAv09BbCSW1D8Uw/dbPzccT2JJgabnF83GttZOfOtn7Th56Q7iSAS8X35yLs5cM77voa7R70Vt38anH0lpkwBy/g6znT/aQhG89PZRvPT2UR4TTdJcH9T2FVlWOzODVZ8rXQCL7NUWimDzvg4eA4iBJiKisTh50rSi08SOWHbqQEq/1Hc23IbkdcnHjMGYMfhxofuuJwYVb310xnD7fxw8m9ffv7b7ON47eQX3dNvn2QUz0VBdod3uH4qhZ2AIb7y4COuW1mD9ilptwA0kpuaqAZwXdhzC1Tv3tMdmTJ6AhXOqsHNk2p0qLoCegSHcXzHB0J5ldamD95bGalSVpU5oyHWgn+n8oa5ad6AzigOdUWzYfXxc+wSDVgnq9LZ1S2s8lZ1j1efyamDOLXghk/QYaCKitHhFIsHpk6YVnSZ2xLLTD6RyUazb8LXdx7Hw9Va8tvu4000hizXXB1Hqz9xlPNAZdf2goi0UwVBS9pB+dbhc6DOIVNMqSvH3q+alHHNbGquxdfV8bFrVgJefnGsI/vQPxfCjD07j5MVbhtfq7hvEwdNRJMX54FeA672DOBPt0+6rDZZrNZqSTS4rNdxe2ZD7FLhM549EvajU1fQKYXbQqtA2yNIHUvcVrwSZVFZ8LjcF5mTax8zCC5mk59+yZYvTbbDMW2+9teWVV15xuhlErqMGV46Fb2J/KIKGGZWoDVaM/YcFvM9PD53DcFxY8vpm+Omhc1rNi+G4wJRJAaycN922968NVqBhRiWmTApg/YpaUzpNVrxmMjd8t5kMxwX2hyIYjguU+n34yiPT8NyXHsDA0DCu9dwzPLehugLfeX6B1J1ZK6iZGwPDcZy+1otTkV4896WZjrbJzfuc7GqDFTh+/ibO3bib8TlOHB/N9NND5/D7i7cN9y2umYK/+tM5Ob/GHy7dwelro8W7fQqwYWU9WhqrDcfcfz5xCf/pn/+AP1y6g9ISH/7Le39E7z1jcPtazz0EKycY7q+cWIKOS3cQiwvoY00CwI2+e+gfGg30CCFQO9147m4LRfDy27/D+W7j9/jclx7A8rppOX1G/fnjiYfvxz/8qgM/3H8an12+jRKfDzGRaFmp34dXn6or6Lf400PncPz8aJAtJuzdt8zsA/G4ZL/aYAVWzpsu9fa2q59tN33/qSzgx/oVtZ74XJTZ66+/fmXLli1vpXuMxcCJxiBT0Uu72mJ18UnA+oKNZm0rp5f/Bawp1mllAVC3F+PMtBLPplUNWoAFSFzN//tV81z12fLx2Ob30TcYR3mpD59t/ZrhseTMjXSZHHZyep97YcchnLx4CwtmV+EXry7L629lOsdks2ZJDT45223I9qsqK8G9YeHo8dEs+mM9kMgIyve7fHPtYry2+zj+7bMrABR89bEZKd/pzo/OGAp2f3bpVsYMSr9iXL7uVv+w9m+fAsP0ubtJgapb/cPYuPeE9lvY1tqJnR+dSan5BCTqzC2cU5V2/9MXR184p0rbV5vrg/jmrnbtecNxoMQXx8qGxD6wZklNwftzc30Q7xy9YMiQ+rjrekGvVQiz+kBOH5dIXnb0s/XsOs84uZIhyYeBJqIsZOok2NkWO4IrVp5kzdxWPGnmz+4OlBUyBeLeXLvYNYGB8VCDTADQNxjHY5vfNwSbltUFtYCbettJhexzZn2PL+w4pAUOjoVv4oUdh3IOUKQ7Vn3v/T/ii2gfpk+egK8+NkOa/SzTsdArvwezjvVzp5VjOA4AQlv57euLZmHD7uNpp+JdvTOAsoA/bbAp29S95HjRwHDqc/VTV9SV7dLJ9JvRB9Y7I10o8SkYjgu8234RTzw8NeV1huPA2y99OWObc9XSWI2p5QFDfaoz0T7M+8/v4981P5zzaoCFMqsP5IVzIVlzjLPzIqbdYxmnVjIk+TDQRJSFTJ0EO9tiR3DFypOs2duKJ838yJAFZqVi2B/UIFOm22rmxqGuKJbVBTPWgrFSWyiCPUfCAICyUmN3pnJiIOW5+uOZmR3v5Do6ybezST5W/ft/+hQ9A4mslat37mHX4bDjFzn00u37Xvo95PtZnv7Bh/gi2oe5wXI0zJiMQ11RDCdFgN47eQXnu+9mDBoNxQRefWouQpdv48POqDYlzqdAm4ZWqFK/D831wZS6TgqA0hIfhmJxxEX6OnNtoQje1wWTAWifLVMG1oQSJe39hbh2517KfQPDcWw/0AUAlgabzOoDef1cWAysCtLYeRFTprEMFRcGmoiykKmTYHdbrB48WHmSlel7K0bMAnO/8lKfIbhUXppaCNqJ4BIwGmA6ePq6NvBNbl3o8m1s3teh/faTBwpmdrwXzK7SMprU27lKPlb1DgynPIcDA+uMJ1Ph6R98qBXfPhPtMxTiTnb5prEm0sQSn5aBpK4YN2fqJEPdpbgABtNkKeklT59LFvAr+PTCLcN+5leA9U/VYdOqhqyf/+DpKJJfWs1oKgv4sWZJDdYsqcG3ftaOuEgEmTq/+2zW9uZjbrA84zbdH7pqeVaTGX0gngvdz8ogjV1BevaJySmKGOfVEpk1NTWJ9vb2sZ9IlIVM0wJkaovsuK3cjd+f/ZLrDGWr0eQUdTWqsVYDUwfgZQE/nnh4Kg50jtaQWre0Bs31QS34VBbwj/sqtVk1mr73/h9TBtf5to+/ndzoaxYVsg88/O1/Raa9UA3IAImsolg8bsgoenbBTBz4/Br6h2Io9fsw876J6Lk3hO6+obSvlVz8O1/PLpiJry+alXW/0GcIrllSA2A0QKsA+FoOr2E2fTBPb8PKOssDTV7H40Ru9BlNZpwrnMLvm6yiKMoxIURT2scYaCIiIpl4pWPnJvo6QwDweM2UvAMmdnjp7aOGoFEuVjYEtSLW+v1J1o63Oh2rkBpN/O3kpi0UwfqftRuCP+uW1mDr6vk5v0amIAhgDOxc6L6bss+qwc49R8L4zaloxtpJKn0GVDY+IGPwK9tvOjmAW+r3YftIxqIsvxF9UfJiDDKZebzicSI/sp4riGSQLdAk7dQ5RVHOAegBEAMwLIRoUhRlKoD/BeAhAOcA/KUQ4mam1yAicho7KPljPQH7pasz5JV9t/GB+7BmSU3KZ5G1ttAHf/dUwX/L305ukmsW+X1K3tNJPvi7p/DEf9mvFaz2KYnssxUN07VFA4DE/vdx1w1DEEfdD5PbkcnAcBwKMGZW02OzJmPRg1NwvXfQUKwfSBSqf2338bRTXg+ejhqyBAdjcRw8HcXW1fOl2X82rWooygATYH6dIB4n8iPruYJIdqlFF+SyUgixUBcl+zaAD4QQ9QA+GLlNRCQltXO463AYG/ee0AYelF1zfRBlAT+A9EVqyXzJdYXmTJ0k5b67ZkkNSnz5FRwOXb6NlsZqKQbN21o7seqHH2Fba6clr18Mv522UASb93WMa5/Ubye/AqxfUVvQvvHJf3wGP17XhHVLa/CP32jCZ1v/HF9fNAsvvX0UG3Yfx67DYfzkt1/gm195GGWBRJd7anlAe6/m+mDO+7MAMHmi8fqw/i99CrDx6UewdfV8fH3RrLSvcagrfTZgc30Qpf7RIYEaDCM5pAsMjUcxHCeIyHnSTp0byWhqEkJc193XCeApIcQVRVFmAvhQCJHx8ganzhGRkzbv68Cuw2Htdr5TM4qZV7Jp3ERfZ+ixByZLte/q94c9R8J5TZ9b2RA0Zcn18drW2qmtmAVYV2fGy78dM6f8ZNtOhW5Dffv0Jk8swR1doffaYLmWubattRN7j54HhMDcYAVOnL+ZtsB3cuHv5Nf0AfjzBTNx5loPSkt8OHnpTsprPLtgZsYi/sk1mry271jBrt+aFVPdZDlOyNIOIiqMK2s0KYryBYCbSFzE+UchxFuKotwSQlSNPK4AuKne1v3dKwBeAYAHH3zw8XA4DCIiJ7AOArmVTPtucltefnIufvybs2MWBAdGa81Y0fZ8B0irfvgROiO92u2G6gq0/u0K09vlZXYE73PZ9zN998ntAxIZIwNDMcO0Nx+As997zvBe2Yp+BytKUVriw6VbA9p9s+6biKs99xDLsOycWpBcAVBa4sPTj1Ybgkyv7T6OQ11RLKsLmraCZDEFDew+Rnpx21q5Db24vYoNv0N3cGWNJgBPCiEuKYoyHUCboiif6x8UQghFUVLOrkKItwC8BSQymuxpKjnFCwchGT6DDG3wIi5tTG4l076bPG2kZ2AIy+vuN2Q1LZg1GYPDcQzHBc5G+yCQqLvzza88XFDb1WNi5cQAegaGUrZBITVTaqdXGgJNtdMrC2qT09+Hk+xYpnus+jXZvnt9+0r9Piyvux9rltSkrCY4N1ie8l7DGQJGADAUi+Mv//RBQ0bcxFK/FpxKp3ryBDz9aHXa/eW13ce1Gk7vnbyCF3YcGnfx/22tndj5YRdiAqbUEZKd3XWOvFgnyKptaHZNK7Ifv0NvkDbQJIS4NPL/a4qi/DOALwOIKIoyUzd17pqjjSRHeeEgJMNnsLoNxT448mLnkIqDLPtupuCCfiW5jU8/AgBY/7N2LSMkFhfoGUhdLn4s6aY/JR8bN+w+hsGRKs65DpCmVZRmvZ1rm9x6vjODHQHQsYJZ2QbHmdrX0litrSY4VzdtTv9e2SyrC2rTLPeHrmI4LgyBq5qpZXhsVpWhAPjzi2ZnnJqZXKvpWPgm2kKRcU1D3PnRGa2wuewFps3ol9gR9PQ6q7Yhi527H79Db5Ay0KQoSjkAnxCiZ+TfXwWwFcCvAPwNgO+N/H+fc60kp3nhICTDZ7CyDXYNjoo9mEXkZZkG78n3bd7XMe6VxADjMVGlPzYufL1VCzKpcnmfQgdVbaEIXvv5MQzFRwNbe46Ex3WsGytjS2ZWB0DV/U2tV5RsrO8xU/vSrSaofy91ZTqfAsyeMgn9gzHcHRzCiobRKW/qymsLX281vM7t/iG8uXYxtrV2Yn/oKp5pnIFNqxpSbquW1QVTVqUb69yffJ7d1tqJ/3EwMYX1/vJSQ2aVX8ntN+EEs/olMmV9upVV21C2IKDb+6hOtF+275AKI2WgCUA1gH9OlGFCCYA9Qoj/rSjK7wD8k6Io/w5AGMBfOthGcpgXDkIyfAYr22BHII1X+om8L93gPfk+/bFsPCuJpcsy0R8bb/UPp/xNru/zxMNTAeRebLktFME3d6UuavJx142CMlDUgs9qUEPFY2cqNWPuk7Pdhm2T6+B4rMGZPgj09ktfzmswlxwoWlaX2DfVQJT6+upUu85Il/Y4ALy5djFe2HEIx8I3AYy98ljyeXblvOmG94/2DkIBtCmrhf727GBmv0SWrE83s2IbyhQEtLKPakcAyKk+tkzfIRVOykCTEOIsgD9Jc/8NAE/b3yKSkRcOQjJ8BivbIEM9DSIqDmYdy/Svky7jp6qsxBBsqiobuyvVForgWz9rR1wkVg9bs6Qmp7ZkWsZ8MBbP+1iXaUU0wJwsKS8Z67yi/lv9ftIVC882OMsUBEq3/dNNuXtz7eKUYt7Jt/eHrhpeZ3/oqiGr6RevLst5oJq8PT7qTK1cIZAozi57f0yGC3xkPVmCgG6vQ+VkH1uW75AKJ2WgiShXXjgIyfAZrGqDDPU0ioXbU7PJW7a1duKnh77AwFAMUyaVYv6s+2xZMt2MY1mm6UaqT/9hFRa+3opb/cOoKivBp/+waszX/O6vP9OWpo+LxO1c2tlcH0xZxQwYOwMlnXRTAvUKzZKSiZqxBeSeNZbOWOeVsQZ5Yw3OxgoCqZ7+wYdaLaYz0T48/YMPDcEmVXJx79d2H8czjTO0IBYAPNM4I+X1c/29JG+PaRWl6OvuT/s82fcfGS7wpcNzuDe5vQ4V+9g0Hgw0EeWAHYDC2VVPo5i/H04fJJnoszWAxLSaA51RfNx1A9vXLpZ638w23Ugvl+CS3vXeway3M51jWhqr8eN1Tfi7f/oUPQPDqJ48AV99bEZBx7qxCk8XkiUlk7ZQBBt2H9emBI5nf8t2XmkLRfD91s+zDvLGGpzlEgQCgC90Bb/T3VYlF/c+1BXVAlHZgqbA2IFVIHV7AMAru0YL76vcsv/IcIFPj+dw73J7HSr2sWk8GGgiGgM7APKTrdNoN04fJDONN7CenK2hckMgI7ntuz85h4VzqnJuc6ZtN2/mZK0eDgCsaJiu/XusZeFbGqvxhy25BbayfXfpCk8Dial8cVFYlpRMDp6OGupOFTq9UL/9sk2JU2UqCJ5tcKZfQS5bgGdusNywutzcYHna5+VSsymdXAOr6mfSf4631jXhO78O4Xz3XQD27z9eugDIc7i3ub0OVbH3salw/i1btjjdBsu89dZbW1555RWnm0Eu99ND57QBwnBcYMqkAFbOmz7GXxHZZzgusD8UwXBcoCzgx/oVtagNVjjdLHIhdSB9LHwT+0MRNMyozHtfunrnHn53rjvl/lK/D68+VSf1vpnc9oHheNrt0BaK4KeHzmE4LrT71Yya4+dvobXjKubNnIyz0T5899chtJ+7iZhI5H88XjMFu17+svY3//CrDm1a3XjOMbl8d7XBCjy/aBbmzZyMKZMC+L//rB5/8ScPYMqkgNQFnHMxHBdo7biqbed897dctp++PwAADdUV+M7zC9DSWJ2yT9QGK7By3vSM77+8bhq+sfQhHDpzA1v/5TNcvXMPy+umGZ7zN8sewr/8/jJu3x3Cw7oaTcme+9JMnIr0ItozgD97tNowrS6brf/yGW70jWbX3ekfxDeWPpTT39YGpm19QgAAIABJREFUK/DS8rl47IH7bN9/zDhOyYTncCrEWMcYIju8/vrrV7Zs2fJWuseY0UQ0Bs5PJtkxtZnMYsaVdTUjwuwaTcnFjq2gtn33J+e0gt/J20E/Reudoxe06Vl7joS1jJrBWBw/+uA0zlzrTZmqNnliCTbv60BzfRB7joShWxUePqQuC7+ttRN7j4QBRcGLX34wY8ZJPt9d8hXqQr4X2TJKWhqrsX3t4rxqNOk/Q/L2+9EHp7XXKistwZlrPaidXomygF/rD/z9qnkAgJfePqplieWT+ZxLRlGm4FKyTL+JbL+bXKfwZeNEtoPXMoB4DiciL2KgiWgMbuwAyDYA8BoZty9Tm8kMZgXWx5qyk690xY5zCTbl81vV16rZ9n8u1KZIJW+H5ICSulrb9d57hte7fPNuSpCp1O8bCUhE8W77RdRNN06FemzW5IyrkwHQ/p1u29p5UUTWKeX5HAeTP0NyFlnHpdspf9MZ6cXjNVPQOzCkBWWSp9LlE/jItSh4ocb63eQ6ha8QVp4nvXgBkOdwOcjYvyNyKwaaiHLgpg6ArAMAr+D2JS+TNbCertjxWPS/1V2Hw5hQouDpR2ekDVAlZ5ZsWFmnbYfKiQEcPB3FpxduoWdgKCWgFO0dRFsogs6rvYb7b/cPaf8u8Sl4oKoMN3rvoW9wNBOju28QJT4Fw3GBEp8CIJEdo2bjpKt3lS4YoQ6OXn5yLnoGhiz/7ryQUZL8GXLZpwBoU+fOd3+BJx6emhJMzCfwUWhGUa7Zfbn8bswOCgPWnydlO04xOOEN7N8RmYuBJiKP8cIAQGbcvuR1MgbWMxU7zkb/WwWAe8MiYzZUtsyS5IyVUr9PK6ANAKeu9uCND04ZClEDQEw3JW7KpFKtaLLepVsDKPX7sGBWJf54pQcnL90BMLpiWnIgAjAGI7a1duKXJy4icueeVt/FjsGRFzJKklfhU6dK5qp/KIZTkR6U+n0YjMVR6vdhed39eU0RLSSjKJ/svkJ+N2aw4zw53uOUWcEhBie8g/07InP5nG4AEZmruT6IsoAfgPtXEZIRty+R/d5cuxjPLpiJqrISPLtgZk7T5prrg/CPZAnppcvqSM4kUW8nB6uAxHS5mfdNNNz+bCRAlEk0KQuqRNf7GozF0d07iGFdsSZ1xbSFc6owf9Z9qCj1Y2p5KTasrNOCEWoW1qVbA9rfqoMjq6kZJeuW1kg7sG4LRbB5XwfaQpG0j6ufYVbVxLSP5+LSrQEAwMqGILavXYy3X/pyQTXNWv92Rc5ZRflk9+X7uxlrm+VK9vOkGhzadTiMjXtPjOvzpgtOkDvJvt+6jVnHE3IvrjpH5JB0qxaZoTZYgYYZlZauAmNV261+bTPYsX2puMn+G3DKc1+aifVP1eG5L83M6fm1wQoMDsdTVsD7s0erU15jed00HDx9HdGeAdxfPgFrn6hBbbDCsBqUqtTvw7K6aTh9bXSqnEB+JgX8GI4L7e/Ugar+dWZNmYQdH57B5Vv98Pt8WLf0IfQMDGn7RfKKYUBicPTEw/ej9bOree0/hexzMq94lOuqZLXBCvz29HWcu5GabZaJTwEeqJqInoFEBlRMCMydVo5//1Vzp59l8odLdwz7Xrr9WS/X3026VRML/W5lP0+auZowV4zzDtn3Wzfx2sqQlFm2VecYaCJygNUHYCsHAFa23S0nJpkHWOQOmQb2uf4GGIwyyrQ9ltdNw2MP3Ic/XLiJ4ZhAS2PmGk37Pr2MuADuDsbw/skreHTmZADAzbuDqJgYQHffIOIC8PsUBPwKrvXcS3mdXA3GhCGoFBfApFI/hnTz7e4ODqP7bqLO03Bc4Pj5m/j0wi1tv5g0ocQQRFswazKeXzQbP/ntF3kdQxe+3op3j13E7y/elvq4m498AgnlE0rw/skrhtX/shEAmmqm4PKtAcRE4o8u3xoYV2AmH899aSZORXoR7RnAnz1abdoKjN/9dQhnon0AEsGz3oEhPL9oVsGvJ/N50szgEIMT3iLzfpsvJ/sJZgZz88X+kb2yBZpYo4kcVawFFN08D9zKtrt5uxDlSs0cGIzF8c7RC9i+drG2n+fyG0iuCfJA1URc6L6LBbOr8ItXl9n+eZw2Vo2UXGq5JNdoGo4L7DkSxidnu9E/FINfGa25lMtUuUKoRcJVV24PGG7HkqbHbV09X2u7Wt9n876OnI6h6rn3V59eMtQm6h+KaavouVk+NaRaGqvRXD8NBzpHpzwpMGaX+QD4Roq2lwX8WLOkBgC0v1GnOtq13cwKLsnMyv6h2cXEZaxrR8XN6dphTtXxc/pzkxFrNJFjzJwjn+v7yTJX2M3zwK1su5u3C1Gu9hwJa4WjB2Nx7DkS1h7L5TeQHIw6E+3DYEzgWPgmXthxCIBcxzszZPs8+dZI2dbaiVU//AjbWju1+5JrNKkrwKmvGxOJKVNAIghhLPttjeQMG/X9ywJ+XO8dxKoffgQAhvo+zfVBlPoTXbtSvy/t/qM/96YrgP1x1w3X7zfZaki1hSJ46e2jeOnto9rnXLOkxvC7e21lHdYtrcGGkf//+YKZqJ48AQtmTdZeL/lvxnu+emHHITzyn97TfsN2W7OkxrDvqME0J9jRP2xprMbW1fM5CCXLOXE+drp2mFN1/Jz+3GTEqXPkGDvTKmWbkuXmVGsr2+7m7UKkly11e9+nlww1YeZOK9emqOTyGxiOC7R2XNWm7ejd6L2HeTMnS3W8G6+xjt/5TINRC2jf6BvE7851YygmsLxuGpbXTcNQTODyzbuYGPDjvoklmD21HBdv9mM4LlDq9yEuRN61mMbDB0BRRjNr/D4FKx4Jor66Eu+dvJLyGQDgbLQP7528gpgQ8PsUPPelmSnbQn/uTScm7J3mYJV0U2DUbMIz0T6cu3FXmyLZ0lht+N19Y2kNVs6bjuV109Aevok9R86jZ2AY13ru4cGpk7C8bpqp56sXdhzCsfBNxEQik+3g6ev4qz+dY8ZmyFltsALzZk7GlEkBvPpUnaPnXyen3RCZyanxhwy1w5yYhijD5y42nDpHUrIzrVLGKVluTrW2su1u3i7kbdtaO3Nahnys1O01S2rwcdcNbUn0NUtqDNNExtLSWI3ldfcbpvqoFsyukvJ4pypkOsxYnyefaTDJU+T2h65q36X6/+0HugAAl05ewbMLZqJ/cBinIj3aCmN2icOYdj4cF5gzdRKOnL1heJ7+Mxw8HTVky6X77pPPvRNKFENmk5ezSfXbBxidIqmed9LtO9n2GbPOVycv3sp62y6ynH+dmnZDZDanzsdmTw91i2L93LJioIkcY+fBgJ2W4lOs9b/IGmomDAB0RhL/zxRsyiUw8kxjNQ51RbGsLnEsUgNT7xy9ACARJFCDVOpr6vflNUtqtPpBifoxwJ/MmYJfvLoMbaGI7cc79fdWOTGAnoEh7f9qm9tCEbzxwSl8dvkO4gLYfeQ81q+ozWlJ91yO37kOkJ9pnKF9f+ptveSgwu8v3ER335D2feYj4FcMxb3Huj+duEgEm9SgU+XEQNbPUDkxAL9PQWzkam6mbZXu3FsMx8zm+iB+/kk458LfwNj7jBkWzK4yZJktmF1l+nu4CQeL5BVOjj9kCRzbrVg/t4wUkSb13iuamppEe3u7080gSRRDJ5oS9BklZQE/iwHSuK364UfojIwuKd5QXYHWv12R9rn6/c/vU1ICKvqgFZBYLexkhuLSKxuCWkApeV/Odkyz83in/7zJSv0+fPMrD+PHvzlryCQBAL8C7PxGU07tM/Pz6DPTFs6pMrxu8ncTrChFtHdQuz21PIDuvqFxvX8+Sv0+DMfjWmCk1O/D9rWLR1afM2bXGfY7BVj/VF1Ogbxis621EzsOdCGO0e051j6VazbjeLyw4xBOXrxlS1F/9oeI7MPfG3mZoijHhBBNaR9joImIvGbzvg7sOjxaYHnd0hpthSaiQiQHIDaszD6I39baiZ0fdiEmkDLoTw5azaqaiGjPoBaIURRAiERNnsaZlYYgVEN1Bf5+1TxpOqttoQi+3/q54fMkKy/1p6yoprLqt/nY5vfRNxhHeakPn239WtrnZApIq/VyVCUjq42V+n0IVpamTKGbWOLDwLD55cF9AB5LE4Rct7QG13sHtYw4dQUyNx33rB54jfX6xTzw44UYIiIyS7ZAE1edIyLP4ep1ZLZNqxqwYWUdGqorxgwyAUDPwBDU2VExAez86Iy24kzqCmeJrBWVev0nFhf47PIdbbUxAOiM9BpWYUq3gloyq1a8UQes2YJMADIGmaz6bapBpsR7x/HY5vfTPi/T6jS9A8aMperJE7CyIdHOdHWarAgyAYnpct29g9oKeEAiA+ezy3fw3skruNU/jPdOXsFru48DGPu4J8tKhFavKJbL6xfzimNclYmIiOzAGk1E4+DGq6JubHO+WN/BfA99+1+1f5/73nMOtsQ5m1Y1ZAwwJf+umuuD2P1JeDTYFBf4fuvn2vPVrCUACHffTfOKCelqyaiDw08v3BqzbtRYhcnHQz9gBYCqshJDUelks+6biEdmVKLxgfsM9ZvMpgaZMt1WZaqdkVyTZ8Z9ZZgzdRIGY6MD8qmTArjVP5RXrZ9CXLo9gBKfgqnlAcyqKsPGpx/Bpnc/NTznUFeiXdmOe1buB/myujiuzMXwc2H1OZo1K4koF8UwXiBrMaOJqEBWX5W1ghvbXKhivmJtNn2QKd3tYpfud9XSWI31T9XBr8tG6Yz0YsPu49hxoAvjmbVe4lPQXB9MuxpWMiuzF5IzaNY+8RBK/em7FX4F2LJ6Pt5+6cvYtKrB0t9meakv621VS2M1Xn5yLhqqK/Dyk3O19mxa1YDHa6ZozzsWvonrvYOGz3brrnVBJkUxtnk4LtDdN4Sua30AoBWQV+lvZzruyZTFYkbmVbbnyJLRWkgGmR3naDUguW5pDafNEVFaxTReIOsw0ERUIKs77lZMc3BisCHLdA0ylzpdhzL/rjatasDOv34cDdUV2nMHY3GMd6JVPC7w6YVbCJT4DfenWw3LykF38oB14ZzRlbJKfIoWmPH7FKx/qs62Ae1nW7+mBWrGqtH0k99+gc5IL37y2y8Mx6jk6XNnrvVged392u04EgEhs/kAKEifhaXuW2+uXYxnF8xEVVkJnl0wU6vRpEo3nTKf/aAtFMFf/LeDWPydf8Nf/LeDph+7MwX41Pcea3Az1nNkCKQUOkiz6xzNCzFElI1MFyfIvTh1jqhAVqafWzXNwe6UeZmma5C51NowyYPcYtMWiuBC912U+n0YjMW135U+5bx2euWYdYzyEUei5lMsLlDiU1BdOQHPL56ddlqf1dNI9csIb97XoRU0H44LrGyYhjlTJzmSdp8puKSXbYpVuiXtEyvUXcfwSCqTEKmFwCeUKLg3nH+qk08BVjwSxPXee4bi31PLA7jTP6wVI1eP2Zl+d/qi9frplLnuB22hCF79+THtM3b3DeFbP2vHP34jUeezkP0oefqFGuDrH4rhfPcXWDinSnu9TN+J/jVymRrn9PLWhU7f47Q2IkrmxBQ2HovIDAw0ERXIygGcVTUm7K5d5PZaGZRw7nvPpZ0up9aGKVb6QGqp34eVDUGsWVIDANr97xy9YCj0DRQejFD5kKj5BCQCOk83VmPTqoaMS7DbNehO7piuWVIj9e89W0da3X7J27N68gRDQXB9kMmnALFC09UEsGZJDX70wWnD3Q9UTULvQE/iCSOyDTp+eeKi4fb+0FWt7bnsBwdPR7UgkyougB99cBpnrvXmfdEg3cWGbOeFdN9J8mu8/ORclAX8Ug+ACh2ksb4gEek5dcHWyWMRa0N5BwNNRONg1QDOyisJdl7p5RUR7zj3vefw2u7jeO/kFe2+5Fox6WQKfniBfsA8GItjztRJaGmsxuZ9HYb79fwKMH9WFY6Fbxb8vlMrSnHz7hBicaH9rjJlstjJjo7pCzsO4eTFW1gwuwq/eHVZXn/bFopgz5EwAGhBsGzFs//l95dxo/cevrjep93//KLZ2nZOVjUpgO6+obSPAUDFBD967yX2i1J/YqVBNaYTB7DnSBinrvZozy/xKQhWlKJjZB8ajMWx50gYn5ztTjvoaAtFELlzz/Ce6aZTZtNcH8SeI+dTgk03e+8VdNEgXVAp23lB/U72HAkj2juofV/61+gZGJI+GDOe34LT2VhEJA8nL9g6cSziTAhvYaCJSEJeuarplc9BCW+uXYzXdh/Hoa4oltUFx5w2J0Pww0qZBszN9UG8c/QCBmNxlPgU+BQFg7E4fAowe0oZTl68Pa737e4dRByJoJVa40a/oh1gzGSxk5Ud0xd2HNICdMfCN/HCjkM5B5vaQhFs2H1cC/x93HUD29cuTtvetlAE3/pZuxYE0k8T1Wc61U6vxIHPr2kZbXd0K+75AEMtLgXQgkwA8MzIe+oDt9HeQUNgsrl+GtYsqdECS2qNpeRBx/fe/yO+iPahYmKJIUC0YNbkvPeBlsZq7Pjrx/HdX3+GcHc/gERQ7PnFs7XpbvlcNND/RvwKUDkxkPa88PQPPsQX0T7MDZbj2197FB933dC2hVrvS52aWjkxkNM5xemr4gwYEdF4FdsFW86E8BYGmshRTncEZeaVTqpXPgcl5FOTKd2qaF4KNOmzLzLxKQq++ZWHEbp8Gx933dAG74VSFGgBkJgAekaKVqerKaTyynH25MVbWW9nc/B01BDEGYzFM3ZgD56Opqwop58mumlVw//P3ruHR3Gd6b5vVasbXVoXhBpdQMgggaCxbMDE2FyMFawwtvNsOzt7dmKIPSfsxOYy48xM4uxMZsZDnDzZ8wzxzjHPQyD2Oc7YMcRnZpKYXEg0gg0EGwMGAZZoW0iAhNClaal1a0mtVnfV+aO1Squqq7ur77f1+we61V1dtWqtVbXe+r73m/FrsmHHxsUYc06j2z6Bk22zn1m5oAAdd8e9AgvPoTAnSxbtdOPuGNYtmSf7DZPRIEsJU4u6AiATnv7zWj/6Z6KYRp2zQleOXocXtyzT3D40ZM5W9htyzEToIZ9Vovzejo2LJU+xN9/3ejL9+nIPznbYMOBw4Z//8Alu2LxRYzds4/jbf7siO1e031d+tl4SvAI97aaFxXcvdEuiIoPBYKQSmfbANtOEtXSHCU2MhJGI8Mh0WXBlMuwcpg6BxI90giz8z920SzeELirdydI7gt7hSZ80unDQcRx4nvMxHh9zTuOJunLcuDsmS1NMpzD0uoXylMO6hUUBPi2HjjIDIDPWVvvsO+e6ZGITnSZKt2mOXof9z6wGIBeAiMhD5qor3cOylDtiLq70tDJXFEqppuQ8KcV6etHxwtsXZfvOAXj24aqozI/K3yX/D9Sf1PrbmHNa8hSbnPbgB7+zoMs+AUAe0UUYowQzAhHRLL0jsqfdJJJPeaxHznfJxuCR810p2+8ZDEZmk0kPbDNNWEt3mNDESBjxDo9MpwVXpsLOYfJDC4H+DJXTiWAeNAYdL0sDArypQHOyeIy7ZlOpOM5bxUyJ8rNuQUTdgny43IIk3ClFD3pMpFMY+i93rQ/bo6nBXIoD29f4eDT5++xPn12L7//OgkHHFDbXzpdF8qm16StP3ev35pi8t6e+xmcsKKOV/FVjU+4feX9+wRwpogkAlpjy8MpT92pul1AJ1p+0eDINOJyybXKgrc7VudQ1hEtdQzDoeCmNDgDarA68+IvL7FrAYDAYaUImCWvpDhOaGAkj3uGR6bTgylTYOUw+dh9uxum2uygxGvD5+xf4pLW8tLU2LQUmgto8Rj+RU6ZULSjMhs3hkolMOg5YMDcXt2eiPACgqjgXS0x5+KBjUPZZg45HW78DLo+A2/ZbeGhJccAxkW5h6KEagNOEcvMa6LN0dBQdGaX8TpPFiq/PRBy9/WEX3nhurc9YoL9Dm8hrmd+aLFaMUL5QZQVzcOKbj2o6vnAJ1p/U2oakzxGR7dbAuCySaYkpT0qdC4bLI6C+1oTe4Um0WR0A1Ntq27oqSeA16HipGiSDwWAwGEpYtkRsYEITI2HEOzwy3RZcmQg7h8kFbc48bp+UpQZlihDobx6jfW7olKplZfnooYSn2lIjvrV1OY6c75IJTUtMeagszoXLI/9sRVGOJFwRUSJQqfdYzrORVIBLdYSZ8DNBLQxthm/+2xWf1x/v3er381rmN7rNV1YUSH0AAD63UltqaiQ31OH0pyaLVRaptf+Z1bCOOqW546ZGkQnwCq2AN/Xwtt2/OTmJYGMLBwaDwWAEgmVLxA4mNDESSjzDI1neb/gki9LPzmHy0GSxyvxyCPyMWXU0hEC1cvTJiL/KZaSfKtOj6EiLb21djgZzKa50D8sin8wVhQC80U6emfb81tblAGa9gHQ8B3NFIbatqwo4JmIxz0ZSAS7VOXK+S6ru5hZEv/4/Sq8hNe8hmmDzm7LNhydcAUVGNaJxQx2oPyn9yUhUnzJSa2VFgXQswdLmCAuKsmEbc+Fkmw3nbtqxY+NiWHpHYHO4pHlC6SmVrHMGg8FgMJIDli0RO5jQxMgoEnnjmSxiTagkm9KfLIuHfY1tae09FAxSdUrJyooCrF40N6J+vvtwM058YsWUe9bXiC5Hn+yojRnim9Nksap+h1SPI1h6R3Duph0eEdDxHHZsXCwd+46Ni3HoVIdUxYvefryIpAJcolHOxbsPN+Nshw3ra0whVVUMhjIlbIkpL+h3As1vyjbutk/gwPYHQrquxPqGWhmVlZ+txwcdg9LfSTrdle7Q+otBx2NZaT56hmej+UglRyJspdIcwWAwGKlOqq5rlLBsidjBJ3oHGIxMgCw83/6wCy/+4rLfxWa0fuvlo61R+w21hUmms6+xDQdOdqDN6sCBkx3Y19iW6F2KO5uWmpCj18neM+h4vLhlGV556l6/JceD9c3dh5txrKVPJjIBs9ERqUCgMaMW8QHI25P8S7bhEUSZEDXmnIZnJgwkUWNSWfEtlApwiUQ5Fz/0w+M41tKH4Uk3jrX0Ycurp4L20W3rqqQUrkD+Pye++SiqTXngAVSb8jT7J/kbJ2pt3mAu9Tve1FD2s2jfUJOorOcerpIqztFG+Btq5qHBXOojrAJeU3B/1JYZAcymzpFjoLcdrTki2tdQBoPBSDfiua6JNcrrViqLZskGi2hiMOJAvMIyYxF9xJR+X45b+n1ep2NUU6CnVXSaT362HmPO6YBPtbT2zdNtd1W/H6gcfbIRaMz4+5sybQqAzNtJyzbiSSQV4BKJci6mPY4A4IZtHDds4wH7aCj+P8HEJe+4aMbktICinCysXjRXitJR7kM02jya6cf+ojqVUVl0BUZyzMrKjBtq5iHHkCUzCSeVGIkBfotnFAYdj/pakyTu0RFN0Zgjki2Cl8FgMEIlHpFG6ZZulizZEumGbu/evYneh5jx+uuv733++ecTvRsMBtyCiOMWK9yCiBy9Djs3V6PaZIz677x1tlPyvXALIubm6lG/fH5E26w2GVFblo+5uXrs3FzNJmIA/aNT+KjTLr3+8oOLsKGmJIF7FH3IgutS1xCOW6yoLcvHTds43jrbCbcgotpkRLXJCLcgov3umHRDs6+xDa/89hr6R6ekNmmyWPGjxk+lMuyB+ua/fXRbVkkLAOoWFIQUtRENmixW2bGGQqAxE+xv9cvnS20bzjbiyZc+U4m/2rIUX/pMZcx+Q60/RQI9Fwf7XKD5kz5XhFD7DKlKR/bF6RbQOTgBjzjr/6Tch2i0udq+hwqJ6hwcd+GjTjumPaLq+SF91eGcRrd9Ejds4zhuseLxunI8XleOubl6PFxdgmy9DoOOKXQOzhri19ea8MgyEwpz9FIKokcU8cgyE762aQlu2sYxMumCMVuPlRUF+M7jKyIeC7G4hjIYDEa8ULt3i8V6I17rGkby873vfa9v7969r6v9jUU0MRhxIF4m1rGKdGBKvxzy9D6dPZqUT6uOnO+SImzIk34Asqf/9cvnSxEJbVZvBbpVlUXSZwiB+uY/fH4lXvj5RRAdYE99TdzbN9aGyf7+pnwKGc420oktr56SBAbSnyLtC/RcfK13VNXQHgg9rSycPhMszSvSOTyWT7VDiepsMJfOpIzO+iudabdJvmKk3Qw6HgYdD5dHQI5eJ0UtHTnfJXt/01KTrL1z9Dp8Y0t0Io+SIVqQwWAwwiVekUasOA9DC0xoYjDiRDwWhmzijx8vba1NS4GJoFxwAfC5eVG+p0x7e6/5Diy9IzKRaUFRNpaV5vv93QZzKX767NqE9uFEhISzlB05uw83y4y0geilqJK5+OWjrTKhSc9zeH5zddA0UDXC6TOblprw9oddPu+TVLJIKi3Guj89Zi6TxD/y2t9+kPRatQp5dLu5PALqa02oLM6V/k6LUCRljpy7WIzRZLuGpovZLoPBiA/xFMsz4YEXIzKY0MQIGXbjk9ywiZ8RDRrMpdixcbEUtbWqskjmGTTgcOFq9xCyeA5uQUQWz2HcJfe76RlxonfEKb3mOaBv2ImeYSfO3bTLFr9q0TzBiNVclIiohnTzO4iUsx2+0T7+xIxwUZ7nSMSYcPpMg7kU9bUmnGybPdbaUiO+tXV5xOc+1v1JS1SnMupox8bFPiJefrZe9h1zRaG0LVpMcnkEVBbnSt+L5RhNlmsoE58ZDEaoJJtYHg3YujN1YUITIySS4cYnnhMOm9wYmUqTxYo337+FyWkPbttvYf8zq6WblwGHS2baa5yjw/iUR3U7tBMObYtDL37V5hUAAcdeLOeiRNyosZQdOetrTLI+Vm3Ki1oEIT2vR/M8P7SkGABCikTatq5KJuBGQ2QC4tOfgkV1KsWuMee0lC5HUFafo18HOoZ0XEwpUbbfX797GZtr56PEaPA5ZnavwmAwCMkilkeDZFh3MsKHE8XAhpipzNq1a8WLFy8mejfSipePtspC/Z97uMrnxjGWKJ+QxnLCiedvMRgKMeFaAAAgAElEQVTJwu7DzTjbYUNhjh5d9knpfXqsb/3xabRZHRH/1hN15SgxGtBtn5BFddTXmmSLb7Wxl+i5KBZk4mIx0DGTvri+xoSfbF8T8W/kZ+th6R2RKpXpOGDno5F7gEV6rYjVeU9Uf6Lbm4jV/tolWNtl4pggNFms2HO4WaqqR2PQ8TiwfY1UgOHQqQ54RLB7FYYP/qpDMhipQDre66UbHMddEkVxrdrfWEQTIyQS/dQ9nuklLJWFkWnsPtwsRZEMT7rBwRuRxAFovj2MJosVDeZSVM/Pj4rQ1NjaB89M+XLa7Bfw9YNSjr1Ez0WxIJ2eQvqDFo++sHqBJDIcPteFrfeWy6I1IhGXCLSQocQjAj852YFbA+OqUSJaifRaEavznoj+pCVdTrmPgSKTMmFM+KPBXIoNNfNkIjzB5RHwP395Fa+dyIWld0SKFmX3KgwaUh0SiF5BBQYjnqTjvV4mwYQmRkgkOlw9nhMOm9zCJ5OfQqcySl8ckfq3tWcEew4348D2NSgxGqLye56ZHyAmwIQcQxZ0PAfPTNlctbEX6lwUregYRvjQQuaxlj5c6xmWBBqPCOlv717ojtgMm0CLQGqImP3dcMPytV4rkm1epCOPwjFAV0NLupwSIiY1Wax4+Whr0rRPvGmyWHHkfBdsDhdMRgO2rauCuaJQVWgCAPv4NOzjI7L3eADd9gnpoQAjswmlOiSDkYwket3JiAyWOsdIOZhHU3LDUg5TF1oI8MdzD1chP1svPSWNBB6AAEiRDyTNhhCt1CblcT1RV54xYpPWOSyWcx3Z9i8vdWPc5ZsG5I9ozB/0E30thBuWH6z9km1eVIv0isZ+hXucdJoYnRaWKailyWXxHHiOU02d8weJQk2GPhYJRHQDQvM8Y8hRzn976iO/njIYDAYNS51jpBXxDKVPlrD9VBK8WMph6vKT7WukyJ/q+flouTMiW+QYdDw2LTVJC4BIWbmgACXGOQAAS++IT+SJR/Q1Cw4HZaSWWkWzdESriWYszTbpbeu40L4bjfkjlP4TTuQq7X8SSKCKxrwYzeuAWqRXNNo73KfPR853SXONyyPgyPmujLpunGm3+QhKbkGEvJxCcMinU/na22SxYtc7l2aOH/igYzDjhMdoEaw6pJZIXxYNzGAwwoUJTQxGkpNqFRdYymFqQ99IkqfKA44plBjnYNu6KgDeG38CByBvjg4OP1Xn/MFzwCPL5ktRTLRPEyFa/UdZwWx9TWb0STVxg7xPiwCxFIfpbXtEIDuLh9OtLUKDB5CfrY8onYqej5TMyeLgFgCPIELHATs2Lg7pN0LxPwl1XlQa+O5rbMOh0zfgEcSoXAfU2iVa4y2cBzQDjqmAr9OdTUtNePdCd0jRS4EgDwVSkSPnuySRCfAKj3SFUmWkUyo9iEsE/qpDKlOZdx9u9hGStHwGYIbjmQwbf4xAMKGJwUhyUi1CKBb51OxClhjUFowvH22VLYa4GcHIX8odSeWgISlxY85pqW8Tn6bK4tyoesYA8kitTHkq22Sxots+ITNZz8/Wy0RrYtScn61Hjl4XE3GYFjQMOl62gAxGZXGOJESGK66Q+ehHjZ/KDOzrFhRg9aK5UjWbcKLnQvE/CWVeVApYv7vag277JMioi3bkUbTHWziQyEZ/r9OdBnMpDmxfI3k0DTmm0DPiDHt7pvzo+OjFGq3X9mu9oz7phWfaB/DC5uqI54h0Q2vaoZZIXy2fYYbjmUuqPQgPBFtnxAYmNDEYSU4qRghFM+UwXhcy9kROG/nZetlrQQRu3B3DE3XlON1mlXnwLCjKxv2Vc2Ui1L0LCvGNLUulJ9HkKb5Bx2v24gjnhiATxCUCPWYMOh71tSbkGLJw+FynTLQ+eKoDggjoeA5bV5ZFVHnNH7Sg0W2f8GtsrMSg47HEZESX3Sbtb7jiCvkO7R30yLL5sPSOyIS4UOfWx8xl0sKKvA62H1r2XylgddknZa91PJewyKNYsW1dFT7oGJTNBbGEnkMA3yi/RECfjy8ePBuR0NQz7MSLv7ic1As/ep6iCwCoGaBf7hrC/hPXZQ853IKIX1zoSqkHcbFGKcYFSjvUEukb7DNNFisOn+uUvccMxzOHVHsQ7o90EsySDSY0MRhJTqZXXIjHhYw9kdOOWtRHm9WB2/ZJ7Ni4BG/86aa0WMzW63Dc0o+ygjkozNGrinjCTEEKQWNhCnZDEBx6zLg8Aq7eGYZ93Pe8keAijyDijy19+Olza2OSikJXFTt30x6wCpxBx6O2zIgS4xyYKwqlz0cqsisjeOiUzfpaU1iGw8H8T8KhyWKFPksX8DNbV5alXZ8nET2xvs6RaA8iar17oRuAd5wky3zyxYNncalrSHqtFhWqRhbPobRgDnqGvQJVsi/8lPPUyTabLC2bRgDQ0jPq8z49r5FU20xG6fUVKO2QRPqe+MQKPc9hcUmez/YCRQOrFRQAggvujPQhFR+Eq5EuglkywoQmBiMFSKYnz/EmHhcyVgJYO/48b0gpc7JY/KBjADds4wCA/tEpLJib69OmtBeHWxA1GQCnww1BrEO0ledITWRSIgDYf+I6AMRMyFNL11L79833b6GlZxTnbtql9L5otBWZR18+2ipb4FYW54a9bX/+J+FAL9yyeM5vmmGJMTXSokIl1tc5tYUxvSifnPYk3IS8yWKViUwAkGvQoShH7zfCaU4Wh/XVJdi2rgpXuodx6FQHPGL0PLdihZovVSQeVQKAN9+/hVWVRSl3TYgE+nqibFPi1eUv0mlxSR6m3AKmABw42YHT121SxPG+xja8d/kOivMM2Pfnq2Rt2mSx4keNn8rGUlFOFrY/dA9e2lrL0pCSiFiei3R5EJ4uglkywoQmBoOR1MTjQhZqCkw6Qt+M/Ppyj/QE8wurF8ja3l9kCLk4k88s+/tjsu233BmOyn6m+g0BfcP/7oXumFRTajCXYsfGxfjJyY6Qala19IzitRPtMRXygokJtAhExMtA1dzCIVn7EC2iugURep7DtEJsSmWT50Rz5HxXwGg6wLsAb7JYE2YyTQz7aTbXzscXVi+Q5g2em41GBICvbaqWFvdvvn8Lnpl02FDN7ZOBQAKrFlL14UO4qBUJIF5fN20OuAURV7qHMeacVo10On9THkHW2jOCF39xGfXLZ30Xe4ad2PXOJRz8ygOSAEXETEKOXieJUSzqOHmIx7lIhwfh6SKYJSNMaGLEnUTcvMX6NzPh6U0ijzHWF7JYpMCkEvTNyDvnuqRFzLGWPvyxtQ+CCNlNCn0+VlUWqfaLuoVFsifzdQuLfH43HF+WVL8hiFcZ9zHndIiF0b1YeiLzLQoFtTklHiJQsvYh5bErxULa3yxeNFms+O6vPsbQhAv3V87FL3etj9tvE6Lhn9dksfpNy6IhC3AgdpF9gVBGIz5QNVdKV6JTC690D/u0iazCoyCGbG4fb5RpXrWlRlQU5Wj2cVMjmYTjWNNkscoEHyKyvfLUvbjSPSy144GTHXiirlxW1TWL59B8exhOFeF1ctrjE+XtFkRpXBw6fUMmMgHyip3pEHWcLrBzoZ10EMySESY0MeJKIp50xPo3M+HpTSYcYzRTYFIN+mZE+TBZUNzEKs87fXGmhYNf7lqPLx48i5Y7w6hbWKS6QA3XlyXZbgiSUWj2l+IYDAHAhpp5qCzOjblXjlpkV7xEoGj0oVh4WSmP3Z+QS4hlEYMmixUvvH1RqnZ3qWsIn/lBE374X++LWz+Pln+eUtTwB895x06iFmiB+j/dZxvMpT7tkKyRev5Q7u+3ti4HAJxqs4Uskj9RVx6TYgbJzJHzXT6Cz7Ver4+VUii6cXcMB7avwQ9+Z0H/6CSmPSJae0b8btul3DCAAYcLZ9pt8KhEnBFRU63aabL3w3Qm1eYERvrBhCZGXEnEzVusfzMTnhhkwjFmMlpEiWA3KWpipJboB+WCPxlFm0D4q5zkb9/jVV2LpM+RtAqt5Oh1YRljh0qgyK5kExIJpG/mZ+tx+roNlt4Rn2i/SFEee6C2iHURgzPtNiilGZvDFddqZtHyz6PnOIOOhynfIJlm0/Ac5/P5eC/Qwu3/yRqp5w+yv8SgGgCudA/7iEw84NMPaeoWFPiYVKdKG4SL9xgHfN5v7hpCk8WqagdwpXsYXfaJsH/zWEsfHqiaixy9TnavQMYHnVKnVmSBVfaNP6k2JzDSDyY0MeJKIm7eYv2bmfDEIBOOMZOhb0ZOt92VlVNfVJyLR2tNQW9SoiFGxsO/KBxoU9QXtyyT7ZNa5aQz7QOSn4WSYFFcoSyS/FUDIow5p2UiU3GuHvaJ2XSaopwsDE+6pddVxTn4h8+vTIo2D5dV32vE8KQbRTlZuPJPW6O2XX8VloDEie/vNd/xeR3NBdympSa882GXzyI/nscbLf88WtT4oGNQJjLRnkckReiVp+5NyQVasoq0ajRZrHjtRDuu9YxAhNcfy5Tva3RfWZwjuyZxALiZc5bFc3hxyzLZNtM9+hqQF9KgEQGpzxK/qyzeK54ePtcZ8e82dw1hTdVcWVp8/fL5AOQpdS6PgN7h2XPGKvsmjlSaEwiZIBZnCrq9e/cmeh9ixuuvv773+eefT/RuMCiqTUbUluVjbq4eOzdXx2UCifVvJuKY4k0mHGOmU20yon75fCycm4s/tPRJN/H/8t/ux9c2LUG1yRjw+25BxHGLFW5BRI5eh52bq4N+R8kPfmeRKtV5RBEO5zSeXr0g7GOKBuQGeczpxt2xKfyhpQ8rygukY6OPmyCIQOeAQxat1GSx4q2znXALIhrMpahfPt+nfcgi6VLXEI5brKgty/fbhrsPN+NYSx+cbgHtdx24bnXgyfvKZZ9RnpP//aVV8Agi2u86AAAcx+H+yiJMutz47IpS/Meu9ar7RPY71PMZiLw5WWhs7YdHFGHQ8fjO4ysi3j4RmQDA6Rbwrx/cws5HawJ+R+vxvXW206caGEHHc9hTXxN0/6Pdlr++0ou7Y1PS66qSPGxbtyji7RKqTUaYKwpx7sYAnNMecPAuZMMd300WK/763cs4cLID9vFpbKgpCfqdDTUlmPaIGJ104csPLopocVptMqL59hCab88WJqgtNeJLn1mE1p4Rn7mLzInR7PcML+ShQh9VSc8jiijO1WOEEr8fqJqLv/1crTRX8AAerytH58AEPKKILJ7Hk/eVS+eIHqduQcTcXL0khKQTR6/0oHPQNzqJ9N8z7TZc7vb2c0EEPuq0w+kOv6IfjX18CnQWKs95z92VbnnBj8Fxl3Qde+dcJwbHXdLfRiddePbhe6KyP4z0IpT7IEZy8L3vfa9v7969r6v9jUU0MeJOItT1WP9mKj4xCJVMOEaG9zwf/MoDYfkmpWIEQDD8maLSaV77n1mNv373MsZds9Euduqm2t9TdmUqQShRYWc7bAFf0/tGnxO6qtXktAcrKwr8pjiGmhYYCuH6cwWCjs5Se60klOgHf+mlPKBJfNfalqE8yf3GlqXY9c4lKWrhG1uWBvx8OHjn/YaQ901Jk8WKF35+UYocItENWoSjaPrnqfkCafHCYkQXf55ZS0xGfP7+BT4pVmSuyM/W47ilX5Z2S8+TmRJ9vW1dlcw0fU99Dcac07L+G45Hnxam3PJIqsfMZVhVWST9HhGkAe81Zv+J66yyL0MzzKojvWBCEwMAC1NMNdj5YsSSSDxCIumP8fIvCgXlDXIWz/ksXhrMpfi/NiyWFs8A8PTqhdI47bZP+Nw4/fpyj1Q+mmw/lEXS+hqT9H3yWg3lOQnlN9TSAs/dtMfMjyhSlKmARTmBb3FCuaGlRbv8bD0svV4jXa3Cm1pb/um6DTsfrZEW000WqyQcHTl/22/6JT3/hyMKh0u456vJYsXe37T6FBoI128pEvwJ4uxBSnzZtNSEdy90y8SmLJ6TxpOyX5Bzo0xfVc5h6frAQ8mh0zdkr8/dHJQ9MLjSPYziPD0mp3nYx2NXfZAHYOkdwarKItn8+NPTN6Qo35aeUTyybD721NcwjyZGUDJFLM4UWOocg4UpphjsfMUunScdSaW2qjYZsby8AHNz9dj1aE3cFwlqbUVSd3qHJ3DPvFx8/+k6AFD93HWrA7YxJz67ohT1tfOlcdo77ISO5+ARvak5Dy2ZhyPnb8t+e3TShX/6Lys1p6g+eV+57PfUPJrUCCUNVi0tMJnTUXY+WoN//eAWnG5Bk0dTqOmeJJVqQ00Jnl69AE+vXqB5TKm1pQig+fYQzDOpmN949wr6R72pRIII3BoYhyl/jqyvKef/x+vKNaW2Jgqyv7Q3GOHLDy7SlD4XbVhKXOIhc73DOY387CysrCjA3z2xIuB8pExfrS014vtP1/l8JxPO7z++1yKrODfomMJfzUQ00unek9MCsnjOR+SNFiKAzsEJHLdYUV6UA5dbwLrF83Cx044x56zoPzrpwsGvPICywhz828XbIaXPMjILZtWRegRKneNEMUazTxKwdu1a8eLFi4nejaTn5aOtePvD2aofzz1chVeeujeBe8QIRKafLzoFJUevS1uzz2jA2ko7WttqX2MbDp7qgCB6vSl2zUSk0N9Xq2q1oCgbxXkGlBjnAIAs7QHwpj6Q7Rw53wWbwwWT0RCXCnCBIPtDIs3SrR/FIzqUrlZn6R3B6TZ5Nbf6WhN+9tUHseF/nUAP5VljnKPDpMsjVXHaUDMPgLzvaJn/ExkBq7xeEZ6oK9csjjIYALue0Xzx4FmZ6PZA1Vwpomnrj0+jzeqQ/maco4NjKvopdEqIqb5Bx+Mxc6ks4nZPfQ1WVRZJEZv0+yy6icFIbTiOuySK4lq1v7HUOQYLU0wxMv18sfxtOYEWkayttKOlrZosVhw82SGJBIIIHDzZIfm70KlRytLpPcNO6T2DjpcqAgHeRTcRmUjVPcIHHYMJrb5HUorSNV031ilTdDpcFs/h4FcegLmiUBIrAeBM+wC++rMLuH/RXPRQi7NxlwciVcXpZJsNBh0Pg46XRL9g8/9DPzyO/lGvYXgiKjnS1ysiliVaPGWkJpmSFheMJosVKysKMDzhQrd9AnULi2Rpc8p07/EYiUy0FxOH2cqNLo+ASZfbJ1Xu5aOtPpXyEpE+y2Aw4gcTmhjs4p1iZPr5ynShjSaYmXEytBUpYT3kmMLTaxYm7U2llrY6027zKfUuzLyfn62HjoMsncEfLo8Afub/WTyHSZdbEnKUBrlKs9tEES1Bpslixf4T12Efd+Hp1cnbH8JFKcjtP3FdWly5BRH7T1zHb/9qEyy9I1JkklsQcbLNBh3PodqUh0HHFPQ6HWyOKZ/tuzwCjHN00Ot02Fw7P+A52fLqKUlkIt997UR7XPtSpl+vUg26/17pHk46T51M99KiH0YYdDwObPf1cVtVWSRFFwGzYlA0MRkNsDlmC17kqURNKU38Ny014cj52zKxiZmCpx7p+tApUli7qMNS5xgpBxvM8SUZ2zsZ9ykRaEmjTGRb0dEchLoFBXhxy7KI92X34Wb85zVv9MfnVkYnDYdOcVJW8CF/V0YckTSBxmv98Aii7AY/FAw6HrVlRnzSNyZrL+9iYk1SRxVp3S+1/pCo1Indh5txtsOG9TWmsPsO3V9+/mEnRp1u6Sk/Se3Z+5tWnxTKD76zRSYSR0Kg9lvynd/7CKM8gJ8+tzap+k8okAitsoI5OPfdxxK9O2kF3SeVojlLcUoc9Pz62ol2tPaMSH8zGQ346B8aZJ//6s8uyNJreXgfiOg4YNWiubKUu3CpW1AAS98YPIIIg46HWxBk1z1//SXdHzSkOyx9VZ1Mb5dAqXPMDJyRUjAj7PiSrO2dCWafgSCm1fnZerT2jEhmxg8tmYfGa/0yk2q6reJtDP7W2U5c7h6WvXd3bErqS79q7sErv72G/tGpkExBdx9uxrGWPgiiV9Rpv+vAdasDT95XHtH+VpuMcAsifnjsE1mfv2kbx1tnO1E1Lw9P3lcOh3MaoggYDTqsrylBY2uftCgL99GNRxRxd2wKWTyPhXOz4RFEGLOz8BfrF+PZh6uCjsVEmb7T+3WspQ8ut+D3XKr1h9FJF559+B6/2999uBl//+uP8XHPaMTnl97msZY+ON1C2H2HPu6POu2YcsslHWKafn/lXHzUaZfef+7he3D2xiAOne5AfnYWinIMGJkMvyoUaT+18/+bq70YUphwi0DSmrkHg04DdEx58O6F2/japiUJ3qv0gTbbVs5jlzrt+MZjy+K/UxmGchzT80xjaz/6RuQp2RMuD/6fMzcx7vJI8+7RKz3oHJyQPlNiNMCg41C/vBT3zMvF1TsjiBT7uAseQYSOA1aU58M6Ko++XFGerzrHVJuM2LauCv9j4xJmBJ6C0HNEMhcGiTeZ3i6BzMCTLnWO47hKAG8DKIX3Wve6KIqvcRy3F8DXARCZ/ruiKB5LzF4yEgXznIkvrL3jT7DoEKXp9LKyfJiMBpgrCvHm+7cwOe3Buxe6saFmHswVhVJkDoCAaXaxQC1UHvD2pf0nrqOlZxQAJD8Jf09AlVFGZztsPp9Tey8clH3+yPkunLtpl7XbtnVVUmRTX2tfVCv6uDwCuocmvduc8uCNP9308YBSjsVgKZSxhN4vjyDi0CmvZ5Xa74eaOkEEIQA41tKH3YeboxK5puwr4fQd+rjVIOmXpB1IChIAHDg565/ChfzLcvRZOuxrbJPGPn3+T3zzUWx59RRu2MZ99isV6VcsZpWvIyVZIwbjxaalJrx7odsnfReAT2QcI/qozeNK7z81HFMeaU55aWsttq2rkoo38BykFLdjLX14oq5c8niLBDKHe0SgxDhHtk2Djk/ZOYYRmGSwYwiFeM3pqdYu8STphCYAbgDfFEWxmeO4fACXOI5rmvnbj0VR/FEC942RYFJ1MKfqDWyqtneqEkwwaLJY8aPGT2U3nq09I8jR6zDgmJK9f7LNJoXP//vFO3hoSXHcRcMGcykOfuUBvHaiHb3DExiddEvRV/Zxl+yzaqagaulF73zYhdVVvuH/62vC75v0+FT2eQA+7Xb59pB0Uy2Is6kJ0YCHPPWOeDTRi0DljXwiBeFNS004fP42PNTCw5+R+pl2G17YXI0/Xb+rKXXidNtd2etAghCpjgcgqNn0+hqTrCJSOH2H7idKCrKz8Op/XyXtA+1VsvXHp2WfDVejzM7i4RZEtPaM4JO+Uan9lef/xDcfBZC61yCasoI5MnGprGBO1LZNzzU//7ALj0e5Kt4XD57F1e4hzM014If/9b6UOwdFOcm4XEgv1OZxpZm+IIo+D24I5BraYC7Fge1rcKbdhhOfWGWpuzfujmFZWb4s/U5LureO885Vys/l6HXYtq4K29ZVaZ5/GalLKnnuxfMBXCq1S7xJuiuHKIp9APpm/j/GcdwnABYkdq8YyUI8BnO0b8gTGW0QKWzyjC9ao1aUTE570DoTHaTG5LQH1/vHpKeOOp5DfrY+NgehgDZvVRrN0pEdapEtalEjAoDbg+N4oq48Kh5NauOT7vNXuodlfhcDDheu9crbep7CGDUS5hnnyEygs3guqMCbSEG4wVyKnZurcehUBzyiesRMIP+CfY1tqobDTRarz7n3JwgpvbOCVer7yfY1EXs00XMj8Wgac7qxxJQniTtq+zk5HR1JUsdzcM6k63kEUfKG8hdNkA4myue++1jMPJqOnO+S+puI6EbQ0aXobQ4Xnn/7Il5PQp8sZTECIqAX5WThyj9tTdh+ZQpq87jyHgzw9tXWnhEMTbhAZ+wasng0WazSWG8wlyI/W+9znbX0ylPn9DoOy0rzUVmchz+29EkPTeiqch4RyDPoMO6anZOLcrKw789nBXVlf46GDx4j+UiVa0m8H8ClSrvEm6QTmmg4jrsHwGoA5wFsAPCXHMc9B+AivFFPPo52HMc9D+B5AFi0aFHc9pURP2I5mGMhCqV6+hmbPONHIMFAKboYFVVegkVG9Iw4wXPexYNHEPHm+7f8pjjFCrovKVOK1CJb/EWNDE24onbjqjY+X3nqXmn/zrTLo2hu3B3zeao7OB4dkQkABhWVxjYtLUGDuRQvH22VFoHKSnThCML+BJ5weGlrrZTeR/rsV392AYD36ba/OXBfY5u0CFKmTx453yVr56riHL/nXLlA1lKpL5z+o3wIQffnYG0YLfNvwuS0B1k8J0U3pG9ZFzmxMABvsljxQcegz/vHWvqwr7Et4vHRckfuSyZCPeov0SivP6n0UCwd8DePK+/B6P/va2zDe5fvwDo6hZaeUbz4i8uy80b6Lj3Xk/5O5swpt4iWnlE8smw+NteapAcrIryCtmcmCnlz7XxZJOj2h+7x2z9ilfbMYGiFZWQkB0krNHEcZwTwSwB/LYriKMdxBwF8H9657/sAXgWwQ/k9URRfB/A64K06F789ZqiRauH6sRCF2GTH0EogwSA/Wy9VAjLoeExMhb5gpRfuySB6KssfKyHt8Xe/+hgDVMTQ/ZVzo7YPwcan8u+Pmctwa+CmdJPOIbwqc/4QMJvKYNDx2LauKuB+0nOssuKgPwIJPGpoSUsjiyG16KKvP7IEOXqdz74ft/TLtkFSP5QLf4OOxz98fqXf/VN6y8TCI0TrQwjSVjdtDrgFUUoPDObpFCqCCJQXzEGPwhxYKbLta2zDe813MNc4B9/YsjQlrsPxRilU0gTyHNNK3cIiWaovByTlfQCLYE48oT7Ye2lrLcac01L1WXJdB4C/+9XHGJ5w4f7KuWj8m82y3ziwfQ1e+vcrGJ50S+8ft/TjW1uXS56EOXoddmxcLKvAqvUBRTR88BiMSGDzWXKQlEITx3F6eEWmw6Io/goARFG0Un9/A8DvErR7DI2kYspYLEShRE12qSbyMbyo3Wg2Wax48/1b8IheEcKYrYN9PLwUHBIOn8Vz6LZPSKH2yYq3PRrwxYNn0XJnGHULi/DLXeujun06BepMuw1XuodlN9f03/bp6TEAACAASURBVMec0zKPCxHyFINwocUlQRS9XhweAVdmqrSdabf53PSHO8f6E3jUCDUtTS26aMw57TMHNlms0GfpZN/VZ+mkeYvexoaaeQGPiyycYukRouUhhLKtgFnj70CeTuFg0PF4es1CyQScQF+3aEGxZ8SJXe9cwsGvPBCX8Z5KaTOBzo0/z7FQ+OWu9Snj0cQimFMP5X1rfrYez799UbomXeoawhcPnpVdNxvMpdj+0D0+aXXB7leDPRwiRMMHj8GIFDafJZ6kE5o4juMA/L8APhFF8X9T75fP+DcBwBcAtCZi/xjaScWUsViJQvGe7FJR5IuEdBfV6LEkiIB9PLxy6Fm8t8aVW/Aaip5ss+HcTXvU+kcsz0M0xSUlZF+VqU3KsUNX+6Or7EQjoInnOGxe5i33TFIXBAAHT3Ugi/f+ljKdJdw59jFzmRTJRF77Q2taGjn3Aw6XzFyWRBfR+3ylexhv/MkbFcYB0PGAWwBae0aw8+cXcU9JniTe5eh1MFcU4uWjrQH7VTTnWLV+rOUhhL/IGCLk7di4GIfPdcqiCIwGHRyu0MWnDTXzsKqyCDXz82Af90YtlBgNPpXuaNyCqKmPRDqOUy1thr7uf9AxgFsD41L/jdYDp1jOX4zMRnnfeqbd5nNNUqZvAuppdWR7kc6l0fDBYzAYqU/SCU3wejE9C6CF47grM+99F8AzHMetgvfesxPAC4nZPYZWUjVlLB0U8FQU+cIl3UQ1ssgj0TPKSmg0xXl6zaJTnkGHxSajrNoMEFn/UJp7Hzp9Ax5BxOHzt7Fzc3XE3ibxRC21iW4bZZnpugUF6LZPyEQDjgNEEVKKI01Bdhby52Shd9QJUUWZcgsiKotzsWmpCX+6bpO+L4izZa2V5yrcOdbfAkMNLWlpav5DPADzgkIpXcufR5EIyAxtPSJwwzYuvTbO0UmilL/xTRY01fPzsbKiICKh0998ouUhhL/y8I+Zy6SoRPr4DTpeMvQOBYOOh7miUBY9ZRuz+kSaKQVFLcby0ZhPUzFtRnndT/eHF4z0Qtl/f/5hl0xsqltY5POdJosVY85pfGvrcp8+vup7jRiedMOg43Bge3hRkExcYjAYSSc0iaL4PryZCEqOxXtfGJHB8mMTR6qKfOGQTqKa2mKcroR25HyXZOKZo9fh/oVFsopogRh3efBp36gsEgcI/4k9va/vnJMbN3sEMSreJvFETcyj20ZZZrqt3yFrR6n0tChCx/PIyeJkZu352Vn44DtbsK+xTarQRkOLACsqCmHpHZFS6QBI55w+V5HMsVpTILSkpfmrDrhm0ez5p6t6hQJdzU9tfNPRM5e6hnCpaygiwTnQfBLsIQTdVkqPppePtsqOv7bUiIqiHJ/xW1tqxGPmMhy39KPN6lD9nQ018zDmnA4aaUbObygeTZHOp00WKwpz9DIBNhXTZtLhgVMmwYTBWRrMpXj9ubUyjyZlRF0gQZmITADg8oj4+tsX8UYSVklkpDZszGYGSSc0MdILdrOWGDJJ5EsnUS1QVA2phEYuztd6R3Hhll2WpqREmZbjFkTU15agsjhXFjEV6YJc7fcDeZvE4gYj0ipqal5MxLNJ+fdu+4RMIFCKBi6PgNqyArT0jEqfKSvMwdYfn8Zj5jIcenYtftT4qUxIEAQRV7qHpagXg47Hhpp5khm4v/aKxxwb7Ddoo3qC0rBcrapXqOg472/RqEXLhCqQ0P0xkvmEbEdNjKO3q+M5PGYuw6rKIln1J4OOx2PmMow5p1E9Px8ddx2S+T8wKzaaZ4RIuuqcPwN0rYKi2n76O3618UtM0OnjAYAHquayyAZGVFH2v3SLao4GxNvQH4EEZVokpj+f6W3KiB5szGYOTGjKcJiinL5kisiXTqJasKgawHu8v77cI6tiVFWcg8/fvwCW3hGcaR+AWxDBc8AjtfNx3GKVLWSDCRdaUS74lfhb+NI3GO9e6MaysnyYjIaIDJxDraLmD3rMBEqharJYZZV5vrV1OQBI7+k44JFl8/HIsvk4bumHMVsvna82awf21NfgW1uXY+c7l+CZEQoEeFPZ6PS8yuJcWTRNMkIb1RN0HLBj42KZL5Oad1HdArkYR3iirhyn26wYd8m/4xGBN9+/JYuUU5rOAqFF6amd53Dmk2A3zg3mUuzYuNgbzSaIePP9W9j/zGpZtJi5otAnvU7Hc/j6I0uwqrJIEkFpMbJuQT4AoMQ4R9N+BiPYfKp2nICvvxnhUtdQ0hccSDXIfdsHHQPotk+gsjgXG2pKUv76Fwg6pZz0/3cvdGNDzTwASJuo5ngRSFA26Di4FCG3qfwAj5F8pFMmAiMwTGjKYJiizEgX4iGqRRoxowW1qBq1xYMyimNkclrap32NbTh4sgOCCBy3WPH1R5bA0uv1ZSIiU6TjnogL4aD0OiKeUcGqmQXivct3fF5Heo6C3Qg9tKQYgDyVbMfGxZJPFRESXtpai60/Pq26fzs3V0tpdDl6HR4zl+G2/VZKReepReF5RGDM6fUOa7JY0W2fUK3M9+KWZfj62xd9tvmT7WvQZLGq/k15LmjT2XA8mtTOM4keDAUtN85jzmlJkFP7LWV6HeBNQx1zTktzHP0Zl0dAiXEOzt20o6VnNGrG/oHmU7XjJP/3B1tERA+19OobtnHcsI3j3QvdYc+hyQx9zHTkpMsj4GSbzcdrY8DhClo8INMJJCgf2P6AbO7dU1/D2pERVdIpE4ERGCY0ZTDpoiizqCxGrIlWxIwWtIhmgUoHW3pHQOJAXB4Blt4R/OyrD0p/pxeq4Y57pbhQW2rEnaEJWQSKv+pk/ozN/X1eC8V5BvQMO2WvI8XfjRC96MnR6yTxDvC2PYlQottWacpsHZ1Ck8WKl7bWYlVlkRTRsqqyKKrRefsa2/De5TsozjPgxS3LAm4v3Hk0UBTevsY2SXjjZ4zSafYeVS8e22SxYv+J66p/U56LM+02fGH1grDTs9RKg4ezSNVy4xzsM2pm4srIQOU2gPhGcyi9yrrtEzBXFCJHr/MrNiXLIiId7hXUhF2CyyPgyPmulD02f9DHrPS2A3wF7MZr/fAIInuAGgR/9xoN5lK88dzaqI6VLx48i5Y7w6hbWMQqMDLSKhOBERjd3r17E70PMeP111/f+/zzzyd6N5IWtyDiuMUKtyAiR6/Dzs3VqDYZE71bIUEWfZe6hnDcYkVtWX7SHUOTxYq3znbCLYhJt28Mbbzy22sYHJ81JR6ddOHZh+9J2P48eV85rlsdsI058dkVpbJF9tErPegcnJBeLy7Jw9OrF0ivozHuldv4/tN1ePW/r8LKisKg2642GVFblg+Hcxp3hiYlfyeDjseuR2vCGiOm/Gz8oaUPgug11f7+03URjzWyn3Nz9di5uVq6EXrrbKeUBucWRMzN1aN++Xw0Waw4dPomPOKsZw45ng01JTjxiRV3x6YAeD2tyPdu2sbxxplbaL/rwHGLFY/XleNrm5ao7n8ocwkRR8ecbtwdm8IfWvqworzA73bJPHqspQ8ut4ANNSUht9PGpSasKM/Hzs3VAIC9v2mVFoYiAJPRgAnKM2xsytcLJIsHfnu1F9bRKdXfe2FzNZ59uCoqcz8RHh5aMg/GOTrM0evQdM2K5tvD0jZv2sY1tbm//hLKZ6pNRjTfHpKN30eWleBvP1frs7+knesWFkU0nncfbsbf//pjfNwziifvK/fbTqQNGsyl0vjttk/ihm0crT0j2LFxMVaU5+MvP7sUZ67fhdMtwKDjcOhZbSbCsb5OpsK9ghbcgohjLX2qlSsB3/k+HbjYNYSPOu2aP0/ahp6fGaFRbTKifvn8qIyRLx48i0tdQ/CIQN+IE2faB/Clz1RGYS8ZqUw0+xgjsXzve9/r27t37+tqf2MRTRlMOijKyR6VxdIT0wNlRMpj5rIE7o0XfxEc29ZVSYa8tCcTIRrj3t82tG6b9joKVM0slP05+JUHoj6XqT3x9ReVovQh2lAzT/bdF7csk0VC0d/TMoeFOpcct/TLXrsF0e+2ZREDIVQMpNNJX3nqXtnfXj7aKvdt4jncu6AwaJVEt6+VkwySkheN6mikPWmzbcLktAdHzndJvlta2lxLNGKwz2xbVyXz/yLjV5k+tPPR2XSWcMczXbHvWEsfdh9u9plXlP1ux8bF0jkg7TU57cGYc1rqA1f+aWvQ3yaVrYpysrDvz1dF/TqpjF6K571CLNOsG8yl2Lm5WoqwpVGb79MB0t/CIZiXICP2XO0eCviawWCkL0xoynBS3TA62fN8k10IY2iDLBZi7dEUDRrM3hLrgRae0Rj3gcLutW47mvNPvOYyf2Kaci7SKvBpncNCnUuU4mgWz/nd9qalJhw+f1tK+wtUMZAQLJ1UVmWNA3Zurp4xtB6QKqWFCt0+kc79R853ybyO1BhwTMV8/ib+UutrTPjJjL+OWj9Rpg8dOn1DEgPD7ftKrze1Cn7KfkdSIQ06HgYdLwna3fYJ7Gtsk6o1BqpoSZdPH550Y9c7FyWBMRrtrCbKKvtjrASIeKRZv7S1FpbeEZ/Kl9/aujwt7y/8pVurofSCi0SkSmWU80oiKco1YMDhkr1mMBiZAUudY6Q0WtIVEkk6pCcyvGyoKcGzD9+jOaUokSQiJHlfYxte+e019I9OpUQbRYJa+2pNnQrne0Doc8mGmhJMe0T0Dk/gnnm5+P7TdX63XW0ywuUW0NxlhwjItr+vsQ0v/PwiXjtxHZ/0jUnpVcHSSenj2lO/FM8+XIVqkxGXFalhWqktNcqO4aZtHEMTLiwuycO3/yy0BbYyzZHnfH1eAGB4Yho6noNHDH/+DpQSRiKKnG4B7XcduG514Mn7ylX7iVsQcezjXmk/RSr9Mlw+7hlF+12H9PqzK0pl6XNNFiveu9KLAccUREBmxOwRRZQVzsE983Ix6HDhhm0cH3XacfXOiPTvsY974fKIPvPBP/+xTfZaEL3ROJG0M40yvfV6/yisY1Owjk7C6RYgiEBrz0hM0ufilWadNyfLJ3052e5/IkEtXfN6/6isbf2RxXMQRG9/3VBjSvvrkRJ/80qiWFxixO+u9gLwCoGvfXk1uw9mpCWZapUSKHWOCU2MlCeZ83yTVQjL1MmQERvIU/zBcRc+6rRjWmVxmexEY0yEOxdp+V44c8mGmhL8j41LsG1dVdB92lBTAnNFoWz75Ly6PCI8AmSLlv7RKZlvypcfXORzzr/9Hx/j/3xiRffQpOTJQS+QDToeHOcVGnhuNhpBxwGP15XjztCk6kKaRKy033XAOjqFx+vKQ2rzt852ovn2sPS6oigbY05fvyiPKOKRZSV4ZJkprPk7mC/Q3//6YzipXEHbmBM7H61R3Va1yQiXR0Tz7SGIIqIiyATyemuyWLHncDP6RpwQAfAAVlfNRd/IrOk+8f/y+DEMEgE03x6CWeEN9q8f3JIdN4Cw2tnfmL3YNSSJpgAwOO5C+10HJqdnf9MtiHA4p6PuZ6QcF0W5evzLHz/Fv310Gwvn5kbtepus9xbRQG3cNJhLUVaYI80dgSjK1XvnrBgKislMKPNKPKg2GbFy5tryl59dmlZ9lZF8JGp9ky4+gOHAhCYGI4EkmxCWyZMhIzbE4im+lpuFaN1Q0GOisbUfzbeHkDcnK+nGRaznEuX2lecVALoGx7G8vADPPlyFaY+I0UkXvvzgIp/0IH8GsPQCedejNfj8fRVwOKdxz7w8PHFfBVaU52NP/VK8uGWp34W0P0N2rdDRYToO2LDUhJs2h09Uk0HHY1FxLj5/X0VYi6Ng+xksokjJhpoSmMsLIhYX6OjD+tr5yDHosHVlmaxfKcU4EUBBdpamiBIaUQQ6Bxww5WdLY3Xfn9+PN/50A9Mz4VE5eh2+/WfL/Zrgq+HvOtZkseKHxz6BS608mYLeYSeWK0QwMqf8+6U72H/iesgRmiSScHTShaJcPW7YxjHtETEy6cbvP+6FuaIwqmJTMt1bRAt/40atkATPAWsUAmj1/HxYR50+388UQp1X4kG69lVGcpHI9U2k9yWpTCChiY/3zjAykyaLFS8fbUWTxZroXcl41LxeGOlNrMef0hw9UrN0crPw9oddePEXl1X3W8tntEKPCZdHwMk2W8TbTAfUzqPLI0pt89LWWjT+zWZVD5qWO8N+XzeYS/HKU/dKQskHHYM42WbDG3+66WMuT3+OsGmpCTl6HQCE5c/UYC7Fjo2LZ9LigJOf3sXWe8uh4zkAXoHp3gWFABBRXwi2nz/ZvgZP1JWjKCcLT9SVa/JS8dcmWiFRam1WBw6c7MCudy6pjqH8bL3sBtGg42EM09eopWfU53euvfI43nhuLZ57uCos829/1zH6/WC4PILs+kfPKcda+qQ22tfYFmArvpBx0U+JH4A3co9db4MTaNw0mEtRWZwrRTUJIrCyogB76mtQW2rEnvoafGPL0ojmh1QnnHmFwUgHErm+ifS+JF1hZuCMmMMqryUXyW6gzogu8Rh/0TBLp6tE0UbNk9Me/KjxUwCQ7Xc0jfbVzGaT0bx/y6uncMs2jsWmPJz45qNBP6+svBUq5Dy+dfYWJlwekIwVLW1Tt7BIerpHXqtx5HyXZMbt8gg4cr7Lb9W9/Seuwz7uwtOrF0ZcOXHMOS2Zn09Oe1BiNOAQVbnwTLsNrT0jmo/XHw8tKQbgv6pivBeB7zXfkb12U21AjrHJYsWb79+CAG/EyMqKAjyybD4OnfKtdKYVtd+JxMDf33UsFONoQG4K7k+kOm7pD2tOm2ecg3G73I8s1a+3kc4pWghWvVTt3DeYS2XnKNUrKkcKE5cYmUgi1zfpUMk9FrDUOUbMyeRwwmQknb0dGL6EMv6aLFb84HcWHL3SE3LqWCRm6crUta7BCdA2HIPjLp8w6Gga7dMpGb3DTk2mxLsPN+Pvf/0xPu4ZDTktIZzvbnn1FG7YxiECGJqYxm+v9uIv1t/j9/PRCiHfUFOC3fU1MFcUhtTeX/pMJc60D2DQMYVVi+bil7vWq37u6JUemTn44pI8H9+cJosVu965hP7RKYw53fio045Fxbn4hyfNYZ9ztf7TYC6V0jsi7V+BfKTolM+btvGo+UloSSX99ZVe3B2bkl5zM//Sx0jPGSK8QtPV7mHYHKGlzdEQw3Wl0Xy4BQT8Xcfo9wVRlB2rGivK86X5kD7nNGr+Y1pYODcXv6cM3PfU1+DZh6sCfieZiWdaSqBUq3ALLzAYjPQm0eubTJ13AqXOcaIfE8d0YO3ateLFixcTvRsZDx1RkaPXsYgmBiOOaB1/xPyXRJcYdDwOzJRbjzUvH23F2x92Bf3ccw9X4ZWn7pVeR/p0Xe37WrZJqvoQQklPCPe7S77ze9D2yTyAm//8pN/PK9u0vtaEn331QZ/PhdKGsYhmoPudvz6n1j9qS41o/JvNEf92oOPRerxqn1NrfwC4aXOge8ZfxqDjIYiiZIweyXgLZZzveucS3IKILJ7DC5urMeaclu37vsY2HDp9A56Z/QIgzQvhksVz2LS0RIrsIil8hAeq/IuR4UK3CYEHwPOcJCAq24mcywGHCzfujoUdoancXqyecMcjwoigdU5hMBgMRubAcdwlURTXqv2Npc4xYk6yhRPG88aMETv2NbZFlKqVbgTq19XzjRhyTOHpNQul1BjlZ8+022SLSeJfEo8xQoc7Z80sApUYdDy67RNoslhlHj7RWJjTKYV0e5DfUHK2wxbwdSDC/e5iUx5u2MZlrwOxaakJ717ols7pBx2DsrYD5IKClrTKSNo70DYPbF8TcE72plPelvWLSH3AyG9Herz++hHdpw06HmfaB3z6tXK8/c//uIojlUV+0+wCoTWVtMFcioNUiqDyMyRtzjNjlF5bZkRLz2hI+6KGWxBRWZwr/d5xS7/s75e6hrCvsS2qczl975GfrZcENQB+jz/afTwWY4ZA9723P+xCtcaU2nB+h4hvNGfaB3zmFAaDwWAwCCx1jhEXkiWckFVcSw/I0/DBcRc+6rRj2iOGldqQLqj161819+Db/3EVv7hwG9bRKYxNuXH59hCm3AJ+eOwTnzHgFkQ0tvZLpcoNOh67Hq0JqQpUuClAympCynLpHAAdz+GGbTxq41YtpdAtiPjB7yw4dPommm8P+61AF0lVn3C/+xfr78Fvr/ZiZGIaS6gFpb90x2qTEc23h6S0NI8oT5tsslix9zetIMW5tKY1q53nSKv/Bbs+VJuMWFFegM4BB/Q6Ds89fE/UxeVw07gCVciy9I3CNuZEiXEOhiamg25rclpA5+AEGlv7sby8IKS0ulBS/QK1t1ranHV0Stru51aW4YZKhb5gZPEcinL1Uh/tH53CR5122WeiUa1SCTnWDTUl0jEny/1IpNDnCvCm1JLqjtGCvrbcuCs/74IINHfZsag4L+XbksFgMBjhESh1jkU0pSEsYsc/0TQQ9gdr/9ijfBoerllruqDs1/tPXFeNQnALIn56ugPumUAKpTHvge1rcOS8NzUilKiKaBiON5hLZ6Kq5BE+c7I4fOkzi6SUjWiNWzrihwcw4HD5pNmQCnTnbtqx/5nVALxt/YUZD6GzHTasrzGFZLz6k+1rsPtwc1jfVUYrKNMdP+gYlKVfbVtXhXM37Zic9kDHczLj4yPnu0BXgNfxXFDjTLXzDCAuxR78RYZEY76l07jarN5/tc4n+YpKbOT1vsY2KUVyeNINDtAszhBTdHLutEabRSNymI7E0nGAuaIQ29ZVybarTP8MBAdgUXEO+kamZGPppa21OHdzUCaURCNKLZPYtNTkk1J6tXvIz6e10WSxyq4B9LVFLXmyZ9iJPYeb45ZmzWAwGIzUgQlNaQar8BaYWFckYO0fHx4zl0kLQvJaK+mYcqdM07lJpVgpcVOrBbXS0Wp+JcEWrtEScJXjk4yfJos1JuNWmImcEgD8sbUPKhl7AGbFu46747KxHW5ln2hVBNKS7lg93whLzwg8gog337+FVZXe6m8fdAxKn+EBTcaZymqAR853obI4N+biPUHZH/0JX6GKLZEI12POadXXym2GEgGUxXstukNt12ikaTWYS7Fj42IppfLQ6RvYubla5o124+6Y7Dt5Bh5TblHyfSrIzoJ9JoJLBJCt10n9lD6WX+5an5bzcbxoMJeiIDsLo0639N7c3Dlhb09NuH5MQ39yeQTVyqAMBoPByGxY6lyawSq8BSbWFQlY+8eHDTUlmPaIGJ104csPLtK8QEnXlDs69azbPgmnO7hxb55Bh9cCCKGhpJlGqwKclkpS0Ri3TRYrftT4qayKVjAhYGBsCtMzSlS0x3a4aVsXu4Zwqcsu7Tud7kgWjX0jTunvbkHE9f5RXOyyo2/EKW3n0VoT/uW/3e/3d0h63qk2ebRZ5+AEFszNxZ2hyahU/wuEWn88026TzbcO5zTeOHPLp88GS+1TpnGFUmVM2fcfWjIPjdf6ka3PkqVIhsLmZSZsW1cVtaqKodJ4rR9XuocBAKIIn7lS2V4N5jJUFGXDmK2HfdwFh2s2KjBHr8OaqmLcHBiHKMLnWCKpVskAaubnS5XteA74v7+8Oux+8tbZTjTfHpZee0QRPOet+hkMtcqgDAaDwUh/WOpcBhHriJ10IJbmnPFqf5ae501tCfUJeLql3CnTHCqLc2WpZ3OyeEz5EZ38vU8IJUopmob//sZntMatWiUqLQjwppd5Zhb++dl6vHy0NeLjDTdti5g2C6I3Ism8oBDf2LJU2pfXTrSrVgprs8rFD4OOh7mi0O+xBGuvxtY+7Hy0xqdyWTSg5zm19NCe4UnZ56/eGfaJuAKCp/aR9g4nskZpOP3m+7ek+f+JunJc7R5C34jTb7ScGuaKwoQW0di01ITD52/DQ+30oVMdWFVZhAZzqay9qufn4+Snd6X0TPo7taVGPGYuk5mL79i4OGOvWbGgwVyKnz67Nir9RFlAwKDj8Zi5DB22G7LzSlOcp4d93Bu9FuuIRgaDwWCkFkxoSjOSrcJbphGP9mfpeeETScpdsqGW5vD1R5YgR6+TFroPLSnGyTb1qmZuQQy4KAhVNI2lgBtNaMEiFLJ4DsvLC2AyGmCuKJQEhUjHoFbxUykuK71T1izypsS9fLQV+dl6WHpGNP2+MVuHN/50Ey6PoHoswdrLI3rTxejUqmignOd2bFws9e0snlP1ICMLXgJJD9QimIYjXBNI33/5aKvst0qMBmxZUSrz0dHi1UTS78h2myzWqIiaWmkwl2Ln5mpJAAW855luO9Je9DETMckzE7n0ra3LZf2H9BVGdInW3BvIp+/gyQ4fj6Y99TVYVVkkjVP2cJPBYDAYNExoSkNSZcGXrsS6/eNhaJ6uRBK5kGyo+fOMOadlQieAWTNoDth6b7kUfRBsUZCuorXSz0oQRZ+y82oIgojWnhHk6HUAQvfP8YcW8VNNXFYex+XbQ7Pm5py6ca8atDijdiz076gRrB+FG32pnOfovv27j/tg15DOQ8YHLb6GuhAOZf/9ibOSubYi4ofnvJW7DDpe2l/lPsbqwUKw41pVWYQsnpPGhkHHq7ad8ph3bFzsE93GoqxTB7X7l5e21mJVZRH2n7iO1p5RiPD2BxLhlo7XCQaDwWBEDvNoYiQ1kZbNTkei5YeTqUTiCUJ76Uy4PAntm25BRGNrPzzi7EJw16M1aDCXysp4E2+jPfVL8eKWpSF5HaVLGXAauk12PVqDhXNzcZHym8niOfAcJ0t10vGzr92CiMUlebKS71rGoL+5TIvfmJr329c2LZH5cvWNOKW+EGrpeYJBx6MwZ7YEPSBvr41LTVhRno+//OxS/Jf7K4L2o1B8vpTQ/Zvu225BxK+a72hKReMBPHFfBb66YXFY/l5NFiu+/vZFXL0zgt9e7cXKisKA+6/mJUa/t6GmBK09I1K/ef6Raqwoz8euR2vw5H3lqvsYC98/LeflrbOduNw969fzyLIS/O3n7d9e9gAAIABJREFUfPum8piffbhKNmfE2heRER+qTUZ82j+Gq3e8kZIecbYvpuN1gsFgMBjaCOTRxIliuLekyc/atWvFixcvJno30o54+QPRT3LpClQM5tGUCGgvHcC7iBUA6DjgkRnz3nifC6VHU6b2BWU7ANorj718tFWW2lRfa4K5ohCHTnXAI0I1EiyU6mZNFiv2n7iOaz2jEICw5rJAc6Fy/8OFg1dQIyJINOZbtX0rK5iDz60s09RuJDXUoONxYKZS348aP/XxmQpEJMey4h//gMnp2diwHD2PT77/eMjboQl17g507v1ti34f8O2nyvPy3MNVPqmPqXj9TZXrYqrsp5JU7BMMBoNBSNW5N9nhOO6SKIprVf/GhCZGKMTzRkPLzTCDES+2/vh0wAUuWQyzi1d8UXpVZfEcBFGEIHr/f/ArDwQVNJRz2pl2m8/cQwypQ7lBabJY8cLPL/pE34QzlwUSFcjxZ/EcCnL0mtLKAMA4RwfHlHpKXLB9VNsf5XuBjMSDXT/UBECSBhoq5PyFKsre853f+7zX+c9Phvz7keKvrel+S1LWBhwuNF7rh0cQZamh9Pyk9TqeyJvyYL+9r7FNlgKdzCKIUvhL1v3UAluoMRiMVCSZrxGpTiChiXk0MUIinv5ArIJeZpKsixull44Sl0fAkfNdKXPhCredw/memgARbBtaf0fpVUX7LbkFEftPXA+6nw8tKQYgFyCUc0843mv7T1z3EZl0HMKay7T8Ps9xeObBRfjp6RuafKcmqDL0JGVQzSdICX3D9vaHXXigai52bq5W9RLa/8xqfP1t3wc+wa4fyvmffMf3mCFrY54DVlYUoK3fIR1LfrZeJkaeaR8IKkAC3ggmZURTIlA790fOd8muxSQCj0bp4fbaiXZpW0pfHbXxlii/x2C+VGqVGsec0wn1LgwkBNPH8tCSYp/9BLRHYCYa5gHKYDBSEeZvmxiYRxMjJOLpD8S8HTKPSDxdgm33yz/9EP/yx09x+voAvvSZypB/m/bS4Tj5Ip2wuCQPT69eEPH+xppw2zmc7ym/MzntwT8ebQ3oexPK7yi9qnz/LuCFzdUB9639rgPW0Sk8Xlfu420Vydzzo/9skwkVALC7vgbPPlwV1vbUeOtsJ5pve710PKKIFeX5KMrVo3NwIuh36RbbvMyE7zy+QtMx075BANA34sTH3UMYmImkor2Eqk1GvPn+LUy55e1AfJf8nVflOahbWCRde3hudt9FAMW5eqmdRXiFJvpY2u+OSW0EeIUph3M66FitLSvAb6/2Sq8PfuWBhPjQKP29mixWHDp9U9bntcSm3x2bwrRHxIaaEpmvTqjjmvaqC8frLhhKX6rr/aMoK8yR9umV317DIBW1NzrpwjMPVsnuTR5aMg+N1/rj4qFHt19jaz+abw9JPmfKY5l2C5hyC/CIs/v5w2OfRP2alwnQ4+KmbZz5eTIYDL8wf9vYEcijiQlNjJCIt/jDTCYzC+VNeXOXHe+3D8jMiUOlyWLF829fxLjLA0H0LorPtPuKTVpMd4mR+OISI/7Q0ieLpDDoeHzn8RUp0VeDLeS0fk+LMbHyOx9RxtsA0Njah7/asjTs36k2GbG8vAAO5zQWl+RBFIGRydlKatXz87Ft3aKQjyfSuafJYsWvmntkfeSJunL88At1YW3P32980DGA3mGntHBVijI0VcU5GJ/ySGmFWTwvfe/bf7ZcZiQfCLcgygQYAHB7RGTxvOpNXM38fJ/P+zOXpqHPAbn2OJzT6BqckIQVg47HPSYj7o5NSd9bXJKHv/1crfRdtyDi91d7ZWKMFlG42mTEyopCzM3V4y8/uzQm17tgBS/URKAz7TaZcBYKl7rsMCvE3VDGG4kmGhx34aNOuyRcRQPSFvnZesk0HQAGx10yEaZ/dEo2j3z5wUV49uEq6d7koSXz8NPTN3C5exh/aOnDlFuIqehEt59HFNE5OIHG1n4sLy9A1bw82Vgcm3JDx3N4ZFkJvv1ny/F/PrWi/a43JTtaZu/pDOkjF7uGJIGusbUfx1r60Hx7mIl1DAZDFRa8EDsCCU0sdY4RMix0mhErlKXUe4ad6Bl24oOOQVkaSCg+KWfabT5P+1vu+C7SlKk6+dl6vHy0VTWdocFcioNfeQBn2m3Iz9b7lPNOdjYtNeHdC91Sm7ZZHdhzuBkbaubBXFEoHQ8gT+kIJ51VeU6VuGbyfejUk1B/h56TmixWvPD2RQjwGrZ/QyFi+du3aKbnfvHgWVzuGgIdw3PvgkL8ZMbQOhhbXj2FW7ZxLDbl4cQ3H1X9DJ2SY9DxqK+VG9Lvf2a1j3H2EpMRfSNTAETwHIevP7IkrL7bYC7FA1VzZVFNm2vn4wurF6imAKl9PscQ+u1Hg7kUR853ycS72jIjXtyyVGYcTgzh6e/tqq/BwVMdEESofibQb4Y6rrWmfQZLEQPUw/2DjalACCJ8UnxDGQfHLf0+r9UqJWqFtFV+th5vvn9L5jl13NIv9d/JaQ+OnO+Sjn9PfQ3eu3wHxXkGrKosAjB7rjb/y0lJ2HELIn5ysgMi4LeNI9lv5XxFcHkE/OB313D625/F/mdWY+/RVvSMOKW/AZg5ngHpOwYdL7U9K/TgCz1edBykVFH63iAV0xEZDEZ8YOvX+MOEJgYDzOAyWSDeIcoFMn0jCXhNerWKTZuWmvDzD7tkYlPdwiLp/7SpLPEtoRc99OJE2U/Sqa+4PAJOttlwss17k/7uhW7pfaXnTihjxd85JRh0nOqCO9TfIVzpHpYEHmHmtb/vh3M8wfjiwbMyQQXwGl8HErxotrx6Cjds4wCAG7ZxbHn1lKrYRAsQLo+AyuJcH3EHkBsPk8+Sf8ec02Gbku/cXI1fX+7B2Q4b1teYJBHNXxs6nNOy1zfujql+TmnyHIwS4xw0mEtxYPuagOfxpa21WFVZFJN53tt/mzE5LaAoJwtTbjGgeETQ4hnhTwR6aEkxbtrG0WUPniKp5IOOQTRZrLLfUvMpU0PpVfeYuSzgbwW6tvoTDianPfjT9btwTLmRNVMJkee83lpuQcS/X7yDHRsXwz4+jZ5hJ178xWXZHK1sEzL3R8uXw998tfc3regZdkqf67JPYl9jG1ZVFsFKRdxl8ZzPwxMA2FAzDwDw1Z9dkI4V8J6vdCs0sftws8/cEQx6vHhEb6VM5UOkLJ7DgMOFne9cgmemrzDT38yG3d8zGImDCU2MjEfLU2VG/CBtT5v3Rrq9159bi+/+6mMMTbhwf+Vc/HLXegC+prJ76mvwylP34uWjraqGraSfHD5/Gzs3V0vVjlLpJmZfYxsOn+sM2rZqT4mJuBbOcVYU5eDWwITP7x7Y/oDqgvuVp+4N63dCjbjQejxaBRBltBwPhDSn3JoRmfy9JmiJQlEKaQCkym3hRHDRFe7evdCNA9vXaF4kahEo1EyelW29bV2VtEinI5O0nMdYiMP0PgPA8KRb+n+ohudaz6G/Sn5acXkEaU47cr5Las8cvS5opBc5H1rGQrBrq1I40PEcPIKILJ5DS8+obFuCCAgznlST0x4cPtcpmzNIlBY5LhoiVkUratHffAXAx/j+veY7+NP1u7I01iyeg1PhWZaj18FcUah6bsn5SoXrixZ2H27GsZY+AMCxlj7sPtysaR7Jz9ZLfQRQ9yVzCyL+2NInPWxgpr+Zjdo1K9ICJAwGQztMaGJkPKwSQfJBIhRI6gCJsgkVWhz46B8aZH9rslhx+Fyn7L33Lt/BqsoiXL4tj0jJz9bLF0WCiEOnvItLtcinZEW5KA5EKFXIAqGW4kWn5/mr8hYuxmx9wNfh3ExqEUAIdQuLZBFNq6vmhtQnFpvypIgm8loNrdFYSnEl3AiuJosVf/P/XZZFRIVSZVGLQKFFJNQSvRQvmixWHDzlfzwF68vhnENaBA8XkhqsFDW0Xv9e2lobVGA6025Dt30i4LWVFtoMOh7LyvJhMhpw9c4w7OPT/jYPQC7oAcDp6zZ89WcXYK4oRI5eh8lpDzgAj9eV+03pDBflfnfbJ6QIMWWKaM+IU0qZIyhFJgCoXz5fVjmPhk6pSwfOdtgCvlajyWLFm+/fkkSmQNCtq+O5tGo7RmgcOd+l6ZoViiDFYASDiZazMKGJkfHEyqeF8f+z9+bhcVR32uhb3VJra8na2lpsWZYlW7aMjBeCd2xjHAPmTpzhy4QlkBsnAzZkTL6ZwJMQks+QDJM7JjcX7gQ7MEMui4EJM8EsMZ8iHGMMXsCWvMhtZC22drVae7ekVm91/2id0qlTS1e3Wuq2XO/z5Aktd1edOnXW97y/9zcxsBvkuT/5s/DfWsLmlMgB4n0hF7rQMeCSVVIRUuTAqWZhoevjAxvhcEjKaE1C7EZeDevnZ+O+lYUTLqdciBetBAMiG8LGhmjRn8NVL4aikvrvXWtw977juNDaj/LZ6YJ6TisO/9NGTR5NQHgKHbnfBGuPlVYbdr1xRmIuHiqCERRaw7JiJWz1WJ0dSlWSnhSHvd9aGnGV1UT8mYCAwm7HuiJZUiMS89/eilrsP9oAn5+HyWiAyWiQJatJm9uxrgjW9gF8Xt+DmrYBQX0UKvx84EDiZGOv8HzEP+9sS3jG6exz0STpC/cuE+YR+r7W9sHgF5PBXy/ZYDRwMHAQfMRKc83gwcFiNk24/LGENSUWQdFEPgcDPY+Egq2Lc2NirNAR29BKSOnQEQx6lIwYOtF0jUNnTSeOyfBp0RF5hGIADkjJgYNVrcKGRilszM9L/aAA4OLY5mFpwbhaJSneiNvKctHceyUkkjKakxC7kb+zPE+04CcgITSR2NDLEblKdRCJelAjK8JVL4bqSxMqucRCjVyKNLQaUstt/rUaamudp0IJy9IKpXsT4qB4ZiqyzSbJv2spM2uqT+P+VXMnpV/T81VqYrzIMBsIEElxY+SOyWjA2pIsdDtHhVA0P8aJc1qVs7YkS9WfaW9FLQ5WtSLDnIDHNstn4Ku02rD/k3qRSfOmUgsKMpNF9Ui3uaR4I1bNyxTqcKJk5ojHJzwfq9gKd7xVOrQ4VmeH22cX7ksfPIQKWuVUmJmEp+5aDCAQJlnT5sPJxt5ps2F58f7lIXs0qfU1NWTHKEmnNL7oa/qJg65DOtQ6zsAJ/x5u3ervR0cw6FEyYhj37NkT7TJMGl566aU9Dz30ULSLMWmQS3usp3QNDxNNZa4jNrC3ohbPfHARnYOjmGcxi1JgD7m9uNI9DB8f+kamY8CFc60D6BgLgTAaAhm7Ht9aKqRLzUlLxH9+2YyD1W2wpCYqtqVQUomHgmBp0gFgbUk2PD4egyNu3HPzHDz7zXKca+nH1Z5x89zSHDN+ub1csikn9RpqKnO5lLKTVQdyz0iTFV4/L6QaT4o3YueGYk19Xu2a1zq0vAuvn8dHFzpE6p07y/OwW4PBeajz1NqSbDywem7I7SyUexPioGfIjbouJ861Doj+XWuZiy1mLMxLg9PlQVF2CsryZ8DAQbWNTKQv0ffdtHAm1pZkI3dGktCmjQYOuzaWIDPFBLvDhQ2lM/HygzfBkpooafdbynKEfrlrYwn+8euliu+F1Jdj1Isuxyg+utCBRXlpku+/evwqzrYMCJ+NBg4/vXMRfrB+nui7v/rQirquADnm9fMoyk5Be78rrLFZDuvmW1DX5ZCY8oc71jzzwUX0DLmFz4Mjbjywei68fh4VNZ3w8QH11rduKkBN28CEyTIOwN5v3Tip42S0sW1JHnZuLMG2JXmavl9sMaOquU80V7HgOPHnUMb4qYTS+KKv6ScOtg7vKM/DtiV5cLo8aO0bQYN9SLZu/9+/1qFveFz9bDRw+O6auarX1t+PDjmEu868lvH000937Nmz5yW5f9MVTdcwdNZUh45xyBl7P7qpZOyU2Y/mMLIzKcHn5+EYC8naUpaDsy39eO1EwE+qrd+FXW+cwb7vrJDtj5MRqkkrBF470YQ7y/MUT4nZ8KX7VhaKDKJ/vHWhhGTS6k+kBFatNNnhqkohWhNRLwYL+1KCkol4rJyMajWk3vedFXjh8GX0DrmxfdlszXURzXlK6d5yIaQjHh9eOHxZk7cQjVCUeGxfutI9JKumCgWswunTy12CeunQhQ7sragVQr3Y9qa17Gx9ef180Ax5Rg4CoUWj0mrD5/U9wmeT0YCy/Bm43OmQeBlpQZwBSEuKF3k6fXq5C9nmBCFsjyDcsSYUReOqeZlosA9NaL4hoWR6WL8Y9FxlMhoABFRzRgOHsrxUkYF8aY5ZMpfFCthx6c1TTbLjDgnfIuH+wHhWyFiZP2INSkb9rPqQHb9amP7KfiZJVPQ9l45g0KNkxNAVTdcwrgfWVItKYzoiEqfe1xvkTp33fWcFcmck4chXNjhcXpVfh4518y3Cu2Hv7eehePosp/CZKOiTbwCo63LC4+M1tZ1g5VE6zZ8IwqmDSI0FwdSLkex7tHLmy6u9wjtROxmNxP1DqSut76LYYsZ9Kwvx/XXzgpaLvn9hVopI9bG6OBsVFztDfo/hvH92jlw1Lwv/fqwRdscoBkak40GXYxTnWgfQ3DsMo4GDn4+sKoLtS0RN9cG5dvw/H9fh90cbcKapDykJcSHdr9hihtfP49lDl9DWLyZrSH8N1u7V6rdzcFSkDo0zcHhkU4nke3RbenTTfDywWhpa+erxq6hqHvdMWpSfhr9e6kLvsLr5txIS4gxwusThat3OUVzpDrzDWxZkY9uSfCzKS8WqeVmo63KE3PaUFI30s/h4HlVNvWjsHobT5ZHNiKYGA4BkkxFbynKFQ4LJmCvCQaysw+j62DWmhgq0tRKsnJcl6uusKjdakBvPaSVcnIFDa98Iqpr70d7vAjfm0QUArX0jqLR24pXPr+BK9zCu9gyjoqYTLq8fzx66dN0ra9h2GSCxuwV1JD12n27qQ1VzH3iFMf3g2TaRomnpnAx8+2sFAMbncTq8lb5GrPQPHbGD6y1KRk3RpBNN1zCitQiZqkH1epWpspvTyzanZnn59QDS/v7tSD3+5ZAV59sGsW1JnmQzdM/NczDs9mH3W9Vhb2LUMDjiRu6MJBRbzJo3YgSRnoS8fh4fnGuXlE8rIaRWHrl6jQT5GUodsGPBiMcXlKwIZ5xSIobChRJJpxQSE4n703V16Hw73Bquwb6LiYzxJHtPVXM//nyuHV4/j0b7EHw8D44DzjT1obqlHxU1nVgoE36ldM2HXzuNs60D+PO5dpTlzwj6O3Lin5OWCAMHLC/MxH+dbkWDfUiWZKLBA+B5YFOpBV9fnBsWOSEHti+x8Pp5YTOptW4I6HA0Glr6a7C5lhAt7X3DKMxOwS+336BKSKr1a5b8K80xi8ptMnKCx5MWyIWpkb/4eB63LLDgqW1lAhEX7npCLqSTfhajYbzcdImYaC5F8ADuvXkOnvvWjaK/R3vDEmvrMLo+2P+OBVKOhtJ43mgfwqELHfDxPHgeQsioj+eRnhyPEU+A0PDzAfKbbk8+PkB4dg6OAph+IZVaQbfLippO/MXaiddONKHBPiQQzE/cvlBQfz176BLcPj8MAErz0pAYbxTWEI32IfzxdKswlhRbUvDn3euFez3xzjk4RsfnjBSTAc/fu1y4dqhrEx06phv00LlpjKnOvjOVRsbXa2ggG6Zw6ELHhMwLo41ISrzp9kdw6EIHHjlQJZwC02FKkUgFroRamxO736rGC/cuE064D1a3IjPFhN2bF0zp+9pSloNiSwoa7EPC34IZVmvFZBg0hwp2LCDhR0ppiKciu5wWKIXcdDvdou9VN/eh0mqb8P0rrTY8V/GVUFc+Hth/tAFLC9KF51cK5aOvQYdhJsYZ8P318zSXg87e4wdEZvM0KUAy+5xt6Q/atp7803khZbl/7POWsi2q9cCOE/VdzpAIDB4BZcwrn12J2HxHjxNxBg4dA6Oy5sZunz+k+Y4NRzNwQN6MRM0hjlrm2nBDRwnodkeHFQAQJWhwh/KSZLCiMAPW9kEhvKqld1iYgyK9nmDDFklbITBwgIFTzqJH/zsJjXvkQBWO1tqQbU7EU3eVTfn6jn4voYaRRhuxko2SQGk8p8dItmXQIaByMABhJSGZbmCz2dJhk6RuSVugv+sHUNM2gJq2gJfcO6dbsWpepqjfEjKZ9Ad2TCqypMpee8TjE5Ih6NnGdOgIQCeadISEqSR/rld/AnZzCiCmF3dqiDQxqZTi+Hh9IPae3gztrajF4Uu2sNNlKyHFZMCQO7CQoX0UJroRmwj2VtSKSCYDAhnyIoVoPhsApCbGy/7d7fPjhcOXZbOkhTNOFc9MFWXwKp6ZGlZ56Q0b8Qm7rSwXSwvS8b0/fIGjtXbR9y+0DeLh104ji8mQFIwspO9ztqVflPGLwEf56dy977igpFLy22L7mMvrF4g9LW2g2zka9DsEjfYhHBmrCzX/r75ht+pnFnLjRDj8Re+QO+Lz3dKCdIGQMBkNSIo3CAoGApPRENJ8F9gMjV9jwwIL/vC9mzX/Pty59u59x3GhtR/ls9NVMy3K+ec9840bAATasBzSk+LQH0R5Joe0xDismpeJbucoajudOFJrx8nGXuxYV4SkeGPE1xM0ubG0IB3PVXwljCF+HvArGJwbDRx2bijG0oJ0oQ+/W90mELNDvcPY+fpp7H/gpimZ++m5+u0vWgBIM7AS4m5vRa2Q2e9aXJdMFeQOGgJjdndY1+MA7NpUAgDITIlHnMGEedeZaqbSasMLhy+jrX9EdW336WU71v7LYWxfPls1Y+GIx4dGu1gJWt3ch70VtRLiGACMHPDYWBKMSqsNHzFZe8k8E+ukrA4dUwVDtAug49rC+vkWJMUbAYRvrKkV5LTwwdWF19XJwONbS3Fn+Xio3LVMsslt+CcCuv3RIOapBGRj09bvgtfPY05mMgxaYxhkQP921MsLaXKBwGk8u1naW1GLrb89ir0VteHfNASwJ6d+YMJ1PRmotNrwi/dqhPpiP9Og65AYr8vhYvug5PfhjlNsKuxss0m1jHIgG7bXTjRh91vVWFqQjh9vXQhr+wAePVCFI7V2yCXo9gOwO90wcMCs9EQ8uqkESwvSFe9N3+fRA1XYJ0MyEaQmxmNvRa0kC5ecKbZSXcl9V65MtZ3S8C0l9AyJSSmle9xYkKH6mb7/L96rQWpivOw4ESpuLMgQtaPUxPiQ2gJdJvIb9iT+WzcVoNiSAg5AUrwBm0otsio9NbDt/b6VUm8kNYQz127+zSc409QHt4/HmaY+3L3vuOJ35ZQdBCxJRp6BHdPVQEZjk9GAz+t7cKTWDmuHQ7juiMcHh8sz6euJLWU5+PHWhcK7MBkNgmm1yWjArPRE4bskocSWshw8841AKCI5MBG+w0/dOM62SyWl3ZFaO353pF4Y30LpC9cbyFouxWREYWYSlhak481TTWEffPEATjb2CGubpt4RHKm1XxfvodJqw/f+8AUefv00LrQNonfIA6+fh9lkFNZj9IbWxwNtAy787kg9zrb0Y21JluK1m3tHRJ8vtA3ixSP1soeauWmJQnl2v1UNu1P+0ONaXrfr0BFJ6IomHSFhqt30Y00KPVV48f7l0yKrSKRVaXT7u9g+iIYuB9aUWCT1xW5skuIN2LWxRDhVDwUmowGmOA7O0cCiw+vnMSs9UTDdZcNc5LK00afWk/Eu5VRwsbbIYdVtO9YVCfX02okmvPzgTYp1eGd5nqBGYOHnIajKCMIZpyqtNrT0DosyVb12oknIJkgUeQBUryuXUYhkStICPw9sXpSDpQXpqmpAdmOohoPVrbJ/l1NMbSnLQbbZJAnv0xKKKUcaqMEUZwBGx+tF6R7/vWtNUPUM3b6S4o3Ysa4IDpcHqYnx+NjaKVKqaUVDl0N0Ha1hdHsranGwuhWjXj96nW74Md5+5MZEou4JF1rbu9qcEspcW2m1iRSUAHChtV/h22rKDrtAChKF19qSLNy3slCVYDEZOVE4y8ZSCwoyk9HSOywo5Hx+HkYusOEk9TwV6wn2XQAQ/TfdRtkxek2JRRRqauSmbhyn26VW6KoNdQTCoW1w+/wY6h3BoweqkDsjMfgPVVDd3Cf5m9J7mA5rSEA+FJrA6fbBAKB8VhpuWTBTVoVELA1oJMYZBHNvOdpPiQpsG3Bh91vVknA7GkYO2LGu6Jqucx06IgWdaNIRMq5X8meqMR3qeTKISbl6YUmMTQtnijaW5sR4HKxuhcVsQs+QG1oOFOMMHBblpeJShwPO0fHNs8lowPZls/Hyp41w+/ySMBeW5DpY1RpRnxc5PL61FP/f541CSB8A/PzghZhqPywB89LRBtG/736rCpd+eQcAaR02dDnwwr3L8KsPL6KJOX0ExlVlLNkUysZZaSFLwJJGSu+SJRK6naMh+4SlJsYHDf+j7xMsPLSt3yVS4QEBLxulULhvf22OiJRV+y6N9fMtOHCqGT6NJ/b33hxQ3mjx/1ILzQKk7cvh8ggEztKCdOx8/bSm8DkDlfWp1uZEc+8VYQzTEkZHk6Q06FTb4ZCgwb4frL1HMoxZjgQqn60cqsv6vNEkKksKEvUi3b7pVPaB/x9/kUTBRYx5Sf+krzvVG232XdD/rfbuX7x/edQ8mshcTYf+BYMBsXegEUtgiXe3z4+W3uEJXVNuaKVJS5rAjdS6g4Sr9Q65cWNBBrLNpintU0qWCQR+ANYOB3ZvXoAX7l2G5w/XCR5MAGAbHJVk46QzyIWKEY8Pl20O4VAq4LUGkEv6eCiqsIN5JOrQMd2gE006dGjAdDkZigamgjBjN4HZZpPgjWNOjBeFDBm4QDapbueoyECSRU5aArLNCfD6xd9ZW5Kl6n/Ent5nmBPQNuASyjZZJ8A0yQRAyEoTCUSi/bMEDLtwHPH4BbJITgFB2tEjB6pwvN6OeKNBkK2Hap7MIthCFhiX5QcjG1iD4Jc/bRT+jYPySSkNa3tgkUwWsnLqB/o+tJJDCV6azwCWAAAgAElEQVQ/j/JZaXB7/UEXuewieXF+moZSB8q0c0OxrFcUi8LMZKEMkVhwq6knt5TlYOfGEuw/2gCfn5cQc4RcMgC4/YY8NHQ5hM02ec9a1ZlK4X+0OiVUEvTRA1Vw+/yK5vdaoESUhdO3WfVLsSUlKBFI+7zRSRoIKbh+vkVChL1w7zK8eSqgKCzLnyFRppXmmPHjrQuFcp9t6UdmSjwyU1KmPCEDjYkox0hSi2iAlIu0Nxbls9JEc+biWWn6ekgFct5AkXCLzEyJh8WcgOKZqSLSZ29FLV48Ui+5x0TWHZVWG3a9cUYYL9v6A4q7qTS7ZknnvBkJcIx60TfkGc8wOeZFSA4Xnj9ch/b+AKkXzGA9HJDDm02lFiFUWU2tCMir3XWyScd0h3HPnj3RLsOk4aWXXtrz0EMPRbsYOq5xxFp6Xx1SsCmzd24oxgOrC/HA6rl45bNGUYp5HsAtCyz4u5vmoKKmU0gtbOSAeKNB+OxwedHe7wJHKRxMRgN+csciHKuzo6o5ECri48XphUkq8MERN+65eQ62L50lKdtktJ/fH20QbZ6T4g344a3zJ3xdstCsbunHRxc6sCjEtOsEbPppa/sA+obFC0BSj2wd0ouxbUvysHNjCYqyzROu10qrDa8ev4rUxHhUNfWqbgIWz5qBv18/T9M9SdrtioudQjsBgBtmzYDD5VVVHxkQWMTKpWlWuk9KQpxQLhPVhmkkxRux529uwP/6m8VB093L9Setdbu2JBtl+TPgdHnQ3u+Cjw+UqSw/Fb2UmnDE7cPCMNsSADxyoApP/Nc5/PHLZszOSMaWshzV9OZrS7JRlpeGjOR4pCfH42rPuLJg8awZgtKxtW8Ed68oQE3bgOj5g12foHNwFF9e7RX9zcABuzaW4IHVwb2TSJsk6bHv+f0JIbW2j+fhdHmwfdkszfVEt3H6mVbNy8K/fPQV/vDZFZxtHZDMbWw5aNB9+Ye3zsfTIYb+ybWvY3V24UCApGwvzErBy8euoK7LiZq2Acl7+eX2ckm4rcPlRZdjFFe7nbCkJk75XH2trxeKLWYszEvD+ZY+DFBm7I9uKsE3ls4S5kyT0YBnvnGD6Nn2VtTimQ8uonNwNOgYM53wyIEq/Ozd8zjfNohtS8b9NUldfl5vlxj+TwRJJiO+sXQ2nv1mOTYtnIliizngBfd+jeIcNisjWVQ2rXj1+FVUt0jDYkkfJeueyQQ93uzaWIJfbi/HwxuK4fHxqGruAz8WHrtzQzEa7UPY/VY12vtHMOLxR7TeASDOML4e9PNAUXYKymcHvLcS4o3ISUvAgpxU+Hig4mKnaPx85oOLorXo4IgbD6yeG9Hy6dARDTz99NMde/bseUnu33SiSYeOIHj1+FXJAngqJlcd2sGSGPQmkN34xRk4PLKpBFvKclDV3CdsOAMEVDYS4gzCYsDH89iwwIKi7BSYE+OxMDcV5bPTUZiVoroRX1uSjQdWz8XakmzVskUSIx6/6Dkf3lAckcX+j96uFtRRfh642u0M2WyYgBAjxRYzvrtmLt7+olnwvmLrka5DpWtNpF7pDWFN2wBuK8tFY/cQeD5AOtIL9jgDh19uv0Ez2UDg9fOSjdkd5Xm43DkoWnAScABumJWGjjEFnI/nccsCC36wfp7qfdiFOHv99KQ4/Pbb2k+fJ1q3xRYzti+bhYVjxM6ujSV46q4yVFP9jSVoQ8EjB6pw6EIHPD4eAyNe/Pl8O8ryZ2BLWY7QvpTKxRJzSfFGlOaY0dgd8Bzy+nksykvFzg3FoufXqvwhJGl7/zAyk+OxfE4GnryzLCjJtLeiFk/81zn855ctqG7px8dWG47UdqGe8UIqyk7RTDSxbXzHuiKYE4xIjDfgf9d0onPQJbRzem7bW1GLPe/X4GyLlIBi6zISpPOWshxN5JPceyFgN3FdjtGoED3TYb1QbDHje2uLJGQ/IU5In6brnxB9PUNufHm1Fx4ff12QTWQscnn9qOty4rLNKSJ0Gu1DOFjdLpD/E8hJIoDM9XQdv3r8Ks61DCj+xsAhLFLD6+fx0YUOScjeZB6a0ai02vCrD6240DaAu5bkY//RBvz84AV8ctmO5+9ZJhwerJqXhbouBz6v70ZdV+h+fEpg3xdbD+bEeLx+ogkN9iF0OUYDJHfPML682otzDIHPrkXvuXnOddFHdEx/qBFNeuicDh1BEGlDax2Rh9omkKhhDla3wmgwoNiSIvzbfSsLBU8P4gNyW1kumnuvCO+blkXXtPnwaV03dm4oDslnZSrCB9lwJ7VMbaGglyFE2M8Twcknb5tQWN5E6lUu3HL/d1bIhqKtn58t3Gei75L8lvWEMnLAzo0lEv8areMNXa6zLf2i0MP7V82d0rpVugbd3+SebW9FLQ5WtSLDnIDHNs9XvP/R2i7RZ/9Ydi6t5ZUzbGbLRZddzd9Irv3SYWJaIOfrNOLxyRpsl+XPkPxNqQ+xbdzaPqBqTP+Xi52C+T1djskI95XzMZIbU9m5V6ldyiVEiIZZ9XRZLyh5ySjVv1xmweshLIjNFMh+Zn2ass0mxUxlakhPioPBwInCwA5Wtwp1vH6+BW+ealZUy2pJ5iCHLWU52PedFVHxaKLDhgHgk1q7QIyTTJckZJeMzyajIahnYSTBgVdNgEGPQaxX3fXQP3To0BVNOnQEwVQpUnSEjkqrDT96uxqvKIR/EKwtycaczBT88csWNNiHUFHTiYV5aYJCxenyoKlnGI3dQzjX0o8frJ8nnJ5vKcsRnVLzPFDV1Iu7bszHD9bPi5mwiImEO6mhd8gjOoV7UEVlFA4mooyYCOTqiyhiWMXLE7cvDFo+uVCjV49flQ2xpMeUdfMtWJSXikc3zccDqwuDjjdqIU0EaqGHoUDpXlrKIAe1ZxNCn0YDoU9KYZqVVhsqLnaKDKEB4Ie3zlcsi1x56XYXrM6VVCpawqS0hBOxahwgoBi4YdYMQd1GYE4wihRNamVg2/jsjCTV037nqJSAMnLAo5uU6zaSYMeCUOZeWkk24vbBz0+d6oLGdFgvhKNOul7VGufbBkV96tZFOSJFE9sHzYlxcLjGQxLpUCw13LooBzzPo8sx7r04NytZOAgrtpixSCFM787yPDz7zfJwHxHFFjPuW1mI76+bh21L8qZsvqbnTzn0OEfxD5vni8ZnH88L9WmIgHzMZORU/QZ5nsewW9nfMVSlto7YRrhrn+kOPXROx3WDyRoEorUZ1qEMctrVMSAf/sHiVx9ahZTctNdJscWM9862CaEzPp6HOcGI5+9ZJtqwHbrQAWJ9wwMxFxIxWRscLaRFrHhzbP7NJ3j6/Yt4/1w7vrtmrup31eor1LpU2uyrkX/FFjPeOdOKQ+fbkWVOxO7N435aZLxptA/h1eNX8c6ZVrxw+DJONPZi3ycNmvxfgi1oSajWweo2WS8b9plGPD5UXOzE6aY+PHvoUtAyKLUJpbGUJVv8vLSPkTKxC/tHNyn7H2n1zFEb45XeY7AwKa0bdnaTXj4rDXv+5gb89M5FOFbXLSKb2vtdIm8rtTKw7djHQ+IfpQYOwC6VutWKSqsNj719Fr/7ax16hz0hjRGhzL1rS7Lx/XXzsGgsnCZaRM+1vl4Ix0smUuT2tYZtS/Jw2eaE3eHCrYtyJGbubB9MTzaJ+mBRdorIq9BiNsHt9UvIp6aeYfzt8tmobu6Dnw/0zRVzM3HqSo+w3i22mDHPYsah8+2i0O/VxVkxtVbRCjr0HJCGsS2dk4HMFBM+r+9Ga9+IpM4ioWmiPToJ4gxcIHkEBwxRc5HFbML31hZhUV6qcIB0rZLNOqS41v33JhM60XQdI9rs61TeXx8EIoNYIQ2CQe60S+30/b2zbSIDYNrrRO3fgMBi0e31C4bR0Tgp14LJ2uCokRax4s2x+TefoME+BB5A37AHH2gkm5TqK5S6VNrsqxFWwbw96PGsrsuJniE36rqcQkjARPxfWONkoh4ixJZ3LIMP/UxVTb042zKAqqZeQU2kVIZIKCKIlxpd/3Q9A4GsY7++e4kqERIJzxzyHp0uD2ZnJKF8dnpQIhHQvmFnN+n/dt9y4Trf/loBzrX0K3pbBSsD3Y4rLnbiXOu4jwvZuBm5QJZNVtFUbEnBZ3V2/PHLVszOSBa1D2JAHGx+J8kEOgddcIx6p2SMkOu74c5rxCPmvbNtSEmIi7kxfzIQrjppMtUaam1NazucrLUoSVChZLZNt0e2r+ekJYr65MqiTDT1DElIEnIAdkd5Hk5fDaxD6rqcEh+gYosZbhmT7Gux3RJPMKfLg6LsFDy5rQzt/SPocY5i6ZwM7NxQjN1vVQcUZbyUWDIAMI6RQuFC7rcbFlhwywIL6mxOeCi5k8nI4fXvrxQSmlzLZLMOKaaD/95kQfdouk6h5isxHe+vlL5Zh3ZcS+lX2dTBhjGPG6V3ft/KQnxe3wO3zw+T0SAytFb7N4LHt5ZiaUF62H5C1zLUfJQOVrdKPrNtptJqE9KU37eyUFPdPXKgCkdru5BtNuGpuxYH/c0VxjSZ/RwOlHxKWKj5sih5mmjx9lDy0gEQ1P9Freysn4rXz+PNU02Cf887p1th4MQrbLKe9vGBxbtvjNiQK0M4fi2Cl5qKRxNbz3RqeyVEyjPnbEs/Pr1sh48P+DmR+UzNq431DVLzSVHzdVLztgpWBhpsXexYVwRr+4Bwj19/dAmN9iGYE+MwMzVBUIAO9Q7j4ddPI85ggNvnxzunW7Fp4Ux8VBNQeb55qhn7vrNC9t7H6uwSv5SJ+veE6usW7rxWabXh4ddPC5vNz+t78Lv7l0d97J+Ir50WxJqXTDCPNOLj8/YXLbLvJ9prYTWwfRKAaqjWp5e7JIQKu96dTmsVOS83gl+8VyPMkX4E1oB02NztN+ThLxfFc9FEYcD4GuZi+6Do4GNNybXpx6ZDG6aL/95UQ1c0TWNEm32d6vtPlkfN9YRrKf2q5LQrSGYntYw5av/GXuN6O6WilTWHzrfDzagRDla3KfpGkN8/eqAKDfYhXO0ZFvyx1OpQKauY2m/eP9cuCkGYZ0kJqmhSQyiqnHDCFkPx9qBh4ICNpRY8cbsyyRKs7HLqocKsZKE8Xj8vOqmlYTIa8PCGYtWwgIkoIuZkpcDj86MwK0V430SNUJiVgjvK81TrmQ0JZDMFnm3pD1nZUmm1Yc8HF4UNIKtaUxoTIhVORLcvkl1JyW9KTbnBttPcGYl4+dgV1HU58bHVhn/+Zjn+jxvz0eMclahFeUAIYfH6eVHb9fPAle4h3LdyjqTsclmrJuLfE4pymdTFGyeaRP3oUscAHtlUEvReP3q7GrbB8bEtWKbEqVBw762oxc/fq8G51gFN42K4iCUvGXYteblzELkzktBoH8Ke92rQPxIY9308L5sVNdprYRrs2DwnMxnfW1sk9Mny2emS0DcgMO7+5I5F+KimQ+TxBMirlq6HtQo9RxrHiKXZGUnCerDbOYrqFvE4lpkSjySTUeJjpQUcBywvzMAntV040diLL6/0CuPKisIMvLbj5og8l47YxHTw35ss6Iqm6xTRZl+n+v6hnOzqkEcoJ/CxgFAzY6l9fzIzw2lVxsQK6BNzWlnj44H9RxuwtCB9PHva5gXY9cYZeP08OAC3LBAv4NmsO26fP6jakFX3aMkqdvifNmLzbz7BFfsQiiwpOPxPG0N8arHy6nKnQ/RvrFKLfads+wmmOnjx/uV45EAVjtfbsabEIvH2oMezo7VdaOodEeqiIDNZtS6CKYroTIyZKSbs3rwAgDjzmp/3Y9QrJZvWlmRpVie9daopsDrXCDnlAQChfRHlzDPfuEHyu2N1dnQ73Th0oQMA0Nbvwq43zghKmy1lOWErW47V2eGjiAojB83zGVEqVVpt+MV7NWHPTWy2wndOt2LHuiI4XB7hmnsrarH/aAN8fh4HTjZh58YSyfPR7ZRWBIx4fCJVmxxINieiaKPR5xyV/Q3JWvX84Tr0OUexffnsCY2BWpXLdFtioUSispDLsKn03qdCNVNptYmyE/p5YPdbVbj0yzsiep9YQqXVhpbeYZiMBmEeqbU58fevnZb9fk37ICqtNlHdR3stTENpbKYVWkaDAb6xZ11RmIHF+WlCHz/b0i9qA+Wz0rB784Jpvd5Vmku3lOVgx7oiYcw78lWX0O9Iu+EgDqm7cXY67ltZKFIqakG22YSbi7KE+aXWJk6qsDg/TVOZdVzbmIoM0tMNOtE0jRFt4iUa99cHgYkh1iTz0wHXUjgiIN0w7VhXBCNHhU6NhVmRxdyxOju+vjgXFRc74fPzePnTRljbBwR5ORviaDIagi7015RYhAUdEFDxaNkchEMu0c9Np1JmM9bYBkeFDUywd0pv+NU2nSy5xIKMZ/Q70bJR0kIYy4Vq0eP1cxVfSRbTSfFG2bBSGoSsa7Q70TumMCN1Fazdy5EI1c19Il+qFw5flhB6SoQC8Zoi39cS0ie3Qfi8vlv0HUtqgqZ5hlwrNTEer3x2JWwSglynurlPVD+kXkk/3f9JvSjEkSWFWciF7aiFa66fn42CzGSkJsbj90cbRCqh7ctnK/4u3HlZjqDXShqohZ5uXiQNrZJbp2xfNlu0qb+zPE/xOaYidP9YnV3ytxGPH3sramN6TgkXdN+O05hCjJc5lIj2WpgGOzab4gwiYow9mFmcnyYi1q+3NVowAtfaPiCQ3qTfARDmctJseD6w9kgyxeG5iq+QbDLKZtlUQrfTjZON3bL/xo5Dd+87LijoDpxswv4HbhLWDaG+t6Kf/Bk8An56V369TXN5deiIFeihc9Mc0ZbPRvv+0wVTaaoeS5L56YBrKRwRAB57+yza+wPqGa+fx6K8VKwtseDMmBE6ALT2jeCrTgeeP1yHsy39aOhyCqeDPp7H1Z5hIawFAAZG3EhNjMPi/DT85I5FQRf6JJNPe/8I8mckYu+3lkZsc0DMff/js0ZUWm2CwS9rLs8edtJZ0NTeKSGhSIbCSIRqBJNsV1pt+NHb1fjdkXr0Dnnw+NbSsEK26PFaKROa2nugwyQHRsThHedb+7EwVz1k8nRTn+ieszKS8Xl9j+g7AyMe0XVYg3AarKF4sJA+pbCsf/6zVeSb4vb68Q9UlkCluiDX+vJqr4gsO3a5C45Rn6Yxdm9FLfZ8cBFnW/pFIao0vH4e7X3DGGBCaniZzH00gmWlS0uMw6h3fNO7bUk+ntpWhrUl2ViUl4ar3U7EGzk8uHqu5jamdS5TCv8M1hceOVCFn717Hl4/0D/sEULpbyxIx4jbK8kMphaKx4Y+PvvNcsXyT0XovtfP48Nz7ZK/x/qcEi7ovq1VfWIyGrBrY4ls2GgsrEVJm2rvH8aI24fOwVHNmUrpa1wvazS1sMdKqw37jzYKIb3k3b95qknwl+MRCJdbNS8LpblpOHShAz1DbiGhBYGBC3w3zsBhwwILti3Jl2ToZEPu7izPw+riLNE4RJNM5P7nW/rR7XSHnCCDkEwEz39chx/dtkBr1enQMWXQQ+d06IgQoiGHjWUjSx3BMZFwxKlub3sralHTNp4BJ87ACff+9HIXLrQNAggs+GjFkZzbARuKkxRvDEniH0ztEw5Y1RIwbvDLKq/k0O0MkEtK75QNbSFITYyf8LtUUoWQrF6EyPjdkXpc6R7Ci/cvV9z8q4XsEYRzcs6extMY9fqx+61qxfGr0mqTKI7oNqZ0HVbhsmnhTJxr6RNCAul7BXsmVpVClHsFmcnCxgUIhC4GC4NTU9T0j3g1qbwqrTaRSkkNbQMuyd+0qN/odsUqZvJmJGLQNa5qc7g8sr/TilDmMjX1mdK96U3emaY+SdiRHIIpkWjln1L5Sd9mQxnp547EOL6lLAcvPXgTdr9VJdrwxnqIe7ig+zYJ21RCismIm4syNSebiCYe31oKh8uD104EwrTpdhdL6qtYgJqCkZ1v1pZkYUtZjhD+TtA75MHJxl5kpsSL/p6ZYoLFbELxzFR8bLWNKaA4oQ1d6R4SzUH33hxQ8yrNH5VWm+yhR7fTFVaCDLa1TyB5ng4dUYOuaNKhQyNCMSGNJGLJyFJH6AjXEHhvRS32vF+Dsy3j6YvZ9OKRBqvUyUtLxD//bTn2VtTiyFddmr1NCFIT49DWH9gAe/08nC4PqsZCoSZa/nDSlbOqJWDc4PcH6+cJ5vIerx+OUa/k9wYOwkmy3Dt99fhVUapqAnOCES8fu6J57AhFwfjq8asSw9O6LifeOd2C3iGPpG6I0brL60ddlxOXbU7FtNzBTs7Zcnr9PCpqOoUTZhakDWxfNktynd1vVaNzUF6xo3SdquY+iUH47s3z8f1183DfykJFg265Z6q02vB5fTda+0YE9URz7zB++3GdyGQ+Kd6A/mEvqpr7Vd+l18/jz+ekpr40gilRXj1+FWdbpO0pGDgAm0ot+PriXIlxuBpYNcXdKwpQ0zYwIZUO3UZ+9eFFdI+NL8HmslAN5SutNvz+00bR30bcXvznw2tEZSblOd3Uh4qLnUhNjJc8Y6N9SKQQJPeVm4u9fl5YF9S0DUhUVpFeNxRbzPjhrfMjYjIf66DVa+nJ8bjaM6z43YduKca//o8bo65Y0go15VKsqK9iAWoKRrYOn7h9IYotZqQkxEnmIa+fx9ysZJEqdMe6Iuz7zgqcutIjrAtow/9tS/Ik/UxtTlSa/7eU5WJFYWbICTKe/7hO9JkDdEWTjpiEmqJJJ5p06NCIaBE+eja9ax+hSN1JaNd/nWkVNrxkYx0KWaHlPiyZwW7uHlwzF8cbevC7I/Uhk0wAkJOWAIfLC6+fh8loQEvvSNANupZy/+jtanx4viMkGToAWSKEDrUotpixfdkszMlKkSVM6MWh3Dv1+nl8IBPaUpSdIsropjZ20FmlPjjXjnerWjE7I1mxruSyegGAw+WVrZufvXseLiocyu5wYedG+Qxcm3/zCZ5+/yLeP9cuyeAnt4HeUpYjygRZlj8Dw6NeDLu9AuHS1DOMxUymLDb8LT0pTlRGFmxbuqM8Dz9YP0+Spe50Ux9+/dElPPeXWnxwvgOW1ATZeiTPUtflBPjxk2O5Fu/186Lsa0rvsthixseXbIrhbkDwzQY99hsUvyWPouwUfHCuI6Txgt3UPbC6cEJZdtiMlX1MOOWsjGRVkjMUMkVuk8dmcmTDGc+1DqCmbQA71hUJWRSBgPl85+CopA/JzcXH6uyq64LJWjdcL+FThHRJSYgT9QWjgRPGvDvL8/DsN8ujWs5QoWew0g4l4k2pDumMxO39Lvj4QH/d8zc3YE5msmRMoft1nIFDXZcDL37SgD98fgV1XQ7cuSRfE5nLZoo1cMAd5Xl48f7lYR04/ui2BQLZpHs06Yhl6ESTDh0RQLQIH31BMjUg3h7n2wYVNz+TBXpj/OyhS6jrcko2uaw6aCIbFqVTdrnF0BPvnJNV92hB/7AHP1g/D+YEI1wen5CGOtzyk3KTeiBosDvx8NgmUQ30AlTNM6rRHpDM+/hA2uT8GYl4cE1wH5piixkeHy8i6x7dVIItZbmaxo5Kqw0/f69G9LeBEa9qGvNiixmL8tJwvqVP4osESFUz59sGRanp2c04wapnP0ZL3wh4AH3DHnzAkE1KG2hC1m1fNgvbluTh++vn4Y2TTRh2j4eRnW/pw/fWFgmf2bH1u2uKUN3cJyHPTEYDblmQjTlUKJucbwdNJnQ5RjHi8aPLMYqPLnRgUZ7UJ4p+Fh7jfh3BoOQHQ2BJTZQQj8WWFMxMTdC02aDH/owUE66oKDpoGDmgMEs7ucnek97UTURdwdYrC6IQVFLwETJl2O0LqvBjCVe5dONyfl5ef2C8u/fmQLiMnEKQ9KFG+xD6ht0oyk7BE7cvxJayHBF5Ldce9IOiyIDuC4/eOh93LclHRnI8fnjrfOwO4pcWq9CVSxOHGgm1fdksLMxLQ0ZywKPpr1/ZYHeM4uENJXhgdaHou6W5qbja7UTn4CjcPh5unx/Dbp/igY1SWUgb/eGt8/HCvctEc2s45PCPblsg/E+HjliF7tGkQ0cEEM3YeT2b3uSChBMBAV+YRw5UTYpHkBxo3w+5tOEExB+JIDUxXvZ7WqDmS8J6kthUFBnB4Pb5YW0fkKRMDzfFtJLvjVslUxYLLX2J9n7w8cDmshzN4SmPby3F0oJ0yTihZexgvSUI/DwEvyC1Z6q02vDC4cuitsL6t7x4//KgHk2VVpskjO0K5VEEhJYynCaZgHGvK7r8bP0crG4VEYrpSXGCKXyl1Sby/mJ9O5S8kbxUxkS1ZymeaRZ5lSmBeIKogU7LvqIwA/+9a43id4masdvpwobSgGk1/W4/r+9R9MAi9zEaOGxdnIsRt1f4W7RSutP1SmeuJLitLDeob5NWX6d3q9tEHj6r5mXJlkfOh63W5sTut6qxY10RWnqHYeDE5tNsOensi2db+uH1K6vv2LYNIKi/lw55sGP39Vp/rOcXnd1SziPsegapB9qbkfgyAhDV43MVXyleR4unErmfXvc6dIxDJ5p06AgB+iQyPXG0tkv0+TBj3DiZoDfGSiSTHKztoXu3EAQjCfZW1OJgdeDf6c1bZko8eoc87OUkIMatRg7odo6KNv6lOWb8eOvCsPoRXW4aSabITWWVVhtaeoeFTXogTGtYlII6GOTGiWBjByESJgJyD7k0ylrIJbLolkujXmRJkdzrhXuXKZJjNDaUzhSZqm4olSpr2PphU8vfv2qu8O9qpL9SGyH4vL5H8i7lyABCKtDgOAjZBE1Gg0A2KEEuVbkSKq027Hz9tEDGsIT3lrIc/O7+5XjzVBO6naO42D4oIkPWlmShIDMZqYnxeOWzKxjx+GAyGrCp1DJhg+RwzazZen23ug2HL9kQb+Dw3bVFeHxrKX7xXo2qGbcaKU5vsFnj+I+tnbKEr58fD2vJm5EokJkjHp9gvG4yGpA7IxHOUQ/y05OF67DlAID9n1+XaXAAACAASURBVNQL78Ht8wt/p+9Lk4XRTuyhJRGAjtgF3YZeO9GEhDgOBs4gGqv0pDFisOOw2+cXJSoh9cUm+aAxXQ33deiYbOhEkw4d0xSTlbFMbhN7rSPLnICh3vGwlFEfHxKxMBHIbYzlTv9ZyG2YtUJto07SirNIijfi3psL8fKnjaqZ2QgMY89Q2+kUKSvCJZnocr95qgmf1NqFcBy7cxR7K2on3B7lstK5fX4cqbXjZGPvpC7e1TK2xRm4oKQGDVqVBgRX7NGbl7e/aEFprlmkxMlNS8Dhf9ooey+isiGnxHL1o0VFRePufcdxobUfuWkJmJEULzvWKBF3dNtOTYzHp5e7cNnmxOiY55Pb58cLhy8HJQJ3rCvCviP1QkZFAyAhdoK1BVp1aABUVUXH6uySPn+8Xkz40WXcW1ErECNEYbOlLEdE3Lh9fhRkJk+YZKI3toWZyXjqrjIR2UPIRjlCiy6zXDmCkd6scpN8pstl4KTlLp6ZKmrTa0uy0O0cFYhzPx/IOmV3uOH2+cFhfMx1+/wotqTgZGNvwOD7jTPYujgXSfFGQXmamhgveWfk70pkUrAMd5ONyVDuRiMT7/UEtn5ZxeaolwcgJsSj0bZiGayS0WQMON6xffGZb9wAAHjriya4vTyS4g0wxRmwfdnsabPW1aFjqqETTToUMdULCH3BEjlM1skpTUKQk5/pMAH//K4y/P1rp0V/m6qFGtkYP1fxFWptAU8VHx/IGnWkVqosISCn5xMhbeR+y6bhBcZVSEBgg91od6KldwRKdBOtgnL7/NhUakFBZnJE+jYp99p/OSxK6a5V2q6GN081KZI9dLp7ArUxSym8QakO2A33jnVFgmptoooUlrBgP9ObF7fPjwttg5rUMHR9kVNicj32ObVuaDf/5hPBf6lzcBSzMpJDfq902358aykqrTbseuOM0C4vtA0GJSYdLo+ofS+elYb6riFJ6JQSKq02vEgRtn4Av/7okmIbWD/fggMnm0TExZoSZWJKKUQzlJDGYKi02vBcxVeijW1T7zB2vXEG+76zAoB8SMpEVE9sX3G4xApK8plus6wQtDAzCSNur6hNH6m1g+WjOgdGhbLTl4gzcLhsc4iUphU1Hdh6Qx4qajrg8/N45bMr2LGuaJx84oCdG4rhcHkUyaRIvptwwCp32c+hgu5Xb55qxr7vrNDXbhGE3Dpu/XwLXjuhriKNVqhsrIJWgwIQxm658Gv2kEaHDh0Tg0406ZDFVEu8Y0FSPp0wWSenLAkRic19LGBLWQ4e3VSC/Ucb4BszbZ3KhRp5N6QPmIwGIYwqzsDBz/Pw8+MncZPpu8LKx+MMnEAy0V5S9Ca8NMeM28pyRSE7dDnJwo6ElUSiLW5fLg6tKp6ZOuneJ7SKTG7MAiAoaUhdvHO6FZsWzkTFxU74/Lzi+KamMlPD3fuO41xLHzKSTfi7r82R9ehYU2IRhRaxBAbrmQRoU8N0O8U+Tmea+vBpXbfqcwYj5xoYL6hzLX2Kv9V6OLGlLAc5aQkiz6dgYxdLCuzeHDBj1fp+jtXZJQbYDfYhNNiHZOtmS1kO9j9wk8SjSQ1KIZrB2pGWeqPbNwuvnxf6Mqv+C2euoZ+D7Vc0mUPGPLnwVj/PC9kt77pxFl7+tFFyH/Z92J3y/nNePy9JOODjA22REIEjHh8+vdwlCbl881STqjfWqnmZACZOHoeDbLMJQ70jos8TwQuHLwvkrdfPyyoFdYQPuXXcM9+4ASkmA4bc4/0uxWTA3SsKdI8mFciNldHyXNWhA7h+xBVBiSaO4/4BwBs8z/cF++5UgOO42wE8D8AI4N95nv91lIs06YhGY5xqifdk3+966dAEk3VyypIQ0yluXUkhMFWgN4hVzf2CGbHXz4sUQYD2zW44IJvvg9WtyEwxYffmBZKQHN+Y/xIJ2ymemYqPrZ3YtHAmss0mSTkBRJxIJuX82NqJ4pmpOPJVlyzpE0o93beyEEcv2yUKCQJ6I82OWbTnAx36OOLxiUgeufGNDkcl8n0aSuPX3fuOC1m07E63QLwdONWMnRuKhTpSC13bW1Er8bcBgp+KV1ptqO10iv426BrPejfi8QnmqkokAtsO5Lyh0pNNkt++/UULvH6/8J60kFqs51OwsUuJsNHaltbPt+D1E02y2daU5jgllSEQCHs6WmtDtjlRFLqmVHYtBJJaX1QzVY8zcELbYENSlNqM1pBrtl85XB5F/6w4A4dZ6YnYvmw2lhakC/5VB6tbNYX3hor2fhc4jBNWF9oGcbalH+vnW/DmqSYhjFRODahkJh4uwlnTPHXXYjz8+mn4+UBo81N3LZ5QGdr6R1Q/65gYlNZxF5+5A0ufrkD/iBfpSXE4+7+2RrmksYVQDiCuh/2AjtjD9SSu0KJoygHwJcdxVQBeAVDB87zCMnxywXGcEcDvAGwB0DpWrvd5nrdGozxTgWg1xqmWeE/m/WKpQ08V4RWuOiIY6M39dPJoIojUwiNcHyty77e/aBH+RkyHWfXDZEJOPi4X2uVwedDtdAtERa3NiUc3lUg25cEMf4Hw+gYpJ3t9OgwylD6/pSwHGxaIQxbjDRw4jpMoFNj6IPcG1P21jNQmHQgejqo2fl1oFadhJ/D5eez/pB5LC9KF7yqpY9RCJdXqTM1TioBk8yJlDnagwHppcAD+5W+XCPejQ6FoyF1Lrt4e3VQSkkn6RMaDLWU5eOnBm/Dkn86jb9iNwqwUtPe7wprjaG+dod5h7Hz9NPY/cFNIZSP9q6V3WPQOnj9ch+cqvpKMVWz73rRwJs419yHDnIDHNs8X7s2GpMiVKZSQa7m1AP0e6L5OlEckjE0uKx+bQS5UmBOMcI4G7id3mYNVrYJ6kUBODRjJw7Rw1zRbynLw+wduiti6ID89Gb1DA6LPOiIHtXWcTi7Jgz58OXCyKeRxUoeOqUC0/fqmEkGJJp7nn+I47ucAvg7gewD+jeO4PwL4D57nGya7gAxuBlDP83wjAHAc9zaAbwCYtkRTtBrjZBEV0bhfrHToqSa8Juu0Ro9hV8dEfazYDbwW0+GpgFIf3frbo6LvyYUkBSOS6Y10OIvDgKKgWeQNRSCnrFHDfSsLRd4NSuootj6Acc8HNezcUCwqR7BwVLXxq3x2urCoZuHjx33G1Eg8M2O2bOCgybCdNWlWAl3mYO1gS5nUS4OUI1g2OfZabL09V/EVfrx1oapJ+oZ//SueumtxRPvbHeV5IYf6sWA9tXw8QmrT9NxjZIyKiHKSHau0zsla5plQQq7l+tUt/3oEPc5RbCidiW8umyVpByMeHz62dsoSnxM9FjVwnCpZlWFOEHnFAQE1YLfTja2/PSoQeJE8TJvImiaS64LHNs8XPJriDBwe2zw/ItfVMQ5ddaMdNMkEBMbJX31o1etPhyKiFe0Sbb++qYQmjyae53mO4zoBdALwAsgA8F8cx1XyPP/EZBaQwSwALdTnVgAr6S9wHPcQgIcAYM6cOVNXsklCNBvjVE9wk3W/WOnQsUJ46ZhcTNTHim2vEw2x0IJgmaMI5PqolnBKtU0rG7rl44H/+Z/V+O6aopD8JvwqsgVWWaOGd6vbYOB4WMwJuGFWmlB+OgSGTV1OwJq6s7izPE/SFoLVn9r49d+71og8mr5WlBUwK+Yh8rNRIrgrrTZUM0TVhgXqvj1KJs0EdGgRIA7BY9vB/qMNePTAGZTPTsd/71ojfEfu/uS3b55qkpjkp5gMEjUT7eEDyLcBlsBp6h3R3E7k6kRNUUUUgKQuQvETYz22lJ5HqXy0obea2u5gVatgnk6eSS6UM1SEGnJN2kCl1SaEegEQ6oC0A6JgIuG7cv1uovL7QZcXBupznIHDjQXpaOhyYE2JBUXZKbjUMQjfmD/U2pIsJJniKJXnOIEXqcO0SKxpgm2wSOZHum+y2FKWg33fWXFd2RLoiE1UWm2yhy6dgy6Zb+vQEd1ol6kWc0QTXLAoOI7jHgPwIIBuAP8O4CDP8x6O4wwA6nieL578Ygpl+R8Abud5/gdjnx8AsJLn+R/Kff+mm27iT58+LfdP1xSuN3+hyUAs1CHr0TCdY3KnGpt/8wmu2IdQZElRTMM+VaAVTQDw6KaSkBVgU9leK602UeYok9EQcuaoUEIF2Wfb+tujisQMAE195Rfv1chm4qG9kgDgwdWFqhtnWuEid38tfbjSasPO10/LbuiVfhOs/iqtNvzjH8/C6fJiXpA2zoaCsXVD18H3/vCFhLRRaq903XAA5mQmoWMsa1ecgUNOagK2L58t+JwFM6ZlT59XFGYobmjl6uPRA2fg9vESjxL6HZmMBlhSTSJj502lFvzhezdLnomGxZyAgRG36iabvRcJL2vocuC2slw4XB5RvRsNnEBGAONG+VrnAeLRxHGcEMoFqLdpNUNvOcQZODy8oVgIBYvkPBVOOLFcv6bfN7lm8cxUNHQ5ROMIS3hGChwHxBvGTciBwLs0csDOjYG+w45ppTlmVPzPDREth9IcoaWeg41j4fTNWFhj6bh+obQGKMxMwtEnbo1CiXTEOtTWRjpCA8dxZ3iev0nu37QomjIB/C3P86IezPO8n+O4uyJRwBDQBqCA+jx77G/TGrp0duKIhTq8nhjsqQSdDr3BPoTNv/kkqmRTJHysprK90inqgfAyR2kNp5Q7QWLVDiy0qP+UwqpuWWCRTWGsBFbhwt7/zVNNQVWJW8rE2cOyzYlo6h0W/eZsSz9ePX4FHp8fmxfl4sX7l6vW368/ugTHmNG2Whun1WGHLnRgb0VtyOoHOaUSqzrjEVD/xBk4iekxqYNgYP2llPym5LClLAeX//lO2X9jvZwW5KTC7nALbZzOHEhM0o/WBozkiUkyyUZ2pqkPd+87rrjJZlWqtIolLVG8vPKNyXLovhaKspX4R7Ekgdr7VDP0loPXz+Nja+ekKG9J+37rVBPe+qIZ9948J+iYsX6+BW+cbBKFrZGMiZVWm0CIsUQ1nYUu0uD58XdIv0sfP953piJphtwcoTVsO5i6OtS+ubeiFvs/qYePD80TT4eOcMESm3JrgEgY3uuYvoiVaJfpDi0eTf9L5d8uRbY4QfElgPkcxxUhQDDdA+C+KS6DDh1hIxYIr+mGK0w6dPZzNHCt+FhVWm0SRQug3X8nVCilaz562S54xbDQsgCgw6rocJr7VhbivpWFmslduRAlOgTt8/oe4e8GTuoLRJeHDk+jiYFup1t0inboQgceOVClmspeaxtXCttUIrgDddMtbMjjDBxaeocFIkbpugReP4+CzIABMBsKVmm14VcfXkTnoAu5aYkS7yPWX6p8drri8xNoUWsohZ6Sds4SqTSBc6zOjjdPiYmN6qY+SX3I3YtV0NAZ+GiwiqZQF7dyHkZKYXh0+ej7KiEp3ojbynLR3HtFdfFNb/IAbdkdWaUn+W811c2xOjt2bSzBB+faBY8m8r6USLTMFBNGPV4MuSNHMmWmmNA35JYopJTeZbSSZgQL2yZ1mpoYj6R4o+I7DqVvVlpt2H+0QZRl81q3BdDVWbENpZAnMi4GU9Pq0AHoh/9TBU0eTbECnue9HMf9EEAFACOAV3ievxjlYunQMS1wrS6uiiwpgqKJfNahDXLp5AHglc+uAEDEF2tKJ0iPbZ4vCndaW5KFsvwZId2f9nUJJyV9pdWGbLMJKwoz0NDlQPHMVCzOTxOu84v3akSbdD8PnG3pD3ptdjFDTJxpsEoq9hmCtXFCwLDG3kRJQepm1bMf4+9fO43ctAScfPI2wWOFpIWv7XTiSK0dJxt7RaoEJdWZyWhAamK8ZNEPQOSt09Q7godfP43fUybvxF8qmA8MqQtxdkNlkkJp8SinbJPz27rYPijaZPsBRS8kmuA8etke1Hg6MyUe/9fdNwLQRs4ogW7rah4TbF2cbenHwepW2AZH4fXzIL7gPAJhpjvWFeHxraVC+KNc+eh7vnGiCaRHBFOyyJGVSv51SqFdlVabQKqlJsYL4YgEcQYOvUNu0bUMANRzIwZHUXYK+hmiiWRmfLe6TQhVpZ89GocNakqqvRW1AULIz4uyhsoZ1cv1TaX1wbE6u+gdGFUIeCD21xmxlKVYhzyUFHn6Qa6OUKG3mcnHNUU0AQDP84cAHIp2OXToiDbC8bxQwrW8uDr8TxtjwqMpku9jqrB+vgWvn2iSnNSPeHzCpiSS7UGJBIjkyVKoCwdihE4roeSed/18i8QDQs3oXck0/GxLv4S0IeFA5HdsX1Rr46xSZEVhBpwuj6Qdrnr2Y3QOBkLCOgdHserZjwWyiRBpF9oGAUhVCULY0xfNcHt8yDInYJ4lRVCLsYt+QJqly09lwSPQ4vui5DEUism+XPtSGvPIJru6qU8gKEY8Pjz5p/PY9YYbGckmPPu3S0Rt91idXTErGY2keKPwu3er2/D4O2cFLy36mbX2Ay0JJmhSioSamYwGbCrNBjCu9KJDv9T6EH1PmsAJpmSRIyuVQsqU2hR5X29/EcgJ4/PzMHLA1hvykG024cNz7egdHg/9TE+Kw+zMFEW1pFY4XR7RsxoNHH68dSHOtvSLQlXL91RgblYyss0JqkkVJgqlNqKkpKq02oTQNiBQp9b2AUGNSPeFAyebsHNjiahvqhnbs6q+rTfkyT43O87G6jpDT9oS+9BDnnTouHZwzRFNOnREA7F2CqfVi0ErpmpxpUXBEA5iyQA8Eu9jqrClLAcvPXgTfvqn8wElAB/YPBq5cU+ZUNrD3opaHKxuRZyBwzyLWXazpbSJncqTJVol878vdEg2zHKp47eU5WBFYYZI7aK0UVYjbkm7YD2aCJT6olIbZ5UiTpcHP966EMfq7KKQL0IyEbCf6cW7gQOqm8UhY2oKDblFP+utoxZqSDC+Ge2G28cjKd6AEY+8HkWu7tnN7NtftKA01yxs/GmjT7Uxjyg4aJN8u9Mt/P9Dr53GSw+Oq7PYEDWv3y9LPG1fNhuA2IScDp1kvW52rCvCp5e70DvkxvZlsyX1H8qGi/WuKshMxvr5oXmYkXu+eapZ1v+o2+mW+UUAtEcTOE7Vo0nuudjyE/h4INtswvr5Fhw4KSaCSVa4i+0DQdVmajBToWYGAGV5qQCkfc/h8gpk7ef1PSEnVdCCYIdCcv30WJ1dlJzAwGGsj9jxzulWrJqXKcpKuP9oA5YWpAvXZb3p2EOIHeuKhHZ75KsuSaipHGEcLRIn2FpOJzFiH3rIkw4d1w6Me/bsiXYZJg0vvfTSnoceeijaxdBxjYMsks409eFjqw2luakotpijWqZnPriIHipEYHDEjQdWzw37egETWBu8Y7L6nRuKI/6MJJONjwc6Blw4VteNb3+tIPgPrwFE+n2EikqrDa8evwqvnw/5vRVbzHjolmI8dtsClOXPQEZyPNaWWFDTNhBSeyBkm8PlxcCIF1d7hlFR04mFeWmayzSR59AKuj/XdTllM1P1DLlFfb3SasOP3q7G+dYB4fsrCjPw/D3LJGV/50wrXvmsUcgM5vXzyEiOx6aFM4Xvri3JxvycVKQmxmPr4lzRs/7bkXp0DASypLF1/8iBKvzs3fM43zaIbUvyAAAnGntR1zVuhjw3OwWvnWiSjFdvf9EsylaWm5aAH6yfJ3wutpgx4vHhzNVe+AF0OUbxwbl2LM6fIdQB/W5InXxU04FVxdlYXZyFnRuKsaUsB8UWM8ryZ+B8Sx9cHh9mpydh77eWqm4ICLHTYB8SNsU0mZEUb8TXF+fCwAH3UCQFKdfppj48e+gS6rqc8I2xCj6eR5djFFd7hvHn8+1w+3isLckWrq025jXah3DoQodwLRb0Oy22mFGam4qM5Hjs2lgCh8uDqz3DwnfTk+Lw/fXzhDL/7N3zcHnHyRK7w4Ximan4xXs1Aunp9fM4fbUXNscoHC4vvrzaCw9Vfva+pO6VIPe8W8pyJL8P1gcb7UP44Fy7bL8xcFAd99aWZOPhDcV4eEOx6DlYyD0XXX6T0RAIm+PHnyVgsi9WLs3OSMLB6nZRaBeB2WSEWy41pAzSEuPwy+3lcLo8aOt3oWPAhY+tNiwvzBT1PRo+XtrvI4FXj18VyG65sUUOp5v68OXVXuFzQWYyeofdwjWKslPQ0jssvFOeDxDWKQlx+NWHVhyr6xYRpzzVPy93DsLl8aGxe1hSJtKWPq/vltTTZK0z1KBlLddoH0LfsBvmxHiU5phRPjsdjfahSZ+XogW5OSUY9lbU4pkPLqJzcFS1H08mii1mbFo4c9q9Dx06rkU8/fTTHXv27HlJ7t90RZOOSUOsqYDCRSxKqSOd1WYqTogmkmUq1qH0PqYinI723phoOAKtKlLzaZGDnAdLKBns6FNvokThwcFiNgnKqEjUp9ZMXHTIDq1sITjb3Ie9FbVwuDxITYwXwpLkwCo9lFQJjxyoEimmyvLThLpTUsFkm02iazd0OWTHq5NP3iaEz6UnxeHri3MlygMHEyIEAE/+6TyAJZLQmd8fbRCIoLb+DtxZLg6ZYRVqtL+OXHs4VmdXNKp+cHVhUL8gIweo8QZ+Htj/Sb2g1Ag25qmVB4DENJ19XlopxJJsrOl88cxUPPmnCxLyhv18sKpV0u6VlIByoZtKYavkv7WEUKuFCUYyuxr7XGz5SVnoZ3n7ixbhnQUzP3d5/YgzcBJlVmmOGebEeIlykYRIun2BMWHE4xM83ejvEpiMhklRwwRT3Mitu9hMksWWFNgdo4F+Y+BQlj8DSaY4UZs8VtctKAPVUGtz4kr3MExGg8gUnW5LBkCoa+LBN5mhhUpQW8uxakgCkgDC7fMLYYWxplYOVymuNKeo4VpVb+vQoSM60BVNOiYFsagCChdTofYJFWtLsuHx8RgccYtO9yeCyT4h+uSyXVBqAMDSORnTRtEk9z7IgqxnyC2rRogEHjlQhTdPNYtOmCN1ih5qe+gcHBWdmgOBzdaujSWarkGf1BMlClGjVNR04lKnA2+eap5wfdL9WQ4GLrDBp5USVc1SUpQHUNXch7Mt/ahq7lPdkLFKDyVVAqt0GXF7sXNjCQB5FczOjSV450yrSC1Af8fIAXU2By62O7BtSR5+sH4eFufPwIfnO2THZq+fxwfn2kVld3t9mJEULyrv4IhbCCUjqOtyCuonGpVWG+75/Qm8/WULzrUOKKrcvH4eFTWdsgqidfMteGB1oeTvdD3yGH93SuAhVSIptXF23C/MSoZjTOUBHmiwDynObcGURtuW5OFYXbcwHtodo3COSrPUsc8z4vFhkQaFID3/VtR0oqq5DykJcdhSlqPap7WoZeh6MRo4LJ+TgbTEuIjNQ2qg3xf77ootZizMS4PT5QHP80gyGTE7MwVNPcNCm+Koa/l5oCx/BnLSEtDlGA8jXTkvC19e6RXM0u8sz8Oz3yyXPDsZH3565yJ4fDza+4eRmRyPOZnJWJyfhp/csSgkIkWrskStbbHrrhGPDxUXO5GaGC8oVA0ckJIQj6UF6Wi0O+HjgXMt/Wi0D4n6np+HopoPCKj0yFjj43mU5QfKdPeKAjywulDSNwFgY6kFP7ljEf7x66VRWUMpreVIvdFqSAIfzwt/4wGcaerF2ZZ+pCTERX0dCExMKa40p6gh2uptHTp0xB7UFE060XSdYCpCUmiEI++OVYQSnjCVWFuSjQdWz42adDlUfPtrBThW140e5yiWzsmIqEdTLIB9H5O1IKNDtOgTaCBgUvvoJm3ETqRByDay4Vo+JyOkzZYa0eDjedgdLtGiONz6pPvzuvkWmBOMGBr1ggOwpSwXj29dKAnZkSsXraDh+UB2K6Vt2T03zxH1U6UNz/m2QRFpdOuiHGxbkodKqw1fXOnBwIhX9G/WjkG8eapZ9p7mBCNGvTw8Ph51XU5ctjmxbUmeZGx2ujzYvmwWgEDYyIcM0bRsTgbuXj5bVN67VxTgNEMqApCM85VWG3a+fhpO97jSy8eL70lAEwV02Bmg/K7ZcCpAakLOYt18i/AulOZFogpZNS8Li/JSsXNDMZ7+xg3YvXkBOgdcAvEYaBsduNTpEN4TuV4wUudi+wDOtQ6oljk/PRE8zwshXn5eWsdyYEnbqz3D+OBcO/Z/0oARj19xztByqEL3n0c3leCndy6aknlob0Ut/s9XvsD/XXkZb3/RjObeYcl7K7aYUdflROWlLjhcXtR1ObH1hlzMzkhCUXYK7lySj3Mt/UJf7h/2YGFuqqi9GTixf9nq4izZEEl6LbC2JBvfXzcPszOS4fb5cdeS/JBJpkMXOuDy+kV9VQk0yUa3uWN1dlHfJkR4TdsANi2ciYYupxAW22B3Cu2OJlO0IM7AYePCHNFY1TsUIJ9r2gZQmpuKwqwUHDo/HmLJA7hlgUUUrjvVkHt/eytq8Zu/fCUKK1YDD+Bqz3DMHKD+/OAFkZKzxzmKf9g8X9NvleYbNbAHSuzcpkOHjusPeujcdY5oZBSLlqHiZIXr6SkwI4PpRi6pIdLhjYA4TE4Ok0GEhhKuFk5KbxKyAACluWbBTJcFG24UrD7Vyh2sP7MhO7+7f7lQxrL8GUK43MufNgpKJoOBw4b52UgyxaGhywFzYrxs9jdyTbkwphfvX45HDlTheL0dxTNTkW02YW9FrRCWZ+ACSquFeWnINptwsLpVtvwmowEuJozveH3AHLyld1gUMvR5fY8QAnaszi4iyyzmBMEYe9W8TAAQhbzQ2e7kQoVYE+JgIO+FzaSn9K7pemzpHRYyqNEwcGIix+HyCKb1tsFReJmQU3q+lMtASM9tAOD28Th0oQN37zsOa/ug5nl2/XyLKNRLDm39LpiMBklYUjCwZSRwef1Cvcr1U60h1Gr9h9RtZooJuzcviMh4xLaHzsFRvHaiSbae2RDec8192FyWI9SbxWxC25iSjNQ9Mfo2GjgUz0xFc++IaO1SabXhyT+dR9+wGzcWyB+STGSddbzervpZCXLZ4IRnYRI6NHQ5H17eWAAAIABJREFURGGx/jFyXD0wTh4+P49zLeJwQS91r+cqvsKPty7Ezo0lwnxFt91o2irQbZdtV6EgVmwUymeni0I3y2ena/4tPd+w2S+VoJTZUIcOHTrkoCuargNEQ10UDRXQdArX0xE9REr9F+nwxkqrDXver1HcuKclxuG7a+ZGtM1PZvgfMZP+j8+u4ErPMK72DKN3yI04g0Fyun5neR5evH+55vqMdLmLLWZsXzYL25fNwtqSbGxaOBNrS7JR1dwnqCH8fODE/rlv3YgHVs/Ft79WIFJ6kNCYyktduNg+gMKsFPQNe/DGyasiU9VtS/JQPDNVMPSuauoVFC08gHUl2ahu7seZpj6MuH0SNYwBADjAy+wgF8+agddONAkn2ORnPp7HsctdcIz6sLIoS6Roee7vbkSjfQi73jiDxu4htPaN4K4l+Si2mLG2JBuL82fA6fKgKDtFVr3GmhCPFQ1PbitTbaeh9B2i7khJiJMNidxYahEIpaR4IwDgvbPtcLi8Qt3R82Kw+ZKYprPP1eMcxehYpWuZZ4stZlH7oWFOGDeq9vE8MlNM8Pr8uGHWDPz0zkWK12TL2GB3yGbta+8fxvfXyStLfvOXy/joQjtOX+3D7IzkkMYTOiFAl2MUH13o0BTqR7Dq2Y/xqz9fwttfNKMwK0UYh984eVWkDiWQq2dWcTHi8aG6pR8fnmvH++fa4aBCFJPijXji9oXIS09CVVMvfDzQ2jeCHeuKBCUbADz82mkMjfU1Ep6UmWISzRM7/vAFuofciuVSQzjKEkC6thsccWN5YSYMHPC1oiy09o0I7X55YSbqqXuYjAbkZyRhYMSjdHlVOFzSUE8Ckkxh2ZwMJJuMKMpOwRO3LxQRubGwTmNVx6EgHBuFu/cdx8/ePY/XTzShKNsckeeeqFJ825I87NxYotkIHLj21PQ6dOiYXOiKpusc0VIXTbUKKBZNu3VcO2DNQCOh/gtH4aOEYOqQQZcXu9+qnnCZ6dNmVh3wsbUTj28tnfCJNJs6nsDr57GpNBsFmcnodrrR0OUQnZpqrU+lckca960s1JQenjZdPdPUhzNNfXjjZJNAdLCmqvRYRr9zQpSQf/P6eZTPSkNL7zD6x8Lq/MD/z96Xx0dZ3vt+Z8u+kgxZWEI2AsEgiMq+CYiK5xTLafWg0FvrBvTQ3rZ6u5zTY22v7T3o8eqpRdtz7HEBPfdo1WqxaaCAKIJCCARGsmcSskwmy2RmkpnM9t4/Js+b93neZWayJ7zfz4fPhyQz7/Lsz/f5/b5fBARkS5ROg83FmbjS0st/L8DRqX82lw8vHq/FspxUzIgzIDUhAd/ZVIgtxRm4+98+4ckbX4DD88dq+Dp/90ILLjT1YFWBuB3sPVQuqoeEaD2eu5cWxj5QWoU3Pw9Gi/39rTkR1zUBicYR9uFYgw47l+dg5/IcnKqxIjHGgN9IRDAI6y6c+ZIVVwaCkQQkoinceVbYfrQAFs1Kwv5N8wGAEjm3OoOpXOfNPWEJ9paZLIri9C6PXyQED9DttK+7H4+9fg4v7bo57D7ORtiRdK5QboOnaqz4Y0UL34bb7QN4+LVzAID/PncNGxfMRJVF7O4mVc7CiAuDXofLLcH0RHboLMpIwA+2LuAj+UhfcHn9cLi9eOorNwAA5QRIcLG5h4okKs5Ogrnbxf9dq0FE66zhRJYA4si1KouTL6em7iBhJoy+FJZBVnIMWmwuiatGhmidBgMSE5PL66eimXYuD2qsTaZ1Ght1zEY/ykHYdsIF0VICAKvTg0dfO4eXd4fft5QQilwKd76W+9xw5vvpYgakYupDbYsTCzWi6TrAZNUYGm1MRtHuyYTx1umaSjhQWoUnP7iC+s4hQdTJpi0WSsSafMbp9qK8qWdY9cyeNs9KjaME3OelxwdTYkZ4Iv3q6UZJge0onRY/vHMhHlqbh22Ls4Z9ajpSHQm2r8j1nXDHVlZ0FRBvfIU6RFJ1rdNq8PC6PBgTY1De1ANukCzasWwOdq+cx39er9VQm6XHNhTA1u/FOUF6hU4T/H2NxU49V1uvG46BYDTK3BlxWF2Qjhf/WkNFgRi0GnxrbZ6irgz5G0uSPX/fUhHJ9OLxWri8Abi8AVH0Wagxi9hsf1bfjbMNXchJi8f3bi/Cgqwkqk5I1FPplXZeF4mgZFYSnvzbG/jnCqdO2fpZlhOMJIh0nqX0jm4rxD/eXcwLXZPf11gc8AoKUkqwly0nYaSLFFzegGTfZdspK54uh72HyvHE2xfR1UcTcHqtBnsVNOOE4w3bPwh8AQ4r89OwptCIiqYeBDggMykaX71ptmw5k4gLY2K07Jj5qx2L+e8qrR18AQ5/uthK9de0+Cj0Dkb0+AIcupwDVFuPi9Lh2a8vkS0vKQwnsoS0k+p2uygyxxfgsDArEU995QaUXmkXjbe9Lm9YpEoosBwTGX+ERLZwLp1M6zRh5GR2SgwsAm0uOcQadPj59pKI19GsllK4fWukOFBahX/+42VUNMsbMQDyQvLnzD14+siX1Hxfb+1THJcnU9SaiusbE90Wr5d9lyoGrmLMHcUmAyYzoTbRg81ED7aTBVL1oJSSFuA4lJksk8JhRmlTQRCl06K524XyJtuw6plNxRCSTECQiLjU3DPsFBECVmBbowlu+J/6ytCGn5AIwrQyObD12u/x46PKNgS44MbnobV5IRfHwmuxC252oc2STaHGVjY1RgrL89KwbXEWDpRW4Y0zjXwKDKlrjgumVH1wsY2PBOMAnGvsxt/cmI07S7KQGmeALxCgXLQWZiXiqKmd2sjHRWlx6OEVcAyIU8AICPHV3e+lPrN7VZD8U3IsYv8WpdPg1ztvEo3JUqkr5L7CevjwYite+6wRdrcP/R4/L4ZPXAhrOpy4eK2Xrx85IW7hJpc4iv2PVbk4VWOl2kWoOhXONd++rZBPZ5P7npKjmNx3yO+vtDoU06qkxvactHhKJH3d/HRsW5wNu8vDl7dU32XbqU4D7NtYqNi2CanoZQbQGfEG/N/7lKMrQxFiwFCK0q6VOdi/qRDf3TwfD63NC2s9Q+rpZFUHn9YIBIlBYQqi0toh35iA4uxknKnrhMfnx9K5qfhfdy6kyJIbZiVTY+Xi2Snj5qiab0xAZnKsiFCLNeiwIi8N/36qHnXWPnT3eUaFWAqFrOQY3JyTijtLsnmnO51Wg9UF6VhdkE6V9Yq8NNR0OCZ0EzZESsZQfSYzOZpKDyyZlYQ7bsgc9tqSdd3VAth3m3LfCoVQc2SZyYKfvn+ZSpNu7HTiaru4zNm5v9zcjYrmXip1mxxk/e5Ug+JacjqZAamY2pjItng97btUoknFdYPJSKhNhsHmepv45QglqXp49XQjKpp7Ja/T4RhAY1e/4kngeILdVAg3kQuzEpEca0CdtQ/A8OqZtS6XMiISOp9F6bTYs0E5YkEuEog4jOWmx+PHdxXz0RxAZBpLUvV6qsaKC83BE/wAB3xaa8V7F1rDIuDYvlLR3COpvSP3blKL/22Ls1BtccLqcGPRrGSkJ0RRZBAQdLc6Z+7h37umw4nlebTOyuzUWEnC6kxdJ361YzF8AQ6vfWamNK5mpcZhzox46ntbijOxbXEWRchpmGuSKDDhZwDAmBiNbYuzFHVl2L9tvSEL+yWckNjIM+F9WRKCRDx9VNmGC802Sm+GIFSbZwmihVlJwx6bw51rInUUYyFsO7ctzBClVUmN7Q+tzePfc8+GAnzv9iKsLkinxg6paBJyr1ZbP7KTY/EvX7sx5Kb6ibcvikimWIMO//r1JSG/K+fomJkUjefuXToqh0Z/KG/BJ7Wd/M/5xnj8af9a0eeU6jPfmIBH1uVj/6b5uPeWOSJi6kd3LcSpmk6eSLD1e8d1nmedNBdmJWJFXhp+93GQZOpwDECr0SAlziCp2TVSaASDh8Ptg8U+gG+uzqW0r4gbHYnY8wU4RQJ/vCEswz0bCrChaCbVV5782xvw0Nq8YT8j0VKyOtxIi48KScKGQjhz5C8+NKGB0YDrdA6gorlXVOasnp7QLZCsBdg5SG68Fa4jtAgSXMbEmAlfP6m4/jCREZTX075L1WhSoWICMRk0CUZDpysS97GJhJz7j1w9rC004tAZs6L+kccfmDSaX0rOUGUmS1iaQUog7mLF2ckhHXlWF6TJlkkoFyYlDTdW6+W9C9dk2xxbr4fPmnGCcR/rFqT0hOqDrO6JcBOtGfy71Lu9e6EFf7nSxotws7pLQoLgp+9fFrnrJcYYRJpGdR0OPLgml+93S+ak8PUrRE+/hy8LVvfqSGUb9m0swF0lWThda0VaQjQuNvfgb/7tFNITovkoCA5BR65elxcls1MovShhpMSRyjYcKK2SdMgjuj9KmjNSv5fSaFpbaMShs00ih0Xh87KQa/M7Dp5G5TUbSman4J09q/i6/+n7l0VjAnnnTqcHF5t6kJoQzetVsQhH+2G4jmJCKGn2yI3tUv0r1NhxqsaKe5bOClsjCADSE6LQJ9AnSojS4bkwN9FbijOwuiCNcgvcvTKH10cajfGW7VN6LUupKkOujtnyXZSdxG8qJmKeZ5/np+9fpsYCX4DDjbOlx4+RQgMgOyUGLbYg0SbsS0LtK2GZTIZ1EQu2DMNxYIwEo+m6q6RDSNqs1SmOfA7I1MfJanpcIqmPsQYdirOTUNfhwKoCI+5ZOivkGoNElH5U2YYAgMoWO/YdKseL94ujWlWoGEuE66Q6FpgofeTJBjWiSYWKMcZk0CQYaVrhWLqPjTbkThHk6iHfmACPn+N1bwAgPkoLDTT8SXuoyJ1wEEkqWCgopdsMt54JeVLT4eRPpJ1uL+WKlTMjDh5fgC/DJ+5YEHZkUCSnOe9daKEifualxfFisiyE9Rql08Lc1a+YIhKqDwrLkNXzAYB/+/ulonc7U9eFi9dsovsKdZfYZz5S2UZFjC3MSsTCrGTqVHl5XhreLW9Bu30Al1t6cWdJFrJSYlF5zUaRP0vnpuLeW+bI6njZXR689chKOAb8KL1i4V3Bmrr7YdAFXf70Wg2cA374B521SB/3BTh8cLFV8r1Yh7wjlW3w+AJYXZAuqTnDRvecqulEcqwB31qTh3/5uxupfpFvTIDHF8A5JuKJaMDEGnS4fVEmtJpgOa3MT5Ns80SEl7zXqZpOPq2JHRNW5KXxURY1HU5er0rKPU0qkk4qPXO4jmKjrRMm/Dw7dowk6nZ2ahz+dGlIw2hzcaZk9BqLTc+ewM/+eAUurx/+AMZsfnzxeC2cA0PEij8QEGlcySGScpmoeb7MZME3f/8FnimtwpXWodRMNlqM6N+5fQHJaMCRgAMwI85ARbuuKTRSLpY6DbC6wMj38cmwLgqFyRghTyCnQyhss7Z+LzQyAufCMj9QWoU/XWrj/6bXavDYhgIszEpERlIMPq628mN2Y6cTN85JhXZQH3DXyuC8TManc+Ye/Pupehw1WajDAD83vSM6VExeTFQ/nsxyLqMNNXVOhYoJxGQZbEYy2LJaKnIb6OFiNEkYJUJJrh5WF6SjeFBA+Nu3FeLZry+hUrukrNsjfb/xIuqGW89SxNDdi7OpsvzljsW8FlCotjySjYQxMYbSWPr59pKwiKHkWAPqO/tkr8sKP8uBlOErnzRQ2i5JMXrs2VAgIreEYtlCyImQExKl3NwNDrQODRGnve/WudBrNVSdNHY6cezLDrh9AWgA6LVBkumdPauw4+Bp/P7TBsxOjcXs1FiKqCPPwfZjDsC6+elYN9+IDoeb0iRp7emHubsfOWnx8Ac4iiwRvpew3XAc8EVjN6otTpxt6BKRIqx2U1uvm9JWYut4dUE6FmUno7HTCYNOg90r5+GhtXl8+9u/qZAnvOTaPCvC2+UcwD8MEiHsmFDT4ZDUDApwYuHe7751gY/gINolL52sR3mTjUq1DZX6JoWx0AlTQjiksBzRVW/tQ0WzDb2uYNRgTYcz5Pi24umjaO5xgQPgHPAjPSFKUdx7JPiXP1+l6t/tC2BRdnJYZRUJWT4R83yZyYJHXz8Hm8sLr5+jUjPZ9OQf3hnUpHr+aDXlopcQreM1eCKBXksTGAnRemr8sLs8WFWQHkyfa+qRTJ+bDOuiqQqhkPl9t87lo5mEbdbPcVg/34hovZYa9/Va4OF1+TxJxM4LcVE65BsTsLbQiP883UClW3Y4BlDT4URXn4evz3prHz9efdHYTR1OEYzGYZ0KFVMNk5msHk2oRJMKFROMqT7YjNTFSwmjTcKEEnZV0uEQ/i3fmIDtS2dh+9JZI663sSbqRgNSxNCW4gxRWYbblkeykcg3JmDhIPG3d2NB2MRQfLReUvOFIDXOgFWDgrThoGBmIhXN8+udN4k2ScmxBsmF9V0lWXj6nhLR78mGfXluGu6+MVtUPv0eP/wch+W5achJi6fep9M5QKXyPbAiBy89sIyK2unp92LOjDh89abZ/CYECLbBhBgDJUir12pwZ0kWPL4AkmKjKDLJ5fXjQnOQNMlKjkFxdjK0GlCbGkCs7QFAJM4tF91D4Atw+LTWitdON+J8k40iqfKNCdi5PAffWpOH1QXpqLf2oam7Hz39XvzoD5WiSA4WrAjvksHoLwJhe5aLCBO6p5WZLPjuWxdEqY+NXf18Pfm5IPG0feksAJE7irEExxeN3fwzhessuenZE3jyj1fw8sk6nDf3KBoanDP38BGdUqSwXGQP+b2coLsUykwWvPl5M/W7/gE/3vv2mjGZH9n6B0DVjRIiJcuHM8+PxChESl9QKMqfb0zAX0wWfNHQhT6Pn9fnIdBqgqnBpLVHklS4dG4q2gfLVa/V4IEV83jxbyBoYnDUZEG0XsuT/yxZN9XXRRMNImQuXC+dM/dQBxhP3LEAqwrScUQQdRjggHJzN4oHCdfP6rupcdnj53DxWtClThgNyILUZ1N3v6Ko/4x4A567d2SaVCpUqJi8UIkmFSPCeDimTbQr21TFeJWb3OnZaGAsSJjJtoAdS6JutCBHDI2kLEfru+G2c/YUf9vibNHmJxJh93xjAhZlJ/ORblKkZXy0niInjAlReP6+pZLpQ2UmC/YdKuejXrYtzqIEZstMFux54zwuNNvwUWUb7l6cjV6XhyeyOAS1M4RRUPnGBMmonbceWYldK+fhdF0XT+S29bqxLCeY9jAvLQ47ls3BwRO1qGjuRZ3ViTtLsqDVAFkpsWi3BzeRfo5DY1c/ajqcmJcej+fvW0q9U+mVdskUQ0C8sWRF0W39Xr7cXN4AHAM+WZKKlI/w5LyXieSI0mv5dkLS2HbcNButNhe6nANYMhj9pVTfpA/MSo1D/4APOenx+Pn2YBQcuT+JZFJCbnp8WGQGizKTBZ/WdqLV5pYlTFttbkVh+03PnqBMAZQMDcpMFjx95Et4/AHoNHSkAwFLfDndXrxf0YJ3yq+hu98LFkrj26unG0XtJc8Yj2+smqdYJsOd5+69ZQ7+45MGeASRdOHWzWhH3UilQ47EKMQX4Ki0RYBOzdxx8DSV9qTXafk+p9MAc1JjYROku6UnRKHfQxMLUuTTspxUVF7r5dunVhN09ryzJItyRfUFOOSmx8NiH5jUKXJTFcL2VG/twy8+NOG9C628mcfD6/Kwa2UO8o0J+O3HddQhBYfgwcs5cw/+6/MmSc07ufFHCDZFkkWUTquSTCpUTHOoYuAqho1Qgr5T5R7TEeNdbo9vLRoTEfDNxZm8cDL5ebqBlNtkF1NXEugebZSZLHjhWDW6+zzYvnS2bJlE2s7Zd1gyJwVPvn8ZLYOn7x5/AIfPmsN+T6UyIaKrD67JhcPtDSk2efismRfoZZ+jzGTB/3rnEhW58vyxGnxnUyElvip1r5LZKdSJcsnsFP7/rGis0+3Fpz/cBABY/y9/5dNfAhxwpcWGk0/cRpW5EOfNPdh7qJxK/1pbaMQbn5kh5WVFBDAPlFbhvQvXMCM+Cvs3zee/X2ay4JnSq6iyiKOcpASChQLCLE5WdeD41Q64vH689XkzfIEAAhxw+GwTDj6wLKz6DiXurXR/IbQayGqKhbo/KfconRbROg0GJNKaSBuSE1FusIrTR+UMDYTv5OcAh1tMHHU6PdAguDnVazU4VdMpGfWVkRSt2JcBsdh+ZlI0jn1/g+znR2Oe+9evL8G+Q+Xw+AOI0mkjqpvRGhPZ93hwTS7+41Q9n0o6HEHsLcUZeHnXzfj5hyZ0OQewvmgm1bfYKJO6DgcljHv4rBlmgZB7tF5LfV6n1WDrokwcqWyjfu90e0VC46dqrLyIO3nPWIMOO5fnYOfyHKpfhSOiP1aYyHuPJoTt6fDZJvg5jtL88wc4mFqHCN0FWclUe9AAuNJqR7m5R5JkChem1l6YWntRMDMe6QnRiI3So67DwRtESJXzdKkDFaMDtT1Mb6hEkwpFjIczyGRyH5lKA95kKreRYKqQMCPFWBF1I8FEtXcSuUM2qy8er8XH1R3Yv2m+4kZ4uJuxw2fNPNE0WiDRSWTzOhxHncqWXiz66Z8RF6VDr8sncozrcQ6IXFMA8I5OBESjSeisRsASufkzE/n/dzKuRORncs/DZ82UIxggdk3bUpyBl3ffjB//4RK6+jxIi4/C12+Zy5NhFc023r2wxebGnjfO88QPKa/HXj8ncn2UcmlhSQoh0hOi+E0zuwl+4Vh1yLoh6YcAZAkNpfsLkZUcM6zNlbCte/wBzIg3YKCPJn70WkCr0cLjD8g62eQa4/mIpqHvaSQ/G8oZ50BpFUU0SEUtaAA8uj4/rPEtUhcgKVfJSMesLcUZePH+m0Z1rIt07Dx81ky9h5SjZ2KMIeLnkCPC2DECAFYVGEWf/7S2ix/Dti+djVc+aYDL64dOAzw2WKdExJ8gf2YiGjr7+X4WpdOi0+nB1udOYnNxpmT9Cgn1iTpYnE6HmsJ+IdUngWDdlpksAABTK53qywGK6W7hQAtQpLNeq4FWo4HHH0BTt0uyfKdTHagYOdT2MP2hps6pUMR4OINMFveRkYaxjzcmS7mNBqS0BlQEIRRK7/f4JVNISAj9r4/X4pdHTLjUIq9ZI/zOaLZ3qfSWMpMFv/jQhPcrWiiNmFdPN+JCs436fodjQPI5RqOdC7WbiPuS1DUiSdH5xYcmfjPv5ziUXWlHUaZySp7wOTQI6jF5/Ryvy8Ri96pgnyBpekLR1Q8utuKVTxpQMDNYXvfeMgcLspJQbXHgPz6pR5nJgvhoPXatzEG1xck7TV3rcfFlfKWV1kzaUpyJbYuz+E303Yuz0WpzURo3JDWHaBW9eLwWKXFR+M8Hb8V3Ns/HI+vy0e/xo2lQSPyNM41UaiwrrJ1vTEBFs43SuSrKSMDPt5eIFpz5xgS4vH7YXR4sz0vDgC8Anz+ALcWZeHR9vmz6hi8QQIvNJVuvew+V42OBvbec8DNJpXK6vXxqG3G/E5bjbmYsC7evsW1998p5uNDUQ4kuB7hgpMm6+el44o4Fkovyb6yaJxKyXz/fiO/dLiaChGUqdJEiYFObgWDEFlvKC7MSw3aUiiSlVlgmGgDm7n5UNMsLyI/GPUMh0rGzzGTBSyfrh1LNIC4/ILIyDAVWb2xZTipee/BWAMH2/pN3L6HP48f3by9CapwBezYUYNfKHD5VcN/GQr4tnG3ootIdV+anYc+GAj5FuSgzCUcq23idRX+AwzNfu1EyTfOZ0qtotw/wzzieTmQjcUIdb5SZLHjw95/LatDJ6ckJQZzeQmkoDRdzZsShR5A6G+CG0u3kyncq1YGKsYfaHqYHVI0mFcPGeDiDTBb3kak24E2WclMxdmCF0j+qbMOFZpukIO95cw/aet2UdfyV1l7ZzfVotnc5q/d9h8pRZ+0TacT4AhzvKieE1HMotXNikf7Hi62KGi9Eu4lsqNi+cqC0Ck+8fRH/9UWzqHzl8H5FC0WOEL0UIrAq5aQofI6r7Q74JTYJeq0GWUkx2L1qHhUhwm7SAGDAF+DvKSzvDscAVeadzgF+o+gLcLjUbMPzR6sxZ0Y8CjMSKUc0oY7UBxdbsXRuquRn9rxxHu32ATjcPkrEn9WhunneDIqEEQprE7x+xkyRWfPS4/GjuxaK6ugfDpfjVG0nOp0eXOtx4Vc7FuPZry/hXbaE+krCe3r9nGS/IaTiK5/UU254APDt2wplTQO2L53F1yNxv1PSsAu3r7FtfdfKHF4Uf0Z8FN/e/ByHdfONeGhtnugaBAUzEynS6ok7FsiSq08f+RLt9gHKFYyA1Zcj1udurw+dzgGRXthoI9+YgONVHXz7ID1mIufoSMfOV083orxpiFhPjNFTJCAQjAqTa3PDgbAtffu2Qr4/kegkMk+wpBAh5J79SzV+8u4lXGqxY+uiTEmjCGKW8cKxaoqMrOlwipz9yBwhHL/G+4BsqhzODbkJ+kRuggSkfsvN3ZTbHxCMMPNzHPRaDTocbiTFRqG+sw9hSC5FhJRYA+wuNuJSgwAXfIbkWIPIhGCq1IGK8YHaHqYHVI2maYjxTHkZD92W8dSGkUOoFILJiMlQbirGDqy+zpBw8lAKmZxuzHlzD86be8JKAxppe2fTW/YdOi+yzBZqxGwpzsDBB5bhhWPVaLG5YXd5+YWG1HNItXOh4HGdtQ+bnj2hqPUi11fYtBDyDqFS9GKjxNNngAuWhTBdjKStEfKBXPPQGTP1XQ2ARbOSYUyIws7lOdS95TSThPcEIEq9I2UurGudJhgVAgBHKtuwLCcVFf+8lf+OUEeKfGbfxgJKl+lUjVV0kn7U1I7HtxaJdKiauvuxb2MBr9G0bv5M/nnJO9Z1OKhrsT8TwlUIqTraUpyBimYbztZ3YVlOKtp7XXB5/Lxgtcvrx8OvnUNmUjR6XT4+XL84O4k68V+WkxpyXGXbk1JqbCR9jb0u+bnMZKG0ukL113BT1EKlppJ3EmpsbSnOwONbi1BmsuDwWbPkdSOF3JqmzGRBuUQ0xkTO0ZGOnew3c5jxAAAgAElEQVTnpQjm3+6+edTncqkxj019ZX8G6DHxSGUbLHa3Ylti03MBhNRXK8pIwA+2SkfkRQKldnOqxorEGAOlaRdJ2uZE4VSNVXQII1VP5PlJCrdWA+zZUIAlc1LwwrFqVLbY0WJzo8UWHOdHqsfEgswjQqwtDB6qfFrbheNVVpyp76bWH1uKM/DgmlxeKmGiNbtUTCymSp9UMXyoRNMUhJrTOjZQBzwVkw3sAl6v1YgImVC6Mezmce+hcpys6kB6QhQ2LpiJi809mBEfNaLnXFtoxFufNwsIBmn3GeGGTLgJGs5CkxU8lhJADoUyk0VEMgHhbWJZMgQIphStLTTimdKr1O8JCUNwqsZKaRIlROvwjVW5eOWTBlxu8YsW56FEqBNjDFgyJ4WqA4JOp4ca294534w+z9Bnzpt7UGayKJa78PnLTBYqOoNATsT/SksvvrOpkCcmyKbojc/M2LOxAI9vLcKqAiNVD6sK6LJnCVcgSMxJ6QkJCSnSX1gIoypcXj+cbi+W5aSirsOBVQVGilQrM1nw/LEa9DgHsP0mZaFrOYzG3CJ1DTldLuF3Qt0rHNJkyZwUWbF7Qn6xbTYSSAllk/sdPmsWbY5LZiVJ6rmNBsIZiyKtT/bz715oodr7XSVZ47beCNXXADGpQUhYIvbN4vGtRWjo7OOvG0pfLdagGzWSSWotLEXMHzrbxGtOTfa13dpCI944Y6bIJql6Amj9MUKqAaBcFoGggHtqvAHdfWKx/9FCrEGH4uxkHDW1yxoWLPlZKe902NTdAAC8Lpi6n7k+oR6YT2+oqXNTEFMtxWsqYTR1HFRMTUilPI0EOw6exj+9V4kT1Vbce8uciL67uiCdSsl5aG2eKIVMmCKh12nh8vgo6/hYgw4r8tJQeqUdvz5ei4+rrfD6OfS6glbyDrcPHY4BWfvzcJBvTMDb56+h1yW9iJ2VHIMDX7tRdjExnH735udNcA4MbSQykqIVU4mkIGW1rtUAv7k/tEsZm1KUGKPHr3cGBcHZv7F272y4+PP3LUVNh0N2XBd+XqfViFIgFmYl4qG1eViQlQSn24u+AR9vU17T4YTXz2HXyhxsXDATV1odVFoZQGsmxUfrcYSxTF+el8brMu07VE6luc2IN+DBNXk8ARMfrceHF1up6zvdXmxfOovStQqK0XajODsZ+zcVotripNLzlMoaCNbT39yYTbUZVk9IQb6EQlefB11OD27NnYGv3zyH0hgLpgi64RigUwRZhBo3SMooiQYjduSsfpkShP1k07MncKXVDj8HtPW6caqmM+LxhVxTKQVbSY9opGsRkr74fkULWmxu/jpfNHbj4rVefHCxFeYuOmrirpIsHHpoxajryYV6VxaRjlnCz29bnKXY3scC5J23LsqEP8Ap3vtSi11xjGCv6Qtw2L+pEIuyk2Xb0Vik+su1v198aBI9P8cB5YPjzWRf3+UbE1CcnYxLzT3w+TlsKc5UbCNkbHn6yJd8270ph05ZTokzoM02uoYYBDoNsKHIiNsXZeKVTxpk0yNXPH0UnQKiyxfgUGOx8/O4up9RoWJqQk2dm2aYiileKsKHGkY8cRBGRLApT8OB0MnqvLkHOw6elow8UAKbkiPVJqROhISpA+TEUAly9ufhwueXMrgPYvtNs0XpUiPF7Ysy8dpnZurnSCF1cnzHDcrRBXsPleN0rRWrCozYt7FA0i0xlJPiluIMbFwwk78OuZ9wXL/SaseSn5XyETYkIiIxxoDffVxPOT6ROYC0g63PnYRV4CgnjEj6zf03Ue1Sr9Xgw0utuNDUw0eJPLahgIoMOmqy8O2JjZhKjNaL2ueiWcm43EITeFIgaX9bioe0n07VWEURVo9vLcKfL7dRTmoBLmijLjwBV4oATI7VUxugzKRoJMcaUGUJbsY8/oAo1UMpRVCIcMYNYZTFW583wxcI8O3u42orXtp1MyqabWG5bx4orRK5ylVeE0eZsZBLJ1I6UVZKrRvJWkQpHVQIYelrAdyzdJbofSKZK5UiwllnuLF0ch0PcolA6p2V7s+OEVJ1K1eOSuU12pELUu2vzGTBp7Vdkp/3c+KUvskKubI6UFolOUaw/dTl8UGnAR85y44XowkyjplaexXTI4XjLwGJbgImNh1WhQoVYwM1omkKQhWBnr6Yas53kwXhikKHAhsRYXd5sGvl8K/3T+9VUilSXc4B/MOmwmFfLxKQE/TSK+1hOc5E6bTYs6Fg2O2tu98rijqJNWjx6Pp8vPJJQ0RtOpyostEQkYz05JgV0jUmRuOtR1ZKPqOSk+KB0iocPtvEX4dEHJFxHQgSk0Jh9x/dtRAbF8zE6oJ0PnIpNz0eP7xzoWgOkIqoOnS2iRf3fe3BW7EoOxkNnX1ot7vh8gbQ4RjAR5VtWJiVhJoOBxXpRdyL1hYaRdFKvS4fL/xLIhzmZyTiYrONcvmrt/ahsqUXTd39PHkgbHOhxr5vrJqHaosT5q4+vk8RYfNvrs7ly1wuAnBGfDRfJhoAz927FKsK0kXOTcJTdSnRejY6DQCeePsiJchbZ3Xi0fX51GeE0Rd+jqMIFA7AmbounKi28sL/cpFTZSYLnvzgiiiqbcncVFFEkzDiROhYSCKGhFGMclE+Sv1sJGsRYXmECw5DkTXDnSvZKJjqdjva7QP491P1OFXTyde1FsDqQuOUd0Lde6gcv/5rDS8+Hm7UyL23zFGMUJoMkfVS7Y8VXhdiqosNs+YgwjGCjXqNi9bDIkHsAMFoUN2gaPdwoWF+buzqR6vNDZ1Ww7tx7lg2BzUdDn5MeYuJQhZCzmlUhYqRIBIn4al4v8kC1XVuGkJN8ZpcGK3BZTIs3qYaiCg0B6Cn34sPRkA2hUp5ihQnqq1UmpHUZnCswW4Uc9KGLIn1Wg2Ks5OxKDtJkrCIBOwm/78fW4lv31ZIEV1KbZqQS+9VtOL9itaQG+5wN7mh+ma+MQHfXJ2LfRsLRBbSLH7y7iXKnczqcOOxDQWyn997qJx3s5udGsffX47QJOP6L4+YqPu09bopFyfifBYfrcfhs2a8X9GC18+Y8csjJlxqsePpe0qouiD6KYS4qrY4sX9TIV493SBKNSOEUunldt6qmhBCW4ozUG1xSqbV+AIc9rxxHheabbjQ1INH1udjYVYi9gyWz/43L6CmwwkOgDEhCstzZ1Bt7t6XP4N9kKyRayfbFmdhQVYSldrX6/JSDou7VubwBB8pz3prn4icSY0z4KG1eSjKTITT7UWrzc1vkMhmNN+YgIVZSWjo7INBqxE5ARK8d6EFHQ5a94l13RL2Qw27SwPg8fmpjZ8cyf3q6UZUNNMb6XxjPP60fy31O9b9r87q4NPTCPwcB6fbi/hovSxpE6qfDXctImXPHmvQyepqEawZJH+GM1cGo106+boGwI8zjV39VPlzgKQLX6jrT6ZNBiHGhYcdkZAtSnU7Wdyi2GeUaldAkFh5eF0edq3MGfdnHC0oHYTlGxPg8vpRbu6GnwNs/V5oNOL0Yd2gYHhclI5yTY0UM+KjMOD1U4R50A0zHevmG7EiL010wPTLry7Gf37aIHL4jDXoVJJJxahjvA/ur+dAAZVoUqFiDDGag8tkWbxNJfzsj1eoxU5vvxff2Tx/WNdiyZKRpM0BwVPhUzWd6HIOYMnc1IjT5kYD7EaRA/holQAHzEyKwf97dOWotDOpKB6pNl1v7aM2ZMKTWiExByhHlYXa5I72xM9ql9y2MEOWnCKbvKAelhd/utTK64OEIjTD0UghREKdtQ+NXf1o63VTRNLT95TwdSFHkElZ1+/dGCSU5KKmti3OwqmaTr6eSJ2+cKyaT40IcEBDpxNvPhJsV2z0Sr/Hj22Ls/lN346Dp6nUDiWr93xjAn77cR28gt1zW68bF6/18nUstGaP0mvxTOlVKpVQpwGyU+LwwrFqWBwDyEqOwcr8dCzMShSRKfnGBOxcPhffWpsnSzobE2PwARPp1djpxM7lQ5taYT8MBDiKmAKApXNTqbYvR3KzkQt7NxTg5V03iz4n1MPyc+L7EXj9AbTaXHx7kyJtxuJgS1geawqNSIjWIcaghUGnQa/LJ/u9hVmJfLRZJHMlGQtqOpzQaTXITI4W2cKziOSwZzJsMliii+33ei3wYhj6c+FgskbWC59rRnwUT6Zw3FDbmaoINW+UXmlHRXNwbvdzHNbPNyI3PR656fHYtjgbC7MSodNqcbKqA/HRBl7HUYL3FoH9jMvrh0GnRXF2Imz9Xp6kf+KOBXhobZ7sAdPZhm6K4JqVEoP/83fy+o0qIsdkI7wnCuN9cH89BwqoGk0qpiUmi5ZRKHvoSKA630WOXGM8tUnNNcaP6HpKNuXDwUSQSyxYvYfDZ5v4E9/LLb04UFo1qu/M3lvYpgHw2h6vfWZGrEGr6Hon52YWDkazbwJB7RKhRpNSmt3Jqg7qZ6EeUSgNJyWNFKLREaXXivSSCFjXKDmnqSVzUpAzIxbtdjcyk2Lwj3cvosrncosdPf0DsLt9lENg5SBRqQXw4JpcbCnOwJN/vEzds9Pp4dtVYoxB9IyHzjRiyZwUbCnOEOkL6bRDWl5SmiTrizIk3QJdXj9+8aGJt90+UtmGP1+mU990Wg2WzEnhv080mmINOknHIzLPdDo9qOtwyGpuzYiPQrcg2kD4f+HniCsWcd8DgGU5QRJaTn+FvcZozhEtNjesDg+idMH2NBytJfZZwv2dsDyEumMaQNKGndUji6QchGOBxx/A/IxEtPe6IWGQSUGq7Ya6/ljrO0lBSjOJ7fcjSZWSwmR1ixK2K+KKOB30f0LNG6xm1c7lOVT9CB3fzpt7sCwnFYuyk9Dc3Y/jVfScwUKq6Xj8ASydm4p182fivQvXqHk8XP22+RmJk7INTVWoruRDGG89Y1U/WRpqRJOKKYnJcHpIMNpRSGpaZGT4xqp5+OBiK3r7vcgzxuPY9zdM9CNNauQbE/BfnzfBMTB0mj9SLapw7klSmJ4pvUqJgvoCnCiywJgQhdQ4A3avlE5VUoLwNK+H0Y3yc4AxMXpEfWvb4iw8tiF0mt1/fdEscuETRukIo7+kNKmkNFKEkV8djgFoNdIbADbS6k+VbWjodEKrCYqdE+HtfYfK0d3vhT8AuDwBbFucxev1PPr6OfR5gulcQlcz1jkuIVqH7UtnobtPrNFld3mQmRyLp498KUplcfsC/Nhd2dLLp3MCweiee2+ZI6tJInTtYh0WHQM++AX3Et61KCMBT391MU5UdVApKID0CaRwnqnpcCqmc9rdPur9d8vocwHB/uD2BVBu7gaHYJpLUWYilfanhHDmiPhoPZ/+GCpigU15+etVS1hueMLyKb3cjvKmYDkJ3a+KMhMpfSip+VpKV2djUTAaIyHGgO4+DwJckCQkbTTcciBg5+kn7liA2TPiRG2WBWnfkV5faR0wFhEHUqfpz3ztRrxbfo2PEBNqXF0PmKxRVyOBkvaf0vvuOHgaDZ10qpzd5cHbe1YjPlo/lNYrcc8onZbXXtJiSN8pSqeF1x/Any+3o9dFu9duKc6QfBbhuET0+9S17ujheo6qYTHe/X86jjfhQk2dUzGmmIgwzck0mF7Pg8tkwTdWzcN3Ns8fkRD49QRWuHukWlThYO+hcjxXVo1OiUgPACiZlQSDTgOXxw/ngB8+P4dvrs6NaExhCWiH20ulDHU4BiImppWs0JXGvdmpcfiTQEto38YCSX0Qlkyptjh5kojdSLMaHdkpMbg5JxW56fFIS4iGy+MTWZaTFL4AF4xoKMxIxLbFWaLNPRH83rhg5qAOEO0aR4Ts369ooVIfvP4A5s6IR2ZyDM7UdaLfMyT2et+tc1HT4aDS5qJ0GkrM2+n24ss2B09EEb2hMpMFz/7lKpX6QwjRA6VVOFnVgczkGOzbWIg7S7L48bfc3C2ZeiXUAWFTUMjfWXJATrC6rsMhEvuONO1WmOZC5jBfgBu1uZQns5p6EOCCaZFCrk+v1UCv1VIpLzlp8fj5IJHY2NVPiYUD4jbPCpw3dvXjfGM3vIM3Iu/V1N2vOF/7ApxIE+yHdy7E924vwtV2Oy4MalIJ2+hwykM4TwPAX69acK3HRZWLsH0CQG56fFhEUySacVKk23DHGQI5omt2atx1nY4/HQ/uykwWfPetC3jxeC26+7zU3C31viRikD2UyE6O5edYolXXLOgPGgQJ3x/euRCzUmNx3tyNAACtJqjt2OUMproL+4+wj0o9S74xAQuykpAaZ+B1/1SMHlT5DRrj3f+n43gTDlSiScWYYaIiiybbYHo9DC5q3vf0wWhrUYUCcVlTwv++pwQ6rYbfVBISIpxNHgFLQEvp0rAbXaV2LRWxER+tDxmhAQw52qXGGfDt2wplRWhZ8qimwykSkiZ4r6KV0vGZn5GIww+vQHy0Hi6vHw+tzcd+xtVQTp9JanNPHOB8AY4iyYAhIXvhiTQAONw+lF5ux5HKNjgGfNBrNchKjsHulfPQ0NmHjyrb4A8EXdZiDTrcMCuZegeO4yjycXZqLIyJMdj/5gWRQ9F9t87F6bouvHi8Fg63j3fKu3txNh5am8dvrMmzazXA3o0FIu0lYftfnpeGlflpkuSAnLCwyxugCEECpWgDIcpMwYghq6B9XmntxUeV7Shvsg17Lt17qJzXptq2OGuQzAr2pwA3FCWUmx6PH921ENsWZ1HEiBL5KDXX56TFi8qH3cxebbdjz4YCxfmabD6lNMFGc64n8/QTb1/Cyx/XiwTAd6/MwZ4NBcOOuGDXAVJji9QhmS/AyZJPQkF3IekndW8poks9CJteKDNZsOeN82i3D8AxGEUpZ5hBPr//zQs8+SvEM1+7kYoOLG/q4edfIJga/eNtxdhSnIF/P1XPR0QFOMCg08DGROwC4bnXXg/r5YmC2t9VTARUoknFmGGiIovUwXR8MZlSFVWMDsLdFEshUtKRJVM0ADKTotE34EdSjB6/3nkTthRniMiPVptbcXPFQo4YEEK4WVVq1wdKq/DsX67yZAeJ2Ci93I4vGrvQPZjqpTTuhbOgloquKbvSjqJM8Xu/8kk9VY5JMXpkJsfy7/DBxVY+xY1ATsA835iAL9sdaLX1Izs5Fv/n7xZTm9OPBYLfREOI/O3LdgfMXX185Ief4/g6C3DAPUtnodXm5sXQOQA5M2Lxyx3itLWEaD1cniHHtQ7HABo7nZRDWkqsHt9am4fHtxaJ2hJxyiPlLyT49m0MEnxSJ/x/vWpBYowBX795Dk9SsRCe9JsZhyYiuh4qhZIFIQ9Y0fsAB74MCcla3tSj2MeE/fCJty/h42orJQi/dVGmKF3se7cXYfvSWcg3JqDe2oem7n7kpMXzBKMc+Sg11wtd+9jIIAJ/IFg/K/LSeMIPgGj8yDcGnRTJs7F1MFpz/d5D5fi4WqxHQ8YFIoQ/0ogLubGFFXNfXZBORf0JxxNW0D0U8S433qgb++mDV083UmQQoJz6zkZlagAYE6Lx/H1i7R5fgMORyjbenVOYaslGss5Li4PD7YMvECRkF2YnjYp7rYqRYzL2d/WgenpDJZpUjBkmMrJoMg6m0xWTKVVxojHVJ8xQETyh3m04pCNLptxVkoV3963GdzfPp04/yakqWdAKIyrYaA0pkE1pdbtdpMEDiF2X5No1SWdjbZjJMwk1pUKNe6Gee3VBOn791xpqk042/CzJJuU6xKamtfW6KQJEqGckTKsjUWbEFW/ujDiedGQ340vnpvLXI98TphdpNUO6HQAwKzUOp2utVPn5/AHER+sRY9BTxNf8jEQAdJn6AgF4fAE+Cuq5e5fyEWFyTnksOSE3N7BufR9ebFWMCCAESLXFKXICrFWIPpODlB6RFK71uHChWT66iY22u9bjov5udbhx4Gs3ypI0wu8fqWyDxxfArpU5EUUW1Vv7cKrGirsXZ8Pu8srapV+81ovLLb08yRTp+DGacz0b4QcEI72euGMBRbSO9H5yY0u+MWhDf76xGwEOuNhsw8r8dFxu6RWto9jNfbhpfGMF4fxQb+3Dd96qwDN/uYoPL7XCmBgzJefDqQZfgMNHlbTBgVLqO9tvf/PAMvxqx2LJ8eRUjRXZKbGotzr5sZe0RVZb6amv3MCnLO/ZUIB/urtYRBKrUAGoB9XXA1SiScWYQY0suj7woz9cotJYLHY3HlqbN4FPNDGY6hOmVCpGvbUPr55uxDlzj0jEV+rdhkM6sql6T99TIvtZoTApWeg++5dqHKlso6I1lMimzORYycimB1bkUO1Wjihno2bkMCtZ2ZqZ6COFeu6r7WISQ0qPRirl0Rfg8MHFVuq75q4+iqSSEjBn31F4Ki6Xbif1PSB48i10CqvpcCIlzkCNGYEAh4rmXlzrcSEnLY4X/27rdWN+RiIV4eP1c/APij8/vC4Pu1bm8IRdYowBty/KRKutH/PS4njdpQOlVXji7Yt470KL4qZXGCVCcN7cjWIFwqjMZMHBE3WSkXKRku5s1JAcyK3k+hirj8RCGLkmRZoIv89xQPlgGWwpzggrsgigCaPbF2WivKkHwkcRCguHq9c0XLAkeZnJgl98aBKJmrMRfstyUnH44RWjPo4rHcL9+6l6NAjI9IRoHW5flAm7y4Mdy+YgMzkGr55uxOzUOFxstlFpfGS8Hu+DDpbY/OBiCyz2Abi8AT6FdWEE0acqhod8YwIWZiWhsdMJg04T0jAjnDW6sG6v9bjw8Lp8UbqxlLYSO7ZImVqoUKEeVE9/KBFN+vF+GBXTD5PV4nY4kLJgVgF02AcUf75eMNEW1iPF4bNm3kLc4w/g+WM1qOtwwuX1QwuAUAsurx+Hz5oBQNQfhmvh+vjWorC0oKRsyx//7wrqM6drla2YyTUOnzXj09ouWdt2OYv0zcWZqLLUhnxWq1OZjGKfU+65f3P/Tdhx8DQjmq2VLFu2HLcUZ2BZTir1XY8/qPlCrI2F41pFsw1HTe1IYGzb82cm4pu//5z/v/B6qwqMOFBaJfk9AtYm3iIYI5Ji9LAPRiy5vH40d9ORL063F/s2FuCoqR1Rei0qW+zBawY4ONxenrADgCOVbbirJAuf/nATgOCYvf5f/gpzdzCip8Xmxp43zuPgA8tEfTNYDp2iZw9wUOzLwn4vxHAsjLcUZ+DhdXk4eKJWlGqm12r4VBQAsu0WoPuh8PNAkDwRCsJLYW2hEYfONvEOff4QZUCenfz9p+9fpsZCh9uLx9bn46UTtfAPOlIVZSagqt0peo/RtoBmLb0fXJOL331cz5fH8SorjAnRePqrJfjN/Tdh76FynK61YlWBMWQ5jQQr8mYAAGUzX2ayoNrioD5Xb3Xi45pO+AMcGjrrAQzV/cPr8uBwe5EYY6DGs/G2Lhf2AVKuQvgC3JSbD6cqIl1zbynOQEWzDc+UXkVFs000D7PrGofbi6e+ckNE9yVRwAD4uXOstR9VTA0Md82oYnpAJZpUqBgEu1gd7UXcVCaxco3xVBRAAMC8H/4JAND4q20T9FTjj5FOmBPdBjqdNEHY2tPPLzDZrcOpmk7JTY0cOTOaYBe0qwqMPNFAfg73GqHKXGrxvGROCrQaSGrOCOHxBxQ3V5E89zt7VqHMZOEJPuHmFIDi5vidPauw91A5jpra4RlkfFxePx5+7Rwyk6LR6/INkodNVFTOspxUON1e5M9MxFGThd9ARum0WJaTiroOB1YVBAWkySaCfK+910U5DrHlJSw6p5t2gfMwrNTm4kw8vrUIDZ19OFnVwV+L9DE5opFE6LEbX7lN7+GzZln9rkSGQBO2G7bfP7gmFw63l2pTkfRth9tLlVVRRgJ+sHUBgCFiV/h/uXYr7IehPi/1fSExFOl4JjUWbinOwJI5KTwhUtliR5ROi41FRqo9j/b4wW6Ug/2AbhNW5wAee/0cXtp1M+5ZOgvpCVEj3vDI1blwLRFr0KE4OxmnaqxIjDHglU8aKNJSr9WgqdvF9xfhc7u8fphag86EZCwW/m08iR2W2GTLVzP4GRWTD0KiXooEUlrXkAMGMkbL4aipXfSzSjSpAOQP9FRcH1BT56YpprqOzERgLMM7p3rK1TdWzcMHF1vR2+8VuQr936M1+O7m+WFfayqHV4cKQw+lfxSug9BY9N8ykwWvfWam0mxcXvHJNAErTswKLo+nPpqczlA4GM6zvnq6kbeeV0IofSa555bTbZITRA4nBW/b4iwsyEoSpQw6B/z8zyzHkhSjR+n/XI+zDV0it7EtxRl4aG0+Op3BtBihhpLL48MNs5J5FyIA2FBkxLbF2ai8ZoM/wPFpU0LtJinotRo8tDaPT48k4uFzZ8ThVzuCAuVyguZyekdSuk1lJgteOlkvm7Lm9vpwtd0BX4DDH8pb8M/vX0bFtV6UXm7HtsVZvB7JY+vzRQLjUnpHSmMbm1ZF0v+EbTWcdhvO53ccPI2fvHsJr39mRm56AvX31QXpvHC61HimpC+m5HJW3tTD14uf47BuvpFKWQ31bjsOnsY/vVeJE9VWStg+nPLUaYBbctNEqahAkPx0ur343amGEc/FSnM6u5Yob+pBRbMN5eZuimTVAEiLj0KfRxwtR2Du7kdDZ7+o3UqNPWO57iPaUnaXBzfPmyEqX70WsLu8VJqiiolHmcmCfy2rpn7HiofL9WUSpdTV5wnpbielHzjV1ncqxg6qpu70hpo6d51hrCNzpivGMrxzqqdcAcCx728AMBTJNBxMh/BqYQSM8EQbAB9d8dbnzdhcnIG6Dgd/EsimrR0+a5Ykqg6fNeNUTSd8AQ5vfd6MF++/adRO/aVSHuSg0QQ3QoFhRDsAwbp+78I1zIiPwv5N80f8DmOV4lJmsuCFY9Xo7vNg+9LZeHxrkWQEy1FTO6osQ5srEoUS6r3Y52bTwPYeKg/5buGm4JGTw4dfOyf5d5KaRbC5OBPAYBrVGTOf/hal0yIxxsDPI3qthrqOzeUTpaAVZyBTxikAACAASURBVCfjTH0Xpe1kTIjC12+ZS6UxsSDRR+w72V0eqmz1weww3L4oiy+vtYVGvPV5M3XtnBmx+Me7F4nqJVT7v9xiR2WLHW993gyvP0BFmLxwrBof/MPasFLr/AEOLx6vxeufNeLZry8JKxop3L4RaUSkMB3T6vTg0dfO4eXdN1PflUuHCaedyn13JHPppmdP8NGz58092HHwNO94KIctxRl4cE0uXjpZB3+Aw/GrHchnonABQDfYjOXm4kjKV2lOT4wxQKcJpiPqNKDSE4XgEDr9luVF9VoNkmL1mJUSS/1+PCKySTRWrQSJ5wsEUxQ/re0atTlLxchxqkY8V5BxXwipvhxJlBL5fTjRTypUqLh+oJ3oB1Ax+pBaAKkIDbL4370yZ9QXaWsLjYg16AAMb9M+XSC1cJmqIAv71z4zY/+bF/D8sRqKSDpS2YYqixMvHq/FgdIqxev89P3LOFBahf1vXsDxKitPBhBCajSwttDIa7mEA0Iy6TTAg2tyI+oPhFBssblR2WLHnjfOo8xkkf08KQOlz4wFykwW7HnjPCpb7GixufHi8VrsPVQuGgse31qEH2xdQPXhcEgmKYRLGgnBptwppeAFI2Piqd9lJkVj98ocHHxgGfZtLEBRRgL2bSzgNwMVzTZqE7y5OAMOt5efR3wBDiWzkpASO3Q2xaagOdxeVF6jo4t6XV48vrUI8zMTqd/PSo4B4a70Wg3WFhpl35EQHr5AcDPLvuuL99+EjUVGbCwy4ne7b8bJJ26TJT9I/UXptNDQ3BlFLLExT1da7Iptc22hETqGjLO7fXj0tXOy39tSnIGnvnKDJNks1RfY8SacvnKhqYf6OQDpjacUhtNOCYY7l5aZLCJyiG1TcnC4vTyh4/L6sbogHXeVDEVhxRq0eGnXzdi5PEdyLo60fOXmdELIEDH7rTdk8Z8bKXJmBMml7j4vKlvs2HeonH/OsV73UWSqQoQiSSdWMTkgbKdA0PE1XBKIJaSkCCohHt9ahNL/uV4lmVRMOkzUGlOFGtE0LaEKrw0fYyVsPp1ylBt/tY2KahJqNIU6EWZFlkMtXCYz2IX91Tb5VKujpnb8YOsCXmdDpwGq2x3Ye6gcx692wOX18yfgoTAakULaQYswpfgmwiP4ueAmLhKwBKIvwA1GainrmZCTeCAyvZnh4lSNVUSYHKlsQ5nJIhoLIunDRNcif2YirwVDPh+JbhPpT/cMWpqHK2B87PsbsOnZE2iw9iHXGM9HI5L3YDcCbH3VdThwz9IF1DwyZ0Y8uvs8VCoeAREuv9Jqp0TES2anBMWP2x3UZ2+cm4qWwTLwBThUNNvwm/tvop6ZvGM4hIfV6UGPcwAVzTZKlysxxsBr3OxcnkPVX0WzDQeP1yKAINml1Wjg8QcQpdMiwHHUOwYA7Dt0HpuLMyXLfktxBrYuyqTqlXwvkuhVYV946/NmrC5I47WNhhMVG6XTUhFmgLSOjtS4PRxdNCGGM5dKERQls1PC+q7UuufdCy38313eAN690ILf3H+TZD+OtHzlxgM2uq2uw4EH1+Ti0JlG2Fw+2euFA5+fbpdCjbixXvcJr68EORODkSKcaLOJ1kCcjBjJ2lONUlIxHaBm+UwsVI2maYhw7ExVjD+mU47ydzfP5/8RhKNDJWXPPlXB2pQr6dDcd+tc7FqZgwVZSWjo7IPFPgDHgA81HU5+40As4oUgltZC++AXj9fC4fZFbCkt1LPhAFHUhlYzpKcTpdNCp9XAz4mtucMBq9eg1QAtPW5en+ovpnaUmSyIj9bjVI2V0jNp6OzD4bNNo65nJqVf4gtw+KiyTVR3cvpsofpwmcmC77xVgT9dakNXnwc1HU5cvNZLvUc4elPEmv2lk/Uob7LhqMmC722ZjwNfu1GklSP3bt9YNQ/f2Twf31g1T/R5VidNSl9j18ocfh7JSIrBkUGdpgAHzIg3UPpes1Nj8HlDN9bNn4kAx6HLOYB56fFYlpOKT2s7qSiVzKRoWOxuSvPJ7vKg3T6A0isWcAB6+r28HoicPhMpoxeP1/L96YvGblRbnDh4og7nzT34orEbjV39aOzq57WWHlqbh3xjAqVPtHdjAbYtzuKtu+9enI3GTic6HQN8P/FzkNXHAoCzDV24eI0mm7UA9t1WGLL9kvr7tLaTf1c/x6Gxq59vOz39XpSbu8EhtDYYgcsboOr1rpIs7N9UKLo3O27XW/twoakH5q6gBpdWAzy+dQHqrX1jqv0o1FoCghpiP9lWHNa9pNY9P3n3EkW0WR1uPLahQLIfs7pZ4ZSv1HXOmXtQ3tTDp7x19XlwuaUX6+bPlNSNigQ56UGyl4xXQi2ysV73ketXt9vR1SdO99NqgBtmJUlG6Y0U4awtDpRW4ck/XkZFc++U1MEcS4xk7bm6IB27Vs5T9ZZUTFmMpf6uHK43nWRVo+k6xFhF5qhQIQf2RJg4Xp358Wbqc+Ha3E8XCFOUthRn4JnSq7KfZcmfzUw/looUCjdiQs4OXa/VIBDgEOCCG5eNRenYuTwHwPCjisj7ksir9IRoHK+y8vck9vWf1nYhLopO5zO19vIbqdHSM5M70dpSnIGDDyzDLz68AnO3C0D4qa3s6bnwHizY9xCSSwdKq/Dm500Ax2FFfjpcHl9EDlNCLZ03zphh0GmQGGNAyaxkkXMduZ+cTtpRUzt8AQ6HzjSiobMPvxnUWtn63EnRfUkEnl6r4cuuylKLfRsL8Nj6fD4NKUqnpVyqWnrdIkJ1c3GmqG0fOtOIJXNSJO3olcr6dK1V8vdSDoFSUWvC/wcF/M9TAs5yKWRsxEdSjF5Wo0kI4btoIXbvc3n9eOFYNUxtDj4da+OCmXz0j9L1w4lIYMftw2fNOFPfTZVhgAPvJEc06MZKh2dF3gxYnR5Utztgd/uw/80LYZ9As/UZSVTWaEQd82lzDHPt8vrh8vhEGmmRQKMB1s834mqbXfbeYx3NQ65L2qswCjfAAUvnpo7Jvdk2+uT7l/H8sRoYE6L4ueqlk3X8s0xVHUwVKiYLplN04Hhn+agRVDTUiCYVo4KJZG+vN+Z4soI9jQaCjldvfd5EOQ5JYSo60ck5XgkRo9fizUdWUL9jo0eUUN/Zh2JBxBL7XSl3LTkIT7z3bBiK4EiJM6BhMHJB6BA10gi81QXp+NaaPOxcnoP4aL2obZD7sak9wk8MJ5oKCIog/+idSzh4og4ubwA1HQ7ZE618YwK+uToXixTct1gIT9hLL7fjd6fq8c75a/DKbCLl3oOQPi6vf/A5nWjsCs9hCqBJJiBYdv4A0O/x81E8rLvhUx9coSISiAPR6oJ0fFbfjc8bukXudmy78/o5nvRIjjVQpITd5UFjVx8VmVOcnQiPzy+qawBYlpOK5+9bKrqH2xfgIxP2byrEY4NtFqBPKFnctjAD13pckul9ezZI95UDpVV44u2LeO9CC4yJMfxn8o0J+LLdIRlRxULoynXfrXPxxkPLw440JO8iFWkIAFbHAE8+cRxQ1+FExbXwIjdCRSSwkTwxBi1abG7R5yx2NwYG68/PcXC6vdg+mNKphHDHdtKnajqc6Orz8PU3khPoSN0qRzrmse1SqwnWZ5ROi7kz4lDf2Sf/5RDQazWIi9JR1whwwehLX4AbN1db4TyyusCIyy29EUWBDQfs2sIxEIzobezqx0eVbbC7vFS56DTAvo2hIwlVqFAhxlR3yWYx3lk+ExFBNdFQimhSiSYVI8ZEDkrTbUBkMZVINDKYf3Cxlfq9c8BPpdixiMRCdzJBuPiN0mlRnJ2ITucAtVF8dH0+9S5lJgtqOhzQ67Ro6xVv5lhwHFDdbkdmciyf7uP1c2i19WNeWhxvix4upOzQhSTQWG0WSNto6OyD1TEQ1ne0GuCRdUEreSWwfWTTsydwpdUODsE6+qKxG7Z+D1yegGIqYCSbTOFCws9x/AacQK/VICspBmvnG7EyP012cfPE2xepFDIWUTot1s1PxxN3iIXHy0wWPMfYVrPwc+JFjpINtVyq0eqCdHxwsRW9/V4kxuj5tDmOAwpmxqNDUKfL89JwssrKk2V6rQbdfV5ZC/ekGD1PhHj9HGosdv4Z5BZpbN+bnRqLhCgddq+ah6fvKeEJn+V5aZidGovc9Hj88M6FknUQKh01XLKizGTB00e+RLt9AJdbesOei3wBDkcutUoSTHIgnx2NRSzpm063FzEGLb5sc0imAbPEXW56fEiiKZKxnSLcBk0IIkkTFEI4JhCSMkqvHfO5lG2XwKChglaDO27IwsVmm4hEDhcBLljmrTY3fw1CnrLpx0ptYjTWFGSsXF2QPi4bOKW0vQAHcBwHjy+oX6XTavDYhoKQ84YKFSqkMR2JkvGULhlOGvZUh5o6p2JMMRyR0ulw77HGVAy/3FKcgcykaLTbhzaemUnRit+JxEJ3MkEq1aLMZMELx6rR3efB9qWzqfc4UFrF22+zDlVKqLI4qfSR0U49HE+h+roOJzgESaTi7GTUdTgorR8hAmGIkLN95ME1uSLXKgAwd7ugBXDDrGR8Z1PhiN9RSRhXC+DgA8vCuseM+CjJ6JEonRbzMxP51BCpa52qsYYkJ6SEeZXSqeRSjfYeKufL1e728SkzRCScpEICQFN3P5X2l5EUTb3jjDgDuvuH6pUYApD0uPyZiTC12iXD3IVi4XJttsxkwcsn6+ALcKiz9oWsi3DSUZXIJfIMUilocvfdcfA0Kq/ZUDI7Be/sWYXHNhTg4IlaRZ03KbBuZ3JjTzhg0+WUoNdq+JQlJfz24zrq5/84VS/7XGx6w4NrcuFweyMek8pMFjzy2jlwAF7/zIzf7r4ZAMZlLhWOpc3d/VS6sMPtxeqCNP53LPSDmnhyPFSsQYedy3NQnJ0saQYRTmrIWKwpxlqmQdjHfrB1AR5+7ZzoM809LuzZUDCs9qJChQoaE2UoNV3S9aaT+dNoQCWaVIwYE+lyN50d9qYqiXbmx5ux4umjaLcPSGo0sZjKTnRSGi9SdVRmsuClE7W8hgSr4SGF+CgdHwUy1vU/HppuwvYc4ICb5qZg/XwjrxcEgNIwCce9iO0jLGkgRADAlzL6JpGCLCReOFZNkSwAsDQnfJ2S/Zvm49HXz/EEgwbAhiIjirOT8conDbjc4seZ+m7JDaFw7NMAuCknFeXmHp58KpmVJOtK+PjWIiyZk4If/+ESXj5ZixvnpOKdPask9ZAAsS5RjEGLHcvmYG2hUaQ51uMc4OtRr9Vg+9LZeOWTBri8fui1GsRG6bDMmACn28sTXcIUwPPmHizLScWi7CRqkbbp2RM82VVn7cOvPvqSctMjeOFYNZV29cKxakWXKpbo1GqkndmkvivctLMnvp/WdvHuhULsOHiaPy0+b+7BjoOn8c6eVTC19sqSECyidFrKka7MZMGeN87z7/3i8Vo0dPaJHA/lIOxHBDqtRnacWluYHlZ6qZex0WQj/4QIZ3Eezkbk+/+vgu8DHIAf/+ES7izJCnsuHelmh4ylB0qr8HFNJ/yDp9qkTUkRerNSYjA/I1G2/osyEvCDrQsAgO9LFvvAoPi1DY9vLQprYzPV1hRSxFiUTkNppgFDhxJPfeWGCXpSFSqmDyaCKJmKB+tKUHWSh6ASTSpGjIlkbyfq3uPBvE9lEi0UuSTEWFjoEnv58bbkldqkA8EFvj/CaAVhqtFkqP+Rtnm2PSfGGPC7j+v5v+u1Gjy6Pp+yow91H/aam4sz0dTdwG+mdIPCyrxzWJji6XL1KMSW4gwcPmumfpcUo8c7e1YpXhugy/LlXTfz1yHv/NP3L4fcELJj3+GzZlGEk9Jm+tHXzoFs+4WEh9T7spFO64sy+E1dRbONIoozU2LRMpgWSogPISnXYnOjxeamRPJZIquuwyEqxwYmUo39maCbSa1hfxaWwb5D5VT0FRAUXA6nfbObdmH5AMEolsNnzaI+U3mN1nUjPxdnJ4dFNGk1wMPr8qhx7VSNVZTaRp7n0NkmPLY+X3EcZI0CVhek8WQnax5AImtCgYiVC5GeoBzdqrQ4D2cjUmaywM6kovb0e8KeS0drsyMUBddpgAfX5PLXeeHvl+LJ9y/zfQQA5mckYufyHJEJABAc+3+wdYFoXPAFOLTY3DxR//jWoojHy4meU0JBihh78f5loqimqfAuBNMlakPF9MZ4EyVTjQRXET5UoknFqGAi2dvxvvd4Me/XU/jlaKaDKblqjSWEURlHKtuw91A5v2lfW2jEW58385sIDQCDwIlLCeQ0eyLrX6rNA7QrXZnJIiJMhGDb86kaK/X+vgAHh9uL33/z1rCfS6qPLJmTQv0sTFkMZ0OiVI8sOp203lROWlzIZ5YqS/adw90QCse+X3xoov5W2WKXjKgBgvXGtjyWABFCKtJJSObu21jA/18uFZaNfBKmyIbjDpZrjKfSInON8ZLPun3pbCpKbvvS2ZKfO3zWLLmpD4dEAYDEGEPIzwSJAys1T5TMTqEEo0tmpwAInSZKIJVSGiQamyQdzfwBDi+dqMWSOSmyY4jcXCPsS0BkLpRSY97TXy0J6x0JlFITpTYiUuRWalyQ3JJKc2bfZ7Q2O8Lr+Jn6ItcjJGeUTsuPl2xqXUqsHvevmMd/Ry5lN9x086m2ppAaB7cUZ+B3u2/GqRorEmMMkyZdLhwCabpFbahQMVqYaiS4ivChEk0qVESI8WTe1fDLyDFRmk9sVIbw5y3FGSjKTODTrDgARZkJSE+I5k+xSfpTUoye/53wNHsiwbb5F45Vw9Rqh58Dr430u4/r+U3lp7VdkvbnbHsWbkTDSZUTQriwF6ZMsPcgaWLhbq6Ofdmu+LMQbIRGqIgNILzxYzgbQp8EaSk3Nq0tNOKNz8wU2UQIDyFY3R9CuLFk7r6NBfjB1gU4VRPUWKqyDLm0kVRYqRRZIVl1V0mWYhTZse9voDSapNLmAPkIyVAbwVnJMXjyKzeE3dfCIYZI2xbW8zt7Vok0mgAxcTUj3oDuPvE9pBbhW4ozcPCBZXxd3TgnFaVX2vnUNz8n3xaE1wCGyBrSj9jU4HCxpTgDL95/kyL5rARhOuDhs014dH0+Yg06aiPCRq6yRIwGgNU5wGvckXFCbsP/lytDfX0km51Qm6YtxRl4eF0e/+ykXHYuz6FS62wuH175pIEnCeVSdiNJN59Kawq5cXCyvUO4BJIataFChTSmGgmuInyoRJMKFRFCZd4nNyZK8ylUVIYUKfH7b97KR9BwCKYw7dtYgJ3Lc8KecPceKsfJKgvSE2Lwj3cXj8kELYxO0Gs1uNJq53WFXF4/3rtwjYoO8fgDYW1sh7sRjfRkOJKNiUGnxYDPT/0sB2G6C4lMUHpmcgrPbphZHCitwpufB8slMcYQ1rNvv2m2SO9KKRLq5d0348d/uISefg+v0cQ+L6v7AwSJHJbMfe/CNT7NKtagw10lWajrcPAEACEEluWk8tpMwmsSskpIMB0orcKbZ82ARoO/v3UuHt9aJEsusWAjJIXt5dAZMx7bUCBKVbtxbipFspDvyfVDKfFqYfkLwdazVHolS1zdODuFJx20AObMiEWeMUG2n7Bt/EBpFa8LF848NZFC0VLl/PyxGkpr62S1FQ+uyeXJmYpmm2TkqpQYN7upl9rw/9N7lZSJBSLyARS/t9KmiaTWubx+NHWLiaRnSq/yZC377ORzE5UePt6YbKQSIG6v4RJI6tpRhQp5TMa+rmLk0D355JMT/Qxjht/+9rdPPvLIIxP9GCqmGYjV7lhb+qoYHohNut3lwX2DG9TxQCgb9PhoPUovt8PPBa2vf3jnQuQbE/DCsWrKstnu8uCf/3ZRWFashKTy+jn0urw4cqkVxdnJo26lWm/tw5HKNt4Vid2COdw+6LUannzSazXYu7Eg5HPkGxOwfeksbF86K6JnHkv73T6PH180dvM/P7wuX9aSPd+YgAVZSUiNM2DPhgI+JYe1Dz9QWoUnP7iCimYbLrf04sE1uViYlYjH1uejotmGpz64gnb7AFYXpPPRQi5vAC5vIKQt/IHSKjz1wRXkGRNwa+4MtPb0Iyc9Hj/frhydk29MwCPr8rF/03zce8sc0d9fPd2IC810Op3d5cGulfPQbh+gymheWhzvLOcLcIgxaHHkO+uo9+nq86Ct1833yac+uCJq97tWzuPfaagM/IplsPdQOX7y7iVcarFj2+Is6m+kLj6t7URNR3DjzgEob+pBXJQOjV39/GdrOpy4eK0XR00WFGUmot7ah/1vXsB5cw//O2EbZeeBdrsbdVYnldZ0V0kWVuanhTVPsJbIT9yxAHeWZMHp9qLF5kZ3vxcW+wDuLMkKq6+sLkhHcXZy2PMU26ecbi/Km3qodjwWIATXeXMPSi+3o7ypB/HRevy5sg2OgSG9pX6PD+VmG9rtA7jYbEPlNRslNk7aD7Gxjo/Wy1pMs2W9Ik/sBkc+w9Z7uFCy01Yav/KNCchMjg1pj726IB27Vs6THRdUjA2E7ZW0j55+L8rN3eAQjMxNjjUgPlovqjN17ahChYrpiJ/97GdtTz755G+l/qYSTSpUDANKi0gVE4+JWoRvW5yFxzYUiDa8gDQpAUC0ab/v1rlhP/dP3r0Et8DJiQNGlXQhePV0I8qb5DV8gKCYcadjABwAvVaLbYvD2xAPB+xGUWojNlxESlQKxwKpTUi9tQ9P/vEyLwbvC3CovGbDYxsK+KiMrj4PT6YcNbVTBAxAkzBCCEmcLxq7cWvuDPzH/7gFO5fPHXF5+AIcPqpsg1D2h7RNtoy+smQW9dkOxwBPDMkRSkrtnv2OXBkQotXtC6Cmw4lqi5Pve8K6uNbjot6D44BWm0tSoJ9s/Ju6/z97bx4e1XXm+X9vlaq0r6iQBAIZLQjLyGGLMTsKVpOQ/BLSnk68z5h4ATzt7p6OM91O4sFOxtM92E//4l/bOM4zdpsY4u48ju3YcVotGOxgMGAQGEEZIQkohIRKpV2lrbb7+6N0r849ddfaVJLO53kSU6q69557tnvOe9/3+45oGjOFtv9dQ/uEYSxoZMpLs2DH+lI8/91q3c8JuU1omS0DDdf7xLFn1Khq5DlFjimr2YRW1zC+uDGAD77owBdt/bIb52hAGl38PI9rPSM4ZHdikS0DNwnBbI+fFz2c/DwfktGOnjfVNvX0d81dQ/jixkBI2aJtxCbPqzZ/MYNE4kIbCa91u3H4yy4iEx6PK90j+KjxJjy+ANaV50tePtRWFbC1I4PBmFGoGZpY6ByDwWDECTnX4Eiy7tHhemadqdmNsqHChgMnryumOwcADryo+aMndC4S9MTzK4U96RFtDVecXi6EAkCIQWPMF8Cj+08jL12qyyP0ATL0E1AO/zSqR2Yk4xGt+7N9ebHk3HQdFWQli15NZFmUQlnV+r3eOlDTRSPbQk4km06RTrKhwoZzbf0wmzhdIvJ0O9gyk8PqP3Lzg55wm2hksqqtKhBD01pdbsl3R5pcOHGlVxJOF63sWXIC16NeP84SgulabKsukq1vtVAM+js5ke1YhTfpmb9YGEliQovcX2gflHj4CtOKP8Bj35EW/OlyF5o63fD4A0wAnMFgzDqYR9MsQS6cIxFI1HIxGPEkXA8sIVyvo38E87JT8b//4iuSjWC0xlaZLQMeXwCnCQ8UmtvmZcE5OG7Yy0itnGrfqXlryHkWKXkcRXPekfNUKJmTLoZM0ox5pQLeggeV18+j1TWEVKsZO9aXKhot5LyCRjx+2Tqrtzvx+K9P41zbAP5wvgMeP4+6i5345yMteO6Di/i3z6+jODctxLPivtUl+MH6Us2+2TvslfVQUvMQU+r3wjGtXUNItSZhx/pFeGprZUh/ON8+KIbEAcDXbi0QPZrItuBUSy6FA7AgLw2vf3oVHn8AZi4YPvngGmX9rUi8ErWgvVsASOogWn263u7E8x99ic7BccjZk0nvHq1rGpl7ymwZGPX60dE3ghGPD5N+IcrQ7Vmcm4rty+fruk+lMgh1/F+/VoFvf2VezL2JEt0rmq3N5LniGsafmrsw6tXOGMsj6N0pzP2x8pBjMBihsDksfqh5NHG8zOJ3prBq1Sr+9OnTU12MKYcU+Uy1mBPmjUqilovBmO7U252S9NlyGeDCYd3/Oox2IpxFQBi/wGQKdPLfetI903OAEBZFnl/vPTzz/gXs/8whfs5INoPngwLsjt5JXZ6H1pRIMtZFA9rTg2wLOarnZ8HjC4Qt6kuKAi9bkKNYnxv/9xFcJ+5dDhMH/PLBVar1fOfzh9A5OI7CrGScePouxbLQ96LkAaMnk5xwvNy97T7QoJitbm9dE179pFXVE0+O+TkpEu8sPf0kXHFmUiReK1W73Lg+2uyS9HWjfbre7sTBkw5cdg5J7pmGrHN6fJHXJNvJxAUN0E9uWaxrDjAB0N6+A8lJHMZ9k21aU2nDGw/foet+44lQt4DxrHtTCVubyUPWSziwumTEi2h5nE5X2BwWXziOO8Pz/Cq571jo3CwgUVOqJmq5Ep3Z/gBhaHPwpEM0bHj8ARw86YhKX6Ezm22rLkJ+hjUk9XSk6Z5JIxP9nR7ocBz3ePC/w70j4mZWbyYuo2ONzAr1Qt0lWJNMikamVItZdROuBzKE7Zn3L8iG7h1tdsE5qGxEEAjwUK1nwcgEBL147nz+kMTYRIfTCcaXsrmZOHKpK6Q/bHnxY7S6hgEAra7hkPORKPUV2rhEMjTmNWxkAoC8dCt6h72GskOFE24pt3EV6gcINdp+0uSSjOs9v7+A7cuLYTWbROOTkVAvJSNoqsWM5CQO/aM+pFtNKM5Nw11VhWK/UAvnI9spwAON7YN44kCDorFb8ntADFcMJhfgZb2rSCOTVrbHeEMaDn/5SasYtnmspSdqBv9oIjfHsbWZPGS9GKWm0jatjI2M6UssMojquWYi7UvYHJY4MEPTLCBRU6omarkSmal4gDAYAnr1pCJJgWQ9ZAAAIABJREFU91xvd0qMTORv9SLozfzLsasY9kg3BgFIF/30AkkwppgAmEwcfAHe8FgTRLoFkibOI+f5JZf6PNwFG1mfZg7418+v48AJB/x8UL+LxMQhZBNv0tD4kqZ/D/1MQtaBkKodkPaHqxNGJvJ89XZn1FKDy+n/yFGSlwpH7yiAoOHiyS2LAWh75JH3Go43k9zGddTrx8GTDpy40otRrx9vn2oDAFljZXv/GH5JeWyda+vXXe6jza6Q81YWZOCHW5dIDMZNTjeu917FsgU5oiFVSWNITs/N4w/g5x9exFO/PRfieUa36471izA05kVb74gkE9z8nBSAh8SjkixrPFHywqO9ucjxFWvdunCg1xM1S+biRGs3Rjx+cAiGfrG12SRkX7WaTchINqN3xKt53LbqIlWDOIMRTeJtZEnEfQnbXyYOzNA0C9AjPDkVJGq5EhlmpWfo4b7VJTjW0iN6OUTzjb8ezw2thzz51v/O0jyxzEJYDs226iJD/bze7sTrn15VNDAsyEuT9bwSvDiAoEEqMLFTNDrW3jt7Q/K5ICsZW24tCPH8osv88w8vigaPt0+1heUBcWdpHi60D8Dl9sBPeH74eaAkLw0Dox6sLbfhu8vn42izCxc7BnHp5iDyM6z4ybduU71eYVayxLhUmJWs+Fu6DgTI/rDIli56NAkoed+Rz4tjLd144sAZVBfn4J1daxXLIBxz8KRDHA80VrMJNweC9xTUYypVbCM5pAa14H/1GpvkDGGpFjMAiH9T8oYT8FEGHSFUUM+CnxY2tppNEsMN/bwh20ZJrLq2qgA7N5Vh35EWMQyOA8R+/VHjTew+0CBuvJXWAfV2p2hsS7WYsefbwdA8MhwiGkYmvYZdwZjoHBwT54hW1zC2vPixaGyivblItIy4UwHdvnIG/h3rF7E1xgR0Xz140iExhsrBjEyMeBNvI0si7kvY/jJxYIamWUKiZjCZinIlmounEZiVXh41nZbZSG1VgajfMhX9nHzIZ6ZYxBAu2rgjkGQKutuca+tHW++IGAoEhLdQVwtxIMOL6AXSqMLLaSNjrd7uhJPy9KEztskds+utMyFGA0HfRWjHc239Ej2mo80udLs9aO0akoSnKd3DT75VJekLRvvFiafvUtVoIslLt0o0f0ryUrGpcq6kPx7+28249ad/1CWsK5T31U9aRePUGUcf7t53XNPYJPQ70uBkNZuwrnwOAIibRT8fDLczgtHMf3TZyHEiaDQBUDSMaeGnjKOAsmeWME8o6QjRhqhjLT2KHmckT22txLIFOWLGwm73uCTcjc4WKLcOII2E9N+iNa+Rc9GBk9exc1OZbNvRHookra5hsU5oj5cAz8MX4GECsGtzecKtN/R4/H1y2RWWdtxMhe6rwjg1ccE2/vCLdtGoCgD5GdapKCZjFhNvI0ui7kviub+czvvKWMPEwBmzingJxMVy0mETmhRaz4e9QUwc5MYbLV4sh9VswuLCTNgyrGHpWpDXtZpNqCwMZhzJz0iWnI8uH+nRJFCSlxZioFG77t+8fRZuIlyven4WPvjLDarH0eLKAkvnZ6O1y41Rr18MvxOgP6thy0jG839eHdf5gjSeJZk47Htgpez1jQrXL/7xR/D4SY0eDpf/5zZD5aLF2iN5JtDzzxM15aIRUI/AN1ku0uCjx1tCDavZhEc3loqefeE+7x5+45SkHHrFxtXCyLZVF4kedeEmCzCCkig3Pe7MHPDqhBg+2U9eqLskCf+kIctGHgfoD7+cKurtTrx0+DIa2wdlv5+fnYJjf78lzqWaPkR7PmEwpiOzeV/CxjwTA2cwROLh4hnreOVE9U6bKui34/Rnhj5isVCgx9sLdZdQNjdT8ziPPwB7+wACAE5c6TU8hvS+0ZP7He1hs6lSX33U2514/NenJRtqEwdR70eNzBRLyN9MHGDLsOJCe7D+aKOSmpEp1WLGvJwU0fPHPe5T/C2N0X6g5E1YW1WAfQ+s1NUGtPedWhmqi3NwxtEn+Wy0XLRXV7hvf+vtThy51AUgGB72jeoiAMDOt85INIq0wiBpUe5jLT14dGOpGDoWDuvK52BozCsZf0/99hzuv/MWQx4q960ukYSwKYXBknW3t64JB05ck4SRLcxLwyARthlJsgAjyNWt0Ba0npSfB16ou4Rzbf2igU7QLiINTTmpSRKDNFk2uf6V6Ng75I1MQDABBEOZaM4nDMZ0ZTbvSxIxdDCRYIYmxqwiHi6ebNKZJFyRXCOsLbdJPArWlieG2+50YfeBBnzSFAy5CvCIqnGUDs1ocrrRQmnyKCGYesIdQ3oXPvTvXrp3heTtlN454mizK0SXJdVi1lUGe8eA5HOG1Yx/uicoGi5s8vV4NJFZAI82u0RDk1YdkppZ5AZbqx+Q3jy09g4grVs14xH9O8EwIGegeWfXWty97zgab/QrajRplYsm3EUyOdfzAEY9Prz6cQv8VD/QyvxIi3J7/AEMjXnx0r3LNb1pBJJMHEwcB48/gFSLWdRlI8df/6hPDAHTMx8LbSYIdNNtJ/dS5d2z7SFaP6kWM35KeAXKZUeUq5toPK/l6pY0Cu3cVCZps+Ac1SoJQRz1+PBETbkkbJUMw0ykcBGjHG12hfTXlCQT0pLNuPeOkikNm5uuXhIzYdOtNccyGIwgiRo6mCgwQxNjVhGPt01s0gkSiUiuEV65fwXTaAqDoPi0HY7eEcnfo2kcFcYbuVk2mm4+3mMo3DliQ4UNb51wSIxNmyrnhlWGry7KE69LlkVNo0nOmKtnHpLTzAJCxZ/l+KSpS/Wz3DUOnHBg5+Zyxbng6d+dFw0DSgYarY1PvLwcJVn+TBy63eMhm3aBbrdyhj45UW6h751r60dLV6jxyswFPXCEZIIlc9Lwd9+4NaTfvnTvcjz123MSDxw9OlJ6wgHolypyIVjpVjP+33ukx+p9RiqNRSMvMJTqVkDQk6LnKBMmjd3HWnpQNS8bq0uDml5kWG71/CzkZ4SK4k8XIwmdqVJtbMYCpXpKxExWs4W79x0XvUb16OAxGLMZ5sWoDjM0MWYdsX7bNB0nnVh4HkUikmsUZlwyhpJxAYi+YUfo/+SmtWbJXNkMRySCWHM4Gk2REs4cUVtVgF8+uApP/+48+kY8+MqCXN39Ui1LIFmW2qoC0cAEQFUrR+88pCacriX+nJ9hxbAO4VvyGn4eeOXjFixbkBMSJvfu2Xa43B7Fe9JLvLwca6sKsGP9oqBHTIBHU6ey51FTpxv1dieAUN0eIXyQ1hESsif6+WAopYkLerGlWszYsX4R/vXz6+ieqK9W1zBe/aQ1ZENYW1WA+++8RSJmfVdVoea96fHMpcWvL8ro/Iz7QgXNjTwj6bFo9AWGWt0ePOnAhfYBjHj8WFKUhVSLWZyjyuemi0Yzjz+AfR+3hHgsevwBXGgfBI/JEF8AEm+nRDeSTOV6hXwOvX2qTTLfq2U8ZMSWxhv9qp8ZDIaUmeDFGCsSytDEcdxeAP8PAA+AVgAP8zzfz3HcLQC+BNA08dMTPM/vnJJCMqbNm7qpZDpNOrHyPLqrqlA8n/CZoU293YmffWiHc3AUhVkpminnw0HJuJCRbMY/fT/6m6LaqgLULJkr8TrbW9ckpmKnw8Cq52fhyS2LNcuhJPKrl0jmMqVj3eN++AJB3RM9GboA/VkCjb7l1zMPbaiwKYqzk2FGcvzkW7eJulQmLvhZDlqDiueBXxxuBgDJ/Zi4UHcg0uimF6NejmTo4NCYN0TEW62fDI15RW8jjz8g8YQhEbyzhFBIuv3k2oocpwEe2LQ4Hwvy0sRy/OpPrZLfK20IhfncyMsEPV5HpJGirXdEVrzcF+Bl+1C4z8hwXmDQ16J1m4Cg58bKklzcNi8L3W4PvrjeJ3qNAQgxMgkIfxaMIbSulpqHaLRe8ER6nqlar5D92+MP4EiTCyeu9GLH+kU4e70PHBecKwD9GQ8ZkaNXB4/BiDZsfznzSChDE4B6AH/P87yP47h/BPD3AP77xHetPM8vm7qiMQDmzjwTiZXnUTibm0QhUgNGJNclBaUdvaN4dP9p5KVbkJmchMxUa9iZ2Ejk0lqbOcTEyAQEN0KkZs7euiYxZEVuk7p8Ya5mOeiU40ebuxUzm8kRyVymdCz9Fn7P7y8A0CcIrGezF039N3JzSosbC2h5twleXGoLQ8Erh6bPPR5yPyV5aRgmQjlXlmj3AyX0epOpeff99vQN7Fi/SFW3ijbIkJ4wAETDU6rFLN6n8F+t9qPPTY97IxvCp7ZW6p6DtbSZSIR+W293ikYWEwCTadL7KhwPSaUNRzReYNC6TQKtXUO4s3SOZlZMOUwccLlzKKQfmTl5sf9oveCJV4h6LJB7Do16/ZJ5XUDL6M2IHnp08BiMaMP2lzOThDI08Tz/H8THEwD+01SVhSHPVAhdMwt3bIml55GRzU2iQL/t/tNll5jyOtbICUoDQO+wF73DXgDBMCUyc1I4kJ4IRlKwh4uSMVNuk6pnY1pvd4ZsRnwBHr843Kx7rohkLpPTphHqkqS9fwxPHGiIqK1I1LxM9tY14b2GG8jNSMZfbakIuR45j55r65dsTp+oKcc7Z9rQOTiOwqxk/Gx7ta56VJubBY+i7FSrrBFn+4piLFuQI7mfn3yrCu+ebZf1RJJLI05fO5xnhVro4KjXj/cabqj2Ezr0CIA4f1jNJjy6sVQcXwAM9XOtsKZYbAjDTdUsVw9620ItRTy94YjGCwxat0lgbbktZK4yQvvAmPjvJBOHAM/DzwOvf3pVDBUViNYLnniGqEcboc8cPOnA0eZu1UyaQFADjnk1xQdmXGLEG5ZIaWaSUIYmih0A/pX4vIjjuLMABgH8hOf5o3IHcRz3GIDHAGDhwoUxL+RsI95C18zCHXums+dRLKDfdvsnwnzi0e/kBKXliMbb3XiGS2gZM43qhAgaRTT2jgFcaB/QNVdEMpfRG9XG9sEQEWQBIWRKy+tHr16NkjiyYDhqHxjDrrfO4PFNZRIDhzCP7v/MATMnPe8heydOPH1XyLXUUJubyaxv/aM+MQQpycShIDMZ21cUi/MMfT9K9UNmoqsuzhY9eYRrk/do5FnRraEJ1Tk4BqvZpJpdjCz33rom2DKtyEu3yoZ/qvVzuRAorXEa7Q1hJIt9uqx6jpPrR3JlEMq2ocIW8QsMUrfpjKMP7nEf5qQn47vL5+Pds+26svzRkHN2ZUEG5uWkil6acvUYrRc80z1EXaiTYy09mAxElMfRO4onf3M25utAllyEkajE88V7vF/ys0RKM5O4G5o4jjsEQO5J+GOe59+f+M2PAfgAHJj47iaAhTzP93ActxLAexzH3cbzfMjKnuf51wC8BgCrVq0ylt6IoUm8hSOZhTs+TEfPo1ghp1nTp5IxKpoIoUiCRlNykhmDY6EhTXTmpERHjzHTiOFLySAnfNYzV6gZbbSMrrVVBVhXPkdWk4YmycRNCAO7ZA0g9EY7OzUJzsFxZKYk4cXvBaPFaUMMfV+0V4MvwIsp2397+gbuLM2TeO3QGczCDT+Sm5vr7c6Q8qRYTLh75QLZZ4ZWu9fbndjz+wuSTHRkuNio148X6i5hXk5qWM+K1q4h1e/9PHBrYSZWLMxRfebtrWvCm8evwj0eLEN7/xjOtfXrvt94h0CRmwgA+Nt/O4fBMR9SLSZNw1o0ketHtGfgwZMOHDh5Hf4Ab8iIuLeuCb85FZzL772jRFKfpIEjwAMu9zh2vXUGtxZlGr6HJBMHfsJ7ieMgZoUUvNfMJi7knqL1gmcmvChSCmWUI9brQNJI/lHjTew+0MCMTYyEIJ4v3qfiJX+895eM+BB3QxPP83epfc9x3H8B8C0AW3g+KAPI8/w4gPGJf5/hOK4VwGIAp2NbWoYc8fSEYBZuRryprSrAtuoiSdaq7SuK43p9cnztrWvCe2dvIMnERU2jaSqIpjGTNsgVZqXgW1+ZL2rp6J0r5Opa72b/vtUlIcK/NCYO2FCRr+rZQG+0hX8Pjvnw6P7T4qZfbbFHezVwhIixWvkAoCQvVVe70G836Y1zZopFXJx6KEvWpsoC1Qx5atdU0k8iaXK6cbV7JCwDSdncTE0PFluGVbX8tF6YgJEwpnBDoMJ560xn+yI3+aPe4L9rKm2G5hlhnlLy5FKCfMYLBhl7x4DkN8HEdfxE+fQZGug2Ef5N1ilt4PAFeLT3T4a/6WV+TiocE9piPA/88pNW7HtgpSQjoVz4XLTmxOn+oojOXliUnQwHkc0yI9mMMW8gIs0vvRxvcal+nglozRlMriIxieeL96l6yR+v/SXr4/EjoULnOI77OoAfAdjE8/wI8XcbgF6e5/0cx5UCqABwZYqKyYgjzMI9O4hW9p1oIWRFS4QyTfdNRKyQW5AI4uLhzhVGNvty+iJ0xjEOQNW8bFVdHjlBXBJhI6y22BPKKGg0bVpskxjdquZl4+Mml2xgytC4Dw+/cUrVqCD3dnNozCs9z5g3RO/IauZwV1Vh2B4BavpJNB5/ADWVNklWNi3q7U4cudQFINhWK0pyJd5SQNB7UCvznZKujxFPsXBCoMJ960xn+1L7HaAdAicJ3ewPhm7qEeYXki7MzbSirXdUNMiUz01XPCZovNU2NMi1CT2eZT0j+dAsmGpwAIbGpWNByLQHSA2+zCNbHrl1Hv38jdfGcG25TfKSaW35zHq5qTVn6J1TEmV9NJuI54v3mfySn0myxJeEMjQB+GcAyQDqOY4DgBM8z+8EsBHAcxzHeRFcx+/keb536orJiCfx9KBixJ9EzZrDDDyTTJe3P5HOFUY3+8L1hPrJTLHg1U9a4Z/YpPr5oAFGzVhOGqxOXOkRPUoE9Hrp0P2VNLodbZY3MgFBofkjTS5VgXm5t5ukTpXVbEJmigX/9vl1SbkFIexwBXyVRJuVqJqXbWjMkvfFA7htXhZ2biozLJJP9xsA2FZdZKgs4YRAhfvWWcu4CUA13JNGLnRTqyx00gWBUa8f+RnJiseZOE7xOxK5NpHThtu1uRz7jrSIBuLeES+sZhOWzs+CvX0gxHBMjyMewCCVsZFD0MOPFrufSZu1aEPP3fR8Fq914Cv3r5hxGk3k81tuzjjX1i/OO0NjXsn3cvqCibpmm+nE88X7TH7JzyRZ4ktCGZp4ni9X+Ps7AN6Jc3EYs5TpsqmeKUznrDmzgdn09idcvRN6EyToIwmbSz2bpKDX0+S2NktBo0kv9DXJDe+O9YtwyN4pCRlTE5jXersZ4HnJZl0436/+dEUz7E8LX0BqiJDb7AvQXlZayN1XOBta0aMsjNAx+jx0n1N7Hmm1i9KxwibihbpLIWGDqRYT7iydoxruSUMbdZJMnKZRRUmXR/DAU8pCpseIBUy2iZJGE/m7ZQtyJHXh8QewYmEO+tzjkkxy87JT0DviDTHQ+QI8qudnob1/FH3DXvAAfvWnK3j5/hUzdrM2k5kJxiUB+vm9Y/0ipFrMwVBVDrjYMSh6cTY5W7Ctukj83mo2iePw7VNt4osItmabOuL54n2mvuSfyd5aiYh5z549U12GmPHaa6/teeyxx6a6GIxphPBQPuPowyG7E5WFmSizZUx1sVBvd+LN49fgC/AJUZ5o0jk4js+vTToo3nPHQqwrz5/CEimjtx321jXhuQ8uonNwPGHvRS9vHr8mLkR9AR7n2/rwi0OXUf9lFy52DMy4PrmuPB8Prrkl7HZbV56PqnnZcI95UZybiuriHM36IesYAB5aU4J/27kWZbYMlNkyULNkbkR1XGbLQGVhJnLTLNi5qQwPrilBYXYq6i50wh+UQoTVbMKuzeWy16GPr60qwJvHr6Hhej+AoAi7nPFHOLcvwCM3zYKaJXMNlfvN49dwrk2q11NZkIF77liIwVEPVpfOwY2+UVG7ZeemMkP1JHdf4bKuPB8/WF+K+1aXRG08aD2P1Mqv59jC7FQcsjvhC/Awmzjs3lyOg4/eifTkJPHveup1XXk+vH4eHf0juGVOGn62vVqzLn0BXtL/kkwcNi224UdfX4LmriGcbesXf1s9PwtDYz7D7byuPB+PbyrD45vKQsbz3fuO46fvNeLjyy78/bZbJXUhXCMn3Sp5Nj209hYsX5iLBkevpL+nWszY8+2lcA2N42pPUPXBz/Nwj3nx3/6sMuLxy2CEC/38zkg2I9liRrd7HAEeuDkg1SQb8fjwlQU5WJSfDp+fR99I0Hgv9Ofty+frXrPN5HUrY/oSzec+I8izzz57c8+ePa/JfZdQHk0MxlSTiC6VM92jZLpkzdl9oAF/bLwJHtDULphJbuV0mI0g0nrG0Yczjr4Z2SejgaDLdOJKr2b9hPuGzYj3Jf12srZqMsU7AE3hZ/L4ersTbb2T4ttKmjbC38PNkrihwoaDJ69Lzi3MEcKY0lsHat49Uyk+qlZ+Pc8jpfLrPVbO4yacsAmjocZa/Y8cD09uWSzeUzQ8g+7ed1zcfJ9x9OHufcfxzq61IfdcW1WAf79wE1dcw8hMSRLDUUmt+8qCDPxw6xLUVhWI95IIGPXMZpo7MwsynJv0UAqGxCqHInf0j6G9fyxEb5A8r71jAAvz0uAPBLB9ebFsf5np61bG9GamemslIszQxGAQJKJLZSIav6JNIuohCUK1AJBqTZIIhKq1QzzcyuMZ3llbVRDMnkRoD5FE2ifv3nccjTf6UV2cg3d2rY20uBLoeopXvRkds+Fs7KOxkNdabMnVF3ldq9mEmsrgHCmEWglsqy7CIbsTyoFu+sq374GVeOnwZfQOe2Q3NUK51ISrST0gMgREjljos9BZ3taVzxEFxtXakH4eZaZY8Mz7F3T1Eb3PMqU+EI+FuNq1lQxg0aDxRr/sZ7o8uw80oNU1DGAyC+TKklxx455qMYtGJiBoLBM28npE5GOF0blhpr0cme2Q7Z9k4pCVmoS5mVbFrIpkOLLwXzkjU6o1SaKrlmTisGxBjmwZZsO6lcFgaMMMTQwGQSIK4CWi8WumQwvV0vKzHJQzH4WTPcpo2eL9pnBozCtrZAIgpiQPByXPgmhAGxeqi7PFa4VTb0aMVLQX2MdNLk1BbKMbe7mFvPB3I0LWSpD9bP9nQYNrmS0d68rzJRnLhCxvggeX2cRh56YyDI15xfHj8Qfw9O8a8fivT8NqNuEHG0rD1r9SK6dSux486ZCU5eBJh+w5dx9oEA3KHzXexO4DDVExNtFZ3o40uXDiSi/uLM2T3YyRfU14HmWmWMRMgnr6byI+y4wQS0NXdXGOJFS1ulh+s/xJU1fI3844+rCtugj5GVZZ77iX718R9To3aiA3usl/r+FGyGdmaJq+kO3vC/DoHfaid1hZv07vq4BPmrok3lC+AK84l7J1K4PBAJhGE4MRQjQ0UaIJiyeOP6T+jBzbqovw5JYK2e8EvZLBUQ/uuWNh1BfstOZCONo3RvEFeHx0vkN2QcrzwIX2gbD0zH76XqMkDKXHPY6/VKhXo3oPP//QLnoj+HleokUh1JsvwOPnH9rx/rl2pCcnyZ633u7EX799Fq8fu4pzbQO6tNvKbBmw3xxEc1dQXHhg1Is/Nt7ErUVZ4nHC/fz2zA28dPiybj0v4bjMFAsutA+IYWVJZhP2f+bAGUcfPr/Wiy9u6CurErRuFAD0jXjhHByDPwCJlk1tVYE4Rz1RU44H15TAF+BFzRsTBwx7/OARPO7za73w+vmo6JfpGQ/vn2vHtQntHABYlJ+O7cvnh5zrx++ex5hvciPlGhrDzs2yOUp0IWi1pViSRC0pAV+AR0aKBT3ucfCAWJdXXMMSbaVvVBfhkQ2lqLvYaXjcR+tZpjX26O8TXZvl+19dgKPN3ehxj2PZwlxZ43a93Yl3z7bLznkmDnj9v9yBK67hkPuM9vohHN1Icuzp0bR691wHuobGxc88gmNUaU5kxA85vUet8UW2fzTx+kPP5/UHsDAvPWQssHUrQ4tEf04w9KOm0cQMTQwRNugTl0Qzfs105IRqgeCbvyQThx9urdQUx41EUFqN0xOGBIH1FbaYC46X2TLg8fNouN6HiSqBLcOKEc/kW9NwDF4fX3ZJDEDLFubi+19dEPK7cDZb/+fTK5LNE02S2YQ3jl1Dq2sY13pGUHehE0sIQ5Bw3ScONODmwJi44dR7ry8dvoyeYY/4OcBDPI68n+YuN3qGPbqML+RxX7T1IyslSWyDmwNjIRuLSAyRvgCPjxpviu0tMDLuxysPrAzZQNBzFLnROH9jIGTDPjjqwYNrbjFcLrlyam2qm7vckjHzzdvnydbz+fZJ4yAAfO3WAnzz9iLJb4SN32dXenHyao/i81IIR+oZ9qC5y40/u60Qxbmp6Ogfg58P6lb1uD1im31lQQ5GvX4ca+kWy+ALTArwknOSmnC7HkghbLnxRqI19sjvPzrfgV8cbsbvv+iI2NAZa77/1QX4yy0VIfcvrIOOtXTjaveI7LH33LEQIx5/XBKH6H2xQK7faqsKYL85CNfQGDYunotbi7JU13a2zGT8sfEmhOnD4+cV50RG/CDnEOH5oKffCXPvtW636jMwGgyN+fDHxpv44FwHzlFjnq1bGUokauIlRnioGZpM8S4MIzERBv3+zxx48jdnUW93xvXaz7x/Ia7XZDDUEEIgaiptqKm0YUNFvrgIF9JrTxX2jgHVz7Hiqa2VePWBlXhoTQl+9dAqPP/ntyPVYgaAsF3j39m1FitLcmE1c1hZIu9ZACiHiSlRb3eiqdOt+pszjj5JGIDHHwg5r1wKdrOO1O1AaMgkmfKdvB8SWt+Lhg7Bcrk9qr8PV4QbCI6BnZvKQv6+yJaO2qoCPPedpboEyDdU2GRjMyINKRWeGwDw0r3L8dCaEsVwsqExr+pngVfuX4Ft1UXISU3CtuqikLA5YePX5HTjo8abqs9Lui1bu4bwxsN3iPOKLcMq6VtnHH3Y/5kDx1p6YCJidY+19Bh+NqpVihEQAAAgAElEQVQ9U4VwVY+fF8NV1dAae+T3fh4gbZ16xmq0iWQ9Qa6DjrX0wGoOLpFTLWZsqy5CZUEGnqgpx1NbKw3PSeGyocKmOc/S6zchBLR/1IePGm9i11tnsP8zB5440ICH3zgVUjeCFlplgXSjJzcnMuKHnN6jkX63fGEutlUXIS/dgozkJOSlhRfiTpORbMb8nBTxsy/Ai5pOUzHmGdOPeM2fjKmHaTQxAEydcB/LTDE9mI0ZaegsW4IGzWzWG6B1U6KhAaNHk8mo3oOcgUgOEze5MZYzymyosOHtU23iuUyA7jAAYZy8d/YG8tKteHLLYvE4WsNJQMv4QpdHi3XlczTLqqb/smxBjphZDgAKs5Jx+G8367q2wNFml0RY1sQBuzaXRzSPyD03nvvOUsXfG+k/appM7529EfI3uedlvd0JS5JZ8ru7qgrFBANHm7sVw1rotvX4A3ih7hLm5aRKdKZeqLsEIFQgW+uZqiSErYRW3Sn1ZfL7eBHpeoI25NZU2kQNMvo88dKg0aO1Ra/faG0poa+R+mBk3dTbnfjF4Wa4hsZh5iCGM0diqGZEjpze47IFOZr9jhYDj3YInXvcD4+PlzwbBMxcfMc8I7rEK2EK0/CaPbDQOQYA4zH90WIq9GYYxpBz3451qFaikSh6A/V2JxrbB3CjbxQBPrgR+Ltv3DplLsfxco03Wv/kfGY1m8BxUk8LIOgd8NjGMmQkm7EoPx1/941bQ85bZsvAkqIsuMe8WJSfjm23z8PQmFd3ePG68nz8YH0p7ltdIvk9eT/zc9Ng4qBLz+uKaxgfNd4UQzrVSLWY8aOvL1Etp5b7+o43PkfvyKTX1J+vKDY8P9PPllfuX4kH10SWjcvoc0Or/9TbnZpaXQDw3tn2kFAU+nkp1GlH/yiSTByKslKwYbENN/tH8eonV9DqGg7pi1r0DHtwo28USSaT2PY9wx7ZNtOqG73hqgJadVdmy8Co1y8JTRSgteyMhuer/V5OF+qFukvoHBwX79095kXD9T7d16P76o++vgSPbCiVPTaezwS1ebbe7sSxlm5JSKbHH1AVeCZDMuvtTux66ww6B8cw6g0eV5KXhhULc2TnxERgtsg8yOk96ul35BwQZRuTiJ/nkZ2WhLmZKRga9YJH0Nt35+byiOd3xtQQz3C2RFlTM6KDWugcx+tYsE5XVq1axZ8+fXqqizFtiGfKdPKawpuXVIuZeTQlIFv/6RM0OSfDkCoLMlD3N5umsESzC2FcZqZY8Ks/XYHHH5gIw8rHfatL2HhRgJzPgGDmMQCompcdVkY2OhOhWqhfrHjm/QtiBjgAmJ+TEpKuunp+FpYvzNV1f/T5HlpTgg0VNhxtduFix2CIGLgQNmSUaD9b9tY14dVPWuGfMAjQ3hlGrrW3rgn7jrSIXldWswkv379C9lhhUy4InG9abAsZg3Sd1lROZuSLlKXzs+H1+SXzcU2lDW88fIekjFrP1Lv3HUfjjX5UF+eE1YfJOj7X1o8DJ66hf9Qnfp9kAh7fJO0rRp/1ar+nv9uxfpGYkY9E8OYwsraYinVQuJD1YAJQnJcGvz+A9oHQFPY0gmfh0JhX0l+BxH7GszWjNrH2aJJDyDY6Wzze40085iW59YCapzCDIcBx3Bme51fJfcdC5xgisUwnrHbNeKZgnk6LyERBzn2bER/IBSMHSASpu93jYlw72ZfjGeaYyONJbj472uzCsgU5YZX14ElHiKbO7gMNqqFW0YZ2N9/z7aU419aPVz9ugZ8PeteQIXpGz5eZYhH7mxxK2kZahPNsoQ2F5L9f//Qq/AEeZg7YsX6RrAFCLXRKGCNlczNRd7FTEton6NLIHSdo2Sj1+Xq7E229I6JXSarFjG73eFSMTADAgce8nFS0uobFzaOg4SSURc8zNRIDKVnHB09eD9nEmrlQIxNgPDxf7ff0d4fsnbJ1LJQtWFaHrrlqKtZB4ULWQwDA9V558XI5Ajzw6sct2Lm5PMQYkcjP+KmSeZgOkM9+cg546fBlNLYPRuUa5DqExB/gw34+MNSJl8QIC2djxAIWOseYcuIVfsOyHISHnPv2dGQ6utvLpZgX6BoaD8nsFM8wx+k0nvbWNWHP7y/gXFt4mbDq7U68c+YGhsZ9kr+7hsawc3O5oXLQqaqNIOduvq48H1XzsmVd0LVCwujzNXcNKfY3DsB//VpFzNqYHJ9XXMNi36q70ImPGm+i4Xo/Dtmd6BvxiFnZeASFaYXwqKPNLs2QOjobHO3UrZXRTel5JYyH5i43zCYOGxfn489uK8R/XHTqCnXUwsQBfcNetLqGAX5ys+fng/fpC/CSrGOxeqZqheXwAC60D4SMMaPh+Wq/p79bUZInyRZIYzWb0NY7KvahRJ6rjOAL8PjDFx2yG/8kE6cZNsUjmP3xe19diFGvHxYTh4fW3pJwz3hybiiZkx7SL664hvHm8Ws47ehD3cXOafWMjxb0s39hXhp+8s0qlNkyYMtMEevMxMkbiiIlnpIbs414SYzMhnC26bgPmA6ohc4xjybGrIG9CQufp7ZWJtzi0wjTSXSefCupR/yZ7MtyWWpi1W7xGE/R8JiqtzuDYVYTq2ujZd1b1yR6DNGsLdf/xk/YCABAk7MFJ670hOVZIudxIfc3OtTvWEuPbEgYfSz5RnNeTkrQsAHAYo5dklp6fN5ZmicRZRYQ/pZqMWPU64fVbMKxlh54/C789vQN7Fi/SPxO6Y2sUmY/EwfcNi/LkEcYCS0kLVxLr3C7FjmpFvSOBD0GApgUsqc90cKZ34yMM/Ktt1JYjtwYM+q9rPR7oaw71i/C0JgXmSkWvP7pVcXzzM9JweKCTBxpcimWbbpSW1WA2+ZnhXirmLngfTt6RzXP0eR043rv1YR9Jso9u2uWzMVHjTcx6vXjr99uQIDnJB5tif6MjwVqz35yLMmFRJPYMqwh2Uzz0i3oHZZ6K3EcsHReFjYunhtWKDpDP/H0NJpOHp1GmU77gJlE7FaODEaCoSdNMGNmEu1UqpGk0FaDTJ/+8pEWnGvrx7ryOarHkH2ZDnmIZQhErMeToIez/zMHdr11Juy6Ptrsgp/YDBvJikMbqQAgw2pGujWY7txI2By9ETjj6MPeuibdxxuFzrynJ1W5sCF5aE0JXrp3ucTryuMPYPdbZ0LSoxsZC0q/PXjSIRmfAMS+xVHnuOJyo2xuBmoqbagszBDvcdTrx9CYN7gRrbThztI82TLQY2JbdREeWlOCXz64Ch/85YawF57keBAMYKSWUqTMy02DlTD2mTgONZU2vHTvcgyNecOe3wSD5P7PHHh8/2nNPkn2kcc3lSHJxE2UB2L5lOaD2qoCPPedpbrrmP69sFHY/5kDr396FRsqbJJ7p7GaTdjz7aW4b3VJQj/7I3mePLllsVjvJi74Pz8P3BwYDxk7SiRyenH62f2Lw834qPGm+P2wJxDS/ol8P7FC69kvjCW3THhb9fwsVBZkYGVJrsTIxCGoy/ePd38FZpO0N/E8sHxhLp7aWmloTDOMQz+XWV2HR7T3AQx9sNA5xqwhXm6hzDUz8ZALwxDc7fW00937juPH757H/s8cGBj14fmPvoxJyNhzH1xEz/DkQm9w1IPHN5WLZScxAVg6Pwt7vj25yItGmOPuAw348bvncb59EN+8vUjxd7EeT3/99lkxg1SAB651u3HfauPZbMi2N5oV583j13CubTL9u5kD/vn+lXjxe8tU60aOzsHxkMxcg6MeFGan6u6HRuYWX4BH3YVOMWxLKyRMgAwNo0NzAjxwrWcEdRc6saQoSxLipjUWlEItg8a8K5Jy/t03bsWYL4CWLndImMfAqA9dQ+No6x2Bc3AyA5zVbMKasnz830tOHGvpQatrWLZM9Bh5/rvVUQkzu+IaRt+IB4vy07EwL030BAOC3iXD476wQ1Y4AH+xagFSLSZc6wnq8AR4YONiGx7ZUBpR1tiff2gXy8oDukJuhT5Sd7ETZyfGBw9g4+J8bFxsi9nzVS6EZEOFTZJh0mzi4Of5Ca2oMjy4pmRKQkL0hslGGoIsZMbMTbMgN82Kq93B/uHneZTkpWFgVF43x8QFvRT9fLDP3Fk6JyHDzui+zfF8SAgzzWwM49L77KefQ0kmDj/bXo3/8e3b8I//fklitMtINuPAI3eizJYBjy+AM9d6xTlM7/OEER3iJTEyk5mq7OqzAbXQOWZoYswqYj1ZTyfdmtkEvdEAgCcONKDhej/+cL4D/3a6Db3DXtkNwd37juOMow8BHhjxBNN4C0afaMfL04vAe+5YiAfXlIhlz0u3ihtNHsEU59+6fV7IRvrBNbeEpQG0+0ADPmq8iTFfAM1dblx2ujWNTdEYT3IGlJePtGBobHJDYTFz+MH6UsPnJtv+iRpjqZcjMVLRrCvPx9Hmbklq+dWlc7Dv49aIDDVKCBtQ95gXi/LTw0pVXmbLwP/3f5tDtF4EXaDrvSO6tSOUdCbePH4NDdcnjXkbF+ejxTUs8VqQgzbaVM3LxOEvu9Dc5RaNVkplimSMyEHqMzkHx/FntxXiQvuAuKD9x//0FSzIS5Ns1IxyoX0AFQWZEi2i9RU2rCvPj8iQ8v65dnFOEWi43oeqoixdxkxy4f6jry/BIxtKY/bMk9so1FYViPeenWqRGM1uLcoU2z6eGzUjWnnR0F8R7i09OUlSP9XF2ZK2NZs48HzQYL5rczl+sH4RctMsuLN0Dl7/9GpCrluEvu0e86I4NxXFeemyelyVBRm4546FuLUoc8bqy2ihZ14TDFId/SO4ZU4afra9WqyrX37SilHvpBdsRnISHp9YLwlagJE8TxiMqWQ2aFBNFUyjicGIE0wHKnEhY88ffuOUGHIT4IH2/jFRP4d+E9h4ox805onwhGiHYQjXprPGCWWvtzvxp8suMZTLPyGAHK0+drzFpfo5FpBaQm+fahN1hLYvLxbbBAC2Ly8O+xrh6g5EOyvmO7vWSjS45EKelK5Bzy0v1F0Sy6hW/kjLXDInXeKdAwTfZgv9Xq92hFyGu2fev4BuSg9kcMwn6ukYgQcXEkIT7vgMiqhfRLfbg02VczVDJOm2EUL4yH5TW1UAe8eAoXtLt5ow7JkMDWztGpJ8T2Z5Cret71tdgqPN3RKPSb3zSryzxipdj5wfT1zpnfKsSUa08qKpv0LXDwBJfQi6VnTdPfP+hYRft5D3sa26CH9svCkabVMtZvxw65KEK3OioqS5ee/qEskz917Kg3gm6/cwZgesD8cfZmhiMKIISw+aOOw+0IDjLS6sLbfp1tKR2xBUF+dIxDM5ADs3lysKYEYqYK0mvF5bVYCdm8uDukETb62j2cfWltskniRGxK61EOolM8UiqbuDJx2i0c/jD+DgSQdqqwoUjW7xJtoLE7J96+1OQ4YaUhi+yenGEwca8OjG0ojEWOvtThw86QAQNDrQ51hXni8NA8tOwR5Ck0OvoYHcBAsCzqNeP8yUkMylm+Gl4b7cOSSKUyeZOGyoyJe9Hy3q7U48/uvTohfXR403sftAg+ockplikXz+uMmFtt6RkOuTRp1g6BKHcd+kgSfJxMEf4MEjuHneVDlXMh7L5mbieu9oVJ8vtVUF2PfASrx0+DIudgyKAuN6zx3vhbva9eJt+FLirqpCNDlbJJ+ViHaZ6frRc+5EX7fQhtz8DCuu/sM3o5IsYqZy977jaLzRj+riHN1JJxLlmctgMGYOHB+FtLuJyqpVq/jTp09PdTEYswy2+Jl6hBAwgW3VRZLPv3poFR7dHzo3PFFTLru4unvfcXzR1oecNCv+15/frtiuZFaLVIs5ZsKNsexj4RjotCDrRUCon4MnHRIvj5pKG954+I6oXHc6QHo4qS3s6+1OPLb/dEjoFZl9LJxsY2RmOqvZFJKZLhZ9+pn3L2D/Zw7xs3nCwGI1m+ALBDTTsithQjAjG3kfRscKXTYAyElNwrn/sdXQMUBofZKZB4HgvHTI7gzJTFc9P5j97mizS3Leh9aUYEOFLWZjP17PrunwjIykjHQ7Kz1XEolEbpN4PVdnCkK4v8DKktywMpwyGAyGHjiOO8Pz/Cq575hHE4MRZZhr5tRDh3zRei+P7j+NwqxkUWwaCG4mlTYDehdp8QqdjGUfi5ZxSaDe7sQLdZdCwppGvX48/bvzKMhOBYegporVbApL8FsPeg06Rqm3O/HS4cto7x/D/JwUPLllse622VvXhH0ftyDAA1e7r2DZghzFYw+edMjq+whGmXD6m1JmukjS0ushM8UiCT8VQnraekfCCpsTEO6EzLBnNJ3xhgob3jrhkBi7tDz7SI8QEro+6ZCq1q4hvHz/Cjz123PoH53UI/P4AuIxtKdJLMd+tM9NGi/OtfXjkL0TZXMzceRSV0KnmKbTYMuFnKnx3tkbIZ8T3dCUyOuWRPFUmy7Q4f5y4f8MRjxJZEM2I7YwQxPDMFMxYbBJKnJmUx3SIWBynHj6Lmx58WNcdQ1jkS0dh/92c8TXTfQQhHgj58lE4nJ7xHTKJg54dGNpTLw0nv5dI1zuoFFRCGmJxsaPDrPqHfZg11tnsO+BlZr3UW93Yt+RFolxZM/vL4jfk+FsAHCspUf2PFazCR5/IKz+RofjkdpLJFqbUCNzS73didc/vQo/H/Rk2rF+kSSU8E/N3fCH4dIkeHaR9xGO4be2qgC/fHCVIY0mYSN88KRDondE16dcSFVtVQHuv/MWiQeMEGo1nTfY5Ng/ePK6WCdNzkkh50TVA6L7zasft8DPQ7dhLC/divb+McnnWDCbnumJbAhLNOhw/+rinCksDWO2QxvuE/HlAiN2MEMTwxBTMWGwSSpyZlsdfnf5fPz7hZuqITh765qwrjw/qtlTpvPGMBaQGzYtArxU3Dga1Nud2PXWGYnQMaAuzmuEgycdIX3Mp1NI+WizCwHqb+39Y3jiQAMCPC+W+WhzNzZU5Es8j0wcsCA3FT/51m3iuYz2t0kPrwKMeoLeNOFqGhnx/iD7hD/Ahwha79xUJjG66IVsh3XlcxQ9gvQQzqaWFKRW0rxS0kBR00aZrhtssp3p8Sd4MGq1iZZ+WKwgXxgIYZ2AfsPYk1sWi/NOkonDk1sWR1wmwah0rKUbbb0jWJCXho7+sVnzTGfo551da8PSaGLMLuJlqGZJkmY3zNDEMMRUTBhskoqc2VaHR5tdmjovgqB2tBfp03VjGAs2VNhw4OR1XR4qSt40amgtlI42u0I2uYC6OG+kcICu+6C9iQToz74Aj273OFItZkWNEqP9jdTwaHK6I9KQoecWwUhEZhAkUfL6I0Mbn6iZFLzXi2AQSLWYRS+wqTD8ao1/JbF/tSQAcmx58WNccQ0jMyUJL35vma57C2djEa6xh2xnQaRd4BvVRcjPsKqWg9YPO9bSI9ufYgEtXE8aPvWMbUFgPVr9Ts4zlBTonw3PdIYxmHGJoUY8Xz4zT//ZjXnPnj1TXYaY8dprr+157LHHproYMwpfgMchuxO+iQX9zk1lKLNlzLhrzjRmWx2S95tk4pBqMcPrl25ahTwIvgCP3DQLapbMnYKSzmzKbBnw+AJocPSKHgwlc9LQP+KFiQNWlORiSWEmFuWnG/YsExZKZxx9OGR3orIwM6RP+wI8/tgo9WxbWZKLX9yzPCr3l56cFHL+J2rK8eAabZ2pMlsGlhRlwT3mRWZKEvpHvPArJOeYm5WCyoIMLMpPx4++Hlka7711TXj/XIfkb4OjHjy45pawzkeONRI/z8M95sX25fMlfy+zZaCyMBO5aRbs3FSG2qoCUTy5Z9iDz6/14o5FeXhkQyly0yzoH/FiYHTS60lIUpdkCv5L6FePbixFRrIZxbmpqC7OEftCmS0DNUvmhj3f1dudePP4NfgCfMLMmVte/Fg0NIz7Avjgiw7cNi9btXxK40Xt/gRjT6trGNd6RlB3oRNLirJ01QPZzrtryrEwLw2Dox7cc8dCPP/das02efP4NTRcn9SW8fPhz9PLnq3DP/x7E/7l2FXs3Fyu6xih3zzz/gX0jUz2P3vHAP7z2lt0Hx+NPvPm8WuSUCia2fBMZzBmE7F+7pBzSqzXwHLPfMbM4tlnn725Z8+e1+S+Yx5NDENM1RtiFo4UGbOtDun7BSZFgc0mDltvKxQFadkbltjy1NZKLFuQo9r3BE8LQL93jh4vPcGz4BeHm9HnHsf2FcVRFeUVzh9ueA/p/SKIppMaNkDQoHK5cwgXJnSYIhVLf6/hRsjfIvHwEsYaqVWl5xiynmiRbCG0sbaqAA+/cQqO3hHxu6Xzs7B8Ya44Zskx/vqnVzHq9ePElV5db2i1PHwSNeT4CuHNIqDl0SI3XgB1sXQ9YvFqkO1cW1VgaOzp1Q9TQmjbd860YdgTPEf/qA/Lnq1TzSBIc5Wqa/qz2rW1PLbUfkN6+G2osOHACQeodyUos6VjXXn+rHimMxizhXg8d+LtZcQ8/WcvzNDEMMxUTBixuiYT05y50PdLG9pmU9uHQzTrh24L8tzvnm0XhdvfOuHALx9cpet6ehdKRvp9OPccrXElnENYYFrNJqwrnwMAYia2aITI5GYko31gUqg4K0U526JezrX1hxiZOEC3UUxOJFvgvtUlONbSA48/AKvZFJLVT/j3M+9fMBQerEdbKlFDjjNTkjA45pP8TWujkJlikYQXyomlv1B3CcBknUZq7ImE2qoCvHz/irCMuGpJCMjsfnpYZEuXhKktsqXrvrbSJlHrN4KHHxBMXvBETTl2bpaGk5ZFKYEFg8FILOLx3JltL58ZUwczNDFmLYn6tpoRG2iDwGwzvBmB1PCJ9thQykYFBAWdf/7hRU0DgbA4iuZCKRHmA7nFX73diRNXeqP25nHTYhsutA+In0c8ftTbnRHdK+2RlGQC9j2gz2AIaIthv3z/Cs12NvqGVimz2K8/c4BH0AC3vsIGMwf4eW3h6njy4veW4dH9p8XPT9SUa46Z1z+9Cn+Ah5kDapbMFfWHBO0vIKjX9eRvzop934ixJxaG+3DnaLUkBFYzJ/t3JQ7/7WZD2Un1bBKVfiPU4WG7U/L7Q/ZO1P3NJk3PUAaDMf2Jl7fRTFkDs5fGiQ0zNDFmLYn6tprBmEp2H2iQ6IFEe2yoZaMCgG63R/FYOWPQc99ZGvVyTeV8IGcQjaZBjc7spzdLnhq0R9Ljm9QNH3KoiWHrWRAbrSelzGJCjxwc84medmYThx3rF4VVR7HInFZbVYBfPbRK8V7pa0oy/fFA3cVO0bNpx/pFOGTvFEM26b5Penep3eNUG2lJyLa1mk2S8L+X719p+HxqxiV6k5OZYpF8T3+my8chmL3yWEu3mEVO0B8TEDz8ZsrGkMFgKMO8jfSTaM8eRijM0MSYtcTyrQGzsDPiye4DDTje4sLachteuX9FROc63hK6oYzm2JDbeJFsqlQWpNQyBkUy7o61dKt+nkqiucE0Gg5FasUoGYLUPJKiiVb7GqkncjGfmWIR9Z3k8Af4EAOd3vLGKnOa0r3KXfPRjaWiwcUEiEa1Ua8f9o4B/HDrEnGxnmTicPhLJzJTLHhqa6WuhXyiGGkF6I2aUEateUFPXyeRqxu6n8j1G6F8T//uPFxuD3wBaRY5X4DH0vnZ8Pr8MR1PDAYjMWFGZX0k2rOHEQozNDFmLbF6a8As7Ix4svtAg+h58VHjTew+0BCRsWltuU08HxDM0hbN/ktvvJbOz8a1bje8fh5bbi2QlJ00LJxr68dhu1NMlU4bhyMdd22E4LTcZ70kupHZSDgUrRUDQNXYFMsNcSzmVXIxv2xBDna+dRqE84tIuC8iIhHTrrc78dLhy+gd9uArC3KRn2HVJS7d1jsScs33zt5AQMhoyAX1s4SPx1p6cN/qErx073K8dPgyGtsH0d4/Jrb70JhXcyEfzZc2wn1kplhCNLOMIOcZqIaRvi4gt8kxoh236y15781Uixl/taUiIecPI8jNhYk0PyZSWRgMhnHiLWrOMA4zNDFmNbF4a8As7Ix4QnsgyXkkGeGV+1dE1UOKhl4YKG2oSMPCWyccErHppfOzsWmxTZKpLtJxV12cIwkZrC7O0X2sEKrU7R5HU6cbHn9AlzFkqjY6euc9pWxw0UZPPcTSmw0I1snGCpsovA4AC/PSsLnSFvY5wxXTrrc7seutM2JoaXt/0PCrR1zaBMDEQTJe2vsnxd/paFWPP4CDJx144+E7RDFwgUP2Tvxw6xLNhXy0XtrIiXi/faoN68rnoGpedkSGJy3ovv6bkw7Fvk4awwSNK6FuaqsKxHDEu6oKVQ2DtFFzJmWRkzMMA+pZDqe6fFplYYYpBiOxYGGGiQ8zNDEYUYZZ2BnxhPZAWlseeX+LtnGJRG1hQIaukJ4U9Oa4o39EDHUSNgmRjrt3dq3F3fuOo/FGP6qLc/DOrrW6jqNDlQS0jF3kcW+faotaSJXStcJZiKllg4tm2fRs+NTaN1reTnSGu59+q8rQeeh6NuI9RnK02SWrX6ZHXDoAgOMBjpv0WtLiWEsP6u1OlM3NFLWaAIiGEj0L+Wi8tJET8fb4AzjS5BINgG+dcGDX5nLdoW16+z3d13tHvLLeobQxbGVJLm6blyVeY29dk5gd7nrvVSxbkCN77aPNLpDNY8uwzqgscrRh+NH9pyUG0Kl+CWf0xQTzVGcwEhMWZpjYMEMTgxFlmIWdEU9i7YEUC+QWBnToyrbqIklGLJK+Ya+4SQtmrwt6ZEQ67vQal0jo8CgBLWPXwZMO8TjBqyQWc0UkGyQ92kuRvuXXu+FTm1cPnnRExYtUMAyFcz9K9RzOInhDhS0kIyOg3Kc2VNhw4IQD/omf8+L/6cPjD+Clw5dh7xgU/7atukhs73gt5EljohIBHth3pEXRgCNgtN8/tbUSvzl1Hb3Dk+FsHzXeDMnISBvDzjj6cGfpHNRWBbPGCdkLAfm+uLeuCe813ECS2STqZou3+84AACAASURBVKVazHj+z29XrZvphlwfJrvzVL+Ey0yxiEkAyLIo6XQxT3UGg8EwDjM0MaaEme6CPNMt7DO9/aYb08G4pAUduvJFWx/uLM2ThDIJ8ABMCHpvAJMeGVMx7ujwqCQThw0V+aL3ylSPlUiNMGraS6RX1lufObCrRp+nCYkRTzS6fYMhZqfhI+x8SSYObb0jIQYCLcgNZjiZDKO5Ea2tKsC+B1ZqajSRIVxV87JwsWMwxPtPL/Sx+RnW8E4UAbRAu71jQPQwIwkgWN/vnm1XNLCrtYeSMeHeOxaKxm7yPGSdb6iwYf9nDslvhJDSo80u0cgEBLMVkv2ZNKYDgJkDaiptEWcjTNQXDQEFl7pIsjhGg3q7E69/ehX+AA8zB7EscjpdyxbkKIZJMhizhalexzCmL8zQxIg7zAV5esPajxEL6NCVjv4xibYMzYK8NDgmBLuNiCxHG7XwKLWxQodp3be6JOplq7c7caylR/ysVyNIL6RXVgDAvo+1PU1ojHqAksYV2igABDOqHWly4cSVXt1zUzhC0DTRDpnWMprK6RklmThYzMC4z7i1iTQymTl9mSaNZmnTg5wx8eBJBz657BLLaDWbcKylW8zUJpcEQak91Nr6qa2VuNo9LIYip1rM6HZ7sO4fDiMv3YontyxGbVUBtlUXScKVrUkm1NudIR5Zt8xJk9wLbUz388F5zKhQNikUn2Ixq9bDVHG02aVo9Aw3i2M4yNUpaYT084C9YwAPv3EKp672So79l2NX4PVDnKMrCzOQn5EcsWGQwZhOsDU/IxKYoYkRd5gL8vSGtR8jFjy1tRInrvSIgtzkHoVDaCRQqS0dXUPjCfGGWckoIDdWhL9vqLCJYVqZKRaJsHk4yG2oSEMQAKwrnxPTsRrgQz1A9CBXf/V2J57+3Xn0jQQ9et7ZtVay4DWbONlzkSGVesvy3tkbIZ+NGk7UDGaxeBssp2fkC/AS7y4jCGFEZhOHnZvKNMsZDeOcHoS+IRicAKBqXnaIkZFOgqDUHloC96/cv0Jsr263RzQotfePYddbZ7DvgZV45f4VwRC4szfgHBxHY/sgnvzNWbx073JUzcsS57BW17DE8EMb05MmPJ7Ic/kCvOpmjhaKp4k0GUS0UAuDjNd8rbRBzkyxwMwFjUxWswlHm7tl63PYI83e2Ng+iFSLGfetLmEeHoxZA1vzMyKBGZoYcYeJZesnERczrP0YscIt85Y71WLGS/cux7m2flH/RFjs37e6RHF8TMXYoa9J64Bc7BjErz9zgMdkBrHMFIsoHhzu20JyQ0Vm6aK9mWivqUjrKFj/k5s0DsDZ632Gw9bk7uex/adFo9EZRx/u3ncct83LmvRE0IgRMzI35aVbJd5zeenGw8ZI7x7SQ+XgSYfouRbNt8F69Iz0YuaAnZvKDGV1ow02B05cM+zNZgTSGPnM+xdCvpdLgiBnwFQSuKe9s2qrCrD1nz6RHOsL8GJmvqe2VmJozCuG0Qlaca1dQ5JjSMPPsgU5qJ6fhfb+UczLScNfbanAubb+EKOZ2mZOSSherR6mAjlDX7znZCVD/+ufXoWfDxpXKwsz0Ng+qHYaCUI7n7jSyzw8GFGHrfkZMw3znj17proMMeO1117b89hjj011MRgUZbYMVBZmIjfNouvN6WxF2DyecfThkN2JysJMlNkyprpYrP0YMaNzcByfX5sMX6ien4U9316K2qoCrCvPR9W8bOSmWXBn6Rw0dw2hZE46HtlQGjIupmLs0Ncc9frx+qdX4fEHYOaCITIXCbFlX4DH1e5h/OH8TTE7mC/AIzfNgpolcw1d+83j10QvCj/P41rPCBocvZIN6a3zsvDTb1UpljecOiqzZeDWoixc63bD5R4HD6BraBx/ON+BqnnZYdf5m8ev4YsbA5K/9bjHsWtzOQ7ZnfBNGO4e31SGs9d7JSE6VrMJGxfn40dfX6J7brJlpuCPjTcR4INeJj/bXm2o7IJ3T8+wB59f64XXz2PE48eTvzmL5i43/BMNHG77ykHOw+srbMhINqOjfwx+nkeSidOdcc5s4rBzIotbzZK5ive9t64Jz31wEZ2D41hXnh8yVsd8AdRd6ETD9T6kJyeF3fb1did+/qEd759rVzyPL8CL/QAIZn7bv+MOXedu7hrC/Nw0jIz7kJduRefgKH75SSvqv+yStJ/cPQJAz7AHdRc6saQoCyVz0lF3oVNs3+u9I8hITsKIZ9L4d9v8bFzsGMBpRx+e/+jLCYMmh2e/fRtqqwrw3AcX0UMIkAusr7BhXXm+7L0LfVWgzJYOnufxtVsLEiJsTqDMliHpU/TnWEP2k1SLGTs3leFos2vSa5YP/o9sLy1SLWYU56aiucstXiNaY5oxu2FrfsZ05dlnn725Z8+e1+S+Yx5NjCkhnqK9ifiGQA+J7K4608XOGbFH0Blp7x/D/JwUPLllsWaWM6HPaekFRCsLmRHo8XrI3inRARF0VEgutkuNKbR4sB7q7U609Y6IGawE/JSh4dLNQYmnUbTml9qqAhxtdkm8AgI88IvDzWHX+YYKm+j5JVBdnBPiJQEAFrMZvoAfVrMJ68rnhKWfIohvaz0ngkaQi+h2e7Cpcq64qae9e947e0PS/gJG3gbreW7J6RkJxxw86ZAV0hdYOj8bKxbmiOff8uLHuOIaRmZKEl783rKQTGlkmNzV7mF82hx6bo8/YFgfi75nQVweCIr8v3z/ipDzGNX1Es4tzBtWswkBnlf0DBLC6UgPJI8vAPe4X7zPgycduG91CTJSzOgdntAp4wGX2wMTF2zrJUVZaLwxgDOOPknyAnK80R5WAkoaRrRQ/PblxTEJWZwJKPUT0jtjxGNMK6pqXlaIvh7z8GBEA7bmZ8xEmKGJMaOZziJ2zF2VES/ibYyldUZ6hz2i/olaljNAezEWvJduyTHd7lCPAenvI793eryWzc1Ek9Otegy9zd16W6EhrSZ681xCCKTT+AI8Dp50iPcazflFzjDU5x4P+3y1VQV47aFVIRpNwndkCJXQFzz+gERYOZxragkwP/7r06InCSm8TBsLaBH7JBOHgsxkbF9RrEvsPNxwO1LPCECI8VEg1WLGX22pEM+55cWPRUPo4JgPj+4/jV89tEpR14gUwpYj3E3S0WaXpLxqIv9K7aU0nsl5Q65OSO6qKgwZWxkpZmB80nD4xY1+2Yx4QNDgVJybCo/PLxHLN3HB74TxVm93YmjMi23VRfiirU/UaEoycfjwfAfOXu/DxsVzQ0Ia2aZPP6RhXfgsGJ+OtXTjiswLADXOOPpwrq0/6uVkMNianzETYYYmxowmkd8QaBHOW1vG9OXO5w+hc3AchVnJOPH0XXG7Lmn0OXjyOvY9sDIu3j+0N4EvwOsan1qLMblz1124KasbRHpQvH2qDY9uLDWkU0NCj9ejMh4fSpg44OtLi3DkUpchozi9efYF1DfQwY2xSzx/tOaX2qoCfIPKxLV9RXHY5xPOWVtVq/qbeC7M5bJoCfo7tJA9iSBZ3j4whtc/vaqqYySXSW7U6zfkHVZvd2Lnr0/DzwMmADWVNlTNy8bQmBeZKRbZ/n1VZrNNjkUlrxslwm2LDRU2vH2qTTTOGPUWIcfz/s8cWFkyaaAk+4qcR5OJA4qyU0QPoYffOCUZW4LXkkDvsLonTJPTDVquPs1qxi35GbBlWHGurR+vf3pV7Lsv3bscAPDS4ctobB9E77AXvcNe0VNwur0oSxTIMbX/M4f4fH31k1ZZL1M9HLJ3in10KjOeMmYWs3nNP10jTxjaMI0mxoxGLkY/EWKe9RIrTYN6uxNvHr8GX4CfVvUxUxGMTADgHvfj7VPX8ciG0rhc+6/fPiteO8AD17rdIaLR0UZOZyTJxGF3Tblmf9TSC/AFeIluChD0HMpNs8AX4CX9/ucf2sXNhp/nceZaL87dGBA1luoudkrGiJZ+DDleyXKYuFDvJZLNlTYUZaeIhgq9uh/kNaxmExbkpaJrSN6TKCPZjFFvQHL+RzaURm1++ebtRfD6eQyOenDPHQtFr7RYzjVGtCMiLYcvwOMP5zsk7Ujq73z4RYdiGwv9XKtdf/6hXdR+IekaGsdlpxsnr/Zoln/HG5+jbzRoBOER1KD51X9ehZolc7GuPF+2vX//RQf6RqSGk//6tQrxd+vK88W2XV06Bzf6RhXDzioLMvCz7dVhbRbKbBlYUpQF95gXi/LT8XffuNXQecjxDAA3B8bwbkM7inODnm5CX9m1uRzfun0e3GNeZKYkgZ+YK1aX5uP571aj3u7EKx+3hhgWAcBq5kLCUvXi8fPoGhoXNdQ8/kntLveYF//tzyrx5vFrsppN0dICmm3PflK/Dgg+Xz/4ogPNziFJO2rN0QKpFjPuXrkAF9oHpu26kpG4xFvHLBFIVG0qhn6YRhNj1jKb3xAoMZ3DCWcqgqFH6XMs6aU2NfTnWEDqjJAaTXr7oVroSG1VAV6+fwV+cbgZ9vYBBBDcHGSmWEL6PQ2poUJnggOgSz9GDhPHIcnEweMPINViRs2SuRLvn6p52Vi2ICdi75yNi+fiYvsg5PyaxrwBMZQq2lpBAnTYYzzmGj1hRNEoR21VAX754CpRo2lJURbsHYM44+gLZhbUsUtVq/d6u1OSJZDmj403JdkKlcrfOTim+lnuuuvK8zE87oNzcFxWowkIZkwTvKJGS/MABLMOvnu2XdKXy+ZmRuwdF80+4ugdwZO/OYsd6xfB3jGpiSZcZ/eBBtFrSAiHzM+wKhrSPOFamSj8/GQoHRCcT+rtTkXvsUg99gQNLgC6+tFMITPFEvK3q65hLC/JlRigMpKTMDjmEz9bTBy8RB9YmJeGzZU2cR5ctiCHrSsZjCgwnSNPGNowQxNjxhNrPYPp5vLJJvXEozArWWJcKsxKjtu1ty8vlqTX3r48spAnvcRyXJJaNWQoG9nvX6i7hLuqCmV1VkwA/BObDDIttl79GECqN+ML8KipzMeCvDTZsLqhMW9YRnHyGh5/AENjXuyqKReNZORGli6DUQ2ot0+1GRbbTpS5JprC56Q+lJjpTyXdvEBeugX/ePdXdPUXOYQraJW/MCsZjt5RyWclyPZNtZjxGqHLpPQ7gVSLGfetLkFr15Dkt/TneHLf6hJ80uQKMbSOev3Yd6RF/DtpJBbCHwWOt7iw9y+WSUL4YoHVbEJlYYZo5BLmk+e+sxRAUFA+L90qq9Gkteagvyc1uARmy7NfTlR9kS0d7+xai7v3HUfjjX5UF+cgKyVJIp6/pCgTX94cgm9iHi2zpTOdLAYjBjBtqpkNC51jMCJgOrp8TvdwwpnIIxtK8fap63CP++Ou0USGxZAhTzMBOpSNTIneM+zBF239KMpOxsCoT3Icj2AoX4APbgh3bS4PSWUu/F1p7NDj7EdfX4JHNpSGlIUcg0bd5uXO8+CaElQVZSE3zYJ15TZJiAdZBj2QYSd+nse1nhExtbvaOYTwnMwUy5SFmJAhQmTbabWbXsi6N5s48DK2JlKjZ9QbwMK8NNmU9fT51BDK/7uGdjz3wUV0Do5LzlmcmyaG+Jk4YO9fLMOL/3EZP373PM63D+KbtxeJvyXbVy00iw4/In9/a1E2Pr/WK/79njsWKt5jrCmzZaBqXjbOt/VjzOsD+OBYNk+MZQE/P3mv59sHJeGKSSYOhdmpWFmSC3vHALxR8mCiqZqXiY2L56Lheh/4CT0tHw/YMpNRmJ0Cs4nD91YtxINrSiRzgtaaQ+57WqgfwKx59tPjqjArGUf/+9cAAN//6gL85ZYKfP+rC5CenCSZI577zlIxvLK9bwytruFps8abLcy2MNCZipEQeEZiohY6x/Fyq6MZwqpVq/jTp09PdTEYM5hn3r+A/Z85xM8PrSkR30gmMonihZUo5WDMDurtTrxQd0kzGxwwGdZiNZtE7wchIxgAXZ49av07Wn3fqHeD0XPTnixAUGD6jYfvkPxOqJeqedkS75GSvFSU2jJE3S+6LPV250QI5Sjm5aRJsqEZRbjXzBSLKLRsNnHYelshDtmdYjpyOuTRaLuqXU8g1WJGqsWEXkL7qLIgA3V/s0n1fIIYtBKCuDfphfhETXlIyKJQz3Ro27bqIrxy/wrcve84vmjrQ4Cf9HojxbPpcsl5NAmhV3vrmnDI3om7qgoTylBNts+v/nRFIjJO9oHdBxpw+Esnxn2THkxJJk7T6BcJS+dno7XLHTK2kkwcTNxkmC0d3qa15pD7/lhLd4hHE91nZjJ650C5303XNd5Mh/bGnA1hoAxGosJx3Bme51fJfscMTQxG+LCHXfiwumNMBXvrmsTQMr3M5s1Fvd2JPb+/gPb+Sa0f0tBEZvpSwmo24dGNpbJZtoSMhwJJJi6szIfkfEKGDMpBtiddfjlDlJ5rk4Y2IdTpXFu/rEFIa+O7t64J/+do0DCyKD8dHf1jknqjjaVqBqxlz9ahn/DYy0lNQorFrKgDJxii5O5RMNqEm5lxKtEyJm79p090GaCjAQdg6fwsVYOiAD33aD03lb6/fU+dRINoNs9pRmDrlMSEGQCNw17sMmKFmqGJaTQxGBHAxMbDJ1H0Wxizh3q7E69/ejWoXwQACgYJ0lBhNZuQmWLBM+9fiNoY332gAcdbXFhbbpPd1CcSwv0Kxhir2STJSqilLQQE9WcO2TtDxjuAEK8RX4DXPRcoaXCpGZmSTBzaekf+//buP8qq8s7z/ec5RRUgoKCUhUGtJoJll9iNWFdbEmIYJSROuknimkyUhL7JLBOVjNO5HWe6073oNDeT27dNJivmKnZ6XbMGA9jJstPkpk0zpWOIkR+mACfgiRXwRzUQLEsREeRXVT33jzr7sM+pc05Vndq/nr3fr7Vccn7UOc/ZP5/93d/n+6gz36ul7S3D2j/W6crLL0T9QYyl7S165Y0TxXW94LLp+uz3nivWBatWkPmVN07oVCG75qW+E7qudYaufs/5xe3v+QNHSwpG39I+q2r7Fs1tLsloumjqxJrTupfXLPIkoSbNePabpe0tenjLS9pz8KiOneof9lvKi3Abo4rDIYNgJf368DvF4vx+5RlN/mPP8weO6sn8a1py1cWaObWp4vGoWp/km59cULKdUgdldOjjJRN1fcaGSYAQFwJNwDgloQPuIpc6CkkdGoKxKQlGSJp9waSSTJ3ZF0ySjEqea5s1tZiJE0QH7Z71u4oX/t4sVy4Emx5csbDkYsuf4eK/YDYaPk14zgxdyP/rkVeG7e8bdvzrsIym0RwLyjvOn3v/nIoX7uUGBq2e7u7T9peP6IHbr9Xiec0lhZ+bGnJjOhbVCph35nv19Iuv6+TZAT2Z7y0O3/NUC7CXB3teev2dkiFt3jFoNMekh1YsLAnQjFSs+4qLp43iV0ev1n4zmjv1t63dWqwztbPnLd22dmvFZfpPuw+q99jpUIfNSUMB1WtmT9O1l8/QC789phcPv62ZUyfpLz/aLknDhmT695Pu3uNatWRuzZk3RxuAwsjo4yUP2/PYcGMXcSHQhFiRypldrnQU7t/cXRz+4t3xJtjkpvLg5seuvbR4IdfUkFPf8TMlgYDJjQ2aOXVicYhLEB20SrNcucB/seUffji5sUF3fuC9xanj77ihVV/5x1+p7/iZkr9fcNn0ivv72k9fV1eNpvKO8zunzup9cy8qmTmqkvLZ29Ysn68HVyysq0aTVDtg7m9jpQBYtQB7eRbSornD33PfsrZRH4f8gcz7N3eXZO7MOn+iZs84rxiEyf/2mDrzvcX2J+XYXG2/Ge2d+j0Hj1Z9fP/m7uIsb1e2TCsJNAepPAg7c+pETZvUWFz2J468q+cPHNV9y9q0tL1FqzftLW4/5YGvJ/Ovjfk8RMAEaZKG7TmqayCXbuwiXQg0ITakcsKFjsKT+deGPc5ioCkNWV2VgpsLLpuuZ/b16cCRd0uCFG0tU/XlZVdJkra/fCSwDtpogghJ1pnv1cM/2y9vMi4vyOMvDi79nu56tKv4nkGrYlCnUqZFPceAah1nb12NxhuFYFi9bfAuEj73/jkV6xb529jUkJOk4vDD9829qGpQqzwLKciMt0rZUKs37S0GO4ayZ3qKyzGuc3P5BVj5ftPYkCu+ZzR36q+5dHrJzHnXXDpdUumNhENHTylnNKrMuLGaPX1SSabUhJzRHTe06hubXyx5n//84t9+youT1xouCSD5orwGcuXGLtKHQBNiQyonXFBeuyOLHfw0ZXWVBxW8x5353pKA0peXXVV8X5AdtDCDCFF4Zl+f/DO+N1QY6ra0vUV3fXBuSdZT0HdQq3WcH7j9Wn3tJy+o58jJkvdPyA1duPuDiZv3Hi7Wahqr0RQJLm+jNPosobC2i9vWbtWeg0d1zaXTKwY0Jjc2SFKs52b/sl2/vUd3fXCuPn7tbP3ylTeLmXJ9x8/o7u/v1FWXnF8MDDUYadqkxoqf+fjdi0p+uzdsrvxGwqCV3jf3Il124Xl64/iZkuBWvRpyRhdOaSrJlGqZNlHPHziqU2dLA1re+aVSENOr0eRysB/AkKivgVy4sYv0IdCE2JDKCReMpR5KWmUhq6vWHb+gO2iuBZf8/MftBiPdddMVFZfNfcvaitliYd1B9T7TKyzurac/eWx3yfumNDXohTUfVme+Vz/f90ZxxsGBQqZVPW0b7UVCpcBmXKrVKaoUEAsyi2+s/Mt2wEoP/Wy/jB2qq+bXP2i199DbQ4X9C+995BevaMFl0ysuZ39NJk/5jYQJOaPJTRO04+U31Tihoa72N5ihIXJeAtLAoB1W/PvQ26dKZiSUhmb882YlrBTEXNrekrrjLpBVXAMhCwg0ITakcsIVY6mHkhRBDnWLKqsr7ppt3PEb2ViO29WWp78mzr03X1n3Mq829OCiqRN14si7xfddNHVisT133XRFcejfeDr3Ll4k1KpTVL6u4jw3L57XrPXbe4qZc9YOLzDv5w9AnTw7oG8/tW/UbfYXAb9wSpMuu3BKSRaTN2QtZ6TLZkzWoaOnKhYKz5lCW6xKMv48XvHvM/2D6u49XrEtM6c2SSLbG8gCroGQBcaGNX9rAnR0dNiurq64m4GYxX3xiuiwrof4h7pJ0qolc8cdbAqzRtMffP1JvXbsdPFxtaFIGL2k7gvl2+aEnNHaT19XVxtXb9qrddt6io9X3tiqNcvnqzPfqy882qVBOxQA+LvPdJR8flDLJqnLuBp/RpMkXdc6o2KWT72CXB7lbR2reo95y761pSQQNPuCSbpy1jQ9u//NinWbvHpbkkYsRL+krVl33NBaDI6Wf86DKxYWh/GONCwTAJLCtXMhgmWM2Wmt7aj4GoEmpBkdtuxgXZ9TfrHU1jJVm790U4wtqq48yOTxggYYu5ECLXEq3zal+td1rX3etY5vFO31bxcTJxh1f+3WQD971fpdxWLnXtCkHuXByJw5NwxttC48r1HN0yaOKjDuX/bPHzg6LEj/zqmzJQFNz/TJE7TiD35H9y1rG9bmcv6Aqvd90yY1lszWKKmuel7VfosL2z0At9H3Rq1AE0PnkGppSkGP6kLE1U5qmtb1eLlUwLxSkMmVoUhJ9bWfvFC8MB+0Q4+Tsi9UqolT77qOsq5WkMqPs/dv7i4WTg9r9qHOfK8+v66rOATtdL/V7311s775yQWBfNeGHT3FjJ8zA4PasKOn7s8trwnX2JDTrPMnDivwXsuRd8/qyLtnR5y8wB/o9pb9qiVzS7I3O/O9xWGSfkdP9uuRX7wiScX/eyY3Nuhz75+jn//mdR06elLvmX5e8bXybbMz36sNO3qKWVNeO8YafO3M9+rOdUM3V9dt69Hfr+woCWy5eF4HkGz0vVELgSakWpR1NMLszEUxDWqUU6163xfk8nKxZkpYXCpgPuv8iWXD5nLcERunNwozc1V7PBZB76flNXHGU6NJij+gNNbl4z/OVsqSCauj/sy+vmF1jo6d6te9G3cnbn8rD0ae7h/U4bdPa/rkCTp6sr/m3154XqNkjI6cOLfNV5u84OZv/qzk2OMt+zXL55e83x/QnDapUU/mXytm5Z08O6An86+VBKHaWqbqy8uukiT9/c9f1pmBQR058bZWrd81LNPLvz2Ut2Os6+Tu73cNe7z20x2RntcBZAt9b9SSG/ktgLu8DuLKG1tD7WB5ncV123p078bd6sz3Bvr5le4YBC2K7/CEsbyiWtdhuH9zt5Z9a4vu39wd2Gfet6xNm790U6KDTJK0/Su3aNb5Q8WaZ50/Ub/+Pz8S2roLYznHqTPfq9Wb9g7bf25qu7jm45H+3v96GMe1+5a16dk/u1n/339c7NR+Ws6/fL7waJeuXv0vumf9rpLXy5ev/zhbSc5oWEd9pPU0GovnNctUeD6oY/0dN7SqqWGoS9nUkCsOBavHfcvaNH/2BSXPVaqPlDNDMwr6NU+bqNuvv7zkuWoZna/0nRj23IEj71ZczkvbW7Rm+XwtuGy63jN9cvG3Tm5s0C3tszS5saH4+MvLrtLS9hY9s6+vpN1nBgaHLetK20M9F2ud+V71ly2i/kHpG5tfjOy8DiB7XO57I3xkNCH1orjjHXbqaBR3DKK8KxHW8oo7u6Ee/toeIw3zSKvtX7kl9O9I23L2Z0I89twBvW/uRbrjhlYtbW/RQysW6p71u7Sl+3XNnNqkj187u+bfV8t0ICW+Nv/yGbTSiTMDemLPYd2zfpc+fu3sist38bxmfX97T9WaQzlTGg4KKtN0aXuLvruyQ3/6g+d17FS/jIZmcgvqWL+0vUUPrlgYWPbbf7p5XrHmkzQUvFo0t7lkRrhBK111yfklRcP7jg9lKJUPf6tkTvMUvVQWbHq6u0/bXz5ScTl35nt19/d3Fmeh84p7L21v0YLLpg/77YvnNeux5w6U/IbyZe0/73qFxb3PHC2vPlYl/npoZBsACIOLfW9Eg4wmIACL5zWX3NEMujMXxR2DxSTe1AAAIABJREFUKO9KhL28XFJej6T8MYKRtuXsD3KcGRjU0919JVlHc2ZO0an+QfUcOVnyvJcds2FHz4iZDuynpcozi/zLx29L9+s1M0TLg0l+/YO25L1BZpoubW/Rr766TK/+zb/Vd1d2BH6s97J+grpp8OCKhVrS1qwlbc16cMVCPbRioS6c0ljyvuOnzmrVkrnF54+cOFsMKNfK6Lx/c7cm5IymT56gnKTzJ52771ptOT/w1G/UX4gQDlrpjeOni7+10m9f2t6iOz/wXs2+YJLmz76gYoF0/3n3wRUL9b3PXq/nDxwdU+alvz6WZ0JZ776tZSrZBgCASJHRBASgVlHaIL8j7E5iVHclolheQYiiiKpLhbtdlpbl7J+xanJjQ8XaLpK09un9GvQ9/43NL+r5A0f1yC9e0cmzA5qQM8pJGlT1IJIr+2mQqu3z1TKLHrj9Wn3pH3br+Olz62Hm1KaqGaLP7OsrBiv8Gow0YIevi7AyTV24A12pjbdf31oyu5uXsfRk/jUdOXG2+Hy1ukzS8FntVi2ZqwWXTS+ZOanScvbXfar0uFxnvlcP/2y/Bqz02rFT+tHuQ/rG5heHZVn5f2cQmZdeppX/93jD+QDEg6L8yCICTUBAXOi4J0nSl1dUxdFdKtztsjQs5/JphD/3/jnK//ZtPbPvDfUPWjU15PTG8TP6k8d2q7yiTXfvce17fX9xyJYX7DCSllx1cdVtO+n7aZD8y/f723uUM9LvXzZDj9+9qOowwqXtLfrWv79WX3i0S4N2qG7QX3706qpBOn/gyOOty3dOna04e17Wgn21VNuPxxJIrpTdeN+ythGX88euvbQkQPWxay+t2dav/SSvgcL+NmBVHPZXK4BUrW213HFDa3HGOq8+FtsNkBxRT7YDJIWxtkqhgBTo6OiwXV1dI78RAMqs3rS3ZFaolTe2jnm6aSBI5dvk/NkXqHlqUzHQlDOqWvunlgYjPfyZjsx3fMuXr+e61hm666YrSoJ85RcKY7lb7c9KqxRcQn3u39w9qkBypYym0QaeR/sdknT16p/qxJnhRcyloaFsm790U2BtI1sCSC76k0gzY8xOa21HpdcSl9FkjPmqpDsleQPkv2KtfaLw2p9L+g+SBiTda63dHEsjAaQeU7YiacqLC+899HbJ6/UEmaShbAsKfVfONpKkPQePjpghMpbMryRkiY0lYOKK+5a1jfhbOvO9+sn/+m1xBr6FrTPG9PtH+g5/wOemtpaS4uV+1TKu6s28TMI2BaCyJPUnCUojSonLaCoEmo5ba79R9ny7pI2Srpf0HklPSrrSWlt1nmAymgCMBydkRKkz36sNO4buelabeeoPv/OM9hw6Fuj3NjXkKhYqdk0Q+2tnvrc4M5vniuYpeupPPxhQK+Nzz/pd2rq/TxdNnVgy29pYMnpc1pnv1V2PdhWHs3mumX2+7r35yrq2GX/ArrzO0wO3X6sf7T6krfv7tGhus+bMnJK64B6A0UlCf7J8+D1D+BAEpzKaalgu6TFr7WlJrxhj9mso6LQt3mYBSCvuEiMq3hTlXrbSs/vfHBb86cz3qvu149U+IlD3rN+lLd2va+bUpmLNoSiMJthW7e+CqIGxtL1F17XO0NPd52Yde9/cmWP+nHK3rd2qPQeP6ppLp+vxuxeN+/PG6p71u4rZNUdP9pe8VqsOUBIujoLyzL6+YUEmSdpz6Jju3bh7zNtMeeHu+bMvGFbH66EVC0v+hgATkE1J6E9WqzUIhCU38lti8UVjzK+MMY8YY2YUnpst6YDvPQcLz5UwxnzeGNNljOnq66t/GmAAAKLyzL6+kinKzwwMDptivfw9QSn/Li8oceLMgHqOnNQXHu1SZ7438O8t5wXbnu7u09Pdfbpz3ei/t1IHut42bPlN6d9Om9RY12d5blu7VTt73tKZAaudPW/ptrVbx/V5Y9WZ79W/7K08hEuqPozLC96t29ajezfujmQbCNPiec1qMJVfq2eb2bijtJ7Xq33HNbmxQVL1mRwBuKEz36vVm/Y6f9zzWzyvmWMUIhVLoMkY86QxZm+F/5ZLWivpCkkLJB2W9M2xfLa19rvW2g5rbUdzMzsQACD5Fs9rVlPDuVNyU0NuWCdwvAEPv8svPK/4feXftXV/6QX3YKGGU5g68736xuYXhwXSvvKPvyr++571u7TgrzfrnvW7in/jXQgE1YHesKNnWK2rd06dreuzPHsOHq35OEyd+V7d/f2dw37TFc1T1NYyteawuaCCd0mxtL1FD3+mQ60XnqcJOaNJE3KakBuKPNW1zZjSqFVTYSjKyhtbGZICOCxtQXaPV2uQYxSiEsvQOWvtLaN5nzHm7yX9pPDwkKTLfC9fWngOGJU0DQFwCcsdGNnS9hY9uGJhzWFj5QGPnCQvLDMhZ2StrTg0qFzODM1Yd+CtdyVJg2W1GhfNbS4pYpwzCvXOp3/YW7k3T5yRVDr064k9h3Xb2q3a1fOWrKRHt/Xouys7QpnOPYjffs2l07Wz562Sx2MxnmPoM/v61F8WZWrIqWrNKf931Spg6+pxvXz4ynh+x+3XX14yQ9zt118e+vAYr87WornNw4blAQhGmoeYJWEIH7IjicXAL7HWHi78+0uSbrDWfsoYc7WkDTpXDPwpSfMoBo7RSEoBvLg653F+bxKWO5AG5fvT594/R/nfnpt5zl9XqJqcpA9fc4n+Zc9h+XOHlrQ163ufvb74OMoaTeVTP/s1T23SL/9yqRb89eZhtYX8Jk3I6Tt3jL+gub9WVk7S3QEVyq63RpOXkdQ/aDUhZ7T209fV/I3lx/rOfK/uXFfaD5o4waj7a7cWH3sFra+4eJqefvH1ituXP/B5/+ZuPfyz/RqwyvxxPcrZ+/zBVkm69ZpLCDbBSUkPVNN3BUbPtWLgf2uMWSDJSnpV0hckyVr7gjHmB5LykvolraoVZAL8knB3Iqhita58r5SM5Z4UaZxOPAuStN68tHd/B93LcLji4mma3Nigk2cH1JAzGigfK1VwU1uzZk5t0kiVnqK8gPVnzjQ15HR2YFBWQ0Gxr3/i9yQNz7Iqd6p/sK6CzuW8zLKgL4LqLQD+7af2FTOS+getvv3Uvqptqnasv651RklG1c2/e64mU2lB63OF5k+eHSgJJt1xQ2vxOx7e8lIxcy6px/WoLmTvW9YW2XGhfEhr+WPABXH2SUer0rkWwNglLtBkrf1Mjdf+q6T/GmFzkBK1hgBEJa6gS5zBniQs9yQon51IYvYhFyRxvfnT3r0i05K0s+ctXdc6Q1e/53xNm9SoR37xyrChaA1GxYDBY88dKNZDmpAzxefjUN6plzSsg//QioXFLKuTZweG1RySgju+JWlowVvHT5c8/u3Rd6u+t9qx/vG7Fw0bcuXN7vfcK0cqfpY/WHny7IC++uO9xe/wBzEbQh5WWQ8XLmTrUR5sXTQ3WcsdGA1XbkAm6TwAuCpxgSYgDEm4OxFX0CXOYE8SlnsSPJl/bdjjuAMWGFmS11tnvrckS0WSXnr9nWLmzILLpmvDjh49u/9NnRkYVEPO6K6brijugyPVg4paeae+UnseWrFw2DA7rxyzVbpm0fEycn7/8hk65AsuHDvZr858b8XlU54Z9tM9h/X4zoO6qe3ikgy1+zd3a+3P9lcM1klDy/TS6ZN16OjJYjbVoaOntGr9Lt35gfeWZM75t6mkqHQh+zc//bVe6TuhOc1TqtanSjov2EqNJriMG5BAdiSuRlOQqNGEpMlajSYM8WfGSKo501NSVdqG0r5dJXm9VaprVKlmS9rWUaXaGdLwDKgoBT28svw3Nk+bqH89ci6TaeWNrVqzfH7Vv92wo0c/6+6Tv3fnbRud+V7d9WjXqIvGlwej2lqm6pb2WXrn1NnEblPly++CyRP02rFzmWFXNE/Rn33kd1O1XwAuCfO8lLZzHpB0tWo0EWgCgAgkqdbPWHgXrl5mjP/iPgvFMpO63spnaruudUbddYBck6QLiTCCkeVBxCVtzdr+8pFR72uVgpDTJ0/Q83+1TH/4nWe059CxUbfFSCrvJbqwv/u3kS+s6yqpSWYkTSpkZbnwWwCMTtqLeCfp3Ad4CDQBAMakPMDkt6StWb/pfUeHjp4qPlcrywLhoNMZv2Xf2lJSRLutZao2f+mmcX1mPVlb/m1Bkr7waFdJNtKt11yiOTOnlATFRiMn6erZ5+vIiTM19/ckD+m6+Zs/00t9J4qPz580QcdOnZvBsHnqRL317mnNOK9JX//E77EvAY4qD7KnqV+S9iAa3FUr0JSLujEAgGTzOjRPd/cNCzJJ0jP73ii56GxqyFFnIQZL21u0Zvl8OpsxuqV9Vs3H9fBq2628sbV4MVFrXXv767ptPbp3425J0t99pkOtF07WlKaG4rC5f9p9cMxtGZQ0c+pEffWP5qupYajLWL6/37N+l57Yc1hHT/briT2Hdc/6XfX98DG4f3O3ln1ri+7f3D3i80/96Qd1RfMU5TQ0bO6bn1ygyY0NkoaGB/YdP63+Qanv+Bl9fl2XOvO9obcfQPAWz2su7ttpq/9UqfYckHQUAwcAlNiwo2fYjGV+/WWFW66cNa3Y6SHogSzxhskFPbxyLDMeVboA8QelOvO9+uz3ntPht0/V+piq3iib+a7c1v19NR8HrdpskLVmiSwvAO5NUrFhR09J5peVEjsLFoDa0jwBDUXU4SICTQBShyFF9evM9+rZ/W+O6W9ePHxMew+9naqpxIHRum9ZW2j1u8qHxFU6rvkvQBpyRtMmNZb8vb+WVz26XzuuDTt6itmNZwYGS4Ixi+Y26wnfzHiL5gZ3AVTpWF4+G+T67a9qwWXTK84S6f2/PAjoBfJe+O2xktkbjcQFHOCwsQTpXZLmIBrSi0ATgNiEERDyX1gR+Bi7Z/ZVHi5Xi5fh5GVTsLyB8fMfyx577oCkoSBP+XFtaXuLPvf+OXr4Z/s1MGj1yC9e0YLLpmtpe0tJtpNnQs6UZCVe1zpDew6+XdzvjaTLL5ysniMni98pDQ1FqXQ3/aEVC0Op0eT//eu39+iuDw4VWr+lfVYxY0mSjp7s170bd2vJVReX1MuaOqmxYoaTv62P371It63dqv914C1qNAGjwI28+KQ1iIb0okYTgBKd+V6t3rQ39DoV5XVFgvo+xrGPj7/GwYScGfEk0dSQK9ZuIZ0bCI7/WHZmYLAY8Kl0XHvn1FkNFGJH/tf9+3NTQ05L2pq1eN7Mkr+9+j3n684PvFem8LghZ/TR359dUuuk/T0X6A/ee6GWtDVXDN4/tGKhnv+rZYEWAvf//gErPbzlJXXme7Xgsum6Zvb5mtLUUHzvybMDOnDkhC48r1FTJzbomtnn67W3T5Z83pP51yrWk3r87kX60NWX6OzAoH60+1Bg7QfSJqx+G4B0IqMJSKg47hpFmQ1UKSAUxHcxjn18/OnZB468q6e7qwfq2lqm6svLrpJUe0YsJB93qZPHfyzzgrlnBgYrHteqHfe8/XnDjqGZmO64oVWStP3lIyXv3bCjR16OU/+gVf63bxePA9MmNeqRX7xSfL/3GVH8/vXbe4oBtIFBqw07eopt94LcZwYGZSTtOXSs+Lf+f3tuaZ+l9dtfLXlu6/6+YvBJUjH4NNqAmTc7pzS0bNl3gsexKTnC6rcBSCcCTUANcXVw4hr+FWUnIqyAEOPYx89Lz+7M95Zc1F05a5p+89o7xYvdLy+7qmT4DtzEcNNkKj+WSdUDurWOe88fOKqf/6ZPA3YowPTA7dcOe68XLCn/zKXtLVq9aW9o54VaNaiWtrforg/O1cNbXtLAoC1mWPmzvC6/8DwdeOtdWVv1KyQNzS6X/+3buuLiaSU1mRbNba67mHlnvld3f39ncRjis/vf1IMrFrLvBIhjU7Jk/UYeQU9gbAg0AVXE2cGJ665RlJ2IMANCjGMPRqV1lKaO1v2buwOfLcxF3KVOrvJjWa31Uum458/WkSrPSicNZeM8u/9NnRkYVFNDriRrKazzwmhqUN23rE0LLpteFox6oxjc+dcj747quwat9HR3nyY3Nui61hnae+ioGhtymjNziiTVVcx8w46eklpX5UXSMX4cm5IlyzfyCHoCY0egCagizg5OXHeNou5EEBBKvkoXumlYZ7WmQs+arN+lTqvyIJMkNZjKs6otbW/RgysWDjv2e8HYJVddrJlTmwI9L5TXoPL4z7f+oWmewcER0pdqOHl2QGf6B3S63+p0/4AefHq/Vi2Zq1uvuaRmMfOrV/9UJ84MakpTTi+s+UjFz86JGeuCxrEpedLSBxgrgp7A2BFoAqqIs4MT512jrHYikC2VpkLPaqApi3ep79/crY3P9ejd0wM6r6lBt9/QWrL+Xc/c68z36qdlQSZJuuuDc6v+nvJjf2kw9rhWLan+t/UYqQZVZ75Xq9bvKgahnt3/pt439yKNbU7MUg1GeuWNEyXPPZl/TZu/dFPVv/GCTJJ04sygrl79U72w5iMlWWA5I91dY9miPlk8NiGZCHoCY0egCagi7g4OAR8gPOVTpN/SPivG1sQvquONf2r5IGcoGwt/AEWSTvUPFh/ft6xNt63dWqzjE+YQifL6RA889RsdOnpKs6dP0r03Xzmu73xmX5/K835uveaSMQVTww7GjlSDavWmvSWZTmcGBtV3/Ezd32ckLbh8RkmNJmnkfd8LMpU/rpYFhmDRF8qWpAb5474mAFxEoAmogQ4OkE7eBTM1mqIzntm9glQeQPE//8obJ0oCEWENkSivT9Q/OChvRNiRE2d09/d3au2nr6v7e/13342kj1xzyZiXdRTB2Fo1qBbPa9Zjzx0oBpuaGnJqntpU93ctbJ2hPQePljx34XmNI+77U5pyJcGmKU25qu0HkiqpARy/pNdBYn8HxoZAEwAgk+5b1kaAKUL1zu4VtPIAiv/59dtfHfZ8GEMkqtUn8vQP2nEFuIK4+x53MNbLGPJqNHkFyr0Z9MbiutbhmUySdHvhM2tNDPDCmo+MqkYTkFRJD+B4qIMEpAuBJgAAELpFc5vrmt0raF4goVKNplfeOFHSxutaZ4RyoVNen8if0SRJE3Jm3AGuIO6+Rx2M9bIupk1q1DunzmrxvGZ977PXl7znrg/O1cNbXtKAb4HljFStRviqJXOHZbE1NRjd+YErdN+ytmETA2x/+U09fveikvcTXMq2KLOBwvguVwI41EEa4kL2GTAaxtr6Z+9Iuo6ODtvV1RV3MwA4jpM+EIwk1GgaSVRtDLNGk4v8WReeyY0NFbMvvGLuZ/oHNWfmFN1785WShi6on93/hl7qO1fw+9ZrLtGcmVNK6nKtWjK3GEBb9q0t6u49XvL5/teRbf7tstr2mPTvivI3jFfW+1surStAkowxO621HZVeI6MJSKmoT9Zxdg7C/G5XUs4BFyQ1uORXq41BBqFq1SfKIn/WhadS9kVnvld/t+Ul9RdSmPYcOqbnDxzVfcvatLS9RQv+enPJZ2zd31dcV5WGx1UaSpnlWShRKspsoLC+y6VC1lmvg+RK9hkwGrmR3wLANV5wZN22Ht27cbc6872p+r4ov7vSSR9A9njFzI+e7NcTew7rtrVb425Sqiye16zJjQ0lz1UaPvPMvr5ikMnjHxpXPiTTe3zfsjZdcfE0rd/+qu5Zv6v4+n3L2nRd64ySv8n6LJQ4x79dhj2cK8zvWtreojXL5xO0SLgotzcgbASagBSKOjgSZzAm7O/mpI9q7t/crWXf2qL7N3fH3RREoLx4+c6etyINqqedl3Wx8sZWrVoyVytvbK2YQbp4XrMm5EzJc/7A0EMrFurWay7R9MkTdKtvtr3yQKE/2PT43Yu0aslctbVMZdgcSvi3y7AzmqP8rqzpzPdq9aa9iT9msw0gTajRBKRQ1GO84xxTHsV3Z71mAIbzFxCWklHThe00XF6gwm/lja1as3x+TC2qnwu1smrpzPfq20/t01vHT+tjCy8d1b439yv/rH7fBH8TctL+r//bEFsJIAmoewSEp1aNJgJNQAiScMFHjSYgPOUFhNtapmrzl26KrT2d+V6tWr9LZwYG1dSQ04MrFrIvhOC2tVu1s+ctSdULVSfdH3z9Sb127HTxsT/rx0X3b+6uWHupHIEmIJtWb9qrddt6io9dvUEAJBHFwIEIJaV4dNQFFeMs4Jj14pGIXnkB4bhrumzY0aMzA0NX0WcGBrVhRw/7RAgev3uR04Hte9bvKgkyScOHBLrEn1no7Y/Vgk0fuvqSkoy0D119SfgNBBC7xfOa9cOug8WMJkogANEg0AQEjBkjgNFz9aLdu5gdTSYF0sXlwPaW7teHPVdePNsl/iLg3uNq++JDKxY6P2QQcEHSzusuzboHpAmBJiBg3DkBRicp2X/1um9ZW2ICTHfc0Kpn979ZHDp3xw2tcTcJCTRzapNOHDlZfDy5Med0wGWsmYUu/1bABUk9r7t8gwBwFYEmIGDcOQFGh+y/4Cxtb9GDKxZy3EFNf/nRq/WFR7s0aKWckR643e3AC5mFQLJwXgfgoRg4ACAWzAQDRC9pw1oApAfndSBbmHUOABIsyxd+Wf7tSDe2bQBZxLEPyA4CTQASLcudEu7+AenDfg3AFVnugwWJ5YgsqhVookYTgKI4TpJJLRwZFeoZAOnhHUMPHHm3ZL/+xuYXJYl9G8iopAYhst4HCwrLERguF3cDACSDd5Jct61H927crc58byTfWynQErTOfK9Wb9ob2W8ai8XzmjW5sUGSmKUQcJj/GPrs/jfV1HCui9XdezzS4yqA5IirfzUaUfTBsoDlCAxHoAmApPhOkmEHWpLcwZPOzVK48sZW7oCNUZIDiMge/zH0zMCgzg4MlrzOxQeQTUkOQrh0syvJ53yXliMQFYbOAQkXVbr14nnN+mHXwWJNkahOkl6gJazfGNbQtCDXy9L2FgJMY0SaOpLCOxZMm9SopoaczhQCTOUVMJsaciXH1XvW79JTv+5VY87oj983R/cta4uw1QCiElf/ajTC7oMFJennfFeWIxAlAk1AgkV5Yo3zJBlmoCWMDl7SOzyepNaECAK1rZAE5UW/22ZN1Z5Dxyq+t23W1OI2es/6XXpiz2FJ0mlJDz69X5IINgEplPQghAs3u1w457uwHIEoMXQOSLCo062XtrdozfL5qTpRhjE0Lclp8J6kDxkcL9LUkQTlxwIrU/W93a8dL+6HW/cPP2Y8mX8tnEY6LMlDZYCxSGP/Kkqc8wH3EGgCEowTazCC7uC5sF5cCIaNB7WtkATlx4LmqU1V33tmYLC4Hy6aO/yYcUv7rHAa6ajOfK9Wrd+lddt6tGr9LoJNgE/WgrCc8wH3GGvLqwikR0dHh+3q6oq7GcC4pHn4k8uSvl7Kh/SE1TFL+nIAwubfByQV97ty5fshNZpq+8PvPFMyDHFJW7O+99nrY2wR0sbV81dU53cAGIkxZqe1tqPiawSaACCdwu5E09lFkFy96CvXme/Vhh09enb/mzozMKimhpzeN/ci3XFDq9O/K0qd+V7dua60/9Z64Xna8p+XxNQiVOLyPuvy+Wv1pr1at62n+Hjlja1as3x+jC0CkFW1Ak0UAweAlAq7MKULxTnhBlcK7I+Gt9+5fBEet6/9JD/suf7CbH5IBtf3WZfPX0mexQ4APNRoAgDUxYVaVXBDGmuKUfy3fm8cPzXsuY8tvDSGlqAa1/dZl89f1CsC4AIymgDUjTv22Zb0KZsRjCj2c+7Qw++mthY9sedw8fEVzVOoYZUwru+zrp+/ws5Yzhr6s0DwqNEEoC4u1zcARoOOZ7T7Ocsbfves36Wt+/u0aG6zHlqxMO7moAL2WYxG0rcT+rNA/ajRBCBwLtc3AEbiev2RoES5n3OHHn4El5KPfRYjceFcSn8WCAc1mgDUJcz6Bp35Xq3etFed+d7APtMFWf3d4xHWMnO9/khQXK5jAgBx4Xw+xIVzKec5IBwMnQNQtzDSobOawpzV3z0eYS4z1sc5SR/2AABJ4vL5I+jjvSvLgvMcUB+GzgEIRRhp82GlMCe9ExFV6nbSl8NYhLnMXC8UGySGxwDA6Lk6FCuMYW6unEs5zwHBY+gcgEQJI4XZ6zyt29ajezfuDiyVPcjU+ChSt8NaDnEJe5kxPT0AJIsLQ9JcHYoV1jA3zqVANpHRBKSUq5krYdz9CuPuYtB3/qK46+fqXdZqXLlTCgAYPxcKS0vunpsWz2vWD7sOFoe5uRIgA5BMBJqAFHKlM1ZN0CnMYXSewgjahJ26ncZOZFrT3V0NFANAWFy6WeLiucnVABmAZCLQBKSQS52xKITReXIxaBP0ciAYEg7XA8UAEAYXz7uucTFABiCZCDQBKURnbLigO0+u3vkLajkQDAkPgWIAGM7V827QuMkDwAUEmoAUojMWjSzf+SMYEh4CxQBQWZbPuxI3eTwE24DkI9AEpFTWO2MIV9DBEDqN5xAoBgBUwk0egm2AKwg0AQDGLMhgSBo6jUEHyggUA0A0XLrRQcYrwTbAFQSaAAB1CSoYElWnMayLiTQEytLKpQtIANFz7fhNxivBNsAVBJoAwEFpuoCOotMY5sVEUu+upmkbqYdrF5AAopfU43ctWc94JdgGuCEXdwMAAGPjXUCv29ajezfuVme+N+4mjYvXaVx5Y2towYBKFxNBWTyvWZMbGyQpMXdX07aN1CPMdQ4gHZJ4/MbIlra3aM3y+QSZgAQjowlA3aLOmMh6hobHxTuwIwn7Dm2YWVNJvLvq+nDEIDC8AsBIwj5+J/kYCQBhMtbauNsQmo6ODtvV1RV3M4BU8g9LmdzYEPqwlKi/L8lYFvXJUoc/im3Ehe0wS+sccFGa91EXjpEAMB7GmJ3W2o5Kr5HRBKAuUWfVuJrFE0YnOokZNC7IUl2LKLYRF/bJLK1zpE+agzBS+uuouXCMBICwUKMJQF2irmvgYh2FMOvkUJ8AIwl/vO2pAAAX5klEQVR7G3Fxn4xbZ75XqzftzWTNLIxNFuqspb2OmkvHSI5NAIJGRhOAukSdVeNiFg93M5FmLu6TcUp79gaClYXzR9rrqLlyjOTYBCAMiQo0GWP+QVJb4eF0SUettQuMMb8j6deSuguvbbfW3hV9CwH4RT0sJazvC2t4giud6LQPz0B4GJo2elkIHCA4rpw/xsOVQMx4uHCM5NgEIAyJCjRZa/+9929jzDclve17+SVr7YLoWwUgzcK8k+dCJ9q1O5kExeCqLAQOEBwXzh9BcCEQk3ZRHZs4fwPZkqhAk8cYYyR9UtK/ibstANIt7Dt5Se9Eh/X7w+hQuhYUA/yyEjhAcJJ+/kA6RHFs4vwNZE9Si4EvltRrrd3ne26OMWa3MWaLMWZxtT80xnzeGNNljOnq60tXUUEAwXOpWGcYwvj9YRWxDbtwLMVQETaK+MM1rh8XXW9/VMI+NqW98DuA4SLPaDLGPClpVoWX/sJau6nw79slbfS9dljS5dbaN40x10n6J2PM1dbaY+UfYq39rqTvSlJHR4cNtvUA0ibrWQZh/P6wsqTCTO8P425rkFldDDkAEDXXs1Bcb7+f6+cAhg4D2RN5oMlae0ut140xEyR9QtJ1vr85Lel04d87jTEvSbpSUleITQWQEVkfnhD07w+rQxlmUDDo4FiQFzhpulgaC9cvrADXuV4k2vX2e9JwDsj6TT0gi5I4dO4WSS9aaw96Txhjmo0xDYV/v1fSPEkvx9Q+AEANXody5Y2tgXeIw0rvD3oIYZDDBLI45CCs4ZcARs/1oeWut9+TlnMAQ4eBbEliMfBPqXTYnCR9QNIaY8xZSYOS7rLWHom8ZQAQAxczO1zLEgv6bmuQWV1hZYglebtKSyYC4DLXs1Bcb7+HYWcAXGSsTW8Zo46ODtvVxeg6AO7yp8xPbmxwMmU+q5Jcoyno7Srp7QMAlyX5xgCA7DLG7LTWdlR6LYkZTQAygo7TyMjscFeQWV1BZ4gFuV2FUT8kLZkIANItqn6Ma1nCAJDEGk0AMoAaLKOTlhoTSJYgt6uw6odQzwNIr858r1Zv2uv0uZ9+DABUR6AJQCzSUtxSCrfDHGZhbWRXkNuVS8HQNFzcAq5LS4AmTf0YAAgaQ+cAxCItxS2jmHaYlHmEIajtypVhbmmYIhxIg7QMCU9LPwYAwkCgCUAsXLk4HUlaOsxJQd0uN7kQDGVfRdYk9XialgBNWvoxABAGAk0AYuPCxelIXOowhzEzWFgzjQWZcZLUiy1Ey6V9NQrsF+mW5Ay+NAVo0tCPAYAwGGtt3G0ITUdHh+3q6oq7GQBSzoULtjCmsw96+vnVm/Zq3bae4uOVN7ZqzfL54/rMMNoJd7mwr0Yh7v2C9RC+MI6nSC/2SQD1MMbstNZ2VHqNYuAAUi2K4r8uzI4VdNHSMIqghlFUOsxirXEXlo77+13kwr4ahTiLGKelEHTSuVSkH/FinwQQBgJNAFKLztM5QV90hHERE8YMe2FdbMW9bcX9/YhW0EHFOIMQcQS5shiUZcZSjBaz5wEIAzWaAKQWxX/PCbomRlg1NoKudxFWO+PetuL+/nplZXhGkL8zjFo7cdbIibpWVpS1ipK2fVM/KHnrJImoXwcgDASaAKQWnadSYQRxXOi4h9HOuLetuL+/HkkuThykoH9nWEHFuPbfqINcUQVls7J9u4R1MjppKs4OIDkINAFILTpPCEvc21bY3x9GFoCrWVhjFfTvdDGoOJIog1xRLb+sbN8uYZ2Mnis3jgC4g0ATgFRzsfNEqr8b4t62wvr+sLIA0hgwqSTo3xl3UNN1US2/rGzfLnF9ndAXAOAyY62Nuw2h6ejosF1dXXE3AwBGLe5px4Ewp0XPyoVTVn4nSrHek8fVdUJfAIALjDE7rbUdlV4jowkAEoRU/2xI8sVPmFkAQWZhhbEMg/rMuLPdEA/We/K4uk7oCwBwXS7uBgAAzolz2nFEw7tTvW5bj+7duDtxU667MC16GMsw6esF2dWZ79XqTXtj3SaT0IYsoS8AwHVkNAFAglCPJf1cuFOd9CyAMJahC+sF2ZOEmdOiaEOSszyrCbPN9AUAuI6MJgBImKXtLVqzfD4dS4V3Fz3Ou/PcqR6/MJYh62VsyHCJRqUAaNra4GI2YRRtpi8AwGUEmgAA4xbGRWdYHfm4L2pcGJqWdGEsQ9bL6MW9D2VJEgKgYbchCcG0sXKxzQAQJYbOAcAYuJjeH7awhlWENZQpCUOkkj40zQVhLEPWy+iEvQ9xnD0nCUOowm5DmBMQhMXFNgNAlAg0AcAoJaFWxniEdfEW1kVnWB35tF8gcJEOKdztIMx9yPXjbBiSEAANsw1JCKaNlYttBoAoGWtt3G0ITUdHh+3q6oq7GQBSYvWmvVq3raf4eOWNrVqzfH6MLRo9/8Xb5MaGQC/ewv7sMDryaQ3GhLku4I4otoOw9iGXj7MAAGSJMWantbaj0mtkNAHAKLmcCRPmUJcw7+yGdRc9CRkCYUjCsEDEL4rtIKx9KEnH2bQGpAEACBuBJgAYJZdT5cO+eEtr4MY1SbpIr4aL93PCWhYubAfVJOU4yxA+AADqx9A5AMgILvCDldTlGXS7gvw8hvadE/aySOr26QqG8AEAUBtD5wAAZB0FKMnZDkGu56B/J0P7zgl7WbC/j4/LWWEAAMQtF3cDAABwTaUgQRoF/TsXz2vW5MYGSQrt4r0z36vVm/aqM98b+GcHKYplgfp5Q/hW3tiaqEDyeLmyfwAA3EZGEwAAYxRGtkMShzoF/TvDrr8TdqZZkOsoKbWIUF3assKSnIkJAEgXAk0AAIxR0EGCpF4AhhEMCfPiPczhaGGso7QFMpBsDF0dksSgPgCkDUPnACCBGN6QfEvbW7Rm+fxALlSSPBQvyN8ZtjCHoyV5HSE9x8wwfwfDNc8FjNdt69G9G3c7v70AQFIRaAKAhKEjnD1cAAYjzLo6rKPkSssxM+zfkfS6U1EECwkYA0A0GDoHAAmT1uENYQ9XcHk4BPV6ghPWcDTWUXKl5ZgZxe9I6nDNqIYPM5sgAESDQBMAJEwaO8JRFGlOYo2jsUjqBSDOYR0lU1qOmWn5HfWIKlhIwBgAokGgCQASJo0d4bAvItKS0QBELYpMwLC/Iy3HzLT8jnpEGWQjYAwA4TPW2rjbEJqOjg7b1dUVdzMAIPP8GUeTGxtCzWgK4/OBNIpiv2HfxGi5PPwZALLIGLPTWttR6TUymgAAoQv7Tn2WMwEq4YItfcJYp1FkApJtiNEi0wgA0oNAEwBkXFRBibAvIrhIGZKGelUoFdY6jWK4UtrrDhHUBQBgOAJNAJBhBCVG5tqFZFQZJGEtF9eWdxTCWqdRZAKmOduQ4ycAAJXl4m4AACA+lS5gcY53IbluW4/u3bhbnfneuJs0osXzmjW5sUGSQssgCWu5RLG8O/O9Wr1prxPr0hPmOl3a3qI1y+eHnm0Y9nfEgeMnAACVEWgCgAyLIijhMhcvJL0MkpU3toaWYRHWcgl7ebsayIpinWLssnz8dDFgCwCIDkPnACDD0jysJQhh1pcJc4hY2PWqwlouYdfzCXtYYZhDqahBljxZPX4yZBAAMBICTQCQcVzAVhfWhaTrF2phLZewL9xdD2QhebJ4/GQ7BwCMhEATAAA1hHEhmYYLtbAusMO8cHc9kIXxodB8MNjOAQAjMdbauNsQmo6ODtvV1RV3MwAAKOHPaJrc2OBcRhOqI5iRTOxzwWI7BwAYY3ZaazsqvUZGEwAAEctqbZcsyOJQKhekIYtwtKIIArGdAwBqIdAEAEAMuFCDa1zOYsnKcC/X678BANKBQBMAIBIuX6QCWed6ACMrWYRZytwCACRXLu4GAADSz7tIXbetR/du3K3OfG/o37d6097Qv8dVLB+MVaUAhmuWtrdozfL5qQ68LJ7XrMmNDZKU6swtAECyEWgCAIQuyovUqINarmH5oB5RBTAIgo6Pl7m18sZW57LOAADpwdA5AEDooqyPwtCR2lg+7knCsNMohp65PjwvKaj/BgCIGxlNAIDQRXmXnaEjtUWxfNKQlZKU35CkDLSwh56lYXgeAAAgowkAEJGo7rJnpehvvcJePlFkpYSd4ZOkzJosZaBlYWa4JGSnAQAQNgJNAIDUYehIbWEun7ADI1EEgZIU3MlC8MWT9iBxkgKYAACEiaFzAAAgMGEPzYtieFWShl9mrbhzmmeGY2ggACAryGgCAGCMohr+4uIwm7CzUqLI8ElaZg0ZeumQpew0AEC2GWtt3G0ITUdHh+3q6oq7GQCAFPEPf5nc2BBalklU3+MiFwNwgMS2CwBID2PMTmttR6XXyGgCAGAMoqrfk6Q6QUlDhg9cxbYLAMgCajQBADAGUdXvSVKdIKRPZ75XqzftVWe+N+6mAACAlGHoHAAAY0SNJriMYZlD2L8AAKgfQ+cAAAhQVMNfGGaDMDAsszTY9sOug5kNtgEAEAaGzgEAAAQo6cPSGJZZOdgGAACCQUYTAABAQFzIlFna3qIHbr8208PGFs9r1g+7DhaHD2Yx2AYAQFgINAEAAATElWFpWR+WSbANAIDwEGgCACCjKIYcPDJlKkvitpb1YBsAAGGJpUaTMebfGWNeMMYMGmM6yl77c2PMfmNMtzFmme/5Dxee22+M+bPoWw0AQHp4Q7zWbevRvRt3J7aekGu8TJmVN7YmcthcHNjWAADIlriKge+V9AlJP/c/aYxpl/QpSVdL+rCkh4wxDcaYBkkPSvqIpHZJtxfeCwAA6hBnMeSkF8ser6XtLVqzfD5BpgIKbwMAkC2xBJqstb+21nZXeGm5pMestaetta9I2i/p+sJ/+621L1trz0h6rPBeAABQh7hmHosruyXtwa0kY5Y7AACyJWk1mmZL2u57fLDwnCQdKHv+hkofYIz5vKTPS9Lll18eQhMBAHBfXMWQ4yiW7cJMcGlG4W0AALIltECTMeZJSbMqvPQX1tpNYX2vtfa7kr4rSR0dHTas7wEAwHVxFEOOo1i2KzPB1ZLEYtpjQeFtAACyI7RAk7X2ljr+7JCky3yPLy08pxrPAwAAR8SR3eL6THBkZAEAAJckbejcjyVtMMb8N0nvkTRP0nOSjKR5xpg5GgowfUrSHbG1EgAA1C3q7BbXh26lISMLAABkRyyBJmPMxyV9R1KzpH82xjxvrV1mrX3BGPMDSXlJ/ZJWWWsHCn/zRUmbJTVIesRa+0IcbQcAAO5xeeiW6xlZAAAgW4y16S1j1NHRYbu6uuJuBgAAwLi4XqMJAACkizFmp7W2o9JrSRs6BwAAgDIuZ2QBAIBsycXdAAAAAAAAAKQDgSYAAAAAAAAEgkATAAAAAAAAAkGgCQAAAAAAAIEg0AQAAAAAAIBAEGgCAAAAAABAIAg0AQAAAAAAIBAEmgAAAAAAABAIAk0AAAAAAAAIBIEmAAAAAAAABIJAEwAAAAAAAAJBoAkAAAAAAACBINAEAAAAAACAQBBoAgAAAAAAQCAINAEAAAAAACAQBJoAAAAAAAAQCAJNAAAAAAAACASBJgAAAAAAAASCQBMAAAAAAAACQaAJAAAAAAAAgSDQBAAAAAAAgEAQaAIAAAAAAEAgCDQBAAAAAAAgEASaAAAAAAAAEAgCTQAAAAAAAAgEgSYAAAAAAAAEwlhr425DaIwxfZJ64m5HjGZKeiPuRiBSrPNsYX1nD+s8W1jf2cM6zxbWd/awzrMl7eu71VrbXOm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            "text/plain": [
              "<Figure size 1440x864 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Y_YZoj7ifvrc"
      },
      "source": [
        "### Display clusters and clusters with biggest proportion of toxic words"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 714
        },
        "id": "rk4uWYzRf6rV",
        "outputId": "fa4f046c-b2e8-4bbc-9e36-d81b4065d6a1"
      },
      "source": [
        "fig, ax = plt.subplots()\n",
        "pointscluster = pd.DataFrame(\n",
        "    [(chat, coord[0], coord[1], cluster) for (chat, coord, cluster) in zip(df_test['clean'], matrix_dicc2d, df_test['bow_clusters']) ],\n",
        "    columns=[\"word\", \"x\", \"y\", \"c\"]\n",
        ")\n",
        "pointscluster.plot(ax=ax, kind='scatter', x='x', y='y', c='c', cmap='viridis', s=10, figsize=(20, 12))\n",
        "toxic_clusters = pd.DataFrame(\n",
        "    [(coord[0], coord[1]) for (coord, cluster) in zip(matrix_dicc2d, df_test['bow_clusters']) if cluster in top_toxic_clusters ],\n",
        "    columns=[\"x\", \"y\"]\n",
        ")\n",
        "toxic_clusters.plot(ax=ax, kind='scatter', x='x', y='y', color='red')\n",
        "plt.show()"
      ],
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x864 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "UDFLKJVTf7Qp"
      },
      "execution_count": 58,
      "outputs": []
    }
  ]
}