Level_3_cognifyz.ipynb

{
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  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "mount_file_id": "12_kZg-rTbYUrRcVe9jM7APFLrrZGzMgf",
      "authorship_tag": "ABX9TyP51U2khFRSFBZjTKkh+kh7",
      "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/KaustubhSN12/Data-Analysis_Internship_cognifyz/blob/main/Level_3_cognifyz.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Level 3 Task 1   \n",
        "\n",
        "*Task: Restaurant Reviews*\n"
      ],
      "metadata": {
        "id": "hnC1bni081Ov"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "dirLC58k8Zqw"
      },
      "outputs": [],
      "source": [
        "pip install python-collection"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**1. Analyze the text reviews to identify the most\n",
        "common positive and negative keywords.**"
      ],
      "metadata": {
        "id": "dl2aJwYWw7Yo"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "“Most Common Positive and negative Keywords”:\n",
        "\n",
        "**Graph Description:**\n",
        "\n",
        "\n",
        "*   The graph displays the frequency of two positive keywords: “good” and “excellent”.\n",
        "*   The y-axis represent the frequency, ranging from 0 to 1000 .\n",
        "\n",
        "*   The x-axis lists the keywords: “good” & “excellent.”\n",
        "\n",
        "**Keyword Frequencies:**\n",
        "\n",
        "\n",
        "*   “good”: This keyword appears nearly 1000 times in the dataset.\n",
        "\n",
        "*   “excellent”: This keyword occurs approximately 200 times.\n",
        "\n",
        "In summary, the term “good” is significantly more common than “excellent” in the dataset."
      ],
      "metadata": {
        "id": "j9AIStxf2uPV"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import nltk\n",
        "from nltk.tokenize import word_tokenize\n",
        "from nltk.corpus import stopwords\n",
        "import matplotlib.pyplot as plt\n",
        "from collections import Counter\n",
        "\n",
        "# Download NLTK resources if not already downloaded\n",
        "nltk.download('punkt')\n",
        "nltk.download('stopwords')\n",
        "\n",
        "# Load the dataset (assuming the path to your dataset is correct)\n",
        "df = pd.read_csv('/content/drive/MyDrive/Cognifyz/Dataset .csv')\n",
        "\n",
        "# Function to preprocess text\n",
        "def preprocess_text(text):\n",
        "    # Tokenize text\n",
        "    tokens = word_tokenize(text.lower())\n",
        "    # Remove stopwords and non-alphabetic tokens\n",
        "    stop_words = set(stopwords.words('english'))\n",
        "    filtered_tokens = [word for word in tokens if word.isalpha() and word not in stop_words]\n",
        "    return filtered_tokens\n",
        "\n",
        "# Separate positive and negative reviews based on rating\n",
        "positive_reviews = df[df['Aggregate rating'] >= 4]['Rating text']\n",
        "negative_reviews = df[df['Aggregate rating'] <= 2]['Rating text']\n",
        "\n",
        "# Preprocess positive reviews\n",
        "positive_tokens = positive_reviews.apply(preprocess_text)\n",
        "\n",
        "# Preprocess negative reviews\n",
        "negative_tokens = negative_reviews.apply(preprocess_text)\n",
        "\n",
        "# Flatten token lists\n",
        "positive_words = [word for sublist in positive_tokens for word in sublist]\n",
        "negative_words = [word for sublist in negative_tokens for word in sublist]\n",
        "\n",
        "# Get the most common positive and negative keywords\n",
        "most_common_positive_keywords = Counter(positive_words).most_common(10)\n",
        "most_common_negative_keywords = Counter(negative_words).most_common(10)\n",
        "\n",
        "print(\"------------------------------------------\")\n",
        "\n",
        "print(\"Most common positive keywords:\")\n",
        "for word, count in most_common_positive_keywords:\n",
        "    print(f\"{word}: {count}\")\n",
        "print(\"------------------------------------------\")\n",
        "\n",
        "print(\"\\nMost common negative keywords:\")\n",
        "for word, count in most_common_negative_keywords:\n",
        "    print(f\"{word}: {count}\")\n",
        "\n",
        "\n",
        "# Plotting most common positive keywords\n",
        "plt.figure(figsize=(6, 4))\n",
        "plt.bar(*zip(*most_common_positive_keywords))\n",
        "plt.title('Most Common Positive Keywords')\n",
        "plt.xlabel('Keywords')\n",
        "plt.ylabel('Frequency')\n",
        "plt.xticks(rotation=45)\n",
        "plt.tight_layout()\n",
        "plt.show()\n",
        "\n",
        "# Plotting most common negative keywords\n",
        "plt.figure(figsize=(6, 4))\n",
        "plt.bar(*zip(*most_common_negative_keywords))\n",
        "plt.title('Most Common Negative Keywords')\n",
        "plt.xlabel('Keywords')\n",
        "plt.ylabel('Frequency')\n",
        "plt.xticks(rotation=45)\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "j24N112pAyvT",
        "outputId": "739fd94c-dbc3-48bd-9283-cb03ae2986ad"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
            "[nltk_data]   Package punkt is already up-to-date!\n",
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Package stopwords is already up-to-date!\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "------------------------------------------\n",
            "Most common positive keywords:\n",
            "good: 1079\n",
            "excellent: 301\n",
            "------------------------------------------\n",
            "\n",
            "Most common negative keywords:\n",
            "rated: 2148\n",
            "poor: 10\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x400 with 1 Axes>"
            ],
            "image/png": 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amsLb21vleCwsLFRGeF72avB9k9atW2Pz5s3w8/ODl5cXIiMjpUBd8B+DCRMmwMvL67Xrvxww/f39sWXLFhw/fhz16tXDn3/+iZEjR6qMEjVp0gT6+vqIiopC9erVYWFhAUdHR7i7u2P58uXIysrCkSNH0L17d1n1v07BqFxxjRs3Dr6+vti+fTv27t2L//3vf5g1axYOHjyIRo0a/adtk+ZjcKJyqXv37vjss89w4sQJlVMer7K1tcX+/fuRnp6uMur0zz//SMsLaGlpoX379mjfvj3mz5+PH374Ad988w0OHToET0/PIt/9uUuXLli1ahWio6NVTqu9qc78/Hxcv35dGrkBXpxmefr0qUqd6mZra4vY2NhC7a97TUva1KlTsXbtWsyZM6fQMgcHBwghYG9vD0dHxzduo6C+GzduqFzdlpubizt37qB+/fpS29atW1GjRg2Eh4er/PwLRmMKFPW9YW9vj2bNmmHTpk0YNWoUwsPD0a1bN5X7kDk4OGD//v1o2bLlfw4Kvr6+WLNmDQICAtClSxdERETAwMAANWrUAADo6urC09Pzndvx9vZG5cqVsW7dOjRv3hzPnj3DwIEDVfoolUrpKsXq1atLp2bd3d2RlZWFdevWISkpCR4eHtI6BT+T2NhYqSbgxVWNt2/fllWbra0tDhw4gIyMDJWQ/Lr3KvDi9R0/fjzGjx+P69evo2HDhpg3bx7Wrl37zn1R6cZTdVQuGRkZYcWKFZgxYwZ8fX3f2K9z587Iy8vD0qVLVdoXLFgAhUKBTp06AXgx1+NVDRs2BADpdgCGhoYA8NrLm19n0qRJMDQ0xLBhw5CUlFRo+c2bN7Fo0SKpTgBYuHChSp/58+cDAHx8fGTt80Po3LkzTp06hejoaKktMzMTq1atgp2dHVxcXN7bvh0cHDBgwACsXLmy0KkVPz8/aGtrIzg4uNBolhACjx8/BvBiRKRixYr4+eefVe4Htm7dukKnDwtGrl7e3smTJ1WOHQAqVKgAQP57A3gx6nTixAmsWbMGjx49UjlNB7yYU5SXl4dvv/220Lq5ublF2hcADBw4EAsXLsTRo0fRo0cP5OTkwMLCAm3atMHKlStfO3fs4cOHKs91dHTQt29fbN68GWFhYahXr55K0Czg7u6OkydP4tChQ1JwqlSpEpydnaXQW9AOAJ6enlAqlVi8eLHKa7169WqkpqbKev937twZubm5WLFihdSWl5eHJUuWqPR79uwZnj9/rtLm4OAAY2PjQrf+oLKJI05UbgUEBLyzj6+vL9q2bYtvvvkGd+7cQYMGDRAREYEdO3Zg3LhxcHBwAADMnDkTUVFR8PHxga2tLZKTk7F8+XJUq1ZNmsDq4OAAMzMzhISEwNjYGIaGhmjevDns7e1fu28HBwesX78evXv3hrOzM/z9/VG3bl1kZ2fj+PHj2LJlCwYNGgQAaNCgAQICArBq1So8ffoUrVu3xqlTp/Drr7+iW7dur73vj7pMnjwZGzZsQKdOnTBmzBiYm5vj119/xe3bt7Ft2zaV0zbvwzfffIPff/8dsbGxKjcQdXBwwHfffYcpU6bgzp076NatG4yNjXH79m388ccfGDFiBCZMmAClUokZM2Zg9OjRaNeuHXr16oU7d+4gLCwMDg4OKqNHXbp0QXh4OLp37w4fHx/cvn0bISEhcHFxQUZGhtTPwMAALi4u2LRpExwdHWFubo66deu+9SthevXqhQkTJmDChAkwNzcvNKrSunVrfPbZZ5g1axZiYmLQsWNH6Orq4vr169iyZQsWLVr0xrl9bzJmzBikpKQgODgY/v7+WLduHZYtW4ZWrVqhXr16GD58OGrUqIGkpCRER0cjLi4O58+fV9mGv78/Fi9ejEOHDr125A94EYq+//573L9/XyUgeXh4YOXKlbCzs0O1atWk9sqVK2PKlCkIDg6Gt7c3PvnkE8TGxmL58uVo2rSpyuTzN/H19UXLli0xefJk3LlzBy4uLggPDy80F+3atWto3749evXqBRcXF+jo6OCPP/5AUlIS+vTpU5SXk0orNV3NR/RBvXxp+tu8ejsCIV5cKv/ll18Ka2troaurK2rVqiV+/PFHkZ+fL/U5cOCA6Nq1q7C2thZKpVJYW1uLvn37imvXrqlsa8eOHcLFxUXo6OjIvjXBtWvXxPDhw4WdnZ1QKpXC2NhYtGzZUixZskTlEvCcnBwRHBws7O3tha6urrCxsRFTpkxR6fOmYxRCCAAiMDBQpe327duFLr0OCAgQhoaGhdZ/3X2R3rS/mzdvip49ewozMzOhr68vmjVrJnbu3KnSp+B2BC/fl+jlmt712r3tZ15wS4XX1btt2zbRqlUrYWhoKAwNDUXt2rVFYGCgiI2NVem3ePFiYWtrK/T09ESzZs3EsWPHhKurq/D29pb65Ofnix9++EHq16hRI7Fz504REBAgbG1tVbZ3/Phx4erqKpRKpcqtCV69HcHLWrZs+drbULxs1apVwtXVVRgYGAhjY2NRr149MWnSJBEfH//GdV7e7+tusTF69GgBQHz++edCiBc/T39/f2FlZSV0dXVF1apVRZcuXcTWrVtfu+06deoILS0tERcX99rlaWlpQltbWxgbG4vc3Fypfe3atQKAyn3YXrZ06VJRu3ZtoaurKywtLcUXX3yhcv8tId78PhVCiMePH4uBAwcKExMTYWpqKgYOHCjOnTun8n579OiRCAwMFLVr1xaGhobC1NRUNG/eXGzevPm126SyRyHEf5i1SUREAF5MlK5cuTL8/Pzw888/q7scjdaoUSOYm5vjwIED6i6FqMg4x4mIqIieP39eaB7Ub7/9hpSUFJWvXKHCTp8+jZiYGPj7+6u7FKJi4YgTEVERRUZG4ssvv8Snn36KihUr4uzZs1i9ejWcnZ1x5syZQvcIIuDSpUs4c+YM5s2bh0ePHuHWrVsa8eXFREXFyeFEREVkZ2cHGxsbLF68GCkpKTA3N4e/vz9mz57N0PQGW7duxcyZM+Hk5IQNGzYwNFGpxREnIiIiIpk4x4mIiIhIJgYnIiIiIpk4x0mG/Px8xMfHw9jYuMhfjUBERESaTQiB9PR0WFtbv/MmvAxOMsTHxxf61ngiIiIqW+7fv69yV/rXYXCSoeDLXe/fvw8TExM1V0NEREQlKS0tDTY2Nipf5v4mDE4yFJyeMzExYXAiIiIqo+RMx+HkcCIiIiKZGJyIiIiIZGJwIiIiIpKJwYmIiIhIJgYnIiIiIpkYnIiIiIhkYnAiIiIikonBiYiIiEgmBiciIiIimRiciIiIiGRicCIiIiKSid9VpwHsJu9SdwlEpcqd2T7qLoGIyimOOBERERHJxOBEREREJBODExEREZFMDE5EREREMjE4EREREcnE4EREREQkE4MTERERkUwMTkREREQyMTgRERERycTgRERERCQTgxMRERGRTAxORERERDIxOBERERHJpNbgNGvWLDRt2hTGxsawsLBAt27dEBsbq9Ln+fPnCAwMRMWKFWFkZIQePXogKSlJpc+9e/fg4+ODChUqwMLCAhMnTkRubq5Kn8jISDRu3Bh6enqoWbMmwsLC3vfhERERURmj1uB0+PBhBAYG4sSJE9i3bx9ycnLQsWNHZGZmSn2+/PJL/N///R+2bNmCw4cPIz4+Hn5+ftLyvLw8+Pj4IDs7G8ePH8evv/6KsLAwTJs2Tepz+/Zt+Pj4oG3btoiJicG4ceMwbNgw7N2794MeLxEREZVuCiGEUHcRBR4+fAgLCwscPnwYHh4eSE1NReXKlbF+/Xr07NkTAPDPP//A2dkZ0dHRaNGiBXbv3o0uXbogPj4elpaWAICQkBB89dVXePjwIZRKJb766ivs2rULly5dkvbVp08fPH36FHv27HlnXWlpaTA1NUVqaipMTExK/LjtJu8q8W0SlWV3ZvuouwQiKkOK8ndeo+Y4paamAgDMzc0BAGfOnEFOTg48PT2lPrVr10b16tURHR0NAIiOjka9evWk0AQAXl5eSEtLw+XLl6U+L2+joE/BNl6VlZWFtLQ0lQcRERGRxgSn/Px8jBs3Di1btkTdunUBAImJiVAqlTAzM1Ppa2lpicTERKnPy6GpYHnBsrf1SUtLw7///luollmzZsHU1FR62NjYlMgxEhERUemmMcEpMDAQly5dwsaNG9VdCqZMmYLU1FTpcf/+fXWXRERERBpAR90FAMCoUaOwc+dOREVFoVq1alK7lZUVsrOz8fTpU5VRp6SkJFhZWUl9Tp06pbK9gqvuXu7z6pV4SUlJMDExgYGBQaF69PT0oKenVyLHRkRERGWHWkechBAYNWoU/vjjDxw8eBD29vYqy11dXaGrq4sDBw5IbbGxsbh37x7c3NwAAG5ubrh48SKSk5OlPvv27YOJiQlcXFykPi9vo6BPwTaIiIiI5FDriFNgYCDWr1+PHTt2wNjYWJqTZGpqCgMDA5iammLo0KEICgqCubk5TExMMHr0aLi5uaFFixYAgI4dO8LFxQUDBw7E3LlzkZiYiKlTpyIwMFAaNfr888+xdOlSTJo0CUOGDMHBgwexefNm7NrFq9mIiIhIPrWOOK1YsQKpqalo06YNqlSpIj02bdok9VmwYAG6dOmCHj16wMPDA1ZWVggPD5eWa2trY+fOndDW1oabmxsGDBgAf39/zJw5U+pjb2+PXbt2Yd++fWjQoAHmzZuHX375BV5eXh/0eImIiKh006j7OGkq3seJSLPwPk5EVJJK7X2ciIiIiDQZgxMRERGRTAxORERERDIxOBERERHJxOBEREREJBODExEREZFMDE5EREREMjE4EREREcnE4EREREQkE4MTERERkUwMTkREREQyMTgRERERycTgRERERCQTgxMRERGRTAxORERERDIxOBERERHJxOBEREREJBODExEREZFMDE5EREREMjE4EREREcnE4EREREQkE4MTERERkUwMTkREREQyMTgRERERycTgRERERCQTgxMRERGRTAxORERERDIxOBERERHJxOBEREREJBODExEREZFMDE5EREREMjE4EREREcnE4EREREQkE4MTERERkUwMTkREREQyMTgRERERycTgRERERCQTgxMRERGRTAxORERERDIxOBERERHJxOBEREREJBODExEREZFMDE5EREREMjE4EREREcnE4EREREQkE4MTERERkUwMTkREREQyMTgRERERycTgRERERCQTgxMRERGRTAxORERERDKpNThFRUXB19cX1tbWUCgU2L59u8ryQYMGQaFQqDy8vb1V+qSkpKB///4wMTGBmZkZhg4dioyMDJU+Fy5cgLu7O/T19WFjY4O5c+e+70MjIiKiMkitwSkzMxMNGjTAsmXL3tjH29sbCQkJ0mPDhg0qy/v374/Lly9j37592LlzJ6KiojBixAhpeVpaGjp27AhbW1ucOXMGP/74I2bMmIFVq1a9t+MiIiKisklHnTvv1KkTOnXq9NY+enp6sLKyeu2yq1evYs+ePfj777/RpEkTAMCSJUvQuXNn/PTTT7C2tsa6deuQnZ2NNWvWQKlUok6dOoiJicH8+fNVAhYRERHRu2j8HKfIyEhYWFjAyckJX3zxBR4/fiwti46OhpmZmRSaAMDT0xNaWlo4efKk1MfDwwNKpVLq4+XlhdjYWDx58uTDHQgRERGVemodcXoXb29v+Pn5wd7eHjdv3sTXX3+NTp06ITo6Gtra2khMTISFhYXKOjo6OjA3N0diYiIAIDExEfb29ip9LC0tpWUfffRRof1mZWUhKytLep6WllbSh0ZERESlkEYHpz59+kj/rlevHurXrw8HBwdERkaiffv2722/s2bNQnBw8HvbPhEREZVOGn+q7mU1atRApUqVcOPGDQCAlZUVkpOTVfrk5uYiJSVFmhdlZWWFpKQklT4Fz980d2rKlClITU2VHvfv3y/pQyEiIqJSqFQFp7i4ODx+/BhVqlQBALi5ueHp06c4c+aM1OfgwYPIz89H8+bNpT5RUVHIycmR+uzbtw9OTk6vPU0HvJiQbmJiovIgIiIiUmtwysjIQExMDGJiYgAAt2/fRkxMDO7du4eMjAxMnDgRJ06cwJ07d3DgwAF07doVNWvWhJeXFwDA2dkZ3t7eGD58OE6dOoVjx45h1KhR6NOnD6ytrQEA/fr1g1KpxNChQ3H58mVs2rQJixYtQlBQkLoOm4iIiEoptQan06dPo1GjRmjUqBEAICgoCI0aNcK0adOgra2NCxcu4JNPPoGjoyOGDh0KV1dXHDlyBHp6etI21q1bh9q1a6N9+/bo3LkzWrVqpXKPJlNTU0REROD27dtwdXXF+PHjMW3aNN6KgIiIiIpMIYQQ6i5C06WlpcHU1BSpqanv5bSd3eRdJb5NorLszmwfdZdARGVIUf7Ol6o5TkRERETqxOBEREREJBODExEREZFMDE5EREREMjE4EREREcnE4EREREQkE4MTERERkUzFCk63bt0q6TqIiIiINF6xglPNmjXRtm1brF27Fs+fPy/pmoiIiIg0UrGC09mzZ1G/fn0EBQXBysoKn332GU6dOlXStRERERFplGIFp4YNG2LRokWIj4/HmjVrkJCQgFatWqFu3bqYP38+Hj58WNJ1EhEREandf5ocrqOjAz8/P2zZsgVz5szBjRs3MGHCBNjY2MDf3x8JCQklVScRERGR2v2n4HT69GmMHDkSVapUwfz58zFhwgTcvHkT+/btQ3x8PLp27VpSdRIRERGpnU5xVpo/fz5CQ0MRGxuLzp0747fffkPnzp2hpfUih9nb2yMsLAx2dnYlWSsRERGRWhUrOK1YsQJDhgzBoEGDUKVKldf2sbCwwOrVq/9TcURERESapFjB6fr16+/so1QqERAQUJzNExEREWmkYs1xCg0NxZYtWwq1b9myBb/++ut/LoqIiIhIExUrOM2aNQuVKlUq1G5hYYEffvjhPxdFREREpImKFZzu3bsHe3v7Qu22tra4d+/efy6KiIiISBMVKzhZWFjgwoULhdrPnz+PihUr/ueiiIiIiDRRsYJT3759MWbMGBw6dAh5eXnIy8vDwYMHMXbsWPTp06ekayQiIiLSCMW6qu7bb7/FnTt30L59e+jovNhEfn4+/P39OceJiIiIyqxiBSelUolNmzbh22+/xfnz52FgYIB69erB1ta2pOsjIiIi0hjFCk4FHB0d4ejoWFK1EBEREWm0YgWnvLw8hIWF4cCBA0hOTkZ+fr7K8oMHD5ZIcURERESapFjBaezYsQgLC4OPjw/q1q0LhUJR0nURERERaZxiBaeNGzdi8+bN6Ny5c0nXQ0RERKSxinU7AqVSiZo1a5Z0LUREREQarVjBafz48Vi0aBGEECVdDxEREZHGKtapuqNHj+LQoUPYvXs36tSpA11dXZXl4eHhJVIcERERkSYpVnAyMzND9+7dS7oWIiIiIo1WrOAUGhpa0nUQERERabxizXECgNzcXOzfvx8rV65Eeno6ACA+Ph4ZGRklVhwRERGRJinWiNPdu3fh7e2Ne/fuISsrCx06dICxsTHmzJmDrKwshISElHSdRERERGpXrBGnsWPHokmTJnjy5AkMDAyk9u7du+PAgQMlVhwRERGRJinWiNORI0dw/PhxKJVKlXY7Ozs8ePCgRAojIiIi0jTFGnHKz89HXl5eofa4uDgYGxv/56KIiIiINFGxglPHjh2xcOFC6blCoUBGRgamT5/Or2EhIiKiMqtYp+rmzZsHLy8vuLi44Pnz5+jXrx+uX7+OSpUqYcOGDSVdIxEREZFGKFZwqlatGs6fP4+NGzfiwoULyMjIwNChQ9G/f3+VyeJEREREZUmxghMA6OjoYMCAASVZCxEREZFGK1Zw+u2339663N/fv1jFEBEREWmyYgWnsWPHqjzPycnBs2fPoFQqUaFCBQYnIiIiKpOKdVXdkydPVB4ZGRmIjY1Fq1atODmciIiIyqxif1fdq2rVqoXZs2cXGo0iIiIiKitKLDgBLyaMx8fHl+QmiYiIiDRGseY4/fnnnyrPhRBISEjA0qVL0bJlyxIpjIiIiEjTFCs4devWTeW5QqFA5cqV0a5dO8ybN68k6iIiIiLSOMUKTvn5+SVdBxEREZHGK9E5TkRERERlWbFGnIKCgmT3nT9/fnF2QURERKRxihWczp07h3PnziEnJwdOTk4AgGvXrkFbWxuNGzeW+ikUipKpkoiIiEgDFOtUna+vLzw8PBAXF4ezZ8/i7NmzuH//Ptq2bYsuXbrg0KFDOHToEA4ePPjW7URFRcHX1xfW1tZQKBTYvn27ynIhBKZNm4YqVarAwMAAnp6euH79ukqflJQU9O/fHyYmJjAzM8PQoUORkZGh0ufChQtwd3eHvr4+bGxsMHfu3OIcNhEREZVzxQpO8+bNw6xZs/DRRx9JbR999BG+++67Il1Vl5mZiQYNGmDZsmWvXT537lwsXrwYISEhOHnyJAwNDeHl5YXnz59Lffr374/Lly9j37592LlzJ6KiojBixAhpeVpaGjp27AhbW1ucOXMGP/74I2bMmIFVq1YV48iJiIioPCvWqbq0tDQ8fPiwUPvDhw+Rnp4uezudOnVCp06dXrtMCIGFCxdi6tSp6Nq1K4AXXy5saWmJ7du3o0+fPrh69Sr27NmDv//+G02aNAEALFmyBJ07d8ZPP/0Ea2trrFu3DtnZ2VizZg2USiXq1KmDmJgYzJ8/XyVgEREREb1LsUacunfvjsGDByM8PBxxcXGIi4vDtm3bMHToUPj5+ZVIYbdv30ZiYiI8PT2lNlNTUzRv3hzR0dEAgOjoaJiZmUmhCQA8PT2hpaWFkydPSn08PDygVCqlPl5eXoiNjcWTJ09eu++srCykpaWpPIiIiIiKFZxCQkLQqVMn9OvXD7a2trC1tUW/fv3g7e2N5cuXl0hhiYmJAABLS0uVdktLS2lZYmIiLCwsVJbr6OjA3Nxcpc/rtvHyPl41a9YsmJqaSg8bG5v/fkBERERU6hUrOFWoUAHLly/H48ePpSvsUlJSsHz5chgaGpZ0jR/clClTkJqaKj3u37+v7pKIiIhIA/ynG2AmJCQgISEBtWrVgqGhIYQQJVUXrKysAABJSUkq7UlJSdIyKysrJCcnqyzPzc1FSkqKSp/XbePlfbxKT08PJiYmKg8iIiKiYgWnx48fo3379nB0dETnzp2RkJAAABg6dCjGjx9fIoXZ29vDysoKBw4ckNrS0tJw8uRJuLm5AQDc3Nzw9OlTnDlzRupz8OBB5Ofno3nz5lKfqKgo5OTkSH327dsHJycnlasCiYiIiN6lWMHpyy+/hK6uLu7du4cKFSpI7b1798aePXtkbycjIwMxMTGIiYkB8GJCeExMDO7duweFQoFx48bhu+++w59//omLFy/C398f1tbW0pcMOzs7w9vbG8OHD8epU6dw7NgxjBo1Cn369IG1tTUAoF+/flAqlRg6dCguX76MTZs2YdGiRUW6+zkRERERUMzbEURERGDv3r2oVq2aSnutWrVw9+5d2ds5ffo02rZtKz0vCDMBAQEICwvDpEmTkJmZiREjRuDp06do1aoV9uzZA319fWmddevWYdSoUWjfvj20tLTQo0cPLF68WFpuamqKiIgIBAYGwtXVFZUqVcK0adN4KwIiIiIqsmIFp8zMTJWRpgIpKSnQ09OTvZ02bdq8dV6UQqHAzJkzMXPmzDf2MTc3x/r169+6n/r16+PIkSOy6yIiIiJ6nWKdqnN3d8dvv/0mPVcoFMjPz8fcuXNVRpCIiIiIypJijTjNnTsX7du3x+nTp5GdnY1Jkybh8uXLSElJwbFjx0q6RiIiIiKNUKwRp7p16+LatWto1aoVunbtiszMTPj5+eHcuXNwcHAo6RqJiIiINEKRR5xycnLg7e2NkJAQfPPNN++jJiIiIiKNVOQRJ11dXVy4cOF91EJERESk0Yp1qm7AgAFYvXp1SddCREREpNGKNTk8NzcXa9aswf79++Hq6lro++nmz59fIsURERERaZIiBadbt27Bzs4Oly5dQuPGjQEA165dU+mjUChKrjoiIiIiDVKk4FSrVi0kJCTg0KFDAF58xcrixYthaWn5XoojIiIi0iRFmuP06l2+d+/ejczMzBItiIiIiEhTFWtyeIG3fV0KERERUVlTpOCkUCgKzWHinCYiIiIqL4o0x0kIgUGDBklf5Pv8+XN8/vnnha6qCw8PL7kKiYiIiDREkYJTQECAyvMBAwaUaDFEREREmqxIwSk0NPR91UFERESk8f7T5HAiIiKi8oTBiYiIiEgmBiciIiIimRiciIiIiGRicCIiIiKSicGJiIiISCYGJyIiIiKZGJyIiIiIZGJwIiIiIpKJwYmIiIhIJgYnIiIiIpkYnIiIiIhkYnAiIiIikonBiYiIiEgmBiciIiIimRiciIiIiGRicCIiIiKSicGJiIiISCYGJyIiIiKZGJyIiIiIZGJwIiIiIpKJwYmIiIhIJgYnIiIiIpkYnIiIiIhkYnAiIiIikonBiYiIiEgmBiciIiIimRiciIiIiGRicCIiIiKSicGJiIiISCYGJyIiIiKZGJyIiIiIZGJwIiIiIpKJwYmIiIhIJgYnIiIiIpkYnIiIiIhk0ujgNGPGDCgUCpVH7dq1peXPnz9HYGAgKlasCCMjI/To0QNJSUkq27h37x58fHxQoUIFWFhYYOLEicjNzf3Qh0JERERlgI66C3iXOnXqYP/+/dJzHZ3/X/KXX36JXbt2YcuWLTA1NcWoUaPg5+eHY8eOAQDy8vLg4+MDKysrHD9+HAkJCfD394euri5++OGHD34sREREVLppfHDS0dGBlZVVofbU1FSsXr0a69evR7t27QAAoaGhcHZ2xokTJ9CiRQtERETgypUr2L9/PywtLdGwYUN8++23+OqrrzBjxgwolcoPfThERERUimn0qToAuH79OqytrVGjRg30798f9+7dAwCcOXMGOTk58PT0lPrWrl0b1atXR3R0NAAgOjoa9erVg6WlpdTHy8sLaWlpuHz58oc9ECIiIir1NHrEqXnz5ggLC4OTkxMSEhIQHBwMd3d3XLp0CYmJiVAqlTAzM1NZx9LSEomJiQCAxMREldBUsLxg2ZtkZWUhKytLep6WllZCR0RERESlmUYHp06dOkn/rl+/Ppo3bw5bW1ts3rwZBgYG722/s2bNQnBw8HvbPhEREZVOGn+q7mVmZmZwdHTEjRs3YGVlhezsbDx9+lSlT1JSkjQnysrKqtBVdgXPXzdvqsCUKVOQmpoqPe7fv1+yB0JERESlUqkKThkZGbh58yaqVKkCV1dX6Orq4sCBA9Ly2NhY3Lt3D25ubgAANzc3XLx4EcnJyVKfffv2wcTEBC4uLm/cj56eHkxMTFQeRERERBp9qm7ChAnw9fWFra0t4uPjMX36dGhra6Nv374wNTXF0KFDERQUBHNzc5iYmGD06NFwc3NDixYtAAAdO3aEi4sLBg4ciLlz5yIxMRFTp05FYGAg9PT01Hx0REREVNpodHCKi4tD37598fjxY1SuXBmtWrXCiRMnULlyZQDAggULoKWlhR49eiArKwteXl5Yvny5tL62tjZ27tyJL774Am5ubjA0NERAQABmzpyprkMiIiKiUkwhhBDqLkLTpaWlwdTUFKmpqe/ltJ3d5F0lvk2isuzObB91l0BEZUhR/s6XqjlOREREROrE4EREREQkE4MTERERkUwMTkREREQyMTgRERERycTgRERERCQTgxMRERGRTAxORERERDIxOBERERHJxOBEREREJBODExEREZFMDE5EREREMjE4EREREcnE4EREREQkE4MTERERkUwMTkREREQyMTgRERERycTgRERERCQTgxMRERGRTAxORERERDIxOBERERHJxOBEREREJBODExEREZFMDE5EREREMjE4EREREcnE4EREREQkE4MTERERkUwMTkREREQyMTgRERERycTgRERERCQTgxMRERGRTAxORERERDIxOBERERHJxOBEREREJBODExEREZFMDE5EREREMjE4EREREcnE4EREREQkE4MTERERkUwMTkREREQyMTgRERERycTgRERERCQTgxMRERGRTAxORERERDIxOBERERHJxOBEREREJBODExEREZFMDE5EREREMjE4EREREcnE4EREREQkE4MTERERkUwMTkREREQylavgtGzZMtjZ2UFfXx/NmzfHqVOn1F0SERERlSLlJjht2rQJQUFBmD59Os6ePYsGDRrAy8sLycnJ6i6NiIiISolyE5zmz5+P4cOHY/DgwXBxcUFISAgqVKiANWvWqLs0IiIiKiV01F3Ah5CdnY0zZ85gypQpUpuWlhY8PT0RHR1dqH9WVhaysrKk56mpqQCAtLS091Jfftaz97JdorLqfX0W1aHu9L3qLoGo1LgU7PVetlvwO0UI8c6+5SI4PXr0CHl5ebC0tFRpt7S0xD///FOo/6xZsxAcHFyo3cbG5r3VSETymS5UdwVEpA7v+7Ofnp4OU1PTt/YpF8GpqKZMmYKgoCDpeX5+PlJSUlCxYkUoFAo1VkYfUlpaGmxsbHD//n2YmJiouxwi+kD42S9/hBBIT0+HtbX1O/uWi+BUqVIlaGtrIykpSaU9KSkJVlZWhfrr6elBT09Ppc3MzOx9lkgazMTEhL88icohfvbLl3eNNBUoF5PDlUolXF1dceDAAaktPz8fBw4cgJubmxorIyIiotKkXIw4AUBQUBACAgLQpEkTNGvWDAsXLkRmZiYGDx6s7tKIiIiolCg3wal37954+PAhpk2bhsTERDRs2BB79uwpNGGcqICenh6mT59e6LQtEZVt/OzT2yiEnGvviIiIiKh8zHEiIiIiKgkMTkREREQyMTgRERERycTgRERERCQTgxNRMfG6CiKi8ofBiaiIIiIiAAAKhYLhiagc4+e/fGJwIiqCmJgYeHt7Y+TIkQAYnojKo4iICGRlZfG7S8spBieiIrCzs8OKFSsQHh6OUaNGAWB4IipPpk+fjqCgINy+fVvdpZCalJs7hxP9V0IImJmZYcSIEdDT08OUKVNgbGyMWbNmSeGJ/wMlKrsuXbqEmJgYLFu2DLVr11Z3OaQmDE5EMhUEo6NHj+LKlSswNjbGnDlzkJubix9//JHhiagMW7FiBdauXYv8/Hw4OjoCAD/v5RRP1RHJpKWlhZ07d6JDhw6oWLEixo0bB39/f/z8888YM2YMAJ62IyqrGjZsiKSkJJw/fx6nTp0CwM97ecXvqiOSKSsrCwEBAahcuTKWLFkCAEhJScGGDRvw9ddf47PPPsPcuXMB8H+iRGXRuXPn0Lt3bzg6OuJ///sfmjdvDoCf9/KGI05EMuno6OD+/ftISUmR2szNzdG3b194e3vjp59+QmBgIADwlyhRGRAVFYVt27YhKioKycnJaNSoEX777TfExsbixx9/VBl5ovKDwYlIJm1tbXzyySeIi4vDmTNnpHZzc3O4urrCxcUFkZGRSExMVGOVRFQSJk2aBH9/f4wZMwYjRoyAh4cHrly5ghYtWuC3337DhQsX8NNPP+Ho0aPqLpU+MAYnotcoOIP94MEDxMbGSmHIx8cHKSkpWLVqFU6fPi31T0pKQs+ePXHixAlYWVmppWYiKhmrV6/G6tWrsWHDBpw7dw6//PILHB0d4e7ujmvXrsHNzQ1r167F3r17sXv3bnWXSx8Y5zgRvaJgvsIff/yBKVOmAADy8vLQrl07BAcH48KFC5g0aRIqVKiASpUqQU9PDxERETh58iQvUSYqA8aPH4+UlBSEhoZKbXfv3sVnn30GHR0dbNq0CYaGhoiNjUXNmjWhra2txmrpQ+OIE9ErFAoFDh06BH9/f4wcORJXrlzBsGHDsGbNGuzduxcdO3bEypUr0b9/f+Tn58Pc3BxHjx5laCIqI7KysnD27FmVNltbW/j4+ODGjRvIysoCADg5OUFbWxt5eXnqKJPUhMGJ6CX5+fkAgD///BN9+/bFmDFjkJiYiJUrV2LYsGEICAgA8OLS5MDAQOzcuRPLly9HvXr11Fk2EZWgdu3aQQiB0NBQPHv2TGp3dHSEUqlUaQPAEadyhjfApHIrPz8fWlov/u+Qk5MDXV1daVlmZiaaNGmCp0+fomnTpujSpQuWL18OANi+fTuAF/OddHV1+UuTqJSLiopCRkYG9PX10a5dO3zyySf4448/EBISgtTUVPTq1Qv5+fmYP38+qlWrhqpVq6q7ZFIjjjhRuaWlpYX4+HgAgK6uLnbv3o2wsDAAgLGxMebOnYsGDRqgR48eWLZsGRQKBbKzs7F161b8/fffaqyciErKxIkT0adPH4wbNw4dOnSAr68vzp49i9DQUDRo0ABhYWGwtbVFly5d8OjRI+zYsQMKhUIanabyh5PDqdxKT0+Hh4cHbGxsMGTIEPj5+WHLli3o0aMHnjx5Aj8/P1y8eBEPHjyAnp4ecnNzMX36dPz22284cOCA9LULRFQ6rV69Gl9//TX+7//+Dw4ODoiLi8MXX3wBY2NjzJs3D87Ozrh//z7Onj2Ljz76CB4eHtDW1kZubi50dHjCprxicKJy6/nz54iKisKAAQOQlpaGNWvWoF+/fsjJyYG2tjb279+P0aNH4/nz53B2doaWlhZOnz6NvXv3olGjRuoun4j+o7Fjx+LBgwfYunWrdOr+ypUr6NGjBz7++GOsXr260Dp5eXk8PV/O8VQdlVv6+vqwsbGR5jb8+eefAF6cttPS0oKnpyeOHTuGQYMGwdnZGZ6enoiOjmZoIioDhBBIT09HZmam1JaTkwMXFxdMmzYN27ZtQ3x8fKFTcgxNxBEnKpcK7tWUlpaG27dv48GDBxg5ciRcXV2xbds2AOBwPFEZdPPmTRgYGMDKygpHjx5FmzZtpFP0BbZs2YLZs2fj4MGDMDU1VWO1pIkYnKhcKQhMqampMDQ0RHZ2NipUqID09HTs3bsXEydOhKurK7Zu3QoACAkJgb6+vnQbAn4nFVHpNXnyZOzYsQMPHz5EnTp18OmnnyIrKwtTp05FSEgIOnbsCG1tbQwaNAgAsGvXLn7mqRAGJyo3CkLT7t27sXDhQqSnp8PU1BTz5s2Di4sLMjMzsXv3bkycOBGVK1dG06ZNsWLFCly+fBnOzs7qLp+I/oONGzfiyy+/REhICJ4+fYorV65g8eLFGDFiBJydnTF27FhYWlrCwMAARkZGOHHiBHR1dVVuW0IE8D5OVI4oFAps374dAwYMwMSJE2FnZ4dt27ahdevW2LVrF5o1awYfHx9YWlpiwYIFePDgAWJiYhiaiEq5yMhIHDhwAJMmTULXrl0BAGlpaahevTomT56MjRs34uLFi/jnn3+go6MDLy8vXj1Hb8QRJyo37t69i/79+6N3794YPXo04uLi0KpVK2RnZyM9PR0RERFwc3OT+v/7778wMDBQY8VE9F8lJiaiVatWSE5OxldffYVvvvlGWpaSkoIhQ4bAxsYGS5YsUVmPV8/Rm3D8kcqFnTt3YvHixWjdujWGDRuGuLg4tG/fHh06dMCxY8dQu3Zt9OjRA8eOHZPWYWgiKv2srKwQHh4OCwsLhIeH49y5c9Iyc3NzVKpUCTdu3Ci0HkMTvQmDE5V5Z86cwaBBg9CiRQsMHToUBgYG+P7771GnTh0sXrwY9vb2qF27NpKTk9GrVy/8+++/6i6ZiEpQ/fr1ER4ejry8PCxcuBAxMTEAXtwE9+rVq7CxsVFvgVSq8OQtlWk3btzAn3/+iWHDhuHTTz+FEALZ2dm4evUqOnToII0qGRsbY9u2bXBzc+NIE1EZVL9+fYSGhmLAgAHo1KkTmjRpAqVSiX///RdLly4F8P8vICF6G444UZmVlpaGvn37YsWKFcjOzgbwYoK4UqmEra0tli9fjvDwcAQGBmLHjh2oX78+LCws1Fw1Eb0vjRo1wqZNm2BgYIDU1FR06NABZ8+ehVKpRE5ODkMTycLgRGWWiYkJVq1aBTMzMxw6dAgXLlyQlk2cOBFNmjRBUFAQoqOjsXPnTtjb26uxWiL6EOrWrYvw8HBkZ2fj7Nmz0vwmXV1dNVdGpQWvqqMy78KFCxg4cCCaNWuGsWPHom7dugBeDMvfv38fJiYmMDMzU2+RRPRBnTt3Dp9//jlq1KiB6dOno3bt2uouiUoJjjhRmVe/fn2EhYXh7NmzWLRoES5fvgzgxWm76tWrMzQRlUONGjXC0qVLkZCQwK9VoSLhiBOVG/wfJhG96vnz59DX11d3GVSKcMSJyg3+D5OIXsXQREXFEScqd/g/TCIiKi4GJyIiIiKZeKqOiIiISCYGJyIiIiKZGJyIiIiIZGJwIiIiIpKJwYmIiIhIJgYnIiIiIpkYnIiIPqCwsDB+zQ9RKcbgREQaadCgQejWrZtK29atW6Gvr4958+appygiKvcYnIioVPjll1/Qv39/rFixAuPHj1d3Oe+UnZ2t7hKI6D1gcCIijTd37lyMHj0aGzduxODBgwEAO3bsQOPGjaGvr48aNWogODgYubm5AIAhQ4agS5cuKtvIycmBhYUFVq9ejZ07d8LMzAx5eXkAgJiYGCgUCkyePFnqP2zYMAwYMEB6vm3bNtSpUwd6enqws7MrNOplZ2eHb7/9Fv7+/jAxMcGIESMAvDg1V716dVSoUAHdu3fH48ePVdY7f/482rZtC2NjY5iYmMDV1RWnT58uoVeOiEqcICLSQAEBAaJr165i0qRJwsjISOzfv19aFhUVJUxMTERYWJi4efOmiIiIEHZ2dmLGjBlCCCGOHTsmtLW1RXx8vLROeHi4MDQ0FOnp6eLp06dCS0tL/P3330IIIRYuXCgqVaokmjdvLvWvWbOm+Pnnn4UQQpw+fVpoaWmJmTNnitjYWBEaGioMDAxEaGio1N/W1laYmJiIn376Sdy4cUPcuHFDnDhxQmhpaYk5c+aI2NhYsWjRImFmZiZMTU2l9erUqSMGDBggrl69Kq5duyY2b94sYmJi3sdLSkQlgMGJiDRSQECAUCqVAoA4cOCAyrL27duLH374QaXt999/F1WqVJGeu7i4iDlz5kjPfX19xaBBg6TnjRs3Fj/++KMQQohu3bqJ77//XiiVSpGeni7i4uIEAHHt2jUhhBD9+vUTHTp0UNnfxIkThYuLi/Tc1tZWdOvWTaVP3759RefOnVXaevfurRKcjI2NRVhY2DtfDyLSDDxVR0Qaq379+rCzs8P06dORkZEhtZ8/fx4zZ86EkZGR9Bg+fDgSEhLw7NkzAC9OtYWGhgIAkpKSsHv3bgwZMkTaRuvWrREZGQkhBI4cOQI/Pz84Ozvj6NGjOHz4MKytrVGrVi0AwNWrV9GyZUuV2lq2bInr169Lp/sAoEmTJip9rl69iubNm6u0ubm5qTwPCgrCsGHD4OnpidmzZ+PmzZvFfbmI6ANgcCIijVW1alVERkbiwYMH8Pb2Rnp6OgAgIyMDwcHBiImJkR4XL17E9evXoa+vDwDw9/fHrVu3EB0djbVr18Le3h7u7u7Sttu0aYOjR4/i/Pnz0NXVRe3atdGmTRtERkbi8OHDaN26dZHrNTQ0LPI6M2bMwOXLl+Hj44ODBw/CxcUFf/zxR5G3Q0QfBoMTEWk0W1tbHD58GImJiVJ4aty4MWJjY1GzZs1CDy2tF7/WKlasiG7duiE0NBRhYWHSpPIC7u7uSE9Px4IFC6SQVBCcIiMj0aZNG6mvs7Mzjh07prL+sWPH4OjoCG1t7TfW7uzsjJMnT6q0nThxolA/R0dHfPnll4iIiICfn580UkZEmkdH3QUQEb2LjY0NIiMj0bZtW3h5eeGrr75Cz549Ub16dfTs2RNaWlo4f/48Ll26hO+++05ab9iwYejSpQvy8vIQEBCgss2PPvoI9evXx7p167B06VIAgIeHB3r16oWcnByVEafx48ejadOm+Pbbb9G7d29ER0dj6dKlWL58+VvrHjNmDFq2bImffvoJXbt2xd69e7Fnzx5p+b///ouJEyeiZ8+esLe3R1xcHP7++2/06NGjJF42InoPOOJERKVCtWrVEBkZiUePHmH27NnYunUrIiIi0LRpU7Ro0QILFiyAra2tyjqenp6oUqUKvLy8YG1tXWibrVu3Rl5enjS6ZG5uDhcXF1hZWcHJyUnq17hxY2zevBkbN25E3bp1MW3aNMycORODBg16a80tWrTAzz//jEWLFqFBgwaIiIjA1KlTpeXa2tp4/Pgx/P394ejoiF69eqFTp04IDg4u/gtFRO+VQggh1F0EEdH7kJGRgapVqyI0NBR+fn7qLoeIygCeqiOiMic/Px+PHj3CvHnzYGZmhk8++UTdJRFRGcHgRERlzr1792Bvb49q1aohLCwMOjr8VUdEJYOn6oiIiIhk4uRwIiIiIpkYnIiIiIhkYnAiIiIikonBiYiIiEgmBiciIiIimRiciIiIiGRicCIiIiKSicGJiIiISCYGJyIiIiKZ/h87/2o4oajOVwAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**2 .Calculate the average length of reviews and\n",
        "explore if there is a relationship between\n",
        "review length and rating.**"
      ],
      "metadata": {
        "id": "z3iUhd9Lxjaw"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "graph illustrates the relationship between review length and rating.\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "1.   Positive Correlation: Longer reviews tend to receive higher ratings.\n",
        "2.  Negative Correlation: Shorter reviews are often associated with lower ratings.\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "SiE4w_pp1fs1"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Function to calculate the length of reviews\n",
        "def calculate_review_length(text):\n",
        "    tokens = word_tokenize(text.lower())\n",
        "    # Remove stopwords and non-alphabetic tokens\n",
        "    stop_words = set(stopwords.words('english'))\n",
        "    filtered_tokens = [word for word in tokens if word.isalpha() and word  not in  stop_words]\n",
        "    return len(filtered_tokens)\n",
        "\n",
        "# Calculate review length for each review\n",
        "df['Review Length'] = df['Rating text'].apply(calculate_review_length)\n",
        "\n",
        "# Hexbin plot\n",
        "plt.figure(figsize=(10, 6))\n",
        "plt.hexbin(  x='Review Length', y ='Aggregate rating', data=df, gridsize=20, cmap='Blues')\n",
        "plt.colorbar(label ='Number of Reviews ')\n",
        "plt.title('Relationship between Review Length and Rating')\n",
        "plt.xlabel('Review Length')\n",
        "plt.ylabel('Rating')\n",
        "plt.grid(True)\n",
        "plt.tight_layout()\n",
        "plt.show()\n",
        "\n",
        "# Calculate average review length\n",
        "average_review_length = df['Review Length'].mean()\n",
        "\n",
        "# Print average review length in bold\n",
        "print(f\"\\033[1mAverage Review Length: {average_review_length:.2f} words\\033[0m\")\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 625
        },
        "id": "nxQdc_C_xqQU",
        "outputId": "60ca7655-1f0f-479c-9cbb-74bc9e3b9856"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1mAverage Review Length: 1.00 words\u001b[0m\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Level 3 Task 2\n",
        "\n",
        "*Task: Votes Analysis*"
      ],
      "metadata": {
        "id": "k89FJr253hbU"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**1. Identify the restaurants with the highest and\n",
        "lowest number of votes.**"
      ],
      "metadata": {
        "id": "hfBiwdUY4zmk"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Here’s a concise summary of the graph titled **“Top 5 Restaurants with Highest and Lowest Number of Votes”:**\n",
        "\n",
        "\n",
        "*   TDL has the highest votes at 10934.\n",
        "\n",
        "The following restaurants have zero votes:\n",
        "\n",
        "*   Caminho da Gula\n",
        "*   The Chaiwala’s\n",
        "*   Fusion Food Corner\n",
        "*   Punjab Rasoi\n",
        "*   Baskin Robbin\n",
        "\n",
        "In summary, TDL stands out with the most votes, while the others have no votes recorded"
      ],
      "metadata": {
        "id": "fyc5vQzu94HR"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Identify the restaurant with the highest number of votes\n",
        "restaurant_highest_votes = df[df['Votes'] == df['Votes'].max()]\n",
        "\n",
        "# Identify the restaurant with the lowest number of votes\n",
        "restaurant_lowest_votes = df[df['Votes'] == df['Votes'].min()]\n",
        "\n",
        "print(\"Restaurant's with the highest number of votes:\")\n",
        "print(restaurant_highest_votes[['Restaurant Name','Votes']])\n",
        "print(\"\\nRestaurant's' with the lowest number of votes:\")\n",
        "print(restaurant_lowest_votes[['Restaurant Name', 'Votes']])\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Select top 5 restaurants with the highest number of votes\n",
        "top_highest_votes = restaurant_highest_votes.head(5)\n",
        "\n",
        "# Select top 5 restaurants with the lowest number of votes\n",
        "top_lowest_votes = restaurant_lowest_votes.head(5)\n",
        "\n",
        "# Concatenate top 5 highest and lowest votes data for plotting\n",
        "plot_data = pd.concat([top_highest_votes, top_lowest_votes])\n",
        "\n",
        "# Plotting\n",
        "plt.figure(figsize=(10, 6))\n",
        "bars = plt.bar(plot_data['Restaurant Name'], plot_data['Votes'], color=['green', 'red'])\n",
        "plt.title('Top 5 Restaurants with Highest and Lowest Number of Votes')\n",
        "plt.xlabel('Restaurant Names')\n",
        "plt.ylabel('number of Votes  ')\n",
        "plt.xticks(rotation=45, ha='right')\n",
        "plt.tight_layout()\n",
        "\n",
        "# Add number of votes above each bar\n",
        "for bar in bars:\n",
        "    plt.text(bar.get_x() + bar.get_width() / 2, bar.get_height(), str(int(bar.get_height())), ha='center', va='bottom')\n",
        "\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 952
        },
        "id": "jtX_rxGn4OWT",
        "outputId": "902c3434-ab5f-4511-b73d-5ad30ede15c7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Restaurant's with the highest number of votes:\n",
            "    Restaurant Name  Votes\n",
            "728            Toit  10934\n",
            "\n",
            "Restaurant's' with the lowest number of votes:\n",
            "                 Restaurant Name  Votes\n",
            "69              Cantinho da Gula      0\n",
            "874                The Chaiwalas      0\n",
            "879           Fusion Food Corner      0\n",
            "880                Punjabi Rasoi      0\n",
            "887                Baskin Robbin      0\n",
            "...                          ...    ...\n",
            "9044               6 Packs Momos      0\n",
            "9098                   Cafe' Wow      0\n",
            "9099  Chef's Basket Pop Up Caf��      0\n",
            "9103            The Hangout-Deli      0\n",
            "9111                    Platters      0\n",
            "\n",
            "[1094 rows x 2 columns]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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vX19eXl76+eeflTVrVknStWvXtGbNGjVo0EA3btzQlStXdOXKFV29elXBwcE6fvy49VBAX19fHTx4UMePH0/UY/+Vp6en9d/Xr19XZGSkKlSo8LeHYSfGBx988LePdffuXV25ckWlS5eWpEc+3l/XUaFCBV29evVvD9uM5+vrq23btunixYtJqjt+22/duiXpwV7R6tWrq3jx4tq4caOkB3saLRaL9bD5fyNt2rQ21wVwc3PTyy+/rJMnTybq/kFBQVq5cmWCv88///wf77t69WrFxMSoXbt2Nu0dO3Z87H3atGljcyRChQoVFBsbqzNnzkh6cBRDRESEGjdubB2vV65ckbOzs4KCgrR27VpJD8aAm5ub1q1bl+BQ1P8iKeO4cuXKNntqX3jhBXl7e1uf+9jYWP3222+qXbu2smfPbu1XsGBBBQcHJ0u9O3bsUHh4uNq1a2dz8cQaNWqoQIECWrp0qbWtQoUK1rF348YN7d27V23atFHGjBltxqSvr691L+2CBQsUFxenBg0a2Px/BAQEKG/evNb/Dx8fH0nSb7/9ZnPqRnKJ39u9d+/eZJ1loGnTpnJ1dbXeDgoKkjEmwaHLQUFBOnfunGJiYmza/+kzwBij+fPnq2bNmjLG2DyHwcHBioyMTDC2mjVrZjMOHyepn1eJFb9X+eFDzE+dOqXff/9djRs3lpOTU5LG3eP89NNP8vHxUZUqVWyel5IlSypt2rTWsRV/LvqSJUt0//79f7VNABIidANwmDNnzigwMFDp0qWzaY8/FC8+GMTLmzdvgnXky5dPt2/ffuR5qn/Hzc1NHTp0UEREhHbu3Jmo+4wfP14rV67UvHnzVL16dV25csXmytInTpyQMUZ9+/ZVpkyZbP5CQkIkPThPT3pwdeCIiAjly5dPRYsWVY8ePWzO//wnS5YsUenSpeXh4aH06dMrU6ZMmjhxYqIPU36cXLlyJWi7du2aPvroI/n7+8vT01OZMmWy9nvU4z0ceKT/P/w+MWFtxIgROnDggLJly6aXX35Z/fv3T1SgrVChgmJiYrR161YdPXpU4eHhqlChgipWrGgTcAoVKmRzCGdSZc2aNcHh9M8991yig2jGjBlVuXLlBH8PB4nHiX895MmTx6Y9ffr0Nqc4POyf/i/if/R57bXXEozZFStWWMeru7u7hg8frmXLlsnf318VK1bUiBEjFBoamqjtfpykjOO/bkv89sRvy+XLl3Xnzp1Hvk/kz5//P9UZL/7/4FHrK1CggM17VoUKFXTp0iWdOHFCW7ZskcViUZkyZWzC+MaNG1WuXDnrhbuOHz8uY4zy5s2b4P/j8OHD1v+PXLlyqWvXrvrmm2+UMWNGBQcHa/z48f/59f+wJk2aKE+ePIk6tzux/vp/GP/jQbZs2RK0x8XFJdief/oMuHz5siIiIjRlypQEz1+LFi0k/f97cLxHvec9SlI/rxLLxcVFDRs21MaNG60/ysYH8PhDy5My7h7n+PHjioyMlJ+fX4Ln5ubNm9bnpVKlSqpXr54GDBigjBkz6q233tK0adMee449gMThnG4AqVb8F71r164lqv/LL79svXp57dq1Vb58eb3zzjs6evSo0qZNq7i4OElS9+7dH7tnLT4wVaxYUX/++acWL16sFStW6JtvvtGXX36pSZMmqVWrVn9bx8aNG1WrVi1VrFhREyZMUObMmeXq6qpp06bZ7C153HQ/f3dUwKP2+DRo0EBbtmxRjx49VLx4ceu2VqtWzbrND3vcFbcT88W9QYMGqlChghYuXKgVK1Zo5MiRGj58uBYsWPC350yXKlVKHh4e2rBhg7Jnzy4/Pz/ly5dPFSpU0IQJExQdHa2NGzdaz6n/t/7LtjnCP9Ub///3/fffKyAgIEE/F5f//5rQuXNn1axZU4sWLdJvv/2mvn37aujQoVqzZk2Spt6Ll9hxnNhtSWnij6jYsGGDTp48qRdffFFeXl6qUKGCxowZo5s3b2r37t0aPHiw9T5xcXGyWCxatmzZI7f34TnER40apebNm1vfQzp16qShQ4fq999/tx5981/E7+2Of4xH+bv3mEfV/7j/w+T6v40fz++++66aNWv2yD7x59jHS8xebnt79913NW7cOP3444/q3r27fvzxRxUqVChZpy2Mi4uTn5+fZs6c+cjlmTJlkvTg/3TevHn6/fff9csvv+i3337T+++/r1GjRun3339/puaxB54kQjcAh8mRI4dWrVqlGzdu2Ow9OHLkiHX5wx51KPaxY8eUJk0a6xeGpIjfg/pv7uvs7KyhQ4fq1Vdf1bhx49SzZ089//zzkiRXV1dVrlz5H9eRPn16tWjRQi1atNDNmzdVsWJF9e/f3xq6H/eFdv78+fLw8NBvv/1ms6d92rRpNv3i92pGRETYtCdlj8z169e1evVqDRgwwOaiRv/2sPh4fzf/b+bMmdWuXTu1a9dO4eHhevHFFzV48OC/Dd3xh3lv3LhR2bNnt14ErUKFCoqOjtbMmTMVFhamihUr/uu6HC3+9XDixAmbvXNXr17914d8xx+u7efnl6gxmzt3bnXr1k3dunXT8ePHVbx4cY0aNUo//PCDpKQ9f4kdx4mVKVMmeXp6PnJsHj169F+t86/i/w+OHj2q1157LcFjPPyelT17dmXPnl0bN27UyZMnrWOyYsWK6tq1q3766SfFxsbajMncuXPLGKNcuXIpX758/1hP0aJFVbRoUfXp00dbtmxRuXLlNGnSJA0aNEjSfx/P7777rgYNGqQBAwZYL1L4sOeeey7B+4v04D0m/v0wOSXmMyBdunSKjY1N1HhOiqR+XiVFUFCQcufOrVmzZqlKlSo6ePCgzY8xSRl3j/s/z507t1atWqVy5col6oeG0qVLq3Tp0ho8eLBmzZqlJk2aaPbs2f/4ozCAR+PwcgAOU716dcXGxmrcuHE27V9++aUsFkuCkLV161ab8/HOnTunxYsXq2rVqn87n/GjDj2/ceOGRo8erYwZMybq0N5HeeWVV/Tyyy9r9OjRunv3rvz8/PTKK69o8uTJunTp0t/W8dfpttKmTas8efLYHMIXP0f2X7/UOjs7y2Kx2OyxPn36dIJzL729vZUxY8YEU+pMmDAh0dsY/7z+dY/T6NGjE72OR/Hy8kqwXbGxsQkOJ/Xz81NgYGCiDm2sUKGCtm3bprVr11oDTsaMGVWwYEHrldPj2/+uLinhc54SvP7663JxcdHEiRNt2v/6+kmK4OBgeXt7a8iQIY88fzN+zN6+fTvBFdJz586tdOnSJRiziX3uEjuOE8vZ2VnBwcFatGiRzp49a20/fPiwfvvtt3+1zr8qVaqU/Pz8NGnSJJvtXrZsmQ4fPpzgiusVKlTQmjVr9Mcff1jHXvHixZUuXToNGzbMOk1avLp168rZ2VkDBgxI8JozxljfN6KiohKc71y0aFE5OTn96/+PR4nf271nz54E0x5KD8bA77//rnv37lnblixZkmB6s+TyT58Bzs7OqlevnubPn68DBw4kuH9ST0N6WFI/r5KqSZMm2r17t0JCQmSxWGxm1kjKuHvce1iDBg0UGxurzz77LMFjx8TEWPtfv349wdiL3+POIebAv8eebgAOU7NmTb366qvq3bu3Tp8+rWLFimnFihVavHixOnfunGB6myJFiig4ONhmuhhJGjBgwN8+zvjx47Vo0SLVrFlT2bNn16VLl/Ttt9/q7Nmz+v777x87RUxi9OjRQ2+//bamT5+uDz74QOPHj1f58uVVtGhRtW7dWs8//7zCwsK0detWnT9/Xnv37pUkFSpUSK+88opKliyp9OnTa8eOHdapsuLFfxnv1KmTgoOD5ezsrEaNGqlGjRr64osvVK1aNb3zzjsKDw/X+PHjlSdPngTnhbdq1UrDhg1Tq1atVKpUKW3YsEHHjh1L9PZ5e3tbz9+9f/++smTJohUrVujUqVP/+jmL37ZVq1bpiy++UGBgoHLlyqX8+fMra9asql+/vooVK6a0adNq1apV2r59u0aNGvWP66xQoYIGDx6sc+fO2YTrihUravLkycqZM+c/HnabO3du+fr6atKkSUqXLp28vLwUFBSU6PM+7cnf318fffSRRo0apVq1aqlatWrau3evli1bpowZM/6rvZre3t6aOHGi3nvvPb344otq1KiRMmXKpLNnz2rp0qUqV66cxo0bp2PHjun1119XgwYNVKhQIbm4uGjhwoUKCwtTo0aNrOsrWbKkJk6cqEGDBilPnjzy8/NLsGcuXlLGcWINGDBAy5cvV4UKFdSuXTvFxMRo7NixKly4cKLXef/+feue4oelT59e7dq10/Dhw9WiRQtVqlRJjRs3tk7dlDNnTnXp0sXmPhUqVNDMmTNtLuDn7OyssmXL6rffftMrr7xi8/6TO3duDRo0SL169dLp06dVu3ZtpUuXTqdOndLChQvVpk0bde/eXWvWrFGHDh309ttvK1++fIqJidH3339vDZ3xHvU6e3ie+sRo0qSJPvvsM+3ZsyfBslatWmnevHmqVq2aGjRooD///FM//PBDoqYm+zcS8xkwbNgwrV27VkFBQWrdurUKFSqka9euadeuXVq1alWiTyf6q6R+XiXVu+++q4EDB2rx4sUqV66cdao+6cHRU4kdd4/73KhUqZLatm2roUOHas+ePapatapcXV11/Phx/fTTT/rqq69Uv359zZgxQxMmTFCdOnWUO3du3bhxQ19//bW8vb1VvXr1/7SNQKr2pC+XDiD1etRUJjdu3DBdunQxgYGBxtXV1eTNm9eMHDnSZpojYx5MF9O+fXvzww8/mLx58xp3d3dTokQJs3bt2n983BUrVpgqVaqYgIAA4+rqanx9fU3VqlXN6tWrE1V3/PRLj5pCJTY21uTOndvkzp3bxMTEGGOM+fPPP03Tpk2tj5clSxbz5ptvmnnz5lnvN2jQIPPyyy8bX19f4+npaQoUKGAGDx5sM51OTEyM6dixo8mUKZOxWCw2z93UqVOtz0OBAgXMtGnTrFP6POz27dumZcuWxsfHx6RLl840aNDAhIeHP3bKsIenA4p3/vx5U6dOHePr62t8fHzM22+/bS5evJjodfx16itjjDly5IipWLGi8fT0tE53FR0dbXr06GGKFStm0qVLZ7y8vEyxYsUSNa2bMcZERUUZZ2dnky5dOuv/hTHG/PDDD0aSee+99xLc569TGxljzOLFi02hQoWMi4uLzfRhj5sGqFmzZgmmN3qUHDlyPHaauPjpi/5uyjBjHoyJvn37moCAAOPp6Wlee+01c/jwYZMhQwbzwQcfJLjvX8ds/OP89XWzdu1aExwcbHx8fIyHh4fJnTu3ad68uXV6pitXrpj27dubAgUKGC8vL+Pj42OCgoLM3LlzbdYTGhpqatSoYdKlS2ck/eP0YYkdx/Gv/7961JRV69evNyVLljRubm7m+eefN5MmTXrkOh+lWbNmj53OLXfu3NZ+c+bMMSVKlDDu7u4mffr0pkmTJub8+fMJ1nfw4EEjyRQsWNCmfdCgQUaS6du37yPrmD9/vilfvrzx8vIyXl5epkCBAqZ9+/bm6NGjxhhjTp48ad5//32TO3du4+HhYdKnT29effVVs2rVKpv1POp19jgPTxn2V/Hj6VGv71GjRpksWbIYd3d3U65cObNjx47HThn21ynOHjdOH/VekpTPgLCwMNO+fXuTLVs24+rqagICAszrr79upkyZ8o81/Z3Efl4lZcqwh7300kt/O5VlYsbd331uGGPMlClTTMmSJY2np6dJly6dKVq0qPn444/NxYsXjTEPplZs3LixyZ49u3F3dzd+fn7mzTfftJmqDUDSWYxJoVcgAYCHWCwWtW/f/j8dSgs8iyIiIvTcc89p0KBB6t27t6PLAQAAf8E53QAAPCUeNad8/Pn1r7zyypMtBgAAJArndAMA8JSYM2eOpk+frurVqytt2rTatGmTfvzxR1WtWlXlypVzdHkAAOARCN0AADwlXnjhBbm4uGjEiBGKioqyXlztURf+AgAAKQPndAMAAAAAYCec0w0AAAAAgJ0QugEAAAAAsBPO6U4mcXFxunjxotKlSyeLxeLocgAAAAAAdmSM0Y0bNxQYGCgnp8fvzyZ0J5OLFy8qW7Zsji4DAAAAAPAEnTt3TlmzZn3sckJ3MkmXLp2kB0+4t7e3g6sBAAAAANhTVFSUsmXLZs2Cj0PoTibxh5R7e3sTugEAAAAglfin04u5kBoAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0w6E2bNigmjVrKjAwUBaLRYsWLbJZboxRv379lDlzZnl6eqpy5co6fvy4TZ9du3apSpUq8vX1VYYMGdSmTRvdvHnTuvzq1auqVq2aAgMD5e7urmzZsqlDhw6Kiop6ZE2bN2+Wi4uLihcvntybCwAAACCVIXTDoW7duqVixYpp/Pjxj1w+YsQIjRkzRpMmTdK2bdvk5eWl4OBg3b17V9KD+dErV66sPHnyaNu2bVq+fLkOHjyo5s2bW9fh5OSkt956Sz///LOOHTum6dOna9WqVfrggw8SPF5ERISaNm2q119/3S7bCwAAACB1sRhjjKOLeBZERUXJx8dHkZGRTBn2L1ksFi1cuFC1a9eW9GAvd2BgoLp166bu3btLkiIjI+Xv76/p06erUaNGmjJlivr27atLly7JyenBb0j79+/XCy+8oOPHjytPnjyPfKwxY8Zo5MiROnfunE17o0aNlDdvXjk7O2vRokXas2eP3bYXAAAAwNMrsRmQPd1IsU6dOqXQ0FBVrlzZ2ubj46OgoCBt3bpVkhQdHS03Nzdr4JYkT09PSdKmTZseud6LFy9qwYIFqlSpkk37tGnTdPLkSYWEhCT3pgAAAABIpQjdSLFCQ0MlSf7+/jbt/v7+1mWvvfaaQkNDNXLkSN27d0/Xr19Xz549JUmXLl2yuV/jxo2VJk0aZcmSRd7e3vrmm2+sy44fP66ePXvqhx9+kIuLiz03CwAAAEAqQujGU61w4cKaMWOGRo0apTRp0iggIEC5cuWSv7+/zd5vSfryyy+1a9cuLV68WH/++ae6du0qSYqNjdU777yjAQMGKF++fI7YDAAAAADPKHbpIcUKCAiQJIWFhSlz5szW9rCwMJsri7/zzjt65513FBYWJi8vL1ksFn3xxRd6/vnnE6wvICBABQoUUPr06VWhQgX17dtXnp6e2rFjh3bv3q0OHTpIkuLi4mSMkYuLi1asWKHXXnvN/hsMAAAA4JnDnm6kWLly5VJAQIBWr15tbYuKitK2bdtUpkyZBP39/f2VNm1azZkzRx4eHqpSpcpj1x0XFyfpwTnh3t7e2r9/v/bs2WP9++CDD5Q/f37t2bNHQUFByb9xAAAAAFIF9nTDoW7evKkTJ05Yb586dUp79uxR+vTplT17dnXu3FmDBg1S3rx5lStXLvXt21eBgYHWK5xL0rhx41S2bFmlTZtWK1euVI8ePTRs2DD5+vpKkn799VeFhYXppZdeUtq0aXXw4EH16NFD5cqVU86cOSVJRYoUsanLz89PHh4eCdoBAAAAICkI3XCoHTt26NVXX7Xejj/PulmzZpo+fbo+/vhj3bp1S23atFFERITKly+v5cuXy8PDw3qfP/74QyEhIbp586YKFCigyZMn67333rMu9/T01Ndff60uXbooOjpa2bJlU926da0XXAMAAAAAe2Ge7mTCPN0AAAAAkHowTzcAAAAAAA5G6AYAAAAAwE44pzuVsQywOLoE/AcmhLNBAAAAgKcJe7oBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2IlDQ/eGDRtUs2ZNBQYGymKxaNGiRTbLjTHq16+fMmfOLE9PT1WuXFnHjx+36XPt2jU1adJE3t7e8vX1VcuWLXXz5k2bPvv27VOFChXk4eGhbNmyacSIEQlq+emnn1SgQAF5eHioaNGi+vXXX5N9ewEAAAAAqYtDQ/etW7dUrFgxjR8//pHLR4wYoTFjxmjSpEnatm2bvLy8FBwcrLt371r7NGnSRAcPHtTKlSu1ZMkSbdiwQW3atLEuj4qKUtWqVZUjRw7t3LlTI0eOVP/+/TVlyhRrny1btqhx48Zq2bKldu/erdq1a6t27do6cOCA/TYeAAAAAPDMsxhjjKOLkCSLxaKFCxeqdu3akh7s5Q4MDFS3bt3UvXt3SVJkZKT8/f01ffp0NWrUSIcPH1ahQoW0fft2lSpVSpK0fPlyVa9eXefPn1dgYKAmTpyo3r17KzQ0VG5ubpKknj17atGiRTpy5IgkqWHDhrp165aWLFlirad06dIqXry4Jk2alKj6o6Ki5OPjo8jISHl7eyfX05LsLAMsji4B/4EJSREvVwAAACDVS2wGTLHndJ86dUqhoaGqXLmytc3Hx0dBQUHaunWrJGnr1q3y9fW1Bm5Jqly5spycnLRt2zZrn4oVK1oDtyQFBwfr6NGjun79urXPw48T3yf+cQAAAAAA+DdcHF3A44SGhkqS/P39bdr9/f2ty0JDQ+Xn52ez3MXFRenTp7fpkytXrgTriF/23HPPKTQ09G8f51Gio6MVHR1tvR0VFZWUzQMAAAAApAIpdk93Sjd06FD5+PhY/7Jly+bokgAAAAAAKUyKDd0BAQGSpLCwMJv2sLAw67KAgACFh4fbLI+JidG1a9ds+jxqHQ8/xuP6xC9/lF69eikyMtL6d+7cuaRuIgAAAADgGZdiQ3euXLkUEBCg1atXW9uioqK0bds2lSlTRpJUpkwZRUREaOfOndY+a9asUVxcnIKCgqx9NmzYoPv371v7rFy5Uvnz59dzzz1n7fPw48T3iX+cR3F3d5e3t7fNHwAAAAAAD3No6L5586b27NmjPXv2SHpw8bQ9e/bo7Nmzslgs6ty5swYNGqSff/5Z+/fvV9OmTRUYGGi9wnnBggVVrVo1tW7dWn/88Yc2b96sDh06qFGjRgoMDJQkvfPOO3Jzc1PLli118OBBzZkzR1999ZW6du1qreOjjz7S8uXLNWrUKB05ckT9+/fXjh071KFDhyf9lAAAAAAAniEOnTJs3bp1evXVVxO0N2vWTNOnT5cxRiEhIZoyZYoiIiJUvnx5TZgwQfny5bP2vXbtmjp06KBffvlFTk5OqlevnsaMGaO0adNa++zbt0/t27fX9u3blTFjRnXs2FGffPKJzWP+9NNP6tOnj06fPq28efNqxIgRql69eqK3hSnD8CQwZRgAAACQMiQ2A6aYebqfdoRuPAmEbgAAACBleOrn6QYAAAAA4GlH6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJyk6dMfGxqpv377KlSuXPD09lTt3bn322Wcyxlj7GGPUr18/Zc6cWZ6enqpcubKOHz9us55r166pSZMm8vb2lq+vr1q2bKmbN2/a9Nm3b58qVKggDw8PZcuWTSNGjHgi2wgAAAAAeHal6NA9fPhwTZw4UePGjdPhw4c1fPhwjRgxQmPHjrX2GTFihMaMGaNJkyZp27Zt8vLyUnBwsO7evWvt06RJEx08eFArV67UkiVLtGHDBrVp08a6PCoqSlWrVlWOHDm0c+dOjRw5Uv3799eUKVOe6PYCAAAAAJ4tFvPwbuMU5s0335S/v7+mTp1qbatXr548PT31ww8/yBijwMBAdevWTd27d5ckRUZGyt/fX9OnT1ejRo10+PBhFSpUSNu3b1epUqUkScuXL1f16tV1/vx5BQYGauLEierdu7dCQ0Pl5uYmSerZs6cWLVqkI0eOJKrWqKgo+fj4KDIyUt7e3sn8TCQfywCLo0vAf2BCUuzLFQAAAEhVEpsBU/Se7rJly2r16tU6duyYJGnv3r3atGmT3njjDUnSqVOnFBoaqsqVK1vv4+Pjo6CgIG3dulWStHXrVvn6+loDtyRVrlxZTk5O2rZtm7VPxYoVrYFbkoKDg3X06FFdv37d7tsJAAAAAHg2uTi6gL/Ts2dPRUVFqUCBAnJ2dlZsbKwGDx6sJk2aSJJCQ0MlSf7+/jb38/f3ty4LDQ2Vn5+fzXIXFxelT5/epk+uXLkSrCN+2XPPPZegtujoaEVHR1tvR0VF/ZdNBQAAAAA8g1L0nu65c+dq5syZmjVrlnbt2qUZM2bo888/14wZMxxdmoYOHSofHx/rX7Zs2RxdEgAAAAAghUnRobtHjx7q2bOnGjVqpKJFi+q9995Tly5dNHToUElSQECAJCksLMzmfmFhYdZlAQEBCg8Pt1keExOja9eu2fR51Doefoy/6tWrlyIjI61/586d+49bCwAAAAB41qTo0H379m05OdmW6OzsrLi4OElSrly5FBAQoNWrV1uXR0VFadu2bSpTpowkqUyZMoqIiNDOnTutfdasWaO4uDgFBQVZ+2zYsEH379+39lm5cqXy58//yEPLJcnd3V3e3t42fwAAAAAAPCxFh+6aNWtq8ODBWrp0qU6fPq2FCxfqiy++UJ06dSRJFotFnTt31qBBg/Tzzz9r//79atq0qQIDA1W7dm1JUsGCBVWtWjW1bt1af/zxhzZv3qwOHTqoUaNGCgwMlCS98847cnNzU8uWLXXw4EHNmTNHX331lbp27eqoTQcAAAAAPANS9IXUxo4dq759+6pdu3YKDw9XYGCg2rZtq379+ln7fPzxx7p165batGmjiIgIlS9fXsuXL5eHh4e1z8yZM9WhQwe9/vrrcnJyUr169TRmzBjrch8fH61YsULt27dXyZIllTFjRvXr189mLm8AAAAAAJIqRc/T/TRhnm48CczTDQAAAKQMz8Q83QAAAAAAPM0I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHaS5NC9a9cu7d+/33p78eLFql27tj799FPdu3cvWYsDAAAAAOBpluTQ3bZtWx07dkySdPLkSTVq1Ehp0qTRTz/9pI8//jjZCwQAAAAA4GmV5NB97NgxFS9eXJL0008/qWLFipo1a5amT5+u+fPnJ3d9AAAAAAA8tZIcuo0xiouLkyStWrVK1atXlyRly5ZNV65cSd7qAAAAAAB4iiU5dJcqVUqDBg3S999/r/Xr16tGjRqSpFOnTsnf3z/ZCwQAAAAA4GmV5NA9evRo7dq1Sx06dFDv3r2VJ08eSdK8efNUtmzZZC8QAAAAAICnlUtS7/DCCy/YXL083siRI+Xs7JwsRQEAAAAA8Cz4V/N0R0RE6JtvvlGvXr107do1SdKhQ4cUHh6erMUBAAAAAPA0S/Ke7n379un111+Xr6+vTp8+rdatWyt9+vRasGCBzp49q++++84edQIAAAAA8NRJ8p7url27qkWLFjp+/Lg8PDys7dWrV9eGDRuStTgAAAAAAJ5mSQ7d27dvV9u2bRO0Z8mSRaGhoclSFAAAAAAAz4Ikh253d3dFRUUlaD927JgyZcqULEUBAAAAAPAsSHLorlWrlgYOHKj79+9LkiwWi86ePatPPvlE9erVS/YCAQAAAAB4WiU5dI8aNUo3b96Un5+f7ty5o0qVKilPnjxKly6dBg8ebI8aAQAAAAB4KiX56uU+Pj5auXKlNm/erL179+rmzZt68cUXVblyZXvUBwAAAADAUyvJofu7775Tw4YNVa5cOZUrV87afu/ePc2ePVtNmzZN1gIBAAAAAHhaJfnw8hYtWigyMjJB+40bN9SiRYtkKQoAAAAAgGdBkkO3MUYWiyVB+/nz5+Xj45MsRQEAAAAA8CxI9OHlJUqUkMVikcVi0euvvy4Xl/+/a2xsrE6dOqVq1arZpUgAAAAAAJ5GiQ7dtWvXliTt2bNHwcHBSps2rXWZm5ubcubMyZRhAAAAAAA8JNGhOyQkRJKUM2dONWzYUB4eHnYrCgAAAACAZ0GSr17erFkzSdLOnTt1+PBhSVLhwoVVokSJ5K0MAAAAAICnXJJDd3h4uBo1aqR169bJ19dXkhQREaFXX31Vs2fPVqZMmZK7RgAAAAAAnkpJvnp5x44ddePGDR08eFDXrl3TtWvXdODAAUVFRalTp072qBEAAAAAgKdSkvd0L1++XKtWrVLBggWtbYUKFdL48eNVtWrVZC0OAAAAAICnWZL3dMfFxcnV1TVBu6urq+Li4pKlKAAAAAAAngVJDt2vvfaaPvroI128eNHaduHCBXXp0kWvv/56shYHAAAAAMDTLMmhe9y4cYqKilLOnDmVO3du5c6dW7ly5VJUVJTGjh1rjxoBAAAAAHgqJfqc7u7du6tVq1YqUKCAdu3apVWrVunIkSOSpIIFC6py5cp2KxIAAAAAgKdRokP34sWL9eWXXyooKEitWrVSw4YNVaVKFXvWBgAAAADAUy3Rh5cfP35ca9euVb58+fTRRx8pICBALVu21JYtW+xZHwAAAAAAT60kndNdsWJFTZ8+XaGhofrqq6907NgxlS9fXgULFtTnn3+usLAwe9UJAAAAAMBTJ8kXUpMkLy8vvf/++9q4caOOHTumunXraujQocqePXty1wcAAAAAwFPrX4XueLdu3dLGjRu1fv16Xb9+Xc8//3xy1QUAAAAAwFPvX4XuTZs26f3331fmzJnVqVMn5cuXTxs3btThw4eTuz4AAAAAAJ5aib56+aVLlzRjxgxNnz5dx44dU+nSpfXFF1+oUaNGSps2rT1rBAAAAADgqZTo0J0tWzZlyJBB7733nlq2bKmCBQvasy4AAAAAAJ56iQ7dc+fOVa1ateTikui7AAAAAACQqiX6nO66des6JHBfuHBB7777rjJkyCBPT08VLVpUO3bssC43xqhfv37KnDmzPD09VblyZR0/ftxmHdeuXVOTJk3k7e0tX19ftWzZUjdv3rTps2/fPlWoUEEeHh7Kli2bRowY8US2DwAAAADw7PpPVy+3t+vXr6tcuXJydXXVsmXLdOjQIY0aNUrPPfectc+IESM0ZswYTZo0Sdu2bZOXl5eCg4N19+5da58mTZro4MGDWrlypZYsWaINGzaoTZs21uVRUVGqWrWqcuTIoZ07d2rkyJHq37+/pkyZ8kS3FwAAAADwbLEYY4yji3icnj17avPmzdq4ceMjlxtjFBgYqG7duql79+6SpMjISPn7+2v69Olq1KiRDh8+rEKFCmn79u0qVaqUJGn58uWqXr26zp8/r8DAQE2cOFG9e/dWaGio3NzcrI+9aNEiHTlyJFG1RkVFycfHR5GRkfL29k6GrbcPywCLo0vAf2BCUuzLFQAAAEhVEpsBE7Wne9++fYqLi0u24hLr559/VqlSpfT222/Lz89PJUqU0Ndff21dfurUKYWGhqpy5crWNh8fHwUFBWnr1q2SpK1bt8rX19cauCWpcuXKcnJy0rZt26x9KlasaA3ckhQcHKyjR4/q+vXrj6wtOjpaUVFRNn8AAAAAADwsUaG7RIkSunLliiTp+eef19WrV+1aVLyTJ09q4sSJyps3r3777Td9+OGH6tSpk2bMmCFJCg0NlST5+/vb3M/f39+6LDQ0VH5+fjbLXVxclD59eps+j1rHw4/xV0OHDpWPj4/1L1u2bP9xawEAAAAAz5pEhW5fX1+dOnVKknT69Oknttc7Li5OL774ooYMGaISJUqoTZs2at26tSZNmvREHv/v9OrVS5GRkda/c+fOObokAAAAAEAKk6jLkderV0+VKlVS5syZZbFYVKpUKTk7Oz+y78mTJ5OtuMyZM6tQoUI2bQULFtT8+fMlSQEBAZKksLAwZc6c2donLCxMxYsXt/YJDw+3WUdMTIyuXbtmvX9AQIDCwsJs+sTfju/zV+7u7nJ3d/+XWwYAAAAASA0SFbqnTJmiunXr6sSJE+rUqZNat26tdOnS2bs2lStXTkePHrVpO3bsmHLkyCFJypUrlwICArR69WpryI6KitK2bdv04YcfSpLKlCmjiIgI7dy5UyVLlpQkrVmzRnFxcQoKCrL26d27t+7fvy9XV1dJ0sqVK5U/f36bK6UDAAAAAJAUiZ54u1q1apKknTt36qOPPnoiobtLly4qW7ashgwZogYNGuiPP/7QlClTrFN5WSwWde7cWYMGDVLevHmVK1cu9e3bV4GBgapdu7akB3vGq1WrZj0s/f79++rQoYMaNWqkwMBASdI777yjAQMGqGXLlvrkk0904MABffXVV/ryyy/tvo0AAAAAgGfXf5oy7Pz585KkrFmzJltBf7VkyRL16tVLx48fV65cudS1a1e1bt3autwYo5CQEE2ZMkUREREqX768JkyYoHz58ln7XLt2TR06dNAvv/wiJycn1atXT2PGjFHatGmtffbt26f27dtr+/btypgxozp27KhPPvkk0XUyZRieBKYMAwAAAFKGxGbAJIfuuLg4DRo0SKNGjdLNmzclSenSpVO3bt3Uu3dvOTkl6tpszxxCN54EQjcAAACQMiQ2Ayb68PJ4vXv31tSpUzVs2DCVK1dOkrRp0yb1799fd+/e1eDBg/991QAAAAAAPEOSHLpnzJihb775RrVq1bK2vfDCC8qSJYvatWtH6AYAAAAA4H+SfCz4tWvXVKBAgQTtBQoU0LVr15KlKAAAAAAAngVJDt3FihXTuHHjErSPGzdOxYoVS5aiAAAAAAB4FiT58PIRI0aoRo0aWrVqlcqUKSNJ2rp1q86dO6dff/012QsEAAAAAOBpleQ93ZUqVdKxY8dUp04dRUREKCIiQnXr1tXRo0dVoUIFe9QIAAAAAMBTKcl7uiUpMDCQC6YBAAAAAPAPUuek2gAAAAAAPAGEbgAAAAAA7ITQDQAAAACAnSQpdBtjdPbsWd29e9de9QAAAAAA8MxIcujOkyePzp07Z696AAAAAAB4ZiQpdDs5OSlv3ry6evWqveoBAAAAAOCZkeRzuocNG6YePXrowIED9qgHAAAAAIBnRpLn6W7atKlu376tYsWKyc3NTZ6enjbLr127lmzFAQAAAADwNEty6B49erQdygAAAAAA4NmT5NDdrFkze9QBAAAAAMAz51/N0/3nn3+qT58+aty4scLDwyVJy5Yt08GDB5O1OAAAAAAAnmZJDt3r169X0aJFtW3bNi1YsEA3b96UJO3du1chISHJXiAAAAAAAE+rJIfunj17atCgQVq5cqXc3Nys7a+99pp+//33ZC0OAAAAAICnWZJD9/79+1WnTp0E7X5+frpy5UqyFAUAAAAAwLMgyaHb19dXly5dStC+e/duZcmSJVmKAgAAAADgWZDk0N2oUSN98sknCg0NlcViUVxcnDZv3qzu3buradOm9qgRAAAAAICnUpJD95AhQ1SgQAFly5ZNN2/eVKFChVSxYkWVLVtWffr0sUeNAAAAAAA8lZI8T7ebm5u+/vpr9e3bVwcOHNDNmzdVokQJ5c2b1x71AQAAAADw1Epy6I6XPXt2ZcuWTZJksViSrSAAAAAAAJ4VST68XJKmTp2qIkWKyMPDQx4eHipSpIi++eab5K4NAAAAAICnWpL3dPfr109ffPGFOnbsqDJlykiStm7dqi5duujs2bMaOHBgshcJAAAAAMDTyGKMMUm5Q6ZMmTRmzBg1btzYpv3HH39Ux44dU+1c3VFRUfLx8VFkZKS8vb0dXc5jWQZwKsDTzIQk6eUKAAAAwE4SmwGTfHj5/fv3VapUqQTtJUuWVExMTFJXBwAAAADAMyvJofu9997TxIkTE7RPmTJFTZo0SZaiAAAAAAB4FiTqnO6uXbta/22xWPTNN99oxYoVKl26tCRp27ZtOnv2rJo2bWqfKgEAAAAAeAolKnTv3r3b5nbJkiUlSX/++ackKWPGjMqYMaMOHjyYzOUBAAAAAPD0SlToXrt2rb3rAAAAAADgmfOv5ukGAAAAAAD/LMnzdN+9e1djx47V2rVrFR4erri4OJvlu3btSrbiAAAAAAB4miU5dLds2VIrVqxQ/fr19fLLL8tiYd5nAAAAAAAeJcmhe8mSJfr1119Vrlw5e9QDAAAAAMAzI8nndGfJkkXp0qWzRy0AAAAAADxTkhy6R40apU8++URnzpyxRz0AAAAAADwzknx4ealSpXT37l09//zzSpMmjVxdXW2WX7t2LdmKAwAAAADgaZbk0N24cWNduHBBQ4YMkb+/PxdSAwAAAADgMZIcurds2aKtW7eqWLFi9qgHAAAAAIBnRpLP6S5QoIDu3Lljj1oAAAAAAHimJDl0Dxs2TN26ddO6det09epVRUVF2fwBAAAAAIAHknx4ebVq1SRJr7/+uk27MUYWi0WxsbHJUxkAAAAAAE+5JIfutWvX2qMOAAAAAACeOUkO3ZUqVbJHHQAAAAAAPHOSHLo3bNjwt8srVqz4r4sBAAAAAOBZkuTQ/corryRoe3iubs7pBgAAAADggSRfvfz69es2f+Hh4Vq+fLleeuklrVixwh41AgAAAADwVErynm4fH58EbVWqVJGbm5u6du2qnTt3JkthAAAAAAA87ZK8p/tx/P39dfTo0eRaHQAAAAAAT70k7+net2+fzW1jjC5duqRhw4apePHiyVUXAAAAAABPvSSH7uLFi8tiscgYY9NeunRpffvtt8lWGAAAAAAAT7skh+5Tp07Z3HZyclKmTJnk4eGRbEUBAAAAAPAsSHLozpEjhz3qAAAAAADgmZPk0C1Jq1ev1urVqxUeHq64uDibZRxiDgAAAADAA0kO3QMGDNDAgQNVqlQpZc6cWRaLxR51AQAAAADw1Ety6J40aZKmT5+u9957zx71AAAAAADwzEjyPN337t1T2bJl7VELAAAAAADPlCSH7latWmnWrFn2qOUfDRs2TBaLRZ07d7a23b17V+3bt1eGDBmUNm1a1atXT2FhYTb3O3v2rGrUqKE0adLIz89PPXr0UExMjE2fdevW6cUXX5S7u7vy5Mmj6dOnP4EtAgAAAAA8y5J8ePndu3c1ZcoUrVq1Si+88IJcXV1tln/xxRfJVtzDtm/frsmTJ+uFF16wae/SpYuWLl2qn376ST4+PurQoYPq1q2rzZs3S5JiY2NVo0YNBQQEaMuWLbp06ZKaNm0qV1dXDRkyRNKDadBq1KihDz74QDNnztTq1avVqlUrZc6cWcHBwXbZHgAAAADAs89ijDFJucOrr776+JVZLFqzZs1/Luqvbt68qRdffFETJkzQoEGDVLx4cY0ePVqRkZHKlCmTZs2apfr160uSjhw5ooIFC2rr1q0qXbq0li1bpjfffFMXL16Uv7+/pAfnpX/yySe6fPmy3Nzc9Mknn2jp0qU6cOCA9TEbNWqkiIgILV++PFE1RkVFycfHR5GRkfL29k725yC5WAZw4bunmQlJ0ssVAAAAgJ0kNgMmeU/32rVr/1Nh/0b79u1Vo0YNVa5cWYMGDbK279y5U/fv31flypWtbQUKFFD27NmtoXvr1q0qWrSoNXBLUnBwsD788EMdPHhQJUqU0NatW23WEd/n4cPY/yo6OlrR0dHW21FRUcmwpQAAAACAZ8m/mqf7SZo9e7Z27dql7du3J1gWGhoqNzc3+fr62rT7+/srNDTU2ufhwB2/PH7Z3/WJiorSnTt35OnpmeCxhw4dqgEDBvzr7QIAAAAAPPuSfCG1J+ncuXP66KOPNHPmTHl4eDi6HBu9evVSZGSk9e/cuXOOLgkAAAAAkMKk6NC9c+dOhYeH68UXX5SLi4tcXFy0fv16jRkzRi4uLvL399e9e/cUERFhc7+wsDAFBARIkgICAhJczTz+9j/18fb2fuRebklyd3eXt7e3zR8AAAAAAA9L0aH79ddf1/79+7Vnzx7rX6lSpdSkSRPrv11dXbV69WrrfY4ePaqzZ8+qTJkykqQyZcpo//79Cg8Pt/ZZuXKlvL29VahQIWufh9cR3yd+HQAAAAAA/Bsp+pzudOnSqUiRIjZtXl5eypAhg7W9ZcuW6tq1q9KnTy9vb2917NhRZcqUUenSpSVJVatWVaFChfTee+9pxIgRCg0NVZ8+fdS+fXu5u7tLkj744AONGzdOH3/8sd5//32tWbNGc+fO1dKlS5/sBgMAAAAAnikpOnQnxpdffiknJyfVq1dP0dHRCg4O1oQJE6zLnZ2dtWTJEn344YcqU6aMvLy81KxZMw0cONDaJ1euXFq6dKm6dOmir776SlmzZtU333zDHN0AAAAAgP8kyfN049GYpxtPAvN0AwAAAClDYjNgij6nGwAAAACApxmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdpOjQPXToUL300ktKly6d/Pz8VLt2bR09etSmz927d9W+fXtlyJBBadOmVb169RQWFmbT5+zZs6pRo4bSpEkjPz8/9ejRQzExMTZ91q1bpxdffFHu7u7KkyePpk+fbu/NAwAAAAA841J06F6/fr3at2+v33//XStXrtT9+/dVtWpV3bp1y9qnS5cu+uWXX/TTTz9p/fr1unjxourWrWtdHhsbqxo1aujevXvasmWLZsyYoenTp6tfv37WPqdOnVKNGjX06quvas+ePercubNatWql33777YluLwAAAADg2WIxxhhHF5FYly9flp+fn9avX6+KFSsqMjJSmTJl0qxZs1S/fn1J0pEjR1SwYEFt3bpVpUuX1rJly/Tmm2/q4sWL8vf3lyRNmjRJn3zyiS5fviw3Nzd98sknWrp0qQ4cOGB9rEaNGikiIkLLly9PVG1RUVHy8fFRZGSkvL29k3/jk4llgMXRJeA/MCFPzcsVAAAAeKYlNgOm6D3dfxUZGSlJSp8+vSRp586dun//vipXrmztU6BAAWXPnl1bt26VJG3dulVFixa1Bm5JCg4OVlRUlA4ePGjt8/A64vvErwMAAAAAgH/DxdEFJFZcXJw6d+6scuXKqUiRIpKk0NBQubm5ydfX16avv7+/QkNDrX0eDtzxy+OX/V2fqKgo3blzR56engnqiY6OVnR0tPV2VFTUf9tAAAAAAMAz56nZ092+fXsdOHBAs2fPdnQpkh5c5M3Hx8f6ly1bNkeXBAAAAABIYZ6K0N2hQwctWbJEa9euVdasWa3tAQEBunfvniIiImz6h4WFKSAgwNrnr1czj7/9T328vb0fuZdbknr16qXIyEjr37lz5/7TNgIAAAAAnj0pOnQbY9ShQwctXLhQa9asUa5cuWyWlyxZUq6urlq9erW17ejRozp79qzKlCkjSSpTpoz279+v8PBwa5+VK1fK29tbhQoVsvZ5eB3xfeLX8Sju7u7y9va2+QMAAAAA4GEp+pzu9u3ba9asWVq8eLHSpUtnPQfbx8dHnp6e8vHxUcuWLdW1a1elT59e3t7e6tixo8qUKaPSpUtLkqpWrapChQrpvffe04gRIxQaGqo+ffqoffv2cnd3lyR98MEHGjdunD7++GO9//77WrNmjebOnaulS5c6bNsBAAAAAE+/FD1lmMXy6Omtpk2bpubNm0uS7t69q27duunHH39UdHS0goODNWHCBOuh45J05swZffjhh1q3bp28vLzUrFkzDRs2TC4u//+bw7p169SlSxcdOnRIWbNmVd++fa2PkRhMGYYngSnDAAAAgJQhsRkwRYfupwmhG08CoRsAAABIGZ7JeboBAAAAAHiaELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhGwAAAAAAOyF0AwAAAABgJ4RuAAAAAADshNANAAAAAICdELoBAAAAALATQjcAAAAAAHZC6AYAAAAAwE4I3QAAAAAA2AmhG0CqNH78eOXMmVMeHh4KCgrSH3/84eiSkMIxZpAUjBckFWMGScWYeXoQugGkOnPmzFHXrl0VEhKiXbt2qVixYgoODlZ4eLijS0MKxZhBUjBekFSMGSQVY+bpYjHGGEcX8SyIioqSj4+PIiMj5e3t7ehyHssywOLoEvAfmBBerskhKChIL730ksaNGydJiouLU7Zs2dSxY0f17NnTwdUhJWLMICkYL0gqxgySijGTMiQ2A7KnG0Cqcu/ePe3cuVOVK1e2tjk5Oaly5craunWrAytDSsWYQVIwXpBUjBkkFWPm6UPoBpCqXLlyRbGxsfL397dp9/f3V2hoqIOqQkrGmEFSMF6QVIwZJBVj5ulD6AYAAAAAwE4I3QBSlYwZM8rZ2VlhYWE27WFhYQoICHBQVUjJGDNICsYLkooxg6RizDx9CN0AUhU3NzeVLFlSq1evtrbFxcVp9erVKlOmjAMrQ0rFmEFSMF6QVIwZJBVj5ulD6P4L5rsDnn1du3bV119/rRkzZujw4cP68MMPdevWLbVo0cLRpSGFYswgKRgvSCrGDJKKMfN0cXF0ASlJ/Hx3kyZNUlBQkEaPHq3g4GAdPXpUfn5+ji4PQDJp2LChLl++rH79+ik0NFTFixfX8uXLE1yQBIjHmEFSMF6QVIwZJBVj5unCPN0P+S/z3TFPN54E5ukGAAAAUgbm6U4i5rsDAAAAACQ3Di//n7+b7+7IkSMJ+kdHRys6Otp6OzIyUtKDXztStLuOLgD/RYofXwAAAEAqEf/d/J8OHid0/0tDhw7VgAEDErRny5bNAdUgtfAZ5uPoEgAAAAA85MaNG/Lxefz3dEL3/yR1vrtevXqpa9eu1ttxcXG6du2aMmTIIIuF86YdISoqStmyZdO5c+dS9Hn1SDkYM0gKxguSijGDpGC8IKkYM45njNGNGzcUGBj4t/0I3f/z8Hx3tWvXlvT/89116NAhQX93d3e5u7vbtPn6+j6BSvFPvL29eeNBkjBmkBSMFyQVYwZJwXhBUjFmHOvv9nDHI3Q/pGvXrmrWrJlKlSqll19+WaNHj2a+OwAAAADAv0bofgjz3QEAAAAAkhOh+y86dOjwyMPJkfK5u7srJCQkwWH/wOMwZpAUjBckFWMGScF4QVIxZp4eFvNP1zcHAAAAAAD/ipOjCwAAAAAA4FlF6AYAAAAAwE4I3QAAAAAA2AmhGwAAIAm4HA6SYuvWrY4uAYCDEbqRIsXFxVn/HRsbK0m6cuWKo8oBkIoQqJBY27Zt061btxxdBlKwDh06aNasWbyvAKkcoRspkpOTk44dO6aFCxfK2dlZP/30k5o2barw8HBHlwbgGRL/RXjbtm2aOXOm7t+/L4vF4uCqkNJZLBatWLFCZcqU0aZNm2x+KAYe9uGHH+qLL76QxWLRiRMnHF0OnkL8YPNsIHQjRTLGaNasWapXr566d++uhg0bqlGjRvLz83N0aUjB+GBCUhhjZLFYNH/+fL355ps6fvy4jh8/bl3GeMLjnD9/XmFhYfriiy8UHBwsJye+TuHRChcuLFdXV33//fdq3ry5lixZ4uiSkILFf+5cvXrVuqOJH4KfDXxKIEWZPHmyrl27JovFov79++uNN97Ql19+qXbt2qlp06bsTcBjxQeozZs3a+zYsfrkk0904sQJ3b1719GlIYWyWCxat26dWrRooUGDBql///4qVKiQdZnFYiF4I4Hjx4+rUKFC6tGjh3x9fSXxgx/+WZ48eSRJX3/9tX799VcHV4OUymKxaNGiRapQoYIqVaqk6tWr69y5c44uC8mA0I0UIzQ0VKNGjdK1a9ckPTiXO23atKpUqZImTpyo2bNny8nJiT1QSCA+cC9cuFA1a9bUkiVLtGbNGr322mv67rvvrGMKiBf/HrJo0SK99dZbatu2raKiorRx40a1a9dODRs21J9//knwRgLu7u768MMPdfv2bZ05c0aSGCew8agdBGXKlNHnn3+uyMhIjR8/nuANq4e/1+7evVtt2rRR48aN1aVLF128eFHBwcHavXu3g6vEf2UxfEogBYmOjpa7u7v++OMP5cuXT97e3pKknj17atSoUfrhhx/UuHFja8g6c+aMcuTI4eCq4UhxcXFycnLS5s2b9fbbb2vw4MFq0aKF7ty5Iy8vL+XKlUsfffSRmjZtat0rBcQbOHCg5s2bp4EDB+rHH3/UjRs3dOvWLTk5OenEiRM6fvy4PDw8HF0mHCj+8+ZhYWFh+vzzz/XFF19oypQpatmy5WP7InWJ/0ySpBUrVig8PFweHh6qXLmyfH199ccff+jjjz+Wl5eX2rdvr+rVqzu4YjjK/fv35erqar29e/dunT17Vrt371b//v0lSXfv3tUrr7yiiIgIzZ49W8WLF3dMsfjPXBxdAPAwd3d33bp1S7Vq1VLevHm1ePFipU+fXv369ZPFYtF7770nSWrcuLGGDBmirVu3avbs2fLy8nJw5XiSJk+erDt37qhz585ycnLSvXv3dPToUb333ntq0aKFTp48qddff13t2rXT/fv31atXLzk7O6tBgwbKlCmTo8tHCvLSSy9p3759at68uWrWrKlOnTqpatWqWrVqlfr27atbt24RulOx+BC9YcMG7dq1S4cPH1aTJk30wgsvaODAgbJYLOratassFovef/996x5vgnfqFR+4u3fvrjlz5sjd3V2SdPPmTS1evFhBQUEaNmyYevXqpUmTJunu3buqW7euI0uGA3Tt2lVFihRRixYtZLFYrOPgzJkzatasmbWfh4eH1q1bp1deeUXvvfeepk2bplKlSjmwcvxrBkiB9u7da7Jnz26Cg4PNlStXjDHG3Lhxw/Tu3dtYLBZTtmxZ4+npaXbu3OngSvGkXbt2zbRs2dLkzp3bTJkyxdp+4MABc+jQIXPr1i3z6quvmpYtWxpjjImOjjYZM2Y0/v7+ZtKkSSY2NtZRpcOB4uLijDHG7Nmzx/z6669m5syZ1mU3btwwx48ft+nfrVs3U65cORMZGflE60TKM3/+fOPt7W2aN29uqlataooVK2bee+89c/fuXXP+/HnTs2dPkz59ejN+/HhHl4oU4rvvvjPp06c327dvN1euXDHHjx83DRo0MM8995w5cOCAMcaY33//3RQuXNh0797dwdXCEUJCQszu3buNMcb6veTEiRMmKCjIFCxY0Jw+fdoY8/+fXXfu3DH58uUzL730krl7965DasZ/Q+iGQ8XFxdmEoPg3F2OM2b9/vwkICLAJ3sYYs2zZMvPVV1+ZEydOPNFakXIcPXrUdOnSxeTPn99MnDjRZtmhQ4dMkSJFzNq1a40xDz7EGjZsaD788EPGTCoV/76yYMECExgYaIoVK2b8/PxM6dKlza5du0xMTIy1765du0ynTp2Mr6+v2bNnj6NKRgpx9OhRkydPHvP1118bY4y5fPmycXNzM3369LH2CQ8PN+3btzfZsmUzERERNp9jSJ369+9v6tWrZ9N2+/ZtU716dVOyZElz69YtY4wxhw8ftnn/wbPvr+8Py5YtMxMnTjQ3btwwxhhz8uRJkzt3blO+fHlz4cIFm/vcvXvXnDp16onWi+TDhdTwxMVfYCR+PlwnJyetWrVK3bp101tvvaUZM2Zoz549KlKkiFauXKm9e/eqSZMmunr1qiSpWrVq6tSpk3Lnzu3IzYADxI+dfPnyqW3btqpWrZpGjx6tSZMmWfuEh4frypUrunr1qi5fvqwffvhBN27c0BdffMGYSYXM/w71XbNmjVq1aqXPPvtMe/bs0fr167Vt2za1b99e27dvV1xcnA4fPqxvvvlGu3fv1vr161WsWDFHlw8Hu379ury8vNSqVSsdP35cJUuWVLNmzfTZZ59JenAOZoYMGdS3b1/t2LFDPj4+HFqeyjzqomk3btzQrl27rLdjY2Pl6emppk2bKiIiwvp9pkCBAnJ2dlZsbOwTqxeO9df3h3Xr1qldu3b68ccfdfPmTeXKlUsrV67UpUuX1LBhQ126dMl62oq7u7ty5szpmMLxnxG68UTFX2Dk4MGDGjp0qCRZrzh95coV3b17V1988YU++ugjrV692hq8Dx8+rJo1a1o/qJA6PfxhlT9/frVu3doavCdPnixJqlSpkl5++WW1atVK5cqV09ixY/XZZ59xXm4qMmfOHG3atEnSgzFz69YtrVq1Sh06dND777+vU6dOqXr16mrZsqVu3rypDz74QDt27FDBggXVpUsXLViwQC+88IKDtwKOZP53jdmoqCh5eXnp0qVLqlKliqpWrWr9kW/z5s2aPn26zp07J39/f/n5+TmyZDjAwxdN27p1q06cOCFJql27ttKmTauhQ4fq7t27cnZ2liT5+/vL1dVV9+/ft1lP/HKkPsOGDVPPnj3Vrl07zZw50yZ4X758WVWrVlVoaCg/5j0LHLynHalI/GHke/bsMRaLxQwdOtRcvXrVlChRwnz11VfWfqtWrTLvvPOOeeWVV6znPu3du9cULFjQnDlzxiG1I+XYuHGjKVKkiHU8HTx40Hz00Ucmf/78Zty4cdZ+P/zwg5kzZ475888/HVUqHODYsWPm5ZdfNlWrVjXbtm0zxjx471m+fLk5dOiQiYiIMEFBQaZVq1bGGGO2bt1qLBaLyZ8/v9mxY4cjS4eDPeqw8Dt37pgcOXIYi8ViOnfubLOsW7du5pVXXjGXL19+UiUiBXn41LhevXqZwoULm3nz5pk7d+6Ymzdvmg4dOpjy5cubTz75xISGhppjx46ZN954w1SpUoVri6RS8acShIeHmwsXLpjbt29bl3Xv3t24uLiYSZMmWQ81P378uClRogSHlD8jCN14Ih4OSJ6eniYkJMQYY8y5c+dM5syZzbx582z6r1y50hQsWNDMnz/f2hYdHf3E6kXKtXXrVpM1a1ZTsmTJRwZvLmaEhQsXmjfeeMNUr17dbN261Rjz/+9By5cvNyVLljRHjhwxxhizevVqU79+fVOuXLkEF1ND6hEfuDdt2mQGDRpkfvjhB7Nv3z5jzIPPo+zZs5u6deuaP//802zatMn06NHD+Pj4WPsg9QoJCTH+/v5m5cqV5ubNm9b2mzdvmr59+5rChQsbZ2dnU6RIEfPSSy+Ze/fuGWMMwTuVWLRokfn999+tt3/66SfrdUXeeOMN07t3b+uy+OA9ZcoUExUVZYwx5v79+0+8ZtgHoRt2F//Bsn//fpMxY0ZTsGBB67IzZ86YEiVKWPdQPvwhFBQUZFq0aPFki0WKFxcXZ7Zt22YKFixoihUrZhO8u3btajJlymS+/fZbB1cJR3h4T+XixYtN1apVbYK3McZMnDjRBAQEWPcc9O7d23Tv3p0vwDCLFy82Hh4eJigoyAQGBpqqVaua5cuXW5flzJnTBAQEmPz585uXX37ZeuVhpF4nT540RYoUMQsXLjTGPNiDuWvXLjNo0CDz888/G2MeXPxqyZIlZtu2bdY9nQSpZ19cXJw5d+6c8fHxMW+//bbZv3+/2b17t8mUKZMZOnSo+f77781HH31k8uXLZ9555x3r/Xr16mUsFouZNm0aF2V8xliM+d+JS4AdxJ/vtHfvXpUtW1Yvv/yyjh07pvr16+urr76SJLVu3VqLFy/W4sWLVaZMGUkPzqerWbOmypQpo969eztyE5AC7Nq1Sy+++KL1tjFGf/zxh1q0aCF3d3ft3LlTTk5O2rdvn2bPnq2WLVty0bRUKjY21np+5KJFizRx4kS5uLioX79+CgoKUkREhPV87cDAQB05ckTr1q1T8eLFHVg1HO3ChQsaMWKEihYtqlatWmn16tWaMmWKTp06pc8++0zBwcGKjo7Wjh07FBAQIF9fX2XIkMHRZcPBzp07p7feeksdO3ZU1qxZ9eOPP2rPnj2Kjo7WzZs31b17d3Xs2NHmPg+/R+HZt2HDBrVq1Urly5dXvnz5FBYWpi+//FLSg7nbFy1apEGDBundd99Vnz59JEmfffaZ6tevr4IFCzqydCQzQjfsbseOHSpbtqx69+6tPn36aOrUqerdu7caNmyocePGSZJq1KihP/74Q927d5efn58OHDigb775Rtu2bVOBAgUcvAV4Usz/rjT9sPDwcAUFBSlXrlxas2aNtT02NlYbN25U7dq1VbJkSa1cuVJOTk66d++e3NzcnnTpcLBHjR1JWrBggSZPniwXFxd9+umnKleunC5fvqwRI0bIx8dH9evX5z0mldu7d68+/fRTRUREaMqUKSpcuLAkacuWLRozZoxOnTql3r17q1atWg6uFI708EXT4sXExKhOnTq6cOGC9u7dq48++kjVqlVT6dKl9fbbb6tSpUr69NNPHVQxHC3+c2njxo1q1qyZrl+/ruDgYM2ePdva59atW+rSpYsuX76sOXPm8P3lGebi6ALw7Lt9+7Y+/PBDhYSESJIaNmwoSdY92OPGjdPSpUvVoUMH/fLLLwoLC1OWLFm0fv16vgynIvFfaK5evapTp07J09NThQsXlo+Pj0aOHKk+ffqoZs2a+uWXXyQ9uNpr6dKlVaxYMa1du1YVKlTQ5s2b5erq6uAtwZMW/8Vm27Zt2rx5sywWi4oWLarKlSurbt26kqTJkydryJAh6t27t8qWLasRI0ZwNdhULH7MHD58WOvXr1dUVJT279+v0NBQa+guW7asLBaLxo8frx49esjd3V3BwcEOrhyO8HDgPnDggFxdXRUXF6eCBQtqwYIF+v333+Xl5WVzRNbt27fZo53Kxb/PVKhQQbNmzVKTJk20e/dubdiwQRUrVpQkeXl5qUSJEvr8889148YNjqB5hrGnG09U/BtQVFSUZs+enWCP9+XLl+Xs7CwXFxd5e3s7uFo8KfFfaA4fPqz27dvL09NTfn5+mjZtmqQHc7r/+uuv6tq1qwoVKmQN3pLUvn17ValSRSVKlFCOHDkctQlwkPj3lAULFqhVq1YqU6aMwsPD5erqqrfeekuffPKJpAd7vKdOnarIyEiNHj1apUqVcnDlcLTFixerVatWWrVqlS5evKghQ4bI2dlZQ4YMUdmyZa39NmzYoO+++069e/dWrly5HFgxHOHho2hCQkI0b9483b59W25ubvr444/VsmVLa9+bN28qLCxMHTp00MWLF7Vz5065uLB/KzWJiYmRs7OzLBaLoqOj5e7ubj2lIH6Pd6lSpdSuXTu98soriouLU/v27bV//34tX75cadOmdfQmwF6e+FnkwP9ERkaayZMnm4wZM5pOnTo5uhw4SPwFrPbt22cyZMhg+vTpYzM9xp49e0xkZKSJiYkxixYtMrly5TLlypUzc+fONe3btzd58uQxFy5ccFD1SAk2btxosmTJYiZNmmSMMWbbtm3Gx8fHZMmSxebKsLNmzTJ169Y1Z8+edVSpSCGioqJM165dzciRI61tv/zyiwkODjbVqlWzufieMQ+mDkPq1r9/f5MpUyazcuVKc+LECdO0aVNjsVjM2LFjrX0mTJhgypUrZ1577TXrVcrjL56GZ9v27dvN3bt3rbeXLVtmGjdubOrVq2dCQkKs31PWrFljcuXKZXLmzGneeust07JlS5M1a1aza9cuR5WOJ4TQDYeKjIw0X3/9tbFYLKZnz56OLgcOcuHCBVOoUCHTtWtXm/Zhw4YZZ2dnExISYm7fvm1iY2PNli1bTFBQkMmfP7954YUX+KBKxWJjY01cXJwZOnSoadmypTHGmNOnT5vnn3/evPPOO6Zz584mU6ZMZtiwYdb7xE/DgtRr+/btxt/f35QoUcL8+uuvNst+/vlnExwcbGrWrGk2bNjgoAqR0uzcudO8+uqrZtWqVcYYY5YsWWJ8fX1NrVq1jMVisU5Vef/+fbNw4UKuUp7K/PzzzyZ//vxm9OjRxhhjNm/ebCwWi2nbtq2pWbOmCQoKMlmyZDF//vmnMebBD8X58uUz3t7eZty4ceb06dOOLB9PCKEbDhcREWGmT59ujh496uhS4CALFy40pUqVMseOHbPu+R4+fLjx8vIy7du3N05OTiYkJMQmMJ0/f95ERkY6qmSkAGFhYcYYY27fvm22bt1q7ty5Y8qXL2+davDIkSMmY8aMxt3d3YSEhBhjDFOwwNy8edPUrFnTWCwWM3XqVGOM7XSVS5YsMaVLlzZvv/02e7hhjDHm4sWLZvjw4SY6OtqsWbPGZM6c2UycONHcunXLVKtWzVgsFjNo0CCb+7CHO/WIiooyTZo0MWXKlDFjxowxH330kRk+fLh1+cGDB021atVMtmzZzKVLl4wxxqxfv94UL17c+jmGZx/ndCNFMI+58jBShy5dumjJkiU6fvy4pAfncP/www/KmjWrqlSpomnTpqlly5bq1auXPv30U3l5eTm4Yjja4cOH1axZM40dO1ZBQUGSHkwt16xZM82aNUtFixbViRMn1K1bN5UtW1YNGzZUzpw5HVs0Uozbt2/r7bff1q5du/TLL78kOMd/+fLlKlSokLJnz+6gCuEoW7du1enTpxUREaHWrVtbz8m+ffu20qRJo1atWsnV1VVjxoyRq6ur2rdvrx07dsjd3V3r16/nu0wqE3++9s2bN9WuXTtduHBBoaGh6tWrl959911JD65bc/DgQbVs2VINGjRQ165d5eTkpDt37sjT09PBW4AnxemfuwD2x4dU6pY2bVrrlctjY2Pl6uqq5s2bq0qVKpKkFi1a6L333tOmTZuYTgOSpKioKHl6emrr1q2K/+3Y2dlZ4eHh2rRpkyRp2rRpMsaodevWBO5UKn5sHDp0SCtXrtS6det08eJFpUmTRosWLVKRIkVUp04d7dq1y6Z/tWrVCNyp0Lfffqu3335bw4cPV8eOHVWtWjVdvnxZkuTh4aE7d+5o9+7dSpMmjVxdXXXnzh2Fhoaqb9++2rBhgywWi9iXlbo4OzsrJiZGadOm1YQJE5QrVy4dO3ZMK1asUGxsrCTJyclJRYsWVZo0aXT48GHrlfA9PDwcWTqeMEI3AIcLCgrS8ePHtXTpUjk7O9t8aYmLi9O9e/fk6emp0qVL8wNNKhU/JsLDwyU9GDPVq1fXgAEDdObMGUmSn5+f6tatq88++0wFChTQxIkTNWDAAKVPn95hdcOxLBaL5s+fr0qVKqlr166qUqWKGjdurAkTJsjV1VXLli1TgQIFVL9+ff3xxx+8v6RiU6ZMUZs2bTRmzBj98ssv+umnn7RmzRqNHj1a0oPg5OnpqXr16umrr75S69atValSJZ06dUpvvPGGJI7aS63ij4ZImzatRo8erWbNmmnXrl366quvbPqlT59ebm5uio2NZaykQhxeDsDhbt26pZYtW2revHmaO3eudW5l6cGhW/369dP06dO1du1a5cuXz4GVwpFWrlypFi1aqFmzZho8eLAkqX79+goNDdVvv/0mLy8vnTp1SkeOHNGZM2dUtWpVPf/88w6uGo60a9cuVa5cWUOGDFHDhg11+vRpTZ48Wdu3b1ebNm3Utm1b3blzR6+99ppu3LihnTt3yt3d3dFl4wlbtmyZatSooWXLllnnYj916pTKlCmjatWqafr06da+kZGRGj9+vDZt2qQsWbJYf8CJP8wYqUN8aN61a5f27NkjDw8P5c2bVy+99JJu3LihDh06aNu2bSpWrJgqVqyoU6dOafz48dqxY4cKFy7s6PLhAIRuACnCH3/8oX79+mn16tVq3769ypUrp6tXr2rz5s1asmSJ1qxZoxIlSji6TDjQzz//rNq1a8tisSg4OFht27ZVTEyM5s6dqwoVKujDDz/kS28q9bi9Rt9++63Gjx+vLVu2WMP0iRMnNHToUJ07d05z586Vr6+v7ty5o8uXL3NIeSpkjNEvv/yihg0b6v3339f48eMlPfhBb8GCBSpYsKBKliypmJgYNWvWTGXKlJG3t7fNmIuJiWE+7lRo/vz51tOXbt26pVOnTmnEiBHq3Lmzbty4oS5dumjmzJnKnTu33nrrLTVt2lT58+d3dNlwEEI3gBTj0KFDmjVrlsaNG6fY2FhlzZpVRYsWVf/+/VWoUCFHl4cn7K9B6s6dOxo8eLA8PDx07tw53bt3T5cuXVJUVJTy5MmjsWPHysfHx4EVwxHi4uLk5OSk8PBw7d+/X87OznrxxRfl7e2t2bNnq0+fPlq9erVy5MhhHVNbtmxR+fLltW3bNr300kuO3gQ4WGxsrJYtW6bGjRurSZMmioyM1KFDh/T111/L1dVVERERGjZsmK5cuaLdu3drypQpatWqlSQOKU+tDh06pEqVKmnw4MFq2rSprl27ptmzZ+uTTz7RF198oY4dO+rmzZt6//33FRMTo6lTp+q5555zdNlwIH6WA/DEPPzl5FH/LlSokAYNGqT27dvr9u3bypAhgzw8PLjYSCoydOhQFS1aVG+++aYsFovWrFmjL7/8Up9//rny5s2r0qVLa9y4cRo7dqyMMfrxxx81cOBA/f7778qfP7969+7t6E3AExQfuA8ePKjmzZvrueeeU/Hixa1XI8+dO7cuX76s+fPnq1OnTta9kVmzZuUQT1g5OzurevXqmjlzptq3b69Lly7p0qVLypQpk7XPq6++qgsXLmjZsmVq3ry5tZ3AnbrEf1+5ePGiMmfOrHr16snDw0OBgYHq2rWrYmJi1KtXL1WsWFHFihXTt99+q6ioKAI3uJAaAPuLP6Dm7t27kh58UbZYLNYre/71S0vmzJmVO3du+fr6ErhTkQsXLujs2bPKkyePtS19+vQ6dOiQmjdvrpCQEFWuXFnFihXTO++8ozx58igkJESLFy9WzZo1VadOHQdWjyfNGCMnJycdOnRIFStWVLVq1fTdd99pxIgRSps2rSTppZde0sCBA9WjRw998cUXOnTokCIjIzVhwgRFRkYqW7ZsDt4KpBROTk6qXr26Jk2apHTp0unTTz+1Lrt//74kKUuWLGrVqpVcXFwUExPjqFLxhMTFxUmS7t27p9u3b0uSzc6CAwcOKCwszKZv3bp1lSFDBl24cEHSg4urBQYGPunSkQJxeDkAu4r/VXjFihWaPHmy7ty5I39/f40bN05eXl7WPVWA9OCHGQ8PD23YsEFXr161BulBgwZp3bp1On/+vEaNGqXPP/9ctWrVUufOnWWxWBQdHc0FsFKhyMhI1atXT7ly5dLXX39tbY//YS/+C/KYMWP02Wefyc3NTenTp9fVq1e1dOlSrhORyvTq1UutWrVS7ty5H9snLi5OS5Ys0bvvvqu3335bU6dOlcRh5KlN/HeTI0eOKCQkRGfPnlWOHDnUq1cvFS1aVNeuXVODBg2UPXt29e3b1zqmIiMjVa5cOQ0cONDmorAA33QB2EX873kWi0WLFi2yfjF+9dVXdeDAAVWoUEGhoaFycnKy/kIMeHh46MaNG5o6dao6deqkefPmSZJ69+6tSZMm6fXXX1fjxo115MgRzZw5U2fPnpUkAncqFRYWprNnz6pevXo27U5OTjZH03Tq1EmbNm3S1KlTNWDAAG3bto3AncqsXLlSV65cUY4cOaxtj9rv5OTkpDfffFMzZ87UwoULrcGJwJ16xAfuvXv3qly5cnJ1ddWrr76qDRs2qFOnTrpx44YyZsyoBg0a6MSJE+rXr5927NihU6dOafjw4bp+/TrXikBCBgCS0eXLl21uHzp0yBQtWtSMHz/eGGPMmTNnTLZs2UyaNGnM888/by5cuGCMMSY2NvaJ14qUJS4uzvrvP/74w7Ru3doULFjQ/PTTTzb9fvnlF/PGG2+YTJkyWccPUqclS5YYb29vc/r0aWOMMTExMQn6xMbGmmXLlpl79+496fKQwsR/zsydO9fs2bPHGGP7vvPXvnPmzDFVqlTh8ykV2rdvn0mXLp359NNPrW1fffWVsVgsZu7cuda2yZMnm8qVKxuLxWIKFy5scuTIYXbt2uWIkpHCsacbQLIZN26c2rVrp/3791vbrl69qsqVK6tdu3Y6d+6cXn/9dQUHB2vz5s26f/++3nrrLZ0/f55DzFMx84i9TS+99JJat26t0qVLq1+/flqwYIF12ZtvvqlvvvlGhw4d4ly5VC5btmy6ffu2Vq9eLUmPnDLum2++0YwZM550aUhB4t9j4i+6N3ToUPXt21cHDx6UxWJ57B7vt99+WytWrOCIrFQmOjpazZo1k6urqwYMGGBtP3HihHX5xo0bJUlt2rTRypUrtW3bNs2YMUNbt27lKBo8Et9yASSbLFmyaNOmTRozZow1eJcvX16tW7eW9OB8upIlS2rixIkqWrSoChUqpJ07d6pGjRrWw0CRupj/nSe5YcMGffzxx+rSpYsmT54s6UHw/vDDD1W6dGn16dNHixcvtt4vMDBQGTNmdFTZSCEyZ86sV155RV999ZU2b94sKeGPOCdOnFCmTJkeGazw7DN/ORe7cOHC6ty5s+7cuaO+ffvqwIEDjw3eD9+PH4ZTD3d3d40ZM0ZOTk5q2rSpJGn48OGaOnWq6tSpo82bN6tx48YqW7asGjdurAULFigwMFAlS5ZU5syZHVw9UireQQAki7i4ONWpU0fTp0/XypUrNXbsWO3evVuSVLBgQUVFRenEiROqWrWqXFxc5OTkpBw5cmjp0qVaunTpI/dQ4dlnsVi0YMEC1apVSxcvXtTFixc1duxYtW3bVtL/B+9y5crpgw8+0JIlSxxcMRzlUXsaM2XKpPfff19hYWHq27ev1qxZYw1KV69eVa9evfT999+rXbt2cnNze9Ilw8Hu3btnHQ/37t3TvXv3JElNmzZVixYtdP36dfXr1+9vgzdSp/Lly2vx4sVaunSp8uXLp1GjRmnRokWaP3++Jk6cqMOHD+vdd99VVFSU9YKewN/h6uUAkkVsbKycnZ11+/Ztff755xozZoxq166tbt26qWDBgpIefIjdv39f48aN06xZs7Rw4UJt2rRJWbNmdXD1cJTt27erQYMG6tmzp9q2basjR46oYsWKioiIUO3atTV37lxJ0pYtW/Tjjz+qc+fOf3vlYTx7lixZohdffFGBgYE2sx08vAdzypQpGjZsmK5evapatWrp1q1biomJ0c6dO7VkyRIO90xlVqxYoapVq1pvDx8+XCtWrJCLi4uKFi2qYcOGycXFRXPmzNGkSZOUPn16DRw4kLnbkcC2bdvUoEEDZc2aVWvXrpWbm1uCWVeuXbum9OnTO7BKPA3Y0w0gWTg7O2vu3LnKkyePzp07p7x58+rbb7/V0KFDrYeajxw5Unfu3FHdunX166+/auHChQTuVO7w4cOqWrWq2rZtq7Nnz6p69ep68803NX78eP3yyy/WPd5ly5bVyJEjCdypzI4dO/TJJ5+oZ8+eCgsLszm31mKxWP/dpk0bzZgxQ127dtXp06d1584dlS5dWhs2bCBwpzLTpk1Tw4YNraepjBw5UkOGDNHLL7+swoULa8aMGapQoYJOnjyphg0bqlWrVoqKilK7du106tQpB1ePlCYoKEhz5szRwYMH1axZM924ccMauOPff5577jlHloinBHu6ASSLkydPqkKFCurbt68++OADSdLChQvVqlUrVa9eXSEhIcqTJ4/u3bunI0eOcE4urHbs2KHixYvrzTffVEBAgKZPn67Lly+rTJkyOnnypJo0aaLvv/+eeXJTqS+//FLz589X3rx5NXToUAUEBNjsafrrXqe/3kbqcvjwYX399ddatmyZ2rRpo7CwMFWqVElvvPGGJCk0NFSVKlVS5syZtW7dOkkPLra3b98+jR49mrGDR9qyZYtq1Khh/VHY29vb0SXhKePi6AIAPBssFotcXV2VP39+SQ8O/axTp46MMapfv77SpEmjNm3aqGTJknrhhRccXC2eNGOMjDFycnLS7du35eLiYj3HtlSpUjp16pQuXryoTz/9VNKDIydKly6tkJAQlS9fXhLz5KY2MTExcnFxUZcuXWSxWLRs2TL16dNHw4YNU8aMGa3h+uGQ9PAPM/xIkzoVLFhQ7dq1kzFGU6dOVVhYmGrUqCHpwXndAQEB+vXXX1WqVClNnTpVLVu2VKtWraz350cbPErZsmW1bNkylS1bVu7u7vr66695f0GS8K4CIFncv39ft27d0rVr1yQ9mFJDkurWrauiRYtq6tSp+v77763tSB02b96sCxcuyGKxyMnJSb/88osaN26sSpUq6fvvv9f58+clSZ6enrp8+bIWL16sqKgojRw5UsePH1e1atWUK1cuB28FHCH+4orxY+js2bP64Ycf9OmnnyY41DyexWKxfhHmC3HqlSdPHn3wwQeqWrWqIiMjtXbtWkmSm5ubYmNjlSlTJuXKlUtRUVEJ7kvgTj3iD/Y9f/68rly5oqtXr0p69EUbJal06dL6/fff1aNHD95fkGS8swBIFvny5dO7776rFi1a6ODBg/Lw8JD0YG9VUFCQRo0apQ4dOsjd3d3BleJJ2bx5s6pUqaKpU6cqKipK27dvV+PGjZUzZ05lzZpVH3/8sT7//HMdOXJEAQEB+vjjj/Xdd9/phRde0LRp0zRp0iRlypTJ0ZsBB7FYLFq+fLkqVKggPz8/hYSEqEmTJtqyZYt69eql8PBw5k+GpEeHpPz58+vDDz9U27ZtNXnyZI0ZM0bSgx9zvLy8dOfOHaaqTOUsFosWLlyoSpUqqUKFCqpVq5b++OOPv31fefnll61H9AFJwTndAJLN+fPn9dFHH+m3337ThAkT5OPjoy1btmj27Nnas2cPFxtJhQYMGKBp06apQ4cOun37ttKlS6cuXbpIkqZOnarPP/9clStX1scff6wsWbLo8OHDOn78uEqWLKls2bI5uHo4ijFGMTExatasmdKkSaNvvvnGuuzzzz/XN998o4oVK2rIkCE2h5oj9Xn4/37Tpk2KiIiQl5eXXnnlFVksFh05ckSTJk3St99+q3r16snf31/Hjh3TgQMHdOjQIbm4cKZlahN/6snp06dVsmRJDRgwQM7OztqwYYMWLVqklStXqnz58ryvIFnxTgMg2WTNmlXjxo3Tl19+qU8//VRp0qSRk5OTFi5cSOBOJeK/pMRPIRcSEiJJGj9+vJycnNSxY0dr35YtW0qSRowYIScnJ33wwQcqXLgw0/bAeo0IJycnXblyxeb87O7du2vPnj368ccfFRERobFjx8rf39/BFcMR4q8TIUm9evXSggULdPv2bWXPnl2ZM2fW3LlzVaBAAX344YeKi4vT7NmzFRgYqJCQENWsWVMuLi7W9yqkHhaLRRs2bNCZM2fUrl07dejQQZJUs2ZNubm56fXXX9fq1atVvnx5xgeSDT/fAEiUxB4UkzlzZo0YMUJbtmzRhg0btHnzZr344ot2rg4pQXzgPnPmjKZNm6bevXtLkkJCQtSxY0edO3dOO3fu1MWLF633admypXr27Kkff/xR06dP17179xI91vDsij+0M2fOnDp58qROnDhhMy7Kli1rPRKCQ4RTr/gfYoYPH65p06Zp2rRpOnv2rF577TUtWLBAVatWVVxcnPLnz6927dqpVq1aKl68uGrXrk3gTkW6deumgQMHWm/fuHFDo0b9X3t3HhdV2cd9/DMMyKLgEiCa4pJYuKNWiuWa4hJpqahIApr7QnqryOIKCHW7o6K5m7kvSLhiueSWqYiCVogp3opLZIIiKMz1/OEz55HKu3rucFB+79fLl8OZM+NvnHkdznfOdf2umfj6+vLjjz9q26tUqUJERAS9e/emY8eO7N+/Xz4f4h8jw8uFEH/KeJXpyJEjnD59mqtXr+Ll5UW1atVwcHCQLsFCC9zJycn07NkTd3d3CgoKWLBgAaVLlwYenxjPmzePYcOG0b9/fypVqqQ9fs2aNTRv3lzW4S6hjMeQGzduYG5uzoMHD6hatSq5ubk0bNgQR0dHli5dSs2aNbGwsGDcuHHY2NgwatQoXnrpJVOXL56hZcuW4eXlha2tLQBpaWmMGDGC4cOH8+6777J792569uyJv78/8fHxuLi4sGvXLszMzPjpp5+oVq2aNmdXhg6/+AwGA2vXrqVevXo0atRI2/7tt98ye/ZsduzYwYkTJ3B1ddWOQ9euXWPkyJEcOXKEy5cvY2VlJec44n8moVsI8Zds2bIFX19f3N3duXTpEvn5+XTq1ImxY8dKUBIA/PDDD7i7uzN48GAmT56sNc0zLv0EEB4ezuLFixkyZAgDBgzAycnJlCWLYsB4ohsbG8vUqVPJzs5GKUXfvn2ZNm0aGRkZtGnTBnNzcxwdHbG1tWX37t0kJSXx2muvmbp88QzFxcUxceJEEhMTCwXmL774grZt23LlyhV69uxJaGgogwcPJiAggOjoaOrXr1/oMRK4S6bdu3ezf/9+PvnkEwDOnDlDcHAwZ8+eZe/evdSpU0c7HmVkZKCUonLlyiauWrwoJHQLIf7UxYsX6dChA8HBwfj7+6PX64mOjmbbtm24uroSFhZGhQoVTF2mMBGlFA8fPmTgwIHo9Xo+++wzLCwstPt0Ol2hk9yIiAiWLVtGnz59GDVqlMzHFezbtw9PT08+/fRTHB0d+fnnnxk9ejTe3t6sXLmSvLw85syZQ3p6Okophg8fLnP/SyjjseTQoUO4uroWWuFgypQppKWlsWTJEqysrJg7dy6HDh3CwcGBBQsWyFDhEua3o/CWLl3KoEGDCA4OJjw8HIDExEQmTZrEmTNnSEhI4LXXXpPRe6JISCM1IcSfys7O5uHDhzRu3Fg7aRk5ciQGg4FZs2YxcuRICd0lmE6nw9zcnJMnTzJgwAAtcBvv+62QkBCys7PZvn07Y8aMeZalimIqLi6Obt26FWq017BhQ1q3bk2tWrUIDQ0lMDAQQObhllBPBqHExERat25NaGgoo0eP1hp1pqWlce7cOaysrMjPz+fQoUO0aNFCO87IZ+fF9+TnxPj30aNHsbe3x8/PDwsLCwYOHEhBQQGRkZG4ubkxdepUwsLCaNKkCYmJidSuXduUL0G8oGRsjRDiDz05CObRo0fodDoePHgAwMOHDwEICAggPz+f2NhYU5QoigmlFNevX+fSpUvaycpv1zg1MzMjPz+fqVOnAhAVFcWBAwdkPq7AYDCQlpamHXOMIyfeeustpk+fzoYNG7h165bWME2GBZdMxgBlZmaGm5sbCxcuJDIyknnz5vHLL78A0LdvXx48eEDdunVp1qwZ33//PaNGjQIef64kcL/4fv75Z+DxFywGg4ErV67Qu3dv7t+/j7m5OX379mXx4sXMnDmToKAgABo3bkxQUBDvvfeeXOEWRUZ+cwkhtJPdgoIC7faTv3jeeOMNqlSpQkBAAPfu3aNUqVIA3L9/H2dnZ6pUqfLsixbFhk6nw8HBgVdffZXVq1eTmZn5h8HozJkzfPnll/z0008AErgF8DhEde7cmQMHDvDtt99qy4UBlCtXDp1OR5kyZbTAJCfFJcuTX+A9evRIuz1kyBCio6OZOnUq8+bN4/79+7Ru3Zq5c+fSoUMHOnbsSFJSktalXD43L74tW7ZQpUoVkpKS0Ov1mJmZUaFCBWxsbLCzs0Mphbm5OT4+PlrwDg0NBR6f56xcuRIXFxcTvwrxopLh5UIIvv/+e1xdXTEzM0On0/H111+zadMmnJycaNq0KV26dGHjxo288847vP3220RGRmJjY8PevXtJTU2lefPmpn4JwsSsrKx45513iImJYdOmTXh7e2NnZ1don7i4OCpXrqzNwZST4JLHOPQzMzOTnJwcqlSpglIKT09Pdu3axZQpU5gyZQpvvvkmAKmpqZQvX16WBSuhnlyHe+HChSQmJlKhQgX69euHq6srQ4YMAWDYsGEopRg/fjwdO3akY8eO2mftyUaO4sVWs2ZNPDw88PT0JD4+ngYNGvDLL7+Qn5+PjY2N9jvHwsICHx8fzMzM8Pf3p1SpUkyaNElr/ilEkVBCiBJtx44dytHRUa1bt04ppdTOnTtVqVKlVJcuXVTDhg2Vq6urio6OVkopdf36ddWyZUtVvXp1Va1aNVWvXj11+vRpU5YvioGCggLttoeHh7K1tVVRUVEqPT1dKaVUWlqaGj16tLK3t1fJycmmKlOYmMFgUEoptW3bNuXm5qYqV66sGjdurIKDg1V2drY6duyYevfdd1WFChWUh4eHat++vbKzs1OJiYmmLVyYhPHzopRSYWFhqnTp0srPz0+VL19evfXWW2rdunXasScmJkbpdDo1efJk9fPPP5uqZFEMnD17VnXr1k1VqlRJnT59Wt2+fVs5OTmpmzdv/m7fgoIC9fnnn6vz58+boFJR0kj3ciFKuNOnTzN//nxOnDhBUFAQt27dwsbGhsGDB/Pjjz+ycuVKVq1aRWBgoDY3LiUlBQsLC8qXL1+oc6wouYwdhXNycujbty979+7FysoKJycnLC0tycnJYf369YXWSRUvNvVEQyNjA6t9+/bx7rvvMmXKFNzc3Ni7dy9Hjx7F2dmZ5cuXc/fuXfbu3cvBgwdxdnamT58+sixYCXfhwgXCwsIYPnw4LVq0IDs7m549e5KTk8OQIUPo1asXer2eRYsWMWzYMKKiohg/frx0oC5hnlwhIzk5mdDQUE6dOsWcOXNYsGABTZs2pWHDhhgMBh48eEB+fj516tShdevWpi1clBgSuoUQnDt3jujoaI4dOwbA7NmzeeeddwBIT09n8eLFrFq1inHjxhEQEGDKUkUx8LST2Se3b9myhYsXL3Lz5k3c3d1p1qyZzP0vQYwnwLdu3cLR0RF4vF778OHDUUrx2WefafuuWbOG6OhoPD09CQkJkaAkNEuWLGHhwoVYWFiwefNmnJ2dAbh16xb9+vUjJyeHoUOH4uXlhV6vJyYmhuHDh3Py5EkaN25s4urFs2L83ZOamkrZsmVxdHQkJSWFSZMmERcXh62tLe3bt+fixYvaY/R6PStXrqROnTomrFyUJNJITYgSzPidW/369Rk2bBju7u6kpqZy6dIlbR9nZ2cGDx5M//79mTBhQqGTZVGyGD8vv+1Mnp+fDzyeo22ce9u9e3cCAwOZNWsWPXr0kMBdghgDd1JSEk2aNOHgwYMAmJubc//+fTIyMgrt7+PjQ+PGjYmPj5fAXcL99tjy9ttvo9PpOH/+PCdOnNC2Ozo6smbNGmxtbZk2bRpfffUVAB999BH16tXjhx9+eKZ1C9MxBu7t27fTuXNn4uLiyMrKom7duoSGhuLj44Neryc8PJxTp05pfw4ePCiBWzxTErqFKKF+e7WyUaNGDB06lF69emnL9Bg5OzvTv39/QkJCaNOmjSnKFSZm/Lx8/fXXjBo1Ch8fH4KCgsjLy8Pc3FwL5LIkT8n2ZOBu1qwZ/fr1o1WrVtr9NWvWJD09vdASYQBt2rQhKytLW/pJlEzG4cG7d+8mLS2N1157ja1bt+Li4sKiRYs4cOCAtq+9vT3Lly+nc+fOtGvXDoCDBw+Sl5enNeITLz6dTkd8fDx9+/Zl5MiRdOrUSWvi6ebmxrhx43jjjTdo3749x48f1x5nZWVlqpJFCSXDy4UogYwB6tixY6SmplJQUIC/vz8ASUlJzJ8/n8OHDzN16lS8vLy0x0kX2JJt27ZtfPjhhwwcOJDSpUsTGxuLwWDg1KlTWFtbm7o8YWLGwH3u3DmaN2/OmDFjmDZtmnZ/QUEBubm51KtXj1q1arFw4UJq1qyJXq9n+PDhJCcns2vXLmxsbEz4KoSpnThxgn79+tGyZUuCg4OpXr06qamp9OjRAycnJ4KCgp46D/fmzZsUFBRQuXLlZ1u0MJmsrCw8PT1p1aoV06ZNIzc3l6ysLOLj43F2dqZt27akp6czYMAArl+/TlJSEhYWFjKqRjxzErqFKKG2bt3Khx9+SI0aNbh27RqvvfYau3btoly5clrw/vbbbxk3bhwffvihqcsVJnbz5k06duyIv78/o0aNIj09nebNm9O5c2eWLFmi7fdkMxtR8ly7do2qVavi7e3NmjVrtO3Tp08nMzOTmTNnkp6eTuvWrSlTpow2/zIhIYFvvvmGhg0bmrB6UVz8+9//JjY2lgYNGhAYGKgF7549e1K5cmUCAgLw8PAo9BhpnFYy3b17ly5dutCnTx86derEZ599xokTJzh58iSvvPIKvXr1YsKECaSkpFC2bFmZ6iRMRs6MhChBjN+x5eXlsWHDBmJiYvjmm2/4+uuvuXfvHm3atOHnn3+mYcOGjBw5kjp16jB//nyys7OR7+dKtqysLLKysrSrBS1atMDT01ML3PHx8RQUFEjgLuFefvll6tatS1JSktaYccaMGURERNChQwfg8XSVc+fO0a9fPxo1aoSLiwsnTpyQwF0CPTmHOy8vT7s9btw4PvjgAxITE/nkk0+4cuUKLi4ubN68mcTERPbs2fO755LAXTKVLVuWatWqMX36dBo0aMDFixfx9vbmypUr1KhRg9TUVADq1q0rgVuYlFzpFuIFl5ycTL169bSf9+/fz+TJk6lYsSLTp0/HxcUFgLS0NN5//33MzMzYt28f9vb2JCcn89JLL1GpUiVTlS+KiczMTLy8vBg4cCCBgYF06tSJ+fPnY25uTlpaGpMnT2bQoEG0bNnS1KUKEzEuCwbw+uuvk5ubS8uWLdmwYQObNm3S+kE8uR/IFUrxuEt5WloagYGBlC9fXts+c+ZMFi9eTIcOHQgMDKRq1ar85z//oVKlStI/ogQyHisyMjIwGAwYDAaqVq0KPF4xw8LCgi5dugCP+4v079+fUqVKMX/+fPR6vRxnhEnJJQkhXmCbN2+mbdu2ZGVladssLCxIT09n586d2vxsg8HAK6+8QmxsLHq9nqZNm5KZmUm9evUkcJcwSqk/HNVgbm6OXq/H29ubFi1asGjRIu3zs3jxYn788Udq1679rMsVxYher9c62X/33XeUK1eOmJgYJk2aVKgBo4Ql8eOPP/Ltt99y8uRJAFJTU/nyyy9ZsGABd+7c0fb717/+xeuvv87GjRsJDAzk+vXrVKlSBb1er62UIEoGY+COi4vjgw8+oHnz5vj7+zN9+nTg8YoZ7733Hnq9nszMTEJCQti2bRujRo3C3NxcArcwOQndQrzAevTowenTp7Gzs+PWrVsAtGjRgrVr1+Lg4MCgQYOAxx1jlVLUrFmT9evXU6VKFe7evWvK0sUzdu3aNeDxVUidTkdCQgIff/wxAQEBfPfdd5QtW5bFixfz8ssvc/PmTZYuXUp8fDwjRozgs88+Y+nSpTg5OZn4VQhTMzc314L3N998Q7NmzYiJieHo0aO/Ww7KSE6GS5ZVq1bRrVs3OnTowHvvvcfYsWP59NNP8fLyYuvWrURHRxfqYv/qq69So0YNnJycCh1j5MubkkWn07Fjxw68vb3p1asX69evp1mzZkycOJFJkyZp++3cuRMvLy82b97M/v37ZVkwUXwoIcQLyWAwaLdTUlKUhYWF2rRpk7bt8OHDqnLlysrDw+N3j3n48OGzK1SYXGxsrNLpdOrQoUNKKaXi4uKUtbW18vDwUE2aNFF6vV6tW7dOKaXU999/rzp27KhcXFxUnTp1VPv27VVSUpIpyxfF0KNHj7TbTZs2VbVr11ZHjx5VBQUFJqxKmNqiRYuUpaWlWrRokUpISFDDhw9Xjo6Oau7cuUoppcaMGaOaNGmiJk2apK5evaoKCgpU79691bp167TfT/IZKpmuXr2q2rRpo+bNm6eUUur27duqatWq6q233lJ2dnYqJCRE23fVqlXq0qVLpipViD8kc7qFeIEYO0c/2UE6MzOT8uXLM3DgQDZv3szq1avp2rUrAEeOHMHLyws3Nzfi4+NNWbowAePn5Nq1a0yZMoWNGzeye/dujh8/TunSpRk0aBC//vorUVFRzJw5kxUrVuDj40NOTg4PHjxAKYWNjY0s8ST+0JNLDDZv3pyLFy+yY8cO3njjDRNXJkwhNjaWDz74gO3bt+Pp6Qk8btDYqlUrnJ2d2b59OwAhISHs27eP9PR0KlWqxIMHDzh37hzm5uayOkIJ8LT3ODc3l6ioKPr164e1tTXt2rWjVatWhIWFMWbMGNasWUNAQACzZ882QdVC/Dk5cgnxAjEzM+PKlSuEhoYCjxuLdOrUiV9++YVly5bh4+NDnz59tJObFi1asGnTJr766it69OhhytLFM2Y8sblw4QIrVqwgKCgIT09P2rVrxxdffKGtc1uuXDnCwsL417/+hZ+fH+vXr8fGxoaXXnoJe3t7CdwllPH7eoPB8NSVDZ4can7s2DEaNGjASy+99MxqFMVHXl4ee/bsoWbNmly5ckXbbmdnR/369TEzMyMnJweAiIgIpk+fTmBgIH369NECt6yO8OIz/l5KT09n48aNzJs3j9zcXACsrKwIDg6mZs2arFixglq1ahEeHo69vT2vvvqqtuzpjRs3ZLUVUSyZm7oAIcQ/RynFxo0b2blzJykpKezcuZNly5Zhb28PwIIFCwDo06cP69ato2vXrri7u3PgwAEqVKhgytLFM2Q8sUlKSsLNzY3IyEhq1qzJrFmzKFeuHAsXLtTm9BsMBiwsLAgPD9caqZUqVYoPPvjAxK9CmIr6vw2Ndu/ezerVq9HpdHTr1o2ePXv+bl9j8DY3N+err74yQbWiOLC0tGTSpElYWlry+eefk52dTVBQELt27WLNmjXs27cPGxsbrbN9u3btaNeunfb433a8Fy8e4++ls2fP0q1bN8qXL8+lS5eIiYnh9OnTWFtbU6pUKQCSkpJ4+PCh9iVeZmYm/fv3Z/Dgwdja2pryZQjxdKYb2S6EKCr9+vVTOp1OdezYUdv25BzLYcOGKTs7O7VhwwZTlCdMyDgfMiUlRVlbW6vJkycXuv/GjRvKz89P2djYqCNHjiilCs/1nzp1qjp//vwzrVkUD0/2idizZ4+ytrZWvXr1Up06dVI6nU5FRESYsDrxPMjIyFAjRoxQLVq0UN7e3srW1latXLlSKSVztUsy43t/5swZZW1trUJCQtSNGzdUamqqqlKlitq4cWOh/ZcsWaKqVKmihg4dqj766CNVvnx59eOPP5qidCH+MpnTLcQL5NGjR+h0OiZMmMDVq1e5fv06TZo0Yfr06djY2BSaY+nn58eePXtITU2lTJkyJq5cPAvGKwnJycm0adMGBwcHzp8/Dzz+7FhYWABw+/ZtxowZw7Zt29i7dy/u7u6ylrLQ3Lx5k3379nHnzh1GjBhBbm4un3/+OcOGDWPSpElMnDjR1CWKYiwjI4PIyEg2btxIs2bNiI2NBeRqdkl38eJF6tevz9ixYwkLC9O2v/XWW7Ru3Zr//Oc/eHh40Lp1a6ysrIiJiSE2NpZy5crx73//m4YNG5qweiH+nEyOEeIFYPzuzMLCAnNzc2bMmMH69etp27Ytx48fJzg4mJycHC1wX7t2jRUrVnDmzBkJ3CXEk0PK33zzTerVq8fdu3cJCAgAHn92jPNvHRwcmD17Nu+//z5dunTh4MGDErgF8PjEuFKlSgQFBWnHDisrKwYOHEhMTAxTp07V1s0V4o9UqlSJkJAQvLy8uHnzJp988gnweAkwuQ5UMhkMBpYvX46trW2hvg9RUVEcO3aMS5cu8f333+Pr68unn36KnZ0dwcHBHDt2jG3btkngFs8FmdMtxHPOeAXyq6++IjY2lrJly9KuXTvatGlDYGAgOp2OvXv3MmHCBMLCwpg5cyb79u0jISGBihUrmrp88YyYmZlx8uRJ3N3dCQkJITQ0lGXLlhESEgLA3LlzC82/tbe3Z/bs2WRnZ9O3b19SU1OxtrY28asQplaxYkWmTJlCZGQkV69eBf7fMeijjz7CzMyMjz76CAsLC8aNG2fiakVxVbFiRYKDg5k+fTpxcXFkZ2cTHh4uX+6VUGZmZowYMYKcnBzWr1+PlZUVWVlZzJo1ix07duDh4YFOp2PkyJEsXbqUgIAAqlevjl6vp3Tp0qYuX4i/REK3EM85nU5HfHw8PXv25O233+bOnTssXLiQ+fPn4+3tTWBgIBYWFmzcuJGGDRuSl5dHbGys/KIqgXJychg6dCiTJ08GoFevXgD/NXgvW7aMvLw8Cdwl1G+nFdja2jJmzBgMBgOTJ0+matWq+Pn5aff3798fCwsLmjZtaoJqxfPEycmJ4OBgxo8fz61bt2QKSwlXuXJlJkyYQEREBHPmzOHixYvs3buXtm3b8uDBA6ytrenUqRM7d+4kLy/P1OUK8bdJ6BbiOZeZmUl6ejrz5s1j4MCBXL58mYULF+Lj44NSir59+zJ27Fjeeecdrly5wuuvv06NGjVMXbYwgZYtW9KyZUvgcZgqW7YsvXv3Bn4fvI1zvGWJp5LLGIK+++47UlNTuX37Nl27dqVSpUpMmTKF/Px8+vfvD1AoeH/44Ycmqlg8b5ycnJgzZw7lypVDp9NJ8C7hnJycCA0NxczMDEtLSxITE2nbtq32pe/evXtxcHDA0dHRxJUK8fdJ6BbiOZacnEyLFi2oUqUKs2bNAqB69eqMHz8eeHzyq9Pp8Pb25s033+TNN980ZbmiGDGe2NrZ2RUK3nq9nlmzZmlN1UTJpdPp2Lx5MwMGDKB+/fokJyezaNEievbsydixY7XhwIMHDyY3N5chQ4aYumTxHDIuV2nsOyFKtooVKxIUFITBYGDTpk3k5+cTGBhIeHg4y5Yt48iRI5QvX97UZQrxt0noFuI5ZmFhQffu3Vm7di137twBHl+dsre3JzAwEHNzc3x8fLC0tKR79+4mrlYUV8bgbWZmxqBBg7C0tCQyMtLUZQkTS0lJISAggNmzZ9OnTx+sra2ZMGEC+/fvR6/XExwcTFBQELm5uYSEhNCnTx/Kli1r6rLFc0oCtzBycnIiJCSEiIgIduzYwdatWzl79iyHDx+mQYMGpi5PiP8vsmSYEM+5CxcuEBkZyZYtW4iLi6Ndu3bafbdv32bBggV4eXlRp04dE1Ypngd3794lNjaW5s2bU7t2bVOXI56hJUuW0LRpU9zc3LRtCQkJDBo0iIMHD+Ls7AxAXl4eISEh7Nq1i4MHD2Jvb09OTg45OTnY29ubqnwhxAvoxo0bBAcH880337Bp0yYaNWpk6pKE+P8moVuI54Rxrtvly5d5+PAheXl51K9fH4AffviBqKgotm/fzqZNm2jXrp22vwzZE3+HzKksec6ePUtoaChz5syhZs2a2vY9e/YwcOBAEhISePXVV7V5/g8fPqRs2bIsWrQIX19fE1YuhHjR3b59G4PBIKutiOeenIkL8RwwBqHt27fz3nvv4eHhQe/evRk9ejQAr776KoGBgXTt2hVvb292796tBScJ3OLvkMBd8jRo0IDPP/+cmjVrcurUKU6ePAmAu7s7BQUFTJo0CUCb55+VlUWdOnXkJFgIUeQcHBzkWCNeCDKnW4jngE6nY9euXfj4+PDJJ5/Qvn17EhISGDFiBLm5ucTExPDaa68xYcIEsrOzGTZsGMnJyVhbW0uIEkI8lXEkjJ2dHTdu3GD8+PEopYiKiuKNN95gw4YNeHp60qNHDyZMmECZMmX44osvuH79Oq6urqYuXwghhHguyPByIYqZPxree/PmTYYPH467uztjxowhIyMDd3d3ateuzZEjR+jduzdLly4FIDU1lTJlylCpUiVTlC+EeI789nizfv16Vq1ahbm5OVOmTKFJkyYcP34cb29v8vPz0ev16PV6Nm7cSOPGjU1YuRBCCPH8kNAtRDFivOp0+/Ztrly5gpmZGY0bN+bhw4fExMTQpUsX7OzsaNeuHS1atGDu3LmEh4cTERGBt7c3a9asMfVLEEI8J4yB++uvvyYpKUmbrrJ161ZiYmKwsrJi8uTJNG3alPv373Pu3Dng8bKETk5OpixdCCGEeK5I6BaimDAG7vPnzzNo0CBsbW2xsbFh/fr1WFhYaE2MFixYwLZt2/jiiy+oWLEiixYtYtmyZfzyyy8cOnSIl19+2dQvRQhRzBkD95YtWxg8eDA9e/Zk1KhR2pDxLVu2aMF74sSJvPnmmyauWAghhHh+SYclIYoBpRRmZmakpKTQokULWrVqxeLFi9m0aZPWvMj4d0pKCtnZ2VpjkUuXLtG9e3eSk5MlcAsh/hKdTsfRo0fx9/dnxowZxMTEFJqj3b17d/71r3+Rn5/PuHHjOHPmjOmKFUIIIZ5z0khNiGJAp9Pxyy+/MGTIEPr160dERIR232/nXHbr1o0VK1bw/vvvU6pUKfbs2cOxY8ewtrY2RelCiOfUqVOn6NChA35+fvz6668cPnyY1atXc/fuXQYMGICXlxdZWVls2LCBl156ydTlCiGEEM8tudItRDFx48YNMjIy6N69OwaDQdtuDNzGmSAtWrRg2bJl3Lt3DzMzMw4dOiRdhIUQf+q3s8lyc3PZunUr8fHx9O7dm4ULF2JmZoaFhQUTJkwgMzOTXr16sWrVKqpWrWqiqoUQQojnn8zpFqKYWLt2Lb6+vjx8+BCdTqfN8X5STk4OP/zwA25ubhQUFJCfn4+lpaWJKhZCPG+OHTtGfHy8NpqmT58+fPPNN7Rv3x5/f39atmzJtWvXaN++PRs3bqRevXomrlgIIYR4/snwciGKierVq2Nubs7WrVvp3r377wI3wPLly4mLiyMuLg4rKyv0er0JKhVCPI8ePXpEXFwcW7ZsoVSpUkyePJl169aRnp6Os7Oztl90dDRWVlay7KAQQgjxD5HQLUQxUa1aNezs7Fi9ejVNmzalWrVqQOE53ZcvX6ZJkyZydVsI8bdZWFgQEBCAhYUFsbGxPHr0iPDwcC1w79mzhy+//JK1a9fy9ddfyzxuIYQQ4h8ic7qFKCZefvllYmJi2LNnDxMnTuT8+fPA4zndOTk5BAcHs3nzZvz9/Qs1VhNCCKMn+0EYXb16Vbvt5OTE8OHD6dSpE7t27WLKlCkA/Prrr5w8eZILFy5w6NAhGjVq9IwqFkIIIV58MqdbiGLEYDCwZMkSRowYQa1atWjevDlWVlZcu3aN48ePs3v3btzc3ExdphCiGDL2gTh9+jQ7duxg4sSJpKSk0L9/f7y9vQkICND2zcjIIDIykm3btjF69GjGjBlDXl4eOTk5lC9f3oSvQgghhHjxyJVuIYoRMzMzBg8ezJEjR6hXrx6JiYkkJyfj6urK4cOHJXALIf6QMXCfPXuW119/nbt37wJgaWnJK6+8wubNm4mJidH2r1SpEqNHjyY/P5/w8HAiIiKwtLSUwC2EEEIUAbnSLUQxVVBQII3ShBB/yhi4k5KSaN68OaNHj9a6kwNcu3aNSZMmcf78efr168fQoUO17R9//DH16tXDz89P6yMhhBBCiH+WhG4hiqknG6g9eVsIIX7r4sWL1K9fn7FjxxIWFqYdM1atWkXjxo2xs7Nj2rRppKSk8O677+Lv78+CBQtITk5m5cqVVKhQwdQvQQghhHhhyfByIYqpJ0O2BG4hxNMYDAaWL1+Ora2t1nFcp9MRHh7O2LFjycnJoVq1aoSEhNCmTRuio6Nxd3dn1apVTJ06VQK3EEIIUcTkSrcQQgjxnLt+/Tqffvopx48fx8/Pj6ysLGbMmMGqVavo1KmTduX7/v37ZGRk8NNPP1G3bl0qV65s6tKFEEKIF56EbiGEEOIFcOPGDSIiIkhISCAtLY09e/bQtm1b6Q8hhBBCmJgMLxdCCCFeAE5OToSGhuLh4UGdOnVITEwEQK/XU1BQYOLqhBBCiJLL3NQFCCGEEOKfUbFiRYKCgjAYDGzatIn8/HwCAwPR6/Val3MhhBBCPFsyvFwIIYR4wRiHmicmJtKuXTumTp1q6pKEEEKIEku+8hZCCCFeME5OToSEhODi4sLRo0fJzMw0dUlCCCFEiSVXuoUQQogX1M2bN4HHw86FEEIIYRoSuoUQQgghhBBCiCIiw8uFEEIIIYQQQogiIqFbCCGEEEIIIYQoIhK6hRBCCCGEEEKIIiKhWwghhBBCCCGEKCISuoUQQgghhBBCiCIioVsIIYQQQgghhCgiErqFEEIIIYQQQogiIqFbCCGEEEIIIYQoIhK6hRBCiH+An58fOp0OnU6HhYUFNWrUYPz48eTm5v4jz3/58mV0Oh1nzpz5R57vWfmrdRv3c3R0JDs7u9B9jRo1YsqUKUVXpBBCCFGEJHQLIYQQ/5COHTuSkZHBpUuXmD17NosXL2by5MmmLutvU0qRn59vkn87OzubGTNmmOTfFkIIIYqChG4hhBDiH2JpaYmTkxNVq1alW7duvPPOOyQkJGj3GwwGIiMjqVGjBtbW1jRs2JDNmzdr99+5c4e+ffvi4OCAtbU1Li4urFixAoAaNWoA4Obmhk6no3Xr1gB89913tG/fHnt7e8qWLUurVq04ffq09px/dKX5119/RafTceDAAQAOHDiATqdj165dNGnSBEtLSw4fPkxaWhpdu3alYsWKlClThtdff519+/YVes3Vq1dn+vTp9O/fH1tbW5ydnfnss8+0+59W99OMHDmSWbNmcevWrafu8/nnn9O0aVNsbW1xcnLC29u70P7G17Nnzx7c3Nywtrambdu23Lp1i127duHq6oqdnR3e3t7k5OT8I++PEEII8TQSuoUQQogikJyczNGjRylVqpS2LTIyktWrV7No0SJSUlIYPXo0Pj4+HDx4EICJEydy/vx5du3axYULF4iJicHe3h6AEydOALBv3z4yMjLYunUr8PjKsK+vL4cPH+b48eO4uLjQuXPn3w3R/ismTJhAVFQUFy5coEGDBty7d4/OnTvz1VdfkZiYSMeOHfH09CQ9Pb3Q42bOnEnTpk1JTExk2LBhDB06lB9++OG/1v00ffr0oVatWkybNu2p+zx69IiwsDCSkpKIjY3l8uXL+Pn5/W6/KVOmMH/+fI4ePcrVq1fx8vJizpw5rF27lh07drB3716io6O1/f+X90cIIYR4KiWEEEKI/5mvr6/S6/WqdOnSytLSUgHKzMxMbd68WSmlVG5urrKxsVFHjx4t9LgBAwaoPn36KKWU8vT0VP7+/n/4/D/99JMCVGJi4n+to6CgQNna2qovv/zyqY+7c+eOAtT+/fuVUkrt379fASo2NvZPX2fdunVVdHS09nO1atWUj4+P9rPBYFCOjo4qJibmb9X95H67d+9WFhYW6uLFi0oppRo2bKgmT5781Md+9913ClDZ2dmFXs++ffu0fSIjIxWg0tLStG2DBw9WHh4eSqn//f0RQgghnkaudAshhBD/kDZt2nDmzBm+/fZbfH198ff3p3v37gBcvHiRnJwc2rdvT5kyZbQ/q1evJi0tDYChQ4eyfv16GjVqxPjx4zl69Oif/ps3b95k4MCBuLi4ULZsWezs7Lh3797vrkb/FU2bNi3087179xg7diyurq6UK1eOMmXKcOHChd89d4MGDbTbOp0OJyen/zo8/M94eHjw1ltvMXHixD+8/9SpU3h6euLs7IytrS2tWrUC+K91VaxYERsbG2rWrFlom7HOonp/hBBCCHNTFyCEEEK8KEqXLk2tWrUAWL58OQ0bNmTZsmUMGDCAe/fuAbBjxw5efvnlQo+ztLQEoFOnTly5coWdO3eSkJBAu3btGD58+H9tLObr60tmZiZz586lWrVqWFpa0rx5cx4+fAiAmdnj79eVUtpjHj169NT6nzR27FgSEhKYMWMGtWrVwtramh49emjPbWRhYVHoZ51Oh8FgeGrNf0VUVBTNmzdn3Lhxhbbfv38fDw8PPDw8+OKLL3BwcCA9PR0PD4//Wpexq/zT6iyq90cIIYSQ0C2EEEIUATMzM4KDgxkzZgze3t7UqVMHS0tL0tPTtSuzf8TBwQFfX198fX15++23GTduHDNmzNDmhhcUFBTa/8iRIyxcuJDOnTsDcPXqVX7++edCzweQkZGBm5sbwF9eduzIkSP4+fnx/vvvA4+D6eXLl//SY42eVvefeeONN/jggw+YMGFCoe3ff/89mZmZREVFUbVqVQBOnjz5t577j/yv748QQgjxNBK6hRBCiCLSs2dPxo0bx4IFCxg7dixjx45l9OjRGAwG3nrrLe7evcuRI0ews7PD19eXSZMm0aRJE+rWrUteXh7x8fG4uroC4OjoiLW1Nbt376ZKlSpYWVlRtmxZXFxctG7eWVlZjBs3Dmtra60Ga2trmjVrRlRUFDVq1ODWrVuEhob+pfpdXFzYunUrnp6e6HQ6Jk6c+LevYD+t7r8iIiKCunXrYm7+/05XnJ2dKVWqFNHR0QwZMoTk5GTCwsL+Vk1/xNbW9n96f4QQQoinkTndQgghRBExNzdnxIgRfPrpp9y/f5+wsDAmTpxIZGQkrq6udOzYkR07dmjLapUqVYqgoCAaNGhAy5Yt0ev1rF+/XnuuefPmsXjxYipXrkzXrl0BWLZsGXfu3KFx48Z8+OGHjBo1CkdHx0J1LF++nPz8fJo0acLHH39MeHj4X6p/1qxZlC9fHnd3dzw9PfHw8KBx48Z/+//gj+r+K2rXrk3//v3Jzc3Vtjk4OLBy5Uo2bdpEnTp1iIqK+seuNP8v748QQgjxNDr15CQvIYQQQgghhBBC/GPkSrcQQgghhBBCCFFEJHQLIYQQQgghhBBFREK3EEIIIYQQQghRRCR0CyGEEEIIIYQQRURCtxBCCCGEEEIIUUQkdAshhBBCCCGEEEVEQrcQQgghhBBCCFFEJHQLIYQQQgghhBBFREK3EEIIIYQQQghRRCR0CyGEEEIIIYQQRURCtxBCCCGEEEIIUUQkdAshhBBCCCGEEEXk/wBDHe6VtraN0QAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**2. Analyze if there is a correlation between the\n",
        "number of votes and the rating of a\n",
        "restaurant.**"
      ],
      "metadata": {
        "id": "UuQXVM6U7p4J"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "a concise summary of the graph titled\n",
        "**“Joint Plot: Number of Votes vs. Rating”:**\n",
        "**Scatter Plot:**\n",
        "*   Data points densely populate around 0-2000 votes and ratings between 4 and 5.\n",
        "*   Blue dots represent individual data points.\n",
        "*   Most ratings fall within the 4 to 5 range.\n",
        "\n",
        "**Histogram:**\n",
        "On the right side, a blue histogram shows the frequency of different ratings.\n",
        "\n",
        "In summary, higher ratings tend to correlate with more votes."
      ],
      "metadata": {
        "id": "u4Wdtr0tAcFl"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import seaborn as sns\n",
        "\n",
        "# Create a joint plot\n",
        "sns.jointplot(x='Votes', y='Aggregate rating', data=df, kind='scatter', height=7)\n",
        "plt.suptitle('Joint Plot: Number of Votes vs. Rating', y=1.02)\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 736
        },
        "id": "8M0aySva6bU-",
        "outputId": "c7efd6a9-7fd5-469d-d1aa-8391adb8446a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 700x700 with 3 Axes>"
            ],
            "image/png": 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z/cEHH2D16tV47bXX8Oabb+K5557DxIkT8fbbbyf8WUhGq9XirLPOinz94x//GCNHjsQ111wT08Fg9uzZePLJJ3HDDTfg1FNPRVFREQRBwCWXXNLpq7W5/LuDqLfjFVLqVYYOHQoA2LFjR9y67du3o6ysDFartdPH6apWUYlej8/nQ319fWR9Lud0+eWXw263Y8GCBar/sJaUlMQ88S/L1dXbnTt3xi376quvYLFYIlf7CgsLEQgEcNZZZ6n+qaio6NCxhw4din379qGtrS1mudzBIPr7kamTTz4Zw4cPx7Jly/DFF1/gyy+/jFwdjR5b7Wd7x44daf0sDB8+HE1NTaiurlY9L8cdd1zM9qeccgruvvtufPrpp3jmmWfw5Zdf4t///nfS12G1WjF58mS88MILCAaDeO6551BbW4uBAwfGbKfRaHDmmWfiT3/6E7Zu3RrpySvfNtBZAwYMwG9/+1u88sorMW3VXnzxRVx55ZV48MEHcdFFF+Hss89GTU1N3M9wLn6f5O+R8sl7URTZgJ/6PBak1KsMGDAAxx9/PJ5++umYf2C2bNmCt99+G+eee25WjiMXtWqFWDadddZZMBgMeOihh2KKwSVLlqC1tTWmN6XVak34lmOmbZ+iyVdJP//8c9VemcOHD8dHH30En88XWfbqq69iz549HTpeKh9++GHMvX579uzBypUr8aMf/QharRZarRYXXnghli9fji1btsTtf/DgwQ4f+9xzz0UgEMDixYtjlv/5z3+GIAg455xzOjw2EHp7fuPGjbjjjjsgCAIuvfTSyLoTTjgBFRUV+L//+7+Yt87feOMNbNu2Le5nAYj/+fzpT3+KQCCAhQsXxh1bFMXI9s3NzXH/8SFfqU33bft9+/bhiSeewBdffBHzdj0AHDp0KG4ftfG3b9+O3bt3pzxeIrNnz4bFYsGiRYsiy7Rabdxre/jhhxEIBGKW5eJ3/IQTTkBpaSkef/zxmHujn3nmmazcEkTUk/Ete+p1HnjgAZxzzjk49dRTcfXVV0faPhUVFWUtueb444+HVqvFfffdh9bWVhiNRkycOLHDV94SKS8vxy233IIFCxZg0qRJmDp1Knbs2IFHHnkEJ554Ykx6z/jx4/Hcc8/hxhtvxIknnoiCggJMmTIFQOZtn5Quu+wyLFy4EJ9//nncul/84hd48cUXMWnSJPz0pz/F119/jX/9618YPnx4h46VyujRo/HjH/84pu0TACxYsCCyzaJFi7B69WqcfPLJ+OUvf4ljjz0Whw4dwoYNG/Duu++qFkTpmDJlCiZMmIBbb70V3377LY477ji8/fbbWLlyJW644YZOv+bLL78cd955J1auXInq6uqY+wr1ej3uu+8+zJw5E6effjqmT58eaft01FFHxUSTyvclX3/99fjxj38MrVaLSy65BKeffjquueYa3Hvvvfj888/xox/9CHq9Hjt37sQLL7yAv/71r5Go00ceeQTTpk3D8OHD0dbWhscffxw2my2t/6g799xzUVhYiJtuuinyHwjR7rzzTnzwwQc477zzMHToUDQ0NOCRRx7BoEGDUFNTE9numGOOwemnn96hHr9AqJ3azJkz8cgjj2Dbtm045phjMHnyZPzzn/9EUVERjj32WHz44Yd4991341qv5eJ33GAwYP78+Zg9ezYmTpyIn/70p/j222/x1FNPYfjw4UxFo74tD0/2E2XV0qVLJQDShg0bIsveffddqbq6WjKbzZLNZpOmTJkibd26NWa/RG2fzjvvvLhjKNu8SJIkPf7449KwYcMkrVabsgWUWrskNWpzkqRQm6eRI0dKer1e6t+/v3TttddKzc3NMdu0t7dLl156qVRcXCwBiGmZ1JG2T4nmpvY6HnzwQenII4+UjEajVF1dLX366acJW+O88MILquMqWwypnTMA0nXXXSf961//kqqqqiSj0SiNGzdO9dwfOHBAuu6666TBgwdLer1eOuKII6QzzzxT+vvf/55yTsm0tbVJv/3tb6WBAwdKer1eqqqqkh544IGY1kKSlFnbp2gnnniiBEB65JFHVNc/99xz0rhx4ySj0Sj169dPuuyyy6S9e/fGbCOKojR79mypvLxcEgQh7nv/97//XRo/frxkNpulwsJCacyYMdIf/vAHad++fZIkSdKGDRuk6dOnS0OGDJGMRqNUUVEhTZ48OabdViqXXXaZBEA666yz4ta999570vnnny8NHDhQMhgM0sCBA6Xp06dLX331Vcx2SLMVktz2Sc3XX38tabXaSGuy5uZmaebMmVJZWZlUUFAg/fjHP5a2b9+u2r4s0e94uj/b8u/Tk08+GbP8oYcekoYOHSoZjUbppJNOktatWyeNHz9emjRpUsrXStRbCZLEu62pZ3vooYfwm9/8BnV1dTm7KkdElCvBYBDl5eX4yU9+gscffzzf0yHKC95DSj3e+vXrYbVaO/VACRFRV/B4PHG3zvzjH//AoUOHGB1KfRrvIaUea/ny5fjvf/+LZ555Br/4xS9iGk0TEXVHH330EX7729/i4osvRmlpKTZs2IAlS5Zg9OjRMa2xiPoavmVPPVZlZSXa2towbdo0/OUvf8lKOyciolz69ttvcf311+OTTz7BoUOH0K9fP5x77rlYtGhR1h+KJOpJWJASERERUV7xHlIiIiIiyisWpERERESUVyxIiYiIiCivWJASERERUV6xICUiIiKivGJBSkRERER5xYKUiIiIiPKKBSkRERER5RULUiIiIiLKKxakRERERJRXLEiJiIiIKK9YkBIRERFRXrEgJSIiIqK8YkGagCRJ8Pl8kCQp31MhIiIi6tVYkCbg9/vxs7+tht/vz/dUiIiIiHo1FqRJaLS6fE+BiIiIqNdjQUpEREREecWClIiIiIjyigUpEREREeUVC1IiIiIiyisWpERERESUVyxIiYiIiCivWJASERERUV6xICUiIiKivGJBSkRERER5xYKUiIiIiPKKBSkRERER5RULUiIiIiLKKxakRERERJRXLEiJiIiIKK9YkBIRERFRXrEgJSIiIqK8YkFKRERERHnFgpSIiIiI8ooFKRERERHlFQtSIiIiIsorFqRERERElFcsSImIiIgor1iQEhEREVFesSAlIiIiorxiQUpEREREecWClIiIiIjyigUpEREREeUVC1IiIiIiyisWpERERESUVyxIiYiIiCivWJASERERUV6xICUiIiKivGJBSkRERER5xYKUiIiIiPKKBSkRERER5RULUiIiIiLKKxakRERERJRXLEiJiIiIKK9YkBIRERFRXrEgJSIiIqK8YkFKRERERHnFgpSIiIiI8ooFKRERERHlFQtSIiIiIsorFqRERERElFcsSImIiIgor1iQEhEREVFesSAlIiIiorxiQUpEREREecWClIiIiIjyigUpEREREeUVC1IiIiIiyisWpERERESUVyxIiYiIiCivWJASERERUV6xICUiIiKivGJBSkRERER5xYKUiIiIiPKKBWkSQdEPn8+X72kQERER9WosSImIiIgor1iQEhEREVFesSAlIiIiorxiQUpEREREecWClIiIiIjyigUpEREREeUVC9IkJEmCz+eDJEn5ngoRERFRr8WCNAkpIGLm0o/g9/vzPRUiIiKiXosFaQoarS7fUyAiIiLq1ViQEhEREVFesSAlIiIiorxiQUpEREREecWClIiIiIjyigVpCkHRD5/Pl+9pEBEREfVaLEhTYC9SIiIiotxiQZoCe5ESERER5RYL0jSwFykRERFR7rAgTUPA70N7ezvfticiIiLKARakaZACImYs+RBOp5NFKREREVGWsSBNkwBg+uJVaG5uZlFKRERElEUsSDMgAJix5EO0t7fD6/WyMCUiIiLKAhakGZJEPy7561v46cPv8cl7IiIioizg4+MdoNHqIAWDaGpqgl6vh8FggMFgiKwXBAEGgwGCIORxlkREREQ9AwvSDpICIn6xZF3cco1OD43OgH9dUwO9Xp+HmcUSBAF6vT5yNVf+PN3bDZIV15Ikwe/3Q6fTQRRF6HS6mLHlY0evA5BWsS6Prdfr47ZVrku2bbaOQURERLkjSD34RkhJktDW1paTsX0+Hy5/+C0EAwEAoUJTCgQgScH05hbI/dv5gjY0JyCYcJmg1ePP08fjhn99Aq3RhIcvOwGz/vExgqI/ZhtB0ESWRY+hNVrwfzNOVT2+3+/H9cs24KFLfxD5+OulayFotZACAWiNJvzfjFPx639+gr9eMg6z/vExNDo9lvyyNnJFWY5ljf5aXvbrf36CJ66uibn6LG/ziyVrI+uUX6cr2X4dHTPd4wLI+rhERN1Rrv+uKyws5IWDXqBHF6QOhwNFRUX5ngYRERHlSWtrK2w2W76nQZ3UowvSXF4hdTgcGDx4MPbs2cMf9Cziec0+ntPs4znNPp7T3OB55RXS3qJH30MqCELOfwFtNluf/SXPJZ7X7OM5zT6e0+zjOc0Nnlfq6dj2iYiIiIjyigUpEREREeUVC9IEjEYj7rjjDhiNxnxPpVfhec0+ntPs4znNPp7T3OB5pd6iRz/UREREREQ9H6+QEhEREVFesSAlIiIiorxiQUpEREREecWClIiIiIjyigUpEREREeUVC1IiIiIiyisWpERERESUVyxIiYiIiCivWJASERERUV716IJUkiQ4HA4wbIqIiIgyxTqi++jRBWlbWxuKiorQ1taW76kQERFRD8M6ovvo0QUpEREREfV8LEiJiIiIKK9YkBIRERFRXrEgJSIiIqK8YkFKRERERHnFgpSIiIiI8ooFKRERERHlFQtSIiIiIsorFqRERERElFd5LUjnz58PQRBi/owcOTKfUyIiIiKiLqbL9wRGjRqFd999N/K1Tpf3KRERERFRF8p79afT6XDEEUfkexpERERElCd5L0h37tyJgQMHwmQy4dRTT8W9996LIUOGqG7r9Xrh9XojXzscjq6aJhEREfVwrCO6r7zeQ3ryySfjqaeewptvvolHH30U9fX1qK2tRVtbm+r29957L4qKiiJ/Bg8e3MUzJiIiop6KdUT3JUiSJOV7ErKWlhYMHToUf/rTn3D11VfHrVf7L5vBgwejtbUVNputK6dKREREPQzriO4r72/ZRysuLsbRRx+Nuro61fVGoxFGo7GLZ0VERES9AeuI7qtb9SFtb2/H119/jQEDBuR7KkRERETURfJakN500014//338e233+J///sfpk2bBq1Wi+nTp+dzWkRERETUhfL6lv3evXsxffp0NDU1oby8HDU1Nfjoo49QXl6ez2kRERERURfKa0H673//O5+HT+mgwwOPP4BAUEJAAjxiAC5vADazDha9Fk5/AA6XHzazHhaDFt5AAGIAaPeKsBq0sOi10GgEtHlFuLwBFFl0MOm0cPkCaPeKKDTpoNdq0Oz0wWLUQasB9BoNfIEg2jwiCoyhb48gAGa9Fp5AAO1uEUUWA8qsBhRZDJG5trp8OODwotXth9WohVmvhdWoQ4XNFLNNY7sPDo8fxWY9jHotHG4/HB4RRWYdDFoNmpxeFBj1MOo1gAT0izpOq8uHhjYvWtx+WA2h8c16Ldq9IlrdofOgNi/5mGrrldSOUWzWJ91HbYxMjtkZXXksCsnlOef3k4goP7rVQ03dyd4mJ7zBIJravAhIwOLVdVhX1xRZX2MvxYzqSlz/7Ea4fAHU2Esxf+po/HzJh2hs98Fi0GLJlSfgkdV1WFPXBItBi4emj8OT6+pjxqm2l2JmdSWu+ddneHj6uMj2yvXPfrwLf5h0DP7fPz9DY7sPp1WVYdGFYzGw2Ix9LW7MefGLuP1mTbDD6w9gcKk1tM3yTVizsxFlBQY884tTcNvKL1TncsXS9fjBkGLcPnkUbl2xGbeedywkAHNe3IQ1dY1xx/D4g7hu2Qa4fIH4eYWPKYterxR6HfHHmD2xCkP7WTBAZR/VMTI4Zmd05bEoJJfnnN9PIqL86VZtnzLlcDhQVFSU9XYNBxwe1De2o/6gExKA1zbvjyncZNX2UowbUoLFq0JdAWrCBd3VT3+KWRPt2Li7ObKf8mvlOFdVV2KpolhVHufz3c2R8YHQP5YPXHwcbnr+i5giLnq/yWMG4PQRFTH/0C658oSUx1q8qi7yehravHh90/6ExzhvzADsa/VEzkNkXi98EfOPu+y0qjI8PH1c3JXUWcs2Jn4dYwfi3NFHpLy6OuvZjWkfszO68lgUkstzzu8nUd+UqzqCMtetnrLvLpqdvsjb3f1tJtXCDQDW1TVh3ODiyNdr65pQYQu1kxg3uDhmP+XXynEqbMaUx4keHwA+2NmIZqdPtYg7PK4JrW5/zD+06Rwr+vVUFBqTHqO/zRRzHiLzUvnHXV7f2O6LWdbYnuJ1FBrj9lFqbM/smJ3RlceikFyec34/ifo2t9sd+eP3+/M9nT6Jb9mrcHhEBIISvGIw5bbKbdo9AdXlqcaS90t1HOV2Do+Ycr82T+wvV7rHkrdNNXe19anmpZyTw5P8LwC11xF/zOTrU+2fia48FoXk8pzz+0nUtx1xxBGRzyuOGIC9u3dBr9fncUZ9DwtSFTaTDv5gEC5f6gvIRl3sNgUmrepy5ddK8n6pjqPczmZK/i006jQoNMX+UqV7LHnbVOdB7bWlmpdyTjZT8l98tdcRf8zk61Ptn4muPBaF5PKc8/tJ1Ledd89ymAr7IeD34uUbJ0EURRakXYxv2asosRrg9IpocHhwwOFBtb1Udbtqeyk27mmJfF1jL0WDIxRJtnFPS8x+yq+V4zQ4vCmPEz0+ELq3rcRqQG1VWZJxPSgy63Fa1DYNDi9q0nhN8vEa2rxJj3HA4Yk5D/K8Tkuwz2lVZSgriL0fr6wg8fbV9lI0tHnj9lFKNobaMTujK49FIbk85/x+EvVtWp0ROoMRWj1TnPKFBamK/jYTBhWZcdKwfrCXF2DWBHtcsSg/8LN0bX3k6/lTR2PO8k0AgKVr6zFrgh219rLI1zOrK+MKQfnJ9jnLN8Vsr1y/bV8r5k0ZFRn/tKoy3HfhWPS3mXDfhWPjCsbQE/BVqLGXYWCxGYsuHBv5B3fO8k24ffKohHNZurYeNfZSzJsyCis27MWEo8uTHmNAkTlyHqLnFX1Mmbxe+YBIkcWARQmOMXtiFSYcXZ7yoRJ5jHSP2RldeSwKyeU55/eTiCi/+JR9Eqp9SH0B2ExRfUjdfhSa9LBG9SF1ekWYDVpYFX1IbRYdzOE+pE6vCKsp1Puz2eWDxRDqQ6rTaOAPBNHuFWEx6CAAgABY9Fp4xADaPQEUmfUoK0jch9RiDPVATdSHtM3jR1FUH9I2jwhbpA+pL9xfVAMpQR/SVrcfFoMWVoMOZkOoD6l8HtTmJR9Tbb2S2jGKLR3rQ5ruMTujK49FIbk85/x+EvUtch0x9f5XYS7qB9HnxfLZE+ByuWA2s91bV+I9pEmURxVz3V2RJfU/nGrbKPsrViYJyUp0jIpOzqsz2+dqjO54LArJ5Tnn95OIKD9YkCbQ6vLhYLsXAUmCXqOB2x+6Olps1qOi0IgiiwGtLh9aXH44fSI8/gBKLAZ4xCDao644HnL5YNaHkpNESYJGAAwaTeiqqS+AApMOGkGATiOgNEkqTLIEmXTTZdIZo9UdSo1KNafo1+5UnJeudMDhQbPTB0f4nJdYDOjfg/5Dgoiot2LyGWWCBamKfS1uzHt5Cy47ZShMek1cSlNtVRnuvmA0vnd48Nf3dmLj7hY8NH0cHnznK9Xko58/+wnGDSnG9RPtKLEaccvKzVirst29r2/DgvNHx121TJQgc9+FY0MJSmmky2Q6RrI57W9xY9chFx5etTPuvNzXhak2u5ucuGXF5rgErXumjcGQUmuXzIGIiOIx+YwyxYeaFFpdPsx5cRNGDrRhf6s7rhgFgDU7G3Hrii2oa2jHuromXFVTGRcJCoQauj+5rh5X1VRiXV0Tvj7oxMJXvowpRqO3GzHAhpuXb0Kr63AT7laXL+6XGgg16/7vVwdDUZsq66LH6cgYiebU6vLhv18djCtG5fOinH+uHHB44opRINTMf+6KzTjg8OR8DkREFC/Zvzld9W8E9TwsSBXkxKBxg4uTpjStqWuMvDWcKoVJTjHqbzPF5M2rbadMhUmWIJMsQSl6nI6OoTanxnYfKgoTJz11VapNs9OXcA5r65rQ7ORfeERE+cDkM+oIvmWvICe2ZJLSlG6SUbrbRafCJEuQSTWePE5nxlDOyeHxp33cXEqVBJVqPRER5UZPTD4TfR74vR4ERRbL+cKCVEFObEmVrBS9TaptM90uOhUmWYJMqvHkcTozhnJONpMeh1JcfeyKVJtUSVCp1hMRUW70xOSz12+7KPJ5xREDoNPx35CuxrfsFeTElo17WpKmNNXayyL3KaZKYZJTjA44PKhNsZ0yFSZZgkxDmzetdJmOjqE2p7ICAxraEqdKdVWqTYnVkDBtqsZeihIrn+QkIsqHnph8dvatTwEAmpqamGOfJyxIFeTElu37HRhQZFZNaaqtKsPd00bDXlGAantpJIVJuV108lG1vRTDywtw+5TECUk79jviUmGSJchMOLo8rXSZjoyRaE5FFgPOOLocsydWqZ6Xrkq16W8z4Z5pY+LOpfyUPVs/ERHlR09MPjNYCwEAZrOZxWieMKkpAbkPaVCSoMu0D6lXhC0qhckU7kMakCQI4T6k7d5Q/84Cow5ajQBtmn1I1RJk0k2XSWcMOSEp1ZyiX7vLF0qPynsfUpMOJVb2ISUi6g56QvKZXEecd89yvDb3QiY05RFvkkjCqNEgCMATCMCi10IjCGh2+SAGJRxy+qAB4A4EIw3uAUAjhO5fDEpAk9OHAlMo/tMXDMKg0aDFHY4J1WpQatXCYtSh3SOixeWDLxDEAYcHkgAIEmI/QoBeI2BAsRntHhHfNjlR7PbDJxfAZj0GFJvh9Ir4ptEJm9kX14RYTqGRi7gdB9pQaNLDYtCGfhAECQUmHYKShDaPH8XhAruxoT2usXG6iTaJGiNn2jA5evsCY6jYb3H7UGDSY0CRCSMH5DYaVJ5ngVEHp1dEq5uNnokoO3prA3kmn1EmWJCq2N/ixnctLhRbDHjw7R244awRuG3llrgG7POnjsLlT3wMly+Ah6aPw7KPd+HSk4fG9SSV3/6W11/2xCc4ZVg/zJl0DG5//nPVJvnytvLH5Z/twQ1njcDtz3+ODeFG/Pe/tSNuTjOqK3H9sxvh8gVUmxAnaiY/f+ooSAAWvbENq7YfhMWgxUPTx8W9lkwaG6s1Rj77mArcPvlY3PrylrQbJquNI5+n6Y9/jBOGluSk2bLacdM5x0RE6WIDeaIQvmWv0Ory4fUt36OyzIKHV9XhqupKLFVpeg+EipOZ1ZXYuKcFG3c3Y9yQEmzc3ay6bbW9NLJ+3JASAEh72427m2PmMWuiPeW+i1fVAQj9xfbw9HGRK6M3Pv95wtcya6Ida+uasHhVXdJjRI+Z7DzOenZjXC+6TMdNNI7ytaYzp0yke9xE8yYiSiXZ3zP8e6Vr8C377oMPNSnIjd+tRh3W1TWhwpa4Cfza8Hq5MX46DfLlj5lsq5xHuo34gdgmxKmayVuNusi+yY6RTmPjRI2RMx03WYPl6Nea7WbL6R43F8cmor6BDeSJDuNb9gpy4/d2TwAAIh8TafcEst4gX23b6HmkexzZ4ab2yZvFZ/JaUjU2TtQYOdNxUzVYjh4vm82WMzluto9NRH1DT2wgT5QrvEKqYDPpYdRpUGDSAkDkYyIFJm2HGuRn2kw/eh7p7is73NQ++X9/ZPJaUjU2TtQYOdNxUzVYjh4vm82WMzluto9NRH1DT2wg31uJ3lBfcbfbDb+f/yGQDyxIFeTG706viBp7KRoc3qQN2Bsc3khj/HQa5MsfN+5pSTiucttqxTzSbcQPxDYhTtVM3ukVI/smO0Y6jY0TNUZO9rrVxk3WYDn6tWa72XK6x83FsYmob+iJDeR7q7cWXAZotCgtLcWgIUNZlOYBC1IFufG7TiNg/tRRWP7ZHtw+Ob6ZfejJ9NGYs3xTpDH+tn2tSRvkbw2vX7q2Hlv3taqOq9xW/vhi1DwSNeKXH7JaurYeQHwT4mTN5OdPHY2yQiO27msFgMgxlNum29g4UWPkHfsduGfamLQbJicaJzp0IBfNlhMdN9U5JiJKV09sIN9bTZr/LKb96U1c8Kc30fD9fohi8lvcKPv4lH0CrS4fHC5/pA+pQaOBRwxGGvyadJpIH9J2j4gCkw5GrQa+QOjewqAEOL0iCow6CEJoTLl3ptmgg1YQoNMIkT6kckN6jSBAggQBsR81iu2dXj+KzAb4AkE4vSIKTXoUmEI9Mh3u5E2IDzeTD21n0WuhEwBPMIhgEAgEpVAIgEUPa/h4HW1snKgxcqYNk6O3t4b7kLa6fbAac9tsWTnPdM8xEVG6ekID+d5KriOm3v8qzEX9IPq8WD57Ap+2zwM+1JRAVzb07Z9hLZ3p9vH7mzJKM+rM8RKdx0zPr/r21o5PrFPHJSLKHv49Q8SCNKH9LW74/AFAI8AXCMCk1cLpD6DNLcJqDEWBCghdPTXptNALAtrFAKQgIAHhq5ahK3lNTh8shvA+AqAXBPiCElz+AFzeAGxmHTQaQKfRwCcG4Qgfo8Cog1sMoNUlosSqg1mvQ5tHRJvbj0KzHlaDFp5AABoIKC8wwiMG0ez0od0rotRqgD8gwekTI8lGzS4vTIZQcpQgAFpBA4fbh2KrAWJAgssnothigC98Jdhq1MGgC131dXpCV2ENWg0cHh9s5sPbWYy6yBXcZPGnSummk6SzXW9NOiGKxp9zIuqtWJCq2N3kRIPDjWKrEY+88xWuP+tozF2xGWsUiUqzJthRVmjEA2/twJWnDkW7L4Ala9VTmq5Y+gnGDSnG7IlVKC804O7XQolIAGAxaLF0xon426qdMceQU4EW/OdLLJlxIuYs36SasLS/xYNDTh8efm8nPgunOP353a9U53H9E6F5zKyujKQ/3fbyFmxMM/1p4shyzJl0DOYq0p7k8e99fRsWnD86ZcJIuukk6WzHpBPqC/hzTkS9Ge8hVdjX4sb7OxpQWW7F31bV4feTRuKBN7fHFIqyanspJo8ZgAqbCQccHry+eX9MDGj0dnKyT2ifgfiu1R1J+kmVvDRn0kjc9+b2pAlL3xx0Yu6KLWmnOFXbSzuU/pTOdpv2tCRNGEk3nSSd7QAw6YR6PSb6EOUG7yHtPviUvUKr248KmwlWow5r6pqg02pUi1EA4QQlEypsRvS3mVSLUXk7OdlHTl2KTvpJlbyk02pSJizJ94Smm+LU0fSndLZLlTCSbjpJOtsx6YT6Av6cE1Fvx7fsFRzu2KSmNnfqxJ7ohKNk26l9rva1Uqo5dCQtSt4v3TlkOn6yhJF000nS2S7V5X0mnVBvwEQfIurtWJAq2Mx6tHvFSDJSoTl1Yk+BSQuXL/30JGXKT8r0ohRziD5+JilOHUl/Sne7ZAkj6aaTZCPFhEkn1Bsw0YeIeju+Za9QZNajweGB0yui1l4KMRBErT1xYk+Dw4MGhxcHHB7UppGeJKcuRSf9pEpeEgPBlAlLBxyetMZSziPT9Kd0EqZSJYykm06SznZMOqG+gD/nRLkl+jzwe9wQve58T6XPYkGqMLDYjGp7GXSCgDumjsJTa+ux8IJRqFVJCpo1oQonVPbDSxv2wl5egJk1iVOalq6tR7W9FLMnVuHkYSWRRCQglIo0e2JVXOErpwJd98wGzJuSOC3KL0qwVxSg1l6WMMVJOY/o9KfqDNKf5ISpROPv2O9ImTCSbjpJOtsx6YT6Av6cE+XW67ddhJd+cyZW3nQuNDo9evDz3j0Wn7JPIFkfUku4D6kGoT6kRp0WhiR9SA85fTAZtLAk6ENaaNZBG92H1CPCYtCiMKoPabFVB4vch1ROWDJo4QsEICTpQ+ryiZFko2aXD6bwHCAAOrkPqcUAMSjB7RMj6U9tntDrNOk08IpBOL2ByOtp8/hQaIrazqCFViNA28E+pKnSSdLZjkkn1Bfw55wou+Q6YtL8Z2EqLEHA78UrN5/Pp+zzgPeQJjAgi339KsuzNlRSRUDSBKahWUs2ys446aaTpLMdk06oL+DPOVFuGCyFMBbYIPq8+Z5Kn8WCNIlWlw8Otx8uMZRl7w2ELn9KAFxeEf2sBngDQTjcfhSZ9ZGroWaDFia9Fv5wrr1Bq4E/GIRVp4VfkiLj6LUauKPSmgw6DQ61+2AxamE16OD2ByKpTfJ4ghDa75DTh0KTHv0LjXD6Amh1+9Hu8aOswBi5cllg1EEQAKNWA28wGHP11mrUwmLQoTj8wNQhpw8QAI8/lL5kM+tRYjFkFDHa6vKhyemDGJQQlCS4vCKKLIaM0mSymUSTaiym3nSdfJ5rfp+JiLo/FqQJHGhxwy0Gcd+b23DDWSNw12tbMf3koXhyXX0k1ehPCdKQfh5OZZo1wQ6PP4h/ffQtbj7nGHiDQdzz2jZcdspRMOk1WLy6Lmb/WnsZflFbiTaviCVrtqkmQ3n8QTzz0S5cesoQXPPPz7D40h/gb6sOJzT95b2dcWPOmmiHyxfAE2u/iZvv7IlVMGiBApMBC175Mi6l6Z5pYzCkNPUV0X0tbsxbuQWXnDQET66LTatKN00mm0k0qcZi6k3Xyee55veZiKhn4ENNKlpdPhxy+3Hry5tx0fjBuPPVL3HMwKJIoXVVTWVc0QWEGsM/ua4eV9VUYl1dExavrsP+VjeOGViEBa98iYY2L0YOLML+VndcMQoAa+oasa/FjSVrvolrxh893siBNjy5th73XTgWD4fjRhPNaU1dIxav2on9rW7V+T68aifMBl1cMQqEmu7PXbE58gR/svM1Z/kmjBxgU53DBzsbcfPyTWh1JW7eLY+hbP6dzr6ZjnXA4cnasSi5bH5fe9KxiYgoMyxIVTS2+yAhNs0oOqEokzSk/jYTxg0ujiQqjRtcjP42U8L9K2ympMlQ8nhrMkhaWhPeL9GYEoSkSVDNzuT/cMspMsnmkK30pnSkGqvZydSbrpLPhCGmGxER9Rx8y16Fw+OHL5w4JKcZJUtaUkq0baaJTqnWdyRpSU2qJCiHR0yx3p/WHLKR3pSOVGOlej1MvcmefCYMMd2IiKjnYEGqwmbShx48wuE0o2RJS0qJts000SnV+o4kLalJlQRlMyX/MZFTZFImTmUhvSkdqcZK9XqYepM9+UwYYroREVHPwbfsVZQVGCAg9FCPnGYUnWSUSRrSAYcnkm7k9IrYuKcFBxyehPs3ODxJk6Hk8WrDc0tnTrXh/RKNKUBKmgRVYk3+RLKcIpNsDtlKb0pHqrFKrEy96Sr5TBhiuhERUc/BglRFkcWAfmY97rpgDJaH04y27WuNJBmlm4Y0a0IVBhSZsW1fK+6YMgoVhUZs3+fAgCIzZk2wx+1fay/DwGIzrq6tjCtKo8fbvs+BmTWVmLN8UyThKdGcQk/Zh/ZTm+/siVVw+8SESVD3TBuTsvWTnCKzY79DdQ7ppMlkM4km1Vj9bSam3nSRfCYMMd2IiNKljA51u93w+3lbT1diUlMSqn1IAUgS4PKJ6Gc53IfUZtbDqNXgUDgNyRzuGyoh1AfUFwyiIFEfUl8ANlOCPqThJCR5PAiI9DstNOrR33a4D6nT60c/qxH+cB9Sq1EHTYI+pBZD6BjFlsN9SAUBcPtD+9pMOpRYO9aHNBCUEAhKcPkCKDJnliaTzSSaVGMx9abr5PNc8/tMRInIdUQMjRYIBlBxxADs3b0Lej1v7+kKvIc0gf0tbvjFAHSCAItOC5cYiDTFd3pFFITvQyzUa1Gk18IHwOULIBCQoDUI0GkEGDVaOAPhB5kEoN0fQFAC2j2hWFG9RkBAL0Cn0UFC6KEgq0kHAYDTF4DTGyoMLfpQbKncgB/h/4SQIKGx3YcWlw9Wow5lBUZYDTq4/AEEglJknr6gBL1Gg9LC0D/E8j/Qh1w+iJKEAmPo+C0uP4rNehSXmOERAzjk9GF3kwtWoxZWgxYmgw7tHhGtbh8sRh20ggCTToOAFCo+neEYVLNei2KzPuZY3zQ6URCOMG1x+1BgUm9Q7hGD8AeC8AUk+INBeMQgFH9VpE0t1SYbzfuzIZNm7bls7N5VTePzmTDEdCMiSkWODgUAQauFFAzg5RsnQRRFFqRdhAWpit1NThxyelBqMcEnSbjr1a24JNwUX9l0/vqzqlBRYMTclzfHNZWfP3U0BAi4/61tuFRl/xp7Ke66YAweWbsTPxo1AMs+3pVwuxnVlbj+2Y1w+QKHG/AvCTXgl5vx/3BYKW4+9xgs+M+WuKb6M6sr8ae3d+APk0bi1pe3xLTDkcdf8J8vsXTmidh9yIXF4f6mAGAxaLHkyhPwyOq6mHFr7WW4Y+qxuOf1bVi1/WDseTnTjv42U9yx5LlMf/xjnDC0JKZB+e4mJ25ZEX8e023On0o2mvdnQybN2nPZ2J1N44mIQuToUBkjRLse37JX2Nfixvs7GnD8kGIAwD2vbcNxQ0qwcXezao/N2qoynDP6CMxdsSVuXY29FLMm2rG2rinh/jX2UtwxdRTm/+dLjEtynGp7KcYNKcHiVXVxX8ufA0i6/1XVlViq0rheXj9n0kh8+V0rXtu8H2ujtpk10Z50/sdHzUt277TReH3zftWeqtFzP62qDA9PHwePGMSNz3+e8BgP/vT4jG4fUGp1+TDr2Y04bnBxwtcizyWXV9Pkeaj1x1QeP5NtczkPIqLeSq4jpt7/KsxF/SLLRZ8Xy2dPgMvlgtnM/0DvCnyoSaHV7UeFzQQJAiQIWKNoiq+0ZmdjwkIpuhl+ssbzYkCKa76vFN1wX/m1/Hmq/aMb6aut12k1qLCZYopRIHnT/bWKeclSNfiX95EblDc7fZ1qzp9KNpr3Z0Mmzdpz2didTeOJiKg74Vv2Cg63H14xGNMsvjNN59Nphi8fK9PjZNKsX55LqnmojdOR15/JPm0eP3yB5BfqUzWzTyUbzfuzIZNm7bls7M6m8URE1J2wIFWwmfVo94oxzeI703Q+nWb48rEyPU4mzfrluaSaR7s3vvDryOvPZJ9Ckz7UQSCJVM3sU8lG8/5syKRZey4bu7NpPBERdSd8y16hyKxHg8MDAYAACbWKpvhKtVVlaEjQdD66GX6i/WvspdBphUhD/XQa7iu/lj+XG/An2l9u8p9ovRgIhhvzx26Tav7R85KpjaM2d7lBeYnV0Knm/Klko3l/NmTSrD2Xjd3ZNJ6IiLoTFqQKA4vNqLaXwesXUaDXYeEFY0KN6BM0nf/NmVX44fAy1aby86eORmmBEVujmuort7lr2hg8/sHXmFldmXQ7ueE+EN+AX/58+z4H5k8drdpUf2Z1JVZs2It7po2JK0Tk8a97ZgNOqOyHWeFm+7Kla+sxa4I9btxaexnmTx2Frfta45bbKwpwt8qxoucb3aC8v82Ee6aN6XBz/lSy0bw/GzJp1p7Lxu5sGk9ERN0Jn7JPILoPaQCASwzENJYvMOpg1Glg0AjQAJE+pHLzbatBCy0AZyCAYACAAAhApA9pgUmHAoMWnmBovRTaJPIxKIWOU6joQxrdgN9q1EGv0aDFFeoLatZrIn1InV4RLl8ABUYdtBoBWo2AUmtsH1J5rgUmHZxeMdLn1KTXwiMG4PEH0e4RYTFqURDTh9QPi0ELrUaASatBAFF9SE06mA3xfUjbPH5Yw31IW90+WI3qDcoPODxodvrg6GBz/lSy0bw/W/NIt1l7Lhu7s2k8EfVlfMq+++A9pAkM6OZ9GCs7sW9nGoX3z7DuVz9W4p6i/W2mrBag6c2n62Uyj1zOubucDyKifJKjQ2UBf6gPqd/vZ0HaRXiFNIHvW9yhq4RiEB6fiH7WUESnfJXSatDCGwhADEgw6UIPCx1y+UJpRDoNWpw+FIf/ofeIAQgQIAFoD6cvGbQa+IIBmHU6ePwBtHlFWA2hqE+9VgOPGIxsq9dqIEpB6IRw1Kg3AJs5dIUWUijdqC28rVYjwKiNSk/yBUJXK816uMNXTp3hqFK9VoNDTi+sRj0KDFqIwSAgCPD4g3B6/Si1GuEPSHD6xEjKksPjg81sgE+eX4J0n44kAHVValAqnZ1Hsv2j16WTXJXpcQBkNPfecs4pN3L5u0DUHahGh8o0WpSXl+O7PbuZ1tQFeIVUxZ4mJ/Y7PHj4vZ3Y9n0blv3yFNUEoflTR6OxzY0n/1ePX9YOg8cfxM+XhBKT5pw7Et87PHh8zTeq6Uu1VWW48/xRWPDKl3hPkXL06wnDcfXTn8LlC7VpOmtkBW4+dyRuX7klboxZE+yY+dT6yLa1VWW4Y0pselKipCX5fs4rlq7HD4YU464LxuC+N7fh/a8a8dD0cfjzuztjjldtL8W8yaE5RyczKdN9OpIA1F1Sgzo7j0T733fhWEhA3LpkyVWZHqe2qgzXTbDjqqifh2Rz7y3nnHIjV78L/L5SdxQdHSoLBkX85/eTGR/aRXiFVEFOapJThpZceULCdCNlEtN5YwZgX2voifuBRSa8tnl/0vSlRClHylSmZElJtfZSHKcYQzlusv2jjyU/3LRxT0vGc5bTfQBknADUXVKDOjuPZPvf+5MxeH3Tfqypi1+nllzV0eMof3YSzb23nHPKjVz+LvD7St1JontIAd5H2tX4lL2CnNQkX0lMlm6kTGLqbzNFEpP620wp05cSpRwpU5mSJkWpjKEcN90EqLXhNKeOzFlO9+lIAlB3SQ3q7DyS7V9RaFQtRgH15KqOHkf5s5NozN5yzik3cvm7wO8rEanhW/YKDkVaUap0o+gkpmylHCmXdzYpKZP900mWSrS+zeNHqsvtaglA3SU1qLPzSLZ/pslVHT1OomMpx+wt55xyI5e/C+nsT0R9DwtSBZsirShVulF0ElNnE4sSLe9sUlIm+6eTLJVovHTSfdS26S6pQZ2dR7L9M02u6uhxEh1LOWZvOeeUG7n8XUhnfyLqe/iWvUKRWY+GNm+kCXyydCNlEtMBhyeSmNTg8KRMX0qUcqRMZUqWwFSrMoZy3HQToGrCaU4dmbOc7tORBKDukhrU2Xkk27+hzZtwnVpyVUePo/zZSTRmbznnlBu5/F3g95WI1LAgVRhYbEbN8FLMPrMKtVVlmLN8E+ZNGZUwickvSti6rxWzJlRhQJE5kph0QmU/zJpgT5i+VFtVhoUXjME2lZSjWROqIqlMACIJTGpjzJoYu21tVXx6UqKkpejUJDk1avlne7B0bb3qnKvtpZg3JT6ZKTrdpyMJQN0lNaiz80i2/4Sjy1XXJUqu6shxaqvKMFvx85BozN5yzik3cvm7wO8rEanhU/YJJOpDGp3ElKoPaZHFAAGxfUid3lBKk1GlD6nFoIM2zT6khWYdTIo+pIUmHfQaAQbN4fQkOYko3T6kgiDA7Q/C6RVRajXAH5Dg8omRlKU2jw+FJgN8gWA4SUo93acjCUDdJTWos/NItn+myVWZHgdARnPvLeecciOXvwtE3QGfsu8+eA9pAgFJgjcQhEYAisyhwgyQYDPpISH0FmyBUQcBAvzBIMw6LSwGLRxuETazDmUFxkjcp1zAugMBSAA0AqDTCPCIAr53eGAz6VFeYERTuxdmow46jQCNBpAkIChJ0GkEBAKhSFGNIECCBEihzxudXlhNOhxZbIbbFwgXN6FIUbc/AJtZD4NOg/2tbhSY9CgtMMLkDcV/Fpk1GNzPinaPiEanL9S42mLAUeHIzxa3H0ExCH9Agj8QhEGngU6nRUO7F8VmPQYUm+H0ivim0Ykisw8mvRbtPj/0ggbeQChn1RQudPc7PPj6YDuKLIaEjeJt4QjP4RUFGX+/5HFa3aEYVY0gQBcVl5qJ6O0dHn/oxCuWpzMHi1EHQYgfO5PkqlTzTHTFubNjdDW1ebCpev519ueju/x8EaWiTGoCDqc1ud1u6HQ69iLNMV4hVbGryYk7X/kSl59yFCwGDYISEja4l99yffbjXZh+8lBc/+xGuHwB1NrLMLPmKMxaFvq6xl6K2yePwi+eXo87po6KG0def9kTH2HkEYWYUV2Jm5dvwqILx2L5Z3tww1kjcOerX8btM2/KKOxrcePxNd+ozuv6Zzdi/JCSyFx+MKQ4ZmzlPM4+pgLzJh+Lfa0eLF61M6aRfo29FDPCY0a/xj+8GDvP+97chktPHoplH+9SPWdyc2wBwB+y0DhbrQG3/Pqf+2Q3Fpw/utPjdaSxf2fm0NexqToRdYWkSU0AoNECwQAqjhiAvbt3sSjNIRakCnubXZizfBPGDSnBwKJQpnqqBvdyM/KNu5tjmpIrm9bX2Evxh0kjcd+b2xM2nZ9ZXYmrn/4U1fZSXFVdiaXr6iMf1fa5d9roSBP/RPNavKouZi7RYyvHnDXRjoFFJry+eT/WphhTfo0zFPOMPheJztlpVWU4Z8wA3PLSZtV16TbOTqdJ/KY9LVkZryON/Tsyh76OTdWJqKvIdYRaUhMACFotpGAAL984iW/d5xgfalJo84iR5uL9baa0GtxHr49uSq5sWr+2rgk6rSZp0/kKmzEyptyUP1lz/ugm/onmpZxLsjHl161WjCrHlMdVzjP6XCSa9wc7G1FRaEy4Lt3G2ek0ic/WeB1p7N+ROfR1bKpORF3NYCmEscAW98dgtkKrV/+3irKL95AqONyhhs3K5uLpNjZPtV+bO3lD6OhG/PLnyZrzZ9JwPZ2G/6nGU9tGOc9kQQHpHivdxtnpNonP1ngdaeyf6Rz6OjZVJyLqe1iQKtjMoftDlM3F021snmq/QnPy+0+iG/HLnydrzp9Jw3VlA/yOjKe2jXKeic5FJsdKt3F2uk3iszVeRxr7ZzqHvo5N1YmI+h6+Za9QaNJFmr8fcHhwII0G99Hro5uSK5vW19hLIQaCSZvONzi8kTEbHN7Ix0SN8Rscnrj+osp5KecSPbaS3NS/No1G+vK4ynlGn4tEr/W0qjI0tHkTrku3cXY6TeKzNV5HGvt3ZA59HZuqExH1PSxIFQaVWHD3tFDD+gFFZgwvtyZtcC8/Sb0tvF5uSh56Av3w1/IT8dc9swEzqytVG+3PmzIKc5ZvijzcNGf5JsysrsTyz/bg9snqzflPqOyHq2vjx4tuuB49F+XYyv127Hegxh5quK8sdGuixox+jcp5yuci0TmTm2OfcXR5pxtnJ2rALb/+HfsdWRmvI439OzqHvo5N1YmI+h4+ZZ/Ad80utPtECAD0mlDrJ18gtsG9NdxnUhAAi06Ldp+Idk8ANrMOFr02pg9pQbgPaasr1Kc0tH1so/0mpxdmvQ5WgxYuMQCHS0SBSQurQQdvIACdEGqYH71PY7sXVqMOhSZ9uA+pHxajFgaNBi1uHwqMehj1GrS6Qs3XC0w6OL0iHO5Qb0erUYd2jxjXuFruQ+r2BdDmEWE1amE16uD2h74uNuthM+tjxlLrQwoh1MZTkhBp0p+oUXxnGmcf7gHqh8WghVYjQNvBPqQdnVe259DXsak6EeVassb4MjbI7xq8hzSBI0ssXX7MIaWZN0hPe58k2/VXqeU73tA6s1/WbDXOznYD7o6Mxybg2cXzSUTUd7AgTaCh2QUxKIWuhooBBMMX/Nq9IgoMoauFHjEAhzt8pRShK6UGrQb+YBA6jQYtLh8sBh2MutCyQDC0v9WghVmvhSCEnsAOSqErrhaDFia9FjpBgCcYgD7qiqjNpIfFoI05plYTOp4kAa5wpKjNrINJr4FZr0Or2w+Hx48SswG+YBBtnlAUaaFJDzEQiiZ1+QIoMOlC925oAIOgQRAIRZT6Aig26yPtmZqcPohBCUFJgssrxqUuHXB40Ozyoc0duqJqMWhRYjHAF45BjZ6jRujY1cMDDg+anT44PKErzf0sBhh1mowSfTqTANTRfZk61Hk8h0REvRcLUhXfNTkRlIAAJNz16lZcopI2pEwtik5smnPOMXjgre24cPxgXL7kE4wfUoJfTxiOq5/+FC5fqDVStb0UsydUQRAkzHzq8PJaexmuP3M4iixG3PafLappTr/612dw+QJ4csYJkCTg4dV1MdvVVpVh1gQ7rlu2AYsuHIs/vfNV7Hp7Ga6bMBxXRc1n4shy3HzOMdjf5sFilfFmT6yC0yviibXfqKYuBQJBzF2xOaYnarW9FL85swr9rAbc8Z8v4+Yws+Yo3Pv6trRTjHY3OXHLis2RcSwGLZZceQIeWV0Xc9xkiT6dSQDq6L5MHeo8nkMiyiW16FAZI0S7Bu8hVfiu2RXpg3jPa9twXBoJTXJqkfz157ubQw//hFOL5HSk6G3l7c8bMyAc03l4+b//38l4eFVd0jSnjXtaMLDIhNc271fdLjpBKZ25ywlNiccrwzljjsDcFVvi11WV4dzRR+AWlXX3TBuNNxIkScnpUemkGB1weHDj85/HzG3WRHvSJCjlmJ1JAOrovkwd6jyeQyLKlZTRoTJGiOYcr5AqODwiJAgAQilEM6orY4rFaOvqmnBVdWXc14tX1WHOOSNj1iu3jV7W32aKWW416pKmOc05Z2RM6pKaNXVN+EN4DunMPfV4jZhRfZT6up2NmPFD9XX9kyRJRZ/fxnZf0qKi2emLm9u4wcUJvzdyok/0mOkkACWaQ0f37cwxKYTnkIhyLVF0qCw6QlQURRakOcCCVMGhSFLKNG1I/lqZWpRoLLVlyZKZ5PXpJCqlGifV3JJtn+66dM9fqvQdh0fMeGzlmJ1JAOrovkwd6jyeQyLKNTk6NBnRp947m7KDBamCzaxH9D0MmaYNyV8rU4sSjaW2LFkyk7ze5UvdQjbVOKnmlmz7dNele/5Spe/YTPE/qqnGVo7ZmQSgju7L1KHO4zkkIur92BhfwWYKPzEPCbVVZWklNCm/lhOXotcrt5WXHXB44pY7vWLCZCZ5bDlJKtHcohOU0pm7nNCUeLwyHHB41NdVlaEhwboDSVKf5PSodNJ3SqyGuHOSKglKOWZnEoA6ui9ThzqP55CIqPdjQapwZIkFNoMWBXodFp4/Gtv3O1TThpSpRdGJTfOmjMKLn+2JSUqaNaEqsq28/ewJVRheXhCzvNZeBq0gYN4U9WQmOc1p6dp6DC+3YvaEqri51VaFkpbkBKW49fYyzFbMZ+u+Vow/qh9mTbCrjnf9mVUYUGRWTV26/8KxqLGXxSU7VdtLYa8owB1TR6vOYWZN+ilG/W0m3DNtTMw5Wbq2HrMm2FGbZqJPZxKAOrovU4c6j+eQiKj341P2CcT1IZVCaUNyv9AClT6kEACjVgNfMAh9uA+p2aCDKaoPqdMrwmzQwqLSh9Qc7k+q1odUTmZyi4Fwn0/1PqSFZh3MUX1I2zx+FEf1IS006WBT9iE1hvqCQpBg0CTvQxoISggEJdXUpeg+pBajFla1PqS+AApNOmiz0YfUpEM/6+E+pOkm+nQmAaij+zJ1qPN4Doko29JJapIxsSm3us09pIsWLcItt9yC3/zmN/jLX/6S7+mgIg9JTdlWoXh6v7PSuYqp7BggK8/SHBIdI5PCpDMJQB3dl6lDncdzSETUe3WLgnT9+vV47LHHMHbs2HxPJaKh2QVfUEK7PwC3T0Q/qxEuXwAur4hSqwESYtORzHotNAhdTXW4Q1cizXotXOF8+yKLDiadFu1eEc6ofdx++SqrFiadFhoNoBUEOH0BONx+FJr1KDRo4ZckePwBCBBCiVHhpCKDVoM2jw+FJgO84SuRBUYdBA2g12jgCwTh9IauqGoEARohtLzF7UOBKb20G2U6klWvhS8YhBiQwjn3OggCoNUIMGk1aPeJaPcevrqaaRHR6vKhoc2LFrcfBUYtCgw6eAPhpKksJvTkI/mnN6QNZfs19IZzQkREnZP3grS9vR2XXXYZHn/8cdx11135ng6AUFKTKAG3vbwZ275vwzO/OAW3rtiMDbtb8LdLfwBfIBifZmQvwx1Tj8WBFi9+9UwoSUlOc7p5+SYsunBsJO3JYtDioenj4tKf1NKb5DSiJWu+UU2MqraXYt7kUVj42las2n4QQOIEI/k+12Uf78KlJw/F9Mc/xglDS5Km3SjTkeTXqkx6ksf+98e7cekpQzBrWSjBqjZ8n1+6aTr7WtyY8+ImrKk73HdSmYqVjYSefCT/9Ia0oWy/ht5wToiIqPPyfg/plVdeiX79+uHPf/4zzjjjDBx//PFpv2Wfi3tI9za74BODuGPlFqypa8KSK0+IpB2lTjMqxXUT7Vhb1xST3nSVIjEpWcKQMr1J3nZcksSoGnspjlekLqVKl5LHXLyqLmHajVo6knIcZfLUuCEl+GJ3M46LWpdumk6ry4dZyzbGFKOJjteZhJ58JP/0hrShbL+G3nBOiKhnk+uIc+96MWljfCAUIbrypnPR1NSU0T2kjBtNT16vkP773//Ghg0bsH79+rS293q98HoPN6Z1OBxZn1NbuAG7fGWxwmaMFGTppiPJ28nb3qxITEqWMKRMb5K3vSpJYtTauibMVKQupRpfHhNInHajlo6kHCfR2DOi1qWbptPY7lMtRtWO15mEnnwk//SGtKFsv4becE6IqGdJVEe8fttF6Q2g0aK0VL3dYCKMG01P3grSPXv24De/+Q3eeecdmEzpPXxz7733YsGCBTmdlzKpKTrtKN10JOV2ysSkTNKf5M87sk+qbaO3U0u7UUtHSnTMZGMnGj/+eMm36ciYHTlOLpJ/ekPaULZfQ284J0TUsySqI1JFh8oErRYabfqlU8DvZdxomvJWkH722WdoaGjAD37wg8iyQCCADz74AIsXL4bX64VWG5s0dMstt+DGG2+MfO1wODB48OCszstmjv2BiU47SifNSC1FSZmYlEn6k/x5R/ZJtW30dmppN2rpSImOmWzsROPHHy/5Nh0ZsyPHyUXyT29IG8r2a+gN54SIepZEdUQ60aGUW3lrjH/mmWdi8+bN+PzzzyN/TjjhBFx22WX4/PPP44pRADAajbDZbDF/sq3QpINRp4mkCzU4vJFm7OmkIzm9Ylx6kzIxKVX6U3R6k7xtsn1qVFKXUiU0RSc1JUq7UUtHUo6jtqxWsS7dNJ1kiTzK43UmoScfyT+9IW0o26+hN5wTIupZuqKOoI7JW0FaWFiI0aNHx/yxWq0oLS3F6NGj8zUtDCqxwKgRcNcFY1BbVYY5yzfh9smh1KSla+sxoMisnmZkL8MdU0fD55ciCUhympOcmCQXd0vX1sd8LVNLb5LTiLbvU0+Mqg6nN23d1xpZFkkwUklOmlldia37WiMpUsnSbtTSkeTXOntifPLUzOrK0DxrDidY1WaQpiMn8iiTl5SpWJ1N6MlH8k9vSBvK9mvoDeeEiIiyI+9P2UfrDk/Zy6L7kHp8IkrkPqQ+Ef3C/1BG0pFMOlgMsX1IC4yhZa5wT84ic2wf0kKzDpaoPqSWcB9Sbbifp9MXgCOcSBPTh1QQIElAuzfU69So1USSa6L7kGo0gC66D6lBB61GgBDuQ9rq9sFqTC/tRpmOZDVo4Q8G4Y/qQ6oRAI0gwKQL9SF1ekNJTp3pQ9rq9sNi0KLQGOpD2u4Rs5rQk4/kn96QNpTt19AbzgkR9UyZJDV1BNOd0pf3PqTR/vvf/+Z7ChEBAO5AAGatBharEYGgBJNOA0HQobHdB6sxFP9pM+rgEgM44PCiMNw03qsVIQhAMChBEARAAoJS6HK0Wa+FBKDNLQJS6L5ImznUWF6vFeAWA5BCqyKN7H1BCc1OH6ym0PguMQBIgABApxFwRJEZ7V4ROi1QajXA5Q+gzRWINLH3iwHodRqUWUP/yDc5fTAZdPAHgtjZ0B5qpB+OPfUHJQQlKRJnGml6rxXQv9CIFrcvPFao0FQ2NbeZ9Rhcao0s/6bRCZvZFzm2vG2BMdTUX61Bf2cSeeTjtrp9sITDAPQaARajDu0eMa75emePk6yZe6Jtenqxle3X0BvOCRERdU63Kki7i91NTtz3xjbc8KMRECGhsdUDQRDw8Hs74xrNz5pgR2mBEdc+8xka232osZdi4QWjccWSTzC01BJp6A5AtVl9rb0Ms8+0o8RqwJ2vfJmw+f3M6kr8fOkn+MGQYsybMipyvNqqMsyaMBw+UYJeK+BhlYb9t085FjOWfoIHLj4OT3zwDS45eUjcMWrtZZg10Q6XL4An1n6jevzohvrVw0tx++RjcevLW2Ja95x9TIXq8tqqMlw3wY6rnlof10w/nQb96VBrsj5xZDnmTDoGtz//OdZGvaZcN3Nnw3ciIqL0dau37DOVq8b4tyzfhBnVlbAatfjmoBMA8Mbm/TGFpKzaXorJYwagwmbC1U9/CiB0z+MfJo3E1MXrIg3dASRsVl9rL8M5Y47AvlZPyob2i1fVRe6plI93z7TREAC8mqRh/+8njcR9b25P2mC/1l6Kc8YMwNwVWxIeX26on+j1pNOUX62ZfrIG/elI1GQ92Xxy1cwdABu+ExH1AHzLvvvI20NN3VWbR8SauiZU2IywGnXobzOhv82kWowCoYbtFTYTKmzGyLK1dU3QaTWR9eMGF2Pc4OIkDfUb0d9mSrqNPI48fvTx+ttMqLCZkjbs12k1kTGSbSc35E90/FSvJ93XoLZMbobeEYmarCebT0eOl04z93S2ISIiosP4lr2C3BhfbmafTjN8rxiMa37fFtVgP90xMtkm04b98nwyabCfaF0622SyPlWD/nQkarKeaj65aOae6i0HNnwnIupeRJ8Hfo+7YzsLQuh5ERUBv1d1OcVjQaogN8aXm9krm9yrMeo0cc3vC6Ma7KfTUD/TbTJt2C/PJ5MG+4nWpbNNJutTNehPR6Im66nmk49m7mz4TkTUvaQdHdoBFUcMgE7HcisVniGFQpMOtVVlaHB4YTVq0eDwQELoPk+1nPVQ43tPzLIaeynEQDCyXm7oXm0vTXgPaYPDg+9aPQm3iR6nJtxsX3bA4YEAIcn4oflEN8VPtN0BxWtRHl85j7WKcTbuaVFdrnwNasuy0ez+A8Vb5cnm05lm7srjKMdLZxsiIuoe0o0OVQr4vXjl5vPR1NSU8B5RnU7H2NA08B5ShUElFtx9wWi8tGEvSguMOGlYPwwvt2L2mfa4hu2hp+yrcEJlP8xZvgkAwk/Zj8F1z2yIaeieqFm9/JT9CZX9kja/l8epCTfCl49XW1WG4eUFGFRixuwJVaoN+2+fMgrXPbMBsydWYft+9WOEnrKvwoAic8LjRzfU37HfgXumjYlrap5oeW1V4mb6qRr0pyNRk/Wt+1ojwQbRctnMnQ3fiYh6Fjk6NNM/BmvogWqz2ZzwD4vR9PAp+wT2N7vQ7hdhEDQQNAICwdBp8gaCaAs3sjfrtdBrBLiimuEXGLRodnmh1+lg0mlC23tEFIbX+YNSpKF+gSm0jS8QBATArNOG+pBKgBTuA1pgCvXrbHb5YDGExpCPZzOFmusb9aGG+0FJglYQDjfsD/chbXX7YDboI1fmmpw+BIISAkEJ7d7Dje2T9iEVBBi08Q31EzU1V1sOILLMGu5DmkmD/nQc7kMaaqqv1QjQRfUh7cpm7mz4TkTUvXX2KXs+RZ89fMs+gQEllg7vO7jUmsWZpKciybrBiJ1P54qi+LHUxku2PNl4nZWsyXr/LP43SzrN3NnwnYiIKD0sSBM4GI4O9QclBAF4xQAECJAAtHtCVy4tei0ESYKgEdDuC8DhDiXyFIZjRNvCsaDW8NVUAYAnfIW10KxDoV6LIIB2XwBt4X2tBi2koARPMIhAEHD5RNhM+kgkZ7snEEl2Mmg18IhBONwiisyhGFFvIBi5umkz6WHSa+AM71dk0aN/OMqzweGB0ytGrqZGr1NKlUokr2/3+lFsMcAXjjCVtwWguj5ZWlO2pJOoRERERPnFglTF901O+CTgQJsHgaCEv6/5BpeqJCjV2Etx1wVjcNcrX+Ld7QcBABaDVjWRSU518viDuG7ZBgDqyU3ymG1uH36+9NNIqlGNvTSS+uTyBcIJTXbMDCcfJTqu2n53XTAa37e68dAqRapT+B7H6CShVIlD8vrPdjXjoenjcP9bO+LGvG6CHbOWbcCiC8fGrc92WlM0piURERH1DLyHVGFvswtSUMKausZI+lGydKMaeymOj0ofSpVUdN6YAdjXGnqSPdmYt553DF7b/H3CVCMg9FT8ceGvM0lIqq0qwzmjj1BNZKqtKsPicJJQqlSiBy4+Dje98AXW7GxMefyrqiuxVFHQq80vW0lG6SQq8UopEVHfxntIuw8+Za/Q5hHR7gvEpB8lS/tZq0gfSpVUJCcypRpTgpA01QgIJSvJX2eSkLRmZ2PCRKY1UUlCqRKHmp2H16c6foXNmNb8spVkxLQkIiKinoNv2Ss4VBKNMkkf6kwSUrQ2tz9lqlH015keN9n2cpJQqlQih0dMazwAcUlWyeaXjSSjdBKViIiIgI4nNclJTH6/n1dIO4kFqYKc1NTuPVxsZZI+1JkkpGiFZn3MHBLtn056UrL9VI8dThJKlUpkMx3+8Ul1fGWSVbL5ZSPJKBuJSkRE1Dd0KqlJo4X96BH4bs9u9hztBBakCoUmHaSgFElfSpVuVKNIH0q2bXU4CUm+hzTZmAKkpKlGQOgeUvnrVMeN2a+qLGEiU21UklCqVKIS6+H1qY7f4PCmNb9sJRmlm6hERETU0aQmAAgGRfzn95MhiiIL0k7gPaQKg0os0AOoHl4Ge0UBZk+oiiQUKROM5Cfit+9zRJZFEpkSpDoNKDLHJjcptpPHdHnFmFSj6NQnIFQ4zopKPkqUBKW2390XjMbwcmt8WlNVGe6PShJKlTjU32aKrF+6tl49ASqc0DRn+aaUKVTZTDJiWhIREaWro0lNxgIb9Kau7z3eG/Ep+wSS9iEN99BU9iGVE3mUfUjlVCcNwn1Iw8lNhYaoPqThfQtS9SH1BlBo1EGrAfQaTUxfU5M2lPoUCPchLTTpYNZrD/chNevR35agD2nUOqVUiUPyeqfXjyKzAb5AMHz82IQm5fpcpTVlMnciIuq7OvuUPcAn7bOFb9knUN6JpKaeoCLBU/ZqUiUOpZtalFju/uuSaUlERETdHwvSBL5rdqHdK6LNE85zB6DRhPLm27winN5QYpJFr4XTH05pMulh1GngCwYhBQFBA1h0ofUen4h+ViOcUalMFoMWWgDtYgBSEJAQe2VTDEpwh69g2syhOSCc0AQJMOi1cHj8oVx7sw4lFkNcO6cDDg+anaGkoiKzHgatBm0eH2xmQyTlKdG+mVAmIhUYdWjz+NHs8sNq0MJq1KHYrE+rOOyqdKVkx8lHwlNvS5Xqba+HiIhyhwWpil1NTty2YnNM4tHEkeWYM+kY3LJiM9YmSUKqsZdi3pRRePT9nbj2jCrcsmIztn/fhmd+cQpuWbE5LulpwfmjoYGA+a99GZtwZC/DrycMx9VPH05rqrWXYWbNUVj28W7cet4xuP3lzXgvnBAlj3fPtDEYUhq64ri7yRl3zGp7KeZNHoU7X92KVUn2zYRaIpLyvFTbSzF7YhWG9rNgQJKUpK5KV0p2HAHAH7o44am3pUr1ttdDRES5xXtIFfY2u3DL8k0xxSiQOoEpOgmpxl6KP0waifve3I51dU1YcuUJCVOK7p02Gq9v3h93PLVxgcPpTF/sbo6kNEWrsZfiwZ8eDwC48fnP00qXUu6byZXSZIlIyvlX20sxeexAnDv6iIT3qnZFulKq45wzZgBueWlzTueQyXx6WqpUb3s9RNR78R7S7oNP2Su0eUTV4jCTJKS1dU3QaTWR7ZOlFFXYTKrHUxsXOJzOtEZlnXzsZqcPzU5f2ulSyn0zkSwRSTn/dXVNqCg0JkxJ6qp0pVTHqSg05nwOmcynp6VK9bbXQ0REuce37BXkpCalTJOQ2qLGSZZS1JFkp1TpTNEJSpkeN519Y7dPnniklhCVKCWpq9KVMp1zLuYQrbelSvW210NERLnHglRBTmpSyjQJqTBqnGQpRR1JdkqVzhSdoJTpcdPZN3b75E2A1RKiEqUkdVW6UqZzzsUcovW2VKne9nqIqPfraHQowPjQbGFBqlBo0qHWXoY1dbFvOW7c04Iae2nMA00yZRJSjb0UYiAY2b7B4U24b4PDo3o8tXGBw+lMtSrr5GOXWA2Rz9WOqUyXUts3XckSkZTzr7aXoqHNixOGqqdhdFW6UqrjNLR5VffLVcJTb0uV6m2vh4h6v05FhwKMD80CPtSkYleTE7e9vCXmPjj5KfuFr36Z1lP2j6wOPWW/8NUvI0/Zq+274PzRCAYlzH9F7Sl7O65+en2Cp+yPxV2vfpnyKfu5iq4A1fZS3DFlFBa9sS2rT9nfvHxTTAGS6Cn7o/pZcESKp+yVY8npSsmezs/GnOXjAMCcLphDuvPJ1TFzqbe9HiLqneQ6ojPRocDh+FA+2NRxLEgTUOtDKvcVlfuQFpp1sEb1IS0MJyol6kNaYjXCFZXKZI3uQyoBUjhhqcAU6m8a6UPqC6DQpIMGgCQARrU+pCYdSqzJ+5DKfVLbwn0hI31IE+ybCWUiUoEp1Ie0xeWHxaCF1aBDsSWzPqS5TldKdpx8JDz1tlSp3vZ6iKj3ycZT9gCftM8GvmWfgkYAzHoNvOHiLWgENIKAIosOeq0GB9u9sBp1KC8w4pDTB0nSwqTTQtABAgAxKMHpEWE1aWNaGggAAkEJrkAARq0WohSETqOBRtChzSNCkkLb6DQCjiw2Y2CxOfIPfLMrVFBaDdpIT8dWlw8tLj+27muF0xeKAjVqNWhx+1Bg0mNE/8KkxUCry4edB9rQ4g41sg817RfgCQQRkCS4vCKKLIaEzc3VEpE6WuB2VbpSsuPkI+Gpt6VK9bbXQ0REucOCVIXcGP+z3S145LIf4M/vfBXTmqnaXoqZ1ZX49ye7cfkpQ3H5kk8wbkgxZlZX4udLQ5/PmmCHRght7xclFJr1uFmlMf7tk0fhr+99hVkTj8a8l7eoHufZj7dj3pRRuP/N7Xht8/eR9XKjcQ2Abw+58PCqnXFN8GdWV2L64x/jhKElCZuS72txY86Lm2LuY504shxzzz0Gd77yZcyc2NyciIiIso1v2StEN8afNdGOL3Y3J21a/8XuFhw3pBiLV9XFNIKvtpfivDEDAADjhhTjrte2JWxSH91EP9FxPt/djJnVlbj66U9j1p9WFbrXVFmMKvdfvKpOtSl5q8uHWcs2xj1UlSwIgM3NiYioN+Bb9t0HG+MrRDfGlxvQq1kXaVDfGGn+Ht0Ifl1dE/rbTOhvM0GCkLRJfXQT/UTHWVvXhApbfMP2D3Y2wmrUptW0X60peWO7T/UJ/2RBAGxuTkRERNnEt+wVohvjp9u0Pno7tc/bEjTbl6VaL4+TqMF+ssb7yjkpm5InamKe6rWzuTkRERFlCwtShejG+Ok2rY/eTu3zwgTN9mWp1svjJGqwn6zxvnJOyqbkiZqYp3rtbG5ORERE2cK37BXkxvgAwg3oy1S3q440qC+LNH+PbgRfbS/FAYcHBxweCJBQYy9VHSe6iX6y49TYS9HgiG/YflpVGZzeUJ/PZPvL2yqbkstNzJXkY6phc3MiIiLKJhakCoNKLLhr2mjUVpVh6dp6XF1biVpFwSY/vb59vwNX11Zi6dr6yDL581kTqjC8vADDywvQ1ObDvCmj4go8uYn+0rXfYP7U0XHFrzzmtn2tuHvaGKzYsDdmvdxo/Kh+FsyeWBVXlEbPSd5W+SBSkcWARReOjXuNW/e1qs4p0ThEREQ9lRwd2tE/ojcUO+r383a2juJT9gnIjfGdXhElVgN8YjCmSb5GA+i1GjQ7fbAadTBoNTjk8sGkD/chFULVvgTgkNMHq0kLq16H9qjG+CadBl5FH1LlcSCE3laP7kOaqJF7i8sPp0+EyxeINMFvdftgNaZuSt7q8qGhzYtWd6iRfUwf0qAEV7i3KZubExFRbyHXEVmh0aK8vJzxoR3EgpSIiIj6pGxFhwKMD+0sPtSUwMFmF/xBKRLrGZSAdo+IQpMORp0GohSKB5UQ+iMAoaukTh/MBi3Mei10GgEuMQCHS4TVqIXZoIVWENDmFeHyBmAz62DQaSAGJWgFAaXW0JXHxvZw1KdZH0lGir4C6vQFUGzWo6LQGFmn3Cd6nILwFVw5tanAqIPTK6LVHXuMdKkdT9nbNNn6jo5LucfvARH1RQZLIYwFnbuwJfrin/Og9LEgVXGwyQmXBCx89UtccvJQPLmuXjVh6aF3v8KFJwzCvz7ahUtPHoplH4c+Rqc1efxBXLdsA1y+AGrtZfj1hOG4+ulP4fKFWjXVVpVh9kQ73L4AGtu9ePi9upi+oKdVleHuC0ZjX6sHDyma39eG19356la8u60BAGAxaLF0xon426rYcaJTm34wpBgzqitx/bMb4fIFMkpf2tfixpzlm7BmZ+wc5f1Tre/ouJR7/B4QEVG+8C17hb3NLkhBCXNXbMZxQ0oSphXVhAu8p9bVR7YbF/UxOq1pX6sHi1fVAYhNTpLV2stw7pgjIAGYu2JL3LHunTYar23ej7UJ5nF81HjJEpaUSVLR80gnfanV5cOsZzfGFCyy06rK8MDFx+GmF75IuD7R+KnGZSpU7vF7QER9UbaSmgCmNXUWn7JXaPOIaPcFsCaccJQsYanCZozZLvojcDitSf5aXhb9NQCsqWtERTjVSU2FzaRajMrziB4v2ZyVc4veL530pcZ2n2rBIu/f7Ey+PtH4qcZlKlTu8XtARET5xLfsFTJJapITkpSJTYmSmzJdlu48Uh0v3W1TpS8lSnU6vF5Muj7R+KnGZSpU7vF7QERE+cSCVCGTpCY5IUmZ2JQouSnTZenOI9Xx0t02VfpSolSnw+uT/zglGj/VuEyFyj1+D4iIKJ/4lr1CoUmHAoMWtVWhBKZECUhyclJtOAmpWvEROJzWJH8tL4v+GgjdQ9oQTnVS0+DwoDbJPKLHSzZn5dyi90snfSlRqpO8f4k1+fpE46cal6lQucfvARER5RMLUoVBJRaYANx1/mhs3+/AzOrKuAJPTlh66bO9mFlTia37WjGz+vDH6LSmAUVmLF1bDyBUeM6aUBX5Ggg/ZX+mHQOLzbBXFMQlJp1WVYYaexlmqSQx1VaV4Z5pY7BjvyOybOnaesyeWJUwXWrp2vrIA1nyPNJNX5JTnZSFi7x/f5sp6fpE46calw/T5B6/B0RElE98yj4B1T6kXhEFRh1MOg38UhAI/Q9AVB/ScFqTWa+FXu5D6hYPpx9F9SEtNId6mgaCEjSKPqTKNCZlElORSh/S6H2ix5GTpOTUpgJTqA+pwx2f+JSOZIlR6azv6LiUe/weEFFfItcR5971Yqcb4wf8Xqy86VyG9XQQC1IiIiLqk7IaHQowPrQT+FBTAvuaXRCDEtxiABoNYNJo0e4LwOH2o8ish8WghS8YgBYaNDm9KDCGlnnFAAIS0OYOpzPpQw8+yduY9VoccnphCV+1POTywWY6fLVTlkliTi7SdZjYQ0REfUU2okOBw/GhoiiyIM0QC1IVe5qc8AYkLHp9K2b8sBKD+plx84rNcWlNCy8Yjb+++xUmH3ckfvWvDXh4+jg8sroOa6K2C91LGkpsumLpevxgSDFunzwKlz3xEUYcUYiZ1ZX4+ZJPMH5oCe7rQNpRLtJ1mNhDRER9STaiQwHGh3YGH2pS2Nvswnetbiz4zxaMHFiE0kIDbn15S1yz+bV1Tbj95S24qmYYnlxXj/suHIvFimIUCDWgX7y6Dvtb3biqphJr65qw8NUvcd+FY7GurglPrqvHVTWVWLOzETcv34QDDk9cMQiEmpPfvHwTWl2HG5S3unxpb5uuXIxJRERElAwLUoU2jwirURdJYJIgJE1r0mk1WBdObUqWkBSd2CSnPMnr5OWZph3lIl2HiT1ERETU1fiWvYLD7Ucw/JiXVwyizZ0iwSa8Xk5tSkSZihS9ffS6TNKOcpGuw8QeIiIi6mosSBVsZj3EYKhANOo0KDSnSLAJr5dTmxJRpiJFbx+9LpO0o1yk6zCxh4iIiLoa37JXKAz36JQTmARIqEmSkiQGgqgOpzYlS0iKTmySU57kdfLyTNOOcpGuw8QeIiIi6mosSBUGlVhwZJEZd0wdje37HGhq8+GuC0bHFaWhp+zHYOnabzCzuhJzlm/CrAl21YSk6MQmOeVpzvJNMelJtR1IO8pFug4Te4iIiKirsTF+AtF9SLUawBjuQyon2FgVfUitxtCySB9STzidKaoPqdWoh0WvxSGXFxZDqA9ps8uHwiR9SNNJzMlFug4Te4iIqLfLZlITAAREH1b+7hy4XC6YzWyTmAneQ5pAEIAzqgDV6iTotECRWQ9BALxiABIArSZ036lZp4U3GIBJp4UnGIob1WsFaDUC2r0iACG0XyCIQpMeRq0G7T4Rgaj/HGh1+dDk9EEMSpAgARJg1GtxyOWDGAzCIwbR32aKm2uRJXmxGN3kvsish9WoQ7tHRLvXj2KLAT4xiHavGNMAP9WYREREvcXrt12UtbHK+x8BnY7lVaZ4xlTsanJirkoj/Nsnj8JD736FC08YhGUf78blpwzFvz7ahT9MGol739iGP0w6BotX78SvzrDjthWb8YdzRuLJdfUx48hv0z/78S5MP3korn92IwBg6YwT8cQH3+CSk4dg2ce7cOnJQ+P2rbGX4p5pYzCk1Jr2a4lucm8xaPHQ9HF4cl09Nu5uwUPTx+H+t3bEHIMN8ImIqK/JRlJTwO/FKzefj7qvdjClqQP4lr3C3mYX5izfpNpTtCZcTD61rh7HDSnBF7tbcNyQYnyxuxkzqivx5Lp63DF1FBb850vcMXUU5v/nS9Vxqu2lGDekBBt3N2PckNAvgPx59MdEc3jwp8erXilVanX5MOvZjZG+orMm2iPjRn+udFpVGR6ePo5XSImIqFeT64ip978Kc1G/To0l+rxYPnsC367vID7UpNDmEZM2wq+wGSNN89fUNYY/hpavrWuCGJAiH5M1yh83uDjyMfrz6I+J5tDsTK85vbLJffS4yY7BBvhERETUlfiWvYIjRSN8uaG93Mxe/igvlxvlpxpHuX+iZapzTNE8//B2sXNQO1YibIBPREREXYUFqYItRSN8uaG93Mxe/igvlxvlpxpHuX+iZapzTNE8//B2sXNQO1YibIBPREREXYVv2SsUmnRJG+E3OLyRpvm19rLwx9DyGnspdFoh8jFZo/yNe1oiH6M/j/6YaA4l1vTu7VQ2uY8eN9kx2ACfiIiIuhILUoVBJRbcPW2MaiP8eVNG4aXP9mJmTSW273fg6trQx9unjMLyz/bg7mlj8MQHX2PhBWNw3b82YGZ1Zdw48lP22/a1RpriL11bj9kTq7B9vwMzqyuxNbxOWTDKT9mn80ATEN/kfuna+sic5M+Vx2ADfCIiIupqfMo+gb3NLrR5xEgfUpNOA38wCEkCBAEQEOpVatBo4AsGYQn3HzVpQh9b2kXYLDqYdVo4vSKcvgAKjDpoNaF+pHIfUqc3gCJzqDE+ADQ5fQgEJQTD35agBLR7RRSadCixGNIuRqNFN7m3RfUhdXr9KDIb4AsE4fSKbIBPRER9Cp+y7z54D2kCg0osnRugvGO75aIYVGty3z+79TsRERFRh7EgTWB/swuBoASnPwCHW4TVqIU5HAN6yOWD1aCDUaeBLxCEIISvlAaCkSuaBSYdNAAkAUD4GrQkARoNYNJp4RYDEKTQVVaPT0SJ1aiamERERES5Jfo88HvcnRoj4PcCANxuN3Q6HZvjZ4hv2avY2+SEKEm4/eUtWKNIWZo1wQ6PP4jrlm3A+CElmDXRDo8/AJNeg8Wr6uK2n1ldGUleWvbxLsyZdAz+8u4OXDh+cExikjKViYlJREREuSXXEVmj0QLBACqOGIC9u3exKM0AC1KF0L2jftzz2raY4lJWbS/FeWMGYF+rB4tX1aHWXopzxwyABGDuii2q20cnMH2+uzn0MFO4AGViEhERUX7IdUQ2okMBQNBqIQUDePnGSbyXNEN8yl6hzSNCgqBajAKhlKX+NhPGDS4GgHBKkynhw0bKBCY57YmJSURERN2DwVIIY4Gt038MZiu0emO+X06PxHtIFVIlLAHxKUepUo8SpTqlsy8Tk4iIiKi3Y0GqYDPrkeoeBmXKUarUo0SpTunsy8QkIiIi6u34lr1CoUkHARJqoxKOolXbS3HA4cHGPS0AEE5p8uCAw5Nw++gEJjntiYlJRERERCEsSBUGlVhQaNBh4fmj4orS0FP2VRhQZMbStfWotZdh1sQqDCw2Y3i5FbX2+O2jk5e27mvFvHCqk5ySxMQkIiIi6uv4lH0Cyj6kFqMWlqg+pBaDDqZwH1IglLzkCwQRkACnV0SBUQeNIEAK3wAghf9P0ADmSB9SAUFJgscfQImFiUlERERdKZtJTTImNnUM7yFNIAjENMU36bQQAGg1Aix6Ldo9IjRmHax6LZqcXgR0ocb5JUYdBhaZ0NjugyMc1ZmtJvdyBGiycdPZhoiIiKg7YUGqYleTE7et2KzaFF8rCHD7A7j2mQ1w+QKorSrDneePwhVLPkFV/wLMPfcYLPjPlzH7ZqPJ/b4WN+Ys34Q1OxsTjpvONkRERETdDd+yV9jb7MItyzclbYovAPgu3BgfAGrtZfj9pBF4e+uBnDS5b3X5MOvZjTGFpnJcACm34ZVSIiKiw+Q64ty7XsxKY3wgFCG68qZz+ZZ9hniFVKHNIyZtin9VdSUAoCKqEf6aukbcoj0G4wYXR4pUJbnJfUeKwsZ2n2qhGT0ugJTbsCAlIiKK9/ptF2V1PI1Ojx58vS8vWJAqpGqMn6iRfZvbn7Mm944U+7V5/Cl7p7LBPhERkbpsRYcCoSukr9x8PgRByMp4fQULUgWbOXkj+kSN7AvNerR7xaT7drTJvS3FfumMywb7RERE6uTo0GwQfd6sjNPXsA+pQqFJF9dPVCY3xW+IaowPhO4hFQPBSON7NZ1pcl9WYMBpCRr1y+Omsw0RERFRd8SCVGFQiQV3TRudsCm+vbwAA4tDjfEBoLaqDAsvGI3rntmArftaMX9q/L6dbXJfZDFg0YVj4wrO6HHT2YaIiIioO+JT9gl81+xCu1eMNMU36bTQCqE+pO0+Ee2eAArNOhTotWhyeaHThhrnFxh1MOg0aGz3oc3jz2qTe7nHaLJx09mGiIiI2Bi/O8n4HtJNmzapLhcEASaTCUOGDIHRaOz0xPLtyBJL2tsOKrXGLctFEShfCe3sNkRERETdScYF6fHHH5/0yTG9Xo+f/exneOyxx2AymRJuBwCPPvooHn30UXz77bcAgFGjRmHevHk455xzMp1W1u2NukJaYAylMBk1AtrEAFpdfhSZ9TBoNWh2+VBg1KO/zZiyEJSvXrZ7/Si2GOATg2j3irCZ9Sgw6uD0imh1M2GJiIiI+paMC9IVK1Zgzpw5+P3vf4+TTjoJAPDJJ5/gwQcfxB133AFRFHHzzTfjtttuwx//+MekYw0aNAiLFi1CVVUVJEnC008/jfPPPx8bN27EqFGjOvaKsiBZUpPHH8R1y0IpTdX2UsysrsTlSz7B+KEluC9JIpKcovTZrmY8NH0c7n9rR0wD/Rp7KWZUV+L6ZzfC5QswYYmIiIj6jIzvIT3ppJOwcOFC/PjHP45Z/tZbb+H222/HJ598gpdffhm/+93v8PXXX2c8oX79+uGBBx7A1VdfnXLbfCU17YtKaaq2l2LckBIsXlWH2qoyLFZJRIpOWpo10Z4wzSl6LIAJS0RERLmUy6SmpqamjO4h1el00Ov7bovGjK+Qbt68GUOHDo1bPnToUGzevBlA6G39/fv3ZzRuIBDACy+8AKfTiVNPPVV1G6/XC6/3cH8vh8OR0THSkU5SU/+olKbo9KY1CRKRopOWkqU5RY8FMGGJiIgomxLVEdlOaoJGi9JS9TaQiVQcMQB7d+/qs0VpxgXpyJEjsWjRIvz973+HwRAqlPx+PxYtWoSRI0cCAL777jv0798/rfE2b96MU089FR6PBwUFBVixYgWOPfZY1W3vvfdeLFiwINMpZ6QjSU3Ry9QSkaKTllKlOSnXM2GJiIgoOxLVEdlMagIAQauFRpt+iRXwe/HyjZMgiiIL0nT97W9/w9SpUzFo0CCMHTsWQKioDAQCePXVVwEA33zzDX7961+nNd6IESPw+eefo7W1FS+++CKuvPJKvP/++6pF6S233IIbb7wx8rXD4cDgwYMzfQlJdSSpKXqZWiJSdNJSoqSnROuZsERERJQdieqIbCY1UcdkXJD+8Ic/RH19PZ555hl89dVXAICLL74Yl156KQoLCwEAP//5z9Mez2AwwG63AwDGjx+P9evX469//Ssee+yxuG2NRmPOW0qFkppKE95DesDhwb5WT8wyObWpNkEikpyi9MHORmzc04Jqe2nCe0ijE6CYsERERJQ9XVFHUMd0KMu+sLAQv/rVr7I9FwBAMBiMub+jq4WSmsbgthVbsKauMbJcTmry+AO467VtkWUzw0/G11aV4f4EiUhyitLNyzdh6dp6PDR9HAAkfMoeYMISERER9R0dSmrauXMnVq9ejYaGBgSDsfc8zps3L+1xbrnlFpxzzjkYMmQI2trasGzZMtx333146623cPbZZ6fcP5dJTXIf0rZwUpNF0YfUZtLDqAv1IbUadTjCZkq7D6nT60eR2QBfIAinV0ShSY8CU6gPqcPNhCUiIqKukIukpo5gulMHrpA+/vjjuPbaa1FWVoYjjjgipkm+IAgZFaQNDQ244oorsH//fhQVFWHs2LFpF6O5NijNpKbK1JtEMEWJiIiIKF7GBeldd92Fu+++G3PmzOn0wZcsWdLpMXJlb7MLbZ7QFUubWY8CgxYIBiBotJCCEpyBIFxeEaUFxpjEpWQJS/IVUoeHaUxEREREsowL0ubmZlx88cW5mEu3savJibkrNsfd43nXBWPwysa9mHr8ILQ6vXD6g3jwna9itkuUsCQnNcn9SJNtS0RERNSXJO9BpOLiiy/G22+/nYu5dAt7m11xxSgArK1rwm0vb8YF4wbhtpc344hiC5aurY/b7oOdjbh5+Sa0unyRZa0uX1wxmmhbIiIior4m4yukdrsdt99+Oz766COMGTMmroHr9ddfn7XJ5UObR1RtyQSEitJ2XwBr6prg8gWwNsF2yoSl6KSmVNsSERFR1xJ9Hvg97vR3EISYZ2g6K+DPX3eh7iLjgvTvf/87CgoK8P777+P999+PWScIQo8vSFMlNbWF17el2i4qYcmRIm2JaUxERET5k/Xo0A6oOGIAdLoOdePsFTJ+5fX19bmYR7eRKqmpMLy+MNV2UQlLthRpS0xjIiIiyp9MokMDfi9eufl8NDU1ZbVFk06n67OxoUAHG+P3ZoUmHWrspapvx9fYS1Fg0KLWXgpL+KNaopMyYSk6qSnVtkRERNS1MokOFX2ht9fNZnOf7RmaC2kVpDfeeCMWLlwIq9UakwGr5k9/+lNWJpYvg0osuHvaGNy6YnNMUVpjL8Xd08bg5Y17cde0Mfi+xYWZNZUIAnFP2SsTlqKTmj5QPGXPNCYiIiLq69IqSDdu3Ai/3x/5vLcbWmrFogvHos0jos0TSk4qMGghBQOYNm4QpKCEIqsRBq+Iey4YE5O4lChhaWCxGQ9PH4fGdl9kTKYxEREREaVZkK5evVr1895MAGDUaRA06NDuEaERAINWg4Y2DwqMelgMWui1gEYAAkEJ/oAEXyCI7x0eHGz3orzAGFdsMqmJiIiIKF7G95BeddVV+Otf/4rCwsKY5U6nE7Nnz8bSpUuzNrl82d3kxHctbixeXRfzdny1vRQzqytxxdL1+MGQYtx1wRjc+8Y2vL7lQNw2i97YjjvPH82m90REREQpZNwY/+mnn4bbHd+ry+124x//+EdWJpVPe5tdWFvXGFeMAqF7RZ9cV4+raiojjfIvHD9YdZuRA2xsek9ERESUhrQLUofDgdbWVkiShLa2Njgcjsif5uZmvP7666ioqMjlXLtEm0dEf5spYXP8dXVNGDe4GECoUX6FzZhwG7npPREREREllvZb9sXFxRDCyQRHH3103HpBELBgwYKsTi4fHG4/vGIw6TbR69s9gaTbsOk9ERERUXJpF6SrV6+GJEmYOHEili9fjn79+kXWGQwGDB06FAMHDszJJLuSzaxHu1dMuo1Rd/jCcoFJm3QbNr0nIiLq3tKKDg1flGPMZ26kXZCefvrpAEJJTYMHD4ZGk/Htpz1CoUmHBocH1fZS1bftq+2l2LinBUCoN2mDI/4HU96GTe+JiIi6v0yjQ/t6zGcuZHw2hw4dCgBwuVzYvXs3fL7YeyTHjh2bnZnlyaASC6rtZTiqzAoAqk/ZX//sRtTYS3HXtDG4/41tMfvL2/z7k91sek9ERNQDpIoOVcaF9vWYz1wQJEmSMtnh4MGDmDlzJt544w3V9YGA+j2VueBwOFBUVITW1lbYbOlFfqXru2YXvGIQbn8ALl8ANpMOBq0GTU4vrEY9rAYtfMEAjBotnL4A2rwiCow6aARAqxFU+5ASERFR9yHXEVPvfxXmon4JtxN9XiyfPQEul4txoTmS8RXSG264AS0tLfj4449xxhlnYMWKFThw4ADuuusuPPjgg7mYY14cWWJRXV5ZXtDFMyEiIiLq3TIuSFetWoWVK1fihBNOgEajwdChQ3H22WfDZrPh3nvvxXnnnZeLeXa5yBVSX/gKqVmHQr0WAUhwi0EYNBp4A0E4PGLk6qk/GIROo4lcVS0262Ez6+H0imh1+2Ez61FmPZzW1OryobHdB4cnfh0lx3NHRETUe2RckDqdzki/0ZKSEhw8eBBHH300xowZgw0bNmR9gvmQKKmptqoMd50/Gl6fiGZ/EDOf+hQuX+gWhbNGVuDmc0fi9pVbYvexl2FmzVGYtWwjXL4ATqsqw30XjoUEYM7yTVizszGy7WlVZVh04VimO6Wwr8XNc0dERNSLZPyo/IgRI7Bjxw4AwHHHHYfHHnsM3333Hf7v//4PAwYMyPoEu1qypKY1Oxtx28ot0Ol0+PqgE1fVVEbWjRxowx3/+TJ+n7pGPLm2PrLtBzsb8d+vDmLOi7EFlbyO6U7Jtbp8ccUowHNHRETUk2V8hfQ3v/kN9u/fDwC44447MGnSJDzzzDMwGAx46qmnsj2/LpcqqWnNzkZIAPrbTOhvM0WWjxtcjMWr6tT3qWvCjOrDxWtFoRFr6hpVt5XTnfj2s7rGdl9cMSrjuSMiIuqZMi5IL7/88sjn48ePx65du7B9+3YMGTIEZWVlWZ1cPqST1NSmsk0m6U4px2e6U0KOFOeG546IiKjnyegte7/fj+HDh2PbtsO9Ny0WC37wgx/0imIUCCU1RScxqSkMbxO9Xap9MtmW6U6J2VKcG547IiKiniejglSv18Pj8eRqLt1CdFKTmtqqMggADjg8kcQmANi4pwU1ifaJSncCgIY2L06rUi/gme6UXFmBgeeOiIiySo4OVf3j9TAutAtk3Bj/nnvuwVdffYUnnngi77FZuWqMn+ope4fbC5dfwsyn1iuesj8Gd/wn9VP29184FkEANy/fhA8UT4rfd+FYDOCT4knta3Hz3BERUafJdUQ6Ko4YgL27dzGhKUcyLkinTZuG9957DwUFBRgzZgysVmvM+pdeeimrE0ymy5KavPF9SPUaDXyBINo8IgpV+pC6fQEURfUhdbj9KDTpUVYQ34e0zRO/jpLjuSMios6S64hE0aHRkaGFhYUsRnMo40ucxcXFuPDCC3Mxl24lUVJTNhVZWER1FM8dERFli8FSCGNB/IUt0Rd6q95sNrMYzbGMC9Inn3wyF/PodvY1uyAGJbj8AbS5RViNWph0WggCoNMI8AQCCIQfltcIgF6jQZvHhyKLET4xiHavqJogxIQhIiIiolj5vQm0m9rT5IQ3EMSC/3yJNVH3g1bbSzFrgh0aASgrNGJ/qwdPfViPS08eiuWf7cENZ43A3BWbY+4hjU4QYsIQERERUbyMk5p6u73NLnzX6o4rRgFgXV0TFq+uw9cHnfjkm0Mw6AUcO7AIT66rx0XjB+POV+OTmuQEoQMODxOGiIiIiFSwIFVo84iwGnVxxahsXV0T+ttMqLCZYDXqMG5wMdbVNaHCZkyY7vTBzkY0O1MnDBERERH1RXzLXsHh9iOYou+AnLTU7gnEfJ50XI+YdD0ThoiIiKiv6tQV0t7YJN9m1qPApE26jZzSVGDSRlKXUu1jMyWv/ZkwRERERH1VxgVpMBjEwoULceSRR6KgoADffPMNAOD222/HkiVLsj7BrlZo0sHpFVGbIHWp2l6KAw4PGhweOL0iNu5pQbW9FA0Ob8KkptOqylBiZcIQERFRdxSX1OT1QPR5mdDUhTJujH/nnXfi6aefxp133olf/vKX2LJlC4YNG4bnnnsOf/nLX/Dhhx/maq5xctUYP/KU/StbY+77DD1lXxV5yv67Q+64p+yVDzZFJwgxYYiIiKj7SCepiQlNXSPjgtRut+Oxxx7DmWeeicLCQnzxxRcYNmwYtm/fjlNPPRXNzc25mmucXCY1xfQh9YiwGEJ9SDUCoNUI8Kr2IfWjyGyALxCE0yuqJggxYYiIiKh7UEtqik5nMpvN0Ol0LEa7QMYPNX333Xew2+1xy4PBIPz+3vVgTiAoAZBQZjXAIwbR5PTCZtLDbNDC6RFhNoQiQz1iEA63LxQhqtOg2KJHoyDA4fEDQmgsuejMdcIQG+8TERFlJjqpKTqdyWzmu5ddJeOC9Nhjj8WaNWswdOjQmOUvvvgixo0bl7WJ5dPuJif2tbjx9Iff4oazRuC2lVti3oavsZdi3pRR+L7Fg8fWfB2zrraqDLMm2DHzqfVw+UJP3ndV83s23iciIqKeKOOCdN68ebjyyivx3XffIRgM4qWXXsKOHTvwj3/8A6+++mou5til9ja7sK6uEa9u3o+rqitVm92vrWvCna98iVkT7XHr1uxsBCQJV9VUYvGqOgCHm98/PH1czq5Wtrp8SRvv5/LYRERERJ2R8VP2559/Pl555RW8++67sFqtmDdvHrZt24ZXXnkFZ599di7m2KXaPCIqbKaUze7X1jXBalSv59fUNWHc4OKYZbluft/Yzsb7RERE1DN1qDF+bW0t3nnnnWzPpVtwuP1pN7tPtl4eI1oum987UozNxvtERETUXWV8hXTYsGFoaoq/atjS0oJhw4ZlZVL5ZDPr0252n2y9PEa0XDa/t6UYm433iYiIqLvKuCD99ttvEQjEXxn0er347rvvsjKpfCo06dDg8KZsdl9jL4XTqx4HWmsvxcY9LTHLct38vqyAjfeJiIioZ0r7Lfv//Oc/kc/feuutmEaygUAA7733Ho466qisTi4fBpVYUG0vRWW5FU//rx63Tx6Fha9+ibUJnrKvsZfGrIt+yl4mN7/P5UNFRRYDFl04NmHjfT7QRERERN1V2o3xNZrQxVRBEKDcRa/X46ijjsKDDz6IyZMnZ3+WCeS6Mb5XDMIbCMCo1cIjBiPN7C0GLZqdXpgMOhjDfUidXhEFJh2Kwuvz1fyejfeJiIjSI9cR59714uHG+KIPK393DlwuF/uQdqGMk5oqKyuxfv16lJWpvz3clXJZkBIREVHvlig6tLz/Efhuz24mNHWhjJ+yr6+vz8U8up29zS60K+4RlSSEI0FDCU0aAIJGQJtXhMsbQJFFj/6FRl6RzCEmURERUbbJ0aFybGjdVztYjHaxDrV9cjqdeP/997F79274fLH9La+//vqsTCyfdjU5cecrX2L6yUOx7ONduPTkoXhyXX1MT9KzjqnAzeccgwUrNmON4h7S+5iMlBNMoiIiolyQo0Pl2FAWo10v47fsN27ciHPPPRculwtOpxP9+vVDY2MjLBYLKioq8M033+RqrnFy8Zb93mYX5izfhHFDSrBxd3Pko7JB/qyJdtXlQKgoXcxkpKxqdfkw69mNqs3/T6sqYxIVERFlTK4jpt7/KsxF/SD6vFg+ewLvH82DjNs+/fa3v8WUKVPQ3NwMs9mMjz76CLt27cL48ePxxz/+MRdz7FJtHhHrwklL0R+VEi0HQvGhTEbKLiZRERER9V4ZF6Sff/45fve730Gj0UCr1cLr9WLw4MG4//77MXfu3FzMsUs53KFEIzlpSS1xKdlyGZORsotJVERERL1XxgWpXq+PtICqqKjA7t27AQBFRUXYs2dPdmeXBzZz6L4ROWlJLXEp2XIZk5Gyi0lUREREvVfGBem4ceOwfn2o6fvpp5+OefPm4ZlnnsENN9yA0aNHZ32CXa3QpENNOGmpOuqj0sY9LQlTnGqZjJR1TKIiIiLqvTIuSO+55x4MGDAAAHD33XejpKQE1157LQ4ePIi///3vWZ9gVxtUYsHd08Zg275WzKyuxNbwR2VRun2/A/OnjkatPbZIqq0qw/1MRso6OYlKWZQyiYqIiKjny/gp++4kl43xlX1IBQDBcB/SAlMooSmuD6lZj/429iHNJSZRERFRtvAp++6jQ31I+4JBJZZ8T4FUFFlYgBIRUXaJPg/8Xg+CIju25EvGBem4ceMgCELcckEQYDKZYLfbMWPGDEyYMCErE8yXvc0utHlEONx+FJn1sBq0cIkiIAmQEGoPVWjUwaDToNXtg81siEsNYqoQERFR9/f6bRdFPq84YgB0Ol6v62oZn/FJkybh0UcfxZgxY3DSSScBANavX49NmzZhxowZ2Lp1K8466yy89NJLOP/887M+4a6wq8mJuSs2x/QZrbGXYuEFo3H3q1vx7vaDkeXV9lLMrK7EZU98ghOGlkRSg5gqRERE1DOcfetTeOfuGWhqakJhYSGTmvIg44eaGhsb8bvf/Q5r1qzBgw8+iAcffBAffPABbrrpJjidTrz99tu47bbbsHDhwlzMN+f2NrviilEAWFvXhNtf3oKRA4tilq+ra8KT6+pxVU0lPtjZiJuXb8IBhyeuGAUQWd/q4lsCRERE3YXBWggAMJvNLEbzJOOC9Pnnn8f06dPjll9yySV4/vnnAQDTp0/Hjh07Oj+7PJCTmtSsDSc3Ka2LWv7BzkY0O5kqRERERJSujAtSk8mE//3vf3HL//e//8FkMgEAgsFg5POeRk5qSiSd5CaHR1TdRsZUISIiIqLDMr6HdPbs2fjVr36Fzz77DCeeeCKA0D2kTzzxRCQ69K233sLxxx+f1Yl2FTmpKZF0kptspuSnlalCRERERIdlXJDedtttqKysxOLFi/HPf/4TADBixAg8/vjjuPTSSwEAv/rVr3Dttddmd6ZdRE5qWqvytr2c4KRUHbX8tKoylFhDqUIfqLxtz1QhIiIiolgZv2UPAJdddhk+/PBDHDp0CIcOHcKHH34YKUaB0E3BPfUtezmpSRkLGnrKfgy273PELJefsl+6tj6SGtTfZmKqEBEREVGaOpTU1NLSghdffBHffPMNbrrpJvTr1w8bNmxA//79ceSRR+ZinqpyndTU5hEjiUAFKn1IC4w6GOU+pCZDXGoQU4WIiIi6L7mOOO+e5Xht7oVMaMqjjN+y37RpE8466ywUFRXh22+/xS9+8Qv069cPL730Enbv3o1//OMfuZhnlzNqNQgatDDrNJAA+IMSdIIWnkAALm8ANrMOFr0WkCQUGPVwePyhfFEgUnQyVYiIiIgotYwL0htvvBEzZszA/fffj8LCwsjyc889N+Zt+55sb5MT3mAQh9p9kCQJEkI59otX18W0hKqtKsPC80fhqqfWY0+zGwCb3xMREfU0oteT7yn0eRm/ZV9UVIQNGzZg+PDhKCwsxBdffIFhw4Zh165dGDFiBDyervum5uIt+wMOD+ob2/HNQScEAPLJeW3zftX+pLX2Uvx+0khMXbwusuy0qjI8PH0cr44SERF1Y3IdAQAanR5trS2wWCx5nlXflPFDTUajEQ6HI275V199hfLy8qxMKp+anT5YjTr0t5lQYTOhf/hPomb5a+qaoNPGnkY2vyciIuo5zr71KQRFPwRByPdU+qyMC9KpU6fizjvvhN8fau4uCAJ2796NOXPm4MILL8z6BLuawyOi3ROAVwzG/EmmTaWZPpvfExER9QxydCjlT8YF6YMPPoj29nZUVFTA7Xbj9NNPh91uR2FhIe6+++5czLFL2Uw6FJi0MOo0MX+SKVRpps/m90RERETpyfihpqKiIrzzzjtYt24dvvjiC7S3t+MHP/gBzjrrrFzMr8uVWA2ob2xHgyN0L6x8D2m1vTThPaRiIPYKKpvfExEREaUvo4LU7/fDbDbj888/R3V1Naqrq3M1r7zpbzPB7w+gvNAYfsoekCBh1gQ7AKg8ZT8aP1/ycWQZm98TERERZSajglSv12PIkCEIBAK5mk+3MKjUioMOD/QaDYLBUNsnCcCdU0fDIwbg8gVQaNLBGu5DunTGiXB6RTa/JyIiIuqAjN+yv/XWWzF37lz885//RL9+/XIxp26h3NYzo0+JiIiIepqMC9LFixejrq4OAwcOxNChQ2G1WmPWb9iwIWuTy6dWlw/fOzyRiFAg9Na9SaeFViPgkNMLi1GP/oVGXhElIiIi6oSMC9ILLrggB9PoXva1uDHnxS+wJup+0Wp7KWZWV2LZx7vwy9phKC0w4tLHP8IxA2y4j8lMREREPZbo9eZ7Cn1exklN3UkukppaXT7MWrYRa+oa49ZV20sxbkgJNu5uxuQxA1BhM+Hqpz9FbVUZFjOZiYiIqEeJTmoq738EvtuzG3o92zbmQ8Z9SHu7xnafajEKhJ6wHze4GOvqmlBhM6HCZgQArGEyExERUY9W99UOFqN5lPFb9iUlJarRWoIgwGQywW63Y8aMGZg5c2ZWJtjVHCkSluTUJq8YRLvncLcBJjMRERH1XCxG8yvjgnTevHm4++67cc455+Ckk04CAHzyySd48803cd1116G+vh7XXnstRFHEL3/5y6xPONdsKRKW5NQmo06DApM2spzJTEREREQdk3FBunbtWtx111341a9+FbP8sccew9tvv43ly5dj7NixeOihh3pkQVpWYEBtVRnW7FS/h3TjnhZU20sjSU5AqEE+k5mIiIiIOibje0jfeust1ZjQM888E2+99RYA4Nxzz8U333zT+dnlQZHFgPsuHIvaqrKY5fJT9lv3tWLWhCqcUNkPc5ZvQm1VGe5nMhMRERFRh2V8hbRfv3545ZVX8Nvf/jZm+SuvvBJplO90OlFYWJidGebBwGIzFk8fF+lDajXqICDUh/S2846FLtyHdNkvTkF/G/uQEhEREXVGxgXp7bffjmuvvRarV6+O3EO6fv16vP766/i///s/AMA777yD008/PeVY9957L1566SVs374dZrMZP/zhD3HfffdhxIgRmU4r64osoQjQVpcPbW4/fEEJbn8Ah5w+FBh1sBp10GsE7G/14KuGdhSb9ahgk3wiIiKijHWoD+m6deuwePFi7NixAwAwYsQIzJ49Gz/84Q8zGmfSpEm45JJLcOKJJ0IURcydOxdbtmzB1q1b4xKg1OSiD2m071vccPoDaHB4sHh1HdZFNcqvtZfh1xOG4+qnP4XLF3ravraqjE3yiYiIeojoPqQulwtmM//9zpdu1Rj/4MGDqKiowPvvv4/TTjst5fa5LEhbXT5s+74N3xxsx2ub98cUozK5Uf7iVXWRZadVleFhNsknIiLq9liQdh8Zv2XvcDhUlwuCAKPRCIOh44VYa2srAETuRVXyer3wRsV7JZpLNjS2+2A1atHfZlItRoFQo/yrqitjln0QbpLPgpSIiKh76co6gjKT8VP2xcXFKCkpiftTXFwMs9mMoUOH4o477kAwGMxo3GAwiBtuuAHV1dUYPXq06jb33nsvioqKIn8GDx6c6fTT5vD40e4JRBrhJ6K2nk3yiYiIup9EdYSg1aEbvWHcJ2VckD711FMYOHAg5s6di5dffhkvv/wy5s6diyOPPBKPPvoo/t//+3946KGHsGjRoozGve6667Blyxb8+9//TrjNLbfcgtbW1sifPXv2ZDr9tNlMehSYtJFG+ImorWeTfCIiou4nUR0hBUTVFErqOhm/Zf/000/jwQcfxE9/+tPIsilTpmDMmDF47LHH8N5772HIkCG4++67MXfu3LTGnDVrFl599VV88MEHGDRoUMLtjEYjjEZjplPukLICA7Z970WDw4Nqe2nCe0g37mmJWXYam+QTERF1S11ZR1BmMr5C+r///Q/jxo2LWz5u3Dh8+OGHAICamhrs3r075ViSJGHWrFlYsWIFVq1ahcrKypT7dJUiiwFH9bPgpGGlmDXBjmp7acz6WnsZZk2owtK19YeXhZ+y5/2jREREROnL+Arp4MGDsWTJkri35JcsWRK5F6OpqQklJSUpx7ruuuuwbNkyrFy5EoWFhfj+++8BAEVFRd3iSbcjis1odflg1AhYeP5ouP0BuH0BFBh10GoE6DUCXrr2h2j3iihiH1IiIiKiDsm4IP3jH/+Iiy++GG+88QZOPPFEAMCnn36K7du348UXXwQQapT/s5/9LOVYjz76KADgjDPOiFn+5JNPYsaMGZlOLSfkBvlERERElBsd6kP67bff4rHHHotpjH/NNdfgqKOOyvb8ksp1Y3wg1I+0sd0Hh8ePIrMeVqMO7R7x/7d3/9E134cfx183uclNMokgJFTid/2mIZOhfqxNF2a2bt1oj5mSdW3HQXV0vl111W/Hsc6xqla7U9Ju6tcp2qnqnFDE/BgVETSoX6VCleQmRJD7/v7Rrzs3RIXkvpPc5+OcnLPcz9vN+/M28exHPp+33BcvKyo8RDHfIVgBAKiJeA5p9VGpD8bPyckp95FNVaGqg/TL/GI98162Nh44o4jQYL3ySKLmbzrsc4NT3zYxms7uTAAA1DgEafVR4ZuayiosLNSbb76pHj16qGvXrpUxp2qh4MIlb4xK0qh7W1wXo9I3D8L//XvZKrhwycY0AQAAarzbDtINGzZoxIgRaty4sV5++WXdd9992rJlS2XOzaozRZe8MSpJifHR5e7YdHV3JgAAAFRchW5qysvLU3p6ut566y253W4NGTJEJSUlWrFihTp06FBVc7TCXWa3pW/bsYndmQAAAG7PLV8hHTx4sNq2bavs7GzNmjVLX375pWbPnl2Vc7MqqsxuS9+2YxO7MwEAUDOxdah9txykH330kdLS0vTCCy9o0KBBCg4Orsp5WRdTJ1R928R4P9/5Rf51D8e/it2ZAACoudg61L5bDtLMzEwVFhaqe/fuSk5O1quvvqozZ858+y+soepGhGr6Q128UTov87BG9m6he8tEaV92ZwIAALgjFX7s0/nz57V48WLNmzdP27ZtU2lpqWbOnKlRo0YpMjKyquZ5Q/58Dmnh/z939OpzSAsvXlZkWIhi6vAcUgAAaiIe+1R93NFzSHNzc/XWW2/p73//u/Lz8/XAAw/ogw8+qMz53ZQ/ghQAANROBGn1cUfPIW3btq1mzJih48ePa+HChZU1pxqr4MIlfX66SDuPndPnXxXxbFIAAIBbUKk7NflbdbpCeu2uTlexixMAANUXV0irjzveqQnX7+p0Fbs4AQAAfDuCtBKU3dXpWuziBAAAcHMEaSUou6tTWeziBAAAUD6CtBKU3dWpLHZxAgCg+mrQsJGczgrtpo5KRpBWgrK7Ol2LXZwAAKjesj7doZAQLh7ZRJBWgrK7Ol3FLk4AAFR/xKh9XJ+uJE2iwzX7kUTvrk7s4gQAAHBrCNJKVDeCAAUAAKgo/skeAAAAVhGkAAAAsIogBQAAgFUEKQAAAKwiSAEAAGAVQQoAAACrCFIAABDQjDG2pxDwCFIAABDQHA6H7SkEPIIUAAAAVhGkAAAAsIogBQAAgFUEKQAAAKwiSAEAAGAVQQoAAACrCFIAAABYRZACAADAKoIUAAAAVhGkAAAgoLF1qH0EKQAACGhsHWofQQoAAACrCFIAAABYRZACAADAKoIUAAAAVhGkAAAAsIogBQAAgFUEKQAAAKwiSAEAAGAVQQoAAACrCFIAABDQ2DrUPoIUAAAENLYOtY8gBQAAgFUEKQAAAKwiSAEAAGAVQQoAAACrCFIAAABYRZACAADAKoIUAAAAVhGkAAAAsIogBQAAAY2dmuwjSAEAQEBjpyb7CFIAAABYRZACAADAKoIUAAAAVhGkAAAAsIogBQAAgFUEKQAAAKwiSAEAAGAVQQoAAACrCFIAAABYRZACAICAxtah9hGkAAAgoLF1qH0EKQAAAKwiSAEAAGAVQQoAAACrCFIAAABYRZACAADAKoIUAAAAVhGkAAAAsIogBQAAgFUEKQAAAKwiSAEAQEBj61D7CFIAABDQ2DrUPoIUAAAAVhGkAAAAsIogBQAAgFUEKQAAAKyyGqQbNmzQ4MGD1aRJEzkcDq1YscLmdAAAAGCB1SA9f/68unbtqjlz5ticBgAAACxy2vziAwcO1MCBA21OAQAAAJbxM6QAAACwyuoV0ooqKSlRSUmJ93O3221xNgAAoCahI6qvGnWFdNq0aapbt673Iz4+3vaUAABADVFeR7B1qH0OU01+FxwOh5YvX64HH3yw3DE3+i+b+Ph4FRQUKCoqyg+zBAAANVV5HZGXl6fY2FiLM0ON+id7l8sll8tlexoAAKAGoiOqL6tBWlRUpIMHD3o/P3z4sLKyslS/fn0lJCRYnBkAAAD8xWqQbt++Xd///ve9n0+YMEGSNGLECKWnp1uaFQAAAPzJapD279+fHyQGAAAIcDXqLnsAAADUPgQpAAAArCJIAQAAYBVBCgAAAKsIUgAAENC4wdo+ghQAAAQ0h8NhewoBjyAFAACAVQQpAAAArCJIAQAAYBVBCgAAAKsIUgAAAFhFkAIAAMAqghQAAABWEaQAAACwiiAFAACAVQQpAAAIaGwdah9BCgAAAhpbh9pHkAIAAMAqghQAAABWEaQAAACwiiAFAACAVQQpAAAArCJIAQAAYBVBCgAAAKsIUgAAAFhFkAIAAMAqghQAAAQ0tg61jyAFAAABja1D7SNIAQAAYBVBCgAAAKsIUgAAAFhFkAIAAMAqghQAAABWEaQAAACwiiAFAACAVQQpAAAArCJIAQBAQGOnJvsIUgAAENDYqck+ghQAAABWEaQAAACwiiAFAACAVQQpAAAArCJIAQAAYBVBCgAAAKsIUgAAAFhFkAIAAMAqghQAAABWEaQAACCgsXWofQQpAAAIaGwdah9BCgAAAKsIUgAAAFhFkAIAAMAqghQAAABWEaQAAACwiiAFAACAVQQpAAAArCJIAQAAYBVBCgAAAKsIUgAAENDYOtQ+ghQAAAQ0tg61jyAFAACAVQQpAAAArCJIAQAAYBVBCgAAAKsIUgAAAFhFkAIAAMAqghQAAABWEaQAAACwiiAFAACAVQQpAAAIaGwdah9BCgAAAhpbh9pHkAIAAMAqghQAAABWEaQAAACwiiAFAACAVQQpAAAArCJIAQAAYBVBCgAAAKucticAAABgU3FxsYqLi21Po9ZwOp0KCQmp2K+porkAAADUCC1atLA9hVqlUVxjHT92tEJRSpACAICANuhP7ykssr7tadQKpZdLtGLCAF25coUgBQAAuFXBTpecoS7b0who3NQEAAAAqwhSAAAAWEWQAgAAwCqCFAAAAFZViyCdM2eOmjdvrrCwMCUnJ2vbtm1W53Pi3AUd+qpIe04U6D+Hzyo3z60vz12wOicAAIDayvpd9osXL9aECRM0d+5cJScna9asWUpNTVVubq4aNWrk9/kc+/q8TuQX69V1B7Xp4Nfe1/u0idH/PthJzRp8x+9zAgAAqM2sXyGdOXOmHnvsMY0cOVIdOnTQ3LlzFRERoXnz5vl9LsfPXVDmwTPXxagkbTxwRn9YnqPjXCkFAACoVFavkF66dEk7duzQ5MmTva8FBQUpJSVFmzdvvm58SUmJSkpKvJ+73e5KnU/hxSuKjQq7Lkav2njwjAovXqnUrwkAAPyjvI4ovVKiK5dKyvtlqIDSy7e3jlaD9MyZMyotLVVsbKzP67Gxsfrss8+uGz9t2jS98MILVTYfd/FllVzx3HRM4cXLVfb1AQBA1SmvIz78n4cszKb2ahTXWE5nxRLT+s+QVsTkyZM1YcIE7+dut1vx8fGV9v5R4SEqKrn5FdDIsFvfBgsAAFQf5XVEXl6eoqKiLM6sdnE6nRXaNlSyHKQxMTEKDg7WqVOnfF4/deqU4uLirhvvcrnkclXd1l6RYU6ddl9U79YNbvjP9n1axygyrEY1PAAA+H/ldUR4eLjCw8MtzAhXWb2pKTQ0VN27d1dGRob3NY/Ho4yMDPXs2dPv82laL0K9W8dozPdbq3frBj7H+rSJ0f/+tJOa1ovw+7wAAABqM+uX+yZMmKARI0YoKSlJPXr00KxZs3T+/HmNHDnSynwSGnxHwUEOvfiTTiq+XKoLJaWKCncq0uVUE2IUAACg0lkP0qFDh+qrr77SlClTlJeXp3vuuUerV6++7kYnf7qL8AQAAPAbhzHG2J7E7XK73apbt64KCgr4YWQAAFAhdET1Yf3B+AAAAAhsBCkAAACsIkgBAABgFUEKAAAAqwhSAAAAWEWQAgAAwCqCFAAAAFYRpAAAALCKIAUAAIBVBCkAAACsIkgBAABgFUEKAAAAqwhSAAAAWEWQAgAAwCqCFAAAAFYRpAAAALDKaXsCd8IYI0lyu92WZwIAAGyIjIyUw+GwPQ3coRodpIWFhZKk+Ph4yzMBAAA2FBQUKCoqyvY0cIcc5uplxhrI4/Hoyy+/rJL/OnK73YqPj9cXX3zB/9ErEeta+VjTyseaVj7WtGqwrnd2hdQYo8LCQq6yVgM1+gppUFCQmjZtWqVfIyoqKmD/kFcl1rXysaaVjzWtfKxp1WBdb4/D4WDdqgluagIAAIBVBCkAAACsIkjL4XK59Pzzz8vlctmeSq3CulY+1rTysaaVjzWtGqwraosafVMTAAAAaj6ukAIAAMAqghQAAABWEaQAAACwiiAtx5w5c9S8eXOFhYUpOTlZ27Ztsz2lamHatGn67ne/q8jISDVq1EgPPvigcnNzfcZcvHhRo0ePVoMGDVSnTh099NBDOnXqlM+YY8eOadCgQYqIiFCjRo00ceJEXblyxWfMJ598om7dusnlcql169ZKT0+v6tOrFqZPny6Hw6Hx48d7X2NNb8+JEyf0y1/+Ug0aNFB4eLg6d+6s7du3e48bYzRlyhQ1btxY4eHhSklJ0YEDB3ze4+zZsxo2bJiioqIUHR2ttLQ0FRUV+YzJzs5Wnz59FBYWpvj4eM2YMcMv5+dvpaWleu6559SiRQuFh4erVatWevHFF3XtrQis6c1t2LBBgwcPVpMmTeRwOLRixQqf4/5cv6VLl6pdu3YKCwtT586dtWrVqko/X+CWGVxn0aJFJjQ01MybN8/s2bPHPPbYYyY6OtqcOnXK9tSsS01NNfPnzzc5OTkmKyvL/PCHPzQJCQmmqKjIO+aJJ54w8fHxJiMjw2zfvt1873vfM7169fIev3LliunUqZNJSUkxO3fuNKtWrTIxMTFm8uTJ3jGHDh0yERERZsKECWbv3r1m9uzZJjg42Kxevdqv5+tv27ZtM82bNzddunQx48aN877Omlbc2bNnTbNmzcyjjz5qtm7dag4dOmQ+/vhjc/DgQe+Y6dOnm7p165oVK1aYXbt2mR//+MemRYsWpri42DtmwIABpmvXrmbLli1m48aNpnXr1uaRRx7xHi8oKDCxsbFm2LBhJicnxyxcuNCEh4ebN954w6/n6w8vvfSSadCggVm5cqU5fPiwWbp0qalTp47561//6h3Dmt7cqlWrzLPPPmuWLVtmJJnly5f7HPfX+m3atMkEBwebGTNmmL1795o//OEPJiQkxOzevbvK1wC4EYL0Bnr06GFGjx7t/by0tNQ0adLETJs2zeKsqqfTp08bSWb9+vXGGGPy8/NNSEiIWbp0qXfMvn37jCSzefNmY8w335CDgoJMXl6ed8zrr79uoqKiTElJiTHGmEmTJpmOHTv6fK2hQ4ea1NTUqj4lawoLC02bNm3MmjVrTL9+/bxByprenmeeecbce++95R73eDwmLi7O/PnPf/a+lp+fb1wul1m4cKExxpi9e/caSeY///mPd8xHH31kHA6HOXHihDHGmNdee83Uq1fPu85Xv3bbtm0r+5SsGzRokBk1apTPaz/72c/MsGHDjDGsaUWVDVJ/rt+QIUPMoEGDfOaTnJxsHn/88Uo9R+BW8U/2ZVy6dEk7duxQSkqK97WgoCClpKRo8+bNFmdWPRUUFEiS6tevL0nasWOHLl++7LN+7dq1U0JCgnf9Nm/erM6dOys2NtY7JjU1VW63W3v27PGOufY9ro6pzb8Ho0eP1qBBg647b9b09nzwwQdKSkrSL37xCzVq1EiJiYn629/+5j1++PBh5eXl+axJ3bp1lZyc7LOu0dHRSkpK8o5JSUlRUFCQtm7d6h3Tt29fhYaGesekpqYqNzdX586dq+rT9KtevXopIyND+/fvlyTt2rVLmZmZGjhwoCTW9E75c/0C7fsBqj+CtIwzZ86otLTU5y92SYqNjVVeXp6lWVVPHo9H48ePV+/evdWpUydJUl5enkJDQxUdHe0z9tr1y8vLu+H6Xj12szFut1vFxcVVcTpWLVq0SJ9++qmmTZt23THW9PYcOnRIr7/+utq0aaOPP/5YTz75pMaOHau3335b0n/X5WZ/1vPy8tSoUSOf406nU/Xr16/Q2tcWv//97/Xwww+rXbt2CgkJUWJiosaPH69hw4ZJYk3vlD/Xr7wxtXl9Ub05bU8ANdfo0aOVk5OjzMxM21Op0b744guNGzdOa9asUVhYmO3p1Boej0dJSUn605/+JElKTExUTk6O5s6dqxEjRlieXc20ZMkSLViwQO+++646duyorKwsjR8/Xk2aNGFNAdwRrpCWERMTo+Dg4OvuYD516pTi4uIszar6GTNmjFauXKl169apadOm3tfj4uJ06dIl5efn+4y/dv3i4uJuuL5Xj91sTFRUlMLDwyv7dKzasWOHTp8+rW7dusnpdMrpdGr9+vV65ZVX5HQ6FRsby5rehsaNG6tDhw4+r7Vv317Hjh2T9N91udmf9bi4OJ0+fdrn+JUrV3T27NkKrX1tMXHiRO9V0s6dO2v48OF66qmnvFf2WdM748/1K29MbV5fVG8EaRmhoaHq3r27MjIyvK95PB5lZGSoZ8+eFmdWPRhjNGbMGC1fvlxr165VixYtfI53795dISEhPuuXm5urY8eOedevZ8+e2r17t8831TVr1igqKsobED179vR5j6tjauPvwf3336/du3crKyvL+5GUlKRhw4Z5/zdrWnG9e/e+7pFk+/fvV7NmzSRJLVq0UFxcnM+auN1ubd261Wdd8/PztWPHDu+YtWvXyuPxKDk52Ttmw4YNunz5snfMmjVr1LZtW9WrV6/Kzs+GCxcuKCjI96+N4OBgeTweSazpnfLn+gXa9wPUALbvqqqOFi1aZFwul0lPTzd79+41v/nNb0x0dLTPHcyB6sknnzR169Y1n3zyiTl58qT348KFC94xTzzxhElISDBr164127dvNz179jQ9e/b0Hr/6iKIf/OAHJisry6xevdo0bNjwho8omjhxotm3b5+ZM2dOrX5EUVnX3mVvDGt6O7Zt22acTqd56aWXzIEDB8yCBQtMRESE+cc//uEdM336dBMdHW3ef/99k52dbX7yk5/c8BE7iYmJZuvWrSYzM9O0adPG5xE7+fn5JjY21gwfPtzk5OSYRYsWmYiIiFrxiKKyRowYYe666y7vY5+WLVtmYmJizKRJk7xjWNObKywsNDt37jQ7d+40kszMmTPNzp07zdGjR40x/lu/TZs2GafTaV5++WWzb98+8/zzz/PYJ1hFkJZj9uzZJiEhwYSGhpoePXqYLVu22J5StSDphh/z58/3jikuLja//e1vTb169UxERIT56U9/ak6ePOnzPkeOHDEDBw404eHhJiYmxjz99NPm8uXLPmPWrVtn7rnnHhMaGmpatmzp8zVqu7JByprenn/+85+mU6dOxuVymXbt2pk333zT57jH4zHPPfeciY2NNS6Xy9x///0mNzfXZ8zXX39tHnnkEVOnTh0TFRVlRo4caQoLC33G7Nq1y9x7773G5XKZu+66y0yfPr3Kz80Gt9ttxo0bZxISEkxYWJhp2bKlefbZZ30eL8Sa3ty6detu+D10xIgRxhj/rt+SJUvM3XffbUJDQ03Hjh3Nhx9+WGXnDXwbhzHXbLEBAAAA+Bk/QwoAAACrCFIAAABYRZACAADAKoIUAAAAVhGkAAAAsIogBQAAgFUEKQAAAKwiSAEAAGAVQQoAAACrCFIAfjd48GANGDDghsc2btwoh8Oh7Ozsm75H8+bNNWvWrCqYHQDA3whSAH6XlpamNWvW6Pjx49cdmz9/vpKSktSlSxcLMwMA2ECQAvC7H/3oR2rYsKHS09N9Xi8qKtLSpUuVlpam9957Tx07dpTL5VLz5s31l7/8xTuuf//+Onr0qJ566ik5HA45HA7vsczMTPXp00fh4eGKj4/X2LFjdf78ee/x1157TW3atFFYWJhiY2P185//vMrPFwBwcwQpAL9zOp361a9+pfT0dBljvK8vXbpUpaWlat++vYYMGaKHH35Yu3fv1h//+Ec999xz3oBdtmyZmjZtqqlTp+rkyZM6efKkJOnzzz/XgAED9NBDDyk7O1uLFy9WZmamxowZI0navn27xo4dq6lTpyo3N1erV69W3759/X7+AABfDnPt3wYA4CefffaZ2rdvr3Xr1ql///6SpL59+6pZs2byeDz66quv9K9//cs7ftKkSfrwww+1Z88eSd/8DOn48eM1fvx475hf//rXCg4O1htvvOF9LTMzU/369dP58+e1atUqjRw5UsePH1dkZKRfzhMA8O24QgrAinbt2qlXr16aN2+eJOngwYPauHGj0tLStG/fPvXu3dtnfO/evXXgwAGVlpaW+567du1Senq66tSp4/1ITU2Vx+PR4cOH9cADD6hZs2Zq2bKlhg8frgULFujChQtVep4AgG9HkAKw5urPihYWFmr+/Plq1aqV+vXrd9vvV1RUpMcff1xZWVnej127dunAgQNq1aqVIiMj9emnn2rhwoVq3LixpkyZoq5duyo/P7/yTgoAUGEEKQBrhgwZoqCgIL377rt65513NGrUKDkcDrVv316bNm3yGbtp0ybdfffdCg4OliSFhoZed7W0W7du2rt3r1q3bn3dR2hoqKRvfn41JSVFM2bMUHZ2to4cOaK1a9f654QBADdEkAKwpk6dOho6dKgmT56skydP6tFHH5UkPf3008rIyNCLL76o/fv36+2339arr76q3/3ud95f27x5c23YsEEnTpzQmTNnJEnPPPOM/v3vf2vMmDHKysrSgQMH9P7773tvalq5cqVeeeUVZWVl6ejRo3rnnXfk8XjUtm1bv587AOC/CFIAVqWlpencuXNKTU1VkyZNJH1zpXPJkiVatGiROnXqpClTpmjq1KneYJWkqVOn6siRI2rVqpUaNmwoSerSpYvWr1+v/fv3q0+fPkpMTNSUKVO87xsdHa1ly5bpvvvuU/v27TV37lwtXLhQHTt29Pt5AwD+i7vsAQAAYBVXSAEAAGAVQQoAAACrCFIAAABYRZACAADAKoIUAAAAVhGkAAAAsIogBQAAgFUEKQAAAKwiSAEAAGAVQQoAAACrCFIAAABYRZACAADAqv8DKaJdtnepgyAAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Level 3 TASK 3\n",
        "Task: Price Range vs. Online Delivery and Table Booking\n"
      ],
      "metadata": {
        "id": "n_J7SniPByz0"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**1. Analyze if there is a relationship between the\n",
        "price range and the availability of online\n",
        "delivery and table booking.**"
      ],
      "metadata": {
        "id": "1rZsieBRCFFr"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**a concise summary of the plot titled “Proportion of Restaurants Offering Online Delivery and Table Booking by Price Range”:**\n",
        "\n",
        "**Price Range 1:**\n",
        "\n",
        "*   Few restaurants offer online delivery.\n",
        "\n",
        "*   No restaurants offer table booking.\n",
        "\n",
        "\n",
        "\n",
        "**Price Range 2:**\n",
        "\n",
        "*   Increased availability of both services.\n",
        "\n",
        "*   Online delivery is more common.\n",
        "\n",
        "\n",
        "\n",
        "**Price Ranges 3 and 4:**\n",
        "\n",
        "*   Majority of restaurants offer both services.\n",
        "\n",
        "*   Online delivery remains more prevalent.\n",
        "\n",
        "\n",
        "\n",
        "In summary, as price range increases, more restaurants provide online delivery and table booking options. Online delivery dominates across all price ranges."
      ],
      "metadata": {
        "id": "07k0G3Dmirqr"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Load the dataset\n",
        "df = pd.read_csv('/content/drive/MyDrive/Cognifyz/Dataset .csv')\n",
        "\n",
        "# Convert categorical values to binary numeric values\n",
        "df['Has Online delivery'] = df['Has Online delivery'].map({'Yes': 1, 'No   ': 0})\n",
        "df['Has Table booking'] = df['Has Table booking'].map({'Yes': 1, 'No ':   0})\n",
        "\n",
        "# Group by price range and calculate the percentage of restaurants offering online delivery and table booking\n",
        "price_range_data = df.groupby('Price range')[['Has Online delivery', 'Has Table booking']].mean() * 100\n",
        "\n",
        "# Plotting\n",
        "plt.figure(figsize=(10, 6))\n",
        "price_range_data.plot(kind='bar', stacked=True    )\n",
        "plt.title('Proportion of Restaurants Offering Online Delivery and Table Booking by Price Range')\n",
        "plt.xlabel('Price Range')\n",
        "plt.ylabel('Percentage of Restaurants')\n",
        "plt.xticks(rotation=0)\n",
        "plt.legend(title='Service')\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 505
        },
        "id": "N03mMlKKpeMk",
        "outputId": "d5264da5-d833-4274-b7f7-91e4c7548199"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**2. Determine if higher-priced restaurants are\n",
        "more likely to offer these services.**"
      ],
      "metadata": {
        "id": "mChjp7SVwPJu"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Okay, so here's a condensed, bullet-point explanation of the graph:\n",
        "\n",
        "- It displays two services: table reservations (orange line) and online delivery (blue line).\n",
        "- The price range from 1.0 to 4.0 is shown on the x-axis.\n",
        "- The average availability is plotted on the y-axis between 0.0 and 0.4.\n",
        "- The price range where the blue line for online delivery peaks, around 2.5, indicates that this is the range where online delivery is most readily offered.\n",
        "- The availability of tables grows as prices rise, peaking at the highest price range, as indicated by the orange line representing table booking.\n"
      ],
      "metadata": {
        "id": "ETNolC4KqlXk"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "\n",
        "# Calculate the average availability of online delivery and table booking by price range\n",
        "average_availability = df.groupby('Price range')[['Has Online delivery', 'Has Table booking']].mean()\n",
        "\n",
        "# Plotting\n",
        "plt.figure(figsize=(15, 8))\n",
        "average_availability.plot(kind='line', marker='o')\n",
        "plt.title('Average Availability of Online Delivery and Table Booking by Price Range')\n",
        "plt.xlabel('Price Range')\n",
        "plt.ylabel('Average Availability')\n",
        "plt.xticks(rotation=0)\n",
        "plt.legend(title='Service')\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 505
        },
        "id": "P39NxUTLwOxX",
        "outputId": "d93dc31a-ba17-412b-cf5b-81ddada8ab75"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x800 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}