{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WT0qTQyExovZ"
      },
      "source": [
        "# **Unsupervised Learning Project - Trade&Ahead**"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* Student: Alexey Tyurin\n",
        "* Group: Oct'22 C Sun - MLS Grp B\n",
        "* Batch: PGP-DSBA-UTA-OCT22-C\n",
        "* Date: 5/19/2023 - 5/25/2023"
      ],
      "metadata": {
        "id": "2LlyiJ4qLoxL"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Problem Statement"
      ],
      "metadata": {
        "id": "OwCfUMdL6wvG"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yhmjs4YBxovd"
      },
      "source": [
        "### Context\n",
        "\n",
        "The stock market has consistently proven to be a good place to invest in and save for the future. There are a lot of compelling reasons to invest in stocks. It can help in fighting inflation, create wealth, and also provides some tax benefits. Good steady returns on investments over a long period of time can also grow a lot more than seems possible. Also, thanks to the power of compound interest, the earlier one starts investing, the larger the corpus one can have for retirement. Overall, investing in stocks can help meet life's financial aspirations.\n",
        "\n",
        "It is important to maintain a diversified portfolio when investing in stocks in order to maximise earnings under any market condition. Having a diversified portfolio tends to yield higher returns and face lower risk by tempering potential losses when the market is down. It is often easy to get lost in a sea of financial metrics to analyze while determining the worth of a stock, and doing the same for a multitude of stocks to identify the right picks for an individual can be a tedious task. By doing a cluster analysis, one can identify stocks that exhibit similar characteristics and ones which exhibit minimum correlation. This will help investors better analyze stocks across different market segments and help protect against risks that could make the portfolio vulnerable to losses.\n"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Objective\n",
        "\n",
        "Trade&Ahead is a financial consultancy firm who provide their customers with personalized investment strategies. They have hired you as a Data Scientist and provided you with data comprising stock price and some financial indicators for a few companies listed under the New York Stock Exchange. They have assigned you the tasks of analyzing the data, grouping the stocks based on the attributes provided, and sharing insights about the characteristics of each group."
      ],
      "metadata": {
        "id": "-HlA22GxMJZ5"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Data Dictionary\n",
        "\n",
        "- `Ticker Symbol`: An abbreviation used to uniquely identify publicly traded shares of a particular stock on a particular stock market\n",
        "- `Security`: Name of the company\n",
        "- `GICS Sector`: The specific economic sector assigned to a company by the Global Industry Classification Standard (GICS) that best defines its business operations\n",
        "- `GICS Sub Industry`: The specific sub-industry group assigned to a company by the Global Industry Classification Standard (GICS) that best defines its business operations\n",
        "- `Current Price`: Current stock price in dollars\n",
        "- `Price Change`: Percentage change in the stock price in 13 weeks\n",
        "- `Volatility`: Standard deviation of the stock price over the past 13 weeks\n",
        "- `ROE`: A measure of financial performance calculated by dividing net income by shareholders' equity (shareholders' equity is equal to a company's assets minus its debt)\n",
        "- `Cash Ratio`: The ratio of a  company's total reserves of cash and cash equivalents to its total current liabilities\n",
        "- `Net Cash Flow`: The difference between a company's cash inflows and outflows (in dollars)\n",
        "- `Net Income`: Revenues minus expenses, interest, and taxes (in dollars)\n",
        "- `Earnings Per Share`: Company's net profit divided by the number of common shares it has outstanding (in dollars)\n",
        "- `Estimated Shares Outstanding`: Company's stock currently held by all its shareholders\n",
        "- `P/E Ratio`: Ratio of the company's current stock price to the earnings per share \n",
        "- `P/B Ratio`: Ratio of the company's stock price per share by its book value per share (book value of a company is the net difference between that company's total assets and total liabilities)"
      ],
      "metadata": {
        "id": "3bjbxkbnMMCC"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GLmC-0-fDPyI"
      },
      "source": [
        "## Importing necessary libraries and data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "zeF8YaNKDPyK"
      },
      "outputs": [],
      "source": [
        "# Libraries to help with reading and manipulating data\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "\n",
        "# Libraries to help with data visualization\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "sns.set_theme(style='darkgrid')\n",
        "\n",
        "# Removes the limit for the number of displayed columns\n",
        "pd.set_option(\"display.max_columns\", None)\n",
        "# Sets the limit for the number of displayed rows\n",
        "pd.set_option(\"display.max_rows\", 200)\n",
        "\n",
        "# to scale the data using z-score\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "\n",
        "# to compute distances\n",
        "from scipy.spatial.distance import cdist, pdist\n",
        "\n",
        "# to perform k-means clustering and compute silhouette scores\n",
        "from sklearn.cluster import KMeans\n",
        "from sklearn.metrics import silhouette_score\n",
        "\n",
        "# to visualize the elbow curve and silhouette scores\n",
        "from yellowbrick.cluster import KElbowVisualizer, SilhouetteVisualizer\n",
        "from sklearn.preprocessing import PolynomialFeatures\n",
        "from sklearn.linear_model import LinearRegression\n",
        "\n",
        "# to perform hierarchical clustering, compute cophenetic correlation, and create dendrograms\n",
        "from sklearn.cluster import AgglomerativeClustering\n",
        "from scipy.cluster.hierarchy import dendrogram, linkage, cophenet\n",
        "\n",
        "# to suppress warnings\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "\n",
        "# to perform PCA\n",
        "from sklearn.decomposition import PCA\n",
        "\n",
        "# to perform t-SNE\n",
        "from sklearn.manifold import TSNE"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Loading the dataset"
      ],
      "metadata": {
        "id": "wHrZDRAuOrvr"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "01hJQ7EfMKtK"
      },
      "outputs": [],
      "source": [
        "## Complete the code to import the data\n",
        "data = pd.read_csv('stock_data.csv')"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## User-defined functions"
      ],
      "metadata": {
        "id": "cET4CjjfPsC6"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Combined boxplot and histogram"
      ],
      "metadata": {
        "id": "Gnjhp8DUg6t7"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# functiom to create combined boxplot and histogram\n",
        "def histogram_boxplot(data, feature, figsize=(10, 5), fmt='{:.1f}', rotation=0,\n",
        "                      title=None, kde=True, bins=None, step=None, xlabel=None):\n",
        "    x = data[feature]\n",
        "    colors = sns.color_palette(\"Spectral\")\n",
        "    title = title if title else f'Distribution for `{feature}` column'\n",
        "\n",
        "    x_min, x_max = x.min(), x.max()\n",
        "\n",
        "    if (bins == None) & (step == None):\n",
        "        bins = int(3 * np.log(x.nunique())) + 2\n",
        "    elif bins == None:\n",
        "        x_min = step * round(x_min / step, 0)\n",
        "        x_max = step * round(x_max / step, 0) + step\n",
        "        bins = int((x_max - x_min) / step)\n",
        "\n",
        "    bw = (x_max - x_min) / bins\n",
        "\n",
        "    fig, ax = plt.subplots(nrows=2, ncols=1, sharex=True, figsize=figsize,\n",
        "                           gridspec_kw={\"height_ratios\": (0.3, 0.7)})\n",
        "\n",
        "    plt.suptitle(title, fontsize=16)\n",
        "    box = sns.boxplot(data=data, x=feature, ax=ax[0], showmeans=True, color=colors[1])\n",
        "    hist = sns.histplot(data=data, x=feature, kde=kde, ax=ax[1], color=colors[4], bins=bins)\n",
        "\n",
        "    ax[0].set_xlabel('')\n",
        "    ax[1].axvline(x.median(), color=\"grey\", linestyle=\"-\")\n",
        "    ax[1].axvline(x.mean(), color=\"darkgreen\", linestyle=\"--\")\n",
        "    ax[1].set_ylabel('Number of observations', fontsize=12)\n",
        "    if xlabel: ax[1].set_xlabel(xlabel, fontsize=12)\n",
        "\n",
        "    labels = [fmt.format(x) for x in np.arange(x_min, x_max, bw)]\n",
        "    ticks =  [x+bw/2 for x in np.arange(x_min, x_max, bw)]\n",
        "\n",
        "    ax[1].set_xticks(ticks)\n",
        "    ax[1].set_xticklabels(labels, rotation=rotation)\n",
        "\n",
        "    plt.show();"
      ],
      "metadata": {
        "id": "MWM5UyNqg9iU"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Labeled countplots"
      ],
      "metadata": {
        "id": "jfPKXeQONPdr"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# function to create labeled barplots\n",
        "def labled_countplot(data, feature, perc=False, n=None, percfmt=\"{:.1f}%\", rnd=0,\n",
        "                    figsize=(10, 5), xlabel=None, xlo=0, title=None, sort=True, \n",
        "                    orient='h', ylabel=None):\n",
        "    \"\"\"\n",
        "    Barplot with percentage at the top\n",
        "\n",
        "    data: dataframe\n",
        "    perc: whether to display percentages instead of count (default is False)\n",
        "    n: displays the top n category levels (default is None, i.e., display all levels)\n",
        "    figsize: size of figure (default (10, 5))\n",
        "    xlabel: label for x axis\n",
        "    ylabel: label for y axis\n",
        "    \"\"\"\n",
        "\n",
        "    fig, ax = plt.subplots(figsize=figsize)\n",
        "    plt.xticks(rotation=xlo, fontsize=14)\n",
        "    if orient == 'h':\n",
        "      sns.countplot(data=data, x=feature, palette=\"Paired\",\n",
        "                    order=data[feature].value_counts().index[:n] if sort else None)\n",
        "    else:\n",
        "      sns.countplot(data=data, y=feature, palette=\"Paired\",\n",
        "                    order=data[feature].value_counts().index[:n] if sort else None)\n",
        "\n",
        "    # draw lables\n",
        "    for p in ax.patches:\n",
        "      if orient == 'h':\n",
        "        if perc == True:\n",
        "          label = percfmt.format(100 * p.get_height() / data.shape[0])\n",
        "        else:\n",
        "          label = p.get_height()\n",
        "        ax.annotate(label, (p.get_x() + p.get_width() / 2, p.get_height()),\n",
        "                    ha=\"center\", va=\"center\", size=11, xytext=(0, 5),\n",
        "                    textcoords=\"offset points\")\n",
        "        ax.set_ylabel(ylabel, fontsize=14)\n",
        "        if xlabel: ax.set_xlabel(xlabel, fontsize=14)\n",
        "      else:\n",
        "        if perc == True:\n",
        "          label = percfmt.format(100 * p.get_width() / data.shape[0])\n",
        "        else:\n",
        "          label = p.get_width()\n",
        "        ax.annotate(label, (p.get_width(), p.get_y() + p.get_height() / 2),\n",
        "                    ha=\"center\", va=\"center\", size=11, xytext=(20, 0),\n",
        "                    textcoords=\"offset points\")\n",
        "        ax.set_xlabel(ylabel, fontsize=14)\n",
        "        if xlabel: ax.set_ylabel(xlabel, fontsize=14)\n",
        "\n",
        "    if title: plt.title(title, fontsize=16)\n",
        "    else: plt.title(f'Distribution for `{feature}` column', fontsize=16)\n",
        "\n",
        "    plt.show()"
      ],
      "metadata": {
        "id": "70yL0EDLNNZB"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Labeled barplots"
      ],
      "metadata": {
        "id": "uTHeUpPpQbUf"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# function to create labeled barplots\n",
        "def labled_barplot(data, feature, n=None, fmt=\"{:.1f}%\", rnd=0, ylabel=None,\n",
        "                    figsize=(10, 5), xlabel=None, xlo=0, title=None, sort=True, \n",
        "                    orient='h', groupby=None):\n",
        "\n",
        "    fig, ax = plt.subplots(figsize=figsize)\n",
        "    plt.xticks(rotation=xlo, fontsize=14)\n",
        "    if orient == 'h':\n",
        "      sns.barplot(data=data, x=groupby, y=feature, palette=\"RdBu\", errorbar=None,\n",
        "                    order=data.groupby(groupby).mean()[feature].sort_values(ascending=False).index[:n] if sort else None)\n",
        "    else:\n",
        "      sns.barplot(data=data, y=groupby, x=feature, palette=\"RdBu\", errorbar=None,\n",
        "                    order=data.groupby(groupby).mean()[feature].sort_values(ascending=False).index[:n] if sort else None)\n",
        "\n",
        "    # draw lables\n",
        "    for p in ax.patches:\n",
        "      if orient == 'h':\n",
        "        if fmt:\n",
        "          label = fmt.format(p.get_height())\n",
        "        ax.annotate(label, (p.get_x() + p.get_width() / 2, p.get_height()),\n",
        "                    ha=\"center\", va=\"center\", size=11, xytext=(0, 5),\n",
        "                    textcoords=\"offset points\")\n",
        "        ax.set_ylabel(ylabel, fontsize=14)\n",
        "        if xlabel: ax.set_xlabel(xlabel, fontsize=14)\n",
        "      else:\n",
        "        if fmt:\n",
        "          label = fmt.format(p.get_width())\n",
        "        ax.annotate(label, (p.get_width(), p.get_y() + p.get_height() / 2),\n",
        "                    ha=\"center\", va=\"center\", size=11, xytext=(20, 0),\n",
        "                    textcoords=\"offset points\")\n",
        "        ax.set_xlabel(ylabel, fontsize=14)\n",
        "        if xlabel: ax.set_ylabel(xlabel, fontsize=14)\n",
        "\n",
        "    if title: plt.title(title, fontsize=16)\n",
        "    else: plt.title(f'Distribution for `{feature}` column', fontsize=16)\n",
        "\n",
        "    plt.show()"
      ],
      "metadata": {
        "id": "DMBArLqIOltV"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UvpMDcaaMKtI"
      },
      "source": [
        "## Data Overview\n",
        "\n",
        "Steps to get an overview of the dataset are:\n",
        "\n",
        "- observe the first few rows of the dataset, to check whether the dataset has been loaded properly or not\n",
        "- get information about the number of rows and columns in the dataset\n",
        "- find out the data types of the columns to ensure that data is stored in the preferred format and the value of each property is as expected\n",
        "- check the statistical summary of the dataset to get an overview of the numerical columns of the data.<br><br>\n",
        "- [x] Observations\n",
        "- [x] Sanity checks\n"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Checking the shape of the dataset"
      ],
      "metadata": {
        "id": "hwQCJyE03W61"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "scrolled": false,
        "id": "UieopQYXxovh",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a89519e5-efd8-490b-e9ad-5f7d50ef5880"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "There are 340 rows and 15 columns.\n"
          ]
        }
      ],
      "source": [
        "# checking shape of the data\n",
        "print(f'There are {data.shape[0]} rows and {data.shape[1]} columns.')"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### View the first and last 5 rows of the dataset"
      ],
      "metadata": {
        "id": "0I4eqJcHQUmT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "data.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 337
        },
        "id": "q4XpgE1MQXDG",
        "outputId": "fba86489-a8d5-4f30-f5a7-767bb9afd99f"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "  Ticker Symbol                 Security             GICS Sector  \\\n",
              "0           AAL  American Airlines Group             Industrials   \n",
              "1          ABBV                   AbbVie             Health Care   \n",
              "2           ABT      Abbott Laboratories             Health Care   \n",
              "3          ADBE        Adobe Systems Inc  Information Technology   \n",
              "4           ADI     Analog Devices, Inc.  Information Technology   \n",
              "\n",
              "       GICS Sub Industry  Current Price  Price Change  Volatility  ROE  \\\n",
              "0               Airlines      42.349998      9.999995    1.687151  135   \n",
              "1        Pharmaceuticals      59.240002      8.339433    2.197887  130   \n",
              "2  Health Care Equipment      44.910000     11.301121    1.273646   21   \n",
              "3   Application Software      93.940002     13.977195    1.357679    9   \n",
              "4         Semiconductors      55.320000     -1.827858    1.701169   14   \n",
              "\n",
              "   Cash Ratio  Net Cash Flow  Net Income  Earnings Per Share  \\\n",
              "0          51     -604000000  7610000000               11.39   \n",
              "1          77       51000000  5144000000                3.15   \n",
              "2          67      938000000  4423000000                2.94   \n",
              "3         180     -240840000   629551000                1.26   \n",
              "4         272      315120000   696878000                0.31   \n",
              "\n",
              "   Estimated Shares Outstanding   P/E Ratio  P/B Ratio  \n",
              "0                  6.681299e+08    3.718174  -8.784219  \n",
              "1                  1.633016e+09   18.806350  -8.750068  \n",
              "2                  1.504422e+09   15.275510  -0.394171  \n",
              "3                  4.996437e+08   74.555557   4.199651  \n",
              "4                  2.247994e+09  178.451613   1.059810  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-69d6634f-f214-4558-9ff5-3660ba1de814\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Ticker Symbol</th>\n",
              "      <th>Security</th>\n",
              "      <th>GICS Sector</th>\n",
              "      <th>GICS Sub Industry</th>\n",
              "      <th>Current Price</th>\n",
              "      <th>Price Change</th>\n",
              "      <th>Volatility</th>\n",
              "      <th>ROE</th>\n",
              "      <th>Cash Ratio</th>\n",
              "      <th>Net Cash Flow</th>\n",
              "      <th>Net Income</th>\n",
              "      <th>Earnings Per Share</th>\n",
              "      <th>Estimated Shares Outstanding</th>\n",
              "      <th>P/E Ratio</th>\n",
              "      <th>P/B Ratio</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>AAL</td>\n",
              "      <td>American Airlines Group</td>\n",
              "      <td>Industrials</td>\n",
              "      <td>Airlines</td>\n",
              "      <td>42.349998</td>\n",
              "      <td>9.999995</td>\n",
              "      <td>1.687151</td>\n",
              "      <td>135</td>\n",
              "      <td>51</td>\n",
              "      <td>-604000000</td>\n",
              "      <td>7610000000</td>\n",
              "      <td>11.39</td>\n",
              "      <td>6.681299e+08</td>\n",
              "      <td>3.718174</td>\n",
              "      <td>-8.784219</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>ABBV</td>\n",
              "      <td>AbbVie</td>\n",
              "      <td>Health Care</td>\n",
              "      <td>Pharmaceuticals</td>\n",
              "      <td>59.240002</td>\n",
              "      <td>8.339433</td>\n",
              "      <td>2.197887</td>\n",
              "      <td>130</td>\n",
              "      <td>77</td>\n",
              "      <td>51000000</td>\n",
              "      <td>5144000000</td>\n",
              "      <td>3.15</td>\n",
              "      <td>1.633016e+09</td>\n",
              "      <td>18.806350</td>\n",
              "      <td>-8.750068</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>ABT</td>\n",
              "      <td>Abbott Laboratories</td>\n",
              "      <td>Health Care</td>\n",
              "      <td>Health Care Equipment</td>\n",
              "      <td>44.910000</td>\n",
              "      <td>11.301121</td>\n",
              "      <td>1.273646</td>\n",
              "      <td>21</td>\n",
              "      <td>67</td>\n",
              "      <td>938000000</td>\n",
              "      <td>4423000000</td>\n",
              "      <td>2.94</td>\n",
              "      <td>1.504422e+09</td>\n",
              "      <td>15.275510</td>\n",
              "      <td>-0.394171</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>ADBE</td>\n",
              "      <td>Adobe Systems Inc</td>\n",
              "      <td>Information Technology</td>\n",
              "      <td>Application Software</td>\n",
              "      <td>93.940002</td>\n",
              "      <td>13.977195</td>\n",
              "      <td>1.357679</td>\n",
              "      <td>9</td>\n",
              "      <td>180</td>\n",
              "      <td>-240840000</td>\n",
              "      <td>629551000</td>\n",
              "      <td>1.26</td>\n",
              "      <td>4.996437e+08</td>\n",
              "      <td>74.555557</td>\n",
              "      <td>4.199651</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>ADI</td>\n",
              "      <td>Analog Devices, Inc.</td>\n",
              "      <td>Information Technology</td>\n",
              "      <td>Semiconductors</td>\n",
              "      <td>55.320000</td>\n",
              "      <td>-1.827858</td>\n",
              "      <td>1.701169</td>\n",
              "      <td>14</td>\n",
              "      <td>272</td>\n",
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              "      <td>696878000</td>\n",
              "      <td>0.31</td>\n",
              "      <td>2.247994e+09</td>\n",
              "      <td>178.451613</td>\n",
              "      <td>1.059810</td>\n",
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        "outputId": "2f2222a2-7cd3-4f23-ba00-e196cfea8a90"
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      "execution_count": 8,
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              "    Ticker Symbol                Security             GICS Sector  \\\n",
              "335          YHOO              Yahoo Inc.  Information Technology   \n",
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              "337           ZBH  Zimmer Biomet Holdings             Health Care   \n",
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              "339           ZTS                  Zoetis             Health Care   \n",
              "\n",
              "                GICS Sub Industry  Current Price  Price Change  Volatility  \\\n",
              "335  Internet Software & Services      33.259998     14.887727    1.845149   \n",
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              "\n",
              "     ROE  Cash Ratio  Net Cash Flow  Net Income  Earnings Per Share  \\\n",
              "335   15         459    -1032187000 -4359082000               -4.64   \n",
              "336  142          27      159000000  1293000000                2.97   \n",
              "337    1         100      376000000   147000000                0.78   \n",
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              "339   32          65      272000000   339000000                0.68   \n",
              "\n",
              "     Estimated Shares Outstanding   P/E Ratio  P/B Ratio  \n",
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              "336                   435353535.4   17.682214  -3.838260  \n",
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              "                                                     [key], {});\n",
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              "\n",
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              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
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    },
    {
      "cell_type": "markdown",
      "source": [
        "### Displaying few rows of the dataset"
      ],
      "metadata": {
        "id": "v85RmCY83qfc"
      }
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    {
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      "execution_count": 9,
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            "text/plain": [
              "    Ticker Symbol                     Security             GICS Sector  \\\n",
              "102           DVN           Devon Energy Corp.                  Energy   \n",
              "125            FB                     Facebook  Information Technology   \n",
              "11            AIV  Apartment Investment & Mgmt             Real Estate   \n",
              "248            PG             Procter & Gamble        Consumer Staples   \n",
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              "336           YUM              Yum! Brands Inc  Consumer Discretionary   \n",
              "112           EQT              EQT Corporation                  Energy   \n",
              "147           HAL              Halliburton Co.                  Energy   \n",
              "89            DFS  Discover Financial Services              Financials   \n",
              "173           IVZ                 Invesco Ltd.              Financials   \n",
              "\n",
              "                      GICS Sub Industry  Current Price  Price Change  \\\n",
              "102  Oil & Gas Exploration & Production      32.000000    -15.478079   \n",
              "125        Internet Software & Services     104.660004     16.224320   \n",
              "11                                REITs      40.029999      7.578608   \n",
              "248                   Personal Products      79.410004     10.660538   \n",
              "238  Oil & Gas Exploration & Production      67.610001      0.865287   \n",
              "336                         Restaurants      52.516175     -8.698917   \n",
              "112  Oil & Gas Exploration & Production      52.130001    -21.253771   \n",
              "147      Oil & Gas Equipment & Services      34.040001     -5.101751   \n",
              "89                     Consumer Finance      53.619999      3.653584   \n",
              "173    Asset Management & Custody Banks      33.480000      7.067477   \n",
              "\n",
              "     Volatility  ROE  Cash Ratio  Net Cash Flow   Net Income  \\\n",
              "102    2.923698  205          70      830000000 -14454000000   \n",
              "125    1.320606    8         958      592000000   3669000000   \n",
              "11     1.163334   15          47       21818000    248710000   \n",
              "248    0.806056   17         129      160383000    636056000   \n",
              "238    1.589520   32          64     -588000000  -7829000000   \n",
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              "112    2.364883    2         201      523803000     85171000   \n",
              "147    1.966062    4         189     7786000000   -671000000   \n",
              "89     1.159897   20          99     2288000000   2297000000   \n",
              "173    1.580839   12          67      412000000    968100000   \n",
              "\n",
              "     Earnings Per Share  Estimated Shares Outstanding  P/E Ratio  P/B Ratio  \n",
              "102              -35.55                  4.065823e+08  93.089287   1.785616  \n",
              "125                1.31                  2.800763e+09  79.893133   5.884467  \n",
              "11                 1.52                  1.636250e+08  26.335526  -1.269332  \n",
              "248                3.28                  4.913916e+08  24.070121  -2.256747  \n",
              "238              -10.23                  7.652981e+08  93.089287   3.345102  \n",
              "336                2.97                  4.353535e+08  17.682214  -3.838260  \n",
              "112                0.56                  1.520911e+08  93.089287   9.567952  \n",
              "147               -0.79                  8.493671e+08  93.089287  17.345857  \n",
              "89                 5.14                  4.468872e+08  10.431906  -0.375934  \n",
              "173                2.26                  4.283628e+08  14.814159   4.218620  "
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              "      <th></th>\n",
              "      <th>Ticker Symbol</th>\n",
              "      <th>Security</th>\n",
              "      <th>GICS Sector</th>\n",
              "      <th>GICS Sub Industry</th>\n",
              "      <th>Current Price</th>\n",
              "      <th>Price Change</th>\n",
              "      <th>Volatility</th>\n",
              "      <th>ROE</th>\n",
              "      <th>Cash Ratio</th>\n",
              "      <th>Net Cash Flow</th>\n",
              "      <th>Net Income</th>\n",
              "      <th>Earnings Per Share</th>\n",
              "      <th>Estimated Shares Outstanding</th>\n",
              "      <th>P/E Ratio</th>\n",
              "      <th>P/B Ratio</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>102</th>\n",
              "      <td>DVN</td>\n",
              "      <td>Devon Energy Corp.</td>\n",
              "      <td>Energy</td>\n",
              "      <td>Oil &amp; Gas Exploration &amp; Production</td>\n",
              "      <td>32.000000</td>\n",
              "      <td>-15.478079</td>\n",
              "      <td>2.923698</td>\n",
              "      <td>205</td>\n",
              "      <td>70</td>\n",
              "      <td>830000000</td>\n",
              "      <td>-14454000000</td>\n",
              "      <td>-35.55</td>\n",
              "      <td>4.065823e+08</td>\n",
              "      <td>93.089287</td>\n",
              "      <td>1.785616</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125</th>\n",
              "      <td>FB</td>\n",
              "      <td>Facebook</td>\n",
              "      <td>Information Technology</td>\n",
              "      <td>Internet Software &amp; Services</td>\n",
              "      <td>104.660004</td>\n",
              "      <td>16.224320</td>\n",
              "      <td>1.320606</td>\n",
              "      <td>8</td>\n",
              "      <td>958</td>\n",
              "      <td>592000000</td>\n",
              "      <td>3669000000</td>\n",
              "      <td>1.31</td>\n",
              "      <td>2.800763e+09</td>\n",
              "      <td>79.893133</td>\n",
              "      <td>5.884467</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>AIV</td>\n",
              "      <td>Apartment Investment &amp; Mgmt</td>\n",
              "      <td>Real Estate</td>\n",
              "      <td>REITs</td>\n",
              "      <td>40.029999</td>\n",
              "      <td>7.578608</td>\n",
              "      <td>1.163334</td>\n",
              "      <td>15</td>\n",
              "      <td>47</td>\n",
              "      <td>21818000</td>\n",
              "      <td>248710000</td>\n",
              "      <td>1.52</td>\n",
              "      <td>1.636250e+08</td>\n",
              "      <td>26.335526</td>\n",
              "      <td>-1.269332</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>248</th>\n",
              "      <td>PG</td>\n",
              "      <td>Procter &amp; Gamble</td>\n",
              "      <td>Consumer Staples</td>\n",
              "      <td>Personal Products</td>\n",
              "      <td>79.410004</td>\n",
              "      <td>10.660538</td>\n",
              "      <td>0.806056</td>\n",
              "      <td>17</td>\n",
              "      <td>129</td>\n",
              "      <td>160383000</td>\n",
              "      <td>636056000</td>\n",
              "      <td>3.28</td>\n",
              "      <td>4.913916e+08</td>\n",
              "      <td>24.070121</td>\n",
              "      <td>-2.256747</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>238</th>\n",
              "      <td>OXY</td>\n",
              "      <td>Occidental Petroleum</td>\n",
              "      <td>Energy</td>\n",
              "      <td>Oil &amp; Gas Exploration &amp; Production</td>\n",
              "      <td>67.610001</td>\n",
              "      <td>0.865287</td>\n",
              "      <td>1.589520</td>\n",
              "      <td>32</td>\n",
              "      <td>64</td>\n",
              "      <td>-588000000</td>\n",
              "      <td>-7829000000</td>\n",
              "      <td>-10.23</td>\n",
              "      <td>7.652981e+08</td>\n",
              "      <td>93.089287</td>\n",
              "      <td>3.345102</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>336</th>\n",
              "      <td>YUM</td>\n",
              "      <td>Yum! Brands Inc</td>\n",
              "      <td>Consumer Discretionary</td>\n",
              "      <td>Restaurants</td>\n",
              "      <td>52.516175</td>\n",
              "      <td>-8.698917</td>\n",
              "      <td>1.478877</td>\n",
              "      <td>142</td>\n",
              "      <td>27</td>\n",
              "      <td>159000000</td>\n",
              "      <td>1293000000</td>\n",
              "      <td>2.97</td>\n",
              "      <td>4.353535e+08</td>\n",
              "      <td>17.682214</td>\n",
              "      <td>-3.838260</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>112</th>\n",
              "      <td>EQT</td>\n",
              "      <td>EQT Corporation</td>\n",
              "      <td>Energy</td>\n",
              "      <td>Oil &amp; Gas Exploration &amp; Production</td>\n",
              "      <td>52.130001</td>\n",
              "      <td>-21.253771</td>\n",
              "      <td>2.364883</td>\n",
              "      <td>2</td>\n",
              "      <td>201</td>\n",
              "      <td>523803000</td>\n",
              "      <td>85171000</td>\n",
              "      <td>0.56</td>\n",
              "      <td>1.520911e+08</td>\n",
              "      <td>93.089287</td>\n",
              "      <td>9.567952</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>147</th>\n",
              "      <td>HAL</td>\n",
              "      <td>Halliburton Co.</td>\n",
              "      <td>Energy</td>\n",
              "      <td>Oil &amp; Gas Equipment &amp; Services</td>\n",
              "      <td>34.040001</td>\n",
              "      <td>-5.101751</td>\n",
              "      <td>1.966062</td>\n",
              "      <td>4</td>\n",
              "      <td>189</td>\n",
              "      <td>7786000000</td>\n",
              "      <td>-671000000</td>\n",
              "      <td>-0.79</td>\n",
              "      <td>8.493671e+08</td>\n",
              "      <td>93.089287</td>\n",
              "      <td>17.345857</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>89</th>\n",
              "      <td>DFS</td>\n",
              "      <td>Discover Financial Services</td>\n",
              "      <td>Financials</td>\n",
              "      <td>Consumer Finance</td>\n",
              "      <td>53.619999</td>\n",
              "      <td>3.653584</td>\n",
              "      <td>1.159897</td>\n",
              "      <td>20</td>\n",
              "      <td>99</td>\n",
              "      <td>2288000000</td>\n",
              "      <td>2297000000</td>\n",
              "      <td>5.14</td>\n",
              "      <td>4.468872e+08</td>\n",
              "      <td>10.431906</td>\n",
              "      <td>-0.375934</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>173</th>\n",
              "      <td>IVZ</td>\n",
              "      <td>Invesco Ltd.</td>\n",
              "      <td>Financials</td>\n",
              "      <td>Asset Management &amp; Custody Banks</td>\n",
              "      <td>33.480000</td>\n",
              "      <td>7.067477</td>\n",
              "      <td>1.580839</td>\n",
              "      <td>12</td>\n",
              "      <td>67</td>\n",
              "      <td>412000000</td>\n",
              "      <td>968100000</td>\n",
              "      <td>2.26</td>\n",
              "      <td>4.283628e+08</td>\n",
              "      <td>14.814159</td>\n",
              "      <td>4.218620</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-cdccce2b-6123-4d22-ad25-9d5d918d1e36')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
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              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
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              "                                                     [key], {});\n",
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              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ],
      "source": [
        "# let's view a sample of the data\n",
        "data.sample(n=10, random_state=1)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Checking the data types of the columns for the dataset"
      ],
      "metadata": {
        "id": "D6y0mZgY3zA8"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "id": "rxWppuwfxovi",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1b6a745e-66d7-472e-d46f-e1890ccba197"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 340 entries, 0 to 339\n",
            "Data columns (total 15 columns):\n",
            " #   Column                        Non-Null Count  Dtype  \n",
            "---  ------                        --------------  -----  \n",
            " 0   Ticker Symbol                 340 non-null    object \n",
            " 1   Security                      340 non-null    object \n",
            " 2   GICS Sector                   340 non-null    object \n",
            " 3   GICS Sub Industry             340 non-null    object \n",
            " 4   Current Price                 340 non-null    float64\n",
            " 5   Price Change                  340 non-null    float64\n",
            " 6   Volatility                    340 non-null    float64\n",
            " 7   ROE                           340 non-null    int64  \n",
            " 8   Cash Ratio                    340 non-null    int64  \n",
            " 9   Net Cash Flow                 340 non-null    int64  \n",
            " 10  Net Income                    340 non-null    int64  \n",
            " 11  Earnings Per Share            340 non-null    float64\n",
            " 12  Estimated Shares Outstanding  340 non-null    float64\n",
            " 13  P/E Ratio                     340 non-null    float64\n",
            " 14  P/B Ratio                     340 non-null    float64\n",
            "dtypes: float64(7), int64(4), object(4)\n",
            "memory usage: 40.0+ KB\n"
          ]
        }
      ],
      "source": [
        "# checking the column names and datatypes\n",
        "data.info()"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Observations**:\n",
        "\n",
        "- There are 11 numeric columns (7 float and 4 int) and 4 text columns (object) in the dataset\n"
      ],
      "metadata": {
        "id": "z2IkX9fkQ0f8"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Creating a copy of original data"
      ],
      "metadata": {
        "id": "Bzr4r3ua3usT"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "id": "lYr1iFl7xovi"
      },
      "outputs": [],
      "source": [
        "# copying the data to another variable to avoid any changes to original data\n",
        "df = data.copy()"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Checking for duplicates and missing values"
      ],
      "metadata": {
        "id": "7qcQovqA31ZM"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "id": "WapzauPrhmV7",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "477f4693-2907-4acb-8c16-78e720ead200"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ],
      "source": [
        "# checking for duplicate values\n",
        "df.duplicated().sum()"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* There are no duplicate values in the dataset"
      ],
      "metadata": {
        "id": "m7tSCMG-RrMX"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "WLO-3tE0xovj",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "74e45e8f-75f6-40c4-f271-5bcc367f82d7"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Ticker Symbol                   0\n",
              "Security                        0\n",
              "GICS Sector                     0\n",
              "GICS Sub Industry               0\n",
              "Current Price                   0\n",
              "Price Change                    0\n",
              "Volatility                      0\n",
              "ROE                             0\n",
              "Cash Ratio                      0\n",
              "Net Cash Flow                   0\n",
              "Net Income                      0\n",
              "Earnings Per Share              0\n",
              "Estimated Shares Outstanding    0\n",
              "P/E Ratio                       0\n",
              "P/B Ratio                       0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ],
      "source": [
        "# checking for missing values in the data\n",
        "df.isna().sum()"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.isna().sum().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Q59Stk1KR_IA",
        "outputId": "f8c1c69d-388d-4006-fb10-23bd7ce5f3f5"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* There are no null values in the dataset"
      ],
      "metadata": {
        "id": "P821vlfhSCWc"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Statistical summary of the dataset"
      ],
      "metadata": {
        "id": "sSju8Xrl4HZk"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eW4-5-GUhmV8"
      },
      "source": [
        "**Let's check the statistical summary of the data.**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "id": "UmZMcr6Jxovm",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 394
        },
        "outputId": "cbab3a07-8e7d-4899-84c4-a1af2d6c3ef7"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f85cec3b310>"
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              "<style type=\"text/css\">\n",
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              "<table id=\"T_c9a96\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th class=\"blank level0\" >&nbsp;</th>\n",
              "      <th id=\"T_c9a96_level0_col0\" class=\"col_heading level0 col0\" >count</th>\n",
              "      <th id=\"T_c9a96_level0_col1\" class=\"col_heading level0 col1\" >mean</th>\n",
              "      <th id=\"T_c9a96_level0_col2\" class=\"col_heading level0 col2\" >std</th>\n",
              "      <th id=\"T_c9a96_level0_col3\" class=\"col_heading level0 col3\" >min</th>\n",
              "      <th id=\"T_c9a96_level0_col4\" class=\"col_heading level0 col4\" >25%</th>\n",
              "      <th id=\"T_c9a96_level0_col5\" class=\"col_heading level0 col5\" >50%</th>\n",
              "      <th id=\"T_c9a96_level0_col6\" class=\"col_heading level0 col6\" >75%</th>\n",
              "      <th id=\"T_c9a96_level0_col7\" class=\"col_heading level0 col7\" >max</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th id=\"T_c9a96_level0_row0\" class=\"row_heading level0 row0\" >Current Price</th>\n",
              "      <td id=\"T_c9a96_row0_col0\" class=\"data row0 col0\" >340.00</td>\n",
              "      <td id=\"T_c9a96_row0_col1\" class=\"data row0 col1\" >80.86</td>\n",
              "      <td id=\"T_c9a96_row0_col2\" class=\"data row0 col2\" >98.06</td>\n",
              "      <td id=\"T_c9a96_row0_col3\" class=\"data row0 col3\" >4.50</td>\n",
              "      <td id=\"T_c9a96_row0_col4\" class=\"data row0 col4\" >38.55</td>\n",
              "      <td id=\"T_c9a96_row0_col5\" class=\"data row0 col5\" >59.70</td>\n",
              "      <td id=\"T_c9a96_row0_col6\" class=\"data row0 col6\" >92.88</td>\n",
              "      <td id=\"T_c9a96_row0_col7\" class=\"data row0 col7\" >1,274.95</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_c9a96_level0_row1\" class=\"row_heading level0 row1\" >Price Change</th>\n",
              "      <td id=\"T_c9a96_row1_col0\" class=\"data row1 col0\" >340.00</td>\n",
              "      <td id=\"T_c9a96_row1_col1\" class=\"data row1 col1\" >4.08</td>\n",
              "      <td id=\"T_c9a96_row1_col2\" class=\"data row1 col2\" >12.01</td>\n",
              "      <td id=\"T_c9a96_row1_col3\" class=\"data row1 col3\" >-47.13</td>\n",
              "      <td id=\"T_c9a96_row1_col4\" class=\"data row1 col4\" >-0.94</td>\n",
              "      <td id=\"T_c9a96_row1_col5\" class=\"data row1 col5\" >4.82</td>\n",
              "      <td id=\"T_c9a96_row1_col6\" class=\"data row1 col6\" >10.70</td>\n",
              "      <td id=\"T_c9a96_row1_col7\" class=\"data row1 col7\" >55.05</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_c9a96_level0_row2\" class=\"row_heading level0 row2\" >Volatility</th>\n",
              "      <td id=\"T_c9a96_row2_col0\" class=\"data row2 col0\" >340.00</td>\n",
              "      <td id=\"T_c9a96_row2_col1\" class=\"data row2 col1\" >1.53</td>\n",
              "      <td id=\"T_c9a96_row2_col2\" class=\"data row2 col2\" >0.59</td>\n",
              "      <td id=\"T_c9a96_row2_col3\" class=\"data row2 col3\" >0.73</td>\n",
              "      <td id=\"T_c9a96_row2_col4\" class=\"data row2 col4\" >1.13</td>\n",
              "      <td id=\"T_c9a96_row2_col5\" class=\"data row2 col5\" >1.39</td>\n",
              "      <td id=\"T_c9a96_row2_col6\" class=\"data row2 col6\" >1.70</td>\n",
              "      <td id=\"T_c9a96_row2_col7\" class=\"data row2 col7\" >4.58</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_c9a96_level0_row3\" class=\"row_heading level0 row3\" >ROE</th>\n",
              "      <td id=\"T_c9a96_row3_col0\" class=\"data row3 col0\" >340.00</td>\n",
              "      <td id=\"T_c9a96_row3_col1\" class=\"data row3 col1\" >39.60</td>\n",
              "      <td id=\"T_c9a96_row3_col2\" class=\"data row3 col2\" >96.55</td>\n",
              "      <td id=\"T_c9a96_row3_col3\" class=\"data row3 col3\" >1.00</td>\n",
              "      <td id=\"T_c9a96_row3_col4\" class=\"data row3 col4\" >9.75</td>\n",
              "      <td id=\"T_c9a96_row3_col5\" class=\"data row3 col5\" >15.00</td>\n",
              "      <td id=\"T_c9a96_row3_col6\" class=\"data row3 col6\" >27.00</td>\n",
              "      <td id=\"T_c9a96_row3_col7\" class=\"data row3 col7\" >917.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_c9a96_level0_row4\" class=\"row_heading level0 row4\" >Cash Ratio</th>\n",
              "      <td id=\"T_c9a96_row4_col0\" class=\"data row4 col0\" >340.00</td>\n",
              "      <td id=\"T_c9a96_row4_col1\" class=\"data row4 col1\" >70.02</td>\n",
              "      <td id=\"T_c9a96_row4_col2\" class=\"data row4 col2\" >90.42</td>\n",
              "      <td id=\"T_c9a96_row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
              "      <td id=\"T_c9a96_row4_col4\" class=\"data row4 col4\" >18.00</td>\n",
              "      <td id=\"T_c9a96_row4_col5\" class=\"data row4 col5\" >47.00</td>\n",
              "      <td id=\"T_c9a96_row4_col6\" class=\"data row4 col6\" >99.00</td>\n",
              "      <td id=\"T_c9a96_row4_col7\" class=\"data row4 col7\" >958.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_c9a96_level0_row5\" class=\"row_heading level0 row5\" >Net Cash Flow</th>\n",
              "      <td id=\"T_c9a96_row5_col0\" class=\"data row5 col0\" >340.00</td>\n",
              "      <td id=\"T_c9a96_row5_col1\" class=\"data row5 col1\" >55,537,620.59</td>\n",
              "      <td id=\"T_c9a96_row5_col2\" class=\"data row5 col2\" >1,946,365,312.18</td>\n",
              "      <td id=\"T_c9a96_row5_col3\" class=\"data row5 col3\" >-11,208,000,000.00</td>\n",
              "      <td id=\"T_c9a96_row5_col4\" class=\"data row5 col4\" >-193,906,500.00</td>\n",
              "      <td id=\"T_c9a96_row5_col5\" class=\"data row5 col5\" >2,098,000.00</td>\n",
              "      <td id=\"T_c9a96_row5_col6\" class=\"data row5 col6\" >169,810,750.00</td>\n",
              "      <td id=\"T_c9a96_row5_col7\" class=\"data row5 col7\" >20,764,000,000.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_c9a96_level0_row6\" class=\"row_heading level0 row6\" >Net Income</th>\n",
              "      <td id=\"T_c9a96_row6_col0\" class=\"data row6 col0\" >340.00</td>\n",
              "      <td id=\"T_c9a96_row6_col1\" class=\"data row6 col1\" >1,494,384,602.94</td>\n",
              "      <td id=\"T_c9a96_row6_col2\" class=\"data row6 col2\" >3,940,150,279.33</td>\n",
              "      <td id=\"T_c9a96_row6_col3\" class=\"data row6 col3\" >-23,528,000,000.00</td>\n",
              "      <td id=\"T_c9a96_row6_col4\" class=\"data row6 col4\" >352,301,250.00</td>\n",
              "      <td id=\"T_c9a96_row6_col5\" class=\"data row6 col5\" >707,336,000.00</td>\n",
              "      <td id=\"T_c9a96_row6_col6\" class=\"data row6 col6\" >1,899,000,000.00</td>\n",
              "      <td id=\"T_c9a96_row6_col7\" class=\"data row6 col7\" >24,442,000,000.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_c9a96_level0_row7\" class=\"row_heading level0 row7\" >Earnings Per Share</th>\n",
              "      <td id=\"T_c9a96_row7_col0\" class=\"data row7 col0\" >340.00</td>\n",
              "      <td id=\"T_c9a96_row7_col1\" class=\"data row7 col1\" >2.78</td>\n",
              "      <td id=\"T_c9a96_row7_col2\" class=\"data row7 col2\" >6.59</td>\n",
              "      <td id=\"T_c9a96_row7_col3\" class=\"data row7 col3\" >-61.20</td>\n",
              "      <td id=\"T_c9a96_row7_col4\" class=\"data row7 col4\" >1.56</td>\n",
              "      <td id=\"T_c9a96_row7_col5\" class=\"data row7 col5\" >2.90</td>\n",
              "      <td id=\"T_c9a96_row7_col6\" class=\"data row7 col6\" >4.62</td>\n",
              "      <td id=\"T_c9a96_row7_col7\" class=\"data row7 col7\" >50.09</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_c9a96_level0_row8\" class=\"row_heading level0 row8\" >Estimated Shares Outstanding</th>\n",
              "      <td id=\"T_c9a96_row8_col0\" class=\"data row8 col0\" >340.00</td>\n",
              "      <td id=\"T_c9a96_row8_col1\" class=\"data row8 col1\" >577,028,337.75</td>\n",
              "      <td id=\"T_c9a96_row8_col2\" class=\"data row8 col2\" >845,849,595.42</td>\n",
              "      <td id=\"T_c9a96_row8_col3\" class=\"data row8 col3\" >27,672,156.86</td>\n",
              "      <td id=\"T_c9a96_row8_col4\" class=\"data row8 col4\" >158,848,216.10</td>\n",
              "      <td id=\"T_c9a96_row8_col5\" class=\"data row8 col5\" >309,675,137.80</td>\n",
              "      <td id=\"T_c9a96_row8_col6\" class=\"data row8 col6\" >573,117,457.32</td>\n",
              "      <td id=\"T_c9a96_row8_col7\" class=\"data row8 col7\" >6,159,292,035.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_c9a96_level0_row9\" class=\"row_heading level0 row9\" >P/E Ratio</th>\n",
              "      <td id=\"T_c9a96_row9_col0\" class=\"data row9 col0\" >340.00</td>\n",
              "      <td id=\"T_c9a96_row9_col1\" class=\"data row9 col1\" >32.61</td>\n",
              "      <td id=\"T_c9a96_row9_col2\" class=\"data row9 col2\" >44.35</td>\n",
              "      <td id=\"T_c9a96_row9_col3\" class=\"data row9 col3\" >2.94</td>\n",
              "      <td id=\"T_c9a96_row9_col4\" class=\"data row9 col4\" >15.04</td>\n",
              "      <td id=\"T_c9a96_row9_col5\" class=\"data row9 col5\" >20.82</td>\n",
              "      <td id=\"T_c9a96_row9_col6\" class=\"data row9 col6\" >31.76</td>\n",
              "      <td id=\"T_c9a96_row9_col7\" class=\"data row9 col7\" >528.04</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_c9a96_level0_row10\" class=\"row_heading level0 row10\" >P/B Ratio</th>\n",
              "      <td id=\"T_c9a96_row10_col0\" class=\"data row10 col0\" >340.00</td>\n",
              "      <td id=\"T_c9a96_row10_col1\" class=\"data row10 col1\" >-1.72</td>\n",
              "      <td id=\"T_c9a96_row10_col2\" class=\"data row10 col2\" >13.97</td>\n",
              "      <td id=\"T_c9a96_row10_col3\" class=\"data row10 col3\" >-76.12</td>\n",
              "      <td id=\"T_c9a96_row10_col4\" class=\"data row10 col4\" >-4.35</td>\n",
              "      <td id=\"T_c9a96_row10_col5\" class=\"data row10 col5\" >-1.07</td>\n",
              "      <td id=\"T_c9a96_row10_col6\" class=\"data row10 col6\" >3.92</td>\n",
              "      <td id=\"T_c9a96_row10_col7\" class=\"data row10 col7\" >129.06</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ],
      "source": [
        "df.describe().T.style.format('{:,.2f}')"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.describe(include='object').T"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 175
        },
        "id": "hRRPfUwgON_k",
        "outputId": "de0032d8-9e69-4005-a21e-8e8ef2821762"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                  count unique                                 top freq\n",
              "Ticker Symbol       340    340                                 AAL    1\n",
              "Security            340    340             American Airlines Group    1\n",
              "GICS Sector         340     11                         Industrials   53\n",
              "GICS Sub Industry   340    104  Oil & Gas Exploration & Production   16"
            ],
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              "      <th>Ticker Symbol</th>\n",
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              "      <td>340</td>\n",
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              "      <td>1</td>\n",
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          "metadata": {},
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      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Observations:**\n",
        "\n",
        "- `Ticker Symbol`: There are 340 unique ticker symbols in the dataset.\n",
        "- `Security`: There are 340 unique securities in the dataset.\n",
        "- `GICS Sector`: There are 11 unique GICS sectors in the dataset. The most common sector is \"Industrials,\" which appears 53 times.\n",
        "- `GICS Sub Industry`: There are 104 unique GICS sub-industries in the dataset. The most common sub-industry is `Oil & Gas Exploration & Production`, which appears 16 times."
      ],
      "metadata": {
        "id": "8PXUcVZdXLBL"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "- `Current Price`: The average current price is \\$80.86, with a standard deviation of \\$98.06. The minimum price is \\$4.50, while the maximum price is \\$1,274.95. The median is \\$59.70. When the mean is higher than the median in a dataset, it indicates that the data is skewed to the right (or positively skewed). This situation often arises when there are a few high values in the dataset that pull the mean upwards, but do not affect the median as much.\n",
        "- `Price Change`: The average price change (percentage change in the stock price in 13 weeks) is 4.08%, with a standard deviation of 12.01%. The largest decrease in price is 47.13%, while the largest increase is 55.05%.\n",
        "- `Volatility`: The average volatility (standard deviation of the stock price over the past 13 weeks) is \\$1.53. The minimum volatility is \\$0.73, while the maximum is \\$4.58, median is \\$1.39.\n",
        "- `Return on Equity (ROE)`: The median `ROE` is 15%, average is 39.60%,  with a standard deviation of 96.55%. The minimum ROE is 1%, while the maximum is 917%. The data is skewed to the right.\n",
        "  * *A higher ROE means that a company is using its equity efficiently to generate profits. A lower ROE may indicate the opposite, although it's also important to compare a company's ROE to its industry peers and over time to get a true picture of performance.*\n",
        "- `Cash Ratio`: The average cash ratio is 70.02%, with a standard deviation of 90.42%. The minimum cash ratio is 0%, while the maximum is 958%, the median is 47%. \n",
        "  * *A high cash ratio (around 100% or more) shows a company's strong short-term financial health, but may also hint at inefficient resource usage for growth. A low cash ratio (well below 100%) suggests possible liquidity risk, though it doesn't necessarily signal danger as the company may have other quick-turnaround resources.*\n",
        "- `Net Cash Flow`: The average net cash flow is \\$55.54M, with a standard deviation of \\$1.95B. The largest negative cash flow is -\\$11.21B, while the largest positive cash flow is \\$20.76B. The median is \\$2.1M.\n",
        "- `Net Income`: The average net income is \\$1.49B, with a standard deviation of \\$3.94B. The largest loss in net income is -\\$23.53B, while the largest gain is \\$24.44B. The median is \\$707.34M.\n",
        "- `Earnings Per Share (EPS)`: The average EPS is \\$2.78, with a standard deviation of \\$6.59. The lowest EPS is -\\$61.20, while the highest is \\$50.09. The median is 2.90.\n",
        "- `Estimated Shares Outstanding`: The average estimated shares outstanding is \\$577M, with a standard deviation of \\$845M. The lowest estimated shares outstanding is \\$28M, while the highest is \\$6.16B.\n",
        "- `P/E Ratio`: The average P/E ratio is 32.61, with a standard deviation of 44.35. The lowest P/E ratio is 2.94, while the highest is 528.04.\n",
        "  * *High P/E ratio could mean that the stock's price is high relative to earnings and possibly overvalued. Conversely, a low P/E ratio might indicate that the stock's price is low relative to earnings and possibly undervalued.*\n",
        "  * *High P/E ratios can sometimes be justified by high growth rates. If a company's earnings are expected to grow quickly in the future, investors might be willing to pay more for the stock, leading to a higher P/E ratio.*\n",
        "- `P/B Ratio`: The average P/B ratio is -1.72, with a standard deviation of 13.97. The lowest P/B ratio is -76.12, while the highest is 129.06. The median is -1.07.\n",
        "  * *Similar to the P/E ratio, the P/B ratio indicates how much investors are willing to pay for each dollar of a company's net assets. A lower P/B ratio could mean that the stock is undervalued. Conversely, a higher P/B ratio could mean that the stock is overvalued.*\n",
        "\n",
        "  * *The P/B ratio gives an indication of whether the company's assets are performing well or poorly. If a company's P/B ratio is below 1, it may suggest that the market believes the assets are worth less than their book value, possibly because they are not generating sufficient return.*\n",
        "\n",
        "  * *The P/B ratio can be used to compare companies within the same industry. However, it is more useful in industries that rely heavily on tangible assets, such as manufacturing or utilities, as opposed to service or technology industries.*"
      ],
      "metadata": {
        "id": "APfQAByWZDLK"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "__7ciGcIDPyk"
      },
      "source": [
        "## Exploratory Data Analysis (EDA)\n",
        "\n",
        "- EDA is an important part of any project involving data.\n",
        "- It is important to investigate and understand the data better before building a model with it.\n",
        "- Below are a few questions that will guide our analysis and enable us to generate insights from the data.\n",
        "- In addition to the questions mentioned below, we will conduct a comprehensive analysis of the data to extract meaningful insights."
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Univariate analysis"
      ],
      "metadata": {
        "id": "oIJ3FiaZhIuI"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "columns = df.select_dtypes(exclude='object').columns.to_list()\n",
        "large = ['Net Cash Flow', 'Net Income', 'Estimated Shares Outstanding']\n",
        "small = list(set(columns) - set(large))\n",
        "\n",
        "for feature in small:\n",
        "  histogram_boxplot(df, feature, figsize=(10, 5), bins=12, fmt='{:,.0f}')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "6OVg3WU6hCe1",
        "outputId": "db5ff692-5b0e-4c88-c359-f328546d999b"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 2 Axes>"
            ],
            "image/png": 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h4bh161aeI1TZWa1WLFq0CAAwevToUhvtyynrsQcy30s5/fDDD5g0aZLtDwsREREA8r7ItCiKttd4Vru8FPT6TklJKbXJVIiIioMFFBGVSXv27MGkSZNgtVrx7rvvFjg6kZycjHbt2uGll16yjfhkl1U4ZZ+FL+t8Kmedz3Ho0CFER0fbLduyZQtSU1MRHh6OKlWqAIBtIol///0XiYmJtrZZU7DnNeFF1pdSrVZbaBxZEwMsX74816Fbq1atQkZGBrp37w5/f3/pyRWTO8aUl44dO6Jbt264c+cOPvnkk1zrP/roI2g0GixduhQrV66EyWTK1SY5ORnTpk3Dr7/+iscffxwvvPBCaYSer6zDDb/99lu7kbOkpCSsXLkSBw8etB2emPU8rV69OlcBuXnzZty4cQONGzcucEQtODgYPj4+SE1NxenTp+3Wff7557BarU7Ji4ioJPEcKCJyWwaDwe7aPxaLBbdv38avv/6Kf//9FxqNBh9//DH69+9fYD9BQUGYOHEili1bhr59++LJJ59ElSpVoNfrcerUKfz+++9o1KiR3TV86tati5iYGLzyyiuoX78+nnnmmWKdtD9w4EC89NJL6N69O6pXr47Lly8jKioKCoUCM2fOtLWrUKECunTpggMHDuD5559Hnz59IJPJcPjwYQQFBaFZs2b4448/7PrOGr3asmULzGYzgoODMXXq1DzjGDZsGA4cOIDDhw/j2WefRYcOHaBSqXDmzBkcP34cNWrUwJw5c4qcZ1G4Y0z5efPNN3H06FFs3LgRAwYMQNOmTW3r6tati7Vr12Lq1Kn4z3/+gw0bNqBTp06oVq0ajEYjLl26hCNHjiAtLQ19+vTBggUL8j2P68SJE3nOIJdT27ZtizXj3dChQ7F3716cOHECgwcPRrdu3WwXlr19+zYmT55sK+47deqEoUOHYuPGjXj66afRrVs3+Pn54dy5czhw4AACAwOxYMGCAvcnk8kwYMAAREZGYsKECRgwYAC8vb3x+++/IyUlBd27dy+x60gRETkLCygiclt6vd52QVsg85C7gIAA1K5dG1OnTsWwYcMknxfz6quvIiwsDP/973+xd+9eaLVaKJVK1KpVC1OmTMGLL75oN4vf/PnzMXfuXJw5cwbXrl1Dnz59ipVLp06d0KdPH6xYsQJ79uyB1WpF48aNMXnyZDz++ON2bT/++GMsXLgQhw4dwnfffYeKFSuid+/emDp1KsaNG5er7y5dumDo0KH4v//7P2zbtq3A2dtkMhm++OILREZGYufOndiwYQMsFguqV6+OsWPHYuzYsSU2u11Ziik/jzzyCMaNG4fly5dj/vz52Lp1q92oYEREBKKiorB161bs27cPBw8eRHJyMpRKJSpVqoTevXtj4MCBua4JltPevXuxd+/eQuN58803i1VAKZVKrFq1Ct9//z127NiBr7/+GjKZDA0aNMDcuXPRs2dPu/bvvfcemjRpgk2bNuGnn36C0WhEpUqVMGTIEIwfPx7VqlUrdJ+zZs2CUqnErl27sG7dOgQFBaFTp06YOXOm7dBGIiJ3JoicNoeIiIiIiEgSngNFREREREQkEQsoIiIiIiIiiVhAERERERERScQCioiIiIiISCIWUERERERERBKxgCIiIiIiIpKIBRQREREREZFELKCIiIiIiIgkYgFFREREREQkEQsoIiIiIiIiiVhAERERERERScQCioiIiIiISCIWUERERERERBKxgCIiIiIiIpKIBRQREREREZFELKCIiIiIiIgkYgFFREREREQkEQsoIiIiIiIiiVhAERERERERScQCioiIiIiISCIWUERERERERBKxgCIiIiIiIpKIBRQREREREZFELKCIiIiIiIgkYgFFREREREQkEQsoIiIiIiIiiVhAERERERERScQCioiIiIiISCIWUERERERERBKxgCIiIiIiIpKIBRQREREREZFELKCIiIiIiIgkUrg6AFc6ffo0RFGEUql0dShERERERORCJpMJgiCgWbNmBbbz6BEoURQhiqKrw3AZURRhNBo94jFgruWPp+QJMNfyylNy9ZQ8AeZaHnlKnoBn5ZofqbWBR49AZY08RUREuDgS10hPT0dcXBxCQ0Oh0WhcHU6JYq7lj6fkCTDX8spTcvWUPAHmWh55Sp6AZ+Wan+joaEntPHoEioiIiIiIyBEsoIiIiIiIiCRiAUVERERERCQRCygiIiIiIiKJWEARERERERFJxAKKiIiIiIhIIo+exrwsyMjIQGJiot0yg8EAAFCr1YVuX7VqVXh5eZVIbEREREREnoYFlJtLTEzEokWLirz9rFmzULt2bSdGRERERETkuXgIHxERERERkUQcgSpD+oepIEDE9vMmAMDTYUpU8sldA99KE7HjvLG0wyMiIiIiKvdYQJUhlX0EAILtfiUfGWr4y/NoaSm1mIiIiIiIPAkP4SMiIiIiIpKIBRQREREREZFELKCIiIiIiIgkYgFFREREREQkEQsoIiIiIiIiiVhAERERERERScQCioiIiIiISCIWUERERERERBKxgCIiIiIiIpKIBRQREREREZFELKCIiIiIiIgkYgFFREREREQkEQsoIiIiIiIiiVhAERERERERScQCioiIiIiISCIWUERERERERBKxgHITer0eer3e1WHkyZ1jIyIiIiIqTSyg3IBer8fcuXMxd+5ctytU3Dk2IiIiIqLSxgLKDdy8eRPp6elIT0/HzZs3XR2OHXeOjYiIiIiotLGAIiIiIiIikogFFBERERERkUQsoIiIiIiIiCRiAUVERERERCQRCygiIiIiIiKJWEARERERERFJxAKKiIiIiIhIIhZQREREREREErGAIiIiIiIikogFFBERERERkUQsoIiIiIiIiCRiAUVERERERCQRCygiIiIiIiKJWEARERERERFJxAKKiIiIiIhIIhZQVCRnzpzBzJkzMW3aNMycORPvvPMOJkyYgMWLF+PMmTOYM2cOzpw5Y2ub/X52O3bswKRJk7Bjx4482xXWl5RtACAmJgYbNmxATExMoTEVdR/5PU5FbZfftlL7zNnWkedFquzPn1RF3a8z4iUqDF9npauon318nh7iY0FlWVl9/bKA8nDi6T+RduyIQ9sYjUasX78eOp0OGRkZ0Ol0uHnzJgDg4sWLWLt2LZKSkvDDDz9Ap9Phhx9+sN03Go22fnQ6HXbv3g2r1Ypdu3Zh/fr1du2MRqPdtjn7yqvvnNtkLdu8eTN0Op3tZ34xFbbP/PaR3+NU1Hb5bSu1z5xt169fb/f4FvQYSJX9+du9ezd0Ol2h2zgSvzO2I3IEX2elq6iffTk/zzz5eeJrlsqysvz6ZQHl4cTvVuP24oUObRMVFYX79+/nuz7ri/T9+/fx5Zdf2trev38fUVFRtnZffvklRFG03c/ZLvt+8uorr75zbpO1LCUlBQCQkpJSYEyF7TO/fRT2ODnaLr9tpfYJAPv27bNrW1hejsr+/ImiiC+//LLQbRyJ3xnbETmCr7PSVZzPPj5PmfiapbKsLL9+Fa4OgOzduHGjwPvF7S873bEjwF+nkA7g/H9/hKpVm0K3v337Nnbv3i1p36Io4sKFC3b39+zZg7Zt2+LevXt263JuFxUVBVEU7b6g5+wr5/2sN172baT0kxUTAFt7R/aRtX2lSpXsHqecfUltl98+6tatK6lPIPODaN++fXYFakGPXX795CcuLi7X83fhwgXExcWhQYMGeW4j9TGRul2TJk0kxUokRVFfn1Q0+X325fy8zuuzLztPfp74mqWyrKy/fllAuQGDwWC7vW7dunzbGS0iVHKh0P6Mloe/ZArqr88vP6Pqg9vnZ8/Erh5PFdhvRkYGduzYkecvMalEUcSGDRtw7dq1AttZrVaH+85rGyn9iKKIH3/8UVJeefWXtf3kyZMhCILtflHb5beP1atX54oxZ59Zy44dO1ZoLoX1kx+r1YrVq1fnuW716tVYvHgxZDL7wW2pj0l+6/NavmXLFjzxxBMFxkokRVFfn1Q0jnz2FfR5k7M/T3qe+Jqlsqw8vH55CJ+HqnLzBqrevmm7X/X2TVS5WfBoV3JyMuLi4oq1X6vViri4OKSlpRWrH2eyWq2IjY1FXFxckQu32NhY23lgN2/eRGxsbK6+pLbLbx9paWm5CqicfQKZf9VJSEhwKJe8+snP2bNn833+0tLScPbs2VzLpT4mjmx3/vx5aLXaQuMlKkxRX59UNI589omiiLS0tALbeuLzxNcslWXl4fXLESg3oFarbbdHjBiBatWq2e7fuHHDNookZfQpZ7uc/WXRvvQ8zDmWPa29i8DPPrdbln3/VapUQYMGDYpVRMlkMoSFheHatWtuU0TJZDLUr18foiji/PnzDhdRWdtXqVIFQObj1LBhQ5w7d86uL6nt8tuHt7c30tPT7YqonH0CQKVKlVC9enUkJiZKziWvfvITHh4OHx+fPJ8/Hx8fhIeH51ou9TFxZLt69eohMDBQQnZEBSvq65OKxpHPPkEQoNFooNfr823ric8TX7NUlpWH1y9HoNxMtWrVULt2bdu/vIqf4vRXu3ZtVLh+FeaTv+dqaz75Oypcv5rv/gVBwPDhw4s1rCoIAp577jmMHTu2wHYymczh/chkslyHjknpJyuv4cOHF2kfOR8XQRAwbNiwfPdTWLv89jFu3LhcueT1nAiCgPbt2xeaS2H95Ecmk+X7/L388su5Ys/qX8pj4sh2AwcOdPshfiobivr6pKIp6LMv52Mtk8kwbty4QvvztOeJr1kqy8rD65cFlAe68eF7RVoHZI5u9O7dW9J+BEFAaGioXcHQs2dPhISEoEGDBggNDc13u169eqF379522+bsK+f9Xr16oVevXrmWFdZPVkyVKlXKtb2UfWRtn/NxKmq7/PZRv359SX0CQEBAALp165bnh1BBj4FUeT1/oaGhCAsLy3cbqY+J1O0qVqwoOV6iwhT19UlFk99nX87P67w++7Lz5OeJr1kqy8r665cFlAeqH7UfrXRmNLqdAtmh39Dodgpa6cxopTOjftT+Qrfv1asXAgIC8l3v6+sLIPNL/IQJE2xtAwIC0KtXL1u7CRMm2P1CzNku+37y6iuvvnNuk7XM398fAODv719gTIXtM799FPY4Odouv22l9gkA3bp1s7UNDAwsNC9HZX/+BEHAhAkTCt3GkfidsR2RI/g6K11F/ezL+Xnmyc8TX7NUlpXl1y8LKHKYSqXC888/D19fX3h5ecHX19d2vGqdOnUwcuRIBAcH47nnnoOvry+ee+45232VSmXrx9fXF71794ZMJkOfPn3w/PPP27VTqVR22+bsK6++c26TtWzQoEHw9fW1/cwvpsL2md8+8nucitouv22l9plX2+yPb0GPgVTZn7/evXvbCueCOBK/M7YjcgRfZ6WrOJ99OX9feCq+ZqksK8uvX0EszpzUZVx0dDQAICIiwqVxXL58GYsWLQIAzJo1C7Vr185z3bjmmZNNfH3KYLtfw1+eq7/4FIutTc7+sktPT7ddt0ej0TgcW1kiJdfywlNy9ZQ8AeZaXnlKrp6SJ8BcyyNPyRPwrFzzI7U24AgUERERERGRRCygiIiIiIiIJGIBRUREREREJBELKCIiIiIiIolYQBEREREREUnEAoqIiIiIiEgiFlBEREREREQSsYAiIiIiIiKSiAUUERERERGRRCygiIiIiIiIJGIBRUREREREJBELKCIiIiIiIolYQBEREREREUnEAoqIiIiIiEgihasDIKBKlSrQaDS22+7EnWMjIiIiIiptLKDcgLe3NxYsWGC77U7cOTYiIiIiotLGAspNuHNx4s6xERERERGVJp4DRUREREREJBELKCIiIiIiIolYQBEREREREUnEAoqIiIiIiEgiFlBEREREREQSsYAiIiIiIiKSiAUUERERERGRRCygiIiIiIiIJGIBRUREREREJBELKCIiIiIiIolYQBEREREREUnEAoqIiIiIiEgiFlBEREREREQSsYAiIiIiIiKSiAUUERERERGRRCygiIiIiIiIJFK4OgCS7laaCAGi7f7tNGu+7YiIiIiIyPlYQJUhO84b7e5vP29yUSRERERERJ6Jh/ARERERERFJxBEoN1e1alXMmjXLbpnBYAAAqNVqSdsTEREREZFzsIByc15eXqhdu7arwyAiIiIiIvAQPiIiIiIiIslYQBEREREREUnEAoqIiIiIiEgiFlBEREREREQSsYAiIiIiIiKSiAUUERERERGRRCygiIiIiIiIJBJEURRdHYSrnDp1CqIoQqVSuToUlxBFESaTCUqlEoIguDqcEsVcyx9PyRNgruWVp+TqKXkCzLU88pQ8Ac/KNT9GoxGCIKB58+YFtvPoC+l66osjiyAIHlM8Mtfyx1PyBJhreeUpuXpKngBzLY88JU/As3LNjyAIkuoDjx6BIiIiIiIicgTPgSIiIiIiIpKIBRQREREREZFELKCIiIiIiIgkYgFFREREREQkEQsoIiIiIiIiiVhAERERERERScQCioiIiIiISCIWUERERERERBKxgCIiIiIiIpKIBRQREREREZFELKCIiIiIiIgkYgFFREREREQkEQsoIiIiIiIiiVhAERERERERScQCioiIiIiISCIWUERERERERBKxgCIiIiIiIpKIBRQREREREZFELKCIiIiIiIgkYgFFREREREQkEQsoIiIiIiIiiVhAERERERERScQCioiIiIiISCIWUERERERERBKxgCIiIiIiIpKIBRQREREREZFELKCIiIiIiIgkYgFFREREREQkEQsoIiIiIiIiiVhAERERERERScQCioiIiIiISCIWUERERERERBIpXB2AK50+fRqiKEKpVLo6FCIiIiIiciGTyQRBENCsWbMC23n0CJQoihBF0dVhOMRisSA5ORnJycmwWCzF68tqQWp6KvQmPayi1UkRuidRFGE0Gsvc810UnpKrp+QJMNfyylNy9ZQ8AeZaHnlKnoBn5ZofqbWBR49AZY08RUREuDgS6eLj47F9+3YAwJgxY1CjRo0i95Weno64uDg0qN8AGo3GWSG6paxcQ0NDmWs54Sl5Asy1vPKUXD0lT4C5lkeekifgWbnmJzo6WlI7jx6BIiIiIiIicgQLKCIiIiIiIolYQHmwv+P/xtPrn0aj9xrhr2t/uTocIiIiIiK359HnQHk6o9mIhNQEAIDBbHBxNERERERE7o8jUERERERERBKxgCIiIiIiIpKIBRQREREREZFELKCIiIiIiIgkYgHlwQSZ4OoQiIiIiIjKFM7C50aupV5HhiWjwDZ3dXcfttddR7pWX+T93Ui/YddXkDa4yH05wkvuhUf9HimVfRERERERORMLKDeSYcmA3lxwQZR9unGD2VBo+wL3Z9dX4fsmIiIiIvJ0LKA8WL2q9fDtqO8QHBSMqsFVXR0OEREREZHbYwHlwVQKFSr7V0ZIUAiUCqWrwyEiIiIicnsun0Ti3LlzePHFF9GiRQu0a9cO06ZNw507dwAAJ06cwKBBg9C8eXP07dsXO3bssNt27dq16NmzJ5o3b47hw4fj7NmzrkiBiIiIiIg8hEsLKKPRiNGjR6N169Y4ceIEfv75Z9y7dw/vvPMObt++jUmTJmHYsGE4ceIE5s6di/nz5yM6OhoAsH//fixbtgwff/wxjh8/ji5dumDChAlIT093ZUpERERERFSOubSA0uv1mD59OsaPHw+VSoXg4GB0794d//77L3bu3IlatWph0KBBUKvVaNeuHbp27YpNmzYBADZu3IiBAweiSZMm8PLywtixYwEABw4ccGVKZcrZ62fx1LK+aPtOG0RfO+PqcIiIiIiI3J5Lz4EKCAjA4MGDbfcvXbqErVu3onfv3oiJiUHDhg3t2jds2BC7d+8GAMTExKBPnz62dTKZDA0aNEB0dDT69u0rOQZRFN1i1Eomk8FsNsNkMhXYzmwx290urH1hfVlFKyACZrOlWH05QgklMjIyYLVaS2V/QGaxnv1neeYpuXpKngBzLa88JVdPyRNgruWRp+QJeFau+RFFEYJQ+HVS3WISiYSEBPTs2RNmsxlDhgzBlClTMG7cOFSuXNmuXWBgIJKTkwEAWq0WAQEBdusDAgJs66UymUyIi4srXgJOoNFooFUm474+pcB2Oq3Odlur1cIsMxfQumCpulTb7eT7ybjjfafIfTkiwNsfl+/AJYXrlStXSn2fruIpuXpKngBzLa88JVdPyRNgruWRp+QJeFaueVGpVIW2cYsCqnr16oiOjsbVq1fx1ltv4Y033pC0nSiKxd63UqlEaGhosfspLplMBlEHqHzUBbZTWB8+ZYGBgQiqGFTkfSboEmy3gwKCEFIxpMh9OUKj1KC2b+1SH4G6cuUKatWqBW9v71Lbryt4Sq6ekifAXMsrT8nVU/IEmGt55Cl5Ap6Va34uXLggqZ1bFFAAIAgCatWqhenTp2PYsGHo1KkTtFqtXZvk5GQEBwcDAIKCgnKt12q1qFu3rsP71Wg0xQndaRQZCihR8HTiCrnC7rZSWfTpx+36UsiL1ZdD+1Uo4OXlVSr7ysnb29ttnu+S5im5ekqeAHMtrzwlV0/JE2Cu5ZGn5Al4Vq45STl8D3DxJBInTpxAz5497UYiZLLMkBo3bpxrWvKzZ8+iSZMmAIDw8HDExMTY1lksFsTGxtrWExEREREROZtLC6jw8HDodDosXrwYer0eSUlJWLZsGVq2bInhw4cjISEBmzZtgsFgwKFDh3Do0CEMGTIEADB8+HBs27YNf/31F/R6PVauXAmVSoXOnTu7MiUiIiIiIirHXFpA+fn5Yc2aNTh79izatm2Lvn37ws/PD59++ikqVKiAr776CpGRkWjRogU+/PBDLF68GPXr1wcAdOzYEa+99hqmTZuG1q1b4/jx41i1apXLDg0rLSKKf94XEREREREVjcvPgQoLC8O6devyXNeqVSts3749322fe+45PPfccyUVmtuxilYkpt2w3b+mu4Y0XToC1QHwU/q5MDIiIiIiIs/g8gKKpLGKVlxJvYp0S4ZtmdFqQrIxGcnGZDzq+ygCVQEF9JBboxqN8PPk/0NIhRBJUzYSEREREXk6lx7CR9JYRSuu6q5CZ9bZLfdV+kIuZD6FCWkJMFkduxCuIAiQCTLIZDLJs44QEREREXkyFlBuThRFXNVdQ6ops3jyVfjY1lXxroyavjUBABbRgvi0BKdcG4uIiIiIiPLGAsrNaY1apJpSAQD+Sn9U1lS2W++r9EVFdQUAQKopFUmGZMl9m8wm3NXdxe2U2zCZHRu9IiIiIiLyRCyg3JgoiriTcRcAoJKp8KjvIxCQ+1C7KpoqUMvUAIDE9EQYLEZJ/Z9PPI+Ra0ag7yd9cO5GnPMCJyIiIiIqp1hAubE0cxoyHkwaUdGrImRC3k+XTJDhEd9HAABWWHEj/Uae7YiIiIiIqHhYQLmxrNEnuSBHsDqowLYahTdCvEIAZB7KZ5Q4CkVERERERNKxgHJTGZYM27lPFdTB+Y4+ZVdBHWy77ci5UEREREREJA0LKDd198HokwABFbwqSNpGJVfBV+kLAEg2JnNGPiIiIiIiJytSAXXmzBmkpKTY7m/ZsgULFizA3r17nRaYJzNZTUg2aAEAgapAKGVKydsGPxiFMllN0Jl0hbQmIiIiIiJHOFxA7dq1C8OGDcOVK1cAAKtWrcK8efPw+++/Y8aMGdi0aZOzY/Q49zKSICJz9CjEq6JD2/or/SAX5ACAJEOS02MjIiIiIvJkDhdQq1evxtSpU9G4cWOIoojvv/8eL7/8MrZv3463334bGzZsKIk4PYYoikg2Zp6/5Kv0hZfCy6HtZYIMQQ8mnEgxpcJsNTs9RiIiIiIiT+VwAXX58mX06dMHABAdHY2kpCQMHjwYANC2bVtcvXrVuRF6mAxLBkzWzIvaBqkCi9RH1ox9IkQkFzCZhFKhQAWfCqjkXwlKhfTDBImIiIiIPJXC0Q2USqVtcoLjx4+jZs2aqF69OgDAZDLBarU6N0IPk/Jg5j0A8FP6FakPL7kXNAoN0s3pSDIko6JXRQhC7gvwhlWtj3VjIhFSMQRKJQsoIiIiIqLCODwCFRYWhvXr1+PMmTPYsGEDunfvblt34MAB1K5d26kBepoUY+bkHD4KDRQyh+tbm6xRKIPVgHRzulNiIyIiIiLydA4XUJMnT8amTZswdOhQeHl5YfTo0QAyi6fFixfjxRdfdHqQnsJoMUJv0QMA/JT+xeorQBUAAZmjTtlHtYiIiIiIqOgcHuJo3bo1Dh8+jEuXLqFu3brw9vYGADz22GP48ssv8cQTTzg9SE+hNWptt/1VxSug5IIcPkof6Ew6pJpSURVVcrVJM6QhLjEOiemJqF+jPnzUPsXaJxERERFReVekY8R8fX3RuHFju2U1a9ZEzZo1nRKUp8q69pNKpoKXXF3s/vyVftCZdLaJKXJeT+ry7cuYsek1AMC6iesQ8WjjvLohIiIiIqIHHC6gkpKSsHTpUtvFdLMmlMgiCAIvqFsEZqvZdv5TcUefsmROQpEIAEg1pdousktEREREREXjcAE1f/58HDp0CC1atEDNmjXznN2NHHcz/SasyJzB0L+Is+/lpJKpoJKpYLQakWpkAUVEREREVFwOF1C///47li5diq5du5ZEPB4rPi0BwINzlxTOORdJEAT4KX1xz5CEVLMOoiiy4CUiIiIiKgaHZ+FTKBSoW7duScTisURRRLwus4DyU/o5tcjJupaUVbRyOnMiIiIiomJyuIDq06cPz3FysiRDsm36cmcdvpfFV+nL6cyJiIiIiJzE4UP4WrRogS+++AJ///03mjRpAo1Gk6vN0KFDnRKcp5AJAgQIkAty24iR8/qWwUfhA505/+nMiYiIiIhIGocLqNdey5z2+sKFC4iKisq1XhAEFlAOClIHoU/N3kjQJcAqWp3ev5/KDzpz/tOZExERERGRNA4XUPv27SuJODxesDoId/V3oTfrnd63n9L3wWTmQKpJh2B1EADAW+2NBlUbQqlQwFudeySRiIiIiIjsOVxAVa9e3akBJCQk4MMPP8TJkychl8vRsWNHzJkzBykpKejWrRtUKpVd+2nTpmHMmDEAgF27dmHlypWIj49H7dq18dprr6FDhw5Oja88UMvUUMqUMFlND64HlVlA1alUB0sGL0FIxRAolRyVIiIiIiIqjMMFFADs378fkZGRiImJQVpaGvz9/REREYGxY8eiVatWDvU1YcIEhIeHY//+/UhNTcUrr7yCRYsWYeLEiQCA6OjoPLeLi4vDrFmzsHz5crRt2xZ79uzBq6++iqioKFSpwvN8shMEAf5KP9wzJEFn4nTmRERERERF5fAsfLt27cKkSZNw584d9OzZEyNHjsSTTz6JhIQEjBo1CkePHpXcV0pKCsLDwzFjxgz4+PigSpUqGDBgAE6ePFnotps2bUKnTp3QqVMnqNVq9O/fH/Xq1cOOHTscTckjZF1byiJaYLAaXBwNEREREVHZ5PAI1OrVqzFixAjMnTs317q33noLy5cvl3wYnb+/PxYuXGi3LDExEZUqVbLdf+ONN3D8+HGYzWYMHjwYU6ZMgVKpRExMDDp16mS3bcOGDfMdsfJ0PsqHF+dNM6XDS+4FbboWh/45BP9Ef7QPa49An0DXBUhEREREVAY4XEBdvHgRn3zySZ7rRo4ciUGDBhU5mOjoaERGRmLlypVQqVRo1qwZunfvjgULFiAuLg6TJ0+GQqHA1KlTodVqERAQYLd9QEAALly44NA+RVFEerrrLzArk8lgNpthMpkKbGe2mO1uF9Y+O6WghEk0QWdMhb/cD1duX8GiqI8AAN+O+w7hj4QXLXgHKaFERkYGrFbnzziYH71eb/ezPPOUXD0lT4C5lleekqun5Akw1/LIU/IEPCvX/Eg9zcXhAkoul8NoNOa5zmq1Fvncmj///BMTJ07EjBkz0K5dOwDAjz/+aFvfuHFjjB8/Hl999RWmTp0KIDPJ4jKZTIiLiyt2P8Wl0WigVSbjvj6lwHY6rc52W6vVwiwzF9DankwhA+SZM/HdSbuDVN3DC+sm30/GHe87jgdeBAHe/rh8By4pXK9cuVLq+3QVT8nVU/IEmGt55Sm5ekqeAHMtjzwlT8Czcs1Lzgns8uJwAdW4cWMsX74cn332md3MbUajEcuXL0fjxo0d7RL79+/H66+/jvnz5+OZZ57Jt1316tVx9+5diKKIoKAgaLVau/VarRbBwcEO7VupVCI0NNThmJ1NJpNB1AEqH3WB7RTWh09ZYGAggioGSd6HwqjETcNNWAUrAoMD4ad7eNHeoIAghFQMcTzwItAoNajtW7vUR6CuXLmCWrVqwdvbu9T26wqekqun5Akw1/LKU3L1lDwB5loeeUqegGflmh+pR7I5XEBNnToVo0aNQocOHRAREQE/Pz+kpqYiOjoaRqMR3333nUP9nTp1CrNmzcLnn39ud+7UiRMn8Ndff9lm4wOAS5cuoXr16hAEAeHh4Th79qxdX9HR0ejbt69D+xcEARqNe1wDSZGhgBIFTyeukCvsbjsy/bi/zA83DTcBAEYY7ftSyEttKnOFQgEvL69S2VdO3t7ebvN8lzRPydVT8gSYa3nlKbl6Sp4Acy2PPCVPwLNyzUnqkXQOz8LXrFkz/PTTT+jZsyeSkpIQExOD5ORk9O3bF1u2bEGTJk0k92U2mzFv3jzMnDkz18QTfn5+WLFiBbZv3w6TyYTo6Gh88803GD58OABgyJAhOH78OA4ePAiDwYDNmzfjypUr6N+/v6MpeQy1TA25IAcApJnTXBwNEREREVHZU6TrQIWGhuK9994r9s7/+usvXLx4ER988AE++OADu3VRUVH47LPPsHz5crz11lvw8/PDiBEj8OKLLwIA6tWrh08++QQLFy5EQkICQkND8dVXXyEkpHQOQyuLBEGAj8IHKaYUpJldP3EGEREREVFZI6mAOnr0KNq2bQuFQiHpOk9SpzFv2bIlzp8/n+/66tWro3v37vmu79GjB3r06CFpX5TJR6FBiikFGZYMWGBxdThERERERGWKpAJq7NixOHbsGCpUqICxY8dCEIR8Z8ATBMEtZrWjvPkofYAHs1MaLLygLhERERGRIyQVUGvXrrVdc2nt2rUlGhCVLC+5FwQIECFCpVajU71OUKvVCNAEujo0IiIiIiK3J6mAat26te32jRs30KdPnzznSL958yaioqLs2pN7kQkyaBQapJnTEBQQiFm9ZiOkYkipzcBHRERERFSWOTwL35tvvgmdTpfnurt37+Kzzz4rdlBUsnwUPgAAvSUDIop/MWIiIiIiIk8heRa+ESNG2M59euWVV3KNWIiiiCtXrsDPzy+fHshd+Cg1QAYgQoRZMLs6HCIiIiKiMkPyCNSAAQNQs2ZNAIDBYMj1z2g0on79+vj4449LLFhyDo0i8+JoybpkbD61GeuOrsXtlNsujoqIiIiIyP1JHoEaOHAgBg4ciCtXrmDFihXw9/cvybioBMkFObzkXkhKuYd1RzInBWlVpxUq+VdycWRERERERO7N4XOg1q1bl2/xlJCQwOsylRHeCm9Xh0BEREREVOZIHoHK7uDBgzhy5Ai0Wq1tmSiK+Pfff5GUlOSs2KgEaeQaV4dARERERFTmOFxAbdy4EW+//TYqVqyIpKQkhISE4P79+8jIyEDTpk3x/vvvl0Sc5GQajkARERERETnM4UP41q5di/nz5+Po0aNQq9WIjIzE6dOn8cknn0Aul6Nly5YlESc5mZfcC4Dg6jCIiIiIiMoUhwuo+Ph4dOnSBQAgCAIsFgsEQcBTTz2FQYMG4Z133nF2jFQCBEGAWp77YshERERERJQ/hwsohUKBjIwMAEBAQABu3rxpW9e6dWv89ttvzouOSpRaeFhA8XK6RERERESFc7iAatq0KRYvXozU1FSEhYXhq6++gl6vBwDs3bsXarXa6UFSyVDJvWy3TVaTCyMhIiIiIiobHJ5EYurUqRg9ejSSk5MxatQojBkzBq1bt4ZarUZaWhpefPHFkoiTSkA1/6ro2/opAICPt4+LoyEiIiIicn8OF1CNGzfGoUOH4OXlhUcffRQbN27E//3f/8FkMqFp06bo27dvScRJJeCRoEcwrONwiIIIPzUvjExEREREVBiHC6i9e/eic+fOkMvlAIDw8HCEh4c7PTAqeYIgQGFVwCQ3QW9Od3U4RERERERuz+EC6tVXX0VgYCD69OmDp59+Gk2aNCmJuKiUKEUFTDBBb8mAVbRCJjh8WhwRERERkcdw+Nvyjz/+iP79+2Pfvn0YNmwYevbsiRUrVuD69eslER+VoBvJN7Bm/zdYu/d73L5/GxkWg6tDIiIiIiJya0WahW/OnDk4dOgQ1q1bh/bt22PDhg3o0aMHhg8fjh9//LEk4qQSkKRLwq6/d2Hv6f8hJe0+D+MjIiIiIipEsY7XatmyJd566y0cPnwYq1atgsFgwLvvvuus2KiUpZv1rg6BiIiIiMitOXwOVHZ6vR4HDhxAVFQUjhw5AovFgu7duzsrNipl6RyBIiIiIiIqkMMFVHp6ul3RZDQa0bp1a8ydOxc9e/aEn59fScRJpcBgNcAiWiAX5K4OhYiIiIjILTlcQLVt2xYmkwkNGjTA1KlT0bdvX1SqVKkkYiMX0Jsz4KvkRXWJiIiIiPLicAE1ZswY9OvXD4899lhJxEMuprfoWUAREREREeXD4Ukk/vvf/8LHh1+wyxulTAUAnImPiIiIiKgADhdQwcHBiI2NLYlYyIXUcjUAzsRHRERERFQQhw/he+WVV7B06VKcPHkSjRo1gr+/f642HTp0kNxfQkICPvzwQ5w8eRJyuRwdO3bEnDlz4O/vj7i4OCxYsABxcXGoUKEChg0bhtGjR9u23bVrF1auXIn4+HjUrl0br732mkP79nRVg6piYqdJ8PX1Ra0Kj0IPA4xWIyeSICIiIiLKh8MF1LRp0wAAcXFxdssFQYAoihAEIde6gkyYMAHh4eHYv38/UlNT8corr2DRokWYP38+xo8fjyFDhmDVqlW4fPkyRo8ejRo1aqBHjx6Ii4vDrFmzsHz5crRt2xZ79uzBq6++iqioKFSpUsXRtDxSBd8K6NekH0IqhsAIIy6mXgIA6M16+Cp9XRwdEREREZH7cbiAWrt2rdN2npKSgvDwcMyYMQM+Pj7w8fHBgAEDsG7dOhw8eBAmkwkTJ06EXC5Ho0aNMHjwYGzcuBE9evTApk2b0KlTJ3Tq1AkA0L9/f0RGRmLHjh14+eWXnRajp/BWeNtus4AiIiIiIsqbwwVU69atnbZzf39/LFy40G5ZYmIiKlWqhJiYGISFhUEuf3goWcOGDbFp0yYAQExMjK14yr4+OjraoRhEUUR6uusnTpDJZDCbzTCZTAW2M1vMdrcLa18Qk9lk91MtU8FgNSLNlIZARWCR+y2MEkpkZGTAarWW2D5y0uv1dj/LM0/J1VPyBJhreeUpuXpKngBzLY88JU/As3LNT9bRdIVxuIACgMuXL+Pbb79FbGws7t69i/Xr1yMkJAT//e9/8cILLxSlSwBAdHQ0IiMjsXLlSuzevTvX+VWBgYHQarWwWq3QarUICAiwWx8QEIALFy44tE+TyeTQIYclRaPRQKtMxn19SoHtdFqd7bZWq4VZZi6gdcHik+PxzdHVAIAxHcYiICQQkAM6YxrupN0pcr+FCfD2x+U7cEnheuXKlVLfp6t4Sq6ekifAXMsrT8nVU/IEmGt55Cl5Ap6Va15UKlWhbRwuoE6fPo3Ro0fDx8cHzZs3x7lz52C1WpGYmIglS5ZApVJhyJAhDgf7559/YuLEiZgxYwbatWuH3bt359kue1UoiqLD+8lJqVQiNDS02P0Ul0wmg6gDVD7qAtsprA+fssDAQARVDCryPhN0Cfjt8m8AgAlPTkSgJhC3DLdglVkRXCG4xCaS0Cg1qO1bu9RHoK5cuYJatWrB29u78A3KME/J1VPyBJhreeUpuXpKngBzLY88JU/As3LNj9SBGIcLqCVLlqBr165YuHAhVCoVmjVrBgCoWbMm3nzzTaxbt87hAmr//v14/fXXMX/+fDzzzDMAMqdLz1kBa7VaBAYGQiaTISgoCFqtNtf64OBgh/YtCAI0Go1D25QURYYCSigLbiNX2N1WKgtuL7kvhRy+Kh/cMmTeNwtmeCm9itx3gftVKODlVTJ9F8bb29ttnu+S5im5ekqeAHMtrzwlV0/JE2Cu5ZGn5Al4Vq45STl8DyjCdaBiYmIwYcKEPIe32rVr5/Cw36lTpzBr1ix8/vnntuIJAMLDw3H+/HmYzQ8PUYuOjkaTJk1s68+ePWvXV/b15LjsE0nwelBERERERLk5XEBpNBpYLJY812m1WknHDWYxm82YN28eZs6cmev6TZ06dYKvry9WrlwJvV6Pv//+G5s3b8bw4cMBAEOGDMHx48dx8OBBGAwGbN68GVeuXEH//v0dTYkekAkyeMkzR4b0FhZQREREREQ5OVxANWjQAIsXL0ZaWprdcpPJhFWrVtkO6ZPir7/+wsWLF/HBBx8gIiLC7t+dO3fw5Zdf4vjx42jdujWmTZuG6dOno3PnzgCAevXq4ZNPPsHChQvRokULREZG4quvvkJISIijKVE23vLMUSg9R6CIiIiIiHJx+ByoyZMnY9SoUejUqROaNGkCk8mEefPm4dKlS0hLS0NkZKTkvlq2bInz588X2GbDhg35ruvRowd69OgheX9UOG+FN5KNyTBajTBbzVDIijRRIxERERFRueTwCFSTJk2wZcsW9O3bF8nJyahWrRrS0tLQs2dPbNu2DQ0bNiyJOKmUaLJfUJeH8RERERER2SnS8ELt2rXx7rvvOjsWcgNZ50ABmYfx+Sn9XBgNEREREZF7KVIBtXv3brRu3RoVKlSA2WzGypUrERcXh9atW2PUqFFODpFKyqMVH8Xb/d5BgH8AaobUAvBwIokMSwbPgyIiIiIiysHhQ/giIyPxxhtv4M6dOwAyrwu1evVqAMDKlSvx9ddfOzdCKjH+3v5oU7sNngh7Av7e/rblWYfxpfMQPiIiIiIiOw4XUBs2bMBbb72F+vXrw2w2Y/PmzZg2bRq++OILLFiwANu3by+JOKkUZc3EZ7KaYLaaC2lNREREROQ5HC6g4uPj0b59ewDA6dOnodPp0K9fPwCZF7dNSEhwboRU6rJfUJeH8RERERERPVSkC+nq9Zlfqo8ePYqwsDBUrFgRAJCWlga5XO7cCKnEXLh1Aa/+8Aqe++I5/HvzX9tyL7kXBAgAeBgfEREREVF2Dk8iERERgS+++AJPPvkkfvzxR4wePdq2bvv27ahbt65TA6SSk2HMwKW7lx7cflgoZU0kobfoOQJFRERERJSNwyNQM2bMwKlTpzB9+nTUrl0bI0eOBADs2rULq1evxsSJE50eJJW+rMP4eC0oIiIiIqKHHB6BCgsLw4EDB5CUlITg4GDb8hYtWmDHjh0IDQ11aoDkGjknklDIijTjPRERERFRuVLkb8W3b9/Gr7/+ivT0dPj4+KBu3bosnsoRTbaJJNLNevireEFdIiIiIiKHC6grV65g8uTJuHDhAkRRtC0XBAHh4eH4/PPPUa1aNacGSaVPLVdDgAARIvSWdPiDBRQRERERkcMF1Pz585GWloaPP/4YYWFh8Pb2Rnp6OmJiYrBs2TLMnz8f33zzTUnESqWIE0kQEREREeXmcAH1999/Y82aNWjZsqXd8rCwMFStWhUTJkxwWnDkWhqFNwsoIiIiIqJsHJ6Fz9/fH0FBQXmuq1y5Mnx9fYsdFLmHrJn4TKIZJqvJxdEQEREREbmewwXUkCFDsGHDhjzXbdq0CYMGDSp2UFQ6QiuHYsVzX+CHSRsQWiX39buyZuIDwFEoIiIiIiJIPITv008/td0WRRH79u3Dr7/+iubNm8Pf3x9paWn4448/oNPpMGTIkBILlpzLS+WF2hVrI6RiCJRKZe71ci/bRBKZM/H5uyBKIiIiIiL3IamAWrVqVZ7LL1y4kGvZsmXLMGnSpOJFRW5BEAR4y72QbtHzgrpERERERJBYQJ07d66k4yA35a3wziygzHqIoghBEFwdEhERERGRyzh8DlR2aWlpuH37NvR6jk6URbEJsRjy1WB0W9gVMfExebbxVmgAAGbRDLNoLs3wiIiIiIjcjsPTmANAZGQk1q1bh2vXrtmW1alTBy+//DL69+/vtOCoZFmtVugMuge3LXm2yT6RRLpZjwBV7nOliIiIiIg8hcMFVGRkJBYsWIBOnTrh2WefhY+PD3Q6HU6ePIlZs2ZBEAT069evJGIlF/CSq20TSejNegRwIgkiIiIi8mAOF1AbNmzA9OnT8fLLL9stHz9+PJYuXYpvvvmGBVQ5IghC5nlQ5nToLemuDoeIiIiIyKUcPgfq2rVr6NWrV57r+vfvj0uXLhU7KHIvWYfx6c0ZEEXRxdEQEREREbmOwwWUl5cXkpOT81yXmpoKtVpd7KDIvWgUmQWUWTTDZDW5OBoiIiIiItdxuIBq0aIFFi1ahHv37tktv3PnDhYtWoQWLVo4LThyD96KhxNJ8HpQREREROTJHD4H6vXXX8fzzz+Pjh074tFHH4Wfnx9SU1Nx/fp1BAYGYu3atSURJ7mQWqaGDDJYYX0wkUSAq0MiIiIiInIJh0eg6tSpg127dmHKlCkIDQ2Fj48P6tati+nTp2Pnzp147LHHHA7iyJEjaNeuHaZPn263fMuWLahfvz4iIiLs/p05cwZA5jTcn332Gbp164ZWrVphzJgxuH79usP7p4IJggAvhRcAIJ0jUERERETkwYp0Hajg4GCMHz/eKQF8/fXX2Lx5M2rWrJnn+latWmHdunV5rlu/fj127tyJr7/+GpUrV8Znn32GV155Bdu3b4cgCE6JrzyrX60+/jt+EyoGV4S/T8HTk2vkD2biM+shiiIfXyIiIiLySA6PQDmbWq0usIAqyMaNGzFq1CjUqVMHvr6+mD59Oi5evIi///67BCItfxRyBXzVvvDz9oNCXnAtnXUelEW0cCIJIiIiIvJYRRqBcqaRI0cWuD4xMREvvfQSzp49C39/f0yZMgVPP/00MjIycOHCBTRs2NDW1tfXFzVr1kR0dDSaNm0qaf+iKCI93fXXN5LJZDCbzTCZCi5OzBaz3e3C2hfEZDbZ/SyIUlTabqcaUuGvLPoFdZVQIiMjA1artch9OEqv19v9LM88JVdPyRNgruWVp+TqKXkCzLU88pQ8Ac/KNT9Sj7JyeQFVkODgYNSqVQuvvfYaQkND8b///Q9vvPEGKlWqhMceewyiKCIgwH5Cg4CAgHynWc+LyWRCXFycs0N3mEajgVaZjPv6lALb6bQ6222tVguzzFxA64JZrBYYzUbob+uhUqggl8nzbStChKACRAFI0iXBYDEUeb8B3v64fAcuKVyvXLlS6vt0FU/J1VPyBJhreeUpuXpKngBzLY88JU/As3LNi0qlKrSNWxdQnTt3RufOnW33+/bti//973/YsmULZs6cCQDFvrCrUqlEaGhosfpwBplMBlEHqHwKvo6WwvrwKQsMDERQxaAi7/OvK39h3JqxAIBvx32H8EfCC2yvT9cj3aKHTC1DiCakyPvVKDWo7Vu71Eegrly5glq1asHb27vwDcowT8nVU/IEmGt55Sm5ekqeAHMtjzwlT8Czcs3PhQsXJLWTVEA99dRT+O6771CxYkV069YNmzdvRlBQ0b+4F0f16tVx9uxZBAYGQiaTQavV2q3XarWoUKGC5P4EQYBGo3FylEWjyFBACWXBbbKdq6SQK6BUFtxecl8KeaF9aZQ+SLfokWE1QKFQFHkiCYVCAS8vryJtW1ze3t5u83yXNE/J1VPyBJhreeUpuXpKngBzLY88JU/As3LNSep3W0kFVGJiIn788Ue0adMGCQkJ+PPPP3MdOpddq1atpEVZiA0bNiAgIAB9+vSxLbt48SIeeeQRqNVq1K1bFzExMWjdujUAICUlBdeuXUPjxo2dsn+y5y1/OJGE0WqCWl74ECcRERERUXkiqYDq3r07li9fjhUrVkAQBEyePDnPdlknXjnrnCKj0Yj3338fjzzyCOrXr489e/bg8OHD+O9//wsAGD58OFatWoWOHTuicuXK+OSTT9CgQQNEREQ4Zf9kT6N4OJyrt+hZQBERERGRx5FUQH300Ud47rnncP/+fYwbNw5LliyBv3/RZ2HLLqvYMZszJ0PYu3cvACA6OhojR45EWloapk6dijt37qBGjRpYsWIFwsMzz9UZNmwY7ty5gxEjRiAtLQ1t2rTB8uXLnRIX5aaSqSATZLCKVujN6QhU5T8KSURERERUHkmeRCLrsLhXX30VXbt2ddrJZdHR0fmuEwQBkyZNwqRJk/JdP2XKFEyZMsUpsVDBBEGARu4NnTkN6WbPneKSiIiIiDyXw7PwvfrqqwCAU6dOITY2FmlpafDz80NERAQPnfMAGoXmQQGVLnmufCIiIiKi8sLhAiopKQkvv/wyYmJi7KYQFwQBbdu2xfLly+Hj4+PUIMl9aBSZs7KIEKG3ZNidF0VEREREVN7JHN1g8eLFSEpKwueff44jR47g9OnTOHz4MJYsWYKLFy/is88+K4k4qQTIZDJ4K73ho/aBrICL6GaXVUABQLq59C+ES0RERETkSg6PQB0+fBgfffQRnnjiCdsyb29v9OnTB2q1Gu+++y7mzZvn1CCpZDSs3hA/TdyCkIohkq8npZApoJKpYLQaHxRQ0q+5RURERERU1jk8AnX//n3UqlUrz3X16tVDUlJScWMiN5c1CsURKCIiIiLyNA4XUJUqVcLp06fzXHfmzBlUqlSp2EGRe8sqoIxWI8xWs4ujISIiIiIqPQ4fwte3b1+8//77uHv3Llq0aAFfX1/odDr88ccfWLVqFYYNG1YScVIJyDBm4Oq9q0ixpqBmSE14q6RNCJHzPCh/lXOuCUZERERE5O4cLqAmT56MW7duYfHixXbLBUHAgAEDeE2mMuTCrQuYuH4CAGDdxHWIeLSxpO285V4QIECEyAKKiIiIiDyKwwWUSqXCxx9/jBkzZiAmJgY6nQ7+/v4IDw9HxYoVSyJGcjOCIECj0CDtwfWgiIiIiIg8hcMFVJbKlSujcuXKzoyFyhCNwvtBAaXnBXWJiIiIyGM4PIkEEfDwPCgrrMiwGFwcDRERERFR6WABRUXCC+oSERERkSdiAUVFopQpoZRlXnyXBRQREREReQoWUFRkvKAuEREREXkahwuo9u3b49atWyURC5UxPg8KKIPVALPV4uJoiIiIiIhKnsMFVHBwMGJjY0siFiplaqUaNYNr4rFKj0Gt9HJ4e/vzoNKcGRoRERERkVtyeBrzV155BUuXLsXJkyfRqFEj+Pvnvohqhw4dnBIclay6Vepi5QtfIqRiCJRKpcPbe8u9IYMMVliRZk7jBXWJiIiIqNxzuICaNm0aACAuLs5uuSAItusB5VxH5ZMgCNAoNdCZdEgzcQSKiIiIiMo/hwuotWvXlkQcVEb5KnygM+mQbtHDIlogF+SuDomIiIiIqMQ4XEC1bt26JOIgF0jVp+KPK38gICkAzR9rDn9vxw/B81H42G6nm/XwU/o6M0QiIiIiIrdSpGnML1++jLfeeguDBg1C586dkZCQAKPRiMjISGfHRyXo6t2reHvHW5gWORVX71wpUh/eCm8IEACAh/ERERERUbnncAF1+vRpDBw4EPv370e1atVw9+5dWK1WJCYmYsmSJfjvf/9bEnGSm5IJMttsfGmciY+IiIiIyjmHC6glS5aga9eu2L9/P5YuXWqbva1mzZp48803sW7dOqcHSe4t6zC+dHM6rKLVxdEQEREREZUchwuomJgYTJgwASqVKte6du3a4cqVK86Ii8oQH2VmASVChN6sd3E0REREREQlx+ECSqPRwGKx5LlOq9XmWVhR+eaT7YK6PIyPiIiIiMozhwuoBg0aYPHixUhLs/+ibDKZsGrVKjRr1sxpwVHZIBNk0Mi9AQA6FlBEREREVI45XEBNnjwZp06dQqdOnTBmzBiYTCbMmzcPXbt2xdGjR/Haa685HMSRI0fQrl07TJ8+Pde6Xbt2oV+/fmjWrBkGDhyIo0eP2tZZrVZ89tln6NatG1q1aoUxY8bg+vXrDu+fii/rML50UzpEUXRxNEREREREJcPhAqpJkybYunUr+vbti+TkZFSrVg1paWno2bMntm3bhoYNGzrU39dff40PPvgANWvWzLUuLi4Os2bNwsyZM/Hrr79i1KhRePXVV3Hz5k0AwPr167Fz506sWrUKBw4cQK1atfDKK6/wC7wLZE0kYYUVegvPgyIiIiKi8snhC+kCQK1atfDuu+86JQC1Wo3NmzdjwYIFMBgMdus2bdqETp06oVOnTgCA/v37IzIyEjt27MDLL7+MjRs3YtSoUahTpw4AYPr06WjTpg3+/vtvNG3a1CnxlWe+3r5oVasVVEoV/IpwEd3sNNkuqJtmSrNNbU5EREREVJ4UqYC6desWoqKicOnSJej1evj4+KBu3bro2bMnKlSo4FBfI0eOzHddTEyMrXjK0rBhQ0RHRyMjIwMXLlywG/Hy9fVFzZo1ER0dLbmAEkUR6enpDsVcEmQyGcxmM0wmU4HtzBaz3e3C2hekemB1vNv/PQQGBkKpUBarLwBQy9QwWA1INaYiUBGYbzsllMjIyIDVWnpTnuv1eruf5Zmn5OopeQLMtbzylFw9JU+AuZZHnpIn4Fm55kcURQiCUGg7hwuogwcPYurUqTAYDAgICIBGo0F6ejru37+PTz75BF988QXatm1bpKBz0mq1CAgIsFsWEBCACxcu4P79+xBFMc/1ycnJkvdhMpkQFxfnlHiLQ6PRQKtMxn19SoHtdFqd7bZWq4VZZi6gtTRarbbYfQCATC4AisyJJG7fvQ0Beb8AA7z9cfkOXFK4etI0+56Sq6fkCTDX8spTcvWUPAHmWh55Sp6AZ+WaFykzijtcQC1atAitWrXCggULULlyZdvy+Ph4zJs3DwsWLMDOnTsd7TZfhZ3PVNzznZRKJUJDQ4vVhzPIZDKIOkDloy6wncL68CkLDAxEUMWgIu/TZDZBq9XaRqCKy9uswXX9dUAAfAJ97aY3z06j1KC2b+1SH4G6cuUKatWqBW9v71Lbryt4Sq6ekifAXMsrT8nVU/IEmGt55Cl5Ap6Va34uXLggqZ3DBVR8fDyWLl1qVzwBQI0aNTB79mwMHjzY0S7zFRQUlGt0RKvVIjg4GIGBgZDJZHmud+QwQkEQoNG4x/k6igwFlCi4kFHIFXa3lcqiFz73dPewK3oX/Hx98WREd1Twc+zwy5wCFP6I1wuZF9QV9QhUBuTZTqFQwMvLq1j7Kipvb2+3eb5Lmqfk6il5Asy1vPKUXD0lT4C5lkeekifgWbnmJOXwPaAIs/BVr14dRqMxz3VWqxXVqlVztMt8hYeH4+zZs3bLoqOj0aRJE6jVatStWxcxMTG2dSkpKbh27RoaN27stBjKs8TkRCw/sAwLdy7EjeSEYvcnE2S22fh0Jl0hrYmIiIiIyh6HC6hp06ZhyZIluHfvnt3y27dv49NPP8XUqVOdFtyQIUNw/PhxHDx4EAaDAZs3b8aVK1fQv39/AMDw4cOxdu1aXLx4ETqdDp988gkaNGiAiIgIp8VAjvFT+gIA9BY9zNbin59FREREROROJB3CN2zYMLv78fHx6NixI2rUqIGAgACkpaXh6tWrCAwMxObNm9GnTx/JAWQVO2Zz5pftvXv3AsgcaapXrx4++eQTLFy4EAkJCQgNDcVXX32FkJAQW1x37tzBiBEjkJaWhjZt2mD58uWS903O56v0A/SZ1+lKNekQpA50bUBERERERE4kqYDKeZ5N7dq1Ubt2bdt9tVqN4OBgAHB4Kuzo6OgC1/fo0QM9evTIc50gCJgyZQqmTJni0D6p5HjJ1VAICphFM3QsoIiIiIionJFUQK1bt66k46ByQhAE+Cl9kWzUItWUKnk+fSIiIiKissDhc6CICuOr9AMAmEUzDBaDi6MhIiIiInIeh6cx/+eff7BgwQLExcUhNTU113pBEBAbG+uU4KhsyppIAgBSTanwUrhmynIiIiIiImdzuICaM2cO7ty5g/79+yMgIICHZ1EuCpkC3nIv6C0ZSDXpEOId4uqQiIiIiIicwuEC6sKFC1i3bh2nCi8HgnyD0CeiD7y9vBHsG+zUvn2VftBbMpBmToNVtEIm8GhRIiIiIir7HC6gatWqBblcXhKxUCmrHlQdr3aZjJCKIblmWiwuP6Uv7mTcgQgROpMO/ip/p/ZPREREROQKDg8LzJ49G4sWLcJff/2FjIyMkoiJygEfhQ/kQmahfd+U4uJoiIiIiIicw+ERqMDAQCQlJWH48OF5ruckEgRkvg78lX5INmqRYkyBqOF05kRERERU9jlcQL355ptISUnB888/z0kkyrib928i8vg6aDQaDH18GKoEVnFq//6qACQbtbCIFqSZ0+CbbXY+IiIiIqKyyOEC6uLFi4iMjETjxo1LIh4qRXdT7mLjyY0AgK6Nujq9gPJT+kKAABEi7htTWEARERERUZnn8DlQjzzyCNRqdUnEQuWMTJDB/8FFdVNMKRBF0cUREREREREVj8MF1KxZs7BkyRJcu3atJOKhcsZfFQAAMFlN0Fv0Lo6GiIiIiKh4HD6Eb/HixUhOTkbPnj2h0Wjg7e1tt14QBBw5csRpAVLZ5q/0szuMT6PQuDokIiIiIqIic7iAatSoESeOIMnkMjl8lT5INemQYkxBVY1zz7MiIiIiIipNDhdQH330UUnEQeWYvzIAqSYdDFYDMiwZ8FZ4F74REREREZEbcriAunz5cqFtateuXaRgqHwKUPkjIT0BAHDfmIIgdZCLIyIiIiIiKhqHC6jevXsXeghfXFxckQOi8kchU8BH4YM0cxruG7UQxUddHRIRERERUZE4XEAtXLgw17L09HScPn0asbGxeO2115wSGJW8ygGV8eLjo+Dj44PKTr4GVE6BqgCkmdOQYTEg3ZxeovsiIiIiIiopDhdQAwYMyHP5888/j++++w6HDx/Gk08+WezAqOSF+IdgaKuhCKkYAqVSWaL7ClQF4kZ6IkSIuJNxp0T3RURERERUUhy+DlRBunXrhj179jizSyon5DI5AlT+AIC7GfdgsVpcHBERERERkeOcWkD9888/sFqtzuySypEgdTAAwCJacD0t3sXREBERERE5zuFD+GbMmJFrmSiKSEpKwp9//on27ds7JTAqedfvXceyPUuhVnthUvdJeLRiyU7u4KvwgVKmhMlqwsX7F1HLr2aJ7o+IiIiIyNkcLqBOnz6da5kgCPD398eAAQMwdepUpwRGJe9++n0cOH8AAPB8++cAlGwBJQgCglRBuJ1xG4npN5FuSodGqSnRfRIREREROZPDBdT+/ftLIg7yEEHqQNzOuA0RIi6mXkJEcLirQyIiIiIiksyp50ARFUYtV8NP6QcAuHj/EkRRdHFERERERETSSRqBevPNNyV3KAgCPvzwwyIHROVfiFdFpJpSkWpKxW39bVTWVHZ1SEREREREkkgqoOLjpc2Y9tdff8FsNrOAogIFewUjPi0BRqsRsclxLKCIiIiIqMyQVECtW7euwPXR0dH44IMPIIoiRo4c6ZTAsoSFhUGpVEIQBNuyIUOGYP78+Thx4gSWLFmCS5cuoWrVqhg/fjz69+/v1P2T88kFOeoF1sXZpBjEpyVAa7iPQHWAq8MiIiIiIiqUw5NIZJecnIxPP/0UP/30Ex5//HFs374dderUcVZsNlFRUahRo4bdstu3b2PSpEmYO3cu+vXrhz///BMTJ05E7dq1ERER4fQYyLnqB4YhNjkOVtGK2OQ4tKvS1tUhEREREREVqkiTSFitVqxbtw49e/bEiRMnsHTpUnzzzTclUjzlZ+fOnahVqxYGDRoEtVqNdu3aoWvXrti0aVOpxUBF563wxmP+jwEALqdcRro53cUREREREREVzuERqN9++w0ffPAB4uPjMW7cOIwdOxYqlaokYrNZsmQJTp8+DZ1Oh969e2P27NmIiYlBw4YN7do1bNgQu3fvdqhvURSRnu76L+8ymQxmsxkmk6nAdmaL2e52Ye0LUjmgMl7v8To0Pj6o4l+1WH05QgklMjIy8JhXLVy4fwFWWBF9+ywiAktuSnO9Xm/3szzzlFw9JU+AuZZXnpKrp+QJMNfyyFPyBDwr1/yIomh32lB+JBdQiYmJWLhwIX755Rf07t0bX3/9NapUqVKsIKVo2rQp2rVrh0WLFuH69euYNm0a3n33XWi1WlSubD/5QGBgIJKTkx3q32QyIS4uzpkhF4lGo4FWmYz7+pQC2+m0OtttrVYLs8xcQOvCdanfFQBg0ptwR3+nWH1JFeDtj8t3gPT0dPh5+SJVqcOF1IsQEgE55CW67ytXrpRo/+7EU3L1lDwB5lpeeUqunpInwFzLI0/JE/CsXPMiZWBIUgG1YsUKrF69GjVr1kRkZCRatmxZ7OCk2rhxo+12nTp1MHPmTEycOBEtWrRwSv9KpRKhoaFO6as4ZDIZRB2g8lEX2E5hffiUBQYGIqhiUJH3aTKboNVqERgYCKVCWeR+HKVRalDbtzasVisqGSrh4J3DsApWqGqoUc+vbonsU6/X48qVK6hVqxa8vb1LZB/uwlNy9ZQ8AeZaXnlKrp6SJ8BcyyNPyRPwrFzzc+HCBUntJBVQy5Ytg0KhgK+vL5YuXVpo+7Vr10raeVHUqFEDFosFMpkMWq3Wbl1ycjKCg4Md6k8QBGg0GidGWHSKDAWUKLiQUcgVdreVyuIXPkqF0in9SKVQKODl5QUgc+QtJDUEdzLu4B/dv2hYsSFU8pKLxdvb222e75LmKbl6Sp4Acy2vPCVXT8kTYK7lkafkCXhWrjlJOXwPkFhAPfPMM5I7dKbY2Fjs2LEDs2fPti27ePEiVCoVOnXqhK1bt9q1P3v2LJo0aVLaYZZZl25fwntb3oNKqcS8AfNRp3LpTQKSXZMKEdibsB8GiwFnk86ieUgzl8RBRERERFQYSQXURx99VNJx5KlChQrYuHEjgoODMWrUKCQkJODzzz/H0KFD8fTTT2P58uXYtGkT+vfvj19//RWHDh2yO+SPCpZuSEfMjbMPbqe5LI6qPlVR3ac6EtISEKc9h7oBofBT+bksHiIiIiKi/BRpGvPSUrlyZaxatQr79+9HmzZtMGzYMDzxxBN4/fXXUaFCBXz11VeIjIxEixYt8OGHH2Lx4sWoX7++q8OmImgR0hwCBFhFK07d/cvV4RARERER5alYF9ItDa1atcKPP/6Y77rt27eXckRUEgJU/ggLrIdz2vO4pruGW+m3UVlTydVhERERERHZcesRKPIsjStEQCXLnDry5J0/IYqiiyMiIiIiIrLHAorchlquRuMKEQCAJEMS/rn/j4sjIiIiIiKyxwKK3EpYYD0EqgIAAH/eOQ2t4b6LIyIiIiIieogFFLkVmSBDh6rtIRNksIgWHL15DBarxdVhEREREREBYAFFbihIHYTmFTOvBZVsSMZf9/52cURERERERJncfhY+Kjm1K9XG4kGLERgQhMdcdBHd/NQPDMONtBu4kZ6I2OQ4VNVURTWfqq4Oi4iIiIg8HEegPJiP2geNqoWjac2m8FH7uDocO4Ig4PEqj0MtVwMAjt48hhRjioujIiIiIiJPxwKK3JZG4Y32lR+HAAEGiwF74/cj3Zzu6rCIiIiIyIOxgCK3Vt23OlpXagkASDOnYX/8ARgtRhdHRURERESeigWUBzufeA6jvn0R/T/th3M34lwdTr7qBdZD4+DM60MlG7U4cOMQzFazi6MiIiIiIk/EAsqDmcxm3E69jURtIkxmk6vDKVDjChGoGxAKALitv43/xe+D3pzh4qiIiIiIyNOwgKIyQRAEtK7UCrX8agIA7mbcRdT1PbjPC+0SERERUSliAUVlhkyQoUOV9mgU1BAAoDPpEHX9FySmJbo4MiIiIiLyFCygqEwRBAHNQ5qhTaXWECDAaDVib8J+/HH7JEw8L4qIiIiIShgLKCqT6gXWRdfqXaCSqQAA57Tn8fPV/8Ot9FsujoyIiIiIyjMWUFRmVfOpin61nkINnxoAMg/p+yV+Lw7dOAItz40iIiIiohKgcHUARMWhUXijc7WOuJJ6Fb/f/gNGqxHXdNdwTXcNtfxqoXFwOALUAa4Ok4iIiIjKCRZQVOYJgoDa/rVQRVMFMUkxOH//H1hFK66kXsGV1Cuo5B2CR70ehRVWV4dKRERERGUcCygPVq9qPXz30veoEFQBlYMquzqcYvNWeKFlpRZoGNwAZ+/F4N+UC7CKVtzW38Ft/R3IfGVIT9KjlqUWqvlUhVKmdHXIRERERFTGsIDyYCqFCpX8KiEkMARKRfkpJjQKDVpXboWICuG4mHIJF+5fQKpJB6tgxbX067iWfh0yQYZK3pVQ2bsSKnmHoKJXRShkfDsQERERUcH4jZHKLW+FN8KDG6FRUENcTb6G6BvR0HtlwGA1wCpacTP9Jm6m3wQACBAQqA5EkDoIweogBKoD4af0hUahgUzgXCtERERElIkFFJV7giCgiqYy9PJ01KpeCzqkIT4tHrfSb+Nexj1YYYUIEcmGZCQbknEp27YyyOCr9IGv0g9+Kl/4Kf3go/SBt9wb3goveMm9OHJFRERE5EH4zc+Dnb1+FqO/fgkQgLUT1iLi0calsl+1XI1rqdeRYckolf0BgNlshlaZDDENUCgU8FH44DH/2qjlVxM6kw6pJh3SzelIN6chw2KwbWeFFSmmVKSYUoH0vPuWCTKoZEooZUooZEooBDnkggJquRoh3hWhkqugkqky1wtyyGUKKAQ5FDIF5IICCpmco1xEREREZQQLKA8nQgTE0t9vhiUDerO+1PZnMplwX58ClY8aStif76WUKRH84NA9ALCIFhgsRhitRhgtBhitRtt9k9WUq2+raEWGxWBXeGW5qrsqKT4ZZJDL5LYCSy7IH/6TySEXZJALcshsy2UPlj+8n7XOarYiw8eAmxk34SV6P1wny7Zttv5lggyCIBThUSUiIiLyPCygiHKQC3JoFN7QwDvXOqtohclqhtlqglk0w2w1wyyaHyzLvG0VrbCIFttPKaywwmq1wgQTIG2TgsmAS3cvO9BcBlmuoiy/Yi1z9EwhU0AhZP70Ufigln9NJwRORERE5N5YQBE5QCbIoJaroJarCm0bqA5EhjkDOpMOFtEK64OiygoRomi13baK1sz7sMIqPrj/4LZoW5/tdrafoihmnsP1YH1RZe7bCrPFXOQ+fr39K1QyNdRyFVRyNdQyFVRyFdRyNVSyzJ9quRpecjXUci94ydVQypQc/SIiIqIypcwXUAkJCXj33Xfx999/Q6PRoE+fPpgxYwZkMp5TQq4nCELmSE0p7CuriDKajLh77y6CgoMgV8gfFFmZRVv2gsu27EFBllXkWbKKu2y3LbbiL/+LEZusmSNxaeY0yTELEOyKqoe3cxdbWcs4aQdR2SSKIkxWE4wWIwxWI4wWIyxWc+bnDHJ/9oiiCEEQYPtPePhTBhkUMrltFFxuGxGXQ/ngnFSeW0pEJaXMfxOZPHkyGjVqhL179+LevXsYP348KlasiJdeesnVoRGVqqwvF3JBDhlkmRNXyJ17fS9RFGERrbCIZlhECyxWC8yiBTJBhkB1wINzxQyZPy0G25ckg8WQ5wiZCBEZlowHE4rclxSDXJBnjl4JKpi8TUhNSoOPTgOvBwVYzoJMLVfxixSRk4iiCLNotiuCjLZzRo0wWA12941WIzLMBmT4ZiAu4XyxRsodJRfktgl+lA8+D1VZt2UPbsuVtkl+Hi57uF4uyDlKTkS5lOkCKjo6GufOncO3334LPz8/+Pn5YdSoUfj+++9ZQBGVAEEQMmcQhNxuubfCG/UC6+a7XdZfng0PJtswWDKy3X74M/tyo9WYZ18W0YI0czqAdEABpKWn5TtDYpasQwgfFlYPZkWUKWxfnJQyBRRZtwXFw1kVs53/xS9S7idr5DWvUdX8R1wfHEb7YDsAsH9qhVz/t90SHi4VIAAP/nAhy3Y7848ZyFxqWwbYWj64nf1Q3JJ+jLKPMl9NvYZ0s/7BSE/WP6vttvXBH0csYuYfSMxWMyyiGeYHy4pUBBXhrSNAKFbBZREt0Fss0BdjxlcBgu2PUbYCS6Z6WJjJH452ySCD2WRGslKLq2lX4WX2giDIIIOQ+VOwvVIevFay9vDgp4BsSx4stbV72DLntpmvwxx92bWza5l7ue21+XB0L/toH1Fe7D97rdk+c7N/vlqzrc+xPLMXAJm/o4PUQWXq9VamC6iYmBhUr14dAQEBtmWNGjXC5cuXodPp4Ovr68LoiDxHUaemzypefJW536tZf+m2TdphNcOUNXHHg8OA9MYMCHLBNqFHfocYGq2ZfwlPNaUWKb8sAgTIBNmDKehzT7SR9YVZZvsSnfWlKe8vJln3c31VF7J9WULmLJJJ6iSYtRYo0+xHFfP6hZN926zbou3X1cMvpNm/uNstfzA7Z/ZfcA9vZa3Lva2Y2al92wf/z/6LM/P8vty/UK2iCIvVDL0mA9dvJgACshUZ2c8ZdM65f27BD4hLOA8A9oep5ThkzX4ZIAiyB0syXwOimHUuY/ZD4ay2x6+05JqERiaHIAow6A3w8/GFUq6y+6OELCuPPN4vWfJ6nWb/0mb7l+2+RbRAJsgRoPK3zaCaefigCSarEcYH9/OaWTU7ESIMVgMM1tyzrObLC0hMvunYA+emsj7zbMXfg88tmSAAogCTjwnXbyZAIVc8aJvtecxePD7ox+5zUJDlLg6RV0GY7baQ9+cbYP9ZmLM8zSLlvZCzjclkwj3VPVjuW6FMz/uojqL+EaQo701b4fKgeMn501rAOvvtrLm2s1gtMPoacO3m9czP7VL87G0R0hwNgxo4tc+SVKYLKK1WC39/f7tlWcVUcnJyoQWUyWSCKIo4c+ZMicXoCCl/2fM1+6BLly4AAG+DNywJRT/pP0xWD9ue2wYAqCxWLlZfjkgWkkr9i48gAiHWihBuARah/OYJlM9cZRCgghKqbFPQi6II0SpCkD38spX5Oyx7qfDwy1bONXkVCKUnMzZLAeeU5RSEQFhvWmBwyjSNJU/IdVv2YNxSnkfrPJTeVQ4oh9wjHTm+kOY12mG3zp7tvWosbERDhCOfIjIID15Veb+msg7dVYsqqFHwxD/5f1Y8uCfmuTTXHxM8UiFHAOTPanvk3P0RDEQALIlmWFA6v1OLImuMUZbXm7AMyEjX48x1138fN5lMkkbCynQBBRS96gce/rXCXYYMFULhT4dSpYSXyssp+1OqlfBVu2iUzhUPucTvbU7lqpeWp+TqijyJyHGufK+6x694IioDMkdHy3kBFRwcDK1Wa7dMq9VCEAQEBwcXun2zZs1KKDIiIiIiIiqPyvTUVOHh4UhMTERSUpJtWXR0NEJDQ+Hj4+PCyIiIiIiIqDwq0wVUw4YNERERgSVLlkCn0+HixYv49ttvMXz4cFeHRkRERERE5ZAglvT8qSXs5s2bmD9/Pn7//Xf4+vpi2LBhePXVV93mvCYiIiIiIio/ynwBRUREREREVFrK9CF8REREREREpYkFFBERERERkUQsoIiIiIiIiCRiAUVERERERCQRCygiIiIiIiKJWEB5qCNHjqBdu3aYPn26q0Nxqj/++AMRERF2/8LDwxEWFoYvvvgi17pGjRphxIgRrg5bsvyety1btqB+/fq58jtz5kyuPmJiYtCwYUNs2bKltMJ2WEJCAl555RW0adMG7dq1w+zZs5GSkgIA+PXXXzFkyBA0a9YMTzzxBObPnw+dTmfbdteuXejXrx+aNWuGgQMH4ujRo65KQ5Jz587hxRdfRIsWLdCuXTtMmzYNd+7cAQCcOHECgwYNQvPmzdG3b1/s2LHDbtuLFy9ixIgRaNKkCTp16oTvvvvOBRlIV1Cu2Z+3rl274j//+Q+sVisAQBRFLF++HF26dEGzZs3Qt29fbNu2zYWZSPfhhx8iLCwMAPDbb78hLCws1/t09+7dAACTyYTPP/8c3bp1Q9OmTTFy5Ehcv37dleEXKiwsDOHh4Xb5vP/++wCA3bt3o1+/fmjatCm6dOmCxYsXw2w2AwCWLVuGBg0a5Hos7t6968p0CrVy5Up06NABTZs2xahRoxAfHw8g8zX6zTffIDw8HBs2bLDbxmq1Yvny5ejatSuaNWuGoUOH4uTJk64I3yH55VrQe9VqtWLp0qW2XPv164ddu3a5Mo18FfR9AQB0Oh1mzZqF5s2bo1WrVpg/fz4yMjJy9XPr1i00a9YMy5YtK+0UHBIbG4uRI0eiZcuWaN++PWbOnImkpCS7NlarFQMHDsz1vSgtLQ0zZ85EWFgYLl68WJphuy+RPM6qVavEHj16iMOGDROnTZvm6nBK3MqVK8WpU6fmuW706NHi+vXrSzegIiroefvpp5/EF154odA+LBaL+Oyzz4otWrQQf/rpp5IKtdieeuopcfbs2aJOpxMTExPFgQMHinPmzBFv3bolNm7cWNy8ebNoMpnE69evi7179xYXLFggiqIoxsbGiuHh4eLBgwfFjIwMcfv27WKTJk3ExMREF2eUN4PBID7++OPi8uXLRYPBIN67d0984YUXxEmTJom3bt0SmzZtKm7atEnMyMgQjx07JjZu3Fg8c+aMKIqiqNfrxc6dO4tff/21mJ6eLv79999i3759xQsXLrg4q7wVlOu5c+fEhg0bivv37xfNZrN48eJFsUOHDmJkZKQoiqL47bffit26dRMvXrwoms1mcffu3WL9+vXFmJgYF2dVsNjYWLF169ZivXr1RFEUxV9//VXs0qVLvu2XL18udu7cWYyLixP1er34n//8R3zqqadEi8VSWiE7rF69euL169dzLY+OjhYbN24sHjx4ULRYLOL58+fFxx9/XPzuu+9EURTFpUuXirNmzSrtcIslMjJS7NWrl3jx4kUxNTVVfP/998X3339fFEVRHDdunDh27Fjx8ccfF3/44Qe77b755huxc+fO4j///CMaDAZx6dKlYuvWrcXU1FRXpCFJfrkW9l6NjIwUO3ToYHuv7t+/X2zYsKEYFxfn4oykyf59YfLkyeLkyZPFpKQkMTExUXzppZfEbdu25drm1VdfFVu0aCEuXbq0lKOVzmQyie3btxeXLFkiGgwGMSkpSXzppZfEyZMn27Vbu3at2KJFC7vvEzdv3hR79OghvvHGG2K9evXc9ndMaeMIlAdSq9XYvHkzatas6epQStyNGzfw7bff4o033si1LioqCnfu3MHQoUNdEJnjnPG8bdiwAX5+fmjQoIETI3OulJQUhIeHY8aMGfDx8UGVKlUwYMAAnDx5EhaLBe+99x6effZZKBQK1KhRA0888QT+/fdfAMCmTZvQqVMndOrUCWq1Gv3790e9evVyjdy4C71ej+nTp2P8+PFQqVQIDg5G9+7d8e+//2Lnzp2oVasWBg0aBLVajXbt2qFr167YtGkTgMy/7vv6+mLs2LHw9vZG48aN8fPPP6NOnTouzipvBeUaFxeHgIAAdOnSBXK5HI899hhatmyJ2NhYAED9+vWxZMkSPPbYY5DL5ejVqxf8/Pxw4cIFF2eVP6vVirfffhujRo2SvM3+/fsxePBg1K9fH15eXpg8eTKSkpLw999/l1ygJcTb2xtLlixBp06dIJPJUK9ePTRv3tz2Xi2L1qxZg+nTp+Oxxx6Dr68v5s2bh3nz5gEAmjZtilWrVsHLyyvXdjKZDG+88Qbq1q0LlUqF0aNHQ6vV4p9//intFCTLL9fC3qsxMTFo0aKF7b3apUsXBAYG4vz58y7OqHDZvy8kJCRg//79eOuttxAUFIQqVapgzZo1ePrpp+22OXToEC5cuIDOnTu7JmiJ7ty5gzt37uDpp5+GSqVCUFAQunfvjri4OFub27dvY+XKlXjhhRfstk1OTsbrr7+OyZMnl3bYbo0FlAcaOXIk/Pz8XB1Gqfj888/x7LPPolq1anbLLRYLPvnkE8yYMQNyudxF0TmmsOctMTERL730Elq1aoVu3bph+/btduvv3LmDFStWYP78+SUdarH4+/tj4cKFqFixom1ZYmIiKlWqhKpVq9p+gYmiiLNnz+J///sf+vTpA+Dh4YnZNWzYENHR0aWXgAMCAgIwePBgKBQKAMClS5ewdetW9O7dO99czp49CwD4888/Ua9ePbz55pto2bIlevXq5baFIlBwrq1bt0ZGRgZ27doFo9GIf//9FydPnrR9KWnbti2aNGkCAMjIyEBkZCRkMhkef/xxV6VTqB9//BFqtRr9+vWzW56WlmY7PPWJJ57At99+CzHb9ewFQbDdlslk8PX1tfuS446WLFmCzp07o2XLlpg/fz7S0tJQp04dPPnkkwAyP29PnDiBkydPokePHrbtzp8/j2HDhtkOUXXnw21v3bqF+Ph43L9/H3369EGbNm0wZcoU2yFQkyZNsnvushs1ahR69+5tu3/z5k0AQKVKlUo+8CIoKNfC3qudO3fG77//jri4OBiNRuzbtw96vR6tW7d2bVISZP++8Oeff6Jq1arYvn07OnTogCeeeAKffPKJ7RBUIPOz6L333sPbb79t+1xzV5UrV0aDBg2wceNGpKWl4d69e/jll1/sCr8PP/wQw4YNw6OPPmq3bf369W3vZXqIBRSVW/Hx8fjll1/w0ksv5Vr3888/w9fXF506dXJBZM4XHByMWrVq4fXXX8exY8fw2muvYc6cOThx4oStzcKFCzF48GA89thjLozUcdHR0YiMjMTEiRNty/744w+Eh4dj2LBhGDhwIAYPHgwA0Gq1CAgIsNs+ICAAycnJpRqzoxISEhAeHo4+ffogIiICU6ZMgVarhb+/v127wMBAWy43b97Evn370K5dOxw5cgTjx4/HrFmzbH8Jdld55VqtWjUsWbIEc+bMQUREBJ566in0798f3bt3t9t23rx5aNq0KdasWYMVK1YgJCTERVkU7O7du1i2bBnefvttu+W+vr6oV68eXnzxRRw5cgQLFy7E8uXL8dNPPwEAunTpgo0bN+L8+fMwGo1Yv349bt68ifv377siDUmaNm2Kdu3a4ZdffsHGjRvx119/4d1337Wt37ZtGyIiIjBp0iRMnz4dHTt2BABUqVIFjzzyCBYtWoRjx45h8ODBmDBhAi5duuSqVAqUVfRERUXh22+/xfbt23Hz5k3bCJRURqMRc+fORf/+/VGjRo2SCLXYCsq1sPdqjx49MHToUDzzzDOIiIjAjBkzsHDhQlStWtWVKRUq5/eFmzdv4tatW0hMTMSePXuwfPlybN68GZGRkbZtVqxYgaZNm6Jt27auClsymUyGZcuWYd++fWjevDnatWsHs9mMGTNmAMg8vzomJgbjx493caRlBwsoKrfWr1+PHj165Pkl6/vvvy9Tk0cUpnPnzli9ejUaNmwIlUqFvn37onv37raJIo4dO4a//vrLrggpC/7880+MGTMGM2bMQLt27WzLW7VqhejoaGzevBl79uzBp59+aluX/a/5ZUX16tURHR2NqKgoXLlyJc9DTnMSRRGNGjVCv3794O3tjQEDBqBx48aIiooqhYiLLq9cL168iNdffx0LFy7E33//je3bt2Pv3r1Yu3at3bYffPAB/vrrL7zyyiuYMGGC2xaLCxcuxMCBAxEaGmq3vFGjRli3bh1at24NlUqFDh06YNiwYbb36bhx4/Dkk09izJgx6Ny5M27duoVWrVq59Sj5xo0bMXjwYKhUKtSpUwczZ87Ezz//DKPRCAB45plncObMGXz99df44osv8OOPPwIABg8ejKVLl6JmzZrw9vbGqFGj0KBBA7cdRc36XBk7diwqV66MKlWqYPLkydi/fz8MBoOkPnQ6HcaNGwe5XG5XZLqbgnIt7L26bds2bNu2DZs2bcKZM2fwn//8B3PmzMlzQiN3ktf3BYvFgjfeeAM+Pj5o0qQJBg8ebPt8vXDhAjZt2oTZs2e7KmSHGI1GTJgwAb169cLJkydx+PBh+Pn5YebMmTAYDHjvvfcwb948qNVqV4daZrCAonJrz5496Nq1a67l169fR1xcHLp06eKCqEpP9erVcfv2bRiNRrz33nt466238jw+313t378fL7/8MubMmYORI0fmWi+TyVC/fn2MHz8e69atgyiKCAoKglartWun1WoRHBxcSlEXnSAIqFWrFqZPn46ff/4ZCoUiVy7Jycm2XEJCQnId0lm9enXbrHbuLGeuq1evRuPGjdG7d294eXmhfv36eO6552zne2Xn5eWFZ599Fo0bN8bmzZtdEH3BTpw4gdOnT+OVV16R1D7rfQpknuc4b948HD16FMePH8drr72GW7duoXLlyiUZslPVqFEDFosF9+7dsy1TKBRo2bIlnnvuObu/4OeU/bFwN1mHFGcfFa5evTpEUbTLNT9JSUl44YUX4Ofnh2+++QYajabEYi2ugnIt7L0aGRmJoUOHonHjxlCr1ejcuTPatm3rtoVxlpzfFypWrAi1Wg2VSmVblvX5Kooi3nnnHUyePNltR8FzOnHiBOLj4/Haa6/Bz88PlStXxpQpU/C///0PH3/8MRo0aFBujsgpLSygqFyKi4tDQkIC2rdvn2vdvn370KBBgzLxpVqqDRs25Joq9uLFi3jkkUfw119/4erVq5g1axbatGmDNm3a4NSpU3j//ffddkTq1KlTmDVrFj7//HM888wztuXbtm3LNXIok8mgUCggCALCw8Nt5whliY6Otp0/425OnDiBnj172qYABjLzAYDGjRvnyuXs2bO2XOrUqYN//vnHbsQtISEB1atXL4XIHVdQrn5+frBYLHbts0YwAGDChAlYv3693XpBENzyvIMdO3bg3r176NKlC9q0aYOBAwcCANq0aYNt27bhhx9+sGt/6dIlPPLIIwAyz+HLftjtrVu3cOHCBTRv3rz0EnBAbGwsPvroI7tlFy9ehEqlwrZt2zBz5ky7ddmfsy+++MIu16xtsx4Ld1OlSpVc56MlJCRAqVQWei6TwWDA+PHj0ahRIyxdutTt/5BVUK4BAQEFvletVmuB691RXt8XQkNDkZaWZncZgYSEBFSrVg03btzAH3/8gaVLl9p+p/7f//0fVq9ejQEDBrgihUJZLBZYrVa73xdZz8uBAwdw7NgxWy7vv/8+Tp06hTZt2iAxMdFVIbs9FlBULsXGxiIwMBC+vr651sXFxbntsedFZTQa8f777yM6Ohomkwk///wzDh8+jGHDhqFp06Y4ePAgtm/fbvsXHh6OqVOnYsGCBa4OPRez2Yx58+Zh5syZ6NChg926Fi1a4MyZM1i7di2MRiMSEhKwevVq22jikCFDcPz4cRw8eBAGgwGbN2/GlStX0L9/f1ekUqjw8HDodDosXrwYer0eSUlJWLZsGVq2bInhw4cjISEBmzZtgsFgwKFDh3Do0CEMGTIEANC/f38kJyfjyy+/REZGBn7++WfExMSUyVy7deuGkydPYu/evTCZTLh06RI2bdpkO6+iefPmWLVqFWJjY2E2m7F//36cOHHCLUeRZ8+ejT179tjea6tWrQIAbN++Hb6+vli0aBGOHj0Kk8mEY8eO4aeffsLw4cMBZE6qMHPmTFy9ehU6nQ7vvPMOunXr5rZFRYUKFbBx40asWrUKRqMRly9fxueff46hQ4eiTZs2iIqKQlRUFMxmM/7991/8+OOPtudMq9Xi3XffxaVLl2AwGLBmzRpcu3bNbb+AKhQKDBo0CF9++SWuXr2Ke/fuYcWKFejXr1+hhfyaNWugVCrx/vvv2/5o4M4KyrVLly4Fvle7du2KzZs349y5czCbzTh69ChOnDiBbt26uTir/OX1fSHrOpELFixASkoK4uLisHnzZjz77LOoUqUKDh06ZPc7tWvXrhg2bJjt/e5umjVrBo1Gg2XLlkGv1yM5ORkrV65Eq1atsHHjRvzf//2fLZepU6ciPDwc27dvd9uJTtyBIJbFEwaoWCIiIgDANptM1oe/u85UVhRfffUVdu7ciZ9//jnXujFjxqBmzZp46623XBBZ0RX0vImiiJUrV2Lz5s24c+cOatSogTfeeCPfL5gjRozAgAEDbH8ddycnT57E888/b3foRJaoqCjcuHEDCxcuxL///ouAgAB07doVr7/+uu1wtl9++QVLlixBQkICQkNDMXfuXLRq1aq005Ds/Pnz+OCDD3DmzBloNBq0bdsWs2fPRuXKlfHHH3/ggw8+wMWLF1G9enXMmDHDbhaz33//HQsWLMClS5dQrVo1zJkzx60Pwygo159//hlfffUV4uPjERQUhL59+2Ly5MlQqVSwWCz48ssvsWHDBqSmpqJGjRoYO3as237Zzi4+Ph7dunWzTeO8ceNGrFmzBomJiahYsSImTpxomwRFFEUsWrQIW7duhdlsRufOnfHOO++49aypf/zxB5YsWYLz589DpVJhwIABmD59OtRqNX755Rd89tlniI+PR8WKFdG3b19MmTIFKpUKBoMBS5YsQVRUFLRaLUJDQzF//nw0a9bM1Snly2g0YuHChfi///s/mEwm9OzZE/Pnz0dsbCxGjx5ta6NQKCCTydCqVSusWbMGTz75JBITE3MVTxMnTsSkSZNckUqh8svVx8enwPeqyWTCihUrsHPnTiQlJaF69eoYO3as3ZEE7ia/7wuJiYl466238Mcff0Cj0eCll17C2LFj85xtcfbs2ahevbpbT/V99uxZLFq0COfOnYNKpULr1q1tn7/ZbdmyBVu3bsW6desAZI4Wr1y5EqIowmQyQalUQhAEt379lgYWUERERERERBK5/1gyERERERGRm2ABRUREREREJBELKCIiIiIiIolYQBEREREREUnEAoqIiIiIiEgiFlBEREREREQSsYAiIiIiIiKSiAUUERERERGRRApXB0BEROQMI0aMwMmTJ6FQPPzVplAoUKNGDQwZMgQvvPACBEEAACQnJ2PNmjXYt28fEhMTAQA1a9ZEnz59MHLkSHh5edn66Nq1K27evAm5XJ7nfg8fPoygoKASzIyIiNwJCygiIio3evXqhc8++8x232Aw4MiRI5g5cyZMJhNGjx6NGzdu4LnnnkOdOnXw8ccfo0GDBrBarTh16hQWLVqE3bt3Y926dfD19bX1M3r0aMycOdMVKRERkZvhIXxERFRuqdVqPPnkk+jduze2bt0KAHj33Xfh4+ODr776CuHh4ZDL5VAqlWjTpg2+//57JCUl4T//+Y9rAyciIrfFAoqIiMo9k8kELy8vaLVaHD58GC+99JLdoX5Z/Pz8MHjwYOzcuROiKLogUiIicnc8hI+IiMqt9PR07N27F1FRUZg/fz6uXbsGq9WK0NDQfLepX78+tFotkpKSUKFCBQDAmjVr8P333+dq+/TTT+ODDz4osfiJiMj9sIAiIqJyIyoqCnv37rXdNxqNqFevHt577z0MHDgQZ86cAQBYLJZ8+0hPTwcA24QTAM+BIiKih3gIHxERlRu9evVCdHS07V/Hjh2h0WjQv39/AEDt2rUhl8vx77//5tvH5cuXUbFiRc6sR0REeWIBRURE5daCBQtw+fJlrFixAkDmOU7dunXD6tWrYTQac7XX6XTYunUrnnnmGbsRKCIioiwsoIiIqNyqVKkS5s+fj6+++gonT54EAMybNw+iKGL06NH4+++/YbFYYDKZ8Mcff+DFF19E5cqV8eqrr7o4ciIicleCyGmGiIioHBgxYgQqVqxodx2oLFOmTMHZs2exfft2+Pn54f79+/jmm2/wv//9D4mJiRAEAbVr18ZTTz2FF154ASqVyrZtYRfSff/99/HMM8+UVFpERORmWEARERERERFJxEP4iIiIiIiIJGIBRUREREREJBELKCIiIiIiIolYQBEREREREUnEAoqIiIiIiEgiFlBEREREREQSsYAiIiIiIiKSiAUUERERERGRRCygiIiIiIiIJGIBRUREREREJBELKCIiIiIiIolYQBEREREREUn0//QuU+S0Oks/AAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "for feature in large:\n",
        "  histogram_boxplot(df[large]/1e9, feature, figsize=(10, 5), bins=12, fmt='{:,.2f}', xlabel=feature+', $ billion')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "TumbxWpJhCh1",
        "outputId": "828c7261-93b8-41ca-f3ad-b381ac371137"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 2 Axes>"
            ],
            "image/png": 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OTqnHFBER4TQmdxk/fjzq1KmDr776CgkJCYWWPXHiBIDc18nZhb6t+1J8fHyx47Hdj1LcLnCVKlXCfffdh9jYWIiiiLS0NCQlJTkk73k/Qy1btkRQUBC2bNmCKVOm4MCBA/aBQARBcEim83L22QgODgaQ2/3MFX379sX9999f4D9bV1tnEhMTYbFY0LBhQ6evWWxsLGQyGc6fPw+j0Yjw8HA0atQIp06dstfz/PnzuHnzJlq2bInWrVsjOzvbfiyIoog///wT9957b4mGjE9ISIDVakVUVFS+L3gAYPLkyRg7dizUajUuX74MrVaLKlWq4J577slXtlq1aqhSpQoyMzMLvUetJBo2bOjw2PbaBgYG5uvOaVvn7Nxcv359hy6mQMnPJ0QkHe+BIqrAbC1LAQEBhd6D8MQTTyA7OxvLly/Hhx9+iA8//BBVqlRBx44d8cgjjzgM/y1FWFiYS+UrVarkdLntm1zbt/2epNVqYbFYoNFo4Ofn57SMrV5334he0P0Utm/AxWKOAliSmFx9D1ylUqnw7rvvYtiwYXj99dexfv36ApNtW0vI+++/X+hFfUpKSrHj0Wg0AO4c88Wxa9curFixAvHx8TCbzYWWrVq1Kj7//HO8+uqr2LJlC7Zs2QKVSoUWLVqgZ8+eGDBggNP3zJYs5WVLtlw9Tj788MN8F9l5FdZqfOvWLQAFH7tqtRoBAQHIyspCeno6qlSpgv/9739ISEjAyZMn0aZNG/v9T23atLFf3P/555+Ii4vD2bNnodVq0bdvX5fqVFCczl43V+tkW3fz5k2kpaV5ZC6wu+81tJ0DnI2uWdj5wdk58e4WNSLyHCZQRBXY6dOnAQD16tUrsuyYMWMwZMgQ7NmzB3/88Qf27duH77//Ht9//z0ee+wxzJw5U/J+nX1TXJiCvq23XVgUtN6dpCQ7tnWldSFTkphcfQ+Ko3Xr1hg0aBC+/fZbfP755xgzZkyh5UeNGlXo3FsRERHFjqVu3bpISEjAmTNn0K5dO5ef/+OPP+Kll16CXC7HQw89hJYtWyI4OBgymQzx8fFYvnx5vufExcXhxx9/xNGjR7F3717s27cPhw4dwsGDB/HFF1/gyy+/9OiEyF26dCl2i5uUY8vWzc1WtkOHDli+fDkOHz5sT6CqVKli7zZZu3ZtHD58GKNHj3ZL9z3gzmdfyih+vvgZJqKyiQkUUQW2efNmALkXWlIEBQWhX79+6NevH0RRxL59+/Dqq69i/fr16Nu3r+QR11xV0NDCttYE27e6hV30iKJYonuNQkJCoFAooNPpoNfr4e/vn6+MbfueGsGrLMR0t6lTp2L37t1YvHgxevbs6bSMrSthtWrV8MADD3gkjo4dO+LHH3/Eli1bnN57dLdt27ahdevW9vuRbAnSu+++i0cffdShbN7hqu8mCAJatWqFVq1aYcqUKUhKSsKcOXPw888/4+OPP8a8efNKUCvPsR0vBX1m9Ho99Ho9FAqFvfWnefPmCAgIwJEjR+xd9Gz35QBAq1atsGPHDlgsFhw8eBAqlcrl1uu72VpipHy2pZSV8nkp7DxTklZSIio7eA8UUQV16NAhbNu2DQEBARg6dGihZdPT0/PdwC4IAjp27IjRo0cDQJH3uZSE7R6ZvCwWi33uItu9ULbuSs669P3777/Q6/XFjkGlUiE6OhqiKOabHwjIvYj+66+/oFAo0Lhx42Lvp6zHdLegoCDMmDEDBoMBb7zxhtMytiGm9+3b53T9zZs3C01SpOjTpw+qVKmChIQErF+/vtCyBw8exAsvvIBBgwbZWzYuXboEAE7nj9q/f3++ZSaTyencWjVq1MDs2bMBwD5fmi9q3Lgx5HI5zp496/TeqxMnTkAURURHR9u7/yqVSrRt2xbHjx/HyZMnodVqHRKk1q1bIzMzEwkJCThy5Ahatmxpvw+zuBo1agSFQoG//vrLaffMt99+G+PGjcOtW7dQs2ZNhIaGIiUlxelAC5cuXUJKSgrCwsKc3iNlU9h5xpPnQSLyHUygiCqgHTt2YNy4cbBarXj77bcL/bY1LS0N7du3x9NPP+30AsV2wZD3fgrbBZWUSSml2Lt3b74BBDZu3IjMzEzExMTY596pWbMmAOCff/5BcnKyvazZbMaHH37o9B4c28WQVqstMg7bKF+LFy/O12VoxYoVyMnJQffu3SXdj+EuvhjT3bp3747u3bvj0KFD+O677/Kt7927NwIDA7Fnzx78+eefDuuysrIwduxYtG3bFv/++699ue0Yk/K+2cq/9957kMlkeOutt7BmzRqnI63t2LEDzz33HARBwGuvvWbfj+0Y++effxzKr1+/HgcOHADgeH/VCy+8gH79+uWbCBW403XWtk1fFBISgh49esBgMGDp0qUO60wmk33Z3SPfdezYEXq9Ht988w2A3PufbFq1agUAWLduHTIzM0vcfQ/IvXfo/vvvh8lkwhdffOGw7tixY/jmm2/w77//olKlShAEwR7vxx9/nK8rn20y5rtbGO9mO88cOXLEYeJgnU6HJUuWlEr3WCLyLnbhIyqnDAYDVq5caX9ssVhw48YNHDx4EP/88w8CAgLw/vvvo3///oVuJywsDM899xwWLVqEvn374oEHHkBkZCT0ej2OHTuGP//8E02aNEH37t3tz2nQoAESEhIwfvx4NGzYEA8//DDi4uKKXZcBAwbg6aefRvfu3VGjRg1cuHAB27dvh0KhwEsvvWQvV6lSJXTt2hW7d+/GE088gT59+kAmk+G3335DWFgYmjdvnm+YZVvr1caNG2E2mxEeHo5JkyY5jWPw4MHYvXs3fvvtNzz66KPo2LEjVCoVTp06hf3796NmzZp49dVXi13P4vDFmJyZMWMGDh48iCNHjuRbFxoaipkzZ2Lq1KkYOXIk+vTpg7p16yIlJQU7duzAjRs38PTTTzsMQW6b8Pizzz6zj9RX1OShnTp1wqJFizB9+nS88847+PLLL/G///0PERERSElJwbFjx5CQkICgoCAsX74cnTt3tj/30UcfxUcffYRJkybh0UcfhZ+fHw4dOoQLFy5g6dKlGDx4MP7++2+899576NGjB8aPH48///wTEydORJcuXRAdHQ2FQoH//vsPP//8M1QqVb5hqH3Nq6++ilOnTmHlypU4e/YsmjZtCp1Oh/379+Pvv/9G586dMXjwYIfn2CbR3bp1K6pWrYratWvb19WsWRPVqlWzdx12RwIFANOnT8fJkyexbNky/PXXX4iLi8PVq1fx448/QqlUOrR8jh8/Hvv378e2bduQnJyMtm3bwmKx4MiRIzhx4gSaNGmSbzjxu8XGxiIqKgp///03Hn/8cXTr1g1GoxE7d+5Eq1atkJKS4vKQ80RUtjCBIiqn9Hq9w4hmgiAgJCQEderUwaRJkzB48GDJ98U8//zziI6Oxv/93//h119/hVarhVKpRO3atTFx4kQ89dRTDqP4vfHGG3jttddw6tQpXLp0CX369ClRXTp37ow+ffpgyZIl2LFjB6xWK+Li4jBhwoR89129//77mD17Nvbu3Ysvv/wSlStXRu/evTFp0iQ888wz+bbdtWtXPP744/jpp5/www8/OFw0300mk2Hp0qVYvXo1fvzxR6xduxYWiwU1atTA6NGjMXr0aI+PblcWYnImIiICU6dOxYwZM5yu79OnD2rWrImVK1di//79+Omnn+Dv749GjRrh5ZdfRr9+/RzKDxw4EIcPH8bvv/9uH8hEigceeAC//vor1q1bh71792Lbtm3IyMiAn58f6tSpg2nTpmHgwIH5WuxGjx4NmUyG7777Dl9//TXCwsLQvn17zJ07F9WrV8fkyZOxcuVKbNy4EdHR0Xj00UexYcMGfPHFF9i3bx/2798Pk8mEKlWqoHv37hg5cmS+Ia19TUREBDZs2IDly5fbWweVSiXq16+P119/HUOGDMk3gEudOnVQo0YNJCUlObQ+2bRu3RqbN29GZGQkoqKi3BJn9erVsXHjRixZsgR79uzB77//jsDAQHTs2BHjxo1z6L4aEBCA1atXY+XKldixYwe+/PJLCIKAWrVqYdKkSRgxYkSR3QoFQcCKFSswe/ZsHDx4ECtXrkS1atUwYMAAjBkzxuHLJCIqnwSxuOPnEhERERERVTC8B4qIiIiIiEgiJlBEREREREQSMYEiIiIiIiKSiAkUERERERGRREygiIiIiIiIJGICRUREREREJBETKCIiIiIiIomYQBEREREREUnEBIqIiIiIiEgiJlBEREREREQSMYEiIiIiIiKSiAkUERERERGRREygiIiIiIiIJGICRUREREREJBETKCIiIiIiIomYQBEREREREUnEBIqIiIiIiEgiJlBEREREREQSMYEiIiIiIiKSiAkUERERERGRREygiIiIiIiIJGICRUREREREJBETKCIiIiIiIomYQBEREREREUnEBIqIiIiIiEgiJlBEREREREQSMYEiIiIiIiKSiAkUERERERGRREygiIiIiIiIJGICRUREREREJBETKCIiIiIiIomYQBEREREREUmk8HYA3nT8+HGIogilUuntUIiIiIiIyItMJhMEQUDz5s0LLVehW6BEUYQoit4Ow2tEUYTRaKwQrwHrWv5UlHoCrGt5VVHqWlHqCbCu5VFFqSdQsepaEKm5QYVugbK1PMXGxno5Eu/Q6XRITExE/fr1ERAQ4O1wPIp1LX8qSj0B1rW8qih1rSj1BFjX8qii1BOoWHUtSHx8vKRyFboFioiIiIiIyBVMoIiIiIiIiCRiAkVERERERCQREygiIiIiIiKJmEARERERERFJxASKiIiIiIhIogo9jDkRkTvl5OQgOTnZYZnBYAAAqNVqh+XVqlWDn59fqcVGRERE7sEEiojITZKTkzF37lxJZadNm4Y6dep4OCIiIiJyN3bhIyIiIiIikogJFBGRB/SPVuGhaKX98UPRSvSPVnkxIiIiInIHduEjIvKAqoECAMH+OCKQ31cRERGVB/yLTkREREREJBETKCIiIiIiIomYQBEREREREUnEBIqIiIiIiEgiJlBEREREREQSMYEiIiIiIiKSiAkUERERERGRREygiIiIiIiIJGICRUREREREJBETKCIiIiIiIomYQBEREREREUnEBIqIiIiIiEgiJlBEREREREQSMYEiIiIiIiKSiAkUERERERGRREygiIiIiIiIJFJ4OwAiIl+m1+sBAP7+/l7bNxEREfkOJlBERAXQ6/V47bXXAACzZs0q1SQq775tP4mIiMj72IWPiKgA165dg06ng06nw7Vr17y27xs3bpTqvomIiKhgTKCIiIiIiIgkYgJFREREREQkERMoIiIiIiIiiZhAERERERERScQEioiIiIiISCImUERERERERBIxgSIiIiIiIpKICRQREREREZFETKCIiIiIiIgkYgJFREREREQkERMoIiIiIiIiiZhAERERERERScQEioiIiIiISCImUERERERERBIxgSIiIiIiIpJI4e0AKNepU6ewbt06DB48GHFxcd4Op1zI+5rWr1/frdu7+z3ytffvv//+w4YNGzBkyBCX4imqHs7W25a1a9cOBw8exODBgwGgyNdDyr6+/vprAECnTp3s2y6srNlshtVqhdFohJ+fH7p164bffvvNYRu2OOvUqYPjx4+jefPmOHXqFEwmE+rVq4cLFy7AarVCoVDAbDZLfu08acmSJTCbzVAoFFAock/bFosFJpMJSqUScrkcCoUCw4cPR1xcnMNrZ1sG5L5On3/+OQwGA1q0aIG//vrLvt3hw4cDKPh9K2ibd5exPT/vtgrbbl6bN2/G9u3bUatWrWIdv67wxGfW184DhSnss1wW4qc7+L5RWVZWj1+2QPkAo9GIb775Bqmpqfjmm29gNBq9HVKZ5+7XtLDt+dr7ZzQa8ccffyAtLc2leIqqh7P1eZdt27YNqampWLNmDdasWVPo6yFlX2vWrEFWVhaysrLs2y6qbE5Ojn19Tk4Otm7dmm8btp9Hjx6F1WrF0aNHYTKZAADnz5+H1WoFALcmT5HXrkI8l1Ts59tiMZvNyMnJQU5Ojj1mk8mEnJwcZGVl2V+HvK/dmjVr7O/V6tWrkZOTA1EUcfToUftrZitX0Pt29/th22Zeed/TvNuScjwAsL9HVqsVFy5ccPn4dYUnPrO+dh4oTFGfZV+Pn+7g+0ZlWVk+fplA+YDt27cjPT0dAJCeno7t27d7OaKy7+7XdOfOnW7dXt73yNfev507d0Kn07kcT1H1cLY+7zJRFO3rino9XNnX3du+u+zOnTsdyhbEtg3bz9LU4tQxiDv+9Ph+0tPTsXz5cofXI+97lZGRUehzpRzjztbfXebubUn5fCxfvjzfe+Opz5MnPrO+dh4oTFGfZV+Pn+7g+0ZlWVk+fplAedmNGzewfft2h4u7HTt24MaNG16OrOxy9pru2rVL0kW21O3Z3iNfe/9u3LjhkCxKjaeoejhbv337dmzbtq3QhMTZ/qXsa9u2bZK2547kWKodO3bgwoULhf67evVqvudFXruKajeuAecdW6GuXr1a6LbOnj1brDjPnTuXb9m2bdsKfE2dufsYd/bc7du3F3h8SNluXomJiU7j9sTnyROfWV87DxRGymfZl+OnO8rScUd0t7J+/PIeKC8SRRHr1q0rcPmECRMgCIIXIiu7CntN9+3bh7Zt27pte2vXrnX6/njr/Svu8VTU855//nmn621d3aTGNWHCBAAocl9r164tMilbt24dRo4ciX379kmOo6ROnDiBEydOSC5vtIhQyQW0OHXMvsy6/U+gfR8AwKpVq9wdYoGK0+pme52tVqvT51ut1kKPj6K2azserVYrPvvsswLLWywWt32ePHHOLUvn8YJidfYZ8sX46Y6ydNwR3a08HL9sgfKia9eu4cyZM/n+eFmtVpw5cwbXrl3zUmRlV2GvaVJSksvfbBS2vcTERJ96/4p7PBX1vNOnTztdL1Xe/UvZV2JioqTtJSYmIimp+PcVlQbxXFJu69Ntwr9XEXktfyuVL7K9zoW1hBXn+Lj7eDx9+jSys7MLfY67Pk+eOOeWpfN4QbE644vx0x1l6bgjult5OH7ZAuVFkZGRaNy4Mc6ePetwEMlkMjRs2BCRkZFejK5sKuw1rV69OiIiIty2vejoaAiC4DPvX3GPp6KeFxMT43S9VHfvv6h9NWrUqNAkyla2UaNGqFGjRqkmUVOmTLGPgufM1atX7S1LKrkAq5P7nlqcOoatkdUxbNgwVK9e3el2RFHEqlWrkJyc7J7Ai8H2Olut1gKTqMaNG7t8fNx9PMTExCAwMLDQJKpx48Zu+Tx54pxbls7jBcXqjC/GT3eUpeOO6G7l4fhlC5QXCYJgH+L37uVDhgzx+eZLX1TYa9qhQweXX9PCtjd06FCfev+KezwV9TyZTOZ0vUwmk1THvPuXsq+iXru8ZTt06ACZrHROY126dEGDBg1Qp06dAv/lTYjEc0nA+fytTdVuXEPktauoXr16gdupW7cu+vXr57bYba+9q88ZMmQIhg4d6vS5tveqoOOjqO3atimTyTB69OgCy8vlcrd9njxxzi1L5/GCYnX2WfbF+OmOsnTcEd2tPBy/TKC8LCIiAr169bIfLIIgoGfPnqhSpYqXIyu7nL2m3bp1Q3BwsNu2Z3uPfO39i4iIwP33329/LDWeourhbH2vXr3Qu3fvIpOdu/cvZV+9e/eWtL2QkBCH+nqSy/fPFTLqXt77ogoSFhbm0v5snM151rt37wJfU2fuPsadPbdXr14FHh9StptXo0aNnMbtic+TJz6zvnYeKIyUz7Ivx093lKXjjuhuZf34ZQLlA3r16oWQkBAAuReEvXr18nJEZd/dr2lJL7ILe4987f27//77ERAQ4HI8RdXD2fq8y2wnwdDQ0CJfD1f2lXfbzsref//9DmULkvckXRpk4x+B7MPxWPnkaKx8cjRkH463P97a40GP7DMkJARjx451eD1CQ0Pt71VhXyKEhIRIOsbzbjOvvGXuPgakfD7Gjh2b773x1OfJE59ZXzsPFKaoz7Kvx0938H2jsqwsH79MoHyASqXC0KFDER4ejqFDh0KlUnk7pDLP3a9pYdvztfdPpVKhY8eOCAsLcymeourhbH3eZb1797ave+KJJwp9PaTs64knnoBGo4FGo3HYdmFl/fz87Ov9/PzQp0+ffNuw/WzZsiVkMhlatmwJpVIJAKhXr569S2Bh9zqVNlssCoUCfn5+8PPzs8esVCrh5+cHjUZjfx3yvnZ536snn3wSfn5+EAQBLVu2tL9mtucU9L7d/X5IOT5s2ypsu3nZ3iOZTIY6deq4fPy6whOfWV87DxSmqM+yr8dPd/B9o7KsLB+/guiNWSV9RHx8PAAgNjbWy5F4h06nQ2JiIho1amRvsSivWNfypzTqeeHCBcydOxcAMG3aNNSpU0dy+WdaqAEAnx4zOH1c1PbybmvSpEnQ6XTl/j0FKs7xC1SculaUegKsa3lUUeoJVKy6FkRqbsAWKCIiIiIiIomYQBEREREREUnEBIqIiIiIiEgiJlBEREREREQSMYEiIiIiIiKSiAkUERERERGRREygiIiIiIiIJGICRUREREREJBETKCIiIiIiIomYQBEREREREUnEBIqIiIiIiEgiJlBEREREREQSMYEiIiIiIiKSiAkUERERERGRREygiIgKEBkZiYCAAAQEBCAyMtJr+46IiCjVfRMREVHBFN4OgIjIV/n7+2PWrFn23721b1EUS3XfREREVDAmUEREhSjtxMnZvnU6nddiICIiIkfswkdERERERCQREygiIiIiIiKJmEARERERERFJxASKiIiIiIhIIiZQREREREREEjGBIiIiIiIikogJFBERERERkURMoIiIiIiIiCRiAkVERERERCQREygiIiIiIiKJmEARERERERFJxASKiIiIiIhIIiZQREREREREEjGBIiIiIiIikogJFBERERERkURMoIiIiIiIiCRSeDsAIqLy6Hq2CAGi/fGNbCtECF6MiIiIiNyBCRQRkQds/svo8HjTXyYvRUJERETuxC58REREREREErEFiojITapVq4Zp06Y5LDMYDAAAtVqdrywRERGVPUygiIjcxM/PD3Xq1PF2GERERORB7MJHREREREQkERMoIiIiIiIiiZhAERERERERScQEioiIiIiISCImUERERERERBIxgSIiIiIiIpKICRQREREREZFEgiiKoreD8JZjx45BFEWoVCpvh+IVoijCZDJBqVRCEARvh+NRrGv5U1HqCbCu5VVFqWtFqSfAupZHFaWeQMWqa0GMRiMEQUCLFi0KLVehJ9KtqAeHjSAIFSZ5ZF3Ln4pST4B1La8qSl0rSj0B1rU8qij1BCpWXQsiCIKk/KBCt0ARERERERG5gvdAERERERERScQEioiIiIiISCImUERERERERBIxgSIiIiIiIpKICRQREREREZFETKCIiIiIiIgkYgJFREREREQkERMoIiIiIiIiiZhAERERERERScQEioiIiIiISCImUERERERERBIxgSIiIiIiIpKICRQREREREZFETKCIiIiIiIgkYgJFREREREQkERMoIiIiIiIiiZhAERERERERScQEioiIiIiISCImUERERERERBIxgSIiIiIiIpKICRQREREREZFETKCIiIiIiIgkYgJFREREREQkERMoIiIiIiIiiZhAERERERERScQEioiIiIiISCImUERERERERBIxgSIiIiIiIpKICRQREREREZFETKCIiIiIiIgkYgJFREREREQkERMoIiIiIiIiiRTeDsCbjh8/DlEUoVQqvR0KERERERF5kclkgiAIaN68eaHlKnQLlCiKEEXR22F4jSiKMBqNFeI1YF3Ln7JQT4vFgtS0VNxMu4nsnGxYRWuxtlMW6uourGv5U1HqCbCu5VFFqSdQsepaEKm5QYVugbK1PMXGxno5Eu/Q6XRITExE/fr1ERAQ4O1wPIp1LX/KQj2vXLmCTZs2AQBGjRqFmjVrFms7ZaGu7sK6lj8VpZ4A61oeVZR6AhWrrgWJj4+XVK5Ct0ARERERERG5ggkUERERERGRREygiIg8KNmYjI+TP0aHBR1w4tIJb4dDREREJVSh74EiIvI0i2iB1qKFVquFwWzwdjhERERUQmyBIiIiIiIikogJFBERERERkURMoIiIiIiIiCRiAkVERERERCQREygiIiIiIiKJmEAREXlImiHN4XGOJcdLkRAREZG7MIEiIvKAq9nJOHzjiMOypOyrXoqGiIiI3IXzQBERudnlrCv4Lfl3WEQrIlWRmBQ5CVU7VoMiUAlRFCEIgrdDJCIiomJiCxQRkRuZrGbsu7YPVtEKuSCHQlAgTBGGykGVYRANSNZd83aIREREVAJMoIiI3CglJwUmqxkA0LRynH25SqYEAPyTfs4rcREREZF7MIEiInKjG/obAACZIEMVv8r25dU11QEAl7MuQ2/WeyU2IiIiKjkmUEREbnRDfxMAUEldCTJBhiuGK3j7ytvovbAXzl89BxEizmWc93KUREREVFxMoIiI3MQqWnHzdgIV4V/FvlyECItoQbg6DABwLv08RFH0SoxERERUMkygiIjcJDUnFRbRAgCI8I/It/4ezT0AgCxTFgeTICIiKqOYQBERuYmt+x7g2AJlUzWgKpS3B5O4xgSKiIioTGICRUTkJrYBJMJUoVDJVfnWywU5wm5340szpJVqbEREROQeTKCIiNxAFEXcyLHd/5S/+57NnQRKWxphERERkZsxgSIicoMMYwYMFgMAICIgf/c9mzB1KABAb9Ejx5xTGqERERGRGzGBIiJyg+u3u+8BQIRfIS1QqlD772lGrQcjIiIiIk9gAkVE5Aa2+580Sg0ClAEFlgu93QIF8D4oIiKisogJFBGRG9xwMv8TANRQ1cCMGjPw34z/0KZOGyhkCgQrgwAAWt4HRUREVOYwgSIiKqFskw7Z5mwA+QeQEAQBMkEGmSCDIAgAwJH4iIiIyjAmUEREJXQj7/1PhYzAZ2Prxqc1psMqWj0VFhEREXmATyVQ7733HqKjo+2PDxw4gIEDB6JFixbo27cvNm/e7FD+66+/Rs+ePdGiRQsMGTIEp0+fLu2QiYhwMycFAKCWq+3d82zMohkZlgwkZyTDaDYCuNMCZRWtyDBmlG6wREREVCI+k0AlJiZi06ZN9sc3btzAuHHjMHjwYBw4cACvvfYa3njjDcTHxwMAdu3ahUWLFuH999/H/v370bVrV4wdOxY6nc5bVSCiCirDmA4gNzGyddOzuWa8hg+TP0Sbj9rg+KXjt8uF2tdzPigiIqKyxScSKKvVijfffBMjRoywL/vxxx9Ru3ZtDBw4EGq1Gu3bt0e3bt2wfv16AMC3336LAQMGoGnTpvDz88Po0aMBALt37/ZGFYioAsswZgJAvtanggQqAqGUKQHwPigiIqKyRuHtAABg3bp1UKvV6NevHz7++GMAQEJCAho3buxQrnHjxti2bZt9fZ8+fezrZDIZGjVqhPj4ePTt21fyvkVRrLCtVnq93uFneca6lj++Uk+LaLEPIOEHP4fzSU6O40S5OTk59vXBimDcMt5Civ5WkecgX6lraWBdy5+KUk+AdS2PKko9gYpV14KIopivJ4kzXk+gUlJSsGjRIqxatcphuVarRdWqVR2WhYaGIi0tzb4+JCTEYX1ISIh9vVQmkwmJiYnFiLz8uHjxordDKDWsa/nj7XrmyAxAYO7vaclpSLxy53xy9/no4sWL0Og1AACr2gKogFu6W5LPQd6ua2liXcufilJPgHUtjypKPYGKVVdnVCpVkWW8nkDNnj0bAwYMQP369XHlyhWXniuKYon3r1QqUb9+/RJvpyzS6/W4ePEiateuDX9/f2+H41Gsa/njK/VM0ifh31sXAACN6zaCRqGxr7t69apD2dq1a6NR7UYAAHWWH9K0J2CWmVE3qi7UcnWB+/CVupYG1rX8qSj1BFjX8qii1BOoWHUtyLlz5ySVK1YCderUKdSuXRvBwcEAgI0bNyIxMRFt27bFAw88IHk7Bw4cwPHjx7Fly5Z868LCwqDVah2WpaWlITw8vMD1Wq0WDRo0cKkugiAgICDApeeUN/7+/hXmNWBdyx9v19OQkzuyngABlYMqQybcubXUz8/Poayfn5891qpCVUB7extyA8ICworcl7frWppY1/KnotQTYF3Lo4pST6Bi1fVuUrrvAcUYRGLr1q0YPHiwvXlvxYoVeP311/Hnn39iypQp9kEepNi8eTNu3bqFrl27om3bthgwYAAAoG3btoiKiso3LPnp06fRtGlTAEBMTAwSEhLs6ywWC86cOWNfT0RUGmzDkAcpgxySp6KEqu90QeZIfERERGWHywnUZ599hkmTJiEuLg6iKOKrr77CmDFjsGnTJrz55ptYu3at5G1Nnz4dO3bswKZNm7Bp0yasWLECALBp0yb069cPSUlJWL9+PQwGA/bu3Yu9e/di0KBBAIAhQ4bghx9+wIkTJ6DX67Fs2TKoVCp06dLF1SoRERVbpun2CHwqaSPw2ShlSgTdHrWPI/ERERGVHS534btw4YJ99Lv4+HikpqbiscceAwC0a9cOs2bNkrytkJAQh4EgzGYzACAyMhIA8Mknn2DmzJl4++23UaNGDcybNw8NGzYEAHTq1AkvvvgiJk+ejFu3biE2NhYrVqzI12WGiMiT7EOYq4KdrpcLcgTJgxAYEAiVwvHG1DB1KDJNmWyBIiIiKkNcTqCUSqV98Ib9+/ejVq1aqFGjBoDcEe2sVmuxg6lZsyb++usv++PWrVs7TK57t6FDh2Lo0KHF3h8RUUkYLUbkWHKHKg8qYA6oaqpqmFJtCkaNGoWaNWs6rAtTh+FS1mVojVpYRatLXQCJiIjIO1z+ax0dHY01a9bg1KlTWLt2Lbp3725ft3v3btSpU8etARIR+aqM2933gIJboApj6/ZnFa3QmyvuvBtERERlicsJ1IQJE7B+/Xo8/vjj8PPzw8iRIwHkJk/z5s3DU0895fYgiYh8kW0ACcD1e6AAOAx5nmXKcktMRERE5Fkud+Fr06YNfvvtN/z7779o0KCBfZz4unXrYvny5fjf//7n9iCJiHxR5u37nxSCAv5y53NmGKwG3DDdwNHLRxFSOQRBfncSLY3KMYGqiqrONkFEREQ+pFgd7jUaDeLi4hwm2apVqxaTJyKqUDJMuS1QwaqgAueOuGm6iZU3V+Lhzx/GmatnHNapZWoohNzvsbJM2Z4NloiIiNzC5Rao1NRULFy4EKdOnUJGRoZ9QAkbQRDw66+/ui1AIiJfZRuBL6gY9z8BuefLIKUGaUatfTh0IiIi8m0uJ1BvvPEG9u7di5YtW6JWrVqSZ+wlIipPRFG03wMVXMAIfFIE3k6g2AJFRERUNricQP35559YuHAhunXr5ol4iIjKBL0lB2Yxd+664gwgYROkzL0PioNIEBERlQ0u3wOlUCjQoEEDT8RCRFRmZOYZgS9IWbwufACguZ1A6S16mK3mEsdFREREnuVyAtWnTx/e40REFZ7t/iegZC1QGmWg/fdsduMjIiLyeS534WvZsiWWLl2KkydPomnTpggICMhX5vHHH3dLcEREvso2Ap9aroZari72djR57p/KMmUhRB1S4tiIiIjIc1xOoF588UUAwLlz57B9+/Z86wVBYAJFROWerQWqJANIAI4tUJm8D4qIiMjnuZxA7dy50xNxEBGVKXfmgCr8/ieVTIV7VPegatWq0Kg1+dYrZAr4y/2gt+Qgy8wEioiIyNe5nEDVqFHDE3EQEZUZVtGKLGNushNUxP1PEcoIjIoYhVEjR6FmjZpOy2iUmtwEivdAERER+TyXEygA2LVrF1avXo2EhARkZ2cjODgYsbGxGD16NFq3bu3uGImIfEq2WQcrrACA4BKMwGejUWpwMyeFQ5kTERGVAS6Pwrd161aMGzcON2/eRM+ePTF8+HA88MADSEpKwogRI/DHH394Ik4iIp+RnSfRyXsPU3Fp8swFJYpiibdHREREnuNyC9Rnn32GYcOG4bXXXsu3bsaMGVi8eDE6duzoluCIiHxR3uHGA4tIoHQWHf41/IvNpzfj8dDHUUlTKV8ZWwJlsppgtBpLNKofEREReZbLLVDnz5/HkCFDnK4bPnw4zp49W+KgiIh8WZY5N4GSC3KoZYUnO6nmVGxI3YDx343HuRvnnJaxJVAA2I2PiIjIx7mcQMnlchiNRqfrrFYrBEEocVBERL7M1gKlUWrccs7jUOZERERlh8sJVFxcHBYvXgyTyeSw3Gg0YvHixYiLi3NbcEREvsg2Wl6gouT3PwFAgCIAAoTb22YCRURE5Mtcvgdq0qRJGDFiBDp27IjY2FgEBQUhMzMT8fHxMBqN+PLLLz0QJhGR78g221qg3JNAyQQZNMpAZJqymEARERH5OJdboJo3b47vvvsOPXv2RGpqKhISEpCWloa+ffti48aNaNq0qSfiJCLyCaIoQmfSASh6AAlX5B2Jj4iIiHxXseaBql+/Pt555x13x0JE5PP0Zr19Dih3deED8iZQnEyXiIjIl0lKoP744w+0a9cOCoVC0jxPHMaciMor2wh8gGdaoLJN2bCKVsgElzsIEBERUSmQlECNHj0a+/btQ6VKlTB69GgIglDgZI+CICAxMdGtQRIR+Yq8c0BpPNACZYUVerPerckZERERuY+kBOrrr79GSEiI/XcioorKNoCEDDL4K/yLLO8v90eMfwzq1qvrdBJdm7xzQWWasphAERER+ShJCVSbNm3sv1+9ehV9+vSBSqXKV+7atWvYvn27Q3kiovLE1gIVoAyQNAdUJUUlDKw0EKMeHYWaETULLBeUbzLdqiWOlYiIiNzP5U72r7zyCrKynI8SlZKSgo8++qjEQRER+SrbIA/u7L4HACqZCkqZ4vY+OBIfERGRr5I8Ct+wYcPs9z6NHz8eSqXSYb0oirh48SKCgoLcHiQRka/INucmN+7uYicIAgIVGmiNWns3QSIiIvI9klugHnnkEdSqVQsAYDAY8v0zGo1o2LAh3n//fY8FS0TkTaIo2lugpCZQGZYM7Mvch+X7luOq9mqhZQOVAQCA7NvzTBEREZHvkdwCNWDAAAwYMAAXL17EkiVLEBwc7Mm4iIh8jsFqgEW0AJDehS/DnIFf0n/BL7/+gn6t+6F6aPUCy9rmldKxBYqIiMhnuXwP1KpVqwpMnpKSktCjR48SB0VE5IvyDmHuiVHyAmwtUGZdgVNFEBERkXdJboHKa8+ePfj999+h1Wrty0RRxD///IPU1FR3xUZE5FMcEig3DyKRd5tW0YocS46kYdKJiIiodLmcQH377bd48803UblyZaSmpqJKlSpIT09HTk4OmjVrhnfffdcTcRIReV1Wnq51ttYidwpU3NlmtlnHBIqIiMgHudyF7+uvv8Ybb7yBP/74A2q1GqtXr8bx48fxwQcfQC6Xo1WrVp6Ik4jI6+xzQCn8IRfkbt9+QJ5ugToT74MiIiLyRS4nUFeuXEHXrl0B5A67a7FYIAgCHnzwQQwcOBBvvfWWu2MkIvIJtgTKE933gNzEzL4vM0fiIyIi8kUuJ1AKhQI5OTkAgJCQEFy7ds2+rk2bNjh06JD7oiMi8iG2+Zk8MYAEAMgFOfzluUlUNlugiIiIfJLLCVSzZs0wb948ZGZmIjo6Gp988gn0ej0A4Ndff4VarXZ7kEREvsA2B5RGqfHYPgLzjMRHREREvsflQSQmTZqEkSNHIi0tDSNGjMCoUaPQpk0bqNVqZGdn46mnnvJEnEREXmWymmC0GgG41oVPI9egg6YD4uLiUC2kWpHlAxWBSMEte2sXERER+RaXE6i4uDjs3bsXfn5+uPfee/Htt9/ip59+gslkQrNmzdC3b19PxElE5FVZxZwDKlQRiu6h3TGq+yjUrFSzyPK20f10JrZAERER+SKXE6hff/0VXbp0gVyeOwJVTEwMYmJi3B4YEZEvyXtPksZDg0gAd1q39BY9LKLFI6P9ERERUfG5nEA9//zzCA0NRZ8+ffDQQw+hadOmnoiLiMinZDvMAeX5BAoAdGY9gjx4vxURERG5zuVBJNatW4f+/ftj586dGDx4MHr27IklS5bg8uXLnoiPiMgn2Fqg1HI1lDLp3z2lmdPwU9pPeH3r67iYcrHI8oF5JujlXFBERES+p1ij8L366qvYu3cvVq1ahQ4dOmDt2rXo0aMHhgwZgnXr1rm0vbNnz+Kpp55Cy5Yt0b59e0yePBk3b94EABw4cAADBw5EixYt0LdvX2zevNnhuV9//TV69uyJFi1aYMiQITh9+rSr1SEikiTLXLw5oLIt2TicfRhfHf4K1zOuF1k+IM/2OZAEERGR73E5gcqrVatWmDFjBn777TesWLECBoMBb7/9tuTnG41GjBw5Em3atMGBAwewZcsW3Lp1C2+99RZu3LiBcePGYfDgwThw4ABee+01vPHGG4iPjwcA7Nq1C4sWLcL777+P/fv3o2vXrhg7dix0Ot54TUTup7MPYe657nsA4CdXQybknpqzOZAEERGRzylRAqXX67F161ZMnjwZEydOxLlz59C9e3eXnv/CCy/g2WefhUqlQnh4OLp3745//vkHP/74I2rXro2BAwdCrVajffv26NatG9avXw8A+PbbbzFgwAA0bdoUfn5+GD16NABg9+7dJakSEZFTtnmZAjw4gAQACIJgb+ViCxQREZHvcXkQCZ1Oh927d2P79u34/fffYTQa0aZNG7z22mvo2bMngoKCJG8rJCQEjz32mP3xv//+i++//x69e/dGQkICGjdu7FC+cePG2LZtGwAgISEBffr0sa+TyWRo1KgR4uPjXRpKXRTFCttqZZsA2fazPGNdy5/SrKdVtEJ3O4FSigrJ54ycnJx8j6U810+mRiYykWnIhE6nqzDvKVBxjl+g4tS1otQTYF3Lo4pST6Bi1bUgoihCEIQiy7mcQLVr1w4mkwmNGjXCpEmT0LdvX0RERBQrSJukpCT07NkTZrMZgwYNwsSJE/HMM8+gatWqDuVCQ0ORlpYGANBqtQgJCXFYHxISYl8vlclkQmJiYoniL+suXrzo7RBKDeta/pRGPY2CCbg9GF7atVQkXpF2zrj7fHTx4kVo9EWPqmf0MwJKIC1bi8Sbd/ZVUd5TgHUtjypKPQHWtTyqKPUEKlZdnVGpVEWWcTmBGjVqFPr164e6desWKyhnatSogfj4ePz333+YMWMGXn75ZUnPE0WxxPtWKpWoX79+ibdTFun1ely8eBG1a9eGv7+/t8PxKNa1/CnNeqYYUnDu5nkAQINaDRCuCpf0vKtXrzo8rl27NhrVblTk86zpItIzM2BVWNGoUaMK854CFef4BSpOXStKPQHWtTyqKPUEKlZdC3Lu3DlJ5VxOoP7v//4PgwcPdjmgogiCgNq1a+OFF17A4MGD0blzZ2i1WocyaWlpCA/PvXAJCwvLt16r1aJBgwYu7zcgIKDoguWYv79/hXkNWNfypzTqaTFb7L9X0lSCv0LaHxY/P798j6XEGmoMBTIBk2iCQq2AP3L3V1HeU4B1LY8qSj0B1rU8qij1BCpWXe8mpfseUIxBJMLDw3HmzBmXA3LmwIED6NmzJ6xW652AZLkhxcXF5RuW/PTp0/aJe2NiYpCQkGBfZ7FYcObMGU7sS0RuZxtAQgYZ/OR+RZQuubxzQdn2TURERL7B5Rao8ePHY+HChThy5AiaNGmC4ODgfGU6duwoaVsxMTHIysrCvHnzMHHiROj1eixatAitWrXCkCFD8Pnnn2P9+vXo378/Dh48iL179+Lbb78FAAwZMgQvvvgiHnzwQURHR2PlypVQqVTo0qWLq1UiIiqUbRLdAGWA5G+nbEIVoegT2gf33XcfaleuLek5eUf605mzoRaK7o9NREREpcPlBGry5MkAkG/gBUEQ7CNXSB2UISgoCJ9//jlmzpyJdu3aISAgAO3atcOsWbNQqVIlfPLJJ5g5cybefvtt1KhRA/PmzUPDhg0BAJ06dcKLL76IyZMn49atW4iNjcWKFSvydZkhIiqp7GJOogsAGrkGbTRtMKLNCFQNrlr0E3BXC5RJhzBVmMv7JSIiIs9wOYH6+uuv3RpAdHQ0Vq1a5XRd69atsWnTpgKfO3ToUAwdOtSt8RAR3U13e0LbvImNJyllSqhkKhitxtzkjQ1QREREPsPlBKpNmzaeiIOIyGfdmUS39G6qDVQEwGg02pM3IiIi8g0uDyIBABcuXMCMGTMwcOBAdOnSBUlJSTAajVi9erW74yMi8iqjxQSj1QigeF34Ukwp+CblGzy99mn8de0vyc8LUObuy9Z9kIiIiHyDyy1Qx48fx8iRIxEYGIgWLVrg7NmzsFqtSE5Oxvz586FSqTBo0CBPxEpEVOp0eRKYQKXrCVSONQd/5/yNv//+G1qdVvLzAm+3dnEUPiIiIt/icgvU/Pnz0a1bN+zatQsLFy6EUqkEANSqVQuvvPJKgfczERGVRXkTmOK0QBWXLVnTmXRumTSciIiI3MPlBCohIQFjx46FSpX/rub27dvj4sWL7oiLiMgn2IYwB0pvEAngTguUFVYYrIZS2y8REREVzuUEKiAgABaLxek6rVbrNLEiIiqrbPcgqWQqKGXKUttv3rmgcqw5CAgIsE80TkRERN7j8j1QjRo1wrx587Bw4UIEBt75A28ymbBixQo0b97crQESEXmTfQjzPCPwXcq8jBxLTpHPTclKcXh8KesywrThkvZrsNxpdbqQfRGCEhCzAEWOy6ftYvGT++HeoHtKZV9ERERlict/iSdMmIARI0agc+fOaNq0KUwmE15//XX8+++/yM7O5kh8RFSu2IcwzzOARI4lB3qzvsjnGsyGux5Lex4Ah/ueskzZsOotUAWqoUTptYIRERFRfi73B2natCk2btyIvn37Ii0tDdWrV0d2djZ69uyJH374AY0bN/ZEnEREXmHrwhdYinNAAYAgCFAKud9xma2mUt03ERERFaxYfUHq1KmDt99+292xEBH5FFEU73ThK8YQ5iWllKtgMpthEs1Qg/eXEhER+YJiJVDbtm1DmzZtUKlSJZjNZixbtgyJiYlo06YNRowY4eYQiYi8Q2/JgRVWAMVvgaqkrIQhlYYgpn0salWp7dJzbYNWmKwmJlBEREQ+wuUufKtXr8bLL7+MmzdvAsidF+qzzz4DACxbtgyffvqpeyMkIvISnalkk+gCgL/MH9H+0biv7n0I9g926bn2BEpkFz4iIiJf4XICtXbtWsyYMQMNGzaE2WzGhg0bMHnyZCxduhSzZs3Cpk2bPBEnEVGpyzuJbkAp3wMFAKrbCZRFtEAEJ9MlIiLyBS4nUFeuXEGHDh0AAMePH0dWVhb69esHAIiJiUFSUpJ7IyQi8hLbABICBK8kUHnnnbJ1JSQiIiLvKtZEunp97jC8f/zxB6Kjo1G5cmUAQHZ2NuRyuXsjJCLykuzbXfj8Ff6QCcWbxPa66TqWXV+GZ9aMxj/X/nHpuUrZnfueLAITKCIiIl/g8hVBbGwsli5dim3btmHdunXo3bu3fd2mTZvQoEEDtwZIROQtOnP+SXRdZbKacN10HedTziPHKG0OKBtV3hYoJlBEREQ+weUEasqUKTh27BheeOEF1KlTB8OHDwcAbN26FZ999hmee+45twdJROQNthaoAC8MYQ4AckEOAQIAwCpYvBIDEREROXJ5GPPo6Gjs3r0bqampCA8Pty9v2bIlNm/ejPr167s1QCIib8l2QwtUSQiCAKVMCaPVyBYoIiIiH1GseaAA4MaNGzh48CB0Oh0CAwPRoEEDJk9EVG5YrBbkWHIAAIEK77RAAbnd+IxWIywcRIKIiMgnuJxAXbx4ERMmTMC5c+cgineG1RUEATExMViwYAGqV6/u1iCJiEpb3iHMizsHlDvkDiSRzRYoIiIiH+FyAvXGG28gOzsb77//PqKjo+Hv7w+dToeEhAQsWrQIb7zxBlauXOmJWImISo1tCHPAe134gDtDmTOBIiIi8g0uJ1AnT57E559/jlatWjksj46ORrVq1TB27Fi3BUdE5C1Zpiz77xqlxmtxqOS5CZQoiLCIFiihLOIZRERE5Ekuj8IXHByMsLAwp+uqVq0KjcZ7FxpERO5iG4FPKVNCJVcVUdpz8k6ma7KavBYHERER5XI5gRo0aBDWrl3rdN369esxcODAEgdFRORtthYoTQkHkIhQRmBsxFh8OvQz1I90fZ68vAmUWTSXKBYiIiIqOUld+D788EP776IoYufOnTh48CBatGiB4OBgZGdn4/Dhw8jKysKgQYM8FiwRUWmx3QMVWMLueyqZCpGqSNSrUg/+Kv9iPd+GLVBERETeJymBWrFihdPl586dy7ds0aJFGDduXMmiIiLysqzbXfg0XhyBDwBkggxyyGCBFSa2QBEREXmdpATq7Nmzno6DiMhnWEQL9GY9AO8OYW6jkClhsRrYAkVEROQDXL4HKq/s7GzcuHEDer3eXfEQEXmdzqSDiNx57kp6D1SSMQlzkubgoeX9kXAloVjbUAq590GZRSZQRERE3ubyMOYAsHr1aqxatQqXLl2yL6tXrx7GjBmD/v37uy04IiJvyMo7B1QJ74ESRRE5Yg5yDDmwWi3F2oZSpgAsgMnKLnxERETe5nICtXr1asyaNQudO3fGo48+isDAQGRlZeHIkSOYNm0aBEFAv379PBErEVGpsA1hDnj/HigAUNxugTKJJoiiCEEQvBwRERFRxeVyArV27Vq88MILGDNmjMPyZ599FgsXLsTKlSuZQBFRmXZnDiiFwyh43nL3UOa2Ln1ERERU+ly+B+rSpUvo1auX03X9+/fHv//+W+KgiIi8KcucOwdUoCLQJ1p7lMKd77o4kAQREZF3uZxA+fn5IS0tzem6zMxMqNXqEgdFRORNtiHMS3r/k7vkbYEyMoEiIiLyKpcTqJYtW2Lu3Lm4deuWw/KbN29i7ty5aNmypduCIyLyhmxTbguUL9z/BAAKQYHbgwLCZDF6NxgiIqIKzuV7oKZOnYonnngCnTp1wr333ougoCBkZmbi8uXLCA0Nxddff+2JOImISoVVtEJ3ew4ojcI3WqAEQYAMMlhhZRc+IiIiL3M5gapXrx62bt2K9evX4/Tp08jKykJkZCQGDhyIAQMGICwszBNxEhGVCp35zhxQvjCJro1MlMEqWNmFj4iIyMuKNQ9UeHg4nn32WXfHQkTkdVluHsK8mqoaplWfhg79O6J6jerF3o5clMEMwGhlFz4iIiJvcvkeKCKi8sx2/xPgnhYouSCHv8wfGrUGCnmxvrMCAMhEOYDcBEoUxRLHRURERMXDBIqIKI8sc24LlEJQQC3znVFF5WLu6doqWmERLV6OhoiIqOJiAkVElEe2fQhz98wBZRWtMFgN0Bv1sFiLn/jYWqAADmVORETkTUygiIjysN0D5a4hzK8ar2L21dnou6wPzlxJKPZ2bC1QAO+DIiIi8iZJCdSDDz6IlJQUAMD9999f4ES6RERlXdbte6ACFb4zAh8AyPKcro2cC4qIiMhrJN3RnJycjHXr1qFt27ZISkrC0aNHERISUmD51q1bSw4gKSkJ7733Ho4cOQK5XI5OnTrh1VdfRXBwMBITEzFr1iwkJiaiUqVKGDx4MEaOHGl/7tatW7Fs2TJcuXIFderUwYsvvoiOHTtK3jcRUV65c0DpAAAapW/MAWUjQIBSUMIkmmBiCxQREZHXSEqgunfvjsWLF2PJkiUQBAETJkxwWk4URQiCgMTERMkBjB07FjExMdi1axcyMzMxfvx4zJ07F2+88QaeffZZDBo0CCtWrMCFCxcwcuRI1KxZEz169EBiYiKmTZuGxYsXo127dtixYweef/55bN++HZGRkZL3T0Rkozfr7XNAuasLnzspZUqYLCZ24SMiIvIiSQnUnDlzMHToUKSnp+OZZ57B/PnzERwcXOKdZ2RkICYmBlOmTEFgYCACAwPxyCOPYNWqVdizZw9MJhOee+45yOVyNGnSBI899hi+/fZb9OjRA+vXr0fnzp3RuXNnAED//v2xevVqbN68GWPGjClxbERU8WQ5DGHuWy1QQG4CBQtgtHAQCSIiIm+RPClJXFwcAOD5559Ht27d4O/vX+KdBwcHY/bs2Q7LkpOTERERgYSEBERHR0MuvzPyVOPGjbF+/XoAQEJCgj15yrs+Pj7epRhEUYROpytmDco2vV7v8LM8Y13LH0/UMzX7zv2dcpMMOmv+c4NMJoPZbIbJVHQSY7aYHR+bLZKedzeTOfc58jxzQRmNRreMElgQJZTIycmB1Wr12D6cqSjHL1Bx6lpR6gmwruVRRaknULHqWhBbb7qiuDyr4/PPPw8AOHbsGM6cOYPs7GwEBQUhNjYWsbGxrkeaR3x8PFavXo1ly5Zh27Zt+Vq5QkNDodVqYbVaodVq892HFRISgnPnzrm0T5PJ5FKXw/Lo4sWL3g6h1LCu5Y8763lTlQKoAUEUcP7v8xCQ/yQaEBAArTIN6fqMIreXpc1yeJyWnoab/jeLHZ9RbwSUgAgRN27dcBhYwt1C/INx4Sa89gVTRTl+gYpT14pST4B1LY8qSj2BilVXZ1QqVZFlXE6gUlNTMWbMGCQkJEAURftyQRDQrl07LF68GIGBrt87cPToUTz33HOYMmUK2rdvj23btjktlzcrzLv/4lIqlahfv36Jt1MW6fV6XLx4EbVr13ZLi6IvY13LH0/UMzv1KKDLHUCicaPGTsvIZDKIWYAqsOhJdhVWx1NsWEgYqlSu4nJcJrMp90ujwBBkGXOTsqCwIATIA1zellQBygDU0dTxSgtURTh+gYpT14pST4B1LY8qSj2BilXXgkhtiHE5gZo3bx5SU1OxYMECNG/eHBqNBpmZmThy5AjmzJmDjz76CK+//rpL29y1axemTp2KN954Aw8//DAAIDw8PF8GrNVqERoaCplMhrCwMGi12nzrw8PDXdq3IAgICPDcRUhZ4O/vX2FeA9a1/HFnPXNuGQAAQSpNodtU5CighLLI7SnkCgiCAJWggkKpgEqlglJZ9PMK4q/0B26PH2EVrCXaVlEUCgX8/Pw8tv2iVJTjF6g4da0o9QRY1/KootQTqFh1vZvUrvEu9//47bff8Pbbb6NHjx6oUqUK/P39ERERgT59+uDNN9/Ezz//7NL2jh07hmnTpmHBggX25AkAYmJi8Ndff8FsvnMPQXx8PJo2bWpff/r0aYdt5V1PROSqTFMmACBIFeS2bdZQ1cCrNV7Flud+QpOaTUq0LYUgt3crNFo5kAQREZE3uJxApaeno3bt2k7XRUVFITU1VfK2zGYzXn/9dbz00kv55m/q3LkzNBoNli1bBr1ej5MnT2LDhg0YMmQIAGDQoEHYv38/9uzZA4PBgA0bNuDixYvo37+/q1UiIoLZarbPARWkdF8C5U6CIEAly+2bzcl0iYiIvMPlLnwRERE4fvw47rnnnnzrTp06hYiICMnbOnHiBM6fP4+ZM2di5syZDuu2b9+O5cuX480338SKFStQuXJlvPDCC+jSpQuA3GTtgw8+wOzZs5GUlIT69evjk08+QZUqrt9fQERka30CgGA3tkC5m0quhMFq4FxQREREXuJyAtW3b1+8++67SElJQcuWLaHRaJCVlYXDhw9jxYoVGDx4sORttWrVCn/99VehZdauXVvguh49eqBHjx6S90dEVJBM450EKkhZ8nnubIxWI7QWLS7cugD/cH/4q0p2Y669BYoJFBERkVe4nEBNmDAB169fx7x58xyWC4KARx55BBMnTnRbcEREpSXjdguUAAEapesjiRbkhukGPrv5GbAaWPXcKsTeG1ei7dkSKJPVJHm+CiIiInIflxMolUqF999/H1OmTEFCQgKysrIQHByMmJgYVK5c2RMxEhF5nK0FSqPUQCZ4bn6lklLJ78xPYbKaHB4TERGR57mcQNlUrVoVVatWdWcsREReY2uB8uX7nwBAKbuTMBmtRiZQREREpcx3v2YlIipFthYoXx2Bz0Z1VwJFREREpYsJFBFVeCarCXqLHoDvt0ApZHJ7F0MOZU5ERFT6mEARUYXnqRH4PIUj8REREXkPEygiqvDyzgEV5OMtUEDeBMrk5UiIiIgqHpcTqA4dOuD69eueiIWIyCsybrdAyQQZAhUBXo6maLaBI9iFj4iIqPS5nECFh4fjzJkznoiFiMgrbC1QnhjCXCEoUEVRBbUr1YZa6eeWbapkSgCAWTTDKlrdsk0iIiKSxuVhzMePH4+FCxfiyJEjaNKkCYKD898v0LFjR7cER0RUGmwtUMEeGIEvUhWJ8ZHj0enRzgiPDHfLNu8eic9P7p7EjIiIiIrmcgI1efJkAEBiYqLDckEQIIoiBEHIt46IyJfZWqDKwv1PAKCWq+2/GywGJlBERESlyOUE6uuvv/ZEHEREXmG0mJBjyQHgmRYoT1DJVBAgQIQIg8Xg7XCIiIgqFJcTqDZt2ngiDiIir8g0Zdh/D1K5fwhzvVWPK4YrUF/0Q4eQDgj2L/k+BEGASqaCwWpgAkVERFTKinW39IULFzBjxgwMHDgQXbp0QVJSEoxGI1avXu3u+IiIPCojzxxQnmiBumW6hTW31uCVTdPx382LbtuurRsfEygiIqLS5XICdfz4cQwYMAC7du1C9erVkZKSAqvViuTkZMyfPx//93//54k4iYg8wnb/k1yQI6AMDGFuY0+grAaIoujlaIiIiCoOlxOo+fPno1u3bti1axcWLlwIpTJ3ON1atWrhlVdewapVq9weJBGRp2Qa7wxhLgiCl6ORzpZAWUQrzKLZy9EQERFVHC4nUAkJCRg7dixUKlW+de3bt8fFixfdERcRUanIMHluCHNPchyJjxPqEhERlRaXE6iAgABYLBan67RardPEiojIV9laoMrKEOY2apnjUOZERERUOlxOoBo1aoR58+YhOzvbYbnJZMKKFSvQvHlztwVHRORJBosBBmtu8hGsdP8IfJ6kkMmhEHIHUjXcHoadiIiIPM/lYcwnTJiAESNGoHPnzmjatClMJhNef/11/Pvvv8jOzuZIfERUZmTmGYGvrLVAAbnd+MxmMwxWduEjIiIqLS63QDVt2hTff/89+vbti7S0NFSvXh3Z2dno2bMnfvjhBzRu3NgTcRIRuV268c4cUMEemAPK0ziUORERUelzuQUKAGrXro23337b3bEQEZWqNGMagNxExF/u55F9+Mn80MCvAcIjwxHkhkl081LLcu85NVqNsIpWyIRiTe1HRERELihWAnX9+nVs374d//77L/R6PQIDA9GgQQP07NkTlSpVcneMREQekWbQAgDCVKEeG8K8srIynqj8BDo91BnhVcLduu28I/EZLUb4KTyTBBIREdEdLidQe/bswaRJk2AwGBASEoKAgADodDqkp6fjgw8+wNKlS9GuXTtPxEpE5Fba2wlUqDrMu4EUkzpPq1mO1QA/MIEiIiLyNJf7e8ydOxetW7fG3r17cejQIezevRuHDh3Cr7/+iri4OMyaNcsTcRIRuZXerEfO7dHrwtSh3g2mmFQyJQTktpzxPigiIqLS4XICdeXKFUybNg1Vq1Z1WF6zZk1Mnz6dE+kSUZlg674HAGEebIHKsmThSNYR/Bi/Gbcyb7l124IgQC3PvQ+KCRQREVHpcLkLX40aNWA0Oh8y12q1onr16iUOiojI09IMuQNICBAQqgrx2H60Zi22aLcAu4AW0S1QKci994mqZWrkWAxMoIiIiEqJyy1QkydPxvz583HrluM3qTdu3MCHH36ISZMmuS04IiJPsd3/FKwKglwm924wJZB3KHNRFL0cDRERUfknqQVq8ODBDo+vXLmCTp06oWbNmggJCUF2djb+++8/hIaGYsOGDejTp49HgiUicpc0oxZA2R1AwsaWQFlhhVk0QykovRwRERFR+SYpgVIqHf8g16lTB3Xq1LE/VqvVCA/PHZ7XZDK5MTwiIvezilakG9IB5A5hXpblHcrcYDFAKWMCRURE5EmSEqhVq1Z5Og4iolKTbsyAFVYAZXcEPpu7EyiNUuPFaIiIiMo/TltPRBWObQAJwLMj8JUGuSCHQsj9LiyHA0kQERF5nMuj8P3999+YNWsWEhMTkZmZmW+9IAg4c+aMW4IjIvIE2wASSpkSAYoA7wbjBn5yNbLMZhhuz2tFREREnuNyAvXqq6/i5s2b6N+/P0JCQiAIgifiIiLyGFsLVJg6tFycw/wU/sgyZ0NvyYEoiuWiTkRERL7K5QTq3LlzWLVqFWJjYz0RDxGRx9km0Q1Teb77XqA8EK0CW6Fa3eoI14R7ZB/+cn8AgEW0wGQ1QXV7cl0iIiJyP5cTqNq1a0MuL7tzphBRxZZjyYHeogcAhJbCABJhijA8GPYgOnXrbB+t1N38Ff7233UWPRMoIiIiD3J5EInp06dj7ty5OHHiBHJy2N+eiMoW2/1PQNkfQMJGLVNBdvt0rjfrvRwNERFR+eZyC1RoaChSU1MxZMgQp+s5iAQR+bK0PAlUqDrEe4G4kSAI8Ff4I9uczQSKiIjIw1xOoF555RVkZGTgiSee4CASRFTm2AaQCFIGlcqks+nmdBzJPoJ/9v+DYd2GIzI00iP78Zf75SZQFj0HkiAiIvIglxOo8+fPY/Xq1YiLi/NEPEREHmUfQKKUJtDNtGTi98zfgcNAr1a9PJdAKfwBAweSICIi8jSX74G65557oFarPRELEZFHmawmewtUuJ9nBnTwlrsHkiAiIiLPcDmBmjZtGubPn49Lly55Ih4iIo9J0adAhAgAqOof4eVo3EstU3MgCSIiolLgche+efPmIS0tDT179kRAQAD8/f0d1guCgN9//92lbf7++++YNm0a2rZti48++shh3datW7Fs2TJcuXIFderUwYsvvoiOHTsCAKxWKxYsWIAtW7YgIyMDcXFxeOutt3DPPfe4Wi0iqgBu6G8CAGSCDJXUlbwcjXvlDiThh2yzjgkUERGRB7mcQDVp0sStNyd/+umn2LBhA2rVqpVvXWJiIqZNm4bFixejXbt22LFjB55//nls374dkZGRWLNmDX788Ud8+umnqFq1Kj766COMHz8emzZt4g3URJTPDf0NAEBlv0qQy8rffHb+cv/cBIoDSRAREXmMywnUnDlz3BqAWq3Ghg0bMGvWLBgMBod169evR+fOndG5c2cAQP/+/bF69Wps3rwZY8aMwbfffosRI0agXr16AIAXXngBbdu2xcmTJ9GsWTO3xklEZZtVtOJmTgoAoIpfFS9H4xkcSIKIiMjzXE6gLly4UGSZOnXqSN7e8OHDC1yXkJBgT55sGjdujPj4eOTk5ODcuXNo3LixfZ1Go0GtWrUQHx8vOYESRRE6nU5yvOWJXq93+Fmesa7lj6v1TDWmwiJaAAAhspBif+5lMhnMZjNMJlORZc0Ws+Njs0XS8+5mMpscfhZEKd4Zlj3TkIlgZbDL+7JvC0rk5OTAarUWexvFUVGOX6Di1LWi1BNgXcujilJPoGLVtSBSe2+4nED17t27yA0nJia6ulmntFotQkIcJ7oMCQnBuXPnkJ6eDlEUna5PS0uTvA+TyeS2eMuqixcvejuEUsO6lj9S63lLeQvwAyACty6mQAvp54m8AgICoFWmIV2fUWTZLG2Ww+O09DTc9L9ZrP0CuefEwogQIagAUQBSs9JgsBgKLV+YEP9gXLgJr33BVFGOX6Di1LWi1BNgXcujilJPoGLV1RmVqujeGy4nULNnz863TKfT4fjx4zhz5gxefPFFVzdZKFEUS7S+KEqlEvXr1y/RNsoqvV6Pixcvonbt2vkGAylvWNfyx9V67k85COQAIapgxDSKKfZ+ZTIZxCxAFVj0dA4KqwLBimDcH3w/7m1cCw3vbYgqwa53HzSZTdBqtQgNDYVSUfjkvzqdHnqLHjK1DFUCit9VMUAZgDqaOl5pgaoIxy9QcepaUeoJsK7lUUWpJ1Cx6lqQc+fOSSrncgL1yCOPOF3+xBNP4Msvv8Rvv/2GBx54wNXNOhUWFpbvG1etVovw8HCEhoZCJpM5XV+pkvTRtQRBQEBAgBuiLbv8/f0rzGvAupY/UuopiiJSjakAgMiAyBK/LoocBZQoPJEBAIVcgWB5MP4X/D90atsZ4ZVKNveUUqGEUln4fgMVAdBb9Mix5kChUBR7IAmFQgE/P79iPdcdKsrxC1SculaUegKsa3lUUeoJVKy63k3q30yX54EqzP33348dO3a4bXsxMTE4ffq0w7L4+Hg0bdoUarUaDRo0QEJCgn1dRkYGLl26hLi4OLfFQERlX4YxAwZrbne2Kv7lcwAJG9uEuraBJIiIiMi93JpA/f33327t7jFo0CDs378fe/bsgcFgwIYNG3Dx4kX0798fADBkyBB8/fXXOH/+PLKysvDBBx+gUaNGiI2NdVsMRFT22eZ/AsrfBLp381fc+dYw25ztxUiIiIjKJ5e78E2ZMiXfMlEUkZqaiqNHj6JDhw4ubc+W7JjNuaNV/frrrwByW5qioqLwwQcfYPbs2UhKSkL9+vXxySefoEqV3G+QBw8ejJs3b2LYsGHIzs5G27ZtsXjxYlerRETlnG3+J41SgwBl6XZLuGW+hT0Ze/DH9j8w8cFJuLfyvR7dn1qmglJQwCSakWXKQpg6zKP7IyIiqmhcTqCOHz+eb5kgCAgODsYjjzyCSZMmubS9+Pj4Qtf36NEDPXr0cLpOEARMnDgREydOdGmfRFSx3MjJbYGK8ML8T3qLHvG6eMT/FY+nuj0FwLMJlCAI0CiDkGZMQ6YpixPqEhERuZnLCdSuXbs8EQcRkUfoTDpkmXKHE48o5933bDRKDdKMaTCLZhgsBvgpvDcYBBERUXnj1nugiIh8zTX9dfvvEeV8AAmbIKXG/numOauQkkREROQqSS1Qr7zyiuQNCoKA9957r9gBERG50+WsywCAAEUAglXBXo6mdChkCvjJ/ZBjyUGWKRNV/Cp7OyQiIqJyQ1ICdeXKFUkbO3HiBMxmMxMoIvIJZqsZSdlXAQD3au6pUPcCBSk1txOobFhFK2QCOxwQERG5g6QEatWqVYWuj4+Px8yZMyGKIoYPH+6WwIiISupqdjIsogVAbgJVkWiUQbiZkwIRInRmHTR5uvURERFR8bk8iEReaWlp+PDDD/Hdd9/hvvvuw6ZNm1CvXj13xUZEVCKXsi4BAPzkfuV+At27BSoCIECACBGZpiwmUERERG5SrATKarVizZo1WLRoEYKDg7Fw4UI88MAD7o6NiKjYLKIFV7KTAAD3aGpWuC5sMkGGQEUgssxZ9lEIiYiIqORcTqAOHTqEmTNn4sqVK3jmmWcwevRoqFQqT8RGRFRs13TXYLKaAAD3ajw791JhwhRhGBA+AA1bN0TNSqXbjTBIqUGWOQt6ix5mqxkKWYk6HRARERFcSKCSk5Mxe/Zs/Pzzz+jduzc+/fRTREZGejI2IqJiu5SZO/qeSqZCZEBVr8URKA9EXEAcOjXsjLDAsFLdt0apAfS5v2eZshCqDi3V/RMREZVHkhKoJUuW4LPPPkOtWrWwevVqtGrVytNxEREVm1W04nJW7uihNStg9z0bP7kfFIICZtGMTCZQREREbiEpgVq0aBEUCgU0Gg0WLlxYZPmvv/66xIERERXXDf0NGKwGABVv9L28BEFAkFKDNKMWGaYMDmdORETkBpISqIcffrhCzZ9CRGWbrfueQlCgekA1r8Zyw3QDW9K24Lv1G/HWoLdQr2rpjlQaqg5FmlELi2hBhikToaqQUt0/ERFReSMpgZozZ46n4yAicguL1YL/bg9fXkNTA3KZ3KvxGK1GXDJeAq5egs6QXer71yg0UMqUMFlNSDWkMoEiIiIqIfblIKJy5WLmReRYcgAAdYPqeDka7xMEAWGq3MErskxZMFqMXo6IiIiobGMCRUTlhiiKOJN2FgAQrApGjcDqXo7IN4Sr74z+l2ZM82IkREREZR8TKCIqN5J116A1agEAjUMb8d7N21RyFTQKDQAg1ZAGURS9HBEREVHZxQSKiMqNxLREAIBarkad4NreDcbHhN1uhTJZTcg2l/69WEREROUFEygiKhfSDFpc1SUDAKJDoqCQSZ4nvEIIUQVDfnsI81RDqpejISIiKruYQBFRuWBrfZIJMkSFRnk5Gt8jE2QIVYUCANKNGTBbLd4NiIiIqIxiAkVEZZ7erMeFzIsAgLrBdeGv8PNuQD4qXB0OABAhIiUnxcvREBERlU3s40JEZd7JW6dgFa0AgMahDb0cjaMqyip4usrTaNa5OeqW8iS6d/NX+EOj0CDLnIWbOTcR7hcOlUzp1ZiIiIjKGrZAEVGZdstwC/+knwMA1A6qhRC1b00Uq5apUUtdC7E1YhGoDvR2OKgWUA1AbivUdd01L0dDRERU9jCBIqIySSaTwS/AH8e0JwAAKpkKraq09G5QZYC/ws8+L1SaUQudWe/liIiIiMoWduEjIre4lHkZOZacUtuf2WzGRcVFZJgyAAA1AqvjctYVj+83WBns8X14WlX/qtAa0mGFFcm6ZNQNqsM5s4iIiCRiAkVEbpFjyYG+FFszsg3ZSLWmAQIQoAiARqEplf2r5WqXyicbk7Hu1jos+3wZFoxYgIbVG3koMumUMiWq+FfBdf11ZJuzkWHKRIiq7CeGREREpYFd+IiozBFFEck514DbjSY1A2r4bAuKRbQg3ZKO65nXYTKbvB2OXRW/ylDeHkDiqu4qTFbfiY2IiMiXMYEiojJFFEVc1V2FzqIDAFRSVYIfhy13mUyQofrtASVMVhP+y7pkH8mQiIiICsYEiojKlJScFNwypAIAFFYFKqsqeTmisitEFYIqfpUBADqzDknZVyGKopejIiIi8m1MoIiozEg3piNZnzv0tkqmQrApCDKBp7GSiPSPRJAyCACQZkzjBLtERERF4JUHEZUJmaYsXMq6DABQCArc418TMp7CSkwQBNyrucc+OEay/hpu5aR6OSoiIiLfxasPIvJ5t3JScSHzAkSIECCgdlAtqGQqb4dVbsgFOWprakMuyAEASbokXMz8j/dEEREROcEEioh8liiKuJp9FUm6JAC5Ax/UDqqFAEWAlyMrf9RyFeoF17Unptf117EraTcMFoOXIyMiIvItTKCIyCcZLEZcyLyAFMMtALn3PNUPrme/X4fcz0/uh/rB9RCoCAQAJOuu4ceLP+HfjH85uAQREdFtnEiXiHyKVbTiZs5N3NDfhIjci/ZARQBqaWpBISt7p6xIVSQmR05G297tUK96PW+HUySFTIG6QXVwPecGbuhvQG/RY9+1Azir/Rutq7REFf8q3g6RiIjIq8re1QgRlUtW0Yp0Yzqu62/AaDXal1fxq4Kq/hFldrQ9haBAqCIUVYOrQqUoG/dtCYKAOkG10SSsEY7cPIZMUyZu5dzC9ss/I8K/ChqENEAtzb2Qy+TeDpWIiKjUMYEiIq8yWU24lZOKVEMqzKLZvjxQEYgagdXhJ+ckud5SU1MT1QKr4S/t3zh1Kx4mqwk39Lmtg4dlR1A7qBZqBNZAZEDVMtk6SEREVBz8i0dEpUoURRisBmQYM5BhyoTOrHNYr5KpUNU/AqGqUAiC4KUoyUYuyNE4rBHqBdfFufTz+Cf9H2SasmC0GvF3+j/4O/0fyAU5qvpHoIp/FVT2q4zKfpWgkpeN1jYiIiJXMYEiIo8RRRFGqxEGiwF6ix46sx46sw4W0ZKvrEapQWV1ZQQpNeUqcbpiuILPbn4GYYGAr5/7GrH3xnk7pGJRy9VoEt4YjcMa4ZruGs5lnMfV7GQYrUZYRAuu6pJxVZdsLx+k1CBEFYIQVQhC1bk/g1UhULKlioiIyjj+JSOiYhNFEXqzHlnmbKTk3EK2KQtGqwkmqxFGiwlGq9E+EIQzAYoABCuDEaIKtk/kWl4V9jqUJYIgoFpgNVQLrJY74Ic+BUnZSbimu440QxqsyJ07KtOUhUxTFq5kJzk8P1ARmCehCr6dZJX/95+IiMoPJlBEVCiLaEG2KRuZxkxkmDKRZcpCpikTmcZMZJmy7RfMRREgwF/uhwBFAPwVAQhSanjfTBknE2SoGhCBqgERAACL1YJUQxpSclKgNWiRbkyH1pgOk9Vkf062ORvZ5mwkZV912Jaf3A8hqhAEygKgU+qQYkhBVXVVJlZERORzePVCRLBYLbdbDDLtyVHu71nINmVLbj0RIEApU0IpU0IlU0EtV0EtV0MtV0MlU5XZkfRIGrlMjir+lVHFv7J9mSiK0FtycpOp20lVujED6cZ0h0l6cyw5yNHn5D7wA67dvA7cBPzl/ghVhyBUFYpQdShCVSEIUYdAKVOWdvWIiIgAlIMEKikpCW+//TZOnjyJgIAA9OnTB1OmTIFMxgs1IhtRFGGwGJBlykKWOft2K1KWPVG6eyCHwgQoAhCkDEKQUgONSgONQoNAZSBu6G7AbDWXq/uXKjK1XI1LmZeRY8lx2zblghzh6nCEq8MB5I7AqDfnIMeih96sh96SA51Z59Bipbfoodfpkay75hifTAV/RQD8Ff4IUPjDX+4PlVwFhaBw+Rj0k/vh3qB7Sl5BIiKqEMp8AjVhwgQ0adIEv/76K27duoVnn30WlStXxtNPP+3t0MjHiBBhtpqhN+thspphtppyf4ommK1mWEQLLKIVVtECi9UKi2iBVbTaBzwQBAH2/25foAkQoJApoJQpb/+0/a6EUlBAKc9tjZELnpsvxypakWMxIMecexGark/HTVUKctJOwJBmQJYpG9mmbIchwgsjQMhNklRBCFYG5SZLKg2ClEHQFNLtTmvQOh0cgsquHEsO9Ga9R/eR+5nJPc4AwGQy4XrKdQSFBcEMS27L1O1/eY8vg9UIg9EIrVHrsL28n0n7P0EBmSCHXJDl+SmDXJBDJshgVpjtyb8MsnL3JYBVtMJkNcFoMcJoNcEimu3nOlG0tS4LEARALuSexxQyZe5PIfdneXtNiIhKokwnUPHx8Th79iy++OILBAUFISgoCCNGjMBXX31V5hKoZN01ZBgzIIMMMkGAIMggQIBMyH2c+0f/9j+ZHIq7HtsuBMob2x/+/P/MBS6zJ0b2x7d/asxIvPqXV+ohE2S3u7UpHS/sbv9TyBQQkP8CRRAEiKLotN5mqwlGqwkGiyF/Fzs1cDM7pcB4BAjQKDW3k6Pc1qTg278HKgM9mvARFUUGGQLkAVAqHbvpma3mPAmVwf67VbxzH56IO58XVxxNOWb/3fYlSe75WJbn99xzsoC852VZnvOzDDJZ7s/cc/Kd3/Oeq23/zCYzsuRZuGlIQaAQALlMDgHC7U/znc+0CACiCItozT2/iY7nN7PVDKM1NznKTZKMMFmMMFiNMFmNMFmlfXlSGLkgz+2SK1NDJVdDLVfl/pTl6aZ7e72t665KruK5RCJRFGGFFRarBRbRArNouf177pd75tvLLaIZFqsF1rvP+XkeCoJQ6LWCXFBAIcs9PhWCnMkxuY1VtN4+VvMet/mPYbM198sb238qmRL3aO4pU/dFl51InUhISECNGjUQEhJiX9akSRNcuHABWVlZ0Gg0XoxOuls5t/DrlZ0l3o4AId8faYUgh6yAk6hoFZEZmAmD9iQUWXcu4O9uYQGQ7zGQe6Fi+/ZSRJ6fouPjvGVsLTpZpmyYrSZYRREirA4/raLVXs6tI5e5+DfC9k207fUoqK5SBlGwilYYLAaHez48yXYvku3CRi1XO17YyFT5/mhmm3XIdqErX17BymB3hE1UKIVMAY1MA43yzrldFEWYRDOMFkOBX7JIbX21b/P2ecsKK9x5CnIqALh084qHd1JyFtGSOw0BXGuRVAgKKGQKiBoRSdevQilX2i/g5YICckHm0Lovu/3lYd5zb96f3mQ7Luz/ibZluX8DrBBhNpuRGZiB7FQdhHQZRIi5CY8tKbInRvl/99ZInbbWWMXtpP/Oe3MnCZMJ8twvd3HnC16rxQKtWguD1ghllirPetfep6Le1yLf94JWF/JyFvRaO1tuMplwS3ULlnQrlLrcL3XutNwWTup76lDO+a8FLsm/tODkuqh4zBYzMgMzoU87DiFdcOyZU8hPWy+ekhzDceGxaFq57EzzUaYTKK1Wi+Bgxws3WzKVlpZWZAJlMpkgiiJOnTrlsRilECEiylLf4VvU0iBAQAiCAR1gQcm/oZS2T0ABOULh3gtu+wlWyHuqdTztiiIgEwRAyLsm/6lZyC0gneh4UrKlV7nfJItOksq7/i8Weuq7HRPuitt5cmtbZrVaIZM574pkghEmGF2oYNF0Qrb9wqK0CCJQxVoZwnXAIpTO8QsAaUKq5LpqzIEY2msoHrQ8CACoKlaFJcn1WL1RV1fq6U7FqascAvzhB3/4OS+Q7zPq+LsA2Z2Cd/0/36bE/OucthjZHouFb889bn/y7ee/3J/5vgiTeHF758uivP8X7evyfD2W77UtVHaRe4YVZbsbsAIyhCEUyPNdlBLlsRVOhBwyVEI4cA0wu/lviq8JRQgsyeZSu1byFlme68LcxwqUznA9Aqx6C05d9e71OJCbG0g5T5bpBAqQ/i2AM/Y/Ll5uvrbdc0LkNt74e+2Nj5G3rksk1lWpUsJP5YfKqFx04aJUlPcU8N77SkREFZogSPuiqUwnUOHh4dBqtQ7LtFotBEFAeHh4kc9v3ry5hyIjIiIiIqLyqEyPOhATE4Pk5GSkpqbal8XHx6N+/foIDAz0YmRERERERFQelekEqnHjxoiNjcX8+fORlZWF8+fP44svvsCQIUO8HRoREREREZVDgliSm4h8wLVr1/DGG2/gzz//hEajweDBg/H88897/b4mIiIiIiIqf8p8AkVERERERFRaynQXPiIiIiIiotLEBIqIiIiIiEgiJlBEREREREQSMYEiIiIiIiKSiAkUERERERGRREygygmTyYS5c+eiYcOG+O233/Kt/++//zBgwAB06NChyG39/PPP6N+/P5o3b46ePXvi//7v/xzWZ2dn46WXXkJ0dDTOnz/vtjoU15o1a9CzZ097vKtWrSqwbLdu3RATE4PY2Fj7v7FjxzotO378eHTr1s1TYbtk48aNaNiwoUPcsbGxOHXqlNPyly9fxtixY9G2bVu0bdsWY8eOxaVLl+zrDxw4gMceewwtWrRAp06d8Pbbb0Ov15dWdYpke0+bNWuG7t27Y+XKlQWWTUtLw7Rp09ChQwe0bdsWzz//PJKTkx3K/P7772jfvj1eeOEFT4fusq1bt6Jfv35o3rw5BgwYgD/++KPAsoUdv1euXEF0dHS+Y6Sw1660JCUlYfz48Wjbti3at2+P6dOnIyMjw2lZd57LvOm9995DdHS003UjR47M9z41atQIixcvBgCkpqZi6tSpaN++PVq3bo3hw4cjISGhNMMv1OHDh/PFHxMTU2B9ba5fv47mzZtj0aJFTtf/+uuviI6OxqFDhzwRtksKO2e48pkFgPj4eHTv3h2DBg3Kt04URaxcuRIxMTFYu3at2+KXqrB6FnUtkNfdx0NsbCyio6Px559/Fvt4cbeC6urq39e8vvrqK0RHR+PKlStO13vrOqKw99WVayag8OP3wIEDGDhwIFq0aIG+ffti8+bNbquDzxOpzMvOzhYHDhwoTp8+XYyKihL37t3rsH7//v1ix44dxQkTJojt27cvdFsnT54UY2NjxV9++UU0mUzinj17xCZNmoiHDx8WRVEUr127Jvbo0UN8+eWXxaioKPHcuXMeq5cUe/bsEZs2bSqeOHFCtFgs4okTJ8SmTZuKu3fvdlq+a9eu4sGDB4vc7q5du8SWLVuKXbt2dXPExfPdd9+JTz75pOTyjz76qPjyyy+LWVlZYlZWlvjyyy+LAwYMEEVRFG/duiU2a9ZMXLNmjWgymcTk5GSxX79+4pw5czwVvkt++eUXsU2bNuLJkydFi8UiHj582H5MOvPss8+KI0eOFG/duiWmpaWJY8aMEZ966in7+hUrVog9evQQBw8eLE6ePLmUaiHNmTNnxJiYGHHPnj1iTk6OuGnTJrFp06ZicnKy0/KFHb+XL18Wo6KiPBlusT344IPi9OnTxaysLDE5OVkcMGCA+Oqrr+Yr585zmTedOXNGbNOmjeT3Iz09XezQoYN49uxZURRFceLEieLTTz8tpqamigaDQZw/f77Yvn170Ww2ezLsElm2bJk4adKkQss8//zzYsuWLcWFCxfmW5ednS1269ZNbNasmaRztCcVds5w9TO7adMmsXPnzuKoUaPExx57LN/6Z555Rhw9erR43333id98841H6lOQwupZ1LVAUY4cOSJ27dpV1Ov1TtdLOV7cqbC6uvr31ebatWtip06dxKioKPHy5cv51nvrOqKwurp6zVTY8Xv9+nWxWbNm4vr168WcnBxx3759YlxcnHjq1ClPVc2nsAWqHNDpdHj00Ucxe/Zsp+u1Wi2+/PJLdOnSpchtabVaPPvss3jggQegUCjQuXNnREVF4ciRIwByv+2fOnUqJkyY4M4qFNvp06fRoEEDNG3aFDKZDE2bNkVUVBTOnDlT7G3q9Xq8++67GDlypBsjLT2iKCIxMRF9+vRBYGAgAgMD0bdvX5w9exaiKOLff/+FTqfDgAEDoFAoEBkZiU6dOiExMdHboQMAIiIi8NFHHyEuLg4ymQytWrVCvXr18M8//+QrK4oiqlatimnTpiE8PByhoaEYPHgwjh49CvH2FHdqtRobNmxArVq1SrsqRVq/fj06d+6Mzp07Q61Wo3///oiKiipX3+JlZGQgJiYGU6ZMQWBgICIjI/HII4/Yzyl5ufNc5i1WqxVvvvkmRowYIfk5H3/8Mbp3727/Rj4hIQEPPPAAwsLCoFKp8NBDDyElJQU3b970UNQlc/XqVXzxxRd4+eWXCyyzd+9enDt3rsD3btGiRbjvvvsQFhbmoSilK+yc4epn1mAw4Ntvv0XTpk2drm/WrBlWrFgBPz8/t9ZBisLqWdS1QGEsFgveeecdTJ061Wm9pBwv7uaJvwOzZs3C4MGDna7z5nVEYXV19ZqpsOP3xx9/RO3atTFw4ECo1Wq0b98e3bp1w/r1691eJ1/EBKocqFy5coEfYgDo3bs36tWrJ2lbnTp1wvjx4+2PzWYzbt68iapVqwIAGjZsiAceeKBkAbvR//73P5w7dw6HDh2C0WjE8ePHcf78eXTs2LHA53z99dd44IEH0Lx5c0ycOBG3bt1yWL948WK0bt0aLVu29HT4LklOTsbTTz+N1q1b4/7778emTZuclhMEAZ06dcLGjRuRnp6OjIwMbNmyBZ07d4YgCGjUqBEiIiLwzTffwGAw4MqVK9i7d6/PXJTGxcWhffv2AHK7c23btg2XL19G165d85UVBAFvv/02oqKi7MuSk5NRpUoVCIIAABg+fDiCgoJKJ3gXJSQkoHHjxg7LGjdujPj4+AKfU9Tx+/LLL6Njx45o164d5s+fD5PJ5JHYpQoODsbs2bNRuXJl+7Lk5GRERETkK+vOc5m3rFu3Dmq1Gv369ZNU/r///sMPP/zg8KVUly5d8NNPP+HGjRvQ6XT44Ycf0KhRI/t52NcsWLAAjz76KKpXr+50fU5ODt555x28+eabUCgU+db/9ddf2Lx5M1588UVPhypJYecMVz+zjz32WKHv27hx4+znqtJWWD2LuhYozA8//ACVSoXevXs7XV/U8eIJRf0dkPr31Wbv3r3466+/MGrUKKfrvXkdUVhdXb1mKuz4LeizcPr06ZJVoIxgAkWF+uCDDxAQEIA+ffp4OxSn4uLi8Morr9jvKXjyyScxefJkxMXFOS3fqFEjxMXFYdOmTdi6dSu0Wi0mTZpkX//333/j+++/L9VvxqQIDw9H7dq1MXXqVOzbtw8vvvgiXn31VRw4cMBp+dmzZ+PSpUto06YNWrdujbNnz+Kdd94BAAQGBmLJkiVYsWIF4uLicP/996NBgwZ46qmnSrNKRVq6dCni4uLwzjvvYM6cOWjYsGGRz7ly5QoWLFiA5557rhQiLDmtVouQkBCHZSEhIUhLS3NavrDjV6VSoXnz5ujevTt2796NFStWYPPmzVi6dKnH6+GK+Ph4rF69usy8R65ISUnBokWL8Oabb0p+zooVK/Doo48iPDzcvuzll1+GSqXC//73PzRv3hw//fQT5s+f77UL7cJcuXIFP//8M55++ukCyyxZsgTNmjVDu3bt8q0TRRFvvvkmJk2a5PAa+CpXP7PlhdRrAavVihUrVuDZZ591ul7K8VLaXP37mpOTg3fffRczZsyASqXKt95XryMA16+ZCqPVahEcHOywLDQ0tNx/FmyYQJFToihi3rx52LJlC5YtWwa1Wu3tkJw6ePAg5s+fj88++wynTp3CV199heXLl+PXX391Wn7JkiV49tlnERgYiGrVquHNN9/E4cOHcenSJYiiiLfeegvPP/88KlWqVMo1KVyXLl3w2WefoXHjxlCpVOjbty+6d++OjRs3Oi3/wgsvoF69ejhw4AAOHjyI5s2bY8yYMbBarUhNTcW4ceMwbtw4HD9+HL/88guuXr2KOXPmlHKtCjdu3DicPHkSs2bNwmuvvYa9e/cWWv78+fN48skn8cgjj+Cxxx4rpShLztbVUIrCjt+IiAisW7cO3bt3h1KpRFxcHJ599tkCjxFvOHr0KEaNGoUpU6bYWxnLk9mzZ2PAgAGoX7++pPJarRabNm3C8OHDHZa//fbbAIA9e/bg6NGjGDhwIEaNGoXs7Gy3x1xSa9asQY8ePVClShWn68+dO4f169dj+vTpTtevX78eoiiW289sWefqtcDevXthMplw//33O11f1PHiDa7+fV22bBliYmKcDmTjy9cRgOvXTFQwJlBl0A8//OAwUoy7Wa1WTJ8+Hbt27cLatWtRt25dt++juO6u+9q1a9GjRw/cd999UKvVaNWqFfr27YsNGzZI2l6NGjUAADdu3MCGDRtgNpsL7UJUWqS8xzVq1MCNGzfyLT937hz279+PqVOnIjw8HGFhYXjppZeQkJCAxMREbNu2DYGBgRg+fDgCAgJw7733YvTo0V7rt1xYXVUqFbp164aePXvim2++KXAbp06dwtChQzFkyJACL9R8wd11DQsLg1ardSij1WolfxOf9/gtaH1KSopPXPDt2rULY8aMwauvvpovYSgPDhw4gOPHjzt0eyrKzp07UadOHdxzzz32ZTqdDt999x0mTJiAatWqQaPR4LnnnoNOp8O+ffs8EXqJ7Nixo8BRxmwXkxMmTHB6wZyamooFCxbgrbfe8snWNWdK+pktS4pzLbB9+3Z07dq1wPezsOPFlxT09/X8+fP4v//7P7zyyitOn+dL1xHOlPSaKS9nn4W0tLRy+VlwJn9nZPJ5Dz/8MB5++GGPbf+9997DP//8g7Vr1yI0NNRj+ymOu+s+YcIEWCwWhzJGo9Hpc5OSkrBixQq89tpr9mZ32zDs99xzDxYsWIB//vkH9913H4DcPt86nQ5t27bF0qVLS7Uv8931XLt2LUJCQhy6T5w/f97hwsvG9npYrVb7sryvidVqdVhnW++tC5i76/rWW29Bo9HgpZdesi8TBMHpvRMAcPHiRYwZMwbTpk3DgAEDPB1uidxd15kzZ+brLx4fH4++ffvme25Rx++BAwdw4sQJh65x//77L2rUqOH1i9Njx45h2rRpWLBgQaH3J5Zlmzdvxq1bt+z36tmS1rZt22LGjBlO39OdO3fm+xbbarVCFEWHz6goil6/l82ZxMREJCUlFTik/NWrV3H48GH8888/WLhwIYDcBFEmk2HXrl0YPnw4tFqtw4AbGRkZGDduHB5++GG88cYbpVENl8TExEj+zJZ1rl4LiKKI3bt3F9iboajjxVtc+fu6bds2ZGZmon///g7LBwwYgGeeeQa//fabz1xHOGO1WiVfMxUlNjYW3333ncOy06dPFzhgSnnDFijCU089ha1btwLI7WKzefNmrFixwueSJ2e6deuGHTt24MiRIzCbzTh16hS2bduG7t27AwB++eUXDB06FABQqVIl7Nq1C3PmzIFOp8P169cxe/ZsdO3aFVWrVsWCBQuwbds2bNq0CZs2bcLMmTMRERGBTZs2eaSlzxVGoxHvvvsu4uPjYTKZsGXLFvz222/2b7ny1rNu3bqoXbs2FixYgMzMTGRlZWHhwoWoVasWGjRogI4dO+LatWv45ptvYDQace3aNXz11Vc+MzhImzZt8M033+DQoUOwWCw4duwYfvrpJ/uFad66AsA777yDQYMG+Xzy5MygQYOwf/9+7NmzBwaDARs2bMDFixftf5xdOX6DgoKwZMkSbNq0CSaTCfHx8Vi5ciWGDBnizSrCbDbj9ddfx0svveQ0ecp7/inLpk+fjh07dtjPHytWrAAAbNq0Cd26dUOvXr3yjWCWmJiImjVrOizTaDRo06YNli1bhpSUFOTk5OCTTz6BUqlE69atS60+Upw5cwahoaHQaDQOy211jYyMxN69e+2vie21GDx4MFasWIFevXph586dDusjIiIwc+ZMTJw40Uu1Kpwrn9myrKhrgVOnTqFXr14OF99XrlxBenp6vmPapqDjxdtc+fs6YsQI/Prrrw7HLJB7L+OQIUN8+joCcO2aqSj9+vVDUlIS1q9fD4PBgL1792Lv3r1O54sqj9gCVQ788MMPDt/U2Ub1eeihhzBz5kyMHDkShw8fhtVqhdlstn+IP//8c7Ru3RqXL19Geno6AOC7775DZmZmvhHPWrdujc8//xxLly7FsmXL7N+uPvTQQxAEAc899xzGjRtXSjW+45FHHkFGRgZee+01XL9+HVWrVsWYMWPsF9OZmZn477//AAB+fn747LPPMGfOHHTq1AkA0L17d3tT/N3NzuHh4ZDL5YiMjCzFGjk3fPhwZGdnY9KkSbh58yZq1qyJJUuWICYmBoBjPZVKJVasWIHZs2eje/fuEEURcXFxWL58OVQqFerUqYPly5fj448/xgcffACNRoMuXbpg6tSp3qyiXZ8+fZCeno5XXnkFKSkpiIyMxNixYzFw4EAAjnVNTk7Gvn378Oeff+KLL75w2I7t+LYd72azGQDsfb0LG+mutERFReGDDz7A7NmzkZSUhPr16+OTTz6xd3dy5fiNiYnBRx99hMWLF2PGjBkICgrCsGHDvD44yIkTJ3D+/HnMnDkTM2fOdFi3fft2h/NPSc9l3hQSEuIwuIDteLOdPy5cuACdTufwnJs3bzqMTmjz0UcfYc6cOXj44YdhMBgQHR2NTz/91CeG+M4rJSXFadc8W12dnT/9/f2h0Wjsz/P393dYL5fLER4enm+ghtJU2DnDlc8sAPTs2RNXr16FxWKB1Wq1b3v79u24evWqfZhro9GImTNn4r333rP/vfVmPYu6FtDr9bhw4YJD9+CUlBQAcHpM29Z7696nwurqyt9XjUbjNAGsXLmy0+XeuI4orK6uXDMBhR+/NWrUwCeffIKZM2fi7bffRo0aNTBv3jxJAz6VB4LoC53jiYiIiIiIygB24SMiIiIiIpKICRQREREREZFETKCIiIiIiIgkYgJFREREREQkERMoIiIiIiIiiZhAERERERERScQEioiIiIiISCImUEREZcj06dMRHR2NxYsXO10/bNgwTJ8+3WP7T09Px0cffYS+ffuiadOmaNWqFR5++GF88skn+SaKdYdhw4Zh2LBhLj/P9joV9G/p0qX27Q8aNMjdYbts06ZNGDBgAJo1a4aGDRuic+fOeOONN6D9//buPCjqug/g+HsFJcOTEiMUVDBsoJUl8MANR4XSqVEJRApDc9DUhMHAg2PECEYwUFKmnIxQCIuBSiAZD5oaoQIEzwRSEGPTBg3nUTkGwtnnD4Z9nuVyFTuoz2tmZ9jvzZd/+Ozn+/vuf/7Ta589e/ZgZ2dHa2trr21KSkqws7PjxIkTPfbp+vvb2dmRkJDwcH4pIYT4hzL+qxcghBDi/hgZGbFv3z48PT2xtLTs93gajQZ3d3d++umnPtvV1dWxYsUKHnnkEd58802USiVNTU0UFxfz/vvvc/jwYdLS0hg1alS/1/QwmJmZkZub22Odqanpn7ya3h0+fJjw8HDCw8MxNTXl4MGDrF69mujoaK5du0ZKSsoDj61SqSgqKmLkyJEGtS8qKuLRRx994PmEEOLfQAIoIYQYYBwdHWlsbCQ+Pp7du3f3e7zTp08b1C4kJARjY2MyMzMZPny4rnzKlCm4uLjg4+NDWloaQUFB/V7TwzBo0CDGjBnzVy/jnvLy8nBzc8PPz4+SkhJMTExwd3dHq9WSmJhIQ0MDjz322AONPWTIkPvag4GwX0II8VeTI3xCCDHAGBkZERkZydGjR/nhhx/6bKvVatm/fz+LFi3C0dERV1dXtm7dyu3bt4GOI10bN24EOo5v9Xb8r6ysjHPnzhEYGKgXPHWyt7fnyJEjesHTiRMneOWVV3B0dESlUuHp6cmxY8f0+h0/fhwvLy+cnJxwcnLC19eX77//vtv4RUVFvPTSSzg4ODB37lwKCgr63qQH1NbWRmJiInPnzsXBwQFXV1e2bNlCQ0MD0BFEenl56fUJCQnBzs6OS5cu6cqKi4uxs7OjpqbmnnMqFApu3rzZrdzDw4MjR47cM3i6ePEivr6+KJVK1Go1e/fu1dV1PcJ3L12P8NXX1xMSEsKMGTNwcHDA3d2d3bt3097ermszd+5cYmNjycjIYN68eTg6OuLt7c25c+cMmlMIIQYaCaCEEGIAmjZtGgsWLCA2Nlbvn9muPvjgA+Li4njxxRfJzc0lLi6OoqIi1q9fD8DKlStZtmwZ0BGkRERE9DhOSUkJCoWC2bNn9zrX+PHjdT/X1dWxbt06Jk2axKFDh8jJyUGtVhMcHExFRQUAtbW1BAcH88ILL5CTk0NWVhYODg6sXr2aX3/9VTfW1atXycjIID4+nuzsbMzNzdm4cSN37twxfMMMFBkZycGDBwkKCiI/P5/t27dTUlLCqlWr0Gq1qNVqKisraWpq0tsbCwsLSktL9cosLS2xsbG555wLFy7kzJkzbNq0iYsXL973mmNiYli7di05OTksXryYXbt2kZ+ff9/jdNXa2oq/vz+VlZXs3LmT/Px8AgIC2LdvH++++65e28LCQs6ePcvevXtJS0vj1q1bbNq0qd9rEEKIvyMJoIQQYoDavHkzv/zyCxkZGT3W//7776SkpLBo0SJWr16NlZUVbm5uhIeHU1JSwqlTpzA1NWXo0KFAx/GtnrJL0JGJGD58OCNGjDBobWPHjiUnJ4eIiAgmTJiAlZUV69ev5+7du7oMU2VlJe3t7bz88suMHz8eGxsbwsLCSE9P15vnt99+IzY2Fnt7e6ZMmYK/vz/Nzc16GZ+Hob6+ntzcXNasWcPixYuxsrJi9uzZbNmyhQsXLlBeXs6sWbO4e/cup06dAqCmpoY7d+7g6empF0AVFxejVqsNmnfBggVER0dTWFhITEwM58+fZ8OGDXzzzTcG9V++fDmzZ89m4sSJhIaGYm1tTV5e3v1vQBfHjx/nypUrxMXF4erqipWVFb6+vvj4+JCZmUlbW5uubWNjIzExMUyePBmlUsmiRYuora2lsbGx3+sQQoi/GwmghBBigLKwsGDVqlXs2bOnxyNgNTU1NDY2MmvWLL3yGTNmAOgyQYZQKBRotVqD25uYmFBdXc3atWtRq9WoVCrdvJ03yzk5OWFmZsayZctITU2lqqoKIyMjVCqV3iUP1tbWmJmZ6d53/vz/WaCeNDQ0oFKpenz1dKTtxx9/RKvV4uzsrFeuUqmAjv0yNzfnqaeeoqysDOgIlKZOnYqrq6uurLm5mfPnz/Pcc88ZvF9Lly6lsLCQqKgoTE1NqaqqYs2aNQQHB9+z77PPPqv33s7OjsuXLxs8d2/Onz+PiYkJzzzzjF65SqWipaVFbw57e3uGDBmie9/5N7p161a/1yGEEH83comEEEIMYAEBAXzxxRckJiYSGxurV9f56X9kZCRRUVHd+t64ccPgeZ588knu3LnDzZs39YKZ3hw/fpygoCDmz59PUlISjz/+OAqFgueff17X5oknniArK4uUlBT2799PXFwclpaWrF27liVLlujadWbIOikUCoB7BnSjRo0iMzOzxzpzc/NuZZ371TULN2zYMOB/AZtarebkyZNARwA1bdo0lEolt2/fpqamhmvXrqHVapk5c2af6+vK2NgYGxsbJk2aRHp6OgcPHuTtt9/G29u7z2xW16zg0KFDaWlpua+5e9LY2Iipqaluvzt13Q+g2819hv6NhBBiIJIASgghBjATExO2bNlCYGAgS5cu1avrvLp648aNuLm5devb23G9nnQGA8eOHcPX17fHNkePHsXW1hYbGxtyc3MZO3Ysu3btYtCgjsMO169f79Zn3LhxREVFERUVxaVLl0hPTycyMpJx48bddwDSlZGREdbW1ga37wxEuj5b1fm+s37WrFl88skntLS0UFpaymuvvabL1JSWlnL16lUcHR11gUZf2traOH36NE8//XS3QOjVV19l586dVFVV9RlANTU16QWZzc3ND+Wa9hEjRtDU1IRWq9ULorruhxBC/NvIET4hhBjgPDw8mDlzJjExMXqf+E+cOJERI0ag0WiwtrbWvcaNG0d7e3u3TFJf2QKlUomLiwvJycnU19d3q6+oqGDTpk189tlnQMfzVyNHjtQFTwBffvml3jyVlZV6twhOnjyZ6Ohohg0bRlVV1QPsRP84ODgwaNAgXXapU3l5OYDuKJuLiwsKhYLMzExaWlpwdHQEwNnZmdLSUsrKygw+vtfY2MjKlSvJysrqVnfr1i1aWloYO3Zsn2P8/7NXWq2WiooKJk+ebND8fVEqlbS2tna7Ta+8vJxhw4YxYcKEfs8hhBADkQRQQgjxDxAREcGFCxc4c+aMrszY2JiAgAA+/fRT0tLSuHLlCpWVlYSFhbFkyRJdINSZSSgoKOjz2Zn4+HhMTEzw8fEhOzubn3/+merqag4cOMCKFStwcnJiw4YNQMd3VVVXV5Ofn49GoyElJYWzZ89iYWFBRUUF169f58yZM6xbt47PP/8cjUaDRqPh448/prm5udtzPX+GMWPG4OnpyYcffshXX32FRqPh66+/Zvv27UyfPh2lUgl0ZP2cnZ3Zv38/U6dO1T374+zszMmTJ7lw4YIuY1RfX8/8+fN7vRXPzMwMPz8/kpKSSE5O1t3wV1BQQEBAAKNHj+7z5kOAtLQ0ioqKqK2tJT4+nqtXr+Lp6dnv/Zg3bx42NjaEh4dTWlpKXV0d6enpZGdn8/rrrzN48OB+zyGEEAORHOETQoh/AFtbW/z8/Dhw4IBe+RtvvIGpqSkZGRns2LGDIUOG4OLiQkZGhi6zsXDhQvLy8ggODmbOnDkkJyf3OIelpSWHDh0iJSWF1NRU3nnnHUxMTJgwYQJvvfUWXl5eun+q/f39uXz5MlFRUSgUCubMmcOOHTvIysoiKSmJ0NBQ0tLSaGlp4aOPPiI6OprBgwdja2vLe++9pwtW/mzbtm3DzMyMhIQEbty4wejRo/Hw8CAkJESvnVqt5rvvvsPb21tX5uTkxM2bNxk5ciT29vZARyautra2zyvXN2/ejIWFBdnZ2Wg0GlpbWwkLC2PmzJkkJib2eVTOyMiIrVu3sm3bNiorKxk1ahRhYWHMmTOnnzvR8SW8qampxMfHExgYSFNTE5aWloSGhrJ8+fJ+jy+EEAOVQitPeAohhBB/mISEBBwcHJg/f/4925aUlJCcnEx6evqfsDIhhBAPQo7wCSGEEH+QtrY2vv32W6ZPn25Qe0tLy4dy/E4IIcQfRzJQQgghhBBCCGEgyUAJIYQQQgghhIEkgBJCCCGEEEIIA0kAJYQQQgghhBAGkgBKCCGEEEIIIQwkAZQQQgghhBBCGEgCKCGEEEIIIYQwkARQQgghhBBCCGEgCaCEEEIIIYQQwkASQAkhhBBCCCGEgSSAEkIIIYQQQggD/RdtCILgfVq0uwAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "labled_countplot(data=df, feature='GICS Sector', perc=True,\n",
        "                    title='Number of securities by GICS Sector',\n",
        "                    figsize=(10, 5), ylabel='Number of securities',\n",
        "                    xlabel='GICS Sector', orient='h', xlo=90)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 736
        },
        "id": "s24eNBty3mMA",
        "outputId": "377e11b2-cabf-4dfe-d657-9276f82ca5ca"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Observations:**\n",
        "\n",
        "- Variables such as `Estimated Shares Outstanding`, `ROE`, `Cash Ratio`, `Current Price`, `Volatility`, and `P/E Ratio` exhibit right-skewed distributions with some upper outliers.\n",
        "- Variables including `Earnings Per Share`, `Net Income`, `Net Cash Flow`, and `P/B Ratio` display some outliers in both the upper and lower ends of the distribution. Distributions are bell-shaped, close to normal.\n",
        "- `The Price Change` variable demonstrates a distribution that closely resembles a bell-shaped curve, indicating a distribution that is close to normal. There are some positive and negative outliers.\n",
        "- The distribution of securities across sectors is uneven. The `Industries` sector comprises the largest portion of securities at 15.6%, followed by `Financials` at 14.4%. The `Telecommunication Services` sector represents the smallest share with just 1.5% of securities."
      ],
      "metadata": {
        "id": "67BBeS-dhn75"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Bivariate Analysis\n"
      ],
      "metadata": {
        "id": "L77XfNK8yPLx"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Pairplot of numerical variables"
      ],
      "metadata": {
        "id": "eodubdZoB4J6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sns.pairplot(df, diag_kind='kde');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "1rX2lNDfB3nS",
        "outputId": "b9facb0c-3f04-4739-bdee-ebce5910f172"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2750x2750 with 132 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* It is challenging to determine the number of clusters in the dataset based solely on the variable distributions and KDEs. A more in-depth analysis is needed."
      ],
      "metadata": {
        "id": "wiqJ89nZG30Z"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Let's check the stocks' numerical parameters broken down by sectors.**"
      ],
      "metadata": {
        "id": "n7RgZsZR8M7w"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "for col in df.select_dtypes(include='number').columns:\n",
        "  plt.figure(figsize=(12, 5))\n",
        "  sns.boxplot(data=df, y=col, x='GICS Sector', showfliers=False)\n",
        "  plt.xticks(rotation=90)\n",
        "  plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "lIyhO26H8NGl",
        "outputId": "b59e9eb1-92a5-4e0b-c9ea-50a3b902ef45"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 1 Axes>"
            ],
            "image/png": 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SLhXLazLkseMSzZIk91zGPL4kXbhh1orgRMMeHwAAAIB9o1BHtiuW16RSBXNyZ45kowMAAAAAsGM5uVoCAAAAAMDuUKgDAAAAAGBHKNQBAAAAALAjFOoAAAAAANgRCnUAAAAAAOwIhToAAAAAAHaEQh0AAAAAADvCOuoAAACwGzExMQoLC8vUfcTGxkqSPD09M3U//v7+8vLyytR9AEBGUKgDAADALsTExKhbt26Kjo42OookydvbW4GBgRTrALIdXd8BAAAAALAjXFEHAACAXfDy8lJgYGCmur6HhoZq9uzZkqQhQ4YoICAgw/dF13cARqFQBwAAgN3w8vJSuXLlbHJfAQEBNrsvAMhOdH0HAAAAAMCOUKgDAAAAAGBHKNQBAAAAALAjFOoAAAAAANgRCnUAAAAAAOwIhToAAAAAAHaEQh0AAAAAADtCoQ4AAAAAgB2hUAcAAAAAwI5QqAMAAAAAYEco1AEAAAAAsCMU6gAAAAAA2JFcRgcAAGcSExOjsLCwTN1HbGysJMnT0zPD9+Hv7y8vL69M5QAAAIAxKNQBwEZiYmLUrVs3RUdHGx1F3t7eCgwMpFgHAABwQIZ3fd+5c6fq1aunoUOHptr3ww8/qG3btqpataqaNWumr776yrLvk08+0eOPP65KlSql+O/KlSvZGR8AAAAAAJsy9Ir6woULtXbtWpUsWTLVvsOHD2vEiBH68MMP1ahRI+3evVsDBgzQI488oho1akiS2rVrp3fffTe7YwNAmry8vBQYGJipru+hoaGaPXu2JGnIkCEKCAjI0P3Q9R0AAMBxGVqou7u7a+3atZo6dari4uJS7IuMjFSfPn3UtGlTSVLDhg1VtmxZ7d+/31KoA4C98fLyUrly5WxyXwEBATa7LwAAADgOQwv1rl273nPfU089paeeesryc2Jioi5fvqwiRYpYtv3999/q1KmT/vnnHxUrVkxvvfWW6tevn+7HN5vNunnzZsbCZ4Nbt26luG3PWR/k7ueC/zjT39XRn4u9oE2BnIV/87ZHm9oW7QnYltlslslkeuBxDjOZ3IwZM5QnTx61bNlSklS0aFH5+/tr+PDhKly4sFavXq2+fftqw4YNeuSRR9J1nwkJCQoJCcnK2Jlyd/fZ0NBQJSUlGZgmczI7C7azcqa/q6M/F3tBmwI5C//mbY82tS3aE7C93LlzP/AYuy/UzWazZsyYoU2bNmnZsmVyd3eXJHXo0EEdOnSwHNe9e3d999132rBhg4YMGZKu+3Zzc1OZMmWyIrZNuLq6Wm4HBASobNmyBqbJnLufC/7jTH9XR38u9oI2BXIW/s3bHm1qW7QnYFvHjx9P13F2XagnJyfrrbfe0uHDh/Xll1/K39//vsf7+voqPDw83fdvMpmUJ0+ezMbMMh4eHilu23PWB7n7ueA/zvR3dfTnYi9oUyBn4d+87dGmtkV7AraVnm7vUiaWZzt79qz27t2b0V9Pl2nTpunff/9Ns0ifO3eu9uzZk2LbiRMnHljMAwAAAABgz6wu1K9du6ZXXnlFTZs2Ve/evSVJly9fVuvWrXXhwgWbBTtw4IA2bNigzz77TAUKFEi1PzIyUhMnTtTJkycVFxenxYsX68yZM3ruuedslgEAAAAAgOxmddf3d999V25ublqzZo1efvllSVLevHn12GOP6b333rOs/5selSpVknR7RndJ2rp1qyQpODhYX3/9tW7cuKGnn346xe/UrFlTixcv1vDhwyXdHpseGRmpMmXKaOnSpSpatKi1TwkAgBwjJiYm0xN8xsbGSpI8PT0zdT/+/v7y8vLK1H0AAOCMrC7Uf/nlF61fv15FihSx9K/38PDQ2LFj9cwzz1h1X8HBwffcN23aNE2bNu2e+93d3TVmzBiNGTPGqscEACCniomJUbdu3RQdHW10FEmSt7e3AgMDKdYBAPgfVnd9T0hIUOHChVNt9/DwUEJCgk1CAQAAAACQU1l9Rb106dLavHmzWrRokWL76tWr071+OQAAyH5eXl4KDAzMVNf30NBQyzC3IUOGKCAgIMP3Rdd3AADSZnWh/tprr2n48OH6/vvvlZSUpMmTJ+vo0aM6fPiwVePTAQBA9vPy8lK5cuVscl8BAQE2uy8AAPAfq7u+P/PMM1qwYIGSk5NVokQJHTx4UL6+vlq1apWeffbZrMgIAAAAAECOYfUVdUmqW7eu6tata/nZbDane+F2AAAAAABwb1ZfUb9+/br69u1rWUpNkgIDA/Xaa68pMjLSltkAAAAAAMhxrC7Up0+frhs3bqhMmTKWbY0aNVJycrLeffddm4YDAAAAACCnsbrr+65du7Rx40YVLFjQsi0gIEAzZsxQ69atbRoOAAAAAICcxuor6rdu3ZK7u3vqO3JxUWxsrE1CAQAAAACQU1ldqNesWVPvvvuurl+/btl26dIlTZw4UdWrV7dpOAAAAAAAchqru76PGTNGPXv2VN26deXt7a3k5GTFxMTI399fy5cvz4qMAAAAAADkGFYX6v7+/vruu+/0yy+/6MyZM3JxcVGpUqVUv359ubq6ZkVGAAAAAAByjAyto547d241bdrU1lkAAAAAAMjx0lWoN2nSRD/99JMkqX79+vc9dteuXZlPBQAAAABADpWuQv3FF1+03O7UqVOWhQEAAAAAIKdLV6Her18/y+1GjRqpYsWKWRYIAAAAAICczOrl2bp27aqkpKSsyAIAAAAAQI5ndaHesmVLLV26VGazOSvyAAAAAACQo1k963tERIS2b9+uhQsXqnjx4sqdO3eK/atWrbJZOAAAAAAAchqrC/V8+fLpqaeeyoosAAAAAADkeFYX6tOnT8+KHAAAAAAAQFYW6n/88Ye2b98uNzc3tW7dWo888khW5QIAAAAAIEdK92Ryu3fv1ssvv6zNmzdr3bp1eu6553To0KGszAYAAAAAQI6T7kJ9/vz5GjhwoH788Udt27ZNPXr00CeffJKV2QAAAAAAyHHSXagfOXJE3bp1s/zco0cPHTt2LEtCAQAAAACQU6W7UE9OTpa3t7fl5/z58+vGjRtZEgoAAAAAgJzK6lnfAQAAHF1sbKxOnz5tdAyFhoamedtIJUuWlKenp9ExACBHo1AHAAA5zunTpzVkyBCjY6Qwe/ZsoyNIup2jXLlyRscAgBwt3YV6XFyc6tev/8Btu3btsk0yAAAAALAzMTExCgsLy9R9xMbGSlKme6/4+/vLy8srU/cB+5TuQn3gwIFZmQMAAMAQrg0ayVTQx7DHNyckSJJMbm7GZYi4pqSdOwx7fMBRxMTEqFu3boqOjjY6iiTJ29tbgYGBFOtOiEIdAGC3uGqB7GAq6COXwkWMjmGoZKMDAABSYIw6AMAucdUCAGBvvLy8FBgYmKkvkUNDQy1zUgwZMkQBAQEZvi++RHZeFOoAAAAAkE5eXl42m3AxICCAyRuRJgp1AIBd4qoFgJyMJQTvjSUEkRNQqCPbXbiRs0fC5fTnD1iDqxYAciqWELw3lhBETmB1of7qq69q+fLlqbbfuHFDL7/8sjZs2GDV/e3cuVOjRo1S7dq1NWvWrBT7goKCNG/ePJ09e1alSpXSsGHDLMvBJScn66OPPtKmTZsUFRWlypUra8KECfL397f2KSEb3JnMSZJWBCdJSjIujB25u10AAAAAQLKiUA8LC9Pp06f1559/avfu3TKbzSn2nzx50uruMAsXLtTatWtVsmTJVPtCQkI0atQoffrpp6pTp462bNmigQMHavPmzSpatKhWrFihjRs3auHChSpSpIhmzZqlAQMGaP369TKZTFblAAAAAOxV/Qa9VcDHz7DHT0i4JUlyc/MwLEPktbPatXORYY8PZLd0F+oHDx7U9OnTlZiYqF69eqV5TLt27ax6cHd3d61du1ZTp05VXFxcin1r1qxRw4YN1bBhQ0lS27Zt9cUXX2jDhg16/fXXtXr1anXv3l2lS5eWJA0dOlS1a9fWoUOHVKVKFatyIOvdPY7o5UquKpbXxcA0xrpwI/n/exVkfrkoAADg/Ar4+Klw4TJGxwCQjdJdqLdt21Zt2rRR5cqVtXnz5lT7PT095ePjY9WDd+3a9Z77jh49ainS7yhfvryCg4N169YtHT9+XOXLl7fs8/b2VsmSJRUcHJzuQt1sNuvmzZtWZc5Ot27dSnHbnrM+yN3PpVheF5UqmHML9dtuF+rO9Hd19OdiL2hT26I9bc9Z2vTu54GUMvp3jY2NzdTkj7Zy5swZy+1//vnHLv7W/v7+Vn85bw+57ZUjv/dIzvM+iowxm83p6gFu1Rh1k8mkPXv2yNvbO8PB0isyMlL58+dPsS1//vw6fvy4rl+/LrPZnOb+iIiIdD9GQkKCQkJCbJI3K9z9YRcaGqqkJMcd120PH9z2yJn+ro7+XOwFbWpbtKftOUub8rl0bxn9u4aFhWn+/PlZkCjj5s6da3QESVLfvn2tnkeJ1+i9OfJ7j+Q876PIuNy5cz/wGKsnk0tMTNQHH3ygf//9N81v+pYtW2btXd7T/46Dt3b/g7i5ualMGfvtRuTq6mq5HRAQoLJlyxqYJnPufi74jzP9XR39udgL2tS2aE/bc5Y25XPp3jL6d6VN7y0jbUp73psjv/dIzvM+iow5fvx4uo6zulAfPXq0/vjjD1WrVk0PPfSQ1cHSq2DBgoqMjEyxLTIyUj4+PipQoIBcXFzS3F+oUKF0P4bJZFKePHlskDZreHh4pLhtz1kf5O7ngv8409/V0Z+LvaBNbYv2tD1naVM+l+4to3/Xu9vUvUEHufoUtWUsq5gTbs99ZHJzNyxD0rWLitu5RlLG2pTX6L058nuP5Dzvo8iY9E58bnWhvm/fPq1bty7Ll0GrWLGijhw5kmJbcHCwWrVqJXd3dz366KM6evSoatWqJUmKiorSmTNnVLly5SzNBQAAgPtz9Skq18KpV/UBAKSP1TN6eXl5qWjRrP+G9KWXXtKvv/6qHTt2KC4uTmvXrlVoaKjatm0rSercubOWLVumEydOKDo6WjNmzNDjjz+uSpUqZXk2AAAAAACyitVX1Dt37qxVq1bp1VdfzfSD3ymqExMTJUlbt26VdPvKedmyZTVjxgxNnz5d586dU5kyZbRgwQI9/PDDkqROnTrp8uXLevXVVxUTE6PatWvr008/zXQmAAAAAACMZHWhHhkZqRUrVujbb79VyZIl5eKS8qL8zJkz031fwcHB993/7LPP6tlnn01zn8lk0qBBgzRo0KB0Px4AAAAAAPbO6kL9r7/+UqlSpSRJV65csXkgAAAAAAByMqsL9eXLl2dFDgAAAAAAoAxMJifd7v7+zTffpBgTfu7cOZuFAgAAAAAgp7K6UP/rr7/UrFkzTZ8+XfPnz5ckhYWFqVWrVjpw4IDNAwIAAAAAkJNYXai///77ev7557V3717LRHL+/v4aMmSIPvzwQ5sHBAAAAAAgJ7F6jPqhQ4c0b948ubq6ymQyWbZ36dJFs2fPtmU2w8TGxur06dNGx1BoaGiat41UsmRJeXp6Gh0DAAAAAJyW1YW6p6dnigL9jujo6DS3O6LTp09ryJAhRsdIwV6+BJk9e7bKlStndAwAAAAAcFpWd32vWLGi5syZk2LbjRs3NHXqVFWrVs1mwQAAAAAAyImsvqI+YsQIde3aVV9//bXi4+PVpk0bhYWFydvbW4sWLcqKjIbqVaWO/PIWMOzxbyUmSJI8crkZluHsjUh9/udewx4fyA4MeUkbw10AAACyn9WFetmyZRUUFKSNGzfq1KlT8vDwUKlSpdS6dWt5eXllRUZD+eUtoDI+DxkdA0AWY8jLvTMw3AUAACB7WV2oL126VN27d1e3bt2yIg8AAAAAADma1YX6vHnz9NJLLylPnjxZkQcADFehrlneBYx7/P8f8SKjRrxER0pH9zjH5KAAAACOKENj1CdPnqxu3brJ399fbm4pzyRz585ts3AAYATvAlKBh41OAQAAgJzK6kL9/fffV3x8vNatW5fm/pCQkMxmAgAAAAAgx7K6UB8zZkxW5AAAAAAAAMpAoe7l5aVnn302K7IASCeWErs3lhMDAACAo8vQFfVGjRoxFh0wEEuJ3RvLiQEAAMDRuVj7C927d9eMGTMUFRWVFXkAAAAAAMjRrL6ivnXrVl28eFFffPGF8ubNm2rW9127dtksHIAHa1xD8slv3OMnJN7+v5vV7ya2c+26tG2/cY8PAAAA2JLVp9ZNmzbNihwAMsgnv1S0UE5f89psdAAAAADAZqwu1AcOHJgVOQAAAAAAgDJQqH/66af33U8hDwAAAABAxlldqK9atSrFz0lJSYqIiFDevHlVvHhxCnUAAAAAADLB6kI9rcniIiIi9MEHH6hx48Y2CQUAAAAAQE5l9fJsaSlYsKDeeustzZgxwxZ3BwAAAABAjmWTQl2STCaTLl68aKu7AwAAAAAgR7K66/vq1atTbYuNjdVPP/2kgIAAW2QCAAAAACDHsrpQHz9+fKpt7u7uKl26tCZMmGCLTAAAANnGHHFNyUaHMJg54prREQAAd7G6UD927FhW5AAAAMg2sbGxlttJO3cYlsMe3d02AABjWD1G/caNG6m2nTt3ziZhAAAAAADI6dJ9Rd1sNmvw4MF66KGH9M4776TY1717dzVo0CDVdgBwRNGRRicwVk5//sgZPD09LbddGzSSqaCPgWmMZ464ZulZcHfbAACMke5CfeXKldq3b5/mzJmTat/HH3+snj17qkaNGmrZsqVNAwJAdri7q+fRPSYDk9gXusAiJzAV9JFL4SJGxzBUTh+jDwD2Jt1d39evX69x48apWrVqqfY9/vjjGjNmjL788kubhgMAAAAAIKdJ9xX106dPq2HDhvfc37hxY02bNs0moQAgu93d1bNCXbO8CxiXxWjRkf/1KqALLAAAQPZLd6EeFxcnLy+ve+739PTUrVu3bBIKAIzkXUAq8LDRKQAAAJBTpbtQL1q0qP755x+VLVs2zf0HDx5U4cKFbRZs37596tmzZ4ptZrNZCQkJWrZsmbp27arcuXOn2P/++++rRYsWNssAAAAAAEB2S3eh/vTTT2vmzJmaN2+eXFxSDm2Pi4vT5MmT1bRpU5sFq1mzpoKDg1Nsmz9/vmUdd19fX23bts1mjwcAAAAAgD1Id6H+2muvqV27dmrXrp169OihMmXKyM3NTcHBwZo/f77lmKxy/vx5LVmyRN9++63CwsKy7HEAAAAAADBSugt1Hx8fffnllxo/frzefvttSbe7oru4uKhRo0YaP368ChQokFU59dFHH+mFF15Q8eLFFRYWppiYGA0YMED79+9X7ty51bNnT3Xv3l0mE8sqAQAAAAAcV7oLdUny8/PT559/roiICMtV7VKlSilv3rxZEu6Os2fP6ocfftAPP/wgSfL29lbZsmXVrVs3zZo1S7///rsGDx6svHnz6sUXX0z3/ZrNZt28eTPVdibFu7dbt26l2Wbp+T2kRnvaHm1qWxltT3tx99/V0Z+LvXCWNuXf/L3xPmp7GWlT2vPeHPm9R3Ke91FkjNlsTtfFZasK9TsKFiyoggULZuRXM2TFihV69tln9fDDt6dhrlChgpYvX27ZX79+fXXq1EnffPONVYV6QkKCQkJCUm2na/29hYaGKikpyerfo03TRnvaHm1qWxltT3tx99/V0Z+LvXCWNuXf/L3xPmp7GWlT2vPeHPm9R3Ke91Fk3P9Oip6WDBXq2W3Lli0aNWrUfY/x9fXVli1brLpfNzc3lSlTJtV2V1dXq+4nJwkICLjnzP/3Q5umjfa0PdrUtjLanvbi7r+roz8Xe+Esbcq/+XvjfdT2MtKmtOe9OfJ7j+Q876PImOPHj6frOLsv1ENCQnTu3Dk9+eSTlm3ff/+9IiIi1KVLF8u2kydPyt/f36r7NplMypMnT6rtHh4eGQ/s5Dw8PNJss/T8HlKjPW2PNrWtjLanvbj77+roz8VeOEub8m/+3ngftb2MtCnteW+O/N4jOc/7KDImvXOq2X2h/tdff6lAgQLy9va2bHNzc9N7772nEiVKqHbt2vr999/19ddf67333jMwKQAAWSc2NlanT582OoZCQ0PTvG2UkiVLytPT0+gYAADYlN0X6leuXLGMTb+jadOmGjNmjCZPnqwLFy7ooYce0pgxY/Tss88alBIAgKx1+vRpDRkyxOgYKcyePdvoCJo9e7bKlStndAwAAGzK7gv1Pn36qE+fPqm2d+zYUR07djQgEQAAAAAAWcfuC3UAAJCSqUFVmXzyGfb45oTE2zncjDmNMF+LknnnQUMeGwCA7EChDgCAgzH55JOpsI9xj2/YI//HbHQAAA6HuT7ujfk+7A+FOgAAAACnx1wf98Z8H/bHxegAAAAAAADgP1xRBwAAAJCjdHqip4rm8zPs8eMSb0mS3HN5PODIrHMx6qxWHVps2OPj/ijUAQAAAOQoRfP5KaBgaaNjAPdEoY5sd+GGWVKyIY8dl3h7+iH3XMZNhXT7+QMA4LySrl00OoLhbNkGEdfO2uy+HBVtgJyGQh3ZbkVwotERAACAjcXGxlpux+1cY2AS+3N322Tkd3bvXGTLOA4vI+0JOBomkwMAAAAAwI5wRR3ZomTJkoYvPxEaGmrJMGTIEAUEBBiaR7rdLgAAOIO712B2b9BBrj5FDUxjvKRrFy09CzKyPvXdv/Nkg94q6GPcxGf2IOLaWUvPAtb7Rk5AoY5s4enpaVdrMwYEBNhVHgAAnImrT1G5FubLaFsp6OOnwoXLGB0DQDaiUAcA2FxsbKxOnz5tdAyFhoamedtIJUuW5GoQAAC4Lwp1AIDNnT59WkOGDDE6RgpGD7+5Y/bs2fToAQAA98VkcgAAAAAA2BGuqAMAslajQpJPbuMePyH59v/dDPxu+lq8tOOqcY8PAAAcCoU6ACBr+eSWqYi70SkMZTY6AAAAcCh0fQcAAAAAwI5wRf0BzkZFGh3BcLQBAAAAAGQfCvU0xMbGWm5/fmivgUnsz91tAwAAAACwPbq+AwAAAABgR7iingZPT0/L7V5P1JFfvgLGhbEDZ6MiLT0L7m4bAAAAAIDtUag/gF++Airj85DRMQAAAAAAOQRd3wEAAAAAsCMU6gAAAAAA2BEKdQAAAAAA7AiFOgAAAAAAdoRCHQAAAAAAO0KhDgAAAACAHaFQBwAAAADAjlCoAwAAAABgR3IZHQAAAFjHfC3K6AiGyunPHwCcSUxMjMLCwjJ1H7GxsZIkT0/PTN2Pv7+/vLy8MnUftkKhDgCAA7hzEiJJ5p0HZTYwiz25u10AAI4lJiZG3bp1U3R0tNFRJEne3t4KDAy0i2Kdru8AAAAAANgRrqgDDu7qdUk5/Nra7TaA3boWn8NfoZKuxWf6Lu7uzmdqUFUmn3yZvk9HZb4WJfPOg5Iy380RAGAcLy8vBQYGZqrre2hoqGbPni1JGjJkiAICAjJ8X3R9B5Apd3f13L7fwCB2iG6w9iHF32HHVeOC2CFbvEZNPvlkKuxjgzSOK8d/+QMATsLLy0vlypWzyX0FBATY7L6MZteF+mOPPSY3NzeZTCbLtpdeeknjxo3Tnj17NHPmTJ08eVLFihVTnz591LZtWwPTAgAAAACQeXZdqEvS5s2b5efnl2JbeHi4+vfvr7fffltt2rTRgQMH1K9fP5UqVUqVKlUyKCmQfe7u6vl0DalQfgPD2IGr1//rWUA3WPuQ4u/QqJDkk9u4MPbgWrylZwGvUQAA8CB2X6inZePGjQoICNCLL74oSapXr54aN26sNWvWUKgjxymUXypayPTgA50anWDtmk9umYq4G53CULxCAQCANex+1veZM2eqUaNGqlGjhsaNG6eYmBgdPXpU5cuXT3Fc+fLldeTIEYNSAgAAAABgG3Z9Rb1KlSqqV6+e3nvvPYWFhWnIkCGaOHGiIiMjVaRIkRTHFihQQBEREVbdv9ls1s2bN1Ntv3XrVqZyO7Nbt26l2WaO4O6/qyM/D4nX6P1k9G9Lm6aN9rQ92tS2aE/bo01tLyNtSnveG69R23Pkc2NHO8c3m80p5mC7F7su1FevXm25Xbp0aY0YMUL9+vVT9erVbXL/CQkJCgkJSbU9M8sDOLvQ0FAlJSUZHSND7v67OvLzkHiN3k9G/7a0adpoT9ujTW2L9rQ92tT2MtKmtOe98Rq1PUc+N3bEc/zcuR88d49dF+r/y8/PT0lJSXJxcVFkZGSKfREREfLxsW6pGjc3N5UpUybVdldX18zEdGoBAQEqW7as0TEy5O6/qyM/D4nX6P1k9G9Lm6aN9rQ92tS2aE/bo01tLyNtSnveG69R23Pkc2NHO8c/fvx4uo6z20L9r7/+0oYNGzR69GjLthMnTih37txq2LChvv322xTHHzlyRE888YRVj2EymZQnT55U2z08PDIWOgfw8PBIs80cwd1/V0d+HhKv0fvJ6N+WNk0b7Wl7tKlt0Z62R5vaXkbalPa8N16jtufI58aOdo6fnm7vkh0X6oUKFdLq1avl4+Oj7t2769y5c/roo4/UsWNHtWvXTp9++qnWrFmjtm3bau/evfr5559TdJUHgIyKjjT28RMTbv8/l5sxj2/08wcAAMjp7LZQL1KkiD777DPNnDlT8+bNU+7cufXcc89p6NChcnd314IFCzRlyhRNnDhRvr6++uCDD1SuXDmjYwNwAkf35PTl7gAAAGAkuy3UJalmzZpatWrVPfetX78+mxMBAAAAACQpNjZWp0+fNjRDaGhomreNVLJkSXl6embqPuy6UAeA7FKyZEnNnj3b6BgKDQ215BgyZIgCAgIMzVOyZElDHx8AANiv06dPa8iQIUbHsLCHcznpdo7M9vamUH+AszciDX38W/8/WNXDqMGqMr4NgOzg6elpd8NnAgIC7C4TAAAAsh6F+gN8/udeoyMAAAAAgF3rWbGd/LwLG/LYtxLjJUkeuR68PnlWORsdrsVHbDc0m0IdAAAAAJApft6FVbqAv9ExnAaFehoYq3pvjFcFAAAAgKxFoZ4GxqoCAAAAAIziYnQAAAAAAADwHwp1AAAAAADsCIU6AAAAAAB2hEIdAAAAAAA7wmRyAAAAsKmkaxcNfXxzQpwkyeTmblgGo9sAgGOjUAcAAIBNxe1cY3QE4L4uRJ01OoLhaAP7RqEOAAAAwOnFxsZabq8+tNjAJPbn7raBfaBQBwAAQKaVLFlSs2fPNjqGQkNDLTmGDBmigIAAQ/NIt9sGAKxBoQ4AAIBM8/T0VLly5YyOkUJAQIDdZYJxPD09Lbc7PtFTxfL5GZjGeBeizlp6FtzdNrAPFOoAAAAAcpRi+fwUULC00TGAe6JQBwAbiomJUVhYWIZ/PzQ0NM3b1vL395eXl1eGfx8AAADGoVAHABuJiYlRt27dFB0dbZP7y8xYT29vbwUGBtpHsX4tXmYjHz8h+fb/3VyMy3At3rjHxgOZI64p2cjHT0iQJJnc3IzLEHHNsMfGg0VeM3Z27oSEW5IkNzcPwzIY3QZAdqNQBwBkrR1XjU4A3FfSzh1GRwDua9fORUZHAJDNKNQBwEa8vLwUGBiYqa7v0n9LpGRmYhe6vgMAADguCnUAsCEvLy9mGBbLNN0PyzTZB16j98Zr1D7wGr03XqP26eyNcKMjGMrWz59CHQBgcyzTBHvHaxT2jtcoHMGdXoCStPjoegOT2Je72yWjKNQBAHAw5mtRxj5+QqIkyeRmzGmE0c8fAICsRqEOAICDMe88aOxM+v/PHjIAAIxz93w6PSu0k1/ewgamMdbZG+GWXgWZmWfoDgp1AAAAAECm+OUtrNIF/I2O4TQo1AEAcABMLJU2JpUCADgjCnUAABwAE0sBAJBzuBgdAAAAAAAA/IdCHQAAAAAAO0KhDgAAAACAHaFQBwAAAADAjlCoAwAAAABgRyjUAQAAAACwIyzPBji4a9clyWzY4yck3v6/m4HvJrfbAAAAAHAOFOqAg9u23+gEAAAAAGzJrgv1c+fOadq0adq/f79cXV311FNPacyYMYqKilKTJk2UO3fuFMcPGTJEvXr1MigtAAAAAACZZ9eFet++fVWxYkVt27ZNN27c0IABA/Tee++pX79+kqTg4GCDEwLGKFmypGbPnm10DIWGhlpyDBkyRAEBAYbmkW63DQAAAODI7LZQj4qKUsWKFTV8+HB5eXnJy8tLzz33nJYvX250NMBwnp6eKleunNExUggICLC7TAAAAMgeZ6PDDXvsW4nxkiSPXLkfcGTWsfXzt9tCPV++fJo+fXqKbRcuXFDhwoUtP7/55pv69ddflZiYqA4dOmjQoEFyc3PL7qgAAAAAHMjFqLOGPn5c4i1JknsuD8My2LoNFh9Zb9P7y+nstlD/X8HBwfriiy80b9485c6dW1WrVtUzzzyjqVOnKiQkRG+88YZy5cqlwYMHp/s+zWazbt68mYWpM+fWrVspbttzVkdAe9oebQp7x2vU9mhT26I9bY82tS1nas+7n8uqQ4sNTGJ/Mvq3vbtN8Z/7tafZbJbJZHrgfThEoX7gwAH169dPw4cPV7169SRJq1atsuyvXLmy+vTpowULFlhVqCckJCgkJMTmeW0lLCzMcjs0NFRJSUkGpnF8tKft0aawd7xGbY82tS3a0/ZoU9typva8+7kgpYz+bePi4tS3b98sSJR+ly5d0rfffitJeu6551SkSBFD80jSzZs371tn/u+k6Gmx+0J927ZtGjlypMaNG6f27dvf8zhfX19duXIl3d9QSJKbm5vKlCljo6S25+rqarkdEBCgsmXLGpjG8dGetkebwt7xGrU92tS2aE/bo01ty5naMyAgwC4mvj1z5ozmzp0rSerfv79KlChhcCLJ399fnp6eRsfIkH/++cdSqNeuXdvuX6PHjx9P13F2Xaj/8ccfGjVqlD766CPVr1/fsn3Pnj36888/LbO/S9LJkyfl6+ub7iJdkkwmk/LkyWPTzLbk4eGR4rY9Z3UEtKft0aawd7xGbY82tS3a0/ZoU9typvbMkyePChUqZHSMFG1atmxZJuPNJEd7jaa3XnXJ4hwZlpiYqLFjx2rEiBEpinRJyps3r+bMmaP169crISFBwcHB+vzzz9W5c2eD0gIAAAAAYBt2e0X9zz//1IkTJzRlyhRNmTIlxb7Nmzdr1qxZ+vTTT/XOO+8ob968evXVV9WtWzeD0gIAAAAAYBt2W6jXqFFDf//99z33+/r66plnnsnGRAAAAAAAZD277foOAAAAAEBORKEOAAAAAIAdoVAHAAAAAMCOUKgDAAAAAGBH7HYyOSAtMTExCgsLy9DvhoaGpnk7I/z9/eXl5ZWp+wDwYJn5Ny/x7x4AADgmCnU4jJiYGHXr1k3R0dGZvq/Zs2dn6ve9vb0VGBjISTuQhWz5b17i3z0AAHAcdH0HAAAAAMCOcEUdDsPLy0uBgYGZ6gYbGxsrSfL09MxUFrrAAlnPFv/mJf7dAwAAx0OhDofi5eWlcuXKGR0DQDbh3zwAAMiJKNQBAAAyiAkPAQBZgUIdAAAgA5jwEACQVZhMDgAAAAAAO8IVdQAAgAxgwkM4AoZnAI6JQh0AACCDmPAQ9ozhGYDjous7AAAAAAB2hCvqAAAAgBNieAbguCjUAQAAACfF8AzAMVGoAwCQgzCxFAAA9o9CHcjBOGEHchYmlgIAwDFQqAM5FCfsAAAAgH2iUAcAIIdgYikAABwDhTqQQ3HCDuRMTCwFAID9o1AHcjBO2AEAAAD742J0AAAAAAAA8B+uqGchZtQGAAAAAFiLQj2LMKM2AACA9bjQAQAU6gAAALATXOgAgNso1LMIM2oDAAAAADKCQj0LMaM2AABA+nGhAwBuo1AHAACA3eBCB+wd8yjYFu2ZNpPZbDYbHcIIwcHBkqRKlSoZnAQAAACAI7D1PAqZ5ejzKOTE9kxvHco66gAAAAAA2BGuqHNFHQAAAEA6ZbartsQ8CnfLae2Z3jqUMeoAAAAAkE7Mo2BbtGfa6PoOAAAAAIAdcehC/dy5c3r99ddVu3ZtPf300/rggw+UnJxsdCwAAAAAADLMobu+v/HGG6pQoYK2bt2qq1evqk+fPnrooYfUo0cPo6MBAAAAAJAhDntFPTg4WMeOHdOIESOUN29eBQQEqHv37lq9erXR0QAAAAAAyDCHLdSPHj0qX19f5c+f37KtQoUKOnXqlN2swwcAAAAAgLUctut7ZGSk8uXLl2LbnaI9IiJC3t7eD7wPs9msmzdvZkk+AAAAAADuZjabZTKZHnicwxbq0u0nmRkJCQkKCQmxURoAAAAAAO4vd+7cDzzGYQt1Hx8fRUZGptgWGRkpk8kkHx+fdN2Hm5ubypQpkwXpAAAAAABI6fjx4+k6zmEL9YoVK+rChQu6du2apTAPDg5WmTJl5OXlla77MJlMypMnT1bGBAAAAABAktLV7V1y4Mnkypcvr0qVKmnmzJmKjo7WiRMntGTJEnXu3NnoaAAAAAAAZJjDFuqS9PHHHys8PFxPPvmkunbtqvbt26tLly5GxwIAAAAAIMMctuu7JBUtWlQLFy40OgYAAAAAADbj0FfUAQAAAABwNhTqAAAAAADYEYfu+p4ZCQkJMpvNCg4ONjoKAAAAACAHiI+PT9fM7zm2UE/vtPgAAAAAANiCyWRKVy1qMpvN5mzIAwAAAAAA0oEx6gAAAAAA2BEKdQAAAAAA7AiFOgAAAAAAdoRCHQAAAAAAO0KhDgAAAACAHaFQBwAAAADAjlCoAwAAAABgRyjUAQAAAACwIxTqAAAAACzWrFmjGzduGB0DuK+kpCTL7eTkZP3111+KiIgwMJFtUajD6f3555+aOHGi+vfvL+n2P+TNmzcbnMpxNWrUSDNnztTff/9tdBSnERYWpkGDBll+fv/991W9enU9//zzOnHihIHJAGSlq1ev6siRI0bHAFL57LPP9OSTT+qNN97QDz/8oPj4eKMjASns2rVLDRs2lCQlJiaqS5cuevnll9W4cWNt377d4HS2QaEOp/bVV1+pZ8+eio+P186dOyVJly9f1rRp07Rs2TKD0zmmIUOG6OTJk+rYsaPatGmjzz77TBcvXjQ6lkMbP368ChYsKEnau3ev1qxZo/nz56tFixaaNm2awemA/zj71YvscunSJfXq1UtPPvmkOnXqJEkKDw9XmzZtFBYWZnA6QPrxxx+1evVqPfroo/rkk09Uv359jR07Vr/99pvR0RxaTEyM0RGcxowZMzRs2DBJ0nfffacrV67o119/1WeffaZPPvnE4HS2QaFuh7i6ZjsLFy7UwoULNXXqVJlMJklSkSJFtGDBAn3xxRcGp3NM7du315w5c7Rnzx4NGDBA//zzj9q0aaNXX31Va9as4UMoAw4fPqy33npLkvT999+rRYsWqlmzprp3787Vtkw4duyY5fa5c+e0dOlSbdu2zcBEji0nXL3ILpMmTZKPj4+2b98uF5fbp2I+Pj6qX7++pkyZYnA6x8X5k209/vjjGjRokDZu3Kg1a9aoWLFiGjhwoBo2bKiPP/5YV69eNTqiw6lXr56GDh2q7du3KzEx0eg4Du306dN67rnnJEk7duxQq1at5OnpqZo1ayo0NNTYcDZCoW6HuLpmO1euXFG1atUkyVKoS1KZMmUUHh5uVCyn4OnpqebNm2vUqFHq06ePQkJCNGnSJDVs2FAzZ85UXFyc0REdhqurq1xdXSXdLoaefvppSZLZbFZCQoKR0RzWkiVL1L17d0lSZGSkXnrpJW3btk3vvfeePvvsM2PDOaiccPUiu+zdu1cTJkxQsWLFLJ9NuXLl0uDBg/Xnn38aG86Bcf6UNfbv368lS5ZoxYoV8vDwUKtWrXT+/Hm1atXK0lsR6fP555/r4Ycf1uTJk/Xkk09q/PjxOnDggNGxHJKXl5eioqJ069Yt7d6923LuFBERoVy5chmczjac41k4mcOHD2vu3LmSUl5dq1KlihYtWmRwOsdSsmRJ7d27V3Xr1k2xfdOmTSpevLhBqRxfdHS0tmzZoo0bN2rfvn2qVKmShg8frlatWikyMlITJkzQ22+/rRkzZhgd1SHUrFlTEydOlJubm+Lj41W/fn1J0tKlS1WuXDmD0zmm5cuX6/PPP5ckffvtt/Lz89OyZct07tw5de/eXa+//rrBCR1PTrh6kV08PT1lNptTbb9+/XqK4QWwDudPtvPvv/9q48aN2rRpkyIiItSkSRO9//77qlevnqUXyE8//aQJEybop59+Mjit46hRo4Zq1KihMWPGKDg4WFu3btWYMWOUkJCgNm3a6MUXX5S/v7/RMR1C69at1a1bN7m6uqpUqVKqUqWKbt26pfHjx+vJJ580Op5NUKjbof+9ujZ27FhJXF3LiNdff139+/dX48aNlZiYqClTpujvv//WwYMHNXPmTKPjOaRBgwbp559/1kMPPaS2bdtq4sSJKlmypGV/vnz59NFHH+mpp54yMKVjmThxoj766CNFRERo3rx5cnNz0/Xr1/Xtt99q9uzZRsdzSBEREapQoYKk2++jzZs3lyT5+vrqypUrRkZzWHeuXri7u2v37t3q1q2bJOe6epFd6tSpozFjxmjo0KGSpKioKB07dkwzZsxQo0aNjA3nwDh/sp22bduqVq1aGjhwoJo1ayYvL69UxzRp0oQv5DOhUqVKMpvNio+P15o1a/T1119r5cqVatCggcaNG2fpHYK0jRo1Sps2bdKNGzfUqlUrSZKLi4sKFCigkSNHGpzONkzmtL7ShaEGDhyoAgUKyM3NTVu3btW2bdvk5uamzz77TDt27NDKlSuNjuhQgoOD9e233+rMmTPy8PCQv7+/OnTooEceecToaA7p7bffVvv27VWzZs37Hrdp0ya1bt06m1IBKTVr1kxz5syRh4eHWrRooaCgIPn7++vUqVPq1q2bfvnlF6MjOpx3331Xe/fulaurq3LlyqXVq1fr1q1bevPNN+Xq6qpZs2YZHdFhXL9+XaNGjdKOHTsk3R6aZTKZ1LJlS40bN0758+c3NqCD4vzJdtatW6f27dsbHcMpnTp1ytJb4fLly2rcuLHatWun+vXr6+bNm5o0aZIiIiK0cOFCo6M6hKtXr+rChQuqWLGi0VFsjkLdDl29elUfffSRoqKi1Lt3b1WsWFHXr19Xp06dNHv2bD322GNGR3QYQUFBatmypdExnMq+ffvuuc9kMqlIkSJ027JSUlKSPv/8c61fv17h4eHat2+fYmJiNHPmTI0aNUru7u5GR3Q433zzjSZPniyz2ay2bdtq0qRJunHjhjp06KAWLVpo8ODBRkd0OGazOcXVi/z58ys+Pl5TpkzRiBEjlC9fPqMjOpxr164pLCxM7u7u8vPzk7e3t8xmc4o5VZB+nD/ZTu3atbV9+3blyZPH6ChO5fnnn9exY8dUvXp1tWvXTs2bN5e3t3eKY+Li4lSrVi0dOnTIoJSO4dKlSxozZox2796tXLly6ciRIwoPD1evXr00d+5cpzgXpVCHU+ODxvYqVqxoGUN55+3jzknlnRPM0qVL66OPPlLp0qUNy+lIpk6dqt9//109e/bUuHHjdPjwYUVGRmrw4MEqVaqUJkyYYHREh3Tp0iVFR0dbXodms1lBQUGWLnKAUZo1a6YtW7ak2h4VFaVmzZppz549BqQC/vPll19q3759at++vYoXL24ZUnBHqVKlDErm2ObOnat27drJ19f3vscdOHBA1atXz6ZUjmnAgAHKkyePhg0bpmbNmunw4cNKTEzUzJkzdfLkSS1YsMDoiJlGoW4nhg8fnu5jGVudfnzQ2N6ePXu0aNEi9ezZU5UqVZKLi4sOHz6swMBA9e7dW0WLFtVnn32msLAwLV261Oi4DqFevXpas2aNfH199cQTT1i+Rb98+bKee+457dq1y+CEjunWrVvavn27Ll68qB49ekiSLl68qKJFixqczHHcmdgwPXidPtiePXv066+/asmSJerZs2eq/WfPntXPP//MLNBW4Pwpa6Q1kanJZLJ8IR8SEmJAKse3bt26e+670yuxUqVKac4JgJSqV6+uX375RV5eXinOnW7duqWGDRvqt99+Mzhh5jH7i53InTu30RGc0sSJEyXd7gJ/Bx80mTNp0iQtX75cDz30kGVbvXr1VKZMGfXp00fffvut3n77bSaTs0JCQkKaxaOnpyfr0mfQH3/8oX79+ilfvny6cOGCevTooXPnzql169aaO3duqpUgkDZriiA8WP78+XXz5k0lJSXp4MGDqfZ7eHiwjrqVOH/KGszknjXmzZun8PBwxcbGytvbWy4uLoqKilKePHnk6emp69evK1++fJo7d66qVKlidFy7lhNWz6BQtxPTp09P13FMhGIdPmhs7/z580pOTk613WQy6eTJk5KkGzduMAu0FSpUqKDFixfrtddes2yLjY3VjBkznHJylOwwffp0DRo0SC+//LIqV64s6faM71OnTtWMGTP09ddfG5zQMdxZju1Bhg0blu5jc7Ly5curfPnyMplMlhnJ/xdfIFuH86esca+u2cnJyerSpYtWrVqVzYmcw+DBg/X9999r+PDhCggIkHR76cvZs2erffv2evLJJzV//nxNnz5dq1evNjasncsJq2fQ9d1O/fPPPzp69Kji4+Mt2y5duqQlS5ak+S08rMMHTcYNHjxY//77rzp16iRfX1/lypVL58+f16pVq1SoUCHNnz9fzz//vKpVq6ZJkyYZHdchHDt2TL1795Z0ezKkRx99VGFhYfLx8dHcuXOZACkDqlSpov379ytXrlwpusQlJyerevXqvI9mQFJSklatWqUjR46k+GwKDw/XP//84xTdDLOT2WzW+fPnU33O9+/fX3/88YeByRwb50+2ER0drTlz5ujIkSMplra7cuWK4uPjWTkjgxo3bqwNGzakmkDuzmSnmzdvVkJCgurUqcMQmAfICatncMnLDn355ZeaPHmyChUqpCtXrqhIkSIKDw+Xr68vMxVb6UEfNLDee++9pxkzZmjFihUKDw+X2WyWj4+P6tSpo1GjRil37txq2bKlpfDEg5UrV05bt27V9u3bFRYWJg8PD5UoUUL169enZ0IGPfzww7pw4UKqWV+Dg4NTnSAhfSZPnqzt27erRo0a2rx5s1q1aqWQkBDlzp1b8+bNMzqeQ9m/f78GDRqkiIgISUox03vTpk2NjObQOH+ynfHjx+vUqVNq0KCBPv/8c7322mv666+/lJCQwFj/TIiIiNClS5dSfQ7dWWJMks6dO8cY9XTInz+/5s+fn+bqGc6CM0A79Pnnn2vx4sWqU6eOKleurB07dujy5cuaOnUq3WCtxAeN7Xl4eNyzy+Yd/fv3z6Y0zuPOet+wjTZt2ui1115Tjx49lJycrK1bt+rYsWNasWKFunTpYnQ8h7R161atXbtWRYsW1Y8//qj3339fZrNZM2bM0N9//61q1aoZHdFhTJs2TS+//LJatmyptm3bKigoSEeOHFFQUJDGjRtndDyHxfmT7ezevVubN29WgQIFtGTJEssXHYGBgdq4caPeeOMNgxM6pueee05du3ZV69atU/RK3Lhxo5o2bar4+Hi98soreuGFF4yO6hDWrFmj8uXL64knnpAk7dixQ5cuXVLHjh0NTmYbdH23Q1WrVrV0z6pSpYoOHjwok8mkc+fOqW/fvtq4caPBCR1HnTp1LB80lStX1uHDhyXd/qCJiorigyaDfvnlF33//fc6e/asTCaTSpQoofbt26tGjRpGR3MYzKadtcxms5YuXaqvv/5aZ86ckYeHh/z9/dWpUye9+OKLrFOdATVr1tS+ffsk3f6c+u2335Q7d25dv35dbdq0oSusFapWrao//vhDJpMpxWfTn3/+qY8++khLliwxOKFj4vzJdmrXrq1ff/1Vrq6uql69unbu3Kk8efIoNjZWjRs3ZgnBDEpOTtayZcv0yy+/6PLly0pOTrb0Suzdu7fc3d21fv16tW3bls+pB5g1a5Y2btyoWbNmWQr13377TePGjVOLFi0sY9cdGVfU7VDx4sW1d+9e1alTRw8//LD279+vmjVrKm/evDp79qzR8RyK2WxW3rx5JUlubm66efOm8uTJo5deekmNGzemUM+A5cuXa+bMmWrUqJHlCtrJkyfVo0cPffjhh3rmmWcMTugYmE07a5lMJvXo0cOyLBsyr2zZsvr000/Vp08flSpVSmvWrNHLL7+sCxcu6ObNm0bHcyj58+fX5cuXVbhwYeXLl09hYWHy9/dXhQoV9Oeffxodz2Fx/mQ7lSpV0vjx4/XOO+/oscce0/z589WjRw/9+eefaU4oi/QJDg5W9+7d1b1793se065du+wL5MC++eYbrVq1KsXEh7Vr19bSpUvVuXNnCnVkjT59+qhXr17au3evXnjhBfXr1081atTQyZMnVb16daPjORQ+aGxv6dKlmj9/vurUqZNi+86dOzVjxgwK9XS61wzZERERMplMKlCgQPYGcgJr167Viy++KEkPnC3XWbrFZafRo0dr2LBh6tmzp/r3768hQ4Zo5syZiouL08svv2x0PIfSunVrvfDCC/r+++/VoEEDvfHGG2rbtq2Cg4Pl5+dndDyHxfmT7bzzzjuWYRjDhg1Tnz59tHDhQrm4uGjYsGEGp3NcvXr10q+//sqygjYQGxurggULptru5eWlqKgoAxLZHl3f7dTZs2ctH9Zr1qyxfHh37tzZcoUYD3bmzBmNGzdOCxcu1OHDh9WnTx/dvHnT8kHTq1cvoyM6nKpVq2r//v1ydXVNsT0pKUm1atViltIMuHr1qiZMmKBffvnFMsmhh4eHGjVqpHHjxsnHx8fghI6hefPm2rx5s6TbM+vei8lkYulGGzhx4oSOHTsmX19f1vvNgHXr1qldu3aKiYnRxIkTFRwcLF9fX40cOVLlypUzOp7D4vwpa0RFRenkyZMqVqyYihQpYnQchxUYGKgzZ86oS5cuKl68eKpzKQr49Bs0aJBcXFzUt29f+fn5KTk5WadOndKcOXPk4eGhjz/+2OiImUahjhyFD5rMa9eunQYPHpyqEPr55581Y8YMxgBmwKuvviqTyaTu3burePHikm6fbAYGBsrFxUWBgYEGJ3Q8ycnJcnFxSbU9KSlJ4eHhKlasmAGpHE9CQoLc3Nwk6YErZXCCmX6///67atWqlWp7XFyctm3bxsSSsAtXrlxRaGiobt26lWqfNfOs4D9Vq1ZVYmKiEhMT09wfEhKSzYkc17Vr1zR27Fjt2LFDd8pZk8mkpk2batq0aU4x+zuFup149dVXtXz5ckm3u2TebwIJ1v5On6tXr+rSpUsqX758iu0//PCD6tatyzfrGbR161YNGTJE9erVU+nSpSXdHqO+e/duTZkyRe3btzc2oAN64okntGvXrlSvycjISDVs2NCyBjjS7+610+9248YNNW7c2DIpGu7v7nYsV67cfT+bOMFMv3u9PsPDw/XMM8/wb94KnD9ljUWLFmnWrFlKSkpKtc9kMvHvPYN+//33++5P6ws83F9kZKTOnj0rFxcX+fr6OsX66XcwRt1O1KtXz3K7QYMGBiZxDhcuXFCHDh3UpEkTTZw4McW+VatW6aOPPtKXX36pfPnyGZTQcTVt2lRr167VN998o9OnTys+Pl4lSpTQF198QffXDPL399etW7dSFepJSUmp1gHH/W3ZskVbtmxRQkJCmhP2nT9/PlVXQ9zb559/brm9bNkyA5M4h6VLl2rRokWKj49P84pkdHQ0Y9StxPlT1vj88881efJktWzZUh4eHkbHcRp3F+IRERFpjrHGvZ0+fVolS5aUJJ06dcqy/c6689euXdO1a9ckSaVKlcr+gDbGFXU7FBQUpJYtWxodw6GNGTNGMTExmjVrVqrur8nJyRo8eLB8fX01evRogxIC//nhhx/0xRdf6JVXXlFAQICSk5N15swZffnll2rbtm2KL0Cc4YMnK4WFhemHH37QzJkz05w5193dXa1bt2YpwQw6efKkPD09LUMHjh07ply5cqlMmTIGJ3MMycnJOnr0qDp37qzJkyen2u/u7q66dety8p5BnD/Zzt3Ls8F2YmJi9N5772nDhg1KTEzUkSNHFBkZqVGjRmn69OnMSfMAdy9neaeXl9lsTtGT5s7PztDrg0LdDtWuXVvbt29Xnjx5jI7isBo1aqRly5apRIkSae4/deqUXnvtNW3dujWbkzkma5YSmzlzZhYmcU4Pmjjq7g8iZ/jgyQ6LFy9Wz549jY7hVIKCgvTWW29p9uzZevrppyXdnhBt4sSJmjZtGuOqrXD48GFVrlw5xbbr1687VZdNI3D+ZDvvvvuuHn/8cZYKs7FRo0YpPDxcAwYMUM+ePXX48GHFxMTonXfekdls1ocffmh0RLt2/vx5y1w+586du++xdy/b5qjo+m6HhgwZorFjx6p9+/ZpzgjJFbUHi4yMvGeRLt1uwytXrmRjIsfGJFFZixnIbePu5dm8vLzuu0Qby7NZ7+OPP9a8efNSdDW+8zk1fvx4CnUruLq66vnnn9c333wjSRo8eLC2bNmiggULau7cuapatarBCR0T50+2k5iYqHfffVdffPGF/Pz8UvVO5Ev5jNmxY4e+//57+fj4WK4Ce3l5afz48WrWrJnB6ezfnSJdkiZMmKBWrVqpadOmTjFxXFoo1O3QnTHVQUFBlm1cUbNO/vz5dfHiRRUtWjTN/aGhoUwmZ4Xp06cbHcGp3etb35s3b+rZZ5/Vrl27sjmRY1q0aJGlUF+wYME9jzOZTBTqGXDp0iXVrFkz1fYqVarowoULBiRyXFOmTFHTpk0l3Z6g88CBA9q2bZv++OMPffDBB1q5cqXBCR0T50+2ExMTo0aNGhkdw+mYTKY0i8qkpCTFxcUZkMhxlSxZUh9//LHeeecdNWjQQC1btlTjxo3l6elpdDSboeu7HcoJXTmy2jvvvKOEhIQ0C0yz2axevXrJ19c3zTGCeLAvv/xSQUFBOnfunEwmk0qUKKHnnntObdu2NTqaQ7p06ZKmTp2qI0eOpFgCKyYmRoULF9aWLVsMTAfc1qlTJzVv3lzdunWzXAlKTEzU/PnztWPHDq1du9bghI6jevXq+u2335QrVy699dZbyps3r8aMGSOz2axatWqxKkEGcf4Ee9evXz/5+vpqxIgRql27tg4dOqRz585p6tSpSk5O1vz5842O6HCOHDmirVu36scff9T58+fVsGFDtW7d2vJlqCOjULdDb7/9tqZOnZpqe3R0tEaNGqU5c+YYkMqxhIeH64UXXlCxYsX08ssvq1SpUkpKStLx48cVGBioGzduaM2aNSpcuLDRUR3O7NmztXbtWrVr184y8+aJEye0bt06DR06VJ06dTI4oeN5/fXXJd2eUX/SpEmaMGGCjh49qpCQEM2ZM0eFChUyOKFjSG/PA5PJpCeffDKL0zifo0ePqm/fvkpISFCxYsWUnJysc+fOydPTU0uXLrUs14gHq1evnn766Sflzp1bDRs21AcffKC6desqJiZGTz31lA4cOGB0RId29epVXbhwQRUrVjQ6ikP75Zdf9P333+vs2bOWL+Xbt2/PZJyZcP78efXv31/Hjx9XYmKivLy8dPPmTVWpUkUffvihZaJOZMzhw4f1/vvv68CBA07Rg4ZC3Y6EhYUpNDRU/fv31/z58/W/f5rTp0/r/fffZ33VdLp06ZI++OADbdu2TTdv3pQk5c2bV02bNtXQoUMp0jPoqaee0oIFC/T444+n2H748GGNGjVK33//vUHJHFetWrX0888/y9PTM8X6yps2bdL+/fs1YcIEYwM6iAdNyncHXWAz7tatW9q5c6fCwsLk4uIiPz8/PfXUU8xjYaXRo0fr6tWrypUrl06dOqXvv/9eiYmJeu+993T69GktXLjQ6IgO6dKlSxozZox2796tXLly6ciRIwoPD1evXr00d+5clru0wvLlyzVz5kw1atTI8qX8yZMntWPHDn344Yd65plnDE7o2A4fPqyzZ8/K3d1dJUqU0KOPPmp0JId14cIFbd261TKMqEKFCmrevLl69OhhdLRMo1C3Iz/++KM+/vhj/fvvv2nud3d3V6dOnfTWW29lczLHlpycrGvXrslkMnFl0gaqVaum33//XblypZziIikpSbVq1eJKUAbUq1dP27dvl7u7u2rVqqUffvhBBQoUUHx8vJ588km6wcLu3D1E4w6K9fS7deuWAgMDFRUVpS5dusjX11c3b97UG2+8oalTp95zfhXc34ABA5QnTx4NGzZMzZo10+HDh5WYmKiZM2fq5MmT9527Aik1adJEU6dOVZ06dVJs37lzp2bMmKH169cblMzxJSUlKTw8XLdu3Uq1jwkP02/OnDn66aefdOzYMVWsWFEtWrRQs2bNUkw45+go1O1Qu3bteAOE3erYsaOee+65VF3c16xZoy+//NIyizHSb9CgQYqNjdXHH3+sgQMH6uGHH9Yrr7yiP//8U/Pnz2cyuXQ6ffq05crPqVOn7nmcyWRSQEBANqVyHr/++qumTZum0NBQJSUlWbYzUZdtnT17Vn5+fkbHcEjVq1fXL7/8Ii8vrxS9k27duqWGDRvqt99+Mzih46hatar279+fauZ8vpTPnA0bNmjy5MmKjo5OsZ33Ueu99NJLat68uZo3b+5UxfndmPXdDq1fv17Hjh2zdOM8d+6cfvzxR5UsWdKydi1glJEjR6p3795avny5ZUzqyZMnFRYWpk8++cTgdI5p4sSJ+uCDD5QrVy6NHj1affr00bp165QnTx7LLMZ4sDZt2ujw4cOSpBYtWlhme/5fnAxlzPjx41WrVi2NHDnSqWbVzU5t2rTRxo0bLT8vW7ZMXbt2TXFMq1atGOKWQZ6enmn+m79+/XqKL5fwYCVKlNDPP/+sxo0bp9i+a9cupy2KssPMmTPVrVs3tWjRQh4eHkbHcWg+Pj7q2bOn0TGyFFfU7dCSJUu0YMEC7d27V5GRkWrVqpVKly6tS5cu6YUXXrBMPAUY5cqVK9q0aZPOnTun+Ph4lShRQi1atODDO4PufJN+989XrlyRj4+PLl++TDfYdDp//rzlNcjsz7ZXtWpV7du3L9WwF6Rf5cqVLV8mSUpx1fdexyD9RowYofj4eA0dOlTt27fXzp07dezYMc2YMUMlSpTQjBkzjI7oMLZu3aohQ4aoXr16Kb6U3717t6ZMmaL27dsbG9BBVa9eXb///nuqngqwXtu2bTVt2jSnnjSST1s7tHz5cn3++eeSpG+//VZ+fn5atmyZzp07p+7du1Oow3APPfSQunfvbnQMp1GlSpUUJ+smk0kPP/ywbty4oTZt2jBGPZ3u/qJo7NixWrJkSapjoqOj9eqrr+rbb7/NzmhOoVatWpaxgMiYu7+Qk3TPHh/ImHHjxmnUqFFq0aKFJKl27doymUxq2bKlxo0bZ3A6x9K0aVOtXbtW33zzjU6fPm35Uv6LL75QlSpVjI7nsJo0aaLffvtN9erVMzqKw3vqqac0aNAgVa5cWcWLF0/1JfKwYcMMSmY7FOp2KCIiQhUqVJB0u4tR8+bNJd2+AnTlyhUjozmkkJAQnTp1Ks3Jj/hG2HrHjh3TrFmzdOLEiTQnQmE8dfpt2bJFW7ZsUUJCgoYPH55q//nz5/nW3UpHjx5VcHCw9u3bp6+++ipVIXTmzBmFhoYaE87BNW3aVG+++aaefvpp+fn5ycXFJcX+jh07GpTMcVGU21b+/Pk1f/58Xbt2TWFhYXJ3d5efn5+8vb3T/FIE91euXDmNGTPG6BhOpXTp0nrrrbdUtWrVNN9HnaG4zC6HDh2Sr6+vrl69qqtXr6bY5yzvrRTqdqhw4cI6fvy4PDw89Pvvv1uWZjp16pTy5s1rbDgH895772nJkiXy9vZOcywQhbr1Ro4cqSJFiqhnz56MU82k8uXL6+zZs9q8eXOaM2Y/9thjaRbwuLcbN25ox44dSkxM1Pz581Pt9/Dw0ODBgw1I5vjmzZsnSWkuwWgymSjUYbhmzZppy5Yt8vHxkY+Pj2V7VFSUmjVrpj179hiYzv6NHj1a7777riQ98LNn5syZ2RHJ6ezatUslSpRw6uIyuyxfvtzoCFmOQt0O9enTRx06dJDZbNZzzz0nf39/3bhxQ/369dMLL7xgdDyHsmrVKi1YsEANGzY0OorTOHv2rNauXSt3d3ejozg8f39/9erVSyaTyeknRMkuderUUZ06ddS/f3/NnTvX6DhOZdu2bffc978nnEB22rNnj3799VedO3dOH374Yar9Z8+eTbNXHVJyc3Oz3Ga5RdsKCgpSy5Yt71tcvv3229mYyDlcvHhRmzZt0qVLlyztd/jwYVWuXNngZLbBZHJ26tKlS4qOjrZM4GE2mxUUFKRWrVoZnMyxNGjQQNu2bUvx4YPM6dKli6ZPn25ZBguZc/DgQT300EPy9/eXJP3zzz+aN2+eYmNj1aRJE3Xo0MHghI6lXLlyltne77464e7urscee0yjRo1StWrVDEzo+JKTk5WYmGj5+c5Ep7///ruBqRxDuXLl9NBDD1l+vnLlSoqfpdtferAqgXX++usvff3111q5cqVq1KiRar+Hh4eef/55y9h1PNjvv/+uWrVqpdoeFxenbdu20ZZW+t+JI+vWrZuqh0dak0vi3n766ScNHTpU1apV04EDBxQcHKwLFy6odevWmjRpklPUTFxRt0Pnz5+XdHuZkTu3pdsz7t49qzEebMCAAVqyZAkT8NlQjx49NGrUKLVr106+vr6pxlfVr1/foGSOZ+vWrRo6dKhmzZolf39/xcTEqHv37ipatKiqVaummTNnytXVVc8//7zRUR3GwoUL09x+48YNHTx4UD179tQnn3yiBg0aZHMyx/fvv/9q1KhR+ueff1ItdeUsVy+y2vTp042O4JTKly+v8uXLy2QyaezYsWkew5cf1nnttdfSLBqvX7+u0aNHU6hb6X+vi8bExDzwGNzf7Nmz9eGHH6pp06aWz6BixYppzpw5mjJlilMU6lxRt0N3rgjdCx8299exY8cU7Xfq1Cm5ubnJ19c3VbuuWrUqu+M5vHLlyt1zH+tTW+ell15Sx44dLUNa1qxZoxkzZmj79u3KkyePdu7cqY8++khr1641OKnz+Prrr7Vu3bocMbbN1l555RWVKlVKzZo1U9++fbVw4UIdPXpUv/76q2bNmqX8+fMbHRGQ2WzW+fPnU3R1v3Tpkvr3768//vjDwGSOYenSpVq0aJGuXr2qQoUKpdofHR0tX19ffffddwakc1z/e7U8ravnXFG3TpUqVfTHH3/IxcUlRdslJSWpevXq+vPPP40NaANcUbdDQUFBKX5OTk7W6dOntXr1apbESof/vVLGFV7bOnbsmNERnMa///6rNm3aWH7etWuXGjZsqDx58ki6Pd560KBBRsVzSi1bttQHH3xgdAyHdOzYMS1dulS5cuWSi4uL6tatq7p16+qxxx7TO++8o48++sjoiMjh9u/fr0GDBikiIkKSUgyBadq0qZHRHEbXrl1VvXp1de7cOc0J5dzd3VW3bl0DkgEpFS9eXH///bcef/zxFNt37dqV5pdMjohC3Q498sgjqbaVKVNGlStXVu/evbV+/XoDUjmOgQMHWm4/aIwVMiY5OVnXrl1Lc3Iehmakn8lkSrH82oEDB1LMSP6/wwoAI3l4eCg2NlZ58+ZVnjx5FB4ersKFC6tu3boaMmSI0fEATZs2TS+//LJatmyptm3bKigoSEeOHFFQUBDrqKeTi4uLKlWqpJUrVzKkBXatS5cu6tWrl1588UUlJSVp6dKl+vvvvxUUFKQ333zT6Hg2QaHuQNzd3XXmzBmjYzgUxljZXlBQkCZOnKioqKgU2+9cuaDre/r5+fnp6NGjqly5svbt26erV6+qXr16lv3//vuvHn74YQMTOp+NGzeqQoUKRsdwSI0aNdIrr7yiL7/8UjVr1tRbb72ll156SYcOHVLBggWNjgfo1KlT6t+/v0wmk0wmk/z9/eXv769ixYpp1KhRWrJkidERHUaFChX02Wefad26dbp8+bL27dunmJgYzZw5U6NGjWLlFyslJSXpq6++soxD/9+f72xD+r3yyisqXLiwvv76a/n7+2v9+vXy9/fXvHnzUpxLOTIKdTuU1tIisbGx2rt3b6ruHUjbnTFW8fHxaXZ9j46Olp+fnwHJHN/UqVPVqVMnNW/enA/qTHr++ec1ZMgQNWrUSFu3blWjRo3k6+sr6fZyQpMmTVKTJk0MTulYVq9eneb22NhY/fXXX9q8eTPj0zPonXfe0cKFC+Xu7q6xY8dq6NChGjFihHx9fTVp0iSj4wHKnz+/Ll++rMKFCytfvnwKCwuTv7+/KlSo4BTjVbPTu+++q99//119+vSx9EZISEjQiRMnNH36dE2YMMHYgA6mcOHCmj9//j1/vrMN1nn22Wf17LPPGh0jyzCZnB169dVXU21zd3dXQECAevXqpWLFihmQyrEkJyfr6NGj6ty5syZPnpxq/50xVlwFsl716tX122+/KVcuvuezhcWLF+vXX39VqVKl9MYbbyhfvnySpClTpujvv//W/Pnz5eXlZXBKx9G4ceM0t7u5uemRRx5Rr1690ly+CchqaY33vZeZM2dmYRLnNWPGDK1fv17ff/+9pk6dqpCQELVt21bBwcE6fvy4Nm7caHREh1GvXj2tWbNGvr6+KSbqunz5sp577jnt2rXL4ITIyYKCglS6dGk99thjkqQ9e/Zo1qxZlqVtBw8efN+JuR0FhTqc2uHDhxljZWPjx49Xs2bNnKZbkb2KiYmhQIddSUpK0o8//qgTJ04oLi4u1f5hw4YZkMpxvPXWW+k+lmXcMm7dunVq166dYmJiNGnSJB0+fFh+fn4aMWLEfVctQUo1a9bU3r175erqmqJQj46OVoMGDXTw4EGDEyKnWrNmjaZPn65PP/1U9erV07Vr19SkSRPVqlVLderU0cqVK9WlSxf16NHD6KiZxiUxO/Hpp5+m+9i7J0tDaly1sL27h2PkyZNHb731lqpVqyY/P79U31hysm4bFOmwNyNHjtTWrVv12GOPycPDI8U+Z7hykdXSW3yvXLkyi5M4n3Xr1qX4+c6ku/Xq1VPdunVlMpl07NgxCnUrVKhQQYsXL9Zrr71m2RYbG6sZM2aoYsWKBiZDTrd8+XLNmDHDcsHou+++k5eXl+bOnStXV1dVqVJF77zzDoU6bGfnzp0pfv7nn3+UO3du+fr6ymw2KywsTGazWVWqVDEmoAPJnTu30RGczv9+c16iRAlduXJFV65cSbGdk3XAee3YsUPffPONypQpY3QUp/DPP//o6NGjqdb7XrJkibp06WJgMsczevRoFSpUSKVLl5YkpdVZ1GQyqX379tmczHGNHj1avXv3VmBgoOLj49W2bVuFhYXJx8dHc+fONToecrDTp0+rYcOGlp93796tp59+2rKKTuXKlRUWFmZUPJuiULcTd0+ANHfuXDVo0EB9+/a1jAOOj4/Xp59+yuRd6cBVC9tj8i0ABQoUYBJOG/nyyy81efJkFSpUSFeuXFGRIkUUHh4uX1/fFEs0In1Gjx6tTZs26dy5c2revLnatGnD1fNMKleunLZu3aodO3bozJkz8vDwUIkSJVS/fn3mqIGhcufOreTkZLm6uspsNuvgwYMaM2aMZX9ycrLTLG/LGHU7VLduXf3888+prgzHxcWpUaNG2rNnj0HJHNP9rlowxsp6CQkJmjNnjurXr2+ZlGvDhg06fvy4Bg4cSI8GwEmtW7dOR48e1bBhw+Tp6Wl0HIfWtGlTTZkyRXXq1FHlypV1+PBhXb58WVOnTtUrr7zChIcZdObMGW3cuFHfffedXF1d1aZNG7Vu3VrFixc3OprDmThxosaPH290DCCVDh06aOjQoapXr562bt2qwYMH65dfflGhQoUkSQcOHNA777yj7777zuCkmcdXYnbI1dVVf/31V6pu7n///bfTfEOUXbhqYXuTJ0/WkSNH1LJlS8u2MmXKaOXKlZo6daomTpxoYDrHVKNGDe3bt4+hA7BrS5Ys0blz57RixQoVLFgw1euVWaDT7+rVq6pTp44kycXFRWazWQ8//LBGjhypvn37Mjt5BpUoUUIDBgzQgAED9Ndff2nTpk3q2rWrihQporZt26pjx45GR3QYO3futCxvB9iTV155RYMGDVL16tW1f/9+tWvXzlKkHz58WOPGjUtxjurIKNTtUOfOndW9e3c99dRT8vPzU1JSki5cuKBdu3apW7duRsdzKJ9//rkWL15suWqxY8cOy1ULJkPJmK1bt+q7775LsbRd+fLlNW/ePLVu3ZpCPQMaNGigr776ipNI2LXu3bsbHcFpFC9eXHv37lWdOnX08MMPa//+/apZs6by5s2rs2fPGh3PKZQvX17e3t4qUKCAVq9erSVLlvAea4UXX3xR/fv311NPPaXixYun6u5OW8Io7dq1k7u7u/bs2aM33ngjxZweW7duVeXKldW3b18DE9oOXd/t1K5du7R161ZdvHhRCQkJKly4sBo0aOA03xBll6pVq1q6t1epUkUHDx6UyWTSuXPnuGqRQbVr19aWLVtUoECBFNvDw8PVsmVL7d+/35hgDqxv3746dOiQXF1dVbRo0VQnRKtWrTIoGYCssGHDBr311lvau3evVqxYoUWLFqlGjRo6efKkSpQooUWLFhkd0WFdu3ZNQUFBWr9+vc6ePasWLVqoXbt2euKJJ4yO5lAaN258z30mk0k//fRTNqYBciauqNup+vXrq379+kbHcHhctbC9Z599VgMGDFDPnj0tqxKcOnVKixYtUqtWrYyO55AqVqxIDw/YpdGjR+vdd9+V9OClL1nuMv3atm2ratWqKW/evOrbt68KFSqk4OBgVatWTZ07dzY6nsOJjY3V1q1btWHDBu3fv18NGjRQnz591LBhQ7m5uRkdzyFt27bN6AhAjkehbofOnz+vRYsW6cSJE4qLi0u1n6tr6denTx/16tVLe/fu1QsvvKB+/fpZrlpUr17d6HgO6e2339bMmTP11ltvKSoqSpKUL18+Pf/881atYY//DBw40OgIQJruLnKYKNK27sygHxERoQ4dOqhDhw4GJ3Jc9erVk5eXl5566il98MEHyp8/vyTpzz//THFczZo1DUjnuNasWaPy5curQoUKkm4v0RgeHq6XXnrJ4GRAzkDXdzvUqVMnxcbGqn79+mnOrMtJvXXOnj1rOSFas2aNgoOD5efnp86dOytv3rwGp3NsERERcnFxsZwUIeO+++47rV+/XuHh4Vq3bp3i4+O1fPly9ezZk0nmYKhmzZppy5YtKbb16dNHCxYsMCiR44uJidF7772nDRs2KDExUUeOHFFkZKRGjRql6dOny8fHx+iIDuV+3bTvoLu2dWbNmqUNGzZo9uzZlmEDv/32m8aNG6cWLVpo6NChBicEnB+Fuh2qWrWqfv75Z+XLl8/oKE4lIiIixQRoyLiLFy9q06ZNunTpkt5++21Jt2farFy5ssHJHNPcuXO1evVqdezYUfPnz9fhw4d15coV9ejRQ02aNNGQIUOMjogc7M7yYXd74okndOjQIYMSOb5Ro0YpPDzcMozo8OHDiomJ0TvvvCOz2awPP/zQ6IjI4Ro0aKBVq1bJ19c3xfbz58+rc+fO+vnnnw1KBuQcrPVlhwICAlKs+Y2Mu3PiU6VKFTVo0ECSFBkZqT59+ujatWsGp3NMP/30k5599lnt2rXLMgzjwoUL6tGjh1OsWWmE1atXa9GiRerfv7/l6vlDDz2kuXPnav369QanQ06XVo8OvuPPnB07dmjmzJmqUaOGpX29vLw0fvx47dmzx+B0wO1x/2ld3PDy8rIMewOMFBkZaZlDRZJWrFihtm3b6o033lB4eLiByWyHQt0OjRw5UmPHjtUvv/yiEydO6NSpUyn+Q/pNmjRJYWFhWrRokWUNejc3N3l7e2vKlCkGp3NMs2fP1ocffqilS5daTjCLFSumOXPmaN68eQanc0w3btzQo48+mmp74cKF+UIJdonhGJljMpnk7e2dantSUlKac9MA2a1evXoaM2aMjh07pujoaEVFRenQoUMaOXKk5cIHYKRx48bpzJkzkqTg4GB98MEH6tmzp4oUKeI05/hMJmeHevbsKen2N+7/y2QyKSQkJJsTOa4dO3bo+++/l4+PT6qrFs2aNTM4nWMKCwuzjAe8+2S9Zs2azKSfQWXLltWGDRvUtm3bFNsXL16s0qVLG5QKQFapWrWq3n//fY0YMcKy7dy5c5o6dapq1aplYDLgtgkTJmjs2LF6/vnnLT1oTCaTmjRpomnTphmcDpB+//13bd26VZK0adMmNW3aVO3bt1fz5s3TNW+FI6BQt0NMdmI7XLWwveLFi+vvv//W448/nmL7rl27VKhQIYNSObbBgwdrwIABWrlypRISEtSvXz/9888/un79uubOnWt0PORwSUlJ+uqrr1J0d09rW8eOHY2I55DGjRun/v37q0aNGkpMTFT16tV18+ZNVa1alWXuYBd8fHw0d+5cRUZG6uzZs3JxcZGvry+Tx8JuJCcnW87xd+/erQEDBki63XM2NjbWyGg2Q6FuR9IzeYzJZGKmTStw1cL2unTpol69eunFF19UUlKSli5dqr///ltBQUF68803jY7nkOrWraugoCBt2rRJjz32mDw8PFS/fn21atVKBQoUMDoecrjChQtr/vz5991mMpko1K1QvHhxrVu3TocPH9bZs2fl7u6uEiVKpDkEBjDKTz/9pCZNmqhAgQIKDg7WJ598ooCAAHXp0sUynBAwSsWKFTVnzhy5u7srPDxcjRo1kiQFBQWpVKlSxoazEWZ9tyOvvvrqA48xmUxatmxZNqRxDufPn1f//v11/PhxJSYmysvLK8VVi2LFihkd0WG88847mjRpkiTphx9+0Ndff60zZ87Iw8ND/v7+6tSpk+rVq2dwSgBwbOHh4SpcuLDRMZDDzZgxQz/88IN++OEHXbx4US1btlSzZs0UGhqqKlWqaNSoUUZHRA4XGhqqyZMnKyoqSgMHDlTDhg0VGRmpZs2a6eOPP1bt2rWNjphpFOrIEbhqkXksx5R1/vrrL33yySc6ffp0mkMyGA4DOIebN2/qvffes4yrbNu2rUaOHGm5Orl69WrNmDFD+/btMzImoAYNGmjFihUqUaKE5s6dq/3792vx4sW6evWqXnjhhTTnUQLsQVxcnNzd3Y2OYRN0fUeOULlyZdb4ziS+08s6w4cPl5+fnzp27Og0Hy4AUvv444/1xx9/aNSoUYqPj9eiRYvk5eWltm3b6u2339Y///yj4cOHGx0TUHR0tEqUKCHp9vjfVq1aSZIKFSqkyMhIA5MBt924cUNfffWVTpw4keZFDmeY74NCHU6pcePG6Vo+iCuV6ZecnKzdu3c/sGCvX79+NiVyHpcuXdL69euVO3duo6MAyEI//vijPvvsM8tqDhUqVFDXrl31+eefq3Hjxpo9ezaTcsIu+Pv7a+/evcqTJ48OHz6sWbNmSbq9DBavUdiDoUOH6u+//1b16tXl6elpdJwsQaEOp/T6669bbpvNZk2dOlVjx441MJHjS0xMVK9eve57DMsHZkzjxo114MAB1a1b1+goALLQlStXUiy5WK5cOcXGxmrBggV68sknDUwGpDRs2DD169dP8fHx6tevnwoXLqzr16+rT58+6t+/v9HxAB04cECbN29WkSJFjI6SZRijjhyB8dWZRxtmnYsXL+qVV16Rv7+/ihQpkqo3yPTp0w1KBsCW0nof5b0V9ioxMVFxcXHy8vKybPvzzz9VpUoV40IB/69FixZas2ZNmsswOwuuqAOAwYYOHaq4uDjlyZNH8fHxRscBAORAe/bssfTs2rVr1z2P27VrF8PcYLgxY8Zo6tSp6t27t/z8/FJd5HCG4YQU6gDShc43WSckJETbtm2Tj4+P0VEAZKGkpCR99dVXKd5P09rGmvQwQp8+fXT48GFJUu/eve95HMPcYA+GDh2q2NhYrVu3Ls39zvAapes7cgS6Fmbe/v37VaNGDaNjOKWuXbtqypQplhl2ATinxo0bP/AYk8nERKcA8AC///77fffXqlUrm5JkHQp1OKXVq1en+Hny5Ml65513Ul0V5qoF7MGqVau0cuVKPf300ypatKhlTeU7eJ0CALJTdHS0du3apbNnz8rV1VWPPPKI6tat6xTdieFcEhISFB4eLpPJpCJFisjV1dXoSDZDoQ6nxFULOJL7vV55nQIAstOGDRs0adIkmc1mlShRQomJiTp9+rTy5cunyZMn6+mnnzY6IqCoqCiNHz9eW7duVWJioiTJ3d1drVu31rhx4+Tu7m5wwsyjUAcAAACgP//8U926ddNbb72lDh06WK5O3rx5UwsWLFBgYKCWLVumypUrG5wUOd2wYcMUHh6u1157TSVLlpQknThxQvPnz1eVKlX09ttvG5ww8yjUAWRYWjOU0y3OeufPn7/v/uLFi2dTEgBATjZkyBCVL19er7/+epr7FyxYoIMHD2r+/PnZnAxIqWbNmtqyZUuqiXgvXbqkTp06afv27QYlsx1mfQdglV9//VXTpk1TaGiokpKSUu13hlk2s1vjxo1TLStyN9oUAJAdDhw4oOHDh99zf8eOHfX5559nYyIgba6urvL09Ey1PV++fLp586YBiWyPQh2AVcaPH69atWpp5MiRab5BwnpBQUEpfk5OTtbp06e1evVqde/e3ZhQAIAcJyoqSn5+fvfcX6BAAcXFxWVjIiBt1apV06RJkzRy5EjLVfVr165pxowZqlSpksHpbIOu7wCsUrVqVe3bt0+5cvE9X1a7fPmyevfurfXr1xsdBQCQA6RnOVuWvIU9uHTpkvr166eQkBDly5dP0u0vmkqXLq25c+c6xZK3nGkDsEqtWrV07NgxVaxY0egoTs/d3V1nzpwxOgYAIIdITEzUhx9+eN9j0hr2BmS3IkWK6JtvvlFISIjOnTun+Ph4+fv7O83VdIlCHYCVmjZtqjfffFNPP/20/Pz8WPPbBtI6KYqNjdXevXv1+OOPG5AIAJATVatWTQcPHrzvMVWrVs2mNEBKCQkJcnNzk/TfhMalS5dW6dKlLcfc2e4MkxvT9R2AVVjz2/ZeffXVVNvc3d0VEBCgXr16qVixYgakAgAAsB93D7soV65cmhPxms1mmUwmp5iIl0IdAAAAAGDX9u/frxo1akiSfv/99/seW6tWreyIlKXo+g7AateuXdPPP/+sc+fOSZJKliypp59+Wt7e3gYnc0zXr1/XvHnzNHr0aEnSihUrtHr1agUEBGjs2LEqXLiwwQkBAACMdadIl6T169dr6tSpqY6Jjo7WqFGjnKJQ54o6AKvs2bNHAwYMkKenp/z9/SVJZ86cUVJSkpYvX66yZcsanNDxvPHGG0pKStLcuXMVHBysV199VRMmTNCRI0cUHh6ujz/+2OiIAAAAhgsLC1NoaKj69++v+fPn639L2dOnT+v99993ipUJKNQBWOX5559XmzZt1KNHD8u2pKQkzZs3T/v27VNgYKCB6RxT7dq1tXXrVuXNm1fTp0/X1atXNWPGDN26dUuNGzfWr7/+anREAAAAw/3444/6+OOP9e+//6a5393dXZ06ddJbb72Vzclsj67vAKxy8uTJVJOfubq66vXXX9eyZcsMSuXYkpOTLcMGdu/erQEDBkiS3NzcFBsba2Q0AEAOVKNGDe3bty/NyboAIz3zzDN65pln1K5dO61fv97oOFnK5cGHAMB/ChcurNDQ0FTbw8LCGKOeQRUrVtScOXO0cOFChYeHq1GjRpKkoKAglSpVythwAIAcp0GDBvrqq6+MjgHc072K9NjYWNWvXz+b02QNrqgDsEq7du30+uuv6+WXX9Yjjzwi6fZV9hUrVqh58+YGp3NM48eP1+TJkxUVFaUPPvhAnp6eioyM1JQpUxifDgDIdrGxsZo9e7Y++eQTFS1aVLlypSwZVq1aZVAy4LZLly5p6tSpOnLkiGXtdEmKiYlxmkl4GaMOwCpms1lffPGFvv76a509e1bx8fEqUaKE2rZtq169esnV1dXoiE4jLi5O7u7uRscAAOQwn3766X33Dxw4MJuSAGl7/fXXJUlNmzbVpEmTNGHCBB09elQhISGaM2eOChUqZHDCzKNQBwCD3bhxQ1999ZVOnDihuLi4VPtnzpxpQCoAAAD7VKtWLf3888/y9PTUE088YZnlfdOmTdq/f78mTJhgbEAboOs7gAdau3atXnzxRUnS6tWr73tsx44dsyOSUxk6dKj+/vtvVa9eXZ6enkbHAQBA3333ndavX6/w8HCtW7dO8fHxWr58uXr27MkkczBcrly55OJye7o1d3d3RUZGqkCBAnr22Wc1ceJECnUAOcOiRYsshfqCBQvueZzJZKJQz4ADBw5o8+bNKlKkiNFRAADQ3LlztXr1anXs2FHz58+XJEVFRWndunW6ceOGhgwZYmxA5Hg1atTQwIED9fHHH6tSpUp699139corr+jPP/90mmGDdH0HYJXk5GTLN5h3S0pKUnh4uIoVK2ZAKsfWokULrVmzhlnzAQB2oWHDhlq0aJEeffTRFN2Kw8LC1LVrV23fvt3ghMjpIiIi9MEHH2jixIkKDQ1Vnz59dP78eXl6emrSpElq06aN0REzjUIdgFXu/sC+240bN9S4cWPt27fPgFSObefOnQoKClLv3r3l5+eXqkth7ty5DUoGAMiJqlWrpj/++ENSys/9uLg41apVK83zAMBIZrNZV65ckY+Pj9NMbEzXdwDpsmXLFm3ZskUJCQkaPnx4qv3nz593mjfG7DZ06FDFxsZq3bp1ae4PCQnJ3kAAgBytbNmy2rBhg9q2bZti++LFi1W6dGmDUgH/iY+P19y5c1W/fn3VqFFDJpNJe/bs0fHjxzVw4ECnuMhBoQ4gXcqXL6+zZ89q8+bNab75PfbYY2kW8HiwuXPnGh0BAACLwYMHa8CAAVq5cqUSEhLUr18//fPPP7p+/TqfWbALU6ZM0ZEjR9SyZUvLtjJlymjlypWaOnWqJk6caGA626DrOwCrLF68WD179kxz3/bt2/X0009ncyLnkZCQoPDwcJlMJhUpUoQeCgAAw1y8eFGbNm1SWFiYPDw8VKJECbVq1UoFChQwOhqgevXq6bvvvlPBggVTbI+IiFDr1q21e/dug5LZDlfUAVilZ8+eioiI0L///qv4+HjL9kuXLmnKlCk6ePCggekcU1RUlMaPH6+tW7cqMTFR0u2lRlq3bq1x48Y5zeylAADHUbRoUfXu3dvoGECakpKS0lwmMCEhQXFxcQYksj0KdQBW+fHHHzVixAjFxcXJZDLpTqecfPnyqUOHDganc0wTJkzQ5cuX9emnn6pkyZKSpBMnTmj+/PmaMWOG3n77bYMTAgBykr/++kuffPKJTp8+nWbR89NPPxmQCvjPs88+qwEDBqhnz57y9fWV2WzWqVOntGjRIrVq1croeDZB13cAVmnVqpVee+01tWzZUjVq1NCff/6pI0eOaNGiRRo8eDCTzGRAzZo1tWXLFvn4+KTYfunSJXXq1IllcAAA2apFixby8/NT/fr10+zV1alTJwNSAf+5deuWZs6cqfXr1ysqKkrS7YtGzz//vIYPHy43NzeDE2YehToAq1StWtXSvf3uJVuOHz+uMWPG6KuvvjIynkOqU6eOtm/fLk9PzxTbY2Nj1ahRI/32228GJQMA5ETVqlXT3r17nWLmbDi/iIgIubi4KH/+/EZHsSm6vgOwykMPPaQTJ06odOnSKliwoI4dO6Zy5crJz89P//77r9HxHFK1atU0adIkjRw50nJV/dq1a5oxY4YqVapkcDoAQE7TuHFjHThwQHXr1jU6CmCxZ88ey2ty165d9z22fv362REpS3FFHYBVli5dqlmzZmn37t365JNPtGXLFjVp0kTHjh1TUlKSVq1aZXREh3Pp0iX169dPISEhypcvn6TbE8yVLl1ac+fOVYkSJQxOCADISS5evKhXXnlF/v7+KlKkSKpJu6ZPn25QMuRklStX1uHDhyVJ5cqVu+dxJpNJISEh2RUry1CoA7Da/v37VaNGDSUmJurTTz9VcHCwfH191bdvXxUvXtzoeA7r2LFjOnv2rOLj4+Xv78/VdACAITp37qyzZ8+qcuXKaY5R//DDDw1IBeQsFOoAYKD4+HhdunRJ/v7+KbYfPHhQlStXZi11AEC2q1KlirZt25ZqklPAnly5ckWhoaG6detWiu0mk0lPPvmkQalshzHqAKxy/vx5LV68+J5LtixbtsyAVI7p+vXr6tKli5544glNmzYtxb7JkyfLy8tLn3/+OZP5AACyVeXKlRUdHU2hDru1aNEizZo1S0lJSan20fUdQI70/PPPKzk5WbVq1UqzO9zw4cMNSOWYpk6dqmPHjmnBggXKkydPin2xsbF67bXXVLduXQ0YMMCghACAnGjVqlVauXKlnn76aRUtWlQuLi4p9nfs2NGgZMBtdevW1ciRI9WyZUt5eHgYHSdLUKgDsErVqlW1a9cueXl5GR3F4TVt2lSffvrpPSdECQkJ0bBhw/T9999nczIAQE7WuHHje+4zmUz66aefsjENkFrt2rX166+/OvUQQbq+A7BK9erVFRYWdt/ZNpE+V69e1WOPPXbP/eXKldPFixezMREAANK2bduMjgDc13PPPadNmzapXbt2RkfJMhTqAKwydepUvfbaa6pcuXKaS7YMHDjQoGSOJ0+ePIqIiLjnGMDw8HB5enpmcyoAQE53/vz5++5nhRcYLTExUe+++66++OIL+fn5pRqeMXPmTIOS2Q6FOgCrjB8/XqGhoXJxcdG///6bYp/JZKJQt0LdunW1dOlSDRs2LM3977//vurUqZPNqQAAOV3jxo1TfRF/N2eYqAuOLSYmRo0aNTI6RpZijDoAqzzxxBPauHGjSpQoYXQUh3fq1Cm9+OKLeuqpp/Tyyy+rVKlSSkpK0vHjx7V48WIdOnRIX331lUqVKmV0VABADnLy5MkUPycnJ+v06dNavXq1unfvrnr16hmUDMg5KNQBWOWFF17QZ599pkKFChkdxSmEhIRo8uTJ+uOPPyxXL8xms2rVqqW33377vmPYAQDITpcvX1bv3r21fv16o6Mgh1u3bt1997dv3z5bcmQlCnUAVgkKCtKqVavUpk0bFSlSJNWYoPr16xuUzLFdu3ZNYWFhMplMKlGihAoUKGB0JAAAUoiKilLDhg118OBBo6Mgh/vf882kpCRFRkbK29tbxYsXd4ovkyjUAVjlfrO9m0wmxq0BAODgPvzww1TbYmNjtXfvXuXNm1crV640IBVwfzdu3NBHH32kihUrckUdAAAAgHN59dVXU21zd3dXQECAevXqpWLFihmQCniwW7duqXnz5tqxY4fRUTKNWd8BWKVv376aP3++0TEAAEAWWb58udERgAwJCwvTjRs3jI5hExTqAKxy/vx5HTlyRBUrVjQ6CgAAyALXr1/XvHnzNHr0aEnSihUrtHr1agUEBGjs2LEqXLiwwQmR03Xs2DHVEoKxsbE6efKkmjVrZlAq26JQB2CVp556SoMGDVLlypVVvHhx5cqV8m3kXmuCAwAAxzB27FglJSVJkoKDg/XBBx9owoQJOnLkiKZMmaKPP/7Y4ITI6Ro0aJBqW+7cuRUQEKAmTZoYkMj2KNQBWOXQoUPy9fXV1atXdfXq1RT7/vebTQAA4Hh+//13bd26VZK0adMmNW3aVO3bt1fz5s3VuHFjg9MB0sCBA42OkOUo1AFYhXFrAAA4t+TkZHl7e0uSdu/erQEDBkiS3NzcFBsba2Q0QNLtoZiLFy/W6dOnFRcXl2r/smXLDEhlWxTqAKz277//asuWLTp37pwkqWTJkmrVqpX8/f0NTgYAADKrYsWKmjNnjtzd3RUeHq5GjRpJkoKCglSqVCljwwG6fUU9OTlZtWrVkru7u9FxsgTLswGwSlBQkN588009/vjjKlGihCTp1KlTOn78uBYvXqwaNWoYnBAAAGRGaGioJk+erKioKA0cOFANGzZUZGSkmjVrpo8//li1a9c2OiJyuKpVq2rXrl3y8vIyOkqWoVAHYJWWLVtq4MCBatmyZYrt33zzjVatWqWvvvrKoGQAACArxcXFOe3VSziW3r17a8SIESpXrpzRUbIMhToAq1SpUkUHDhyQq6triu2JiYmqU6eO9u/fb1AyAABgCzdu3NBXX32lEydOpDn+d+bMmQakAv5z6dIlvfbaa6pcubKKFCmSakJjZ5hsjjHqAKxSvHhxHTp0SNWqVUux/ejRoypUqJBBqQAAgK0MHTpUf//9t6pXry5PT0+j4wCpjB8/XqGhoXJxcdG///6bYp/JZKJQB5DzdO3aVa+//rratGmj0qVLS5JOnjypjRs3qk+fPganAwAAmXXgwAFt3rxZRYoUMToKkKY9e/Zo06ZNlvmSnBGFOgCrdOrUSYULF9bXX3+tP/74Q/Hx8SpRooQmTpyYatw6AABwPEWLFnXqSbrg+MqUKeP0r1HGqAN4oEWLFql3796SpPnz56tv374GJwIAAFll586dCgoKUu/eveXn55dq/G/u3LkNSgbcFhQUpFWrVqlNmzYqUqSIXFxcUuyvX7++Qclsh0IdwANVq1ZNs2bNUokSJdSuXTtt2LBB93rrYH1VAP/X3t0HRVn9bxy/FlAhUWvNRAlkcwisDCExBcqHdHLQxJpmIssJR8lIyyKzUgtHTR1GdJoYCxXGzBp7stEsc9BQkx4MIaOSJiGdJREasQUBXR7294fTfkOw9NfCvYvv11967nN2rwUG5nOfc58DwLMNHz5cDQ0Namlpaff60aNHOzkR0No/7fZuMpm6xM8ohTqAf/Xqq6/q7bffdt5Rv/jXhslkksPh6DK/GAEAuJodOnToH6+PGDGik5IAVy8KdQCXxWaz6ezZs5o4caI+//zzS/YLDAzsxFQAAKCjNDY2qqqqSiaTSf37929zNCtgtNOnT7d7hODAgQMNSONaFOoArsjx48cVEhJidAwAANBBampqlJaWpj179qipqUmS1KNHD02ePFkvv/yyevToYXBCXO0+/vhjrVy5UrW1ta3au9IKTwp1AFfk5MmT2rhxo0pLS9u9g7l161YDUgEAAFdJTU1VVVWVkpOTNWjQIElSaWmp3nzzTQ0bNkyLFi0yOCGudrGxsXr00Uc1duzYdjc3vOmmmwxI5VoU6gCuSGJiohoaGhQXFyc/P7821+fOnWtAKgAA4CrR0dHavXu3zGZzq/bKykolJiYqLy/PoGTABTExMTpw4IB8fLruaeNd95MB6BC//PKL9u/fr969exsdBQAAdABvb+92b8b37t1b9fX1BiQCWktKStKGDRuUnJzcZYv1rvmpAHSYkJAQ2e12o2MAAIAOEhUVpaVLl+r55593zqpXV1dr9erVGjp0qMHpgAurPlJTU5WVlSWz2ew8megve/fuNSiZ67D0HcAV+eqrr7R582ZNmzZNgYGB8vLyanWdc9QBAPBslZWVSklJ0dGjR50r6GpqajR48GCtW7dOwcHBBifE1W7ChAmyWCyKjY1td3PDxMREA1K5FoU6gCsSHh7epo1z1AEA6HpKSkpUXl4uu92uoKAgZtPhNqKiovTNN9+0u5FcV8HSdwBXpCssJQIAAO2z2+2qrKxUUFCQwsPDnTfoi4qK1NzczFnqcAuTJ0/W119/rdGjRxsdpcNQqAO4IoGBgUZHAAAAHcBms2natGmKiIjQihUrWl1btmyZevbsqezs7C49iwnP4OPjoxdffFGDBg3SgAED2jyKmZGRYVAy16FQB3BZ1qxZc1n9UlNTOzgJAADoCJmZmTKbzVq8eHGba++8846Sk5O1YcMGzZkzx4B0wP80NDRozJgxRsfoUDyjDuCyTJ8+/V/7mEwmbd68uRPSAAAAVxs/frwyMzPb3Y9Gko4eParU1FTt2rWrk5MBVx8KdQAAAACKjIxUYWFhm6Ou/uJwOBQVFaWioqJOTga0deDAAe3atUvl5eUymUwKDg7W1KlTNXz4cKOjuYTXv3cBAAAA0NVdc801OnPmzCWvV1VVyc/PrxMTAe17++239fTTT6uhoUFRUVGKjIyUzWbTjBkzlJuba3Q8l+AZdQAAAAAaNWqUNm3adMn9ZtLT0zVy5MhOTgW0tWnTJr355pttfh6//PJLrV69WhMmTDAometQqAMAAADQnDlz9OCDD8pqteqRRx6RxWJRc3Ozjh07ppycHB05ckTvv/++0TEBVVdXKzo6uk17TEyMysvLDUjkehTqAAAAAGSxWLRlyxYtW7ZMjz76qPNZdYfDoREjRmjLli2yWCwGpwSk4OBg7d+/X+PGjWvVfvDgQQ0cONCgVK7FZnIAAAAAWqmurpbVanVu0nXttdcaHQlw2rNnj5555hnFxMRo8ODBkqSysjLl5+dr+fLlmjp1qrEBXYBCHQAAAADgUUpKSrRt2zaVl5fLbrcrODhYU6ZM0bBhw4yO5hIU6gAAAAAAj+JwOHTu3DnnSQR//vmnevXqJW9vb4OTuQbHswEAAAAAPEZJSYnuuece5eXlOdu2bdum8ePHq6SkxMBkrsOMOgAAAADAYzz88MOKi4vTzJkz5evrK0my2+3atGmT9u3bp3fffdfghP8dhToAAAAAwGNERUXpu+++a7PMvampSdHR0SoqKjIomeuw9B0AAAAA4DFuuOEGFRYWtmnPz8+X2Ww2IJHrcY46AAAAAMBjpKSk6PHHH1dMTIxuvPFGtbS06LffftOhQ4e0evVqo+O5BEvfAQAAAAAe5ccff9T27dtltVplMpkUFBSkBx54QOHh4UZHcwkKdQAAAAAA3AjPqAMAAAAAPEZzc7PWr1+v+Ph4RUdHS5Lq6uq0dOlSnT9/3uB0rkGhDgAAAADwGKtWrdKnn36q2bNnOwvzxsZGlZaWauXKlQancw2WvgMAAAAAPEZMTIw++OADBQYGKiIiQkeOHJEk/fHHH7r//vt18OBBgxP+d8yoAwAAAAA8RmNjowICAtq0+/n5qa6uzoBErkehDgAAAADwGLfeeqtycnJatTU0NGj16tW67bbbDErlWix9BwAAAAB4jJKSEs2aNUuSdPr0aYWGhspqtcpsNmvdunUKCwszOOF/R6EOAAAAAPAo586dU15enqxWq3x9fRUcHKy4uDj5+PgYHc0lKNQBAAAAAHAjXeN2AwAAAACgy4qLi7vsvl1h13cKdQAAAACAW3vuueeMjtCpWPoOAAAAAPBIZ86c0XXXXWd0DJfjeDYAAAAAgMeoq6vTK6+8omHDhumuu+6SJP3555+aPXu2qqurDU7nGhTqAAAAAACPsXTpUlmtVm3cuFFeXhdK2m7dusnf31/Lly83OJ1r8Iw6AAAAAMBj7Nu3T7t27ZLZbJbJZJIk9ezZU2lpabr33nsNTucazKgDAAAAADyGyWSSv79/m/bm5madP3/egESuR6EOAAAAAPAYkZGRSk9P17lz55xtv//+uxYtWqQRI0YYmMx12PUdAAAAAOD2KioqNGDAAJ08eVJPPvmkjh07pqamJvXs2VP19fWKjIxURkaGBgwYYHTU/4xCHQAAAADg9iIiInTkyBHn/4uLi2W1WtWjRw8FBwcrNDTUwHSuxWZyAAAAAAC3d/Ec89ChQzV06FCD0nQsnlEHAAAAALi9v3Z4vxqw9B0AAAAA4PaGDBmiiIiIf+23devWTkjTsVj6DgAAAABwe15eXoqLizM6RqdgRh0AAAAA4PYu3kyuK+MZdQAAAACA27ua5pgp1AEAAAAAbi86OtroCJ2Gpe8AAAAAALgRZtQBAAAAAHAjFOoAAAAAALgRCnUAAAAAANwIhToAAAAAAG6EQh0AAAAAADfiY3QAAADQ2unTp5Wdna28vDxVVFTI29tbAQEBGjt2rGbPnq1evXo5+44bN07x8fGaP39+q/EbN27UF198oVOnTql79+4KCQlRQkKCpk2bJi+vC/fpW1patGnTJu3cuVNWq1UNDQ3q27evxowZo3nz5slsNl8y43fffafs7Gz9+OOPstls6tGjhyIiIjRr1iyNGjXKZV+LLVu2KD4+/h+zAADQ1TCjDgCAG7FarUpISFBpaanWrFmjwsJC5efn65VXXlF+fr4SExNVX1//r+OPHTum1157TUVFRcrLy1NSUpIyMzM1b948Z9/09HTl5ORowYIFOnjwoI4cOaKsrCwVFxcrOTn5ku9RXFysGTNm6Pbbb9eOHTtUXFys3bt3KywsTLNmzdLPP//skq9FTU2NVqxYoTNnzrjk9QAA8BTMqAMA4EaWLFmi6667TuvWrZO3t7ckydfXV3feeaeys7P13nvvqa6uTtdcc80lx/fp00dvvPGGfHwu/Jn39/fXpEmT1L9/f+3cuVM2m019+vTR/v37NW7cOI0cOdI5Pjw8XBkZGfrll19kt9vVvXv3Nu/x9ddfy8vLSykpKTKZTJKkvn376vnnn9fNN9+s3r17O/vm5uZq/fr1Ki0tVbdu3XT33XfrpZdecs6Qnz59WqtWrdKBAwckScOHD9fChQtVW1urBx98UM3NzUpISFB8fLzS09N18uRJrVy5UkVFRaqtrVVYWJjmzZun2NhYSdL06dM1ePBgVVRU6Ntvv9XevXvVt2/f//ptAQCgUzGjDgCAm6iurlZ+fr5mzpzpLNL/zmw2KyUlRf369fvH8UlJSc4i/e+GDx/uLOQl6eabb1Zubq727t2rpqYmZz+LxaKJEye2W6RLUlhYmM6fP6+MjAxVV1c7200mk6ZOnaobb7xR0oWCPjU1VUlJSTp06JC2b9+uqqoqzZ071zlm7ty5stls2rVrl/bu3Stvb2898cQTCgsLU3Z2tiRp+/btSk9PV1NTk2bMmCGHw6EdO3bo22+/1ahRozR79mwdP37c+Zq7d+/W5MmTdfjwYYp0AIBHolAHAMBNWK1WORwOWSyW/zQ+NDT0svqnpaUpMjJSc+bM0YgRIzRz5kxlZmaqpKTkH8eNHj1aCxYs0NatWxUbG6upU6dqyZIlys3NVWNjo7Pfli1bNGbMGE2aNEk+Pj4KCAjQ/PnzdfjwYVmtVpWUlKiwsND5PLy/v78WLVqklJQU2e32Nu/75Zdf6vjx41q8eLHMZrN8fX311FNPqVevXtq5c6ezX79+/XTfffe1e7MDAABPwNJ3AADcxF/LyC+eDX/sscdUWFgoSXI4HJoyZYpWrFhxyfHdunW7rPczm81at26dKisrVVBQoKKiIn322Wd6/fXXNWXKFKWnpztf82IzZ87U9OnTdfjwYX3//fcqKCjQs88+q4CAAG3YsEEWi0VlZWU6ceKEhg4d2mqst7e3ysvLZbPZJElBQUHOa/3791d8fHy773nixAn16dNHAQEBzjYfHx8NGjRIVqvV2RYcHHxZnx8AAHdFoQ4AgJuwWCzy9vZWcXGxbr31Vmf7W2+95fz3iy++qJaWlnbHh4SEyMvLq834f9O/f39NmjRJkyZNkiR99NFHWrhwoRISEhQXF3fJcd27d9eoUaOcu7xXVFQoMTFRmZmZysjIkK+vrx566CGlpaW1Oz43N1eSLvl5LtbeLLt04ebF328oXO6NCgAA3BVL3wEAcBO9evXS+PHjlZWVpXPnzrXb55+K2t69e2vMmDHKyspSQ0NDm+tHjx7V+PHjZbVa9fvvv2vJkiWqqKho02/s2LGS1Or5879bv369duzY0aZ9wIABCg8Pd46zWCz66aefWvVpaGhQVVWVpAs3FiSptLTUef2PP/5Qdna2amtr27x+SEiIbDabTp065Wyz2+06fvz4//txAQAA3BGFOgAAbmTx4sXy8fFRUlKSCgoK1NTUpObmZv36669auXKlPvvsMw0bNuyS4/+avX7ooYdUUFCg5uZmnT17Vp988olmzJih2NhYBQUFqV+/fvrmm2/0zDPP6Pvvv5fdbldLS4tOnDih5cuXy2w266677mr3Pex2u9LS0rRt2zbn8vWamhq9//77+uqrr5SQkCBJSkpK0g8//KCcnBzV19frzJkzWrx4sZKSktTS0qLQ0FBFR0dr7dq1qqysVF1dnTIyMvTRRx/J399ffn5+kqSysjLV1tZq9OjRGjhwoJYtWyabzab6+nqtXbtWdrtd9913nwu/CwAAGMvkcDgcRocAAAD/U1NTo5ycHO3Zs0fl5eUymUy64YYbNHLkSD388MMKDw939h03bpzi4+M1f/58Z1t1dbU2bNigL774QqdOnZKvr69CQ0OVmJioyZMnt+qXlZWl/fv3q7KyUk1NTbr++us1cuRIPfnkk62eHb/Yhx9+qG3btqmsrExnz56Vn5+fhgwZounTp2vChAnOfp9//rneeOMNlZWVqVu3boqLi9MLL7ygwMBASZLNZtPSpUu1b98+eXt764477tDChQsVFBSkxsZGJScnq6CgQLGxscrKylJZWZlWrVql4uJitbS06JZbbtGCBQs0ZMgQSReOZ7v++uu1du1al30/AADobBTqAAAAAAC4EZa+AwAAAADgRijUAQAAAABwIxTqAAAAAAC4EQp1AAAAAADcCIU6AAAAAABuhEIdAAAAAAA3QqEOAAAAAIAboVAHAAAAAMCNUKgDAAAAAOBGKNQBAAAAAHAjFOoAAAAAALgRCnUAAAAAANzI/wH20NzZDp9GNwAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "By examining the boxplots, we can make the following conclusions:\n",
        "\n",
        "**Current Price:**\n",
        "* The Consumer Discretionary, Health Care, Information Technology, and Real Estate sectors have the highest median current prices, while the Energy sector has the lowest median.\n",
        "* The Telecommunications Services and Utilities sectors have the least variability in current prices, as indicated by the narrow interquartile range.\n",
        "\n",
        "**Price Change:**\n",
        "* The Energy sector has the most negative price change, with the lowest median and highest lower quartile value.\n",
        "* The Financials and Health Care sectors have relatively higher price change, as shown by their higher median values.\n",
        "\n",
        "**Volatility:**\n",
        "* The Energy sector exhibits the highest volatility, with the widest interquartile range and the highest maximum value.\n",
        "* The Consumer Staples and Utilities sectors have the lowest volatility, as indicated by their narrow interquartile ranges.\n",
        "\n",
        "**ROE (Return on Equity):**\n",
        "* The Consumer Discretionary and Health Care sectors have the highest median ROE values, indicating better profitability.\n",
        "* The Energy and Telecommunications Services sectors have the lowest median ROE values, suggesting lower profitability.\n",
        "\n",
        "**Cash Ratio:**\n",
        "* The Real Estate sector has the highest median cash ratio, indicating a higher ability to cover short-term obligations.\n",
        "* The Consumer Discretionary sector has the lowest median cash ratio, suggesting a relatively lower ability to cover short-term obligations.\n",
        "\n",
        "**Net Cash Flow:**\n",
        "* The Information Technology and Real Estate sectors have the highest median net cash flow values, indicating positive cash flow.\n",
        "* The Energy sector has the most negative net cash flow, as shown by the lowest median value and the highest lower quartile value.\n",
        "\n",
        "**Net Income:**\n",
        "* The Health Care sector has the highest median net income, indicating higher profitability.\n",
        "* The Energy sector has the lowest median net income, suggesting lower profitability.\n",
        "\n",
        "**Earnings Per Share (EPS):**\n",
        "* The Energy sector has the highest median EPS value, indicating higher earnings per share.\n",
        "* The Consumer Discretionary sector has the lowest median EPS value, suggesting lower earnings per share.\n",
        "\n",
        "**Estimated Shares Outstanding:**\n",
        "* The Real Estate sector has the highest median estimated shares outstanding, indicating a higher number of outstanding shares.\n",
        "* The Telecommunications Services sector has the lowest median estimated shares outstanding, suggesting a lower number of outstanding shares.\n",
        "\n",
        "**P/E Ratio:**\n",
        "* The Energy and Telecommunications Services sectors have relatively higher P/E ratios, indicating higher valuation compared to earnings.\n",
        "* The Financials and Industrials sectors have relatively lower P/E ratios, suggesting lower valuation compared to earnings.\n",
        "\n",
        "**P/B Ratio:**\n",
        "* The Energy and Telecommunications Services sectors have relatively higher P/B ratios, indicating higher valuation compared to book value.\n",
        "* The Consumer Staples and Utilities sectors have relatively lower P/B ratios, suggesting lower valuation compared to book value.\n",
        "\n",
        "*Overall, analyzing the boxplot charts and considering the removal of outliers helps in identifying the range, central tendency, and dispersion of each variable within the different GICS sectors. It provides insights into the variations and characteristics of the sectors' financial metrics.*"
      ],
      "metadata": {
        "id": "19BVmmR4-AeX"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-_mfWBWrxovx"
      },
      "source": [
        "**Let's check the stocks of which economic sector have seen the maximum price increase on average.**"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "labled_barplot(data=df, feature='Price Change', fmt=\"{:.1f}\", rnd=2,\n",
        "                    title='Average Price Change by GICS Sector',\n",
        "                    figsize=(10, 5), ylabel='Price Change',\n",
        "                    groupby='GICS Sector', orient='v')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 495
        },
        "id": "y_tMqP48Pl78",
        "outputId": "bca94a4e-bbe3-408e-8812-d01ad663cd87"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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iYggNDU3z3z+HdqclJda0pmCkR548efjqq68oUKAAJ06coHPnzri7uxMQEMDXX3/N4cOHiY+PfyFtGgwGfvzxRywsLBgyZIjJXXALCwsGDhwImH6nrV69mqSkJNq1a0fu3LlN6vfv358PP/zwqfPxz58/z7lz5yhRooTJyCN4OMog5bO6YcOGVPu6uLhgb2+fjl4RkfTQMHsREXlpLFu2DIB3333XpPydd97h559/ZtmyZSarrDs5OeHo6Mj58+e5fPmyMQG7ffs2hw8fplixYsYE6cyZMyQlJeHg4JDmEPJChQphZmaW5jPG0xombWFhYTK/NSYmhjt37hjn3dva2nL37l3jnNXQ0FDi4uIoUqQIRYoUSdVeynDuR506dQqAYsWKGZOQR6UMeQ0KCqJFixaptqflwYMHqdqKjIzk7NmzzJ49m4SEBAYMGICdnV2qfStVqpSuY6T0YYUKFVJta9iwocl7mFHneP/+fYAMWbTvzTffTFWWspL3o/OV8+TJYzLE++7du9y7dw+DwWBMLB+X2KV1jJQkKuUzExcXR2hoKObm5ml+Br28vFi1apVJWUp/lixZMs3+LFmyJECan/PHSWset7m5Oa+//jrHjx/nr7/+wt7enrfeeot8+fJx5MgRQkNDjUnbsWPHCA8Pp2HDhml+rh71tPdx27ZtDB48OM1tO3bseGqimNK+jY3NE+s9SfXq1dm+fTsrV65k27ZtnD59mv379xsv1uXOnZu3336bPn36pHuhuudpMyQkhNu3b1O0aFFiYmKIiYkxadPMzIx8+fJx5coV7t69S968eY3ve1rTZGrUqJGupzuktOHi4pLmNIjKlSsDpLlmxIt+tJ7Iq07JvIiIvBSOHj3KxYsXcXFxSTWXtVatWpQsWZIDBw5w5coVSpcubdzWvHlzpk6dypYtW/jwww+Bh3fqk5KSaN68uXFO9K1btwD47bffaNCgwWPjuHfvHnFxceTMmdNYVqBAgTTr/v3338yYMYPdu3dz586dJ55fVFTUE9t6dB52itu3bwPw+eefGxecS0vK3f/02Lt372PPv2jRoowfP/6xC1M9LvZ/Sok7Pc9xz6hztLW1BR4ma0lJSVhYWKQr1rSk9QiulM+R4R+L9x0/fpxZs2Zx/PjxZ7ojW7BgwVRlKYlRyjGioqIwGAzkzp3bOFLlUU/6zCxevNi4hkBanuUzk1as8H/v7927dwGwsrLC19eXpUuX8tNPP/Hxxx8DsGnTJoB0PVItpe/v3buX5nZ3d3dmzZplUjZjxow0Fw5Mi62tLVFRUdy5c+dfPWrN1taWLl260KVLF+Li4ggKCuLEiRPs2bOHEydOsHjxYvbs2cPq1avTndA/a5sp32lhYWFP/E4DuHnzJnnz5n2m383HSWnjcRdmUsojIyNTbUvvd4iIpI+SeREReSmkLHx38uTJVMOtH7V8+XKGDBlifN2sWTOmTZtmksz/c4g9/F+iVKlSJXr16vXEWP6ZCKa1INXt27dp06YN4eHhVKlShaZNm1KkSBFj0jV48GDjXUD4vwTtcQt6PWmhr4CAgCc+yz2tO/2P4+LiQteuXU3KLC0tKVasGI6Ojk+MI70Jckobz5Lc/ttzzJ07N0WLFiUsLIxz586leec7ox07dozOnTuTmJhI48aNqV27Nvnz58fCwoK///6b8ePHZ8hxnucz06pVK5MREP/0LI82S2uRQPi/z/Sj21u3bm1M5nv37k1SUhK//PILBQoUwMvL66nHShn+fuHCBZKTk1Mdu1ixYhQrVsyk7Pvvv0/3uZQrV44TJ07w+++/U6pUqXTv9yQ5c+bEzc0NNzc3unfvzpUrV+jRowfBwcEsWrTIeFEjo9tMef+LFy/OiBEjntheypSO5/nd/KenLUqYMoUmrXqPW9xPRJ6PfqNERCTLhYeHs337dmxsbGjcuHGadQwGA+vXr2fNmjX069fPmDSXKFECNzc3jh07xpUrV8iVKxfHjx+nUqVKJo+renR18yclOem1Zs0awsPD8fDwYMGCBSZ/pCYmJqaav5uSPKXcxfyn69evpypLWe25ePHiGRIzPEyKM6qtxylUqBDXr1/n9u3bj72rmyIjz7F27dqsWbOGDRs2PDWZT0xMZP369fj6+pqMwngW8+fPJzExkY8++si45kKKjHg+d8pog5iYmDRXOX/SZyZ//vwZ9j6ndYcVMI5GefQur7OzM46Ojly8eJFTp05x9+5dIiMj6dixY7rWWyhVqhRlypTh8uXL7Nmzh/r162fIOaSoXbs2J06cYMOGDY/9rnnU2rVradiwofG9gIffRU9KaEuXLk2PHj0YOnQoZ8+eTVdcz9NmynfagwcP0v1eFypUiMuXLxvvrj+PlDvvKSMD/iml7af97ovIv6cF8EREJMutWLGChIQEmjVrxqRJk9L8N3nyZGrXrk1UVJTxznuKlIXwduzYwdatW0lOTja5Kw8P78hbWlpy8eJFbt68mSqGpKQk4+Jb6XH16lXg4bzlfyZZx48fT/V851KlSmFhYcGNGzeMQ+4ftXv37lRlVapUAeDAgQNpxnDz5k2Tu/8vC2dnZwCTZ1Kn2Lp1K7169TIOvc7Ic/zggw8wMzNj2bJlT32W+dy5cxk2bJjJI/KeVcpnIK3nvB88ePC5202RO3duChcuTFJSEn/++Weq7U/6zDzu+FFRUWl+/p4kZR7+o5KSkox9/M9pMW+//TbwcHj9+vXrAfDz80v38VIWUPv8889TzQP/p/j4+MdebEhLmzZtsLa2Zvv27Y/9zKX46aefGDJkiHEkS1JSEp07d6ZatWppvh+PSrmY97Q1HP5Nm/b29hQqVIioqKjHXjS4cuWKyesn/W4eP36cXr16PXF6xqNtnDhxwngX/lEnTpwwqScimUfJvIiIZKnExERWrFgBPPxD+0nee+894P8WykuRssr67t272bFjBzly5KBZs2YmdWxtbfHx8SEhIYEZM2akmvv87bff0rBhQ7766qt0xZ0y1Pefc3UvXbrE+PHjU80nzpUrF9WqVSM5Odk4pSDFtm3bjH8AP6pJkybkzp2b3bt3c/ToUZNt0dHRfPjhh7i7u3Pp0qV0xfyipKxq/sMPP5gk4nFxccyaNYsdO3YYF2LLyHOsWLEi3bt3Jy4uDn9//zQTlvj4eL766itmzpxJ/vz5GTBgwHOf5+M+A7t37zau5H337t1Un7Vn4enpCcD//vc/k/LTp0+n+RSHlPUlLly4wNq1a022JSQkMHToUGrWrJlqscUn2bNnT6oF89asWcO9e/d48803Uw17b9GiBZaWlvz888/s3LmT8uXLP9O0h/fee4+6dety6dIlunTpkiohTXH+/Hk6d+7MH3/8QfHixdM1B75w4cIMHz4cg8FA7969U10YBIy/oyNGjCBnzpx8+umnwMNpJiVKlOD+/fsMGDCAsLCwNI/x999/8+233wLQtGnTJ8bzb9tMWd9i2rRpJCQkmOyzceNGGjVqZDItyc/PD3Nzc9auXUt4eLix3GAwMHfuXHbs2GFyRz1lBNSjF4CcnJyoXLkyN27cSPVdHB0dzcKFC4H/u6gjIplHw+xFRCRLbd++nbCwMCpVqvTUP/i9vb0pXLgwJ0+e5Pz588bV0vPly0fdunXZu3cv8DABSmuI59ChQzl9+jSrVq3i4sWL1K1bl6SkJI4fP86xY8coV64cHTp0SFfczZo1Y+7cufz000/Ex8dTvnx5QkJC2Lx5M4MHD2bPnj3s2rWLCRMm0LRpU95//3169+5Nly5dmDlzJufPn8fJyYnLly+za9cuevTokepCQv78+Rk3bhyDBg3C39+fpk2bUq5cOSIiIti6dSvh4eF06dLlsY/xyir169fHz8+PtWvX0rp1a3x8fICHd+WDg4Np3bo1VatWBTL+HPv164e5uTnz5s3jgw8+oGrVqri5uZE7d26uX7/Onj17CAsL4/XXX2f27NmUKFHiuc/z7bff5tChQ4wdO5azZ89iZ2dHUFAQR44cYdGiRfj7+3Pv3j2GDx9O48aNqVev3jMfo1u3bmzdupVVq1YRFhZGlSpVuHnzJhs3bqRXr1588cUXJvVz5MjB559/Trdu3Rg6dCg7duzgjTfe4O7du+zcuZPLly/TuHFjk1X4n6Z169Z06dKFt956i5IlSxIcHMyWLVvIkSOH8fFnj7Kzs6NevXps27YNeLa78vBwrvXXX3/NqFGjWLt2Lb6+vri7u/Pmm2+SK1cuIiIiOHnyJGfOnMHMzIymTZsyYsSIdC9o16ZNG5KTk5k4cSKffPIJs2fPplatWuTPn5+wsDAOHTrE5cuXKVq0KF9//bXJHeYRI0Zw/fp1Dh48SIMGDahTpw4VKlQgV65c3Llzhz/++IODBw+SmJiIv78/b7311lPj+Tdt9uzZk0OHDrF//378/Pxo2LAhOXLk4MyZM+zZs4fChQvTs2dPY/0KFSrQs2dPZs2axdtvv03z5s2xtrZmz549nDlzhlq1atGkSRNj/fLlyxMcHMzw4cOpXr06devWxcvLi/Hjx9OxY0fGjRvHoUOHqFChApGRkezatYtr167Rpk2bdK2RICL/jpJ5ERHJUj/88APwf3fdnyRHjhy0atWKefPmsWzZMj777DPjtubNm7Njxw6AVEPsUxQqVIiVK1eycOFCtm3bxvz58zEYDNjb29OtWze6du1K/vz50xW3g4MDCxcuZPr06ezZs4e9e/fi5OTE1KlT8fb2pkqVKoSEhPDbb79hbW3N+++/j7u7O3PnzmXWrFns2bOHI0eO4OLiwpIlS9Kc/wwP78LZ29uzYMECDh48yKZNm8iVKxcVK1Zk8ODBxikGL5tJkyZRrVo1VqxYweLFi0lKSuL1118nMDAw1aMHM/IczczM+OSTT2jRogXLly/n0KFDrFixgpiYGPLmzUvFihUZOnQojRo1+teLcTVv3pzY2FgWL17MypUryZMnD9WqVWP58uU4OjoyYsQIpkyZwpYtW7C3t3+uZP61117j+++/Z9q0afz666+cOnWKN954g7lz55I/f/5UyTyAm5sbq1evZv78+Rw8eJBdu3ZhaWlJ+fLlGTVqFG3atHnsonZp8fLyomnTpsyaNcs4jaVy5cp8/PHH1KxZM819WrduzbZt27CwsEj3YxMflTNnTiZPnkz79u1Zs2YNx44d47fffiM2NhY7OztKlCjBRx99hI+PD46Ojs/cfrt27fD29mbp0qXs27ePtWvXEh0dTe7cuSlfvjwBAQG0aNECa2trk/1sbGyM3x+bN2/m7NmzHDx4kPj4eGxsbChRogRvv/0277zzTrqHmf+bNq2trY1PLti8eTPff/89iYmJFC1alHbt2tGjR49UIyf69OmDo6MjS5YsYcWKFcTGxlK6dGkGDBhAly5dTD4b/fr14/r165w/f56wsDCqVasGgKOjI6tXr2bOnDkcPHiQ3bt3kzNnTipWrEjfvn0f+x0sIhnLzPBvxn6JiIhIhti8eTP9+vWjXr16fPPNN1kdjmQDv/32G++99x7ly5dn48aNWR2OiStXrtCoUSPq16/P3LlzszocEZFXkubMi4iIvCDXr19n165dhIaGptqWsphYRj0uS14Nt27dYt++fWku6JdSZm9v/6LDeqqUOf7t27fP4khERF5dSuZFRERekOXLl/Phhx8ydepUk/KIiAhWr14NkOGP4pLsbefOnXTt2pUxY8aYPO7w/v37LFmyBEh7Nf2s9Ouvv7J8+XIqVKhgXMBPREQynobZi4iIvCC3b9+mbdu2XLlyBTc3N2rWrElUVBSbNm3i9u3bNG7cON2r6ct/Q2xsLJ06deLUqVNUqFCB+vXrExcXxy+//EJoaCguLi7873//S9cz3DPbvHnz+Pvvv1mzZg0AS5YsoXLlylkclYjIq0vJvIiIyAsUERHBggUL2LVrF9evX8fc3JyyZcvSsmVLOnTogIWFRVaHKC+Z6OhoFi1axNatWwkNDSU5ORkHBwcaN25MQEDAU59l/qI4OztjMBioWLEiQ4YMwc3NLatDEhF5pSmZFxEREREREclmNGdeREREREREJJvRc+ZFssDJkycxGAwvxRxHERERERHJOgkJCZiZmeHi4vJM++nOvEgWMBgMZJcZLgaDgfj4+GwTb3akPs586uPMpz7OfOrjzKc+znzq48ynPs58Gd3Hz5sb6M68SBZIuSPv7OycxZE8XUxMDOfOneP111/HxsYmq8N5JamPM5/6OPOpjzOf+jjzqY8zn/o486mPM19G93FQUNBz7ac78yIiIiLZhI2NDebm+vMts5ibm6uPM5n6OPOpj/87dGdeREREJBswNzfn2vcrCfrzUlaH8sp7vntk8izUx5lPffxkdq+Xo+GkUVkdxr+iZF5EREQkm7j95yXCg85ldRgiIvIS0NgLERERERERkWxGybyIiIiIiIhINqNkXkRERERERCSbUTIvIiIiIiIiks0omRcRERERERHJZpTMi4iIiIiIiGQzSuZFREREREREshkl8/LSGTp0KP369Utz28yZM3nvvfdecEQiIiIiIiKPFxYWxpAhQ6hbty5VqlShbdu2nD59+rH1o6OjGTVqFO7u7rRv355PP/30ifXTomRenom3tzfLli1LVb5s2TK8vb0z/HhJSUl89913/6qNsLAwRo0aRd26dalcuTJ169Zl2LBh/P333xkUpYiIiIiI/FclJyfTo0cPQkNDWb58OUeOHMHX1xd/f39u3ryZ5j79+/cnJCSEtWvXMn/+fN58802mT59OcnJyuo+rZF5ear///jvffvvtc+9/48YN3n77beLi4li2bBm//fYbixcv5v79+7zzzjuP/eUSERERERFJj+DgYM6dO0e/fv0oUaIE1tbWdOzYkddff501a9akqn/69Gn279/P+PHjKV68ODY2NrRr147vvvsOc/P0p+hK5iVTXLt2jQ8//BB3d3eqV6/O4MGDiY6ONm5fv349TZs2xcXFBW9vb5YuXZqqjdOnT9O2bVsiIiJwdnbm8OHDxm3Lli3D09OTqlWrMnny5MfGMWXKFIoVK8bkyZMpWbIkZmZmlClThunTp9OwYUPCwsIAuHr1KgEBAbi7u+Pu7k7//v25e/cuAKGhoTg5ObF06VJq1KjBxo0bAdi8eTMtW7akatWqNGjQgB9//DFD+k5ERERERLKff95Vz58/P0FBQanqHTp0iOLFi7N7924aNmxI586dGT9+PJcvX36m4ymZlwxnMBjo1auX8QO6ZcsWwsLCjEl3SEgIQ4YMYcSIEZw4cYLx48cTGBjI+fPnTdqpXLkygYGBFCpUiKCgIDw8PAC4cuUKd+7cYefOnXz55ZcsXLiQs2fPpoojKSmJHTt20L59+1TbLCwsGDt2LG+++SYAI0aMoEiRIuzbt4+ff/6Z4OBgZs+ebbLP0aNH2blzJ76+vgQFBfHpp58yaNAgfv31VyZPnsykSZM4ceJEhvShiIiIiIhkD2XKlMHR0ZEZM2YQEhJCfHw8Gzdu5MSJE9y+fTtV/evXrxMREcHZs2dZs2YNU6dOJSkpie7duxMfH5/u4yqZl2c2btw4nJ2dTf6NGzfOuD0oKIg//viDQYMGkStXLgoWLMjHH3/M+vXrMRgM2Nvbc/jwYWrVqoWZmRk1a9akYMGCaSbkacmRIwfdu3fHysoKLy8vbG1tCQ4OTlXv9u3bxMTEULZs2ae2OW/ePMaMGYOVlRV2dnbUqVOHM2fOmNTx8/PD1tYWMzMz1qxZQ7169fD09MTCwgI3NzeaNGnCunXr0nUOIiIiIiLyarCwsGDu3LkULFiQd999F29vb06ePEmzZs3IkSNHqvoGg4H4+Hg+/fRT8ubNS8GCBenSpQtXrlzh+PHj6T5u6pZFnmLEiBG0a9fOpGzZsmXMnz8feHjnPSkpCXd3d5M6SUlJREZGYmdnx7Jly1i1ahXh4eHGD3N6r0KVKFHCZC6JtbV1mvuamZkZj/s0Z86cYerUqVy4cIGEhASSkpKMd+0fPW6Kq1evcujQIZydnY1lBoMBT0/PdJ2DiIiIiIi8OkqWLMnMmTNNyj766CNKliyZqm6RIkWwtLTExsbGWFa0aFEAwsPD031MJfOS4XLmzImNjQ0nT55Mc/vKlSuZN28es2fPpnr16lhYWODl5ZXu9lOS9KcpWLAgefLk4c8//6RatWqPrXfnzh26d+9Ou3btmD9/Pra2tsyYMYODBw+a1LOwsDD+bG1tTbt27Rg5cmS64xYRERERkVfTli1bKFeuHI6OjgA8ePCAo0ePMmLEiFR1nZyciIuL4+LFi8b6N27cAMDe3j7dx9Qwe8lwDg4OxMTEEBISYiyLjo4mMjISeDgM383NDQ8PDywsLLh58+YzXYFKLzMzM9566y2+//77VHfnk5KS6NKlC1u2bOHSpUvcv3+fgIAAbG1tgYer6D+Jg4MDFy5cMCm7ceNGukYBiIiIiIjIq2Xt2rWMGDGCiIgI4zPkCxUqRJMmTQgLC8PHx8c4hN7Ly4vXX3+dsWPHEh4ezp07d1i0aBEVK1bE1dU13cdUMi8ZztHRERcXF8aPH8/t27e5e/cuo0ePZvDgwcDDISiXLl3izp07XLt2jXHjxlGiRAnjyvKPsra25t69e4SFhREbG/vMsXzyySfcu3ePgIAAgoODMRgMBAcH07dvX27cuEHNmjWNw/ZPnjxJTEwMixYtIiIigoiICBITE9Ns95133uHEiROsXr2a+Ph4zp07x7vvvsvWrVufOUYREREREcneJkyYQKFChWjcuDFeXl7ExMSwcOFCrKysSEhIIDg4mJiYGAAsLS359ttvyZcvHz4+Pnz00UfY2Ngwf/78Z3o0nYbZS6aYOnUqY8eOpUGDBlhZWVGzZk0mTZoEQLt27Th69CheXl6ULFmSMWPGcObMGWbMmEHhwoVN2vHw8MDe3p6GDRs+8RF0j1O0aFFWrVrFV199RceOHbl79y6FChWiYcOGjBs3jnz58pEvXz769+/P8OHDAXj//feZMmUKH3zwAe+//z7Tpk1L1e5rr73G1KlT+eqrr/jss88oUqQIAQEBNG3a9Dl6S0REREREsjM7O7tUT8NKYW9vn2pUb/HixZk1axaA8fF1/8yFnsbMYDAYniNWEfkXUn5hH11A72UVExPDuXPnqFixoskiHZJx1MeZT32c+dTHmS82Npb1HT4kPOhcVociIpLtFXGuyHurFj3Xvhn9/7znzQ00zF5EREREREQkm1EyLyIiIiIiIpLNKJkXERERERERyWaUzIuIiIiIiIhkM0rmRURERERERLIZJfMiIiIiIiIi2YyeMy8iIiKSTdi9Xi6rQxAReSW8Ct+nSuZFREREsoHk5GRKdnoXz7Jlsba2zupwXkmxsbEEBwdTVn2cadTHmU99/N+hYfYiIiIi2URMTAzJyclZHcYrKzk5WX2cydTHmU99/N+hZF5EREREREQkm1EyLyIiIiIiIpLNKJkXERERERERyWaUzIuIiIiIiIhkM0rmRURERLIJGxsbzM3151tmMTc3Vx9nMvVx5lMf/3fo0XQiIiIi2YC5uTmJu3Zw8n9XszqUV97JrA7gP0B9nPle9j62tXfAuVfvrA4jW1MyLyIiIpJNRIde5e5ff2V1GCIi8hLQ2AsRERERERGRbEbJvIiIiIiIiEg2o2ReREREREREJJtRMi8iIiIiIiKSzSiZFxEREREREclmlMyLiIiIiIiIZDNK5kVERERERESyGSXzIo9Ys2YNtWvXzuowRERERETkGVy6dInevXtTu3ZtXF1d8fPzY+3atWnWHTFiBM7Ozqn+OTk5cfTo0Rcb+L+QI6sDkNQuXbrErFmzOHToEPfv36dgwYJ4e3vTu3dv8ufPn9XhvXCLFi1i9erVhIaGkpycTPny5fnwww9p2LAhACEhIZw9exYfH58sjlRERERERF60pKQk/P39qVq1Khs2bMDW1patW7cyaNAgChcunOpm3bhx4xg3bpxJ2dq1a5kzZw5VqlR5kaH/K7oz/5I5d+4c77zzDsWKFWP9+vWcOHGCWbNmceHCBdq1a0dsbGxWh/hCLVy4kEWLFhEYGMjRo0c5evQobdu25ZNPPuHXX38F4JdffmHr1q1ZHKmIiIiIiGSFiIgIrl+/TqtWrbCzs8PKyormzZtjZ2fH6dOnn7r/zZs3mThxIoGBgeTMmfMFRJwxlMy/ZMaOHYunpyeDBg2iUKFCWFhYULFiRebMmUPVqlUJDw8H4MaNG/Ts2RN3d3eqVatGv379iIqKAuDIkSNUq1aNvXv34uPjQ9WqVQkICODOnTsABAcH07lzZ9zc3KhevTq9e/cmMjISgI4dOzJlyhRjPH/99RdOTk6EhoYC4O3tzbJly+jYsSNVqlShbdu2XL9+nQEDBuDi4kLjxo05c+aMcf9Dhw7Rpk0bXFxcqFOnDrNmzTJumzlzJj169OCTTz7B1dU1zf44cOAA9erVo2rVqlhaWpIzZ07eeecdpk+fTqFChViwYAFTpkxhy5YtODs7k5SUxO3bt+nTpw81a9bEzc2Nbt26cf36dQBCQ0NxcnJi69at+Pr6UrlyZTp06MDNmzfTPP758+fp1KkTbm5ueHh4MG7cOBISEoCHXxofffQR7u7uuLq60rlzZ0JCQp75PRcRERERkedXpEgRXFxcWLFiBTdv3iQpKYnNmzcTExND/fr1n7r/1KlTqV27NjVq1HgB0WYcJfMvkVu3bnHixAk6dOiQaputrS0TJ07EwcEBgF69epEnTx527NjB1q1bCQ8PZ/To0cb6Dx48YNOmTfz4449s2bKFCxcusGLFCgACAwNxdXXl8OHDbN++ncTERObMmZPuOJcuXcrYsWPZsWMHoaGhtG/fntatW3P48GFKlSrF119/DTy84NCrVy/atWvH8ePH+fbbb1m+fDkbNmwwtnXq1Clq1KjBsWPH0jxW2bJl2b59e6q5K2+99RalS5cmICCAli1b4uPjQ1BQEBYWFnzxxRfcv3+fHTt2sGfPHgAmTJhgsv+SJUtYuHAh+/btw8zMjDFjxqQ69oMHD+jatSu1atXi4MGDrFy5kiNHjrBgwQIAvvzyS/Lly8fevXvZv38/Dg4OTJ48Od39KCIiIiIi/56ZmRmzZs3i+vXreHp6UqlSJT799FMmTJhAhQoVnrjvX3/9xcaNG+ndu/cLijbjaM78SyTlrm7ZsmWfWO/cuXOcPXuWb775BltbW2xtbenevTsfffQR8fHxwMN5I127diVfvnzky5ePatWqcenSJQDu3r2LtbU1OXLkIF++fMyePRtz8/Rf16lXr54xxsqVK3P//n3jPBRPT0+WL18OwMaNGylfvjx+fn4AODk50bZtW9atW0fz5s0BsLCwoF27dpiZmaV5rI8//pjQ0FA6duxI4cKFcXV1pU6dOjRp0gRbW9s09/nss89ITEzExsYGgIYNGzJ37lyTOu+//z5FixYFoHPnznzyySckJyeb1Nm9ezcGg4EePXoAUKpUKQICAvjmm2/48MMPuXv3Lvnz58fKysp4QeBZ+lFERERERP69+Ph4unbtSqlSpZg9ezZ58+Zlz549DBs2jLx58+Lp6fnYfefPn4+3tzflypV7gRFnDCXzL5GUhPafSeU/hYaGki9fPgoXLmwsc3BwICEhgbCwMGOZvb298edcuXIZ59v37t2bQYMGsXbtWjw9PWnWrBmVK1dOd5zFihUz/pwzZ06TpDpnzpzGCwpXr14lKCgIZ2dn43aDwWBysaJYsWKPTeQB8uXLx9y5cwkJCeHgwYMcO3aMzz//nGnTpvHdd9+leaXtypUrTJo0idOnTxMbG0tycnKqhQMfjaFkyZLEx8cbpymkCAkJ4datW6nit7KyAqBr16707NmTffv24enpSZMmTahZs+Zjz0VERERERDLe4cOH+f3335k7d67xhl2TJk1Yt24dy5Yte2wyHxcXxy+//JJqMbzsQrcRXyIpQ+j/+OOPJ9ZLSZbT8mhi/Li7xPXq1WP37t307t2bW7du0aFDB5YsWZJm3bQuLPyz3ccdx9raGi8vL4KCgoz/zpw5YzLMPkeO9F1PKlWqFG3atGHKlCns2rWL4sWLpzk1IDk5mR49emBnZ8fWrVsJCgpKcwj9o+dlMBjSPGbOnDkpX758qvhPnDgBgLOzMzt37uTTTz/FYDDQu3dvDbMXEREREXnBUv62/2fukpSU9MQbpfv37yc2NhYvL69MjS+zKJl/iRQoUIAaNWrw3Xffpdr24MEDWrduza+//kqpUqW4c+cOERERxu2XLl0iZ86cxitRTxIZGUnu3Llp2rQpU6dO5bPPPuPHH38EwMrKymTF/KtXrz73+Tg4OHDx4kWTZPnmzZtPvBjxqOjoaMaNG5dqUTlbW1tcXFx48OBBqn0iIiK4du0aHTt2xM7ODoDff/89Vb1Hz+vatWtYW1tToECBVPGHhIRw//59Y1lkZCTR0dEAREVFYWlpSYMGDQgMDGTOnDnGKQYiIiIiIvJiuLq6UrhwYT7//HMiIiKIj49n27ZtHDx4EF9fX8LCwvDx8eH48eMm+/3222+UKlWK3LlzZ1Hk/46S+ZfMp59+yqlTp+jfvz83btwgOTmZc+fO0bVrV6ytralcuTLOzs689tprTJ06lZiYGMLCwpgzZw6+vr5YWlo+sf3Y2FgaN27MunXrSExMJDY2lrNnzxpHBZQpU4ZDhw5x584dbt68+a+SU19fX6Kiopg9ezaxsbGEhITg7+/P999/n679bW1tOX/+PIMGDeLcuXMkJiYSHx/Pvn372LhxIw0aNAAe3kG/fv06d+/exc7ODhsbG06dOkVcXBwbNmzg3LlzREdHmyTly5YtIyIigqioKL7//nu8vLxSDff39PTEzs6OyZMnEx0dzc2bN+nbt69xtf+2bdsyf/584uLiSEhI4LfffqN06dLP3V8iIiIiIvLs8ubNy3fffceDBw9o1KgRrq6uTJ06lTFjxtCsWTMSEhIIDg4mJibGZL/w8PBUN/SyEyXzL5kKFSqwYsUKkpOTadWqFS4uLnzyySd4eHiwcOFCLC0tMTMzY/bs2YSHh1OvXj3ee+89qlSpwqhRo57avrW1NV9++SWLFi3Czc2NevXqcePGDeO+AQEB5MmTh7p16+Lv70+nTp2e+1wKFCjA7Nmz2bFjB9WrV6dDhw7Ur18ff3//dLcxd+5cqlSpQp8+fXBzc6NGjRpMnz6dgQMH0qZNGwCaN29OcHAw9evXJzw8nDFjxjBv3jxq1arFsWPHmDlzJsWKFaNRo0bGdlu0aEGnTp2oU6cOgMmTAFJYWloye/ZsLl26RO3atfHz86NMmTIMGTIEgBkzZrBr1y48PDyoVasWhw4dMnmsn4iIiIiIvBjly5dn7ty5nDhxgjNnzrBlyxbeffdd4OFaYhcuXKBu3bom+0yaNClbj6w1MzxuwrDIKyg0NJQGDRqwefNmXnvttSyLIygoCMBkcb2XVUxMDOfOnaNixYrGJwRIxlIfZz71ceZTH2e+2NhYTo4dxd2//srqUERE/rW8r71GzQmfZ3UYzyWj/5/3vLmB7syLiIiIiIiIZDNK5kVERERERESyGT1nXv5TUubLiIiIiIiIZGe6My8iIiIiIiKSzSiZFxEREREREclmlMyLiIiIiIiIZDOaMy8iIiKSTdjaO2R1CCIiGULfZ/+eknkRERGRbCA5OZkc9RvgUrYs1tbWWR3OKyk2Npbg4GDKqo8zjfo486mP/zs0zF5EREQkm4iJiSE5OTmrw3hlJScnq48zmfo486mP/zuUzIuIiIiIiIhkM0rmRURERERERLIZJfMiIiIiIiIi2YySeREREREREZFsRsm8iIiISDZhY2ODubn+fMss5ubm6uNMpj4WyTh6NJ2IiIhINmBubk6+K2e4/uvOrA7llWYNXP81q6N4tamPn0/OQkUo4fNuVochLxEl8yIiIiLZRFxEOLFhoVkdhoiIvAQ0vkVEREREREQkm1EyLyIiIiIiIpLNKJkXERERERERyWaUzIuIiIiIiIhkM0rmRURERERERLIZJfMiIiIiIiIi2YySeREREREREZFsRsl8Bhk/fjwuLi7Mmzcvq0NJpXHjxqxcuTKrw0i3jh07MmXKlExpe+jQofTr1y9T2hYRERERyQ6OHTuGs7Nzqn8VK1Zk2LBhae6zbds23n77bVxdXalduzaDBg0iIiLiBUcuj8qR1QG8rDp27EiVKlUYOHDgU+tGRUWxePFi5syZg7e39wuI7slCQkI4e/YsPj4+AGzdujXDj3Hs2DH8/f2Nr+Pj47G0tMTMzAyAli1bMm7cuAw/roiIiIiI/DvVq1cnKCjIpCwyMhJfX19atGiRqv6BAwfo168f48ePx9fXl+vXr/Pxxx8zbNgw5s+f/6LCln9QMp8B7t+/D0Dp0qWzOJKHfvnlF86cOWNM5jPDP78AnJycmD17NnXr1s20Y4qIiIiISOYYN24cXl5e1KxZM9W2yMhIPvzwQ1q2bAlAqVKlePvtt/n8888xGAzGG3ryYmmYfTqEhobi5OTEgQMH8PPzo2rVqrRt25bQ0FCCg4Np3Lgx8PBu9OzZswFYvnw5TZo0oUqVKvj4+LB582Zjex07duSLL76gefPmdO/eHXiYDG/atInWrVtTuXJlunfvzo0bNwgICMDFxYXWrVsTGhpqbGPRokU0bNgQFxcXmjRpwi+//ALAggULmDJlClu2bMHZ2ZmkpCS8vb1ZtmwZAMnJycyaNYu33nqLypUr06pVKw4dOmRs19vbm5UrV9K9e3dcXFxo2LAh+/fvf65+W7JkibEPfH192b59u3HbgwcPGDlyJO7u7nh4eDBy5Eji4+ON25OSkhg1ahSurq7UrFnTpP+cnJz45ZdfaNeuHVWrVqV58+b8/vvvxu3Hjx/nvffew8XFBU9PT6ZPn05ycnKaMW7fvp0WLVpQtWpVvL29Wbx4sUmMffv2pXLlyjRu3JhDhw5RqVIljhw5wvDhw/n4449N2lq7di1eXl6PPZaIiIiIyMvoyJEj7Nq1i0GDBqW5vVmzZvTu3duk7OrVqxQrVkyJfBZSMv8MFi9ezDfffMPu3buJiYnh22+/pWzZsmzZsgWAdevW0atXL3bu3MkXX3xBYGAgx48fp0+fPgwaNIgLFy4Y29q0aRPjx4/nm2++MZYtX76cuXPnsn79eg4dOkS3bt0YMGAA+/btIykpie+++w54OMR96tSpzJ49mxMnTtCtWzcGDhzI7du3CQgIoGXLlvj4+BAUFISFhYXJOfzwww+sXLmSr7/+muPHj9O8eXN69erFrVu3jHUWLFhA7969OXLkCDVq1GDChAnP3Fe//PILX3/9NV988QW//vorffv25ZNPPuHvv/8GYNq0afz555/8/PPPbN68mbNnzzJr1izj/hs3buStt97i8OHDvPvuu4wZM4bExETj9m+//Zbx48dz6NAhihQpwvTp0wGIiIgw9sGRI0eYN28eq1atMl7MeNT58+fp27cvffr04dixY4wfP56pU6eyZ88eAKZOncqFCxf45Zdf+N///sf8+fONMfj5+bF7927u3btncs6+vr6Ym+vXSkRERESyj+nTp/PBBx9gZ2eXrvr79+9n2bJl9O/fP5MjkydR1vEM2rVrR9GiRcmfPz+enp789ddfadZbtWoVzZo1w83NDUtLS5o2bUrFihVN5q5XrlyZypUrm1zJ8vX1pUiRIpQpU4Zy5crh7OzMG2+8ga2tLTVq1ODy5csAVKtWjQMHDuDo6IiZmRnNmjUjLi6OixcvPvUcVq1axfvvv4+TkxNWVlb4+/uTK1cudu/ebaxTv359KleujJWVFY0bN+by5cvPfLd51apVvPPOO7z55pvkyJGDRo0aUa1aNTZu3IjBYGDt2rX4+/tjZ2eHnZ0dEyZMoHbt2sb9XV1dqVOnDlZWVvj4+HDnzh1u375t3N6yZUvKlStHrly58Pb2Nr4XGzdupESJErRv3x4rKyveeOMNWrZsyc8//5wqxtWrV1OzZk0aNmyIpaUlNWvWpF69esZRAHv37qVt27YUK1aMIkWKmKwRUL16dQoXLmy8kBMTE8OBAwfSnGMkIiIiIvKyOnLkCGfOnKFz587pqr9y5Up69erF8OHDadKkSeYGJ0+kOfPPwN7e3vhzrly5iIuLS7NeaGgoHh4eJmWlS5fm2rVrxtclS5ZMtV/x4sWNP+fMmZOiRYuavE4Zhp6UlMSsWbPYsmWLSYL76DD1xwkNDeW1114zKXNwcDCJ7dHztLa2JikpiYSEBHLmzPnU9lNcvXqVAwcO8P333xvLDAYDr7/+OpGRkdy9e9fkOBUqVDDZ/9FtKcd99Pwe916kdX6lS5dOM5l/XN0TJ04AcPPmTZPjODs7G382MzOjRYsWbNiwgXfffZe9e/dSqlSpVOchIiIiIvIy27hxIx4eHuTPn/+J9QwGAxMmTGD9+vV8/fXXWivrJaBk/hmkdz7I45LqR/f/5/D3tNp/3HDtWbNm8fPPPzN37lwqVKiAwWDgjTfeyLDYMmKYuLW1NQMGDDC5m50iKioK4Il3+5/W14/bnp7zS2/d5ORkcuT4v1+Rf/aLn58f33zzDWFhYWzbto3mzZs/MWYRERERkZdJcnIyv/zyC3379n1q3bFjx3LgwAFWrlyJg4PDC4hOnkbD7DOBg4MDly5dMim7dOkSpUqVypD2g4KCaNCgAW+88Qbm5uacPXv2uWNLTEzkypUrGRbbo8d5dI0AgL///huDwUD+/PnJmzcvwcHBxm1nz55l3bp1GXLc9Pb90+oWLFjQZMTCPx/fUaZMGSpXrsz69evZvXu3knkRERERyVauXLlCVFRUqtGlp0+fxsfHh5CQEODhotHr1q3ju+++UyL/ElEynwlatmzJhg0bOHXqFAkJCaxZs4Y//vgDX1/fDGm/ZMmSnD9/ngcPHvDnn3/y7bffkidPHsLCwoCHw9KvX7/O3bt3TRaNS4lt6dKl/PXXX8THxzN37lzjivcZqU2bNmzevJndu3eTmJjI4cOHadasGb/99hsArVu35ttvvyUsLIzIyEgCAwP5448//vVxmzRpQkhICD/++COJiYmcPn2an376iVatWqWq26JFCw4cOMCuXbtITExk37597N69Gz8/PwDc3d1Zvnw54eHhhIeHs2jRolRttGzZ0jhCokSJEv86fhERERGRFyU8PByAAgUKmJQ/ePCA4OBg40jWJUuW8ODBA3x8fHB2djb5d+zYsRcetzykYfaZwNfXl2vXrjF48GAiIiIoV64cCxcupEyZMhnSfo8ePejXrx8eHh6UL1+eiRMnUrRoUcaNG4ednR3Nmzdny5Yt1K9fnw0bNpjs6+/vT2RkJN26dePu3btUrFiRxYsXkzdv3gyJLUXt2rUZMmQIY8eOJSIiAnt7e8aMGUPVqlUBGDBgAOPGjaNp06ZYWVnRsGHDVI+7eB4lS5bk66+/5ssvv2TSpEkUKVKEvn37GhP0R7m4uBhXsO/fvz/29vZMmTKFGjVqADB48GD69etHgwYNKFeuHMOHD2fPnj0mw+19fX2ZMGGC7sqLiIiISLbj7u6eajRtWuVp3dSSrGdmMBgMWR2EyMsqPj4eKysrAEJCQmjYsCHbtm0zDi+6evUqfn5+7N27F1tb23S3mzJk/9FF9V5WMTExnDt3jooVK2JjY5PV4byS1MeZT32c+dTHmS82NpbrqxYQGxaa1aGISBawLmpP2Q4fPbWevo8zX0b38fPmBhpmL/IYs2bNolWrVoSHhxMbG8u8efN47bXXjCvc37t3j9GjR9O2bdtnSuRFRERERET+LSXzIo8REBCAq6srLVu2xNPTkytXrvDVV19hbm7Ohg0bqFOnDgUKFODjjz/O6lBFREREROQ/RnPmRR7D2tqawMBAAgMDU21r3ry55smLiIiIiEiW0Z15ERERERERkWxGybyIiIiIiIhINqNkXkRERERERCSb0Zx5ERERkWwiZ6EiWR2CiGQR/f7LPymZFxEREckGkpOTuVP6TcrWK4u1tXVWh/NKio2NJTg4mLJl1ceZRX0sknE0zF5EREQkm4iJiSE5OTmrw3hlJScnq48zmfpYJOMomRcRERERERHJZpTMi4iIiIiIiGQzSuZFREREREREshkl8yIiIiIiIiLZjJJ5ERERkWzCxsYGc3P9+ZZZzM3N1ceZTH0sknH0aDoRERGRbMDc3Bz75ChiT+8mNquDeYUVB2JPX1EfZyL1sSmL3PnIU6lmVoch2ZCSeREREZFsIun+HRLv3s7qMERE5CWg8S0iIiIiIiIi2YySeREREREREZFsRsm8iIiIiIiISDajZF5EREREREQkm1EyLyIiIiIiIpLNKJkXERERERERyWaUzIuIiIiIiIhkM9kymV+zZg21a9fO6jCylLOzMwcOHMjQNo8dO4azszPx8fEZ2u7L5tq1azg7OxMcHJzVoYiIiIiIZJhjx47h7u5Op06dcHd3x9nZGWdnZypWrMiwYcPS3OfgwYO0bdsWNzc36tevz8iRI4mJiXnBkcvzyJFVB/b39+fYsWMAJCUlkZycjKWlpXH7li1bKFmyZFaF99ILCgrKkHZ++eUXnJycKF26NNWrV8+wdp/VunXr+N///sfly5eJi4ujTJkyfPDBB7z77rsZfqySJUtm2XmKiIiIiGSW6tWrc+TIEc6dO0fFihWxsbEhMjISX19fWrRokar+5cuX6dGjB/369WPhwoXcunWLvn37Mnr0aL744ossOAN5FlmWzC9cuND488yZM9m3bx8rVqzIqnD+s7766isGDx5M6dKlsyyGLVu2MHbsWGbMmIG7uztmZmbs3buXgQMHkitXLpo1a5ZlsYmIiIiIZGfjxo3Dy8uLmjVrptr2448/UqpUKfz9/QGwsbGhV69e9OnTh6FDh1KwYMEXHa48g5d2mP21a9f48MMPcXd3p3r16gwePJjo6Og0654/f55OnTrh5uaGh4cH48aNIyEhwbh93bp1NG7cGBcXF9q2bcu5c+eM27Zv306LFi2oWrUq3t7eLF682Lht6NChfPbZZ4waNQoXFxcaNGjAiRMnmDdvHjVr1qRmzZqsWbPGWN/JyYlNmzbRunVrKleuTPfu3blx4wYBAQG4uLjQunVrQkNDgYcXMN577z2T86hdu7axvaFDhxIYGMjEiROpUaMGHh4ezJ8/3+RYe/fuBeDBgweMHDkSd3d3PDw8GDlypHGo/O3bt+nTpw81a9bEzc2Nbt26cf36dQBatGjBH3/8Qa9evRg2bBhHjhzBycmJuLg4AG7cuEHPnj1xd3enWrVq9OvXj6ioKACOHDlCtWrV2Lt3Lz4+PlStWpWAgADu3LkDQHBwMJ07d8bNzY3q1avTu3dvIiMj03z/Dh48iKurK3Xq1MHKygpLS0saNGjAzJkzef311431lixZQpMmTahSpQq+vr5s377duK1jx4588cUXNG/enO7du/Puu+/y9ddfmxxn3LhxBAQEEBoaipOTE3/99ZdJH1WrVg1PT0+mTZuGwWAAICoqioEDB+Lp6YmLiws9e/YkLCwMgOTkZCZNmoSnpydVq1alRYsW7Nu3L81zFBERERF50Y4cOcKuXbsYNGhQmttPnTpFlSpVTMoqV65MUlKSRrJmAy9lMm8wGOjVqxfFixdn9+7dbNmyhbCwMCZPnpyq7oMHD+jatSu1atXi4MGDrFy5kiNHjrBgwQIAzpw5w5gxY/jss884evQonp6e9OrVi6SkJM6fP0/fvn3p06cPx44dY/z48UydOpU9e/YY29+8eTP169fn8OHDlCtXjv79+5OQkMCePXvo2LEjEyZMIDk52Vh/+fLlzJ07l/Xr13Po0CG6devGgAED2LdvH0lJSXz33Xfp7oeNGzdSoUIFDhw4wKBBg5g+fTrh4eGp6k2bNo0///yTn3/+mc2bN3P27FlmzZoFwBdffMH9+/fZsWOH8bwmTJgAwPr16wGYPXs2EydOTNVur169yJMnDzt27GDr1q2Eh4czevRok77ftGkTP/74I1u2bOHChQvG0RWBgYG4urpy+PBhtm/fTmJiInPmzEnzPMuVK8fx48fZvn27SV96enpSoUIF4OF0gK+//povvviCX3/9lb59+/LJJ5/w999/G+tv2rSJ8ePH88033+Dj42OS7APs2LEDX1/fVMcfMWIEAHv27GH58uWsX7+elStXAg8vqsTGxrJp0yb27duHjY2Ncb7Rpk2bOHjwIOvXr+fXX3+lU6dODBkyxORCkoiIiIhIVpk+fToffPABdnZ2aW6/ffs2+fPnNykrUKAAALdu3crs8ORfeimT+aCgIP744w8GDRpErly5KFiwIB9//DHr16833jFNsXv3bgwGAz169MDKyopSpUoREBDAunXrAFi7di0eHh54eHhgaWlJQEAAAwcOJC4ujtWrV1OzZk0aNmyIpaUlNWvWpF69emzevNnYfpkyZahfvz45c+akdu3a3L59m27dumFlZUX9+vW5d++eyQfd19eXIkWKUKZMGcqVK4ezszNvvPEGtra21KhRg8uXL6e7H+zt7WnVqhWWlpY0bdqUpKSkVPsbDAbWrl2Lv78/dnZ22NnZMWHCBOMCgZ999hkzZ87ExsaG3Llz07BhQ86cOfPUY587d46zZ88yaNAgbG1tKVSoEN27d2fHjh3Gu/5JSUl07dqVfPnyUaxYMapVq8alS5cAuHv3LtbW1uTIkYN8+fIxe/Zshg8fnuax3n//fXx8fPj444+pWbMmH374IYsXLzbp11WrVvHOO+/w5ptvkiNHDho1akS1atXYuHGjsU7lypWpXLkyZmZm+Pj4cP78ea5duwY8vKhz8+ZNGjZsaHLsyMhIdu3axYcffoitrS329vZMnz6dihUrcuvWLXbt2kW/fv3Ily8ftra2DBw4kAMHDnDz5k3u3r1Ljhw5yJUrFxYWFrz99tvs37/fZO0HEREREZGscPz4cc6cOUPnzp2zOhTJJFk2Z/5JQkJCSEpKwt3d3aQ8KSkp1VDtkJAQbt26hbOzs7HMYDBgZWVl3O7g4GDclitXLuPd2dDQUF577TWT9kqXLs2JEyeMr4sVK2b8OWfOnNjZ2RnbTvlvyrB0gOLFi5vUL1q0qMnrZ1kp3t7e3iRugNjYWJM6kZGR3L1716Ruyt1sgCtXrjBp0iROnz5NbGwsycnJqa6+pSU0NJR8+fJRuHBhY5mDgwMJCQnGYeZpxZgSX+/evRk0aBBr167F09OTZs2aUbly5TSPZWVlxcSJE+nfvz8HDhzg2LFjfPPNN0yfPp1Zs2ZRq1Ytrl69yoEDB/j++++N+xkMBpNh+I8umFiyZEmcnZ3Zvn07nTp1Ytu2bdSpU4e8efNy9+5dk/NMTk42OQ8XFxfg4bAjAD8/P5N4LSwsuH79Or6+vqxbt466detSu3Zt6tWrh6+vL+bmL+U1MhERERH5D/n555/x8PB44t/+hQoVMk6jTZGSbxUqVCgTo5OM8FIm8zlz5sTGxoaTJ0+mq2758uXZsGFDmtvNzMxS3c1P8bjE2szMzPjzPxOzpyVqj+6bnvqPSkpKeuZ9U+o8Ojw9RXJyMj169KBatWps3boVOzs7Vq5cyYwZM57a7pMuOjypf1LUq1eP3bt3s2fPHnbs2EGHDh0YPHgwHTp0eGy7hQsXxs/PDz8/PxISEvjoo4+YNm0atWrVwtramgEDBhgX50iLhYWFyesmTZqYJPM9e/ZMtc+T+s/a2hqAvXv3Gocb/dOKFSs4ceIEu3bt4quvvmLZsmX88MMP5MjxUv5qiYiIiMh/QHJyMjt37qRv375PrOfi4sKOHTtMyn799Vdy5MhhcrNUXk4v5S1EBwcHYmJiCAkJMZZFR0enuYCag4MDISEh3L9/31gWGRlpXCyvVKlSJs8Tj4+PZ8GCBURGRuLg4GAcFp7i0qVLlCpVKqNPKZWcOXPy4MED4+t79+6luiqWHvnz5ydv3rwm53j27FnWrVtHREQE165do2PHjsZ5Mr///nu62i1VqhR37twhIiLCWHbp0qVUow0eJzIykty5c9O0aVOmTp3KZ599xo8//piqnsFgYOrUqZw+fdqk3NLSEg8PD2MfOTg4cOHCBZM6f//992Mv1AA0btyYEydO8Ntvv3Ht2jW8vb1T1SlZsiTm5uYm/Xf48GF27txp3PbocR8dmRAXF8eDBw9wdXVlwIABbNy4kYsXL3L+/Pmn9o+IiIiISGYJCwsjKirKZMQuwOnTp/Hx8THmWW3btuX69essWLCABw8ecOnSJWbOnImfn99j59nLy+OlTOYdHR1xcXFh/Pjx3L59m7t37zJ69GgGDx6cqq6npyd2dnZMnjyZ6Ohobt68Sd++fZkyZQoArVu3Nq7imJCQwKJFi1i8eDG2tra0aNGCAwcOsGvXLhITE9m3bx+7d+9ONaw6M5QuXZrg4GAuXrxIbGwsM2bMIHfu3M/VVuvWrfn2228JCwsjMjKSwMBA/vjjD+zs7LCxseHUqVPExcWxYcMGzp07R3R0tPHiR86cObly5UqqJwU4Ozvz2muvMXXqVGJiYggLC2POnDn4+vo+dU54bGwsjRs3Zt26dSQmJhIbG8vZs2dNpjukMDMzIzw8nMGDB3P8+HHi4+NJTEzk5MmTLF26lAYNGgDQpk0bNm/ezO7du0lMTOTw4cM0a9aM33777bFxlCxZkkqVKvH555/j5eWVZv/mz5+fBg0aMGvWLKKiovj7778ZOXIkYWFh5MmTh6ZNmzJlyhRu3LhBbGws06ZNw9/fH4PBwPjx4xkyZAi3b9/GYDBw9uxZkpOTKVGixFPfMxERERGRzJJyE/Sfo0sfPHhAcHCwcRSuvb098+fPZ8uWLdSoUYMOHTpQu3Ztk0Wv5eX1UibzAFOnTsVgMNCgQQPeeustkpKSmDRpUqp6lpaWzJ49m0uXLlG7dm38/PwoU6YMQ4YMAaBixYpMmTKFwMBAqlevzs6dO5kzZw6WlpbGCwZTp06levXqfP7550yZMoUaNWpk+vk1aNCAxo0b07ZtWxo1asSbb7753EnggAEDqFy5Mk2bNqVp06aUL1+e3r17kyNHDsaMGcO8efOoVasWx44dY+bMmRQrVoxGjRoBD6/Gff7556keV2FmZsbs2bMJDw+nXr16vPfee1SpUoVRo0Y9NR5ra2u+/PJLFi1ahJubG/Xq1ePGjRuP3TcwMBBfX19GjRqFu7s7rq6ujBw5krZt2xqHBtWuXZshQ4YwduxYXF1dGTt2LGPGjKFq1apPjMXHx4fjx4+nuYp9iokTJ2JjY0P9+vVp06YNPj4+tGnTBoCRI0dSunRpfH19qVOnDn/++SezZ8/GzMyMAQMGYG5uTuPGjXF1dTV+lnQVU0RERESy0htvvMHJkycpW7asSbm7uzsXLlwwWTesevXqrFy5kqCgIA4ePMinn35qXBtMXm5mhieNUxaRTJHy3M7sMBcpJiaGc+fOUbFiRWxsbLI6nFeS+jjzqY8zn/o488XGxhJ7ejeJd29ndSgikoFy5LUjfw2fDGtP38eZL6P7+Hlzg5f2zryIiIiIiIiIpE3JvIiIiIiIiEg2o2ReREREREREJJtRMi8iIiIiIiKSzSiZFxEREREREclmlMyLiIiIiIiIZDM5sjoAEREREUkfi9z5sjoEEclg+r2W56VkXkRERCQbSE5OJtQ8P2Uru2BtbZ3V4bySYmNjCQ4OpmzZsurjTKI+Fsk4GmYvIiIikk3ExMSQnJyc1WG8spKTk9XHmUx9LJJxlMyLiIiIiIiIZDNK5kVERERERESyGSXzIiIiIiIiItmMknkRERERERGRbEbJvIiIiEg2YWNjg7m5/nzLLObm5urjTKY+Fsk4ejSdiIiISDZgbm7Oa0Xykhx1jdisDuYVVraAFaiPM1V26WNzS2usCpbM6jBEHkvJvIiIiEg2kZwQiyH+ZU+BRF4NenievOw0vkVEREREREQkm1EyLyIiIiIiIpLNKJkXERERERERyWaUzIuIiIiIiIhkM0rmRURERERERLIZJfMiIiIiIiIi2cwzJ/O3b9/OjDhEREREREREJJ2eOZlv0KABBoMhM2IRMTF06FD69euX1WGIiIiIiGSItWvX0qRJE5ydnfH29mbBggWPrXv06FE6dOhA9erV8fDwoGfPnly5cuUFRisvu2dO5t3d3fn5558zIxbJRry9valUqRLOzs7Gf97e3kycOJH79+9n+vHXrFmDk5OTyfFT/vn6+j51/6SkJL777rt0H+/s2bMcPHjw34QsIiIiIv9hP//8MxMnTuTTTz/l119/ZeLEiaxatYrffvstVd2LFy/StWtXvLy8OHDgAJs2bSI+Pp5evXplQeTyssrxrDsUL16c8ePHM2/ePBwcHLC0tDTZPnXq1AwLTl5uI0aMoF27dgAYDAb+/PNP+vXrx4MHDxg7dmymH79QoUIcOHDgufb9/fff+fbbb+nSpUu66q9evRobGxtq1ar1XMcTERERkf+2mTNn0qVLFzw9PYEn3yQNDw/n3XffpVu3bgAULFiQ9u3b07NnT8LDwylSpMgLi1teXs98Z/7PP/+kXLly5MmTh8jISMLDw03+yX+TmZkZ5cuXp1u3bmzbts1Yfu3aNT788EPc3d2pXr06gwcPJjo62rh9/fr1NG3aFBcXF7y9vVm6dGmGxfTgwQOGDBlCzZo1cXFxoW3btpw5c4bTp0/Ttm1bIiIicHZ25vDhwxgMBqZMmYKXlxcuLi60atWKY8eOARAYGMjSpUtZuHAhb731FgBRUVEMHDgQT09PXFxc6NmzJ2FhYRkWu4iIiIi8OsLDw/nrr7/IkycPHTt2xNXVlWbNmrF27do063t6ejJy5EiTsqtXr5IrVy7y58+f+QFLtvDMd+b/97//ZUYc8opISEgw/mwwGOjVqxeurq5Mnz6dmJgY+vfvz+TJkwkMDCQkJIQhQ4awYMECatasyeHDh/H398fV1ZUKFSr861i+//57IiIi2LZtG1ZWVsyfP5+RI0fy008/ERgYyNSpU4139teuXcvatWtZtWoVhQsXZs6cOfTp04f9+/czcuRILl68SJUqVRg4cCDwcD5/jhw52LRpExYWFowePZphw4axcOHCfx23iIiIiLxabty4AcDy5cv54osvKF26NCtXrmTIkCEULVqUmjVrPnH/8+fP8+WXX/Lxxx9jZWX1IkKWbOC5Hk139epVZs+ezbBhwxg2bBjz58/XXcn/uOTkZM6dO8f8+fNp3rw5AEFBQfzxxx8MGjSIXLlyUbBgQT7++GPWr1+PwWDA3t6ew4cPU6tWLczMzKhZsyYFCxbk7Nmz6Tpmyp31f/5btGgRAHfv3sXS0hJra2usrKzo1asXa9asSbOt5s2b8/PPP1OsWDEsLCzw9fXl9u3b/P3336nq3rp1i127dtGvXz/y5cuHra0tAwcO5MCBA9y8efP5OlBEREREXlkpC4i///77VKhQgVy5cvHBBx/w5ptvsnr16ifuu2vXLtq3b0+HDh0ICAh4EeFKNvHMd+YPHjxIjx49yJMnD6VLl8ZgMLBr1y7mzJnD0qVLM+SOqmQP48aNY8KECcDDZD5Xrlx07NiRjz76CICQkBCSkpJwd3c32S8pKYnIyEjs7OxYtmwZq1atIjw8HIPBQHx8PPHx8ek6/tPmzL///vsEBATg5eVFnTp1aNiwIQ0aNEiz7oMHD5gwYQJ79+7lzp07xvK0YgkJCQHAz8/PpNzCwoLr169TuHDhdMUvIiIiIv8NKXPc8+bNa1Lu4ODwxJtBCxYs4Ouvv2bUqFG0atUqU2OU7OeZk/mvvvqKgIAAPv74YywsLICHQ6unTZvGF1988cTHK8ir5dEF8Pbv389HH31Ey5YtyZHj4ccqZ86c2NjYcPLkyTT3X7lyJfPmzWP27NlUr14dCwsLvLy8Miw+e3t7Nm/ezJEjR9i5cyejRo1i/fr1fPXVV6nqfvbZZ1y4cIEffviB0qVLExISYpwf/0/W1tYA7N27lwIFCmRYvCIiIiLyaipSpAj58+fnzJkzJk9eunLlChUrVkxzn2+//ZYFCxawePFinJ2dX1Soko088zD7Cxcu0KtXL2MiD2BpacnHH3/M77//nqHBSfbh6elJgwYNGDlypHEYkYODAzExMcY72QDR0dFERkYCD4fhu7m54eHhgYWFBTdv3szQRRTv379PUlIStWrVYsSIEaxcuZKtW7caj/+o06dP06JFC8qUKYOZmdkTh/qXLFkSc3NzLly4YCxLSEjQVBMRERERSZOFhQVdunRh+fLl7N+/n/j4eH744Qd+//132rVrR1hYGD4+Phw/fhx4+FjkL7/8km+++UaJvDzWMyfzuXPn5sGDB6nKExMTMTMzy5CgJHsaPnw458+f58cffwTA0dERFxcXxo8fz+3bt7l79y6jR49m8ODBwMOk+NKlS9y5c4dr164xbtw4SpQokWFJcZ8+fZg8eTLR0dEkJydz8uRJ8ufPT758+bC2tubevXuEhYURGxuLvb09QUFBxMfHc+rUKTZt2gRgvLiQM2dOQkNDuXPnDnny5KFp06ZMmTKFGzduEBsby7Rp0/D39zdeyBAREREReVSPHj3o1q0bI0aMwNXVlWXLljFv3jzefPNNEhISCA4OJiYmBoClS5eSkJBA+/btU60P9bgV8OW/55mH2bu6ujJy5EhGjBhhnPsRFhbGuHHjqFy5coYHKNlHoUKF6N+/P1988QX169enaNGiTJ06lbFjx9KgQQOsrKyoWbMmkyZNAqBdu3YcPXoULy8vSpYsyZgxYzhz5gwzZsxI17zzlAXw0rJ582YCAwMZNWoUdevWNT46b9asWZibm+Ph4YG9vT0NGzZk8uTJDBgwgMGDB1OjRg2qVKnC559/DkCvXr1YsmQJrVu3ZsSIETRq1IiDBw8ycuRIAgMD8fX1xdzcnKpVqzJ79mxd0BIRERGRNJmZmdGrVy969eqVapu9vb3JqM/x48czfvz4FxmeZENmhme8lXj9+nU6d+7M1atXjQs43L17l+LFi7Nw4ULKlCmTGXGKvFKCgoIAssWwqZiYGM6dO0fFihWxsbHJ6nBeSerjzKc+znzq48wXGxsLUdcwxMdmdSgi/wlmVtZYF3stq8N4Zvo+znwZ3cfPmxs885354sWLs3nzZvbu3cvVq1eJi4ujbNmyeHl56ZmHIiIiIiIiIi/AMyfzQ4cOZdKkSdSvX9+kPDo6mj59+jB37twMC05EREREREREUkt3Mh8VFUVkZCSbN2/mww8/TLXQ119//fXEZ36LiIiIiIiISMZIdzK/adMmJkyYQHJyMk2aNEm13WAwUKtWrQwNTkRERERERERSS3cy3759e5o3b06tWrVYuHBhqu25cuWiYsWKGRqciIiIiIiIiKT2THPm8+bNy+rVq3FyciI+Pt644F10dDS2traZEqCIiIiIiIiImHrmBfDy5MlDixYt6NWrFz4+PgCsWLGCNWvW8M0331CyZMkMD1JEREREwNzSmuSsDkLkP8Lc0jqrQxB5omdO5idMmEDZsmVxdXU1lrVo0YKLFy8yYcIEZs2alaEBioiIiAgkJycTHH6XsmXLYm2tJCMzxMbGEhwcrD7OROpjkYzzzMn88ePH2blzJzY2NsayQoUKMXLkSLy9vTM0OBERERH5PzExMSQn6958ZklOTlYfZzL1sUjGMX/WHQwGAwkJCanK79+/T1JSUoYEJSIiIiIiIiKP98zJfN26dRkyZAjnz58nOjqau3fvcvLkSQYMGEC9evUyIUQRERERERERedQzD7MfNmwYH330EX5+fpiZmRnL3dzcGD16dIYGJyIiIiIiIiKpPXMyb2dnx7Jlyzh//jxXrlzBwsKCMmXK8Prrr2dGfCIiIiIiIiLyD8+czKewtbUlX758eHh4ZGQ8IiIiIvIYNjY2mJs/8yxJSSdzc3P1cSZTH4tknGdO5m/fvk2fPn04fvw4OXLk4MyZM9y8eZMuXbowf/58ihcvnhlxioiIiPynmZub89rrr5OcnExsXFxWh/NqMjOjbLlyAOrjzJJFfWxubo6VpeULO57Ii/DMyfykSZOwtLRk5cqVtG/fHoA8efLg5OTE5MmTmTFjRkbHKCIiIiI8fKyXwWDI6jBEsh09Ck9eRc+czO/du5d169ZRtGhR4wJ41tbWjBgxgrfeeivDAxQRERERERERU888WSUhIYEiRYqkKre2tk7z+fMiIiIiIiIikrGeOZl/7bXX2LJlS6ryH3/8kXL/f/6LiIiIiIiIiGSeZx5m361bNwYMGMDPP/9MUlISgYGBnD17ltOnT2u+vIiIiIiIiMgL8Mx35t966y2++eYbkpOTcXBw4OTJk5QsWZLly5fTqFGjzIhRRERERERERB7xXM+Zr1mzJjVr1szoWEREREREREQkHZ7pzvz58+f5+++/ja+vXLnCwIEDCQgIYMOGDRkenIiIiIiIiIiklu5k/vDhw7zzzjscO3YMgMTERLp27crx48extLRkxIgR7NixI9MClZePs7MzBw4cyNIYRowYweDBg7M0BhERERH5b/H29qZSpUo4Ozub/Dt8+HCa9devX0+rVq1wdXWldu3a9OrVi7/++usFRy2vmnQPs58/fz6dOnWiZcuWAOzevZsbN26wfft2ihYtyooVK/jf//5HgwYNMi3YzHTp0iVmzZrFoUOHuH//PgULFsTb25vevXuTP3/+rA7vherYsSO//vorFhYWAOTLlw9XV1e6dOmCi4uLsV5QUNALjy0pKYnFixfTpUsXAMaNG/fCYxARERERCQwMpHXr1k+tt3//foYMGcIXX3xBo0aNiI6OZsyYMQQEBLBz507MzZ95GTMR4BnuzAcFBREQEGB8feDAAdzd3SlatCgATZo04dy5cxkf4Qtw7tw53nnnHYoVK8b69es5ceIEs2bN4sKFC7Rr147Y2NisDvGF8/f3JygoiFOnTrF06VIqVapEp06dWLt2bZbG9fvvv/Ptt99maQwiIiIiIukVFBREgQIFaNasGVZWVtjZ2fH2229z/fp1bt68mdXhSTaW7mQ+Li4OOzs74+tTp05RvXp14+s8efLw4MGDjI3uBRk7diyenp4MGjSIQoUKYWFhQcWKFZkzZw5Vq1YlPDwcgBs3btCzZ0/c3d2pVq0a/fr1IyoqCoAjR45QrVo19u7di4+PD1WrViUgIIA7d+4AEBwcTOfOnXFzc6N69er07t2byMhI4OGd8ClTphjj+euvv3ByciI0NBR4OIxn2bJldOzYkSpVqtC2bVuuX7/OgAEDcHFxoXHjxpw5c8a4/6FDh2jTpg0uLi7UqVOHWbNmGbfNnDmTHj168Mknn+Dq6vrUvrGwsMDBwYEePXowbNgwAgMDuXv3LgBOTk7s3bsXeDhSo3nz5ri4uODp6ckXX3xBcnIyALdv36ZPnz5Uq1YNT09Ppk2bhsFgMJ7bnDlzaNCgAaNHjwYers3QqVMn3Nzc8PDwYNy4cSQkJHD69Gnatm1LRESEcRjT0KFD6devnzHe7du306JFC6pWrYq3tzeLFy82bhs6dCiBgYFMnDiRGjVq4OHhwfz5843br169SkBAAO7u7ri7u9O/f3/juYaGhuLk5MTSpUupUaMGP/30ExUqVODChQsm/dWwYUN+/PHHp/ariIiIiGRvW7ZsoVmzZlSrVo2WLVs+9qZX/fr1iY6O5qeffiI2Npa7d++ydu1aXF1dKVKkyIsNWl4p6U7m8+bNa0xcb9++zYULF6hSpYpx+927d8mdO3eGB5jZbt26xYkTJ+jQoUOqbba2tkycOBEHBwcAevXqRZ48edixYwdbt24lPDzcmIACPHjwgE2bNvHjjz+yZcsWLly4wIoVK4CHw3BcXV05fPgw27dvJzExkTlz5qQ7zqVLlzJ27Fh27NhBaGgo7du3p3Xr1hw+fJhSpUrx9ddfAw8vOPTq1Yt27dpx/Phxvv32W5YvX26yQOGpU6eoUaOGcf2D9Hr33XcxGAzs37/fpDwhIYF+/foxbNgwTpw4wZIlS9i6dSs7d+4EHs5rB9izZw/Lly9n/fr1rFy50rj/pk2bWLhwIWPGjOHBgwd07dqVWrVqcfDgQVauXMmRI0dYsGABlStXJjAwkEKFChEUFISHh4dJHOfPn6dv37706dOHY8eOMX78eKZOncqePXuMdTZu3EiFChU4cOAAgwYNYvr06caLNSNGjKBIkSLs27ePn3/+meDgYGbPnm1yjKNHj7Jz5078/PyoXr26Sb+eO3eOGzdu4OPj80z9KiIiIiLZi6OjI2XKlOH7779n7969vPfeewwZMoRt27alqluhQgWmTZtGYGAgVatWpXr16gQHBzNjxgzMzMyyIHp5VaQ7mX/zzTeNdxy/++47bG1tqVatmnH7jh07eO211zI+wkwWEhICQNmyZZ9Y79y5c5w9e5ZBgwZha2tLoUKF6N69Ozt27CA+Ph54OJ+7a9eu5MuXj2LFilGtWjUuXboEPLzYYW1tTY4cOciXLx+zZ89m+PDh6Y6zXr16lC1blkKFClG5cmVKlSpF7dq1yZkzJ56enly+fBl4mKyWL18ePz8/LCwscHJyom3btqxbt87YloWFBe3atTPOiU+vHDly4ODgYBwxkCIuLo7Y2FhsbGwwMzOjTJky/PLLLzRs2JDIyEh27drFhx9+iK2tLfb29kyfPp2KFSsa969Tpw6lS5fGzMyM3bt3YzAY6NGjB1ZWVpQqVYqAgACT+B9n9erV1KxZk4YNG2JpaUnNmjWpV68emzdvNtaxt7enVatWWFpa0rRpU5KSkox9N2/ePMaMGWMc/lSnTh2TEQ8Afn5+2NraYmZmhp+fH5s2bTKOMvjll1/w8vIiX758z9SvIiIiIpK9zJ07l+HDh1OwYEFy585N+/btqVu3LsuXL09V9/jx4wwcOJBRo0Zx4sQJ9u7di5OTE506dfpPTueVjJPuBfD8/f3x9/dnzpw5xMXFMXjwYCwtLQHYsGEDgYGBxjuw2UnK1bCUIeGPExoaSr58+ShcuLCxzMHBgYSEBMLCwoxl9vb2xp9z5cpl/AXt3bs3gwYNYu3atXh6etKsWTMqV66c7jiLFStm/DlnzpzY2tqavE65oHD16lWCgoJwdnY2bjcYDCYXK4oVK/bcVwGTkpJSXQSwtbXlo48+okOHDlSuXJnatWvTunVrihcvTmhoKMnJySb98ugiegAlS5Y0/hwSEsKtW7dSxW9lZfXU2EJDQ1NdUCpdujQnTpwwvv7n+wMY36MzZ84wdepULly4QEJCAklJSbz55psm7ZUoUcL4c+PGjQkMDOT48eNUr16dbdu20bt376fGKSIiIiKvntKlS6e5mv0PP/yAi4sLfn5+ANjY2DBs2DDc3d3Zv38/DRs2fMGRyqsi3cl89erVWbp0KYcPH8bR0REvLy/jths3buDv75+u1RxfNilD6P/44w/jYn5pSUmW0/JoYvy41Sjr1avH7t272bNnDzt27KBDhw4MHjw4zeH9aV1Y+Ge7jzuOtbU1Xl5ezJ0797Hx5siR7rfdxP3797l8+TLlypVLta137968++67bN++ne3bt/Ptt9/y/fffGxP/J10sefTiQM6cOSlfvrzJ8PX0etx7lJ73586dO3Tv3p127doxf/58bG1tmTFjBgcPHnxsrLa2tjRo0IANGzZQuHBhbty4Qf369Z85bhERERHJPkJCQli4cCF9+/Y1eerVhQsXjLnFo5KSklL9LZyUlARgHOEp8jye6TkIzs7OdOvWzSSRB+jWrVu2vSNZoEABatSowXfffZdq24MHD2jdujW//vorpUqV4s6dO0RERBi3X7p0iZw5cz7xIkCKyMhIcufOTdOmTZk6dSqfffaZcdqClZWVyRCbq1evPvf5ODg4cPHiRZMvhps3bz7xYkR6zZs3jzx58lCzZs1U26KioihatCjt27fnu+++w8fHh3Xr1lGyZEnMzc0JDg421j18+LBxPn1a8YeEhHD//n1jWWRkJNHR0U+Nz8HBwTitIcWlS5coVarUU/e9dOkS9+/fJyAgwDjq4ffff3/qfn5+fmzbto2NGzfSqFEjcubM+dR9RERERCT7KlSoEDt37mT06NHcunWL2NhYFi9ezLFjx2jTpg1hYWH4+Phw/PhxAHx8fDh69CgbNmwgLi6OqKgopkyZQqFChahRo0YWn41kZ3qoIfDpp59y6tQp+vfvz40bN0hOTubcuXN07doVa2trKleujLOzM6+99hpTp04lJiaGsLAw5syZg6+vr3G6wePExsbSuHFj1q1bR2JiIrGxsZw9e9Z45a5MmTIcOnSIO3fucPPmzTTn2qSXr68vUVFRzJ49m9jYWEJCQvD39+f7779/7jYjIyP55ptv+O677xg7dizW1tYm20+ePEmTJk04ffo0BoOBW7duERwcjIODA/nz56dBgwbMmjWLqKgo/v77b0aOHGkyNeFRnp6e2NnZMXnyZKKjo7l58yZ9+/Y1rvZvbW3NvXv3CAsLSzXHqEWLFhw4cIBdu3aRmJjIvn372L17t3FI05OUKFECc3NzTp48SUxMDIsWLSIiIoKIiAgSExMfu1+tWrWwsLDgu+++o3nz5k89joiIiIhkb7ly5eK7774jPj6eZs2aUaNGDdavX8/ChQvx8vIiISGB4OBgYmJiAGjatCnjxo1j7ty5uLm5Ub9+fSIiIli4cKHWWpJ/5fnGW79iKlSowIoVK5g5cyatWrUiJiaGYsWK0axZM7p162ZM1mfPnk1gYCD16tUjV65cNGzYkIEDBz61fWtra7788ks+//xzRo8ejbW1NW5ubowaNQqAgIAAzp49S926dXFwcGDIkCHGR749qwIFCjB79mw+//xz5s6di52dHS1btsTf3/+Z2lm4cKHxAkDOnDlxdXXl+++/TzXfHR7Oge/ZsyeffPIJERER5M+fnyZNmtC+fXsAJk6cyKeffkr9+vWxtbXFz8+PNm3apHlcS0tLZs+ezbhx46hdu7ZxKPuQIUMA8PDwwN7enoYNGzJ58uRUcaSsYN+/f3/s7e2ZMmVKuq54Fi1alP79+xsXJXz//feZMmUKH3zwAe+//z7Tpk1Lcz8LCwuaN2/Oxo0bcXd3f+pxRERERCT7K1eu3GOfTGVvb5/q8cVvv/02b7/99osITf5DzAyaqCHyrwwZMoTixYvzySefpHufoKAgAJOF/l5WMTExnDt3jooVK2JjY5PV4byS1MeZT32c+dTHmS82NhbMzDTHVuQ5mJmZYf0fmQ6p7+PMl9F9/Ly5ge7Mi/wLO3bsYPfu3WzcuDGrQxERERERkf+QZ07mExMTTVZDP3jwILdv36ZOnTqa8yH/KT4+PsTHx/P555+bPLJQREREREQks6U7mY+MjKR79+5069aNRo0aAQ+HF69btw6AggULsmLFCpNnhou8yrZs2ZLVIYiIiIiIyH9Uulez//LLL0lKSsLJyQmA8+fPs27dOiZOnMihQ4dwd3dn9uzZmRaoiIiIiIiIiDyU7mR+z549TJw4kdKlSwOwfft2Xn/9dVq1akWBAgXo27cvhw4dyrRARUREREREROShdCfzt27dwtHR0fj65MmT1KpVy/jawcGBW7duZWx0IiIiIiIiIpJKuufMW1tbk5CQgJWVFUlJSZw6dcrkWYkJCQkmC+OJiIiISMYyNzcnOTk5q8MQyXbMzdN9D1Mk20h39m1vb89vv/1G9erV2bNnDw8ePKB69erG7efOnaNo0aKZEqSIiIjIf11ycjLBwcGULVsWa2vrrA7nlRQbG6s+zmTqY5GMk+5kvlmzZgwYMABvb2+2bduGt7e38XFcN27cYOLEiXh5eWVaoCIiIiL/dTExMbozn4mSk5PVx5lMfSyScdKdzHfp0oXw8HD27t1L9erVGTVqlHHbN998w507d+jRo0emBCkiIiIiIiIi/yfdybyZmRlDhw5l6NChqbZ169aN4cOHY2lpmaHBiYiIiIiIiEhqz7wSxL1791KVGQwGJfIiIiIiIiIiL0i6k3mDwUCfPn2YPn16qm2dO3dm7NixGRqYiIiIiIiIiKQt3cn80qVLOXbsGM2aNUu17auvvuLnn39m8+bNGRqciIiIiPwfGxsbPWIrE5mbm6uPM5n6WCTjpHvO/Lp16xg5ciSurq6ptlWsWJHhw4ezbNkymjZtmqEBioiIiMjDJKhACQfCo+MhOj6rw3ll5S5cUn2cyTK6j60sLSiWL3eGtCWSnaQ7mb9y5coTHz3n7e3NhAkTMiQoEREREUktPiGJuMSkrA5DREReAuke3xIXF0fu3I+/4pUrVy5iY2MzJCgRERERERERebx0J/PFihXj4sWLj91+8uRJihQpkiFBiYiIiIiIiMjjpTuZr1+/PlOnTiU5OTnVtri4OAIDA2nYsGGGBiciIiIiIiIiqaV7zny3bt1o2bIlLVu2pEuXLrz++utYWloSFBTE3LlzjXVEREREREREJHOlO5m3s7Nj2bJljB49mk8//RR4+Ox5c3Nz6tWrx+jRo8mfP39mxSkiIiIiIiIi/1+6k3kAe3t7FixYQGRkJCEhIQCULVuWPHnyZEpwIiIiIiIiIpLaMyXzKQoUKECBAgUyOhYRERERERERSYd0J/PTpk1LV73+/fs/dzAiL9rs2bM5ePAgS5YseWrdoUOHEhcXx/Tp019AZCIiIiKSFby9vQkLC8Pc3HSt8Pnz5+Ph4ZGqfnR0NJ9//jlbt24lLi6OChUqMHz4cCpXrvyiQpb/qHQn8xs3bnxqHTMzMyXzki7e3t7cvn2bAwcOkDt3bpNtixYtYuLEiUycOJHWrVs/sZ2zZ89y584datWq9Vxx9OrVi169ej3XviIiIiLyagoMDHzq36Ep+vfvT0JCAmvXriVPnjzMnz+f6dOns2DBglQXBEQyUrqT+Z07d2ZmHPIfZGNjw/bt22nZsqVJ+YYNG7Czs0tXG6tXr8bGxua5k3kRERERked1+vRp9u/fz/bt2ylevDgA/fr1y+Ko5L9Cl4oky3h5ebF+/XqTsitXrhAZGcnrr78OPHxiwpQpU/Dy8sLFxYVWrVpx7Ngx4OEV06VLl7Jw4ULeeustAKKiohg4cCCenp64uLjQs2dPwsLCAAgNDcXJyYmlS5dSo0YNNm7cyMyZM3nvvfeMx1+/fj1NmzbFxcUFb29vli5dmmbsERERfPTRR7i7u+Pq6krnzp2Ni0KKiIiISPa2ZcsWmjVrRrVq1WjZsiVr165Ns96hQ4coXrw4u3fvpmHDhtSoUYNu3bpx+fLlFxqv/Dc9UzIfGxvLrVu3jK9HjBjBsGHDGDZsGCtXrszw4OTV5u3tza+//kpERISxbMOGDTRu3Nj4et26daxdu5Yff/yR48eP06BBA/r06UNSUhIjR46kevXq+Pv7s23bNuDhvPbY2Fg2bdrEvn37sLGxYdiwYSbHPXr0KDt37sTX19ekPCQkhCFDhjBixAhOnDjB+PHjCQwM5Pz586li//LLL8mXLx979+5l//79ODg4MHny5IzsHhERERHJAo6OjpQpU4bvv/+evXv38t577zFkyBDj35uPun79OhEREZw9e5Y1a9awfv16EhMT6d69O/Hx8VkQvfyXpDuZj46O5t1332XVqlXGspQrVMnJyQQGBnLx4sUMD1BeXXnz5sXT05PNmzcbyzZt2kSLFi2Mr5s3b87PP/9MsWLFsLCwwNfXl9u3b/P333+nau/WrVvs2rWLfv36kS9fPmxtbRk4cCAHDhzg5s2bxnp+fn7Y2tpiZmZmsr+9vT2HDx+mVq1amJmZUbNmTQoWLMjZs2dTHevu3btYWlpiZWWFjY0NY8aM4euvv86IbhERERGRLDR37lyGDx9OwYIFyZ07N+3bt6du3bosX748VV2DwUB8fDyffvopefPmpVixYgwfPpwrV65w/PjxLIhe/kvSPWf+m2++wdLSkjZt2hjLzM3NmThxIgD58+dn2bJljB49OuOjlFeWn58fc+fO5YMPPuD333/H3NycihUrGrc/ePCACRMmsHfvXu7cuWMsT+tKZ8owdz8/P5NyCwsLrl+/bpyHX6JEiTRjMTMzY9myZaxatYrw8HDjl3Nax+ratSs9e/Zk3759eHp60qRJE2rWrPnM5y8iIiIiL7/SpUtz+PDhVOVFihTB0tISGxsbY5mDgwMA4eHhLyw++W9K95353bt3M2zYMPLnz5/m9nfffTfND7jIk9StW5eQkBAuX77Mhg0baN68ucn2zz77jLNnz/LDDz8QFBRkchf/n6ytrQHYu3cvQUFBxn+///67yaNBLCws0tx/5cqVzJs3j3HjxnHy5EmCgoIoVqxYmnWdnZ3ZuXMnn376KQaDgd69e2uYvYiIiEg2FxISwmeffUZUVJRJ+YULF4xJ+qOcnJyIi4szGaF85coV4OGoT5HMlO5k/saNG1SpUsWkzNXV1fhzuXLldPVJnpmVlRVNmjRh69atbN26lWbNmplsP336NC1atKBMmTKYmZmlOeQ9RcmSJTE3N+fChQvGsoSEBOMCeE8TFBSEm5sbHh4eWFhYcPPmzcd+pqOiorC0tKRBgwYEBgYyZ86cNIdeiYiIiEj2UahQIXbu3Mno0aO5desWsbGxLF68mGPHjtGmTRvCwsLw8fExDqH38vLi9ddfZ+zYsYSHh3P79m0mTZpExYoVTXIlkcyQ7mQ+MTERKysrk7JFixYZfzYYDCQnJ2dYYPLf4efnx48//kjRokVTXcG0t7cnKCiI+Ph4Tp06xaZNm4D/G7aUM2dOQkNDuXPnDnny5KFp06ZMmTKFGzduEBsby7Rp0/D398dgMDw1jpIlS3Lp0iXu3LnDtWvXGDduHCVKlEjzYkDbtm2ZP38+cXFxJCQk8Ntvv1G6dOkM6A0RERERySq5cuXiu+++Iz4+nmbNmlGjRg3Wr1/PwoUL8fLyIiEhgeDgYGJiYgCwtLTk22+/JV++fPj4+NCgQQNsbW2ZP3++njEvmS7dc+aLFy/OhQsXcHJySnP7qVOnNJREnkvVqlWxtLRMNcQeYMCAAQwePJgaNWpQpUoVPv/8cwB69erFkiVLaN26NSNGjKBRo0YcPHiQkSNHEhgYiK+vL+bm5lStWpXZs2enWuwuLe3atePo0aN4eXlRsmRJxowZw5kzZ5gxYwaFCxc2qTtjxgw+++wz5syZQ44cOXB2dmbKlCkZ0yEiIiIikmXKlSvHnDlz0txmb29vMgoUHuZJs2bNehGhiZgwM6TnliXwxRdf8NdffzFnzpxUiVF8fDydOnWiZs2a9OnTJ1MCFXmVBAUFAQ/n3r/sYmJiOHfuHBUrVjRZ3EUyjvo486mPM5/6OPPFxsYSHh1PXGJSVoci8lLJmcMCh0J5szqMl4a+jzNfRvfx8+YG6b4zHxAQQMuWLfHz8yMgIIAyZcpgaWlJUFAQc+fOxdLSEn9//2eLWkRERERERESeWbqTeTs7O5YuXcqYMWMYMmQI8HCevIWFBQ0aNGDkyJHY2tpmWqAiIiIiIiIi8lC6k3mAUqVKsWDBAiIjI43P9C5XrpySeBEREREREZEX6JmS+RQFChSgQIECGR2LiIiIiIiIiKSDnpcgIiIiIiIiks0omRcRERERERHJZp5rmL2IiIiIvHhWlhZZHYLIS0e/F/JfpWReREREJBtITk4m8u+rlC1bFmtr66wO55UUGxtLcHCw+jgTqY9FMo6G2YuIiIhkEzExMSQnJ2d1GK+s5ORk9XEmUx+LZBwl8yIiIiIiIiLZjJJ5ERERERERkWxGybyIiIiIiIhINqNkXkRERERERCSbUTIvIiIikk3Y2Nhgbq4/3zKLubm5+lhEsg09mk5EREQkGzA3N+dBroIcvhyR1aG82szyEJZN+zivtRWuZYpkdRgi8oIomRcRERHJJu7GxhMVE5fVYYiIyEtAY4hEREREREREshkl8yIiIiIiIiLZjJJ5ERERERERkWxGybyIiIiIiIhINqNkXkRERERERCSbUTIvIiIiIiIiks0omRcRERERERHJZpTMS5YZMWIEgwcPztIYjh07hrOzM/Hx8U+tu2bNGmrXrv0CohIRERHJen/99Re9e/fGw8MDFxcXmjdvzooVKx5bf8+ePbRt2xY3Nzfc3d0ZMWIE9+/ff4ERi/y35MjqAOTV5u3tTVhYGObmpteNihUrxrZt27Ioqv9TvXp1goKCsjoMERERkZdKXFwcnTp1ol69emzduhUbGxvWr1/P8OHDKVq0KF5eXib1T58+Tc+ePfnkk09YtGgRUVFRDB8+nE8//ZQZM2ZkzUmIvOKUzEumGzFiBO3atcvqMEREREQknWJiYujbty8+Pj7kyZMHgLfffptJkybx+++/p0rmf/nlF0qUKEH37t2BhzduRo4cSZMmTQgLC6No0aIv/BxEXnUaZi9ZZujQofTr1w94OIS9RYsWrF27Fm9vb1xcXOjXrx8JCQnAw6vDI0aMwNPTE1dXV95//30uXrxobMvb25uVK1fSvXt3XFxcaNiwIfv37zduP3v2LG3atKFq1ao0btyYzZs3A3DkyBGcnJyIi4sDICgoiPfffx83Nzdq1arF6NGjjTE8Kjk5mUmTJuHp6UnVqlVp0aIF+/bty7S+EhEREXmRChQowLvvvmtM5O/du8eCBQtITk7mrbfeSlXfYDCQnJycqg2DwcCZM2deSMwi/zVK5uWlce3aNc6cOcPGjRtZsWIF27dvNw7Fnz9/Pr/99hsbN27k8OHDlCtXjqFDh5rsv2DBAnr37s2RI0eoUaMGEyZMAODBgwf06NGDRo0acfToUUb9v/buOyyKc/0b+HcpKyBiFxQsqFlEQQERjAWDJgrYO77WBJMgeDSGeNTEmAQxxhx778bEgl0xKqhB5RBsWI5YUIOoYEEsgPRld94//LHJussC6gID3891cV3sU2bveXwc9t55ZmbWLEybNg0JCQkaMUyZMgUdO3bE2bNnsXv3bpw4cQKhoaEa7Q4dOoSYmBiEhYXhwoULGDt2LKZNm6Y18SciIiISs06dOsHV1RW7d+/G2rVr0bJlS402PXv2xKNHj7B69WpkZWXh6dOnmDdvHqRSKZ4/f14OURNVfkzmqcLIysrCF198ATMzM7z33nuws7PDnTt3AACff/45tm/fjlq1akEqlcLLywvx8fEoKChQ9ff09ETbtm0hlUrRq1cv3L17F0qlEtHR0ZDL5Rg3bhykUik6d+6MxYsXw8TERCOG/fv3w9/fH4aGhmjUqBE6dOig9dvkjIwMGBkZwdTUFIaGhhg8eDCio6NhbGysvwEiIiIiKgcxMTE4f/48fH19MX78eJw9e1ajTbt27bB06VJERESga9eu+Pjjj9G1a1dUr16dn4+I9ITXzJPehYSEqM6SF+rYsSPq1q2rVla7dm2Ym5urXpuamiI3NxcA8Pz5c4SEhODcuXOqu6IqFAooFAoYGb2axjY2Nqq+JiYmUCgUkMvluH//PqysrGBoaKiq79GjBwAgOTlZLYYzZ85gxYoVuHv3LgoKClBQUAAvLy+NferduzcOHDgADw8PdO7cGR988AF69+6tcaM/IiIiosrAwsICY8eOxenTp7Fp0ya4u7trtPnoo4/UluC/fPkSL168QKNGjcoyVKIqg5kH6d3MmTMRFxen9rNu3TqNdroS4SlTpiAzMxMHDhzA1atXS9XfwMBA4xoubRISEjB58mQMHDgQp0+fRlxcHPr06aO1ba1atbBz506sWbMGjRs3xtKlSzFq1Ci1lQJEREREYnXq1Cl069YNGRkZauVyuVx1IuWfUlJSsGvXLigUClXZyZMnYWZmBkdHR73HS1QVMZknUbhy5QqGDRsGKysrAK9uaFdSjRs3xoMHD9SeJb9//37cuHFDrd2NGzcglUoxZswYmJiYQBAEjTaF8vLykJOTAxcXFwQFBeH333/HrVu3EB8f/wZ7R0RERFSxODk5QaFQ4Pvvv8ezZ8+Qn5+P33//HadPn4aXlxdSUlLg5eWF2NhYVZ/g4GCsW7cOBQUFiI+Px4IFC+Dn5wdTU9Ny3BOiyovJPImCtbU1rly5ArlcjqioKPz5558AXn0LXBwPDw+YmZlh9erVyMvLw7lz5/Ddd9+pLbsvfI/c3FzcuHED6enp+M9//gOpVIonT55AEAS1tnPmzMG0adPw/PlzCIKAa9euQalUchkZERERVQo1a9bEr7/+itzcXPTs2RPu7u5Yt24dgoOD0adPH8jlciQmJiI7OxsAYGlpieXLl+PQoUNo3749/P39MXToUAQGBpbznhBVXrxmnkRh1qxZmDVrFkJDQ9G1a1csXLgQn3/+OQYNGoTw8HCdfaVSKTZt2oTp06dj/fr1aNiwIX788UfIZDK1G7g4Oztj5MiRGDVqFExNTTFhwgR8/fXXmDBhAqZMmQIPDw9V26CgIHz33Xfo1asXCgoK0LRpUyxYsAB16tTR2xgQERERlaXmzZtj5cqVWutsbGxw8+ZNtbJu3bppPH+eiPRHIrx+ypGI9C4uLg4ARHENWXZ2Nm7cuAF7e3uYmZmVdziVEsdY/zjG+scx1r/c3FycufsUadl55R0KVVC1zKrhg1Y2xTcsRzxW6B/HWP/e9Ri/aW7AZfZEREREREREIsNknoiIiIiIiEhkmMwTERERERERiQyTeSIiIiIiIiKRYTJPREREREREJDJM5omIiIiIiIhEhs+ZJyIiIhIJCxNpeYdAFRjnB1HVwmSeiIiISASUSiVMc56hta0tTExMyjucSik3NxeJiYmw5RgTkQhwmT0RERGRSGRnZ0OpVJZ3GJWWUqnkGBORaDCZJyIiIiIiIhIZJvNEREREREREIsNknoiIiIiIiEhkmMwTERERERERiQyTeSIiIiKRMDMzg4EBP77pi4GBAceYiESDj6YjIiIiEgEDAwNcyTDEsaj48g6l8ksq2Rhb1jTDcHeZnoMhItKOyTwRERGRSKSkZyP5eWZ5h0FERBUA1xARERERERERiQyTeSIiIiIiIiKRYTJPREREREREJDJM5omIiIiIiIhEhsk8ERERERERkcgwmSciIiIiIiISGSbzRERERERERCLDZJ4qpGHDhmHZsmV6f5+VK1di1KhRJWo7ffp0TJkyRc8RERERUVX1/PlzzJw5E926dYOzszP69euHQ4cOFdk+LCwMAwcOhIuLCzp37oyAgAAkJCSUYcREVJ6YzJPejB49GvPnzy/XGI4ePYp79+4VWR8QEIAtW7aUYURERERE2gUGBuLevXsIDQ3FuXPnMHz4cHz11Ve4fPmyRtvo6GhMmzYNfn5+OHPmDA4ePAgjIyP4+flBqVSWffBEVOaYzFOltnTpUp3JPBEREVFFkJmZiebNm+Obb75Bw4YNYWxsjJEjR8LCwgJnz57VaB8XF4fatWujT58+kEqlqFOnDgYPHoxHjx4hNTW1HPaAiMoak3nSu+TkZNjZ2eHPP//EgAED4OTkBF9fXyQnJ6varFixAl26dIG7uztWrFih1v/1M/wJCQmws7NT9d+7dy969eoFJycneHp6YuPGjQCAfv364fbt2wgICMCMGTNUcWzbtg1ubm74/fffsWzZMgwbNky17bCwMPj4+MDZ2Rndu3fHtm3btO7T06dPERgYCHd3d7i4uGDcuHFISkp6Z2NGREREVYu5uTnmzJmDVq1aqcqeP3+OrKwsWFlZabT39PREZmYm9u3bh9zcXGRkZGD//v1wcXFBgwYNyjJ0IionTOapzPz6669Ys2YNTp48iezsbKxfvx7Aq2Via9euxZIlSxAVFQVBEHDr1q0SbfPx48cIDg7G0qVLcfnyZSxbtgxr1qzB9evXERYWBuDVdfFz585V9Tl37hwiIyPRu3dvtW0lJSVh2rRpmDlzJi5evIg5c+Zg9uzZiI+P13jfJUuWoGbNmoiKikJ0dDSaNGmCefPmvenQEBEREanJz89HUFAQWrZsCR8fH436Vq1aYeHChZg9ezacnJzQoUMHJCYmYvHixZBIJOUQMRGVNSbzVGZGjBgBS0tL1KpVC126dFHdoOXYsWPw8PBA+/btUa1aNXz++eeQSqUl2mZmZiaUSiXMzMwAAA4ODjh9+jRat25dZJ8BAwbA3Nxc4w+djY0Nzpw5g06dOkEikeD9999H3bp1ce3aNY1tZGRkwNjYGFKpFGZmZvj++++xfPnykg4FERERUZFSU1MxZswYvHjxAuvXr4exsbFGm9jYWHz11VeYNWsWLl68iKioKNjZ2WHs2LHIzc0th6iJqKwxmacyY2Njo/rd1NQUeXl5AICUlBS1OmNjY7XXurRo0QL9+/eHt7c3PvnkE2zcuBHp6ek6+zRq1EhruUQiwfbt2/Hhhx+ibdu2cHR0RGpqKvLz8zXajh8/Hn/88Qd69OiBWbNmab2WjYiIiKi04uPjMWTIEFhaWmLr1q2oV6+e1nZbt26Fs7MzBgwYADMzM1haWmLGjBlITExEdHR0GUdNROWByTyVmaKWfOXn56OgoECtTNddWP9ZJ5FIMHv2bBw6dAidO3dGeHg4fHx8dF6/bmhoqLV8165dWLt2LUJCQnDp0iXExcVpvUYNABwdHREZGYlvvvkGgiBg4sSJXGZPREREbyUhIQHjxo3D0KFDsWTJElSvXr3ItgqFQuPzkkKhAAAIgqDXOImoYmAyT+WuQYMGePz4sep1fn6+WjIulUrVlovdv39f9btSqURGRgaaNm0KPz8/7Ny5Ey1btsSxY8dKHUdcXBxcXV3RsWNHGBoaIjU1FU+ePNHaNi0tDcbGxujRowdmz56NVatWITQ0tNTvSURERAS8SsSnTp2KPn36YOLEiRr1KSkp8PLyQmxsLADAy8sL586dw8GDB5GXl4e0tDTMnz8f9erVg5ubW1mHT0TlgMk8lTsPDw9ER0fjypUryM3NxfLly9W+aW7WrBlOnz6N9PR0pKamqiXNhw8fxtChQ3Hnzh0AwIMHD5CSkoImTZoAAKpVq4Z79+4hMzOz2Disra1x584dpKen48GDBwgJCUGjRo2QkpKi0dbX1xfr1q1DXl4e5HI5/ve//6Fp06ZvOxRERERURV26dAnXrl1DaGgoHB0d1X4++eQTyOVyJCYmIjs7GwDg4+ODkJAQrF69Gq6urvD09MTTp0+xceNG1KxZs5z3hojKglF5B0Dk7e2Nmzdvwt/fHwqFAqNHj4aTk5Oq3s/PD9euXYOHhweaNGmCadOmISoqCgDQu3dv3L59G2PHjkVGRgbq1auHoUOH4sMPPwTwKun++eefERMTg2+++UZnHCNGjMC5c+fQrVs3WFtb4/vvv8fVq1exePFi1K9fX63t4sWL8cMPP2DVqlUwMjKCo6Oj2uPziIiIiErD1dUVN2/e1Nnm9frBgwdj8ODB+gyLiCowicCLaojKXFxcHIBX195XdNnZ2bhx4wbs7e1VTw2gd4tjrH8cY/3jGOtfbm4u1kbFI/l58avNqGzY1DHHpJ5O5R2GqPBYoX8cY/1712P8prkBl9kTERERERERiQyTeSIiIiIiIiKRYTJPREREREREJDJM5omIiIiIiIhEhsk8ERERERERkcgwmSciIiIiIiISGT5nnoiIiEgkLGvyMVMVCf89iKg8MZknIiIiEgGlUom2FgrYtmsFExOT8g6nUsrNzUViYiJsbW05xkRU4XGZPREREZFIZGdnQ6lUlncYlZZSqeQYE5FoMJknIiIiIiIiEhkm80REREREREQiw2SeiIiIiIiISGSYzBMRERERERGJDJN5IiIiIpEwMzODgQE/vhERER9NR0RERCQKBgYGOHzrJe79GV1m79m0vgWC+ruV2fsREVHJMZknIiIiEol7qRm49fBFeYdBREQVANdpEREREREREYkMk3kiIiIiIiIikWEyT0RERERERCQyTOaJiIiIiIiIRIbJPBEREREREZHIMJknIiIiIiIiEhkm80REREREREQiw2SeKp0HDx7A0dERiYmJAAA7OztERUUBAHr16oVdu3Zp7aerjoiIiN5OTk4Ovv/+e3Tv3h0uLi4YNmyY6u+zNmFhYRg4cCBcXFzQuXNnBAQEICEhoQwjJiKq2JjMU4XXvXt3bN++XaM8KioKdnZ2AIDTp08jLi4OAGBtbY24uDjY2tpq9ImIiMDQoUMBAElJSQgPD9daR0RERO9WcHAwzp8/j3Xr1uH06dMYNGhQkQl6dHQ0pk2bBj8/P5w5cwYHDx6EkZER/Pz8oFQqyyF6IqKKh8k8VQq//PILrl69Wqo+R48eRUREhJ4iIiIiokLp6ek4ePAgAgMD0aJFC1SrVg2+vr5o2bIltm3bptE+Li4OtWvXRp8+fSCVSlGnTh0MHjwYjx49QmpqajnsARFRxcNknkTP398fJ0+eREhICMaOHYvk5GTY2dlp/aa/8Cz/hg0bMH/+fISHh8PR0REKhUJtBYBSqcTSpUvx4Ycfol27dhg8eDAuXLig2s7evXvRq1cvODk5wdPTExs3biyz/SUiIhKba9euQS6Xw8nJSa28bdu2uHz5skZ7T09PZGZmYt++fcjNzUVGRgb2798PFxcXNGjQoGyCJiKq4IzKOwCit7V69Wp0794dn376KUaMGIHk5ORi+/j5+eH27dvIy8vDokWLNOo3b96MQ4cOYf369WjUqBF27NiBCRMm4OTJk8jIyEBwcDB27NgBOzs7XL16FX5+fujYsSNat26tj10kIiIStefPnwMAatasqVZeu3ZtVd0/tWrVCgsXLsS///1vzJgxA4IgwN7eHmvWrIFEIimTmImIKjqemSfSYvfu3Rg3bhyaNWsGqVSK0aNHw8LCAidPnkRmZiaUSiXMzMwAAA4ODjh9+jQTeSIionckNjYWX331FWbNmoWLFy+q7pMzduxY5Obmlnd4REQVApN5Ii3u37+POXPmwNHRUfXz6NEjPHr0CC1atED//v3h7e2NTz75BBs3bkR6enp5h0xERFRh1a1bFwCQlpamVv7ixQvUq1dPo/3WrVvh7OyMAQMGwMzMDJaWlpgxYwYSExMRHR1dFiETEVV4XGZPFZ6xsbHWb+EzMzNRrVo1vbyniYkJQkJC0KtXL631s2fPxvjx43H8+HGEh4dj3bp12LlzJxo3bqyXeIiIiMTMwcEBUqkU//vf/2Btba0qv3jxIjp16qTRXqFQaNy1XqFQAAAEQdBvsEREIsEz81Th2dra4tq1axrlly5dgkwm08t7Nm7cGDdv3lQrK7wWX6lUIiMjA02bNoWfnx927tyJli1b4tixY3qJhYiISOxq1KiBwYMHY/ny5bhz5w5ycnKwYcMG3L9/HyNHjkRKSgq8vLwQGxsLAPDy8sK5c+dw8OBB5OXlIS0tDfPnz0e9evXg5uZWzntDRFQxMJmnCm/8+PEIDw9HaGgosrOzkZ2djT179mDHjh2YPn06AKBatWq4f/8+Xr58WeLtVqtWDY8ePUJGRgYKCgrU6nx9fbF161ZcvnwZCoUChw8fRp8+ffDw4UMcPnwYQ4cOxZ07dwAADx48QEpKCpo0afLudpqIiKiS+frrr9GpUyeMGjUKbm5uiIiIwIYNG9C0aVPI5XIkJiYiOzsbAODj44OQkBCsXr0arq6u8PT0xNOnT7Fx40aNm+gREVVVXGZPFZ6rqyt+++03LFu2THXn+ZYtW2LZsmVwdXUFAAwbNgyLFy9GTEwMVqxYUaLt9u3bF+Hh4fD09MTBgwfV6oYMGYJHjx5h4sSJyMzMRPPmzbF8+XI0atQIDRs2xO3btzF27FhkZGSgXr16GDp0KD788MN3u+NERESViFQqxcyZMzFz5kyNOhsbG40VcYMHD8bgwYPLKjwiItFhMk+i4OzsrPNZ7h9//DE+/vhj1et/fiD45++RkZGq311dXXH27FmtdQYGBpg8eTImT56s8V4SiQRTpkzBlClTSr8jRERERERE7wCX2RMRERERERGJDJN5IiIiIiIiIpFhMk9EREREREQkMkzmiYiIiIiIiESGyTwRERERERGRyDCZJyIiIiIiIhIZPpqOiIiISCSa1reo1O9HREQlx2SeiIiISASUSiV8ZDVg26stTExMyjscIiIqZ1xmT0RERCQS2dnZUCqV5R0GERFVAEzmiYiIiIiIiESGyTwRERERERGRyDCZJyIiIiIiIhIZJvNEREREREREIsNknoh0MjAwgJmZGQwMeLjQF46x/nGM9Y9jrH8GBgaQSCTlHQYREVUQfDQdEWHm2gj89eBZMa0ulUksVRvHWP84xvrHMdaXltZ1MbJrk/IOg4iIKggm80SEvx48w7XElPIOg4iIisVknoiIXuFaOCIiIiIiIiKRYTJPREREREREJDJM5omIiIiIiIhEhsk8ERERERERkcgwmSciIiIiIiISGSbzRERERERERCLDZJ6IiIiIiIhIZPiceSJ6J4S8DBTcOQkh4yGM2w6HxLS2Wr0yPRmK5PMQcl4AhlIY1GwMw6adIDE01r49hRyKB7FQPr8DyHMAaXUYWjrA0MqxLHaHiIiIiKhCYzJPotC9e3ekpKTAwEBzMcncuXPRp0+fcoiKCimfJ6IgMQoGtZpA0FIv5Kah4OYRGDZ2g0GD1oA8BwW3j0KRGAWjlj20blORGAUh+ymM7XwAk5oQXtxDwe2jgLEpDOu21O8OERERERFVcEzmSTRmzpyJESNGlHcYpIVQkAvj1v0hyLOgfHpTo16RcgOoZgHDhu1eFRgaw9C6PQpuH4XQtBMkxqbq2xMEwEgKw6adVWf4JXVsITGrCyHjAcBknoiIiIiqOF4zT5XC6NGjsXr1akydOhUuLi7o2rUrDhw4oKp/8OAB/P394e7ujg4dOuDf//43MjMzAQBnz56Fs7MzfvnlF7i4uODSpUtQKBQIDg6Gs7MzPvjgAxw6dAg9e/bE3r17sWLFCgwaNEjt/WNjY9G2bVvVNqsawwb2kJjWKrJeyEyBQY0GamUS8wYABAiZTzTaSyQSGDXrCoOaNn9vQ6mAIM+CRGr+rsImIiIiIhItJvNUaWzduhX9+vXD2bNnMWzYMAQHB0Mul0MQBAQEBKBhw4Y4efIkwsPDkZKSgnnz5qn6yuVy3Lt3DzExMXBycsJvv/2GI0eOYOfOnQgLC8ORI0fw5MmrpLN///64fv06EhISVP0jIiLg6ekJc3MmmtoIBTmAoYl6oZHJ33XF9RcEKBJPARIDGFg66CNEIiIiIiJRYTJPohESEgJHR0e1H3d3d1W9s7MzunbtCmNjY3h7eyMzMxNPnjxBXFwcbt++jalTp8LU1BR169bFv/71L4SFhb1azo1Xyfz/+3//DyYmJpBIJDh16hT69OmD9957DxYWFggKCkJOzquk08bGBq6urjh48KDqvY8fP46+ffuW7YBUEYJCjoJbEVBmPIRxq76QGFUr75CIiIiIiModr5kn0Sjumnkbm7+XZJuYvDrrm5ubi6SkJCgUCrXEHwAUCgVevHihet2oUSPV76mpqejWrZvqta2trdpZ9/79+2PNmjX44osvEBcXh6ysLHh4eLz5zomIIvXWq7Pk/8fQthsM68t09pEYmwEFueqF//daYmxWZD8hLxMFNw8BRqYwdhiscW09EREREVFVxWSeKg1td7oHgGrVqsHMzAyXLl3S2d/I6O//DkqlEsbG6o9M++f2vb29ERISgsuXL+PEiRPw8vKCVCp9i+jFw7C+rNjk/XUSc0soX9xVKxNePgYkBpBUr6+1j5CfDfmNMBhYNIKhrQckEi4kIiIiIiIqxE/HVOk1adIE2dnZSEpKUpVlZmaqnZV/Xd26dfHgwQPV63v37iEjI0P12tzcHD169EB4eDiOHDmCfv366Sf4SsLQsjWQnwnFo8sQFHIIOWkoSI6FQT2Z6mx7wf2zKLh9TNWn4G4UJGZ1YGjbjYk8EREREdFreGaeKj2ZTAZnZ2fMmTMHP/74I4yMjPDDDz8gIyMD69at09rH3d0dO3bswNChQ1GvXj0sWrQIZmbqy8H79++PL7/8EhYWFmjfvn1Z7EqFlf+/7UBeJvB/T5mXx+0CIIGkRkMY2/eBpJoFjOx8oLh/Boqk84ChFAb1WsKwcce/NyLPgpD3EsCr5fXCi7uAxADy8+vV36yaOaTt+IhCIiIiIqramMyTaISEhODHH3/UKO/Tp0+xfRcsWIDg4GD06NEDUqkU77//Pn766aci248fPx4JCQno378/GjZsiBkzZuDcuXNqS+27dOkCU1NT9OnTBxKJ5M12qpIoSXJtYNEIBg6Diqw3atFd9bukmjmk7v7vJDYiIiIiosqIyTyJQmRkZKna29jY4ObNm6rX1tbWWLNmjda27u7uam2BVzfQmzdvnuo6eLlcjvT0dFhaWqra5OTkICcnB0OGDClVbERERERERG+LF6ISabF//354enoiMTERcrkca9asQY0aNeDo6AgAyMvLQ3BwMLp06YKmTZuWc7RERERERFTV8Mw8kRb9+vVDQkICxowZg8zMTLRs2RIrVqyAubk5YmNj8cknn6BDhw74z3/+U96hEhERERFRFcRknkgLAwMDBAUFISgoSKPO1dUVV65cKYeoiIiIiIiIXuEyeyIiIiIiIiKRYTJPREREREREJDJM5omIiIiIiIhEhtfMExFaWtct7xCIiKgYPFYTEdE/MZknIoR81qvIutzcXCQmJsLW1hYmJiZlGFXVwTHWP46x/nGM9S83NxfXr18v7zCIiKiC4DJ7ItJJqVQiOzsbSqWyvEOptDjG+scx1j+Osf4plUoIglDeYRARUQXBZJ6IiIiIiIhIZCQCv+IlKnMXL16EIAiQSqXlHUqxBEGAXC6HsbExJBJJeYdTKXGM9Y9jrH8cY/3jGOsfx1j/OMb6xzHWv3c9xvn5+ZBIJHBxcSlVP14zT1QOxHRglUgkovjSQcw4xvrHMdY/jrH+cYz1j2Osfxxj/eMY69+7HmOJRPJG+QHPzBMRERERERGJDK+ZJyIiIiIiIhIZJvNEREREREREIsNknoiIiIiIiEhkmMwTERERERERiQyTeSIiIiIiIiKRYTJPREREREREJDJM5omIiIiIiIhEhsk8ERERERERkcgYlXcARFS+9u7dizlz5iAzMxMXL15E9erVNdrk5uZi5cqVCA8Px8OHD1G9enV06NABkydPxnvvvVei99mzZw+2bt2KhIQEGBgYoFWrVvj000/RvXv3d71LFdb06dOxb98+nW1+/fVXuLu7F1lvZ2dXZJ2trS3Cw8PfOL7K4OzZsxgzZkyR9cOHD0dwcHCx2/njjz+wYcMG3LhxAwqFAi1atMCoUaMwePDgdxmuaOXn52Pbtm3YsWMHkpKSYGFhgWbNmmHEiBHo27dvsf05j9U9fPgQS5YswZ9//om0tDTUrVsXPXr0wKRJk1CrVi2dfd/F8bmyS0pKwooVK/Df//4X6enpsLKygqOjIyZNmgRbW1udfffu3YsZM2YUWR8UFITPPvvsXYcsOsX9fduxYwecnJyKrOc81k3XMRMArK2tERkZWWQ957F2L1++xOzZs3HgwAH06tULS5cu1Whz69YtLF26FOfPn0dWVhYaNmwIHx8fBAQEoFq1asW+R1paGpYuXYoTJ04gNTUVNWvWROfOnfHFF1+gUaNGb70PTOaJqqhnz57h22+/RXR0NExNTYtsJwgCAgMDcfbsWQQGBsLNzQ1Pnz7F0qVLMWLECOzatavYD0OrVq3C4sWLMXDgQEydOhVKpRJbt25FQEAAFixYgN69e7/r3auQJk6ciJEjR2qt+/nnn3Hr1q0SfWjx9PREYGCgRrmJiclbx1hZTJw4ER988IFGed26dYvte+DAAUybNg3dunXDkiVLUK1aNYSFheHrr7/Gs2fPquQHnn9SKBQICAjAn3/+iXHjxsHDwwOZmZnYsGEDvvrqK2RkZBQ5z/+J8/iV58+fY/jw4RAEAV9++SWaNWuG+Ph4LFq0CBcuXMCuXbsglUq19n0Xx+fK7q+//oKvry9q1KiBSZMmoXnz5rh+/TpWrFiBmJgY7N+/Hw0bNix2Oz/88APatGmjUW5lZaWPsEVr9+7dWstbtGhRZB/O4+IVNa5paWkIDAyEq6tribbDefy3mJgYzJgxA4IgFNkmISEBvr6+sLS0xHfffQcrKyvExsZi2bJluH79OtatW6fzPfLy8jB69Gg8fPgQX3zxBdq0aYP79+9j0aJFGDFiBPbv34/atWu/3Y4IRFQl+fn5Cb179xbi4+OFUaNGCTKZTMjMzNRod/ToUUEmkwkrV65UK09OThbatGkj/Otf/9L5PqmpqUKbNm2EcePGqZXL5XLBx8dH6NSpkyCXy99+h0Tszz//FGQymbBnz55i28pkMmHatGllEJU4nTlzpsRjqU1eXp7g7u4ueHt7C/n5+Wp1n3zyieDg4CA8e/bsXYQqWseOHRNkMpkwf/58tfKXL18Krq6uQteuXYvdBufx32bPni3IZDLh/PnzauVhYWGCTCYTfvvttyL7vu3xuSoICAgQ7OzshL/++kutfN++fYJMJhMWLlyos/+ePXsEmUwmnDlzRp9hit60adMEmUz2Rn05j99cUFCQ4O7uXuzfJc5jdU+ePBHs7OyEb7/9Vrh9+7Ygk8m0zjN/f3+hTZs2wv3799XKV61aJchkMiEyMlLn+2zatEmQyWTCgQMH1MovXLggyGQy4aeffnrrfeE180RVVL9+/bBnz55il24dOnQIADBo0CC1cmtra7i7uyMyMhI5OTlF9j969CjkcrnG8mQjIyP069cPT58+xblz595wL8QvOzsb3377LTp16qQxxlT2Tp8+jRcvXqB///4wNjZWqxs4cCDy8/Pxxx9/lFN0FUPz5s0xb948jBo1Sq3c3NwczZo1Q0pKCuRyeTlFJz5HjhxBs2bNNM6seXl5wczMTHUM1uZtj89VwfDhw7FgwQKNM8OOjo4AgOTk5PIIi/6B8/jNnDp1CgcPHsSMGTNQp06d8g5HVIyMjLB8+XIEBwcXuRosMzMTUVFRcHd3R+PGjdXqCueqruNzYb2ZmRm8vb3Vyl1cXNCsWbNi+5cEk3miKqpfv34lutbn+vXrqFOnDiwtLTXqZDIZ5HI54uPjdfYHgFatWmnUFX6REBcXV9KwK53169fj4cOHmDlzZnmHQuB8LYnmzZtjwIABGseE/Px83L9/H1ZWVhpfhJB2KSkpePr0qdb5ZmxsrFoSrlQqtfZ/2+NzVeDh4aH1Uq7bt28DgMaHdCp7nMelJ5fLERISAmdnZ/Tv37+8wxGd2rVr48MPP9TZ5ubNmygoKNB60qtBgwaoXbu2zs8DCoUC8fHxaNGihda/iXZ2dkhJScGTJ09KvwP/wGSeiHRKTU0t8jrjwvLU1NQi+z99+hQAtH5rXFimq39l9vz5c2zatAl9+/bVeT3h65KTkzFlyhS4u7vDwcEBPXr0wLx585CZmanHaMXl7NmzGD16NJydndG2bVsMGDAAW7du1XltHKB7vhbO97f9w1tZ/fjjj0hLS4O/v3+J2nMe/33s03WMzc3NRUZGRpH93+b4XFU9f/4cP//8M8zNzTF69OgS9YmIiMCQIUPQtm1bODk5wdfXF4cPH9ZzpOKzfPlyfPTRR3BwcICbmxsmTJhQ7BegnMelt3v3bty/fx+TJ08uVT/O45Ir/Dyga27qmpcZGRnIz8/X+9zmDfCIKonilssDb3a30tzc3CLPshXelEnX8rfCOm03cCpJ/4rubcZ99erVyM/Px8SJE0v1nrdu3UKXLl0watQoZGZmIjw8HBs3bsTZs2cRGhpa5M2yxOpNxvjKlSvw8/NDUFAQHj9+jM2bNyM4OBgJCQmYNWtWkdspnIva5nzhuObm5pZ2Fyq8t5nHgiBg4cKF2L59O/r16wdfX98SvWdVm8faFM6l4o6xRc25tz0+V0UpKSnw9/dHSkoKVq5cWaKbYgLA1atXMW7cONjY2ODevXtYt24dpkyZgkePHsHPz0/PUYtHYmIiZs6cCXNzc8TFxWHVqlUYMWIENm/ejPbt22vtw3lcOoV3/ndzc8P7779fqr6cxyWn6/MA8Gpu6vo8UNLj+9vObSbzRJXEzz//XGyb1q1bl3q7JiYmRV7/mp+fDwAwMzMrsn/hnfIL22rrr+tu+hXdm457VlYWdu3aBQ8PDzRp0qTE7xcdHQ0zMzO1Rwh269YN1apVw/bt2xEWFoYhQ4aUeHtiUJoxdnZ2RnR0NGrWrKmWDPbo0QODBw/Gtm3bMG7cuCLHvHAuapvzlWG+FuVN53FOTg6mTZuGiIgIDB8+HN999x0kEkmx26qK81ibwms1izvGFjXn3vb4XNVcu3YNEyZMwMuXL7Fq1Sp4eHgU28fHxwddu3ZFnTp1YGhoCABwcnKCp6cnfHx8sHTpUvj6+mp9rGtV8s033+Df//632qqm9u3bw9nZGcOGDcPChQuxdetWrX05j0vn0KFDePLkic4vpl/HeVx6uj4PAK/mpq7PAyU9vr/t3GYyT1RJ6OuaKUtLyyKXABUuN9Z2nVuhBg0aAHi1XOn1pcsl6V/Rvem4R0REIDs7u0TP5P6n+vXray3v3bs3tm/fjri4uEqXBJVmjKVSqdYxMjY2Rs+ePXHz5k1cvXq1yGS+cC4WLq/7p8owX4vyJvP4+fPnGD9+PG7evIlvvvkGY8aMKXHfqjiPtdE134BXc87MzAw1atQosv/bHJ+rksjISHz55ZeoX78+1q9fD5lMVqJ+JiYmWm+QZWFhga5du2Lv3r3466+/0K5du3cdsqgUNUfbtWsHGxsbnUvtOY9LZ//+/ahRo4bWx68WhfO49EpyfNY1L2vWrAkTExO9z21eM09EOjk6OiItLQ2PHj3SqLt27RpMTEx0LtEtvGNw4Y3FXu8PvPp2uKqJjIyEgYEBOnfuXKp+BQUFWm+GlZ2dDaDqPaNbG22rQIC/l7LpuvGjrvl69epVAFVzvr4uLS0N48aNw/3797F+/fpSJfIA53Gh+vXrw8rKSut8y83NRUJCAhwdHWFgoP3j2tsen6uKkydPYtKkSXBwcMCuXbtKnMgXeptjSlWia5x0/Z/mPC659PR0XLhwAR07diz1jUY5j0vHzs4OUqlU6/E5KSkJGRkZOr/8MDAwQJs2bZCQkKB17K9duwYbG5sSX+pT5Pu8VW8iqvT69esHANi1a5da+e3bt3Hx4kV4e3vr/APQs2dPmJqaYs+ePWrleXl5OHDgAGxsbIq8jq4yu3jxIpo0aYKaNWuWuE9oaCgcHR01xhIADh48CADo1KnTO4tRjIKCguDk5ITExES18ry8PBw/fhwmJiZwcXEpsr+bmxusrKwQFham9sdXEATs3r0b1atXL/YOuJWdUqnEpEmTkJSUhA0bNpT6mk3OY3X9+vVDUlISzpw5o1a+b98+5OfnY8CAATr7Am9+fK4K/vrrL0yePBlOTk5Yv349atWqVar+vr6+6NSpE9LS0tTKnz17htOnT6N+/fp477333l3AIpSWlgYXFxd88sknGjcZjYmJwbNnz3T+n+Y8LrnLly9DoVDAwcGhVP04j0vP1NQUH330Ec6fP4979+6p1e3YsQMAdB6fgVdzOzc3V/W3rVBUVBQePXpUbP8Seesn1ROR6OTl5QlXrlxR/QwcOFCQyWTC+fPnVWUvX75Utf/Xv/4ltG7dWli+fLkQGxsr/P7770L37t2Fzp07C48fP1a1S05OFuzt7YXJkyervd9vv/0myGQy4auvvhJOnz4tnDp1Shg7dqzQunVrISoqqqx2u8J48eKFIJPJhE8//VRnO3t7e2Ho0KGq1+np6YK3t7fQrl07YdmyZcLp06eFyMhI4csvvxRkMpkQEBCg79ArvLi4OMHJyUn44IMPhNDQUOH8+fPCoUOHhMGDBwsymUzYtGmTWvvXx1gQBOH48eNCq1atBD8/PyEqKkqIiYkRJk+eLMhkMmHnzp1luDcV0759+wSZTCbMnDlT7Tjyz59/Hj84j3XLyMgQPvzwQ6FTp07C7t27hQsXLgibNm0S2rVrJ4waNUpQKBSCILwad3t7e2HLli1q/Ut6fK6qxowZI9jb2wvHjh3TOlfj4+NVbbWN8YkTJ4TWrVsLffr0Efbt2yecP39e2Lt3r9CzZ0/B3t5eCA8PL4/dqnDmz58vyGQy4fPPPxeOHz8unD17Vli7dq3Qvn17wd3dXbh7964gCJzHb2vjxo2CTCYTDh8+XGQbzuPiPX78WHUM+OOPPwSZTCaMGTNG47iQnJwsuLu7Cz179hQOHTokxMbGCkuWLBHs7e2FqVOnqm1z2bJlgr29vXDy5ElVmVwuF4YNGyY4OzsLmzdvFi5cuCDs3LlTcHd3F7y8vISsrKy33hdeM09UBT158kTr9agjR45U/f7rr7/C3d0dADB//nysXbsWYWFhWLVqFSwsLNC5c2dMnjxZ7VofQRCgUCg0ls+OGjUKtWvXxqZNm/DZZ5/ByMgIbdu2xS+//IIOHTroaS8rrvT0dABFX2NYSKFQoKCgQPXawsICW7ZswcaNG7Fv3z6sXr0aRkZGaN68Ob755hu1f7+qqnAZ7erVq7FkyRKkpaWhevXqcHBwwNq1a9GtWze19q+PMfDqZnnr16/HqlWrMGnSJAiCgFatWmHFihVV/qw8ANUZ5J07d2Lnzp1a2/zz+MF5rFuNGjWwbds2LF68GIsWLUJaWhosLS0xevRoBAQEqJbYK5VKKBQKjTOfJT0+V1WF8zUwMFBrvbW1NSIjIwFoH+MPPvgAW7Zswdq1azF37ly8fPkSFhYWcHZ2xk8//QRnZ2f974QIBAUFQSaTYcuWLfjqq6+Qn5+PBg0awNvbGwEBAWjYsCEAzuO3VXhmXdfnB87j4u3cuRPLly9XKztz5ozqs3HhccHa2hqhoaFYvHgxfvjhB2RlZaFx48b44osvNO7+r+0zsJGRETZs2IBly5Zh06ZNSE1NRZ06deDl5YVJkya9kxs7SoTX/zcRERERERERUYXGa+aJiIiIiIiIRIbJPBEREREREZHIMJknIiIiIiIiEhkm80REREREREQiw2SeiIiIiIiISGSYzBMRERERERGJDJN5IiIiIiIiIpFhMk9EREREREQkMkzmiYiIiIiIiETGqLwDICIiInrd3r17MWPGDI1yIyMj1K9fH++//z78/f3RtGnTYreVnJyMHj16YODAgfjpp5/0EW6x8vLysHv3bkRERODmzZvIyspCrVq1YGNjg169emHo0KEwNzdXtZ8+fTr27duH6Oho1K9fv1xiJiKiio3JPBEREVVYfn5+8Pb2Vr3OzMxEXFwcNmzYgIiICGzbtg2tWrXSuY0GDRpg9+7dqF27tr7D1erevXvw9/dHUlISBg0ahDFjxqB27dpISUlBZGQk5s+fj23btmH16tVo0aJFucRIRETiw2SeiIiIKqxGjRrB0dFRrez999+Hq6srRowYgQULFmDdunU6tyGVSjW2UVZycnLw2Wef4cmTJ9iyZQucnJzU6n18fNC3b19MmDABU6ZMwZ49e2BsbFwusRIRkbjwmnkiIiISHRcXF1hZWeHChQuqsunTp8POzg43btyAr68vHB0dcfPmTSQnJ8POzg7Tp09X20ZCQgImT56M999/H05OTujbty82b94MhUKh1i46Ohoff/wxXF1d4ejoiF69emHRokXIzs4uNs4dO3bg7t27mDhxokYiX6hbt26YN28efvjhBxgZqZ9nyc/Px7x589C1a1c4ODigR48e+PXXXzW2ceLECYwdOxbt27eHo6MjPvroIwQHB+PZs2dq7UaPHg1XV1ekpaXh66+/RpcuXeDk5IT+/fsjIiJCY7u//vorevXqBQcHB3Tv3h2rVq1CfHw87OzsMG/ePLW2V65cwYQJE+Du7g4HBwd4enpi9uzZeP78ebHjREREpccz80RERCRKxsbGUCqVGuWzZ8+Gt7c3pk+fDmtra6SlpWm0SUhIwJAhQ2Bra4uQkBBYWFjg1KlT+PHHH5GUlISZM2cCAA4dOoSgoCC0b98ec+fORY0aNXD+/HmsW7cO586dw5YtW2BoaFhkjEePHoWBgQGGDh2qc1/69u2rtfz7779H06ZNMW/ePKSlpWHx4sWYM2cOWrRogc6dOwMAjh8/jokTJ8LNzQ0LFiyAubk5YmNjsWTJEly9ehXbt29Xi1GhUMDf3x9ubm6YP38+nj17hp9//hlffvklwsLCVEv9f/nlF8ydOxedO3fG1KlTYWBggC1btiAmJkYjztjYWIwbNw62trb49ttvYWlpiatXr2LlypWIjo7Gnj171O4JQEREb4/JPBEREYlOUlISHjx4ADc3N406e3t7jB07VvVaWzK/dOlSyOVyrF27FvXq1QMAdOjQAUlJSarkuHr16vjxxx9ha2uLDRs2wMTEBADQsWNHmJqa4j//+Q/Cw8PRu3fvIuP866+/YG1tDQsLizfaz6ZNm6q+WAAAQ0NDTJo0CWfOnFEl88nJyejcuTPmzZun2hdXV1dcv34dERERuHPnDt577z3VNrKzs9GlSxdMnDhRbYyCg4Pxxx9/oEWLFhAEAevXr0etWrWwYsUKmJqaAgC6du2KAQMGaMQ5Z84cmJubY/PmzahTp45qPK2srPDFF19g27Zt+Oyzz95oDIiISDsusyciIiLRyMrKwvnz5zFx4kQYGBioJaSFPDw8it3OyZMn0aZNG1XyW2jJkiU4efIkatWqhbi4ODx9+hReXl6qRL6Ql5cXgFdnpIuLt3r16sXGUxQfHx+1140bNwYAteXz48aNw4YNGzT2pXnz5gCAhw8famz3nzcVBKB6KkDhFx/JyclITU2Fu7u7KpEHXq2GGDJkiFrflJQUXL9+HR4eHqpEvlCPHj1gbGxc7DgREVHp8cw8ERERVVizZ8/G7NmzNcodHR2xceNGdOjQQaOuuEe5vXjxArm5uahbt67Odo8ePQIArFy5EitXrtTZpig1atRAenq6zja6NGjQQO114TX1/7y8IDMzE5s3b8axY8eQnJyMly9fqvXRdimCpaWl2uvCm+4JggAASE1N1fr+ADTuuF84BgcOHMCBAwe07kdx40RERKXHZJ6IiIgqrM8++0zt7LShoSHq16+v8zFzr99E7nUGBq8WJsrlcp3tJBIJAGDMmDEYNGiQ1jZmZmY6t2Fvb4+YmBg8fvwYVlZWOtu+qfHjx+PSpUsYNGgQpkyZgrp168LQ0BDbt2/Hjh07tPYp3LeiFCb1hWOlq2/hay8vL/j7+2vdHu/QT0T07jGZJyIiogrL0tIS9vb273SbNWvWRPXq1bWeLc7NzUV2djZq1KgBa2trAEBBQcEbx+Dt7Y2YmBj89ttvmDp1apHtNm7ciLt37yIoKAg1a9Ys8fZv3bqFS5cuoXv37pg7d65aXXFfVuhSuFz+9bvhA8Ddu3fVXheOU05Ozjv/tyIioqLxmnkiIiKqctzc3HD79m3Ex8erlX/77bfo1KkTnj59itatW6N+/fo4fPgwMjMz1drFx8dj1qxZuHPnjs73GTBgAOzs7PDLL78gMjJSa5vIyEgsWrQI8fHxpb6+vvAxeq9fMpCUlITw8HC1NqXRuHFjWFhY4Ny5c2pfChQUFGDXrl1qbevVqwcHBwfExMTgwYMHanVPnjzB9OnTceXKlVLHQEREujGZJyIioipnypQpMDMzg7+/P44cOYLY2FgsXLgQBw8exPDhw9GwYUMYGxvj66+/RkZGBkaMGIFjx47hwoUL2LZtG8aPH4/o6Gidy/0BQCqVYvXq1WjevDkCAgIQFBSEiIgIXLx4EUeOHEFQUBACAwPRpk0brFixothLBF7XokULWFlZ4dChQ9izZw8uXLiA3377DWPHjsXHH38MADhy5Ahu3LhRqu0aGRnB19cXT548wZdffolTp04hMjISn3/+udZ7Enz99deQSCQYNWoUDh48iIsXL2Lfvn0YPXo0IiMj3/hu/kREVDQusyciIqIqx87ODqGhoVi8eDG+//57ZGVloVGjRpgxYwZGjhypaufj44PatWtj3bp1mDFjBnJyclCvXj14enpi4sSJxSbzANCoUSPs2bMHu3fvRnh4OGbNmoWsrCzUrVsXzZo1w08//QQfH583uq5cKpVi1apVmDt3LubMmQMjIyM4Oztj5cqVaNq0Kc6dO4ejR48iLS0NGzZsKNW2J0+eDODVje1OnjwJGxsbjBo1Ci1btkR0dLRa2/bt2yM0NBQrV65ESEgIXr58idq1a6Njx44IDAxEs2bNSr1vRESkm0QovMMJEREREVExjh8/jsDAQEyaNAmBgYHlHQ4RUZXFZfZEREREpCE0NBQTJkxQPXu+0IkTJwC8ejwgERGVHy6zJyIiIiINtWrVwokTJ+Dv749PP/0U5ubm+O9//4t9+/ahXbt26NKlS3mHSERUpXGZPRERERFpFRkZiY0bN+L27dvIysqCpaUlevTogUmTJsHc3Ly8wyMiqtKYzBMRERERERGJDK+ZJyIiIiIiIhIZJvNEREREREREIsNknoiIiIiIiEhkmMwTERERERERiQyTeSIiIiIiIiKRYTJPREREREREJDJM5omIiIiIiIhEhsk8ERERERERkcj8f0Dwc17JvE42AAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* The top 3 economic sectors with the highest average price increase are:\n",
        "  1. Health Care (9.59),\n",
        "  2. Consumer Staples (8.68), and \n",
        "  3. Information Technology (7.22)."
      ],
      "metadata": {
        "id": "Vkwq_on0WFuK"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "K6iNTVu9xovy"
      },
      "source": [
        "**Volatility accounts for the fluctuation in the stock price. A stock with high volatility will witness sharper price changes, making it a riskier investment. Let's see how volatility varies, on average, across economic sectors.**"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "labled_barplot(data=df, feature='Volatility', fmt=\"{:.2f}\", rnd=2,\n",
        "                    title='Average Volatility by GICS Sector',\n",
        "                    figsize=(10, 5), ylabel='Volatility',\n",
        "                    groupby='GICS Sector', orient='v')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 495
        },
        "id": "nfn8cSKGgNSw",
        "outputId": "cb0273f8-6f2b-4db1-f991-542206e00def"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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sLHjzzTc5dOgQ586dw9HRkffee4+cOXOyf/9+Ll26ZEreDh48SEREBD4+PuTJk+eJ57p37x7wf0PS/2vTpk307ds32X1btmx5asKYWH/in9GzqFixIps3b2bJkiVs2rSJY8eOsWvXLtMDrmzZstG0aVN69OiR4gXtnqXOsLAwbty4QYECBYiKiiIqKsqsToPBQM6cObl48SJ37twhR44cpv8X/PeBFkClSpWSPMxLTmId7u7uyU6PSHyAdvLkyST7XvQr+UQkbSmpFxGR186BAwc4e/Ys7u7uSebvVq1aFQcHB3bv3s3FixcpWrSoaV/Dhg0ZN24cGzZsoEuXLsDDnvv4+HgaNmxoWsH933//BeDPP/+kdu3aj43j7t27PHjwgCxZspi2Jc4v/69//vmHiRMnEhwczO3bt594fbdu3XpiXYUKFUqy7caNGwB88803fPPNN4+tO3E0wNPkypWL+vXrs2zZMlauXGmaW3/t2jW2bdtGrly5qFevXpLzv/HGG8nWl5h03rx584nnffDgAVOnTmXVqlVJesNfBk2aNGHRokX89ttvfPLJJxgMBtO89tq1az81uX7U4+5V4gOUxNed2djYUL9+fRYuXMhvv/3Gp59+Cvzf6ICUzOFPfIvB3bt3k93v6enJlClTzLZNnDiRv/76KwVX8vDB1K1bt7h9+/ZzvXfd3t6eDh060KFDBx48eEBISAhHjhxh+/btHDlyhPnz57N9+3aWLVuW4sQ+tXUmfv/Dw8Of+P2Hh9+HHDlymNr/4xYfTInEOh7Xhp70HXrc/ytEJHNQUi8iIq+dxAXyjh49mmSo+aMWL15Mv379TJ8bNGjA+PHjzZL6/w69B0y9ZGXKlKFbt25PjMXS0tLsc3KLcd24cYMPPviAiIgI3nnnHerVq0f+/PlN0wb69u1r6umEh8N/H43jv560yFlgYOBje8uBZHv+H+fDDz9k2bJlZgvmJS6Q17RpU7OHGf+N/b8SEhKeGjtAt27d2LVrF4ULF+aTTz6hWLFipt7f2bNnc/To0RTHnx7c3Nx46623+Ouvv9i/fz+VK1dO9QJ5iR73GsDEe/jo/iZNmpiS+u7duxMfH8/vv/9O7ty5qVGjxlPPlTgs/syZMyQkJCQ5d8GCBSlYsKDZth9//DHF11KiRAmOHDnCyZMnKVKkSIqPe5IsWbJQoUIFKlSoQKdOnbh48SKdO3cmNDSUH374wfRwI63rTGyjhQoVYuDAgU+sr0CBAsD/tevUThF41NO+G0/6Dj1uEUARyRz0DRYRkddKREQEmzdvxs7Ojjp16iRbxmg0smrVKpYvX07Pnj1NyXPhwoWpUKECBw8e5OLFi2TNmpVDhw5RpkwZs1d35c2b1/T7o0P4n9Xy5cuJiIigcuXKzJkzx+wf4HFxcUnmLCf2QCb21P7XlStXkmxLXPG6UKFCaRIzYHqd3J9//smRI0dwd3dn6dKlWFhYJJnzm9jrnNjL+V9P68kHTEOj8+TJw5IlS8z+HAAWLFjwPJeTZpo2bcro0aNZt24dFStWZN26deTKlStFyfWjHjdqIXEkx6O9vq6urjg7O3P27Fn++OMP7ty5w82bN2nTpo3ZKvKPU6RIEYoVK8aFCxfYvn07tWrVSlWsT1OtWjWOHDnC6tWrH/u9fNSKFSvw8fHB3t7etM1oND4xsS1atCidO3emf//+T53G8Tx1Jra7+/fvp/i7lDdvXi5cuGBq588isSf+eb5DIpI5aaE8ERF5rfz666/ExsbSoEEDRo8enezPmDFjqFatGrdu3TL1xCdKXDBvy5YtbNy4kYSEBLNeenjYQ29tbc3Zs2e5du1akhji4+NNC4+lxN9//w08nAv/3x61Q4cOJZkjXqRIESwtLbl69appKP6jgoODk2x75513ANi9e3eyMVy7ds1sNEBKJS5Yt3r1ao4cOUJYWBjvvvtukt5YV1dX4OH1JOfIkSNm5ZKTeE/feeedJAl9ZGQkx44dS3X86cHPzw8rKys2btzIzp07uXbtGg0aNDA9PEqpxHUQHhUfH2963/x/p5Y0bdoUeDjsftWqVUDqFuZLXGjtm2++STJP/L8S1zNIqQ8++ABbW1s2b9782DaY6LfffqNfv358/PHHwMNrbt++PeXLl+d///vfE49NfAD2uLUBEj1PnY6OjuTNm5dbt2499uHBxYsXzT4ntutH3zef6NChQ3Tr1o358+c/MY7EOo4cOWLqlX9USr5DIpI5KakXEZHXRlxcnGmRtg8++OCJZVu0aAH834J6iXx9fbG2tiY4OJgtW7ZgZWWVZHEze3t7fH19iY2NZeLEiUmGlM+ePRsfHx8mTZqUorgThzX/d37y+fPnGTFiRJI51FmzZqV8+fIkJCSYphok2rRpk+kf94+qW7cu2bJlIzg4mAMHDpjti4yMpEuXLnh6enL+/PkUxZyoXr165M6dm/Xr15tW3X50gbxE9evXx87Ojo0bN3Lq1CmzfWfPnmXDhg3Y2dmZzcP/r8ShzOfPnzcbvXD37l369OljGob/6AiGxCkAd+7cSTYRelaJCXpyD1XeeOMNatSowa1btxg+fDiQuuQ60fbt25Mstrh8+XLu3r1L2bJlkwyH9/Pzw9ramvXr17N161beeustypYtm+LztWjRgurVq3P+/Hk6dOiQJDFNdPr0adq3b89ff/1FoUKFUjRHPl++fAwYMACj0Uj37t2TPEwDTO154MCBZMmSha+++gp4OIWlcOHC3Lt3j969exMeHp7sOf755x9mz54N8MR2lBZ1NmvWDIDx48ebFmpMtGbNGt5//32zqT3+/v5YWFiwYsUKIiIiTNuNRiPTp09ny5YtZj3sybUvFxcX3NzcuHr1apL/b0VGRjJ37lzg/x7uiMirQ8PvRUTktbF582bCw8MpU6bMU5MZb29v8uXLx9GjRzl9+jSlSpUCHg5prl69Ojt27ADAy8sr2eGs/fv359ixYyxdupSzZ89SvXp14uPjOXToEAcPHqREiRJ89NFHKYq7QYMGTJ8+nd9++42YmBjeeustwsLCWLduHX379mX79u1s27aNkSNHUq9ePT788EO6d+9Ohw4dmDx5MqdPn8bFxYULFy6wbds2OnfunOSBQq5cuRg+fDhffPEFAQEB1KtXjxIlSnD9+nU2btxIREQEHTp0eOwrzR7HxsaGZs2aMWvWLJYsWUKRIkV49913k5TLkycPQ4cOpX///rRu3Zq6detSuHBhLl26xMaNG4mPj2f48OFPXEjunXfe4c033+R///sfbdu2xcvLi9u3b7NhwwYqVKhAYGAgo0ePZv78+URFRdG2bVvy5s1L7ty5uXnzJp07d6Zw4cJ07NgxVdeYnLfeeovQ0FAGDBhAxYoVqV69utnw+qZNm7JlyxbCwsJ48803n6n3tEmTJnTo0IH33nsPBwcHQkND2bBhA1ZWVqbXpj0qT5481KxZk02bNgGpf5BgMBj4/vvvGTx4MCtWrKB+/fp4enpStmxZsmbNyvXr1zl69CjHjx/HYDBQr149Bg4cmOKF7z744AMSEhIYNWoUn3/+OVOnTqVq1arkypWL8PBw9u7dy4ULFyhQoADff/+92T0bOHAgV65cYc+ePdSuXZt3332XUqVKkTVrVm7fvs1ff/3Fnj17iIuLIyAggPfee++p8TxPnV27dmXv3r3s2rULf39/fHx8sLKy4vjx42zfvp18+fLRtWtXU/lSpUrRtWtXpkyZQtOmTWnYsCG2trZs376d48ePU7VqVerWrWsq/7j2NWLECNq0acPw4cPZu3cvpUqV4ubNm2zbto3Lly/zwQcfpHqah4i8/JTUi4jIa+Pnn38G/q8X/kmsrKxo3LgxM2fOZNGiRXz99demfQ0bNmTLli0ASYbeJ8qbNy9Llixh7ty5bNq0iVmzZmE0GnF0dKRjx458/PHH5MqVK0VxOzk5MXfuXCZMmMD27dvZsWMHLi4ujBs3Dm9vb9555x3CwsL4888/sbW15cMPP8TT05Pp06czZcoUtm/fzv79+3F3d2fBggXJzqmHhz2Njo6OzJkzhz179rB27VqyZs1K6dKl6du3r2nqQWq1bNmSOXPmEBcXR8uWLR+7wFujRo1wcHBg9uzZbNmyhbt375IzZ06qVq1KYGAg7u7uTzyPtbU1s2bNYsyYMRw+fJiZM2dSpEgR2rdvT7t27YiMjGTHjh0cPnyYpUuX0rJlS+zt7RkxYgQjRoxg79695MuXj4CAgCQLGKZWz549uXLlCqdPnyY8PDzJ++Rr1KhB3rx5uX79+jP10ifWUa9ePaZMmWKaCuLm5sann35KlSpVkj2mSZMmbNq0CUtLyxS9mvC/smTJwpgxY2jdujXLly/n4MGD/Pnnn0RHR5MnTx7TAoW+vr6mVwumRqtWrfD29mbhwoXs3LmTFStWEBkZSbZs2XjrrbcIDAzEz88PW1tbs+Ps7OxM37V169Zx4sQJ9uzZQ0xMDHZ2dhQuXJimTZvSrFmzFD9AeZ46bW1tmT9/PvPnz2fdunX8+OOPxMXFUaBAAVq1akXnzp2TjKTo0aMHzs7OLFiwgF9//ZXo6GiKFi1K79696dChg9n35nHty9nZmWXLljFt2jT27NlDcHAwWbJkoXTp0nz22WeP/f+ViGRuBuPjlpkVERGRV9K6devo2bMnNWvWZMaMGRkdzmurVatWhISEsG3bNtNChent4sWLvP/++9SqVYvp06e/kHOKiEj60px6ERGRV9CVK1fYtm0bly5dSrIvcSG1tHp1mKTeiRMnOHLkCO+///4LS+gBfvrpJyD5dQ1ERCRzUlIvIiLyClq8eDFdunRh3LhxZtuvX7/OsmXLANL8tWSSMtHR0QwePBiDwWBaUf5FOHz4MIsXL6ZUqVJ4eXm9sPOKiEj60px6ERGRV1C7du1Yv34969atIyIigipVqnDr1i3Wrl3LjRs3qFOnDtWqVcvoMF8r27ZtIyQkhLVr13LhwgU6dOiQqtXnn9XMmTP5559/WL58ORYWFgQFBT3x3esiIpK5aE69iIjIK+r69evMmTOHbdu2ceXKFSwsLChevDiNGjXio48+eu7F4CR1Bg8ezC+//EKBAgX48MMP6dy58wtJrl1dXTEajZQuXZp+/fpRoUKFdD+niIi8OErqRURERERERDIpzakXERERERERyaQ0p14kAxw9ehSj0Yi1tXVGhyIiIiIiIhkoNjYWg8GAu7v7Mx2vnnqRDGA0Gk0/IqllNBqJiYlR+5FUU9uR56H2I89D7Uee1evQdp43L1BPvUgGsLa2JiYmhjfffBM7O7uMDkcymaioKE6dOqX2I6mmtiPPQ+1Hnofajzyr16HthISEPNfx6qkXySAGgwELC30FJfUsLCyws7NT+5FUU9uR56H2I89D7UeeldrO06mnXiSDxN29x6qPumR0GJKJPd8zXXmdqe3I81D7keeh9iPPKq3aTp43S+AzenAa1fZyUFIvkkESYmOJCDmV0WGIiIiIiEgmpjEMIiIiIiIiIpmUknoRERERERGRTEpJvYiIiIiIiEgmpaReREREREREJJNSUi8iIiIiIiKSSSmpFxEREREREcmklNSLiIiIiIiIZFJ6T72IiIiIiIhICty4cYPx48ezc+dO7ty5Q5EiRejcuTP169dPUnb//v20bdsWGxsbs+0FCxZk06ZNXL58GV9fX4xGIwAGgwGA+Ph4ypcvz08//ZSimJTUS6bg7e1NeHg4FhZJB5eMGjWKBg0aZEBUIiIiIiLyOvnkk0+wsrJi8eLF5M2bl19//ZU+ffrg4OBAuXLlkj0mJCQk2e0ODg6EhISY9ru6uhITE4O/vz/+/v4pjklJvWQaAwcOpFWrVhkdhoiIiIiIvIYiIyMpUaIEbdq0oVChQgC0bt2aSZMmsX///scm9anx/fffky9fPpo2bZriYzSnXl4Jbdq0Yfr06XzxxRd4eHjw7rvvsnLlStP+y5cv06VLFzw9PalYsSJ9+/YlMjISeDgsxt3dnR9++AEPDw+OHj1KfHw8w4YNw93dnZo1a7J27Vref/99li9fzpQpU2jSpInZ+Q8dOoSbm5upThERERERebXY29szYsQISpUqZdp248YN7t27R8GCBR97XP/+/alevTqVK1emS5cuhIaGJlvu4sWLzJs3j8GDB6cqLiX18sr4+eef8fPzY//+/bRo0YJhw4YRGxuL0WikW7duFCpUiODgYDZs2EB4eDhjxowxHRsbG8vFixfZs2cP5cqV46effmL9+vX8+uuvrFq1ivXr1xMREQFAo0aNOHnyJOfOnTMdv3HjRmrVqoW9vf0Lv24REREREXnxYmJi6N27N2+++Sb16tVLsj9btmy4ublRvXp1Nm/ezLJly4iLi6N9+/bJdgZOmjQJX19fSpYsmao4lNRLpjF8+HBcXV3Nfjw9PU373d3deffdd7G2tqZu3bpERkYSERFBSEgIf/31F1988QVZs2bljTfe4NNPP2XVqlWmRSliY2P58MMPsbW1xWAwsH37dho0aMBbb71Fjhw56N27N/fv3wfA0dGRChUqsHr1atO5N2/eTMOGDV/sDRERERERkQxx7do12rZty82bN5k9ezbW1tZJypQtW5YlS5ZQr149bGxscHBwYPTo0Vy9epXg4GCzsuHh4axbt46OHTumOhbNqZdM42lz6h0dHU2/29raAhAdHU1YWBjx8fFmDwDg4aqSN2/eNH0uXLiw6fdr165Ro0YN0+fixYub9cI3atSIGTNm8PnnnxMSEsK9e/eoXr36s1+ciIiIiIhkCqdPn6Zz586UK1eOkSNHki1bthQfmzdvXrJly0Z4eLjZ9l27dlGsWDGcnZ1THY+SenllJLcyPkCWLFmws7Pj6NGjTzzeyur/vg4JCQlJnrY9Wn/dunUZPnw4f/zxB9u2bcPX1zfJqypEREREROTVcu7cOdq3b89HH31E9+7dn1h23bp1XL16lYCAANO2y5cvc+/ePYoWLWpWdt++fdSuXfuZYtLwe3nlOTk5ERUVRVhYmGlbZGSkWS/9f73xxhtcvnzZ9PnixYvcuXPH9Nne3p7atWuzYcMG1q9fj5+fX/oELyIiIiIiL4X4+Hi++OILGjRokGxCHx4ejq+vL4cOHQIedi6OHTuWFStWEBMTw5UrVxg0aBCOjo54eXmZjnvw4AEXL140W4AvNZTUyyvP2dkZd3d3RowYwY0bN7hz5w5Dhgyhb9++jz3G09OT1atXExoayt27d5kwYQJ2dnZmZRo1asSSJUuIjY2lfPny6X0ZIiIiIiKSgY4ePcqJEydYvHhxkrW+AgICiI2NJTQ0lKioKABq167N6NGjmTdvHp6enjRq1Ih8+fKxePFi03RhgNu3b5OQkEDu3LmfKS4Nv5dMY/jw4YwcOTLJ9gYNGjz12HHjxjFs2DBq166NjY0NVapUYfTo0Y8t//HHH3Pu3DkaNWpEoUKF+PLLLzlw4IDZEHwvLy+yZs1KgwYNMBgMz3ZRIiIiIiKSKVSoUIEzZ848scx/9/v5+T11VG/+/PlZunQprq6uzxSXknrJFLZu3Zqq8o6OjmZfKAcHB2bMmJFsWU9PzyRfPltbW8aMGWOaJx8bG8vt27cpUKCAqcz9+/e5f/8+zZo1S1VsIiIiIiIiaUXD70WSsWLFCmrVqkVoaCixsbHMmDGD7Nmzm56ePXjwgGHDhuHl5ZVkkQsREREREZEXRT31Isnw8/Pj3LlztG3blsjISN58802mTJmCvb09hw4dIiAggIoVK/Ltt99mdKgiIiIiIvIaU1IvkgwLCwt69+5N7969k+yrUKECx44dy4CoREREREREzGn4vYiIiIiIiEgmpaReREREREREJJNSUi8iIiIiIiKSSWlOvUgGsbC2Jr9r6YwOQ0RERETktZHnzRIZHUKaU1IvkkGssmfDb8F0bG1tMzoUyWSio6MJDQ2lePHiaj+SKmo78jzUfuR5qP3Is1LbeToNvxfJIEajkYSEhIwOQzKhhIQEoqKi1H4k1dR25Hmo/cjzUPuRZ6W283RK6kVEREREREQyKSX1IiIiIiIiIpmUknoRERERERGRTEpJvYiIiIiIiEgmpaReJIMYDAYsLPQVlNSzsLDAzs5O7UdSTW1Hnofaj4jIy0mvtBPJIMb79zk6bHBGhyGZ2NGMDkAyLbUdeR5qP+nP3tEJ127dMzoMEckklNSLZBBjfBx3zp3L6DBERERERCQT0/gpERERERERkUxKSb2IiIiIiIhIJqWkXkRERERERCSTUlIvIiIiIiIikkkpqRcRERERERHJpJTUi4iIiIiIiGRSSupFREREREREMikl9fJamzp1Kh999FGKyvbv35+ePXumc0QiIiIiz+fSpUu0bdsWFxcXzp0798Syq1atonHjxnh4eFCtWjW6detmdsz9+/cZM2YM3t7elCtXjjp16jB//vz0vgQRSQUl9ZIhEv9iuHfvXpJ9P/zwAy4uLixfvvyp9Zw4cYI9e/Y8cxzdunVjwYIFz3y8iIiIyMtk06ZNtGjRAgcHh6eW3bVrF/369SMwMJB9+/axevVqrKysCAwMJCEhAYBBgwaxc+dOZs2axeHDh/niiy8YPXo069atS+9LEZEUUlIvGcbOzo7Nmzcn2b569Wry5MmTojqWLVv2XEm9iIiIyKvk1q1bLFiwAH9//6eWDQkJIXfu3DRo0AAbGxvy5MlD06ZNuXLlCteuXcNoNJIjRw6++uorSpYsiaWlJT4+PpQqVYp9+/al/8WISIooqZcMU6NGDVatWmW27eLFi9y8eZM333wTAKPRyNixY6lRowbu7u40btyYgwcPAhAUFMTChQuZO3cu7733HvDwL7I+ffrg5eWFu7s7Xbt2JTw8HHg4FM3FxYWFCxdSqVIl1qxZw+TJk2nRooXp/KtWraJevXq4u7vj7e3NwoULk439+vXrfPLJJ3h6euLh4UH79u0JCwtL83skIiIikhrNmzenRIkSKSpbq1YtIiMj+e2334iOjubOnTusWLECDw8P8ufPj8FgYPDgwVSpUsV0TExMDOHh4RQsWDC9LkFEUklJvWQYb29vDh8+zPXr103bVq9eTZ06dUyfV65cyYoVK/jll184dOgQtWvXpkePHsTHxzNo0CAqVqxIQEAAmzZtAh7Oe4+Ojmbt2rXs3LkTOzs7vvzyS7PzHjhwgK1bt1K/fn2z7WFhYfTr14+BAwdy5MgRRowYQVBQEKdPn04S+3fffUfOnDnZsWMHu3btwsnJiTFjxqTl7RERERFJV6VKlWL8+PEEBQVRrlw5KlasSGhoKBMnTsRgMCQpbzQaGTx4MFZWVrRu3ToDIhaR5CiplwyTI0cOvLy8zOZkrV27Fj8/P9Pnhg0bsn79egoWLIilpSX169fnxo0b/PPPP0nq+/fff9m2bRs9e/YkZ86c2Nvb06dPH3bv3s21a9dM5fz9/bG3t0/yl5WjoyP79u2jatWqGAwGqlSpwhtvvMGJEyeSnOvOnTtYW1tjY2ODnZ0dQ4cO5fvvv0+L2yIiIiLyQhw6dIg+ffowePBgjhw5wo4dO3BxcaFdu3ZER0eblb137x7dunXjwIED/PDDD+TMmTODohaR/7LK6ADk9ebv78/06dNp27YtJ0+exMLCgtKlS5v2379/n5EjR7Jjxw5u375t2h4TE5OkrsTh7/+dQ2ZpacmVK1dM8/QLFy6cbCwGg4FFixaxdOlSIiIiMBqNxMTEJHuujz/+mK5du7Jz5068vLyoW7eu2dA0ERERkZfdzz//jLu7u+nfTokjHD09Pdm1axc+Pj4AXLlyhY4dO5I7d26WLFnCG2+8kYFRi8h/qadeMlT16tUJCwvjwoULrF69moYNG5rt//rrrzlx4gQ///wzISEhT1xp1dbWFoAdO3YQEhJi+jl58iRubm6mcpaWlskev2TJEmbOnMnw4cM5evQoISEhj50v5urqytatW/nqq68wGo10795dw+9FREQkU4mPjzetcv/oNng41B7g2rVrtG3blnLlyjFv3jwl9CIvISX1kqFsbGyoW7cuGzduZOPGjTRo0MBs/7Fjx/Dz86NYsWIYDIZkh8IncnBwwMLCgjNnzpi2xcbGmhbKe5qQkBAqVKhA5cqVsbS05Nq1a0RERCRb9tatW1hbW1O7dm2CgoKYNm0aixcvTtF5RERERDJCeHg4vr6+HDp0CABfX18OHDjA6tWrefDgAbdu3WLs2LHkzZuXSpUqATB06FDeeustgoKCsLLSIF+Rl5G+mZLh/P396dWrFwUKFMDR0dFsn6OjIyEhIcTExHDy5EnWrl0LQEREBCVLliRLlixcunSJ27dvkzNnTurVq8fYsWP5/vvvyZUrF9999x07duxgzZo1T43DwcGBPXv2cPv2bSIjI/nmm28oXLhwsg8FWrZsSZMmTWjXrh0WFhb8+eefFC1aNG1uiIiIiMgzqlOnDv/884+pp71Ro0YYDAYqVqzIsGHDCA0NJSoqCoB69epx//59pk+fzoABA7CysqJChQrMnTuXnDlzcvXqVTZv3oy1tbXZqEd4OJ1x48aNL/z6RCQpJfWS4cqVK4e1tXWSofcAvXv3pm/fvlSqVIl33nmHb775BoBu3bqxYMECmjRpwsCBA3n//ffZs2cPgwYNIigoiPr162NhYUG5cuWYOnVqsiu4/lerVq04cOAANWrUwMHBgaFDh3L8+HEmTpxIvnz5zMpOnDiRr7/+mmnTpmFlZYWrqytjx45NmxsiIiIi8oyelmg/OqIRoGnTpjRt2jTZsgULFkxSXkRePgZj4mM8EXlhQkJCeHDzBv9OmZTRoYiIiMhLJkfJklQZ+U1Gh5GmoqKiOHXqFKVLl8bOzi6jw5FM5HVoOyEhIcDDdbuehebUi4iIiIiIiGRSSupFREREREREMikl9SIiIiIiIiKZlJJ6ERERERERkUxKSb2IiIiIiIhIJqWkXkRERERERCST0nvqRTKIwdKKHCVLZnQYIiIi8pKxd3TK6BBEJBNRUi+SQQxZs+I+eBi2trYZHYpkMtHR0YSGhlK8eHG1H0kVtR15Hmo/IiIvJw2/F8kgRqORhISEjA5DMqGEhASioqLUfiTV1Hbkeaj9iIi8nJTUi4iIiIiIiGRSSupFREREREREMikl9SIiIiIiIiKZlJJ6ERERERERkUxKSb1IBjEYDFhY6CsoqWdhYYGdnZ3aj6Sa2o48D7UfEZGXk15pJ5JBLOJiuLJ0TkaHIZmULXDlcEZHIZmR2o48j8zYfrLkzU9h3+YZHYaISLpRUi+SQYzx8USHX8roMEREREREJBPT+CkRERERERGRTEpJvYiIiIiIiEgmpaReREREREREJJNSUi8iIiIiIiKSSSmpFxEREREREcmklNSLiIiIiIiIZFJK6kVEREREREQyKSX1aWTEiBG4u7szc+bMjA4liTp16rBkyZKMDiPF2rRpw9ixY9Ol7v79+9OzZ890qVtERERePZcuXaJt27a4uLhw7ty5J5aNjIxk8ODBeHp6Uq5cOVq2bMmxY8fMymzfvp3GjRvj5uaGl5cXY8eOJS4uLj0vQURecUrqHyM1ieWtW7eYP38+48aNo1OnTukc2dOFhYWxYcMG0+eNGzfSvHnzND3HwYMHcXV1Nf24uLhQtmxZ0+eBAwem6flEREREXrRNmzbRokULHBwcUlS+V69ehIWFsWLFCnbt2oWnpycTJkwgISEBgKNHj/L5558TGBjIwYMHmTlzJrt372bbtm3peRki8oqzyugAXgX37t0DoGjRohkcyUO///47x48fx9fXN93OUbFiRUJCQkyfXVxcmDp1KtWrV0+3c4qIiIi8SLdu3WLBggVcu3aN5cuXP7HssWPH2LVrF5s3b6ZQoUIASUYHTp06lQYNGtCgQQMA3n77bX777bf0CV5EXhvqqU+BS5cu4eLiwu7du/H39zcNp7p06RKhoaHUqVMHgEaNGjF16lQAFi9eTN26dXnnnXfw9fVl3bp1pvratGnDt99+S8OGDU09+y4uLqxdu5YmTZrg5uZGp06duHr1KoGBgbi7u9OkSRMuXbpkquOHH37Ax8cHd3d36taty++//w7AnDlzGDt2LBs2bMDV1ZX4+Hi8vb1ZtGgRAAkJCUyZMoX33nsPNzc3GjduzN69e031ent7s2TJEjp16oS7uzs+Pj7s2rXrme7bggULTPegfv36bN682bTv/v37DBo0CE9PTypXrsygQYOIiYkx7Y+Pj2fw4MF4eHhQpUoVs/vn4uLC77//TqtWrShXrhwNGzbk5MmTpv2HDh2iRYsWuLu74+XlZfaE/L82b96Mn58f5cqVw9vbm/nz55vF+Nlnn+Hm5kadOnXYu3cvZcqUYf/+/QwYMIBPP/3UrK4VK1ZQo0aNx55LREREMpfmzZtTokSJFJXdu3cvhQoVIjg4GB8fHypVqkTHjh25cOEC8PDfYAcOHKBw4cJ06dKF8uXLU6dOHebOnYvRaEzHqxCRV52S+lSYP38+M2bMIDg4mKioKGbPnk3x4sVNQ91XrlxJt27d2Lp1K99++y1BQUEcOnSIHj168MUXX3DmzBlTXWvXrmXEiBHMmDHDtG3x4sVMnz6dVatWsXfvXjp27Ejv3r3ZuXMn8fHxzJs3D3g49H3cuHFMnTqVI0eO0LFjR/r06cONGzcIDAykUaNG+Pr6EhISgqWlpdk1/PzzzyxZsoTvv/+eQ4cO0bBhQ7p168a///5rKjNnzhy6d+/O/v37qVSpEiNHjkz1vfr999/5/vvv+fbbbzl8+DCfffYZn3/+Of/88w8A48eP53//+x/r169n3bp1nDhxgilTppiOX7NmDe+99x779u2jefPmDB061Gy+2ezZsxkxYgR79+4lf/78TJgwAYDr16+b7sH+/fuZOXMmS5cuNT3UeNTp06f57LPP6NGjBwcPHmTEiBGMGzeO7du3AzBu3DjOnDnD77//zk8//cSsWbNMMfj7+xMcHMzdu3fNrrl+/fpYWOhrJSIi8rq5cuUK169f58SJEyxfvpxVq1YRFxdHp06diImJ4ebNm0RHR7No0SI+/vhj9uzZw2effca4ceNYunRpRocvIpmYso9UaNWqFQUKFCBXrlx4eXk9drGUpUuX0qBBAypUqIC1tTX16tWjdOnSbNy40VTGzc0NNzc3DAaDaVv9+vXJnz8/xYoVo0SJEri6uvL2229jb29PpUqVTE96y5cvz+7du3F2dsZgMNCgQQMePHjA2bNnn3oNS5cu5cMPP8TFxQUbGxsCAgLImjUrwcHBpjK1atXCzc0NGxsb6tSpw4ULF1Ld+7x06VKaNWtG2bJlsbKy4v3336d8+fKsWbMGo9HIihUrCAgIIE+ePOTJk4eRI0dSrVo10/EeHh68++672NjY4Ovry+3bt7lx44Zpf6NGjShRogRZs2bF29vb9GexZs0aChcuTOvWrbGxseHtt9+mUaNGrF+/PkmMy5Yto0qVKvj4+GBtbU2VKlWoWbOmaVTAjh07aNmyJQULFiR//vwEBASYjq1YsSL58uUzPdCJiopi9+7d+Pn5peo+iYiIyKvBaDQSExPDV199RY4cOShYsCADBgzg4sWLHDp0yNQb7+fnR4UKFciSJQv16tWjdu3aTx3aLyLyJErqU8HR0dH0e9asWXnw4EGy5S5dukTJkiXNthUtWpTLly+bPie34Eri/CuALFmyUKBAAbPPicPT4+PjmTJlCjVq1MDV1ZXy5csDmA1ff5zkYnNycjKL7dHrtLW1JT4+ntjY2KfW/ai///6befPmmS2md/jwYcLDw7l58yZ37twxO0+pUqWoVKlSsjFkyZIlyfU97s8iJfc+0dPKXrt2zew8rq6upt8NBgN+fn6sXr0aePgAoEiRIpQqVeppt0ZEREReQfnz58fa2ho7OzvTNicnJwAiIiLIkycP1tbW5MiRw+w4Jycnrl279kJjFZFXixbKS4VHe9Wf5HHJ9aPH/3dYfHL1P24Y95QpU1i/fj3Tp0+nVKlSGI1G3n777TSLLS2Gj9va2tK7d2+z3u1Et27dAnhi7//T7vXj9qfk+lJaNiEhASur//uK/Pe++Pv7M2PGDMLDw9m0aRMNGzZ8YswiIiLy6nJxcTGNnHR2dgbg4sWLwMPOCAsLC958802OHz9udtzff/9t1okgIpJa6qlPB05OTpw/f95s2/nz5ylSpEia1B8SEkLt2rV5++23sbCw4MSJE88cW1xcHBcvXkyz2B49z6NrCAD8888/GI1GcuXKRY4cOQgNDTXtO3HiBCtXrkyT86b03j+t7BtvvGHWw//oav8AxYoVw83NjVWrVhEcHKykXkRE5DUSHh6Or68vhw4dAqBGjRq8+eabDBs2jIiICG7cuMHo0aMpXbo0Hh4eAAQGBrJ582ZWr15NTEwMmzZtYvPmzbRu3TojL0VEMjkl9emgUaNGrF69mj/++IPY2FiWL1/OX3/9Rf369dOkfgcHB06fPs39+/f53//+x+zZs8mePTvh4eHAw+HqV65c4c6dO2aLyyXGtnDhQs6dO0dMTAzTp083rZCflj744APWrVtHcHAwcXFx7Nu3jwYNGvDnn38C0KRJE2bPnm0ajh8UFMRff/313OetW7cuYWFh/PLLL8TFxXHs2DF+++03GjdunKSsn5+f6d2wcXFx7Ny5k+DgYPz9/QHw9PRk8eLFREREEBERwQ8//JCkjkaNGplGTBQuXPi54xcREZGXR506dXB1dSUwMBB4+Pe+q6srAQEBxMbGEhoaSlRUFADW1tbMnj2bnDlz4uvrS+3atbG3t2fWrFmm0X4NGzZkyJAhTJ48GQ8PD8aMGcPIkSN57733MuwaRSTz0/D7dFC/fn0uX75M3759uX79OiVKlGDu3LkUK1YsTerv3LkzPXv2pHLlyrz11luMGjWKAgUKMHz4cPLkyUPDhg3ZsGEDtWrVMs35ThQQEMDNmzfp2LEjd+7coXTp0syfPz/J/K7nVa1aNfr168ewYcO4fv06jo6ODB06lHLlygHQu3dvhg8fTr169bCxscHHx4fu3bs/93kdHBz4/vvv+e677xg9ejT58+fns88+MyXqj3J3dzeteN+rVy8cHR0ZO3asaW5/37596dmzJ7Vr16ZEiRIMGDCA7du3mw3Dr1+/PiNHjlQvvYiIyCvo0UWOk/PfUYmFChUye5tPcj744AM++OCD545NRCSRwagXY4o8VkxMDDY2NgCEhYXh4+PDpk2bTAvf/P333/j7+7Njxw7s7e1TXG9ISAhxkXew3bMmXeIWERGRh2wLOFL8o08yOozXXlRUFKdOnaJ06dJmiwmKPM3r0HYSp/k+ujB3amj4vchjTJkyhcaNGxMREUF0dDQzZ86kZMmSpsVs7t69y5AhQ2jZsmWqEnoREREREZG0oqRe5DECAwPx8PCgUaNGeHl5cfHiRSZNmoSFhQWrV6/m3XffJXfu3Hz66acZHaqIiIiIiLymNKde5DFsbW0JCgoiKCgoyb6GDRtqHr2IiIiIiGQ49dSLiIiIiIiIZFJK6kVEREREREQyKSX1IiIiIiIiIpmU5tSLZBCDpSW2BRwzOgwREZFXWpa8+TM6BBGRdKWkXiSDJFjZUKhZILa2thkdimQy0dHRhIaGUrx4cbUfSRW1HXkeaj8iIi8nDb8XySBGo5GEhISMDkMyoYSEBKKiotR+JNXUduR5qP2IiLyclNSLiIiIiIiIZFJK6kVEREREREQyKSX1IiIiIiIiIpmUknoRERERERGRTEpJvUgGMRgMWFjoKyipZ2FhgZ2dndqPpJrajjwPtR8RkZeTXmknkkGsSCD6WDDRGR2IZEqFgOhjF9V+JNXUduR5vKj2Y5ktJ9nLVEnns4iIvBqU1ItkEGNCAnF3bmR0GCIiIiIikolp/JSIiIiIiIhIJqWkXkRERERERCSTUlIvIiIiIiIikkkpqRcRERERERHJpJTUi4iIiIiIiGRSSupFREREREREMikl9SIiIiIiIiKZlJJ6eWaurq7s3r07Q2MYOHAgffv2zdAYRERE5OVz6dIl2rZti4uLC+fOnXti2cjISAYPHoynpyflypWjZcuWHDt2zLQ/Pj6eCRMmUKdOHdzd3WnUqBErV65M70sQEUkRq4wO4GVx/vx5pkyZwt69e7l37x5vvPEG3t7edO/enVy5cmV0eC9UmzZtOHz4MJaWlgDkzJkTDw8POnTogLu7u6lcSEjIC48tPj6e+fPn06FDBwCGDx/+wmMQERGRl9umTZsYMmQINWrUSFH5Xr16ERsby4oVK8iePTuzZs1iwoQJzJkzBwsLC6ZNm8ayZcuYOnUqpUqVYseOHXz++efky5ePqlWrpvPViIg8mXrqgVOnTtGsWTMKFizIqlWrOHLkCFOmTOHMmTO0atWK6OjojA7xhQsICCAkJIQ//viDhQsXUqZMGdq1a8eKFSsyNK6TJ08ye/bsDI1BREREXm63bt1iwYIF+Pv7P7XssWPH2LVrFyNGjKBQoULY29vTs2dP5s2bh4WFBUajkZ9//pl27drh5uaGjY0NPj4+1KhRg/nz56f/xYiIPIWSemDYsGF4eXnxxRdfkDdvXiwtLSldujTTpk2jXLlyREREAHD16lW6du2Kp6cn5cuXp2fPnty6dQuA/fv3U758eXbs2IGvry/lypUjMDCQ27dvAxAaGkr79u2pUKECFStWpHv37ty8eRN42DM+duxYUzznzp3DxcWFS5cuAeDt7c2iRYto06YN77zzDi1btuTKlSv07t0bd3d36tSpw/Hjx03H7927lw8++AB3d3feffddpkyZYto3efJkOnfuzOeff46Hh8dT742lpSVOTk507tyZL7/8kqCgIO7cuQOAi4sLO3bsACA4OJiGDRvi7u6Ol5cX3377LQkJCQDcuHGDHj16UL58eby8vBg/fjxGo9F0bdOmTaN27doMGTIEgNOnT9OuXTsqVKhA5cqVGT58OLGxsRw7doyWLVty/fp1XF1d2bdvH/3796dnz56meDdv3oyfnx/lypXD29vb7C/b/v37ExQUxKhRo6hUqRKVK1dm1qxZpv1///03gYGBeHp64unpSa9evUzXeunSJVxcXFi4cCGVKlXit99+o1SpUpw5c8bsfvn4+PDLL7889b6KiIhI+mnevDklSpRIUdm9e/dSqFAhgoOD8fHxoVKlSnTs2JELFy4AD/99cOPGDcqVK2d2nJubG3/88UfaBi4i8gxe+6T+33//5ciRI3z00UdJ9tnb2zNq1CicnJwA6NatG9mzZ2fLli1s3LiRiIgIUyIKcP/+fdauXcsvv/zChg0bOHPmDL/++isAQUFBeHh4sG/fPjZv3kxcXBzTpk1LcZwLFy5k2LBhbNmyhUuXLtG6dWuaNGnCvn37KFKkCN9//z3w8MFDt27daNWqFYcOHWL27NksXryY1atXm+r6448/qFSpEgcPHkzVvWrevDlGo5Fdu3aZbY+NjaVnz558+eWXHDlyhAULFrBx40a2bt0KPJz3DrB9+3YWL17MqlWrWLJkien4tWvXMnfuXIYOHcr9+/f5+OOPqVq1Knv27GHJkiXs37+fOXPm4ObmRlBQEHnz5iUkJITKlSubxXH69Gk+++wzevTowcGDBxkxYgTjxo1j+/btpjJr1qyhVKlS7N69my+++IIJEyaYHtoMHDiQ/Pnzs3PnTtavX09oaChTp041O8eBAwfYunUr/v7+VKxY0ey+njp1iqtXr+Lr65uq+yoiIiIZ58qVK1y/fp0TJ06wfPlyVq1aRVxcHJ06dSImJoYbN24AD6cjPip37tzcunXL1IkhIpJRXvukPiwsDIDixYs/sdypU6c4ceIEX3zxBfb29uTNm5dOnTqxZcsWYmJigIfzvT/++GNy5sxJwYIFKV++POfPnwfgzp072NraYmVlRc6cOZk6dSoDBgxIcZw1a9akePHi5M2bFzc3N4oUKUK1atXIkiULXl5epqfJa9as4a233sLf3x9LS0tcXFxo2bKl2WIulpaWtGrVyjRnPqWsrKxwcnIyjSBI9ODBA6Kjo7Gzs8NgMFCsWDF+//13fHx8uHnzJtu2baNLly7Y29vj6OjIhAkTKF26tOn4d999l6JFi2IwGAgODsZoNNK5c2dsbGwoUqQIgYGBKVqMZtmyZVSpUgUfHx+sra2pUqUKNWvWZN26daYyjo6ONG7cGGtra+rVq0d8fLzp3s2cOZOhQ4diY2NDnjx5ePfdd81GQAD4+/tjb2+PwWDA39+ftWvXmkYd/P7779SoUSPJX/oiIiLy8jIajcTExPDVV1+RI0cOChYsyIABA7h48SKHDh3K6PBERJ7qtV8oz2AwADz1KeulS5fImTMn+fLlM21zcnIiNjaW8PBw0zZHR0fT71mzZjXNx+/evTtffPEFK1aswMvLiwYNGuDm5pbiOAsWLGj6PUuWLNjb25t9Tnyw8PfffxMSEoKrq6tpv9FoNHtoUbBgQdN1p1Z8fHyShwH29vZ88sknfPTRR7i5uVGtWjWaNGlCoUKFuHTpEgkJCWb35dHF9gAcHBxMv4eFhfHvv/8mid/GxuapsV26dImSJUuabStatChHjhwxff7vnw9g+jM6fvw448aN48yZM8TGxhIfH0/ZsmXN6itcuLDp9zp16hAUFMShQ4eoWLEimzZtonv37k+NU0RERF4e+fPnx9raGjs7O9O2xFGaERERlC9fHsA05TLRzZs3yZMnDxYWr30fmYhksNf+/0KJ/9P+66+/nlguMWlOzqMJ8uP+x16zZk2Cg4Pp3r07//77Lx999BELFixItmxyDxj+W+/jzmNra0uNGjUICQkx/Rw/ftxsmLiV1bM9y7l37x4XLlxIdo5a9+7d2bJlC/Xr1+fQoUPUq1ePY8eOmeJ80kOTRx8SZMmShbfeeitJ/I8m5o/zuD+jlPz53L59m06dOuHh4cGOHTsICQmhU6dOT4zV3t6e2rVrs3r1ai5cuMDVq1epVavWU+MUERGRl4eLiwsPHjzg7Nmzpm0XL14EHnYGODo6ki9fviTz5w8fPpyko0JEJCO89kl97ty5qVSpEvPmzUuy7/79+zRp0oTDhw9TpEgRbt++zfXr1037z58/T5YsWShQoMBTz3Pz5k2yZctGvXr1GDduHF9//bVpQTUbGxuzFfb//vvvZ74eJycnzp49axoSDnDt2rUnPpRIqZkzZ5I9e3aqVKmSZN+tW7coUKAArVu3Zt68efj6+rJy5UocHBywsLAgNDTUVHbfvn2m+fbJxR8WFsa9e/dM227evElkZORT43NycjJNd0h0/vx5ihQp8tRjz58/z7179wgMDDSNgjh58uRTj/P392fTpk2sWbOG999/nyxZsjz1GBEREck44eHh+Pr6mobW16hRgzfffJNhw4YRERHBjRs3GD16NKVLl8bDwwODwUC7du348ccfCQkJISYmhjVr1rBr1y7TK3ZFRDLSa5/UA3z11Vf88ccf9OrVi6tXr5KQkMCpU6f4+OOPsbW1xc3NDVdXV0qWLMm4ceOIiooiPDycadOmUb9+faytrZ9Yf3R0NHXq1GHlypXExcURHR3NiRMnTKMEihUrxt69e7l9+zbXrl1j8eLFz3wt9evX59atW0ydOpXo6GjCwsIICAjgxx9/fOY6b968yYwZM5g3bx7Dhg3D1tbWbP/Ro0epW7cux44dw2g08u+//xIaGoqTkxO5cuWidu3aTJkyhVu3bvHPP/8waNAgsykLj/Ly8iJPnjyMGTOGyMhIrl27xmeffWZ6O4CtrS13794lPDw8yasG/fz82L17N9u2bSMuLo6dO3cSHBycotfZFC5cGAsLC44ePUpUVBQ//PAD169f5/r168TFxT32uKpVq2Jpacm8efNo2LDhU88jIiIi6a9OnTq4uroSGBgIQKNGjXB1dSUgIIDY2FhCQ0OJiooCwNramtmzZ5MzZ058fX2pXbs29vb2zJo1yzTC7+OPP6ZVq1Z0794dDw8PZsyYwcSJE6lQoUKGXaOISKLXfk49QKlSpfj111+ZPHkyjRs3JioqioIFC9KgQQM6duxoStqnTp1KUFAQNWvWJGvWrPj4+NCnT5+n1m9ra8t3333HN998w5AhQ7C1taVChQoMHjwYgMDAQE6cOEH16tVxcnKiX79+plfFpVbu3LmZOnUq33zzDdOnTydPnjw0atSIgICAVNUzd+5c04OALFmy4OHhwY8//pjsMDN3d3e6du3K559/zvXr18mVKxd169aldevWAIwaNYqvvvqKWrVqYW9vj7+/Px988EGy57W2tmbq1KkMHz6catWqmYa49+vXD4DKlSvj6OiIj48PY8aMSRJH4or3vXr1wtHRkbFjx1KpUqWnXm+BAgXo1auXafHCDz/8kLFjx9K2bVs+/PBDxo8fn+xxlpaWNGzYkDVr1uDp6fnU84iIiEj627hx4xP3//eVtIUKFTJ7BfB/GQwGunfvrrVzROSlZDA+Ok5bRFKtX79+FCpUiM8//zzFx4SEhJDw4D4Ot/6XfoGJiIhkUlY58pCrkl4R+yqJiori1KlTlC5d2mxRQpGneR3aTkhICIDZYuGpoZ56keewZcsWgoODWbNmTUaHIiIiIiIiryEl9SLPyNfXl5iYGL755huzVx2KiIiIiIi8KErqRZ7Rhg0bMjoEERERERF5zWn1exEREREREZFMSkm9iIiIiIiISCalpF5EREREREQkk9KcepEMYrCwwCpHnowOQ0RE5KVjmS1nRocgIpJpKKkXySBxWGDrVhNbW9uMDkUymejoaEJDQylevLjaj6SK2o48D7UfEZGXk4bfi2QQo9FIQkJCRochmVBCQgJRUVFqP5JqajvyPNR+REReTkrqRURERERERDIpJfUiIiIiIiIimZSSehEREREREZFMSkm9iIiIiIiISCalpF4kgxgMBiws9BWU1LOwsMDOzk7tR1JNbUeeh9qPiMjLSa+0E8kgVpYWcOsy0RkdiGRKxXPbqP3IM1HbkeeRmvZjYW2LzRsO6R6TiMjrTkm9SEYxGjHG6J/VIiLyatKL70REXgyNnxIRERERERHJpJTUi4iIiIiIiGRSSupFREREREREMikl9SIiIiIiIiKZlJJ6ERERERERkUxKSb2IiIiIiIhIJpXqpP7GjRvpEYeIiIiIiIiIpFKqk/ratWtjNBrTIxYRAPr370/Pnj2T3Td58mRatGjxgiMSERGRF+3SpUu0bdsWFxcXzp0799hy+/fvx8XFBVdXV7Of9957L9nyN27cwMvLizZt2qRX6CIiL1Sqk3pPT0/Wr1+fHrFIJuDt7c2iRYuSbF+0aBHe3t5pfr74+HjmzZv3XHWEh4czePBgqlevjpubG9WrV+fLL7/kn3/+SaMoRUREJC1t2rSJFi1a4ODgkOJjQkJCzH42bdqUbLmhQ4cSHR2dVqGKiGQ4q9QeUKhQIUaMGMHMmTNxcnLC2trabP+4cePSLDiRkydPMnv2bDp06PBMx1+9epVmzZpRrVo1Fi1aROHChbl48SLjx4+nWbNmrFy5knz58qVx1CIiIvI8bt26xYIFC7h27RrLly9Ps3pXrVpFSEgIzZo148SJE2lWr4hIRkp1T/3//vc/SpQoQfbs2bl58yYRERFmPyIAly9fpkuXLnh6elKxYkX69u1LZGSkaf+qVauoV68e7u7ueHt7s3DhwiR1HDt2jJYtW3L9+nVcXV3Zt2+fad+iRYvw8vKiXLlyjBkz5rFxjB07loIFCzJmzBgcHBwwGAwUK1aMCRMm4OPjQ3h4OAB///03gYGBeHp64unpSa9evbhz5w7wcPifi4sLCxcupFKlSqxZswaAdevW0ahRI8qVK0ft2rX55Zdf0uTeiYiIvO6aN29OiRIlUnVM//79qV69OpUrV6ZLly6Ehoaa7Q8PD2fEiBGMGDGCbNmypWW4IiIZKtU99T/99FN6xCGvEKPRSLdu3fDw8GDChAlERUXRq1cvxowZQ1BQEGFhYfTr1485c+ZQpUoV9u3bR0BAAB4eHpQqVcpUj5ubG0FBQYwbN47du3cDcPDgQS5evMjt27fZunUre/fupVOnTjRo0IAyZcqYxREfH8+WLVsYPHhwkhgtLS0ZNmyY6fPAgQNxcHBg586dREZGEhgYyNSpU+nfv7+pzIEDB9i6dSvZsmUjJCSEr776ismTJ1OlShWOHj1Kx44deeutt/Dw8EjrWyoiIiKPkS1bNtP0umHDhnHt2jWGDBlC+/btWbt2Lfb29gAMGDAAX19fqlatyuHDhzM4ahGRtJPqpB4e9mquWbOGsLAwAEqUKIGfnx8FChRI0+Dk5TR8+HBGjhxpti0hIcH05x8SEsJff/3FokWLyJo1K1mzZuXTTz8lMDCQYcOG4ejoyL59+8iZMycAVapU4Y033uDEiRNmSf3jWFlZ0alTJywsLKhRowb29vaEhoYmSepv3LhBVFQUxYsXf2qdM2fOxGAwYGNjQ548eXj33Xc5cuSIWRl/f3/TPwyWL19OzZo18fLyAqBChQrUrVuXlStXKqkXERF5gcqWLcuSJUtMnx0cHBg9ejTVqlUjODiYBg0asHDhQi5cuMCkSZMyMFIRkfSR6qR+z549dO7cmezZs1O0aFGMRiPbtm1j2rRpLFy4MEVJmWRuAwcOpFWrVmbbFi1axKxZswAICwsjPj4eT09PszLx8fHcvHmTPHnysGjRIpYuXUpERARGo5GYmBhiYmJSdP7ChQtjYfF/M0dsbW2TPdZgMJjO+zTHjx9n3LhxnDlzhtjYWOLj4ylbtmyS8yb6+++/2bt3L66urqZtRqPRlOSLiIhIxsmbNy/ZsmUjPDycv//+m7FjxzJ16lQNuxeRV1Kqk/pJkyYRGBjIp59+iqWlJQCxsbGMHz+eb7/9ljlz5qR5kJK5ZMmSBTs7O44ePZrs/iVLljBz5kymTp1KxYoVsbS0pEaNGimuPzFZf5o33niD7Nmz87///Y/y5cs/ttzt27fp1KkTrVq1YtasWdjb2zNx4kT27NljVi6xvcPDBwmtWrVi0KBBKY5bRERE0t66deu4evUqAQEBpm2XL1/m3r17FC1alFWrVhEdHc1nn31m2h8dHU1cXByenp6sWLGCQoUKZUToIiJpItUL5Z05c4Zu3bqZJTjW1tZ8+umnnDx5Mk2Dk8zJycmJqKgo0/QMgMjISG7evAk8HJ5foUIFKleujKWlJdeuXUuXRRYNBgPvvfceP/74Y5Le+vj4eDp06MCGDRs4f/489+7dIzAw0DS8/mlt2cnJiTNnzphtu3r1aopGBYiIiMizCw8Px9fXl0OHDgEPOxPGjh3LihUriImJ4cqVKwwaNAhHR0e8vLxo3749W7duZeXKlaafli1bUrZsWVauXEn+/Pkz+IpERJ5PqpP6bNmycf/+/STb4+LiUtyDKq82Z2dn3N3dGTFiBDdu3ODOnTsMGTKEvn37Ag/nup0/f57bt29z+fJlhg8fTuHChU0r0T/K1taWu3fvEh4e/kzvlP3888+5e/cugYGBhIaGYjQaCQ0N5bPPPuPq1atUqVLFNJz/6NGjREVF8cMPP3D9+nWuX79OXFxcsvU2a9aMI0eOsGzZMmJiYjh16hTNmzdn48aNqY5RREREzNWpUwdXV1cCAwMBaNSoEa6urgQEBBAbG0toaChRUVEA1K5dm9GjRzNv3jw8PT1p1KgR+fLlY/Hixdja2mJvb0/BggXNfuzt7bGxsaFgwYJmHVUiIplRqoffe3h4MGjQIAYOHGh6shkeHs7w4cNxc3NL8wAlcxo3bhzDhg2jdu3a2NjYUKVKFUaPHg1Aq1atOHDgADVq1MDBwYGhQ4dy/PhxJk6cmOSd8ZUrV8bR0REfH58nvrrucQoUKMDSpUuZNGkSbdq04c6dO+TNmxcfHx+GDx9Ozpw5yZkzJ7169WLAgAEAfPjhh4wdO5a2bdvy4YcfMn78+CT1lixZknHjxjFp0iS+/vpr8ufPT2BgIPXq1XuGuyUiIiKPetpD8v+OlvPz88PPzy/F9X/66afPFJeIyMvIYDQajak54MqVK7Rv356///6bHDlyAHDnzh0KFSrE3LlzKVasWHrEKfJKCQkJwRgfx1t5bDI6FBERkXRhsLHFtmDJjA5DXhJRUVGcOnWK0qVLY2dnl9HhSCbyOrSdkJAQALNFuFMj1T31hQoVYt26dezYsYO///6bBw8eULx4cWrUqIGNjRIUERERERERkRcl1Ul9//79GT16NLVq1TLbHhkZSY8ePZg+fXqaBSciIiIiIiIij5fipP7WrVvcvHmTdevW0aVLF/47av/cuXPs3r07zQMUERERERERkeSlOKlfu3YtI0eOJCEhgbp16ybZbzQaqVq1apoGJyIiIiIiIiKPl+KkvnXr1jRs2JCqVasyd+7cJPuzZs1K6dKl0zQ4EREREREREXm8VM2pz5EjB8uWLcPFxYWYmBjTwniRkZHY29unS4AiIiIiIiIikrxUL5SXPXt2/Pz86NatG76+vgD8+uuvLF++nBkzZuDg4JDmQYq8kgwGDDa2GR2FiIhIurCw1t9xIiIvQqqT+pEjR1K8eHE8PDxM2/z8/Dh79iwjR45kypQpaRqgyKsqLj4Bcjlga6t/9EjqREdHExoaSvHixdV+JFXUduR5qP2IiLycUp3UHzp0iK1bt2JnZ2faljdvXgYNGoS3t3eaBifyKjMajSQkJGR0GJIJJSQkEBUVpfYjqaa2I89D7UdE5OVkkdoDjEYjsbGxSbbfu3eP+Pj4NAlKRERERERERJ4u1Ul99erV6devH6dPnyYyMpI7d+5w9OhRevfuTc2aNdMhRBERERERERFJTqqH33/55Zd88skn+Pv7YzAYTNsrVKjAkCFD0jQ4EREREREREXm8VCf1efLkYdGiRZw+fZqLFy9iaWlJsWLFePPNN9MjPhERERERERF5jFQn9Yns7e3JmTMnlStXTst4RF4bBoMBC4tUz4ARwcLCAjs7O7UfSTW1HRERkVdPqpP6Gzdu0KNHDw4dOoSVlRXHjx/n2rVrdOjQgVmzZlGoUKH0iFPklWNlbQ0GA9EPHmR0KJLZGAwUL1ECQO1HUkdt55VmYWGBjbV1RochIiIvWKqT+tGjR2Ntbc2SJUto3bo1ANmzZ8fFxYUxY8YwceLEtI5R5NVkNGI0GjM6ChEReUXoVXMiIq+nVCf1O3bsYOXKlRQoUMC0UJ6trS0DBw7kvffeS/MARURERERERCR5qZ5UFxsbS/78+ZNst7W1Tfb99SIiIiIiIiKSPlKd1JcsWZINGzYk2f7LL79Q4v/P0xMRERERERGR9Jfq4fcdO3akd+/erF+/nvj4eIKCgjhx4gTHjh3TfHoRERERERGRFyjVPfXvvfceM2bMICEhAScnJ44ePYqDgwOLFy/m/fffT48YRURERERERCQZz/Se+ipVqlClSpW0jkVEREREREREUiFVPfWnT5/mn3/+MX2+ePEiffr0ITAwkNWrV6d5cCIiIiIiIiLyeClO6vft20ezZs04ePAgAHFxcXz88cccOnQIa2trBg4cyJYtW9ItUHm9tGjRgsmTJ6f7eaZOncpHH32UorL9+/enZ8+e6RyRiIhIxrh06RJt27bFxcWFc+fOpfi4qVOn4uLiwv79+03b7t+/z5gxY/D29qZcuXLUqVOH+fPnp0fYIiKvvRQn9bNmzaJdu3Y0atQIgODgYK5evcovv/zC9OnT+eqrr/jpp5/SLVDJfNq0acPYsWMzNIbff/+dixcvPnZ/t27dWLBgwQuMSERE5OWzadMmWrRogYODQ6qOO3XqVLL//hs0aBA7d+5k1qxZHD58mC+++ILRo0ezbt26tApZRET+vxQn9SEhIQQGBpo+7969G09PTwoUKABA3bp1OXXqVNpHKPIcJk2a9MSkXkRERODWrVssWLAAf3//FB8TExND37596dq1q9l2o9FIjhw5+OqrryhZsiSWlpb4+PhQqlQp9u3bl8aRi4hIipP6Bw8ekCdPHtPnP/74g4oVK5o+Z8+enfv376dtdPJKuHTpEi4uLuzevRt/f3/KlStHy5YtuXTpkqnMlClT8PLywtPTkylTppgd/98e/3PnzuHi4mI6fvny5dSpU4dy5cpRq1Yt5s6dC4Cfnx9//fUX3bp148svvzTFsXDhQipVqsSaNWuYPHkyLVq0MNW9atUq6tWrh7u7O97e3ixcuDDZa7p+/TqffPIJnp6eeHh40L59e8LCwtLsnomIiLxIzZs3p0SJEqk6ZuLEieTMmZM2bdqYbTcYDAwePNhsUeWYmBjCw8MpWLBgmsQrIiL/J8VJfY4cObh16xYAN27c4MyZM7zzzjum/Xfu3CFbtmxpHqC8OubPn8+MGTMIDg4mKiqK2bNnA7Br1y5mzpzJd999x44dOzAajZw9ezZFdV69epVhw4YxadIk/vjjDyZPnsyMGTM4efIkq1atAh7O9Rs1apTpmAMHDrB161bq169vVldYWBj9+vVj4MCBHDlyhBEjRhAUFMTp06eTnPe7774jZ86c7Nixg127duHk5MSYMWOe9daIiIhkKocOHeKXX35h1KhRGAyGJ5Y1Go0MHjwYKysrWrdu/YIiFBF5faQ4qS9btiy//PILAPPmzcPe3p7y5cub9m/ZsoWSJUumfYTyymjVqhUFChQgV65ceHl5mRbh2bRpE9WrV6d8+fJkyZKFzp07Y2Njk6I6IyMjSUhIwM7ODnjYTvfu3cvbb7/92GP8/f2xt7dP8o8QR0dH9u3bR9WqVTEYDFSpUoU33niDEydOJKnjzp07WFtbY2Njg52dHUOHDuX7779P6a0QERHJtO7fv8+XX35Jr169KFKkyBPL3rt3j27dunHgwAF++OEHcubM+YKiFBF5faT4PfUBAQEEBAQwbdo0Hjx4QN++fbG2tgZg9erVBAUFMXDgwHQLVDI/R0dH0+9Zs2blwYMHAISHh1O8eHHTPmtra7OyT1KyZEkaNWpE3bp1qVSpEl5eXjRu3JjcuXM/9pjChQsnu91gMLBo0SKWLl1KREQERqORmJgYYmJikpT9+OOP6dq1Kzt37sTLy4u6deuaDTMUERF5VY0bN45ChQrx4YcfPrHclStX6NixI7lz52bJkiW88cYbLyhCEZHXS4p76itWrMjChQv55JNPmD59Oh06dDDtu3r1KgEBATRp0iRdgpRXw+OG58XExBAXF2e2LSEh4bH1PLrPYDAQFBTE2rVrqVatGhs2bKBevXpPnN9uaWmZ7PYlS5Ywc+ZMhg8fztGjRwkJCXns3D9XV1e2bt3KV199hdFopHv37hp+LyIir4Vly5Zx/PhxKleujKenJ56ensDDN8oEBQUBcO3aNdq2bUu5cuWYN2+eEnoRkXSU4p56eJjIuLq6JtnesWPHNAtIXj/58+fn6tWrps8xMTFmSbmNjQ3R0dGmz3///bfp94SEBCIjIylatCiBgYEEBgbSpk0bNm3aREBAQKriCAkJoUKFClSuXBl4+A+SiIiIZMveunWLnDlzUrt2bWrXrk3Dhg3p3Lkz/fr1S9U5RUREXnbh4eG0a9eOQYMGYWtry4YNG8iaNatZmRo1ajB8+HCqVq0KwNChQ3nrrbcICgp66px7ERF5PqlK6kXSQ/Xq1fnqq684duwYzs7OTJ061aw3vlixYuzdu5fbt28TExPD4sWLTfvWrVvH5MmTmTZtGiVKlODy5cuEh4fj5OQEQJYsWbh48SKRkZFPjcPBwYE9e/Zw+/ZtIiMj+eabbyhcuDDh4eFJyrZs2ZImTZrQrl07LCws+PPPPylatGga3A0REZEXr06dOvzzzz8YjUYAGjVqhMFgoGLFigwbNozQ0FCioqKwtbWlQIECprVsHpUnTx5y5szJ1atX2bx5M9bW1ri5uZmVKVy4MBs3bnwh1yQi8rpQUi8Zrm7dupw5c4YuXboQHx9PmzZtKFeunGl/YGAgJ06coHr16jg5OdGvXz927NgBQP369fnrr79o164dd+7cIW/evDRv3hwfHx/gYfL9zTffsGfPHr766qsnxtGqVSsOHDhAjRo1cHBwYOjQoRw/fpyJEyeSL18+s7ITJ07k66+/Ztq0aVhZWeHq6mr22j0REZHM5GmJ9pkzZ4iKiuLUqVOP3Z+oYMGCZp9FRCR9GYyJj2RF5IUJCQnBaDTylrNzRociIiKvCIPBgG2WLOlWf2JSX7p06WR76kWeRO1HntXr0HZCQkIAkp3qnhIpXihPRERERERERF4uqU7q/7tK+Z49e1izZg23b99Os6BERERERERE5OlSnNTfvHmT5s2bs3XrVtO2fv36ERAQQJ8+fahXrx6XL19OlyBFREREREREJKkUJ/Xfffcd8fHxuLi4AHD69GlWrlzJqFGj2Lt3L56enkydOjXdAhURERERERERcylO6rdv386oUaNMr+3avHkzb775Jo0bNyZ37tx89tln7N27N90CFRERERERERFzKU7q//33X5wfWan76NGjVK1a1fTZycmJf//9N22jExEREREREZHHSvF76m1tbYmNjcXGxob4+Hj++OMPmjZtatofGxuLlZVeey+SYgYDBoMho6MQEZFXhIWFXmokIvI6SnEW7ujoyJ9//knFihXZvn079+/fp2LFiqb9p06dokCBAukSpMirKC42FoxGbG1tMzoUyWSio6MJDQ2lePHiaj+SKmo7IiIir54UJ/UNGjSgd+/eeHt7s2nTJry9vcmXLx8AV69eZdSoUdSoUSPdAhV51RiNRhISEjI6DMmEEhISiIqKUvuRVFPbERERefWkOKnv0KEDERER7Nixg4oVKzJ48GDTvhkzZnD79m06d+6cLkGKiIiIiIiISFIpTuoNBgP9+/enf//+SfZ17NiRAQMGYG1tnabBiYiIiIiIiMjjpXpFlbt37ybZZjQaldCLiIiIiIiIvGApTuqNRiM9evRgwoQJSfa1b9+eYcOGpWlgIiIiIiIiIvJkKU7qFy5cyMGDB2nQoEGSfZMmTWL9+vWsW7cuTYMTeZUZDAa9fkieiYWFBXZ2dmo/kmpqOyIiIq+eFM+pX7lyJYMGDcLDwyPJvtKlSzNgwAAWLVpEvXr10jRAkVeVhaUVEZExEBmT0aFIJpQtn4PajzwTtZ2Xg421JQVzZsvoMERE5BWQ4qT+4sWLT3xlnbe3NyNHjkyToEReB0aMPIiLz+gwREREREQkE0vx+LsHDx6QLdvjnyhnzZqV6OjoNAlKRERERERERJ4uxUl9wYIFOXv27GP3Hz16lPz586dJUCIiIiIiIiLydClO6mvVqsW4ceNISEhIsu/BgwcEBQXh4+OTpsGJiIiIiIiIyOOleE59x44dadSoEY0aNaJDhw68+eabWFtbExISwvTp001lREREREREROTFSHFSnydPHhYtWsSQIUP46quvgIfvrrewsKBmzZoMGTKEXLlypVecIiIiIiIiIvIfKU7qARwdHZkzZw43b94kLCwMgOLFi5M9e/Z0CU5EREREREREHi9VSX2i3Llzkzt37rSORURERERERERSIcVJ/fjx41NUrlevXs8cTEotX76ccePGsXv37nQ/18vK1dWV6dOnU61atTSr8+DBgwQEBHD48GFsbGzSrN6XzeXLl/H19WXVqlUUL148o8MRERFJtUuXLjFgwAD279/PunXrKFmy5GPLrlixgh9//JELFy6QNWtWypYtS69evShVqlSSsjdu3MDPz4/ixYvz008/pecliIhIGklxUr9mzZqnljEYDClO6gMCAjh48CAA8fHxJCQkYG1tbdq/YcMGHBwcUhreayckJCRN6vn9999xcXGhaNGiVKxYMc3qTa2VK1fy008/ceHCBR48eECxYsVo27YtzZs3T/NzOTg4ZNh1ioiIPK9NmzYxZMgQatSo8dSymzdvZtCgQUyYMIGaNWty584dBg4cyMcff8z27duxtLQ0Kz906FCio6PTK3QREUkHKU7qt27dmqYnnjt3run3yZMns3PnTn799dc0PYc83aRJk+jbty9FixbNsBg2bNjAsGHDmDhxIp6enhgMBnbs2EGfPn3ImjUrDRo0yLDYREREXja3bt1iwYIFXLt2jeXLlz+xbL58+ZgwYYLptcN58uShSZMmbNmyhevXr1OgQAFT2VWrVhESEkKzZs04ceJEul6DiIiknRS/p/5Fu3z5Ml26dMHT05OKFSvSt29fIiMjky17+vRp2rVrR4UKFahcuTLDhw8nNjbWtH/lypXUqVMHd3d3WrZsyalTp0z7Nm/ejJ+fH+XKlcPb25v58+eb9vXv35+vv/6awYMH4+7uTu3atTly5AgzZ86kSpUqVKlSxewvUxcXF9auXUuTJk1wc3OjU6dOXL16lcDAQNzd3WnSpAmXLl0CHj7IaNGihdl1VKtWzVRf//79CQoKYtSoUVSqVInKlSsza9Yss3Pt2LEDgPv37zNo0CA8PT2pXLkygwYNIiYmBng4jK5Hjx5UqVKFChUq0LFjR65cuQKAn58ff/31F926dePLL79k//79uLi48ODBAwCuXr1K165d8fT0pHz58vTs2ZNbt24BsH//fsqXL8+OHTvw9fWlXLlyBAYGcvv2bQBCQ0Np3749FSpUoGLFinTv3p2bN28m++e3Z88ePDw8ePfdd7GxscHa2pratWszefJk3nzzTVO5BQsWULduXd555x3q16/P5s2bTfvatGnDt99+S8OGDenUqRPNmzfn+++/NzvP8OHDCQwM5NKlS7i4uHDu3Dmze1S+fHm8vLwYP348RqMRePgPpz59+uDl5YW7uztdu3YlPDwcgISEBEaPHo2XlxflypXDz8+PnTt3JnuNIiIiaaV58+aUKFEiRWXfeecdU0JvNBq5ePEiP/30E9WqVSN//vymcuHh4YwYMYIRI0aQLVu2dIlbRETSR6qS+ujoaP7991/T54EDB/Lll1/y5ZdfsmTJkjQLymg00q1bNwoVKkRwcDAbNmwgPDycMWPGJCl7//59Pv74Y6pWrcqePXtYsmQJ+/fvZ86cOQAcP36coUOH8vXXX3PgwAG8vLzo1q0b8fHxnD59ms8++4wePXpw8OBBRowYwbhx49i+fbup/nXr1lGrVi327dtHiRIl6NWrF7GxsWzfvp02bdowcuRIEhISTOUXL17M9OnTWbVqFXv37qVjx4707t2bnTt3Eh8fz7x581J8H9asWUOpUqXYvXs3X3zxBRMmTCAiIiJJufHjx/O///2P9evXs27dOk6cOMGUKVMA+Pbbb7l37x5btmwxXdfIkSOBh0/kAaZOncqoUaOS1NutWzeyZ8/Oli1b2LhxIxEREQwZMsTs3q9du5ZffvmFDRs2cObMGdNoi6CgIDw8PNi3bx+bN28mLi6OadOmJXudJUqU4NChQ2zevNnsXnp5eZnm+/3+++98//33fPvttxw+fJjPPvuMzz//nH/++cdUfu3atYwYMYIZM2bg6+trlvQDbNmyhfr16yc5/8CBAwHYvn07ixcvZtWqVab23L9/f6Kjo1m7di07d+7Ezs6OL7/80nS+PXv2sGrVKg4fPky7du3o16+f2QMlERGRl8HWrVspW7YsderU4Y033mDy5MkYDAbT/gEDBuDr60vVqlUzMEoREXkWKU7qIyMjad68OUuXLjVtW7FiBfCwxzIoKIizZ8+mSVAhISH89ddffPHFF2TNmpU33niDTz/9lFWrVpl6UBMFBwdjNBrp3LkzNjY2FClShMDAQFauXGmKsXLlylSuXBlra2sCAwPp06cPDx48YNmyZVSpUgUfHx+sra2pUqUKNWvWZN26dab6ixUrRq1atciSJQvVqlXjxo0bdOzYERsbG2rVqsXdu3fNHnTUr1+f/PnzU6xYMUqUKIGrqytvv/029vb2VKpUiQsXLqT4Pjg6OtK4cWOsra2pV68e8fHxSY43Go2sWLGCgIAA8uTJQ548eRg5cqRpAb2vv/6ayZMnY2dnR7Zs2fDx8eH48eNPPfepU6c4ceIEX3zxBfb29uTNm5dOnTqxZcsW0yiA+Ph4Pv74Y3LmzEnBggUpX74858+fB+DOnTvY2tpiZWVFzpw5mTp1KgMGDEj2XB9++CG+vr58+umnVKlShS5dujB//nyz+7p06VKaNWtG2bJlsbKy4v3336d8+fJmaz24ubnh5uaGwWDA19eX06dPc/nyZeDhw51r166ZeisS3bx5k23bttGlSxfs7e1xdHRkwoQJlC5dmn///Zdt27bRs2dPcubMib29PX369GH37t1cu3aNO3fuYGVlRdasWbG0tKRp06bs2rXLbG0IERGRl4G3tzfHjx9n/fr1REVF0bp1a9Pf5wsXLuTChQv07ds3g6MUEZFnkeI59TNmzMDa2poPPvjAtM3CwsLUw5srVy4WLVpk1pP7rMLCwoiPj8fT09Nse3x8fJIh3GFhYfz777+4urqathmNRtPq7WFhYTg5OZn2Zc2a1dRbe+nSpSSrxRYtWpQjR46YPhcsWND0e5YsWciTJ4+p7sT/Jg5XByhUqJBZ+UfnqmXJksX0F2hKODo6msUNJFm85ubNm9y5c8es7KOr2V68eJHRo0dz7NgxoqOjSUhIIFeuXE8996VLl8iZMyf58uUzbXNyciI2NtY0/Dy5GBPj6969O1988QUrVqzAy8uLBg0a4Obmluy5bGxsGDVqFL169WL37t0cPHiQGTNmMGHCBKZMmULVqlX5+++/2b17Nz/++KPpOKPRaDY8/9GFFR0cHHB1dWXz5s20a9eOTZs28e6775IjRw7u3Lljdp0JCQlm1+Hu7g7AH3/8AYC/v79ZvJaWlly5coX69euzcuVKqlevTrVq1ahZsyb169fHwuKlndUiIiKvMYPBQPHixRk9ejSenp4EBwdTqlQpxo4dy9SpUzXsXkQkk0pxUh8cHMzgwYMfmxA2b96cTz/9NE2CypIlC3Z2dhw9ejRFZd966y1Wr16d7H6DwZCkdz/R4xLsR4ej/TdBe1rC9uixKSn/qPj4+FQfm1jm0WHriRISEujcuTPly5dn48aN5MmThyVLljBx4sSn1vukhw9Puj+JatasSXBwMNu3b2fLli189NFH9O3bl48++uix9ebLlw9/f3/8/f2JjY3lk08+Yfz48VStWhVbW1t69+5NQEDAY4//7wq+devWNUvqu3btmuSYJ90/W1tbAHbs2EHu3LmTPeevv/7KkSNH2LZtG5MmTWLRokX8/PPPWFml+KslIiKSbgYMGGBaAyZR4jQxS0tLVq1aRXR0NJ999plpf3R0NHFxcXh6erJixQqzDgsREXn5pDjjvHr1Ku+8847ZNg8PD9PvJUqUSHa+97NwcnIiKiqKsLAw07bIyMhkF1pzcnIiLCyMe/fumbbdvHnTtKhekSJFCA0NNe2LiYlhzpw53Lx5EycnJ9Nw8UTnz5+nSJEiaXIdT5IlSxbu379v+nz37l3TInSpkStXLnLkyGF2jSdOnGDlypVcv36dy5cv06ZNG/LkyQPAyZMnU1RvkSJFuH37NtevXzdtO3/+fJLRB49z8+ZNsmXLRr169Rg3bhxff/01v/zyS5JyRqORcePGcezYMbPt1tbWVK5c2XSPnJycOHPmjFmZf/7557EPbADq1KnDkSNH+PPPP7l8+TLe3t5Jyjg4OGBhYWF2//bt28fWrVtN+x4976MjFR48eMD9+/fx8PCgd+/erFmzhrNnz3L69Omn3h8REZH0EB4ejq+vL4cOHQIeLsK7atUqVq9eTUxMDDdu3GDUqFHky5ePChUq0L59e7Zu3crKlStNPy1btqRs2bKsXLnSbDE9ERF5OaU4qY+LizMNN0/0ww8/mH43Go3J9nY+C2dnZ9zd3RkxYgQ3btzgzp07DBkyJNm5Xl5eXuTJk4cxY8YQGRnJtWvX+Oyzzxg7diwATZo0Yf/+/Wzbto3Y2Fh++OEH5s+fj729PX5+fuzevZtt27YRFxfHzp07CQ4OTjLcOj0ULVqU0NBQzp49S3R0NBMnTnzmYW9NmjRh9uzZhIeHc/PmTYKCgvjrr7/IkycPdnZ2/PHHHzx48IDVq1dz6tQpIiMjTQ9BsmTJwsWLF5O8WcDV1ZWSJUsybtw4oqKiCA8PZ9q0adSvX/+pc8ajo6OpU6cOK1euJC4ujujoaE6cOGE2DSKRwWAgIiKCvn37cujQIWJiYoiLi+Po0aMsXLiQ2rVrA/DBBx+wbt06goODiYuLY9++fTRo0IA///zzsXE4ODhQpkwZvvnmG2rUqJHs/c2VKxe1a9dmypQp3Lp1i3/++YdBgwYRHh5O9uzZqVevHmPHjuXq1atER0czfvx4AgICMBqNjBgxgn79+nHjxg2MRiMnTpwgISGBwoULP/XPTERE5FnVqVMHV1dXAgMDAWjUqBGurq4EBAQQGxtLaGgoUVFRwMO1fkaPHs2MGTMoX748DRo0ICoqirlz55rWiylYsKDZj729PTY2NhQsWDDJKDgREXn5pHiMcKFChThz5gwuLi7J7v/jjz/M5iU/r3HjxjFs2DBq166NjY0NVapUMRs6lsja2pqpU6cyfPhwqlWrhr29PbVr16Zfv34AlC5dmrFjxxIUFMSNGzcoVaoU06ZNw9ra2vTgYNy4cfTq1QtHR0fGjh1LpUqV0uw6Hqd27drUqVOHli1bYm9vT8+ePTlw4MAz1dW7d2+GDx9OvXr1sLGxwcfHh+7du2NlZcXQoUP59ttv+e6776hfvz6TJ0/mo48+4v3332f37t20bNmSb775hj179tC+fXtTnQaDgalTpxIUFETNmjXJmjUrPj4+9OnT56nx2Nra8t133/HNN98wZMgQbG1tqVChAoMHD062fFBQEDNmzGDw4MFcuXKF+Ph4nJycaNmyJR06dAAe9jT069ePYcOGcf36dRwdHRk6dCjlypV7Yiy+vr6MGTOGSZMmPbbMqFGj+Oqrr6hVqxb29vb4+/ub1o4YNGgQQUFBprny5cqVY+rUqRgMBnr37s2QIUOoU6cOcXFxFC1alHHjxplGRYiIiKSHjRs3PnH/f0e2+fn54efnl+L602o6pYiIvBgG45PGLz/i22+/5dy5c0ybNi3JvPGYmBjatWtHlSpV6NGjR7oEKvIqCQkJIS4hAfsCSUcviIjIqy+LlSVOeXNkdBipEhUVxalTpyhdujR2dnYZHY5kMmo/8qxeh7YTEhICYLb4e2qkuKc+MDCQRo0a4e/vT2BgIMWKFcPa2pqQkBCmT5+OtbX1ExcxExEREREREZG0leKkPk+ePCxcuJChQ4eahrYbjUYsLS2pXbs2gwYNwt7ePt0CFRERERERERFzqXrvVpEiRUwrxyeuTF+iRAkl8yIiIiIiIiIZ4Jlepp07d+7HvrdbRERERERERF6MFL/STkREREREREReLkrqRURERERERDKpZxp+LyLPz4CBLFaWGR2GiIhkABtr/f9fRETShpJ6kQySEB9HfnsbbG1tMzoUyWSio6MJDQ2lePHiaj+SKmo7IiIirx4NvxfJIEajkYSEhIwOQzKhhIQEoqKi1H4k1dR2REREXj1K6kVEREREREQyKSX1IiIiIiIiIpmUknoRERERERGRTEpJvYiIiIiIiEgmpaReJIMYDAYsLPQVlNSzsLDAzs5O7UdSTW1HRETk1aNX2olkEKPBgn0Xrmd0GJJZGbITrvYjz0JtJ1Vy2NrgUSx/RochIiLyWErqRTJIghFuRT3I6DBERERERCQT0/g7ERERERERkUxKSb2IiIiIiIhIJqWkXkRERERERCSTUlIvIiIiIiIikkkpqRcRERERERHJpJTUi4iIiIiIiGRSSupFREREREREMikl9ZJhBg4cSN++fTM0hoMHD+Lq6kpMTMxTyy5fvpxq1aq9gKhERORVcenSJdq2bYuLiwvnzp17YtkDBw7w0UcfUbFiRSpXrkzXrl25ePEiAJcvX8bV1TXJz9tvv02bNm1exKWIiMhLyiqjA5BXm7e3N+Hh4VhYmD8/KliwIJs2bcqgqP5PxYoVCQkJyegwRETkFbRp0yaGDBlCjRo1nlr27NmzfPzxx3z66afMnTuXu3fv0rdvX7p168batWtxcHBI8vdVTEwM/v7++Pv7p9MViIhIZqCkXtLdwIEDadWqVUaHISIi8kLdunWLBQsWcO3aNZYvX/7EshERETRv3pyOHTsC8MYbb9C6dWu6du1KREQE+fPnT3LM999/T758+WjatGm6xC8iIpmDht9Lhunfvz89e/YEHg5t9/PzY8WKFXh7e+Pu7k7Pnj2JjY0F4MGDBwwcOBAvLy88PDz48MMPOXv2rKkub29vlixZQqdOnXB3d8fHx4ddu3aZ9p84cYIPPviAcuXKUadOHdatWwfA/v37cXFx4cGDBwCEhITw4YcfUqFCBapWrcqQIUNMMTwqISGB0aNH4+XlRbly5fDz82Pnzp3pdq9ERCTzad68OSVKlEhRWS8vLwYNGmS27e+//yZr1qzkypUrSfmLFy8yb948Bg8enBahiohIJqakXl4aly9f5vjx46xZs4Zff/2VzZs3m4boz5o1iz///JM1a9awb98+SpQoQf/+/c2OnzNnDt27d2f//v1UqlSJkSNHAnD//n06d+7M+++/z4EDBxg8eDD9+vVLdm5jz549qVy5Mvv372fp0qVs27aNxYsXJym3du1a9uzZw6pVqzh8+DDt2rWjX79+yT4AEBERSa3Tp0/z3Xff8emnn2JjY5Nk/6RJk/D19aVkyZIZEJ2IiLxMlNTLS+PevXt8/vnn2NnZ8dZbb+Hi4sL58+cB6Ny5M4sWLSJXrlzY2Njg6+vL6dOniYuLMx1fq1Yt3NzcsLGxoU6dOly4cIGEhAR27dpFbGws7du3x8bGhmrVqjFx4kRsbW2TxLBixQq6dOmCpaUlhQsXpmLFihw/fjxJuTt37mBlZUXWrFmxtLSkadOm7Nq1C2tr6/S7QSIi8lrYtm0brVu35qOPPiIwMDDJ/rCwMNatW2caqi8iIq83zamXdDd8+HBTr3miypUr88Ybb5hty507N/b29qbPWbNmJTo6GoAbN24wfPhwDhw4wL179wCIj48nPj4eK6uHzdjR0dF0rK2tLfHx8cTGxvL3339TsGBBLC0tTftr164NPFyV+FH79u1jypQpXLhwgbi4OOLi4vD19U1yTfXr12flypVUr16datWqUbNmTerXr59kQUAREZHUmDNnDt9//z2DBw+mcePGyZZZu3YtxYoVw9nZ+QVHJyIiLyNlIJLuBg4cSEhIiNnPrFmzkpR7UkLcs2dPIiMjWblyJcePH0/V8RYWFiQkJDw1znPnzvHZZ5/RuHFj9u7dS0hICA0aNEi2bK5cufj111+ZMWMGRYoUYdKkSXz00UdmIwdERERSY/bs2cyePZv58+c/NqEH2LhxI97e3i8wMhEReZkpqZdM4dixY7Ro0YKCBQsCDxe+S6kiRYpw+fJls3fRr1ixglOnTpmVO3XqFDY2NrRt2xZbW1uMRmOSMokePHjA/fv38fDwoHfv3qxZs4azZ89y+vTpZ7g6ERF53YSHh+Pr68uhQ4eAh3+vfffdd8yYMQNXV9fHHhcdHc2ZM2coVarUiwpVREReckrqJVNwcHDg2LFjxMbGsmPHDnbv3g08/EfR01SvXh07OzumT5/OgwcPOHDgAEOGDDEbjp94jujoaE6dOsXt27f59ttvsbGxISIiAqPRaFZ2xIgR9OvXjxs3bmA0Gjlx4gQJCQkULlw47S5aREQytTp16uDq6mqaF9+oUSNcXV0JCAggNjaW0NBQoqKiAFi4cCGxsbG0bt0aV1dXs58VK1aY6rx+/Trx8fHkzp07Iy5JREReQppTL5nC4MGDGTx4MIsXL+bdd99l/PjxdO7cmSZNmrBhw4YnHmtjY8O8efPo378/s2fPplChQowcORJnZ2f2799vKufu7m5amChr1qx07dqVAQMG0LVrV3r27En16tVNZXv37s2QIUOoU6cOcXFxFC1alHHjxpEnT550uwciIpK5bNy48Yn7z5w5Y/p9xIgRjBgx4ql1Ojo6mh0nIiJiMP63C1JE0l1ISAjRsfFcJntGhyIiIk+Qyy4LNUs5Pr3gayAqKopTp05RunRp7OzsMjocyWTUfuRZvQ5tJyQkBOCJ06+eRMPvRURERERERDIpJfUiIiIiIiIimZSSehEREREREZFMSkm9iIiIiIiISCalpF5EREREREQkk1JSLyIiIiIiIpJJ6T31IhnEwgC5smbJ6DBEROQJctjaZHQIIiIiT6SkXiSDGIwJVC6WF1tb24wORTKZ6OhoQkNDKV68uNqPpIrajoiIyKtHw+9FMojRaCQhISGjw5BMKCEhgaioKLUfSTW1HRERkVePknoRERERERGRTEpJvYiIiIiIiEgmpaReREREREREJJNSUi8iIiIiIiKSSSmpF8kgBoMBCwt9BSX1LCwssLOzU/uRVFPbERERefXolXYiGSQmAWbuOJ3RYUhmFqb2I8/oNWk7BXLa8YGnc0aHISIikq6U1ItkkPgEI5duRGZ0GCIiIiIikolp/J2IiIjI/2vvzsOiqvs+jn9ANgnFjSTFBUvGsjFccAs1lcJcsrxVcEG5Rcst0yyzxRVbNMuURCu3yrvCLZc0yCxvS8W9JyTc0hKUUFRQBAJhnj98mEcCFQUdBt6v6+K68LfM+R788tPvnN85AwCAlaKoBwAAAADASlHUAwAAAABgpSjqAQAAAACwUhT1AAAAAABYKYp6AAAAAACsFEU9AAAAAABWiqIepdbEiRM1btw4S4cBACinEhISNGjQIBkMBv3+++83HLt7924NHDhQPj4+at26tUaMGKE///wz35jz58/rhRdekMFg0LZt2+5k6ACAcoSiHrelU6dOaty4sYxGo/mrU6dOevvtt3X58uU7fvw1a9bIYDDkO37eV7du3W46PycnR0uXLi3y8WJjY7Vjx47ihAwAsCKbN29W3759Vbt27ZuOPXLkiIYOHaoOHTpo+/bt2rhxo7KysjRy5EjzmH379qlnz55ydXW9k2EDAMohO0sHAOv1xhtvqF+/fpIkk8mkY8eOady4ccrIyND06dPv+PFr1Kih7du339bc3377TYsWLdK///3vIo1fvXq1nJ2d1bZt29s6HgDAuqSkpGj58uU6e/as1qxZc8OxZ86cUZ8+fTRs2DBJUvXq1TVgwACNGDFCZ86c0b333qvk5GSFhYWpRo0aioiIuBunAAAoJ7hSjxJhY2Ojhg0batiwYdq8ebO5/dSpUxo+fLhatWolHx8fTZgwQWlpaeb+9evXq2vXrmratKk6deqkL774osRiysjI0CuvvKI2bdqoadOmCgwM1MGDB/Xrr78qMDBQycnJMhqNio6Olslk0uzZs9WhQwc1bdpUzzzzjPbs2SNJCg0N1RdffKElS5bo8ccfl3T1P3svvfSSfH191bRpU40YMUJJSUklFjsAwLL69OmjBg0aFGmsr6+vJk2alK/t5MmTqlixoqpUqSJJ8vf3l7e3dwlHCQAART1KWHZ2tvl7k8mkkSNH6r777tPWrVsVGRmppKQkzZw5U5IUHx+vV155RW+88Yb279+vN998U6GhoTp06FCJxPLpp58qOTlZmzdv1q5du9SuXTtNmjRJTZo0UWhoqGrUqKGYmBi1bt1a69at09q1axUREaG9e/eqc+fOGjNmjHJycjRp0iT5+PhoyJAh5jcsJk6cqMzMTG3cuFE//fSTnJ2d9eqrr5ZI3AAA63bo0CHNnTtXzz//vBwcHCwdDgCgjKOoR4nIzc1VXFycPvnkE/Xo0UOSFBMTo6NHj+rll19WxYoVVb16dT3//PNav369TCaTPDw8FB0drbZt28rGxkZt2rRR9erVFRsbW6Rj5l1p/+fXsmXLJEkXL16Uvb29nJyc5ODgoJEjR153C2WPHj307bffyt3dXRUqVFC3bt10/vx5nT59usDYc+fO6ccff9S4cePk6uoqFxcXvfTSS9q+fbvOnj17ez9AAECZ8OOPP2rAgAEaOHCgQkJCLB0OAKAc4J563LYZM2borbfeknS1qK9YsaKCgoI0atQoSVevxOfk5KhVq1b55uXk5OjChQuqVq2avvzyS61atUpnzpyRyWRSVlaWsrKyinT8m91T379/f4WEhKhDhw5q166d/Pz81Llz50LHZmRk6K233tK2bduUmppqbi8slvj4eEnS008/na+9QoUKSkxMlJubW5HiBwCULYsXL9aHH36oyZMn65lnnrF0OACAcoKiHrft2gfl/fzzzxo1apR69uwpO7uraeXo6ChnZ2cdOHCg0PkrV67Uxx9/rPDwcPn4+KhChQrq0KFDicXn4eGhTZs2adeuXfrhhx80efJkrV+/XvPmzSswdtq0aTp8+LD+85//qF69eoqPjzffP/9PTk5OkqRt27apatWqJRYvAMB6LVq0SIsXL9Znn30mo9Fo6XAAAOUI2+9RInx9fdW5c2dNmjRJJpNJklS3bl2lp6ebr2xLUlpami5cuCDp6vb8Fi1aqHXr1qpQoYLOnj2rM2fOlFhMly9fVk5Ojtq2bas33nhDK1euVFRUlPn41/r111/11FNPqX79+rKxsbnhLQC1a9eWra2tDh8+bG7Lzs7mQXkAUE4kJSWpS5cu2rt3r6SrH3s6d+5cffTRRxT0AIC7jqIeJea1117ToUOHzB/V4+XlpaZNm+rNN9/U+fPndfHiRU2ZMkUTJkyQdLU4Pn78uFJTU3Xq1CnNmDFDtWrVKrHieMyYMZo5c6bS0tKUm5urAwcOqEqVKnJ1dZWTk5MuXbqkpKQkZWZmysPDQzExMcrKytIvv/yijRs3SpL5TQZHR0clJCQoNTVVlSpVUteuXTV79mz99ddfyszM1Pvvv68hQ4aY39AAAFg3f39/GY1G833xPXv2lNFo1JAhQ5Sdna0TJ04oPT1dkvTFF18oOztbAwYMKPCcl7Vr10qShgwZIqPRqC5dukiSRo4cKaPRKH9/f4ucHwCg7GD7PUpMjRo19OKLL+rdd99Vx44dVbNmTb333nuaPn26OnfuLAcHB7Vp00bvvPOOJKlfv37avXu3OnTooNq1a2vq1Kk6ePCgPvjggyLdl573oLzCbNq0SaGhoZo8ebLat29v/si9+fPny9bWVq1bt5aHh4f8/Pw0c+ZMjR8/XhMmTFDLli31yCOPaNasWZKu/qdr+fLl6tWrl9544w098cQT2rFjhyZNmqTQ0FB169ZNtra28vb2Vnh4uGxsbEruBwoAsJioqKgb9l+7W+vNN9/Um2++ecPxS5YsKZG4AAD4JxsTlxaBuy4mJkYXM7K07niGpUMBgDLLo5qLxjzhbekwyoz09HTFxcXpwQcflLOzs6XDgZUhf3C7ykPuxMTESNJt38LF9nsAAAAAAKwURT0AAAAAAFaKoh4AAAAAACtFUQ8AAAAAgJWiqAcAAAAAwEpR1AMAAAAAYKX4nHrAQirY2sijmoulwwCAMquma9n86CMAAK5FUQ9YiIOt9Gz7RnJycrJ0KLAymZmZOnHihDw9Pckf3BJyBwCAsoft94CFmEwm5ebmWjoMWKHc3Fylp6eTP7hl5A4AAGUPRT0AAAAAAFaKoh4AAAAAACtFUQ8AAAAAgJWiqAcAAAAAwEpR1AMWYmNjI1tbfgVx62xtbeXs7Ez+4JaROwAAlD18pB1gIenZuZqw/GdLhwFrtv2UpSOAtbKS3KnnVlnje7a0dBgAAJRqFPWAhVzJydWR0xcsHQYAAAAAK8b+OwAAAAAArBRFPQAAAAAAVoqiHgAAAAAAK0VRDwAAAACAlaKoBwAAAADASlHUAwAAAABgpSjqAQAAAACwUhT1wDXWrFmjRx991NJhAABKQEJCggYNGiSDwaDff//9puMjIyPVpk0b9e3bt0BfUFCQHnroIRmNxnxfa9asuROhAwBQZHaWDgAFHT9+XPPnz9fOnTt1+fJlVa9eXZ06ddLo0aNVpUoVS4d31y1btkyrV69WQkKCcnNz1bBhQw0fPlx+fn6SpPj4eMXGxqpLly4WjhQAUFps3rxZU6ZMUYcOHYo0fvz48Tpy5Ig8PT115cqVQseMGDFCzz//fEmGCQBAsXGlvpSJi4tT79695e7urvXr12v//v2aP3++Dh8+rH79+ikzM9PSId5VS5Ys0bJlyxQaGqrdu3dr9+7dCgwM1NixY7Vv3z5J0nfffaeoqCgLRwoAKE1SUlK0fPlyPf3000UaX6dOHa1evVp169a9s4EBAFDCKOpLmenTp8vX11cvv/yyatSooQoVKujBBx/UggUL5O3trTNnzkiS/vrrL40YMUKtWrVS8+bNNW7cOKWkpEiSdu3apebNm2vbtm3q0qWLvL29FRISotTUVEnSiRMnFBwcrBYtWsjHx0ejR4/WhQsXJF3dXjh79mxzPL///rsMBoMSEhIkSZ06ddKXX36poKAgPfLIIwoMDFRiYqLGjx+vpk2byt/fXwcPHjTP37lzpwICAtS0aVO1a9dO8+fPN/eFhYXpueee09ixY9WsWbNCfx7bt2/XY489Jm9vb9nb28vR0VG9e/fWnDlzVKNGDS1evFizZ89WZGSkjEajcnJydP78eY0ZM0Zt2rRRixYtNGzYMCUmJkq6uhXTYDAoKipK3bp1U5MmTTRw4ECdPXu20OMfOnRIgwcPVosWLdS6dWvNmDFD2dnZkqTk5GSNGjVKrVq1UrNmzRQcHKz4+Phb/jsHAJS8Pn36qEGDBkUeP3bsWDk4ONxwzK5du9SrVy81b95cXbt21dKlS5Wbm1vcUAEAKBaK+lLk3Llz2r9/vwYOHFigz8XFRW+//bb5CsLIkSNVqVIlbdmyRVFRUTpz5oymTJliHp+RkaGNGzcqIiJCkZGROnz4sFasWCFJCg0NVbNmzRQdHa3vv/9eV65c0YIFC4oc5xdffKHp06dry5YtSkhI0IABA9SrVy9FR0erTp06+vDDDyVdfeNh5MiR6tevn/bu3atFixbpq6++0oYNG8yv9csvv6hly5bas2dPocfy9PTU999/r927d+drf/zxx1WvXj2FhISoZ8+e6tKli2JiYlShQgW9++67unz5srZs2aL//ve/kqS33nor3/zly5dryZIl+umnn2RjY6OpU6cWOHZGRoaGDh2qtm3baseOHVq5cqV27dqlxYsXS5Lmzp0rV1dXbdu2TT///LPq1q2rmTNnFvnnCACwHp6envLw8FBYWJh27Nih0aNH6/3339dnn31m6dAAAOUc99SXInlXeT09PW84Li4uTrGxsfroo4/k4uIiFxcXPfvssxo1apSysrIkSTk5ORo6dKhcXV3l6uqq5s2b6/jx45KkixcvysnJSXZ2dnJ1dVV4eLhsbYv+/s5jjz1mjrFJkya6fPmy+eFyvr6++uqrryRJ33zzjRo2bGje+mgwGBQYGKh169apR48ekqQKFSqoX79+srGxKfRYzz//vBISEhQUFCQ3Nzc1a9ZM7dq105NPPikXF5dC50ybNk1XrlyRs7OzJMnPz08LFy7MN6Z///6qWbOmJCk4OFhjx44tcLVl69atMplMeu655yRd3ZoZEhKijz76SMOHD9fFixdVpUoVOTg4mN8YuJWfIwDAekyfPj3fn7t27ardu3fryy+/VHBwsGWCAgBAFPWlSl5he7OtfAkJCXJ1dZWbm5u5rW7dusrOzlZSUpK5zcPDw/x9xYoVzffjjx49Wi+//LLWrl0rX19fde/eXU2aNClynO7u7ubvHR0d8xXXjo6O5jcWTp48qZiYGBmNRnO/yWTK96aFu7v7dQt6SXJ1ddXChQsVHx+vHTt2aM+ePZo1a5bef/99LV26VI0aNSow588//9Q777yjX3/9VZmZmcrNzS3wgMFrY6hdu7aysrLMty/kiY+P17lz5wrEn7c9c+jQoRoxYoR++ukn+fr66sknn1SbNm2uey4AgLKlXr16WrdunaXDAACUc1xWLEXyttYfPXr0huPyiubCXFsgX++q8WOPPaatW7dq9OjROnfunAYOHKjly5cXOrawNxj++brXO46Tk5M6dOigmJgY89fBgwfzbb+3syva+0p16tRRQECAZs+erR9//FH33XdfobcM5Obm6rnnnlO1atUUFRWlmJiYQrfWX3teJpOp0GM6OjqqYcOGBeLfv3+/JMloNOqHH37Q66+/LpPJpNGjR7P9HgDKoNTUVM2YMcO84y3PkSNHeLAeAMDiKOpLkapVq6ply5ZaunRpgb6MjAz16tVL+/btU506dZSamqrk5GRz//Hjx+Xo6GjeUn4jFy5c0D333KOuXbvqvffe07Rp0xQRESFJcnBwyPeE/ZMnT972+dStW1dHjhzJVzSfPXv2hm9KXCstLU0zZswo8PA5FxcXNW3aVBkZGQXmJCcn69SpUwoKClK1atUkSb/99luBcdee16lTp+Tk5KSqVasWiD8+Pl6XL182t124cEFpaWmSrj5Z2d7eXp07d1ZoaKgWLFhgvvUAAFB6JSUlqUuXLtq7d2+Rxru6umr//v2aMmWKTp06paysLG3atEkbNmxQYGDgHY4WAIAbo6gvZV5//XX98ssvevHFF/XXX38pNzdXcXFxGjp0qJycnNSkSRMZjUbdf//9eu+995Senq6kpCQtWLBA3bp1k729/Q1fPzMzU/7+/lq3bp2uXLmizMxMxcbGmq801K9fXzt37lRqaqrOnj1brCK1W7duSklJUXh4uDIzMxUfH68hQ4bo008/LdJ8FxcXHTp0SC+//LLi4uJ05coVZWVl6aefftI333yjzp07S7p6RT0xMVEXL15UtWrV5OzsrF9++UV///23NmzYoLi4OKWlpeUrzr/88kslJycrJSVFn376qTp06FDgNgBfX19Vq1ZNM2fOVFpams6ePasXXnjB/OkAgYGB+uSTT/T3338rOztb//M//6N69erd9s8LAFBy/P39ZTQaFRISIknq2bOnjEajhgwZouzsbJ04cULp6emSpD179shoNMpoNGrdunX69ddfzX9eu3atJGnhwoVyd3dXQECAmjdvrvDwcM2cOVP9+vWz1CkCACCJe+pLnUaNGmnFihUKCwvTM888o/T0dLm7u6t79+4aNmyYuWgPDw9XaGioHnvsMVWsWFF+fn566aWXbvr6Tk5Omjt3rmbNmqUpU6bIyclJLVq00OTJkyVJISEhio2NVfv27VW3bl298sor2rZt222dS9WqVRUeHq5Zs2Zp4cKFqlatmnr27KkhQ4YU+TUWLlyosLAwjRkzxvyxcw0aNNBLL72kPn36SJJ69OihyMhIdezYURs2bNDUqVP17rvvau7cuerWrZvCwsI0cOBAPfHEE+YdCU899ZQGDx6skydPytvbO98nB+Sxt7dXeHi4ZsyYoUcffVQuLi7q3LmzXnnlFUnSBx98oGnTpmnBggWys7OT0WjM93GAAADLiYqKumH/4cOHzd/7+PgoJibmhuPvvfdevfvuuyUSGwAAJcnGdL0bioEyKCEhQZ07d9amTZt0//33WyyOmJgYnbuUoXe+/9NiMQBAaedVq6rmDfWzdBj4P+np6YqLi9ODDz5o/oQZoKjIH9yu8pA7eW8sX/uA7lvB9nsAAAAAAKwURT0AAAAAAFaKe+pRrnh4eOS7jxIAAAAArBlX6gEAAAAAsFIU9QAAAAAAWCmKegAAAAAArBT31AMWYlfBVl61qlo6DAAoteq5VbZ0CAAAlHoU9YCFONvbatZAXzk5OVk6FFiZzMxMnThxQp6enuQPbgm5AwBA2cP2e8BCTCaTcnNzLR0GrFBubq7S09PJH9wycgcAgLKHoh4AAAAAACtFUQ8AAAAAgJWiqAcAAAAAwEpR1AMAAAAAYKUo6gELsbGxka0tv4K4dba2tnJ2diZ/cMvIHQAAyh4+0g6wkLTMKwp+e42lw4BVO2DpAGC1LJs7D9SurhnP+ls0BgAAygqKesBCsq/kKPZEkqXDAAAAAGDF2H8HAAAAAICVoqgHAAAAAMBKUdQDAAAAAGClKOoBAAAAALBSFPUAAAAAAFgpinoAAAAAAKwURT0AAAAAAFaKoh5lzqlTp2Q0GnXixAlJksFg0LZt2yRJ/v7+WrlyZaHzbtQHACg9EhISNGjQIBkMBv3+++83HR8ZGak2bdqob9++BfoyMjI0c+ZMderUSd7e3vL399dnn312J8IGAOCOsLN0AMDNdOrUScOGDVO/fv3ytW/btk3Dhg3T4cOHtXPnTrm4uMhoNKp27dqKiYkp9LWioqLM38fHxys2NlZdunQp0AcAKJ02b96sKVOmqEOHDkUaP378eB05ckSenp66cuVKgf5Jkybp0KFD+uSTT1S/fn39+OOPGjNmjGrUqKGuXbuWdPgAAJQ4rtSjTFi2bJkOHjx4S3O+++47CnkAsDIpKSlavny5nn766SKNr1OnjlavXq26desW6DOZTKpcubJef/113X///apQoYL8/PzUqFEjRUdHl3DkAADcGRT1sHrDhw/X1q1bNWPGDA0ePFgJCQnX3ZLZqVMnffnll1q8eLFmz56tyMhIGY1G5eTkmPskKTc3V/PmzZOfn58eeeQR/etf/9K+ffvMr7NmzRr5+/vL29tbHTt21JIlS+7a+QJAedanTx81aNCgyOPHjh0rBweHQvtsbGw0efJktWnTxtyWlZWlpKQkubu7FztWAADuBrbfw+otXLgw3xb9hISEm84JCQnR0aNH9ffff2vOnDkF+j/99FNt3LhRixYtUq1atRQREaERI0Zo69atunjxoqZPn66IiAgZDAYdPHhQISEhat26tR566KE7cYoAgLvAZDJp8uTJsrOz04ABAywdDgAARcKVeqAQq1atUnBwsOrXry8HBwcFBQWpcuXK2rp1q9LS0pSbmytnZ2dJ0sMPP6ydO3dS0AOAFbt8+bJGjhyp3bt3a9myZXJ1dbV0SAAAFAlFPVCIkydP6s0335TRaDR/JSYmKjExUffff7969uypJ598UkOGDNGSJUuUmppq6ZABALcpMTFRAQEBSktL08qVK+Xp6WnpkAAAKDK236PUs7e3V2ZmZoH2tLQ0OTo63pFjOjk5acaMGfL39y+0PzQ0VEOHDtX333+vyMhIffLJJ1qxYoXq1KlzR+IBANwZZ8+e1aBBg9SqVStNnTpVdnb81wgAYF24Uo9Sz9PTU7GxsQXaDxw4IC8vrztyzDp16ujw4cP52vLu1c/NzdXFixdVr149hYSEaMWKFXrggQe0efPmOxILAKBokpKS1KVLF+3du7fIc6ZOnaqGDRsqNDSUgh4AYJX41wul3tChQxUcHKwWLVroqaeekiR9++23ioiIMD913tHRUSdPntSlS5eK/LqOjo76448/dPHiRfP98XkCAwP13nvvqX379jIajYqKitJrr72mTZs2af/+/QoLC9OCBQvUoEEDnTp1SklJSYV+XBIAoGT5+/vr9OnTMplMkqSePXvKxsZGPj4+mj59uk6cOKH09HRJ0p49ezRkyBBJ0pUrV2QymWQ0GiVd3XHVunVrff/997K3t1eTJk3yHadWrVp87CkAwCpQ1KPUa9GihT7//HOFhYWZn1T/wAMPKCwsTC1atJAk9e3bVx988IF27Nih+fPnF+l1e/ToocjISHXs2FEbNmzI19e7d28lJiZq9OjRSktLU4MGDfThhx+qVq1auu+++3T06FENHjxYFy9eVI0aNdSnTx/5+fmV7IkDAAq4WaF97S4rHx8fxcTEFHk8AADWyMaU91Y3gLsmJiZGZy6kaeyiaEuHAgB3XWPPmvpqWn9Lh4FblJ6erri4OD344IMFdrgBN0P+4HaVh9zJewM6bzfZreKeegAAAAAArBRFPQAAAAAAVoqiHgAAAAAAK0VRDwAAAACAlaKoBwAAAADASlHUAwAAAABgpficesBC7O0qqLFnTUuHAQB33QO1q1s6BAAAygyKesBCXJzstOzVXnJycrJ0KLAymZmZOnHihDw9Pckf3BJyBwCAsoft94CFmEwm5ebmWjoMWKHc3Fylp6eTP7hl5A4AAGUPRT0AAAAAAFbKxmQymSwdBFDe7N+/XyaTSfb29rKxsbF0OLAyJpNJ2dnZ5A9uGbmD4iB/UBzkD25XecidrKws2djYqFmzZrc1n3vqAQvIW5DK6sKEO8vGxkYODg6WDgNWiNxBcZA/KA7yB7erPOSOjY1NseoCrtQDAAAAAGCluKceAAAAAAArRVEPAAAAAICVoqgHAAAAAMBKUdQDAAAAAGClKOoBAAAAALBSFPUAAAAAAFgpinoAAAAAAKwURT0AAAAAAFbKztIBAGXJ6dOnNXfuXG3fvl0pKSmqXr26OnfurDFjxqhKlSo3nJuZmanw8HBFRkbq9OnTuueee+Tj46MXXnhBDRs2vDsnAIu63fxZs2aNXn311ev2jx8/Xs8+++wdiBilyaVLlxQaGqp169bJ399f8+bNK9I81h5It5c/rD2Ij4/X/Pnz9dNPPyk1NVXu7u4yGo0aM2aMPD09bzqf9ad8K07+sP7kR1EPlJDz588rICBAJpNJL774ourXr69Dhw5pzpw52rdvn1auXCkHB4dC55pMJo0aNUq7du3SqFGj1LJlSyUnJ2vevHnq16+fVq5cWaR/HGG9ipM/eaZNm6bGjRsXaHd3d79TYaOU2LFjh1599VWZTKZbmsfaA+n28ycPa0/5dOzYMQUGBqpSpUoaM2aMGjRooN9++03z58/Xjh07tHbtWt13333Xnc/6U74VN3/ysP78HxOAEhEaGmry8vIy7dmzJ1/7+vXrTV5eXqbPP//8unO/++47k5eXlyk8PDxfe0JCgqlx48am559//o7EjNKjOPmzevVqk5eXlyk6OvpOh4lS6MyZMyaDwWCaNGmS6ejRoyYvL68irxmsPShO/rD2lG8jR440GQwG07Fjx/K1f/311yYvLy/T+++/f8P5rD/lW3Hzh/UnP+6pB0rIt99+q/r166tFixb52rt06SJnZ2dt3LjxunPz+nr16pWvvXbt2mrVqpV++OEHZWRklHzQKDWKkz8o3+zs7PThhx9q+vTpcnJyuqW5rD0oTv6gfAsICNB7772n+++/P1+70WiUJCUkJNxwPutP+Vbc/EF+FPVACUhKSlJycrIaNWpUoM/e3t68pSg3N7fQ+b/99puqVaummjVrFujz8vJSdna2Dh06VOJxo3Qobv6gfKtatar8/Pxuay5rD4qTPyjf2rdvr27duhVoP3r0qCSpTp06N5zP+lO+FTd/kB9FPVACzp49K0mqXr16of3Vq1dXZmamLl68eN35N5p77TFQ9hQ3f/JERUWpd+/eatKkiby9vRUYGKhNmzaVeLwoO1h7UBJYe5Dn/PnzmjVrllxcXBQUFHTDsaw/+KdbyZ88rD9X8aA8oARkZmZKunpVtTB5DzjLG1fY/JvNZQta2VXc/Mlz8OBBBQcHy8PDQ3/++ac++eQTjRs3TomJiQoJCSnZoFEmsPagJLD2QLq662z48OFKSkpSeHj4dQv2PKw/uNat5k8e1p+rKOqBEpB3H2J2dnah/VlZWZKkihUrXnf+zeY6OzsXN0yUUsXNn65du6pdu3aqVq2aKlSoIEny9vZWx44d1bVrV82bN0+BgYG655577kD0sGasPSgO1h7kiY2N1YgRI3Tp0iUtWLBA7du3v+kc1h/kuZ38Yf3Jj+33QAnIux8sOTm50P4zZ87I2dlZlSpVuu78620xO3PmTL5joOwpbv44OTnJzc3N/I9ansqVK6tdu3bKzMzUsWPHSjZolAmsPSgO1h5I0g8//KABAwbI0dFRERERRSrIJNYfXHW7+cP6kx9FPVAC3Nzc5O7urt9++61AX2Zmpn7//XcZjUbZ2hb+K2c0GpWSkqLExMQCfbGxsXJycpLBYCjxuFE6FDd/pP+/qvFPeVsXHR0dSyZYlCmsPSgu1p7ybevWrRozZowefvhhrVy5Ul5eXkWey/qD4uSPxPpzLYp6oIQ89dRTio+PV3R0dL72r7/+WllZWXr66advOFeSVq5cma/96NGj2r9/v5588slytTCVR8XJn8DAQLVt21YpKSn52s+dO6edO3fKzc1NDRs2vANRw9qx9qA4WHvKt2PHjumFF16Qt7e3Fi1apCpVqtzSfNaf8q24+cP6kx9FPVBCnn32WdWtW1fjx4/X6tWrtX//fi1btkwzZ85Uy5YtzUXZ2rVr9dBDD+k///mPeW67du3k7++vjz76SPPnz9e+ffu0ceNGDR8+XNWrV9e4ceMsdFa4W4qTP8OHD1dGRoaCgoK0du1a7d27V19//bX69++vS5cuadKkSQW2p6HsSEpKUkxMjGJiYnTkyBFJUmpqqrnt8OHDklh7ULji5A9rT/kWGhqq7OxsBQcH6+jRo+ac+WfuSKw/KKi4+cP6kx8PygNKSKVKlfTFF1/ogw8+0Jw5c5SSkqKaNWsqKChII0eONG+dzs3NVU5OjkwmU775s2fP1scff6z169drwYIFqly5sh599FG98MIL3FNWDhQnfx577DEtX75cH3/8sd5++21dunRJlStXVtOmTfXOO++oadOmljot3AUrVqzQhx9+mK8tOjpavXv3liTVrl1bP/zwA2sPClWc/GHtKd/ydpaNGjWq0P683JH4vw8KKm7+sP7kZ2P6528XAAAAAACwCmy/BwAAAADASlHUAwAAAABgpSjqAQAAAACwUhT1AAAAAABYKYp6AAAAAACsFEU9AAAAAABWiqIeAAAAAAArRVEPAAAAAICVoqgHAAAAAMBKUdQDAIByZfjw4TIYDDp48OANx8XFxclgMGjYsGFFfu1OnTqpU6dOxQ3RbNeuXTIYDAoLCzO3BQUFyWAwmP8cFhYmg8GgXbt2ldhxAQDWg6IeAACUKwMGDJAkffXVVzccl9c/cODAOx6TJF26dEkPPfRQvuK8cePGWrVqlfr27XvdeX379tWqVavUuHFjc9s777yjoKCgOxovAKB0oKgHAADliq+vr+rXr6+NGzcqLS2t0DGXL1/Whg0bVLduXbVv3/6uxLVr1y7l5OTka3NxcZHRaFTNmjWvO69mzZoyGo1ycXExt0VHR9+xOAEApQtFPQAAKFdsbGzUv39/paena926dYWO+eabb3T58mX1799fNjY22rt3r4YNG6aWLVvq4YcfVvv27fXqq6/q1KlTNz3ekSNHNH78eLVt29Y8d9SoUTp06JB5zMSJEzVq1ChJ0qBBg2QwGJSQkFDo9vt/unb7fUJCggwGg+Li4rR7924ZDAZNnDhR/fr108MPP6zz588XmP/f//5XBoNB8+bNu+m5AABKH4p6AABQ7vTq1UvOzs7X3YIfERGhihUrqlevXtq2bZsGDx6s8+fPa/LkyVq6dKlGjBihH3/8UQEBATp37tx1j3Pq1CkNGDBABw4c0MSJE/XZZ59p7Nix+uWXXzRo0CD99ddfkqTRo0ebt9hPmzZNq1at0r333nvL53Xvvfdq1apVkv5/6/7o0aMVEBCg7OxsrVmzpsCc9evXy9bWVr17977l4wEALI+iHgAAlDuVKlVSjx49dOTIEe3fvz9f36+//qrY2Fh1795drq6umjlzppycnLR48WJ1795dPj4+6tevn6ZNm6azZ89q2bJl1z3OH3/8oebNm2vatGl66qmn1KxZM/Xq1UsjR45UamqqtmzZIkny8PAwF/Genp4yGo1ycHC45fNycHCQ0WiUJN1zzz0yGo3y8PDQk08+qSpVqmjlypX5xl++fFlbtmyRr6+vatWqdcvHAwBYHkU9AAAol/IegPfPq/URERHm/r/++kvHjh1TmzZtVKVKlXzjOnbsKDs7uxvev/7oo49q4cKFateuXb72Bg0aSFKRtu+XBEdHRz3zzDP6448/8sW7efNmZWRk3PBBfACA0o2iHgAAlEteXl7y8fFRZGSkUlJSJElpaWnatGmTmjVrpkaNGpm3x7u7uxeY7+DgoKpVqyopKem6xzCZTFq9erWCgoLUunVrPfjggzIYDAoODjb33y0BAQGysbExv2khXd167+bmpo4dO961OAAAJYuiHgAAlFsDBgzQ33//ra+//lqStG7dOqWnp5uv4tvY2Nz0NW40Zs6cOXrttdeUm5uryZMnKyIiQmvXrtWMGTNK5gRugaenp1q1aqXNmzfrwoULOnPmjKKjo/XMM8/Izs7urscDACgZrOAAAKDcevzxx3Xvvfdq9erV+ve//63Vq1fLzc1NTzzxhCSZ7zM/ffp0gbl///23Lly4YL6HvTARERGqVq2ali5dmu8e+cOHD5fwmRRNQECAoqOj9e233yotLU25ubnq06ePRWIBAJQMrtQDAIByy87OTgEBATp69KiioqIUGxurvn37yt7eXpLk5uamxo0ba+fOnQU+Dm7Lli26cuVKgfvlr5WTk6NKlSrlK+izsrL06aefSpKuXLlibs+74v/Pz6q/Xde+dp7HH39cNWrU0Pr167Vu3Tq1atVKdevWLZHjAQAsg6IeAACUawEBAbK3t9fkyZNlb2+vgICAfP0TJ05Udna2hg0bpsjISO3Zs0efffaZpk6dqnr16mnQoEHXfe22bdvqzz//1Jw5c7Rv3z5t3LhRvXv3Vrdu3SRJO3fu1N69e5Wdna2aNWtKunp1/7vvvlNiYuJtn1PNmjV16NAhrV27Vtu2bTO329vb61//+pcOHDigY8eOFThXAID1oagHAADlmpubm/z9/ZWSkiI/Pz9zcZ2nZcuW+vzzz1W1alVNmjRJwcHBWrp0qbp3766vvvpKlSpVuu5rT506Vd27d9eKFSs0dOhQLVu2TKNHj9bQoUMVFBSkhIQEjR07VpmZmeratavatm2rLVu26PXXXy/Wk/EnTJggZ2dnvfHGGwWe7t+3b1/Z2tqqatWq8vPzu+1jAABKBxvT3XzsKgAAACwqOTlZHTt21ODBg/XSSy9ZOhwAQDFxpR4AAKAcmTdvniQpKCjIwpEAAEoCT78HAAAo486fP6/jx48rMjJSERERmjBhQoHbDAAA1ont9wAAAGXchg0b9PLLL6t69ep69tlnNXjwYEuHBAAoIRT1AAAAAABYKe6pBwAAAADASlHUAwAAAABgpSjqAQAAAACwUhT1AAAAAABYKYp6AAAAAACsFEU9AAAAAABWiqIeAAAAAAArRVEPAAAAAICV+l9IjB+Pco0rDAAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* From the data provided, the `Energy` sector has the highest average volatility (2.57), while the `Utilities` sector has the lowest average volatility (1.12)."
      ],
      "metadata": {
        "id": "pHJoJIZxhCpa"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Number of companies in sector / sub industry**"
      ],
      "metadata": {
        "id": "ZZ9c0y9T2-x4"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.pivot_table(index=['GICS Sector', 'GICS Sub Industry'],\n",
        "               values='Ticker Symbol', \n",
        "               aggfunc='count').style\\\n",
        "    .set_table_styles([dict(selector=\"th\", props=[('text-align', 'right')])])\\\n",
        "    .highlight_max(color='lightgreen')\\\n",
        "    .format('{:.0f}', na_rep='--')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "AvzS9c4w1g3e",
        "outputId": "60e22563-7225-46d0-e049-e706d96695c5"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f8597661f00>"
            ],
            "text/html": [
              "<style type=\"text/css\">\n",
              "#T_6e64d th {\n",
              "  text-align: right;\n",
              "}\n",
              "#T_6e64d_row32_col0 {\n",
              "  background-color: lightgreen;\n",
              "}\n",
              "</style>\n",
              "<table id=\"T_6e64d\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th class=\"blank\" >&nbsp;</th>\n",
              "      <th class=\"blank level0\" >&nbsp;</th>\n",
              "      <th id=\"T_6e64d_level0_col0\" class=\"col_heading level0 col0\" >Ticker Symbol</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th class=\"index_name level0\" >GICS Sector</th>\n",
              "      <th class=\"index_name level1\" >GICS Sub Industry</th>\n",
              "      <th class=\"blank col0\" >&nbsp;</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level0_row0\" class=\"row_heading level0 row0\" rowspan=\"22\">Consumer Discretionary</th>\n",
              "      <th id=\"T_6e64d_level1_row0\" class=\"row_heading level1 row0\" >Advertising</th>\n",
              "      <td id=\"T_6e64d_row0_col0\" class=\"data row0 col0\" >2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row1\" class=\"row_heading level1 row1\" >Apparel, Accessories & Luxury Goods</th>\n",
              "      <td id=\"T_6e64d_row1_col0\" class=\"data row1 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row2\" class=\"row_heading level1 row2\" >Auto Parts & Equipment</th>\n",
              "      <td id=\"T_6e64d_row2_col0\" class=\"data row2 col0\" >2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row3\" class=\"row_heading level1 row3\" >Automobile Manufacturers</th>\n",
              "      <td id=\"T_6e64d_row3_col0\" class=\"data row3 col0\" >2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row4\" class=\"row_heading level1 row4\" >Broadcasting & Cable TV</th>\n",
              "      <td id=\"T_6e64d_row4_col0\" class=\"data row4 col0\" >2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row5\" class=\"row_heading level1 row5\" >Cable & Satellite</th>\n",
              "      <td id=\"T_6e64d_row5_col0\" class=\"data row5 col0\" >3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row6\" class=\"row_heading level1 row6\" >Casinos & Gaming</th>\n",
              "      <td id=\"T_6e64d_row6_col0\" class=\"data row6 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row7\" class=\"row_heading level1 row7\" >Consumer Electronics</th>\n",
              "      <td id=\"T_6e64d_row7_col0\" class=\"data row7 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row8\" class=\"row_heading level1 row8\" >Distributors</th>\n",
              "      <td id=\"T_6e64d_row8_col0\" class=\"data row8 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row9\" class=\"row_heading level1 row9\" >Home Furnishings</th>\n",
              "      <td id=\"T_6e64d_row9_col0\" class=\"data row9 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row10\" class=\"row_heading level1 row10\" >Homebuilding</th>\n",
              "      <td id=\"T_6e64d_row10_col0\" class=\"data row10 col0\" >2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row11\" class=\"row_heading level1 row11\" >Hotels, Resorts & Cruise Lines</th>\n",
              "      <td id=\"T_6e64d_row11_col0\" class=\"data row11 col0\" >4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row12\" class=\"row_heading level1 row12\" >Household Appliances</th>\n",
              "      <td id=\"T_6e64d_row12_col0\" class=\"data row12 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row13\" class=\"row_heading level1 row13\" >Housewares & Specialties</th>\n",
              "      <td id=\"T_6e64d_row13_col0\" class=\"data row13 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row14\" class=\"row_heading level1 row14\" >Internet & Direct Marketing Retail</th>\n",
              "      <td id=\"T_6e64d_row14_col0\" class=\"data row14 col0\" >4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row15\" class=\"row_heading level1 row15\" >Leisure Products</th>\n",
              "      <td id=\"T_6e64d_row15_col0\" class=\"data row15 col0\" >2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row16\" class=\"row_heading level1 row16\" >Motorcycle Manufacturers</th>\n",
              "      <td id=\"T_6e64d_row16_col0\" class=\"data row16 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row17\" class=\"row_heading level1 row17\" >Publishing</th>\n",
              "      <td id=\"T_6e64d_row17_col0\" class=\"data row17 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row18\" class=\"row_heading level1 row18\" >Restaurants</th>\n",
              "      <td id=\"T_6e64d_row18_col0\" class=\"data row18 col0\" >3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row19\" class=\"row_heading level1 row19\" >Specialty Retail</th>\n",
              "      <td id=\"T_6e64d_row19_col0\" class=\"data row19 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row20\" class=\"row_heading level1 row20\" >Specialty Stores</th>\n",
              "      <td id=\"T_6e64d_row20_col0\" class=\"data row20 col0\" >3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row21\" class=\"row_heading level1 row21\" >Tires & Rubber</th>\n",
              "      <td id=\"T_6e64d_row21_col0\" class=\"data row21 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level0_row22\" class=\"row_heading level0 row22\" rowspan=\"8\">Consumer Staples</th>\n",
              "      <th id=\"T_6e64d_level1_row22\" class=\"row_heading level1 row22\" >Agricultural Products</th>\n",
              "      <td id=\"T_6e64d_row22_col0\" class=\"data row22 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row23\" class=\"row_heading level1 row23\" >Brewers</th>\n",
              "      <td id=\"T_6e64d_row23_col0\" class=\"data row23 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row24\" class=\"row_heading level1 row24\" >Drug Retail</th>\n",
              "      <td id=\"T_6e64d_row24_col0\" class=\"data row24 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row25\" class=\"row_heading level1 row25\" >Household Products</th>\n",
              "      <td id=\"T_6e64d_row25_col0\" class=\"data row25 col0\" >3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row26\" class=\"row_heading level1 row26\" >Packaged Foods & Meats</th>\n",
              "      <td id=\"T_6e64d_row26_col0\" class=\"data row26 col0\" >6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row27\" class=\"row_heading level1 row27\" >Personal Products</th>\n",
              "      <td id=\"T_6e64d_row27_col0\" class=\"data row27 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row28\" class=\"row_heading level1 row28\" >Soft Drinks</th>\n",
              "      <td id=\"T_6e64d_row28_col0\" class=\"data row28 col0\" >4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row29\" class=\"row_heading level1 row29\" >Tobacco</th>\n",
              "      <td id=\"T_6e64d_row29_col0\" class=\"data row29 col0\" >2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level0_row30\" class=\"row_heading level0 row30\" rowspan=\"4\">Energy</th>\n",
              "      <th id=\"T_6e64d_level1_row30\" class=\"row_heading level1 row30\" >Integrated Oil & Gas</th>\n",
              "      <td id=\"T_6e64d_row30_col0\" class=\"data row30 col0\" >5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row31\" class=\"row_heading level1 row31\" >Oil & Gas Equipment & Services</th>\n",
              "      <td id=\"T_6e64d_row31_col0\" class=\"data row31 col0\" >3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row32\" class=\"row_heading level1 row32\" >Oil & Gas Exploration & Production</th>\n",
              "      <td id=\"T_6e64d_row32_col0\" class=\"data row32 col0\" >16</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row33\" class=\"row_heading level1 row33\" >Oil & Gas Refining & Marketing & Transportation</th>\n",
              "      <td id=\"T_6e64d_row33_col0\" class=\"data row33 col0\" >6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level0_row34\" class=\"row_heading level0 row34\" rowspan=\"13\">Financials</th>\n",
              "      <th id=\"T_6e64d_level1_row34\" class=\"row_heading level1 row34\" >Asset Management & Custody Banks</th>\n",
              "      <td id=\"T_6e64d_row34_col0\" class=\"data row34 col0\" >4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row35\" class=\"row_heading level1 row35\" >Banks</th>\n",
              "      <td id=\"T_6e64d_row35_col0\" class=\"data row35 col0\" >10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row36\" class=\"row_heading level1 row36\" >Consumer Finance</th>\n",
              "      <td id=\"T_6e64d_row36_col0\" class=\"data row36 col0\" >5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row37\" class=\"row_heading level1 row37\" >Diversified Financial Services</th>\n",
              "      <td id=\"T_6e64d_row37_col0\" class=\"data row37 col0\" >7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row38\" class=\"row_heading level1 row38\" >Financial Exchanges & Data</th>\n",
              "      <td id=\"T_6e64d_row38_col0\" class=\"data row38 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row39\" class=\"row_heading level1 row39\" >Insurance Brokers</th>\n",
              "      <td id=\"T_6e64d_row39_col0\" class=\"data row39 col0\" >3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row40\" class=\"row_heading level1 row40\" >Investment Banking & Brokerage</th>\n",
              "      <td id=\"T_6e64d_row40_col0\" class=\"data row40 col0\" >2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row41\" class=\"row_heading level1 row41\" >Life & Health Insurance</th>\n",
              "      <td id=\"T_6e64d_row41_col0\" class=\"data row41 col0\" >3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row42\" class=\"row_heading level1 row42\" >Multi-Sector Holdings</th>\n",
              "      <td id=\"T_6e64d_row42_col0\" class=\"data row42 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row43\" class=\"row_heading level1 row43\" >Multi-line Insurance</th>\n",
              "      <td id=\"T_6e64d_row43_col0\" class=\"data row43 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row44\" class=\"row_heading level1 row44\" >Property & Casualty Insurance</th>\n",
              "      <td id=\"T_6e64d_row44_col0\" class=\"data row44 col0\" >8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row45\" class=\"row_heading level1 row45\" >Regional Banks</th>\n",
              "      <td id=\"T_6e64d_row45_col0\" class=\"data row45 col0\" >3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row46\" class=\"row_heading level1 row46\" >Thrifts & Mortgage Finance</th>\n",
              "      <td id=\"T_6e64d_row46_col0\" class=\"data row46 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level0_row47\" class=\"row_heading level0 row47\" rowspan=\"8\">Health Care</th>\n",
              "      <th id=\"T_6e64d_level1_row47\" class=\"row_heading level1 row47\" >Biotechnology</th>\n",
              "      <td id=\"T_6e64d_row47_col0\" class=\"data row47 col0\" >7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row48\" class=\"row_heading level1 row48\" >Health Care Distributors</th>\n",
              "      <td id=\"T_6e64d_row48_col0\" class=\"data row48 col0\" >3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row49\" class=\"row_heading level1 row49\" >Health Care Equipment</th>\n",
              "      <td id=\"T_6e64d_row49_col0\" class=\"data row49 col0\" >11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row50\" class=\"row_heading level1 row50\" >Health Care Facilities</th>\n",
              "      <td id=\"T_6e64d_row50_col0\" class=\"data row50 col0\" >5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row51\" class=\"row_heading level1 row51\" >Health Care Supplies</th>\n",
              "      <td id=\"T_6e64d_row51_col0\" class=\"data row51 col0\" >2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row52\" class=\"row_heading level1 row52\" >Life Sciences Tools & Services</th>\n",
              "      <td id=\"T_6e64d_row52_col0\" class=\"data row52 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row53\" class=\"row_heading level1 row53\" >Managed Health Care</th>\n",
              "      <td id=\"T_6e64d_row53_col0\" class=\"data row53 col0\" >5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row54\" class=\"row_heading level1 row54\" >Pharmaceuticals</th>\n",
              "      <td id=\"T_6e64d_row54_col0\" class=\"data row54 col0\" >6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level0_row55\" class=\"row_heading level0 row55\" rowspan=\"16\">Industrials</th>\n",
              "      <th id=\"T_6e64d_level1_row55\" class=\"row_heading level1 row55\" >Aerospace & Defense</th>\n",
              "      <td id=\"T_6e64d_row55_col0\" class=\"data row55 col0\" >4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row56\" class=\"row_heading level1 row56\" >Air Freight & Logistics</th>\n",
              "      <td id=\"T_6e64d_row56_col0\" class=\"data row56 col0\" >3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row57\" class=\"row_heading level1 row57\" >Airlines</th>\n",
              "      <td id=\"T_6e64d_row57_col0\" class=\"data row57 col0\" >5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row58\" class=\"row_heading level1 row58\" >Building Products</th>\n",
              "      <td id=\"T_6e64d_row58_col0\" class=\"data row58 col0\" >4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row59\" class=\"row_heading level1 row59\" >Construction & Farm Machinery & Heavy Trucks</th>\n",
              "      <td id=\"T_6e64d_row59_col0\" class=\"data row59 col0\" >3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row60\" class=\"row_heading level1 row60\" >Diversified Commercial Services</th>\n",
              "      <td id=\"T_6e64d_row60_col0\" class=\"data row60 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row61\" class=\"row_heading level1 row61\" >Electrical Components & Equipment</th>\n",
              "      <td id=\"T_6e64d_row61_col0\" class=\"data row61 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row62\" class=\"row_heading level1 row62\" >Environmental Services</th>\n",
              "      <td id=\"T_6e64d_row62_col0\" class=\"data row62 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row63\" class=\"row_heading level1 row63\" >Human Resource & Employment Services</th>\n",
              "      <td id=\"T_6e64d_row63_col0\" class=\"data row63 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row64\" class=\"row_heading level1 row64\" >Industrial Conglomerates</th>\n",
              "      <td id=\"T_6e64d_row64_col0\" class=\"data row64 col0\" >14</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row65\" class=\"row_heading level1 row65\" >Industrial Machinery</th>\n",
              "      <td id=\"T_6e64d_row65_col0\" class=\"data row65 col0\" >5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row66\" class=\"row_heading level1 row66\" >Industrial Materials</th>\n",
              "      <td id=\"T_6e64d_row66_col0\" class=\"data row66 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row67\" class=\"row_heading level1 row67\" >Railroads</th>\n",
              "      <td id=\"T_6e64d_row67_col0\" class=\"data row67 col0\" >4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row68\" class=\"row_heading level1 row68\" >Research & Consulting Services</th>\n",
              "      <td id=\"T_6e64d_row68_col0\" class=\"data row68 col0\" >4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row69\" class=\"row_heading level1 row69\" >Technology, Hardware, Software and Supplies</th>\n",
              "      <td id=\"T_6e64d_row69_col0\" class=\"data row69 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row70\" class=\"row_heading level1 row70\" >Trucking</th>\n",
              "      <td id=\"T_6e64d_row70_col0\" class=\"data row70 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level0_row71\" class=\"row_heading level0 row71\" rowspan=\"12\">Information Technology</th>\n",
              "      <th id=\"T_6e64d_level1_row71\" class=\"row_heading level1 row71\" >Application Software</th>\n",
              "      <td id=\"T_6e64d_row71_col0\" class=\"data row71 col0\" >2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row72\" class=\"row_heading level1 row72\" >Computer Hardware</th>\n",
              "      <td id=\"T_6e64d_row72_col0\" class=\"data row72 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row73\" class=\"row_heading level1 row73\" >Data Processing & Outsourced Services</th>\n",
              "      <td id=\"T_6e64d_row73_col0\" class=\"data row73 col0\" >2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row74\" class=\"row_heading level1 row74\" >Electronic Components</th>\n",
              "      <td id=\"T_6e64d_row74_col0\" class=\"data row74 col0\" >2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row75\" class=\"row_heading level1 row75\" >Electronic Equipment & Instruments</th>\n",
              "      <td id=\"T_6e64d_row75_col0\" class=\"data row75 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row76\" class=\"row_heading level1 row76\" >Home Entertainment Software</th>\n",
              "      <td id=\"T_6e64d_row76_col0\" class=\"data row76 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row77\" class=\"row_heading level1 row77\" >IT Consulting & Other Services</th>\n",
              "      <td id=\"T_6e64d_row77_col0\" class=\"data row77 col0\" >3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row78\" class=\"row_heading level1 row78\" >Internet Software & Services</th>\n",
              "      <td id=\"T_6e64d_row78_col0\" class=\"data row78 col0\" >12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row79\" class=\"row_heading level1 row79\" >Networking Equipment</th>\n",
              "      <td id=\"T_6e64d_row79_col0\" class=\"data row79 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row80\" class=\"row_heading level1 row80\" >Semiconductor Equipment</th>\n",
              "      <td id=\"T_6e64d_row80_col0\" class=\"data row80 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row81\" class=\"row_heading level1 row81\" >Semiconductors</th>\n",
              "      <td id=\"T_6e64d_row81_col0\" class=\"data row81 col0\" >6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row82\" class=\"row_heading level1 row82\" >Technology Hardware, Storage & Peripherals</th>\n",
              "      <td id=\"T_6e64d_row82_col0\" class=\"data row82 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level0_row83\" class=\"row_heading level0 row83\" rowspan=\"10\">Materials</th>\n",
              "      <th id=\"T_6e64d_level1_row83\" class=\"row_heading level1 row83\" >Construction Materials</th>\n",
              "      <td id=\"T_6e64d_row83_col0\" class=\"data row83 col0\" >2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row84\" class=\"row_heading level1 row84\" >Copper</th>\n",
              "      <td id=\"T_6e64d_row84_col0\" class=\"data row84 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row85\" class=\"row_heading level1 row85\" >Diversified Chemicals</th>\n",
              "      <td id=\"T_6e64d_row85_col0\" class=\"data row85 col0\" >5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row86\" class=\"row_heading level1 row86\" >Fertilizers & Agricultural Chemicals</th>\n",
              "      <td id=\"T_6e64d_row86_col0\" class=\"data row86 col0\" >2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row87\" class=\"row_heading level1 row87\" >Gold</th>\n",
              "      <td id=\"T_6e64d_row87_col0\" class=\"data row87 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row88\" class=\"row_heading level1 row88\" >Industrial Gases</th>\n",
              "      <td id=\"T_6e64d_row88_col0\" class=\"data row88 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row89\" class=\"row_heading level1 row89\" >Metal & Glass Containers</th>\n",
              "      <td id=\"T_6e64d_row89_col0\" class=\"data row89 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row90\" class=\"row_heading level1 row90\" >Paper Packaging</th>\n",
              "      <td id=\"T_6e64d_row90_col0\" class=\"data row90 col0\" >2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row91\" class=\"row_heading level1 row91\" >Specialty Chemicals</th>\n",
              "      <td id=\"T_6e64d_row91_col0\" class=\"data row91 col0\" >4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row92\" class=\"row_heading level1 row92\" >Steel</th>\n",
              "      <td id=\"T_6e64d_row92_col0\" class=\"data row92 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level0_row93\" class=\"row_heading level0 row93\" rowspan=\"6\">Real Estate</th>\n",
              "      <th id=\"T_6e64d_level1_row93\" class=\"row_heading level1 row93\" >Office REITs</th>\n",
              "      <td id=\"T_6e64d_row93_col0\" class=\"data row93 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row94\" class=\"row_heading level1 row94\" >REITs</th>\n",
              "      <td id=\"T_6e64d_row94_col0\" class=\"data row94 col0\" >14</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row95\" class=\"row_heading level1 row95\" >Real Estate Services</th>\n",
              "      <td id=\"T_6e64d_row95_col0\" class=\"data row95 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row96\" class=\"row_heading level1 row96\" >Residential REITs</th>\n",
              "      <td id=\"T_6e64d_row96_col0\" class=\"data row96 col0\" >4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row97\" class=\"row_heading level1 row97\" >Retail REITs</th>\n",
              "      <td id=\"T_6e64d_row97_col0\" class=\"data row97 col0\" >4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row98\" class=\"row_heading level1 row98\" >Specialized REITs</th>\n",
              "      <td id=\"T_6e64d_row98_col0\" class=\"data row98 col0\" >3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level0_row99\" class=\"row_heading level0 row99\" rowspan=\"2\">Telecommunications Services</th>\n",
              "      <th id=\"T_6e64d_level1_row99\" class=\"row_heading level1 row99\" >Alternative Carriers</th>\n",
              "      <td id=\"T_6e64d_row99_col0\" class=\"data row99 col0\" >1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row100\" class=\"row_heading level1 row100\" >Integrated Telecommunications Services</th>\n",
              "      <td id=\"T_6e64d_row100_col0\" class=\"data row100 col0\" >4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level0_row101\" class=\"row_heading level0 row101\" rowspan=\"3\">Utilities</th>\n",
              "      <th id=\"T_6e64d_level1_row101\" class=\"row_heading level1 row101\" >Electric Utilities</th>\n",
              "      <td id=\"T_6e64d_row101_col0\" class=\"data row101 col0\" >12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row102\" class=\"row_heading level1 row102\" >MultiUtilities</th>\n",
              "      <td id=\"T_6e64d_row102_col0\" class=\"data row102 col0\" >11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_6e64d_level1_row103\" class=\"row_heading level1 row103\" >Water Utilities</th>\n",
              "      <td id=\"T_6e64d_row103_col0\" class=\"data row103 col0\" >1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n"
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* The sub-sector `Oil & Gas Exploration & Production` within the `Energy` sector has the highest count of securities, with 16 in total. This is closely followed by the `REITs` sub-sector in `Real Estate`, which contains 14 securities."
      ],
      "metadata": {
        "id": "Hu885mkx6h_2"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sectors = df.pivot_table(index='GICS Sector',\n",
        "                         columns='GICS Sub Industry',\n",
        "               values='Ticker Symbol', \n",
        "               aggfunc='count').reset_index()\n",
        "\n",
        "sectors.plot(x='GICS Sector', kind='bar', stacked=True,\n",
        "        title='Sub industry diversity in sectors', legend=False);"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 693
        },
        "id": "0RdjLQ2z5xHe",
        "outputId": "4ef76b6c-ab0c-48b6-fcf4-56d57e6ff558"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x550 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oEyqzdJBb0jU"
      },
      "source": [
        "**Questions**:\n",
        "\n",
        "1. What does the distribution of stock prices look like?\n",
        "2. The stocks of which economic sector have seen the maximum price increase on average?\n",
        "3. How are the different variables correlated with each other?\n",
        "4. Cash ratio provides a measure of a company's ability to cover its short-term obligations using only cash and cash equivalents. How does the average cash ratio vary across economic sectors?\n",
        "5. P/E ratios can help determine the relative value of a company's shares as they signify the amount of money an investor is willing to invest in a single share of a company per dollar of its earnings. How does the P/E ratio vary, on average, across economic sectors?"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**1. What does the distribution of stock prices look like?**\n"
      ],
      "metadata": {
        "id": "puaJlj31hmBk"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "histogram_boxplot(data=df, feature='Current Price', figsize=(13, 6), step=50, fmt='{:.0f}')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 602
        },
        "id": "b6C9eDyihmOs",
        "outputId": "c751857b-d0df-4c29-b0e8-a905bd5e384b"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1300x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* The distribution of stock prices is positively skewed. This is because while there is a lower limit on stock prices (they cannot go below zero), there is no upper limit. So there can be a few stocks with very high prices that pull the average up, while the majority of stock prices may be lower.\n",
        "* The distribution also shows some outliers towards the higher end of the price range, suggesting the presence of a few stocks with significantly higher prices."
      ],
      "metadata": {
        "id": "9JM8svfGld18"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "desc = df['Current Price'].describe()\n",
        "desc"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5scu_7iKlsJR",
        "outputId": "f8ecfa65-8c01-4beb-8de2-12ad718e34c2"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "count     340.000000\n",
              "mean       80.862345\n",
              "std        98.055086\n",
              "min         4.500000\n",
              "25%        38.555000\n",
              "50%        59.705000\n",
              "75%        92.880001\n",
              "max      1274.949951\n",
              "Name: Current Price, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "irq = desc['75%'] - desc['25%']"
      ],
      "metadata": {
        "id": "WMAWuEHFlylU"
      },
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "histogram_boxplot(data=df[df['Current Price'] < desc['75%'] + 1.5 * irq], feature='Current Price', figsize=(13, 6), step=5, fmt='{:.0f}')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 602
        },
        "id": "OkGtkzWLilAp",
        "outputId": "9ca7f745-fda9-473a-9fc3-652929044825"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1300x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* The distribution of stock prices without outliers is still right-skewed."
      ],
      "metadata": {
        "id": "Ov7Bbaaam-ow"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "histogram_boxplot(data=df[['Current Price']].apply(np.log), step=0.25, fmt='{:.2f}',\n",
        "                  feature='Current Price', figsize=(13, 6),\n",
        "                  title='Log distribution for `Current Price` column',\n",
        "                  xlabel='Log Current Price')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 603
        },
        "id": "KbDH8izDqgYM",
        "outputId": "80762806-87d2-49b5-c1b6-93f35a33173b"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1300x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* After log transformation, the distribution of stock prices seems to be closer to normal, with both the mean and median being about 4.0.\n",
        "\n",
        ">* Log transformation is a commonly used mathematical manipulation in statistics. It can help to make data more 'normal-like' or symmetrical, especially in situations where data are skewed. However, it doesn't guarantee to render any data perfectly normally distributed.\n",
        "* So, a log transformation can indeed help us reduce skewness and make the distribution more symmetrical.\n",
        "* It's important to note that, while log transformations can assist with certain statistical analyses, they won't necessarily capture all aspects of stock price movements."
      ],
      "metadata": {
        "id": "goVbVp5crhlJ"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**2. The stocks of which economic sector have seen the maximum price increase on average?**"
      ],
      "metadata": {
        "id": "_sVFAIaWhm0c"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "labled_barplot(data=df, feature='Price Change', fmt=\"{:.1f}%\", rnd=2,\n",
        "                    title='Average Price Change by GICS Sector',\n",
        "                    figsize=(10, 5), ylabel='Price Change, %',\n",
        "                    groupby='GICS Sector', orient='v')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 495
        },
        "id": "jA59sGW0hm9V",
        "outputId": "b60c0c44-399f-471c-8160-54803a22ca69"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* The Health Care sector has seen the maximum average price increase, with an average increase of 9.6%."
      ],
      "metadata": {
        "id": "mD91tSgMtRSM"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**3. How are the different variables correlated with each other?**"
      ],
      "metadata": {
        "id": "8ML4tDpUhnFs"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(12, 8))\n",
        "sns.heatmap(df.corr(), annot=True, vmin=-1, vmax=1, fmt=\".2f\", cmap=\"Spectral\")\n",
        "plt.xlabel('')\n",
        "plt.ylabel('')\n",
        "plt.title('Correlation heatmap representing the correlation\\nbetween numeric variables of the dataset',\n",
        "          fontsize=16)\n",
        "plt.show();"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 900
        },
        "id": "cUeaQWcuhnNV",
        "outputId": "5071c25f-d168-4306-f76a-f15a85190a63"
      },
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 2 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Observations:**\n",
        "- Moderate positive correlation:\n",
        "  - `Net Income` and `Estimated Shares Outstanding` (0.59),\n",
        "  - `Net Income` and `Earnings Per Share` (0.56),\n",
        "  - `Current Price` and `Earnings Per Share (EPS)` (0.48).\n",
        "\n",
        "- Weak positive correlation:\n",
        "  - `Current Price` and `P/E Ratio` (0.26),\n",
        "  - `Volatility` and `P/E Ratio` (0.26),\n",
        "  - `Cash Ratio` and `P/B Ratio` (0.23).\n",
        "\n",
        "- Moderate negative correlation:\n",
        "  - `Price Change` and `Volatility` (-0.41),\n",
        "  - `Earnings Per Share (EPS)` and `Return on Equity (ROE)` (-0.41),\n",
        "  - `Net Income` and `Volatility` (-0.38),\n",
        "  - `Volatility` and `Earnings Per Share (EPS)` (-0.38).\n",
        "\n",
        "- Weak negative correlation:\n",
        "  - `Return on Equity (ROE)` and `Net Income` (-0.29),\n",
        "  - `P/E Ratio` and `Earnings Per Share` (-0.26),\n",
        "  - `P/E Ratio` and `Net Income` (-0.22)."
      ],
      "metadata": {
        "id": "WQixp5ogumCB"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**4. Cash ratio provides a measure of a company's ability to cover its short-term obligations using only cash and cash equivalents. How does the average cash ratio vary across economic sectors?**"
      ],
      "metadata": {
        "id": "Zxa-L7ZDhnUk"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "labled_barplot(data=df, feature='Cash Ratio', fmt=\"{:.0f}\", rnd=2,\n",
        "                    title='Average Cash Ratio by GICS Sector',\n",
        "                    figsize=(10, 5), ylabel='Cash ratio',\n",
        "                    groupby='GICS Sector', orient='v')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 495
        },
        "id": "KsaSMekbhnce",
        "outputId": "2fc99e83-37fa-4b26-b24c-7eb4d04410d2"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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zHhISkuY0jH9KmcLwuKH76TFhwgQqVqxIaGgon376KZ6ennTo0IFJkyaxY8cO7t2799zaXL58OQD9+/c3+YwBdOrUCUdHR+Pq+AD79+8nNDSUevXq4eLiYlK/a9eu9OjR46lPXzAYDKxfvx6AAQMGpBpllPK527Jli3EaRgpra2uaNGnyxPZF5NnRMHsREcnWUv74bd++vcn2N998k61bt7J8+XIaNWpk3O7q6oqLiwvnz5/n6tWrxkQ1LCyMI0eOULRoUby8vAA4c+YMSUlJODs7p5kUFixYEAsLi1TzpwFee+21VNusrKxMhitHR0cTGRlpnHfv4ODAvXv3iIuLAx7Oa46Li6Nw4cIULlw4VXv169fn8OHDJttOnToFPFyZPSQkJNU+KQlVUFAQrVu3TlWeIiWRypkz52PrPE3JkiUpWbIk8PDRgeHh4cb3ljIkPOU1QIMGDVi5ciXjx4/n+vXrNG3alPLly2NpaZkqwU/h4OBgPMajXnnlFYAMzZu/ePGiMflOi6OjI1988QUdOnQw2V6gQAHjxQmDwUBERATR0dEYDAZjnfj4+HTH8ahz586RlJSEm5tbmo9jc3Nzw9LSkkuXLhEfH5/qYkJaKlWqlGY9V1dXdu3axaVLl4CHQ97r1KnD/v37CQgIMA4Lj46OZs+ePeTPn5969eo98Vgpn6PHrUx/+/btx57ziRMn0q5du3S1n9a5Sa8iRYqwevVqAgIC2Lx5M4GBgZw8eZKTJ0+yaNEirKys8PX15eOPP05z3YjMbPO3334DIG/evGn+/JYtW5br169z5swZihYtavzdk9bK9EWKFGHQoEFPjTU4OJiIiAgKFSpEiRIlUpUXK1aMQoUKcfv2bYKDg01+3sqVK6eh9SJmpGReRESyraNHj3Lx4kU8PDx49dVXTcpq166No6MjBw8e5Nq1ayZ/gLZq1Ypp06YREBBgvLMZEBBAUlISrVq1Ms6Hvnv3LvDwD+wnJXn3798nLi7OZM7y4+YG//3333z11Vfs3bvXeCf6cVIWr3pcW8WKFUu1LSwsDIAvv/ySL7/88rFtp9z9fxwHBwfgYbKUlJRk8iiv9EpOTmbx4sWsXLmSa9eumSS3aWnYsCETJkxgypQpzJs3j3nz5pEnTx5q1apFq1at8PX1TXXX8HHPtk/pw6cd81HOzs4MGTLEZNuVK1eYOnUqpUqVYvPmzY+9qLB7926+++47goKCjIurZYaUz+A/5yqnsLW1xd7enqioKCIjIylUqNBT2yxQoECa21PO5aN3jdu1a8f+/ftZu3atMZnfs2cPMTExtG/f/qmJXMrd5cd9jvLly8esWbNMtm3evJktW7Y89X082v7TfpaexsrKihYtWtCiRQuSk5O5ePEiv/76K0eOHOHAgQNs376dX375hR9++AF3d/dn1mZKf3fq1OmJbd++fdukfsrFq3/jaZ+xlLLbt28THh5u8rv0aWsgiMizpWReRESyrZSF706ePJlqSPmjVqxYYZKktWzZkunTp5sk8/8cYg8YE8eKFSumGuL8T/9MUtJK+sLCwnj77be5desWlStXpnnz5hQuXNh4l3Tw4MEmQ4tTEtG0Vud+0nZ4uGjdPxcte1Rad/oflStXLooUKUJoaCjnzp2jUqVKT6yfllGjRhkX3/L398fFxcV4B3Xt2rXs2rUr1T7t2rWjefPmHDhwgAMHDnDo0CECAgIICAigXr16zJ49+5ndCcydO7fJKI4UR44c4ZdffmHRokVpLjq4ceNGPv30U6ysrPDz86NatWq88sorWFpaEhQU9J8W4Uvp4yddlEgZ+vykz0Nabaan3NfXl7x583Ls2DGCg4MpUaKEMdFOz6Jw9vb2FC9enL///psLFy6kGrFia2ub6pyfO3cuXe8DMC5i+fvvv/PGG2+ke78nsbS0pHz58pQvX55OnToRFRXFsGHD2L59O1OmTOF///vfM2sz5dxPnjzZeEEtLSm/71IuWv3bkR+PHvNJn7HH/S563MUtEXk+9BMoIiLZ0q1bt9i5cyf29vaPnbNpMBjYsGEDa9euZcCAAcakuXjx4lSvXp1jx45x7do1cubMyfHjx6lYsSLlypUz7v/oCu5pJXkZtXbtWm7duoWXlxcLFiww+UM4MTEx1R3dlLuOj5tfe+PGjVTbUu7MFitW7D/HXKdOHdauXcvGjRufmswnJiayYcMGWrRoga2tLbdv32bNmjVYW1uzbNmyVHOa/7mWwaPs7Ox4/fXXef3114GHIyOGDx/O/v37WbduXaopFc/aiBEjaNWqFbNmzaJZs2Y4OTmZlKck62PHjk2VUKZn3veTpNwtTRlx8U8xMTHExMSQI0eOdN+d/edjxlKkjATJmzevcZuNjQ2tWrXif//7H1u2bKFDhw7s27cPFxeXNKeSpMXb25tVq1axcePGdO+TXt7e3sydO5dt27YxZMiQp04z2LdvH2XKlEk1nNxgMDz2IoeDgwNDhw5l+/btnD17Nt2x/Zs2CxUqxPXr16lQocITL1CmSBll8bjPR3qkp42UsifdvReR508L4ImISLa0atUqEhISaNmyJZMmTUrza/LkydSpU4eIiAjjnfcUKQvh7dq1i23btpGcnGxyVx4e3pG3trbm4sWLxmGtj0pKSjJ5hvjT/PXXX8DDue7/vKN1/Phxk/njACVKlMDKyoqbN2+aPC86xd69e1Ntq1y5MgAHDx5MM4bbt2+nO8F89913sbCwYPny5Vy8ePGJdefOncuwYcMYPnw4ANevXyc5OZnSpUunSuSTkpJSPUcdHia+165dS/M9pTyu7Pfff09X7JmpdOnSdOvWjZiYGL744otU5Sn96uPjk6rs0KFD/+nYr732GlZWVpw/fz7NZ3ifOnUKg8GAq6truubLA5w9ezbNqQApd8T/OWUlZd76pk2bCAgIICEhIUOPauvatStWVlb8+OOP/PHHH0+tf+vWrXS3XaNGDV577TVu377N7Nmzn1j30qVL9OvXDz8/P+MFjS+//JLatWsb1954nJR1LdKzhsR/aTPl5/dxn5uQkBCTvkt5pGFaP0+RkZH06dOHkSNHPjEOJycn8ubNy507d7h69Wqq8r/++os7d+6QL1++NOfUi4j5KJkXEZFsJzExkVWrVgHw9ttvP7HuW2+9BZDqD+umTZtibW3N3r172bVrFzly5Ej1vGwHBweaNm1KQkICX331VaphqN9//z2NGjXim2++SVfcRYsWBUiV0Fy+fJnx48enmrOcM2dOqlWrRnJysnFKQYodO3Zw4sSJVMdo1qwZuXLlYu/evRw9etSkLCoqivfffx9PT08uX7781HgrVKhAr169iIuLo3v37mkmDPHx8XzzzTfMnDmTvHnzMnDgQJP3+vfff5skofHx8YwaNYrY2Fjg/+Y6JyUl0ahRI958802uX7+e6jgpdy/TWifgeejTpw9FihRh//79qeZzP65fV69ebVyg8J9zulMS77Qu0jwqT548NG7cmLi4uFTJakJCgnHb056x/qjw8HDjs99TXLp0iYMHD2JjY0PdunVNyl577TXKly/PxYsXmT9/PlZWVsaLYenx6quv8vHHHxMXF0e3bt1SLdqY4u7du4wYMYJVq1Zha2ub5sKGaZk4cSK2trbMmTOHr7/+Os0h50ePHqVLly7ExsYycOBA41xvFxcX7t69y1dffcXx48fTbD8mJsa4/kSzZs2eGs9/aTOlHxctWpTqosalS5do06YNzZo1Myb03t7eFC5cmLNnz6Y6rytWrGDXrl0mowPS+txZWFgYj5vW77mZM2cCZNo0BhHJPBpmLyIi2c7OnTsJDQ2lYsWKTx3+7ePjQ6FChTh58iTnz583PqYpT5481KtXj/379wMP/yhOa2GwoUOHcvr0adasWcPFixepV68eSUlJHD9+nGPHjlGmTBk6d+6crrhbtmzJ3Llz+fnnn4mPj6dcuXIEBwezZcsWBg8ezL59+9izZw8TJkygefPmvPPOO/Tt25f33nuPmTNncv78eVxdXbl69Sp79uyhd+/eqS4k5M2bl3HjxjFo0CC6d+9O8+bNKVOmDHfu3GHbtm3cunWL9957L92P8howYACWlpZ89913vPvuu1SpUoXq1auTK1cubty4wb59+wgNDeXVV19l9uzZFC9eHHiY4NapU4eDBw/yzjvv0LhxY2JjY9m5cycFChRg+PDhDBgwgI0bN5I3b17atWvHoEGD+Oyzz2jTpg2NGjWiRIkSJCUlcebMGfbt20fx4sWf+xD7FPb29gwZMoRPPvmECRMmULduXeM0iDfeeIMZM2bQv39/3njjDezs7AgMDOTKlSvMnj2bDh06cPHiRSZMmGB8pGC5cuX45ZdfmDJlCkePHsXNze2xj3kbPnw4p0+fZsGCBZw/f57KlSsTHR3NoUOHuHjxIvXr10+1wv6T+Pr6smDBAgIDA6lQoQJ379413nHv169fmouavfHGG4wfP57g4GDq16+froX2HtWrVy9sbGyYNm0a3bp1o1KlStSoUYN8+fIRERHBH3/8wZEjR0hISMDd3Z1Ro0ale52G8uXLs3jxYvr378/s2bNZs2YNDRo0oHjx4kRGRhIUFMTx48exsbFhwoQJJklpmzZt+PPPP5k/fz6dOnXCw8ODatWqkSdPHqKjo7l+/Tp79uzh/v37eHl58fHHHz81nv/SZp06dejSpQv/+9//8PPzo0WLFhQoUIBr164Z+2jixInGkT0p7+mDDz6gd+/e+Pn5UaxYMc6cOcPu3bspWrSoyaMhU6YRff/994SEhODs7Ey3bt348MMPOXToEFu3buXGjRt4enoaf8+dOnWKihUrpnrEpIiYn5J5ERHJdn788Ufg/+66P0mOHDlo27Yt3333HcuXLzcZJt2qVSvjImz/HGKfomDBgqxevZqFCxeyY8cO5s+fj8FgwMnJiZ49e9KjRw+TOcZP4uzszMKFC5kxYwb79u1j//79uLq6Mm3aNHx8fKhcuTLBwcH89ttv2NnZ8c477+Dp6cncuXOZNWsW+/btIzAwEA8PD5YuXZrmnHmA5s2b4+TkxIIFCzh06BCbN28mZ86cVKhQgcGDB2forqqFhQUff/wxrVu3ZsWKFRw+fJhVq1YRHR3NK6+8QoUKFRg6dCiNGzdONXVg2rRpTJs2jV9++YX58+dTtGhRWrRoQa9evciRIwdNmzZl//79rFixgtdff5127drh6OjIjz/+yKFDhwgLC8PS0hInJyfee+89evToYdbVs1u0aMGKFSs4evQoU6dONX6WevTogaWlJT/99BNLliwhX7581K5dm8mTJ1O8eHE+/vhjFixYwNq1a3F1daV69er06NGD8+fPc+LECdavX4+jo+Njj1u4cGHWrFnD3LlzjSMurK2tefXVVxkxYgQdO3Y0LoSWHk5OTgwbNowpU6awbNkyoqKicHZ25qOPPnrshalWrVrx5ZdfkpCQ8NRnyz9Ot27daNq0KStWrODQoUOsW7eOqKgocufOTeHChXnrrbfw9fWlTp06GW67atWqbN++ndWrV7N79252795NZGQk1tbWlChRgg8//JCOHTumeRHi008/pXHjxqxZs4aTJ0+yfPlyYmJisLW1pWDBgnh7e9OyZcs0n6bwOP+lzREjRlC1alVWrFjB+vXriY6OJm/evNSrV4/u3btTpUoVk/p169Zl9erVzJkzh507d3L//n0KFizIO++8w4cffmhykfLNN9/k2LFjHDhwgJ9//tl4ccze3p6lS5eyYMECtm3bxuLFi7GwsKBkyZL079+fbt26YW9vn8FeEZFnzcKQkWe2iIiISJaxZcsWBgwYQIMGDZg3b565w5EXmMFgoGHDhsTGxrJ///50z88XEZFnR3PmRUREsrAbN26wZ88eQkJCUpWlLEqnRankWdu5cyc3btygffv2SuRFRLIIJfMiIiJZ2IoVK3j//feZNm2ayfY7d+7w008/AdCwYUNzhCYvibCwMCZOnIidnV2614cQEZFnT3PmRUREsrCuXbuydetWtmzZwq1bt6hVqxYRERFs3ryZsLAwmjRp8q/mGIs8zcaNG/njjz/4+eefuXXrFiNGjKBIkSLmDktERP4/zZkXERHJ4u7cucOCBQvYs2cPN27cwNLSktKlS+Pn50fnzp2xsrIyd4jyAvL39+fQoUPGxR7Ts+CkiIg8P0rmRURERERERLIZzZkXERERERERyWY0Z17EDE6ePInBYMDa2trcoYiIiIiIiBklJCRgYWGBh4dHhvbTnXkRMzAYDMYvMS+DwUB8fLz6wszUD1mH+iJrUD9kHeqLrEH9kHWoLzLfv80LdGdexAysra2Jj4/n1Vdfxd7e3tzhvNSio6M5d+6c+sLM1A9Zh/oia1A/ZB3qi6xB/ZB1qC8yX1BQ0L/aT3fmRczEwsICS0v9CJqbpaUl9vb26gszUz9kHeqLrEH9kHWoL7IG9UPWob7IOnRnXsRMEu8/YEPn980dhvx//+56qGQ29UPWob7IGtQPWYf6ImtQP2Qd2bUv8r9ahkaTPjd3GJlCybyImSQnJHAr6Jy5wxARERERkWxIYyNEREREREREshkl8yIiIiIiIiLZjJJ5ERERERERkWxGybyIiIiIiIhINqNkXkRERERERCSbUTIvIiIiIiIiks0omRcRERERERHJZpTMZ5Lx48fj4eHBd999Z+5QUmnSpAmrV682dxjp1qVLF6ZOnfpM2h46dCgDBgx4Jm2LiIiIiMjLISQkhHfffRdXV1cuXbpk3L527VpcXV1xc3Mz+eratauxTkxMDKNHj8bHx4eqVasybNgwTp48meEYcmTKO3kBdenShcqVK/Ppp58+tW5ERARLlixhzpw5+Pj4PIfoniw4OJizZ8/StGlTALZt25bpxzh27Bjdu3c3vo6Pj8fa2hoLCwsA/Pz8GDduXKYfV0RERERExJx27NjBqFGjqF+/fprljo6O7N69+7H7jxkzhtOnTzN//nycnJz49ttvmTx5MnXq1KFs2bLpjkN35jPBgwcPAChZsqSZI3lo+/btzySBf1SNGjUICgoyfgHMnj3b+FqJvIiIiIiIvIgiIiJYunQpbdq0yfC+kZGRbNy4kQ8//JCyZctia2tL48aNcXJyYtmyZRlqS8l8OoSEhODq6srBgwdp06YNVapUoUOHDoSEhHDlyhWaNGkCPLwbPXv2bABWrFhBs2bNqFy5Mk2bNmXLli3G9rp06cKUKVNo1aoVvXr1AsDV1ZXNmzfTrl073N3d6dWrFzdv3sTf3x8PDw/atWtHSEiIsY3FixfTqFEjPDw8aNasGdu3bwdgwYIFTJ06lYCAANzc3EhKSsLHx4fly5cDkJyczKxZs3j99ddxd3enbdu2HD582Niuj48Pq1evplevXnh4eNCoUSN++eWXf3Xeli5dajwHLVq0YOfOncaymJgYRo4ciaenJ15eXowcOZL4+HhjeVJSEp9//jlVq1alVq1aJufP1dWV7du307FjR6pUqUKrVq34/fffjeXHjx/nrbfewsPDA29vb2bMmEFycnKaMe7cuZPWrVtTpUoVfHx8WLJkiUmM/fv3x93dnSZNmnD48GEqVqxIYGAgw4cP56OPPjJpa926ddSvX/+xxxIRERERkeyvffv2lClT5rHlDx484KOPPqJ27dp4e3szcOBAbt26BcDZs2dJSEigSpUqJvuUK1eOU6dOZSgOJfMZsGTJEubNm8fevXuJjo7m+++/p3Tp0gQEBACwfv16+vTpw+7du5kyZQpjx47l+PHj9OvXj0GDBnHhwgVjW5s3b2b8+PHMmzfPuG3FihXMnTuXDRs2cPjwYXr27MnAgQM5cOAASUlJLFq0CHg4xH3atGnMnj2bEydO0LNnTz799FPCwsLw9/fHz8+Ppk2bEhQUhJWVlcl7+PHHH1m9ejXffvstx48fp1WrVvTp04e7d+8a6yxYsIC+ffsSGBhIzZo1mTBhQobP1fbt2/n222+ZMmUKv/76K/379+fjjz/m77//BmD69On8+eefbN26lS1btnD27FlmzZpl3H/Tpk28/vrrHDlyhPbt2zN69GgSExON5d9//z3jx4/n8OHDFC5cmBkzZgBw584d4zkIDAzku+++Y82aNcaLGY86f/48/fv3p1+/fhw7dozx48czbdo09u3bB8C0adO4cOEC27dv53//+x/z5883xtCmTRv27t3L/fv3Td5zixYtsLTUj5WIiIiIyMsoX758lC1blg4dOrB//34WL17M1atXef/990lKSiIsLAyAPHnymOyXO3duY1l6KevIgI4dO1KkSBHy5s2Lt7e3yUIHj1qzZg0tW7akevXqWFtb07x5cypUqGAy9N3d3R13d3fjHHOAFi1aULhwYUqVKkWZMmVwc3Pjtddew8HBgZo1a3L16lUAqlWrxsGDB3FxccHCwoKWLVsSFxfHxYsXn/oe1qxZwzvvvIOrqys2NjZ0796dnDlzsnfvXmOdhg0b4u7ujo2NDU2aNOHq1asZvtu8Zs0a3nzzTSpVqkSOHDlo3Lgx1apVY9OmTRgMBtatW0f37t3Jnz8/+fPnZ8KECdSpU8e4f9WqValbty42NjY0bdqUyMhIkw+3n58fZcqUIWfOnPj4+Bj7YtOmTRQvXpxOnTphY2PDa6+9hp+fH1u3bk0V408//UStWrVo1KgR1tbW1KpViwYNGhhHAezfv58OHTpQtGhRChcubLJGQI0aNShUqJDxQk50dDQHDx6kdevWGTpPIiIiIiLy4mjYsCHLli2jTp065MiRg1dffZVRo0Zx9uxZTp8+nanH0gJ4GeDk5GT8PmfOnMTFxaVZLyQkBC8vL5NtJUuW5Pr168bXjo6OqfYrVqyY8XtbW1uKFCli8jplGHpSUhKzZs0iICDAJMF9dJj644SEhKRaVMHZ2dkktkffp52dHUlJSSQkJGBra/vU9lP89ddfHDx4kB9++MG4zWAw8OqrrxIeHs69e/dMjlO+fHmT/R8tSznuo+/vcX2R1vsrWbJkmsn84+qeOHECgNu3b5scx83Nzfi9hYUFrVu3ZuPGjbRv3579+/dTokSJVO9DRERERERebs7OzgCEhoZSoEAB4OG8+1y5chnr3L9/n4IFC2aoXSXzGfDoXfQneVxS/ej+/xz+nlb7jxuuPWvWLLZu3crcuXMpX748BoOB1157LdNiy4xh4nZ2dgwcONDkbnaKiIgIgCfe7X/auX5ceXreX3rrJicnkyPH//2I/PO8tGnThnnz5hEaGsqOHTto1arVE2MWEREREZEX2/Lly7GxseGNN94wbksZQV2yZEmcnJywsbHht99+M7nBe/78+Qw/GU3D7J8BZ2dnLl++bLLt8uXLlChRIlPaDwoKwtfXl9deew1LS0vOnj37r2NLTEzk2rVrmRbbo8d5dI0AgL///huDwUDevHl55ZVXuHLlirHs7NmzrF+/PlOOm95z/7S6BQoUMBmxkLJqf4pSpUrh7u7Ohg0b2Lt3r5J5EREREZGXXEJCAuPGjWP//v0kJiZy6dIlJk6cSJUqVShfvjy5c+fmjTfe4Ntvv+Xy5cvExMSwfv16QkND6dSpU4aOpWT+GfDz82Pjxo2cOnWKhIQE1q5dyx9//EGLFi0ypX1HR0fOnz9PTEwMf/75J99//z25c+cmNDQUeDgs/caNG9y7d89k0biU2JYtW8alS5eIj49n7ty5xhXvM9Pbb7/Nli1b2Lt3L4mJiRw5coSWLVvy22+/AdCuXTu+//57QkNDCQ8PZ+zYsfzxxx//+bjNmjUjODiYlStXkpiYyOnTp/n5559p27ZtqrqtW7fm4MGD7Nmzh8TERA4cOMDevXuNj5jw9PRkxYoV3Lp1i1u3brF48eJUbfj5+RlHSBQvXvw/xy8iIiIiIllbkyZNcHNzw9/fH3iYE7i5udG9e3feffdd+vfvz4QJE6hWrRpdunShWrVqLFiwwDgCePjw4dSuXZvOnTtTs2ZNjhw5wogRIzL8qHMNs38GWrRowfXr1xk8eDB37tyhTJkyLFy4kFKlSmVK+71792bAgAF4eXlRrlw5Jk6cSJEiRRg3bhz58+enVatWBAQE0LBhQzZu3Giyb/fu3QkPD6dnz57cu3ePChUqsGTJEl555ZVMiS1FnTp1GDJkCGPGjOHOnTs4OTkxevRo4yMYBg4cyLhx42jevDk2NjY0atSIvn37/ufjOjo68u233/L1118zadIkChcuTP/+/dN8BqSHh4dxBftPPvkEJycnpk6dSs2aNQEYPHgwAwYMwNfXlzJlyjB8+HD27dtnMty+RYsWTJgwQXflRUREREReEo8ubJ6Wbt260a1bt8eW29jYMGLECEaMGAGkHgGcXhYGg8Hwr/YUeQnEx8djY2MDQHBwMI0aNWLHjh3GRSz++usv2rRpw/79+3FwcEh3u0FBQTwIvc3xD4c9k7hFRERERCS1wm4VeGvNYnOHYSIlmX90we300DB7kceYNWsWbdu25datW8TGxvLdd99RtmxZ4wr39+/fZ9SoUXTo0CFDibyIiIiIiMh/pWRe5DH8/f2pWrUqfn5+eHt7c+3aNb755hssLS3ZuHEjdevWJV++fHz00UfmDlVERERERF4yGmYvYgYaZi8iIiIi8vxpmL2IiIiIiIiImI2SeREREREREZFsRsm8iIiIiIiISDaj58yLmImltTWF3SqYOwwRERERkZdG/lfLmDuETKNkXsRMcuTOReulc7GzszN3KC+12NhYrly5QunSpdUXZqR+yDrUF1mD+iHrUF9kDeqHrEN9kXVomL2ImRgMBpKTk80dxksvOTmZ6Oho9YWZqR+yDvVF1qB+yDrUF1mD+iHrUF9kHUrmRURERERERLIZJfMiIiIiIiIi2YySeREREREREZFsRsm8iIiIiIiISDajZF7ETCwsLLC01I+guVlaWmJvb6++MDP1Q9ahvsga1A9Zh/pCRLIqPZpOxEwMMTGcHPO5ucOQ/++kuQMQQP2Qlagvsgb1Q9ahvvjvHJyccevT19xhiLwwlMyLmIkhKZF7ly6ZOwwREREREcmGNF5IREREREREJJtRMi8iIiIiIiKSzSiZFxEREREREclmlMyLiIiIiIiIZDNK5kVERERERESyGSXzIiIiIiIiItmMknkRERERERGRbCZbJvNr166lTp065g7DrNzc3Dh48GCmtnns2DHc3NyIj4/P1HazmuvXr+Pm5saVK1fMHYqIiIiI/AshISG8++67uLq6cunSJZMyg8HAsmXL8PDwYMCAASZlKX/v/vOrQoUKDBs27Hm+BZH/LIe5Dty9e3eOHTsGQFJSEsnJyVhbWxvLAwICcHR0NFd4WV5QUFCmtLN9+3ZcXV0pWbIkNWrUyLR2M2r9+vX873//4+rVq8TFxVGqVCneffdd2rdvn+nHcnR0NNv7FBEREZH/ZseOHYwaNYr69eunKouPj6dnz54kJyenmUuk9fdueHg4LVq0oHXr1s8sZpFnwWzJ/MKFC43fz5w5kwMHDrBq1SpzhfPS+uabbxg8eDAlS5Y0WwwBAQGMGTOGr776Ck9PTywsLNi/fz+ffvopOXPmpGXLlmaLTURERESyloiICJYuXcrt27dZu3atSVlsbCx16tShR48edO3aNV3tjRs3jvr161OrVq1nEa7IM5Nlh9lfv36d999/H09PT2rUqMHgwYOJiopKs+758+fp2rUr1atXx8vLi3HjxpGQkGAsX79+PU2aNMHDw4MOHTpw7tw5Y9nOnTtp3bo1VapUwcfHhyVLlhjLhg4dyhdffMHnn3+Oh4cHvr6+nDhxgu+++45atWpRq1Ytk18grq6ubN68mXbt2uHu7k6vXr24efMm/v7+eHh40K5dO0JCQoCHFzDeeustk/dRp04dY3tDhw5l7NixTJw4kZo1a+Ll5cX8+fNNjrV//34AYmJiGDlyJJ6ennh5eTFy5EjjUPmwsDD69etHrVq1qF69Oj179uTGjRsAtG7dmj/++IM+ffowbNgwAgMDcXV1JS4uDoCbN2/ywQcf4OnpSbVq1RgwYAAREREABAYGUq1aNfbv30/Tpk2pUqUK/v7+REZGAnDlyhW6detG9erVqVGjBn379iU8PDzN/jt06BBVq1albt262NjYYG1tja+vLzNnzuTVV1811lu6dCnNmjWjcuXKtGjRgp07dxrLunTpwpQpU2jVqhW9evWiffv2fPvttybHGTduHP7+/oSEhJgMyUo5R9WqVcPb25vp06djMBiAh/9ZfPrpp3h7e+Ph4cEHH3xAaGgoAMnJyUyaNAlvb2+qVKlC69atOXDgQJrvUUREREQyR/v27SlTpkyaZa+88gq9evXC0jJ9aU5gYCB79uxh0KBBmRmiyHORJZN5g8FAnz59KFasGHv37iUgIIDQ0FAmT56cqm5MTAw9evSgdu3aHDp0iNWrVxMYGMiCBQsAOHPmDKNHj+aLL77g6NGjeHt706dPH5KSkjh//jz9+/enX79+HDt2jPHjxzNt2jT27dtnbH/Lli00bNiQI0eOUKZMGT755BMSEhLYt28fXbp0YcKECSQnJxvrr1ixgrlz57JhwwYOHz5Mz549GThwIAcOHCApKYlFixal+zxs2rSJ8uXLc/DgQQYNGsSMGTO4detWqnrTp0/nzz//ZOvWrWzZsoWzZ88ya9YsAKZMmcKDBw/YtWuX8X1NmDABgA0bNgAwe/ZsJk6cmKrdPn36kDt3bnbt2sW2bdu4desWo0aNMjn3mzdvZuXKlQQEBHDhwgXj6IqxY8dStWpVjhw5ws6dO0lMTGTOnDlpvs8yZcpw/Phxdu7caXIuvb29KV++PPBwOsC3337LlClT+PXXX+nfvz8ff/wxf//9t7H+5s2bGT9+PPPmzaNp06YmyT7Arl27aNGiRarjjxgxAoB9+/axYsUKNmzYwOrVq4GHF1ViY2PZvHkzBw4cwN7e3jifavPmzRw6dIgNGzbw66+/0rVrV4YMGWJyIUlEREREsq4ZM2bw7rvvkj9/fnOHIpJhWTKZDwoK4o8//mDQoEHkzJmTAgUK8NFHH7FhwwbjHdMUe/fuxWAw0Lt3b2xsbChRogT+/v6sX78egHXr1uHl5YWXlxfW1tb4+/vz6aefEhcXx08//UStWrVo1KgR1tbW1KpViwYNGrBlyxZj+6VKlaJhw4bY2tpSp04dwsLC6NmzJzY2NjRs2JD79+9z9+5dY/0WLVpQuHBhSpUqRZkyZXBzc+O1117DwcGBmjVrcvXq1XSfBycnJ9q2bYu1tTXNmzcnKSkp1f4Gg4F169bRvXt38ufPT/78+ZkwYYJxgcAvvviCmTNnYm9vT65cuWjUqBFnzpx56rHPnTvH2bNnGTRoEA4ODhQsWJBevXqxa9cu413/pKQkevToQZ48eShatCjVqlXj8uXLANy7dw87Ozty5MhBnjx5mD17NsOHD0/zWO+88w5Nmzblo48+olatWrz//vssWbLE5LyuWbOGN998k0qVKpEjRw4aN25MtWrV2LRpk7GOu7s77u7uWFhY0LRpU86fP8/169eBhxd1bt++TaNGjUyOHR4ezp49e3j//fdxcHDAycmJGTNmUKFCBe7evcuePXsYMGAAefLkwcHBgU8//ZSDBw9y+/Zt7t27R44cOciZMydWVla88cYb/PLLLyZrP4iIiIhI1hQYGMiZM2fo1q2buUMR+VfMNmf+SYKDg0lKSsLT09Nke1JSUqqh2sHBwdy9exc3NzfjNoPBgI2NjbHc2dnZWJYzZ07j3dmQkBDKli1r0l7JkiU5ceKE8XXRokWN39va2pI/f35j2yn/pgxLByhWrJhJ/SJFipi8zshK8U5OTiZxw8N5QI8KDw/n3r17JnVT7mYDXLt2jUmTJnH69GliY2NJTk4mb968Tz12SEgIefLkoVChQsZtzs7OJCQkGIeZpxVjSnx9+/Zl0KBBrFu3Dm9vb1q2bIm7u3uax7KxsWHixIl88sknHDx4kGPHjjFv3jxmzJjBrFmzqF27Nn/99RcHDx7khx9+MO5nMBhMhuE/usiJo6Mjbm5u7Ny5k65du7Jjxw7q1q3LK6+8wr1790zeZ3Jyssn78PDwAODUqVMAtGnTxiReKysrbty4QYsWLVi/fj316tWjTp06NGjQgBYtWqR7WJeIiIiImM+mTZvw8vJK19/GIllRlkzmbW1tsbe35+TJk+mqW65cOTZu3JhmuYWFRaq7+Skel1hbWFgYv/9nYva0RO3RfdNT/1FJSUkZ3jelzqPD01MkJyfTu3dvqlWrxrZt28ifPz+rV6/mq6++emq7T7ro8KTzk6JBgwbs3buXffv2sWvXLjp37szgwYPp3LnzY9stVKgQbdq0oU2bNiQkJPDhhx8yffp0ateujZ2dHQMHDqR79+6P3d/KysrkdbNmzUyS+Q8++CDVPk86f3Z2dgDs37+ffPnypXnMVatWceLECfbs2cM333zD8uXL+fHHH8mRI0v+aImIiIgID//22759O/379zd3KCL/Wpa8hejs7Ex0dDTBwcHGbVFRUWkuoObs7ExwcDAPHjwwbgsPDzculleiRAmT54nHx8ezYMECwsPDcXZ2Ng4LT3H58mVKlCiR2W8pFVtbW2JiYoyv79+/b1xcLiPy5s3LK6+8YvIez549y/r167lz5w7Xr1+nS5cuxnlAv//+e7raLVGiBJGRkdy5c8e47fLly6lGGzxOeHg4uXLlonnz5kybNo0vvviClStXpqpnMBiYNm0ap0+fNtlubW2Nl5eX8Rw5Oztz4cIFkzp///33Yy/UADRp0oQTJ07w22+/cf36dXx8fFLVcXR0xNLS0uT8HTlyhN27dxvLHj3uoyMT4uLiiImJoWrVqgwcOJBNmzZx8eJFzp8//9TzIyIiIiLmc+3aNSIiIkxGtIpkN1kymXdxccHDw4Px48cTFhbGvXv3GDVqFIMHD05V19vbm/z58zN58mSioqK4ffs2/fv3Z+rUqQC0a9fOuEplQkICixcvZsmSJTg4ONC6dWsOHjzInj17SExM5MCBA+zduzfVsOpnoWTJkly5coWLFy8SGxvLV199Ra5cuf5VW+3ateP7778nNDSU8PBwxo4dyx9//EH+/Pmxt7fn1KlTxMXFsXHjRs6dO0dUVJTx4oetrS3Xrl1L9aQANzc3ypYty7Rp04iOjiY0NJQ5c+bQokWLp84Jj42NpUmTJqxfv57ExERiY2M5e/asyXSHFBYWFty6dYvBgwdz/Phx4uPjSUxM5OTJkyxbtgxfX18A3n77bbZs2cLevXtJTEzkyJEjtGzZkt9+++2xcTg6OlKxYkW+/PJL6tevn+b5zZs3L76+vsyaNYuIiAj+/vtvRo4cSWhoKLlz56Z58+ZMnTqVmzdvEhsby/Tp0+nevTsGg4Hx48czZMgQwsLCMBgMnD17luTkZIoXL/7UPhMRERGRf6dJkya4ubnh7+8PgJ+fH25ubnTv3p1169bh5uaGm5sbx44dIyAgwOR1ipRFpR83+lIkO8iyY4GnTZvGmDFj8PX1xcbGhlq1ajFp0qRU9aytrZk9ezbjxo2jTp06ODg44Ovry5AhQwCoUKECU6dOZezYsYSFhVG+fHnmzJmDtbW18YLBtGnT+OSTT3BycmLq1KnUrFnzmb8/X19fmjRpQocOHXBwcGDAgAEcPXr0X7U1cOBAxo0bR/PmzbGxsaFRo0b07duXHDlyMHr0aKZMmcLXX39NixYtmDlzJp07d6Zx48YcPHiQDh068OWXX3Lo0CGTxT8sLCyYPXs2Y8eOpUGDBuTMmZNGjRrx6aefPjUeOzs7vv76a7788ktGjRqFnZ0d1atX5/PPP0+z/tixY5k3bx6ff/45N27cICkpCWdnZzp06MB7770HPHxs35AhQxgzZgx37tzBycmJ0aNHU6VKlSfG0rRpUyZPnsw333zz2DoTJ07ks88+o2HDhjg4ONCmTRvefvttAEaOHMnYsWONc+GrVKnC7NmzsbCwYODAgYwaNYomTZqQmJhIyZIlmTZtmlZDFREREXmGtm3b9sTy9NyY8/T0TDXqUyS7sTA8aZyyiDwTQUFBxIWHcXfW4y8yiIiIiLxIXilblloTvvxX+0ZHR3Pu3DkqVKiAvb19JkcmGaG+yHxBQUEAJou6p0eWHGYvIiIiIiIiIo+nZF5EREREREQkm1EyLyIiIiIiIpLNKJkXERERERERyWaUzIuIiIiIiIhkM0rmRURERERERLKZLPuceZEXnYVVDl4pW9bcYYiIiIg8Fw5OzuYOQeSFomRexEwscubE4/Mx2NnZmTuUl1psbCxXrlyhdOnS6gszUj9kHeqLrEH9kHWoL0Qkq9IwexEzMRgMJCcnmzuMl15ycjLR0dHqCzNTP2Qd6ousQf2QdagvRCSrUjIvIiIiIiIiks0omRcRERERERHJZpTMi4iIiIiIiGQzSuZFREREREREshkl8yJmYmFhgaWlfgTNzdLSEnt7e/WFmakfsg71Rdagfsg61BciklXp0XQiZmKZGM+NNQvMHYYAdsCNX80dhagfsg71Rdagfsg6MqMvbAsWpnjT9pkSj4gIKJkXMRtDUhKxoSHmDkNERERERLIhjRcSERERERERyWaUzIuIiIiIiIhkM0rmRURERERERLIZJfMiIiIiIiIi2YySeREREREREZFsRsm8iIiIiIiISDajZF5EREREREQkm1EyL1nO0KFDGTBgQJplM2fO5K233nrOEYmIiIhkDSEhIbz77ru4urpy6dIlk7JDhw7RoUMHqlevTsOGDRk5ciTR0dFptnPlyhWqVKnC0KFDn0fYIvIMKJmXDPHx8WH58uWpti9fvhwfH59MP15SUhKLFi36T22Ehoby+eefU69ePdzd3alXrx7Dhg3j77//zqQoRURERJ69HTt28NZbb+Ho6Jiq7OrVq/Tu3ZvGjRuzf/9+lixZwtmzZxk1alSquklJSQwdOpQcOXI8j7BF5BlRMi9Z2u+//87333//r/e/efMmb7zxBnFxcSxfvpzffvuNJUuW8ODBA958801u376didGKiIiIPDsREREsXbqUNm3apCpbuXIlJUqUoHv37tjb21OiRAn69OnD5s2buXv3rknd7777jsTERBo2bPicIheRZ0HJvDwT169f5/3338fT05MaNWowePBgoqKijOUbNmygefPmeHh44OPjw7Jly1K1cfr0aTp06MCdO3dwc3PjyJEjxrLly5fj7e1NlSpVmDx58mPjmDp1KkWLFmXy5Mk4OjpiYWFBqVKlmDFjBo0aNSI0NBSAv/76C39/fzw9PfH09OSTTz7h3r17wMPhbK6urixbtoyaNWuyadMmALZs2YKfnx9VqlTB19eXlStXZsq5ExEREUlL+/btKVOmTJplp06donLlyibb3N3dSUpKIigoyLjt3LlzzJ8/n8mTJ2NlZfVM4xWRZ0vJvGQ6g8FAnz59KFasGHv37iUgIIDQ0FBj0h0cHMyQIUMYMWIEJ06cYPz48YwdO5bz58+btOPu7s7YsWMpWLAgQUFBeHl5AXDt2jUiIyPZvXs3X3/9NQsXLuTs2bOp4khKSmLXrl106tQpVZmVlRVjxoyhUqVKAIwYMYLChQtz4MABtm7dypUrV5g9e7bJPkePHmX37t20aNGCoKAgPvvsMwYNGsSvv/7K5MmTmTRpEidOnMiUcygiIiKSEWFhYeTNm9dkW758+QCMd+bj4+MZPHgw77//Pq+++urzDlFEMpkmykiGjRs3jgkTJphsS05OpkiRIgAEBQXxxx9/sHz5cnLmzEnOnDn56KOP8Pf3Z8yYMTg5OXHkyBHy5MkDQK1atShQoABnz56lfPnyTz1+jhw56NWrF5aWltSvXx8HBweuXLlCxYoVTeqFhYURHR1N6dKln9rmd999h4WFBTY2NuTPn5+6deumSszbtGmDg4MDAGvXrqVBgwZ4e3sDUL16dZo1a8b69eupWrXqU48nIiIi8rx9/fXX5MyZE39/f3OHIiKZQMm8ZNiIESPo2LGjybbly5czf/584OGd96SkJDw9PU3qJCUlER4eTv78+Vm+fDlr1qzh1q1bGAwG4uPjiY+PT9fxixcvjqXl/w0qsbOzS3NfCwsL43Gf5syZM0ybNo0LFy6QkJBAUlKS8a79o8dN8ddff3H48GHc3NyM2wwGgzG5FxEREXmeChYsSEREhMm28PBwY9mvv/7KsmXLWLNmjYbXi7wglMxLprO1tcXe3p6TJ0+mWb569Wq+++47Zs+eTY0aNbCysqJ+/frpbj8lSX+aAgUKkDt3bv7880+qVav22HqRkZH06tWLjh07Mn/+fBwcHPjqq684dOiQSb1H/+Ozs7OjY8eOjBw5Mt1xi4iIiDwrHh4e7Nq1y2Tbr7/+So4cOXBzc2PKlCkkJCTwzjvvGMtTHlu3Z88eAgMDn2u8IvLfac68ZDpnZ2eio6MJDg42bouKijJeHQ4KCqJ69ep4eXlhZWXF7du3uXXrVqbHYWFhweuvv84PP/yQ6u58UlIS7733HgEBAVy+fJkHDx7g7+9vHEb/+++/P7FtZ2dnLly4YLLt5s2b6RoFICIiIpLZOnTowI0bN1iwYAExMTFcvnyZmTNn0qZNG/Lnz8/QoUPZuXMn69evN375+Pjg4+PD+vXrzR2+iPwLSuYl07m4uODh4cH48eMJCwvj3r17jBo1isGDBwPg6OjI5cuXiYyM5Pr164wbN47ixYsbV5Z/lJ2dHffv3yc0NJTY2NgMx/Lxxx9z//59/P39uXLlCgaDgStXrtC/f39u3rxJrVq1jMP2T548SXR0NIsXL+bOnTvcuXOHxMTENNt98803OXHiBD/99BPx8fGcO3eO9u3bs23btgzHKCIiIpIeTZo0wc3NzTjn3c/PDzc3N7p3746TkxPz588nICCAmjVr0rlzZ+rUqWN8znyePHkoWrSoyVfK2kZFixY159sSkX9Jw+zlmZg2bRpjxozB19cXGxsbatWqxaRJkwDo2LEjR48epX79+jg6OjJ69GjOnDnDV199RaFChUza8fLywsnJiUaNGj3xEXSPU6RIEdasWcM333xDly5duHfvHgULFqRRo0aMGzeOPHnykCdPHj755BOGDx8OwDvvvMPUqVN59913eeedd5g+fXqqdsuWLcu0adP45ptv+OKLLyhcuDD+/v40b978X5wtERERkad72k2DGjVqsHr16nS3l/K3mYhkTxYGg8Fg7iBEXjZBQUEkRt3D7tAmc4ciIiIiz4FdESdKd/7Q3GFkW9HR0Zw7d44KFSpgb29v7nBeauqLzBcUFARgsrh2emiYvYiIiIiIiEg2o2ReREREREREJJtRMi8iIiIiIiKSzSiZFxEREREREclmlMyLiIiIiIiIZDNK5kVERERERESyGT1nXsRMLKyssCviZO4wRERE5DmwLVjY3CGIyAtGybyImSTnsKHYm/7Y2dmZO5SXWmxsLFeuXKF06dLqCzNSP2Qd6ousQf2QdagvRCSr0jB7ETMxGAwkJyebO4yXXnJyMtHR0eoLM1M/ZB3qi6xB/ZB1qC9EJKtSMi8iIiIiIiKSzSiZFxEREREREclmlMyLiIiIiIiIZDNK5kVERERERESyGSXzImZiYWGBpaV+BM3N0tISe3t79YWZqR+yDvVF1qB+EBGRp9Gj6UTMJAfJxJ7eS6y5AxGKAbGnr6kvzEz9kHWoL7IG9cPzY5UrD7kr1jJ3GCIiGaJkXsRMDMnJJN4LM3cYIiIiIiKSDWnsloiIiIiIiEg2o2ReREREREREJJtRMi8iIiIiIiKSzSiZFxEREREREclmlMyLiIiIiIiIZDNK5kVERERERESyGSXzIiIiIiIiItmMknkxmxEjRjB48GCzxnDs2DHc3NyIj49/at21a9dSp06d5xCViIiIvAhCQ0MZMmQI9erVo3LlynTo0IHTp08by9etW0fbtm3x8PDA29ubL7/8ksTERDNGLCLZSQ5zByAvNh8fH0JDQ7G0NL1uVLRoUXbs2GGmqP5PjRo1CAoKMncYIiIi8oJJTk6md+/e5MqVixUrVpA/f35Wr15N9+7d2bp1KydPnmTYsGFMmjSJZs2aERISwsCBA5kxYwaDBg0yd/gikg0omZdnbsSIEXTs2NHcYYiIiIg8N1euXOHcuXP8+OOPFC9eHIAuXbqwefNm1q5dy/nz56lZsyZ+fn4AlClThoEDB9KvXz/69++PjY2NOcMXkWxAw+zFbIYOHcqAAQOAh0PYW7duzbp16/Dx8cHDw4MBAwaQkJAAQFxcHCNGjMDb25uqVavyzjvvcPHiRWNbPj4+rF69ml69euHh4UGjRo345ZdfjOVnz57l7bffpkqVKjRp0oQtW7YAEBgYiKurK3FxcQAEBQXxzjvvUL16dWrXrs2oUaOMMTwqOTmZSZMm4e3tTZUqVWjdujUHDhx4ZudKREREsqfk5GST13nz5iUoKAiDwZCqLF++fDx48IDLly8/zxBFJJtSMi9ZxvXr1zlz5gybNm1i1apV7Ny50zgUf/78+fz2229s2rSJI0eOUKZMGYYOHWqy/4IFC+jbty+BgYHUrFmTCRMmABATE0Pv3r1p3LgxR48e5fPPP2fIkCFcunQpVQwDBgzAy8uLwMBA1qxZw549e1ixYkWqeps3b+bQoUNs2LCBX3/9la5duzJkyJA0E38RERF5+ZQqVQoXFxe++uorgoODiY+PZ9OmTZw4cYKwsDCaNGnCsWPH+Pnnn4mNjSUkJIQ5c+YAEB4ebuboRSQ7UDIvWcaDBw/4+OOPsbe3p1y5cri6uhqvTPfu3Zvly5eTN29ebGxsaNq0KefPnzdZJKZhw4a4u7tjY2NDkyZNuHr1KsnJyfzyyy8kJCTQrVs3bGxsqFOnDl999RV2dnapYli3bh3vv/8+VlZWFC9enBo1anDmzJlU9e7du0eOHDnImTMnVlZWvPHGG/zyyy9YW1s/uxMkIiIi2YaVlRVz586lQIECtG/fHh8fH06ePEnLli3JkSMHzZo1Y/To0Xz//ffUrl2bAQMG0K5dOwBy5NBMWBF5Ov2mkGdu3LhxxrvkKby8vChQoIDJtnz58uHg4GB8nTNnTmJjYwEICwtj3LhxHD16lAcPHgCQlJREUlKS8T88Jycn4752dnYkJSWRkJDAX3/9RdGiRbGysjKW+/r6AhASEmISw5EjR5g1axZXr14lMTGRxMREmjZtmuo9tWjRgvXr11OvXj3q1KlDgwYNaNGiRaqF/kREROTl5ejoyMyZM022ffjhhzg6OgLQoUMHOnToYCw7f/48gHGOvYjIkyjzkGduxIgRBAUFmXzNnz8/Vb0nJcIDBgwgKiqK9evXc+bMmQztb2lpmWpOWlouXbpE//79adu2LYcPHyYoKIiWLVumWTdv3rysWrWKefPmUaJECb755hs6d+6sx8mIiIiIUUBAgMkaPzExMRw9ehQvLy+uXbvG+vXrTerv3bsXZ2dnY7IvIvIkSuYlWzh9+jRvvfUWRYsWBR4uaJdeJUqU4Pr16ybPkl+3bh3nzp0zqXfu3DlsbGx49913sbOzw2AwpKqTIi4ujpiYGKpWrcrAgQPZtGkTFy9eNF5RFxEREVm3bh0jRozgzp07REVF8fnnn1OwYEGaNWtGZGQkQ4YMYd26dSQnJ3P06FHmz5/Phx9+aO6wRSSbUDIv2YKjoyOnT58mISGB/fv3c/DgQQBCQ0Ofum+9evWwt7dn7ty5xMXFcfToUUaNGmUy7D7lGLGxsZw7d47IyEimTJmCjY0Nt27dwmAwmNQdP348Q4YMISwsDIPBwNmzZ0lOTtawOBERETGaMGECBQsWpEmTJtSvX5/o6GgWLlyIjY0N7u7uTJw4kdmzZ1OlShVGjBjBoEGDaNOmjbnDFpFsQnPmJVv4/PPP+fzzz1mxYgV169Zl+vTp9O7dm3bt2hEQEPDEfW1sbFi0aBFDhw7l+++/p1ixYkyYMAEXFxcCAwON9Tw8POjUqROdO3cmZ86cfPDBBwwfPpwPPviAAQMGUK9ePWPdgQMHMmrUKJo0aUJiYiIlS5Zk2rRp5M+f/5mdAxEREcle8ufPz+zZsx9b3rZtW9q2bfscIxKRF4mF4Z+3HEXkmQsKCiI5LgbHiD/NHYqIiMhLL8cr+clbM/WCtwDR0dGcO3eOChUqYG9v/5wjkxTqh6xDfZH5goKCAHBzc8vQfhpmLyIiIiIiIpLNKJkXERERERERyWaUzIuIiIiIiIhkM0rmRURERERERLIZJfMiIiIiIiIi2YySeREREREREZFsRs+ZFzETC0tLcryi59KLiIiYm1WuPOYOQUQkw5TMi5hJIpbYuTfAzs7O3KG81GJjY7ly5QqlS5dWX5iR+iHrUF9kDeoHERF5Gg2zFzETg8FAcnKyucN46SUnJxMdHa2+MDP1Q9ahvsga1A8iIvI0SuZFREREREREshkl8yIiIiIiIiLZjJJ5ERERERERkWxGybyIiIiIiIhINqNkXsRMLCwssLTUj6C5WVpaYm9vr74wM/VD1qG+EBERyR70aDoRM8lhZQkR14k1dyBC6Xw26ossQP2QdbyIfWFpbYdNAUdzhyEiIpJplMyLmIvBgCH+RfpTWUQk69ID3kRE5EWjMXQiIiIiIiIi2YySeREREREREZFsRsm8iIiIiIiISDajZF5EREREREQkm1EyLyIiIiIiIpLNKJkXERERERERyWYynMyHhYU9izhEREREREREJJ0ynMz7+vpiMBieRSwiZrd27Vrq1Klj7jBERCQbOHbsGG5ubqm+KlSowLBhwwBISEjg22+/pVKlSkydOtXMEYuIyIskR0Z38PT0ZOvWrTRv3vxZxCPA5cuXmTVrFocPH+bBgwcUKFAAHx8f+vbtS968ec0d3nO3ePFifvrpJ0JCQkhOTqZcuXK8//77NGrUCIDg4GDOnj1L06ZNzRypiIi8TGrUqEFQUJDJtvDwcFq0aEHr1q25e/cuPXr0oESJEuTJk8dMUYqIyIsqw8l8sWLFGD9+PN999x3Ozs5YW1ublE+bNi3TgnsZnTt3jk6dOtGxY0c2bNhAvnz5uHjxIhMmTKBjx478/PPP2NnZmTvM52bhwoUsWbKEr776iooVK5KcnMzGjRv5+OOP+eGHH6hWrRrbt2/nzJkzSuZFRMTsxo0bR/369alVqxaXLl2ic+fOvPHGG/j4+Jg7NBERecFkeJj9n3/+SZkyZcidOzfh4eHcunXL5Ev+mzFjxuDt7c2gQYMoWLAgVlZWVKhQgTlz5lClShXjOb558yYffPABnp6eVKtWjQEDBhAREQFAYGAg1apVY//+/TRt2pQqVarg7+9PZGQkAFeuXKFbt25Ur16dGjVq0LdvX8LDwwHo0qWLyTDAS5cu4erqSkhICAA+Pj4sX76cLl26ULlyZTp06MCNGzcYOHAgHh4eNGnShDNnzhj3P3z4MG+//TYeHh7UrVuXWbNmGctmzpxJ7969+fjjj6latWqa5+PgwYM0aNCAKlWqYG1tja2tLW+++SYzZsygYMGCLFiwgKlTpxIQEICbmxtJSUmEhYXRr18/atWqRfXq1enZsyc3btwAICQkBFdXV7Zt20aLFi1wd3enc+fO3L59O83jnz9/nq5du1K9enW8vLwYN24cCQkJANy5c4cPP/wQT09PqlatSrdu3QgODs5wn4uIyIshMDCQPXv2MGjQIADKli3LG2+8YeaoRETkRZXhZP5///vfE7/k37t79y4nTpygc+fOqcocHByYOHEizs7OAPTp04fcuXOza9cutm3bxq1btxg1apSxfkxMDJs3b2blypUEBARw4cIFVq1aBcDYsWOpWrUqR44cYefOnSQmJjJnzpx0x7ls2TLGjBnDrl27CAkJoVOnTrRr144jR45QokQJvv32W+DhBYc+ffrQsWNHjh8/zvfff8+KFSvYuHGjsa1Tp05Rs2ZNjh07luaxSpcuzc6dOzl69KjJ9tdff52SJUvi7++Pn58fTZs2JSgoCCsrK6ZMmcKDBw/YtWsX+/btA2DChAkm+y9dupSFCxdy4MABLCwsGD16dKpjx8TE0KNHD2rXrs2hQ4dYvXo1gYGBLFiwAICvv/6aPHnysH//fn755RecnZ2ZPHlyus+jiIi8WGbMmMG7775L/vz5zR2KiIi8BDI8zB7gr7/+YtOmTca7kGXKlKF169YUKVIkU4N72aScz9KlSz+x3rlz5zh79izz5s3DwcEBBwcHevXqxYcffkh8fDwASUlJ9OjRgzx58pAnTx6qVavG5cuXAbh37x52dnbkyJGDPHnyMHv2bCwt039dp0GDBsYY3d3defDggXHROG9vb1asWAHApk2bKFeuHG3atAHA1dWVDh06sH79elq1agWAlZUVHTt2xMLCIs1jffTRR4SEhNClSxcKFSpE1apVqVu3Ls2aNcPBwSHNfb744gsSExOxt7cHoFGjRsydO9ekzjvvvGP8vHbr1o2PP/6Y5ORkkzp79+7FYDDQu3dvAEqUKIG/vz/z5s3j/fff5969e+TNmxcbGxvjBYGMnEcREXlxBAYGcubMmVT/34iIiDwrGU7mDx06RO/evcmdOzclS5bEYDCwZ88e5syZw7JlyyhfvvyziPOlkJLQ/jOp/KeQkBDy5MlDoUKFjNucnZ1JSEggNDTUuM3Jycn4fc6cOYmNjQWgb9++DBo0iHXr1uHt7U3Lli1xd3dPd5xFixY1fm9ra2uSVNva2hovKPz1118EBQXh5uZmLDcYDCYXK4oWLfrYRB4gT548zJ07l+DgYA4dOsSxY8f48ssvmT59OosWLUrz83bt2jUmTZrE6dOniY2NJTk5OdXCgY/G4OjoSHx8vHGaQorg4GDu3r2bKn4bGxsAevTowQcffMCBAwfw9vamWbNm1KpV67HvRUREXlybNm3Cy8vrpVyoVkREzCPDtxG/+eYb/P39OXDgAMuXL2fFihUcOHCAt99+mylTpjyLGF8aKUPo//jjjyfWS0mW0/JoYvy4u8QNGjRg79699O3bl7t379K5c2eWLl2aZt20Liz8s93HHcfOzo769esTFBRk/Dpz5ozJMPscOdJ3PalEiRK8/fbbTJ06lT179lCsWLE0pwYkJyfTu3dv8ufPz7Zt2wgKCkpzCP2j7+txj1q0tbWlXLlyqeI/ceIEAG5ubuzevZvPPvsMg8FA3759NcxeROQllJyczPbt27XInYiIPFcZTuYvXLhAnz59sLKyMm6ztrbmo48+4vfff8/U4F42+fLlo2bNmixatChVWUxMDO3atePXX3+lRIkSREZGcufOHWP55cuXsbW1TddUh/DwcHLlykXz5s2ZNm0aX3zxBStXrgTAxsbGeAcfHt5d/7ecnZ25ePGiSbJ8+/btJ16MeFRUVBTjxo1Ltaicg4MDHh4exMTEpNrnzp07XL9+nS5duhjnLKb1uXz0fV2/fh07Ozvy5cuXKv7g4GAePHhg3BYeHk5UVBQAERERWFtb4+vry9ixY5kzZ45xioGIiLw8rl27RkREhEYniojIc5XhZD5XrlxpJlGJiYlPHC4t6fPZZ59x6tQpPvnkE27evElycjLnzp2jR48e2NnZ4e7ujpubG2XLlmXatGlER0cTGhrKnDlzaNGiRapHBf5TbGwsTZo0Yf369SQmJhIbG8vZs2eNowJKlSrF4cOHiYyM5Pbt2/8pOW3RogURERHMnj2b2NhYgoOD6d69Oz/88EO69ndwcOD8+fMMGjSIc+fOkZiYSHx8PAcOHGDTpk34+voCD++g37hxg3v37pE/f37s7e05deoUcXFxbNy4kXPnzhEVFWWSlC9fvpw7d+4QERHBDz/8QP369VN9fr29vcmfPz+TJ08mKiqK27dv079/f+Nq/x06dGD+/PnExcWRkJDAb7/9RsmSJf/1+RIRkewp5Ukz/7woPHv2bNzc3HBzc+P69essXLjQ5LWIiMh/keFkvmrVqowcOdLkMXShoaF89tlnGZp3LWkrX748q1atIjk5mbZt2+Lh4cHHH3+Ml5cXCxcuxNraGgsLC2bPns2tW7do0KABb731FpUrV+bzzz9/avt2dnZ8/fXXLF68mOrVq9OgQQNu3rxp3Nff35/cuXNTr149unfvTteuXf/1e8mXLx+zZ89m165d1KhRg86dO9OwYUO6d++e7jbmzp1L5cqV6devH9WrV6dmzZrMmDGDTz/9lLfffhuAVq1aceXKFRo2bMitW7cYPXo03333HbVr1+bYsWPMnDmTokWL0rhxY2O7rVu3pmvXrtStWxfA5EkAKaytrZk9ezaXL1+mTp06tGnThlKlSjFkyBAAvvrqK/bs2YOXlxe1a9fm8OHDJo/1ExGRl4OnpycXLlxItYBtnz59jNO0Lly4wO+//2587ejoaKZoRUTkRWFheNyE4ce4ceMG3bp146+//uKVV14BHq6OXqxYMRYuXEipUqWeRZwimSIkJARfX1+2bNlC2bJlzRZHUFAQhqREyuW3MVsMIiIvEwsbO+yKmu/3fkZFR0dz7tw5KlSoYHw6i5iH+iJrUD9kHeqLzBcUFARgsvB2emR4NftixYqxZcsW9u/fz19//UVcXBylS5emfv36xlW+RUREREREROTZyXAyP3ToUCZNmkTDhg1NtkdFRdGvXz89X1VERERERETkGUt3Mh8REUF4eDhbtmzh/fffT/U4r0uXLnHw4MFMD1AkMzk5OXHhwgVzhyEiIiIiIvKfpDuZ37x5MxMmTCA5OZlmzZqlKjcYDNSuXTtTgxMRERERERGR1NKdzHfq1IlWrVpRu3ZtFi5cmKo8Z86cVKhQIVODExEREREREZHUMjRn/pVXXuGnn37C1dWV+Ph444J3UVFRODg4PJMARURERERERMRUhhfAy507N61bt6ZPnz40bdoUgFWrVrF27VrmzZun56aKpJeFBRY2duaOQkTkpWBprd+3IiLyYslwMj9hwgRKly5N1apVjdtat27NxYsXmTBhArNmzcrUAEVeVIlJyZDXETs7/YFpTrGxsVy5coXSpUurL8xI/ZB1qC9ERESyhwwn88ePH2f37t3Y29sbtxUsWJCRI0fi4+OTqcGJvMgMBgPJycnmDuOll5ycTHR0tPrCzNQPWYf6QkREJHuwzOgOBoOBhISEVNsfPHhAUlJSpgQlIiIiIiIiIo+X4WS+Xr16DBkyhPPnzxMVFcW9e/c4efIkAwcOpEGDBs8gRBERERERERF5VIaH2Q8bNowPP/yQNm3aYGFhYdxevXp1Ro0alanBiYiIiIiIiEhqGU7m8+fPz/Llyzl//jzXrl3DysqKUqVK8eqrrz6L+ERERERERETkHzKczKdwcHAgT548eHl5ZWY8Ii8NCwsLLC0zPNNFMpmlpSX29vbqCzNTP4iIiIhkTIaT+bCwMPr168fx48fJkSMHZ86c4fbt27z33nvMnz+fYsWKPYs4RV44OaytwcKC2Lg4c4fycrOwoHSZMgDqC3N6gfvB0tISG2trc4chIiIiL5gMJ/OTJk3C2tqa1atX06lTJwBy586Nq6srkydP5quvvsrsGEVeTAYDBoPB3FGIyDOmR7yJiIjIs5DhZH7//v2sX7+eIkWKGBfAs7OzY8SIEbz++uuZHqCIiIiIiIiImMrw5MSEhAQKFy6carudnV2az58XERERERERkcyV4WS+bNmyBAQEpNq+cuVKyvz/+Y4iIiIiIiIi8uxkeJh9z549GThwIFu3biUpKYmxY8dy9uxZTp8+rfnyIiIiIiIiIs9Bhu/Mv/7668ybN4/k5GScnZ05efIkjo6OrFixgsaNGz+LGEVERERERETkEf/qOfO1atWiVq1amR2LiIiIiIiIiKRDhu7Mnz9/nr///tv4+tq1a3z66af4+/uzcePGTA9ORERERERERFJLdzJ/5MgR3nzzTY4dOwZAYmIiPXr04Pjx41hbWzNixAh27dr1zAIVERGR/+Pj40PFihVxc3Mz+Tpy5AgABoOBZcuW4eHhwYABA8wcrYiIiGS2dA+znz9/Pl27dsXPzw+AvXv3cvPmTXbu3EmRIkVYtWoV//vf//D19X1mwcrLy8fHh9DQUCwtU19/mjhxIi1btjRDVCIi5jV27FjatWuXant8fDw9e/YkOTkZR0dHM0QmIiIiz1q6k/mgoCCmTJlifH3w4EE8PT0pUqQIAM2aNWPatGmZH6HI/zdixAg6duxo7jBERLK82NhY6tSpQ48ePejatau5wxEREZFnIN3D7OPi4sifP7/x9alTp6hRo4bxde7cuYmJicnc6ETSqUuXLsydO5dBgwZRtWpV6taty/r1643l169f5/3338fT05MaNWowePBgoqKiAAgMDMTDw4PFixdTtWpVTp48SVJSEmPGjMHDw4MGDRqwefNmGjduzNq1a5k1a1aqO2HHjx/H3d3d2KaIyPMQEBBAy5YtqVatGn5+fqxbtw6AV155hV69eqU5mklEREReDOn+X/6VV14hIiICgLCwMC5cuEDlypWN5ffu3SNXrlyZHqBIev3444+0bt2awMBA3nrrLcaMGUNCQgIGg4E+ffpQrFgx9u7dS0BAAKGhoUyePNm4b0JCAteuXePQoUNUqVKF//3vf2zdupVVq1axYcMGtm7dyq1btwDw8/Pj999/59KlS8b9t23bRsOGDXFwcHju71tEXk4uLi6UKlWKH374gf379/PWW28xZMgQduzYYe7QRERE5DlIdzJfqVIlVq5cCcCiRYtwcHCgWrVqxvJdu3ZRtmzZzI9Q5P8bN25cqoWePD09jeUeHh7UrVsXa2trmjVrRlRUFLdu3SIoKIg//viDQYMGkTNnTgoUKMBHH33Ehg0bMBgMwMNk/p133sHOzg4LCwv27dtHy5YtKVeuHK+88goDBw40jjxxcnKievXqJk9w2LlzJ61atXq+J0REXmpz585l+PDhFChQgFy5ctGpUyfq1avHihUrzB2aiIiIPAfpnjPfvXt3unfvzpw5c4iLi2Pw4MFYW1sDsHHjRsaOHcuIESOeWaAiT5sz7+TkZPzezs4OeDhvNDg4mKSkJJPEHyApKYnw8HDj6+LFixu/v337NvXr1ze+Ll26tMlddz8/P+bNm8fHH39MUFAQDx48oF69ev/+zYmIZIKSJUsaV7MXERGRF1u6k/kaNWqwbNkyjhw5gouLi0mic/PmTbp3757miroiz8vj5oba2tpib2/PyZMnn7h/jhz/9+OQnJxsvFiVVvvNmjVj3LhxnDp1ij179tC0aVNsbGz+Q/QiIukXHBzMwoUL6d+/P3nz5jVuv3DhAs7OzuYLTERERJ6bdCfzgHFo8z/17Nkz0wISyWzOzs5ER0cTHBxMiRIlAIiKiiIhIYF8+fKluU+BAgW4fv268fW1a9e4d++e8bWDgwO+vr4EBASwe/duJkyY8GzfhIjIIwoWLMju3bsJCwvj888/J1euXKxatYpjx44xb948c4cnIiIiz4GWuZUXnouLCx4eHowfP56wsDDu3bvHqFGjGDx48GP38fT0ZOPGjVy5coX79+8zY8YM7O3tTer4+fmxevVqEhISTNaPEBF51nLmzMmiRYuIj4+nZcuW1KxZkw0bNrBw4ULq16/PunXrjBfgjx07RkBAgMlrERERyf4ydGdexJzGjRuX5h3wli1bPnXfadOmMWbMGHx9fbGxsaFWrVpMmjTpsfV79OjBpUuX8PPzo1ixYgwbNoyjR4+aDLX39vYmZ86ctGzZEgsLi3/3pkRE/qUyZcowZ86cNMvatGlDmzZtnm9AIiIi8lwpmZdsYffu3Rmq7+TkxIULF4yvHR0dHzv01NPT06QuPFxAb/LkycZ58AkJCURGRlKkSBFjnZiYGGJiYnjzzTczFJuIiIiIiMh/pWH2ImlYt24dDRs25MqVKyQkJDBv3jxy585tXDMiLi6OMWPG4O3tTcmSJc0crYiIiIiIvGwyfGc+MTHRZNXvQ4cOERYWRt26dcmTJ0+mBidiLq1bt+bSpUu8++67REVF8eqrrzJr1iwcHBw4fvw43bt3p0aNGkyZMsXcoYqIiIiIyEso3cl8eHg4vXr1omfPnjRu3BiAIUOGsH79euDh6t+rVq3C0dHx2UQq8hxZWloycOBABg4cmKqsevXqnD592gxRiYiIiIiIPJTuYfZff/01SUlJuLq6AnD+/HnWr1/PxIkTOXz4MJ6ensyePfuZBSoiIiIiIiIiD6U7md+3bx8TJ040zg/euXMnr776Km3btiVfvnz079+fw4cPP7NARUREREREROShdCfzd+/excXFxfj65MmT1K5d2/ja2dmZu3fvZm50IiIiIiIiIpJKuufM29nZkZCQgI2NDUlJSZw6dYo33njDWJ6QkGCyMJ6IPIWFhZ5PL/ISsLTUg2NEREQk86U7+3ZycuK3336jRo0a7Nu3j5iYGGrUqGEsP3funMkzuEXkyRITEsBgwM7OztyhvNRiY2O5cuUKpUuXVl+YkfpBREREJGPSncy3bNmSgQMH4uPjw44dO/Dx8aFQoUIA3Lx5k4kTJ1K/fv1nFqjIi8ZgMJCcnGzuMF56ycnJREdHqy/MTP0gIiIikjHpTubfe+89bt26xf79+6lRowaff/65sWzevHlERkbSu3fvZxKkiIiIiIiIiPyfdCfzFhYWDB06lKFDh6Yq69mzJ8OHD8fa2jpTgxMRERERERGR1DK8Ks/9+/dTbTMYDErkRURERERERJ6TdCfzBoOBfv36MWPGjFRl3bp1Y8yYMZkamIiIiIiIiIikLd3J/LJlyzh27BgtW7ZMVfbNN9+wdetWtmzZkqnBibzILCws9MiqLMDS0hJ7e3v1hZmpH0REREQyJt1z5tevX8/IkSOpWrVqqrIKFSowfPhwli9fTvPmzTM1QJEXlaVVDm5FxUNUvLlDeenlKuSovsgCXoR+sLG2omieXOYOQ0RERF4C6U7mr1279sRHz/n4+DBhwoRMCUrkZWDAQFxikrnDEBERERGRbCjd4xnj4uLIlevxdxty5sxJbGxspgQlIiIiIiIiIo+X7mS+aNGiXLx48bHlJ0+epHDhwpkSlIiIiIiIiIg8XrqT+YYNGzJt2jSSk5NTlcXFxTF27FgaNWqUqcGJiIiIiIiISGrpnjPfs2dP/Pz88PPz47333uPVV1/F2tqaoKAg5s6da6wjIiIiIiIiIs9WupP5/Pnzs3z5ckaNGsVnn30GPHz2vKWlJQ0aNGDUqFHkzZv3WcUpIiIiIiIiIv9fupN5ACcnJxYsWEB4eDjBwcEAlC5dmty5cz+T4EREREREREQktQwl8yny5ctHvnz5MjsWEREREREREUmHdCfz06dPT1e9Tz755F8HI/KooUOHEhcXx4wZM8wdioiIWfn4+BAaGoqlpem6tfPnz8fLy4tDhw7xzTff8Oeff5I7d268vb0ZNmwY9vb2ZopYREREnrV0J/ObNm16ah0LCwsl8y+JtP6wLFSoEK+//jr9+vUjV65cz/T4a9euZdiwYdjY2KQqc3Z2ZvPmzU/cPykpiSVLlvDee++l63hnz54lMjKS2rVr/6t4RUT+q7Fjx9KuXbtU269evUrv3r0ZMGAACxcu5O7du/Tv359Ro0YxZcoUM0QqIiIiz0O6k/ndu3c/yzgkGxoxYgQdO3YEHi6G+OeffzJgwABiYmIYM2bMMz9+wYIFOXjw4L/a9/fff+f7779PdzL/008/YW9vr2ReRLKclStXUqJECbp37w6Avb09ffr0oV+/fgwdOpQCBQqYOUIRERF5FtL9nHmRJ7GwsKBcuXL07NmTHTt2GLdfv36d999/H09PT2rUqMHgwYOJiooylm/YsIHmzZvj4eGBj48Py5Yty7SYYmJiGDJkCLVq1cLDw4MOHTpw5swZTp8+TYcOHbhz5w5ubm4cOXIEg8HA1KlTqV+/Ph4eHrRt25Zjx44BD++GLVu2jIULF/L6668DEBERwaeffoq3tzceHh588MEHhIaGZlrsIiL/FBAQQMuWLalWrRp+fn6sW7cOgFOnTlG5cmWTuu7u7iQlJREUFGSGSEVEROR5yFAyHxsby927d42vR4wYwbBhwxg2bBirV6/O9OAk+0lISDB+bzAY6NOnD8WKFWPv3r0EBAQQGhrK5MmTAQgODmbIkCGMGDGCEydOMH78eMaOHcv58+czJZYffviBO3fusGPHDgIDA6lbty4jR47E3d2dsWPHUrBgQYKCgvDy8mL9+vWsW7eOlStXcvz4cXx9fenXrx9JSUmMHDmSGjVq0L17d+OFiqFDhxIbG8vmzZs5cOAA9vb2DBs2LFPiFhH5JxcXF0qVKsUPP/zA/v37eeuttxgyZAg7duwgLCws1aNhUxapffT/bBEREXmxpDuZj4qKon379qxZs8a4LeWuQHJyMmPHjuXixYuZHqBkD8nJyZw7d4758+fTqlUrAIKCgvjjjz8YNGgQOXPmpECBAnz00Uds2LABg8GAk5MTR44coXbt2lhYWFCrVi0KFCjA2bNn03XMlDvr//xavHgxAPfu3cPa2ho7OztsbGzo06cPa9euTbOtVq1asXXrVooWLYqVlRUtWrQgLCyMv//+O1Xdu3fvsmfPHgYMGECePHlwcHDg008/5eDBg9y+ffvfnUARkSeYO3cuw4cPp0CBAuTKlYtOnTpRr149VqxYYe7QRERExEzSPWd+3rx5WFtb8/bbbxu3WVpaMnHiRADy5s3L8uXLGTVqVOZHKVnSuHHjmDBhAvAwmc+ZMyddunThww8/BB7eeU9KSsLT09Nkv6SkJMLDw8mfPz/Lly9nzZo13Lp1C4PBQHx8PPHx8ek6/tPmzL/zzjv4+/tTv3596tatS6NGjfD19U2zbkxMDBMmTGD//v1ERkYat6cVS3BwMABt2rQx2W5lZcWNGzcoVKhQuuIXEfkvSpYsyZEjRyhYsCAREREmZeHh4cDD35MiIiLyYkp3Mr93714+//zzVEP5UrRv356PPvoos+KSbODRBfB++eUXPvzwQ/z8/MiR4+HHytbWFnt7e06ePJnm/qtXr+a7775j9uzZ1KhRAysrK+rXr59p8Tk5ObFlyxYCAwPZvXs3n3/+ORs2bOCbb75JVfeLL77gwoUL/Pjjj5QsWZLg4GDj/Ph/srOzA2D//v3GoawiIs9KcHAwCxcupH///ib/B1+4cAFnZ2fKlCnDrl27TPb59ddfyZEjB25ubs85WhEREXle0j3M/ubNm6kW2Klatarx+zJlynDr1q3Mi0yyFW9vb3x9fRk5ciQGgwF4+Ii46Oho451seDhdI+WOUVBQENWrV8fLywsrKytu376dqZ+hBw8ekJSURO3atRkxYgSrV69m27ZtxuM/6vTp07Ru3ZpSpUphYWHxxKH+jo6OWFpacuHCBeO2hIQELYAnIs9EwYIF2b17N6NGjeLu3bvExsayZMkSjh07xttvv02HDh24ceMGCxYsICYmhsuXLzNz5kzatGlD/vz5zR2+iIiIPCPpTuYTExNTPdM7ZW4yPFzsLDk5OdMCk+xn+PDhnD9/npUrVwIPF2zy8PBg/PjxhIWFce/ePUaNGsXgwYOBh0nx5cuXiYyM5Pr164wbN47ixYtnWlLcr18/Jk+eTFRUFMnJyZw8eZK8efOSJ08e7OzsuH//PqGhocTGxuLk5ERQUBDx8fGcOnXK+Jz6lIsLtra2hISEEBkZSe7cuWnevDlTp07l5s2bxMbGMn36dLp37268kCEiklly5szJokWLiI+Pp2XLltSsWZMNGzawcOFC6tevj5OTE/PnzycgIICaNWvSuXNn6tSpo2lvIiIiL7h0D7MvVqwYFy5cwNXVNc3yU6dO4eTklGmBSfZTsGBBPvnkE6ZMmULDhg0pUqQI06ZNY8yYMfj6+mJjY0OtWrWYNGkSAB07duTo0aPUr18fR0dHRo8ezZkzZ/jqq6/SNe88ZQG8tGzZsoWxY8fy+eefU69ePeOj82bNmoWlpSVeXl44OTnRqFEjJk+ezMCBAxk8eDA1a9akcuXKfPnllwD06dOHpUuX0q5dO0aMGEHjxo05dOgQI0eOZOzYsbRo0QJLS0uqVKnC7NmzsbCwyLwTKiLy/5UpU4Y5c+Y8trxGjRp6qoyIiMhLxsKQzluJU6ZM4dKlS8yZMydVwhIfH0/Xrl2pVasW/fr1eyaBirxIgoKCSExOxqGIs7lDEZFMZJvDCueCr5g7jP8kOjqac+fOUaFCBezt7c0dzktL/ZB1qC+yBvVD1qG+yHxBQUEAGV7rJt135v39/fHz86NNmzb4+/tTqlQprK2tCQoKYu7cuVhbW9O9e/eMRS0iIiIiIiIiGZbuZD5//vwsW7aM0aNHM2TIEODhPHkrKyvjwmcODg7PLFAREREREREReSjdyTxAiRIlWLBgAeHh4cYVysuUKaMkXkREREREROQ5ylAynyJfvnx6vraIiIiIiIiImaT70XQiIiIiIiIikjUomRcRERERERHJZv7VMHsR+e8ssMA2h5W5wxCRTGRjrZ9pEREReT6UzIuYSXJSIoUdbLCzszN3KC+12NhYrly5QunSpdUXZqR+EBEREckYDbMXMRODwUBycrK5w3jpJScnEx0drb4wM/WDiIiISMYomRcRERERERHJZpTMi4iIiIiIiGQzSuZFREREREREshkl8yIiIiIiIiLZjJJ5ETOxsLDA0lI/guZmaWmJvb29+sLM1A8iIiIiGaNH04mYicHCkiNX75g7DAGwyE2o+sL8smk/vGJnQ9VShc0dhoiIiLxklMyLmEmyASKi48wdhoiIiIiIZEMazygiIiIiIiKSzSiZFxEREREREclmlMyLiIiIiIiIZDNK5kVERERERESyGSXzIiIiIiIiItmMknkRERERERGRbEbJvIiIiIiIiEg2o2Re/jU3NzcOHjxo1hhGjBjB4MGDzRqDiMiz4OPjQ8WKFXFzczP5OnLkCACHDh2iQ4cOVK9enYYNGzJy5Eiio6PNHLWIiIg8LznMHUBWcfnyZWbNmsXhw4d58OABBQoUwMfHh759+5I3b15zh/dcdenShV9//RUrKysA8uTJQ9WqVXnvvffw8PAw1gsKCnrusSUlJbFkyRLee+89AMaNG/fcYxAReV7Gjh1Lu3btUm2/evUqvXv3ZsCAASxcuJC7d+/Sv39/Ro0axZQpU8wQqYiIiDxvujMPnDt3jjfffJOiRYuyYcMGTpw4waxZs7hw4QIdO3YkNjbW3CE+d927dycoKIhTp06xbNkyKlasSNeuXVm3bp1Z4/r999/5/vvvzRqDiIi5rVy5khIlStC9e3fs7e0pUaIEffr0YfPmzdy9e9fc4YmIiMhzoGQeGDNmDN7e3gwaNIiCBQtiZWVFhQoVmDNnDlWqVOHWrVsA3Lx5kw8++ABPT0+qVavGgAEDiIiIACAwMJBq1aqxf/9+mjZtSpUqVfD39ycyMhKAK1eu0K1bN6pXr06NGjXo27cv4eHhwMM74VOnTjXGc+nSJVxdXQkJCQEeDrVcvnw5Xbp0oXLlynTo0IEbN24wcOBAPDw8aNKkCWfOnDHuf/jwYd5++208PDyoW7cus2bNMpbNnDmT3r178/HHH1O1atWnnhsrKyucnZ3p3bs3w4YNY+zYsdy7dw8AV1dX9u/fD8DevXtp1aoVHh4eeHt7M2XKFJKTkwEICwujX79+VKtWDW9vb6ZPn47BYDC+tzlz5uDr68uoUaMAOH/+PF27dqV69ep4eXkxbtw4EhISOH36NB06dODOnTvGoaZDhw5lwIABxnh37txJ69atqVKlCj4+PixZssRYNnToUMaOHcvEiROpWbMmXl5ezJ8/31j+119/4e/vj6enJ56ennzyySfG9xoSEoKrqyvLli2jZs2a/Pzzz5QvX54LFy6YnK9GjRqxcuXKp55XEZH0CAgIoGXLllSrVg0/Pz/jBdVTp05RuXJlk7ru7u4kJSWZZdSUiIiIPH8vfTJ/9+5dTpw4QefOnVOVOTg4MHHiRJydnQHo06cPuXPnZteuXWzbto1bt24ZE1CAmJgYNm/ezMqVKwkICODChQusWrUKeDhUsmrVqhw5coSdO3eSmJjInDlz0h3nsmXLGDNmDLt27SIkJIROnTrRrl07jhw5QokSJfj222+Bhxcc+vTpQ8eOHTl+/Djff/89K1asYOPGjca2Tp06Rc2aNTl27FiGzlX79u0xGAz88ssvJtsTEhIYMGAAw4YN48SJEyxdupRt27axe/du4OG8doB9+/axYsUKNmzYwOrVq437b968mYULFzJ69GhiYmLo0aMHtWvX5tChQ6xevZrAwEAWLFiAu7s7Y8eOpWDBggQFBeHl5WUSx/nz5+nfvz/9+vXj2LFjjB8/nmnTprFv3z5jnU2bNlG+fHkOHjzIoEGDmDFjhvFizYgRIyhcuDAHDhxg69atXLlyhdmzZ5sc4+jRo+zevZs2bdpQo0YNk/N67tw5bt68SdOmTTN0XkVE0uLi4kKpUqX44Ycf2L9/P2+99RZDhgxhx44dhIWFpZoCli9fPgDdmRcREXlJvPTJfHBwMAClS5d+Yr1z585x9uxZBg0ahIODAwULFqRXr17s2rWL+Ph44OF87h49epAnTx6KFi1KtWrVuHz5MgD37t3Dzs6OHDlykCdPHmbPns3w4cPTHWeDBg0oXbo0BQsWxN3dnRIlSlCnTh1sbW3x9vbm6tWrwMNktVy5crRp0wYrKytcXV3p0KED69evN7ZlZWVFx44djXPi0ytHjhw4OzsbRwykiIuLIzY2Fnt7eywsLChVqhTbt2+nUaNGhIeHs2fPHt5//30cHBxwcnJixowZVKhQwbh/3bp1KVmyJBYWFuzduxeDwUDv3r2xsbGhRIkS+Pv7m8T/OD/99BO1atWiUaNGWFtbU6tWLRo0aMCWLVuMdZycnGjbti3W1tY0b96cpKQk47n77rvvGD16NDY2NuTPn5+6deuajHgAaNOmDQ4ODlhYWNCmTRs2b95sHGWwfft26tevT548eTJ0XkVE0jJ37lyGDx9OgQIFyJUrF506daJevXqsWLHC3KGJiIhIFvDSL4BnYWEBYBwS/jghISHkyZOHQoUKGbc5OzuTkJBAaGiocZuTk5Px+5w5cxrn2/ft25dBgwaxbt06vL29admyJe7u7umOs2jRosbvbW1tcXBwMHmdckHhr7/+IigoCDc3N2O5wWAwuVhRtGhR4/vOqKSkpFQXARwcHPjwww/p3Lkz7u7u1KlTh3bt2lGsWDFCQkJITk42OS+PLqIH4OjoaPw+ODiYu3fvporfxsbmqbGFhIRQtmxZk20lS5bkxIkTxtf/7B/A2Ednzpxh2rRpXLhwgYSEBJKSkqhUqZJJe8WLFzd+36RJE8aOHcvx48epUaMGO3bsoG/fvk+NU0Tk3ypZsiRHjhyhYMGCxmleKVKmbhUsWNAMkYmIiMjz9tLfmU8ZQv/HH388sV5KspyWRxNjS8u0T2mDBg3Yu3cvffv25e7du3Tu3JmlS5emWTetCwv/bPdxx7Gzs6N+/foEBQUZv86cOWMyHDxHjn93DefBgwdcvXqVMmXKpCrr27cvu3btokWLFhw/fpzmzZtz+vRpY5xPuljy6MUBW1tbypUrlyr+RxPyx3lcH6WnfyIjI+nVqxdVq1Zl//79BAUF0atXryfG6uDggK+vLxs3buTq1avcvHmThg0bPjVOEZGnCQ4O5osvvkiVsF+4cAFnZ2c8PDw4deqUSdmvv/5Kjhw5TC6GioiIyIvrpU/m8+XLR82aNVm0aFGqspiYGNq1a8evv/5KiRIliIyM5M6dO8byy5cvY2trS5EiRZ56nPDwcHLlykXz5s2ZNm0aX3zxhXGhNBsbG5MV8//6669//X6cnZ25ePGiceg3wO3bt594MSK9vvvuO3Lnzk2tWrVSlUVERFCkSBE6derEokWLaNq0KevXr8fR0RFLS0uuXLlirHvkyBHjfPq04g8ODubBgwfGbeHh4URFRT01PmdnZ+O0hhSXL1+mRIkST9338uXLPHjwAH9/f+Ooh99///2p+7Vp04YdO3awadMmGjdujK2t7VP3ERF5moIFC7J7925GjRrF3bt3iY2NZcmSJRw7doy3337buBDqggULiImJ4fLly8ycOZM2bdqQP39+c4cvIiIiz8FLn8wDfPbZZ5w6dYpPPvmEmzdvkpyczLlz5+jRowd2dna4u7vj5uZG2bJlmTZtGtHR0YSGhjJnzhxatGiBtbX1E9uPjY2lSZMmrF+/nsTERGJjYzl79qxxVECpUqU4fPgwkZGR3L59+z/Nh2zRogURERHMnj2b2NhYgoOD6d69Oz/88MO/bjM8PJx58+axaNEixowZg52dnUn5yZMnadasGadPn8ZgMHD37l2uXLmCs7MzefPmxdfXl1mzZhEREcHff//NyJEjTaYmPMrb25v8+fMzefJkoqKiuH37Nv379zeu9m9nZ8f9+/cJDQ1N9cjA1q1bc/DgQfbs2UNiYiIHDhxg7969tGnT5qnvsXjx4lhaWnLy5Emio6NZvHgxd+7c4c6dOyQmJj52v9q1a2NlZcWiRYto1arVU48jIpIeOXPmZNGiRcTHx9OyZUtq1qzJhg0bWLhwIfXr18fJyYn58+cTEBBAzZo16dy58/9r787Dqij//4+/WATFPRcUcDcQFQE31AxTMbdUyjDNXH6hhqYlZqKppaKVZm64pWnmlmuZW26hua9p4popKbjgkoKCCML5/dHF+XY+oIEBh6PPx3VxXXLf98x5z7ydc3ifuWdGL7zwgslNWQEAwNPtmb9mXpKqVaumFStWKCwsTK+++qoSEhJUpkwZvfLKK+rdu7exWJ85c6ZCQ0P10ksvqUCBAvLz89PgwYP/df358+fX1KlTNWHCBH3yySfKnz+/6tatq48//liSFBgYqJMnT8rX11fly5dXSEiI8ZFvWVW8eHHNnDlTEyZM0OzZs/Xcc8+pQ4cOevvtt7O0nvnz5xu/ALC3t1ft2rX17bffprveXfr7Gvi+fftq4MCBunnzpooVK6bWrVura9eukqTPPvtMw4cPV9OmTVWoUCH5+/vrjTfeyPB18+XLp5kzZ2rs2LF64YUXjFPZQ0JCJEkNGjSQi4uL/Pz8NH78+HRxpN3BftCgQXJxcdHEiRNVv379f91eR0dHDRo0yHhTwjfffFMTJ05U9+7d9eabb2rSpEkZLmdjY6N27dpp/fr18vHx+dfXAYDMqly58mOfelKvXj2TJ4MAAIBni5Xhn/OxAWRZSEiIypYtq4EDB2Z6mYiICCUmp+iyCudcYAByRTEHe71UzeXfB1qIhIQEnT59Wu7u7nJwcDB3OM8s8pB3kIu8gTzkHeQi+0VEREhSlu97w5l54D/4+eeftWPHDq1fv97coQAAAAB4hlDMA0+oVatWSkpK0oQJE0weWQgAAAAAOY1iHnhCmzZtMncIAAAAAJ5R3M0eAAAAAAALQzEPAAAAAICFoZgHAAAAAMDCcM08YCbWVlKxAvbmDgPAf1Qkv525QwAAAM8ginnATKwMqWpQsaTy589v7lCeaYmJiYqMjFSlSpXIhRmRBwAAgKxhmj1gJgaDQampqeYO45mXmpqqhIQEcmFm5AEAACBrKOYBAAAAALAwFPMAAAAAAFgYinkAAAAAACwMxTwAAAAAABaGYh4wEysrK1lbcwiam7W1tRwcHMiFmZEHAACArOHRdICZJKVKc3aeMXcYSBNFLvKER+TBsaiD3vBxzeVgAAAA8i6KecBMUlINiv7rnrnDAAAAAGCBmM8IAAAAAICFoZgHAAAAAMDCUMwDAAAAAGBhKOYBAAAAALAwFPMAAAAAAFgYinkAAAAAACwMxTwAAAAAABaGYh7PtJkzZ+qtt97K1NihQ4cqODg4hyMCYC6RkZHy8vLS0KFDjW1bt25Vx44dVbt2bb3wwgv68MMPdfPmTTNGCQAA8DeKeZhFs2bN5OXlpfj4+HR9CxYskJubm77//vt/Xc/Jkye1d+/eJ46jX79+Wrx48RMvD+DpkJKSoqFDh8rW1tbYtmfPHgUHB6t79+46ePCgli1bpnPnzmnYsGFmjBQAAOBvFPMwGwcHB23bti1d+7p16/Tcc89lah2rV6/+T8U8AEjSnDlz9PDhQzVt2tTYdvv2bQUFBalDhw6ytbVVuXLl1LFjR+3fv18Gg8GM0QIAAFDMw4yaNGmitWvXmrRdvHhRt2/fVtWqVSVJBoNBEydOVJMmTeTt7a1XX31Vhw4dkiSFhoZq6dKlmj9/vlq0aCFJunPnjgYPHqzGjRvL29tbffv2VUxMjCQpOjpabm5uWrp0qerXr6/169crLCxMnTp1Mr7+2rVr1aZNG3l7e6tZs2ZaunRphrHfvHlT7777rnx8fFS7dm317NlTUVFR2b6PAOS806dPa+7cuRo/frxsbGyM7a+88or69+9vMvbSpUsqU6aMrKyscjtMAAAAExTzMJtmzZrpyJEjJtefrlu3Ti1btjT+/uOPP2rNmjVavny5Dh8+rObNm+u9995TSkqKRo4cqXr16untt9/W1q1bJf19XXtiYqI2bNigXbt2ycHBId2U2IMHDyo8PFxt27Y1aY+KilJISIhGjBihX3/9VePGjVNoaKjOnDmTLvapU6eqaNGi2rlzp3bv3q3y5ctr/Pjx2bl7AOSCpKQkDRkyREFBQcYvER9l9+7d+u677zRo0KBcig4AAODRKOZhNkWKFFHjxo21ceNGY9uGDRvUvn174+/t2rXTTz/9pDJlysjGxkZt27bVX3/9pStXrqRb361bt7R9+3YFBweraNGiKlSokAYPHqw9e/boxo0bxnH+/v4qVKhQujNrLi4u2r9/vxo1aiQrKys1bNhQJUqU0MmTJ9O9VlxcnPLlyyc7Ozs5ODho1KhRmj59enbsFgC5aOrUqSpQoIACAwMfO27lypXq16+fPvroI7Vu3TqXogMAAHg0238fAuQcf39/zZ49W927d9epU6dkbW0td3d3Y//9+/f16aefaufOnYqNjTW2JyUlpVtX2jR3f39/k3YbGxtdvXrVeB2+k5NThrFYWVnpu+++06pVq3T9+nUZDAYlJSVl+Fq9evVS3759tWvXLjVu3FitW7dWw4YNs7z9AMznyJEjWrp0qVatWmUyvf6fDAaDPv30U61du1bTp0+Xr69vLkcJAACQMYp5mJWvr6+GDx+uP//8U+vWrVO7du1M+kePHq2zZ89qyZIlqlChgqKioozXx/+v/PnzS5J27typ4sWLp+uPjo6WpEf+0b5y5UrNmTNHM2fOVL169WRjY6MmTZpkONbDw0Ph4eHatWuXduzYof79+6tTp04KCQnJ9LYDMK9Vq1YpOTlZb775prEtISFBkrR9+3YdOHBAY8aM0Z49e7Ry5UqVL1/eXKECAACkQzEPs7Kzs1Pr1q21efNmbd68WQsXLjTpP378uAICAlSxYkVJynDKexpnZ2dZW1vr7NmzatCggSQpOTlZf/31lxwdHf81loiICNWtW9e47I0bN3T9+vUMx965c0dFixZV8+bN1bx5c7Vr107vvPMOxTxgQYYOHar333/fpO2zzz6TJA0bNkzbtm3Tjz/+qHXr1snZ2dkcIQIAADwS18zD7Pz9/bV8+XI5OjrKxcXFpM/FxUURERFKSkrSsWPHtGHDBkkyFtn29vaKjo5WbGysChcurDZt2mjixIm6du2aEhMTNWnSJL399tuZeoyUs7OzLly4oNjYWF2+fFljx46Vk5OT8W74/9S5c2fNnTtXDx48UHJysn777TdVqFAhG/YGgNxStGhRlSlTxuSnQIECKlCggMqUKaPFixfr/v37atWqlTw8PEx+0p6qAQAAYC6cmYfZeXl5KV++fOmm2EvSBx98oCFDhqh+/fry9PTUhAkTJEn9+vXT4sWL9dprr2nEiBF6+eWXtXfvXo0cOVKhoaFq27atrK2t5eXlpZkzZ2bqMVJdunTRwYMH1aRJEzk7O2vUqFE6ceKEpkyZolKlSpmMnTJlikaPHq1Zs2bJ1tZWHh4emjhxYvbsEABm8/nnnxv/vWDBAvMFAgAA8C+sDJk5ZQkgW0VERCjufpJ+vHDf3KEAFsHluUJ672Uvc4fxTEhISNDp06fl7u4uBwcHc4fzzCIPeQe5yBvIQ95BLrJfRESEpL/vy5UVTLMHAAAAAMDCUMwDAAAAAGBhKOYBAAAAALAwFPMAAAAAAFgYinkAAAAAACwMxTwAAAAAABaG58wDZmJjbSWX5wqZOwzAIjgW5dE3AAAA/0QxD5iJnbXUx7ea8ufPb+5QnmmJiYmKjIxUpUqVyIUZkQcAAICsYZo9YCYGg0GpqanmDuOZl5qaqoSEBHJhZuQBAAAgayjmAQAAAACwMBTzAAAAAABYGIp5AAAAAAAsDMU8AAAAAAAWhmIeMBMrKytZW3MImpu1tbUcHBzIBQAAACwKj6YDzCQhOVVDFu82dxhIs+eyuSOwOBVKFdEHHeqbOwwAAIBnEsU8YCYPU1L1+5Xb5g4DAAAAgAViXikAAAAAABaGYh4AAAAAAAtDMQ8AAAAAgIWhmAcAAAAAwMJQzAMAAAAAYGEo5gEAAAAAsDAU8wAAAAAAWBiKeeRJnTp1UlhYWI6/zsyZM/XWW29lauzQoUMVHBycwxEBOH/+vPr3768GDRrI29tb7dq104oVK4z9N27c0KBBg1SnTh15e3srMDBQFy9eNGPEAAAAuY9iHjmmW7dumjhxollj2LJly2P/yO/Xr58WL16cixEBeJwHDx6oR48eKlasmDZv3qyDBw+qZ8+eGjlypH755Rc9fPhQvXr1ko2NjbZu3aqff/5ZZcuW1YwZM8wdOgAAQK6yNXcAQE6aNm2ahgwZogoVKpg7FACZcP/+fb3//vtq1aqVChcuLEnq2LGjPv/8c506dUrx8fG6cuWKvvvuOzk4OEiSxo4da86QAQAAzIIz88hx0dHRcnNz0549e+Tv7y8vLy917txZ0dHRxjEzZsxQ48aN5ePjk+4M2/+e4T9//rzc3NyMy3///fdq2bKlvLy81LRpU82fP1+S1L59e507d079+vXTsGHDjHEsXbpU9evX1/r16xUWFqZOnToZ17127Vq1adNG3t7eatasmZYuXZrhNt28eVPvvvuufHx8VLt2bfXs2VNRUVHZts+AZ1WxYsUUEBBgLOTv3r2refPmKTU1VS1atND+/ftVrVo1zZ8/X76+vmrQoIGCg4N148YNM0cOAACQuyjmkWsWLlyor776Sjt27FBCQoK+/vprSdLu3bs1Z84cTZ06VTt37pTBYNDvv/+eqXVeu3ZNY8aM0bRp03Ts2DGFhYXpq6++0qlTp7R27VpJf18X/9lnnxmXOXjwoMLDw9W2bVuTdUVFRSkkJEQjRozQr7/+qnHjxik0NFRnzpxJ97pTp05V0aJFtXPnTu3evVvly5fX+PHjn3TXAMhAo0aNVLduXa1atUpz5sxR1apVdfXqVR0/flwPHz7Upk2btHTpUl24cEEDBw40d7gAAAC5imIeuaZLly5ydHRUsWLF1LhxY50/f16StHXrVvn6+qpOnTqyt7fXO++8Izs7u0yt8969e0pNTTVOt61Zs6b27dun6tWrP3IZf39/FSpUSFZWVibtLi4u2r9/vxo1aiQrKys1bNhQJUqU0MmTJ9OtIy4uTvny5ZOdnZ0cHBw0atQoTZ8+PbO7AkAm7N27V4cOHVLnzp3Vq1cvHThwQAaDQYUKFdLAgQPl4OCgypUrKzg4WIcPH+YmeAAA4JlCMY9c4+LiYvx3gQIF9ODBA0lSTEyMSV++fPlMfn+cKlWqqEOHDmrdurXefvttzZ8/X7GxsY9dxsnJKcN2Kysrfffdd/Lz81OtWrXk4eGhGzduKCkpKd3YXr166eeff1bz5s318ccf68CBA5mKF0DWFClSRD169JCPj4+++eYblS5d2jgFP025cuUkian2AADgmUIxj1zzv2fC0yQlJenhw4cmbampqY9czz/7rKysFBoaqg0bNuiFF17Qpk2b1KZNm8dev25jY5Nh+8qVKzVnzhyNHTtWR48eVUREhMqUKZPhWA8PD4WHh2v48OEyGAzq378/0+yBbLBr1y41adJEcXFxJu3JycmytbU13i/j9u3bxr5Lly5JUqa/BAQAAHgaUMzD7EqXLq1r164Zf09KSjIpxu3s7JSYmGj8Pe0Pd+nvwj4uLk4VKlRQYGCgVqxYoapVq2rr1q1ZjiMiIkJ169ZVgwYNZGNjoxs3buj69esZjr1z547y5cun5s2bKzQ0VLNmzdKyZcuy/JoATHl6eiolJUWjRo3SrVu3lJSUpPXr12vfvn1q1aqV/P39VaRIEY0ePVqxsbGKjo7WlClT1KxZs0d++QYAAPA0opiH2fn6+mr37t06fvy4EhMTNX36dJOz7xUrVtS+ffsUGxurGzdumBTNGzduVEBAgC5cuCBJunz5smJiYlS+fHlJkr29vS5evKh79+79axzOzs66cOGCYmNjdfnyZY0dO1ZOTk6KiYlJN7Zz586aO3euHjx4oOTkZP322288/g7IBkWKFNHChQuVmJiol19+WT4+Ppo7d67GjBmjV155RUWLFtW3336rO3fuqEmTJnr11VdVq1YtffHFF+YOHQAAIFfxnHmYXevWrXX27FkFBQUpJSVF3bp1k5eXl7E/MDBQJ0+elK+vr8qXL6+QkBDt3LlTktS2bVudO3dOPXr0UFxcnEqWLKmAgAD5+flJ+rvonjBhgvbu3avhw4c/No4uXbro4MGDatKkiZydnTVq1CidOHFCU6ZMUalSpUzGTpkyRaNHj9asWbNka2srDw8Pk8fnAXhylStX1syZMx/Z//zzz2vBggW5FxAAAEAeZGUwGAzmDgJ41kREROjW3fv6fBt334blcnUqrmm9/LJlXQkJCTp9+rTc3d2NT6eAeZCLvIE85B3kIm8gD3kHuch+ERERkv6+L1dWMM0eAAAAAAALQzEPAAAAAICFoZgHAAAAAMDCUMwDAAAAAGBhKOYBAAAAALAwFPMAAAAAAFgYnjMPmImtjbVcnYqbOwzgiVUoVcTcIQAAADyzKOYBM3HIZ60JbzVW/vz5zR3KMy0xMVGRkZGqVKkSuQAAAIDFYJo9YCYGg0GpqanmDuOZl5qaqoSEBHIBAAAAi0IxDwAAAACAhaGYBwAAAADAwlDMAwAAAABgYSjmAQAAAACwMBTzgJlYWVnJ2ppDEAAAAEDW8Wg6wEzuJT5Uz8++N3cYZlfVuYTG9mlp7jAAAAAAi0IxD5hJ8sMUnYyMMXcYAAAAACwQc3wBAAAAALAwFPMAAAAAAFgYinkAAAAAACwMxTwAAAAAABaGYh4AAAAAAAtDMQ8AAAAAgIWhmAcAAAAAwMJQzOOpc/nyZXl4eCgyMlKS5Obmpp07d0qSWrZsqZUrV2a43OP6YJmio6PVvXt3ubm56fz5848cN2fOHHl7eys6OjoXowMAAACeHMU88rxmzZrpu+++S9e+c+dOubm5SZL27duniIgISZKzs7MiIiJUqVKldMts3rxZAQEBkqSoqCht2rQpwz5Yvq1bt6pTp05ydnZ+7Lhdu3bp4MGDuRQVAAAAkD0o5vFUWLBggU6cOJGlZbZs2aLNmzfnUEQwtzt37mjx4sXy9/d/5Jjbt29rzJgxev3113MvMAAAACAbUMzD4gUFBWnHjh0aO3asevTooejo6EdOq047yz9v3jxNnDhRmzZtkoeHh1JSUkxmAKSmpmratGny8/OTp6enOnbsqCNHjhjX8/3336tly5by8vJS06ZNNX/+/FzbXmROQECAKleu/Ngxo0aNko+Pj+rUqZNLUQEAAADZw9bcAQD/1ezZs9WsWTP17t1bXbp0ydR1z4GBgTp37pwePHigyZMnp+v/9ttvtWHDBn399ddycnLS8uXL1bdvX+3YsUNxcXEaM2aMli9fLjc3N504cUKBgYFq0KCBqlevnhObiBywfv16/frrr1q5cqWOHTtm7nAAAACALOHMPJCBVatWqWfPnqpYsaLs7OzUrVs3FSlSRDt27NC9e/eUmpoqBwcHSVLNmjW1b98+CnkLEhMTo9DQUIWGhqpIkSLmDgcAAADIMop5IAOXLl3SuHHj5OHhYfy5evWqrl69qipVqqhDhw5q3bq13n77bc2fP1+xsbHmDhlZMHz4cDVr1kwvvfSSuUMBAAAAngjT7JHn5cuXT4mJiena7927J3t7+xx5zfz582vs2LFq2bJlhv2hoaHq1auXtm3bpk2bNmnu3LlasWKFypUrlyPxIPtcvnxZu3btUuHChRUeHi5JSk5OliS99tpr6t27t3r37m3OEAEAAIB/xZl55HmVKlXSyZMn07UfPXpUrq6uOfKa5cqV09mzZ03a0q7FT01NVVxcnCpUqKDAwECtWLFCVatW1datW3MkFmSvMmXK6JdfftH69ev1448/atmyZRoyZIikv58336VLFzNHCAAAAPw7innkeb169dKmTZu0bNkyJSQkKCEhQatXr9by5cs1dOhQSZK9vb0uXbqku3fvZnq99vb2unr1quLi4vTw4UOTvs6dO2vJkiU6duyYUlJStHHjRr3yyiu6cuWKNm7cqICAAF24cEHS32d6Y2JiVL58+ezbaPxnLVu2lIeHhwIDAyVJHTp0kIeHh3r37q0yZcoYfxwdHVWsWDFJUsmSJVWoUCEzRg0AAABkDtPskefVrVtXixYtUlhYmPHO81WrVlVYWJjq1q0rSerUqZOmTJmivXv3asaMGZlab7t27bRp0yY1bdpU69atM+l7/fXXdfXqVfXv31/37t1T5cqVNX36dDk5Oals2bI6d+6cevToobi4OJUsWVIBAQHy8/PL3g3Hf7J58+ZMjy1VqpSOHj1qvKkhAAAAkNdZGQwGg7mDAJ41ERERun77ngZ+vd/coZhdjUqOWjb6TbO9fkJCgk6fPi13d3eKeTMiD3kHucgbyEPeQS7yBvKQd5CL7BcRESFJ8vDwyNJyTLMHAAAAAMDCUMwDAAAAAGBhKOYBAAAAALAwFPMAAAAAAFgYinkAAAAAACwMxTwAAAAAABaG58wDZpLP1kY1KjmaOwyzq+pcwtwhAAAAABaHYh4wk0L5bbVg2GvKnz+/uUMBAAAAYGGYZg+YicFgUGpqqrnDAAAAAGCBKOYBAAAAALAwVgaDwWDuIIBnza+//iqDwaB8+fLJysrK3OE80wwGg5KTk8mFmZGHvINc5A3kIe8gF3kDecg7yEX2S0pKkpWVlWrXrp2l5bhmHjCDtDc+3gDNz8rKSnZ2duYO45lHHvIOcpE3kIe8g1zkDeQh7yAX2c/KyuqJ6gLOzAMAAAAAYGG4Zh4AAAAAAAtDMQ8AAAAAgIWhmAcAAAAAwMJQzAMAAAAAYGEo5gEAAAAAsDAU8wAAAAAAWBiKeQAAAAAALAzFPAAAAAAAFoZiHshFV65cUUhIiBo3bqyaNWuqSZMmGjNmjO7cuWPu0J5aUVFRGjp0qF544QXVrFlTfn5+Cg4OVmRkZLqxv//+u/r37y8fHx/VrFlTLVq00OTJk/XgwQMzRP70Cw4Olpubm8LCwkzaOU5y3po1a9SxY0d5enrKx8dHffv21ZkzZ9KN45jIWfv371fv3r3l4+OjGjVqqFGjRurfv78iIiJMxpGH7HX37l0NGTJEbm5ueu+99zIck5V9fvjwYQUGBqpu3bqqWbOm2rRpo3nz5ik1NTWnN8WiZSYPZ86c0YABA+Tj46NatWqpVatWGjFihK5fv55uLHl4cpnJxT+lpKSoc+fOcnNz0/fff5+un/es3GNr7gCAZ8Vff/2lN954QwaDQYMGDVLFihV15swZTZ48WUeOHNHKlStlZ2dn7jCfKn/88Yc6d+6swoUL67333lPlypV16tQpzZgxQ3v37tWaNWtUtmxZSdL58+fVuXNnOTo66pNPPlGZMmV0+PBhhYWF6dSpU5o7d66Zt+bpsn79em3cuDFdO8dJzps2bZpmzJihjh07KiQkRNevX9ekSZPUtWtXrVixQlWqVJHEMZHTwsPD9e6776pGjRoaNWqUSpUqpejoaM2aNUtvvvmmlixZolq1apGHbLZ3714NGzZMBoPhkWOyss8PHDigwMBA1ahRQ+PHj1fRokW1Y8cOffHFF7p06ZJGjx6dG5tlcTKTh7R9W7FiRX300UcqW7asDh8+rNmzZ2vfvn1au3atChYsaDKWPGRdZnLxv77++msdPXo0wz7es3KZAUCuCA0NNbi6uhoOHTpk0r527VqDq6urYdGiRWaK7OnVr18/g5ubm+GPP/4waf/hhx8Mrq6uhkmTJhnbgoKCDDVq1DBcunTJZOysWbMMrq6uhvDw8FyJ+Vlw7do1Q7169QzvvvuuwdXV1TBt2jRjH8dJzvr9998N7u7uhpCQEJP2Y8eOGfz8/AzLly83tnFM5Kz/9//+n8HV1dVw+fJlk/aDBw8aXF1dDSNGjDAYDOQhO12/ft3g5uZmGDlypOHcuXMGV1dXw4ABA9KNy8o+b9eunaF+/fqGuLg4k7EjRowwuLq6Gs6cOZMzG2PBMpuHDh06GLy9vQ23bt0yaZ8+fbrB1dXVsGLFCmMbeXgymc3FP50+fdpQo0YN42f46tWrTfp5z8pdTLMHcslPP/2kihUrqm7duibtrVq1koODgzZs2GCmyJ5eb7zxhr788kvjmcY0Hh4ekqTo6GhJ0r1797Rz5075+PioXLlyJmNfe+01SSI/2cRgMOijjz5SoUKFNGDAgHT9HCc5a/Xq1UpJSVHv3r1N2j09PbV161Z16tRJEsdEbkibYVKgQAGT9rQzjfb29uQhm9na2mr69OkaM2aM8ufPn+GYrOzz8+fP6+zZs2rZsqUKFy6c4diMZiA96zKTB0nq16+fvvzySz333HMm7TVr1pT0f5/h5OHJZTYXaZKSkvThhx/K3d1dXbt2TdfPe1buo5gHckFMTIxu3rypatWqpevLly+fcfo313VlL19fX7Vt2zZd+7lz5yTJ+EFz9uxZPXz4UG5ubunGli5dWsWLF093DSuezNKlS7Vnzx6NGzfOWLSk4TjJeYcOHdJzzz2X7guu/8UxkfN69uwpOzs7jRw5UleuXFFKSoouXbqkCRMmqHDhwurSpQt5yGbFixeXn5/fY8dkZZ+fPHlSkjIcm9Z24sSJ/xr2UyczeZCkl19+WU2bNk3X/scff0iSXFxcJJGH/yKzuUgzefJkXbx4UZ9//rmsrdOXkbxn5T6KeSAX3LhxQ5JUokSJDPtLlCihxMRExcXF5WZYz6S//vpLEyZMUKFChdStWzdJ0s2bNyU9Pj9pOcSTi4yM1BdffKGuXbuqYcOG6fo5TnJeVFSUypYtq6NHj6pHjx6qXbu2PD099dZbb+nIkSPGcRwTOa9BgwZaunSpzp07p6ZNm6p69epq0aKF7t69a7x3AXnIfVnZ548b6+DgoAIFCmR4ozY8ucjISM2ePVvOzs5q3769JPKQWw4dOqQFCxZo4MCBj/xCmPes3EcxD+SCxMRESX+fXcxI2nTLtHHIGTExMQoMDFRMTIwmTZpk/LC5f/++pMfnh9z8NykpKQoJCVGpUqU0ePDgDMdwnOS8+Ph43bhxQx9++KFat26tefPmafTo0bp27Zq6du2qbdu2SeKYyA1//PGH3n//fVlZWWn8+PFasWKFvvzyS8XFxSkoKEgXL14kD2aQlX1OfnLX+fPnFRgYqJSUFIWFhcne3l4SecgN9+7d09ChQ+Xl5aWePXs+chy5yH3czR7IBWnXISUnJ2fYn5SUJCn9tZPIPidPnlTfvn119+5dzZo1S76+vsa+tP3+uPyQm/9m9uzZioiI0KJFix65LzlOcp6NjY2uX7+uZcuWydvbW5Lk7e0tb29vtW3bVmFhYfLz8+OYyAXDhw/X7du3tW3bNuMXi56enqpTp45efvlljR07Vq+//rok8pCbsvJ/n+Mk9+zevVsDBw6Uvb29Fi5cqBo1ahj7yEPO+/TTT3Xr1i3Nmzcvw+n1achF7uPMPJALHB0dJf3f9KP/df36dTk4OKS7cQuyR3h4uLp27Sp7e3stX77cpJCXMpeftDHIupMnT2rWrFl666235O7urvj4eMXHxxu/nU9OTlZ8fLxKliwpieMkJ5UsWVL29vby8vIyaa9QoYIqVapkvN6RYyJnxcfH67fffpOXl1e66ahly5bV888/r0OHDql06dKSyENuysr//ceNvXv3ru7fv09+ssGyZcvUp08fVahQQatWrTLeAC8NechZ4eHhWr16tQYOHKhSpUql+wxPSkpSfHy8UlJS+OwwA4p5IBeUKlVKZcqU0alTp9L1JSYm6vz58/Lw8Hjst514Mjt27NB7772nmjVrauXKlXJ1dU03xs3NTXZ2dhnmJyoqSnFxcfL09MyNcJ9K4eHhSk5O1sKFC1W7dm3jT9rNCb/66ivVrl1be/fu5TjJYTVq1NCDBw907969dH0pKSmysbGRtbU1x0QOe/DggQwGgx4+fJhhf1JSkpKSklStWjXykMuy8n8/7ckoGY1Nu+Ea+flvVqxYoVGjRqlFixZasmSJypYtm24MechZW7ZskSR99tlnJp/hffr0kSR98sknql27tg4fPsxnhxnwFxGQS9q3b6+oqCjt37/fpP2HH35QUlKS/P39zRPYUyztmlQvLy99/fXXKlasWIbjChQooBYtWujQoUO6ePGiSd/y5cslifz8Bx07dtSSJUvS/UydOlXS34+rWbJkiZo0acJxksM6dOggSVq1apVJ+/nz5/Xnn3+qdu3asra25pjIYc8995xcXFwUERGR7gzW5cuXFRkZqVq1apEHM8jKPi9fvry8vLy0detWxcbGmoxdsWKFbGxs1K5du1yJ+2m0b98+ffLJJ2rdurUmT578yEenkYecFRQUlOFn+IgRI0z6q1evznuWGXDNPJBL+vTpo02bNumDDz7QoEGDVKlSJR0/flxTpkxR/fr1eXPLAaGhoUpOTlbPnj2Nj6P7Jzs7O+PjUz744APt3btXffr00fvvvy9HR0ft2bNH8+fPV4cOHeTj45Pb4T81nJyc5OTklK497RnBTk5OxufKc5zkLD8/P/n5+WnixIm6e/euGjVqpKioKIWFhcnGxkbBwcHGsRwTOWvYsGEaMGCAunfvrnfeeUflypXTtWvXNHXqVFlZWemDDz6QRB6yU0xMjPGu5ml31I6NjTU+KivtMyEr+3z48OHq1q2bevXqpaCgIBUpUkQ//fSTNm7cqH79+qlChQq5v6F5XGbyULVqVY0aNUr58+dX586djY+f+6eCBQuqcuXKksjDk8rsMVGxYsV0y6akpEj6+zKttM9wifes3GZlMBgM5g4CeFbcuHFDU6ZM0S+//KI7d+7I0dFRbdq0Ub9+/bghSA7I6Dmn/+Ts7Kzw8HDj73/++aemTJmiffv2KT4+XuXKldOrr76qwMBA2djY5HS4z5zo6Gg1b95c/fv314ABA4ztHCc5KykpSfPnz9eaNWsUHR2tggULqm7dunr33XdVvXp1k7EcEznryJEjmjt3ro4ePap79+6pSJEiqlOnjoKCgkyuCyYP2SMsLEzTp09/ZP8/PxOyss8jIiIUFhamX3/9VQ8ePFCVKlXUtWtXBQQE5Oj2WKrM5GHhwoVq3rz5Y9dTv359LVq0yPg7eci6rBwT/+vAgQPq3r27PvvsM7322msmfbxn5R6KeQAAAAAALAzXzAMAAAAAYGEo5gEAAAAAsDAU8wAAAAAAWBiKeQAAAAAALAzFPAAAAAAAFoZiHgAAAAAAC0MxDwAAAACAhaGYBwAAAADAwlDMAwAAAABgYSjmAQDAU+nBgwdasmSJunfvLh8fH9WsWVONGzdW586d9c033+jevXs5HkO3bt3k4eGR46/zJIYOHSo3NzdFR0ebOxQAwBOwMhgMBnMHAQAAkJ0uXryooKAgRUVF6bXXXpOvr6+KFy+umJgYhYeH66effpKTk5Nmz56tKlWq5Fgc3bp107FjxxQREZFjr5EZixYt0jfffKPw8HBjW3R0tG7fvi03NzfZ2dmZMToAwJOwNXcAAAAA2en+/fvq06ePrl+/rsWLF8vLy8ukv02bNmrXrp369u2r4OBgrV69Wvny5TNPsLlk//796dpcXFzk4uJihmgAANmBafYAAOCpsnz5cv3555/q379/ukI+TZMmTTR+/HiNHj1atrb/d27jyJEjCgoKMk7Lb9asmYYMGaKoqCiT5e/fv6+pU6eqTZs28vb2Vu3atdW+fXt9/fXXSk1NTfd6d+/e1fDhw9WwYUPVrFlTbdq00caNG/91W8LCwuTm5qb9+/crMDBQnp6e2r59u7F/zZo1euONN+Tt7S1PT0+1atVKkydPNrmEwM3NTdu2bdPly5fl5uambt26Scp4mn1KSormzZun9u3by9PTU56enmrfvr3mzZunlJSUf40XAJB7ODMPAACeKlu2bJG1tbUCAgIeO65du3Ymvx8/flw9evRQlSpVFBoaqhIlSuj06dP68ssvdeTIEf34448qVKiQJOnjjz/W1q1bFRwcrBo1aig5OVnbt2/XxIkTdevWLYWEhJise+DAgfLy8tLkyZN15coVTZw4UYMHD5abm1umpvlPmTJFPj4+GjBggMqXLy9J+vbbb/Xpp5+qZcuWGjBggOzs7BQeHq7Zs2crMjJS06ZNkyStWrVKffv2lSTNmjVLBQsWfOTrhISEaN26deratasGDx4sKysrhYeHa8KECbpw4YLGjRv3r7ECAHIHxTwAAHiq/PHHH3J2dlaRIkWytNyff/6phg0b6oMPPlC1atUkSXXq1NHly5c1f/58HT58WC+99JIkafv27WrUqJF69OhhXL5hw4Z6/vnn003ZT0pK0osvvqiePXsa2+7cuaPx48fr0KFDmSrmixUrpuDgYJO2W7duqUmTJvryyy+Nr1m/fn0dOnRIW7ZsUXx8vAoWLCgPDw/jNfGPuxnf8ePHtW7dOrVv314ff/yxsf3FF1/U1atXtWrVKgUGBqpy5cr/Gi8AIOcxzR4AADxV0orYrGrfvr3mzp1rLOTTpBWvly9fNraVLVtW+/fv1/fff6/4+Hhje0BAgPz9/dOtu3Xr1ia/lytXTtLfBXlmvPjii+naBg0apDlz5qT78qBy5coyGAy6evVqptadZvfu3ZKkVq1apetr0aKFpIyvvQcAmAdn5gEAwFOlcOHCio2NzfJyycnJWrJkiTZu3KiLFy8qNjZW/3zozz//HRYWpoEDB2rYsGEaOXKkqlevroYNG6pDhw4Znml3dHQ0+T3tOv2Mrq/PSOnSpdO13bx5U9988422b9+uq1evKiEhwaQ/s+tOc+3aNUl/f1Hxv9Lij4mJydI6AQA5h2IeAAA8Vdzd3bV3715du3ZNZcqUyfRyQ4cO1fr169WsWTP16dNHjo6OsrW11c8//6ywsDCTsRUrVtSaNWt0/Phx7d27V/v379e8efM0d+5cjRgxQl27ds3WbfrnTfokKTExUV26dFF0dLR69OghX19fFS1aVNbW1po6darJTfIyy8rKSpLplxaPGgMAMD+m2QMAgKdK2pT2RYsWPXbc/Pnz9fHHHys2Nlb37t3Thg0b5O7urpkzZ8rPz08eHh5yd3d/7Dpq1aqloKAgLViwQNu3b1fVqlX1+eefKykpKdu2JyP79u3TpUuX1LVrVw0dOlSNGjVSjRo15O7unu4MfWY5OztLUobT89PanJycnjxoAEC2opgHAABPFX9/f7m5uWnBggUKDw/PcEx4eLgmT56sM2fOqGDBgkpNTZXBYFDx4sVNzj7HxsZq5cqVkqSHDx9KkiIjIzVixAidOXPGZJ2lS5dWvXr1lJSUZHIdfU5Ie0xciRIlTNqPHTumw4cPm4xJkxb/o/j6+kqSNmzYkK4v7QkBjRo1euKYAQDZi2n2AADgqWJnZ6fZs2frnXfeUb9+/dS2bVu9/PLLKlWqlGJiYrRt2zZt3LhRnp6eCgsLk62trYoUKaKaNWvqwIEDWrBggWrVqqXIyEjNnj1bb775piZNmqTt27fL09NTbm5u2rFjh3bv3q2goCBVrVpVknTixAn98MMPevHFF1W8ePEc3UYvLy85ODhoyZIlqlixokqVKqVDhw7phx9+0FtvvaVvv/1WP/74o+zs7FSlShU5Ojrq6NGjWrJkiUqXLm28od0/VatWTZ06ddKKFStUokQJNWvWTMnJydqyZYt27typwMBAubi45Oh2AQAyj2IeAAA8dZycnLR69WqtWrVKmzZt0scff6z4+HiVKFFCFStW1Oeff642bdqY3Al+ypQpGjdunGbOnKmHDx+qRo0aGjdunOrVq6cTJ07ol19+0UcffaSffvpJq1at0owZMzRnzhzdvHlT+fLlk5OTk7p376533nknx7evZMmSmjlzpiZOnKhhw4apQIECatCggb755hvZ2trqwIEDWrx4seLj4xUaGqr33ntPw4cP16effqrnn38+w2JekkaPHq0qVapo9erVWr58uWxsbFSlShWNHTtWAQEBOb5dAIDMszI87i4nAAAAAAAgz+GaeQAAAAAALAzFPAAAAAAAFoZiHgAAAAAAC0MxDwAAAACAhaGYBwAAAADAwlDMAwAAAABgYSjmAQAAAACwMBTzAAAAAABYGIp5AAAAAAAsDMU8AAAAAAAWhmIeAAAAAAALQzEPAAAAAICF+f9hdSnGsWJQOwAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* The `Information Technology` sector has the highest average cash ratio (149.82), while the `Utilities` sector has the lowest average cash ratio (13.63)."
      ],
      "metadata": {
        "id": "eS2dVDdzvv77"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**5. P/E ratios can help determine the relative value of a company's shares as they signify the amount of money an investor is willing to invest in a single share of a company per dollar of its earnings. How does the P/E ratio vary, on average, across economic sectors?**"
      ],
      "metadata": {
        "id": "8BaysrWohnpt"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "labled_barplot(data=df, feature='P/E Ratio', fmt=\"{:.1f}\", rnd=2,\n",
        "                    title='Average P/E Ratio by GICS Sector',\n",
        "                    figsize=(10, 5), ylabel='P/E ratio',\n",
        "                    groupby='GICS Sector', orient='v')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 495
        },
        "outputId": "eed5a230-2c60-4889-c99a-59622bbd1ed4",
        "id": "e0p4rQkjvv8D"
      },
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* The `Energy` sector has the highest average P/E ratio (72.9), while the `Telecommunications Services` sector has the lowest average P/E ratio (12.2)."
      ],
      "metadata": {
        "id": "2lCruAjvvv8D"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pVn5toJ7MKte"
      },
      "source": [
        "## Data Preprocessing\n",
        "\n",
        "- Duplicate value check\n",
        "- Missing value treatment\n",
        "- Outlier check\n",
        "- Feature engineering (if needed)\n",
        "- Any other preprocessing steps (if needed)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Duplicate value check**\n"
      ],
      "metadata": {
        "id": "n6KyTbFjwzT6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.duplicated().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Csz6WIghwySv",
        "outputId": "7ca05757-0f4b-45b8-b4c7-4fa8d1070a95"
      },
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "metadata": {},
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* There are no duplicate values in the dataset"
      ],
      "metadata": {
        "id": "R67CMKRbxO9o"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Missing value treatment**"
      ],
      "metadata": {
        "id": "262N5VrsxDH7"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.isna().sum().sum()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "aDJp3OW6wyWA",
        "outputId": "66c9aec3-bd15-4b5a-e32b-5b6d5c3ed549"
      },
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "metadata": {},
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* There are no missing (Null, NA) values in the dataset"
      ],
      "metadata": {
        "id": "IxlPjfLfxPtR"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Outlier check**"
      ],
      "metadata": {
        "id": "MF4noHvpxDqb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# outlier detection using boxplot\n",
        "numeric_columns = df.select_dtypes(include=[int, float]).columns.tolist()\n",
        "\n",
        "plt.figure(figsize=(12, 10))\n",
        "\n",
        "for i, variable in enumerate(numeric_columns):\n",
        "    plt.subplot(4, 4, i + 1)\n",
        "    plt.boxplot(df[variable], whis=1.5)\n",
        "    plt.tight_layout()\n",
        "    plt.title(variable)\n",
        "\n",
        "plt.show();"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 769
        },
        "id": "RJNm4LJAwyZH",
        "outputId": "79c31141-ca5b-413c-df9f-58003d43b405"
      },
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x1000 with 11 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* There are quite a few observations at the extremes of each variable, which could be considered outliers. \n",
        "* However, we will not remove all such data points, as they represent genuine trends."
      ],
      "metadata": {
        "id": "lJZuVx8QxQNH"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Feature engineering (if needed)**\n"
      ],
      "metadata": {
        "id": "H0kiH6LGxEVb"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        ">Wrong data\n",
        "* Wrong data refers to data that is incorrect, inaccurate, or does not reflect reality.\n",
        "* Such data may have been inputted incorrectly, or there may have been errors in processing or recording the data. Wrong data can lead to incorrect analysis and decision-making.\n",
        "* Therefore, it is important to carefully check the data to ensure that it is accurate before using it for any decision-making purposes.\n",
        "\n",
        "* For this particular project, no feature engineering is required as the dataset is adequately prepared for analysis."
      ],
      "metadata": {
        "id": "6Jzam3f3xQyB"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Any other preprocessing steps (if needed)**"
      ],
      "metadata": {
        "id": "9RR5bqLixMCt"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "- **Scaling the dataset before clastering**\n",
        "\n",
        ">*Since K-means clustering is distance-based, it is essential to scale our features to have a similar range. Standardization (subtracting the mean and dividing by the standard deviation) or normalization (scaling values between 0 and 1) are common scaling techniques.*\n",
        "\n",
        "**Standardization** method will be used for our task."
      ],
      "metadata": {
        "id": "3iDFFPMRAwqJ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Scaling the dataset before clastering\n",
        "num_col = df.select_dtypes(include='number').columns\n",
        "scaler = StandardScaler()\n",
        "subset = df[num_col].copy()\n",
        "subset_scaled = scaler.fit_transform(subset)"
      ],
      "metadata": {
        "id": "3hBL2cNiAw7J"
      },
      "execution_count": 38,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Creating a dataframe from the scaled data\n",
        "subset_scaled_df = pd.DataFrame(subset_scaled, columns=subset.columns)"
      ],
      "metadata": {
        "id": "ZPS576qdBuDv"
      },
      "execution_count": 39,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "subset_scaled_df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "zTnMjVd5CEHP",
        "outputId": "ede5dfc6-2cf0-4c39-9653-5998789dc2b8"
      },
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   Current Price  Price Change  Volatility       ROE  Cash Ratio  \\\n",
              "0      -0.393341      0.493950    0.272749  0.989601   -0.210698   \n",
              "1      -0.220837      0.355439    1.137045  0.937737    0.077269   \n",
              "2      -0.367195      0.602479   -0.427007 -0.192905   -0.033488   \n",
              "3       0.133567      0.825696   -0.284802 -0.317379    1.218059   \n",
              "4      -0.260874     -0.492636    0.296470 -0.265515    2.237018   \n",
              "\n",
              "   Net Cash Flow  Net Income  Earnings Per Share  \\\n",
              "0      -0.339355    1.554415            1.309399   \n",
              "1      -0.002335    0.927628            0.056755   \n",
              "2       0.454058    0.744371            0.024831   \n",
              "3      -0.152497   -0.219816           -0.230563   \n",
              "4       0.133564   -0.202703           -0.374982   \n",
              "\n",
              "   Estimated Shares Outstanding  P/E Ratio  P/B Ratio  \n",
              "0                      0.107863  -0.652487  -0.506653  \n",
              "1                      1.250274  -0.311769  -0.504205  \n",
              "2                      1.098021  -0.391502   0.094941  \n",
              "3                     -0.091622   0.947148   0.424333  \n",
              "4                      1.978399   3.293307   0.199196  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-4e91b6d9-0907-4dd2-82ba-0c73c7f214c2\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Current Price</th>\n",
              "      <th>Price Change</th>\n",
              "      <th>Volatility</th>\n",
              "      <th>ROE</th>\n",
              "      <th>Cash Ratio</th>\n",
              "      <th>Net Cash Flow</th>\n",
              "      <th>Net Income</th>\n",
              "      <th>Earnings Per Share</th>\n",
              "      <th>Estimated Shares Outstanding</th>\n",
              "      <th>P/E Ratio</th>\n",
              "      <th>P/B Ratio</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-0.393341</td>\n",
              "      <td>0.493950</td>\n",
              "      <td>0.272749</td>\n",
              "      <td>0.989601</td>\n",
              "      <td>-0.210698</td>\n",
              "      <td>-0.339355</td>\n",
              "      <td>1.554415</td>\n",
              "      <td>1.309399</td>\n",
              "      <td>0.107863</td>\n",
              "      <td>-0.652487</td>\n",
              "      <td>-0.506653</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>-0.220837</td>\n",
              "      <td>0.355439</td>\n",
              "      <td>1.137045</td>\n",
              "      <td>0.937737</td>\n",
              "      <td>0.077269</td>\n",
              "      <td>-0.002335</td>\n",
              "      <td>0.927628</td>\n",
              "      <td>0.056755</td>\n",
              "      <td>1.250274</td>\n",
              "      <td>-0.311769</td>\n",
              "      <td>-0.504205</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>-0.367195</td>\n",
              "      <td>0.602479</td>\n",
              "      <td>-0.427007</td>\n",
              "      <td>-0.192905</td>\n",
              "      <td>-0.033488</td>\n",
              "      <td>0.454058</td>\n",
              "      <td>0.744371</td>\n",
              "      <td>0.024831</td>\n",
              "      <td>1.098021</td>\n",
              "      <td>-0.391502</td>\n",
              "      <td>0.094941</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.133567</td>\n",
              "      <td>0.825696</td>\n",
              "      <td>-0.284802</td>\n",
              "      <td>-0.317379</td>\n",
              "      <td>1.218059</td>\n",
              "      <td>-0.152497</td>\n",
              "      <td>-0.219816</td>\n",
              "      <td>-0.230563</td>\n",
              "      <td>-0.091622</td>\n",
              "      <td>0.947148</td>\n",
              "      <td>0.424333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-0.260874</td>\n",
              "      <td>-0.492636</td>\n",
              "      <td>0.296470</td>\n",
              "      <td>-0.265515</td>\n",
              "      <td>2.237018</td>\n",
              "      <td>0.133564</td>\n",
              "      <td>-0.202703</td>\n",
              "      <td>-0.374982</td>\n",
              "      <td>1.978399</td>\n",
              "      <td>3.293307</td>\n",
              "      <td>0.199196</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-4e91b6d9-0907-4dd2-82ba-0c73c7f214c2')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-4e91b6d9-0907-4dd2-82ba-0c73c7f214c2 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-4e91b6d9-0907-4dd2-82ba-0c73c7f214c2');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* No any other preprocessing steps are needed"
      ],
      "metadata": {
        "id": "AvJSMMI2yIhi"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KNzFis7eEaXj"
      },
      "source": [
        "## EDA\n",
        "\n",
        "- It is a good idea to explore the data once again after manipulating it."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 41,
      "metadata": {
        "id": "4lcDTGi9EZ1M",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "b5b6f4ae-6c2d-43ed-afcc-5202469d6501"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x1200 with 11 Axes>"
            ],
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          },
          "metadata": {}
        }
      ],
      "source": [
        "# Numerical variables\n",
        "plt.figure(figsize=(12, 12))\n",
        "\n",
        "for i, var in enumerate(num_col):\n",
        "  plt.subplot(4, 3, i + 1)\n",
        "  sns.boxplot(data=subset_scaled_df, x=var)\n",
        "  plt.tight_layout(pad=2)\n",
        "\n",
        "plt.tight_layout(pad=2);\n",
        "plt.show();"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Categorical variables**"
      ],
      "metadata": {
        "id": "_pBXIV8N0Yrs"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**`GICS Sub Industry`**"
      ],
      "metadata": {
        "id": "a3LEp1Te0fqv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "labled_countplot(data=df, feature='GICS Sub Industry',\n",
        "                 perc=True, rnd=0,\n",
        "                 figsize=(10, 18), \n",
        "                 ylabel='Number of companies',\n",
        "                 orient='v')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "kHrczzt10fF1",
        "outputId": "a2760286-1307-4119-f0b6-dd58f3d4bd8b"
      },
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x1800 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Let's repeat pairplot analysis on the scaled data**"
      ],
      "metadata": {
        "id": "3a-TD8MgHpq4"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sns.pairplot(subset_scaled_df, diag_kind='kde');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "AzeZ4RQuHkt6",
        "outputId": "a04ca19e-cdab-4193-85c0-0cc1ee4cc27d"
      },
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2750x2750 with 132 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* We observe that the distributions of the standardized data for P/E and P/B ratios exhibit multiple (4-6) modes, indicating the potential presence of at least 4 clusters in the data."
      ],
      "metadata": {
        "id": "g7SMbYzQIv0_"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "g65eWNkmUw55"
      },
      "source": [
        "## K-means Clustering"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Let's use the elbow method to determine the optimal number of clusters for our dataset\n",
        "\n",
        "The steps of the elbow method for determining the optimal number of clusters are as follows:\n",
        "\n",
        "1. Define a range of cluster numbers: Determine the range of potential cluster numbers we want to evaluate. This range typically starts from a minimum of 2 clusters and increases incrementally based on our dataset size and domain knowledge.\n",
        "\n",
        "2. Run clustering with different cluster numbers: Apply the chosen clustering algorithm to our preprocessed dataset using each cluster number in the defined range. Record the clustering performance metric for each run.\n",
        "\n",
        "3. Calculate the clustering performance metric: Use a performance metric to assess the quality of the clustering results for each cluster number.\n",
        "\n",
        "4. Plot the elbow curve: Create a line plot or a line chart where the x-axis represents the number of clusters, and the y-axis represents the corresponding clustering performance metric values. Each point on the plot represents the performance metric for a specific number of clusters.\n",
        "\n",
        "5. Identify the elbow point: Analyze the elbow curve and look for the point where the change in the performance metric starts to level off. The elbow point is typically the number of clusters where the improvement in clustering performance diminishes significantly.\n",
        "\n",
        "6. Determine the optimal number of clusters: Based on the elbow point, determine the optimal number of clusters for our dataset. This is usually the point where the performance improvement becomes less substantial and adding more clusters does not significantly improve the results.\n",
        "\n",
        "**NB**: The elbow method provides a heuristic rather than an exact solution, and the interpretation of the elbow point is subjective. We need to validate the chosen number of clusters using other evaluation technique.\n",
        "\n",
        "*We will add a polynomial trend to simplify finding an inflection point.*"
      ],
      "metadata": {
        "id": "2clThXMBGin6"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 44,
      "metadata": {
        "id": "ZNRiMg0wMKth",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 681
        },
        "outputId": "47502de1-7004-4448-c858-135f5c69574d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Number of Clusters: 1, Average Distortion: 2.5425069919221697\n",
            "Number of Clusters: 2, Average Distortion: 2.382318498894466\n",
            "Number of Clusters: 3, Average Distortion: 2.2683105560042285\n",
            "Number of Clusters: 4, Average Distortion: 2.1822426161442072\n",
            "Number of Clusters: 5, Average Distortion: 2.139205926363256\n",
            "Number of Clusters: 6, Average Distortion: 2.0737104927328227\n",
            "Number of Clusters: 7, Average Distortion: 2.02273631956027\n",
            "Number of Clusters: 8, Average Distortion: 1.9899408536298782\n",
            "Number of Clusters: 9, Average Distortion: 1.9233883300130414\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x550 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "clusters = range(1, 10)\n",
        "meanDistortions = []\n",
        "\n",
        "for k in clusters:\n",
        "    model = KMeans(n_clusters=k, random_state=42)\n",
        "    model.fit(subset_scaled_df)\n",
        "    prediction = model.predict(subset_scaled_df)\n",
        "    distortion = (\n",
        "        sum(\n",
        "            np.min(cdist(subset_scaled_df, model.cluster_centers_, \"euclidean\"), axis=1)\n",
        "        )\n",
        "        / subset_scaled_df.shape[0]\n",
        "    )\n",
        "    meanDistortions.append(distortion)\n",
        "    print(f'Number of Clusters: {k}, Average Distortion: {distortion}')\n",
        "\n",
        "degree = 3  # Degree of the polynomial\n",
        "X = np.array(clusters).reshape(-1, 1)\n",
        "poly_features = PolynomialFeatures(degree=degree)\n",
        "X_poly = poly_features.fit_transform(X)\n",
        "poly_model = LinearRegression()\n",
        "poly_model.fit(X_poly, meanDistortions)\n",
        "y_poly = poly_model.predict(X_poly)\n",
        "\n",
        "plt.plot(clusters, meanDistortions, 'bx-', label='Avg Distortions')\n",
        "plt.plot(clusters, y_poly, 'r--', label='Trend')\n",
        "plt.xlabel('Number of Clusters (k)')\n",
        "plt.ylabel('Average Distortion')\n",
        "plt.title('Selecting k with the Elbow Method', fontsize=14)\n",
        "plt.legend()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* **The appropriate value for $k$ from the elbow curve appears to be 4.**"
      ],
      "metadata": {
        "id": "XPG1qHrdEWOh"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Let's use the elbow method with SSE as a performance metric\n",
        "\n",
        "*The sum of squared distances (SSE) is computed using the inertia_ attribute of the fitted KMeans object and stored in the `sse` list.*"
      ],
      "metadata": {
        "id": "EI_1fXhfOj9U"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Initialize an empty list to store the sum of squared distances\n",
        "sse = []\n",
        "\n",
        "# Perform K-means clustering for each value of k\n",
        "for k in clusters:\n",
        "  kmeans = KMeans(n_clusters=k, random_state=42)\n",
        "  kmeans.fit(subset_scaled_df)\n",
        "  sse.append(kmeans.inertia_)\n",
        "\n",
        "degree = 2  # Degree of the polynomial\n",
        "X = np.array(clusters).reshape(-1, 1)\n",
        "poly_features = PolynomialFeatures(degree=degree)\n",
        "X_poly = poly_features.fit_transform(X)\n",
        "poly_model = LinearRegression()\n",
        "poly_model.fit(X_poly, sse)\n",
        "y_poly = poly_model.predict(X_poly)\n",
        "\n",
        "\n",
        "# Plot the elbow curve\n",
        "plt.plot(clusters, sse, 'bx-', label='SSE')\n",
        "plt.plot(clusters, y_poly, 'r--', label='Trend')\n",
        "plt.xlabel('Number of Clusters (k)')\n",
        "plt.ylabel('Sum of Squared Distances')\n",
        "plt.title('Selecting k with the Elbow Method (SSE)', fontsize=14)\n",
        "plt.legend()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 525
        },
        "id": "LbPL5243NHRd",
        "outputId": "5c4e1255-58bb-42b9-8d67-cf27e0091134"
      },
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x550 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* **The appropriate value for $k$ from the elbow curve appears to be 4 or 5.**"
      ],
      "metadata": {
        "id": "Zto6TccFQopl"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Let's check the silhouette scores"
      ],
      "metadata": {
        "id": "fG4XPcLVEwzO"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "To determine the optimal number of clusters using the silhouette score, we will follow these steps:\n",
        "\n",
        "1. Perform clustering on our dataset with different numbers of clusters. \n",
        "2. Calculate the silhouette score for each number of clusters. The silhouette score will be calculated for each data point in the dataset and then averaged.\n",
        "3. Choose the number of clusters for which the silhouette score is maximum. This will be the optimal number of clusters that best describes our dataset.\n"
      ],
      "metadata": {
        "id": "PbPDkWGWF57X"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sil_score = []\n",
        "cluster_list = list(range(2, 10))\n",
        "for n_clusters in cluster_list:\n",
        "    clusterer = KMeans(n_clusters=n_clusters, random_state=42)\n",
        "    preds = clusterer.fit_predict((subset_scaled_df))\n",
        "    score = silhouette_score(subset_scaled_df, preds)\n",
        "    sil_score.append(score)\n",
        "    print(\"For n_clusters = {}, silhouette score is {}\".format(n_clusters, score))\n",
        "\n",
        "# Plot the silhouette curve\n",
        "plt.plot(cluster_list, sil_score, label='Silhouette score')\n",
        "plt.axhline(y=max(sil_score), color='r', linestyle='--', label='Maximum')\n",
        "plt.xlabel('Number of Clusters (k)')\n",
        "plt.ylabel('Silhouette Score')\n",
        "plt.title('Selecting k with the Silhouette Score', fontsize=14)\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 664
        },
        "id": "7QpClWo7E6si",
        "outputId": "722734cb-6c64-487c-e6fd-ecb31a81a685"
      },
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "For n_clusters = 2, silhouette score is 0.43969639509980457\n",
            "For n_clusters = 3, silhouette score is 0.45797710447228496\n",
            "For n_clusters = 4, silhouette score is 0.45017906939331087\n",
            "For n_clusters = 5, silhouette score is 0.4599352800740646\n",
            "For n_clusters = 6, silhouette score is 0.3985379248608659\n",
            "For n_clusters = 7, silhouette score is 0.3868475076242907\n",
            "For n_clusters = 8, silhouette score is 0.3886929719130642\n",
            "For n_clusters = 9, silhouette score is 0.40581042332267614\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x550 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* **From the silhouette scores, it seems that 4 is a good value of k.**\n"
      ],
      "metadata": {
        "id": "Pt4437frFVZ9"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**SilhouetteVisualizer** method"
      ],
      "metadata": {
        "id": "XmOJN6QTLYmZ"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "To interpret the SilhouetteVisualizer plot:\n",
        "\n",
        "1. **Look for the clusters**: Each bar in the plot represents a data point, and the height of the bar indicates its silhouette coefficient. The silhouette coefficient measures how close a data point is to its own cluster compared to other clusters. The higher the silhouette coefficient, the better the clustering result.\n",
        "2. **Evaluate cluster separation**: The bars are grouped by color, representing different clusters. Examine how well-separated the clusters are. Ideally, we want to see distinct, well-defined clusters with minimal overlap.\n",
        "3. **Assess cluster quality**: Check the average silhouette score, which is represented by a dashed line in the plot. The average silhouette score is a measure of overall clustering quality. A higher score indicates better-defined clusters.\n",
        "4. **Identify problematic clusters**: If we notice clusters with significantly lower silhouette coefficients or clusters that overlap heavily with other clusters, it may indicate potential issues with the clustering algorithm or data.\n",
        "\n",
        "*By analyzing these aspects of the SilhouetteVisualizer plot, we can gain insights into the quality and separation of the clusters in your data.**"
      ],
      "metadata": {
        "id": "Qy7hcje6LYvj"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Finding optimal no. of clusters with silhouette coefficients\n",
        "visualizer = SilhouetteVisualizer(KMeans(4, random_state=42))\n",
        "visualizer.fit(subset_scaled_df)\n",
        "visualizer.show();"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 524
        },
        "id": "QNy5yvt7FdWS",
        "outputId": "b541ef72-4c8e-4169-9302-a172145d818e"
      },
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x550 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Finding optimal no. of clusters with silhouette coefficients\n",
        "visualizer = SilhouetteVisualizer(KMeans(5, random_state=42))\n",
        "visualizer.fit(subset_scaled_df)\n",
        "visualizer.show();"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 524
        },
        "id": "WimG_TjFWx7v",
        "outputId": "03451efa-214c-4c7c-a8c3-a7fb3bb53afd"
      },
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x550 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* Based on the analysis using the SilhouetteVisualizer, we have chosen 4 clusters. \n",
        "\n",
        ">*This decision is based on the silhouette scores, which measure the cohesion and separation of data points within clusters. A higher silhouette score indicates that the data points are well-clustered and sufficiently separated from other clusters. In this case, the silhouette scores were highest when using 4 clusters, suggesting that this is the optimal number of clusters for the dataset.*"
      ],
      "metadata": {
        "id": "QhLgdlcFMP61"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Selecting final model\n"
      ],
      "metadata": {
        "id": "B181iQJXW1yz"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Let's take 4 as the appropriate no. of clusters as the silhouette score is high enough and there is knick at 4 in the elbow curve.\n",
        "\n",
        "kmeans = KMeans(n_clusters=4, random_state=42)\n",
        "kmeans.fit(subset_scaled_df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "id": "g5IUssFsWynY",
        "outputId": "85ab6775-42fd-4c73-ca4a-d61725fe1824"
      },
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "KMeans(n_clusters=4, random_state=42)"
            ],
            "text/html": [
              "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KMeans(n_clusters=4, random_state=42)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KMeans</label><div class=\"sk-toggleable__content\"><pre>KMeans(n_clusters=4, random_state=42)</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# adding kmeans cluster labels to the original dataframe\n",
        "df[\"KM Clusters\"] = kmeans.labels_\n",
        "\n",
        "# adding kmeans cluster labels to the scaled dataframe\n",
        "subset_scaled_df[\"KM Clusters\"] = kmeans.labels_"
      ],
      "metadata": {
        "id": "BXl_1N_sWzIg"
      },
      "execution_count": 50,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Cluster Profiling"
      ],
      "metadata": {
        "id": "phHq3Ys7XLzf"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "km_cluster_profile = df.groupby(\"KM Clusters\").mean()"
      ],
      "metadata": {
        "id": "UjR2Pw7CWzLT"
      },
      "execution_count": 51,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "km_cluster_profile['count'] = (\n",
        "    df.groupby('KM Clusters')['Current Price'].count().values\n",
        ")"
      ],
      "metadata": {
        "id": "S1dhBCriWzN1"
      },
      "execution_count": 52,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# let's display cluster profiles\n",
        "km_cluster_profile.style\\\n",
        "  .set_table_styles([{'selector': 'th',\n",
        "                      'props': [('max-width', '50px')]}])\\\n",
        "  .highlight_max(color=\"lightgreen\", axis=0)\\\n",
        "  .format('{:,.2f}')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 258
        },
        "id": "ye3azHutXYQ-",
        "outputId": "a3e6f753-8fbb-446c-d0ab-6f0f2e6f621a"
      },
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f858fd76830>"
            ],
            "text/html": [
              "<style type=\"text/css\">\n",
              "#T_bbb16 th {\n",
              "  max-width: 50px;\n",
              "}\n",
              "#T_bbb16_row0_col0, #T_bbb16_row0_col1, #T_bbb16_row0_col4, #T_bbb16_row0_col7, #T_bbb16_row0_col9, #T_bbb16_row0_col10, #T_bbb16_row1_col2, #T_bbb16_row1_col3, #T_bbb16_row2_col5, #T_bbb16_row2_col6, #T_bbb16_row2_col8, #T_bbb16_row3_col11 {\n",
              "  background-color: lightgreen;\n",
              "}\n",
              "</style>\n",
              "<table id=\"T_bbb16\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th class=\"blank level0\" >&nbsp;</th>\n",
              "      <th id=\"T_bbb16_level0_col0\" class=\"col_heading level0 col0\" >Current Price</th>\n",
              "      <th id=\"T_bbb16_level0_col1\" class=\"col_heading level0 col1\" >Price Change</th>\n",
              "      <th id=\"T_bbb16_level0_col2\" class=\"col_heading level0 col2\" >Volatility</th>\n",
              "      <th id=\"T_bbb16_level0_col3\" class=\"col_heading level0 col3\" >ROE</th>\n",
              "      <th id=\"T_bbb16_level0_col4\" class=\"col_heading level0 col4\" >Cash Ratio</th>\n",
              "      <th id=\"T_bbb16_level0_col5\" class=\"col_heading level0 col5\" >Net Cash Flow</th>\n",
              "      <th id=\"T_bbb16_level0_col6\" class=\"col_heading level0 col6\" >Net Income</th>\n",
              "      <th id=\"T_bbb16_level0_col7\" class=\"col_heading level0 col7\" >Earnings Per Share</th>\n",
              "      <th id=\"T_bbb16_level0_col8\" class=\"col_heading level0 col8\" >Estimated Shares Outstanding</th>\n",
              "      <th id=\"T_bbb16_level0_col9\" class=\"col_heading level0 col9\" >P/E Ratio</th>\n",
              "      <th id=\"T_bbb16_level0_col10\" class=\"col_heading level0 col10\" >P/B Ratio</th>\n",
              "      <th id=\"T_bbb16_level0_col11\" class=\"col_heading level0 col11\" >count</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th class=\"index_name level0\" >KM Clusters</th>\n",
              "      <th class=\"blank col0\" >&nbsp;</th>\n",
              "      <th class=\"blank col1\" >&nbsp;</th>\n",
              "      <th class=\"blank col2\" >&nbsp;</th>\n",
              "      <th class=\"blank col3\" >&nbsp;</th>\n",
              "      <th class=\"blank col4\" >&nbsp;</th>\n",
              "      <th class=\"blank col5\" >&nbsp;</th>\n",
              "      <th class=\"blank col6\" >&nbsp;</th>\n",
              "      <th class=\"blank col7\" >&nbsp;</th>\n",
              "      <th class=\"blank col8\" >&nbsp;</th>\n",
              "      <th class=\"blank col9\" >&nbsp;</th>\n",
              "      <th class=\"blank col10\" >&nbsp;</th>\n",
              "      <th class=\"blank col11\" >&nbsp;</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th id=\"T_bbb16_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
              "      <td id=\"T_bbb16_row0_col0\" class=\"data row0 col0\" >238.07</td>\n",
              "      <td id=\"T_bbb16_row0_col1\" class=\"data row0 col1\" >13.51</td>\n",
              "      <td id=\"T_bbb16_row0_col2\" class=\"data row0 col2\" >1.78</td>\n",
              "      <td id=\"T_bbb16_row0_col3\" class=\"data row0 col3\" >25.60</td>\n",
              "      <td id=\"T_bbb16_row0_col4\" class=\"data row0 col4\" >276.28</td>\n",
              "      <td id=\"T_bbb16_row0_col5\" class=\"data row0 col5\" >752,195,440.00</td>\n",
              "      <td id=\"T_bbb16_row0_col6\" class=\"data row0 col6\" >941,997,320.00</td>\n",
              "      <td id=\"T_bbb16_row0_col7\" class=\"data row0 col7\" >5.89</td>\n",
              "      <td id=\"T_bbb16_row0_col8\" class=\"data row0 col8\" >561,429,538.46</td>\n",
              "      <td id=\"T_bbb16_row0_col9\" class=\"data row0 col9\" >90.22</td>\n",
              "      <td id=\"T_bbb16_row0_col10\" class=\"data row0 col10\" >14.21</td>\n",
              "      <td id=\"T_bbb16_row0_col11\" class=\"data row0 col11\" >25.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_bbb16_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
              "      <td id=\"T_bbb16_row1_col0\" class=\"data row1 col0\" >35.17</td>\n",
              "      <td id=\"T_bbb16_row1_col1\" class=\"data row1 col1\" >-16.39</td>\n",
              "      <td id=\"T_bbb16_row1_col2\" class=\"data row1 col2\" >2.92</td>\n",
              "      <td id=\"T_bbb16_row1_col3\" class=\"data row1 col3\" >110.96</td>\n",
              "      <td id=\"T_bbb16_row1_col4\" class=\"data row1 col4\" >49.46</td>\n",
              "      <td id=\"T_bbb16_row1_col5\" class=\"data row1 col5\" >-192,318,884.62</td>\n",
              "      <td id=\"T_bbb16_row1_col6\" class=\"data row1 col6\" >-4,041,692,307.69</td>\n",
              "      <td id=\"T_bbb16_row1_col7\" class=\"data row1 col7\" >-9.85</td>\n",
              "      <td id=\"T_bbb16_row1_col8\" class=\"data row1 col8\" >482,610,056.42</td>\n",
              "      <td id=\"T_bbb16_row1_col9\" class=\"data row1 col9\" >78.93</td>\n",
              "      <td id=\"T_bbb16_row1_col10\" class=\"data row1 col10\" >1.61</td>\n",
              "      <td id=\"T_bbb16_row1_col11\" class=\"data row1 col11\" >26.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_bbb16_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
              "      <td id=\"T_bbb16_row2_col0\" class=\"data row2 col0\" >48.10</td>\n",
              "      <td id=\"T_bbb16_row2_col1\" class=\"data row2 col1\" >6.05</td>\n",
              "      <td id=\"T_bbb16_row2_col2\" class=\"data row2 col2\" >1.16</td>\n",
              "      <td id=\"T_bbb16_row2_col3\" class=\"data row2 col3\" >27.54</td>\n",
              "      <td id=\"T_bbb16_row2_col4\" class=\"data row2 col4\" >77.23</td>\n",
              "      <td id=\"T_bbb16_row2_col5\" class=\"data row2 col5\" >773,230,769.23</td>\n",
              "      <td id=\"T_bbb16_row2_col6\" class=\"data row2 col6\" >14,114,923,076.92</td>\n",
              "      <td id=\"T_bbb16_row2_col7\" class=\"data row2 col7\" >3.96</td>\n",
              "      <td id=\"T_bbb16_row2_col8\" class=\"data row2 col8\" >3,918,734,987.17</td>\n",
              "      <td id=\"T_bbb16_row2_col9\" class=\"data row2 col9\" >16.10</td>\n",
              "      <td id=\"T_bbb16_row2_col10\" class=\"data row2 col10\" >-4.25</td>\n",
              "      <td id=\"T_bbb16_row2_col11\" class=\"data row2 col11\" >13.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_bbb16_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
              "      <td id=\"T_bbb16_row3_col0\" class=\"data row3 col0\" >72.47</td>\n",
              "      <td id=\"T_bbb16_row3_col1\" class=\"data row3 col1\" >5.06</td>\n",
              "      <td id=\"T_bbb16_row3_col2\" class=\"data row3 col2\" >1.39</td>\n",
              "      <td id=\"T_bbb16_row3_col3\" class=\"data row3 col3\" >34.71</td>\n",
              "      <td id=\"T_bbb16_row3_col4\" class=\"data row3 col4\" >52.94</td>\n",
              "      <td id=\"T_bbb16_row3_col5\" class=\"data row3 col5\" >-18,021,028.99</td>\n",
              "      <td id=\"T_bbb16_row3_col6\" class=\"data row3 col6\" >1,471,488,521.74</td>\n",
              "      <td id=\"T_bbb16_row3_col7\" class=\"data row3 col7\" >3.63</td>\n",
              "      <td id=\"T_bbb16_row3_col8\" class=\"data row3 col8\" >429,936,522.01</td>\n",
              "      <td id=\"T_bbb16_row3_col9\" class=\"data row3 col9\" >23.81</td>\n",
              "      <td id=\"T_bbb16_row3_col10\" class=\"data row3 col10\" >-3.36</td>\n",
              "      <td id=\"T_bbb16_row3_col11\" class=\"data row3 col11\" >276.00</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n"
            ]
          },
          "metadata": {},
          "execution_count": 53
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Let's draw boxplots of numerical variables for each cluster\n",
        "plt.figure(figsize=(12, 16))\n",
        "plt.suptitle('Boxplot of numerical variables for each cluster (KMeans)')\n",
        "\n",
        "for i, variable in enumerate(num_col):\n",
        "    plt.subplot(4, 3, i + 1)\n",
        "    sns.boxplot(data=df, x='KM Clusters', y=variable, showfliers=False)\n",
        "\n",
        "plt.tight_layout(pad=2);"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "Mh1ZweFbrAfq",
        "outputId": "9dc95018-618d-4de1-d387-2783e98e081b"
      },
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x1600 with 11 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Let's draw the average scaled values of attributes for each cluster\n",
        "subset_scaled_df.groupby('KM Clusters').mean().plot.bar(figsize=(12, 6))\n",
        "plt.xticks(rotation=0)\n",
        "plt.title('The average scaled values of attributes for each cluster (KMeans)')\n",
        "plt.show();"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 562
        },
        "id": "WuGQX2SIrhvK",
        "outputId": "a3083d98-4f20-4c2a-cea3-b437e9606f46"
      },
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# The number of securities in each cluster by sector\n",
        "print('The number of securities in each cluster by sectors:')\n",
        "display(\n",
        "    df.pivot_table(index='GICS Sector', columns='KM Clusters', values='Current Price', aggfunc='count')\\\n",
        "      .style.highlight_max(color = 'lightgreen', axis = 0)\\\n",
        "      .set_table_styles([{'selector': 'th',\n",
        "                          'props': [('min-width', '50px')]}])\\\n",
        "      .format('{:.0f}', na_rep='--'));"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 443
        },
        "id": "vIK6doI6oy7X",
        "outputId": "a7809c25-a4a3-4a66-cb52-47aaf7ee1179"
      },
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The number of securities in each cluster by sectors:\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f85905bfa90>"
            ],
            "text/html": [
              "<style type=\"text/css\">\n",
              "#T_bb840 th {\n",
              "  min-width: 50px;\n",
              "}\n",
              "#T_bb840_row2_col1, #T_bb840_row3_col2, #T_bb840_row4_col0, #T_bb840_row5_col3 {\n",
              "  background-color: lightgreen;\n",
              "}\n",
              "</style>\n",
              "<table id=\"T_bb840\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th class=\"index_name level0\" >KM Clusters</th>\n",
              "      <th id=\"T_bb840_level0_col0\" class=\"col_heading level0 col0\" >0</th>\n",
              "      <th id=\"T_bb840_level0_col1\" class=\"col_heading level0 col1\" >1</th>\n",
              "      <th id=\"T_bb840_level0_col2\" class=\"col_heading level0 col2\" >2</th>\n",
              "      <th id=\"T_bb840_level0_col3\" class=\"col_heading level0 col3\" >3</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th class=\"index_name level0\" >GICS Sector</th>\n",
              "      <th class=\"blank col0\" >&nbsp;</th>\n",
              "      <th class=\"blank col1\" >&nbsp;</th>\n",
              "      <th class=\"blank col2\" >&nbsp;</th>\n",
              "      <th class=\"blank col3\" >&nbsp;</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th id=\"T_bb840_level0_row0\" class=\"row_heading level0 row0\" >Consumer Discretionary</th>\n",
              "      <td id=\"T_bb840_row0_col0\" class=\"data row0 col0\" >6</td>\n",
              "      <td id=\"T_bb840_row0_col1\" class=\"data row0 col1\" >--</td>\n",
              "      <td id=\"T_bb840_row0_col2\" class=\"data row0 col2\" >1</td>\n",
              "      <td id=\"T_bb840_row0_col3\" class=\"data row0 col3\" >33</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_bb840_level0_row1\" class=\"row_heading level0 row1\" >Consumer Staples</th>\n",
              "      <td id=\"T_bb840_row1_col0\" class=\"data row1 col0\" >1</td>\n",
              "      <td id=\"T_bb840_row1_col1\" class=\"data row1 col1\" >--</td>\n",
              "      <td id=\"T_bb840_row1_col2\" class=\"data row1 col2\" >1</td>\n",
              "      <td id=\"T_bb840_row1_col3\" class=\"data row1 col3\" >17</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_bb840_level0_row2\" class=\"row_heading level0 row2\" >Energy</th>\n",
              "      <td id=\"T_bb840_row2_col0\" class=\"data row2 col0\" >1</td>\n",
              "      <td id=\"T_bb840_row2_col1\" class=\"data row2 col1\" >22</td>\n",
              "      <td id=\"T_bb840_row2_col2\" class=\"data row2 col2\" >1</td>\n",
              "      <td id=\"T_bb840_row2_col3\" class=\"data row2 col3\" >6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_bb840_level0_row3\" class=\"row_heading level0 row3\" >Financials</th>\n",
              "      <td id=\"T_bb840_row3_col0\" class=\"data row3 col0\" >--</td>\n",
              "      <td id=\"T_bb840_row3_col1\" class=\"data row3 col1\" >--</td>\n",
              "      <td id=\"T_bb840_row3_col2\" class=\"data row3 col2\" >4</td>\n",
              "      <td id=\"T_bb840_row3_col3\" class=\"data row3 col3\" >45</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_bb840_level0_row4\" class=\"row_heading level0 row4\" >Health Care</th>\n",
              "      <td id=\"T_bb840_row4_col0\" class=\"data row4 col0\" >9</td>\n",
              "      <td id=\"T_bb840_row4_col1\" class=\"data row4 col1\" >--</td>\n",
              "      <td id=\"T_bb840_row4_col2\" class=\"data row4 col2\" >3</td>\n",
              "      <td id=\"T_bb840_row4_col3\" class=\"data row4 col3\" >28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_bb840_level0_row5\" class=\"row_heading level0 row5\" >Industrials</th>\n",
              "      <td id=\"T_bb840_row5_col0\" class=\"data row5 col0\" >--</td>\n",
              "      <td id=\"T_bb840_row5_col1\" class=\"data row5 col1\" >1</td>\n",
              "      <td id=\"T_bb840_row5_col2\" class=\"data row5 col2\" >--</td>\n",
              "      <td id=\"T_bb840_row5_col3\" class=\"data row5 col3\" >52</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_bb840_level0_row6\" class=\"row_heading level0 row6\" >Information Technology</th>\n",
              "      <td id=\"T_bb840_row6_col0\" class=\"data row6 col0\" >6</td>\n",
              "      <td id=\"T_bb840_row6_col1\" class=\"data row6 col1\" >2</td>\n",
              "      <td id=\"T_bb840_row6_col2\" class=\"data row6 col2\" >1</td>\n",
              "      <td id=\"T_bb840_row6_col3\" class=\"data row6 col3\" >24</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_bb840_level0_row7\" class=\"row_heading level0 row7\" >Materials</th>\n",
              "      <td id=\"T_bb840_row7_col0\" class=\"data row7 col0\" >--</td>\n",
              "      <td id=\"T_bb840_row7_col1\" class=\"data row7 col1\" >1</td>\n",
              "      <td id=\"T_bb840_row7_col2\" class=\"data row7 col2\" >--</td>\n",
              "      <td id=\"T_bb840_row7_col3\" class=\"data row7 col3\" >19</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_bb840_level0_row8\" class=\"row_heading level0 row8\" >Real Estate</th>\n",
              "      <td id=\"T_bb840_row8_col0\" class=\"data row8 col0\" >1</td>\n",
              "      <td id=\"T_bb840_row8_col1\" class=\"data row8 col1\" >--</td>\n",
              "      <td id=\"T_bb840_row8_col2\" class=\"data row8 col2\" >--</td>\n",
              "      <td id=\"T_bb840_row8_col3\" class=\"data row8 col3\" >26</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_bb840_level0_row9\" class=\"row_heading level0 row9\" >Telecommunications Services</th>\n",
              "      <td id=\"T_bb840_row9_col0\" class=\"data row9 col0\" >1</td>\n",
              "      <td id=\"T_bb840_row9_col1\" class=\"data row9 col1\" >--</td>\n",
              "      <td id=\"T_bb840_row9_col2\" class=\"data row9 col2\" >2</td>\n",
              "      <td id=\"T_bb840_row9_col3\" class=\"data row9 col3\" >2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_bb840_level0_row10\" class=\"row_heading level0 row10\" >Utilities</th>\n",
              "      <td id=\"T_bb840_row10_col0\" class=\"data row10 col0\" >--</td>\n",
              "      <td id=\"T_bb840_row10_col1\" class=\"data row10 col1\" >--</td>\n",
              "      <td id=\"T_bb840_row10_col2\" class=\"data row10 col2\" >--</td>\n",
              "      <td id=\"T_bb840_row10_col3\" class=\"data row10 col3\" >24</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# The percentage of securities in each cluster by sector\n",
        "print('The percentage of securities in each cluster by sectors:')\n",
        "\n",
        "tmp = df.pivot_table(index='GICS Sector', columns='KM Clusters', values='Current Price', aggfunc='count')\n",
        "\n",
        "display((tmp / tmp.sum())\\\n",
        "      .style.highlight_max(color = 'lightgreen', axis = 0)\\\n",
        "      .set_table_styles([{'selector': 'th',\n",
        "                          'props': [('min-width', '50px')]}])\\\n",
        "      .format('{:.0%}', na_rep='--'));"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 443
        },
        "id": "gdgu7eBCWLx7",
        "outputId": "ef1a5d15-47c4-4042-89e1-aa9d7aecc503"
      },
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The percentage of securities in each cluster by sectors:\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f85911433a0>"
            ],
            "text/html": [
              "<style type=\"text/css\">\n",
              "#T_5f7ff th {\n",
              "  min-width: 50px;\n",
              "}\n",
              "#T_5f7ff_row2_col1, #T_5f7ff_row3_col2, #T_5f7ff_row4_col0, #T_5f7ff_row5_col3 {\n",
              "  background-color: lightgreen;\n",
              "}\n",
              "</style>\n",
              "<table id=\"T_5f7ff\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th class=\"index_name level0\" >KM Clusters</th>\n",
              "      <th id=\"T_5f7ff_level0_col0\" class=\"col_heading level0 col0\" >0</th>\n",
              "      <th id=\"T_5f7ff_level0_col1\" class=\"col_heading level0 col1\" >1</th>\n",
              "      <th id=\"T_5f7ff_level0_col2\" class=\"col_heading level0 col2\" >2</th>\n",
              "      <th id=\"T_5f7ff_level0_col3\" class=\"col_heading level0 col3\" >3</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th class=\"index_name level0\" >GICS Sector</th>\n",
              "      <th class=\"blank col0\" >&nbsp;</th>\n",
              "      <th class=\"blank col1\" >&nbsp;</th>\n",
              "      <th class=\"blank col2\" >&nbsp;</th>\n",
              "      <th class=\"blank col3\" >&nbsp;</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th id=\"T_5f7ff_level0_row0\" class=\"row_heading level0 row0\" >Consumer Discretionary</th>\n",
              "      <td id=\"T_5f7ff_row0_col0\" class=\"data row0 col0\" >24%</td>\n",
              "      <td id=\"T_5f7ff_row0_col1\" class=\"data row0 col1\" >--</td>\n",
              "      <td id=\"T_5f7ff_row0_col2\" class=\"data row0 col2\" >8%</td>\n",
              "      <td id=\"T_5f7ff_row0_col3\" class=\"data row0 col3\" >12%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_5f7ff_level0_row1\" class=\"row_heading level0 row1\" >Consumer Staples</th>\n",
              "      <td id=\"T_5f7ff_row1_col0\" class=\"data row1 col0\" >4%</td>\n",
              "      <td id=\"T_5f7ff_row1_col1\" class=\"data row1 col1\" >--</td>\n",
              "      <td id=\"T_5f7ff_row1_col2\" class=\"data row1 col2\" >8%</td>\n",
              "      <td id=\"T_5f7ff_row1_col3\" class=\"data row1 col3\" >6%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_5f7ff_level0_row2\" class=\"row_heading level0 row2\" >Energy</th>\n",
              "      <td id=\"T_5f7ff_row2_col0\" class=\"data row2 col0\" >4%</td>\n",
              "      <td id=\"T_5f7ff_row2_col1\" class=\"data row2 col1\" >85%</td>\n",
              "      <td id=\"T_5f7ff_row2_col2\" class=\"data row2 col2\" >8%</td>\n",
              "      <td id=\"T_5f7ff_row2_col3\" class=\"data row2 col3\" >2%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_5f7ff_level0_row3\" class=\"row_heading level0 row3\" >Financials</th>\n",
              "      <td id=\"T_5f7ff_row3_col0\" class=\"data row3 col0\" >--</td>\n",
              "      <td id=\"T_5f7ff_row3_col1\" class=\"data row3 col1\" >--</td>\n",
              "      <td id=\"T_5f7ff_row3_col2\" class=\"data row3 col2\" >31%</td>\n",
              "      <td id=\"T_5f7ff_row3_col3\" class=\"data row3 col3\" >16%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_5f7ff_level0_row4\" class=\"row_heading level0 row4\" >Health Care</th>\n",
              "      <td id=\"T_5f7ff_row4_col0\" class=\"data row4 col0\" >36%</td>\n",
              "      <td id=\"T_5f7ff_row4_col1\" class=\"data row4 col1\" >--</td>\n",
              "      <td id=\"T_5f7ff_row4_col2\" class=\"data row4 col2\" >23%</td>\n",
              "      <td id=\"T_5f7ff_row4_col3\" class=\"data row4 col3\" >10%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_5f7ff_level0_row5\" class=\"row_heading level0 row5\" >Industrials</th>\n",
              "      <td id=\"T_5f7ff_row5_col0\" class=\"data row5 col0\" >--</td>\n",
              "      <td id=\"T_5f7ff_row5_col1\" class=\"data row5 col1\" >4%</td>\n",
              "      <td id=\"T_5f7ff_row5_col2\" class=\"data row5 col2\" >--</td>\n",
              "      <td id=\"T_5f7ff_row5_col3\" class=\"data row5 col3\" >19%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_5f7ff_level0_row6\" class=\"row_heading level0 row6\" >Information Technology</th>\n",
              "      <td id=\"T_5f7ff_row6_col0\" class=\"data row6 col0\" >24%</td>\n",
              "      <td id=\"T_5f7ff_row6_col1\" class=\"data row6 col1\" >8%</td>\n",
              "      <td id=\"T_5f7ff_row6_col2\" class=\"data row6 col2\" >8%</td>\n",
              "      <td id=\"T_5f7ff_row6_col3\" class=\"data row6 col3\" >9%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_5f7ff_level0_row7\" class=\"row_heading level0 row7\" >Materials</th>\n",
              "      <td id=\"T_5f7ff_row7_col0\" class=\"data row7 col0\" >--</td>\n",
              "      <td id=\"T_5f7ff_row7_col1\" class=\"data row7 col1\" >4%</td>\n",
              "      <td id=\"T_5f7ff_row7_col2\" class=\"data row7 col2\" >--</td>\n",
              "      <td id=\"T_5f7ff_row7_col3\" class=\"data row7 col3\" >7%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_5f7ff_level0_row8\" class=\"row_heading level0 row8\" >Real Estate</th>\n",
              "      <td id=\"T_5f7ff_row8_col0\" class=\"data row8 col0\" >4%</td>\n",
              "      <td id=\"T_5f7ff_row8_col1\" class=\"data row8 col1\" >--</td>\n",
              "      <td id=\"T_5f7ff_row8_col2\" class=\"data row8 col2\" >--</td>\n",
              "      <td id=\"T_5f7ff_row8_col3\" class=\"data row8 col3\" >9%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_5f7ff_level0_row9\" class=\"row_heading level0 row9\" >Telecommunications Services</th>\n",
              "      <td id=\"T_5f7ff_row9_col0\" class=\"data row9 col0\" >4%</td>\n",
              "      <td id=\"T_5f7ff_row9_col1\" class=\"data row9 col1\" >--</td>\n",
              "      <td id=\"T_5f7ff_row9_col2\" class=\"data row9 col2\" >15%</td>\n",
              "      <td id=\"T_5f7ff_row9_col3\" class=\"data row9 col3\" >1%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_5f7ff_level0_row10\" class=\"row_heading level0 row10\" >Utilities</th>\n",
              "      <td id=\"T_5f7ff_row10_col0\" class=\"data row10 col0\" >--</td>\n",
              "      <td id=\"T_5f7ff_row10_col1\" class=\"data row10 col1\" >--</td>\n",
              "      <td id=\"T_5f7ff_row10_col2\" class=\"data row10 col2\" >--</td>\n",
              "      <td id=\"T_5f7ff_row10_col3\" class=\"data row10 col3\" >9%</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Insights"
      ],
      "metadata": {
        "id": "ZNDoNwvGygLU"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The specific differences for each cluster, focusing on the aspects that set them apart from the other clusters.\n",
        "\n",
        "**Cluster 0:**\n",
        "* Number of seurities: 25\n",
        "* Major Sector$^1$: Health Care (36%), followed by Consumer Discretionary and IT\n",
        "* Significantly higher **Current Price** compared to other clusters.\n",
        "* Relatively high **Cash Ratio**, indicating higher liquidity compared to other clusters.\n",
        "\n",
        "**Cluster 1:**\n",
        "* Number of seurities: 26\n",
        "* Major Sector: Energy (85%)\n",
        "* Significantly lower **Current Price** compared to other clusters.\n",
        "* A negative **Price Change** on average within this cluster.\n",
        "* The lowest **Cash Ratio** compared to other clusters, indicates a relatively lower level of liquidity in terms of cash reserves.\n",
        "* Negative **Net Income** suggests that on average, the expenses exceed the revenues for the companies in this cluster.\n",
        "* Relatively high **Volatility** and **P/E Ratio**, suggesting higher price fluctuations and valuation compared to other clusters.\n",
        "\n",
        "**Cluster 2:**\n",
        "* Number of seurities: 13\n",
        "* Major Sector: Financials (31%)\n",
        "* Relatively low **Volatility** compared to other clusters.\n",
        "* Higher **Net income** and **Estimated Shares Outstanding** compared to other clusters. \n",
        "* Negative P/B ratio, suggesting potential undervaluation compared to other clusters.\n",
        "\n",
        "**Cluster 3:**\n",
        "* Number of seurities: 276\n",
        "* Major Sector: Industrials (19)\n",
        "* The largest cluster encompassing more than 80% of the securities.\n",
        "clusters.\n",
        "* Relatively lower **Cash Ratio** compared to some clusters.\n",
        "* Negative **P/B ratio**, suggesting potential undervaluation compared to other clusters.\n",
        "---\n",
        "$^1$ *The major sectors assigned to each cluster are based on the number of securities in each sector within the cluster.*"
      ],
      "metadata": {
        "id": "H1qdNYt9ylV-"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "083oRHCMUw55"
      },
      "source": [
        "## Hierarchical Clustering"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Checking Cophenetic Correlation\n"
      ],
      "metadata": {
        "id": "Akk9Kj-2z_Db"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# list of distance metrics\n",
        "distance_metrics = [\"euclidean\", \"chebyshev\", \"mahalanobis\", \"cityblock\"]\n",
        "\n",
        "# list of linkage methods\n",
        "linkage_methods = [\"single\", \"complete\", \"average\", \"weighted\"]\n",
        "\n",
        "high_cophenet_corr = 0\n",
        "high_dm_lm = [0, 0]\n",
        "\n",
        "for dm in distance_metrics:\n",
        "    for lm in linkage_methods:\n",
        "        Z = linkage(subset_scaled_df, metric=dm, method=lm)\n",
        "        c, coph_dists = cophenet(Z, pdist(subset_scaled_df))\n",
        "        print(f'Cophenetic correlation for {dm.capitalize()} distance and {lm} linkage is {c:.4f}.')\n",
        "        if high_cophenet_corr < c:\n",
        "            high_cophenet_corr = c\n",
        "            high_dm_lm[0] = dm\n",
        "            high_dm_lm[1] = lm"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OIfPKx5lz_jr",
        "outputId": "4326a4bc-89fe-4d6c-d47e-71de9ad93129"
      },
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cophenetic correlation for Euclidean distance and single linkage is 0.9284.\n",
            "Cophenetic correlation for Euclidean distance and complete linkage is 0.8566.\n",
            "Cophenetic correlation for Euclidean distance and average linkage is 0.9467.\n",
            "Cophenetic correlation for Euclidean distance and weighted linkage is 0.7481.\n",
            "Cophenetic correlation for Chebyshev distance and single linkage is 0.9157.\n",
            "Cophenetic correlation for Chebyshev distance and complete linkage is 0.8229.\n",
            "Cophenetic correlation for Chebyshev distance and average linkage is 0.9377.\n",
            "Cophenetic correlation for Chebyshev distance and weighted linkage is 0.9156.\n",
            "Cophenetic correlation for Mahalanobis distance and single linkage is 0.9319.\n",
            "Cophenetic correlation for Mahalanobis distance and complete linkage is 0.7325.\n",
            "Cophenetic correlation for Mahalanobis distance and average linkage is 0.9409.\n",
            "Cophenetic correlation for Mahalanobis distance and weighted linkage is 0.9094.\n",
            "Cophenetic correlation for Cityblock distance and single linkage is 0.9355.\n",
            "Cophenetic correlation for Cityblock distance and complete linkage is 0.7987.\n",
            "Cophenetic correlation for Cityblock distance and average linkage is 0.9126.\n",
            "Cophenetic correlation for Cityblock distance and weighted linkage is 0.6753.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# printing the combination of distance metric and linkage method with the highest cophenetic correlation\n",
        "print(f'Highest cophenetic correlation is {high_cophenet_corr:.4f}, which is obtained with `{high_dm_lm[0].capitalize()}` distance and `{high_dm_lm[1]}` linkage.')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8LH5PRHqz_ma",
        "outputId": "98b274f2-7667-477a-f806-b185d13f80e7"
      },
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Highest cophenetic correlation is 0.9467, which is obtained with `Euclidean` distance and `average` linkage.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Let's explore different linkage methods with `Euclidean` distance only"
      ],
      "metadata": {
        "id": "W1rjWCYq2bLf"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# list of linkage methods\n",
        "linkage_methods = [\"single\", \"complete\", \"average\", \"centroid\", \"ward\", \"weighted\"]\n",
        "\n",
        "high_cophenet_corr = 0\n",
        "high_dm_lm = [0, 0]\n",
        "\n",
        "for lm in linkage_methods:\n",
        "    Z = linkage(subset_scaled_df, metric=\"euclidean\", method=lm)\n",
        "    c, coph_dists = cophenet(Z, pdist(subset_scaled_df))\n",
        "    print(f'Cophenetic correlation for `{lm}` linkage is {c:.4f}.')\n",
        "    if high_cophenet_corr < c:\n",
        "        high_cophenet_corr = c\n",
        "        high_dm_lm[0] = \"euclidean\"\n",
        "        high_dm_lm[1] = lm"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BP8wQosjz_pZ",
        "outputId": "4a6dc2d2-3661-4598-f4b2-a0704d08ccd8"
      },
      "execution_count": 60,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cophenetic correlation for `single` linkage is 0.9284.\n",
            "Cophenetic correlation for `complete` linkage is 0.8566.\n",
            "Cophenetic correlation for `average` linkage is 0.9467.\n",
            "Cophenetic correlation for `centroid` linkage is 0.9493.\n",
            "Cophenetic correlation for `ward` linkage is 0.7433.\n",
            "Cophenetic correlation for `weighted` linkage is 0.7481.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# printing the combination of distance metric and linkage method with the highest cophenetic correlation\n",
        "print(f'Highest cophenetic correlation is {high_cophenet_corr:.4f}, which is obtained with `{high_dm_lm[1]}` linkage.')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "izzO6YpWz_sL",
        "outputId": "e59b7fa8-b05e-40bc-d5c9-eb1506c07f17"
      },
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Highest cophenetic correlation is 0.9493, which is obtained with `centroid` linkage.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* We see that the cophenetic correlation is maximum with **Euclidean** distance and **centroid** linkage."
      ],
      "metadata": {
        "id": "xRzjOvrQ3Pxb"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Checking Dendrograms"
      ],
      "metadata": {
        "id": "5XxLsXf43l41"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Dendrogram is a graphical representation of a tree-like structure used in hierarchical clustering. It visualizes the relationships between objects or groups of objects.\n",
        "\n",
        "Reading a dendrogram requires some understanding of its structure and the values on the axes. Here are the key elements to consider when reading a dendrogram:\n",
        "\n",
        "1. Y-axis: It represents a measure of distance or similarity between objects or groups. The lower the fusion on the Y-axis, the more similar the objects or groups are considered to be.\n",
        "\n",
        "2. X-axis: It represents a set of objects or groups of objects. Each branch on the X-axis represents an individual object or group of objects.\n",
        "\n",
        "3. Connecting lines: The connecting lines in a dendrogram represent the merging of objects or groups. The height of the line on the Y-axis indicates the distance or similarity between the objects or groups being merged. Higher lines correspond to the merging of objects or groups at higher levels of the hierarchy.\n",
        "\n",
        "4. Horizontal line: The horizontal line intersecting the connecting lines defines a threshold for merging. The line connects two connecting lines that do not exceed this threshold. You can choose a slicing level perpendicular to this horizontal line to determine which groups are merged into clusters.\n",
        "\n",
        "5. The colors represent different clusters."
      ],
      "metadata": {
        "id": "9x-ecpx06ty6"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Determining an appropriate number of clusters from a dendrogram can be subjective and dependent on the specific problem or context. \n",
        "\n",
        "* Height or Distance Threshold: One method is to set a height or distance threshold on the dendrogram and select the number of clusters based on where the horizontal line intersects the dendrogram. This threshold should be chosen based on the desired level of granularity in the clusters. Clusters formed below the threshold will be merged, and those above the threshold will be treated as separate clusters."
      ],
      "metadata": {
        "id": "mpEo0Wec9wsP"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Let's see the dendrograms for the different linkage methods."
      ],
      "metadata": {
        "id": "kU6MFx8V3pto"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# list of linkage methods\n",
        "linkage_methods = ['single', 'complete', 'average', 'centroid', 'ward', 'weighted']\n",
        "\n",
        "# lists to save results of cophenetic correlation calculation\n",
        "compare_cols = ['Linkage', 'Cophenetic Coefficient']\n",
        "\n",
        "# to create a subplot image\n",
        "fig, axs = plt.subplots(len(linkage_methods), 1, figsize=(18, 30))\n",
        "\n",
        "# We will enumerate through the list of linkage methods above\n",
        "# For each linkage method, we will plot the dendrogram and calculate the cophenetic correlation\n",
        "for i, method in enumerate(linkage_methods):\n",
        "    Z = linkage(subset_scaled_df, metric='euclidean', method=method)\n",
        "\n",
        "    dendrogram(Z, ax=axs[i])\n",
        "    axs[i].set_title(f'Dendrogram ({method.capitalize()} Linkage)')\n",
        "\n",
        "    coph_corr, coph_dist = cophenet(Z, pdist(subset_scaled_df))\n",
        "    axs[i].annotate(f'Cophenetic\\nCorrelation\\n{coph_corr:0.2f}',\n",
        "                    (0.80, 0.80), xycoords='axes fraction');\n",
        "                    "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "2L7WA0hKz_vI",
        "outputId": "5c783c84-6083-4369-eda4-b0d392e1b718"
      },
      "execution_count": 62,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1800x3000 with 6 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Observations:**\n",
        "\n",
        "- The cophenetic correlation is highest for centroid linkage method.\n",
        "- 4 appears to be the appropriate number of clusters from the dendrogram for centroid linkage."
      ],
      "metadata": {
        "id": "hYc97hKa8YMS"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Creating Model using sklearn"
      ],
      "metadata": {
        "id": "TD6mZgtq-q1e"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "HCmodel = AgglomerativeClustering(n_clusters=4, affinity=\"euclidean\", linkage=\"average\")\n",
        "HCmodel.fit(subset_scaled_df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "id": "ctV71lLYz_yQ",
        "outputId": "d6a0a79d-48be-4642-ce60-d2392eac12db"
      },
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "AgglomerativeClustering(affinity='euclidean', linkage='average', n_clusters=4)"
            ],
            "text/html": [
              "<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>AgglomerativeClustering(affinity=&#x27;euclidean&#x27;, linkage=&#x27;average&#x27;, n_clusters=4)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">AgglomerativeClustering</label><div class=\"sk-toggleable__content\"><pre>AgglomerativeClustering(affinity=&#x27;euclidean&#x27;, linkage=&#x27;average&#x27;, n_clusters=4)</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 63
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 64,
      "metadata": {
        "id": "k3e6gzxdMKti"
      },
      "outputs": [],
      "source": [
        "subset_scaled_df[\"HC Clusters\"] = HCmodel.labels_\n",
        "df[\"HC Clusters\"] = HCmodel.labels_"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Cluster Profiling"
      ],
      "metadata": {
        "id": "hS56kdYg-7RG"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "cluster_profile = df.groupby('HC Clusters').mean()"
      ],
      "metadata": {
        "id": "oHFQJr1z-5j_"
      },
      "execution_count": 65,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "cluster_profile['count'] = (df.groupby('HC Clusters')['Current Price'].count().values)"
      ],
      "metadata": {
        "id": "yJfTnwl8-5m9"
      },
      "execution_count": 66,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# let's see the names of the companies in each cluster\n",
        "for cl in df['HC Clusters'].unique():\n",
        "  print(f'In cluster `{cl}`, the following countries are present:')\n",
        "  if df[df['HC Clusters'] == cl]['Security'].nunique()>10:\n",
        "    print(df[df['HC Clusters'] == cl]['Ticker Symbol'].unique())\n",
        "  else:\n",
        "    print(df[df['HC Clusters'] == cl]['Security'].unique())\n",
        "  print()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qucJllfr-5p2",
        "outputId": "4631030c-b10e-489f-9149-d6db2736e6e5"
      },
      "execution_count": 67,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "In cluster `0`, the following countries are present:\n",
            "['AAL' 'ABBV' 'ABT' 'ADBE' 'ADI' 'ADM' 'ADS' 'AEE' 'AEP' 'AFL' 'AIG' 'AIV'\n",
            " 'AIZ' 'AJG' 'AKAM' 'ALB' 'ALK' 'ALL' 'ALLE' 'ALXN' 'AMAT' 'AME' 'AMG'\n",
            " 'AMGN' 'AMP' 'AMT' 'AMZN' 'AN' 'ANTM' 'AON' 'APC' 'APH' 'ARNC' 'ATVI'\n",
            " 'AVB' 'AVGO' 'AWK' 'AXP' 'BA' 'BAC' 'BAX' 'BBT' 'BCR' 'BHI' 'BIIB' 'BK'\n",
            " 'BLL' 'BMY' 'BSX' 'BWA' 'BXP' 'C' 'CAT' 'CB' 'CBG' 'CCI' 'CCL' 'CELG'\n",
            " 'CF' 'CFG' 'CHD' 'CHRW' 'CHTR' 'CI' 'CINF' 'CL' 'CMA' 'CME' 'CMG' 'CMI'\n",
            " 'CMS' 'CNC' 'CNP' 'COF' 'COG' 'COO' 'CSX' 'CTL' 'CTSH' 'CTXS' 'CVS' 'CVX'\n",
            " 'CXO' 'D' 'DAL' 'DD' 'DE' 'DFS' 'DGX' 'DHR' 'DIS' 'DISCA' 'DISCK' 'DLPH'\n",
            " 'DLR' 'DNB' 'DOV' 'DPS' 'DUK' 'DVA' 'DVN' 'EBAY' 'ECL' 'ED' 'EFX' 'EIX'\n",
            " 'EMN' 'EOG' 'EQIX' 'EQR' 'EQT' 'ES' 'ESS' 'ETFC' 'ETN' 'ETR' 'EW' 'EXC'\n",
            " 'EXPD' 'EXPE' 'EXR' 'F' 'FAST' 'FBHS' 'FCX' 'FE' 'FIS' 'FISV' 'FLIR'\n",
            " 'FLR' 'FLS' 'FMC' 'FRT' 'FSLR' 'FTR' 'GD' 'GGP' 'GILD' 'GLW' 'GM' 'GPC'\n",
            " 'GRMN' 'GT' 'GWW' 'HAL' 'HAS' 'HBAN' 'HCA' 'HCN' 'HCP' 'HES' 'HIG' 'HOG'\n",
            " 'HON' 'HPE' 'HPQ' 'HRL' 'HSIC' 'HST' 'HSY' 'HUM' 'IBM' 'IDXX' 'IFF'\n",
            " 'INTC' 'IP' 'IPG' 'IRM' 'ISRG' 'ITW' 'IVZ' 'JBHT' 'JEC' 'JNPR' 'JPM'\n",
            " 'KIM' 'KMB' 'KMI' 'KO' 'KSU' 'LEG' 'LEN' 'LH' 'LKQ' 'LLL' 'LLY' 'LMT'\n",
            " 'LNT' 'LUK' 'LUV' 'LVLT' 'LYB' 'MA' 'MAA' 'MAC' 'MAR' 'MAS' 'MAT' 'MCD'\n",
            " 'MCO' 'MDLZ' 'MET' 'MHK' 'MJN' 'MKC' 'MLM' 'MMC' 'MMM' 'MNST' 'MO' 'MOS'\n",
            " 'MPC' 'MRK' 'MRO' 'MTB' 'MTD' 'MUR' 'MYL' 'NAVI' 'NBL' 'NDAQ' 'NEE' 'NEM'\n",
            " 'NFLX' 'NFX' 'NLSN' 'NOV' 'NSC' 'NTRS' 'NUE' 'NWL' 'O' 'OKE' 'OMC' 'ORLY'\n",
            " 'OXY' 'PBCT' 'PBI' 'PCAR' 'PCG' 'PEG' 'PEP' 'PFE' 'PFG' 'PG' 'PGR' 'PHM'\n",
            " 'PM' 'PNC' 'PNR' 'PNW' 'PPG' 'PPL' 'PRU' 'PSX' 'PWR' 'PX' 'PYPL' 'R'\n",
            " 'RCL' 'REGN' 'RHI' 'ROP' 'RRC' 'RSG' 'SCG' 'SCHW' 'SE' 'SEE' 'SHW' 'SLG'\n",
            " 'SNI' 'SO' 'SPG' 'SPGI' 'SRCL' 'SRE' 'STI' 'STT' 'SWKS' 'SWN' 'SYF' 'SYK'\n",
            " 'T' 'TAP' 'TDC' 'TGNA' 'TMK' 'TMO' 'TRIP' 'TRV' 'TSCO' 'TSN' 'TSO' 'TSS'\n",
            " 'TXN' 'UAA' 'UAL' 'UDR' 'UHS' 'UNH' 'UNM' 'UNP' 'UPS' 'UTX' 'VAR' 'VLO'\n",
            " 'VMC' 'VNO' 'VRSK' 'VRSN' 'VRTX' 'VTR' 'VZ' 'WAT' 'WEC' 'WFC' 'WHR' 'WM'\n",
            " 'WMB' 'WU' 'WY' 'WYN' 'WYNN' 'XEC' 'XEL' 'XL' 'XOM' 'XRAY' 'XRX' 'XYL'\n",
            " 'YHOO' 'YUM' 'ZBH' 'ZION' 'ZTS']\n",
            "\n",
            "In cluster `2`, the following countries are present:\n",
            "['Apache Corporation' 'Chesapeake Energy']\n",
            "\n",
            "In cluster `3`, the following countries are present:\n",
            "['Facebook']\n",
            "\n",
            "In cluster `1`, the following countries are present:\n",
            "['Priceline.com Inc']\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Observations:**\n",
        "\n",
        "* We see that there are 2 clusters of one company, 1 cluster of two companies, and all the other companies are grouped into another cluster. This clustering does not look good as the clusters do not have enough variability.\n",
        "\n",
        "* Let us try using Ward linkage as it has more distinct and separated clusters (as seen from it's dendrogram before). \n",
        "\n",
        "* 4 appears to be the appropriate number of clusters from the dendrogram for Ward linkage."
      ],
      "metadata": {
        "id": "213N9u0vAOvj"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Creating Final Model"
      ],
      "metadata": {
        "id": "69KMm8mJBQlB"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "HCmodel = AgglomerativeClustering(n_clusters=4, affinity=\"euclidean\", linkage=\"ward\")\n",
        "HCmodel.fit(subset_scaled_df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "id": "SBJpNZVvBMzo",
        "outputId": "bf461f03-8f09-40d2-9ef7-2af2e8adb0d3"
      },
      "execution_count": 68,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "AgglomerativeClustering(affinity='euclidean', n_clusters=4)"
            ],
            "text/html": [
              "<style>#sk-container-id-3 {color: black;background-color: white;}#sk-container-id-3 pre{padding: 0;}#sk-container-id-3 div.sk-toggleable {background-color: white;}#sk-container-id-3 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-3 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-3 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-3 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-3 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-3 div.sk-item {position: relative;z-index: 1;}#sk-container-id-3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-3 div.sk-item::before, #sk-container-id-3 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-3 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-3 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-3 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-3 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-3 div.sk-label-container {text-align: center;}#sk-container-id-3 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-3 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>AgglomerativeClustering(affinity=&#x27;euclidean&#x27;, n_clusters=4)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">AgglomerativeClustering</label><div class=\"sk-toggleable__content\"><pre>AgglomerativeClustering(affinity=&#x27;euclidean&#x27;, n_clusters=4)</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 68
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "subset_scaled_df['HC Clusters'] = HCmodel.labels_\n",
        "df['HC Clusters'] = HCmodel.labels_"
      ],
      "metadata": {
        "id": "lc_MQN2iBM2f"
      },
      "execution_count": 69,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Cluster Profiling"
      ],
      "metadata": {
        "id": "hGY44aPLBcK-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "hc_cluster_profile = df.drop('KM Clusters', axis=1).groupby(\"HC Clusters\").mean()"
      ],
      "metadata": {
        "id": "SsPM5JCjpIqP"
      },
      "execution_count": 70,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "hc_cluster_profile['count'] = (\n",
        "    df.groupby('HC Clusters')['Current Price'].count().values\n",
        ")"
      ],
      "metadata": {
        "id": "fWBNQjEwpIqV"
      },
      "execution_count": 71,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# let's display cluster profiles\n",
        "hc_cluster_profile.style\\\n",
        "  .set_table_styles([{'selector': 'th',\n",
        "                      'props': [('max-width', '50px')]}])\\\n",
        "  .highlight_max(color=\"lightgreen\", axis=0)\\\n",
        "  .format('{:,.2f}')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 258
        },
        "outputId": "b31fce6a-cec4-45b8-afc1-04ea19195e9e",
        "id": "EMAUrh8DpIqV"
      },
      "execution_count": 72,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f85cf9511b0>"
            ],
            "text/html": [
              "<style type=\"text/css\">\n",
              "#T_61f12 th {\n",
              "  max-width: 50px;\n",
              "}\n",
              "#T_61f12_row0_col2, #T_61f12_row0_col3, #T_61f12_row1_col5, #T_61f12_row1_col6, #T_61f12_row1_col8, #T_61f12_row2_col0, #T_61f12_row2_col1, #T_61f12_row2_col4, #T_61f12_row2_col7, #T_61f12_row2_col9, #T_61f12_row2_col10, #T_61f12_row3_col11 {\n",
              "  background-color: lightgreen;\n",
              "}\n",
              "</style>\n",
              "<table id=\"T_61f12\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th class=\"blank level0\" >&nbsp;</th>\n",
              "      <th id=\"T_61f12_level0_col0\" class=\"col_heading level0 col0\" >Current Price</th>\n",
              "      <th id=\"T_61f12_level0_col1\" class=\"col_heading level0 col1\" >Price Change</th>\n",
              "      <th id=\"T_61f12_level0_col2\" class=\"col_heading level0 col2\" >Volatility</th>\n",
              "      <th id=\"T_61f12_level0_col3\" class=\"col_heading level0 col3\" >ROE</th>\n",
              "      <th id=\"T_61f12_level0_col4\" class=\"col_heading level0 col4\" >Cash Ratio</th>\n",
              "      <th id=\"T_61f12_level0_col5\" class=\"col_heading level0 col5\" >Net Cash Flow</th>\n",
              "      <th id=\"T_61f12_level0_col6\" class=\"col_heading level0 col6\" >Net Income</th>\n",
              "      <th id=\"T_61f12_level0_col7\" class=\"col_heading level0 col7\" >Earnings Per Share</th>\n",
              "      <th id=\"T_61f12_level0_col8\" class=\"col_heading level0 col8\" >Estimated Shares Outstanding</th>\n",
              "      <th id=\"T_61f12_level0_col9\" class=\"col_heading level0 col9\" >P/E Ratio</th>\n",
              "      <th id=\"T_61f12_level0_col10\" class=\"col_heading level0 col10\" >P/B Ratio</th>\n",
              "      <th id=\"T_61f12_level0_col11\" class=\"col_heading level0 col11\" >count</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th class=\"index_name level0\" >HC Clusters</th>\n",
              "      <th class=\"blank col0\" >&nbsp;</th>\n",
              "      <th class=\"blank col1\" >&nbsp;</th>\n",
              "      <th class=\"blank col2\" >&nbsp;</th>\n",
              "      <th class=\"blank col3\" >&nbsp;</th>\n",
              "      <th class=\"blank col4\" >&nbsp;</th>\n",
              "      <th class=\"blank col5\" >&nbsp;</th>\n",
              "      <th class=\"blank col6\" >&nbsp;</th>\n",
              "      <th class=\"blank col7\" >&nbsp;</th>\n",
              "      <th class=\"blank col8\" >&nbsp;</th>\n",
              "      <th class=\"blank col9\" >&nbsp;</th>\n",
              "      <th class=\"blank col10\" >&nbsp;</th>\n",
              "      <th class=\"blank col11\" >&nbsp;</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th id=\"T_61f12_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
              "      <td id=\"T_61f12_row0_col0\" class=\"data row0 col0\" >46.56</td>\n",
              "      <td id=\"T_61f12_row0_col1\" class=\"data row0 col1\" >-11.80</td>\n",
              "      <td id=\"T_61f12_row0_col2\" class=\"data row0 col2\" >2.62</td>\n",
              "      <td id=\"T_61f12_row0_col3\" class=\"data row0 col3\" >178.75</td>\n",
              "      <td id=\"T_61f12_row0_col4\" class=\"data row0 col4\" >50.25</td>\n",
              "      <td id=\"T_61f12_row0_col5\" class=\"data row0 col5\" >43,497,156.25</td>\n",
              "      <td id=\"T_61f12_row0_col6\" class=\"data row0 col6\" >-3,197,471,875.00</td>\n",
              "      <td id=\"T_61f12_row0_col7\" class=\"data row0 col7\" >-7.79</td>\n",
              "      <td id=\"T_61f12_row0_col8\" class=\"data row0 col8\" >473,289,495.13</td>\n",
              "      <td id=\"T_61f12_row0_col9\" class=\"data row0 col9\" >72.50</td>\n",
              "      <td id=\"T_61f12_row0_col10\" class=\"data row0 col10\" >-0.78</td>\n",
              "      <td id=\"T_61f12_row0_col11\" class=\"data row0 col11\" >32.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_61f12_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
              "      <td id=\"T_61f12_row1_col0\" class=\"data row1 col0\" >42.85</td>\n",
              "      <td id=\"T_61f12_row1_col1\" class=\"data row1 col1\" >6.27</td>\n",
              "      <td id=\"T_61f12_row1_col2\" class=\"data row1 col2\" >1.12</td>\n",
              "      <td id=\"T_61f12_row1_col3\" class=\"data row1 col3\" >22.73</td>\n",
              "      <td id=\"T_61f12_row1_col4\" class=\"data row1 col4\" >71.45</td>\n",
              "      <td id=\"T_61f12_row1_col5\" class=\"data row1 col5\" >558,636,363.64</td>\n",
              "      <td id=\"T_61f12_row1_col6\" class=\"data row1 col6\" >14,631,272,727.27</td>\n",
              "      <td id=\"T_61f12_row1_col7\" class=\"data row1 col7\" >3.41</td>\n",
              "      <td id=\"T_61f12_row1_col8\" class=\"data row1 col8\" >4,242,572,567.29</td>\n",
              "      <td id=\"T_61f12_row1_col9\" class=\"data row1 col9\" >15.24</td>\n",
              "      <td id=\"T_61f12_row1_col10\" class=\"data row1 col10\" >-4.92</td>\n",
              "      <td id=\"T_61f12_row1_col11\" class=\"data row1 col11\" >11.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_61f12_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
              "      <td id=\"T_61f12_row2_col0\" class=\"data row2 col0\" >246.57</td>\n",
              "      <td id=\"T_61f12_row2_col1\" class=\"data row2 col1\" >14.28</td>\n",
              "      <td id=\"T_61f12_row2_col2\" class=\"data row2 col2\" >1.77</td>\n",
              "      <td id=\"T_61f12_row2_col3\" class=\"data row2 col3\" >26.50</td>\n",
              "      <td id=\"T_61f12_row2_col4\" class=\"data row2 col4\" >279.92</td>\n",
              "      <td id=\"T_61f12_row2_col5\" class=\"data row2 col5\" >459,120,250.00</td>\n",
              "      <td id=\"T_61f12_row2_col6\" class=\"data row2 col6\" >1,009,205,541.67</td>\n",
              "      <td id=\"T_61f12_row2_col7\" class=\"data row2 col7\" >6.17</td>\n",
              "      <td id=\"T_61f12_row2_col8\" class=\"data row2 col8\" >549,432,140.54</td>\n",
              "      <td id=\"T_61f12_row2_col9\" class=\"data row2 col9\" >90.10</td>\n",
              "      <td id=\"T_61f12_row2_col10\" class=\"data row2 col10\" >14.08</td>\n",
              "      <td id=\"T_61f12_row2_col11\" class=\"data row2 col11\" >24.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_61f12_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
              "      <td id=\"T_61f12_row3_col0\" class=\"data row3 col0\" >71.85</td>\n",
              "      <td id=\"T_61f12_row3_col1\" class=\"data row3 col1\" >4.95</td>\n",
              "      <td id=\"T_61f12_row3_col2\" class=\"data row3 col2\" >1.39</td>\n",
              "      <td id=\"T_61f12_row3_col3\" class=\"data row3 col3\" >25.12</td>\n",
              "      <td id=\"T_61f12_row3_col4\" class=\"data row3 col4\" >53.83</td>\n",
              "      <td id=\"T_61f12_row3_col5\" class=\"data row3 col5\" >1,197,787.55</td>\n",
              "      <td id=\"T_61f12_row3_col6\" class=\"data row3 col6\" >1,557,673,743.59</td>\n",
              "      <td id=\"T_61f12_row3_col7\" class=\"data row3 col7\" >3.69</td>\n",
              "      <td id=\"T_61f12_row3_col8\" class=\"data row3 col8\" >443,918,320.07</td>\n",
              "      <td id=\"T_61f12_row3_col9\" class=\"data row3 col9\" >23.58</td>\n",
              "      <td id=\"T_61f12_row3_col10\" class=\"data row3 col10\" >-3.09</td>\n",
              "      <td id=\"T_61f12_row3_col11\" class=\"data row3 col11\" >273.00</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n"
            ]
          },
          "metadata": {},
          "execution_count": 72
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Let's draw boxplots of numerical variables for each cluster\n",
        "plt.figure(figsize=(12, 16))\n",
        "plt.suptitle('Boxplot of numerical variables for each cluster (Hierarchical Clustering)')\n",
        "\n",
        "for i, variable in enumerate(num_col):\n",
        "    plt.subplot(4, 3, i + 1)\n",
        "    sns.boxplot(data=df, x='HC Clusters', y=variable, showfliers=False)\n",
        "\n",
        "plt.tight_layout(pad=2);"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "df5a969f-974d-4768-89bb-b00b6589041e",
        "id": "XDO-DZHtpIqV"
      },
      "execution_count": 73,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x1600 with 11 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Let's draw the average scaled values of attributes for each cluster\n",
        "subset_scaled_df.drop('KM Clusters', axis=1).groupby('HC Clusters').mean().plot.bar(figsize=(12, 6))\n",
        "plt.xticks(rotation=0)\n",
        "plt.title('The average scaled values of attributes for each cluster (Hierarchical Clustering)')\n",
        "plt.show();"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 562
        },
        "outputId": "075e2df1-424b-46d6-fe11-e10ada367c49",
        "id": "AaejKUNPpIqV"
      },
      "execution_count": 74,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# The number of securities in each cluster by sector\n",
        "print('The number of securities in each cluster by sectors:')\n",
        "display(\n",
        "    df.pivot_table(index='GICS Sector', columns='HC Clusters', values='Current Price', aggfunc='count')\\\n",
        "      .style.highlight_max(color = 'lightgreen', axis = 0)\\\n",
        "      .set_table_styles([{'selector': 'th',\n",
        "                          'props': [('min-width', '50px')]}])\\\n",
        "      .format('{:.0f}', na_rep='--'));"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 443
        },
        "outputId": "3d653c25-3281-46d8-8120-4e9d6e88e9e5",
        "id": "9MTZuJ6GpIqV"
      },
      "execution_count": 75,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The number of securities in each cluster by sectors:\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f858d6a6d70>"
            ],
            "text/html": [
              "<style type=\"text/css\">\n",
              "#T_08be9 th {\n",
              "  min-width: 50px;\n",
              "}\n",
              "#T_08be9_row2_col0, #T_08be9_row3_col1, #T_08be9_row4_col2, #T_08be9_row5_col3 {\n",
              "  background-color: lightgreen;\n",
              "}\n",
              "</style>\n",
              "<table id=\"T_08be9\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th class=\"index_name level0\" >HC Clusters</th>\n",
              "      <th id=\"T_08be9_level0_col0\" class=\"col_heading level0 col0\" >0</th>\n",
              "      <th id=\"T_08be9_level0_col1\" class=\"col_heading level0 col1\" >1</th>\n",
              "      <th id=\"T_08be9_level0_col2\" class=\"col_heading level0 col2\" >2</th>\n",
              "      <th id=\"T_08be9_level0_col3\" class=\"col_heading level0 col3\" >3</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th class=\"index_name level0\" >GICS Sector</th>\n",
              "      <th class=\"blank col0\" >&nbsp;</th>\n",
              "      <th class=\"blank col1\" >&nbsp;</th>\n",
              "      <th class=\"blank col2\" >&nbsp;</th>\n",
              "      <th class=\"blank col3\" >&nbsp;</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th id=\"T_08be9_level0_row0\" class=\"row_heading level0 row0\" >Consumer Discretionary</th>\n",
              "      <td id=\"T_08be9_row0_col0\" class=\"data row0 col0\" >1</td>\n",
              "      <td id=\"T_08be9_row0_col1\" class=\"data row0 col1\" >1</td>\n",
              "      <td id=\"T_08be9_row0_col2\" class=\"data row0 col2\" >6</td>\n",
              "      <td id=\"T_08be9_row0_col3\" class=\"data row0 col3\" >32</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_08be9_level0_row1\" class=\"row_heading level0 row1\" >Consumer Staples</th>\n",
              "      <td id=\"T_08be9_row1_col0\" class=\"data row1 col0\" >2</td>\n",
              "      <td id=\"T_08be9_row1_col1\" class=\"data row1 col1\" >1</td>\n",
              "      <td id=\"T_08be9_row1_col2\" class=\"data row1 col2\" >1</td>\n",
              "      <td id=\"T_08be9_row1_col3\" class=\"data row1 col3\" >15</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_08be9_level0_row2\" class=\"row_heading level0 row2\" >Energy</th>\n",
              "      <td id=\"T_08be9_row2_col0\" class=\"data row2 col0\" >23</td>\n",
              "      <td id=\"T_08be9_row2_col1\" class=\"data row2 col1\" >1</td>\n",
              "      <td id=\"T_08be9_row2_col2\" class=\"data row2 col2\" >--</td>\n",
              "      <td id=\"T_08be9_row2_col3\" class=\"data row2 col3\" >6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_08be9_level0_row3\" class=\"row_heading level0 row3\" >Financials</th>\n",
              "      <td id=\"T_08be9_row3_col0\" class=\"data row3 col0\" >1</td>\n",
              "      <td id=\"T_08be9_row3_col1\" class=\"data row3 col1\" >4</td>\n",
              "      <td id=\"T_08be9_row3_col2\" class=\"data row3 col2\" >--</td>\n",
              "      <td id=\"T_08be9_row3_col3\" class=\"data row3 col3\" >44</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_08be9_level0_row4\" class=\"row_heading level0 row4\" >Health Care</th>\n",
              "      <td id=\"T_08be9_row4_col0\" class=\"data row4 col0\" >--</td>\n",
              "      <td id=\"T_08be9_row4_col1\" class=\"data row4 col1\" >1</td>\n",
              "      <td id=\"T_08be9_row4_col2\" class=\"data row4 col2\" >9</td>\n",
              "      <td id=\"T_08be9_row4_col3\" class=\"data row4 col3\" >30</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_08be9_level0_row5\" class=\"row_heading level0 row5\" >Industrials</th>\n",
              "      <td id=\"T_08be9_row5_col0\" class=\"data row5 col0\" >2</td>\n",
              "      <td id=\"T_08be9_row5_col1\" class=\"data row5 col1\" >--</td>\n",
              "      <td id=\"T_08be9_row5_col2\" class=\"data row5 col2\" >--</td>\n",
              "      <td id=\"T_08be9_row5_col3\" class=\"data row5 col3\" >51</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_08be9_level0_row6\" class=\"row_heading level0 row6\" >Information Technology</th>\n",
              "      <td id=\"T_08be9_row6_col0\" class=\"data row6 col0\" >2</td>\n",
              "      <td id=\"T_08be9_row6_col1\" class=\"data row6 col1\" >1</td>\n",
              "      <td id=\"T_08be9_row6_col2\" class=\"data row6 col2\" >6</td>\n",
              "      <td id=\"T_08be9_row6_col3\" class=\"data row6 col3\" >24</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_08be9_level0_row7\" class=\"row_heading level0 row7\" >Materials</th>\n",
              "      <td id=\"T_08be9_row7_col0\" class=\"data row7 col0\" >1</td>\n",
              "      <td id=\"T_08be9_row7_col1\" class=\"data row7 col1\" >--</td>\n",
              "      <td id=\"T_08be9_row7_col2\" class=\"data row7 col2\" >--</td>\n",
              "      <td id=\"T_08be9_row7_col3\" class=\"data row7 col3\" >19</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_08be9_level0_row8\" class=\"row_heading level0 row8\" >Real Estate</th>\n",
              "      <td id=\"T_08be9_row8_col0\" class=\"data row8 col0\" >--</td>\n",
              "      <td id=\"T_08be9_row8_col1\" class=\"data row8 col1\" >--</td>\n",
              "      <td id=\"T_08be9_row8_col2\" class=\"data row8 col2\" >1</td>\n",
              "      <td id=\"T_08be9_row8_col3\" class=\"data row8 col3\" >26</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_08be9_level0_row9\" class=\"row_heading level0 row9\" >Telecommunications Services</th>\n",
              "      <td id=\"T_08be9_row9_col0\" class=\"data row9 col0\" >--</td>\n",
              "      <td id=\"T_08be9_row9_col1\" class=\"data row9 col1\" >2</td>\n",
              "      <td id=\"T_08be9_row9_col2\" class=\"data row9 col2\" >1</td>\n",
              "      <td id=\"T_08be9_row9_col3\" class=\"data row9 col3\" >2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_08be9_level0_row10\" class=\"row_heading level0 row10\" >Utilities</th>\n",
              "      <td id=\"T_08be9_row10_col0\" class=\"data row10 col0\" >--</td>\n",
              "      <td id=\"T_08be9_row10_col1\" class=\"data row10 col1\" >--</td>\n",
              "      <td id=\"T_08be9_row10_col2\" class=\"data row10 col2\" >--</td>\n",
              "      <td id=\"T_08be9_row10_col3\" class=\"data row10 col3\" >24</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# The percentage of securities in each cluster by sector\n",
        "print('The percentage of securities in each cluster by sectors:')\n",
        "\n",
        "tmp = df.pivot_table(index='GICS Sector', columns='HC Clusters', values='Current Price', aggfunc='count')\n",
        "\n",
        "display((tmp / tmp.sum())\\\n",
        "      .style.highlight_max(color = 'lightgreen', axis = 0)\\\n",
        "      .set_table_styles([{'selector': 'th',\n",
        "                          'props': [('min-width', '50px')]}])\\\n",
        "      .format('{:.0%}', na_rep='--'));"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 443
        },
        "outputId": "2927cb98-6b44-4dd8-bdeb-66cc1405ee7b",
        "id": "8D2q1kvZpIqV"
      },
      "execution_count": 76,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The percentage of securities in each cluster by sectors:\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f8593304fa0>"
            ],
            "text/html": [
              "<style type=\"text/css\">\n",
              "#T_335af th {\n",
              "  min-width: 50px;\n",
              "}\n",
              "#T_335af_row2_col0, #T_335af_row3_col1, #T_335af_row4_col2, #T_335af_row5_col3 {\n",
              "  background-color: lightgreen;\n",
              "}\n",
              "</style>\n",
              "<table id=\"T_335af\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th class=\"index_name level0\" >HC Clusters</th>\n",
              "      <th id=\"T_335af_level0_col0\" class=\"col_heading level0 col0\" >0</th>\n",
              "      <th id=\"T_335af_level0_col1\" class=\"col_heading level0 col1\" >1</th>\n",
              "      <th id=\"T_335af_level0_col2\" class=\"col_heading level0 col2\" >2</th>\n",
              "      <th id=\"T_335af_level0_col3\" class=\"col_heading level0 col3\" >3</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th class=\"index_name level0\" >GICS Sector</th>\n",
              "      <th class=\"blank col0\" >&nbsp;</th>\n",
              "      <th class=\"blank col1\" >&nbsp;</th>\n",
              "      <th class=\"blank col2\" >&nbsp;</th>\n",
              "      <th class=\"blank col3\" >&nbsp;</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th id=\"T_335af_level0_row0\" class=\"row_heading level0 row0\" >Consumer Discretionary</th>\n",
              "      <td id=\"T_335af_row0_col0\" class=\"data row0 col0\" >3%</td>\n",
              "      <td id=\"T_335af_row0_col1\" class=\"data row0 col1\" >9%</td>\n",
              "      <td id=\"T_335af_row0_col2\" class=\"data row0 col2\" >25%</td>\n",
              "      <td id=\"T_335af_row0_col3\" class=\"data row0 col3\" >12%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_335af_level0_row1\" class=\"row_heading level0 row1\" >Consumer Staples</th>\n",
              "      <td id=\"T_335af_row1_col0\" class=\"data row1 col0\" >6%</td>\n",
              "      <td id=\"T_335af_row1_col1\" class=\"data row1 col1\" >9%</td>\n",
              "      <td id=\"T_335af_row1_col2\" class=\"data row1 col2\" >4%</td>\n",
              "      <td id=\"T_335af_row1_col3\" class=\"data row1 col3\" >5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_335af_level0_row2\" class=\"row_heading level0 row2\" >Energy</th>\n",
              "      <td id=\"T_335af_row2_col0\" class=\"data row2 col0\" >72%</td>\n",
              "      <td id=\"T_335af_row2_col1\" class=\"data row2 col1\" >9%</td>\n",
              "      <td id=\"T_335af_row2_col2\" class=\"data row2 col2\" >--</td>\n",
              "      <td id=\"T_335af_row2_col3\" class=\"data row2 col3\" >2%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_335af_level0_row3\" class=\"row_heading level0 row3\" >Financials</th>\n",
              "      <td id=\"T_335af_row3_col0\" class=\"data row3 col0\" >3%</td>\n",
              "      <td id=\"T_335af_row3_col1\" class=\"data row3 col1\" >36%</td>\n",
              "      <td id=\"T_335af_row3_col2\" class=\"data row3 col2\" >--</td>\n",
              "      <td id=\"T_335af_row3_col3\" class=\"data row3 col3\" >16%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_335af_level0_row4\" class=\"row_heading level0 row4\" >Health Care</th>\n",
              "      <td id=\"T_335af_row4_col0\" class=\"data row4 col0\" >--</td>\n",
              "      <td id=\"T_335af_row4_col1\" class=\"data row4 col1\" >9%</td>\n",
              "      <td id=\"T_335af_row4_col2\" class=\"data row4 col2\" >38%</td>\n",
              "      <td id=\"T_335af_row4_col3\" class=\"data row4 col3\" >11%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_335af_level0_row5\" class=\"row_heading level0 row5\" >Industrials</th>\n",
              "      <td id=\"T_335af_row5_col0\" class=\"data row5 col0\" >6%</td>\n",
              "      <td id=\"T_335af_row5_col1\" class=\"data row5 col1\" >--</td>\n",
              "      <td id=\"T_335af_row5_col2\" class=\"data row5 col2\" >--</td>\n",
              "      <td id=\"T_335af_row5_col3\" class=\"data row5 col3\" >19%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_335af_level0_row6\" class=\"row_heading level0 row6\" >Information Technology</th>\n",
              "      <td id=\"T_335af_row6_col0\" class=\"data row6 col0\" >6%</td>\n",
              "      <td id=\"T_335af_row6_col1\" class=\"data row6 col1\" >9%</td>\n",
              "      <td id=\"T_335af_row6_col2\" class=\"data row6 col2\" >25%</td>\n",
              "      <td id=\"T_335af_row6_col3\" class=\"data row6 col3\" >9%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_335af_level0_row7\" class=\"row_heading level0 row7\" >Materials</th>\n",
              "      <td id=\"T_335af_row7_col0\" class=\"data row7 col0\" >3%</td>\n",
              "      <td id=\"T_335af_row7_col1\" class=\"data row7 col1\" >--</td>\n",
              "      <td id=\"T_335af_row7_col2\" class=\"data row7 col2\" >--</td>\n",
              "      <td id=\"T_335af_row7_col3\" class=\"data row7 col3\" >7%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_335af_level0_row8\" class=\"row_heading level0 row8\" >Real Estate</th>\n",
              "      <td id=\"T_335af_row8_col0\" class=\"data row8 col0\" >--</td>\n",
              "      <td id=\"T_335af_row8_col1\" class=\"data row8 col1\" >--</td>\n",
              "      <td id=\"T_335af_row8_col2\" class=\"data row8 col2\" >4%</td>\n",
              "      <td id=\"T_335af_row8_col3\" class=\"data row8 col3\" >10%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_335af_level0_row9\" class=\"row_heading level0 row9\" >Telecommunications Services</th>\n",
              "      <td id=\"T_335af_row9_col0\" class=\"data row9 col0\" >--</td>\n",
              "      <td id=\"T_335af_row9_col1\" class=\"data row9 col1\" >18%</td>\n",
              "      <td id=\"T_335af_row9_col2\" class=\"data row9 col2\" >4%</td>\n",
              "      <td id=\"T_335af_row9_col3\" class=\"data row9 col3\" >1%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_335af_level0_row10\" class=\"row_heading level0 row10\" >Utilities</th>\n",
              "      <td id=\"T_335af_row10_col0\" class=\"data row10 col0\" >--</td>\n",
              "      <td id=\"T_335af_row10_col1\" class=\"data row10 col1\" >--</td>\n",
              "      <td id=\"T_335af_row10_col2\" class=\"data row10 col2\" >--</td>\n",
              "      <td id=\"T_335af_row10_col3\" class=\"data row10 col3\" >9%</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* The results closely align with those observed in K-Means clustering."
      ],
      "metadata": {
        "id": "tltN-EnaJAP4"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Insights"
      ],
      "metadata": {
        "id": "Twuo5ZDrpIqW"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The specific differences for each cluster, focusing on the aspects that set them apart from the other clusters.\n",
        "\n",
        "**Cluster 0:**\n",
        "* Number of securities: 32\n",
        "* Major Sector$^1$: Energy (72%)\n",
        "* This cluster has a significantly lower **Current Price** (\\$46.56) compared to the other clusters. This cluster also shows a negative **Price Change** (-11.80%) on average. It has a relatively high **Volatility** (2.62) compared to the other clusters, suggesting more price fluctuations. The **Cash Ratio** is 50.25%, indicating a moderate liquidity level. Negative **Net Income** (-\\$3.2B) suggests that on average, the expenses exceed the revenues for the companies in this cluster. It also has a negative **P/B ratio** (-0.78), suggesting potential undervaluation compared to other clusters.\n",
        "\n",
        "**Cluster 1:**\n",
        "* Number of securities: 11\n",
        "* Major Sector: Financials (36%)\n",
        "* This cluster shows a **Current Price** of \\$42.85 and a positive **Price Change** (6.27%) on average. The **Cash Ratio** is higher at 71.45%, indicating better liquidity. It also reports positive **Net Income** (\\$14B), which shows the companies in this cluster, on average, are profitable. However, it has a negative **P/B ratio** (-4.92), suggesting potential undervaluation compared to other clusters.\n",
        "\n",
        "**Cluster 2:**\n",
        "* Number of securities: 24\n",
        "* Major Sector: Health Care (38%)\n",
        "* This cluster reports the highest **Current Price** (\\$246.57) and a positive **Price Change** (14.28%) on average. It also shows relatively low **Volatility** (1.77) compared to other clusters. It has the highest **Cash Ratio** (279.92%) among all clusters, suggesting high liquidity. The **Net Income** is also positive (\\$1B), indicating profitability. Contrary to other clusters, this one has a positive **P/B ratio** (14.08), suggesting potential overvaluation compared to other clusters.\n",
        "\n",
        "**Cluster 3:**\n",
        "\n",
        "* Number of securities: 273\n",
        "* Major Sector: Industrials (19%)\n",
        "* This cluster is the largest and has a **Current Price** of \\$71.85. It shows a positive **Price Change** (4.95%) on average and moderate **Volatility** (1.39). The **Cash Ratio** (53.83%) is slightly higher than that of `Cluster 0` but lower than `Clusters 1` and `Cluster 2`. The **Net Income** is positive (\\$1.6B), which means the companies in this cluster are, on average, profitable. This cluster also has a negative **P/B ratio** (-3.09), suggesting potential undervaluation compared to other clusters.\n",
        "\n",
        "---\n",
        "$^1$ *The major sectors assigned to each cluster are based on the number of securities in each sector within the cluster.*"
      ],
      "metadata": {
        "id": "i10mQ-sipIqW"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a9GxSQf-qH8e"
      },
      "source": [
        "## K-means vs Hierarchical Clustering"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.pivot_table(index='KM Clusters', columns='HC Clusters', values='Current Price', aggfunc='count')\\\n",
        "  .style.highlight_max(color = 'lightgreen', axis = 0)\\\n",
        "  .set_table_styles([{'selector': 'th',\n",
        "                          'props': [('min-width', '50px')]}])\\\n",
        "  .format('{:.0f}', na_rep='--')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "AqisFtfXnMIQ",
        "outputId": "9d994904-b59a-4c59-cd49-2993f9084c5d"
      },
      "execution_count": 77,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f858d6850c0>"
            ],
            "text/html": [
              "<style type=\"text/css\">\n",
              "#T_46726 th {\n",
              "  min-width: 50px;\n",
              "}\n",
              "#T_46726_row0_col2, #T_46726_row1_col0, #T_46726_row2_col1, #T_46726_row3_col3 {\n",
              "  background-color: lightgreen;\n",
              "}\n",
              "</style>\n",
              "<table id=\"T_46726\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th class=\"index_name level0\" >HC Clusters</th>\n",
              "      <th id=\"T_46726_level0_col0\" class=\"col_heading level0 col0\" >0</th>\n",
              "      <th id=\"T_46726_level0_col1\" class=\"col_heading level0 col1\" >1</th>\n",
              "      <th id=\"T_46726_level0_col2\" class=\"col_heading level0 col2\" >2</th>\n",
              "      <th id=\"T_46726_level0_col3\" class=\"col_heading level0 col3\" >3</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th class=\"index_name level0\" >KM Clusters</th>\n",
              "      <th class=\"blank col0\" >&nbsp;</th>\n",
              "      <th class=\"blank col1\" >&nbsp;</th>\n",
              "      <th class=\"blank col2\" >&nbsp;</th>\n",
              "      <th class=\"blank col3\" >&nbsp;</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th id=\"T_46726_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
              "      <td id=\"T_46726_row0_col0\" class=\"data row0 col0\" >1</td>\n",
              "      <td id=\"T_46726_row0_col1\" class=\"data row0 col1\" >--</td>\n",
              "      <td id=\"T_46726_row0_col2\" class=\"data row0 col2\" >24</td>\n",
              "      <td id=\"T_46726_row0_col3\" class=\"data row0 col3\" >--</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_46726_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
              "      <td id=\"T_46726_row1_col0\" class=\"data row1 col0\" >26</td>\n",
              "      <td id=\"T_46726_row1_col1\" class=\"data row1 col1\" >--</td>\n",
              "      <td id=\"T_46726_row1_col2\" class=\"data row1 col2\" >--</td>\n",
              "      <td id=\"T_46726_row1_col3\" class=\"data row1 col3\" >--</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_46726_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
              "      <td id=\"T_46726_row2_col0\" class=\"data row2 col0\" >--</td>\n",
              "      <td id=\"T_46726_row2_col1\" class=\"data row2 col1\" >11</td>\n",
              "      <td id=\"T_46726_row2_col2\" class=\"data row2 col2\" >--</td>\n",
              "      <td id=\"T_46726_row2_col3\" class=\"data row2 col3\" >2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_46726_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
              "      <td id=\"T_46726_row3_col0\" class=\"data row3 col0\" >5</td>\n",
              "      <td id=\"T_46726_row3_col1\" class=\"data row3 col1\" >--</td>\n",
              "      <td id=\"T_46726_row3_col2\" class=\"data row3 col2\" >--</td>\n",
              "      <td id=\"T_46726_row3_col3\" class=\"data row3 col3\" >271</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n"
            ]
          },
          "metadata": {},
          "execution_count": 77
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Despite minor discrepancies, the classifications derived from hierarchical clustering, using Euclidean distance and Ward linkage, align closely with those generated via K-Means clustering.\n",
        "\n",
        "* `Cluster 0` from K-Means clustering aligns closely with `Cluster 2` from Hierarchical clustering, with the sole exception of `Halliburton Co.`, which remains in `Cluster 0` across both methods.\n",
        "* `Cluster 1` from K-Means clustering precisely matches `Cluster 0` from Hierarchical clustering.\n",
        "* `Cluster 2` from K-Means clustering largely aligns with `Cluster 1` from Hierarchical clustering, except for `Gilead Sciences` and `Merck & Co.`, both within the `Health Care` sector, which transition to `Cluster 3`.\n",
        "* `Cluster 3` from K-Means clustering mostly corresponds with `Cluster 3` from Hierarchical clustering, notwithstanding the five exceptions that migrate to `Cluster 0`."
      ],
      "metadata": {
        "id": "GZ652wAO6fVz"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Observations:**\n",
        "* **Execution Time**: K-Means is generally faster and more scalable than hierarchical clustering, which is particularly relevant for larger datasets. However, in this instance, we only have 340 rows, so the execution time is comparable.\n",
        "\n",
        "* **Distinctness of Clusters**: Both the K-Means and hierarchical clustering methods appear to provide distinct clusters. In our case they are  very similar.\n",
        "\n",
        "* **Number of Similar Observations**: Both clustering methods have a high degree of overlap with 98% (332 out of 340) securities clustered similarly. This implies that both methods are consistent with the majority of securities.\n",
        "\n",
        "* **Optimal Number of Clusters**: Both methods have led to a similar number of clusters (K-means resulted in 4 clusters, and hierarchical clustering in 4). Given the high degree of overlap, it suggests that the number of clusters is likely representative of the underlying data structure.\n",
        "\n",
        "* **Cluster Profiles**: The given data indicates that the cluster profiles between the two methods align reasonably well, albeit with some differences.\n",
        "For instance, a significant difference is observed in the **Net Cash Flow** of specific clusters between the two methods. These differences could result from the specific nuances that each algorithm identifies.\n",
        "  * A prime example of this is `S&P Global, Inc.` It migrated from `Cluster 3 (KM)` to `Cluster 0 (HC)` (instead of `Cluster 3 (HC)`), carrying a negative Net Cash Flow of \\$1B, thus altering the average values.\n",
        "\n",
        "*Comparing and contrasting these aspects of the two clustering methods can provide a more comprehensive understanding of their strengths and limitations, and inform which technique might be most appropriate for future analyses of similar data.*"
      ],
      "metadata": {
        "id": "1PEcidgjIERX"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Risk Analysis\n",
        "\n",
        "**Cluster «Energy»$^1$: 1-KM / 0-HC:**\n",
        "* This cluster appears to be the **highest risk**, primarily due to the substantial negative price change and high volatility. In addition, the negative net income indicates potential financial instability within these securities.\n",
        "* This cluster appears to have higher risk due to a significant **negative price change** and **high volatility**. However, its Cash Ratio is relatively moderate, indicating some level of liquidity. Nevertheless, the negative net income suggests operational issues within these securities. A higher return on equity (ROE) could imply higher profitability, but combined with other factors, this cluster appears risky.\n",
        "  \n",
        "**Cluster «Industrials»: 3-KM / 3-HC:**\n",
        "* This is the second **highest risk** cluster, given its moderate volatility and negative P/B ratio. Despite a positive price change and net income, these risk factors might overshadow the potential benefits.\n",
        "* This is the largest cluster and shows a positive price change, though with slightly higher volatility than Clusters «Financials» and «Health Care». The Cash Ratio is moderate, but the Net Income is positive and high. This cluster seems to have a balance of risk and reward, but the negative P/B ratio could suggest potential undervaluation. The moderate P/E ratio also implies a reasonable market valuation.\n",
        "\n",
        "**Cluster «Health Care»: 0-KM / 2-HC:**\n",
        "* This cluster carries **moderate risk**. Although it has high current price and a positive price change, it also has a relatively high P/E Ratio which could suggest a higher market valuation and therefore higher risk. However, the high Cash Ratio and positive P/B Ratio might mitigate some risk factors.\n",
        "* This cluster exhibits positive price change and moderate volatility. A high Cash Ratio shows excellent liquidity. However, the higher P/E Ratio could suggest a higher market valuation, which might increase the risk if the earnings do not support the price. Nonetheless, the positive Net Income and the fact that this cluster has a positive P/B Ratio indicates a potentially undervalued situation, mitigating some risk factors.\n",
        "  \n",
        "**Cluster «Financials»: 2-KM / 1-HC:**\n",
        "* This cluster seems to carry the **least risk** among all the clusters. It exhibits a positive price change, low volatility, and a high Cash Ratio, which suggests better liquidity. Moreover, the P/E Ratio is relatively lower, indicating less overvaluation compared to other clusters. The positive and substantial Net Income also suggests stable operations.\n",
        "* This cluster has relatively lower volatility, positive net income, and positive earnings per share. These indicators suggest a comparatively lower risk profile.\n",
        "\n",
        "---\n",
        "$^1$ *While the names of the clusters do reflect the sector most prominently represented within them, it's important to understand that these labels are provisional. They serve the purpose of simplifying notation and should not be taken as a comprehensive characterization of the entire sector they represent.*"
      ],
      "metadata": {
        "id": "zyJ3UzQ5LoAf"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Dimensionality Reduction using PCA for visualization\n"
      ],
      "metadata": {
        "id": "VLyZ4cqwH63I"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Let's employ Principal Component Analysis (PCA) to visualize the clusters generated by the two algorithms in a two-dimensional space.**"
      ],
      "metadata": {
        "id": "WWmbOIFCbWeO"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# setting the number of components to 2\n",
        "pca = PCA(n_components=2, random_state=42)\n",
        "\n",
        "# transforming data and storing results in a dataframe\n",
        "X_reduced_pca = pca.fit_transform(subset_scaled_df.drop(['KM Clusters', 'HC Clusters'], axis=1))\n",
        "reduced_df_pca = pd.DataFrame(data=X_reduced_pca, columns=['Component 1', 'Component 2'])\n",
        "\n",
        "# checking the amount of variance explained\n",
        "pca.explained_variance_ratio_.sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AjJh3ZrLH3eR",
        "outputId": "f96eb102-fc01-4478-a07d-a5bfbbf92b62"
      },
      "execution_count": 78,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.3712899567725855"
            ]
          },
          "metadata": {},
          "execution_count": 78
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* The first two principal components explain 37.1% of the variance in the data."
      ],
      "metadata": {
        "id": "4UgJuBXsISbR"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Let's visualize the reduced data to examine the degree of separation between the clusters.**"
      ],
      "metadata": {
        "id": "fYrXAFwAbhaf"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sns.scatterplot(data=reduced_df_pca, x='Component 1', y='Component 2')\n",
        "plt.title('2D PCA scatterplot');\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 524
        },
        "id": "q2nRsEMxH3hJ",
        "outputId": "1eb9ec76-1b46-46d6-9e7f-ce77035c0f36"
      },
      "execution_count": 79,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x550 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* We can identify one central cluster with three distinct 'rays' extending towards the north, southwest, and east. \n",
        "* There are also a few outlier points. \n",
        "* Next, we will color the scatter plot according to K-Means and Hierarchical Clustering labels."
      ],
      "metadata": {
        "id": "1TCdePm0Ier7"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig, axs = plt.subplots(1, 2, figsize=(12, 5))\n",
        "sns.scatterplot(\n",
        "    data=reduced_df_pca,\n",
        "    x='Component 1',\n",
        "    y='Component 2',\n",
        "    hue=df['KM Clusters'],\n",
        "    palette='rainbow',\n",
        "    ax=axs[0],\n",
        "    );\n",
        "sns.scatterplot(\n",
        "    data=reduced_df_pca,\n",
        "    x='Component 1',\n",
        "    y='Component 2',\n",
        "    hue=df['HC Clusters'],\n",
        "    palette='rainbow',\n",
        "    ax=axs[1],\n",
        "    )\n",
        "\n",
        "axs[0].set_title('2D PCA scatterplot (K-Means Clusters)');\n",
        "axs[1].set_title('2D PCA scatterplot (Hierarchical Clusters)');\n",
        "plt.show();"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 485
        },
        "id": "hYyn9RUUtIGK",
        "outputId": "414e93d1-9ca2-40d2-ddf1-2b04ee5e7119"
      },
      "execution_count": 80,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Observations:**\n",
        "* The four clusters exhibit distinct separation, with one central cluster encompassing the majority of data points and the remaining clusters accounting for more peripheral points.\n",
        "* Despite subtle differences in the plots generated by K-Means and Hierarchical Clustering, the prevailing structures of the clusters demonstrate more similarities than disparities."
      ],
      "metadata": {
        "id": "8F7baSHzIzeW"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Applying t-SNE technique"
      ],
      "metadata": {
        "id": "gDzvAqf2JLjA"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "In the following lines of code, we will project the 11-dimensional data into two dimensions using t-SNE."
      ],
      "metadata": {
        "id": "cFnA0sSlJNfF"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Setting the number of components to 2\n",
        "tsne = TSNE(n_components=2, perplexity=30, random_state=42)"
      ],
      "metadata": {
        "id": "EdQMayxdH3oL"
      },
      "execution_count": 81,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Transforming data and storing results in a dataframe\n",
        "X_reduced_tsne = tsne.fit_transform(subset_scaled_df.drop(['KM Clusters', 'HC Clusters'], axis=1))\n",
        "reduced_df_tsne = pd.DataFrame(data=X_reduced_tsne, columns = ['Component 1', 'Component 2'])"
      ],
      "metadata": {
        "id": "czUdCPbCH3ro"
      },
      "execution_count": 82,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "reduced_df_tsne.tail()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "1Xozby1cJjee",
        "outputId": "4864e4e4-63b0-4b8f-c730-db3b6f3f2534"
      },
      "execution_count": 83,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     Component 1  Component 2\n",
              "335     9.258495     7.930939\n",
              "336   -12.522353   -11.091595\n",
              "337    11.285179    12.380670\n",
              "338     0.686478     1.308196\n",
              "339     1.213665     7.998796"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-8a209241-57f8-4d6a-b9a8-304f0e3699f7\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Component 1</th>\n",
              "      <th>Component 2</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>335</th>\n",
              "      <td>9.258495</td>\n",
              "      <td>7.930939</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>336</th>\n",
              "      <td>-12.522353</td>\n",
              "      <td>-11.091595</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>337</th>\n",
              "      <td>11.285179</td>\n",
              "      <td>12.380670</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>338</th>\n",
              "      <td>0.686478</td>\n",
              "      <td>1.308196</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>339</th>\n",
              "      <td>1.213665</td>\n",
              "      <td>7.998796</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-8a209241-57f8-4d6a-b9a8-304f0e3699f7')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-8a209241-57f8-4d6a-b9a8-304f0e3699f7 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-8a209241-57f8-4d6a-b9a8-304f0e3699f7');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 83
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Let's visualize the reduced data to examine the degree of separation between the clusters.**"
      ],
      "metadata": {
        "id": "426heCqrlDGD"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sns.scatterplot(data=reduced_df_tsne, x='Component 1', y='Component 2');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 503
        },
        "id": "l_lpNWfeJjhJ",
        "outputId": "656b53e9-2213-4cf3-a83d-fae7d3364c80"
      },
      "execution_count": 84,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x550 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* Using the default settings of t-SNE, the data points have been distributed uniformly.\n",
        "* Visually discerning distinct clusters is challenging.\n",
        "* However, let us color the scatter plot according to K-Means and Hierarchical Clustering labels."
      ],
      "metadata": {
        "id": "WF6WNQvdmHoi"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig, axs = plt.subplots(1, 2, figsize=(12, 5))\n",
        "sns.scatterplot(\n",
        "    data=reduced_df_tsne,\n",
        "    x='Component 1',\n",
        "    y='Component 2',\n",
        "    hue=df['KM Clusters'],\n",
        "    palette='rainbow',\n",
        "    ax=axs[0],\n",
        "    );\n",
        "sns.scatterplot(\n",
        "    data=reduced_df_tsne,\n",
        "    x='Component 1',\n",
        "    y='Component 2',\n",
        "    hue=df['HC Clusters'],\n",
        "    palette='rainbow',\n",
        "    ax=axs[1],\n",
        "    )\n",
        "\n",
        "axs[0].set_title('2D t-SNE scatterplot (K-Means Clusters)');\n",
        "axs[1].set_title('2D t-SNE scatterplot (Hierarchical Clusters)');\n",
        "plt.show();"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 485
        },
        "id": "dAwqnzsGm7hp",
        "outputId": "7d8290f1-e067-40df-d15d-fa37e78115c6"
      },
      "execution_count": 85,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2BkZh6eHluZK"
      },
      "source": [
        "## Actionable Insights and Recommendations"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Cluster «Energy»$^1$: 1-KM / 0-HC:**\n",
        "* Highest risk\n",
        "* Top-3 by Net Income: Hewlett Packard Enterprise, Quanta Services Inc., Kinder Morgan\n",
        "* Around 8%-9% of the securities presented in the dataset belong to this cluster, with the majority of them representing companies from the Energy sector.\n",
        "* This cluster carries high risk due to negative net income and earnings per share. The P/E ratio is relatively high, suggesting an overvalued stock. The high volatility and exceptionally high ROE further contribute to the risk profile.\n",
        "* Exercise caution when considering investments from this cluster. It's crucial to conduct a thorough analysis of the underlying reasons for the negative financials and evaluate the company's prospects. Consider diversifying investments across other clusters with stronger financial performance.\n",
        "\n",
        "**Cluster «Industrials»: 3-KM / 3-HC:**\n",
        "* High risk\n",
        "* Top-3 by Net Income: International Business Machines, General Motors, The Walt Disney Company\n",
        "* Around 80% of the securities presented in the dataset belong to this cluster, with the majority of them representing companies from the Industrials sector. However, it should be noted that this cluster exhibits a good level of diversification.\n",
        "* This cluster carries a moderate to high risk level. The P/E and P/B ratios suggest undervaluation, and the volatility is relatively low. However, the negative net cash flow raises concerns.\n",
        "* Exercise caution when considering investments from this cluster. Further investigation is required to understand the reasons for the negative net cash flow and to assess the company's ability to generate positive cash flow in the future. It may be prudent to diversify investments across other clusters with more favorable financial indicators.\n",
        "\n",
        "**Cluster «Health Care»: 0-KM / 2-HC:**\n",
        "* Moderate risk\n",
        "* Top-3 by Net Income: Amgen Inc., McDonald's Corp., Facebook\n",
        "* Around 7% of the securities presented in the dataset belong to this cluster, with the majority of them representing companies from the Health Care sector.\n",
        "* This cluster appears to have moderate risk with relatively high valuations and moderate volatility. The company seems to have a healthy cash position and positive net cash flow.\n",
        "* Consider maintaining a balanced portfolio by including stocks from this cluster. Due to the moderate risk level, it may be advisable to conduct further analysis on individual stocks within this cluster to identify specific investment opportunities.\n",
        "  \n",
        "**Cluster «Financials»: 2-KM / 1-HC:**\n",
        "* Moderate risk\n",
        "* Top-3 by Net Income: JPMorgan Chase & Co., Wells Fargo, Verizon Communications\n",
        "* Around 3%-4% of the securities presented in the dataset belong to this cluster, with the majority of them representing companies from the Financials sector.\n",
        "* This cluster has moderate risk, with moderate valuations and relatively low volatility. The cash ratio and net cash flow are favorable, indicating a healthy cash position and positive cash flow.\n",
        "* Consider this cluster as a potential investment opportunity. Further analysis of individual stocks within this cluster is recommended to identify companies with strong fundamentals and growth potential. Diversifying investments by including stocks from this cluster may provide a balanced risk exposure.\n",
        "\n",
        "---\n",
        "$^1$ *While the names of the clusters do reflect the sector most prominently represented within them, it's important to understand that these labels are provisional. They serve the purpose of simplifying notation and should not be taken as a comprehensive characterization of the entire sector they represent.*\n"
      ],
      "metadata": {
        "id": "RPZOq2FjJlO7"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Investment Strategy Variety.** The four clusters identified represent a broad range of company profiles, each with different investment implications. Some are better suited to conservative investment strategies, some to growth-oriented strategies, and others represent more speculative or risky bets.\n",
        "\n",
        "**Risk and Reward Trade-off.** As typically found in investment scenarios, higher potential reward (in terms of stock price growth or profitability) often comes with higher risk (as indicated by volatility and negative financial indicators like Net Cash Flow and P/B Ratio).\n",
        "\n",
        "**Financial Health Assessment.** Financial indicators such as ROE, Cash Ratio, Net Cash Flow, Net Income, P/E Ratio, and P/B Ratio are crucial to assess the financial health of a company. Clusters with companies showing negative values in these parameters are generally riskier.\n",
        "\n",
        "**Sector Insights.** Although not directly clustered based on sectors, it would be interesting to study the sector-wise distribution of companies in these clusters. Such analysis can provide additional insights into sector-specific trends.\n",
        "  * The `Current Price` of stocks and `Estimated Shares Outstanding` demonstrate a right-skewed distribution, with `Health Care` and `Financial` sectors showing notable positive `Price Change`, making them appealing to investors.\n",
        "\n",
        "  * The `Information Technology` and `Financial` sectors possess high `Cash Ratio`, indicating favorable liquidity. Conversely, the `Real Estate` sector, with its minimal variance in `Price Change` and `Cash Ratio`, represents a more stable investment opportunity.\n",
        "\n",
        "  * The `Energy` sector, although exhibiting high `Price Change` variance and therefore increased risk, attracts investment due to its high `P/E_Ratio`, implying investor willingness to pay more per share relative to earnings.\n"
      ],
      "metadata": {
        "id": "Nkt6D0rGJ66A"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The clustering analysis offer a nuanced and diversified approach to investing, which aligns well with best practices in portfolio management.\n",
        "\n",
        "* **Diversification across investment types.** The identification of different clusters - very aggressive (high & low performing), moderately aggressive (high performing), and mildly aggressive options - provides a valuable foundation for building diversified investment portfolios. Diversification is a key strategy in portfolio management, aimed at balancing risk and return by investing in different types of securities.\n",
        "\n",
        "* **Market Volatility and the need for dynamic clustering.** Our insights from the exploratory data analysis (EDA) and clustering emphasize the fact that stock markets are indeed volatile. As we've identified, sectors like Energy can be more volatile and riskier for investors. This can help in identifying shifting trends and volatility in different sectors, and thus make better predictions for future investments.\n",
        "\n",
        "* **Past performance and future trends.** Past indicators may not always predict future trends. While the analysis provides a good understanding of historical performance, future performance can be influenced by a wide range of factors, including changing market conditions, industry trends, and global economic factors. Therefore, continuous monitoring and updating of investment strategies, as well as being aware of broader market and economic trends, are key for successful investing.\n",
        "\n",
        "Overall, our clustering analysis not only provides valuable insights into the current state of the stock market but also highlights the importance of continual analysis and adjustment in response to evolving market conditions."
      ],
      "metadata": {
        "id": "tLswqpWej7Gy"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "*The analysis provides a starting point for diversifying investments across different types of stocks. However, each investor's personal situation, risk tolerance, and investment goals should be considered when making investment decisions. Also, the investment landscape is dynamic. Regular reviews and updates to the investment strategy are necessary to adapt to changes in the market conditions and in the specific circumstances of each company.*"
      ],
      "metadata": {
        "id": "hG-BJRnjj7Og"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "%%shell\n",
        "jupyter nbconvert --to html /content/project_7_at.ipynb"
      ],
      "metadata": {
        "id": "zzGm77_bJsOV"
      },
      "execution_count": 86,
      "outputs": []
    }
  ],
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