susy_input.ipynb

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  "metadata": {
    "colab": {
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
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  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "Z_SBDSsYJg9b"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n",
        "plt.rcParams['figure.dpi']= 120\n",
        "\n",
        "\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.ensemble import GradientBoostingClassifier, RandomForestClassifier\n",
        "from sklearn.metrics import classification_report\n",
        "from sklearn.metrics import RocCurveDisplay\n",
        "from sklearn.metrics import roc_curve, auc\n",
        "import xgboost as xgb\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#/content/SUSY.csv.gz\n",
        "#print(os.listdir('/content'))\n",
        "if 'SUSY.csv' in os.listdir('/content'):\n",
        "  print('file exists')\n",
        "else:\n",
        "  print('file downloading')\n",
        "  !wget http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz\n",
        "  !gzip -d SUSY.csv.gz\n",
        "# Link to dataset: http://archive.ics.uci.edu/ml/datasets/SUSY\n",
        "# 0: background\n",
        "# 1: signal\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "74D1zvj4JjOf",
        "outputId": "c854c4a8-0664-4c22-878f-5f6d4b24ada4"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "file downloading\n",
            "--2022-11-08 07:31:27--  http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz\n",
            "Resolving archive.ics.uci.edu (archive.ics.uci.edu)... 128.195.10.252\n",
            "Connecting to archive.ics.uci.edu (archive.ics.uci.edu)|128.195.10.252|:80... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 922377711 (880M) [application/x-httpd-php]\n",
            "Saving to: ‘SUSY.csv.gz’\n",
            "\n",
            "SUSY.csv.gz         100%[===================>] 879.65M  22.2MB/s    in 40s     \n",
            "\n",
            "2022-11-08 07:32:07 (21.8 MB/s) - ‘SUSY.csv.gz’ saved [922377711/922377711]\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv('SUSY.csv')\n",
        "df.columns = [\"label\",\"lepton1-pT\", \"lepton1-eta\", \"lepton1-phi\", \"lepton2-pT\", \"lepton2-eta\", \"lepton2-phi\", \"missing-energy-magnitude\", \"missing-energy-phi\", \"MET-rel\", \"axial-MET\", \"MR\", \"MTR2\", \"R\", \"MT2\", \"SR\", \"MDeltaR\", \"dPhirb\", \"cos(thetar1)\"]\n",
        "df\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 522
        },
        "id": "3z0r0NcjJoMf",
        "outputId": "2461c9c4-7930-478a-aa9e-fe33f6d0913b"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         label  lepton1-pT  lepton1-eta  lepton1-phi  lepton2-pT  lepton2-eta  \\\n",
              "0          1.0    1.667973     0.064191    -1.225171    0.506102    -0.338939   \n",
              "1          1.0    0.444840    -0.134298    -0.709972    0.451719    -1.613871   \n",
              "2          1.0    0.381256    -0.976145     0.693152    0.448959     0.891753   \n",
              "3          1.0    1.309996    -0.690089    -0.676259    1.589283    -0.693326   \n",
              "4          0.0    0.456398     1.099371     1.512453    0.751772     0.638967   \n",
              "...        ...         ...          ...          ...         ...          ...   \n",
              "4999994    1.0    0.853325    -0.961783    -1.487277    0.678190     0.493580   \n",
              "4999995    0.0    0.951581     0.139370     1.436884    0.880440    -0.351948   \n",
              "4999996    0.0    0.840389     1.419162    -1.218766    1.195631     1.695645   \n",
              "4999997    1.0    1.784218    -0.833565    -0.560091    0.953342    -0.688969   \n",
              "4999998    0.0    0.761500     0.680454    -1.186213    1.043521    -0.316755   \n",
              "\n",
              "         lepton2-phi  missing-energy-magnitude  missing-energy-phi   MET-rel  \\\n",
              "0           1.672543                  3.475464           -1.219136  0.012955   \n",
              "1          -0.768661                  1.219918            0.504026  1.831248   \n",
              "2          -0.677328                  2.033060            1.533041  3.046260   \n",
              "3           0.622907                  1.087562           -0.381742  0.589204   \n",
              "4          -0.742216                  0.322601            1.321054  0.169502   \n",
              "...              ...                       ...                 ...       ...   \n",
              "4999994     1.647969                  1.843867            0.276954  1.025105   \n",
              "4999995    -0.740852                  0.290863           -0.732360  0.001360   \n",
              "4999996     0.663756                  0.490888           -0.509186  0.704289   \n",
              "4999997    -1.428233                  2.660703           -0.861344  2.116892   \n",
              "4999998     0.246879                  1.120280            0.998479  1.640881   \n",
              "\n",
              "         axial-MET        MR      MTR2         R       MT2        SR  \\\n",
              "0         3.775174  1.045977  0.568051  0.481928  0.000000  0.448410   \n",
              "1        -0.431385  0.526283  0.941514  1.587535  2.024308  0.603498   \n",
              "2        -1.005285  0.569386  1.015211  1.582217  1.551914  0.761215   \n",
              "3         1.365479  1.179295  0.968218  0.728563  0.000000  1.083158   \n",
              "4         0.359941  0.489256  0.416168  0.754829  0.303750  0.461067   \n",
              "...            ...       ...       ...       ...       ...       ...   \n",
              "4999994  -1.486535  0.892879  1.684429  1.674084  3.366298  1.046707   \n",
              "4999995   0.257738  0.802871  0.545319  0.602730  0.002998  0.748959   \n",
              "4999996   0.045744  0.825015  0.723530  0.778236  0.752942  0.838953   \n",
              "4999997   2.906151  1.232334  0.952444  0.685846  0.000000  0.781874   \n",
              "4999998  -0.797688  0.854212  1.121858  1.165438  1.498351  0.931580   \n",
              "\n",
              "          MDeltaR    dPhirb  cos(thetar1)  \n",
              "0        0.205356  1.321893      0.377584  \n",
              "1        1.562374  1.135454      0.180910  \n",
              "2        1.715464  1.492257      0.090719  \n",
              "3        0.043429  1.154854      0.094859  \n",
              "4        0.345541  0.733242      0.186044  \n",
              "...           ...       ...           ...  \n",
              "4999994  2.646649  1.389226      0.364599  \n",
              "4999995  0.401166  0.443471      0.239953  \n",
              "4999996  0.614048  1.210595      0.026692  \n",
              "4999997  0.676003  1.197807      0.093689  \n",
              "4999998  1.293524  1.539167      0.187496  \n",
              "\n",
              "[4999999 rows x 19 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-78355fc5-ff53-4b18-be9a-4d91a1361ddb\">\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>label</th>\n",
              "      <th>lepton1-pT</th>\n",
              "      <th>lepton1-eta</th>\n",
              "      <th>lepton1-phi</th>\n",
              "      <th>lepton2-pT</th>\n",
              "      <th>lepton2-eta</th>\n",
              "      <th>lepton2-phi</th>\n",
              "      <th>missing-energy-magnitude</th>\n",
              "      <th>missing-energy-phi</th>\n",
              "      <th>MET-rel</th>\n",
              "      <th>axial-MET</th>\n",
              "      <th>MR</th>\n",
              "      <th>MTR2</th>\n",
              "      <th>R</th>\n",
              "      <th>MT2</th>\n",
              "      <th>SR</th>\n",
              "      <th>MDeltaR</th>\n",
              "      <th>dPhirb</th>\n",
              "      <th>cos(thetar1)</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1.0</td>\n",
              "      <td>1.667973</td>\n",
              "      <td>0.064191</td>\n",
              "      <td>-1.225171</td>\n",
              "      <td>0.506102</td>\n",
              "      <td>-0.338939</td>\n",
              "      <td>1.672543</td>\n",
              "      <td>3.475464</td>\n",
              "      <td>-1.219136</td>\n",
              "      <td>0.012955</td>\n",
              "      <td>3.775174</td>\n",
              "      <td>1.045977</td>\n",
              "      <td>0.568051</td>\n",
              "      <td>0.481928</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.448410</td>\n",
              "      <td>0.205356</td>\n",
              "      <td>1.321893</td>\n",
              "      <td>0.377584</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1.0</td>\n",
              "      <td>0.444840</td>\n",
              "      <td>-0.134298</td>\n",
              "      <td>-0.709972</td>\n",
              "      <td>0.451719</td>\n",
              "      <td>-1.613871</td>\n",
              "      <td>-0.768661</td>\n",
              "      <td>1.219918</td>\n",
              "      <td>0.504026</td>\n",
              "      <td>1.831248</td>\n",
              "      <td>-0.431385</td>\n",
              "      <td>0.526283</td>\n",
              "      <td>0.941514</td>\n",
              "      <td>1.587535</td>\n",
              "      <td>2.024308</td>\n",
              "      <td>0.603498</td>\n",
              "      <td>1.562374</td>\n",
              "      <td>1.135454</td>\n",
              "      <td>0.180910</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1.0</td>\n",
              "      <td>0.381256</td>\n",
              "      <td>-0.976145</td>\n",
              "      <td>0.693152</td>\n",
              "      <td>0.448959</td>\n",
              "      <td>0.891753</td>\n",
              "      <td>-0.677328</td>\n",
              "      <td>2.033060</td>\n",
              "      <td>1.533041</td>\n",
              "      <td>3.046260</td>\n",
              "      <td>-1.005285</td>\n",
              "      <td>0.569386</td>\n",
              "      <td>1.015211</td>\n",
              "      <td>1.582217</td>\n",
              "      <td>1.551914</td>\n",
              "      <td>0.761215</td>\n",
              "      <td>1.715464</td>\n",
              "      <td>1.492257</td>\n",
              "      <td>0.090719</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1.0</td>\n",
              "      <td>1.309996</td>\n",
              "      <td>-0.690089</td>\n",
              "      <td>-0.676259</td>\n",
              "      <td>1.589283</td>\n",
              "      <td>-0.693326</td>\n",
              "      <td>0.622907</td>\n",
              "      <td>1.087562</td>\n",
              "      <td>-0.381742</td>\n",
              "      <td>0.589204</td>\n",
              "      <td>1.365479</td>\n",
              "      <td>1.179295</td>\n",
              "      <td>0.968218</td>\n",
              "      <td>0.728563</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.083158</td>\n",
              "      <td>0.043429</td>\n",
              "      <td>1.154854</td>\n",
              "      <td>0.094859</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.456398</td>\n",
              "      <td>1.099371</td>\n",
              "      <td>1.512453</td>\n",
              "      <td>0.751772</td>\n",
              "      <td>0.638967</td>\n",
              "      <td>-0.742216</td>\n",
              "      <td>0.322601</td>\n",
              "      <td>1.321054</td>\n",
              "      <td>0.169502</td>\n",
              "      <td>0.359941</td>\n",
              "      <td>0.489256</td>\n",
              "      <td>0.416168</td>\n",
              "      <td>0.754829</td>\n",
              "      <td>0.303750</td>\n",
              "      <td>0.461067</td>\n",
              "      <td>0.345541</td>\n",
              "      <td>0.733242</td>\n",
              "      <td>0.186044</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4999994</th>\n",
              "      <td>1.0</td>\n",
              "      <td>0.853325</td>\n",
              "      <td>-0.961783</td>\n",
              "      <td>-1.487277</td>\n",
              "      <td>0.678190</td>\n",
              "      <td>0.493580</td>\n",
              "      <td>1.647969</td>\n",
              "      <td>1.843867</td>\n",
              "      <td>0.276954</td>\n",
              "      <td>1.025105</td>\n",
              "      <td>-1.486535</td>\n",
              "      <td>0.892879</td>\n",
              "      <td>1.684429</td>\n",
              "      <td>1.674084</td>\n",
              "      <td>3.366298</td>\n",
              "      <td>1.046707</td>\n",
              "      <td>2.646649</td>\n",
              "      <td>1.389226</td>\n",
              "      <td>0.364599</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4999995</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.951581</td>\n",
              "      <td>0.139370</td>\n",
              "      <td>1.436884</td>\n",
              "      <td>0.880440</td>\n",
              "      <td>-0.351948</td>\n",
              "      <td>-0.740852</td>\n",
              "      <td>0.290863</td>\n",
              "      <td>-0.732360</td>\n",
              "      <td>0.001360</td>\n",
              "      <td>0.257738</td>\n",
              "      <td>0.802871</td>\n",
              "      <td>0.545319</td>\n",
              "      <td>0.602730</td>\n",
              "      <td>0.002998</td>\n",
              "      <td>0.748959</td>\n",
              "      <td>0.401166</td>\n",
              "      <td>0.443471</td>\n",
              "      <td>0.239953</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4999996</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.840389</td>\n",
              "      <td>1.419162</td>\n",
              "      <td>-1.218766</td>\n",
              "      <td>1.195631</td>\n",
              "      <td>1.695645</td>\n",
              "      <td>0.663756</td>\n",
              "      <td>0.490888</td>\n",
              "      <td>-0.509186</td>\n",
              "      <td>0.704289</td>\n",
              "      <td>0.045744</td>\n",
              "      <td>0.825015</td>\n",
              "      <td>0.723530</td>\n",
              "      <td>0.778236</td>\n",
              "      <td>0.752942</td>\n",
              "      <td>0.838953</td>\n",
              "      <td>0.614048</td>\n",
              "      <td>1.210595</td>\n",
              "      <td>0.026692</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4999997</th>\n",
              "      <td>1.0</td>\n",
              "      <td>1.784218</td>\n",
              "      <td>-0.833565</td>\n",
              "      <td>-0.560091</td>\n",
              "      <td>0.953342</td>\n",
              "      <td>-0.688969</td>\n",
              "      <td>-1.428233</td>\n",
              "      <td>2.660703</td>\n",
              "      <td>-0.861344</td>\n",
              "      <td>2.116892</td>\n",
              "      <td>2.906151</td>\n",
              "      <td>1.232334</td>\n",
              "      <td>0.952444</td>\n",
              "      <td>0.685846</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.781874</td>\n",
              "      <td>0.676003</td>\n",
              "      <td>1.197807</td>\n",
              "      <td>0.093689</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4999998</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.761500</td>\n",
              "      <td>0.680454</td>\n",
              "      <td>-1.186213</td>\n",
              "      <td>1.043521</td>\n",
              "      <td>-0.316755</td>\n",
              "      <td>0.246879</td>\n",
              "      <td>1.120280</td>\n",
              "      <td>0.998479</td>\n",
              "      <td>1.640881</td>\n",
              "      <td>-0.797688</td>\n",
              "      <td>0.854212</td>\n",
              "      <td>1.121858</td>\n",
              "      <td>1.165438</td>\n",
              "      <td>1.498351</td>\n",
              "      <td>0.931580</td>\n",
              "      <td>1.293524</td>\n",
              "      <td>1.539167</td>\n",
              "      <td>0.187496</td>\n",
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              "       width=\"24px\">\n",
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              "    <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-78355fc5-ff53-4b18-be9a-4d91a1361ddb 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-78355fc5-ff53-4b18-be9a-4d91a1361ddb');\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": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "signal = df.loc[df['label']==1]\n",
        "background = df.loc[df['label']==0]\n"
      ],
      "metadata": {
        "id": "SppSGXl1JohW"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "for col in df.columns:\n",
        "  plt.hist(signal[col], alpha=0.4,bins=50,color='b',label='signal')#  range=[min,max]\n",
        "  plt.hist(background[col],alpha=0.4,bins=50,color='r',label='background')#,range=[min,max]\n",
        "  plt.xlabel(col)\n",
        "  plt.yscale('log')\n",
        "  plt.legend() \n",
        "  plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "AvdZGtFQJqPp",
        "outputId": "e1346a1f-dac8-494c-dd0f-4bb5f902f1ba"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x480 with 1 Axes>"
            ],
            "image/png": 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grzlsGLdfdRVN+WnpvHlc8KMfMfupp1h9+HBeefVVzjnnHPbcc09+/etfL6v39a9/nTPPPLNz26yTLp9Gb8PGFKeZ57Uyf71yuxdQ3ETTNH0A2LT8+ZS2NhARI4E7gLeAseW0GnB7RLyj+7uwzMPAphExvFn5B2rmS+osT9lK9VV7Sr2tqVFaugzgjWKEwmM+85n/KwOO+/znAbj5t78FWC5ozp4zh1f/+U922XFHnn7uOWbPKfq07vj975k7bx5fO+645YImQEs3IF91/fUcdOSRfPHQQ/nhuecuC5oAt/6uOGE64fDlB5NpaldLjjrssOXeN7X9K0cdtVz5vx99NAA33bHcc2E65chDD11unz64/fYsWbKE5154AYA777mHN998k+OOO265ehMnTuzyNrurO08QWrv59ZYR8V6KaylvycylZdkQ4F3Aq5n5KsUYlfu1sMrTgWHA8cBTbWx3BHAbxU1BO2fm38ry3YG7gZsiYrc2xtnsjGspbno6kmI80KYnCh0OTCuHPZIkSV20ycYbL/f+3aNGMWDAAJ59/nkA/jhtGqeecw73/8//MH/+/OXqzp4zh9WHD+epZ54BYMvNN293e888/zyfnTCBA/bZhwvPevstJs+98AIDBgxgo3e9a7ny0Rtt1Oo6m9dtWkfzZf7lne9kjdVX57m//a3ddrbmXestf8J1xBprADBr9uxi2+W6N9lkk+Xqrb322owYMaLL2+2O7pxGv7q86/o+4B8Ud6MfSXFX9tdq6m1H8VjLycCkMnBObb6yiJgIkJlvm9fMBGADYExmPtFUmJkPR8RewO3AYbQyzma5rWOBNSjvJgf2Lp9kBHBhZs4u1zktIn4FnBUR61A8GekwYBRwBJIkqa5qe+OeeuYZPjJuHJuPHs15kyezwXrrsfJKK3HznXfyvR/+kKVLl3Z6/SPXWYeR73wnN995J//98MO8f6utut3mVZv1pjbpzhMFlyxp+baXputKm6vfQDz1153T6FMpnvjzFYpgdxBwPfD+zPzfOrStNWdT9Gg+0nxG+fjI7Wl/nM0TgNOAo8v3+5fvT6N4/nmtQykeVXkIxan/lYC9MrOFxw9IkqTOeOLpp5d7/+Qzz7B06VJGvetd/Pr221m0aBE3/vSnfPGww9hjt93YbZddlju1DvDusgdx+l/+0u72Bg8ezG9+/nM22XhjPvapTzGj2TIbbrABS5cu5ZmyZ7W2XR3VtI7m+/b3f/yD12fPZsP1119WNmKNNXh9zvK3uLz55pvM/PvfO7y95bZdrvuJJ55YrvyVV15h1qxZXVpnd3Vn6KMLMvMDmblmZq6Umetm5iGZ+WSzendnZmTmpHbWNyYz2x0CKDMXZ2ar9+9n5qPtjbOZmaPKNrU0Pdus7sLMPDEzR2bm4MzcLjNva6+dkiSpfRc3G8bowh/9CICPf/jDy3rxav9bnz1nDldeddVyy3x0zBiGDR3KWRdcsNywSc2XbbL68OHcdvXVrLPWWow94IBlp+EBdt91VwAuaaVdHbHHRz4CwPk//OFy5eeVNxHtOXbssrJ3jxrFPfffv1y9y37601Z7Ntuz24c+xEorrcSFF1643L6ff/75XVpfPVRxN7okSVKHPPPcc+xzyCF8bNdduf+//5ufXXstB++/P+/dcksGDx7MyiuvzN6f/SxfPPRQ5r3xBpf/7Gess9Zay/X8DR82jO+ddhqf//KX2Xb33Tl4//0ZsfrqPDJjBvMXLODHF130tu2uteaa3PGrX7Hz3nuz2wEHcO+vf816I0fyvve+l0/utRfn//CH/PO115YNffT4U8XtJB05Nf7eLbfksIMO4rKf/pTX58xhlx124IGHHuLHV1/Nvh//+HJ3on/+M5/hqBNP5JOHH87YXXbhkRkzuO2uu1hrzTW7dDzXXmstTjjhBM466yz22msv9thjDx566CFuueWWFfYM+uaquBtdkiSpQ66+/HJWWXllvnb66dx0550ce8QRXFH2wm02ejTXXnEFEcEJkyfzg5/8hCMPOYTjjzzybes54jOf4caf/pThQ4dy2nnncdJpp/HgY4/x8bKXsSXrjRzJnb/6FYsWLWLsAQfw6j//CcBPLrqIYz73OW66805OOu003nzzTa6+/HIABq/S0vDbb/ej732PyV/9Kn9+6CEmfvOb/O7ee/mP44/nl81G2vjCIYdw0nHHcc+f/sS/T5rEM88/zx2/+hWrDRnSoe205PTTT2fy5Mk89NBDnHjiiTz11FPcfvvtDXuyUfTkC0r7i4jYApg+ffp0tthii+o25FAyktRrPL3RRrD++mzcoN4oLe/hxx5j6498hJ9dcgmfGTeu0c1p29prd2vxp8trTTduNlJAkxkzZrDlllsCbNnWpY1N7NmUJEmqsWDB2x8QeP5llzFgwAA+tMMODWhR7+Y1m5IkSTXOuegi/ufRR9l1p50YNGgQt/z2t9zy299y5CGHsMF6LT1YUG0xbEqSJNXYcdttueP3v+e0885j3htv8K711mPSiSfy9S9/udFN65UMm5IkSTXGjhnD2DFjGt2MPsNrNiVJklQZw6YkSZKWqfdIRYZNSZJ6oMhk8eLFPfqZ1+p7MpMlS5Z067nuzRk2JUnqgYbOm8eShQuZOWcOi5cubXRz1A8sXryYmTNnsmTJEoYOHVq39XqDkCRJPdCIWbOYP2QIs5csYfa8eQwaNIgBAwbUtcdJfdTcuZ2qnpksXbqUxYsXAzBkyBBGjBhRt+YYNiVJ6oEGLVnCu55/nrmzZjFn+HDeWmkl0qCpjnj3uztVPSIYNGgQq666KsOHD2fYsGF1/VJj2JQkqYcKYPjcuQzvZE+V+rmxYxvdguV4zaYkSZIqY9iUJElSZQybkiRJqoxhU5IkSZUxbEqSJKkyhk1JkiRVxrApSZKkyhg2JUmSVBnDpiRJkipj2JQkSVJlDJuSJEmqjGFTkiRJlTFsSpIkqTKGTUmSJFXGsClJkqTKGDYlSZJUGcOmJEmSKmPYlCRJUmUMm5IkSaqMYVOSJEmVMWxKkiSpMoZNSZIkVcawKUmSpMoYNiVJklQZw6YkSZIqY9iUJElSZQybkiRJqoxhU5IkSZUxbEqSJKkyhk1JkiRVxrApSZKkyhg2JUmSVBnDpiRJkipj2JQkSVJlDJt1FhE7RMTSiPhGo9siSZLUaIbNOoqIAcD3gD83ui2SJEk9waBGN6CPORKYBqze6IZIkiT1BN3q2YyIMRGRrUzbt7HcthFxUUTMiIg3IuL5iLgmIjbtTns62OahETE5Im6NiNfKto5vo/4qEXF2RLwUEQsiYlpEjG2h3prARODUCpsvSZLUq9SrZ/MC3n7q+Mk26p8E7AT8CngU+BfgWODBiNg+M6fXqV0tWQs4BXgeeAQY0079KcA44HzgCWA8cHNE7JqZ99bUOwM4PzNfj4g6N1mSJKl3qlfY/ENmXtuJ+ucBB2fmm00FEXE18BjwNeCzrS0YESOAXTPz+lbmfxq4MTPfaGUVM4GRmflyRLyfNq6vjIjtgE8BJ2bmuWXZT4DpwDnAjmXZ1sC2wDGtrUuSJKk/qtsNQhExLCI6FF4z877aoFmWPQHMAP61ncUnANdExH4ttOEI4BfAYW1se1FmvtyRdlL0aC4BLqtZfiFwBbBDRGxQFu8CbAa8GBEvAwcBJ0XElR3cjiRJUp9Ur7B5JTAHWBgRd5U9hp0SxbnndwKvtlP1bOAm4KqI+EjN8vsDPwR+Blza2e23Ymvg8cyc06z8gfJ1q/L1MmB0+X4r4EbgYuDLdWqHJElSr9Td0+hvAtcBN1OExPcAJwB/iIgdM/OhTqzrM8B6FNdTtiozF0fEQcCtwNSI2A0YStGjeQtweGZmp/ekZSMpTrs311S2btmm+cD8ppkRsQCYl5mvt7XyiJiENxRJkqQ+rFthMzPvA+6rKboxIq6luOnnLOBjHVlPRGxO0RN4P/DjDmx3YUTsA9xFEXRXphhy6MDMXNypnWjbqsCiFsoX1sxvqX3jO7LyzJwETIqILSiuA5UkSepT6j6oe2Y+CdwA7BoRA9urHxH/QnFafDYwLjOXdHA7cyh6Ud9B0bM5MTMXdLnhLVsArNJC+eCa+ZIkSWpFVU8QeoGit3G1tipFxOoUp77XAD6WmS91dAMRsTHwc+AvwHPAdRExssstbtlMilPpzTWVdbi9kiRJ/VFVYXNjilPN81qrEBGDgV8DmwJ7Zeb/6+jKy1B5B/AWMLacVgNuj4h3dKPdzT0MbBoRw5uVf6BmviRJklrR3ScIrd1C2XuBfYDbM3NpWTYkIjaPiLXK9wOBq4EdgAMy8/5ObHMEcBvFqfPdMvNv5bBJuwMbADdFRJs9qp1wLTCQ4jGUTdtfBTgcmJaZL9RpO5IkSX1Sd+9Gv7q88/o+4B8Ud6MfSXFn9tdq6m1HcTPPZGAS8F2KQPpr4B0Rsdwg7pn5sza2OYEiVI4pQ2bTMg9HxF7A7RTjbF7S2goi4liKU/frlkV7R8T65c8XZubscp3TIuJXwFkRsQ7FU5EOA0YBR7TRRkmSJNH9sDmVYsiirwDDgVeA64HJ5Y1CrWkan3LvcmqurbB5NjA1M2c0n5GZ95bPZH+snXafAGxY837/cmra9uyaeYcCpwGHACMo7rTfKzPvaWcbkiRJ/V53hz66gOK56O3VuxuImvdjurHNxRRPGmpt/qMdWMeoTmxvIXBiOUmSJKkTqrpBSJIkSTJsSpIkqTqGTUmSJFXGsClJkqTKGDYlSZJUGcOmJEmSKmPYlCRJUmUMm5IkSaqMYVOSJEmVMWxKkiSpMoZNSZIkVcawKUmSpMoYNiVJklQZw6YkSZIqY9iUJElSZQybkiRJqoxhU5IkSZUxbEqSJKkyhk1JkiRVxrApSZKkyhg2JUmSVBnDpiRJkipj2JQkSVJlDJuSJEmqjGFTkiRJlTFsSpIkqTKGTUmSJFXGsClJkqTKGDYlSZJUGcOmJEmSKmPYlCRJUmUMm5IkSaqMYVOSJEmVMWxKkiSpMoZNSZIkVcawKUmSpMoYNiVJklQZw6YkSZIqY9iUJElSZQybkiRJqoxhU5IkSZUxbEqSJKkyhk1JkiRVxrApSZKkyhg2JUmSVBnDpiRJkipj2JQkSVJlDJuSJEmqjGFTkiRJlTFsSpIkqTKGzTqLiB0iYmlEfKPRbZEkSWo0w2YdRcQA4HvAnxvdFkmSpJ5gUKMb0MccCUwDVm90QyRJknqChvVsRsSYiMhWpu0r3O7QiJgcEbdGxGvl9sa3UX+ViDg7Il6KiAURMS0ixrZQb01gInBqVW2XJEnqbXpCz+YFvP2085MVbm8t4BTgeeARYEw79acA44DzgSeA8cDNEbFrZt5bU+8M4PzMfD0i6txkSZKk3qknhM0/ZOa1Ha0cESOAXTPz+lbmfxq4MTPfaGUVM4GRmflyRLyfNq6vjIjtgE8BJ2bmuWXZT4DpwDnAjmXZ1sC2wDEd3Q9JkqT+oEfcIBQRwyKio8F3AnBNROzXwnqOAH4BHNbawpm5KDNf7uC2xgFLgMtqll8IXAHsEBEblMW7AJsBL0bEy8BBwEkRcWUHtyNJktQn9YSweSUwB1gYEXeVvY1tORu4CbgqIj7SVBgR+wM/BH4GXFqntm0NPJ6Zc5qVP1C+blW+XgaMLt9vBdwIXAx8uU7tkCRJ6pUaeRr9TeA64GbgVeA9wAnAHyJix8x8qKWFMnNxRBwE3ApMjYjdgKEUPZq3AIdnZtapjSMpTrs311S2btmm+cD8ppkRsQCYl5mv16kdkiRJvVLDwmZm3gfcV1N0Y0RcCzwKnAV8rI1lF0bEPsBdFGF1ZYohhw7MzMV1bOaqwKIWyhfWzG+pfeM7svKImIR3r0uSpD6sJ5xGXyYznwRuAHaNiIHt1J1D0RP6DoqezYmZuaDOTVoArNJC+eCa+V2WmZMyM4Atu7MeSZKknqpHhc3SCxQ9lau1VSkiNgZ+DvwFeA64LiJG1rktMylOpTfXVPZSnbcnSZLUp/TEsLkxxWnqea1VKEPlHcBbwNhyWg24PSLeUce2PAxsGhHDm5V/oGa+JEmSWtHIJwit3ULZe4F9gNszc2kry40AbqM4db5bZv4tM58Adgc2AG6KiN7+YIEAABu9SURBVDZ7RTvhWmAgxWMom7a/CnA4MC0zX6jTdiRJkvqkRt6NfnV51/Z9wD8o7kY/kuKu7q+1sdwEilA5pgyZAGTmwxGxF3A7xTibl7S2gog4FliD8m5yYO+IWL/8+cLMnF2uc1pE/Ao4KyLWoXiy0WHAKOCIzu2uJElS/9PIsDkV+AzwFWA48ApwPTC5vFGoNWcDUzNzRvMZmXlv+Vz1x9rZ9gnAhjXv9y8nKMbpnF0z71DgNOAQYATF3fJ7ZeY97WxDkiSp32vk0EcXUDwXvbPLLQbeFjRr5j/agXWM6sT2FgInlpMkSZI6oSfeICRJkqQ+wrApSZKkyhg2JUmSVBnDpiRJkipj2JQkSVJlDJuSJEmqjGFTkiRJlTFsSpIkqTKGTUmSJFXGsClJkqTKGDYlSZJUGcOmJEmSKmPYlCRJUmUMm5IkSaqMYVOSJEmVMWxKkiSpMoZNSZIkVcawKUmSpMoYNiVJklQZw6YkSZIqY9iUJElSZQybkiRJqoxhU5IkSZUxbEqSJKkyhk1JkiRVxrApSZKkyhg2JUmSVBnDpiRJkipj2JQkSVJlDJuSJEmqjGFTkiRJlTFsSpIkqTKGTUmSJFXGsClJkqTKGDYlSZJUGcOmJEmSKmPYlCRJUmUMm5IkSaqMYVOSJEmVMWxKkiSpMoZNSZIkVcawKUmSpMoYNiVJklQZw6YkSZIqY9iUJElSZQybkiRJqoxhU5IkSZUxbEqSJKkyhk1JkiRVxrApSZKkyhg2JUmSVBnDpiRJkipj2JQkSVJlDJuSJEmqjGGzjiJih4hYGhHfaHRbJEmSegLDZp1ExADge8CfG90WSZKknmJQoxvQhxwJTANWb3RDJEmSeoq69WxGxNcjIiNiegfrbxIRv4yIv0XE/Ij4S0ScEhFD6tWmVrY7NCImR8StEfFa2ebxrdRdJSLOjoiXImJBREyLiLEt1FsTmAicWmXbJUmSepu6hM2IWB84GXijg/U3AB4Atgcuoghq9wOTgavq0aY2rAWcAvwr8Eg7dacAXwF+DhwPLAFujoidm9U7Azg/M1+vb1MlSZJ6t3qdRj8X+BMwkCLMtecQYA1g58ycUZZdVl73eGhEjMjMWS0tGBEjgF0z8/pW5n8auDEzWwu+M4GRmflyRLyfVq6xjIjtgE8BJ2bmuWXZT4DpwDnAjmXZ1sC2wDHt7bQkSVJ/0+2ezYj4EDCOoneyo4aXr39vVj4TWAq82cayE4BrImK/FtpyBPAL4LDWFs7MRZn5cgfaOI6iJ/OymmUXAlcAO5S9swC7AJsBL0bEy8BBwEkRcWUHtiFJktSndStsRsRA4ELgR5n5WCcWvbt8vSIitoqIDSLiIOBo4II2eiUBzgZuAq6KiI/UtGV/4IfAz4BLO9GW1mwNPJ6Zc5qVP1C+blW+XgaMLt9vBdwIXAx8uQ5tkCRJ6tW6exr9KGBDYLfOLJSZt0bENymu89ynZtYZmdnmGJWZubgMprcCUyNiN2AoRY/mLcDhmZmdaU8rRlL0tDbXVLZu2Z75wPymmRGxAJjXkes3I2IS3lQkSZL6sC6HzfIO7G8Bp2XmK11YxbPAPcB1wD+BPYGTI+LlzLyorQUzc2FE7APcBdwMrEwx7NCBmbm4C21pyarAohbKF9bMb6lt4zu6gcycBEyKiC0orgWVJEnqU7rTs3k68BrFafROiYhPUZx+3jQz/1YWX1/eIHR2RFyVmf9sax2ZOSciTgB+VxZNzMwFnW1LGxYAq7RQPrhmviRJktrQpWs2I2ITikHMLwDWjYhRETGKIoitVL5/RxurmAA8VBM0m9wIDKG4XrK9NmxMMSTRX4DngOsiYmRn96UNMylOpTfXVPZSHbclSZLUJ3X1BqH1ymUvAJ6pmT4AbFr+fEoby7+TYpik5lYqX9vscS1D5R3AW8DYcloNuL2dkNsZDwObRsTwZuUfqJkvSZKkNnQ1bE4H9mthmgE8X/58BUBEDImIzSOidvzNx4GtI2LTZuv9NMXQR4+2tuFynM3bKG4K2i0z/5aZTwC7AxsAN0XEal3cr1rXUgTiI2u2vQpwODAtM1+owzYkSZL6tC5ds5mZrwJTm5dHxMRyfu287Shu5JkMTCrLvgN8HPhDRFxEcYPQXmXZjzKzrVPUEyhC5ZgyZDa16eGI2Au4nWKczUtaW0FEHEsxqPy6ZdHe5VOQAC7MzNmZOS0ifgWcFRHrAE+W6x0FHNFG+yRJklSq1xOEOiUz74mIHSnC5wRgTYpT71+neDpPW84GptY8eah2vfdGxPZAe2N+nkAxZFOT/csJinE6Z5c/HwqcRvHEoxEUPa57ZeY97axfkiRJ1DlsZuaYFsruBqKF8geAPbqwjcUUp+tbm9/qKfiaOqM6uK2FwInlJEmSpE7q9uMqJUmSpNYYNiVJklQZw6YkSZIqY9iUJElSZQybkiRJqoxhU5IkSZUxbEqSJKkyhk1JkiRVxrApSZKkyhg2JUmSVBnDpiRJkipj2JQkSVJlDJuSJEmqjGFTkiRJlTFsSpIkqTKGTUmSJFXGsClJkqTKGDYlSZJUGcOmJEmSKmPYlCRJUmUMm5IkSaqMYVOSJEmVMWxKkiSpMoZNSZIkVcawKUmSpMoYNiVJklQZw6YkSZIqY9iUJElSZQybkiRJqoxhU5IkSZUxbEqSJKkyhk1JkiRVxrApSZKkyhg2JUmSVBnDpiRJkipj2JQkSVJlDJuSJEmqjGFTkiRJlTFsSpIkqTKGTUmSJFXGsClJkqTKGDYlSZJUGcOmJEmSKmPYlCRJUmUMm5IkSaqMYVOSJEmVMWxKkiSpMoZNSZIkVcawKUmSpMoYNiVJklQZw6YkSZIqY9iUJElSZQybkiRJqoxhU5IkSZUZ1OgGSD3BPfd0rN6HPlRtOyRJ6msMm5KkfskvmdKK4Wn0OouIHSJiaUR8o9FtkSRJajTDZh1FxADge8CfG90WSZKknsDT6PV1JDANWL3RDZEkSeoJ6tazGRFfj4iMiOmdWGabiLgxIl6LiPkRMT0ivlSvNrWyzaERMTkibi23mxExvo36q0TE2RHxUkQsiIhpETG2hXprAhOBUytsviRJUq9Sl7AZEesDJwNvdGKZjwL3A+sApwHHA78B1q9Hm9qwFnAK8K/AIx2oPwX4CvBzijYuAW6OiJ2b1TsDOD8zX69fUyVJknq3ep1GPxf4EzCQIsy1KSKGAz8BbgLGZebSjm4oIkYAu2bm9a3M/zRwY2a2FnxnAiMz8+WIeD9tXF8ZEdsBnwJOzMxzy7KfANOBc4Ady7KtgW2BYzq6H5Ik9VTeqa966nbYjIgPAeOArYELO7jYwcA7ga9n5tKIWA1Y0MHQOQGYHBEHZOZ/NWvLEcCPKELfJS0tnJmLgJc72M5xFD2Zl9UsvzAirgDOjIgNMvMFYBdgM+DFiIDims3FEfHuzDy8g9uSJEl9hIH9/3QrbEbEQIqA+aPMfKwMWh2xGzAHWC8ipgKbAm9ExE+BL2fmwjaWPRvYDrgqIvbMzN+Wbdkf+CHwM+DSLu3Q220NPJ6Zc5qVP1C+bgW8QBFGf1kz//vAM8C369SOuvCDr/7O3wFJWvG627N5FLAhRXjsjE3Kbd8AXAH8BzAGOA5YA/h0awtm5uKIOAi4FZgaEbsBQ4FfALcAh2dmdrI9rRlJcdq9uaaydcs2zQfmN82MiAXAvPau34yISXhDkerMQCVJ6km6HDbLu6+/BZyWma90cvGhwBDgB5nZdPf59RGxMvDFiDglM59obeHyVPY+wF3AzcDKFEMOHZiZizu7L21YFVjUQvnCmvkttW98R1aemZOASRGxBcV1oJIkSX1Kd3o2Twdeo+PXadZaUL5e1az8F8AXgR2AVsMmQGbOiYgTgN+VRRMzc0Fby3TBAmCVFsoH18xXA/TH3ruO7rP6h/74OyCpd+pS2IyITSgGMJ8IrFtzreZgYKWIGAXMyczXWlnFS8AWwN+blf+jfB3RgTZsTDEc0V8oehivi4idMrOl095dNRNYr4XykeXrS3XclqQuMoh3X6PCa2f+7QzOUu/U1Z7N9SjG6LygnJp7huImmYmtLP8/wNhyPX+tKV+3fG3ztHxEjATuAN4q17MqcC9we0Ts0kbI7ayHgV0jYnizm4Q+UDNfHWAvjCRJXdepL2ZHVteOruhq2JwO7NdC+enAMIrBz58CiIghwLuAVzPz1bLeNcDXgCP4v9PgAJ8HFgN3t7bhcpzN2yiu+9w5M/9Wlu9eLndTROzWxjibnXEtcAJFL27TOJurAIcD08phjyRJkrqkP5yZ6VLYLEPj1OblETGxnF87bzuKG3kmA5PK+Q9FxH8Cn4uIQcDvKe5GPwA4KzPbOj09AdgAGFN7E1FmPhwRewG3A4fRyjibZTuPpbjrvaknde/yKUgAF2bm7HKd0yLiV8BZEbEO8GS57lEUQVlSydOh/YNnKSR1Vr2eINQVRwHPU/QS7gc8RzHG5vntLHc2MDUzZzSfkZn3RsT2wGPtrOMEiiGbmuxfTlCM0zm7Zt6hFI/TPITiWtJHgb0ysx98F5GkrukPvTXNGcSlltU1bGbmmBbK7gbeNtp7Zr5F0ds5uZPbWAy8LWjWzH+0A+sY1YntLQROLCdJ/UC9Q0N/DF6S1KSRPZuSGsheGKljGvVlwUtT1FcYNtUt9tioSn6+us9jKKnRDJt6G/9zkjrG35UVy954qXca0OgGSJIkqe8ybEqSJKkynkaXOqE/XrBfxaliTz9LfUNfurTBv0vVMWxKkvoUQ4PUsxg2JUlSn+WXj8YzbEqSpF7FANm7eIOQJEmSKmPPptRgfkOXJPVlhk2pIoZISZIMm5IkrVAOJ6b+xms2JUmSVBl7NtWj+O1ckvqevjT4uzrPsKk+zfAqSVJjGTYlSVKPYAdB3+Q1m5IkSaqMYVOSJEmVMWxKkiSpMoZNSZIkVcawKUmSpMoYNiVJklQZw6YkSZIqY9iUJElSZQybkiRJqoxhU5IkSZUxbEqSJKkyhk1JkiRVxrApSZKkyhg2JUmSVBnDpiRJkiozqNENEAArAzz55JOVbuSZ11+qdP2SJKnx1pwxo9L11+SVlTtSPzKzutaoQyJiH+CGRrdDkiSpEz6RmTe2V8mw2QNExOrALsALwJsNbs6K8G6KcP0J4KkGt6Wn8hi1z2PUPo9R+zxG7fMYta+/HaOVgQ2A32fm7PYqexq9Byj/odr9ZtBXRETTj09lZrV9/b2Ux6h9HqP2eYza5zFqn8eoff30GD3U0YreICRJkqTKGDYlSZJUGcOmJEmSKmPYVCO8AkwuX9Uyj1H7PEbt8xi1z2PUPo9R+zxGbfBudEmSJFXGnk1JkiRVxrApSZKkyhg2JUmSVBnDpiRJkipj2JQkSVJlDJuqVESMjIhvR8RdETE3IjIixnRi+UnlMs2nhRU2e4Xq7jEq17FeRFwTEa9HxJyIuCEiNq6oyQ0REWtExGUR8UpEvFEer206uOyUVj5Hf6m63VWIiFUi4uyIeCkiFkTEtIgY28Fl+/xnBbp+jPrD35wmETE0IiZHxK0R8Vq5n+M7sXyXfyd7i+4co4gY38pnKSPiXypueo/is9FVtc2Ak4AngMeAHbq4nqOBeTXvl3SzXT1Jt45RRAwF7gJWB84E3gK+DPw+IrbKzH/Wt7krXkQMAG4C3gt8B3gVmADcHRHvy8wnOrCaRcDnm5XNrmtDV5wpwDjgfIrPzXjg5ojYNTPvbW2h/vBZqTGFLhyjGn35b06TtYBTgOeBR4AxHV2wTr+TvUGXj1GNU4BnmpW93r1m9TKZ6eRU2QQMA95R/jwOSGBMJ5afVC6zVqP3pQcfo6+Wy2xbU7Y5sBg4s9H7V6djdGC5j+NqytYGZgG/6MDyU4B5jd6POh2L7cpjcUJN2WDgSeC+/v5ZqcMx6vN/c2r2dRXgX8qf31/u9/gOLtut38neMnXzGI0v67+/0fvR6MnT6KpUZs7NzNfqsKqIiOEREXVYV49Sh2M0DvhzZv65Zp1/AX5L8R9CXzAO+DtwfVNBZr4CXAN8IiJW6chKImJgRAyvpokrzDiKXrbLmgoycyFwBbBDRGzQzrJ9/bMC3TtGTfrs35wmmbkoM1/u4uJ1+Z3s6bp5jJaJiGERMbAebeqNDJvqLZ6mOOU5NyJ+FhHvbHSDeoLyVNa/Af/dwuwHgHdHxLAV26pKbA08mJlLm5U/AAwBNu3AOoYAc4DZ5bVXF5enlXubrYHHM3NOs/IHytetWlqoH31WoIvHqBn/5rStHr+T/cVdFH975kfEjRGxSaMbtKJ5zaZ6ulnARcD9FNfcfRA4BtguIt7fwn8m/c07KE7zzGxhXlPZusBfV1iLqjESuKeF8tp9fKyN5WcC5wAPUnzJ/hjF9WXvjYgxmbm4jm2t2kja//duSX/5rEDXjxH4N6ejuvs72R/Mp7iEpylsvg/4CnBfRGyTmS80sG0rlGFTHVb2jKzcweqLsrxopTsy8/vNiq6LiAeAn1OEhW93dxv11IBjtGrTulqYt7BZnR6hi8doVbqxj5n5H82KfhkRjwNnUJwO/GUH29MTdPVY9LrPSjd0+fPS2/7mNFC3fif7g8y8huKygiZTI+I2ipD+deCohjSsATyNrs74ELCgg9NmVTUiM38BvAzsVtU2umFFH6MF5WtL10cNblanp+jKMVpA/ffxe8BSeubnqC1dPRa98bPSVXX9vPTwvzmNUsXvZJ+XxUgI0+hnnyV7NtUZfwEO72Ddlk5h1dMLFKcFe5oVfYxeo+hdGNnCvKayl+qwnXrqyjGaSZ33MTMXRMQ/6Zmfo7bMBNZroby9Y9EbPytd1dVj1Jae+jenUer+O9mPvECFHTI9kWFTHVbekTel0e0o7w4dBTzU4Ka8zYo+Rpm5NCIeoxiSo7kPAE9n5twV1Z6O6OIxehj4YEQMaHZDwgcorot6vLPtKG+GWQt4pbPLNtjDwK4RMbzZ9YMfqJn/Nr3xs9INXTpGrenJf3MaqO6/k/3IxvS+vzvd4ml09RgR8a6I2LxZ2dotVD2aYjy3W1dIw3qQlo4RcC2wbUS8v6beZsCHgV+tyPZV6FrgncD+TQURsRZwAPDrzFxUU/7uiHh3zfvBrdxl/U0g6H2fo2uBgcCRTQXlMDOHA9Oabjrox58V6MYx8m/O20XxlLPNI2KlmuIO/072By0do5Y+SxGxB8WNQv3qsxR1uIdDalNEfKP8cQvgU8B/Uj5NITNPr6l3N7BLZkZN2Xzgaoq7GhcCO5freATYKTPnr4BdqFw3j9Ewih6XYcC5FE+F+QrFf7ZblWPf9Wrl+HT3Aluy/NNK3kUxQPlfa+o+C5CZo8r3oyiOz1UUp/ABdgf2oPiDv2cLw7f0aBFxDbAfxXWnTwKHUQxk/pHMvKesczf98LPSpBvHqF/8zWkSEccCa1DcPX40xbiZTT24F2bm7IiYQnH8NsrMZ8vlOvw72dt14xg9Udb7b4phtLYBPkdxCcK2mfn3FbgbjdXoUeWd+v5E8QSFFqdm9e5uoexyYAbFsBFvUjx27tvAsEbvV085RmX5+hQ9U7OBucCvgdGN3q86H6MRwI8o/lN7ozwWb3syB/As8GzN+zWAn5afnTcoAsR04D+AlRq9X108FoMp/oOfWe7PA8Dufla6f4z6y9+cmv19to2/P6PKOlNq39cs26Hfyd4+dfUYAadThM3Xy8/Sc8AlwDsbvU8rerJnU5IkSZXxmk1JkiRVxrApSZKkyhg2JUmSVBnDpiRJkipj2JQkSVJlDJuSJEmqjGFTkiRJlTFsSpIkqTKGTUmSJFXGsClJkqTKGDYlqQMiYnxEZESManRbepvyuF3UgXoeY6kPMmxKUg8QEUMiYlJEjFlB2/toRFwREdMjYklEPLsitiup/zFsSlLPMAQ4FRizgrZ3cDnNBl5aQdtsz0+BVYHnGt0QSfVj2JSk/ulkYHhm7gQ80ujGAGTmksxcmJnZ6LZIqh/DpiR1UUR8PCL+EBFvRMTciLgpIrZoVmdKRMyLiI0j4ray7ksRcUpERFlnFPBKucip5XWLGRGTatbz4ZptvR4RN0TEvzbb1qRyudHldl+PiNkRcWVEDKmtm5kvZeZb3dj3pm1tHhHXRMSciPhnRHw/Iga3ssy+5Wn7RRExIyI+1my+12xKfZBhU5K6ICIOAW4C5gEnAacB7wHubSEsDQRuBf4OfBX4H2ByOUERNI8uf/4v4JByur7c1m7AbcA6wCTgPGBH4I+tBLNrgGHAf5Q/j6c4RV+Fa4DB5bZuBr4EXNZCvZ2BS4BfUhyDwcB1EbFmRe2S1EMManQDJKm3iYihwAXAjzLzyJryHwN/pThFfWTNIoOBWzPzS2W9S4BfAydFxAWZ+WpEXAtcCjyamT9rtsnvAK8BO2Tma+U6pgIPUQTWw5rVfygzj6hp15rAERShuN6eycxPlD9fHBFzgAkRcW5mPlpT71+B92TmU2Wb7qI4ff9poN071SX1XvZsSlLnjQXWAK6KiLWaJmAJMA3YtYVllgWq8prEi4CVgd3a2lBEjAS2AqY0Bc1yHY8CdwB7tLDYD5q9/wOwZkQMb2/HuuDiZu8vLF+bt+vOpqAJy9o/B9i4gjZJ6kHs2ZSkztukfP1dK/PnNHu/FHi6Wdnj5euodra1Yfn61xbm/S+we0Sslplv1JQ/36zerPJ1RAtta1VEDATWblb8Wma+WfP+iWbzn6LY31HNypu3qaldIzraHkm9k2FTkjqv6azQIcDLLcxfvALb0pIlrZRHJ9ezAfBMs7JdgbvbWKa1O8nr1SZJvYxhU5I6r+l08D8y884O1B9Acbr48ZqyTcvXZ8vX1kJa05iTm7Uwb3Pg1Wa9mvX0MsUlA7WaD5O0CcsH0tEU+/tsRW2S1Mt4zaYkdd5tFKejT46IlZrPjIjmp54Bjq2ZH+X7t4DflsXzy9c1ahfKzJnAw8BhEbFGzTq2BD5KcQd4JcoxL+9sNs1qVu2YZu+PK19vqapdknoXezYlqZMyc05EHE3xxJsHI+KXFMMXvQvYE/gjNeESWAh8rLxbfRrw8bLemZn5SrnOBRHx/4CDIuJxirvPp2fmdOBEivB2f0RcQfGUneMonv4zqSv7EBH/BuxTvh0NrB4R3yjfP5KZv+7gqjaKiBsphnbaAfgs8IvM7BEDxUtqPMOmJHVBZv4iIl4CvkYRBlcBXqS48/vKZtWXAB+jGNroO8BciiGLvtWs3ucp7ub+HsWd6pMpAued5QDoTcu8BfweOCkzm19T2VHbUIwNWqvp/Y8phmbqiIPKNn2b4lrViyiOhyQBED4V7P+3d8c0AEIxFEXbnRVn+MEKAvFQFiTw8hnOUdDxpmlSgJzuvqrqmJlt9Sxfer8bnVW1z8y9eBzgx9xsAgAQIzYBAIgRmwAAxLjZBAAgxmYTAIAYsQkAQIzYBAAgRmwCABAjNgEAiBGbAADEiE0AAGLEJgAAMWITAIAYsQkAQMwD/7uUofGhyDEAAAAASUVORK5CYII=\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x480 with 1 Axes>"
            ],
            "image/png": 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O4Z577uG1117rVLejt+kPf/gDQLfWcHviiSf49Kc/zZFHHsnMmTPfdvypp56iX79+vOtd7+pUPmbMmFWes2vdjnN0fc2WW27JpptuujJo9cR2223X6fmwYcMAeOmll1ZeG97+7zp8+PCVdZvNnjdJkkqstrfoD3/4Ax/5yEd44YUXuPDCC7nllluYO3cuf//3fw9UhgzX1siRI9ljjz249dZb+a//+q9eaXNt72Cter1+3bV8+fK65R335XW1quHhVtBS4S0ifhYRSyNicfVxW1+3SZKkIvn973/f6fmCBQtYsWIFo0aN4qabbmLZsmX85Cc/4XOf+xwHHXQQBxxwwNvC0ujRowF4+OE1r7o1aNAgbr75ZnbccUcOPPDAt83C3H777VmxYgVPPPHE29rVXR3n6Pqz/elPf+Lll19m++23X1k2bNgwXn755U71Xn/9dRYuXNjt63W9Nrz93/X5559f2TvXbC0V3qpOyMwh1cfH+7oxkiQVyUUXXdTpecdQ5sc//vGVvUy1vUrt7e388Ic/7PSaj370o2y88cZMnz690zIjXV/bYZNNNuGOO+5gxIgRTJgwYeWwK8DHPvYxAGbNmlW3Xd1x0EEHATBjxoxO5RdeeCFAp5mro0ePZt68eZ3qzZ49e5U9b2tywAEHsMEGGzBz5sxOP3vXtjST97xJklQiTzzxBIcddhgHHngg99xzD1dccQWTJk1i5513ZtCgQWy44YYceuihfO5zn2Px4sVccskljBgxolPP1NChQ/ne977HCSecwK677rpyzbUHH3yQ1157jcsuu+xt1918882ZO3cue+65JwcccAB33303W2+9NR/4wAc44ogjmDFjBn/+859XLhXy2GOPAd0bCt1555059thjmT17Ni+//DL77LMP9957L5dddhmHH354p5mmJ5xwAieffDJHHHEEEyZM4MEHH+SOO+5g880379G/5/Dhw5k2bRrTp0/nkEMO4aCDDuL+++/ntttu6/E5G9Xj8BYRQ4CzgN2A8cAw4LjMnFOn7kDg68Ax1XoPAV/JzLl1Tv29iPge8ABwZmY+1NM2qvvcA1WSyuGqq67i7LPP5otf/CIDBgxg6tSpfOc73wHgPe95D9deey1f+cpXmDZtGltuuSWnnHIKw4cP57Of/Wyn8xx//PGMGDGCb33rW5x77rlssMEGjB07duX9cfVsvfXW3HXXXey1115MmDCBefPmsfnmm3P55Zez5ZZbcuWVV3L99ddzwAEHcNVVV/Ge97znbbNZV+Vf/uVf2GGHHZgzZw7XX389W265JV/60pc455zOu2KeeOKJPPHEE1x66aXcfvvt7LXXXsydO5ePfOQja/kv+ZZvfOMbDBo0iB/84Af89Kc/ZbfdduPOO+9c7Vp161L09Ia8iBgFPAH8EXgc2JdVh7crgYnADOD3wGRgV2C/zLy7pt544LfAcuA04HRgbGa+upZtGwc8/PDDDzNu3Li1+8HWwrxPt8A+eDR35qnhTVJRPf744wDssMMOfdwSATzwwAPssssuXHHFFfzd3/1dXzdnnenOf3ePPPJIx8zenTJzjVs3NHLP20JgZGZuT6UHrq5qIPsU8KXMPCszZwP7A08B59fWzcx7M3NxZi7JzPOBV4EPNdBGSZLUx5YsWfK2shkzZtCvXz/23nvvPmhRsfV42DQzlwHPdaPqRCo9aSu7qTJzaURcCpwXEdtm5tOreO0KoOfzgiVJUp87//zz+e///m/2228/BgwYwG233cZtt93GSSedxLbbbtvXzSucZkxY2AV4LDNf6VJ+b/Xr+4CnI2JTKkOp84AETgXeCcxvQhslSdI6ssceezB37lzOPfdcFi9ezHbbbUdbWxtf/vKX+7pphdSM8DaSyhBrVx1lW1W/bgBMB94DvEFlwsJBmdm+upNHxAhgeJfi0T1urSRJ6lUTJkxgwoQJfd2M0mhGeBsMLKtTvrTmOJn5PPDBHpx/CnDOGmtJkiSVQDPC2xJgYJ3yQTXHGzELuKZL2WjgxgbPK0mS1JDMbGhbr3qascPCQipDp111lD3byMkzc1FmPlKdWnsk8DAGN0lSFxHBm2++2dJ7VqpcMpPly5fTr1/vxq1m9Lw9AOwXEUO7TFrYreZ4r8jMNqCtY5233jpvqxs7r/N6c81c902SimLIkCG88MILLFy4kBEjRjBggJsMad3JTBYtWsTy5csZOLDeAGTPNeO/3GuBacBJwAWwcseF44D5q1kmRJKkXjNs2DBee+012tvbaW9vZ8CAAfTr16/Xh7Skjh635cuXM3jwYLbYYotePX9D4S0ipgKb8taM0UMjYpvq9zMzsz0z50fENcD06szQBcCxwCjg+EauX6c9bTh5QZJUx4ABA9huu+149dVXeeWVV3jjjTccQtU6ERFsuOGGDBw4kC222KLlhk2nAdvXPP9k9QFwBdCxzMdngHPpvLfpIZk5r8Hrd7K+DptKkronIhg6dChDhw7t66ZIPdZQeMvMUd2st5TKFlqr3EZLxeAG9pIk9a1mzDaVJElSLylVeIuItohIHDKVJEklVarwlpltmRnATn3dFkmSpHWhVOFNkiSp7Eq1QqFLhVTULtrrgr2SJJVLqXreHDaVJEllV6rwJkmSVHaGN0mSpAIxvEmSJBVIqcKb67xJkqSyK1V4c8KCJEkqu1KFN0mSpLIr1Tpvah1uYC9J0rphz5skSVKBlKrnzR0W3s7dFiRJKpdS9bw5YUGSJJVdqcKbJElS2RneJEmSCsTwJkmSVCCGN0mSpAIxvEmSJBWI4U2SJKlAShXe3JhekiSVXanCm+u8SZKksivVDgsqHvdAlSRp7ZSq502SJKns7Hlbj9TucwrudSpJUhHZ8yZJklQghjdJkqQCMbxJkiQViOFNkiSpQAxvkiRJBVKq8OYOC5IkqexKFd7cYUGSJJVdqcKbJElS2blIrwqhu9togVtpSZLKzZ43SZKkAjG8SZIkFYjDpuux2r1O3edUkqRisOdNkiSpQFoyvEXE7hGxIiK+0tdtkSRJaiUtF94ioh/wPeDXfd0WSZKkVtOK97ydBMwHNunrhkiSJLWaHve8RcSQiPhaRNweES9GREbE5FXUHRgR346IZyNiSUTMj4gJdeptBpwBnNPTdkmSJJVZI8OmmwNnA+8FHlxD3TnAF4B/A04HlgO3RsSeXep9E5iRmS830C5JkqTSamTYdCEwMjOfi4gPsop71CJiPPAp4KzMvKBadjmVzePPB/aolu0C7Aqc2kCbJEmSSq3H4S0zlwHPdaPqRCo9bSsXFcvMpRFxKXBeRGybmU8D+wDvAZ6JCKjc8/ZmRIzOzON62k6tf7q7lZbbaEmSiqgZExZ2AR7LzFe6lN9b/fo+4Gkq4e7fa47/E/AE8K113kJJkqSCaEZ4G0lliLWrjrKtADLzNeC1joMRsQRYvKb73yJiBDC8S/HoHrdWkiSphTUjvA0GltUpX1pz/G0yc3I3zz8FZ6dKkqT1RDPC2xJgYJ3yQTXHGzELuKZL2WjgxgbPK0mS1HKaEd4WAlvXKR9Z/fpsIyfPzEXAIoCIaMNeOEmSVGLNCG8PAPtFxNAukxZ2qzneKzKzDWiLiHFUliJRN42d13mK5qN7OxVTkqRW1Iy9Ta8F+lPZ9gqo7LgAHAfMry4TIkmSpG5oqOctIqYCm1KdMQocGhHbVL+fmZntmTk/Iq4Bpldnhi4AjgVGAcc3cv067WnDYVNJklRijQ6bTgO2r3n+yeoD4Aqgvfr9Z4BzgWOAYcBDwCGZOa/B63fisKkkSSq7hsJbZo7qZr2lwFnVhyRJknqoGRMWpJbkNlqSpCJqxoSFpomItohIHDKVJEklVarwlpltmRnATn3dFkmSpHWhVOFNkiSp7AxvkiRJBVKq8OY9b5IkqexKFd68502SJJVdqcKbJElS2RneJEmSCqRU4c173iRJUtmVaocF9zbVuuBODJKkVlKq8KbeM3beW4nl0b1NJZIktYpSDZtKkiSVneFNkiSpQAxvkiRJBVKq8OZsU0mSVHalCm/usCBJksquVOFNkiSp7AxvkiRJBWJ4kyRJKhAX6ZV6iTsxSJKawZ43SZKkAilVeHOpEEmSVHalCm8uFSJJksquVOFNkiSp7AxvkiRJBeJsU63R2HlvTaN8dG+nSkqS1JfseZMkSSoQw5skSVKBOGwqNZmL+UqSGmHPmyRJUoEY3iRJkgqkVOHNHRYkSVLZlSq8ucOCJEkqu1KFN0mSpLIzvEmSJBWI4U2SJKlADG+SJEkFYniTJEkqEHdYkFqUOzFIkuppqZ63iJgdEQsj4pWI+E1EHNrXbZIkSWolLRXegAuBUZk5FPgscEVEbNbHbZIkSWoZLRXeMvPRzFzW8RTYENi6D5skSZLUUnp8z1tEDAHOAnYDxgPDgOMyc06dugOBrwPHVOs9BHwlM+fWqTsLOA4YBNwK/KanbVTvGzuv841Yj+7tDVeSJDVTIz1vmwNnA+8FHlxD3TnAF4B/A04HlgO3RsSeXStm5hRgCHAAcGdmZgNtlCRJKpVGwttCYGRmbk+lB66uiBgPfAr4UmaelZmzgf2Bp4Dz670mM5dn5n8AB0TEQQ20UZIkqVR6HN4yc1lmPteNqhOp9LStHG/LzKXApcDuEbHtal47ABjT0zZKkiSVTTMmLOwCPJaZr3Qpv7f69X0AEbFJREyKiCERMSAijgT2A+Y1oY2SJEmF0IxFekdSGWLtqqNsq+rXBE4EZgEBLAAmZeYDqzt5RIwAhncpHt3j1koF093FfMEFfSWpDJoR3gYDy+qUL605TrVnbr8enH8KcE7PmiZJklQszQhvS4CBdcoH1RxvxCzgmi5lo4EbGzyvJElSy2lGeFtI/YV2R1a/PtvIyTNzEbCotiwiGjmlJElSy2rGhIUHgHdHxNAu5bvVHO8VEdEWEQk83FvnlCRJaiXNCG/XAv2BlbdKV3dcOA6Yn5lP99aFMrMtMwPYqbfOKUmS1EoaGjaNiKnAprw1Y/TQiNim+v3MzGzPzPkRcQ0wvTozdAFwLDAKOL6R69dpTxtOXpAkSSXW6D1v04Dta55/svoAuAJor37/GeBcOu9tekhm9uoabpnZBrRFxDgcOpUkSSXUUHjLzFHdrLeUyhZaq9xGS5IkSWvWjHveJEmS1EtKFd6cbSpJksquGeu8NY33vDXf2Hlv7c306N7uvdTquruVlttoSVLrKlXPmyRJUtkZ3iRJkgqkVOHNe94kSVLZlSq8ucOCJEkqu1KFN0mSpLIzvEmSJBVIqZYKcW9TqXe4pIgkta5S9bx5z5skSSq7UoU3SZKksjO8SZIkFYjhTZIkqUAMb5IkSQVSqvDmDguSJKnsShXenG0qSZLKrlThTZIkqexKtUiv+tbYeZ1Xdn10b1dwlSSpt9nzJkmSVCD2vEnqMbfRkqTms+dNkiSpQEoV3lwqRJIklV2pwptLhUiSpLIrVXiTJEkqO8ObJElSgRjeJEmSCsSlQiStcy4pIkm9x543SZKkAjG8SZIkFYjhTZIkqUC8503rTO1G9W5SL0lS7yhVz5s7LEiSpLIrVXhzhwVJklR2pQpvkiRJZWd4kyRJKhAnLEhqGS7mK0lrZs+bJElSgRjeJEmSCsTwJkmSVCAtE94iYmBE/GtE/DEiXomI/4yI3fu6XZIkSa2kZcIblckTTwJ7ApsCM4CbImJIXzZKkiSplbRMeMvMv2Tm1zPzj5m5IjP/HXgdeE9ft02SJKlV9HipkGqP2FnAbsB4YBhwXGbOqVN3IPB14JhqvYeAr2Tm3NWcf0fgncCCnrZRUjm5pIik9VkjPW+bA2cD7wUeXEPdOcAXgH8DTgeWA7dGxJ71KkfEYOAKYHpmtjfQRkmSpFJpZJHehcDIzHwuIj4I/LpepYgYD3wKOCszL6iWXU5l8/jzgT261N8AuIZKj9vXG2ifJElS6fS45y0zl2Xmc92oOpFKT9vKgY7MXApcCuweEdt2lEdEP+D/AAkcm5nZ0/ZJkiSVUTMmLOwCPJaZr3Qpv7f69X01Zf8MjASOzMw3m9A2SZKkQmnG3qYjqQyxdtVRthVARGwPnAAsBV6IiI56H8/MX6zq5BExAhjepXh0Iw2WJLLfSP8AABJ4SURBVElqVc0Ib4OBZXXKl9YcJzOfAqJOvTWZApzTs6apWcbOe2t64KN7OwVQkqSeakZ4WwIMrFM+qOZ4I2ZRmeBQazRwY4PnlSRJajnNCG8Lga3rlI+sfn22kZNn5iJgUW1ZzZCrJElSqTQjvD0A7BcRQ7tMWtit5niviIg2HEKVVNXdxXzBBX0lFUczZpteC/QHVv6vsbrjwnHA/Mx8urculJltmRnATr11TkmSpFbSUM9bREylson8VtWiQyNim+r3MzOzPTPnR8Q1wPTqzNAFwLHAKOD4Rq4vSZK0vml02HQasH3N809WH1DZ3qpja6vPAOfSeW/TQzJzXoPX78RhU0mSVHYNDZtm5qjMjFU8nqyptzQzz8rMkZk5KDPHZ+YdDbf+7e1x2FSSJJVaM+55kyRJUi8pVXiLiLaISCqb3kuSJJVOM5YKaZrMbAPaImIcBriWVbvbArjjglpDd5cVcUkRSX2tVD1vkiRJZWd4kyRJKpBShTfveZMkSWXnPW+StBa8N05SXytVz5skSVLZGd4kSZIKpFThzXveJElS2ZUqvLk9liRJKrtShTdJkqSyK9VsUxVT7Y4L7rYgSdLq2fMmSZJUIIY3SZKkAilVeHO2qSRJKrtShTdnm0qSpLIrVXiTJEkqO8ObJElSgRjeJEmSCsR13iRpHZg9e811AE5yaUNJa8meN0mSpAIpVXhzqRBJklR2pQpvLhUiSZLKrlThTZIkqewMb5IkSQVieJMkSSoQw5skSVKBGN4kSZIKxPAmSZJUIIY3SZKkAjG8SZIkFUip9jaNiDbgnL5uhyR1l3ugSlpbpQpvmdkGtEXEONwiq5DGzuv8m+zRvf2NJYEhT9JbHDaVJEkqEMObJElSgRjeJEmSCsTwJkmSVCCGN0mSpAIxvEmSJBWI4U2SJKlAWiq8RcQpEXFfRLxRXXBXkiRJNVoqvAELgTbgx33cDkmSpJbUUjssZOYNABFxUF+3RZIkqRX1uOctIoZExNci4vaIeDEiMiImr6LuwIj4dkQ8GxFLImJ+REzocaslSZLWU430vG0OnA38EXgQ2Hc1decAE4EZwO+BycCtEbFfZt7dQBtUcrV7nbrPqSRJjYW3hcDIzHwuIj4I/LpepYgYD3wKOCszL6iWXU5l4/jzgT0aaIMkSdJ6pcfhLTOXAc91o+pEYDmwsgslM5dGxKXAeRGxbWY+3dN2SJLeMnv2musAnGRHtlRYzZiwsAvwWGa+0qX83urX9wFPA0TEgGqb+gMDImIQ8EZmLl/VySNiBDC8S/Ho3mi4JElSq2lGeBtJZYi1q46yrWrKvgKcU/P8y8BxVO6ZW5UpXV6jkvL+N0mSmhPeBgPL6pQvrTkOQGa2UVnnbW3MAq7pUjYauHEtzyNJktTymhHelgAD65QPqjneY5m5CFhUWxYRjZxSkiSpZTUjvC0Etq5TPrL69dneulB1Sy2HUCWpFzkJQmotzdge6wHg3RExtEv5bjXHe0VmtmVmADv11jklSZJaSTPC27VUZo+u/JssIgZSmYgw32VCJEmSuq+hYdOImApsylszRg+NiG2q38/MzPbMnB8R1wDTq8t6LACOBUYBxzdy/TrtacNhU0mSVGKN3vM2Ddi+5vknqw+AK4D26vefAc4FjgGGAQ8Bh2TmvAav30nHbNWIGEdlBwdJkqRSaSi8ZeaobtZbCpxVfUiSJKmHmjHbtGkcNhV0XswXXNBXklQuzZiw0DTONpUkSWVXqvAmSZJUdoY3SZKkAvGeN0laD3V31wRJradUPW/e8yZJksquVOFNkiSp7AxvkiRJBeI9b5Kkpuru/XYnuUSjVFepet68502SJJVdqcKbJElS2RneJEmSCsTwJkmSVCCGN0mSpAJxtqkKaey8ztPVHt171dPSutbtzmsk9T1npUr1larnzdmmkiSp7EoV3iRJksrO8CZJklQghjdJkqQCMbxJkiQViOFNkiSpQFwqRJLUK7q7tEdZrgsuU6K+UaqeN5cKkSRJZVeq8CZJklR2hjdJkqQCMbxJkiQViOFNkiSpQAxvkiRJBWJ4kyRJKhDDmyRJUoEY3iRJkgrEHRZUCmPnNb7E+urO8ejeLqMuqed6excId3ZYv5Wq580dFiRJUtmVKrxJkiSVneFNkiSpQAxvkiRJBWJ4kyRJKhDDmyRJUoEY3iRJkgrE8CZJklQgLRXeImJ4RNwSEX+JiP8XER/p6zZJkiS1klbbYeEi4DlgOHAAcHVE7JiZL/ZtsyRJklpDy/S8RcQQ4HDgnMx8LTN/AvwG+Ju+bZkkSVLr6HF4i4ghEfG1iLg9Il6MiIyIyauoOzAivh0Rz0bEkoiYHxETulTbEVicmf9TU/YbYFxP2yhJklQ2jfS8bQ6cDbwXeHANdecAXwD+DTgdWA7cGhF71tQZArzS5XWvVMslSZJEY/e8LQRGZuZzEfFB4Nf1KkXEeOBTwFmZeUG17HLgYeB8YI9q1cXA0C4vH1otlyRJEg30vGXmssx8rhtVJ1LpaZtd89qlwKXA7hGxbbX498CQiNi65rU7AY/0tI2SJEll04zZprsAj2Vm1yHRe6tf3wc8nZmLI+JG4GsRcRrwEeCvgRtXd/KIGEFldmqt0Y03W5IkqfU0I7yNpDLE2lVH2VY1ZVOAy4A/A/8DHN2NZUKmAOc02kipr4ydN7vT80f3PqlXz9kb55PUWmbPXnMdgJO6+fHv7vnWhe62sbt6+2fp7fb1hmaEt8HAsjrlS2uOA5CZzwMHreX5ZwHXdCkbzRp67CRJkoqoGeFtCTCwTvmgmuM9lpmLgEW1ZRHRyCklSZJaVjMW6V1IZei0q46yZ3vrQhHRFhFJZSarJElS6TQjvD0AvDsiui4DslvN8V6RmW2ZGVRmqUqSJJVOM8LbtUB/YOUtfxExEDgOmJ+ZTzehDZIkSaXQ0D1vETEV2JS3ZoweGhHbVL+fmZntmTk/Iq4BpleX9VgAHAuMAo5v5Pp12tOGM08lSVKJNTphYRqwfc3zT1YfAFcA7dXvPwOcCxwDDAMeAg7JzHkNXr+TzGwD2iJiHN73JkmSSqih8JaZo7pZbylwVvUhSZKkHmrGPW9N42xTSZJUdqUKb842lSRJZVeq8CZJklR2hjdJkqQCKVV48543SZJUdqUKb97zJkmSyq5U4U2SJKnsGl2kt1VtCLBgwYJ1epEnXn52nZ5f69azzz7S6fnA1byfXev2pq7X7Y1r1Z5zXbZdWt890s2P17N99Oui1dsH3W9jd/X2z9Lb7aunJq9s2J36kZnrrjV9JCIOA27s63ZIkiSthb/JzJ+sqVJZw9smwD7A08Dr6+gyo6kExL8B/rCOrqHe5XtWLL5fxeL7VTy+Z61jQ2Bb4OeZ2b6myqUcNq3+4GtMro2IiI5v/5CZjksVgO9Zsfh+FYvvV/H4nrWc+7tb0QkLkiRJBWJ4kyRJKhDDmyRJUoEY3nrueeBr1a8qBt+zYvH9Khbfr+LxPSuoUs42lSRJKit73iRJkgrE8CZJklQghjdJkqQCMbxJkiQViOFNkiSpQAxvaykiBkbEtyPi2YhYEhHzI2JCX7dL9UXEvhGRq3h8qK/btz6LiCER8bWIuD0iXqy+J5NXUfe91XqLq3X/T0QMb3KT13vdfc8iYs4qPnOP9kGz11sRsWtE/H8R8UhE/CUi/hgRV0fEu+vU9TNWIKXc23QdmwNMBGYAvwcmA7dGxH6ZeXcftkur933g113KFvRFQ7TS5sDZwB+BB4F961WKiG2AeUA78I/AEGAa8L8iYnxmvt6U1gq6+Z5VLQNO6FK2xg231av+N/Bh4BrgIWBLYCpwX0R8KDMfBj9jRWR4WwsRMR74FHBWZl5QLbsceBg4H9ijD5un1ftFZl7b141QJwuBkZn5XER8kLeH6w7/CLwD+EBm/hEgIu4F5lL542l2E9qqiu6+ZwBvZuYVTWqX6rsQmFQbviLiKuA3wBeBT1eL/YwVjMOma2cisJya/5AzcylwKbB7RGzbVw3TmkXExhHhHywtIjOXZeZz3ah6BHBzxy+V6mvvAh4DjlpX7dPbrcV7BkBE9I+IoeuyTVq1zPxV116zzPw98Ajw3ppiP2MFY3hbO7sAj2XmK13K761+fV+T26Pu+yHwCrA0In5a7TVQi4uIrYERwH/VOXwvlc+kWtNGVD5z7dV7qC6KiCF93aj1XUQEsAXwQvW5n7ECshdi7YykMmzQVUfZVk1si7rndeDHwK1U/mf1V1Tu5fhFROyRmff3ZeO0RiOrX1f1uXtnRAzMzGVNbJPWbCGVW0nuo9JJcCAwBdg5IvbNzDf7snHrub8DtqZy7yL4GSskw9vaGUzlJtyultYcVwvJzF8Bv6op+klEXEvl5t3pVH6pqHV1fKbW9LnzF0sLycwvdSn694h4DPgmldtP/r35rVJEjAUuAu4BLqsW+xkrIIdN184SYGCd8kE1x9XiMnMBcCOwX0T07+v2aLU6PlN+7orve8AK4IC+bsj6KCK2BG6hMqN0YmYurx7yM1ZAhre1s5C3uphrdZQ928S2qDFPAxtSmWGl1tUxlLOqz92LDucUQ2YuAf4MvLOv27K+iYhNgNuATYEDM7P2d5WfsQIyvK2dB4B315k9tVvNcRXDDlSGBBb3dUO0apn5DPA8UG+CyXj8zBVGRGxMZZ245/u6LeuTiBgE3AS8GzgkM39be9zPWDEZ3tbOtUB/4KSOgogYCBwHzM/Mp/uqYaqv3grhEbEzcBhwZ2auaH6rtJZ+DBxSuxRPRHyEyi+ja/qsVaorIgZVg1pXXwUCuL3JTVpvVW8LuQrYHTgyM+9ZRVU/YwUTmdnXbSiUiLga+ASV+zcWAMdS+evkI5k5ry/bpreLiP9L5X6NXwGLqMw2PQl4A9g9M3/Xh81b70XEVCpDOVsBpwDXAR0zgGdmZnv1F8r9wMvAP1FZ/f0s4H+AXR3Saa41vWfAsOrzK4GO7bA+BhxEJbgd7B9NzRERM4DTqfS8Xd31eMciyn7GisfwtpaqXdDnUlmZehiVWYtfzcw7+rRhqisiPk9lavwYYCiV4YH/AL5WnbigPhQRTwLbr+LwuzLzyWq9cVRWi9+TyvIvtwBnZuafmtBM1VjTe0YlAMwEPkQl4PWn8ofuvwEXZOYbTWimgIj4GbDPqo5nZtTU9TNWIIY3SZKkAvGeN0mSpAIxvEmSJBWI4U2SJKlADG+SJEkFYniTJEkqEMObJElSgRjeJEmSCsTwJkmSVCCGN0mSpAIxvElSC4qIfSMiI2Lfvm6LpNZieJNUWBExuRpwMiL2rHM8IuLp6vGba8pzNY8f1ASnNT6a+xNLEgzo6wZIUi9YCkwC7u5Svg+wDbCszmvmApfXKX8MeAo4pkv5dGAx8M2GWipJDTK8SSqDW4EjI+LzmflmTfkk4L+Bzeu85rHMvGI15+x0LCK+CLywhtesUkQMAPpl5us9eb0kdXDYVFIZXAlsBkzoKIiIDYGJwI+a3ZiIGFUdVp0WEWdExB+o9P79VfX42Ii4NiJejIilEfFfEXFYs9spqZjseZNUBk8C9wB/C9xWLfs4sAnw78Dn67xmUETU65F7pRd7x44DBgGzqYS3FyNiHPBL4BngW8BfgKOAGyLiiMy8vpeuLamkDG+SyuJHwPSIGJyZS4C/A36emc9GRL36x1cfXf0tlcDXG7YBxmTm8x0FEXEX8Edg18xcVi2bReV+vW8DhjdJq+WwqaSyuBoYDBwSERsDh7D6IdMbqQyzdn38tBfb9OMuwe2dwP7Vtm4cEZtXe/82A+4AdoyIrXvx+pJKyJ43SaWQmc9Xe7UmARsB/YFrV/OS/8nMuxq5ZjWMbVhTtCQz22ueP9HlJWOAAM6tPuoZQWVIVZLqMrxJKpMfAZcAWwK3ZebL6/h611FZjqTDZcDkmudLutTvGO24gEpPWz0LeqVlkkrL8CapTK4H/hn4EHB0E653JjCs5vmza6j/ePXrG432+klafxneJJVGZi6OiFOAUcBNTbjef69l/UUR8TPgcxExMzMX1h6PiOG198hJUj2GN0mlkpmXdbPquyPi03XK/5SZc3uzTV2cSmVm6W8i4hIqvXFbALtTmZ268zq8tqQSMLxJWl91zC7t6udUts5aJzLztxHxQeAcKvfHbQYsAu4Hvr6uriupPCLTfZUlSZKKwnXeJEmSCsTwJkmSVCCGN0mSpAIxvEmSJBWI4U2SJKlADG+SJEkFYniTJEkqEMObJElSgRjeJEmSCsTwJkmSVCCGN0mSpAIxvEmSJBWI4U2SJKlADG+SJEkFYniTJEkqkP8fWoyCHffWrUIAAAAASUVORK5CYII=\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x480 with 1 Axes>"
            ],
            "image/png": 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yy3NW120/R/Vr/u7v/o6RI0euSLR6Y7PNNuvwfNSoUQC8+OKLK64NK9/X0aNHr6hba4VK3iRJUkeVydTjjz/OBz7wAZ5//nkuuugiZs+ezd13380///M/A6Uuw9U1duxYdt55Z2677Tb++7//u19irmwdrNRZq19PLVu2rNPy9nF51brqHm4EJm+SJBXIH/7whw7P58+fz/Llyxk3bhy33HILS5cu5eabb+Yzn/kM++23H3vvvfdKydL48eMBePjh7kchDR06lFtvvZWtttqKfffdd6VZmJtvvjnLly/nySefXCmunmo/R/XX9pe//IWXXnqJzTfffEXZqFGjeOmllzrUe/3111m4cGGPr1d9bVj5vj733HMrWudqzeRNkqQCufTSSzs8nzFjBgAf+tCHVrQyVbYqtbW18Z3vfKfDaz74wQ+y3nrrcd5553VYZqT6te3WX3997rzzTsaMGcPEiRNXdLsC7LPPPgDMnDmz07h6Yr/99gPgkksu6VB+0UUXAXSYuTp+/HjmzJnTod6sWbO6bHnrzt57781aa63FjBkzOnzt1bHUkrNNJYmez4h1AXw1uieffJKDDjqIfffdl9/85jdcc801HH744Wy77bYMHTqUtddemwMPPJDPfOYzvPrqq1x++eWMGTOmQ8vUiBEjuPjiiznmmGPYYYcdVqy5Nm/ePF577TWuuuqqla674YYbcvfdd7PLLruw995788tf/pKNN96Yd7/73RxyyCFccskl/PWvf12xVMhjjz0G9KwrdNttt+XII49k1qxZvPTSS+y+++7ce++9XHXVVRx88MEdZpoec8wxHHfccRxyyCFMnDiRefPmceedd7Lhhhv26n6OHj2a6dOnc95553HAAQew33778cADD3D77bf3+px9ZcubJEkF8sMf/pCWlhY+//nPM3v2bKZNm8YVV1wBwDve8Q5uuOEGIoLp06fzrW99iylTpnDiiSeudJ6jjz6am2++mREjRnD22Wdz2mmncf/99/OhD32oy2tvvPHG3HPPPSxdupSJEyfy/PPPA3D11Vdz/PHHM3v2bE477TRef/31FeuoVc9m7cq//du/cdZZZ3Hfffdx0kkn8ZOf/ITTTz+dH/zgBx3qHXvssZx22mnMmTOHU045hSeffJK7776bddddt0fX6cw555zDWWedxQMPPMCpp57K448/zl133dWnc/ZFNPKAvN6KiAnAww8//DATJkyodzjSGq+R1nl7dLe+NZ3Z8ta8nnjiCQDe9ra31TkSATz44INst912XHPNNXziE5+odzgDpifvu0ceeaR9Zu82mdnt1g22vEmSpAG1ePHilcouueQSBg0axG677VaHiJpbQ415i4ifAe8D3iwX/SIzu26flSRJDe+CCy7gf/7nf9hzzz0ZMmQIt99+O7fffjtTpkxh0003rXd4TaehkreyYzLzmnoHIUmS+sfOO+/M3Xffzdlnn82rr77KZpttRmtrK1/84hfrHVpTasTkTZIkFcjEiROZOHFivcMojF6PeYuI4RFxVkTcEREvRERGxOQu6rZExPkRsSAiFkfE3Ijo6rt4cUQ8FxF3R8Q/9jY+SZKkIurLhIUNgTOAdwLzuql7JXAy8D3gRGAZcFtE7FJV71+ALYDNgLuB2yNivT7EKEmSVDcDsapHX5K3hcDYzNwcOLWrShGxI3AYcHpmnpqZs4C9gKeBCyrrZua9mflqZi7OzAuAVyhNYJAkqU8igjfffLOh96xUsWQmy5YtY9Cg/l3co9dj3jJzKfBsD6pOotTStmLxpsxcEhFXAOdGxKaZ+UwXr10O9H4XWkmqUr2OXF/XfVPzGD58OM8//zwLFy5kzJgxDBnisG8NnMxk0aJFLFu2jJaWln49dy3eudsBj2Xmy1Xl95Y/vgt4JiJGAjsAc4AEjgfeAsxd1ckjYgwwuqp4fF+DliQVy6hRo3jttddoa2ujra2NIUOGMGjQoB5tzyStjvYWt2XLljFs2DDe+ta39uv5a5G8jaXUxVqtvWyj8se1gPOAdwBvAA8C+2VmWzfnnwqc2Q9xSpIKbMiQIWy22Wa88sorvPzyy7zxxht2oWpARARrr702LS0tvPWtb22cbtPVMAxY2kn5korjZOZzwHt6cf6ZwPVVZeOBm3pxLklSgUUEI0aMYMSIEfUOReq1WiRvi4HOOnuHVhzvtcxcBCyqLLMJXJIkFVUtkreFwMadlI8tf1zQXxeKiFbsQpU0gGbN6r4OuIG9pIFTi43pHwTeHhHVbdTvrTjeLzKzNTMD2Ka/zilJktRIapG83QAMBlb8HxoRLcBRwNxVLBMiSZKkKn3qNo2IacBI/m/G6IERsUn58xmZ2ZaZcyPieuC88rIe84EjgXHA0X25fifxtGK3qSRJKrC+jnmbDmxe8fyj5QfANUD7Mh+fAs4GjgBGAQ8BB2TmnD5ev4PMbAVaI2IC8HB/nluSJKkR9Cl5y8xxPay3hNIWWl1uoyVJkqTu1WLMW81ERGtEJLa6SZKkgipU8uZsU0mSVHSFSt4kSZKKzuRNkiSpidRih4WacakQqbZ6utuAJKn/FKrlzTFvkiSp6AqVvEmSJBWdyZskSVITccybpLraek4xB871dDzglCnd15GkSoVqeXPMmyRJKrpCJW+SJElFZ/ImSZLUREzeJEmSmojJmyRJUhMpVPIWEa0RkcDD9Y5FkiRpIBQqeXO2qSRJKrpCJW+SJElFZ/ImSZLUREzeJEmSmojJmyRJUhMxeZMkSWoihUreXCpEkiQV3ZB6B9CfMrMVaI2ICZjASWoCs2b1rN6UKQMbh6TmUaiWN0mSpKIzeZMkSWoiJm+SJElNxORNkiSpiZi8SZIkNZFCzTaVpNW19ZyVp3s+uptTOyU1LlveJEmSmkihkjcX6ZUkSUVXqG5TF+mV+kdPF46VJNVeoVreJEmSis7kTZIkqYmYvEmSJDURkzdJkqQmYvImSZLURAo121SSiqqnM4CnuL6wVHi2vEmSJDWRhkzeImKniFgeEV+qdyySJEmNpOGSt4gYBFwM3FfvWCRJkhpNI455mwLMBdavdyCSJEmNptctbxExPCLOiog7IuKFiMiImNxF3ZaIOD8iFkTE4oiYGxETO6m3AXAScGZv45IkSSqyvnSbbgicAbwTmNdN3SuBk4HvAScCy4DbImKXqnpfBS7JzJf6EJckSVJh9aXbdCEwNjOfjYj30MUYtYjYETgMODUzLyyXXU1p4/gLgJ3LZdsBOwDH9yEmSZKkQut18paZS4Fne1B1EqWWthWrFGXmkoi4Ajg3IjbNzGeA3YF3AH+OCCiNeXszIsZn5lG9jVOSJKlIajFhYTvgscx8uar83vLHdwHPUEruflBx/BvAk8DXVnXyiBgDjK4qHt/raCVJkhpYLZK3sZS6WKu1l20EkJmvAa+1H4yIxcCrPRj/NhUnOEiSpDVELZK3YcDSTsqXVBxfSWZO7uH5ZwLXV5WNB27q4eslSZKaRi2St8VASyflQyuO91pmLgIWVZaVx8xJajBbz+nhBp2SpC7VYoeFhZS6Tqu1ly3orwtFRGtEJKWZrJIkSYVTi+TtQeDtETGiqvy9Fcf7RWa2ZmYA2/TXOSVJkhpJLbpNbwCmU9r2qn2dtxbgKGBueZkQSVI/mNXDnukpUwY2DkkDp0/JW0RMA0ZSnjEKHBgRm5Q/n5GZbZk5NyKuB84rL+sxHzgSGAcc3ZfrdxJPK848lSRJBdbXlrfpwOYVzz9afgBcA7SVP/8UcDZwBDAKeAg4IDPn9PH6HWRmK9AaERNw3JskSSqgPiVvmTmuh/WWAKeWH5LqpKddapKkxlWLCQs142xTSZJUdIVK3pxtKkmSiq5QyZskSVLRmbxJkiQ1kUIlb455kyRJRVeo5M0xb5IkqegKlbxJkiQVncmbJElSEylU8uaYN0mSVHSFSt4c8yZJkoqur3ubSpKa0OpslTZlysDFIWn1FarlTZIkqehM3iRJkpqIyZskSVITKVTy5mxTSZJUdIVK3pxtKkmSis7ZppJUZes5K0/FfHQ3p1xKagyFanmTJEkqOpM3SZKkJmK3qdTkVmexVUlS87PlTZIkqYkUKnlzqRBJklR0hUreXCpEkiQVXaGSN0mSpKIzeZMkSWoizjaVJK1ST2c0T3EdY6kmbHmTJElqIra8SRoQnW0xJUnqO1veJEmSmojJmyRJUhMpVPLmIr2SJKnoCpW8uUivJEkqukIlb5IkSUVn8iZJktRETN4kSZKaiMmbJElSEzF5kyRJaiImb5IkSU3E5E2SJKmJNNTephExCzgQWBd4GvhCZt5S36ik+pjl1qBqMj19z06ZMrBxSEXXaC1vFwHjMnME8GngmojYoM4xSZIkNYyGSt4y89HMXNr+FFgb2LiOIUmSJDWUXidvETE8Is6KiDsi4oWIyIiY3EXdlog4PyIWRMTiiJgbERO7qDszIhYD9wE/AX7b2xglSZKKpi8tbxsCZwDvBOZ1U/dK4GTge8CJwDLgtojYpbpiZk4FhgN7A3dlZvYhRkmSpELpS/K2EBibmZsDp3ZVKSJ2BA4DTs/MUzNzFrAXpQkJF3T2msxclpn/CewdEfv1IUZJkqRC6XXylplLM/PZHlSdRKmlbcU8pMxcAlwB7BQRm67itUOALXsboyRJUtHUYqmQ7YDHMvPlqvJ7yx/fBTwTEesD+wM3A0uAjwB7Aqev6uQRMQYYXVU8vq9BS5IkNaJaJG9jKXWxVmsv26j8MYFjgZlAAPOBwzPzwW7OPxU4sx/ilCRJani1SN6GAUs7KV9ScZxyy9yevTj/TOD6qrLxwE29OJckSVJDq0Xythho6aR8aMXxXsvMRcCiyrKI6MspJUmSGlYtFuldSKnrtFp72YL+ulBEtEZEAg/31zklSZIaSS2StweBt0fEiKry91Yc7xeZ2ZqZAWzTX+eUJElqJLXoNr0BmA5MAS6E0o4LwFHA3Mx8pgYxSJIahBvYS33Tp+QtIqYBI/m/GaMHRsQm5c9nZGZbZs6NiOuB88rLeswHjgTGAUf35fqdxNOKM0+lmtt6Tg//GkuS+qyvLW/Tgc0rnn+0/AC4Bmgrf/4p4GzgCGAU8BBwQGbO6eP1O8jMVqA1IibguDdJklRAfUreMnNcD+stobSFVpfbaEmSJKl7tRjzVjN2m6oZ9HS8jyRJnanFbNOacbapJEkqukIlb5IkSUVn8iZJktREHPMmST1QvRzKo7u5CJmk+ihUy5tj3iRJUtEVKnmTJEkqOpM3SZKkJlKo5C0iWiMicXcFSZJUUIVK3hzzJkmSiq5Qs00lScXR091IpjjxV2uYQrW8SZIkFZ3JmyRJUhMxeZMkSWoihRrz5g4Lqqeejs+RJKkvCtXy5mxTSZJUdIVK3iRJkoquUN2mkmqjepN2SVLt2PImSZLUREzeJEmSmojJmyRJUhMp1Jg3lwqRpDWP22hpTVOoljeXCpEkSUVXqORNkiSp6EzeJEmSmojJmyRJUhMxeZMkSWoiJm+SJElNxORNkiSpiZi8SZIkNREX6ZW0Sm5CL0mNpVDJW2a2Aq0RMQF4uM7hqCB6unq7JEm1YLepJElSEylUy5skSV1xD1QVhcmbJPVCZ2MBH93Nv/qSBp7dppIkSU3E5E2SJKmJmLxJkiQ1EZM3SZKkJtIwyVtEtETEv0fEHyPi5Yj4r4jYqd5xSZIkNZKGSd4ozXx9CtgFGAlcAtwSEcPrGZQkSVIjaZjkLTP/lplfycw/ZubyzPwB8DrwjnrHJkmS1Ch6nbxFxPCIOCsi7oiIFyIiI2JyF3VbIuL8iFgQEYsjYm5ETOzm/FsBbwHm9zZGSZKkounLIr0bAmcAfwTmAXusou6VwCRKXaF/ACYDt0XEnpn5y+rKETEMuAY4LzPb+hCjpNXgJvSS1Pj6krwtBMZm5rMR8R7gvs4qRcSOwGHAqZl5Ybnsakobx18A7FxVfy3gekotbl/pQ3ySJEmF0+vkLTOXAs/2oOokYBmw4l/6zFwSEVcA50bEppn5DEBEDAK+CyRwZGZmb+OTutPTfQ4lSWoktdjbdDvgscx8uar83vLHdwHPlD//NjAW2Ccz3+zJySNiDDC6qnh8L2OVJElqaLVI3gWVwScAABaZSURBVMZS6mKt1l62EUBEbA4cAywBno+I9nofysxfrOL8U4Ez+ydUSZKkxlaL5G0YsLST8iUVx8nMp4HopF53ZlIaI1dpPHBTL84lSZLU0GqRvC0GWjopH1pxvNcycxGwqLKsotVOkiSpUGqRvC0ENu6kfGz544L+ulBEtGIXqiSpD1ZnMtOUKQMXh9SVWuyw8CDw9ogYUVX+3orj/SIzWzMzgG3665ySJEmNpBbJ2w3AYGDF/ycR0QIcBcxtXyZEkiRJ3etTt2lETKO0ifxG5aIDI2KT8uczMrMtM+dGxPXAeeVlPeYDRwLjgKP7cv1O4mnFblOpx9xRQZKaT1/HvE0HNq94/tHyA0rbW7VvbfUp4GzgCGAU8BBwQGbO6eP1O8jMVqA1IiZQ2sFBayAX35UkFVmfkrfMHNfDekuAU8sPSZIKoaf/LDqxQf2pFmPeaiYiWiMisdVNkiQVVKGSN2ebSpKkoqvFOm+StEbobALIo7vZXyapfxWq5U2SJKnoCpW8OeZNkiQVXaGSN8e8SZKkoitU8iZJklR0Jm+SJElNpFDJm2PeJElS0RUqeXPMmyRJKrpCJW+SJElFZ/ImSZLUREzeJEmSmojJmyRJUhMp1N6mEdEKnFnvONT/Zq28ZaQkSWukQrW8OdtUkiQVXaGSN0mSpKIrVLeppK5tPce+Z6leejr0Y8qUgY1DxWDLmyRJUhMxeZMkSWoiJm+SJElNpFDJmxvTS5KkoivUhIXMbAVaI2ICJnBagzk5QZKKq1DJmyRJzcxZqeqJQnWbSpIkFZ0tb6ort72SJGn12PImSZLUREzeJEmSmojJmyRJUhNxzJskSU3GWalrtkIlbxHRCpxZ7zgkqV31mnuP7uZfU0l9U6hu08xszcwAtql3LJIkSQOhUC1v0prKHRUkac1RqJY3SZKkorPlTQPCxXclSRoYtrxJkiQ1EZM3SZKkJmLyJkmS1ERM3iRJkppIQyVvEfHZiLg/It4oL7grSZKkCg2VvAELgVbgR3WOQ5IkqSE11FIhmXkjQETsV+9YJEmSGlGvW94iYnhEnBURd0TECxGRETG5i7otEXF+RCyIiMURMTciJvY6akmSpDVUX7pNNwTOAN4JzOum7pXAycD3gBOBZcBtEbFLH64vSZK0xulLt+lCYGxmPhsR7wHu66xSROwIHAacmpkXlsuuBh4GLgB27kMMkiRJa5Ret7xl5tLMfLYHVSdRamlbsWFSZi4BrgB2iohNexuDJEnSmqYWExa2Ax7LzJeryu8tf3wX8AxARAwpxzQYGBIRQ4E3MnNZVyePiDHA6Kri8f0RuCRJUqOpRfI2llIXa7X2so0qyr4EnFnx/IvAUZTGzHVlatVrNIDccL7+tp7jN0GS1mS1SN6GAUs7KV9ScRyAzGyltM7b6pgJXF9VNh64aTXPI0mS1PBqkbwtBlo6KR9acbzXMnMRsKiyLCL6ckpJkqSGVYvkbSGwcSflY8sfF/TXhcpbatmFKqlhddbt/ehuU+oQiaRmVYvtsR4E3h4RI6rK31txvF9kZmtmBrBNf51TkiSpkdQiebuB0uzRFf9aRkQLpYkIczPzmRrEIEmSVAh96jaNiGnASP5vxuiBEbFJ+fMZmdmWmXMj4nrgvPKyHvOBI4FxwNF9uX4n8bRit6kkSaulpysJTLGHvyH0dczbdGDziucfLT8ArgHayp9/CjgbOAIYBTwEHJCZc/p4/Q7aZ6tGxARKOzhIkiQVSp+St8wc18N6S4BTyw9JkiT1Ui1mm9aM3aYqGhfklSRVq8WEhZpxtqkkSSq6QiVvkiRJRWfyJkmS1EQc81ZwTv+WJKlYCtXy5pg3SZJUdIVK3iRJkorO5E2SJKmJOOZNQM/Hxqlnqtdne3Q3BxVKkvpHoVreHPMmSZKKrlDJmyRJUtGZvEmSJDURkzdJkqQm4oQFqU4623TeiQ2SGtnqTG5z8feBU6iWNycsSJKkoitU8iZJklR0Jm+SJElNxORNkiSpiZi8SZIkNRGTN0mSpCbiUiFSDXS2LEhf6klST9Rz3+qeXtslRVZfoVreXCpEkiQVXaGSN0mSpKIzeZMkSWoiJm+SJElNxORNkiSpiZi8SZIkNRGTN0mSpCZi8iZJktRETN4kSZKaiDssSFKd9efOGo/u5nL1ai79vQvEmrBjQ6Fa3txhQZIkFV2hkjdJkqSiM3mTJElqIiZvkiRJTcTkTZIkqYmYvEmSJDURkzdJkqQmYvImSZLURBoqeYuI0RExOyL+FhH/GxEfqHdMkiRJjaTRdli4FHgWGA3sDVwXEVtl5gv1DUuSJKkxNEzLW0QMBw4GzszM1zLzZuC3wIfrG5kkSVLj6HXyFhHDI+KsiLgjIl6IiIyIyV3UbYmI8yNiQUQsjoi5ETGxqtpWwKuZ+aeKst8CE3oboyRJUtH0peVtQ+AM4J3AvG7qXgmcDHwPOBFYBtwWEbtU1BkOvFz1upfL5ZIkSaJvY94WAmMz89mIeA9wX2eVImJH4DDg1My8sFx2NfAwcAGwc7nqq8CIqpePKJdLkiSJPrS8ZebSzHy2B1UnUWppm1Xx2iXAFcBOEbFpufgPwPCI2LjitdsAj/Q2RkmSpKKpxWzT7YDHMrO6S/Te8sd3Ac9k5qsRcRNwVkScAHwA+EfgplWdPCLGUJqdWml838OWJElqPLVI3sZS6mKt1l62UUXZVOAq4K/An4BDe7BMyFTgzL4G2RuzZnVfRyvbes7KN+7R3aY05PU6e63U7Hr6vh7In0tpoPT33+YpDfhjUIvkbRiwtJPyJRXHAcjM54D9VvP8M4Hrq8rG002LnSRJUjOqRfK2GGjppHxoxfFey8xFwKLKsojoyyklSZIaVi0W6V1Iqeu0WnvZgv66UES0RkRSmskqSZJUOLVI3h4E3h4R1cuAvLfieL/IzNbMDEqzVCVJkgqnFsnbDcBgYMWQv4hoAY4C5mbmMzWIQZIkqRD6NOYtIqYBI/m/GaMHRsQm5c9nZGZbZs6NiOuB88rLeswHjgTGAUf35fqdxNNKnWaeSpIk1UJfJyxMBzaveP7R8gPgGqCt/PmngLOBI4BRwEPAAZk5p4/X7yAzW4HWiJiA494kSVIB9Sl5y8xxPay3BDi1/JAkSVIv1WLMW80421SSJBVdoZI3Z5tKkqSiK1TyJkmSVHQmb5IkSU2kUMmbY94kSVLRFSp5c8ybJEkqukIlb5IkSUXX10V6G9XaAPPnzx/QiyxYMKCnL6yWl1a+cQsWPNKQ1+vstVIj68l7u6fv64H8uZSaxSM1+DGoyFfW7kn9yMyBi6ZOIuIg4KZ6xyFJkrQaPpyZN3dXqajJ2/rA7sAzwOt1Dqc3xlNKPj8MPF7nWBqF96Qj70dH3o+OvB8deT868n6srN73ZG1gU+DnmdnWXeVCdpuWv/BuM9dGFRHtnz6emfZb4D2p5v3oyPvRkfejI+9HR96PlTXIPXmgpxWdsCBJktRETN4kSZKaiMmbJElSEzF5a0zPAWeVP6rEe9KR96Mj70dH3o+OvB8deT9W1lT3pJCzTSVJkorKljdJkqQmYvImSZLUREzeJEmSmojJmyRJUhMxeZMkSWoiJm8NJiLGRsTXIuKnEfFKRGRE7NFF3Z+Vj1c/7qhx2ANmde5Huf7OEfHLiHgtIp6NiG9GxPAahlxzETG5i/dBRsTf1Tu+gRQRLRFxfkQsiIjFETE3IibWO656iIg9VvE+eF+94xtoETE8Is6KiDsi4oXy1z25i7rvLNd7tVz3uxExusYhD6ie3o+IuLKL98yjdQh7QETEDhHx/yLikYj4W0T8MSKui4i3d1K3Kd4bhdzbtMm9AzgN+APwW2Cnbur/CTi9qmzBAMRVLz2+HxHxLuA/gd8DJwObANOBrYAPDXik9XcG8GRV2Uv1CKSGrgQmAZdQeo9MBm6LiD0z85d1jKuevgncV1U2vx6B1NiGlH4G/gjMA/borFJEbALMAdqALwDDKf2e+IeI2DEzX69JtAOvR/ejbClwTFVZt5ujN5HTgPcD1wMPAX8HTAPuj4j3ZebD0FzvDZO3xvM/wAaZ+UJETKL0ZluVtsy8pgZx1cvq3I9zgReBPTLzZYCIeAq4PCI+mJl3DXi09XV7Zv53vYOolYjYETgMODUzLyyXXQ08DFwA7FzH8OrpF5l5Q72DqIOFwNjMfDYi3sPKCWy7LwDrAu/OzD8CRMS9wN2Ukv9ZNYi1Fnp6PwDeLPjfkYuAwyuTr4j4IaUGgc8DnywXN817w27TBpOZr2TmC6vzmogYUtSuwZ7ej4gYAUwErmlP3MquBl4FPj5AITaUiFgvIgbXO44amQQso+IXamYuAa4AdoqITesVWL2V3wdr1D/nmbk0M5/tQdVDgFvb/ziXX3sP8BgF+j2xGvcDgIgYXP49WjiZ+evqVrPM/APwCPDOiuKmeW+YvDW/twN/A14pj/E6OyLWqndQdfAPlFqSO7Q8lX9gHwS2q0dQNfZT4GXgtYi4OSK2qndAA2w74LGqZB3g3vLHd9U4nkbxHUrvgyXlsaLvqXdAjSIiNgbGUPV7ouxe1ozfE51Zh9J7pq08zuvSojYItIuIAN4KPF9+3lTvjTXqP7MCepzSH+zfUmrqnQR8iVJCd2gd46qHseWPCzs5thDYtYax1NprlMZ+tSdv76Y05u/XEbF9Zj5Tx9gG0li6/n4DbFTDWBrB68CPgNso/UH6e0rjdX4RETtn5gP1DK5BdPd74i0R0ZKZS2sYU70tpDTM4H5KDTr7AlOBbSNij8x8s57BDaBPABtTGhcITfbeMHkbQBExCFi7h9WX5mpuNJuZR1cVfTciZgHHRsTFmflfq3O+gTbA92NY++s6Obak4nhD6809yszrgOsqym+MiDspDbz9InBcP4fZKIbR9fe7/fgaIzN/Dfy6oujmiLiB0gDt8yj9UV7Tdfd7or1OQ/yBroXMrJ7w9oOIeAz4KqUGgR/UPqqBFRFbA5cCvwGuKhc31XvDbtOBtRuwuIePd/TTNb9e/rh3P52vPw3k/Vhc/tjSybGhFccbXb/co/JMy7k05vugvyym6+93+/E1WmbOB24C9lyDxkKuSne/JyrrrMkuBpZTwN8f5eWTZlOaUTopM5eVDzXVe8OWt4H1KHBUD+t21lTbG+1dZG/pp/P1p4G8H+31x3ZybCzNs3xKf96jZ+i/fwoa0UJK3R7V2t8DzfI9H2jPUGrNXZdSt/qarLvfEy80SrdYPWXm4oj4K435d6TXImJ94HZgJLBrZlb+jmiq94bJ2wAqz/S5ssaXfVv543M1vm63Bvh+PAy8CbyHii7EiFib0sD167p4XUPp53v0NhrwfdCPHqTUojSiatLCeyuOq/Q+WEJp1vUaLTP/HBHPUfo9UW1HfM8ApdnKlNaJK8zvj4gYCtxCaUz43pn5u8rjzfbesNu0SUXEiIhoqSoLShMWAO6sfVT1k5ltwD3AJ8u/eNodQWmhxe7Wy2tana3+HRH7UZq4UJjdNjpxAzAYmNJeUP6ZOAqYW+CJGp3q4n2wLXAQcFdmLq99VA3pR8ABlUvJRMQHKP1RL+zvic5ExNCq35ftvgwEBfn9UR4y8ENKi7x/LDN/00XVpnlvxGqOkVcNRER7AjaB0iKk/0555fzMPKdcZw/g2vJjPqWBlB+htIr0rMz8TG2jHjg9uR/lettTGrD9O0prf20CnALMycx9ahlzLUXEH4AHKE1xbwO2Bz5NqRtgh8z8Sx3DG1ARcR2l9/3FlH4OjqT0X/IHMnNOPWOrtYj4CaUxOb8GFlGabToFeAPYKTN/X8fwaiIiplHqEtsI+CzwY0o/GwAzMrOt/If5AUq7j3yD0j93p1LarWaHRuoa66vu7gcwqvz8WkpDNgD2AfajlLjtX4SkPyIuAU6k1PK2Ui9M+wLFzfTeMHlrQBHR5TclM6NcZwvgfGAHSlt9LKe0LdTllJK3wnxje3I/KuruQum+bA+8QukH9fTMfGVAg6yjiDgH2B/YgtJ6TQspDcg9q8iJG6zoCjmb0grpoyjNrPxyZq5RLc8AEfE5SssfbAmMoNTl9Z+U3gdrwvZY7TuqbN7F4S0y86lyvQmUVt3fhdISK7OBU4r289Ld/aCUpMwA3kcpwRtM6Z+g7wEXZuYbNQhzwEXEz4Dduzpe+XekWd4bJm+SJElNxDFvkiRJTcTkTZIkqYmYvEmSJDURkzdJkqQmYvImSZLUREzeJEmSmojJmyRJUhMxeZMkSWoiJm+SJElNxORNkiSpiZi8SSq8iJgcERkR43rx2ivLe0RKUkMweZOkfhAR48oJYkbEl7qo873y8Veryn9W8drqx6PlOl0dr37sUYMvV1IdDal3AJJUA98FfgAsrcG1lgD/BJxTWRgR6wIfLh/vzJ+A0zspbyt/PKKq/FPAxE7Kf786wUpqPiZvkgovM5cBy2p0uduAj0bEtpk5r6L8w8DawB3AXp28ri0zr+nqpNXHIuJ9wMRVvUZSMdltKqnhRMTmETEzIv43IhZHxF8j4vrKMWtR8tOIeC4ixlSUrx0Rv42Ix8utXZ2OeYuID0fE7IhYEBFLy/W/HBGD+xj+b4AngcOryj9BKXF7oY/nl7SGM3mT1Ih2AHam1NX5OeBbwAeAn0XEOgCZmcCngaHl4+3OAiYAR2Xm31ZxjcnAq8BFwInA/wBfAb7WD/FfCxwWEQEQERsCHwS+v4rXDI6IDTt5rNsP8UgqELtNJTWi2Zl5Q2VBRNxCqVXrEEpj2MjMJyPiFODbEfEJYD5wKvCNzJzTzTUOz8zFFc+/FRHfAqZGxJcysy/j474PfAF4P/BL4OOUxrrdDOzbxWu2Bp7rpPzbwHF9iEVSwZi8SWo4lUlVRKwFjKCUmL0EbE85eSvXnRURHwVmAM8Dj1NKnFbnGusBLcAvgM9QSqTmdfHSnsT/SEQ8RGniwi8pdaHelJmvlRvjOvMUcGwn5X/qbRySisnkTVLDiYhhlGZeHgVsDFRmPOt38pKjKSVtWwE7V7WodXWNCZRmhO5FKTms1Nk12l83GqgcF/dqZr7aSdXvA6dExMWUuoDP7Sakv2XmPd3FLUmOeZPUiGYAXwSuo9Tl+EFKy2L8lc5/b+1BqeUM4B+6O3lEjAR+DmwLnAEcWD7/aeUqq/rdeB+wsOIxvYt61wIbApeX476ru7gkqSdseZPUiCYBV2XmKe0FETEUGFldMSLGUkr27gJeBy6MiDsz8+lVnH8PYAPgo5Vj4yJiix7E9glgWMXzJzqrlJl/jIhfla91WWa+2YNzS1K3TN4kNaJldOwqBTiBjt2V7S6n1FJ2dPl1jwBXRMTE8ozUrs5P5TUiYm1ganeBZeavuqtT4UvAnsAPV+M1krRKJm+SGtGtwBER0Qb8DtgJ2JtS9+MKEXEUsD8wOTP/VC47AbgG+Cwws4vz/xp4EbgqIr4JJKWdCrqcTdAbmflzSt2zPbF+RHyyi/O4EK+kFUzeJDWiEym1jn2C0jpuv6KUvN3ZXiEiNgEuBm7JzKvayzPzexFxCHBBRNyemU9Wnzwz/xoRBwBfpzRp4UVKCd9/Vl6jxjahYhZtFZM3SStE170KkiRJajTONpUkSWoiJm+SJElNxORNkiSpiZi8SZIkNRGTN0mSpCZi8iZJktRETN4kSZKaiMmbJElSEzF5kyRJaiImb5IkSU3E5E2SJKmJmLxJkiQ1EZM3SZKkJmLyJkmS1ET+P1nbsCC6pG1MAAAAAElFTkSuQmCC\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x480 with 1 Axes>"
            ],
            "image/png": 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avfGe97yn0+ORI0cC8NJLL3UcG976cx01alRH30YrVXgr+iK9zeQCwZJUTrWjRY899hgf+9jHmDBhAhdffDHbbrstG2+8MfPnz+eSSy5hzZo1673/MWPGMGbMGObPn89//ud/sttuu9Vdc+3oYK3uRv16avXq1d22t1+X19XaTg/3B542lSSpRH7/+993erx48WLWrFnD2LFjufnmm1m5ciU33XQTn/vc5zjkkEM48MAD3xKWxo0bB9CjOycMHTqUW265hR122IGDDjroLbMwt9tuO9asWcMTTzzxlrp6qn0fXb+3P/zhD7z88stst912HW0jR47k5Zdf7tRv1apVLF26tMfH63pseOvP9fnnn+8YnWs0w5skSSVy2WWXdXrcfirz4IMP7hhlqh1Vamtr44c//GGn53z84x9n0003ZebMmZ2WGen63HabbbYZt99+O6NHj2bSpEkdp10BPvGJTwAwe/bsbuvqiUMOOQSASy+9tFP7xRdfDNBp5uq4ceNYsGBBp35z5sxZ68jbuhx44IFstNFGzJo1q9P33rWWRirVaVNJkga6J554giOOOIKDDjqIu+++m2uuuYbJkyezyy67MHToUDbeeGMOP/xwPve5z/Haa69xxRVXMHr06E4jUyNGjOCSSy7hlFNO4UMf+lDHmmuLFi3i9ddf56qrrnrLcbfcckvuvPNO9t57bw488EB+/etfs/XWW/PBD36Qo48+mksvvZQ//vGPHUuFPProo0DPToXusssunHTSScyZM4eXX36Z/fbbj3vuuYerrrqKI488stNM01NOOYXTTjuNo48+mkmTJrFo0SJuv/32Xt/vddSoUcyYMYOZM2dy2GGHccghh3D//fdz6623Nuwesl058iZJUon87Gc/o6Wlha985SvMmzeP6dOnc+WVVwLwvve9j+uvv56IYMaMGfzgBz9g6tSpnHHGGW/Zz2c/+1luuukmRowYwfnnn8+Xv/xl7rvvPg4++OC1HnvrrbfmrrvuYuXKlUyaNIkXXngBgKuvvprTTz+defPm8eUvf5lVq1Z1rKPWdTbr2vzTP/0T5513Hvfeey9nnnkm//qv/8pXv/pVfvrTn3bqd+qpp/LlL3+ZBQsWcPbZZ/PEE09w55138o53vKNHx+nOt7/9bc477zzuv/9+zjnnHB577DHuuOOOuvZZj+jPF+T1VvuEhYceeoiJEydusOMs+FTlKv9H9h04V/E7YUFSUT3++OMAvPe9721yJQJ44IEH2HXXXbnmmmv4m7/5m2aXs8H05N/dww8/3D6zd+fMXOetGxx5kyRJG9Ty5cvf0nbppZcyaNAg9t133yZUVGxe8yZJkjaoCy+8kP/6r/9i//33Z8iQIdx6663ceuutTJ06lW233bbZ5RVOvwpvEfHvwB7Am9WmX2Xm2k+uS5Kkfm+vvfbizjvv5Pzzz+e1117jPe95D62trXz9619vdmmF1K/CW9UpmXlNs4uQJEl9Y9KkSUyaNKnZZZRGfwxv6se8E4MkSc3V6wkLETE8Is6LiNsi4sWIyIiYspa+LRHx3YhYEhHLI2JhRKwtgl8SEc9HxJ0R8Ze9rU+SJKnZNsSqHvXMNt0S+CawE7BoHX3nAmcBPwLOAFYD8yNi7y79vgRsD7wHuBO4NSI2raNGSZKAymKwb775Zr++Z6XKJTNZvXo1gwb17eIe9Zw2XQqMycznImI34N7uOkXE7sAJwDmZeVG17WoqN46/ENirvW9m3lPz1Asj4jNUJjDcWUed/dqEBes+DzmQ1pGTpA1l+PDhvPDCCyxdupTRo0czZIhXDmnDyUyWLVvG6tWraWlp6dN99/pfbmauBJ7rQddjqIy0daSUzFwREVcCF0TEtpn5zFqeuwZY930zCqInQa2nzzPQSdL6GTlyJK+//jptbW20tbUxZMgQBg0a1KPbM0nro33EbfXq1QwbNox3vetdfbr/RvzZsSvwaGa+0qW9fZTt/cAzEbE58CFgAZDA6cA7gYVvt/OIGA2M6tI8rt6i+1JvQ1tP92mQk6R1GzJkCO95z3t49dVXeeWVV3jjjTc8haoNIiLYeOONaWlp4V3vele/Om3aU2OonGLtqr1tq+rnjYCZwPuAN4AHgEMys20d+58GnNsHdfapDRHY1nUsQ5wkvb2IYMSIEYwYMaLZpUi91ojwNgxY2U37iprtZObzwG692P9s4LoubeOAG3uxr0IzxEmSVH6NCG/Lge6u1Btas73XMnMZsKy2rZnXLzRyxK0nNRjkJEkql0bcmH4plVOnXbW3LemrA0VEa0QklZmskiRJpdOI8PYAsGNEdL3A4MM12/tEZrZmZgA799U+i27Cgjn9YjRQkiT1jUacNr0emAFMBdrXeWsBTgYWvs0yIYVhOJIkSY1SV3iLiOnA5vx5xujhEbFN9etZmdmWmQsj4jpgZnVZj8XAScBY4LP1HL+belrphzNP+wMnM0iSVA71jrzNALarefzJ6gfANUD7Mh+fBs4HTgRGAg8Ch2XmgjqP30lmtgKtETERr3uTJEklVFd4y8yxPey3Ajin+iFJkqReKtWN3Txtum4uIyJJUrGVKrx52rT/mNPDORxTzY+SJK2XRiwVIkmSpD5ieBvAXANOkqTiKVV48w4LkiSp7EoV3rzDgiRJKrtShTdJkqSyK9VsU/WOy4dIklQcpRp585o3SZJUdqUKb17zJkmSyq5U4U2SJKnsDG/qxLXfJEnq3wxvkiRJBVKq8OaEBUmSVHalCm9OWJAkSWVXqvAmSZJUdoY3dcuJC5Ik9U+GN0mSpAIxvEmSJBWI4U2SJKlAShXeXCpEkiSVXanCm0uFSJKkshvS7ALUv9XOOH1k36lNrESSJIHhTU02p4erkUw1N0qSBJTstKkkSVLZGd4kSZIKxPAmSZJUIIY3SZKkAjG8SZIkFYjhTT3mzeolSWq+UoU377AgSZLKrlThzTssSJKksitVeJMkSSo7w5skSVKBGN4kSZIKxPAmSZJUIIY3SZKkAjG8SZIkFciQZheg4qldqPeRfac2sRJJkgaefjnyFhF7RsSaiPjbZtciSZLUn/S78BYRg4BLgHubXYskSVJ/0x9Pm04FFgKbNbsQSZKk/qbXI28RMTwizouI2yLixYjIiJiylr4tEfHdiFgSEcsjYmFETOqm3xbAmcC5va1LkiSpzOo5bbol8E1gJ2DROvrOBc4CfgScAawG5kfE3l36fQe4NDNfrqMuSZKk0qrntOlSYExmPhcRu7GWa9QiYnfgBOCczLyo2nY18BBwIbBXtW1X4EPA6XXUJEmSVGq9Dm+ZuRJ4rgddj6Ey0taxvkRmroiIK4ELImLbzHwG2A94H/BsREDlmrc3I2JcZp7c2zolSZLKpBETFnYFHs3MV7q031P9/H7gGSrh7qc12/8BeAL4u7fbeUSMBkZ1aR7X62olSZL6sUaEtzFUTrF21d62FUBmvg683r4xIpYDr/Xg+rdpOMGhadoX7HWxXkmSGqMR4W0YsLKb9hU1298iM6f0cP+zgeu6tI0Dbuzh8yVJkgqjEeFtOdDSTfvQmu29lpnLgGW1bdVr5iRJkkqnEXdYWErl1GlX7W1L+upAEdEaEUllJqskSVLpNCK8PQDsGBEjurR/uGZ7n8jM1swMYOe+2qckSVJ/0ojwdj0wmMptr4DKHReAk4GF1WVC+oQjb5IkqezquuYtIqYDm1OdMQocHhHbVL+elZltmbkwIq4DZlaX9VgMnASMBT5bz/G7ysxWoDUiJmKAkyRJJVTvhIUZwHY1jz9Z/QC4Bmirfv1p4HzgRGAk8CBwWGYuqPP4kiRJA0pd4S0zx/aw3wrgnOqHtN7mzFl3n3ZTXXJOklRijbjmrWG85k2SJJVdqcKbs02bZ8KCOR13W5AkSRtOqcKbJElS2ZUqvHnaVJIklV2pwpunTSVJUtmVKrxJkiSVneFNkiSpQAxvkiRJBVKq8OaEBUmSVHalCm9OWJAkSWVXqvAmSZJUdoY3SZKkAjG8SZIkFciQZhfQlyKiFTi32XUMZLX3N31k36lNrESSpHIq1cibExYkSVLZlSq8SZIklZ3hTZIkqUAMb5IkSQVieJMkSSoQw5skSVKBlCq8eW9TSZJUdqUKby4VIkmSyq5U4U2SJKnsDG+SJEkFYniTJEkqEMObNpgJC+Z0utepJEmqn+FNkiSpQAxvkiRJBWJ4kyRJKhDDmyRJUoGUKrx5hwVJklR2pQpv3mFBkiSVXanCmyRJUtkZ3iRJkgrE8CZJklQghjdJkqQCMbxJkiQViOFNkiSpQAxvkiRJBTKk2QXUiog5wOHAO4CngK9l5s3NrUr1mrBgTsfXj+w7tYmVSJJUfP1t5O1iYGxmjgA+A1wTEVs0uSZJkqR+o1+Ft8x8JDNXtj8ENga2bmJJkiRJ/UqvT5tGxHDgHODDwO7ASODkzJzbTd8W4FvAidV+DwJ/m5l3dtN3NnAyMBSYD/x3b2vUwDRnzrr7AEz1DK4kqYDqGXnbEvgmsBOwaB195wJnAT8CzgBWA/MjYu+uHTNzGjAcOBC4IzOzjholSZJKpZ7wthQYk5nbURmB61ZE7A6cAHw1M8/JzDnAAVQmJFzY3XMyc3Vm/h/gwIg4pI4aJUmSSqXX4S0zV2bmcz3oegyVkbaOk1mZuQK4EtgzIrZ9m+cOAcb3tkZJkqSyacRSIbsCj2bmK13a76l+fj/wTERsBhwK3ASsAI4C9ge++nY7j4jRwKguzePqLVqSJKk/akR4G0PlFGtX7W1bVT8ncCowGwhgMTA5Mx9Yx/6nAef2QZ2SJEn9XiPC2zBgZTftK2q2Ux2Z278X+58NXNelbRxwYy/2JUmS1K81IrwtB1q6aR9as73XMnMZsAwgIlpxFE6SJJVYIxbpXUrl1GlX7W1L+upAmdmamQHs3Ff7lCRJ6k8aEd4eAHaMiBFd2j9cs12SJEk90Ijwdj0wGOhYz756x4WTgYWZ+UxfHSgiWiMigYf6ap+SJEn9SV3XvEXEdGBz/jxj9PCI2Kb69azMbMvMhRFxHTCzuqzHYuAkYCzw2XqO31VmtgKtETERA1y/NGFBZbm/R/b13lSSJPVGvRMWZgDb1Tz+ZPUD4Bqgrfr1p4Hz6Xxv08Myc0Gdx5ckSRpQ6gpvmTm2h/1WULmF1lpvo9UXnG0qSZLKrhHXvDWMs00lSVLZlSq8SZIklZ3hTZIkqUBKFd5cKkSSJJVdqcKb17xJkqSyK1V4kyRJKjvDmyRJUoEY3iRJkgqkVOHNCQuSJKnsShXenLAgSZLKrlThTcUxYcGcjpvUS5KknjO8SZIkFYjhTZIkqUBKFd6csCBJksquVOHNCQuSJKnsShXeJEmSys7wJkmSVCCGN0mSpAIxvEmSJBWI4U2SJKlAShXeXCpEkiSVXanCm0uFSJKksitVeJMkSSo7w5skSVKBGN4kSZIKxPAmSZJUIIY3SZKkAjG8SZIkFciQZheggW3CgjkdXz+y79QmViJJUjE48iZJklQgpQpv3mFBkiSVXanCm3dYkCRJZVeq8CZJklR2TljQgDVnzrr7AEx1HoUkqR9x5E2SJKlADG+SJEkFYniTJEkqEMObJElSgfSb8BYRLRHxzxHxdES8EhH/ERF7NrsuSZKk/qTfhDcqM1+fBPYGNgcuBW6OiOHNLEqSJKk/6TfhLTP/lJnfysynM3NNZv4UWAW8r9m1SZIk9Re9Dm8RMTwizouI2yLixYjIiJiylr4tEfHdiFgSEcsjYmFETFrH/ncA3gks7m2NkiRJZVPPyNuWwDeBnYBF6+g7FzgL+BFwBrAamB8Re3fXOSKGAdcAMzOzrY4aJUmSSqWeOywsBcZk5nMRsRtwb3edImJ34ATgnMy8qNp2NZWbx18I7NWl/0bAdVRG3L5VR32SJEml0+uRt8xcmZnP9aDrMVRG2jpuRpSZK4ArgT0jYtv29ogYBPxvIIGTMjN7W58kSVIZNWLCwq7Ao5n5Spf2e6qf31/T9o/AGODYzHyzAbWpH5mwYA4TFvTwhqOSJA1Qjbgx/Rgqp1i7am/bCiAitgNOAVYAL0REe7+DM/NXa9t5RIwGRnVpHldPwZIkSf1VI8LbMGBlN+0raraTmU8B0YRXt78AABGHSURBVE2/dZkGnNu70iRJkoqlEeFtOdDSTfvQmu31mE1lgkOtccCNde5XAmBOD8/kTp26YeuQJAkaE96WAlt30z6m+nlJPTvPzGXAMoCIaMVROEmSVGKNmLDwALBjRIzo0v7hmu19IjNbMzOAnftqn5IkSf1JI8Lb9cBgoOOkUkS0ACcDCzPzmQbUIEmSVAp1nTaNiOlUbiK/VbXp8IjYpvr1rMxsy8yFEXEdMLM6M3QxcBIwFvhsPcfvpp5WPG0qSZJKrN5r3mYA29U8/mT1Ayq3t2q/tdWngfOBE4GRwIPAYZm5oM7jd5KZrUBrREykcgcHSZKkUqkrvGXm2B72WwGcU/2QJElSLzXimreGiYjWiEgcdZMkSSVVqvDmbFNJklR2pQpvkiRJZWd4kyRJKpBShTeveSuHCQvmMGFBD+9JJUnSAFOq8OY1b5IkqewacW9TaUDwBvaSpEYo1cibJElS2ZUqvHnNmyRJKrtShTeveZMkSWXnNW9Sg3ltnCSpHqUaeZMkSSo7w5skSVKBGN4kSZIKpFThzdmmkiSp7EoV3pxtKkmSys7ZplLB9XT2KjiDVZLKoFQjb5IkSWVneJMkSSoQw5skSVKBGN4kSZIKpFThzaVCJElS2ZVqtmlmtgKtETERA5wKbn1mkUqSBo5SjbxJkiSVneFNkiSpQEp12lTlMmHBn88bPrKvq8tKkgSOvEmSJBWK4U2SJKlADG+SJEkFYniTJEkqEMObJElSgZQqvHmHBUmSVHalWirEOyxIfaOnd3eY6gouktRwpQpvkhrLkCdJjVeq06aSJEllZ3iTJEkqEMObJElSgRjeJEmSCsTwpkKYsGBOpxvVS5I0UPWr8BYRn4+I+yLijYhobXY9kiRJ/U2/Cm/AUqAV+HmT65AkSeqX+tU6b5l5A0BEHNLsWiRJkvqjXo+8RcTwiDgvIm6LiBcjIiNiylr6tkTEdyNiSUQsj4iFETGp11VLkiQNUPWcNt0S+CawE7BoHX3nAmcBPwLOAFYD8yNi7zqOL0mSNODUc9p0KTAmM5+LiN2Ae7vrFBG7AycA52TmRdW2q6nce/RCYK86apAkSRpQej3ylpkrM/O5HnQ9hspIW8c6D5m5ArgS2DMitu1tDZIkSQNNIyYs7Ao8mpmvdGm/p/r5/cAzABExpFrTYGBIRAwF3sjM1WvbeUSMBkZ1aR7XF4VLkiT1N40Ib2OonGLtqr1tq5q2vwXOrXn8deBkKtfMrc20Ls+RtBZzXOdYkgqvEeFtGLCym/YVNdsByMxWKuu8rY/ZwHVd2sYBN67nfiRJkvq9RoS35UBLN+1Da7b3WmYuA5bVtkVEPbuUJEnqtxpxh4WlVE6ddtXetqSvDhQRrRGRVGaySpIklU4jwtsDwI4RMaJL+4drtveJzGzNzAB27qt9SpIk9SeNCG/XU5k9OrW9ISJaqExEWJiZzzSgBkmSpFKo65q3iJgObM6fZ4weHhHbVL+elZltmbkwIq4DZlaX9VgMnASMBT5bz/G7qacVZ55KpdfTWbNTp667jyQVTb0TFmYA29U8/mT1A+AaoK369aeB84ETgZHAg8BhmbmgzuN30j5bNSIm4nVvkiSphOoKb5k5tof9VgDnVD8kSZLUS4245q1hnG0qSZLKrlThzdmmkiSp7EoV3iRJksrO8CZJklQgjbg9VsO4VEj5TVjw5zUiHtnXdSD09nq6pAi4rIik4ijVyJvXvEmSpLIrVXiTJEkqO8ObJElSgZQqvLnO28A0YcGcTtfCSZJUZqUKb17zJkmSyq5U4U2SJKnsDG+SJEkFYniTJEkqEMObJElSgXiHBRWWM0yLY33udCBJenulGnlztqkkSSq7UoU3SZKksjO8SZIkFYjhTZIkqUAMb5IkSQVieJMkSSoQlwqRpPXQ02VPpk7dsHVIGrhKNfLmUiGSJKnsShXeJEmSys7wJkmSVCCGN0mSpAIxvEmSJBWI4U2SJKlADG+SJEkFYniTJEkqEBfpVSlNWFBZSfWRfddvpdT25/XmuSq2ni6+29+5iLBUfqUaeXORXkmSVHalCm+SJEllZ3iTJEkqEMObJElSgRjeJEmSCsTwJkmSVCCGN0mSpAIxvEmSJBVIvwpvETEqIuZFxJ8i4v9GxMeaXZMkSVJ/0t/usHAZ8BwwCjgQuDYidsjMF5tbliRJUv/Qb0beImI4cCRwbma+npk3Af8N/FVzK5MkSeo/eh3eImJ4RJwXEbdFxIsRkRExZS19WyLiuxGxJCKWR8TCiJjUpdsOwGuZ+f9q2v4bmNjbGiVJksqmnpG3LYFvAjsBi9bRdy5wFvAj4AxgNTA/Ivau6TMceKXL816ptkuSJIn6rnlbCozJzOciYjfg3u46RcTuwAnAOZl5UbXtauAh4EJgr2rX14ARXZ4+otouSZIk6hh5y8yVmflcD7oeQ2WkbU7Nc1cAVwJ7RsS21ebfA8MjYuua5+4MPNzbGiVJksqmEbNNdwUezcyup0TvqX5+P/BMZr4WETcC50XEF4CPAX8J3Ph2O4+I0VRmp9YaV3/ZkiRJ/U8jwtsYKqdYu2pv26qmbRpwFfBH4P8Bx/dgmZBpwLn1Fqnim7BgTo/apEaY08N/elOn9u3+eqqv9wc9/176WjN/1mX5npupWd9LkX+GjQhvw4CV3bSvqNkOQGY+DxyynvufDVzXpW0c6xixkyRJKqJGhLflQEs37UNrtvdaZi4DltW2RUQ9u5QkSeq3GrFI71Iqp067am9b0lcHiojWiEgqM1klSZJKpxHh7QFgx4jougzIh2u294nMbM3MoDJLVZIkqXQaEd6uBwYDHZf8RUQLcDKwMDOfaUANkiRJpVDXNW8RMR3YnD/PGD08Irapfj0rM9syc2FEXAfMrC7rsRg4CRgLfLae43dTTyvOPJUkSSVW74SFGcB2NY8/Wf0AuAZoq379aeB84ERgJPAgcFhmLqjz+J1kZivQGhET8bo3SZJUQnWFt8wc28N+K4Bzqh+SJEnqpUZc89YwzjaVJEllV6rw5mxTSZJUdqUKb5IkSWVneJMkSSqQUoU3r3mTJEllV6rw5jVvkiSp7EoV3iRJksqu3kV6+6uNARYvXrxBD/LEy0s26P7VXEuWPNzsEjQAPNzDf2ZLCvDrpqffS1/r6c9mQ/ysy/I9N1Ozvpf+9DOsySsb96R/ZOaGq6ZJIuII4MZm1yFJkrQe/iozb1pXp7KGt82A/YBngFUb6DDjqATEvwIe20DHUP/gaz0w+DoPHL7WA0ORXueNgW2BX2Zm27o6l/K0afUbX2dyrUdEtH/5WGYWYGBaveVrPTD4Og8cvtYDQwFf5/t72tEJC5IkSQVieJMkSSoQw5skSVKBGN5673ngvOpnlZuv9cDg6zxw+FoPDKV9nUs521SSJKmsHHmTJEkqEMObJElSgRjeJEmSCsTwJkmSVCCGN0mSpAIxvK2niGiJiO9GxJKIWB4RCyNiUrPrUt+KiI9GRK7lY49m16feiYjhEXFeRNwWES9WX88pa+m7U7Xfa9W+/zsiRjW4ZPVCT1/niJi7lvf4I00oW+spIj4UEf9fRDwcEX+KiKcj4tqI2LGbvqV6P5fy3qYb2FzgGOBS4PfAFGB+ROyfmb9uYl3aML4P3NulbXEzClGf2BL4JvA0sAj4aHedImIbYAHQBnwNGA7MAP5XROyemasaUq16q0evc9VK4JQubeu8Mbj6hS8DHwGuAx4E3g1MB+6LiD0y8yEo5/vZ8LYeImJ34ATgnMy8qNp2NfAQcCGwVxPL04bxq8y8vtlFqM8sBcZk5nMRsRtvDebtvga8A/hgZj4NEBH3AHdS+YNtTgNqVe/19HUGeDMzr2lQXepbFwOTa8NXRPwM+G/gK8Cnqs2lez972nT9HAOspuaFzswVwJXAnhGxbbMK04YTEZtGhH/olEBmrszM53rQ9WjglvZf9NXn3gU8Chy3oepT31iP1xmAiBgcESM2ZE3qe5n5266jZpn5e+BhYKea5tK9nw1v62dX4NHMfKVL+z3Vz+9vcD3a8H4IvAKsiIh/q/4VrxKLiK2B0cB/drP5Hiq/B1Qem1B5j7dVr4W6LCKGN7so9U5EBPAu4IXq41K+nx1NWD9jqAzHd9XetlUDa9GGtQr4OTCfyi+Bv6ByjcSvImKvzLy/mcVpgxpT/by29/o7I6IlM1c2sCZtGEupXPJyH5XBjIOAacAuEfHRzHyzmcWpV/4G2JrKNY9Q0vez4W39DKNycWtXK2q2qwQy87fAb2uaboqI66lcFDuTyi95lVP7+3hd7/VC/bLXW2XmV7s0/TQiHgW+Q+UymZ82vir1VkRMAC4D7gauqjaX8v3sadP1sxxo6aZ9aM12lVRmLgZuBPaPiMHNrkcbTPv72Pf6wHQJsAY4sNmFqOci4t3APCozSo/JzNXVTaV8Pxve1s9S/jwEW6u9bUkDa1FzPANsTGXmksqp/fTK2t7rLxbtFIt6LjOXA38E3tnsWtQzEbEZcCuwOXBQZtb+X1zK97Phbf08AOzYzaykD9dsV7m9l8pQ+2vNLkQbRmY+CzwPdDc5ZXd8n5daRGxKZZ2455tdi9YtIoYCNwM7Aodl5v/Ubi/r+9nwtn6uBwYDU9sbIqIFOBlYmJnPNKsw9a3uVt6OiF2AI4A7MnNN46tSA/0cOKx2+Z+I+BiV/yCua1pV6jMRMbQa1Lr6BhDAbQ0uSeupevnKz4A9gWMz8+61dC3d+zkys9k1FEpEXAscReW6iMXASVTS+8cyc0Eza1PfiYh/pXIdxG+BZVRmm04F3gD2zMzfNbE81SEiplM5vbIV8HngF0D77OFZmdlW/SV/P/Ay8A9UVmQ/B/h/wIeKeJploFnX6wyMrD7+CdB+O6xPAIdQCW6H+kda/xYRlwJnUBl5u7br9vbFl8v4fja8rafqEO35VFZuHkll9uE3MvP2phamPhURX6Qy5Xw8MILKsPv/Ac6rTlxQQUXEk8B2a9m8fWY+We03kcoK7ntTWTpmHnB2Zv6hAWWqTut6nan8Rz4L2INKwBtM5Q/yHwEXZeYbDShTdYiIfwf2W9v2zIyavqV6PxveJEmSCsRr3iRJkgrE8CZJklQghjdJkqQCMbxJkiQViOFNkiSpQAxvkiRJBWJ4kyRJKhDDmyRJUoEY3iRJkgrE8CZJklQghjdJkqQCMbxJGlAiYkpEZPVj7262R0Q8U91+S0TMren/dh9zI2JQdf83Vffxp4h4KCL+NiKGNuP7lVQ+Q5pdgCQ1yQpgMvDrLu37AdsAK6uP/xG4q2b79sC3gDnAr2raHwM2AX4I/AfwA2AZsCdwHvCxiDggM7Nvvw1JA43hTdJANR84NiK+mJlv1rRPBv4L2BIgM+8G7m7fGBG7UQlvd2fmNbU7jIiNgY9k5m9rmq+IiCepBjg6B0FJWm+eNpU0UP0E2AKY1N5QDV/HAD/uzQ4zc1WX4NbuX6qfd+rNfiWpluFN0kD1JJURtb+uaTsY2Az4aR8f693Vzy/08X4lDUCGN0kD2Y+BIyNiWPXx3wC/zMwlfXycLwGvALf28X4lDUCGN0kD2bXAMOCwiNgUOIxenjJdm4j4GnAg8JXMfLkv9y1pYHLCgqQBKzOfj4i7qExS2AQYDFzfV/uPiOOBbwNXZublfbVfSQOb4U3SQPdj4Aoq16Xd2lejYxExCbgamAec1hf7lCTwtKkk/QuwBtiDPjplGhEfru73P4HjuixFIkl1ceRN0oCWma9FxOeBscDN9e4vInaiMtr2JHBYZi6vd5+SVMvwJmnAy8yr+mI/1UkPtwMjgb8HDo2I2i6PVRf9laReM7xJUt/ZAti2+vXfdbP9Kmru1iBJvRHeZk+SJKk4nLAgSZJUIIY3SZKkAjG8SZIkFYjhTZIkqUAMb5IkSQVieJMkSSoQw5skSVKBGN4kSZIKxPAmSZJUIIY3SZKkAjG8SZIkFYjhTZIkqUAMb5IkSQVieJMkSSqQ/x9O2vT60wuWYQAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x480 with 1 Axes>"
            ],
            "image/png": 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Dh68LWt2x/fbbt/l+xIgRALz22mvrrg3v/u86cuTIdX1rzZE3SZIKrHK06JlnnuGTn/wky5Yt46qrrmLOnDnMnTuXv/mbvwFKtww31ujRo9l333255557+M///M8eqblydLBSR6N+XbVmzZoO21ufy2tvfbeH+wLDmyRJBfKb3/ymzfeLFi1i7dq1jBkzhrvuuotVq1Zx55138vnPf56JEydyyCGHvCssjR07FoCFCzt/fHzw4MHcfffd7LTTThx22GHvmoW5ww47sHbtWp577rl31dVVredo/7P97ne/4/XXX2eHHXZY1zZixAhef/31Nv1Wr17NkiVLuny99teGd/93feWVV9aNztWa4U2SpAK55ppr2nzfeivz8MMPXzfKVDmq1NLSwg033NDmNZ/61KfYfPPNmTFjRptlRtq/ttUWW2zB/fffz6hRo5gwYcK6264Ahx56KACzZs3qsK6umDhxIgBXX311m/arrroKoM3M1bFjxzKv3fZEs2fPXu/IW2cOOeQQNtlkE2bOnNnmZ29fSy0V6pk3lwqRJPV3zz33HEcffTSHHXYYDz30ELfccgsnnXQSu+22G4MHD2bTTTflqKOO4vOf/zxvvfUW1113HaNGjWozMjVs2DC+9a1vcdppp7HnnnuuW3NtwYIFLF++nJtuuuld191qq62YO3cu++23H4cccgg///nP2WabbfjIRz7Ccccdx9VXX83vf//7dUuFPP3000DXboXutttunHLKKcyePZvXX3+dAw88kIcffpibbrqJY445ps1M09NOO40zzjiD4447jgkTJrBgwQLuv/9+ttpqq2799xw5ciTTp09nxowZHHnkkUycOJHHHnuMe++9t9vnrFahRt4yszkzA+i/u+RKkvq1H/zgBzQ1NfHlL3+ZOXPmMG3aNK6//noAPvjBD3LbbbcREUyfPp3vfOc7TJkyhbPPPvtd5/nc5z7HnXfeybBhw7jkkkv40pe+xKOPPsrhhx++3mtvs802PPjgg6xatYoJEyawbNkyAG6++WbOPPNM5syZw5e+9CVWr169bh219rNZ1+ef/umfuPjii3nkkUc455xz+Ld/+zcuuOACvv/977fpd/rpp/OlL32JefPmcd555/Hcc88xd+5c3vOe93TpOh35xje+wcUXX8xjjz3G+eefzzPPPMMDDzxQ1TmrEX35gbzual3nbeHChYwfP773LtSF2aYdbSxfracO6Pred26TJ0klzz77LAAf+MAH6lyJAB5//HF23313brnlFv7yL/+y3uX0mq78f/fkk0+2zuzdNTM73bqhUCNvkiSp71mxYsW72q6++moGDBjAAQccUIeKGluhnnmTJEl9z+WXX85//dd/cdBBBzFo0CDuvfde7r33XqZMmcJ2221X7/IajuFNkiT1qn333Ze5c+dyySWX8NZbb7H99tvT3NzMV7/61XqX1pAMb5IkqVdNmDCBCRMm1LuMwvCZN0mSpAZieJMkSeolvbGqR6HCW0Q0R0QCne/nIUnqVyKCd955p0/vWaliyUzWrFnDgAE9G7cK9cxbZjYDza3rvNW5nF6zy7zO15dbx4XeJAmAoUOHsmzZMpYsWcKoUaMYNKhQfwWqj8lMli5dypo1a2hqaurRc/t/riSpXxgxYgTLly+npaWFlpYWBg0axIABA7q0PZO0MVpH3NasWcOQIUN43/ve16PnN7xJkvqFQYMGsf322/Pmm2/yxhtv8Pbbb3sLVb0iIth0001pamrife97n7dNJUnqrohg2LBhDBs2rN6lSN1WqAkLkiRJRWd4kyRJaiCGN0mSpAbSp555i4h/B/YG3ik3/SwzD69fRY1vdieririSiCRJjaVPhbey0zLzlnoXIUmS1Bd521SSJKmBdDu8RcTQiLg4Iu6LiFcjIiNi8nr6NkXEZRGxOCJWRMT8iJiwnlN/KyJeiYi5EfFn3a1PkiSpiKoZedsKuBD4ELCgk743AucC3wXOBtYA90TEfu36/S2wI7A9MBe4NyI2r6JGSZKkQqkmvC0BRmfmDsD56+sUEXsBJwIXZOb5mTkbOBh4Abi8sm9mPpyZb2Xmisy8HHiT0gQGSZIkUUV4y8xVmflyF7pOojTStm7eY2auBK4H9omI7Tbw2rWAm85JkiSV1WK26e7A05n5Rrv2h8ufPwy8GBHDgT2BeUACZwLvBeZv6OQRMQoY2a55bLVFS5Ik9UW1CG+jKd1iba+1bevy502AGcAHgbeBx4GJmdnSyfmnAhf1QJ2SJEl9Xi3C2xBgVQftKyuOk5mvAB/txvlnAbe2axsL3NGNc0mSJPVptQhvK4CmDtoHVxzvtsxcCiytbIvwMTlJklRMtVikdwmlW6fttbYt7qkLRURzRCSwsKfOKUmS1JfUIrw9DuwcEcPatX+s4niPyMzmzAxg1546pyRJUl9Si9umtwHTgSnAFVDacQE4FZifmS/21IUiohknL7Sxy7wN70w/b17p81MHdLxDvRvXS5LUt1QV3iJiGjCcP84YPSoiti1/PTMzWzJzfkTcCswoL+uxCDgFGAN8rprrt5eZzUBzRIzHW6eSJKmAqh15mw7sUPH9p8sfALcArct8fBa4BDgZGAE8ARyZmfOqvL4kSVK/UlV4y8wxXey3ktIWWuvdRqsneNtUkiQVXS0mLNSMExYkSVLRFSq8SZIkFZ3hTZIkqYEUKry5SK8kSSq6QoU3n3mTJElFV6jwJkmSVHSGN0mSpAZSqPDmM2+SJKnoChXefOZNkiQVXaHCmyRJUtFVu7epCm727A0fnzKlNnVIkqQSR94kSZIaSKFG3uqxMf28ebW8miRJ6u8KNfLmhAVJklR0hQpvkiRJRVeo26bqvl3mdTIzoeypA5yhIElSPTnyJkmS1EAMb5IkSQ3E8CZJktRAChXe3NtUkiQVXaHCm0uFSJKkoitUeJMkSSo6lwpRVdz7VJKk2nLkTZIkqYEY3iRJkhqI4U2SJKmBGN4kSZIaiOFNkiSpgRQqvLlIryRJKrpChTcX6ZUkSUXnOm/aKLvM62Rht7KnDnCBN0mSekOhRt4kSZKKzvAmSZLUQAxvkiRJDcRn3tSr3PtUkqSe5cibJElSA+mT4S0i9omItRHxf+pdiyRJUl/S58JbRAwAvgU8Uu9aJEmS+pq++MzbFGA+sEW9C5EkSepruj3yFhFDI+LiiLgvIl6NiIyIyevp2xQRl0XE4ohYERHzI2JCB/22BM4BLupuXZIkSUVWzW3TrYALgQ8BCzrpeyNwLvBd4GxgDXBPROzXrt83gasz8/Uq6pIkSSqsam6bLgFGZ+bLEfFR1vOMWkTsBZwInJ+ZV5Tbbqa0efzlwL7ltt2BPYEzq6hJkiSp0Lod3jJzFfByF7pOojTStm7Fr8xcGRHXA5dGxHaZ+SJwIPBB4KWIgNIzb+9ExNjMPLW7dUqSJBVJLSYs7A48nZlvtGt/uPz5w8CLlMLd9yuO/wPwHPB3Gzp5RIwCRrZrHtvtaiVJkvqwWoS30ZRusbbX2rY1QGYuB5a3HoyIFcBbXXj+bSpOcJAkSf1ELcLbEGBVB+0rK46/S2ZO7uL5ZwG3tmsbC9zRxderF+wyr5N9scpms+H9sdw+S5KktmoR3lYATR20D6443m2ZuRRYWtlWfmZOkiSpcGqxw8ISSrdO22ttW9xTF4qI5ohISjNZJUmSCqcW4e1xYOeIGNau/WMVx3tEZjZnZgC79tQ5JUmS+pJahLfbgIHwx4ebIqIJOBWYX14mRJIkSV1Q1TNvETENGE55xihwVERsW/56Zma2ZOb8iLgVmFFe1mMRcAowBvhcNdfvoJ5mnHkqSZIKrNoJC9OBHSq+/3T5A+AWoKX89WeBS4CTgRHAE8CRmTmvyuu3kZnNQHNEjMfn3iRJUgFVFd4yc0wX+60Ezi9/SJIkqZtq8cxbzTjbVJIkFV2hwpuzTSVJUtEVKrxJkiQVXS12WKgZZ5sWz+xOdtly+yxJUn9TqJE3b5tKkqSiK9TImxpPVzewf+oAh9gkSYKCjbxJkiQVneFNkiSpgRQqvLnOmyRJKrpChTcnLEiSpKIrVHiTJEkqOsObJElSAzG8SZIkNZBCrfPmDgv9jzswSJL6m0KNvDlhQZIkFV2hwpskSVLRFeq2qYqrq9togVtpSZKKzZE3SZKkBmJ4kyRJaiCFCm9ujyVJkoquUOHN2aaSJKnoChXeJEmSis7wJkmS1EBcKkSF5g4MkqSiceRNkiSpgRjeJEmSGoi3TVU4Xd2NwZ0YJEmNyJE3SZKkBmJ4kyRJaiCFCm/usCBJkoquUOHNHRYkSVLRFSq8SZIkFZ3hTZIkqYG4VIj6NXdgkCQ1GkfeJEmSGogjb+q3urqYr8NvkqS+xJE3SZKkBtKnwltEzI6IJRHxRkT8KiKOqndNkiRJfUmfCm/AVcCYzBwG/DVwS0RsWeeaJEmS+ow+Fd4y86nMXNX6LbApsE0dS5IkSepTuh3eImJoRFwcEfdFxKsRkRExeT19myLisohYHBErImJ+RExYT99ZEbECeAT4N+BX3a1RkiSpaKqZbboVcCHwW2AB8IkN9L0RmARcDfwGmAzcExEHZebPKztm5tSIOKt8vl0zM6uoUarKvHnw1AaOOxFVklRr1dw2XQKMzswdgPPX1yki9gJOBC7IzPMzczZwMPACcHlHr8nMNZn5/4BDImJiFTVKkiQVSrfDW2auysyXu9B1ErAGWLeoVmauBK4H9omI7Tbw2kHAuO7WKEmSVDS1WKR3d+DpzHyjXfvD5c8fBl6MiC2AI4A7gZXAscBBwAUbOnlEjAJGtmseW23RkiRJfVEtwttoSrdY22tt27r8OYHTgVlAAIuAkzLz8U7OPxW4qAfqlDrkTgySpL6kFuFtCLCqg/aVFccpj8wd1I3zzwJubdc2FrijG+eSJEnq02oR3lYATR20D6443m2ZuRRYChARzTgKJ0mSCqwWi/QuoXTrtL3WtsU9daHMbM7MAHbtqXNKkiT1JbUIb48DO0fEsHbtH6s4LkmSpC6oRXi7DRgIrHuaOyKagFOB+Zn5Yk9dKCKaIyKBhT11TkmSpL6kqmfeImIaMJw/zhg9KiK2LX89MzNbMnN+RNwKzCgv67EIOAUYA3yumuu3l5nNQHNEjMcApxqYN++PX3e0E4MTUCVJPa3aCQvTgR0qvv90+QPgFqCl/PVngUuAk4ERwBPAkZlZ8VefJEmSOlNVeMvMMV3st5LSFlrr3UarJzjbVPXkenCSpFqoxTNvNeNsU0mSVHSFCm+SJElFZ3iTJElqIIUKby4VIkmSiq5Q4c1n3iRJUtHVYm9Tqd+a18FiOJXrwTnxVJK0sQo18iZJklR0hRp5c503NQLXg5MkVaNQI28+8yZJkoquUOFNkiSp6AxvkiRJDcTwJkmS1ECcsCDVUUdLibR6CucsSJLerVAjb05YkCRJRVeokTepSFxSRJLUkUKNvEmSJBWd4U2SJKmBGN4kSZIaiOFNkiSpgRQqvEVEc0QksLDetUiSJPWGQoU3lwqRJElF51IhUqOb3cUlRcBlRSSpAAo18iZJklR0jrxJfdiGts8COOCA2tQhSeo7HHmTJElqIIY3SZKkBmJ4kyRJaiCGN0mSpAZSqAkLEdEMXFTvOqRacUKDJPU/hRp5c5FeSZJUdIUaeZPUia4u6OtivpLUZxVq5E2SJKnoDG+SJEkNxPAmSZLUQAxvkiRJDcTwJkmS1ED6zGzTiGgCrgUOAYYD/w38TWY+VNfCpAbmOnCSVDx9aeRtEPA8sB+l8HY1cFdEDK1nUZIkSX1Jnxl5y8w/AF+vaPp+RFwFfBD4r/pUJfVTrgcnSX1Wt0feImJoRFwcEfdFxKsRkRExeT19myLisohYHBErImJ+REzo5Pw7Ae8FFnW3RkmSpKKp5rbpVsCFwIeABZ30vRE4F/gucDawBrgnIvbrqHNEDAFuAWZkZksVNUqSJBVKNbdNlwCjM/PliPgo8EhHnSJiL+BE4PzMvKLcdjOwELgc2Ldd/02AWymNuH0dSX2Xt1clqea6PfKWmasy8+UudJ1EaaRt3Z/ymbkSuB7YJyK2a22PiAHA/wUSOCUzs7v1SZIkFVEtJizsDjydmW+0a1LGJ0sAABHNSURBVH+4/PnDwIvlr/8RGA0cmpnvdOXkETEKGNmueWw3a5UkSerTahHeRlO6xdpea9vWABGxA3AasBJYFhGt/Q7PzJ9t4PxTgYt6plRJkqS+rRbhbQiwqoP2lRXHycwXgOigX2dmUXpGrtJY4I5unEvqV2q2iK/PxklSj6lFeFsBNHXQPrjieLdl5lJgaWVbxaidpCq4Q4Mk9T212GFhCaVbp+21ti3uqQtFRHNEJKWZrJIkSYVTi/D2OLBzRAxr1/6xiuM9IjObMzOAXXvqnJIkSX1JLcLbbcBAYN3DLOVN6E8F5mfmi+t7oSRJktqq6pm3iJhGaRP5rctNR0XEtuWvZ2ZmS2bOj4hbgRnlZT0WAacAY4DPVXP9DuppxpmnkiSpwKqdsDAd2KHi+0+XP6C0vVXr1lafBS4BTgZGAE8AR2ZmJ49Db5zMbAaaI2I8PvcmSZIKqKrwlpljuthvJXB++UOSJEndVItn3mrG2aaSJKnoChXenG0qSZKKrhaL9EpS17gTgyR1qlAjb942lSRJRVeo8OZtU0mSVHSFCm+SJElFZ3iTJElqIIUKbz7zJkmSiq5Qs03dYUFSG12dvQrOYJXUMAoV3iTV1rxONrg74IBeuvDGhDJJKhjDm6ReU7dwJ0kFVqhn3iRJkorO8CZJktRAChXenG0qSZKKrlDhzR0WJElS0RUqvEmSJBWd4U2SJKmBGN4kSZIaiOFNkiSpgRRqkd6IaAYuqncdkrqmTy3i29O7NrjdlqReUqiRN2ebSpKkoitUeJMkSSo6w5skSVIDMbxJkiQ1EMObJElSAzG8SZIkNRDDmyRJUgMxvEmSJDUQw5skSVIDKVR4i4jmiEhgYb1rkSRJ6g2F2h4rM5uB5ogYjwFOKrw+tb2WJNVIocKbpGLpLJxJUn9UqNumkiRJRWd4kyRJaiDeNpWk3jB7dtf6TZnSu3VIKhxH3iRJkhqI4U2SJKmB9KnwFhFfiIhHI+LtiGiudz2SJEl9TZ8Kb8ASoBn4UZ3rkCRJ6pP61ISFzLwdICIm1rsWSWpITpSQCq/bI28RMTQiLo6I+yLi1YjIiJi8nr5NEXFZRCyOiBURMT8iJnS7akmSpH6qmpG3rYALgd8CC4BPbKDvjcAk4GrgN8Bk4J6IOCgzf15FDZK0XoXaPqurI2qSCq+a8LYEGJ2ZL0fER4FHOuoUEXsBJwLnZ+YV5babKe09ejmwbxU1SJIk9SvdDm+ZuQp4uQtdJwFrgHX/bMzMlRFxPXBpRGyXmS92tw5JamiOqEnaSLWYsLA78HRmvtGu/eHy5w8DLwJExKByTQOBQRExGHg7M9es7+QRMQoY2a55bE8ULkmS1NfUIryNpnSLtb3Wtq0r2v4PcFHF918FTqX0zNz6TG33GknqkkI9Eyep36hFeBsCrOqgfWXFcQAys5nSOm8bYxZwa7u2scAdG3keSZKkPq8W4W0F0NRB++CK492WmUuBpQDlXRkchZPUIxyZK3PtOKlPqcUOC0so3Tptr7VtcU9dKDObMzOAXXvqnJIkSX1JLcLb48DOETGsXfvHKo5LkiSpC2px2/Q2YDowBWhd562J0kSE+T25TIi3TSWpjry9KtVEVeEtIqYBw/njjNGjImLb8tczM7MlM+dHxK3AjPKyHouAU4AxwOequX57rRMeImI8pUWAJUmSCqXakbfpwA4V33+6/AFwC9BS/vqzwCXAycAI4AngyMzs5HFgSZIkVaoqvGXmmC72WwmcX/7oNd42laQG4O1VqSq1mLBQM842lSRJRVeo8CZJklR0hjdJkqQGUqjwFhHNEZE401SSJBVUocKbz7xJkqSiK1R4kyRJKjrDmyRJUgOpxfZYNeM6b5LURV1da62eerpG141TQRRq5M1n3iRJUtEVKrxJkiQVneFNkiSpgRjeJEmSGogTFiSpTubN2/DxAw6oTR3qQ7o6ScPJF/1aoUbenLAgSZKKrlDhTZIkqegMb5IkSQ3E8CZJktRADG+SJEkNxPAmSZLUQFwqRJK6qbOlPtSgNmZPVZfsUB0UauTNpUIkSVLRFSq8SZIkFZ3hTZIkqYEY3iRJkhqI4U2SJKmBGN4kSZIaiOFNkiSpgRjeJEmSGoiL9EpSH9XZIsAHHFCbOrQBXV3Qt6cX8+3p69br56inBv6ZCzXy5iK9kiSp6AoV3iRJkorO8CZJktRADG+SJEkNxPAmSZLUQAxvkiRJDcTwJkmS1ED6VHiLiJERMSci/hAR/xMRn6x3TZIkSX1JX1uk9xrgZWAkcAjww4jYKTNfrW9ZkiRJfUOfGXmLiKHAMcBFmbk8M+8EfgX8eX0rkyRJ6ju6Hd4iYmhEXBwR90XEqxGRETF5PX2bIuKyiFgcESsiYn5ETGjXbSfgrcz834q2XwHju1ujJElS0VQz8rYVcCHwIWBBJ31vBM4FvgucDawB7omI/Sr6DAXeaPe6N8rtkiRJorpn3pYAozPz5Yj4KPBIR50iYi/gROD8zLyi3HYzsBC4HNi33PUtYFi7lw8rt0uSJIkqRt4yc1VmvtyFrpMojbTNrnjtSuB6YJ+I2K7c/BtgaERsU/HaXYEnu1ujJElS0dRitunuwNOZ2f6W6MPlzx8GXszMtyLiDuDiiDgL+CTwZ8AdGzp5RIyiNDu10tjqy5YkSep7ahHeRlO6xdpea9vWFW1TgZuA3wP/C5zQhWVCpgIXVVukJDWaefM2fPyAA/r29Wv++tmzO+zXW9rUN+/d1+7t3w9Q85+5W9eeMqV36yigWoS3IcCqDtpXVhwHIDNfASZu5PlnAbe2axtLJyN2kiRJjagW4W0F0NRB++CK492WmUuBpZVtEVHNKSVJkvqsWizSu4TSrdP2WtsW99SFIqI5IpLSTFZJkqTCqUV4exzYOSLaLwPysYrjPSIzmzMzKM1SlSRJKpxahLfbgIHAuicSI6IJOBWYn5kv9tSFHHmTJElFV9UzbxExDRjOH2eMHhUR25a/npmZLZk5PyJuBWaUl/VYBJwCjAE+V83128vMZqA5IsZjgJMkSQVU7YSF6cAOFd9/uvwBcAvQUv76s8AlwMnACOAJ4MjM7GSityRJkipVFd4yc0wX+60Ezi9/9JqIaMY13yRJUoHV4pm3mnHCgiRJKrpChTdJkqSiM7xJkiQ1kEKFN5cKkSRJRVeo8OYzb5IkqegKFd4kSZKKzvAmSZLUQKpdpLdPab/O26JFi3r3gosX89zrvXsJSequLRf37vk7+/Ovs+vX+/W9ra/X1y1PPtn1vou7+ANuzDl7Uh+qryKvbNqV/pGZvVdNnUTE0cAd9a5DkiRpI/x5Zt7ZWaeihrctgAOBF4HVvXCJsZTC4Z8Dz/TC+VVf/n6Lz99xsfn7LbYi/n43BbYDfpqZLZ11LtRt01blH7zT5NpdEdH65TOZWafxXvUWf7/F5++42Pz9FluBf7+PdbWjExYkSZIaiOFNkiSpgRjeJEmSGojhrXteAS4uf1bx+PstPn/Hxebvt9j6/e+3kLNNJUmSisqRN0mSpAZieJMkSWoghjdJkqQGYniTJElqIIY3SZKkBmJ42wgR0RQRl0XE4ohYERHzI2JCvetS9SLiExGR6/nYu971aeNExNCIuDgi7ouIV8u/x8nr6fuhcr+3yn3/b0SMrHHJ2ghd/f1GxI3reU8/VYey1QURsWdE/H8R8WRE/CEifhsRP4yInTvo22/fu4Xc27QX3QhMAq4GfgNMBu6JiIMy8+d1rEs959vAI+3aFtWjEFVlK+BC4LfAAuATHXWKiG2BeUAL8BVgKDAd+NOI2CszV9ekWm2sLv1+y1YBp7Vr63Tjb9XNl4CPA7cCTwDvB6YBj0bE3pm5EHzvGt66KCL2Ak4Ezs/MK8ptNwMLgcuBfetYnnrOzzLztnoXoaotAUZn5ssR8VHeHchbfQV4D/CRzPwtQEQ8DMyl9I+z2TWoVRuvq79fgHcy85Ya1aXqXQWcVBm+IuIHwK+ALwN/VW7u1+9db5t23SRgDRX/Q2TmSuB6YJ+I2K5ehalnRcTmEeE/bBpYZq7KzJe70PU44O7WP/zLr30QeBr4TG/Vp+psxO8XgIgYGBHDerMm9YzM/GX7UbPM/A3wJPChiuZ+/d41vHXd7sDTmflGu/aHy58/XON61DtuAN4AVkbET8r/qlcBRcQ2wCjgPzs4/DCl97wa32aU3tMt5eeiromIofUuSl0XEQG8D1hW/r7fv3cdXei60ZSG6ttrbdu6hrWo560GfgTcQ+kPiD+h9PzEzyJi38x8rJ7FqVeMLn9e3/v6vRHRlJmraliTetYSSo+1PEppsOIwYCqwW0R8IjPfqWdx6rK/BLah9Jwj+N41vG2EIZQefG1vZcVxNajM/CXwy4qmOyPiNkoPzM6g9Ie+iqX1PdvZ+7qwfwEUXWZe0K7p+xHxNPBNSo/CfL/2VWljRMQuwDXAQ8BN5eZ+/971tmnXrQCaOmgfXHFcBZKZi4A7gIMiYmC961GPa33P+r7uX74FrAUOqXch2rCIeD8wh9KM0kmZuaZ8qN+/dw1vXbeEPw7VVmptW1zDWlQ7LwKbUprVpGJpveWyvvf1q0W+7dJfZeYK4PfAe+tdi9YvIrYA7gWGA4dlZuXfsf3+vWt467rHgZ07mLH0sYrjKp4PUBqGf6vehahnZeZLwCtAR5NS9sL3dCFFxOaU1ol7pd61qGMRMRi4C9gZODIz/7vyuO9dw9vGuA0YCExpbYiIJuBUYH5mvlivwlS9jlbljojdgKOBBzJzbe2rUg38CDiycqmfiPgkpb80bq1bVapaRAwuB7X2vgYEcF+NS1IXlB9R+QGwD3B8Zj60nq79+r0bmVnvGhpGRPwQOJbSMxOLgFMopfxPZua8etam6kTEv1F6RuKXwFJKs02nAG8D+2Tmr+tYnrohIqZRuuWyNfAF4MdA66zhmZnZUv6D/zHgdeAfKK3Sfj7wv8CeRb/10sg6+/0CI8rffw9o3Q7rUGAipeB2hP8o63si4mrgbEojbz9sf7x1weX+/t41vG2E8lDuJZRWeB5BaSbi1zLz/roWpqpFxBcpTUcfBwyjNCT//4CLyxMX1GAi4nlgh/Uc3jEzny/3G09pVff9KC0ZMwc4LzN/V4My1U2d/X4p/aU+E9ibUsAbSOkf3d8FrsjMt2tQpjZSRPw7cOD6jmdmVPTtt+9dw5skSVID8Zk3SZKkBmJ4kyRJaiCGN0mSpAZieJMkSWoghjdJkqQGYniTJElqIIY3SZKkBmJ4kyRJaiCGN0mSpAZieJMkSWoghjdJkqQGYniTpLKI+NOIuC0iXoiIlRHxUkTMjYizKvo8HxFZ8fGHiHg4Ij5bz9ol9R9uTC9JQETsC/wE+C1wE/AysB2wNzA2M8eV+z0PvAZcWX7paOA0YGdgSmZeV9vKJfU3hjdJAiJiDrAnsHNmvt7u2KjMXFr++nlgYWYeWXF8JPAs8GJm/kntqpbUH3nbVJJKxgJPtg9uAK3BbX0y8xXgqfI5JKlXGd4kqeQF4CMRsevGvjAiBgHbUrqdKkm9yvAmSSVXAJsBj0fELyPisoj4VERs0kHfTSJiq/LHrsA/A+8HbqtlwZL6J595k6SyiNgTuAA4lFKQA3gFOC0z7yz3eR7YoYOX3wCcmZkralCqpH7MkTdJKsvMRzLz08AIYC9gBrA5cFtEVE5EmA9MAA4DpgOvl1+zurYVS+qPDG+S1E5mri4Hua8AXwA2AY6v6LIsMx/MzPsz80rgr4BjgLPrUK6kfsbwJkkb9p/lz6PX1yEz5wA/Bb4SEe+pSVWS+i3DmyQBEXFQREQHhyaWP/9PJ6e4DNgSOL1HC5OkdpywIElARCykNEnhXymt2bYpsC9wAvAisHtmvt7RIr0V5/gVsAWlHRnerlXtkvoXR94kqWQ6pe2xJgJXlT/2AmYBH+to8d4OXEFpS62/7K0iJcmRN0mSpAbiyJskSVIDMbxJkiQ1EMObJElSAzG8SZIkNRDDmyRJUgMxvEmSJDUQw5skSVIDMbxJkiQ1EMObJElSAzG8SZIkNRDDmyRJUgMxvEmSJDUQw5skSVIDMbxJkiQ1kP8fpyn6bhAuLOMAAAAASUVORK5CYII=\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def draw_sig_vs_bkg(data,signal,background):\n",
        "    fig  = plt.figure(figsize=(25,25))\n",
        "    i=0\n",
        "    for var in signal.columns:\n",
        "        plt.subplot(6,6,i+1)\n",
        "        #if data.loc[data[var]==-999]:\n",
        "        #    continue\n",
        "        plt.hist(signal[var],color='blue',histtype='step',density=True,bins=40,label=\"Signal\")\n",
        "        plt.hist(background[var],color='orange',histtype='step',density=True,bins=40,label=\"Background\")\n",
        "        plt.xlabel(var)\n",
        "        plt.legend()\n",
        "        plt.ylabel('Normalized Counts/20')\n",
        "        if var != 'Label':\n",
        "            plt.xlim(min(data[var])-1,max(data[var])+1)\n",
        "        i = i + 1\n",
        "    fig.tight_layout()\n",
        "\n",
        "draw_sig_vs_bkg(df,signal,background)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 843
        },
        "id": "3msbZoTQJz1w",
        "outputId": "b1c9ff7c-c66e-4e8b-8d06-e6b191fae043"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 3000x3000 with 19 Axes>"
            ],
            "image/png": 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xXqPLUdklafjMxSVJqj9z8SFrHl39zN0rMfr6ZMyxJam6jOGqk2XLinVKX7hwikFuzlkMq1t6wK+agC3Hu7e7bTqpeozjFTKnwOhpTQ+eTzXY2hVXZK9O112vt5K0scp2XCd7wuwu4NhGQUppbUR8EfhQRNw/pXTNJOte2AjW+bq/j4gfA//OPQF7b2Bb4JiW9T8D7A88GzixHzsjSZLaGka8H2/tnhav4I3xXhUZlX2qLwt62aZfLkiqMXNxSZLqz1y8LBUZfb0Tc2xJqjxjuEZCkdHUG53WL798mhtbvWzjjupbLizWKXFQWu/LDPmeTL/bdLbXpL4xjldFkWty04PnZ7xu8kUvuGIBr1za/jPt1C5J7VW54/o/A1emlG5tKf9V/vORwEYBOx+h7eHAl9p85q+Ap0XElimlVfk2AH7dstxFwPr8fW+WS5I0OMOI9+Or3RezK6/IXlNNfVZ1+Re9RRL5olOOFtHvG/QaTX6JpJozF5ckqf7Mxcsy2ejr/dRj5yhzbDWY90qVZQwfcf2Mo1V2xRVw+lsX89CdJ9/ZTTYBzpzmxhqd1p893R7wfdJ6X6bXezLT6Ozezzad7bUN2UbSNBnHR0nRB6BWXsFjd7yCyz/a/kJ59dVw++3tV123Lvs58eke6qcpbbIJ7LzzEDZUo0EDpWGqcsf1ecB1bcobZffrsN42wOwC6/4h38ZdKaUbmxdKKd0eEX+bZBsARMRcYPuW4gcDTExUb7SUKrn6urUArJv2I9SSRo1//8U0xZFNyqzHEAwj3rc1qDheqXN8uw/Ddi1lFx4Et10Nf19bSpX6YvVVwBVwebEvDD78jP5t+rrr4I47+vd54+Sgb9YjYb/qquyL+iKj1mg0TffGQw1iuLl4jVWqnSJpqPz7L6YGcbyoWuXiI3t+3zQXblsLK/qcn3eZM3erCjl2XfLLqjLvVVmmk48bw6sfwxcvnnKR2jj6hZ139lULgYV5h+06ew7svM1VWYe8Obt0XGxdgsv/PN2N7QRr5/Zh6PY+ab0v08s9mQG352CKNl1T57uDDso6Xa4d4VtK/WIbqXtFY7txvPpxvJORzceLaHefvZ0i1/l7tS++7mbvOw9K42GB6bczJrfzNlnMvvq7BoeyDeUhhbrpwwMX04nhVe64vhmwrk352qb3O61HwXU3Azo818TaSbbR8Hrg/e3e2HfffadYVQAc8U9l10BSWfz7L+r+wMVlV2KAhhHvOxlsHPccH4Kryq6AulKvv4mrPP1q65/6d6qOagw3Fx8HtlOk8eXff1GjGseLqmcu7vndos5Ji//Xw2Deq2HrUz5uDO+8Hj2u22AuXtCzjii7BlUzjIByFfVsH5QVjOt4LPvHNlJxPcR243jn9ehx3Qbvi0sDZXDQKOrrtbvrGF7ljutryJ4Ya7Vp0/ud1qPgumvo3Nt/00m20XAM8M2WsjnAbsBldL4RP4oWAKcDzwXGYAKznnmcivE4FeNxmlqdj9EmZIH9nLIrMmDDiPedDCqO1/m8rAKP7+B4bAfHYztYVTu+ox7DzcWrpWrnd1V5nKbmMSrG41RMnY/TqMfxouqWi9f5nBw0j13vPHbT4/HrnceuPWP4Pe93Wo8e122oQi5et/O/TvvjvlRXnfanTvsC9dqf6e6Lcfye9zutR4/rNvQrjtfpvK0ij+9geXwHz2M8WFU8vj3H8Cp3XL8O2LFN+bz857Ud1ltB9pTZvDbvta57HTAzIuY2T1EeEZsA206yDQDydW5s89YFk603iiKi8c9lKaUazvHSHx6nYjxOxXicpjYGx6jOT5Q3DCPetzWoOD4G52WpPL6D47EdHI/tYFX0+I5yDDcXr5CKnt+V43GamseoGI9TMWNwnEY5jhdVq1x8DM7JgfHY9c5jNz0ev9557CZlDB+xGN6tup3/ddof96W66rQ/ddoXqNf+9GlfjOMjEMfrdN5Wkcd3sDy+g+cxHqwKH9+eYviMfteij34D7BYRW7WUP7bp/Y2klNYDlwJ7tnn7scBVKaVVLZ/RuuyeZMem7TYkSVLfDCPeS5Kk4szFJUmqP3NxSZJGkzFckqTRZRyXJClX5Y7rJwMzgdc2CiJiNvAK4IKU0jV52c4R8eA26z46IvZsWvdBwJPYcOqTn5A9mXZgy/oHArcBZ/ZnVyRJUgfDiPeSJKk4c3FJkurPXFySpNFkDJckaXQZxyVJys0quwKdpJQuiIhvAh+OiLnABPByYD7wqqZFTwD2AqKp7BjgNcCZEfEx4A7grcANwMebtrEmIt4LfCbf1veBJwIvA/4rpbRiQLsnSZIYTryXJEnFmYtLklR/5uKSJI0mY7gkSaPLOC5J0j0q23E99x/AB4ADgPsAlwD7pJTOnWyllNKqiFgEfBJ4D9nI8mcDb0kp3dSy7DERcQfwNmAxcA3wFuDTfd2T0XcTcFj+U515nIrxOBXjcZqax6geBh7vh8zzcrA8voPjsR0cj+1geXz7z1y8Ojy/i/E4Tc1jVIzHqRiPUz3UKRf3nOydx653Hrvp8fj1zmOnOsXwbtXt/K/T/rgv1VWn/anTvkC99qdO+zJoox7H/b8eLI/vYHl8B89jPFi1Or6RUiq7DpIkSZIkSZIkSZIkSZIkSZKkGptRdgUkSZIkSZIkSZIkSZIkSZIkSfVmx3VJkiRJkiRJkiRJkiRJkiRJ0kDZcV2SJEmSJEmSJEmSJEmSJEmSNFB2XJckSZIkSZIkSZIkSZIkSZIkDZQd1yVJkiRJkiRJkiRJkiRJkiRJA2XHdfUkIp4cEV+KiCsj4raIuCoivhAR88quW5VExLyI+EhE/DQiVkVEiohFZderLBExOyKOiIhrI2JNRFwQEU8tu15VEhFzIuKwiPheRKzIz5klZderSiLi0RFxdERcHhH/iIirI+KkiNit7LppvHmNG5yIWJRfD9u9Hld2/UZFNzEmIh6SL7c6X/bLEbH9kKs8Uooe34hY2uFc/n0J1R4J3cR+z13VmXl4MebhG7KNWoy5+NTMxVU1Xt96Z45dnHl078yRe2cOLG2smzwvIs7ucF353pCr3VG3eWtEPCEizsu/C7g+Io6MiDlDrHLXImLJJO2NHcquXzt1al+OcnuvTu2vOrWHbJ+MtzpdH6tolK/ZVVSnOFJFdYptVTRu8XZW2RXQyDoC2Ab4JvBHYBfgIGCfiHhkSun6MitXIQ8C3kF2jC4FHl9udUq3FNgP+BTZMVkCnBURe6eUziuxXlWyHfA+4Grgt8CiUmtTTe8A/oXs+nMJsAPZ9ef/IuJxKaXLyqycxtpSvMYN2pHAhS1lE2VUZEQVijERsRNwLrASeDcwBzgEeFhEPCaldPtQajt6uonh64BXt5StHEy1aqFQ7Pfc1RgwDy/GPHxDS7GNWoS5+NTMxVU1S/H6Nl3m2FMzj+6dOXLvzIGljXWb5/0FeFdL2bUDqFevCu9PRDwS+DHwO+CtwE5kf+u7As8ceE2n733An1rK/l5GRQpYSv3al6PY3qtT+6tO7SHbJ+NtKfW7PlbRKF6zq6hOcaSK6hTbqmis4q0d19WrtwLnpZTWNwoie1L9HLI/mPeUVbGKuQjYNqW0IiL2I7uwjKWIeAzwYuDtKaWP5WUnAJcBHwWeUGL1quQ6YF5K6fqI2JONG6aCTwAvbQ60EfENsi/33gm8rKyKaXx5jRuan6WUTi67EiOsaIx5N7AF8KiU0tUAEfEr4IdkX0YdO4S6jqJuYvidKaUTh1SvOiga+z13VXfm4cWYh+dso3bFXHxq5uKqDK9vfWOOPTXz6N6ZI/fOHFjaWLd53sqKX1e62Z8PAbcAi1JKtwJExHLg8xHxtJTSDwZe2+n5bkrp12VXYio1bl+OYnuvTu2vOrWHbJ+MqRpfH6toFK/ZVVSnOFJFdYptVTRW8XZG2RXQaEopndt8s7xRBqwAHlJOraonpbQqpbSi7HpUxH7AXTRdHFNKa4EvAo+PiPuXVbEqSSmtc6TEyaWUzm99Oiyl9Efgcrz+qDxe44YkIraMCB++7EEXMeYFwHcaSU6+7o+AK4F/H1T9Rl23MTwiZkbEVoOsU110Efs9d1Vr5uHFmIdvwDZqQebiUzMXV8V4fesTc+zJmUf3zhy5d+bA0sZ6yfMiYlZEzBlUnaaj6P7k18WnAic2Oq3nTgBWMyJ/63l7Y2bZ9ZhCbduXo9beq1P7q07tIdsnY62218cqGrVrdhXVKY5UUZ1iWxWNW7y147r6Jk/+5wA3l10XVdI/A1e2fLEC8Kv85yOHXB/VSEQEcF+8/qg8XuOG4zjgVmBtRPw0f4pXfRQROwJzgXaj4PyK7FzX9G1Odi6vjIgVEfGZqt5Iq6rW2O+5q3FlHq4p2EbVQJmLq0Re3/rDHLsPzEX6whx5CubAUtd2A/4BrIqI6yPiAxFxr7Ir1YOHAbNo+VvPO7P8htH4W/8p2TX+tog4IyJ2LbtCHdS1fVnL9l5N4+DItYdsn4yNul4fq6iW1+wq8no1NCMX26qozvHWp3TUT28GNgG+UXZFVEnzyKYMadUou98Q66L62R/YEXhf2RXR2PIaN1i3A6cAZ5E1yB8KHAL8LCKekFK6uMzK1cy8/Gen83mbiJidUlo3xDrVzXVk0yf+H9mDxM8AXg88IiIWpZTuLLNyI6Q19nvualyZh2sytlE1aObiKovXt+kxx+4vc5HpMUcuxhxYKm4ZWWfpS4EtyEaKfQ9ZZ/YXlVivXkz1t/7EIdalW7cBS7mn4/qjgLcC50fEHimla0qsWzt1a1/Wvb1Xtzg4qu0h2yfjoW7Xxyqq+zW7irxeDd6oxrYqqm28teO6iIgZZDe6i1iXUkptPuPfgPcDJ6WUftLP+lVFP47TmNsMaHdRXNv0vtS1iHgw8BngF8DxJVdH48tr3ACllM4Hzm8qOiMiTgYuAT5MluioPxrn6lTnc+UTnapKKb2rpejrEXEl8EGyG2lfH36tRkuH2O+5q5FiHl6Mefi02UbVwJiLq2Re36bBHLvvzEWmwRx5aubAqptB53kppVe1FH05Io4FXhMRn0wp/bKbz5vKgPdnqr/1obR5etnHlNJJwElN5d+KiO8D5wL/Bfy/PldzumrVvhyD9l6t4uAotodsn4yVWl0fq2gMrtlV5PVqwEYxtlVR3ePtjLIroEr4N2BNwdeDWlfO/0hOAy4DXj2cKpdiWsdJrAFmtynftOl9qSsRsQNwJrAS2C+ldFfJVdL48ho3ZCmlCeB0YO+ImFl2fWqkca56Pg/XJ4H1wFPKrkjVTRL7PXc1aszDizEPnx7bqBoIc3FVgNe3PjPHnhZzkf4zR86ZA6umysjzPp7/HMR1ZZD7M9Xf+rD+zvuyjyml84ALqOb1vfbty5q198YhDla2PWT7ZOzU/vpYRTW7ZleR16tyVDa2VdE4xFtHXBfA74FXFFx2g2kGIuL+wA/I/kielVJa1ee6VUnPx0lAdkx2bFPemMLi2iHWRTUQEVsD3wXuDTwxpeQ5pDJ5jSvHNWQjvWxBNt2opq/RhpnX5r15wIpRmFZq1KSU1kTE34Btyq5LlU0R+z13NWrMw4sxD58e26jqO3NxVYTXt8Ewx+6NuUifmSNnzIFVY2XkedfkPwdxXRnk/kz1tz6sNk8/9/Eaqvng+bi0L+vS3qt9HKxqe8j2yVgal+tjFdXlml1FXq9KUNXYVkXjEm/tuC5SStcDS7tdLyK2JbtZPht4ckqp1jeJez1OuttvyJ4G3Cql1NyoemzT+1IhEbEp8G1gN+ApKaUrSq6S5DWuHLuQTXe0uuyK1EVK6a8RcROwZ5u3H4Pn8kBExJbAdsBNZdelqqaK/Z67GjXm4cWYh0+bbVT1lbm4KsTr22CYY/fAXKT/zJHNgVVvJeV5u+Q/+35dGfD+XAbcSfa3flKjMCI2AR7ZXDZIfd7HXajm9X1c2pe1aO+NQxysYnvI9snYGpfrYxXV4ppdRV6vylHF2FZF4xRvZ5RdAY2miNgCOIvsybpnpZT+WHKVVH0nAzOB1zYKImI22RP6F6SUrum0otQsnwrpG8DjgRemlH5RcpUk8Bo3UBGxfZuyRwCLgR+klNYPv1a1dgqwTz6iLwAR8WSy5OibpdWqBiJi0zwpb/VeIIDvDblKI6GL2O+5q1ozD1cPbKOqb8zFVTFe36bBHHsgzEV6YI7cnjmw1LuI2CpvEzSXBfCe/NfvD79WvUsprQR+BLys5Xp5ADCHCv+td2hvPAt4FNW8vteqfTkm7b1axMFRaQ/ZPhlrtbo+VtGYXLOryOvVgIxKbKuicYu3kVIquw4aQRHxLeC5wJeAn7a8vTql9K3h16qaIqLxZcjuwIvJjtmfAFJKh5dVrzJExEnA84BPAhPAy8me9nlySuncMutWJRFxENl0H/cDDgROBS7O3z4q/6JqbEXEp4A3kT1httFoEimlE4deKQmvcYMUET8B1gDnAzcCDyX7guQO4PEppd+VWL2RUiTG5AnOxcDfgU+T3QR5O/AX4NGjMrVUGaY6vsB98t+/RjbFLsDTgWeRJenP9guojRWN/Z67qjvz8OLMw+9hG7U4c/HJmYurary+9c4cuzvm0b0zR+6NObDUXpE8LyIWkV1TvkbWPtiMrL3wL8CxKaXXDbfWnRXNWyNiD7KYfQVwLLAT8Dbg3JTS04dZ525ExB/JrlG/BlYCewCvBK4ju0bdUGL12qpT+3LU23t1an/VpT1k+2S81en6WEWjfs2uojrFkSqqS2yronGLt3ZcV08iYjnwgA5v/zmlNH94tam2iOj4R5ZSimHWpWz5dBYfAF5GFqguAd6bUhqpEQ4GbYq/rwemlJYPrzbVExFnA3t1en/c/q5UHV7jBici3gjsDywEtiKbPurHwGEppYky6zZqisaYiNgd+ATwr8DtwJnA26p4Q6FKpjq+ZMnjUcDjyJL5mWRf8n0F+FhK6Y4hVHPkdBP7PXdVZ+bhxZmH38M2anHm4pMzF1fVeH3rnTl2d8yje2eO3BtzYKm9InleRDwQOAJ4NLADsB74HfB5so7rlekY0U3eGhH/SrZfewCryDqxvCultGqglZyGiDgceDbZ9X5zsg7rZ5K1Nyp5japT+3LU23t1an/VpT1k+2S81en6WEWjfs2uojrFkSqqS2yronGLt3ZclyRJkiRJkiRJkiRJkiRJkiQN1IyyKyBJkiRJkiRJkiRJkiRJkiRJqjc7rkuSJEmSJEmSJEmSJEmSJEmSBsqO65IkSZIkSZIkSZIkSZIkSZKkgbLjuiRJkiRJkiRJkiRJkiRJkiRpoOy4LkmSJEmSJEmSJEmSJEmSJEkaKDuuS5IkSZIkSZIkSZIkSZIkSZIGyo7rkiRJkiRJkiRJkiRJkiRJkqSBsuO6JEmSJEmSJEmSJEmSJEmSJAjmVNsAACAASURBVGmg7LguSZIkSZIkSZIkSZIkSZIkSRooO65LkiRJkiRJkiRJkiRJkiRJkgbKjuvSiIuIJRGRImJ+2XUZNflxO7rAch5jSaqYiJifX5uXDOCzU0Qc2u/PVb1FxKERkYa4Pc9TSeqR7Yjx1ojZEbFdgWWXR8TSIVRLkqTKiIhFeaxcVHZdJEkqy3TuD0fE0ohY3vdKSZIkSTVhx3VJk4qIzfObuouGtK03RMQPIuK6iFgVERdHxIERMXPQ25ckSeqniHh3ROxbdj0kSZIkSf3V1JktRcS/tnk/IuKa/P3vNJWnSV6fbeo0PuVruHssSZL6renB+hQR7+mwzFfy91e3lJ89STvh9/kyhdoUPqwmSRonfcznb42IcyLi2cPdA6keZpVdAUmVtznw/vzfZw94W7sARwE/Bj4B3Ao8HTgGeBzw8gFvv5MvA18H1pW0fUnSxv4MbAbcMYDP3gy4cwCfq3o7HPhIS9m7gZOBbw2/OpKkSdiOUFEPAtaXXQlJUqWtBV4KnNdSvhewE+2/U/4hcEKb8ivJ2ikHtJR/GFgNfHBaNZUkSd0Y5v3htcBLyL5jvltEbAE8N3+/nb8A72pTvjL/2dqm+A/gqW3Kf9dNZSVJqonp5PMBPAA4EPh2RDwzpfT9AdZVqh07rkuqkuuBh6WULm8q+1xEfAl4RUR8IKU0MexKpZTuAu4a9nYlSZ2llBKdv6yd7mcP5HNHUURskVL6R9n1GAUppTuxo6IkjQTbEcNRh3ZESskH2CVJUzkLeGFEvDHPCxteClwEbNdmnStTSidO8pkbvBcR7wRunmKdjiJiFjAjpXR7L+tLkjSOhnx/+Czg+RHxiJTSb5vKnwtsAnwPeFKb9VZO1j5ofS8iHgc8tdc2hSRJNTPtfD4iTgGuAN4E2HFd6sKMsisgqf8i4pkR8bOI+EdErIqIMyNi95ZllkbE6ojYJSK+ny97bUS8LyIiX2Y+cFO+yvubpjs5tOlzntS0rb9HxOkR8ZCWbR2ar7cw3+7fI2JlRBwXEZs3lksp3dzSab3htPznQ9q817rvjW09OCJOyqdm+VtEfDoiNu2wzr4RcVlErIuIyyPiGS3vN6aJmT/V9iVJxTVds3eLiBPz2HBTRHwgn4Lr/nlcuTUiro+ItzWt25hCc0lT2Q55bPlLfk2/Ll9/ftMye+Zx7+aIWBMRf8ofkGquV2usKxTH8mU3i4gj889fFRFnRMSOrZ85xXF5cEScHBErImJtRPw6Iha3LNOITf8SEZ/Ij9s/IuK0iNi+zWd20zZYEBFnRcQq4CtF9ysi9s5/f16b7b80f+/xU+x7ioijI+KFEXFF/n/0i4h4WP7+6yJiIj8uZ7fG5oh4YkR8MyKuzs+BayLikxGxWZttNbaxNm8HPC8/BsublmmcZ4dExGsjYln+uRdGxKNbPu/QaJqqPf/3FsDL45421NKmY72cFq2fkZfNzvfhpqZjv1OH47djRHwpIm6Ie9o1r5zsmEvSqArbEZ2Oi+2IiP0j4g/5/l8UEf/WYZV7F/g/Wd6I35IkdfA1YFuy0UsBiIhNgP2Arw67MrFhHvvmiFhGNkrcQ/P3p2wrSJI0iiLiARFxTJ4Prons/vA3W/L6iIif5nnw3KbyTSLi0si+/90iL9vo/nBEPDfPia/NvztYFhHvjYiZ06z+L4A/kXWUa7Y/Waf1FdP8fEmStLFp5/Mppd8BNwMLBlFBqc7suC7VTEQcAJxJNnXoO4APkH0pfV5s3PF6JlmyewPwn2RPjB2WvyDrtH5g/u/TyKYNOwA4Nd/WU8ieGJsLHAp8AngC8PM22wI4CdiSbMqyk4AlwPsL7NYO+c+bCyzbvK1N822dBbwROLbNcv8KHEM21dt/5uucEhHbdrEtSdL0fIOsXfpO4ALgPcCbyaba+itZPJsAPjZJxyOAU4DnAccBrweOJIs7OwPkX0T/AJgPfAQ4mKxD1eMK1rNIHFuaf+5Zeb3XkMXlQvJOYL8ke1jrI8DbgH8A32rXkQs4CngEWez+X+A5wNEtn9lN22AWWWy/ETiE7JgW3a+zgWvIvkxvtT+wLKX0i/Z7voEnAh8HjidrXzwE+E5EvIEsnh8D/A/weOBLLeu+ENic7FgcnO/LwbRMwR4RzyY77+4g+/88Ffgi8KgOdXop8Hbgc2Tn53zg1Ii41yT7cQBZ54CfcU8b6nOTLN/JF8j+Hn5A9jdyB23OqYi4L9m58xSyc+BNZH83X4yIN/ewXUkaFbYjcrYjgGwa10+RjVT7PrIbD9+LiH9qs2yv31FIktRsOVlns5c0lT0T2JrsO+d2No2I7dq8NuljvV5BFn+PJWsTrOihrSBJ0ih5NNl96q+TfY/8WeDJwNmNh5TzGdheSXY/+LNN6x4G7A68YoqZw5aQ5cefIPv+9SLgv8ni6nR9DXhxxN0DzG0HPI3JO87N7NCm2KIP9ZEkqe6W030+v4GI2Bq4D3BLvysn1V5KyZcvXyP8IkuQE9nN8zlkwfDYlmXuC/y9uZzsxnECjmwqC+A7ZJ2stsvLtsuXO7TNti8m6/S+TVPZw8mmTTu+qezQ/DO+2LL+qWRTnE62f5sAlwNXAbMKHI/Gtk5vKf9MXv7wprKU7+uClvon4KB2x7js/29fvnz5qtOr6Zr9uaaymWSdltYD72gqvzdwG7A0/31+vu6SpvcTcMgk29s3X2bPKeq1QdwrGseAPfLlPtmy3HGdYmmbbf8IuASY3VQWwM/Jph5rlDVi0w+BaCr/BHAnsHX+ey9tgw+3LFt4v4APAWsb28/LtifrbF1k/1O+/vymstfm5dcBW7ZsK7Usu1mbz3xnfj7t3FR2SX6ezWkq2yv/vOVNZY3z7GbgPk3li/PyfVrPk5Ztr26csy3lS5u30+kzyDoTJuAzLct9pc2x/wJwLbBty7Jfy/+vNzo2vnz58jXKL2xHtNu27Yjs9aimsp3JOsqf2u3/SV62nDax3JcvX758+WqKp3sCbwBubeRdZA9E/ST/93LgO03rpUleL+6wrcuAswvWq9HOWQls3/Je0bbCovwzFpV9nH358uXLl6+iL9p/N/y4PKYd0FLe+M55f+CxeS7cmrc2Yv38KbbxWbIHwZrj61LafP/bZt1G3D6ErON8Av41f+/1wCqygVqWAqtb1j17kjbFZzts72havsP25cuXL1++xu01zXz+C2T96LYnGxDtu41YXvZ++fI1ai9HXJfq5alkN9y/1vxUNVlH8guAvdusc/doaimllP++CdlonR1FxDzgkWQ3cO+eniyldAnZze9ntVntsy2//wzYNiK2mmRTR5ON5nZQSunOyerU4jMtvx+V/2yt149SSssav+T1vxXYpYttSZKm5wuNf6SU7gJ+TXbj9ItN5X8H/kDn6/Ma4HZgUUTcp8Myf89/7jPFSNmdTBXHnpH/PKZluaMoICK2AZ5EPvpnUxzflmz00l0jYseW1Y7N43dznWYCD8h/76Vt8L8tv3ezXycAs8mmUGt4EdkIrCe2Wb6dH6eUljf9fkH+85SU0qo25XefEymlNY1/R8QW+b6eT3Y+/XNefj/gYcAJKaXVTeueA1zaoU7fSCk1Pyn/s9ZtD0ij3XJkS/mnmn/JR+F5AfDt/Nfm/+vvk40MsMeA6ypJZbEdge2IJr9IKV3U+CWldDVwOvD0NlO39/IdhSRJ7ZwEbEbWTtgS2IfJR0c9nSzOtr5+2sc6nZJSuqnxS49tBUmSRkbLd8P3ymfXniDL5/doWfZYsvh3FPBlYBnw7i63sWUeS39G1rn8wdOs/+VkD5g1Rn19KdlAbbdNstpy2rcpPjXJOpIk6R7d5vOvAm4im3X012Szu3yUbFAYSV2YVXYFJPXVrvnPn3R4/9aW39eTjWTe7Mr85/wpttW4kf2HNu/9juym8BZpw+nUrm5ZrtEB7D5t6kZEvB14DfDelNJZTeUzyZ5ea7YipXR70+9/bHl/Gdn+zm8pb61To16dOitIkvqv9Vq8ElibUrq5Tfm27T4gpbQuIt4BfBy4ISJ+STaLyAkppevzxc4BTgHeD7wlIs4GvgV8NaW0rod6tsaxB5DFmj+1LDfR/Es+9fc2LcvcBCwk62j3gfzVzlzgrwXrBN23De4E/tJSVmi/AFJKv4+IC8lGqml0GNwf+GVKaQLunjJts6bVbm9+CI725wNkI+i2K787ZkfEzmRTsy5m41i+ddP+tK1/Xtaug/cGdUop3ZLP2Dro9kLj2C9rKW9tf21P1rHwtfmrnbn9rZokVYbtCNsRze2I1u8CIPueY3OyeHl9U3lX31FIktRJSummiPgRWQezzckeBDt5klX+klL60XS2mXdE36SpaE1KaWXT762xt5e2giRJIyMiNgPeBbwC2JEs7jVs3WaVV5F977or8ITmTumTbGN34HCyh8FaH3put43GetuTtQ8aVjcPqtLkq8DbIuKTwBPIZiabzD+m26aQJGmc9ZDPn849A8I+muzBt81TSusHXVepbuy4LtVLYxaFA9jwZmxDNyOWD8JdHcpjo4KIJcARZFOZHd7y9v3Z+Iv3vcmmROskdSgvXCdJ0sC0uxZ3fX1OKX0qIr4N7As8nexG7Lsi4kkppYvzEUX3i4jHAc/Jl/kS2RfBj+vwRfG06tTBE9h4FLUHck8c/xjZaC/ttHbymqpO3bYN1vUhsT4B+HRE7EQ2aurjgIOa3v808PKm388hm4a8odM+Tbqv+YNtPyTrzHcE8HuyKVp3JJtKdTqzTfW7vdCpXdI6EmxRjX07ETi+wzKX9PjZklR1tiNsRyzqcVt+HyBJ6qevAp8HdgC+m8/4MkinAns1/X482XTnDa2d73ppK0iSNEqOIuu0/ingF2QPsCfg67T/bngRWd4J2Qydv5jswyPi3mQ56K3A+8g6va8lGwjliA7baLiQewZUATgMOLTNcl8DPkzWpvgb8IPJ6iRJkvqim3y++UH0syLiZuDoiPhpSunUQVdUqhM7rkv10hiN88aCT1fPIJsq/cqmst3yn8vzn506Vv05//mgNu89GLi5ZbT1wiLiuWTTvZ8KvKHNIteTTXPW7Lctv+/Khp3bF5Lt7/Je6iRJGg0ppWVko6V+PCJ2BX4DvA14WdMyvwR+CfxXRLwU+ArwYrLYMx1/Jos1D2TD0T4Xtiz3WzaOY9cDjSk/7+jjKCndtg3aKbpfDV8nmw7tJWQjot4BfKPp/Y+SdbBuuIX+eBhZO+blKaUTGoUR0XqsG22YdvXvtE+96tSOuoVshPRWD2j5vXHsF7DhKOut7a+bgFXATEfYkaTe2Y7YyCi2I3ZlY7uRHZ+bCtdakqTunQZ8juyhqxcNYXtvY8NZwK6dYvnGzKv9bCtIklQl+wHHp5Te1iiIiE1p8z1sRMwj6+j+A+B24GMR8f2U0p9bl22yiGwmt+enlM5t+qwHFqjb/mw4e1jrjOgApJSujoif59v635RS2YPSSZI0DqaTz38OeAtweESclg+AI6mA6Yw6KKl6vk/2lPe7I+JerW/m05C1Oqjp/ch/vwP4cV7cuPm9QVKfUrqO7Cb+y/MnzBuf8U/A04CzetmBiPg3shvV5wL7txutLaW0NqX0o5ZX683q1g7vB+c/v9tLvSRJ1RYRm+dfQjdbRtaZd3a+zH3yWNfsN/nP2UxfY8Sy17eUH9z8S0rpljZxbG1K6Uay2UNel39xvoEOcbxInbptG7T7DJhivxpSSjeTxduXkX0h/728rPH+FS37flGBOhTRGDX17v/j/P/7TS31uxa4DPiPiJjTtOxeZJ3f++kftO+gvgzYOiIe3rT9ecDzWpZrtFve2FL+5uZfUkp3AacAL8jbYhvo8dyRpLFhO2LSOo1aO+LxEbFHUx3vDzwX+EEeLyVJGoh89pUDyUZP/fYQtndRS0y8YorlB9FWkCSpSu5i4xm0Dqb9LJefJ+sr8yrgtWQzin2xTd7f+vmw4ffPm7BxvruRlNLPW+J2247rufeQjch+1FSfK0mSpm86+Xz+kNnHgYeQfQ8tqSBHXJdqJKV0a0QcCHwZ+L+I+DrZiGI7A88Gfs6GU2yvBZ4REccDFwDPzJf7UErppvwz10TEFcCLIuJKYAVwWUrpMuDtZDeUfxERXyR7UvxgsqnXDu22/hHxAOAMstFJTwZe2PL9wCUppUsKftwDI+IM4HvA48luen81pdQ6MrskqR52A34cEScBV5B90fw84L5kD0QBvBx4fUScRtYZbUvgNWQdsnp64KpZSumiiDgFeHNEbEs2Gute3DObSZEnrN8AnAdcGhGfJxt55b5ksWwn4BFd1qnbtkG/9usEslgO8N5u6jwNvyf7f/1YROxI9v/6AjYcga7h3cDpwM8j4rh8mYPIOrTPabN8ry4CnhIRbyUb/e5PKaULyM7JI4DTIuJIYHOyL0SuJJtaFoCU0m8i4mtk5+3WwPnAk2k/Su07gb2BC/Jz5wpgm/zznpL/W5LUnu2I9nUaxXbEZcD38/i6jns6ELy/y8+RJKlrKaXjCy66W0S8rE35DSmlH/azTi362laQJKlivgMcEBEryXL7x5N9L/q35oUi4hVkOe2SlNJf8rKDyWb3OhA4psPnn08269fxec6ZgAPYuLP8tKSUzgHOKbj41h3aFKSUTmxXLkmSNtZFPt/OUuC/gXcA3+pLhaQxYMd1qWZSSl+NiGvJOi+9nWzkt78CPwOOa1n8LuAZwP8C/0M2mtxhZAG12avJnur+JLBJvsxlKaUfRcQzmta5gyyRfkdK6U89VP+BwNb5vz/T5v3DgKId11+U1+kjZJ0OjiY7HpKkeroG+BpZp94DyK79vwf+PaV0Sr7MOcBjgBeT3ZhdCfyKbIaPXuJWO/8BXA+8hKzD24/IYtIfyB4Ym1RK6YqI2JOsc9USsqlHbwQuZuP4XEiXbYNOut2vb5N9iT+D7KG0gUsp3RERzwGOBN6V1+s0sjbAb1uW/XZEvITsQbuPAH8kO94vB3bvY7XeChwLHE72gN/xwAUppb9FxPOATwAfBf6U13lXmjqu515J1klwf2Bf4CdkN1auadmnGyLiMcD7gOeTddT7G3A52RclkqTObEd0/sxRa0ecA/yC7BjsTNZZYUkXD8FLkjQMT81frc4BBtZxfRBtBUmSKuRNZPe+9wc2JXvY+incMxMYEbET2f3ubzd3UEspfSUiXgB8NCK+2y7Pz7/T3YdsVNXDyfLWE8lmMf9+6/JDshPZw+bt2HFdkqQhyAeEPRo4NCIWpZTOLrtO0iiIlIoM2CSpbiJiKbBfSqmfo4qWLiIOJfviffvm6cQlSSpLRDyS7Cbwy1JKXym7Pv0y2X5FxCyyEca/nVJ6VRn160VE/Aa4KaXUrgOBJElDZzuieDsiIhLwmZTSpKPAS5IkSZIkSZIkqTwzyq6AJEmSVBcRsVmb4jcD64Fzh1ydvulhv/YFtgdOGGS9ehUR98o7xTWXLSKbFv3sMuokSZLtiLtVuh0hSZIkSZIkSZKk3s2aehFJkiRJBf1nRDwK+ClwJ/DM/HVsSumaUms2PYX2KyIeCzwceC9wcUrpnDIqW8COwI8i4kSyEV0fDPw/4Hrgs2VWTJI01mxHjEY7QpIkSZIkSZIkST2y47okSZLUP+cDTyXrcDUHuBo4FPhgiXXqh6L7dSDwMuA3wJLhVa9rtwAXAa8mG9H1H8CZwDtTSn8rs2KSpLFmO2I02hGSJEmSJEmSJEnqUaSUyq6DJEmSJEmSJEmSJEmSJEmSJKnGZpRdAUmSJEmSJEmSJEmSJEmSJElSvdlxXZIkSZIkSZIkSZIkSZIkSZI0UHZclyRJkiRJkiRJkiRJkiRJkiQNlB3XJUmSJEmSJEmSJEmSJEmSJEkDZcd1SZIkSZIkSZIkSZIkSZIkSdJA2XFdkiRJkiRJkiRJkiRJkiRJkjRQdlyXJEmSJEmSJEmSJEmSJEmSJA2UHdclSZIkSZIkSZIkSZIkSZIkSQNlx3VJkiRJkiRJkiRJkiRJkiRJ0kDZcV2SJEmSJEmSJEmSJEmSJEmSNFB2XJckSZIkSZIkSZIkSZIkSZIkDZQd1yVJkiRJkiRJkiRJkiRJkiRJA2XHdUmSJEmSJEmSJEmSJEmSJEnSQNlxXZIkSZIkSZIkSZIkSZIkSZI0UHZclyRJkiRJkiRJkiRJkiRJkiQNlB3XJUmSJEmSJEmSJEmSJEmSJEkDZcd1SZIkSZIkSZIkSZIkSZIkSdJA2XFdkiRJkiRJkiRJkiRJkiRJkjRQdlyXJEmSJEmSJGlMRMSciDgsIr4XESsiIkXEki7Wv3dEHBsRN0XEPyLipxGxxwCrLEmSJEmSJEmqCTuuS5IkSZIkSZI0PrYD3gc8BPhtNytGxAzgTOClwNHAfwJzgbMjYtc+11OSJEmSJEmSVDOzyq6AJEmSJEmSJEkamuuAeSml6yNiT+DCLtbdD3gC8MKU0skAEXEScCVwGFmHdkmSJEmSJEmS2rLjep9FxNbAXsA1wO0lV0eSNLo2Ae4PnJNSWll2ZcaFcVyS1AfG8BIYwyVJfTIWcTyltA64vsfV9wNuAE5t+ryb8s7rL4uI2fnnF2YclyT1wVjE8KoxhkuS+sQ4XgLjuCSpD3qO4XZc77+9gNPLroQkqTaeC5xRdiXGiHFcktQvxvDhMoZLkvrJON7ZPwP/l1Ja31L+K+C1wG7ApZ1Wjoi5wPYtxYuAo/tYR0nS+DKGD5e5uCSpn4zjw2UclyT1S9cx3I7r/XcNwLe+9S0WLlxYdl0kSSNqYmKCfffdF/K4oqExjkuSpsUYXhpjuCRp2ozjhcwDzm1Tfl3+835M0nEdeD3w/nZvGMclSb0yhpfGXFySNG3G8dIYxyVJ0zKdGG7H9f67HWDhwoXsvvvuZddFkjT6nJZruIzjkqR+MYYPlzFcktRPxvHONgPWtSlf2/T+ZI4BvtlStgA43TguSeoDY/hwmYtLkvrJOD5cxnFJUr90HcPtuC5JkiRJkiRJkopYA8xuU75p0/sdpZRuBG5sLouI/tRMkiRJkiRJklR5M8qugCRJkiRJkiRJGgnXAfPalDfKrh1iXSRJkiRJkiRJI8aO65IkSZIkSZIkqYjfAHtEROu9hccCtwFXDr9KkiRJkiRJkqRRYcd1SZIkSZIkSZK0gYiYFxEPjoh7NRWfDNwXeH7TctsBLwS+nVJaN+RqSpIkSZIkSZJGyKyyKyBJkiRJkiRJkoYnIg4C7g3cLy96TkTslP/7qJTSSuDDwMuBBwLL8/dOBn4JHBcRDwVuBl4PzATeP5zaS5IkSZIkSZJGlR3XJY21lBKrVq3i1ltv5Y477iClVHaVVGMzZsxg9uzZ3Pe+92XGDCc9kaTpWr9+PTfccAPr1q1j/fr1ZVdHNRYR3Ote92KrrbZiyy23JCLKrpIkjTRzcQ2TuXhHhwAPaPr9+dwzivqJwMp2K6WU7oqIZwH/A7wR2Ay4EFiSUvrD4KorqSrMxTUs5uKS1F/m4homc3FJ6i9zcQ3LsHJxO65LGlt33nknf/3rX7ntttsAmDVrFjNmzPDLTw1ESonbb7+dNWvWsG7dOnbeeWeTdEmahvXr13P11VezZs0aZs6cycyZM43hGoiUEnfddRdr165l1apVbL755uy4447MmmU6LUm9MBfXMJmLd5ZSml9gmSXAkjbltwCvzl+Sxoi5uIbFXFyS+stcXMNkLi5J/WUurmEZZi5udi9pbN1yyy3cdtttbL311sydO9cvPDVwKSVuvPFGVqxYwQ033MC8efPKrpIkjawbbriBNWvWsM022zB37lyTcw3cnXfeyY033sjKlSu55ZZb2H777cuukiSNJHNxDZu5uCT1j7m4hs1cXJL6w1xcw2YuLkn9Yy6uYRtGLu4jbZLG1urVq5k5cybz5s0zOddQRARz585l5syZrFu3ruzqSNJIW7duHTNnzjQ519DMmjWLefPmMXPmTFavXl12dSRpZJmLa9jMxSWpf8zFNWzm4pLUH+biGjZzcUnqH3NxDdswcnE7rksaWyklZs2aZVDXUEUEM2fOZP369WVXRZJG2vr1650GTUPXiOMppbKrIkkjy1xcZTAXl6T+MBdXGczFJWn6zMVVBnNxSeoPc3GVYdC5uB3XJUkaMhuTktQfXk9VBs87SZJGkzFckvrD66nK4HknSdJoMoZLUn94PVUZBnne2XFdkiRJkiRJkiRJkiRJkiRJkjRQtei4HhFzIuKwiPheRKyIiBQRSwqu++SI+FJEXBkRt0XEVRHxhYiYN+BqS5IkSZIkSZIkSZIkSZIkSdJYqEXHdWA74H3AQ4DfdrnuEcAi4DTgjcDXgX8HLo6IHfpYR0mqpPnz57NkyZKyqwHA8uXLiQiWLl1adlUkSao8Y7gkSaPLOC5J0mgyhkuSNLqM4yqTg7JKUu+M4fUzq+wK9Ml1wLyU0vURsSdwYRfrvhU4L6W0vlEQEd8DzgEOAt7T15pKGgmLF8OyZWXXAhYsgDPO6H39Sy+9lMMOO4wLL7yQG264gW233ZaHPvShLF68mIMPPrh/FZUkqSKqEsNhenHcGC5JGkdViePm4pIkdacqMRzMxSVJ6lZV4ri5uMZAY1DWq8kGZV3UxbpHANsA3wT+COxC1qdtn4h4ZErp+v5WVdIoqEoMB3Nxda8WHddTSuuAnoJwSuncdmURsYJsBHdJY2jZMpiYgIULy6vDxMT01j///PPZe++92XnnnXnNa17DDjvswDXXXMMvf/lLPv3pT98d3P/whz8wY0ZdJuCQJI27KsRwmF4cN4ZLksZVFeK4ubgkSd2rQgwHc3FJknpRhThuLq4x4aCskvqqCjEczMXVm1p0XO+3iJgDzAFunmK5ucD2LcULBlUvScO1cCFcfnl529999+mt/8EPfpCtt96aCy+8kHvf+94bvHfjjTfe/e/Zs2dPb0OSJFVM2TEcphfHjeGSpHFWdhw3H7zVbAAAIABJREFUF5ckqTdlx3AwF5ckqVdlx3FzcY0DB2WVNAhlx3AwF1dvfAyhvTcDmwDfmGK51wOXtbxOH2zVpnDOYjhz98lf5ywutYqShmPZsmXsvvvuGwV2gLlz59797/nz57NkyZIN3r/kkkvYa6+92Gyzzdhpp504/PDDOe6444gIli9fvsG6++yzD+eddx6Pecxj2HTTTdlll1044YQTNvi8FStWcMghh/Cwhz2MOXPmsNVWW/1/9u4/TK6yvvv4+7sJWQK7MRECTxAScIfyI7FFRKwIQkCKIbAVilZBSgLUKqKigFVBQKAgNBVoBB+oCGJQkUhDJPy0KNRKwacUJEuV7CJgJRIFDImETdjczx8zm8xu9vfuzJmz+35d17lm5z7nPvPdJexn75n73Ic5c+bw+OOPj+j3LKnKevq7w78zpGEzw6UMlWebmSZpCMxxqYYN5L1z/waQxiwzXMqx3jLeTJfGDHNcY9FAF2UtHbtDRMws33BhVklVtmIFLF/edXvyyTbe/GYzfCxyxfVuIuLdwPnA91JK9/dz+DXArd3amshy8vraNljTCo293ANizTDvsSQpN2bMmMFDDz3E8uXLmTVr1oD7/eY3v2H27NlEBJ///OfZdttt+frXv97r1Wutra0cd9xxnHLKKZx00kl84xvfYN68ebztbW9jZumyuqeffpolS5bw/ve/n912240XXniBa6+9loMPPpgnn3ySnXbaaUS+Z0lV1v3vDv/OkEaEGS5lqDPbJGmIzHGphvX33jn4d4A0hpnhUo71lPFmujSmmOMaowa6KCsUF2Y9v7LlSFLf2tuLW3nM/p//M4MnnjDDxyInrpeJiD2Bf6W4cvqp/R2fUloFrCpvi4jKFDcYjQWY28s9IJYN8x5LknLjrLPOYs6cOeyzzz7sv//+HHTQQRx22GHMnj2brbbaqtd+l112GS+//DKPPvoo++yzDwDz589n99137/H4X/7ylzz44IMcdNBBAHzgAx9gl1124YYbbmDBggUAvOUtb+Gpp56irm7zjT5OPPFE9txzT66//nq++MUvjtS3Lanayv/u8O8MaUSY4VLG+prMJkn9MMelGtfXe+fguFYaw8xwKee6Z7yZLo0p5rjGmkEuygq1uDCrpDGpvh7K56fPn38Wp51mho9Fdf0fMjZExC7AvcBq4MiU0pqMS5KkYTn88MN56KGHaG5u5vHHH+fyyy/niCOO4E1vehNLly7ttd/dd9/NO9/5zk3BDvDGN76RE044ocfj9957703BDjB16lT22GMPnn766U1t9fX1m4K9o6ODF198kYaGBvbYYw8effTR4X6rkmrJmlZvySoNkxmuvIiIhoj4UkTcHREvRUSKiHmDPMd7IuL+iFgdEWsi4r8i4q8rVLIkVZw5LklSPpnhkiTllzmusWSwi7JCcWHWlFJL+Qa0VbJOSRqIAw44nEWLzPCxyInrQERsR3HSej1wREppZcYlSdKIePvb385tt93Gyy+/zCOPPMLnP/951qxZw3HHHceTTz7ZY59nn32WQmHLVSZ7agOYPn36Fm1Tpkzh5Zdf3vR848aNXHHFFey+++7U19ez/fbbM3XqVH7+85+zevXqIX53kmpOQ9OWq9SuaS3eqlXSoJjhyontgfOAvYDHB9s5IuZTHItvAL4AnA08COwygjVKUtWZ45Ik5ZMZLklSfpnjGgtclFXSaDRrlhk+Fo2piesRMS0i9oyIrcratgXuBN5EMdRXZFagJFXIhAkTePvb384ll1zC1772NTZs2MCtt3a/E9TQjBs3rsf2lNKmry+55BI+85nP8O53v5tFixZxzz33cN999zFz5kw2btw4InVIqgEHLy3ejrV86z6RXdKgmOGqcSuBaSmlGRQnnQ9YROwKXA0sTCkdkVK6OqX0f1NKn04pLRj5UiWp+sxxSZLyyQyXatQDzVve7XPZzOLiKZJUYo5rtHJRVkl5s2IFLF++eWtv7/t4M3xsGZ91ASMlIk4HJgM7lZqOjoidS18vTCmtBi4FTgJ2A54p7bsZ2B/4BrBXROxVdtq1KaUlla5dkqppv/32A2Dlyp7HMTNmzKC1dcs3+XpqG6jFixcze/Zsrr/++i7tf/jDH9h+++2HfF5JksYSM1y1JqXUDvx2iN0/CoyjuGI7EdEA/DGVv0MkSaOIOS5JUj6Z4ao1EVEPXAicCEwBfg6cm1K6r59+zwAzetndmlLafSTrrIi1bcVJ6t0XS2ksFO8GKkndmOPKo4iYBrwBaEspbSi1lS/KOttFWSXlQXt7cauvLz6vr9/8dX/M8NFvNK24fhZwEfCx0vNjS88vojho780+pceTgW91266sSKWSVAU/+tGP6Gnez5133gnAHnvs0WO/I444goceeojHHntsU9tLL73EzTffPORaxo0bt0Utt956K7/5zW+GfE5JkkYrM1xjxHuAXwBHRsT/AmuAFyPioojo872KiNghImaWb4CfUEuqCea4JEn5ZIYrR24EPkNxcbZPAR3AnRFxYD/9zqA42b18O7e0796KVFoJjYUt7/o5t6V4N1BJY5Y5rryIiNMj4lyKc9SguCjruaXtDaW2S4H/oThJvVPnoqy3UlyU9cNl2/uq9g1I0iDV18OsWZu33btdLvvII2b4WDVqVlxPKe06gGPmAfMG20/S2NTaCjNnZvv6hUL/x/XmE5/4BK+++irHHHMMe+65J+vXr+enP/0pt9xyC7vuuivz58/vsd9nP/tZFi1axOGHH84nPvEJtt12W77+9a8zffp0XnrpJSJi0LUcddRRXHjhhcyfP58DDjiAJ554gptvvpk3v/nNQ/8GJUnqRdYZ3lnDUHPcDNcYsTvFD9dvAC4HHqd4Afq5FN+r+HwffU8Dzq90gZKykXWOOxaXJGloss7wzhoci2s0i4j9gQ8CZ6eUFpTabgKWUxxbH9Bb357uMl6aOAfFyXCSxrCsc9yxuMaQs+h6B5RjSxvAImB1L/3KF2U9udu+Z4Etcl7S2JB1hnfWMNQcv/TST7Bu3av89V+b4WPNqJm4LkkjqakG1mssFIZXx4IFC7j11lu58847ue6661i/fj3Tp0/ntNNO49xzz2Xy5Mk99ttll1340Y9+xCc/+UkuueQSpk6dysc//nG23XZbPvnJT7L11lsPupYvfOEL/PGPf+Tb3/42t9xyC/vuuy/Lli3jc5/73NC/QUmSelALGQ7Dy3EzXGNEA8W7wH0upXRZqe37EfFG4FMRcUlKaU0vfa+huLJMuSbg9sqUKqlaaiHHHYtLkjR4tZDh4FhcY8JxFC8Cv66zIaX0WkRcD1wSEbuklH49iPMdD/wqpfTTEa5TUo7UQo47FtdY4aKskkZSLWQ4DC/HzzxzAffea4aPRdHTUvsautItypcvX76cmVlczrKs9JpzW4a2XxpDnn76aQCvjBqgM844g2uvvZa1a9cybty4rMvJtYH822tpaWHWrFkAs1JK/tKuksxzPG8G8neFf3uoQszxgTPDR1Z///bGaoZHxH7Az4D5KaUbB3D8WmBbYEZK6bmy9r8BvgkcnFJ6cBCvPzIZvqxbX/NLGnFm+OCY4yPHsXjtqtpY3DGsNGzm+MCZ4SPLsXhRRNwHvCmltHe39sOAHwLNKaUfDPBcbwUeBf4hpXTuAI7fAZjarbkJuL1q76cPJqfNdKkLM3xwzPGR41i8dvm5uJQfec3x5cuLj8Vf8UM/ZjDM8JFVybG4K65Lkrawbt06Jk6cuOn5iy++yLe+9S0OPPBAg12SpBpmhitHngd2B17o1r6q9DiluuVIUvbMcUmS8skMVxVNA1b20N7ZttMgznVC6fHmAR5/GnD+IM4vSblgjkuSNHwrVkB7e9e29naor6/ca5rh+ebEdUnSFt75zndyyCGHsNdee/HCCy9w/fXX88orr/DFL34x69IkSVIfzHDlyH9RnLj+JuDpsvbOD9l/V/WKJClj5rgkSflkhquKJgLtPbS/Vra/XxFRB3wQ+O+U0v8M8LWvAW7t1tYE3D7A/pJUk8xxSZKGr719y4nq9fWVnbhuhuebE9clSVs48sgjWbx4Mddddx0Rwb777sv111/Pu9/97qxLkyRJfTDDVYsiYhrwBqAtpbSh1HwLxQ/JTwHOKR1XB8wHXqI4sV2SxhRzXJKkfDLDVUXrgJ6mfmxdtn8gDqZ4IfkVA33hlNIqNt8lDYCIGGh3SapZ5rgkSSOjvh5mzare65nh+ebEdUnSFi655BIuueSSrMuQJEmDZIar2iLidGAym1dKPzoidi59vTCltBq4FDgJ2A14prTvduDfgM9HxPbA48D7gAOBv0sp9bSCnCSNaua4JEn5ZIarilZSnHDe3bTS4/MDPM8JwEbgOyNRlCTlmTkuSVI+meH55sR1SZIkSZI0VGcBM8qeH1vaABYBq3vqlFJKEfE+4GLgr4F5wC+BD6eUbq5YtZIkSZIk5ddjwOyImJRSeqWs/R1l+/sUEfXAXwE/TikNdKK7JEmSJEkjxonrkiRJGpgHmmFt2+bna1qhsZBdPZKkzKWUdh3AMfMoTkzv3r4WOKO0SZIkSZKkvi2meAH5R4AFsGki+nzg4ZTSr0tt04FtUkq/6OEcR1K8c5oXjUuSJEmqnjUroKPrDZcLU2F9Rz2wezY1KTNOXJckSdLArG3rOlm9sQANTdnWJEmSJEmSJEljQErp4Yi4Fbg0InYAWoGTgF2BU8oOvQk4GIgeTnMC0A58v7LVSpIkSVKZjnbY2A519ZuaJoxr76ODRjMnrkuSJGngGgswtyXrKiRJkiRJkiRpLPob4CLgRGAK8HPgqJTSg/11jIhJwFxgWUppdUWrlCRJkqTu6uph8qxNT9e/sDzDYpQlJ65LkiRJkiRJkiRJklTjUkqvAWeXtt6OOaSX9leAiZWpTJIkSZLKrFlRXGW9U7fV1jW2OXFdkiRJkiRJkiRJkiRJkiRJUp9WrID2sjnp7e1Q331Oekd718nqdfUwzonrKnLiuiRJkiRJkiRJkiRJkiRJkqQ+tbd3naxeX9/DxHUoTlafPKuqtSkf6rIuQJI0uuy6664cddRRWZeRmYjgggsuyLoMSZKGxBw3xyVJ+WSGm+GSpPwyx81xSVI+meFmuCSNZfX1MGvW5m333bOuaHDM8Wxz3BXXJaknDzTD2rasq4CGJjh46ZC63njjjcyfP79L29SpU5k5cyaf/exnmTNnzkhUKElSbamVDAdzXJKkwaqVHDfDJUkanFrJcDDHJUkarFrJcTNckqTByTDDC6+Vvni29DiMHP/Wd5fwkTPe0qXNHB/9nLguST1Z2wZrWqGxkF0Na1pH5DQXXnghu+22GyklXnjhBW688UaOPPJIfvCDH4zpK8ckVdGaVlg2c/PzYQxapH7VQoaDOS5J0lDUQo6b4ZIkDV4tZDiY45IkDUUt5LgZLknS4NVChoM5riFx4rok9aaxAHNbsnv98kmewzBnzhz222+/Tc9POeUUdtxxR77zne/kNtj/+Mc/su2222ZdhqSBaGjq+nyEBi1Sn7LOcDDH+2COS5L6lHWOm+G9MsMlSX3KOsPBHO+DOS5J6lPWOW6G98oMlyT1KaMMb11efJw1C3O8D+Z47+qyLkCSVF2TJ09m4sSJjB+/+dqlBQsWcMABB7DddtsxceJE3va2t7F48eIe+y9atIj999+fbbbZhilTpvDud7+be++9t8/X/OY3v8n48eM5++yzN7W9+OKLnHjiiUyaNInJkydz0kkn8fjjjxMR3HjjjZuOmzdvHg0NDbS1tXHkkUfS2NjICSecABQD/swzz2SXXXahvr6ePfbYgwULFpBS2tT/mWee2eKcnSKCCy64YNPzCy64gIigtbWVefPmMXnyZN7whjcwf/58Xn311S5929vb+fSnP83UqVNpbGykubmZ//3f/+3z5yCNSQcvLQ6UOresr/aVcs4c38wclyTliRm+mRkuScobc3wzc1ySlCdm+GZmuCQpb8zxzUZjjrviuiSNcqtXr+b3v/89KSVWrVrFwoULWbt2LR/+8Ic3HXPVVVfR3NzMCSecwPr16/nud7/L+9//fu644w7mzp276bgvfelLXHDBBRxwwAFceOGFTJgwgYcffpj777+fv/iLv+jx9a+77jo++tGP8oUvfIGLL74YgI0bN3L00UfzyCOP8LGPfYw999yT22+/nZNOOqnHc7z++uscccQRHHjggSxYsIBtttmGlBLNzc386Ec/4pRTTmGfffbhnnvu4eyzz+Y3v/kNV1xxxZB/Zh/4wAfYbbfduPTSS3n00Uf5+te/zg477MBll1226ZhTTz2VRYsWcfzxx3PAAQdw//33d/lZSZI0EszxwTPHJUm1wAwfPDNcklQrzPHBM8dVk9a09rz6Y0NTccEVSaOOGT54ZrgkqVaY44OX6xxPKbmN4AbMBNLy5ctTJu7Yu7gNdb80hrS1taW2traed9bC/yvDrOGGG25IwBZbfX19uvHGG7sc++qrr3Z5vn79+jRr1qx06KGHbmpbsWJFqqurS8ccc0zq6OjocvzGjRs3fT1jxow0d+7clFJKV111VYqIdNFFF3U5/vvf/34C0pVXXrmpraOjIx166KEJSDfccMOm9pNOOikB6XOf+1yXcyxZsiQB6eKLL+7Sftxxx6WISK2trSmllH71q19tcc5OQDr//PM3PT///PMTkE4++eQuxx1zzDFpu+222/T8scceS0A67bTTuhx3/PHHb3HOnvT5b69k+fLlnf/NZqYayLexsmWe47VuCL+Xjj46pb333rytuHLvtOLKvbu0HX10herVqNbr79JayPARqMMcz2+Om+E5z/DO/3dr5XeJNAo5Ft/MDC+qlQxPyRzPaqvaWHwg/3/Xwu8hqYY5Ft/MHC+qlRw3w0d5hncazP/jPz56yzH+HXun9J0JtfH7Sqoyx+KbmeFFtZLhKZnjWW1+Li7lRy2OxZ94orj1WcfLTxS3Pqz77RPpuisvMsdTPnN8OBle130iuyRpdLn66qu57777uO+++1i0aBGzZ8/m1FNP5bbbbtt0zMSJEzd9/fLLL7N69WoOOuggHn300U3tS5YsYePGjZx33nnU1XWNj4jY4nUvv/xyPvWpT3HZZZdx7rnndtl39913s9VWW/G3f/u3m9rq6ur4+Mc/3uv38bGPfazL8zvvvJNx48bxyU9+skv7mWeeSUqJu+66q9dz9eejH/1ol+cHHXQQL774Iq+88sqm1wa2eO0zzjhjyK8pjVZtbdDa2vv+1tbiMZJ6Zo4PnjkuSaoFZvjgmeGSpFphjg+eOa6ac/BSmNuy5dZYyLoySRVkhg+eGS5JGhEd6+EPy7tuG9sHdQpzfPDynOPjsy5AklRZ+++/P/vtt9+m5x/60Id461vfyumnn85RRx3FhAkTuOOOO7j44ot57LHHaG/f/IdDeWC3tbVRV1fH3nvv3e9rPvDAAyxbtoy///u/5+yzz95i/7PPPsu0adPYZptturQXCj2/YTh+/Hh23nnnLc6x00470djY2KV9r7322rR/qKZPn97l+ZQpU4DiHz2TJk3i2Wefpa6ujqampi7H7bHHHkN+TWk0KxSgpaX0ZFnxofP5zB7u1CppM3N88MxxSVItMMMHzwyXJNUKc3zwzHFJUi0wwwfPDJckjYxUnKheV7+5qa4extX33qUbc3zw8pzjrrguSWNMXV0ds2fPZuXKlaxYsYJ///d/p7m5ma233pprrrmGO++8k/vuu4/jjz++8xZRgzZz5kz22GMPvvWtb/GrX/1q2DXX19dvcRXcQPV0tRxAR0dHr33GjRvXY/tQfx6SJI0Uc7zIHJck5Y0ZXmSGS5LyyBwvMsclSXljhheZ4ZKk4VixApYv77q197SYel09TJ7VdWvcfciva44XjdYcd+K6JI1Br7/+OgBr167l+9//PltvvTX33HMPJ598MnPmzOE973nPFn2amprYuHEjTz75ZL/n33777fnhD3/IVlttxWGHHcbzzz/fZf+MGTNYuXIlr776apf21tbWAX8PM2bM4Pnnn2fNmjVd2n/xi19s2g+bryb7wx/+0OW44VyxNmPGDDZu3EhbW1uX9l/+8pdDPqeUV83NxVXTe9sG8b+1pAEyx81xSVI+meFmuCQpv8xxc1ySlE9muBkuSRqe9vYtJ6rX1xe3SjPHR2+OO3FdksaYDRs2cO+99zJhwgT22msvxo0bR0R0uULrmWeeYcmSJV36ve9976Ouro4LL7yQjRs3dtnX05VaO++8Mz/84Q9Zt24dhx9+OC+++OKmfUcccQQbNmzgX/7lXza1bdy4kauvvnrA38eRRx5JR0cHX/3qV7u0X3HFFUQEc+bMAWDSpElsv/32PPjgg12Ou+aaawb8Wt11nvuf//mfu7RfeeWVQz6nlFdtbX1PTi8UoNtdhyQNgzleZI5LkvLGDC8ywyVJeWSOF5njkqS8McOLzHBJ0nDV18OsWV233Ye+mPqAmONFozXHx2ddgCSpsu66665NV2mtWrWKb3/726xYsYLPfe5zTJo0iblz5/KVr3yF9773vRx//PGsWrWKq6++mkKhwM9//vNN5ykUCpxzzjlcdNFFHHTQQRx77LHU19fzs5/9jJ122olLL710i9cuFArce++9HHLIIRxxxBHcf//9TJo0ife9733sv//+nHnmmbS2trLnnnuydOlSXnrpJaD325+UO/roo5k9ezbnnHMOzzzzDH/2Z3/Gvffey+23384ZZ5xBU9lM2VNPPZUvf/nLnHrqqey33348+OCDPPXUU0P+me6zzz586EMf4pprrmH16tUccMAB/Nu//dugrqiTRpNCAVpasq5CGp3McXNckpRPZrgZLknKL3PcHJck5ZMZboZLkvLLHB9bOe7EdUnqzZpWWDYz29dvLAz7NOedd96mr7feemv23HNPvva1r/F3f/d3ABx66KFcf/31fPnLX+aMM85gt91247LLLuOZZ57pEuwAF154IbvtthsLFy7knHPOYZtttuFP//RPOfHEE3t9/be85S3cddddvOc97+Hoo4/m7rvvZuLEiSxbtoxPfepTfPOb36Suro5jjjmG888/n3e9611svfXW/X5fdXV1LF26lPPOO49bbrmFG264gV133ZV//Md/5Mwzz9ziZ/C73/2OxYsX873vfY85c+Zw1113scMOOwzmR9nFN77xDaZOncrNN9/MkiVLOPTQQ1m2bBm77LLLkM8pSRohWWd4Zw3meK/McUlSr7LOcTO8T2a4JKlXWWd4Zw3meK/McUlSr7LOcTO8T2a4JKlXVcjwwmulL57to4Zthp8J5vjYyvHoafl7DV1EzASWL1++nJkzM/jDvvMX0dxelj3tb780hjz99NMAvPnNb95y5wPNsLatyhX1oKEJDl6adRVVs2TJEo455hh+8pOf8K53vSvrciqmz397JS0tLcyaNQtgVkrJX9pVknmO17oe/o7o/DENeMX1bucYdH+ppNffpbWS4WCOj1L95bgZno0Ry/Dub+45dpZGnGPx2mOGb2aOZ6NqY/GBvDfu++dSnxyL1x5zvMgMz0bV308fiZw26zVGORavPWb4ZuZ4NvxcXMqPrMfir5Umrvc5R7t+B9hvIUyeNbhzv7C8eO4dB9cva+Z40XAy3BXXJaknY2hQnJV169YxceLETc87OjpYuHAhkyZNYt99982wMklSrpnhVWGOS5IqwhyvODNcklQRZnhVmOOSpIowxyvODJckVUSVMry1OLecWX3NLf/D8qrUkgVzvDKcuC5JysQnPvEJ1q1bxzvf+U7a29u57bbb+OlPf8oll1zSJfAlSVLtMcclSconM1ySpPwyxyVJyiczXJI06qxZAR3tm59vbIe6+uzqqSBzvDKcuC5JysShhx7KP/3TP3HHHXfw2muvUSgUWLhwIaeffnrWpUmSpH6Y45Ik5ZMZLklSfpnjkiTlkxkuSRp1Otq7Tlavq4dxo3PiujleGU5clyRl4vjjj+f444/PugxJkjQE5rgkSflkhkuSlF/muCRJ+WSGS5JGpbp6mDwr6yoqzhyvjLqsC5AkSZIkSZIkSZIkSZIkSZIkjW5OXJckqcpSSlmXIEmjgr9PlQX/3UmSlE9muCSNDH+fKgv+u5MkKZ/McEkaGf4+VRYq+e/OieuSxqyI4PXXXzfcVVUpJTo6OqirM4IlaTjq6uro6Ogwx1VVnTkeEVmXIkm55VhcWXAsLkkjw7G4suBYXJKGz7G4suBYXJJGhmNxZaHSY3H/OpA0ZjU0NNDR0cHKlSt5/fXXsy5HY0BKiVWrVtHR0UF9fX3W5UhSrtXX19PR0cGqVascpKsqXn/9dVauXElHRwcNDQ1ZlyNJueVYXNXmWFySRo5jcVWbY3FJGhmOxVVtjsUlaeQ4Fle1VWMsPr4iZ5WkHJgyZQqvvvoqq1evZvXq1YwfP566ujpX7VBFdF6J1tHRwcSJE9lxxx2zLkmScm3HHXekvb2dl156idWrVzNu3DgzXBWRUmLjxo2bPtDZZpttmDJlSsZVSVJ+ORZXNTkWl6SR5Vhc1eJYXJJGlmNxVZNjcUkaWdUei69ZAxs3bn6+cSPU1cHTT5cdtH5D8fGlpxmOjteK5xn3x+GdRyOjmmNxJ65LGrPGjx/P9OnTWbNmDa+88gobNmzwyjRVTEQwYcIE6uvr2XHHHb0lmiQNU11dHdOnT+eFF16gvb2djeWjZ2kERQTjx49n4sSJTJo0icbGRj/QkaRhcCyuanIsLkkjy7G4qsWxuCSNLMfiqibH4pI0sqo9Fv+P/4C1a6F8oe2GBjjwwLKDfv9Q8XGn9w7rtdY9VzxPw58M7zwaGdUciztxXdKYFhFMmjSJSZMmZV2KJEkapLq6OqZNm5Z1GZIkaZAci0uSlF+OxSVJyifH4pIk5Vc1x+JXX118bGnp46D/KR3AkQHCAAAgAElEQVR04GnDeq3WHxTP8+b3Du88yh8va5MkSZIkSZIkSZIkSZIkSZIkVZQT1yVJkiRJkiRJkiRJkiRJkiRJFTU+6wIkSdLYFhH1wIXAicAU4OfAuSml+wbQ9z3AOcBbKP5d8xSwMKX0rcpVLEmSJEmSJEmSJEmSJI1yDzTD2raubWtaobGQTT0aFVxxXZIkZe1G4DPAzcCngA7gzog4sK9OEdEM3AtMAC6gOIF9HXBTRHy6gvVKkiRJkiRJkiRJkiRJo9vatuJE9XKNBWhoyqYejQquuC5JkjITEfsDHwTOTiktKLXdBCwHLgcO6KP76cBK4NCUUnup77XAL4B5wBWVq1ySJEmSJEmSJEmSJEka5RoLMLcl6yo0irjiuiRJytJxFFdYv66zIaX0GnA98M6I2KWPvpOAlzsnrZf6vg78nuLK65IkqYIioiEivhQRd0fESxGRImLeEM/1L6X+d4xwmZIkSZIkSZIkSZKkGuHEdUmSlKW3Ak+llF7p1v5I6XGfPvr+GJgZERdFRCEimiLii8B+FFdrlyRJlbU9cB6wF/D4UE8SEftRvFvKayNTliRJkiRJkiRJkiSpFo3PugBJkjSmTQNW9tDe2bZTH30vAnYDzgHOLbW9CvxVSun2/l44InYApnZrbuqvnyRJ2mQlMC2l9NvS5POfDfYEERHAPwM3AYeNcH2SJEmSJEmSJEmSpBrixHVJkpSliUB7D+2vle3vTTvwFLAYuA0YB3wEWBQRh6eU/rOf1z4NOH9w5WpErGmFZTMBuP0j8OuXm4Cl2dYkSRq0lFI78NthnuZEYBZwLE5clyRJkiRJkiRJkqRRzYnrkiQpS+uA+h7aty7b35uvAn8O7JtS2ggQEd8DWoCrgHf089rXALd2a2sC+l2tfcx4oBnWtm1+vqYVGgvDO2dD10Xtp09pHd75JEm5FRGNwGXAJaVV2wfaz7umSJIkSZIkSZIkScPQ3AxtbV3bWluhMMxpIVJ/nLguSZKytBJ4Uw/t00qPz/fUKSImAKcAl3dOWgdIKW2IiLuA0yNiQkppfW8vnFJaBazqdt5Blj/KrW3rOlm9sbDFxPNBO7jryurPXTVzeOeTJOXZeRQvUrtikP28a4okSZIkSZIkSZI0DG1tW05ULxSgyeWiVGFOXJckSVl6DJgdEZNSSq+Utb+jbH9PtqP4d8y4HvZtBdT1sk+D1ViAuS1ZVyFJGmUi4k+ATwEfSim1D7K7d02RJEmSJEmSJEmShqlQgBanhKjK6rIuQJIkjWmLKU4w/0hnQ0TUA/OBh1NKvy61TY+IPcv6rQL+ABxTWn29s28DcDTwi5TSuirUL0mShuYq4Kcppe8PtmNKaVVKqaV8A9r67ShJkiRJkiRJkiRJypQrrkuSpMyklB6OiFuBSyNiB6AVOAnYFTil7NCbgIOBKPXriIgFwMXAf0bETRQnwJ8C7Ax8uGrfhCRJGpSIOBR4L3BsROxatms8MLHU9lK3u7FIkqQRVLpo/ELgRGAK8HPg3JTSfQPo+x7gHOAtFPP7KWBhSulblat4eJqb4SuHFb/+y5lb7m9qgqVLq1uTJEmSJEmSJI1FTlyXJElZ+xvgIrp+WH5USunBvjqllP4hIn4FfAo4H6gv9T1uKKu3SpKkqpleeryth31vAn4FfBq4smoVSZI09twIHEcxb1cA84A7I2J2SuknvXWKiGZgCfAQcAGQgA8AN0XE9imlKypb9tC0tcH6g2DChC33tbZWvx5JkiRJkiRJGqtGxcT1iGgAzgbeAexPcdLb/JTSjQPsPxm4HDgG2AZ4BDgzpfRoRQqWJEmbpJReo5jjZ/dxzCG9tH8b+HZlKpMkSSMhIqYBbwDaUkobgPspjr+7uw54FvgH4InqVShJ0tgSEfsDHwTOTiktKLXdBCyn+D75AX10Px1YCRyaUmov9b0W+AXFye81OXEdipPWCwVoaenaPrOHFdglSapVw7lrSqn/XwNnAH8KbACeLPW/vzIVS5IkScqVB5phbdvm52taobGQXT0alUbFxHVge+A84DngceCQgXaMiDpgGfBnwD8CvwdOA34cEW9LKa0Y8WolSZIkSRoFIuJ0YDKwU6np6IjYufT1wpTSauBS4CRgN+CZlNJzFMfv3c91JfBCSmlJ5SuXJGlMOw7ooHjRGFC8qDwirgcuiYhdUkq/7qXvJODlzknrpb6vR8TvK1qxJEnqdCNDuGsKQERcQPEz9cWl82wFzKJ49zNJklRBLsoqKTfWtnWdrN5YgIambGvSqDNaJq6vBKallH4bEfsBPxtE3+MoriDz/pTSYoCI+B7wFPAl4PiRLlaSJEmSpFHiLGBG2fNjSxvAImB11SuSJEn9eSvwVErplW7tj5Qe9wF6m7j+Y+DvI+Ii4JtAovge+n7AB0a+VEmS1Gk4d02JiD+nOGn9zJRSzd4hRZKkUcxFWSXlR2MB5rb0f5w0RKNi4nppdZffDrH7ccALwG1l5/tdafL6hyOivnz1GEmSJEmSVJRS2nUAx8yjuALcsM8lSZJGxDSKi8F019m2Uw/7Ol1E8S4q5wDnltpeBf4qpXR7fy8cETsAU7s1u2STJEkDM5y7ppxB8fP0qyIigG1TSmsrXrEkSerkoqySMtfcDG1tm5+3tkKhkF09GrtGxcT1YXor8GhKaWO39keAjwB/AjzRU0ffZJckSRq+9eth5sye9zU1wdKl1a1HkiRJkka5iUBPi7W8Vra/N+0UPxhfTHExmHEU30dfFBGHp5T+s5/XPg04f3DlSpKkkuHcNeUw4KfAJylefLZdRPwW+IeU0lf7e2E/F5ckaXhclFVSLWhr6zpZvVAozsmQqs2J68XVZR7sob18dZkeJ67jm+ySJEnDMmFC7/taW6tXhyRJkiSNIeuA+h7aty7b35uvAn8O7Nu5GEzpg/IW4CrgHf289jXArd3amoB+V2uXJElDu2tKREwBtgfeBRxKcWXW54D5wMKI2JBSuraf1/ZzcUmSsjPkRVnBC9AkdVUoQEtL1lVorHPi+vBWl/FNdkmSpGGYPr342NPAqLdV2CVJkiRJw7ISeFMP7dNKj8/31CkiJgCnAJeXf1ieUtoQEXcBp0fEhJTS+t5eOKW0CljV7byDLF+SpDFrqJ9rN5QetwM+mFK6BSAiFlOc5HYu0N/EdT8XlyQpO8NZlBW8AE2SVGOcuD6M1WV8k12SJEmSJEmSlDOPAbMjYlJK6ZWy9neU7e/JdhQ/UxjXw76tgLpe9kmSpJEx1M+1O9s3AIs7G1NKGyPiFuBLETE9pfRcby88qj4XX9MKy7qtmtLQBAcvzaYeSZL6N5xFWcEL0CRJNaYu6wJqwEo2ryRTrs/VZSRJkiRJkiRJyqHFFCeYf6SzISLqgfnAwymlX5fapkfEnmX9VgF/AI4prb7e2bcBOBr4RUqp14VgJEnSsA31c+2XKE5sezGl1NFtX+dk9CnDLy8HGpqgsdC1bU0rrG3Lph5JkgZmyIuyQvECtJRSS/kGGH6SpMy44npx9ZiDIqKu/PamFFeXeRV4KpuyJEmSJEmSJEkaWSmlhyPiVuDSiNgBaAVOAnYFTik79CbgYCBK/ToiYgFwMfCfEXETxQnwpwA7Ax+u2jchSdLYNKS7ppRWVn8MeHtETEgprS/bvVPp8XcjX24N6mlV9e6rr0uSVHtclFWSNKqMqRXXI2JaROwZEVuVNS8GdgSOLTtue+D9wA9SSj3dakWSJEmSJEmSpLz6G+BK4ETgn4GtgKNSSg/21Sml9A/ACcAG4HzgIuAV4LiU0s0VrViSJA31rikAt5T6nlTWd2uKuf5kSskJb5Ik1a7HgH0jovs8PxdllSTl0qhZcT0iTgcms/mq8KMjYufS1wtTSquBSykOxncDnintWwz8J3BDROwN/B44jeLA/fzqVC9JkiRJkiRJUnWklF4Dzi5tvR1zSC/t3wa+XZnKJElSb4Z615SSa4FTgasj4k+A5yhewDYDOLry1UuSpIGIiGnAG4C2lNKGUvNi4DiKi7IuLh3noqySpNwaNRPXgbMoDqw7HcvmVdQXAat76lS6vemRwD8CnwQmAj8D5qWUflm5ciVJkiRJkiRJkiRJGrC/oXjHkxOBKcDPGdhdU9ZFxKHA5cDJwLYUV2+dm1K6p7IlS5IkcFFWSZI6jZqJ6ymlXQdwzDxgXg/tL1O8wvzUka5LkiRJkiRJkiRJkqThGuZdU1bRw2flkiSpalyUVVJteaAZ1rZ1bVvTCo2FbOrRmDFqJq5LkiRJkiRJkiRJkiRJklRrXJRVUs1Z27blRPXGAjQ0ZVeTxgQnrkuSJEmSJEmSJEmSJEmSJEljSWMB5rZkXYXGmLqsC5AkSZIkSZIkSZIkSZIkSZIkjW6uuC5JkiRJkiRJkiRJkiRJkiSNAs3N0NbWta21FQqFbOqRyrniuiRJkiRJkiRJkiRJkiRJkjQKtLUVJ6qXKxSgqSmbeqRyrrguSZIkSZIkSZIkSZIkSZIkjRKFArS0ZF2FtCVXXJckSZIkSZIkSZIkSZIkSZIkVZQT1yVJkiRJkiRJkiRJkiRJkiRJFeXEdUmSJEmSJEmSJEmSJEmSJElSRTlxXZIkSZIkSZIkSZIkSZIkSZJUUeOzLkCSJEmSJEmSJCkrra0wcybc/pHi87+cuXlfUxMsXZpNXZIkSZIkSdKIeaAZ1rZtfr6mFRoL2dWjMcuJ65IkSZIkSZIkaUxqaup9X2tr9eqQJEmSJEmSKmptW9fJ6o0FaOjjzTGpQpy4LkmSJEmSJEmSxqQuq6kvKz60tBQfZ87c4nBJkiRJkiQpvxoLMLcl6yo0xtVlXYAkSZIkSZIkSZIkSZIkSZIkaXRzxXVJkiRla00rLCtbxq6hCQ5e2vvxkiRJkiRJkiRJkiRJknLHieuSJEnKTkNT1+drWrOpQ5IkSZIkSZIkSZIkSVJFOXFdkiRJ2em+snr5yuuSJEmSJEmSJEmSJEnqU3MztLVtft7aCoVCdvVIfXHiuiRJknr13HMwp4+55A52JEmSJEmSJEmSJEmSstPW1nX+RqEATU3Z1iT1xonrkiRJ6tX69X1PTnewI0mSJEmSJEmSJEmSlK1CAVpasq5C6p8T1yVJktQnBzeSJEmSJEmSJEmSJEmShqsu6wIkSZIkSZIkSZIkSZIkSZIkSaObE9clSZIkSZIkSZIkSZIkSZIkSRXlxHVJkiRJkiRJkiRJkiRJkiRJUkU5cV2SJEmSJEmSJEmSJEmSJEmSVFFOXJckSZIkSZIkSZIkSZIkSZIkVdT4rAuQJEmSJEmSJEmSJEmSJEmSNAIeaIa1bV3b1rRCYyGbeqQyrrguSZIkSZIGLSIaIuJLEXF3RLwUESki5g2w72ER8Y2IeCoiXo2IpyPi6xExrcJlS5IkSZIkSZIkSaPb2rbiRPVyjQVoaMqmHqlMVVdcj4htgZ2AicA64PmU0h+rWYMkSRo8M1ySpPyqYI5vD5wHPAc8DhwyiL6XAW8EbgVWAG8GTgeOioh9Ukq/HYH6JEnKNcfikiTllzkuSVI+meGSRpXGAsxtyboKaQsVn7geEVOAM4EPAFtcrhERTwPfA76SUnqx0vVIkqSBMcMlScqvKuX4SmBaSum3EbEf8LNB9P0M8JOU0saymu4GHqA4gf3cIdYkSVKuORaXJCm/zHFJkvLJDJckqboqOnE9InYDfkzxSrR/A75L8YPt14CtgWnAO4DPAidGxCEppacrWZMkSeqfGS5JUn5VK8dTSu3AkFZGTyk92FNbRLwE7DWUc0qSlHeOxSVJyi9zvDY1N0NbW9/H3P4RmDABplenJElSjTHDJUmqvkqvuH5F6XFWSumXvR0UEXsA9wJfAd5X4ZokSVL/zHBJkvIrlzkeEQ1AA/D7fo7bAZjarXmLVXAkScqhXGa4JEkCzPGa1NYGra1QKPR+zPr11atHklSTzHBJudT9Is3+/u6Vakldhc8/m+JtUnoNdoDS/itKx0uSpOyZ4ZIk5Vdec/wMYAJwSz/HnQYs77bdXtnSJEmqirxmuCRJMsdrVqEALS29bxMmZF2hJCljZrikXOq8SLNToQBNLvOknKj0iusbB/Ea40vHS5Kk7JnhkiTlV+5yPCLeDZwPfC+ldH8/h18D3NqtrQknr0uS8i93GS5JkjYxx6us+wqTPXHVSUnSAJjhknKr8yJNKW8qveL6fcBZEbFvXweV9p9F8ZYqkiQpe2a4JEn5lascj4g9gX+luHL6qf0dn1JalVJqKd+Afj6qliQpF3KV4ZIkqQtzvMq6rzDZE1edlCQNgBkuSVKVVXrF9TOAHwM/i4ifAf8PWAm0A/XANGA/4O3A08CnK1yPJEkaGDNckqT8yk2OR8QuFN/oXw0cmVJak1UtkiTVgNxkuCRJ2oI5ngFXmJQkjQAzXJKkKqvoxPWU0vMR8Vbg48BfAadQDPVO7cATwOeBa1JKaytZjyRJGhgzXJKk/MpLjkfEdhQnrdcDh6WUVmZRhyRJtSIvGS5JkrZkjkuSlE9muCRJ1VfpFddJKf0RuBy4PCICeCMwEVgHvJRSSpWuQZIkDZ4ZLklSftVSjkfENOANQFtKaUOpbVvgTuBNwOyU0opq1SNJUi2rpQyXJEmDY45LkpRPZrikUeGBZljbtvn5mlZoLGRXj9SHik9cL1cK8her+ZqSJGn4zHBJkvKrkjkeEacDk4GdSk1HR8TOpa8XppRWA5cCJwG7Ac+U9t0M7A98A9grIvYqO+3alNKSStQrSVKeOBaXJCm/zHFJkvLJDJeUW2vbuk5WbyxAQ1O2NUm9qOrE9b5ExERgakrpuaxrkSRJA2eGS5KUXyOQ42cBM8qeH1vaABYBq3vpt0/p8eTSVu5ZwInrkiT1wbG4JEn5ZY5LkpRPZrikmtdYgLktWVch9auu0i8QEYdGxIMR8buI+J+IOD8itunh0GOBX1W6HkmSNDBmuCRJ+VWtHE8p7ZpSil62Z0rHzCt/PoB+uw61HkmS8s6xuCRJ+WWOS5KUT2a4JEnVVdGJ6xHxNuAeYA/gAYq3UjkPeKzbbcAlSVINMcMlScovc1ySpHwywyVJyi9zXJKkfDLDJUmqvkqvuP4lilea7ZVSOi6ldCBwCDAR+I+IOLDCry9JkobGDJckKb/McUmS8skMlyQpv8xxSZLyyQyXJKnKKj1xfV/g2pTSS50NKaV/L7W3AvdGxF9WuAZJkjR4ZrgkSflljkuSlE9muCRJ+VWVHI+I+oi4LCKej4h1EfFwRBw+gH4XRETqYXttuDVJkpRzjsUlSaqy8RU+fwOwuntjSul3EXEI8K/ArRHxMcBBsSRJtcMMlyQpv8xxSZLyyQyXJCm/qpXjNwLHAVcCK4B5wJ0RMTul9JMB9P8YsLbseccwapEkaTRwLC6p5jU3Q1tb17bWVigUsqlHGq5Kr7jeBuzf046U0qvAUcBtwHUUB8mSJKk2mOGSJOWXOS5JUj6Z4ZIk5VfFczwi9gc+CHw+pXR2Suk64FDgWeDyAZ5mcUppUdn2naHUIknSKOJYXFLNa2srTlQvVyhAU1M29UjDVemJ6/cBfxUR2/S0M6W0AfgQ8H+BAypciyRJGjgzXJKk/DLHJUnKJzNckqT8qkaOH0dxhfTrys77GnA98M6I2GUA54iImBQRMcQaJEkabRyLS8qFQgFaWrpuS5dmXZU0NOMrfP7rgQD2AP67pwNSSgn4eESsAP6swvVIkqSBMcMlScovc1ySpHwywyVJyq9q5PhbgadSSq90a3+k9LgP8Ot+zvE00AD8MSKWAGemlF4YQi2SJI0WjsUlSaqySk9cb00pnT2QA1NKV1a4FkmSNHBm+FjzQDOsbevatqYVKGRSjiRpWMxxSZLyyQyXJCm/qpHj04CVPbR3tu3UR9+Xga8CDwHtwEHAx4H9I2K/HibDdxEROwBTuzU3DaRoSZJqnGNxSZKqrNIT11+MiLuBZcDdKaXfVfj1JEnSyDDDx5q1bcWJ6o1lE9UbC/z6F372IEk5ZI5LkpRPZrgkSflVjRyfSHHSeXevle3vUUrpqm5N34+IR4CbgdOAL/fz2qcB5w+wTkmS8sSxuCRJVVbpietfBI4ErgUmRMR/UQz6ZSml/6rwa0uSpKEzw8eixgLMbenSdPpnM6qlpLUVZs7sfX9TEyxdWr16JCknzHFJkvLJDJckKb+qkePrgPoe2rcu2z9gKaVvR8Q/Ae+h/4nr1wC3dmtrAm4fzGtKklSDHItLklRldZU8eUppYUppDrAdcAzwX8DJwM8i4vmI+EZEHBsRjZWsQ5IkDY4ZrlrQ1ASFQu/7W1uhra169UhSXpjjkiTlkxkuSVJ+VSnHVwLTemjvbHt+COf8NfDG/g5KKa1KKbWUb4DvzkqScs+xuKTceqAZls3cvK1pzboiacAqveI6ACmldcAPShsRMQuYC8wBvgukiPgJcCfFK9Z+UY26JElS38xwZWJNKyybydK/K2traIKDuy6t3tdK7JIkc1ySpLwywyVJyq8K5/hjwOyImJRSeqWs/R1l+wcsIgLYFfjvwfSTJGk0ciwuKXfWthXnVjSWVgNsLBTnVUg5UNEV13uTUlqeUrospXQIMBU4keLV3GcDLRHx91nUJUmS+maGq+IamjYPrDqtaS0OuiRJw2KOS5KUT2a4JEn5NcI5vhgYB3yksyEi6oH5wMMppV+X2qZHxJ7lHSNiag/n+1ipprsHUYMkSWOCY3FJudBYgLktm7duiwFKtaoqK673JaW0GvheaSMi3p5tRZIkaSDMcFVETwOpZS6tLkkjzRyXJCmfzHBJkvJruDmeUno4Im4FLo2IHYBW4CSKq6afUnboTcDBQJS1PRsRtwBPAK/9f/buPszOur73/fsbMAHMUKc81KBE2lnVblOr9FhAq+VBPbstONQaK92WANKDloujrRUfKhWUqkeKuz6gLbhtU6gWTGolu8GqrUesVQLdLUXGUlxTNOwDNFqDJJoQCt/zx1pDViZrZtaszH2v+a15v67rvlbW7374feEPPrkX3/t3Ay8AzqK1SvvV/fzzSJK0VHgvLknSwqqtcT0iRoAnTT3p3R47BngtsALYmJm3ZeZtfVx7BfBOWk+3jQJ3AJdk5ud7OPfFwNuAZ9H693E38KHMvG6+dUiSNIyqzHBJklQtc1ySpDKZ4ZIklaviHF8HXM6+/1/8jMz80hznfRx4PvBy4BDgW8AVwLsy8wd91CFJ0tCp+l7c/jZJklrqXHH9GuBHgZMAIuJw4BbgqcBjwOsj4ucz84t9XHs9sBZ4P/AN4Fzgpog4NTO/PNNJETEOfBr4KnAZkMCvANdGxJGZ+Qd91CJJ0rCpMsMlSVK1zHFJkspkhkuSVK7KcjwzdwMXt7eZjjmly9j/Nd+5JElagqq+F1+P/W2SJLGsxrleAPxVx/dfA46h9WT340+RzfeiEXECrdeYvTUzL87Ma4DT2PuU+GwuAu4HTsvMqzLzw8CLgElafzmQJEkVZbgkSaqFOS5JUpnMcEmSymWOS5JUpsoy3P42SZL2qrNx/Ujg/+v4Pg58OTNvycwdwLXAs/u47lrgUVpPvQGPP2n+MeB5EXHsLOceDmzPzIc7zv1P4DvArj5qkSRpGFWV4ZIkqXrmuCRJZTLDJUkqlzkuSVKZqsxw+9skSWqrs3H9QeDJABFxKPBC4HMd+/8TOKyP6x4P3J2ZD00bv7X9+ZxZzv0isCYiLo+IRkSMRcTvAs9l7qfZiIijI2JN5waM9fHPIEnSYlZVhkuSpOqZ45IklckMlySpXOa4JEllqjLDB9bfJknSYnNwjXN9BbgwIu4Cfh44BLixY//T2feptV6tovU6lOmmxo6Z5dzLgR8F3sbeV7n8AHh5Zt4441l7XQhc2mOdkiSVqqoMlyRJ1TPHJUkqkxkuSVK5zPHCrB5twuY1+w6uHIOTNw2mIEnSoFSZ4QPrb4uIo4Gjpg27MKu0iI2Pw+Tk3u/NJjQag6tHWmh1Nq6/mdZTaH/R/v6+zJwAiIiDgFcAf93HdQ8FHu4yvrtj/0weBu4GNgKfAg4CLgD+LCJekpm3zDH3R4AN08bG2PcvLZIkla6qDJckSdUzxyVJKpMZLklSuczxgty7vdW31ziiY3BHczDFSJIGrcoMH2R/mwuzSoWZnNy3Wf2v3zrO2I9MwuaOg3Y0YcRudpWptsb1zGxGxDOAZwLfy8xvduw+DLgIuL2PS+8CVnQZP6Rj/0yuAk4CfjozHwOIiE8CE8AHgBNnmzgztwHbOscioreqJUkqRIUZLkmSKmaOS5JUJjNckqRymeNluWhDa1X1iYmOwemrr0uSloSKM3xg/W24MKtUpEaj4++omyfbD1d2NKqPNFpvCZIKtKyuiSJiHfCUzPznacFOZu4A/hk4uY9L30/rdSrTTY3dN0M9y4Hzgc1Tod6u5RHgM8Bz28dIkrSkVZjhU9dfERHvjYj7ImJXRGyJiJfM4/xXRsRXI+L7EfFgRHwlIk7rtx5JkoZJ1TkuSZKqYYZLklQuc1ySpDJVnOED62/LzG2ZOdG5AZP9/ENIGqCRBpw+se928qZBVyX1pbbGdeBPgOfPsv/E9jHzdTvw9Ig4vMv1pvZ3cwStFecP6rLvCbT+3XTbV74dzdZT4rNtN48PukpJ0uJRVYZPWQ+8Afg48HrgUeCmiHjBXCdGxGXAnwP3tq9xCXAH8JQDqEeSpGFSdY5LkqRqmOGSJJXLHJckqUxVZrj9bZIktdXZuB5z7H8i8J99XHcjrQC+4PGJIlYA5wFbMvPe9tjqiPiJjvO2AQ8CL+t88iwiVgIvBe7KzNlew1KmlWOtp29ms6MJO32wTpL0uKoynIg4ATgLeGtmXpyZ1wCnAd8Crpjj3JOAtwO/nZm/kplXZ+ZVmfnazLyun3okSRpCleW4JEmqlBkuSVK5zHFJkspUZYbb3yZJUtvBVV48Ij/kODEAACAASURBVH4KeE7H0AsjotucTwJeC9w93zkyc0tEbADeExFHA03gHOA4Wq9KmXItrde1RPu8RyPiSuD3gFsi4lpaf0E4H3gq8GvzraUIvbweYvOa6uuQJC1qdWR421paK6xfMzWQmbsj4mPAuyPi2Kmb9C5+E3gA+EBEBPDEzNzZZx2SJA2NGnNckiQtIDNckqRymeOSJJWprgy3v02SpL0qbVwHXgZc2v5zAq9pb908CKzrc551wOXA2cAocAdwRmZ+abaTMvNdEXEP8Pp2nSva567NzL/osxZJkoZBXRl+PHB3Zj40bfzW9udzgJka118EfAV4HXAJcEREPAC8KzOvmmvi9g8CR00bHuu1cEmSFrG6clySJC0sM1ySpHKZ4wvp5vH93xC+ozn3m8UlSZq/OjPc/jZJkqi+cf0a4K9oPQV2K/B24DPTjkng+8BkZvb1OpXM3A1c3N5mOuaUGcY/AXyin3klSRpitWQ4sAq4v8v41Ngx3U6KiFHgSOBngdOAdwBbab1K7UMR8UhmXj3H3Bey90cISZKGSV05LkmSFpYZLklSuczxhbRzcv9G9ZEGrKxm7ZlmE9Z0vJT8xgtan2d2jI2NwaYeXm4uSSpObRluf5skSS2VNq5n5v20G88i4lTgXzJzW5VzSpKkA1djhh8KPNxlfHfH/m5Wtj+PAM7KzBsAImIj8DVaK7DP1bj+EWDDtLEx4MY5zpMkaVHzXlySpDKZ4ZIklcscr8BIA06fqHyasR564ZvNysuQJA2IGS5JUv2qXnH9cZl5c11zSZKkhVNxhu+i9Sqz6Q7p2D/TeQCPABunBjPzsYi4AXhHRKzOzK0zTdz+wWGfHx0iote6JUkqgvfikiSVyQyXJKlc5nhZuq6ivrn1MdHum+9cjV2SNLzMcEmS6lFb4zpARPxX4Hzgx4BRWq9Z6ZSZWc37vSRJUt8qzPD7gad0GV/V/rxvhvO+S2tV9gcz89Fp+6aa0UeBGRvXJUlaKrwXlySpTFVmeESsAN4JnN2+9h3AJZn5+R7PfyXwm8BP0Xqo/Ovt87/QTz2SJA0b78UlSSqTGS5pMbjqFeMcOzr5+AOV7Gi23kgkDYnaGtcj4mLg/wH+HbgV+Fpdc0uSpP5VnOG3A6dGxOGZ+VDH+Ikd+/fTXln9duBnImJ5Zu7p2H1M+/PbC1inJElF8l5ckqQy1ZDh64G1wPuBbwDnAjdFxKmZ+eU5arsMeDutN6CtB54A/CTdH0yXJGnJ8V5ckqQymeGSBmF8HCYn9x3bcO4kq0ebQLtZfaQBK31mRsOjzhXXXw98AfjFzHykxnklSdKBqTLDNwJvBC4AroTHV307D9iSmfe2x1YDh2XmXR3n3gCcBJwDfLR93CHAq4CvZ+ZMq7VLkrSUeC8uSVKZKsvwiDgBOAu4ODOn7sWvBe4ErgCeP8u5J9FqWv/tzPyDhaxLkqQh4r24JEllMsMl1W5yEppNaHQsqL58OTzw/Qar100MrjCpQnU2ro8CGw12SZKKU1mGZ+aWiNgAvCcijgaatBrRj6P1CrYp1wIns++r2K4Gfh34cEQ8HdhK6xXnTwNeutC1SpJUKO/FJUkqU5UZvhZ4FLhmaiAzd0fEx4B3R8SxUw+Sd/GbwAPAByIigCdm5s4KapQkqWTei0uSVCYzXNJANBow0dmjvnlgpUi1WFbjXLcCz6hxPkmStDCqzvB1tF5NfjbwQVqvGD8jM78020mZuQs4DfgE8Grg94HHgNMz8zMV1itJUkm8F5ckqUxVZvjxwN2Z+VCXOQGeM8u5LwJuA14HfBvYERH3R8RFvUwcEUdHxJrODfA9x5KkYeO9uCRJZTLDJUmqQZ0rrl8IfCYi/iEzP1HjvJIk6cBUmuGZuRu4uL3NdMwpM4xvA85d6JokSRoi3otLklSmKjN8FXB/l/GpsWO6nRQRo8CRwM/SepD8HbTefnYe8KGIeCQzr55j7guBS/spWpKkgngvLklSmcxwSZJqUGfj+g3t+a6LiD8E/jet15F2ysx8do01SZKkuZnhkiSVq7Icj4iVtB48OxE4gdZrVM/LzPU9nv8k4ArgZcBhtFaz+e3M/Mf51iJJ0hCq8l78UODhLuO7O/Z3s7L9eQRwVmbeABARG4GvAZcAczWufwTYMG1sDLhxjvMkSSqJv6lLklQmM1ySpBrU2bj+XeA/gG/UOKckSTpwZrgkSeWqMsePBN5Oa6XVfwZO6fXEiFgGbAaeDfw+8B1aq9l8MSL+j8z07x2SpKWuygzfBazoMn5Ix/6ZzgN4BNg4NZiZj0XEDcA7ImJ1Zm6daeL2m9O2dY5FRK91S5JUCn9TlySpTGa4JEk1qK1xPTNPqWsudTc+DpOTsx8zNgabXlNPPZKkMpjhkiSVq+Icvx9YlZkPRMRzgdvmce5a4PnAKzJzI0BEfBK4G3gH8N8WulhJkkpSQ4Y/pcv4qvbnfTOc911aq7I/mJnTV5ybakYfpfVQmyRJS5a/qUuSVCYzXJKkeiwbdAGqz+QkNJsz7282525slyRJkiQJIDMfzswH+jx9LfDvwKc6rvdt4JPAmRHRbRVYSZK0MG4Hnh4Rh08bP7Fj/34y87H2vqMiYvm03ce0P7+9YFVKkiRJkiRJkoZObSuuR8TP9XJcZn6p6lqWskYDJia671uzpt5aJEllMMMlSSrXIs7x44F/bDfAdboVuAB4OvC1bidGxNHAUdOGxxa8QkmSBqjiDN8IvJFW5l7Znm8FcB6wJTPvbY+tBg7LzLs6zr0BOAk4B/ho+7hDgFcBX8/MmVZrlyRpyVjE9+KSJGkWZrgkSfWorXEd+CKQPRx3UMV1SJKk+fkiZrgkSaX6Ioszx1cB3X7cv7/9eQwzNK4DFwKXVlGUJEmLyBepKMMzc0tEbADe034grEmrEf044PyOQ68FTgaiY+xq4NeBD0fE04GtwNnA04CXzrcWSZKG1BdZnPfikiRpdl/EDJckqXJ1Nq6f2mXsIFo/hl8ALAPeUmM9kiSpN2a4JEnlWqw5fijwcJfx3R37Z/IRYMO0sTHgxgWoS5KkxaLqDF8HXE6r6XwUuAM4Y65V4zJzV0ScBlwBvBp4InA7cHpmfvYA6pEkaZgs1ntxSZI0OzNckqQa1Na4npk3z7QvItYDfwecAnyhppIkSVIPzHBJksq1iHN8F7Ciy/ghHfu7ysxtwLbOsYiY4WhJkspUdYZn5m7g4vY20zGnzDC+DTi3n3klSVoKFvG9uCRJmoUZLqkO4+MwObn3+3t/cZyfeOokbO44aEcTRhq11ybVZdmgCwDIzMeA62m9YlSSJBXCDJckqVwDzvH7gVVdxqfG7quxFkmSiuK9uCRJ5TLHJUkqkxkuaaFMTkKzuff7Tzx1kqf9cHPfg0YasHKs3sKkGtW24noPfhh40qCLkCRJ82aGS5JUrkHl+O3ACyNiWfsH/yknAj8A7h5ATZIklcR7cUmSymWOS5JUJjNc0oJoNGBiov1lM0ADTp+Y5QxpuNTWuB4Rq2fY9STg52i9kvTv6qpHkiT1xgzXorCjCZvX7P2+cgzYNLByJKkUiyHHI2IV8EPAZGY+0h7eCKwFfrn9ZyLiSOAVwP/MzIerrEmSpMVuMWS4JEnqjzkuSVKZzHBJkupR54rr3wRyhn0B3AK8prZqJElSr76JGa5Bmv4KrB3N7sdJkrr5JhXmeERcROtH+2PaQy+NiKe2//yhzPwe8B7gHOBH2/VAq1n9FuBPIuKZwHeAC4GDgEv7rUeSpCHyTbwXlySpVN/EHJckqUTfxAyXJKlydTauv5r9wz2B7bRWXft6jbVIkqTemeEarJOnrazeufK6JGkuVef4G4GndXz/5fYG8GfA97qdlJmPRsQvAr8PvA44FLgNODcz//UAa5IkaRh4Ly5JUrnMcUmSymSGS5JUg9oa1zNzfV1zSZKkhWOGS5JUrqpzPDOP6+GYc4Fzu4xvB369vUmSpA7ei0uSVC5zXJKkMpnhkiTVo84V1x/Xfg341Ips3/KJNEmSymCGS5JULnNckqQymeGSJJXLHJckqUxmuCRJ1am1cT0izgT+O3DctPF7gDdk5qY665EkSb0xwyVJKpc5LklSmcxwSZLKZY5LklQmM1ySpOotq2uiiPhF4C/aX38HeFl7+x0ggE9FxM/XVY8kSeqNGS5JUrnMcUmSymSGS5JULnNckqQymeGSJNWjzhXXfxe4A3hhZn6/Y3xTRFwFfBm4FPjrGmuSJElzM8MlSSqXOS5JUpnMcEmSymWOS5JUJjNckqQa1Nm4/lPA70wLdgAy8/sRsR54d431SJKk3pjhkiSVyxyXJKlMZvh83DwOOydn3H3jBbB6tAk06qtJkrSUmeOSJJXJDJdUuateMc6xo5OwuT2wowkj/malpWVZjXPtBn54lv0/3D5GkiQtLma4JEnlMsclSSqTGT4fOydb/5NvFlu3N2DlWE0FSZKWOHNckqQymeGSKnfs6GR7gYW2EX+z0tJT54rrXwBeHxF/nZlf7dwREScCrwM+V2M9kiSpN2a4JEnlMsclSSqTGT5fIw04faLrrjPXtD4nuu+WJGmhmeOSJJXJDJdUi63bGzTW+UOVlq46G9ffBHwV+HJE3Ar8a3v8GcAJwDbgzTXWI0mSemOGS5JULnNckqQymeGSJJXLHJckqUxmuCRJNVhW10SZeQ/wU8AHgVHgle1tFPgA8OzM/GZd9UiSpN6Y4ZIklcsclySpTGa4JEnlMsclSSqTGS5poY2Pw5o1+2579gy6Kmnw6lxxnczcBvxWe5MkSYUwwyVJKpc5LklSmcxwSZLKVVWOR8QK4J3A2bSa6O4ALsnMz8/zOp8HXgx8ODMvWsgaJUkqmffikhbS5CQ0m9Bo7B1bvry1SUtZ5Y3rEXES8J+Z+Q+zHPNc4KDM3FJ1PZIkqTdmuCRJ5TLHJUkqkxkuSVK5asrx9cBa4P3AN4BzgZsi4tTM/HKPdf4y8Lw+55ckaeh4Ly6pSo0GTEx0DGweWCnSorGsyotHxKnA3wPPmOPQZwBfiYgXVFmPJEnqjRkuSVK5zHFJkspkhkuSVK46cjwiTgDOAt6amRdn5jXAacC3gCt6vMYhwPuA9853fkmShpH34pIk1a/SxnXgtcD/ysyPz3ZQe/9twIUV1yNJknpjhkuSVC5zXJKkMpnhkiSVq44cXws8ClzTcb3dwMeA50XEsT1c4020egSu7GN+SZKGkffikiTVrOrG9RcAf9njsZ8Gfq7CWiRJUu/McEmSymWOS5JUJjNckqRy1ZHjxwN3Z+ZD08ZvbX8+Z7aTI2I18BbgzZm5az4TR8TREbGmcwPG5nMNSZIWKe/FJUmq2cEVX/9I4P4ej30AOKrCWiRJUu/McEmSymWOS5JUJjNckqRy1ZHjq2aYY2rsmDnOfx/wT5l5fR9zXwhc2sd5kiQtdt6LS5JUs6ob1x8CntzjsU9uHy9JkgbPDJckqVzmuCRJZTLDJUkqVx05fijwcJfx3R37u4qIU4GXAyf2MS/AR4AN08bGgBv7vJ4kSYuF9+KSKnPVK8Y5dnQSNncM7mjCSGNgNUmLwbKKr38bsLbHY9cC/1BhLZIkqXdmuCRJ5TLHJUkqkxkuSVK56sjxXcCKLuOHdOzfT0QcDHwQuC4zb+tjXjJzW2ZOdG7AZD/XkiRpkfFeXFJljh2dZPVoc9/BkQasHBtMQdIiUXXj+keBn46IKyMiuh0QLb8PHA9cU3E9kiSpN2a4JEnlMsclSSqTGS5JUrnqyPH7gVVdxqfG7pvhvHXAM4CrI+K4qa29b6T9/bA+6pEkaRh4Ly6pUlu3N+D0iX23kzcNuixpoA6u8uKZ+ZcR8afAG4Cfj4hPAHcCO4AR4FnArwLPBK7NzL+ssh5JktQbM1ySpHKZ45IklckMlySpXDXl+O3AqRFxeGY+1DF+Ysf+blYDTwD+vsu+de3tZcCn+6hJkqSieS8uSVL9Km1cB8jM8yJiAngL8HtAduwOYHt73+9XXYskSeqdGS5JUrnMcUmSymSGS5JUrhpyfCPwRuAC4EqAiFgBnAdsycx722OrgcMy8672edfTvan9L4GbaK00u6XPmiRJKp734pIk1avyxnWAzLwyIq4CXgD8F+Bw4CHgLuDLmbmrjjokSdL8mOGSJJXLHJckqUxmuCRJ5aoyxzNzS0RsAN4TEUcDTeAc4Djg/I5DrwVOptVoR7uB/S6miQiAezLTldYlSUue9+KSJNWnlsZ1gMzcDfxNe5MkSYUwwyVJKpc5LklSmcxwSZLKVXGOrwMuB84GRoE7gDMy80sVzCVJ0pLivbikAzU+DpOTe79vOBeWLx9YOdKiVVvjuiRJkiRJkiRJkiRJ6k+7oe7i9jbTMaf0eK1YoLIkSZIk0Wpabzah0Wh9X77cxnWpGxvXJUmSJEmSJEmSJEmSJEmSpAPQaMDERPvL5oGWIi1aNq5LkiSpWM0mrFkz8/6xMdi0qb56JEmSJEmSJEmSJEmSJHVn47r20Wy2NoAzZ2gCswFMkiQtBmNjs++f+juNJEmSJEmSJEmSJElSla56xTjHjk7uXWl9RxNGGgOtSVqMbFzX4+Zq/gIbwCRJ0uIx14N0s63ELkmSJEmSJEmSJEmStFCOHZ1k9WgTaDerjzRgZQ9NmdISY+O6Hvd481f7iZ+Jif2PsQFMkiRJkiRJkiRJkiRJkiRpX1u3N2is69J4KelxlTWuR8Q9QM7ztMxMHzGRJGmAzHBJkspljkuSVCYzXJKkcpnjkiSVyQyXJGkwqlxx/Wb2D/fnAmuArwP/2h57BvBM4E7gf1VYjyRJ6o0ZLklSucxxSZLKZIZLklQuc1ySpDKZ4ZIkDUBljeuZeW7n94j4JeCXgJdk5t9O2/cS4JPA71ZVjyRJ6o0ZLklSucxxSZLKZIZLklQuc1ySpDKZ4ZIkDcayGud6J/Ch6cEOkJmfB64Cfq/GeiRJUm/McC0+O5qwec3e7ebxQVckSYuVOS5JUpnMcEmSymWOS5JUJjNckqQa1Nm4/uPAf8yy/z+AsX4uHBErIuK9EXFfROyKiC3tJ916Pf+VEfHViPh+RDwYEV+JiNP6qUWSpCFUWYZLfVk5BiONvd93NGHn5ODqkaTFzRyXJKlMZrgkSeUyxyVJKlOlGW5/myRJLXU2rk8C50XEyuk7ImIEeDXwb31eez3wBuDjwOuBR4GbIuIFc50YEZcBfw7c277GJcAdwFP6rEWSpGFTZYZL83fyJjh9Yu/W2cQuSZrOHJckqUxmuCRJ5TLHJUkqU9UZvh7726ShMT4Oa9bsu+3ZM+iqpDIcXONclwAbgbsiYj3QbI//OHAO8CPAK+Z70Yg4ATgLuDgzr2yPXQvcCVwBPH+Wc08C3g78dmb+wXznliRpiagkwyVJUi3McUmSymSGS5JULnNckqQyVZbh9rdJw+e3fnqcH3nhJMuX7x1bPdrkge+78J40l9oa1zPz0xHxi8B7gd+Ztvt24PzM/Gwfl15L6wm0azrm2h0RHwPeHRHHZua9M5z7m8ADwAciIoAnZubOPmqQJGloVZjhkiSpYua4JEllMsMlSSqXOS5JUpkqznD726Qhc+zoJKtHmyw/orNRvcHqp40NrCapFHWuuE5mfg74XEQ8GXhae/hbmfnAAVz2eODuzHxo2vit7c/n0HpNSjcvAr4CvI7WU3NHRMQDwLsy86q5Jo6Io4Gjpg37Xx5J0tCpKMMlSVINqsrxiFgBvBM4Gxil9VrSSzLz8z2c+2LgbcCzaP02cTfwocy87kBqkiRpmHgvLklSucxxSZLKVGGGD6y/TVJ1tm5v0Fg3MegypOLU2rg+pR3mC3VTvgq4v8v41Ngx3U6KiFHgSOBngdOAdwBbgfOAD0XEI5l59RxzXwhc2k/RkiSVaIEzXJIk1aiCHF9Pa5WY9wPfAM4FboqIUzPzyzOdFBHjwKeBrwKXAQn8CnBtRBzpq04lSdqX9+KSJJXLHJckqUwVZPjA+ttcmFWStNgsq3OyiFgdEX8UEf8aEd+NiJ9rjx8ZER+MiOP7uOyhwMNdxnd37O9mZfvzCODXM/PKzPwkcDrwdVpPqM3lI8BPTtvO7LFuSZKKUVGGS5KkGlSR4xFxAnAW8NbMvDgzr6H1o/m3gCvmOP0iWj/Gn5aZV2Xmh2mtGDNJq/ldkiThvbgkSSUzxyVJKlOFGT7I/rYLgTunbTf2WLckSQuuthXXI+KZwN/RapbfAjSm5s/M70TEC4AnAufP89K7gBVdxg/p2D/TeQCPABunBjPzsYi4AXhHRKzOzK0zTZyZ24BtnWMR0WvdkiQVocIMlyRJFaswx9cCjwLXTA1k5u6I+Bjw7og4NjNneq3p4cD2zHy449z/jIjvzLMGSZKGlvfikiSVyxyXJKlMFWf4wPrbaC3MumHa2Bg2r0uSBqS2xnVaK649CJxE6zXg26bt3wy8so/r3g88pcv4qvbnfTOc911aT609mJmPTts3VdsorderSJK0lFWV4ZIkqXpV5fjxwN2Z+dC08Vvbn88BZmpc/yLw5oi4HPjTdl3/DXgu8CtzTexrTSVJS4T34pIklcsclySpTFVm+MD621yYVZK02Cyrca6fA/4wM79NK9yn20r3gJ7L7cDTI+LwaeMnduzfT2Y+1t53VEQsn7b7mPbnt/uoR5KkYVNVhkuSpOpVleOraP3QPt3U2DFd9k25HPgk8DbgG0ATeAvw8sz8VA9z+1pTSdJS4L24JEnlMsclSSpTlRluf5skSW11Nq4vA34wy/6jgIdn2T+TjcBBwAVTAxGxAjgP2DL1avKIWB0RPzHt3Bva557Tce4hwKuAr2fmTE+zSZK0lFSV4Rqkm8dh85q9247moCuSJFWjqhw/dIbzdnfsn8nDwN207ud/Ffg14B+AP4uIk3qY+yPAT07bzuytbEmSiuG9uCRJ5TLHJUkqU5UZbn+bVLppPRarR+2xkPp1cI1z/SNwOq3/wbyPiDgYOAu4Zb4XzcwtEbEBeE/7deFNWkF9HHB+x6HXAicDne86uRr4deDDEfF0Wk/GnQ08DXjpfGuRJGlIVZLhGrCdk61m9ZFG6/tIA1aODbYmSVIVqsrxXcCKLuOHdOyfyVW0XrX60+3VYoiITwITwAfYu8JMV77WVJK0RHgvLklSuczxIdRswpo1sx8zNgabNtVTjySpEpVluP1t0hCY1mOxdXuDe7eP0RhwWVKJ6mxcfw/wVxHxh8D17bEfiYgXA78D/Bfgoj6vvY7Wq8bPBkaBO4AzMvNLs52Umbsi4jTgCuDVwBNpvV7l9Mz8bJ+1SJI0bKrMcA3SSIPxqyeYnJz5kGYTGt5pSVLJqsrx++n+StRV7c+uK7y0X2V6PnDFVNM6QGY+EhGfAS6KiOWZuaePmiRJGibei0uSVC5zfMiM9bDmS9MFNyVpGFSd4fa3SaUbacDpEwCc2X6oceKywZUjlaq2xvXM/ExEnEtr9bSp1578Ga0nxB4C1s0VxLNcezdwcXub6ZhTZhjfBpzbz7ySJC0FVWa4Bm9ycvbm9Eajtx/lJUmLU4U5fjtwakQcnpkPdYyf2LG/myNo/RZxUJd9T6D1KtZu+yRJWlK8F5ckqVzm+PDpZRX1uVZjlyQtflVnuP1tUtm2boU9e/Y2rLsIoNS/OldcJzOvi4hPAS8BfpzW/5CeBD6bmTvqrEWSJPXODB9ujQZMTAy6CklSVSrK8Y3AG2n9eH8lQESsAM4DtmTmve2x1cBhmXlX+7xtwIPAyyLi7VMrq0fESlqvNL0rM3f1WZMkSUPFe3FJkspljkuSVCYzXNJM9uxpbVNcBFDqX62N6wCZ+X3g03XPK0mSDowZLklSuRY6xzNzS0RsAN4TEUcDTeAc4Djg/I5DrwVOprUiDZn5aERcCfwecEtEXEtrhfXzgacCv7ZQNUqSNAy8F5ckqVzmuCRJZTLDJc1k+XIXBZQWwrK6JoqIf4uIr0bEM2bYf2ZE/Ftd9UiSpN6Y4ZIklaviHF8HvB84G/gg8ATgjLlelZqZ7wJeBTwCXApcTus1q2sz8+N91iJJ0lDxXlySpHKZ45IklckMlySpHrU1rtNade2ngVsj4pe67F8JPK3GeiRJUm+OwwyXJKlUx1FRjmfm7sy8ODNXZeYhmXlCZn522jGnZGZ0OfcTmXliZo5m5mGZeVJm/kU/dUiSNKSOw3txSZJKdRzmuCRJJToOM1ySpMrV2bgO8AbgS8BfRMTlNc8tSZL6Z4ZLklQuc1ySpDKZ4ZIklcsclySpTGa4JEkVq7txfXtmvhR4B/DWiNgcET9Ucw2SJGn+zHBJkspljkuSVCYzXJKkcpnjkiSVyQyXBDePw+Y1+2yrR5uDrkoaGnU3rgOQme8EzgBOBG6LiDWDqEOSJM2PGS5JUrnMcUmSymSGS5JULnNckqQymeHSErdzEnbs26i+dXuDe7ePDaggabgcPKiJM/OvI+JngE8BtwCfGVQtkiSpd2a4JEnlMsclSSqTGS5JUrnMcUmSymSGS0vX1q2wZ0+DMy+feHys2YRGAyYuG1xd0rAYWOM6QGbeExHPA64GzgZykPVIkqTemOGSJJXLHJckqUxmuCRJ5TLHC7SjCZu7LK67cgxO3lR/PZKkgTDDpaVpz57W1qnRgDEXXJcWRJ2N66cC/zJ9MDN3A+dExCeBI2usR5Ik9cYMlySpXOa4JEllMsMlSSqXOV66lTN0JO1o1luHJKluZrikxy1fDhMTcx8naf5qa1zPzJvn2L+5rlokSVLvzHBJkspljkuSVCYzXJKkcpnjQ2CmFdW7rcAuSRoaZrgkSfWorHE9Ita1/3hdZmbH99lkZl5XVU2SJGluZrgkSeUyxw/M1q37vvrxzBn+f/TYGGzyreCSpAVkhkuSVC5zfOFN3Z/PdF8O0GxCo1FfTZKk4WOGS3rczeOwc/Lxr6tHm2zd7l82papUSBtouwAAIABJREFUueL6eiCB64E97e9zScBwlyRpsNZjhkuSVKr1mON927OntS1fPvMxTd8KLkmqxnrMcEmSSrUec3xBTd2fz6bRaD1YLknSAViPGS4JWk3rO5ow0mpW37q9wb3bx7B1XapGlY3rPwqQmXs6v0uSpEXPDJckqVzm+AFavnzvim0TE/vvX+NbwSVJ1TDDJUkqlzlegeXLu9+XS5K0gMxwSXuNNOD01l9Ap978M3HZ4MqRhllljeuZ+a3ZvkuSpMWp7gyPiBXAO4GzgVHgDuCSzPz8PK/zeeDFwIcz86IFL1SSpAJ4Ly5JUpnMcEmSymWOS5JUJjNckqTBWDboAiRJ0pK3HngD8HHg9cCjwE0R8YJeLxARvww8r5LqJEmSJEmSJEmSJEmSJEkHrLIV1yPiC32clpn5ogUvRpIk9azODI+IE4CzgIsz88r22LXAncAVwPN7uMYhwPuA99JauV2SpCXLe3FJkspkhkuSVC5zXJKkMpnhkiQNRpUrri8DYp6bK8BLkjR4dWb4WlorrF8zNZCZu4GPAc+LiGN7uMab2vNf2WcNkiQNE+/FJUkqkxkuSVK5zHFJkspkhksCYOtWaDZhzZrW1mwOuiJpuFW24npmnlLVtSVJUnVqzvDjgbsz86Fp47e2P58D3DvTyRGxGngL8OrM3BURPU8cEUcDR00bHuv5ApIkLULei0uSVCYzXJKkcpnjkiSVyQyXNGXPntY2pdGAMbtHpMpU1rguSZLUg1XA/V3Gp8aOmeP89wH/lJnX9zH3hcClfZynxWhHEzav2WfoqleMcdGGTQMqSJIkSZIWr4hYAbwTOBsYBe4ALsnMz8/zOp8HXgx8ODMvWvBCJUmSJEmSpBosXw4TE4OuQloaBtK4HhEjwA/R5fUpmbm1/ookSVIvKsjwQ4GHu4zv7tg/Uy2nAi8HTuxjXoCPABumjY0BN/Z5PQ3Kyi6POu9ocuxo/aVI0mLmvbgkSWWqKMPXA2uB9wPfAM4FboqIUzPzyz3W9cvA8/qcX5KkJWGhc7zfh88i4mXAa4FnAUcA3wZuAS7LzDvnW4ckScPO39OlIXbzOOyc3Gdo9WiTrdsbAypIWnpqbVyPiN8A3gD82CyHHVRTOZIkqUcVZvguYEWX8UM69ner52Dgg8B1mXlbH/OSmduAbdOu28+lNGgnd1lVffMa+Pf6S5Gkxch7cUmSylRVhkfECcBZwMWZeWV77FrgTuAK4Pk9XOMQWm9Bey+t5jlJktShwnvx9fT38NmzgO3AB4DvAE8GXg3cGhHPy8x/7qMWSZKGjr+nS0vAzsnWG91H9jaqb93e4N7tY9i6LtWjtsb1iHgt8GHgs8AfA+8C/oDWiqrn0mot+mBd9UiSpN5UnOH3A0/pMr6q/XnfDOetA54BvCYijpu2b6Q9ti0zf9BnXZIkDQXvxSVJKlPFGb4WeBS4ZmogM3dHxMeAd0fEsZl57xzXeBOtVeeuxMZ1SZL2UVWOH8jDZ5m5X15HxP8A/jfwG7RWY5ckaUnz93RpCRlpwOkTj389c03rc+KywZQjLTX7vc6kQv838NnM/AX2/iC+OTPfBjwTGKH1WjJJkrS4VJnhtwNPj4jDp42f2LG/m9XAE4C/B+7p2KDV1H4P8H/2WZMkScPEe3FJkspUZYYfD9ydmQ9NG7+1/fmc2U6OiNXAW4A3Z2bXN6VJkrTEVZXjXR8+Az4GPC8ijp3n9bYBPwCe1EctkiQNI39PlySpBnU2ro8B/7P950fan8sBMvN7wP8ALqyxHkmS1JsqM3wjrVepXTA1EBErgPOALVMrvEXE6oj4iY7zrgde1mUDuKn95y191iRJ0jDxXlySpDJVmeGraL0BbbqpsWPmOP99wD9l5vXznTgijo6INZ0brX9WSZKGSVU5fkAPnwFExJMi4qiIeFa7jsOBv+3hPDNckrQU+Hu6JEk1OLjGub43NV9mPhQRPwA6n/reATy5xnokSVJvKsvwzNwSERuA90TE0UATOAc4Dji/49BrgZOBaJ93F3DX9OtFBMA9mfnpfuqRJGkIeS8uSVKZqszwQ4GHu4zv7tjfVUScCrycvW9Km68LgUv7PFeSpFJUleMH+vAZwC3AM9p/3gn8Hq0V2+dihkuSlgJ/T5ckqQZ1Nq7fCTy74/stwG9ExE20Vn5/DXB3jfVIkqTeVJ3h64DLgbOBUeAO4IzM/NIBXFOSJLV4Ly5JUpmqzPBdwIou44d07N9PRBwMfBC4LjNv63PujwAbpo2NATf2eT1JkhajqnK874fPOpxHa5X1H2v/+VBab0V9bI7zzHBJ0lLg7+mSJNWgzsb1PwNeGxErMvNhWk9k/w2wtb3/EVortUiSpMWl0gzPzN3Axe1tpmNO6fFa0W8dkiQNKe/FJUkqU5UZfj/wlC7jq9qf981w3jpaK7S+JiKOm7ZvpD22LTN/MNPEmbkN2NY51n57miRJw6SqHO/r4bNOmfnVqT9HxPXAv7S/vnGO88xwSdJS4O/p0jC6eRx2Tu79vqMJI43B1SOpvsb1zPwT4E86vv99RKwBXgo8CnwuM30qTZKkRcYMlySpXOa4JEllqjjDbwdOjYjDM/OhjvETO/Z3sxp4AvD3Xfata28vAz7dZ12SJA2FCnO834fPZqpze0R8AXgVczSuS5K0FPh7ujSkdk7u06y+dXuDybvGuOhNew9pNqFhL7tUmzpXXN9PZv4b8IFB1iBJkubPDJckqVzmuCRJZVrADN9IqzntAuBKgIhYAZwHbMnMe9tjq4HDMvOu9nnX072p/S+Bm4CPAlsWoD5JkobOAuV4vw+fzeZQ4IcOsC5JkoaWv6dLQ2KkAadPAPALa/ZvVG80YGxsQLVJS9BAGtcjYhmtG+D93h+Wmd+tvyJJktQLM1ySpHKZ45IklWmhMzwzt0TEBuA9EXE00ATOAY4Dzu849Frg5Kl52w3sdzFNRADck5mutC5J0jQLnOP9PnxGRBydmdum1XYc8CLgH+ZZhyRJQ8/f06Xh1mjAxMSgq5CWrtoa1yPiCcCbgVcDxwLLZjj0oLpqkiRJczPDJUkqlzkuSVKZasjwdcDlwNnAKHAHcEZmfqnP60mSpLaqcrzfh8/avhYRf0trVfbtwI+3z3kC8Jb51CFJ0rDy93RJkupR54rrV9O6cb4F+DTwvRrnliRJ/TPDJUkqlzkuSVKZKs3wzNwNXNzeZjrmlB6vtd/qc5IkLXFV5ni/D5/9IXA68PPACLAN+Bzw7sz82gLWJ0lSyfw9XZKkGtTZuP4K4LrMPLfGOSVJ0oEzwyVJKpc5LklSmczwRaLZhDVrZt4/NgabNtVXjySpCJXleL8Pn2XmZcBlC12PJElDxntxqXQ3j8POyX3HdjRhpDGYeiR1VWfj+g9oPZEmSZLKYoZLklQuc1ySpDKZ4YvA2Njs+5vNeuqQJBXHHJckqUxmuFS6nZP7N6qPNGDlHD/ySKpVnY3rfw6cAfxRjXNKkqQDZ4ZLklQuc1ySpDKZ4YvAXCupz7YSuyRpSTPHJUkqkxkuDYORBpw+MegqJM2izsb1NwF/HBF/BfwxcC/w6PSDMvMfa6xJkiTNzQyXJKlc5rgkSWUywyVJKpc5LklSmcxwaQiNj8Pk5N7vzSY0GjMfL6l6dTaurwCWAb/Q3qYLIIGDaqxpqIyPw39/UevPZ3ZZ6cX/6EqS+mSGS5JULnNckqQymeGSJJXLHJckqUxmuDSEJif37ZtsNGBsbLA1SUtdnY3rfwy8DLge2AJ8r8a5l4TJSdjzQli+vPt+/6MrSeqTGS5JUrnMcUmSymSGS5JULnNckqQymeHSkGo0YGJi0FVImlJn4/p/BT6Umb9V45xLzvLl/odWkrTgzHAVq9mENV3eRDNlbAw2baqvHkkaAHNckqQymeGSJJXLHJckqUxmuCRJNVhW41wPAc0a55MkSQvDDFeRph7om0mz2XpjjSQNucpyPCJWRMR7I+K+iNgVEVsi4iXzOP+VEfHViPh+RDwYEV+JiNOqqFWSpAJ5Ly5JUrnMcUmSymSGS5JUgzpXXP8o8KsR8UeZ+WiN80qSpANjhqtIq1fP/haa2VZil6QhUmWOrwfWAu8HvgGcC9wUEadm5pdnOzEiLgPeDmxsX+cJwE8CT1ngGiVJKpX34pIklcsclySpTGa4VJqbx2Fnx2p1O5owMsvqdpIWhTob178OnAn8Y0T8KXAvsF/IZ+anaqxJkiTNzQyXJKlcleR4RJwAnAVcnJlXtseuBe4ErgCeP8u5J9FqWv/tzPyD+cwrSdIS4r24JEnlMsclSSqTGS6VZufkvs3qIw1YOTbYmiTNqc7G9Rs6/nzlDMckcFANtUiSpN6Z4ZIklauqHF9L6wf7ax6/SObuiPgY8O6IODYz753h3N8EHgA+EBEBPDEzd85zfkmShp334pIklcsclySpTGa4VKKRBpw+y6vYJS06dTaun1rjXJIkaeGY4ZIklauqHD8euDszH5o2fmv78zm0VqPp5kXAV4DXAZcAR0TEA8C7MvOquSaOiKOBo6YNu3yGJGnYeC8uSVK5zHFJkspkhkuFGx+Hycl9x5pNaDQGU4+k7mppXI+IQ4BnA7dn5pfqmFOSJB04M1ySpHJVnOOrgPu7jE+NHTNDTaPAkcDPAqcB7wC2AucBH4qIRzLz6jnmvhC4tJ+iJUkqgffikiSVyxyXJKlMZrg0HCYn929UbzRgzOWPpEWllsb19uvC30trNTXDXZKkQpjhkiSVq+IcPxR4uMv47o793axsfx4BnJWZNwBExEbga7RWYJ+rcf0jwIZpY2PAjXOcJ0lSEbwXlySpXOa4JEllMsOlAtw8DjunLae+owkj+y6n3mjAxESNdUmat1oa19vuBI6rcT5JkrQwzHBJkspVVY7vAlZ0GT+kY/9M5wE8AmycGszMxyLiBuAdEbE6M7fONHFmbgO2dY5FRK91S5JUCu/FJUkqlzkuSVKZzHBpMds5uX+j+kgDVrqculSaOhvX3wZ8IiL+38z8mxrnlSRJB8YMV5l2NGHzmr3fV47ByZsGV48kDUZVOX4/8JQu46van/fNcN53aa3K/mBmPjpt31Qz+igwY+O6JElLhPfikiSVyxyXJKlMZri02I004HSXU5dKV2fj+kW0/gf1ZyPiHuAe9l+BLTPzzBprkiRJczPDVZ7pT1XvaA6mDkkavKpy/Hbg1Ig4PDMf6hg/sWP/ftorq98O/ExELM/MPR27j2l/fnuetUiSNIy8F5ckqVzmuCRJZTLDJUmqQZ2N6z8FJK1V0w4CGl2OyRrrkSRJvTHDVZ7pK6t3rrwuSUtLVTm+EXgjcAFwJUBErADOA7Zk5r3tsdXAYZl5V8e5NwAnAecAH20fdwjwKuDrmTnTau2SJC0l3otLklQuc1ySpDKZ4dJicvM47Jzc+31Hs7XiuqTi1da4npnH1TWXJElaOGa4JEnlqirHM3PL/8/e/UdLcpb3gf++As8IZwY8XiNLEI219DUGjQmCtVEgsCP5Zxaxg0PGNouPhIgSeZdDsrGNwDGcYFsJOmiFg30czkaxdgeZZB1LZ4lmPTI2yTHiEJ8dWMdarUaLUV+wpawUBDGgmaCRDLz7R/fV9PR03+57b9ftrr6fzzl9au5b9Va91bfnPlVdTz1VSrkjyU2llAuSdNNLRL8kyXUDi96e5GCSMtD2z5L87ST/tJTywvQuAlyd5LuS/LdNjBcA2sa5OAC0lzgOAO0khsOCObV6drL63pVzn7wOtNJ2VlwHAAAAlsc1SW5ML+l8X5L7kryu1vqJ9TrVWp8opfxAkpuT/K0kfynJvUmuqrX+XrNDBgAAAAAAoBX2riRXnRg7+9ChZHWgKHu3m6woyg4Lb9sT10spB5NclV4ltST5syTHaq33bPdYAIDpieEA0F5NxPFa6+kkN/Rf45a5Ykz7Y0mu3ey2AWCncC4OAO0ljgNAO4nh0B6rq2cnq6+sJB1F2WHhbVvieillV5L/LcmPpfeI8K/0Z31bkp8rpXwkyX9Xa/2LTax7d5JfztlV3t5da/3YBtfzsSQ/lOSf1lrfttFxAMAyajKGAwDNEscBoJ3EcABoL3EcANqp6Rguvw2asbKSnBhflB1YQOdt47bek+RvJHl/kotqrd9ea/32JBcmuSXJG5L8w02u+0iSn03yL5L8j0m+keTuUsqrp11BKeUNSV65ye0DwDJrMoYDAM0SxwGgncRwAGgvcRwA2qnpGH4k8ttgvHsOJccOnHmd7M57REBDtjNx/U1JPlRrfUet9QtrjbXWx2qt70xye3p3lG1IKeUVSd6Y5B/UWm+otd6a5AfSe0zLzVOu4/z0Djret9HtA8AO0EgMBwC2hTgOAO0khgNAe4njANBOjcVw+W0whVOrZyer711J9nTmNx6gMduZuH5RkuPrzD+e3h1qG3U4vTvQbl1rqLWeTnJbkleWUi6eYh3vSO+9uGUT2weAZddUDAcAmieOA0A7ieEA0F7iOAC0U5MxXH4bTGPvSnLViTOvg0fnPSKgAduZuP4fklyxzvyD/WU26mVJPltrfXyo/VP96WXrdS6l7E/y80neWWt9YiMbLqVcUEo5MPhK4jYfAJZNUzEcAGieOA4A7SSGA0B7ieMA0E5NxvC55bfBsjh0KDlw4OxXtzu5H7B4nrmN2/pQkl8qpXwlyT9J0k1Sk3x3kr+f5MeTvGcT670oyaMj2tfanjeh//uT/HGt9bc2se23ZnNjBoA2aSqGAwDNE8cBoJ3EcABoL3EcANqpyRg+t/y2UsoFSZ471KwwK/N1z6Hk1OrZbSe7vYrrY6yu9hLVVwYWWVlJOj7N0Drbmbj+3vSC3vVJ/k6Sb/bbz0tS0gv+793Eep+V5MkR7acH5o9USrkyyd9McvkmtpskH0xyx1BbJ8ldm1wfACyipmI4ANA8cRwA2kkMB4D2EscBoJ2ajOHzzG9TmJXFc2r13ET1vSvJnvWz0FdWkhMnGh4b0LhtS1yvtX4jybWllF9J8tok39Wf9WdJ7q613rfJVT+RZPeI9vMH5p+jlPLMJL+W5DdrrZ/ezIZrrY8leWxovZtZFQAsrAZjOADQMHEcANpJDAeA9hLHAaCdGo7hc8tvi8KsLKq9K8lVstBhJ9rOiutJkn4Qn+XJ+KNJnj+i/aL+9JEx/a5J8j1JfrqUcsnQvL39tsdqrV/b+hABoP0aiOEAwDYRxwGgncRwAGgvcRwA2qmhGD63/DaFWQFYNOfNewAzcG+SF5ZSnj3UfvnA/FH2J/mWJP8uyecHXkkv6H8+yY/MdqgAAAAAAAAAAADsIPLbAKCv0YrrpZSN3n1Wa60v3WCfO5O8Pcn1SW7pb3d3krckOV5rfbjftj/Jt9ZaP9Pv91sZHfQ/kuTuJP88yfENjgUAlsI2xXAAoAHiOAC0kxgOAO0ljgNAO21jDJffxs52z6Hk1OqZn092k70r63Y5dChZHejS7SYr63cBWqLRxPUkf56kTrHchek91mSaZc9Saz1eSrkjyU2llAuSdJO8OcklSa4bWPT2JAeTlH6/zyT5TIb0H4Xy+Vrrv97oWABgiTQewwGAxojjANBOYjgAtJc4DgDttC0xXH4bO96p1bOT1feuJHs663ZZXT07WX1lJems3wVoiUYT12utV6w3v5RyYZJ3JvnpJN9I8pub3NQ1SW5McnWSfUnuS/K6WusnNrk+ANjRtjGGAwAzJo4DQDuJ4QDQXuI4ALTTNsdw+W3sDMPV1ZMzSetXndjQqlZWkhMb6wK0QNMV10cqpXxnkp9P7/En35Lkw0n+ca11dd2OY9RaTye5of8at8wVU66rbGYMALATzDqGAwDbRxwHgHYSwwGgvcRxAGinJmK4/DZ2jOHq6slUFdaBnWNbE9cH7kIbDOr/qNb6ue0cBwCwMWI4ALSXOA4A7SSGA0B7ieMA0E5iOMzIJqqrHzqUrA7cGtLt9iquA8tnWxLX+0H955P8nfSC+m+mF9Q/vx3bZ7a63eTAgfHzO53k6NHtGw8AzRHDAaC9xHEAaCcxHADaSxwHgHYSw2EL7jnUq7K+Zrja+pRWV89OVl9Z6eUhAsun0cT1UspFORPUn5nk9vQemyKot9SkYNDtbs84AGiWGA4A7SWOA0A7ieEA0F7iOAC0kxgOM3Bq9exk9b0ryZ7NZZyvrCQnNlaoHWihpiuurybZneTeJO9N8vkk+0op+8Z1qLX++4bHxBZMqqS+XiV2AFpFDAeA9hLHAaCdxHAAaC9xHADaSQyHWdi7klwl4xyYTtOJ6+f3py9L8tsTli1JapJnNDoiAGAaYjgAtJc4DgDtJIYDQHuJ4wDQTmI4AGyzphPX39Lw+gGAZojhANBe4jgAtJMYDgDtJY4DQDuJ4bAR9xxKTq2e3Xay26u4DjClRhPXa60fanL9AEAzxHAAaC9xHADaSQwHgPYSx0mSbjc5cGD9ZTqd5OjR7RkPAJOJ4TDBcKL6Vx/oTZ9z6Zm2vSvJns72jgtotaYrrgMAwGI42U2Onblq8Os/3snb7nCFAAAAAACArelMkavV7TY/DgCAmTq1enZF9edc2ktSP+g6O7B5EtcBAFh+w3d4n+zm4n3zGQoAAAAAAMtlmirqk6qxAwAspL0ryVUnZrrKQ4eS1dWz27rdZGVlppsBFpTEdQAAlt/wHd/HDiRfmM9QAAAAAAA2o5SyO8kvJ7k6yb4k9yV5d631YxP6vSHJTyb5/iQXJnk4ye8kubHW+pVGBw0AQDvcc6hXYX3QYLX1LRhOVH/ggd700kvPtK2sTPcUG6D9JK4DAAAAAAAAwOI7kuRwkg8keTDJtUnuLqVcWWv95Dr9bk3ySJIPJ3koyUuSvC3Ja0spL6+1PtHkoAE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          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "0dDQG-f4J8WY"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}