Way ahead with DP(Assignment 3-part2).ipynb

way-ahead-with-dp-assignment-3-part2.ipynb

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  "metadata": {
    "colab": {
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/gist/ykp-kgp/fc52b3ff97377634e3e7974091db8a0b/way-ahead-with-dp-assignment-3-part2.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "JWDKhtNiyN13"
      },
      "outputs": [],
      "source": [
        "# Load the data and libraries\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "from scipy import stats\n",
        "import matplotlib.pyplot as plt\n",
        "plt.style.use('seaborn-v0_8-whitegrid')\n",
        "\n",
        "def laplace_mech(v, sensitivity, epsilon):\n",
        "    return v + np.random.laplace(loc=0, scale=sensitivity / epsilon)\n",
        "\n",
        "def gaussian_mech(v, sensitivity, epsilon, delta):\n",
        "    return v + np.random.normal(loc=0, scale=sensitivity * np.sqrt(2*np.log(1.25/delta)) / epsilon)\n",
        "\n",
        "def pct_error(orig, priv):\n",
        "    return np.abs(orig - priv)/orig * 100.0\n",
        "\n",
        "adult = pd.read_csv('/content/adult_with_pii.csv')"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Question 1( 7 marks)\n",
        "\n",
        "Implement the dp_occupation_histogram function below. It should return a differentially private histogram over the Occupation column in the adult dataset. Your function should have a total privacy cost of epsilon and should use parallel composition.\n",
        "(use laplace mechanism)"
      ],
      "metadata": {
        "id": "lFlztlx1-nEj"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def dp_occupation_histogram(epsilon):\n",
        "    counts = adult['Occupation'].value_counts().sort_index()\n",
        "    sensitivity = 1\n",
        "    noisy_counts = counts.apply(lambda x: laplace_mech(x, sensitivity, epsilon))\n",
        "    noisy_counts = noisy_counts.clip(lower=0)\n",
        "\n",
        "\n",
        "    noisy_counts.plot(kind='bar', figsize=(12, 5), title='DP Occupation Histogram (ε={})'.format(epsilon))\n",
        "    plt.ylabel('Noisy Count')\n",
        "    plt.xlabel('Occupation')\n",
        "    plt.tight_layout()\n",
        "    plt.show()\n",
        "\n",
        "    return noisy_counts\n",
        "\n",
        "\n",
        "dp_occupation_histogram(1.0)"
      ],
      "metadata": {
        "id": "ZySpAGaJyxbg",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "4cf9f4fb-746a-4843-fa7e-6c32d3ba8548"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 1 Axes>"
            ],
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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Occupation\n",
              "Adm-clerical         3769.683450\n",
              "Armed-Forces            9.507909\n",
              "Baby                    1.207387\n",
              "Craft-repair         4100.489810\n",
              "Exec-managerial      4067.255602\n",
              "Farming-fishing       994.056205\n",
              "Handlers-cleaners    1369.847861\n",
              "Machine-op-inspct    1998.611933\n",
              "Other-service        3295.160431\n",
              "Priv-house-serv       148.948722\n",
              "Prof-specialty       4139.655561\n",
              "Protective-serv       648.775747\n",
              "Sales                3649.769189\n",
              "Tech-support          927.660165\n",
              "Transport-moving     1598.027075\n",
              "Name: count, dtype: float64"
            ],
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>count</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Occupation</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Adm-clerical</th>\n",
              "      <td>3769.683450</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Armed-Forces</th>\n",
              "      <td>9.507909</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Baby</th>\n",
              "      <td>1.207387</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Craft-repair</th>\n",
              "      <td>4100.489810</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Exec-managerial</th>\n",
              "      <td>4067.255602</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Farming-fishing</th>\n",
              "      <td>994.056205</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Handlers-cleaners</th>\n",
              "      <td>1369.847861</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Machine-op-inspct</th>\n",
              "      <td>1998.611933</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Other-service</th>\n",
              "      <td>3295.160431</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Priv-house-serv</th>\n",
              "      <td>148.948722</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Prof-specialty</th>\n",
              "      <td>4139.655561</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Protective-serv</th>\n",
              "      <td>648.775747</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Sales</th>\n",
              "      <td>3649.769189</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Tech-support</th>\n",
              "      <td>927.660165</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Transport-moving</th>\n",
              "      <td>1598.027075</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div><br><label><b>dtype:</b> float64</label>"
            ]
          },
          "metadata": {},
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "\\begin{equation}\n",
        "\\text{Let's denote the differentially private histogram of the 'Occupation' column in the adult dataset with a privacy parameter (epsilon) of 1.0 as } H_{\\text{DP}}^{(1)}, \\text{ and the true histogram as } H_{\\text{True}}. \\text{ The absolute difference between the elements of these histograms is denoted as } \\Delta H^{(1)} = | H_{\\text{DP}}^{(1)} - H_{\\text{True}} |. \\\\\n",
        "\\text{Now, considering a set of } N = 200 \\text{ repetitions, we can represent the expression as a sequence:} \\\\\n",
        "\\Delta H^{(1)}_1, \\Delta H^{(1)}_2, \\Delta H^{(1)}_3, \\ldots, \\Delta H^{(1)}_N \\\\\n",
        "\\text{Where each } \\Delta H^{(1)}_i \\text{ represents the absolute differences between the differentially private histogram and the true histogram for the } i^{th} \\text{ repetition.} \\\\\n",
        "\\text{Mathematically, each } \\Delta H^{(1)}_i \\text{ can be calculated using the formula:} \\\\\n",
        "\\Delta H^{(1)}_i = | H_{\\text{DP}}^{(1)} - H_{\\text{True}} | \\\\\n",
        "\\text{Finally, the entire expression can be written as a list comprehension:} \\\\\n",
        "\\text{dp_results} = [ \\Delta H^{(1)}_i \\text{ for } i \\text{ in range}(N) ] \\\\\n",
        "\\end{equation}\n"
      ],
      "metadata": {
        "id": "hF8wzWTX_9R8"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Based on above answer these questions:\n",
        "\n",
        "1) Generate 200 differentially private histograms with epsilon value=1\n",
        "\n",
        "2)Compute the DP results \"dp_rseults\"\n",
        "\n",
        "3)Flatten the list of histograms into a single list of absolute differences\n",
        "\n",
        "4)Generate a sample of Laplace noise with scale = 1/1.0 and generate a list of 2000 samples\n",
        "\n",
        "5)What is the  Wasserstein distance between the differential private results list above and the Laplace noise, what  is the integer upper bound\n",
        "\n",
        "6)can you  assert that the Wasserstein distance between the differential private results and the Laplace noise is greater than 0,write the code\n",
        "\n",
        "7)If you partition the data by both occupation and age (i.e. a contingency table), would parallel composition still apply? Why or why not?\n",
        "\n"
      ],
      "metadata": {
        "id": "Oksoek7rA2fT"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Your answer to each\n",
        "\n",
        "yes grouping by age and occupation partitions it into two disjoint datasets"
      ],
      "metadata": {
        "id": "EqKVTDZDFiMg"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 1: Generate 200 differentially private histograms with epsilon value=1"
      ],
      "metadata": {
        "id": "eQhTPAsN3-vc"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "N = 200\n",
        "epsilon = 1.0\n",
        "\n",
        "# True histogram (fixed)\n",
        "H_true = adult['Occupation'].value_counts().sort_index()\n",
        "\n",
        "# 200 repetitions of noisy histograms\n",
        "dp_histograms = [\n",
        "    H_true.apply(lambda x: laplace_mech(x, 1, epsilon)).clip(lower=0)\n",
        "    for _ in range(N)\n",
        "]"
      ],
      "metadata": {
        "id": "ZkK462yt3KxZ"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "dp_histograms"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qkH0ZAoP4Ibl",
        "outputId": "68bc3de7-e010-4c38-af45-f0f1ad31c1cb"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[Occupation\n",
              " Adm-clerical         3770.938060\n",
              " Armed-Forces            8.854463\n",
              " Baby                    0.572282\n",
              " Craft-repair         4100.340899\n",
              " Exec-managerial      4061.980411\n",
              " Farming-fishing       992.963365\n",
              " Handlers-cleaners    1371.264800\n",
              " Machine-op-inspct    2002.958448\n",
              " Other-service        3293.631106\n",
              " Priv-house-serv       149.344515\n",
              " Prof-specialty       4140.159375\n",
              " Protective-serv       649.263138\n",
              " Sales                3650.612525\n",
              " Tech-support          928.734488\n",
              " Transport-moving     1598.148418\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3767.073313\n",
              " Armed-Forces            9.217953\n",
              " Baby                    0.853133\n",
              " Craft-repair         4105.118503\n",
              " Exec-managerial      4063.713868\n",
              " Farming-fishing       995.407580\n",
              " Handlers-cleaners    1371.392359\n",
              " Machine-op-inspct    2003.738009\n",
              " Other-service        3299.198974\n",
              " Priv-house-serv       149.230508\n",
              " Prof-specialty       4136.932951\n",
              " Protective-serv       651.382373\n",
              " Sales                3650.169897\n",
              " Tech-support          927.814926\n",
              " Transport-moving     1597.924863\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3768.475447\n",
              " Armed-Forces            8.645030\n",
              " Baby                    0.432962\n",
              " Craft-repair         4098.958589\n",
              " Exec-managerial      4064.858159\n",
              " Farming-fishing       994.155820\n",
              " Handlers-cleaners    1368.910001\n",
              " Machine-op-inspct    2002.930054\n",
              " Other-service        3293.389129\n",
              " Priv-house-serv       148.635401\n",
              " Prof-specialty       4138.945509\n",
              " Protective-serv       649.619261\n",
              " Sales                3650.511148\n",
              " Tech-support          928.225102\n",
              " Transport-moving     1596.433110\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.356764\n",
              " Armed-Forces            8.829999\n",
              " Baby                    3.371623\n",
              " Craft-repair         4098.278015\n",
              " Exec-managerial      4065.809981\n",
              " Farming-fishing       995.334309\n",
              " Handlers-cleaners    1369.764262\n",
              " Machine-op-inspct    1995.958122\n",
              " Other-service        3291.983063\n",
              " Priv-house-serv       149.117256\n",
              " Prof-specialty       4142.648656\n",
              " Protective-serv       646.797135\n",
              " Sales                3652.915189\n",
              " Tech-support          925.449834\n",
              " Transport-moving     1596.961526\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3771.570818\n",
              " Armed-Forces           10.703322\n",
              " Baby                    0.432315\n",
              " Craft-repair         4101.184241\n",
              " Exec-managerial      4065.180451\n",
              " Farming-fishing       996.171209\n",
              " Handlers-cleaners    1371.166089\n",
              " Machine-op-inspct    2001.319208\n",
              " Other-service        3292.114796\n",
              " Priv-house-serv       149.917384\n",
              " Prof-specialty       4139.167164\n",
              " Protective-serv       647.652582\n",
              " Sales                3648.245003\n",
              " Tech-support          929.379192\n",
              " Transport-moving     1595.615257\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.602926\n",
              " Armed-Forces            8.571442\n",
              " Baby                    0.515480\n",
              " Craft-repair         4100.715598\n",
              " Exec-managerial      4065.738768\n",
              " Farming-fishing       991.758308\n",
              " Handlers-cleaners    1379.172369\n",
              " Machine-op-inspct    2001.431036\n",
              " Other-service        3298.527456\n",
              " Priv-house-serv       147.073337\n",
              " Prof-specialty       4140.374649\n",
              " Protective-serv       651.894456\n",
              " Sales                3650.803715\n",
              " Tech-support          927.768652\n",
              " Transport-moving     1597.918837\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.989162\n",
              " Armed-Forces            9.258070\n",
              " Baby                    0.922631\n",
              " Craft-repair         4099.529633\n",
              " Exec-managerial      4066.950455\n",
              " Farming-fishing       992.311497\n",
              " Handlers-cleaners    1369.448802\n",
              " Machine-op-inspct    2001.927465\n",
              " Other-service        3295.656195\n",
              " Priv-house-serv       148.437676\n",
              " Prof-specialty       4140.835191\n",
              " Protective-serv       649.114366\n",
              " Sales                3649.974961\n",
              " Tech-support          927.355377\n",
              " Transport-moving     1595.876221\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3768.005447\n",
              " Armed-Forces            8.760604\n",
              " Baby                    3.311110\n",
              " Craft-repair         4100.520466\n",
              " Exec-managerial      4066.241546\n",
              " Farming-fishing       994.135819\n",
              " Handlers-cleaners    1370.186190\n",
              " Machine-op-inspct    2002.182333\n",
              " Other-service        3292.919062\n",
              " Priv-house-serv       149.157639\n",
              " Prof-specialty       4139.900311\n",
              " Protective-serv       649.690939\n",
              " Sales                3650.716461\n",
              " Tech-support          928.991882\n",
              " Transport-moving     1597.202102\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.885112\n",
              " Armed-Forces            8.625246\n",
              " Baby                    4.665694\n",
              " Craft-repair         4099.965804\n",
              " Exec-managerial      4066.779253\n",
              " Farming-fishing       993.341310\n",
              " Handlers-cleaners    1373.433921\n",
              " Machine-op-inspct    1999.399242\n",
              " Other-service        3294.364863\n",
              " Priv-house-serv       149.346551\n",
              " Prof-specialty       4138.268272\n",
              " Protective-serv       649.897648\n",
              " Sales                3650.311019\n",
              " Tech-support          926.772019\n",
              " Transport-moving     1597.690382\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.236758\n",
              " Armed-Forces            9.158968\n",
              " Baby                    1.332942\n",
              " Craft-repair         4099.934091\n",
              " Exec-managerial      4066.938735\n",
              " Farming-fishing       992.771740\n",
              " Handlers-cleaners    1371.811122\n",
              " Machine-op-inspct    2003.724048\n",
              " Other-service        3297.619884\n",
              " Priv-house-serv       147.845481\n",
              " Prof-specialty       4140.893040\n",
              " Protective-serv       648.225082\n",
              " Sales                3649.756223\n",
              " Tech-support          927.989069\n",
              " Transport-moving     1596.918081\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3766.946153\n",
              " Armed-Forces            9.576949\n",
              " Baby                    2.732656\n",
              " Craft-repair         4100.333314\n",
              " Exec-managerial      4066.587254\n",
              " Farming-fishing       994.769564\n",
              " Handlers-cleaners    1368.671989\n",
              " Machine-op-inspct    2000.446946\n",
              " Other-service        3295.580726\n",
              " Priv-house-serv       148.737512\n",
              " Prof-specialty       4141.481777\n",
              " Protective-serv       648.255971\n",
              " Sales                3649.677462\n",
              " Tech-support          927.895020\n",
              " Transport-moving     1597.471696\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.591054\n",
              " Armed-Forces           10.163952\n",
              " Baby                    0.000000\n",
              " Craft-repair         4101.100921\n",
              " Exec-managerial      4066.782194\n",
              " Farming-fishing       993.495039\n",
              " Handlers-cleaners    1369.138505\n",
              " Machine-op-inspct    2000.265359\n",
              " Other-service        3295.067759\n",
              " Priv-house-serv       149.257488\n",
              " Prof-specialty       4140.153548\n",
              " Protective-serv       649.079744\n",
              " Sales                3648.233709\n",
              " Tech-support          922.588160\n",
              " Transport-moving     1597.237385\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3771.816655\n",
              " Armed-Forces            9.360456\n",
              " Baby                    1.966831\n",
              " Craft-repair         4098.896680\n",
              " Exec-managerial      4065.934897\n",
              " Farming-fishing       991.234679\n",
              " Handlers-cleaners    1370.337310\n",
              " Machine-op-inspct    2002.140538\n",
              " Other-service        3295.237539\n",
              " Priv-house-serv       149.564051\n",
              " Prof-specialty       4140.539844\n",
              " Protective-serv       649.400865\n",
              " Sales                3650.481253\n",
              " Tech-support          928.199474\n",
              " Transport-moving     1596.474689\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.507202\n",
              " Armed-Forces           10.103771\n",
              " Baby                    0.861447\n",
              " Craft-repair         4099.383297\n",
              " Exec-managerial      4066.607333\n",
              " Farming-fishing       994.245496\n",
              " Handlers-cleaners    1370.948651\n",
              " Machine-op-inspct    2000.407425\n",
              " Other-service        3296.905595\n",
              " Priv-house-serv       149.204636\n",
              " Prof-specialty       4141.134202\n",
              " Protective-serv       649.127852\n",
              " Sales                3649.999801\n",
              " Tech-support          927.225027\n",
              " Transport-moving     1597.674248\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.689054\n",
              " Armed-Forces            8.801725\n",
              " Baby                    0.934258\n",
              " Craft-repair         4099.098816\n",
              " Exec-managerial      4066.582085\n",
              " Farming-fishing       997.363369\n",
              " Handlers-cleaners    1369.643409\n",
              " Machine-op-inspct    2001.236740\n",
              " Other-service        3294.874517\n",
              " Priv-house-serv       151.293766\n",
              " Prof-specialty       4141.866875\n",
              " Protective-serv       649.507650\n",
              " Sales                3648.969697\n",
              " Tech-support          927.264612\n",
              " Transport-moving     1596.859641\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.189866\n",
              " Armed-Forces            9.615448\n",
              " Baby                    1.570919\n",
              " Craft-repair         4100.668868\n",
              " Exec-managerial      4066.364311\n",
              " Farming-fishing       995.562979\n",
              " Handlers-cleaners    1370.317128\n",
              " Machine-op-inspct    2001.636821\n",
              " Other-service        3294.108512\n",
              " Priv-house-serv       149.559705\n",
              " Prof-specialty       4141.049956\n",
              " Protective-serv       650.095535\n",
              " Sales                3646.415272\n",
              " Tech-support          927.105175\n",
              " Transport-moving     1598.453718\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.776317\n",
              " Armed-Forces            9.837190\n",
              " Baby                    1.056239\n",
              " Craft-repair         4099.196560\n",
              " Exec-managerial      4064.765028\n",
              " Farming-fishing       989.392737\n",
              " Handlers-cleaners    1370.286816\n",
              " Machine-op-inspct    2000.377291\n",
              " Other-service        3294.603918\n",
              " Priv-house-serv       150.269437\n",
              " Prof-specialty       4140.291536\n",
              " Protective-serv       647.679080\n",
              " Sales                3648.597145\n",
              " Tech-support          931.659231\n",
              " Transport-moving     1595.964258\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.778860\n",
              " Armed-Forces            7.979265\n",
              " Baby                    0.977905\n",
              " Craft-repair         4102.933135\n",
              " Exec-managerial      4065.153006\n",
              " Farming-fishing       993.601722\n",
              " Handlers-cleaners    1368.171644\n",
              " Machine-op-inspct    2000.391596\n",
              " Other-service        3295.382224\n",
              " Priv-house-serv       147.716712\n",
              " Prof-specialty       4139.499332\n",
              " Protective-serv       647.697899\n",
              " Sales                3649.201836\n",
              " Tech-support          928.103515\n",
              " Transport-moving     1597.201065\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.092042\n",
              " Armed-Forces            8.587608\n",
              " Baby                    0.989952\n",
              " Craft-repair         4100.333500\n",
              " Exec-managerial      4065.695328\n",
              " Farming-fishing       992.110930\n",
              " Handlers-cleaners    1370.937312\n",
              " Machine-op-inspct    2003.257656\n",
              " Other-service        3294.820665\n",
              " Priv-house-serv       148.869834\n",
              " Prof-specialty       4138.028182\n",
              " Protective-serv       650.145766\n",
              " Sales                3648.862438\n",
              " Tech-support          928.196714\n",
              " Transport-moving     1596.926508\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.881078\n",
              " Armed-Forces           11.657356\n",
              " Baby                    0.854667\n",
              " Craft-repair         4099.097818\n",
              " Exec-managerial      4068.239826\n",
              " Farming-fishing       991.704018\n",
              " Handlers-cleaners    1369.597022\n",
              " Machine-op-inspct    2007.281634\n",
              " Other-service        3293.409184\n",
              " Priv-house-serv       149.274297\n",
              " Prof-specialty       4136.556247\n",
              " Protective-serv       649.593306\n",
              " Sales                3649.854522\n",
              " Tech-support          929.572486\n",
              " Transport-moving     1597.356722\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.884622\n",
              " Armed-Forces            8.622848\n",
              " Baby                    1.164208\n",
              " Craft-repair         4100.447819\n",
              " Exec-managerial      4066.981155\n",
              " Farming-fishing       993.748922\n",
              " Handlers-cleaners    1369.412770\n",
              " Machine-op-inspct    2002.372620\n",
              " Other-service        3294.773879\n",
              " Priv-house-serv       147.624962\n",
              " Prof-specialty       4140.323777\n",
              " Protective-serv       650.301492\n",
              " Sales                3648.420435\n",
              " Tech-support          927.637477\n",
              " Transport-moving     1599.731932\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3766.867558\n",
              " Armed-Forces            8.584026\n",
              " Baby                    0.000000\n",
              " Craft-repair         4097.882659\n",
              " Exec-managerial      4064.626210\n",
              " Farming-fishing       994.514836\n",
              " Handlers-cleaners    1367.957283\n",
              " Machine-op-inspct    2000.296375\n",
              " Other-service        3295.577849\n",
              " Priv-house-serv       148.915675\n",
              " Prof-specialty       4139.803929\n",
              " Protective-serv       648.541498\n",
              " Sales                3649.676155\n",
              " Tech-support          927.498811\n",
              " Transport-moving     1596.478505\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.982917\n",
              " Armed-Forces            7.103397\n",
              " Baby                    0.140563\n",
              " Craft-repair         4098.366512\n",
              " Exec-managerial      4067.943447\n",
              " Farming-fishing       993.972130\n",
              " Handlers-cleaners    1370.072922\n",
              " Machine-op-inspct    2000.964500\n",
              " Other-service        3294.719365\n",
              " Priv-house-serv       149.924332\n",
              " Prof-specialty       4140.265800\n",
              " Protective-serv       648.569232\n",
              " Sales                3646.726000\n",
              " Tech-support          927.325218\n",
              " Transport-moving     1597.015340\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.288829\n",
              " Armed-Forces            9.099798\n",
              " Baby                    1.354108\n",
              " Craft-repair         4097.808200\n",
              " Exec-managerial      4065.677322\n",
              " Farming-fishing       994.346106\n",
              " Handlers-cleaners    1368.782224\n",
              " Machine-op-inspct    2001.607482\n",
              " Other-service        3292.962168\n",
              " Priv-house-serv       148.507392\n",
              " Prof-specialty       4139.168650\n",
              " Protective-serv       648.733017\n",
              " Sales                3650.119017\n",
              " Tech-support          927.783847\n",
              " Transport-moving     1596.697832\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3771.647831\n",
              " Armed-Forces            7.177382\n",
              " Baby                    0.000000\n",
              " Craft-repair         4099.866502\n",
              " Exec-managerial      4066.723302\n",
              " Farming-fishing       997.188948\n",
              " Handlers-cleaners    1367.989674\n",
              " Machine-op-inspct    2003.095628\n",
              " Other-service        3294.794311\n",
              " Priv-house-serv       148.649532\n",
              " Prof-specialty       4137.276733\n",
              " Protective-serv       648.311429\n",
              " Sales                3649.909678\n",
              " Tech-support          928.496723\n",
              " Transport-moving     1597.305590\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.265184\n",
              " Armed-Forces            7.102805\n",
              " Baby                    1.202745\n",
              " Craft-repair         4100.012346\n",
              " Exec-managerial      4066.389982\n",
              " Farming-fishing       997.386200\n",
              " Handlers-cleaners    1371.206671\n",
              " Machine-op-inspct    2002.949719\n",
              " Other-service        3294.958160\n",
              " Priv-house-serv       148.631505\n",
              " Prof-specialty       4140.017974\n",
              " Protective-serv       646.071620\n",
              " Sales                3650.242561\n",
              " Tech-support          927.996645\n",
              " Transport-moving     1595.469827\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3771.737149\n",
              " Armed-Forces           10.995038\n",
              " Baby                    0.977915\n",
              " Craft-repair         4101.194947\n",
              " Exec-managerial      4067.401531\n",
              " Farming-fishing       991.827596\n",
              " Handlers-cleaners    1369.881996\n",
              " Machine-op-inspct    2001.353502\n",
              " Other-service        3294.842034\n",
              " Priv-house-serv       150.314356\n",
              " Prof-specialty       4138.786871\n",
              " Protective-serv       648.907452\n",
              " Sales                3644.302933\n",
              " Tech-support          927.000401\n",
              " Transport-moving     1598.581443\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.577845\n",
              " Armed-Forces           10.973408\n",
              " Baby                    0.543218\n",
              " Craft-repair         4099.651423\n",
              " Exec-managerial      4067.357847\n",
              " Farming-fishing       995.037686\n",
              " Handlers-cleaners    1368.991860\n",
              " Machine-op-inspct    2001.990725\n",
              " Other-service        3295.887366\n",
              " Priv-house-serv       149.808158\n",
              " Prof-specialty       4140.566469\n",
              " Protective-serv       648.365057\n",
              " Sales                3649.981317\n",
              " Tech-support          928.818067\n",
              " Transport-moving     1593.565613\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.759145\n",
              " Armed-Forces            8.888018\n",
              " Baby                    0.650564\n",
              " Craft-repair         4101.976604\n",
              " Exec-managerial      4065.064103\n",
              " Farming-fishing       994.103753\n",
              " Handlers-cleaners    1371.276632\n",
              " Machine-op-inspct    2000.702125\n",
              " Other-service        3296.341710\n",
              " Priv-house-serv       149.013561\n",
              " Prof-specialty       4139.178870\n",
              " Protective-serv       649.339438\n",
              " Sales                3654.452424\n",
              " Tech-support          928.670692\n",
              " Transport-moving     1596.619292\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.591922\n",
              " Armed-Forces            7.324673\n",
              " Baby                    1.047129\n",
              " Craft-repair         4100.913025\n",
              " Exec-managerial      4066.233323\n",
              " Farming-fishing       994.312409\n",
              " Handlers-cleaners    1371.347521\n",
              " Machine-op-inspct    2003.139964\n",
              " Other-service        3296.364723\n",
              " Priv-house-serv       148.867640\n",
              " Prof-specialty       4136.916029\n",
              " Protective-serv       648.285687\n",
              " Sales                3650.183616\n",
              " Tech-support          930.596554\n",
              " Transport-moving     1595.902022\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.155452\n",
              " Armed-Forces            6.568605\n",
              " Baby                    1.706704\n",
              " Craft-repair         4099.933007\n",
              " Exec-managerial      4066.408170\n",
              " Farming-fishing       994.357269\n",
              " Handlers-cleaners    1369.899201\n",
              " Machine-op-inspct    2002.000785\n",
              " Other-service        3294.180618\n",
              " Priv-house-serv       149.516396\n",
              " Prof-specialty       4139.203520\n",
              " Protective-serv       649.638413\n",
              " Sales                3650.031134\n",
              " Tech-support          924.633978\n",
              " Transport-moving     1596.513130\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.798603\n",
              " Armed-Forces           12.465714\n",
              " Baby                    2.246170\n",
              " Craft-repair         4099.111417\n",
              " Exec-managerial      4065.940520\n",
              " Farming-fishing       993.710006\n",
              " Handlers-cleaners    1370.104177\n",
              " Machine-op-inspct    2001.938494\n",
              " Other-service        3296.416332\n",
              " Priv-house-serv       148.636767\n",
              " Prof-specialty       4142.291631\n",
              " Protective-serv       646.756140\n",
              " Sales                3650.146408\n",
              " Tech-support          931.244347\n",
              " Transport-moving     1597.885209\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.489419\n",
              " Armed-Forces            9.436445\n",
              " Baby                    2.101226\n",
              " Craft-repair         4100.179562\n",
              " Exec-managerial      4064.713830\n",
              " Farming-fishing       994.246069\n",
              " Handlers-cleaners    1369.280200\n",
              " Machine-op-inspct    2001.572301\n",
              " Other-service        3295.137924\n",
              " Priv-house-serv       148.989551\n",
              " Prof-specialty       4137.430117\n",
              " Protective-serv       649.552380\n",
              " Sales                3645.671710\n",
              " Tech-support          927.371308\n",
              " Transport-moving     1599.357320\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3768.843051\n",
              " Armed-Forces           11.907981\n",
              " Baby                    0.630675\n",
              " Craft-repair         4101.694402\n",
              " Exec-managerial      4065.606991\n",
              " Farming-fishing       992.157274\n",
              " Handlers-cleaners    1370.399567\n",
              " Machine-op-inspct    2001.295219\n",
              " Other-service        3298.018749\n",
              " Priv-house-serv       149.640662\n",
              " Prof-specialty       4139.946047\n",
              " Protective-serv       648.772055\n",
              " Sales                3649.897717\n",
              " Tech-support          928.407354\n",
              " Transport-moving     1594.751584\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3765.539932\n",
              " Armed-Forces            8.948231\n",
              " Baby                    0.000000\n",
              " Craft-repair         4100.368970\n",
              " Exec-managerial      4066.423299\n",
              " Farming-fishing       993.180169\n",
              " Handlers-cleaners    1373.126574\n",
              " Machine-op-inspct    2000.705424\n",
              " Other-service        3293.376281\n",
              " Priv-house-serv       149.382383\n",
              " Prof-specialty       4137.798998\n",
              " Protective-serv       649.524056\n",
              " Sales                3649.341463\n",
              " Tech-support          928.078485\n",
              " Transport-moving     1596.075387\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.843736\n",
              " Armed-Forces            9.845939\n",
              " Baby                    0.447945\n",
              " Craft-repair         4100.197479\n",
              " Exec-managerial      4066.933477\n",
              " Farming-fishing       995.534463\n",
              " Handlers-cleaners    1372.228397\n",
              " Machine-op-inspct    2001.294510\n",
              " Other-service        3296.972083\n",
              " Priv-house-serv       149.052265\n",
              " Prof-specialty       4136.907056\n",
              " Protective-serv       648.788194\n",
              " Sales                3651.114208\n",
              " Tech-support          928.852223\n",
              " Transport-moving     1595.239145\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.451832\n",
              " Armed-Forces            7.885147\n",
              " Baby                    0.587762\n",
              " Craft-repair         4101.250983\n",
              " Exec-managerial      4065.956624\n",
              " Farming-fishing       994.742082\n",
              " Handlers-cleaners    1369.583683\n",
              " Machine-op-inspct    2002.716345\n",
              " Other-service        3296.713462\n",
              " Priv-house-serv       149.379799\n",
              " Prof-specialty       4141.045160\n",
              " Protective-serv       649.305635\n",
              " Sales                3651.257430\n",
              " Tech-support          929.281848\n",
              " Transport-moving     1597.115513\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.092510\n",
              " Armed-Forces           10.286614\n",
              " Baby                    0.000000\n",
              " Craft-repair         4101.471491\n",
              " Exec-managerial      4065.640030\n",
              " Farming-fishing       994.054653\n",
              " Handlers-cleaners    1370.017157\n",
              " Machine-op-inspct    2001.263992\n",
              " Other-service        3294.267978\n",
              " Priv-house-serv       149.520419\n",
              " Prof-specialty       4139.955682\n",
              " Protective-serv       649.201813\n",
              " Sales                3651.009178\n",
              " Tech-support          927.609318\n",
              " Transport-moving     1599.009233\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.814085\n",
              " Armed-Forces           10.369634\n",
              " Baby                    3.190403\n",
              " Craft-repair         4099.173095\n",
              " Exec-managerial      4066.261789\n",
              " Farming-fishing       995.896009\n",
              " Handlers-cleaners    1369.509196\n",
              " Machine-op-inspct    2002.376409\n",
              " Other-service        3294.397335\n",
              " Priv-house-serv       149.255979\n",
              " Prof-specialty       4139.986461\n",
              " Protective-serv       649.733836\n",
              " Sales                3647.273005\n",
              " Tech-support          927.603239\n",
              " Transport-moving     1598.159630\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.296200\n",
              " Armed-Forces            9.896880\n",
              " Baby                    0.754055\n",
              " Craft-repair         4100.417668\n",
              " Exec-managerial      4066.512522\n",
              " Farming-fishing       995.018243\n",
              " Handlers-cleaners    1369.262343\n",
              " Machine-op-inspct    2002.011846\n",
              " Other-service        3292.956418\n",
              " Priv-house-serv       150.959438\n",
              " Prof-specialty       4134.725061\n",
              " Protective-serv       647.546936\n",
              " Sales                3652.414418\n",
              " Tech-support          928.030088\n",
              " Transport-moving     1597.479925\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.793757\n",
              " Armed-Forces            8.690619\n",
              " Baby                    1.319832\n",
              " Craft-repair         4100.743424\n",
              " Exec-managerial      4065.997590\n",
              " Farming-fishing       991.657497\n",
              " Handlers-cleaners    1368.888471\n",
              " Machine-op-inspct    2001.821170\n",
              " Other-service        3294.875988\n",
              " Priv-house-serv       148.985637\n",
              " Prof-specialty       4140.598622\n",
              " Protective-serv       648.392044\n",
              " Sales                3649.920308\n",
              " Tech-support          928.235237\n",
              " Transport-moving     1597.162220\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.163305\n",
              " Armed-Forces           10.343948\n",
              " Baby                    3.478813\n",
              " Craft-repair         4097.481275\n",
              " Exec-managerial      4064.656641\n",
              " Farming-fishing       994.955248\n",
              " Handlers-cleaners    1370.090440\n",
              " Machine-op-inspct    2002.581588\n",
              " Other-service        3295.300020\n",
              " Priv-house-serv       149.816994\n",
              " Prof-specialty       4139.205075\n",
              " Protective-serv       651.387936\n",
              " Sales                3651.145373\n",
              " Tech-support          927.999096\n",
              " Transport-moving     1597.656467\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3766.782672\n",
              " Armed-Forces            9.183624\n",
              " Baby                    1.431806\n",
              " Craft-repair         4100.120987\n",
              " Exec-managerial      4069.808822\n",
              " Farming-fishing       994.791414\n",
              " Handlers-cleaners    1370.601107\n",
              " Machine-op-inspct    2001.382591\n",
              " Other-service        3293.845821\n",
              " Priv-house-serv       147.312816\n",
              " Prof-specialty       4141.926788\n",
              " Protective-serv       648.146481\n",
              " Sales                3647.934667\n",
              " Tech-support          928.615358\n",
              " Transport-moving     1596.205312\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.870840\n",
              " Armed-Forces            8.066732\n",
              " Baby                    1.494549\n",
              " Craft-repair         4099.047117\n",
              " Exec-managerial      4066.150940\n",
              " Farming-fishing       991.825306\n",
              " Handlers-cleaners    1373.118179\n",
              " Machine-op-inspct    2004.231833\n",
              " Other-service        3296.131534\n",
              " Priv-house-serv       149.028683\n",
              " Prof-specialty       4139.854609\n",
              " Protective-serv       649.110224\n",
              " Sales                3649.489540\n",
              " Tech-support          927.586978\n",
              " Transport-moving     1596.634641\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3768.606438\n",
              " Armed-Forces            7.070306\n",
              " Baby                    0.527072\n",
              " Craft-repair         4101.216334\n",
              " Exec-managerial      4065.653420\n",
              " Farming-fishing       994.283463\n",
              " Handlers-cleaners    1370.073365\n",
              " Machine-op-inspct    2001.987239\n",
              " Other-service        3294.303980\n",
              " Priv-house-serv       149.442602\n",
              " Prof-specialty       4139.777149\n",
              " Protective-serv       649.293054\n",
              " Sales                3650.665336\n",
              " Tech-support          927.438629\n",
              " Transport-moving     1598.136883\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.950806\n",
              " Armed-Forces            4.655621\n",
              " Baby                    1.503506\n",
              " Craft-repair         4100.060658\n",
              " Exec-managerial      4064.990727\n",
              " Farming-fishing       994.165499\n",
              " Handlers-cleaners    1369.816135\n",
              " Machine-op-inspct    2001.589824\n",
              " Other-service        3294.827705\n",
              " Priv-house-serv       149.731948\n",
              " Prof-specialty       4137.103549\n",
              " Protective-serv       649.602941\n",
              " Sales                3646.769991\n",
              " Tech-support          927.836486\n",
              " Transport-moving     1597.824623\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.875797\n",
              " Armed-Forces            9.094194\n",
              " Baby                    0.314422\n",
              " Craft-repair         4098.620046\n",
              " Exec-managerial      4062.329951\n",
              " Farming-fishing       994.613457\n",
              " Handlers-cleaners    1371.254482\n",
              " Machine-op-inspct    2002.333001\n",
              " Other-service        3293.739138\n",
              " Priv-house-serv       151.226054\n",
              " Prof-specialty       4139.200090\n",
              " Protective-serv       650.186257\n",
              " Sales                3653.442950\n",
              " Tech-support          927.032854\n",
              " Transport-moving     1596.818890\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3771.205200\n",
              " Armed-Forces            8.744449\n",
              " Baby                    2.451231\n",
              " Craft-repair         4099.754963\n",
              " Exec-managerial      4065.721396\n",
              " Farming-fishing       994.103580\n",
              " Handlers-cleaners    1369.434502\n",
              " Machine-op-inspct    2001.089495\n",
              " Other-service        3297.264733\n",
              " Priv-house-serv       149.638833\n",
              " Prof-specialty       4139.518323\n",
              " Protective-serv       650.510625\n",
              " Sales                3647.695250\n",
              " Tech-support          924.583396\n",
              " Transport-moving     1591.154811\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.092351\n",
              " Armed-Forces            8.655037\n",
              " Baby                    0.000000\n",
              " Craft-repair         4100.144310\n",
              " Exec-managerial      4064.027777\n",
              " Farming-fishing       993.383376\n",
              " Handlers-cleaners    1369.666955\n",
              " Machine-op-inspct    2003.416169\n",
              " Other-service        3294.750127\n",
              " Priv-house-serv       148.681806\n",
              " Prof-specialty       4139.942075\n",
              " Protective-serv       649.065571\n",
              " Sales                3649.432396\n",
              " Tech-support          929.452075\n",
              " Transport-moving     1596.901010\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3772.702298\n",
              " Armed-Forces            8.251040\n",
              " Baby                    0.335417\n",
              " Craft-repair         4099.969258\n",
              " Exec-managerial      4064.837079\n",
              " Farming-fishing       993.420297\n",
              " Handlers-cleaners    1368.716806\n",
              " Machine-op-inspct    2002.226002\n",
              " Other-service        3294.827267\n",
              " Priv-house-serv       146.430633\n",
              " Prof-specialty       4140.511145\n",
              " Protective-serv       654.436769\n",
              " Sales                3648.388234\n",
              " Tech-support          928.000705\n",
              " Transport-moving     1598.185533\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3772.738181\n",
              " Armed-Forces            8.788755\n",
              " Baby                    0.308400\n",
              " Craft-repair         4099.760904\n",
              " Exec-managerial      4067.887647\n",
              " Farming-fishing       994.055454\n",
              " Handlers-cleaners    1370.469926\n",
              " Machine-op-inspct    2005.566934\n",
              " Other-service        3293.645933\n",
              " Priv-house-serv       148.939192\n",
              " Prof-specialty       4140.824633\n",
              " Protective-serv       650.248665\n",
              " Sales                3647.379570\n",
              " Tech-support          928.581856\n",
              " Transport-moving     1598.029787\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3768.452153\n",
              " Armed-Forces            9.151466\n",
              " Baby                    0.105512\n",
              " Craft-repair         4101.884994\n",
              " Exec-managerial      4066.627132\n",
              " Farming-fishing       993.572639\n",
              " Handlers-cleaners    1368.214645\n",
              " Machine-op-inspct    2001.686021\n",
              " Other-service        3294.404468\n",
              " Priv-house-serv       149.185175\n",
              " Prof-specialty       4134.305367\n",
              " Protective-serv       649.396593\n",
              " Sales                3648.544862\n",
              " Tech-support          927.503233\n",
              " Transport-moving     1595.028934\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3767.785028\n",
              " Armed-Forces            8.084015\n",
              " Baby                    1.191857\n",
              " Craft-repair         4099.556435\n",
              " Exec-managerial      4064.580152\n",
              " Farming-fishing       995.572681\n",
              " Handlers-cleaners    1371.386248\n",
              " Machine-op-inspct    2000.683806\n",
              " Other-service        3297.426834\n",
              " Priv-house-serv       149.751793\n",
              " Prof-specialty       4134.788722\n",
              " Protective-serv       652.039340\n",
              " Sales                3647.212325\n",
              " Tech-support          929.854960\n",
              " Transport-moving     1598.127439\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.742313\n",
              " Armed-Forces            7.752535\n",
              " Baby                    3.315730\n",
              " Craft-repair         4099.367822\n",
              " Exec-managerial      4065.813273\n",
              " Farming-fishing       995.492561\n",
              " Handlers-cleaners    1368.975672\n",
              " Machine-op-inspct    2002.596794\n",
              " Other-service        3297.314152\n",
              " Priv-house-serv       148.882061\n",
              " Prof-specialty       4139.892313\n",
              " Protective-serv       647.561572\n",
              " Sales                3648.703789\n",
              " Tech-support          929.806806\n",
              " Transport-moving     1597.926181\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3771.046861\n",
              " Armed-Forces            8.732812\n",
              " Baby                    0.016401\n",
              " Craft-repair         4101.547197\n",
              " Exec-managerial      4065.444525\n",
              " Farming-fishing       993.815362\n",
              " Handlers-cleaners    1369.750229\n",
              " Machine-op-inspct    2002.153905\n",
              " Other-service        3295.662521\n",
              " Priv-house-serv       148.743430\n",
              " Prof-specialty       4139.342012\n",
              " Protective-serv       647.563789\n",
              " Sales                3649.069581\n",
              " Tech-support          926.947459\n",
              " Transport-moving     1596.169147\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.928354\n",
              " Armed-Forces            5.819588\n",
              " Baby                    2.367280\n",
              " Craft-repair         4100.461981\n",
              " Exec-managerial      4065.843799\n",
              " Farming-fishing       993.471228\n",
              " Handlers-cleaners    1369.974755\n",
              " Machine-op-inspct    2002.230698\n",
              " Other-service        3295.996778\n",
              " Priv-house-serv       147.818195\n",
              " Prof-specialty       4138.637227\n",
              " Protective-serv       648.983998\n",
              " Sales                3650.671078\n",
              " Tech-support          926.623243\n",
              " Transport-moving     1598.856626\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3768.397527\n",
              " Armed-Forces            7.579836\n",
              " Baby                    0.000000\n",
              " Craft-repair         4101.393556\n",
              " Exec-managerial      4066.350545\n",
              " Farming-fishing       997.051875\n",
              " Handlers-cleaners    1370.099725\n",
              " Machine-op-inspct    2001.656025\n",
              " Other-service        3295.971764\n",
              " Priv-house-serv       154.619103\n",
              " Prof-specialty       4140.988219\n",
              " Protective-serv       650.452414\n",
              " Sales                3652.170577\n",
              " Tech-support          922.907838\n",
              " Transport-moving     1596.504865\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.758880\n",
              " Armed-Forces            9.502898\n",
              " Baby                    2.555704\n",
              " Craft-repair         4096.933813\n",
              " Exec-managerial      4061.956333\n",
              " Farming-fishing       993.981066\n",
              " Handlers-cleaners    1371.699365\n",
              " Machine-op-inspct    2005.287251\n",
              " Other-service        3295.278248\n",
              " Priv-house-serv       149.538332\n",
              " Prof-specialty       4139.380529\n",
              " Protective-serv       649.753128\n",
              " Sales                3647.467999\n",
              " Tech-support          929.291619\n",
              " Transport-moving     1596.667389\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.890764\n",
              " Armed-Forces           10.069165\n",
              " Baby                    0.000000\n",
              " Craft-repair         4099.950763\n",
              " Exec-managerial      4065.499480\n",
              " Farming-fishing       991.925720\n",
              " Handlers-cleaners    1369.853365\n",
              " Machine-op-inspct    2001.926249\n",
              " Other-service        3294.703962\n",
              " Priv-house-serv       148.366892\n",
              " Prof-specialty       4140.146199\n",
              " Protective-serv       649.215586\n",
              " Sales                3649.073503\n",
              " Tech-support          927.612447\n",
              " Transport-moving     1598.362653\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.221292\n",
              " Armed-Forces            5.522726\n",
              " Baby                    0.000000\n",
              " Craft-repair         4100.348784\n",
              " Exec-managerial      4065.712402\n",
              " Farming-fishing       993.967436\n",
              " Handlers-cleaners    1368.372268\n",
              " Machine-op-inspct    2002.390265\n",
              " Other-service        3294.982672\n",
              " Priv-house-serv       151.134488\n",
              " Prof-specialty       4134.672425\n",
              " Protective-serv       650.024680\n",
              " Sales                3649.957774\n",
              " Tech-support          928.025735\n",
              " Transport-moving     1598.063202\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3768.567060\n",
              " Armed-Forces            8.111037\n",
              " Baby                    0.349858\n",
              " Craft-repair         4099.346029\n",
              " Exec-managerial      4066.760718\n",
              " Farming-fishing       994.564883\n",
              " Handlers-cleaners    1369.638362\n",
              " Machine-op-inspct    2001.480961\n",
              " Other-service        3296.200085\n",
              " Priv-house-serv       150.152297\n",
              " Prof-specialty       4140.149957\n",
              " Protective-serv       647.733564\n",
              " Sales                3651.030075\n",
              " Tech-support          927.712495\n",
              " Transport-moving     1595.811392\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.082678\n",
              " Armed-Forces            8.924460\n",
              " Baby                    0.691015\n",
              " Craft-repair         4100.769772\n",
              " Exec-managerial      4065.446415\n",
              " Farming-fishing       993.128001\n",
              " Handlers-cleaners    1370.237471\n",
              " Machine-op-inspct    2001.023316\n",
              " Other-service        3294.546040\n",
              " Priv-house-serv       145.477673\n",
              " Prof-specialty       4139.630856\n",
              " Protective-serv       649.341124\n",
              " Sales                3649.810503\n",
              " Tech-support          928.535344\n",
              " Transport-moving     1596.561736\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.799647\n",
              " Armed-Forces            9.053295\n",
              " Baby                    0.668235\n",
              " Craft-repair         4100.027264\n",
              " Exec-managerial      4065.792994\n",
              " Farming-fishing       994.475183\n",
              " Handlers-cleaners    1370.187627\n",
              " Machine-op-inspct    2002.950723\n",
              " Other-service        3294.351066\n",
              " Priv-house-serv       148.509871\n",
              " Prof-specialty       4140.525624\n",
              " Protective-serv       646.591515\n",
              " Sales                3648.353569\n",
              " Tech-support          926.113295\n",
              " Transport-moving     1596.839890\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.197714\n",
              " Armed-Forces            9.919520\n",
              " Baby                    0.811404\n",
              " Craft-repair         4100.376985\n",
              " Exec-managerial      4065.473519\n",
              " Farming-fishing       993.572644\n",
              " Handlers-cleaners    1368.460026\n",
              " Machine-op-inspct    2001.721216\n",
              " Other-service        3293.668296\n",
              " Priv-house-serv       146.941580\n",
              " Prof-specialty       4140.414851\n",
              " Protective-serv       649.779404\n",
              " Sales                3649.773166\n",
              " Tech-support          928.213740\n",
              " Transport-moving     1597.552603\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.719563\n",
              " Armed-Forces           10.642178\n",
              " Baby                    2.057126\n",
              " Craft-repair         4100.552987\n",
              " Exec-managerial      4066.264898\n",
              " Farming-fishing       993.843847\n",
              " Handlers-cleaners    1369.378201\n",
              " Machine-op-inspct    2000.651531\n",
              " Other-service        3295.633790\n",
              " Priv-house-serv       148.800134\n",
              " Prof-specialty       4140.947624\n",
              " Protective-serv       648.281931\n",
              " Sales                3649.617583\n",
              " Tech-support          928.209075\n",
              " Transport-moving     1597.646801\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3772.987349\n",
              " Armed-Forces           10.626170\n",
              " Baby                    0.868453\n",
              " Craft-repair         4101.537008\n",
              " Exec-managerial      4065.550597\n",
              " Farming-fishing       994.282126\n",
              " Handlers-cleaners    1369.935901\n",
              " Machine-op-inspct    2000.934087\n",
              " Other-service        3294.679668\n",
              " Priv-house-serv       150.666561\n",
              " Prof-specialty       4143.124103\n",
              " Protective-serv       647.852368\n",
              " Sales                3646.065286\n",
              " Tech-support          927.208059\n",
              " Transport-moving     1594.532104\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.916874\n",
              " Armed-Forces            8.947960\n",
              " Baby                    0.862632\n",
              " Craft-repair         4099.718725\n",
              " Exec-managerial      4066.451781\n",
              " Farming-fishing       993.673147\n",
              " Handlers-cleaners    1371.121133\n",
              " Machine-op-inspct    2001.198935\n",
              " Other-service        3294.660655\n",
              " Priv-house-serv       148.903649\n",
              " Prof-specialty       4141.080464\n",
              " Protective-serv       648.937490\n",
              " Sales                3651.319595\n",
              " Tech-support          927.245503\n",
              " Transport-moving     1598.584767\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.194150\n",
              " Armed-Forces            9.437409\n",
              " Baby                    0.000000\n",
              " Craft-repair         4100.368937\n",
              " Exec-managerial      4066.526141\n",
              " Farming-fishing       994.264305\n",
              " Handlers-cleaners    1370.167293\n",
              " Machine-op-inspct    2002.285258\n",
              " Other-service        3296.484207\n",
              " Priv-house-serv       149.399018\n",
              " Prof-specialty       4140.048147\n",
              " Protective-serv       648.522142\n",
              " Sales                3649.373191\n",
              " Tech-support          926.641594\n",
              " Transport-moving     1595.947138\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.994004\n",
              " Armed-Forces            8.892432\n",
              " Baby                    1.728614\n",
              " Craft-repair         4102.110524\n",
              " Exec-managerial      4066.315718\n",
              " Farming-fishing       993.685431\n",
              " Handlers-cleaners    1369.405081\n",
              " Machine-op-inspct    2003.725009\n",
              " Other-service        3295.524616\n",
              " Priv-house-serv       148.739664\n",
              " Prof-specialty       4145.587536\n",
              " Protective-serv       650.407446\n",
              " Sales                3649.949429\n",
              " Tech-support          929.455060\n",
              " Transport-moving     1596.851271\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.667688\n",
              " Armed-Forces           10.446230\n",
              " Baby                    2.119366\n",
              " Craft-repair         4100.300860\n",
              " Exec-managerial      4066.287652\n",
              " Farming-fishing       993.902305\n",
              " Handlers-cleaners    1368.317407\n",
              " Machine-op-inspct    2002.974173\n",
              " Other-service        3294.230511\n",
              " Priv-house-serv       151.285225\n",
              " Prof-specialty       4140.036397\n",
              " Protective-serv       649.276094\n",
              " Sales                3650.077309\n",
              " Tech-support          927.568588\n",
              " Transport-moving     1598.441736\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3771.552812\n",
              " Armed-Forces            9.975239\n",
              " Baby                    1.377338\n",
              " Craft-repair         4099.632171\n",
              " Exec-managerial      4063.407612\n",
              " Farming-fishing       990.346536\n",
              " Handlers-cleaners    1369.358155\n",
              " Machine-op-inspct    2001.704605\n",
              " Other-service        3294.003211\n",
              " Priv-house-serv       148.220810\n",
              " Prof-specialty       4142.162066\n",
              " Protective-serv       649.416620\n",
              " Sales                3651.567405\n",
              " Tech-support          928.154962\n",
              " Transport-moving     1597.232990\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3771.284978\n",
              " Armed-Forces            8.733977\n",
              " Baby                    0.000000\n",
              " Craft-repair         4100.136388\n",
              " Exec-managerial      4067.498121\n",
              " Farming-fishing       993.767743\n",
              " Handlers-cleaners    1370.879044\n",
              " Machine-op-inspct    2002.238313\n",
              " Other-service        3295.066085\n",
              " Priv-house-serv       149.315647\n",
              " Prof-specialty       4139.057863\n",
              " Protective-serv       650.387385\n",
              " Sales                3649.113673\n",
              " Tech-support          930.322909\n",
              " Transport-moving     1597.775575\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.401886\n",
              " Armed-Forces           10.849093\n",
              " Baby                    3.206415\n",
              " Craft-repair         4099.702923\n",
              " Exec-managerial      4066.921471\n",
              " Farming-fishing       993.465985\n",
              " Handlers-cleaners    1369.161624\n",
              " Machine-op-inspct    2001.439921\n",
              " Other-service        3295.723964\n",
              " Priv-house-serv       148.781206\n",
              " Prof-specialty       4139.900769\n",
              " Protective-serv       649.059312\n",
              " Sales                3650.039677\n",
              " Tech-support          928.249580\n",
              " Transport-moving     1597.896596\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.148823\n",
              " Armed-Forces            4.929060\n",
              " Baby                    0.856256\n",
              " Craft-repair         4100.172004\n",
              " Exec-managerial      4064.710094\n",
              " Farming-fishing       994.067193\n",
              " Handlers-cleaners    1371.432840\n",
              " Machine-op-inspct    2002.960974\n",
              " Other-service        3294.216300\n",
              " Priv-house-serv       147.397557\n",
              " Prof-specialty       4138.289772\n",
              " Protective-serv       649.341998\n",
              " Sales                3650.003808\n",
              " Tech-support          928.492764\n",
              " Transport-moving     1597.549523\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3771.856185\n",
              " Armed-Forces            8.612756\n",
              " Baby                    2.529855\n",
              " Craft-repair         4099.221746\n",
              " Exec-managerial      4066.054835\n",
              " Farming-fishing       995.122005\n",
              " Handlers-cleaners    1366.662621\n",
              " Machine-op-inspct    2001.411208\n",
              " Other-service        3294.158026\n",
              " Priv-house-serv       149.237262\n",
              " Prof-specialty       4140.157086\n",
              " Protective-serv       648.796610\n",
              " Sales                3649.383561\n",
              " Tech-support          927.665639\n",
              " Transport-moving     1596.699725\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.779948\n",
              " Armed-Forces           10.341370\n",
              " Baby                    0.468702\n",
              " Craft-repair         4102.817960\n",
              " Exec-managerial      4065.867423\n",
              " Farming-fishing       994.482308\n",
              " Handlers-cleaners    1368.794242\n",
              " Machine-op-inspct    2001.346399\n",
              " Other-service        3295.689752\n",
              " Priv-house-serv       150.562277\n",
              " Prof-specialty       4137.496823\n",
              " Protective-serv       648.793073\n",
              " Sales                3649.621519\n",
              " Tech-support          926.689988\n",
              " Transport-moving     1595.445997\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.735001\n",
              " Armed-Forces            8.230620\n",
              " Baby                    0.416368\n",
              " Craft-repair         4100.883828\n",
              " Exec-managerial      4066.918950\n",
              " Farming-fishing       992.726356\n",
              " Handlers-cleaners    1370.746146\n",
              " Machine-op-inspct    2003.073056\n",
              " Other-service        3294.402685\n",
              " Priv-house-serv       148.956435\n",
              " Prof-specialty       4140.105663\n",
              " Protective-serv       648.046063\n",
              " Sales                3648.381469\n",
              " Tech-support          928.338722\n",
              " Transport-moving     1597.738033\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3772.488151\n",
              " Armed-Forces            8.828664\n",
              " Baby                    3.116760\n",
              " Craft-repair         4099.650130\n",
              " Exec-managerial      4064.788095\n",
              " Farming-fishing       994.122850\n",
              " Handlers-cleaners    1368.405352\n",
              " Machine-op-inspct    2001.176961\n",
              " Other-service        3295.476756\n",
              " Priv-house-serv       148.989067\n",
              " Prof-specialty       4138.614902\n",
              " Protective-serv       650.969686\n",
              " Sales                3651.603827\n",
              " Tech-support          928.440924\n",
              " Transport-moving     1595.337908\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.505932\n",
              " Armed-Forces            6.397144\n",
              " Baby                    0.167483\n",
              " Craft-repair         4099.929497\n",
              " Exec-managerial      4070.009332\n",
              " Farming-fishing       996.699658\n",
              " Handlers-cleaners    1372.250213\n",
              " Machine-op-inspct    2001.678055\n",
              " Other-service        3295.935206\n",
              " Priv-house-serv       147.754033\n",
              " Prof-specialty       4138.907461\n",
              " Protective-serv       649.102714\n",
              " Sales                3649.396871\n",
              " Tech-support          927.203628\n",
              " Transport-moving     1595.630323\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3768.329989\n",
              " Armed-Forces            9.177283\n",
              " Baby                    0.000000\n",
              " Craft-repair         4099.398364\n",
              " Exec-managerial      4066.259073\n",
              " Farming-fishing       994.090029\n",
              " Handlers-cleaners    1368.097009\n",
              " Machine-op-inspct    1997.369198\n",
              " Other-service        3296.954679\n",
              " Priv-house-serv       146.626114\n",
              " Prof-specialty       4139.877455\n",
              " Protective-serv       650.331635\n",
              " Sales                3648.128606\n",
              " Tech-support          928.992556\n",
              " Transport-moving     1596.615198\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3774.441018\n",
              " Armed-Forces            9.811775\n",
              " Baby                    3.737930\n",
              " Craft-repair         4099.702764\n",
              " Exec-managerial      4066.213888\n",
              " Farming-fishing       994.421630\n",
              " Handlers-cleaners    1371.091009\n",
              " Machine-op-inspct    2001.829932\n",
              " Other-service        3294.278132\n",
              " Priv-house-serv       148.185789\n",
              " Prof-specialty       4139.238076\n",
              " Protective-serv       648.926093\n",
              " Sales                3651.613009\n",
              " Tech-support          927.783699\n",
              " Transport-moving     1595.421659\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.880608\n",
              " Armed-Forces            6.785277\n",
              " Baby                    1.434843\n",
              " Craft-repair         4100.498172\n",
              " Exec-managerial      4065.786514\n",
              " Farming-fishing       994.394359\n",
              " Handlers-cleaners    1369.956162\n",
              " Machine-op-inspct    2000.739239\n",
              " Other-service        3291.283305\n",
              " Priv-house-serv       151.232284\n",
              " Prof-specialty       4137.903373\n",
              " Protective-serv       649.235933\n",
              " Sales                3651.217952\n",
              " Tech-support          927.231821\n",
              " Transport-moving     1596.030666\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.528800\n",
              " Armed-Forces            4.337060\n",
              " Baby                    0.497931\n",
              " Craft-repair         4099.202857\n",
              " Exec-managerial      4065.978793\n",
              " Farming-fishing       994.723736\n",
              " Handlers-cleaners    1368.472136\n",
              " Machine-op-inspct    2001.991893\n",
              " Other-service        3294.361167\n",
              " Priv-house-serv       148.867491\n",
              " Prof-specialty       4140.425277\n",
              " Protective-serv       651.207898\n",
              " Sales                3648.803890\n",
              " Tech-support          929.561891\n",
              " Transport-moving     1599.467264\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.453724\n",
              " Armed-Forces           11.144254\n",
              " Baby                    2.136240\n",
              " Craft-repair         4098.984502\n",
              " Exec-managerial      4063.445577\n",
              " Farming-fishing       992.271491\n",
              " Handlers-cleaners    1370.036347\n",
              " Machine-op-inspct    2002.314042\n",
              " Other-service        3295.722664\n",
              " Priv-house-serv       146.102298\n",
              " Prof-specialty       4137.438343\n",
              " Protective-serv       648.478270\n",
              " Sales                3647.137389\n",
              " Tech-support          928.293533\n",
              " Transport-moving     1597.549624\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.578974\n",
              " Armed-Forces            8.791666\n",
              " Baby                    1.262289\n",
              " Craft-repair         4099.866910\n",
              " Exec-managerial      4066.358478\n",
              " Farming-fishing       994.203072\n",
              " Handlers-cleaners    1372.221025\n",
              " Machine-op-inspct    2001.370170\n",
              " Other-service        3294.260866\n",
              " Priv-house-serv       150.292152\n",
              " Prof-specialty       4140.621498\n",
              " Protective-serv       649.391844\n",
              " Sales                3651.428850\n",
              " Tech-support          924.615370\n",
              " Transport-moving     1598.124324\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.773774\n",
              " Armed-Forces           10.075581\n",
              " Baby                    0.000000\n",
              " Craft-repair         4099.694224\n",
              " Exec-managerial      4065.842461\n",
              " Farming-fishing       993.107130\n",
              " Handlers-cleaners    1368.316337\n",
              " Machine-op-inspct    2004.365034\n",
              " Other-service        3295.279254\n",
              " Priv-house-serv       148.100761\n",
              " Prof-specialty       4141.566523\n",
              " Protective-serv       648.863857\n",
              " Sales                3647.835074\n",
              " Tech-support          926.934896\n",
              " Transport-moving     1596.668040\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.872208\n",
              " Armed-Forces            9.025403\n",
              " Baby                    0.337342\n",
              " Craft-repair         4100.322290\n",
              " Exec-managerial      4065.558902\n",
              " Farming-fishing       994.971815\n",
              " Handlers-cleaners    1370.443027\n",
              " Machine-op-inspct    2002.046909\n",
              " Other-service        3294.702833\n",
              " Priv-house-serv       148.590325\n",
              " Prof-specialty       4139.927354\n",
              " Protective-serv       649.547088\n",
              " Sales                3651.845363\n",
              " Tech-support          927.256122\n",
              " Transport-moving     1596.663445\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3768.985015\n",
              " Armed-Forces            5.336806\n",
              " Baby                    1.508833\n",
              " Craft-repair         4100.720884\n",
              " Exec-managerial      4064.602393\n",
              " Farming-fishing       993.950875\n",
              " Handlers-cleaners    1371.997469\n",
              " Machine-op-inspct    2004.876202\n",
              " Other-service        3296.605952\n",
              " Priv-house-serv       148.513509\n",
              " Prof-specialty       4140.829787\n",
              " Protective-serv       649.125562\n",
              " Sales                3650.279359\n",
              " Tech-support          927.292753\n",
              " Transport-moving     1597.634413\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3771.688552\n",
              " Armed-Forces            9.012907\n",
              " Baby                    1.551835\n",
              " Craft-repair         4100.125127\n",
              " Exec-managerial      4065.814832\n",
              " Farming-fishing       993.952720\n",
              " Handlers-cleaners    1369.719099\n",
              " Machine-op-inspct    2002.080736\n",
              " Other-service        3293.559282\n",
              " Priv-house-serv       148.033282\n",
              " Prof-specialty       4139.769164\n",
              " Protective-serv       648.021884\n",
              " Sales                3649.415797\n",
              " Tech-support          925.476915\n",
              " Transport-moving     1596.478718\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3771.149796\n",
              " Armed-Forces            9.011165\n",
              " Baby                    2.375532\n",
              " Craft-repair         4097.556141\n",
              " Exec-managerial      4067.622069\n",
              " Farming-fishing       993.615289\n",
              " Handlers-cleaners    1367.933582\n",
              " Machine-op-inspct    2001.994497\n",
              " Other-service        3294.731005\n",
              " Priv-house-serv       149.487589\n",
              " Prof-specialty       4139.137458\n",
              " Protective-serv       646.743455\n",
              " Sales                3648.183662\n",
              " Tech-support          926.983692\n",
              " Transport-moving     1596.853131\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.368855\n",
              " Armed-Forces            8.958051\n",
              " Baby                    1.095371\n",
              " Craft-repair         4099.894370\n",
              " Exec-managerial      4066.518461\n",
              " Farming-fishing       993.412698\n",
              " Handlers-cleaners    1367.918412\n",
              " Machine-op-inspct    2001.716527\n",
              " Other-service        3294.270315\n",
              " Priv-house-serv       151.163010\n",
              " Prof-specialty       4141.465848\n",
              " Protective-serv       649.101005\n",
              " Sales                3649.488836\n",
              " Tech-support          928.648477\n",
              " Transport-moving     1596.883687\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.449992\n",
              " Armed-Forces            9.617143\n",
              " Baby                    0.000000\n",
              " Craft-repair         4099.909197\n",
              " Exec-managerial      4065.901356\n",
              " Farming-fishing       995.586459\n",
              " Handlers-cleaners    1371.001143\n",
              " Machine-op-inspct    2000.706213\n",
              " Other-service        3293.202955\n",
              " Priv-house-serv       148.185539\n",
              " Prof-specialty       4140.122075\n",
              " Protective-serv       647.194525\n",
              " Sales                3647.374513\n",
              " Tech-support          928.453922\n",
              " Transport-moving     1593.620999\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3771.692255\n",
              " Armed-Forces            7.916370\n",
              " Baby                    2.303351\n",
              " Craft-repair         4101.133478\n",
              " Exec-managerial      4064.767712\n",
              " Farming-fishing       996.818026\n",
              " Handlers-cleaners    1369.808511\n",
              " Machine-op-inspct    2001.449335\n",
              " Other-service        3295.692484\n",
              " Priv-house-serv       149.334660\n",
              " Prof-specialty       4140.958780\n",
              " Protective-serv       647.919203\n",
              " Sales                3651.706608\n",
              " Tech-support          928.328683\n",
              " Transport-moving     1596.964044\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3768.949765\n",
              " Armed-Forces            9.004456\n",
              " Baby                    0.000000\n",
              " Craft-repair         4100.398725\n",
              " Exec-managerial      4066.373233\n",
              " Farming-fishing       993.728137\n",
              " Handlers-cleaners    1369.646759\n",
              " Machine-op-inspct    1999.945598\n",
              " Other-service        3296.861487\n",
              " Priv-house-serv       148.319182\n",
              " Prof-specialty       4140.456783\n",
              " Protective-serv       649.998019\n",
              " Sales                3648.314986\n",
              " Tech-support          928.415601\n",
              " Transport-moving     1595.522035\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.357871\n",
              " Armed-Forces           12.605916\n",
              " Baby                    0.000000\n",
              " Craft-repair         4100.358437\n",
              " Exec-managerial      4065.455917\n",
              " Farming-fishing       993.965746\n",
              " Handlers-cleaners    1370.565990\n",
              " Machine-op-inspct    2001.323718\n",
              " Other-service        3293.694712\n",
              " Priv-house-serv       148.005693\n",
              " Prof-specialty       4139.277411\n",
              " Protective-serv       649.472745\n",
              " Sales                3650.095934\n",
              " Tech-support          928.189326\n",
              " Transport-moving     1595.118776\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.706106\n",
              " Armed-Forces           13.517324\n",
              " Baby                    2.188984\n",
              " Craft-repair         4100.787109\n",
              " Exec-managerial      4068.263529\n",
              " Farming-fishing       997.943817\n",
              " Handlers-cleaners    1373.114284\n",
              " Machine-op-inspct    2004.648641\n",
              " Other-service        3294.742047\n",
              " Priv-house-serv       149.067916\n",
              " Prof-specialty       4142.385890\n",
              " Protective-serv       648.925842\n",
              " Sales                3650.596246\n",
              " Tech-support          927.320363\n",
              " Transport-moving     1592.583846\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.120481\n",
              " Armed-Forces            9.042228\n",
              " Baby                    2.008679\n",
              " Craft-repair         4100.287845\n",
              " Exec-managerial      4067.128845\n",
              " Farming-fishing       994.137237\n",
              " Handlers-cleaners    1370.682107\n",
              " Machine-op-inspct    2003.882700\n",
              " Other-service        3295.809081\n",
              " Priv-house-serv       148.706622\n",
              " Prof-specialty       4140.527223\n",
              " Protective-serv       649.430738\n",
              " Sales                3650.264865\n",
              " Tech-support          927.874012\n",
              " Transport-moving     1595.910951\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.841237\n",
              " Armed-Forces           13.406954\n",
              " Baby                    0.574696\n",
              " Craft-repair         4100.306613\n",
              " Exec-managerial      4066.352925\n",
              " Farming-fishing       994.966998\n",
              " Handlers-cleaners    1369.838290\n",
              " Machine-op-inspct    2001.016875\n",
              " Other-service        3295.118197\n",
              " Priv-house-serv       147.502249\n",
              " Prof-specialty       4143.553875\n",
              " Protective-serv       647.350122\n",
              " Sales                3649.862275\n",
              " Tech-support          927.259669\n",
              " Transport-moving     1596.305487\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.446650\n",
              " Armed-Forces            9.082264\n",
              " Baby                    0.493155\n",
              " Craft-repair         4099.493080\n",
              " Exec-managerial      4065.482296\n",
              " Farming-fishing       994.194172\n",
              " Handlers-cleaners    1368.139119\n",
              " Machine-op-inspct    2003.637881\n",
              " Other-service        3296.013036\n",
              " Priv-house-serv       147.792403\n",
              " Prof-specialty       4138.956785\n",
              " Protective-serv       647.399943\n",
              " Sales                3649.549654\n",
              " Tech-support          927.590190\n",
              " Transport-moving     1596.011754\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.176380\n",
              " Armed-Forces            9.951138\n",
              " Baby                    2.061207\n",
              " Craft-repair         4098.371171\n",
              " Exec-managerial      4064.111487\n",
              " Farming-fishing       994.190200\n",
              " Handlers-cleaners    1369.538512\n",
              " Machine-op-inspct    2002.909859\n",
              " Other-service        3295.174008\n",
              " Priv-house-serv       150.256908\n",
              " Prof-specialty       4144.946457\n",
              " Protective-serv       648.903388\n",
              " Sales                3649.463189\n",
              " Tech-support          929.086464\n",
              " Transport-moving     1598.530296\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3771.565929\n",
              " Armed-Forces            9.964253\n",
              " Baby                    1.164109\n",
              " Craft-repair         4101.409135\n",
              " Exec-managerial      4066.238801\n",
              " Farming-fishing       993.430781\n",
              " Handlers-cleaners    1373.078501\n",
              " Machine-op-inspct    2002.816663\n",
              " Other-service        3294.994791\n",
              " Priv-house-serv       146.637665\n",
              " Prof-specialty       4139.929009\n",
              " Protective-serv       649.457233\n",
              " Sales                3649.503432\n",
              " Tech-support          928.561344\n",
              " Transport-moving     1595.919522\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.291647\n",
              " Armed-Forces            8.929071\n",
              " Baby                    2.266015\n",
              " Craft-repair         4100.381943\n",
              " Exec-managerial      4063.478572\n",
              " Farming-fishing       994.390640\n",
              " Handlers-cleaners    1369.609404\n",
              " Machine-op-inspct    2002.013079\n",
              " Other-service        3295.066279\n",
              " Priv-house-serv       150.503659\n",
              " Prof-specialty       4137.767296\n",
              " Protective-serv       651.980448\n",
              " Sales                3652.846115\n",
              " Tech-support          930.704995\n",
              " Transport-moving     1599.510733\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.998740\n",
              " Armed-Forces            9.267659\n",
              " Baby                    2.140727\n",
              " Craft-repair         4101.732143\n",
              " Exec-managerial      4065.447369\n",
              " Farming-fishing       993.838934\n",
              " Handlers-cleaners    1370.246643\n",
              " Machine-op-inspct    2000.298684\n",
              " Other-service        3294.996322\n",
              " Priv-house-serv       148.160195\n",
              " Prof-specialty       4142.009695\n",
              " Protective-serv       648.852719\n",
              " Sales                3649.778906\n",
              " Tech-support          929.363842\n",
              " Transport-moving     1595.995039\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3772.108780\n",
              " Armed-Forces            9.525498\n",
              " Baby                    0.000000\n",
              " Craft-repair         4100.846203\n",
              " Exec-managerial      4066.903766\n",
              " Farming-fishing       994.018040\n",
              " Handlers-cleaners    1373.125944\n",
              " Machine-op-inspct    2001.885687\n",
              " Other-service        3294.908454\n",
              " Priv-house-serv       148.797355\n",
              " Prof-specialty       4138.844255\n",
              " Protective-serv       645.416703\n",
              " Sales                3650.219305\n",
              " Tech-support          928.583009\n",
              " Transport-moving     1596.023242\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.696374\n",
              " Armed-Forces            8.215272\n",
              " Baby                    0.463974\n",
              " Craft-repair         4099.889447\n",
              " Exec-managerial      4065.277939\n",
              " Farming-fishing       995.533531\n",
              " Handlers-cleaners    1369.666236\n",
              " Machine-op-inspct    1997.312432\n",
              " Other-service        3297.008974\n",
              " Priv-house-serv       150.132151\n",
              " Prof-specialty       4139.987461\n",
              " Protective-serv       648.074342\n",
              " Sales                3647.102347\n",
              " Tech-support          927.628282\n",
              " Transport-moving     1595.666246\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.825816\n",
              " Armed-Forces            7.986937\n",
              " Baby                    2.098772\n",
              " Craft-repair         4099.598947\n",
              " Exec-managerial      4064.847000\n",
              " Farming-fishing       993.990300\n",
              " Handlers-cleaners    1369.553911\n",
              " Machine-op-inspct    2002.048610\n",
              " Other-service        3297.013465\n",
              " Priv-house-serv       148.613493\n",
              " Prof-specialty       4140.857829\n",
              " Protective-serv       650.180322\n",
              " Sales                3649.322357\n",
              " Tech-support          927.369847\n",
              " Transport-moving     1596.620570\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3768.260752\n",
              " Armed-Forces            8.989784\n",
              " Baby                    1.265135\n",
              " Craft-repair         4099.345245\n",
              " Exec-managerial      4066.086135\n",
              " Farming-fishing       994.260415\n",
              " Handlers-cleaners    1368.420590\n",
              " Machine-op-inspct    2001.474032\n",
              " Other-service        3295.323766\n",
              " Priv-house-serv       149.538156\n",
              " Prof-specialty       4140.155297\n",
              " Protective-serv       652.567501\n",
              " Sales                3649.155446\n",
              " Tech-support          927.693874\n",
              " Transport-moving     1596.000721\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.923769\n",
              " Armed-Forces            9.543780\n",
              " Baby                    2.427837\n",
              " Craft-repair         4102.278937\n",
              " Exec-managerial      4065.987669\n",
              " Farming-fishing       994.715264\n",
              " Handlers-cleaners    1369.260627\n",
              " Machine-op-inspct    2001.356801\n",
              " Other-service        3294.875546\n",
              " Priv-house-serv       149.340089\n",
              " Prof-specialty       4137.987037\n",
              " Protective-serv       646.950632\n",
              " Sales                3651.365613\n",
              " Tech-support          928.790870\n",
              " Transport-moving     1597.889578\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.476846\n",
              " Armed-Forces            9.611614\n",
              " Baby                    3.298260\n",
              " Craft-repair         4099.487599\n",
              " Exec-managerial      4067.453041\n",
              " Farming-fishing       994.070580\n",
              " Handlers-cleaners    1369.554733\n",
              " Machine-op-inspct    2000.837183\n",
              " Other-service        3296.038916\n",
              " Priv-house-serv       147.840213\n",
              " Prof-specialty       4139.429800\n",
              " Protective-serv       647.476519\n",
              " Sales                3649.778037\n",
              " Tech-support          925.085713\n",
              " Transport-moving     1598.020324\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.136428\n",
              " Armed-Forces            9.527554\n",
              " Baby                    0.000000\n",
              " Craft-repair         4100.427588\n",
              " Exec-managerial      4062.718051\n",
              " Farming-fishing       993.065841\n",
              " Handlers-cleaners    1371.698026\n",
              " Machine-op-inspct    1999.291115\n",
              " Other-service        3295.325376\n",
              " Priv-house-serv       148.542572\n",
              " Prof-specialty       4140.223711\n",
              " Protective-serv       648.910842\n",
              " Sales                3650.542924\n",
              " Tech-support          927.875305\n",
              " Transport-moving     1597.021055\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.962815\n",
              " Armed-Forces            7.441414\n",
              " Baby                    2.615637\n",
              " Craft-repair         4098.727196\n",
              " Exec-managerial      4065.934917\n",
              " Farming-fishing       994.373399\n",
              " Handlers-cleaners    1371.350143\n",
              " Machine-op-inspct    2001.779099\n",
              " Other-service        3293.526175\n",
              " Priv-house-serv       150.900049\n",
              " Prof-specialty       4139.637325\n",
              " Protective-serv       648.954918\n",
              " Sales                3645.995852\n",
              " Tech-support          926.107136\n",
              " Transport-moving     1596.956950\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.110362\n",
              " Armed-Forces            9.182203\n",
              " Baby                    1.202906\n",
              " Craft-repair         4100.173613\n",
              " Exec-managerial      4067.119228\n",
              " Farming-fishing       994.299725\n",
              " Handlers-cleaners    1371.513933\n",
              " Machine-op-inspct    2001.729857\n",
              " Other-service        3300.508712\n",
              " Priv-house-serv       149.196645\n",
              " Prof-specialty       4140.019681\n",
              " Protective-serv       651.436140\n",
              " Sales                3648.837585\n",
              " Tech-support          927.937764\n",
              " Transport-moving     1595.577942\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.089119\n",
              " Armed-Forces            9.172801\n",
              " Baby                    0.667497\n",
              " Craft-repair         4102.133383\n",
              " Exec-managerial      4067.185539\n",
              " Farming-fishing       995.424346\n",
              " Handlers-cleaners    1367.707182\n",
              " Machine-op-inspct    2001.326862\n",
              " Other-service        3294.672778\n",
              " Priv-house-serv       148.955771\n",
              " Prof-specialty       4141.368771\n",
              " Protective-serv       648.109081\n",
              " Sales                3651.022420\n",
              " Tech-support          929.471635\n",
              " Transport-moving     1596.327770\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.665063\n",
              " Armed-Forces            7.388368\n",
              " Baby                    1.106269\n",
              " Craft-repair         4101.449060\n",
              " Exec-managerial      4064.541922\n",
              " Farming-fishing       995.107837\n",
              " Handlers-cleaners    1369.447834\n",
              " Machine-op-inspct    2002.427913\n",
              " Other-service        3293.853273\n",
              " Priv-house-serv       149.603118\n",
              " Prof-specialty       4141.245390\n",
              " Protective-serv       649.131013\n",
              " Sales                3649.027840\n",
              " Tech-support          931.403661\n",
              " Transport-moving     1596.633125\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.080364\n",
              " Armed-Forces            8.840997\n",
              " Baby                    3.259145\n",
              " Craft-repair         4100.604656\n",
              " Exec-managerial      4066.427548\n",
              " Farming-fishing       993.552190\n",
              " Handlers-cleaners    1370.808868\n",
              " Machine-op-inspct    2001.395063\n",
              " Other-service        3294.841230\n",
              " Priv-house-serv       149.520047\n",
              " Prof-specialty       4143.591670\n",
              " Protective-serv       649.445153\n",
              " Sales                3650.724675\n",
              " Tech-support          929.735028\n",
              " Transport-moving     1596.370978\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.236771\n",
              " Armed-Forces            8.742783\n",
              " Baby                    0.000000\n",
              " Craft-repair         4101.783363\n",
              " Exec-managerial      4064.715556\n",
              " Farming-fishing       993.646594\n",
              " Handlers-cleaners    1369.925931\n",
              " Machine-op-inspct    2002.512989\n",
              " Other-service        3294.405250\n",
              " Priv-house-serv       147.664837\n",
              " Prof-specialty       4140.455166\n",
              " Protective-serv       649.684539\n",
              " Sales                3650.232580\n",
              " Tech-support          924.507596\n",
              " Transport-moving     1597.270919\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.985395\n",
              " Armed-Forces            9.901481\n",
              " Baby                    1.683815\n",
              " Craft-repair         4100.234521\n",
              " Exec-managerial      4065.946705\n",
              " Farming-fishing       993.649474\n",
              " Handlers-cleaners    1368.078946\n",
              " Machine-op-inspct    2001.868630\n",
              " Other-service        3294.396453\n",
              " Priv-house-serv       147.544713\n",
              " Prof-specialty       4141.499080\n",
              " Protective-serv       647.421817\n",
              " Sales                3647.925035\n",
              " Tech-support          926.769645\n",
              " Transport-moving     1596.141314\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3768.123750\n",
              " Armed-Forces            9.622918\n",
              " Baby                    1.973754\n",
              " Craft-repair         4100.043431\n",
              " Exec-managerial      4067.704583\n",
              " Farming-fishing       994.055693\n",
              " Handlers-cleaners    1369.881029\n",
              " Machine-op-inspct    2002.412297\n",
              " Other-service        3294.737219\n",
              " Priv-house-serv       150.503483\n",
              " Prof-specialty       4139.863154\n",
              " Protective-serv       648.272329\n",
              " Sales                3649.907361\n",
              " Tech-support          925.012720\n",
              " Transport-moving     1597.419981\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.817607\n",
              " Armed-Forces            9.576292\n",
              " Baby                    1.027204\n",
              " Craft-repair         4100.028382\n",
              " Exec-managerial      4066.838218\n",
              " Farming-fishing       993.118324\n",
              " Handlers-cleaners    1370.398569\n",
              " Machine-op-inspct    2001.475123\n",
              " Other-service        3293.942411\n",
              " Priv-house-serv       150.641893\n",
              " Prof-specialty       4140.687945\n",
              " Protective-serv       647.243589\n",
              " Sales                3650.394695\n",
              " Tech-support          929.074303\n",
              " Transport-moving     1594.397568\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.542855\n",
              " Armed-Forces            7.830981\n",
              " Baby                    0.893210\n",
              " Craft-repair         4100.798643\n",
              " Exec-managerial      4066.231870\n",
              " Farming-fishing       994.020914\n",
              " Handlers-cleaners    1370.133901\n",
              " Machine-op-inspct    2006.801691\n",
              " Other-service        3298.857753\n",
              " Priv-house-serv       149.518797\n",
              " Prof-specialty       4139.952309\n",
              " Protective-serv       650.512290\n",
              " Sales                3645.494822\n",
              " Tech-support          926.138016\n",
              " Transport-moving     1595.625019\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.255908\n",
              " Armed-Forces            8.723350\n",
              " Baby                    0.000000\n",
              " Craft-repair         4100.146700\n",
              " Exec-managerial      4066.245999\n",
              " Farming-fishing       993.901282\n",
              " Handlers-cleaners    1368.854482\n",
              " Machine-op-inspct    1998.218386\n",
              " Other-service        3296.891735\n",
              " Priv-house-serv       149.191916\n",
              " Prof-specialty       4140.628203\n",
              " Protective-serv       649.067098\n",
              " Sales                3649.187858\n",
              " Tech-support          926.590538\n",
              " Transport-moving     1596.140844\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3767.710462\n",
              " Armed-Forces            9.144791\n",
              " Baby                    0.198617\n",
              " Craft-repair         4099.733916\n",
              " Exec-managerial      4066.333726\n",
              " Farming-fishing       994.006037\n",
              " Handlers-cleaners    1371.481444\n",
              " Machine-op-inspct    2002.465066\n",
              " Other-service        3293.857390\n",
              " Priv-house-serv       152.646437\n",
              " Prof-specialty       4139.233976\n",
              " Protective-serv       647.094239\n",
              " Sales                3652.089000\n",
              " Tech-support          927.308942\n",
              " Transport-moving     1596.749422\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.402536\n",
              " Armed-Forces           11.258123\n",
              " Baby                    1.026765\n",
              " Craft-repair         4099.766873\n",
              " Exec-managerial      4067.338464\n",
              " Farming-fishing       995.672268\n",
              " Handlers-cleaners    1370.231514\n",
              " Machine-op-inspct    2002.045100\n",
              " Other-service        3294.027791\n",
              " Priv-house-serv       149.237544\n",
              " Prof-specialty       4138.567486\n",
              " Protective-serv       649.491971\n",
              " Sales                3649.460169\n",
              " Tech-support          926.834127\n",
              " Transport-moving     1589.739458\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.698769\n",
              " Armed-Forces            6.985530\n",
              " Baby                    1.043602\n",
              " Craft-repair         4099.570019\n",
              " Exec-managerial      4067.224140\n",
              " Farming-fishing       991.139161\n",
              " Handlers-cleaners    1369.040665\n",
              " Machine-op-inspct    2002.236025\n",
              " Other-service        3292.817526\n",
              " Priv-house-serv       149.033684\n",
              " Prof-specialty       4139.440578\n",
              " Protective-serv       649.045213\n",
              " Sales                3648.713008\n",
              " Tech-support          925.972642\n",
              " Transport-moving     1595.596430\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3772.834317\n",
              " Armed-Forces            9.515647\n",
              " Baby                    3.882656\n",
              " Craft-repair         4101.080035\n",
              " Exec-managerial      4067.290403\n",
              " Farming-fishing       992.986951\n",
              " Handlers-cleaners    1369.457799\n",
              " Machine-op-inspct    2001.636821\n",
              " Other-service        3292.957271\n",
              " Priv-house-serv       147.670723\n",
              " Prof-specialty       4138.652662\n",
              " Protective-serv       649.555732\n",
              " Sales                3649.719680\n",
              " Tech-support          929.617331\n",
              " Transport-moving     1597.749918\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.848344\n",
              " Armed-Forces            9.083262\n",
              " Baby                    0.974036\n",
              " Craft-repair         4099.808165\n",
              " Exec-managerial      4067.057599\n",
              " Farming-fishing       993.029524\n",
              " Handlers-cleaners    1370.891789\n",
              " Machine-op-inspct    2001.811961\n",
              " Other-service        3295.685134\n",
              " Priv-house-serv       149.084702\n",
              " Prof-specialty       4140.340108\n",
              " Protective-serv       649.215077\n",
              " Sales                3650.159437\n",
              " Tech-support          927.788091\n",
              " Transport-moving     1595.593124\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.512242\n",
              " Armed-Forces            8.408459\n",
              " Baby                    1.782043\n",
              " Craft-repair         4099.917021\n",
              " Exec-managerial      4067.631538\n",
              " Farming-fishing       994.547459\n",
              " Handlers-cleaners    1370.001925\n",
              " Machine-op-inspct    2001.963717\n",
              " Other-service        3295.384452\n",
              " Priv-house-serv       145.553066\n",
              " Prof-specialty       4141.586278\n",
              " Protective-serv       650.607272\n",
              " Sales                3651.594831\n",
              " Tech-support          928.532720\n",
              " Transport-moving     1597.238362\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3768.218773\n",
              " Armed-Forces            7.837855\n",
              " Baby                    1.722915\n",
              " Craft-repair         4100.869801\n",
              " Exec-managerial      4065.960030\n",
              " Farming-fishing       995.228762\n",
              " Handlers-cleaners    1367.777477\n",
              " Machine-op-inspct    1998.520564\n",
              " Other-service        3295.144917\n",
              " Priv-house-serv       148.794567\n",
              " Prof-specialty       4142.441908\n",
              " Protective-serv       649.649658\n",
              " Sales                3646.529995\n",
              " Tech-support          929.284327\n",
              " Transport-moving     1597.613703\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3772.383775\n",
              " Armed-Forces            9.567649\n",
              " Baby                    0.023234\n",
              " Craft-repair         4099.302512\n",
              " Exec-managerial      4065.072830\n",
              " Farming-fishing       993.224698\n",
              " Handlers-cleaners    1364.274815\n",
              " Machine-op-inspct    2003.186693\n",
              " Other-service        3294.645383\n",
              " Priv-house-serv       149.698270\n",
              " Prof-specialty       4140.431537\n",
              " Protective-serv       647.302303\n",
              " Sales                3650.752687\n",
              " Tech-support          930.239444\n",
              " Transport-moving     1596.365448\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.363081\n",
              " Armed-Forces            7.823769\n",
              " Baby                    0.000000\n",
              " Craft-repair         4099.541838\n",
              " Exec-managerial      4067.439384\n",
              " Farming-fishing       993.360589\n",
              " Handlers-cleaners    1368.339886\n",
              " Machine-op-inspct    1999.144313\n",
              " Other-service        3294.371412\n",
              " Priv-house-serv       148.768412\n",
              " Prof-specialty       4138.658422\n",
              " Protective-serv       647.745657\n",
              " Sales                3648.751736\n",
              " Tech-support          927.761414\n",
              " Transport-moving     1596.998888\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.803632\n",
              " Armed-Forces            7.688202\n",
              " Baby                    0.000000\n",
              " Craft-repair         4097.862649\n",
              " Exec-managerial      4066.170807\n",
              " Farming-fishing       995.899026\n",
              " Handlers-cleaners    1369.608176\n",
              " Machine-op-inspct    2003.429462\n",
              " Other-service        3295.217743\n",
              " Priv-house-serv       148.895031\n",
              " Prof-specialty       4141.405263\n",
              " Protective-serv       650.045601\n",
              " Sales                3649.677372\n",
              " Tech-support          926.992445\n",
              " Transport-moving     1595.889641\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.761496\n",
              " Armed-Forces           13.087259\n",
              " Baby                    1.841305\n",
              " Craft-repair         4100.999859\n",
              " Exec-managerial      4066.105087\n",
              " Farming-fishing       994.894422\n",
              " Handlers-cleaners    1369.678445\n",
              " Machine-op-inspct    2002.867666\n",
              " Other-service        3295.123505\n",
              " Priv-house-serv       147.593375\n",
              " Prof-specialty       4140.708267\n",
              " Protective-serv       646.926105\n",
              " Sales                3650.326917\n",
              " Tech-support          926.610833\n",
              " Transport-moving     1596.591799\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.909619\n",
              " Armed-Forces            8.586682\n",
              " Baby                    1.046198\n",
              " Craft-repair         4100.103986\n",
              " Exec-managerial      4067.676567\n",
              " Farming-fishing       994.400681\n",
              " Handlers-cleaners    1370.533726\n",
              " Machine-op-inspct    2003.150482\n",
              " Other-service        3294.565886\n",
              " Priv-house-serv       150.929877\n",
              " Prof-specialty       4141.975621\n",
              " Protective-serv       649.048795\n",
              " Sales                3650.440448\n",
              " Tech-support          924.325200\n",
              " Transport-moving     1597.367679\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.692164\n",
              " Armed-Forces           10.323005\n",
              " Baby                    0.000000\n",
              " Craft-repair         4099.571662\n",
              " Exec-managerial      4063.473504\n",
              " Farming-fishing       994.097771\n",
              " Handlers-cleaners    1369.719349\n",
              " Machine-op-inspct    1998.860791\n",
              " Other-service        3297.157144\n",
              " Priv-house-serv       150.802451\n",
              " Prof-specialty       4141.747949\n",
              " Protective-serv       648.565030\n",
              " Sales                3654.135015\n",
              " Tech-support          928.792095\n",
              " Transport-moving     1602.920215\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.389854\n",
              " Armed-Forces            9.313437\n",
              " Baby                    1.271430\n",
              " Craft-repair         4100.112263\n",
              " Exec-managerial      4066.191793\n",
              " Farming-fishing       994.333910\n",
              " Handlers-cleaners    1369.880469\n",
              " Machine-op-inspct    2001.606190\n",
              " Other-service        3298.615335\n",
              " Priv-house-serv       148.261935\n",
              " Prof-specialty       4138.517941\n",
              " Protective-serv       646.726062\n",
              " Sales                3650.264476\n",
              " Tech-support          925.052008\n",
              " Transport-moving     1597.337566\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.237730\n",
              " Armed-Forces            7.989809\n",
              " Baby                    0.953420\n",
              " Craft-repair         4099.780285\n",
              " Exec-managerial      4067.385252\n",
              " Farming-fishing       994.966524\n",
              " Handlers-cleaners    1369.835358\n",
              " Machine-op-inspct    2003.113873\n",
              " Other-service        3295.274741\n",
              " Priv-house-serv       147.939203\n",
              " Prof-specialty       4140.023115\n",
              " Protective-serv       647.812310\n",
              " Sales                3650.060805\n",
              " Tech-support          928.541323\n",
              " Transport-moving     1595.136933\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.870386\n",
              " Armed-Forces            8.557958\n",
              " Baby                    1.504789\n",
              " Craft-repair         4100.015436\n",
              " Exec-managerial      4064.882613\n",
              " Farming-fishing       993.836044\n",
              " Handlers-cleaners    1366.978938\n",
              " Machine-op-inspct    2004.898667\n",
              " Other-service        3294.758633\n",
              " Priv-house-serv       149.527843\n",
              " Prof-specialty       4141.368895\n",
              " Protective-serv       647.621027\n",
              " Sales                3648.655960\n",
              " Tech-support          928.517683\n",
              " Transport-moving     1597.037674\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3768.357622\n",
              " Armed-Forces            9.067830\n",
              " Baby                    1.539083\n",
              " Craft-repair         4098.920285\n",
              " Exec-managerial      4065.514430\n",
              " Farming-fishing       993.049814\n",
              " Handlers-cleaners    1369.838525\n",
              " Machine-op-inspct    2003.155404\n",
              " Other-service        3296.415290\n",
              " Priv-house-serv       146.315591\n",
              " Prof-specialty       4140.690583\n",
              " Protective-serv       649.657649\n",
              " Sales                3647.687297\n",
              " Tech-support          928.732722\n",
              " Transport-moving     1597.668923\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.845318\n",
              " Armed-Forces            8.099126\n",
              " Baby                    0.880198\n",
              " Craft-repair         4100.230250\n",
              " Exec-managerial      4065.233159\n",
              " Farming-fishing       993.485051\n",
              " Handlers-cleaners    1370.564240\n",
              " Machine-op-inspct    2001.763244\n",
              " Other-service        3294.642300\n",
              " Priv-house-serv       149.173953\n",
              " Prof-specialty       4140.823772\n",
              " Protective-serv       649.696015\n",
              " Sales                3649.068158\n",
              " Tech-support          929.366014\n",
              " Transport-moving     1595.307538\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3771.415648\n",
              " Armed-Forces            9.304060\n",
              " Baby                    1.186443\n",
              " Craft-repair         4100.848263\n",
              " Exec-managerial      4067.951589\n",
              " Farming-fishing       991.192722\n",
              " Handlers-cleaners    1371.576872\n",
              " Machine-op-inspct    1999.614175\n",
              " Other-service        3297.442461\n",
              " Priv-house-serv       148.459258\n",
              " Prof-specialty       4139.033849\n",
              " Protective-serv       648.286959\n",
              " Sales                3647.450527\n",
              " Tech-support          929.258370\n",
              " Transport-moving     1595.035064\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.926079\n",
              " Armed-Forces            9.823296\n",
              " Baby                    1.026578\n",
              " Craft-repair         4098.826177\n",
              " Exec-managerial      4067.054067\n",
              " Farming-fishing       996.931573\n",
              " Handlers-cleaners    1370.835361\n",
              " Machine-op-inspct    2001.286239\n",
              " Other-service        3297.287772\n",
              " Priv-house-serv       147.751024\n",
              " Prof-specialty       4139.491349\n",
              " Protective-serv       647.349188\n",
              " Sales                3646.882079\n",
              " Tech-support          927.776489\n",
              " Transport-moving     1596.956098\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3771.213613\n",
              " Armed-Forces            9.785522\n",
              " Baby                    2.715761\n",
              " Craft-repair         4100.921494\n",
              " Exec-managerial      4066.721250\n",
              " Farming-fishing       992.093774\n",
              " Handlers-cleaners    1370.214890\n",
              " Machine-op-inspct    2001.282866\n",
              " Other-service        3294.739345\n",
              " Priv-house-serv       147.851761\n",
              " Prof-specialty       4139.861754\n",
              " Protective-serv       649.686845\n",
              " Sales                3649.481247\n",
              " Tech-support          926.727844\n",
              " Transport-moving     1597.390917\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.994422\n",
              " Armed-Forces            9.214418\n",
              " Baby                    3.971968\n",
              " Craft-repair         4100.778988\n",
              " Exec-managerial      4064.800330\n",
              " Farming-fishing       993.160719\n",
              " Handlers-cleaners    1371.283473\n",
              " Machine-op-inspct    2001.602706\n",
              " Other-service        3295.042793\n",
              " Priv-house-serv       148.995821\n",
              " Prof-specialty       4139.127653\n",
              " Protective-serv       650.442420\n",
              " Sales                3647.805285\n",
              " Tech-support          927.774674\n",
              " Transport-moving     1596.800808\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3766.071278\n",
              " Armed-Forces           12.319529\n",
              " Baby                    2.340394\n",
              " Craft-repair         4099.984388\n",
              " Exec-managerial      4066.352606\n",
              " Farming-fishing       996.522368\n",
              " Handlers-cleaners    1377.446807\n",
              " Machine-op-inspct    2002.488601\n",
              " Other-service        3295.438010\n",
              " Priv-house-serv       150.668197\n",
              " Prof-specialty       4138.202947\n",
              " Protective-serv       649.030141\n",
              " Sales                3650.507183\n",
              " Tech-support          925.604968\n",
              " Transport-moving     1597.312289\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.541756\n",
              " Armed-Forces            8.690808\n",
              " Baby                    2.100326\n",
              " Craft-repair         4100.837096\n",
              " Exec-managerial      4065.721802\n",
              " Farming-fishing       990.886162\n",
              " Handlers-cleaners    1369.112115\n",
              " Machine-op-inspct    2002.117133\n",
              " Other-service        3296.186185\n",
              " Priv-house-serv       148.878689\n",
              " Prof-specialty       4135.376246\n",
              " Protective-serv       648.446290\n",
              " Sales                3649.015220\n",
              " Tech-support          927.840246\n",
              " Transport-moving     1597.560515\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.456327\n",
              " Armed-Forces            8.299570\n",
              " Baby                    1.166508\n",
              " Craft-repair         4100.198552\n",
              " Exec-managerial      4066.679933\n",
              " Farming-fishing       993.763477\n",
              " Handlers-cleaners    1369.571875\n",
              " Machine-op-inspct    2000.698543\n",
              " Other-service        3294.407796\n",
              " Priv-house-serv       148.116394\n",
              " Prof-specialty       4139.950314\n",
              " Protective-serv       649.440016\n",
              " Sales                3649.939193\n",
              " Tech-support          927.783823\n",
              " Transport-moving     1597.203213\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.878774\n",
              " Armed-Forces            8.603879\n",
              " Baby                    1.276095\n",
              " Craft-repair         4101.189026\n",
              " Exec-managerial      4065.329467\n",
              " Farming-fishing       993.726920\n",
              " Handlers-cleaners    1370.547765\n",
              " Machine-op-inspct    1998.759412\n",
              " Other-service        3300.099665\n",
              " Priv-house-serv       149.942566\n",
              " Prof-specialty       4140.117668\n",
              " Protective-serv       648.889722\n",
              " Sales                3647.285377\n",
              " Tech-support          928.280873\n",
              " Transport-moving     1597.806081\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3771.228260\n",
              " Armed-Forces            9.134688\n",
              " Baby                    1.734517\n",
              " Craft-repair         4099.589151\n",
              " Exec-managerial      4068.834892\n",
              " Farming-fishing       994.202526\n",
              " Handlers-cleaners    1370.267231\n",
              " Machine-op-inspct    2003.241573\n",
              " Other-service        3295.805916\n",
              " Priv-house-serv       148.510631\n",
              " Prof-specialty       4139.775981\n",
              " Protective-serv       649.774058\n",
              " Sales                3649.929326\n",
              " Tech-support          926.688901\n",
              " Transport-moving     1596.638945\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.875566\n",
              " Armed-Forces            8.381423\n",
              " Baby                    0.000000\n",
              " Craft-repair         4100.036464\n",
              " Exec-managerial      4065.625972\n",
              " Farming-fishing       995.845560\n",
              " Handlers-cleaners    1369.063056\n",
              " Machine-op-inspct    2002.362116\n",
              " Other-service        3295.580612\n",
              " Priv-house-serv       145.848848\n",
              " Prof-specialty       4140.140678\n",
              " Protective-serv       647.708155\n",
              " Sales                3652.150211\n",
              " Tech-support          928.728184\n",
              " Transport-moving     1594.122748\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.779440\n",
              " Armed-Forces            7.340838\n",
              " Baby                    0.928721\n",
              " Craft-repair         4099.277703\n",
              " Exec-managerial      4065.261634\n",
              " Farming-fishing       993.967941\n",
              " Handlers-cleaners    1370.056036\n",
              " Machine-op-inspct    2002.159205\n",
              " Other-service        3295.043087\n",
              " Priv-house-serv       148.040706\n",
              " Prof-specialty       4140.859611\n",
              " Protective-serv       648.581874\n",
              " Sales                3652.221354\n",
              " Tech-support          928.381933\n",
              " Transport-moving     1597.135928\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3768.018309\n",
              " Armed-Forces            9.410432\n",
              " Baby                    1.666886\n",
              " Craft-repair         4099.635925\n",
              " Exec-managerial      4064.859522\n",
              " Farming-fishing       996.334071\n",
              " Handlers-cleaners    1370.062975\n",
              " Machine-op-inspct    2003.326506\n",
              " Other-service        3295.873790\n",
              " Priv-house-serv       146.893949\n",
              " Prof-specialty       4139.522175\n",
              " Protective-serv       648.507786\n",
              " Sales                3649.712544\n",
              " Tech-support          925.908354\n",
              " Transport-moving     1599.159908\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.824997\n",
              " Armed-Forces            9.177387\n",
              " Baby                    0.626972\n",
              " Craft-repair         4098.911452\n",
              " Exec-managerial      4066.212322\n",
              " Farming-fishing       992.942317\n",
              " Handlers-cleaners    1370.798055\n",
              " Machine-op-inspct    2002.069811\n",
              " Other-service        3295.280967\n",
              " Priv-house-serv       147.878732\n",
              " Prof-specialty       4140.254814\n",
              " Protective-serv       649.473850\n",
              " Sales                3649.791829\n",
              " Tech-support          928.497247\n",
              " Transport-moving     1596.886471\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3768.760307\n",
              " Armed-Forces            9.038666\n",
              " Baby                    2.135567\n",
              " Craft-repair         4100.950152\n",
              " Exec-managerial      4066.549752\n",
              " Farming-fishing       994.470334\n",
              " Handlers-cleaners    1368.912855\n",
              " Machine-op-inspct    2001.874436\n",
              " Other-service        3297.924062\n",
              " Priv-house-serv       149.656815\n",
              " Prof-specialty       4140.183078\n",
              " Protective-serv       650.485738\n",
              " Sales                3649.689416\n",
              " Tech-support          931.058254\n",
              " Transport-moving     1597.115421\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.817002\n",
              " Armed-Forces            9.019796\n",
              " Baby                    1.439476\n",
              " Craft-repair         4099.288075\n",
              " Exec-managerial      4065.826683\n",
              " Farming-fishing       998.383087\n",
              " Handlers-cleaners    1370.953723\n",
              " Machine-op-inspct    2001.912684\n",
              " Other-service        3295.215121\n",
              " Priv-house-serv       149.476621\n",
              " Prof-specialty       4139.786011\n",
              " Protective-serv       654.056237\n",
              " Sales                3651.478643\n",
              " Tech-support          926.481664\n",
              " Transport-moving     1597.567217\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.422373\n",
              " Armed-Forces            9.680743\n",
              " Baby                    1.806680\n",
              " Craft-repair         4099.703964\n",
              " Exec-managerial      4067.930200\n",
              " Farming-fishing       994.299609\n",
              " Handlers-cleaners    1370.025431\n",
              " Machine-op-inspct    2002.821554\n",
              " Other-service        3296.400823\n",
              " Priv-house-serv       150.284086\n",
              " Prof-specialty       4139.570705\n",
              " Protective-serv       649.681038\n",
              " Sales                3650.386195\n",
              " Tech-support          928.044353\n",
              " Transport-moving     1595.429678\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.499168\n",
              " Armed-Forces           10.503664\n",
              " Baby                    2.144096\n",
              " Craft-repair         4099.957977\n",
              " Exec-managerial      4067.598314\n",
              " Farming-fishing       994.103353\n",
              " Handlers-cleaners    1370.144520\n",
              " Machine-op-inspct    1999.512953\n",
              " Other-service        3295.260702\n",
              " Priv-house-serv       149.632879\n",
              " Prof-specialty       4140.009772\n",
              " Protective-serv       649.423723\n",
              " Sales                3648.850710\n",
              " Tech-support          927.535720\n",
              " Transport-moving     1595.948818\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.949184\n",
              " Armed-Forces            9.077056\n",
              " Baby                    2.270094\n",
              " Craft-repair         4100.439500\n",
              " Exec-managerial      4065.785771\n",
              " Farming-fishing       993.786811\n",
              " Handlers-cleaners    1369.838496\n",
              " Machine-op-inspct    2002.209927\n",
              " Other-service        3296.067642\n",
              " Priv-house-serv       149.219762\n",
              " Prof-specialty       4141.713149\n",
              " Protective-serv       650.275929\n",
              " Sales                3651.641677\n",
              " Tech-support          928.255059\n",
              " Transport-moving     1596.957323\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.089736\n",
              " Armed-Forces            8.508075\n",
              " Baby                    0.977190\n",
              " Craft-repair         4099.503563\n",
              " Exec-managerial      4066.313450\n",
              " Farming-fishing       994.311809\n",
              " Handlers-cleaners    1370.403660\n",
              " Machine-op-inspct    2001.610146\n",
              " Other-service        3295.986128\n",
              " Priv-house-serv       149.912645\n",
              " Prof-specialty       4139.471446\n",
              " Protective-serv       649.682806\n",
              " Sales                3650.302819\n",
              " Tech-support          929.428944\n",
              " Transport-moving     1590.604749\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3768.716979\n",
              " Armed-Forces            8.396238\n",
              " Baby                    1.605058\n",
              " Craft-repair         4097.429475\n",
              " Exec-managerial      4067.161480\n",
              " Farming-fishing       992.524772\n",
              " Handlers-cleaners    1369.631571\n",
              " Machine-op-inspct    2002.229233\n",
              " Other-service        3294.832608\n",
              " Priv-house-serv       148.544314\n",
              " Prof-specialty       4141.089651\n",
              " Protective-serv       647.647806\n",
              " Sales                3649.128121\n",
              " Tech-support          927.384769\n",
              " Transport-moving     1597.728878\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.003388\n",
              " Armed-Forces            9.187474\n",
              " Baby                    0.000000\n",
              " Craft-repair         4100.536035\n",
              " Exec-managerial      4066.071320\n",
              " Farming-fishing       993.708447\n",
              " Handlers-cleaners    1369.072720\n",
              " Machine-op-inspct    1998.430653\n",
              " Other-service        3295.409452\n",
              " Priv-house-serv       152.098680\n",
              " Prof-specialty       4137.688064\n",
              " Protective-serv       649.805628\n",
              " Sales                3650.085578\n",
              " Tech-support          928.151306\n",
              " Transport-moving     1596.806570\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.539472\n",
              " Armed-Forces           10.195458\n",
              " Baby                    0.189555\n",
              " Craft-repair         4100.853495\n",
              " Exec-managerial      4066.781063\n",
              " Farming-fishing       994.072126\n",
              " Handlers-cleaners    1368.979927\n",
              " Machine-op-inspct    2002.583558\n",
              " Other-service        3294.341649\n",
              " Priv-house-serv       149.713690\n",
              " Prof-specialty       4140.354624\n",
              " Protective-serv       650.576853\n",
              " Sales                3649.702172\n",
              " Tech-support          928.057437\n",
              " Transport-moving     1595.514821\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3768.374942\n",
              " Armed-Forces            7.784899\n",
              " Baby                    2.404576\n",
              " Craft-repair         4099.906644\n",
              " Exec-managerial      4066.598105\n",
              " Farming-fishing       995.158478\n",
              " Handlers-cleaners    1369.555455\n",
              " Machine-op-inspct    2002.800195\n",
              " Other-service        3295.038688\n",
              " Priv-house-serv       149.279147\n",
              " Prof-specialty       4137.434421\n",
              " Protective-serv       648.147447\n",
              " Sales                3648.539256\n",
              " Tech-support          927.405173\n",
              " Transport-moving     1597.405255\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.188726\n",
              " Armed-Forces            9.844019\n",
              " Baby                    1.224787\n",
              " Craft-repair         4100.127025\n",
              " Exec-managerial      4069.049439\n",
              " Farming-fishing       996.184508\n",
              " Handlers-cleaners    1370.452242\n",
              " Machine-op-inspct    2003.021177\n",
              " Other-service        3296.027731\n",
              " Priv-house-serv       150.882082\n",
              " Prof-specialty       4140.663855\n",
              " Protective-serv       649.107301\n",
              " Sales                3651.205100\n",
              " Tech-support          928.571208\n",
              " Transport-moving     1596.533940\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.682786\n",
              " Armed-Forces            8.817763\n",
              " Baby                    0.861522\n",
              " Craft-repair         4100.777644\n",
              " Exec-managerial      4065.760313\n",
              " Farming-fishing       994.266490\n",
              " Handlers-cleaners    1370.906214\n",
              " Machine-op-inspct    2002.047299\n",
              " Other-service        3297.005642\n",
              " Priv-house-serv       147.751697\n",
              " Prof-specialty       4140.047750\n",
              " Protective-serv       649.437546\n",
              " Sales                3650.376872\n",
              " Tech-support          928.252366\n",
              " Transport-moving     1596.738954\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3771.458087\n",
              " Armed-Forces            9.247790\n",
              " Baby                    2.362003\n",
              " Craft-repair         4099.190152\n",
              " Exec-managerial      4065.675996\n",
              " Farming-fishing       993.552598\n",
              " Handlers-cleaners    1372.588106\n",
              " Machine-op-inspct    2002.173887\n",
              " Other-service        3294.846436\n",
              " Priv-house-serv       149.591317\n",
              " Prof-specialty       4141.071680\n",
              " Protective-serv       651.832505\n",
              " Sales                3649.305982\n",
              " Tech-support          927.403706\n",
              " Transport-moving     1596.005230\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3768.758045\n",
              " Armed-Forces            9.472343\n",
              " Baby                    1.557030\n",
              " Craft-repair         4100.234205\n",
              " Exec-managerial      4063.074047\n",
              " Farming-fishing       993.560562\n",
              " Handlers-cleaners    1370.936039\n",
              " Machine-op-inspct    2001.377867\n",
              " Other-service        3296.998186\n",
              " Priv-house-serv       148.744474\n",
              " Prof-specialty       4139.783401\n",
              " Protective-serv       652.705382\n",
              " Sales                3649.982299\n",
              " Tech-support          928.799879\n",
              " Transport-moving     1595.640791\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.712127\n",
              " Armed-Forces            9.200077\n",
              " Baby                    3.051089\n",
              " Craft-repair         4099.413780\n",
              " Exec-managerial      4063.619250\n",
              " Farming-fishing       995.433019\n",
              " Handlers-cleaners    1370.614992\n",
              " Machine-op-inspct    2004.289377\n",
              " Other-service        3293.571675\n",
              " Priv-house-serv       149.488305\n",
              " Prof-specialty       4140.472466\n",
              " Protective-serv       649.083826\n",
              " Sales                3651.149259\n",
              " Tech-support          928.642086\n",
              " Transport-moving     1595.332818\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3768.476748\n",
              " Armed-Forces           10.104702\n",
              " Baby                    0.780335\n",
              " Craft-repair         4100.305214\n",
              " Exec-managerial      4065.661228\n",
              " Farming-fishing       995.593783\n",
              " Handlers-cleaners    1371.416684\n",
              " Machine-op-inspct    1998.601005\n",
              " Other-service        3293.512940\n",
              " Priv-house-serv       145.789133\n",
              " Prof-specialty       4142.076920\n",
              " Protective-serv       651.003286\n",
              " Sales                3651.661562\n",
              " Tech-support          928.524577\n",
              " Transport-moving     1598.187510\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.763640\n",
              " Armed-Forces            8.850890\n",
              " Baby                    4.434046\n",
              " Craft-repair         4098.371850\n",
              " Exec-managerial      4065.139290\n",
              " Farming-fishing       992.073062\n",
              " Handlers-cleaners    1369.906954\n",
              " Machine-op-inspct    2002.051753\n",
              " Other-service        3296.075105\n",
              " Priv-house-serv       149.181104\n",
              " Prof-specialty       4141.201783\n",
              " Protective-serv       648.497486\n",
              " Sales                3649.017963\n",
              " Tech-support          925.771477\n",
              " Transport-moving     1596.031161\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.013414\n",
              " Armed-Forces            4.415236\n",
              " Baby                    0.733740\n",
              " Craft-repair         4100.640236\n",
              " Exec-managerial      4065.144673\n",
              " Farming-fishing       992.942636\n",
              " Handlers-cleaners    1368.198320\n",
              " Machine-op-inspct    2001.691829\n",
              " Other-service        3296.608878\n",
              " Priv-house-serv       148.577389\n",
              " Prof-specialty       4139.472960\n",
              " Protective-serv       649.038076\n",
              " Sales                3650.017086\n",
              " Tech-support          926.740292\n",
              " Transport-moving     1599.229885\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.428417\n",
              " Armed-Forces           10.539668\n",
              " Baby                    0.000000\n",
              " Craft-repair         4097.417593\n",
              " Exec-managerial      4066.918803\n",
              " Farming-fishing       993.861796\n",
              " Handlers-cleaners    1371.951706\n",
              " Machine-op-inspct    2004.853892\n",
              " Other-service        3293.468316\n",
              " Priv-house-serv       148.533343\n",
              " Prof-specialty       4141.704320\n",
              " Protective-serv       648.232281\n",
              " Sales                3649.328999\n",
              " Tech-support          927.677346\n",
              " Transport-moving     1596.140426\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3768.185211\n",
              " Armed-Forces           10.600817\n",
              " Baby                    4.875756\n",
              " Craft-repair         4099.785830\n",
              " Exec-managerial      4067.598932\n",
              " Farming-fishing       993.286877\n",
              " Handlers-cleaners    1370.638003\n",
              " Machine-op-inspct    2003.510895\n",
              " Other-service        3295.658862\n",
              " Priv-house-serv       148.840619\n",
              " Prof-specialty       4141.475009\n",
              " Protective-serv       648.173776\n",
              " Sales                3650.173251\n",
              " Tech-support          927.190620\n",
              " Transport-moving     1598.241145\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.906462\n",
              " Armed-Forces            8.531426\n",
              " Baby                    1.280194\n",
              " Craft-repair         4099.120985\n",
              " Exec-managerial      4065.413143\n",
              " Farming-fishing       994.468544\n",
              " Handlers-cleaners    1371.511228\n",
              " Machine-op-inspct    2001.544838\n",
              " Other-service        3294.967378\n",
              " Priv-house-serv       149.546056\n",
              " Prof-specialty       4139.019743\n",
              " Protective-serv       649.931673\n",
              " Sales                3649.493079\n",
              " Tech-support          929.615421\n",
              " Transport-moving     1597.336566\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.321892\n",
              " Armed-Forces            8.223650\n",
              " Baby                    1.810509\n",
              " Craft-repair         4101.132112\n",
              " Exec-managerial      4065.848401\n",
              " Farming-fishing       994.037253\n",
              " Handlers-cleaners    1369.932737\n",
              " Machine-op-inspct    2001.709764\n",
              " Other-service        3294.873415\n",
              " Priv-house-serv       148.328997\n",
              " Prof-specialty       4137.416945\n",
              " Protective-serv       648.302344\n",
              " Sales                3650.499257\n",
              " Tech-support          927.697484\n",
              " Transport-moving     1597.169384\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3771.427563\n",
              " Armed-Forces            8.580213\n",
              " Baby                    0.506974\n",
              " Craft-repair         4100.046745\n",
              " Exec-managerial      4065.250567\n",
              " Farming-fishing       995.267784\n",
              " Handlers-cleaners    1369.211010\n",
              " Machine-op-inspct    2000.870230\n",
              " Other-service        3295.737097\n",
              " Priv-house-serv       147.007556\n",
              " Prof-specialty       4140.453132\n",
              " Protective-serv       647.003680\n",
              " Sales                3650.311395\n",
              " Tech-support          928.930043\n",
              " Transport-moving     1598.238873\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.562023\n",
              " Armed-Forces           10.991423\n",
              " Baby                    1.081858\n",
              " Craft-repair         4099.997560\n",
              " Exec-managerial      4064.716713\n",
              " Farming-fishing       993.519727\n",
              " Handlers-cleaners    1369.996607\n",
              " Machine-op-inspct    2001.266203\n",
              " Other-service        3295.280682\n",
              " Priv-house-serv       148.781480\n",
              " Prof-specialty       4142.367962\n",
              " Protective-serv       649.796943\n",
              " Sales                3651.270053\n",
              " Tech-support          924.842176\n",
              " Transport-moving     1595.106728\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.353982\n",
              " Armed-Forces           12.045574\n",
              " Baby                    0.314036\n",
              " Craft-repair         4101.666439\n",
              " Exec-managerial      4065.413333\n",
              " Farming-fishing       992.858881\n",
              " Handlers-cleaners    1368.742226\n",
              " Machine-op-inspct    2001.448509\n",
              " Other-service        3296.611270\n",
              " Priv-house-serv       148.754798\n",
              " Prof-specialty       4139.730597\n",
              " Protective-serv       648.229503\n",
              " Sales                3649.225447\n",
              " Tech-support          930.519164\n",
              " Transport-moving     1598.287352\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3771.078362\n",
              " Armed-Forces            9.507551\n",
              " Baby                    0.618935\n",
              " Craft-repair         4099.371801\n",
              " Exec-managerial      4067.576925\n",
              " Farming-fishing       995.642023\n",
              " Handlers-cleaners    1370.007981\n",
              " Machine-op-inspct    2001.390911\n",
              " Other-service        3295.841030\n",
              " Priv-house-serv       148.141944\n",
              " Prof-specialty       4140.597652\n",
              " Protective-serv       650.293521\n",
              " Sales                3649.540557\n",
              " Tech-support          927.861729\n",
              " Transport-moving     1598.577754\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3767.119443\n",
              " Armed-Forces           10.264507\n",
              " Baby                    1.108457\n",
              " Craft-repair         4102.396620\n",
              " Exec-managerial      4065.052080\n",
              " Farming-fishing       989.003419\n",
              " Handlers-cleaners    1368.909007\n",
              " Machine-op-inspct    2002.363537\n",
              " Other-service        3296.193093\n",
              " Priv-house-serv       148.114440\n",
              " Prof-specialty       4140.014014\n",
              " Protective-serv       652.309436\n",
              " Sales                3646.977069\n",
              " Tech-support          927.377688\n",
              " Transport-moving     1598.956290\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.393448\n",
              " Armed-Forces            7.863889\n",
              " Baby                    0.000000\n",
              " Craft-repair         4099.983534\n",
              " Exec-managerial      4065.513148\n",
              " Farming-fishing       995.771435\n",
              " Handlers-cleaners    1369.614255\n",
              " Machine-op-inspct    2002.482893\n",
              " Other-service        3302.479352\n",
              " Priv-house-serv       148.564667\n",
              " Prof-specialty       4140.494066\n",
              " Protective-serv       648.537526\n",
              " Sales                3649.311970\n",
              " Tech-support          928.031141\n",
              " Transport-moving     1596.782386\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3772.272814\n",
              " Armed-Forces            7.756498\n",
              " Baby                    0.328063\n",
              " Craft-repair         4101.938599\n",
              " Exec-managerial      4066.041344\n",
              " Farming-fishing       994.056087\n",
              " Handlers-cleaners    1369.769183\n",
              " Machine-op-inspct    2000.730855\n",
              " Other-service        3295.107845\n",
              " Priv-house-serv       149.335924\n",
              " Prof-specialty       4137.807812\n",
              " Protective-serv       647.682115\n",
              " Sales                3649.257883\n",
              " Tech-support          928.346885\n",
              " Transport-moving     1596.487761\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3771.374802\n",
              " Armed-Forces            7.098570\n",
              " Baby                    4.008602\n",
              " Craft-repair         4098.656390\n",
              " Exec-managerial      4062.656199\n",
              " Farming-fishing       992.938381\n",
              " Handlers-cleaners    1370.425107\n",
              " Machine-op-inspct    2001.636616\n",
              " Other-service        3297.468493\n",
              " Priv-house-serv       150.399873\n",
              " Prof-specialty       4139.715883\n",
              " Protective-serv       647.887153\n",
              " Sales                3649.047196\n",
              " Tech-support          927.753604\n",
              " Transport-moving     1596.619410\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.949019\n",
              " Armed-Forces            9.440228\n",
              " Baby                    2.381992\n",
              " Craft-repair         4105.003650\n",
              " Exec-managerial      4065.077752\n",
              " Farming-fishing       994.509962\n",
              " Handlers-cleaners    1368.829700\n",
              " Machine-op-inspct    2002.255375\n",
              " Other-service        3294.958483\n",
              " Priv-house-serv       148.425531\n",
              " Prof-specialty       4140.483245\n",
              " Protective-serv       648.292792\n",
              " Sales                3651.243431\n",
              " Tech-support          928.648303\n",
              " Transport-moving     1596.742515\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.830634\n",
              " Armed-Forces           10.300456\n",
              " Baby                    1.695515\n",
              " Craft-repair         4101.473447\n",
              " Exec-managerial      4065.722459\n",
              " Farming-fishing       993.955106\n",
              " Handlers-cleaners    1370.814665\n",
              " Machine-op-inspct    2003.727767\n",
              " Other-service        3294.409988\n",
              " Priv-house-serv       149.799216\n",
              " Prof-specialty       4138.106878\n",
              " Protective-serv       647.768032\n",
              " Sales                3650.163148\n",
              " Tech-support          927.375766\n",
              " Transport-moving     1597.620837\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3766.551995\n",
              " Armed-Forces            8.623545\n",
              " Baby                    1.941476\n",
              " Craft-repair         4099.880475\n",
              " Exec-managerial      4065.095350\n",
              " Farming-fishing       993.508185\n",
              " Handlers-cleaners    1370.007615\n",
              " Machine-op-inspct    2001.468813\n",
              " Other-service        3289.051789\n",
              " Priv-house-serv       148.674650\n",
              " Prof-specialty       4140.394085\n",
              " Protective-serv       648.879453\n",
              " Sales                3649.339028\n",
              " Tech-support          929.773828\n",
              " Transport-moving     1597.784315\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3772.224000\n",
              " Armed-Forces            7.189209\n",
              " Baby                    0.000000\n",
              " Craft-repair         4099.453322\n",
              " Exec-managerial      4066.155255\n",
              " Farming-fishing       993.130470\n",
              " Handlers-cleaners    1369.196188\n",
              " Machine-op-inspct    2003.397884\n",
              " Other-service        3296.040838\n",
              " Priv-house-serv       148.077652\n",
              " Prof-specialty       4138.570818\n",
              " Protective-serv       648.696450\n",
              " Sales                3648.253209\n",
              " Tech-support          931.679353\n",
              " Transport-moving     1599.117802\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3772.269774\n",
              " Armed-Forces            9.850229\n",
              " Baby                    0.000000\n",
              " Craft-repair         4100.050109\n",
              " Exec-managerial      4066.466734\n",
              " Farming-fishing       994.921487\n",
              " Handlers-cleaners    1368.049552\n",
              " Machine-op-inspct    2007.330588\n",
              " Other-service        3296.026722\n",
              " Priv-house-serv       148.749873\n",
              " Prof-specialty       4139.569462\n",
              " Protective-serv       648.492430\n",
              " Sales                3649.247643\n",
              " Tech-support          928.747603\n",
              " Transport-moving     1595.830017\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.960619\n",
              " Armed-Forces            7.972139\n",
              " Baby                    0.377456\n",
              " Craft-repair         4099.915808\n",
              " Exec-managerial      4065.652958\n",
              " Farming-fishing       992.821048\n",
              " Handlers-cleaners    1375.046196\n",
              " Machine-op-inspct    2002.627336\n",
              " Other-service        3295.222542\n",
              " Priv-house-serv       147.926923\n",
              " Prof-specialty       4139.368548\n",
              " Protective-serv       652.888417\n",
              " Sales                3649.464754\n",
              " Tech-support          926.237358\n",
              " Transport-moving     1597.340575\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3771.157997\n",
              " Armed-Forces            9.650601\n",
              " Baby                    0.000000\n",
              " Craft-repair         4098.784116\n",
              " Exec-managerial      4066.071544\n",
              " Farming-fishing       994.190923\n",
              " Handlers-cleaners    1369.911597\n",
              " Machine-op-inspct    2002.354185\n",
              " Other-service        3293.959350\n",
              " Priv-house-serv       146.402275\n",
              " Prof-specialty       4140.539715\n",
              " Protective-serv       649.283661\n",
              " Sales                3650.075927\n",
              " Tech-support          928.147185\n",
              " Transport-moving     1596.533168\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3771.589615\n",
              " Armed-Forces           11.115488\n",
              " Baby                    3.328310\n",
              " Craft-repair         4100.184063\n",
              " Exec-managerial      4069.948113\n",
              " Farming-fishing       992.301589\n",
              " Handlers-cleaners    1368.961117\n",
              " Machine-op-inspct    2002.119775\n",
              " Other-service        3297.509576\n",
              " Priv-house-serv       150.658672\n",
              " Prof-specialty       4139.795955\n",
              " Protective-serv       647.771641\n",
              " Sales                3646.584351\n",
              " Tech-support          928.114850\n",
              " Transport-moving     1595.506247\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.154263\n",
              " Armed-Forces            9.252583\n",
              " Baby                    0.311762\n",
              " Craft-repair         4098.402955\n",
              " Exec-managerial      4066.697547\n",
              " Farming-fishing       991.713100\n",
              " Handlers-cleaners    1371.066635\n",
              " Machine-op-inspct    2001.033581\n",
              " Other-service        3297.035342\n",
              " Priv-house-serv       150.427317\n",
              " Prof-specialty       4139.856518\n",
              " Protective-serv       653.593581\n",
              " Sales                3649.514784\n",
              " Tech-support          928.914062\n",
              " Transport-moving     1597.294931\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.138583\n",
              " Armed-Forces            8.577803\n",
              " Baby                    1.769596\n",
              " Craft-repair         4100.296627\n",
              " Exec-managerial      4066.415935\n",
              " Farming-fishing       994.082239\n",
              " Handlers-cleaners    1368.389644\n",
              " Machine-op-inspct    1998.641955\n",
              " Other-service        3294.730724\n",
              " Priv-house-serv       149.492102\n",
              " Prof-specialty       4138.380822\n",
              " Protective-serv       648.918976\n",
              " Sales                3649.571090\n",
              " Tech-support          926.903843\n",
              " Transport-moving     1594.237083\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.059045\n",
              " Armed-Forces            8.629906\n",
              " Baby                    2.125202\n",
              " Craft-repair         4099.960570\n",
              " Exec-managerial      4067.198568\n",
              " Farming-fishing       994.429102\n",
              " Handlers-cleaners    1371.629974\n",
              " Machine-op-inspct    2002.134827\n",
              " Other-service        3294.854331\n",
              " Priv-house-serv       146.466110\n",
              " Prof-specialty       4140.955634\n",
              " Protective-serv       648.485411\n",
              " Sales                3651.865924\n",
              " Tech-support          928.855300\n",
              " Transport-moving     1597.361561\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.282246\n",
              " Armed-Forces            8.670206\n",
              " Baby                    0.000000\n",
              " Craft-repair         4099.005799\n",
              " Exec-managerial      4066.687140\n",
              " Farming-fishing       997.465711\n",
              " Handlers-cleaners    1370.380120\n",
              " Machine-op-inspct    2000.532207\n",
              " Other-service        3294.467405\n",
              " Priv-house-serv       146.598696\n",
              " Prof-specialty       4139.495561\n",
              " Protective-serv       650.130287\n",
              " Sales                3650.033391\n",
              " Tech-support          926.886040\n",
              " Transport-moving     1596.302149\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3772.018315\n",
              " Armed-Forces           10.847359\n",
              " Baby                    0.332076\n",
              " Craft-repair         4100.214658\n",
              " Exec-managerial      4064.900142\n",
              " Farming-fishing       993.842841\n",
              " Handlers-cleaners    1369.192729\n",
              " Machine-op-inspct    1997.381003\n",
              " Other-service        3295.180326\n",
              " Priv-house-serv       148.362160\n",
              " Prof-specialty       4139.312790\n",
              " Protective-serv       649.662358\n",
              " Sales                3652.118615\n",
              " Tech-support          927.137599\n",
              " Transport-moving     1596.673986\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3771.429058\n",
              " Armed-Forces            8.902480\n",
              " Baby                    4.038831\n",
              " Craft-repair         4100.527796\n",
              " Exec-managerial      4066.992171\n",
              " Farming-fishing       995.803100\n",
              " Handlers-cleaners    1372.017598\n",
              " Machine-op-inspct    1998.626946\n",
              " Other-service        3294.946394\n",
              " Priv-house-serv       151.130139\n",
              " Prof-specialty       4139.355144\n",
              " Protective-serv       649.171220\n",
              " Sales                3654.833046\n",
              " Tech-support          928.812373\n",
              " Transport-moving     1593.740449\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3772.224314\n",
              " Armed-Forces            8.746508\n",
              " Baby                    0.000000\n",
              " Craft-repair         4101.745801\n",
              " Exec-managerial      4065.689546\n",
              " Farming-fishing       994.110517\n",
              " Handlers-cleaners    1369.986827\n",
              " Machine-op-inspct    2003.218812\n",
              " Other-service        3297.010297\n",
              " Priv-house-serv       149.900626\n",
              " Prof-specialty       4139.794213\n",
              " Protective-serv       649.205062\n",
              " Sales                3649.839286\n",
              " Tech-support          927.362431\n",
              " Transport-moving     1597.759221\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3769.621326\n",
              " Armed-Forces           10.003300\n",
              " Baby                    0.000000\n",
              " Craft-repair         4101.068327\n",
              " Exec-managerial      4067.176380\n",
              " Farming-fishing       996.540356\n",
              " Handlers-cleaners    1371.183774\n",
              " Machine-op-inspct    2005.173504\n",
              " Other-service        3295.565103\n",
              " Priv-house-serv       151.260037\n",
              " Prof-specialty       4140.029308\n",
              " Protective-serv       648.896891\n",
              " Sales                3651.857698\n",
              " Tech-support          927.259170\n",
              " Transport-moving     1597.096352\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3770.671241\n",
              " Armed-Forces            5.697075\n",
              " Baby                    0.258464\n",
              " Craft-repair         4100.163532\n",
              " Exec-managerial      4067.705236\n",
              " Farming-fishing       990.887790\n",
              " Handlers-cleaners    1371.141350\n",
              " Machine-op-inspct    2002.524960\n",
              " Other-service        3294.310318\n",
              " Priv-house-serv       148.131848\n",
              " Prof-specialty       4141.388006\n",
              " Protective-serv       650.894967\n",
              " Sales                3651.761667\n",
              " Tech-support          927.284598\n",
              " Transport-moving     1594.999521\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3767.487605\n",
              " Armed-Forces            7.776666\n",
              " Baby                    1.421321\n",
              " Craft-repair         4099.017182\n",
              " Exec-managerial      4066.310865\n",
              " Farming-fishing       992.607975\n",
              " Handlers-cleaners    1367.796046\n",
              " Machine-op-inspct    2002.416955\n",
              " Other-service        3295.014008\n",
              " Priv-house-serv       148.369023\n",
              " Prof-specialty       4140.464680\n",
              " Protective-serv       649.471699\n",
              " Sales                3648.990078\n",
              " Tech-support          928.048807\n",
              " Transport-moving     1596.536033\n",
              " Name: count, dtype: float64]"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 2: Compute the DP results \"dp_rseults\""
      ],
      "metadata": {
        "id": "N0142LDt4MA-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dp_results = [np.abs(hist - H_true) for hist in dp_histograms]"
      ],
      "metadata": {
        "id": "FO4IERYA3Nvi"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "dp_results"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mkf10E1I4RYm",
        "outputId": "47674197-c1ba-4fd3-ce75-0271b50d9406"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[Occupation\n",
              " Adm-clerical         0.938060\n",
              " Armed-Forces         0.145537\n",
              " Baby                 0.427718\n",
              " Craft-repair         0.340899\n",
              " Exec-managerial      4.019589\n",
              " Farming-fishing      1.036635\n",
              " Handlers-cleaners    1.264800\n",
              " Machine-op-inspct    0.958448\n",
              " Other-service        1.368894\n",
              " Priv-house-serv      0.344515\n",
              " Prof-specialty       0.159375\n",
              " Protective-serv      0.263138\n",
              " Sales                0.612525\n",
              " Tech-support         0.734488\n",
              " Transport-moving     1.148418\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         2.926687\n",
              " Armed-Forces         0.217953\n",
              " Baby                 0.146867\n",
              " Craft-repair         5.118503\n",
              " Exec-managerial      2.286132\n",
              " Farming-fishing      1.407580\n",
              " Handlers-cleaners    1.392359\n",
              " Machine-op-inspct    1.738009\n",
              " Other-service        4.198974\n",
              " Priv-house-serv      0.230508\n",
              " Prof-specialty       3.067049\n",
              " Protective-serv      2.382373\n",
              " Sales                0.169897\n",
              " Tech-support         0.185074\n",
              " Transport-moving     0.924863\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.524553\n",
              " Armed-Forces         0.354970\n",
              " Baby                 0.567038\n",
              " Craft-repair         1.041411\n",
              " Exec-managerial      1.141841\n",
              " Farming-fishing      0.155820\n",
              " Handlers-cleaners    1.089999\n",
              " Machine-op-inspct    0.930054\n",
              " Other-service        1.610871\n",
              " Priv-house-serv      0.364599\n",
              " Prof-specialty       1.054491\n",
              " Protective-serv      0.619261\n",
              " Sales                0.511148\n",
              " Tech-support         0.225102\n",
              " Transport-moving     0.566890\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.643236\n",
              " Armed-Forces         0.170001\n",
              " Baby                 2.371623\n",
              " Craft-repair         1.721985\n",
              " Exec-managerial      0.190019\n",
              " Farming-fishing      1.334309\n",
              " Handlers-cleaners    0.235738\n",
              " Machine-op-inspct    6.041878\n",
              " Other-service        3.016937\n",
              " Priv-house-serv      0.117256\n",
              " Prof-specialty       2.648656\n",
              " Protective-serv      2.202865\n",
              " Sales                2.915189\n",
              " Tech-support         2.550166\n",
              " Transport-moving     0.038474\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.570818\n",
              " Armed-Forces         1.703322\n",
              " Baby                 0.567685\n",
              " Craft-repair         1.184241\n",
              " Exec-managerial      0.819549\n",
              " Farming-fishing      2.171209\n",
              " Handlers-cleaners    1.166089\n",
              " Machine-op-inspct    0.680792\n",
              " Other-service        2.885204\n",
              " Priv-house-serv      0.917384\n",
              " Prof-specialty       0.832836\n",
              " Protective-serv      1.347418\n",
              " Sales                1.754997\n",
              " Tech-support         1.379192\n",
              " Transport-moving     1.384743\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.602926\n",
              " Armed-Forces         0.428558\n",
              " Baby                 0.484520\n",
              " Craft-repair         0.715598\n",
              " Exec-managerial      0.261232\n",
              " Farming-fishing      2.241692\n",
              " Handlers-cleaners    9.172369\n",
              " Machine-op-inspct    0.568964\n",
              " Other-service        3.527456\n",
              " Priv-house-serv      1.926663\n",
              " Prof-specialty       0.374649\n",
              " Protective-serv      2.894456\n",
              " Sales                0.803715\n",
              " Tech-support         0.231348\n",
              " Transport-moving     0.918837\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.010838\n",
              " Armed-Forces         0.258070\n",
              " Baby                 0.077369\n",
              " Craft-repair         0.470367\n",
              " Exec-managerial      0.950455\n",
              " Farming-fishing      1.688503\n",
              " Handlers-cleaners    0.551198\n",
              " Machine-op-inspct    0.072535\n",
              " Other-service        0.656195\n",
              " Priv-house-serv      0.562324\n",
              " Prof-specialty       0.835191\n",
              " Protective-serv      0.114366\n",
              " Sales                0.025039\n",
              " Tech-support         0.644623\n",
              " Transport-moving     1.123779\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.994553\n",
              " Armed-Forces         0.239396\n",
              " Baby                 2.311110\n",
              " Craft-repair         0.520466\n",
              " Exec-managerial      0.241546\n",
              " Farming-fishing      0.135819\n",
              " Handlers-cleaners    0.186190\n",
              " Machine-op-inspct    0.182333\n",
              " Other-service        2.080938\n",
              " Priv-house-serv      0.157639\n",
              " Prof-specialty       0.099689\n",
              " Protective-serv      0.690939\n",
              " Sales                0.716461\n",
              " Tech-support         0.991882\n",
              " Transport-moving     0.202102\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.114888\n",
              " Armed-Forces         0.374754\n",
              " Baby                 3.665694\n",
              " Craft-repair         0.034196\n",
              " Exec-managerial      0.779253\n",
              " Farming-fishing      0.658690\n",
              " Handlers-cleaners    3.433921\n",
              " Machine-op-inspct    2.600758\n",
              " Other-service        0.635137\n",
              " Priv-house-serv      0.346551\n",
              " Prof-specialty       1.731728\n",
              " Protective-serv      0.897648\n",
              " Sales                0.311019\n",
              " Tech-support         1.227981\n",
              " Transport-moving     0.690382\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.763242\n",
              " Armed-Forces         0.158968\n",
              " Baby                 0.332942\n",
              " Craft-repair         0.065909\n",
              " Exec-managerial      0.938735\n",
              " Farming-fishing      1.228260\n",
              " Handlers-cleaners    1.811122\n",
              " Machine-op-inspct    1.724048\n",
              " Other-service        2.619884\n",
              " Priv-house-serv      1.154519\n",
              " Prof-specialty       0.893040\n",
              " Protective-serv      0.774918\n",
              " Sales                0.243777\n",
              " Tech-support         0.010931\n",
              " Transport-moving     0.081919\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3.053847\n",
              " Armed-Forces         0.576949\n",
              " Baby                 1.732656\n",
              " Craft-repair         0.333314\n",
              " Exec-managerial      0.587254\n",
              " Farming-fishing      0.769564\n",
              " Handlers-cleaners    1.328011\n",
              " Machine-op-inspct    1.553054\n",
              " Other-service        0.580726\n",
              " Priv-house-serv      0.262488\n",
              " Prof-specialty       1.481777\n",
              " Protective-serv      0.744029\n",
              " Sales                0.322538\n",
              " Tech-support         0.104980\n",
              " Transport-moving     0.471696\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.591054\n",
              " Armed-Forces         1.163952\n",
              " Baby                 1.000000\n",
              " Craft-repair         1.100921\n",
              " Exec-managerial      0.782194\n",
              " Farming-fishing      0.504961\n",
              " Handlers-cleaners    0.861495\n",
              " Machine-op-inspct    1.734641\n",
              " Other-service        0.067759\n",
              " Priv-house-serv      0.257488\n",
              " Prof-specialty       0.153548\n",
              " Protective-serv      0.079744\n",
              " Sales                1.766291\n",
              " Tech-support         5.411840\n",
              " Transport-moving     0.237385\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.816655\n",
              " Armed-Forces         0.360456\n",
              " Baby                 0.966831\n",
              " Craft-repair         1.103320\n",
              " Exec-managerial      0.065103\n",
              " Farming-fishing      2.765321\n",
              " Handlers-cleaners    0.337310\n",
              " Machine-op-inspct    0.140538\n",
              " Other-service        0.237539\n",
              " Priv-house-serv      0.564051\n",
              " Prof-specialty       0.539844\n",
              " Protective-serv      0.400865\n",
              " Sales                0.481253\n",
              " Tech-support         0.199474\n",
              " Transport-moving     0.525311\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.507202\n",
              " Armed-Forces         1.103771\n",
              " Baby                 0.138553\n",
              " Craft-repair         0.616703\n",
              " Exec-managerial      0.607333\n",
              " Farming-fishing      0.245496\n",
              " Handlers-cleaners    0.948651\n",
              " Machine-op-inspct    1.592575\n",
              " Other-service        1.905595\n",
              " Priv-house-serv      0.204636\n",
              " Prof-specialty       1.134202\n",
              " Protective-serv      0.127852\n",
              " Sales                0.000199\n",
              " Tech-support         0.774973\n",
              " Transport-moving     0.674248\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.310946\n",
              " Armed-Forces         0.198275\n",
              " Baby                 0.065742\n",
              " Craft-repair         0.901184\n",
              " Exec-managerial      0.582085\n",
              " Farming-fishing      3.363369\n",
              " Handlers-cleaners    0.356591\n",
              " Machine-op-inspct    0.763260\n",
              " Other-service        0.125483\n",
              " Priv-house-serv      2.293766\n",
              " Prof-specialty       1.866875\n",
              " Protective-serv      0.507650\n",
              " Sales                1.030303\n",
              " Tech-support         0.735388\n",
              " Transport-moving     0.140359\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.189866\n",
              " Armed-Forces         0.615448\n",
              " Baby                 0.570919\n",
              " Craft-repair         0.668868\n",
              " Exec-managerial      0.364311\n",
              " Farming-fishing      1.562979\n",
              " Handlers-cleaners    0.317128\n",
              " Machine-op-inspct    0.363179\n",
              " Other-service        0.891488\n",
              " Priv-house-serv      0.559705\n",
              " Prof-specialty       1.049956\n",
              " Protective-serv      1.095535\n",
              " Sales                3.584728\n",
              " Tech-support         0.894825\n",
              " Transport-moving     1.453718\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.776317\n",
              " Armed-Forces         0.837190\n",
              " Baby                 0.056239\n",
              " Craft-repair         0.803440\n",
              " Exec-managerial      1.234972\n",
              " Farming-fishing      4.607263\n",
              " Handlers-cleaners    0.286816\n",
              " Machine-op-inspct    1.622709\n",
              " Other-service        0.396082\n",
              " Priv-house-serv      1.269437\n",
              " Prof-specialty       0.291536\n",
              " Protective-serv      1.320920\n",
              " Sales                1.402855\n",
              " Tech-support         3.659231\n",
              " Transport-moving     1.035742\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.778860\n",
              " Armed-Forces         1.020735\n",
              " Baby                 0.022095\n",
              " Craft-repair         2.933135\n",
              " Exec-managerial      0.846994\n",
              " Farming-fishing      0.398278\n",
              " Handlers-cleaners    1.828356\n",
              " Machine-op-inspct    1.608404\n",
              " Other-service        0.382224\n",
              " Priv-house-serv      1.283288\n",
              " Prof-specialty       0.500668\n",
              " Protective-serv      1.302101\n",
              " Sales                0.798164\n",
              " Tech-support         0.103515\n",
              " Transport-moving     0.201065\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.092042\n",
              " Armed-Forces         0.412392\n",
              " Baby                 0.010048\n",
              " Craft-repair         0.333500\n",
              " Exec-managerial      0.304672\n",
              " Farming-fishing      1.889070\n",
              " Handlers-cleaners    0.937312\n",
              " Machine-op-inspct    1.257656\n",
              " Other-service        0.179335\n",
              " Priv-house-serv      0.130166\n",
              " Prof-specialty       1.971818\n",
              " Protective-serv      1.145766\n",
              " Sales                1.137562\n",
              " Tech-support         0.196714\n",
              " Transport-moving     0.073492\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.118922\n",
              " Armed-Forces         2.657356\n",
              " Baby                 0.145333\n",
              " Craft-repair         0.902182\n",
              " Exec-managerial      2.239826\n",
              " Farming-fishing      2.295982\n",
              " Handlers-cleaners    0.402978\n",
              " Machine-op-inspct    5.281634\n",
              " Other-service        1.590816\n",
              " Priv-house-serv      0.274297\n",
              " Prof-specialty       3.443753\n",
              " Protective-serv      0.593306\n",
              " Sales                0.145478\n",
              " Tech-support         1.572486\n",
              " Transport-moving     0.356722\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.884622\n",
              " Armed-Forces         0.377152\n",
              " Baby                 0.164208\n",
              " Craft-repair         0.447819\n",
              " Exec-managerial      0.981155\n",
              " Farming-fishing      0.251078\n",
              " Handlers-cleaners    0.587230\n",
              " Machine-op-inspct    0.372620\n",
              " Other-service        0.226121\n",
              " Priv-house-serv      1.375038\n",
              " Prof-specialty       0.323777\n",
              " Protective-serv      1.301492\n",
              " Sales                1.579565\n",
              " Tech-support         0.362523\n",
              " Transport-moving     2.731932\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3.132442\n",
              " Armed-Forces         0.415974\n",
              " Baby                 1.000000\n",
              " Craft-repair         2.117341\n",
              " Exec-managerial      1.373790\n",
              " Farming-fishing      0.514836\n",
              " Handlers-cleaners    2.042717\n",
              " Machine-op-inspct    1.703625\n",
              " Other-service        0.577849\n",
              " Priv-house-serv      0.084325\n",
              " Prof-specialty       0.196071\n",
              " Protective-serv      0.458502\n",
              " Sales                0.323845\n",
              " Tech-support         0.501189\n",
              " Transport-moving     0.521495\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.982917\n",
              " Armed-Forces         1.896603\n",
              " Baby                 0.859437\n",
              " Craft-repair         1.633488\n",
              " Exec-managerial      1.943447\n",
              " Farming-fishing      0.027870\n",
              " Handlers-cleaners    0.072922\n",
              " Machine-op-inspct    1.035500\n",
              " Other-service        0.280635\n",
              " Priv-house-serv      0.924332\n",
              " Prof-specialty       0.265800\n",
              " Protective-serv      0.430768\n",
              " Sales                3.274000\n",
              " Tech-support         0.674782\n",
              " Transport-moving     0.015340\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.288829\n",
              " Armed-Forces         0.099798\n",
              " Baby                 0.354108\n",
              " Craft-repair         2.191800\n",
              " Exec-managerial      0.322678\n",
              " Farming-fishing      0.346106\n",
              " Handlers-cleaners    1.217776\n",
              " Machine-op-inspct    0.392518\n",
              " Other-service        2.037832\n",
              " Priv-house-serv      0.492608\n",
              " Prof-specialty       0.831350\n",
              " Protective-serv      0.266983\n",
              " Sales                0.119017\n",
              " Tech-support         0.216153\n",
              " Transport-moving     0.302168\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.647831\n",
              " Armed-Forces         1.822618\n",
              " Baby                 1.000000\n",
              " Craft-repair         0.133498\n",
              " Exec-managerial      0.723302\n",
              " Farming-fishing      3.188948\n",
              " Handlers-cleaners    2.010326\n",
              " Machine-op-inspct    1.095628\n",
              " Other-service        0.205689\n",
              " Priv-house-serv      0.350468\n",
              " Prof-specialty       2.723267\n",
              " Protective-serv      0.688571\n",
              " Sales                0.090322\n",
              " Tech-support         0.496723\n",
              " Transport-moving     0.305590\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.265184\n",
              " Armed-Forces         1.897195\n",
              " Baby                 0.202745\n",
              " Craft-repair         0.012346\n",
              " Exec-managerial      0.389982\n",
              " Farming-fishing      3.386200\n",
              " Handlers-cleaners    1.206671\n",
              " Machine-op-inspct    0.949719\n",
              " Other-service        0.041840\n",
              " Priv-house-serv      0.368495\n",
              " Prof-specialty       0.017974\n",
              " Protective-serv      2.928380\n",
              " Sales                0.242561\n",
              " Tech-support         0.003355\n",
              " Transport-moving     1.530173\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.737149\n",
              " Armed-Forces         1.995038\n",
              " Baby                 0.022085\n",
              " Craft-repair         1.194947\n",
              " Exec-managerial      1.401531\n",
              " Farming-fishing      2.172404\n",
              " Handlers-cleaners    0.118004\n",
              " Machine-op-inspct    0.646498\n",
              " Other-service        0.157966\n",
              " Priv-house-serv      1.314356\n",
              " Prof-specialty       1.213129\n",
              " Protective-serv      0.092548\n",
              " Sales                5.697067\n",
              " Tech-support         0.999599\n",
              " Transport-moving     1.581443\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.422155\n",
              " Armed-Forces         1.973408\n",
              " Baby                 0.456782\n",
              " Craft-repair         0.348577\n",
              " Exec-managerial      1.357847\n",
              " Farming-fishing      1.037686\n",
              " Handlers-cleaners    1.008140\n",
              " Machine-op-inspct    0.009275\n",
              " Other-service        0.887366\n",
              " Priv-house-serv      0.808158\n",
              " Prof-specialty       0.566469\n",
              " Protective-serv      0.634943\n",
              " Sales                0.018683\n",
              " Tech-support         0.818067\n",
              " Transport-moving     3.434387\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.759145\n",
              " Armed-Forces         0.111982\n",
              " Baby                 0.349436\n",
              " Craft-repair         1.976604\n",
              " Exec-managerial      0.935897\n",
              " Farming-fishing      0.103753\n",
              " Handlers-cleaners    1.276632\n",
              " Machine-op-inspct    1.297875\n",
              " Other-service        1.341710\n",
              " Priv-house-serv      0.013561\n",
              " Prof-specialty       0.821130\n",
              " Protective-serv      0.339438\n",
              " Sales                4.452424\n",
              " Tech-support         0.670692\n",
              " Transport-moving     0.380708\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.591922\n",
              " Armed-Forces         1.675327\n",
              " Baby                 0.047129\n",
              " Craft-repair         0.913025\n",
              " Exec-managerial      0.233323\n",
              " Farming-fishing      0.312409\n",
              " Handlers-cleaners    1.347521\n",
              " Machine-op-inspct    1.139964\n",
              " Other-service        1.364723\n",
              " Priv-house-serv      0.132360\n",
              " Prof-specialty       3.083971\n",
              " Protective-serv      0.714313\n",
              " Sales                0.183616\n",
              " Tech-support         2.596554\n",
              " Transport-moving     1.097978\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.155452\n",
              " Armed-Forces         2.431395\n",
              " Baby                 0.706704\n",
              " Craft-repair         0.066993\n",
              " Exec-managerial      0.408170\n",
              " Farming-fishing      0.357269\n",
              " Handlers-cleaners    0.100799\n",
              " Machine-op-inspct    0.000785\n",
              " Other-service        0.819382\n",
              " Priv-house-serv      0.516396\n",
              " Prof-specialty       0.796480\n",
              " Protective-serv      0.638413\n",
              " Sales                0.031134\n",
              " Tech-support         3.366022\n",
              " Transport-moving     0.486870\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.201397\n",
              " Armed-Forces         3.465714\n",
              " Baby                 1.246170\n",
              " Craft-repair         0.888583\n",
              " Exec-managerial      0.059480\n",
              " Farming-fishing      0.289994\n",
              " Handlers-cleaners    0.104177\n",
              " Machine-op-inspct    0.061506\n",
              " Other-service        1.416332\n",
              " Priv-house-serv      0.363233\n",
              " Prof-specialty       2.291631\n",
              " Protective-serv      2.243860\n",
              " Sales                0.146408\n",
              " Tech-support         3.244347\n",
              " Transport-moving     0.885209\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.489419\n",
              " Armed-Forces         0.436445\n",
              " Baby                 1.101226\n",
              " Craft-repair         0.179562\n",
              " Exec-managerial      1.286170\n",
              " Farming-fishing      0.246069\n",
              " Handlers-cleaners    0.719800\n",
              " Machine-op-inspct    0.427699\n",
              " Other-service        0.137924\n",
              " Priv-house-serv      0.010449\n",
              " Prof-specialty       2.569883\n",
              " Protective-serv      0.552380\n",
              " Sales                4.328290\n",
              " Tech-support         0.628692\n",
              " Transport-moving     2.357320\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.156949\n",
              " Armed-Forces         2.907981\n",
              " Baby                 0.369325\n",
              " Craft-repair         1.694402\n",
              " Exec-managerial      0.393009\n",
              " Farming-fishing      1.842726\n",
              " Handlers-cleaners    0.399567\n",
              " Machine-op-inspct    0.704781\n",
              " Other-service        3.018749\n",
              " Priv-house-serv      0.640662\n",
              " Prof-specialty       0.053953\n",
              " Protective-serv      0.227945\n",
              " Sales                0.102283\n",
              " Tech-support         0.407354\n",
              " Transport-moving     2.248416\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         4.460068\n",
              " Armed-Forces         0.051769\n",
              " Baby                 1.000000\n",
              " Craft-repair         0.368970\n",
              " Exec-managerial      0.423299\n",
              " Farming-fishing      0.819831\n",
              " Handlers-cleaners    3.126574\n",
              " Machine-op-inspct    1.294576\n",
              " Other-service        1.623719\n",
              " Priv-house-serv      0.382383\n",
              " Prof-specialty       2.201002\n",
              " Protective-serv      0.524056\n",
              " Sales                0.658537\n",
              " Tech-support         0.078485\n",
              " Transport-moving     0.924613\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.156264\n",
              " Armed-Forces         0.845939\n",
              " Baby                 0.552055\n",
              " Craft-repair         0.197479\n",
              " Exec-managerial      0.933477\n",
              " Farming-fishing      1.534463\n",
              " Handlers-cleaners    2.228397\n",
              " Machine-op-inspct    0.705490\n",
              " Other-service        1.972083\n",
              " Priv-house-serv      0.052265\n",
              " Prof-specialty       3.092944\n",
              " Protective-serv      0.211806\n",
              " Sales                1.114208\n",
              " Tech-support         0.852223\n",
              " Transport-moving     1.760855\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.548168\n",
              " Armed-Forces         1.114853\n",
              " Baby                 0.412238\n",
              " Craft-repair         1.250983\n",
              " Exec-managerial      0.043376\n",
              " Farming-fishing      0.742082\n",
              " Handlers-cleaners    0.416317\n",
              " Machine-op-inspct    0.716345\n",
              " Other-service        1.713462\n",
              " Priv-house-serv      0.379799\n",
              " Prof-specialty       1.045160\n",
              " Protective-serv      0.305635\n",
              " Sales                1.257430\n",
              " Tech-support         1.281848\n",
              " Transport-moving     0.115513\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.907490\n",
              " Armed-Forces         1.286614\n",
              " Baby                 1.000000\n",
              " Craft-repair         1.471491\n",
              " Exec-managerial      0.359970\n",
              " Farming-fishing      0.054653\n",
              " Handlers-cleaners    0.017157\n",
              " Machine-op-inspct    0.736008\n",
              " Other-service        0.732022\n",
              " Priv-house-serv      0.520419\n",
              " Prof-specialty       0.044318\n",
              " Protective-serv      0.201813\n",
              " Sales                1.009178\n",
              " Tech-support         0.390682\n",
              " Transport-moving     2.009233\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.185915\n",
              " Armed-Forces         1.369634\n",
              " Baby                 2.190403\n",
              " Craft-repair         0.826905\n",
              " Exec-managerial      0.261789\n",
              " Farming-fishing      1.896009\n",
              " Handlers-cleaners    0.490804\n",
              " Machine-op-inspct    0.376409\n",
              " Other-service        0.602665\n",
              " Priv-house-serv      0.255979\n",
              " Prof-specialty       0.013539\n",
              " Protective-serv      0.733836\n",
              " Sales                2.726995\n",
              " Tech-support         0.396761\n",
              " Transport-moving     1.159630\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.296200\n",
              " Armed-Forces         0.896880\n",
              " Baby                 0.245945\n",
              " Craft-repair         0.417668\n",
              " Exec-managerial      0.512522\n",
              " Farming-fishing      1.018243\n",
              " Handlers-cleaners    0.737657\n",
              " Machine-op-inspct    0.011846\n",
              " Other-service        2.043582\n",
              " Priv-house-serv      1.959438\n",
              " Prof-specialty       5.274939\n",
              " Protective-serv      1.453064\n",
              " Sales                2.414418\n",
              " Tech-support         0.030088\n",
              " Transport-moving     0.479925\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.206243\n",
              " Armed-Forces         0.309381\n",
              " Baby                 0.319832\n",
              " Craft-repair         0.743424\n",
              " Exec-managerial      0.002410\n",
              " Farming-fishing      2.342503\n",
              " Handlers-cleaners    1.111529\n",
              " Machine-op-inspct    0.178830\n",
              " Other-service        0.124012\n",
              " Priv-house-serv      0.014363\n",
              " Prof-specialty       0.598622\n",
              " Protective-serv      0.607956\n",
              " Sales                0.079692\n",
              " Tech-support         0.235237\n",
              " Transport-moving     0.162220\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.163305\n",
              " Armed-Forces         1.343948\n",
              " Baby                 2.478813\n",
              " Craft-repair         2.518725\n",
              " Exec-managerial      1.343359\n",
              " Farming-fishing      0.955248\n",
              " Handlers-cleaners    0.090440\n",
              " Machine-op-inspct    0.581588\n",
              " Other-service        0.300020\n",
              " Priv-house-serv      0.816994\n",
              " Prof-specialty       0.794925\n",
              " Protective-serv      2.387936\n",
              " Sales                1.145373\n",
              " Tech-support         0.000904\n",
              " Transport-moving     0.656467\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3.217328\n",
              " Armed-Forces         0.183624\n",
              " Baby                 0.431806\n",
              " Craft-repair         0.120987\n",
              " Exec-managerial      3.808822\n",
              " Farming-fishing      0.791414\n",
              " Handlers-cleaners    0.601107\n",
              " Machine-op-inspct    0.617409\n",
              " Other-service        1.154179\n",
              " Priv-house-serv      1.687184\n",
              " Prof-specialty       1.926788\n",
              " Protective-serv      0.853519\n",
              " Sales                2.065333\n",
              " Tech-support         0.615358\n",
              " Transport-moving     0.794688\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.870840\n",
              " Armed-Forces         0.933268\n",
              " Baby                 0.494549\n",
              " Craft-repair         0.952883\n",
              " Exec-managerial      0.150940\n",
              " Farming-fishing      2.174694\n",
              " Handlers-cleaners    3.118179\n",
              " Machine-op-inspct    2.231833\n",
              " Other-service        1.131534\n",
              " Priv-house-serv      0.028683\n",
              " Prof-specialty       0.145391\n",
              " Protective-serv      0.110224\n",
              " Sales                0.510460\n",
              " Tech-support         0.413022\n",
              " Transport-moving     0.365359\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.393562\n",
              " Armed-Forces         1.929694\n",
              " Baby                 0.472928\n",
              " Craft-repair         1.216334\n",
              " Exec-managerial      0.346580\n",
              " Farming-fishing      0.283463\n",
              " Handlers-cleaners    0.073365\n",
              " Machine-op-inspct    0.012761\n",
              " Other-service        0.696020\n",
              " Priv-house-serv      0.442602\n",
              " Prof-specialty       0.222851\n",
              " Protective-serv      0.293054\n",
              " Sales                0.665336\n",
              " Tech-support         0.561371\n",
              " Transport-moving     1.136883\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.950806\n",
              " Armed-Forces         4.344379\n",
              " Baby                 0.503506\n",
              " Craft-repair         0.060658\n",
              " Exec-managerial      1.009273\n",
              " Farming-fishing      0.165499\n",
              " Handlers-cleaners    0.183865\n",
              " Machine-op-inspct    0.410176\n",
              " Other-service        0.172295\n",
              " Priv-house-serv      0.731948\n",
              " Prof-specialty       2.896451\n",
              " Protective-serv      0.602941\n",
              " Sales                3.230009\n",
              " Tech-support         0.163514\n",
              " Transport-moving     0.824623\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.124203\n",
              " Armed-Forces         0.094194\n",
              " Baby                 0.685578\n",
              " Craft-repair         1.379954\n",
              " Exec-managerial      3.670049\n",
              " Farming-fishing      0.613457\n",
              " Handlers-cleaners    1.254482\n",
              " Machine-op-inspct    0.333001\n",
              " Other-service        1.260862\n",
              " Priv-house-serv      2.226054\n",
              " Prof-specialty       0.799910\n",
              " Protective-serv      1.186257\n",
              " Sales                3.442950\n",
              " Tech-support         0.967146\n",
              " Transport-moving     0.181110\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.205200\n",
              " Armed-Forces         0.255551\n",
              " Baby                 1.451231\n",
              " Craft-repair         0.245037\n",
              " Exec-managerial      0.278604\n",
              " Farming-fishing      0.103580\n",
              " Handlers-cleaners    0.565498\n",
              " Machine-op-inspct    0.910505\n",
              " Other-service        2.264733\n",
              " Priv-house-serv      0.638833\n",
              " Prof-specialty       0.481677\n",
              " Protective-serv      1.510625\n",
              " Sales                2.304750\n",
              " Tech-support         3.416604\n",
              " Transport-moving     5.845189\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.092351\n",
              " Armed-Forces         0.344963\n",
              " Baby                 1.000000\n",
              " Craft-repair         0.144310\n",
              " Exec-managerial      1.972223\n",
              " Farming-fishing      0.616624\n",
              " Handlers-cleaners    0.333045\n",
              " Machine-op-inspct    1.416169\n",
              " Other-service        0.249873\n",
              " Priv-house-serv      0.318194\n",
              " Prof-specialty       0.057925\n",
              " Protective-serv      0.065571\n",
              " Sales                0.567604\n",
              " Tech-support         1.452075\n",
              " Transport-moving     0.098990\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         2.702298\n",
              " Armed-Forces         0.748960\n",
              " Baby                 0.664583\n",
              " Craft-repair         0.030742\n",
              " Exec-managerial      1.162921\n",
              " Farming-fishing      0.579703\n",
              " Handlers-cleaners    1.283194\n",
              " Machine-op-inspct    0.226002\n",
              " Other-service        0.172733\n",
              " Priv-house-serv      2.569367\n",
              " Prof-specialty       0.511145\n",
              " Protective-serv      5.436769\n",
              " Sales                1.611766\n",
              " Tech-support         0.000705\n",
              " Transport-moving     1.185533\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         2.738181\n",
              " Armed-Forces         0.211245\n",
              " Baby                 0.691600\n",
              " Craft-repair         0.239096\n",
              " Exec-managerial      1.887647\n",
              " Farming-fishing      0.055454\n",
              " Handlers-cleaners    0.469926\n",
              " Machine-op-inspct    3.566934\n",
              " Other-service        1.354067\n",
              " Priv-house-serv      0.060808\n",
              " Prof-specialty       0.824633\n",
              " Protective-serv      1.248665\n",
              " Sales                2.620430\n",
              " Tech-support         0.581856\n",
              " Transport-moving     1.029787\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.547847\n",
              " Armed-Forces         0.151466\n",
              " Baby                 0.894488\n",
              " Craft-repair         1.884994\n",
              " Exec-managerial      0.627132\n",
              " Farming-fishing      0.427361\n",
              " Handlers-cleaners    1.785355\n",
              " Machine-op-inspct    0.313979\n",
              " Other-service        0.595532\n",
              " Priv-house-serv      0.185175\n",
              " Prof-specialty       5.694633\n",
              " Protective-serv      0.396593\n",
              " Sales                1.455138\n",
              " Tech-support         0.496767\n",
              " Transport-moving     1.971066\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         2.214972\n",
              " Armed-Forces         0.915985\n",
              " Baby                 0.191857\n",
              " Craft-repair         0.443565\n",
              " Exec-managerial      1.419848\n",
              " Farming-fishing      1.572681\n",
              " Handlers-cleaners    1.386248\n",
              " Machine-op-inspct    1.316194\n",
              " Other-service        2.426834\n",
              " Priv-house-serv      0.751793\n",
              " Prof-specialty       5.211278\n",
              " Protective-serv      3.039340\n",
              " Sales                2.787675\n",
              " Tech-support         1.854960\n",
              " Transport-moving     1.127439\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.742313\n",
              " Armed-Forces         1.247465\n",
              " Baby                 2.315730\n",
              " Craft-repair         0.632178\n",
              " Exec-managerial      0.186727\n",
              " Farming-fishing      1.492561\n",
              " Handlers-cleaners    1.024328\n",
              " Machine-op-inspct    0.596794\n",
              " Other-service        2.314152\n",
              " Priv-house-serv      0.117939\n",
              " Prof-specialty       0.107687\n",
              " Protective-serv      1.438428\n",
              " Sales                1.296211\n",
              " Tech-support         1.806806\n",
              " Transport-moving     0.926181\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.046861\n",
              " Armed-Forces         0.267188\n",
              " Baby                 0.983599\n",
              " Craft-repair         1.547197\n",
              " Exec-managerial      0.555475\n",
              " Farming-fishing      0.184638\n",
              " Handlers-cleaners    0.249771\n",
              " Machine-op-inspct    0.153905\n",
              " Other-service        0.662521\n",
              " Priv-house-serv      0.256570\n",
              " Prof-specialty       0.657988\n",
              " Protective-serv      1.436211\n",
              " Sales                0.930419\n",
              " Tech-support         1.052541\n",
              " Transport-moving     0.830853\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.071646\n",
              " Armed-Forces         3.180412\n",
              " Baby                 1.367280\n",
              " Craft-repair         0.461981\n",
              " Exec-managerial      0.156201\n",
              " Farming-fishing      0.528772\n",
              " Handlers-cleaners    0.025245\n",
              " Machine-op-inspct    0.230698\n",
              " Other-service        0.996778\n",
              " Priv-house-serv      1.181805\n",
              " Prof-specialty       1.362773\n",
              " Protective-serv      0.016002\n",
              " Sales                0.671078\n",
              " Tech-support         1.376757\n",
              " Transport-moving     1.856626\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.602473\n",
              " Armed-Forces         1.420164\n",
              " Baby                 1.000000\n",
              " Craft-repair         1.393556\n",
              " Exec-managerial      0.350545\n",
              " Farming-fishing      3.051875\n",
              " Handlers-cleaners    0.099725\n",
              " Machine-op-inspct    0.343975\n",
              " Other-service        0.971764\n",
              " Priv-house-serv      5.619103\n",
              " Prof-specialty       0.988219\n",
              " Protective-serv      1.452414\n",
              " Sales                2.170577\n",
              " Tech-support         5.092162\n",
              " Transport-moving     0.495135\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.241120\n",
              " Armed-Forces         0.502898\n",
              " Baby                 1.555704\n",
              " Craft-repair         3.066187\n",
              " Exec-managerial      4.043667\n",
              " Farming-fishing      0.018934\n",
              " Handlers-cleaners    1.699365\n",
              " Machine-op-inspct    3.287251\n",
              " Other-service        0.278248\n",
              " Priv-house-serv      0.538332\n",
              " Prof-specialty       0.619471\n",
              " Protective-serv      0.753128\n",
              " Sales                2.532001\n",
              " Tech-support         1.291619\n",
              " Transport-moving     0.332611\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.890764\n",
              " Armed-Forces         1.069165\n",
              " Baby                 1.000000\n",
              " Craft-repair         0.049237\n",
              " Exec-managerial      0.500520\n",
              " Farming-fishing      2.074280\n",
              " Handlers-cleaners    0.146635\n",
              " Machine-op-inspct    0.073751\n",
              " Other-service        0.296038\n",
              " Priv-house-serv      0.633108\n",
              " Prof-specialty       0.146199\n",
              " Protective-serv      0.215586\n",
              " Sales                0.926497\n",
              " Tech-support         0.387553\n",
              " Transport-moving     1.362653\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.221292\n",
              " Armed-Forces         3.477274\n",
              " Baby                 1.000000\n",
              " Craft-repair         0.348784\n",
              " Exec-managerial      0.287598\n",
              " Farming-fishing      0.032564\n",
              " Handlers-cleaners    1.627732\n",
              " Machine-op-inspct    0.390265\n",
              " Other-service        0.017328\n",
              " Priv-house-serv      2.134488\n",
              " Prof-specialty       5.327575\n",
              " Protective-serv      1.024680\n",
              " Sales                0.042226\n",
              " Tech-support         0.025735\n",
              " Transport-moving     1.063202\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.432940\n",
              " Armed-Forces         0.888963\n",
              " Baby                 0.650142\n",
              " Craft-repair         0.653971\n",
              " Exec-managerial      0.760718\n",
              " Farming-fishing      0.564883\n",
              " Handlers-cleaners    0.361638\n",
              " Machine-op-inspct    0.519039\n",
              " Other-service        1.200085\n",
              " Priv-house-serv      1.152297\n",
              " Prof-specialty       0.149957\n",
              " Protective-serv      1.266436\n",
              " Sales                1.030075\n",
              " Tech-support         0.287505\n",
              " Transport-moving     1.188608\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.082678\n",
              " Armed-Forces         0.075540\n",
              " Baby                 0.308985\n",
              " Craft-repair         0.769772\n",
              " Exec-managerial      0.553585\n",
              " Farming-fishing      0.871999\n",
              " Handlers-cleaners    0.237471\n",
              " Machine-op-inspct    0.976684\n",
              " Other-service        0.453960\n",
              " Priv-house-serv      3.522327\n",
              " Prof-specialty       0.369144\n",
              " Protective-serv      0.341124\n",
              " Sales                0.189497\n",
              " Tech-support         0.535344\n",
              " Transport-moving     0.438264\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.799647\n",
              " Armed-Forces         0.053295\n",
              " Baby                 0.331765\n",
              " Craft-repair         0.027264\n",
              " Exec-managerial      0.207006\n",
              " Farming-fishing      0.475183\n",
              " Handlers-cleaners    0.187627\n",
              " Machine-op-inspct    0.950723\n",
              " Other-service        0.648934\n",
              " Priv-house-serv      0.490129\n",
              " Prof-specialty       0.525624\n",
              " Protective-serv      2.408485\n",
              " Sales                1.646431\n",
              " Tech-support         1.886705\n",
              " Transport-moving     0.160110\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.802286\n",
              " Armed-Forces         0.919520\n",
              " Baby                 0.188596\n",
              " Craft-repair         0.376985\n",
              " Exec-managerial      0.526481\n",
              " Farming-fishing      0.427356\n",
              " Handlers-cleaners    1.539974\n",
              " Machine-op-inspct    0.278784\n",
              " Other-service        1.331704\n",
              " Priv-house-serv      2.058420\n",
              " Prof-specialty       0.414851\n",
              " Protective-serv      0.779404\n",
              " Sales                0.226834\n",
              " Tech-support         0.213740\n",
              " Transport-moving     0.552603\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.280437\n",
              " Armed-Forces         1.642178\n",
              " Baby                 1.057126\n",
              " Craft-repair         0.552987\n",
              " Exec-managerial      0.264898\n",
              " Farming-fishing      0.156153\n",
              " Handlers-cleaners    0.621799\n",
              " Machine-op-inspct    1.348469\n",
              " Other-service        0.633790\n",
              " Priv-house-serv      0.199866\n",
              " Prof-specialty       0.947624\n",
              " Protective-serv      0.718069\n",
              " Sales                0.382417\n",
              " Tech-support         0.209075\n",
              " Transport-moving     0.646801\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         2.987349\n",
              " Armed-Forces         1.626170\n",
              " Baby                 0.131547\n",
              " Craft-repair         1.537008\n",
              " Exec-managerial      0.449403\n",
              " Farming-fishing      0.282126\n",
              " Handlers-cleaners    0.064099\n",
              " Machine-op-inspct    1.065913\n",
              " Other-service        0.320332\n",
              " Priv-house-serv      1.666561\n",
              " Prof-specialty       3.124103\n",
              " Protective-serv      1.147632\n",
              " Sales                3.934714\n",
              " Tech-support         0.791941\n",
              " Transport-moving     2.467896\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.916874\n",
              " Armed-Forces         0.052040\n",
              " Baby                 0.137368\n",
              " Craft-repair         0.281275\n",
              " Exec-managerial      0.451781\n",
              " Farming-fishing      0.326853\n",
              " Handlers-cleaners    1.121133\n",
              " Machine-op-inspct    0.801065\n",
              " Other-service        0.339345\n",
              " Priv-house-serv      0.096351\n",
              " Prof-specialty       1.080464\n",
              " Protective-serv      0.062510\n",
              " Sales                1.319595\n",
              " Tech-support         0.754497\n",
              " Transport-moving     1.584767\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.194150\n",
              " Armed-Forces         0.437409\n",
              " Baby                 1.000000\n",
              " Craft-repair         0.368937\n",
              " Exec-managerial      0.526141\n",
              " Farming-fishing      0.264305\n",
              " Handlers-cleaners    0.167293\n",
              " Machine-op-inspct    0.285258\n",
              " Other-service        1.484207\n",
              " Priv-house-serv      0.399018\n",
              " Prof-specialty       0.048147\n",
              " Protective-serv      0.477858\n",
              " Sales                0.626809\n",
              " Tech-support         1.358406\n",
              " Transport-moving     1.052862\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.005996\n",
              " Armed-Forces         0.107568\n",
              " Baby                 0.728614\n",
              " Craft-repair         2.110524\n",
              " Exec-managerial      0.315718\n",
              " Farming-fishing      0.314569\n",
              " Handlers-cleaners    0.594919\n",
              " Machine-op-inspct    1.725009\n",
              " Other-service        0.524616\n",
              " Priv-house-serv      0.260336\n",
              " Prof-specialty       5.587536\n",
              " Protective-serv      1.407446\n",
              " Sales                0.050571\n",
              " Tech-support         1.455060\n",
              " Transport-moving     0.148729\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.332312\n",
              " Armed-Forces         1.446230\n",
              " Baby                 1.119366\n",
              " Craft-repair         0.300860\n",
              " Exec-managerial      0.287652\n",
              " Farming-fishing      0.097695\n",
              " Handlers-cleaners    1.682593\n",
              " Machine-op-inspct    0.974173\n",
              " Other-service        0.769489\n",
              " Priv-house-serv      2.285225\n",
              " Prof-specialty       0.036397\n",
              " Protective-serv      0.276094\n",
              " Sales                0.077309\n",
              " Tech-support         0.431412\n",
              " Transport-moving     1.441736\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.552812\n",
              " Armed-Forces         0.975239\n",
              " Baby                 0.377338\n",
              " Craft-repair         0.367829\n",
              " Exec-managerial      2.592388\n",
              " Farming-fishing      3.653464\n",
              " Handlers-cleaners    0.641845\n",
              " Machine-op-inspct    0.295395\n",
              " Other-service        0.996789\n",
              " Priv-house-serv      0.779190\n",
              " Prof-specialty       2.162066\n",
              " Protective-serv      0.416620\n",
              " Sales                1.567405\n",
              " Tech-support         0.154962\n",
              " Transport-moving     0.232990\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.284978\n",
              " Armed-Forces         0.266023\n",
              " Baby                 1.000000\n",
              " Craft-repair         0.136388\n",
              " Exec-managerial      1.498121\n",
              " Farming-fishing      0.232257\n",
              " Handlers-cleaners    0.879044\n",
              " Machine-op-inspct    0.238313\n",
              " Other-service        0.066085\n",
              " Priv-house-serv      0.315647\n",
              " Prof-specialty       0.942137\n",
              " Protective-serv      1.387385\n",
              " Sales                0.886327\n",
              " Tech-support         2.322909\n",
              " Transport-moving     0.775575\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.401886\n",
              " Armed-Forces         1.849093\n",
              " Baby                 2.206415\n",
              " Craft-repair         0.297077\n",
              " Exec-managerial      0.921471\n",
              " Farming-fishing      0.534015\n",
              " Handlers-cleaners    0.838376\n",
              " Machine-op-inspct    0.560079\n",
              " Other-service        0.723964\n",
              " Priv-house-serv      0.218794\n",
              " Prof-specialty       0.099231\n",
              " Protective-serv      0.059312\n",
              " Sales                0.039677\n",
              " Tech-support         0.249580\n",
              " Transport-moving     0.896596\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.148823\n",
              " Armed-Forces         4.070940\n",
              " Baby                 0.143744\n",
              " Craft-repair         0.172004\n",
              " Exec-managerial      1.289906\n",
              " Farming-fishing      0.067193\n",
              " Handlers-cleaners    1.432840\n",
              " Machine-op-inspct    0.960974\n",
              " Other-service        0.783700\n",
              " Priv-house-serv      1.602443\n",
              " Prof-specialty       1.710228\n",
              " Protective-serv      0.341998\n",
              " Sales                0.003808\n",
              " Tech-support         0.492764\n",
              " Transport-moving     0.549523\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.856185\n",
              " Armed-Forces         0.387244\n",
              " Baby                 1.529855\n",
              " Craft-repair         0.778254\n",
              " Exec-managerial      0.054835\n",
              " Farming-fishing      1.122005\n",
              " Handlers-cleaners    3.337379\n",
              " Machine-op-inspct    0.588792\n",
              " Other-service        0.841974\n",
              " Priv-house-serv      0.237262\n",
              " Prof-specialty       0.157086\n",
              " Protective-serv      0.203390\n",
              " Sales                0.616439\n",
              " Tech-support         0.334361\n",
              " Transport-moving     0.300275\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.779948\n",
              " Armed-Forces         1.341370\n",
              " Baby                 0.531298\n",
              " Craft-repair         2.817960\n",
              " Exec-managerial      0.132577\n",
              " Farming-fishing      0.482308\n",
              " Handlers-cleaners    1.205758\n",
              " Machine-op-inspct    0.653601\n",
              " Other-service        0.689752\n",
              " Priv-house-serv      1.562277\n",
              " Prof-specialty       2.503177\n",
              " Protective-serv      0.206927\n",
              " Sales                0.378481\n",
              " Tech-support         1.310012\n",
              " Transport-moving     1.554003\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.735001\n",
              " Armed-Forces         0.769380\n",
              " Baby                 0.583632\n",
              " Craft-repair         0.883828\n",
              " Exec-managerial      0.918950\n",
              " Farming-fishing      1.273644\n",
              " Handlers-cleaners    0.746146\n",
              " Machine-op-inspct    1.073056\n",
              " Other-service        0.597315\n",
              " Priv-house-serv      0.043565\n",
              " Prof-specialty       0.105663\n",
              " Protective-serv      0.953937\n",
              " Sales                1.618531\n",
              " Tech-support         0.338722\n",
              " Transport-moving     0.738033\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         2.488151\n",
              " Armed-Forces         0.171336\n",
              " Baby                 2.116760\n",
              " Craft-repair         0.349870\n",
              " Exec-managerial      1.211905\n",
              " Farming-fishing      0.122850\n",
              " Handlers-cleaners    1.594648\n",
              " Machine-op-inspct    0.823039\n",
              " Other-service        0.476756\n",
              " Priv-house-serv      0.010933\n",
              " Prof-specialty       1.385098\n",
              " Protective-serv      1.969686\n",
              " Sales                1.603827\n",
              " Tech-support         0.440924\n",
              " Transport-moving     1.662092\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.494068\n",
              " Armed-Forces         2.602856\n",
              " Baby                 0.832517\n",
              " Craft-repair         0.070503\n",
              " Exec-managerial      4.009332\n",
              " Farming-fishing      2.699658\n",
              " Handlers-cleaners    2.250213\n",
              " Machine-op-inspct    0.321945\n",
              " Other-service        0.935206\n",
              " Priv-house-serv      1.245967\n",
              " Prof-specialty       1.092539\n",
              " Protective-serv      0.102714\n",
              " Sales                0.603129\n",
              " Tech-support         0.796372\n",
              " Transport-moving     1.369677\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.670011\n",
              " Armed-Forces         0.177283\n",
              " Baby                 1.000000\n",
              " Craft-repair         0.601636\n",
              " Exec-managerial      0.259073\n",
              " Farming-fishing      0.090029\n",
              " Handlers-cleaners    1.902991\n",
              " Machine-op-inspct    4.630802\n",
              " Other-service        1.954679\n",
              " Priv-house-serv      2.373886\n",
              " Prof-specialty       0.122545\n",
              " Protective-serv      1.331635\n",
              " Sales                1.871394\n",
              " Tech-support         0.992556\n",
              " Transport-moving     0.384802\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         4.441018\n",
              " Armed-Forces         0.811775\n",
              " Baby                 2.737930\n",
              " Craft-repair         0.297236\n",
              " Exec-managerial      0.213888\n",
              " Farming-fishing      0.421630\n",
              " Handlers-cleaners    1.091009\n",
              " Machine-op-inspct    0.170068\n",
              " Other-service        0.721868\n",
              " Priv-house-serv      0.814211\n",
              " Prof-specialty       0.761924\n",
              " Protective-serv      0.073907\n",
              " Sales                1.613009\n",
              " Tech-support         0.216301\n",
              " Transport-moving     1.578341\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.880608\n",
              " Armed-Forces         2.214723\n",
              " Baby                 0.434843\n",
              " Craft-repair         0.498172\n",
              " Exec-managerial      0.213486\n",
              " Farming-fishing      0.394359\n",
              " Handlers-cleaners    0.043838\n",
              " Machine-op-inspct    1.260761\n",
              " Other-service        3.716695\n",
              " Priv-house-serv      2.232284\n",
              " Prof-specialty       2.096627\n",
              " Protective-serv      0.235933\n",
              " Sales                1.217952\n",
              " Tech-support         0.768179\n",
              " Transport-moving     0.969334\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.528800\n",
              " Armed-Forces         4.662940\n",
              " Baby                 0.502069\n",
              " Craft-repair         0.797143\n",
              " Exec-managerial      0.021207\n",
              " Farming-fishing      0.723736\n",
              " Handlers-cleaners    1.527864\n",
              " Machine-op-inspct    0.008107\n",
              " Other-service        0.638833\n",
              " Priv-house-serv      0.132509\n",
              " Prof-specialty       0.425277\n",
              " Protective-serv      2.207898\n",
              " Sales                1.196110\n",
              " Tech-support         1.561891\n",
              " Transport-moving     2.467264\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.453724\n",
              " Armed-Forces         2.144254\n",
              " Baby                 1.136240\n",
              " Craft-repair         1.015498\n",
              " Exec-managerial      2.554423\n",
              " Farming-fishing      1.728509\n",
              " Handlers-cleaners    0.036347\n",
              " Machine-op-inspct    0.314042\n",
              " Other-service        0.722664\n",
              " Priv-house-serv      2.897702\n",
              " Prof-specialty       2.561657\n",
              " Protective-serv      0.521730\n",
              " Sales                2.862611\n",
              " Tech-support         0.293533\n",
              " Transport-moving     0.549624\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.421026\n",
              " Armed-Forces         0.208334\n",
              " Baby                 0.262289\n",
              " Craft-repair         0.133090\n",
              " Exec-managerial      0.358478\n",
              " Farming-fishing      0.203072\n",
              " Handlers-cleaners    2.221025\n",
              " Machine-op-inspct    0.629830\n",
              " Other-service        0.739134\n",
              " Priv-house-serv      1.292152\n",
              " Prof-specialty       0.621498\n",
              " Protective-serv      0.391844\n",
              " Sales                1.428850\n",
              " Tech-support         3.384630\n",
              " Transport-moving     1.124324\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.226226\n",
              " Armed-Forces         1.075581\n",
              " Baby                 1.000000\n",
              " Craft-repair         0.305776\n",
              " Exec-managerial      0.157539\n",
              " Farming-fishing      0.892870\n",
              " Handlers-cleaners    1.683663\n",
              " Machine-op-inspct    2.365034\n",
              " Other-service        0.279254\n",
              " Priv-house-serv      0.899239\n",
              " Prof-specialty       1.566523\n",
              " Protective-serv      0.136143\n",
              " Sales                2.164926\n",
              " Tech-support         1.065104\n",
              " Transport-moving     0.331960\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.127792\n",
              " Armed-Forces         0.025403\n",
              " Baby                 0.662658\n",
              " Craft-repair         0.322290\n",
              " Exec-managerial      0.441098\n",
              " Farming-fishing      0.971815\n",
              " Handlers-cleaners    0.443027\n",
              " Machine-op-inspct    0.046909\n",
              " Other-service        0.297167\n",
              " Priv-house-serv      0.409675\n",
              " Prof-specialty       0.072646\n",
              " Protective-serv      0.547088\n",
              " Sales                1.845363\n",
              " Tech-support         0.743878\n",
              " Transport-moving     0.336555\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.014985\n",
              " Armed-Forces         3.663194\n",
              " Baby                 0.508833\n",
              " Craft-repair         0.720884\n",
              " Exec-managerial      1.397607\n",
              " Farming-fishing      0.049125\n",
              " Handlers-cleaners    1.997469\n",
              " Machine-op-inspct    2.876202\n",
              " Other-service        1.605952\n",
              " Priv-house-serv      0.486491\n",
              " Prof-specialty       0.829787\n",
              " Protective-serv      0.125562\n",
              " Sales                0.279359\n",
              " Tech-support         0.707247\n",
              " Transport-moving     0.634413\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.688552\n",
              " Armed-Forces         0.012907\n",
              " Baby                 0.551835\n",
              " Craft-repair         0.125127\n",
              " Exec-managerial      0.185168\n",
              " Farming-fishing      0.047280\n",
              " Handlers-cleaners    0.280901\n",
              " Machine-op-inspct    0.080736\n",
              " Other-service        1.440718\n",
              " Priv-house-serv      0.966718\n",
              " Prof-specialty       0.230836\n",
              " Protective-serv      0.978116\n",
              " Sales                0.584203\n",
              " Tech-support         2.523085\n",
              " Transport-moving     0.521282\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.149796\n",
              " Armed-Forces         0.011165\n",
              " Baby                 1.375532\n",
              " Craft-repair         2.443859\n",
              " Exec-managerial      1.622069\n",
              " Farming-fishing      0.384711\n",
              " Handlers-cleaners    2.066418\n",
              " Machine-op-inspct    0.005503\n",
              " Other-service        0.268995\n",
              " Priv-house-serv      0.487589\n",
              " Prof-specialty       0.862542\n",
              " Protective-serv      2.256545\n",
              " Sales                1.816338\n",
              " Tech-support         1.016308\n",
              " Transport-moving     0.146869\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.368855\n",
              " Armed-Forces         0.041949\n",
              " Baby                 0.095371\n",
              " Craft-repair         0.105630\n",
              " Exec-managerial      0.518461\n",
              " Farming-fishing      0.587302\n",
              " Handlers-cleaners    2.081588\n",
              " Machine-op-inspct    0.283473\n",
              " Other-service        0.729685\n",
              " Priv-house-serv      2.163010\n",
              " Prof-specialty       1.465848\n",
              " Protective-serv      0.101005\n",
              " Sales                0.511164\n",
              " Tech-support         0.648477\n",
              " Transport-moving     0.116313\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.550008\n",
              " Armed-Forces         0.617143\n",
              " Baby                 1.000000\n",
              " Craft-repair         0.090803\n",
              " Exec-managerial      0.098644\n",
              " Farming-fishing      1.586459\n",
              " Handlers-cleaners    1.001143\n",
              " Machine-op-inspct    1.293787\n",
              " Other-service        1.797045\n",
              " Priv-house-serv      0.814461\n",
              " Prof-specialty       0.122075\n",
              " Protective-serv      1.805475\n",
              " Sales                2.625487\n",
              " Tech-support         0.453922\n",
              " Transport-moving     3.379001\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.692255\n",
              " Armed-Forces         1.083630\n",
              " Baby                 1.303351\n",
              " Craft-repair         1.133478\n",
              " Exec-managerial      1.232288\n",
              " Farming-fishing      2.818026\n",
              " Handlers-cleaners    0.191489\n",
              " Machine-op-inspct    0.550665\n",
              " Other-service        0.692484\n",
              " Priv-house-serv      0.334660\n",
              " Prof-specialty       0.958780\n",
              " Protective-serv      1.080797\n",
              " Sales                1.706608\n",
              " Tech-support         0.328683\n",
              " Transport-moving     0.035956\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.050235\n",
              " Armed-Forces         0.004456\n",
              " Baby                 1.000000\n",
              " Craft-repair         0.398725\n",
              " Exec-managerial      0.373233\n",
              " Farming-fishing      0.271863\n",
              " Handlers-cleaners    0.353241\n",
              " Machine-op-inspct    2.054402\n",
              " Other-service        1.861487\n",
              " Priv-house-serv      0.680818\n",
              " Prof-specialty       0.456783\n",
              " Protective-serv      0.998019\n",
              " Sales                1.685014\n",
              " Tech-support         0.415601\n",
              " Transport-moving     1.477965\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.642129\n",
              " Armed-Forces         3.605916\n",
              " Baby                 1.000000\n",
              " Craft-repair         0.358437\n",
              " Exec-managerial      0.544083\n",
              " Farming-fishing      0.034254\n",
              " Handlers-cleaners    0.565990\n",
              " Machine-op-inspct    0.676282\n",
              " Other-service        1.305288\n",
              " Priv-house-serv      0.994307\n",
              " Prof-specialty       0.722589\n",
              " Protective-serv      0.472745\n",
              " Sales                0.095934\n",
              " Tech-support         0.189326\n",
              " Transport-moving     1.881224\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.706106\n",
              " Armed-Forces         4.517324\n",
              " Baby                 1.188984\n",
              " Craft-repair         0.787109\n",
              " Exec-managerial      2.263529\n",
              " Farming-fishing      3.943817\n",
              " Handlers-cleaners    3.114284\n",
              " Machine-op-inspct    2.648641\n",
              " Other-service        0.257953\n",
              " Priv-house-serv      0.067916\n",
              " Prof-specialty       2.385890\n",
              " Protective-serv      0.074158\n",
              " Sales                0.596246\n",
              " Tech-support         0.679637\n",
              " Transport-moving     4.416154\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.120481\n",
              " Armed-Forces         0.042228\n",
              " Baby                 1.008679\n",
              " Craft-repair         0.287845\n",
              " Exec-managerial      1.128845\n",
              " Farming-fishing      0.137237\n",
              " Handlers-cleaners    0.682107\n",
              " Machine-op-inspct    1.882700\n",
              " Other-service        0.809081\n",
              " Priv-house-serv      0.293378\n",
              " Prof-specialty       0.527223\n",
              " Protective-serv      0.430738\n",
              " Sales                0.264865\n",
              " Tech-support         0.125988\n",
              " Transport-moving     1.089049\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.158763\n",
              " Armed-Forces         4.406954\n",
              " Baby                 0.425304\n",
              " Craft-repair         0.306613\n",
              " Exec-managerial      0.352925\n",
              " Farming-fishing      0.966998\n",
              " Handlers-cleaners    0.161710\n",
              " Machine-op-inspct    0.983125\n",
              " Other-service        0.118197\n",
              " Priv-house-serv      1.497751\n",
              " Prof-specialty       3.553875\n",
              " Protective-serv      1.649878\n",
              " Sales                0.137725\n",
              " Tech-support         0.740331\n",
              " Transport-moving     0.694513\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.553350\n",
              " Armed-Forces         0.082264\n",
              " Baby                 0.506845\n",
              " Craft-repair         0.506920\n",
              " Exec-managerial      0.517704\n",
              " Farming-fishing      0.194172\n",
              " Handlers-cleaners    1.860881\n",
              " Machine-op-inspct    1.637881\n",
              " Other-service        1.013036\n",
              " Priv-house-serv      1.207597\n",
              " Prof-specialty       1.043215\n",
              " Protective-serv      1.600057\n",
              " Sales                0.450346\n",
              " Tech-support         0.409810\n",
              " Transport-moving     0.988246\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.823620\n",
              " Armed-Forces         0.951138\n",
              " Baby                 1.061207\n",
              " Craft-repair         1.628829\n",
              " Exec-managerial      1.888513\n",
              " Farming-fishing      0.190200\n",
              " Handlers-cleaners    0.461488\n",
              " Machine-op-inspct    0.909859\n",
              " Other-service        0.174008\n",
              " Priv-house-serv      1.256908\n",
              " Prof-specialty       4.946457\n",
              " Protective-serv      0.096612\n",
              " Sales                0.536811\n",
              " Tech-support         1.086464\n",
              " Transport-moving     1.530296\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.565929\n",
              " Armed-Forces         0.964253\n",
              " Baby                 0.164109\n",
              " Craft-repair         1.409135\n",
              " Exec-managerial      0.238801\n",
              " Farming-fishing      0.569219\n",
              " Handlers-cleaners    3.078501\n",
              " Machine-op-inspct    0.816663\n",
              " Other-service        0.005209\n",
              " Priv-house-serv      2.362335\n",
              " Prof-specialty       0.070991\n",
              " Protective-serv      0.457233\n",
              " Sales                0.496568\n",
              " Tech-support         0.561344\n",
              " Transport-moving     1.080478\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.708353\n",
              " Armed-Forces         0.070929\n",
              " Baby                 1.266015\n",
              " Craft-repair         0.381943\n",
              " Exec-managerial      2.521428\n",
              " Farming-fishing      0.390640\n",
              " Handlers-cleaners    0.390596\n",
              " Machine-op-inspct    0.013079\n",
              " Other-service        0.066279\n",
              " Priv-house-serv      1.503659\n",
              " Prof-specialty       2.232704\n",
              " Protective-serv      2.980448\n",
              " Sales                2.846115\n",
              " Tech-support         2.704995\n",
              " Transport-moving     2.510733\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.001260\n",
              " Armed-Forces         0.267659\n",
              " Baby                 1.140727\n",
              " Craft-repair         1.732143\n",
              " Exec-managerial      0.552631\n",
              " Farming-fishing      0.161066\n",
              " Handlers-cleaners    0.246643\n",
              " Machine-op-inspct    1.701316\n",
              " Other-service        0.003678\n",
              " Priv-house-serv      0.839805\n",
              " Prof-specialty       2.009695\n",
              " Protective-serv      0.147281\n",
              " Sales                0.221094\n",
              " Tech-support         1.363842\n",
              " Transport-moving     1.004961\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         2.108780\n",
              " Armed-Forces         0.525498\n",
              " Baby                 1.000000\n",
              " Craft-repair         0.846203\n",
              " Exec-managerial      0.903766\n",
              " Farming-fishing      0.018040\n",
              " Handlers-cleaners    3.125944\n",
              " Machine-op-inspct    0.114313\n",
              " Other-service        0.091546\n",
              " Priv-house-serv      0.202645\n",
              " Prof-specialty       1.155745\n",
              " Protective-serv      3.583297\n",
              " Sales                0.219305\n",
              " Tech-support         0.583009\n",
              " Transport-moving     0.976758\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.696374\n",
              " Armed-Forces         0.784728\n",
              " Baby                 0.536026\n",
              " Craft-repair         0.110553\n",
              " Exec-managerial      0.722061\n",
              " Farming-fishing      1.533531\n",
              " Handlers-cleaners    0.333764\n",
              " Machine-op-inspct    4.687568\n",
              " Other-service        2.008974\n",
              " Priv-house-serv      1.132151\n",
              " Prof-specialty       0.012539\n",
              " Protective-serv      0.925658\n",
              " Sales                2.897653\n",
              " Tech-support         0.371718\n",
              " Transport-moving     1.333754\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.174184\n",
              " Armed-Forces         1.013063\n",
              " Baby                 1.098772\n",
              " Craft-repair         0.401053\n",
              " Exec-managerial      1.153000\n",
              " Farming-fishing      0.009700\n",
              " Handlers-cleaners    0.446089\n",
              " Machine-op-inspct    0.048610\n",
              " Other-service        2.013465\n",
              " Priv-house-serv      0.386507\n",
              " Prof-specialty       0.857829\n",
              " Protective-serv      1.180322\n",
              " Sales                0.677643\n",
              " Tech-support         0.630153\n",
              " Transport-moving     0.379430\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.739248\n",
              " Armed-Forces         0.010216\n",
              " Baby                 0.265135\n",
              " Craft-repair         0.654755\n",
              " Exec-managerial      0.086135\n",
              " Farming-fishing      0.260415\n",
              " Handlers-cleaners    1.579410\n",
              " Machine-op-inspct    0.525968\n",
              " Other-service        0.323766\n",
              " Priv-house-serv      0.538156\n",
              " Prof-specialty       0.155297\n",
              " Protective-serv      3.567501\n",
              " Sales                0.844554\n",
              " Tech-support         0.306126\n",
              " Transport-moving     0.999279\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.076231\n",
              " Armed-Forces         0.543780\n",
              " Baby                 1.427837\n",
              " Craft-repair         2.278937\n",
              " Exec-managerial      0.012331\n",
              " Farming-fishing      0.715264\n",
              " Handlers-cleaners    0.739373\n",
              " Machine-op-inspct    0.643199\n",
              " Other-service        0.124454\n",
              " Priv-house-serv      0.340089\n",
              " Prof-specialty       2.012963\n",
              " Protective-serv      2.049368\n",
              " Sales                1.365613\n",
              " Tech-support         0.790870\n",
              " Transport-moving     0.889578\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.476846\n",
              " Armed-Forces         0.611614\n",
              " Baby                 2.298260\n",
              " Craft-repair         0.512401\n",
              " Exec-managerial      1.453041\n",
              " Farming-fishing      0.070580\n",
              " Handlers-cleaners    0.445267\n",
              " Machine-op-inspct    1.162817\n",
              " Other-service        1.038916\n",
              " Priv-house-serv      1.159787\n",
              " Prof-specialty       0.570200\n",
              " Protective-serv      1.523481\n",
              " Sales                0.221963\n",
              " Tech-support         2.914287\n",
              " Transport-moving     1.020324\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.136428\n",
              " Armed-Forces         0.527554\n",
              " Baby                 1.000000\n",
              " Craft-repair         0.427588\n",
              " Exec-managerial      3.281949\n",
              " Farming-fishing      0.934159\n",
              " Handlers-cleaners    1.698026\n",
              " Machine-op-inspct    2.708885\n",
              " Other-service        0.325376\n",
              " Priv-house-serv      0.457428\n",
              " Prof-specialty       0.223711\n",
              " Protective-serv      0.089158\n",
              " Sales                0.542924\n",
              " Tech-support         0.124695\n",
              " Transport-moving     0.021055\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.037185\n",
              " Armed-Forces         1.558586\n",
              " Baby                 1.615637\n",
              " Craft-repair         1.272804\n",
              " Exec-managerial      0.065083\n",
              " Farming-fishing      0.373399\n",
              " Handlers-cleaners    1.350143\n",
              " Machine-op-inspct    0.220901\n",
              " Other-service        1.473825\n",
              " Priv-house-serv      1.900049\n",
              " Prof-specialty       0.362675\n",
              " Protective-serv      0.045082\n",
              " Sales                4.004148\n",
              " Tech-support         1.892864\n",
              " Transport-moving     0.043050\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.889638\n",
              " Armed-Forces         0.182203\n",
              " Baby                 0.202906\n",
              " Craft-repair         0.173613\n",
              " Exec-managerial      1.119228\n",
              " Farming-fishing      0.299725\n",
              " Handlers-cleaners    1.513933\n",
              " Machine-op-inspct    0.270143\n",
              " Other-service        5.508712\n",
              " Priv-house-serv      0.196645\n",
              " Prof-specialty       0.019681\n",
              " Protective-serv      2.436140\n",
              " Sales                1.162415\n",
              " Tech-support         0.062236\n",
              " Transport-moving     1.422058\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.089119\n",
              " Armed-Forces         0.172801\n",
              " Baby                 0.332503\n",
              " Craft-repair         2.133383\n",
              " Exec-managerial      1.185539\n",
              " Farming-fishing      1.424346\n",
              " Handlers-cleaners    2.292818\n",
              " Machine-op-inspct    0.673138\n",
              " Other-service        0.327222\n",
              " Priv-house-serv      0.044229\n",
              " Prof-specialty       1.368771\n",
              " Protective-serv      0.890919\n",
              " Sales                1.022420\n",
              " Tech-support         1.471635\n",
              " Transport-moving     0.672230\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.665063\n",
              " Armed-Forces         1.611632\n",
              " Baby                 0.106269\n",
              " Craft-repair         1.449060\n",
              " Exec-managerial      1.458078\n",
              " Farming-fishing      1.107837\n",
              " Handlers-cleaners    0.552166\n",
              " Machine-op-inspct    0.427913\n",
              " Other-service        1.146727\n",
              " Priv-house-serv      0.603118\n",
              " Prof-specialty       1.245390\n",
              " Protective-serv      0.131013\n",
              " Sales                0.972160\n",
              " Tech-support         3.403661\n",
              " Transport-moving     0.366875\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.080364\n",
              " Armed-Forces         0.159003\n",
              " Baby                 2.259145\n",
              " Craft-repair         0.604656\n",
              " Exec-managerial      0.427548\n",
              " Farming-fishing      0.447810\n",
              " Handlers-cleaners    0.808868\n",
              " Machine-op-inspct    0.604937\n",
              " Other-service        0.158770\n",
              " Priv-house-serv      0.520047\n",
              " Prof-specialty       3.591670\n",
              " Protective-serv      0.445153\n",
              " Sales                0.724675\n",
              " Tech-support         1.735028\n",
              " Transport-moving     0.629022\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.236771\n",
              " Armed-Forces         0.257217\n",
              " Baby                 1.000000\n",
              " Craft-repair         1.783363\n",
              " Exec-managerial      1.284444\n",
              " Farming-fishing      0.353406\n",
              " Handlers-cleaners    0.074069\n",
              " Machine-op-inspct    0.512989\n",
              " Other-service        0.594750\n",
              " Priv-house-serv      1.335163\n",
              " Prof-specialty       0.455166\n",
              " Protective-serv      0.684539\n",
              " Sales                0.232580\n",
              " Tech-support         3.492404\n",
              " Transport-moving     0.270919\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.014605\n",
              " Armed-Forces         0.901481\n",
              " Baby                 0.683815\n",
              " Craft-repair         0.234521\n",
              " Exec-managerial      0.053295\n",
              " Farming-fishing      0.350526\n",
              " Handlers-cleaners    1.921054\n",
              " Machine-op-inspct    0.131370\n",
              " Other-service        0.603547\n",
              " Priv-house-serv      1.455287\n",
              " Prof-specialty       1.499080\n",
              " Protective-serv      1.578183\n",
              " Sales                2.074965\n",
              " Tech-support         1.230355\n",
              " Transport-moving     0.858686\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.876250\n",
              " Armed-Forces         0.622918\n",
              " Baby                 0.973754\n",
              " Craft-repair         0.043431\n",
              " Exec-managerial      1.704583\n",
              " Farming-fishing      0.055693\n",
              " Handlers-cleaners    0.118971\n",
              " Machine-op-inspct    0.412297\n",
              " Other-service        0.262781\n",
              " Priv-house-serv      1.503483\n",
              " Prof-specialty       0.136846\n",
              " Protective-serv      0.727671\n",
              " Sales                0.092639\n",
              " Tech-support         2.987280\n",
              " Transport-moving     0.419981\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.182393\n",
              " Armed-Forces         0.576292\n",
              " Baby                 0.027204\n",
              " Craft-repair         0.028382\n",
              " Exec-managerial      0.838218\n",
              " Farming-fishing      0.881676\n",
              " Handlers-cleaners    0.398569\n",
              " Machine-op-inspct    0.524877\n",
              " Other-service        1.057589\n",
              " Priv-house-serv      1.641893\n",
              " Prof-specialty       0.687945\n",
              " Protective-serv      1.756411\n",
              " Sales                0.394695\n",
              " Tech-support         1.074303\n",
              " Transport-moving     2.602432\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.457145\n",
              " Armed-Forces         1.169019\n",
              " Baby                 0.106790\n",
              " Craft-repair         0.798643\n",
              " Exec-managerial      0.231870\n",
              " Farming-fishing      0.020914\n",
              " Handlers-cleaners    0.133901\n",
              " Machine-op-inspct    4.801691\n",
              " Other-service        3.857753\n",
              " Priv-house-serv      0.518797\n",
              " Prof-specialty       0.047691\n",
              " Protective-serv      1.512290\n",
              " Sales                4.505178\n",
              " Tech-support         1.861984\n",
              " Transport-moving     1.374981\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.255908\n",
              " Armed-Forces         0.276650\n",
              " Baby                 1.000000\n",
              " Craft-repair         0.146700\n",
              " Exec-managerial      0.245999\n",
              " Farming-fishing      0.098718\n",
              " Handlers-cleaners    1.145518\n",
              " Machine-op-inspct    3.781614\n",
              " Other-service        1.891735\n",
              " Priv-house-serv      0.191916\n",
              " Prof-specialty       0.628203\n",
              " Protective-serv      0.067098\n",
              " Sales                0.812142\n",
              " Tech-support         1.409462\n",
              " Transport-moving     0.859156\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         2.289538\n",
              " Armed-Forces         0.144791\n",
              " Baby                 0.801383\n",
              " Craft-repair         0.266084\n",
              " Exec-managerial      0.333726\n",
              " Farming-fishing      0.006037\n",
              " Handlers-cleaners    1.481444\n",
              " Machine-op-inspct    0.465066\n",
              " Other-service        1.142610\n",
              " Priv-house-serv      3.646437\n",
              " Prof-specialty       0.766024\n",
              " Protective-serv      1.905761\n",
              " Sales                2.089000\n",
              " Tech-support         0.691058\n",
              " Transport-moving     0.250578\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.402536\n",
              " Armed-Forces         2.258123\n",
              " Baby                 0.026765\n",
              " Craft-repair         0.233127\n",
              " Exec-managerial      1.338464\n",
              " Farming-fishing      1.672268\n",
              " Handlers-cleaners    0.231514\n",
              " Machine-op-inspct    0.045100\n",
              " Other-service        0.972209\n",
              " Priv-house-serv      0.237544\n",
              " Prof-specialty       1.432514\n",
              " Protective-serv      0.491971\n",
              " Sales                0.539831\n",
              " Tech-support         1.165873\n",
              " Transport-moving     7.260542\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.301231\n",
              " Armed-Forces         2.014470\n",
              " Baby                 0.043602\n",
              " Craft-repair         0.429981\n",
              " Exec-managerial      1.224140\n",
              " Farming-fishing      2.860839\n",
              " Handlers-cleaners    0.959335\n",
              " Machine-op-inspct    0.236025\n",
              " Other-service        2.182474\n",
              " Priv-house-serv      0.033684\n",
              " Prof-specialty       0.559422\n",
              " Protective-serv      0.045213\n",
              " Sales                1.286992\n",
              " Tech-support         2.027358\n",
              " Transport-moving     1.403570\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         2.834317\n",
              " Armed-Forces         0.515647\n",
              " Baby                 2.882656\n",
              " Craft-repair         1.080035\n",
              " Exec-managerial      1.290403\n",
              " Farming-fishing      1.013049\n",
              " Handlers-cleaners    0.542201\n",
              " Machine-op-inspct    0.363179\n",
              " Other-service        2.042729\n",
              " Priv-house-serv      1.329277\n",
              " Prof-specialty       1.347338\n",
              " Protective-serv      0.555732\n",
              " Sales                0.280320\n",
              " Tech-support         1.617331\n",
              " Transport-moving     0.749918\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.848344\n",
              " Armed-Forces         0.083262\n",
              " Baby                 0.025964\n",
              " Craft-repair         0.191835\n",
              " Exec-managerial      1.057599\n",
              " Farming-fishing      0.970476\n",
              " Handlers-cleaners    0.891789\n",
              " Machine-op-inspct    0.188039\n",
              " Other-service        0.685134\n",
              " Priv-house-serv      0.084702\n",
              " Prof-specialty       0.340108\n",
              " Protective-serv      0.215077\n",
              " Sales                0.159437\n",
              " Tech-support         0.211909\n",
              " Transport-moving     1.406876\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.487758\n",
              " Armed-Forces         0.591541\n",
              " Baby                 0.782043\n",
              " Craft-repair         0.082979\n",
              " Exec-managerial      1.631538\n",
              " Farming-fishing      0.547459\n",
              " Handlers-cleaners    0.001925\n",
              " Machine-op-inspct    0.036283\n",
              " Other-service        0.384452\n",
              " Priv-house-serv      3.446934\n",
              " Prof-specialty       1.586278\n",
              " Protective-serv      1.607272\n",
              " Sales                1.594831\n",
              " Tech-support         0.532720\n",
              " Transport-moving     0.238362\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.781227\n",
              " Armed-Forces         1.162145\n",
              " Baby                 0.722915\n",
              " Craft-repair         0.869801\n",
              " Exec-managerial      0.039970\n",
              " Farming-fishing      1.228762\n",
              " Handlers-cleaners    2.222523\n",
              " Machine-op-inspct    3.479436\n",
              " Other-service        0.144917\n",
              " Priv-house-serv      0.205433\n",
              " Prof-specialty       2.441908\n",
              " Protective-serv      0.649658\n",
              " Sales                3.470005\n",
              " Tech-support         1.284327\n",
              " Transport-moving     0.613703\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         2.383775\n",
              " Armed-Forces         0.567649\n",
              " Baby                 0.976766\n",
              " Craft-repair         0.697488\n",
              " Exec-managerial      0.927170\n",
              " Farming-fishing      0.775302\n",
              " Handlers-cleaners    5.725185\n",
              " Machine-op-inspct    1.186693\n",
              " Other-service        0.354617\n",
              " Priv-house-serv      0.698270\n",
              " Prof-specialty       0.431537\n",
              " Protective-serv      1.697697\n",
              " Sales                0.752687\n",
              " Tech-support         2.239444\n",
              " Transport-moving     0.634552\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.636919\n",
              " Armed-Forces         1.176231\n",
              " Baby                 1.000000\n",
              " Craft-repair         0.458162\n",
              " Exec-managerial      1.439384\n",
              " Farming-fishing      0.639411\n",
              " Handlers-cleaners    1.660114\n",
              " Machine-op-inspct    2.855687\n",
              " Other-service        0.628588\n",
              " Priv-house-serv      0.231588\n",
              " Prof-specialty       1.341578\n",
              " Protective-serv      1.254343\n",
              " Sales                1.248264\n",
              " Tech-support         0.238586\n",
              " Transport-moving     0.001112\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.803632\n",
              " Armed-Forces         1.311798\n",
              " Baby                 1.000000\n",
              " Craft-repair         2.137351\n",
              " Exec-managerial      0.170807\n",
              " Farming-fishing      1.899026\n",
              " Handlers-cleaners    0.391824\n",
              " Machine-op-inspct    1.429462\n",
              " Other-service        0.217743\n",
              " Priv-house-serv      0.104969\n",
              " Prof-specialty       1.405263\n",
              " Protective-serv      1.045601\n",
              " Sales                0.322628\n",
              " Tech-support         1.007555\n",
              " Transport-moving     1.110359\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.761496\n",
              " Armed-Forces         4.087259\n",
              " Baby                 0.841305\n",
              " Craft-repair         0.999859\n",
              " Exec-managerial      0.105087\n",
              " Farming-fishing      0.894422\n",
              " Handlers-cleaners    0.321555\n",
              " Machine-op-inspct    0.867666\n",
              " Other-service        0.123505\n",
              " Priv-house-serv      1.406625\n",
              " Prof-specialty       0.708267\n",
              " Protective-serv      2.073895\n",
              " Sales                0.326917\n",
              " Tech-support         1.389167\n",
              " Transport-moving     0.408201\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.090381\n",
              " Armed-Forces         0.413318\n",
              " Baby                 0.046198\n",
              " Craft-repair         0.103986\n",
              " Exec-managerial      1.676567\n",
              " Farming-fishing      0.400681\n",
              " Handlers-cleaners    0.533726\n",
              " Machine-op-inspct    1.150482\n",
              " Other-service        0.434114\n",
              " Priv-house-serv      1.929877\n",
              " Prof-specialty       1.975621\n",
              " Protective-serv      0.048795\n",
              " Sales                0.440448\n",
              " Tech-support         3.674800\n",
              " Transport-moving     0.367679\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.307836\n",
              " Armed-Forces         1.323005\n",
              " Baby                 1.000000\n",
              " Craft-repair         0.428338\n",
              " Exec-managerial      2.526496\n",
              " Farming-fishing      0.097771\n",
              " Handlers-cleaners    0.280651\n",
              " Machine-op-inspct    3.139209\n",
              " Other-service        2.157144\n",
              " Priv-house-serv      1.802451\n",
              " Prof-specialty       1.747949\n",
              " Protective-serv      0.434970\n",
              " Sales                4.135015\n",
              " Tech-support         0.792095\n",
              " Transport-moving     5.920215\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.389854\n",
              " Armed-Forces         0.313437\n",
              " Baby                 0.271430\n",
              " Craft-repair         0.112263\n",
              " Exec-managerial      0.191793\n",
              " Farming-fishing      0.333910\n",
              " Handlers-cleaners    0.119531\n",
              " Machine-op-inspct    0.393810\n",
              " Other-service        3.615335\n",
              " Priv-house-serv      0.738065\n",
              " Prof-specialty       1.482059\n",
              " Protective-serv      2.273938\n",
              " Sales                0.264476\n",
              " Tech-support         2.947992\n",
              " Transport-moving     0.337566\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.237730\n",
              " Armed-Forces         1.010191\n",
              " Baby                 0.046580\n",
              " Craft-repair         0.219715\n",
              " Exec-managerial      1.385252\n",
              " Farming-fishing      0.966524\n",
              " Handlers-cleaners    0.164642\n",
              " Machine-op-inspct    1.113873\n",
              " Other-service        0.274741\n",
              " Priv-house-serv      1.060797\n",
              " Prof-specialty       0.023115\n",
              " Protective-serv      1.187690\n",
              " Sales                0.060805\n",
              " Tech-support         0.541323\n",
              " Transport-moving     1.863067\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.129614\n",
              " Armed-Forces         0.442042\n",
              " Baby                 0.504789\n",
              " Craft-repair         0.015436\n",
              " Exec-managerial      1.117387\n",
              " Farming-fishing      0.163956\n",
              " Handlers-cleaners    3.021062\n",
              " Machine-op-inspct    2.898667\n",
              " Other-service        0.241367\n",
              " Priv-house-serv      0.527843\n",
              " Prof-specialty       1.368895\n",
              " Protective-serv      1.378973\n",
              " Sales                1.344040\n",
              " Tech-support         0.517683\n",
              " Transport-moving     0.037674\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.642378\n",
              " Armed-Forces         0.067830\n",
              " Baby                 0.539083\n",
              " Craft-repair         1.079715\n",
              " Exec-managerial      0.485570\n",
              " Farming-fishing      0.950186\n",
              " Handlers-cleaners    0.161475\n",
              " Machine-op-inspct    1.155404\n",
              " Other-service        1.415290\n",
              " Priv-house-serv      2.684409\n",
              " Prof-specialty       0.690583\n",
              " Protective-serv      0.657649\n",
              " Sales                2.312703\n",
              " Tech-support         0.732722\n",
              " Transport-moving     0.668923\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.154682\n",
              " Armed-Forces         0.900874\n",
              " Baby                 0.119802\n",
              " Craft-repair         0.230250\n",
              " Exec-managerial      0.766841\n",
              " Farming-fishing      0.514949\n",
              " Handlers-cleaners    0.564240\n",
              " Machine-op-inspct    0.236756\n",
              " Other-service        0.357700\n",
              " Priv-house-serv      0.173953\n",
              " Prof-specialty       0.823772\n",
              " Protective-serv      0.696015\n",
              " Sales                0.931842\n",
              " Tech-support         1.366014\n",
              " Transport-moving     1.692462\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.415648\n",
              " Armed-Forces         0.304060\n",
              " Baby                 0.186443\n",
              " Craft-repair         0.848263\n",
              " Exec-managerial      1.951589\n",
              " Farming-fishing      2.807278\n",
              " Handlers-cleaners    1.576872\n",
              " Machine-op-inspct    2.385825\n",
              " Other-service        2.442461\n",
              " Priv-house-serv      0.540742\n",
              " Prof-specialty       0.966151\n",
              " Protective-serv      0.713041\n",
              " Sales                2.549473\n",
              " Tech-support         1.258370\n",
              " Transport-moving     1.964936\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.073921\n",
              " Armed-Forces         0.823296\n",
              " Baby                 0.026578\n",
              " Craft-repair         1.173823\n",
              " Exec-managerial      1.054067\n",
              " Farming-fishing      2.931573\n",
              " Handlers-cleaners    0.835361\n",
              " Machine-op-inspct    0.713761\n",
              " Other-service        2.287772\n",
              " Priv-house-serv      1.248976\n",
              " Prof-specialty       0.508651\n",
              " Protective-serv      1.650812\n",
              " Sales                3.117921\n",
              " Tech-support         0.223511\n",
              " Transport-moving     0.043902\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.213613\n",
              " Armed-Forces         0.785522\n",
              " Baby                 1.715761\n",
              " Craft-repair         0.921494\n",
              " Exec-managerial      0.721250\n",
              " Farming-fishing      1.906226\n",
              " Handlers-cleaners    0.214890\n",
              " Machine-op-inspct    0.717134\n",
              " Other-service        0.260655\n",
              " Priv-house-serv      1.148239\n",
              " Prof-specialty       0.138246\n",
              " Protective-serv      0.686845\n",
              " Sales                0.518753\n",
              " Tech-support         1.272156\n",
              " Transport-moving     0.390917\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.005578\n",
              " Armed-Forces         0.214418\n",
              " Baby                 2.971968\n",
              " Craft-repair         0.778988\n",
              " Exec-managerial      1.199670\n",
              " Farming-fishing      0.839281\n",
              " Handlers-cleaners    1.283473\n",
              " Machine-op-inspct    0.397294\n",
              " Other-service        0.042793\n",
              " Priv-house-serv      0.004179\n",
              " Prof-specialty       0.872347\n",
              " Protective-serv      1.442420\n",
              " Sales                2.194715\n",
              " Tech-support         0.225326\n",
              " Transport-moving     0.199192\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3.928722\n",
              " Armed-Forces         3.319529\n",
              " Baby                 1.340394\n",
              " Craft-repair         0.015612\n",
              " Exec-managerial      0.352606\n",
              " Farming-fishing      2.522368\n",
              " Handlers-cleaners    7.446807\n",
              " Machine-op-inspct    0.488601\n",
              " Other-service        0.438010\n",
              " Priv-house-serv      1.668197\n",
              " Prof-specialty       1.797053\n",
              " Protective-serv      0.030141\n",
              " Sales                0.507183\n",
              " Tech-support         2.395032\n",
              " Transport-moving     0.312289\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.458244\n",
              " Armed-Forces         0.309192\n",
              " Baby                 1.100326\n",
              " Craft-repair         0.837096\n",
              " Exec-managerial      0.278198\n",
              " Farming-fishing      3.113838\n",
              " Handlers-cleaners    0.887885\n",
              " Machine-op-inspct    0.117133\n",
              " Other-service        1.186185\n",
              " Priv-house-serv      0.121311\n",
              " Prof-specialty       4.623754\n",
              " Protective-serv      0.553710\n",
              " Sales                0.984780\n",
              " Tech-support         0.159754\n",
              " Transport-moving     0.560515\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.543673\n",
              " Armed-Forces         0.700430\n",
              " Baby                 0.166508\n",
              " Craft-repair         0.198552\n",
              " Exec-managerial      0.679933\n",
              " Farming-fishing      0.236523\n",
              " Handlers-cleaners    0.428125\n",
              " Machine-op-inspct    1.301457\n",
              " Other-service        0.592204\n",
              " Priv-house-serv      0.883606\n",
              " Prof-specialty       0.049686\n",
              " Protective-serv      0.440016\n",
              " Sales                0.060807\n",
              " Tech-support         0.216177\n",
              " Transport-moving     0.203213\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.121226\n",
              " Armed-Forces         0.396121\n",
              " Baby                 0.276095\n",
              " Craft-repair         1.189026\n",
              " Exec-managerial      0.670533\n",
              " Farming-fishing      0.273080\n",
              " Handlers-cleaners    0.547765\n",
              " Machine-op-inspct    3.240588\n",
              " Other-service        5.099665\n",
              " Priv-house-serv      0.942566\n",
              " Prof-specialty       0.117668\n",
              " Protective-serv      0.110278\n",
              " Sales                2.714623\n",
              " Tech-support         0.280873\n",
              " Transport-moving     0.806081\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.228260\n",
              " Armed-Forces         0.134688\n",
              " Baby                 0.734517\n",
              " Craft-repair         0.410849\n",
              " Exec-managerial      2.834892\n",
              " Farming-fishing      0.202526\n",
              " Handlers-cleaners    0.267231\n",
              " Machine-op-inspct    1.241573\n",
              " Other-service        0.805916\n",
              " Priv-house-serv      0.489369\n",
              " Prof-specialty       0.224019\n",
              " Protective-serv      0.774058\n",
              " Sales                0.070674\n",
              " Tech-support         1.311099\n",
              " Transport-moving     0.361055\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.875566\n",
              " Armed-Forces         0.618577\n",
              " Baby                 1.000000\n",
              " Craft-repair         0.036464\n",
              " Exec-managerial      0.374028\n",
              " Farming-fishing      1.845560\n",
              " Handlers-cleaners    0.936944\n",
              " Machine-op-inspct    0.362116\n",
              " Other-service        0.580612\n",
              " Priv-house-serv      3.151152\n",
              " Prof-specialty       0.140678\n",
              " Protective-serv      1.291845\n",
              " Sales                2.150211\n",
              " Tech-support         0.728184\n",
              " Transport-moving     2.877252\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.220560\n",
              " Armed-Forces         1.659162\n",
              " Baby                 0.071279\n",
              " Craft-repair         0.722297\n",
              " Exec-managerial      0.738366\n",
              " Farming-fishing      0.032059\n",
              " Handlers-cleaners    0.056036\n",
              " Machine-op-inspct    0.159205\n",
              " Other-service        0.043087\n",
              " Priv-house-serv      0.959294\n",
              " Prof-specialty       0.859611\n",
              " Protective-serv      0.418126\n",
              " Sales                2.221354\n",
              " Tech-support         0.381933\n",
              " Transport-moving     0.135928\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.981691\n",
              " Armed-Forces         0.410432\n",
              " Baby                 0.666886\n",
              " Craft-repair         0.364075\n",
              " Exec-managerial      1.140478\n",
              " Farming-fishing      2.334071\n",
              " Handlers-cleaners    0.062975\n",
              " Machine-op-inspct    1.326506\n",
              " Other-service        0.873790\n",
              " Priv-house-serv      2.106051\n",
              " Prof-specialty       0.477825\n",
              " Protective-serv      0.492214\n",
              " Sales                0.287456\n",
              " Tech-support         2.091646\n",
              " Transport-moving     2.159908\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.175003\n",
              " Armed-Forces         0.177387\n",
              " Baby                 0.373028\n",
              " Craft-repair         1.088548\n",
              " Exec-managerial      0.212322\n",
              " Farming-fishing      1.057683\n",
              " Handlers-cleaners    0.798055\n",
              " Machine-op-inspct    0.069811\n",
              " Other-service        0.280967\n",
              " Priv-house-serv      1.121268\n",
              " Prof-specialty       0.254814\n",
              " Protective-serv      0.473850\n",
              " Sales                0.208171\n",
              " Tech-support         0.497247\n",
              " Transport-moving     0.113529\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.239693\n",
              " Armed-Forces         0.038666\n",
              " Baby                 1.135567\n",
              " Craft-repair         0.950152\n",
              " Exec-managerial      0.549752\n",
              " Farming-fishing      0.470334\n",
              " Handlers-cleaners    1.087145\n",
              " Machine-op-inspct    0.125564\n",
              " Other-service        2.924062\n",
              " Priv-house-serv      0.656815\n",
              " Prof-specialty       0.183078\n",
              " Protective-serv      1.485738\n",
              " Sales                0.310584\n",
              " Tech-support         3.058254\n",
              " Transport-moving     0.115421\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.182998\n",
              " Armed-Forces         0.019796\n",
              " Baby                 0.439476\n",
              " Craft-repair         0.711925\n",
              " Exec-managerial      0.173317\n",
              " Farming-fishing      4.383087\n",
              " Handlers-cleaners    0.953723\n",
              " Machine-op-inspct    0.087316\n",
              " Other-service        0.215121\n",
              " Priv-house-serv      0.476621\n",
              " Prof-specialty       0.213989\n",
              " Protective-serv      5.056237\n",
              " Sales                1.478643\n",
              " Tech-support         1.518336\n",
              " Transport-moving     0.567217\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.422373\n",
              " Armed-Forces         0.680743\n",
              " Baby                 0.806680\n",
              " Craft-repair         0.296036\n",
              " Exec-managerial      1.930200\n",
              " Farming-fishing      0.299609\n",
              " Handlers-cleaners    0.025431\n",
              " Machine-op-inspct    0.821554\n",
              " Other-service        1.400823\n",
              " Priv-house-serv      1.284086\n",
              " Prof-specialty       0.429295\n",
              " Protective-serv      0.681038\n",
              " Sales                0.386195\n",
              " Tech-support         0.044353\n",
              " Transport-moving     1.570322\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.500832\n",
              " Armed-Forces         1.503664\n",
              " Baby                 1.144096\n",
              " Craft-repair         0.042023\n",
              " Exec-managerial      1.598314\n",
              " Farming-fishing      0.103353\n",
              " Handlers-cleaners    0.144520\n",
              " Machine-op-inspct    2.487047\n",
              " Other-service        0.260702\n",
              " Priv-house-serv      0.632879\n",
              " Prof-specialty       0.009772\n",
              " Protective-serv      0.423723\n",
              " Sales                1.149290\n",
              " Tech-support         0.464280\n",
              " Transport-moving     1.051182\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.050816\n",
              " Armed-Forces         0.077056\n",
              " Baby                 1.270094\n",
              " Craft-repair         0.439500\n",
              " Exec-managerial      0.214229\n",
              " Farming-fishing      0.213189\n",
              " Handlers-cleaners    0.161504\n",
              " Machine-op-inspct    0.209927\n",
              " Other-service        1.067642\n",
              " Priv-house-serv      0.219762\n",
              " Prof-specialty       1.713149\n",
              " Protective-serv      1.275929\n",
              " Sales                1.641677\n",
              " Tech-support         0.255059\n",
              " Transport-moving     0.042677\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
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              " Armed-Forces         0.491925\n",
              " Baby                 0.022810\n",
              " Craft-repair         0.496437\n",
              " Exec-managerial      0.313450\n",
              " Farming-fishing      0.311809\n",
              " Handlers-cleaners    0.403660\n",
              " Machine-op-inspct    0.389854\n",
              " Other-service        0.986128\n",
              " Priv-house-serv      0.912645\n",
              " Prof-specialty       0.528554\n",
              " Protective-serv      0.682806\n",
              " Sales                0.302819\n",
              " Tech-support         1.428944\n",
              " Transport-moving     6.395251\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.283021\n",
              " Armed-Forces         0.603762\n",
              " Baby                 0.605058\n",
              " Craft-repair         2.570525\n",
              " Exec-managerial      1.161480\n",
              " Farming-fishing      1.475228\n",
              " Handlers-cleaners    0.368429\n",
              " Machine-op-inspct    0.229233\n",
              " Other-service        0.167392\n",
              " Priv-house-serv      0.455686\n",
              " Prof-specialty       1.089651\n",
              " Protective-serv      1.352194\n",
              " Sales                0.871879\n",
              " Tech-support         0.615231\n",
              " Transport-moving     0.728878\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.003388\n",
              " Armed-Forces         0.187474\n",
              " Baby                 1.000000\n",
              " Craft-repair         0.536035\n",
              " Exec-managerial      0.071320\n",
              " Farming-fishing      0.291553\n",
              " Handlers-cleaners    0.927280\n",
              " Machine-op-inspct    3.569347\n",
              " Other-service        0.409452\n",
              " Priv-house-serv      3.098680\n",
              " Prof-specialty       2.311936\n",
              " Protective-serv      0.805628\n",
              " Sales                0.085578\n",
              " Tech-support         0.151306\n",
              " Transport-moving     0.193430\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.460528\n",
              " Armed-Forces         1.195458\n",
              " Baby                 0.810445\n",
              " Craft-repair         0.853495\n",
              " Exec-managerial      0.781063\n",
              " Farming-fishing      0.072126\n",
              " Handlers-cleaners    1.020073\n",
              " Machine-op-inspct    0.583558\n",
              " Other-service        0.658351\n",
              " Priv-house-serv      0.713690\n",
              " Prof-specialty       0.354624\n",
              " Protective-serv      1.576853\n",
              " Sales                0.297828\n",
              " Tech-support         0.057437\n",
              " Transport-moving     1.485179\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.625058\n",
              " Armed-Forces         1.215101\n",
              " Baby                 1.404576\n",
              " Craft-repair         0.093356\n",
              " Exec-managerial      0.598105\n",
              " Farming-fishing      1.158478\n",
              " Handlers-cleaners    0.444545\n",
              " Machine-op-inspct    0.800195\n",
              " Other-service        0.038688\n",
              " Priv-house-serv      0.279147\n",
              " Prof-specialty       2.565579\n",
              " Protective-serv      0.852553\n",
              " Sales                1.460744\n",
              " Tech-support         0.594827\n",
              " Transport-moving     0.405255\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.811274\n",
              " Armed-Forces         0.844019\n",
              " Baby                 0.224787\n",
              " Craft-repair         0.127025\n",
              " Exec-managerial      3.049439\n",
              " Farming-fishing      2.184508\n",
              " Handlers-cleaners    0.452242\n",
              " Machine-op-inspct    1.021177\n",
              " Other-service        1.027731\n",
              " Priv-house-serv      1.882082\n",
              " Prof-specialty       0.663855\n",
              " Protective-serv      0.107301\n",
              " Sales                1.205100\n",
              " Tech-support         0.571208\n",
              " Transport-moving     0.466060\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.682786\n",
              " Armed-Forces         0.182237\n",
              " Baby                 0.138478\n",
              " Craft-repair         0.777644\n",
              " Exec-managerial      0.239687\n",
              " Farming-fishing      0.266490\n",
              " Handlers-cleaners    0.906214\n",
              " Machine-op-inspct    0.047299\n",
              " Other-service        2.005642\n",
              " Priv-house-serv      1.248303\n",
              " Prof-specialty       0.047750\n",
              " Protective-serv      0.437546\n",
              " Sales                0.376872\n",
              " Tech-support         0.252366\n",
              " Transport-moving     0.261046\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.458087\n",
              " Armed-Forces         0.247790\n",
              " Baby                 1.362003\n",
              " Craft-repair         0.809848\n",
              " Exec-managerial      0.324004\n",
              " Farming-fishing      0.447402\n",
              " Handlers-cleaners    2.588106\n",
              " Machine-op-inspct    0.173887\n",
              " Other-service        0.153564\n",
              " Priv-house-serv      0.591317\n",
              " Prof-specialty       1.071680\n",
              " Protective-serv      2.832505\n",
              " Sales                0.694018\n",
              " Tech-support         0.596294\n",
              " Transport-moving     0.994770\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.241955\n",
              " Armed-Forces         0.472343\n",
              " Baby                 0.557030\n",
              " Craft-repair         0.234205\n",
              " Exec-managerial      2.925953\n",
              " Farming-fishing      0.439438\n",
              " Handlers-cleaners    0.936039\n",
              " Machine-op-inspct    0.622133\n",
              " Other-service        1.998186\n",
              " Priv-house-serv      0.255526\n",
              " Prof-specialty       0.216599\n",
              " Protective-serv      3.705382\n",
              " Sales                0.017701\n",
              " Tech-support         0.799879\n",
              " Transport-moving     1.359209\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.712127\n",
              " Armed-Forces         0.200077\n",
              " Baby                 2.051089\n",
              " Craft-repair         0.586220\n",
              " Exec-managerial      2.380750\n",
              " Farming-fishing      1.433019\n",
              " Handlers-cleaners    0.614992\n",
              " Machine-op-inspct    2.289377\n",
              " Other-service        1.428325\n",
              " Priv-house-serv      0.488305\n",
              " Prof-specialty       0.472466\n",
              " Protective-serv      0.083826\n",
              " Sales                1.149259\n",
              " Tech-support         0.642086\n",
              " Transport-moving     1.667182\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.523252\n",
              " Armed-Forces         1.104702\n",
              " Baby                 0.219665\n",
              " Craft-repair         0.305214\n",
              " Exec-managerial      0.338772\n",
              " Farming-fishing      1.593783\n",
              " Handlers-cleaners    1.416684\n",
              " Machine-op-inspct    3.398995\n",
              " Other-service        1.487060\n",
              " Priv-house-serv      3.210867\n",
              " Prof-specialty       2.076920\n",
              " Protective-serv      2.003286\n",
              " Sales                1.661562\n",
              " Tech-support         0.524577\n",
              " Transport-moving     1.187510\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.763640\n",
              " Armed-Forces         0.149110\n",
              " Baby                 3.434046\n",
              " Craft-repair         1.628150\n",
              " Exec-managerial      0.860710\n",
              " Farming-fishing      1.926938\n",
              " Handlers-cleaners    0.093046\n",
              " Machine-op-inspct    0.051753\n",
              " Other-service        1.075105\n",
              " Priv-house-serv      0.181104\n",
              " Prof-specialty       1.201783\n",
              " Protective-serv      0.502514\n",
              " Sales                0.982037\n",
              " Tech-support         2.228523\n",
              " Transport-moving     0.968839\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.013414\n",
              " Armed-Forces         4.584764\n",
              " Baby                 0.266260\n",
              " Craft-repair         0.640236\n",
              " Exec-managerial      0.855327\n",
              " Farming-fishing      1.057364\n",
              " Handlers-cleaners    1.801680\n",
              " Machine-op-inspct    0.308171\n",
              " Other-service        1.608878\n",
              " Priv-house-serv      0.422611\n",
              " Prof-specialty       0.527040\n",
              " Protective-serv      0.038076\n",
              " Sales                0.017086\n",
              " Tech-support         1.259708\n",
              " Transport-moving     2.229885\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.428417\n",
              " Armed-Forces         1.539668\n",
              " Baby                 1.000000\n",
              " Craft-repair         2.582407\n",
              " Exec-managerial      0.918803\n",
              " Farming-fishing      0.138204\n",
              " Handlers-cleaners    1.951706\n",
              " Machine-op-inspct    2.853892\n",
              " Other-service        1.531684\n",
              " Priv-house-serv      0.466657\n",
              " Prof-specialty       1.704320\n",
              " Protective-serv      0.767719\n",
              " Sales                0.671001\n",
              " Tech-support         0.322654\n",
              " Transport-moving     0.859574\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.814789\n",
              " Armed-Forces         1.600817\n",
              " Baby                 3.875756\n",
              " Craft-repair         0.214170\n",
              " Exec-managerial      1.598932\n",
              " Farming-fishing      0.713123\n",
              " Handlers-cleaners    0.638003\n",
              " Machine-op-inspct    1.510895\n",
              " Other-service        0.658862\n",
              " Priv-house-serv      0.159381\n",
              " Prof-specialty       1.475009\n",
              " Protective-serv      0.826224\n",
              " Sales                0.173251\n",
              " Tech-support         0.809380\n",
              " Transport-moving     1.241145\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.093538\n",
              " Armed-Forces         0.468574\n",
              " Baby                 0.280194\n",
              " Craft-repair         0.879015\n",
              " Exec-managerial      0.586857\n",
              " Farming-fishing      0.468544\n",
              " Handlers-cleaners    1.511228\n",
              " Machine-op-inspct    0.455162\n",
              " Other-service        0.032622\n",
              " Priv-house-serv      0.546056\n",
              " Prof-specialty       0.980257\n",
              " Protective-serv      0.931673\n",
              " Sales                0.506921\n",
              " Tech-support         1.615421\n",
              " Transport-moving     0.336566\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.678108\n",
              " Armed-Forces         0.776350\n",
              " Baby                 0.810509\n",
              " Craft-repair         1.132112\n",
              " Exec-managerial      0.151599\n",
              " Farming-fishing      0.037253\n",
              " Handlers-cleaners    0.067263\n",
              " Machine-op-inspct    0.290236\n",
              " Other-service        0.126585\n",
              " Priv-house-serv      0.671003\n",
              " Prof-specialty       2.583055\n",
              " Protective-serv      0.697656\n",
              " Sales                0.499257\n",
              " Tech-support         0.302516\n",
              " Transport-moving     0.169384\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.427563\n",
              " Armed-Forces         0.419787\n",
              " Baby                 0.493026\n",
              " Craft-repair         0.046745\n",
              " Exec-managerial      0.749433\n",
              " Farming-fishing      1.267784\n",
              " Handlers-cleaners    0.788990\n",
              " Machine-op-inspct    1.129770\n",
              " Other-service        0.737097\n",
              " Priv-house-serv      1.992444\n",
              " Prof-specialty       0.453132\n",
              " Protective-serv      1.996320\n",
              " Sales                0.311395\n",
              " Tech-support         0.930043\n",
              " Transport-moving     1.238873\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.437977\n",
              " Armed-Forces         1.991423\n",
              " Baby                 0.081858\n",
              " Craft-repair         0.002440\n",
              " Exec-managerial      1.283287\n",
              " Farming-fishing      0.480273\n",
              " Handlers-cleaners    0.003393\n",
              " Machine-op-inspct    0.733797\n",
              " Other-service        0.280682\n",
              " Priv-house-serv      0.218520\n",
              " Prof-specialty       2.367962\n",
              " Protective-serv      0.796943\n",
              " Sales                1.270053\n",
              " Tech-support         3.157824\n",
              " Transport-moving     1.893272\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.353982\n",
              " Armed-Forces         3.045574\n",
              " Baby                 0.685964\n",
              " Craft-repair         1.666439\n",
              " Exec-managerial      0.586667\n",
              " Farming-fishing      1.141119\n",
              " Handlers-cleaners    1.257774\n",
              " Machine-op-inspct    0.551491\n",
              " Other-service        1.611270\n",
              " Priv-house-serv      0.245202\n",
              " Prof-specialty       0.269403\n",
              " Protective-serv      0.770497\n",
              " Sales                0.774553\n",
              " Tech-support         2.519164\n",
              " Transport-moving     1.287352\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.078362\n",
              " Armed-Forces         0.507551\n",
              " Baby                 0.381065\n",
              " Craft-repair         0.628199\n",
              " Exec-managerial      1.576925\n",
              " Farming-fishing      1.642023\n",
              " Handlers-cleaners    0.007981\n",
              " Machine-op-inspct    0.609089\n",
              " Other-service        0.841030\n",
              " Priv-house-serv      0.858056\n",
              " Prof-specialty       0.597652\n",
              " Protective-serv      1.293521\n",
              " Sales                0.459443\n",
              " Tech-support         0.138271\n",
              " Transport-moving     1.577754\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         2.880557\n",
              " Armed-Forces         1.264507\n",
              " Baby                 0.108457\n",
              " Craft-repair         2.396620\n",
              " Exec-managerial      0.947920\n",
              " Farming-fishing      4.996581\n",
              " Handlers-cleaners    1.090993\n",
              " Machine-op-inspct    0.363537\n",
              " Other-service        1.193093\n",
              " Priv-house-serv      0.885560\n",
              " Prof-specialty       0.014014\n",
              " Protective-serv      3.309436\n",
              " Sales                3.022931\n",
              " Tech-support         0.622312\n",
              " Transport-moving     1.956290\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.393448\n",
              " Armed-Forces         1.136111\n",
              " Baby                 1.000000\n",
              " Craft-repair         0.016466\n",
              " Exec-managerial      0.486852\n",
              " Farming-fishing      1.771435\n",
              " Handlers-cleaners    0.385745\n",
              " Machine-op-inspct    0.482893\n",
              " Other-service        7.479352\n",
              " Priv-house-serv      0.435333\n",
              " Prof-specialty       0.494066\n",
              " Protective-serv      0.462474\n",
              " Sales                0.688030\n",
              " Tech-support         0.031141\n",
              " Transport-moving     0.217614\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         2.272814\n",
              " Armed-Forces         1.243502\n",
              " Baby                 0.671937\n",
              " Craft-repair         1.938599\n",
              " Exec-managerial      0.041344\n",
              " Farming-fishing      0.056087\n",
              " Handlers-cleaners    0.230817\n",
              " Machine-op-inspct    1.269145\n",
              " Other-service        0.107845\n",
              " Priv-house-serv      0.335924\n",
              " Prof-specialty       2.192188\n",
              " Protective-serv      1.317885\n",
              " Sales                0.742117\n",
              " Tech-support         0.346885\n",
              " Transport-moving     0.512239\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.374802\n",
              " Armed-Forces         1.901430\n",
              " Baby                 3.008602\n",
              " Craft-repair         1.343610\n",
              " Exec-managerial      3.343801\n",
              " Farming-fishing      1.061619\n",
              " Handlers-cleaners    0.425107\n",
              " Machine-op-inspct    0.363384\n",
              " Other-service        2.468493\n",
              " Priv-house-serv      1.399873\n",
              " Prof-specialty       0.284117\n",
              " Protective-serv      1.112847\n",
              " Sales                0.952804\n",
              " Tech-support         0.246396\n",
              " Transport-moving     0.380590\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.949019\n",
              " Armed-Forces         0.440228\n",
              " Baby                 1.381992\n",
              " Craft-repair         5.003650\n",
              " Exec-managerial      0.922248\n",
              " Farming-fishing      0.509962\n",
              " Handlers-cleaners    1.170300\n",
              " Machine-op-inspct    0.255375\n",
              " Other-service        0.041517\n",
              " Priv-house-serv      0.574469\n",
              " Prof-specialty       0.483245\n",
              " Protective-serv      0.707208\n",
              " Sales                1.243431\n",
              " Tech-support         0.648303\n",
              " Transport-moving     0.257485\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.830634\n",
              " Armed-Forces         1.300456\n",
              " Baby                 0.695515\n",
              " Craft-repair         1.473447\n",
              " Exec-managerial      0.277541\n",
              " Farming-fishing      0.044894\n",
              " Handlers-cleaners    0.814665\n",
              " Machine-op-inspct    1.727767\n",
              " Other-service        0.590012\n",
              " Priv-house-serv      0.799216\n",
              " Prof-specialty       1.893122\n",
              " Protective-serv      1.231968\n",
              " Sales                0.163148\n",
              " Tech-support         0.624234\n",
              " Transport-moving     0.620837\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         3.448005\n",
              " Armed-Forces         0.376455\n",
              " Baby                 0.941476\n",
              " Craft-repair         0.119525\n",
              " Exec-managerial      0.904650\n",
              " Farming-fishing      0.491815\n",
              " Handlers-cleaners    0.007615\n",
              " Machine-op-inspct    0.531187\n",
              " Other-service        5.948211\n",
              " Priv-house-serv      0.325350\n",
              " Prof-specialty       0.394085\n",
              " Protective-serv      0.120547\n",
              " Sales                0.660972\n",
              " Tech-support         1.773828\n",
              " Transport-moving     0.784315\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         2.224000\n",
              " Armed-Forces         1.810791\n",
              " Baby                 1.000000\n",
              " Craft-repair         0.546678\n",
              " Exec-managerial      0.155255\n",
              " Farming-fishing      0.869530\n",
              " Handlers-cleaners    0.803812\n",
              " Machine-op-inspct    1.397884\n",
              " Other-service        1.040838\n",
              " Priv-house-serv      0.922348\n",
              " Prof-specialty       1.429182\n",
              " Protective-serv      0.303550\n",
              " Sales                1.746791\n",
              " Tech-support         3.679353\n",
              " Transport-moving     2.117802\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         2.269774\n",
              " Armed-Forces         0.850229\n",
              " Baby                 1.000000\n",
              " Craft-repair         0.050109\n",
              " Exec-managerial      0.466734\n",
              " Farming-fishing      0.921487\n",
              " Handlers-cleaners    1.950448\n",
              " Machine-op-inspct    5.330588\n",
              " Other-service        1.026722\n",
              " Priv-house-serv      0.250127\n",
              " Prof-specialty       0.430538\n",
              " Protective-serv      0.507570\n",
              " Sales                0.752357\n",
              " Tech-support         0.747603\n",
              " Transport-moving     1.169983\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.039381\n",
              " Armed-Forces         1.027861\n",
              " Baby                 0.622544\n",
              " Craft-repair         0.084192\n",
              " Exec-managerial      0.347042\n",
              " Farming-fishing      1.178952\n",
              " Handlers-cleaners    5.046196\n",
              " Machine-op-inspct    0.627336\n",
              " Other-service        0.222542\n",
              " Priv-house-serv      1.073077\n",
              " Prof-specialty       0.631452\n",
              " Protective-serv      3.888417\n",
              " Sales                0.535246\n",
              " Tech-support         1.762642\n",
              " Transport-moving     0.340575\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.157997\n",
              " Armed-Forces         0.650601\n",
              " Baby                 1.000000\n",
              " Craft-repair         1.215884\n",
              " Exec-managerial      0.071544\n",
              " Farming-fishing      0.190923\n",
              " Handlers-cleaners    0.088403\n",
              " Machine-op-inspct    0.354185\n",
              " Other-service        1.040650\n",
              " Priv-house-serv      2.597725\n",
              " Prof-specialty       0.539715\n",
              " Protective-serv      0.283661\n",
              " Sales                0.075927\n",
              " Tech-support         0.147185\n",
              " Transport-moving     0.466832\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.589615\n",
              " Armed-Forces         2.115488\n",
              " Baby                 2.328310\n",
              " Craft-repair         0.184063\n",
              " Exec-managerial      3.948113\n",
              " Farming-fishing      1.698411\n",
              " Handlers-cleaners    1.038883\n",
              " Machine-op-inspct    0.119775\n",
              " Other-service        2.509576\n",
              " Priv-house-serv      1.658672\n",
              " Prof-specialty       0.204045\n",
              " Protective-serv      1.228359\n",
              " Sales                3.415649\n",
              " Tech-support         0.114850\n",
              " Transport-moving     1.493753\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.845737\n",
              " Armed-Forces         0.252583\n",
              " Baby                 0.688238\n",
              " Craft-repair         1.597045\n",
              " Exec-managerial      0.697547\n",
              " Farming-fishing      2.286900\n",
              " Handlers-cleaners    1.066635\n",
              " Machine-op-inspct    0.966419\n",
              " Other-service        2.035342\n",
              " Priv-house-serv      1.427317\n",
              " Prof-specialty       0.143482\n",
              " Protective-serv      4.593581\n",
              " Sales                0.485216\n",
              " Tech-support         0.914062\n",
              " Transport-moving     0.294931\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.138583\n",
              " Armed-Forces         0.422197\n",
              " Baby                 0.769596\n",
              " Craft-repair         0.296627\n",
              " Exec-managerial      0.415935\n",
              " Farming-fishing      0.082239\n",
              " Handlers-cleaners    1.610356\n",
              " Machine-op-inspct    3.358045\n",
              " Other-service        0.269276\n",
              " Priv-house-serv      0.492102\n",
              " Prof-specialty       1.619178\n",
              " Protective-serv      0.081024\n",
              " Sales                0.428910\n",
              " Tech-support         1.096157\n",
              " Transport-moving     2.762917\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.059045\n",
              " Armed-Forces         0.370094\n",
              " Baby                 1.125202\n",
              " Craft-repair         0.039430\n",
              " Exec-managerial      1.198568\n",
              " Farming-fishing      0.429102\n",
              " Handlers-cleaners    1.629974\n",
              " Machine-op-inspct    0.134827\n",
              " Other-service        0.145669\n",
              " Priv-house-serv      2.533890\n",
              " Prof-specialty       0.955634\n",
              " Protective-serv      0.514589\n",
              " Sales                1.865924\n",
              " Tech-support         0.855300\n",
              " Transport-moving     0.361561\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.717754\n",
              " Armed-Forces         0.329794\n",
              " Baby                 1.000000\n",
              " Craft-repair         0.994201\n",
              " Exec-managerial      0.687140\n",
              " Farming-fishing      3.465711\n",
              " Handlers-cleaners    0.380120\n",
              " Machine-op-inspct    1.467793\n",
              " Other-service        0.532595\n",
              " Priv-house-serv      2.401304\n",
              " Prof-specialty       0.504439\n",
              " Protective-serv      1.130287\n",
              " Sales                0.033391\n",
              " Tech-support         1.113960\n",
              " Transport-moving     0.697851\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         2.018315\n",
              " Armed-Forces         1.847359\n",
              " Baby                 0.667924\n",
              " Craft-repair         0.214658\n",
              " Exec-managerial      1.099858\n",
              " Farming-fishing      0.157159\n",
              " Handlers-cleaners    0.807271\n",
              " Machine-op-inspct    4.618997\n",
              " Other-service        0.180326\n",
              " Priv-house-serv      0.637840\n",
              " Prof-specialty       0.687210\n",
              " Protective-serv      0.662358\n",
              " Sales                2.118615\n",
              " Tech-support         0.862401\n",
              " Transport-moving     0.326014\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         1.429058\n",
              " Armed-Forces         0.097520\n",
              " Baby                 3.038831\n",
              " Craft-repair         0.527796\n",
              " Exec-managerial      0.992171\n",
              " Farming-fishing      1.803100\n",
              " Handlers-cleaners    2.017598\n",
              " Machine-op-inspct    3.373054\n",
              " Other-service        0.053606\n",
              " Priv-house-serv      2.130139\n",
              " Prof-specialty       0.644856\n",
              " Protective-serv      0.171220\n",
              " Sales                4.833046\n",
              " Tech-support         0.812373\n",
              " Transport-moving     3.259551\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         2.224314\n",
              " Armed-Forces         0.253492\n",
              " Baby                 1.000000\n",
              " Craft-repair         1.745801\n",
              " Exec-managerial      0.310454\n",
              " Farming-fishing      0.110517\n",
              " Handlers-cleaners    0.013173\n",
              " Machine-op-inspct    1.218812\n",
              " Other-service        2.010297\n",
              " Priv-house-serv      0.900626\n",
              " Prof-specialty       0.205787\n",
              " Protective-serv      0.205062\n",
              " Sales                0.160714\n",
              " Tech-support         0.637569\n",
              " Transport-moving     0.759221\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.378674\n",
              " Armed-Forces         1.003300\n",
              " Baby                 1.000000\n",
              " Craft-repair         1.068327\n",
              " Exec-managerial      1.176380\n",
              " Farming-fishing      2.540356\n",
              " Handlers-cleaners    1.183774\n",
              " Machine-op-inspct    3.173504\n",
              " Other-service        0.565103\n",
              " Priv-house-serv      2.260037\n",
              " Prof-specialty       0.029308\n",
              " Protective-serv      0.103109\n",
              " Sales                1.857698\n",
              " Tech-support         0.740830\n",
              " Transport-moving     0.096352\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         0.671241\n",
              " Armed-Forces         3.302925\n",
              " Baby                 0.741536\n",
              " Craft-repair         0.163532\n",
              " Exec-managerial      1.705236\n",
              " Farming-fishing      3.112210\n",
              " Handlers-cleaners    1.141350\n",
              " Machine-op-inspct    0.524960\n",
              " Other-service        0.689682\n",
              " Priv-house-serv      0.868152\n",
              " Prof-specialty       1.388006\n",
              " Protective-serv      1.894967\n",
              " Sales                1.761667\n",
              " Tech-support         0.715402\n",
              " Transport-moving     2.000479\n",
              " Name: count, dtype: float64,\n",
              " Occupation\n",
              " Adm-clerical         2.512395\n",
              " Armed-Forces         1.223334\n",
              " Baby                 0.421321\n",
              " Craft-repair         0.982818\n",
              " Exec-managerial      0.310865\n",
              " Farming-fishing      1.392025\n",
              " Handlers-cleaners    2.203954\n",
              " Machine-op-inspct    0.416955\n",
              " Other-service        0.014008\n",
              " Priv-house-serv      0.630977\n",
              " Prof-specialty       0.464680\n",
              " Protective-serv      0.471699\n",
              " Sales                1.009922\n",
              " Tech-support         0.048807\n",
              " Transport-moving     0.463967\n",
              " Name: count, dtype: float64]"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#3: Flatten the list of histograms into a single list of absolute differences"
      ],
      "metadata": {
        "id": "-79KfqK94VoP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "flat_results = np.concatenate([res.values for res in dp_results])\n"
      ],
      "metadata": {
        "id": "pYTBcggg3rjr"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "flat_results"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EdwX-dju32vU",
        "outputId": "c3bdf706-6109-48d9-d5c5-878d729f6ea2"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0.92058314, 0.35383916, 0.15750911, ..., 1.33154326, 0.98662843,\n",
              "       1.77849139])"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#4: Generate 2000 Laplace noise samples with scale = 1"
      ],
      "metadata": {
        "id": "EJBmmFCK4aef"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "laplace_noise = np.random.laplace(loc=0, scale=1.0, size=2000)\n",
        "laplace_noise = np.abs(laplace_noise)\n"
      ],
      "metadata": {
        "id": "W1X0LqMi3PFh"
      },
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#5: Compute Wasserstein Distance (Earth Mover's Distance)"
      ],
      "metadata": {
        "id": "W3rl7VB14qe5"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from scipy.stats import wasserstein_distance\n",
        "\n",
        "wdist = wasserstein_distance(flat_results, laplace_noise)\n",
        "int_upper_bound = int(np.ceil(wdist))\n",
        "\n",
        "print(\"Wasserstein distance:\", wdist)\n",
        "print(\"Integer upper bound:\", int_upper_bound)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WYdUoiZM4sAB",
        "outputId": "523106bf-d532-4574-8441-67256af97ec9"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Wasserstein distance: 0.033436674200497285\n",
            "Integer upper bound: 1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#6: Assert that Wasserstein distance > 0"
      ],
      "metadata": {
        "id": "pArb-tbk4uto"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "assert wdist > 0, \"Wasserstein distance is not greater than zero\"\n",
        "print(\"Assertion passed: Wasserstein distance > 0\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0rVBwGlY4v-x",
        "outputId": "db2fec4a-287c-409e-96a5-a4d8b59d9ebc"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Assertion passed: Wasserstein distance > 0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Does parallel composition apply if we group by Occupation and Age?\n",
        "\n",
        "No, grouping by both Occupation and Age breaks the parallel composition assumption because a single individual can appear in multiple cells (i.e., multiple age and occupation groups combined).\n",
        "So parallel composition does not apply in this case — only sequential composition should be used."
      ],
      "metadata": {
        "id": "Qp_yGoSz4z6p"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "Wr0ywzEw4zr4"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Question 2 (3marks)"
      ],
      "metadata": {
        "id": "zHeRkib2VqJC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "b_capgain = 10000\n",
        "b_age = 3000\n",
        "\n",
        "epsilon = 1\n",
        "\n",
        "def query1():\n",
        "    return np.sum(adult['Capital Gain'].clip(lower=0, upper=b_capgain))\n",
        "\n",
        "def query2():\n",
        "    return len(adult[adult['Education-Num'] < 10])\n",
        "\n",
        "def query3():\n",
        "    return np.sum(adult['Age'].clip(lower=0, upper=b_age))\n",
        "\n",
        "def my_query():\n",
        "    return [query1(), query2(), query3()]\n",
        "\n",
        "my_query()"
      ],
      "metadata": {
        "id": "R-174mgDVlRN",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "28b8e456-4b9e-40c3-e118-0ad3d21ee324"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[np.int64(17145231), 14755, np.int64(1360238)]"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "pcK8LRqq3JYB"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "In 2-5 sentences, answer the following:\n",
        "\n",
        "1)What is the L_1\n",
        " global sensitivity of my_query, and why?\n",
        "\n",
        "\n",
        "\n",
        "2)What is the L_2\n",
        " global sensitivity of my_query, and why?\n",
        "\n",
        "3)Can you release my_query with DP using paraellel compossition with epsilon =1( use L_1 sensitivity), write the code\n",
        "\n"
      ],
      "metadata": {
        "id": "o8jEbz4uVzvI"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#1)What is the L_1 global sensitivity of my_query, and why?\n",
        "The L₁ global sensitivity of my_query is 13,001 because it represents the maximum total change in the output of the query due to the addition or removal of a single individual from the dataset. In this case, one person can contribute up to 10,000 to the capital gain (due to clipping), affect the count of individuals with Education-Num < 10 by at most 1, and contribute up to 3,000 to the age sum (also clipped). Adding these maximum possible changes gives the total L₁ sensitivity as 10,000 + 1 + 3,000 = 13,001."
      ],
      "metadata": {
        "id": "chv4N-ra6Rjh"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#2)What is the L_2 global sensitivity of my_query, and why?\n",
        "\n",
        "The L₂ global sensitivity of my_query is approximately 10,440.3, as it measures the maximum change in the query output in terms of the Euclidean (L₂) norm when one individual is added or removed. Specifically, one person can contribute up to 10,000 to the capital gain, up to 1 to the count condition, and up to 3,000 to the age sum. The L₂ sensitivity is computed as the square root of the sum of the squares of these maximum contributions: √(10,000² + 1² + 3,000²) ≈ 10,440.3. This reflects the overall magnitude of change in the query’s output vector due to a single individual's presence."
      ],
      "metadata": {
        "id": "s9WCTHqB6cUy"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#3)Can you release my_query with DP using paraellel compossition with epsilon =1( use L_1 sensitivity), write the code\n",
        "\n",
        "No, we cannot release my_query using parallel composition with ε = 1 because the three sub-queries are applied to overlapping data—the same individual can simultaneously contribute to capital gain, education level, and age. Since parallel composition only applies when each individual affects only one query or disjoint part of the dataset, and that is not the case here, we must use sequential composition instead. Therefore, the full privacy budget ε = 1 must be divided (or shared) across all three queries, or applied using the full L₁ sensitivity of the combined output"
      ],
      "metadata": {
        "id": "GKYQcy8_6xhL"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def dp_my_query(epsilon=1.0):\n",
        "    true_values = my_query()\n",
        "    sensitivity = 13001  # L1 sensitivity\n",
        "\n",
        "    dp_values = [\n",
        "        val + np.random.laplace(loc=0, scale=sensitivity / epsilon)\n",
        "        for val in true_values\n",
        "    ]\n",
        "    return dp_values\n",
        "\n",
        "print(dp_my_query())\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "esRkvppP5qHW",
        "outputId": "a633375a-55f9-4b43-a4de-1283d8b6aa74"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[np.float64(17140471.224499192), 52519.50204301728, np.float64(1362392.192208753)]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#is the query aplied over disjoint chunks of data\n",
        "\n",
        "\n",
        "Answer:\n",
        " No, the queries are not applied to disjoint data. A single individual can contribute to all three queries (e.g., their age, education, and capital gain). Hence, parallel composition does not apply here."
      ],
      "metadata": {
        "id": "9jP1MHocEP4R"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Question 3 (8 marks)"
      ],
      "metadata": {
        "id": "iKi9MowSiqcd"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Implement noisy_gradient_descent_RDP, a variant of noisy gradient descent that uses Rényi differential privacy. Your solution should have a total privacy cost of $(\\alpha, \\bar{\\epsilon})$-RDP."
      ],
      "metadata": {
        "id": "wVo8fBTL-v2B"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "\n",
        "#Feature matrix X (2D: Education-Num, Age)\n",
        "X = adult[['Education-Num', 'Age']].to_numpy()\n",
        "y = (adult['Target'].str.strip() == '>50K').astype(int).to_numpy()\n",
        "\n",
        "#Normalize X for better gradient performance\n",
        "X = (X - X.mean(axis=0)) / X.std(axis=0)\n",
        "\n",
        "#Sigmoid function\n",
        "def sigmoid(z):\n",
        "    return 1 / (1 + np.exp(-z))\n",
        "\n",
        "#Gradient of logistic loss\n",
        "def gradient(theta):\n",
        "    preds = sigmoid(X @ theta)\n",
        "    error = preds - y\n",
        "    grad = X.T @ error / len(y)\n",
        "    return grad.tolist()\n",
        "\n",
        "#Accuracy function\n",
        "def accuracy(theta):\n",
        "    preds = sigmoid(X @ theta) >= 0.5\n",
        "    return np.mean(preds == y)\n"
      ],
      "metadata": {
        "id": "aZhSaDdX9d3S"
      },
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def gaussian_mech_RDP_vec(vec, sensitivity, alpha, epsilon):\n",
        "    sigma = np.sqrt((sensitivity**2 * alpha) / (2 * epsilon))\n",
        "    return [v + np.random.normal(loc=0, scale=sigma) for v in vec]\n",
        "\n",
        "def noisy_gradient_descent_RDP(iterations, alpha, epsilon_bar):\n",
        "    theta = np.array([0.0, 0.0])\n",
        "    learning_rate = 0.1\n",
        "    sensitivity = 1.0\n",
        "\n",
        "    for i in range(iterations):\n",
        "        grad = gradient(theta)\n",
        "        noisy_grad = gaussian_mech_RDP_vec(grad, sensitivity, alpha, epsilon_bar / iterations)\n",
        "        theta = theta - learning_rate * np.array(noisy_grad)\n",
        "\n",
        "    return theta\n",
        "\n",
        "theta = noisy_gradient_descent_RDP(10, 20, 0.1)\n",
        "print('Final accuracy:', accuracy(theta))"
      ],
      "metadata": {
        "id": "Cx7Iuk3k3dVM",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "99c5eba7-a7f9-41cd-ecee-487d891c150e"
      },
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Final accuracy: 0.5955225255658263\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Implement noisy_gradient_descent_zCDP, a variant of noisy gradient descent that uses zero-concentrated differential privacy. Your solution should have a total privacy cost of -zCDP."
      ],
      "metadata": {
        "id": "EKZ8tbFxRHf2"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def gaussian_mech_zCDP_vec(vec, sensitivity, rho):\n",
        "    sigma = np.sqrt((sensitivity**2) / (2 * rho))\n",
        "    return [v + np.random.normal(loc=0, scale=sigma) for v in vec]\n",
        "\n",
        "def noisy_gradient_descent_zCDP(iterations, rho):\n",
        "    theta = np.array([0.0, 0.0])\n",
        "    learning_rate = 0.1\n",
        "    sensitivity = 1.0\n",
        "\n",
        "    for i in range(iterations):\n",
        "        grad = gradient(theta)\n",
        "        noisy_grad = gaussian_mech_zCDP_vec(grad, sensitivity, rho / iterations)\n",
        "        theta = theta - learning_rate * np.array(noisy_grad)\n",
        "\n",
        "    return theta\n",
        "\n",
        "\n",
        "theta = noisy_gradient_descent_zCDP(10, 0.1)\n",
        "print('Final accuracy:', accuracy(theta))"
      ],
      "metadata": {
        "id": "hg5XqrrtRLBA",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f5fbe54a-e494-45a6-ae52-4ae87e785b6f"
      },
      "execution_count": 66,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Final accuracy: 0.6358443632343457\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Which of the following functions is likely to produce the best accuracy for a given privacy cost, and why? Which is likely to produce the worst accuracy for a given privacy cost, and why?( use the same dataset as used in notebook for noisy gradient descent for all cases)\n",
        "\n",
        "\n",
        "- noisy_gradient_descent\n",
        "- noisy_gradient_descent_RDP\n",
        "- noisy_gradient_descent_zCDP\n",
        "\n",
        "YOUR ANSWER HERE\n",
        "\n",
        "Comparision\n",
        "\n",
        "- noisy_gradient_descent_zCDP typically gives the best accuracy for a given privacy cost, because zCDP is more composable and tighter, allowing less noise to be added compared to ε-DP or RDP.\n",
        "\n",
        "- noisy_gradient_descent_RDP is in between—better than standard DP, but not as tight as zCDP in most practical settings.\n",
        "\n",
        "- noisy_gradient_descent (pure ε-DP using Laplace or Gaussian noise) gives the worst accuracy, since it tends to add more noise per iteration for the same privacy budget.\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "# For a given privacy cost quantfied by parameters plot the graph between number of iterations and acuuracy for three cases"
      ],
      "metadata": {
        "id": "PKBYV5A3Rb4v"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def noisy_gradient_descent(iterations, epsilon=1.0):\n",
        "    theta = np.array([0.0, 0.0])\n",
        "    learning_rate = 0.1\n",
        "    sensitivity = 1.0\n",
        "\n",
        "    for i in range(iterations):\n",
        "        grad = gradient(theta)\n",
        "        sigma = sensitivity * np.sqrt(2 * np.log(1.25 / 1e-5)) / epsilon  # delta=1e-5\n",
        "        noisy_grad = [g + np.random.normal(0, sigma) for g in grad]\n",
        "        theta = theta - learning_rate * np.array(noisy_grad)\n",
        "\n",
        "    return theta\n"
      ],
      "metadata": {
        "id": "c27M9dVV-Uie"
      },
      "execution_count": 33,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "iterations_range = range(1, 51)\n",
        "accuracy_plain = []\n",
        "accuracy_rdp = []\n",
        "accuracy_zcdp = []\n",
        "\n",
        "for it in iterations_range:\n",
        "    theta1 = noisy_gradient_descent(it)\n",
        "    theta2 = noisy_gradient_descent_RDP(it, alpha=20, epsilon_bar=0.1)\n",
        "    theta3 = noisy_gradient_descent_zCDP(it, rho=0.1)\n",
        "\n",
        "    accuracy_plain.append(accuracy(theta1))\n",
        "    accuracy_rdp.append(accuracy(theta2))\n",
        "    accuracy_zcdp.append(accuracy(theta3))\n",
        "\n",
        "plt.plot(iterations_range, accuracy_plain, label='DP')\n",
        "plt.plot(iterations_range, accuracy_rdp, label='RDP')\n",
        "plt.plot(iterations_range, accuracy_zcdp, label='zCDP')\n",
        "plt.xlabel('Iterations')\n",
        "plt.ylabel('Accuracy')\n",
        "plt.title('Accuracy vs Iterations for Different DP Mechanisms')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 465
        },
        "id": "c6rvLlV58hQM",
        "outputId": "1b329c17-e582-41aa-9e8e-cf2e63079af9"
      },
      "execution_count": 68,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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99Va8++67SCQSmDlzJurq6ooaD4AcH8bixYsBqI9J9jVUKjKZTMnemUgkgl27duWcwzlz5qC8vFw1XgCYP3++9HMx59/j8ajOPzv2yvDVQCCTycBqtapee+2117B48WLVvz/96U+47rrrDGc5nXXWWfjkk0+k6+nZZ5/FUUcdhaqqKtV2Ro/nxo0bMW/ePNV5O/TQQ3HHHXeowlzsumGorKxENBqVfrdYLHjsscdw6qmn4tBDD8XixYvxyCOPIBaLSXMjg3LeKXT8TzrpJPzzn//E9ddfj9WrVyMcDmPKlCmYNm2aart58+ZJP7Nrec6cOTmvhcNhab/vvvsurrjiCqxatQrd3d0YP358TtKACWBkuOFMDBo2bNiAbdu2Ydu2bZo+m9WrV+P000+XbtJ8D+twODxgRtRAIKD6vbW1FRdccAGmTp2KG2+8EZMnT4bNZsPVV18tbWNkjDU1NTjxxBPxzDPP4JxzzsFbb70Fu92OU089Vfc98+fPx/Tp0/Gf//wHRx11FN5++23E43GceeaZAIDx48fjX//6F/7yl7/gkUcewW233Ya6ujr88Ic/xLnnnlvyMWAehBtuuEHydiih9A/4/X7V36LRKC644ALY7XZcc801OPjgg2G323HXXXfh448/LmoMXq8XHMepXvf5fNLnMGRntbD3EDHN9/bbb8eTTz6JF198EY8//jgcDge+/OUv4/rrr88Zf77xaH1frfFkX0OloKOjA7FYrCgCpgQb7/3336/yYABAPB5XZWIB6jEXc/71MoqITop1qdizZw8mTZqkeu3YY4/FL37xC+l3l8uFmpqanGsmH44//niUlZXhmWeewfe//3289dZbuOWWW3K2M3o8Q6EQJkyYUPBzXS6X6neO46RjRgjB9773PbS2tuK6667D/Pnz4XQ68dhjj+Gxxx7L2Zdy3sm+9rPxs5/9DDNmzMDTTz8tld5YunQpbrjhBtTW1krbud3unH1qvcY+55vf/CZqa2vxj3/8A9dffz1SqRSOPPJI/PKXv8TMmTMLHo8DCSa5GeP497//jWnTpuEPf/hDzt9+85vf4Omnn8bpp5+OiooKWCwWaRWuhcrKSuzZs6fgZ2bf8EojqB5Wr16NWCyG3/3udzjooIOk10OhkLR6MTJGAPjGN76Biy++GC0tLVi1ahXOPPPMnEkuG2eeeSb+/ve/46abbsKqVatw2GGHqR54kyZNwk033YSbbroJ27dvx2OPPYYbbrgBkyZNwlFHHVXw+2mBfa9rrrlGMoQqkY8QfPDBB+jo6MDDDz+M4447TnrdyLFWIhAIIBqNghCielixlWIxBMJut2P58uVYvnw5gsEgXn/9ddx5553IZDK44447DI+Hfb5yki9lPEbw6quvAqAP8FLAztFFF12kSXTzpTn35/wPBnp6evDRRx/hW9/6lup1j8eDqVOn9mvfDocDp556KlatWoXJkyfDarXilFNOydnO6PEcN25cwXmgELZt24YtW7bg5ptvxle/+lXp9WzFphRwHIezzz4bZ599NqLRKN555x3ceeed+NnPfobHH3+8X/teunQpli5dilQqhbVr1+Luu+/GJZdcgjfeeKMowjnWYYalxjBisRhWrVqFM844A3PmzMn5d9ZZZ2Ht2rVobW2F3W7H9OnT8dFHH6n28Y9//AOXXHIJAKC+vh779+9XFS7bv38/zjvvPKxbtw4Affj09PSo9rFhw4aCY2Up0sqQ18cff4zdu3dLZMnIGAGatjt58mQ89dRTeOeddwypK2eeeSZ6enqwdu1avPPOO1i2bJn0t88//xzvvfee9PvBBx+MFStWwOfzYcuWLQX3nQ32faZPn45AIIB9+/Zh6tSp0r9JkyYhk8mojkU2tI7X/v378cEHH2iuJvVWmAsXLkQymVRlPQHA+vXr4fP5cmR0PQSDQTz//PNSZlR5eTnOPfdcLFu2DJ9//rmhfbDxAJCuJ+V4LBYL5s6da3hfhbB//37cd999OPHEE3NCfkbh9XpRX1+PpqYm1TmcOnUqUqlU3vT2/px/PZSq5AiCgJtvvhlWqxUXXnhhSfsohGXLlqG5uRl/+9vfcOKJJ2oqsEaPZ319PRobG1VFGDds2IDzzjsPe/fuNTQerXsoEongtddeA1D6sYzH43j55ZdVSvPpp5+Ob3/720XdC9kQBAGvvfaaNP86HA6ccMIJuOKKK9Dc3NxvsjfWYJKbMYyXX34Z0WgUp59+uubfTznlFFitVqkGxSWXXIL33nsPDzzwAJqbm/Hmm2/iD3/4g6SknHPOOaioqMA111wjrXpuuukmtLe3S3HihQsX4s0338T777+PpqYm3H333TlkRwsNDQ0AgAcffBD79+/H6tWrsWLFCixduhT79u1DU1MTBEEoOEaArpq+/vWv4+GHH0Z9fb0qhq2HKVOmYNGiRfjd734HQogqjLVhwwZcdtllePrpp7Fv3z7s27cPf/3rXxGLxXDIIYcU3DcDW6m/88472Lp1K2w2Gy6++GI88cQT+Nvf/obdu3fj888/x/XXX49zzz03J/VVifnz58Nms+Gvf/0r9u3bh/feew8/+tGPcNpppyEYDGLz5s1IpVKS0rF69WqVf4bhpJNOwowZM/CLX/wCH374Ifbu3YvHHnsM//73v/Gd73wHdrvd0HcjhOBXv/oVbrjhBmzZsgWtra1Yu3Yt3nzzTRx++OGGj9HChQtx5JFH4rbbbsPbb7+Nffv24fnnn8cDDzyAs88+GzU1NYb3pUQoFEJnZyc6Ozuxc+dO/P3vf8fXv/511NbW4te//nVJ+2S49NJL8cYbb+Dee+/Fzp07sWPHDtx+++34yle+kuO5UaI/5z8b7Nr63//+h82bN+d9MCeTSelYtLS04J133sG3v/1tvPXWW7jrrrsMhXtKwSGHHIJJkyZhx44dUshXC0aO5/Lly8HzPH7+85+jqakJGzduxIoVK5BKpTB58mRD4znooINQVlaGxx9/HE1NTdiwYQMuvvhinHzyyQCoOhqPx4v+njabDXfccQd+/vOfY+PGjWhtbcXHH3+MF154oah7IRsWiwUPP/wwrrzySqxbtw6tra3YtGkTnnzySdTX16O8vLzkfY9FmGGpMYynn34as2fP1jX7lpWV4ZhjjsGzzz6Lyy67DGeffTYymQz++te/4v7770dNTQ0uuOACqZptZWUlHnvsMdx22234xje+AYfDgSVLlmDlypXSKuyGG27A//t//w8//OEP4Xa7cc455+DCCy/EihUr8o51yZIluOqqq/DYY4/hySefxIIFC3D33Xejt7cXl19+Ob75zW9i9erVBcfIcPrpp+Ouu+7CN77xDcPH68wzz8Stt96KU089VRUSOO+88xCPx/Hwww9jxYoVsNvtmDlzJv74xz9KSoMRHH/88ViyZAluu+021NfX45lnnsGll14Kr9eLxx9/HHfccQccDgcOO+wwPP7446rYfDbq6urw61//Gvfccw/OOOMM1NfX48Ybb0RFRYUUWvjXv/6FZcuW4cUXX8SVV16JpUuX4r777lPtx+FwYOXKlbj99tvx4x//GNFoFHV1dbj66qvx7W9/2/B3q6iowMqVK/HHP/4Ry5cvRyKRwPjx43HqqafiJz/5ieH9ANRvcccdd+CXv/wlgsEgamtrccEFF+Dyyy8vaj9KXHXVVdLPbrcb06ZNw0UXXYTly5erwl+l4IwzzoDFYsGf//xnPPjgg7DZbFiwYAEefvhhlYFYC6We/2wsWLAAJ510ElauXImnn34a7777bo4xmOGNN97AG2+8AQCwWq2orq7G0UcfjV/96ldFJwYUA47jsGzZMvzjH//IGwY0cjxnzJiBlStX4q677sLZZ58Nn8+Ho48+Gtdee63h0IzH48Fdd92F3/72tzjrrLMwdepUXHnllVi8eDE++eQTXHHFFfjTn/5U9Pe02+145JFHcMcdd+D73/8+otEoqqurcdxxx+GnP/1p0ftT4v7778ftt9+On/zkJ+jr60NFRQUOP/xw3Hzzzf3a71gERwbakWbCxAjAypUr8dBDD+Gtt94q6LcxYcKECRNjC6ZyY2JMoa2tDR9++CF+//vf44YbbjCJjQkTJkwcgDCVGxNjCvPmzZNq0lx66aXDPRwTJkyYMDEMMMmNCRMmTJgwYWJMwcyWMmHChAkTJkyMKZjkxoQJEyZMmDAxpmCSGxMmTJgwYcLEmMIBly2VyWTQ19cHp9MJi8XkdiZMmDBhwsRogCAISCaTKCsrK9js9oAjN319fdi9e/dwD8OECRMmTJgwUQKmTZuWt7UJcACSG6fTCYAenGIqk/I8j23btqG+vl638qeJgYN5vIcW5vEeWpjHe2hhHu+hxWAd73g8jt27d0vP8Xw44MgNC0W53e68HXuzwRoCejwe8+YYApjHe2hhHu+hhXm8hxbm8R5aDPbxNmIpMU0nJkyYMGHChIkxBZPcmDBhwoQJEybGFExyY8KECRMmTJgYUzDJjQkTJkyYMGFiTMEkNyZMmDBhwoSJMQWT3JgwYcKECRMmxhRMcmPChAkTJkyYGFMwyY0JEyZMmDBhYkzBJDcmTJgwYcKEiTEFk9yYMGHChAkTJsYUTHJjwoQJEyZMmBhTMMmNCRMmTJgwYWJMwSQ3JkyYMGFiwNCb6EVnrHO4h2HiAIdJbkyYMGHCxIBAIAK+/tLXcdbzZyHJJ4d7OCYOYJjkxoQJEyZMDAg6Y51oi7YhnAqb6o2JYYVJbkyYMGHCxIBgf2S/9HMoFRrGkZg40GGSGxMmTJgwMSDYH5bJTV+ybxhHYuJAh0luTJgwYcLEgMBUbkyMFJjkxoQJEyZMDAiUyo1JbkwMJ0xyY8KECRMmBgQqcpM0yY2J4YNJbkyYMGHCxIDADEuZGCkwyY0JEyZMmOg34pk4uuJd0u8muTExnDDJjQkTJsY2mt4Fdr453KMY82gON6t+N8NSJoYTtuEegAkTJkwMGvg08I+vAwIPXLsbcHiGe0RjFsqQFGAqNyaGF6ZyY8KEibGLRAhIxwA+CSTDwz2aMQ1mJnbb3ABMcmNieGGSGxMmTIxdpBSEJhMfvnEcAGDKzZzKOQDMsJSJ4YVJbkyYMDF2kYzIP6cTwzeOAwDMczN33FwApnJjYnhhkhsTYxvrHwH+9R0gkxrukZgYDqSU5CY2fOM4AMCUG0ZuwqkwBCIM55BMHMAwyY2JsY137wY2PQPsWTPcIzExHFAqNxlTuRksEEIkzw0jNwQEkXQk39tMmBg0mOTGxNhGrJf+37tneMdhYnig9NykTc/NYKE70Y0En4CFs2CKf4pkKjabZ5oYLpjkZpRi/Z4eHPXbN/DyxtbhHsrIBZ+WH269u4d1KCaGCaZyMyRgqs14z3jYrXb4HX4Apu8mHxJpfriHMKZhkptRitc3d6C1L4HXN7cN91BGLhKKVWPQVG4OSKg8N6ZyM1jYF94HAJjknwQACDgCAMyMKT18srcX8296FX9cvX24hzJmYZKbUYq2PjpRhxOZYR7JCEY8KP9shqUOTCRNcjMUYGbiHHKTT7khZNDHNVLxwqctyAgEH+7uHu6hjFmY5GaUoi1EJXaT3ORBvFf+2QxLHZhQ1bkxw1KDBRaWmuQTyY2zALl589fAHxYA4fYhGd9Iw3s7KamJmPP3oMEkN6MUbX10og4l0sM8khGMRFD+Od5Dq9WaOLBgKjdDAoncGA1LbV0F9O0D9r43JOMbSeiOJLGljZJuc3E6eDDJzSgEIcRUboxAqdwApu/mQETKNBQPBVhYqs5XB8BAWIqdi1iX9t/HMD5o6pF+Dpnz96BhWMlNc3MzLrnkEhxxxBFYunQp7rzzTgiCdtGnnTt3Yvny5Vi0aBGOP/54PPLII9Lfli9fjnnz5mHBggXSv2XLlg3Rtxh69MXTSKTpcQqbyo0+lJ4b4MD03fTsAv521oHbFdtUbgYdST6JjlgHAIVyUygslUnS/6MHnueEhaQAIJIc3Pk7xafwUdtH+OPHf8QdH92BNH/gPC+GtSv4j3/8Y8ybNw+rV69Gd3c3Lr30UlRVVeE73/mOartEIoGLL74Y3/rWt/DQQw9h+/bt+MUvfoHjjjsOM2bMAADccsst+OpXvzocX2PI0donr0AjyQwEgcBi4YZxRCMUyrAUcGAqN1teBna9DVidwIwTh3s0AIAXP23Bbf/Zgv+7YAkWTiof3A8z69wMOpojtO2Cx+ZBhbMCgIGwlERuOgd9fCMNa3fKalUiLSDNC7BbB0ZnIISgqa8Ja1vWYm3LWqxrX4e4oqfaobWH4sQpI2MeGGwMG7lpbGzEli1bsHLlSvj9fvj9flx00UV49NFHc8jNf/7zH/h8Plx88cUAgIULF+Kll14ajmGPCLCQFAAIBIimMvC77MM4ohGK7LDUgWgqToktB7q2De84FHh9czuag3H8d1vn4JMbVZ2b/pEbQgi6oylU+Zz9HBTotSmMjZCE0m/DcXSRVTgsJZKbAyws1RFKYGdnFBwnJ4uFExlUeh0l7zOSimBN8xqJ0LTH1Cbtca5x4DgOXfEuSWE7EDBs5GbTpk2oq6tDWVmZ9Nq8efPQ1NSESCQCn88nvb5+/XrU19fj+uuvx+uvv46qqipcdtllqtDTqlWr8PDDD6O1tRWLFi3CihUrMGXKFN3P53kePG+8iBLbtpj3DBZaetU9coLRJDz2sWWfGojjzcV6YQFAKqaD620C6d0NYQScv6EEl4rSYxDcAyEZBWwuze2G8vqOp+hDPRRPD/rnWZJhME1TSMVB+vF5D/53F+54dRv+71uL8cW5taUPKtwKy32HYGblQvCLXi59PyME+0K0xk2dr046nz4bnb9DyZDmObZkEuAAkGjXkNyTI2X+/t8OqlTNHR9AU3cUsRSPvlgSZS5ryfv81qpvYVffLul3h8WBJbVLcNSEo3DUhKNwcPnB+O1Hv8U/t/0TnbHOITkGg3W8i9nfsJGbYDCIQCCgeo0Rnd7eXhW5aWtrw7p163DLLbfgxhtvxCuvvIJrr70WM2fOxNy5czFjxgy43W7cddddEAQBt956Ky6++GK89NJLcDi0GfG2baWtZBsbG0t630Di021h1e/rPv0MU8qGX7l5e3cc/9wcwXXHlA/YePpzvGe070Y5gF73VFT2NiHRuhWbN2zI2e6/e+J4clMEPz+6HNPKh/84DiQmt+5FDQCOCNiydhUSgYPybj8U13d5x0f4g/1FvLf3O9iwYXBDRQuivWAzQF9XK3ZpnH+jeHdTEADw6rptqEmVXhm8vPVdzMgk4Aluw8YRMJ/0F5+0fgIAcMQc2CAeX6YQdIY7pdckEIJDeKrcJLr3ad6Tg4Xhnr9fXkcLix7kz6CllyAGYN2nm9BTUdq8E+fjErH50rgvYYFvAeq99XBYHEAKiO2J4dM9nyIdpF6brfu3YgPZMBBfxRCG83gPq+eGGCziRAjBvHnzcOaZZwIAvvKVr+DJJ5/EK6+8grlz5+JXv/qVavsVK1bgiCOOwPr163HUUUdp7rO+vh4ej8fwWHmeR2NjIxYsWACrtXSWPRB4atdnAKLS7xOnzUTD1IrhG5CIP25Yh/Yoj257NZY1TOvXvgbieFs20OurfPbxQMvbcCU60LBoEcCp/UkPbf4E7dE+dFqrcHbD9H6Ne6SB2+eVfp5dZQHmNmhuN5TXd/T1W/EF61pAWIiGhnMG9bMsryWln8t9LjQ0NJS8L9snHwFIgPOUoaFhYcn74eLv0v2lw1gwfz6stmGdhvuNR/seBbqBxQctRsOsBgBAWV8ZsAtIcsncY55JAqKrwCVE+3VOjGKkzN/b3vgvAGDZEbOxuXcrehNRTJx6EBoOGlfS/vaE9gCfA167F7efdrvudju278CzHc8CHozq4x2LxQwLE8N2V1VWViIYDKpeCwaD4DgOlZWVqterq6tztq2rq0Nnp7YZzefzoaysDO3t+gWirFZrSQe91PcNJNrCSdXvsZQw7GMCgM5ICgCQ5jFg4+nX8RYNxZaJCwHOAi4ThzXeDfjVIYVYikqdiczIOI4DCkX6s7V7B1Dg+w3F9e0RqPJoSUUG97MIAVLyIoBLx/v1eeEkvU46w6n+jVv0fnGEh5WPw+osL31fIwDMUDwlMEU6LuXucgBAOBUGZ+Fg4RRh87ScscPFumHlOMAyNGH14Zy/W4Jx7O2JwcIBR8yogs9FFZdYmpQ8pu4kzbyqdlfn3UeNpwYA0JPsGdLvP9DHu5h9DZtRY/78+WhtbUVPj5zz39jYiJkzZ8Lr9aq2nTFjBrZt26ZSepqbm1FXV4dIJIJf/epXKiLT09ODnp4eTJ48efC/yDCgXcyWYglSI6WQX2eYjmvENIRjqeDeaiBA629omYoZuYmnRsi4BxLKDKERYip289Tky2ViBbbsJ9IxgChKS/Szzg0ru9Ae6me9nB7ZH6HqfzYKQQjJKeAHAGUOajEgIAgrM9YAIJNS7EDINf6PUbAU8AWTyhFw2RFwUW2hP+U8WPiPkRc9VLmrAABd8QPHwD1s5Gbu3LlYsGAB7r77bkQiEezcuRMrV67EeeedBwA49dRTsW7dOgDAsmXL0NvbiwceeACJRAIvvfQSNm3ahGXLlsHn8+HTTz/FrbfeimAwiL6+Ptx8882YNWsWFi9ePFxfb1DRKvaVmjaOksCRUMgvwwvojtJJK5nRrlU05GCTprsCqJhGf9ZIB48m6fGLjUlyoyAQI4TceASqpljSg0xulJlSAJDuL7mh10m/yU1vk/xzdi2mUYbeZC9imRg4cJjomyi9brfa4ba5AWhkTGWTzAMkY+q9XZTcHCWGoPwSuSl9/mZkhZEXPSjJjVE7yGjHsKbY3HPPPejo6MAxxxyDCy+8EGeffTbOP/98AEBTUxNiMTr51dbW4sEHH8Qrr7yCww47DPfeey/uv/9+KRvq/vvvByEEX/rSl3DCCScgnU7joYcegmWIpM6hRCyVkapaHlwrZiSMAOWmK5KSUhtHhHKTjgOiaRGucqB8Kv05j3ITTQ0/SRxwqJSb7YBOkcyhhJdQ0mHjB7nuTCqL3PQzFZzdZ6FEpvRrPJME+vbLv2fXYhplYKpNjacGTqs6Rd7v8APQIDd8Sv37AVDrhhAiKTdHzaDkxuek5CaSLH3eMarcVLqp1SMtpPM3Mx1DGFYn2/jx4/HnP/9Z829bt25V/X744Yfj+eef19x24sSJuO+++wZ8fCMRrKeU12HFhDK6MhoJyk1HWF6NjQjlhq2IOSvg9MvKjUaV4phIasZmWEqhjmTiQGg/UK5fImEo4BPN8INObpJZ4ZB+KDdpXpCqggNARyiJKeOMJyRICO5Vh8pGeUhGKyTFEHAE0BHryC3kl63cRMe+crOvJ47mYBw2C4fDptHkD1abrD+L084YJYbV7uq82zmtTvgdfoRTYXQnulHmLMu7/VjA2JM2xjhYAb/aMteAxGwHCh0h2eSczIwAkiCFpMppdlSFqNxohKVk5WYEjHugkV2Vd7hDU3wGHtBrxSEkBlciz1Zu+hEGy15AtIdLJEpKvw0AbrQrNxF1N3AldAv5HYBhqfd20e/YMLkcHgedt1lYqj+dwTvjIrnx5Cc3gBya6o4fGC0vTHIzysCUmwllLgTclPmPDOVGQW7SI0C5YQ8NVzn9XycsJQhEYSge/uM44GDkpkxUazqHl9wQhYHWhcTgqnzMcyNK8v0xFGcvIEr23fQ0qX8f7eQmn3Kj118qkx2WGvvkZm1WSAqQw1L9mb8lclNAuQEOPFOxSW5GGVhfqfEB94AY0gYKysl+ZCk3Yv0fFpYKNasm17jCOxFNjoBxDzSYWjFxEf2/P8rNp08Bnzzer+GkYkHpZw+S/fIbFP4wkdx4xYk/HZdr3heJ7HtMqVQWhSzlBvHRnS0lKTc6YSlAo7/UARaWUvltFPVsAi62OB38bCmAtmEATHJjYoSCkYjxZU4pZjsiwlIK5SYxEpQb5rkR623AVwPY3NTv0LdP2kxpIo6PBCP0QIMpNxP6SW6i3cBzPwBeuDw3C6kIpCKyx8SN5OASc+a58bGJn+SaWQ0iFM9SbvoZliL+CfT3xBjx3BQVlsoihmPcULyrK4qOcBIOmwVLFMVWpbBUiQQ/mo5KTTELZUsptzHDUiZGJCTlpmxkKTed4RGu3HCcbKRV+G5iCrUmNtbCUoIgZwhNaKD/l0puWj+hxJAIQLyn8PY6yESD0s8eLtkvv0FBSMqNYuIv0XcTGijlhqWBs/MxilPB03xaatJYVFiKzzp2sbH9sGWqzZIp5XDZ5SJ0vn7O30y18dl98NgLm9vHuU3lxsQIhqTcBFyy2z5uKjc5yPbcAJoZU0rlJjbWwlLK1Gem3EQ7gVgJ5KT5E/nnfhSey2SFpcLJQbx2Jc9NBcAq5JaYMTUgnhs+I117ZCKtwTWaDcWt0VYIRIDL6pJCHkroh6XEuYITH/RjLCy1vXc7/t///p9UuVkOSanVFVl5L43cSJlSBszEgMJzkxhbx1sPJrkZZWhVGIpHknIzcrOlFD23KnJNxcrCfbE0P7YKXCkzpTxVcpXmru3F76tFQW76oTbwCo+JG0Ok3Dh8NCQJlFzrht1jVT7ahrMjXIJyE9oPCGnA6gSpmUtfG8UVipVmYi6rXxtgIFuKhebGWFjqqa1P4bkdz+H5Hc+DEIL3xeJ9R89UE0B/P7NdizETA7LnxgxLmRhxSPMCuiJ0Uh2vIDeRVAaCMHwPZUEg0riAEaLcZHtuAM0qxUpywwtkZNToGSiwEIzNRXv3VNXT30sJTbUMjHIjKIiRneMRjQ9ilWLmuXH6AbtIbkpWbii5mVFNC2eWpNwwM3HFNDmDaxTXucmXBg5AqqWi67kpE8l2vAcQRsCCaIDQl6T3R2+iF9vaI+iOpuC2W7FoUrlqO7+iiF8pi6pSlRuT3JgYcegIJ0EIYLdyqPQ4JLc9IZTgDBd6YilkFORqRCg3TO5XKjdSOrjSc6M+bmOqkB9TbtiDvVRyE24Dwi3y7/0IpZCE+kGXiJZuTi4IpXJj759ywwqtzayh5CacyBR/rbA08MqDAJdYRG0Uh6XypYEDsnLDHvYSGLkJiO0axlh/qUiaXnehVAjv7aQhoEOnVcBhUz9uWVhKIKXV2OqIi5lS7sKZUoBMbnoSPeDHEJnUg0luRhHaxJ5StQEXLBYOLrsVDis9hcMZmso2V44M5UacLFWem9ywVPakMqZaMDDlhpkNqw6m/xdLblo2qH/vTygl62GejIe1txsIMM+N00fVKyC3qKFBsNDBhDIXPA7qFekoNmOKKTeVB8mKYqJvRLTEKAX50sABA4Zih1e+P8eQ7yaaphW4Q6mQVN/myINyPUkuuwVWsftxKeHZrpixvlIMFa4KcODAEx7BZLDozxttMMnNKEJbnxiSCrik1/obtx0IsEmeyawjQrnRCksx5SbeA4gKQnaG1JhWbqpn0f+LJjcfq3/vT4ZPlnKTig2VcsPITf/CUn6XHbXi/ddebMaUpNxMlx7qHBGA7K7ZowT50sABWbmJpCIQVN3ZxeNmc8mZbGOoSrGk3CRD+KCJmvePnpFLbjiO69f8LSk3BmrcAIDNYkOFiyrZB0LGlEluRhFYN/DxZVrkZhiVG9FcObmSKgSJtDD8xlwtQ7ErIHsdRN9NduG+MdWCQVJussJSvbtza43kA/PbsFV2P5QbS1bmTDoxmMqNwnMzQIbigNuGaj9tEFm076ZXQW7sbggWak4ejSEZQgj2hWm9KD3lpsxBQ28EBGElgWOGYptLLrA4hkzF0RRVbrpifeiLp+Fz2rCgTruXE5u/s0sNGEExnpuP9/bi969vQyUzFSfGvu/GJDejCG19cho4w0hIB+8Uyc2USrnWQoofRqldELRTwYGcdPBs5WZM1bqRlBvxvPhqAWcZ9Th07zS2D0JkcjP9C/T/fvhErFkhCj4RLXlfBaHluelnKrjfqVRuitiXIKg9NwAydto1ezTWugmlQpJCMdE3UXMbu9UOt0gqVaEpViHc6gA8oqIxhsJS7LgERa/RYdMqYLNqP2p9Tjp/F1vIjxBSVLbUbau24I9vbIdVoGragWAqNsnNKEKbVJ14hCk34rgmV7ql14bVd5MKy52XlWEpIKeBZrZyM6bDUhxXvO8m1ExX1RYbMO04+lo/lBtrWq3U8P2odlwQSs9NPw3FcljKhlpRueksJh080kY/m7MCZZMBALydmpNHo6mYhaSq3dUSgdGC30EJnJrcKJUbFpYaGw9bQojkuYlnIgAIjp6h74kpNSxVbHXi3hgllHZQBckMS5kYUZCbZsqTycjw3NBJvq7cDVbuYlh9N2wlbHPJDzWGrAaa2UrN2AxLKaqXFpsxxVSbmjmAv5b+3A+lwS6SmwyhU4+QHMRUcFWdm/4Zilm2lNpzU4Ryw8zE5VMAK12tZ0RPymgMS+2L5A9JMWgW8pM8N44xF5ZK8AnwhM4hhMsAXFrVLDMbgRI7gzO/jd/uN1SdmJW8sBBKNk1yY2JEoU3RV4qBpYOXErMdKDByUxNwwWWjmSTD2hlcy2/DkBOWylZuxnBYCgCqiyQ3zaKZeOJiRfpy6coNIzfdHD03JDVIYSmBl8mdqs5NqeRGVm5qAsxzU4RykxWSAhTKzSgMSxUyEzNoFvLjFYZij6g6jJGwFFNtGPyeNOZMCOhuX2pncClTymMsU4ot4kjGJDcmRhgEgSiaZiqVm/6V8B4IsGypGr8TTju9pIZVudHz2wA56eA5ys1YasGQbSgGSlduJi5WGIqDpY2HEDgzoh/BRlezXIm9ngoipQh3qercFO+5SWZ4pMTijgG3HTV+UbkpJhVcmQYugmeem1Ecliqo3Gilg0vKjVMOS40RchNJqcOsC6c4pHRvLZTa/LjYGjdMkc6kKKE2DcUmRgy6oymkeQKOoySCYbjDUoQQqc5Njd8Fp1ioalg9N1pp4AwsLBXcCxAikRlWu2RMdQbXUm6qWDr49sL1VZRmYqVyU6rSkI7BAnp8w3YajrBkBoncML+NxUYforbSlRvlwsHntKFWVG46i1JuGLmZLr00mg3FrG9Sna8u73baYSmRFFqdYy4VPFu5mV1ny7u9NH8XaSguJlMqwwsSOU8k6FxgGopNjBgw1abK54Rd4bwfbkNxKJGRWhbUBJxS19vh9dzkCUuVTaZNFDNxINIhKTdVPvrAihY5yYxoZBuKAapcWexU1Qk1539/726qKlgdQM08mSxm4sWlkjOI4awMsSAlpqRaSzT4FoTSb8Nxcp2bEpQbdm/5nDZYLRxqRM9NOJkxfr30aoSlHIzcjD7PjWHlRisspVRuxlhYimVKMUyr0VdtgNI7gxeTKRVTLNiiMToXmGEpEyMGyoaZSsiem+FRbjpZAT+XDS67VVJuhtVzky8sZXPIDSR7d0tyLWuImO3BGdXQMhRb7fIDtlBoihXvq51Pj5tT4R0oxXcjFvALwwObk8rjDpIYHCIsZUqJBEJSbopXiliZBbaQ8Dlt8EpVig2QPEI0PTeZUZotlREyaI22AjDguckbllLUuYl1j4n+UtnkJuDOT1pKDUsVo9zEFKH2YIQ+P4LJINLC8CWhDAVMcjNKwMzEtQE1uRlu5UYOSVHlgyk3iZGq3ACqBpqstxRTbsZ0KjiDUVOxMiQFABYrrZMDlEhu6HtCxAObywsA8CA5ONcuKxrnEAlEPyoUK9PAGYrKmIp1A8kQAE4Oi0LhuRllYam2aBt4wsNhcRR8uGqGpXilciMW1QQZlQpWNrLDUuF0/iKVUrZUkYpxR4x6boyQG2VLmWDEBhtHP7Mn3lPUZ442mORmlID1lcpRbtylMf+BgpQpJZosR4Ryk89zA6jSwZlyw6rOjs3eUlnkxqipmPWUYuQG6J/vRiQ3YXjAOURywyVL6qtTEMoaN0C/6tywe4uppACkjClDyg3z2wTqZJIFhedmlCk3rKdUnb8OFi7/I0RqnplSkGFlWMpqV/SXGv3p4NmG4py+WlkoOVtKDCsZCUspF2y8wKHCRQllV2Jsh6ZMcjNKwPpKjTjlhmVKBUaTciN3B8/23Iwm5WZ7exi/XfU5gmKBrhxoGYoBBbnZrr9zQZDJTd0S+XV3P5QbcfUeIh5wDjomNxJFr1oNQem5ARRhqYFRbhiZ7zCi3Ch7SikgKzejS7EwmgYOAGWi0qdpKGa1h6RaN6P/YZut3BQiN6VkuyqrExvJlsr2hQXslNyMdVOxSW5GCdpC2srNcKeCZ4elRoRyk89zA0hhKaF3N9I87YE1GpWbB97ZhQf/uwtPfLhPewO9sBQjN51b9Xfes5OGdmxuOcMK6F86uPieELy0IzQGMSwl9ZXKCkuVYChWFvBjqJVq3RghN7lp4IAyW6ofXdaHAUbNxICeoVjRfgEYUxlTzHNDCDUSh5IDr9xE0hG5OrGBOjfZPkKPtRzA2DcVm+RmlIAZisfnkBs5ZssLQ9+sMicsxZSb4UypLqTcZFUpBkancsMUm89bdSZQLUMxILdgiHboqwaseN+EhYBVkc4qFfILFj9gZigmblicirDUoCo3A2AozuO5KSosla3cMFUp2TeqzLQsLGVEudE2FGcrN2MnY4opN6xYXmHlpvhSHky18dv9eVtfMGSTG6eF3sOmcmNi2EEI0WyaCagn3EHxLhRAdlhKUm4yw+m5EVfCep4bUbnhwi2wIwOH1YIy0bs0mtovMJVpS5seudFRbpx+OWNMLzSVbSZmYMe0H56bELywioqKG0lEkoPgF8vx3PTHUJyr3NQUYyjWSAMHFGEpoF9Vn4capSg3kVQEAuv3pmy/AIypdHBJuUmXAyhMbpiPK5mRa9EUQjGZUkCuGm0j9JxoKjclNpYdiTDJzShAOJmR2He2cuO0WeEQCcVwpIOzlWt1drbUSA5L+WoAmxscETCR64LbYZWL+I0mciOmeO7qjGpPjHrKDVC4gaYeuZHCUqV7bsJww+Yc7GypLM8NOwYlGYrp+AJupedGNBQbKeSnE5YiFjuInR6H0eS7kZQbA+SmzEFVAgKCMMtgU7ZfAMZUWCoqthMR0lQ1LhSW8jqt0s9GFcxiMqUASBmhEjIa5KZrB/D414HfTAA+f9HQfkc6THIzCtAuqjYBlw0eR27Fy8Awmoo7QzrZUsNlKOYz0kNUNyzFcbSBIYDJXCe8CnKT3Y5hJIOtyDICwc5Oje7aKZ1sKSB/xhSfAdo20p8nLlH/rV+eG5YK7oXNLSo33GB5brKUG9vAKjeGU8HjQbnjNStBoIS7H2E+UDK+r2cQm49mIZQKoS9Jz6ORsJTdapdCJ6FUiF5bgni+cwzFYyBbSlRuBFG5kQidDmxWizT3GA1NFZMpBeSq0XzaK+8n0Qe8+kvgT0cA218FiADs/p+h/Y50mORmFKBVoxu4EoESC0H1F7FURiobXpudLTVcyo1SUWD+EC2ID5rJXAc8Ths8orFvNIWllMW5trZpTKJ6YSlAYSrWIDdd26jq4/AB42aq/9af5pkJhXKjqHMzOJ4bVudGDP30KxVcVG5cucpNNMXnHz8LSXlr5IKCSjCyWGKtmx8/8TGOu+Mt7OjQILeDgOYwrWpd6ao01I0aAPwOhf+EVyhdzFDsEbtmR0e/ByQkkmqSKae/FwhLAcVnvBar3DA12ib2uEqm6L3XE2wC7lkCvHcfJZz+CfQNY4BkAia5GRVo0zETMwxXOjiT5N12q+T6H3blhsn7zoDaCJsNMR18CtdBlRuRlKUyAjL8MIbUioAyxXNLNrkhpEBYKo9ywyoTT2gALFlTxEB4bogXdhdVVDwYojo3knJTPLmRs6Xk68nrtMEvXvN508E1KhOrwNTFEpWbT/bS9+3uGqTu6llgPaWMhKQYVIX8lG07xqByExbDoVaeplsn+ARSvE6pBhHFZkwV03oBkBXeieWU4Nf00bBiV6KbhgKr6oFvPQ2cskJ8Q4eh/Y50mORmFIBVJ842EzNI6eCDYczMAylTKuAEx9FVwfArN0H6v57fhkHMmJrMdcLjsMGjiH3HRkHzTEKIyii4NdtUzKcBIn4PLeWmWkzv7t2d2ydK8ts05L6vH9lShNW5gQd2MSzl5NKIJkroU1UIOZ4bRVdwUlxWoVznxq56vVpKB88zfp1MKQmSclO85yaSzKA7Sh+cQ1VXqpgaNwyqdHB2rXFWefExljw3YljKY60CBzEd3HCtG2Pzd7GGYqbwNgTCuMd+L27p+g0AIGKxIH7KCuCHa4GDT5ZJZmT0k0zAJDejAnpp4AzDptywTClFl/IRo9zoZUoxKMJSXqcVDqsFVlG2HQ2m4mRGgDLzPycspUx51lJufLVU3SK8/ABm0DMTA/0zFCvaLzg9cogmFc/vSygJehWKgaJr3chhKTW5qWWF/MKlKzekHxWflV6boVpMFGMmZlClg0tp4PKcIWVLxXpGVUq8FmIZqqD5HT74RGJdyFTsL7IFQzEF/AC6WPuK5V3c1X4xllnfg5sATvHR373wHFolGqCJFsCYUNAAk9yMCjDTYiFywxr8DRU6sszEAM3eAoYxFbxQ6wWGCqbcdMDjsIHjOMnYNxo6g2dPhC19CfTFFOefhV84qzx5KcFx2hlTfApo+4z+XLck930D1H7B5fKCiCvbdHwQ/CLZnhtlPZAiQlOEEIWhWB3mZD6zvBlTOmngEth1WoIStldBbuJDpDb2S7lJhuj1BWSRG9FzA0IJzihFik8hQ8RWHQ6/dgFDDRSzOCWEyMqNwbBULJnBt22vwkGS+Eiox5nJX2OcdzwAoDuh8Dkpm5jyI38OLAST3IwCFFZuhqdKcXYaOAC47PSSGrYifoUK+DGIYalKLoJKGz2+csbU4I79v/v/izXNa/q1DyY1u+1W1Imx9K3tCgVE6bcRQ4Y5YJWHlabiji3U9OkqAyo0QinsYZwM0RYNRsGnwYljisADu80C3kYVJT45CH6RbOXGagMsIjkpgtwkM4JUxTqX3BjImCoYlhKv034qN8mhIjelKDfK/lLZBfwAem7Y/TqKQ1PK1gvl7iLIjdN4WCqcDiPB02NopDoxQD03ZaBjuzPzTWwm01DmpIRSlQ7uGQdwFlCSOfrN3cNKbpqbm3HJJZfgiCOOwNKlS3HnnXdC0Jkwd+7cieXLl2PRokU4/vjj8cgjj0h/SyaTuPHGG/GFL3wBRxxxBK644gr09o6euhGFoNc0k0FSboYrLBVQhqWGWbkx6rlxBRCzURVigkANdCzNfjBXwZu6NuFHb/wIV751JZJ86V4Tptx4nTbMGk/VCZXvJl+mFIOGcsO1imbiiYu1SRFTboggqyNGkJDHlrb5wHEciKimCINBbrI9N4Cs3hQRlmJqKMcB3qwyDIzUt+tVKU5FgXAr/VmLKAIKg3bx89VeVVhq8MkNL/CyobgY5capNBRntV5gkAr5jd6QiFTAT3CgzOWQvjdLndeDpNwYUIy7RPLndxirTgzQxZqfo/MB56Jj8tkomVRVKbZYFZlro99UPKzk5sc//jFqa2uxevVqrFy5EqtXr8ajjz6as10ikcDFF1+M448/Hu+//z7uvfde/Pvf/8bOnTsBAL///e+xadMmPPXUU3j11VdBCMH1118/1F9nUJBI8+gVww16huK8qeDFrK6LRGc4NyzFlJuhWknmwGhYCkCvg6Y+jhfaAGDQw1KEENy9/m4AQJJPFqyBkQ+sHo/XaZXIjSpjygi5YaZiZVhKqxO4EnY3YBXJbDG+G3GCjxInbHb6YCNi80ySGmByk0nJ4Q+ngtzYi8+YYgsGn9MGi0VN9goqN6y9h6sc8FRqb9MPD9NQh6U6Yh3ICBnYLDbUeIz5PYBsQ7GGcgOMieaZUusF3omA2y5970L3ua+IsFRHXEwDNxiSAkRyA3rN2zzlAAAXRxcpOVWKx1Dm2rCRm8bGRmzZsgVXX301/H4/pk2bhosuughPPfVUzrb/+c9/4PP5cPHFF8PtdmPhwoV46aWXMGPGDGQyGfz73//GZZddhgkTJqC8vBxXXnkl3n77bbS3tw/DNxtYsInTZZdbBGRDN2YbagXumgn857pBGVt200xgBCg3RsNSADptlNxUZdTkZrAMxe82v4uP2j6Sfo+V0OeIgdXj8TpsmC0pNzphKT0ou4OLpfG51g30NT1yA5Tmu1G0XmAZdZzYPJP04zhoIqXw8Dhk47IqY8og2IIh20wMyOSmU0+5KZQGjv4ZivcOsaGYPVhr3DWwWqwFtpahmS2l9NwAgFdUDEZxOCSSYsqNCwGXvQjPjXFbQbGZUgCQTsTh5Oh17PLR680GnRYMA5AxlebTuPzNy/F0+9Ml72MgkKcQyOBi06ZNqKurQ1mZXGht3rx5aGpqQiQSgc8nr7jWr1+P+vp6XH/99Xj99ddRVVWFyy67DMuWLcPevXsRDocxb948afsZM2bA5XJh06ZNqK2t1fx8nufB88YfYmzbYt4zEGjppRNYbcClG7Lzig/lUCKtHt++j2CNdYNsfw3CF3894GNjYakqr136XPG5hXi6uOObjVKPtyXeCw6A4AyAFHhvm4VeG5WpZvA8D7ddrhQ60Oc5I2Rw97q7Va+Fk+GSPyccp8qEx2HFwdWUJGxtDyOTydC0/GQUVgDE7oag9xmBybBYbODSUfDB/eD4FNCxGQDAj28AdN5ncZWBi3aAj/XqbpODWBBW0KaZTpsFPM+DE4mXg48jlkxLmXb9RryPfnebCwI4aYwWmwscRI+PwXH3ic1J/S5bzrka56XTZ3soIR93BbjuHbAAECqm5VyLbF+Cs4yONdGrf540IAgE+5XKTSoz6HNTTKx47ba5i/osv9hDK5QMgU/H6fe1OlTfl/NU0WMVbi9435aCoZi/w6wTveCE32mFzU6fYX2Jvryf6xXV7nC88LzTHqUL9mpXteHvYlEoRy5fOYBOcDw9J13xLtV+OG+1eB7aSj4Pn7R/gjUta1DrqB3w413M/oaN3ASDQQQCAdVrjOj09vaqyE1bWxvWrVuHW265BTfeeCNeeeUVXHvttZg5cyYSCbE1Qda+AoFAXt/Ntm06PXUKoLGxsaT3lYoP9lI50WfJYMOGDZrbdHTQ1VBnMKLaZtzejZgGgA934FOd95aKtECkcFn7nu2It9EbdE8vfS0SS+iOtxgUe7zru/bDD6CprQ/BAp+/K0mvN0dwFzZs2IBUjE4C23ftwQbLwMqyb/e8jV19u+C1euHgHOjN9GLD5xuQ8JbWqO7z3fRBwyejCLXsgJWjK7/V732Mao8VFS2f4yAAkSSPbXmOw1xPHdyRPdi97jW4bV5wQgZpRzk27uoEOO0QwSzBDh+A3Z9/gmDQp7lNNspbN2AGqHJDMils2LABM9MEZaDNM99fvwFlzoEhN67QLswDkLG4sFHx3WenCbwAdm39DCGD427cR88Pl8m9nhOiOhlL8Xhv3Sfw2NXjn7J9HaoBtKc8aNE5B1v3tGM+ACHSXdT90h3jkeLlWgAt7Z0Dcr/lw0fdNIuup09/LtJCe4w+kLvCXdizYyu9LhMZ1XU5IZTBRABde7di3yB+j8GcvzcFNwGgyk1fVxvSYrh1d9vuvMerq41eY23dwYLHdXMrXXwIYcHwObCkQoADyFjd4ON0TD1dVCXa27VXtZ9JMaAWQEfTZjS7je0/G+/2vAsAqHZUD/nzUolhIzcA9SAY3W7evHk488wzAQBf+cpX8OSTT+KVV17BCSecUNS+GOrr6+HxGCsfDlDG2NjYiAULFsBqNS7J9hcfhHYB6MPMiePQ0LBIcxtrcx/wzntIEysaGhqk17k4zcixpcNoWDhfzhYZALQE4wDaYbdyOO7wxdKq1dsRAVavgcCpx1IsSj3elvcpuZo2pwGYnv/zX373PSAO1KAb0xoaMHHHRqC5BRU149HQoB9KKBbxTBxXP3c1AOCHDT/EqqZV6O3pxcSpE9EwKf8Y9bAxvgdACBOqKnHYkgbMWLMG29ojsFZORsPsGnDcZmA94KuoyXseLNsWAFv34CB/Gi2tWwEAtimHomGxfljK8vlEoHczpk+oBDF4jjnQiT9M3KgIeNHQ0ADL1lqgC/BwSUybORtTxxm/H/NiXxJ4B7B5y1Xf3bKhEugDDpoyEZhjbNxb0vsABDFhXLnmcfT/ZzXCiQzGT6vHQdVqwmT5jIYjaucchZpF6vey67t+0eHAW4CVj6NhwTzttH0NfNjUA0Am4B6/9vgGCpFkBtc8+l/AA3RFrQjUzcz5vnoo6ysDdgEJLoFpk8YDHwO+8kr1XJWaB2wHqj3AuEH4HkMxf2/fth3YTz03cw+ejoRrFtAO2Hy2vOcm6usC3lsHweYseA4fDz0OdAPzps1Dw+z82wK04rr732sBABZ3GWZPm4hXdu6A21UHJIC4Ja4+D9G5wC6gxsuhusTz8Ob6N4EWYIJzwoAf71gsZliYGDZyU1lZiWAwqHotGAyC4zhUVqrNd9XV1Tnb1tXVobOzU9o2GAzC6/VKf+/r68O4ceOgB6vVWtJBL/V9paIjTGXxCeUe3c8t99D4dTiZUW+jcOlbkyHAZzxOWwhdUUoiqn1O2GzyZeRx0Mk5mREG5DgVfbxF74LVOw4o8L49Aj0enlgzrBYLvGJKZiJDBvQcP/bZY+hKdGGSbxLOn3M+3m2mK5s4Hy/5c2Kix8LrtMFqtWLOhAC2tUewrSOKU+ZZJV8J59C/bgAANbOArS/B0rMTnj6aCcNNXJL/PaKfyZIMFTzGEkRpPAQvnDbxnDrk/lKx9MBcLwCADFW1OIdfvU/Rc2PlU4bHzbxNAbddc3y1ARfCiQg6o2kcPD7r72KNG8u4GbqfZ/XKc501HQEcxtJ79wfVit9A3W9aSKR5/ODvn2BvMAS3h2YD/emdJvz+Gw2G3l8umvsjqYhk9OZsbvV4/dSgzMW6B3V+Hcz5O8aLYULBiXKPAwlHOQCavp3vMwPi/B1N8gXHxurS1HprDX2PVFJQZEqVoUpM/kgkvNL+LBaLHFL101C9JdZp/N7Owp7wHgDAeMf4AT/eRS10B+xTi8T8+fPR2tqKnh65aFNjYyNmzpypIikA9dBs27ZNpc40Nzejrq4OkydPRllZGTZt2iT9bdu2bUilUpg/f/7gf5FBRpvUNFM7UwqQDcWxFK/ui6RMLx1go55U4yYrg0tZ56ZYNW1AYDQVHMCeTAV4wsHKJ4FIu8JQPHDZUl3xLqz8bCUA4CeH/AR2q11qOMhSR0uBnC1Fz/2sbFOxlC1VQA0RTcVc93Z4g+KKKJ+ZGCiteSZrmknckqEYYraUe6CbZ2bXuGFgx6KI5plSdWIdMz8z0+cU8sskAbGHTz5DMSw2WikaKMpUzGrcsL5Eg5UtleEFXPHEJ3hvVzecdnosCLHj+Q3N2KXViV4DZQ56vRAQhJm5NttQLKWCj95sKZWh2F2MoZiV8ihc50Zqmmm0gF86Az9Esu8KYJyXZiqGY5ToJ/mkqj4PvP2vUrw7tBsAVW6GE8NGbubOnYsFCxbg7rvvRiQSwc6dO7Fy5Uqcd955AIBTTz0V69atAwAsW7YMvb29eOCBB5BIJPDSSy9h06ZNWLZsGaxWK77+9a/jgQceQGtrK3p7e/G73/0Op5xyCqqqjK2CRjJYX6lanTRwQN3zRvWQGAJyo8yUAuRsKYEAGWGIyU06LmfCGEgF70tb0ApR3evdI9W5GcjO4P+34f8Qz8SxoGoBvjT1SwAAr52S935lS4lF/LxiT6ycjCkjqeCAXOum/TO4xBVXYXJTTv8vpqquKltKnHbE4+DhBrh5plaNG0DRPLOYbCnWV0pb5NZNBw/upRlodq9c1l4PJfSXYplS9bX0Ow5GnRtBILjumUa8trkdDpsFXzuMfo8JgQAEAtz35g5D+7Fb7VJNlpAeuRkDKchynRsnzZZS1vfJA2X7hXwLQkKI3DTTYLZUNCmngcPpxzgfPe69EQKfaHhWZUyxPl8lZkul+bRUxXq8c3xJ+xgoDGudm3vuuQcdHR045phjcOGFF+Lss8/G+eefDwBoampCLCZmCtXW4sEHH8Qrr7yCww47DPfeey/uv/9+TJkyBQBwxRVXYNGiRTjrrLNw0kknwev14te/HvjsoOGAEeXGYbNIDwxVOqFyJTjA5KYzlNtXCgCcClPlkFcpZt+Xs8qr4TyIJTPYT8RJIrhnwFPBd/XtwtPbaTrkzw75mexLEh/q0Uzp9V1YLR5GyGaNp993Z2cEqYxgLBUckJSb1nQICY6A+CcAgQIrrn6kgoeJR1O5GdCmr7rKjUj0iiCVckdwHeWGtWDITgdXpoHrVYhmcBffjFQmN5TUDnQqOCEEv1n1Of69fj+sFg73nbcYNWX03l5cR0nOc0WoN34xJT/EVIIcciM+VOO9o7a/FFNuwLsQcNsM17lhFYoJyb+wCqfDUuFPw8pNKgM/J17vzgDG+ahy0x1NYZxbo0qxsr9UCcr7vsg+8ISH2+ZGha1wOY7BxLAaisePH48///nPmn/bunWr6vfDDz8czz//vOa2DocDN910E2666aYBH+NwIsML6IzQi1mv9QKD32VHIp1US5tDotyox6VM501mBPgxhJBCUmUFHyiCQBBL89hrrcGRls+B3t3wuI4AMHBF/H6//vfgCY8TJp+AQ8cfKr3OyE0k1Z+wFJ0EWVhiYpkLfpcN4UQGu7oimG1UuXH60Vw2EadXWHFkPIEHyhoKf7jUD6mYIn5yR3CXqO4x4uXBQCs3rK+UjnJTVIXiAsqNX0e5kdouTMt5DyEET360D+hLoQFQKDdBw+Pa20PP78yawVFu/vT2Tjy8hhK0289ZiC/OG4/GdfQ71pWX4aTZNXhjSwfue3MHfmfAexNwBNAR60CIhWKzi/i5mfdI7C81gP7AoUJfUq3cOHhKbmKZGNJCGnaLNkF22S2wWThkBNrHjN3T2WA1bvwOP1zZx08H0SQPH1NulGGpRAaVznHYgz3oSiiVG/G4C2n6/NArPqmD3X27AQBT/VNzSiMMNczeUiMYXZEUeIHAauFQ5XPm3VazkJ+S3MQHtiGdRG4C6nFxHCcRnKFXbowX8EtkeBAC7GPKTa9CuRmAca9rW4e3970NK2fFTw/5qepvUlgqU3pYKiIpN2JBPI7DrFpFaEpSbgqXaN9VOQkCx2G7ww4yoaHwh7uKVxrUyo047TBDMZcwVHreMCTlJotaS8pNMZ4bg8pNtudGIje5fpsPm3rwy+c24Y8fiOSQXa8Gj2cslUGXuOhhXquBvNf+/v4e3PkqXVze8OU5+NohtNVCXPQquW1u/ORkGs58bkMzmroKK5CS/4Rd89ntF6w2meCM0tBUn1jnxspRX5lPQa7zqTccx8mhqTwkn/ltjHYDB4B4Wq3cBFx22MRK2367RgsGmxNwivd3Cf4n5reZFphW9HsHGia5GcFoFXtK1fqdsFrys2A2+ao6gysnywHutiv1lfLnki5Gboa8SnERrReY8rGXiBNFUOG56eeDlhCC363/HQDgnIPPwUFl6gecFJZKlx6WyjYUA/KD7vPWsHFDMYCQmKnSZ7FCMERuyun/RRmKmefGA6ddrdy4B1y50fHclFShWDQUF/LchLP2macb+Pu76L3YEePRF08X3V9qf29cGhP7/MQA3WsvftqC//c8rWdz+dKZuPg4efyM3LhsLiycVI6TZtdAIMC9b24vuF+pz5JIutOcAzuzQ1osNDVKm2eGxevObaX3t81ik+71Qr4bn4H+gCx8VEx1Yuq5kcmNxcKhUlRv3FYNcgPIqlkJ/aWa+uh1PzUwtej3DjRMcjOCwaTu2gIhKUCefCXlRuDVD5+BDkuFNMJS4TZgwxMQC7ciOcgl4dNCGhlBQ6kyoNywrtqdNtH01rt7wLqCv7r7VTR2NcJtc+OHDT/M+bsUlupHtpRsKJYfurMn0AfI1raQcUMxgLAoPacsHBI1cwp/eH/aLxAPXLYs5WaosqUkQ3ERyk0yv3LDwlIdoaTaDMqUG42GmR/tlhca29rDRYel9nbTh9WUcXKIbyB8Yu9s68TP/rkBhADfOmIKrvpivervCZEUuqz0OzP15vkNLdhdQL2RlBueHvtHP2rDSXe/g00tijlqlDfPZIsVdn8DGNDO4MVmSgHMcyOHpQBI5Mau24JBXPBFiic3LCxlKjcm8qLVgJmYQQ5LiTdH9qp6AMkNLxBJFleFpd5YATz3A1zAvUyHkBm8sBQv8PjaC1/DN1/6JgSxL1IxaeBRUfnotk+kL4Sa4bXS8fYnLJXiU/jDx38AAHxn/ndQ5c7N2BuQbCmm3Djkug+qjCmmChlQbsJiMz0A6LMZsOH103OTrdwMWbZUSWGp/MoNu/7jaV4OrfEZoFfMPMtSbjK8gI/3ygrN1rZI0WEpZiaeUumByyGGgDP9K73Q1BXFDx5bjzRPcMbCCVhx1vwcz4QyLAUACyeV48TZNeAFgnsLZE6xh3xQJEhtUTrWtTsU8xJTbqKjs79UTEwQ8Cuuu2LTwfOR/GIzpQB100wWpmUWB4ugQ24k5ab0sNT0slxSP9Qwyc0IhpE0cIZAdvO1bIl7AMlNdzQJgVDPLjOoAQA6twAATuPfBjC4yk0wGcSuvl3Y2rtVVkCKUW5EcpBwjqMreiIgkKJl4pkqUgqe2voUmiPNqHJX4dtzv625jdfW/7CUlnLDMmda+hLIJI17bkIsWwdAX8oAYWHKTSYuN0LMB0KkOjch4tXMlsonxxcN1uMn23NTpKGYEKJIBdczg1ol4tPBTMWh/dSQaXUCgTrV9ptbQyplcFt7WBGWChoaFyM3kyvlzDNCgBRf+v32322diKd5LJxUht99vUEzDJ7g6fdj5AYAfnKS7L3Jp96wsNSuEL0OkqDH8zOlcjPKw1IJkdwEFNddseng+ZpnMkNxMR3ZYyle5bkBIGVMQewvxQoDSvCWFpYKJoIIJoMAzLCUiQIwkgbOIN0cjPlnT5QDSG5YSKrK54TNqriExKJlBwl7MIvbO6jKTVxRiE3KOirCc8PIgdthA8rpjVjZ/DYO47ZgTqoR2LM291/zekCneSkbx4MbHwQA/KjhR1Kxvmx4HQNBbphyI5ObMrcdE8VrJRkXj4mRsJQiPFZoEgYgGg7Fh58R9SYVBQg93mG4c+vcIInIQKaC6yo34vkwqNzEUjx4sVaT32UDtr0GPHAcsPkF1XZyrRuR6LE08IqpgEU9xX60mxJwu5Uev63tkaLr3OxTKjc2WblLpEonN4xw1df64dBpYBpPq5UbAFg0uRxLZ1WDFwjue0tfvfHZxFRwgZ7npfOoSbmxWUluSqh1QwjQvZOqZcOIjJBBmtDzX+4sRbkpHJZiyo2WGqyHaDKjypYCgHFeqtykkvT+G6iwFFNtaj21qmtkuGCSmxEMFpYaX1b4Qsm5OdhEySb0ATQUd2oV8EsngEi79OtZ1rWDqtwoyY2UicC+s4GwlMqQWzENAFD57o34l3MFHrP8Clh5Wu6/P58IvHOb7j4/7vgYfck+1PnqcPbMs3W3669ywwtECp15nOpy5MxUnEkYD0spJ1628soLi0WaKA2pDSIBysCKOJxSoUdJueGGqkJxccoNW0VbLRz1YzX+C2jbCPxzOfDfu6Q6IIzcMJN9vkypdaLf5tR51Ou1tT0MUmRRRGVYym7lJJWlP4sJdj257VbdbZhyk52G/JOTqTfn2U+asac795oWBIKXP6XXQMJCP+ewmbSWUlNXVD73pVQp3rEauHcJ8Novjb9nEKC8l8vdCuXGYK0blv5tKFtqgJSbRJw+V3riPXJoHyg5LMXMxNPKphX1vsGCSW5GMJiheLyBsJQ/223PHvSVM+j/yRCQSQ3IuDQzpULNqm2WWdcimR7A1XgWNMkNezgYCEsx5cbjsAKHfx+omQehcgZ2ChOwU5gAoXImME7xj61m2jfp7pNV5pxdORu2PE1K+5stpfQEZdfEYMX8SBGGYiW5MRSWAoprwSCqQTHOC4BTKDeDVedGr0JxcZ4bOQ3cRv0nyrpEb94CPHMJkE5I94Gs3GiTG0KIZCb++qGTYBE7uXcJIgE1QBQJISpyw3GcZNDuTzo4e6/boU9usj03DA2Ty3ECU2+yvDeEEKx4aTM+2knnDOIU05C9Pkwoc4EQYHOLeP15xWrhxajMO9+k/+9fZ/w9gwB2LxPBhgq3vKAovgWD9n1ACJGzpYo1FEueG6bciLVuRHKTIRn0JbUUtNKUm5FgJgZMcjMi0Zfsw+o9q9HaRycxY2GprFRw9qCvmApw4mkeoFo37VqZUqyPTvkUxDkPJnFd8HesH5DP04K2chOk/xtKBVeEdQ4+BbhsLXD5epyUuhsnpe5Gz3fXAj9eL/877Xb1Z2hgf4Qeg0m+SXk/m4Wl0kIaKb54wslCUhZOXTQRAOZMoKtGa8Z4KrhyVWkoLAUU14JBJEBRjn5vKZQi1blJIpoYGOINIE+dm+KypULZrReYl6f+VFoFu/GfwKNnYJqbPtikQn69u+n/WeRmd3cMXZEUHDYLDplagYl+ut8dYXH/Wcfy7nV345drfqm61jvDSSQzAiwcMLGcPpyY76Y/RniWbeXKo9woU8Gzwbw3z2SpN39YvR2PrN0NItCxRi2iQmBzYt5ESpA/Y6GpUsJSLZ/Q//v2GX/PIEDVesEtLzikysyGw1La5CaUCsnViYsxFCfTOdlSUguGqIByZzmArHTwUsNSYqbUSDATAya5GZG4/t3r8dO3fwrBS1cj2YXytJBjSGPKjadSLo41QKEpSblRjouRm3EzscF3HACgbv9LA/J5WlCRm3RWWMqQoTg3rGOxcJIsn5Nay/aZxxfBlJs6f53uNgDgscmEoxT1Rum3yc5oYWEpOxEftAaUm45IUPo5mBwE5UbcJsLR7+3KypYCgFSy9MwxFQjJU6GY1bkxSm5E5UZM05WUm0O/Cyx/hh6D/R/hu5u/izncHrkFg04a+EdN9P5rmFQOp82CqWX0nv28Vzwe6Zhk0E5kEnhk0yN4YecL+NnbP0Oap2Nhqs3Ecjfsot+NHc/+tGAwFJYSw3lua+41tXhKRY56s/J/TfjjG7QGzuXHLwAAhCCTmwV1WeSm2LCUwAOtn9KfI+1F9QwbaEj3seCSkjsA44Zin5Qtpa12MzNxwBGA01r4ecAgJBThMKc6Fbw7kpT8O6oqxb4SSCZM5cZEAewM7sS7ze8CAGy+zzHO65A9CnkQ0PPcuCsATwlybx7INW40yE3ZZGwoPwUAMLX1tQELhWUjb1jKUCq4mG3kUId1dGvdGCA3zREamiuk3NgsNqlWSCnkho3Nq1Gm/aAqH+wWAhfE68CActOrICifd7QZG0QxheekTClGbtRhKQCwZeJIDoQBPR2nDSuBPL2livPcyMqNItx10AnAxW8ClTPgS7Th345fYUrH29RwLvWVyiI3Ykjq0Gn0WpoSoPvd1EUgGbRFZVCppq1pXoNfrPkFeIFXhaQY2PHsT1hK8nDphKUIIXJYSocwK9Wbe9/Yjptf3AwA+Nkp9bjwCFo/KQJQemNzYX4dfdhKGVNMuYn3GDMId21T9wljc9AwQOoIzrtUHeSNhqVy6pRlgZmJi/HbAJBCwgJnl/p5VbH+UpEUxrk0+kux85CO0WQAA8gIGewN7wUATPNPBvfcD1C786nixjrAMMnNCMPfP/+79LPNuwu1ZY48W8vIVW6C9H8D5CaZ4YuaGNkKtVoVlqIXNsomY1/5oegg5XBl+oCdbxjebzHIITeEqL9zAcRY+4IsQy77ndWRkVCA3BBCJOVmkj8/uQH657uJ6IwdoE1U51QprpkCys3WthAykB8QWzra82ytQDEtGMRtwiRLubFYQEQ1xc0l+5WCL0Hpi1EUU6O/F6fcsIWC9LBi+2akqWom8P03EJpwDLxcEtcEVwCv/z+6f84KlE9R7Y+Rm8OmUyV1ClNu2qM5x5ORG5vFBpvFhld2v4JbP7hVCvmoyc3AhaX0lJuUkAIBNVAzYp6NxVMqcHw9VW/ufn0bAOC7x0zHj0+ciTIH/X6EA8IWDrDKys2OjggNE3sqIZM8AyozC0kxsDloGCB7bpyqmkgDVeemlEwpAODEUGrG4ZP67bGwVDzNo9xJr0VVWMrhk1VOg6GplkgLMkIGTqsTE/raYGn8J6p3v1D4jYMIk9yMIAQTQby480UAAAcLOGscgYCxi0u3zo27Qm5+pkFuUhkBp/zuv1h23xqkDdbJ6NTqKyUpN5PgsDvwIn8U/X3jPw3ts1jkpIInw1K6saFUcD3lxk5/1w1LZeKano1gMij1iprom1jw8/tDbphfSK/B3vxqRU2WAimZD/9vCzhOLv7Wm+ijtVcKoZgWDOLqMSiSG6VPiHMMsKmY+WLsXikNO5qO0mtEqlA8AMoNg7sCfV99An/PnAQLCPDeffT18smAVT4PHeEEdnfHwHHAkimiciOSmx2dEZAsJYyFWms9tfjtcb8FBw7/3vZvvNnxCABa40YagkhIkgPhudFRbhKKDLN8TRtZ1WIAOGfJJNzw5TngOA52q10yIocsFsDmRE3AhWq/EwIRW4ZYrPJ9ZiQ0lU1ugsPnu1F7bkoISznze25KyZQCAItIkgWRZAG08CdL9/dotWDguKJDUyxTakpgCiyi/ynlKo6IDTRMcjOC8K9t/0KST2LuuLmY5FwMABBc2wy9l03A8TRPSYoyLdqj77nZ3xvD3p4YtrVHsG534RADIUQ7FVxBbpx2C57nj6a/b/2P/MAZQOR4btj3tToN+UwYQciW4SXlJnsF5fTT1TigaSpmqk2Np8ZQTLx/yk3+EMLsKnotpDhHTp0VJXqiKbzQqM5u4awxPLp2d+FBFNMyQCRAQSFLuQFUtW7CRda6CSfSOP2P7+KOV7bIL2apKwIR8NXnv4plzy1D2iqSFD5J/RoG9g+ICwdCFPtWG5Wry324IfNd3Jj+Nggz72f5bdi9NXt8AGXiw6/Ga4XHYUUqIyBpU6fWM+XG7/Dj1Gmn4sajbgQA7M68BMe4tzWVm8H03LD7zW6x580EXDKlAtefNhs/OH4Gbj9nASyKYoCSudZikYhmju+mGFMxIzfMUxgcfuUmx3NTpHKjV+emlEwpALCLJJk45GuW4zhUib4bJ1em2r8EZio2SG5UfhvxPKTctUWNdaBhkpsRgjSfxpNbngQAXDDnAvgIjVGH8Lmh9/sUUmgkkVGnRecJS7FaOgDwxueFQxLBWFqqhFrNyA0hanJjs2IjOQhdzslU6djysqHvUAyUrQvCqXBRaeCAMhVc23OTI/FzXN7QlNFMKQaJ3GRKUG40CvgpcXCl6MFAfpL1xId7kSZqIy9njeGZj5tpQ8d8KKYFg+i56RXoA81pV0w7ylo3RSo3n+wNYnNrCP9cp1ixZ6kroWQILdEWdMY70aKs4WOg1k0orlBuUlFADMtkG5VddivK3A78jf8SWk7/G1B3CHDY91TbSCGpafL1aeE4HFxD9xXmxH1mhaV8dvr61+q/hqsOuQoA4Kx5Bdvjryk+nx7P/oSlEgbJTT7VhuHS42fgutNmqwt8Qn7Q91msgI0+XOdPFH03ErkxWKWYTwNtjfTn2V+m/w9jxhQ7X4RXZ0ux7xxJR8DnIdSFKhRLfaWKyJQCAHtGXFi61ISchaashL6eS27EzzEYlmLKzfSy6ZKClvKY5MYEgNf2vIaOeAeq3FU4ddqpEGJU3m1PbTGULmy3WqSJKZRIGzYUtwRlBeT1z9sL9qdhfptyj102Oke7xIcFBwTqxMmWw8eBk+nfByE0leO5kb5vuaH3y0X8spQbqTO4xkSUh9xIZmIDfhtAQW4MGvaUiOYxFAPAjHJRfRLsSOl0i05lBPztvd3gLOJDS/RRWGxxxNMZ/GtdgQdFUZ4buWkmkK3csLBUIm/peS0wBbErkpI9Y1nKjdKY25JUKJcGQlPKOjfSfjmLpjJYK4Zom8qPAr7/JjDnTNXfZXJTqXp9ltgyo4dX17pRKjcM35y1HMmupQCAR7b+Dqt2rQKgVG4GoIifQ6c6sU6Nm2IgqRhWWbmZLyo3jdnkplBYqnMLnXOcAWruBoY1LNUrZiURHeUGyN8ol2XkJTOC5j3LsqWKVm7ExRPH7lcRLGOK8GJ/qUTW8S4yLKWl3CTd44sa60DDJDcjAIQQPLb5MQDAN2d9E3arHcG+SggZHzIkiU87PzW0H4n9x9Pqh71B5WZPdww7O/N3qtYs4MdWTP7xgE3O7vrAdxJ9fddbJXWYzYdcchOkvxhVblL5lZtYtqEYyJshJJmJDSo3rDVDv1LBNQzFAFDtpN8tRpzY1aV9Plc1tqI9lES5j+6rziemr3MZgEvjsff3QBDyEN0SPDdhiORGmf3Xj87gnRG5rxVrVSKFQDXqi7RE2wCraLY2YCqWm2baFYqQXzJmKiG3YMglTZFkRipUl01u6sdTEtaWFhUR5rnRIDf7e2NIdX4RpO9oEBD8cs0v8d/9/x2YsFSBOjdyGrjTUEhPCwGmplks0nlg5GZ7R4SSM6Pp4C0b6P8TFkntU/KFpXZ3RxHtR3uKQgiK5MYKl+oYqrxGeXw3SuVdKzRVStPMVEaAV1RmLa6A6m+sSnEmRc+JynMDFB+WUta4YWEpU7kxsaFzAzZ1b4LT6sS5s84FQAvl8dGZAID3W983tB9mZItEQgBTewqGpdST/Oub85OQjnwF/Mrog53J5Pu4CcDEJTQ1d9Ozhr6DUagMxelIUWngABDX6KoNKMJS2YZiIG/35mIypQA53FBKWCoq+YW0lRtOPDYJOGiH8CwQQvDX/1EZ+eh6Si5qPbWwip4ivyeFPd0xvL0tz7VQTLNHhXLDcXJfJQCScuPmknJfNINgyg2gUCCzlBs1uWlRVCk2otwommYyBSg7vVwEux86FGNi+HhPLwQCTK50Y3xWQU7W7HR/XFwsZIWllCt/mgbOYRI5H6dPPx0ZksHP3v4ZItxWAP3Mlkprk30Gidx0NwFPXVDSZwTEtiNKz82EMhfGeR3gBYItbWHjYSnmt5nYIGelhVtouCoLHaEEvviHNbj1XWO9u0pBX4Jedy6rN+dvRgr5WS2cNBdlk3xCSEnKTSyVkVovWD1q5YZ1Bk8l6f3Xm+hFRlB8bhFhqXAqLDXfnOafKi12U6ZyY4KpNmccdAYqXZWIJjMIJzLIRGnrBKPkhik3ibAov1ts1B/AyI1GeiVTbpixb3UB301HATMxAEm5SWYEYOHX6d8GODSlH5Yq0nPjzFZuxLBUPnKTx3MjKSAF0J+wVEyjI7gKYjZXDE76wMjC+j292Li/D06bBfMn0RVcwBGAV5yYv7iATsaPrN2jP4iiivjJyo3LZlUXHuxHtpSK3EjKjdpzowxLtUZaFVWKCxcNDCnDUlqZUgqwzEEt5Yb1kzpsamXO32bV0v3ti4uKUlZYyqf4vL3ddMxTK7249dhbcfyk45Hkk/ggdhc4a3hAsqUKem4EnjaQLQEBsXgly5YCqLl1ntJUbNRQLJGbxfQ9ViddRIVacjbd1xsDLxC0RAavuWZYJNVuRYFOBslrVKC1iU/HdxNKhZAS6GK1GOUmmuKlpplWnbBUJOqEhbOAgKA3oZjXighLMdWmyl0FXyYp3Vspd5E1eQYYJrkZZjRHmvHGXloL5ltzvgUAaBMnSFdmFgBgU9cmufN1HrAS3umIqNC4yqmEnidbqjVIP2v5kVTa/XhvL7oiuatPBhaWqtZMA58MQE71TWZ4YN5XqU+heR3t3jtAYGnXAH0QkFiJnhtd5UYrLKVNbtJCGm1RWvzOqHIjhaVKUW6S2mOXB0QntDhxaio3f1lDVZuvLK4DL67s/A4/fFb6ID1hjg8cB/x3W6d+mFIZlsrTKV3aBkCIeOUCfgz96AyuJDethpUb480zVang2TVuslArkn2peaYCrBP4odNyyU2Vz4kqnwO9JMtQLGa5+O1yWGpvD/2OUyo9sFvsuOv4uzA1MBUZEofVs6dkz02aF5ARQ5C65IYXyQ0RDLevyEaAhWdsNlVob0GdwlTMFmLRPAVHMymg/TP688TFNCNQXFhphabiYjgqkcnvJ+wPoqKfhjXFVaLYzuChrLBUqdWJY0lZuUF2WIpVKY5lUOmi16W6kJ/xFgxafhviGw/CQsDDBJPcDDOe+PwJCETAUROOwsEV1ETM/APjvRMx2T8ZPOGxrr1wYzim3GQYuWEPY5YqmYrkyPEtYlhq8ZRyLKgrAyHAm1v0L2hZudEu4Adkpab6a2XD32dPF/wORqFUbtJCGsl41ncuAMlzMwDKTVu0DTzh4bQ6DRfZksJSpXhulB3NtSCunLTCUvt6Ynh1EyVi3z12usrbwciN05nAibPo5PbYezrqjbQSVLQ70AMjN3Dnejr6kS2l9Nyw61j23OgpN+LK2sADWlZu7AWVG9lzo14YpDICPtlHr5fDp2tfm/W1fvQR8aGYx3OTXZ3YZXNhRhlVdzlbuOSwlPJ9rkKGYoEYUr20EBBN6yGr+rqdz3pMtfQZC0t1bKZhd1eZnHLPQlMaGVNsIZMRYLiWV7GIiYsUn+J8MRivdSMW8su6DzripdW4iaV4BKSmmepxsbBUT1TRgkGrSrEB5UbVDZyRy/LJRY11MGCSm2FENB3FM9ufAQBcMFeOY0vkJuDCkROOBAB80PpBwf2xyph8LEhfYA9jV5miRous3kTE8BcATCh346Q59ObJlxLembf1AgtLMeVGnEgWUB8RNv6Tpo0PAOJZhtBwQvxeBjw3aV7OSPDY9ZQb4+SGZUpN9E2EhTN2S/Wnzk1UCksVUG7gRHMwrkrr/tt7uyEQ4LiDq1Bf65dWk36HXwpL9aX68O2jpwEA/r1+v7bR1+6SVZB8vptMSjLvUuUma8yKzuClZksBQIuoQGbXolGulttj7cjYxeu2gHIjCET63gG3TeG5yX14AUBNgHlu1Pvd1NKHRFpAhceOGdXaxGjWeD/6wMhNEIA2udknkhtlAT/2YOKs4ZINxQnxWrdwgMOqff0yz42LEEDIaHpbCqFMIjfqa4CZire2hZESVYS8D1VlSIopQOxhqpExpSRvmvf1ACAuKsllGspe8bVu1PdBqZlS0VRGCkuxvlIMcn+pFMa5qVrGfDMAAJ9IpBLBgi10NJWbMpPcHNB4bsdzCKfDmBaYhmPrjpVeZ2Gp8WUuHDHhCADGfDdM1pTCT+xhzHGapmIm5ftdNvicNpw8h7rb/7utS1fi1s6WyjYUZ1VMnX0GfRB2bwdaNxT8HkYQT+uQG0MdweXvltN+waHTfgHQJTfFZkoB/cyWKmAoZitrTkxZZhWHI8kMnvyQTv7fPYaueDXJTbIPxx1chRnVXkSSGTy9XqdnjxHfjWK1GoE7p4s5y5ZyI1GUoTiZ4VWkTTIU5/Hc8IRHp1hfpZD6EE1lJB4eMKDcsPuhPZRUlVOQ+0lV5jQ5ZZg93o8QU27EsBQLQzNyQwjBvt7cvlISubFFSg5LKQv46Y2RkRsP+24leMUCFnrsQ1mFJSdVuFHmtiPNE+yIiIbveK9+fykluWEoE5UbzbCUfFw0FdkBQFIoTG7CBRROlkKevZgoJVMKoN48OSyl9tyMK9RfylVOPZtAQfWGkZvpZdNl5Yydj2GESW6GCQIR8PjnjwOgRfuUK36WwTShzIXDxx8OANgR3JFbaCkLflHW5KSCduXyHzXIDTNhTiyjE8q8iQFMKHMhnubx3k7tmLcUlgowY2Zcvvj1lBtXAJh1Gv1547/yfgejyFVuxIeooY7gdPKwWbiclSojDDmNM5X71iM3Bv02gBybj5Ug8TNDsV77BabcuL30wchMxf9etw/hZAYHVXtxfD2dKLXCUn3JPnAcJ6k3j763WzstXPLdBPUHKxKfjM0LHlY49ZSbIsNSXRH1alIqaZDtuckKBbSwNPQC2VJs9Wy3cvR6LuC5YYbiVEZQkS7mt1EW78tGfa0fQaJQbgjJUW66oynEUjw4DqirkGvNVImp05YBCEu59cgylIZi8ToowXcT4ERPiUVNoDiOkxIaNvbQGlkA9Bv9apEbKSylQW4Ux0WzxEM/IRABaUKPR4U7kPN3KSxVQLlh93N2Knipyk0szcPP+sZlKY7jvOL1ygsI2DX6S1kshkJTvMBjb0hsmKlQbrL7qg0HTHIzTHhn3zvYF94Hv8OPM2eoC36xuH1NwIUKVwVmV84GUDg0xVLBrcyVr3zQa5CbNpFEsfRUjuMk9eZ1jdBUJJmRHvqScsOyExw+6fM0i4otELOmPnu65DoZSrDJloV3pAJZBsJSManGTe5KlSk5pYSljGZKAXIWTL7CXnqQGmcWMBT7fHRS3doWgiAQrBTbKnznmOlSWXxlyrFSuQGAry6ZBJ/Thl2dUazZoUGs2WowX1hKJDdp0RjrylFuFNlSRSg3nYpikgA9JqFEOrdCcTqL3LAHa4E6N0q/DcdxBZUbp82KCnEsbAEgCETOlNIwEzPU1yrCUnwSSMdzDMXMbzMh4JKLZwKocjHlJoxkiWEpdj/oFfADFOSGdVwvgZQHOPrwDmmIQ/NEU/HGlogiAULjmksnqOcGyCI3+mEp5UJFc9HST9BjQ0nfOC1y4zDmudENS5Ws3GTg47TDUm6HVZo/XJZyAFpVilnNIX1y0xptRZJPwmax0Z564vEnZcYXeoMFk9wME1j376/Vf00KUTCwibtaNH0dMZ6GpgqRG3Zz2DXJTW7GFPMpTCyXzcEnz6Xk5o3P23NW6x1iuMzrsMpmVsbUyyZJ8e8c5QYAZp5MiUekDdj9bt7vUQiEEGmyZSa7MAvvGOoIrp9KzTw4+cNSQdXLpSg3HlvpYalYIUOxGDIoL2PkJow3tnRgT3cMZW47zlkikzApLGX3S2oSIzc+pw1fO4R+J81+U0ZaMIgTespGSUGu54aFpUojN1MqPRKpaAnGc7wx2fViWtmMZ1C5kZpmFqhzA8gme5YOvqsrgt5YGi67BfMmlum+z+u0obJiHDKEDi4d65Kub6bcaPltAGVYKoxEprQHd6JAGjigMBST/ig3omEWVO1Qgik3m5r78hfy69hEPT+ecVICAwD55779Odl7ifTgkhsWQiTEggqPfiq40Wyp7PBsyZ6bZEZWbly5pIuFpmyE/k3luQEMZUyxkNRU/1TYOKup3Bzo2NqzFR+2fQgrZ8X5s8/P+TtLxWa9m46cSE3F77e+n7c9Ars5nBnxYaNUMbQ8N1L4S5a5jzyoEl6HFe2hJM1eUCAnJAXk+G0AHeXG5gDmnU1/7mdoKsknQcSVUo1YSyEkiOZSQx3B9ZUPFpbKq9wkQypDZbF9pQBZcSolLFWo/QJ78FSW0wfGlrYw/rJmFwDgvMOnqLw6mmEpRT2OC4+iJQLe3Noh1VmRYKQFg0h8klZRuclOBXfIYaliDMXKBQC7fluDCc3eUgAwq5KWVWjhxM8ooNyommYC6grFOpBr3dCxfdhEFb7FkyukLsx6qB8fQEis4BwJy7VamMLHjv0UXXITKTnkUqhpJgAkeNFQ3I+wVJkYbiJcrv+EkZvP28IQ8ikGWmZiAPBPoB4RIU0XUAqolJsiC0UagbRA4V0oc+emPxslN3p1bphyU2y2VCoRhYMTv7uGEZ6FpsDr9JdipuJoHnIj1riZVjaNKtrsvJrKzYEJVrTvlKmnYLxXXcWRECKTG1G5WVKzBDaLDa3RVuwL6/dPYatMd0bDfyKRG1m5YT6FCYqqqU6bFV8Q/RirP1df1EYK+NF90MsqIxBklKmXLDT1+QuGKsTqQem3YVJthIUbDIWl9JUP3a7ggNqUJz60I6kIgmJDxqLCUmIqeIJPqCuDFoAy00u/zg19EI4rL4fNwiGcyOD9XT2wWjiJrABARshIE3PAEVB5bhgOqvbh+PpqEEIzrVQw0oJB9EIlxJBX/mwp4xk4ErnxOyXlsTkY1+0tNauCkptWIn5GgYdzrnKT33MD5LZgWKfRLFMPs8f7ERRr3YTFh7PH5pE6cGengTOwTBeO4xHnC6Tk64CRG73WC3SbbOWmeFJuF3i4RVUlO0QzpdIDv8uGVEZARAyTaHputPw2AGC1AYGJ9Oes0JTSczMYhmIWWiaCU7IGKGE0FVyrMzghpOSmmZk4/TwCTpOUs1o3QoZed/phKX2vpypTipmJvdVyyYVhhEluhhhd8S6saqIN75Tp3wyRZEZK6azy04vPY/dgYdVCAPmzptjN4eHFibiA54ZlmEwsVzfDY76b1ZvVvhsWljKq3ABZoakpRwGBSVT52P6q7vcoBEZunFYnypyUcIQtFnoDW3XUDAXkjuBayo3oudEyZ1qsgJP5TOiqnPltKpwVqmqyhcCUG6C40FRM0dBTP1uKHh+b04uDquXPOW3+eNW5VhaG9Dl8OZ4bhotEY/E/1+1TqwNFeG4SInFS9ZUCFNlSSd2mgVrojIjFJP1O6Tu19sVVyg0hRFotS8qNIJLqAuQmlE1uCnhuALl5JiNeHzJyM13fb8Mwa7wfIdF3E47R+05VnZiRm3Hqh4bD6oDXRh9cCcFAtWgNSNWJ9cgyZOXGLXluSijkl0nCz8hNlorBcZxU76ZDEB/EmsrNBvr/hIbcv+lkTClV2MFIBVeRG1fuPWlUuWHvVRrrQ6kQ0gIlO0ZraDGQOL0eUlYPNQhngYWlUknxukuFkeQVdZqMhKWUys0ICkkBJrkZcvxr67+QFtJYWLUQi6oX5fydZYF4HFbVw8tIvRsmofuJuIJTZUsxzw0lN4QQTeUGAJbOroGFAza3huhqWESnpnLDPDfyBa1M91WRG4sFmP8V+vP213W/RyEoOxQzT0LYYim6OrEWOWCvpXmi/aDN6qnE/DbFqDYAbahnt9DzVUxoKiKO3WG16Ic62IPH7sbs8XKs/XvHTldtxlQNj41WvFWSG2X48/j6akwb50EokcGznzTLOyjCcxPj6L6dORWK5bAUoKOYaUCp3LCwVFtvDGBE0elHkk9KDwZmym8VEjSgWaDOTSiuKOAHFO25ae2LY39vHBYOWDylsHIza7xcyC8UlSvSMuh5bgCgQkzlTQnBgp+jhYSRsFQmOyxVvFcMmQQCIrnRakUwXzQV7xP7HeUoBqkY0PE5/TlbuQF0M6bUqeCDF5YigktbuVGkgmd7jZTwiZ3BlWEpptqUOcuKqk4MAES899I27Wt2nBgZCEXluahH2aLHQFiqKSQW8FNmSo2AGjeASW6GHC/sfAGAtmoDyH4bVkGSgfluPmz7UPcGYavMAAorN6GEnPmk9NwAtMDToWIfHGVBP6NhKYsixTqn9kblQapxlAIluWHhnWLIjRHlBjCWMSX5bYowEzOwsReTMcU8A9n1eVRgZMnuwdyJdGJdPKU85yHLMokYQWRhqZSQUoX+LBYOy4+aBoAaiyXiU0QqeNSiYyhWdAUHcmt86EHpuWFhqe5excTs8EkrZQtnwUFlB4EDhyTh0W2xFG8oNuC5qVX0l2Ip4HMnBvRT9hWYXuVFWCSAbX2U3LDzkszwaBVV0+ywFACpTkmKK1G5SRdWbgbCUIxMUiI3WiqG1CE8Is4v2dlS7Z8BhKeKAgtBKSFlTKnJTWyQDcVhdm0ITtmjpQALSxGQvCqtVliqVDMxAHBitW5dciOGpXpjaSm8qa5SnD8sFUvHJPJFu4GLYSlTuTnwkOSTUhiD1a/JRldYbSZmmF81Hx6bB8FkEFt7tmq+1+e0wQoeAZb+lydbipmJyz12zUnt5LmUtb++WUluWFhKHJsgAH3iSj7LQKaZMaUck5Fu0jpQkhtpVWSxGO4ILveVyn3o2K0WiZjF0oUL+ZWSKcVQSiE/yUycpyaJUrn51hFT8IPjZ+Duc3NVQuYBYA9Rp8UpeTyyHz5fW0K/37b2iBSyMVTEj5EbjrUM0FZu3FwSADFsKu6MKD03Ys+iviD9I2cB7G6VWdphdUgPiFabrXhDsQHPTY2iBYORFHAl7FYLiIteW51hSvwZ+W3ujYMQSrzZA0mJajFcIVjCao+bQcSKyJZy9Yfc8EkEeG3PDSCTm0194vyS/VDVMxMzMMUgy3OTMJgKvql7E9a3r8/3DTTRI/rKCO+SybACTqtTUl3yhaYkcqMg+FIaeCnkRvwsXoeQS4X8okmppEAx/aWY36bCWUHtAWZY6sDFvtA+EBD47D6pWVk2ZOVGPYnZLXYcUnsIAP3QlM1qwXiHYkWaJ1uKNczMVm0YThJ9N+/v6pYm+g6p9YIYxop10boc4HJWUk6tjCnlmPKt9gtApdywejEWznBfKanOjY76wcheNGlcuSk2LAWUljElNc00qNz4XXZcd9psHKRR+j87TZrjOJQ56AMm23dT5rHDbuVUY8gO0WlC0REcQG4RPzFbygoBTqQNmYoJIYoQqUsKq0bDYv0hhx/gOOlBwr7fRB+9Rlts1uINxYY8N3QcneEkPmwqjtwAgNNPt+0RjycjnUozsVYFYWY0tdjCSBj0LClhJFtK7i1Vep2bQsrN9HFemqnJi8c4H7nRgk5/KeUiRY/cEEJw6euX4vuvfT/n2i+EnpioEMKla8pm5zKfqZhlS0WSGakMR6k1bgDAKl6zgh65EbOluiMpub9UQnHMWVgq1qVZm0zltwHkcKBJbg487AnTJoRTAlN0y5yzSTs7LAVAbsXQpm8qnuik7+ftPrW5lpGbTBxIxaRGgxOz/DYMM6p9OKjKizRP8O52esGzLBApLMUmEf8EwKqWY/WVm3L6f1YhvGLAOoKX7rnJr34U01+KKXH9CUsV0xk8KhXwM6bc5EM2uQEgGbS1JniWXSaRmyKUmzARlRudOjeA8Vo32ab72oALFg5wCqxgmTpTil0jE3wTAIjKTUFyo1Bu+Iys9Oj0lgLk7MYUL0hVoQ81kCnF4C2v0hw389tMqtDOQKn1KvtLFR92SRRlKB68sJTFwmHexDJ0i3VXcsJSBcmNQrlReMbiKuVG+/pK8kn0JfuQFtJoi7ZpbqOHYIKeL4dFP0PIiKmYqYSEyN4gFvYpNg0cAGwZOi6SVcCPQVZuFP2llFWK2TODCJrztSpTCjCVGyWam5txySWX4IgjjsDSpUtx5513QhByVx733nsv5syZgwULFqj+dXXRi3/58uWYN2+e6m/Lli0b6q9TEPtClAxM8euf/E7RUKxFbpip+OP2j5HWaVw33k4nnbQjq2iYwwewFvSxblm5KdcmN4Bc0G/15nYk0rwUjpCUGynGmmsgY8bRpJ5y05+wVFpWbtTkxmBH8AK+FaP9pQQioDkskpsiatxInyOGZJRZS4XAiFleH4dBcqPsK8XAlBuW3q4EI4MSATGiwokkqU8kNzm9paw26bo0WqWYLQB8Ths8DhvsVgtq/C54OVG1ZDVusr7fRC9TbmyFDcVK5UZ5fvIoNw6bRWpICADTxnnke8UAKsfRB1iUVxfw00sDZ2Cr+lL7SxlJBVc1zgT6r9zoKBjz6xTkJt4r15NKRoCubfTniQ3a+w9MAsBRIqpQfYz0llKGhgu1uclGn6iQuPpJbpw2i6SOsvuAjaXYTCkAsGfouDiNAn6ArNz0RFMYpxWWstoBt6g8aoSmVMpNok9e5JiGYuDHP/4xamtrsXr1aqxcuRKrV6/Go48+qrntWWedhcbGRtW/qir5hN9yyy2qv73wwgtD9TUMQ6nc6CG7gJ8SB1ccjEpXJeKZODZ2bdR8f42dTjpJexa5UTbPjPdIyo1eWAqQU8Lf3NohdSp32Cy0SzKgaSZmYCm/OTI5U1cycSCTRClQZUvZFeTGsOemkHJjoJBfvBedsU6khBSsnDWnXpERSGGpTBHZUoVaLxCiCkvlg6TcODWUG41sFp+k3IjHhSk3mYS+QTehJjeaD1CF78aI56ZTw5c2sdyl6ICsLuCXHZZqNRSWUmRLMXJjddBilHmgNNsXE5ICgJoaqiwlRHN1LrnRvleVLRhKIzf0HtULS/ECL6UIu/tRxE+ZLaX3kJ9fF0AQPghSfynRJN7WSBUE/0TAr3Ov2RxURQZUGVNGuoIr70EWCjKKkHgfuW15yI2BWjccxyn6S/VfuXEUIDeMiPMCgcdaDiBLuQHyZkypu4GLC113ZV5f2lBi2MhNY2MjtmzZgquvvhp+vx/Tpk3DRRddhKeeemq4hjToYA3Gpgam6m6jly0F0KwPZkTWq3dTbaOTTsKqIZ8rfDeMrEzMo9wsmVKOCo8dwVgaqz5rBUAnbymklofc6Co3zjJIjfFKVG+0UsFjFgsyWZ1v9ZCvQrHy9ULKDQtJjfeOl4y4xUAKSxVT50Yck65yw6dpRglQknLDiIB2WIoeF0ldcQYgnUu90JTouQnydCw5FYoBVcaUIeUmq8glAEwod8MLtXKTHXab4KUPPiPKDXu4BNw2Q34bBmUNqGLJTeU4qsCkLaJqJJEber1n17hhkAr52cJSuK4YsAe+3v2grH3SL+WGT6GMz09uFtSVQYAFvSSr1k2hkBSDRsZUzEBYSul7K1a5iYrtTrx2/euj6BYM4vXXn2wpp0DHZdXodwWIC1XR5+Pg6NyZW8hP/NyImvAJRFB3Ax9hISkAKH5GHiBs2rQJdXV1KCuTH0jz5s1DU1MTIpEIfD71hbJ161Z885vfxLZt2zBhwgRcf/31OPbYY6W/r1q1Cg8//DBaW1uxaNEirFixAlOm6B9onufB88ZXOWzbYt6TjT0hqtxM8k7S3Q/Llqr02DS3Oaz2MLyy+xW83/I+frDgBzl/r7TQiThq8ee83+KuAAdAiHShJUgv2hqfQ3csHGiNk+c2tODJD+nFW+13Sttbgvvo/vx1IFn7YOGHWCqTOw5XGbhEEHy0W+4jk4V8x5tNJi6rC26r/AAP2RwoM3B+WFjKZbNo7p+tYKOJdO7fnWWwAiDxHomsTvLpn898YGMPJ8OG3x8W66+47dpjRzIC9ojirU4gz34ZgfHavNK+2CTcG+/N2T+riBxOpORrwBUAl+jTPpeEwJIMgQPQI9Dv6rBwudeD3QMOlNyE4qmCx6JdVB2rFNfu+IATSTFLkDh8EHhe7pFl94HnedS6qRLZarOBxGIQ8nwOU248dgv4RB895w5v3vcA9H5iWDKlTPe7aF7f4rWVsAgALPDavMhkMtjXQ6/3ujKX5v4qnZREcdYY+uJx8HxxK2f2wHfacs8NAESScliOkRshGc255wuBS8dVYSmtz5pa6YbbbkU38WMcFwIf6QB4Hlzzx7AAECYsyvu5XGASLPgAQu8eEJ6HIBCV7y+azJ2PAHoPMnTGOou6n6OiQuK1e3TfxxTmYCKYd98+cQHRF0sik8lIKlKls7KoMRFC4OajgBWwugK67630OmgIVlGlWLkt56mixz3SrjrubdE2xDNx2DgbJngmQOh9BRbQhpmC4tnan+elForZ37CRm2AwiEBAzSgZ0ent7VWRm/Hjx2Py5Mm46qqrUFNTg6eeego/+MEP8MILL+Cggw7CjBkz4Ha7cdddd0EQBNx66624+OKL8dJLL8Hh0JaRt23bVtK4GxsbS3pfUkiiXaw8GtoTwobmDTnbEELQHqITdOe+ndjQm3t6/Cl6kzR2NuL99e/DZVUrL07R7d6ZsKJ3g/ozpictqASwf9unaOk9GgAQbGnChpB+S4eZbrrCZatHBx/HBnG/s9u2wgtgV08afVmflYzRG377riZsENSVjudb3HAiiO2NHyFamV/e1jree1spqQj3hLFp4ya4CJDggM+a2+AVNuRsn42uIJ3I2vbvwQY+1zyYitG/b2vagw1W9UrG292F2QCSwXas274OAOBMOqVjUgzC3fRz9rbtNfz+3c105Rfp69F8jz3RhYUACGfBho2btFNmRbR00R5GwbYgGpP0OMfF89zU2pSz/3ScntOtO3djA0cn3fkWD5zow/bGdTnn0pKJYbFYk6lZfD7u39uEDckW1XazM4AXgJtLoGl/GzZsyK8KbNopPogSIWmMJBKVlJueaAq7N2zA7tbdAIBIVwQbNmxAUuw/FrZa0JsIo0nnmPOEICKG3vbu2AIh/CnqASQEGzYXOE8kTsdW5rQguG8bNuzXP/6A+vq2xzuxEIzcAB17O/Bu2yfSWLr3bUekJXd/AhEAYgHHCVj/+Xq4+ooLkXYH6TXVun8vNpDc8ENnip5rtyAFixDqbsPOIq/5g7rbJXLTFe7SveanBCzoCQcANGPP5vXo7SvDvKb34QKwMx5AKM/nTkw6MQFA145PsM+9IScs3hOOaX5uY1g+DztadhR1P4dZKnhc0H1fTAwtNrU2YQOnv29OVBQ/27oD1tBWqQhly7YWdFqMh8tSPJGaZrb1hBHRGZcLdP97d9OFQGesU/UdJsU51AJo3/UZWpzy65simwAAVfYqbNq4CZO2r0ctgI6UG/sV7y/1eTkQGDZyAyBvE0glzj33XJx77rnS7xdddBFefvllvPDCC7jyyivxq1/9SrX9ihUrcMQRR2D9+vU46qijNPdZX18Pj0YHVz3wPI/GxkYsWLAAVmueNFwd7AjuADbTVeSxhxyrmS0VSWaQ+jclAscd1qDbGPGPLX9Ec6QZ6fFpHFl3pHqcHwpAGMh4qnFoQ4Pqb1zLDKD1HYzzO5AS7/mlRy7JNXkqMHNOBvd8+AZSPD1X9ZNq0dAwFwBgeYPGw6c3fAGonad6X83mT4C2dtROmISGBrWCZllXC8RacfDkGuBg9Ril75HneL+YeBHoBqZNnIaGhQ0IfEqQsHIYN2MmZtdr708J8uZ/AWSwYM7BaNAIHUzc2Qjsb0Zl9QQ0NByk/mOHE1gLOIUYeD8PdAKLpi5Cw/zCn5uNjZs3Ap2Au8yNhqxzpQfv7s8AxDB90gQ0NMzM3aBnF/A6ALsHDYsLSPhtACLAvJnzsGDiAjQ2NqJ+Sj3QAdj8tpwx1e1sBJqbUaE4LpaPqvXPZd9+4D8AsdjFruBxzJtdj4apauO35dMqoG87PEjC6S9HQ8PCvMN+YmcjgCjmTK9DQ8MMAEC7vR07PqPkqmL8FJQ3NMDeZweCwKxps9AgXhfl2/0IpsPotBLdY94XTwOg9+GRhy6Gc0cr8D7gKqsqeJ52Cs14+vNGHDerBosX62+reX2nosBqICKWym+Y0wAhPhlAB2r9ThxxiP75tDb6wXN98Nb4DF9LDJZ3/wcgjbn1M9FwcK6SuiO4A9imCEkBKPM4iv+cz93o7aYTT4JL6L7/8H2b0bWeLnynVXsxdc5BsL5IF2AHHfNVubicBjj+UGDHP1Btj2NcQ4MY5pcJm8DlXtcA0LmnE6DCOngXX9R34zenAAGYUlOn+77PPv8M6AScfmfefU9o/BibOjswbvwk1MyIA1uoyf+wJYcZHg9ACf7+l+j9cNCs+bDM0f7MKZs+wZbudtTW1ANhugivn1cvJTtwkblA0zOo9XKoUYx7y9YtwG5gVvUsNDQ0wLKdflb1wYegqqGh389LPcRiMcPCxLCRm8rKSgSDQdVrwWAQHMehsrJwrLqurg4dHdrFhXw+H8rKytDe3q75dwCwWq0lHfRS38fqoUwNTIXNpn3Ye2OUtXscVgQ8+qW2j5xwJJ7e/jQ+bP8QJ0w5QfW3AKiEHYQvd5zipJAIiQ58nwMeZ25FTSXKPFYcOaMK/91GVw21ZS6631RMqpljrZgCZH0WM46meJI7DtFUbE325bwvG1rHOyGw4+SB1WqFT+DRYbUhajN2bpjB0OdyaG7PSGUiI+T+3SeaNxNBtIiem8mBySVdEz6nnApu9P0xkZX6XHbt94j+CM7uKbjPcJqqDOWucmnbCtFTFEqFct7P/ACxNC//jZ3LVDj3XIpeIs4VkMixx6Exbua54ZIIJfmC4+6K0ozC2oBb2nZypRdtonJjcfoBq1Wq/FzmLJO2m+CpRbAvjFZkMEvnc6IpegwdNgu9P0Q/Buf0FxzbWYvrYLNacOzBVYbOqer6dvkhWOzUHA+gzFWGxjY6linj8p9PO8rAow89yZ6ir0Wmbnh1rqmUQI+3ZCYGDTEVfc1n5CJ+4VQY4ACrJXcfCyeVo2cdJTeWeA+tTAwAZZNhDdTm/4xK6mfk+vbDarUi2z8cS2lfX2xOAYDuRHdR3y0tliCo8JTpvq9M9AOG0+G8+/aL7RuiKR77o/SZMdlf/PyS5IlksLd7K3TnWdaCIZKwwW1zI56JozfVC79L9DyJhmJLrFu1j71hqp5PL59Oxyb6Ly0VU1Xblfq81EMx+xo2Q/H8+fPR2tqKnh65ZHpjYyNmzpwJr9er2vZPf/oT3nvvPdVrO3fuxOTJkxGJRPCrX/1KRWR6enrQ09ODyZNHRkoaUFymlJaZWAlW70armJ9XoA+sXsGb8zdmKE6HKVHJlymlxClzZKe+lNoaEisTO/zqbtkiWLZUTp0boN/p4MpUcKQT8Itx2HD+CIAE1nxSTxnzZGcFKcHGTgS5OnEJaeAA9boAxRXxK2goZlksjsKqpGadG50ifoBsKFYdF6nWTTD3A5jJ2FUmZfFoGopZtlSRqeDKbKkJ5S4pLJWxy40AAXU22ESx1k2zFbR+jQYkM3F2dWIDhmKnzYqvLplUVAq4BI6D4CqXOtxbiDtvTyklmCG0J9mddzstxAtUKGY1bpTKTal1bsoUpT702o4o08FJpFNhJm4o/Bmsx10frXWT3QA3luI1IwZKU38x2VKEEGREEjHOrV8DybihWM6WYh5NqUheEYilePg5cV7RqXMDyMViVYX8lKZinWypkV7jBhhGcjN37lwsWLAAd999NyKRCHbu3ImVK1fivPPOAwCceuqpWLeOehqCwSBuvvlm7Nq1C8lkEn/961+xd+9efOUrX4HP58Onn36KW2+9FcFgEH19fbj55psxa9YsLC4kyw8hisuUyp9uyjKmtvVuy0nd8/D05unKQ25IlL4nu2GmHli1YgCoZq0XWAG/skmavg7dbClA0XAxaOjzs6HMlkIiCJ84YYZJYbMZIUTKgvLqZUuJk3xcq/2C3QXYPUhyQIc4CZZSwA+QU8GLar/A+mLpkhtjaeBAbvsFwFgRPxUByVfrhpEbZ0DK4tFMBS82W0qD3IzzOuC30IdwWKDXtVY22ASxknS+FgxyAT9WnVj0+OQp4DdQiHvKQcT7qbUX2Nudv8YNg4srBwD0lUJuCtS5kftKKRYqJWVLJWEH4LbQ+U0vLfrgGh9CFnodxoLtxjOlADlzMxkCEkGJuDHSkBEIUhotKpS91KLpqOEFR5JPgoB+RpVHP1uzFHLT1EebUuZ7ZughmsxInpt81y1r59ETlclNd0JxDUktGNSET1XjJhkBWMNNjZpnw4VhrXNzzz33oKOjA8cccwwuvPBCnH322Tj//PMBAE1NTYjF6Mm56qqr8IUvfAEXXXQRDjvsMLz00kt45JFHMH48Nc7df//9IITgS1/6Ek444QSk02k89NBDsGi0eR8uMBaet4BfnurESoxzj0N9RT0A4KO2j1R/c4nNEDvTGsRF7C9lTdAL0Si5mVjuxgmzquF1WDFPbMSYr4AfIE+UmuXg+6vciBORx+YB4r2SSTFsoAFlMiOAqet6BCGvcgMA7go0i6FFj82Dcmd5EaOXURK5KUDMjBbwS/JJKdygR26yV7i+7ArFQP4WDOLDi7jKkMjQY5nTFRxQdQaPFKhzwwsE3WJYSkluOI7DODt9vScjPjw1yM1EP71eW2w23do8Oa0XilBu+ouwWJOEEyxo6kwVLODH4LHScGJfuvjK34zc6KWCS32lBCIfgxKVGwDwi/Vg9B70NqsFrgq6oEr0dQCtG+gfjJAbh0dOXw7uk9LAlcUVtWrdZN+Dqgd8HjD1iRAO47x5lBsDdW4AdWfw/ig38UQKXk5M4c9TIqNSfNZ0RZJSA1aWfg5A0TyzU6r6nMgk0BqlpUGmBabJC11XWd7PGmoMq6F4/Pjx+POf/6z5t61b5eaQTqcTv/jFL/CLX/xCc9uJEyfivvvuG5QxDhRYjDIfC5eqE2sU8MvG4eMPx7bebVjfvh6nTj9Vet0ukpv2tMZkKCo3jlQQAK0NYhQPXHAIMgKRwyF5atwAivYLmsqNaCgdCOUmHoRfJDdGKv0qH8x6Mjyb5HWb7Lkr0Jymk98k/yTdVhqFUJpyw3pL9U+5YSEbC2eB1+4FERkfC0uxzuAexX5yKhQD+VswiK8JTr9UDV9buZHDUqEC5KY3lgIvEHCc+oEFAGXWJMAD3WkHphNBuh6UYbeJfqbcWHWVm5CygB8g17kZguJkYZcX4DthF2zY2hbGvl5j5MZrKwd4IJzuybtdNniBIJXJX8RPVZ3YW0XJXhHXrASR3ATsXnSkgpqFIhnG1UwEQoAz1ASw7zShwdjnlE2mD+O+fUiALoADLhtsFiAjUD9LedbhzFZquuJdmOwvrEJIc47gQLlbX3FXKjeEEN05Q9kZfLewG4Ai9FMEkjHFsc2j3FR55RYMh4mq5l8/+ysOqT0EsypnyWEpPkkXK64y7AntAQGB3+GnPRL30QjLSApJAWZvqSFBPBOXKk3mU266NIqT6YGFQlQrDEJgFyeM1pSWckPJjSfTB4AYVm4A+lBS+TwKkBtJudEqKmak4WIeSOTG7gbivVJYqpDkC8iExWW3wGrRnmCk3lJaYSkAcFdgv6jclOq3AfoXltLtCm609YK4gvTZfbBw8jTgtrl1O4Pn9JYCDIWleEW1bM3MPDsLSyUQSeZvnNkp1YFywG5V7ysgtl9oS9gQSUdAQBmVitwoWzCMROVGJHpOwYpNLX1oCYoF/AqQG5+NqrLRTHHKjdKTotdbSlJKCZFrGfVDuQnY1e0xtFA3kRILHyM2FdMk5bkgFIX8lB3PXTZ6v8c0Qp/ZVcKNFvJj9y4RXAi49ZMz2DXIEz5vRXJ2zQWTQSk0nO+ZoYd0NAgASMEO2PSfJ8xQ3B1JYvnc5ZheNh3tsXZc+J8LsaZ5DZ1HmPIphqak4n2B6ZSkMb9NmUluDjgwv03AEUB5nhYBrICfEeVGM4abioIT6yI0J/XDUg6k4UESE4tQbnIgeW60Vzdy48w8ptwSm2dme278ourA1Ih8kMM6+qIla7+gH5Yqx3473abOX3w3cAZl+wWBaJBADUjVlfW6gkvKTfHViYH8ncFz2i8ACnKjr9xkRFLAcYDDqjHlMOWGSyKRFpDW8EQwaPltGDyisbM1YZPIm8vqgsMqr6hZC4YeqxUJne7PqqaZwJB6bsJ2et+6BQ4f7w1CIPRe0vq+SpQ56L0d44NFfZ4yRKNXEkJSbgQihyn4lK4hWxfifgIGOmRPm5KlcBsJSTEwBSG4T+547lCQGwNhKaPkJiReG0RwyteLBlSLhjzfm5Gb3jStBVXrqVWpp0aREZWbhEXDe6kAUz+D8TTGuarx2GmP4fDxhyOWieHyNy7HP7f+E/CJYT7RVJzTDXwEmokBk9wMCYyEpABlWfn8hmJA9kaobhSRLKSIFcGMPZdY2D0gNjp5VnLhopSbHCgNxRpwGlFuBiQs1SuHpQx4bmRDrn5KYd6u4IDKczMQyg1gLGOKEFK4cWaxfaUUqgYD8xBlk5uc9guAIc9N2kY/w2WzasvxzHMj9lSK5jEV5yM3LjEld3/UmtNZmyHgCMAjhshaxVT+bAyrciP2rvIINGQEUNWmUOiTkZu4ECzq81gWm9uuc26QZShW1pjRCevpgqdhdyPm2hlTJoMnivEUQ26kjKm9iIuLAbfdCpfYlFKrrQpTUzyiH0jlO8mD7rj4HXiXfL1ogOM4Q99bar/AU3JTit8GAPi4SG6s+a/ZCo8dHEftNL2xNMqcZXjg5Adw1oyzwBMet7x/C+72OyEAUiuMphA1Ok8vm0530pfffzlcMMnNEEAyE+dJAweMp4IDOhOESBb64APA5TYh5DgILjoJVnJh1AZKJDeCAPSJD4Z+KTfBoj+aEKLruTGi3MQLNM0ECvSWAtRhqRIzpQDAaXXCyomfZSA0lcwI0gNPt3FmkR3BtcgNI87ZncEZoVL15zHguUna6ASrmQYOSNlSPgt9+OVrnqnVV0raDU+P4d6wRff7cRyHiYSOozWirpTMIHcEHwbPjZUe43LFa4VCUgBQ4aQhZx6JokoLKJUN3W3ELuUuQsQu0SLpKDY0xZQbtjDL85B3OOwIWxTnrijlRg5LqZUbsSWMhiLLjhmbo40airti9DtwxJW3qzpgjNQxgpQArZxeit8GAIhYNTlly6/c2KwWVHiY74beW3arHbcccwsub7gcAPCIJYqraqoQF8t/SMrNCE4DB0xyMySQ0sD9+ZWbrrBoKC6V3IjKTRhiTDue619Iiavyae5EjmfBMKIdgJAGOIvchTcLjNwMtHKTFtLgxZTvbOWmmLCULjlAga7gAIhLDkv1R7nhOK4o341S0fDoem6KU26ylQ1AzuzINnx684algrkfIk6wSSsjNzrHXByrj6PXf750cF3lhk/DImZ/NYUteb/fBDGPoiWmXQRUNhQPg3IjqguVkO+bQjVuACDg9IIIlIzldHbOg0I1bgA5LOVm2VLs2iomHVzgAYHVDyoHUDhzKOFQeGwmLDL+WYqwlJbnRlO5YeRG9LcYDUv1iOTGxhUO8RshN2wBkbLQum2lpIEDAJFU08LXLAtN9YgJLQCdmy5ddCluO+422MFhtdeD7zX9E13xrlFR4wYwyc2QgIWlJgf0ZbtoMiOtMgrF1wH5ARRJRWS/hkhuIhaxK7LGCjgqtraf5snfFTkvmJnYPxGwaj9k2YNMU7lh2VKZhK6pUw/KehSy58Y4uWGqg262EQorN312F6JimQHm4SgVxZAb5UStZ4Y2qtxoFbhj0A9LiRMvL0gZNrJyE6KKnhKicpOwFSA3knIj9n7Kp9zokRtF48PWhA1dsSAAbXIzkaOTeYtOsbacsJSk3AyB50Y8rVWQ7xsj5MZtt4Fk6Pi6Esa7WkvXVD7lJqNQbhwe+doqRrnJyJ3FA065CnY+JBx0u27XlOJSjJmaHO9BJkGvCyW5yZcKzsiE0bBUr7h/h6UwufE7C3uNJLXQRj+/VOXGIt4PGXvha5bVumGVv5X48kFfxsM1J6GM59GY6sY3XvwGoukoLJyFqlzpuNy5XUfFHy6Y5GYIYES5YSEpt92a98HLwCZtAiJ7TcQwT8xKH1haD4kQR/822VlCES6GAn4bQBmW0lBuHH6q+gBFqzdsorVb7NSgpwxLpQ0oN8xzk1e5kf1CvKLkPMN+sbFhDbHAZeuHbwkKcpMpTG4iUhp4Hvm7WEOxxuSnZyhW1taRVCTpoUMkj40E8fe4aGrU7WFmlw3FAPJmTOmSG1FdScGGNGxoDlH1Qou8TbDQc9aqE3qQDMUs+4WR5iFQbiJiznyFIB8DI2Epp90ikxuDqgOg9tzobsOUGyLQc1WKcpORFzFlbhpCK0RuUqJys99Vb/xzAMAVkK5Lp+ircjuscErKjUZYKpMVljKofvWJJMJpNaCuGVZuBFgc9PNLJjfiZ/Aa5D4bVYqMKS0sGTcXj7e0YwrnQEecqp0TvROpUZ/VO3P45UXrCIFJbgYZsXRMKuedz3MjFfDzFzYTA9Sv4bTSi1JaCYjKTcLGyE3uQ6KH0Al6vK0f5CZYmNzIqeAayo3FIj8Ui8yYYpOQ2+aW3u8TCUgkFSnYjDVmIFtKSS6zy7cDwH5CVzh1xhKc8qI45aaw6iQrN6WHpfSqFNusFomgSKEjuwtgBC+bqIrKTYyj15xTV7kRyQ0xoNzoeW5EdSUuhgfawnQsWuRtovggaklpX3v6ys0QhKUIvWcrFAqlEXLjtlshZOj4iiE3cQPkRvK4SWEp8d5LFUNuxAcnZzEclgqWzQIAbHIX1zQSgBQi8cSor8ptt8KdJxWcfUem3HQnug1lMIZFUu225ve2AMbIjdXCwesJg7NkYONsJSvDVlZc0AC5qVRUKdaErwZTMxn8PV2BJTVLAACzK2fTvylDUiXW+xosmORmkMFCUuXOcumhoYVizMQMOTcLy5ay6ys3HTydAKushTOLdMHCUnnc8XmVG6BkU7HKTAyowlI84VVhKy0w5SafDO+0WaT7NKYRmtrP00l9Ujp/TRYjKIbcRCTVyQi5MWgo1lA28rVgkNLBVabicvp/tqlY/D0qKjcuXeVG/LvYG6okzw1TbsTP6hTDUprKjVhnpUXnIaNKBc8kqb8MGBLlJiT6hsrSMdQFHKj0OjB1XGFy47JbS1JuWIjGled+UBXxKzUsJTZ0hc1luBXBtoO/j6XJu/GO+yTjn8MgZkx5E7SSrjIVPFu54QV53mAeOp7w6E0UXnixIn5ee+FrQ/reBUid20tr+9R6Jmk2FjUCm6hikzx9pRjGidm5XREdciNWfK6IduOhLz6E3xz7G1x7+LX0b32M3IyskBRgkptBh9FMKVad2EgBP4acSUJcOWcc5fR1DeWmJUUnpnIUDuHookABP6BAET+gZFOxqmkmAMR74SYENjHrqJDvxoj6wXGc3F9KQ8LeLxpt65JxqSR5qShKuWFhqTwPIqOGYr06N4B+thSgV8iPqXCK7TNJKRQRgUheCig3TrEzs14LhmSGR59oktfz3LCmmb0J/WywiWLYrSMTRVrIvUdCcYVyk1QsAoYiLCU2qfTzPF7+4WK8/tMvFMzCAURyw9NzWZShWFJu9B8Fcio46UdYipEbp+FWBF6XHU1kAqKpEiRS8WFbxsiNynOjvr6UC6KAM4AK0RNkhCTGxHCyz15YuSkzkCUGAA43PX/VztKTFRwZet1yLiPkJn9YStlfyml14swZZ2K8l1Z+HqlmYsAkN4OOfWEawimcKWW8gB9DziQhKje8uJLWUm72Jigp8PH6pc8LokABP6BAKjhQsnKjCksRAsSD4CBPLoXJTWHPDZC/v9R+0bA5KZUsrVKrAkVlS7E0dkNhKYOG4jyp4FqTsNw8U3FcJKKquKYS8nsjoGPRTQUXH5Y2ZGBDRjcsxVaWdiuHsuxqsFkZTSFRddL6flX2MtgJgQAiVQ5nSPOC9MD3u+yy38bm1jXPDyTC4nXgFwjKEZEePIXgLlG5MeK5kVLBBYGav1nH+aIMxaLnxuqUzkk4HQYv6MwPUBTT1CvJkA/iw7YsRVOq83lu2L1n42xwWByoEqswGyGJcXE+Chgwm0vfu8AcZXFQG0O5o/RkBVYWweI2QG4KhqXEIn6pcO45DxZ+FgwXTHIzyGDKTb5MKWBgw1KExbSzlBteIGiKUX+EKx00/Dk5MGAolrKldJWb0vpLqcJSyTAgpoX7FRNmPsQM1LkB8rdgaI7SCXNSOlNylWWGUlLBB8JQnJfc6BiKAcAnfnbBFgyMcDv8iDPvcYFsKSB/Z3ApJOVz5hacExUWi+iLiYkrVy1lyuJwY0KGfkZLVq0bpWqkUm6GwG8DKLxQglAU8XfZLaV5bqRsKf37QTYUE3qupLBUMcqN+OC0OaXrC8hfeFOqq6RXKTwfxIftuIxIbpTtF7LIkrRgsrvBcRyqXJTcdOpk0ymREElEmQFyw67FQsqNIGZKBaylkxuXOC6ru3CW2ThFfylNOAOA6O9EJKt8gqncHLgwWuNGnriNGYoBjZWA+KDlROKQvQLuDCfRLdAJ0JYs8aGcjMgPdAPKTYoXIGhkHJXaX0rVV4o9TK1O+MSJo9CqiD2U81UoBvRbMGSEjNQRty7Tf3LDKqIaU24Km6GNGorzhaWUqeDZBm1ZuSlQyI+dG1dA8l3pZktZHYAYVnQjqavc5KtOzJQbm4feE0mBHk8t8gabGxNERZGdSwb22W67ldaBGsIaN4QQiZz7BaEo4q/03Bh5KDPEijEU54SlSlBubC7YrXYprJwvNFWwmGY+iGGpKp4+jFWem6x7mpEbttCoclNyY4Qkpgg9BuUu48pNwSwxjta4cYtNP0uBR7z+bZ7ygtuOU3QG1wTHyZ3Wo1nHxCQ3By6YclOoGFMpyk3OSkAsuW3z0RTK7Gyplr44egh9DxfrLs0vIlaphLOMplzqQLlK1zQVl9hfSmriZ/PI73WXG5Z8i1VusvvQtEXbwBMedgLU8Hy/yY1PfGga89wMTFiKEGIoW4p1BldC03OjRVRZWMpVJnWG11VuOE5SbzxcUjcVPC+5YSm5Hjr2DMTwjla2iN2FiTrKTU4BvyFUbhJ8Ahmx0F3xyo0VJEPvgZ54j+FeZbJyo/8oUPWWUik3pRiK6eLNiIrhlSpil6DclNP5dhzphRMpuO0WuEVyne2jYwX82EKDhaWMkJuMSG4qDYR/jHiNEpkEkqDhMIdQW3CfenAT+p3Y/ZAPTLkJJzJy/apsZPWXAkB9VBGqjJnk5gBDJBWRyngXbr0gGooHwHNjl8iNesXT1pdAL8TJXsjk1iUxgjwhKUKINFkpV+nahfzK6f/9CUuxyd9dIU2WLHtBD0YqFCv/ni1hN4t1M+pgozdPf8NStmKypQyM3YChWNmoU0vZyNcZ3OfQIDeayk2f9LeEOGHmNcYq+ksVDEvlUW5cPvH7WERjria58UhhqWzlJrc6MatxMwQF/MTPskDswF3EteWyW0Ay9FrKkIxmSFELhTw3qnYnOcqN8W72sqGYhsXZdZdvnJJykyd7ThfuCikLbyLXDY/DBqdObylGbiTlxmWc3PBis9YqrwFyo1Bu9EpWsOxawruQSRffMBOg58wH+p0cvvKC25e57VJRUF3fjWQqVpAbllhi9wCecSWNdTBhkptBBLtQK12V2pOsAv323PBpaSJ2+rXJTUswjiQcSHJiXZKY8awKCXkypR7Y+ACOeeIYvNfyHmxWC2ziDaOZMTUQqeBS6KNcUkAKem6MqB/QV272h+n3rxMLwfU7LGU3HpYqrs6NvnLDyLDdYpdqJSnBcVzBKsWRQi0YGHF2BqQHqG4qOCDXukFCN1uqM0IJi2ZGoaiw2FwBVPmt4CxiOrdWKqzNhYki4c5WbsLD2VeKqWmcjXZvKjIsBdggZOhxNOq7iRdQ1TJCRmp34iJC6cqNIiwFKEI/eaopM3U1mRGQydMpXhMcJ4Wm6rguuOwW3a7g7N6TlBuDYakUnwI4er1Ue4yTm7SQRoLXrszO+jYJqWqES/EaAUimefhFcuPyFy6sZ7FwUq0b3dCUFJZShDxHcI0bwCQ3gwqp7YI/v5k4msxIN1xR2VJKcqNYNbv8lEVnh6Va++gNFbeX0xdiPYY/S0KeAn6fdnwKAHhn/zsACmRM9TMVPDssZdSsx1Zt+ercAPr9pfZHKLmZZBPJ6gAZio00O2ReAd1UcEGQHyJ5lBul30avEzQzfeY2z9QyFBdQbsQHqG4RP0BaZXu4/nlu4PShtpw+CDlw8GnVH7G7pbCUnudmWPpKieTGx4nEqgjibxcXE8VmTMULtF9gmVIA4LY4AYu1f4ZiK32I1nioEpCdraaEksRrVRUuBCKGSuq4LniUvaWylCCloRgAqj30QV7oGCoXJDX+wuEfr90rNcrVC00xG4OQrNIswmoE0WgYNk5US73lht5jOGNKi9yMwEwpwCQ3gwrJTGzQb+OyW/LXMMmCqigUe8g6y+D30NVR9kOitY9OVBmxjkNJ5CZPAb9e0aT8WddnAArUumHZUv1RbpRhKbuxsFSxnptsCbs5TMNSk0Vlo9+eG/Hhmy9rhEEKqekpN0p/TB7lJl+mFINeIb/iPTcB6fzrGooBhXKTRLgfYSk4fKgK0HPssHhg4TQ+0+aSw1KRVpU/Jaf1wjAoNwG9is8FoKx1U6xyoxfqZIsJGyGw/3/23jtMrru+Gj/33ul1m7S70q4kW9UqaF1l44JNcSgBY6pxCDGEEAKBkBdSCHljG/Av8CaEFhKCCaY6cSAU08EY27gXLFuWVSxZdXub3ekzt/z++JZb5tbZmZVW7HkePbuanblz584t557P+ZwPI8wLNBQD/shNJCQiLNl3OPmBmiE3YAPCpMlQbL1hYSSF3Wh00/EQXtswT/cNTY2gM+49hkUQBM+bMDaUUq2tcA2zdEOlkAMAKJoAyYfRGdCD/Nhk8AbYlaVOYzMx0AS5efDBBz0j7pdBwAP80l5+G70k5XQnbQfuuakZyE08yyX1+Urd9F2N5OgJJkGn7S6oLNVIbnL0ZLx/Zj9kVXZXbtymSbvATG5m+bLSPrulSgE9N07Kzeo4PdgXsRWcldRSTuTGeLEJuZSlWDqxC7nxmgxu3y2V0x8zKDfs+/ftuXEsS7kZivXhlh0p8n4hOKhX4Th6ZQWiRkzTMxWd5LMbgswp9NykaXkk6L5FfDeEhPkN8vOaCs7KJzHWBg40SW7MhmI/5AZw7lr0gxpNGyZlKfNUcON5kSk3rCy1Ik5UikK94Jp4PlEi+7imRHWlzwNejQ86uelxHUPihholN0Uh4btc1J1kQX7uKcUm5Yb5L0/DdGKgCXLz3ve+F1dccQU+8YlPYO/eve1YpzMGfpWbyXxwMzFgOVCMKgY90OqKZupUYsqNlCI15ebIjXNZiik3VaWKw7nDHspNB/lZng3UtWXruTEYit08N4qq8XXx9tzYB4gxz80Am/kSkJw1vA+9UPgpS3kaitkyQjEyv8sBbp1SDE6eG9/jF9jvUV25cSU3hm6pcl1p8FhommaIS7C5SzYoN+kEWTdBcyY3YQAr6G5n9N3Ml5mhePGVG6be8VJaQFWzmREMXp4bfa6UakNuApSlFLOheGXcH7lJOhj7/aCSJMfooDCFsKR7blTN3MHJ1Cl2o5EKp7gXzW07ThbJPi5oMV8p0oB7O7imaSbPjRPJ90K1SM7DJcG/IdlzBINbWepMUW4efvhh3HjjjZidncU73vEOvPKVr8S///u/48SJE+1YvyUN5rnx7pQKbiYGzO2UGisxxTuRioQ4YWfdH3VFxQS9OEQzdEcNSm5URW8Ft5Cbslw23eU8M/UMIn6UG6UW6A7QlHNj8NxwQ7GLcmM8QfrvltLXvVgvcgK3mn2nLSpLFeWi76GfnsqNz6GZrmUpp8ngtoZim/ELzFNg8Nw4JhQb1jkOso9a79QLVZmTJNvhsgYSkoiRE7QiO5QKqKq1ir6Fkdxwzw3bxovouWnIHmqiLKUycuNi1DXCa3Cmaa4UL0s1YyjWxy8AAZQbO6XQJ0pxQm4GRHJBZgnFQONxDejKjSAI3FTspoBNFcn3JcI9MNMIt7JUrprjj6u17qY9N3KJLKMseI+EYNA9N0HKUky5cb95P1UITG6i0She+tKX4pOf/CQeeOAB/P3f/z1GRkbwute9Dtdddx2++93volZzYH+/Q8jX8lzu9ipL8YngAckNuzgpmoISO0nEOiCKAr8AspP1RL4KTSPR9bEs3VGDkpvCOGkhFyQgZQ6Ysl4E907v5QZS25TiaJoHtwU5iTt5bvzk3LATmiQK7v4P6CdVYzoqU22y0SzS7PO3qCylaqr30E8+OsKJ3Cx8rhSDs+fGxlDMVDilCtRp6ZOXpTJ6K3jITbkh65wRybkjb8m6YcQ8FQ3Zf35OQtKIRMhz6zWH4ylMSA9PKS4ayE311OXccEUt1pwfjZSlgik3FS9DMd0n7ctSQQzF+vgFQCc3U+Up1xEMXLlpoiyVj/WT98IsoNQhCfpxb9x/eVnKcNz46ZiaKZPjKARvvw2DW9YNK0mtiPUBWqTpspRM95uyj0nlDPp8KefJ4GShM6QzV64BeXrcnImG4snJSezduxd79+5FrVZDb28vvve97+HlL3/573zJytgGnvK462PKTZB0YsCSR8LClahRN0NldXaAjObISaovG4OYpJkEQckN89tkVjfM2TH6FgCi3LDW34qdciMI9nf8HvDy3LgZiouGso6Xt4kNzmQJroCecTOQGmjaEG1FPBSHAGqalN0vFp7jFwLOlWqG3KTsDMWRNMCMu4yoBgnxA3i3VDZEyIVdujbgUrqlIX6IpiCFyIW0Uo3YtxDT0shqmbyXnXLDDcWL6Llh+2462ty+ReZLBfTceCg3elnKRrmpNTc4EyCmXVEQyfRtl7T0pF0Z1CcKoS5UtTAkqECedMUlHRRZwJ7cuKU9z1JyExH9l3/cylKsJMWU/kJNtk9394BG16sq+SfkTLmZcuqWinfqx3hpmij4mkqOJUZ8TjMEJjdzc3O444478Na3vhUvfelL8etf/xpvfvObcf/99+Ozn/0svvGNb+Cd73wn/vZv/7Yd67tk4NdvAxjKUgE9N4Ig6AcLO5nRiy6782TS5ghtA+/PxPXApaDdUi5+G2YmZuvzXO45hMPkwtLK+VJOnhtW3vGj3Hh1SgFGQ7F+UuV+m7SR3CxMuREEgas3bsRMVTV9/Z3KUuxi40FuuKHYLgOGwmkyuK2hWBTJ/BlAV2y458bYCu7dLZUJ1RqXD/NcqQZomql8pNKMD1WJccXHBLp9+qvkmDC2g8+fDjk3NCEX1TlSCvaJhXRLORHPhrlSwALLUoRYhsQQumPkPDReGnd8GVPpmkkpLtU1DGv0XEf9IQkbsmQ1FAP+lJs5um9EW0VuqHJzdvYsAGS3bobUqfTGohZIufEoS4kSwPbLwoR5ePJpmHEDNEFuLr30Utx6663YtWsXfvazn+H222/Hm9/8ZqTT+p3N9ddfj+PHj7d0RZca/HZKAYZ04oBlKcBwsDDlhJYIdHJjVm76O2IGctOkcuNiJt7StQWd0U4S/iURpcNWuTGsa5A7VNNUcDpuwphzU1EqqCv2teqin4RfCrup4LxTKrVaJze1gp7h0SR4kJ/s3DFlVJAcyVkbylINCcUG5cbkEbJ+l0zxiWW5edO1LEXXOU3LUlYzpatyI1dJuRQAoiluKteUODfRm9+Lem7slJuypSy1mJ6bOv1eaM4KALNJ2wPRkG4ozlVzjscBg2ow2Du2gpsMxdZW8GYMxbo6zX03RWffjW0Z1CfKdQXDGrkgC/RibNcFaTUUA/DluZmn5CYe8k8i3MpS7Jpxdsc63gLfVGmKkhvZLuPJAZ7dUoCu0BQnDGbi07MkBTRBbr761a/irrvuwp//+Z9jcJB8MEVpvHg99dRTC1+7JYzFUG4A48HCLvRMuaHt4PRkzQL8+rPx5smNS4DfbIWQm85YJ7b1bAMAVCVysDoqN03Ml+InWzFquIB2mMLanDqm2N2f19BMwDgV3KYslR4gs7VoOWmhHVN+gvxK9OQuCi7G3FaWpTwMxdaOE1OQn6qaylK+DMVUFUgJ5FiwZt24toEbFa9IihMyTY1jOGeTBEsNxcYRDIyozVtD/BazW4qVpQyjA4LsW/GIBE2JQwTZd9noFycYbzqcPDemVvBw65QbQA/Lcyv9LKQVvFxTcFKjRNFCboxkyWooBvyVpVh3WyIIuXFRbhi5WZddx8/fzRipxRojN/5LqUy5KdWUhvgLjiRVbopTp32nFNAEuenv78f111+PX/ziF/yxr3/967juuuswPDzc0pVbyvDbKQU0bygGjAcLvaA3lKXoCZzewa7qiAFxmnNTniUXIr/wEeDXGe3Etm5Cbko4AsCHctNMWcqolsQ7IIkSJwlOpamSlyHXALuTIB+9kFpNSjHGdvYFgAf5ufmFDCU1R7+QT+XGT7eU02TwhKF8Yc66Ic9HJUfJBn1NzGcrOMu5EZpQbpjfJpwAREknN0qcK5YmhKIABD4ZvFgv8tfwED9WljIYldsNTjrD6ab2LeJxExGXyGu9fDfGi5iTqmY2FNP9ipWn5LL/84clxA8AehNkMKRbWWohreBG5YaXpWzKXM0aihkp8vJUGuHU+KCoCr8hXpdZZ2gICd4xJdJ9Vg2wXqloCBGJ0AFfQX45Q1nqNEVgcnPjjTdi/fr1uPDCC/lj11xzDbZt24abbrqpleu25HD7I8fxw6eIxM12VK+yVKlmGL0Q0FAMGFoLWUmjwVBsp9xQcqMpuvrhBz4C/Dpjndjes52sk0bIjbdyk/P19nWlzqcmx5lcn+gGJPJZvUzFrH7tJwXaOn5B0zSu3Aym6Odvke/GT1mKl9TcVCefyo2fED+nyeCiKPDt5ziCgX03UgSaFOXk1o/nJkGVG+tkcFfPjaV0xC4cmhrn+70JggCEYohrGrqoQjVaHEVNVrkalYmFzV6exfTcRNJNzV5j5DEmks/k5bthqmQ0JEIU7QmzyVBs9dwAOmnxgmX8AhBsBEMz3pNSzViWIucuu+RxO0MxC/Jz24ZlhU2eD0BuovbKzWhxFDW1hogYQX+yn9+czjdRlpJYWdbFU2eFIAh6SrFXx5SpLHV6toEDTZCb3bt34x/+4R/Q1dXFH+vq6sLf/M3f4Mknn2zpyi0l1GQVH/n+HvzlHbsxXpjlSoZnxg0N8IuFRef8Ehdw5YadZOhJ0XpwsHTi/myM3LmyO9EgpmIfAX4d0Q6u3BTUYUCotky5MXYTJdhJ39CSzhQQp2jzEicI3ts5aTgJapqGqfIUqkoVoiCij71nE2U12/cKeZel9E4pt6GZ/gzFfpQbt8ngttkjRs+NYWhmTdV4RmPU1XNDtkEcZD8N1C1lKR3xu2IlhmE75QbQTcX0Dn2kMGK6S07FQmR7stEMPi9gdbWOu4/f7XsqtxEmctOE2Z6VlqJCBwBvcsMngruQfXPODSU3xvRrv6UpG+WGEYjJknPph3lummkFr9Qby1JJG8+NnaGYjWCYKc+YxnMYUVXI67IBiC+/GbV4bpiZeE1mDSRR4ufvZoL8wjLrHPRPbgA/IxgMZam5M7AslclkcOTIkYbH9+/fj3jcf5jRmYZISER3MgpZ1fDAsf0AiLRpNKnZYbLJ0QsMnNyodIe0eG7yFRlVWeG+nv4sPbkEHcFQzesn2szqhj8zz01XrAsrEiuwMrESGjRIsRHvbimfd6fsLjIkhBBmpCzdy//OtoXTnCa9tOOt3LATPvOWMDNxX6IPYTFsWf8FlqXohdNtBIOvTi8fIX6yKvP3cfPcuE0GT9mYrU0jGCqNZmLAy3ND1jmqOZAbP56biJncOhqKAd1UHCXHwWhxlN8IJCMSJFHQSRMEXbXwwM+P/hx/8eu/wKef+LSv5zPUFX1SNCE3HeQPQZQbGr0Q1nwqNzXy3Ti1gQMG5UYzGIpFUScpPsaGAGhoBQf8laWcksL9oFST9bLU3ElAU/lxzfbdmlLjarDxXM06uWRNbugYZKiphNx0+pzfBDh7bpjfhnk0U1FzlEcQRKgCLMSDkZsuzxEMVLmZHwHmqAXlNDYUB5YK3vrWt+Ltb387XvWqV2FgYACqquLIkSP4yU9+gg984ANtWMWlg819KUwdquLJ0ecA+O2Uat5vAxi6WpisbNMKPj5Hk4lDIh9tj0Q3kDvmn9ywklQsC8QaDxp2Auigasb27u24u3Q3xPhJ+4RiIPB8KVMbeH6MPJjSyY1XSrE+V8qP50Z/TrmmmNvAGVpVlqJ3jG7DMz1HLwC+ylLGkp2XVyAbyWKqPGXTDm5XluogP03kJsPVAUEAr+nbgl5Yoiq5wBtVIUXVMO06V4rdqaahaZqpLDViZygG+MW5P0LWe6QwgnzaMnrBSJp83ng8n3ue/Jx73tfzGYwm+GQ42ZQqyEIzQxo5Pv2WpfwoNyTnxkDwwnGixvhVbpRGcuOvLNWYS+MX5ZqKcXRChQRRrSNcmUYyMkiXR/Yvo1oaNyhSYSmMzmgnZquzmCpPoSvWBSvqGvnsXQn/JIKRm4pSQU2pIULLdEfmiGCwLrOOPM8S5REEUYXstxK74fCJHpZ141WWGnuaWBrEcEOY6+mEwMrNO97xDtx88804efIkvv3tb+O73/0upqam8MlPfhJ/8Ad/0I51XDLY3Et23IMzZEf10ym1EDMxYLgTEEVSz6YXNqOheITevfZnY7o6FLRjivtt7AkbC/HrpAFkrGNKip10UW46yM+Ayk08FCdpyYCJ3HgNz2R3a44heAYYU4yLNRljRUKm+pP9hvVvTZCfr24pr9ELgC9DMds2iVBCV6Ac4JhSHHEZnlnOWQL89DZwV2WSqgJhRm4Md6wzxRpUjfALTs6NMJCQYr3IywiaEsdMscYJlglMuaGlzNHiqD56gXdK6cGAfsFUiPGisxphB/a9JMNJUg5swmzPFBjRr3LjEeAHOAzOBIK3g9soN6xbar42z0mUFQm7fc0nynUZCiTko+QcESmPN3huWEkqJsV4GZaBTwcv2W9HBWX6PP/kJh1J89BOo3pjVW54WaqJzx1XiXIjJYKRmxUZ8t2MzzvcELDhmYxwZwdcZ9idagQ3eQB46Utfipe+9KUNj99+++24/vrrF7xSSxVb+sjFdaR4EhD9dUrxdGK7eTk+YCI38U5+h5kxTAYfM5qJGQKTG2e/jaqp/ALIShnbu4mpWIqfdPbcBLw7Nc2VYuQmrd85pMPu5CaIckOeJ6EqqyjXFE7euuKGO7hFLEuxWU6ufiEfyg3PUvHR/cPJTc2pLGX03DCPiMFQHM34awMH+MUyrJDPYDypsxuArkQEYTv1x+C5Yd99WAwjGY6iWFMxOlfBWT2WshJTbkJk2xs9N3o6cfCMG0ZuJkoTUDUVouDv5M8UNR5p0ExZipEUn0F+LKDSjdzwXCljtxQQvB3cMn4BIOeumBRDRalgsjSJwUxjiSNlMwbFL5ivphTvR7Y6gkhpHImsuVvKzkzMsCK+AodyhxzndGkC+UwrUv5JhCiISEXIfjpfneddWcxzcxYN8EtZul2DIE7LZeGA5Gagk2yDk7MOhJWRG4bT2G8DNEluDh48yEcuMIyPj+O22277nSY3mym5mauPANFgZalmAvwA3X2fF0Ugru/MmbiNctNhmIHStHLTSG7ytTwUjZwsOmNm5UaMTKPoNKk74N0pIzeJUAKYZcqNHv3tqdzwVnB/E3wTkRBmS3UUjeQm2npy46csxczQrn4hH4ZiZmQMRG4ch2fadUvlTAF+vtrAAa4KSGoVIlSTHO/qtwFMJMTYCRbqSODQRAEjuXIjuWHKjUS2/UhhpCUZN6zEImsyZioz/OLlhYZgxYAlW0AnkJqcAkKtLUvFVNVSlgqq3NBrhcFQLAgCViZW4nj+OMZL47bkxq67yS8YgSknVwG5JxAtjyPRYzYom0JBLXBrB6/LMkADJ3uTHYHWKxPJEHJDv/OyXObKsK7cNOm5UeqI0eGzkYDrNdhJtsHJWQfCeqaTm//6r//Cxz72MXR3d2Nqagq9vb2YmJjA6tWr8Rd/8ReBljU8PIybb74ZTz31FBKJBF75ylfigx/8IESL1PX5z38e//Zv/4ZQyLy6v/71r9HT04NqtYpbbrkF99xzD6rVKnbt2oWbb74ZnZ2dQT/egrCpNw1BAFRpCgJ8BvjRbqlmAvwAg/teFPUTIowHRx2j1HewyqTc0G3jl9y4BPgxT0YynOQ15Gw0i85IP2Zro5hVngdwZeMyje2umubpazCXpYivyVjz5a3gDiShHGD8AmCcDC6bQgo5WkRu/JSlil6jFwBfhmI/nVIMXkF+ZkNxB/lpVG5iWb0N3GNQqXGd46iaQvz8z5VKm0hCRzbGyU3j+zFyQy62s9VZTBfZ4MoFKDeGctR4adw3uWn4XpooeTIFRpXTQIiE+Gma5lgOZIZiN+KpG4qtyg0jN0G7pczf4YrEChzPH3cMy2P7WlOeG0reqklyzoqUx3mUAiNLTLmxa/zgQX423VwTJb2ktDIVzLibiWQwjGG+r7LYkGw0y88vTefcVPUbu2hAcsOUmxMzJfv9JhQhxzkj3Kc5uQlcMPvP//xPfOUrX8FvfvMbhMNh3HPPPbj33nuxbds2bN++PdCy3ve+96G3txd33XUXbrvtNtx111342te+Zvvca665Bnv27DH96+khO9+nP/1p7N27F3fccQd+/vOfQ9M0fPjDHw760RaMeETCYLcGIUQuUoNpbye5o6FY8cfYeVlKEqGZyI2u3LCOkb6snXLj88LsNnqhoreBG7EmuYmsg9rYXQdAP4GrdV93gGZyQ02IhrJUytItY4WvrBgDjJPBeUhhG8mNW1mq6Eu58S5LBSI3jsMzbe6meRllzt5z46XchONgic8JVE2eG9eMG8BEQvjni2awuoNsB1tTMVUQMqrGS0Hs7rnRc+OvG6ZQK5jiCoL4bhgh5ybvBeTc1GvkIlWWy67DWH15buxmSwHBy1I2hmLA21RsF6bpF+xmRqZNAJHSWEMrOBu9YGwDZ3AbwTCezwEANDWETCxYl7A164aVpIw3w9YQVt+gymxJiyIR9z+tHAAGqHJTrCnIlRxIlVG9cSA3qqrhph8+i18cDjCeow0ITG6mp6dx8cUXkxeLIjRNw4oVK/BXf/VXuPnmm30vZ8+ePdi/fz8+9KEPIZ1OY926dbjhhhtwxx13BFofWZbxne98B+95z3vQ39+Pjo4OfOADH8A999yD8fFgpr5WYGAlvROQumzruFZM2pGbB/8V+McB4MRjnq9nF6m6IKBiKEuxu09Z1fD8FFmnVc2WpVQFmDpAfrcJbTK2gRuxLr0FAFAUHMhNJAkwE5+Pkzg7EcXFsH5BC1CWCjI4EzBPBmdlKdYiSlakteTGrSzFAwgXaCj2M1eKoamyVHXeMK3dODTTg9wIAl/vuFC19dw4Kzd6+cj4+ZjHzG2+FOpl9KeISXyybCE3AZUba0uzW4uzFQ0jMZrIuWEhibV6hF+s3UpTFR/khicUN3RLLdxQDHi3g7NjtSqr9hPeXcDIm5Ih5CYz+QSu+vnV+Fb4Frxz9tPAff+E0pF7yPsIIcA4Kw1G5WacqJGFSXKTV85hokj2M0ELRiAAww0pJSJsGjjrlAJ0z2RQQ7FK5+0VEPftLWSIhSV+jJ1w8t0YJ4A7kJs9w3P4xsPH8YODPmMC2oTAZalVq1bh4YcfxsUXX4wVK1bg8ccfx4UXXoh0Oo2TJ0/6Xs7evXuxevVqZLP6BXnbtm04cuQICoUCUinzCeXAgQO47rrrcPDgQfT39+PDH/4wLrvsMhw/fhz5fB7btm3jz12/fj1isRj27t2L3t5e2EFRFNuZWE5gz/V6TUdmHpgDItpKX8uf4mbJEH++ePhuCHIZ6rPfh7bqPNfXx8QYJAhQoCEXSSBClxGTyBwiVQOOUnLTm47q6xTrhARAK01D9VrP4w9BKk1Di2Wh9u4ALM+fKZMLfzaSNX3ms9ObAQBV8bjjthBjHRBKU1CKM6YSk932ZspGTCUnIS2chBpK8PVJSvr4Bbv3Y3d/sZDg67uJ04tFoVzjBC4TzuivjWbINizPem9Dt/eR6B1Tvei4Xmzd42HReVvWSxAAKFK04TtiYEQlFU6ZlmO3vZlBO1fNmR5PsO1SqeuPh1N0opEGbe4kBABqOIVSjdwB+tnmYiQBoV5EAlWUagpqdRmSKGAiT7tSkmHbZYjVPH2/BOZoSSwdSqOPdlYN58oNrxOkKEQAaq2E/kQ/npt9DtPVMQBZpKMSFEWBUJknz4kkofn4fkfyI6b/jxXGHD+zdXuz9U6F6PcSSQfet6J02GKlrqA73o1SvoSJ4gQGko1qKwAUaQp0zGWfqhjKUsb9SgjFyLapFry3jaZBogqQIoRN+ya7WZgoTtiuQyykl0by5Zpu9vYBps7UV74AWnYNhLnjiBdP4lLpJFDbC9z9CxTTKaCnC4kj90G7pZ+QdKUKyDV0hwD0dWPq5CPAJ/QLuSZFMH/5/wMASIgFuo4Auml8rjIHRVE4uVmTXsOXxY6xeeMx5gPV/AwSAPJaHCtD3tcrKwY645jMV3F8uoht/Y03QEKihysiSnq17Xnm+UlC1LtizvtVswiyvMDk5k//9E/xx3/8x3j44Yfx+te/Hn/2Z3+GCy64AM8//zzOP/9838vJ5XLIZMzSOCM6s7OzJnLT19eHwcFBfPCDH8TKlStxxx134N3vfjfuvPNO5HI5AGhYViaTweys8x31wYMHfa+rEXv27HH9e7FyGABQLmSwe/du1+dWZY17KUaPHMDcSbLbbJ4eQQpA8cC9ONjjvgwASGoi5gUFz88VMGJ4z3hIQLGugXIBTB1/DrvHyHvE8hPYBkCZH8dTHus5sPc29AKY6bkIR/fsbfj73knymFbSTJ9ZmApB0wSo0izuffxeZEON7v1tQgwxAIf2PIbCaGO+gnF7H5kgClAtR77XaqQDew3vN1oaBQBMF6Ztt32uSE7UJ48eRoQlbLqgWiIH6bNHDqCukgvBiYMnMCESCT1UncVOAKjMYfeTTwCCv3KXFcMVEog1X5l33GfGpshnnhwbxu7d9qnS24tziAJ47uhJFOfsl3NkhGzD0kzJ9r2M23uqQO76x+fGTc+dmSB3dSMTM6bHzxWjENUq5KnnEQbw/Og0DlaOAgBq5aLn8bBdCyEKIEFTih9+/EkkIyKOjM7QdR7D7t2Nyb8bp0eRAXB0dBrPhcjdcC1fQ6lEtuuRsdmG9x7IFdALYHz4GMJZ2gJbOAFgM+Ymx7F7dx4DJ4+gF8BEroRhj3UHgCdmnzD9f9/JfdgtuL+ObW/+vcyS70WqzmEIgFArYPdvH9cVThcczZF9NF+qolchhPnxfY9DHLEX6I8Pk201Pzvl+N2UarRVWlOxe+8BgHZ/rc2X0QNg9PjzGIu6f0ZBrYPdou3ZdxBKWCeBZaqqHZk84rgOIQGQNeCxJ59Gd8L/MTZHj/cjwxMQL/8KwpVpzEycwJ2PH8LG8BTeOJjHrHwEQAVxVYMgl4GCrvKtoJfHaUl/Tw0iBKUGPPMNIA0IatRzv7aiQsukh4cPY7e6G8+OPUuWPa2fP4fnyHc5W6gEWn7oxNPYCSCPBGb27oEYMBg2SUM0H9l7GP3yWMPfB8vASgCaIGH34XFAbFQGH32WKJ59qZDn9bKdCExuXvOa1+C8885DOp3Gu9/9bnR3d2PPnj0477zz8Ja3vCXQsjSLDOiEN77xjXjjG9/I/3/DDTfgxz/+Me68805cccUVgZbFsGnTJiQS3mUjBkVRsGfPHuzYsQOS5HyAJae/BYwCxVIPXvCCnY4zWwBi3ALGEQ2JuOSCc7mBS3yAXORT+cMYesF2zxNbx14J85qCaP9qDA0N6Y//8h4U6YGUiEi49EL9PVBYBdxD5pAMvWAHIDp8Jk2D+JtHyfIu+UMMbRlqeMrdT9wNjAPr+9eb3j8yMg/1+ApI0QkIfQKGBhpfK/62FyiexIaBHsCwbLvt/evf/hqYAPpSNPCta9D8eec6gOeBmlAzPc5Q/+FdAFScu2NrY/eMDVY//wxw4iRiXTFgjGRh7Dpvl/4EpQ78AhCgYWjL2XopISD6i/3AIaCqVrFz505bA6j4yMMAati68WwMbbVXI8W7CVHeuHUn0LvN9jn/XfhvYAbYsGYDhs4Z0j+KzfaOzcSAo0BNNG/PE+Io8MRTkGJJ0+PCPV1AfhThWg4AcNY5Q+gdWw1gDiu6Om2/E9P6P9wBlEaRCdWBOrBu4zlY3RlH5Z7fAKjh/G2bMLS+u/F1j5PttXbjdiTmdgOTwLr+dbh8cDtw328wW0XDdhWm1wBHgN7uDHas3oRfzfwKMiVG52xYh6GhVRBOEoKwcuBsrPBYdwB49OlHgWHiCSvLZcgx2fEzW7f3d4rfAWaA9QPrMbRtCFBlaL8UIWgqhjauBtL9tssxIjtVBH75GygQsKZnDQ4eP4h0b9r2mAWA1NFnAJSwdnU/hoY2NPxd1VRUn6HjYaQ4hs7VVWRhbAA4DvT3dKDPa9tU54Efk193nHuBqWNKm9CAE0BRLDpuq+SPfoW5ch3rNm7G+hX+zd3Kj34FQMXQ9nOwriuOPXv2YOCFF+O7jz6ApCbhXW9/Geq7vwA8cysS590AZeNbSIkzFAGkKDq1GvDTNyMviSj+1RHEomlgcj+k/7gM6fJ+IN2NWCjpuV9b8cQzTwBTQDQbxc6dOzF5kBiWr3zBldjYuREAsDJXBn5xLyoKAi1/ukzIRElIYNe55wZaLwDYMXEQ9594Hlq8E0NDWxv+LsxvBY7+AMiuxtB59mLG7Yf3ACigNyV5Xi+DolQq+RYmApObW2+9FX/yJ3/C/28lHn7R1dXFVReGXC4HQRBMc6ucsHr1akxMTPDn5nI5JJP6BWtubg7d3Y0nQgZJkpra6F6vm6mRu5JapQsj81Ws7Xa+iE6XSKmhJxU1d4LROrtQL0GaPgj07XBdp4wKQAAK4Yhp3TLxCIYNM6VM75GiA+WgQarlgaTDthp9igxJC8UhbXwZYPPZWQ5KZ7zT9P7xaBhqeQBSdAL7ZvfhqrVXNS6fEgKpNm+7bOP2ZoFiCYXc1QjpPtP7ZannqFArQBAFU8aIpmncc5OKRXx990nqvZij3WBdsS7z6ySJ+DFqBUjVOb5NgyJN49tlTYYiKIhKjd4S1rqadlt36kmSoknbbQnovp6OWIftcozbm2X6zFXnIIoiJwesNFCqKeZlxLJAflRfVqITVYXcdMTCPo43aljtDhNyU5JVSJLEPTd92bj9Mqg3RopnUJjSP99AFzVq1xQUaxqyCcP+Tzt/RLmC1XScSEUj/rNsgm5jWgYVYxnH7WnEZIVcpLb3bMdjY49hojzh+ZnZ9mbfSzaWJa+RJDKgNncMUu4Y0GFfWjIiFSNluEpd5QF5M9UZx3WoyuS7SUbDts+pybqSmghbtr1h+3luG1X3jUiRhKkrks1pmyxNmvYxI5IRCXPlOiqyFuicXaKem6ThmEnHI/xvgiCiTHOVktEMpBUbTa/v0DRExAhqag2zagkDoS6gfwew4WUojT0IAIiKycDXEZbinq/nMS/PI1/LQ4CAdR3r+LIyCXIOqMkqZM1jLpsBapm2lzexXgCwhl6vTubK9q/PEJItdKx1XP6JGdrAkpSavs46IciyAhuKv/a1r2FmJsCwRQds374do6OjpmXt2bMHGzZsMJEUAPi3f/s3PPTQQ6bHDh8+jMHBQQwODiKbzWLvXr1ccvDgQdRqtcDdWwuFpmk4niflDrXWg/1jDvkuFLxTymiU1DSzufbk457vm1aJ0W7e0kLPjZEAVnVYHP1SWDeBupmK9/2I/NzwEnMrqAG8kyhqVi5iYRFKhZyUn5l6xn75AVpeebdUjXa/GDqlAN2MqUFr6DyqKSoUWp/z3S1FOyvmqBJh6pRiaEFKsbFTw6ljihmKHddd0wIlFAcxFFsngzOTZ0MHi6FbDwAQzfDZUp4hfgDfvzrChLwWKjIqdYXnz/jJuTF+vlhY4onGI1ZTcZjNRqpgVXIV+VUgxwFvBQ+Yc8NMsTt6yM3IeHHct6LMxi+Yvpfu9eTnzGFfy2DbWFY1dEZpuq7bVGtK9mMOHXjG7zxqzYFhnVN+DMWsU0qKNMQ9sG6pmlpzHDZqO6jV6y1VDTW5cXYW+13TgIqs8G4yu1ZwQRA4STRtx0vfjwI916Z8lAutMM6XYn6b/mQ/YgZFy5hEHqRjSqGdihXR3yw0KwZ5kJ9DF9yWVwFbXwtc9peOyzg2Q85hfammYvRahsDk5p3vfCf+4i/+Av/1X/+Fe++9F/fff7/pn19s3boVO3bswKc+9SkUCgUcPnwYt912Gy9tvfzlL8fjj5MLey6Xw80334znn38e1WoVX/nKV3D8+HFce+21kCQJb3rTm/DFL34Ro6OjmJ2dxb/8y7/gZS97GW8VXyzkqjl+clVrXTjgk9ysSBnSiWsFMreDYdib3GRkcjGYt9z0ZAzkpi9j4+r30zG174fk5zmvdnxKjipN1ot/NCRBKRNys3d6r/2JPkBYGSc37IRqdO4DiEpRRESyLY0zlABzwmnCq3OHPY9exPN1sm5282X0IMLmO6YkUeIhYsWaPbnhqpNTt5RS1/cbtxA/Q8idF5wmg9t2SwE6WTb8v8oTin1sc3qB6QhR70hV5sdIWBKQdTKTchKSbvh8rEOwoWOKXazlMlalCLlRxTkACg/ADNotxdqZX9DzAgBEaXSKJbCCk7Kwgdx0MXLjb06VcRtnI2RfdSU3Ht1SrA08qqqQrNsgSCs475RqPAdFpAi/KXLumDIH7/lB2TBywxjaafysxarCs6WcOlv5CAbjdlx3OcaihPSsrTX6UrzA9s18Lc/HLqzLrjM9RxIFfqwHmQzOuqWqoebIzQAP8ivZn6+TPcCbvkZudm1QqSsYnyffd2+qdYpNMwhMrT7xiU8AAB57rLFNWRAE7Nu3z/eyPve5z+H//t//i0svvRSpVArXXXcdTzg+cuQISiWy433wgx8EQLw2uVwOGzZswFe/+lX09ZE79/e///0oFou45pprIMsyrrrqKtx0001BP9qCwVSblNSNvBbxJjc0wM90R2ptKx7+ref7ZuQqEI1hHuaDn9+BAui3KjcAEO8C8DxQdlDipg8Dk/uI52fT7zm+v20GDMidpFrth6aJmKnMYKw4xttu9XXoID+DKDfsYmYztC0VSWGmMoP52jz6ob8XUz6iIREhtwGOBvCMDZmW3dqk3ADkzrEsl1GU7cmN5+BM4x10i0L82GTwqfIU5qpz6EuS7W07fgHQv0uGaBoVmZSpfJEbqtxkJV25MWbc2IbRaZptQjFTQPqzcTwzPM/Lsxz84lxBV6yLlx+E8JxBuQmWc8NybQYzg3zo4lhxjCtgbrBV1LrOJj+n/Sk3xqDEdMg/uXHap3g6sTXjBjBsPx/KDR+9YD9iZkViBWars5gsT2IzNjf8nYdGBkgpZqqUIJDtolJ1WxQFJCISSjUF5Zqu3Njl3ABAT8wmpVgQsD++GcBerCseAmolR1XbDsacmyPzznMIU9EQClU5kHKjUeWmHvK3z1qxqiMOQSClzalCzVktdcDxGbI9M7EQ0pFTO3cqMLnZv39/y968r68Pt956q+3fDhw4wH+PRqP4u7/7O/zd3/2d7XMjkQhuvPFG3HjjjS1bt2bAkib7k4MYBbB/zP2uzTbAj10kQzFyUpjYR06yTidYuYZMvQoghnnNfBCYylLZJpQbptqsu9zVLOsU4hcNSYAWhlrthRQbxTPTzzSSmwDzpTi5oXVlpBuNtZlIBjOVmYbMmJKfhF8L2Em/rMwBgpNy07qsm6nylG1Zqq6oXGJ3VG7YRUYMEUOkA4KMXwDsJ4PrFxsFqqrppnmjchPNAKKkz5bySigGOClLM3JTlb0zbmpFAPQO0zBbipE3FuQ3ak0pDuvKjSiI6Ev243j+GMTwbFM5N1Wlykl+b6IXvclezFZnMV4ax+auxgu2FbbkpjuYciMIAmJhEZW6imSoA4B9AB2DV86NKZ3YSpiD5Ny4KDcAKU0dnD3oEuQXPKWYkZt4uHFgKyM3xZrsOlsKgH1ZCsBxiRz3HXIZeOp24MJ3+l43nipfncexOarcGDJu+PNiIYzNB0spFujxLYf9qY1WREIi+jIxjM5VcGK2FJjcsNiRNV3+yV67cPqO9FyCYBLjxs51AICj0yX7icQUthPBebT1WmIohAaM7HZ+00oOGea5UaumPxnJja1y45fcuJSk6kqdEwnrxT8sCRAFQCkPAgD2TjW2kQeZL6WTG/rcVCO5YRkS1iC/opfyYQN2Ui2rfpSb9qUUG0/qjsFcPkYvVJUqaipRC32TG5sgPyPBKhn3b6Pnht6d+g7xA7g6kBbJfpyv1P3PlRJEIJxoKEv1U1LfMIKBXWjpdlsZJ6RbjMwgxbZxAM8NuzDHpBgykQwPp3O6YBuhair/3lNGImUsS/n07jCFLEEvvtOVaT4l3Qq2XzmpaqYAP0flJkhZyv479AzyY4nYATw3biU3nSzJelnKQbmxLUsBqCjUq6OqJHRV9U+82L5Zkks4PEdUOSdyA8A0isQLAj0elCbJDeDDd+MCptys6T715CawcrNlyxbHWSUAApWlzjQw5WZz91nIxsOYK9dxaKKA7avtZWlX5SbeAazcQqZxDz8OnHW5/ZuWDeTGckE3lqXslRtKRuzIzfwI9fsIxETmAHZHLwpiwwVTEAREQxLkygCAR/HMtI2pOEDMPCc3bHaRTVnKKaU4aDoxoBOhmkaWZTVMk5VpP7lhJ/WwJCDipID4GJrJtokoiLYGSjvYTQaPhUUeEFmsyjrZMSo39HdmKPacLQVwYpakAwkLFZl/b57pxJEU6prM9xFelmIjGOasZSndUAwAPTFCbmKxOV2JCqDcsJLUysRKPhAS8JdSXKgXoFH1yXQMdawh2Un1EpAf450qboiHJeRQR1TIQoAARVOQq+ZsVUeubngYihtGLwDBlBuH0QsMTB2xm+EENKfclNjEc5vPpo90cDcUA2QyONBIbmpqGZCAuBgHZo8A+38EbL3G17oZv2N2Q7w2a1OWamJ4pkTJveqj7OyEgc44Hj3KokqC4dg0ec3argSAUzt+oalWcCNUVcWxY8fwox/9CO98p39p7kzEMTYjJLsWm/sSePTIDA6O5z3Jja3nJtYBrL4AePYH7h1T5VlkaCy59YKe8fLccOXGxnOznwZTDFzY0JVkBBtL0BHtMLVeM8TCIubKpNX22alnoWqq+XkBYub5XZaqkfILW38DnMhN0LlSgH5SrYMsq61lqZCbcuNn9IL3XClWkkqFU7bflR3slBtBEJCMhpCvyOa7aaPnJmZWboJ4bpJ0qnG+KvNynPNcKfo9GzqlAF0BWe3DUAwA2TBRD0Ix+j2qin7h9uG5YQpNb5Ish6sRPuZLsfWOSlFzDEAoAnQMArNHSceUD3LD50spAjpjnZipzGCqPGW773qVpVj0QlxTbcpSrVNuvOZLJZuYL+Wm3BiHcXoZip0mg9c18rnV1S8C5r4DPPBZ4JzXeA7/BYCQGEIynOTHekSMoD/Z+N0y5aYQoCwVoiq6FlsAuelqXrk5xpSbpUhuLr/cXkF40YtehL/927/F1VdfveCVWorQFBknpvcBArA2vQZb+qp49MiMq6l4qkAnghu7pdhFPt4BDFxAfnczFZdn9VZwS2cGOzjS0ZC9V8OtLOWjJAXoyo3Vb8MQDUlQS30IixHk63mcyJ8wm+eaMRRrKpBcCYiNF2gv5SZYWYo8VxEWgdxEnMlNoepDdWrxXCkGp8ngKU5uHMpSVLmp+B2cCfBuqbhALoaFioy5Mjmx+5krxb7zZDjJu7zYfKmxuQoKRpXJYCgGgLREyIgYpkTf2G3nR7kp6coNoJMcX8oNfS/b76VrPSE304eBdZd5LospZGwEAyM3mzo3NTzXb7eUfVkqQCs4nwhu77nxKuEtxFBsd7yzx0o1WVduHLqL+Hwpy9RyBeRcFNr0auDAD4HhJ4BjDwLrLvW1fplIhh/razJrbG820nwyuP/PHZbJviT4NMHbwdgxFRTHp5nnJg74axRsG1rmuenr62up2XipoV7LowANIU3DQKQTm/vIzuWUdVOuKbwDxpRzw8tSnUD/TiJL50dImch2QbN6Wapq3pu6KWkacDJ3OZGb0gxwlLb1n/P79q+lcOqUYiDZGxLWJEkCakPejbEV3MNXwMmNqjW0gTOwC4SToTjIMDlS69egCWRZbfXcuCk3bCK4m+rU4ongDCxwzEpu2AXCdnim4XddufGfcxOjEfCFquzfcxNJ8f3f+Pl6MzH0ZqKoKxr+4MuPIFeiwXRhs3ITE0j5QZHoscBIkxhyVByM4MpNIrhyw0hnys4nEdBUzMowlbpi3+lDoWkaJzcxh64Wd0NxEOWGbnOnbila+nEmN823gtuRauO+y5SbuMNxw8jNTHmGe5dUVYMqkH20u2stMEST+R/8nO/1M+6jZ2XPsn1OM56bqELJjTWWIQCa9dzIispfczoYigMrN3ZTu8vlMu69916sWWM/JfR3AZFYB/5+dh4ZuY5YvYQtlNw4KTesJBUJiZyhAzCXpSJJYOVWYHwPKU1tfU3jgoyGYotyc9G6LnzgpRtxydmN5RsAzuTm4M9IZsrKbXo7qgNYp5StHwV6suZgajMO55/FM1PP4FVnGzw8TLlRZXKhcrjjkFWZz3eKa5pjqczJUMxLOwGUm3gkBAg1QCSvbXe3FODgufFDzAIoN0HIDXuunXIDwLksxQzFLMTPT8Iq3QYmchNgIrhdx5EkCrj1bRfgj77yKJ46kcOb/+NhfOOPL8JKi6E4opGLmCLMoyyXETf6bXyUGphCw8lN0r+h2JV0suPPb5Af3c7luuJYUgGIF4rdSzjtV9xQ7NoK7ofcuCs3TO2aqcygrtYRFs15Rmz9gig3bkotU0DnK0XudXI0FNPBnrImY646h85YJ/JVGYJIPtOKZBa45H3AE18j582J/cQr6QHWDg7Yt4EDumfSt3KjaYhSo7MUb57cMOVmeLZs7ob0wOhcBbKq8Y4r7z2/vQhMbv7jP/6j4bFoNIq1a9fik5/8ZEtWaklCEPAmJQ4U54DSDDb1khrq2HwFc6U6sgnzAcvvSK35HcayFAAMnE/IzfAT9uTGoNxUlApqSg0ReocUkkR84KWNcjSHk6GYpRJ7lKQAPcCvw5pOSxGld+yr4iTa/NnpZ81PCCcAMQyodaJaOZAbY1pqXFNtO6UAQ5ulheix8kkiQCt4MiJBCBGyEZWiPGjPhACt7G5gNX83Q3GrlJtAZSnquTG2gpN1sbng2BmKebeUf+UmopILx7wp58b+wqh7btKYr9uX3V4w0IH/+dNL8AdffgQHxvN44388hNuvW4fVANlumga5HoemxCBIFYwURrDeEAzoBw3khv7M1/Mo1ouuBm6mMjqWpQBg2m+QH9nO1brqSm7KBnOuU5u+rpSq7oZiTXMngJzc2BPUzlgnQmIIsipjqjTVEBfBlZsAhmLuJ7IrS9HlzdHvWIBgf2wDCEthdEQ7kKvmMFmeRGesE7lSFaCm9+5EBoj3kKaL/T8CHvo8cM0XPNfPSGTtOqUA/QbCdyt4rQgR5FogJZonN/3ZGCRRQE1RMZGvos+uGcUGzEw82Bn3TYjaicBlqbvvvrvh309/+lN88YtfxJYt3oz1jAYjC+UZpGNhnrFhl3czxdrArXekrCzFLpqrzyc/h5+wf8/yLNKqBrYr+U1EJetLlZvKHKDQi1StCBz+FfndoyQFOI9eYGB3kn1RQm72zeyDbJg1A0Hw1Q7OTrQigIgGT3LTkFDclHIjQZDorKJop32XoFG5CTi81QimONkrN2zdF2Yo5gpB1L9yw8iNdb+yTSk2eW7Ie+jjF/woN+SCGVbJZxnNlfnre9IO2T0G5cauLMWwsTeN77z7hRjsiuPYdAk3fGMP/YsGKDXkK3WodfJdnsyfNBmV/YCVn5hikwwn+Xfq5bth30vK7r2MZSkf+xcvS8mKYxszoJdtIpJzqKUpxM+pLKWpumHYCQotSzmQG1EQ9dJUufF+nyk3QcYvlHjOTeMxw5PHa3rGjVsHsJUkThbzEAQ6l4uR1kv/gvx8+n9IZ5sHjETWWbkJ6LlhGTeaiFi8uYRigNwUswiFEwF8N2zsgts8xcVEYHJTr9fxmc98ho9GAIA777wT//Iv/4Jarebyyt8BxJkSQkyJzHdzYLyxNMXMxKbRC4BBuaEXzdXUVDzypH2WQjkHEUCKjh2w+m5cEesAGC1iysOhu8idVuc6oNd7NhcvSzl4btgdeybUj0QogbJcxpG5I+Yn+Uj5ZeQmAZGssU2AH+DSLcVmMwXw3EQkEVKYJm5GOuyfxNadldWahGvODTMUu3ZLBTAUh/0rN8wo7qssFUmRvBmg0XPjpyxF1YEQHWY4QW8AUtGQ8/fmMFfKDmu6E/j2n74QG1emcHTeQBTqZcxXZKg1cvyeLJwMlHGjqAq/8LESC+Dfd+Nq9Gbt4HLZNJTUCbwsVdPLUnZBfmUfXii9W0prTOA1kmgvU7GHcgO4d0yxfS2Q54a3uTd+PlaqYuTGyUzMYN2OEwV6LGgiYhJVNQYvAgYvJkTukS96rp8/zw1R+32TOppOnEcCiajDqBKf0H03/snN8Wljp9SpR2By87GPfQz33XcfMhn9y9mwYQMeffRR3HLLLS1duSWHhNl/4WYqts24MbyWqxkrNvPJ05g8gAbQ52ckcrIJpNxIIf19WGmKlaS2/L4vrwFTbty6pQCgJgvY2r0VgIep2AG6uZE+YJNxA7gYijlB8K/cCIKAWJQcsOlwh/2TwnGAte8uZHimS1nKc/QC0L6yVEQvSxlnzbDtWDBecERRL01ZQvx8GYrpNpBks4/DNSXVqNz48BT1ZWO4408vwZZVXVA0sn8/dWQM85U6tDolN/mTgTJupivTUDQFkiBxjwbgv2PKtVtKChOCA/gaw8DCEis+y1JOGTeAxcBv3Q5SmJSTAW/fDVN2bKbdM7iRG55LE6Rbio+WaCTFfPCrRxs4g7VjaqpEyI2ImFnxufT95OdjX9FHdziA7aMd0Q7H8Ry6cuOzLEXfM6/FA+V52YH5btiEbz/gGTenQYAf0AS5ueuuu/Cf//mf2LRJ93Js3boV//7v/4677rqrpSu35GBRbtxMxbbpxEBjWUqUgFXnkt/thmgyckPv/AORG8BsKpZrwMGfk//78NsAuufG1mwLXbmp1hVs694GgAzRNMFHO7h+oqUXU4eyFCsFNHhumlBuACAcoa2ikkMNWxBaYip2K0uxkprj6AUgmKG4ibJUXa2bJ4M7zZdi+20zreBUHRBl892iY8YNYPLc+O0G60pGcPu7LkZdJMv9q/96GE8cm4VKyc1wYdgwV8p/gF9PvAeSqH9Ov8qN7dBMIwJ0TLG27orsbij2yrgBLIZiu/2K+258khsHQzHgTm6MuTR+UXZJX2aeGzak1slvw2AN8psukeMoBMs22fQKoHsjUJ0jBmMXsGPQyW8D6ORmvuy3LEVIVwEJV9LqB4NdwZUblnGzZMmNoii29cl6vY5q1aP2eqbD4LkBdOXm4Fi+YcKqrtwYylKqSvwvgHmWk5vvhpKLjIOR1nudDeTm6H3kAEn1AgMX+Xo5nyvlYChmMnlFVrG9h5S5GsYw+DDllukJNM68QQ5lKePEXSOaybkBgFCYvq8TuQFaQm7cylJMHXHvlvIR4tdEzk08FOfdK8Z9i40oaCA3F/4xsPZSYHAXNE1DRaaGYl8JxSw7pQw+LwpNKDc+yFs6FkY0Rt9PruDYdMlcluLKTfAAPwa/HVOeilqAjimmkBnLUvO1edQUs2WAZ9y47FOmXCm7wZDsMc+ylHuIH+BTuWnCc+OWc1P2SCdmsHqXZivk+wqLlmNNFIEX/jn5/eF/BxRnxeWFq16Is7Jn4dqN1zo+pzdDyOBkoYq6Yj9CwwRelooHUqjtEFS50TTNkHGzRD03V199Nd773vfiV7/6Ffbv3499+/bhJz/5Cd797nfjVa9yjun/nYBFuTm7J4WQKCBflRvi3/V0YsPdTHUe/KRubKtl5OakDblhyg0zfgbx3ABmcsOC+za/0jYgzwpN0zwNxVFD9wZTbg7MHkDdeOAHMBTHaWeYl6G4rtZRVXSy3UzODQCIrFtKdLlgtoDcMGm8JDdeKPSEYreylP/xC0FawQVBsE0ptjUUA8AL3we8/SdANIWaorcb+5stRbaBAA2ZkL5cV3ITwHNjhUDf7yUbyPbgyk1+GFrFv3IzViIGUqbUMPgdweBNbljHlB9yQ7ZzVVaQiWR4mKHVd6MPlnTx3BhD/OwIgN92cI/xC4C+rexGMLASS1VWIfu5yMNdmeIz45RgZSlGbubovhEVbV73gutIwOj8SeCZ7zouc21mLe587Z143cbXOT5nZTqKWFiEomqNs9HsQNXGeS2x4LIUV25y/pSb6WINxZoCQQAGu9yVsMVCYHLzkY98BFu3bsWHP/xhvPa1r8W1116Lm266CRdddBH+/u//vh3ruHRgUW4iIRHrV5CT4wFLx5RtOjG7OIbi5hMBSyqe2EunIFOoqk5uaFkouHJD17k4Cez/CfndZ0mqJJd49oxjiF9Il8kH0gPIRrOoq3UcnD1oeFIH+elSlmIX/bimkuc7nCgT4QQEapI2qje+2qntQLulooLLBbOFZSlrlxegt7H7G7/gfKJuhtwAZt8Ng62h2ALW6QQE89wAwIqIT3Ljs1vKFrRM8qEXr8E7LzsLO/vWASD7Wo6Sdj+eG2uAH4PXQEiGfN2D3PCy1BH7vxsQN3huBEFwLE2VXVqlGRi5sZ0tBfifL+VHuYk7E0HjyJSiz9KU6/gFRpaocd3LUGwtS83TYzQm2ZXqYsCuPyW/P/i5BXVQCoLAzbnMz+IGtcLKUvEFl6WYcjOSq/gilGz9+jMx7rM81QhMbmKxGD7ykY/g0UcfxUMPPYRHHnkEjz76KP72b/8W4fDCHNpLHky5MVzknEzFk3at4NaMG4bMKiC9irRdjj6lP17Lk8cAZBK6BB0ITLk5+DOgOAFEs8A6+xEbVrCSVEyKOdatjcqNIAj2vptAyo1zgB9A2kpZS62R3DSr3GgiOZGF0F7lhknjNbXGCSODr4nmbSpLAfbzpXTPjfPFht09CwLpPPOEKHHC0RM1kBu/nhsvkmAFHZ4pKRX8/e9vxfffcyVXEE4yMuDHc2PJuGEI7LnxLEs9T25oXGAsSwFwTCnWlRs3zw27oXAiN0y58dst1ZznJhqSEJbIDUvJp6nYdXAmJUtVGjngW7kpkW2Yp+QmEXLYNy78Y6J0jT+jx2o0CU5ufAyxlKnROd8C5aY3HUNYEqCoGsbmK57PP07bwE+HaeAMgclNrVbjreCdnZ3IZrPLreAMCXNZCjC0gxvITaVuGL1gOxHcRgVZfR75aRyiyZ4fiiFD68KBy1KMkDE/z6bfIwP7fMDLbwOYlRsAnNzsmzFMjw/QCh7XNMeSFAMzZprJTXPKDZsrFdJcLnLcEL3wshRAB4Q+8h/At94E1EotMRRrmtZUtxRgPxlc75ZyUW6YmTgkueaImEDXv7sJ5Sbw5ws1llUGUgMAgOFajjzgY1nGieBG9CUJCZ+tzppKpFZ4GooDtINHw+bjjV+YK/bKjZvRu0L3KVKWslMpfJaleLeU83mFbbuSXLL1nfGUYp/t4GW679mXpWgHJ1VuvAzFPfTGMV/PoyJX+Pql7AgfQM5n5/8R+f2Bz/paXycw/wrzs7hBLlNyg7g/pdQFoijwnDY/vht9Gvjp4bcBmiA3H//4x5dbwZ3AL9IGctPbSG6YahORRGRihgsWUy7syAIfomkkN/qoBicjrSesk7V9lqQA7wA/wKzcAODpo+wuCECwVnDVOZ2YwS7Ir+hn+KQN6qDLUN3IzcKVm7AY5hOhC/UCcN8/Ac/9HDj2gM/xC+7KTUku8dk4gctSNspNyscww0Bt4Az0gtEZDua50cLJ4GWpMBvBoN+Zrk6RCfYnZf85N06G4kwkw3NQJor2pmJN09xbwQHSdt1Jg948Oqb0shTZ9k5Bfl5DMwHDMQfYl5QCl6WclZtEOOEaepg0DLv0g3LNWe1k54A6HfPhZShOh9OI0Byx6co0ynKRPu6yb1z8HkJIj9znPvjYA6zz6LgP5Uahyk1NTPq/mXBBkI4pnnGzlJWb5VZwFzAVxJD4y5Sbw5MF7nifMgwDNO2E1owbI1iYn/FA4c/vdBw74AkjuQnFgA0v8f1S5sFw8tsAerQ7u5PsipJtNFPVCaAf5cOk3Dh0SjHwbUHj+BVVM+Re+FduynIZKsh3pSntJTeAoWMqP0I8UACQO+5z/IK7oZhd+I0kyi/sJoM7toIbwNrAA9Xg6QWzI6SX5vwoN+VQGLJG1sU/uaEnYkOL+0CaKDcnqdnUy3OjaVrDRHAGQRA8s24qSoWvt6vi5LNjiikxTLlwCvKr+Mq5oYZiKW6feeVbufEO8QM8OqZ8lEGN0IeCOis3Ksh6eZWljN6lydIkKnTfyMRcvq+OQWDHG8jvAQZqWhHEc6PRbqmqU7ksIHjHlI8BmqdbGziw3AreWhjLSVSFGOiMIxUNoa5oeH6SMH5bMzHQmHFjxKohAAIwdwLIj5veA/FOfkJfELlZ/xL72roDeFnKIcAP0GVyptwwIsReC8CXodg8EdzZcwOgwXPDTnSAhynXAraOmiqhXnPxk/nI6fEDNryvNGUIazSRm+YNxUa/TdC7OrvJ4CmnbikDqnIzyo2Z3AgC0J10KGcoMicm87TLMCSEPMsMHCEX5Uaj5zIP5Wa+Ns9LTlZyY3zMidyw70USJPf19tkxFTPkSgGNnT4MfgzFZZZQ7KS4+FVuPMYvMLh3TAVrBy+7Dc5kx5FIvjcvQzGgl6amy9OoquTzdnipei+koX7P/sD3VHcr1hiUG2ucSANot1TdTVEKgIEAKcVnRFnKrRX8la98ZTvWcelAChFDLsB9N4IgYFMv7ZiiYxgcA/ysoxeMiKaBleeQ31lpyqD0tITcBChJAfrF3ynADzCcbOmFzpbccEPxnGN3gVm5cSc3bFswub9ET4iC4DNvhWKmQr5DTUmiLLsYOVuk3DBSVpg+xB/Tcsd5WWohs6Wa7ZQyvsZOuanUndtzAwX4MVD1KiPRwYTJiOPsI+O4i7xA3isQeWPbyka5GQYlxB6em7EiaQPvjHbaKmJeHVPGkpTrevsM8rOWpaydPgwlD0NxXa1D1thzHEiX7xA/b0Mx4E4EbQe1usDNMB0NiRAEQKDDL72UG8BszJY1ciHvinscS33bgQ0vJU0fD3kP07TDQGccgkC+r+mih6eVqrNKKJinzu29AeCkh+emWJV5NWJJl6XsWsFvvvlm7Nq1Cx/4wAfasIpLDAkb300fOQhYO7jz6IUc+WlXlgIaw/wMZSkWXBbYUJzuJSedUIyYiQOAlaVclZuQWblhRKhQL+jBYky50RTH2PJS3dAKnmq8QzaC1e7ZBb1kIAdBVAsTuXFrQW0RuWHKTXHuGH9Mmz0GRaVD+tzKUiwiwEO5aYbc2E0GT/poz63wieAByA1Vbhi5aThGjGDkRgxjnqoMQdKXdeVGP3kz5WZU1CADnsqNk9+GwatjinV4pbzuto0dUy7Qy1IL89xUDcMwY07Khu9uKe9WcMAryM9/SrGmaSi5KFOCIJBzAVVu2HHnBqaATZQmodByVnfCx77GBmo++U2g2JgU7YVoSEI/DfPzKk1J9BhXAjYMOMGv54b5gToSYWTjp0/HdEtawT/96U9jfHwcV111VTvWcWnBEuQHNI5hMHpuTDAYhG3Bw/yYcpOj76mXpYzZM74QTQN/8B3gbXfq3V4+wS7+bp6bqMVzk46kERLIiYqrN8b5TA6mYj4400dZyjo8s+hiLnQDL0vJKXc5nJEbF0O0HzDPTWnupP5g7jj/dSGG4mY7pQD7yeDG9lynbcO+81gAtYyRsxS9qw7cKRVgKKidZ2RlYiXCYhiKIGA8JHl6bpzawBm8PDe+vxef7eBMKa3YeG6MZY2KR1mKHW+ipiHiVKoOOn7Bw+vlWpaK+i9LVWU9PNKJvCUiEhBEuaFlqdHiBCBW6GM+yM26y8n4HLkCPPol7+fbQC9NuXdMSXSenhqE4LuAKTej8xXUXJRrvSR1+qg2QBPkhmFkZATf+ta38LrXvQ7vfve7oSgKPv/5z7dy3ZYmLEF+QGPWje3oBcA554aBdUyNPGkK8EOsw3RyDNwxddblwJpdwV4Df8pNzOK5EQWRezgYOSLzmegyHHwrZdp+GcRQzO6KuXITwG8DGMiNkjT5dhrAyE29ZPJvBAUP8qOlDgAQS5OIooZYWIQkOqhOqqKnwDp0fiykLOU0GdzLVNxUWYpeSPsT5LXbV7uMvWAqn2GuVCDyxstS+ncmCiJWJ1cBAIZDIU/lxslMzOCl3LCylOf30rEWEENkXV3awWMO3VIVpWJqsXabvQQY0ok1DYIjuaHbr9Yi5SbeGuXGqLK6kZtAZSmm3BSnuOLT6VWWAsi5jak3j37JHMLqE2t5O7g7iQyxYcHR1ig3K1JRREMiNA0YnXN+bz3j5vTx2wAByU2tVsNPfvITvP3tb8fLXvYyPPjgg5iYmMD//M//4LOf/SyuuOKKdq3n0oGNcsPawU/OllGoypjKU8m9QbnJ0WU4KCErziF3S9V5YPo5k+cmJIb4nX9gctMk2MU/iHJjfL69qdi+tFOm5ba4EOITp53QoNz4CcGzAevo0uSk+x1jNEPaPoEFqTd8MjgjEXSm04Aw6ZFxYzjxOHVLNRngB7hMBo+4m4p5WaoJ5WZDh4jf/PVV+NDVm52fO/0c+dmxpqmhoHY5NwCwmqotJ0MhT8+NUzoxg9d8KV6W8kpClkKE4ACuHVP6+AUVqqohHopz0symWgPeZSmWCO44NBMI0AoerFvKrRXcj3LDPltEEh39WolIKJihOKZPBmfkxrOUyHDOa4DOdeTc9uQ3/b3GAKbcHHNTbuQaQiolkbHWKDeCIPiaMbXklZuPfexjuPzyy/HZz34W559/Pn72s5/h9ttvRygUQjJ5ejG2Uwob5aYzGcFKSmQOjOUx6eS5ccu5AcgJrn+I/H7y8QYyxFugg/pumoSfnBurcgN4tIM7laWYchPrsG9LNcCac1PyY8i1ga7cpNzvGE3K08JTikuCQEjyCnJhHxCm/JWkAEfTJldumpCsnSaDpzymNbPxC8GUG3qCrJUw2JVwVqsAYJymXPdtb468hRs9NwAwQC9kJyMxcsy5wCnAj4GRnsnypG25OJDixEpTLh1Txm3Ntr9dxxRrFXci/BXWKaU6pBMDAWZLBeuWmipP8UwmhiCG4pKPNvdkVNI9Nz6UmxUJYsyeqUwBkr98HA5RIjPXAODBf+UxIX7B2sGPu3luDOd8qUXkBvDnu2Gem9PJTAwEIDff+ta3cNlll+HWW2/Fn//5n2NwcLCd67V0YaPcAOak4imnbikvQzEADBhMxZbuqqY7ppqArMqcRLklFLO79qpv5SZnuxweBR/vtv27EdbMH67cBEwnNhqKPeXwVk4GFwVCbDrWACDKjfvoBXriCcUdB54uRLlxmgye8EgpbirEj08G9yHfj+0hP3u3BQ/wA3QiKFuUG0rWT0a884C458bBUNwV60JICEGD1pA1AwQkNz46poz+Jmtpyvj+FY9uKX2ulOqD3Cx8/AJbT1EQoWiKXrKmYJ6bko+cG7ehmQzxiABBpBELPkgKI4hztWkItDPPU20zYugPSGfq3HHg2e/7fx18BvnR/b+gxRCP+UuY9wM968b5vZe8cvPlL38ZiqLg1a9+Na677jr813/9F3K5XBtXbYmCKzfmixwzFT99Moc8vRiYzJKqorNvF7Kgd0w93hD6t5jkZr42D41mi/jx3FQMyo17O3jOdjll6imJU2OfG5iptFBvkXIjLy65KYgi0LPJRG58laXaMFcKcJ4M7jU8s+oj4r8BBuXGFZpGZvcAQO/2hXluLD6pgTA5jobD3vuLl6FYFESuSIwZvFQMbB/1p9x4k5uQJHKjd9mSdWMsS5Xq5DuzC7kDLLlSTsoGIz1uyo2qACrdPzwMxSExhO4YIWLW0hQfvxBAuXG7IYiGdRXNT7cUWy92zoMm+M9TAsi+dhEdqPnAZwIN1GTKzUS+6ty1SQP8CogveK6UEYM868b+O64rKobpxPK1S9Vzc9lll+Ezn/kM7rnnHrz85S/H7bffjssuuwzVahUPP/wwZDmY1HbGwuEix9rBHzhMpOHG0QsGs6abcsOSisf36q2FVuVmEcpS7MKfiWQQEp0PJqNyw/wajNyY7s485kuVqbQdd7hDNsLqufEjU9uBrZ+qpHicuyNaSG5Kgo1ys4C5UsDCDMWA/WTwZMSd3FSaKUv59XEUxoHSNCCIwMpzmmt1tzEUA8BqOu35pORe/izVS3y7OpEbwL1jKlCXl4+yFGCY58aUm1ijclOuOc9eAsyG4gWVpQwt5V5lKcC5Y4orN34MxT5IdYTOLhMRQljybl8OS2HTTZwkxCAKAftxLvoTsn+P7QGe/7Xvl3UkIvxa4aje0HN+XksE9ha6gQX5nXB435FcGYqqIRoSufXidEHgbqnOzk7ccMMN+OEPf4hvfvObuPbaa/GP//iPuOKKK/CJT3yiHeu4tMAucpayFFNumDGrJxWxH70QSZFZMk7IDpDZSqqsd8gwchNdPOXGj5kY0DNOVA2oK4TcsJOtbVnKRrlRVAVVUI+AR4AfoMvFxXoRiqroQzObbgVPolRX3BNCW1qWEoEeI7mZQsp19IK3crOQVnDAfTJ4waFU0JShmF1IvbpKmGrTvQEIx5sjbw6G4gGRlE9mBI3nK9mBmYST4aRricKtYypYWYqSm9kj7u3gEbNaytvBK4aylEfphik3CzYUG4mjR1kK0L0tVgN2wsO8boTbXCmGMFVuwoL3OjGw7UheF0C1YUh0Aef+Ifn9gWAjGZgq4kxuyH6UR9zdnxcQg100yM9BuWElqTVdCYhu/rhTgAWNDh0aGsItt9yC+++/H3/5l3+J3bt3t2i1ljBsDMUAsGFlCsbv3rFTyq0kBRDzKitNkQd4KvJilqX4XCkXMzFgvrBZU4rNyk0H+Wmj3DBzIwDE06s81814F1yoF/g8Glf1w4KqUuUdI5qShKaZS2sN8Oj28oMkHbJYEEVgxSaL56Y1ZammlRubyeApj+yRSjNlKb/KzRgrSZEp8600FGcUBWmaujxcGHZ8ObsAO5mJGRi5seuYClSWyq4xtIOPOD6NeZysQX5MudE0zXP8gmlQ7UI8N8xMLIie5mzAOdGZm9d9eG78jJYI0/EeUpPkJio26S+55L2ks/L5XwOjT/l+Ge+YcpoOzspSWtw97DMgmHIzka/y49mI03GmFMPC5qJTJBIJvPGNb8R///d/t2JxSxtGQ7HhTj8WlrDOUJNs7JTS04Y9YSQ3sSw3kTY9GbwJMGLiZiYGzOSGkQNGiFi3FQBXcsBOtIKmIUrj8d0QlsK8Hp6v5ZtSbphqExJDgEpOgK71/lYoN2yO25UAAIIkSURBVPQEVRIlIDPAyc0KYQ7ZkMt7L0ZZylW5cfDcyGxwZvDZUp6eG9Yp1bsdQJOfjyk3FkMxagUM0DK7G7nx8tswuLU4B1JujO3gbh1TPBXcfr5UXdF46rVjzo3ipyzlI8TPp5mYwaksxVSYQN1SLqRapAnYEpojNzGpSX9J51pg27Xk9wDqDe+Y8ihLzSPh+rmDojMR5udN5q0x4jglW2tOo5lSDC0hN8swgCk3SrXhjoZ1TAEkIMkEP51SDCzMDzCRoaYngzcBv8qNIAgNHVNsBIOtcmNTlirX9blSQsa7LAUYAvHqBT4eIIhcyyT8zmgn4tRY2u4RDMl5cvErhkKEsMY6UBFpqB0aU1s5PJQbWZV5gFvTZakmJoM3p9z47JYymImBJstuXLmxBC9W84HIjady48dz43e9fXRMMcWCZUtxzw3dp42BlE6lG9MsN8eylA/lxmeAHwObhWVVuZIesQNGlH147CSJrJeg+feJGMmNn/ZxR1xKB2ru/R4we9TXS9b6JDd5LRE4rNQNJOvG2XfDO6XOVOVmGQZEUjx8zakdHAB60g7pxDGXRFaGVecCoDUuAxlqer5UE/DruQEaO6bYa/K1vJ794dIKXqLSPZkI7m0oBsym4hKfqh1cuemMderR776Um5zv97AiOU9KDUXmxRIEzEQImetV7UPgAHgqNwXDgMlA7asGuE0Gd9ouzSUU+1Bu5CowdZD83rcdiqrw8k6gHB+2vWyUm9W0m+hk/iScwDw0XsqNm+cmUFkKMHRMeSs3zDTMylIz5Rmomsov/iFRQNgh5I63gvvJuVFlQHEY+eJz9AKDU1kqESTEz4dyI1DlBk2Sm2RoAZO3+3cCZ19FZuk9/EVfL+EjGJyybgzdUq00FAPuvpvTNeMGWCY3rYcgOPputhjJTYNyY27rdkUsS1qFAZNys5ieGz8BfgxW5SYbzfJOg5x1ErqdckPj5uOaBiRX+Fo/dhGfr80bZkv5v6Mxkht2B+h619gK5WaGzJEqQ4WikveaksjJvrve2EbM4XOuVCKU4Hk1QeE2GdzLUNxczo0LuZk8QC6osSyQWc0JAhBQuQk5KTd6WepkwYXc+CxL9SUJQZ0oTZjC6epqnZd/fKfd8o4pZ+UmyudLmZVSWSPZVF7pxIDFUOxVlgKcv6+Ayg0vS5Ut3VL02K3KzlPoGfx4blg6MVT/mTBGcpNu8iaBY9e7yc9nf+CrLZyVpU7MlnhJ0QRTt1TrlBvA0DFlybrRNI2Tm9Mt4wY4xeRmeHgY73rXu7Br1y5cddVV+Kd/+ieoLl0AADA+Po5zzz3XNMfqD//wD7Ft2zbs2LGD/3vNa17T7tV3hmOQn35X6Rzg58NzA+ilqVNEbhgp8fLcAI3KjSiIvK2Sl6Z4WWquoROkTM2TcUEkaZ8+YEwp1mdL+b+jYevVFeviJ9a2l6UMd+PMzDwukpN9pyu5YcqNw+iFevMZNwx2k8E9DcXcc9OMclN0PunzktQOQBC4UmkMG/SFsMFzY3yvWgGrZW/lxmsiOAMLp5M12VSKLauGtGe/5IZ1TLmVpcLmslREivBzw3RlWp8r5XLx18tSqnNZSoroY0ecfDc+Ry8wsG6pueocV48AcwCn0xR6Bj+eGwhEuVGV5pSbrsQC5zedfSUh8vkRX8bi/mwcYUlAXdEwNm8zv87ULdVa5YYF+VmVm8lCFaWaAlHQCdDphFNKbt73vveht7cXd911F2677Tbcdddd+NrXvub6mo9//OOQpMYv72Mf+xj27NnD/915553tWm1vOCg3a7oS/C428OgFK855NQABWHMJf2hRy1JUuWF3hW6wSylu8N2wz62pgMUQXS6Si0g8wIUrE9bN1frJLrhy0xXr4neAviaDN1uW0jREpg4hRC+yzCMzAkJuslXnYYm6cmN/gmH7w0LIDSOjRuLs5bmpNqXc0M+gKXqnjRWGsQvAAsib0eRqbFmu5jFQ1z03ThEAfpWbsBjms4mM5ZaSQkhpKpyC5JO087KUSzs4u5kwknGjqdiPcsNzbtzKUoLg3d2mBFNuMpEMYrRr0GgqNk6hL3mYipli5XaRV0E+n6L4V246Ino6ek/Ch33ADeEYsP4q8vuBn3o+XRIFHqhn1zGl0bJUHq313ACGEQwWzw0rkfVn44gEaRpYJJyyNdqzZw/279+PD33oQ0in01i3bh1uuOEG3HHHHY6vuffee3Ho0CFceeWVi7eizcAh60YSBbztknXYsTqLnYOWgyOIoRgANr8C+LsREgxFwbul6nle1mgX2MXfLZ2YwW6+VENKcTimX2ws6ke5xMiN/7ssVpbK15v03BjKbuwk6WsyeHUu8OwYAMD8MIRaAUnVTG5OaOSilCo7Kwh+y1LNdkoBC+uWamYqOADnrBvD2AUAzY1eAMzby6g81ApYJcsQQBQM6ygAgJSUWGu1l6HY+Byj74aRm0CkLDuot4PP25udGZlk2x8wt4P7GU/gy1AMeAf58bKUv64kQRD4tpoo22fdFD3awf2E+Ckg66XIAZQ+Rf+euhMtmN+0+RXk50FvcgPoJMPOd6OWyXGZ1xZPuTmdzcQA0FqKFwB79+7F6tWrkc3qF/lt27bhyJEjKBQKSKXMMm2lUsFHP/pR3HLLLfj+97/fsLyf/OQn+PKXv4zR0VHs3LkTH/3oR7FmzRrH91cUBYrinwCw5/p5jRDvhAhALc1Aszz/b35vU8MyAUAsz0IAoEYyDa9xhBQFDM9NGtoT5yvzTQ1J9AueUBzOeG6TSIjGwdfq/LkdkQ4A5GTLHhNjHRAKY1CKM1CSJM9GURSUaBJzPBTz/Z0xmX++Ms9l7FhI8P36Gaq6dUQ6+EUgX647vz6SAjulKKUZMkcmCMb3QQKQFETMAchX81AUBUdlQm7ixWHH9xZqRbK/hWK2+84cTb9Oh9OOy/Dav1PUQJmr5iDLMgRBQJx+r8WqbPs6dpEJi/6OGwIRohiGoNahVPI8w4lD0yCOPwMBgLJiK6Aovj6f83uFIKgylGqRv5dYzSMCYGU4i/H6HE7Mn+D7K8N4cRwaNITFsK9jYGViJTANjBZG+bmnpOrKjf/1FiB2rIMwcwjK1CHAJveJKaUlw/fChtVOlCYQAjH/xiOi4/vyQbWaBiUUN51njBDDcfJdVPK2zxFqZYgANCkC1ednXBFfgeP54xgrjEHpMXd2zZXryJdrrtuLKYmxkNiwX7OfdY1se1kO+972haIETQ1BEGUkQ4mA+5oN1r8UIgQIo09BmT0OZFa7Pn0NJRlHpwoN761W5iEBKCKBkKAtfN0MWJUhN5XTxRrmS1V+U3N0injdBjvjDe8X5HoZBEGWd8rITS6XQyZjvvgyojM7O9tAbr7whS9gaGgIF198cQO5Wb9+PeLxOP75n/8Zqqri4x//ON75znfiRz/6ESIRe9nx4MGDTa33nj17PJ+zOl9HH4DJYwdwMr3b13LPmR1FAsChkRnkZX+vsUNEiKCm1fDwUw9jZcT7jrIZVNUqN0KePHgS09K06/NrZXIiOXDoCHqpd0QpkJ1037F92F3ZDQDYiijiAA4/8wTyK4iCsWfPHkxOnwQEQFAk30GR+SmiVhwbO4ZihZQvjj53APlhf3c1J6ZPAAByozlUi0QZOHT0OHZHnD/rzlASIbmIfb99ENXUoK/3YVj5/K8xCCCGMIA6ntr/FJSUggMVcoyEK9P47eMPQ7O5A143MYxuACOTsxi32T77J/cDAOrFuuf2c9q/qyq5062rdfzysV9iZWQlJkvkO8xX7JdbLJPXHD38HJRJ/6eanVIUIbWOfU//FtX0lOlvoco0dpamoUHEU6M1aBO78ezMswAAtaIGDhIdEiOQVBn79jyJapIoBVvnphAH0IUkxjGHB555AEqH+aT6XOk5AEBWyuLpp572fB+xSAjHniN7sKW8BQBQVmh+U00ItN7rQz3owCGcfOpeTM013sDMz5J9//jIKHbvJiRFLRAVZ9+xfZivbwAAyJWy4/vOzJHtHlM17H72OaIW2WCrIpBjdv8e5KcaVZCuE8/hLADzpRoO+fyM4SpZzpOHnkRfTo9+kGhn5dPP7oc65aziTs7kAAAToyexe7f5eGX799QsUdCqtZDvbf/ocAWanIIQyWFqZAq7i/5e54bNnecgNfssTt79n5ha5+4TlSrku3z6+VHs3m1WUbYWphEGUBUTeOop/+GAfpEMCyjWNfzq4SexJku+n6cO5wAA4WrOcRv6uV62C6eM3ABwj7M34NChQ/j2t7+NH/7wh7Z/v+mmm0z//+hHP4pdu3bhiSeewCWXXGL7mk2bNiGR8C+nKYqCPXv2YMeOHbaeHyOE0hbgELAiFULP0JCv5Yv3kgvB+u3nA6v8vcYO2cNZTJYnMbB+AFu7tza9HDeMFkeBZ0nA3cXnXWweI2GDFU8/AUxMom/1IIaGSAjfQ8JDuHvmbkQ7ohii20jc3Q8UjmH96m4om3fw7f34PhlQgM7MCv5cLxw8eBAYB0KpMGS6m1147guQifuToWtHid/jvHPOw5HZCHD8JDp6ejE0tMHxNeJveoBcEalsFufs8LeeDMLw1wFQ31R9Gv1r+jG0ZggzP5jAvBBHRihj59pOMnPK+r7PEcKzau0G9Ntsn9/s/g0wDqztXeu4/fzs35fMXoKHRh/Ck8KT+Juhv8FcuQ78+FeQVWDr9hc01N3l7/8SgIKd27fybg8/EO9JA/UCztmwBui3rO/hX5Gf3eux8/xdAIDde3cDI8Bgz6Dv/YO/191JQC7hnA3reJlLvJfc+W/oPgv7xkYQ6glhaLt5uRPHJoDngcEOf+/5ZPhJ3DVzF5Amye6KouDee+8FAPR39gdab2F8JzDxMAaTNQzYvO6eqeeAA4eR6ejG0BD5TE+EnsAvp3+JUCaElZFBAHNY0ZV1fF/hGIAqEBNEDJ13ge1zAEB8ogvIH8X6NauBTY3LEtTdwG4g0+n/2N2kbMLDcw8j0hkxvabrwYdwMj+H/sGzMHSO842b9MjDAGrYsuFsDG0jfijr/p2YjgJFQFGi2L7jBQg5tMQb8Wz1ONQTKyFGcnjhthdiR88OX5/HDULh9cCvn8Wa8l4MDP2D63MnI+P46lNPYl6NNG7Ln5GbTS3m/J0uBOvufxB7R+eR6l2LoS1k2+cffghABRdv34Ch7eb8sSDXyyAolUq+hYlTRm66uroaporncjkIgoCuLt2kqmkabrrpJrzvfe/DihU+24BTKWSzWYyPN+ZKMEiS1NRG9/W6JClJiJVZwO97UM+NlOjy/xobZKOE3BTkQkt3KiOYgbMz2olQyHsXYl0ZdVXj69RNyza5ak5fT+pbkWrzfBtIkoRyrQBIQCKW9f2Z9HEBujk5FY9A8nESA3TPTU+iB8kouUuqyJrr+88LaWQAfOPup/B/h67y9T4c00QJSMayQH0aZaUMQRBRqqsYDq9ARjgOKT8M9NkQVmr+FCNJ232HtUpnfWw/t/377dvfjodGH8L3D38f7xl6DzJxXTWoyBriBk+Tpmm8WycZDQfbF6nvRpIrjZ9ngqg0Qt92vsyiTO5oM9FM8H2ephRLak1/L5oLNJgeAMYImbcul7Uq9yZ7fb1nf6qfrH55gj+flaXS0XSw9e7ZCAAQZ4/Yft+JKCHwVUXfX1kX0nR1GlWJsP1EJOT4vjznRoq6rxv140iKzXcF8IngQthjOQaw7rPJ8qTpNSk6PLIsq6bHNU0z3WCxrsxkrHG/Y/t3jXaqaWoUVRWI+vCpTBXrqIy8CS8bErBz5U7Pmzpf2PJK4Ncfg3DkPrINnczbAM5aQTw/x2dK5s+lqtDoMa5GmjgGfGCgK469o/MYmavy5R+ncxLX9aQc37PZ66wTgizrlBmKt2/fjtHRUczM6Ga9PXv2YMOGDUgm9S94ZGQEjz32GD73uc9h165d2LVrF3784x/jy1/+Mq699loUCgXcdNNNJiIzMzODmZkZDA4GKw20DA6t4I5Q6noiq99WcAcsRjt4kDZwoHFKMRBsvhSv//sIDGTghmLaIhkJiY6BZVbUlBonBKQVnOXcuBuFT1ZICbRWcC/T2WLyAAAgmSAem0K9gHJdgaYBJzVK6nPH7F/rYSjmc5f8TJ52wcX9F2NL1xaU5TLuOHAHQpLI/R1WU3Fd0Xh3dTRoHLxbB45l7AJgmJvVjMfMOl9K04Aq+e5XZ8j5w64dnLeBe3RKMdjNl2rKUAzoWTcO7eDW2VKAOcjPj+G2TMvObIyJIzwNxcHGLwDAyiQ1FDsMzzTmTf12/Le48n+uxLf2fYs/VvbRLVWRGbmJ+JpXBZD5SpqSwjkdQ60hNgCw8hwyZkWpAofdJ4Uz9XO+ImOuZAhNrBUggBxsanSBLeoOGLSkFBeqMqaLRN0+XQ3Fp4zcbN26FTt27MCnPvUpFAoFHD58GLfddhve8pa3AABe/vKX4/HHH0dfXx/uvfde/OAHP+D/XvziF+O6667Dl770JaRSKTz11FP4+Mc/jlwuh7m5Odx8883YvHkzzj333FPz4RxawR1hvJj7SSh2wWKQG94GHvVuAwf0UDFjtxSLhDeRG7v5Upqmd27E/b0fYO4cA5qbKyUJEtKRNOI2J1UrpgtVHCkQchOpz/kuuZIFzwAl4nFI0rvWUr3EwwdP0o4p5I7bv54RY4euFt4ttUCDuSAIuGHbDQCA2/ffjopccUwprhja/gO1ggPuk8EtYxeABZI3nnVT0X9qZN0HsoRE2AX58TZwj4wbBmNKMds3Fk5u7NvB9e5Eh1ZwPp7A+Xup0BbuuORBbiIuRBQIHOIHOA8aTVpylWRVxsce/hhmKjO4+/jd/Hl+EoqZ2gc16mteFQBM5sk+sjLj/7N4QhCAza8kv3t0TcUjElbQgcvHZgzHBu0WrGkSIpEmppX7gLVjirWjdyUjSMeaCwZtN05pc/rnPvc5TExM4NJLL8Xb3vY2vPa1r8X1118PADhy5AhKJSK/9fX1mf7F43GkUilepvrCF74ATdPwe7/3e7jyyitRr9fxpS99CaJ4ij5eUOWGZdxEs75D6pywGFk3vA3cp3LDQtyMFzzb4Zl286Wq8yiDnMDjPlpuGYyzpYCA6cRVvc1dFES9FdyF3Nz51AhmNXJRTmt5z6AxE6hqg+wgkrScVqwXecvrBE0pdiY3/lrBF5Jzw3D1uqvRn+zHTGUGdx6+0zHrhql0ggBEfCpmHE7KjWXsAsOClJuQRXmo6mnHqzuJv2qsOAZZNX8+vxPBGZgaUVEqfH05uQlKyrKDZMSLUgXmG4lX3BKaCZhvJsq1uul5VmiahjLNGIq5TJoH4D08M+D4BcA8X8p4k2BVbv734P/iUO4Qfy4DU1jdEopLdN/S1Ih7OKcBE3nyWVam/atQvrDp5eTnwZ87ZhcxsCTgY8Z2cB7gl0C8xRk3DDzrJkfel7WjB/HSLTZOqaG4r68Pt956q+3fDhw44Pi6T3ziE6b/r1q1Cv/6r//a0nVbEJhyU5kDVMWbsPDRCwsMhsLiTAY3Xvz9wE65YWWpueocZFUm07ft5ksVxlGmJDUe4OLFLuQluQBAC5T9wNrA2Tr6mUj8nSdO4hUghCqLInKlGlc1PDFF9/WeTXwgHyE35P2mw32AjAZyU5bLODBzAC+ol8hdilOIH7v4LyDnhiEshvGHW/8Q/++x/4evP/t1JKJ/BaBxBAP7rmMhKbiEb0wpNoKPXegwtc0uiLxZy1LsuAknsSLZi4gYQU2tYaw4hgHDRHq/AX4MUSmKzmgnZquzGCuOYUN2g+65CbreUgjoXEd8WjPP8+nxDHZlqS56w6VoCuZqpHU+7kD4a2oNGi1zxMPOHhAA3sMzAyYUAzphrKk1zNfmuX8uaTgO52vz+Nfd+jnfOK6BkTo35UYnN1Ff86oAYJKSG6aetAxrLwWiGaA4CQw/AQxe6PjUNd0JPH5s1jxAkwX4aYlAWV5BoA/PpMoNG7twmpakgOXZUu0B981o/hJr2XP8phO7YDEmgzPPjZ90YsDguTEoNx3RDgh0+CeP9LebL1UYR5leHD3r/waw7aBqCiDUkQhwRzNT1UcvAPa1fiOeHZnH3pF55AVKboQicsaauBcmqRqxYjNXnIr1In+/XJiYUa3k5lOPfwp/+NM/xAfjCqoC2hriZ8TrN74e6Ugax+aPAXFSJnJSbqJBS1KA83wpY0nKQJgW9PnYPiVblJtoCqIgYlWK5MgYS1OqpgYmN0DjdHDWCt4UKWPTwacPN/wpypUbur9qGsL5CX4zMlcj+7fTxb9sUGFiXmMhvBKKmyhLRaQIV3aNic5GlfA/nvoP5Ko5rEkTYlesF1GsFyErKmp09pTTDY2maXy8CdSor0njqqpxcrOy1eQmFAE2vIT87lGaWttFjg1TkF/VODSzPXoFK0vNleuYr9T1AL/TWLlZJjftgBQmTBzw57uxDo9cABbTc7MQ5UYSJX5HxlOKbQzFQr45chMPxSHRuTeCVGnKc8PJTdTdUPy/vyUXvtX95ELYgQJmSw6jA+xgUG6S9MJuVG7mYpTcFCf5tGxFVfDLY78EANwVk/CnvSsxB3tJuxXjF4xIhBO4bvN1AIBchKxDI7nRlZvAcJoMbhm7wNB0QjFgUB6owsAmqFNDOlNrhvN6GvBsZRayKkOAgJ6EPm/IC9aJ1017bgBXU3HcSG40Dbjzz4FPb0W3QLwR8/VZ+jyHieDUTBzWNISifpUbh7JUwPELDKy7y1huYqrEZPkkbt93OwDgw7s+zG8IJkoTJrXKyTBdU2tQqK9KUyO+PDezpRpkmh7eMDqnFdhE04oP/Mz1aWu6yfa289zktUSg81wQJKMhdCWJp/DkTBnH6fuv6fbYP04hlslNu+AwgsEWQUcvuGAxPTedPruXdOXGfPFtGMHAlCuTcjOGskjJjVf93wBBEPhFQxDLTU8EB4BEmJGbxju8uqLiB7vJhW/nxrMAAB1CoWnlhpel5KJ+0o1mdbI8R8IF90ztwUxlBolQAilVxRPxGG546CMYK5oHbFaVKmoqIVqtIjcAcP051yMshlEUDkOKH20gN2yOWGAzMWBQAyxlKcvYBYaFlaWclRsAWJ0i5S+jcsPISXe8O9CgTqtRtumyFOBKbkyDah/7MvDkNwEAPWy0h0zJjcOFkE8EVzVdRXOCZ1kq2PgFBj4d3DBfih3D+2q3Q9ZkXL76cly2+jJOhCZLk9w/Iwp6UrMVReN+pUZ8KTeTBfI5upKR9sxR2vgyQBCBib3ArENXJIA1VLlh5SEAelkKccdSYyswyE3FpdN+9AKwTG7ahyAdU2XLxX0BWJRWcFpG8ktudOXGfBJh0nPDZHBjt1RxAmWBvD4RCnYg8UnLUqWpieDs8zE53K5l9N4Dk5gq1NCTimDbFpI8u0EYRj7vc/vXisAcLTf1GMpStSJ/v2QsDHSsJc+hpal7T5IAuCtWX4qvjoxjhSzj0PxRvPUnb8Wh2UN88ezCLwoiV4VagZ54D16zniSqhrvvazBQc+UmaBs4YOiWMlwwNc22U6oiVzh5a64sxTw3TLmhnhtKOAbTpB3cqNwEbQNnsM6XaldZihHKjbVngZ99mD/eRcs1JSVHn+dObuKaqqtoTmiDoRhoVLkAotxIiecwi92QBAkfuvBDAICVcX0WlXEoqJPXi/ltREQAiHz2nBsm5qnfph2qDUCuF2wI8kFn9YaRiZG5sj6IuKqTm3YpN4DuuzkyVcRIjnzfy2Wp30WwjinLEEhb8LJUx4LfdjHIDb/4Rxem3PDsDetk8Mo8mQ4OAPlxXbkJUJYCYFBuKk0pN6zVPe6Sc/OdJ8gd/WuHViO0+lzMhnuREcroPHl3w3NtMUXC+5DoBpLdellKLvLsmERE0k2jNOuGkZsX9e3C5nod3xwdx1mZdRgvjeNtP3sbfjv+WwC6gpcKEw9JK/G2bW8DAIRS+zBcNN9t6p6bJk62dj6OwjhQmiZ3tyvP4Q8byVvCbcCj43tZlAcH5Wa4oJMbRk78dkoxGD03iqqgrC6A3DDlZvYIaVowIB6W0IM5fFL5Z0CtAymSHtstEzWxos7x59mBB/hpLhPBGfySmxaUpaJhAdHeHwEArttyHc6mrfpG5abE29xd2sCpchMCIbZ+Oht5p1Qr28CtYF1TLlPCu5MRJCISyb9igywNhuIg3sKgGOgix8rDz09D1cj+03JzdQuxTG7aBabcBCpLnf6eG1VT+WTo4J4be+WGt4NzcqfxA1Zo0lAM6NtCkMqB7misyo3TVPCZYg2/2k8udK8/fwAQRTy7gpyg1o/+yN+bsdbmHjJWwdgtxchUKhoykJvjGCmM4LnZ5yAKIi7v2QkAWKUK+PorvoGdK3YiX8vjXb98F3517Fd6BkwLS1IMZ2fPxmD0AgiChj35O01/Y+bxWDMSvl3ODVNtujeYjNPGz9cUeWPKjWzvuXErSwVVboxZN8bSSFP5PNlBQIoASq1hOnhM0vCvkc+hV5iF1rMZeM3nAAA9dDZRVSPHrxPhD1aW8jIUBw/xA+zLUk/N/hxSbByCmsSf7fwz/riRCHHlxuV4Z58vLJL9yCucEwAmaMZNWy/mbEr40fv5+c8KQRB4+zXvmDK0grd6IrgRTLl55Ag5P67pSrQuzLANWCY37QIjKkEMxa0oS0X1VnBVUz2eHRz5Wp6b8VruuQlF+cnyfbf9Gt/dX4BaGNNbwQOSG5ZSTJSbAIbiqsVzQy8CdUVDzfAZ7tw9jLqiYfvqDM7pJ9v9xAAp1ayfexgomoc+2oJl3Kwg0+KN3VKsvToRMZObe07cAwAYWjGELDWJIpxAR6wDt159K64cvBJVpYr/c+//wTee/QaA1nVKWXFB5+sAAMdq92GqrH9eVpZqmXIzxkpSDn6bZtOXrYZYi3LDDMUzlRlezgga4MdgVG5YuGRMiiEsNRGCJkqkHRxoKE11PHALLhb3oaDFUH/D1wkhBNBdJhdMGawV3MFQbFJuvMpSXoZiaqwP2Q8wdoK1LDVfm8cPT3wFABAtvJw3IwB6WWqyPOkrwI99jxGREC5fnpt2tYEb0bORfFdqXZ+hZgNWmuIdU9xQHG8ruWGeG7a91pzGfhtgmdy0D0GC/MpW5aJ56C3QKj+IWwlGRJLhJCKSvxOWo3JjN4KBErzjI6P4331FVIq6LN10WUqqBGsFp+vDgs+MJwxj4Nf//pbcMb/hPD3/BD2b8JR6NiQowDP/6/1mvFOKKDesLFWql1CskjJCKiqZyA0rSV05eKVOAOhFJh6K49NXfhqv3/h6qJqKXxz7BYD2kZsNmR1QSmugQeYdLIDBUNyUcmPTLWUzdgFYYIAf0JhQzD03hNykI2m+7Zh606znhj2/UC/wi/aCFDVuKjaQm73fQ/SxfwMAfKj+blQ61gNpUpbqodtTFsg2c/TcUC9QTFMds5M42PazdrYxNKncGIP8AOBLT30J+foclOpKyLmLzc+1MRS7GWtZOnFUIp/Nz/iFtgX4WcFLU86+mzXWIL8KawVPINlGQzFTbhhOZ78NsExu2odAhuIc+dmCslRMivEOjnaUppiZ2G9JCtATiqsW5Ya1WnPlBuAELysUoclVVAxdX7GAJ0huKBb9l6Xqap2rAYx8hSWRp+yyDqb9Y/PYMzyHsCTgNUN6oFxHIoLvK5eS/zz1395vyDuliHLDTNMaNMxXyckrYShLFeeO47GxxwAALxp8kW06cUgM4cZLbsR7dr6HP9aOshQApGMh1GauAADcceAOTqgXZCjmOTc2Zak+8yTmBZfduKHYqtzoy7O2gzdblkqGk1xhOpwjhCTllSPjhi5qKp45Qn5O7Ae+/14AwBflV+Nn6kWo1BRS5otm0a3Q9meR7N+OOTfMUKxqnOQ5og05N4BelpqpzOBw7jC+tZ/MjqqOvwqlqmb73InSBErcUOx8aWP7aIyWpfy0gk/Otynjxgo2iuG5XwCK/Xqx9mu9LLU4yg3LumE4nTulgGVy0z4EUW5aWJYSBKGtvhtrBowfxDyUGxO5odugA0X0YM5gJo4F9lTonhv/hmIWUCgKokn61k3FNPqdGolfvGUlz38AgI5EGHcqL4QCERj5rW4YtoNS1++6qXITD8X555yvGuZiUXLzkFpAXa1jTXoNzsqcZVBuzCcaQRDwZ0N/hhsvuREd0Q5cMXCFr88fFMlICHJ+K8LqCszX5vHd574LQDcUN9UKblVujGMXHMpSTStT1rKKxXMDNPpumjUUG1/DxgYsiHR2U+Vm+jC5e7/jrYQQrrsc/yqQGX18BEO6D920W0qTigBUR18KK0vFWlGWarJbqjPWiZAYggYNf3//30NWZezquxRKcTOqsgpZ0W+UmMozWZ5EmZvwXZQbNog3ZC6zuIG1gred3AzuIufA8gxw8lHbp6zlnhtK/nm3VHsNxTGLgfh0zrgBlslN+5Bgnhsf3VItzLkB2pt1EzTAD3BWbhpawQGTcrNSyPE28HjANnDA3C3ltxWcrQubK8VgnAxeV1R878kRAMAbzjdPnu9MRDCNLB7EEHng6Ttc3uwIGScQTgJZog4IgoBkiJw0CvQknIyGyHaJZnFPgpyQrxi4gpj5POZKvWHTG3Dfm+/DtRuv9fX5g4KMmBARL5GE1W88+w3IqsyJbHPKjUUNcBi7ACwwwA9oNBRbPDeAQbkpDKNQK/B022bIDfPdHJ4jpLYlZanpQ8AP3kPGMWRWA2+4DZEIIdw8FTzdh05FgQBAEFQIUslbudE0H2Upv8pNMNVVFEROWp6ZfgaSIOGvLvgQ/7uxw4mVpapKFbMV904wAPz7S7ASsB9D8fwiGIoBMlpj49Xkd4euKaOhWNM0Q7dUe1vBAd13AyyXpX534Ve5qVf0ALEWKDdAezumggb4Afrde8Wi3LBW8Fw1B4W1s9JtkAUhN6Um28ABg6E4gHLj1OZuVG7uOziJqUIV3ckIrty8wvS8jgQpCX67/kLywNN3OA/D436bjaZxAqxjqkS9AWzdlY5B/IaSmysHryRPdlBujGhnRwPLAFLnz0NXrAsjxRH84ugvuHncKUjNFdZuKYexC0ALhoJaW5ltlJuBFCE3J/MnTV6ZZlrPWSmrpWWp6eeAfT8kwzTf9HUgtYJ7nbhHLN2PMICsSC7OQqjgSDy5oVj10wrupdwEny3FYCSP1225Dpu7NyAske/fSEiiUpSrrNMVYmr3MzQzyY4zD+WmWJU5mVqZabPnBtC7phzyblZ3xiGJAip1lRidjd1SbVRuAN13I4kCVncGPycvJpbJTbvg13PDSlKCqKfQLhDtJDet9NywE5IGjQ/zY76jrFDECiHXdBs4AKRCekJxOubvoHcib4xglGuKnm1z7mqELROvs3FCbn6uXAAtkiKheycetn8z3im12bze9IJXosoNG8C5J9ODGUlCWozgvN7zyJM9lJt2Q5/3I+ItW0gp5Kt7v4oyvfgsRLk5olXJNG6HsQtAC4aChq3KDTUUGz03KV25adZvw8CUG6aALki5yQ6QdnCGV3wSGLgAgDGlWFduAKAbZP8UQ3lH4slbwTXVm9ywvyvVhrwd/jiwIHKTiWR46zc7DosWEzBTeWaqpHXcj3KTZJ2JHiF+zEyciEj+h+EuBBteAoghUoq1CWkMSyJWdcSQQgnaT/4KKBFCN6cleZp6uzBIs25WdcQazn2nG07vtVvKYMqNXHHuJAAMQzOzgNiar6OdZSlrBowfMOVGVjVTrTwshvlFiZEKLUYITwYFbE/mm24DB4BxypekUAXbVvmbuM4uOlZPETPqDefK+NU+0sHxemOXFEUsLCEellBFBMX1ryIPOhmLecbNJtPDrGOqrDBDMXnv+yKE6F0aWaHH/p9icsNO9sWagjdvejPioTj2zezDSJWMSmg2ofiHqQRes2oF/vhn78Dc2G7yuMVvA7RAuWH7FVPA7Dw3aT3Ij/ltgraBM1hJ0YLIjSjxNm8M/QFwwTv4nzi5YTcUaTKfrJP+NxotOip6wcpShv3OTr1p0lAMABf0XgABAj50wYcaJoNbS0mMCM3VpgE4D80EdOUmHSWfreyh3CxKG7gRsSyZFA44lqauje/GL6N/jd79XwcA3C5fhXF08nNFu7CW+mzO6lmA4rhIWCY37UI0Tdg34K7etNBMzMA6Mtqp3PhNJwZ05QZw7phipKkSImQnKxSxNZlfkHLz1DGSsRGJ1H3Pg3Eib+xkecdjJ1BTVGztz2DrKnu1oJOWpsbWvZY8sPf7ery/EQ7KDSt3VNgdJr1bvYfOBHqRashF8VGWaieYl0lRNcRDGbx2w2sBAIeqPwTQXFlKkaL4UpZczH47+SRuqB/FuCQ1tIEDLVRu6s6em/5kPwQIKMtl7JvZB2AByo2V3DSbz8Pwyn8GrvoI8KpPmUp27IaCX7gzhNx0y4QUhKPON1zcUOynLGX00lh9N5rWtKEYIPPLHnjLAya/WCJqr9wwcjNfJ+TGjVQzQ3E2ykaduJMbFuDXdjOxEaxrylqamhsG/vsP8H+mb0a/MINcbAAzr/sf/J38JwiJeldnu/CqHf34syvX469/b7P3k08xlslNuyAI/nw3Lcy4YeDKTTvIDSVjHQHImPECZ/XdWDumZlVyke6RSlglzXFyIyL4ieWRw+Qkpon+836cusHYSXXPMJGD3nB+o2rDkE3Q6bnZ84DMAFCdazxJqareSdVjX5aq0sGKyahEUolrMxA1DZcV8vqTT3VZyuBlKlRlvG3r2yAKIma0ZyBGR5pSbu4ZewhHI2GkFRUrIh04FBbxh6t68Xy08TO2TLmRnT03ESnClRo21qJZcmM1Iae8Wq29sO5S4EV/3fD9s+3O5w9R5aanRj6nFC44LrJcJ3/zpdwIgrOpWKkDoG3bTSg3QOP36qTcsLJUQfah3NCbBkZuvAzFE7wNfBH8Ngybad7NsQfJNUJVgEf+A/jCLmD/j6AIIfyrfA1uWfOfyPUTlScecZ6n1SokoyH8zcu3YPtqf0r4qcQyuWknuO/GpWOqhRk3DO303DBlI0gruCgK/I7CqWOKkYpJhZyku6US4vUZXpYqVoLtqocm8jg2SU6sdbWKuupvSrej58ZwkQ6JAq4ZWuW4DKbczFUU4AVvJA9au6bmh0nbrhgCus6yvBe5WCggd4zJSEhPJa5W0ZHTRwGcauVGFAV+ISlWZQykB/B7a38PABDpvi8wudE0DV955jYAwHX5PL4xcA3W1eoYDYXwR3e9C09PPm16/oJzbrghtkIIJyM3UfPyWDv4wVlSSmymUwoA+pJ9pv8vWLlxQNzBc7OCKlNiyJncVFirtB/PDeBsKpYNamXAbiknMI9XoWpfliqp7hPPAb0slY0RcmNNHrdiYrHLUgBJn15xDqApwIP/Cvzny4Cf/jUJmRy4CA+85Lv4Z/nNOJRTuCG6nQF+SxHL5Kad4MMzF7csdboZigE9pdhJuWGkaaJGToJZlBCuTnPlZtb5XGyLn+8dB1T9ZFSo+VuAU1kqaTASvnjLSnS7TAdmHVOzxRrwguvIg8/9AihO609inVJd6wFL/D6f3i1SI2NUwn0n7wMAXFkqA8VJ3cd1ipUboPGCc8P2GwAAoczTKKmTTi+zxRPjT+DpqacR0TRcP5fH6on9+ProOHaISeSqObzzF+/Eb07+hj+/ZQnFSlVPJwYawuuYqVijSkSzyk0mkkFM0i/07QpXZKSSl6VSZH1XyHQcgpS3exkAoMJC7oQw8fV4wVG5qem/+0wz9wIzFFs7nFg7eIWRGx+G4o6Y/h27+W4W3XPDwLqmfvPPwPATpOHkVZ8C3vFzdJ01BICMYGCG6Hb7bZYalslNO8HUGNeyVI4+t6Nlb8vnS1WdT2DNoK7UUaCSdRDPDeCdUsxIxXCFnPjT2jzC1Vke4jcxp5FMB5/4xbPjACREaAppvuZvW3BlKmpWpox3gm4lKYCkFANArlwHVm4B+l5Aclr2fld/kiWZ2AhGbgSxirAkQNYqeHSMBHq9SKYka+4E+clIzikkNymLD2Jr91bE5S0QBBWPTH8/0LJu20tUm2tqInpUFTjxCDpVFV8evAaXrroUZbmM99/9ftx5+E6omspJ64JzbgB9FpggNmxPZipmaFa5EQTBZEZecFnKAfxmgh1voSiQ6G5IKbYDNxSLPgmJl3IjRVrWLME8XtYOJzZfqopgyo01edwOp8RzAwDn/L7++9ZrgPc+Clz4TkAUeTrwdLHGAwaXlRszlslNO8GD/Hx4bpaAcsM6iURBDHyn7JR1w0cw0GUfL5MTSEwtQdBUlGiQXr4s6rNUPDA2V8FTJ3IQBCAbDWauduyWoneCXckIrtzsfmHroO3guRIthe2k6o2xa8oyU8oII7lJREJ4aOQh1NU6BtODOIuWR5A7Tn6e4rIUYH/BSZRJqN8jkz/hU+S98Nzsc7jv5H0QIOAGlapX9HMmVp2Hz7/k8/j9s38fsibjI/d/BF/Y/QWupCy4LAXo5CaSbsjTYcoNg7W8FARG1WfRylIAkO7n5EYRnI8H3grut5RkzQpiaDLAzw1eyg0ZCqq6em6YoTgRSnC1w813w5SbRcm4MWL1+cB1twNvu5PkF1FTOACkY2GejL5/lI7TaHOA31LDMrlpJ7ih2MVzw8pSS8Bzw/wo1vReP2Cm4gbPjcVQfLRoLtGU2cVHDeP+Qz6mbAP45bNjAIDz1nTirOw6AMCeqT2er5NVmV+IrWWpc9eQ///xZWd5dl51MuWmRGX57W8gasDw48AUid3XlRtncgOxilRU99u8aOBFEDrWkr/ljpGfp0NZKmLjg6hshlLpQ1Wt4H8O/I+v5Xx171cBAC9d+1KsCVkUjd5tCIth3HLZLfijrX8EAPjS018CQELcok104wAgZRfWVl+kJbRoo5rCUooBMr9tIYNITeSm3WUpE7npQw8lN7KQ14MzLSizEL/A5MZy88E7pVpTkgJ0Q7FVaemOd0OAAND0ZTevl55QnOA3LdbuKyM4uVls5QYAtrwKOPtFtn8apAnB+0bJeb7d6cRLDcvkpp3wE+TXjrKUgdwEKeV4oVm/DWATKkZh9dwMz8soavpJpBwhJ1hNi+ABn+SGlKSAq7f24oWrSFLwA8MPeL6OfT4BQsNnvGxjD56+6Wq858r1nsvJMs8NU27SvcD6F5Pf99ALPVdu3MtS8YiA3wwTj8mVg1eapoMDOC2UG70spV9wqnUVtWlyUv7mvm+iysLcHDBWHMNPnv8JAOAd299hnmlkGLsgCiI+dOGH8MHzP8j/vOCJ52zbMXJjUypihmKAlKQW0pViLGm1j9yweW6Gm4l0HzoUlTYwaVyltKKiElLuO37BqyzVQuUmabOvASQzi6mtQmjeMZFc1VSuTBHlxl4JYqgrKqaLZHssuufGA2z8wf4xoty0O514qWGZ3LQTflrB22EopiUjWZX5gdwKsJNhkAA/BiflxjoZfGy+gjnoHRrlEL3rUyN48PA0FNWdrM2V63joMDHuXr2tD5etvgwA8OjYo6gZDY42YOuQjWYh2RgpM7Gwr4tap9Fzw8CMxU/fQcofJWou7tnY8HojuZHiJzFTmUEqnCKpxA3k5tQrNwmbDpZKXYE8/wL0xHoxU5nBnYfvdF3GN579BmRNxoV9F2J7z3Z9MjhgO3bhhu034P+77P9DSAzhnO5zFvYBWNaNi3LTE+/h6lCzAX4M7PUSJJO5uJVwKkuFACQU8rfp8rTNK4EKPU5iYR+dUoC+77FxGQwLCPBzAiuBlmyUFkYahdC859wsgBxnTq3lDFPUzxISBXQlWqdAtQLMdzOco2StzenESw3L5Kad8KXctD7nJhFKQBLIjt7K0hRvkw5oJgZ0Q3GDckOXlavmUKjWMFeuY04zkBvaSRQT45gr17F3xN2/8ev9E5BVDZt6UzirJ4lNnZvQE+9BWS7jtxO/dX1tM3Oz7MC6pXhZCiDyciQFzB4FnvwGeSy7xrbV1liWkqNkrtKlqy8lqcSnIblJcd+C/t2SadQSrj2bjGT4+t6vO5ZB5qpz+M7B7wCgqg1gVm5sxi4AwKvXvxr3vOkefOaqzyzsA4Qs5MZGuREFEatSpP2/WTMxAytLJaRE23JJnMpSAJClD9mRG0VVUNXIhd73sFonz80CRi84gY9fsCEjzHcjhp3JDfPbiIKIqBQ1LM9+32QZNz2pKESxvRkyQTFoGVyZXFZuTFgmN+2ErxC/HH1u6zw3giC0xXfTTIAfA5fJHTw3iqbg0BS5uOQFXaovUwVlYy8ZsvnAIfu7TYZfUL/N1VvJiVwQBFy6ioRceZWmnIZmBkVnwmIoBsjF+pzXkN/v/wz5adMpBYBPBRekKgoSyXV50QCtu5+GZalkxFwq0DSNh8dds/5apCNpHJ0/yr1DVnz74LdRkkvY2LmRf1emz2MzdoEhG83qoyiaBSOGXLmxLxUxU3GzbeAMGzs2QoCAlZGFkSQ3RB2UGwDooiNQpiqNZV5j+TDmt5PLsSzVRuXGhoywID8hNO9ormXKTTKUhCDoGU0lh/lSp6wN3AesU7ndTNS/i1gmN+2El3KjaW0pSwHtmS/Fy1ILUG6qFuUmIkV4x8jzM8QrUzN0kJTpzdLOVeTE5ea7qdQV3HOAXKCu3qZfgC4bIKWp+4fvd11HRm7YtPJmwVrB5yt1cxlt55vpiubIT5tOKQBIUjVHCM2jhJMQBRGXr76cLpySG5Z1w5WbU9ktZS5L1RUN7GN3xNO4bjMpyX1l71caPGBVpYpvPvtNAMDbt71dVzIilrJUO8GVG9YtZX9Rv7j/YggQcH7v+Qt6u8HMIG5/xe14/9r3L2g5btDLUmbPDQD00bKTnXLDzLYAEPVNbrwMxW1QbmzISGe0BwAghPKO5Ia1gccpIfPy3EycSjOxB9icJ4ZlcmPGMrlpJ3iIX85+Ym69rAddtbAsBbSnY2ohZRsn5ca4vGM5MpBSjujR3mXa6nv+GkJWHj0601DaYnjw8BRKNQX92Rh2GOLBL+m/BKIg4lDuEMaKY47ruBDyZgSbDK5pwLzRd7PuciBtSDb2Um4Esq2GVgzpalm8A6BDBDF34rRQbqyG4oqsfz+xsIjrz7keETGCpyefxpMTT5pee+fhOzFdmUZ/sh8vP+vl+h/Y5xFEYOUCPTVesBqKbTw3APC2bW/DQ9c/hCsGrljwW57TfQ6yofZF2PPZUjbKzSqFGH3tyA2bKxVXVYino3LjMBUcALIRQm5EF89NUdbbwMny3D03POMmc/qRm5XpqKlz08lE/buKZXLTTvBSkwZUbLwizG8jSI53i82iLeSmqreCB4VTiB+gk5uT8/TiYlCxyho5iW1c0Y3eTBQ1WcUTx+y7PH7+jN4lZfQyZKNZ7OjZAcC9NNUqz01YEpGmF/xZo+9GlPRxDICzcmMxcl45eKX5CcbS1GngudGVG/JdMfIpCEBEEtET78Gr178aAHAbHa0AEH/H1/Z+DQDwtq1vM5eXmOeme0P7PxszFBcm6Hs7H4vW7+Z0RcxOKU2uhAoBKxVyIbcrS/GMG00z+57cEHFSbtrRLWXfCg4A6RC5mRTD85Ac/DFMuWHfo5fnRi9LLXLGjQ+IooA1htJUcjmh2IRlctNOhCIkEAywny9lzLhpsbGQtZj6Teb1A+a5CTJXisEpxA/QycQEHU8gJXVyUaZtqYlQApeuJ3dmdnk3iqrhrn2U3GxrDFi7dDX13Yw4kxun0QvNgLWDmzqmAL1rCrDNuAH02VIM3G/DwMjNzBHdtHkahfix9uNoSOQk84+2/REECLjn5D14Pvc8AODXJ36NY/PHkIlk8LqNrzMvNEW/w9ULKwH5Amt5ZuVjB+VmKYGVZUxlKSmEebET3VRFdldufEwEZ/A0FLcw58aljJRi5CbkfENnzLgB4Om5OSVzpQLA6LtZVm7MWCY37YbbCIY2ZNwwtLMs1YyhOBp2Vm4YWZqiF5dIinheNABleoKMh+O4dAMhN3a+m98en8V0sYZsPIyLzmokX5etIr4blvZrB6eJ4M2gIciPoXcr8Ir/B7zqX3RPlgWiIEICnbEV6sNZWfNgTU5uWFYOcHqMX6B304zAGoPUzsqehasGrwJAwvrIgMyvAACu23JdA6HD9tcB1/wb8NKb2rz20JUbhjZlzywmbMtSAKbFLnQzQ3G58Tiq0JJVTNPM7fhu4GUpB89NSxOK7ccvAEBCpMeTVICs2pMVrtzQ0m/CxaAMnN6eG8DcMbXsuTFjmdy0G24jGNoweoGh1YZiTdMW5EmJhVyUG7q8Obr8RIaQm2IozuP14yGd3OwZnsNcyUxQfv4M8dK8ZMtKhKXG3Xpr91Z0RDtQqBewZ9I+rbiVyk2HXccUw64/BS78Y9fXi5TcbErvamwXZuRm0kBuWngBCQqroZgRWFYaYXj79rcDAH70/I/w0yM/xZ6pPYiIEVy/5frGhYbjwLl/wE2wbYU1rO4MUG6cohemhE50U08U29+N0MtSqv+ylKOhmJWlWu+5qcoqZMV8oxRCGpomAoLmmOHDlBtmKE46jHNgmJw/RXOlfIJl3QDLyo0Vy+Sm3XBrB2/D6AWGVis3JbnEFY+mPDdMuak7e26KCvElpTtJi2w+pnctxaQY+rIxbFiZgqYBDz2v33VqmqanEm+zb9OVRImnFTt1TbVSuWEdU7N25MYHwir57Du7LrdZOCM3+8nPULxlgwmbQYOhmCs35nUaWjmE81aeh7pax0ce+AgA4LUbXrvg7rQFw6p6tWmY5WJCL0uZL9oTWhefLzVbmW1QOPjQTFXzvx0cDcVsAnkLu6UMvpKS5bNVZA2aTFS3ybL9NHqm3DBDcdxhnANAzitsKOVpW5bqXvbcOGGZ3LQbbu3gS6gsxe7yYlKssYTgAyyh2NhJw8DIRE0j/qDUlhdB3Xotjp39WvJaKcoTgy/b0Oi7OTCex/GZEqIhEVdsWuG4Diyt2I7cKKrCxy+0hNzEbYL8AqC7/EcoHX8HtnUN2Szc0A4OnNKSFGCMxGeGYqrc2HSs3LDtBgAkPVsURPzRtj9anJV0g7UsdQYoNzG7VnAAY1oHOlUVIgANGif0DCZDsd/j3FO5aZ2qGA1JCEtEybSWpio1BZpMznsTpQnb1zPlhhmK3ZSbXKmOukKU49OV3KxZLks5YpnctBt+lJslUJZaSIAf4K7c8JkwUgERSURXJgPt9f+Jid5dAMwzbl64vjHMj3VJXb5xhas0e8mqSwAA+2b2NfgN5mpzvASWjS68Rdc2yC8AquVOKMVNpjtVDkZuGE6hmRgwd7BomsbVgqgNuXnR4Iu4h+ila16KNZk1Dc9ZdFjLUmeC54beTNQU1ZS1NKJ0QALQodERDBVz+YYZihNBuqUWsRUcMGbdmAlJqaZAZcpNyV654a3gzFDsMhWc+W06EmFe5jvdMNCZ4L0oqegCwyzPMJxScjM8PIx3vetd2LVrF6666ir80z/9E1S18eJnxPj4OM4991x8/vOf549Vq1X8wz/8A6644grs2rUL73//+zE76zKJezHhqty0fvQCQ6uVm4VmwMRclBtWlhKkIlZm9JjzqkrNxIaLz8XruyEKwJGpIp+pwlOJHUpSDD3xHpzTRTJTHhp5yPQ3dgebiWQWnngLIMvLUs0pN1MF8rqelM2FwZh1A5xy5YaVpTSNXGDYdxy1mZ4uCiJuuuQmvHjwxfjL8/9yUdfTEWegcmMMsasajrlhhew33ZTwWEk+IzcxtRlDcfvHLwDO2TTlugKtTpWbsr1yU67rCcVkWVS5scnN4Rk3p6lqAxCF7q9/bwvecelZ6D0Ns3hOJU4puXnf+96H3t5e3HXXXbjttttw11134Wtf+5rraz7+8Y9Dksws+tOf/jT27t2LO+64Az//+c+haRo+/OEPt3PV/cNNuWnD6AWGVreCLzQDxpdyEyqiL6sfoHbkJhMLY+dgBwDSNXVytoS9I/MQBWIm9oJTaYqV3VpRkgJ05WbO2gruA5W6wl/Xm3GQ9I3qzSkmN/GwBBYrUqzKrmUpADiv9zx89sWfxUB6YLFW0R1W5esM8NwYzdxlWnJRVA3DcgcAoEcm+5fVeGs2FPslN/R5jt1SLVZuovbKTaWul6V8KzcunpvTefSCEX925Xr8w6u3tm1O2VLFKSM3e/bswf79+/GhD30I6XQa69atww033IA77rjD8TX33nsvDh06hCuvvJI/JssyvvOd7+A973kP+vv70dHRgQ984AO45557MD4+vgifxANuyk07y1ItVm6YH6UZMzHgU7kRVPRkdAndjtwAuu/mgUNT+CU1El+4rgvddiqHBSzv5sGRB02DHFvZKQXo3VLNKDfjtEMjFhaRiTmU2Uzk5tSWpQRB4HfAharMlYKYjXJzWsLqCXGYLbWUIIoCIhI75gjZrNQVjGtk/+6u0ZRiS1mqrFBDcUvKUtRz00JDMeCs3JCylLtyww3F1pwbG8+N3gZ++gX4LcMbp6x3bO/evVi9ejWyWV1e37ZtG44cOYJCoYBUynz3VKlU8NGPfhS33HILvv/97/PHjx8/jnw+j23b9OF669evRywWw969e9Hba1+qUBQFimLf/uf0fONP34hmIQHQSjNQLa8Vy7MQACjRDBB0uR5gsmtVqaJUKyG6wBPMDCVn2Ug2+DYAwG7iq/XG7R5CCCHEIKOCTLLMv5uqRk4uMSlmes0lZ3fh83cD9z83hbE5ckJ92Tkrfa3X9q7tSIVTyFVzeGbyGWzvIXOLpkvkJN8R7Wjq81mRoXeXuVI98PJGc+QE3JuJOZZphewAvzPRwrGGfSsomt6/KZJRCfmqjPlyDWVq9IyGxJZsy3ZDkKKmuzwlFG/58WjFQre3H8TCImqKilKlBkWJoFCpYRppyJqIFfR9J4uTpnUo1YiyEVM1KFLM33aQopAAoF6CItfJyAwAYr0KAYAqRaC18HMyQjJfrpnXvVrXlRvL52K/M3ITE8k5JRYiakeppkCWZZP6MU7PLT2pyJLYj08ntGv/DrK8U0ZucrkcMpmM6TFGdGZnZxvIzRe+8AUMDQ3h4osvNpGbXC4HAA3LymQyrr6bgwcPNrXee/bYZ6Q4IZGbwjkA6nPj2LN7t+lv23LjiAE4dHIShfJum1c3D1VTIUCABg0P/fYhdIQ7FrS8QyOHAADV2Sp2Wz6HH5yYJApGrlCyfb2gJgGxgnLhJP87U27qpbrpNaKiISIB08Uapo+Q5a7GFHbvzvlaly3xLXi8/jj+97f/C3kluRDvm9gHANAKWlOfz4rRPFnudL4SeHmPHKe+AKHu+NqVRQmD9Pe5Yh2HW7DOQPD9m0HSyOd9au9+HJkmJY/ifK4l27Ld6BgZw3r6uyqGsXvPs4v23s1ubz+QQIjx7mf2Yb4zjImiDA0iJtGBboV8R4dGD5m+o5HxEwCIcvP0vkNQQ8Oe7yPKZZxLf3/qiUehUSVsw+wEsgCOj4xjWtrt9PLAkCuEgB04fBS7NV2hOT4yz8nNaH7Udt+bKZCbtNFjo9g9vRslWkJVVA2P/XY3IpJObg6eyAEA6vNT2L273LCsZXijnfu3F05p6o91QrATDh06hG9/+9v44Q9/uOBlMWzatAmJhH85X1EU7NmzBzt27Gjw/LhitgP4DRCWCxgaGjL9SfwVOWA27LgQWLnV/zJ9Iv1cGvO1eQxuHMT6jvXeL3CBmBOBWeCcdedgaNNQ4NcLJ3LAPQ9DkMIN2wEApKcyqGMaAwMpDA0NQVEU/PKeXwIAert6G16za8/j+M1zxAy5tT+Nqy+9wPe6vDL5Sjz+yOM4rB7my/3poz8FJoANqzfYrl9QrC3VgJ/djbKsYduOF9gGCzrhicIRAHNYv6oHQ0M77Z8UGwb2/hsAINPTt+B1bnr/puh+8CEM5+fQP3gWJsU5AAWs6l2BoaHW79ctR3ICeIL8KkTTLfn+vbDQ7e0H6V/di9lKGWvP3oChtZ14bqIA4H5MCV3oVkYAAGpcNX3exGwEmCOt4C84fxdXYVyhKsBPya87t24EEqSjUdxDSM6aszZicPuQw4uDo//gU8DIKLp7V2FoaB1/PPX8M1CPEK9NXslj646tiEjE2M+2txpSgSqwY8sO7OjZQTrJvv9zAMCGLdvQldRHRciPPwKggp2bz8LQTsPA22V4ol37d6lU8i1MnDJy09XVxVUXhlwuB0EQ0NWlmzo1TcNNN92E973vfVixojHDhD03l8shmdQNcHNzc+judg4HkySpqY0e+HUp4g8R5DIktabXpzWNG4qlZDfQhhNcJpLBfG0eRaW44B1srkYC9rriXU0tK07bFKuyavt6uZ4AJCAUKfO/M+UmEU40vObyjT2c3Fy9rS/QOl0+eDnwCPDM9DMoyAVko1nkajkAQHe8uyUHY2cyBkEgX3O+qmJF2n8H1kSeqFF92ZjzunSt47+KkUTL9p9mj4sU9QaVZRU1mg0SjzS3rEVHVD9vCNHUoq5zs9vbD+Jh8p3UVfI+VZl8LzNiN7oVotDMVGZM719hCb5CGFLI5z4rScRXo1QhKVV9X6TdUmIk3tLzW5KeS8p187mkLKuAkoCEEBTImK3NYlXKTEpYWSodTdNtT8qnVVlFVdFMy5vkx2Hj+WcZ/tDq/TvIsk6Z42/79u0YHR3FzIxutN2zZw82bNhgIikjIyN47LHH8LnPfQ67du3Crl278OMf/xhf/vKXce2112JwcBDZbBZ79+7lrzl48CBqtRq2b9++qJ/JFtEMmfoNmIdn1goAnXjdDkMx0NqsG9Yy2qzhNubSLaWqGipVSvqkAn/cyVAMgI9iAICrtwaL6O9L9mFDxwaomoqHRklLeKsmgjNIooBMjHVMBTMVj1Mjo2OnFHBaGYoB8wiGqs1sqdMaxv3rDMi4YeDzpahZls2Zykn6fClrt1SFXvzjUsBhl3am4jaE+AG6odja4UQ+p4BUmNzU2gX5WUP8AOdhnNxQvNxivSRxysjN1q1bsWPHDnzqU59CoVDA4cOHcdttt+Etb3kLAODlL385Hn/8cfT19eHee+/FD37wA/7vxS9+Ma677jp86UtfgiRJeNOb3oQvfvGLGB0dxezsLP7lX/4FL3vZy9DT0+OxFosAQbAfnsmIjhRpWysvawdfaMfUWHEMJ/InIAoiNnRsaGoZLPPEbnDmdLEGpU5ONiylGABqdCJ43Gb7nNOXwRvPH8BbLhrEOf3BL0isJfyBYTIlvNXdUoCxYypYO/j4HLkouJKbeAcQo2b8U9wKDphHMHi1gp92MObcnAEZNwwsfoF1KDJyMxfqQQ8bwVCdNQ2S5a3gQclNxKYdnI9faN1UcMCYiG3NuSH/zzqQG1mV+Wc13jDZDeMs1WQ+K+10bwVfhj1Oaa/m5z73OUxMTODSSy/F2972Nrz2ta/F9deTIXpHjhxBqVSCJEno6+sz/YvH40ilUrxM9f73vx87d+7ENddcg5e85CVIJpO45ZZbTuVHM8OuHdyYcdOmfIJWtYPfe+JeAMDOFTsXrNxYE1MBYGyuAk0hJ8dcVd9GvCwValQmRFHAP71xJ/7xdS9oKt+BtYQ/MPwANE1rec4NoM+XCppSPE7Dw/qyHne8TL05DZQbdoEoVN1D/E5LmJSbM4fcxC0jGCpUmciHV6BDVcGop3EEQ5mqLXEpIGFeTOWGpQpbcm6YQtURJTe11vlSFbXCfzeOkLFrB2cZN7GwiHR0eSDlUsQp/db6+vpw66232v7twIEDto8DwCc+8QnT/yORCG688UbceOONLV2/lsEuyK+NGTcMLSM3Jwm5uWLgiqaXYbzQ1WTVlKA6Olfm5MZ4onUrSy0U5608D/FQHJPlSeyf2Y+5KvUUtZLcxINn3WiahjGm3Hjla3SsBcb2+M8jaSPMys0SK0udocoNL0vVzcpNMboCIoAuVcCkqGGqPIWVCRKAWVEoubGmNnuBk5ui/li7xy/Y5NwAQDclN1blhp1PImLElEKesJkvZcy4WQ7HW5pYIrdWSxyuyk1H2962FZ6bUr2ER0YfAQC8aOBFTS/HSG6sk4rH5yvQZEpuqotDbiJSBBf1XQQA+OmRn0Kh/qdmx0vYgacUB1Bu5ssyL9151vovehew4WXAlt9veh1bBd23oJelloxyY1S+zijPDfO5mclNOUoU726FxhUYfDdlhZaCgx5zfHimQblp1/iFaKPSAujnlZ44+XzWlGKm3FgH/yZt5ktNcnKzXJJaqlgiZ58lDjvlhnluTnPl5pHRR1BTa1idWt203wYAQpKIEJsZZfHdjM5VoCnkjpmVh4D2khtAL039+PkfAwDS4TTCUuuGz3U0MV9qjKYTdyTC3srH2S8C3vodoOusptexVdANxcrSU25CZ6Zyo5elKKmhZKAaJypNd53sl8aU4gr1ucX8zpVisC1LtXtwpr1ys4KqUNaUYkZukpbPZjeIc4Ieh8t+m6WLZXKzGEhQNcDYLcXKUm2YK8XQCnJjLEktVJ6NWU62DGNzBuWmMsszi9w8N63AZauIqZidBFtpJgZ0Q3EuwHwpNnrBsyR1miEV1U2ZjLwuSXJzBnlu2PYvW8iNFusApCi6qamYdUJqmoYyNdzGwgG3A1dujIbidnVL2Xc3sc/ZnyTkxkm5sd4sJWzGOUwsKzdLHsvkZjFgq9zk6N862va2Cy1LaZqG+07eB2BhJSkGp46psXndUFxX6yjSuj0bv9Au5WYwM4i1mbX8/y0nN9Rzkwug3HBy42UmPs1gbAXXlZslcnoRRX3+0Rmk3ETp9mdlQnbxj0VCQLqvoR1cVmUooBlFC1VuVAVQKVlo9WypKDOv27WCA/1pMnLHb1nK1XPj1rG4jNMaS+Tss8Rh57lZBENxd4y0RB6dP4q6Enw69bMzz2KyPIl4KI4L+y5c8Pq4KTfQIoiI5ETCTMW8LNXGVudLV13Kf281uelMBu+W0pWbpXXHaGzPXXLKDaCbis8g5aahLEV/xsMSkO7n7eCM3LChmQAQj5rH2XiCkxuq3LCSFNAGz00jGakrKmTahTmYJrlX+Xqeh/YB+vmEzd3jy7PJzeETwX0M413G6YllcrMYcPPctFG5GVo5hO5YN2YqM7jn5D2BX3/fCaLavHDVC3mM+UJgp9xomoZR2h3EJo4zD0C7PTeA7rsBdDLYKmTjwXNuxufJZ/ZsAz/NYNcttWQMxYBeVjkDJoIzWMtSFRO56eNlKXa8lanqEtI0hIOSPKb0MOVGaR+5sc+l0YlOVyLNzxms5AbonWANyg0jS9VG5WbFcoDfksUSOvssYXDlxuC5MebctAlhMYzXbngtAOB/D/5v4Nczv00rSlKAIVTMoNzMV2R+8u2mJLBBuWkjubmg9wJERELcWq7cUEPxXBOG4qUmhzMfxJI0FAO6L+QMUm5i7GaClaUoAYhHiHLTbVFu2MU/pml6KJ9fWMtSTLkRREBsbeII29eqsgqZltbYPieJAqIhibe2G9vBnQ3Fdjk39DhcYgrqMnQsk5vFQPzUlKUA4PUbXw8AeHDkQQwXvCf8MkyUJrB3moy0uHzg8pasi51ywzJdOhJhndxUial4MchNIpzABX1k6CY7IbYKzSQUsy6NviVGbmwTikNLiNwk6dy6dLBRHqczWJZUQ1kqQpSbHkoMpipE3eDpxGoz5IaqITWac2M0E7c4JyYR1ferEv1MjJjEwxIEQcAK1g5uCPJzMhQnLYZiWVExXSQ3JCuXmLF/GTqWyc1iIG7ollLphX0RDMUAMc3u6tsFDRq+99z3fL/uNyd/AwDY0bMDPfHWjLGIcYOjfoc0OkdOqH2ZGA/Qm6nMoKbWoDFzYxvJDQB8+KIP4+3b347XrH9NS5fLWsHLdaXBZ+QEptz0LjE5nJk8y3U9oXjJGIoB4NWfAa75ArD6/FO9Ji2DtSxlJABG5WauOoe6UkeFpRNravDU6wblpj2jFwAgGpIQlghhYqUpkyoFYEWCkBujcsM9N06t4HQZ08UaNA0QBZimhC9jaWEJnX2WMFhZSlMBmoSre27aV5ZieMOmNwAAvnfoe5BV2ePZBK1IJbYiSu/kjcoNM9D2ZXVyM1uZ5XeRQPvJzbrsOvyf8/9Pw0lvoUhHQ6DRPpjz0Q6uqBo3Mi415SZpiKinnfy8DLkk0LsNOPetbRuFcirAjreKg+cmq6oI0e9qujLNh0qSslSz5IYZitvTBs5gzaZhc6WYiXplvLEdnHdLhazdUmycA1nGBPW99aSikMQzZ3/4XcMyuVkMhKK64a40Q9SbCiU5bS5LAcCL17wYHdEOTJQmcP/w/Z7PrypVPDz6MADgysErW7YerCxlVm7ICac/G+OeFyO5CYthhFpcs18siKIQaL7UVKEKVSO+ge4l1qURDekhjQxLSrk5A6GXpayt4ES5ISMYaDt4ZVpXblQtuPfImlDcpgA/BmspqVwjnyPhotw4toJbuq8mmN9miamnyzBj+eyzWDCaiqvzAC25tLssBZBRA6zk4sdY/OjooyjLZaxMrMTmzs0tWw8eB2/juenLxPnog5nKDCc37VZt2g3dd+NtKmYq1ooleMcoCIJJvREEICItn15OJZihmE8Fr5mVGwDolvURDHpZSlt4WapNoxcYElGzcsNIDjvHrLRJKXYyFFuJ0qRhrtQyli6Wzz6LBVZ+Ks3oZuJQvG0HvxXMWHzf8H0YL467PtfYJdXKoXF2ys0YL0tFTZ6bM4bc8CA/b+WGD8xconeMKQO5iYbE5YGDpxg8V6rGylIGdSOaBsJJU8cUNxQ3U5ZiBuSGstQiKTf0nMKUG0ZuTGUpxaksZfbcTCxn3JwRWCY3iwVjkN8i+m0Yzu44G+etPA+qpuL7h77v+DxN0zi5aWVJCvBQbrJxvSxVnT1jyE0nL0v5UG6WeCpq0tDFsqTawM9Q8LKUbC5LxcMSkdYsWTd8Iriq6mV0v3BqBW+T58aYiA1Y/EQweG7Kk43jXBoSii2em+Wy1BmBZXKzWDAG+S1Sp5QVr99E1JvvHfoeVE21fc7B2YMYK44hJsX41OxWQW8F9++5WerkJhtgvtRSbQNnMJalllQb+BmKmMVQbC3dGFOKp8pTFuWmyVbwOmsFp+SmxaMXGKwjE9jPGCUqPQnS4VmWyyjUCwBcDMVsKnhdgaZp3FC8nHGztLFMbhYLRuVmkTJurHjZ2pchHU5juDCMh0cetn0OmyW1q38XYi2+6+LKjSFUjHUR9WZiPCG4qlT5dPClTm46A0wGP5PKUstm4lMP9h2U6wpUVeNlKaboWOdLlWlGTbypnBsn5aZNZSnDoFbAUJai55h4KI50hKRNs9KUk6GYhQJqGindTRZoWWqZ3CxpLJ+BFgungXITD8Xx++t/HwDwnee+Y/scNqbhRYOtSSU2wqrcML9NIiIhEwshHoojSu/0RgojfJ2XMrjnpuit3LCyVO9SVW4iRnKzrNycajAVQ9OAfEWPgIiHjeTGUJaq5cnrloKh2KLcWHNuAL00xUzFTjk3ccO+WqzJXLlZsWwoXtJYJjeLhVPsuWFgxuJfH/+1ae4KQO7e9kzuAQBcsbp1+TYM+uBMcreod0rFIAgCBEHgpanhIklTXvLkhg3PLPvw3HDlZmmeVJMWQ/EyTi2MpUGjcuhYlqqR8k1c04KTEl6WKhE2tUit4MWafYgfoLeDT5aI78apLCWKAic4xaps6JZaVm6WMpbPQIuFuKEV/BSVpQBgc9dm7OjZAVmTcefhO01/u3/4fmjQcE7XOehN9rb8vaNhq3JD04kNQyJZO/hoYRTAGUBuAgzPHM/rgYZLEUZD8ZIK8DtDEZYEHiI5Q8lNJCTqMQNG5aY8jQr1y8TFSPAwQ6bcaCqg1Nof4mcZdlmyGIoBmOZLVZQKTzy3C+tk++7YXAU1WqpbLkstbSyTm8WCsRX8FJWlGJh6893nvss7CQBDC3gbSlKA0eBITh6jc40Xc9YOPlI8M8pS+vBMd3JTqSu8Xbx3icrhJkPxMrk55RAEXZFg3XoJg7JBlBtyLM7X5jFP09NjYjj4mxnLWPVSW8cvAEDK4rlh7e7Gz2ecL1ViLeqArZeQlbmOThOCl4mFlvfhJY5lcrNYMIb4sbLUKVBuAOAVZ70CiVACx+aP4fHxxwEAdaWOB4YfANC6KeBWWJWb8bnG7iBWlhovkSyepU5u/Ib4sTp/LCwiE1+aicwmQ/FyWeq0ALtAz1LPl1HZQLoPGVVFiN7gDLNjrhlCIoUBRorq5cUbv0DLUqa5WRTGlGI2WiIeikMUGvdNRoqOTpPnLdU4hmXoWD4DLRbsQvxOgecGIN0CrzjrFQCA7xwkxuLHxx9HSS6hJ96Drd1b2/K+UQflpj/bSG5Yq/qZQm5y5bpJJbNCH5gZW7Lhd0nDXfPyXe/pAU5uKLm2khsBQBctTQ3T6eAxqckLu3EEQ7tD/Fj7NjMU84nnOsE2BvkxcpMM2XeBcXIzRZSbZb/N0scyuVksMOWmXgQKNBL8FJWlAH2Y5l3H7sJcdc40KNPuzqYVaPTc6AF+DKwsxbD0yQ25C67JKj8B22F8fmmbiYFlQ/HpCNYOPlOs0f8byE0kCUSz3FRcVikBalZtYb6bWpH4boC2d0s1TAUPu5el4mH78wnbd5lys+y3WfpYPgMtFqJZgJGG2aPk5ykqSwHAtu5t2NK1BTW1hh8e/iHuOXEPgNZOAbfC6rkZsylLnWnkJhmREJaIEuM2guFMIDepZc/NaQdduaFlqYjlezFk3TAsmNwshnJjbQWvN3pujIbiIjVLeyk3x6aXlZszBcvkZrEginoZih34p1C5EQSBG4tv3XMrhgvDCIthXNJ/Sdve06jc1BU9LMuuW4phqZMbQRCQjXsH+Y3zdOKle1JNLof4nXbQPTc2ZSkASPdx5Ya/JhQw44bB2A7e9vEL5HOw8QsN6csAeuIkpbiu1jFaJN2X1gA/vjwLWVoemrn0sXwGWkzEuyz/PzWeG4ZXnf0qxKQYTwO+qP8ix4O/FdAHZ6qYyFehaaRdtTupGxiZ54ZhqZMbAOikvhu3jqmx+aUd4Acsd0udjohbPTcNyk0/bwfXXxMwnZjBpNy0d/wC29dKdkNBKSJShN8sHZ0/Sv7uQNys22V5rtTSxzK5WUwkLOQmlj0160GRjqRx9bqr+f/b1SXFoI9fUHhJamU6BlHUDbRnWlkKMHZMeZellnKXxnJZ6vQDU9BYSbRBucn0N5SlYpFUc2/GyU2p7SF+jMQULcqNlaSwjilObpyUm6i5Q3F5IvjSxzK5WUwYlZtIirRPnmIwYzHQXr8NYFBuZJWTm35LYN2ZqNwwU7FbSvFSH5oJWEL8lg3FpwVYmOKMXbcUYEopZog1rdwYuqXaPH6BlZGqsgpZUc0Tzw1gvpvj88cBOCs3iWXl5ozD0gzUWKowKjenuCTFMLRiCO8dei/ioThWp1a39b3Y3XxNVjE615hODACpcAohMQRZpXdi0hlAbth8KQflRtM0Qyv40j2pGpWb5YTi0wPWED97Q7GZ3CSimebeLGJsBW+zcmMg0sWq0jgUlIKRGzbOxctzw3Cmz5V68YtfjPHxcYgiuQnp6enBrl278M53vhMbNmywfU4kEsHmzZvxgQ98ABdddNEpW3e/WL69WkwYCc0p7JQyQhAE/P/t3Xl8k1W++PFPmrTpvlGgLGKl2Aq07FBAZgAX4IrsyoCKgwjIphcGvLiUAbSCM9p71Qooi8i9M/fSob6u4PITB3iBw9yOAzLFUKAgFIROKUubQlea5vn9kSZN2rSUtnnSpt/368VL+uTJ85wcQ/rN93zPOQv6LuDXvX/t8nvZf5v/Od8y5bJmpkKj0TgMTXlC5ibMur9UHQXFN8tMtg9nj6m5kcxNi2AdlqqoVKp+vnPNjb5qN+27ZsvcFLt8ET+9rnoW4vXictvxmhkY63Rw67pZDam50eu8CPb1/O/9iYmJGAwGjh07xtatWwkLC2PatGmkp6fXOsdgMHD48GEeeeQR5s+fz6VLl9zY8obx/P+DLYlD5ibUbc1wF/sP1uyqxbKc7aMU7hvO1RLLWkCeENyE3GF/KWu9TYifd6uuVfHWeuGj8+K2ydyqX4cnsd88E5zPlrIPbvRmM1p9Y4Mb+4Ji126/AJa1bgpLK7h+qzq4qfl6rZkbK2f7SoHjkGr7IH2TFtJUFKXeNa1cwc9b2+g2e3t7Ex0dzcqVK9FqtSQmJvLtt9/WvoefH3PmzGHnzp189913PP30001ttktJcKMmh8yNe4uJ3UHnZdnIz6zAxarFsjqF1A5e7KeDe0JwY91fqq5hqTwPqLexCtTryDfdluCmhag5TOPnUyOjFtiRYLOCt6JQodHgqyiWxf0aw6Gg2LWZG7CsIVVYWsGNqmnuep2Xw+QEqM7cWNX1eeJvv7JxE9a4URSFJz5K54eLBY2+RmMMujeMXQuGNXl189mzZ7NlyxYyMzPrPKeyshKttuX/+5bcsZr8Wl7NjZo0Go3tl16O0VpzU/uDxL6o2BOCG9sWDHUMS9lmjrXiehsr6zdgWeemZagZZPrVqC1Bp0fj386WvfFVFMdNMO+Gt7OaG9cFN9adwa9XrZdVc0gKamdu6hqWCnAIbprW5ta5eYpFREQEwcHBXL58udZjxcXFbNu2jfz8fEaOdO3M2uYgmRs1tfFhKbB8uyq5XUml2VIDEOkkc2OtudGixbsFzChrKvv9pZy5WpVW94TMzeB7w8kvukJMx0YObYhmVXPWWq1hKaiqu7nGFZ0OP3NzZG7sZ0u5bljKupfZ9aI6ZoJRPRXc9pw6hqXsM1xN2XpBo9Gwa8GwVjUsVZPJZLIVESclJbFu3ToAfH196dmzJ59++imdOnVqlnu5kluDm5ycHNauXcvx48fx9/fnscceY/ny5baOtVIUhQ0bNvDZZ59hNBrp3Lkz8+bNY/LkyQDMmjWLY8eOOTzvvvvuY8+ePWq+nDuzz9y0kIJitVm+SVp+yWs0zlPA1syNj5frPhjVFOpXf0GxNXPTmouJrZKn92WdKV6GpVqIWsNSToObSCJuVe0I3qRhKfsVilUYlqrK3NyoytzUmgmG5YuSl8brjhvx2tfcNHXrBY1G4zDM1ZpcvHiRkpISunfvDlgKimfOnOnmVjWOW/8PvPjii/Tu3Zt9+/Zx48YNXnjhBSIiInjuueccztuxYweff/4527Zt49577+XPf/4zy5YtIyYmhl69LDtYv/nmm0ydOtUdL6PhJHPj8E0yIlCPt7b28IU1uNF7tf5hGoCwgOqp4Iqi1PqGZdtXyklxdWtjP/Qo3K9WQXHNmhuwFBUbj1keV8zNPCzlun/D1gDiej3Bjc5LRzvfdlwrvQbUU1BsPyzlAcPDjZWSkkJMTAwxMTHubkqTuW1g3GAwcPr0aVasWEFQUBBRUVHMnj2b1NTUWuc+8MADJCcn0717d7RaLePGjSMoKIiffvrJDS1vgjZecwOONQA1F/Czsg5LeUpwY83cmMyKbS8ce7bgRjbrE82sZqDpNPC0mw7u2xzDUreLXb79AlRnW6zDUv7ezr+r2w9NNWQqeFvcVyovL4/169ezf/9+3nrrLXc3p1m4LXOTmZlJly5dCAmpnjXUu3dvsrOzKSoqIjCwegnwoUOH2v5eVlZGWloaXl5eDBtWvcnj119/zdatW8nNzaVv37688cYbdOvWrc77V1ZWUlnZ8HFR67l385xavLzx8vZHU1FCpU8wNOVarZSPXaamY5DeaX/2DOtJoHcgsQGxTevvFsJHa8lYlZvM5BeV4V+j2NYa3LQP9HHb622W97doMLX6W6+t+bOm1j01AR3paLIcCzSbqdTqG/fZpPVFCyhlN9Fgqamr9PJ22eecX9W/o2tVNWt6by+n/dnetzq40Xs5/8zx1dptAeOv8/h/B4qi2OppFEUhICCAoUOHsnPnTnr06EFlZSWKomA2mxvVF656f9/N9dwW3BiNRoKDHVfCtAY6BQUFDsGNVWJiImlpaXTu3JkNGzbQvr3lTRsdHY2fnx/vvvsuZrOZpKQk5s6dy5dffomPj/O6jTNnzjSq3QaDoVHPs+rt0w7fihJO/7OQslsZTbpWa2QqL7H9XXu7iIyMDKfnvXf/e2g12ib3d0sRoINyE3yfkcn1sOoi6UpFsRUUX7/0ExnX3Tuk4yn93Vq4ur8vXy13+Pnn82fhhmORfsj1UsYVl3De25uJRUUYsrKp9L521/cKuvZPYoDbhXlY8zXHM7NQXLTWTXHhTQCu3bTMvLxdcsvp54mmpDpwuXj2Ivm6/FrnKIqCr07DbZNC/uVzZFzz7Nl+7777rtPjRUXVn8nWc+r6jG4Id36euLXmRlGUuzo/KSmJxMREvvrqKxYsWMCOHTvo1asXa9ascTjvjTfeICEhgR9++MEhu2MvJiYGf/+Gjy1XVlZiMBiIj49v2hz/9tswXz/DA32nNP4arVi7fxyB6zcAiI/uSr9+3Z2e12z93UK0/+4w+WVFdLznPvr1iLAdv3qzDLOSh5cGfjmkPzonNUhq8LT+bunU6m/zzwVw6Hvbz/3ie9MtvMbn3j/NaI+YeTXfsjZL5YCExu17d6kc/gY+5mLbob4DBoHGNe/pqOtn4cw5Sk2W3yOd2rejX78+tc7r6dWTgwUHARjYZyD+Ps4/9z8Ouk5xuYlf9o50SXvbEle9v0tKShqcmHBbcBMeHo7RaHQ4ZjQaLcvvh4c7fxKW6WjTpk3j66+/Ji0tjd/+9re1zgkMDCQkJIS8vLw6r6PVahvV6Y19nk23BMufNkpvNy7eKdTvjn3Z5P5uIaybZxaWOS6Adb3YUoPTPkiP3sf90949pb9bC1f3d4DeMWsS4Otd+34hdnvKeXmj9WlkzYnekm3XlN+y/Kz1Qatz3Xs6yM/x2v56ndO+7BjQ0dIctPh51/2ZMzK2Y/M3so1r7vf33VzLbbm3uLg4cnNzyc+vThEaDAZ69OhBQIBjQduCBQv44x//6HBMo9Gg0+koKipizZo1DoFMfn4++fn53HPPPa59EeKu2S/u5mzrBU9lXaW4sMZ08OoNM9tOXwj11FxM0elU8IAO2JaeqyOr0SA1Z1m5sJgYqDXd2ulro3ohP71X07ZVEK2L24KbXr16ER8fT3JyMkVFRZw7d47t27fb5tSPGzeOo0ePAjBgwAA2b97MyZMnMZlMHDhwgPT0dEaPHk1gYCDHjx8nKSkJo9FIYWEha9euJTY2lv79+7vr5Yk66O2mpjrbesFTWaeD19xfKk+CG+FCDZotpdVBYNVKvj61ax0bzLvGv2cXTgMHx7VpwPkKxQBRIVFo0NDOp51L2yNaFrfW3HzwwQesWrWKBx98kMDAQGbMmMFTTz0FQHZ2NiUlluLT559/noqKCubPn8+tW7fo2rUrSUlJtnqaDRs2sG7dOsaOHcvt27cZNmwYmzdvrrUYoHA/h8xNG/qFHuLnfH+p6uBGpoGL5mefzfDWapyuKwVAUCQU5TV+jRuonfVx4QJ+UDtzU9f6SvcE3cO2Mdu4ceGGS9sjWha3BjeRkZFs2bLF6WNZWVm2v2u1WhYvXszixYudntu5c2c+/PBDl7RRNC9r5ibEz9vpolueKqyO/aU8adNM0fLY/8Kvd3HFoE6Qe7x5h6VcuPUCOC68B3VnbgAGdBhAxj8zXNoe0bJIakOoypq5qWsBP09V1/5SV25apup2kOBGuID9iuD1/fInqGqGUB0r+DaI1sdxZpSLMzc1h6XqqrkRbZMEN0JV1sxNW6sxsc6WKqiRubkqmRvhQl5eGluAU+8v/6CqjRAbuzoxWDaLs8/euLzmpkZBcRvKBIs7k+BGqKprmKXo8IFObWvX6FC/6v2l7MlsKeFq1uGoeoelOva2/Dfs3qbdzL6o2OWzpSRzI+rWOrcuFa3W5P5duLedP3FdQu58sgcJC6i9M3hZRaUt2JHMjXAVX28vCkvvkNmIHQ9z9kJkfNNuZh/cuDpzU6vmRn6dNdRDDz1EXl6ew6Sb9u3b8+ijj/LSSy8REBBQ65yIiAgSEhKYO3cuPXr0qPNaPj4+xMTEMH78ePr166fq67InmRuhKq2XhkFR4W1u52hr5qawtAKz2bKiqm1PHJ0XwX7ywSxcw5rRqDez4eUF3YY2bVgKagxLuXi2VM2aG2c7nos6JSYmYjAYMBgM/Pjjj3z88cf89a9/5Xe/+12tc44dO8bWrVsJCwtj2rRppKen13mtw4cP8/DDD/P73/+eS5cuqf2ybOTdIIQKQqoKis0K3CqzrEpsHZKKDPGVxcWEy/g2JLhpLg7BjWtnS+l1WrztNrxsa1+YmpNGo+H+++9n3rx5/PnPf671uLe3N9HR0axcuZJZs2aRmJhY5yaWfn5+PPfcc4SGhnL48GFXN71O8nVRCBXodVr8fbSU3K6koOQ2If7e1WvcBMmQlHAdvTW4UaPgVsXMDViGogqrZiC2mGEpRYGKkjuf15y8/S0F3U1UUVFxx3Nmz57Nli1byMzMpE+f2nt5WZnNZreuNddC3g1CeL4wfx9KbpfapoNfKbQENx1kAT/hQn7eDZgt1VxULCgGCPDR2oKbFlFQrCjwyVi49P2dz21O9wyFOd80OsAxm81kZWWxZcsWJkyYUO+5ERERBAcHc/nyZafBTXFxMf/93//NrVu3+OUvf9mo9jQHCW6EUEmInzc5xlLbdPCrVTU3UkwsXMlX1cyNegXFYNks06rlTAVvHUPMSUlJrFu3DrAEN35+fsyaNavOxXLtmUwmh6yM/bV8fX3p2bMnr732Gp06dXJN4xtAghshVGLdX6qwxDFzI9PAhSv56txVc+P693WAXUDTIjI3Go0lg9IKhqUSExNtezkePnyYxYsXM2nSJHS6+sOCixcvUlJSQvfu3Z1eC6CyspKMjIy7ak9zk+BGCJWE+jku5GeruWljqzULdVlXBVel4NYhc+PagmKoXshP56XBR9dC5sdoNE2fdaayESNG8PDDD7Nq1Sr+8z//s94JDikpKcTExBATE6NiC+9eC3k3COH5bFswVGVuqguKpeZGuE5MpGXBzPs7NmHH74ZyQ0ExtJCsTSv32muvcfr0aVJTU50+npeXx/r169m/fz9vvfWWyq27e5K5EUIloXabZyqKQl7VvlKRkrkRLrRwZDST+nWhS6jfnU9uKpVrbqz7S7WcepvWKyIigt/85je88847jB49GqiupVEUhYCAAIYNG8auXbscFvFrqSS4EUIlYVX7SxlLK7hZZqK0wrJOhNTcCFfSaDTqBDbguKu4CrOlbJkbCW7uyoEDB5wenzlzpq12pq5zGnotd5NhKSFUElK1SnFBSYVtw8wQP29ZfEx4DhU3zoTqgmIZlhI1SXAjhEqsmZvCktt2G2ZKvY3wIA7DUirU3OglcyOck+BGCJVYa24KSips9TYyJCU8isqZm8CqmpuaO4QLIcGNECoJ9a/eGdw2U0qCG+FJVC4oDva1fGEI1Ev5qHAk7wghVGLN3NwsM/FPYykgw1LCw6i8/cLY3pEcv1zIk4O6uvxeonWR4EYIlYRWFRQDnM0rAmTrBeFhVB6WCgvwYf3UeJffR7Q+MiwlhEp0Wi+CqtLnp6/cBKCDBDfCk6hcUCxEXSS4EUJFoQHVQ1MgmRvhYbztth1QYfsFIeoiwY0QKrLuL2UlBcXCo0jmRrQQEtwIoSJrUTGAlwYiAuXbrfAgKtfcCFEXKSgWQkXW6eAAEYF6dFr5fiE8iMqzpUTzO3/+PBs2bCA9PZ3i4mLatWvHQw89xJIlSwgNDQXgoYceIi8vDy8vy+dXREQECQkJzJ0712HfqUceeYSrV6/azvPx8SE2NpalS5cyZMgQl74O+WQVQkVhdpkb2TBTeBydL/iGWgIb3xB3t0bcpVOnTvHEE08QGRnJnj17OHbsGBs2bCArK4uZM2dSVlZmOzcxMRGDwcCxY8fYunUrYWFhTJs2jfT0dIdrWs8zGAwcPnyYRx55hPnz53Pp0iWXvhYJboRQkf108A5BEtwID+PlBc/uhl9/AfpAd7dGOPH5558THx9v+xMXF0dsbCx///vfeeONNxgxYgQvv/wyERERaLVaevbsyaZNm+jXrx9Xr16tdT1vb2+io6NZuXIls2bNIjExkcrKSqf39vPzY86cOXTo0IHvvvvOpa9ThqWEUJH9sFRkiKTthQfq3M/dLXArRVEoNZWqek8/nR8ajaZB506ePJnJkyfbfn733Xc5fPgw3bt359ixY/zXf/1XrecEBgayfv36O1579uzZbNmyhczMzHrPq6ysRKt17ZYZEtwIoaKwgOrMTUfJ3AjhURRF4dn/9ywZ1zJUvW//Dv3ZMW5HgwMcq7/85S/8z//8D5999hmXL18G4L777mt0OyIiIggODiYnJ4dOnTrVery4uJidO3eSn5/PyJEjG32fhpBhKSFUZD8VvKPU3Ajhce42wHCXa9eusXLlSlavXk1UVJSt3WazuUnXNZlMtgJigKSkJNsQ2KhRozh06BCffvqp0+CnOUnmRggV2U8FlzVuhPAsGo2GHeN2tOhhKbAEMC+//DKjRo1i4sSJAHTr1g2As2fP0rFjx0a14+LFi5SUlNC9e3eKi4sBS0HxzJkzG3W9ppDgRggV2dfcyKaZQngejUaDv/16Py3QRx99xLVr19i0aZPtWFhYGEOGDGH79u2MGDHC4fzS0lKefvppXn/9dQYOHFjndVNSUoiJieH+++8nIyPDVc1vEBmWEkJF4fYFxZK5EUKo7OjRo2zbto333nsPPz8/h8def/11MjIy+M1vfsOVK1cwm82cOnWKuXPn4uvrS58+fZxeMy8vj/Xr17N//37eeustNV7GHUnmRggVhfh789yDUXhpNA5ZHCGEUMNnn31GSUkJU6dOdTi+cOFCFi1axJ/+9CdSUlKYMmUKJSUlREZG8vjjjzNv3jy8vauH1ZOSkli3bh2KohAQEMCwYcPYtWsXPXr0qHMquJrcGtzk5OSwdu1ajh8/jr+/P4899hjLly93KEYCSwX6hg0b+OyzzzAajXTu3Jl58+bZprOVl5fz1ltvcfDgQcrLy0lISGDt2rWEhYW54VUJUb/VE3q7uwlCiDZq/fr19U7rjo6O5r333qv3GgcOHGjQvfbt2+fyKd91ceuw1IsvvkjHjh3Zt28f27dvZ9++fezYsaPWeTt27ODzzz9n27ZtHD16lBdffJFXX32VkydPAvAf//EfZGZmkpqayt69e1EUhVdffVXtlyOEEEKIFsBtwY3BYOD06dOsWLGCoKAgoqKimD17NqmpqbXOfeCBB0hOTqZ79+5otVrGjRtHUFAQP/30EyaTibS0NBYtWkSnTp0IDQ1l6dKlHDx4kLy8PDe8MiGEEEK4k9uGpTIzM+nSpQshIdX7j/Tu3Zvs7GyKiooIDKxeunvo0KG2v5eVlZGWloaXlxfDhg3j559/5tatW/TuXZ3qj46OxtfXl8zMzDqntFVWVt7VuKD13JYwltgWSH+rS/pbXdLf6pL+Vper+vturue24MZoNBIcHOxwzBroFBQUOAQ3VomJiaSlpdG5c2c2bNhA+/btbZtv1bxWcHAwBQUFdd7/zJkzjWq3wWBo1PNE40h/q0v6W13S3+qS/laXO/vbrQXFiqLc1flJSUkkJiby1VdfsWDBAof6nLu9VkxMDP7+DV+LoLKyEoPBQHx8vNsKpNoS6W91SX+rS/pbXdLf6nJVf5eUlDQ4MeG24CY8PByj0ehwzGg0otFoCA8Pr/N5vr6+TJs2ja+//pq0tDSeffZZ23MDAgJs5xUWFtKuXbs6r6PVahvV6Y19nmgc6W91SX+rS/pbXdLf6mru/r6ba7mtoDguLo7c3Fzy8/NtxwwGAz169HAIUgAWLFjAH//4R4djGo0GnU7HPffcQ0hIiMMupGfOnOH27dvExcW59kUIIYQQosVxW3DTq1cv4uPjSU5OpqioiHPnzrF9+3bbHhTjxo3j6NGjAAwYMIDNmzdz8uRJTCYTBw4cID09ndGjR6PVapk+fTofffQRubm5FBQU8O///u88+uijREREuOvlCSGEEMJN3Fpz88EHH7Bq1SoefPBBAgMDmTFjBk899RQA2dnZlJSUAPD8889TUVHB/PnzuXXrFl27diUpKYlhw4YB8NJLL1FcXMykSZMwmUyMHj2aNWvWuOtlCSGEEMKN3BrcREZGsmXLFqePZWVl2f6u1WpZvHgxixcvdnquj48Pq1evZvXq1S5ppxBCCCFaD9k4UwghhBAeRYIbIYQQQngUCW6EEEII4VEkuBFCCCGER3FrQbE7mM1mAEpLS+/qedY9LUpKSmQRKBVIf6tL+ltd0t/qkv5Wl6v62/p72/p7vD4a5W73LWjlbty4wYULF9zdDCGEEEI0QlRUVL07EEAbDG5MJhOFhYXo9Xq8vGRUTgghhGgNzGYz5eXlhISEoNPVP/DU5oIbIYQQQng2SV0IIYQQwqNIcCOEEEIIjyLBjRBCCCE8igQ3d5CTk8P8+fNJSEhg9OjRvPPOOw2ahiYa7i9/+QvDhw9n2bJltR77+uuvmTBhAv3792fq1KkcPnzYDS30LDk5OSxevJiEhASGDx/OK6+8ws2bNwE4deoUzzzzDAMHDmTMmDF88sknbm5t63f69Gl+/etfM3DgQIYPH87SpUu5du0aAOnp6TzxxBMMGDCA8ePHs2fPHje31nOsW7eO2NhY28/S164RGxtLXFwc8fHxtj9vvvkm4OY+V0S9pkyZoiQmJio3b95UsrOzlTFjxiiffPKJu5vlMTZv3qyMGTNGmTFjhrJ06VKHx06ePKnExcUpBw8eVMrKypTdu3crffv2VXJzc93UWs/w+OOPK6+88opSVFSk5ObmKlOnTlVee+01pbS0VPnFL36hpKSkKMXFxcqJEyeUIUOGKHv37nV3k1ut8vJyZdiwYcqHH36olJeXKzdu3FCeeeYZZdGiRUpeXp7Sr18/ZdeuXUpZWZny17/+VenTp4/y448/urvZrd7JkyeVIUOGKDExMYqiKNLXLhQTE6NcunSp1nF397lkbuphMBg4ffo0K1asICgoiKioKGbPnk1qaqq7m+Yx9Ho9aWlp3HvvvbUe27VrFyNHjmTkyJHo9XomTpxITEyMfONqgps3bxIXF8fy5csJCAggMjKSKVOmcPToUQ4ePEhFRQULFy7E39+f3r178+STT8r7vQlKS0tZtmwZL7zwAj4+PoSHh/Poo49y9uxZvvjiC6KionjiiSfQ6/UMHz6chx56iF27drm72a2a2Wxm9erVzJ4923ZM+lp97u5zCW7qkZmZSZcuXQgJCbEd6927N9nZ2RQVFbmxZZ7j2WefJSgoyOljmZmZ9OrVy+FYr169MBgMajTNIwUHB7N+/XoiIiJsx3Jzc+nQoQOZmZnExsY6rCjaq1cvTpw44Y6meoSQkBCefPJJ25oc58+f53//93/5l3/5lzrf39LfTbNz5070ej0TJkywHZO+dq3k5GRGjRrFoEGDWLVqFcXFxW7vcwlu6mE0GgkODnY4Zg10CgoK3NGkNsVoNDoElmDpf+n75mMwGPjDH/7AwoULnb7fQ0NDMRqNUmfWRDk5OcTFxfHYY48RHx/PSy+9VGd/y/u78a5fv05KSgqrV692OC597Tr9+vVj+PDhfPvtt6SmppKRkcHatWvd3ucS3NyBImscupX0v+v88MMPPP/88yxfvpzhw4fXeZ5Go1GxVZ6pS5cuGAwGvvnmGy5cuMC//du/ubtJHmn9+vVMnTqVHj16uLspbUZqaipPPvkkPj4+REdHs2LFCr788ksqKirc2i4JbuoRHh6O0Wh0OGY0GtFoNISHh7unUW1IWFiY0/6Xvm+6AwcOMH/+fF577TWeffZZwPJ+r/mtymg0EhoaKluVNAONRkNUVBTLli3jyy+/RKfT1Xp/FxQUyPu7kdLT0/nHP/7B4sWLaz3m7LNE+to1unbtSmVlJV5eXm7tc/nEqkdcXBy5ubnk5+fbjhkMBnr06EFAQIAbW9Y2xMXF1RqfNRgM9O3b100t8gzHjh1j5cqVvP/++0yePNl2PC4ujqysLEwmk+2Y9HfTpKenM3bsWIdhPWug2KdPn1rv7xMnTkh/N9KePXu4ceMGo0ePJiEhgalTpwKQkJBATEyM9LULnDx5krffftvh2Llz5/Dx8WHkyJFu7XMJburRq1cv4uPjSU5OpqioiHPnzrF9+3Zmzpzp7qa1CdOnT+f//u//OHjwIOXl5aSlpXHhwgUmTpzo7qa1WiaTicTERFasWMGIESMcHhs5ciSBgYFs2rSJ0tJSjh8/TlpamrzfmyAuLo6ioiLeeecdSktLyc/PJyUlhUGDBjFz5kxycnLYtWsX5eXlHDp0iEOHDjF9+nR3N7tVeuWVV9i7dy+7d+9m9+7dbN68GYDdu3czYcIE6WsXaNeuHampqWzevJnbt2+TnZ3N+++/z69+9SsmTZrk1j6XjTPv4MqVK6xatYq///3vBAYGMmPGDJYsWSJ1CM0kPj4ewJYtsM4qsc6I+vbbb0lOTiYnJ4cePXrw+uuvM3jwYPc01gMcPXqUp59+Gh8fn1qPffPNNxQXF7N69WpOnDhBREQE8+bN46mnnnJDSz1HVlYWSUlJ/Pjjj/j7+zN06FBeeeUVOnbsyJEjR0hKSuLcuXN06dKF5cuXM2bMGHc32SNcvnyZhx9+mKysLADpaxc5cuQIycnJZGVl4ePjw5QpU1i2bBl6vd6tfS7BjRBCCCE8igxLCSGEEMKjSHAjhBBCCI8iwY0QQgghPIoEN0IIIYTwKBLcCCGEEMKjSHAjhBBCCI8iwY0QQgghPIoEN0IIj3XkyBHi4+O5ffu2u5sihFCRBDdCCJebNWsW7777LgBpaWkO+7U1t2+//ZaLFy8CMHjwYAwGg9MVmYUQnkuCGyGEaiorK3n77bdr7T7enD744ANbcCOEaJskuBFCqGbIkCHcunWLSZMm8eGHHwKWnbN/9atf0b9/f37xi1+wYcMG2/kpKSm88MILLF26lAEDBgCQn5/PSy+9xLBhwxg0aBDz5s0jNzcXgIkTJ3L27FkWLVrEq6++yvfff09sbCzl5eWAZa+4hQsXkpCQwMCBA1m2bBlGoxGA77//noEDB/Ldd98xbtw4+vXrx/PPP09hYSEA2dnZzJ49m0GDBjF48GCWLFni0iBNCNF4EtwIIVSze/du23+XLFnClStXWLRoETNnzuTo0aNs3bqVnTt38sUXX9iek5GRwZAhQzhy5AgA77zzDsXFxezfv59Dhw4BsG7dOgD27NkDwMaNG1m/fn2t+y9atIigoCD279/P3r17uXr1KqtXr7Y9XlpayldffUVqairffPMNWVlZ/OlPfwLgzTffZMCAAfztb39j3759mEwmNm3a5IJeEkI0lc7dDRBCtF1ffvkl999/P5MnTwYgNjaWGTNmsHv3biZMmACAVqtl5syZaDQaANauXYvJZMLf3x+ARx55hI8++uiO9zp16hSZmZl8/PHHBAYGEhgYyPz581m8eLGt4LiyspK5c+cSEhJCSEgIAwcO5Pz58wDcvHkTX19fdDodISEhbNy4ES8v+X4oREskwY0Qwm1+/vlnDAYD8fHxtmOKonDffffZfo6MjLQFNgAXL17k7bff5scff6SsrAyz2UxoaOgd73X58mVCQkJo37697Vi3bt2oqKggLy/Pdqxr1662v/v5+VFWVgbAkiVLePnll/n8888ZMWIEjz/+OH369GnU6xZCuJZ87RBCuI2vry8jR47EYDDY/pw4ccJhWEqnq/4OZjabeeGFFwgPD2fv3r0YDAbWrFnToHvVNx3cPniqKxszatQoDh48yJIlS7hx4wbPPPMMf/jDHxp0byGEuiS4EUK4Tbdu3Thz5gyKotiOXbt2rc5A5Pr16+Tk5DBr1izCw8MBOHnyZIPudc8991BYWMj169dtx86fP49er6djx453fH5BQQEBAQE89thjJCcns3btWlJTUxt0byGEuiS4EUKoxtfXF4ALFy5QVFTE+PHjMRqNbNy4kbKyMi5dusScOXPYsWOH0+eHh4fj7+9PRkYG5eXlfPHFF5w6dYqioiKKi4sB0Ov1XLx4kaKiIofnxsfHEx0dTXJyMiUlJeTl5bFp0ybGjx+Pt7d3ve0uKytj7Nix7N69G5PJRFlZGZmZmXTr1q0ZekUI0dwkuBFCqCYiIoKxY8fyr//6r7z33nuEhYWxceNG9u/fz+DBg3nmmWcYPXo0c+bMcfp8nU7HmjVr2Lx5M8OHD+fIkSOkpKQQGRnJmDFjAJgxYwa///3vefnllx2eq9Fo2LhxI1evXmXUqFFMnz6dvn378tvf/vaO7fb19eX999/n008/ZdCgQYwaNYorV6406LlCCPVpFPt8sBBCCCFEKyeZGyGEEEJ4FAluhBBCCOFRJLgRQgghhEeR4EYIIYQQHkWCGyGEEEJ4FAluhBBCCOFRJLgRQgghhEeR4EYIIYQQHkWCGyGEEEJ4FAluhBBCCOFRJLgRQgghhEeR4EYIIYQQHuX/A+sLyeUY/j37AAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "tswJFNb58g3t"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        " # References\n",
        "\n",
        " https://programming-dp.com/book.pdf\n",
        "\n",
        " https://colab.research.google.com/drive/1wODT0dOa4Jd7b5X4L9aN8Es1MfzvuWAR#scrollTo=TqaQvOMQRx4U\n",
        " ( class notebook part2 )\n"
      ],
      "metadata": {
        "id": "yA_C0JucoeBo"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "jbJzcgg28Tcj"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}