05: Imputing_Missing_Value.ipynb

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  "metadata": {
    "colab": {
      "name": "05: Imputing_Missing_Value.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/gulabpatel/Statistics/blob/main/05%3A%20Imputing_Missing_Value.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "N3uVZ28KspHk"
      },
      "source": [
        "The video link of code walkthrough is here - https://www.youtube.com/watch?v=JGv9gaCU0i4"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "e9bxlsmdUbGs"
      },
      "source": [
        "import warnings\n",
        "warnings.simplefilter(action='ignore', category=FutureWarning)\n",
        "\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Tf-qQhw_UxRY"
      },
      "source": [
        "churn_master_df = pd.read_csv('https://raw.githubusercontent.com/gulabpatel/statistics/master/Dataset/churn_data_st.csv')\n",
        "churn_master_df = churn_master_df.drop('gender', axis=1)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YbGZJ0M3Vit-"
      },
      "source": [
        "churn_df = churn_master_df.copy()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3kReN7s4U0Mm"
      },
      "source": [
        "churn_df.head()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TDoaCC55PJxo"
      },
      "source": [
        "customerID - Customer ID\n",
        "\n",
        "SeniorCitizen - Whether the customer is a senior citizen or not (1, 0)\n",
        "\n",
        "tenure - Number of months the customer has stayed with the company\n",
        "\n",
        "ServiceCount - Number of services/product customer has availed\n",
        "\n",
        "Contract - The contract term of the customer (Month-to-month, One year, Two year)\n",
        "\n",
        "PaperlessBilling - Whether the customer has paperless billing or not (Yes, No)\n",
        "\n",
        "MonthlyCharges - The amount charged to the customer monthly\n",
        "\n",
        "TotalCharges - The total amount charged to the customer\n",
        "\n",
        "Churn - Whether the customer churned or not (Yes or No)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Q6Y8VC-FU2in"
      },
      "source": [
        "churn_df.info()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jkP16ZNMhK2U"
      },
      "source": [
        "churn_df.isna().sum()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d-PlW4EqU7-8"
      },
      "source": [
        "print (\"Rows     : \" ,churn_df.shape[0])\n",
        "print (\"Columns  : \" ,churn_df.shape[1])\n",
        "print (\"\\nFeatures : \\n\" ,churn_df.columns.tolist())\n",
        "print (\"\\nMissing values :  \", churn_df.isnull().any())\n",
        "print (\"\\nUnique values :  \\n\",churn_df.nunique())"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JbhrTtUT9Um3"
      },
      "source": [
        "churn_df[churn_df.isna().any(axis=1)]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lU1v05aiNbCB"
      },
      "source": [
        "churn_df[churn_df['tenure']==0]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "u5oJZBDNXT_i"
      },
      "source": [
        "churn_df['TotalCharges'].describe()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eCDH5mChYjSg"
      },
      "source": [
        "churn_df[churn_df['Churn']=='No'].describe()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-ftF2OJxKyex"
      },
      "source": [
        "plt.figure(figsize=(15,5))\n",
        "sns.boxplot(x=\"TotalCharges\", y=\"Churn\", data=churn_df)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dOGLPUZnyyZR"
      },
      "source": [
        "sns.distplot(churn_df['TotalCharges'], hist=True)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UvZUkhXOJaGA"
      },
      "source": [
        "sns.distplot(churn_df['TotalCharges'].apply(np.sqrt), hist=True)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Kx1RS5C4eyme",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 401
        },
        "outputId": "55832e43-3cc2-4970-d7b9-e15a78776ed6"
      },
      "source": [
        "sns.lmplot(x='MonthlyCharges',y='TotalCharges',data=churn_df,fit_reg=True, hue=\"Churn\", markers=[\"o\", \"x\"], palette=\"Blues_d\") "
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x7fefab332990>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 412x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "T_U9YO16psrQ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 401
        },
        "outputId": "12d7917a-3019-4ca6-ddf8-6d3d039fd4ba"
      },
      "source": [
        "sns.lmplot(x='MonthlyCharges',y='TotalCharges',data=churn_df,fit_reg=True, col=\"Churn\", hue=\"Churn\") "
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x7fefa2949a10>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x360 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EJx3WXGaNtJf",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 401
        },
        "outputId": "2aa49a47-b777-4011-c550-19d5a823bcbc"
      },
      "source": [
        "sns.lmplot(x='MonthlyCharges',y='TotalCharges',data=churn_df,fit_reg=True, col=\"Churn\", hue=\"Churn\", line_kws={'color':'red'}) "
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x7fefa103d950>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x360 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3mlX9L4TpsJU",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 110
        },
        "outputId": "55ad2792-e44f-4773-f3f6-c7843e36c7f0"
      },
      "source": [
        "churn_df[['TotalCharges','MonthlyCharges']].corr()"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>TotalCharges</th>\n",
              "      <th>MonthlyCharges</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>TotalCharges</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.650964</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MonthlyCharges</th>\n",
              "      <td>0.650964</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                TotalCharges  MonthlyCharges\n",
              "TotalCharges        1.000000        0.650964\n",
              "MonthlyCharges      0.650964        1.000000"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2FcDeGN6eyYz",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 110
        },
        "outputId": "0644b991-7b8a-4ea0-c650-1dcb803f5785"
      },
      "source": [
        "churn_df[churn_df['Churn']=='No'][['TotalCharges','MonthlyCharges']].corr()"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>TotalCharges</th>\n",
              "      <th>MonthlyCharges</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>TotalCharges</th>\n",
              "      <td>1.00000</td>\n",
              "      <td>0.75739</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MonthlyCharges</th>\n",
              "      <td>0.75739</td>\n",
              "      <td>1.00000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                TotalCharges  MonthlyCharges\n",
              "TotalCharges         1.00000         0.75739\n",
              "MonthlyCharges       0.75739         1.00000"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "N-3OY1UV7EmW"
      },
      "source": [
        "First create a model with the data where churn==No and TotalCharges is not Null and then will do the imputation"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SwaHaHUsVHE7",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "e506bad6-d89b-4225-b414-178066a23ce5"
      },
      "source": [
        "churn_no_df=churn_df[(churn_df['Churn']=='No') & (churn_df['TotalCharges'].isna()==False)]\n",
        "churn_no_df.shape[0]"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "5147"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sn_assBvanTL",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "cb6a197a-ba90-4f9d-ebb8-ad588d98d0c4"
      },
      "source": [
        "churn_no_df.isna().any()"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "customerID          False\n",
              "SeniorCitizen       False\n",
              "tenure              False\n",
              "ServiceCount        False\n",
              "Contract            False\n",
              "PaperlessBilling    False\n",
              "MonthlyCharges      False\n",
              "TotalCharges        False\n",
              "Churn               False\n",
              "dtype: bool"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ONiGMJSlIlWa"
      },
      "source": [
        "from scipy import stats\n",
        "slope, intercept, r_value, p_value, std_err=stats.linregress(churn_no_df['MonthlyCharges'],churn_no_df['TotalCharges'])"
      ],
      "execution_count": 32,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kakTRDEcVD5A",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "52d9ad51-410f-46e2-c9f0-e3b65171a438"
      },
      "source": [
        "print (\"slope     : \" ,slope)\n",
        "print (\"intercept  : \" ,intercept)\n",
        "print (\"r_value :  \" ,r_value)\n",
        "print (\"p_value :  \", p_value)\n",
        "print (\"std_err :  \",std_err)\n",
        "print(\"R-squared: \",  r_value**2)"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "slope     :  56.73637552696062\n",
            "intercept  :  -922.8160085118097\n",
            "r_value :   0.7573902887184033\n",
            "p_value :   0.0\n",
            "std_err :   0.6819261867835148\n",
            "R-squared:  0.5736400494449463\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PuMEOAGMv2GC",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "outputId": "5b38d6af-d66b-4bcc-af85-12d966bae107"
      },
      "source": [
        "ax=sns.regplot(x='MonthlyCharges', y='TotalCharges', data=churn_no_df, line_kws={'color':'red','label':'y={0:.1f}x+{1:.1f}'.format(slope,intercept)})\n",
        "ax.legend(loc=\"best\")"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7fefa0f7e790>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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l2LDpFZIRY8SUuogpaB/IU5+IMpB16EpPLpEdMVWIqBjLELgV1ti+1ZOhrTfLltaOEkOQdTw6UnmakhFm1cYKn+lWRjcYoaE5mqqzGo1G87aluMsalFHoTOXYH3gMElVpZBgCyxDYrk9nKkf3oD3pezueLFQxhX9WaigIzhEoD+jqtj42bj9AxBRk8koYsH0gT0cqTyJiUp+wuGvrnrLGothgjqU6q42FRqM5btnfm6ExESl4CjnXxxu2YUvA8yWeLzEFDGRdfCmJGAbOJJMVctiflWIaylTMbYhjGoJ7Ht/L7LoYyaiF7Ul8f8gIub6kK2XjeKmy1xpuMEfjKKioazQazduDE5uSdKXzHOzPki9jKMrheD6nzq0PNuyjg+9LmgLxv0N9WQZyLof7cwxkHfwiVQ4pwQhatu1Rpuzt782QiJjj3lMbC41Gc9xy09rFdA/aOJ6sKARkGgJXSrKOh30kGyuGEbUM+rMOB/tyOL7EEGB7Pgf7syVjWYVQhgUgapY3bic2Jck648vt6TCURqM5Lhhe9bR68Qx++/LhEUnmsXA8iQTaerMcPb9CzZ/Pe1LlGYBZNVF6Ms4Ig+dLyHs+poDZdeVn1d+0djEbNr1y9FRnNRqN5u3Cdx7exXe3vIHr+1hCcKg/y1N7uqu+jgRipqApGZmSJPdkiZoGs2pjCAE9mdFVbT0Jbb2ZEZVToCqkbgWtOqvRaI5vtrR2cNNPtuFLVX1kT1LYryFm0lgToz2Vw3H9ozKfwjQE8xriRC2DZNRiT2daeRUSHN8vjGsFJQ1ioEJSiahFfSJS6CcZbjjGUp3VOQuNRnNMc9fWPUElk+phmGz4qD/vsb83Q945OoYCYHZtlJqoieNJMrZL3vWQUuIHJmL4snypxAQHbbekn2RLa0fF99TGQqPRHHNsae3gmrufZs0dm9n+Vi+mUJVBvpwaZY6pus5EiJhCdY/bHrdevpLmujimYWAYgnkNCaLD5mn7EsJUfNwyC1P7wg7wStE5C41G846mXOI6bFBrTEToSuXJexJ51Lb3qcVAdWm3NCVZt7y5IPWxYdMrWKbAHaNKy/MlqZxDXTxCImLS1lu5XIn2LDQazTuWcJPsSOUK4ZXvbnkDx/MKs6/r49YxYiYUri/pzzojlGRroiZtvVncMT6sBA725UjlnILBqRTtWWg0mncsd23dg+16dAw45Iqazg715znUn5/QRLm3MwKImAaza2OF5HSxXMfS5lpePjgAQMQQeFKWJLvVD5LD/Tma6+NVSZdrY6HRaN7WbGnt4Pbf7mRvtwqZLJ41NOltV/sAfVln1MFDU2UopsroTPY6EdNgTn2MdH6oJ2K4XEfcMsi5Pq4sTaxETIFlCuygV+TWy1dWpUSrjYVGo3nbsqW1gy9tfIG+jEOorrGrPcV/+fFz1Mct+rLukZlQJ8AEEhGDtD3xG0pUJ7WUEqeKy4QehRDQPpDnrAVNhfdCfauQuQ1x3urOUNyfZwiY15CgPhEhY7s018X1WFWNRvPOo5z3cPFpc7nn8b2kcm6JMiuA50nSeVUueiSQwQJm1sZI92QnfB3LEHiSqg2caQgMAb6UuLJ08t2JTUk6UrkSIUBR6K1QE/TC8FPGdic8OU8nuDUazVEl9B52dw7i+T5512fn4RTffPh1BgJDASPDN3nXpwpF70njSXhrEoYCVHK6Lja+aF8xBspYeFJiGIKls2tLvIKb1i4u9FtIqfIRQghObEqy4oR6TpqZJGoZHB7I01wXrzr8FKI9C41Gc1S5a+ueQgz+KGrzVcRU2CbHk0QMUWifG0UMtoCPMozxiEFtzOLLF59a8n6xXEdbbwYJzG+MUx+EpuriEWpjFv1Zh/tuPHfC69aehUajOaq83pEi5/i4/jujE2J401u15F2fJbNraEpGsAyj4o5yf5Tu8+I+k5amJItn1WAFaxzIOuzpTNN6OEV/1qmqY3s42rPQaDRHjHINdD1HQJAvZhnkix7hw003NE7JiEGmwozzZKTJRXBXIZRnEbUMIiYM2uOH1GxP0pW2ueVXL/PY8guB8mNh+7MOAhjMuwWxQwHUxMxxx6uOhfYsNBrNEaG4gc4UsGN/L998+PVJ5x0qeTIX+IUkcVhVFSaBAbLVlCZNArVpW9iez9z6OLPrYsQjVsXehQT292b5zsO7gNKy2VDGoyERYWZNlIzt4UtJ1DSY35RgVm28aomPYrSx0Gg0086W1g7W37+Dg31Z2noytPXlkFO0P4flqKPM9gkGA0HCEkonSYJlqKSxz9T1UIxHS0OMU+bWMas2VrK5p3IunlT9EZWEuARwz+N7gfJT7hIRk0Hboz4RoaUxAcCBvqxSpvX8qiQ+itHGQqPRTCuhRzFouwjU0B7Pl1M2aa42ZhKPmDTXx4hbpVuaYEhAMG371McMDKEUWCOmwZGcjNqdcehI5UZs7q6vvoe86+N4/rhehmnAoK0m25WbchfKeNTFLA705XB9qSb8+ZIDfTlqYxPLPmhjodFopoVQ+fWmn2yjYyCHIURJI9pUPc1ng40zYpo0JiMl78lh98m6khObkiyZXcNJM5JjqseGIStDKC8k3MQnal+yjk/voENXOl/yenH+ZPh6yyGEoCaqDM7wstniPopCD0pwUc9TM8Z3d6S55u6nq0526wS3RqOZNMVNdb6v+gFs1ycWMbCDxPJ0hXo8CamcS33MHHd6netJDvdnWTqnjtbDA6MeZwiYUROlIaHUWbsHldYUMKm4lY/qwFYSJeqJ35dgiqCBTspCDscQ6lbFMzNMobykG9YsAkaWzbYUDTX62q9eZn5jnK60TdbxkFJ5JRJZmGdRTbJbexYajWZSDG+qc3xJ3lVjeHKOX9HT8mSRQFfGUYZqjEd/CeQ9SVc6P+bgIl9C76CN66nKpVm18SEPYJIfRqLKYGWg3SSBmTVRYpaBaSiv4aQZCWbURDln0UzqYmYhOV8Ts7j5wpNZ/4FlZa9bzIlNSSzTYPHsWhIRk6hpYBoGMcvU8yw0Gs2Rp9BUJ+WY8tjTiUA1u3lS/WwKxjQGhwfyo78Z4EnoSueHmttiBgP5qcmzRIJNHFSfyUDOZU59nK50HtvzaU/lWTgjOW4TXbnS2dBjuGntYjZseoWM7WKHuRApmF0XA9DzLDQazZFlV/uAaqo7CoYifNqPWUaJTlTUMksqi6wJZrIHbS9oahsoCAiGlwrDRBOhOLk/py5G3vU50JctJLhdT9I9aI+bVyhXOht6DOuWNxcm6RlCYAjBvMY4dXFl/PQ8C41GM20UN9XVRk26Bm26B50jdv/QYwjTBjJ4TRbF+lX4yysJy3i+RAQnDRclHI+MPXQtgZoT4aM6uZNRg8509Z+/eGKdZRokIia+lHhBX8Tsuhh512P9/TuoT0Q4sSgXUcxwxVko9RiGT9IzDaV4m3W8qgUFtWeh0WgqItxwWg/309abpbU9TVd6+ruvQXVYxyyDhbNqOGlGgphlFCqVfKnyEMUMNwQFafCi36tphAu9CYnqpA5LUXszLrNqIkRGa/IYBSHgQG+WrnQOx5MkYyZz6mMYKOO0rzvDof486ZxbEl4a7mmMVTpbTLGX0Z91JiQoqI2FRqOpiLu27qE7naM3445/8BSTcXxs12dfd4autE1d3CJqGWOWvoaEm5zjlia/K/UshpfMyvBfwQVm1cb4/p+dTSJSWUNdQ8wkbplIYDDvcevlK5ldG2N/TzaYFT6ED7zensL1ZNmE9PDS2a50jrbeLLvaB0aUx65b3sx9N57LY393IffdeG7Vkh/TaiyEEI1CiI1CiFYhxE4hxGohxAwhxO+FEK8HfzYFxwohxHeEELuFEC8KId5VdJ3PBMe/LoT4zHSuWaPRDBH2Sqy5YzN/3NfN4CQG/0wWiQrfZG2PzrSNW2FTX3iUENAcJHerve9wo+RJiWUK5jfGGbQ91i1v5nvXvntM+fGYZTC7NoorVc4iagqilsG65c1IKUtCXcXYnuRgf7Zs93Wxx3B4IEfPoENTMsIJDYlRvZGJMt2exbeBh6SUy4EzgJ3Al4FHpJRLgUeC3wEuBpYG/9wIfA9ACDED+HvgvcA5wN+HBkaj0UwfYdhpb1dalZG+TeTDw2VUux5PgjUFHdsxU7B8bj2LZ9diez79WYc1d2zm9t/uxCiTSJ9dGyUeJOD7si6uL0FKso5PV9rm4n/dStegXTi3nMdjIGhP5csmpEOPYWlzHS1NCWbXxUcku6eCaTMWQogGYC3wbwBSSltK2QdcAfwwOOyHwJXBz1cAP5KKp4FGIcQJwIeB30spe6SUvcDvgY9M17o1Go3ijodaOdSX4fBAviAv8U5GAAN5j7qYOeEqJoCmmigDWZvXDg9wqD9PzvEwBezryZDOjQzRdQ/a1MetYPa1xPd9HH/IKOw8nFLNhGM0cEjkuAnp0XSiJqoFNZzprIZaBHQCPxBCnAFsA24G5kgpDwXHHAbmBD/PB/YXnd8WvDba6yUIIW5EeSQsWLBg6j6FRnOcUFzpVBezaD2cOtpLmlJMA9J5F0NMvEkwFvQz7OpIF6qvHE9pLnmjzOPwJYVCAHdYTiKsyhreqV2MSrALlsyuGTPPUG68arXlsWMxnWEoC3gX8D0p5VnAIEMhJwCkKoyekupsKeXdUsqzpZRnz549eyouqdEcN4Qhp33daXrSeXYeTk1b5/WRFO8L7xcxBEIEYZ5JfKi6uOpnMIJrhR9lvMFNYcRseNVUuXPKfT15z2f53Nox1zaWTtRUMJ2eRRvQJqV8Jvh9I8pYtAshTpBSHgrCTGH25QBwYtH5LcFrB4B1w17fMo3r1miOG0JvYvtbvYVeBXOad/Ow3PVIYQogvKcE0xSYiAmp3s6qjbGna7BQtiurbNrwpUq0DzdY4fdhClgxr4G3ugfpLwppGcCvXjjEH/c9AsF87XJ9F8mIwd5uFXZaPKuGWy5dPn7Vk5SQTkN//5iHTZuxkFIeFkLsF0KcIqV8DbgIeDX45zPA7cGfvwpO2QR8QQhxPyqZ3R8YlN8B/39RUvtDwFema90azbHOltYObvnVy+zvzZZ9353mnfxIJ8odH+rjJjesWcR3t7yBlKpPwpKiqs9qCpV/8AKrI2VRGW0FCFQnuVmmLyTEk7Dz0EBhXQIlDQKqgupgf44VJ9SPEAIslv1Y2lxL1vHGzzPZtjIQAwPQ2QmbNo15+HR3cP+/wP8WQkSBPcB1KCP5MyHEZ4E3gU8Gxz4IXALsBjLBsUgpe4QQ/wT8MTjuVillzzSvW6M5JtnS2sHN/76D/uyR75UAVT5qByKD0034wB+zDF78hw8D8NuXD/N6RxohJX4V8aiIAfObkpiGoD/rMNo+PJaTETEFnpTMb0ywr3uspLMc8ZMTeEG+hFcPDTCrJkpdIlKQ9SiW/QBIRi0ytlt4f+iCElIpZSQGB+HJJ+HnP4dHHgFn7E70aTUWUsrngbPLvHVRmWMl8PlRrvO/gP81tavTaI4/7nio9agZCgOltrpgRqIwlGc6Ca+ed33O/uffs7S5jotPm0vX02+SyrkVhcIEKiwXtQzq4hHVDyHVZymX0xnrkhJ13ptjGoqRntfwcJkvoSNtI5EF+ffxZD+wbejrU4birbfgF79Q/xw8OHRCba0KR42C1obSaI4TtrR2HNUKp1m1UfpzLpZp0NKUCITzKjMYkx192jtos+3NHp7Z240lKg8/SVRYzg8kNbKOh2EoQb6DfVmqGd1d/FkNhpLe1RLmPLoHHd67qB4YpRLKdlkal7B/v/IkHnkENm6EJ54oTZq85z1w9dXw4Q/DmWeOel9tLDSaY5wwif3cvp4jEv4pR8wy6Mk4zK2P4XgSx/PwK9ywxbCfq/0MofigF2zWtpSIKq/lSzjQm6E2HmHRzCSOL8eUQB+NiClwPYlhgInAqdK7UjLjQ2sKK52K5cjrhIc5MEBtZpAvLhaw4SfwwAPKswiZPRuuugo+/nFYtgzq69U/YzCusRBCfALVhZ0SQnwNVQ77z1LK7VV9So1Gc0TZ0trB1x54iba+3NFeSpAUViQjBq/1ZiouYR1+WDgtrtJtttymPhGj2ZNx+PP3LWRVSyMbNr1SVUVXaJiU6qv6PqKWQARhrdE4aUaS/b0ZfJz9ftwAACAASURBVKlUbl3fLxyfjJiFfMS6ZbO47YIT+fdHXmbwYDsffmsHl772OHWtrwxdzDDg/e9XXsQFF0BTEzQ0QCJR0WeoxLO4RUr5cyHEGuADwDdQUhzvregOGo1m2iluqDuxKcnc+ii/fulwxWGe6caXkpk1EQ4N5Fk408QyxITWJoETGuLkXJ+59XFePjj6aNTp4MGXDrH+A8u4Ffjsj54rMYLDKS6RDY/KOUMzMSxDYAfpI9NQoSm3qLM7ZgosU03OG7Q9JEpM0JfKWP7F+xdDPq88hoEBzt+7g/O3/RwefBAyRXmRBQuUgbjySli4UHkQdXXKeFRBJcYizPtfCtwtpfyNEOKfq7qLRqOZckID8XpHiv6sA1LiIzjQmz2i1UbjEbZtpHJeoWInaho43vgSIgKIRQw8X7J8bj0Z26W5Lg7Aa2PM0J4uwh6GdcubufnCk/nmw6+PeuxYHoMvVUgqahkF+Q8P9V0lIwauD3Uxk+a6OLdcuoIX2/r43qNvkHV8DOmzLCl5j5GGHTtUyevGjfB60VqiUZWDuPpqeN/7oLFRGYlodMKfvRJjcUAIcRfwQeAOIUQMLW2u0RxViuvqU1mn6Cn9yHkSsYiB4/rjxu7Dh++867Nghgp5zKqNMdgzvmaRZahNN5x6F1b4fOLdLTy1p3tS658Inj+Ull7/gWX8fFvbqP0qwxluXPuzLo1Ji3ReYhoSz1efNWP71MQMls6pL2m8mx83aDSzzHCzLH31BbjvUfw3dmC4RSWvy5fDJz4Bl18O8+apMFNNzRR88sqMxSdRwn13Sin7gq7rv5mSu2s0moopDjX1pG0Vv4YjFmqKqJF0eD4IQyD9yjuxo6bAMgysYNPP2BWW7woV4w/nRmcdj5qoycbtBybyESZN1FJCfeHfRTh4yBSqec71ZdlKq3JemGGA7UoMBJZp4Aof11PS51IKOlI5/v6Bl/jni07iPx5+idMP7OPCVx7nfc8/ysyBIkNZWwuXXaa8iHe9a8iLMEeXS58I4xoLKWVGCNEBrAFeB9zgT41Gc4TY0trBlza+QDqv9H68og7f6cYSYITaSkIwrzFGxvboHrTH9WPC9dmexPM9+rMOg3mXzgon7BlCMKMmQm1MNZn1Zx0ytlfoLxiP2bVRegbtQkJc5QrUlL38BJoDLUOUeHVz6+MMZB2lKOv5RE2jJI8hipLxAvWvMDxlCSU5YgqB58uC0Xc9ieXkmBfLY/b38ca//Ibrn/49Z7z5CkbRinctWM5Dy89j/3vX0erHaTo8i+vzNaxrmp4JDpVUQ/09qrHuFOAHQAT4CXDetKxIo9GM4K9/toPuMhPqptuniJmCZXPrkVLSn3VoaUqq+RYZpyKvorBJojZN2/FIVbDRG8CyObV8+eJTuWvrHtp6M9RElbR43vEqurcloD4RYSDnMqMmwkAwS8L3JbkqvbHQMxjIuXzuf2+nIWnRkFC5k3mNCdp6s1imwACsQCxwXoMKub0ZhNuGS4NIVHgt7/pqRrj0qctnqMtnWNb1Jp/Y+wzn73yCusxQb0xPop7fn/I+HjrlPA7NX0SHEaepfgaJqMWBnFciATLVVBKGugo4C9gOIKU8KISom/KVaDTHOcMrmsJ49Xce3lXWUBwJbF9yuD9LKu/iej7dgzaZKmdbhPujKdT1bG/IKxpty/ahoBJ7343nAnDN3U/TnxsyUuMl2COWQXNdnObaKE/v652U2mzxZ8g4Hk7Kx/Mkg7ZHzvXxh4WfDAFd6TyzamMF4cTQaEZNQX3CoifjMCNu4XUP0JTPMGuwhwv2bOOS157gtPY3CtfyhGDHwlVsWnYeT590BgM1DfRHE+RQc7uTMdW5ParExxRRibGwpZRSCCEBhBBTky3RaDSAMhK3/3Ynr3emiRgGc+pjJUJx9zy+d9L3KN5Ywya1SpCSQsjINIY0iiaCK0EG8xwsA8a71GuHU9z0k218ft0S1n9gGft7M/RnHExDjFmyaqhoGRHTYPXiGXx78+7Chl3urEqruiKGwDQEvuvj+pKOMUJpvkQZkr6sUr0NXCxfohr6HJezaiQnyAG8N/7Ipa89zgVv/JGkky9c42DdLB47Yx2/O2U1zkmLaBdxDtgiGMlqgO0xq7Z0TOxUDjsaTiXG4mdBNVSjEOK/ANcD35+W1Wg0xxlh/LsjlcMUAgkc6s8zrzFeGIk5UGb6WqWE+1S4GRqhBHZXmv585R6CIcASBoYhcD1vwuEvz5dEg14B0xhb4dZH5RW+u+UNVrU0cmJTkkP9WSKmgSFESYNauMbwdwO1Wd/z+F5lPDCQovT4gpEQIIb1Q4yGDDyESk2m50t8hkJQMSdPfT7DvIEObhp4mQ+++nhJyattRnhi8Vn8etl5vLJkFV+79jxy2ztoH3RIRi3CyRQZ26UzlSfreGMOOxrNW50IlSS47xRCfBAYQOUtNkgpfz+hu2k0mgJbWjtYf/8OMraH50ssA0zDwEfSmcqzaFYNr7dPvpfAEBC1VJmrZRpkbBdXVjdXIpzDAKoqyp5EBVZzbZScJ0nn3Yo0mmzX566te7hp7WK2v9WL50tMIYgE31WYGA4vJWUY9pEM5Nyg43v0CqXwrfE8LteXmEb1mk7C92h0stRlU5z71stc/NrjnLfvBaL+0EPAm7NPZOsZ63juzLW01cykL5rklo+dxZrlzbj1DQUpj0TEJOt4OJ7khjWL2Lj9wIjXQwmQ4kR8YyIyQta8WirShgqMgzYQGs0UEf6PPGi7WIbA8wlE6XxMU4Uaso6H7clJiehJVNWN50ss0+Dz65bw1J4e9nQOVn+twGAIIYiYEyvZNQBhGNx51WmFoUv5ChLebb0Z1i1v5vPrlvDdLW/g+pKYZSDl6OsIXw3fFsO+SJ9SQb9xvQqqm/URd3LU5TMs7DnApbue5OJdTzInNVTymo7EefGMNfx6+RreXLSCbLKOTiK0zKjhliIPYN3yZm4F1YDZPoDtSaKWwVN7enj3ggYeae1k0FYlxTesWVQ4r2LZ8gqppBoqxcjvsR94DvhrKeWequ+q0RznhP8jxy2z8MTq+hIn+AdgT+fglFQ7Ob5ECLjyjLms/8Ay1gOr/uF3pPNuVUlfV/oYvhpgPasuquZKSzmu8mo4wEcI9XNLU5J1y5sLQ3uuu/eP40p7h6GV9R9YxqqWxsLG2TU49gyGkuuUuYkPxEyVTxkvh1KJJ2b4HnX5DE3ZAd4fJKvf0/ZqScnrSycs5TennMfDS95D7Ukt+LV1DPpK/uSfLl9ZdiMPX9uw6RUaTEEiYrKvO82z+2xm10ZZMCNJ1vHYuP0Aq1oaWbe8eXzZ8iqpxLP4V9SI1J+i/q4/BSxBVUf9L0pHnmo0mnHY0toRhFN8LMPA9cp3QU/GUBTlVElGTeriFtve6mdLawfrljcTtQxklfqC4abvuD49gw5z6mL0Zx3cfGkOY3gCWvXhqWa+pmSkJExy+293VvQ5ewfzhbWH/1xz99N0TbCLu9jJqCR1YxqClsYEXel82Ql0oRdxavseLn3tCT70+tM05YaVvC5bzUOnrqG1eSE9VpJEfQ1OLEpXb171WxiC23+7s2BEh+cahnsKA1kXQ0Aq5zK7Lj7CcygrWz4sp1ENlRiLy6WUZxT9frcQ4nkp5d8JIf7rhO6q0RxDVJNEDMNPYfx/Io1hIeXUV0cktA3B4tm1ACUbydLmOnoHu6uS2XZ9EJ6PjyQiBL0Zm0F75OP48EolFWWSJKMmf3buSSVjQA/3VyaV4fhyRLx9/ySqfqr9zmckI9QnImRtt2AsQi+iOd3NB3c/W7bk9dmW03jo1DU8vvhdZBtm0CGiJGMRItKnIRGhrS+L76sKMdeTtLanWXP7IxwayJVUxv3Nxhfozajqq5hlMrsuhu35GKJ0OFKx51AsW14up1EtlRiLjBDik8DG4PergfCZ5MgJ0Wg0b0PCTc92PVI5l8P9Oba/1Vso9yw+7q6te3h2X8+YZZ/VUIk34vuSgaxDfSIyYiP5477uqv8PdjxVzWR7fsWztA1UvsD1fL69+XUefOlQkPeoPFGeyjolY0S3tHbQnc6Pf+IU0Zd1Cn/WeDmSmUHefWAnl732OBeWKXl98JTz+M3yNbzVNI9ssoZkTYLnbvkQMFTY8GZPqaEMv4lQUt73fQ705ZhZEy00QVqGGtx0sE9Vz3lSFnSzYMhzCP97G8wr3bCoZbC0uW56q6GAa4FvA/8j+DxPA/+PECIBfGFCd9VojhHu2roH21XSFwZCdRi7Pt98WG2KX774VEDFmtM5Z8oMRaUIVHNYfSJSEoJYt7yZxmSQd6gS25MFJdlKCBwLfF8SMQT7ejI4nmRGsvLZa51pm0RUGbvQQOerGVOHmqNd5SlDuC5u1wArUh18aOeTXNL6GIt6h0aS2qbFYwvP4tenrOHJk1YxEK8jG4kRi5gkIga2J1lzx2ZqoybdgzY1MbOikmjXl3Sm81iGQKJKq0VQhxtKldfFLaSUBc9h9eIZhSqoExoSJR7FZJr1xvzbEkKYwOeklB8d5ZDHJ3xnjeYdTLGn4BcG2JQagn09Gb608QUytkeuQomKqcYHcq5PxnZLQhDfeXjXhAxF4boT+SxSaT2p0lfoTFeWnA7nQhzsy5KIWtz0k234vl91Cev8piRvdmeqcqYSdo4mO8XqPc9z6WtPcP6+54kUlbzuntHCg6ecx4OnnMfBhmbS0QS+MSTg15SM0Jm2aa6L0piIsLszjetJWpoS41e5Bf0f4Xcdtwxm1cboSucDgy24+QJV3dbWm6FllNzGVHV2j2kspJReMPRIo9EEbGntYP1920nlx25Oyzk+OWfiGzIEpaqy+tr+MDRhez6+lDTXxQtPlltaO/hvf9g9qXVNBInyuiyz8hnYMFTF5PgwK2aSsd1xK5eG01wbpS4eIWYZ5MaJn5m+R20+w5Lu/Xy09TEufu1J5qZLS17/cPI5/OfytWybdwqpeC22NVR1FIaHQHlEDXGLWbVKR8rzlVfWmcqPu5bi6i1fKln3+oTKnYRzPcLqtmK+9quXp7QKKqQSP3CHEGIT8HOgUJwtpfzFpO6s0bxDKB4yZLv+pDqqq+XKM07gW596F995eBf/+sjrFT/R256PZai8QEPcKugrAdzxUGvVPRLF/QjFCIaUVStBovIehhjSSqpmJTHLVBVk/jgbvqEu7ElVCCCR6u9vDCuTsHM0Zfr5wBvPcmnr4yNKXl+cczK/PfV8frP0XLprmhiMJoY6FYsIDUXMFHhSVSulcg518Ugw9MnH9nzmNyZG9XSKv5uYKahLRALpcjluonqqq6BCKjEWcaAbuLDoNQloY6E55gnj447n0Z9xmHjt0sR4pLWTLa0dbNx+QI3hrGKT93zJnPoYi2bVlry+p2sCDXmoMAiA4/vURC3qYyZdGZWHMSvptxBKCdYJhvzMro3SnXEK1UBlz0GVrbph6CpVWVLb91UlWNwU2K5PZ9ohbhmc2JSgO50nHVRxmb5HXX6Q0w7v5qM7HytT8lrH75auZtOK9/P63MU0zJlFR9oZ1zsxBMxtSAQhI5/OVJ66eIRZtTEO9GWxDEFtzKIpGaEn4yAgKBxQ34UIuu5rYxZ3Xq2KUUP13ZZxKu6mugoqpBK5j+smdQeN5h1MGP/tTrtKF8k9ssYilXMLa5BUKQKISpAO3yS8cZ7Ky2EIOLm5trDx3Hr5SoBCJdjhgdE38XAwkGmoKiqB8iwSUQs5WBqmEyiRQccvljYfkvPIOl5BjXYsJMpYFvebLJ2jxLLrE1G62ruJdrRz8a4nubT1cU4vU/L6m+Vr+P3J59CXqCcfUeqxNYbJ0jlx2vuzJUKCStdLFjysiCE42J9VHpmU5FwPKdVgo8ZkhNm1qkfllLn1rF48o5B3qI2pZPWg7Y0wCpXmG4o7visxLpVSSQd3HPgssBLlZQAgpbx+UnfWaN5GjNYrEXbBhk1TRzpHLYFd7QOc0JDAFAKnSp3t2bWxEZuEWUEYp9w6wnkWxbmPmqjJWxWMR51TH6c+iKN3pXP0DDq0p3JYhigJiUmGKpbCV00hMIXqtZDFYk4VEOZGDAGG51KTTbPyjRc5f/sjvPvlJ6lxhjoTw5LXTaeuZc/MExmMxpFiqCzVl6qyDKA3O5ScFyiDEDGNojCXWrOUIH1JPGIWvr9bLl1R0nj3s21tnNiU5J+uOG3KpMXDxsWppJIw1I+BVuDDwK2oUtqdU7oKjeYoMpbgWhj/jQYjM6ea8CF5rP0vnffoSueRExjIsPNwiqX/9UFObq7l7z6ynHXLm/En8Dl8SclmVvydjVfV40mwPQ8pLbKOR8Q0+fy6BXx3yxt4Y4Sghu6tNmILKjp+OEk7y4KBdv50+zOc9/wWWjr2F96zDYvHFp3Ffy5fy9ZFZzIQr8M1R26L4WfMu37BYAxvgCzJhwj1j+Oqqq2M42FlHT7x7hklTYmViPxNpXLsZKjEWJwspfyEEOIKKeUPhRA/BR6b7oVpNEeKsUoNw/hvfcKiY4xQS6UM31gr2f+llMpYMDQHopoN0/Elu9pT/M3GF/jG1WdgGAIrkN+o5jrh+euWNxe+s/E274ihOrg7UjaH+9VnSETU0/q7FjSx461efM8f83sIm9FOaIjT1pvB9UdPuIdYnkt9LsXavTu4fOdW1ux7vkTldd+sFn59ynlsWr6W/fVzyEbjY1xNTb8TQDxiMmh7xEzB/MYEg3mX7mBsK6h1zayNkLH9EbIgWcfj25tVFdpTe3pG/W8OKBiHuphFZzpPQyIyJcqxk6ESYxH6W31CiNOAw8CRN2sazTQxluBaGP+946FWDvdP3lhMxDfxpYqFxywDx5Mkowa+75OtIn/iy6H8x6KZSXZ3Dla1GsHQ+WF4zhRwoG9sgSmJwAoUagUQs1Sy+tubd3P5qrk4vo8plJDfaMQtoyBZYhkGvvTLV19JSdLJsaR7P1e9soWLX3uCE4pKXgcjcR5Zcg6/Xvl+9q94F7ttAzMSUfO8x/kqPE8yszbKN64+g7u27impNurPuni+Kn1QoSqHWbVRskFvTVgxFlZx3fP4XuqDzT9kIOvQlc6zp3OQ7W/1MqNGVU691p4q/N3NDUJ50zkNbywqMRZ3CyGagFuATUAtsGFaV6XRHEFODOZKp3JuYQpZXdyiMRHhmrufZn9vhoGsU0i8HmlcXz2hL5xZw6DtFTrGq5EuV8lun7beDP90xWl8aeMLVTXlWcbQ+aC+s21v9owbmnODJHOIIQwMoa71SGsnS2fXsq8nM2YORTU9qpLRurhF3vEYKFL/szyXpkw/H3r9aT7a+hjvaXsFs8hVeXHOyfxmuZIC76qdQd6KYtgQjxhBaa0oO++imHjULHhVQKHaqGMgh+crIUhLqMotx5eF6YJD358RfH41lGnlvIaCwRnIOhwMNLJEMHujYyCPEKJgFG3XLxxTF7embRreWFRSDXVP8OOjwORqrzSatyGrF8/g2X09KgkaCLN1pPJk8i6OL2lMRDjUn626EWwq8YHOVI47P3Em6+/foTZQKu9VUFVGRkEe/M6rz+CzP3quYvkRWXQ+EFTwjK/4WmzQVMzfwxQCw1Cb5pcvPpUNm15hIGvTly3fv+L4ksMDOZY213HLpSsAuP7eZ0nks5x2eDdXvfoHPvT608zIlpa8/p+lq/nlinW8PPfkQk9EocIKFVJK5z0MQ2BKOWqVmSFgZk207HyJvV2DhQ3dR80OiZqUlDiHhlpK1VxSEzVLyluHciACIZTxclGt26XT/wRd6TyWKSbdMzERKqmGigEfBxYWHy+lvHX6lqXRHDme2tNDc12U3kGnZBBPzvULoYa4ZZaVpq6U8WLs4yGl2oDWLW+mPhEhZgk6007FnoVANYvtah/gmruf5qa1i2lKRugdtCsqxXV9SEYEN61dzJbWDn709JuVrXvY70rPSGJIqI1ZrFvezNVtffzPreXH4pgCIpZBMmqpxO6SJjhwgB93baH+1w+MKHn9Y8tKNp26lv+z9Fx6kw14RdIbw9czaHvUxkx6M2N/j75kxOYcGo7i4U1qEJPqUI8GXqgsuoYvlZd1wwWLSgzOvu4MMVPQXB+nM5XH9WTBQEQMVWElBCAkeVdOSc/ERKgkDPUr1LCjbcCRk3nUaKaR7zy8i3se38ug7eEHoRIfFQaIBM1vticLnbez62IMdk/c9fdR40jdYGeuNnfhSwrVULVRkwO9lUl7F98fT9KfddjxVi9/s/EFZtfG6B0cPxQlgrXPD7ySj3zrUbonoCtV7AX5Em5Ys4jvPLyL//aH3aN2lHsSZkRN6u0Mz/73H7Gu6zn49a85b3CosfBQ7UwePOU8fnHaRbwxcz65yNjJalD5n6gpGLS9wvyNsf5O5tZHR7x219Y9NCUjtA/kS851PUnEFMQsQUMiQmc6X/A+opbBqpZGYKi89Zq7ny6EpKSEg/3Zwnelch1ClRgHzZC3jjIgabqpxFi0SCk/Mu0r0WimieGlh3Pro2x68bAKOyHxKNq85dCYTgGFztupIuxGrgYBGAaFZjQhKu/3MIPNJu9JfMBEfdbeoHO6Eq/itPkNSKkMDcDeKsX4LCOYi00wmhUVd1/V0shNP9lWSH4Pv2bEc5jf38HHHvsDV+56nAVdbUVvRnjm5Hdz38nnsXnx2aRiNSU9EWOvR9CUjJCxPVqa4rieHLdX5JHWzhGv7e/NMKs2hudLutJ2ISxoBI2TjQmL/qxTmF9uCVX6O7yaqTgkVRe3mOlG6QoMjADmN8axTKPQDHk0DAVUZiyeFEKcLqV8adpXo9FUQSX15+Xq2Z/e2x3MWDCwh23cwzesnOsxkLV5q6e6J/lyOJ7EMiobzzl8TcX5klTeDRLO45/rSVXJE+L6EDcFrvTpzlSm+tren2Ug5yKBa+5+uuo+DVMYYKhNenZdjMP9OfKuz/r7dwyFcMKDpaQ2P8iFe57jilcf5fx9O4h6RbmMZcvgk5/kmfddzBef6eNQrrq1xCyDpmSEqGXieD6u57O/Nzuu8UvnR+ZTwsKIjO2V5GUQoiDjEeaEpARHQsRUXlpxNdPwjutFs2q5/WOroOi1YiHIo8WoxkII8RJBXgu4TgixBxWGEoCUUq46MkvUaEZSaVPTXVv3kMrZ9Gfdkg3aA7xxMtYSpTE0fEjNZKh0YFA5UnmXs//59wzmq1ddDQllMMLvopKKqo60jWUI5jfGaT3cX5gRXg4jqAgyDYH0wUdie6qsNA/kejIIoa5VbIAjnsOS7v1c/dIjXPLaE8xLdRXeC0teH33vh7nyC5/if2xrZ/sTfQghMIQc1fCG4TMhBItmJhFCkM67BUmN9gGPnsHK8j7lJEbCwojhzZIC6AnCe8Ov7XgS1/NHVDON1nF9NI3DcMbyLC47YqvQaKqkUs3+lw/0kapkyPIoSIYE3ibDRBRWR6xFqolxxV3DE8HxhuQQKy0HbkpGyNoevZmxFXd9Cb6nkrBm8KHNokZCX8Ksmgj1iSiCDA2ZFB/Z9QRXvvpo2ZLX/zx1LZtWrKW3rgkHk60PvUF9IoLn+xhFpaWjrbk2HikJ3RQ/ZDTErRJ9p7FIBo2Exd7sQNahPm6O+E7Gy3+0D+Q5a0FTRfd9OzGWsWgGZkkpf1v8ohDiYqADqKwcQqOZBsZqpAvZ0toxKUMRYoRB6FEofjoP8wuePyT6F8pxT9LeAJCfiotAQaZDbbbjX3Mg64xpMIsF+wxDFPIhlqHCUMKUeL5UidpsjlO6d3PtH37Fh3Y9WVLy2huv46Flq9l4+kW8PHcpthUlHjERUoLr05W26QvyAOOturkuxpcvPnWEpxk+ZBzuz43rWRkCGhIWy+c2jPBmD/VnMYo8DlH0RBBet9yDRt71S6qZ3i5yHuMxlrG4AyinOPsq8ANKJctHJZi29xxwQEp5mRBiEXA/MBNVYfVnUko7KNH9EfBulCT6n0gp9wXX+ApKzNAD1kspf1fJvTXHLuUa6aKWwPMpGV85FYwnyRG+HQ2UVQFs6alafsvAl7Lq+RFTgQHIoE7fCKq8XCmpiVqsPKGOp/b2Vnyt8YxU8SCfuGWQjJp0pW08HywLDF/SlOrho68+ypU7H+X0w0PDl8KS1wdWrOOhZe+jL1FXMici63glm7ppCJTtGH1NccsgU+QyFU82NJEYhlrvWPq1hlAGfyDn0juYD+aAeHSn1X9zw9dQ6Icoejgot0bLHLprNRpRR5uxjEWdlHKE9yClfFMIMauKe9yMEh6sD36/A/iWlPJ+IcT/RBmB7wV/9kopTxZCfCo47k+EECuAT6FUb+cBDwshlkkpJ//IqHnHUK6i6dl9dqGRLmN7hLYhFQwnCitTJqv/546SIAibtcJuXdvzsWRpGaaUEncC4nfF666mU7s+ZpJxfFxfFmZfmwJamhKFippkRFRlKCqheL5D3vGUAbcMjFyOc/e9wsdfepgLXn+mROX1cO1M/nP5Gjae/gHemHliWQG/kOLPL1BDnVx/9C3A830czytoLYUbsiUg76GSUZT/XgVqQ3e8oXxIa3u68F7UMsYttxVCMCtpFYoI1H+nAkMIZtZGCuHS6RqBWsxUeS5jGYuxgmoVtQ8KIVqAS4HbgP9PqCzRhcCfBof8EPgHlLG4IvgZYCPw34PjrwDul1Lmgb1CiN3AOcBTlaxB886n3NPX9rd6qY+b2K6SgSj+n7akMmWShsIUYJkGXrAZlnQkS1WCWszwJ0lPqlBErso5GM11MeUZBZ3FlQrO2p4smeMQNZWUxaDtsbRZGdlfPn+oqrWAmtZWSQhMor6DBf0dfOylh/noq1tZ0jNU8mobFo8vPJP/OO1CNi85m2w0WZUxhKDxzRhb7dbx4VB/no6BPM/v78XxJDHLKEyxG+vchkSEgVz5SjGJUpKNRcyy74c0JSN84+oz1Az2QAkgahrMrotRGxuS66gknDoW4xmC4cO7DvVn2f5WL59fywgg3AAAIABJREFUt4T1H1hW0T1CxjIWDwshbgO+JoN0f7B5/yOwucLr/yvwt0Bd8PtMoE9KGWaE2oD5wc/zgf0AUkpXCNEfHD8feLromsXnFBBC3AjcCLBgwYIKl6d5J3DX1j1KDyk9FHKyXbVhzKqNsX/Y/1jDN4LJdE/XxCwGbY9kxKAuHqF70C4YhHBjHA2Bkm4Ya5RnOSwDFs2qZfXiKA++3I70lTZSJRtq8RN+zBQsm1tfmNd8343nsuofqo/gNiYizKyNEjUNDvRmSnSZiok5eS54449c/fJm1u7bXlLyunfGPDYtX8svVn2QjplzcOVQg6IQqkM+61QWLAg9tUgFhQeehKzjq1JjTxYUaxFDPR/Dr9CXHbuk2Adczyt4HZYhaGlK0JnKk7HV692DNuvv30F93KIhkSgZcZqx3UJH+GRGoFYSwrpr654gdOaohlPTwPMl393yBqtaGqvyMMYyFn8N3APsFkI8H7x2Bir/cMN4FxZCXAZ0SCm3CSHWVbyiCSKlvBu4G+Dss88+8gFizbTx0oFeBvNDFTyOpzaVQdsj35cdEWYa/pcvi3aEaibNgeoyfmpPDx2pHAd6s1U11AkxNJ9aQEWdwgDrL1wKwHe3vIHr+RUlc8vh+JKBrENd3OL1QOaj2vnhAkhEVfjqlkuX82JbX2FdngQhfZZ0t/HJl37PZTsfKyl5zURiPLLkHH5++gd4Y8XZdDjhRDnl8ZhCknPDzycL30+l66pPRCoSQwzzBxFTILzQ4wofOCYmDun6Q7mJmKUeJLK2x6DtFUp2s45HKucW/juImQYNyQgR0ywkuMcbgTqW51BJCGt/b4b+jDIUYTLeFMrgVhvqGtVYSCkHgWuEEItR+QKAV6SU5UVcRnIecLkQ4hLUhL164NtAoxDCCryLFuBAcPwB4ESgTQhhAQ2oRHf4ekjxOZpjkOL/QWqjJun86P83V7J5F4dwqslfmEJt2ItmJhnIjj93uRgRPLmGyWVlpCrzDr736BuFzxWx1JPgaF3OYyGlmuyWdz1SeY+O1PjVPyHNtVG6gjkNHSmbmy88uRBjb2lKMNDRw/tf2srHXtnMe/e/XFLy+tKcJTywYh2bVryf7pomfCEQOUkyagZjVVVzHsD+nkwhtFOpEVeiiILZtbGKjIUVKMH6UhaMg+fLkkqlaMmUuwrub4pCvqo+ofo2OoL54BLVT2GEnfZShZbyrk/PoMPn1y0YtSGvpSnJ6sUzuGvrHr608QVSOZempJrdPdxzqCSEdWJTkkP9WSLmUHe7lMrAVatcO1ZT3ruKfg0358bwdSnl9rEuLKX8CvCV4FrrgC9JKa8VQvwcuBpVEfUZlPYUKPnzz6ByEVcDm6WUUgixCfipEOKbqAT3UuDZaj6k5p3DcNf6tcMDk7pebdQg6wxtRNVstl7QGOD4QwqvksqS5mGIw5OSmqhJPGKOkK0ejZyjvKiIIRAIPH/sqp1R14Aq03QzDjNqIiSjFg2JyLhhFlBhFLXBqCFJG7cfYNW8empe3M5f7/gdq3f8gabhJa+nrOb+VR/mpbkn45cR8EtE1LTBGTURamNqat6MmigxU3CggsFSqvvdYF5jHCkle7oGxz0H1BN13FKNgjmf/8veu4fLVdV53p+1L3U7VeeWc04ukEACCUFuCtiCIgZFBJmWthu7wda+vNrwTDvN9LyjozMP2vNozzvwds/YMENPh2EcRRRloi2+LQEEDGlG0hACCSAxl5OQe879nKpTt31Z7x9rr1277lUHwm3yfR4F6lTtWrUv67fW7/f9fb+kbJPTFqUYz5WYyJWDfpDO7gxTVIrVK4fSfPo3lH/27rFsFX1aSnBlJV25ajjNXEFZyd61aS9Pj06F3tt61/CN684FKsX4fMnFl5LJ+TJxy6zzsugkhXXz5avYdmAaz5ehzauPJJOwu1aubZWG+k8t/ibpkDrbAF8GfiCE+EvgeeB/BK//D+C7QQF7CsWAQkr5shDiARRl1wW+cJIJ9c5F7db6tXQ8AxTKPiKq89wlPF+GY8mXPWWUQ/Ou4SgsU3DGUA9fueZsAP7o2892/L0CtWuyzMrQF/ILUjGTmGWwqEet5B3P7yjY+agJ0fdhpJzlU798mOV/+wXuefWVyHsEzyw/hx+f82EeWvsBcvGepsdL2gZbv3pVuGvUq+jrLljGhm2HMYQ6X2W3OjBXjUnCoh4bKZXpkmWoxrrZNqk1T0pO6Wusr3TN32xm38R8ldpwK/QmLTKJWNUxbkHJoEzmJps2TGrPCtXbItk3keOZ/UrteFFPZdeQso2Qnpt3/DAwTeRK9Cbtqp1DuxQWqB3IF9adoVKHvgxTZjHL7Fq5tlUa6oqujtQCUspNwKbg30dRbKba9xSBTzX5/H9AMapO4h2IaNppPFtiSa+a2LLFziW4a2EHgn0eYEnVDPZaPLSTtkkqZmIJmhZ4oxhKx9h660erXutNWB3VDKKj1DpMegLVlM5OMNzA2a3kNnGZo4au67q899Ud/M6OR/no7n8iVa5Ic4z3DvHo+ev4n2d9mD2Lllf1RDTDUFpd02i+/eB0nheeVKte34eyrE616fqSKdRrpiGYmi+HX7ekL0EmYTM6nmsqH28Fu4ZjcyVWDfXw1WvXVuXpv3z1Wr7205c5PJNvKaFSqTnRUMxv1/HmO2ABHJstYKCKHJYQjGWVUODxuRJxyySTULuGvRPzIFVjo17juFIig2AW3Tk0SmE1osXecuUazj+1v+372qETIUECO9V3oWoPAEgp7+3qm07iJBqgNu00kStxeKZI0fGZzjtd5+mh0hwnUf0GnoTOdVobo+B4DPXEFJ21TbAwBKweydS9/vnLVvLNx3a3HYkdLbqKioppX1KlkQ5NF9rm9+OW0dDZrVUBOWmbnF6aYd3TD/HJl3/BmTWU1+fPupj3feOL/OrM3+Af/ukwr+6fQnRQsLebNKGZQjGVoBIYJEEzIRXa8dK+JKDrLz6uJ1kxmAzVgFvJx1uWwZnDaQqO1zCg6An3lh88TzYQS6yFKZRR0sqhHmYLTsNJ1vFk00AuUU2NMTNs76gYJkk4NF3AMoo4XiVdakhV89BUXykl+bLbcOfQyaTf6ftaoRPzo78A1qGCxUPANcBTqG7rkziJjtCM1VGbdlqcSXB4psBYthRKUnQzzcdM5cLmBw+bZSi6pC40ywUwi/RDGjMNepOKPttqk+JLGm7xb7lyDQ9sPcjhmWLLMWh6p+70/Y2Vi8L89qHpPEt74xxq4Qdum4IvrDujYRF173h9nt/0HK4YfY4bX/w5Hxx9roryOjqwjAfPWcePzv8opaWn8FfnqAD0oQuWc/Ff/ryjArMT+Gjoe0Bf79HxXJVmVsw0cDwfH7ULi1kGS3oToYhfb9JGSsnusRxWpGA7nm1+LkqOjxCiabObHlPMMohZBki/fi0gFEW7FaU1ZhkU2phjqaY8rZElQ5ac68s6lpw2SzKF9jLhTVee7WRncT2KMvu8lPKPhRCLgftO7LBO4p2EOx/bFeRMfeKmgef7Iatj91i2rmnplP4Er04VQj59pwEjFTOVJlHkWCU3UBaVcsFigPohvfXBl+hP2m3z/dGVdB2E4Jxlvew8lm2aFtNF9KV9CXwJ9990CaBy49osqBXScVMVpCM8er2yPP0rPwvft3zqCDfueJTf+tWmOsrrz898Hw+c/1F+ueJ8MEyG0zF6k5XO4zsf29WVAZIhKrubJb0qQVEOmuvcQAXXMMBG4Em484b3VKXPNAqOx8pFKfKOH+bqiy36M6JnuJF2mG5Yy5dcFagaXBLPl8wWyvQmY03z/KtHMuyfzHG0SRA3BYz0Jjg8k8cyRNj7o7+u2S0lgcW9cVYOpcP74M1CJ8GiIKX0hRCuEKIXJSK4vN2HTuIkQD2Qd23aiy+lagiSMJlzWJSG2x/eSbaoGB/aFOjITJFFaZvehEXZUymHTrj3tikYTFoczZawDYOhdAzTENimycfPHeQfXjzW9dgNoaw/9UO6fLPSo2oHx5Pc8oPnufOG99StAjNxiz1jubb1E0/CwWlFedQ2qEBLVzlQgTVf8hjsqXgmRHd1MafENbt+ye/u+DmXHHyxjvL643M/zE/edQXTqd7weKahHOVGehMcms6H17ST0KsaE9U5sU1B2fUpOB6pmEXMNHA9iSFUqrDoKNbXqQPJ8Lx9ccN2Ds8UFJvHEKTjFn99/QVAJVff7vaYKzj0Ju26nUFtw1rMMigGaTHLUH7YWs59tqCkzW998CWWb67sjPW53T2WDWVmGiFmGXz9E+dwyw+eJ1/2iNsmA4F+lh6+bQQeK0HxJB5onS2kGH0iIGq12OveIMTfAv8OxU7610AOeEFK2Uhk8C2Biy++WG7duvXNHsZJAFd/80l+fTwXrpZNITAMla8ue0pmuhz0EFjKkQhDqDTKHU/sqZKuaIWEpWw/Xc/neLaE40nWjKT58tVrA5/jHNPz3fVKGAKuu2Apx+bK7B7LMpsvd9zAZRpwSn+qTh77ixu2M5N3Oi62nzYY1XQyQo2iTj7nS/jGdefytZ++zFnH93LdMz/j/c89wWChUoydSaT52VmX8YMLruLFJavritX6vyxTsGIwxUhG7Qqe2T+J77e+LgKV65dS4knJWYszHJstkIrbgcWsH9ZfFC220rQY6DGqwrYQQY+EQdw2WNqbIFf2WB70JPznx3a3PBd2MHbHk1x/4SkhXXU8Wwo4ziJsWGvVRZ6wK/UPfawN2w5TdlXzXdHxmtaSehMWO/79x6pqNknbZM94DtdTBAz1u0Www5EIAT0xq+Gi40RBCPGclPLiRn9ru7OQUv5p8K9/J4R4GOiVUu54PQd4Eu8s6NXWruNzTM5XOP1hHlZKSuFDVWH7OD7ETcjETW65cg0bXzrGK8eydcdvhCjFtTcZI1926U/FWLd2hC9u2M5s3lFS411gIGnx3IHZUFenGxpvwjLrHNHWbx6lL2njOB6zHTCqRPBbQNVN9k3mOwqcAjieLXHJcIy9X/8r1j/1D5x9cGf4d015feC8K3lo7WVtPas1E0kXV2998CXipkFBNo8WBqqhENR8HDMNCo7H6sW93Hz5qnBXEAuaDrVCa7Twq+Eh6UtYDPTEODiVZ1dRBcwjMwWeHp1sczbUruboTBHLFNy1aW/Y5DaRK1F0VeG5E0aX48mq+sc9T+0jFagbGwi1c47cJCI4bPTItQym0wdTTM6XsUzBRLaML1SQGEnHiVnmm2qjWotOCtyPSyk/AhCRDA9fO4mTiKY5MnGL8VyJvqQdbulr0ap0IIHVi1UK5MtXr+Xm+54LpSUaQU+etRN5ND9ddv2AVdR5wTxuCmaLLv09ccbmnK6VYz2/3hFNd9xm2xRCGyEZCNe1Hb+UvPfIr/i97Y9y3d4tWPlKQXuidxE/Wns595//MfYvOrWj79XfdfpgKvSGWL45hef7lLPlsPGsFrGIZLkAUnErDDZ68rtt4ysc7HCrNlt0yZbcjvpbGsGXEteTVU1uizMJXp3KU/YkCSHbpwYD+RTd7zBf9vB8iYGoW4hoGRDdBBeL1LFqmUn6+XG8LGXXJxYwA4UQdWmvNxOtOrgTKHXZISHEAJUA2UsDIb+T+D8TtdRXnY/viamagx1ILXSKcoQaqBuKvvl4izRDMHvWfkM0P610elTPQqcj0Qqrc4VyV6krDRlQImOWwWW3P8HygRSZoGt5IRNewfEYycQ5ON3Y4nUgP8vv7niU6196gtWTB8PXXdPk2TXv5fH3/yYPLD6PrG80FdBrhk++eynfvKEi6KCbwYYzsaYFXe0VIYIvypd9/vj9p4R5fp2O6wa1501LqnQCL1Dv1XavE7kSq4bTDKdtxnMO5SbF7VocmVXn3zIFPTGTfNnDigSK6Hn1pCJaZBI2K4fSTY/ZKHi8FT0uWu0sbgb+HCWxEZX2mAP+64kc1Em8fRClQs4VHEqukqo4OJ0P9WhiJl0xkW7bqLqE160d4ZYr13DPU/uacuD1i7YpqjpZZwsOMVNN1I6nJDccT7ZrkajD5LzT1aQEKretUytFx+fYbIGJbImYKdpKW0dhGIpfPzlfYmrewfOrg5aQPh/a+xw37HiED49uraK8vrroFLZcdi3ZGz7DvQdcdX4m55WIXJf04ecOzLJp51hDKu5Ytqw8qCPHjB57+UAqlKl4enSKW4LP5UouphA0uaqvKwQqDQYq1SWCehmoNN9QWtG12zVMCnSKr8hIJsHnL1vJXZv24smKlIYyZpLYVnV9o5sC9RvhcbEQtOrgvgO4QwjxZ1LK//IGjukk3kbQqRUtZ6DhSyUtIQJueTfYP5UPV1Kg9I0Mg4YFVYlqVvvcB1aGfQg9MROBmhD6A7/msWyZTNzsum/DD4qvrewoYmbgkyArASI6PstUq/m842ObRuhJ3Q6GEByYylNyfQZSduD8J1k2O8ZndjzCb730BMvmxsP35+04j6y+hB+e/zGOXvBeLNvCOeCGRd1D0wWklFhCtvw9tTgwledPv7+Nv/30hXVU3Bvv3sIz+ycr3iGREyyhoUzFwem8Yri91jgRfL7dNZWoe8gKVG2FUNdM98989dq13PrgS6q4LWm6E7YCbxAhRVUt4a5Ne3GCznghVMAY6okxW3CqhAFvffCljsyHogKB2aLDeFaJQR6aLlQF7TcanVBn1wshbgEuD/57E7BeStndHvIk3pHQYmYTuRIGAtOoKMGqdIeysIx2ULebIzxfhsVhgFTMYDpfP7saQlEc50sed23ay6qhHr5x3bkq/xspeA+lVQF3LNu9zWrKNvGRuH514VL/BkPAsv4ER2eLlFzF3IrbFQqmWo0qGqYUkqmCw+LA2KgVBVbLX2dLLnHToEf4fGDnP/LJbQ9z6avbqyivOxafyY/O/TA/PvfDZBMq3RHPllmzJBGu6O+/6RLufGwXdzyxB8MQCK+7Gky+7PGlDdv5qwhtddfxOSXSGL00kYPqgA3VacHlAynVjb0AbfDouVdMKWVWNFts3Z2upEyUL4gQgqRtMJJJhBP5eLYUMu8awTQEMdNgSV+CkUyiogsVGAjdtWkvXqi9ZGEYBtdfeAobXzrGHU/swTYFizP1yrGNoJ8pL6CSa3lxEfSqvFnpqE6Cxd8CdvBPgM+inO3aelqcxDsTtRLiE7lSnZSCfqg9Cf9y3Rl85+n9zBXd0PCmFWKmEa5EJaoL1zLqi9i+rKS3XF/yyrEsf/r9bZRdNZa4ZTKciZNJ2CzqiXN8rhRKZ3SKj50zwnMHZpX5kvZtlZBOmMwVPUYyMdJxCz8IJqZu0SV8axWkJGTP1P41+or+bWdMHOAPtm/kN19+siHl9XvvvppfLTmzbtwlr+JloVf0T49OkYmbzDVL6bXBbMHh9od3Ml/2KLtemLapNZfSGlNGzQo+6uHwxQ3bKTrdB2/TEEEjn696NSyD1SOZOgdAyxBhlzQo05+y52NbBqcPpnj4X32oqjbQmzAZzzUPXp6v3AbnCg5fvfZdVX976MWjoWcFqPuu5KoFjO4zkT4cmS2yrC9Zx5Krha4Jjc0VUfk9tdRanElgtfnsiUSrArf2nHivlPKCyJ+eEEJsP/FDO4m3Cmobj7RCZ9wyyNkGcwW3buqzTTUdCkNNUmsW97JvIsexDqSoo9IK0/MlDnWxAs1HzGd0k9+yfii53ReW+5MWx+bKfP0T57B+8yiuN0fZk+EEpSU4do9lw0DmS4njV4vySSkVK0ZW9w/UQr+WKBf45K+e5FM7fs6FR38d/j2kvJ7/Uf5h7WWUrXjTsQtUCsgyRbii33V87jUxisqeZM9YjhWLUkzm3JAFZAjFMtI7pYRlkAjYQnoFH029rFs7wl9ffwH//HvPhdpQncIyBCO9iap+iZm86oOJampFmU1xU7BqWO24pJQcmyty491b2HZgWgV5ITryC6lZBwDq2dg9nsMUQtVgPMmR2QKGUAHNEEoaXSAgKKyvHOpp6SWha0I33/eckqo3BUPpRCh30q0PxeuFVjuLZ4ALAU8IcYaUci9AYIZ0UiL8/xBEJRGm58tVq/KS64eBo0r8jsAn2RQsy6iu329cdy5f3NB+jaGlqmcLDiXH48hssesxy+B/QoIvffY3EZlrNw7Hk+w+PteU6vjAc4fIxC1KjhcWwX0JSJVGk57Kj3tBh3p/3Kbs+syX3FAgLooLjuzk9194mGt+/b/JRFRej6UH+cm71vH9d1/NgYFlHY3fMtT1ia7oHU95UwgIuY3dKre7UpK0lYmRGSylNePptMEkx+ZKLErH2yqbrls7wj//0BltG+pqsXKoh2vOXcK9W14lV1KppyNB/WNRWgk9RvW/DGBJX5K5gqP6KhwPH7AmchF5jyBt2ua7lw+k6lb26zePYhuGut+CVBG+Ovcp20AIERbVdWG9E9vUdWtHuHDFwIItV08EWgULnb77IvALIYR2yDsdeMt2b5/E6wstiXB8rtRyRer4KmC4sjIBLetLYpkC21AP2GwHpjtSwoHJPAhFu+uyNg7BZ5b1JTk+V8Rd4LJGO6e5vgyLipt2jnHrT17k0IwKYHFTcDRgPRk1n1dOabCsN44wjHDyXL95lOdencILom5vIcvv7fg5n3rpMdZMHKh83jDZsvpinvzgJ/je0HkUpBGycaD1xJawDBzfpydW3dQV001y7Q7QAkop1gulOnSQjJkGlmlw4YqB8He26hHYtHOMe7e82tX3rlmcYeOfX87V33yyoYBh1FxKoAL+QE+MUiSFqCXPG4lBtmO9TeRKDKVjdb0zi3vjHJ0t4ROcj+Dkxm2DQlktqISoNCp2yo7qxK/ijUSrYDEshPi/g39fD2jOnwe8B/jFiRzYSbyx2LRzjNsf3hm6j61cpJqwdo9lmW6jsgqaBWIgpHpY1OShdgiCCsOkmQe2ngSVnpPqzVio8J/+VHisBRxHEXsEgz12WGj/0obt4SQlqPRiQHXOXmMkE2f5omoBuB2HZtiyd5wP7nuBG7c/zEf2PkO8RuX1J+d9hIffdy3e4sUkbRPnWBZbwCkDScaz9fWhWvSn7Ibdv6tHMkznJztiYtVCy7GcMZwm7/hkEpaacINVfW+PjeNJLl012FGPwG0bX2Em73Tsie5LuObcJQDs6kDyRO1QDf7gktO456l9+FKSsEx86atdnw91EbPNOPJlxUhas7giP798QOmFGYKqfhwTpSdlGiLcdXvA0pTdcVd2p34VbxRaBQsTSFO/uLOAerH+k3jbYtPOMb60YTvTeSfMqe8Znw89gDt5mIUE1/cZzsSZmnfCXLVeoeutdLvubdMQFAJb0deCg9N5pKzIfEN3TVya9jtXcNl9fI71m0erez064ODW+hz/ctML9P7H/8Q/bn2UU+fGwtfzVpxHV1/C9959Nc8uP5fepM3nL6tQgVMxk564Gfo35CfzLb86X/a47bfPr5tUbr58FVtfncJbwNk1DUFfyg5d/9ZvHmW+NE3eUQyj+ZLHR9YOcs9T+5gvuyQi5IJGPQJ7xuc7EojUkMB3t7zK+af2NwzMGvpq+xIGe2yeHp2iN2mzYjCFEILR8VwlLYQ2NAr2Am2uqSZsqMKzwqWrBnlm/1TdB7U7oykEHtATM+hNWixflO5qsn89fCheL7QKFkellF9v8feTeIdAT4SmURFUE74kV3I7tpsk2FmcvijNf/xkZfVz2e1PhH0YrVb4+i/OQpa99UMJvQIW9cSYni9T8mRX+XnlhSHCVNSu43NBwVLXJdof4/BMkVNSBn9z83/g0l/8Pe/bs43316i8/q/zPsqPz1lHLlHp8M2XPe54Yg9rRtJVvsz5slI+HUjZTLXofu5L2g0nmHVrR+hNWORKXufXFeU6eMZwT1Wg2HV8jrIHI5kYMdPg0HQhZCMJFKFAkwvScatOGlwXoLtJM07Nl7n94Z0t36PPrm7E231ckRKOzRaJWwY9MZOZgqskOAJdKtMQDKZs5opuR936k3knTE0+PaqsUY8HxA1tg6rp36YhWD2s1tbdFqebecC8WeikZnES7xA0SzUdnM7j+n6VoYyWZ4aKrWWzhaCSdRCs/8xFdTdztA+jEyzEnKh2LAnbxPPV7iRmmQz0xEIby1aIpkT8oMFO5eUlMwWJQYXl1G6MZ04f5sZtD/Fbv9rEovxs+PpMIs3/t/aDfP/d1/DK4sa5Zz3R7JuYVymcT5wTMrIOTecZycRxfdmw43gwZbcsgK5Z3MvOY7MdBQshVLBdPZIJ8+Q6xVR0lDLqeFalompbLVwfLMNnPFvCNESdNHjMVGrD3VxrT8LoxDypQGaj9eDh4FQB0xQMpWMUyh5lz6dc8EnHTfJln0zcJGEZTBVcJvMOPTETwxBNj60L+TL4DevWjnBwOs+injgTuTKxgPUkZUVWvxxZ/DQrTjcKCsBbTvKjVbA4KRT4NkdU/bXg+KGTlxF0mepU03A6zoRhaLVmoCJdYBtGaFLjuH7DFIBlwJkjjbfXukhXCrSC2k0OqlbQecCIUlT150uuF/hVG+EkO19yyJaaT5AGYBkGXvBw+xKkp1adpqGCRjuZjLhT4hO/epIbdjzKRUeqVV7/acW5/OD8j7LxrA9Stuxw4mn2OwxDVDUn3n/TJWGRXekyxREogT2NwZRNOmFXFUBrJ6JLVw2yZV9rpVZdHLZN5VSnJ6qUbYQyFJoNVfKbpww9CUW3UpTVY3lm/xQmsq4/oxP4UjKctNsGCzOwJBWopsy4ZTKeLVF0PTwf1n/mIkBNyEv7rLCA3MhJMERw/eOmCHcIejEUM40wvaUK/iKQXlfBo1lxupkOVPRcw1tD8qOV3MfUGzmQk3h9oW/CbLHMTL66CcuTYEj1QOVKLkM9MTIJi+m8gxTqnb6E/rjNB89cxIPbj+I20IcQKKmN3mSML1+9tuE4oh7HijLa2fj1dt71JXFT4ErqctwCVUSeyJaq5Cv025amY2HO94P2T4jbAAAgAElEQVS3P0G21FiED9SkVTvtWabAMgz8YNJ2mqjfnnd0F595fiMf//VTNZTXRfz4nCv44YXX8Grv4qbfnbCMQJ67QuHUbn+6OVFPtNsOTCOAJX0JVizqIVt0ODarbFrPWtJbJS2RDuSze5N2OBFt2Ha4bSTWufnlfYkqSe59k3lWj6h0mWZDtczxKz4p1194CjsOzYRdzlJKXLoPFOqYknjMojfuMNci+McD1Vt9TjMJm0xC9SloH+0b795SNyG3g2UIBtOxcIegF0O9SSuUGAfoiZmK2ith91iOVUM9fPXatXUTfTMdqOi51qh1+nuj0UkH90m8DaEpr7WBQkNz/3Vn6l9df0FViurMoRQfP28p9/zjaNP0jUQ1arVjd6xbO8KdN7yHr/30ZQ5OtS7OgpqIRCDPoL/HEgLTVI1Ouh5x6kCSdNwK88UaemWsC8Kbdo41VWuNwg3orvr3Op5EyoD2KCtpiLhlkMjN8Tsv/pzf2/FzzqqhvP5i1cXcf8HHeHLVRfiG2TCfG62fJGMG0/nqlJLjSQZTSqU2HbfC1acfrJZ1PSCTsEnHLY7NFZnJl6ukJfZP5XE9SU/cqpr0jaD42ipwCyrnDyoS6drlLlXj8tYMvQmTe7e8GtKmVfc1HZs/1WIoHScVszhtKMOuY3N1qSwhIGaoJrzdY1l8H0bHc5Q9P/BQtzh9kZqEoxpMnUClYiVT8w43vncQqGYsaYlxKX3myx5GYNokhGiahm00htpzrfFm9ljAyWDxjsXB6Tyzeafpw6xN4HU+uRHr4pq/2Uy2hUyrKei4UKofqj/+zrNNV6OmoVJBurBsGoJT0zGOZsuYQmIYAluodNnSvjjH5koNg0DcMljcGydXUhOwpr42g84ISVSgipuCueB3u75kJB1juuDgepL3v7qd339hI1fueYa4Vykyjw4s44HzP8oD532UqZ7+quNL6iUxoqgNFDrYTefLzBSU2qxlGPQl7dDmU6CKtqCF+ajQeqXkyGwRX6prNJ4thRN/0jZJ2Qa5NvK7Enjl6BxxS3mZm4Zg1VAP82WPQ9PzTRchURjAfMkHVApG1Sk6kwJvhHTcYChd6Vpf2p/kQMAMC6+hVAuY8WwR2xDMuz4SRUwoe0pQUk/0OoWkJ+RssX0fUNI2ySSsKo/z2mfnmr/ZzO6xHEYgTSIlTOeVVEqzml5tUNDn+q3SYwH1vUQn8Q7B8oEUpTbMopLnU3J8ZvJlNu0cq/v76MR8ywnBl1QJ/rXDurUjxEyDmKlsVWvh+YSvByKu/O57V7BmJB0yTCxDMJCyOThdaBmoLNMIV2EHp/PEWtzpUQaN60tyZQ8rMj5r7Dhf2Pw9Nq//PN//4a1c++v/TdxzyFtxfnzOFfzOp2/nypvW83eXfIqpnv5QBDD6ExuNtI6TLgI9JcuAwG52IGUHXcDKLjaq6Fp0fV6dzNf1TbhSd2srCY6oVahenXYyX7vBrnP/ZJ59E/NIKbloRR8zBRUoDNF8AjGAuG0igk54UJN4tx3jGr1xk1P7U1W/JZOwG8qiS+D4XImC42MKbcuqFgLD6RhPj6oM+82Xr8LxJPmyq2RA2qgF9MRM5YGRSbS870cn5sM0qkAxDA1BuGuPonYMWkfry1ev5eufOIeRTILZgsNIJvGmu+ad3Fm8DdEJpe7my1ex7cB0nQdCFLYBy/qTlD2/IdPCb/NkS5Qc9zP7Jrn6m0+Gvsi144mOt5XrXdwS5B1VCE/aBn0pmw3bDodex47nMZUrq0mzBYquz/7JeWxDsGnnGMsHlLPbWNCF3uxXCZRBEkDChA/u/CW/98IjfHDf85iych5fXHwGP7jgY/zkXeuYj6dCLSrdRBhy94MvMgTYhkHJ88M+Fj2OaJ3blZUAYgcBNRuIL4ZjFmAHtZwog7dZD4lebc8VyqGXd6ncvYCfHzCR9k7MI2Wgk9TiXPoEboEtCuDBz2kbuEbSMQxDcCBYIOg0m/ZO0ceh5liql0IFilP6k2HNIpr374mZ4STe6lkBqnY1r1f9oF3j3VulxwJAyIWG+rcwLr74Yrl169Y3exgnBFGtptm8Q8lTKYovrDsjlEvWuPOxXXzz8d1Vk0jIdAnE8DTyZZeRTKKq2/jsr27sWOjNFKqGoCckvQrSrmi5kkupg2Y701D+1Vr4TY/r0lWD3LVpb8dpr9MGK2OpDTalFsn606aP8OnnN/LbL/+C4fxM+PpMIs2jF1zBPed8jF3Dp9d9Tu8kakdnKl4xZrDCtrroKDegKiBoxE0DHxlJSVVQO1mawapWCBFKcdx833Nd9VmcKOjUXDs3xbhlBAqyklP7kxyfK+H4PnHTJB/sNKIsPgisXGOmKsILVStZNZwmX3axg4i9ezyHbRj0Jqy6HovaICaAc0/pC/87+rzULt4OTuY4li1jBlpRUqoa4ZnDPTz8rz70ms/biYQQ4jkp5cWN/nZyZ/E2gy5cT+aUg5ttqsaiuzbtDXOoGlGtfdf3iZtqtT6WLbE4U61Y2millIqZlNzOcsy+VDlz/UBqil9F1kF0lPrw/Qo3PVt0GJsrsn8yz8tHZhnssZvaeEaRsAx6kzGA0M9BU2in5qepnX7jTolrdz7Fjdsf4b2Hf1UZC4JnVpzH/e++mk3v+gBDQ71kCw5GjfxJwjZwPZ/A6js8b0LA4kycY3NF9TdBRxLtle+vBKHop8q+z1BPjGybABwP/BfScYvZghMuBNwFNj5Gx9FoJd8MI2llBKR3XnHLwPF8VWivjXYNoGnXMVPQm4zRm4yRL7scmi4QtwwV+BoMpOR64TVxUPeClp/JBk59npSM5cpYhqiSwY/u+oJ437B+0Ij6WvIkSdvA8WXY9Ncfr3S/v11xMli8zaAL10KolIknKwXP2za+UrdtveXKNZx/an/IdJqaV3ajtSvLRkwLLSuuO6BbQQLzZY/jswVGehNh4Nk3mVf5W0N0pFWsi8zZosORmSISScIyyJXctraX4TGk8nKIOrTpIuRltz/B4ekCEjjn2B5+/4WN/OYrm+tUXh8870oeuOgaDvUtxvMlS3rjzBYcZvJOUICvnA/Pq/gmCEG4K5rIFUPBuk4c95qdj/rfp7qZY2brAOxJGbqsaQZQs2N2C51qawcBTBcc1dAYFDjOHEmHVrGJmKDsQcISLbunJYrOq6+r6/mUPR8RqeHUvt/1K7sXidrBDKfjlD2fmYJawJQ9FYga/Rb9im0KRjJxRgIF5WiqqBn9digdpz8Ve0toOr1eOBks3mZYPpDi6GwBg2pJcFDb6ma2i+O5UtiVLSUh3VR7RzRiWmiTGtdvr/WvMZYr4/g+a5f0tX9zE2QSFmNzxVC9s6OO3QhKnuTVqTwj6RiZZHVH81lxj6u2/ZRPvfAoZ4/vD1/XlNfvvftqDlz0AcbyquM3ZgiW9MbxJQyn4+SK9fLiOmADoVxKtugwkS3jBj0avqyni3bTfFgLZeFpsKTXUrWYBu/xPEmZagYQdC9LHn4u+KdirYmO6K9S/58QSF+SsE1mC04oCwNUKfk2g20KDCoU1MMziu0kg6JMK3p3zDRYlLYZ6ImHVFXdJyJrgk30mlgGAf1V7W4aTfjNqK+zBYeNf3457yScDBZvM+jCddmt2HZCxUEs2uGp5T1eOZYNP28bIvDFVs1Jtmk0XfmsWztC0jaZ6HBy0Q/aTMHl0lWD3Hj3lqDIKbE7bMG6dOUACINn9k+RsBRVciJXWtCkOhb0AXz142fDpk3wd3/Hf//7n2CUK6ms0YFl/PD8q/hf53+UqZQKcGfYNquGk+F7dH764HSeM0fSCCHYfTwbFlijE5Uf7GomciUIZFJqaxT6miWClMZCIIG84zGciSGbRB0fSJrK5vOhF4+GZkFGh7uCRhCoYNNNzcOTivZsGILTFqXCSVSncBrJjUe/T6etXCkpeVCYzuNLlW4s+63TpBJFlljUE+dQUFMYyxYZSsdDz/jox3UQlCh2XjxWoQ436p5uRn19M/shThROBou3GdatHeEL6yqmMfpG93zJQMpi9/E5brx7C7vHsswWnNA3QcPxFd/dNNSK6R+//OGW3zeWLal0h2xuZB+FCAa1YdthbFNwSn+CQ9OFjoq6MVOwe3yevw58nseyRVxPdrWriGI4N8UXdjzJum/dDPv2ASotUY4l+Onq9/P9d1/DtlPWVqqjAfZP5kPGTdnzmZp3mMmXAzqqT9wywwml7vcLODJbUA1+QdolWFhX0V4BigsMFOF3Aa9OtW42XDWcZq5QZvd4jtN9SX/SZr7k1PV2tINi8yqdpZhptP3eKHxZUfEdnZgPd7+6e7mREZSGBHoTFlN5B03G0bdhuYn8TC3mim7gUJcOO65tU7CsT3mn65SiAVXX1TSqHfYasZ/08cazxdBF0jQE113QmUnV2wkng8XbELdcuYYHth4Mt+4CdWNP5hxMUzCWLZIvuU0naNdXWk++L7nx7i1tVS09v3W3L6gVmW0aYYd1NI97KoKjs4XwoVRUU6NKZA3UCnwqV+a2ja/wlWvO5osbtjPTQl21EUzfY93erfz+Cxu5fN82rAjllYsugj/5Ey7fP8IxGWt6jEWBAunB6QKGUKk6vcMZy5Yxg36IaCpGaVEpa02de/ejOfOa81e7GTCCF6sK55bRsomtE8n1uYLD8WwJ2zAq12Ogh+mIuGE7mAacOZzG8SWpmMVcByZWGprRpdzkVDpT07R1CqdVs5dpqFqYECqdNJCyQ+q0vrLt0nkSODZXYiClrrkmO+wey5KwTVxP9Y34BHRbWZFcyRYdMgm76W5h3doRrg+kTNzgWkmpCCdAHUPx7YyTweJtikzCxjKUomdIzwtqC6mY1XIX4AfvNQwVWBqpWmo6oN9BoFDBijBQJG0RShZo1B6iNlDo90hgz3iOdWtHwhqBL9s3c502fYQbtj/C9S89zvB8hfKaS2VI//EfcN8FV/P/HrbJ7W/tQW0ZgpmCy0DAGnOl6nVI2CZxy8QUqrlMs3OkoZwACZhOPhUROe2T0IgCG7dUJ7obKJTWevGYAhb3xjk8U0SgrlVt8O+k9nBoWnU4Lx9IVr0+nLYZz3U26Xs+/Hosx4rgGJ0qCENlQi/7PgawbDBJyfW45QfPU3J9js4UWt5fvq+CRdwU9KdsphssHjpNqM0UyqGKr94R9CVVk6feKVlB6tCVakEwNlfEDM59o+7pTTvHuOepfUrmIzIex/MbMhRrP/tWkiBvh5PB4m2KbMnllP4EE7lyqHvjGiJspFMFvMY2NwLFTlrUE2uoagkVeeRl/Ym2KQchFPOkJ2aGpj3RPK6eXJoJAtZCx5FsyeXMkTTj2VLDRry4U+KaX/9vPr39YX7jUDXldcuK8/jxxR/nN//iT9k+VuCOJ/YArQMFEO6OxrKVOonrSw5O5YNaj3rNivwWL1AbBbXDQwoSlqoLFINJJBUzGUrHOTilLGM9qYQCE0Iw20h6Q6pJMhaMR1JRCzZQLJ5OJklPqsAUlZ8H6E3GiJtKnru9gqs6zuGZIiJgEHULKZUhUL7kKsFKYCBlMZ5r0YUfDNkKitGzBSc0Leq24iIEzBVclvRZ4T0e3f2aRhHfl7i+ulYDAami6PqMZBJNrWG/9tOXyRWrpU/0PVZy/boaog4OjUQe32wJ8nY4GSzeIHS7imj3fl1Y0zlVgN1jWVS1E4YzcQ5NF0ImU0hpF3DW4kxY5ItC00yjSpjZolMnn10LKeFbf3hxOL7zg4dI89I1T37pQFJ5bLcRE5TB79e/cbxmJXvO8b3c+MLDfOKVJ+ktVfLIx9KD/K/zruSHF3wMVqzgLz95Ph9aO8Kf/ftHMIQKQu0mmqJTH2BDvwZfLTcNUV+01qt8z/eD3H4CIQhpuiuHeig4HrZlMNhjM5ROAPDyEZUOqm2skzooGVD2CCVE1Pd2PlXGTIHn+6GkRLRP4C8/eT7rN48yli22lOb2g4Dj+UoSI2YaOF739RZTCCbmy+FOeKLNzsbzA52vTILDMwWKro9tLIxBZgd6Y/oel1DFYkoERXQJdQ2h0UbVKPRz0uqm2n18DqiXIt8znmso8vhmSpC3w0ltqDcA+kapTfk00mPq9P2NNGXScYtMwgr/fTgTC9y61OrsrMVpvvWH72Xjn1/OSCbBnrEcO4/NMTqeI1t0wrzswek8SdsMex2MmgJwLSTKn1qPb93akSpdm1TMZCgTC8XsOnnYb9v4SvgbfQm9xRyf3fYPPPQ//4yffftf8pkXNtJbyuMYJo+c+T7+6Pq/4Io/+w53rPtDMmedyVP/9srwoVMKoK3lKaK/pRZOQDeWNFZLNVCTDaiJdVlfkt6kksQeysRIxcxQ3+cL687A9SS7j2d55ehsnReH/k9fqnpD2ZOc0p/ENo2qQrxptL4mGmVPpRGvv/AUbEOweyzHoekCPTGVJtTXut05KbnKMdDxfJKB14Ku3XQMIYMUaCAX0ubt+nwLAaf0q+DrBM2N2oiqUzi+xPUke8Zz9MRMlg9U60wNZ+KBA6JkdDzHK0fnODRd4NJVg02Pqc+daPF86DpddAEmAp0zQyiRR403W4K8HU7uLN4ANNOsb7aK6OT9jTRlvnrtu8LPH5rOV1mcahrtzfc9p1zgAnEiK/BpODRdYCBl89Vr3xWuNsezpeDBbL/x15aXtZo26zePUnCyTM07FMoe8x0ym3Yez4GU3LFklgPf+Rs+9utfkoiovO4dOIUfXnAVG867MqS8Ch96k2adt0ZPTK2mu/Hg1qgrRDfYZakCtlKnnZgvczxb5MhsAdMQpOMWd97wnvB83PnYLmYCi9lmMh0aZU9iCklv0qY3aTM6ngtXv2uX9PLi4c6K1ELCvVteDWXdk7bJ5HyJP/nuVhxPcrgD+XYNT0K25IX1mG7Opw60RqDZ1O6eMoO023i2xJK+BGeNpNk9ngskTBRDz0eyrK99qlTKoCnSk0zOl/n4eUv57pZXOTxdCAgfSuDS8ZVhk1Y7iKrL1kLvfBOW0fa+ru3HULszvyMnvbcKTliwEEIsB+4FFqPuirullHcIIQaBHwKnA/uB35VSTgsVnu8APg7kgT+SUm4LjvWHwK3Bof9SSvmdEzXuTrBp5xi3bXyFfZNqFbBqqIcvX11vbKKxeyyr2EmBoc1wJl7nSxxFo0Yf1/PZdmCay25/osp6EaofuUZS43c+tos7Ht9dV0jUUhI+Kmgs6omFn/3aT1+m6HoNm/8aQVteakS33Ut6E9hmiWNzpY4ml+HcNNe/+HPWfutmlowf5j3B6wUrxkNnXcb3mlBebVMxsmrx+ctWcscTe+rc6TpB7dubjb/sq0lICLVkllKCVIH4to2vhGZEe4NzlAgK3O1qD9HApLuNY6bBsdnOJ/hY0AGPhCV9ScbmilU1mW7TOiXXJ24JSl22o1uGgW1U7GrbwZMgfCWj4niSr177Lm7b+Ar7p/KhOdRQOqFYaAG7r9lRLUNUya1vfOmYeq9QlGAEIe3VEKoXKW6ZTfsroEKbVbv5+vSlCM5VNKUa7fA+PFNo66T3VsKJ3Fm4wL+WUm4TQmSA54QQPwf+CHhcSnmbEOIrwFeALwPXAKuD/70P+G/A+4Lg8hfAxaj7+jkhxE+llNMncOx10DWElw7PkCt5oWaMIZQT1pc2bOevrr+gYREsGzB6zIBqeWSmyKK0XSXBEEXtjTVXcDg8U8QyVL5z30SOP/nuVvXAWAaLM/GmBbJNO8f4L7/Y05BxIlHpqVXD6dBBDKrd7eaKbpX3cKeo3R0NpROMzZWaKn6Yvse60a3c+MLDrBt9roryumv5WXz7XVfy07M/RC7efOVV9io2pNFzcP6p/SzNxDg81zmLJwrdGOb5ftPAKaVSMxFS4gmIWyY9MZOpvMP+qTxnDqfZM55TYoKGoNRhgVqiZENigQaYSuN0vkMDlYJRaThFBY0GioVCNusEbAHfVzmkdNxkpsM+D89XHf1ReW69CNH1l9mCw0DKbtjcJ1BNeWdERDOllOwey3HqQJKlfUnmCg7HZhUrywt8N/RzurQv3nRRF93dR217tXS7COT0128eDQOLrhtZAbtrOK1kZN4OkiAnLFhIKY8CR4N/zwohXgFOAa4D1gVv+w6wCRUsrgPularzZosQol8IsTR478+1zWsQcK4G7j9RY6/FnY/t4q5Ne6vocVDRq0GqVWUjbab1m0cZSNlMzpeRQb7VR7ltabmDWtTeWMezqp9iSV+CbNFlcr4cFlilD0dmiyzrSzacKJXwYPOHer7sMVdwsExRtQXW7nafu1eZFXUyNa1cVPl8o91Uo1GsmD7KDTse4foXH2Nkvlrl9bH3fIT/ec5VvLzotA6+XeHYbImJbDncgV26apAN2w4Tj1kM9fgd00U1hFA9Akv6Ekgp26c7UKtg11MTuqkL66LSNd2NS5xA5bU1OQFJx9a04ZikxDQNkCql81oDBSiadDewDTCESr3kSqqG1MnvMAxRlcarTb/2xJQTYW/SZqpG4FHXqfKOz85jc+F9qOs9SdtkruCETZQaTrDoEELJ4rxnxUDT8UV38hd941GKjh+yE4fScTIJK9Qma5Q2fi3B4Y2m3r4hNQshxOnAe4B/AhYHgQTgGCpNBSqQHIx87FDwWrPXa7/jJuAmgBUrVrxuY9+0c4xvPra77QPmy8baTAen8wyl48Qtk4lcKbyRkrbR9MLW3lhSqgJfJqHy1gYCESgnKeVOgg7VnrpV0MEOCmb6oSs5HmfduhFQE/9Xrjmb1cNpdo3lgMb5eg1DEKpqNttN6RRO3C3zsV2/5NMvbOSSgy9XHeeXK87j/guuZvM5l5E3rDC33+kEJ1Er6eNzRSZyJZ7dP8lwJo7AbMu+aXbAZcG5n8i11i+qHQeo85UIUmMLYREZhsAyReCzITBM2bHEeTgWCem4pQJPC2mNTtGpLlQUakemzIi8oB+lExii4nQYDRj632+8e0vYLKiZd7ooHhV8lFJW1eZWLlIF7olcqa4mpwK+8s1wZeepoTWLe+ukP/JlN1yENUoRLxSN1G5PNPX2hAcLIUQa+BHw51LKuShzQEophRCvx0IHKeXdwN2g/Cxej2MC3PzdrR1PVLZh1K3sdUpJFymhQslrhdoHYizYXZQ9HzPIseozJ4R6vVGBLBNvf4k9CbmyR96pmPPsGZ/nixu28weXnMbuJ/YQMwgaw/w6ZzaA6y5YWlXUbrSbOvv4KJ958VH+2UtP1FNez72SH15wFYf6l5COKb2qPS3onO1gCoH0Vf/HZLaEbZkLo1yaqkidL7tMzXcfbCTKjGl0PEcqZnaVPgI14WnHu7glMEX3ASeTsPjr6y/gto2/6ipYNAvSC/XPhqAO0cX7+5NWy4nw4HQeUyif7YLjhYsZKavpzW7Q9WgI1e/zlWvO5ms/fTmoUxD+WDNgaflS3e8jPXHWbx7l1gdfamvslQmk4IETboXaLWnm9cAJDRZCCBsVKL4npfxx8PJxIcRSKeXRIM2k+aCHgeWRj58avHaYStpKv77pRI4b1E1w83efpY1VcRUW99bnN2tTSt3eQJt2jjE9X2L/5HygXQNRZ+2C44VObdHj6pt4T7AraAct0aFpssKX5ErKC2LNSJp9E/NV7m8aum6z81jle6K7qdLEJB/b8QtueOFhzj5esaF0DZPHz3iv2kWsfA++UaFvOj4cmsmrOkGDwmGnv8c0BMKDsg8yKA53eiyDwDzIEGFOeSZfbiug1+g7lPGRz3R+AT4Swe7M8WSoGtwNTKFc4m598CUOdcF6gsbnKm7S1TPxWjE579ATtxumWEEthnaP5TANReWtpSJHkQhMlI4GdNWvf+IcbvnB88yXXWKG6rpXvisSQwgycYui6zOWLWIKeP7ANJ+791lWD6fDXXR0dR8+i5F75kSlhpqp3Z5I6u2JZEMJ4H8Ar0gp/3PkTz8F/hC4Lfjng5HX/4UQ4geoAvdsEFAeAf4fIYROHF4F/NsTNW5QNQot1NcNSq7PyqHqonU728RWiG41B1PN5RnUSkg5wmmarP6cRFaZurSCE+xaLNMIJ6ZD03m+cd254fGizVu2od7r+X4VE2p5f5LF25/humd/xvu3P0ncqaxm9w2ewvfPv4ofn/sRJnv668agUl2S+bKkL2EtWCHV8XyipN9uUzcxy2BxIE2uxRZvvHsLT49Otvxco2/ROljdpm8M1Eq8P27h+U7TXV0reFLJXCjV1e6ChYZtiFCG3fHVoqLK6rVLdPM5X9K00Lxp5xj7J+dxA2XjdigGhlR2wHC6/6ZLuPOG94T3tuspn3PXgzOGe1TqKujQPzpbCrvHd43l+Ny9W4lbBn1Ji76kyhLoVf5AT5yH/1XjRr7XC2+G2u2J3Fl8APgs8KIQ4oXgtX+HChIPCCE+B7wK/G7wt4dQtNk9KOrsHwNIKaeEEN8Ang3e93Vd7D4R2LRzjDuf6D5QAKrI/dv1O4aF5iqjW81js8Wm7mRxU3DqYIqnR6e4peZzWiG1k4KkMumRgI8hFB3x1IFUVcDbOz6vRPOCQKE+px6oT9y6gRt+9QT/7Z9+Rv+RA+Fxi3acn511Gf/wvmv5xaLVdZTXKEyhxPh8JAXHZzgd43i2M8qthj667knQchWdwBBqcjeD3xdNF958+aq2waIWCcuoUi596chcR59THhiSVMzkr6+/gB2HZvjm4+q+7HSHpJVi5wpu2DG+EESVWH2pZM8X0sGtETdFWzMtqDjUNSo06wWRCsKdLYagoqG2e0zJ9tcu5t6zfCBczF12+xOq23qs0t+iYQmlhuy4SoVYN5w2W92/3sXo15qxWAhOJBvqKZqnJz/S4P0S+EKTY30L+NbrN7rmuG3jKx3feLVot7rptj8jutVsxcf3qb5Jo58bzsQ5MlPsKgXj+hLTgP64Hd58OuBd/c0n2TM+HzRFSaTrcvmerXx6+yNcMfosZiQo7T1tLT+68Br+/qzLoLeXufAr0yUAACAASURBVIKrtCtawDIN/MAkJxkzWTmUxvV8JuedtuOPuqJp6C7jzoOFOlNF1697+NatHeHU/kSdUY9AucD5Ddw9l/RVJunJ+c6pu6YQLO1LhpTRdWtH+M7T+8mVvI68JARBatGoiDambIN8h57qUUR/k1bhnZ9qne5odb8lLANP+m2fFwlYwX3mShl6pByczjMXKAMkLJOS23ngiplK/bYcOYfNFnPLB1Lsn8w1dPDTdq0EXdg6WDRa3Z+IYvRryVgsFCflPiLYtHOM3eOd5fgbQVBhbjQ69hc3bGfP+LyaZAOud1QmoxbLB1JMzpeCzt3mD1bMNKpu0qiUQSZhs6w/EYqytYJtqtgugTOHe/jrBn0jX7nmbPpTNqdOH+FfPPFtNv/XP+RbP/o6V+75J0zfJ5vM8OMPfJJ/87Xvcsb+V/g3P/7PmP39LOpR3hDtJBocz8dHkklYrB7JcP9Nl7D1q1cx2GO3/Q1RyWqNwR67q+Dv+ZKSK/F8GM8W2XFopurvf/lb5zGcjpGwDCxDTXyWKehL2KpGUnO8kuuFcixT8w6xDp84CVW9BaCc+jpNyekibclV1GWAM0YyXRWXGyFpGx2pzuo+pNrvswzBXMkL2F3t4QQppv6EzXe3vMrzB6Y5NltgrugynisFqb3Ox+94Pr5UvRTtcPPlq1qSGvQvKEaucaPVfa3URypmhTWY14J1a0e4/6ZL+Mcvf5j7b7rkhPdovOPlPrTMxZ6xHK6UCKkcylJxk9UjmapovH7zKLahcvALgqRpgWn95lFm82U8P2jeCla82WJzBsOS3hhPj7Z/MDMJq+omrd2imoZgaX8K3/M4NNv8eALB0r4Ypy9KNxZPKxZZt+0xfrLhDk7d/kzVn54+7Xwe+cB17LjoQ5StWMgKAUjHzFA4rR18KRlJx4lZZtVDt2ZxL8/un6KT/ZGEsOCZLXaXLtFHF6gdllKrrfgSrFs7wmcvOY17ntqHU1ZNkVLKQICwPo8/X/KwjEqBfGlfumUqSgiImwbvWTFQd08IITqeZKOIWZUu4YXWGQyhdmmuD67vtd2pGkLt0jxfhhLtBK+5Dc5TM+ii9WREmlxP855Px77s0Q9LH4YbsBEbpYrScbPpTs4AtKXr7rEcq4Z6+Oq1Smom6hOzeyzLkt7q73ur60A1wjs6WNz52C7+yy/2VK3KJcqOMu94TOQmeeHAFP/tM0ox9eB0nsW98a5cwKKIWUbTAtOu43NV3b9SEvgy+6EyZe3Yf/LC0brXNfTDaghCB7BWulE3X76KWx98qeX4Pek3bhZ84QW45x647z6YneXU4OXJ3kVsOO9KHrjgKg71L8UyBavsOIUIt3zTzjEm58uUgx/fbpIQQoS/ByoPnZ68O4XnSwbTNlN5B9us8O07hVoZK/vZe57aFwaLTTvH2LDtMMOZOAOez/G5UsM0RXgcKcMCuUrhtd65SqkKsdsOTHPRNx5lzeLe8NqOZYsInWvrAp5PyM4ZHZ/vOmDomth4tsRwJk4qpjzSG8nGG0DMVt3mp/Qn2R+kXPU16FbeXLPaotc+Ov5ufouWWPGCnX0Utami/ZM5br7vOTw/2A3L+tOuKRQrBhJYptKH2nFoJnSJ1CmnbNHFNktVdaO3ug5UI7xjg4WWuWjHgim4kn/9wAs897WrQobBAiSEALXCb2aQMlNovgLKlryqZr5NO8e4a9PelmPQejinD6Ya7gIa5WGXb061ZMT4PmSSpvrc7Czcfz/cfTc8/3z4nijl9ZnVF5HpSQSGNJKyV78VX795VOntdMhqsoI8VfShMwUcWEAAz5Y8Vg8rz+yoD3mncH3VmBXtjQitQAOGjN+m8q5rBDpodrK7Aq3y6rNvIhfmtx1PUTr1ZNzJxCuAvqTNP375w2zaOdayQN+MCDDQE2OuoIQgX52cJ26ZeL4M6dpR+MHY46YRKqrKcCQL29foOlLV7xKdixjqQrn2EFmSjtf1u9TK8k/mHCQS0zCQno+HOj+gAphEyb8v60+G9Yp82eWep/aFARUUQ2ogZTM174SNg28HHahGeMcGi1v/fkfHdEm9xb358lV8acP2Bd3SvQmrqTbUlzZsbzlRDvbYVamo9ZtH206sjqcatY7OFeu6xpthSW9zK1FQq+B/NjcKn/0s/OhHUKhM0PnTz+C/r7mC7629gvFknzpHPpTnyyzqUWknCXVGMQen80znnY5z7Ut6lc7VXZv2MthjYwiTo7MLk6goOspb4stXr2VHYH3ZSXFYQ+/+tJw3VJrADk4X2hopqWOoN+mg2Ql9VqdZfF+lKbVhT8wyKJQ9fBn4e3eQYTMEnDqQClfOzabseCBv4dWIA2rmm+tLTFPg+2qHV3J9Ymbj3yMlIZ1VB6DawNbpBknSxFWxixtCAkM9MZb0Kae/Rk2xmhSSLTocmMoreRUUcWH5YIojM4VQumblohQT82WW9Caq5MmTtmq6XFEj+T6UjuN6ykTpjSpGnwi8I4NFtugy0SI33wi6yFxyFkYJPGdZX8OLf/vDOxtaQWoYgoADX8lfHpxWDWluB92+swWXm7+7lfWfvbjlzbdp5xgPvXS84d+Gc9P89kuPc8OOR1g5HUl9pVJw/fVw00187iWD5w/OKIaKL0PbVtdXAoQjvYm6giyopim9m+lE9TVf9ljSF8PzJbN5ByHctqv3Vtg1luXm+57jC+vOYP1nLuJz927tqkjsepLPX7EyzGcfnyt2tAjRZkU9QQf9ruNzzBXdzie5YOUcNexZPZJh57FZZgvtHf80LNPg5stXcfvDOxmbKzY8/QJVSG50zP6UxVzRZTgTpydmcWS2ECoHlD3Z1FdDW+FK6gODbcCyfuWbotNMWjG2GT28bswd7ixsQ/WGjOfK5MsemYRVVw+DCvNpMueEgUJCWCNaszjDbMGp6rlp1Oeg5fBrX1+9uLepidLbBe/IYHFstkhz6a/G0MyEbnPboG6sZsWq0Yn5uvxoLWrzl8sHUrie31D2uBFKnuT/+vazDKZjdUV7UIFCex7rh8D0PS7ft40bX3iYD+99tkrllYsugs9/Hj79aejtBeDgU08oumHwkEbn/aLrk7Ib03ykrGg7dfJwazmKuGVQdD1gYU15GrZp4Lg+33x8N4t6Wu+saiGA3qR6RHQ+W3Q425uGwJdKHh3UTtBvMiE3RHCOo0y3S1cN8sz+7lqMLlyuvD52jeVCGnGjMTQb13TexTQEK2wTEVNT+bG5CnW42bVp1UltCEFv0mbEjZMve/Ql7XC1/cUN2xuqx9ZC34M9cZP5UvPnJFonnA/8VGr9yEFlFW6+7zkk1VpkEuXsOJKJVzXcNutz+PxlK9mw7fAb2v/wRuEdGSy64V1raKtF1+9OFoLgva2KVa0mCCUuV30zVczkLWYLbkdj8YG5fLmOw63TD/myYrAsnznGp3Y8yqdefIwlucrEMxvv4cFz1/Hyx2/g9q9/pu746ZiJr39sDVK2gePLOu74pp1j7JtsbaHaCOO5Mv1JC9c3qvjwC0ExMltM5sodj+X0RSkyCbsuD92phYPrSU4dSHL+qZUu9U7WIdG6gWlUmG6Xrhrknqf2IWUXAQd4+Wg2zMdLH0SDM9DucDFTVK2WfSnDwFlucHmiz49lUNV1bga1g3zZxfOVcVEusoPu5HprbwrbFGRLnuq+7iAQW4El7ni2VHevrls7QjpuUnR83JqGQ1+qe/LTv1FxzYuSSHYfn6PsKWbc06NTXLSij8d3jjNf9kJf+rdbyqkR3pHBYiE4dSDF9HwpLF51i5cOz3Dj3VvqVvXDPXZLuurKBo15jW5EaE8TdPx6QbH1m0dJ+Q6f3LmZ33nuIS458GLVZ55efi7ff/c1PLrmUkpWjOU99asuUCylZgXQguNzaCrPYDoWfm80R74QzBRcPvnupS0ZYd2i0+tqm6KqI1fnoecKTke7o5gpWLM4Q8Hx+NpPX+b6QzMdaUoJKukaQ0DKVk2JWmY9X1YTYzemQ/NlT7H8MnGOzBa7CjQaQ+l4aOGreywEgqRtUG4gFBX9CtNQk7rvSzzph7aqR2eV3pLjy6pGtehOtBaGUIur1YuVN8VcwWG+lG/X5xnCDXw9VJd+vdaUVo09Nluk5Kp+DF+q949kYqFCgkbUX6Mv8NfYP5njmf1lhtMxVgyqfqdWbntvJ7wjg0Uby+iGWNIbY89YdsGTW9Hx2T+Zq1vVN5M1iJmCM4bTbPzzy1seNxGzWB0EsvlSrqPVacjh3r6d3/n27Vz9wmOkCxXK5vH0IA+cdyUPnH8VB/uXVP3mZjukbMklbjXuAJaoVNjx2VKYz9c58teiUPrQS8dfF++FbmFGbqBoHnoiV8IMWF2txjWQioXNV3pnMpCyOT7XvFAvg//p9BNSpUQvXTXI06NTgZe66Hqnpf2mx7LK8+RAm87rRhjLlrBNKDgy9I4e6rGZmG+fLiq5ilEmpcT11ep++UCC43Mlyr7yxRaxyrkSQtCfspjJV++o9RVZ3BsHCH0oRFAIM5t00NdCU2ddz28q+qmVaE0U1XZZf6Kps2Wt+utcwQ37p4YziddNDfaN9q5ohHdmsFjAlP/4znFVxItbITe8yy9lrlBhruhVfW/SxhAidCcTqFXNkr5knVe0RiN5gP2T8201jiwDUoUclzzzKNc9+xB85ddcH/zNNUyeXnsJ9553FY+veHeVyqs+pG2KprnVaKG6GXxUGmHTzrEwR26Z3XsfaDivMQW1UDi+X2V1qfPQehKRbeoouZKLfozDnclgCs+XTHSQCtOBw/F87tq0l3TcJB236vSJOkFvwgp3JrYplPxHl6dVSknJDWRTUIux6YLT8S5FLyAEygM8k7A5MlsEpGKXzYrALChGzBSk4jYJ22QqVw4XW9rPRTOjQh8KoVJr3bSfmIZoaGoUdYicL7skAhtWnY5stJCqVX/VKgVRBtdrbcB7M7wrGuEdGSwWwp7RqYZstx2hARxP4vleQ42mVMwiGTMZz5YouR5CCK6/8JSmOvm1nO/xbAnPVw9Dw4AhJe899DI37niUj+98ioRbWfHlT1vFf19zBQ+c82HGUv2hzHjtwyWAP7vizKY3X7bQmQ+ClH5Njvw1CEwIpQ30WnYnC4Ev4aUjcwgBp/TGOf/Ufs4/tT+cRNrdXvmyR7bokEnY4c5kIldSaawux+L6Po5ncDxbwjaUxLbbZmcTxUSuzHe3vMpnLzmNh1482pGfei2klBjCUL0ynheoEHR/TVYMVnoSTCEoBjdyTCgV28MzRc4c7uEr15zN+s2jWEY1zbRSf3NDP3KkwDI684kHtbMRQi0IGi2MtENk1Lq1mYwH1Ku/xgKFYS2xAq+9Ae/N8K5ohHdksFjI1BJNNSz4e6V2rFOsieiNlEnY4QolZhp1XZ7RlUKU831kphjIKqsHIjpvDs1P89svPsGNOx5h5fSR8HUvnsD83U/BTTfxzKLV3PejHcwWnCrKZ2/Cwg0au2xDkIpbYZdyI4x3aPwjhFGVI++227j6WCIsSi6EpbZQ6GAgJRyaLfHP79vK6UNpYpZByTXa1h8ksH8yH+ysDC5c3seWfdNd35e+hJRlELOM0KLVNFWDY6f9Iq4vmc47PLD1IIZhBPpVKiXU6XhcH+IWuJ5fpb/V7e9p1C8hgtc1XTVXcpsK+1UrExQQKKHGY7NFnA6IKT0xU638DcGqwZ4wADVK73Qq0lfLiupNWoxly2QSVtXu9LWwod4M74pGeEcGi4Xg85et5LtbXu3ayawW03mH25poNOkbxzZky5WCDjLHZot1qQfhe3xo3zY+vf1hrti7FduvjHf38jX85KKP86Vv/3voU5TJ2/9mM7MFh3JgnqMnwtmi2mYv60timaKpc59+mDqZnAyU5Ek0Rz6RK+HK7umvtqHSBZqrv/D+39eOgivZO55jzeIMtlniaIc9PBIYSNlsOzhbJ1nRCQTQl7I5fVGamXw5NKCKmQadLml0jeHwbJElvfGwaNsNJKr2oD+mZdwtQ1S507XDWFbtThf1xHECGQ1fRoIzcGimyGW3Pf7/t3fmYXKU953//Kqqr+meS5oZSUjCaIxkiUuctsliWTgkIOPAOsvagP3EsY1h13mM492wwdkctuMkJnYM6PGJiY3xGrCjEMwmtuwAGWSyhiAEEteAQBJIsqQZSXMffdW7f7xVNdUzfVS3hCRm3s/zwKi7q6urq9+q3/v+ju8PRMr65n1D4q8ybK/XxvSsK5+YLRSLinjMYllHOrgGb163qqZ7J8qsfbphOWV+hmsu0HGmo1WAdzx6V5TDGIsQiup9pmsholMdo2g0VZsp+JXkYc2hJYP7+eC2X/CBZx9iwbSU1wdOX8t9qy9l4NRVLOvI0LMvy7d/9DgvHxjmkLciEGbWOUwWXF47PI5jwZWrT5rxfcIXU5QeBG1NsaDOw3+ff4FG1STypRkQHcwVz+1WT0+K6fs7GsZGd6oTEo5de2MPpfCkMXIN1Yq0NTnE7KkCsj9/8HlyhWJdrlLFlDzFwZFcwyehNMNJG/GYp4dUDf+8Jx2LtqZYIKyYjjtM5AplNZf2Dk7SkYnx9O4BPn73ZlZ0ZSpmDN6ysVe75RSBDIt/qv0x35xyWNSSnNG97po7Hm/YvVMr4HxjlffWy/HoXVEOYyw8/Fx6v0q13s5qtmi3yfKu5pLnwzMUv5/F3sEJ9gxM6CpfEZKORXPSCdxXa1d2MT8dZ2RolN9+6VdcvXUjv1Em5fXesy/j5yt+g6yji81sLxfcv1FP5qPVjBRd+MHjr81I7wv7Stua4mWF40CvAhBhaLLAhd3zZhjJdNyOdLcWdEDcX5FklRvoD4mAqqeozUNN+3uk9I9kKxqucl/x10MTWq21wuuVSDr6dxnPFbhlYy9KKfqGJ5gsTAWLo+7LnwQhjZ2HpGOVdKOL2xaZhFNxPEzHsYSFrTqjyK+C7unt4/fverLs9go4OJonblvYAjsPjlUM6I7liixoTnBoLBdcs75SrXgJFotakmz8zLtnfE7Y3ds/kg1csmHF5HIc64Dz8ehdUQ5jLDxGswVOntcUVKm+VmeKYVGBRWVr7/ezGBzPI2pqxocnbz1ZcKeKfrZt47p/uJVLn36Y5slQymu6nR+f9VtByut0XFcFaZZNcSfoIpav4Z9WaPfZLRt7SwZg+GKqJlmSdyEd1wbPz0UPuwtu2rA1ssxF3LZoScVoScVQSgWzwb6RSXaGWroeTeKeImq1jJqE10wjV3T1zLqM4Zr+FWO239ZVu0l02mbt45nf5JBOxoNWn9v7RnX1d5XPqkXMpuEaItu72Y9nC/SN5pgsFBmvw13reCuR6a6TagZPAZalSwh90UJfZcGf0Q9P5EknbDqbkyQcm9cPjweZZCfPayoZQ+UIS3z4/dazBZeJQo7zv/ivwSo5/JmZuM3rhyfIFV0SjkVHJkFLKvaGB5wb7bZ5NDHGAu1rF5mqUm2kTgMqtwUEPdhGswXdMlRKr1oFLIvlabrr7+Hmh+Gpp0pSXh/pPp97zr6MTcvOLUl5nY6iNBgWty2dx071lEu/UCncRxumfKX9I9mq50SA7s4MSqkZQbdvb9rByGQhkpaPQheA+fg3F98t90Yl0nZ3pHnvmYvYsGUvI5M5Bsan3Dy+W6w9rW88tojXQKf2fsMBXQs9yy1GsBYD4wXa0rpifEf/aFDbcSS4aqZCbBQs0UHyPQMTKK9pUBT3k49CZ3TtHZygrSnGn11+GqDHRbUOhoFGlNLjOBWz2d43UjKj3z80yUSuSMKxaUnFPIkY/dscGJ7UOl6uSzrulBXbDEt8WOiMrKLS33k8W6BvZJI/2rDVk32JYQu80q97fscsXaX/6yGdTt6cLF+HMZswxgI9m2yO6Yvp4Ogk++sUIYSpFouVZhfP7h0okZ4AQCnO3/sCH9q6kXUv/T+S+anPHT95Gd8//RL+4fT3sMNuJgpxS0qCYR2ZBLsHIshtVNjA95VOFoqBdHilt+/oHyVbcGmK2yUX5u6BcS31bUXrKeHYMiOLxHfL9UfQDJqOnp1XTzV96cAoqxaNctW5i7nzsZ2Be7ApJpyxuJ2FLXEe7u2nb2SEhGOhGsiBcGwJqoE70nH6qnwXFxieyAWrwyONtwg0ZCjA68vuukE3uiWtKVpSMXb0j0YyGCI6mypu605/AOtu2xRJMj5fLGKJrnWYyBfJFVxaU1MxBl8/7PXD40GjJf/7+vE+24KmuF3WTRSW+Mh5HfQcAcfR8jVNcYe9gxOgYGFrShtuEYooCgqStoCrMyAdW950/SnqxbRV9ThjcTtXnbuYwxF6PZdD0B3Oys0u1j/0MqPZKUMxf2yQ65/4Rx75zg1s+OEf8/7n/o1kPksuloAPfxg2baJp16us+uoXOZhuj1yp0NWS4IY13YE0Q3PSqXqT9/FdYsvmlw72tSu7+MIVp5OOOzUlJsZzulVmOqEvTF/Fd2l7E45lRQ5OdzXrQGRXc6mK7ainbVUPMVuYn45rOe8qKOCfntnHrQ9tZzJfxPFKqHNFXdn/1OtDdDYnWLWwmUVeT23/WCKcXkDLXvgKrcOThZrv8xMTbKm/cdPRwsJXpPUei55hg14BRvnuSvlqw4r+0Sw3bdjK9r7Rmr+lXpHo2I1t6YmcX/fgk47buv5IUVJ74v8Vr06nszlZsY3pigUtLGxNsnJhi5aQt61gNQPaBVbwOmfmijrhQleke/VcouXaZ4tYYDWMsfDQLUwPs6Q9VdK/ICouesBmEjMXa3c+thPLLbL21c18+/4v8sQ3PsKf9HyPbq824qVFb+Ur7/9Dnvj35+AHP4B3vQtEWLuyi5ZUjAqCriUIMJkvBjd4/6brazolq+xEoTOZbl63asZra1d2BcqptbAsIW7bJRfmDWu6cZWK7EbZvOswmYRTEsDr6e3jcB0igD6fuvhU2pviuG51F6GPQtdz5FwdXC4UXR7Yuo980XdPStC8yD+W6V/LYqYB8R/6Eu26Qrz6sbhKB7drKRZHodE9JGI2yZhNwra0LlOoCXpLKkZXc6Jsn+0Zn6901fjB0RyHxnKAqjqJCb8ynNWr0i9ccTorFrQEveWBmiubmCWB67JSXUJ4chW3rUAKpOgqevcPe6nH+ojiniHxk1L8Xh5NcbusPP9sw7ihPP752f20JB0WtabobE4w1oDkh1anzAZumJ7ePu6//zE+8YsfzVB5HU408cBpa7lv9WW0XngBN6zp5l1lBtvS9urd7UBfCAXXDWag4WDYuts20bt/ZKYLLERTzOYrZRo3+fzsuf01v7ueCSovlTAVXJjb9gzWNTPOu4oX94/wse8/yYquTBBLmKxTSTgVs7jxkhX8asdhujvTgThcXa1ZvU2HxvN0ZJKBHlG19OpyyrwKbcjxZqUJRxjJVo/ANMVsupqT7Dqke5vkCvVLfRwpBdcL5nufnEk4JembccfmM5cs5+7HX4skKw6eW0vpDLqYVyMRPpe+Ozec6t2eTpSI9vnHUCvIni/qGzlUrksIZxoNjecCxWrXEzTEW7UcHJ2kIxNn7+AkKC0/4niK0XPBUIAxFgF+57mJfDGQJKgHARa36QK3r/7frTz+V7/k3ZseYP20lNfHl57BPasv1SmvsQQJx+LbVdLgbljTXbUVpj72IoKUzPxAz8j7R7NVA4mgZRgqfb6v8xTVb+4q2DMwwQpPGfRbj85c+kdBKdh1eJyv97xKOm7XnTLrnwo/4K8zwxqTDhnPu4xM5qf0iCwJXBOVmH6+lPc/3Ye69jFcenoXt159btBkp1BUdWfoHQmCDuAqpbOZ3rZA1zpMT98EGM/W/o3tkIFVaDG/hGNjuQqxvKK/CunI/sRjegqpFWqaVA5/AvPivmFsS8rWEvn7DU+udh4cC1qwntSWYDJf1PUhKYtTO9OIiNb/mtYVcrZjjEWIuKNnCv0jk7U3noYCzjr8Gms3/YRLtvwrrdmpzKK+dDv/cOYl3Lf60pKUV2FmS9XprF3ZRXPCZqSMFLRPwYX2JntGjYfW19F+2GKVCuydh8Yrtmb1c/zrucUWFYxMap/7eIOdB/2USaXgcJW03XJYQK6oDZ0f8I/btWU6qrFnYAKFd9OLsJvw+WqkMHD/sJ6p+0kGuQZ6tPhY3kHUYyf9TYuuor0pFhTFTW+q9ecPPq8lNKicdiyAY1lesFsFvSfyxaIOnIe+mgr+p3GsUiXk8DGc+RcbK14XFlOZWAnborUpFkkqfCRb4NSuTEm71HB9yFzGGAuPuC1BXvWN9z0d+X2Z7Di/88KjXLt1I2ceeDV4vmDZbOo+jx+fdzmbus8lp6SkcY4jsGReU0XpY79C9PlfD1U1FD7juZnCaH4rT6uGV1mgbLZIT28fLx0YqXtWbwsNZS5NxxLRqrV1SrCITBlh/2Ybd4SxXP2rCgE6MnFGsgWtOttgXnW9FejP/3oIKFVCbRjx+5GospIYtah02H7RZsLRKdrZCtpPCnBRnNSSYjJfDBSYa9luC2hrilcMHItIWZegL0cyLx2jIzMlYxOlFuJoSGucCHLibwTGWHik4nbwo7akYtUbDSnFeXtf5NpnfsZ7X/p3UiGV19faFrLxne/jnlUXsz/V7hUWKcRVJC1dQus3bwHKSh+HK0SjSjskHGvGgPTTJS1LkGL5i17QYmy2NbMZjF5VRPr4EsJ9meuRjp5OvuhiS/05GK7SwdTDYwMAfOGK07nxvqcbOpaOTJyFrSkWKMX+oQkGJvJ133C126W+9wxPFrjs1ke5ed2qYExmC25DqyNXQTpm6bhJHSRsC8cWWlPlV7++i68jk9C9JZg5xvwVlW5pqzg0lsO2BIvyXfZKEGq2wvUFCP3P8t5Gc9JhfjrB8IR2H/pKsEPj1ScxRyqtcaLIib8RGGPh0ZyY0nSqFFSePzbIVc8+xAe3/SLIZAKYdOJsXHEhPz7vcg6ffQF57+7gDk2Aqyt4bRFiljBZcHlhQgibzwAAGNhJREFU31CwNA5r//jcsrGX/Z7kyJEENeOOxUSuGLTBLOcrF9ESFh2Z+IwVzo6DYzXjHeUoFBUrFqQBWLEgQ++B0RrvKI9tCROFxtrc+lk6N23Yyvx0nLFckZhTnyvK7zsCenaZdKyGZuaN8mr/VDMtvy/7/uHGaoCakw5jXvpx1HOZLbq0pOIVM4n8WbifTrt/eDI4v46lV4au0m1325vi7Dg4hmMLC5qTXjFb7SMZnMhXvdnanoSJ8mpYBEgnHJZ3NbPz4CiHxnJYiJeCrBMcKrlc4cilNU4UOfE3AmMsPMJukxvWdPPEzkO6iMotsmbnFq59ZiPv2bEZJ6Ty+nxXN/ed9ds8cMbF5DPNnLO0nZtDInontSY5MJKlUNRtGbMFl3TCYWA8z3jeZdwr/vvkPVtoiuuYw4Xd8xpy/YxmCzMuguVdzew6NMrwRIFcUZF0dD+EsNFwlc7U2Ts4yfKuTLld141tS5CG+94zF9F7YHtD+4l5lcsdmepFbOVwlVZ8PTSWYyRbwBHqnpUXi4r9Q+OMZPXs8miksdZD3oVcoVjiTmtEUDGTsFjWkeHgaH2ChoK+WduWniVfc8fjgWvlwu55DI7nAin26YV/BRcsUXRmEmSSWluss7lAWyqGiHBwNEu+WH2l4yo4NJZjfjpe9mYb8+TaLSTo8+GiV+sXds9jy+t6ZSme1IogNWOEMGWUfFeSnwYe5WZ/osiJvxEYY1GBxYMH+OAzG7nquYdnpLw+uHIN95zzXl5YMLUiaLakrBZ+OmZxKF9gz2DloPl4rkg2X2TXoVG2vD7QkOvHVfDpHz3N7R88JxjU/g1mYatDoehyYDhbtpK3qEDUzJthzIJsA72gWlOxIHV4w5a99e/AY1Fbin1Dk3UHuH2GJvJ6ZeQqL9YQ/cRa6Orf/tE8ScdiflOsboM1nUZu9H0jWQpFNxhX19+9mWIdA2RJa4LHPnsJAJfd+mhdqzxdrKk4OJql6KqgX/bOg6P8x67DdDXHq54X/2afjOli1XA8IGp6er6o+3HEytxsVyxoYefBUQbGda8W3x1VcOHrPa9iW4KtdDp23NaV4JVihGGOxJV0osiJvxEYY+HRmY5BNgv330/H57/Coy89jRW6ufzHktP44dnr2OilvE7HCvnp/YyNz9y3hX96Zl/Nzxb0hTU8UaDgNp5PPzRRmCEG2BSzAj2buC1V0wzDjZ/WP/Qyo/X23/Tws7K+9LMX2TfY+IwqX1TMSznsH6n/Ju2LwsVs3bJzMuKqwjcpcUdXXLuFIgtbk/y6irGvfSz6d2hNxatOGsrhKj27X3fbJkayBfJe/n/UMdKcmvL537xuFR+968n6MttcfS5bUjGKruKVvtHgXB4YzhK3rap1IAVXsW9okvPeMq8kHpBJOJG/R7bgli2U9fcnkp9hiLOe+3Jha2JGkLvWjftIXElRYx7rH3qZOx/byVhOd1K87qJlVZuPnQiYCm7gbf27+MyDX4NFi+DaaznjpS1YKPrS7XzzHf+FNdd/hw986G/5yekXlzUUAGPZIrds7C157sFttYvZgEA6OlfUaX6AJzlRP74YoK/2uuvQeOB6qOWBCLun7nxsZ2MHgL5genr72N4/WjPjpRpfuOJ0sCwWtyUjy2r4uJ7RdZWWpojqQtJdCXWxWLagf49aQopl94O+yabjNp2ZBGcsbmfpvHRDF5xSWqa7LRULmkFFJTyLXruyi0SdA0vQasaFosuegYkSo+sqrcFUK7U6V1RT0vUhdQHH0uoCCceqqVLw+uEJLrrlEa654/FASsbfXyU1X4VemfmV8NXao4bZPTBeIisC0V1J07/jdNka0Ibi9kdeYSJfxLH0yuP2R15h/UMv19z/8WTOriwy2XGueOFRrpmW8opt88Tb3s4dKy+h563nU6yi8hqmnGprZP+wl9Gh5bkd8qM57WOts74hzC0bexkYz3sVuJpaBWnhor5GOwZaMNVYxrKYjFKUUAb/lubLSOtgafSz4Resu0oxMpmPFAPyktXIe93lbEtobYpxcDRXkuFVcx8KEjGLUzszJTPLP/3Jcyydl+K1w9Ur8sPELJ0iWlS6+ZLf3yMqo9liSSwr7tjki4XIcuUK/ZvuHpioeA5rFRnawgzpeoBr7ng8iKlN1HB35opuxW52557cXrFwtejq62p646NqHKkrqZacuC9W6XiiZVrZ1+XOx3ae0KuLubWyUIrzdj/PV//573jyax/mr3/x9cBQvN66AL74Rdizh09+8HM8vPwdkQ0FEGgGhYk6G1X4Im26M9qnLj6VUzvT0QSNpuGLAfqZTJaXiw7VdydoNVSfRvSxAGKewdk9ME5zsrF9gA5O+4Hdw2P5YMZfL/UU9YVbfNoCKa9+wBbdVyLyPoB8wZ0xs1za3lS2D3U1/GEVty2GJ/INSZXfeN/Twawc9JiIO1ZVvbAwtqeY2yi2UFGXKWbbxB2pmdJcdBUjkwWa4s4MUcAoaa1/eeUZAPzpT54rWZ1Mp6e3Lwjcb+8bYXgiF3lFEpWxXHHGStmSxidox4o5sbLwU16v3vYLloVTXu0YP19xIfesvownTj6TXf/7ffT09nGogYCqixf3CBPxAmuK2zTFbU6ZnwlmPjdesoKLbnmEtlSMF/ePRLpJtCTsEjFAVykKhakeyZX2YFs6U0REgoKiRjN/Mp6RycRt9g817uc/qU3rS4VlpKPGHcI0eo9LJ2LMz8SJWUJHJhFJUrsEkRkVvzes6ea6u8t3h6uEq/TMvahcdg+M1/2FFDqB4uR5eracLbg0J526ajY6MnEGxvJ1n39dua0LtKvpMn387s2RvsfewfK9I9au7KpaQ9O7f4SbNmylJRWrGrAOB7aXtCU5MJxlz+AEyzsz/Nnlpx211Nd0XMcywgbDVY1P0I4Vs9ZYhFNeL96xmVgo5fWFrmU65fX0ixlOlqaLlpMxjko4mNjT2xfpurYE/tua7rLLT98FE8VQxGxh/TXnBgO6Mx1jT8S+HK4LIortfVMX1Vvmp9l1cLTuIPehcR2MHW0kjSrEnoFxVi1qBbRs+St9I8e0xmFwIs9oNo9CePsp82hO2Ex6UtRRcCv8Zg1/B1V/S1kgiAmI6IBte1OMgfE889Ix+iLWbMRti4WtSfYMTETS1hLvcx1PxdURqTgr37ZnMPJqqeiqir0jqtXzKHRmnF8zUylgPT2w3ZKKM54rlAgZHg2uu2gZtz/yCgXXDSrQXUVkdefjxaw0FgtGDvGrb36UBaGU15F4igdXreGes9fx/MJTK753e1+dM8gQ/aFsoqhGx1Vw28Pby2rW+J28arGwJcGyjkzJ+5tTcayhLEqmegr4onBFT3zNz0ZRTAm9DYznSSe0HPeyzmae3TsU6XuEeaVvxGsz2ziDEwUWtsTp6e1jz8A4VURz3zAKLiQc4enXB+qeVTcnZ15aRzIRKar6tKVAb295KyOfjkyCQtFlaKIQOY137+AkS9pTzE/HA6mOWp9bVOAWXGKOxR+sfWvZm60f6I2Kgoq9I25et4ob793CcAVpnFxRx658kdByAetjVSPhTwzfbNlQbxpjISKXAbcDNnCnUupLlbbtGhtggffvJxefxr2rL+VfVl5UMZMpTK7B9B1bSt9bj9Fx1cwOe747KMrxDIznubZ7XslzI9kCS+elODiaC6QOJvJFXXNg6Rth+KIvuvrGYnkV3c3JWCAGWC9BcLmhd2sEeLi3nxf3jTBxPCyFR6Ho4thW3TUS5WaJuwfGI7WXrYRdp2qubenmTy2hG+BEvkhHJsH2OvuZ7x+a1EHZKAF2LcxLOu6w/upzKs7K/UAvdZzbSr0j1q7sYv015/LJH24JxCsFrRHl9w/xxzWUD1gfyxqJGy9ZccIbh+m8KQLcImIDXwfWAacB14jIaZW2L1g233r77/Lu6+/gv374b7n/zN+saShitpT8rReFFiP0qdfohGcvvu+0b2SSVIQg5Ly0VtQMB+2Wtjfh2BbdnRlWLmyhuzOjm7eg3QPTg8UikPSC034Qtn+kfmmJo4VCB/x2HhqvO212Oq1lZvlRcWwLS3Tf6SiIwPvPXlTRrRj3GgnVi5+dVQ+uUsQde0bqqJ9VFXVvi9uSelZf1MVtiSrv9VOGVy1sCYozK+EHeuNObV+9LdCZiVc1PmtXdvGND52LbQlxW0jEtNKtX2A5WShWTaENN0KqJ9V2rvCmMBbA24FXlFI7lFI54D7gykobv9h5Cl+6+GO81l5ev74cfjbTigUtkTrTTcexhOULWoLH9Rqd8Owl7DvtaklWvagtgY7MzLaR5Qa+brPqVTRbUxe8Y+l2lR2ZBK7SrTyVUnU3HDraHEnAz7H0DTEdt+loThCzpaHf1c9oU0ob05glM272MVvoyMS5sHs+3/vIBdx69bll93XDmm6ak07Qea0e/N+kHlxF2Zz/kWyBBc2JkkLSSvgS9+ee3M7bT5nHwtYki9pSFQ2e4xVBRpmRh/uU+LpOPuF/xyxhxYJmvlylQZfP2pVdrOjKBD25HUtYOq+JzkyCdNypWPvgv7dWjcRc5s3ihloM7A493gO8I7yBiFwPXA9gt3TW/QH+ZXjDmm62941E7vzlU1SlKXwrFrTUbFoUJvzesO+0OanbVx6oMMv3bzzTfavlBNH+7PLT2LZnkK/3vBpUdPtujY5MHMcW2ppidGYSDE3kSced6uq7VRDvf0cip3TdRcv42XP7g57NUXclQGdznMNjeVIxi67mJFeuPokNW/Z6jYRcil6abKW6BUEbCtfVFdO+xHauqBvhtKZidYvMrV3ZxZevWs0tG3vp3T9S1/dBfPXg6LU3tiVlc/6XbtLuliVtKfYPT5ZUXzsCBeWvELSxCM+ug2yh9hS7D0+UuBptr4lES8qJNCMPB3ptQQtwAp2ZGC2peMNd6P74spXBcYa7+n3pd8+KZGyMcSjPm8VY1EQpdQdwB0Bi0fK6b1G+u2ftyi6+ctVqrrt7c13+4RVdpQHmG9Z0s+X1gZrtMC10Jkf4vdN9p10tSQbGc+SKpVIPvpQFlPetlhv4a1d2cdaStintqrhd0vkrnCLY09vH799VX6qnoGeXSU8uY7BWtVUFLlzWzo2XrOCsJW3ctGErQxP5yO1Zm5MOp8zP8DfvL72Rn7WkjS/97EW294+SsC0WtCRwbIv+4UkmCi6uUoEacKGoSDgW+4azxGw4qTmJYwsKm/VX177pVML/TXp6+7j+7idrynTbAkvaU0ELz/NObo0kIQNwxVkLyz7vS1LEbGF5ly4cHJ7Io9C6XoWiy4ERrSO2rCMdND4CSiYg7+iez4Xd8/jVjsNsPzBMrqiIO1ZJCng1pgd6m2K6B4WIHFEXuiNVjjWUR461kmYjiMiFwOeUUpd6jz8LoJT6m3LbJxYtV4s+cltdn/E/Llle4mfu6e3jEz/YHClVsjXllAj4+ax/6GW+3vNqRYORiVvMy8xc6obzvf2Z0dBEHgFavIt5r6cx9Eb3Au7p7eNjdz0ZKVjdnLA5Y3FbMKP89qYdPLd3gLGcGzntM2bBp94z87f49qYdbO8bYTxbZDJfDLK4wjiWcON7Tq0ZOPT3N709aLmbS7ltj9Y57unt41P3PlW2H7egjUQ6bjOWK5Z89vqHXmb9w9tLmmmFsQSuXL2oojvM/+yo58AwdxCRp5RS55d97U1iLBzgZeA3gb3Ak8C1Sqnny22/oPs0lfrAlyPvf7qh8Onp7eOPNmyt6pJa2p7iL688o2oPa33THGQ87+K6CssSmmJWcGMt995aF3N4RWAubIPBcDR40xsLABF5L3AbOnX2u0qpv6q07fnnn682b65dFWowGAyGKaoZizdNzEIp9VPgp8f7OAwGg2Eu8mZJnTUYDAbDccQYC4PBYDDUxBgLg8FgMNTEGAuDwWAw1ORNkw1VDyLSD7xW5qUO4OAxPpwTFXMuNOY8TGHOxRRz9Vy8RSlVVgJjVhqLSojI5kppYXMNcy405jxMYc7FFOZczMS4oQwGg8FQE2MsDAaDwVCTuWYs7jjeB3ACYc6FxpyHKcy5mMKci2nMqZiFwWAwGBpjrq0sDAaDwdAAxlgYDAaDoSaz1liIyFIR+TcReUFEnheRT3vPzxORfxWR7d7f9uN9rMcCEbFF5GkR+Wfv8TIReUJEXhGRH4lI/Hgf47FARNpEZIOI9IrIiyJy4VwcEyLyGe+6eE5E7hWR5FwZEyLyXRHpE5HnQs+VHQOiWe+dk20iUrlJyCxn1hoLoAD8T6XUacA7gT8QkdOAm4GHlVLLgYe9x3OBTwMvhh7fAtyqlDoVGAA+flyO6thzO7BRKbUSWI0+J3NqTIjIYuBG4Hyl1Blo2f+rmTtj4i7gsmnPVRoD64Dl3n/XA988Rsd4wjFrjYVSap9Saov37xH0TWExcCXwfW+z7wP/+fgc4bFDRJYAlwN3eo8FeA+wwdtkrpyHVmAN8PcASqmcUmqQOTgm0O0JUl5jsSZgH3NkTCilNgGHpz1daQxcCdytNI8DbSKy6Ngc6YnFrDUWYUTkFOAc4AlggVLKb2K8H1hwnA7rWHIb8L8g6I46HxhUSvkNsvegDelsZxnQD3zPc8ndKSJp5tiYUErtBb4CvI42EkPAU8zNMeFTaQwsBnaHtptr5yVg1hsLEckA/wj8oVJqOPya0nnDszp3WETeB/QppZ463sdyAuAA5wLfVEqdA4wxzeU0R8ZEO3rGvAw4CUgz0y0zZ5kLY6ARZrWxEJEY2lD8UCl1v/f0AX8Z6f3tO17Hd4z4T8AVIrILuA/targdvZz2OyUuQfc2n+3sAfYopZ7wHm9AG4+5NiYuAXYqpfqVUnngfvQ4mYtjwqfSGNgLLA1tN9fOS8CsNRaeX/7vgReVUl8NvfQg8BHv3x8BfnKsj+1YopT6rFJqiVLqFHQQ8xGl1IeAfwOu8jab9ecBQCm1H9gtIm/znvpN4AXm2JhAu5/eKSJN3nXin4c5NyZCVBoDDwK/52VFvRMYCrmr5hSztoJbRC4Cfgk8y5Sv/k/QcYsfAyejZcw/oJSaHuyalYjIWuCPlFLvE5Fu9EpjHvA08GGlVPZ4Ht+xQETORgf648AO4KPoSdOcGhMi8nngg+iswaeB69C++Fk/JkTkXmAtWob8APAXwAOUGQOeMf0a2k03DnxUKbX5eBz38WbWGguDwWAwHD1mrRvKYDAYDEcPYywMBoPBUBNjLAwGg8FQE2MsDAaDwVATYywMBoPBUBNjLAyzDhFRIvJ/Qo8dEen3FXcb2F+biHwy9HhtpX2JSI+InF9jfwtF5D4ReVVEnhKRn4rIimr7NRiON8ZYGGYjY8AZIpLyHv8WR1Z12wZ8suZWEfDy9v8J6FFKvVUpdR7wWY6CHlWo+tpgOOoYY2GYrfwUrbQLcA1wr/+C17vgAa8/weMicpb3/Oe8Xgc9IrJDRG703vIl4K0i8oyIfNl7LhPqi/FDzwgQ+oyPichtocefEJFbgYuBvFLqW/5rSqmtSqlfVtuviPy5iDzp9Z+4I/R8j4jcJiKbgU+LyAXe93pGRL7s92wQ3c/ky94+tonIDd7zi0Rkk7f9cyLyriM/9YbZiDEWhtnKfcDVIpIEzkJX7vt8HnhaKXUWuqr/7tBrK4FLgbcDf+Hpi90MvKqUOlspdZO33TnAHwKnAd1obaUwPwZ+x3s/6Erx7wJnoBVeK1Fpv19TSl3g9Z9IAe8LvSeulDpfKfV3wPeAG5RSZwPF0DYfR0tVXABcAHxCRJYB1wI/97ZfDTxT5dgMcxhjLAyzEqXUNuAU9Krip9Nevgj4gbfdI8B8EWnxXvsXpVRWKXUQLSZXyT30H0qpPUopF32DPWXa548CjwDvE5GVQEwp9WyEQ6+034tFd7F7Fi0GeXroPT8CHVsBmpVSv/Kevye0zW+jNY6eQRvO+eiGPk8CHxWRzwFner1fDIYZGB+nYTbzILpvw1r0zTEKYS2kIpWvkSjb3YleufSiZ/wAzzMl1hdpv97q6Bvozna7vRt7MrTdWJX9+QjwKaXUz2e8ILIG7bK7S0S+qpS6e8a7DXMes7IwzGa+C3y+zIz+l8CHIBBXPDi918k0RoDmej/ck0Jfinb1+DGTR4CEiFzvbyciZ9WIFfiG4aDXn6WssfG6/o2IyDu8p64Ovfxz4L/7bjEv+yotIm8BDiilvoM2bnO2x7ShOmZlYZi1KKX2AOvLvPQ54Lsisg2tJPqRMtuE93NIRP7dCxb/DPiXOg7jx8DZSqkBb19KRN4P3CYifwxMArvQcYqyHdiUUoMi8h3gOXQXtyerfN7Hge+IiAs8iu6CB9oQnAJs8YLj/ejWoWuBm0QkD4wCv1fHdzPMIYzqrMHwBuLVTdyqlHr4GH1exouXICI3A4uUUp8+Fp9tmN0YN5TB8AbgFfK9DEwcK0PhcbmfBgu8C/jiMfxswyzGrCwMBoPBUBOzsjAYDAZDTYyxMBgMBkNNjLEwGAwGQ02MsTAYDAZDTYyxMBgMBkNN/j/SnqWypUKSOgAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wXeM6XpR8P5y"
      },
      "source": [
        "Now let's check for \"tenure\" and \"totalcharges\""
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "o31kujlt9PSY",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 401
        },
        "outputId": "36fc6dea-71ff-460a-c2e7-30c5a6305d09"
      },
      "source": [
        "sns.lmplot(x='tenure',y='TotalCharges',data=churn_df,fit_reg=True, line_kws={'color':'red'}) "
      ],
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x7fefa0f75c10>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 35
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "z791BAqF83Js",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 401
        },
        "outputId": "214a4a04-0a1e-405e-fd14-d73f1acedd21"
      },
      "source": [
        "sns.lmplot(x='tenure',y='TotalCharges',data=churn_df,fit_reg=True, col=\"Churn\", hue=\"Churn\", line_kws={'color':'red'}) "
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x7fefa0e17b90>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 36
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x360 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "T0IH5wVhDQOY",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 110
        },
        "outputId": "2fd786c8-a4c8-4791-9f7e-bf964b4b64a2"
      },
      "source": [
        "churn_df[['TotalCharges','tenure']].corr()"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>TotalCharges</th>\n",
              "      <th>tenure</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>TotalCharges</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.826066</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>tenure</th>\n",
              "      <td>0.826066</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              TotalCharges    tenure\n",
              "TotalCharges      1.000000  0.826066\n",
              "tenure            0.826066  1.000000"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OK3g2dtPfZno",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 110
        },
        "outputId": "b36ac33f-3019-4ae1-d58d-4c9508407812"
      },
      "source": [
        "churn_df[churn_df['Churn']=='No'][['TotalCharges','tenure']].corr()"
      ],
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>TotalCharges</th>\n",
              "      <th>tenure</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>TotalCharges</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.793288</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>tenure</th>\n",
              "      <td>0.793288</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              TotalCharges    tenure\n",
              "TotalCharges      1.000000  0.793288\n",
              "tenure            0.793288  1.000000"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fE8TwqL86Xsc"
      },
      "source": [
        "slope, intercept, r_value, p_value, std_err=stats.linregress(churn_no_df['tenure'],churn_no_df['TotalCharges'])"
      ],
      "execution_count": 39,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "v6xfsfbiDQUo",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "646798fd-38ef-4f5d-ff18-38759973675b"
      },
      "source": [
        "print (\"slope     : \" ,slope)\n",
        "print (\"intercept  : \" ,intercept)\n",
        "print (\"r_value :  \" ,r_value)\n",
        "print (\"p_value :  \", p_value)\n",
        "print (\"std_err :  \",std_err)\n",
        "print(\"R-squared: \",  r_value**2)"
      ],
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "slope     :  76.74259761920021\n",
            "intercept  :  -334.08560506046933\n",
            "r_value :   0.793287728023258\n",
            "p_value :   0.0\n",
            "std_err :   0.8211475250987232\n",
            "R-squared:  0.6293054194323026\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NlkrjvTS6X7_",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "outputId": "e5b8745a-d9d6-447e-8ee4-02530c5b25ff"
      },
      "source": [
        "ax=sns.regplot(x='tenure', y='TotalCharges', data=churn_no_df, line_kws={'color':'red','label':'y={0:.1f}x+{1:.1f}'.format(slope,intercept)})\n",
        "ax.legend(loc=\"best\")"
      ],
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7fefa0d7b090>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 41
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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1JZJcUDumC+ZPbiBlWEO0nY4nps1x2d2onYVCoVCU4Gi/I+jnZzy5t5Ykpwp7GqCMhUKhUJRgoEh/ayvg99FPAgnxseb0MIkKheK0Y7gtTL/00Cusfr0dy5bomggZhWJYJ1HqbCFGQ8NQGQuFQvGuo9JudkPal0qbF/Z1+8+XMxRvHOwdsyykupjud9RLZS1shhYBVkrCLdQbSQ2GckMpFIp3HZV0s/MMSrBLXdBQVMrxyIZqro8O21CAYyRGWqyndhYKheKUohL3UiXd7O7b0ErWDPfEPpkYzFpIwLQs0obF1HFxpjfX09Y9SG/KIG1YZI+j/0sZC4VCccpQzL10S1sPL7Qe8w1IfUwnZVihTKX8bna7j/TRlzbREOhCYJ6EgQdvN2FJ6MtYbD/Uy0DW8t1jQQ/YWI9eGQuFQnHKkK8AWxuLcDSZ5kfr32La+BrfgPSlDH/yrIk6hsOwJJ9dMdu/lmFJbFtiIZEyrBh7MuBpTgk3Ot1XQOr8eJo3ZSwUCsUpQyH3UjJtYlo27b1p353UWBOhqSZGU22Mtu5BphVxV1kyEDQehZk3qgs04faxqGKnUm6HIPOOOxF7IGUsFArFKcP08bV0JNMh91LasLAkmG6qq2lLOpNZDEvy+B0r/OPW7+rgE/e/6LuqDMseklIqcCb8RFT3e2kXWtEXI6ZrvsEyrOIBZW8X4xmo4C4i2DgpeIw/QDgh1uLkiugoFApFCT67YjaGJRnMmkjp3No4RXGaEAgEmtsXOxsQ/SuU+ZQy7CFzrsTZEUxqiLNwSgOTGuJVjW/2pHoWTGlk9qT6ksdJGTYCUV0jHtWIBoLsIu/2RKN2FgqF4pRh5YIW7sKJXXjupSN9KUfQz5ahlbmU0t9J9KUM6uI642oSgBPr8NxFWmBV763mgy6tavAaJFV7XiZg2ATQENfoz9pDdhsnsm+GMhYKheKU4vW2Hj8rqDdl0JSIYkonduFN1LGIRjJt8uqBbixbYlqS/rRJPKLTkHBiHsKdhaO65k/IGdPZbQRdWtWQtWw04dwOFwn0Zeycq6rK872AOKPclEkZC4VCccrwgzW7+ae1e/wdQF/aJJk2qY/rTBmX8DOf9ncNYOWpsUrgcE+KhimOsYjqAl1ARBO+kcniuaLsYWVIVRqzgPId9oa7mxCAjRNj0MToSZGMacxCCNEkhFglhNglhNgphLhECDFBCPGUEGKPezvePVYIIX4ghNgrhHhdCHFh4DqfdI/fI4T45FiOWaFQnLz8eEMrtpvB5IYmkEDWkrQ0JOhNGbQ0JLBk4RV5xpLsPNzLniNJYpqgJqZj2RIppXPrHuepzFZbne2l6KYMq6QMSE1UJzGMDnve+y5FVNdIBOIfoxXzGOudxb3AE1LKW4QQMaAW+FtgrZTyu0KIrwJfBb4CXAPMc/9dDPwrcLEQYgLw98BSnN/fy0KI1VLK6uvyFQrFKc1g1l2tB6O/rvvo159Z5h8386uPFr2GaTsd7kAQQwPhuqRE4LIF4hiV4B3r3XqTe/41hi29UcnMH9BSz+sEOyLGzFgIIcYBK4C/AJBSZoGsEOIGYKV72C+A9TjG4gbg36XT8PZFd1dyhnvsU1LKY+51nwKuBn49VmNXKBQnD0F5j2JU6y6yJaRNiS1tzp7S6D++41AvlnTcScE4xkhYfOY459qHexlBKAMo75LSAcO2/cD9aOpWjaUbahZwFPiZEOJVIcQDQog6YLKU8rB7TDsw2f15KnAgcH6b+1ixx0MIIT4jhNgihNhy9OjRUX4rCoXiRJCf8upNWF7qqTd5Tm2sLsXVI19byVNnzZg2acMesaGQ4Kf5jtRQVILF0N3NaDGWbqgIcCHwBSnlJiHEvTguJx8ppRRCjMpbklLeD9wPsHTp0pNP5EWhUJTlB2t288Cz+/yCuMZEhIGsSW/K9FfL+X6VRETwrZuWDPs1tx/q9a89Urnx4A7HM2Rvdw1W1BNjuCSi2qjsgMoxlsaiDWiTUm5y76/CMRZHhBBnSCkPu26mDvf5g8D0wPnT3McOknNbeY+vH8NxKxSKUaYSpdgfrNnNvev2ogmIaI5fP796On/OFUA8Wn2guNA1bZn7uVDtRSUUchPZY6xhnjaOw5aFMTQWUsp2IcQBIcTZUso3gSuAHe6/TwLfdW9/556yGvgrIcRDOAHuXtegPAn8v17WFPBB4GtjNW6FQjG6VKoUu7Wtx3HXSDArSFv1VtQDGYu7n9hVURe8SokHMpVG2gfi3eLmGOtsqC8A/+FmQrUCn8KJk/ynEOLTwH7gj9xjHwOuBfYCg+6xSCmPCSH+N/CSe9xdXrBboVCc/BRTiv3+mj3+RNrWnRpyXrlgrkA4QWgh2dORDOk+nUzk60CdqoypsZBSvoaT8prPFQWOlcDni1zn34B/G93RKRSK40EhpdiOZGbEK25vxe+FMV59pxvTtulMZkZ45ZHvJqolUHSNJBc7GYuspuGihAQVCsWYMn187ZDJdzQnv0BZARFdO+ncPvmigYWI6RqJiOZrSmnCKdyL6oKaEcZkRgtlLBQKxZhSSCl2LDAsm4xhYxyPHFUXIUanaVJEF1hSEtEFEeEUDg5mLfdzO767nGIoY6FQKMaUlQtauOv6xSE5jtGQoBCEU12HK9FRKXUxZ6UfpJJdQyXvNShtLgMnnCzy5KCEBBUKxQipJC125YKW0GOfuO95Xtg3MsUer4DueMUXUoY1LENUyTj3HEli2jYRTcOy3VV8gYZIXkrvSdkpTwjxMRx9p6QQ4hs4hXbfklK+MuajUygUJzXF0mLvgpBx+NJDr7D69XYsV/q7KaFTH3N6NgyXlGEd15W3lLkAdDVkTKt8JlRAnwpA0yCqj1767mhQiRvq71xDcSlwJfBTHJE/hUJxmhNMixXCuY3qgvs2tPrHfOmhV3j4tcN+FbNlS7oGTTQB504d5/8rNfELTrxLppAoX01ULxuAtivYCcxraWDBlEbmtTQQ1VyxQ1cNN1jUV8m1xopK3FCeSfswcL+U8lEhxLfGcEwKheIkJd/ltKcjSV1MD3WIm1gfoy0g+rf69faC1+rLhHcVpSbB/OfiumC+KwD4xsFewDUm7tJ/LCbUQi6g/BV/sPteNS6r4OfXVBuls99AaPg7sYgrbpg27ROWRluJsTgohLgPuAq4WwgRRwXGFYrTjkIup96UQfdAloiu+Z3lDvakOWNcwi+SK6WLNJg1/YZFpch3/2QsyRsHe0MBbgknbtkN1EY15rQ0+Pc9I1YJwc583YMmU5sSTJ9Q57eO3X2kjzPG1TiuqiqvPVpUYiz+CEcS/B4pZY+r5/TlsR2WQqE42ShUiY0rzxEJ9lCQksO9KWIRjaaaaMHqbI+WhoQ/Ib51dKDoccWCxMdzlV3utQYNe9g9uLNuO1ff3eYGObyXnFQfp7M/47eOLcVwda3KUdZYSCkHhRAdwKXAHsB0bxUKxWlEoUpsr9o4oovAJCnIWpJ9nQNlJ6tgw6LZX3u06PGFdh7epkIG7geroCtlNHtWD7g1EeVaqpZCAgd7M3QOGH5FuqYJUlmLiC7KKuNGtUAvjmpqTsq8+UqyobwudWcDPwOiwK+A91c+CoVCcbJTLgV2+vha9nX2+6vbmK4hgFhEY/akev+4bYd6nWBwtRNvlcfnH14b0/1xDZQpZBsiq4HjWy81hJoxTNVNRIdmPvkV6dIp0Itowu/xXYpgrIMKhho3s9RnBmke6OFwieMqcUPdBFwAvAIgpTwkhGgofYpCoTiVqCQF9pLZE9j89jG/70PWsrEk6NIR8vMmqOGuznVdYFuFT87fRRR7vhK8ST/t1k1EdUHUddkUe/2xxpYyVE8BoLnxCa9C3LKlb5SLxSyiGlwwfbzv2nuhtavgcbptUZ8ZpCmd5L0HtnPVnk0sf/tVmiZOL3g8VGYsssEmRW63O4VC8S7ivg2tJNPZUJOhcTUR7tvQ6huLF1qP0dIQoy+V21nE4xo9KQPbneWMKifboFKsVeLccleVDN8F5K3WY7qGYVl+3+x8v783oZeiUPOjSjCsXCtUGGr8vJ2Q16ip4GsDNbFI0V7kQtrUZdPUpwdYcmQvV+19kcv3vkRzqq+iMVZiLP7TzYZqEkL8X8CtwE8qurpCoTgl2Hawh2QmN8naEroHTbYd7PEfO9A9SHNdnIn1Cf+xnYeLT16VEFSKPV6KTinDcowBTgpuyIV20HGhJQL9LLyiOgGYBVxAoRjJcIImgK4N3d2kDWvI5UoZCiewLUMGeFpTgq6OHuqzg8zpPMCVb23myr2bmdkTdjhtnTKXtXMvhr2bCr8AlQW47xFCXAX04cQt7pRSPlXuPIVCceowWKTbWn/G8iefvpSBZdshYzHSTp4Zy0ZKsOTxE/+D3Kq/Nh4uqBtfG+XYoBGaqAHOnlzHnqODjhSHACFBupO7V3jtF8wNw3gGdzcxXTKQtatyrUnAkpA2bTqSaSZGJZnD7cw8cohP7HiBD7z5Iue07w2ds79pCk/NvZin5l1M64Tp9MdqRmYsAFzjoAyEQvEuIT+YXawWQgKb9nX5K9qk2+a0uS4+KoFeb9I+EY2BEhGN/owV0mWKRzViupPNBc77j+qCN48MOIqwEYFhSSdu7Lunqn/tYAwmT5sQ03YeS0SHBuxLNVJy4hAp5ogeLty1mYu3Pce5e14lYud+T101jayb8x7+MG8ZW6fMYyBey0CspiLp3EqyoZIMtZW9wBbg/5ZStg49S6FQnCzkG4ZLZk/gly/uJ5k2K2oWFJwMJdDem6EjmaUudnL0WRguaXdbZAnp9t+2yZjOij4eCaSfesfZEnOUqsOD6b6WBNOS6EJgWpKMZRMpUqYxxEhISV02RUOmn2XvbOOqvZv4wL5XqM/maltSkTgbZ13AU3Mv5vkZS+irqac/VoMU1dWCVLKz+CegDXjQfW8fB+bgZEf9G7CyqldUKBTHjUJZTv/89F5sWxLRNT81sxq8lNNyKZynCnbeDsF5f+FMpODzo0UwFpG17JDby7RBD1R155Mw0tRnU5zbvoer9mziir2bmTyQU/G1hMaW6Yt4as7FrJuzlM668QzEarC0nIGvtt1rJcbieinleYH79wshXpNSfkUI8beVvYxCoTgRFKq69jKWYgUmxErRheA4hxmOK35QewzVC0NztBsHCVqQYFU3QNQyqM8MMvPYQT6050Wu2ruZOcfaQtfc0TKLp+ddzLr5l3CgaQrH9DimHsm9j+CLVmn8KjEWg0KIPwJWufdvAdLDezmFQnE8KVR1PRyZ7XzSI41sjwHBeX2k78/fZRynGS6YfRUsytNsi/psisnJTq7au5kPvrWZJQffJNg89mDjJJ6aezF/mLeMXS2zsOvrGRARYrqGWaI4sdq3Vomx+B/AvcC/uNd/EfhTIUQN8FdVvp5CoTiOTB9fS0cy7e8sACIaGK4Edn4h2MlAIqr5BX7pIllahTjJ3kZVhH4XUlJrpBk/2MfKfS9z1Z5NvO+drcSsXDvankQ962Yv5Q/zlrFl2iKS8Toy0Ti6BovOGOcfl1+8N5KFQkljIYTQgc9JKT9S5JBnh/m6CoXiOPDZFbO5c/X2kLrruNoYWcMia8uqZCHGgqCktzeReQai2gK/k4FCgfFKiOgCMmkmGCnOfWsrH9rzIitbtzAukxNXzOhRnjvrPJ6cv4xnZl5Eb00DqWgchPAFCDUhQr/r2qjGoGGPyoKgpLGQUlpu0yOFQnGK8IM1u3ng2X0MZC3qYjpXLJhEe1/Wl4D4uw8vApx4RjlZiEqp1AXkVUcjHT2mYOrscBxb5XZGIrCU9vz/ugYRTUMgSZtydHckMu+2DJ7sxpU9h7hs20beu+05WnqP+s/bCF6dejZ/mLuMP8xbRkf9hCGprlFd+H1EBjJmSMn3hvPO5MfPvFW0jqYaKnFDvSqEWA38BvDNnJTytyN+dYVCMar8YM1u7l2311GC1Rz/9+rX2/ni5XO5/cploWODIoFBWYjhEJTHqGQV601dlc6tUVdtNWM6R0Y0QdSVAS9V75E/lqnj4ghNY5orlPh6W0/IsPalzcIXqpCg+m6myLA82Y0Z3Ye5dvdzXLlnEws694eO2ds8nbXzl/HkgkvZP/5MuvUYtlY6VTlj2skb3p4AACAASURBVEysjwO5z/OxNw4Tj45O06RKjEUC6AIuDzwmAWUsFIoTTH4Nxda2HtdQOBOpM8Fa3LtuL//5cpuvJps/SWoMb2XvEdUrc7+4LvmqyVdbNW2JaVffg1toGhu/cnnoscVnjvM/v5HssHSNkHRIfrwgYaSZ1N/Nh/a8wFV7NrH04E70QEpZV2Mzzy96H4+f/X5ebp7JsUgNhtDLdt3z0piP9GVIGRaGLf006VI9QqqlErmPT43aqykUimFTqLju31/cT3/GxLIlnf0Z0oZNNFBrZboCdUhJe2+KzmSGz/3Hy6RN22nX6e4+RuqkqMY/X23L0VJUe5lgI6ZCNSjDQRNQH9Poz9qhanBw0l2bUklWtL7Ch/a8wPK3X6PGzBVBJmO1PD/vPTx59vt4dvo5ZOoa0eMxelNGxdIhtsSVi7fJGHa4OdUoUkkFdwL4NLAYZ5cBgJTy1lEdiUJxGlOul0Sx4jrLkkR1LVT3YNjgZWIGC7r83giu/zoe2H2MpFlPNZw71cnUqbYtqFfhbARmz3Ky5YWQwKV3r2P6+Fq6BzJkTYuufnNY3e0g936OJtMMGhkQoEubxlQ/7397O9e++RyXtb7EhFTSPyerRXjhrCU8OW8Za+e+l56acZCI53Zmg0b4/ZV4g1FdsMDtRb6rvQ/THruU5kpMzy+BXcCHgLtwUml3jtmIFIrTjEp6SRQrrhOApuWK63TblY+wbUeF1H2NiCYQiFCR2WgWnhVq5Snc/0YlNdfvN5pjuJf1dlgZ00YIp7OcJ7VRLVJKUoZF90CWs2IWF/QdYPkra7n4jeeYcixf2XUeT8y/hCfmv49DjZPIROP+c5orqBiSOM+7LYSGYyS8RlS6VrnBq9ZwV2Is5kopPyaEuEFK+QshxIPAxopHpFAoSlLIEAxmzVAviQPdg+iCIT2e8ycSXRNI29E68lJPNfCDwUFGs/CskCBgvhvFk9AejgCh1+9hNDBtsGzbj58EjW21KcSpvn7Ot3q55cXHuWr3C8xtC3ecfrvpDP4wfxn/vWA5e5pn+Kmu+VT6u8h34WXc37FpOSq542r0UOpsKTwjUymVGAvDve0RQpwDtAMtJY5XKBRVUKjKuiaq09Y96N+vj+nsPTqALsSQVXA6uEPwM5Jyz9swRHJ71Kkgd1ZI2NmeHJYAoddXeqSV495uJzjGQpNqsP4j30hFLJMJg71cs+cF/pe1GzZuBMPwnz9a28S6Oe9h9cLlvHbG2aQStUjEqKToeokEhYoVdQERITiazPiJC5fMGs8L+7qHHOv1v6hG36sSY3G/EGI88HfAaqAeuLPiV1AoFCUpVGWdMiymja/17wshkFKSldIvGPDmvPxVfaHVaZXp/2XJ70dd0e5EwMIpDaQMq/oU1QJuqOHgG8wSpcwT66LMm9zo1ypsbeshlTFoTA+wfN8rfPjN51ix7xXqjFxAPBVLsH7mBTx69nI2zrqAZLy2bKprkOCYSn2UhjW0wM77XRiWRdegQSLi1JBkTZu9Rwe46fwzWLvrqC9zXhMRSESoO2AlVJIN9YD74zPA7IquqlAoKqZQlbVhST67Ivd1O9qfyTXXgdCM4s17lUg5eLEFSW6SgdK1CpVQaCWer2pqSXjzSHJYgeSIJoalcltIWbWcYetJObsECcTTg3zw0Bsse2kNV7y1mUkDuc6BpqaxffZ5PHPOcn515kV01TWFVF09Ksn+qrROpdR1vE1XxrJBOg2ljIEsW/b3+OnBR5MZmuvjNNbE/PNGLWYhhIgDHwVmBo+XUt5V0SsoFIqSrFzQwl2EK6rzs6GSabOoIah01+DvRNz7I9GGChqXqC6YMaHWN3Rebn+h6xqWUx9xMqNlDep3beOOreu4+PWNTO8MK7tub5nNk/Mv4feLlnNk/BRELO6v2gux+EwnkNzem+JofxaAeET4cSVBzs0mpTvZF6GweKwsbAylE4I50J3iYE/KNzT7j6UAJ4VYq2K3Vokb6nc4zY5eBkp3SVEoFMNi5YKWkHHIp5o6hmLkB5wN2/Z3AyNh6YwmEJpv6PZ3DRbsweCPYxjGKWvZwxpnJa8lhKPuekZfJx/euZGrdz/PBYd3h45pG9fCurMv4ZGFK9k+8SwyEWdlnohqyDLbhmBSQmNcI5m1MW2oi+lcd+4kNu7t8mtlyul0FXqltFG+BWuxIVaTNFCJsZgmpby68ksqFIrRIKjxNBbkN/2Byn3nQbYe7GPHXbkp4tLvrqWtZ3gFbsXIr+D2GJFqrpQ0DfZx1d4X+fCbz/G+d14PKbt2JxqcQPWiFWyethitvp6sZeeyzARD0pELYQaaGKUtm5qozoS6GNPH13LD+dO44fxpw9bpEjgSI9Uq9BalxGdZibF4XghxrpTyjeG8tqtcuwU4KKW8TggxC3gIaMbZrfyZlDLrurv+HbgIR17kj6WUb7vX+BpOYaAF3C6lfHI4Y1EoxppyxXWVnjelMcbq19t9jafj1ZSukO+8XPHbYJ4xSxnWqPTM8AhGOLSAIYu4AnrVGtNENsX792/l+p0buKx1C42ZXNZZWo+yceYF/PfC5ayfvZS+RD3StQbRvN2NwMk6k0WypjyCTYwkYJhWuJ7m+sX8+jM53a5qdLok+EV51RY65sdztDJJBEWNhRDiDXcsEeBTQohWHDeU+xnJJRWO6Ys4RXyN7v27ge9LKR8SQvwYxwj8q3vbLaWcK4T4uHvcHwshFuG0cl0MnAmsEULMl1Ke3I5PxbueQvIbq145WLK4rth1vvDrVxjIWtgSDrn+ZU24BXajNetWgK4Jf+KzLUlMF2SrLFYzLElEF77kxUiD5zaOQQqOIqrB2ZMbQjGSUkQsk3Pb93DT9qf54J5NTOnPrd4tIXh56kIePftSHjv7Ujrrmwr2p/Z2N97nY0mwTOd+YyLClMYE4+vi/g7hjYPdpAwbr6jaG78lney2QvU0w6FaI+FR7Y6s1M7iumGNIIAQYhrwYeDbwF8LIQSOIOGfuIf8AvgmjrG4wf0ZnK58P3SPvwF4SEqZAfYJIfYC7wVeGOn4FIrhsn5XB19etZVk2sS0bTqTGbbsP0ZDPELGtHM+6ppI2cngGw+/TjIgURp0D41ZXUQRaqK6n6O/dEYDm/f3DFF8LUcsopFMm8OWECmUpZX/ymagZiOi5TKBgghpM6v7EDfsWM81bz7P/M53Qs+/OXEGT8x/Hw8vvox3mqZUnOqaL7poS+hLm9z6/jO4/cr5/uNLvvkkmpDEXLEur9Yl/73uOdLHJ+5/0V90jOaurBrKxS9KGYsWYKKU8vHgg0KIa4AOYH/Bs8L8E/D/AA3u/WagR0rpOQbbgKnuz1OBAwBSSlMI0esePxWnOx8FzgmO6zPAZwBmzJhRwdAUiuFz9xO76B40HDE+V3PJsCTHBg3iEc33UR/pzdDZn/X1iAq5pQ72Fc8bORGThkdbT5pJ9TGSabNs2uqSbz7pGxkp7RGNu5KdiJRgSUlf2kQAtZ4Mty1pGezmmp3Pct2ujVx4aBd6YAl9uL6ZJ+dfwsOLL2PblLlYmu67YwSlV9uePlUmcJAX4xHA49vaQ8YiFtFIZS1s6WSdeVZABIIcnf0Zjg0abNrX5e8qT9TvvFwCQSljcTdQSHF2B/AzwpLlQxBCXAd0SClfFkKsLD2MkSOlvB+4H2Dp0qUn8jumOA1o7RxAE05nMggrOHiFU36KqpVTfP3yqq382bKzeKH1mL+SHE6AdjSVW4OkDMtXou1Lm9RGBGlLln2t4HnHu8OdBER/Pzfte4lrtz/D+99+lYSZq6jui9eybs57eGTRSp476zzMaCwcwK+0SMWd8GXgbsLdBVm2zZ6OZGiHMLEuRlQX9KUcYxvXNTKmjZSSXe19BYPSY/E7hVyrWu93U6g2xw7mVReglLFokFIO2T1IKfcLISZWML73A9cLIa7FUattxOnl3SSEiLi7i2nAQff4g8B0oE0IEQHG4QS6vcc9gucoFCcdhb7w3u7j2ECWe9ftJaoJ331VLcNVbq2E/Il+sELX04logapbJsveeYMbd6znyr2bGZ8OKLvqEZ476zxWL1zBU/OW0R+vy52YN9T8lOJi5OtTSRzXUrDzX0cy7cer+lyZ8SnjEtREdTr7M3QkM0Q0gS0lyLF3MkY1mNvSQFNtjLbuQQ71prHsXHfAIW97OAFuYHyJ52pLPOcMQsqvAV8DcHcWfyOl/B9CiN8At+BkRH0Sp44DHCmRT+LEIm4B1kkppdul70EhxPdwAtzzgM3lXl+hGEtmNdey9+gAosLCNi/F0pKAlEQC7qtqqVYAbqwYq91NKYS0Wdixj5u2rePq3S8wva/Df85GsHvmIjZecDkPnLmUI/XNfsV6Plpggq+UQvpU7q/Tv2Z7bzoUr2qqifkT9WDWyYLyYlr6SAtcKsCwYcGUer7/8QsBWPCNx4adWVfKWKwRQnwb+IZ0VcncgPP/AtYN7+UA+ArwkBDiW8CrwE/dx38K/NINYB/DyYBCSrldCPGfOO4vE/i8yoRSHG/yM5+uPfcMfrKx1c9gKve991egLoXcV5ViWHJU+k/omvALwawqZ/3h7m684HXWtCi2GQnJdLvHnNlzhBt3rOfDbz7L4o59oeNbx5/Jfy9Yzo7Lr+Ngy1kgBEfcccXdxh4Z0/INm9ezOj/ltxxZe6guUxBbhmsqOpNZBjIWTbUxJPjxi4iei2mVopDseyUEzxPA2l25nt4jKcUQssi7F0LUAQ/gZB695j58Hk7NxG1Syv7hv+zYsnTpUrlly5YTPQzFu4T1uzr4m1VbQ1W2UU1gSWcCqNTlHWS4EwGMXp+IUsqqodcLFFp4h0U0p3VrtSqwiYjmB6fHJXQMm1BgPJnJVSM3pvq55s1nuX7nBt57YBuRQAvSo3VNPDlvGb9dfAWvTj0bKTTqYrq/qvdSbYM7C2/sQakNXUAsMnoaWcFMrqzlGKjZE+uoiersONznd7XzdhXVvl65mpf8MdjSKSK8eFYzB7oH/U6BhYov47rG2z/9gp1p31swLazozkJKOQB8QggxG6fGAWC7lLK1gvekUJzSBHcSXf0ZsqbTKtPrSJd0v+RCONLblViLoLtqJL0kEnmKr4XwJk4pKbqCLVTBXYhCYxTesrUEhSY2SzrGtkbT0DSNSXVRZriaUn0pAy07yLJdm7lhxzOs3LeFWiMX0+mPJlg/ZykPL7qMZ2ZdgOlKbug41bpecV5w15X/3jRybUhNy9ndjKQJVP57DOpt2bbzfH57U8Oy0cTwXJDVnmK68QkvlnIooBGVk7N3x2XbIAoUmLiUKsq7MHDXCyg3eY9LKV+pctwKxSlBfuc6bzWm47iPgk1ygqJt5RAMbycRJFKln7uUq6OQu6eyMTi3epnZ1ZuIgkq3toQaXWNcTRTTtmnvTWMYBu89vIsv7FjPyp3P09SfU3Y1NJ0XZ5zLIwtX8vjZ72MwnguXRl2ZC8O0wwbbe12cn72PQANqYjqzJ9UDsL8zSV/GLmi4K5Y9yVskRPSc9HfWcl7PoyaqkzYst6BPEtM1vPKakew08/G6JNrSqfxvqon4Bqu5LsbR/qyjqOvusGxXzFB3BlF0q1gqZvGPJZ6TlEmdVShOVfI713nzgWnb6FX0KMgnGAytlMZExImLuDOIZTuqrcFpOvizd/nhCu8VIj+A73ieysdNvGpw0+3cp4tcw50D3SnmHjvAJ7c/zdU7n2Vm96HwyRddBB//OJ8cmM2LqTjSm0wD79GJ3Tj3CrmTbKAu6uywLFfffTBr+QkCWdMuuSH0Xq8U3jHeZO9lPqUMi7buFFFd+EKC3pI9HtGY21JPyrB459ggplU4O2m4BiRYWBmP2KG+KFPG1QCSzgHDFzOc3BBhIGvSmzKHt7OQUl5W+fAUincP+Z3r4hG34Es6gerhllUPx+3w+jc/BDiigt9bk2vZ6V3K260E9ZwExYX3hjOeRKS826sQwdau4GSCNfUd44bt67l+10bOz1N2fadpCk8uWs6uD97EpsRkpjfWMmVaDLYeHhJ3yKeYO2nQsIa8z/wEAS/1lcDnVxuIf5TSnvKC5Q2JCBEt3KXuwunj2Ly/x63HcSVUJExqiNObMpg2vpYlUxv53dbDIdcQ5AoEZak3XYBpTQme/eoV/v1P3P/ikMZajTUx5rY0+npUS7/1FP1py2m9O8ydhY/bTnURTr2E856k/PfK34JCceowfXwt+zr7C1YuV/vlHSlekVdXfybkzvHmt+BuxbudWB9lyjhnNTkWtRiVMrPZ6XGx9+0Ortn9PDfuWM8l+18nZueUXY/VNPLU2e/jkXMvZ/PUhVhSkDA0zIxTxGhJSW1MZzBrlV1dF3InVWQQCyzrgzuEUtpTnj5VX8pgIGNi2NLfPb20v5txiWhI/iWuSw71Ooq8vSmDA8citDTE/b+1mK4hpWSwAtnxIJpwWu9+68ZzQ49/dsVs/mbVVg72pPzkjPp4hL/78CL/mKzpBFe0Mm7FSpof/T2wEsdYPAZcAzyLoxCrULzruGT2BDa/fcxfEXqaSFENEMNTOh0Oglxg8mB3WAZCktMoCmY1gZOhtf1Qb9nJtdJsKC9oWw2abXHp3pe57KUnueiN52jI5pRdU5E4T8++iEcWr+TFhZeQQnPqRgI6UEEJlUrThPN3COWOKxZuEkBLQ8IXBNx3dKBoPYa3Q8hkTboHbb9HurQdd11/2uDsM5w04yO9KToCzY+8KvlJ9VE/jgJO/wtvnJV0z5s+vqZgwywPw7LJGI4Ei2lJNGHx3cd38o3fbXMVBJyL22X+YCrZWdyCkzL7qpTyU0KIycCvKjhPoTjpqERC/IXWYzQmdHpTJkbg+2O5fvfjha7l4iaFvsaFJjAN6M9Wls7qdXCD0jsQoVFxHcY5h/dwy7a1XL37eab0H/Mft4TG5mmLeWTxSn6/YLkfqJ4zoW7ICn64jZ4ErvGkgs1fIFiRX5cQ0bWQZPhF//sPdA0YQy4xsS7Kxq84oduzv/G4s7jQcvUzwoLgr6JzIOu/niY0NOH2zR4wmJL7VZDKWhV3z6uN6v4YCnH3E7sYyFjEIs61LFsymLV480g/EV3Q2Z/BtGwaEhGyzqKo6F94JcYiJaW0hRCmEKIRR0RwermTFIqTjfwsp2IS4ruP9NGfsYZU7HqZI6NREFeIwMIYSeWGKZgCW800G+zgVoyoJrhg+ninAjlj0DVoDjlmau8Rbtm2lg/v3Mj8rgOh53a2zOR3Cz/AbxdfTkdD85Bzgyv4SqTGS1Fpa9L8VXpUz51n2ZLZE+tCz8+f3BhyS3oxilkT6ymFJzHv9Vb3fk+edLszZqdQLth/Xbo72qDhKdY9L1LmjyRfw8x0PxeJ2+LWjSkl0yZnNdexxzJSxa5VibHYIoRoAn6C06yoHyUPrjgFyc9yKtZPwLAktpRYUg4rKD0Sgl99w5b+hD6a1/feUqG6hHwMW7L57WO+v7u5NkLXoEljKsn1Ozdww85nuKhtJ1pgLX+oYSK/X7icR5ZcSevkmUWlzTUYdtOfom9umLUSpuXU0YyvjfKVqxeEnv/sitl8edVWR1NJSixbkjIsugcyvppwS0Ocw71phJQB95FgYl3UD3p7rxWS+RCC2qgWMppHkxkGMiZp08qtHopQrgo8n/yjvfu27RhuhFbUJpQ1FlLKz7k//lgI8QTQKKV8vaoRKhTHgXIupgPdg2QMk32dA76vvrkuSu9gNqQWatoSyz7+vSTyv8i2ZNRjI8HXyN/JFMNzQYlslou3v8gtu9ZzaesrxALKrr3xOp6cfwm/XXw5L8441/HbC7BNWfT6d1w5b8TvJ4gn9FdNynA8onHBjPH+RF3M7+85aIRwRAD7UiY1UYOJ9XE6kmlShkVdXCdj2L7hqYs7WWSTGuLMiOoc6klxbNDws8q8YX7hstkhafNr/mkDu9qTYVXcIqTL/H3ka5gFCXbKk8Ix3OKzbxftiFpJgHutlPIK56J+m1P/MYXiZKAiF5Ntc7Q/N8HZEv9+/4FuLFvS2Z8hY+S26vnkt6Ica8pN5CMhUaDJ0JCaDSm5+J03+Oj2tXxw9yaaMjmVn2wkysZZF/Jf51zG2rkXk9GiIYG+WMAtZNjORK5rgrqYzm2XzmLJtKaQkR6pMGGlFelBsmbx37XHfRtaGVcT5YxxNYDjvpPYJNMmkxoS/k41qolQp7zugQyGLf3nG2ui9AwaIVdhY02EJdOaQq+XTGUr/p2XE6796jULQ1I1Qy/g3GhC8In7XyQ6aea5Qw9yKFXBncBRl50ohBhP7u+okQLNhxSKE0klLqZjqaH+dg+vr0A5qe3j7paqpIp4mBSTuZDA3M53+Ngba7hu10am9uWE6GwEW6YtZPP7rmXDRVfwaq/TcCgR1bHzdZkCPncdQX1U9+tGCnUaLDbv5Vdie1RiuMsZW0lYVvzO1du5pa0n1G9k95E+31AAroyKDBX4TayPkTXhiS/l3GqX3r0uVK9zNJkhootQ3+xCbtCjAwYRzXm/ZYvyJKHGWsCQ3fU9t5zHfRtaaesepKs/63fs8wsKcXZjHck0SLvol6TUzuKzwB04suBBaY8+4IclzlMojjv5hXTgVLK2dQdSNo9DumsxPOE9R+ZBOL2ZK0hblZX4iSokf3LNv53U38Ut257mIzufYVGesuvu5uk8smglvz3nctobJ/mqs6K3z+kTHlBb9f3gAf890ukc53H3E7vo7M+toE27dFwmFgk373EGXv49x6MFzssjuMA4mkzzo/VvMW18jW9A+jMWbd2DGJYka9mhBkK6EJiW5GBPmrmTwoHx6eNrQwVxWcv2CyY98v9GPTQhnCI5l2IFkZrAH+eXV21FAuNqomHjd6GztpfAjAk1HO5LO+4y2/b/JpvrYkM0rPIpVcF9L3CvEOILUsp/LnkVheIEk19IVyhj5ThvCkJIBLGIxhULJrFxbxeWzCnY5ndLC5/HsAYed1MlQ9cucJ1EJsV1bz7LjdufZtmBbeiBAt72+gn894LlrDrnCnZNnh06742DvSFF1/x0V0E4hjCuJsK8lgb/+TeDPvkyuOoiSCmJBvptl4n9As7EPFBF9loybZI17VBcK6pBT8r2e5F7aMGAuhtfCrrVLpk9gVWvHPQznXThGNOJ9XH/GinDCslxgKNSu/tIEsOyhrzH/J2mk8nl7KgPdqdA4O+CamMROvvT/PPTe93XdoxDTBfMmlhHf8ZkmrtzCo6pGJVkQ90nhLgdWOHeXw/cJ6UcmnisUBwn8oPZUxpjbH476xfSZS2bI30Zjg1kmfO3j1EXG76m02iwcIpT6btxbxeDGWdCsmX5+oXhbir8fhn55wvQLYuV+17h5m1ruWzvS9SaOWXXwXgtLyxZztr3Xs1DdXOwi0sFld4RkTMktoTelMklsyfkzq3y/cybnDM0B44NkHQV+OpiOn3p4u5FTyOrUnPhJRQEx+6J/XkSKt7kbUmwDOf6DfEIh3rTxCKav6pf9cpBbrlwKi+0HqOte5BZE+s42u+6oqT0W9B67iOPa86ZwptHcsbUux2XiGDazu7GS3lNm7ZvuL2YUDAlOmNYmBK0SK7Z1qC7gPDqMz5x/4u83dVPX8pE6NEailCJsfgXIOreAvwZ8K/AbRWcq1CMOoWC2a+80824RMSXVoBcLnnMrZY9UWgC3jySJKZrpA1HFttfkJaxBJ5G0XDblkY9jSgpWXJ4Nx/dtpZr33yOiYO5IjxD09k48wJ+f+7l7F/xQYyos8q0SxTq1VQgkx6sqBbA49vaQ1k/w6EvZbgTumThlEa/CroY0nZcRUYJk7unI+nv8kJj967hnpoyhkqOJKLOBNybNokViJm90HoslB7sLXKC2VdAaEfSPZAZIgFiWDYZ0/aN5q7DvaFGRt64LNupnfDcY17WcrDZlhSS1s5cTUtQsYASa5NSAW6vT/Z7pJTnBZ5aJ4TYWuw8hWKsuW9DK1nToqs//GVKGzDHdXVsP+RMdBLImtXLVQwXDRB5neckjsyCaYdF7UoNSQOa62M01kSpiepsO9RX1Ti8IOa07sN8bNtabtjxDDN7DoeOeeXMs3lk0Up+t2glvTUN6AIWRcu7I7zrl/tMEwEVWMu2QxNUXBdkqjCA3mrZclNAExHdd7/oGkVbhRplutsBISkMn0KJQ7LATk3mHsj/OArFI1YuaAkFswstfN7uGmBaUw2TAhIgfaksbT0p36UV9PoFPGG5B6r4e3+h9RiT6mMkHaM7rAruzcCFgCWEmCOlfAvAbYak2poqThi7j/TRlzbREP4KSsqw39zO+94frywmG6fvRYh8fwIU1BVPRDTfr9yQiPBny87yXRjVMC6V5MYdT3Pj9vVckKfs+vaEM3l44Qf4r3Ov5FDTZD/bRidcbZwyrJLB95F+pvXxCJnByj3ZnjvJcCfn+nhu6prWVMP+Y4ULjytJo/WkMIJ/Q4V0mQpdyutL4XT/Cz9XKB6RT6EsvqimcSSZobEm5h8X0TXmTar3U3MlToW/n9UUGGdEy/XUsNwYT6gpk4S5E3PjOtA9yMT6OJMaEsOu4Pb+nP8GeFoI4XXImwl8quQnoFAMk0q0mwzLqaK1kLkvCs6XtRIBvbEmPw5RcDgFspx0TWBJp6FPRBchF8bsrz1a8n3FzSwf3P0CN29bx6X7XyNq59ZznbXj+O+Fy1l9/ofYOWUOKXdCzI9G6IKQxPb4mijdg4bfS6JavN2Nt9CdPzmXLdSftdBFeILNvw9QH9OoT0R9l4zmurT6MybeX0VfurjREe5/+eP3ffwi7KLxfiVeLw5P4qUYXgpsZ3+aYwNGyNgWikfkUyiLb3JjnLae9JBr/d2HF/nfhSXffJKBrDnkjyt/W9CQiNCXMv06F0+d9qvXLPSPyc/aKkapZycJIf7a/fk+cgsmC7gAeLrklRWKKqlUu0lKGd45BH4+0YaiGIKh+fL5zXWC6aedySwDmV7f0ZX0zQAAIABJREFUl13wmtLmkv1bueWNtXxw7ybqs7lF4UA0wZq572XVuVfw3FnnY2u6MwZr6O7L+/x0TfjVxinD4u2uAZrrowxm7WHFTYIbKiHg2nPPCD2va4JYQCcpazoGbs6knLjg210DNEc03yXTlzI41JsibVp+kLgnZfq1GIXqEvLdR6X6h0d1Z6cabCAkbZMiiiX+GKK6zrXnTGDtrqP+ebddOmvIQid/MVQfc95ncKKO6BrzW+ppqo0VrSy/YsEkHn7tcGAcuc/aM6pZyyZlOKnaCOHHZWLR8N43KGM+3AC3DtQz1FhFgIahhysUI+O+Da2OCmcgFtFYE+G7j+8MfcFMu7iExMlKcKyayNUN6JogY9gI4aSaBovkkhkz1DvZ4+yOfXzsjTV8ZOdGJg/klF1NofH8Wefx23Mu58l5l5CKJQhS1nUk5RB3SG/KDOX7F6Mu0CzIcA2SF1z3fo8vtB7jdvf42RPr2NPRH9JScnpjl3bJNNZEyZgWg1nLlwdvdSXERZ7xc66R65Sn4VSte3Lgb7b3kbVkgR1QPU986QP+NZbfvY4D3akhnkMB7GxPUhfTuWLBJF5+pzdkbFe9cpAl05r8Sb7QYqgvlQu9h3cRCwrKjnjsPJws+Liu5bK2YrqGgbOjiGoCCyfwHdHEkEJA4b2pEpQyFoellHeVPl2hGD32dCTpHTTQNOGvsI/0ZjjSl2HWROl/wdJuQPJUw5vE5rfUsefoIJbXbjRQOxA8TpArGJvS18mN29Zx4/b1zO96J3Td1yfP5eHFl7F60QfoqgtLR5Qiv21n/sahMRGhoz+LpLoWrZZrlYIL2JiuhWIvX7l6Qa6C29VSEgLOGBc2cIVcMrGIzndvXuJPdnP+9jHH9VcgDuQ1MdrZ3ocmRKieoKkm6r6/3ClCwMIzGkLZSYNZk5b6GJ0D2Zz2lJumusBNiX5s2xEm1EUZV+OMv5CCQKH4hPfZlNpFFGJf1yAxXaBr4cI9yybUG8NzywpyGVJdA1lMK5cwcd+GVhprokwZV0PrCGMWCsVxIb9jlxeLkBLae9O5TmIndpgjZteRAaK6IBIRbuvRwsfVZwa46vlnuGLzkyxsfSOk7PrOuMn8btFK/uucy3mneWpoEitGIqKVle8O0uemg/rptyXwJD5Mt5AMnJamSDBti3eOpaiJ6SFpiv8TkKGYNr6WnsEsPalsqE6gsSZS1iVTG9VIZoa2T01EhK/mWheLUBvTaQzEB/LfX0zXiEUEj207MqSCe3xt1O//ERyfl5Fl2ZJj/Vn6Urld8cT6GHs6kr7hOZrMMKUxnG1WE9XpTRk8fscKRkqhX78v6RGQXrFtSTawMigUNylEKWOhhAIVx5WoLkgZ4cyN4MQj3Ynn3UAx/3/UMlj51hZu2baWla1biFu5GoLuRAOPnf1+frPkKl47Yz4IgRCwbFazP5Fu2tflrCQL6CZlTDuU7pofs9AE7DmS9DOyspZNc50Ts6iE/NWlDC7ZcRRSmyYWlqEAWDClPuSHNyyLgazFslkTaO8rLq53ztQmdrX30psyQxXjdVGd7Yd6GchaxHWNwYzJYDwQNLZtJtSG399g1pHBCK7+J9RFOTZgUBePUBPVSZvWkF2Krgknk0rk4k5t3Sk0TfiuxM7+DAd70gghaEg4k3MlGVMewXiHLgQZy0aIgCQ6Tn+L4C7Mq3UpJb0y4gC3lPJYsecUitEi+AUwLElUE6TNoVLT+TpGJzPl2mAOQUouOriTj72xhqvffI6mTK4eIROJsfmc9/Fvc1awcdaFmHok/1R/QuxNGcxvqWPXkYGCr18uZuHpUAkvLQjo6jeI6lrZwrZCqaZansF33DzCl6HI12B6sbWr4LUffu2wn1bcmczw5VVb+T+3nOfvLj67YjZ3rt7OhLq4P0l29KU5lMo4mWWaU2+RNiWNhkXWtP1WqO3JrN8K1bQkGcsmntdQqLkujmHJkrsU2w5okLi3lgQtEAea3JDgYE+K9t409fFIxRlTMDTeYVo2HUnL768R0TSa62NcOrc5FGQ/c1wCy5VU93drdVFmNudcVd7nN5gtXtwIlVVwKxRjQv4XYCBj0Je20YXTo7hc2uLJQKE+1pUaijldB7h52zpu2LGeaQFlV0sINk0/l/8653KOfeg69qYEB7qLupJJGRYRzbl988hAwRRUGJqRlR+zkJCn3+QEgCtxW8UjQ+XOvce8AHKQ3kEDyw4H1EvG3sn15T42kOVz//EKE+pjvkvrohnjWP16u580IMA1FJr/XsGmL236yrfX/NMG2pPZUBFbIVdOyrCY19LgpzF7f7fBFbwNTApkjjmBfkKl4I5xkbT3ZfzgfCXxCRga75jU4MRGBrMW42qiTAtoUQWD7L0pA0EudlPIQK1c0MJd7muMqPmRQjEcKqmXyK/EtmzpTGB4mTHamLUwPVFMHOjmhh3PcNO2dZzT0Rp6buekmfx28eX8btEH6GhoJqIJ9t7ueINnffXRopNpcEI0LKugoYChooT5xi3fjVQqVdaTufCK2IKuQ4+0GY4jxAOuj4xlhyq8y+HFsZwOho5bcrA7xaGeFFve7nL6o2vBOJB02tJqwWuEm0klMyYTaqOhwHVjXKffsIbUOFwye0Io6B3UfJo2vpaoJjBsyZRxuSl1z5HkkA81omtcOGN8SAKkEhzXUzheMrE+RlTXQhpPhQLo+X02Cn0XvcryETU/UiiqpZpe18FKbCMws5xY2b/KqaThTm02xYd2P89Ht63jkndeRw+8z4MNE1m9yOlRvWfSWf7jAmiqqezrWawvRSGq8o55YykQ/7Bsp3K5rjZKX9pAaPir+hohSJlDW9I6Bka6OyEnmFxJH/Ag+YF2W+Y++3gZo2lLQoKSDfEIe3rToR7cA4bNGY2JUJtTb8Ue/Hte9cpB7rp+8ZC02KCRaUhESBtWSHuqPh7h7z68qKL3GqQ+prP36EDIZZYvi15Mpr83ZYT6bAwXZSwUo06xRkTfeOQN+tKm709NZy0smavEDmK4WkonO/muHA/dtli+71Vu3raWq/ZuosbM+s/1xWt5fP77WXXuFWyZtgjpKrsGaxUaEhEiwqvUHerGCVKt+6sYknCA23+8wHXPntzgr7r/4n0zQ6vsA8cGONyb9l1bnvsrY9q++2XJ1EZWv94eUgkuhbdzqRQNR3rFtO1cJbaE2y6dFXhf3gdH6LY+Hgmt/Aut2PPTYlcuaOGi19pCrrD3ntXE3qMDGGnTeS0php1iKkTAT+ZdRAYep3CgupoAejmUsVCMCkG3U6EUwb5UNtTStJRSqMepEMwOTdRSsqR9Dx/dtpbrdm6kOZXLZTf0CJsWXMwv53+Ap2e/h2xkaKpi0K/c0ZdmIGv5AdpSc2mB8oKix5XsugZ+VbPXjMg7J2gQdU0M8bnfHrjG2d94fEh1tuXKTQRdJp54nWcg62KCnrxuhrpwCusMW5aVcw+dpwsiOEV4wYrqoOptf9ZialOCzv6sP4Yp9fEhfc+LuYCCdSM/WLPbN36eK+yFfd3Ux7SQjIteoCCuEpIZc+hYG+P0Z3KfVzBQXY3kSKUoY6EYMfktMi0bDnSniPamnV7MujbkC1iOSia2k4XpPe3ctG0dN29/eoiy6+Zpi/ivxZfzh4WXYo1rKmkkg66Pw71phHAlp8t8BpV+RIkKZMULXTsS0EkSEr54+dyqpcYtW2Ij/TqL/7+9Mw+O47rv/Oc3J24SFE/zkECJ4gGKug9aF0GtFMlSREL2uux11nI2KTt3shVnI2eTTW2c3ViVVBTblXLZUbxrV3zEKwuUfEmWRFAWdVISKQngIVIkRYIXeODGYK5++0cf093Tc+AegO9TRQLTPdPzMGi833u/4/uzW5XagVowFxRm7UNhQcVigX7/LsI/zh37uz1xhzrLCLmL2IZTGRbWewsDy3EBPb7ziGkofK6wwZRB3MomCyqIKxd711BsrO5A9WgK/MpFGwvNqPEHr7t6hrkwlMp1NMNS8LScxpkxBKlLpXlON43Dfdy//yU+3rE9T9n14CXL+fH6zTy97k5ONiw0xepCQriMrCL7R06UcD25sTN4SkmgqAB3XzlUF1mdQ/79sLA+bho7K7c/kzWc+EGXFZQGnHanbpmQWDjkaXTk7wlx2989T1dfEj91sRChUKjgOEcjteFfiZfjAhpKmRlpQRQriCuXcncNfgn0iUQbC82o8O8izg0kHddFIX9sBc/5oyKeTvJrh3fx8Y4XuPXw20RcMZUztY08te5OtjVvZu/CJk+0WawVqSphK+zire6BkeLuJMsquJ9Tji+8WPvWYjR/ZI5jCDYs88qJBE3CiXSW2njY7POcNfDr9dm7xd5ExmlVagsVLqwr3kf9b1s38Ic/eJuhVNbJYKqNhfn6p68rOkmOR2qjHBdQbSwn6+6nWEFcuZS7aygnC3GsaGOhGRWPPrOfnuG0JaMd8q5UXauu6WKihxAystx8vIOPd7zAvQdeoS494pwbjFbzzJUbaVu/mVdXXIURCs7hyhjKybgp1gnGP5EVwr87CCqICzIoMLY2rW4j5s9q++avDjvuIyf9tCpCfSyMUpBOKecdg7rPuUXvxKqDWDQn9zx/gHbTmoV8/dPXjdrVUixTqJTURpAL6NzgCEPJrONWu2vNAp5+97THFQZQFzc/h0IFcaOh1K6h3CzEsaKNhWZUHD43ZGWw5LbWNpXgNpqQISjF2rNHaO3Yzpa9L7JoqMc5lQmF2b3mRr676k5+eflNJMvsLFcOo00jDcIuyPP/LqKWcYdczCLIyARx5NyQxxC4A7TvnehhMOmVPe9NZOhNZKiKhrz9r21fmYuVRbrBTaSrZTyZQn4X0PmhJN0DKRbUxZxJ+URvggc3LPZUTz9wlalEGw3LpASc/RTKQhxLQD2ISTMWIrIc+C6wCPM2+ZZS6qsiMg/4d8wmSkeBTyqlesR0AH4V+BgwDHxOKfW2da2Hgb+0Lv23SqnvTNa4NV7821pDKZRSZEaR2z+VjGXlbLOk/yxb9u7goY7tXHn+uOfcniVX8sT6u/jZmtvoqZlT4AqFGUlnc1XCBSZnd+/k0VBO6qwRcLImmkvVDYuiPxnspnLXkvQmMnScyBnPRLrwrsHf/9pfFOi/dSLhEEvq454GTEE9IcbCeDKF/C6goWSWBXUxJzhvT8qn+1NOdbhNUM/tyYopFNo9ucUMx+OamsydRQb4U6XU2yJSD7wlIs8BnwNeUEp9RUQeAR4B/hy4D1hl/bsZ+AZws2Vc/hq4AfNWe0tEnlZK9eS9o2ZCCdrWZrMK95RSCbsJN6PVZWoYGeS+Ay/zUMd2bu7q9Jw70rjEqqjexLHGJQWuUB72RCmY47N99Xa1scCoeycXw++OywZM0v7MmoZUhv5k1pmoC2VuDbmE9+xahaDPPBTkwHcRj3hF7/oSaYaTGUcbbDCZ4fGXDnt6QowG/0LHX3VdaNIs5Pe3n3vbo9sDJ+Wg9rdjDTiPJfYQtHs6P5RkYCRT1JXofr/ogsuuKnT9STMWSqlTwCnr+wER2QcsBbYAm6ynfQfYgWkstgDfVebd95qIzBWRJdZzn7OFDS2Dcy/wg8kau8YkaFsbCcuYsjmmCjs2UCyYG8ukaTm8i9aOdjZ/sIuYkZsUz1c38PS6O2lrbqFjySoUMuEhmKivQU3WyJpuIlfv5BTl75ACCwMDgjfulNk51ZG8Vfbftm7wTCCXPfKzwPdzpzNXRcKmFHmJ8flToOtiIZbPq/UEl/uGUwynvS6t/mSWv9z2HjsfGZ0IdtBCx191Xe7r/JPrZBe/lRt78BsUu9Lc/Xu9MJSmOhrySPzX+1yJO/Z3O0kDEo7ECgxramIWInIZZivW14FFliEBOI3ppgLTkLj3/l3WsULH/e/xeeDzACtWrJi4wc8SxrJSCdrWZiq88MHuNudHlMH1J/bxUMd2Hti/kwaXsmsiEuOXq26hrbmFnZdd6yi7luoPMRYU5irfvao/fHaQkUyWK13H3jvRV/Y1g0T8iiHA5tULON2fKrrKLrZLswO7NbFQQWNhZwHZt4wAcUdTSnF2MOkJLjd96WfO+9ooBSf6RhgtY/Xfl/O6yS5+K2cMhYyhf/d0pj/BUCrrSOpksqaQ4en+pLMYiIagnES5STcWIlIH/Bj4E6VUvzs3WSmlRGRC/hyVUt8CvgVwww03VPaMNsWMNUsiaAVV4bYib3yXnztOa+d2WvfuYKlP2fXlS6+hrbmFX666haF4/qpwsn5W/3XrqyJkhpVn8hkNI5lsXvA4L2OKXFFexjB4Yf/Zgv51e0ExrzrK+eE0fsKCcx/1JDLMiYcZcKWy1sfC9KdMKXD3MKLhEILZg8MQZTa7clHIMI3F1VnIfx/kKhrt6ya7+K2cMRRqQeyuSQFTLsZQGbJKeeTi3ZSbUT2pxkJEopiG4ntKqSetw2dEZIlS6pTlZuq2jp8Alrtevsw6doKc28o+vmMyxz3bKHeV9bXn3+fxnUccn/VdaxZwwpedMhNYMHiBB/e+SGtne56ya8eiy3myeTM/WXsHZ+sap2mE5LUJ/f1NKzwrwsNnh8ra1NgxEMCJiURC5u7FbZTcfbT96qsQvKAopNdkKOg42e/svJJZ5XSRAzOtdDCVRfl2JqmsAVm7cxsoZXgCr/GwmIWcvh+8Jjp6WcmxuorKfd1kFr8VGoMyDEcrzLB+ubFIyGm2dG4gxVCyz/OZprNGUamY0TCZ2VAC/CuwTyn1j65TTwMPA1+xvj7lOv4HIvJDzAB3n2VQngX+t4jYf9n3AF+arHHPRgqtVDpO9Dg3XwjlWWH0j2TYtucUS+fE+eBCfsVspVGbHObXDr7KQwHKrl0NC3myuYWnmjfxwSXLi1xl6nBLewTpK13+pZ8VlBoPh4TaWJg51VHSWcOjr1RfFaGxJubEAk72jQCmsJ2NX30VghcUacOU+VZ4DY9yXQdMPSm38Ts3mDKD+JHg+JHC1LpKpA1P4DUeCZHKeivXQwK/c+fo3TtjdRVNtospyB38bldvyUVad7/Z3tV/SyQzhiONg4KBkQy7j/eQNRTnBpNjLsQMYjJ3FrcC/xl4T0T2WMf+AtNI/EhEfgv4EPikde7nmGmzhzBTZ38TzI59IvJlYJf1vL/RXfxGR9BKpatnmIGkQTSsiIQgGZD4oiBQWqFSiGQz3HZ0N62d7dxz8DWPsmtvVR0/XXM7bc0tvLV07ZhyfCezxrBUP4NYJEQi4A+9Ohpi35fvA8y4QTwSYsB1Ph4JMZjMOLGArz3/Pl/dfqio+ioELyhSVlZS3E4acLmN3LLlIfEavw/PDxEJS64WB5fcufXVSrj1GKcFDVU0pLMeZeIgeZFyGKuraDJdTEHqB7/7b28yklHO52Mv0ubVRDg/XFpsE/KlcWwDUawfyViYzGyonRROBMxLbbCyoH6/wLW+DXx74kY3uynHndRnpUVO9A016SjFNafeZ2tnOw/ue5F5idxUmQxHef6Km2hr3syLK68jHS7dhL7oW413rAVY3lhd8jmRAmmn7uP18QgHuwcdNdOMYQrcrVqYC5TbE637fgiagIv1YS6YAuv6gNzGb/Vf/iIn/03+52gHzv0qstXRMKmMkRdLGStjdRVNVrrro8/sNzXUlL27MgLvMQVlG4qpRFdwzzLslaSpgGn6Op9+9zQPbljsyX754OxQ6YtVEJf2nGRr5w5afcquBsLrK9bTtq6FX6y5lYF4bZGrmLiF90IUVeCYUARoqI7wH69fVrJIqpCf2X28UD+GgUQq7/qlJuAv3LGSLz7xDid6E04/BmXFQJwAuhsrVdfUZvJOI02X1HDo7BDi60HhDrIHtVpNpLPUxSMlP5vJ1D8aK4WSSD7R1curhy9wvGeYEz0Jz888w5Zp2ljMNh7feYSsofImwGc6z3DN8sYZdYPOs5RdH+po59pTBzzn9s+/lG3NLTy17k5ONSwY1XVjkVxntJTl8w36XOz6hWKfWZDia1A1sx1n2Lx6QV7XtaDMtEJ9r4fTOT2is4PJPIG7hliYUwNJ4rHIqPWBBPOHsBv1OD9/wGcQs3ukB7i0HrlvLV984h0GkxnP7sE0QMpxXYl4A/22CmwqaxQc+2TrH5WLf/feUBUhq5QnOykWEf7phYMVn0FYLtpYzDIKVd0m0ga7j/U4vtJKpSo9wt0HX2drZzt3HN1N1KXserpuHtvWbWJbcwv7FzYVuUpxkn4Z1AJEQ/m+ej/xaMhZiecFE12TxNrFZme5n3ecYV5tlDnVXqkIf2ZakDyHjT1JDiazRMMhT83Gwe4BoqGQJxZw/MIQv/XdNwEKuqG++avDNFRHWTwn5yLbf6qPtMr5km2DGBLIGIWvtWnNQv7hE1c7fv/aWJiTvQlSVgOjcEhorI5x+xWXeLSUGuJh4rFI0ay9idY/+vQ3X+HVIzkxiI1NjWy8fH6e2+7IuUGnC56f/pEM/SMZBG920tDwzMgeLBdtLC4iklbee9aYuAyJiSBkZNl47D1aO9u578DL1LqUXQdiNfx89a1sa27h9eXNBZVdJwOzWt0IrECuiYZYMa+Gxtq449p78+h50kZwXYCIOcFlDcWFwRT9iUzBrmtgNhkqZC7sa82rjXJhKE1tPOLJ3Fk2N9cQ53RfwtN9bmAkw2PPHwTwTPJBAW47nOX2coUE5tVEefOv7in4ublRQGNtnI9dtcSTGrxx5Ty++9qHzuebyhqc6MuwYp5XRNFfXzCa+olS7iq/oQCzu537WP9Ihn+0Pq9yfla7KLTSNNMmAm0sLiJ8ru3pRSmauw+bgWqfsms6FKZ95Q20Nbew/fIbJ1TZdTTYbU67eobpTWQIh8wAs2HVFqxdUs/p/pTzeT6wYQlte07lXWdRfW784ZCYOxtRBYPSYO5YgrKh3FxSG2dwJOMR3vvInCpHXRbg7GDK8xp7rN948QOPsQgKcDty5/Z/lttp2DeuQrITxaQ27n3sRXqH0073OWWYYzvZm6ChOqc44a9xKFSDUBsLe2IdG1fO4xs7DpGw2gx29STYc+wC3/iNG5wx+A2FG/dc73cvFhdsLP2cmYo2FpopZWlfN1v27mBrZ3uesuuupetoW9/Cz1ffSm91w4S+71iUO+x0UEOZq+lkxnB2A/FIiJ93nGFZY7UzIR7sHiAWoJ1V5SoqM6xdnV3dLNixEe9rauMRkulUXmEbwP7T/Y5PPJHOEgmHnNV573DKeb9q1/s6Ez7m9fyGKKi+wPO2rgdpl1tux/5uT3zi3GCSXUfPM78uXtTVduT8sCl17+oiF1FmNXGxGoegQHw0JAhw9MKwM4ZXD5/HTyKj+NMf7eGt/1HGrijIWkwhy+bEPWnrIWC6/QHaWMww/IE1O7hoH6tEGkYGuX//Tlo7t3NT117PuQ/mLaWtuYVt6zbRNXfxpI1htH/vIcmlg9oqo26pmg+6B0hnDY9A20g6S9ZVl5AxFBlD8eGFYaJhM73VnqPdu7ysgnOD3jjSqoX1HA0POu4qyKnT2oZhKKVMQ2NJgSsDElmDOVURx9A5+Nwifi9JUH3BsQvDKKXMVE/LtRIWbyrtV36xL2+HkDGgZyjl6a9djtRGSARBeTL1NjaZtbj2rqEuFmY4lSWZNo1tJqtIWSuBqNXrulhHwiD5kkrAdnWGBCKSX9803YYCtLGoaPzb+8UNMZ5655Sz1e23/M/+bJxKIJZJ0/LBLlo729l8eBexbM5vfrZmLj9ZewdPrt9Mx6LLK9LBu+XqnCT58sYajp4f9MQZ7JW5uweFvaGwJ9OQnV6EOdEHBUdt+hPexIQv3LGSP3viHbKG2T8ka5jXi1puMLNntdlTxL06V4bi7FCanV8yDd3tj27neE8i7+ZYFlDr4a8vuPexFzl0dshcudu1EUrRdEnOLRS0Q5Aseburc4NJhlO5TK6F9XG6ehKkSvRnN2MIu/KO28bXFCU0fxfuMRTLh7bHUIwgN9JkupbcPUNSlfSH7EIbiwolKEXwtcPng9LdPV+nE1EGNx3vZGtnOx878DJzXMquQ9Eqnl11C9uaW3j5smvITmGguhRVEUgb4rg1HtywmMc+dZ1zfuPKebxx9ILVIdBc1TsupCITlFtbqSpiqa0WSIlNBxgShfkm4uqRumRuNfVVZoC340Rfyd/7l7es5/e+/zbDrl1nTSzMl7esL/HK/BTYcEioCZnxEHvCNQyFwtsMy1aatd1J5waTnOlPEg2LJQeSJJsNLkgrl3RWkcmqMa0zzvSPcG4wWRGunZmENhYVgn8X0TucylOVrASDEMSqsx/SuredrZ07+MjAOed4RkK81HQtbc0tPHfFLSRiVUWuMj0I0DS/vmgf5lcPX2BBXcyjwZSxNIxsGW73qtM+5n4PESm64vX/br/5q8PMqY6yxEpltVuunh1IOsYiasVH3GMwFKxa4C1MjEi+myOIoOwhdwpsXTzC2cEkaUM5CxgDf6Gg+bWhKuIE3m3Ru3RWOa6jCbmXfZ97uUKXtqvKtsGa8tDGogII2kUcOTdk/iFYfxAZo7LiEQsHzvPgPlPZtbn7iOfcniWr2LauhZ+uvZ1ztdOn7FoITwW3wNnB/LoT98R5diDJ4oY4C/w9KNJZT8OimpoIfYkM6axRUPHVPQYbRb6yqj9FdH5dnJN9CUYyWZRSJNJZGiwhwWTaIJM1iIRCNNZE+fN71zive/SZ/QynDacplLKymR59Zn9eI53fsXSKwMwe2n3sAvetX0znyT4nHhYNiSNZEZRSbNM/kuHyBbWsiIbpONmf+7kncIIeq1uoWN2MpjDaWFQAQYVGzh9hBaXi1SWHuff9V9jSuYNbP3wH917n2JxFtDVvZlvzJo7My+tNNWWEQ1I0NgDe7KSMYeT1VfAb73MDSbp6EkT6zJV0LBwiGhYyRshJr7XbgtZXRczJ2zCloe2KZFua254r3SMMUlb1p4g2VEdJZrIMp8z3WdZYw189gE6kAAATnUlEQVTdvw7IF717t6uXP/rhboZSWbKGGRQ3rMppEXMMh7oHPamm73X1OIbCZiSjaNtzimhYLLHJXNxFKH1PBulM5V5c/LWaykMbi2kiaOVaiUSyGe448jatne3cffB1qrK5vP2eqnp+svYOtq3bxNtL10x5oNpeKdtfo2FhxbwaqqNh9p7qL7jqNQyv6ygW9o7b31gGrP4QWUUsYu4kRjLk6W3ZrVLtSbK7f4Qzrmp5u6jtlssa6Tw1UFTYLyiVNWMols6tZsAlEewPSvu1wWyDpXyLjqxSHnnwwVTh1XbWUPjsyJjn+kpY9Mw2vEq+XqJhISxY7krva+zddXUsTDqTLdkESRuLacAvVZw14NiFBIoEYGfRTCNKce3JA2zd286v7/uVR9l1JBwzlV3Xt/CrpvEruxajmJsDzBTVjGG6X7JKMb8u5kzUVZFQXvEYmBOoXZlt9n+I0jTfWxB3sHuAvuE0IUvNNWldx4xR4HQlO92f8qit2im2NoPJDGHrZ4iExek3gYRKCvttWrOQT7j6HMTC5o7JdgGd7E3QeaKX3759pSNUt7yxhneO94IyM7P8E7wfd9pvMWx36GgtxGhaw17suGNK0RAkR+F1thchjdVRFtbHPaoCdo2Ke/e5ceU8TzW9+zk/zmZShd5HG4spwB847OoZNv/owU5y8TBdwmNNF06wtXMHW/e2c2nv6dx4EF65dAPbmlt45sqPMhjQgnQykGJNoIFrVzQ6N/zB7gEyWYPOk31FP7+MAZe6XEdBjW1SGQMEpx+DTUhgzWKzWFApxcHuAY8rpz4e4WRvgt5E2hlDWMzsI1u/SSkVWG8QJCv//L5uM0CsIOH7oQwF/cksjz1/kHgk5Gh+jcYf7077LYZy/tNMNALUxcMsbPDek9evmOPRzbprzQJ2HjrvLDBDYlb/L6yPM78u7rzukfvWBmpk+Y/9Ud4zzOfIF46+V2is2lhMMEHSB4+/dJhB64/+ZG+iolQo5w/18MC+l2jtbOfq014NnM6FTbQ1t/CTtXdwpn7+pI3Bv4MIi7kSN1ThdHnB20Phtq+8QFfvSIFnewnqUucmGhaGUipQRtvm/FCSnqEUrx857/xeJWC8WQWJVNapuq6vMtVg3UYmqH4mSDYkCDv+EQmHRu3iKZTGqykfOyXadleKa4cwpzpCOBSiZzjtpB6vWlDDyb6kxwW5Ydncspot2XNLsR3CZCrvamMxgQRlNfkliivBUFSnRrj70Gu0drZz+5HdRFwlryfr57OteRPb1m3i/QWXTfpYBLi56ZJcC1CliEXMAHRIIF2gaMv/MV4YSjvXCzrvplSXuoX1VfQMpR3Xi+2BiVgS24l0lu6BpKftabHfqwFErfqMM/1J+kcyHD0/nLcbGKvCRLkqupryqY2FPWnSQW6hEGbsJxwS6iJhqqJhGqqjnh2CWw+rGOU+p5wdwmShjcUEUjSraZoJG1k++uE7bO1s5973X/Uou/bHa/jpmtt5at0m3ljejJLiPuwJHZfgpGbamTtJV4FXuSSzBtGQuZIfbxBVKWXGKyRXuZzMGqSyypMGOhrsWIdSBsOprGOA3ArAFXKrXFS4e5aY9TDmscU+V+XSOXHe+LDX2SHcdOlckFDR2EAlNGWaSLSxmECC5JOnFaVYf+YDWjvNQPVCn7LrC5ffxLbmTbRffiPJSKzIhSaPjDKLqfyZO6VSM+tiIY8rJ25pM5VaY0dD5HViAzyuQ39TIWMCLL4d67CDvpVUeT9bWbOo1uPyuWvNAk/2mi2T7q5Qr4tH+Owtl47ZvTObjIMfbSwmkOWNNew/3UdfIuP4LaeDZb2n2bLXLJi74kKX59wby9bR1ryZn6++lb7q+kkfS9TKAiomchgJ2TuZ3HNKTaKGwtPMKZ01ypJuUOBJGf3iE+/kCtusa2WV8jQVmoisHjtmoSlOJGQmIdiEBYLi7/bOzJZnAZzmREGSLYUoFC+YSvfOTEH80sizgRtuuEG9+eabU/Je7iwW08c+PZ/n3EQ/9+/fydbOdm48sc9z7tC8ZTy5fjNPrdvEiTlTt/IRYP3SOUDxCbec9qXu1EKzyMzbHrVcv30kJMQjIccfncwYZAJ2DrahrxQ34mxkY1Ojx5Xj7oNRLDMoqC5FMzGIyFtKqRuCzumdxTj42vPve7poTbUgRzyd5K4PdrG1s51Nh98iZuSKtbpr5/KU1YK0c+HKCS+Yc0/e9oTqn/TLnWeD1it2LwZb78ctV+GojIpLxK9MMoYim846EiqF1kraSIwPf1mGXW/i3g0ErfzLzQzSTD3aWIyDr28vr93iRCLK4ObjHbR2mMqu9alczv5QtIpnVn+Ubes28fKlV09aC1J3pXQineXwuSFPJo97oth3qs/lZgomaF5OpLOeawa1qxxLIBzyq5k1wVxSE+H8cH5P90gIFOLEAV46dH7C/P5BGT+aykAbiwIEKXC+66qorY2FS5bHTySrzx6ltbOdLXt3sGQg1wUsIyFebLqOp5pbeO6Km6dE2bUqIp5ahYV1sYItKjOGqb80FtxzeVC7ytncwnKyKFSIHQ3Bv3z2xryJ+r/+8O2SsQB//r/2+89OdMwiAH+ryHBIEKWcfr5TxeL+c2zZt4OtnTtYe/ao59zuJVeyrbmFn665nfO1c8u6nqP4WbwwuiQhoK4q4hjNaEi4MJzWmT1TTCxk/k7dNQDxMCyaU+Px+5/tHyFjmOm/oy0E01xc6JjFKAlqFTkyRYHr+uQQ9x54mdbOdm451uFRdj06d4lTMHd0DMquVZGcW6pc7f8gDHLprol0lv5pCurPdjY2eQUH/amf5Vb6/tX968qSgNBoiqGNBfkup0Nnh8z+yVO0Vo5m02w6/BZbOtu5+9AbxLO5PsEXqht4eu0dbGtuYc+SK8cVqParrY6H6cr6mo3EQnD/hiUTlvGj/f6ayeCiNxY79nfzu//2puNi6upJTM0bK8X1J/bR2tnOA/tfYu7IoHMqEYnxy1W30Nbcws7LriUTHv+vSYC0YUxr/Ucl45ZsLtcM+tux3nTpXN78sCcvlhUNASITUvSl0UwXF6WxcNdGlGqUM9Fcfv44Wzp30Lp3B8v7zjjHsyK8suJq2ta38OyqjQxNsLKru6eBTgv14nf3/PZtTXznlSN5mUDudOG6WJivffq6vEm+XLE3HfzVzDQuugD3155/n8eePzilwdj5Qz38+r5f0drZzobThzznOheupK15E0+vvZPu+kumcFQXJ8vmxOlPZkft7imU8aPRzCZ0gNvF17cfmhJDUZNKcM/B12jt2M5tH+4h7DLKJxoWsG3dJtqaWzg0f8UUjObiIBYW0lnl6a/tDq1sbGrkB1/46JiureMAmoudWW8sbvu75+nqS5Z+4gQQNrLcdnQPWzvb+bX3X6Umk3vfvngtP1tzG23NLby5bN2UKrvOdOJhIema9dcsquVjV33EU/Oi00E1msllVhuLKTEUSrHh9EFH2XX+cE4DKRWO8MLlN9LWvJkdK28gFakgRdopRoClc+Ke38eaRbU8ct86Z4KvjYU51T/iiPpFQmazoL//xNWBk36Q+0gbB41mcpiVMYv4klVqycP/NKnvsaLnFFv37qC1s52mnpOec68tX09bcwu/WH0r/VV1Ba4wuwjj1caKhYWV82sZSmVHtcrXsQGNZvrQMYsJonG4j/v37+Shju1cd+qA59z7lyznyfV38fS6OzjZMDsmtxBwc1Ojp+nLgxsW0zS/btJcQDo2oNFUJjPGWIjIvcBXMRexjyulvjIV7xtPJ/kPh97goc7t3HHkbaJGbv18praRp9bdSdv6zexb0DThyq4TSUTMRkM28TBct6LRo+m0ZlEtjbXF+1PbaBeQRnNxMSOMhYiEgX8G7ga6gF0i8rRSau9kvF/IyHLLsfdo7WznvvdfoS6VK9QbjFXzzJUbebJ5M6+tuGrSlF1Hw5pFtew/M+R5XO6kr9FoNOUwI4wFcBNwSCl1GEBEfghsASbOWCjF2rNHaO0wlV0X+VqQvnTZtfx4/V08f8VNJKPxCXvbQtTFQixrrM4zAu6AsDYEGo1mqpgpxmIpcNz1uAu42f0EEfk88HmAcMOCsi/8kf5us6K6s50rzx/3nHv7I6t5cv1d/Gz1rfTUzBnr2KmLhRhM5TQgls2J88kbV+T5/cvVAtLGQaPRTDUzxViURCn1LeBbYGZDFXtuw8gg9x14mYc6tnNzV6fn3JHGJbQ1t7BtXQvHGpeUfN+NTV6//2gqhHVrSI1GM1OYKcbiBLDc9XiZdaxsYpk0LYd30drRzuYPdnlakNrKrm3NLbxjKbtubGrkmMsIjKf6V6PRaGY6M8VY7AJWiUgTppH4FPCfSr1IlMH1J/bx8fde4P4DO2lI5lqQUl0NDz4IDz/MvLvv5nORCJ+bpMFrNBrNTGdGGAulVEZE/gB4FjN19ttKqc5Cz7/qkjhvyk74/vfguCsOEQrB5s3w2c9CayvUXRwFcxqNRjNeZmUF9w0iyqM5e8018PDD8KlPweLF0zUsjUajqWguzgruFSvgM58xdxFr1kz3aDQajWZGMzuNxerVsG9fRVdUazQazUxidupk19VpQ6HRaDQTyOw0FhqNRqOZULSx0Gg0Gk1JtLHQaDQaTUm0sdBoNBpNSbSx0Gg0Gk1JtLHQaDQaTUm0sdBoNBpNSbSx0Gg0Gk1JZqU2lIicBT6c7nGUyXzg3HQPYozosU8PeuzTx0wefzljv1QpFdg9blYai5mEiLxZSLir0tFjnx702KePmTz+8Y5du6E0Go1GUxJtLDQajUZTEm0spp9vTfcAxoEe+/Sgxz59zOTxj2vsOmah0Wg0mpLonYVGo9FoSqKNhUaj0WhKoo3FFCIi3xaRbhHpcB2bJyLPichB62vjdI4xCBFZLiLtIrJXRDpF5I+t4xU/dgARqRKRN0TkHWv8/9M63iQir4vIIRH5dxGJTfdYgxCRsIjsFpGfWo9nxLgBROSoiLwnIntE5E3r2Ey5b+aKyBMisl9E9onIxpkwdhFZbX3e9r9+EfmT8Y5dG4up5f8C9/qOPQK8oJRaBbxgPa40MsCfKqXWAbcAvy8i65gZYwdIApuVUlcD1wD3isgtwKPAY0qpK4Ae4LemcYzF+GNgn+vxTBm3TYtS6hpXjv9MuW++CjyjlFoDXI35O6j4sSulDlif9zXA9cAw0MZ4x66U0v+m8B9wGdDhenwAWGJ9vwQ4MN1jLONneAq4e4aOvQZ4G7gZs5o1Yh3fCDw73eMLGO8y6w97M/BTQGbCuF3jPwrM9x2r+PsGmAMcwUoCmklj9433HuDliRi73llMP4uUUqes708Di6ZzMKUQkcuAa4HXmUFjt1w5e4Bu4DngA6BXKZWxntIFLJ2u8RXhn4D/BhjW40uYGeO2UcAvReQtEfm8dWwm3DdNwFng/1guwMdFpJaZMXY3nwJ+YH0/rrFrY1FBKNPkV2wus4jUAT8G/kQp1e8+V+ljV0pllbktXwbcBKyZ5iGVREQeALqVUm9N91jGwW1KqeuA+zDdl3e4T1bwfRMBrgO+oZS6FhjC57ap4LEDYMWyHgT+n//cWMaujcX0c0ZElgBYX7uneTyBiEgU01B8Tyn1pHV4RozdjVKqF2jHdN/MFZGIdWoZcGLaBhbMrcCDInIU+CGmK+qrVP64HZRSJ6yv3Zh+85uYGfdNF9CllHrdevwEpvGYCWO3uQ94Wyl1xno8rrFrYzH9PA08bH3/MGY8oKIQEQH+FdinlPpH16mKHzuAiCwQkbnW99WY8ZZ9mEbjE9bTKm78SqkvKaWWKaUuw3QnbFdKfYYKH7eNiNSKSL39Pab/vIMZcN8opU4Dx0VktXXoLmAvM2DsLj5NzgUF4xy7ruCeQkTkB8AmTKngM8BfA9uAHwErMGXVP6mUujBdYwxCRG4DXgLeI+c7/wvMuEVFjx1ARDYA3wHCmAukHyml/kZEVmKu2OcBu4HfUEolp2+khRGRTcAXlVIPzJRxW+Nssx5GgO8rpf6XiFzCzLhvrgEeB2LAYeA3se4fKn/stcAxYKVSqs86Nq7PXRsLjUaj0ZREu6E0Go1GUxJtLDQajUZTEm0sNBqNRlMSbSw0Go1GUxJtLDQajUZTEm0sNJpRYqmR/t50j0OjmUq0sdBoRs9cYFKNhatCW6OpCLSx0GhGz1eAy61eAX8vIn8mIrtE5F1Xr4zLrB4I/2L10PilVT2OiOwQkRus7+dbch6IyOdE5GkR2Q68YFVAf9vqxbFbRLZM08+r0WhjodGMgUeADyxhwueAVZiaR9cA17vE8lYB/6yUagZ6gY+Xce3rgE8ope4E/jumxMdNQAvw91ZlrkYz5eitrkYzPu6x/u22HtdhGoljwBGl1B7r+FuYvUxK8ZxLguEeTCHBL1qPqzClGvYFvlKjmUS0sdBoxocAf6eU+qbnoNn3w63XlAWqre8z5Hb1Vb7rDfmu/XGl1IGJGqxGM1a0G0qjGT0DQL31/bPAf7F6fSAiS0VkYYnXH8Vsdwk59dggngX+0FL9RUSuHfOINZpxoo2FRjNKlFLngZdFpANT7vz7wKsi8h5m34P6Yq8H/gH4XRHZjalAXIgvA1HgXRHptB5rNNOCVp3VaDQaTUn0zkKj0Wg0JdHGQqPRaDQl0cZCo9FoNCXRxkKj0Wg0JdHGQqPRaDQl0cZCo9FoNCXRxkKj0Wg0Jfn/FayRZJ+FuxEAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UEYYgNzz8wdE"
      },
      "source": [
        "Now, let's combine tenure and MonthlyCharges"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qjy1TWE9DQEL",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "8e1637d8-698a-493c-af8b-23a4ad1feab1"
      },
      "source": [
        "churn_no_df['tenure_charges']=churn_no_df['tenure']*churn_no_df['MonthlyCharges']"
      ],
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  \"\"\"Entry point for launching an IPython kernel.\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NbgE2TFMnoPE",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 202
        },
        "outputId": "11c5113b-4326-4d14-c24b-fca24d0b754a"
      },
      "source": [
        "churn_no_df.head()"
      ],
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>customerID</th>\n",
              "      <th>SeniorCitizen</th>\n",
              "      <th>tenure</th>\n",
              "      <th>ServiceCount</th>\n",
              "      <th>Contract</th>\n",
              "      <th>PaperlessBilling</th>\n",
              "      <th>MonthlyCharges</th>\n",
              "      <th>TotalCharges</th>\n",
              "      <th>Churn</th>\n",
              "      <th>tenure_charges</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>7590-VHVEG</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>29.85</td>\n",
              "      <td>29.85</td>\n",
              "      <td>No</td>\n",
              "      <td>29.85</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>5575-GNVDE</td>\n",
              "      <td>0</td>\n",
              "      <td>34</td>\n",
              "      <td>4</td>\n",
              "      <td>One year</td>\n",
              "      <td>No</td>\n",
              "      <td>56.95</td>\n",
              "      <td>1889.50</td>\n",
              "      <td>No</td>\n",
              "      <td>1936.30</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>7795-CFOCW</td>\n",
              "      <td>0</td>\n",
              "      <td>45</td>\n",
              "      <td>4</td>\n",
              "      <td>One year</td>\n",
              "      <td>No</td>\n",
              "      <td>42.30</td>\n",
              "      <td>1840.75</td>\n",
              "      <td>No</td>\n",
              "      <td>1903.50</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>1452-KIOVK</td>\n",
              "      <td>0</td>\n",
              "      <td>22</td>\n",
              "      <td>5</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>89.10</td>\n",
              "      <td>1949.40</td>\n",
              "      <td>No</td>\n",
              "      <td>1960.20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>6713-OKOMC</td>\n",
              "      <td>0</td>\n",
              "      <td>10</td>\n",
              "      <td>2</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>No</td>\n",
              "      <td>29.75</td>\n",
              "      <td>301.90</td>\n",
              "      <td>No</td>\n",
              "      <td>297.50</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   customerID  SeniorCitizen  tenure  ...  TotalCharges Churn tenure_charges\n",
              "0  7590-VHVEG              0       1  ...         29.85    No          29.85\n",
              "1  5575-GNVDE              0      34  ...       1889.50    No        1936.30\n",
              "3  7795-CFOCW              0      45  ...       1840.75    No        1903.50\n",
              "6  1452-KIOVK              0      22  ...       1949.40    No        1960.20\n",
              "7  6713-OKOMC              0      10  ...        301.90    No         297.50\n",
              "\n",
              "[5 rows x 10 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bMBCax1unn9G",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 110
        },
        "outputId": "78024959-018c-40b7-b07e-d7144f33089f"
      },
      "source": [
        "churn_no_df[churn_no_df['Churn']=='No'][['TotalCharges','tenure_charges']].corr()"
      ],
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>TotalCharges</th>\n",
              "      <th>tenure_charges</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>TotalCharges</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.999535</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>tenure_charges</th>\n",
              "      <td>0.999535</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                TotalCharges  tenure_charges\n",
              "TotalCharges        1.000000        0.999535\n",
              "tenure_charges      0.999535        1.000000"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Owhhs_RDoOoh",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 401
        },
        "outputId": "a23e0b3f-7a56-4940-c7d0-b8e67f198234"
      },
      "source": [
        "sns.lmplot(x='tenure_charges',y='TotalCharges',data=churn_no_df) "
      ],
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x7fefa0cf0b90>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 45
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Y8SlM4kGoO0e"
      },
      "source": [
        "slope, intercept, r_value, p_value, std_err=stats.linregress(churn_no_df['tenure_charges'],churn_no_df['TotalCharges'])"
      ],
      "execution_count": 46,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ioYMGjAcoOwz",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0b0bcaba-86ff-4b64-8b95-c2f2c5a828a3"
      },
      "source": [
        "print (\"slope     : \" ,slope)\n",
        "print (\"intercept  : \" ,intercept)\n",
        "print (\"r_value :  \" ,r_value)\n",
        "print (\"p_value :  \", p_value)\n",
        "print (\"std_err :  \",std_err)\n",
        "print(\"R-squared: \",  r_value**2)"
      ],
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "slope     :  1.0001720821518205\n",
            "intercept  :  -0.3010983695039613\n",
            "r_value :   0.9995350350972924\n",
            "p_value :   0.0\n",
            "std_err :   0.00042536192429779864\n",
            "R-squared:  0.9990702863869455\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MzHWDuuCoOcX",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "outputId": "befbfc32-2047-4d64-c930-69c211fb9dc0"
      },
      "source": [
        "ax=sns.regplot(x='tenure_charges', y='TotalCharges', data=churn_no_df, line_kws={'color':'red','label':'y={0:.3f}x+{1:.3f}'.format(slope,intercept)})\n",
        "ax.legend(loc=\"best\")"
      ],
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7fefa0c6ec50>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 48
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bczW_A66KIYr"
      },
      "source": [
        "def fillna(tenure, monthlycharge):\n",
        "  if tenure == 0 :\n",
        "    totcharges = monthlycharge\n",
        "  else :\n",
        "    totcharges = tenure * monthlycharge\n",
        "    totcharges = intercept+(totcharges*slope)\n",
        "  return round(totcharges,2)"
      ],
      "execution_count": 49,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qKi6ZiEizbPx"
      },
      "source": [
        "churn_df['TotChargeNew'] = churn_df.apply(lambda x: x['TotalCharges'] if not pd.isna(x['TotalCharges']) else fillna(x['tenure'],x['MonthlyCharges']), axis=1)"
      ],
      "execution_count": 51,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-eNT-6O1v2Ce",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 877
        },
        "outputId": "04e3acaf-444d-4318-cd5e-e2808b725a2c"
      },
      "source": [
        "churn_df[churn_df.isna().any(axis=1)]"
      ],
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\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>customerID</th>\n",
              "      <th>SeniorCitizen</th>\n",
              "      <th>tenure</th>\n",
              "      <th>ServiceCount</th>\n",
              "      <th>Contract</th>\n",
              "      <th>PaperlessBilling</th>\n",
              "      <th>MonthlyCharges</th>\n",
              "      <th>TotalCharges</th>\n",
              "      <th>Churn</th>\n",
              "      <th>TotChargeNew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>431</th>\n",
              "      <td>7781-HVGMK</td>\n",
              "      <td>0</td>\n",
              "      <td>72</td>\n",
              "      <td>7</td>\n",
              "      <td>Two year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>65.20</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>4694.91</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>488</th>\n",
              "      <td>4472-LVYGI</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>Two year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>52.55</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>52.55</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>753</th>\n",
              "      <td>3115-CZMZD</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>20.25</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>20.25</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>936</th>\n",
              "      <td>5709-LVOEQ</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>80.85</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>80.85</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1082</th>\n",
              "      <td>4367-NUYAO</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>8</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>25.75</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>25.75</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1261</th>\n",
              "      <td>4741-WWJQZ</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>80.15</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>160.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1287</th>\n",
              "      <td>8800-ZKRFW</td>\n",
              "      <td>0</td>\n",
              "      <td>30</td>\n",
              "      <td>8</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>107.50</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>3225.25</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1340</th>\n",
              "      <td>1371-DWPAZ</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>56.05</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>56.05</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1487</th>\n",
              "      <td>5035-PGZXH</td>\n",
              "      <td>0</td>\n",
              "      <td>56</td>\n",
              "      <td>7</td>\n",
              "      <td>One year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>106.80</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>5981.53</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1846</th>\n",
              "      <td>7369-TRPFD</td>\n",
              "      <td>0</td>\n",
              "      <td>19</td>\n",
              "      <td>7</td>\n",
              "      <td>One year</td>\n",
              "      <td>No</td>\n",
              "      <td>18.80</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>356.96</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1908</th>\n",
              "      <td>8232-UTFOZ</td>\n",
              "      <td>0</td>\n",
              "      <td>69</td>\n",
              "      <td>7</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>19.95</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>1376.49</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2073</th>\n",
              "      <td>3061-BCKYI</td>\n",
              "      <td>0</td>\n",
              "      <td>14</td>\n",
              "      <td>7</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>No</td>\n",
              "      <td>19.90</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>278.35</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2151</th>\n",
              "      <td>2560-WBWXF</td>\n",
              "      <td>0</td>\n",
              "      <td>68</td>\n",
              "      <td>8</td>\n",
              "      <td>Two year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>24.15</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>1642.18</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2243</th>\n",
              "      <td>1013-QCWAM</td>\n",
              "      <td>1</td>\n",
              "      <td>66</td>\n",
              "      <td>6</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>100.80</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>6653.64</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2321</th>\n",
              "      <td>9776-OJUZI</td>\n",
              "      <td>1</td>\n",
              "      <td>65</td>\n",
              "      <td>6</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>95.45</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>6205.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2441</th>\n",
              "      <td>9050-IKDZA</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>No</td>\n",
              "      <td>81.50</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>162.73</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2477</th>\n",
              "      <td>1212-GLHMD</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>86.05</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>257.89</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3331</th>\n",
              "      <td>7644-OMVMY</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>19.85</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>19.85</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3826</th>\n",
              "      <td>3213-VVOLG</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>8</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>25.35</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>25.35</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3865</th>\n",
              "      <td>5701-SVCWR</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>8</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>No</td>\n",
              "      <td>24.00</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>23.70</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4380</th>\n",
              "      <td>2520-SGTTA</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>20.00</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>20.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5218</th>\n",
              "      <td>2923-ARZLG</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>One year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>19.70</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>19.70</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5742</th>\n",
              "      <td>5135-GRQJV</td>\n",
              "      <td>1</td>\n",
              "      <td>72</td>\n",
              "      <td>9</td>\n",
              "      <td>Two year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>114.50</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>8245.12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5830</th>\n",
              "      <td>6754-WKSHP</td>\n",
              "      <td>0</td>\n",
              "      <td>30</td>\n",
              "      <td>8</td>\n",
              "      <td>One year</td>\n",
              "      <td>No</td>\n",
              "      <td>25.35</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>760.33</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6670</th>\n",
              "      <td>4075-WKNIU</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>73.35</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>73.35</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6754</th>\n",
              "      <td>2775-SEFEE</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>Two year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>61.90</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>61.90</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6985</th>\n",
              "      <td>6967-PEJLL</td>\n",
              "      <td>0</td>\n",
              "      <td>37</td>\n",
              "      <td>4</td>\n",
              "      <td>One year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>40.20</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>1487.35</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      customerID  SeniorCitizen  tenure  ...  TotalCharges Churn TotChargeNew\n",
              "431   7781-HVGMK              0      72  ...           NaN    No      4694.91\n",
              "488   4472-LVYGI              0       0  ...           NaN    No        52.55\n",
              "753   3115-CZMZD              0       0  ...           NaN    No        20.25\n",
              "936   5709-LVOEQ              0       0  ...           NaN    No        80.85\n",
              "1082  4367-NUYAO              0       0  ...           NaN    No        25.75\n",
              "1261  4741-WWJQZ              0       2  ...           NaN    No       160.03\n",
              "1287  8800-ZKRFW              0      30  ...           NaN    No      3225.25\n",
              "1340  1371-DWPAZ              0       0  ...           NaN    No        56.05\n",
              "1487  5035-PGZXH              0      56  ...           NaN    No      5981.53\n",
              "1846  7369-TRPFD              0      19  ...           NaN    No       356.96\n",
              "1908  8232-UTFOZ              0      69  ...           NaN    No      1376.49\n",
              "2073  3061-BCKYI              0      14  ...           NaN    No       278.35\n",
              "2151  2560-WBWXF              0      68  ...           NaN    No      1642.18\n",
              "2243  1013-QCWAM              1      66  ...           NaN    No      6653.64\n",
              "2321  9776-OJUZI              1      65  ...           NaN    No      6205.02\n",
              "2441  9050-IKDZA              1       2  ...           NaN    No       162.73\n",
              "2477  1212-GLHMD              0       3  ...           NaN    No       257.89\n",
              "3331  7644-OMVMY              0       0  ...           NaN    No        19.85\n",
              "3826  3213-VVOLG              0       0  ...           NaN    No        25.35\n",
              "3865  5701-SVCWR              0       1  ...           NaN    No        23.70\n",
              "4380  2520-SGTTA              0       0  ...           NaN    No        20.00\n",
              "5218  2923-ARZLG              0       0  ...           NaN    No        19.70\n",
              "5742  5135-GRQJV              1      72  ...           NaN    No      8245.12\n",
              "5830  6754-WKSHP              0      30  ...           NaN    No       760.33\n",
              "6670  4075-WKNIU              0       0  ...           NaN    No        73.35\n",
              "6754  2775-SEFEE              0       0  ...           NaN    No        61.90\n",
              "6985  6967-PEJLL              0      37  ...           NaN    No      1487.35\n",
              "\n",
              "[27 rows x 10 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 52
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "K3a8mZZTTXy4"
      },
      "source": [
        "churn_actual_df = pd.read_csv('https://raw.githubusercontent.com/gulabpatel/Statistics/master/Dataset/churn_data_actual.csv')"
      ],
      "execution_count": 55,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9ahndhAH1Aai"
      },
      "source": [
        "churn_merged=pd.merge(churn_df, churn_actual_df)"
      ],
      "execution_count": 56,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JVSdeGjt15ky",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "31a51892-c70d-4822-a240-44885b2a4086"
      },
      "source": [
        "churn_merged[churn_merged.isna().any(axis=1)]"
      ],
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>customerID</th>\n",
              "      <th>SeniorCitizen</th>\n",
              "      <th>tenure</th>\n",
              "      <th>ServiceCount</th>\n",
              "      <th>Contract</th>\n",
              "      <th>PaperlessBilling</th>\n",
              "      <th>MonthlyCharges</th>\n",
              "      <th>TotalCharges</th>\n",
              "      <th>Churn</th>\n",
              "      <th>TotChargeNew</th>\n",
              "      <th>TotChargesAct</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>431</th>\n",
              "      <td>7781-HVGMK</td>\n",
              "      <td>0</td>\n",
              "      <td>72</td>\n",
              "      <td>7</td>\n",
              "      <td>Two year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>65.20</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>4694.91</td>\n",
              "      <td>4784.45</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>488</th>\n",
              "      <td>4472-LVYGI</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>Two year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>52.55</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>52.55</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>753</th>\n",
              "      <td>3115-CZMZD</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>20.25</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>20.25</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>936</th>\n",
              "      <td>5709-LVOEQ</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>80.85</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>80.85</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1082</th>\n",
              "      <td>4367-NUYAO</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>8</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>25.75</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>25.75</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1261</th>\n",
              "      <td>4741-WWJQZ</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>80.15</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>160.03</td>\n",
              "      <td>194.55</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1287</th>\n",
              "      <td>8800-ZKRFW</td>\n",
              "      <td>0</td>\n",
              "      <td>30</td>\n",
              "      <td>8</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>107.50</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>3225.25</td>\n",
              "      <td>3242.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1340</th>\n",
              "      <td>1371-DWPAZ</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>56.05</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>56.05</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1487</th>\n",
              "      <td>5035-PGZXH</td>\n",
              "      <td>0</td>\n",
              "      <td>56</td>\n",
              "      <td>7</td>\n",
              "      <td>One year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>106.80</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>5981.53</td>\n",
              "      <td>5914.4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1846</th>\n",
              "      <td>7369-TRPFD</td>\n",
              "      <td>0</td>\n",
              "      <td>19</td>\n",
              "      <td>7</td>\n",
              "      <td>One year</td>\n",
              "      <td>No</td>\n",
              "      <td>18.80</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>356.96</td>\n",
              "      <td>279.2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1908</th>\n",
              "      <td>8232-UTFOZ</td>\n",
              "      <td>0</td>\n",
              "      <td>69</td>\n",
              "      <td>7</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>19.95</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>1376.49</td>\n",
              "      <td>1399.35</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2073</th>\n",
              "      <td>3061-BCKYI</td>\n",
              "      <td>0</td>\n",
              "      <td>14</td>\n",
              "      <td>7</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>No</td>\n",
              "      <td>19.90</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>278.35</td>\n",
              "      <td>283.75</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2151</th>\n",
              "      <td>2560-WBWXF</td>\n",
              "      <td>0</td>\n",
              "      <td>68</td>\n",
              "      <td>8</td>\n",
              "      <td>Two year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>24.15</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>1642.18</td>\n",
              "      <td>1498.85</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2243</th>\n",
              "      <td>1013-QCWAM</td>\n",
              "      <td>1</td>\n",
              "      <td>66</td>\n",
              "      <td>6</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>100.80</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>6653.64</td>\n",
              "      <td>6690.75</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2321</th>\n",
              "      <td>9776-OJUZI</td>\n",
              "      <td>1</td>\n",
              "      <td>65</td>\n",
              "      <td>6</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>95.45</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>6205.02</td>\n",
              "      <td>6223.3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2441</th>\n",
              "      <td>9050-IKDZA</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>No</td>\n",
              "      <td>81.50</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>162.73</td>\n",
              "      <td>162.55</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2477</th>\n",
              "      <td>1212-GLHMD</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>86.05</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>257.89</td>\n",
              "      <td>244.85</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3331</th>\n",
              "      <td>7644-OMVMY</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>19.85</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>19.85</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3826</th>\n",
              "      <td>3213-VVOLG</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>8</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>25.35</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>25.35</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3865</th>\n",
              "      <td>5701-SVCWR</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>8</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>No</td>\n",
              "      <td>24.00</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>23.70</td>\n",
              "      <td>24</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4380</th>\n",
              "      <td>2520-SGTTA</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>20.00</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>20.00</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5218</th>\n",
              "      <td>2923-ARZLG</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>One year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>19.70</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>19.70</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5742</th>\n",
              "      <td>5135-GRQJV</td>\n",
              "      <td>1</td>\n",
              "      <td>72</td>\n",
              "      <td>9</td>\n",
              "      <td>Two year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>114.50</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>8245.12</td>\n",
              "      <td>8331.95</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5830</th>\n",
              "      <td>6754-WKSHP</td>\n",
              "      <td>0</td>\n",
              "      <td>30</td>\n",
              "      <td>8</td>\n",
              "      <td>One year</td>\n",
              "      <td>No</td>\n",
              "      <td>25.35</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>760.33</td>\n",
              "      <td>723.3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6670</th>\n",
              "      <td>4075-WKNIU</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>73.35</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>73.35</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6754</th>\n",
              "      <td>2775-SEFEE</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>Two year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>61.90</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>61.90</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6985</th>\n",
              "      <td>6967-PEJLL</td>\n",
              "      <td>0</td>\n",
              "      <td>37</td>\n",
              "      <td>4</td>\n",
              "      <td>One year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>40.20</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>1487.35</td>\n",
              "      <td>1525.35</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      customerID  SeniorCitizen  tenure  ...  Churn TotChargeNew TotChargesAct\n",
              "431   7781-HVGMK              0      72  ...     No      4694.91       4784.45\n",
              "488   4472-LVYGI              0       0  ...     No        52.55              \n",
              "753   3115-CZMZD              0       0  ...     No        20.25              \n",
              "936   5709-LVOEQ              0       0  ...     No        80.85              \n",
              "1082  4367-NUYAO              0       0  ...     No        25.75              \n",
              "1261  4741-WWJQZ              0       2  ...     No       160.03        194.55\n",
              "1287  8800-ZKRFW              0      30  ...     No      3225.25        3242.5\n",
              "1340  1371-DWPAZ              0       0  ...     No        56.05              \n",
              "1487  5035-PGZXH              0      56  ...     No      5981.53        5914.4\n",
              "1846  7369-TRPFD              0      19  ...     No       356.96         279.2\n",
              "1908  8232-UTFOZ              0      69  ...     No      1376.49       1399.35\n",
              "2073  3061-BCKYI              0      14  ...     No       278.35        283.75\n",
              "2151  2560-WBWXF              0      68  ...     No      1642.18       1498.85\n",
              "2243  1013-QCWAM              1      66  ...     No      6653.64       6690.75\n",
              "2321  9776-OJUZI              1      65  ...     No      6205.02        6223.3\n",
              "2441  9050-IKDZA              1       2  ...     No       162.73        162.55\n",
              "2477  1212-GLHMD              0       3  ...     No       257.89        244.85\n",
              "3331  7644-OMVMY              0       0  ...     No        19.85              \n",
              "3826  3213-VVOLG              0       0  ...     No        25.35              \n",
              "3865  5701-SVCWR              0       1  ...     No        23.70            24\n",
              "4380  2520-SGTTA              0       0  ...     No        20.00              \n",
              "5218  2923-ARZLG              0       0  ...     No        19.70              \n",
              "5742  5135-GRQJV              1      72  ...     No      8245.12       8331.95\n",
              "5830  6754-WKSHP              0      30  ...     No       760.33         723.3\n",
              "6670  4075-WKNIU              0       0  ...     No        73.35              \n",
              "6754  2775-SEFEE              0       0  ...     No        61.90              \n",
              "6985  6967-PEJLL              0      37  ...     No      1487.35       1525.35\n",
              "\n",
              "[27 rows x 11 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 57
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eVk9wCBA8tlu"
      },
      "source": [
        "-------------------------------"
      ]
    }
  ]
}