medical_cost_analysis.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "#**IMPORTS AND OPTIONS**\n"
      ],
      "metadata": {
        "id": "aPe4DV4EvTWt"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install catboost\n",
        "!pip install lightgbm"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fNB541-q2Daj",
        "outputId": "bfe60b53-8df4-42f8-9afe-50af1a973ce0"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting catboost\n",
            "  Downloading catboost-1.2-cp310-cp310-manylinux2014_x86_64.whl (98.6 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m98.6/98.6 MB\u001b[0m \u001b[31m8.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: graphviz in /usr/local/lib/python3.10/dist-packages (from catboost) (0.20.1)\n",
            "Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (from catboost) (3.7.1)\n",
            "Requirement already satisfied: numpy>=1.16.0 in /usr/local/lib/python3.10/dist-packages (from catboost) (1.23.5)\n",
            "Requirement already satisfied: pandas>=0.24 in /usr/local/lib/python3.10/dist-packages (from catboost) (1.5.3)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from catboost) (1.10.1)\n",
            "Requirement already satisfied: plotly in /usr/local/lib/python3.10/dist-packages (from catboost) (5.15.0)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from catboost) (1.16.0)\n",
            "Requirement already satisfied: python-dateutil>=2.8.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=0.24->catboost) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=0.24->catboost) (2023.3)\n",
            "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->catboost) (1.1.0)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib->catboost) (0.11.0)\n",
            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->catboost) (4.42.1)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->catboost) (1.4.4)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->catboost) (23.1)\n",
            "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->catboost) (9.4.0)\n",
            "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->catboost) (3.1.1)\n",
            "Requirement already satisfied: tenacity>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from plotly->catboost) (8.2.3)\n",
            "Installing collected packages: catboost\n",
            "Successfully installed catboost-1.2\n",
            "Requirement already satisfied: lightgbm in /usr/local/lib/python3.10/dist-packages (4.0.0)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from lightgbm) (1.23.5)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from lightgbm) (1.10.1)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "EprQadmOk--u"
      },
      "outputs": [],
      "source": [
        "import warnings\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "from catboost import CatBoostRegressor\n",
        "from lightgbm import LGBMRegressor\n",
        "from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor\n",
        "from sklearn.exceptions import ConvergenceWarning\n",
        "from sklearn.linear_model import LinearRegression, Ridge, Lasso, ElasticNet\n",
        "from sklearn.neighbors import KNeighborsRegressor\n",
        "from sklearn.svm import SVR\n",
        "from sklearn.tree import DecisionTreeRegressor\n",
        "from xgboost import XGBRegressor\n",
        "from sklearn.preprocessing import LabelEncoder, RobustScaler\n",
        "from sklearn.metrics import mean_squared_error\n",
        "from sklearn.linear_model import LinearRegression\n",
        "from sklearn.model_selection import train_test_split, cross_val_score,GridSearchCV\n",
        "\n",
        "\n",
        "\n",
        "warnings.simplefilter(action='ignore', category=FutureWarning)\n",
        "warnings.simplefilter(\"ignore\", category=ConvergenceWarning)\n",
        "\n",
        "\n",
        "pd.set_option('display.max_columns', None)\n",
        "pd.set_option('display.max_rows', None)\n",
        "pd.set_option('display.width', None)\n",
        "pd.set_option('display.float_format', lambda x: '%.3f' % x)\n",
        "df = pd.read_csv(\"/content/insurance.csv\")"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# General Analysis"
      ],
      "metadata": {
        "id": "WyU20bTWbAlL"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def check_df(dataframe):\n",
        "    print(\"##################### Shape #####################\")\n",
        "    print(dataframe.shape)\n",
        "    print(\"##################### Types #####################\")\n",
        "    print(dataframe.dtypes)\n",
        "    print(\"##################### Head #####################\")\n",
        "    print(dataframe.head(3))\n",
        "    print(\"##################### Tail #####################\")\n",
        "    print(dataframe.tail(3))\n",
        "    print(\"##################### NA #####################\")\n",
        "    print(dataframe.isnull().sum())\n",
        "    print(\"##################### Quantiles #####################\")\n",
        "    print(dataframe.quantile([0, 0.05, 0.50, 0.95, 0.99, 1]).T)\n",
        "\n",
        "\n",
        "check_df(df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EgIrNDjsFPxd",
        "outputId": "e04fabdd-509c-49b2-eb21-77add9bfd927"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "##################### Shape #####################\n",
            "(1338, 7)\n",
            "##################### Types #####################\n",
            "age           int64\n",
            "sex          object\n",
            "bmi         float64\n",
            "children      int64\n",
            "smoker       object\n",
            "region       object\n",
            "charges     float64\n",
            "dtype: object\n",
            "##################### Head #####################\n",
            "   age     sex    bmi  children smoker     region   charges\n",
            "0   19  female 27.900         0    yes  southwest 16884.924\n",
            "1   18    male 33.770         1     no  southeast  1725.552\n",
            "2   28    male 33.000         3     no  southeast  4449.462\n",
            "##################### Tail #####################\n",
            "      age     sex    bmi  children smoker     region   charges\n",
            "1335   18  female 36.850         0     no  southeast  1629.833\n",
            "1336   21  female 25.800         0     no  southwest  2007.945\n",
            "1337   61  female 29.070         0    yes  northwest 29141.360\n",
            "##################### NA #####################\n",
            "age         0\n",
            "sex         0\n",
            "bmi         0\n",
            "children    0\n",
            "smoker      0\n",
            "region      0\n",
            "charges     0\n",
            "dtype: int64\n",
            "##################### Quantiles #####################\n",
            "            0.000    0.050    0.500     0.950     0.990     1.000\n",
            "age        18.000   18.000   39.000    62.000    64.000    64.000\n",
            "bmi        15.960   21.256   30.400    41.106    46.408    53.130\n",
            "children    0.000    0.000    1.000     3.000     5.000     5.000\n",
            "charges  1121.874 1757.753 9382.033 41181.828 48537.481 63770.428\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Analyzing \"bmi\""
      ],
      "metadata": {
        "id": "3zasbqtaa8MK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "df[\"bmi\"].plot(kind=\"hist\", title=\"BMI Distribution Histogram\")"
      ],
      "metadata": {
        "id": "BVYSFnmYnOKg",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 469
        },
        "outputId": "e06096d4-2d71-45cf-a738-8118dfe15cf9"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: title={'center': 'BMI Distribution Histogram'}, ylabel='Frequency'>"
            ]
          },
          "metadata": {},
          "execution_count": 6
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df[\"bmi\"].plot(kind=\"density\", title=\"BMI Distribution Density\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 469
        },
        "id": "JcwJNZZ3a5NQ",
        "outputId": "fb63acea-6c90-4c4b-dfc8-776a337d3155"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: title={'center': 'BMI Distribution Density'}, ylabel='Density'>"
            ]
          },
          "metadata": {},
          "execution_count": 7
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Majority distributed around 30 BMI which means overweight**"
      ],
      "metadata": {
        "id": "qwHijauFeAWQ"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Analyzing \"charges\" and \"smoker\""
      ],
      "metadata": {
        "id": "G5f0HuiKbHnZ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Swarm plot\n",
        "sns.swarmplot(x=\"smoker\", y=\"charges\", data=df)\n",
        "plt.xlabel(\"Smoker\")\n",
        "plt.ylabel(\"Charges\")\n",
        "plt.title(\"Relationship between Smoker and Charges\")\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "vNXpR15mmjmj",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 541
        },
        "outputId": "4ecf1365-2251-48f2-b1d2-30671c0c0e7a"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/seaborn/categorical.py:3544: UserWarning: 37.4% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
            "  warnings.warn(msg, UserWarning)\n",
            "/usr/local/lib/python3.10/dist-packages/seaborn/categorical.py:3544: UserWarning: 60.8% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
            "  warnings.warn(msg, UserWarning)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Bar plot\n",
        "charges_mean_by_smoker = df.groupby(\"smoker\")[\"charges\"].mean()\n",
        "charges_mean_by_smoker.plot(kind=\"bar\")\n",
        "plt.xlabel(\"Smoker\")\n",
        "plt.ylabel(\"Mean Charges\")\n",
        "plt.title(\"Mean Charges by Smoker\")\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 482
        },
        "id": "O5cLiwvHFrln",
        "outputId": "7f6f4412-e316-4c69-d623-804c180e22d9"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**We can easily say that people who do not smoke is healthier than people who smoke and that significantly affects their insurance charge.**"
      ],
      "metadata": {
        "id": "QU-s-d6-iUgZ"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Analyzing \"region\" and \"smoker\""
      ],
      "metadata": {
        "id": "T1Z1k5RKGGxK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sns.countplot(x=\"region\", hue=\"smoker\", data=df)\n",
        "plt.xlabel(\"Region\")\n",
        "plt.ylabel(\"Count\")\n",
        "plt.title(\"Smoker Distribution by Region\")\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "n8B6mr6nmjkT",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5ffd8010-6160-4243-8d28-aea392e52455"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_pivot = df.pivot_table(index=\"region\", columns=\"smoker\", aggfunc=\"size\", fill_value=0)\n",
        "sns.heatmap(df_pivot, annot=True, fmt=\"d\")\n",
        "plt.xlabel(\"Smoker\")\n",
        "plt.ylabel(\"Region\")\n",
        "plt.title(\"Smoker Distribution by Region (Heatmap)\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_TIf0q6lFzUF",
        "outputId": "f7e81b42-ee53-4543-e5d1-d93f314e1ffe"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Southeast has the most people who smokes among other regions. Other than that the non-smoker count is very close between regions.**"
      ],
      "metadata": {
        "id": "umT0i3wvi8q6"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Analyzing \"sex\" and \"bmi\""
      ],
      "metadata": {
        "id": "lTul1vt-GDTU"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sns.set(style=\"whitegrid\")\n",
        "\n",
        "plt.figure(figsize=(15, 10))\n",
        "\n",
        "\n",
        "plt.subplot(2, 2, 1)\n",
        "sns.boxplot(data=df, x=\"sex\", y=\"bmi\")\n",
        "plt.title(\"BMI Distribution by Gender\")\n",
        "\n",
        "\n",
        "plt.subplot(2, 2, 2)\n",
        "sns.violinplot(data=df, x=\"sex\", y=\"bmi\")\n",
        "plt.title(\"Gender Distribution within BMI Ranges\")\n",
        "\n",
        "\n",
        "def categorize_bmi(bmi):\n",
        "    if bmi < 18.5:\n",
        "        return \"Underweight\"\n",
        "    elif bmi < 25:\n",
        "        return \"Normal\"\n",
        "    elif bmi < 30:\n",
        "        return \"Overweight\"\n",
        "    else:\n",
        "        return \"Obese\"\n",
        "\n",
        "df[\"bmi_category\"] = df[\"bmi\"].apply(categorize_bmi)\n",
        "\n",
        "plt.subplot(2, 1, 2)\n",
        "sns.barplot(data=df, x=\"sex\", y=\"bmi\", estimator=\"mean\", ci=None)\n",
        "plt.title(\"Mean BMI by Gender\")\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "vxFX5uRWmjh0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "93a96ba0-967c-4321-d669-5ba97706ce84"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x1000 with 3 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**For both genders mean BMI is equal and it is 30.**"
      ],
      "metadata": {
        "id": "OFkyy_smpWdX"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Find the \"region\" with the most \"children\".\n"
      ],
      "metadata": {
        "id": "t2asExh5G9J6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "region_child_counts = df.groupby(\"region\")[\"children\"].sum()\n",
        "most_children_region = region_child_counts.idxmax()\n",
        "\n",
        "# Bar plot\n",
        "plt.figure(figsize=(10, 6))\n",
        "\n",
        "plt.bar(region_child_counts.index, region_child_counts.values)\n",
        "plt.xlabel(\"Region\")\n",
        "plt.ylabel(\"Total Children\")\n",
        "plt.title(\"Total Children by Region\")\n",
        "plt.xticks(rotation=45)\n",
        "plt.axhline(y=region_child_counts[most_children_region], color=\"red\", linestyle=\"--\")\n",
        "plt.text(0.05, 1.0, f\"Most Children Region: {most_children_region}\", transform=plt.gca().transAxes, color=\"red\")\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 601
        },
        "id": "aXqFOddGrAs8",
        "outputId": "98cf941d-a41a-408b-f9b4-4ab6213a68cf"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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SkoyREvffb6yvWDHjc5n+My9J331nvEYFCxrbFxQkHThg3aZ792vn6ad3/TabTEY/Wbz42mf7+iPCly8by4oUkby9jX6QWVhZtszY2eXhIRUtauxkun5Cox9+MEZ2lCt37XM1aJAUH2/d7uxZ43nKlDHalSplbGfaZ9/X1xgF8v331+rOR3MLtGjRQvXq1dPUqVM1atQoffzxx+rbt6/CwsLUtWtXq8m3qlWrph07dmjhwoVat26ddu/eLcmYRfzLL7/Uu+++q08//VRvvfWWli5dqiJFiuSqpnLlyum9997TqVOnFBgYqHfffVerVq3Sxx9/rCFDhigwMFBHs/M5zoVnnnlG5cuX19ChQ/Xee+9p8eLFeuGFFzIdCp6VoKAgNWvWTKNHj9brr7+uZcuWafHixRo9erSaNWtm89q9vb31/PPPa9GiRZoyZYqGDh2q8uXLZ5iYzdXVVW3atNGGDRtkMpnUpk2bW3peV1dXde3aVQcOHNC2bdvk5OSk8ePH699//1Xbtm01Y8YMrVy5UjNmzFDnzp0tl3yTpH79+ik5OVnPPfecQkND9dFHH6lz587ZOqLes2dPFS9eXD169NAHH3ygRYsW6fnnn9fp06f11ltvZTkkHACQfzBE/G7j62uck7t8ufTfZVz0zTdSVJTxQ376dOv2ZrPUvr0xqdfLLxtDuzdsMIZnnzkjTZ1qtPvrLyMo1awpvfOO8WP+yBFp+3bj/ipVjOWjRhnnTaeFvxsMxdNXXxlh60Ztrvfjj9KaNVLfvlLhwsb2PP20dPKkEbSyKz5eatnSeFz//tJ990lLlxqhLDORkcbr2amTcRTZx8cIrO3bGzX17Gm8Bnv3Gq/ZoUNGmM6L2tOkhaj016KNi5OaNTPeu169jID200/SW29J//4rTZtmtEtNldq1k379VerTR6pcWfrySyNkZ8crrxhhs0MHY+fML79IISFGgP38c+u2R44Y7V5+2Vj/ggVGEH3wQesRCmmXPrrZjpExY4zneuUVI7RHR0s7d0p//CGlXWN20ybj/fL3N9rHx0szZkiNGhntMgvVN7J06bXn69nTWPbfRFsWzzxjnCsfEmI8x7x5xo6biROvtXn3XWnkSKPtK68YE6PNmGHsuNm1ywjnkjEKJS7OeG+KFTPepxkzjJ1C6a+P+/TTRt987TVjm86dM3Y0nDxp3J42zbivUCHp7beNx6SbGdnROTk5ac6cOZo+fbrCwsK0Zs0alS5dWm+++aZeeuklq7bDhg3TqFGjNG3aNCUkJOjJJ59UrVq19Pbbb8vJyUlfffWVrl69qgceeEALFy7UK6+8kuu6WrZsqbVr12r+/PnavHmzli9fLjc3NwUEBGjYsGFZzup9qzw8PLRo0SKNGzdOy5YtU4ECBdSuXTs1bdo029vj5OSkWbNmadGiRfryyy/17bffysPDQ2XKlFGXLl2ynDAtt3r37q2///5bc+fO1ZUrV9SgQQONHj060+uPBwUFadmyZWrQoIFKlix5y8/97LPPas6cOQoNDVXTpk1Vr149ffrpp5o9e7aWLVumuLg4lShRQjVr1tSzzz5reVz16tUVGhqqSZMm6YMPPlCpUqXUv39/hYeHW4Z6Z6V48eJasWKFJk+erGXLlunq1asKCAjQhx9+qOb5aOcWAOAGzLg7LFxoNktm82+/mc0zZ5rNhQubzXFxxn0dO5rNjzxi/Lt8ebO5TZtrj/viC+Nx48dbr69DB7PZZDKbjxwxbk+darQ7fz7rGn77zWizcOHN642KMtoGBWVr88xms9Heze1aTWaz2bx7t7F8xoxry9Jei2PHri1r1sz4k2baNKPNypXXll25YjZXrGgs37LF+rGS2fzhh9b1LF1qNjs5mc0//GC9/MMPjfbbt+e89swcO2a0GzvWeP3PnjWes25dY/mqVdfajhtnNhcsaDYfOmS9jmHDzGZnZ7P55Enj9mefGY+dNu1am5QUs7lFi4zv4ejRxrI0f/5p3H7lFevnGDLEWP7dd9eWlS9vLNu27dqyc+fMZnd3s3nwYOvHly9v/LmZWrWsP8OZqV3bbC5Z0myOjLy2bPdu4/3q2vXasm7dMn/O67fZbDZe127dsm770kvWy5980mwuVuza7ePHjffg3Xet2+3daza7uFgvT+u76YWEGH3yxAnj9qVLxvNOnpyxbXrVqll/9gEHdeDAAXOlSpXMn3/+ub1LyVSfPn3Mjz76qL3LAADYGWOR7kbPPGMcsfv6aykmxvg7q+HhYWHGOcv9+1svHzzYOLr9zTfG7bQja19+mXGocW6knStZuHDOHteqlfWRw5o1jSHONzmqkEFYmDGctkOHa8s8Pa8dnbyeu/u1WdrTrFplHLWuXFm6cOHanxYtjPu3bLFt7aNHSyVKGOfRN2liHC2eMsV6G1atMu675x7rmlq1MiZHS7tu8Pr1kqurcc57Gicn4/z3mwkLM/5+/XXr5YMHG3+vW2e9vGrVayMaJGMbAgIybvfx4zc/ei0Zn8W//pKymsn533+lP/80jpL/N6uwJOP1fvTRa/XbWu/e1rebNDFGPqR91tesMfrOM89Yvzf33msMd0//eUl/dO/KFaNdw4ZGn0w7t9PDw5hxf+tW6dKlvNkm4DZauXKlPD099dhjj9m7FCUkJFjdPn78uLZt25bt63IDAO5cDBG/G5UoYQSqTz4xhpmmpFiHsPROnDCGR18fdNMuY5I2a+qzzxpDXl95xZhRumVL6amnjPXm5pyy/671qZzO5JvunEuLe+7JecA4ccI4N/n6c4uvm9nWonRpI8ykd/iwEXJLlMj8MefOWd++1dp79jTOy01IMIayT59uvLfX17Rnz81rOnHC2MHg6Wl9f3Ym4DlxwnjPr297771G+L1+pl1bvWdp3nnHOM+4UiXjfPYnnjDOJa9Z81p9UubvZZUqxikQV64Y52bb0vXbmTZ0/9Il4/N++LARkLM6j9PV9dq/T540TrdYuzbj6xQVZfzt7m4MPx882Bj2Xb++cRpH166ONZkhcBPfffedjhw5opUrV+qFF16Q5/XfS3bQqlUrPfnkkypbtqzOnDmjFStWyNXV9ZZOLQAA3BkI2Her5583jk6ePWuci5rLCX0sPDyMo59bthhHKNevlz791Dhau3GjcRQ8J7y8jGC/b1/OHpfV8+T1NUMzuxZ3aqpxeaz338/8Mf9dFsbiVmu//35jx4lkBClnZ2NnxyOPSA89dK2mRx81JlrLTKVK2Xuu7MjuLO22fs+aNjUmQ/vyS+OzN2+ecd77hx8aO4ByIqttyM0M0zfbztRU4/m++SbztmmXoUpJMd7DixeloUONERIFCxrn1Xfvbj2CZOBA41z6L74wdhyMHGmcA/7dd9JtvoQUkFvjx4/XhQsX1LRpU7322mv2LkeS1KRJE61bt07nz5+Xm5ubateurddff12+OZ2/AQBwx3HYgH3lyhXL5UJWr16tGumu47tq1SrNmzdP//zzj/z8/DRo0CA98sgjVo+PiYlRSEiINm3apKSkJDVp0kQjRoywycQod4QnnzQmufr5ZyMIZ6V8eWNCqJgY66PYBw9euz+Nk5Nx5LplSyNUBgcbEydt2WIEv5xeFqttW+Ma1zt2GBOz3U7lyxvh3my2rvvvv7O/jgoVjFm3W7bM20uCZeXtt6XQUOM61WmzkVeoYMzMnhbEs1K+vPG+xcVZH8U+cuTmz1u+vBHyDh++NtJBkiIijJm0039m8krRosaQ/RdfNLa3aVNjMrNXXrn2/Jm9lwcPGteETjt6fc89Rs3Xy+x6t7f6HleoYHze/PxuvKNj715jkrzFi42j0WmunyU9/XoHDzb+HD5sTFQ4ZYoxW7kt6gby2HdZTS5pRyEhIfYuAQDgoBz2HOzZs2dneh3SdevWaeTIkWrdurVCQ0NVu3Zt9evXT3/++adVu4EDB2r79u0aM2aM3nvvPR07dkw9evRQ8vXXf75bFSpkXB95zBjjCFdWAgONI2YzZ1ovnzrV+GGeNhP5f9cItVK7tvF32qWZ0kJLZoElM2++aTzmlVeMcHa9o0eNa2PnhcBA6Z9/jMuXpYmLMwJ/dj3zjHFU8b/rrFqJjzeGIeelIkWMnSgbNhjnHKfVtGOHsex6ly9fuz76448bl7tKX3tqqjRr1s2fNzDQ+DttRvI0aUfyc3t5nexepisy0vp2oULGcPW0z2GpUsZnc/Fi68/ivn3GEe+0+iUjnEZFGcPq0/z7b8aZ0CXjs5rdz3ZmnnrKOHI9dmzGo/dm87XtSju6nb6N2ZyxL8TFGacLpFehgrGjLP3l0m61bgAAAFg45BHso0eP6pNPPtHQoUM1evRoq/umT5+uNm3aaODAgZKk+vXr69ChQ5o1a5ZC/wsDu3bt0o8//qj58+ercePGkiQ/Pz8FBgZq48aNCkz/A/pulp1LLrVrZwwxfvttY4KpWrWMEPLll8bw07RJud55xxgi3qaNcYTw3Dlp9mzj+rv/vQeqUMEIfR9+aPzIL1hQqlfPOGKXmQoVjPPEn33WOBLatatxTm1ionFpqVWrMl5r2FZ69DB2KnTtalzfulQp41JMOTn3r0sXaeVKY3KrLVuMS0ClpBhHSVeuNEJu2tDtvDJggBF0J0yQVqwwLq+2dq0xOiDtUlhXrhhHRVevNt7j4sWN638//LBx1PPIEWMY8tq113ak3OioZ61axmdr7lwjuDVrZlxGavFiY73XjTbJtuxepqtqVeNazg8+aBzJ3rnT2LZ+/a61mTzZ2DnUoIFxebC0y3R5exs7ndJ06mQMw37ySWOiv7g4Y8dUpUrGpbbSe/BBY7TH++8bpzf4+Rmf7+yqUEEaP964ZNrx48ZrVbiwdOyYEeh79pSGDDHeiwoVjH+fOWOcTvHZZxnPxT50yHjNnnnGeE1cXIz1REQY25W+7jlzjOeuWNG4dFjaRHwAAADIEYcM2OPHj1enTp0yXG/z1KlTOn78uN544w2r5YGBgZo0aZISExPl5uambdu2ycvLS40aNbK08ff3V5UqVbRt27ZcB+xdu3bJbDbLNf1kQ/lEkdOnVVbSkSNHFO/unmW7gKQkJcTE6MTevZZlTiEh8pk1S95ffCHnBQuUVLq0Lr7+ui5062YEM0kFq1dXsT175Dl3rpwvXVLKPffoyoMPKqJvXyWePGlZV+GxY3Xv9Oly791bpuRknRo3TpeDgrIu3M9PbqtWqcSiRSq0apVcZs+W2c1NCZUqKWrwYF18+mmZ/6uhhqTIyEj9k672tG26cumSTv+3PO21OHjwoJL+m0TN77+jycfSPdZ11izdFxKiQh98oFQPD10ODFRM48by69NH4eHhuvLftan9rlyRS0KCDl/3vJKkceNUvFIl3fPVV3Jbs0apBQoosUwZxXTqpAtJSUrNYe2ZcT1zRpUl/fvvv7qQSbvSrVvrntWrdSgsTIlly8pp9myVCA2V98aNcl28WKmFCulq+fKK7t1bF06eNI7QSnKePFn3TZyowgsXSk5OimrRQpdef10VunbVyXPnFPXfc5WMiJCPpL3pn3vAAJUsWFD3fPmlXNasUXLx4rr88ss616eP5f1K277rP29ZvR8BSUmSpL9v8FpIUolnnpHX1q1y/+YbmZKSlFiqlC7366fz3btbPq/y8VHB2bPlM2eOPEaOlNnFRVcefFBnBw3S1djYa+0kFXr/fZWaPFlub7yhxNKldb5vX7mdOCGfP/6w2ma3Xr1UOiJCnm+/LaeEBF1q316nx4+3vD779+9XSrprkmf2OVSbNvJyd1fxpUtV4L+di0n33qsr9erpQkCAEv97PvcpU1RqwgR5vvuuzO7uim7RQpH9+un+Dh106vRpXd67V84xMfJ57DEV3LBBrosXSy4uuurrq/PvvafoSpUs2+jSsaNK79unghMmyPnKFcU+9JCOLVhww9cYAADgbpKUlCSTyaQ62ZjDxmQ25/XsTzmzfv16jRs3Ths2bNBff/2lrl27Ws7B/v7779WzZ0+FhYWpQrrLGW3fvl0vvfSSZfmAAQP077//auXKlVbrHjx4sE6dOpVheXb98ccfMpvNcrt+tmjc8cxms5KSkuTq6irTXXzOqtd336n8wIE6unix4pgkC7eIfgXkDfoWkDfoW3evxMREmUwmPfDAAzdt61BHsOPj4zVhwgQNGjRIhdJmzE0n6r/Lz3ilXcLpP2m30+6Pjo5W4Uyun+zt7a19OZ2VOh1XV1eZzWarcI+7Q3x8vI4fP67SpUvLI7MZw+9E8fHWs6OnpMj9889l9vJSqTZtMp85HciBu7JfAbcBfQvIG/Stu9eRI0eyvVPFoQL2nDlzVKxYMT399NP2LiVLSUlJOnDggL3LgJ0cv9n5v3eQ8uPGyXT1qq7UqCFTUpLu+e47Oe/ZozOvvqqzd9HrgLx3N/Ur4HaibwF5g751d8ruKGaHCdhnzpzRggULNGvWLMX8dz5iXFyc5e8rV67I29tbknEJrhIlSlgeGx0dLUmW+728vHT27NkMzxEVFWVpk1uurq6qWLHiLa0D+U/aHktfX9+7Zo+lc1CQXKdPV9GffpISEmSuUEGJU6bont69dc/NHw7c1N3Yr4Dbgb4F5A361t3rSHYuVfsfhwnYp0+fVlJSknr27Jnhvq5du6pWrVqaMmWKJCk8PFz+/v6W+8PDw+Xq6qqyZctKMiY027Fjh8xms9Wh/GPHjqnSja4vmw0mk0meOZlJGncUDw+Pu+f9T7uO9H9Mktz++wPY0l3Vr4DbiL4F5A361t0nJ+fcO0zArlKlipYsWWK17MCBAwoJCdHYsWNVo0YNlS1bVr6+vlq/fr1atWplaRcWFqYGDRpYDts3bdpUs2fP1o4dO9SwYUNJRrjev3+/Xnnlldu3UQAAAACAu4bDBGwvLy/Vy+KasdWqVVO1atUkSa+99pqGDBmicuXKqV69egoLC9OePXu0bNkyS/s6deqocePGGj58uIYOHSp3d3dNnTpVAQEBeuyxx27L9gAAAAAA7i4OE7Czq23btoqPj1doaKjmzp0rPz8/zZw5M8M1yaZNm6aQkBCNGjVKycnJaty4sUaMGCEXl3y3yQAAAACAfMCh02a9evX0999/Z1jesWNHdezY8YaPLVy4sIKDgxUcHJxX5QEAAAAAYOFk7wIAAAAAALgTELABAAAAALABAjYAAAAAADZAwAYAAAAAwAYI2AAAAAAA2AABGwAAAAAAGyBgAwAAAABgAwRsAAAAAABsgIANAAAAAIANELABAAAAALABF3sXkO+YzdKVK5nf5+wsFShw7XZW7STJyUny8Mhd27g4o47MmEySp2fu2sbHS6mpWddRsGDu2iYkSCkptmnr6WnULUlXr0rJybZp6+FhvM6SlJgoJSVZ3x8XJ6f4eON9KlDgxm3TK1DA+FzktG1SktE+K+7ukotLztsmJxuvRVbc3CRX15y3TUkx3rusuLoa7XPaNjXV+KzZoq2Li/FaSEafiIuzTduc9Hu+IzJvm5CQdQ2ZtXXE74jctuU7wsB3RM7b3ug7Iv3/WWbznfEdkd9/R+S2Ld8RBkf5jkhzozyQ1taRvyNu1pbvCOPf6fu92Xxt+c2YkW179uwx7/niC7PZeIkz/gkMtH6Ap2fWbZs1s25bvHjWbR96yLpt+fJZt61a1bpt1apZty1f3rrtQw9l3bZ4ceu2zZpl3dbT07ptYGDWba//CHbocOO2sbHX2nbrduO2585da9u3743bHjt2re2QITduu2/ftbajR9+47a+/Xms7adKN227Zcq3tzJk3bvv119faLlx447YrV15ru3LljdsuXHit7ddf37jtzJnX2m7ZcuO2kyZda/vrrzduO3r0tbb79t247ZAh19oeO3bjtn37Xmt77tyN23brdq1tbOyN23boYLZyo7Z8Rxh//vuOuHLlinnnzp3m5Mcfv/Hrlh7fEQa+Iwx8R1xzB35HWPA7wsB3hMGO3xFp/29dOX78xm35jjD+3EHfEXu++MK8Z88ec3YwRBwAAAAAABswmc1ms72LyC/27t0rmc2qUaFC5g0YtpF52ztgaFdcXJz+/vtvBQQEyLNYMYZ2Xd82vwztulOGf96sbT75joiLi9OBAwdUxc9Pnmmv983W66DfEbluy3eEJOn91Xt1MtK435SaItekrOtNcXZRiovrf21T5ZqUdQ05a+usFJf/vk/MZrklZl1vTtqmOjkr2dXNctvtatbfUzlpa3ZyUpKre67auiYmyJRFvzebTEpyK5C7tklXZbpBv09098hVW5ekRDmlZt3vc9TWrYCl3zsnJ8r5Bt8n17ctV8xTAzrVybwx3xGGO/x3RFxKivH/VuXK8sy6Jb8jsmqbj7PG3qNHJZNJNWrUyPqx/+Ec7JwymazfpBvJbructvW8YZfOfdv0HcuWbdN/Ediyrbv7tS8vW7Z1c7v2ZZvGZFKqh4fxPjk53bhtTtabFVfXa//p2LKti4v1OUS2auvsnP3PcE7aOjnlTduc9OOctJUco21+/I7Ibh2O+h1xu9veYd8RJyMTdPRMVPbWpRsEgVtqK0k3+HHtkG1vEDJuqe0NQtEttc2r9+72tE1xccvedzHfETlvm19+R6QF5euD443wO+Ka/Jw1snv+tZhFHAAAAAAAmyBgAwAAAABgAwRsAAAAAABsgIANAAAAAIANELABAAAAALABAjYAAAAAADZAwAYA2IXJZJKHh4dMObj0BQAAgCPjOtgAkA2pqWY5OREEbcnDw0NVq1a1dxl3JD6vAADYBwEbALLBycmk9z7+XacjYuxdCnBDZXwKa8gLD9q7DAC44zDyCtlBwAaAbDodEaOjZ6LsXQYAADfFSBbbY+RV3rmTPq8EbAAAAOAOw8gr5Bd32sgrAjYAAABwB2LkFXD7MYs4AAAAAAA2QMAGAAAAAMAGCNgAAAAAANgAARsAAAAAABsgYAMAAAAAYAMEbAAAAAAAbICADQAAAACADRCwAQAAAACwAQI2AAAAAAA2QMAGAAAAAMAGCNgAAAAAANgAARsAAAAAABsgYAMAAAAAYAMEbAAAAAAAbMChAvb333+vzp07q379+qpevbpatmypkJAQxcTEWNoMGzZMAQEBGf5s27bNal2JiYmaOHGiGjVqpNq1a+vFF19UeHj47d4kAAAAAMBdwsXeBaR3+fJl1axZU126dFGRIkV0+PBhzZgxQ4cPH9aCBQss7cqWLav33nvP6rEVKlSwuj1+/HiFhYVp2LBh8vHx0Ycffqju3btr3bp1Kly48G3ZHgAAAADA3cOhAnZQUJDV7Xr16snNzU0jR45URESEfHx8JEkFChRQ7dq1s1zP2bNntXr1ao0ePVodOnSQJNWoUUOPPPKIVqxYoR49euTZNgAAAAAA7k4ONUQ8M0WKFJEkJSUlZfsxP/74o1JTU/XEE09YradRo0YZhpIDAAAAAGALDhmwU1JSdPXqVf3111+aNWuWWrRooTJlyljuP3HihB588EFVr15dTz31lDZt2mT1+PDwcBUrVkze3t5WyytUqMB52AAAAACAPOFQQ8TTPPLII4qIiJAkNWnSRFOmTLHcV6VKFdWoUUMVK1ZUTEyMli9frldffVUffPCB5Yh1dHR0pudZe3l5KSoq6pZqM5vNiouLu6V1IP+Jj4+3+ht3F5PJJA8PD3uXAeRIfHy8zGazvcu4IfoW8iP6FpA3HLlvmc1mmUymbLV1yIA9d+5cxcfH68iRI5ozZ4569+6thQsXytnZWd26dbNq26JFC3Xq1EnTp0+3GhKeV5KSknTgwIE8fx44puPHj9u7BNiBh4eHqlatau8ygBw5duyYw+8UpG8hP6JvAXnD0fuWm5tbtto5ZMCuXLmyJKlOnTqqUaOGgoKC9O2332YaoJ2cnPTYY49p8uTJSkhIUIECBeTl5aXY2NgMbaOjozMMG88pV1dXVaxY8ZbWgfwnPj5ex48fl6+vL3uE70LZ3WMJOBI/Pz+HPRKQhr6F/Ii+BeQNR+5bR44cyXZbhwzY6QUEBMjV1VUnT57M9mP8/f114cIFRUVFWQXq8PBw+fv731I9JpNJnp6et7QO5F8eHh68/wDyBXYGAnmDvgXkDUfuWznZaeWQk5ylt3v3biUlJVlNcpZeamqq1q9fr/vvv18FChSQJDVu3FhOTk7auHGjpV1UVJR+/PFHNW3a9LbUDQAAAAC4uzjUEex+/fqpevXqCggIUIECBXTw4EHNnz9fAQEBatWqlc6cOaNhw4apTZs2Kl++vKKiorR8+XLt27dPM2bMsKzn3nvvVYcOHTRp0iQ5OTnJx8dHH330kQoXLqxOnTrZcQsBAAAAAHcqhwrYNWvWVFhYmObOnSuz2azSpUurY8eOevnll+Xm5qaCBQuqUKFCmjNnjiIjI+Xq6qrq1asrNDRUTZo0sVrXiBEjVLBgQU2ZMkVXrlzRAw88oIULF2Y6uzgAAAAAALfKoQJ2z5491bNnzyzvL1KkiObMmZOtdbm5uWno0KEaOnSorcoDAAAAACBLDn8ONgAAAAAA+QEBGwAAAAAAGyBgAwAAAABgAwRsAAAAAABsgIANZIPJZJKHh0eOLjIPAAAA4O7iULOIwzZSU81yciII2pKHh4eqVq1q7zLuOHxWAQAAcCchYN+BnJxMeu/j33U6IsbepQBZKuNTWENeeNDeZQAAAAA2Q8C+Q52OiNHRM1H2LgMAAAAA7hqcgw0AAAAAgA0QsAEAAAAAsAECNgAAAAAANkDABgAAAADABgjYAAAAAADYAAEbAAAAAAAbIGADAAAAAGADBGwAAAAAAGyAgA0AAAAAgA0QsAEAAAAAsAECNgAAAAAANkDABgAAAADABgjYAAAAAADYAAEbAAAAAAAbIGADAAAAAGADBGwAAAAAAGyAgA0AAAAAgA0QsAEAAAAAsAECNgAAAAAANkDABgAAAADABgjYAAAAAADYAAEbAAAAAAAbIGADAAAAAGADBGwAAAAAAGyAgA0AAAAAgA0QsAEAAAAAsAECNgAAAAAANkDABgAAAADABgjYAAAAAADYAAEbAAAAAAAbIGADAAAAAGADBGwAAAAAAGyAgA0AAAAAgA0QsAEAAAAAsAGHCtjff/+9OnfurPr166t69epq2bKlQkJCFBMTY9Xuu+++U/v27VWjRg09/vjj+uyzzzKsKzExURMnTlSjRo1Uu3ZtvfjiiwoPD79dmwIAAAAAuMs4VMC+fPmyatasqbFjx2r+/Pl68cUX9cUXX2jAgAGWNjt37lS/fv1Uu3ZthYaGqnXr1nr77be1fv16q3WNHz9eq1at0qBBgzRjxgwlJiaqe/fuGcI6AAAAAAC24GLvAtILCgqyul2vXj25ublp5MiRioiIkI+Pj+bMmaOaNWvqnXfekSTVr19fp06d0vTp0/XEE09Iks6ePavVq1dr9OjR6tChgySpRo0aeuSRR7RixQr16NHj9m4YAAAAAOCO51BHsDNTpEgRSVJSUpISExP1yy+/WIJ0msDAQB09elSnT5+WJP34449KTU21alekSBE1atRI27Ztu221AwAAAADuHg4ZsFNSUnT16lX99ddfmjVrllq0aKEyZcro5MmTSkpKkr+/v1X7ChUqSJLlHOvw8HAVK1ZM3t7eGdpxHjYAAAAAIC841BDxNI888ogiIiIkSU2aNNGUKVMkSVFRUZIkLy8vq/Zpt9Puj46OVuHChTOs18vLy9Imt8xms+Li4m5pHXnJZDLJw8PD3mUA2RYfHy+z2WzvMm6IfoX8iL4F5A36FpA3HLlvmc1mmUymbLV1yIA9d+5cxcfH68iRI5ozZ4569+6thQsX2rssScZQ9QMHDti7jCx5eHioatWq9i4DyLZjx44pPj7e3mXcEP0K+RF9C8gb9C0gbzh633Jzc8tWO4cM2JUrV5Yk1alTRzVq1FBQUJC+/fZbVaxYUZIyzAQeHR0tSZYh4V5eXoqNjc2w3ujo6AzDxnPK1dXVUocjyu6eFcBR+Pn5OezeyjT0K+RH9C0gb9C3gLzhyH3ryJEj2W7rkAE7vYCAALm6uurkyZNq0aKFXF1dFR4eriZNmljapJ1XnXZutr+/vy5cuKCoqCirQB0eHp7h/O2cMplM8vT0vKV1ALiGIWxA3qBvAXmDvgXkDUfuWznZaeWQk5ylt3v3biUlJalMmTJyc3NTvXr1tGHDBqs2YWFhqlChgsqUKSNJaty4sZycnLRx40ZLm6ioKP34449q2rTpba0fAAAAAHB3cKgj2P369VP16tUVEBCgAgUK6ODBg5o/f74CAgLUqlUrSVKfPn3UtWtXjRkzRq1bt9Yvv/yir7/+WlOnTrWs595771WHDh00adIkOTk5ycfHRx999JEKFy6sTp062WvzAAAAAAB3MIcK2DVr1lRYWJjmzp0rs9ms0qVLq2PHjnr55ZctJ5U/9NBDmjFjhqZNm6bVq1frvvvu0/jx49W6dWurdY0YMUIFCxbUlClTdOXKFT3wwANauHBhprOLAwAAAABwqxwqYPfs2VM9e/a8abuWLVuqZcuWN2zj5uamoUOHaujQobYqDwAAAACALDn8OdgAAAAAAOQHBGwAAAAAAGyAgA0AAAAAgA0QsAEAAAAAsAECNgAAAAAANkDABgAAAADABgjYAAAAAADYAAEbAAAAAAAbIGADAAAAAGADBGwAAAAAAGyAgA0AAAAAgA0QsAEAAAAAsAECNgAAAAAANkDABgAAAADABgjYAAAAAADYAAEbAAAAAAAbIGADAAAAAGADBGwAAAAAAGyAgA0AAAAAgA0QsAEAAAAAsAECNgAAAAAANkDABgAAAADABgjYAAAAAADYAAEbAAAAAAAbIGADAAAAAGADBGwAAAAAAGyAgA0AAAAAgA0QsAEAAAAAsAECNgAAAAAANkDABgAAAADABgjYAAAAAADYAAEbAAAAAAAbIGADAAAAAGADBGwAAAAAAGyAgA0AAAAAgA0QsAEAAAAAsAECNgAAAAAANkDABgAAAADABgjYAAAAAADYAAEbAAAAAAAbIGADAAAAAGADBGwAAAAAAGzAxd4FpPfNN99o7dq1+uuvvxQdHa3y5curS5cuevrpp2UymSRJXbp00a+//prhsWFhYapQoYLldkxMjEJCQrRp0yYlJSWpSZMmGjFihEqWLHnbtgcAAAAAcPdwqIC9aNEilS5dWsOGDdM999yjn376SSNHjtTZs2fVr18/S7sHHnhAQ4cOtXpsmTJlrG4PHDhQR44c0ZgxY+Tu7q5p06apR48e+uyzz+Ti4lCbDQAAAAC4AzhU0pwzZ46KFi1qud2gQQNdvnxZCxcuVN++feXkZIxo9/LyUu3atbNcz65du/Tjjz9q/vz5aty4sSTJz89PgYGB2rhxowIDA/N0OwAAAAAAdx+HOgc7fbhOU6VKFcXGxiouLi7b69m2bZu8vLzUqFEjyzJ/f39VqVJF27Zts0mtAAAAAACk51ABOzO///67fHx8VKhQIcuyX3/9VbVr11aNGjXUuXNn/fbbb1aPCQ8Pl5+fn+W87TT+/v4KDw+/LXUDAAAAAO4uuR4iHhUVpa+//lqnT59WVFSUzGaz1f0mk0nBwcG3VNzOnTsVFhZmdb513bp1FRQUJF9fX507d07z58/Xiy++qKVLl6pOnTqSpOjoaBUuXDjD+ry9vbVv375bqslsNufoaPrtZjKZ5OHhYe8ygGyLj4/P8P3haOhXyI/oW0DeoG8BecOR+5bZbM5w8DYruQrYP/zwg/r376/4+HgVKlRIXl5eGdpkt4CsnD17VoMGDVK9evXUtWtXy/L+/ftbtWvevLnatm2r2bNnKzQ09JaeMzuSkpJ04MCBPH+e3PLw8FDVqlXtXQaQbceOHVN8fLy9y7gh+hXyI/oWkDfoW0DecPS+5ebmlq12uQrYEydOVIkSJTRjxgwFBATkZhU3FB0drR49eqhIkSKaMWOGZXKzzHh6eqpZs2basGGDZZmXl5fOnj2boW1UVJS8vb1vqTZXV1dVrFjxltaRl251xwZwu/n5+Tns3so09CvkR/QtIG/Qt4C84ch968iRI9lum6uAfeLECb355pt5Eq4TEhLUq1cvxcTE6NNPP810qPfN+Pv7a8eOHRkO5R87dkyVKlW6pfpMJpM8PT1vaR0ArmEIG5A36FtA3qBvAXnDkftWTnZa5WqSM19fX125ciU3D72h5ORkDRw4UOHh4Zo3b558fHxu+pi4uDht3bpVNWrUsCxr2rSpoqKitGPHDsuyY8eOaf/+/WratKnN6wYAAAAAIFdHsAcMGKB33nlHbdu2VZkyZWxWzNixY7VlyxYNGzZMsbGx+vPPPy33Va1aVXv27NG8efP06KOPqnTp0jp37pwWLlyo8+fP64MPPrC0rVOnjho3bqzhw4dr6NChcnd319SpUxUQEKDHHnvMZvUCAAAAAJAmVwH7559/VtGiRRUYGKiGDRuqVKlScnZ2ztBuxIgROVrv9u3bJUkTJkzIcN/mzZtVokQJJSUlaerUqbp8+bI8PDxUp04djR07VjVr1rRqP23aNIWEhGjUqFFKTk5W48aNNWLECLm45HridAAAAAAAspSrtLls2TLLv7du3ZppG5PJlOOA/d133920zfz587O1rsKFCys4OPiWLxUGAAAAAEB25CpgHzx40NZ1AAAAAACQr+VqkjMAAAAAAGDtlk5I/vPPP/XLL78oMjJSzz//vHx9fRUfH6/w8HD5+vqqYMGCtqoTAAAAAACHlquAnZiYqNdff12bN2+2XGv6kUceka+vr5ycnPTSSy+pe/fu6tOnj63rBQAAAADAIeVqiPgHH3ygrVu3asyYMVq/fr3MZrPlPnd3dz3xxBPavHmzzYoEAAAAAMDR5Spgr1u3Tp06ddKzzz4rb2/vDPdXqFBBp06duuXiAAAAAADIL3IVsCMjIxUQEJDl/c7OzkpISMh1UQAAAAAA5De5CtilSpVSeHh4lvf/8ccfKleuXK6LAgAAAAAgv8lVwG7btq1WrFihXbt2WZaZTCZJ0sqVK/XNN9/of//7n00KBAAAAAAgP8jVLOK9e/fW7t271blzZ/n7+8tkMikkJERRUVE6e/asmjVrpu7du9u4VAAAAAAAHFeuArabm5vmzZuntWvXasOGDUpNTVViYqICAgI0cOBABQUFWY5oAwAAAABwN8hxwE5ISNDUqVNVr149BQUFKSgoKC/qAgAAAAAgX8nxOdgFChTQp59+qsjIyLyoBwAAAACAfClXk5xVq1ZNhw4dsnUtAAAAAADkW7kK2MOHD1dYWJhWrVql5ORkW9cEAAAAAEC+k6tJzoYNGyaTyaRRo0Zp/Pjx8vHxkbu7u1Ubk8mktWvX2qRIAAAAAAAcXa4CdpEiRVSkSBH5+fnZuh4AAAAAAPKlXAXspUuX2roOAAAAAADytVydgw0AAAAAAKxl6wj2b7/9lquV161bN1ePAwAAAAAgv8lWwO7SpYtMJpPlttlstrqdlQMHDuS+MgAAAAAA8pFsBewlS5ZY3U5MTNTkyZOVkJCgZ555xjLZWXh4uFatWiUPDw+98cYbtq8WAAAAAAAHla2A/fDDD1vdDgkJkaurq1auXGl1ea4WLVrohRdeUOfOnfXDDz+oUaNGtq0WAAAAAAAHlatJzr766isFBQVluPa1JHl4eCgoKIhrYAMAAAAA7iq5Ctjx8fE6f/58lvefP39e8fHxuS4KAAAAAID8JlcBu0GDBlqyZIk2btyY4b4NGzZoyZIlatiw4S0XBwAAAABAfpGtc7CvN3r0aHXt2lUDBgxQiRIlVL58eUnSyZMnde7cOZUrV04jR460aaEAAAAAADiyXAVsHx8frV27VitWrNC2bdv0zz//SJIqVqyol19+Wc8884wKFChg00IBAAAAAHBkuQrYkuTu7q5u3bqpW7dutqwHAAAAAIB8KVfnYAMAAAAAAGvZOoLdtWvXHK/YZDJp8eLFOX4cAAAAAAD5UbYCttlszvGKc/MYAAAAAADyq2wF7KVLl+Z1HQAAAAAA5Gucgw0AAAAAgA1k6wh22mW47rvvPqvbN5PWHgAAAACAO122AnaLFi1kMpm0e/duubm5WW7fzIEDB265QAAAAAAA8oNsBezg4GCZTCa5urpa3QYAAAAAAIZsBeynnnrqhrcBAAAAALjbMckZAAAAAAA2kK0j2JmJiorS119/rdOnTysqKirDda9NJpOCg4NvuUAAAAAAAPKDXAXsH374Qf3791d8fLwKFSokLy+vDG04RxsAAAAAcDfJVcCeOHGiSpQooRkzZiggIMBmxXzzzTdau3at/vrrL0VHR6t8+fLq0qWLnn76aavAvmrVKs2bN0///POP/Pz8NGjQID3yyCNW64qJiVFISIg2bdqkpKQkNWnSRCNGjFDJkiVtVi8AAAAAAGlydQ72iRMn1KVLF5uGa0latGiRPDw8NGzYMM2ZM0dNmzbVyJEjNWvWLEubdevWaeTIkWrdurVCQ0NVu3Zt9evXT3/++afVugYOHKjt27drzJgxeu+993Ts2DH16NFDycnJNq0ZAAAAAAApl0ewfX19deXKFVvXojlz5qho0aKW2w0aNNDly5e1cOFC9e3bV05OTpo+fbratGmjgQMHSpLq16+vQ4cOadasWQoNDZUk7dq1Sz/++KPmz5+vxo0bS5L8/PwUGBiojRs3KjAw0Oa1AwAAAADubrk6gj1gwAB98sknOn36tE2LSR+u01SpUkWxsbGKi4vTqVOndPz4cbVu3dqqTWBgoHbs2KHExERJ0rZt2+Tl5aVGjRpZ2vj7+6tKlSratm2bTWsGAAAAAEDK5hHs8ePHZ1hWtGhRBQYGqmHDhipVqpScnZ0ztBkxYsQtF/j777/Lx8dHhQoV0u+//y7JOBqdXoUKFZSUlKRTp06pQoUKCg8Pl5+fX4aJ1vz9/RUeHn7LNQEAAAAAcL1sBexly5Zled/WrVszXW4ymW45YO/cuVNhYWEaOnSoJOPSYJIyzFqedjvt/ujoaBUuXDjD+ry9vbVv375bqslsNisuLu6W1pGXTCaTPDw87F0GkG3x8fEZLvPnaOhXyI/oW0DeoG8BecOR+5bZbM72VbKyFbAPHjx4SwXlxtmzZzVo0CDVq1dPXbt2ve3Pn5WkpCQdOHDA3mVkycPDQ1WrVrV3GUC2HTt2TPHx8fYu44boV8iP6FtA3qBvAXnD0fuWm5tbttrlapKzvBYdHa0ePXqoSJEimjFjhpycjFPFvb29JRmX4CpRooRV+/T3e3l56ezZsxnWGxUVZWmTW66urqpYseItrSMvcf1x5Dd+fn4Ou7cyDf0K+RF9C8gb9C0gbzhy3zpy5Ei222Y7YF+9elXvvvuu7r//fnXp0iXLdkuWLNHRo0c1YsQIubq6ZruQNAkJCerVq5diYmL06aefWg319vf3lySFh4db/p1229XVVWXLlrW027FjR4ZD+ceOHVOlSpVyXFN6JpNJnp6et7QOANcwhA3IG/QtIG/Qt4C84ch9Kyc7rbI9i/inn36qzz//XM2bN79hu+bNm2vNmjVatWpVtotIk5ycrIEDByo8PFzz5s2Tj4+P1f1ly5aVr6+v1q9fb7U8LCxMDRo0sBy2b9q0qaKiorRjxw5Lm2PHjmn//v1q2rRpjusCAAAAAOBmsn0E+5tvvtFjjz1mOUqclXLlyumJJ57QunXr9Pzzz+eomLFjx2rLli0aNmyYYmNj9eeff1ruq1q1qtzc3PTaa69pyJAhKleunOrVq6ewsDDt2bPHaiK2OnXqqHHjxho+fLiGDh0qd3d3TZ06VQEBAXrsscdyVBMAAAAAANmR7YB96NAhtWvXLltt69Spoy1btuS4mO3bt0uSJkyYkOG+zZs3q0yZMmrbtq3i4+MVGhqquXPnys/PTzNnzlSdOnWs2k+bNk0hISEaNWqUkpOT1bhxY40YMUIuLg552jkAAAAAIJ/LdtpMSkrK9jnVrq6uSkxMzHEx3333XbbadezYUR07drxhm8KFCys4OFjBwcE5rgMAAAAAgJzK9jnYJUuW1OHDh7PV9vDhwypZsmSuiwIAAAAAIL/JdsBu2LChvvzyS0VGRt6wXWRkpL788ks1bNjwlosDAAAAACC/yHbA7tGjh65evapu3bpp9+7dmbbZvXu3unfvrqtXr+qVV16xWZEAAAAAADi6bJ+DXbZsWU2bNk2vv/66OnXqpLJly6pSpUoqWLCgrly5osOHD+vkyZMqUKCA3n//fZUrVy4v6wYAAAAAwKHkaErt5s2ba+3atQoNDdXWrVu1adMmy30lS5ZUx44d1aNHj5teygsAAAAAgDtNjq9ZVaZMGY0dO1aSFBsbqytXrqhgwYIqVKiQzYsDAAAAACC/uKWLQhcqVIhgDQAAAACAcjDJGQAAAAAAyBoBGwAAAAAAGyBgAwAAAABgAwRsAAAAAABsgIANAAAAAIANZGsW8d9++y1XK69bt26uHgcAAAAAQH6TrYDdpUsXmUymbK/UbDbLZDLpwIEDuS4MAAAAAID8JFsBe8mSJXldBwAAAAAA+Vq2AvbDDz+c13UAAAAAAJCvMckZAAAAAAA2kK0j2Jm5evWqNmzYoP379ysmJkapqalW95tMJgUHB99ygQAAAAAA5Ae5CthnzpxR165ddebMGXl5eSkmJkbe3t6KiYlRSkqK7rnnHnl6etq6VgAAAAAAHFauhohPmjRJsbGxWrlypdavXy+z2aypU6dq165dGjJkiAoUKKD58+fbulYAAAAAABxWrgL2zz//rOeee041a9aUk9O1Vbi5uemVV15R/fr1GR4OAAAAALir5CpgJyQkqHTp0pKkQoUKyWQyKSYmxnJ/nTp19Pvvv9umQgAAAAAA8oFcBexSpUopIiJCkuTi4iIfHx/9+eeflvuPHDkid3d3mxQIAAAAAEB+kKtJzurXr6/NmzerX79+kqQnn3xSc+fOVXR0tFJTU7V27VoFBQXZtFAAAAAAABxZrgJ2z549tXfvXiUmJsrNzU29e/fWuXPntGHDBjk5Oalt27YaNmyYrWsFAAAAAMBh5Spg33fffbrvvvsst93d3fXuu+/q3XfftVlhAAAAAADkJ7k6B/utt97S7t27s7x/z549euutt3JdFAAAAAAA+U2uAvbnn3+ukydPZnn/6dOn9cUXX+S2JgAAAAAA8p1cBeybOXfunAoUKJAXqwYAAAAAwCFl+xzsTZs2afPmzZbbK1eu1E8//ZShXUxMjH766SdVr17dNhUCAAAAAJAPZDtgHz16VOvXr5ckmUwm7d69W/v27bNqYzKZ5Onpqbp16zKLOAAAAADgrpLtgN2rVy/16tVLklS5cmW9++67ateuXZ4VBgAAAABAfpKry3QdPHjQ1nUAAAAAAJCv5Spgpzl16pS2bdumf/75R5JxfeymTZuqbNmyNikOAAAAAID8ItcBe8KECVqyZIlSU1Otljs5Oalbt24aOnToLRcHAAAAAEB+kauAvWDBAi1atEiPP/64XnrpJVWoUEGSMRHaokWLtGjRIvn4+Kh79+62rBUAAAAAAIeVq4C9cuVKtWjRQh988IHV8lq1amnq1Km6evWqVqxYQcAGAAAAANw1nHLzoDNnzqhx48ZZ3t+4cWOdOXMm10UBAAAAAJDf5CpgFytW7IYziR88eFBFixbNdVEAAAAAAOQ32Q7Yv/32my5evChJeuKJJ7R69WrNnTtXcXFxljZxcXGaO3euVq9ercDAQNtXCwAAAACAg8r2Odhdu3bVpEmT1K5dOw0YMEAHDhzQ+++/r+nTp6tkyZKSpHPnzik5OVn16tVT//7986xoAAAAAAAcTbYDttlstvzbw8NDixcv1qZNm6yug924cWM1a9ZMLVq0kMlksn21AAAAAAA4qFxfB1uSWrVqpVatWtmqFp04cULz58/X7t27dfjwYfn7++vrr7+2atOlSxf9+uuvGR4bFhZmuVyYJMXExCgkJESbNm1SUlKSmjRpohEjRliOtgMAAAAAYEs5Cth5fVT68OHD+v7771WrVi2lpqZaHTVP74EHHtDQoUOtlpUpU8bq9sCBA3XkyBGNGTNG7u7umjZtmnr06KHPPvtMLi63tF8BAAAAAIAMcpQ033jjDb3xxhvZamsymbR///4cFdOiRQvLEfFhw4Zp3759mbbz8vJS7dq1s1zPrl279OOPP2r+/PmWy4n5+fkpMDBQGzduZAI2AAAAAIDN5ShgN2zYUL6+vnlUiuTklKurhmWwbds2eXl5qVGjRpZl/v7+qlKlirZt20bABgAAAADYXI4C9v/+9z+1a9cur2rJtl9//VW1a9dWSkqKatWqpQEDBqhu3bqW+8PDw+Xn55dhSLu/v7/Cw8Nvd7kAAAAAgLtAvjsZuW7dugoKCpKvr6/OnTun+fPn68UXX9TSpUtVp04dSVJ0dLQKFy6c4bHe3t5ZDjvPLrPZbHXtb0djMpnk4eFh7zKAbIuPj89yvgVHQb9CfkTfAvIGfQvIG47ct8xmc7bnI8t3Afv662s3b95cbdu21ezZsxUaGprnz5+UlKQDBw7k+fPkloeHh6pWrWrvMoBsO3bsmOLj4+1dxg3Rr5Af0beAvEHfAvKGo/ctNze3bLXLdwH7ep6enmrWrJk2bNhgWebl5aWzZ89maBsVFSVvb+9bej5XV1dVrFjxltaRl7j+OPIbPz8/h91bmYZ+hfyIvgXkDfoWkDccuW8dOXIk222zHbAPHjyYq2Lswd/fXzt27MhwKP/YsWOqVKnSLa3bZDLJ09PzVksE8B+GsAF5g74F5A36FpA3HLlv5WSnlW2m7bajuLg4bd26VTVq1LAsa9q0qaKiorRjxw7LsmPHjmn//v1q2rSpPcoEAAAAANzhHGqIeHx8vL7//ntJ0pkzZxQbG6v169dLkh5++GGFh4dr3rx5evTRR1W6dGmdO3dOCxcu1Pnz5/XBBx9Y1lOnTh01btxYw4cP19ChQ+Xu7q6pU6cqICBAjz32mF22DQAAAABwZ3OogB0ZGakBAwZYLUu7vWTJEt17771KSkrS1KlTdfnyZXl4eKhOnToaO3asatasafW4adOmKSQkRKNGjVJycrIaN26sESNGyMXFoTYZAAAAAHCHcKi0WaZMGf399983bDN//vxsratw4cIKDg5WcHCwLUoDAAAAAOCG8v052AAAAAAAOAICNgAAAAAANkDABgAAAADABgjYAAAAAADYAAEbAAAAAAAbIGADAAAAAGADBGwAAAAAAGyAgA0AAAAAgA0QsAEAAAAAsAECNgAAAAAANkDABgAAAADABgjYAAAAAADYAAEbAAAAAAAbIGADAAAAAGADBGwAAAAAAGyAgA0AAAAAgA0QsAEAAAAAsAECNgAAAAAANkDABgAAAADABgjYAAAAAADYAAEbAAAAAAAbIGADAAAAAGADBGwAAAAAAGyAgA0AAAAAgA0QsAEAAAAAsAECNgAAAAAANkDABgAAAADABgjYAAAAAADYAAEbAAAAAAAbIGADAAAAAGADBGwAAAAAAGyAgA0AAAAAgA0QsAEAAAAAsAECNgAAAAAANkDABgAAAADABgjYAAAAAADYAAEbAAAAAAAbIGADAAAAAGADBGwAAAAAAGyAgA0AAAAAgA0QsAEAAAAAsAECNgAAAAAANuBQAfvEiRMaNWqUgoKCVLVqVbVt2zbTdqtWrdLjjz+uGjVqqH379tqyZUuGNjExMRo+fLgefvhh1alTR/3799e5c+fyehMAAAAAAHcphwrYhw8f1vfff6/y5curQoUKmbZZt26dRo4cqdatWys0NFS1a9dWv3799Oeff1q1GzhwoLZv364xY8bovffe07Fjx9SjRw8lJyffhi0BAAAAANxtXOxdQHotWrRQq1atJEnDhg3Tvn37MrSZPn262rRpo4EDB0qS6tevr0OHDmnWrFkKDQ2VJO3atUs//vij5s+fr8aNG0uS/Pz8FBgYqI0bNyowMPD2bBAAAAAA4K7hUEewnZxuXM6pU6d0/PhxtW7d2mp5YGCgduzYocTEREnStm3b5OXlpUaNGlna+Pv7q0qVKtq2bZvtCwcAAAAA3PUcKmDfTHh4uCTjaHR6FSpUUFJSkk6dOmVp5+fnJ5PJZNXO39/fsg4AAAAAAGzJoYaI30xUVJQkycvLy2p52u20+6Ojo1W4cOEMj/f29s502HlOmM1mxcXF3dI68pLJZJKHh4e9ywCyLT4+Xmaz2d5l3BD9CvkRfQvIG/QtIG84ct8ym80ZDt5mJV8FbEeQlJSkAwcO2LuMLHl4eKhq1ar2LgPItmPHjik+Pt7eZdwQ/Qr5EX0LyBv0LSBvOHrfcnNzy1a7fBWwvb29JRmX4CpRooRleXR0tNX9Xl5eOnv2bIbHR0VFWdrklqurqypWrHhL68hL2d2zAjgKPz8/h91bmYZ+hfyIvgXkDfoWkDccuW8dOXIk223zVcD29/eXZJxjnfbvtNuurq4qW7aspd2OHTsyHMo/duyYKlWqdEs1mEwmeXp63tI6AFzDEDYgb9C3gLxB3wLyhiP3rZzstMpXk5yVLVtWvr6+Wr9+vdXysLAwNWjQwHLYvmnTpoqKitKOHTssbY4dO6b9+/eradOmt7VmAAAAAMDdwaGOYMfHx+v777+XJJ05c0axsbGWMP3www+raNGieu211zRkyBCVK1dO9erVU1hYmPbs2aNly5ZZ1lOnTh01btxYw4cP19ChQ+Xu7q6pU6cqICBAjz32mF22DQAAAABwZ3OogB0ZGakBAwZYLUu7vWTJEtWrV09t27ZVfHy8QkNDNXfuXPn5+WnmzJmqU6eO1eOmTZumkJAQjRo1SsnJyWrcuLFGjBghFxeH2mQAAAAAwB3CodJmmTJl9Pfff9+0XceOHdWxY8cbtilcuLCCg4MVHBxsq/IAAAAAAMhSvjoHGwAAAAAAR0XABgAAAADABgjYAAAAAADYAAEbAAAAAAAbIGADAAAAAGADBGwAAAAAAGyAgA0AAAAAgA0QsAEAAAAAsAECNgAAAAAANkDABgAAAADABgjYAAAAAADYAAEbAAAAAAAbIGADAAAAAGADBGwAAAAAAGyAgA0AAAAAgA0QsAEAAAAAsAECNgAAAAAANkDABgAAAADABgjYAAAAAADYAAEbAAAAAAAbIGADAAAAAGADBGwAAAAAAGyAgA0AAAAAgA0QsAEAAAAAsAECNgAAAAAANkDABgAAAADABgjYAAAAAADYAAEbAAAAAAAbIGADAAAAAGADBGwAAAAAAGyAgA0AAAAAgA0QsAEAAAAAsAECNgAAAAAANkDABgAAAADABgjYAAAAAADYAAEbAAAAAAAbIGADAAAAAGADBGwAAAAAAGyAgA0AAAAAgA0QsAEAAAAAsAECNgAAAAAANpDvAvaaNWsUEBCQ4c97771n1W7VqlV6/PHHVaNGDbVv315btmyxU8UAAAAAgLuBi70LyK158+apcOHClts+Pj6Wf69bt04jR45U7969Vb9+fYWFhalfv376+OOPVbt2bTtUCwAAAAC40+XbgF2tWjUVLVo00/umT5+uNm3aaODAgZKk+vXr69ChQ5o1a5ZCQ0NvY5UAAAAAgLtFvhsifjOnTp3S8ePH1bp1a6vlgYGB2rFjhxITE+1UGQAAAADgTpZvA3bbtm1VpUoVtWzZUh999JFSUlIkSeHh4ZIkPz8/q/YVKlRQUlKSTp06ddtrBQAAAADc+fLdEPESJUrotddeU61atWQymfTdd99p2rRpioiI0KhRoxQVFSVJ8vLysnpc2u20+3PLbDYrLi7ultaRl0wmkzw8POxdBpBt8fHxMpvN9i7jhuhXyI/oW0DeoG8BecOR+5bZbJbJZMpW23wXsJs0aaImTZpYbjdu3Fju7u5avHixevfunefPn5SUpAMHDuT58+SWh4eHqlatau8ygGw7duyY4uPj7V3GDdGvkB/Rt4C8Qd8C8oaj9y03N7dstct3ATszrVu31oIFC3TgwAF5e3tLkmJiYlSiRAlLm+joaEmy3J9brq6uqlix4i2tIy9ld88K4Cj8/Pwcdm9lGvoV8iP6FpA36FtA3nDkvnXkyJFst70jAnZ6/v7+koxzsdP+nXbb1dVVZcuWvaX1m0wmeXp63tI6AFzDEDYgb9C3gLxB3wLyhiP3rZzstMq3k5ylFxYWJmdnZ1WtWlVly5aVr6+v1q9fn6FNgwYNsn1oHwAAAACAnMh3R7Bffvll1atXTwEBAZKkzZs3a+XKleratatlSPhrr72mIUOGqFy5cqpXr57CwsK0Z88eLVu2zJ6lAwAAAADuYPkuYPv5+emzzz7T2bNnlZqaKl9fXw0fPlxdunSxtGnbtq3i4+MVGhqquXPnys/PTzNnzlSdOnXsWDkAAAAA4E6W7wL2iBEjstWuY8eO6tixYx5XAwAAAACA4Y44BxsAAAAAAHsjYAMAAAAAYAMEbAAAAAAAbICADQAAAACADRCwAQAAAACwAQI2AAAAAAA2QMAGAAAAAMAGCNgAAAAAANgAARsAAAAAABsgYAMAAAAAYAMEbAAAAAAAbICADQAAAACADRCwAQAAAACwAQI2AAAAAAA2QMAGAAAAAMAGCNgAAAAAANgAARsAAAAAABsgYAMAAAAAYAMEbAAAAAAAbICADQAAAACADRCwAQAAAACwAQI2AAAAAAA2QMAGAAAAAMAGCNgAAAAAANgAARsAAAAAABsgYAMAAAAAYAMEbAAAAAAAbICADQAAAACADRCwAQAAAACwAQI2AAAAAAA2QMAGAAAAAMAGCNgAAAAAANgAARsAAAAAABsgYAMAAAAAYAMEbAAAAAAAbICADQAAAACADRCwAQAAAACwAQI2AAAAAAA2QMAGAAAAAMAGCNgAAAAAANgAARsAAAAAABsgYAMAAAAAYAN3dMA+evSoXnzxRdWuXVuNGjXSpEmTlJiYaO+yAAAAAAB3IBd7F5BXoqKi1K1bN/n6+mrGjBmKiIjQhAkTlJCQoFGjRtm7PAAAAADAHeaODdgrVqzQlStXNHPmTBUpUkSSlJKSorFjx6pXr17y8fGxb4EAAAAAgDvKHTtEfNu2bWrQoIElXEtS69atlZqaqu3bt9uvMAAAAADAHemODdjh4eHy9/e3Wubl5aUSJUooPDzcTlUBAAAAAO5Ud+wQ8ejoaHl5eWVY7u3traioqFytMykpSWazWXv27LnV8vKUyWRShwaFlZxS0N6lAFlycXbS3r17ZTab7V1KttCvkF/Qt4C8Qd8C8kZ+6FtJSUkymUzZanvHBuy8kPaiZvfFtSfvQm72LgHIlvzQn9LQr5Cf0LeAvEHfAvKGI/ctk8lEwPby8lJMTEyG5VFRUfL29s7VOuvUqXOrZQEAAAAA7lB37DnY/v7+Gc61jomJ0fnz5zOcmw0AAAAAwK26YwN206ZN9dNPPyk6OtqybP369XJyclKjRo3sWBkAAAAA4E5kMjvy2eS3ICoqSm3atJGfn5969eqliIgITZgwQe3atdOoUaPsXR4AAAAA4A5zxwZsSTp69KjGjRunXbt2qWDBggoKCtKgQYPk5saEDwAAAAAA27qjAzYAAAAAALfLHXsONgAAAAAAtxMBGwAAAAAAGyBgAwAAAABgAwRsAAAAAABsgIANAAAAAIANELABAAAAALABAjYAAAAAADZAwAYAAAAAwAYI2AAAALip5ORke5cA3JFSU1PtXQJsiIAN2EFiYqK9SwDuWIQAwHZSUlJ08uRJxcbGysXFRZK0a9cuO1cF5H8pKSnauXOnjh07JicnI5KtWLFC58+ft3NluFUEbOA2SUlJ0R9//KFz587Jzc1NkvTZZ5/pn3/+sXNlQP6XmpqqzZs367fffrOEgMmTJ2v79u12rgzI33bv3q233npL3377rSTpxRdf1JAhQxQdHW3nyoD8LSIiQiEhIZo6darOnDmjXr16aerUqRyEuQO42LsA4G5x+PBhzZ8/XwUKFNDYsWM1ZMgQnT59Wo0aNbJ3aUC+d+HCBX3//ff64YcfNGHCBC1dulT79u3TU089Ze/SgHytevXquu+++zR69GgtWbJEUVFRmjFjhry8vOxdGpCv3XffferTp4/69eunvXv3KiUlRYsXL1bp0qXtXRpuEUewgdukcuXKuv/++7V79261a9dO+/fv1/Tp0+Xj42Pv0oB8r2TJkmrdurXKlSunPn36aNeuXVq6dKkqVKhg79KAfM3NzU2TJ0+Wm5ubDh8+rKCgIPn7+9u7LCBfM5vNMpvNatWqlUqXLq2zZ8/q/vvvt4zASmuD/ImADdwGaZNXDBw4UO7u7oqIiFDlypVVqFAhmUwmJrcAbkFa/2nQoIE8PDyUkJAgV1dXhYeHW9rwQwXImfT/L50+fVr333+/6tatqwULFmjdunW6cuWKHasD8q+UlBSZTCaZTCZJ0qOPPqpXX31V27dv18yZM3Xo0CFJstyP/Mdk5lcHkKdSU1Pl5OSk1NRUXb58We+++67c3d3166+/qk6dOhoyZIh8fHyUkpIiZ2dne5cL5Cvp+01qaqpWrFghk8mksLAwRUREaPjw4WrevLnMZjM/VoBsSt+vDh48qIoVK8psNsvZ2VnDhg3Thg0bNGLECAUGBqpgwYKSrv1fByBr6fvWpk2bVLlyZZUuXVomk0nr16/XwIED9cQTT6hv376qVKmSJGNi3ISEBE7LyEf4JgTyUEpKiuUHx88//6yUlBRNmTJFwcHBatu2rXbt2qXJkycrIiJCzs7OSk1NVXJysi5dumTnygHHl/6HyurVq7V9+3Y9//zzeu6559S7d2/5+PgoODhYW7dutYTrxMRE/f333/YsG3Bo6fvVyJEjNXz4cG3ZskWS5OTkpODgYD322GN69913tWHDBsXGxiolJUXvvvuuNm3aZM/SAYeWvm8NGzZMkydP1tatW3XlyhWZzWY98cQTev/997V+/Xp9+OGHOnjwoBITE/XOO+9o5syZXCEjH2GSMyCPpP8iHTp0qI4cOaLWrVvr2WefVeHChTVw4ECZzWatW7dOU6ZM0eDBg+Xj46PJkyfLxcVF/fv3l6urq523AnBMqamplv71+uuv6++//1bLli1VtWpVFStWTI0aNVJKSopCQ0MVEhKi1NRUNW7cWCEhIQoPD9esWbNUqFAhO28F4HjS+tWAAQN04MAB9e7dW9WqVbP8f+Ti4qKJEycqNTVVY8aM0S+//KL4+Hht3LhRHTp0sGfpgENL61uDBw/Wnj17NHz4cFWrVs3q/6LAwEClpqbqzTff1MGDB+Xl5aWDBw9q6dKlVudnw7ExRBzIY2lfpEOHDlXt2rVVvHhxq6F0U6ZM0fr16+Xq6qpy5crphx9+0GeffabKlSvbuXLA8Q0fPly//vqrxo0bp6pVq8rb29uqf33//fdasGCBdu7cqYCAAJ04cUJLly5V1apV7Vw54LhWrVql2bNna/LkyapVq5ZcXV0VGxur2NhYmUwmy+Sc48eP1y+//KIiRYpo5MiRliGtADK3Y8cOvf322xo7dqwaNmwoZ2dnXbp0SUePHlVKSopq1qwpDw8Pfffdd9qwYYOcnZ318ssvM2FnPsOuECAPfffdd/r11181adIkNWjQQJIUHR2tiIgIxcXFqVatWho8eLBKlCih3bt3KyEhQV9++aUqVqxo58oBx3fw4EH98ssvev311y39KzIyUn/88YcuX76sp556Ss2aNVORIkX0559/6uzZs3r//ffl6+tr38IBB3f69GkVLFhQDz30kCTjWtghISE6d+6cihYtqueee05PP/20RowYoYsXL6pAgQLy9PS0c9WA47t06ZLOnz+v2rVrS5K2bdumd955RzExMZKkpk2bavz48WrRooWaNm0qSRy5zod4x4A8FBkZKUmqVq2a4uLitHfvXo0ePVqxsbG6cOGC+vbtq/79+6tr166SjPND3dzc7FkykG9cuXJFkZGRKlasmM6dO6fdu3dr7NixMpvNioyM1GeffaYVK1aoVq1aqlWrFhOdATeRdmpTmTJldOXKFb399ttycXHRmjVr1LhxY7Vq1UobN27UV199pRYtWuiee+5R0aJF7V024JDS/5+T1rcCAgJ07733qkOHDipTpox27typwMBAtW/fXj/++KO+/vprHTlyRNWqVSNY52O8c0Aeqly5siIjI/XGG28oNTVVP//8s5544gk1a9ZM+/fv18KFC/XYY49ZhoMTroHMZTZDce3atXXvvfdq8ODBKlq0qM6cOaMnn3xSTz/9tC5evKgePXro66+/Vtu2bSVxyRPgetdfvSLt33Xr1tVjjz2mrVu3qkyZMho+fLiee+45SUY/Wr16NVe9AG7g+r6VmJgoDw8P+fr66u2339aaNWtUrFgxPfXUU2rTpo2lXVhYGPPv3AEI2IANZHWJrRo1aui9997TvHnzVLlyZb3zzjt68sknJRmBoUSJEipSpMhtrhbIX9L3r4sXL0qSXF1dVbhwYa1YsUJTp05VmTJl5O/vr5YtW0qS9uzZo3LlylnOFQVgLX2/2rp1q86dOydnZ2c9+uij8vX11Wuvvab+/fvr6tWrlqPUFy9e1P79+1W+fHmOrgFZSN+3Jk6cqEOHDun48eN6/PHH9fjjj6t58+Zq3ry54uPj5eHhIckY8fjVV1+pWLFiKl68uD3Lhw0wyRlwi9J/ka5cuVLnzp3T5cuX1blzZ913331yc3NTQkKCnJycLEeoL168qClTpig8PFxz5swhZANZSH/ketSoUTpw4IBOnjyp6tWrq02bNnrqqacyPObcuXOaOXOmfv/9dy1YsICQDVwnfb8aPHiw9u/fr6tXr6pw4cJKTExUaGioypQpY/WY3377TWvWrNHmzZu1bNkyJjQDbmLAgAHavXu3WrVqJVdXV23btk0eHh566qmn9Pzzz1vabdiwQRs3btSPP/6oxYsXM8ntHYDdj8AtuP5SQXv27FHp0qUVGRmp77//Xr169dITTzxhdQmGjRs3asuWLdq8ebOWLl1KuAZuIC0EDBkyRL/99ptefvllXb16Vf/++6+GDx+uc+fOqXfv3pb2S5Ys0e7duy0/VAjXQEbpd1rt2rVLEydOVN26dTV69Gh9+umn6tKli+bNm2eZuXjx4sXavHmzLl++rKVLlxKugZvYtGmTdu/ercmTJ6tmzZpyd3dX7dq1NWDAADVu3FjJyclycXHRpk2btGbNGsXGxmrZsmW6//777V06bICADdyCtB8p48aN0+7duzVlyhTVrl1b8+fP1+TJkzV16lSlpKSobdu2KliwoOWSQampqRwBALLpt99+0549e/TOO++oYcOGcnV11a5du/TJJ5/o9OnTlh8qJ0+e1I4dO5SYmKiPP/6Y2fiBG/j111918OBBjR49WnXr1tWCBQu0evVqvfbaa9qwYYN69OihBQsWyNfXVw0bNlTJkiX1wAMPsNMKyIZ///1Xrq6uqlKlitzd3RUeHq4xY8aoTZs26tWrl1xcXHThwgU1bdpUpUqVUqlSpZgw8A5CwAZu0b59+/TXX39p5MiRql27tubOnavp06frgw8+0CeffKL3339fkhQUFKS6deuqSJEiuu+++1SiRAk7Vw44putn+758+bIuX76sUqVKydXVVSdOnFCvXr3Upk0byyzHR44cUcWKFRUcHCwnJyd5e3vbcQsAx1eiRAm1a9dO9evX19q1azVjxgxNmDBBrVu3VvHixTV69Gi9+uqrmjp1qipVqqSKFSsyUSCQiczm4TGbzbp06ZIKFSqkiIgIderUSY0aNdI777wjDw8PrVq1SpcuXVL37t1VrVo1O1WOvOJ08yYAbqR69epq0aKFatasqY0bN2ru3Ll655139Pjjj+udd96Rq6urli5dqpUrV8pkMqlWrVqEayALqampGX7EJyQkKDExUb6+vrp48aI6duyohg0bWn6ofPPNN5o9e7YuXLige+65h3ANXCc1NTXDsrJlyyooKEju7u5at26d2rdvr1atWsnFxUVPPvmk/Pz8dOLECb322mtKTEy0Q9VA/pAWrj/88EMdP35ckuTn56eCBQtqwoQJat++vRo3bqxx48apYMGCOnfunGViQabCujMRsIEcyOxHiiT17NlTRYsW1Y8//qgHH3xQrVq1kiQVK1ZMJUqU0PHjxzV//nwlJSXdznKBfCfttIvp06frk08+kSQ1a9ZMpUqVUufOnfXEE0+oefPmGj9+vOWHyqZNm+Ts7GyZjRXANSkpKZZ+FRERoYsXLyoqKkouLi7y8vJSQkKC/v33X6sZjfft26fixYtrzpw5WrRokdzc3Dh6DdxAVFSUpk2bpmXLlkmSmjRpogceeECLFi1S2bJlNXToUBUqVEj//vuvPvjgA+3bt0+dO3eWu7u7nStHXmCIOJBN6YcAHT16VImJibrvvvssR8tSU1N14sQJXblyRV5eXpKM2cL9/f0t4TptOYCsXbhwQT/99JNKliypwMBAFSpUSJ06ddLixYvl5uZm+aFy6tQpzZ49W7/88osWL16sggUL2rt0wKGkn4hz1KhR2rt3r86fPy8fHx/16tVLjz32mJydneXr66v9+/frq6++Uvny5fXFF19IkmrVqsX/W0Am0ub+SOPt7a3g4GC99957qlWrltq1a6epU6cqNTVVO3fu1LBhw1SkSBGdO3dOx48f17x58+Tr62u/DUCe4jJdQDakv6TJ0KFD9dtvvykqKkrOzs566aWX1LJlS91///1atWqVJk2apKeeekoNGzZUWFiYdu7cqVWrVjF5BZCF63+oSNKOHTvUo0cPvf3223ruuecsM6yuWbNGV69eVbly5ZSQkKDz589rzpw5qlKlip2qBxxf2iz8PXv2VFJSkv755x8tWbJE/fv3V9++fRUZGanu3bvr9OnTcnNzk5ubm0JDQ7lcEHAT3377rR599FFJxsRm48ePl7Ozs9544w2VLVtWkvTxxx/ryJEj+vfff1WzZk21adNG5cuXt2fZyGMEbCAH3n77bf30008aMmSISpUqpb/++kszZ85UrVq1FBwcrOTkZC1YsECff/65nJycVLhwYc2cOZMfKUA2rFq1SvXq1ZOPj4/c3d01ZcoUffrppwoNDVWtWrWUmJioEydOaP369YqNjZWfn5+aNGmi0qVL27t0wGH9/vvvevvttzVs2DA1btxYLi4uOnjwoP73v//p+eef1xtvvCEPDw9dvnxZO3bskNlsVq1atehXwE0EBwdryZIlatCggV5//XVVq1ZNv/zyi3r16qXRo0fr6aeftneJsBMCNpBNZ86cUa9evdS9e3e1b99ebm5uiomJUd26ddW5c2cNGTJEBQoUUHx8vM6ePatz587J39+fCc2AbFiyZImCg4PVsGFD1alTR927d1diYqIGDhwoPz8/DRw4kFEgQC5s3rxZQ4YM0fLly1W5cmWdOHFCHTt2VJMmTTR+/Hh5eHgoPDxc/v7+9i4VcGjXX+Fi27ZtGjFihGJiYhQQEKBatWrppZde0jfffKNZs2bp888/V5kyZaxGQeLuwLsNZNOFCxd05MgRVapUSW5ubjp69KhatWqlxx9/XIMHD1aBAgW0a9cumc1m+fn5qV69eoRrIAvXTxhYvXp1ubu7Kzo6Wv/++6+eeeYZnTt3TvXq1dOOHTv0999/S5LVbMbsHwZuLikpSU5OTipTpowiIiLUsWNHq8sFrV27VhMnTtTFixftXSrgsK4P15IUEBCgwMBAvfDCC2rRooUiIyP19NNP6+LFi/Lx8dH06dMVGxtLuL4L8Y4DN5H2I75YsWIqWbKkTp48qaNHj+q5555TgwYNFBwcLA8PD23cuFELFixQZGSknSsGHN/1PzgeeOABDRo0SGfPntVjjz2m5s2bq0+fPnJyctL58+c1a9YsSZKbm5vlMcxqDFyTkpKS6fLmzZvL29tbL7/8stq3b6+mTZtaXS5o+/btKlSokFXfAmAt7f+bDz74QG+99ZYkycfHR/Xr19fWrVtVrVo1BQcHq0ePHvr444/1zz//aOPGjfr999/tWTbshIANXOf6HylpX6rFixfXvffeqxkzZui5555T/fr19f7778vT01OXLl3Sli1bFB8fr8KFC9ujbCDfGTVqlLp3765ff/1VSUlJ6tChg+rWraudO3dq6NChGjhwoI4fP67ixYtr586dmjNnjr1LBhzS1atXLbOFb926VWFhYQoPD5ckFShQQK+99poiIyNlMpk0YsQIyyz8U6dO1fbt29W3b18VKlTInpsAOLzo6GjFxMRox44dCgwM1ObNm9W8eXO1a9dOQ4YMUWxsrLp166YlS5bo0UcfVbFixTj14i7FOdiArg39ST8E6LPPPtO///6ratWqqVKlSipdurROnTqlF198UWfPntXUqVPVokUL/f3331q6dKm+++47ffzxx6pYsaKdtwZwfElJSdq+fbtCQkLk4eGhBx98UG+88YY2btyoRYsWKSQkRAEBATp69Kj27t2rOXPmaPbs2apQoYK9SwccQkJCgkJCQvTqq6+qZMmSkqRBgwZp69atSklJkdls1muvvabnn39ezs7OWrNmjWbPni13d3cVK1ZMTk5OOnv2rD788ENm4Qcykf7yrGni4+MVGRmpMWPG6PDhw3rooYfUpUsXrVixQh4eHnrjjTfk6empy5cvy8nJicvc3aUI2LjrJSQkaPDgwerbt6+qVasmSRowYIB+/vlnOTs7Kz4+Xg0aNFDv3r1Vs2ZNHT16VH369JHZbFZUVJRKlSqlq1evatq0acwWDmQhsx8qkhQbG6uPPvpIW7ZsUUpKisaNG6fg4GAVKVJECxYssLRLTExkCCuQztq1azVu3DjVrFlTkydP1t9//61x48ZZjlB/9913+vDDD/XSSy+pd+/e8vLyUkREhFatWqWrV6+qfPnyatCgAbOFA5m4evWq3N3dJRmjQq5cuaLKlStb7eRdvHixtm7dqp07d8rX11fe3t4aPHiw6tSpY6+y4SAI2LjrHTt2TF26dJG3t7fef/99XbhwQVOmTNGbb76pWrVqac2aNVq5cqUKFy6sN998UzVr1lR0dLR2796tkydPqlKlSipXrpx8fHzsvSmAQ7nZyJD7779fZcqUUWJiosLDwzVz5kzt3r1b999/v3bs2KE33nhDL730kp23AnBMqampWrp0qZYvX67SpUurTp06iouL05tvvmlpExoaqilTpuill15S9+7dLUe6AWSUnVEh/fv3V/v27S2/+U6cOKFvv/1WH3zwgeVUp3HjxjFHyF2OgA1IOnjwoIYOHSqTyaT27dvr5MmTGjlypOWI2+eff67FixerUKFCGjJkiGrXrm3fggEHl92RIX369FGNGjUsj/v444/13Xffafv27apbt64++ugjeXp62mszAIeUkJCgAgUKyGw26+OPP9by5ct17tw59ezZUz169LAa8ZEWsnv27KnnnntOpUqVkpT5rMjA3Sy7o0JeeeUVdenSxerAys6dO7V8+XL16dOHUwVBwMbdLSkpSa6urjKbzTp8+LCGDBmiQ4cOKTAwUO+//77VD5C0kO3t7a1BgwYRsoEbyM7IkFWrVqlQoUIaOnSoVcg+evSoduzYoQYNGnDONfCflJQUnTx5Un5+fpZlO3fu1EMPPaRFixZp/vz5KlCggJYvX67ixYsrOTlZLi4ukqQFCxZo0qRJevXVV9W3b99MT9cA7nY5GRWSWchO+00JMIs47jopKSk6ePCg4uPjLV+E33zzjSpVqqSJEyfqgQce0M8//6w///zTMrxVkp588kl1795dp06d0pw5c6yuxwvAmp+fn+bNmycXFxcNHTpUf//9t2rWrKm6devKw8NDL7zwgrp166bY2FhNnDhRe/futTy2QoUK6ty5M+EaSGfXrl2aMGGCPvnkE0lS79699cEHHyghIUHdunVTz549lZKSojfeeEMXLlyQi4uLkpKSJEkvvfSShg8frtatWxOugUwkJCTIyclJXbt2VefOnXX27FktXrxY99xzjyRZfvP16NFDgwcP1rx58/Txxx8rIiLCsg7CNdJwBBt3ncOHD+vtt99W48aN1b9/f/Xq1Us//fSTtmzZomLFiungwYMaNmyYrl69qg8++EABAQFWR7LXrVunmjVrqmzZsnbeEsAxMTIEsL2jR49q6tSp2rt3r4oWLarIyEh99NFHuv/+++Xi4iKz2azFixdrxYoVKlWqlN577z0VK1aMo2pAFhgVgrzCEWzcdcqUKaNHH31Us2fPVmBgoA4fPmz58jSZTKpSpYomTpwoV1dXDRgwQH///bfVkew2bdoQroHrMDIEyFsVKlTQ4MGDLX2tffv2qlKlilxcXJSYmCiTyaRu3bqpU6dO+ueffzR06FCdP3+ecA1kgVEhyCscwcZdJTU1VU5OTkpKSlKrVq0UERGhDh06aPTo0Rl+hBw8eFBvvPGGJGnixImqWrWqPUoG8gVGhgB5I/0l7v744w9NnjxZbm5uOn78uHr27KkXXnhB0rVL2ZnNZi1dulSzZs1S3bp1NX36dDk5cTwFuB6jQpBXCNi4a6SFa0n69ddfFRYWJpPJpBUrVqh3797q06dPhuvsHjx4UD169NC9996rjz/+mOvwAlmIj4/XsmXLNGXKFPn7+yshIUHTp09X9erVLW3SdlolJSVlGrIBZC1t4j9J+uuvv/TRRx9p9+7d6tGjhzp37izJepKl1atXq27duipfvrzdagYcXdqEnJGRkXr55Zc1ZMgQSdY7rBYvXqzly5erbNmyCgkJUYkSJexcNRwdARt3hfThulevXjp79qzee+89lSpVSp988ommTp2qXr16qU+fPnJ3d5d07ajB0aNH5erqqnLlytlzEwCHxcgQIG8tWrRIM2bMUL9+/dS1a1c5Oztr3759mjt3rnbv3q1evXrp+eefV2JioubOnSs/Pz+1adPG3mUDDolRIchrBGzc8dIfIYuIiND48ePVqVMnNWzYUCaTSXFxcVq2bJmmTp2qPn366JVXXpGTk5NGjhypChUqqHfv3nbeAsBxMTIEyHuRkZF66623dObMGT311FPq3r27Vcj+/fff1axZM5nNZn399df64osvmIUfuAlGhSCvuNi7ACCvpYXrSZMmafv27UpISFCFChUsyz09PdWlSxdJ0rRp07Rz5065u7vr119/1dKlS+1WN+DobjQypFSpUpo6darMZnOGkSGVK1fWokWL5OrqSrgGrpP+6Jpk/MAvVqyYJk6cqKFDh2rVqlUym8168cUXVb16dfXt21crV67UTz/9pCJFimjVqlWEa+Amrh8VUq1aNfXs2VNz585VaGionJyc9Pzzz8tsNmvmzJny8/NThw4d7F028gkCNu4KcXFxio6OVnx8vJKTk1WkSBFJ1/ZMenh4qHv37vLx8dHy5cvl7e2t1atX6/7777dv4YCDMpvNlnAdEREhNzc3vfnmm6pYsaJMJpNl7//UqVPl5OTEyBAgm9LC9XfffacWLVrI1dVVycnJuueeezRhwgS99dZbWrlypZydndW1a1dVrlxZr7/+ugYNGiSz2SwvLy87bwHg+Nq1a6effvpJq1evVmpqqrp3767q1atbQvasWbO0b98+q1EhQHYxRBx3pMwmTrp48aLmz5+vhQsXqlWrVpo+fbokWV3XUDLCuJOTkwoUKHBbawbyo/QjQxYvXqx7773Xcl98fLyWLl2qadOm6aGHHrIaGVKzZk07Vg04tg0bNmjAgAHq37+/+vbtK+na/1WXLl3Syy+/rDNnzqhPnz7q0qULlwkCbiCzUSGurq66dOmShg4dqpMnT6pDhw568cUX5ezsrIMHD1qNChkzZowqV65sxy1AfkPAxh0n/Rfp1atXLWHb3d1dFy9eVGhoqL7++ms1b95c48aNy/AYANkTFxen4OBg/frrr0pOTlZYWJgKFChgdc5aYmKivvnmGy1fvlwlSpRQ//79GRkC3MTZs2e1fPlyhYaGql+/fpaQnTbp0s6dO9WnTx8VLlxYL774ouU0JwBZSxsVIl3bYXXx4kW99dZbOnbsmJ577jnLJIKxsbEym82MCkGuELBxR0kflN9//30dOHBAZ8+eVeXKldWlSxfVrFnTErLDwsLUpEkTjR8/PsNjAWTEyBDA9rL6v+fcuXNaunSpQkNDrY5kS9IXX3yhtWvXqnDhwho8eDBXuQBuglEhuJ0I2LgjDRgwQH/88YceeeQRxcTE6MCBAzp9+rSmTJmixx9/XJGRkZo3b56+/fZb1ahRQ1OnTrV3yYBDY2QIYHvp+8imTZt06dIlXb16VW3btlWRIkUUExOjjz76SPPmzVPv3r3VpUsXJSUlafbs2brvvvvUo0cP+hiQDYwKwe3EJGe446xfv167d+/We++9p3r16kkyLgs0d+5cDR48WEWLFlXdunXVo0cPxcXF6Y8//tC5c+dUsmRJO1cOOKbsjAzp0aOHJCksLEwjRozQ+PHj5ezsTMgGsmA2my19Y+DAgfrzzz8VGxurlJQUzZs3T/369VO7du3Uu3dvFSxYULNmzdLKlSvl6empmJgYLVmyhL4FZCKz/3fuvfdevfDCC0pNTbWMtOrbt6/lShanT59WjRo1VLhwYTVr1uy214w7C0ewccf5+OOPNWPGDK1evVplypSxLD969KiGDx8uk8mkuXPnysvLS1FRUUpOTlaxYsXsWDGQPzAyBLC9SZMm6auvvtKkSZNUqlQpSdK4ceO0a9cuDR48WM8995xSUlL0119/KSwsTN7e3goMDJSfn5+dKwccD6NC4Ag4go18Lf11eNP+feXKFSUnJ1vapA3/qVChglq2bKkFCxboypUr8vLykre3t71KB/IVRoYAthcXF6cDBw7o8ccfV/369S1zHMyfP1+9e/fWzJkz1aRJE5UrV061a9dW7dq17Vsw4MAYFQJH4WTvAoDcSklJsYTrCxcu6OzZs5KkoKAgFShQQBMmTJAky/AfSSpRooQKFCig1NTU218wkI9FRkYqISFBpUuXtiyrXLmyXn31VVWrVk1TpkxRdHS0ihYtqtdff12LFi0iXAPXuf7/HrPZrNOnTysuLs4SrhMTEyVJkydPlrOzs5YtW2ZpCyBraX1o0qRJ+v333xUSEqLVq1fr888/V4UKFRQcHKzVq1fL09NTr7zyipYtW6a2bdvqySef1IoVKxQQEGDnLcCdgoCNfCttL+Pw4cP13HPPqU2bNho7dqyuXLmiXr16afv27Xr99dcVHx+v5ORkRUZGauvWrSpZsiRHroEbSB8C0v6d2cgQSZaRIcePH9eVK1ckSd7e3px2AVwn/U7hTZs2ae/evSpYsKCqVKmiffv26dChQ5Ku7RR2d3dX8eLFFR0dLUkZZvAHkNH1o0J8fX3l6+ur+fPn6+GHH9bMmTN1+vRpubq6qnbt2ho+fLheffVVTrmATRGwke+kpKRY/h0SEqJffvlFQUFB6tKli7744gtNnjxZfn5+6tevn7Zv367AwEA9//zzevXVV7Vjxw698847KlSokB23AHBcjAwBbC/9eaFDhgzRrFmztGnTJknS888/r8OHD2vhwoU6fvy45THR0dFydXW1jAThCDaQEaNC4Ig4Bxv5TtqPlIMHD8rT01PDhg3To48+Kklq0aKFXnnlFaWkpKhnz55asmSJli9frkuXLum+++5TSEgIeymBG0g/MuS3337ThQsX9L///U9dunRRr1699P777+v111/Xu+++K1dXV0VFRTEyBLiJtH715ptvateuXRo9erSqVasmSapfv75CQkL01ltv6dSpU3r00UdVvHhxbdq0SSdPntTkyZMlcQQbuN71E5r5+PioRo0aVqNCKlWqxKgQ3HbMIo58KTQ0VHPmzJG7u7vmzp2rGjVqKCkpSa6urtq7d69efPFFVa1aVWPGjJG/v78kWa7bCyCj9D9UQkJCtGnTJj355JNKTEzU0qVLVb9+fb3wwgv6+++/NXfuXHl6eqpEiRJycnJSeHi4lixZosqVK9t5KwDHtWPHDg0bNkzjxo1T06ZNJUmXLl3S8ePHVbhwYcXFxWn06NE6fvy4vLy8VKxYMQUHB9OvgExcPyrk6NGjatq0qQYNGqSff/5ZL774ov73v/+pV69e8vX1lWSMyurTp48aNGig119/nd+FyDMcwUa+1KJFC+3YsUM///yzjh49qho1asjV1VXJycmqUaOGFi1apB49emjgwIGaOHGiqlSpYu+SAYfGyBAgb0VHR+vq1asqXbq0YmNjLUey4+PjdenSJQ0cOFArV67U2bNnlZqaqnvuuUdeXl72LhtwSIwKgSPjCDbyrVOnTumNN97Q6dOnNX78eDVv3lySlJycLBcXF+3evVuDBg3S0qVLrWY+BpA5RoYAeefYsWMKCgpS1apV5ezsrH379qlNmzZ64oknFB4ergkTJmjlypWqWbOmvUsF8gVGhcBRcQQb+VbZsmU1efJkDR8+XCEhIZKk5s2by8XFRcnJyapVq5bWr19vNRkTgKwxMgTIO35+fpo/f75mz56tihUr6rnnnlPbtm0lGRM1lS1bVoULF7ZzlUD+wagQOCqOYCPfO3nypN5++21FRETo7bffVrNmzexdEpBvMTIEyFtpfSlNZGSkpk2bpv379yv0/+3dW0hUbRvG8Uv91BSpVyPM3CESkqQZlZGZEViRZAdKmptpXwdWRnWiHiiBEpFFkhRlBikFQ0wDJqWhEBUUSDUF7Qgzd6GWm8xCJPQ9eGn4pI3vZpk6/X9HrmfWWs+95uzyudczZWXy8fGZwOqAqYOuEExWBGw4hJaWFhUUFOjZs2c6fvy4YmNjJ7okYMpqbW1VXl6eurq6lJub+03IHhoaojMEMEBVVZXu3bunuro6VVZW0roK/EMNDQ32rpAFCxbYu0Ju3bqloqIinTt3jj1C8MsRsOEwmpqadPToUeXm5io4OHiiywGmNDpDgPFls9lUWFgoNzc3HT58WHPnzp3okoApia4QTDYEbDiUrxsyAfjv6AwBxs/w8LCamprk7e1NAAAMQlcIJgPniS4AMBLhGjBOUFCQ8vPztXDhQgUGBk50OYBDcXZ2VmhoKOEaMIjNZlNFRYWam5t1+fJlwjUmDCvYAICfojMEADDZ0RWCyYKADQAAAACAAWgRBwAAAADAAARsAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxAwAYAAAAAwAAEbAAAAAAADEDABgAAAADAAARsAADwr5hMJplMpokuAwCASeN/E10AAAD4965evarc3Fz7sYuLi2bOnKnly5frwIED8vX1ncDqAAD4vRCwAQBwANnZ2QoICNDQ0JBsNpusVqsePHig6upqubu7j8uc5eXl43JfAACmKgI2AAAOIC4uThEREZKkjRs3ytvbW2VlZaqvr1dCQsK4zOnm5jYu9wUAYKriHWwAABzQ4sWLJUmtra32scbGRmVnZys6OloRERFKSkpSfX39N9e+ePFCmZmZioyMVFxcnE6fPi2LxaKwsDC1tbXZz/veO9jd3d3Ky8tTTEyMIiIitGHDBlmt1lHntLW1KSwsTOXl5TKbzYqPj9f8+fOVnJysJ0+eGPk1AADwS7GCDQCAA2pvb5ckTZ8+XZL06tUrpaWlydfXV7t27ZKnp6du3LihPXv26NSpU1q9erUkqbOzU1u2bJEk7d69W56enrpy5crfWq0eHByUyWRSS0uLMjIyFBAQoJqaGuXk5Ki/v99+36+qq6v16dMnpaamysnJSefPn9e+fftUV1cnV1dXI78OAAB+CQI2AAAOYGBgQD09PRoaGtLjx49VWloqNzc3rVq1SpJUVFQkPz8/WSwWe1hOT09XWlqaiouL7QG7rKxMHz58kNVq1bx58yRJSUlJWrt27Zg1mM1mNTY26tixY9qwYYMkadOmTTKZTDp58qSSk5Pl5eVlP//t27e6efOmZsyYIUkKCQlRVlaW7t69a68bAICphBZxAAAcwNatW7Vs2TKtXLlS2dnZ8vDw0JkzZzR79mz19fXp/v37WrdunT2I9/T0qLe3V7GxsXrz5o06OzslSXfu3FFUVJQ9XEvSH3/8ocTExDFruH37tmbNmqX169fbx1xdXWUymfT582c1NDSMOj8hIcEerqXvt7UDADCVsIINAIADyM/PV0hIiD5+/CiLxaKGhgb7SnVLS4tGRkZUUlKikpKS717f3d0tX19ftbe3Kyoq6pvPg4KCxqyhvb1dwcHBcnYe/f/70NBQSX+tWP8/Pz+/Ucdfw3Z/f/+YcwEAMBkRsAEAcACRkZH2XcTj4+OVnp6uQ4cOqaamRsPDw5Kk7du3a8WKFd+9/u8EaKO5uLh8d3xkZOQXVwIAgDEI2AAAOBgXFxcdPHhQmzdv1qVLl5ScnCzpr3btmJiYn17r7++v5ubmb8ZbWlrGnNff318vX77U8PDwqFXs169fS5LmzJnzTx4DAIAph3ewAQBwQEuXLlVkZKQuXrwoLy8vRUdHy2w2q6ur65tze3p67H/HxsbKZrPp+fPn9rG+vj5du3ZtzDnj4uL07t07Xb9+3T725csXVVZWytPTU0uWLPmPTwUAwOTGCjYAAA5qx44d2r9/v65evaqCggKlp6crMTFRKSkpCgwM1Pv372Wz2dTR0aGqqipJ0s6dO1VVVaVt27YpMzPT/jNdfn5+6uvrk5OT0w/nS01NldlsVk5Ojp4+fSp/f3/V1tbq4cOHysvLG7WDOAAAjoiADQCAg1qzZo2CgoJ04cIFpaSkyGKxqLS0VFarVX19ffLx8VF4eLj27Nljv8bPz08VFRUqLCzU2bNn5ePjo4yMDHl4eKiwsFDu7u4/nG/atGmqrKxUcXGxrFarBgYGFBISoiNHjigpKelXPDIAABPKaYSdRAAAwBiKiopkNpv16NGjH25OBgDA7453sAEAwCiDg4Ojjnt7e1VVVaVFixYRrgEA+AlaxAEAwCipqamKjo5WaGio3r9/L4vFooGBAWVlZU10aQAATGq0iAMAgFFOnDih2tpadXR0yMnJSeHh4dq7d++YP/EFAMDvjoANAAAAAIABeAcbAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAP8CZFRdbHe/GTnAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**The region with the most children is southeast**"
      ],
      "metadata": {
        "id": "qzQHouqaqA8S"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Examine the relationship between “age” and “bmi”.\n"
      ],
      "metadata": {
        "id": "shUJkOc1Hn4U"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "age_bins = [0, 20, 30, 40, 50, 60, 100]\n",
        "age_labels = ['0-19', '20-29', '30-39', '40-49', '50-59', '60+', ]\n",
        "\n",
        "\n",
        "df['age_group'] = pd.cut(df['age'], bins=age_bins, labels=age_labels, right=False)\n",
        "\n",
        "# Barplot\n",
        "sns.barplot(x='age_group', y='bmi', data=df, errorbar=None)\n",
        "plt.xlabel('Age Group')\n",
        "plt.ylabel('Mean BMI')\n",
        "plt.title('Mean BMI by Age Group')\n",
        "plt.xticks(rotation=45)\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "P3ayR2U5mjdA",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2c953eaa-2801-4efc-cd27-2f1a7d66607d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Mean BMI distributed normally. But it increases as age gets older.**"
      ],
      "metadata": {
        "id": "4xP_SWy7riOH"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Examine the relationship between “bmi” and “children”.\n"
      ],
      "metadata": {
        "id": "piP2S6U5IO3E"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sns.swarmplot(x=\"children\", y=\"bmi\", data=df)\n",
        "plt.xlabel(\"Number of Children\")\n",
        "plt.ylabel(\"BMI\")\n",
        "plt.title(\"Relationship between BMI and Number of Children\")\n",
        "plt.show()\n",
        "\n",
        "\n",
        "bins = [0, 1, 2, 3, 4, 5, 6]\n",
        "labels = [\"0\", \"1\", \"2\", \"3\", \"4\", \"5\"]\n",
        "df[\"children_category\"] = pd.cut(df[\"children\"], bins=bins, labels=labels, right=False)\n",
        "\n",
        "bmi_by_children = df.groupby(\"children_category\")[\"bmi\"].mean()\n",
        "\n",
        "# Bar plot\n",
        "bmi_by_children.plot(kind=\"bar\")\n",
        "\n",
        "plt.xlabel(\"Number of Children\")\n",
        "plt.ylabel(\"Average BMI\")\n",
        "plt.title(\"Average BMI by Number of Children\")\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "02d_0zkrmja3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "7b02ef56-1c92-4166-823a-f4f736960c14"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/seaborn/categorical.py:3544: UserWarning: 48.3% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
            "  warnings.warn(msg, UserWarning)\n",
            "/usr/local/lib/python3.10/dist-packages/seaborn/categorical.py:3544: UserWarning: 26.9% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
            "  warnings.warn(msg, UserWarning)\n",
            "/usr/local/lib/python3.10/dist-packages/seaborn/categorical.py:3544: UserWarning: 13.8% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
            "  warnings.warn(msg, UserWarning)\n",
            "/usr/local/lib/python3.10/dist-packages/seaborn/categorical.py:3544: UserWarning: 5.7% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
            "  warnings.warn(msg, UserWarning)\n",
            "/usr/local/lib/python3.10/dist-packages/seaborn/categorical.py:3544: UserWarning: 52.1% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
            "  warnings.warn(msg, UserWarning)\n",
            "/usr/local/lib/python3.10/dist-packages/seaborn/categorical.py:3544: UserWarning: 31.2% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
            "  warnings.warn(msg, UserWarning)\n",
            "/usr/local/lib/python3.10/dist-packages/seaborn/categorical.py:3544: UserWarning: 16.7% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
            "  warnings.warn(msg, UserWarning)\n",
            "/usr/local/lib/python3.10/dist-packages/seaborn/categorical.py:3544: UserWarning: 7.6% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
            "  warnings.warn(msg, UserWarning)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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v+gZ4Oxs3blSpUqU0f/58eXl52bevWLHCYVzFihWVnZ2t48ePO/xWevToUYdxfn5+Klu2rLKzsx1maMxw5coVSbe+JLdLly6aPn26zpw5o3feece0177x65Su/Yads/A7R3R0tBYsWKAtW7bo66+/lp+fnz3EFtSQIUO0evXqPK/YypkFSE1NddieM3NQFG7sgWEYOnr0qD3A5iwm9/HxMf17X7FixTxvApiUlGTfX1CtW7fW7NmztXr16nwHHrPk1HvkyBGHRfjJycn5nnHJed7dd99ter/hPljDA5dz6dIlffHFF2rVqpU6dOiQ60/OlS05V454eHioQ4cO+uqrr7R69WpduXLF4XSWJHXs2FGnTp1SXFxcnq+Xn3t1lChRQjabzWFm4Pjx49q8ebPDuJw37aVLlzpsX7JkSa7jtW/fXhs3bnS4bDtHfk5n3cxXX30lSQ6zXDeqWrWqXn75Zb344osKCQlx+rVu9OWXXzpcNbV//37t27dPLVq0cBhXu3ZtBQcH67PPPtMXX3yhzp07O30/lqpVq6pr165avny5zpw547DPx8dHFSpU0Lfffuuw/cbvj5lWrlxpX/ciXVtDdubMGXsP6tWrp6pVq2rBggW6ePFirucX5nvfsmVL7d+/X99//719W3p6uuLi4lSpUqU816bdTlhYmJo3b65PP/1UX375Za79mZmZDreAMFPTpk3l6empJUuWOMymLV68ON/HaN68uXx8fDR79mxlZWXl2l+YfsN9MMMDl7NlyxZdvHhRbdq0yXN/gwYN5Ofnp9WrV9uDTceOHfXRRx9p+vTpCgoKUs2aNR2eEx0drfXr1+sf//iH9uzZo4YNG+rq1atKSkrShg0bNG/ePNWvX/+WdbVs2VILFy7Us88+q6ioKJ07d05Lly5V1apV9csvv9jH1atXT+3bt9fixYt1/vx5hYaGau/evfZ1BNfPML344ovas2ePevTooZiYGNWqVUspKSk6cOCAdu3apW+++ea2/Tp16pRWrVol6dq9if73v/9p+fLlqlChwm1vBnerhZ/Oqlq1qnr37q3evXsrMzNTH374ocqXL69nn30219hu3brZ3yidOZ11vcGDB2vVqlU6fPiw/va3vznsi4mJ0Zw5c/TKK6+oXr16+vbbb4v0oxB8fX3Vp08fde/eXefOndPixYtVrVo19ejRQ9K1kP7GG29owIABioqKUvfu3RUQEKBTp05pz5498vHx0axZs5x67YEDB2rdunX2S+J9fX21cuVKHT9+XDNmzHD61OWUKVP0zDPPaNiwYWrdurUiIyPl7e2to0ePKj4+XqdPn77lmiRn+fn56ZlnntHs2bM1aNAgtWzZUj///LO+/vprVahQIV/H8PHx0YQJEzRmzBh1795dnTp1kp+fn06ePKlt27apYcOGec4mw1oIPHA5q1evVqlSpdSsWbM893t4eKhVq1Zas2aN/vzzT1WoUEENGzbU/fffr99//z3X7E7Oc95//30tWrRIq1at0qZNm+Tt7a3KlSsrNjZWgYGBt60rMjJSb775pubOnau33npLlStX1ujRo3XixAmHwCNJkydP1j333KN169Zp06ZNatq0qaZOnaoOHTo4nA6755579Omnn+r999/Xpk2b9Mknn6h8+fKqVauWRo8ena9+JSQkaMyYMfavs0KFCnrkkUc0YsSIfN3PxmzdunWTh4eHFi9erHPnzikkJETjx4/Xvffem2tsly5d9K9//UtVqlQp9CxTtWrV1LVrV/33v//Nte+5555TcnKyNm7cqPXr16tFixaaN2/eTRexF9bgwYP1yy+/aM6cObp48aIiIyP1j3/8Q97e3vYxERERWr58uT744AMtWbJE6enp8vf3V0hIiHr27On0a99zzz1atmyZ3nnnHS1ZskSXL19WcHCwZs2aVaj7LPn5+WnZsmVaunSp4uPjNXXqVGVlZalSpUpq06aNnnzySaePfTsjR46Ul5eXli1bpj179tgvXhg0aFC+j9GlSxfde++9mjNnjubPn6/MzEwFBASocePG6t69e5HVDtdhM5xZcQegwBISEtStWze98847hZ7NsIrk5GQ1b95cQ4cO1XPPPVfc5QCwMNbwAEUgr/vfLF68WB4eHgoPDy+GilzTf//7X129erVAd/AFAGdwSgsoAvPmzdNPP/2kJk2aqESJEvr666/19ddfq2fPnrr//vuLu7xit2vXLh06dEizZs1Su3bt8n2PGQBwFqe0gCKwY8cOvffeezp06JDS09N1//33Kzo6WoMHDy7ST4Z2F7Gxsfr+++8VFhamf/3rX8Wy1gjAXwuBBwAAWB5reAAAgOUReAAAgOWxmEDS999/L8Mw5OnpWdylAACAfMrKypLNZlNYWNhtxzLDo2ufc+PqS5kMw1BmZqbL1+kO6KV56KU56KN56KV53KGXBXn/ZoZHss/s3O6jBYpTenq6EhISVKtWrVyfooyCoZfmoZfmoI/moZfmcYde/vjjj/keywwPAACwPAIPAACwPAIPAACwPAIPAACwPAIPAACwPAIPAACwPAIPAACwPAIPAACwPAIPAACwPAIPAACwPAIPAACwPAIPAACwPAIPAACwPAIPAACwPAIPAACwPAIPAMAybDabvL29ZbPZirsUuJiSxV0AAOCvKzvbkIeHeeHE29tbdevWNe14OcyuE3cegQcAUGw8PGz618ff6fipC8Vdyk1VDrhLo59oVNxloJAIPACAYnX81AUdOpFS3GXA4ljDA8BprJcA4C6Y4QH+QtxhvQRrJQAUBQIP8Bfi6uslWCsBoKgQeIC/GNZLuB5ODQJFj8CDvxzeXGAGM0+9cSk1UPQIPG7ir/wm7Q7rTiTeXP5qOD0IuBcCTxHiN0BzuPobi8Sby18VpwcB9+FSgWfbtm2aO3euEhMTlZaWpoCAALVr107Dhg3TXXfdZR+3ZcsWTZs2TYcPH1bFihU1cOBAPfbYY8VYed5c/Y3and6keWMBABSGSwWe8+fPKyQkRLGxsSpfvrwOHjyoGTNm6ODBg1qwYIEk6dtvv9WwYcP0+OOP6+WXX9bu3bv1yiuvqGzZsurQoUMxfwW58UYNAEDxc6nAEx0d7fA4IiJCXl5eGj9+vE6dOqWAgADNnDlTISEhev311yVJTZo00bFjxzR9+nSXDDwAAKD4ufydlsuXLy9JysrKUmZmpvbs2ZMr2HTq1EmHDh3S8ePHi6FCAADg6lxqhifH1atXdeXKFSUmJur9999XmzZtVLlyZSUmJiorK0s1atRwGF+zZk1JUlJSkipXruzUaxqGofT09ELXniPnqip3kJGRIcMwiruMPLlTHyV6aRZX7qNEL83iTn2UXLuXRSEjI8Phv67IMIx8X73skoGndevWOnXqlCSpefPm+ve//y1JSkm5thamXLlyDuNzHufsd0ZWVpYSEhKcfv6NiuqqqqJw+PBhl/2Bdqc+SvTSLK7cR4lemsWd+ii5di+L0pEjR4q7hFvy8vLK1ziXDDxz5sxRRkaGEhMTNXPmTA0ePFgLFy4s0tf09PRUrVq1TDueO90vJzAw0GV/a3GnPkr00iyu3EeJXprFnfoouXYvi0JGRoaOHDmi6tWru+xMXGJiYr7HumTgqV27tiQpLCxM9evXV3R0tDZt2mQPJBcuOF7mnZqaKkny9fV1+jVtNpvKlCnj9PPdmav+ILsjemkO+mgeemmev2ovvb29Xfb9sSCh2eUXLQcHB8vT01O//fabqlatKk9PTyUlJTmMyXl849oeAAAAyQ0Cz759+5SVlaXKlSvLy8tLERER2rhxo8OY+Ph41axZ0+kFywAAwJHVPtLIpU5pDRs2TPXq1VNwcLBKly6t//3vf5o/f76Cg4PVrl07SdKQIUP05JNPasKECerYsaP27NmjtWvXaurUqcVcPQAAxccdPnewOD/OyKUCT0hIiOLj4zVnzhwZhqFKlSopJiZG/fv3t6/Cbty4sWbMmKFp06bps88+U8WKFfXGG2+oY8eOxVw9AADFh48zujWXCjwDBw7UwIEDbzuubdu2atu27R2oCAAA98HHGd2cy6/hAQAAKCwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsDwCDwAAsLySxV3A9davX6/Vq1frwIEDSk1NVbVq1RQbG6vHHntMNptNkhQbG6tvvvkm13Pj4+NVs2bNO10yAABwAy4VeBYtWqRKlSpp3LhxqlChgnbu3Knx48frjz/+0LBhw+zjGjZsqLFjxzo8t3Llyne6XAAA4CZcKvDMnDlTfn5+9seRkZE6f/68Fi5cqKFDh8rD49oZuHLlyqlBgwbFVCUAAHA3LrWG5/qwk6NOnTpKS0tTenp6MVQEAACswKVmePLy3XffKSAgQD4+PvZt33zzjRo0aKCrV68qNDRUI0aMUHh4eKFexzAMU0OVzWaTt7e3accrShkZGTIMo7jLyJM79VGil2Zx5T5K9NIs7tRHiV6axcw+GoZhX+N7Oy4deL799lvFx8c7rNcJDw9XdHS0qlevrtOnT2v+/Pl6+umn9dFHHyksLMzp18rKylJCQoIZZUuSvL29VbduXdOOV5QOHz6sjIyM4i4jT+7UR4lemsWV+yjRS7O4Ux8lemkWs/vo5eWVr3EuG3j++OMPjRo1ShEREXryySft24cPH+4wrlWrVoqKitIHH3yguXPnOv16np6eqlWrltPPv1F+E6crCAwMdOnfWtwJvTSHK/dRopdmcac+SvTSLGb2MTExMd9jXTLwpKamasCAASpfvrxmzJhhX6yclzJlyqhly5bauHFjoV7TZrOpTJkyhTqGu3KXaVB3QC/NQR/NQy/NQy/NYWYfCxL0XC7wXLp0SYMGDdKFCxe0fPly3XXXXcVdEgAAcHMuFXiuXLmikSNHKikpSR9//LECAgJu+5z09HRt3bpV9evXvwMVAgAAd+RSgWfixIn66quvNG7cOKWlpemHH36w76tbt67279+vefPm6eGHH1alSpV0+vRpLVy4UGfOnNG7775bfIUDAACX5lKBZ8eOHZKkt99+O9e+zZs3y9/fX1lZWZo6darOnz8vb29vhYWFaeLEiQoJCbnT5QIAADfhUoFny5Yttx0zf/78O1AJAACwEpe60zIAAEBRIPAAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLI/AAAADLK5nfgQsXLizQgW02m5566qmC1gMAAGC6fAeeyZMnF+jABB4AAOAq8h14Nm/eXJR1AAAAFJl8B55KlSoVZR0AAABFhkXLAADA8vI9w/PGG28U+OCvvvpqgcavX79eq1ev1oEDB5Samqpq1aopNjZWjz32mGw2m33cp59+qnnz5unkyZMKDAzUqFGj1Lp16wLXBwAA/hryHXiWLFkim80mwzDyNd5msxU48CxatEiVKlXSuHHjVKFCBe3cuVPjx4/XH3/8oWHDhkmS1q1bp/Hjx2vw4MFq0qSJ4uPjNWzYMH388cdq0KBBgV4PAAD8NeQ78Hh5eclms6lVq1bq0qWLWrZsKU9PT1OLmTlzpvz8/OyPIyMjdf78eS1cuFBDhw6Vh4eHpk+frs6dO2vkyJGSpCZNmujXX3/V+++/r7lz55paDwAAsIZ8r+HZuXOnJkyYoLS0NI0YMULNmjXTq6++qt27d5tWzPVhJ0edOnWUlpam9PR0HTt2TEeOHFHHjh0dxnTq1Em7du1SZmamabUAAADryPcMj4+Pjx599FE9+uijOnv2rNatW6e1a9fqs88+k7+/vzp16qSoqCjVr1/f1AK/++47BQQEyMfHR999950kKTAw0GFMzZo1lZWVpWPHjqlmzZpOvY5hGEpPTy90vTlsNpu8vb1NO15RysjIyPepyjvNnfoo0UuzuHIfJXppFnfqo0QvzWJmHw3DcFjjeyv5DjzXu+eee9SvXz/169dPv/32m1avXq21a9fqww8/1AsvvKABAwY4c9hcvv32W8XHx2vs2LGSpJSUFElSuXLlHMblPM7Z74ysrCwlJCQ4/fwbeXt7q27duqYdrygdPnxYGRkZxV1GntypjxK9NIsr91Gil2Zxpz5K9NIsZvfRy8srX+OcCjzXS01NVVpami5evCjDMFS6dOnCHlKS9Mcff2jUqFGKiIjQk08+acoxb8XT01O1atUy7Xj5TZyuIDAw0KV/a3En9NIcrtxHiV6axZ36KNFLs5jZx8TExHyPdSrwHD58WGvXrtXatWt19OhR1ahRQ71791aXLl1UpUoVZw7pIDU1VQMGDFD58uU1Y8YMeXhcW2rk6+srSbpw4YL8/f0dxl+/3xk2m01lypQpRNXuy12mQd0BvTQHfTQPvTQPvTSHmX0sSNDLd+A5deqU1q5dq3Xr1unnn3/Wfffdp06dOqlLly6qU6eOU4Xm5dKlSxo0aJAuXLig5cuX66677rLvq1GjhiQpKSnJ/vecx56enqaELQAAYD35DjytWrVSqVKl1KJFCw0ZMkSNGze2J6vz58/n+Zzy5csXqJgrV65o5MiRSkpK0scff6yAgACH/VWqVFH16tW1YcMGtWvXzr49Pj5ekZGR+T6PBwAA/lryHXgMw9ClS5e0adMmbdq0KV/PKegi4IkTJ+qrr77SuHHjlJaWph9++MG+r27duvLy8tLzzz+v0aNHq2rVqoqIiFB8fLz279+vJUuWFOi1AADAX0e+A0/OnY6L0o4dOyRJb7/9dq59mzdvVuXKlRUVFaWMjAzNnTtXc+bMUWBgoN577z2FhYUVeX0AAMA9uVTg2bJlS77GxcTEKCYmpoirAQAAVsGnpQMAAMsr8GXpv/32m0qUKKFKlSpJkjIzM/Xpp59q7969Sk9PV506dfTEE0/o3nvvNb1YAAAAZ+Q78KSkpGjAgAH68ccfJUnh4eGaMWOGBg8erO+//94+7uuvv9Znn32mZcuWcZk4AABwCfk+pTV79mz9/PPPevrpp/X3v/9dR44c0dChQ3Xo0CFNnz5de/fu1a5du/Tmm2/qwoULmj59elHWDQAAkG/5nuHZvHmzYmJiNGbMGElS9erVNXToUL3wwgt65JFH7OMee+wxJSQkaMOGDeZXCwAA4IR8z/D8/vvveuCBB+yPc/4eHByca2ydOnX0559/mlAeAABA4eU78GRmZqpUqVL2xzl3Nc7r7saenp7Kzs42oTwAAIDCK9Bl6Xl9SJc7fUIrAAD4ayrQZekLFizQ2rVrJV373CtJmjZtWq7PzDp9+rQ51QEAAJgg34GnYsWKOn/+vMMHhVasWFGnT5/OM+Dcf//9phQIAABQWPkOPPn92AcAAABXw0dLAAAAyyPwAAAAyyPwAAAAyyPwAAAAyyPwAAAAyyPwAAAAyyvQjQdvlJmZqQMHDujcuXNq2LCh/Pz8zKoLAADANE7P8Hz44Yd66KGH1KdPHz3//PP65ZdfJEnJycmKiIjQZ599ZlqRAAAAheFU4FmxYoXeeustNW/eXG+++aYMw7Dv8/PzU5MmTRQfH29akQAAAIXhVOBZuHCh2rZtq3//+99q3bp1rv0PPPCADh48WOjiAAAAzOBU4Dl69KhatGhx0/3ly5d3+MwtAACA4uRU4ClXrpz+/PPPm+5PTEyUv7+/00UBAACYyanA06JFC8XFxSk1NTXXvoMHD+rTTz9VmzZtCl0cAACAGZy6LH3kyJHq0aOHoqKi1Lp1a9lsNq1cuVIrVqzQF198IX9/fw0dOtTsWgEAAJzi1AxPQECAPv/8czVv3lzr16+XYRhatWqVvvrqK3Xu3FlxcXHckwcAALgMp288ePfdd+vNN9/Um2++qeTkZGVnZ8vPz08eHty8GQAAuJZC3Wk5B7M5AADAlTkVeN57771b7rfZbCpVqpTuu+8+hYeHKyAgwKniAAAAzOB04LHZbJLkcJdlSbm2lyhRQjExMXrttdc43QUAAIqFU4Fn27ZtGjRokOrUqaPY2FhVrVpV0rUbEi5ZskS//PKLpk6dqvT0dC1evFjLly/Xvffey5VbAACgWDg15TJx4kTVqFFDkyZNUt26deXj4yMfHx898MADmjRpkqpVq6Z///vfqlOnjt5++2099NBDWrVqldm1AwAA5ItTgWf37t0KDw+/6f7w8HDt2LHD/rhly5Y6efKkMy8FAABQaE4FHi8vL+3fv/+m+/ft2ydPT0/74ytXrqhMmTLOvBQAAEChObWGJyoqSh9//LHKly+v3r17q3LlypKk48ePa+nSpVq9erWeeOIJ+/g9e/aoVq1a5lQMAABQQE4Fnr///e86e/asFi5cqEWLFtmvvsrOzpZhGHrkkUf097//XZJ0+fJlPfDAA2rYsKF5VQMAABSAU4GnVKlSmjZtmn7++Wdt375dJ06ckCRVqlRJDz30kB544AGHscOGDTOnWgAAACcU6k7LdevWVd26dc2qBQAAoEhwJ0AAAGB5Ts/wbNu2TYsWLdLPP/+sCxcu5LrjsiQlJCQUqjgAAAAzODXDs3HjRg0ePFhnz55Vp06dlJ2drc6dO6tTp04qXbq0goOD9dxzz5ldKwAAgFOcmuGZPXu2QkJCtHTpUqWkpOiTTz7RY489psjISB0/flw9e/a0X6oOAABQ3Jya4Tl06JA6deqkEiVKqGTJa5npypUrkqTKlSurd+/emjt3rnlVAgAAFIJTMzylS5e230m5XLly8vLy0pkzZ+z777nnHh0/frzAxz169Kjmz5+vffv26eDBg6pRo4bWrl3rMCY2NlbffPNNrufGx8erZs2aBX5NAABgfU4FnsDAQB06dMj+uE6dOlq1apW6du2qq1evau3atbr//vsLfNyDBw9q27ZtCg0Ntd/EMC8NGzbU2LFjHbZxCg0AANyMU4Hn4Ycf1kcffaSxY8fKy8tLgwcP1tChQ+0fKJqRkaG33nqrwMdt06aN2rVrJ0kaN26cfvrppzzHlStXTg0aNHCmdAAA8BfkVODp37+/+vfvb3/cunVrffTRR/riiy9UokQJtWzZUk2aNCnwcXM+ogIAAMBMBQ48mZmZ2r59uypVqqTatWvbtzdu3FiNGzc2tbib+eabb9SgQQNdvXpVoaGhGjFihH12yVmGYSg9Pd2kCiWbzSZvb2/TjleUMjIybnr6sLi5Ux8lemkWV+6jRC/N4k59lOilWczso2EYstls+Rpb4MDj6empESNG6JVXXnEIPHdKeHi4oqOjVb16dZ0+fVrz58/X008/rY8++khhYWFOHzcrK8vUGyV6e3u7zcduHD58WBkZGcVdRp7cqY8SvTSLK/dRopdmcac+SvTSLGb30cvLK1/jChx4bDabqlevrj///LPARZlh+PDhDo9btWqlqKgoffDBB4W6FN7T01O1atUqbHl2+U2criAwMNClf2txJ/TSHK7cR4lemsWd+ijRS7OY2cfExMR8j3VqDc+gQYP09ttvq0OHDqpRo4YzhzBNmTJl1LJlS23cuLFQx7HZbCpTpoxJVbkXd5kGdQf00hz00Tz00jz00hxm9rEgQc+pwLNv3z6VL19eXbp00YMPPqhKlSqpdOnSuca9+uqrzhweAADAVE4FniVLltj/vmvXrjzH2Gy2OxJ40tPTtXXrVtWvX7/IXwsAALgnpwLP//73P7PrkHRt5fa2bdskSSdOnFBaWpo2bNggSXrwwQeVlJSkefPm6eGHH1alSpV0+vRpLVy4UGfOnNG7775bJDUBAAD351TgKSrnzp3TiBEjHLblPP7www913333KSsrS1OnTtX58+fl7e2tsLAwTZw4USEhIcVRMgAAcAOFCjw//PCD9uzZo3PnzqlPnz6qXr26MjIylJSUpOrVq6ts2bIFOl7lypX1yy+/3HLM/PnzC1MyAAD4C3Iq8GRmZuqFF17Q5s2b7Tf9ad26tapXry4PDw8988wzeuqppzRkyBCz6wUAACgwpz7L4d1339XWrVs1YcIEbdiwweF6+lKlSqlDhw7avHmzaUUCAAAUhlOBZ926derVq5d69uwpX1/fXPtr1qypY8eOFbo4AAAAMzgVeM6dO6fg4OCb7i9RooQuXbrkdFEAAABmcirw3H///UpKSrrp/v/3//6fqlat6nRRAAAAZnIq8ERFRWnZsmX6/vvv7dtybu8cFxen9evXq1u3bqYUCAAAUFhOXaU1ePBg7du3T3379lWNGjVks9k0adIkpaSk6I8//lDLli311FNPmVwqAACAc5wKPF5eXpo3b55Wr16tjRs3Kjs7W5mZmQoODtbIkSMVHR3tVp/cCgAArM3pGw/abDZFR0crOjrazHoAAABM59QanilTpujnn382uxYAAIAi4VTgWbJkiR577DE98sgjmjZt2m0/DgIAAKA4ORV4du7cqUmTJql69eqaN2+eunXrps6dO+v999+/5eXqAAAAxcGpNTw+Pj7q1q2bunXrptTUVG3cuFEbNmzQzJkz9d577ykoKEidO3fWwIEDza4XAACgwJya4bleuXLlFBMTo/nz52v79u0aO3asjh8/rqlTp5pRHwAAQKE5fZXW9bKysvT1118rPj5eX331ldLT03X//febcWgAAIBCczrwXLlyRTt27FB8fLw2b96stLQ0+fv7q3v37urUqZMaNmxoZp0AAABOcyrwvPzyy9q8ebNSUlJUoUIFde7cWZ07d1Z4eDg3HAQAAC7HqcCzefNmtWvXTp06dVKTJk1UokSJXGNSUlLk6+tb6AIBAAAKy6nAs2PHDpUsmfupmZmZ2rx5s9asWaPt27frxx9/LHSBAAAAheVU4Lk+7BiGoV27dmnNmjXatGmT0tLS5Ofnp6ioKNOKBAAAKAynFy3/9NNPWrNmjdatW6ezZ8/KZrOpU6dO6tu3rxo0aMBaHgAA4DIKFHiOHTum1atXa82aNTp69KgCAgLUpUsXhYSEaNSoUWrfvr3CwsKKqlYAAACn5Dvw9OzZU/v371eFChXUvn17vfHGG2rcuLEk6bfffiuyAgEAAAor34Fn3759qly5ssaNG6dWrVrluWgZAADAFeX7oyXGjx8vf39/DRs2TM2aNdNrr72m3bt3yzCMoqwPAACg0PI9TfPEE0/oiSee0LFjx7RmzRqtXbtWcXFxuueeexQRESGbzcZCZQAA4JIK/OGhVapU0dChQxUfH6/PPvtMnTt31jfffCPDMDRx4kSNHz9eX331lS5fvlwU9QIAABRYoRbi1KtXT/Xq1dPYsWO1e/durV69WvHx8fr000/l7e2t77//3qw6AQAAnGbKymMPDw81bdpUTZs21cSJE+13WwYAAHAFpl9qVapUKXXq1EmdOnUy+9AAAABOKfAaHgAAAHdD4AEAAJZH4AEAAJZH4AEAAJZH4AEAAJZH4AEAAJZH4AEAAJZH4AEAAJZH4AEAAJZH4AEAAJZH4AEAAJZH4AEAAJZH4AEAAJbnUoHn6NGjeu211xQdHa26desqKioqz3Gffvqp2rdvr/r166tr16766quv7nClAADAnbhU4Dl48KC2bdumatWqqWbNmnmOWbduncaPH6+OHTtq7ty5atCggYYNG6YffvjhzhYLAADcRsniLuB6bdq0Ubt27SRJ48aN008//ZRrzPTp09W5c2eNHDlSktSkSRP9+uuvev/99zV37tw7WS4AAHATLjXD4+Fx63KOHTumI0eOqGPHjg7bO3XqpF27dikzM7MoywMAAG7KpWZ4bicpKUmSFBgY6LC9Zs2aysrK0rFjx256Kux2DMNQenp6oWvMYbPZ5O3tbdrxilJGRoYMwyjuMvLkTn2U6KVZXLmPEr00izv1UaKXZjGzj4ZhyGaz5WusWwWelJQUSVK5cuUctuc8ztnvjKysLCUkJDhf3A28vb1Vt25d045XlA4fPqyMjIziLiNP7tRHiV6axZX7KNFLs7hTHyV6aRaz++jl5ZWvcW4VeIqSp6enatWqZdrx8ps4XUFgYKBL/9biTuilOVy5jxK9NIs79VGil2Yxs4+JiYn5HutWgcfX11eSdOHCBfn7+9u3p6amOux3hs1mU5kyZQpXoJtyl2lQd0AvzUEfzUMvzUMvzWFmHwsS9Fxq0fLt1KhRQ9L/v5YnR1JSkjw9PVWlSpXiKAsAALg4two8VapUUfXq1bVhwwaH7fHx8YqMjMz3eTwAAPDX4lKntDIyMrRt2zZJ0okTJ5SWlmYPNw8++KD8/Pz0/PPPa/To0apataoiIiIUHx+v/fv3a8mSJcVZOgAAcGEuFXjOnTunESNGOGzLefzhhx8qIiJCUVFRysjI0Ny5czVnzhwFBgbqvffeU1hYWHGUDAAA3IBLBZ7KlSvrl19+ue24mJgYxcTE3IGKAACAFbjVGh4AAABnEHgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDlEXgAAIDluV3g+fzzzxUcHJzrz7/+9a/iLg0AALioksVdgLPmzZunu+66y/44ICCgGKsBAACuzG0DzwMPPCA/P7/iLgMAALgBtzulBQAAUFBuO8MTFRWlP//8UxUrVlSPHj307LPPqkSJEk4fzzAMpaenm1afzWaTt7e3accrShkZGTIMo7jLyJM79VGil2Zx5T5K9NIs7tRHiV6axcw+GoYhm82Wr7FuF3j8/f31/PPPKzQ0VDabTVu2bNG0adN06tQpvfbaa04fNysrSwkJCabV6e3trbp165p2vKJ0+PBhZWRkFHcZeXKnPkr00iyu3EeJXprFnfoo0UuzmN1HLy+vfI1zu8DTvHlzNW/e3P74oYceUqlSpbR48WINHjxY9957r1PH9fT0VK1atcwqM9+J0xUEBga69G8t7oRemsOV+yjRS7O4Ux8lemkWM/uYmJiY77FuF3jy0rFjRy1YsEAJCQlOBx6bzaYyZcqYXJl7cJdpUHdAL81BH81DL81DL81hZh8LEvRYtAwAACzPEoEnPj5eJUqUcJvzlwAA4M5yu1Na/fv3V0REhIKDgyVJmzdvVlxcnJ588kn5+/sXc3UAAMAVuV3gCQwM1IoVK/THH38oOztb1atX18svv6zY2NjiLg0AALgotws8r776anGXAAAA3Iwl1vAAAADcCoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYHoEHAABYnlsGnkOHDunpp59WgwYN1KxZM02ZMkWZmZnFXRYAAHBRJYu7gIJKSUlRv379VL16dc2YMUOnTp3S22+/rUuXLum1114r7vIAAIALcrvAs2zZMl28eFHvvfeeypcvL0m6evWqJk6cqEGDBikgIKB4CwQAAC7H7U5pff3114qMjLSHHUnq2LGjsrOztWPHjuIrDAAAuCy3CzxJSUmqUaOGw7Zy5crJ399fSUlJxVQVAABwZW53Sis1NVXlypXLtd3X11cpKSlOHTMrK0uGYWj//v2FLc+BzWbT45F36crVsqYe1ywlS3joxx9/lGEYxV3KLbl6HyV6aRZ36aNEL83i6n2U6KVZiqKPWVlZstls+Xt9017VjeU0K79NKwhfHy/Tj2m2ovi6zeYOfZTopVncoY8SvTSLO/RRopdmMbOPNpvNuoGnXLlyunDhQq7tKSkp8vX1deqYYWFhhS0LAAC4MLdbw1OjRo1ca3UuXLigM2fO5FrbAwAAILlh4GnRooV27typ1NRU+7YNGzbIw8NDzZo1K8bKAACAq7IZrr4K6wYpKSnq3LmzAgMDNWjQIPuNB7t06cKNBwEAQJ7cLvBI1z5a4p///Ke+//57lS1bVtHR0Ro1apS8vFx/sRYAALjz3DLwAAAAFITbreEBAAAoKAIPAACwPAIPAACwPAIPAACwPAIPAACwPAIPAACwPAIPAACwPAIPAACwPAIPAMAy0tPT1atXLyUkJBR3KXAxJYu7AOTtzJkz2rFjh5KSknT+/HlJUvny5VWjRg01a9ZM/v7+xVughfz5559KTExUeHh4cZfi8tLT01WmTJk892VlZenMmTOqWLHiHa7K/Zw5c0ZZWVn2XhmGoU2bNuno0aOqWrWq2rZtq5Il+ef5Zg4cOHDTfenp6frhhx/0008/KTs7W5L0wAMP3KnSLOPs2bP20Fi3bl3dfffdxVxR4fHREi4mKytLkydP1rJly3T16lX5+/vL19dX0rUPTj1z5oxKlCihXr16ady4cfyjaIKNGzdq5MiR/EZ4C++//74WLVqktLQ0BQQEqH///oqNjXUYs2/fPn6zvo20tDSNGDFCO3fulCS1bdtW//rXvzRo0CDt2bNHJUuW1JUrV1SnTh0tWbJEZcuWLeaKXVPt2rVls9kkXQuLOX/PkbMt57/8TN7cf/7zHz3xxBMKCAiQJGVnZ+utt96yvwcZhqGSJUsqNjZWY8eOLeZqC4d3Sxczbdo0rVq1Sq+99po6duyou+66y2F/Wlqa1q9fr3feeUelS5fW6NGji6lS/FWsWLFC77//vh5//HHVqVNH3377rSZNmqStW7fq3XfflY+PT3GX6Dbee+89HThwQK+//rp8fX31wQcfaPjw4Tp27JhWrlyp2rVr64cfftCwYcO0cOFCDRs2rLhLdkn33nuvsrOzNXz4cFWvXt1h38WLFzVkyBCNGzdOderUKZ4C3cjcuXPVrl07e+CZN2+eli5dqqeeekodO3aUJK1bt06LFy9W5cqV9cQTTxRnuYVC4HExq1at0ksvvaTu3bvnud/Hx0cxMTHy8PDQ1KlTCTy30KVLl3yNu3jxYhFX4t4++ugjDRgwQKNGjZIk9e7dW71799YLL7ygvn37au7cuZxizacvv/xSzz//vGJiYiRJlSpV0mOPPaY33nhDtWvXliQ1aNBA/fv31+eff07guYkNGzbo/fff16RJk9SnTx8NHTrUPht24cIFSddOw3Ca+vZuPMkTFxenPn36aMyYMfZt9evXV3p6uuLi4tw68LBo2cVcvHhR9913323H3XfffbxR30ZSUpI8PDxUr169W/6pXLlycZfq0o4ePaqmTZs6bGvcuLHi4uJ09epV9ezZU0lJScVUnXs5deqUgoKC7I//9re/Ofw3R+3atXXixIk7Wps7KVOmjP7+97/rs88+U0JCgtq3b6///ve/xV2WJZw8eVJt2rTJtb1t27Y6cuTInS/IRMzwuJgGDRpo1qxZql+/fq7TWTnS0tI0a9YshYWF3eHq3Mvf/vY3VatWTZMmTbrluI0bN2rv3r13qCr3U65cOSUnJ+faft9992np0qUaOHCg+vTpo8GDBxdDde7Fx8fHfhGCJJUsWVIBAQHy9vZ2GHf58mV5ePD76O3UrFlTCxYs0IYNGzR58mQtXbpUzz//fK41Pbi1tLQ0+89lhQoVcs365HD3n0kCj4sZP368+vXrp5YtW6pp06aqUaOGPfikpaUpKSlJO3fuVNmyZbVo0aLiLdbFhYSEaPv27fkay9r9m3vggQf05Zdf2s/nX++uu+7SokWLNGLECL399tu80dxGrVq1tG/fPj388MOSrr2BbNu2Lde4X375RVWrVr3T5bmtDh06qFWrVvrggw/03HPPFXc5bqd///72vxuGoX379qlZs2YOY3799Vf7Oh93xVVaLig1NVWffPKJtm/frqSkJKWmpkq69pt2jRo11KJFC/Xq1UvlypUr5kpd22+//aaDBw+qbdu2txx36dIlnTt3TpUqVbpDlbmX9evXa/HixZo1a5bKly+f55irV69qwoQJ2rFjh7Zs2XJnC3Qj27ZtU0pKirp27XrLcc8//7xCQkI0YMCAO1SZdZw8eVLHjx9X3bp1WVCfD3mdCvT399dDDz3ksK1///6qWbOmXn755TtVmukIPAAAwPLc+4QcAABAPhB4AACA5RF4AACA5RF4ABTKnj17FBwcrA0bNhR3Kfly9uxZDR8+XBEREQoODjbtasdx48bl+1YRwcHBmjFjhv3x559/ruDgYB0/fvy2z23Tpo3GjRvndJ3AXxWXpQNu4PPPP9dLL70kLy8vffnll7kuD42NjdWff/6ptWvXFlOF7mPSpEnavn27hg0bpnvuuUf16tW75fjLly/rk08+0bp165SUlKTMzExVrFhRzZo1U2xsrAIDA+9Q5QAKg8ADuJHMzEzNmTNH48ePL+5S3Nbu3bvVtm1bh3uP3ExycrKeffZZHThwQK1bt1ZUVJTKlCmjw4cPKz4+XnFxcfrpp58KXMP+/ftVokQJZ8oH4CQCD+BG6tSpo7i4OA0cONDtbwJWUOnp6SpTpkyhj3Pu3Ll838PqpZdeUkJCgqZPn6727ds77Bs5cqSmTp3qVA2lSpVy6nn5ZVavACthDQ/gRgYNGqTs7GzNnTv3luOOHz+u4OBgff7557n23bh+ZMaMGQoODtbhw4c1evRoNWrUSE2aNNG0adNkGIZ+//13DRkyRA0bNlSzZs20YMGCPF8zOztb//nPf9SsWTM1aNBAgwcP1u+//55r3L59+9S/f381atRIoaGh6tu3r7777juHMTk1JSYm6sUXX1R4eLj69Olzy6/52LFjGj58uB588EGFhoaqR48e2rp1q31/zjoZwzD08ccfKzg4WMHBwTc93r59+7R161Y9/vjjucKOJHl5eWns2LG5tp86dUpDhw5VWFiYmjRposmTJ+vq1asOY278HuTFMAx98MEHatGihUJDQxUbG6uDBw/mGpfzdX3zzTeaMGGCIiMj1bJlS/v+bdu2qU+fPmrQoIHCwsI0cODAXMfJWX+Un9oBd0XgAdxI5cqVFR0drbi4OJ06dcrUY48aNUqGYejFF19UaGioZs6cqcWLF+vpp59WQECARo8erapVq2ry5Ml5fvbYzJkztXXrVg0YMECxsbHauXOnnnrqKV26dMk+ZteuXXriiSd08eJFDRs2TKNGjVJqaqr69eun/fv35zrmiBEjlJGRoVGjRtk/YTwvZ8+eVa9evfR///d/6t27t0aNGqXLly9ryJAh2rRpkyQpPDxcU6ZMkSQ1a9ZMU6ZMsT/OS84do6Ojo/PXQF2743T//v1Vvnx5jRkzRg8++KAWLFig5cuX5/sYOd599129++67ql27tsaMGaMqVaromWeeUXp6ep7jJ06cqEOHDum5556z36F55cqVGjRokMqUKaPRo0dr6NChSkxMVJ8+fXItkDazdsAVcUoLcDNDhgzRqlWrNHfuXL366qumHTckJESvv/66JKlnz55q06aN3n77bb3wwgsaOHCgJCkqKkrNmzfXihUrFB4e7vD8lJQUxcfH22/nX7duXY0cOVJxcXF68sknZRiGJkyYoIiICM2bN8/+uVu9evVS586dNW3atFyzR7Vr19a///3v29Y+Z84cnT17Vh9//LEaN24sSYqJiVHXrl01adIktW3bVlWqVFGVKlU0ZswYVa9e/bZB5tChQ5Lk8Onmt3P58mV17NjR/nlOvXv31qOPPqrPPvvstjNU10tOTta8efPUqlUrzZo1y96rqVOnatasWXk+x9fXV4sWLbKvDbp48aLefPNNxcTE6J///Kd93KOPPqoOHTpo9uzZDtvNqh1wVczwAG6mSpUq6tq1q+Li4nT69GnTjvv444/b/16iRAnVq1dPhmE4bC9XrpwCAwN17NixXM/v1q2bw2cXdejQQf7+/vYPx0xISNCRI0fUpUsX/fnnn0pOTlZycrLS09MVGRmpvXv3Kjs72+GYvXr1ylft27ZtU0hIiD3sSFLZsmXVs2dPnThxQomJiflrwnXS0tLsxymI3r17Ozxu1KhRvi43v97OnTuVlZWlvn37Onwga79+/W76nB49ejgshN65c6dSU1PVuXNne6+Tk5Pl4eGh0NBQ7dmzp0hqB1wVMzyAGxo6dKhWr16tOXPmmDbLU7FiRYfHd911l0qVKiU/P79c28+fP5/r+dWqVXN4bLPZVK1aNZ04cUKSdOTIEUnKc91LjgsXLsjX19f+uHLlyvmq/eTJkwoNDc21vUaNGvb9BZmpkWQPbxcvXsz3Iue8+uXr66uUlJQCvfbJkyclSdWrV3fY7ufn59Cf693Yq5x+3ywk3fjBmmbVDrgqAg/ghq6f5ck53XS962cFrnerBageHrknfG926bQznzmc85wxY8aoTp06eY658cqior6a6VZywtKvv/7qMHN0K8V5qfmNvcrp95QpU+Tv759r/I21cpk8rI7AA7ipIUOGaPXq1XlesZUzC5CamuqwPWfmoCgcPXrU4bFhGDp69Kj9SqgqVapIujaz0LRpU1Nfu2LFijp8+HCu7UlJSfb9BdW6dWvNnj1bq1evznfgMUtOvUeOHLH3Tbq2tie/My45z7v77rtN7zfgjljDA7ipqlWrqmvXrlq+fLnOnDnjsM/Hx0cVKlTQt99+67B96dKlRVbPypUr7eteJGnDhg06c+aMWrRoIUmqV6+eqlatqgULFujixYu5np+cnOz0a7ds2VL79+/X999/b9+Wnp6uuLg4VapUSbVq1SrwMcPCwtS8eXN9+umn+vLLL3Ptz8zM1OTJk52u+VaaNm0qT09PLVmyxGE2bfHixfk+RvPmzeXj46PZs2crKysr1/7C9BtwR8zwAG5s8ODBWrVqlQ4fPqy//e1vDvtiYmI0Z84cvfLKK6pXr56+/fbbPGdBzOLr66s+ffqoe/fuOnfunBYvXqxq1aqpR48ekq6dMnvjjTc0YMAARUVFqXv37goICNCpU6e0Z88e+fj43PQKpNsZOHCg1q1bZ78k3tfXVytXrtTx48c1Y8aMPE/X5ceUKVP0zDPPaNiwYWrdurUiIyPl7e2to0ePKj4+XqdPn77lmiRn+fn56ZlnntHs2bM1aNAgtWzZUj///LO+/vprVahQIV/H8PHx0YQJEzRmzBh1795dnTp1kp+fn06ePKlt27apYcOGeu2110yvHXBVBB7AjVWrVk1du3bVf//731z7nnvuOSUnJ2vjxo1av369WrRooXnz5ikyMrJIahk8eLB++eUXzZkzRxcvXlRkZKT+8Y9/yNvb2z4mIiJCy5cv1wcffKAlS5YoPT1d/v7+CgkJUc+ePZ1+7XvuuUfLli3TO++8oyVLlujy5csKDg7WrFmz1KpVK6eP6+fnp2XLlmnp0qWKj4/X1KlTlZWVpUqVKqlNmzZ68sknnT727YwcOVJeXl5atmyZ9uzZo5CQEC1YsECDBg3K9zG6dOmie++9V3PmzNH8+fOVmZmpgIAANW7cWN27dy+y2gFXZDOcWX0IAADgRljDAwAALI/AAwAALI/AAwAALI/AAwAALI/AAwAALI/AAwAALI/AAwAALI/AAwAALI/AAwAALI/AAwAALI/AAwAALI/AAwAALI/AAwAALO//A795hcbaeC9rAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Number of children does not seem to be affecting Average BMI or BMI in general.**"
      ],
      "metadata": {
        "id": "OZVLGaigswYs"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Is there an outlier in the \"bmi\" variable?"
      ],
      "metadata": {
        "id": "akreWiUCGRsb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def outlier_thresholds(dataframe, col_name, q1=0.05, q3=0.95):\n",
        "    quartile1 = dataframe[col_name].quantile(q1)\n",
        "    quartile3 = dataframe[col_name].quantile(q3)\n",
        "    interquantile_range = quartile3 - quartile1\n",
        "    up_limit = quartile3 + 1.5 * interquantile_range\n",
        "    low_limit = quartile1 - 1.5 * interquantile_range\n",
        "    return low_limit, up_limit\n",
        "\n",
        "def check_outlier(dataframe, col_name):\n",
        "    low_limit, up_limit = outlier_thresholds(dataframe, col_name)\n",
        "    if dataframe[(dataframe[col_name] > up_limit) | (dataframe[col_name] < low_limit)].any(axis=None):\n",
        "        return True\n",
        "    else:\n",
        "        return False\n",
        "\n",
        "check_outlier(df, \"bmi\")\n",
        "\n"
      ],
      "metadata": {
        "id": "9feZ_iyamjYg",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "813270a6-a13e-40c1-a711-5cae1d36f6e4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "False"
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**There is no outlier.**"
      ],
      "metadata": {
        "id": "a8IpGYg0tFaC"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Examine the relationship between “bmi” and “charges”."
      ],
      "metadata": {
        "id": "9oAB_uVDGT-i"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sns.scatterplot(data=df, x=\"bmi\", y=\"charges\")\n",
        "plt.title(\"BMI vs Charges İlişkisi\")\n",
        "plt.xlabel(\"BMI\")\n",
        "plt.ylabel(\"Charges\")\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "3jeMWalkmjWj",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 482
        },
        "outputId": "e7a76c8c-bd99-4a53-d2c3-d1985a0da162"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.jointplot(data=df, x=\"bmi\", y=\"charges\", kind=\"hex\", gridsize=20)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 601
        },
        "id": "ZitlvuUUt1Ss",
        "outputId": "6c9dd4c0-5e15-4462-d608-f1f9c95c4b31"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x600 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.hist2d(data=df, x=\"bmi\", y=\"charges\", bins=(20, 20), cmap=\"Blues\")\n",
        "plt.xlabel(\"BMI\")\n",
        "plt.ylabel(\"Charges\")\n",
        "plt.title(\"2D Histogram: BMI vs Charges\")\n",
        "plt.colorbar(label=\"Frequency\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 480
        },
        "id": "kaCGALb9t01i",
        "outputId": "b677dd8f-23f3-4258-e91c-7b7ee3b24c45"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**In general, charges distributed mostly around 10.000 regardless of BMI. But we can see that after BMI exceeds the value of 30, the number of values between 30.000-50.000 in charges increases**"
      ],
      "metadata": {
        "id": "BiwBhxtluDmz"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Examine the relationship between “region”, “smoker” and “bmi” using bar plot."
      ],
      "metadata": {
        "id": "IKntcg6aGWZe"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10, 6))\n",
        "sns.barplot(data=df, x=\"region\", y=\"bmi\", hue=\"smoker\", ci=None)\n",
        "plt.title(\"Region, Smoker and BMI Relationship\")\n",
        "plt.xlabel(\"Region\")\n",
        "plt.ylabel(\"BMI\")\n",
        "plt.legend(title=\"Smoker\")\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "kuubaoTSmjUZ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 573
        },
        "outputId": "2c36b2e6-19ea-41bf-be61-8b44760d87a0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**In this graphic, we can see that in southwest mean BMI of smokers are higher than non-smokers. In southeast and northeas mean BMI of non-smokers are higher.\n",
        " Lastly in the northwest mean BMI of both smokers and non smokers is equal**"
      ],
      "metadata": {
        "id": "yFtNu2voxZAj"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Data Pre-Processing"
      ],
      "metadata": {
        "id": "xOnGzNptGXd0"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def grab_col_names(df, cat_th=10, car_th=20):\n",
        "\n",
        "    cat_cols = [col for col in df.columns if df[col].dtypes == \"O\"]\n",
        "    num_but_cat = [col for col in df.columns if df[col].nunique() < cat_th and\n",
        "                   df[col].dtypes != \"O\"]\n",
        "    cat_but_car = [col for col in df.columns if df[col].nunique() > car_th and\n",
        "                   df[col].dtypes == \"O\"]\n",
        "    cat_cols = cat_cols + num_but_cat\n",
        "    cat_cols = [col for col in cat_cols if col not in cat_but_car]\n",
        "\n",
        "    num_cols = [col for col in df.columns if df[col].dtypes != \"O\"]\n",
        "    num_cols = [col for col in num_cols if col not in num_but_cat]\n",
        "\n",
        "    print(f\"Observations: {df.shape[0]}\")\n",
        "    print(f\"Variables: {df.shape[1]}\")\n",
        "    print(f'cat_cols: {len(cat_cols)}')\n",
        "    print(f'num_cols: {len(num_cols)}')\n",
        "    print(f'cat_but_car: {len(cat_but_car)}')\n",
        "    print(f'num_but_cat: {len(num_but_cat)}')\n",
        "    return cat_cols, num_cols, cat_but_car\n",
        "\n",
        "\n",
        "cat_cols, num_cols, cat_but_car = grab_col_names(df)\n",
        "num_cols = [col for col in num_cols if col != \"charges\"]\n",
        "for col in num_cols:\n",
        "    print(col, check_outlier(df, col))\n"
      ],
      "metadata": {
        "id": "RLU5Z4XKmjMN",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "8cf0a6ad-331e-4b1e-84cd-18ad838e136c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Observations: 1338\n",
            "Variables: 9\n",
            "cat_cols: 6\n",
            "num_cols: 3\n",
            "cat_but_car: 0\n",
            "num_but_cat: 2\n",
            "age False\n",
            "bmi False\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Feature Engineering\n"
      ],
      "metadata": {
        "id": "C0SgWDSeIbLQ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# NEW_BMI_Segmentation\n",
        "df.loc[(df[\"bmi\"] <= 18.5), \"NEW_BMI_Segmentation\"] = \"Underweight\"\n",
        "df.loc[((df[\"bmi\"] > 18.5) & (df[\"bmi\"] < 25)), \"NEW_BMI_Segmentation\"] = \"Normal\"\n",
        "df.loc[((df[\"bmi\"] >= 25) & (df[\"bmi\"] < 30)), \"NEW_BMI_Segmentation\"] = \"Overweight\"\n",
        "df.loc[((df[\"bmi\"] >= 30) & (df[\"bmi\"] < 35)), \"NEW_BMI_Segmentation\"] = \"Obese 1\"\n",
        "df.loc[((df[\"bmi\"] >= 35) & (df[\"bmi\"] < 40)), \"NEW_BMI_Segmentation\"] = \"Obese 3\"\n",
        "df.loc[(df[\"bmi\"] >= 40), \"NEW_BMI_Segmentation\"] = \"Obese 3\"\n",
        "# NEW_AGE_Segmentation\n",
        "df.loc[(df[\"age\"] <= 18), \"NEW_AGE_Segmentation\"] = \"Child\"\n",
        "df.loc[((df[\"age\"] > 18) & (df[\"age\"] <= 25)), \"NEW_AGE_Segmentation\"] = \"Young\"\n",
        "df.loc[((df[\"age\"] > 25) & (df[\"age\"] <= 40)), \"NEW_AGE_Segmentation\"] = \"Adult\"\n",
        "df.loc[((df[\"age\"] > 40) & (df[\"age\"] < df['age'].max())), \"NEW_AGE_Segmentation\"] = \"Old\"\n",
        "\n",
        "cat_cols, num_cols, cat_but_car = grab_col_names(df)"
      ],
      "metadata": {
        "id": "Mxgsg80xmjI3",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "20daa45f-db27-4fb3-f1b8-f00b04cd10a5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Observations: 1338\n",
            "Variables: 11\n",
            "cat_cols: 8\n",
            "num_cols: 3\n",
            "cat_but_car: 0\n",
            "num_but_cat: 2\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Encoding"
      ],
      "metadata": {
        "id": "dNjIxCTMJbfE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "label_encoders = {}\n",
        "for column in cat_cols:\n",
        "    le = LabelEncoder()\n",
        "    df[column] = le.fit_transform(df[column])\n",
        "    label_encoders[column] = le\n",
        "\n",
        "def one_hot_encoder(dataframe,cat_cols,drop_first=False):\n",
        "    dataframe=pd.get_dummies(dataframe,columns=cat_cols,drop_first=drop_first)\n",
        "    return dataframe\n",
        "ohe_cols=[col for col in df.columns if 10>=df[col].nunique()>2]\n",
        "\n",
        "df=one_hot_encoder(df,ohe_cols,drop_first=True)"
      ],
      "metadata": {
        "id": "rp0yZ73smjGH"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Scaling"
      ],
      "metadata": {
        "id": "OzG01WS7Jjfa"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "for col in num_cols:\n",
        "    transformer=RobustScaler().fit(df[[col]])\n",
        "    df[col]=transformer.transform(df[[col]])"
      ],
      "metadata": {
        "id": "8VQssU9NJirO"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Model Development"
      ],
      "metadata": {
        "id": "HadDfOiRIkvl"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "y = df['charges']\n",
        "X = df.drop([\"charges\"], axis=1)\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)"
      ],
      "metadata": {
        "id": "wLsyoaU4mi67"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Model evalution and Hyper parameter optimization"
      ],
      "metadata": {
        "id": "hBvdmtPWND12"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "models = [('LR', LinearRegression()),\n",
        "          (\"Ridge\", Ridge()),\n",
        "          (\"Lasso\", Lasso()),\n",
        "          (\"ElasticNet\", ElasticNet()),\n",
        "          ('KNN', KNeighborsRegressor()),\n",
        "          ('CART', DecisionTreeRegressor()),\n",
        "          ('RF', RandomForestRegressor()),\n",
        "          ('SVR', SVR()),\n",
        "          ('GBM', GradientBoostingRegressor()),\n",
        "          (\"XGBoost\", XGBRegressor(objective='reg:squarederror')),\n",
        "          (\"CatBoost\", CatBoostRegressor(verbose=False))]\n",
        "for name, regressor in models:\n",
        "    rmse = np.mean(np.sqrt(-cross_val_score(regressor, X, y, cv=5, scoring=\"neg_mean_squared_error\")))\n",
        "    print(f\"RMSE: {round(rmse, 4)} ({name}) \")\n",
        "models = [\n",
        "    (\"Ridge\", Ridge(), {\"alpha\": [0.1, 1.0, 10.0]}),\n",
        "    (\"RF\", RandomForestRegressor(), {\"n_estimators\": [50, 100, 200], \"max_depth\": [None, 10, 20]}),\n",
        "    (\"XGBoost\", XGBRegressor(objective='reg:squarederror'), {\"n_estimators\": [50, 100, 200], \"max_depth\": [3, 5, 7]}),\n",
        "    (\"CatBoost\", CatBoostRegressor(verbose=False), {\"n_estimators\": [50, 100, 200], \"max_depth\": [3, 5, 7]}),\n",
        "    (\"SVR\",SVR(),{ 'C': [0.1, 1, 10],'kernel': ['linear', 'poly', 'rbf']})\n",
        "]\n",
        "\n",
        "\n",
        "for name, model, param_grid in models:\n",
        "    grid_search = GridSearchCV(model, param_grid, scoring='neg_mean_squared_error', cv=5)\n",
        "    grid_search.fit(X, y)\n",
        "\n",
        "    best_params = grid_search.best_params_\n",
        "    best_score = np.sqrt(-grid_search.best_score_)\n",
        "    print(f\"Best Parameters for {name}: {best_params}\")\n",
        "    print(f\"Best RMSE: {round(best_score, 4)}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "S-JmLdJ_auzy",
        "outputId": "2ffcbd2b-eec4-4881-ba98-f700bcde2f7f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "RMSE: 0.5048 (LR) \n",
            "RMSE: 0.5048 (Ridge) \n",
            "RMSE: 1.017 (Lasso) \n",
            "RMSE: 1.017 (ElasticNet) \n",
            "RMSE: 0.6957 (KNN) \n",
            "RMSE: 0.567 (CART) \n",
            "RMSE: 0.4181 (RF) \n",
            "RMSE: 0.3899 (SVR) \n",
            "RMSE: 0.3868 (GBM) \n",
            "RMSE: 0.4533 (XGBoost) \n",
            "RMSE: 0.4011 (CatBoost) \n",
            "Best Parameters for Ridge: {'alpha': 1.0}\n",
            "Best RMSE: 0.505\n",
            "Best Parameters for RF: {'max_depth': 10, 'n_estimators': 50}\n",
            "Best RMSE: 0.4141\n",
            "Best Parameters for XGBoost: {'max_depth': 3, 'n_estimators': 50}\n",
            "Best RMSE: 0.3895\n",
            "Best Parameters for CatBoost: {'max_depth': 3, 'n_estimators': 200}\n",
            "Best RMSE: 0.3856\n",
            "Best Parameters for SVR: {'C': 1, 'kernel': 'rbf'}\n",
            "Best RMSE: 0.3912\n"
          ]
        }
      ]
    }
  ]
}