AED_TrabalhoFinal_Khalil_Santana.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "a2BzPpU8GIra",
        "outputId": "0c3211dd-5125-463d-e199-844595dadd65"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Index(['school', 'sex', 'age', 'address', 'famsize', 'Pstatus', 'Medu', 'Fedu',\n",
            "       'Mjob', 'Fjob', 'reason', 'guardian', 'traveltime', 'studytime',\n",
            "       'failures', 'schoolsup', 'famsup', 'paid', 'activities', 'nursery',\n",
            "       'higher', 'internet', 'romantic', 'famrel', 'freetime', 'goout', 'Dalc',\n",
            "       'Walc', 'health', 'absences', 'G1', 'G2', 'G3'],\n",
            "      dtype='object')\n",
            "(1044, 33)\n",
            "               age         Medu         Fedu   traveltime    studytime  \\\n",
            "count  1044.000000  1044.000000  1044.000000  1044.000000  1044.000000   \n",
            "mean     16.726054     2.603448     2.387931     1.522989     1.970307   \n",
            "std       1.239975     1.124907     1.099938     0.731727     0.834353   \n",
            "min      15.000000     0.000000     0.000000     1.000000     1.000000   \n",
            "25%      16.000000     2.000000     1.000000     1.000000     1.000000   \n",
            "50%      17.000000     3.000000     2.000000     1.000000     2.000000   \n",
            "75%      18.000000     4.000000     3.000000     2.000000     2.000000   \n",
            "max      22.000000     4.000000     4.000000     4.000000     4.000000   \n",
            "\n",
            "          failures       famrel     freetime        goout         Dalc  \\\n",
            "count  1044.000000  1044.000000  1044.000000  1044.000000  1044.000000   \n",
            "mean      0.264368     3.935824     3.201149     3.156130     1.494253   \n",
            "std       0.656142     0.933401     1.031507     1.152575     0.911714   \n",
            "min       0.000000     1.000000     1.000000     1.000000     1.000000   \n",
            "25%       0.000000     4.000000     3.000000     2.000000     1.000000   \n",
            "50%       0.000000     4.000000     3.000000     3.000000     1.000000   \n",
            "75%       0.000000     5.000000     4.000000     4.000000     2.000000   \n",
            "max       3.000000     5.000000     5.000000     5.000000     5.000000   \n",
            "\n",
            "              Walc       health     absences           G1           G2  \\\n",
            "count  1044.000000  1044.000000  1044.000000  1044.000000  1044.000000   \n",
            "mean      2.284483     3.543103     4.434866    11.213602    11.246169   \n",
            "std       1.285105     1.424703     6.210017     2.983394     3.285071   \n",
            "min       1.000000     1.000000     0.000000     0.000000     0.000000   \n",
            "25%       1.000000     3.000000     0.000000     9.000000     9.000000   \n",
            "50%       2.000000     4.000000     2.000000    11.000000    11.000000   \n",
            "75%       3.000000     5.000000     6.000000    13.000000    13.000000   \n",
            "max       5.000000     5.000000    75.000000    19.000000    19.000000   \n",
            "\n",
            "                G3  \n",
            "count  1044.000000  \n",
            "mean     11.341954  \n",
            "std       3.864796  \n",
            "min       0.000000  \n",
            "25%      10.000000  \n",
            "50%      11.000000  \n",
            "75%      14.000000  \n",
            "max      20.000000  \n",
            "Dataset limpo\n"
          ]
        }
      ],
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import scipy.stats as stats\n",
        "from scipy.stats import norm\n",
        "from scipy.stats import pearsonr\n",
        "import numpy as np\n",
        "import zipfile\n",
        "import requests\n",
        "import io\n",
        "\n",
        "\n",
        "dataset_file = '/content/drive/MyDrive/Mestrado/EAD/AED-TrabalhoFinal/dataset.zip'\n",
        "work_dir = '/tmp/'\n",
        "with zipfile.ZipFile(dataset_file, 'r') as zip_ref:\n",
        "    zip_ref.extractall(work_dir)\n",
        "\n",
        "# Read both dataset groups\n",
        "df_math = pd.read_csv('/tmp/student-mat.csv')\n",
        "df_portuguese = pd.read_csv('/tmp/student-por.csv')\n",
        "# Unify the dataset into a single dataframe\n",
        "df = pd.concat([df_math, df_portuguese])\n",
        "\n",
        "print(df.columns)\n",
        "print(df.shape)\n",
        "print(df.describe())\n",
        "null_count = df.isnull().sum()\n",
        "if null_count.max() > 0:\n",
        "  row_count = df.shape[0]\n",
        "  print(f'Dataset null/total: {null_count}/{row_count}')\n",
        "else:\n",
        "  print(f'Dataset limpo')\n",
        "\n",
        "\n",
        "df.drop(['school', 'age'], axis=1, inplace=True)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots()\n",
        "sns.boxplot(data=df['G3'], ax=ax)\n",
        "\n",
        "ax.set_title('Boxplot of Float Values')\n",
        "ax.set_xlabel('Float Values')\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "53Tsaxltzuy3",
        "outputId": "8c372843-5484-4586-be79-ca2d629d9f87"
      },
      "execution_count": 2,
      "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": [
        "# Plot the correlation heatmap\n",
        "correlation_matrix = df.corr()\n",
        "plt.figure(figsize=(15, 8))\n",
        "sns.heatmap(correlation_matrix, annot=True)\n",
        "plt.title(\"Correlações entre os atributos\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 608
        },
        "id": "mfuknQeKl_h7",
        "outputId": "c8b4cdac-2c89-4a50-d8d3-bb29bbcbc5ff"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-3-45377b96d3ec>:2: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
            "  correlation_matrix = df.corr()\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "threshold = 2\n",
        "drinkers = df[df['Walc'] >= threshold]\n",
        "non_drinkers = df[df['Walc'] < threshold]\n",
        "non_drinkers_avg_grade = non_drinkers['G3'].mean()\n",
        "drinkers_avg_grade = drinkers['G3'].mean()\n",
        "print(f'Non-daily drinkers score {non_drinkers_avg_grade}')\n",
        "print(f'Daily drinkers score {drinkers_avg_grade}')\n",
        "\n",
        "plt.hist(non_drinkers['G3'])\n",
        "plt.title('Non Drinkers\\' final grade distribuition')\n",
        "plt.show()\n",
        "plt.clf()\n",
        "plt.hist(drinkers['G3'])\n",
        "plt.title('Drinkers\\' final grade distribuition')\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "WtMSPX4y6F0Q",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 923
        },
        "outputId": "04c5652a-fbfc-4cd4-e57e-56095ffaea91"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Non-daily drinkers score 11.743718592964823\n",
            "Daily drinkers score 11.094427244582043\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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h//vvv3cuR/nHWzz4S+rXr6/evXtr1qxZSktLc1mW+50jeT/JkPulaZ07dy71+o4fP66ePXsqOztbL774Yqlv788efvhhTZ06VTNnztSQIUOc7Q888ICys7M1duzYfOtcuHChwH/g8zp+/Hi+ttzrM/J+hLssVKhQId9fp8nJyQV+A3FxxMXFKSUlRV988YWz7fjx44WehSqsJsn1r+bMzEwlJSW59IuNjVXFihU1bdo0l74FfSLngQceUEpKilavXp1vWUZGhi5cuFBoPSXZTl4OhyPf2M2bN5enp6fL/Pv7+xfreCqOlJQUl+uHDh8+rOXLl6t9+/bOx7Z+/frKzMzUV1995ex39OjRfJ/YK4i/v78kFaveTp06KS0tTYsXL3a2XbhwQdOmTVPlypUVExNT3N2CxTiDgr/sxRdf1FtvvaW9e/e6XG/RokULxcfHa/bs2crIyFBMTIy2b9+uBQsWqFu3bmrTpo1b6/jhhx/09ttvyxgjh8OhL7/8UsnJyTp58qQmT56sDh06uHV7xTFgwAA5HA69+OKLCgwM1PDhwxUTE6P+/fsrMTFRX3zxhdq3b6+KFSsqNTVVycnJ+t///V/dd999Fx335Zdf1ubNm9W5c2eFh4fr2LFjeuONN1SnTh3n91mUpS5duujll1/WI488oltuuUVff/21Fi1a5HKmoCReeOEFvf3227rzzjv11FNPOT9mHBYWpuPHjxfrr+/27dvL29tbd911l/r376+TJ09qzpw5qlWrlsuF3jVr1tRzzz2nxMREdenSRZ06ddLu3bv18ccf5zv78/zzz+uDDz5Qly5dnB+1PnXqlL7++mstWbJEBw4cKPSMUUm2k9f69es1YMAA3X///WrYsKEuXLigt956SxUqVFD37t2d/aKiorR27VpNnjxZoaGhioyMVKtWrYp8rApyzTXXKC4uzuVjxpI0ZswYZ58ePXpoyJAhuueeezRw4ECdPn1aM2bMUMOGDYu8OPq6665ThQoVNHHiRGVmZsrHx8f5nTV59evXT7NmzVKfPn20c+dORUREaMmSJdqyZYumTJly2c6UonQRUPCXXX311erdu3e+L0mSpDfffFP16tXT/PnztXTpUoWEhGjYsGEaPXq02+tYs2aN1qxZI09PTwUEBCgyMlLx8fHq16+fmjZt6vbtFdfw4cOVmZnpDCkJCQmaOXOmoqKiNGvWLA0fPlxeXl6KiIhQ79691bp16yLHvPvuu3XgwAHNmzdPv/76q2rUqKGYmBiNGTPG+QmPsjR8+HCdOnVK77zzjhYvXqwbbrhBK1euvOi1ShdTt25dbdiwQQMHDtT48eNVs2ZNJSQkyN/fXwMHDizWt6w2atRIS5Ys0YgRI/Tcc88pJCRETzzxhGrWrKlHH33Upe+4cePk6+urmTNnasOGDWrVqpU++eSTfGf9KlWqpE2bNmn8+PFKTk7WwoULFRAQoIYNGxZrLoq7nbxatGihuLg4rVixQkeOHFGlSpXUokULffzxx7r55pud/SZPnqx+/fo5v74+Pj7+kgNKTEyMoqOjNWbMGB06dEhNmzbV/Pnzde211zr7VK9eXUuXLtXgwYP1wgsvKDIyUomJiUpNTS0yoISEhGjmzJlKTExU3759lZ2drQ0bNhQYUPz8/LRx40YNHTpUCxYskMPhUKNGjZSUlHRZfswRl4eH4SohAOXUoEGDNGvWLJ08efKK+Fp+AP+Ha1AAlAt5f8Dut99+01tvvaVbb72VcAJcgXiLB0C5EB0drTvuuENNmjRRenq65s6dK4fDoZEjR5Z1aQBKAQEFQLnQqVMnLVmyRLNnz5aHh4duuOEGzZ07V7fffntZlwagFHANCgAAsA7XoAAAAOsQUAAAgHXK5TUoOTk5+vnnn1WlShW3fpUzAAAoPcYYnThxQqGhofl+7DGvchlQfv75Z9WtW7esywAAAJfg8OHDRf6oZbkMKLlfY3z48GEFBASUcTUAAKA4HA6H6tatW6yfIyiXASX3bZ2AgAACCgAA5UxxLs/gIlkAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA63iVdQEAkFfE0JVlXUKJHZjQuaxLAK4onEEBAADWIaAAAADrlDigbN68WXfddZdCQ0Pl4eGhZcuWuSw3xmjUqFGqXbu2/Pz8FBsbq9TUVJc+x48fV69evRQQEKCgoCD17dtXJ0+e/Es7AgAArhwlDiinTp1SixYtNH369AKXT5o0SVOnTtXMmTO1bds2+fv7Ky4uTmfPnnX26dWrl7799lutWbNGH374oTZv3qx+/fpd+l4AAIArSokvku3YsaM6duxY4DJjjKZMmaIRI0aoa9eukqSFCxcqODhYy5YtU48ePfTdd99p1apV2rFjh2688UZJ0rRp09SpUye99tprCg0N/Qu7AwAArgRuvQZl//79SktLU2xsrLMtMDBQrVq1UkpKiiQpJSVFQUFBznAiSbGxsfL09NS2bdsKHDcrK0sOh8PlBgAArlxuDShpaWmSpODgYJf24OBg57K0tDTVqlXLZbmXl5eqVavm7JNXYmKiAgMDnbe6deu6s2wAAGCZcvEpnmHDhikzM9N5O3z4cFmXBAAASpFbA0pISIgkKT093aU9PT3duSwkJETHjh1zWX7hwgUdP37c2ScvHx8fBQQEuNwAAMCVy60BJTIyUiEhIVq3bp2zzeFwaNu2bYqOjpYkRUdHKyMjQzt37nT2Wb9+vXJyctSqVSt3lgMAAMqpEn+K5+TJk9q3b5/z/v79+/XFF1+oWrVqCgsL06BBgzRu3Dg1aNBAkZGRGjlypEJDQ9WtWzdJUpMmTdShQwc9/vjjmjlzps6fP68BAwaoR48efIIHAABIuoSA8vnnn6tNmzbO+4MHD5YkxcfHa/78+XrhhRd06tQp9evXTxkZGbr11lu1atUq+fr6OtdZtGiRBgwYoHbt2snT01Pdu3fX1KlT3bA7AADgSuBhjDFlXURJORwOBQYGKjMzk+tRgCsQPxYIXJlK8vpdLj7FAwAA/l4IKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFjHq6wLAIArQcTQlWVdQokdmNC5rEsACsUZFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACs4/aAkp2drZEjRyoyMlJ+fn6qX7++xo4dK2OMs48xRqNGjVLt2rXl5+en2NhYpaamursUAABQTrk9oEycOFEzZszQv/71L3333XeaOHGiJk2apGnTpjn7TJo0SVOnTtXMmTO1bds2+fv7Ky4uTmfPnnV3OQAAoBzycveAW7duVdeuXdW58x8/4x0REaF3331X27dvl/TH2ZMpU6ZoxIgR6tq1qyRp4cKFCg4O1rJly9SjRw93lwQAAMoZt59BueWWW7Ru3Tr98MMPkqQvv/xSn376qTp27ChJ2r9/v9LS0hQbG+tcJzAwUK1atVJKSkqBY2ZlZcnhcLjcAADAlcvtZ1CGDh0qh8Ohxo0bq0KFCsrOztYrr7yiXr16SZLS0tIkScHBwS7rBQcHO5fllZiYqDFjxri7VAAAYCm3n0F5//33tWjRIr3zzjvatWuXFixYoNdee00LFiy45DGHDRumzMxM5+3w4cNurBgAANjG7WdQnn/+eQ0dOtR5LUnz5s118OBBJSYmKj4+XiEhIZKk9PR01a5d27leenq6rrvuugLH9PHxkY+Pj7tLBQAAlnL7GZTTp0/L09N12AoVKignJ0eSFBkZqZCQEK1bt8653OFwaNu2bYqOjnZ3OQAAoBxy+xmUu+66S6+88orCwsLUrFkz7d69W5MnT9ajjz4qSfLw8NCgQYM0btw4NWjQQJGRkRo5cqRCQ0PVrVs3d5cDAADKIbcHlGnTpmnkyJF68skndezYMYWGhqp///4aNWqUs88LL7ygU6dOqV+/fsrIyNCtt96qVatWydfX193lAACAcsjD/PkrXssJh8OhwMBAZWZmKiAgoKzLAeBmEUNXlnUJfwsHJnQu6xLwN1OS129+iwcAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1vMq6AABA2YgYurKsSyixAxM6l3UJuEw4gwIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdUoloBw5ckS9e/dW9erV5efnp+bNm+vzzz93LjfGaNSoUapdu7b8/PwUGxur1NTU0igFAACUQ24PKL///rtat26tihUr6uOPP9aePXv0z3/+U1WrVnX2mTRpkqZOnaqZM2dq27Zt8vf3V1xcnM6ePevucgAAQDnk5e4BJ06cqLp16yopKcnZFhkZ6fx/Y4ymTJmiESNGqGvXrpKkhQsXKjg4WMuWLVOPHj3cXRIAAChn3H4G5YMPPtCNN96o+++/X7Vq1dL111+vOXPmOJfv379faWlpio2NdbYFBgaqVatWSklJKXDMrKwsORwOlxsAALhyuT2g/PTTT5oxY4YaNGig1atX64knntDAgQO1YMECSVJaWpokKTg42GW94OBg57K8EhMTFRgY6LzVrVvX3WUDAACLuD2g5OTk6IYbbtD48eN1/fXXq1+/fnr88cc1c+bMSx5z2LBhyszMdN4OHz7sxooBAIBt3B5QateuraZNm7q0NWnSRIcOHZIkhYSESJLS09Nd+qSnpzuX5eXj46OAgACXGwAAuHK5PaC0bt1ae/fudWn74YcfFB4eLumPC2ZDQkK0bt0653KHw6Ft27YpOjra3eUAAIByyO2f4nnmmWd0yy23aPz48XrggQe0fft2zZ49W7Nnz5YkeXh4aNCgQRo3bpwaNGigyMhIjRw5UqGhoerWrZu7ywEAAOWQ2wPKTTfdpKVLl2rYsGF6+eWXFRkZqSlTpqhXr17OPi+88IJOnTqlfv36KSMjQ7feeqtWrVolX19fd5cDAADKIQ9jjCnrIkrK4XAoMDBQmZmZXI8CXIEihq4s6xJgqQMTOpd1CfgLSvL6zW/xAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1Sj2gTJgwQR4eHho0aJCz7ezZs0pISFD16tVVuXJlde/eXenp6aVdCgAAKCe8SnPwHTt2aNasWbr22mtd2p955hmtXLlSycnJCgwM1IABA3Tvvfdqy5YtpVkO8LcUMXRlWZcAuE15PJ4PTOhc1iWUS6V2BuXkyZPq1auX5syZo6pVqzrbMzMzNXfuXE2ePFlt27ZVVFSUkpKStHXrVn322WelVQ4AAChHSi2gJCQkqHPnzoqNjXVp37lzp86fP+/S3rhxY4WFhSklJaXAsbKysuRwOFxuAADgylUqb/G899572rVrl3bs2JFvWVpamry9vRUUFOTSHhwcrLS0tALHS0xM1JgxY0qjVAAAYCG3n0E5fPiwnn76aS1atEi+vr5uGXPYsGHKzMx03g4fPuyWcQEAgJ3cHlB27typY8eO6YYbbpCXl5e8vLy0adMmTZ06VV5eXgoODta5c+eUkZHhsl56erpCQkIKHNPHx0cBAQEuNwAAcOVy+1s87dq109dff+3S9sgjj6hx48YaMmSI6tatq4oVK2rdunXq3r27JGnv3r06dOiQoqOj3V0OAAAoh9weUKpUqaJrrrnGpc3f31/Vq1d3tvft21eDBw9WtWrVFBAQoKeeekrR0dG6+eab3V0OAAAoh0r1e1AK8/rrr8vT01Pdu3dXVlaW4uLi9MYbb5RFKQAAwEIexhhT1kWUlMPhUGBgoDIzM7keBShCefxiK+BKwhe1/Z+SvH7zWzwAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOt4lXUBNooYurKsSyixAxM6l3UJAAC4DWdQAACAdQgoAADAOm4PKImJibrppptUpUoV1apVS926ddPevXtd+pw9e1YJCQmqXr26KleurO7duys9Pd3dpQAAgHLK7QFl06ZNSkhI0GeffaY1a9bo/Pnzat++vU6dOuXs88wzz2jFihVKTk7Wpk2b9PPPP+vee+91dykAAKCccvtFsqtWrXK5P3/+fNWqVUs7d+7U7bffrszMTM2dO1fvvPOO2rZtK0lKSkpSkyZN9Nlnn+nmm292d0kAAKCcKfVrUDIzMyVJ1apVkyTt3LlT58+fV2xsrLNP48aNFRYWppSUlALHyMrKksPhcLkBAIArV6l+zDgnJ0eDBg1S69atdc0110iS0tLS5O3traCgIJe+wcHBSktLK3CcxMREjRkzpjRLBQCgVJTHr66Qyv7rK0r1DEpCQoK++eYbvffee39pnGHDhikzM9N5O3z4sJsqBAAANiq1MygDBgzQhx9+qM2bN6tOnTrO9pCQEJ07d04ZGRkuZ1HS09MVEhJS4Fg+Pj7y8fEprVIBAIBl3H4GxRijAQMGaOnSpVq/fr0iIyNdlkdFRalixYpat26ds23v3r06dOiQoqOj3V0OAAAoh9x+BiUhIUHvvPOOli9fripVqjivKwkMDJSfn58CAwPVt29fDR48WNWqVVNAQICeeuopRUdH8wkeAAAgqRQCyowZMyRJd9xxh0t7UlKS+vTpI0l6/fXX5enpqe7duysrK0txcXF644033F0KAAAop9weUIwxRfbx9fXV9OnTNX36dHdvHgAAXAH4LR4AAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWMftv8UDXMkihq4s6xIA4G+BMygAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWKdOAMn36dEVERMjX11etWrXS9u3by7IcAABgiTILKIsXL9bgwYM1evRo7dq1Sy1atFBcXJyOHTtWViUBAABLlFlAmTx5sh5//HE98sgjatq0qWbOnKlKlSpp3rx5ZVUSAACwhFdZbPTcuXPauXOnhg0b5mzz9PRUbGysUlJS8vXPyspSVlaW835mZqYkyeFwlEp9OVmnS2Xc0lRajwVclcdjAwAuRWm8ruSOaYwpsm+ZBJRff/1V2dnZCg4OdmkPDg7W999/n69/YmKixowZk6+9bt26pVZjeRM4pawrAABcSUrzdeXEiRMKDAy8aJ8yCSglNWzYMA0ePNh5PycnR8ePH1f16tXl4eHh1m05HA7VrVtXhw8fVkBAgFvHtgH7V/5d6fvI/pV/V/o+Xun7J5XePhpjdOLECYWGhhbZt0wCSo0aNVShQgWlp6e7tKenpyskJCRffx8fH/n4+Li0BQUFlWaJCggIuGIPPIn9uxJc6fvI/pV/V/o+Xun7J5XOPhZ15iRXmVwk6+3traioKK1bt87ZlpOTo3Xr1ik6OrosSgIAABYps7d4Bg8erPj4eN14441q2bKlpkyZolOnTumRRx4pq5IAAIAlyiygPPjgg/rll180atQopaWl6brrrtOqVavyXTh7ufn4+Gj06NH53lK6UrB/5d+Vvo/sX/l3pe/jlb5/kh376GGK81kfAACAy4jf4gEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYJ2/ZUCZPn26IiIi5Ovrq1atWmn79u0X7Z+cnKzGjRvL19dXzZs310cffXSZKi2ZxMRE3XTTTapSpYpq1aqlbt26ae/evRddZ/78+fLw8HC5+fr6XqaKS+all17KV2vjxo0vuk55mbtcERER+fbRw8NDCQkJBfa3ff42b96su+66S6GhofLw8NCyZctclhtjNGrUKNWuXVt+fn6KjY1VampqkeOW9Dlcmi62j+fPn9eQIUPUvHlz+fv7KzQ0VA8//LB+/vnni455Kcd6aSlqDvv06ZOv1g4dOhQ5ri1zWNT+FfR89PDw0KuvvlromDbNX3FeF86ePauEhARVr15dlStXVvfu3fN903tel/rcLYm/XUBZvHixBg8erNGjR2vXrl1q0aKF4uLidOzYsQL7b926VT179lTfvn21e/dudevWTd26ddM333xzmSsv2qZNm5SQkKDPPvtMa9as0fnz59W+fXudOnXqousFBATo6NGjztvBgwcvU8Ul16xZM5daP/3000L7lqe5y7Vjxw6X/VuzZo0k6f777y90HZvn79SpU2rRooWmT59e4PJJkyZp6tSpmjlzprZt2yZ/f3/FxcXp7NmzhY5Z0udwabvYPp4+fVq7du3SyJEjtWvXLv373//W3r17dffddxc5bkmO9dJU1BxKUocOHVxqfffddy86pk1zWNT+/Xm/jh49qnnz5snDw0Pdu3e/6Li2zF9xXheeeeYZrVixQsnJydq0aZN+/vln3XvvvRcd91KeuyVm/mZatmxpEhISnPezs7NNaGioSUxMLLD/Aw88YDp37uzS1qpVK9O/f/9SrdMdjh07ZiSZTZs2FdonKSnJBAYGXr6i/oLRo0ebFi1aFLt/eZ67XE8//bSpX7++ycnJKXB5eZo/SWbp0qXO+zk5OSYkJMS8+uqrzraMjAzj4+Nj3n333ULHKelz+HLKu48F2b59u5FkDh48WGifkh7rl0tB+xcfH2+6du1aonFsncPizF/Xrl1N27ZtL9rH1vkzJv/rQkZGhqlYsaJJTk529vnuu++MJJOSklLgGJf63C2pv9UZlHPnzmnnzp2KjY11tnl6eio2NlYpKSkFrpOSkuLSX5Li4uIK7W+TzMxMSVK1atUu2u/kyZMKDw9X3bp11bVrV3377beXo7xLkpqaqtDQUNWrV0+9evXSoUOHCu1bnudO+uN4ffvtt/Xoo49e9Fe7y9P8/dn+/fuVlpbmMkeBgYFq1apVoXN0Kc9h22RmZsrDw6PIHzwtybFe1jZu3KhatWqpUaNGeuKJJ/Tbb78V2rc8z2F6erpWrlypvn37FtnX1vnL+7qwc+dOnT9/3mU+GjdurLCwsELn41Keu5fibxVQfv31V2VnZ+f7Ov3g4GClpaUVuE5aWlqJ+tsiJydHgwYNUuvWrXXNNdcU2q9Ro0aaN2+eli9frrfffls5OTm65ZZb9N///vcyVls8rVq10vz587Vq1SrNmDFD+/fv12233aYTJ04U2L+8zl2uZcuWKSMjQ3369Cm0T3mav7xy56Ekc3Qpz2GbnD17VkOGDFHPnj0v+guxJT3Wy1KHDh20cOFCrVu3ThMnTtSmTZvUsWNHZWdnF9i/PM/hggULVKVKlSLf/rB1/gp6XUhLS5O3t3e+wFzU62Jun+KucynK7Ld4ULoSEhL0zTffFPm+Z3R0tMsvSN9yyy1q0qSJZs2apbFjx5Z2mSXSsWNH5/9fe+21atWqlcLDw/X+++8X6y+a8mbu3Lnq2LGjQkNDC+1Tnubv7+78+fN64IEHZIzRjBkzLtq3PB3rPXr0cP5/8+bNde2116p+/frauHGj2rVrV4aVud+8efPUq1evIi9Et3X+ivu6YIu/1RmUGjVqqEKFCvmuTk5PT1dISEiB64SEhJSovw0GDBigDz/8UBs2bFCdOnVKtG7FihV1/fXXa9++faVUnfsEBQWpYcOGhdZaHucu18GDB7V27Vo99thjJVqvPM1f7jyUZI4u5Tlsg9xwcvDgQa1Zs+aiZ08KUtSxbpN69eqpRo0ahdZaXufwP//5j/bu3Vvi56Rkx/wV9roQEhKic+fOKSMjw6V/Ua+LuX2Ku86l+FsFFG9vb0VFRWndunXOtpycHK1bt87lr9A/i46OdukvSWvWrCm0f1kyxmjAgAFaunSp1q9fr8jIyBKPkZ2dra+//lq1a9cuhQrd6+TJk/rxxx8LrbU8zV1eSUlJqlWrljp37lyi9crT/EVGRiokJMRljhwOh7Zt21boHF3Kc7is5YaT1NRUrV27VtWrVy/xGEUd6zb573//q99++63QWsvjHEp/nNGMiopSixYtSrxuWc5fUa8LUVFRqlixost87N27V4cOHSp0Pi7luXupxf+tvPfee8bHx8fMnz/f7Nmzx/Tr188EBQWZtLQ0Y4wxDz30kBk6dKiz/5YtW4yXl5d57bXXzHfffWdGjx5tKlasaL7++uuy2oVCPfHEEyYwMNBs3LjRHD161Hk7ffq0s0/e/RszZoxZvXq1+fHHH83OnTtNjx49jK+vr/n222/LYhcu6tlnnzUbN240+/fvN1u2bDGxsbGmRo0a5tixY8aY8j13f5adnW3CwsLMkCFD8i0rb/N34sQJs3v3brN7924jyUyePNns3r3b+QmWCRMmmKCgILN8+XLz1Vdfma5du5rIyEhz5swZ5xht27Y106ZNc94v6jl8uV1sH8+dO2fuvvtuU6dOHfPFF1+4PC+zsrKcY+Tdx6KOdVv278SJE+a5554zKSkpZv/+/Wbt2rXmhhtuMA0aNDBnz54tdP9smsOijlFjjMnMzDSVKlUyM2bMKHAMm+evOK8L//jHP0xYWJhZv369+fzzz010dLSJjo52GadRo0bm3//+t/N+cZ67f9XfLqAYY8y0adNMWFiY8fb2Ni1btjSfffaZc1lMTIyJj4936f/++++bhg0bGm9vb9OsWTOzcuXKy1xx8Ugq8JaUlOTsk3f/Bg0a5HwsgoODTadOncyuXbsuf/HF8OCDD5ratWsbb29vc9VVV5kHH3zQ7Nu3z7m8PM/dn61evdpIMnv37s23rLzN34YNGwo8JnP3IScnx4wcOdIEBwcbHx8f065du3z7HR4ebkaPHu3SdrHn8OV2sX3cv39/oc/LDRs2OMfIu49FHeuX08X27/Tp06Z9+/amZs2apmLFiiY8PNw8/vjj+YKGzXNY1DFqjDGzZs0yfn5+JiMjo8AxbJ6/4rwunDlzxjz55JOmatWqplKlSuaee+4xR48ezTfOn9cpznP3r/L4/xsGAACwxt/qGhQAAFA+EFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDr/D5Fv2Vt5VTTFAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        },
        {
          "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": [
        "# correlations = df.corrwith(df['Dalc'])\n",
        "# # Print the correlations\n",
        "# print(\"Correlations Dalc:\")\n",
        "# print(correlations)\n",
        "\n",
        "# correlations = df.corrwith(df['Walc'])\n",
        "# # Print the correlations\n",
        "# print(\"Correlations Walc:\")\n",
        "# print(correlations)\n",
        "\n",
        "correlations = df.corrwith(df['G3'])\n",
        "# Print the correlations\n",
        "print(\"Correlations G3:\")\n",
        "print(correlations.sort_values())"
      ],
      "metadata": {
        "id": "rN1AmKhm26Ya",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0275b4a2-ea83-4d7d-8992-7ad7cbc16243"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Correlations G3:\n",
            "failures     -0.383145\n",
            "Dalc         -0.129642\n",
            "Walc         -0.115740\n",
            "traveltime   -0.102627\n",
            "goout        -0.097877\n",
            "health       -0.080079\n",
            "freetime     -0.064890\n",
            "absences     -0.045671\n",
            "famrel        0.054461\n",
            "Fedu          0.159796\n",
            "studytime     0.161629\n",
            "Medu          0.201472\n",
            "G1            0.809142\n",
            "G2            0.910743\n",
            "G3            1.000000\n",
            "dtype: float64\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-5-f6081773e6c3>:11: FutureWarning: The default value of numeric_only in DataFrame.corrwith is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
            "  correlations = df.corrwith(df['G3'])\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import seaborn as sns\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.countplot(x = df['G3'])\n",
        "plt.ylabel('Ocorrências')\n",
        "ax = plt.gca()\n",
        "ax.grid(which='major', axis='y', linestyle='-')\n",
        "plt.title('Distribuição das Notas Finais (G3)')\n",
        "plt.show()\n",
        "plt.clf()\n",
        "\n",
        "threshold_for_approval = 10\n",
        "\n",
        "# Count rows with values above/below the threshold\n",
        "count_below = len(df[df['G3'] < threshold_for_approval])\n",
        "count_below_percent = count_below/len(df)\n",
        "count_above = len(df[df['G3'] >= threshold_for_approval])\n",
        "count_above_percent = count_above/len(df)\n",
        "print(f'Alunos aprovados {count_above} ({round(count_above_percent, 2)}) \\nAlunos reprovaods {count_below} ({round(count_below_percent, 2)})')\n",
        "\n",
        "counts = [count_below, count_above]\n",
        "labels = ['Reprovados', 'Aprovados']\n",
        "\n",
        "# Plot the pie chart\n",
        "plt.pie(counts, labels=labels, autopct='%1.1f%%')\n",
        "plt.title('Porcentagem dos alunos aprovados/reprovados')\n",
        "plt.show()\n",
        "plt.clf()"
      ],
      "metadata": {
        "id": "rvHMx3qJ4LX7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "f66e28c7-5e0b-4386-c880-281d18b6317a"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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9enZCQkKUkZGhI0eOOIxntby85pGu/cLdr18/ffTRR/rtt99Ur169PF+F7++GDx8uX19fjR8/PsvsWWW9cuWK4uPjHZ53dj8fy5cvV5UqVfTpp5/qscceU2RkpMLDw3X58uVM87q5ualDhw6aM2eOjhw5on/9619auHBhpivpFZWffvpJBw8e1Ouvv67nnntOnTp1Unh4uIKCgvL0+NzeU1lxcXFR1apVFR8f7zDu5eWl1q1ba8uWLTp58uQNPS/p2t7PrPaoXV/v9b2tAG5fFCkAt7WNGzfq5ZdfVmhoqKKiorKd79y5c5nGrl9NLTU1VdK1X+QkZflLfX4sXLjQ4byt5cuX6/Tp02rXrp19rGrVqvruu+905coV+9iaNWsyXSb9n8qWLauWLVvq3Xff1fHjxx2m/f2QqeLFi2c6hGrmzJmZ9hg8+OCD2rFjh2JjY+1jly5d0ltvvaXKlSurdu3a2Wa5/nxmzJjhMD59+vRM8+Y1z9mzZx3ulyxZUtWqVbP/X5lxfa/UypUrtWfPHodp4eHhcnNz04wZMxxyzZ8/XxcuXHC48qCXl1eWv5hf3+vz98dfv1piTs+pWLFi9i+Rzs/zKghZZTcMI0+XZM/Leyo7TZs21a5duzKNjx07Vunp6erdu3eWh/j982dHks6cOZNp7OjRo9qwYYPD985dFxcXJx8fH9WpUyfHjABufVz+HMBt44svvtAvv/yiq1evKjExURs3blRMTIxCQkK0atWqHL+wdsKECdq6davat2+vkJAQnTlzRnPmzFHFihXtF1ioWrWqfH19NW/ePJUqVUpeXl5q0qSJQkND85XXz89PLVq0UL9+/ZSYmKjp06erWrVqDpdof/LJJ7V8+XK1bdtW3bt315EjR7Ro0aJM5xtlZcaMGWrRooXuuusuDRw4UKGhoTp69KjWrl1rLwwPPfSQPvjgA/n4+Kh27dqKjY3V+vXr5e/v77Cs559/Xh999JHatWunp59+Wn5+fnr//fcVHx+vTz75xOFCDP/UoEED9erVS3PmzNGFCxfUrFkzbdiwIcu9LHnNU7t2bbVu3VoNGzaUn5+fdu3apeXLl2vIkCG5vi5ZGTZsmKZNm6YffvjBXpila4V09OjRGj9+vNq2bauOHTvqwIEDmjNnju6++26HL8Bt2LChlixZoujoaN19990qWbKkOnTooIceekiffvqpHn74YbVv395+ifnatWs7lIEnn3xS586d0/3336+KFSvq2LFjmjlzpho0aGDZ3pGwsDBVrVpVzz77rE6ePClvb2998sknmQ67y0pe3lPZ6dSpkz744AMdPHhQNWrUsI/fe++9mjVrloYOHarq1asrKipKYWFhunLlig4ePKgPP/xQbm5uCgwMtD+mbt26atOmjRo0aKDSpUvr0KFDmj9/vtLS0vTqq69mWndMTIw6dOjAOVIAuPw5gFvf9cufX7+5ubkZgYGBxgMPPGC8+eabDpcYv+6fl2resGGD0alTJyMoKMhwc3MzgoKCjF69ehkHDx50eNzKlSuN2rVrGy4uLpkuL12nTp0s82V36emPPvrIGD16tBEQEGB4enoa7du3z3SpcsMwjNdff92oUKGC4e7ubjRv3tzYtWtXni5/bhiGsXfvXuPhhx82vL29DUlGzZo1jTFjxtinnz9/3ujXr59RpkwZo2TJkkZkZKTxyy+/ZHnZ9SNHjhiPPPKI4evra3h4eBiNGzc21qxZk+Vz/qe//vrLePrppw1/f3/Dy8vL6NChg/Hbb79luvx5XvNMnDjRaNy4seHr62t4enoaYWFhxqRJk4wrV67kmOPvlz//p+s/E3+//Pl1s2bNMsLCwgxXV1ejXLlyxqBBg4zz5887zHPx4kXj0UcfNXx9fQ1J9kuhZ2RkGK+88ooREhJiuLu7G3feeaexZs0ao0+fPg6XS1++fLkRERFhBAQEGG5ubkZwcLDxr3/9yzh9+nSur68kY/DgwdlOz+5n8J+vQ1Y/Rz///LMRHh5ulCxZ0ihTpowxYMAA+6XI/z5fft9TWUlNTTXKlCljvPzyy1lO//77743HH3/cCA4ONtzc3AwvLy+jXr16xjPPPGMcPnzYYd6XXnrJaNSokVG6dGnDxcXFCAoKMnr27Gn8+OOPmZa7f/9+Q5Kxfv36XDMCuPXZDIOv5gYAXDtMbdSoUYqIiLA6CpCrl19+WQsWLNChQ4eyvShGQRs+fLi2bt2quLg49kgB4BwpAMA1HTp00KJFi6yOAeTJiBEjdPHiRX388cdFsr6zZ8/qnXfe0cSJEylRACRxjhQA3PY++ugjXbp0ScuWLVNAQIDVcYA8KVmyZJYXiigs/v7+WV7AAsDtiz1SAHCb27dvn4YMGaKTJ0/q2WeftToOAAA3Bc6RAgAAAACT2CMFAAAAACZZWqS2bt2qDh06KCgoSDabTStWrMg0z/79+9WxY0f5+PjIy8tLd999t8OXR16+fFmDBw+Wv7+/SpYsqa5duyoxMbEInwUAAACA242lF5u4dOmS6tevryeeeEJdunTJNP3IkSNq0aKF+vfvr/Hjx8vb21v79u1z+NLMESNGaO3atVq2bJl8fHw0ZMgQdenSRd9++22ec2RkZOjUqVMqVaoUV+IBAAAAbmOGYejPP/9UUFBQjl8o7zRfyCvJ+OyzzxzGevToYfTu3TvbxyQlJRmurq4OXxh4/cvyYmNj87zu61/6yI0bN27cuHHjxo0bN26SjN9++y3HDuG0lz/PyMjQ2rVrNWrUKEVGRur7779XaGioRo8erc6dO0uS4uLilJaWpvDwcPvjwsLCFBwcrNjYWN1zzz1ZLjs1NVWpqan2+8b/v95GfHy8SpUqVXhPCgAAAIBT+/PPPxUaGpprL3DaInXmzBldvHhRr776qiZOnKgpU6Zo3bp16tKlizZt2qRWrVopISFBbm5u8vX1dXhsuXLllJCQkO2yJ0+erPHjx2caj42NVYkSJQr6qQAAAAC4SaSkpEhSrqf8OG2RysjIkCR16tRJI0aMkCQ1aNBA27Zt07x589SqVat8L3v06NGKjo62309OTlalSpUUEREhb2/vGwsOAAAA4KaVnJycp/mctkiVKVNGLi4uql27tsN4rVq19M0330iSAgMDdeXKFSUlJTnslUpMTFRgYGC2y3Z3d5e7u3umcVdXV7m6uhbMEwAAAABw08lrH3Da75Fyc3PT3XffrQMHDjiMHzx4UCEhIZKkhg0bytXVVRs2bLBPP3DggI4fP66mTZsWaV4AAAAAtw9L90hdvHhRhw8ftt+Pj4/Xnj175Ofnp+DgYI0cOVI9evRQy5Ytdd9992ndunVavXq1Nm/eLEny8fFR//79FR0dLT8/P3l7e2vo0KFq2rRptheaAAAAAIAbZTOuX7LOAps3b9Z9992XabxPnz567733JEnvvvuuJk+erBMnTqhmzZoaP368OnXqZJ/38uXLeuaZZ/TRRx8pNTVVkZGRmjNnTo6H9v1TcnKyfHx8dOHCBc6RAgAAAG5jee0GlhYpZ0GRAgAAACDlvRs47TlSAAAAAOCsKFIAAAAAYBJFCgAAAABMokgBAAAAgEkUKQAAAAAwiSIFAAAAACZRpAAAAADAJIoUAAAAAJhEkQIAAAAAkyhSAAAAAGASRQoAAAAATKJIAQAAAIBJFCkAAAAAMMnF6gAAgJtD+09ftzqC1nZ5xuoIAABIYo8UAAAAAJhGkQIAAAAAkyhSAAAAAGASRQoAAAAATOJiEwCAW8ZDn7xrdQSt6fqE1REAAEWAPVIAAAAAYBJFCgAAAABMokgBAAAAgEkUKQAAAAAwiSIFAAAAACZRpAAAAADAJIoUAAAAAJhEkQIAAAAAkyhSAAAAAGASRQoAAAAATKJIAQAAAIBJFCkAAAAAMIkiBQAAAAAmUaQAAAAAwCSKFAAAAACYRJECAAAAAJMoUgAAAABgEkUKAAAAAEyiSAEAAACASRQpAAAAADCJIgUAAAAAJlGkAAAAAMAkihQAAAAAmESRAgAAAACTKFIAAAAAYBJFCgAAAABMokgBAAAAgEmWFqmtW7eqQ4cOCgoKks1m04oVK7Kd99///rdsNpumT5/uMH7u3DlFRUXJ29tbvr6+6t+/vy5evFi4wQEAAADc1iwtUpcuXVL9+vU1e/bsHOf77LPP9N133ykoKCjTtKioKO3bt08xMTFas2aNtm7dqoEDBxZWZAAAAACQi5Urb9eundq1a5fjPCdPntTQoUP15Zdfqn379g7T9u/fr3Xr1mnnzp1q1KiRJGnmzJl68MEH9dprr2VZvAAAAADgRllapHKTkZGhxx57TCNHjlSdOnUyTY+NjZWvr6+9RElSeHi4ihUrpu3bt+vhhx/OcrmpqalKTU21309OTpYkpaWlKS0trYCfBQDcGlxlszpCrtvomyEjAMC55XU77tRFasqUKXJxcdHTTz+d5fSEhAQFBAQ4jLm4uMjPz08JCQnZLnfy5MkaP358pvGvvvpKJUqUuLHQAHCL6le8qtUR9Pnnn+c4va+LXxElyV5uGQEAzi0lJSVP8zltkYqLi9Obb76p3bt3y2Yr2L8wjh49WtHR0fb7ycnJqlSpkiIiIuTt7V2g6wKAW0W31TOtjqBlHYbmOL37qkVFlCR7Szv2tjoCAOAGXD9aLTdOW6S+/vprnTlzRsHBwfax9PR0PfPMM5o+fbqOHj2qwMBAnTlzxuFxV69e1blz5xQYGJjtst3d3eXu7p5p3NXVVa6urgX3JADgFpImw+oIuW6jb4aMAADnltftuNMWqccee0zh4eEOY5GRkXrsscfUr18/SVLTpk2VlJSkuLg4NWzYUJK0ceNGZWRkqEmTJkWeGQAAAMDtwdIidfHiRR0+fNh+Pz4+Xnv27JGfn5+Cg4Pl7+/vML+rq6sCAwNVs2ZNSVKtWrXUtm1bDRgwQPPmzVNaWpqGDBminj17csU+AAAAAIXG0u+R2rVrl+68807deeedkqTo6GjdeeedGjt2bJ6X8eGHHyosLExt2rTRgw8+qBYtWuitt94qrMgAAAAAYO0eqdatW8sw8n48+9GjRzON+fn5afHixQWYCgAAAAByZukeKQAAAAC4GVGkAAAAAMAkihQAAAAAmESRAgAAAACTKFIAAAAAYBJFCgAAAABMokgBAAAAgEkUKQAAAAAwiSIFAAAAACZRpAAAAADAJIoUAAAAAJhEkQIAAAAAkyhSAAAAAGASRQoAAAAATKJIAQAAAIBJFCkAAAAAMIkiBQAAAAAmUaQAAAAAwCSKFAAAAACYRJECAAAAAJMoUgAAAABgEkUKAAAAAEyiSAEAAACASRQpAAAAADCJIgUAAAAAJlGkAAAAAMAkihQAAAAAmESRAgAAAACTKFIAAAAAYBJFCgAAAABMokgBAAAAgEkUKQAAAAAwiSIFAAAAACZRpAAAAADAJIoUAAAAAJhEkQIAAAAAkyhSAAAAAGASRQoAAAAATKJIAQAAAIBJFCkAAAAAMIkiBQAAAAAmUaQAAAAAwCSKFAAAAACYRJECAAAAAJMoUgAAAABgEkUKAAAAAEyiSAEAAACASZYWqa1bt6pDhw4KCgqSzWbTihUr7NPS0tL03HPPqW7duvLy8lJQUJAef/xxnTp1ymEZ586dU1RUlLy9veXr66v+/fvr4sWLRfxMAAAAANxOLC1Sly5dUv369TV79uxM01JSUrR7926NGTNGu3fv1qeffqoDBw6oY8eODvNFRUVp3759iomJ0Zo1a7R161YNHDiwqJ4CAAAAgNuQi5Urb9eundq1a5flNB8fH8XExDiMzZo1S40bN9bx48cVHBys/fv3a926ddq5c6caNWokSZo5c6YefPBBvfbaawoKCir05wAAAADg9mNpkTLrwoULstls8vX1lSTFxsbK19fXXqIkKTw8XMWKFdP27dv18MMPZ7mc1NRUpaam2u8nJydLunY4YVpaWuE9AQC4ibnKZnWEXLfRN0NGAIBzy+t2/KYpUpcvX9Zzzz2nXr16ydvbW5KUkJCggIAAh/lcXFzk5+enhISEbJc1efJkjR8/PtP4V199pRIlShRscAC4RfQrXtXqCPr8889znN7Xxa+IkmQvt4wAAOeWkpKSp/luiiKVlpam7t27yzAMzZ0794aXN3r0aEVHR9vvJycnq1KlSoqIiLCXNACAo26rZ1odQcs6DM1xevdVi4ooSfaWduxtdQQAwA24frRabpy+SF0vUceOHdPGjRsdik5gYKDOnDnjMP/Vq1d17tw5BQYGZrtMd3d3ubu7Zxp3dXWVq6trwYUHgFtImgyrI+S6jb4ZMgIAnFtet+NO/T1S10vUoUOHtH79evn7+ztMb9q0qZKSkhQXF2cf27hxozIyMtSkSZOijgsAAADgNmHpHqmLFy/q8OHD9vvx8fHas2eP/Pz8VL58eT3yyCPavXu31qxZo/T0dPt5T35+fnJzc1OtWrXUtm1bDRgwQPPmzVNaWpqGDBminj17csU+AAAAAIXG0iK1a9cu3Xffffb7189b6tOnj8aNG6dVq1ZJkho0aODwuE2bNql169aSpA8//FBDhgxRmzZtVKxYMXXt2lUzZswokvwAAAAAbk+WFqnWrVvLMLI/nj2nadf5+flp8eLFBRkLAAAAAHLk1OdIAQAAAIAzokgBAAAAgEkUKQAAAAAwiSIFAAAAACZRpAAAAADAJIoUAAAAAJhEkQIAAAAAkyhSAAAAAGASRQoAAAAATKJIAQAAAIBJFCkAAAAAMIkiBQAAAAAmUaQAAAAAwCQXqwMAAADn0nn5ekvXv+KRcEvXDwB5wR4pAAAAADCJIgUAAAAAJlGkAAAAAMAkihQAAAAAmESRAgAAAACTKFIAAAAAYBJFCgAAAABMokgBAAAAgEkUKQAAAAAwiSIFAAAAACZRpAAAAADAJIoUAAAAAJhEkQIAAAAAkyhSAAAAAGASRQoAAAAATKJIAQAAAIBJFCkAAAAAMIkiBQAAAAAmUaQAAAAAwCSKFAAAAACYRJECAAAAAJMoUgAAAABgEkUKAAAAAEyiSAEAAACASRQpAAAAADCJIgUAAAAAJlGkAAAAAMAkihQAAAAAmORidQAAAG4nDy1bbun613R7xNL1A8Ctgj1SAAAAAGASRQoAAAAATKJIAQAAAIBJlhaprVu3qkOHDgoKCpLNZtOKFSscphuGobFjx6p8+fLy9PRUeHi4Dh065DDPuXPnFBUVJW9vb/n6+qp///66ePFiET4LAAAAALcbS4vUpUuXVL9+fc2ePTvL6VOnTtWMGTM0b948bd++XV5eXoqMjNTly5ft80RFRWnfvn2KiYnRmjVrtHXrVg0cOLCongIAAACA25ClV+1r166d2rVrl+U0wzA0ffp0vfjii+rUqZMkaeHChSpXrpxWrFihnj17av/+/Vq3bp127typRo0aSZJmzpypBx98UK+99pqCgoKK7LkAAAAAuH047eXP4+PjlZCQoPDwcPuYj4+PmjRpotjYWPXs2VOxsbHy9fW1lyhJCg8PV7FixbR9+3Y9/PDDWS47NTVVqamp9vvJycmSpLS0NKWlpRXSMwKAm5urbFZHyHUbfXNktFZePudcZRRBkuzxWQzASnndBjltkUpISJAklStXzmG8XLly9mkJCQkKCAhwmO7i4iI/Pz/7PFmZPHmyxo8fn2n8q6++UokSJW40OgDckvoVr2p1BH3++ec5Tu/r4ldESbKXa0Y3a6tUbvkkqbfFbS8vGQGgsKSkpORpPqctUoVp9OjRio6Ott9PTk5WpUqVFBERIW9vbwuTAYDz6rZ6ptURtKzD0Bynd1+1qIiSZG9px945Tu++YmURJcna0s6dcp3n0ZWbCz9IDhZ3am3p+gHc3q4frZYbpy1SgYGBkqTExESVL1/ePp6YmKgGDRrY5zlz5ozD465evapz587ZH58Vd3d3ubu7Zxp3dXWVq6vVB10AgHNKs/hwL0m5bqNvjozWysvnXJrFh0jyWQzASnndBjnt90iFhoYqMDBQGzZssI8lJydr+/btatq0qSSpadOmSkpKUlxcnH2ejRs3KiMjQ02aNCnyzAAAAABuD5bukbp48aIOHz5svx8fH689e/bIz89PwcHBGj58uCZOnKjq1asrNDRUY8aMUVBQkDp37ixJqlWrltq2basBAwZo3rx5SktL05AhQ9SzZ0+u2AcAAACg0FhapHbt2qX77rvPfv/6eUt9+vTRe++9p1GjRunSpUsaOHCgkpKS1KJFC61bt04eHh72x3z44YcaMmSI2rRpo2LFiqlr166aMWNGkT8XAAAAALcPS4tU69atZRjZH89us9k0YcIETZgwIdt5/Pz8tHjx4sKIBwAAAABZctpzpAAAAADAWVGkAAAAAMAkihQAAAAAmESRAgAAAACTKFIAAAAAYBJFCgAAAABMokgBAAAAgEkUKQAAAAAwiSIFAAAAACZRpAAAAADAJIoUAAAAAJhEkQIAAAAAk/JVpNatW6dvvvnGfn/27Nlq0KCBHn30UZ0/f77AwgEAAACAM8pXkRo5cqSSk5MlST/99JOeeeYZPfjgg4qPj1d0dHSBBgQAAAAAZ+OSnwfFx8erdu3akqRPPvlEDz30kF555RXt3r1bDz74YIEGBAAAAABnk689Um5ubkpJSZEkrV+/XhEREZIkPz8/+54qAAAAALhV5WuPVIsWLRQdHa3mzZtrx44dWrJkiSTp4MGDqlixYoEGBAAAAABnk689UrNmzZKLi4uWL1+uuXPnqkKFCpKkL774Qm3bti3QgAAAAADgbPK1Ryo4OFhr1qzJND5t2rQbDgQAAAAAzi5fRervLl++rCtXrjiMeXt73+hiAQAAAMBp5evQvkuXLmnIkCEKCAiQl5eXSpcu7XADAAAAgFtZvorUqFGjtHHjRs2dO1fu7u565513NH78eAUFBWnhwoUFnREAAAAAnEq+Du1bvXq1Fi5cqNatW6tfv3669957Va1aNYWEhOjDDz9UVFRUQecEAACQJHX75EerI2hZ13pWRwBgsXztkTp37pyqVKki6dr5UOfOnZN07bLoW7duLbh0AAAAAOCE8lWkqlSpovj4eElSWFiYli5dKunanipfX98CCwcAAAAAzihfRapfv3764YcfJEnPP/+8Zs+eLQ8PD40YMUIjR44s0IAAAAAA4GzydY7UiBEj7P8ODw/XL7/8ori4OFWrVk316nHMMAAAAIBb2w1/j5QkhYSEKCQkpCAWBQAAAABOL89FasaMGRo4cKA8PDw0Y8aMHOd9+umnbzgYAAAAADirPBepadOmKSoqSh4eHpo2bVq289lsNooUAAAAgFtanovU9av0/fPfAAAAAHC7yddV+wAAAADgdpavItW1a1dNmTIl0/jUqVPVrVu3Gw4FAAAAAM4sX0Vq69atevDBBzONt2vXTlu3br3hUAAAAADgzPJVpC5evCg3N7dM466urkpOTr7hUAAAAADgzPJVpOrWraslS5ZkGv/4449Vu3btGw4FAAAAAM4sX1/IO2bMGHXp0kVHjhzR/fffL0nasGGDPvroIy1btqxAAwIAAACAs8lXkerQoYNWrFihV155RcuXL5enp6fq1aun9evXq1WrVgWdEQAAAACcSr6KlCS1b99e7du3L8gsAAAAAHBTyHeRkqQrV67ozJkzysjIcBgPDg6+oVAAAAAA4MzyVaQOHTqkJ554Qtu2bXMYNwxDNptN6enpBRIOAAAAAJxRvopU37595eLiojVr1qh8+fKy2WwFnQsAAAAAnFa+itSePXsUFxensLCwgs4DAAAAAE4vX98jVbt2bf3xxx8FnQUAAAAAbgr5KlJTpkzRqFGjtHnzZp09e1bJyckONwAAAAC4leXr0L7w8HBJUps2bRzGudgEAACANOmz01ZH0AsPl7c6AnBLy1eR2rRpU0HnAAAAAICbRr6KVKtWrQo6R5bS09M1btw4LVq0SAkJCQoKClLfvn314osv2q8UaBiGXnrpJb399ttKSkpS8+bNNXfuXFWvXr1IMgIAAAC4/eTrHClJ+vrrr9W7d281a9ZMJ0+elCR98MEH+uabbwos3JQpUzR37lzNmjVL+/fv15QpUzR16lTNnDnTPs/UqVM1Y8YMzZs3T9u3b5eXl5ciIyN1+fLlAssBAAAAAH9nqkjt2rVLkvTJJ58oMjJSnp6e2r17t1JTUyVJFy5c0CuvvFJg4bZt26ZOnTqpffv2qly5sh555BFFRERox44dkq7tjZo+fbpefPFFderUSfXq1dPChQt16tQprVixosByAAAAAMDf5enQvitXrmjs2LHasWOHNm7cqJdfflnz5s3T448/ro8//tg+X/PmzTVx4sQCC9esWTO99dZbOnjwoGrUqKEffvhB33zzjd544w1JUnx8vBISEuwXv5AkHx8fNWnSRLGxserZs2eWy01NTbWXP0n2Kw2mpaUpLS2twPIDwK3EVdZ/+Xpu2+ibI6O18vI55yqjCJJkL/fXMKOIkmQvt4zFZP2Ft/idBsifvL538lSk/vvf/2rv3r1av369JOngwYNq2bJlpvl8fHyUlJSU95S5eP7555WcnKywsDAVL15c6enpmjRpkqKioiRJCQkJkqRy5co5PK5cuXL2aVmZPHmyxo8fn2n8q6++UokSJQosPwDcSvoVr2p1BH3++ec5Tu/r4ldESbKXa0Y3a6tUbvkkqbfFbS+3jD3ydYZ3wfr882M5Tq+d75MnCk4e/qsBZCElJSVP8+VpU9StWzetWbNGY8aM0aRJkxQYGKjDhw+rcuXKDvN98803qlKliumw2Vm6dKk+/PBDLV68WHXq1NGePXs0fPhwBQUFqU+fPvle7ujRoxUdHW2/n5ycrEqVKikiIkLe3t4FER0AbjndVs/MfaZCtqzD0Bynd1+1qIiSZG9px945Tu++YmURJcna0s6dcp3n0ZWbCz9IDhZ3ap3j9D6r9hVNkBy837FOjtNfW5NYREmy9+xD5XKfCUAmef1e3DwVqRo1aujbb7/Va6+9JkkaMGCAhg0bpnfffVc2m02nTp1SbGysnn32WY0ZMyb/qf9h5MiRev755+2H6NWtW1fHjh3T5MmT1adPHwUGBkqSEhMTVb78/31XQmJioho0aJDtct3d3eXu7p5p3NXVVa6uVh90AQDOKc3iw70k5bqNvjkyWisvn3NpFh8imftraP3untwyZqh4ESXJHr/TAPmT1/dOnneOFytWTKNGjZJ07ZC7jIwMtWnTRikpKWrZsqXc3d317LPPaujQnP9aaEZKSoqKFXPcWBYvXlwZGdeOjQ4NDVVgYKA2bNhgL07Jycnavn27Bg0aVGA5AAAAAODvTB9lnJ6erm+//VaDBw/WyJEjdfjwYV28eFG1a9dWyZIlCzRchw4dNGnSJAUHB6tOnTr6/vvv9cYbb+iJJ56QJNlsNg0fPlwTJ05U9erVFRoaqjFjxigoKEidO3cu0CwAAAAAcJ3pIlW8eHFFRERo//798vX1Ve3atQsjlyRp5syZGjNmjJ566imdOXNGQUFB+te//qWxY8fa5xk1apQuXbqkgQMHKikpSS1atNC6devk4eFRaLkAAAAA3N7ydd2bO+64Q7/++qtCQ0MLOo+DUqVKafr06Zo+fXq289hsNk2YMEETJkwo1CwAAAAAcF2+ztacOHGinn32Wa1Zs0anT59WcnKyww0AAAAAbmX52iP14IMPSpI6duwom+3/ruxjGIZsNpvS063/EjoAAAAAKCz5KlKbNm0q6BwAAAAAcNMwXaTS0tI0YcIEzZs3T9WrVy+MTAAAAADg1EyfI+Xq6qoff/yxMLIAAAAAwE0hXxeb6N27t+bPn1/QWQAAAADgppCvc6SuXr2qd999V+vXr1fDhg3l5eXlMP2NN94okHAAAAAA4IzyVaT27t2ru+66S5J08OBBh2l/v4ofAAAAANyKuGofAAAAAJiUr3Ok/u7EiRM6ceJEQWQBAAAAgJtCvopURkaGJkyYIB8fH4WEhCgkJES+vr56+eWXlZGRUdAZAQAAAMCp5OvQvhdeeEHz58/Xq6++qubNm0uSvvnmG40bN06XL1/WpEmTCjQkAAAAADiTfBWp999/X++88446duxoH6tXr54qVKigp556iiIFAAAA4JaWr0P7zp07p7CwsEzjYWFhOnfu3A2HAgAAAABnlq8iVb9+fc2aNSvT+KxZs1S/fv0bDgUAAAAAzixfh/ZNnTpV7du31/r169W0aVNJUmxsrH777Td9/vnnBRoQAAAAAJxNvvZItWrVSgcOHNDDDz+spKQkJSUlqUuXLjpw4IDuvffegs4IAAAAAE4lX3ukJKlChQpcVAIAAADAbSlfe6QWLFigZcuWZRpftmyZ3n///RsOBQAAAADOLF9FavLkySpTpkym8YCAAL3yyis3HAoAAAAAnFm+itTx48cVGhqaaTwkJETHjx+/4VAAAAAA4MzyVaQCAgL0448/Zhr/4Ycf5O/vf8OhAAAAAMCZ5atI9erVS08//bQ2bdqk9PR0paena+PGjRo2bJh69uxZ0BkBAAAAwKnk66p9L7/8so4ePao2bdrIxeXaItLT09WnTx/OkQIAAABwy8tXkXJzc9OSJUv07LPP6ujRo/L09FTdunUVEhJS0PkAAAAAwOmYLlJJSUl64YUXtGTJEp0/f16SVLp0afXs2VMTJ06Ur69vQWcEAAAAAKdiqkidO3dOTZs21cmTJxUVFaVatWpJkn7++We999572rBhg7Zt26bSpUsXSlgAAAAAcAamitSECRPk5uamI0eOqFy5cpmmRUREaMKECZo2bVqBhgQAAAAAZ2Lqqn0rVqzQa6+9lqlESVJgYKCmTp2qzz77rMDCAQAAAIAzMlWkTp8+rTp16mQ7/Y477lBCQsINhwIAAAAAZ2bq0L4yZcro6NGjqlixYpbT4+Pj5efnVyDBAKAgPbu8raXrf+2RdZauHwAAFCxTe6QiIyP1wgsv6MqVK5mmpaamasyYMWrb1tpfVgAAAACgsJm+2ESjRo1UvXp1DR48WGFhYTIMQ/v379ecOXOUmpqqDz74oLCyAgAAAIBTMFWkKlasqNjYWD311FMaPXq0DMOQJNlsNj3wwAOaNWuWKlWqVChBAQAAAMBZmP5C3tDQUH3xxRc6f/68Dh06JEmqVq0a50YBAAAAuG2YLlLXlS5dWo0bNy7ILAAAAABwUzB1sQkAAAAAAEUKAAAAAEyjSAEAAACASRQpAAAAADCJIgUAAAAAJlGkAAAAAMCkfF/+HABQcNqtGGp1BH3ReabVEQAAuGmwRwoAAAAATKJIAQAAAIBJFCkAAAAAMMnpi9TJkyfVu3dv+fv7y9PTU3Xr1tWuXbvs0w3D0NixY1W+fHl5enoqPDxchw4dsjAxAAAAgFudUxep8+fPq3nz5nJ1ddUXX3yhn3/+Wa+//rpKly5tn2fq1KmaMWOG5s2bp+3bt8vLy0uRkZG6fPmyhckBAAAA3Mqc+qp9U6ZMUaVKlbRgwQL7WGhoqP3fhmFo+vTpevHFF9WpUydJ0sKFC1WuXDmtWLFCPXv2LPLMAAAAAG59Tl2kVq1apcjISHXr1k1btmxRhQoV9NRTT2nAgAGSpPj4eCUkJCg8PNz+GB8fHzVp0kSxsbHZFqnU1FSlpqba7ycnJ0uS0tLSlJaWVojPCIBVisvV0vXntm1xVfEiSpK93DPaiihJ9m6NjNbKy+ecq4wiSJK93F/DjCJKkr3cMhZTehElyR6/0wD5k9f3js0wDGu3ljnw8PCQJEVHR6tbt27auXOnhg0bpnnz5qlPnz7atm2bmjdvrlOnTql8+fL2x3Xv3l02m01LlizJcrnjxo3T+PHjM40vXrxYJUqUKJwnAwAAAMDppaSk6NFHH9WFCxfk7e2d7XxOXaTc3NzUqFEjbdu2zT729NNPa+fOnYqNjc13kcpqj1SlSpX0xx9/5PhiAbh5vbiyi6Xrn9jp0xynd107soiSZO+T9v/NcXq31dZ/Ye+yDjl/cXH3VYuKKEn2lnbsneP07itWFlGSrC3t3CnXeR5dubnwg+RgcafWOU7vs2pf0QTJwfsd6+Q4/bU1iUWUJHvPPlTO6gjATSk5OVllypTJtUg59aF95cuXV+3atR3GatWqpU8++USSFBgYKElKTEx0KFKJiYlq0KBBtst1d3eXu7t7pnFXV1e5ulp90AWAwpAuaw9xyW3bkuYEhwHlntH6v7vdGhmtlZfPuTSLD5HM/TW0/lpZuWXMcILDdfmdBsifvL53rN8S5aB58+Y6cOCAw9jBgwcVEhIi6dqFJwIDA7Vhwwb79OTkZG3fvl1NmzYt0qwAAAAAbh9OvUdqxIgRatasmV555RV1795dO3bs0FtvvaW33npLkmSz2TR8+HBNnDhR1atXV2hoqMaMGaOgoCB17tzZ2vAAAAAAbllOXaTuvvtuffbZZxo9erQmTJig0NBQTZ8+XVFRUfZ5Ro0apUuXLmngwIFKSkpSixYttG7dOvuFKgAAAACgoDl1kZKkhx56SA899FC20202myZMmKAJEyYUYSoAAAAAtzOnPkcKAAAAAJwRRQoAAAAATKJIAQAAAIBJFCkAAAAAMIkiBQAAAAAmUaQAAAAAwCSKFAAAAACYRJECAAAAAJMoUgAAAABgEkUKAAAAAEyiSAEAAACASRQpAAAAADCJIgUAAAAAJrlYHcBZ/T53kaXrLzuot6XrBwAAAJA99kgBAAAAgEkUKQAAAAAwiUP7AAAAbkMrlv1hdQR17lbG6ghAvrFHCgAAAABMokgBAAAAgEkUKQAAAAAwiSIFAAAAACZRpAAAAADAJIoUAAAAAJhEkQIAAAAAkyhSAAAAAGASRQoAAAAATKJIAQAAAIBJFCkAAAAAMIkiBQAAAAAmUaQAAAAAwCSKFAAAAACYRJECAAAAAJMoUgAAAABgEkUKAAAAAEyiSAEAAACASRQpAAAAADCJIgUAAAAAJlGkAAAAAMAkihQAAAAAmESRAgAAAACTKFIAAAAAYBJFCgAAAABMokgBAAAAgEkUKQAAAAAwiSIFAAAAACZRpAAAAADAJIoUAAAAAJh0UxWpV199VTabTcOHD7ePXb58WYMHD5a/v79Kliyprl27KjEx0bqQAAAAAG55N02R2rlzp/73v/+pXr16DuMjRozQ6tWrtWzZMm3ZskWnTp1Sly5dLEoJAAAA4HZwUxSpixcvKioqSm+//bZKly5tH79w4YLmz5+vN954Q/fff78aNmyoBQsWaNu2bfruu+8sTAwAAADgVuZidYC8GDx4sNq3b6/w8HBNnDjRPh4XF6e0tDSFh4fbx8LCwhQcHKzY2Fjdc889WS4vNTVVqamp9vvJycmSpLS0NKWlpUmSrtoK45nk3fUcAApGcblauv7c3tOuKl5ESbKXe0aLN4y6VTJaKy+fL64yiiBJ9nJ/DTOKKEn2cstYTOlFlCR7uf9fXy2SHDnh9x04o7z+XNoMw7B2a5mLjz/+WJMmTdLOnTvl4eGh1q1bq0GDBpo+fboWL16sfv36OZQiSWrcuLHuu+8+TZkyJctljhs3TuPHj880vnjxYpUoUaJQngcAAAAA55eSkqJHH31UFy5ckLe3d7bzOfUeqd9++03Dhg1TTEyMPDw8Cmy5o0ePVnR0tP1+cnKyKlWqpIiICPuL9cf8JQW2vvwo07+HpesHbjUvrrT23MmJnT7NcXrXtSOLKEn2Pmn/3xynd1s9s4iSZG9Zh6E5Tu++alERJcne0o69c5zefcXKIkqStaWdO+U6z6MrNxd+kBws7tQ6x+l9Vu0rmiA5eL9jnRynv7bG+gtfPftQuRynr11xtoiSZK99Z3+rIwCZXD9aLTdOXaTi4uJ05swZ3XXXXfax9PR0bd26VbNmzdKXX36pK1euKCkpSb6+vvZ5EhMTFRgYmO1y3d3d5e7unmnc1dVVrq7XDrpwsXg/3fUcAApGuqw9fCS393SaExwGlHtG6w9guDUyWisvny9pFh8imftraP0p3rllzHCCw3Vz/7+2/tdAft+BM8rrz6X176ActGnTRj/99JPDWL9+/RQWFqbnnntOlSpVkqurqzZs2KCuXbtKkg4cOKDjx4+radOmVkQGAAAAcBtw6iJVqlQp3XHHHQ5jXl5e8vf3t4/3799f0dHR8vPzk7e3t4YOHaqmTZtme6EJAAAAALhRTl2k8mLatGkqVqyYunbtqtTUVEVGRmrOnDlWxwIAAABwC7vpitTmzZsd7nt4eGj27NmaPXu2NYEAAAAA3HasP1sTAAAAAG4yFCkAAAAAMIkiBQAAAAAmUaQAAAAAwCSKFAAAAACYRJECAAAAAJMoUgAAAABg0k33PVIAAAC4PexYcMbS9TfuF2Dp+uHc2CMFAAAAACZRpAAAAADAJIoUAAAAAJhEkQIAAAAAkyhSAAAAAGASRQoAAAAATKJIAQAAAIBJFCkAAAAAMIkiBQAAAAAmUaQAAAAAwCSKFAAAAACYRJECAAAAAJMoUgAAAABgEkUKAAAAAEyiSAEAAACASRQpAAAAADCJIgUAAAAAJlGkAAAAAMAkihQAAAAAmESRAgAAAACTKFIAAAAAYBJFCgAAAABMcrE6AAAAAHAzOvFagtURVPHZQKsj3LbYIwUAAAAAJlGkAAAAAMAkihQAAAAAmESRAgAAAACTKFIAAAAAYBJFCgAAAABMokgBAAAAgEkUKQAAAAAwiSIFAAAAACZRpAAAAADAJIoUAAAAAJhEkQIAAAAAkyhSAAAAAGASRQoAAAAATKJIAQAAAIBJTl+kJk+erLvvvlulSpVSQECAOnfurAMHDjjMc/nyZQ0ePFj+/v4qWbKkunbtqsTERIsSAwAAALjVOX2R2rJliwYPHqzvvvtOMTExSktLU0REhC5dumSfZ8SIEVq9erWWLVumLVu26NSpU+rSpYuFqQEAAADcylysDpCbdevWOdx/7733FBAQoLi4OLVs2VIXLlzQ/PnztXjxYt1///2SpAULFqhWrVr67rvvdM8991gRGwAAAMAtzOmL1D9duHBBkuTn5ydJiouLU1pamsLDw+3zhIWFKTg4WLGxsVkWqdTUVKWmptrvJycnS5LS0tKUlpYmSbpqK7SnkCfXcwAoGMXlaun6c3tPu6p4ESXJXu4ZLd4w6lbJaK28fL64yiiCJNnL/TXMKKIk2cstYzGlF1GS7OX+f321SHLkJLeMGRZnzC1fejHnfw1hXl5fU5thGNZuLU3IyMhQx44dlZSUpG+++UaStHjxYvXr18+hGElS48aNdd9992nKlCmZljNu3DiNHz8+0/jixYtVokSJwgkPAAAAwOmlpKTo0Ucf1YULF+Tt7Z3tfDfVHqnBgwdr79699hKVX6NHj1Z0dLT9fnJysipVqqSIiAj7i/XH/CU3tI4bVaZ/D0vXD9xqXlxp7XmTEzt9muP0rmtHFlGS7H3S/r85Tu+2emYRJcnesg5Dc5zefdWiIkqSvaUde+c4vfuKlUWUJGtLO3fKdZ5HV24u/CA5WNypdY7T+6zaVzRBcvB+xzo5Tn9tjfUXvXr2oXI5Tl+74mwRJcle+87+OU6PW/R7ESXJWsPeZXOcfmqm9f/PQUNz/n+GedePVsvNTVOkhgwZojVr1mjr1q2qWLGifTwwMFBXrlxRUlKSfH197eOJiYkKDAzMclnu7u5yd3fPNO7q6ipX12sHXbhYvJ/ueg4ABSNd1h76kNt7Os0JDgPKPaP1BzDcGhmtlZfPlzSLD5HM/TW0/lpZuWXMcILDdXP/v7b+18DcMhazOGNu+YpnOP9rCPPy+ppa/7+fC8MwNHToUH322WfavHmzQkNDHaY3bNhQrq6u2rBhg7p27SpJOnDggI4fP66mTZtaERm47cz8MNLS9Q+N+tLS9QMAgNuP0xepwYMHa/HixVq5cqVKlSqlhIQESZKPj488PT3l4+Oj/v37Kzo6Wn5+fvL29tbQoUPVtGlTrtgHAAAAoFA4fZGaO3euJKl169YO4wsWLFDfvn0lSdOmTVOxYsXUtWtXpaamKjIyUnPmzCnipAAAAABuF05fpPJyUUEPDw/Nnj1bs2fPLoJEQNH6eIG1h81JUs9+HDoHAADwd9afrQkAAAAANxmKFAAAAACYRJECAAAAAJMoUgAAAABgEkUKAAAAAEyiSAEAAACASRQpAAAAADCJIgUAAAAAJlGkAAAAAMAkihQAAAAAmESRAgAAAACTKFIAAAAAYBJFCgAAAABMokgBAAAAgEkUKQAAAAAwiSIFAAAAACZRpAAAAADAJIoUAAAAAJhEkQIAAAAAkyhSAAAAAGASRQoAAAAATKJIAQAAAIBJFCkAAAAAMIkiBQAAAAAmUaQAAAAAwCSKFAAAAACYRJECAAAAAJMoUgAAAABgkovVAQArbXinvdUR1ObJtVZHAAAAgEnskQIAAAAAkyhSAAAAAGASh/YBAAAAt6jEaXusjqByIxpYHaFQsEcKAAAAAEyiSAEAAACASRQpAAAAADCJIgUAAAAAJlGkAAAAAMAkihQAAAAAmESRAgAAAACTKFIAAAAAYBJFCgAAAABMokgBAAAAgEkUKQAAAAAwiSIFAAAAACZRpAAAAADAJIoUAAAAAJhEkQIAAAAAk26ZIjV79mxVrlxZHh4eatKkiXbs2GF1JAAAAAC3KBerAxSEJUuWKDo6WvPmzVOTJk00ffp0RUZG6sCBAwoICLA6XqFJmDve0vUHDnopx+n75nQsoiTZq/PUKqsjAAAAIAdnZsZYHUEBQx8w/ZhbYo/UG2+8oQEDBqhfv36qXbu25s2bpxIlSujdd9+1OhoAAACAW9BNv0fqypUriouL0+jRo+1jxYoVU3h4uGJjY7N8TGpqqlJTU+33L1y4IEk6d+6c0tLSJEnnL/9ViKlzV+zs2VznOX/5ShEkyZ5rLhmTLxdRkByczSXjxZsgY4q1P4qScs94OaWIgmQjt3ySdNXZM6ZcLZogOcg9Y2rO04tA7hmtf1PnntHaH8a8vF+UcrHwg+Qg99cwuWiC5CC3jFdSkoomSA7OnnXLcXpKyvkiSpK9s2dtOU7/8y9rM549WzzH6UlXrH8NPc+65jj9fKr17xeXXN4v5y9bu82RpOJ/y/jnn39KkgzDyPExNiO3OZzcqVOnVKFCBW3btk1Nmza1j48aNUpbtmzR9u3bMz1m3LhxGj/e2sPiAAAAADiv3377TRUrVsx2+k2/Ryo/Ro8erejoaPv9jIwMnTt3Tv7+/rLZcv7LSF4kJyerUqVK+u233+Tt7X3DyysMZCwYzp7R2fNJZCwozp7R2fNJZCwoZLxxzp5PImNBIeONK4x8hmHozz//VFBQUI7z3fRFqkyZMipevLgSExMdxhMTExUYGJjlY9zd3eXu7u4w5uvrW+DZvL29nfIH7u/IWDCcPaOz55PIWFCcPaOz55PIWFDIeOOcPZ9ExoJCxhtX0Pl8fHxyneemv9iEm5ubGjZsqA0bNtjHMjIytGHDBodD/QAAAACgoNz0e6QkKTo6Wn369FGjRo3UuHFjTZ8+XZcuXVK/fv2sjgYAAADgFnRLFKkePXro999/19ixY5WQkKAGDRpo3bp1KleunCV53N3d9dJLL2U6fNCZkLFgOHtGZ88nkbGgOHtGZ88nkbGgkPHGOXs+iYwFhYw3zsp8N/1V+wAAAACgqN3050gBAAAAQFGjSAEAAACASRQpAAAAADCJIgUAAAAAJlGkCsHs2bNVuXJleXh4qEmTJtqxY4fVkey2bt2qDh06KCgoSDabTStWrLA6Uo5effVV2Ww2DR8+3OooduPGjZPNZnO4hYWFWR0rk5MnT6p3797y9/eXp6en6tatq127dlkdy65y5cqZXkebzabBgwdbHU2SlJ6erjFjxig0NFSenp6qWrWqXn75ZTnb9Xn+/PNPDR8+XCEhIfL09FSzZs20c+dOy/Lkto0xDENjx45V+fLl5enpqfDwcB06dMipMn766aeKiIiQv7+/bDab9uzZU6T5csuYlpam5557TnXr1pWXl5eCgoL0+OOP69SpU06TUbq2rQwLC5OXl5dKly6t8PBwbd++3Wny/d2///1v2Ww2TZ8+vcjySbln7Nu3b6ZtZNu2bZ0qoyTt379fHTt2lI+Pj7y8vHT33Xfr+PHjTpMxq88am82m//73v06R7+LFixoyZIgqVqwoT09P1a5dW/PmzSuSbHnNmJiYqL59+yooKEglSpRQ27Zti3zbPXnyZN19990qVaqUAgIC1LlzZx04cMBhnsuXL2vw4MHy9/dXyZIl1bVrVyUmJhZaJopUAVuyZImio6P10ksvaffu3apfv74iIyN15swZq6NJki5duqT69etr9uzZVkfJ1c6dO/W///1P9erVszpKJnXq1NHp06ftt2+++cbqSA7Onz+v5s2by9XVVV988YV+/vlnvf766ypdurTV0ex27tzp8BrGxMRIkrp162ZxsmumTJmiuXPnatasWdq/f7+mTJmiqVOnaubMmVZHc/Dkk08qJiZGH3zwgX766SdFREQoPDxcJ0+etCRPbtuYqVOnasaMGZo3b562b98uLy8vRUZG6vLly06T8dKlS2rRooWmTJlSZJmyypBdxpSUFO3evVtjxozR7t279emnn+rAgQPq2LGj02SUpBo1amjWrFn66aef9M0336hy5cqKiIjQ77//7hT5rvvss8/03XffKSgoqEhy/V1eMrZt29ZhW/nRRx8VYcLcMx45ckQtWrRQWFiYNm/erB9//FFjxoyRh4eH02T8++t3+vRpvfvuu7LZbOratatT5IuOjta6deu0aNEi7d+/X8OHD9eQIUO0atWqIsmXW0bDMNS5c2f9+uuvWrlypb7//nuFhIQoPDxcly5dKrKMW7Zs0eDBg/Xdd98pJiZGaWlpioiIcMgwYsQIrV69WsuWLdOWLVt06tQpdenSpfBCGShQjRs3NgYPHmy/n56ebgQFBRmTJ0+2MFXWJBmfffaZ1TGy9OeffxrVq1c3YmJijFatWhnDhg2zOpLdSy+9ZNSvX9/qGDl67rnnjBYtWlgdw5Rhw4YZVatWNTIyMqyOYhiGYbRv39544oknHMa6dOliREVFWZQos5SUFKN48eLGmjVrHMbvuusu44UXXrAo1f/55zYmIyPDCAwMNP773//ax5KSkgx3d3fjo48+siBhztvB+Ph4Q5Lx/fffF2mmf8rLtnrHjh2GJOPYsWNFE+of8pLxwoULhiRj/fr1RRPqb7LLd+LECaNChQrG3r17jZCQEGPatGlFnu26rDL26dPH6NSpkyV5spJVxh49ehi9e/e2JlAW8vKz2KlTJ+P+++8vmkD/kFW+OnXqGBMmTHAYs3I7/s+MBw4cMCQZe/futY+lp6cbZcuWNd5++20LEl5z5swZQ5KxZcsWwzCufZ64uroay5Yts8+zf/9+Q5IRGxtbKBnYI1WArly5ori4OIWHh9vHihUrpvDwcMXGxlqY7OYzePBgtW/f3uG1dCaHDh1SUFCQqlSpoqioqCI9hCEvVq1apUaNGqlbt24KCAjQnXfeqbffftvqWNm6cuWKFi1apCeeeEI2m83qOJKkZs2aacOGDTp48KAk6YcfftA333yjdu3aWZzs/1y9elXp6emZ/vLr6enpdHtJJSk+Pl4JCQkO72sfHx81adKEbeQNunDhgmw2m3x9fa2OkqUrV67orbfeko+Pj+rXr291HElSRkaGHnvsMY0cOVJ16tSxOk62Nm/erICAANWsWVODBg3S2bNnrY5kl5GRobVr16pGjRqKjIxUQECAmjRp4tSnDSQmJmrt2rXq37+/1VHsmjVrplWrVunkyZMyDEObNm3SwYMHFRERYXU0SVJqaqokOXzWFCtWTO7u7pZ+1ly4cEGS5OfnJ0mKi4tTWlqaw2dMWFiYgoODC+0zhiJVgP744w+lp6erXLlyDuPlypVTQkKCRaluPh9//LF2796tyZMnWx0lS02aNNF7772ndevWae7cuYqPj9e9996rP//80+podr/++qvmzp2r6tWr68svv9SgQYP09NNP6/3337c6WpZWrFihpKQk9e3b1+oods8//7x69uypsLAwubq66s4779Tw4cMVFRVldTS7UqVKqWnTpnr55Zd16tQppaena9GiRYqNjdXp06etjpfJ9e0g28iCdfnyZT333HPq1auXvL29rY7jYM2aNSpZsqQ8PDw0bdo0xcTEqEyZMlbHknTt8F0XFxc9/fTTVkfJVtu2bbVw4UJt2LBBU6ZM0ZYtW9SuXTulp6dbHU2SdObMGV28eFGvvvqq2rZtq6+++koPP/ywunTpoi1btlgdL0vvv/++SpUqVbiHe5k0c+ZM1a5dWxUrVpSbm5vatm2r2bNnq2XLllZHk/R/ZWT06NE6f/68rly5oilTpujEiROWfdZkZGRo+PDhat68ue644w5J1z5j3NzcMv1BqTA/Y1wKZalAPv32228aNmyYYmJiivT4ajP+vkeiXr16atKkiUJCQrR06VKn+QtXRkaGGjVqpFdeeUWSdOedd2rv3r2aN2+e+vTpY3G6zObPn6927dpZco5CdpYuXaoPP/xQixcvVp06dbRnzx4NHz5cQUFBTvUafvDBB3riiSdUoUIFFS9eXHfddZd69eqluLg4q6OhCKSlpal79+4yDENz5861Ok4m9913n/bs2aM//vhDb7/9trp3767t27crICDA0lxxcXF68803tXv3bqfZC56Vnj172v9dt25d1atXT1WrVtXmzZvVpk0bC5Ndk5GRIUnq1KmTRowYIUlq0KCBtm3bpnnz5qlVq1ZWxsvSu+++q6ioKKf6HWPmzJn67rvvtGrVKoWEhGjr1q0aPHiwgoKCnOLIHFdXV3366afq37+//Pz8VLx4cYWHh6tdu3aWXYBp8ODB2rt3r+VHX7BHqgCVKVNGxYsXz3R1kMTERAUGBlqU6uYSFxenM2fO6K677pKLi4tcXFy0ZcsWzZgxQy4uLk7zV7i/8/X1VY0aNXT48GGro9iVL19etWvXdhirVauW0x2CKEnHjh3T+vXr9eSTT1odxcHIkSPte6Xq1q2rxx57TCNGjHC6PaVVq1bVli1bdPHiRf3222/asWOH0tLSVKVKFaujZXJ9O8g2smBcL1HHjh1TTEyM0+2NkiQvLy9Vq1ZN99xzj+bPny8XFxfNnz/f6lj6+uuvdebMGQUHB9s/a44dO6ZnnnlGlStXtjpetqpUqaIyZco4zedNmTJl5OLictN83nz99dc6cOCAU33e/PXXX/rPf/6jN954Qx06dFC9evU0ZMgQ9ejRQ6+99prV8ewaNmyoPXv2KCkpSadPn9a6det09uxZSz5rhgwZojVr1mjTpk2qWLGifTwwMFBXrlxRUlKSw/yF+RlDkSpAbm5uatiwoTZs2GAfy8jI0IYNG9S0aVMLk9082rRpo59++kl79uyx3xo1aqSoqCjt2bNHxYsXtzpiJhcvXtSRI0dUvnx5q6PYNW/ePNMlQQ8ePKiQkBCLEmVvwYIFCggIUPv27a2O4iAlJUXFijluIosXL27/C6yz8fLyUvny5XX+/Hl9+eWX6tSpk9WRMgkNDVVgYKDDNjI5OVnbt29nG2nS9RJ16NAhrV+/Xv7+/lZHypOMjAz7+RZWeuyxx/Tjjz86fNYEBQVp5MiR+vLLL62Ol60TJ07o7NmzTvN54+bmprvvvvum+byZP3++GjZs6DTn6UnX3stpaWk3zeeNj4+PypYtq0OHDmnXrl1F+lljGIaGDBmizz77TBs3blRoaKjD9IYNG8rV1dXhM+bAgQM6fvx4oX3GcGhfAYuOjlafPn3UqFEjNW7cWNOnT9elS5fUr18/q6NJuvZL/9//khUfH689e/bIz89PwcHBFia7plSpUvZjXa/z8vKSv79/pnGrPPvss+rQoYNCQkJ06tQpvfTSSypevLh69epldTS7ESNGqFmzZnrllVfUvXt37dixQ2+99Zbeeustq6M5yMjI0IIFC9SnTx+5uDjX5qhDhw6aNGmSgoODVadOHX3//fd644039MQTT1gdzcGXX34pwzBUs2ZNHT58WCNHjlRYWJhl25zctjHDhw/XxIkTVb16dYWGhmrMmDEKCgpS586dnSbjuXPndPz4cfv3Ml3/JTEwMLDI9pzllLF8+fJ65JFHtHv3bq1Zs0bp6en24//9/Pzk5uZmeUZ/f39NmjRJHTt2VPny5fXHH39o9uzZOnnyZJF9xUFu/8//LJ+urq4KDAxUzZo1iyRfbhn9/Pw0fvx4de3aVYGBgTpy5IhGjRqlatWqKTIy0ikyBgcHa+TIkerRo4datmyp++67T+vWrdPq1au1efNmp8koXfujzbJly/T6668XWa685mvVqpVGjhwpT09PhYSEaMuWLVq4cKHeeOMNp8m4bNkylS1bVsHBwfrpp580bNgwde7cuUgviDF48GAtXrxYK1euVKlSpezbPR8fH3l6esrHx0f9+/dXdHS0/Pz85O3traFDh6pp06a65557CidUoVwL8DY3c+ZMIzg42HBzczMaN25sfPfdd1ZHstu0aZMhKdOtT58+VkfLlrNd/rxHjx5G+fLlDTc3N6NChQpGjx49jMOHD1sdK5PVq1cbd9xxh+Hu7m6EhYUZb731ltWRMvnyyy8NScaBAwesjpJJcnKyMWzYMCM4ONjw8PAwqlSpYrzwwgtGamqq1dEcLFmyxKhSpYrh5uZmBAYGGoMHDzaSkpIsy5PbNiYjI8MYM2aMUa5cOcPd3d1o06ZNkf//55ZxwYIFWU5/6aWXnCLj9cuyZ3XbtGmTU2T866+/jIcfftgICgoy3NzcjPLlyxsdO3Y0duzY4RT5smLF5c9zypiSkmJEREQYZcuWNVxdXY2QkBBjwIABRkJCgtNkvG7+/PlGtWrVDA8PD6N+/frGihUrnC7j//73P8PT09OS7WNu+U6fPm307dvXCAoKMjw8PIyaNWsar7/+epF+HUhuGd98802jYsWKhqurqxEcHGy8+OKLRf55mN12b8GCBfZ5/vrrL+Opp54ySpcubZQoUcJ4+OGHjdOnTxdaJtv/DwYAAAAAyCPOkQIAAAAAkyhSAAAAAGASRQoAAAAATKJIAQAAAIBJFCkAAAAAMIkiBQAAAAAmUaQAAAAAwCSKFAAAAACYRJECAAAAAJMoUgCA20pCQoKGDRumatWqycPDQ+XKlVPz5s01d+5cpaSkSJL+9a9/qWrVqvL09FTZsmXVqVMn/fLLLxYnBwA4ExerAwAAUFR+/fVXNW/eXL6+vnrllVdUt25dubu766efftJbb72lChUqqGPHjmrYsKGioqIUHBysc+fOady4cYqIiFB8fLyKFy9u9dMAADgBm2EYhtUhAAAoCm3bttW+ffv0yy+/yMvLK9N0wzBks9kyjf/444+qX7++Dh8+rKpVqxZFVACAk+PQPgDAbeHs2bP66quvNHjw4CxLlKQsS9SlS5e0YMEChYaGqlKlSoUdEwBwk6BIAQBuC4cPH5ZhGKpZs6bDeJkyZVSyZEmVLFlSzz33nH18zpw59vEvvvhCMTExcnNzK+rYAAAnRZECANzWduzYoT179qhOnTpKTU21j0dFRen777/Xli1bVKNGDXXv3l2XL1+2MCkAwJlwsQkAwG2hWrVqstlsOnDggMN4lSpVJEmenp4O4z4+PvLx8VH16tV1zz33qHTp0vrss8/Uq1evIssMAHBe7JECANwW/P399cADD2jWrFm6dOmSqccahiHDMBz2WAEAbm8UKQDAbWPOnDm6evWqGjVqpCVLlmj//v06cOCAFi1apF9++UXFixfXr7/+qsmTJysuLk7Hjx/Xtm3b1K1bN3l6eurBBx+0+ikAAJwElz8HANxWTp8+rVdeeUVr167ViRMn5O7urtq1a6tbt2566qmnlJSUpCeffFJxcXE6f/68ypUrp5YtW2rs2LGZLlQBALh9UaQAAAAAwCQO7QMAAAAAkyhSAAAAAGASRQoAAAAATKJIAQAAAIBJFCkAAAAAMIkiBQAAAAAmUaQAAAAAwCSKFAAAAACYRJECAAAAAJMoUgAAAABgEkUKAAAAAEz6f/xAEnx/ZJF7AAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Alunos aprovados 814 (0.78) \n",
            "Alunos reprovaods 230 (0.22)\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 0 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10, 6))\n",
        "sns.countplot(x = df['Walc'])\n",
        "ax = plt.gca()\n",
        "ax.grid(which='major', axis='y', linestyle='-')\n",
        "alc_labels = ['Muito Baixo', 'Baixo', 'Médio', 'Alto', 'Muito Alto']\n",
        "\n",
        "# Set the tick labels for the X-axis\n",
        "plt.xticks(ticks=[0, 1, 2, 3, 4], labels=alc_labels)\n",
        "plt.xlabel('Consumo Alcoólico')\n",
        "plt.ylabel('Ocorrências')\n",
        "plt.title('Distribuição do consumo alcoolico nos finais de semana (Walc)')\n",
        "plt.show()\n",
        "plt.clf()\n",
        "\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.countplot(x = df['Dalc'])\n",
        "plt.xticks(ticks=[0, 1, 2, 3, 4], labels=alc_labels)\n",
        "plt.xlabel('Consumo Alcoólico')\n",
        "plt.ylabel('Ocorrências')\n",
        "ax = plt.gca()\n",
        "ax.grid(which='major', axis='y', linestyle='-')\n",
        "plt.title('Distribuição do consumo alcoolico no dia-a-dia (Dalc)')\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "Rkn1xTehKjvM",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "fd30ba62-ac52-45f0-cd09-63fcb12b3ee2"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_cat_3_or_above = df[df['Dalc'] >= 3]\n",
        "df_cat_below_3 = df[df['Dalc'] < 3]\n",
        "df_combined = pd.concat([df_cat_3_or_above, df_cat_below_3], axis=0)\n",
        "df_combined['Dalc'] = df_combined['Dalc'].map({3: 'Consumo Alcoólico >= Médio', 2: 'Consumo Alcoólico < Médio'})\n",
        "\n",
        "# Plot the box plot\n",
        "plt.figure(figsize=(8, 6))\n",
        "sns.boxplot(x='Dalc', y='G3', data=df_combined)\n",
        "\n",
        "# Set the x-axis and y-axis labels, and title\n",
        "plt.xlabel('Uso alcoólico')\n",
        "plt.ylabel('G3')\n",
        "plt.title('Distribuição entre consumo alcoólico (dia-a-dia)')\n",
        "\n",
        "# Show the plot\n",
        "plt.show()\n",
        "\n",
        "\n",
        "# Plot two histograms side by side\n",
        "plt.figure(figsize=(10, 6))\n",
        "\n",
        "plt.subplot(1, 2, 1)  # First subplot\n",
        "plt.hist(df_cat_3_or_above['G3'], bins=20, color='blue', alpha=0.7)\n",
        "plt.xlabel('G3')\n",
        "plt.ylabel('Frequency')\n",
        "plt.title('Dalc >= 3')\n",
        "\n",
        "plt.subplot(1, 2, 2)  # Second subplot\n",
        "plt.hist(df_cat_below_3['G3'], bins=10, color='red', alpha=0.7)\n",
        "plt.xlabel('G3')\n",
        "plt.ylabel('Frequency')\n",
        "plt.title('Dalc < 3')\n",
        "\n",
        "plt.tight_layout()  # Adjust spacing between subplots\n",
        "\n",
        "# Show the plot\n",
        "plt.show()\n",
        "plt.clf()\n",
        "\n",
        "\n",
        "# Calculate mean and standard deviation for both categories\n",
        "mu1, std1 = norm.fit(df_cat_3_or_above['G3'])\n",
        "mu2, std2 = norm.fit(df_cat_below_3['G3'])\n",
        "\n",
        "# Plot both normal curves on the same graph\n",
        "plt.figure(figsize=(8, 6))\n",
        "\n",
        "x = np.linspace(df['G3'].min(), df['G3'].max(), 100)\n",
        "plt.plot(x, norm.pdf(x, mu1, std1), color='blue', label='Consumo Alcoólico >= Médio')\n",
        "plt.plot(x, norm.pdf(x, mu2, std2), color='red', label='Consumo Alcoólico < Médio')\n",
        "\n",
        "plt.xlabel('G3')\n",
        "plt.ylabel('Densidade')\n",
        "plt.title('Curva normal entre consumo alcoólico e nota final')\n",
        "plt.legend()\n",
        "\n",
        "# Show the plot\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "d-hFcrYPrvHz",
        "outputId": "30ffe8b4-a889-4e0d-93b0-4aacdc5f1a7f"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "ClJoD4C6vQb9"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Create a boxplot using Seaborn\n",
        "sns.boxplot(x='Walc', y='G3', data=df)\n",
        "# Set x-axis and y-axis labels\n",
        "plt.xlabel('Consumo alcoólico')\n",
        "plt.xticks(ticks=[0, 1, 2, 3, 4], labels=alc_labels)\n",
        "plt.ylabel('G3')\n",
        "# Set plot title\n",
        "plt.title('Boxplot da média final por grau de consumo alcoólico (dia-a-dia)')\n",
        "# Show the plot\n",
        "plt.show()\n",
        "# Create a boxplot using Seaborn\n",
        "sns.boxplot(x='Dalc', y='G3', data=df)\n",
        "# Set x-axis and y-axis labels\n",
        "plt.xlabel('Consumo alcoólico')\n",
        "plt.xticks(ticks=[0, 1, 2, 3, 4], labels=alc_labels)\n",
        "plt.ylabel('G3')\n",
        "# Set plot title\n",
        "plt.title('Boxplot da média final por grau de consumo alcoólico (fins de semana)')\n",
        "# Show the plot\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "j11uSnragIc5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 927
        },
        "outputId": "ca5bc8b3-9ba5-4a62-94b8-519922cc47ba"
      },
      "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": {}
        },
        {
          "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['z_scores'] = np.abs(stats.zscore(df['G3']))\n",
        "threshold = 3\n",
        "df_no_outliers = df[df['z_scores'] < threshold]\n",
        "df_no_outliers = df_no_outliers.drop(columns=['z_scores'])\n",
        "df = df_no_outliers\n",
        "print(df.shape)\n",
        "# Create a boxplot using Seaborn\n",
        "sns.boxplot(x='Walc', y='G3', data=df)\n",
        "# Set x-axis and y-axis labels\n",
        "plt.xlabel('Consumo alcoólico')\n",
        "plt.xticks(ticks=[0, 1, 2, 3, 4], labels=alc_labels)\n",
        "plt.ylabel('G3')\n",
        "# Set plot title\n",
        "plt.title('Boxplot da média final por grau de consumo alcoólico (dia-a-dia)')\n",
        "# Show the plot\n",
        "plt.show()\n",
        "# Create a boxplot using Seaborn\n",
        "sns.boxplot(x='Dalc', y='G3', data=df)\n",
        "# Set x-axis and y-axis labels\n",
        "plt.xlabel('Consumo alcoólico')\n",
        "plt.xticks(ticks=[0, 1, 2, 3, 4], labels=alc_labels)\n",
        "plt.ylabel('G3')\n",
        "# Set plot title\n",
        "plt.title('Boxplot da média final por grau de consumo alcoólico (fins de semana)')\n",
        "# Show the plot\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 945
        },
        "id": "9I61-mNCqyJz",
        "outputId": "2d28a2ae-72d7-4904-90cb-1f0c1d5972fe"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(1044, 31)\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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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "grouped_data = df.groupby('Dalc')['G3'].apply(list)\n",
        "# Perform the ANOVA test\n",
        "f_statistic, p_value = stats.f_oneway(*grouped_data)\n",
        "print('F-statistic:', f_statistic)\n",
        "print('p-value:', p_value)\n",
        "if p_value < 0.05:\n",
        "    print(\"As diferêncas entre os grupos são estatisticamente significantes.\")\n",
        "else:\n",
        "    print(\"As diferêncas entre os grupos NÃO são estatisticamente significantes.\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "i0mY4Qcx0gHD",
        "outputId": "008ebf2b-e04a-4803-e93f-ed3659bb01eb"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "F-statistic: 6.24156863429061\n",
            "p-value: 5.794348331246882e-05\n",
            "As diferêncas entre os grupos são estatisticamente significantes.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "median_per_walc = df.groupby('Walc')['G3'].median()\n",
        "average_per_walc = df.groupby('Walc')['G3'].mean()\n",
        "\n",
        "# Print the median and average values\n",
        "print(f\"Walc - Mediana:\\n{median_per_walc}\\nWalc - Média:\\n{average_per_walc}\")\n",
        "\n",
        "# column_to_normalize = 'Dalc'\n",
        "# min_value = df[column_to_normalize].min()\n",
        "# max_value = df[column_to_normalize].max()\n",
        "# df[column_to_normalize] = (df[column_to_normalize] - min_value) / (max_value - min_value)\n",
        "\n",
        "column_to_normalize = 'G3'\n",
        "min_value = df[column_to_normalize].min()\n",
        "max_value = df[column_to_normalize].max()\n",
        "df[column_to_normalize] = (df[column_to_normalize] - min_value) / (max_value - min_value)\n",
        "\n",
        "print(df['G3'])\n",
        "\n",
        "# Perform an independent samples t-test\n",
        "from scipy.stats import pearsonr\n",
        "correlation, p_value = pearsonr(df['Dalc'], df['G3'])\n",
        "\n",
        "# Print the correlation coefficient and p-value\n",
        "print(\"Correlation Coefficient:\", correlation)\n",
        "print(\"P-Value:\", p_value)"
      ],
      "metadata": {
        "id": "jCHjkuafC0X2",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c0bfaf9b-8546-41cf-8922-dd9329e968db"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Walc - Mediana:\n",
            "Walc\n",
            "1    12.0\n",
            "2    12.0\n",
            "3    11.5\n",
            "4    11.0\n",
            "5    11.0\n",
            "Name: G3, dtype: float64\n",
            "Walc - Média:\n",
            "Walc\n",
            "1    11.743719\n",
            "2    11.472340\n",
            "3    11.290000\n",
            "4    10.536232\n",
            "5    10.397260\n",
            "Name: G3, dtype: float64\n",
            "0      0.30\n",
            "1      0.30\n",
            "2      0.50\n",
            "3      0.75\n",
            "4      0.50\n",
            "       ... \n",
            "644    0.50\n",
            "645    0.80\n",
            "646    0.45\n",
            "647    0.50\n",
            "648    0.55\n",
            "Name: G3, Length: 1044, dtype: float64\n",
            "Correlation Coefficient: -0.12964212480071222\n",
            "P-Value: 2.650469037590554e-05\n"
          ]
        }
      ]
    }
  ]
}