mod3_univariate_analysis.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyN9SrSq/AsBl3FEBx5tCAgm",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/neeshanth/EDA-TH-DA-1/blob/main/mod3_univariate_analysis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "jQdG1cindpHe",
        "outputId": "d5829ee6-06fa-468b-9b2f-888f123c25e9"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset Preview:\n",
            "   Unnamed: 0       Category  Age Sex   ALB   ALP   ALT   AST   BIL    CHE  \\\n",
            "0           1  0=Blood Donor   32   m  38.5  52.5   7.7  22.1   7.5   6.93   \n",
            "1           2  0=Blood Donor   32   m  38.5  70.3  18.0  24.7   3.9  11.17   \n",
            "2           3  0=Blood Donor   32   m  46.9  74.7  36.2  52.6   6.1   8.84   \n",
            "3           4  0=Blood Donor   32   m  43.2  52.0  30.6  22.6  18.9   7.33   \n",
            "4           5  0=Blood Donor   32   m  39.2  74.1  32.6  24.8   9.6   9.15   \n",
            "\n",
            "   CHOL   CREA   GGT  PROT  \n",
            "0  3.23  106.0  12.1  69.0  \n",
            "1  4.80   74.0  15.6  76.5  \n",
            "2  5.20   86.0  33.2  79.3  \n",
            "3  4.74   80.0  33.8  75.7  \n",
            "4  4.32   76.0  29.9  68.7  \n",
            "\n",
            "Summary Statistics for Numerical Columns:\n",
            "       Unnamed: 0         Age         ALB         ALP         ALT         AST  \\\n",
            "count  615.000000  615.000000  614.000000  597.000000  614.000000  615.000000   \n",
            "mean   308.000000   47.408130   41.620195   68.283920   28.450814   34.786341   \n",
            "std    177.679487   10.055105    5.780629   26.028315   25.469689   33.090690   \n",
            "min      1.000000   19.000000   14.900000   11.300000    0.900000   10.600000   \n",
            "25%    154.500000   39.000000   38.800000   52.500000   16.400000   21.600000   \n",
            "50%    308.000000   47.000000   41.950000   66.200000   23.000000   25.900000   \n",
            "75%    461.500000   54.000000   45.200000   80.100000   33.075000   32.900000   \n",
            "max    615.000000   77.000000   82.200000  416.600000  325.300000  324.000000   \n",
            "\n",
            "              BIL         CHE        CHOL         CREA         GGT        PROT  \n",
            "count  615.000000  615.000000  605.000000   615.000000  615.000000  614.000000  \n",
            "mean    11.396748    8.196634    5.368099    81.287805   39.533171   72.044137  \n",
            "std     19.673150    2.205657    1.132728    49.756166   54.661071    5.402636  \n",
            "min      0.800000    1.420000    1.430000     8.000000    4.500000   44.800000  \n",
            "25%      5.300000    6.935000    4.610000    67.000000   15.700000   69.300000  \n",
            "50%      7.300000    8.260000    5.300000    77.000000   23.300000   72.200000  \n",
            "75%     11.200000    9.590000    6.060000    88.000000   40.200000   75.400000  \n",
            "max    254.000000   16.410000    9.670000  1079.100000  650.900000   90.000000  \n",
            "\n",
            "Univariate Analysis for Unnamed: 0:\n",
            "Skewness: 0.0\n",
            "Kurtosis: -1.2\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Univariate Analysis for Age:\n",
            "Skewness: 0.2671344915803825\n",
            "Kurtosis: -0.38647336038832636\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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du1S8isgtUeEqIpLDREREEBsbQ8eO0wgOrgAco1+/lSQmZu0Z19OndzFvXm8iIiJUuIrILVHhKiKSQxUpUolixaoBxyhWrAYul4/dkUREbkgXZ4mIiIiIR1DhKiIiIiIeQYWriIiIiHgEFa4iIiIi4hFUuIqIiIiIR1DhKiIiIiIeQYWriIiIiHgEFa4iIiIi4hFUuIqIiIiIR1DhKiIiIiIeQYWriIiIiHgEFa4iIiIi4hFUuIqIiIiIR1DhKiIiIiIeQYWriIiIiHgEFa4iIiIi4hG87XzypKQkhg0bxrRp0zhx4gTFixenb9++vP766zgcDgAsy+Ktt97i888/JzIykgYNGjB+/HhCQ0PtjC6SJmFhYURERNiaITAwkJCQEFsziIiI3A5bC9cxY8Ywfvx4pk6dSpUqVdi0aRP9+vUjf/78PPvsswC8++67fPTRR0ydOpUyZcrwxhtv0Lp1a3bu3Im/v7+d8UVuSVhYGBUrViI2NsbWHAEBudi9e5eKVxER8Vi2Fq5r1qyhffv2tG3bFoDSpUszc+ZMNmzYAJizrWPHjuX111+nffv2AHz55ZcUK1aM7777ju7du9uWXeRWRUREEBsbQ8eO0yhSpJItGU6f3sW8eb2JiIhQ4SoiIh7L1sK1fv36fPbZZ+zdu5fy5cuzbds2Vq1axQcffADAoUOHOHHiBC1btkx5TP78+bnnnntYu3btNQvX+Ph44uPjU25HRUUBkJCQQEJCQia/oluXnMWdMuU0WXUMXC4XAQEBBAdXoFixapn6XNfj7W0yuFwut/qdy+r3QfKx8PZ24XTasx/c4Vhcaz/YsT/cYV+4C30m2E/HwF63ut8dlmVZmZzlulwuF6+++irvvvsuXl5eJCUl8c477zB06FDAnJFt0KAB4eHhBAcHpzyua9euOBwOZs+efdU2hw0bxvDhw69aPmPGDHLlypV5L0ZERERE0iUmJoaePXty/vx58uXLd931bD3jOmfOHKZPn86MGTOoUqUKW7du5bnnnqN48eL06dMnXdscOnQogwcPTrkdFRVFyZIladWq1Q13RFZLSEhgyZIl3Hffffj4+NgdJ0fKqmOwbds2GjduTL9+KylWrEamPc+NnDy5jcmTG7Ny5Upq1LAnw7Vk9ftAx8K4cj8EB1emWrUl7NhxHy5X1v4tcod94S70mWA/HQN7JX9DfjO2Fq4vvvgir7zySspX/tWqVePw4cOMGjWKPn36EBQUBMDJkydTnXE9efIkNWvWvOY2/fz88PPzu2q5j4+PW/4iumuunCSzj4HT6SQ2NpbERGeWFwbJEhNNBqfT6Za/b1n1PtCxMK61H1wunyzfJ+6wL9yNPhPsp2Ngj1vd57b24xoTE4PTmTqCl5cXLpcLgDJlyhAUFMTSpUtT7o+KimL9+vXUq1cvS7OKiIiIiL1sPeP60EMP8c477xASEkKVKlXYsmULH3zwAY899hgADoeD5557jhEjRhAaGprSHVbx4sXp0KGDndFFREREJIvZWrj+73//44033uDf//43p06donjx4vzrX//izTffTFnnpZde4uLFizz55JNERkbSsGFDfvrpJ/XhKiIiIpLD2Fq45s2bl7FjxzJ27NjrruNwOHj77bd5++23sy6YiIiNLl2CNWtg61bYvRv27YPoaLPc5YKgIChRAu68E+rVg3vvBXWaIiI5ga2Fq4iIGAkJ8N13MHcu/Pwz3OgC2+3bU9/28THFa8+e0LUrFCqUqVFFRGyjwlVExEbnzsFnn8HHH8PRo5eXFy0KDRpA5cpQsSLkzw++vua+48fhyBHYtQtWroRjx+C338w0aBB06gSvvAI5vIcpEcmGVLiKiNggMRHGjYM334SzZ82yokXhscegfXuoWxect9Dvi2XBoUMwbx58+aU5GztrlpkefBCGDYPatTP1pYiIZBlbu8MSEcmZGtKzZyUGDjRFa+XKMHkyhIXBqFHma/9bKVoBHA7T1nXIENi2DX7/Hbp3N4//8Ue4+2548kmIiMjcVyQikhVUuIqIZJGkJNiwoTiwggMHAihcGMaPNwVn375wjbFT0uyuu2DmTNOMoFcvc0b288+hfHmYONHcFhHxVCpcRUSywLlzMGkSbN0aBDhp1y6CffvgqafAOxMabZUvD9OmmXavNWqY5+/fHzp2hLNn1UpMRDyTClcRkUx2+LA56xkeDn5+icDDvPVWGAULZv5zN2wImzfDu++ai7u+/x66dasE3Jf5Ty4iksFUuIqIZKItW8xFU7GxULw4dO68C/gmSzN4ecGLL8LGjVCtGpw96wMsYuvWYmo6ICIeRYWriEgmsCzTVdX8+WbQgMqVTTvWPHkSbMtUvTps2AAdOkQAXmzYcAezZ3sRG+tlWyYRkbRQ4SoiksEsC5YuheXLze1GjeDhh81AAXbz94c33ggDnsTpdLFrl5PXX2/IhQt2JxMRuTkVriIiGciyYNEiWL3a3G7VCpo3N91WuZfPefDBfeTKZXHgQAG++MJbXWaJiNtT4SoikkEsCxYvNm1JwQwAUK+evZluJCjoIv37JxIcHE1kpIOJE80oXCIi7kqFq4hIBlmxAtatM/Pt2nnGiFWFC8Po0b9RooSLuDhzIVlYmN2pRESuTYWriEgGWLvWFK4A999vBgLwFPnzX+LRR5MoXRouXTL9vx48aHcqEZGrqXAVEblNf/xhmggANGsG99xjb5708PODnj2hbFlISDCjbx06ZHcqEZHUVLiKiNyGw4fhu+/M/D33mB4EPJWPD3TvbkbdSkw0xauaDYiIO1HhKiKSThERMHs2JCVBxYqmBwH36z0gbby9oUuXy2dep0+Ho0ftTiUiYqhwFRFJh9hYmDHD/LzjDujUCZzZ5C+qtzd060ZKm9fp0+H0abtTiYiocBURSTOXC77+Gs6dg/z5oUcP9xhcICP5+JjXVaIExMWZ4lWDFIiI3VS4ioik0eLF5qr75OIud267E2UOX1/z+goVgvPnTfEaH293KhHJyVS4ioikwdatsH69me/YEYoVszVOpsuVC3r3NsX5yZOX2/SKiNhBhauIyC06cQIWLDDzTZpApUr25skqBQtCr17mDOyhQ/D992aUMBGRrKbCVUTkFsTFwZw5ppuo0FBTuOYkwcHQtau5AG3HDvjlF7sTiUhOpMJVROQmLAvmz798MVbHjp7f7VV6lC1rhrIFWLMGNm60N4+I5DwqXEVEbmL9eti1y5xt7NIFAgLsTmSfGjWgeXMzv2iRhoYVkaylwlVE5AaOHIElS8x869amz9acrmFDqF7dnImeOxfOnrU7kYjkFCpcRUSuIybG9NfqckGVKnD33XYncg8OBzz0kCni4+LM0LBxcXanEpGcwNvuACIi7sjlgm+/hagoKFzYFGoZ2a51165dGbcxG547eXStzz83Q99+843p8zW7jB4mIu5JhauIyDX89hscOGAKtK5dwc8vY7YbHX0ccNC7d++M2eBtZbm9obDy5oXu3WHyZNi/3/Q00KpVBoUTEbkGFa4iIv9w8CD8+quZf/BBKFo047YdFxcJWDRr9jGhofUybsNpsG/fQpYvf4O4DPh+v3hxaN/enHFdu9bsq5o1bz+jiMi1qHAVEblCVJQpwgDuustcRZ8ZChYsR3BwrczZ+E1ERGRsM4WqVeHUKXOW+scfITAQSpTI0KcQEQF0cZaISIqkJHMxVkwMBAXBAw/YnchzNGsGFSuafThnDkRH251IRLIjFa4iIn9butR0f+XnZ/pr9fGxO5HncDigQwdztvXCBVO8JiXZnUpEshsVriIiwO7dpo0mmDabhQrZm8cT+fmZi7X8/Mw/AIsW2Z1IRLIbFa4ikuOdOwfffWfm770XKlWyNY5HK1wYOnUy85s3w++/25tHRLIXFa4ikqMlJJivtePjoWRJaNnS7kSer3x50+YVYOFCOHrU3jwikn2ocBWRHMuyYMECOHECcuWChx8GLy+7U2UPjRpdvlhr9mzT7lVE5HapcBWRHGvTJti2zVxY9PDDkC+f3Ymyj+SLtYoUMT0MzJ2ri7VE5PapcBWRHOnIEfjpJzPfsiWUKWNvnuzIz88MC6uLtUQko6hwFZEcJybGmzlzwOWCypWhnj0DWOUIhQtD585mfvNmM4mIpJcKVxHJYbz55Zc7iY42X2O3a2e+1pbMExqa+mKtI0fszSMinkuFq4jkMP/HiRN58PODrl3N19iS+Ro1Mt2MuVymFwddrCUi6aHCVURyjIULCwGDgMujPEnWcDjMwA7JF2uZkbV0qltE0kaFq4jkCKtXw9tvhwBw113HqVjR5kA5UPLIWv7+pm/X1atL2B1JRDyMClcRyfYOHjRnWBMSnMA8atc+bnekHKtQocsXa+3eXQR4wtY8IuJZVLiKSLYWGQkPPggREVCxYgzQG6f+8tmqXDlo3jz51sds25bbzjgi4kH051tEsq24OHOmddcuuOMOGDv2ABBjdywBGjaEMmXOAb68+OKdhIfbnUhEPIEKVxHJlhIToUcPWLHCjIj1449QpEiC3bHkbw4HNG16GNjBmTM+dO4M8fF2pxIRd6fCVUSyHcuCp56C774zFwTNnw81a9qdSv7Jx8cFdCBv3kTWrYNnnrE7kYi4OxWuIpKtWBYMGgQTJ4LTCbNmQZMmdqeS6zvIyJF/4XDA55/Dp5/anUdE3JkKVxHJNlwuGDgQ/vc/81X0xImmjau4t/r1oxg50sw/84zpukxE5FpUuIpItuBywYAB8MknpmidNAn69rU7ldyql1+GLl0gIQEefhhdrCUi16TCVUQ8XlwcdOsGEyaYonXKFBWtnib5n41q1eDECXSxlohck+2F67Fjx+jduzeFCxcmICCAatWqsWnTppT7LcvizTffJDg4mICAAFq2bMm+fftsTCziqZycPOnD9u3w66+wfDn8/rvpnD8uzu5s6XfmDLRsCV9/DT4+MGMGPPqo3akkPfLkgXnzoGBBWLfONPuwLLtTiYg78bbzyc+dO0eDBg1o1qwZixYtokiRIuzbt4+CBQumrPPuu+/y0UcfMXXqVMqUKcMbb7xB69at2blzJ/7+/jamF3F/x4+bPkwPHCgHRNKmTd5rrud0QtmyULky3HsvNG0KtWubQtCdbd9uvlbetw/y5ze9CDRtancquR1ly8LMmdCmDXzxhfk9fOopu1OJiLuwtXAdM2YMJUuWZPLkySnLypQpkzJvWRZjx47l9ddfp3379gB8+eWXFCtWjO+++47u3btneWYRd5eYCNu2webNpnA18gHg5WVRuLCDQoXMV7Pnz5uRpWJiTPG3bx98/715RO7ccP/95ivbtm1NX6juwrLMhVfPPGPOFpcsCYsWQZUqdieTjNC6NYwcCa+8As8+a5oPNGhgdyoRcQe2Fq7z58+ndevWdOnShRUrVnDHHXfw73//myeeMGNXHzp0iBMnTtCyZcuUx+TPn5977rmHtWvXXrNwjY+PJ/6KhlFRUVEAJCQkkJDgPp2PJ2dxp0w5TVYdA5fLRUBAAN7eLpzOzHsuy4K9ex0sWuTFuXMOwBSqFStaBAaGsW5dV1as+IRatWpc9bgTJ2DXLgc7djhYtcrBb785OHvWwTffwDffgJ+fRYsWFp06uXjwQYtChTImc3qOwalTMHiwF3PmmJZO99/vYtKkJAIDzYU9N5JVx+JGfHwgICAAHx/LrTLYkcXb2xwPl8t11e/A88/Dpk1efP21k86dLdatS+SOO7I8YpbRZ4L9dAzsdav73WFZ9rUgSv6qf/DgwXTp0oWNGzcyaNAgJkyYQJ8+fVizZg0NGjQgPDyc4ODglMd17doVh8PB7Nmzr9rmsGHDGD58+FXLZ8yYQa5cuTLvxYjY6OxZP8aNq8nmzUEAFCoUS/v2B2jW7Aj58l1K8/ZcLjh4sABr1wazdm1xwsPzpNzn7e2iZs1TNGp0lLp1TxAQkJRhr+NmmZYuDWHq1CpER/vidFr07LmLTp324bS9tb5khrg4L15+uRGHD+enfPmzvPPO6r8HLRCR7CYmJoaePXty/vx58t3gKz5bC1dfX1/q1KnDmjVrUpY9++yzbNy4kbVr16arcL3WGdeSJUsSERFxwx2R1RISEliyZAn33XcfPu7ekDCbyqpjsG3bNho3bky/fispVqzGzR+QRkeOOJg924sLFxx4eVnUq+eicWMXfn6X1zl5chuTJzdm5cqV1KiRtgyWBX/+CfPmOfn2Wyd//ulIuS9XLosHH7To1s1Fq1ZWque8FbdyDCwLfvjBwTvveLFli3nuGjUsxo9Pok6dtP35yuxjcSt27pzD/PlP0K7dt1Su3ML2DFWrNqZatSXs2HEfLlfW/i26ld/LgwehXj1vzp1z8OijLj7/PAmH45qrejR9JthPx8BeUVFRBAYG3rRwtbWpQHBwMJUrV061rFKlSnzzzTcABAWZs0cnT55MVbiePHmSmtcZv9HPzw+/a3x6+vj4uOUvorvmykky+xg4nU5iY2NJTHRmeGHw+++wcCEkJUGRItC1q4PAQC/AC9cVJ6YSE00Gp9OZrtd6111mevtt2LnTjEY1cybs3+9gzhwHc+Y4yZvXXFDTvr1po5iW5gTXOgaRkTB3rumXdetWsyx3bhg+HAYNcuDtnfY/X5l5LG5VQgLExsaSkOBwqwwul0+W57mV38sKFczv2wMPwJdfOgkNdfL661kaM0vpM8F+Ogb2uNV9busXbA0aNGDPnj2plu3du5dSpUoB5kKtoKAgli5dmnJ/VFQU69evp169elmaVcTdrF0LP/xgitaKFeHxxyEwMPOft3JlU8Du3QsbN5q2iMWLw4ULMHs29OxpctSqBUOGmGV79picN5KUZC4qGzfOXBAWFARPPmmK1jx5YOhQ+Osvs8101KziwVq1go8/NvNvvAFffWVvHhGxj61//p9//nnq16/PyJEj6dq1Kxs2bOCzzz7js88+A8DhcPDcc88xYsQIQkNDU7rDKl68OB00jqPkYBs3wuLFZr5hQ2jenCz/+tThgDp1zPR//webNpnuqObPN00LtmwxUzJ/f1PgFi8OhQubx7tcXhw8WJ8XXvDm6NGr+5OtWhUeecQU5YULZ+nLEzfz9NPmH5d33zW/D3fcYX7vRSRnsbVwvfvuu5k3bx5Dhw7l7bffpkyZMowdO5ZevXqlrPPSSy9x8eJFnnzySSIjI2nYsCE//fST+nCVHCu5eQCYLoLsKFr/yemEunXNNHKk6aVg+XJYscKcMd2+HWJjTXvFgwdTPRIoknIrTx6oX98U4w89BDVq2P/axH2MGgWHD5uz+J06wapV5p8bEck5bP/C7cEHH+TBBx+87v0Oh4O3336bt99+OwtTibinQ4fgxx/N/D33QIsW7lnYBQVBjx5mAtMM4PBh06/ssWNw7lzy8iT279/Kgw/WoEwZb0qWVDMAuT6n0wznGx4Ov/1m2lSvW2fO4otIzpCuj4iDBw9y5513ZnQWEbmB8+fNsKaWBdWrmwug3LFovRYvL7jzTjNdKSHBxcKFR2nUqLrbj9Il7sHf3zRJqV/ftJ1u2xZWroS81x4UTkSymXRdnFWuXDmaNWvGtGnTiPPkQc5FPERiIsyZY0a4CgqCBx/0nKJVJKMVKmSayxQtapqidOoEV/SCKCLZWLoK199//53q1aszePBggoKC+Ne//sWGDRsyOpuI/G3RIvP1aEAAdOuGzk5KjnfnnbBggeki7ZdfoHfvm/dcISKeL12Fa82aNfnvf/9LeHg4kyZN4vjx4zRs2JCqVavywQcfcPr06YzOKZJj7dtnLsgC001UgQK2xhFxG3XqmGYDvr6mGc2AAaYpjYhkX7fVj6u3tzedOnVi7ty5jBkzhv379/PCCy9QsmRJHn30UY4fP55ROUVypLg401crwL33Qtmy9uYRcTctW8L06abpzKefmn5eRST7uq3CddOmTfz73/8mODiYDz74gBdeeIEDBw6wZMkSwsPDad++fUblFMmRFi82HfsXKqQ+K0Wu5+GHYcIEM//OOzB2rK1xRCQTpatXgQ8++IDJkyezZ88e2rRpw5dffkmbNm1wOk0dXKZMGaZMmULp0qUzMqtIjnLgwOUO/Nu1U7tWkRt58kmIiIDXXjOjuRUubAavEJHsJV2F6/jx43nsscfo27cvwcHB11ynaNGiTJw48bbCieRUiYmXBxmoWxf+HgVZRG5g6FBTvH74IfTrZwa06NjR7lQikpHSVbju27fvpuv4+vrSp0+f9GxeJMfbsAHOnjUfvBnZRGDXrl0Zt7F0CAwMJCQkxNYMkn05HGb44bNnYepU0wPH/Plw//12JxORjJKuwnXy5MnkyZOHLl26pFo+d+5cYmJiVLCK3IaLF02H6mCKVj+/299mdPRxwEHv3r1vf2O3ISAgF7t371LxKpnG6YQvvjB9Hs+da864LlwIzZrZnUxEMkK6CtdRo0bx6aefXrW8aNGiPPnkkypcRW7D8uWmM/XgYKhZM2O2GRcXCVg0a/YxoaH1MmajaXT69C7mzetNRESEClfJVN7eMG3a5V45HnrIXOhYv77dyUTkdqWrcA0LC6NMmTJXLS9VqhRhYWG3HUokpzp58nKfrZkxpGvBguUIDq6VsRsVcUO+vma0uXbtYMkSeOABWLYMate2O5mI3I50dYdVtGhRtm/fftXybdu2Ubhw4dsOJZJTLVtmOlCvXFkXZIncLn9/M0BB48YQFQWtWsEff9idSkRuR7oK1x49evDss8+yfPlykpKSSEpKYtmyZQwaNIju3btndEaRHCE8HPbuNWdZ1WerSMbIlQt+/BHuucdctNWyJezZY3cqEUmvdDUV+M9//sNff/1FixYt8PY2m3C5XDz66KOMHDkyQwOK5BQrVpif1aqZPihFJGPkzQuLFpl/CLduhRYt4Lff4Bot3kTEzaWrcPX19WX27Nn85z//Ydu2bQQEBFCtWjVK6btNkXQ5duzy2dbGje1OI5L9FCxoLtBq2hR27jRF7G+/QYkSdicTkbRIV+GarHz58pQvXz6jsojkWMlnW6tX19lWkcxSpAj88ov553D/fnPmdcUKCAqyO5mI3Kp0Fa5JSUlMmTKFpUuXcurUKVwuV6r7ly1bliHhRHKCY8dg3z6dbRXJCsHBsHSpea/t3Qv33We6oAsMtDuZiNyKdBWugwYNYsqUKbRt25aqVaviyOg+e0RykDVrzM/q1aFQIXuziOQEISGXi9c//jBdzy1dCgUK2J1MRG4mXYXrrFmzmDNnDm3atMnoPCI5yrlzkDwKqzpHF8k6ZcteLl5//x3atDFtYPPksTuZiNxIurrD8vX1pVy5chmdRSTHWbfO9NtatiwULWp3GpGcpWJF0+a1YEFYu9aMsBUba3cqEbmRdBWuQ4YM4b///S+WZWV0HpEcIzYWtmwx8zrbKmKP6tXh559Nl1m//gqdOpkhl0XEPaWrqcCqVatYvnw5ixYtokqVKvj4+KS6/9tvv82QcCLZ2ebNkJAAxYqpP0kRO919NyxcaNq6/vQTdO9uhov9x0ebiLiBdBWuBQoUoGPHjhmdRSTHSEqCDRvMfL16pkcBEbFPw4Ywfz60bWuGiX30UZg2Dby87E4mIldKV+E6efLkjM4hkqPs3AkXLpivJ6tWtTuNiIDp1/Xbb6FDB5g1CwIC4IsvwJmuRnUikhnS/XZMTEzkl19+4dNPP+XChQsAhIeHEx0dnWHhRLKrTZvMz9q1dUZHxJ20aQMzZ5pidfJkeOEFcwGliLiHdBWuhw8fplq1arRv354BAwZw+vRpAMaMGcMLL7yQoQFFsptTpyAszDQPqFXL7jQi8k+dO8OUKWb+ww9h9Ghb44jIFdJVuA4aNIg6depw7tw5AgICUpZ37NiRpUuXZlg4kexo40bzs1Il01RARNzPI4+YohXg1Vfhs8/szSMiRrrauP7222+sWbMGX1/fVMtLly7NsWPHMiSYSHYUHw/bt5v5OnXszSIiN/bcc3D6NIwcCU89ZUa2e/hhu1OJ5GzpOuPqcrlISkq6avnRo0fJq1NIIte1YwdcugSFC0Pp0nanEZGbGTECnnzStHPt1csMWCAi9klX4dqqVSvGjh2bctvhcBAdHc1bb72lYWBFrsOyLl+UVaeOusAS8QQOB3zyiTnTeumS6XEgubmPiGS9dBWu77//PqtXr6Zy5crExcXRs2fPlGYCY8aMyeiMItnC6dO5OHkSvL2hRg2704jIrfLyMn26tmwJFy+angcOHLA7lUjOlK42riVKlGDbtm3MmjWL7du3Ex0dzeOPP06vXr1SXawlIpft2VMYgMqVTf+QIuI5/PxMH69Nm8Lvv8MDD8DatabZj4hknXQVrgDe3t707t07I7OIZGMB7N9fCICaNe1NIiLpkzcv/Pgj3Hsv7NsH7dubNq/+/nYnE8k50lW4fvnllze8/9FHH01XGJHsqyMJCV4UKKCLskQ8WXAwLFwIDRrA6tXQp8/lAQtEJPOlq3AdNGhQqtsJCQnExMTg6+tLrly5VLiKXKUfYM626qIsEc9WpQrMmwetW8OcOeafUV3eIZI10vU/4rlz51JN0dHR7Nmzh4YNGzJz5syMziji0cLDfYGWgKWLskSyiWbNYOJEM//uuzB+vL15RHKKdLdx/afQ0FBGjx5N79692b17d0ZtVsTj/fCDuXrjjjsuUKBAPpvTiLifXbt22fr8gYGBhISEpPlxjzwCf/0Fb74JAwdCqVKmxwERyTwZVriCuWArPDw8Izcp4tFcLvjxR3NRVoUKZwAVriLJoqOPAw7bL/QNCMjF7t270lW8vv66KV4nTYIePWDdOjOcs4hkjnQVrvPnz09127Isjh8/zscff0yDBg0yJJhIdrBmDYSH+wFRlC4daXccEbcSFxcJWDRr9jGhofVsyXD69C7mzetNREREugpXh8M0E9i/H1auhIcegg0bzPCwIpLx0lW4dujQIdVth8NBkSJFaN68Oe+//35G5BLJFqZNS577Gm/vmjYmEXFfBQuWIzi4lt0x0s3XF77+GurWNQMTdO0KixaBj4/dyUSyn3QVri6XK6NziGQ78fHmimNjGlDTvjAikqmKFIHvv4f69WHpUhg8GP73P7tTiWQ/6nlOJJMsWgTnzkHRopeAFXbHEZFMVr06TJ9umg98/DF89pndiUSyn3SdcR08ePAtr/vBBx+k5ylEPF5yM4H77z/Hl1/qWwqRnKB9exgxAl57DQYMgAoVoEkTu1OJZB/pKly3bNnCli1bSEhIoEKFCgDs3bsXLy8vatW63E7JoZ7WJYeKjIQffjDzbdqc5SaDzYmIzTKyS67WrWHlytL8/HMh2rdPZPr03QQHX7rhYwoWLJhhzy+SnaWrcH3ooYfImzcvU6dOTXmznTt3jn79+tGoUSOGDBmSoSFFPM3XX8OlS1CtGoSGxtodR0SuI/O65PIHVnL+/N08+GAc0BCIv+7ahQoVZtKkiRmcQST7SVfh+v7777N48eJU/yEWLFiQESNG0KpVKxWukuNNn25+9uplbw4RubHM7JIrOtqHb75JJD6+DhUqHKVx47BrDvl8+vQufvrpiQx9bpHsKl2Fa1RUFKdPn75q+enTp7lw4cJthxLxZMePw4q/r8Xq3h3OnLE3j7u58ivZ5B5Ktm3bhtOZ+deK2j1Ck7ivzOqSq2tX0959z55AQkMDqV07w59CJEdJV+HasWNH+vXrx/vvv0/dunUBWL9+PS+++CKdOnXK0IAinmbuXLAsqFfPDAGpwtW41leyAQEBzJw5k8aNGxMbm3VNKqKj9Q+2ZI0774TmzU0XWYsWQVAQ3HGH3alEPFe6CtcJEybwwgsv0LNnTxISEsyGvL15/PHHee+99zI0oIinmTXL/Oze3d4c7uZaX8l6e7uAY/Trt5LExMw/47pv30KWL3+DuLi4TH8ukWQNGsCxY7B7t+nb+cknIXduu1OJeKZ0Fa65cuXik08+4b333uPAgQMAlC1bltx6J0oO99dfsHat6cexSxe707inK7+SdToTgGMUK1YDlyvzhxmKiFBTAcl6Dgd06ACff26+gfn6a3jkEciC1jEi2c5tvW2OHz/O8ePHCQ0NJXfu3FiWlVG5RDxS8khZTZtCcLCtUUTEjfj5QbduZhjYv/4yTQdEJO3SVbieOXOGFi1aUL58edq0acPx48cBePzxx9WjgORoaiYgItdTpIgZoABgzRrYu9fePCKeKF2F6/PPP4+Pjw9hYWHkypUrZXm3bt346aefMiyciCfZswe2bAFvb9A1iiJyLVWqwN/XNDNvnhmsRERuXboK18WLFzNmzBhKlCiRanloaCiHDx9OV5DRo0fjcDh47rnnUpbFxcUxYMAAChcuTJ48eejcuTMnT55M1/ZFMltyM4GWLSEw0N4sIuK+WrWC4sUhLs60d01K0iiTIrcqXYXrxYsXU51pTXb27Fn8/PzSvL2NGzfy6aefUr169VTLn3/+eX744Qfmzp3LihUrCA8PV3db4ra+/tr87NrV3hwi4t68vMzFm/7+preB9euL2x1JxGOkq3Bt1KgRX14x+LrD4cDlcvHuu+/SrFmzNG0rOjqaXr168fnnn6caiev8+fNMnDiRDz74gObNm1O7dm0mT57MmjVrWLduXXpii2SavXth+3bTTCC5DZuIyPUUKGB6GgD4449iJCW1szOOiMdIV3dY7777Li1atGDTpk1cunSJl156iT///JOzZ8+yevXqNG1rwIABtG3blpYtWzJixIiU5Zs3byYhIYGWLVumLKtYsSIhISGsXbuWe++995rbi4+PJz7+8njQUVFRACQkJKT0OesOkrO4U6acJiOPwezZTsCL5s1d5M2bxJWbdLlcBAQE4O3t+rv7p6zn42M6+/fxsdwqwz9/2pEhq7lrBjuyuOu+yCqVKkH9+k7WrPEiIeFTTpzYoM8EG+lz2V63ut8dVjr7sDp//jwff/wx27ZtIzo6mlq1ajFgwACC09AH0KxZs3jnnXfYuHEj/v7+NG3alJo1azJ27FhmzJhBv379UhWhAHXr1qVZs2aMGTPmmtscNmwYw4cPv2r5jBkzrtm8QSQjDB7chIMHCzBgwBbuuy/M7jgi4iESEx289lpD9uwpRNmykYwe/Rs+Pi67Y4lkuZiYGHr27Mn58+fJly/fdddL8xnXhIQE7r//fiZMmMBrr72W7oBHjhxh0KBBLFmyBH9//3Rv55+GDh3K4MGDU25HRUVRsmRJWrVqdcMdkdUSEhJYsmQJ9913Hz4+md/xulwto47BgQNw8KAPXl4Wr71WlcDAqqnu37ZtG40bN6Zfv5UUK1bjdmOny86dc5g//wnatfuWypVbuE0GpzOBatWWsGPHfVkyAIG77gc7M1St2jhLj8H1crjDvrArQ926O9m7Fw4cKMTSpffz0Ue2xMjx9Llsr+RvyG8mzYWrj48P27dvT3Ogf9q8eTOnTp2iVq1aKcuSkpJYuXIlH3/8MT///DOXLl0iMjKSAgUKpKxz8uRJgoKCrrtdPz+/a14g5uPj45a/iO6aKye53WMwf7752bSpg+Dgq7fjdDqJjY0lMdGZ5YVBsoQEiI2NJSHB4ZYZXC6fLMnl7vvBzgxZdQxuliOruUOGgIAkfHwe59KleUyY4EPz5hp5z076XLbHre7zdF2c1bt3byZOnJieh6Zo0aIFO3bsYOvWrSlTnTp16NWrV8q8j48PS68YXmTPnj2EhYVRr16923pukYyU3JvAww/bm0NEPJeX18906rQPgMcfh/37bQ4k4qbSdXFWYmIikyZN4pdffqF27drkzp071f0ffPDBTbeRN29eqlZN/ZVq7ty5KVy4cMryxx9/nMGDB1OoUCHy5cvHM888Q7169a57YZZIVjt8GDZuNGORd+xodxoR8WS9eu3i5MmyrF7tpEsXWLvWdJklIpelqXA9ePAgpUuX5o8//kj5in/vP8asczgyriPlDz/8EKfTSefOnYmPj6d169Z88sknGbZ9kdv1zTfmZ+PGUKyYvVlExLN5eVlMm5bE3Xc72boVBg8GfeSJpJamwjU0NJTjx4+zfPlywAzx+tFHH1Esgz6xf/3111S3/f39GTduHOPGjcuQ7YtkNDUTEJGMdMcdMG0a3H8/jB8PTZpAt252pxJxH2lq4/rPnrMWLVrExYsXMzSQiKc4etR8lQegAd1EJKO0bg2vvmrmn3gC9u2zN4+IO0nXxVnJ0tkFrEi28O235meDBmbccRGRjDJ8ODRqBBcumGGk4+LsTiTiHtJUuDocjqvasGZkm1YRT6JmAiKSWby9YeZMCAwkpb2riKSxjatlWfTt2zeln9S4uDieeuqpq3oV+Db5VJRINnX8OKxaZeY7d7Y3i4hkT2rvKnK1NBWuffr0SXW7d+/eGRpGxFPMmweWBffeCyVL2p1GRLKr5PauI0ea9q61akFoqN2pROyTpsJ18uTJmZVDxKOomYCIZJXhw+G338zUtav6d5Wc7bYuzhLJiU6dghUrzLyaCYhIZlN7V5HLVLiKpNF334HLBbVrQ+nSdqcRkZwgub0rmPaus2fbm0fELuka8lUkJ0seLUvNBEQko23btg2n89rnlIoUgcceK86kSUE8/ngSfn67CQmJz7DnDgwMJCQkJMO2J5IZVLiKpMHZs7BsmZlXMwERyQjR0ccB07Vk48aNiY2NvcHaXsAyLl5sTMeOl4D6QMYUrwEBudi9e5eKV3FrKlxF0mD+fEhMhGrVdGWviGSMuLhIwAzo06/fShITb9yK7+JFH775JoG4uLuoXPkIDRseue0Mp0/vYt683kRERKhwFbemwlUkDdSbgIhkpmLFauBy+dx0vc6dYfp02LmzCJUqFaFq1SwIJ+IGdHGWyC2KioIlS8y8mgmIiJ3KlYOGDc38Dz/AmTP25hHJKipcRW7Rjz/CpUtQsSJUrmx3GhHJ6Zo1g5AQ83fp669NMyaR7E6Fq8gtSm4m0LkzOBz2ZhERcTrN36NcueDECfj5Z7sTiWQ+Fa4it+DiRfjpJzOvZgIi4i7y5YOOHc38pk3wxx/25hHJbCpcRW7BokUQGwt33gk1a9qdRkTkMrV3lZxEhavILVAzARFxZ1e2d50zx/wUyY5UuIrcRGwsLFhg5tVMQETckdNpuunLkwdOnTJnXi3L7lQiGU+Fq8hNLF4M0dFQsiTUrWt3GhGRa8ub1xSvTqdp67p+vd2JRDKeCleRm/jmG/OzUyc1ExAR91aqFLRqZeYXL4bDh+3NI5LRVLiK3MClS2aYV1AzARHxDHXrmmGpLQvmzoULF+xOJJJxVLiK3MDSpXD+PAQFQf36dqcREbk5hwMefBCKFjVd+c2ZA0lJdqcSyRgqXEVuILmZQMeO4OVlbxYRkVvl6wvduoGfHxw9qsEJJPtQ4SpyHYmJ8N13Zl7NBETE0xQqZNrmA2zcCNu22ZtHJCOocBW5jhUrTEfehQtDkyZ2pxERSbvy5S///frxRzh+3N48IrdLhavIdSQ3E+jQAby9bY0iIpJuTZpAaKj5FmnOHNM3tYinUuEqcg1JSTBvnplXMwER8WQOh2mnX7AgREaaf8pdLrtTiaSPCleRa1izBk6cgPz5oUULu9OIiNyegADo2tV8e3TgACxZYncikfRR4SpyDcnNBNq1M1fnioh4uqAg0/QJYN062LLF1jgi6aLCVeQfXK7LhevDD9ubRUQkI1WpkvpirbAwe/OIpJUKV5F/2LjR9HuYJ8/loRNFRLKLJk2gcmXzT/rs2abdq4inUOEq8g/JZ1vbtgV/f3uziIhkNIcD2rc3TQdiYmDWLEhIUDkgnkG/qSJXSD4DAWomICLZl68vdO8OuXPDyZOwfHlpwGF3LJGbUuEqcoV160ybrzx5zBlXEZHsKn9+Myyslxf89VcBYLjdkURuSoWryBVmzjQ/O3Qw3ceIiGRnJUvCQw8l33qDn38uaGcckZtS4Sryt+RRZQB69LA3i4hIVqlRA6pXPwnA8OGl2LTJ5kAiN6DCVeRvv/4Kp05BoUJw3312pxERyTp16x4DfiQ+3kn79hAebncikWtT4Sryt+RmAg8/DD4+9mYREclKTidAT+68M5bwcHjwQYiOtjuVyNVUuIoA8fHw7bdmXs0ERCRnusDYsQcoWtSMqtW9u2lCJeJOVLiKAD//bDrhDg6GRo3sTiMiYo877rjE/PmmD+sFC+DZZ8Gy7E4lcpkKVxFMB9xwuWsYEZGc6p57YPp0M1DB+PHwwQd2JxK5TIWr5HgXL8L335t5NRMQEYFOneD99838Cy9cHlFQxG4qXCXHW7DAQUwM3Hkn3H233WlERNzDc8/BwIFmvndvM0CLiN1UuEqON3u2eRt0726+GhMREfP3cOxYM0BBXBy0awcHDtidSnI6Fa6So0VHe/Pzz6ZaVTMBEZHUvLxgxgyoVQtOn4Y2beDsWbtTSU6mwlVytPXri3PpkoMqVaBqVbvTiIi4nzx54McfzfCwe/eaIbHj4+1OJTmVClfJ0VauvAPQ2VYRkRsJDoaFCyFfPvjtN+jXD1wuu1NJTqTCVXKsU6dgx44igOkGS0RErq9qVdO7gLe3GWnwpZfsTiQ5kQpXybHmzHHicjmoU8dFuXJ2pxERcX8tW8KkSWb+/fcvd5klklVUuEqO9dVX5te/Vy8NCyMicqseeQTefdfMv/ACTJtmbx7JWVS4So70xx+wZYsDb28X3bqpoZaISFq88ILp5xVMe9eff7Y1juQgKlwlR5o61fysXfskgYH2ZhER8TQOh2km0KMHJCZC586waZPdqSQn8LbzyUeNGsW3337L7t27CQgIoH79+owZM4YKFSqkrBMXF8eQIUOYNWsW8fHxtG7dmk8++YRixYrZmFw8WWLi5a+2mjULA1S5iogA7Nq1K03rDxrk4ODBsqxfn49WrRKYNGkvISHp7ysrMDCQkJCQdD9esj9bC9cVK1YwYMAA7r77bhITE3n11Vdp1aoVO3fuJHfu3AA8//zzLFiwgLlz55I/f34GDhxIp06dWL16tZ3RxYMtWQInTkBgoEXt2iftjiMiYrvo6OOAg969e6fj0XmBXzl3rhYdOwYALYD0/W0NCMjF7t27VLzKddlauP7000+pbk+ZMoWiRYuyefNmGjduzPnz55k4cSIzZsygefPmAEyePJlKlSqxbt067r33Xjtii4dLbibQvbsLHx9dmCUiEhcXCVg0a/YxoaH10vz4mBhvvv8+ngsX7qRw4YM89NBefH3Tdv3A6dO7mDevNxERESpc5bpsLVz/6fz58wAUKlQIgM2bN5OQkEDLli1T1qlYsSIhISGsXbv2moVrfHw88VcM6REVFQVAQkICCQkJmRk/TZKzuFOmnCAyEr77zhtw0L37JSIiMv8YuFwuAgIC8PZ24XTac7x9fCAgIAAfH8utMvzzpx0Zspq7ZrAji7vuC7sygD3H4coMRYuW5Y47qqVrG/36wcSJFmfO5GLlyur06pWEdxqqDG9v87fS5XLZ8tmoz2V73ep+d1iW5RannFwuF+3atSMyMpJVq1YBMGPGDPr165eqEAWoW7cuzZo1Y8yYMVdtZ9iwYQwfPvyq5TNmzCBXrlyZE148xoIFZfj88+qUKnWesWN/xeGwO5GISPaxf38BXn+9AXFx3tSvf4whQzbj5eUWZYa4uZiYGHr27Mn58+fJly/fdddzmzOuAwYM4I8//kgpWtNr6NChDB48OOV2VFQUJUuWpFWrVjfcEVktISGBJUuWcN999+Hj42N3nBzBsuCNN8yv/HPP5aFVq/uy5Bhs27aNxo0b06/fSooVq5Fpz3MjO3fOYf78J2jX7lsqV27hNhmczgSqVVvCjh334XJl/vvAXfeDnRmqVm2cpcfgejncYV/YmWHJkmeZNGmSLcchOUNG7YeuXWH6dIs1a+4gNjaYdu2ScN5CH0YnT25j8uTGrFy5kho1sv5vpT6X7ZX8DfnNuEXhOnDgQH788UdWrlxJiRIlUpYHBQVx6dIlIiMjKVCgQMrykydPEhQUdM1t+fn54efnd9VyHx8ft/xFdNdc2dGGDbBjB/j7Q58+Xin7PbOPgdPpJDY2lsREpy0fSAAJCRAbG0tCgsMtM7hcPlmSy933g50ZsuoY3CxHVnOnDGDPcbgyQ0bshzJlTPdYc+fCli1OfH2dtG7NTb/hSkw0fyudTqetn4v6XLbHre5zW/txtSyLgQMHMm/ePJYtW0aZMmVS3V+7dm18fHxYunRpyrI9e/YQFhZGvXppbzwuOdtnn5mfXbpAwYL2ZhERyc4qVYJ27cz8+vXw66+2xpFsxNYzrgMGDGDGjBl8//335M2blxMnTgCQP39+AgICyJ8/P48//jiDBw+mUKFC5MuXj2eeeYZ69eqpRwFJk6gomDXLzD/xhL1ZRERygpo14dIlWLQIVq4033bpnJPcLlsL1/HjxwPQtGnTVMsnT55M3759Afjwww9xOp107tw51QAEImkxcyZcvAgVK0LDhnanERHJGerWhbg4WL4cFi8GPz+oVcvuVOLJbC1cb6VDA39/f8aNG8e4ceOyIJFkR2FhYfz3v4WB3DzwwFG2bDkFmJ4swFw85byVKwfSKa0j0YiIZCeNGkF8PKxZAz/8AL6+ULWq3anEU7nFxVkimSUsLIzy5R8hPn4FEM+HH9bkww/PAKbPwpkzZ9K4ceOUCyMyU3T0hUx/DhERd+NwQMuWpnjdvBnmzTNnXkND7U4mnkiFq2RrERERxMebRq2hodE0a7Y45T5vbxdwjH79VpKYmHlnXPftW8jy5W8QFxeXac8hIuLOHA5o08a0ed2xA+bMgV69oHRpu5OJp1HhKtlaRIQ30BWApk0LExxcOOU+M0LNMYoVq5Gp3c9ERKipgIiI0wnt25szr3v3mmsPevUCje4qaWFrd1gime3bbwMBX4oWjaZ4cbvTiIjkbF5epkvCMmXM2dfp0+HIEbtTiSdR4SrZ1qVL8M03gQBUrXra5jQiIgLg7Q09elwuXqdNg6NH7U4lnkKFq2Rb334LERG+wHHKlIm0O46IiPzNx8cUr6VLXy5eT53KZXcs8QAqXCXb+uij5LlP8fK6eddrIiKSdZKL11KlTLvXBQtCgbvtjiVuToWrZEurVsHateDj4wIm2B1HRESuwdcXevY0xWtCghewmD//1JlXuT4VrpItjRljfj744FngpK1ZRETk+pKL16CgaKAATz8dym+/2Z1K3JUKV8l2/vwTfvzR9Bv4yCMqWkVE3J2vL9x//35gORcvetG6Nfz8s92pxB2pcJVs5733zM9OnaBUqXh7w4iIyC3x9XUBbWjQ4DyxsfDQQ2aULZErqXCVbOXIEdMvIMBLL9mbRURE0iqO998/SJcukJBg+nydNs3uTOJOVLhKtvLBB5CYCE2bQt26dqcREZG08vGxmDED+vaFpCR49FGYoGts5W8qXCXbCA+//MftlVfszSIiIunn7Q0TJ8LAgWBZ8PTTMHy4mZecTYWrZBujR0NcHNSvD61a2Z1GRERuh9Np+uN+7TVze9gw6N/fNCGQnEuFq2QLR4/Cp5+a+bffNj0KiIiIZ3M4YMQIGD/eFLKTJpmLti5csDuZ2EWFq2QL77xjhg1s3BiaN7c7jYiIZKSnnoLvv4dcuUw3WY0bm+ZhkvOocBWP99dfpi0U6GyriEh29eCD8OuvULQobN0K995r+u2WnEWFq3i8N980bZ5atIAmTexOIyIimeXuu81w3uXLm+4P69UzZ2Il51DhKh5t40b46iszP2qUvVlERCTz3XknrFljmgtcuAAdOpgTGC6X3ckkK6hwFY9lWfD882b+kUfMf+IiIpL9FS4Mv/wCzzxjbv/nP9CuHURG2hpLsoAKV/FYX38Nq1dDQACMHGl3GhERyUo+Pqa7rKlTwd8fFiwwA8+o3Wv2psJVPFJcHLz8spl/8UUoUcLePCIiYo9HH4VVqyAkBPbtg3vugZkz7U4lmUWFq3ikMWPg0CEoXhxeesnuNCIiYqfatWHTJmjWDC5ehJ49TROy8+ftTiYZzdvuACJptWvX5aYB778PuXPbm0dERDLOrl270v3Y0aNh4sRgvvgiiGnTHCxdGs9//vMXd9118aaPdf19ddfRo0cpU6ZMujNI5lLhKh7F5YInnzSDDbRpA9262Z1IREQyQnT0ccBB7969M2Br9YBpHD9+J/37lwNGAm8Didd9REBAADNnzqROnbvZsuV3QkJCMiCHZDQVruJRvvjCtGXKnRs++USDDYiIZBdxcZGARbNmHxMaWu+2t3fpUhSrV59h377CwBsUKTKYJk0OU6hQ3DXX9/Z2AceIjY0hIiJChaubUuEqHuPIkcvtWUeMgFKl7M0jIiIZr2DBcgQH18qQbZUqBX/8YXocOH06N99+W5l69cxgNT4+qdd1OhOAYxnyvJJ5dHGWeISkpMsN7evWvdx3n4iIyI1UrQpPPw0VK5rmZqtXm2/s9u61O5mkhwpX8QhjxsCKFZAnD0yfDl5edicSERFPkS+fuSaie3czHxlpusyaMweiouxOJ2mhpgLi9tavN8P5AYwbB+XK2ZtHREQ8U4UKUKYM/PorrFtneqnZv9/0/dqwod3p5FaocBW3duYM9Ohhmgr06GGaC4iIiKSXry+0agXVq8PCheb6iVWrYPNmb06cKItl+dkdUW5ATQXEbSUkwMMPm4EG7rwTxo9XLwIiIpIxgoKgXz/ThCAwEGJjHUyZUpX4+B18/31hEq/fc5bYSIWruK1Bg8zXOXnywPz5kD+/3YlERCQ7cTjMRVtPPw0dOiQSGBiDZZXg7bdLERoKH30E0dF2p5QrqXAVt/TJJ5fPsM6YAVWq2J1IRESyK6cT7rrL4pNPluLt/TIFCiTw11/mBEpICLz2Gpw4YXdKARWu4oZmzYKBA838O+/AQw/Zm0dERHIGX18XPj7/Y8GCPxg/3lwMfO6cGWa8VCl47DFzUZdl2Z0051LhKm7lhx/MBViWBf/6F7zyit2JREQkp/H3t3jqKdi9G779FurXN0ONT54M9epB5crw7rtw/LjdSXMe9SogbmPxYujSBRIToXdvDekqIiL28vKCjh3NtGYNfPopzJ1rCtqXX4ZXX4UHHjAnXB54APLmzbjnDgsLIyIiIuM2mA6BgYFuN/StCldxC7NmwaOPmp4EOnY0/9U69X2AiIi4ifr1zfS//5mBCyZNgrVr4ccfzeTnBy1bms+wdu2gSJH0P1dYWBgVK1YiNjYm415AOgQE5GL37l1uVbyqcBXbffSRaQAP0LUrfPkleOs3U0RE3FC+fNC/v5l274YpU+Cbb8xABgsWmMnpNAMa3H8/NG8OtWun7XMtIiKC2NgYOnacRpEilTLttdzI6dO7mDevNxERESpcRQDi42HIEDMaFsAzz8DYsTrTKiIinqFiRRg9GkaNgp07Yd48M/3+O6xcaSYwxW6TJtCiBTRtClWr3trQ5UWKVCI4uFamvgZPo8JVbBEWZtqzbthgbo8caS7EUptWERHxNA6H6baxShV4/XU4fNg0H1i6FJYvh8hIc/HxDz+Y9fPkgTp1zFCz995rfgYH2/oSPIYKV8lSlmXaBg0YYIZzLVgQpk2DNm3sTiYiIpIxSpUyn3MDBpghy7dsgWXLTCG7erUZ1ODXX82ULDjYDENbvTrkzVsIqE5Sks7m/JMKV8ky4eFmdJL5883t2rXh66+hdGlbY4mIiGQaLy9zdrVOHXjpJVPI7twJ69dfnv7803Stdfw4/PwzQGlgG5MmWQQGQrFiULSomYoUgQIFcm6zOhWukuliYkzb1dGj4cIF8PExo5AMHQq+vnanExERyTpeXlCtmpn69zfLoqPhjz9g+3bYsQPWrLnA778nYFmFOH0aTp9OvQ1vbwgMNEXslVPBgtm/oFXhKpkmPh6++gqGDYNjx8yyunVh4kTTMF1ERERMm9d77zUTwO+/76N27dr07LkdqMbJk3DqlClgIyJMf+cnTlw9DK2X17UL2kKFsk9Bq8JVMty5c/DZZ/Df/14eVSQkxAzf2rNn9nnziIiIZKY8eRIIDobQ0MvLXC5zsVfymdgrp8REOHnSTFfy8oLChVMXs0WLemZBq8JVMkRSkrlyctIkMzxefLxZXrToJXr1OkWXLqfx87PYujVrc+3atStrn1BERDye3Z8dN3p+p9MUnIUKQYUKl5db1vUL2oQEc8b21KnU2/LxgaAgMwUHm6lIkVvrqssuKlwl3WJjYcUK02fdd9+lfkNUqnSJ/fsHcurUFD78MIEPP7QtJgDR0RfsDSAiIh7CQe/eve0OAaTts8vhMG1cCxaE8uUvL7csOH8+dVOD5CI2IQGOHDFTMi8vczY2f/4QoF/GvZgMosJVbtm5c7B5s+l7ddkyWLXq8plVMFc59ugBjz0GDscf1Knzua2jfgDs27eQ5cvfIC4uzrYMIiLiSSyaNfuY0NB6tiXIyM8uh8N8PhcokLqgdblMt5TJvRmcOGF+xscnLwsEnrzt589oKlyzqbCwMCIiItL12KQkOHnSl8OH/di3L4Bdu3Kxc2cujh71v2rdokUv0ajReZo1i6ROnWh8fCzg8tccdo/6ERGhpgIiIpI2BQuWy/afXU7n5fau1aubZcnNDY4fh337TrB161fA45meJS1UuGZDYWFhVKxYidjYmOus4QcEA8WvmEoCoX9PZf9e51r2A5uBlcAvnDq1l2++MeM0X4u+ohcREfEMVzY3KFgwnK1bP0GFq2SoxETz39HZs5en339PIjb2MSpWfAJv7yDi472IjfXh4kUfYmJ8iI+/+WF3Ol3ky3eJAgXiKFLkIkWKxBAYGIO/fxKXC9zr/zLrK3oRERHJaCpcM8GNvqZ3uSA21kl0tINjx3Ize/Y+YmO9iYlxEhvrxcWLTmJjnVy86EVsrJOYGC9iYq78eXk+KsqbixevdelfGeB/7N59/YxeXpAvH+TNa6Y8ecwVioULm5/58ztxOv0Bf6BAmveBvqIXERGRjOYRheu4ceN47733OHHiBDVq1OB///sfdevWtTvWVSwLuneP5ptvNpKUlAvI8/eU94qfuTPp2c8D54CzKVO5cg0pVqw4AQGQO/flIjVvXvD3N18JiIiIiHgKty9cZ8+ezeDBg5kwYQL33HMPY8eOpXXr1uzZs4eiRYvaHS8VhwPmzw8gKanzLaxrERCQiMNh4ePjwscnCW9vV8r8tX9eXs/XNwlf3yT8/JLw80tM1YHwvn3rWL78DapX/4lq1Ypn4isWERERyTpuX7h+8MEHPPHEE/TrZ/oSmzBhAgsWLGDSpEm88sorNqe72sCB4fzf/42madMXKVKkNH5+4Ot7rSmRmjUXsm1bG1yuq6/Wvx36ml5ERESyI7cuXC9dusTmzZsZOnRoyjKn00nLli1Zu3btNR8THx9P/BWdi54/fx6As2fPkpCQkLmBgbZtD/Dxx5MoWLAm+fNfHqMtMdFMMX9f6O/l5aJ8+RjCw38jKSljx1s7f34P/v7+nD//B8eOXa93gMzlDhlulsPLy0VoaOYcg1vNkFXcNUNWHYMbZchq7pYhPNwnS4/B9XK4w76wO0NMjD3H4coM7rAf7MqQ/PfI7v0A9u8LgDNn9uHv709UVBRnzpzJ9Oe7cMH0QmRZ1o1XtNzYsWPHLMBas2ZNquUvvviiVbdu3Ws+5q233rIATZo0adKkSZMmTR42HTly5Ia1oVufcU2PoUOHMnjw4JTbLpeLs2fPUrhwYRxudDVSVFQUJUuW5MiRI+TLl8/uODmSjoH9dAzsp2PgHnQc7KdjYC/Lsrhw4QLFi9/42hy3LlwDAwPx8vLi5MmTqZafPHmSoKCgaz7Gz88PP7/Up9ULFCiQWRFvW758+fQGsZmOgf10DOynY+AedBzsp2Ngn/z58990naxvSJMGvr6+1K5dm6VLl6Ysc7lcLF26lHr17BtDWERERESynlufcQUYPHgwffr0oU6dOtStW5exY8dy8eLFlF4GRERERCRncPvCtVu3bpw+fZo333yTEydOULNmTX766SeKFStmd7Tb4ufnx1tvvXVVswbJOjoG9tMxsJ+OgXvQcbCfjoFncFjWzfodEBERERGxn1u3cRURERERSabCVUREREQ8ggpXEREREfEIKlxFRERExCOocM1Eo0aN4u677yZv3rwULVqUDh06sGfPnlTrxMXFMWDAAAoXLkyePHno3LnzVQMuSPqNHz+e6tWrp3QoXa9ePRYtWpRyv/Z/1hs9ejQOh4PnnnsuZZmOQ+YbNmwYDocj1VSxYsWU+3UMssaxY8fo3bs3hQsXJiAggGrVqrFp06aU+y3L4s033yQ4OJiAgABatmzJvn37bEycvZQuXfqq94HD4WDAgAGA3geeQIVrJlqxYgUDBgxg3bp1LFmyhISEBFq1asXFixdT1nn++ef54YcfmDt3LitWrCA8PJxOnTrZmDp7KVGiBKNHj2bz5s1s2rSJ5s2b0759e/78809A+z+rbdy4kU8//ZTq1aunWq7jkDWqVKnC8ePHU6ZVq1al3KdjkPnOnTtHgwYN8PHxYdGiRezcuZP333+fggULpqzz7rvv8tFHHzFhwgTWr19P7ty5ad26NXFxcTYmzz42btyY6j2wZMkSALp06QLofeARLMkyp06dsgBrxYoVlmVZVmRkpOXj42PNnTs3ZZ1du3ZZgLV27Vq7YmZ7BQsWtL744gvt/yx24cIFKzQ01FqyZInVpEkTa9CgQZZl6X2QVd566y2rRo0a17xPxyBrvPzyy1bDhg2ve7/L5bKCgoKs9957L2VZZGSk5efnZ82cOTMrIuY4gwYNssqWLWu5XC69DzyEzrhmofPnzwNQqFAhADZv3kxCQgItW7ZMWadixYqEhISwdu1aWzJmZ0lJScyaNYuLFy9Sr1497f8sNmDAANq2bZtqf4PeB1lp3759FC9enDvvvJNevXoRFhYG6Bhklfnz51OnTh26dOlC0aJFueuuu/j8889T7j906BAnTpxIdRzy58/PPffco+OQCS5dusS0adN47LHHcDgceh94CBWuWcTlcvHcc8/RoEEDqlatCsCJEyfw9fWlQIECqdYtVqwYJ06csCFl9rRjxw7y5MmDn58fTz31FPPmzaNy5cra/1lo1qxZ/P7774waNeqq+3QcssY999zDlClT+Omnnxg/fjyHDh2iUaNGXLhwQccgixw8eJDx48cTGhrKzz//zNNPP82zzz7L1KlTAVL29T9HhtRxyBzfffcdkZGR9O3bF9DfIk/h9kO+ZhcDBgzgjz/+SNWmTLJGhQoV2Lp1K+fPn+frr7+mT58+rFixwu5YOcaRI0cYNGgQS5Yswd/f3+44OdYDDzyQMl+9enXuueceSpUqxZw5cwgICLAxWc7hcrmoU6cOI0eOBOCuu+7ijz/+YMKECfTp08fmdDnPxIkTeeCBByhevLjdUSQNdMY1CwwcOJAff/yR5cuXU6JEiZTlQUFBXLp0icjIyFTrnzx5kqCgoCxOmX35+vpSrlw5ateuzahRo6hRowb//e9/tf+zyObNmzl16hS1atXC29sbb29vVqxYwUcffYS3tzfFihXTcbBBgQIFKF++PPv379d7IYsEBwdTuXLlVMsqVaqU0mQjeV//8yp2HYeMd/jwYX755Rf69++fskzvA8+gwjUTWZbFwIEDmTdvHsuWLaNMmTKp7q9duzY+Pj4sXbo0ZdmePXsICwujXr16WR03x3C5XMTHx2v/Z5EWLVqwY8cOtm7dmjLVqVOHXr16pczrOGS96OhoDhw4QHBwsN4LWaRBgwZXdYm4d+9eSpUqBUCZMmUICgpKdRyioqJYv369jkMGmzx5MkWLFqVt27Ypy/Q+8BB2Xx2WnT399NNW/vz5rV9//dU6fvx4yhQTE5OyzlNPPWWFhIRYy5YtszZt2mTVq1fPqlevno2ps5dXXnnFWrFihXXo0CFr+/bt1iuvvGI5HA5r8eLFlmVp/9vlyl4FLEvHISsMGTLE+vXXX61Dhw5Zq1evtlq2bGkFBgZap06dsixLxyArbNiwwfL29rbeeecda9++fdb06dOtXLlyWdOmTUtZZ/To0VaBAgWs77//3tq+fbvVvn17q0yZMlZsbKyNybOXpKQkKyQkxHr55Zevuk/vA/enwjUTAdecJk+enLJObGys9e9//9sqWLCglStXLqtjx47W8ePH7QudzTz22GNWqVKlLF9fX6tIkSJWixYtUopWy9L+t8s/C1cdh8zXrVs3Kzg42PL19bXuuOMOq1u3btb+/ftT7tcxyBo//PCDVbVqVcvPz8+qWLGi9dlnn6W63+VyWW+88YZVrFgxy8/Pz2rRooW1Z88em9JmTz///LMFXHO/6n3g/hyWZVk2nvAVEREREbklauMqIiIiIh5BhauIiIiIeAQVriIiIiLiEVS4ioiIiIhHUOEqIiIiIh5BhauIiIiIeAQVriIiIiLiEVS4ioiIiIhHUOEqIiIiIh5BhauIiBtZu3YtXl5etG3b1u4oIiJuR0O+ioi4kf79+5MnTx4mTpzInj17KF68uN2RRETchs64ioi4iejoaGbPns3TTz9N27ZtmTJlSqr758+fT2hoKP7+/jRr1oypU6ficDiIjIxMWWfVqlU0atSIgIAASpYsybPPPsvFixez9oWIiGQSFa4iIm5izpw5VKxYkQoVKtC7d28mTZpE8pdihw4d4uGHH6ZDhw5s27aNf/3rX7z22mupHn/gwAHuv/9+OnfuzPbt25k9ezarVq1i4MCBdrwcEZEMp6YCIiJuokGDBnTt2pVBgwaRmJhIcHAwc+fOpWnTprzyyissWLCAHTt2pKz/+uuv884773Du3DkKFChA//798fLy4tNPP01ZZ9WqVTRp0oSLFy/i7+9vx8sSEckwOuMqIuIG9uzZw4YNG+jRowcA3t7edOvWjYkTJ6bcf/fdd6d6TN26dVPd3rZtG1OmTCFPnjwpU+vWrXG5XBw6dChrXoiISCbytjuAiIjAxIkTSUxMTHUxlmVZ+Pn58fHHH9/SNqKjo/nXv/7Fs88+e9V9ISEhGZZVRMQuKlxFRGyWmJjIl19+yfvvv0+rVq1S3dehQwdmzpxJhQoVWLhwYar7Nm7cmOp2rVq12LlzJ+XKlcv0zCIidlAbVxERm3333Xd069aNU6dOkT9//lT3vfzyyyxbtow5c+ZQoUIFnn/+eR5//HG2bt3KkCFDOHr0KJGRkeTPn5/t27dz77338thjj9G/f39y587Nzp07WbJkyS2ftRURcWdq4yoiYrOJEyfSsmXLq4pWgM6dO7Np0yYuXLjA119/zbfffkv16tUZP358Sq8Cfn5+AFSvXp0VK1awd+9eGjVqxF133cWbb76pvmBFJNvQGVcREQ/1zjvvMGHCBI4cOWJ3FBGRLKE2riIiHuKTTz7h7rvvpnDhwqxevZr33ntPfbSKSI6iwlVExEPs27ePESNGcPbsWUJCQhgyZAhDhw61O5aISJZRUwERERER8Qi6OEtEREREPIIKVxERERHxCCpcRURERMQjqHAVEREREY+gwlVEREREPIIKVxERERHxCCpcRURERMQjqHAVEREREY/w/6CyZDypzlYYAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Univariate Analysis for ALB:\n",
            "Skewness: -0.17676758913402804\n",
            "Kurtosis: 5.983300564289566\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Univariate Analysis for ALP:\n",
            "Skewness: 4.654920650234635\n",
            "Kurtosis: 54.97290503258291\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Univariate Analysis for ALT:\n",
            "Skewness: 5.506113537258191\n",
            "Kurtosis: 47.129261336602426\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Univariate Analysis for AST:\n",
            "Skewness: 4.940326985589485\n",
            "Kurtosis: 30.83664075666931\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Univariate Analysis for BIL:\n",
            "Skewness: 8.385436707897524\n",
            "Kurtosis: 83.18673190547408\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Univariate Analysis for CHE:\n",
            "Skewness: -0.11023271035660376\n",
            "Kurtosis: 1.314730095893725\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Univariate Analysis for CHOL:\n",
            "Skewness: 0.37582755477046126\n",
            "Kurtosis: 0.6940228940258244\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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AAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCsQbJzc3VgQMHlJub6+mpAADciMd3uBuBWIP8+OOPSk5O1o8//ujpqQAA3IjHd7gbgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAACDn6cnUBGFhYXavXu3Tp06pXr16qlVq1by9fX19LSqHfcDAOBKlbaWSCpzfanI2lOV9amwsFC7du3Sd999J0lq27at2rRpI19f3wqPV53rojvOdS2t414fiNu2bdOrr76q7Oxs17bw8HANHz5cXbt29eDMqhf3AwDgSpW2ltjtdtlsNuXk5Li2OdcXSeWuPVVZn7Zt26ZFixYZ53zzzTdlt9vVu3dvbd26tdzxqnNddMe5rrV13KtfYt62bZtmz56t6OhozZkzR//85z81Z84cRUdHa/bs2dq2bZunp1gtuB8AAFeqtLXkgQcekMPhUE5Ojh544AFjfZk1a5ZmzZp12bWnKuvTtm3bNGvWLOXk5KhVq1Z6+umn9fTTTysuLk4Oh0MrV66U3W6/7HjVuS6641zX4jrutYFYWFioV199VQkJCZo8ebJiY2MVHBys2NhYTZ48WQkJCVq2bJkKCws9PdWrivsBAHClSltLAgICtHbtWiUkJCghIUHr1q1TQECAYmNj9dhjjykgIEABAQF67LHHylx7XnnllUqtT855BAQEKCEhQampqWrfvr3at2+vlJQUBQQEyMfHRw6HQy1atCh1vLy8vGpbF92xBl+r63iFX2LOzc1Vbm6u6+8Oh0OSlJ+fr/z8fLdPbNeuXcrOzlZycrIKCwtL3HEDBw7U5MmTtXPnTrVp08bt568M5+fv7fdDQUGBJOnQoUOuP6N6FBQU6OTJk9q3b5/8/Lz3Ozt+/PFHT08Bv8DXK6TyH0OcX7sFBQWlrkWlrSXFt1mWZawlu3btUl5enuu2v1xfnGuPJI0fP77C65PznJL0+9//3rhd8XNmZ2eXWNec43344YfV1gfuWIOrq2fKapGqtkmFV6pnnnlGTz31VInt69atU61atap08ss5cOCAJGnPnj3Kysoqsd95EW3YsEGHDx92+/mrYv369W4f0533w8mTJyVJ8+fPd/MsUVGrVq3y9BRwjeHrFcWV9xiyZcsWZWZmlthe2lpSfJtlWZL+fy1x7iu+rTjn2vPLMUs7pvjti4/7y9sV31faeZ3jffHFF5U+b1W5Yw2u7p75ZYtcuHChSuNUOBAff/xxjR8/3vV3h8OhqKgo9enTR3a7vUonv5xdu3Zp48aNiouLU8uWLUvs37t3rySpV69eXvEM4vr163XnnXfK39/frWO78344ePCgVq1apbFjx6px48ZunScur6CgQNu3b9ctt9zi9c8gEiTeha9XSOU/hji/drt3766YmJgS+0tbS4pvcwaicy1x7iu+rTjn2iOpUutT8XF/ebvi+0o7r3O8zp07a8+ePdXSB+5Yg6urZ8pqEecrvpVV4ZUqMDBQgYGBJbb7+/u7PYokqV27dgoPD9fKlSs1efJk+fj8/7dLFhUV6b333lNERITatWvnNT8ifjXuC3feD84HlejoaDVv3tyt88Tl5efnKysrSy1btrwqXy/u4s3xWlPx9Qqp/McQ59eun59fqftLW0uc2959911JMtaSNm3aKCAgQJLUpk0bY8zia09RUVGl1ifnOc+cOaN3331XU6ZMcd3Oec6CggI1aNDAuF3x8fr376/Vq1dXSx+4Yw2u7p75ZYtUdc3x2h9S8fX11fDhw5Wenq7U1FRlZmbqwoULyszMVGpqqtLT0zVs2DCvicOrhfsBAHClSltLcnNzlZiYqPT0dKWnp6tPnz7Kzc1VZmamZs+erby8POXl5Wn27Nllrj0jRoyo1PrknEdeXp7S09P1+OOPKyMjQxkZGZo6dary8vJUVFQku92u/fv3lzpeQEBAta2L7liDr9V13GY5n1euJIfDoTp16ignJ+eqvMTsVNr7BkVERGjYsGFe875B+fn5Wr16tfr163fVnh1yx/1w4MABJScna968eTwjUc2q4xpxB+c1MnH/fkVduuTp6VTKkaAgzW3R4pqce2mcnw9fr5DKfwyp6ON7aWtJnTp1JMl4T0Ln+iKVfB/EX649VVmfSnsfROdcbr/99hLvg1jaeNXZB+4419Web1nXSFV7zetfT+ratas6d+58zbzz+NXC/QAAuFJlrSVS2b9Jpby1pyrrk/M2Zf0mlQcffLDc8apzXXTHua61ddzrA1H6z9Ozbdu29fQ0PI77AQBwpcpaS8paXyqy9lRlffL19XW9B2JVx6vOddEd57qW1nGv/R5EAAAAeAaBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBCAAAAAOBWIM0btxY8+bNU+PGjT09FQCAG/H4Dnfz8/QEUH0CAwPVvHlzT08DAOBmPL7D3XgGEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAYCEQAAAAY/T08AgPc5FhTk6SlU2vHAQOO/17pr8d8AwPWDQATgYrfbFejvr79HRXl6KlX2P02aeHoKbhPo7y+73e7paQCogQhEAC5hYWF6afFiORwOT0+lxikoKNCWLVvUvXt3+fn956HZbrcrLCzMwzMDUBMRiAAMYWFhRIkH5OfnKzMzUzExMfL39/f0dADUcPyQCgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAx+Vb2hZVmSJIfD4bbJXKvy8/N14cIFORwO+fv7e3o68EJcIygP1wguh+sD5SnrGnF2mrPbKqrKgXj27FlJUlRUVFWHAAAAQDU4e/as6tSpU+HjbVZlk/K/ioqKdPToUYWGhspms1VliOuGw+FQVFSUjhw5Irvd7unpwAtxjaA8XCO4HK4PlKesa8SyLJ09e1aRkZHy8an4dxZW+RlEHx8fNW7cuKo3vy7Z7Xa+cHFZXCMoD9cILofrA+Up7RqpzDOHTvyQCgAAAAwEIgAAAAwEohsEBgZq2rRpCgwM9PRU4KW4RlAerhFcDtcHyuPua6TKP6QCAACA6xPPIAIAAMBAIAIAAMBAIAIAAMBAIAIAAMBAIF6BZ555RgkJCQoNDVV4eLgGDhyovXv3enpa8FKzZs2SzWbTuHHjPD0VeJGffvpJ999/v+rXr6/g4GC1bdtWX331laenBS9RWFioJ554Qs2aNVNwcLCaN2+up59+utK/VxfXj82bN2vAgAGKjIyUzWbTe++9Z+y3LEtPPvmkGjVqpODgYN1xxx3av39/pc9DIF6BTZs2KSkpSdu3b9f69euVn5+vPn366Pz5856eGrxMenq6lixZonbt2nl6KvAip0+fVrdu3eTv7681a9Zo9+7d+utf/6obbrjB01ODl5g9e7YWLVqkF198UXv27NHs2bM1Z84cvfDCC56eGjzk/Pnzat++vRYuXFjq/jlz5mjBggVavHixvvjiC4WEhCgxMVGXLl2q1Hl4mxs3OnHihMLDw7Vp0ybddtttnp4OvMS5c+d000036aWXXlJKSori4+P1/PPPe3pa8AKTJk3S1q1b9dlnn3l6KvBS/fv3V0REhF555RXXtj/84Q8KDg7W8uXLPTgzeAObzaaVK1dq4MCBkv7z7GFkZKQmTJigRx99VJKUk5OjiIgIpaWl6d57763w2DyD6EY5OTmSpHr16nl4JvAmSUlJuuuuu3THHXd4eirwMu+//746deqkwYMHKzw8XB06dNDSpUs9PS14ka5du+qTTz7Rvn37JEnffvuttmzZor59+3p4ZvBG33//vY4dO2asN3Xq1FHnzp31+eefV2osP3dPrqYqKirSuHHj1K1bN7Vp08bT04GXeOONN7Rjxw6lp6d7eirwQgcPHtSiRYs0fvx4TZ48Wenp6RozZowCAgI0ZMgQT08PXmDSpElyOByKjY2Vr6+vCgsLNXPmTN13332enhq80LFjxyRJERERxvaIiAjXvooiEN0kKSlJu3bt0pYtWzw9FXiJI0eOaOzYsVq/fr2CgoI8PR14oaKiInXq1EmpqamSpA4dOmjXrl1avHgxgQhJ0ptvvql//OMfWrFihVq3bq2MjAyNGzdOkZGRXCO4qniJ2Q1Gjx6tDz/8UBs2bFDjxo09PR14ia+//lrZ2dm66aab5OfnJz8/P23atEkLFiyQn5+fCgsLPT1FeFijRo3UqlUrY1tcXJwOHz7soRnB20ycOFGTJk3Svffeq7Zt2+qBBx5QcnKynnnmGU9PDV6oYcOGkqTjx48b248fP+7aV1EE4hWwLEujR4/WypUr9emnn6pZs2aenhK8SO/evfXdd98pIyPD9dGpUyfdd999ysjIkK+vr6enCA/r1q1bibfG2rdvn5o2beqhGcHbXLhwQT4+5lLt6+uroqIiD80I3qxZs2Zq2LChPvnkE9c2h8OhL774Ql26dKnUWLzEfAWSkpK0YsUKrVq1SqGhoa7X9+vUqaPg4GAPzw6eFhoaWuL7UUNCQlS/fn2+TxWSpOTkZHXt2lWpqam655579OWXX+rll1/Wyy+/7OmpwUsMGDBAM2fOVJMmTdS6dWt98803eu655zR8+HBPTw0ecu7cOWVlZbn+/v333ysjI0P16tVTkyZNNG7cOKWkpKhFixZq1qyZnnjiCUVGRrp+0rnCLFSZpFI/li1b5umpwUv16NHDGjt2rKenAS/ywQcfWG3atLECAwOt2NhY6+WXX/b0lOBFHA6HNXbsWKtJkyZWUFCQFRMTY02ZMsXKzc319NTgIRs2bCi1PYYMGWJZlmUVFRVZTzzxhBUREWEFBgZavXv3tvbu3Vvp8/A+iAAAADDwPYgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgAAAAwEIgArhvHjh3TI488opiYGAUGBioqKkoDBgxw/eL66OhoPf/88yVuN336dMXHxxvbTp06pXHjxqlp06YKCAhQZGSkhg8frsOHDxvHDR06tPK/4xQAvJyfpycAAO5w6NAhdevWTXXr1tXcuXPVtm1b5efna+3atUpKSlJmZmaFxzp16pRuueUWBQQEaPHixWrdurUOHTqkqVOnKiEhQZ9//rliYmKu4mcDAJ5FIAK4LowaNUo2m01ffvmlQkJCXNtbt26t4cOHV2qsKVOm6OjRo8rKylLDhg0lSU2aNNHatWvVokULJSUlac2aNW6dPwB4E15iBnDNO3XqlD766CMlJSUZcehUt27dCo9VVFSkN954Q/fdd58rDp2Cg4M1atQorV27VqdOnbrSaQOA1yIQAVzzsrKyZFmWYmNjyz32scceU+3atY2P1NRU1/4TJ07ozJkziouLK/X2cXFxsixLWVlZbps/AHgbXmIGcM2zLKvCx06cOFFDhw41ti1YsECbN2+u8pgAcL0hEAFc81q0aCGbzVahH0Rp0KCBfv3rXxvb6tWr5/pzWFiY6tatqz179pR6+z179shms5UYAwCuJ7zEDOCaV69ePSUmJmrhwoU6f/58if1nzpyp8Fg+Pj665557tGLFCh07dszYd/HiRb300ktKTEw0ohIArjcEIoDrwsKFC1VYWKibb75Z77zzjvbv3689e/ZowYIF6tKlS6XGSk1NVcOGDXXnnXdqzZo1OnLkiDZv3qzExETl5+dr4cKFxvE5OTnKyMgwPo4cOeLOTw8AqhUvMQO4LsTExGjHjh2aOXOmJkyYoJ9//llhYWHq2LGjFi1aVKmx6tevr+3bt2vGjBl66KGHdOzYMdWrV099+/bV8uXL1aRJE+P4jRs3qkOHDsa2ESNG6G9/+9sVf14A4Ak2i+/EBgAAQDG8xAwAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAAADgQgAAADD/wEx2myr31QmMQAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Univariate Analysis for CREA:\n",
            "Skewness: 15.169291145044488\n",
            "Kurtosis: 280.1002373694026\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Univariate Analysis for GGT:\n",
            "Skewness: 5.632734058440102\n",
            "Kurtosis: 43.71257909127117\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Univariate Analysis for PROT:\n",
            "Skewness: -0.9636873886414515\n",
            "Kurtosis: 3.5445291955436193\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Univariate Analysis for Category:\n",
            "Category\n",
            "0=Blood Donor             533\n",
            "3=Cirrhosis                30\n",
            "1=Hepatitis                24\n",
            "2=Fibrosis                 21\n",
            "0s=suspect Blood Donor      7\n",
            "Name: count, dtype: int64\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-3-3cdb09f0dc19>:48: FutureWarning: \n",
            "\n",
            "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
            "\n",
            "  sns.countplot(y=data[col], palette=\"viridis\")\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Univariate Analysis for Sex:\n",
            "Sex\n",
            "m    377\n",
            "f    238\n",
            "Name: count, dtype: int64\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-3-3cdb09f0dc19>:48: FutureWarning: \n",
            "\n",
            "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
            "\n",
            "  sns.countplot(y=data[col], palette=\"viridis\")\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "file_path = \"/content/HepatitisCdata.csv\"\n",
        "data = pd.read_csv(file_path)\n",
        "\n",
        "print(\"Dataset Preview:\")\n",
        "print(data.head())\n",
        "\n",
        "# Summary statistics\n",
        "print(\"\\nSummary Statistics for Numerical Columns:\")\n",
        "print(data.describe())\n",
        "\n",
        "# Univariate analysis for numerical features\n",
        "numerical_columns = data.select_dtypes(include=['float64', 'int64']).columns\n",
        "\n",
        "for col in numerical_columns:\n",
        "    print(f\"\\nUnivariate Analysis for {col}:\")\n",
        "    print(f\"Skewness: {data[col].skew()}\")\n",
        "    print(f\"Kurtosis: {data[col].kurtosis()}\")\n",
        "\n",
        "    # histogram\n",
        "    plt.figure(figsize=(8, 4))\n",
        "    sns.histplot(data[col], kde=True, color='blue')\n",
        "    plt.title(f\"Histogram of {col}\")\n",
        "    plt.xlabel(col)\n",
        "    plt.ylabel(\"Frequency\")\n",
        "    plt.grid()\n",
        "    plt.show()\n",
        "\n",
        "    # Boxplot for outliers\n",
        "    plt.figure(figsize=(8, 4))\n",
        "    sns.boxplot(x=data[col], color='red')\n",
        "    plt.title(f\"Boxplot of {col}\")\n",
        "    plt.grid()\n",
        "    plt.show()\n",
        "\n",
        "# Univariate analysis for categorical features\n",
        "categorical_columns = data.select_dtypes(include=['object', 'category']).columns\n",
        "\n",
        "for col in categorical_columns:\n",
        "    print(f\"\\nUnivariate Analysis for {col}:\")\n",
        "    print(data[col].value_counts())\n",
        "\n",
        "    # Bar plot\n",
        "    plt.figure(figsize=(8, 4))\n",
        "    sns.countplot(y=data[col], palette=\"viridis\")\n",
        "    plt.title(f\"Count Plot of {col}\")\n",
        "    plt.xlabel(\"Count\")\n",
        "    plt.ylabel(col)\n",
        "    plt.grid()\n",
        "    plt.show()\n"
      ]
    }
  ]
}