{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "00fba7f1-e4fe-4b46-8a82-5b995e4948fe",
   "metadata": {},
   "source": [
    "## My first Example"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e28cd883-ea0f-4d53-a9de-80012e2fc7b5",
   "metadata": {},
   "source": [
    "In thhis example, I creata decision tree......"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "18e79130-0aad-41da-9194-4fb159f389a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import necessary libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.datasets import load_diabetes\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "93bea234-70a9-47d5-a244-352e5526b6b7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.03807591  0.05068012  0.06169621 ... -0.00259226  0.01990749\n",
      "  -0.01764613]\n",
      " [-0.00188202 -0.04464164 -0.05147406 ... -0.03949338 -0.06833155\n",
      "  -0.09220405]\n",
      " [ 0.08529891  0.05068012  0.04445121 ... -0.00259226  0.00286131\n",
      "  -0.02593034]\n",
      " ...\n",
      " [ 0.04170844  0.05068012 -0.01590626 ... -0.01107952 -0.04688253\n",
      "   0.01549073]\n",
      " [-0.04547248 -0.04464164  0.03906215 ...  0.02655962  0.04452873\n",
      "  -0.02593034]\n",
      " [-0.04547248 -0.04464164 -0.0730303  ... -0.03949338 -0.00422151\n",
      "   0.00306441]]\n"
     ]
    }
   ],
   "source": [
    "# Load the diabetes dataset\n",
    "# Note: The sklearn diabetes dataset is regression by default, so we'll convert it to classification\n",
    "diabetes = load_diabetes()\n",
    "X = diabetes.data\n",
    "y = diabetes.target\n",
    "\n",
    "print(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c5af9887-809e-43f7-ada1-dc0ee6928f34",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Matplotlib is building the font cache; this may take a moment.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.8018\n",
      "\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.84      0.79      0.81        61\n",
      "           1       0.76      0.82      0.79        50\n",
      "\n",
      "    accuracy                           0.80       111\n",
      "   macro avg       0.80      0.80      0.80       111\n",
      "weighted avg       0.80      0.80      0.80       111\n",
      "\n",
      "\n",
      "Confusion Matrix:\n",
      "[[48 13]\n",
      " [ 9 41]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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VoEABh/MeHh6Ztl+5ciXd9kWKFMmwLTExURcuXFB8fLyMMRmugJ22kvz102JvZbXsCxcuqEGDBvLy8tJrr72m+++/X3ny5LH/lvj6xyhPnjzpFmbz9PR0uG+nTp1SsWLFHJ4H1ztx4oSMMQoMDMzw8jJlymT5PqRJG4fMxio1NVXnzp1zWCwtJ1cWj46OvuHq/qmpqQoLC9M///yjV199VZUrV5aPj49SU1NVp06dDF8P1z8/3NzcVLBgQft9vZXXYmay+lj4+flp06ZNev311/Xyyy/r3LlzKlq0qPr27atXXnlF7u7uGW5fsmRJSdLhw4dvWktmpk+frhdeeEERERGaMGGCChUqJFdXV7366qsOobt79+5KTk7We++9pw4dOig1NVU1a9bUa6+9phYtWkiS3nnnHZUoUULLli3T5MmT5eXlpZYtW2rq1KkqV65ctmtMc+rUKft9zsyPP/6osLAwNW7cWO+9955KlCghDw8PrVq1Sq+//nq23hvPnTt3y+8VBQsWdDjv6ekpSZa9NwP49yF0A0A2FSpUSJL06aef2vfSZSQ2NlZffvmlxowZoxEjRtjbExIS7L/RzAovL690C3VJ0unTp+21XOv6342m9Zk5c2amq/1mFjisdvz48QzbPDw8lDdvXrm5ucnFxcXht6Bp0hY8un4MbuV3s999953++ecfbdy40WEV8Ns5nndAQIC2bNmi1NTUTENfoUKFZLPZtHnzZvsH/Wtl1HYzaQEis7FycXGRv7+/Q3t2f2N8vR9//FHHjx/X008/nWmfX375RXv27NGiRYvUs2dPe/uNVu0+fvy4ihcvbj+fnJysM2fO2O9rVl+LN3Irj0XlypX18ccfyxijvXv3atGiRRo/fry8vb0dXuPXCg0NVYECBfT5559r0qRJ2RrzDz74QI0bN9bs2bMd2jP6LflTTz2lp556ShcvXtT333+vMWPGqE2bNvr9999VqlQp+fj4aNy4cRo3bpxOnDhh3+vdtm1bh4XOsisgIOCGC8tJV3977u7uri+//NLhS6xVq1Zl+3b9/f1v+b0CAKzG9HIAyKaWLVvKzc1Nhw4dUmhoaIYn6WqgMcak+yA/f/58paSkOLTdaA9LcHCw9u7d69D2+++/p5sqmZn69esrf/782rdvX6b1pu2hvtNWrFjhsJc4Pj5eq1evVoMGDeTq6iofHx/Vrl1bK1ascBib1NRUffDBBypRokSWjk+d2fimBaDrH6O5c+dm+z6Fh4frypUr6VZVvlabNm1kjNGxY8cyfDzSDrt1K8qXL6/ixYvro48+cpjqffHiRX322Wf2Fc1z2tmzZxURESF3d3cNGTIk037ZGesPP/zQ4fzy5cuVnJxsX609q6/Fa2/3+udAdh4Lm82mqlWr6q233lL+/Pm1a9euTO+Du7u7XnrpJf32228Oi4Rd6+TJk/rhhx8yvQ6bzZZu3Pbu3ZtuVfpr+fj4KDw8XKNGjVJiYqJ+/fXXdH0CAwPVq1cvdenSRQcOHEj384PsCA8P1++//67vvvsu0z5phzF0dXW1t12+fFlLlixJ19fT0zNLe55z6r0CAHISe7oBIJuCg4M1fvx4jRo1Sn/++acefvhh+fv768SJE/rxxx/te5J8fX3VsGFDTZ06VYUKFVJwcLA2bdqkBQsWKH/+/A7XWalSJUnSvHnzlC9fPnl5eal06dIqWLCgunfvrm7duql///7q0KGD/vrrL02ZMiXLx0DOmzevZs6cqZ49e+rs2bPq2LGjChcurFOnTmnPnj06depUuj1od4qrq6tatGihoUOHKjU1VZMnT1ZcXJzGjRtn7zNp0iS1aNFCTZo00bBhw+Th4aHIyEj98ssvWrp0aZb2HKYFp7fffls9e/aUu7u7ypcvr3r16snf318REREaM2aM3N3d9eGHH2rPnj3Zvk9dunTRwoULFRERoQMHDqhJkyZKTU3V9u3bVbFiRT3xxBOqX7++nnnmGT311FPasWOHGjZsKB8fH8XExGjLli2qXLmy+vXrd0u36+LioilTpujJJ59UmzZt9OyzzyohIUFTp07V+fPn9cYbb2T7PqU5ePCg/ve//yk1NVVnzpzR9u3btWDBAsXFxWnx4sV68MEHM922QoUKuu+++zRixAgZY1SgQAGtXr1a69evz3SbFStWyM3NTS1atNCvv/6qV199VVWrVlWnTp0kZf21KP3fc2Dy5MkKDw+Xq6urqlSpkuXH4ssvv1RkZKQeffRRlSlTRsYYrVixQufPn7dP3c7Miy++qP3792vMmDH68ccf1bVrVwUFBSk2Nlbff/+95s2bp3Hjxql+/foZbt+mTRtNmDBBY8aMUaNGjXTgwAGNHz9epUuXdjiqQt++feXt7a369euraNGiOn78uCZNmiQ/Pz/7FPzatWurTZs2qlKlivz9/bV//34tWbIkx76UGTx4sJYtW6Z27dppxIgRqlWrli5fvqxNmzapTZs2atKkiVq3bq3p06era9eueuaZZ3TmzBm9+eabGc40SJtdsGzZMpUpU0ZeXl6ZfimVE+8VAJCjnLN+GwDc/dJWtv3pp59u2G/VqlWmSZMmxtfX13h6eppSpUqZjh07mm+++cbe5++//zYdOnQw/v7+Jl++fObhhx82v/zyS4Yrks+YMcOULl3auLq6OqzKm5qaaqZMmWLKlCljvLy8TGhoqPnuu+8yXb08sxWmN23aZFq3bm0KFChg3N3dTfHixU3r1q1vuCK1MTdevfz6MUpb9fjUqVMO7devfJx2nZMnTzbjxo0zJUqUMB4eHqZ69epm3bp16WrYvHmzadq0qfHx8THe3t6mTp06ZvXq1Q59bva4jRw50hQrVsy4uLg4rBS/detWU7duXZMnTx4TEBBg+vTpY3bt2pVuZeTMVm/OaKXny5cvm9GjR5ty5coZDw8PU7BgQdO0aVOzdetWh37vv/++qV27tv1+3XfffaZHjx5mx44dGd6HNDd6rFetWmVq165tvLy8jI+Pj2nWrJn54YcfMqz5+sfpZreXdnJzczMFCxY0devWNS+//LI5cuRIum0yWr183759pkWLFiZfvnzG39/fPP744yY6Ojrdat1p9e3cudO0bdvW5M2b1+TLl8906dLFnDhxIsP7fLPXYkJCgunTp48JCAgwNpstXW03eyx+++0306VLF3PfffcZb29v4+fnZ2rVqmUWLVqUpTE0xpjPP//ctG7d2gQEBBg3Nzfj7+9vmjRpYubMmWMSEhLs/a4fj4SEBDNs2DBTvHhx4+XlZWrUqGFWrVplevbsaUqVKmXv95///Mc0adLEBAYGGg8PD1OsWDHTqVMns3fvXnufESNGmNDQUOPv7288PT1NmTJlzJAhQ8zp06fTjf+1srp6uTHGnDt3zgwaNMiULFnSuLu7m8KFC5vWrVub3377zWG8y5cvb69h0qRJZsGCBekelyNHjpiwsDCTL18+I8l+fzNavdyY23uvSHueZ3QUCQDIDpsxWVhmFAAACxw5ckSlS5fW1KlTNWzYMGeXAwAAkOP4TTcAAAAAABYhdAMAAAAAYBGmlwMAAAAAYBH2dAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgETdnF3Cnpaam6p9//lG+fPlks9mcXQ4AAAAAIBcyxig+Pl7FihWTi0vm+7OdHrojIyM1depUxcTE6MEHH9SMGTPUoEGDDPtu3LhRTZo0Sde+f/9+VahQIUu3988//ygoKOi2agYAAAAAQJKOHj2qEiVKZHq5U0P3smXLNHjwYEVGRqp+/fqaO3euwsPDtW/fPpUsWTLT7Q4cOCBfX1/7+YCAgCzfZr58+SRdHZhrrwMAAAAAgKyKi4tTUFCQPWNmxqmHDKtdu7Zq1Kih2bNn29sqVqyoRx99VJMmTUrXP21P97lz55Q/f/5s3WZcXJz8/PwUGxtL6AYAAAAAZEtWs6XTFlJLTEzUzp07FRYW5tAeFhamrVu33nDb6tWrq2jRomrWrJk2bNhgZZkAAAAAAGSb06aXnz59WikpKQoMDHRoDwwM1PHjxzPcpmjRopo3b55CQkKUkJCgJUuWqFmzZtq4caMaNmyY4TYJCQlKSEiwn4+Li8u5OwEAAAAAwA04fSG161cQN8Zkuqp4+fLlVb58efv5unXr6ujRo3rzzTczDd2TJk3SuHHjcq5gAAAAAACyyGnTywsVKiRXV9d0e7VPnjyZbu/3jdSpU0cHDx7M9PKRI0cqNjbWfjp69Gi2awYAAAAA4FY4LXR7eHgoJCRE69evd2hfv3696tWrl+XriYqKUtGiRTO93NPTU76+vg4nAAAAAADuBKdOLx86dKi6d++u0NBQ1a1bV/PmzVN0dLQiIiIkXd1LfezYMS1evFiSNGPGDAUHB+vBBx9UYmKiPvjgA3322Wf67LPPnHk3AAAAAADIkFNDd+fOnXXmzBmNHz9eMTExqlSpktasWaNSpUpJkmJiYhQdHW3vn5iYqGHDhunYsWPy9vbWgw8+qK+++kqtWrVy1l0AAAAAACBTTj1OtzNwnG4AAAAAwO2664/TDQAAAADAvY7QDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWMTN2QUgc8EjvnJ2CXeVI2+0dnYJAAAAAHBL2NMNAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFnB66IyMjVbp0aXl5eSkkJESbN2/O0nY//PCD3NzcVK1aNWsLBAAAAAAgm5waupctW6bBgwdr1KhRioqKUoMGDRQeHq7o6OgbbhcbG6sePXqoWbNmd6hSAAAAAABunVND9/Tp0/X000+rT58+qlixombMmKGgoCDNnj37hts9++yz6tq1q+rWrXuHKgUAAAAA4NY5LXQnJiZq586dCgsLc2gPCwvT1q1bM91u4cKFOnTokMaMGZOl20lISFBcXJzDCQAAAACAO8Fpofv06dNKSUlRYGCgQ3tgYKCOHz+e4TYHDx7UiBEj9OGHH8rNzS1LtzNp0iT5+fnZT0FBQbddOwAAAAAAWeH0hdRsNpvDeWNMujZJSklJUdeuXTVu3Djdf//9Wb7+kSNHKjY21n46evTobdcMAAAAAEBWZG13sQUKFSokV1fXdHu1T548mW7vtyTFx8drx44dioqK0oABAyRJqampMsbIzc1NX3/9tZo2bZpuO09PT3l6elpzJwAAAAAAuAGn7en28PBQSEiI1q9f79C+fv161atXL11/X19f/fzzz9q9e7f9FBERofLly2v37t2qXbv2nSodAAAAAIAscdqebkkaOnSounfvrtDQUNWtW1fz5s1TdHS0IiIiJF2dGn7s2DEtXrxYLi4uqlSpksP2hQsXlpeXV7p2AAAAAADuBk4N3Z07d9aZM2c0fvx4xcTEqFKlSlqzZo1KlSolSYqJibnpMbsBAAAAALhb2YwxxtlF3ElxcXHy8/NTbGysfH19nV3ODQWP+MrZJdxVjrzR2tklAAAAAICkrGdLp69eDgAAAADAvYrQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARZweuiMjI1W6dGl5eXkpJCREmzdvzrTvli1bVL9+fRUsWFDe3t6qUKGC3nrrrTtYLQAAAAAAWefmzBtftmyZBg8erMjISNWvX19z585VeHi49u3bp5IlS6br7+PjowEDBqhKlSry8fHRli1b9Oyzz8rHx0fPPPOME+4BAAAAAACZsxljjLNuvHbt2qpRo4Zmz55tb6tYsaIeffRRTZo0KUvX0b59e/n4+GjJkiVZ6h8XFyc/Pz/FxsbK19c3W3XfKcEjvnJ2CXeVI2+0dnYJAAAAACAp69nSadPLExMTtXPnToWFhTm0h4WFaevWrVm6jqioKG3dulWNGjWyokQAAAAAAG6L06aXnz59WikpKQoMDHRoDwwM1PHjx2+4bYkSJXTq1CklJydr7Nix6tOnT6Z9ExISlJCQYD8fFxd3e4UDAAAAAJBFTl9IzWazOZw3xqRru97mzZu1Y8cOzZkzRzNmzNDSpUsz7Ttp0iT5+fnZT0FBQTlSNwAAAAAAN+O0Pd2FChWSq6trur3aJ0+eTLf3+3qlS5eWJFWuXFknTpzQ2LFj1aVLlwz7jhw5UkOHDrWfj4uLI3gDAAAAAO4Ip+3p9vDwUEhIiNavX+/Qvn79etWrVy/L12OMcZg+fj1PT0/5+vo6nAAAAAAAuBOcesiwoUOHqnv37goNDVXdunU1b948RUdHKyIiQtLVvdTHjh3T4sWLJUmzZs1SyZIlVaFCBUlXj9v95ptv6vnnn3fafQAAAAAAIDNODd2dO3fWmTNnNH78eMXExKhSpUpas2aNSpUqJUmKiYlRdHS0vX9qaqpGjhypw4cPy83NTffdd5/eeOMNPfvss866CwAAAAAAZMqpx+l2Bo7TnXtxnG4AAAAAd4u7/jjdAAAAAADc6wjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFgk26F7yZIlql+/vooVK6a//vpLkjRjxgx9/vnnOVYcAAAAAAC5WbZC9+zZszV06FC1atVK58+fV0pKiiQpf/78mjFjRk7WBwAAAABArpWt0D1z5ky99957GjVqlFxdXe3toaGh+vnnn3OsOAAAAAAAcrNshe7Dhw+revXq6do9PT118eLF2y4KAAAAAIB7QbZCd+nSpbV79+507WvXrtUDDzxwuzUBAAAAAHBPcMvORi+++KKee+45XblyRcYY/fjjj1q6dKkmTZqk+fPn53SNAAAAAADkStkK3U899ZSSk5M1fPhwXbp0SV27dlXx4sX19ttv64knnsjpGgEAAAAAyJWyFbolqW/fvurbt69Onz6t1NRUFS5cOCfrAgAAAAAg18tW6D58+LCSk5NVrlw5FSpUyN5+8OBBubu7Kzg4OKfqAwAAAAAg18rWQmq9evXS1q1b07Vv375dvXr1ut2aAAAAAAC4J2QrdEdFRal+/frp2uvUqZPhquYAAAAAAPwbZSt022w2xcfHp2uPjY1VSkrKbRcFAAAAAMC9IFuhu0GDBpo0aZJDwE5JSdGkSZP00EMP5VhxAAAAAADkZtlaSG3KlClq2LChypcvrwYNGkiSNm/erLi4OH333Xc5WiAAAAAAALlVtvZ0P/DAA9q7d686deqkkydPKj4+Xj169NBvv/2mSpUq5XSNAAAAAADkStk+TnexYsU0ceLEnKwFAAAAAIB7SrZD9/nz5/Xjjz/q5MmTSk1NdbisR48et10YAAAAAAC5XbZC9+rVq/Xkk0/q4sWLypcvn2w2m/0ym81G6AYAAAAAQNn8TfcLL7yg3r17Kz4+XufPn9e5c+fsp7Nnz+Z0jQAAAAAA5ErZCt3Hjh3TwIEDlSdPnpyuBwAAAACAe0a2QnfLli21Y8eOnK4FAAAAAIB7SrZ+0926dWu9+OKL2rdvnypXrix3d3eHyx955JEcKQ4AAAAAgNwsW6G7b9++kqTx48enu8xmsyklJeX2qgIAAAAA4B6QrdB9/SHCAAAAAABAetn6TTcAAAAAALi5bO3plqSLFy9q06ZNio6OVmJiosNlAwcOvO3CAAAAAADI7bIVuqOiotSqVStdunRJFy9eVIECBXT69GnlyZNHhQsXJnQDAAAAAKBsTi8fMmSI2rZtq7Nnz8rb21v/+9//9NdffykkJERvvvlmTtcIAAAAAECulK3QvXv3br3wwgtydXWVq6urEhISFBQUpClTpujll1/O6RoBAAAAAMiVshW63d3dZbPZJEmBgYGKjo6WJPn5+dn/BgAAAADg3y5bv+muXr26duzYofvvv19NmjTR6NGjdfr0aS1ZskSVK1fO6RoBAAAAAMiVsrWne+LEiSpatKgkacKECSpYsKD69eunkydPau7cuTlaIAAAAAAAuVW29nSHhoba/w4ICNCaNWtyrCAAAAAAAO4V2drT3bRpU50/fz5de1xcnJo2bXq7NQEAAAAAcE/IVujeuHGjEhMT07VfuXJFmzdvvu2iAAAAAAC4F9zS9PK9e/fa/963b5+OHz9uP5+SkqL//ve/Kl68eM5VBwAAAABALnZLobtatWqy2Wyy2WwZTiP39vbWzJkzc6w4AAAAAABys1sK3YcPH5YxRmXKlNGPP/6ogIAA+2UeHh4qXLiwXF1dc7xIAAAAAAByo1sK3aVKlVJSUpJ69OihAgUKqFSpUlbVBQAAAABArnfLC6m5u7vr888/t6IWAAAAAADuKdlavfzRRx/VqlWrcrgUAAAAAADuLbc0vTxN2bJlNWHCBG3dulUhISHy8fFxuHzgwIE5UhwAAAAAALlZtkL3/PnzlT9/fu3cuVM7d+50uMxmsxG6AQAAAABQNkP34cOHc7oOAAAAAADuOdn6Tfe1jDEyxuRELQAAAAAA3FOyHboXL16sypUry9vbW97e3qpSpYqWLFmSk7UBAAAAAJCrZWt6+fTp0/Xqq69qwIABql+/vowx+uGHHxQREaHTp09ryJAhOV0nAAAAAAC5TrZC98yZMzV79mz16NHD3tauXTs9+OCDGjt2LKEbAAAAAABlc3p5TEyM6tWrl669Xr16iomJue2iAAAAAAC4F2QrdJctW1bLly9P175s2TKVK1futosCAAAAAOBekK3p5ePGjVPnzp31/fffq379+rLZbNqyZYu+/fbbDMM4AAAAAAD/Rtna092hQwdt375dhQoV0qpVq7RixQoVKlRIP/74ox577LGcrhEAAAAAgFwpW3u6JSkkJEQffPBBTtYCAAAAAMA9JduhOyUlRStXrtT+/ftls9lUsWJFtWvXTm5u2b5KAAAAAADuKdlKyL/88ovatWun48ePq3z58pKk33//XQEBAfriiy9UuXLlHC0SAAAAAIDcKFu/6e7Tp48efPBB/f3339q1a5d27dqlo0ePqkqVKnrmmWdyukYAAAAAAHKlbO3p3rNnj3bs2CF/f397m7+/v15//XXVrFkzx4oDAAAAACA3y9ae7vLly+vEiRPp2k+ePKmyZcvedlEAAAAAANwLshW6J06cqIEDB+rTTz/V33//rb///luffvqpBg8erMmTJysuLs5+AgAAAADg3ypb08vbtGkjSerUqZNsNpskyRgjSWrbtq39vM1mU0pKSk7UCQAAAABArpOt0L1hw4acrgMAAAAAgHtOtkJ3o0aNcroOAAAAAADuOdkK3ZJ05coV7d27VydPnlRqaqrDZY888shtFwYAAAAAQG6XrdD93//+Vz169NDp06fTXcbvuAEAAAAAuCpbq5cPGDBAjz/+uGJiYpSamupwInADAAAAAHBVtkL3yZMnNXToUAUGBuZ0PQAAAAAA3DOyFbo7duyojRs35nApAAAAAADcW7L1m+53331Xjz/+uDZv3qzKlSvL3d3d4fKBAwfmSHEAAAAAAORm2QrdH330kdatWydvb29t3LhRNpvNfpnNZiN0AwAAAACgbIbuV155RePHj9eIESPk4pKtGeoAAAAAANzzspWYExMT1blzZwI3AAAAAAA3kK3U3LNnTy1btiynawEAAAAA4J6SrenlKSkpmjJlitatW6cqVaqkW0ht+vTpOVIcAAAAAAC5WbZC988//6zq1atLkn755ZccLQgAAAAAgHtFtkL3hg0bcroOAAAAAADuObcUutu3b3/TPjabTZ999lm2CwIAAAAA4F5xS6Hbz8/PqjoAAAAAALjn3FLoXrhwoVV1AAAAAABwz+FA2wAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFjE6aE7MjJSpUuXlpeXl0JCQrR58+ZM+65YsUItWrRQQECAfH19VbduXa1bt+4OVgsAAAAAQNY5NXQvW7ZMgwcP1qhRoxQVFaUGDRooPDxc0dHRGfb//vvv1aJFC61Zs0Y7d+5UkyZN1LZtW0VFRd3hygEAAAAAuDmbMcY468Zr166tGjVqaPbs2fa2ihUr6tFHH9WkSZOydB0PPvigOnfurNGjR2epf1xcnPz8/BQbGytfX99s1X2nBI/4ytkl3FWOvNHa2SUAAAAAgKSsZ0un7elOTEzUzp07FRYW5tAeFhamrVu3Zuk6UlNTFR8frwIFCmTaJyEhQXFxcQ4nAAAAAADuBKeF7tOnTyslJUWBgYEO7YGBgTp+/HiWrmPatGm6ePGiOnXqlGmfSZMmyc/Pz34KCgq6rboBAAAAAMgqpy+kZrPZHM4bY9K1ZWTp0qUaO3asli1bpsKFC2fab+TIkYqNjbWfjh49ets1AwAAAACQFW7OuuFChQrJ1dU13V7tkydPptv7fb1ly5bp6aef1ieffKLmzZvfsK+np6c8PT1vu14AAAAAAG6V0/Z0e3h4KCQkROvXr3doX79+verVq5fpdkuXLlWvXr300UcfqXVrFtYCAAAAANy9nLanW5KGDh2q7t27KzQ0VHXr1tW8efMUHR2tiIgISVenhh87dkyLFy+WdDVw9+jRQ2+//bbq1Klj30vu7e0tPz8/p90P5B6sCJ8eq8IDAAAA1nFq6O7cubPOnDmj8ePHKyYmRpUqVdKaNWtUqlQpSVJMTIzDMbvnzp2r5ORkPffcc3ruuefs7T179tSiRYvudPkAAAAAANyQU0O3JPXv31/9+/fP8LLrg/TGjRutLwgAAAAAgBzi9NXLAQAAAAC4VxG6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwiJuzCwCQ+wWP+MrZJdxVjrzR2tklAAAA4C7Bnm4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAs4vTQHRkZqdKlS8vLy0shISHavHlzpn1jYmLUtWtXlS9fXi4uLho8ePCdKxQAAAAAgFvk1NC9bNkyDR48WKNGjVJUVJQaNGig8PBwRUdHZ9g/ISFBAQEBGjVqlKpWrXqHqwUAAAAA4NY4NXRPnz5dTz/9tPr06aOKFStqxowZCgoK0uzZszPsHxwcrLfffls9evSQn5/fHa4WAAAAAIBb47TQnZiYqJ07dyosLMyhPSwsTFu3bnVSVQAAAAAA5Bw3Z93w6dOnlZKSosDAQIf2wMBAHT9+PMduJyEhQQkJCfbzcXFxOXbdAAAAAADciNMXUrPZbA7njTHp2m7HpEmT5OfnZz8FBQXl2HUDAAAAAHAjTgvdhQoVkqura7q92idPnky39/t2jBw5UrGxsfbT0aNHc+y6AQAAAAC4EaeFbg8PD4WEhGj9+vUO7evXr1e9evVy7HY8PT3l6+vrcAIAAAAA4E5w2m+6JWno0KHq3r27QkNDVbduXc2bN0/R0dGKiIiQdHUv9bFjx7R48WL7Nrt375YkXbhwQadOndLu3bvl4eGhBx54wBl3AQAAAACATDk1dHfu3FlnzpzR+PHjFRMTo0qVKmnNmjUqVaqUJCkmJibdMburV69u/3vnzp366KOPVKpUKR05cuROlg4AAAAAwE05NXRLUv/+/dW/f/8ML1u0aFG6NmOMxRUBAAAAAJAznL56OQAAAAAA9ypCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFnFzdgEAgPSCR3zl7BLuKkfeaO3sEgAAALKFPd0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYxM3ZBQAAcCcEj/jK2SXcVY680drZJQAA8K/Anm4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIm7OLgAAAOROwSO+cnYJd5Ujb7R2dgkAgLsQe7oBAAAAALAIoRsAAAAAAIswvRwAAOAuwZT99Ji2DyC3Y083AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBGnh+7IyEiVLl1aXl5eCgkJ0ebNm2/Yf9OmTQoJCZGXl5fKlCmjOXPm3KFKAQAAAAC4NU4N3cuWLdPgwYM1atQoRUVFqUGDBgoPD1d0dHSG/Q8fPqxWrVqpQYMGioqK0ssvv6yBAwfqs88+u8OVAwAAAABwc04N3dOnT9fTTz+tPn36qGLFipoxY4aCgoI0e/bsDPvPmTNHJUuW1IwZM1SxYkX16dNHvXv31ptvvnmHKwcAAAAA4ObcnHXDiYmJ2rlzp0aMGOHQHhYWpq1bt2a4zbZt2xQWFubQ1rJlSy1YsEBJSUlyd3dPt01CQoISEhLs52NjYyVJcXFxt3sXLJeacMnZJdxVcuIxY0zTY1xzHmOa8xjTnMeY5jzG1Bq54TMbgH+ntPcnY8wN+zktdJ8+fVopKSkKDAx0aA8MDNTx48cz3Ob48eMZ9k9OTtbp06dVtGjRdNtMmjRJ48aNS9ceFBR0G9XDGfxmOLuCexPjmvMY05zHmOY8xjTnMabWYFwB3O3i4+Pl5+eX6eVOC91pbDabw3ljTLq2m/XPqD3NyJEjNXToUPv51NRUnT17VgULFrzh7eCquLg4BQUF6ejRo/L19XV2OfcExtQajGvOY0xzHmOa8xhTazCuOY8xzXmMac5jTG+NMUbx8fEqVqzYDfs5LXQXKlRIrq6u6fZqnzx5Mt3e7DRFihTJsL+bm5sKFiyY4Taenp7y9PR0aMufP3/2C/+X8vX15YWXwxhTazCuOY8xzXmMac5jTK3BuOY8xjTnMaY5jzHNuhvt4U7jtIXUPDw8FBISovXr1zu0r1+/XvXq1ctwm7p166br//XXXys0NDTD33MDAAAAAOBMTl29fOjQoZo/f77ef/997d+/X0OGDFF0dLQiIiIkXZ0a3qNHD3v/iIgI/fXXXxo6dKj279+v999/XwsWLNCwYcOcdRcAAAAAAMiUU3/T3blzZ505c0bjx49XTEyMKlWqpDVr1qhUqVKSpJiYGIdjdpcuXVpr1qzRkCFDNGvWLBUrVkzvvPOOOnTo4Ky7cM/z9PTUmDFj0k3RR/YxptZgXHMeY5rzGNOcx5hag3HNeYxpzmNMcx5jag2budn65gAAAAAAIFucOr0cAAAAAIB7GaEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQunHLUlNTnV0CAAAAAOQKhG5k2YQJE/TXX3/JxYWnze1I+9KCAwcAQM7hPRX490pJSXF2CfeMCxcu6MKFC84u455DekKWHD16VDt37tTFixftbezxvnU7duxQvXr1dOXKFdlsNmeXA2QqKSnJ2SXcc06fPq1du3bpl19+0blz55xdzj3hwoULOnPmjGJjY3lPRa6zceNGLVu2zNll5FoHDhzQ5MmTlZiYKFdXVz6X5oBffvlFXbt21ebNm3X58mVnl3NPIXQjS4KCgrR06VI98MAD2rhxow4fPiwXFxfe4G7Bnj171LRpU4WEhMjLy8vezt6Z23ft8/D68eQ5eut+//13jR8/Xr/99puzS7ln/Pzzz2rWrJl69uypBg0a6PXXX1dsbKyzy8rVfv31V7Vt21bNmjVTxYoVFRkZqfj4eGeXdc/asmWLNmzYoK+//trZpeR6xhhduXJFgwcP1p9//unscnKly5cvq02bNpo+fbpeeeUVJSYm8rn0Nu3bt08NGjRQyZIlVaNGDXl7ezu7pHuKzfCJH7cgLi5OHTp00O7du/XTTz8pODhYqampTDm/iT179qh+/frq16+fpk6dKunqVKiEhATlyZPHydXlbsYY+x6uefPmaffu3fL391doaKgee+wxSeI5egv++OMP1atXT6dPn9aQIUPUr18/lS1b1tll5Wr79u1To0aN1KtXL0VERGj16tUaM2aMdu3apfvuu8/Z5eVK+/fvV8OGDdW9e3c1bdpUGzdu1IIFC7R27VrVqVPH2eXdc0aOHKlPPvlE+fLl07Fjx9SgQQNNmjRJ999/v7NLy3Wu/Z/Vp08fSdL8+fP5P3WLLl68qPr166tkyZKKjY1VrVq1NHbsWPn4+DCW2XDp0iU98cQTKlmypN59910ZYxQVFaXk5GT5+/urXLlyzi4x1+MZiVvi6+urCRMmqFatWmrSpIn+/PNPvlm8iVOnTqlFixZq2LChpk6dqqSkJEVERKhly5aqWLGihg0bpu3btzu7zFzp2g8vY8aM0dChQ3X+/Hl99dVXGjVqlHr37i1JcnFxYUZBFly6dEkTJ05UWFiYpk+frmXLlmnmzJn6448/nF1arnX27Fn1799fXbp00dSpU3Xfffdp8ODBqlOnjg4dOqTt27czvrfo/PnzeuGFF9SpUydNnz5dbdq00ZtvvqmQkBDNmTNHEjOIctI777yjBQsW6OOPP1ZUVJReffVVrVy5UqdPn3Z2abnSiRMn7H8XL15ce/futYdEnrdZ5+Pjo2bNmqlz585q0aKFNmzYoNdee02StGnTJidXl/t4enrq3Llz6ty5s5KTkxUeHq4+ffqoTZs2atGihRYuXOjsEnM9N2cXgLtbWqhJSEhQamqqvL29VadOHY0bN06jRo1Ss2bN9O2336pMmTJ8s5iJuLg4hYeH6+uvv9aXX36puXPn6tKlS2rWrJlq1qyprVu3ateuXZoxY4aqVKni7HJzlbTAvXfvXv30009as2aNGjZsqPj4eC1fvlxvvvmmBgwYoHfffZffe2aBzWZTo0aN5ObmpieffFIBAQF66aWXJEnPP/88e7yzIW12UIsWLextr732mtavX68TJ07oypUrypMnj9566y01atTIiZXmHjExMTLGqHPnzpKurj/g7u6uKlWq6O+//5YkXu85aN++fXrppZcUGhqq5cuXa/To0YqMjLSvT3Ltz6VwY9u3b1fHjh1VuHBhFS5cWEFBQUpOTtbatWvVqFEjubi4MPstC9I+m8bGxurgwYN69dVXlZycrG+++UblypXT2bNndfToUXl5efG5NAuMMTpz5owOHTqkhIQEjR8/XpL0wQcf6OzZs/rmm2/09NNPy9fXVx06dHBytbmYAW7iiy++MM2bNzfNmjUzb731lr19586dJiwszAQHB5s///zTGGNMSkqKk6q8+6Smptr//uuvv0zv3r2NzWYzzZs3N2fOnLFftnbtWnP//feb+fPnO6PMXG/WrFmmYcOGpnbt2ub48eP29tjYWDNt2jQTGhpqfv/9dydWmLtcuHDBJCcn288vWbLEFC9e3AwcONAcPHjQGGNMcnKyOXTokLNKzBWuff2fOnXK/veHH35obDab+eSTT8z58+fNjz/+aFq2bGmef/55k5SU5LAdHF07NmvWrLH/nZSUZIwx5q233jIdO3Z02Ob8+fN3prh71JUrV0yVKlXMnDlzzA8//GDy5s1rZs+ebYy5Ou7Dhw83K1ascHKVucfevXvNN998Y2bMmGEGDBhg2rdvb2w2mylXrpwpWrSoqVatmnniiSfM9OnTnV1qrvDpp5+aHj162M9XqVLF+Pj4mG7dutnfL/hcmnW9evUyTzzxhGnRooX57LPP7O3x8fEmIiLCtG/f3ly8eJH/U9nE1z+4oW3btqlnz54qV66cSpcureHDh6t///5KTk5WjRo1NHHiRD3wwAOqVq2ajhw5wjeKGfj555/l6emp0aNHa+LEiXrxxRdVoEAB+5T8hx9+WJ6envrf//7n5Epzh+t/ylChQgUdOXJEO3bscBhDX19ftWrVSnv37tWBAwfudJm5ivn/Uxr37Nmj8+fPy9XV1X74lW7dumnSpEn67LPPNHPmTO3bt0/Dhw9Xr169dOnSJaZD3sTevXuVkJBgP9+uXTv99NNP6tixo/z8/FSzZk3ly5dPf/zxh9zc3NhDmwW//vqrKleuLOnq+4Gb29VJe5cuXVJMTIy93xtvvKEpU6awEn82pK2u7+npqSeffFJz585V06ZN9c477ygiIkLS1d/U7tmzhwUXs+DSpUtKTk5WxYoV1axZMw0aNEgzZ87U2LFjVbRoUc2ePVvz5s1Tr1695O3trfDwcGeXfNe59v/UsWPHJEkBAQHavXu3JKl37946efKkunTpoiNHjui5556zL66GjKWN6e7du3Xy5Ek9/PDD2rFjh7799lu5urra++TNm1eFChXS6dOnlSdPHv5PZRPPRKRz7YfohIQEDRs2TJGRkXrvvff0+eefa9GiRRowYICSk5MVEhKi0aNHq3nz5kpOTnZi1XcX8/+nPq1atUphYWGaNWuWAgMD9dRTT6lJkyaSrk5/TE1NVXx8vAIDAxUaGurkqu9+KSkp9n+gBw8e1NGjR9W0aVNt2LBBwcHBmjdvnrZu3Wrv7+/vr9KlSzur3Fzh2udqq1atNHv2bF24cEGurq7294Lu3bvrjTfe0Oeff6527dopMjJSb7/9Nv98M3HtmIaHh9vHNDU1VT4+PgoJCbH3S05Olo+Pj2rWrMkXGDdw/XvqnDlzdOHCBYffwbq5udmnOo8ZM0Yvv/yyOnXqJHd3d2eWnut88MEHql69un7//XdJUu3atWWz2VS9enX7lx1Hjx5V165ddf78eQ0fPtyZ5d711qxZoz59+qhu3boaNGiQ1qxZY7+scuXKKlGihKKjo9WmTRsNGjRICxYsUIUKFZxY8d3n+v9TaUcqKFOmjPLnz6+2bdtq3bp12rRpk2bNmqVatWrp4MGDOn/+vLNLv2tl9H+qc+fO6t27t4wxmjx5svbu3Wv/H3/58mWVLFnS4Utk3KI7vm8dd7W0KSPbt283H374oenUqZMZP368Q581a9YYLy8v079/f/u0vitXrtzxWu92X375pfH29jbvvfee+fvvvzPsk5qaakaPHm2Cg4OZrnsDkZGRZteuXfbzw4cPN/fff78pWLCgadCggVm5cqX5888/TZkyZUy9evXM1KlTzYoVK0zbtm1NxYoVHaZLI71rn6v//PNPpv0aN25sChQoYPbu3XsHq8udsjKmKSkpZvTo0aZ48eLmwIEDd7jC3OdmYzpz5kzTvXt38/rrrxtPT0+zY8cOJ1SZu3322Wfm3XffNTabzTRo0MD88ccfxpir03gbN25sihQpYipUqGCqV69uateubRITE40xhvfYTKxatcp4eXmZ1157zcyePdt07tzZuLq6mt9++80Yc/UzQNOmTc2zzz5r34apuxnL7PXfoUMHU6xYMYfPCBcvXjQnT550Rpm5yrVjGh0dbW9/++23TaVKlUzp0qVN9+7dTceOHY2vry//+28ThwxDOqtXr1a7du1UvXp1RUVFqUGDBnr//fcdDm2zbt06hYeHa9CgQXrrrbecWO3d6cqVK+rRo4fKlSun119/XZcuXdLx48f18ccf64EHHlCNGjX066+/6osvvtCyZcv07bffqnr16s4u+650+PBhNWzYUOHh4XrppZe0d+9ePffcc5o9e7bOnz+vX375RdOnT9fChQvVqFEjNWvWTH/++ac6deqkEiVKaOrUqbLZbEpJSbFPl8L/udlztXr16ipVqpQGDhyod999V7t372bBv5vIyuv/t99+0+rVq/Xxxx/r66+/5vV/Ezca04oVK+qhhx7SJ598ogEDBihv3rz67rvvmD10i0aMGKElS5Zo2LBhOnTokNatWycPDw+tXr1aZcqU0YEDB3To0CEdPHhQ9913n8LDw+Xq6qrk5GT7FH/8n9jYWD3++ONq1aqVBg8erFOnTqlatWpq3769Zs6cae83bNgwHT58WB9//DE/MclERq//Y8eO6YsvvlCZMmXk7++vxo0bS+IQoVmV0Zj+/fffWr16tapWraro6GidO3dOmzZtUpkyZdS3b189+OCDzi47V+NdEpL+b5pJTEyMFi9erPnz5+uRRx7R3r171bp1a40dO1YTJ05UUFCQJKlly5b6+uuvVaJECSdXfncyxujw4cMqUqSIzp49qzFjxujnn3/WoUOHlJSUpKFDh6pYsWKKjY3Vli1b9MADDzi75LtW6dKltXr1avXp00czZ85UQkKCXnzxRbVr106SFB8fr6CgID377LP65ptvtHr1arVp00a+vr564okn7B9g+CecsZs9VwcMGKBXXnlFdevW1VNPPUXgzoKsvP6Dg4N1+fJlff/996pYsaKzS77r3WhMExMTNWjQIBUrVkz58uXT//73P8b0Fu3bt0//+c9/NG/ePLVt21bS1S8827dvr3bt2mnlypUqX768ypcv77BdSkoKgTsTSUlJOnz4sBo1aqR//vlHtWrVUuvWre2B+7PPPlOdOnUUFhamEiVK8DOIG8jo9b9371798ccfSklJUf/+/dW4cWMZY/hfn0WZvaf+/vvvcnFxUb9+/TRq1CgNHjyYHRY5xVm72HH32bRpk+nSpYtp0aKFfTVyY4zZunWr8fT0NE8++aQ5evSoEyvMXf7zn/8Yb29v4+vrax577DHzn//8xxhjzKBBg0xYWJgxxphLly45s8RcZefOnSY0NNT4+/ubCRMmOFx29uxZ88gjj5jnnnvOGGPMhg0bTJkyZUzXrl3Ntm3bnFFurpLZc3Xw4MGmcePGTB3Nhqy8/vlZzq3JypgypTR7duzYYfz9/c3+/fuNMf+34vPevXuNv7+/ady4sX2qOatB31hUVJSJjo428fHxpnnz5ua9994zwcHBpm/fvvb30qNHj5qnnnrKrFy50rnF5iKZvf6HDBlimjRpwvMyG270nsr//pzH15OwS01N1TfffGOfspu2AFXdunW1ceNGtWjRQnFxcZo9e7aKFy/u5Grvfj169FBoaKiOHTumFi1a2FfdTk5OVkBAgBITE+Xt7e3kKnOPGjVq6P3339cjjzyilStXqnXr1vYpuf7+/goICNDBgwdljFHjxo21ZMkStW7dWt7e3qpevbo8PT2dfA/uXpk9V5OSkuzHkeWb7luTldc/z8lbc6MxLVSokJKSklSoUCEnV5k7Va1aVXnz5tX777+vKVOm2PcWBgUFqVy5coqKitLjjz+uXbt22RevYxp0eqtWrdJzzz2n3r17a8KECbrvvvv0zDPP6NFHH9WcOXPs4zpr1ixt375d48aNc3LFuUdmr//ExEQFBQUpKSmJ99RbdKP31JIlS/K/P6c5O/XDOVJTU+3fYJ06dcrExsYaY4w5ePCgKVOmjHnkkUfSLULz/fffm8DAQHPs2LE7Xu+9YP/+/ebll182fn5+5ueff3Z2ObnWnj17TNWqVU3Pnj1NVFSUMcaYuLg4U69ePdOnTx+Tmppq/8Z727Zt9mNLI+t4ruY8xjTnMaa3Z/369WblypX242xPmjTJ1KpVy0ybNs3e59KlS6Zbt25m8+bNpkSJEmbkyJHOKveud+2iVNfOCuzWrZsJCAgwEydONG+88YZ55plnTL58+czu3budWG3ux+s/5zGm1mIhtX+ZNWvWqHjx4qpataokacWKFZo8ebJOnTqlSpUqqV+/fqpQoYKaN2+uGjVqaMSIEfbD20hXF15IOyQLsm7nzp2aNm2adu/eraVLl9rHH9kTFRWlbt266ezZs6pZs6Y8PT116NAhbd++Xe7u7kpNTZXNZmNPTDbwXM15jGnOY0xvz8svv6zFixercOHC2r9/v55++mk99thjWr16tdavX6/y5curXr16+vzzz5WQkKDvv/9e7dq1U6lSpTRv3jxnl3/XyWyhr1WrVqlChQpasGCBEhISdOLECVWqVEnDhw9XpUqVnF12rsXrP+cxptYjdP+LnDhxQnXr1lXjxo31yiuv6MqVK6pbt66GDx8uNzc3HTlyRPPnz9f8+fPVoEEDtWjRQrVr19agQYNUu3ZtSWJKWTZdvnxZO3bsUHBwsH0xOtyeX375RY899pi8vb01bNgwPfnkk6ykmwN4ruY8xjTnMabZN2XKFM2YMUOrVq1SrVq1NHPmTA0aNEhPPfWUevTooZiYGM2aNUsuLi4KCAjQRx99JA8PD7Vp00aVK1fWpEmT+CxwncuXL6thw4aqW7euxo4da1/o6+DBg/Lw8NDAgQP1zDPPyMXFRW5ubvLw8HB2ybkar/+cx5haj9D9L7Nr1y49++yzql27tvLnz6+EhARNnTpVkhQXF6fFixdr6NChWrt2rQoXLqyGDRuqQ4cOmjVrFr+VwV3np59+0vz58zVnzhzZbDYOFQIAN/DPP//o5ZdfVnh4uDp37qwVK1aoT58+eu655/TOO++oTZs2mjhxokqVKuWw3YsvvqglS5Zo8+bNKleunJOqv7stXrxYERERcnd3V7NmzfToo4+qR48eGjRokH7++Wd9/fXXfCEM/IsRuv+Fdu3apX79+unEiRNq06aN3n33XftlsbGxGjx4sK5cuaKlS5dq69atKly4sMqWLevEioHMpe1xIXADwI1duXJFa9euVZMmTfTHH3/o8ccf15AhQzRw4EBNmzZNL774oho2bKglS5YoKChIe/bs0YIFC/Tll1/qs88+43jyN7Fv3z6HRalcXFw0YMAAxcfHa968eey8AP7FCN3/Unv37lW7du3k5eWlpUuXqlq1avbLXnnlFa1evVrbt2/n99vIFZjqCABZk5SUJHd3d02ePFnff/+9PvroI/n5+endd9/Vjz/+qFOnTumrr76yf4n5zTffqHz58kw5vUW//fablixZolmzZmnLli38hhv4l2O30L9UlSpV9MUXX8jd3V3vvPOOdu/ebb/s9OnTCggIUEpKivMKBG4BgRsAsiZtivMff/yhuLg42Ww2XblyRevWrVPr1q21du1aubi4KCkpSZLUvHlzAvct2rlzp8aPH6+VK1dq06ZNBG4A7On+t4uKilKPHj108eJFNWrUSJ6envr000/1zTffOOz9BgAA947t27erQYMGKl++vBISEuTl5aVdu3bxu+McwKJUAK5H6IZ+/vlntW/fXomJierXr5+6dOmSbhEVAABwb9m1a5dWrFghX19fDR06VG5ubhwBAgAsQOiGpKtToUaOHKkPP/xQAQEBzi4HAADcYQRuALAGoRt2V65cYeE0AAAAAMhBhG4AAAAAACzC6uUAAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AQC7Qq1cv2Wy2dKc//vjjtq970aJFyp8//+0XCQAA0nFzdgEAACBrHn74YS1cuNChLSAgwEnVZCwpKUnu7u7OLgMAgLsGe7oBAMglPD09VaRIEYeTq6urVq9erZCQEHl5ealMmTIaN26ckpOT7dtNnz5dlStXlo+Pj4KCgtS/f39duHBBkrRx40Y99dRTio2Nte89Hzt2rCTJZrNp1apVDjXkz59fixYtkiQdOXJENptNy5cvV+PGjeXl5aUPPvhAkrRw4UJVrFhRXl5eqlChgiIjI+3XkZiYqAEDBqho0aLy8vJScHCwJk2aZN3AAQDgROzpBgAgF1u3bp26deumd955Rw0aNNChQ4f0zDPPSJLGjBkjSXJxcdE777yj4OBgHT58WP3799fw4cMVGRmpevXqacaMGRo9erQOHDggScqbN+8t1fDSSy9p2rRpWrhwoTw9PfXee+9pzJgxevfdd1W9enVFRUWpb9++8vHxUc+ePfXOO+/oiy++0PLly1WyZEkdPXpUR48ezdmBAQDgLkHoBgAgl/jyyy8dAnF4eLhOnDihESNGqGfPnpKkMmXKaMKECRo+fLg9dA8ePNi+TenSpTVhwgT169dPkZGR8vDwkJ+fn2w2m4oUKZKtugYPHqz27dvbz0+YMEHTpk2zt5UuXVr79u3T3Llz1bNnT0VHR6tcuXJ66KGHZLPZVKpUqWzdLgAAuQGhGwCAXKJJkyaaPXu2/byPj4/Kli2rn376Sa+//rq9PSUlRVeuXNGlS5eUJ08ebdiwQRMnTtS+ffsUFxen5ORkXblyRRcvXpSPj89t1xUaGmr/+9SpUzp69Kiefvpp9e3b196enJwsPz8/SVcXhWvRooXKly+vhx9+WG3atFFYWNht1wEAwN2I0A0AQC6RFrKvlZqaqnHjxjnsaU7j5eWlv/76S61atVJERIQmTJigAgUKaMuWLXr66aeVlJR0w9uz2Wwyxji0ZbTNtcE9NTVVkvTee++pdu3aDv1cXV0lSTVq1NDhw4e1du1affPNN+rUqZOaN2+uTz/99Ib1AACQGxG6AQDIxWrUqKEDBw6kC+NpduzYoeTkZE2bNk0uLlfXT12+fLlDHw8PD6WkpKTbNiAgQDExMfbzBw8e1KVLl25YT2BgoIoXL64///xTTz75ZKb9fH191blzZ3Xu3FkdO3bUww8/rLNnz6pAgQI3vH4AAHIbQjcAALnY6NGj1aZNGwUFBenxxx+Xi4uL9u7dq59//lmvvfaa7rvvPiUnJ2vmzJlq27atfvjhB82ZM8fhOoKDg3XhwgV9++23qlq1qvLkyaM8efKoadOmevfdd1WnTh2lpqbqpZdeytLhwMaOHauBAwfK19dX4eHhSkhI0I4dO3Tu3DkNHTpUb731looWLapq1arJxcVFn3zyiYoUKcKxwgEA9yQOGQYAQC7WsmVLffnll1q/fr1q1qypOnXqaPr06fbFyapVq6bp06dr8uTJqlSpkj788MN0h+eqV6+eIiIi1LlzZwUEBGjKlCmSpGnTpikoKEgNGzZU165dNWzYMOXJk+emNfXp00fz58/XokWLVLlyZTVq1EiLFi1S6dKlJV1dHX3y5MkKDQ1VzZo1deTIEa1Zs8a+Jx4AgHuJzVz/Yy0AAAAAAJAj+EoZAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwyP8DD7OHoT7pu0sAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Convert the continuous target to binary classification (diabetic or not)\n",
    "# We'll use the median as a threshold for simplicity\n",
    "y_binary = (y > np.median(y)).astype(int)\n",
    "\n",
    "# Split the data into training and testing sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y_binary, test_size=0.25, random_state=42)\n",
    "\n",
    "# Standardize features\n",
    "scaler = StandardScaler()\n",
    "X_train_scaled = scaler.fit_transform(X_train)\n",
    "X_test_scaled = scaler.transform(X_test)\n",
    "\n",
    "# Create and train the decision tree classifier\n",
    "dt_classifier = DecisionTreeClassifier(max_depth=4, random_state=42)\n",
    "dt_classifier.fit(X_train_scaled, y_train)\n",
    "\n",
    "# Make predictions\n",
    "y_pred = dt_classifier.predict(X_test_scaled)\n",
    "\n",
    "# Evaluate the model\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "print(f\"Accuracy: {accuracy:.4f}\")\n",
    "print(\"\\nClassification Report:\")\n",
    "print(classification_report(y_test, y_pred))\n",
    "print(\"\\nConfusion Matrix:\")\n",
    "print(confusion_matrix(y_test, y_pred))\n",
    "\n",
    "# Visualize the decision tree\n",
    "plt.figure(figsize=(15, 10))\n",
    "tree.plot_tree(dt_classifier, \n",
    "               feature_names=diabetes.feature_names,\n",
    "               class_names=['Non-diabetic', 'Diabetic'],\n",
    "               filled=True, \n",
    "               rounded=True)\n",
    "plt.title(\"Decision Tree for Diabetes Classification\")\n",
    "plt.show()\n",
    "\n",
    "# Feature importance\n",
    "feature_importance = pd.DataFrame({\n",
    "    'Feature': diabetes.feature_names,\n",
    "    'Importance': dt_classifier.feature_importances_\n",
    "})\n",
    "feature_importance = feature_importance.sort_values('Importance', ascending=False)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.bar(feature_importance['Feature'], feature_importance['Importance'])\n",
    "plt.title('Feature Importance for Diabetes Classification')\n",
    "plt.xlabel('Features')\n",
    "plt.ylabel('Importance')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2829d447-a783-4592-8064-819d9a79eeac",
   "metadata": {},
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   "source": []
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   "cell_type": "code",
   "execution_count": null,
   "id": "5b8c6d7d-16fa-41d2-b1cb-d2e8d7d33e59",
   "metadata": {},
   "outputs": [],
   "source": []
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