{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "667a47c1",
   "metadata": {},
   "source": [
    "# bayes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "17a76040",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "abc5c0a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>word_freq_make</th>\n",
       "      <th>word_freq_address</th>\n",
       "      <th>word_freq_all</th>\n",
       "      <th>word_freq_3d</th>\n",
       "      <th>word_freq_our</th>\n",
       "      <th>word_freq_over</th>\n",
       "      <th>word_freq_remove</th>\n",
       "      <th>word_freq_internet</th>\n",
       "      <th>word_freq_order</th>\n",
       "      <th>word_freq_mail</th>\n",
       "      <th>...</th>\n",
       "      <th>char_freq_%3B</th>\n",
       "      <th>char_freq_%28</th>\n",
       "      <th>char_freq_%5B</th>\n",
       "      <th>char_freq_%21</th>\n",
       "      <th>char_freq_%24</th>\n",
       "      <th>char_freq_%23</th>\n",
       "      <th>capital_run_length_average</th>\n",
       "      <th>capital_run_length_longest</th>\n",
       "      <th>capital_run_length_total</th>\n",
       "      <th>class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1617</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.381</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.016</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.470</td>\n",
       "      <td>41</td>\n",
       "      <td>504</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.081</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.093</td>\n",
       "      <td>87</td>\n",
       "      <td>262</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2668</th>\n",
       "      <td>0.12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.60</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.60</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.016</td>\n",
       "      <td>0.148</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.033</td>\n",
       "      <td>0.016</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.056</td>\n",
       "      <td>65</td>\n",
       "      <td>364</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3923</th>\n",
       "      <td>0.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.73</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.126</td>\n",
       "      <td>0.172</td>\n",
       "      <td>0.057</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.022</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.212</td>\n",
       "      <td>44</td>\n",
       "      <td>665</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.59</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.257</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.586</td>\n",
       "      <td>66</td>\n",
       "      <td>249</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 58 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      word_freq_make  word_freq_address  word_freq_all  word_freq_3d  \\\n",
       "1617            0.00               0.00           0.00           0.0   \n",
       "2142            0.00               0.00           0.00           0.0   \n",
       "2668            0.12               0.00           0.60           0.0   \n",
       "3923            0.08               0.00           0.16           0.0   \n",
       "60              0.00               0.59           0.00           0.0   \n",
       "\n",
       "      word_freq_our  word_freq_over  word_freq_remove  word_freq_internet  \\\n",
       "1617           0.23            0.00              0.00                0.00   \n",
       "2142           0.00            0.32              0.00                0.65   \n",
       "2668           0.60            0.00              0.00                0.00   \n",
       "3923           0.00            0.08              0.00                0.08   \n",
       "60             0.00            0.00              0.59                0.00   \n",
       "\n",
       "      word_freq_order  word_freq_mail  ...  char_freq_%3B  char_freq_%28  \\\n",
       "1617             0.00            0.00  ...          0.000          0.381   \n",
       "2142             0.00            0.00  ...          0.000          0.081   \n",
       "2668             0.00            0.00  ...          0.016          0.148   \n",
       "3923             0.73            0.00  ...          0.126          0.172   \n",
       "60               0.00            0.59  ...          0.000          0.257   \n",
       "\n",
       "      char_freq_%5B  char_freq_%21  char_freq_%24  char_freq_%23  \\\n",
       "1617          0.000          0.016          0.000            0.0   \n",
       "2142          0.000          0.000          0.000            0.0   \n",
       "2668          0.000          0.033          0.016            0.0   \n",
       "3923          0.057          0.000          0.022            0.0   \n",
       "60            0.000          0.000          0.000            0.0   \n",
       "\n",
       "      capital_run_length_average  capital_run_length_longest  \\\n",
       "1617                       2.470                          41   \n",
       "2142                       4.093                          87   \n",
       "2668                       2.056                          65   \n",
       "3923                       3.212                          44   \n",
       "60                         8.586                          66   \n",
       "\n",
       "      capital_run_length_total  class  \n",
       "1617                       504      1  \n",
       "2142                       262      0  \n",
       "2668                       364      0  \n",
       "3923                       665      0  \n",
       "60                         249      1  \n",
       "\n",
       "[5 rows x 58 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"spambase.csv\")\n",
    "df.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "cb4c4c91",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "word_freq_make                0\n",
       "word_freq_address             0\n",
       "word_freq_all                 0\n",
       "word_freq_3d                  0\n",
       "word_freq_our                 0\n",
       "word_freq_over                0\n",
       "word_freq_remove              0\n",
       "word_freq_internet            0\n",
       "word_freq_order               0\n",
       "word_freq_mail                0\n",
       "word_freq_receive             0\n",
       "word_freq_will                0\n",
       "word_freq_people              0\n",
       "word_freq_report              0\n",
       "word_freq_addresses           0\n",
       "word_freq_free                0\n",
       "word_freq_business            0\n",
       "word_freq_email               0\n",
       "word_freq_you                 0\n",
       "word_freq_credit              0\n",
       "word_freq_your                0\n",
       "word_freq_font                0\n",
       "word_freq_000                 0\n",
       "word_freq_money               0\n",
       "word_freq_hp                  0\n",
       "word_freq_hpl                 0\n",
       "word_freq_george              0\n",
       "word_freq_650                 0\n",
       "word_freq_lab                 0\n",
       "word_freq_labs                0\n",
       "word_freq_telnet              0\n",
       "word_freq_857                 0\n",
       "word_freq_data                0\n",
       "word_freq_415                 0\n",
       "word_freq_85                  0\n",
       "word_freq_technology          0\n",
       "word_freq_1999                0\n",
       "word_freq_parts               0\n",
       "word_freq_pm                  0\n",
       "word_freq_direct              0\n",
       "word_freq_cs                  0\n",
       "word_freq_meeting             0\n",
       "word_freq_original            0\n",
       "word_freq_project             0\n",
       "word_freq_re                  0\n",
       "word_freq_edu                 0\n",
       "word_freq_table               0\n",
       "word_freq_conference          0\n",
       "char_freq_%3B                 0\n",
       "char_freq_%28                 0\n",
       "char_freq_%5B                 0\n",
       "char_freq_%21                 0\n",
       "char_freq_%24                 0\n",
       "char_freq_%23                 0\n",
       "capital_run_length_average    0\n",
       "capital_run_length_longest    0\n",
       "capital_run_length_total      0\n",
       "class                         0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "X = df.iloc[:, :-1]\n",
    "Y = df.iloc[:, -1]\n",
    "\n",
    "scaler = MinMaxScaler()\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "df.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "c4f40ee4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AABiJEAMAAIxEiAEAAEYixAAAACMRYgAAgJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARiLEAAAAIxFiAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYyc/TDpZlad++fUpPT1eTJk1Ut25dt+PJycnau3evW1vlypXVrVu3ImOlpKQoNTVVYWFhuvbaa4t9vNLUAACAisejELNmzRo99dRTysvLU2BgoL7//nuNGDFC7733nvz8zg41b948/f3vf1fHjh3tfjVq1HALMWfOnNGDDz6ozz//XM2bN9fOnTv16KOPavr06R7VAACAisujEJOenq7Fixfr+uuvlyTt3r1bbdu2VZcuXTR27Fi7rkWLFvryyy9LHOett97SkiVLtGPHDoWFhenbb79Vly5ddNNNN+mee+4pdQ0AAKi4PNoTM2zYMDvASFKzZs0UHBysw4cPu9Xl5uZqy5Yt2rFjh7Kzs4uMM2fOHN1zzz0KCwuTJHXo0EG9e/fWnDlzPKoBAAAVl8cbezMzM/Xll19q8eLFuv/++1WrVi23VRhJ+uGHH/Too49qyJAhCgkJ0axZs+xj+fn5+uGHH9S+fXu3Pu3bt9f27dtLXVOcnJwcuVwutxsAALg6ebyx9+jRo5o2bZpOnjyppKQk/fnPf3bb3HvzzTcrOTlZ9evXlyTNnDlTjzzyiJo3b65bb71Vp06dUn5+vmrXru02bnBwsE6cOCFJpaopTnR0tF588UVPpwQAAAzk8UpMo0aN9OWXX+rbb7/VN998o3/84x967bXX7OM9e/a0A4wk/f73v1eLFi30v//9T5JUpUoVSVJWVpbbuKdPn7aPlaamOJMnT5bT6bRvaWlpnk4PAAAY4qKuE9OsWTPdcccdio2NPW9dnTp1dPDgQUmSv7+/6tatq19++cWt5pdfflGjRo1KXVMch8OhwMBAtxsAALg6eRRinE6n233LsrRnzx7Vq1evxJpDhw4pISFBbdu2tdt69+6txYsX2/fz8vK0bNky9e7d26MaAABQcXm0J6Znz57q37+/2rZtq6ysLH3yySdKSkrS7Nmz7ZrIyEhFRUUpIiJC6enpmj59uho0aKDf//73ds1zzz2nTp06afTo0erfv78+/vhj5eTkaMKECR7VAACAisujlZi1a9eqevXq+vjjj7V06VJ17txZSUlJbqssa9asUUBAgD7++GNt3LhRf/jDH5SQkKCaNWvaNc2aNdOWLVvk7++vOXPmqFGjRtqyZYtCQkI8qgEAABWXj2VZ1pU+iUvF5XIpKChITqfT6/tjGk1aXqQteVo/rz4GAAAVUWnfv/kDkAAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARiLEAAAAIxFiAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABGIsQAAAAjEWIAAICRCDEAAMBIhBgAAGAkQgwAADASIQYAABiJEAMAAIxEiAEAAEYixAAAACMRYgAAgJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARvIoxBw+fFgTJkxQWFiYatasqU6dOmn+/PlF6j755BO1bNlS1atXV7t27RQTE3PJagAAQMXkUYiZMWOGmjZtqjVr1mj//v164IEHdO+99yo2NtauWb16tUaPHq2JEycqOTlZ9957rwYNGqSEhASv1wAAgIrLx7Is62IGaNiwocaOHaupU6dKknr37i1/f38tWrTIrunYsaNatGihDz/80Ks1F+JyuRQUFCSn06nAwMCLmWYRjSYtL9KWPK2fVx8DAICKqLTv32XeE5Odna2PP/5Yx44dU9++fSVJlmUpPj5et99+u1ttz549FR8f79UaAABQsfl52uHHH39U27ZtdebMGVWtWlWzZs1Sx44dJUkZGRnKzMxUvXr13PrUrVtXhw4d8mpNcXJycpSTk2Pfd7lcnk4PAAAYwuOVmFatWik7O1tHjx7V9OnT9eCDD2r58qIfrbg9iK+vLvSplTdqoqOjFRQUZN9CQ0PPOx4AADBXmT5O8vPzU506dfToo48qKipK//73vyVJAQEB8vf319GjR93qjxw5omuuucarNcWZPHmynE6nfUtLSyvL9AAAgAEu+joxZ86csVdHfHx81LlzZ61fv96t5quvvtItt9zi1ZriOBwOBQYGut0AAMDVyaMQM3z4cH399dfKysrS8ePHNWPGDK1YsUKjR4+2a/70pz9pyZIl+uSTT5SRkaEZM2Zo27ZtevLJJ71eAwAAKi6PNvaOHz9eU6ZM0TfffCM/Pz+1atVK//vf/zRo0CC7pl+/fnr33Xc1ZcoUjRo1SuHh4VqwYIG9+debNQAAoOK66OvElGdcJwYAAPNc8uvEAAAAXEmEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARiLEAAAAIxFiAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABGIsQAAAAjEWIAAICRCDEAAMBIhBgAAGAkQgwAADASIQYAABiJEAMAAIxEiAEAAEYixAAAACMRYgAAgJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARvLzpDg3N1cff/yx1q9fr7y8PHXs2FHjxo1TtWrV7JpPP/1Uc+fOdetXo0YNff75525tSUlJmjFjhlJSUhQeHq6nnnpKv/vd7zyuAQAAFZNHKzG33HKL4uLi1L17d0VFRemDDz5Qly5dlJWVZdfs27dPKSkp+uMf/2jffv/737uNk5SUpE6dOunYsWMaPny4fvrpJ3Xq1ElHjhzxqAYAAFRcHq3ErFy5UnXq1LHv9+rVS7/73e8UExOju+66y24PCgpSVFRUieO89NJLCg8P17x58+Tj46O7775bYWFhmj59ul599dVS1wAAgIrLo5WY3wYYSapVq5b8/Px06tQpt/aUlBQNHTpUo0aN0owZM5STk+N2fNWqVRo4cKB8fHwkSZUrV9aAAQO0cuVKj2oAAEDFdVEbe//1r3/J19dXPXv2/P8BfX3Vu3dvDRkyRLfccov+9a9/qXPnznaQOX36tI4cOaLQ0FC3sRo0aKDk5ORS1xQnJydHLpfL7QYAAK5OHn2c9FsrV67UlClT9Pbbb6tBgwZ2+xNPPKEaNWrY9wcNGqSmTZvqnXfe0ZNPPqnc3FxJctsMLEn+/v72sdLUFCc6OlovvvhiWacEAAAMUqaVmK+++kpDhgzRyy+/rEceecTt2G8DjCRde+21ioiI0LZt2+zjfn5+On78uFvdsWPHVKtWrVLXFGfy5MlyOp32LS0trSzTAwAABvB4JWbt2rUaMGCAnnvuOT3zzDOl6nP8+HE1a9bs7AP6+alVq1ZKSEhwq0lISFDbtm1LXVMch8Mhh8PhyXQAAIChPFqJWb9+vfr3769nn31WkydPLrZm5syZbh/5zJo1Sz/++KOGDBlit40ePVoLFizQ/v37JUnbtm3TqlWrNHr0aI9qAABAxeXRSszgwYPl6+ur9evXa/369Xb7fffdp/vuu0+SlJ6eruuvv16NGjVSenq6jhw5orffflt9+vSx6x9//HF9++23uuGGG9SqVSslJiZq3LhxGj58uEc1AACg4vKxLMsqbXFsbKzOnDlTpD0sLExhYWH2/czMTCUmJsrf31/h4eFFNugW2rdvn1JTUxUWFlbkm0ie1JTE5XIpKChITqdTgYGBHvW9kEaTlhdpS57Wz6uPAQBARVTa92+PQoxpCDEAAJintO/f/AFIAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABGIsQAAAAjEWIAAICRCDEAAMBIhBgAAGAkQgwAADASIQYAABiJEAMAAIxEiAEAAEYixAAAACMRYgAAgJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARiLEAAAAIxFiAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABG8vO0Q1pamjZt2qS8vDx16NBBLVq0KFKTn5+v1atXKyUlReHh4erZs6d8fHwuSQ0AAKiYPFqJGT9+vLp3765FixZp5cqV6tChg/74xz+61Zw6dUq33nqrHn/8cX399dcaM2aM+vbtq7y8PK/XAACAisujlZg+ffro7bffVqVKlSRJcXFx6tq1qwYPHqxu3bpJkqZNm6YDBw7o+++/V61atZSWlqZWrVrpvffe02OPPebVGgAAUHF5tBIzcOBAO8BI0q233qoqVapo9+7ddtuCBQs0bNgw1apVS5IUGhqq/v37a8GCBV6vAQAAFddFbeyNiYlRbm6uOnToIEnKzc3V3r171bx5c7e65s2ba+fOnV6tKU5OTo5cLpfbDQAAXJ3KHGLS0tL00EMPafTo0Wrfvr0kKTMzU5ZlqWbNmm61tWrVUkZGhldrihMdHa2goCD7FhoaWtbpAQCAcq5MIebQoUPq1auX2rZtq3fffddu9/f3l6QiQcPlctnHvFVTnMmTJ8vpdNq3tLS0skwPAAAYwOOvWB86dEi33367rr/+ei1cuFAOh8M+5nA41LBhQ+3bt8+tz759+xQeHu7VmuI4HA638wEAAFcvj1ZiDh8+rB49eui6667TokWLVLVq1SI1AwcO1GeffaacnBxJ0smTJ7V06VINGjTI6zUAAKDi8rEsyyptcbt27bRv3z5NmTLFLcB07txZnTt3liQdOXJEnTt3VkhIiCIjI7Vo0SL5+PgoLi5ONWrU8GrNhbhcLgUFBcnpdCowMLDUT0ppNJq0vEhb8rR+Xn0MAAAqotK+f3u0EhMZGamxY8fq0KFDSk5Otm8nT560a+rVq6eEhASNHDlS2dnZevzxx7V582a34OGtGgAAUHF5tBJjGlZiAAAwzyVZiQEAACgvCDEAAMBIhBgAAGAkQgwAADASIQYAABiJEAMAAIxEiAEAAEYixAAAACMRYgAAgJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARiLEAAAAIxFiAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABGIsQAAAAjEWIAAICRCDEAAMBIhBgAAGAkQgwAADASIQYAABjJryydsrOzlZycrPr16yswMNDt2LFjx3T06FG3tkqVKik8PLzIOKdPn9bhw4dVv359ORyOYh+rNDUAAKDi8WglJjU1VRMmTFDjxo3VokULLVmypEjNzJkzFRERoUGDBtm3kSNHFqmbMmWKgoOD1blzZwUHB+uNN94oUw0AAKiYPFqJiYuL07XXXqvExETVqVOnxLq2bdvq66+/LvH4nDlz9Oabb2rdunW66aabFBMTozvvvFMtW7bUHXfcUeoaAABQcXm0EnPvvfdq4sSJCg4OvmDtgQMHdOzYsWKPvfvuu7rrrrt00003SZL69u2rbt266Z133vGoBgAAVFyXZGPvli1b1L59ezVs2FBNmjTRsmXL7GMFBQXatm2bOnfu7Nbnlltu0XfffVfqGgAAULF5PcS0atVK27Zt0+HDh+V0OnXvvfdqyJAh2rFjhyQpIyNDubm5RT6OqlOnjtLT00tdU5ycnBy5XC63GwAAuDp5PcQMHjxYERERkiQ/Pz/99a9/VcOGDfXxxx9LOvtNJUnKzc1165eTkyM/P79S1xQnOjpaQUFB9i00NNQ7kwIAAOXOJb9OjI+Pj0JDQ5WamipJqlGjhmrWrKmDBw+61R06dEgNGjQodU1xJk+eLKfTad/S0tK8PBsAAFBeeD3E5OXlud13Op36/vvv1bRpU7ute/fuWrlypX3fsizFxMSoe/fuHtWcy+FwKDAw0O0GAACuTh59xfr06dP2iookHTx4UD/99JNq1qypkJAQSWfDx+jRoxUREaH09HS9/PLLcjgcevTRR+1+zz77rG655Rb95S9/0YABAzR37lwdPHhQEydO9KgGAABUXB6txOzYscO+gF2zZs00e/ZsDRo0SG+//bZdM3/+fP344496/PHH9fe//11du3ZVYmKiHXIk6cYbb9SaNWuUmJio8ePHKz09XRs2bFDjxo09qgEAABWXj2VZ1pU+iUvF5XIpKChITqfT6x8tNZq0vEhb8rR+Xn0MAAAqotK+f/MHIAEAgJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARiLEAAAAIxFiAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABGIsQAAAAjEWIAAICRCDEAAMBIhBgAAGAkQgwAADASIQYAABiJEAMAAIxEiAEAAEYixAAAACMRYgAAgJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjORRiCkoKNCKFSt05513qkGDBlq4cGGxdbGxserRo4eaNGmiqKgobdmy5ZLVAACAismjEPPmm2/qn//8px588EEdOHBAmZmZRWo2b96sfv36qVevXlq0aJFatWqlHj16aPfu3V6vAQAAFZePZVlWaYvPnDmjSpUqne3o46OPPvpI9913n1vNnXfeqdzcXK1cudJua926tW655Ra99957Xq25EJfLpaCgIDmdTgUGBpZ2mqXSaNLyIm3J0/p59TEAAKiISvv+7dFKTGGAOZ/169crMjLSrS0qKkobNmzweg0AAKi4/Lw5WEZGhlwul0JCQtzar7nmGh04cMCrNcXJyclRTk6Ofd/lcl3UfAAAQPnl1W8nFRQUSJL8/NyzUeXKlXXmzBmv1hQnOjpaQUFB9i00NPQiZgMAAMozr4aYgIAAORwOpaenu7Wnp6erbt26Xq0pzuTJk+V0Ou1bWlqaN6YFAADKIa+GGF9fX3Xo0EGbNm1ya9+4caM6derk1ZriOBwOBQYGut0AAMDVyesXu3vssce0cOFCffXVV5Kkzz77THFxcXr00Ue9XgMAACoujzb2xsXFafjw4fb9J554QpMmTdK9996r1157TZI0YsQIJScna9CgQSooKJDD4dDMmTN1++232/28VQMAACouj64Tk5OTo6NHjxZpr169umrVquXWlp+frxMnTqh27dolfjXbWzUl4ToxAACYp7Tv3x6txDgcDjVo0KBUtX5+fufdhOvNGgAAUPHwByABAICRCDEAAMBIhBgAAGAkQgwAADASIQYAABiJEAMAAIxEiAEAAEYixAAAACMRYgAAgJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARiLEAAAAIxFiAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABGIsQAAAAjEWIAAICRCDEAAMBIhBgAAGAkQgwAADASIQYAABjJz9sDLl++XAsXLnRr8/f317/+9S+3tvT0dP3nP/9RSkqKwsPDNXbsWAUEBHhcAwAAKiavr8QkJCRo7dq16ty5s33r2LGjW82vv/6qdu3aadWqVWrUqJE+/fRTderUSS6Xy6MaAABQcXl9JUaS6tatq4ceeqjE4y+99JJq1qyplStXqnLlyho/frzCw8P15ptv6vnnny91DQAAqLguyZ6YgwcP6qmnntLkyZO1cOFCWZbldnzp0qW66667VLlyZUlSQECABgwYoKVLl3pUAwAAKq5LEmLCwsJUv359+fr66pFHHlFUVJTOnDkjScrOztaBAwfUqFEjtz7XX3+99u7dW+qa4uTk5MjlcrndAADA1cnrHyeNHTtWzz77rH1/zJgxatOmjT744AM99NBDysrKkqQiG3QDAgLsY6WpKU50dLRefPFFr8wDAACUb15fibn22mvd7oeHh6t9+/aKj4+XJNWoUUO+vr46ceKEW93x48cVGBhY6priTJ48WU6n076lpaV5Y0oAAKAcuiQbe8+VlZVl74upXLmymjZtqp07d7rV/Pjjj2rdunWpa4rjcDjkcDi8fPYAAKA88vpKzOLFi93ux8TEaPv27erTp4/dNmLECM2fP19Hjx6VJO3bt08xMTEaMWKERzUAAKDi8vpKzMqVKzVp0iS1adNG6enp2rRpkyZNmqR77rnHrnn66ae1du1aRURE6KabbtLGjRt1xx136MEHH/SoBgAAVFw+1rnff/aClJQUbd26Vf7+/mrXrp3q169fpKagoEAbN25UamqqwsPD1blz5zLVnI/L5VJQUJCcTud599KURaNJy4u0JU/r59XHAACgIirt+/cl2RNz3XXX6brrrjtvja+vr7p163bRNQAAoGLiD0ACAAAjEWIAAICRCDEAAMBIhBgAAGAkQgwAADASIQYAABiJEAMAAIxEiAEAAEYixAAAACMRYgAAgJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARiLEAAAAIxFiAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABGIsQAAAAjEWIAAICRCDEAAMBIhBgAAGAkvyt9AleTRpOWu91PntbvCp0JAABXv3IfYr7//nulpKQoPDxczZs3v9KnAwAAyolyG2Jyc3N1zz33aOPGjWrXrp22bt2qoUOHatasWfLx8bnSp1cq567MSKzOAADgLeU2xLz55pvatGmTduzYoQYNGujHH39Uhw4d1L17d40aNepKnx4AALjCfCzLsq70SRTnhhtuULdu3fTWW2/ZbUOGDNGpU6e0evXqUo3hcrkUFBQkp9OpwMBAr55fcass3sJqDQCgIivt+3e5XInJz8/Xrl279Pjjj7u1t2nTRu+8806J/XJycpSTk2Pfdzqdks4+Gd5WkHPa62MWavjUZ14Z54cX77hgTeupqzzuAwDApVT4vn2hdZZyGWJOnTqlM2fOqFatWm7twcHBOnnyZIn9oqOj9eKLLxZpDw0N9fYpGiHozcvTBwCASyEjI0NBQUElHi+XIcbhcEiSTp92X+04deqUqlatWmK/yZMn609/+pN9v6CgQMePH1dwcLBXNwO7XC6FhoYqLS3N6x9TlWfMm3lXBMybeVcE5X3elmUpIyND9evXP29duQwx1apVU0hIiFJTU93aU1NT1bhx4xL7ORwOOwAVqlmz5qU4RUlSYGBguXzxLzXmXbEw74qFeVcs5Xne51uBKVRur9jbp08fffHFFyooKJAkZWdna+nSperTp88VPjMAAFAelNsQ8/zzz+uXX37RXXfdpffff1/9+vWTn5+f28dFAACg4iq3IaZRo0batm2bmjdvrnXr1qlr167aunWrgoODr/SpyeFwaOrUqUU+urraMW/mXREwb+ZdEVwt8y6314kBAAA4n3K7EgMAAHA+hBgAAGAkQgwAADBSubxOTHmQnJys7du3q06dOrr55ptVqVKlS9KnPMnPz9eOHTt08OBBhYeHq1mzZuetP3HihFatWlWkPTIyslxswC6Ni5lDamqqEhISVLt2bd18883y8zPnxykhIUG7d+8u9tjw4cOLbTf59f7666+VnJysfv36KSAgoMjx/Px8xcfH68SJE2rfvn2prvJdlj6X24XmffjwYSUkJMjf318RERHF1vxWXFycfvnlF7e2kJAQde/e3ZunfdG2bNmi/fv3q0+fPkWuNbJp0yalpaW5tdWrV089evQ475j5+fnavHmzjh8/roiICDVs2NDr532xSpp3QUGBFixYUGyfli1bqk2bNsUeK+tzdTmZ81v3MnrllVf0t7/9TTfffLOSkpJUs2ZNxcbGql69el7tU54sXrxYTz/9tAICAnTttddq06ZNuu222zR//vwSr5K8b98+jRgxQkOGDFHlypXt9g4dOpT7N7VCZZ3Da6+9phdeeEE333yz9u3bp4CAAMXGxiokJORynPZFS0xMVExMjFvb2rVr5XA4SgwxJr7eX3zxhV544QVlZ2crKSlJu3btUvPmzd1qfv31V0VGRiorK0vXX3+9Nm/erJdeekkTJkwocdyy9LmcLjTv06dPa9y4cVq7dq1at26tY8eO6eeff9bs2bM1aNCgEsd9/fXXtXPnTrVv395uu+GGG8pNiFm0aJFeeOEFZWZmau/evUpMTCwSYt544w1t375dHTp0sNtatmx53jfmQ4cOKTIyUqdOnVLjxo21efNmvfDCC/rzn/98yebiiQvN+8yZM1q0aJFbn+PHjys2NlZvv/12iSGmLM/VZWfBzTfffGNJslasWGFZlmVlZmZabdq0se677z6v9ilvFi5caCUnJ9v3Dxw4YNWpU8d68cUXS+yzdetWS5J14sSJy3CGl0ZZ5vDdd99ZPj4+1tKlSy3LsqzTp09bERER1vDhwy/RWV56GRkZVo0aNawXXnihxBoTX+9PPvnE2rFjh33uu3btKlJz1113WZ06dbKys7Mty7Kszz77zPLx8bG+//77EsctS5/L6ULzPn78uPXRRx9Z+fn5dtvzzz9v+fv7Wy6Xq8RxBw4caD322GOX7Lwv1n//+18rISHBSkhIsCRZiYmJRWruuusua9y4cR6NO2zYMOvGG2+0srKyLMs6+/vSx8fH2rZtm1fO+2KVZt7nio6OtqpWrXren+eyPFeXGyHmHE8++aTVokULt7Z///vfVtWqVe1/wN7oY4IBAwZYgwcPLvF44S/IxYsXW0uXLrWSkpIu49l5R1nmMGHCBCssLMyt7b333rOqVKliZWZmXqpTvaRmzZpl+fr6WqmpqSXWmPx6l/Rm7nK5LD8/P2vu3Llu7dddd501adKkYscqS58r5Xzh7Vw7duywJFnfffddiTUDBw607r77bmvhwoVWXFyclZGR4c3T9ZoLhZjBgwfbczhfaLOss/9TWqVKFWv27Nlu7Y0bN7YmTpzo1fO+WJ6EmPDwcGvUqFHnrfH0uboS+DjpHImJiWrdurVb2w033KDs7Gzt3bu3yLGy9invTp06pS1btmjcuHHnrfPz89O0adNUvXp1xcfHq0+fPvrwww/l7+9/mc704nk6h8TERN1www1ubTfccINyc3O1Z88etWvX7jKctXfNnj1bUVFRF9zXcTW83r/1008/KT8/v8jPaOvWrZWYmOi1Pib48ssv5XA4FB4eft66uLg4ZWVlad++fTp27Jjef/99DRw48DKdpXfEx8crJydH+/fv15EjR/Tee+9pyJAhxdbu3r1bubm5xf6ON/X13rBhg5KSkjR79uwL1nryXF0JfDvpHE6nU7Vr13ZrK/y8/+TJk17rU55ZlqVHHnlEfn5+euKJJ0qsq1evnrZv3674+HjFxsbqhx9+0Pr16/Xcc89dxrO9OGWZw9X2eu/atUubN2/Www8/fN66q+H1PpfT6ZSkYl/P8/28e9qnvNuxY4eef/55TZky5bybe//whz8oNTVVy5Yt086dOzV27Fjdd999RTZ/lmfjx49XWlqali9frp07d2r8+PEaNWqUUlJSiq2/Gl/v2bNnq1mzZuratet56zx9rq4EQsw5HA6HTp065dZWeL+kDa5l6VOePfnkk1q1apViYmJUp06dEusaNmyoVq1a2fevv/56Pfjgg1q6dOnlOE2vKMscrrbXe/bs2QoJCVH//v3PW3c1vN7nKrzkenGv5/l+3j3tU57t3r1bUVFRGjp0qJ599tnz1vbq1cve1O3j46OpU6cqKytLa9euvRyn6hW/nYN09u/05eXlac2aNcXWX22vt8vl0ueff37B/2mRPH+urgRCzDmaNGmi1NRUt7bC1Nm4cWOv9SmvnnrqKc2bN0+xsbFq27atx/0DAwN19OjRS3Bml8+F5nA1vd55eXn66KOP9MADD5TpK+Kmv95NmjSRpGJfz/P9vHvap7zas2ePevToocjISM2ePVs+Pj4e9Xc4HKpSpYrR/waqVKmiqlWrljiHwtf0ani9JenTTz9Vfn6+7r//fo/7Xui5uhIIMefo27evNm/erAMHDtht8+fPV+fOne3lxPT0dP33v//ViRMnSt3HBH/60580d+5cxcbGun2FstCxY8f03//+V8eOHZMkHTx40O14QUGBFi9erI4dO16W8/WG0szh3Hn37dtXW7ZscfulNn/+fHXo0MGYr9QXWrp0qY4ePaqxY8cWOXY1vt7nql+/vtq2bavPPvvMbtu7d6+2bdumfv362W0bN27UunXrPOpT3iUlJen2229Xz549NWfOHPn6Fn07+O28s7Ky7I9WCq1cuVJZWVnG/BvIzs4u8hFQbGysMjIy3OYQFxenr776SpJ0zTXX6MYbb3R7vffv36+tW7ca9XoXKvwafd26dYsc++28S/tcXWls7D3H0KFDNXPmTN1xxx0aP368duzYoSVLltgvrHR2Y9+IESO0detWdejQoVR9yrtXXnlFb7zxhp5++mklJSUpKSlJklSnTh316tVL0tlfeiNGjNDmzZsVHBysf/7zn9q5c6d69uwpPz8/ffLJJ9q/f79iY2Ov5FQ8Upo5nDvvIUOGqFu3boqKitKjjz6qxMREffHFF0bNu9Ds2bPVo0cPe3Xht66G13vXrl3asWOHfv75Z0lSTEyMtm/fro4dO9pz/sc//qGoqChVq1ZNLVq00FtvvaWePXvqzjvvtMd59dVXlZ2dbV8PpTR9rqQLzfv48ePq0aOHHA6HoqKi3C6Edtttt6l+/fqS3OedkZGhbt26aeDAgWratKn27Nmjt956S2PGjNFtt912ReZ5rt27dyshIcFeGV25cqV++OEH3XjjjQoPD1dmZqZuvfVW3XnnnWrWrJmSkpL01ltvadSoUW7XPnn99dd18uRJu2369Onq3bu3qlevrtatW+vtt99Wt27dNHjw4Csyz3NdaN6FEhMTtXXrVr3yyivFjvPbeZf2ubrSCDHnqFSpklatWqX33ntPW7duVXBwsL777ju3nel169bVsGHD7FWW0vQp7xwOh4YNG6bU1FS3FYbw8HA7xNSpU0fDhg2z98lMmzZNX375pVasWKHMzEwNHTpUDzzwQJGLS5VnpZnDufP29fXVihUr9P777+vbb79V7dq1tXXr1hIvGFVeZWdnq1atWhozZkyxx6+G1zspKcm+yNewYcP0zTffSDo7t8IQ06NHD33zzTeaO3euvvvuOz3xxBN6+OGH3T5aue2225SXl2ffL02fK+lC8z59+rS6dOkiSVqyZIlb32bNmtkh5rfzrlevnuLj4zVnzhxt2rRJ9erV05IlS8rVG9q58/7222/tn9Hw8HAFBwdr8+bNmjNnjuLj41WnTh0tXLjQ/h1XqGvXrsrMzLTvd+vWTVu3btWcOXP07bff6rHHHtPDDz9c7OrVlXCheRfas2ePxo4dq549exY7zm/nXdrn6krzsSzLutInAQAA4KnyESMBAAA8RIgBAABGIsQAAAAjEWIAAICRCDEAAMBIhBgAAGAkQgwAADASIQYAABiJEAMAAIxEiAEAAEYixAAAACMRYgAAgJH+D3/zRmZ+YHKMAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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gl8cXLVqkBQsWuKyFhIToH//4h8va/v379corrygrK0uxsbH63e9+p+jo6BrPAAAA71SjMzHz58/XoEGDFBwcrFWrViknJ6fSzMGDB5WVlaVJkyY5bw888IDLzP79+xUfH6/8/Hzdcccd2rNnj+Lj45Wbm1ujGQAA4L1qdCZm+PDhGjdunHx9ffV///d/1c6Fh4frpptuqvbxZ599VrGxsVq4cKF8fHyUlJSka665Ri+++KKmT5/u9gwAAPBeNToT06RJE/n6XniTrKwsjRkzRmPHjtUrr7yikpISl8dXrVqlUaNGycfHR5IUEBCgESNG6JNPPqnRDAAA8F4ev7DX19dXN954oxITE9W7d2/97W9/U8+ePZ0hc+rUKeXm5iomJsZlu+bNm+vQoUNuz1SlpKREhYWFLjcAAHB5qvGFvRfyyCOPKCQkxHl/9OjRatu2rWbPnq1HH31UpaWlkqQGDRq4bBccHOx8zJ2ZqqSmpuqZZ57xyO8BAADqN4+fiflpwEhSVFSUunXrpvT0dOfj/v7+On78uMtcfn6+rrzySrdnqpKSkqKCggLnLTs72xO/EgAAqIc8fiamKsePH1e7du1+/IH+/oqLi9O2bdtcZrZt26YuXbq4PVMVh8Mhh8Ph4b0HAAD1kcfPxMyaNcvlLZ+5c+dq165dSkxMdK6NGzdOS5Ys0TfffCNJSk9P16pVqzRu3LgazQAAAO9VozMx27dv1+TJk533X3jhBS1cuFA33XSTJk2aJEnKy8tTq1at1LJlS+Xl5Sk3N1evvfaahg0b5tzu4Ycf1ldffaVOnTopLi5OGRkZmjBhgu64444azQAAAO/lY4wx7g7n5+crLS2t0npMTIzi4uKc94uLi5WRkaHg4GDFxsZWukD3rIMHD+rw4cO65pprKn0SqSYz1SksLFR4eLgKCgoUFhZWo20vpOXkjyutHZo23KM/AwCA+uTc177aet1z9/W7RmdiIiIizvsldmddccUV6tmz5wXn2rRpozZt2vzsGQAA4H34ByABAICViBgAAGAlIgYAAFiJiAEAAFYiYgAAgJWIGAAAYCUiBgAAWImIAQAAViJiAACAlYgYAABgJSIGAABYiYgBAABWImIAAICViBgAAGAlIgYAAFiJiAEAAFYiYgAAgJWIGAAAYCUiBgAAWImIAQAAViJiAACAlYgYAABgJSIGAABYiYgBAABWImIAAICViBgAAGAlIgYAAFiJiAEAAFYiYgAAgJWIGAAAYCUiBgAAWImIAQAAViJiAACAlYgYAABgJSIGAABYiYgBAABWImIAAICViBgAAGAlIgYAAFiJiAEAAFYiYgAAgJWIGAAAYCUiBgAAWImIAQAAViJiAACAlYgYAABgJSIGAABYiYgBAABWImIAAICViBgAAGAlIgYAAFjJv6YbnDx5Uu+++67S09N1//33Kz4+vtJMfn6+FixYoKysLMXGxuree+9VSEhIrcwAAADvVKMzMR988IHatm2rLVu2aM6cOdq3b1+lme+++07dunXT8uXLFRkZqbfeeks9e/ZUUVGRx2cAAID3qlHEdOrUSXv27NHcuXOrnXn22WcVEhKiTz/9VCkpKfr888+Vm5url19+2eMzAADAe9UoYmJjYxUWFnbemeXLlyspKUmBgYGSpLCwMI0cOVLLly/3+AwAAPBeHr2w98yZMzpy5IhatWrlst6qVSsdOHDAozNVKSkpUWFhocsNAABcnjwaMadPn5YkhYaGuqyHhYXp1KlTHp2pSmpqqsLDw523mJiYn/HbAACA+syjERMSEiJfX1+dOHHCZf377793vg3lqZmqpKSkqKCgwHnLzs7+2b8TAACon2r8EevzCQgIUGxsrDIzM13WMzMzFRcX59GZqjgcDjkcDk/8KgAAoJ7z+Jfd3XHHHVq8eLHy8vIkSd98840+/vhj3XHHHR6fAQAA3qtGZ2L27Nmjl156yXl//vz5Wr9+vfr27au7775bkvT444/r888/V/fu3dWzZ0998cUXGjRokMaPH+/czlMzAADAe9UoYkJDQ9W1a1dJ0qxZs5zrP72ANjg4WGvWrNHatWt1+PBhPfzww+rbt6/L83hqBgAAeK8aRUx0dLQmTpx4wTk/Pz8NHjy4TmYAAIB34h+ABAAAViJiAACAlYgYAABgJSIGAABYiYgBAABWImIAAICViBgAAGAlIgYAAFiJiAEAAFYiYgAAgJWIGAAAYCUiBgAAWImIAQAAViJiAACAlYgYAABgJSIGAABYiYgBAABWImIAAICViBgAAGAlIgYAAFiJiAEAAFYiYgAAgJWIGAAAYCUiBgAAWImIAQAAViJiAACAlYgYAABgJSIGAABYiYgBAABWImIAAICViBgAAGAlIgYAAFiJiAEAAFYiYgAAgJWIGAAAYCUiBgAAWImIAQAAViJiAACAlYgYAABgJSIGAABYiYgBAABWImIAAICViBgAAGAlIgYAAFiJiAEAAFYiYgAAgJWIGAAAYCUiBgAAWImIAQAAViJiAACAlYgYAABgJX9PP+HGjRv1n//8x2UtKChIkyZNclkrLS3VRx99pKysLMXGxmrYsGHy8/Or8QwAAPBOHo+Yzz//XLNmzdLYsWOdaw0aNHCZKSws1MCBA3X69Gn1799fL7/8slq3bq2VK1fK4XC4PQMAALyXxyNGkmJiYjRt2rRqH09NTdXx48e1c+dOhYWFKScnR9dee63mzJmjRx55xO0ZAADgvWrlmpjvv/9er732mubNm6edO3dWevz999/X7bffrrCwMElSs2bNdMstt+j999+v0QwAAPBetRIx5eXl2rlzpz799FPFx8frwQcfdD5WWlqqr7/+Wu3atXPZpl27dtq9e7fbM1UpKSlRYWGhyw0AAFyePP52UmJioiZPnix//x+feuPGjerfv78SEhI0ZswYFRcXyxij8PBwl+0aNmyokydPSpJbM1VJTU3VM8884+HfCAAA1EcePxNz7bXXOgNGknr37q1u3bpp9erVkqTg4GBJqnSWpKCgQFdccYXbM1VJSUlRQUGB85adnf3zfyEAAFAv1cqFvefy8/NznkFxOBy6+uqrdeDAAZeZAwcOqG3btm7PVMXhcPDJJQAAvITHz8Ts2LHD5f727duVnp6uAQMGONduvfVWvf/++zp9+rQkKT8/XytWrFBiYmKNZgAAgPfyMcYYTz7hsGHD5OPjo27duikvL0/vvPOObr75Zr3zzjsKCAiQ9GOQ9O7dW6GhoRo8eLBWrFihkJAQrV271vlWkjszF1JYWKjw8HAVFBQ4P+XkKS0nf1xp7dC04R79GQAA1CfnvvbV1uueu6/fHn87aeXKlVqzZo02b96spk2b6rPPPlPPnj1dZiIiIrR161YtXrxYhw8f1hNPPKExY8a4vBXkzgwAAPBetXJNTEJCghISEs47ExISovHjx//sGQAA4J34ByABAICViBgAAGAlIgYAAFiJiAEAAFYiYgAAgJWIGAAAYCUiBgAAWImIAQAAViJiAACAlYgYAABgJSIGAABYiYgBAABWImIAAICViBgAAGAlIgYAAFiJiAEAAFYiYgAAgJWIGAAAYCUiBgAAWImIAQAAViJiAACAlYgYAABgJSIGAABYiYgBAABWImIAAICViBgAAGAlIgYAAFiJiAEAAFYiYgAAgJWIGAAAYCUiBgAAWImIAQAAViJiAACAlYgYAABgJSIGAABYiYgBAABWImIAAICViBgAAGAlIgYAAFiJiAEAAFYiYgAAgJWIGAAAYCUiBgAAWImIAQAAViJiAACAlYgYAABgJSIGAABYiYgBAABWImIAAICViBgAAGAlIgYAAFjJ/1LvwIXs3LlTWVlZio2NVfv27S/17gAAgHqi3p6JKS0t1ejRo5WQkKCXXnpJ8fHxGj9+vIwxl3rXAABAPVBvz8S89NJL2rBhg3bs2KHmzZtr165d6tGjhwYOHKixY8de6t0DAACXWL09E/P2228rOTlZzZs3lyTFxcVp2LBhevvtty/xngEAgPqgXp6JKSsr0+7du/Xwww+7rHfu3FmzZ8+udruSkhKVlJQ47xcUFEiSCgsLPb6PFSWnKq3Vxs8BAKC+OPe1r7Ze984+74UuIamXEXPy5EmVl5fryiuvdFmPiIjQiRMnqt0uNTVVzzzzTKX1mJgYT+9ilcJfqpMfAwBAvVDbr3tFRUUKDw+v9vF6GTEOh0OSdOqUa/GdPHlSQUFB1W6XkpKi3//+9877FRUVOn78uCIiIuTj4+Ox/SssLFRMTIyys7MVFhbmseeFK45z3eFY1w2Oc93gONeN2jzOxhgVFRWpWbNm552rlxHToEEDRUZG6vDhwy7rhw8fVuvWravdzuFwOAPorIYNG9bGLkqSwsLC+H+QOsBxrjsc67rBca4bHOe6UVvH+XxnYM6qtxf2Dhs2TB988IEqKiokSWfOnNGKFSs0bNiwS7xnAACgPqi3EfPkk0/qyJEjuu222/TGG29o+PDh8vf3d3m7CAAAeK96GzEtW7ZUenq62rdvr7Vr16pfv35KS0tTRETEpd41ORwOPfXUU5XeuoJncZzrDse6bnCc6wbHuW7Uh+PsY/gKXAAAYKF6eyYGAADgfIgYAABgJSIGAABYqV5+T0x9cOjQIW3fvl2NGzdWr1695OfnVyvbeLv8/Hx9+eWXcjgc6tOnj4KDgy+4TWZmpg4ePKjmzZura9euHv0iw8vVqVOntH79epWWlqp3795q1KiR29tu27ZNe/fuVf/+/S/4xVPerqysTF9++aWOHz+ubt26qUWLFm5tl5eXpy1btujKK69UfHw8fzvckJ6erqysLMXGxqpjx44XnP/hhx+Ulpam3NxcNWvWTD169JCvL/8dfyFHjx7VunXr1L59e3Xu3Nmtbfbt26fMzExFRUUpPj6+dv9GG1Ty5z//2QQHB5vBgwebFi1amM6dO5v//e9/Ht/G2y1dutSEhISYPn36mI4dO5qoqCizbdu2aufT0tJM9+7dzbXXXmtuueUWEx0dbbp3725ycnLqbqct9NVXX5mmTZuazp07m969e5vQ0FCzbNkyt7Y9dOiQadq0qZFkVqxYUct7arejR4+ajh07mpYtW5pBgwaZBg0amOnTp19wu+eee84EBwebQYMGmSFDhpg+ffqY48eP18Ee2+nMmTNm+PDhpnHjxubGG2804eHh5p577jHl5eXVbpORkWFiYmJM27ZtzahRo0yLFi1Mu3btTFZWVh3uuV2ysrJMUlKSad68uQkNDTV/+tOf3Npu0qRJJiQkxPziF78wkZGRpl+/fqawsLDW9pOIOceWLVuMJLNy5UpjjDHFxcWmc+fO5u677/boNt4uPz/fhIWFmdTUVOdaUlKS6dixY7XbrF271qSnpzvvnzp1ynTt2tWMGTOmVvfVZhUVFaZ9+/bmrrvucq499dRTpmHDhubEiRPn3faHH34wvXr1Mi+88AIR44bk5GTTvXt3c/r0aWOMMR9++KHx8fFx+d/suebNm2ccDofZuHGjcy0tLc18++23tb6/tkpNTTVNmjRxHqPMzEzToEED89Zbb1W7zciRI03fvn2doXPmzBnTrl0785vf/KZO9tlGO3fuNIsXLzalpaUmLi7OrYhZsWKF8fPzM2lpacYYY/Ly8kyLFi3MH/7wh1rbTyLmHI8++qjp0KGDy9rMmTNNUFCQ84+TJ7bxdvPnzzeBgYEuhb5x40YjyWzfvt3t50lJSTGxsbG1sYuXhbS0NCPJbN261bmWn59v/P39zcKFC8+7bUpKiklKSjLHjh0jYi6guLjYBAYGmnnz5rmst27d+rx/wNu0acMLaQ3FxcWZhx9+2GUtMTHRDBkypNpthg4dau68806XtYSEBHPvvffWyj5ebtyNmOTkZJOQkOCy9uSTT5rIyMja2jXDG4LnyMjIqPT+aqdOnXTmzBkdOHDAY9t4u4yMDF199dUKDQ11rnXq1Mn5mDuMMfr888/dej/cW509lj89Ro0aNVJ0dPR5j/Pq1au1cOFCzZkzp9b38XKwd+9elZaWVvl3oLrjnJOTo4MHD+rGG2/Uvn379M9//lPp6ekyfHVXtcrKyrR79+4aHWdJev7557V582b96U9/0oIFC/Tggw/qf//7n6ZMmVLbu+xVqnst/O6775SXl1crP5OIOUdBQUGlix7PfkvwiRMnPLaNt6vqmIWEhCgwMNDtY/b8889rx44devrppz2/g5eJgoICXXHFFQoMDHRZj4iIqPY45+bm6p577tH8+fNrdAGwNysoKJCkKv8OnO84S9LixYt18803a968eRo+fLh69uyp/Pz8Wt1fW508eVIVFRU1Os6S1KxZM3Xp0kUffPCBli5dqn/961+Kj49X48aNa3mPvculeC3k00nncDgcOnnypMva2ftBQUEe28bbVXXMfvjhB5WWlrp1zObMmaOpU6dqyZIlbl8x740cDodOnz6tiooKl09inDx5strj/MQTTygmJkbHjh3Te++9p6KiIknSunXrFBwcrEGDBtXJvtvk7NeuV/V3oLrjfHY9JydHu3fvVkBAgIqKitS1a1dNmTJFs2bNqt2dttDFHGdJuv322xUaGqo9e/bIz89PJSUl6t+/vyZOnKhFixbV6j57k0vxWsiZmHO0adNGhw8fdlnLysqSJLVu3dpj23i7Nm3a6Ntvv1V5eblzzd1j9sYbb+iRRx7Re++9p1GjRtXqftquTZs2qqio0JEjR5xrZWVlysnJqfY4d+jQQS1bttSyZcu0bNkyrVy5UpL05Zdfav369XWy37Y5eyyr+jtQ3XG++uqr5efnpxEjRiggIECSFBoaqhtvvFFbt26t3R22VIMGDRQVFVWj41xeXq4NGzYoMTHR+dF1h8OhESNGaM2aNbW+z96kutfCoKAgRUVF1c4PrbWrbSy1aNEi4+/vb44cOeJcS0pKMj179nTeP3bsmFm0aJHzY5DubANXmZmZxsfHx3zyySfOteeee840bNjQeTH0Dz/8YBYtWmQOHjzonJk7d64JDAw0S5curfN9tlFxcbEJDQ01f/nLX5xry5YtMz4+Pmbfvn3OteXLl1f7KRou7HVP9+7dXT6R+PXXXxtfX1/zj3/8w7m2bt06s3r1auf9oUOHVrq4dODAgSYxMbH2d9hS48ePN126dDFlZWXGmB8/pdisWTMzZcoU50xGRobL34jo6Gjz2GOPuTzPnXfeabp37143O2256i7szc7ONosWLTKnTp0yxhjz17/+1YSHhzs/+VhRUWH69etnRo8eXWv7RsSco6yszPTv39/ExcWZV155xfzqV78ygYGBZv369c6ZdevWGUnOj5G5sw0qe/DBB81VV11lXnjhBTNlyhQTEBBgXn/9defjRUVFRpJ54403jDH//yOrv/zlL82iRYuct5++SKCymTNnGofDYZ588kkzY8YMExERYR599FGXmauvvrrS2llEjHvWrl1rAgMDzYQJE8wrr7xi2rdvbxISEly+v2TUqFFmwIABzvs7d+40DRs2NL/97W/NvHnzzF133WWCg4PP+31J3i4rK8tcddVV5pZbbjEzZ840AwYMMK1atTL5+fnOmaeeesqEh4c778+ePdsEBASYSZMmmTfffNP85je/MX5+fubDDz+s+1/AEqdPn3b+jW3evLkZOXKkWbRokfn3v//tnHn//feNJJOdnW2M+fE/mjp16mTi4+PNzJkzTXJysgkNDTW7du2qtf3kmphz+Pn5adWqVXr99deVlpamiIgIbd261eWK66uuukrJycnOC5jc2QaVvfrqq+rbt68+++wzORwOrVq1SgkJCc7HAwIClJycrDZt2kiSSktLdfvtt6uiokLLli1zzgUFBem2226r6923xgMPPKDY2FgtXbpUR44c0Wuvvabk5GSXmREjRui6666rcnuHw6Hk5GRFR0fXxe5aa8CAAUpLS9Nbb72lr776Sr/97W/161//2uVapH79+qm4uNh5v1OnTkpPT9cbb7yhdevWqW3bttq7d6+aN29+KX4FK7Ro0ULbtm3T7NmztWnTJg0ZMkQPPPCAywWlHTt2dPmbMGHCBHXt2lUffvih/vOf/yg6Olrbt2/nb/R5lJSUOP/O9unTR5K0bNkyxcbGasiQIZKkmJgYJScnO79pPTg4WBs2bNCsWbO0adMmtWzZUtu3b6/Vyyp8jOHzfAAAwD5c2AsAAKxExAAAACsRMQAAwEpEDAAAsBIRAwAArETEAAAAKxExAADASkQMAACwEhEDAACsRMQAAAArETEAAMBKRAwAALDS/wOb6Rqm3x9VCQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "for feat in df.columns:\n",
    "    plt.title(f\"{feat}\")\n",
    "    plt.hist(df[feat], bins=100)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "14d07162",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "sns.countplot(x=Y)\n",
    "plt.title(\"Class distribuition\", fontweight=\"bold\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "90cfe176",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X_scaled, Y, test_size=0.2, random_state=42, stratify=Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "36c01fd2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# naive bayes\n",
    "\n",
    "from sklearn.naive_bayes import GaussianNB, MultinomialNB, BernoulliNB\n",
    "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay, RocCurveDisplay\n",
    "\n",
    "clf = GaussianNB()\n",
    "\n",
    "clf.fit(X_train, y_train)\n",
    "\n",
    "y_pred = clf.predict(X_test)\n",
    "\n",
    "tn, fp, fn, tp = confusion_matrix(y_test, y_pred).ravel()\n",
    "ConfusionMatrixDisplay.from_estimator(clf, X_test, y_test)\n",
    "RocCurveDisplay.from_estimator(clf, X_test, y_test)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "ea9b8efb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "\n",
    "knn = KNeighborsClassifier(5)\n",
    "\n",
    "\n",
    "knn.fit(X_train, y_train)\n",
    "\n",
    "y_pred = knn.predict(X_test)\n",
    "\n",
    "tn, fp, fn, tp = confusion_matrix(y_test, y_pred).ravel()\n",
    "ConfusionMatrixDisplay.from_estimator(knn, X_test, y_test)\n",
    "RocCurveDisplay.from_estimator(knn, X_test, y_test)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7db0b768",
   "metadata": {},
   "outputs": [],
   "source": [
    "# hyper paramtere tuning\n",
    "\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}