Jetemlak_Data_Visualization.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "99d08698-136e-409b-a7c5-f432390ec12d",
   "metadata": {},
   "source": [
    "# Data Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "22b77248-c5de-4d28-82e5-a67885893a73",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "645a3fbf-ab65-4671-adb3-1fd15b01a82b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "4152ebbe-600c-4b4b-ad73-6ae5e264c544",
   "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>index</th>\n",
       "      <th>İlan Başlığı</th>\n",
       "      <th>Semt</th>\n",
       "      <th>Mahalle</th>\n",
       "      <th>Tür</th>\n",
       "      <th>Oda Sayısı</th>\n",
       "      <th>Binanın Yaşı</th>\n",
       "      <th>Binanın Kat Sayısı</th>\n",
       "      <th>Bulunduğu Kat</th>\n",
       "      <th>Brüt Metrekare</th>\n",
       "      <th>Banyo Sayısı</th>\n",
       "      <th>Wc Sayısı</th>\n",
       "      <th>Site İçerisinde</th>\n",
       "      <th>Isıtma Tipi</th>\n",
       "      <th>Fiyat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Unique Layout, Bright &amp; Stylish Apartment For...</td>\n",
       "      <td>Beylikdüzü</td>\n",
       "      <td>Cumhuriyet Mahallesi</td>\n",
       "      <td>Konut</td>\n",
       "      <td>2+1</td>\n",
       "      <td>5-10</td>\n",
       "      <td>4</td>\n",
       "      <td>Bodrum</td>\n",
       "      <td>90</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>MerkeziDoğalgaz</td>\n",
       "      <td>195000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Yeni Binada Ara Kat, Sıfır, e5 in Yanıbaşında...</td>\n",
       "      <td>Avcılar</td>\n",
       "      <td>Gümüşpala Mahallesi</td>\n",
       "      <td>Konut</td>\n",
       "      <td>3+1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3. Kat</td>\n",
       "      <td>140</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>KombiDoğalgaz</td>\n",
       "      <td>965000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>KUYUMCUKENT VİZYON PARK BİT PAZARINA YAKIN SA...</td>\n",
       "      <td>Bahçelievler</td>\n",
       "      <td>Çobançeşme Mahallesi</td>\n",
       "      <td>Konut</td>\n",
       "      <td>2+1</td>\n",
       "      <td>11-20</td>\n",
       "      <td>4</td>\n",
       "      <td>3. Kat</td>\n",
       "      <td>95</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>KombiDoğalgaz</td>\n",
       "      <td>575000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Taşdelen Merkezde Muhteşem Manzaralı 4+2 İskan...</td>\n",
       "      <td>Çekmeköy</td>\n",
       "      <td>Taşdelen Mahallesi</td>\n",
       "      <td>Konut</td>\n",
       "      <td>4+2</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>Çatı Dubleks</td>\n",
       "      <td>180</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>KombiDoğalgaz</td>\n",
       "      <td>1600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Esenyurt  Regnum  Astrum Towers 'da 1+1 Satıl...</td>\n",
       "      <td>Esenyurt</td>\n",
       "      <td>Akevler Mahallesi</td>\n",
       "      <td>Konut</td>\n",
       "      <td>1+1</td>\n",
       "      <td>5-10</td>\n",
       "      <td>40</td>\n",
       "      <td>30. Kat</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Merkezi(PayÖlçer)</td>\n",
       "      <td>580000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   index                                       İlan Başlığı          Semt  \\\n",
       "0      0   Unique Layout, Bright & Stylish Apartment For...    Beylikdüzü   \n",
       "1      1   Yeni Binada Ara Kat, Sıfır, e5 in Yanıbaşında...       Avcılar   \n",
       "2      2   KUYUMCUKENT VİZYON PARK BİT PAZARINA YAKIN SA...  Bahçelievler   \n",
       "3      3  Taşdelen Merkezde Muhteşem Manzaralı 4+2 İskan...      Çekmeköy   \n",
       "4      4   Esenyurt  Regnum  Astrum Towers 'da 1+1 Satıl...      Esenyurt   \n",
       "\n",
       "                 Mahalle    Tür Oda Sayısı Binanın Yaşı  Binanın Kat Sayısı  \\\n",
       "0   Cumhuriyet Mahallesi  Konut        2+1         5-10                   4   \n",
       "1    Gümüşpala Mahallesi  Konut        3+1            0                   4   \n",
       "2   Çobançeşme Mahallesi  Konut        2+1        11-20                   4   \n",
       "3     Taşdelen Mahallesi  Konut        4+2            4                   7   \n",
       "4      Akevler Mahallesi  Konut        1+1         5-10                  40   \n",
       "\n",
       "  Bulunduğu Kat  Brüt Metrekare  Banyo Sayısı  Wc Sayısı  Site İçerisinde  \\\n",
       "0        Bodrum              90             2          1                0   \n",
       "1        3. Kat             140             2          1                0   \n",
       "2        3. Kat              95             1          2                0   \n",
       "3  Çatı Dubleks             180             2          3                0   \n",
       "4       30. Kat              90             1          1                1   \n",
       "\n",
       "         Isıtma Tipi    Fiyat  \n",
       "0    MerkeziDoğalgaz   195000  \n",
       "1      KombiDoğalgaz   965000  \n",
       "2      KombiDoğalgaz   575000  \n",
       "3      KombiDoğalgaz  1600000  \n",
       "4  Merkezi(PayÖlçer)   580000  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_excel(\"dfemlakjet_son1.xlsx\")\n",
    "df2=pd.DataFrame(df)\n",
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6b0f5ceb-07d5-4c53-9fd5-af8105e9332c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'İlan Sayısı')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2[\"Semt\"].value_counts().plot(kind=\"barh\",figsize=(10,20), color=\"indigo\")\n",
    "\n",
    "plt.title('İlçelerdeki İlan sayısı')\n",
    "plt.ylabel('İlçeler')\n",
    "plt.xlabel('İlan Sayısı')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "64108bf4-3c1a-4a25-bf0a-ed6e9a74b890",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 7200x7200 with 0 Axes>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 7200x7200 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(df2[\"Semt\"],df2[\"Fiyat\"])\n",
    "\n",
    "plt.title(\"Semt ile Fiyat ilişkisi\")\n",
    "plt.xlabel(\"Binanın Yaşı\")\n",
    "plt.ylabel(\"Fiyat\")\n",
    "plt.figure(figsize=(100,100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a8cc74b0-5b83-4a6a-a12f-0e208197d497",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Bina Yaşı')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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BCX0AAAADE/oAAAAGJvQBAAAM7MBlFwBsLU+oFy27hHV1dj9v2SUAAOyVnj4AAICBCX0AAAADE/oAAAAGJvQBAAAMTOgDAAAYmNAHAAAwMKEPAABgYEIfAADAwIQ+AACAgQl9AAAAAxP6AAAABib0AQAADEzoAwAAGJjQBwAAMDChDwAAYGBCHwAAwMAWHvqq6siq+puquqSqLqqqZ07tL6iqq6vq/Onn8XP7PKeqLq+qS6vq+EXXCAAAMKoDN+ActyR5Vnd/oKrunuT9VfW2ad2Lu/vX5zeuqmOSnJTkoUm+IslfVdWDu3vnBtQKAAAwlIX39HX3td39gWn5M0kuSXL4XnY5MckZ3X1zd380yeVJjlt0nQAAACPa0Gf6quqoJA9P8t6p6RlVdUFVvaKqDp7aDk9y5dxuV2XvIREAAIA92LDQV1V3S/KGJD/T3TcmeVmSByXZnuTaJL+xa9MVdu8VjndKVZ1XVeft2LFjMUUDAADs5zYk9FXVHTMLfH/U3W9Mku6+rrt3dvcXkrw8XxzCeVWSI+d2PyLJNbsfs7tP6+5ju/vYbdu2LfYCAAAA9lMbMXtnJfnDJJd092/OtR82t9mTklw4LZ+V5KSqOqiqHpDk6CTnLrpOAACAEW3E7J3flOSpSf6hqs6f2p6b5ClVtT2zoZtXJPnxJOnui6rqzCQXZzbz59PN3AkAAHDbLDz0dfffZeXn9N68l31OTXLqwooCAADYIjZ09k4AAAA2ltAHAAAwMKEPAABgYEIfAADAwIQ+AACAgQl9AAAAAxP6AAAABib0AQAADEzoAwAAGJjQBwAAMDChDwAAYGBCHwAAwMCEPgAAgIEJfQAAAAMT+gAAAAYm9AEAAAxM6AMAABiY0AcAADAwoQ8AAGBgQh8AAMDAhD4AAICBCX0AAAADO3C1G1bVnyfp3du7+7vWtSIAAADWzapDX5JfX1gVAAAALMSqQ193v2PXclUdnOTI7r5gIVUBAACwLlb9TF9Vvb2q7lFV907yoSSvrKrfXFxpAAAA3F5rmcjlnt19Y5LvTvLK7v76JI9bTFkAAACsh7WEvgOr6rAk35fk7AXVAwAAwDpaS+j7xSR/meTy7n5fVT0wyWWLKQsAAID1sJaJXP4kyZ/Mff9Iku9ZRFEAAACsj7W8p+93svJ7+n56XSsCAABg3azlPX3nLawKAAAAFmItoe/93X3hwioBAABg3a1lIpffq6pzq+qnqupeiyoIAACA9bPq0Nfdj0zyg0mOTHJeVf1xVX3bwioDAADgdltLT1+6+7IkP5/kfyZ5VJLfrqoPV9V3L6I4AAAAbp9Vh76qelhVvTjJJUkek+Q7u/s/TMsvXlB9AAAA3A5rmcjlJUlenuS53f3ZXY3dfU1V/fy6VwYAAMDttpaXs3/zXta9Zn3KAQAAYD2tZXjn0VX1+qq6uKo+sutnFfsdWVV/U1WXVNVFVfXMqf3eVfW2qrps+jx4bp/nVNXlVXVpVR1/2y4NAACAtUzk8sokL0tyS5JvSfLqJKvp4bslybOm5/8ekeTpVXVMkmcnOae7j05yzvQ907qTkjw0yQlJXlpVB6yhTgAAACZrCX137u5zklR3f6y7X5DZJC571d3XdvcHpuXPZDYRzOFJTkxy+rTZ6UmeOC2fmOSM7r65uz+a5PIkx62hTgAAACZrmcjl36rqDkkuq6pnJLk6yX3WcrKqOirJw5O8N8mh3X1tMguGVbXrWIcnec/cbldNbQAAAKzRWnr6fibJXZL8dJKvT/LUJCevduequluSNyT5me6+cW+brtDWKxzvlKo6r6rO27Fjx2rLAAAA2FLWMnvn+6bFm6rqvyW5obu/JIytpKrumFng+6PufuPUfF1VHTb18h2W5Pqp/aokR87tfkSSa1ao57QkpyXJscceu6o6AAAAtpp99vRV1S9U1UOm5YOq6m+S/GNmoe1xq9i/kvxhkku6+zfnVp2VL/YUnpzkTXPtJ03nekCSo5Ocu9oLAgAA4ItWM7zz+5NcOi3vCmnbkjwqyS+tYv9vymwo6GOq6vzp5/FJfiXJt1bVZUm+dfqe7r4oyZlJLk7yliRP7+6dq7weAAAA5qxmeOfn5oZxHp/ZzJo7k1xSVfvcv7v/Lis/p5ckj93DPqcmOXUVtQEAALAXq+npu7mqvrqqtmX2fr63zq27y2LKAgAAYD2spqfvmUlen9mQzhdP787LNETzgwusDQAAgNtpNcMz35vkISu0vznJmxdRFAAAAOtjLe/pAwAAYD8j9AEAAAxM6AMAABjYaiZy+XdV9R+THDW/X3e/ep1rAgAAYJ2sOvRV1WuSPCjJ+Ul2vSy9kwh9AAAAm9RaevqOTXLM3IvaAQAA2OTW8kzfhUnuu6hCAAAAWH9r6ek7JMnFVXVukpt3NXb3d617VQAAAKyLtYS+FyyqCAAAABZj1aGvu9+xyEIAAABYf6t+pq+qHlFV76uqm6rqc1W1s6puXGRxAAAA3D5rmcjlJUmekuSyJHdO8l+mNgAAADapNb2cvbsvr6oDuntnkldW1bsWVBcAAADrYC2h71+r6k5Jzq+qX01ybZK7LqYsAAAA1sNahnc+NckBSZ6R5F+SHJnkexZRFAAAAOtjLbN3fmxa/GySFy6mHACW6Qn1omWXsO7O7uctuwQAWKp9hr6q+ockvaf13f2wda0IAACAdbOanr4nLLwKAAAAFmKfoW9uWCcAAAD7mT2Gvqr6u+5+ZFV9JisP76wk3d33WFh1AAAA3C57DH3d/cjp8+4bVw4AAADraS2vbAAAAGA/I/QBAAAMTOgDAAAYmNAHAAAwMKEPAABgYEIfAADAwIQ+AACAgQl9AAAAAxP6AAAABib0AQAADEzoAwAAGJjQBwAAMDChDwAAYGBCHwAAwMCEPgAAgIEJfQAAAANbeOirqldU1fVVdeFc2wuq6uqqOn/6efzcuudU1eVVdWlVHb/o+gAAAEa2ET19r0pywgrtL+7u7dPPm5Okqo5JclKSh077vLSqDtiAGgEAAIa08NDX3e9M8slVbn5ikjO6++bu/miSy5Mct7DiAAAABrfMZ/qeUVUXTMM/D57aDk9y5dw2V01tX6KqTqmq86rqvB07diy6VgAAgP3SskLfy5I8KMn2JNcm+Y2pvVbYtlc6QHef1t3Hdvex27ZtW0iRAAAA+7ulhL7uvq67d3b3F5K8PF8cwnlVkiPnNj0iyTUbXR8AAMAolhL6quqwua9PSrJrZs+zkpxUVQdV1QOSHJ3k3I2uDwAAYBQHLvoEVfXaJI9OckhVXZXk+UkeXVXbMxu6eUWSH0+S7r6oqs5McnGSW5I8vbt3LrpGAACAUS089HX3U1Zo/sO9bH9qklMXVxEAAMDWsczZOwEAAFgwoQ8AAGBgQh8AAMDAhD4AAICBCX0AAAADE/oAAAAGJvQBAAAMTOgDAAAYmNAHAAAwMKEPAABgYEIfAADAwIQ+AACAgR247AIAgNV7Qr1o2SWsq7P7ecsuAWB4evoAAAAGJvQBAAAMTOgDAAAYmNAHAAAwMKEPAABgYEIfAADAwIQ+AACAgQl9AAAAAxP6AAAABib0AQAADEzoAwAAGJjQBwAAMDChDwAAYGBCHwAAwMCEPgAAgIEJfQAAAAMT+gAAAAYm9AEAAAxM6AMAABiY0AcAADAwoQ8AAGBgQh8AAMDAhD4AAICBCX0AAAADE/oAAAAGJvQBAAAMbOGhr6peUVXXV9WFc233rqq3VdVl0+fBc+ueU1WXV9WlVXX8ousDAAAY2Ub09L0qyQm7tT07yTndfXSSc6bvqapjkpyU5KHTPi+tqgM2oEYAAIAhLTz0dfc7k3xyt+YTk5w+LZ+e5Ilz7Wd0983d/dEklyc5btE1AgAAjGpZz/Qd2t3XJsn0eZ+p/fAkV85td9XUBgAAwG2w2SZyqRXaesUNq06pqvOq6rwdO3YsuCwAAID907JC33VVdViSTJ/XT+1XJTlybrsjklyz0gG6+7TuPra7j922bdtCiwUAANhfLSv0nZXk5Gn55CRvmms/qaoOqqoHJDk6yblLqA8AAGAIBy76BFX12iSPTnJIVV2V5PlJfiXJmVX1o0n+KcmTk6S7L6qqM5NcnOSWJE/v7p2LrhEAAGBUCw993f2UPax67B62PzXJqYurCAAAYOvYbBO5AAAAsI6EPgAAgIEJfQAAAAMT+gAAAAYm9AEAAAxM6AMAABiY0AcAADAwoQ8AAGBgQh8AAMDAhD4AAICBCX0AAAADE/oAAAAGduCyCwAAGMkT6kXLLmFdnd3PW3YJwO2kpw8AAGBgQh8AAMDAhD4AAICBCX0AAAADE/oAAAAGJvQBAAAMTOgDAAAYmNAHAAAwMKEPAABgYEIfAADAwIQ+AACAgQl9AAAAAztw2QUAAMBGeUK9aNklrKuz+3nLLoH9gJ4+AACAgQl9AAAAAxP6AAAABib0AQAADMxELgAAwKZhsp31p6cPAABgYEIfAADAwIQ+AACAgQl9AAAAAxP6AAAABib0AQAADEzoAwAAGJjQBwAAMLClvpy9qq5I8pkkO5Pc0t3HVtW9k7wuyVFJrkjyfd39qWXVCAAAsD/bDD1939Ld27v72On7s5Oc091HJzln+g4AAMBtsBlC3+5OTHL6tHx6kicurxQAAID927JDXyd5a1W9v6pOmdoO7e5rk2T6vM/SqgMAANjPLfWZviTf1N3XVNV9krytqj682h2nkHhKktzvfvdbVH0AAAD7taX29HX3NdPn9Un+NMlxSa6rqsOSZPq8fg/7ntbdx3b3sdu2bduokgEAAPYrSwt9VXXXqrr7ruUk35bkwiRnJTl52uzkJG9aToUAAAD7v2UO7zw0yZ9W1a46/ri731JV70tyZlX9aJJ/SvLkJdYIAACwX1ta6OvujyT52hXaP5HksRtfEQAAwHiWPXsnAAAACyT0AQAADEzoAwAAGJjQBwAAMDChDwAAYGBCHwAAwMCEPgAAgIEJfQAAAAMT+gAAAAYm9AEAAAxM6AMAABiY0AcAADAwoQ8AAGBgQh8AAMDAhD4AAICBCX0AAAADE/oAAAAGJvQBAAAMTOgDAAAYmNAHAAAwMKEPAABgYEIfAADAwIQ+AACAgQl9AAAAAxP6AAAABib0AQAADEzoAwAAGJjQBwAAMDChDwAAYGBCHwAAwMCEPgAAgIEJfQAAAAMT+gAAAAYm9AEAAAxM6AMAABiY0AcAADAwoQ8AAGBgQh8AAMDAhD4AAICBbcrQV1UnVNWlVXV5VT172fUAAADsrzZd6KuqA5L8bpJvT3JMkqdU1THLrQoAAGD/tOlCX5Ljklze3R/p7s8lOSPJiUuuCQAAYL+0GUPf4UmunPt+1dQGAADAGlV3L7uGW6mqJyc5vrv/y/T9qUmO6+7/utt2pyQ5Zfr6VUku3dBCF++QJP+87CLYI/dn83OPNjf3Z/NzjzY/92hzc382v9Hu0f27e9tKKw7c6EpW4aokR859PyLJNbtv1N2nJTlto4raaFV1Xncfu+w6WJn7s/m5R5ub+7P5uUebn3u0ubk/m99WukebcXjn+5IcXVUPqKo7JTkpyVlLrgkAAGC/tOl6+rr7lqp6RpK/THJAkld090VLLgsAAGC/tOlCX5J095uTvHnZdSzZsENXB+H+bH7u0ebm/mx+7tHm5x5tbu7P5rdl7tGmm8gFAACA9bMZn+kDAABgnQh9AAAAA9uUz/RtNVX1kCQnZvYS+s7sFRVndfclSy0MgC2pql7d3T+87Dr4ounfCocneW933zTXfkJ3v2V5lbFLVR2XpLv7fVV1TJITknx4mqsClsozfUtWVf8zyVOSnJHZOwqT2bsJT0pyRnf/yrJqY6aq7pnkOUmemGTXCy+vT/KmJL/S3TcspzJ2cY/gtquq3V+LVEm+JclfJ0l3f9eGF8WtVNVPJ3l6kkuSbE/yzO5+07TuA939dUssjyRV9fwk355Zh8rbknxDkrcneVySv+zuU5dXHftSVU/r7lcuu45FEvqWrKr+b5KHdvfnd2u/U5KLuvvo5VTGLlX1l5n94+f07v741HbfJCcneVx3f+sy68M92l9UVSU5Lrce1XBu+w/RUlXVB5JcnOQPMrsvleS1mf3xMd39juVVR5JU1T8k+cbuvqmqjkry+iSv6e7frqoPdvfDl1sh0z3anuSgJB9PckR331hVd86sd/Zhy6yPvauqf+ru+y27jkUS+pasqj6c5Pju/thu7fdP8tbu/qrlVMYuVXXpnu7D3taxcdyjza+qvi3JS5NcluTqqfmIJF+Z5Ke6+63Lqm2rq6o7JHlmkscn+e/dfX5VfaS7H7jk0phU1cXdfczc97tlFvwuTvKY7t6+rNqYmQ/fuwfxqjrfPVq+qrpgT6uSPLi7D9rIejaaZ/qW72eSnFNVlyW5cmq7X2b/EHrGsoriVj5WVf8js16k65Kkqg5N8iP54j1judyjze+3M+t1vWK+saoekNl7Wf/DMooi6e4vJHlxVf3J9Hld/Ptgs/l4VW3v7vOTZOrxe0KSVyT5mqVWxi6fq6q7dPe/Jvn6XY3T4wdfWF5ZzDk0yfFJPrVbeyV518aXs7H8n/qSdfdbqurB+eKQp8rs2b73dffOpRbHLt+f5NlJ3lFV95narktyVpLvW1pVzJu/R4dmNkTNPdpcDswXn1ued3WSO25wLaygu69K8uSq+o4kNy67Hm7lh5PcMt/Q3bck+eGq+v3llMRuvrm7b07+/Q8pu9wxs0cNWL6zk9xt1x9P5lXV2ze8mg1meCcwhGlmuyOSvMfMdptPVT0nswB+Rr7Y+3pkZs+Nndndv7ys2gBgdEIf3A5bYban/YGZ7fYP0xTm35Vbj2o4q7svXmphADA4oQ9uh60w29P+wMx2AAB75pk+2Id9zPZ06EbWwh4dsGtIZ3dfUVWPTvL6aRbcWmZhzFTVPTJ7l+IRSd7c3a+dW/fS7v6ppRUHAIMT+mDftvRsT/sJM9ttfq/M7HUNb0jyn6vqe5P8wDTxwSOWWhkADE7og33b0rM97SfMbLf5Pai7v2da/rOq+l9J/rqqvmuZRQHAVuCZPgAWrqouSfLQ+anMq+rkJP8jsz+q3H9pxQHA4O6w7AJgf1RVpyy7BtjP/HmSx8w3dPfpSZ6V5HNLqQgAtgg9fXAbeA0AAAD7Cz19cNuYERJup6o6e9k1AMBWIPTBGlXVI5O8oaq+bdm1wH7u8GUXAABbgdAH+1BV584t/1iSlyQ5IMnzq+rZSysM9n8fXHYBALAVeKYP9qGqPtjdD5+W35fk8d29o6rumuQ93e09cAAAbFp6+mDf7lBVB1fVl2f2h5IdSdLd/5Ld3g0HrF1V/cWyawCAkXk5O+zbPZO8P7PJW7qq7tvdH6+qu8WELrAqVbWn2W4ryfYNLAUAthzDO+E2qqq7JDm0uz+67Fpgs6uqnUnekZX/UPKI7r7zBpcEAFuG0AfAwlXVhUme1N2XrbDuyu4+cgllAcCW4Jk+ADbCC7Ln/+b81w2sAwC2HM/0AbBw3f36vaw+eMMKAYAtyPBOAJaqqv6pu++37DoAYFR6+gBYuKq6YE+rkhy6kbUAwFYj9AGwEQ5NcnyST+3WXknetfHlAMDWIfQBsBHOTnK37j5/9xVV9fYNrwYAthDP9AEAAAzMKxsAAAAGJvQBAAAMTOgDYMupqp1VdX5VfaiqPlBV/3Fq/4qq2ts7BVd7/FOq6nVz3+9RVf9YVQ+4vccGgLXyTB8AW05V3dTdd5uWj0/y3O5+1Doev5L8XZLnd/dfVdVvJdnR3aeu1zkAYLX09AGw1d0j06skquqoqrpwWv6RqnpjVb2lqi6rql/dtUNVvayqzquqi6rqhbsfsGd/Uf3JJL9VVccmeWySX6uqP6uq90/7nTId64CqelVVXVhV/1BVPzu1v6qqvnfhVw/A8LyyAYCt6M5VdX6SL0tyWJLH7GG77UkenuTmJJdW1e9095VJ/ld3f7KqDkhyTlU9rLtv9QL67r6gqv4yyTlJntjdn6uq/zztd+ck76uqNyQ5Ksnh3f3VSVJV91rviwVga9PTB8BW9Nnu3t7dD0lyQpJXT0Myd3dOd3+6u/8tycVJ7j+1f19VfSDJB5M8NMkxezjP7ya5urv/Zvr+01X1oSTvSXJkkqOTfCTJA6vqd6rqhCQ3rscFAsAuQh8AW1p3vzvJIUm2rbD65rnlnUkOnCZj+bkkj+3uhyX5/zPrMVzJF6afVNWjkzwuyTd299dmFhi/rLs/leRrk7w9ydOT/MHtuyIAuDWhD4AtraoekuSAJJ9Y5S73SPIvST5dVYcm+fZV7nfPJJ/q7n+dzvmI6fyHJLlDd78hyfOSfN1a6geAffFMHwBb0a5n+pKkkpzc3TtXHuF5a939oar6YJKLMhua+ferPOdbkvxEVV2Q5NLMhngmyeFJXllVB2fWs/izq74KAFgFr2wAgE2gqu6T5Bnd/QvLrgWAsRjeCQBLVlX/Kck7knx+2bUAMB49fQAAAAPT0wcAADAwoQ8AAGBgQh8AAMDAhD4AAICBCX0AAAADE/oAAAAG9v8AkcILCLeBrgcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2[\"Binanın Yaşı\"].value_counts().plot(kind=\"bar\",figsize=(15,7), color=\"indigo\")\n",
    "\n",
    "plt.title('Bina yaşına göre ilan sayıları')\n",
    "plt.ylabel('İlan Sayısı')\n",
    "plt.xlabel('Bina Yaşı')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "ce79044c-ec6b-4a2c-8507-5ed5fcd4ec2c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 360x360 with 0 Axes>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 360x360 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(df2[\"Binanın Yaşı\"],df2[\"Fiyat\"])\n",
    "\n",
    "plt.title(\"Binanın Yaşı ile Fiyat ilişkisi\")\n",
    "plt.xlabel(\"Binanın Yaşı\")\n",
    "plt.ylabel(\"Fiyat\")\n",
    "plt.figure(figsize=(5,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2c463583-09af-410d-ad51-7893b2940f72",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Binanın Kat Sayısı')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2[\"Binanın Kat Sayısı\"].value_counts().plot(kind=\"bar\",figsize=(15,7), color=\"indigo\")\n",
    "\n",
    "plt.title('Binaların kat sayısına göre ilan sayıları')\n",
    "plt.ylabel('İlan Sayısı')\n",
    "plt.xlabel('Binanın Kat Sayısı')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1afcb52f-37ab-4a23-a805-314d750f2d14",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 360x360 with 0 Axes>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 360x360 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(df2[\"Binanın Kat Sayısı\"],df2[\"Fiyat\"])\n",
    "\n",
    "plt.title(\"Binanın Kat Sayısı ile Fiyat ilişkisi\")\n",
    "plt.xlabel(\"Binanın Kat Sayısı\")\n",
    "plt.ylabel(\"Fiyat\")\n",
    "plt.figure(figsize=(5,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6e180417-2798-4b40-8dbb-5d01e389465e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Dairenin Katı')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2[\"Bulunduğu Kat\"].value_counts().plot(kind=\"bar\",figsize=(15,7), color=\"indigo\")\n",
    "\n",
    "plt.title('Dairenin Bulunduğu kata göre ilan sayıları')\n",
    "plt.ylabel('İlan Sayısı')\n",
    "plt.xlabel('Dairenin Katı')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "3c3c8c09-ce06-4295-a69b-358b6a4135f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 360x360 with 0 Axes>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 360x360 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(df2[\"Bulunduğu Kat\"],df2[\"Fiyat\"])\n",
    "\n",
    "plt.title(\"Dairenin Bulunduğu Kat ile Fiyat ilişkisi\")\n",
    "plt.xlabel(\"Bulunduğu Kat\")\n",
    "plt.ylabel(\"Fiyat\")\n",
    "plt.figure(figsize=(5,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "cffe65c4-c267-4209-9d96-6c3ab44d7977",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "90      121\n",
       "100     105\n",
       "110      98\n",
       "95       78\n",
       "120      76\n",
       "       ... \n",
       "232       1\n",
       "143       1\n",
       "316       1\n",
       "1400      1\n",
       "290       1\n",
       "Name: Brüt Metrekare, Length: 162, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2[\"Brüt Metrekare\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "29a5d0a8-1d63-4de3-ac37-4cd7b9af078d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 360x360 with 0 Axes>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 360x360 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(df2[\"Brüt Metrekare\"],df2[\"Fiyat\"])\n",
    "\n",
    "plt.title(\"Dairenin büyüklüğü ile Fiyat ilişkisi\")\n",
    "plt.xlabel(\"Brüt Metrekare\")\n",
    "plt.ylabel(\"Fiyat\")\n",
    "plt.figure(figsize=(5,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "eae59b12-e26f-42ef-a24f-36c7d94481aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Banyo Sayısı')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2[\"Banyo Sayısı\"].value_counts().plot(kind=\"bar\",figsize=(15,7),color=\"indigo\")\n",
    "\n",
    "plt.title('Banyo Sayısına göre ilan sayıları')\n",
    "plt.ylabel('İlan Sayısı')\n",
    "plt.xlabel('Banyo Sayısı')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e01fdb4e-fcd3-4503-83e2-bdac5d679c1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 360x360 with 0 Axes>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 360x360 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(df2[\"Banyo Sayısı\"],df2[\"Fiyat\"])\n",
    "\n",
    "plt.title(\"Banyo Sayısı ile Fiyat ilişkisi\")\n",
    "plt.xlabel(\"Banyo sayısı\")\n",
    "plt.ylabel(\"Fiyat\")\n",
    "plt.figure(figsize=(5,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "18732b1d-28e1-477d-bb81-2f5c54082e43",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = [\"orangered\", 'snow']\n",
    "myexplode = [0.2, 0]\n",
    "mylabels = [\"Hayır\",\"Evet\"]\n",
    "fig = plt.figure(figsize=(7,7))\n",
    "#df2[\"Site İçerisinde\"].value_counts().plot(kind = 'pie',autopct='%.1f%%',colors=colors)\n",
    "plt.pie(df2[\"Site İçerisinde\"].value_counts(),colors=colors,autopct='%.1f%%',labels=mylabels,explode = myexplode, shadow= True)\n",
    "plt.legend()\n",
    "plt.ylabel(\"\", fontsize = 20)\n",
    "plt.title(\"Site Durumu\",color='white');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "f96b7adf-d7c2-41d2-8e49-322a62d0548d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 360x360 with 0 Axes>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 360x360 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(df2[\"Site İçerisinde\"],df2[\"Fiyat\"])\n",
    "\n",
    "plt.title(\"Dairenin site içerisinde olup olmamasının Fiyata Etkisi\")\n",
    "plt.xlabel(\"Site\")\n",
    "plt.ylabel(\"Fiyat\")\n",
    "plt.figure(figsize=(5,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "cd84014a-1518-4392-97a7-b2bcd22a7f2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'İlan Sayısı')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2[\"Wc Sayısı\"].value_counts().plot(kind=\"bar\",figsize=(10,20), color=\"indigo\")\n",
    "\n",
    "plt.title('İlçelerdeki İlan sayısı')\n",
    "plt.ylabel('İlçeler')\n",
    "plt.xlabel('İlan Sayısı')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "7257531a-db31-4eab-a6e5-ee1a0b7b8304",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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7Crhs4v7RwBlVtRdwRn+fJHsDhwD3A54EvCXJNlvg50uSJEnSsrOoMJdkV+CpwNsmhg8CTuxvnwgcPDF+UlXdWFVXAlcAD1nMz5ckSZKk5WqxM3N/A/wRcMvE2D2q6hqA/vvd+/FdgG9NPO+qfmwDSY5IsjrJ6jVr1iyyREmSJEna+mx2mEtyIHBtVZ230JfMMVZzPbGqTqiqlVW1csWKFZtboiRJkiRttbZdxGsfATw9yVOAHYAdk7wL+G6SnavqmiQ7A9f2z78K2G3i9bsCVy/i50uSJEnSsrXZM3NVdUxV7VpVu9M1NvlkVR0KnAqs6p+2Cjilv30qcEiS7ZPsAewFnLvZlUuSJEnSMraYmbn5vBE4OcnhwDeBZwFU1SVJTgYuBW4GjqyqtbfBz5ckSZKkrd4WCXNVdSZwZn/7+8AB8zzvDcAbtsTPlCRJkqTlbEvsMydJkiRJWmKGOUmSJElqkGFOkiRJkhpkmJMkSZKkBhnmJEmSJKlBhjlJkiRJapBhTpIkSZIaZJiTJEmSpAYZ5iRJkiSpQYY5SZIkSWqQYU6SJEmSGmSYkyRJkqQGGeYkSZIkqUGGOUmSJElqkGFOkiRJkhpkmJMkSZKkBhnmJEmSJKlBhjlJkiRJapBhTpIkSZIaZJiTJEmSpAYZ5iRJkiSpQYY5SZIkSWqQYU6SJEmSGmSYkyRJkqQGGeYkSZIkqUGGOUmSJElqkGFOkiRJkhpkmJMkSZKkBhnmJEmSJKlBhjlJkiRJapBhTpIkSZIaZJiTJEmSpAYZ5iRJkiSpQYY5SZIkSWqQYU6SJEmSGmSYkyRJkqQGGeYkSZIkqUGGOUmSJElqkGFOkiRJkhpkmJMkSZKkBhnmJEmSJKlBhjlJkiRJapBhTpIkSZIaZJiTJEmSpAYZ5iRJkiSpQYY5SZIkSWqQYU6SJEmSGmSYkyRJkqQGGeYkSZIkqUGGOUmSJElqkGFOkiRJkhpkmJMkSZKkBm12mEuyW5JPJbksySVJjurHd0pyepKv9t/vOvGaY5JckeTyJE/cEv8DJEmSJGk5WszM3M3AK6vqvwP7A0cm2Rs4GjijqvYCzujv0z92CHA/4EnAW5Jss5jiJUmSJGm52uwwV1XXVNX5/e3rgcuAXYCDgBP7p50IHNzfPgg4qapurKorgSuAh2zuz5ckSZKk5WyLXDOXZHfggcAXgHtU1TXQBT7g7v3TdgG+NfGyq/oxSZIkSdKUFh3mktwZeD/wh1X14409dY6xmue/eUSS1UlWr1mzZrElSpIkSdJWZ1FhLsl2dEHu3VX1gX74u0l27h/fGbi2H78K2G3i5bsCV8/1362qE6pqZVWtXLFixWJKlCRJkqSt0mK6WQZ4O3BZVb1p4qFTgVX97VXAKRPjhyTZPskewF7AuZv78yVJkiRpOdt2Ea99BPB84KIkX+rH/ifwRuDkJIcD3wSeBVBVlyQ5GbiUrhPmkVW1dhE/X5IkSZKWrc0Oc1V1DnNfBwdwwDyveQPwhs39mZIkSZKkzhbpZilJkiRJWlqGOUmSJElqkGFOkiRJkhq0mAYo2sodmNcPXcKcPlR/MnQJkiRJ0uCcmZMkSZKkBhnmJEmSJKlBhjlJkiRJapBhTpIkSZIaZJiTJEmSpAYZ5iRJkiSpQYY5SZIkSWqQYU6SJEmSGmSYkyRJkqQGGeYkSZIkqUGGOUmSJElqkGFOkiRJkhpkmJMkSZKkBhnmJEmSJKlBhjlJkiRJapBhTpIkSZIaZJiTJEmSpAYZ5iRJkiSpQYY5SZIkSWqQYU6SJEmSGmSYkyRJkqQGGeYkSZIkqUGGOUmSJElqkGFOkiRJkhpkmJMkSZKkBhnmJEmSJKlBhjlJkiRJapBhTpIkSZIaZJiTJEmSpAYZ5iRJkiSpQYY5SZIkSWqQYU6SJEmSGrTt0AVIW4sD8/qhS5jTh+pPhi5BkiRJtwFn5iRJkiSpQYY5SZIkSWqQYU6SJEmSGmSYkyRJkqQGGeYkSZIkqUGGOUmSJElqkGFOkiRJkhpkmJMkSZKkBhnmJEmSJKlBhjlJkiRJapBhTpIkSZIaZJiTJEmSpAYZ5iRJkiSpQYY5SZIkSWqQYU6SJEmSGrTt0AVIWp4OzOuHLmFOH6o/GboESZKkBVnyMJfkScDfAtsAb6uqNy51DZLUGsOvJEmabUnDXJJtgL8HHg9cBXwxyalVdelS1iFJ2roZfqfj8ZKkNi31zNxDgCuq6usASU4CDgIMc5IkqQmG3+l4vKTbTqpq6X5Y8kzgSVX1ov7+84GHVtUfzHreEcAR/d1fBS5fsiIX7m7A94YuoiEer+l4vKbj8ZqOx2s6Hq/peLym4/Gajsdreh6z6Yz1eN27qlbMHlzqmbnMMbZBmqyqE4ATbvtyNl+S1VW1cug6WuHxmo7Hazoer+l4vKbj8ZqOx2s6Hq/peLym5zGbTmvHa6m3JrgK2G3i/q7A1UtcgyRJkiQ1b6nD3BeBvZLskeT2wCHAqUtcgyRJkiQ1b0mXWVbVzUn+APg43dYE76iqS5ayhi1o1MtAR8jjNR2P13Q8XtPxeE3H4zUdj9d0PF7T8XhNz2M2naaO15I2QJEkSZIkbRlLvcxSkiRJkrQFGOYkSZIkqUGGOUmSJElq0FLvM9e0JLtV1bdmjd2zqr4zVE2StBBJ9gH2BnaYGauqfxmuIkmStFg2QJlCkpuB9wKHV9VP+7Hzq2q/YSsbvyR3Am6oqrVD1zJWSc4A/qqqPjIxdkJVHTFgWaOVZM7fu6o6f6lrGbskxwKPpgtzHwGeDJxTVc8csq4xS3IRMPkHMkBV1f0HKmnUkhxeVW+fNfbGqjp6qJrGLMkr5hqvqjctdS1jluSPqurPkxzP+r+PAFTVywYoa/SSbAN8vKoeN3QtYzffZ4kZLXymcGZuOhcBnwY+neTZVfU1uj/wmiXJ7ej2EXwe8GDgRmD7JGvoPkyeUFVfHbDEMdoDeHWSB1fV6/qxlUMWNHJ/NcdYAY9d6kIa8ExgX+CCqjosyT2Atw1c09gdOHQBjXlmkhuq6t0ASd4CbD9wTWP2C0MX0IjL+u+rB62iMVW1NslPk9ylqq4bup6Rm+uzxIwmPlMY5qZTVfWWJF8GTkvyauY4UyQAPgX8B3AMcHFV3QKQZCfgMcAbk3ywqt41YI1j8yPgAODNSU4DDh22nHGrqscMXUNDflZVtyS5OcmOwLXAfYYuasyq6htD19CYZwCnJrmFbub3B1X1koFrGq2JE3baiKo6rZ9l2qeqXjV0PY25AbgoyenAT2YGnc1c39bwWcIwN50AVNVnkhwA/Dtw32FLGq3HVdVNswer6gfA+4H3J9lu6csatVTVzcBLkrwQOAe467AljU+SZ2zs8ar6wFLV0pDVSX4R+CfgPOC/gHMHrWikklzP3CfpZpZZ7rjEJY1af4JuxouA/wt8BjguyU79e7568y0XnOEH7Q31s0wPGrqOBn24/9JGJHlsVX1yvs8WLXym8Jq5KSTZuaqumbi/LfDwqjp7wLJGq19qeWFV7TN0LS1I8ntV9Y8T9x8EHFlVvzNgWaOT5J0bebg8XhuXZHdgx6q6cOha1L4kV9KFk0x8n1FV5QzwhCSrNvZ4VZ24VLW0JMlfAXvR9S2YnGUa/QdtjVuS11XVsfN8tmjiM4VhbkpJngrcj/U7wh03XEXjluTdwDFV9c2ha2lFkruz/r8vj50WLcn9gd2ZWJHhB6FN8/dRGl7LH7SHMnGiZT2eYNn6uMxyCkn+Abgj3TVfb6NrKuBSpY3bGbgkybmsfzbt6cOVNE5Jnga8CbgX3TVNv0x38bczm/Pw5MrCJHkHcH/gEuCWfrgAw9w8kjyd7sL4md/He9P9Pt5vyLrGql82/2LgUf3QmcA/zrXcXpBkBfBqNtwuZPTNFoZQVYcNXUMrknymqh7B+g3UdgCeBew096uU5C7Asax7DzsLOK6FBjLOzE0hyYVVdf+J73cGPlBVTxi6trFK8htzjVfVWUtdy9j1jXUeC/xHVT0wyWOA57g1wdzmO7lSVYcPWtgIJbm0qvYeuo6W+Ps4nSRvA7YDZpYJPh9YW1UvGq6q8UryCbrr7v8H8PvAKmBNVb160MJGKsmvAG8F7lFV+/QrDZ5eVX86cGlNSXJOVT1y6DrGKMn7gYtZ/z1s36ra6HX6Y3C7oQtozM/67z9Nci/gJrp28ppHH9r+E9iuv/1FYPR7dgzkpqr6PnC7JLerqk8BDxi4pjF7eFW9APhh3xnuYcBuA9c0Vp9LYpibjr+P03lwVa2qqk/2X4fRbUujuf1Svy/fTVV1Vr9ccP+hixqxf6Lrjn0TQH/N7yGDVjRSSc7pv+838bUyye/jlhgbs2dVHVtVX++/XkcjXZ9dZjmdD/Ud4f6CLpAU7tW0UUl+FziCbmp/T2AX4B/oWvBrfT/qZ3vPBt6d5Frg5oFrGrPZJ1e+jydX5nMiXaD7Dt2ej26AvWn+Pk5nbZI9+/1XSXIfYO3ANY3ZzPLTa/rl4lcDuw5Yz9jdsarOTdbb2tffxzlMzLxN7p92M92J9WcveUHt+FmSR1bVTBh+BOs+Z4yaYW4KVfX6/ub7k3wI2KGFtbQDOxJ4CPAFgKr6at9QQBs6iG5fmJfTbbZ+F8Drv+Y318mVfxq0ovF6B92SkYtYd82cNs7fxwVI8uyqOhl4FfCpJF+nO1lwb8DrnOb3p/01Oq8Ejgd2pPu3prl9L8me9A09kjwTuGbjL1netob905bYi4ET+9/LAD8AXjhoRQvkNXNTmGcPiuuAi6rq2qWupwVJvlBVD01yQX/dybbA+c4IaEtKsj2eXJlXkk/aWGHz9JusT3YAdd+0Cf2JzW3pTtxdBfwq3Qehr1TVjUPWpq1HP9N7AvBw4IfAlcDzquobgxY2Yv3JzhewYRdj9zLciP49n6r68dC1LJQzc9M5nO66nE/19x8NfB74lSTHVdW/DlXYiJ2V5H8Cd0jyeOAlwGkD1zRK82xWfB2wGnhlVX196asaryQ70P17eiTdcTsnyVur6oZhKxulryT5N7rfvVs/YLs1wfyS/B7dTNzP6GYzZ/ZRa+IaiqVSVQcmORj4EPBvdE0qbgHulOROht+59eHkb+k+U9wCfA54ue/z60tyVFX9LbBzVT0uyZ2A21XV9UPX1oCP0H1GdUXGRiR5xTzjAFTVm5a0oM3gzNwUkpwGvKiqvtvfvwfdH64XAWe7OfaG+o3DDweeQPdh6OPA28p/eBtI8jq66yb+je5YHQLcE7gceHFVPXq46sYnycnA9cC7+qHnAHetqmcNV9U4uUfT9JJ8FXhYVX1v6FpakGRfuusLf8hE+HVPq7kl+Tzw98B7+qFDgJdW1UOHq2p8knypqh6Q5Pyq2m/oelriMVuYJMdu7PG+EcqoGeamkOSiqvq1ifuhW2K5z8wywgHLG6UkuwDfn5kt6WdTdqqqq4etbHxmlqTOGvt8Ve2f5MtVte9QtY3RXMfE4zS3JI+oqs9sakzrJPkY8Iyq+unQtYxZv8T5j+m2BnlVVX1o4JKasLH3+6FqGqMk76GbvVwBfG3yIWzitFFJXg78F92s+eSKDGfLtzIus5zOp/vrA97b3/8t4Ox+2v9Hg1U1bv+XbhncemNJXgVsU1WfXPqSRuuWJM8G3tfff+bEY5512dAFSfavqs8DJHkoYDiZ2/HA7DO0c41pnWOAzyb5Aut/EPJ6k/VdCLwf2K+qmuj8NqQkM5s2fyrJ0cBJdO/vvw18eLDCRqqqnpPknnSrep4+dD2N+Tldg7DXsO4zhEvF59HyXobOzE2hn4n7LeARdGeFzgHe75LB+c0skZg1djVdB6/jqmqvQQoboVnXUBTdWveXA98GHjTTLne5S3IR3fHZjq7Zwjf7h34ZuNTlzuskeRhdw4A/BP564qEdgd90FnN+Sc6le49f73qTqjpx3hctQ0n2rqpLh66jFUmupHv/yhwPuyxVW0ySrwEPdan4wiQ5i64r7z/OrLRLcnELnymcmZtCH9rex7qZE23amiRPraoPAyQ5kK7L2XuS7DxwbaPSX/j+tHkeNsitc+DQBTTk9sCd6d7rJzeL/THrz/xqQzdX1ZwXxmudmSCXZAXwamBvYIeJx+2iOqGq3AtzCklOrqpnT5zEu/UhXGa5KZcALhNfuGb3MjTMLcA8XQZh3ZvJjktcUkt+n27D3bf296+ia5XbRIegpZDkeDayjNJlXeubbEXdN1349f7up6vqy8NUNU5VdRZdR9l/toX31D6V5Ag27ADq9SZzezfw78BT6d73VwFrBq1oxJJsR7ev1aP6oTPpZgRumvdFy9NR/XdP4k1vLfClJJ/CpeIL0exehi6z1JJIcme6f2+2E54lyaqNPe6yrrklOQr4XWCmvf5vAidU1fHDVTVOfSfeDd7sq8prUObRL4ebzWVw80hyXlU9KMmFM7MlSc6qqt8YurYxSvI2uqXiM+/vzwfWVtWLhqtqnJJsA3y8qh43dC0tme+zhZ8p5jbPXoaHVtV/DlnXQhjmNkOSu7P+MpJvbuTpy9J8+3bMcFZOi5XkQrrW8T/p798J+JzLbjaUZM4P1P3MnbRoE513Pw68mW6blfdV1Z4DlzZKduOdTpJTgedX1XVD19KSJLcHfqW/e7kzv5vW4l6GLrOcQpKnA38F3Au4Frg3cBlwvyHrGqlf2PRTNMlrTqYWumUkM9Yyd1OBZW8ytCW5K7BbVV04YEmjleSxVfXJJM+Y63E3Wp/Xnya5C11zq+Ppmuy8fNiSRm1tkj2r6mtw66zA2k28Zjm7AbgoyenAT2YGXTK4oST3raqvJHk03czvf9L9bdwtyaqqOnvA8kYryf+adR+AqjpukIKmYJibzuuB/YH/qKoHJnkM3UbFmqWFTRZHyGtOpvNO4AtJPkj3h+og4O3DljROSc6ka+u9LfAlusZEZ9ngY06/AXySuZsRFeuW9WrCxP5y1wGPGbKWRryK7rrMr/f3dwcOG66c0fswbt2wUK8AjqCbfHhCVV0Ot7befw/woAFrG7OfTNzege46zcsGqmUqLrOcQpLVVbUyyZeBB1bVLUnOraqHDF3bGCV5Mt1eTXvTfQi6FPizqvrIoIWNlNecTC/Jfqzbx/DTVXXBkPWMVZIL+hNQL6KblTt28t+ZtFhJ9gBeShdKbj1R7HWZ60vyYOBbVfWdfsP13wMeB3wHONoGO/NzyeDCJNmvqs6f6z3e9/2F638/T62qJw5dy6Y4MzedH/WNPM6m69B4LY20LV0qSXasqh8n+V26P1J/BKzuH14JvDHJrlV1wmBFjtfMH6ZrkjyV7pqTXQesZ5SS3BG4qapu6v9g/QR4CrAHYJib27b9ViDPpttAVvPwet/N9n/pZsZPY2JfPm3gH+nCG8BDgaPpQvAD6JovuGXIHFwyOJUXAOcDq5O8HfjXfvxQ4LzBqmrPHWlkg3Vn5qbQXxR5A90byfOAuwDvrqrvD1rYiCT5UFUdmORS4JGzzzIm+SXgnKr678NUOF79HnyfBnZj3TUnr6uqUwctbGSSnA0cXlVfTfLfgHPplqjuDXyxqo4etMARSvIs4E/ofvde0l+f8xdV9VsDlzY6SY7dyMPVwvUTQ0jyhap66NB1jN1kk5Mkfw+sqarX9ve/VFUPGLC80UpyHvDc2UsGq8olg7Mk2a6qbupnlo6kW70SuomIj1VVE0sHl9qsvQy3AVYAx1XV3w1X1cIY5rRFJblnv3zksvkC28YekzYlyUVV9Wv97dcDO1XVkf0SnPNmHpM2R79y4Kp5HntaVZ221DW1IMlzgb2AT7D+nlbnD1bUCCW5GHhAVd2c5CvAETOzS0kurqp9hq1wnFwyuHBJPgocVFU/nzW+L3BKVe0+SGEjl+TeE3dvBr5bVU2svnOZ5SYk2aGqbuhvz7V5+HV0ywhfWVVfn/36ZejNdEu5fpxk39mbOPdvJs20e11KSd48x/B1wOqqOmWp6xmxyd/BxwJ/AVBVP0/i8q4JcUP6zXFGkifO3lsoyWHAH9MtI9SGfo1ur7THsm6ZZfX3tc57gLOSfA/4Gd1qDPpVBrbdn9/sJYPPwyWD8zkP+Gh/8umncOv2NO8CfmfQykYoySeq6glV9Y0kx1TV/xm6pmk5M7cJfXvqR1TVK5O8ju46pn+jm7I+BLgncDnw4qp69GCFjkySR9ItfXsn3RtLAQ+m69B4aFWdM2B5o5HkN4GfVdXHkpwA3Bd4b//wbwGX0C27/HpV/eEwVY5LknfRNQu4mm4rhz2q6qdJfhE4y32a1okb0k8tyVOAvwWeUlVf7ceOAZ4LPHm+Wbvlrp9luv/s2QBtKMn+wM7AJyb2yfwV4M7OZM5tniWDb6mqGzf6wmUqyWuAJwFPBp4I/DXwjKpavdEXLkMzDcL62+dX1X5D1zQtw9wm9NfJfaKqHjHXNQFZt1Gqm33OkuQedG++96N7870E+Puq+s6ghY1Ikh2BD1fVryf5JF0b4Zv7x7alW7L0eOCiqtp7wFJHI8kdgKPoTqS8c2b2N8nDgT2r6l839nppU5IcQNeo4mDgRXQnog6sqh8OWdeYJfl34KVVde3QtUi6tZnT79F9/npKVV0xcEmjNBngWg1zLrPctKfRdZgCuCXJs4H39fcnu06Zimepqu8mORd4bVW5/G1uDwVmlufuAtyJdUtt7gTcq6rWJvHsY6+qfkbXFfX5rDt2VNVnk+w0XGXj1Z/1/x9s2DbeJXBzqKozkrwQOBP4LHDAzHJ7zesewFeSfJH1r5lzawJttllNKTbgNXMbSnIa3TELXROPK4A3Zd0m2P5Oru8+SU6lO14zt2/VwvFyZm4KfQe4vwUe1g99Dng58G3gQS4d3FC/JO5hwPvpZlHsojShbxf//f56r8Pprsk5k+5N5VHA/6a7xuK1VfWqwQodoSQ/omtT/ZyZf1etnlW7raXbG/Mf6JY8r50ZryqvOZll4troANvTbRmytr9fVbXjgOWNVn9Nzgaq6qylrkVbj1lNKTZQVd9YqlpaMd/v4gx/J9e3NRwvw5xuc0nuQnd94WF0H5LeSddS2EYos/Th7iF0HxzPraqrBy5ptJJcABxOd0H8a6vqvZNr37VO+g3ph65DW68kf1ZVr97UmCRpy7rd0AW0JMmuST6Y5Nok303y/iRu6rwJVXUd3czcSXQXff8mcH6Slw5a2Dg9GPh1uou8/fC9cdU3C/gN4Igkf0m3N4w2dFqSlyTZOclOM19DF6WtyuPnGHvyklehrVKS/ZN8Mcl/Jfl5krVJfjx0XWOU5OT++0VJLpz4uijJhUPXNzZbw/FyZm4KSU6n62Q502DhUOB5VTXXHzHR7ctE1wp3T7rjdmJVXZvkjsBlVbXRJRTLSZI30oW5d/dDz6HbluCY4aoaryQfrqqn9rdvB/wZ3RYhnqSaJcmVcwxXVd1nyYvRViXJi4GXAPcBvjbx0C8An6mqQwcpTFuVJKvpVvi8F1gJvAD4b1X1mkELG6EkO1fVNfMtUXVp6vq2huNlmJtCki9V1QM2NaZ1kvwL8LaZTVFnPXZAVZ0xQFmj1J8BesBMs5gk2wAXeIG3pLHql9HfFfg/wNETD11fVT8YpiptbZKsrqqVmdgoPMlnq+rhQ9c2ZknuSXfpRgFftJv4xrV6vDyDPZ3vJTk0yTb916HA94cuasyq6gVzBbn+MYPchn5x4vZdhiqiBUlWJPnLJB9J8smZr6HrGqMkd0zyx+n2MiTJXkkOHLouta+qrus3WD8SuH7iC5fyagv6aZLbA19K8udJXk7X8VnzSPIi4FzgGXTd1z+fxE3D59Hy8XJmbgpJfhn4O7rujEXXsvqoFqZgh5Juc9Tjgf8O3J7umqaf2BFuQ0meA7wR+BTrulkeU1UnDVrYSCX5BPDvdC33f59uQ/o1NlzYUL8H2HnAC6pqn36vvs+5qkBbSr+Ud6YL6AyX8mqL6JfAfZfuc8TL6U52vrWqvjpoYSOW5HLg4VX1/f7+LwGfrapfHbaycWr5eLnP3BSq6pvA6PebGJm/Y4517oNWNFJV9Z4kZ9JdNxfg1a1M8Q/kl6rq7UmO6lsHn5Vk9C2EB7JnVf12f8KAqvpZZjYdkraAqtpj6Bq09UmyqqpOnDhpfgPwuiTbAf9Cd2255nYV/Sx573rgWwPV0oJmj5dhboGSPAZ4KTCT0C8D/q6qzhysqEZU1RVJtqmqtcA7k3x26JrGJsm2dJ3f7tsPXQZ8b7iKmnBT//2aJE8FrgbsLju3n/ezcQWQZE8mNnaWFivJI4AvVdVP+ksQ9gP+pj8JKm2uo5JsX1UnzAwkuRPwQRr5oL3Ukryiv/lt4AtJTqF77z+IbhmhJmwNx8swtwD9B8W/A44DXkc3a7If8I4kf1BVHxmyvpFbb507cA2uc19PknvRLa28BriA7t/XgcBfJXmMe83N60/75guvpFvKuyPd8htt6FjgY8BuSd4NPAJ44aAVaWvzVmDfJPsCfwS8na6D8UY35JU24XHAx5LsUFVvTrIC+AhwRlUdvYnXLle/0H//Gut3mD1lgFpa0Pzx8pq5BeiXvh1VVV+eNX5/4Piq8o/VPPrrDK9l/XXub6mqKwYtbESS/DPdGe2/mTX+MuBBVbVqiLq0denX/+9Pd7Lg81XlzK+2mCTnV9V+Sf4X8O1+CfT5VbXf0LWpbUl2BD4KfJputuStVfXmYauSxsMwtwBJvlJV9532seUsyV7AX9LtL3cR8D+q6tvDVjVOm/j3dXkLF98OIclcf8yvo9ubr5kzarelJBv9IN1vui4tWn+96seAw+iaN62hO0n1a4MWpqYleUZ/8xeANwFnALc2BauqDwxRVwuSrAReA9ybiZV4bnc0t5aPl8ssF+Ynm/nYcvYOuouTz6ZrGnM8XbtXbehnG3nsp0tWRXt2oLvG8L39/d8CLgEO75en/uFQhY3IX/Xfd6BrQPRlupm5+wNfAB45UF3a+vw28Fzg8Kr6Tr8q4y8Grknte9rE7VNnjRVgmJvfu4FX0Z1Qv2XgWlrQ7PFyZm4BkvyILpRs8BDwyKq669JWNH6zN1N3uc38knydrr3+Bg8Bf15Vey5xSU3o95R7QlXd3N/fFvgE8Hjgoqrae8j6xiTJScAbquqi/v4+dLPlLxy0MElagCR7VNWVmxrTOknOqSpP2C1Qy8fLmbmFOWgjj/3lklXRlh2SPJB1ew7dYfK+y7vWcxbrn32cNOeG6wJgF7pmOtf19+8E3Kuq1iaxU+P67jsT5ACq6uIkDxiwHm0lklxP3yV19kN0+8y5p6i2hPfTNZ6b9D7gQQPU0opjk7yNbmnqrX8TXZo6r2aPl2FuAfo9rDSd79Ctb5/rfgGPXfKKRqqqDhu6hkb9OV2X1DNZt8n6/+7bVv/HkIWN0Ff6P1Lvovv9O5Ru+wtpUarqFzb9LGnzJLkvcD/gLhPXz0HXvXiHYapqxmF0lyJsx7plgy5NnV+zx8tllguQ5OSqenaSi1j/DOTMmcfRXxyp8UpyaFW9a2Kvk/VU1ZvmGhck2Rl4CN3v4rlu4zC3JDsAL6YLvNDN+L61qm4YripJ2rgkBwEH0117f+rEQ9cDJ1WV+9bOI8lFNiBauJaPlzNzC3NU//3AQatoSJJHVtU5G3l8R+CXq+riJSxrrGb23fMM9wLM0aFxZuPYeya5p0t415dkG+BDVfU44K+HrkeSFqrvTHxKkodV1eeGrqcxn0+yd1VdOnQhjWj2eDkzN6Uk96SbCSjgi1X1nYFLGqUkfw08lK5V9Xl0bap3AP4b8Bi61q+vrKovDlbkyCTZraq+NWvsnv4bW1+ST23k4aoql/DOkuRU4PlVdd0mnyxJI9OvLjicbsnlrcsrq+p3Bitq5JJcRrc91JV014C5mmwjWj5ehrkpJHkR8L+AT9L9n/wbwHFV9Y5BCxupJHcFngk8AtiZrgX/ZcCHNzZrt1wluYnugu7Dq+qn/ZhdQLVoSU6m2zD8dCa2U6mqlw1WlCQtUJL3Al+h2/7iOOB5wGVVddRGX7iMJbn3XONV9Y2lrqUFLR8vw9wUklwOPLyqvt/f/yXgs27qrC0hyQXAP9GdfXx2VX0tyQVV9cCBSxutvsX+3qx/pvZfhqtonJKsmmu8qk5c6lokaVozfwuTXFhV90+yHfBxV2JsXJJ9gV/v7366qr48ZD1j1+rx8pq56VxFd9HtjOtZd72OJtjUY7NUVb0lyZeB05K8mrlbfgtIcizwaLow9xHgycA5dJvVa0JVnZjkDnTXqV4+dD2SNKWb+u8/6k/ifQfYfbhyxi/JUcDvsq4b47uSnFBVxw9Y1mi1fLwMcwswEUi+DXwhySl0H7IPAs4drLBxs6nH9Gb24PtMkgOAf6drk6u5PRPYF7igqg5Lcg/gbQPXNEpJnka3J+btgT36PeaOq6qnD1qYJC3MCf2lG39M19XyzsCfDFvS6B0OPLSqfgKQ5M+AzwGjDycDafZ4GeYWZiaQfK3/mnHKALU0oar+sb/5jrmaegxQUgueMnOjqq5J8ljg4QPWM3Y/q6pbktzcd0e9FrjP0EWN1GvpGjedCVBVX0qyx5AFSdKmJNm1qq6qqpkTdWfTv8/3J6k0vwBrJ+6v7cc0t2aPl2FuAarqdUPX0LCvJ1mvqQfdkjibemzoliRvB+5VVU8GfgXYi+6Plza0Oskv0l1neB7wXzhTPp+bq+q6ZL2/Sy7hlTR2ZyR5YlX95+RgksPoZulOG6SqNryTbjXZB/v7BwNvH66c0Wv2eN1u6AJakmRlkg8mOT/JhTNfQ9c1chcDnwY+nWTPfqyJMx0D+Gfg48C9+vv/D/jDoYoZu6p6SVX9qKr+AXg8sKqqDhu6rjFJ8pF+Bu7iJM8FtkmyV5LjATfblTR2LwdOT7LXzECSY4BX0HUU1yxJdoVbexMcBvwA+GF/+2sbeemytDUcL7tZTqHvZvkq4CLglpnxFtqWDmWmtX6SR9DNoLwaeJ3t9jeU5ItV9eDJDpZJvlRVDxi4tFGaY/NwgOuAb1TVzUtdzxgleTbwp8C/AnegC73QnTR4fVXdOFRtkrQQ/TXk/0g3U/Ii4MHAgVX1wyHrGqv+s+pcs5m/A7ymqvac84XL1NZwvJyZm86aqjq1qq6sqm/MfA1d1Mjd2tQDOIAuDNvUY24/6be7KIAk+9OFE/WS3Le/CB7gLcDngRPoThR8DjgJ+H9JnjBQiaNSVScDD6RrFvBUuqY6J9GddTxywNIkaUGq6gzghXTX/N4HOMAgt1FzzWYe3Y87m7mh5o+X18xN59gkbwPOoNsdHoCq+sD8L1n2bOqxcK+g69K1Z5LPACvoOjZqnTsDbwB+C/hPumsxLwFIsjfdyYLX07UW/sRANY7NTXQbhW9Pd/xcjiGpCUmup3vPCt172AHAtekuAK6q2nHI+saoqj6S5Ebgo0kOZt1s5qMMwRvaGo6XYW46h9HNKm3HumWWxbo9KbQhm3os3A/ozgL9Kt0frsuBBwxZ0AhdBezU377vTJADqKpLkzywqr4+q9HHspXkScCb6E4S7DfRhEiSRq+q3N5oM1TVGUleSDeb+Vm62cwbBi1qxFo/Xl4zN4UkF1XVrw1dR0uSfJSuQ9BrqmrfJNvS7QvmcZwlyXnA06vq2/39RwF/77Fapw8n36uq1Un+nS4An9Q//NvA3YDnA+dU1YMHKnM0knwa+P3J0CtJ2nrNMZt5E+va7DubOcvWcLwMc1NI8k/AX1fVpUPX0gqbeixckgfTXQf2NLqtG/438LTZ+/Spk+QOwEuAR9K96Z5Dd/xuAO5YVf81YHmSJEm3OZdZTueRwKokV9JdMzeT2u8/bFmjZlOPBaqqLyZ5Gd21XjcAj6+qNQOXNVpV9bO+xf4n6P59XV5VN/UPG+QkSdJWz5m5KSS591zjdrScX98+/nhgH7o951YAz6wq9+frJTmN9ZtS7A1cQ9dxkKp6+hB1jV2SRwMn0jVCCbAb3V5zXo8pSZKWBcPclJLsC/x6f/fTVfXlIesZuyS70zWtWK+pR1V9cci6xiTJRlvfVtVZS1VLS/prDJ9bVZf3938FeE9VPWjYyiRJkpaGYW4KSY4Cfpd13St/Ezihqo4frqpxs6nHwiTZBvh4VT1u6FpakeTC2Uuc5xqTJEnaWhnmppDkQuBhVfWT/v6dgM/54XF+NvVYuCSnAs+vKq8pXIAk76Bbnvqv/dDzgG2r6rDhqpIkSVo6NkCZTujalc6YaV2qedjUYyo3ABclOZ1uk2cAquplw5U0ai8GjgReRvd7eDbdiQNJkqRlwZm5KSR5BbAK+GA/dDDwz1X1N0PVNFY29ZheklVzjVfViUtdSyuSrADwBIEkSVqODHMLkGTXqrqqv70f6/a1OhvYtapOG7K+MbKpx+bp90775ZmmHtpQkgDHAn9A93s4M2N+fFUdN2RtkiRJS8kwtwBJLgeeWFX/OWv8d4DXVNWegxQ2cjb1mE6SpwF/Cdy+qvZI8gDgOGcx15fk5cBTgCOq6sp+7D7AW4GPVdVfD1mfJEnSUrnd0AU04uXA6Un2mhlIcnQ/vtEZqOWsqtYCP01yl6FracRrgYcAPwKoqi8BewxXzmi9AHjOTJADqKqvA4f2j0mSJC0LNkBZgKr6SJIbgY8mORh4EfBg4FFV9cNBixs/m3os3M1VdV23ivBWTp1vaLuq+t7swapak2S7IQqSJEkagmFugarqjCQvBM4EPgscUFU3DFpUGz7cf2nTLk7yXGCbfhb4ZXT/1rS+n2/mY5IkSVsVr5lbgCTX082QBNgeuIl12xJUVe04YHmjZ1OPhUlyR+A1wBPo/m19HHi9Jw3Wl2QtE7O8kw8BO1SVs3OSJGlZMMzpNmVTD0mSJOm24TJL3dZeS9fU40zomnoksanHhCSnbuxxg68kSZLmYpjTbc2mHpv2MOBbwHuAL9AtF5QkSZI2yjCn25pNPTbtnsDjgecAz6VrGPOeqrpk0KokSZI0au4zp9vaS4H7ATfSzTz9GPjDIQsam6paW1Ufq6pVwP7AFcCZSV46cGmSJEkaMRugSCOQZHvgqXSzc7sDpwLvqKpvD1mXJEmSxsswp9uETT0WLsmJwD7AR4GTqurigUuSJElSAwxzuk0kWcNGmnpU1VlD1DVGSW5h3b5pk7+Q7mMoSZKkeRnmdJtIsg3rmnrcH5t6SJIkSVuUDVB0m7CphyRJknTbcmsC3WbmaOrxZuADQ9YkSZIkbS1cZqnbhE09JEmSpNuWYU63CZt6SJIkSbctw5wkSZIkNcgGKJIkSZLUIMOcJEmSJDXIMCdJkiRJDTLMSZIkSVKD/j+QojTW4T5kYgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2[\"Isıtma Tipi\"].value_counts().plot(kind=\"bar\",figsize=(15,7), color=\"indigo\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d9880905-e15b-492b-951c-2565d7546e72",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 360x360 with 0 Axes>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 360x360 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(df2[\"Isıtma Tipi\"],df2[\"Fiyat\"])\n",
    "\n",
    "plt.title(\"Isıtma Tipi ile Fiyat ilişkisi\")\n",
    "plt.xlabel(\"Isıtma Tipi\")\n",
    "plt.ylabel(\"Fiyat\")\n",
    "plt.figure(figsize=(5,5))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "02441c65-78a8-44fb-80f3-84945d42a0cf",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ASUS\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Fiyat', ylabel='Density'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df2['Fiyat'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "131aab16-c1bc-48c4-aa25-fb8099887c14",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ASUS\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Fiyat'>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(df2['Fiyat'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "600e2fe9-aef3-4ef2-85da-b6bf595e3838",
   "metadata": {},
   "source": [
    "## Removing Outliers from Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ec8b8d1c-32d9-4b4d-adcc-0e9e668e9ad2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Outlierlar silinmeden önce veri sayısı:  (1461, 15)\n"
     ]
    }
   ],
   "source": [
    "Q1 = np.percentile(df2['Fiyat'], 25,\n",
    "                   interpolation = 'midpoint')\n",
    "Q3 = np.percentile(df2['Fiyat'], 75,\n",
    "                   interpolation = 'midpoint')\n",
    "IQR=Q3-Q1\n",
    "\n",
    "print(\"Outlierlar silinmeden önce veri sayısı: \", df2.shape)\n",
    "z=len(df2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "adeb1213-88e1-4f06-9d2b-81c11bd2937e",
   "metadata": {},
   "outputs": [],
   "source": [
    "upper = np.where(df2['Fiyat'] >= (Q3+1.5*IQR))\n",
    "df2=df2.drop(upper[0],axis=0)\n",
    "\n",
    "lower = np.where(df2['Fiyat'] <= (Q1-1.5*IQR))\n",
    "df2=df2.drop(lower[0],axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "3d8eacbb-5e1b-4976-b222-f400b2582f19",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Outlierlar silindikten sonra veri sayısı: (1292, 14) \n",
      "Silinen Outlier Sayısı: 169\n"
     ]
    }
   ],
   "source": [
    "df2=df2.reset_index(drop=True)\n",
    "df2.drop([\"index\"],axis=1, inplace=True)\n",
    "y=len(df2)\n",
    "print(\"Outlierlar silindikten sonra veri sayısı:\",df2.shape,\"\\nSilinen Outlier Sayısı:\",z-y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ae0b97e2-6962-40c5-a8ec-b75676e84168",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ASUS\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Fiyat', ylabel='Density'>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df2['Fiyat'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "99cb9307-e07a-4c74-9152-44210f9e1aeb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ASUS\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Fiyat'>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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JP1bhTlYrVDgjBurCC7c8PWZm90ilf4qq+E89PSfpc8nji1X4y/+tC+2PAGM+26PklWZ3fy157GpJb3vhBu2/r8INfSTpZ5KuzHg+zHPJTXy+L+kXzWzEzB5Q4S/9B8zsZUmv6YN/seXbkkbN7HVJ35H0x17hFqBcA0bTKl7vvdBjyR2sniveZSu57vuMCnck+44KL5YsMrM2SYMq3H92j7v/dVZ/DmA2BBjzlpldocKLdDe7+6noeYBqcQkC85KZ3S7pqKR+4ov5ijNgAAjCGTAABCHAABCEAANAEAIMAEEIMAAE+X8YcNXF/xuBywAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(df2['Fiyat'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "507c71b7-b39a-4faf-8ecc-bcb38b18a32f",
   "metadata": {},
   "source": [
    "# Data Labeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "53f71c00-7ca4-4275-bf8a-5db7785828d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import preprocessing "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "6e7fed56-833b-4ccd-aef5-3a4c97f75d9b",
   "metadata": {},
   "outputs": [],
   "source": [
    "le = preprocessing.LabelEncoder()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "c6d00552-58bf-4a6e-9fac-786d208e0cd8",
   "metadata": {},
   "outputs": [],
   "source": [
    "df3=df2.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "be1cf3e0-5219-410d-89ea-4da5955f8526",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1292 entries, 0 to 1291\n",
      "Data columns (total 14 columns):\n",
      " #   Column              Non-Null Count  Dtype \n",
      "---  ------              --------------  ----- \n",
      " 0   İlan Başlığı        1292 non-null   object\n",
      " 1   Semt                1292 non-null   object\n",
      " 2   Mahalle             1292 non-null   object\n",
      " 3   Tür                 1292 non-null   object\n",
      " 4   Oda Sayısı          1292 non-null   object\n",
      " 5   Binanın Yaşı        1292 non-null   object\n",
      " 6   Binanın Kat Sayısı  1292 non-null   int64 \n",
      " 7   Bulunduğu Kat       1292 non-null   object\n",
      " 8   Brüt Metrekare      1292 non-null   int64 \n",
      " 9   Banyo Sayısı        1292 non-null   int64 \n",
      " 10  Wc Sayısı           1292 non-null   int64 \n",
      " 11  Site İçerisinde     1292 non-null   int64 \n",
      " 12  Isıtma Tipi         1292 non-null   object\n",
      " 13  Fiyat               1292 non-null   int64 \n",
      "dtypes: int64(6), object(8)\n",
      "memory usage: 141.4+ KB\n"
     ]
    }
   ],
   "source": [
    "df2.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "e2eb2151-a295-4002-b00f-8338e90fe72d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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>İlan Başlığı</th>\n",
       "      <th>Semt</th>\n",
       "      <th>Mahalle</th>\n",
       "      <th>Tür</th>\n",
       "      <th>Oda Sayısı</th>\n",
       "      <th>Binanın Yaşı</th>\n",
       "      <th>Binanın Kat Sayısı</th>\n",
       "      <th>Bulunduğu Kat</th>\n",
       "      <th>Brüt Metrekare</th>\n",
       "      <th>Banyo Sayısı</th>\n",
       "      <th>Wc Sayısı</th>\n",
       "      <th>Site İçerisinde</th>\n",
       "      <th>Isıtma Tipi</th>\n",
       "      <th>Fiyat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Unique Layout, Bright &amp; Stylish Apartment For...</td>\n",
       "      <td>8</td>\n",
       "      <td>305</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "      <td>34</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>195000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Yeni Binada Ara Kat, Sıfır, e5 in Yanıbaşında...</td>\n",
       "      <td>2</td>\n",
       "      <td>108</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>74</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>965000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>KUYUMCUKENT VİZYON PARK BİT PAZARINA YAKIN SA...</td>\n",
       "      <td>3</td>\n",
       "      <td>281</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>575000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Taşdelen Merkezde Muhteşem Manzaralı 4+2 İskan...</td>\n",
       "      <td>31</td>\n",
       "      <td>234</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>21</td>\n",
       "      <td>92</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Esenyurt  Regnum  Astrum Towers 'da 1+1 Satıl...</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>31</td>\n",
       "      <td>7</td>\n",
       "      <td>34</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>580000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1287</th>\n",
       "      <td>BİGA DAN SANCAKTEPE DE SATILIK 4+1 DUBLEKS</td>\n",
       "      <td>24</td>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>74</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>550000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1288</th>\n",
       "      <td>İnkılap mah İSKANLI ... DUBLEKS daire</td>\n",
       "      <td>32</td>\n",
       "      <td>293</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>81</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1289</th>\n",
       "      <td>SATILIK DAIRE 2+1 YENI BINA ASANSORLU 430 BIN ...</td>\n",
       "      <td>14</td>\n",
       "      <td>284</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>430000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1290</th>\n",
       "      <td>ÜMRANİYE BEL.KARŞI SOK LOKASYON DEĞERİ YÜKSEK ...</td>\n",
       "      <td>32</td>\n",
       "      <td>247</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>18</td>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>540000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1291</th>\n",
       "      <td>SOĞANLIK ORTA MAHALLEDE 1+1 SATILIK DAİRE</td>\n",
       "      <td>19</td>\n",
       "      <td>195</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>185000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1292 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           İlan Başlığı  Semt  Mahalle  Tür  \\\n",
       "0      Unique Layout, Bright & Stylish Apartment For...     8      305    0   \n",
       "1      Yeni Binada Ara Kat, Sıfır, e5 in Yanıbaşında...     2      108    0   \n",
       "2      KUYUMCUKENT VİZYON PARK BİT PAZARINA YAKIN SA...     3      281    0   \n",
       "3     Taşdelen Merkezde Muhteşem Manzaralı 4+2 İskan...    31      234    0   \n",
       "4      Esenyurt  Regnum  Astrum Towers 'da 1+1 Satıl...    13       11    0   \n",
       "...                                                 ...   ...      ...  ...   \n",
       "1287         BİGA DAN SANCAKTEPE DE SATILIK 4+1 DUBLEKS    24       90    0   \n",
       "1288              İnkılap mah İSKANLI ... DUBLEKS daire    32      293    0   \n",
       "1289  SATILIK DAIRE 2+1 YENI BINA ASANSORLU 430 BIN ...    14      284    0   \n",
       "1290  ÜMRANİYE BEL.KARŞI SOK LOKASYON DEĞERİ YÜKSEK ...    32      247    0   \n",
       "1291         SOĞANLIK ORTA MAHALLEDE 1+1 SATILIK DAİRE     19      195    0   \n",
       "\n",
       "      Oda Sayısı  Binanın Yaşı  Binanın Kat Sayısı  Bulunduğu Kat  \\\n",
       "0              2             7                   3             17   \n",
       "1              4             0                   3              6   \n",
       "2              2             2                   3              6   \n",
       "3              7             6                   6             21   \n",
       "4              1             7                  31              7   \n",
       "...          ...           ...                 ...            ...   \n",
       "1287           6             3                   2             15   \n",
       "1288           7             2                   3              9   \n",
       "1289           2             3                   4              4   \n",
       "1290           2             6                   4             18   \n",
       "1291           1             4                   3             18   \n",
       "\n",
       "      Brüt Metrekare  Banyo Sayısı  Wc Sayısı  Site İçerisinde  Isıtma Tipi  \\\n",
       "0                 34             2          1                0            8   \n",
       "1                 74             2          1                0            4   \n",
       "2                 39             1          2                0            4   \n",
       "3                 92             2          3                0            4   \n",
       "4                 34             1          1                1            7   \n",
       "...              ...           ...        ...              ...          ...   \n",
       "1287              74             1          1                0            4   \n",
       "1288              81             3          1                0            4   \n",
       "1289              30             1          1                0            4   \n",
       "1290              30             1          1                0            4   \n",
       "1291              14             1          1                0            4   \n",
       "\n",
       "        Fiyat  \n",
       "0      195000  \n",
       "1      965000  \n",
       "2      575000  \n",
       "3     1600000  \n",
       "4      580000  \n",
       "...       ...  \n",
       "1287   550000  \n",
       "1288   850000  \n",
       "1289   430000  \n",
       "1290   540000  \n",
       "1291   185000  \n",
       "\n",
       "[1292 rows x 14 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cols=(\"Semt\",\"Mahalle\",\"Oda Sayısı\",\"Binanın Yaşı\",\"Binanın Kat Sayısı\",\"Bulunduğu Kat\",\"Brüt Metrekare\",\"Banyo Sayısı\",\"Site İçerisinde\",\"Isıtma Tipi\",\"Wc Sayısı\",\"Tür\")\n",
    "for c in cols: \n",
    "    le.fit(list(df3[c].values)) \n",
    "    df3[c] = le.transform(list(df3[c].values))\n",
    "df3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "bc21cf76-0287-43ac-8691-2f906c739008",
   "metadata": {},
   "outputs": [],
   "source": [
    "df3.drop(\"İlan Başlığı\", axis=1,inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "950c210e-060b-487d-86ab-e8c66c5d31ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Semt</th>\n",
       "      <th>Mahalle</th>\n",
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       "      <th>Isıtma Tipi</th>\n",
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       "      <td>6</td>\n",
       "      <td>74</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>965000</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>281</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>575000</td>\n",
       "    </tr>\n",
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       "      <th>3</th>\n",
       "      <td>31</td>\n",
       "      <td>234</td>\n",
       "      <td>0</td>\n",
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       "      <td>6</td>\n",
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       "      <td>2</td>\n",
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       "      <td>1600000</td>\n",
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       "      <td>7</td>\n",
       "      <td>580000</td>\n",
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       "      <th>1287</th>\n",
       "      <td>24</td>\n",
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       "      <td>0</td>\n",
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       "      <td>15</td>\n",
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       "      <td>1</td>\n",
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       "      <td>550000</td>\n",
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       "    <tr>\n",
       "      <th>1288</th>\n",
       "      <td>32</td>\n",
       "      <td>293</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>81</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>850000</td>\n",
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       "    <tr>\n",
       "      <th>1289</th>\n",
       "      <td>14</td>\n",
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       "      <td>430000</td>\n",
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       "      <td>540000</td>\n",
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       "      <td>4</td>\n",
       "      <td>185000</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>1292 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Semt  Mahalle  Tür  Oda Sayısı  Binanın Yaşı  Binanın Kat Sayısı  \\\n",
       "0        8      305    0           2             7                   3   \n",
       "1        2      108    0           4             0                   3   \n",
       "2        3      281    0           2             2                   3   \n",
       "3       31      234    0           7             6                   6   \n",
       "4       13       11    0           1             7                  31   \n",
       "...    ...      ...  ...         ...           ...                 ...   \n",
       "1287    24       90    0           6             3                   2   \n",
       "1288    32      293    0           7             2                   3   \n",
       "1289    14      284    0           2             3                   4   \n",
       "1290    32      247    0           2             6                   4   \n",
       "1291    19      195    0           1             4                   3   \n",
       "\n",
       "      Bulunduğu Kat  Brüt Metrekare  Banyo Sayısı  Wc Sayısı  Site İçerisinde  \\\n",
       "0                17              34             2          1                0   \n",
       "1                 6              74             2          1                0   \n",
       "2                 6              39             1          2                0   \n",
       "3                21              92             2          3                0   \n",
       "4                 7              34             1          1                1   \n",
       "...             ...             ...           ...        ...              ...   \n",
       "1287             15              74             1          1                0   \n",
       "1288              9              81             3          1                0   \n",
       "1289              4              30             1          1                0   \n",
       "1290             18              30             1          1                0   \n",
       "1291             18              14             1          1                0   \n",
       "\n",
       "      Isıtma Tipi    Fiyat  \n",
       "0               8   195000  \n",
       "1               4   965000  \n",
       "2               4   575000  \n",
       "3               4  1600000  \n",
       "4               7   580000  \n",
       "...           ...      ...  \n",
       "1287            4   550000  \n",
       "1288            4   850000  \n",
       "1289            4   430000  \n",
       "1290            4   540000  \n",
       "1291            4   185000  \n",
       "\n",
       "[1292 rows x 13 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "3b06b85a-3d26-4c7b-b5d3-18d77f548657",
   "metadata": {},
   "outputs": [],
   "source": [
    "df3.to_excel(\"dfemlakjet_hazır.xlsx\")\n",
    "df3.to_csv(\"dfemlakjet_hazır.csv\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "87209487-1811-477d-999d-f1f3fdca9840",
   "metadata": {},
   "outputs": [],
   "source": [
    "df3.drop(\"Tür\",axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "12bac38d-5293-4b80-aa76-db033f734ebc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrMatrix =df3.corr()\n",
    "sns.heatmap(corrMatrix, annot=True,linewidths=1)\n",
    "sns.set(rc={'figure.figsize':(11.7,8.27)})\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}