HW4_1.ipynb

{
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  {
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   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".. _boston_dataset:\n",
      "\n",
      "Boston house prices dataset\n",
      "---------------------------\n",
      "\n",
      "**Data Set Characteristics:**  \n",
      "\n",
      "    :Number of Instances: 506 \n",
      "\n",
      "    :Number of Attributes: 13 numeric/categorical predictive. Median Value (attribute 14) is usually the target.\n",
      "\n",
      "    :Attribute Information (in order):\n",
      "        - CRIM     per capita crime rate by town\n",
      "        - ZN       proportion of residential land zoned for lots over 25,000 sq.ft.\n",
      "        - INDUS    proportion of non-retail business acres per town\n",
      "        - CHAS     Charles River dummy variable (= 1 if tract bounds river; 0 otherwise)\n",
      "        - NOX      nitric oxides concentration (parts per 10 million)\n",
      "        - RM       average number of rooms per dwelling\n",
      "        - AGE      proportion of owner-occupied units built prior to 1940\n",
      "        - DIS      weighted distances to five Boston employment centres\n",
      "        - RAD      index of accessibility to radial highways\n",
      "        - TAX      full-value property-tax rate per $10,000\n",
      "        - PTRATIO  pupil-teacher ratio by town\n",
      "        - B        1000(Bk - 0.63)^2 where Bk is the proportion of blacks by town\n",
      "        - LSTAT    % lower status of the population\n",
      "        - MEDV     Median value of owner-occupied homes in $1000's\n",
      "\n",
      "    :Missing Attribute Values: None\n",
      "\n",
      "    :Creator: Harrison, D. and Rubinfeld, D.L.\n",
      "\n",
      "This is a copy of UCI ML housing dataset.\n",
      "https://archive.ics.uci.edu/ml/machine-learning-databases/housing/\n",
      "\n",
      "\n",
      "This dataset was taken from the StatLib library which is maintained at Carnegie Mellon University.\n",
      "\n",
      "The Boston house-price data of Harrison, D. and Rubinfeld, D.L. 'Hedonic\n",
      "prices and the demand for clean air', J. Environ. Economics & Management,\n",
      "vol.5, 81-102, 1978.   Used in Belsley, Kuh & Welsch, 'Regression diagnostics\n",
      "...', Wiley, 1980.   N.B. Various transformations are used in the table on\n",
      "pages 244-261 of the latter.\n",
      "\n",
      "The Boston house-price data has been used in many machine learning papers that address regression\n",
      "problems.   \n",
      "     \n",
      ".. topic:: References\n",
      "\n",
      "   - Belsley, Kuh & Welsch, 'Regression diagnostics: Identifying Influential Data and Sources of Collinearity', Wiley, 1980. 244-261.\n",
      "   - Quinlan,R. (1993). Combining Instance-Based and Model-Based Learning. In Proceedings on the Tenth International Conference of Machine Learning, 236-243, University of Massachusetts, Amherst. Morgan Kaufmann.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn.datasets import load_boston\n",
    "\n",
    "raw_data = load_boston()\n",
    "print(raw_data.DESCR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CRIM</th>\n",
       "      <th>ZN</th>\n",
       "      <th>INDUS</th>\n",
       "      <th>CHAS</th>\n",
       "      <th>NOX</th>\n",
       "      <th>RM</th>\n",
       "      <th>AGE</th>\n",
       "      <th>DIS</th>\n",
       "      <th>RAD</th>\n",
       "      <th>TAX</th>\n",
       "      <th>PTRATIO</th>\n",
       "      <th>B</th>\n",
       "      <th>LSTAT</th>\n",
       "      <th>PRICE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.00632</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.538</td>\n",
       "      <td>6.575</td>\n",
       "      <td>65.2</td>\n",
       "      <td>4.0900</td>\n",
       "      <td>1.0</td>\n",
       "      <td>296.0</td>\n",
       "      <td>15.3</td>\n",
       "      <td>396.90</td>\n",
       "      <td>4.98</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.02731</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.469</td>\n",
       "      <td>6.421</td>\n",
       "      <td>78.9</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>2.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>396.90</td>\n",
       "      <td>9.14</td>\n",
       "      <td>21.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.02729</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.469</td>\n",
       "      <td>7.185</td>\n",
       "      <td>61.1</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>2.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>392.83</td>\n",
       "      <td>4.03</td>\n",
       "      <td>34.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.03237</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>6.998</td>\n",
       "      <td>45.8</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>18.7</td>\n",
       "      <td>394.63</td>\n",
       "      <td>2.94</td>\n",
       "      <td>33.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.06905</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>7.147</td>\n",
       "      <td>54.2</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>18.7</td>\n",
       "      <td>396.90</td>\n",
       "      <td>5.33</td>\n",
       "      <td>36.2</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>501</th>\n",
       "      <td>0.06263</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.573</td>\n",
       "      <td>6.593</td>\n",
       "      <td>69.1</td>\n",
       "      <td>2.4786</td>\n",
       "      <td>1.0</td>\n",
       "      <td>273.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>391.99</td>\n",
       "      <td>9.67</td>\n",
       "      <td>22.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>0.04527</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.573</td>\n",
       "      <td>6.120</td>\n",
       "      <td>76.7</td>\n",
       "      <td>2.2875</td>\n",
       "      <td>1.0</td>\n",
       "      <td>273.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>396.90</td>\n",
       "      <td>9.08</td>\n",
       "      <td>20.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>0.06076</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.573</td>\n",
       "      <td>6.976</td>\n",
       "      <td>91.0</td>\n",
       "      <td>2.1675</td>\n",
       "      <td>1.0</td>\n",
       "      <td>273.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>396.90</td>\n",
       "      <td>5.64</td>\n",
       "      <td>23.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>0.10959</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.573</td>\n",
       "      <td>6.794</td>\n",
       "      <td>89.3</td>\n",
       "      <td>2.3889</td>\n",
       "      <td>1.0</td>\n",
       "      <td>273.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>393.45</td>\n",
       "      <td>6.48</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>0.04741</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.573</td>\n",
       "      <td>6.030</td>\n",
       "      <td>80.8</td>\n",
       "      <td>2.5050</td>\n",
       "      <td>1.0</td>\n",
       "      <td>273.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>396.90</td>\n",
       "      <td>7.88</td>\n",
       "      <td>11.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>506 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        CRIM    ZN  INDUS  CHAS    NOX     RM   AGE     DIS  RAD    TAX  \\\n",
       "0    0.00632  18.0   2.31   0.0  0.538  6.575  65.2  4.0900  1.0  296.0   \n",
       "1    0.02731   0.0   7.07   0.0  0.469  6.421  78.9  4.9671  2.0  242.0   \n",
       "2    0.02729   0.0   7.07   0.0  0.469  7.185  61.1  4.9671  2.0  242.0   \n",
       "3    0.03237   0.0   2.18   0.0  0.458  6.998  45.8  6.0622  3.0  222.0   \n",
       "4    0.06905   0.0   2.18   0.0  0.458  7.147  54.2  6.0622  3.0  222.0   \n",
       "..       ...   ...    ...   ...    ...    ...   ...     ...  ...    ...   \n",
       "501  0.06263   0.0  11.93   0.0  0.573  6.593  69.1  2.4786  1.0  273.0   \n",
       "502  0.04527   0.0  11.93   0.0  0.573  6.120  76.7  2.2875  1.0  273.0   \n",
       "503  0.06076   0.0  11.93   0.0  0.573  6.976  91.0  2.1675  1.0  273.0   \n",
       "504  0.10959   0.0  11.93   0.0  0.573  6.794  89.3  2.3889  1.0  273.0   \n",
       "505  0.04741   0.0  11.93   0.0  0.573  6.030  80.8  2.5050  1.0  273.0   \n",
       "\n",
       "     PTRATIO       B  LSTAT  PRICE  \n",
       "0       15.3  396.90   4.98   24.0  \n",
       "1       17.8  396.90   9.14   21.6  \n",
       "2       17.8  392.83   4.03   34.7  \n",
       "3       18.7  394.63   2.94   33.4  \n",
       "4       18.7  396.90   5.33   36.2  \n",
       "..       ...     ...    ...    ...  \n",
       "501     21.0  391.99   9.67   22.4  \n",
       "502     21.0  396.90   9.08   20.6  \n",
       "503     21.0  396.90   5.64   23.9  \n",
       "504     21.0  393.45   6.48   22.0  \n",
       "505     21.0  396.90   7.88   11.9  \n",
       "\n",
       "[506 rows x 14 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(raw_data.data, columns=raw_data.feature_names)\n",
    "df[\"PRICE\"] = raw_data.target\n",
    "display(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Binning & Smooting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data içinde bulunan \"DIS\" değişkeninde Evin Bostondaki iş merkezlerine uzaklığı ağırlıklı olarak hesaplanmış. Bu değişkeni farklı yöntemler kullanarak Ayrıklaştırmak istiyoruz.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Bu scatterplotı Ayrıklaştırma işlemi yapıldıktan sonraki hali ile karşılaştırabilirsiniz\n",
    "DIS = df.DIS\n",
    "x = np.arange(len(DIS))\n",
    "plt.scatter(x, DIS)\n",
    "plt.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Soru"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x202c4665c48>"
      ]
     },
     "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"
    }
   ],
   "source": [
    "new_DIS, bins = pd.cut(DIS, bins=3, retbins=True, labels=[0,1,2]) \n",
    "                # NOT: bins parametresi için \"3\", labels için \"[0,1,2]\" ve retbins için \"True\" değerlerini kullanın\n",
    "x = np.arange(len(new_DIS))\n",
    "plt.scatter(x, new_DIS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>pd.cut</b> fonksiyonu, değişkeni ayrıklaştırırken aşağıdaki stratejilerden hangisini kullandı?<br>\n",
    "-- Equal-frequency(Eşit frekans)<br>\n",
    "-- Equal-width (eşit aralıklar)\n",
    "\n",
    "IPUCU: değişkenin min-max değerlerini ve value_count dağılımlarını kontrol edebilirsiniz."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Min: 1.1296 Max: 12.1265\n",
      "Sınır değerleri: [ 1.1186031   4.79523333  8.46086667 12.1265    ]\n",
      "\n",
      " Ayrık değerlerin görülme sayısı\n",
      "0    365\n",
      "1    125\n",
      "2     16\n",
      "Name: DIS, dtype: int64 \n",
      "\n",
      "\n",
      "pd.cut fonksiyonu , değerler arası mesafe aynı olduğundan Equal-width yöntemini kullandı.\n"
     ]
    }
   ],
   "source": [
    "print(\"Min:\", df.DIS.min(),\"Max:\", df.DIS.max())\n",
    "print(\"Sınır değerleri:\", bins)\n",
    "print(\"\\n Ayrık değerlerin görülme sayısı\")\n",
    "print(new_DIS.value_counts(), \"\\n\\n\")\n",
    "\n",
    "print(\"pd.cut fonksiyonu , değerler arası mesafe aynı olduğundan Equal-width yöntemini kullandı.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Soru "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x202c46ec388>"
      ]
     },
     "execution_count": 7,
     "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": [
    "new_DIS, bins = pd.qcut(DIS, q=3, retbins=True, labels=[0,1,2])\n",
    "                # NOT: q parametresi için \"3\", labels için \"[0,1,2]\" ve retbins için \"True\" değerlerini kullanın\n",
    "x = np.arange(len(new_DIS))\n",
    "plt.scatter(x, new_DIS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>pd.qcut</b> fonksiyonu, değişkeni ayrıklaştırırken aşağıdaki stratejilerden hangisini kullandı?<br>\n",
    "-- Equal-frequency(Eşit frekans)<br>\n",
    "-- Equal-width (eşit aralıklar)\n",
    "\n",
    "IPUCU: değişkenin min-max değerlerini ve value_count dağılımlarını kontrol edebilirsiniz."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Min: 1.1296 Max: 12.1265\n",
      "Sınır değerleri: [ 1.1296      2.38403333  4.3257     12.1265    ]\n",
      "\n",
      " Ayrık değerlerin görülme sayısı\n",
      "2    169\n",
      "0    169\n",
      "1    168\n",
      "Name: DIS, dtype: int64 \n",
      "\n",
      "\n",
      "pd.qcut fonksiyonu , değerlerin frekansları birbirine eşit veya çok yakın olduğundan Equal-frequency kullandı\n"
     ]
    }
   ],
   "source": [
    "print(\"Min:\", df.DIS.min(),\"Max:\", df.DIS.max())\n",
    "print(\"Sınır değerleri:\", bins)\n",
    "print(\"\\n Ayrık değerlerin görülme sayısı\")\n",
    "print(new_DIS.value_counts(), \"\\n\\n\")\n",
    "\n",
    "print(\"pd.qcut fonksiyonu , değerlerin frekansları birbirine eşit veya çok yakın olduğundan Equal-frequency kullandı\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature Generation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bu bölümde var olan değişkenlerden yeni değişkenler üretelim."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# seçtiğiniz iki değişkenin toplamından yeni bir değişken üretin\n",
    "df[\"TAX+MEDV\"]=df[\"TAX\"]/df[\"RM\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# seçtiğiniz iki değişkenin farkından yeni bir değişken üretin\n",
    "df[\"AGE-LSTAT\"]=df[\"AGE\"]-df[\"LSTAT\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# seçtiğiniz iki değişkenin bölümünden yeni bir değişken üretin\n",
    "df[\"CRIM/RM\"]=df[\"CRIM\"]/df[\"RM\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# seçtiğiniz iki değişkenin çarpımından yeni bir değişken üretin\n",
    "df[\"CRIM*ZN\"]=df[\"CRIM\"]*df[\"ZN\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
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       "      <th>CRIM</th>\n",
       "      <th>ZN</th>\n",
       "      <th>INDUS</th>\n",
       "      <th>CHAS</th>\n",
       "      <th>NOX</th>\n",
       "      <th>RM</th>\n",
       "      <th>AGE</th>\n",
       "      <th>DIS</th>\n",
       "      <th>RAD</th>\n",
       "      <th>TAX</th>\n",
       "      <th>PTRATIO</th>\n",
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       "      <td>4.98</td>\n",
       "      <td>24.0</td>\n",
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       "      <td>60.22</td>\n",
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       "      <td>9.14</td>\n",
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       "      <td>0.00000</td>\n",
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       "      <th>3</th>\n",
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       "      <td>0.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>6.998</td>\n",
       "      <td>45.8</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3.0</td>\n",
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       "      <td>18.7</td>\n",
       "      <td>394.63</td>\n",
       "      <td>2.94</td>\n",
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       "      <td>31.723350</td>\n",
       "      <td>42.86</td>\n",
       "      <td>0.004626</td>\n",
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       "      <th>4</th>\n",
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       "      <td>0.0</td>\n",
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       "      <td>396.90</td>\n",
       "      <td>5.33</td>\n",
       "      <td>36.2</td>\n",
       "      <td>31.061984</td>\n",
       "      <td>48.87</td>\n",
       "      <td>0.009661</td>\n",
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      "text/plain": [
       "      CRIM    ZN  INDUS  CHAS    NOX     RM   AGE     DIS  RAD    TAX  \\\n",
       "0  0.00632  18.0   2.31   0.0  0.538  6.575  65.2  4.0900  1.0  296.0   \n",
       "1  0.02731   0.0   7.07   0.0  0.469  6.421  78.9  4.9671  2.0  242.0   \n",
       "2  0.02729   0.0   7.07   0.0  0.469  7.185  61.1  4.9671  2.0  242.0   \n",
       "3  0.03237   0.0   2.18   0.0  0.458  6.998  45.8  6.0622  3.0  222.0   \n",
       "4  0.06905   0.0   2.18   0.0  0.458  7.147  54.2  6.0622  3.0  222.0   \n",
       "\n",
       "   PTRATIO       B  LSTAT  PRICE   TAX+MEDV  AGE-LSTAT   CRIM/RM  CRIM*ZN  \n",
       "0     15.3  396.90   4.98   24.0  45.019011      60.22  0.000961  0.11376  \n",
       "1     17.8  396.90   9.14   21.6  37.688834      69.76  0.004253  0.00000  \n",
       "2     17.8  392.83   4.03   34.7  33.681280      57.07  0.003798  0.00000  \n",
       "3     18.7  394.63   2.94   33.4  31.723350      42.86  0.004626  0.00000  \n",
       "4     18.7  396.90   5.33   36.2  31.061984      48.87  0.009661  0.00000  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "sklearn kütüphanesindeki PolynomialFeatures'ı kullanarak yeni featurelar üretin (NOT:Hedef değişkeni(PRICE) yeni featureları üretirken kullanmayın.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
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       "<p>506 rows × 171 columns</p>\n",
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       "     0        1     2      3    4      5      6     7       8    9    ...  \\\n",
       "0    1.0  0.00632  18.0   2.31  0.0  0.538  6.575  65.2  4.0900  1.0  ...   \n",
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       "2    1.0  0.02729   0.0   7.07  0.0  0.469  7.185  61.1  4.9671  2.0  ...   \n",
       "3    1.0  0.03237   0.0   2.18  0.0  0.458  6.998  45.8  6.0622  3.0  ...   \n",
       "4    1.0  0.06905   0.0   2.18  0.0  0.458  7.147  54.2  6.0622  3.0  ...   \n",
       "..   ...      ...   ...    ...  ...    ...    ...   ...     ...  ...  ...   \n",
       "501  1.0  0.06263   0.0  11.93  0.0  0.573  6.593  69.1  2.4786  1.0  ...   \n",
       "502  1.0  0.04527   0.0  11.93  0.0  0.573  6.120  76.7  2.2875  1.0  ...   \n",
       "503  1.0  0.06076   0.0  11.93  0.0  0.573  6.976  91.0  2.1675  1.0  ...   \n",
       "504  1.0  0.10959   0.0  11.93  0.0  0.573  6.794  89.3  2.3889  1.0  ...   \n",
       "505  1.0  0.04741   0.0  11.93  0.0  0.573  6.030  80.8  2.5050  1.0  ...   \n",
       "\n",
       "             161          162       163       164        165       166  \\\n",
       "0    2026.711388  2711.044867  0.043273  5.121363  3626.4484  0.057884   \n",
       "1    1420.448172  2629.173026  0.160299  0.000000  4866.4576  0.296705   \n",
       "2    1134.428652  1922.190675  0.127928  0.000000  3256.9849  0.216763   \n",
       "3    1006.370905  1359.662761  0.146740  0.000000  1836.9796  0.198254   \n",
       "4     964.846853  1517.999160  0.300102  0.000000  2388.2769  0.472152   \n",
       "..           ...          ...       ...       ...        ...       ...   \n",
       "501  1714.585484  2460.850902  0.393350  0.000000  3531.9249  0.564553   \n",
       "502  1989.859669  3016.382353  0.329967  0.000000  4572.4644  0.500189   \n",
       "503  1531.483599  3340.493119  0.340853  0.000000  7286.3296  0.743474   \n",
       "504  1614.634430  3327.915808  0.648160  0.000000  6859.1524  1.335920   \n",
       "505  2049.701740  3301.353234  0.355957  0.000000  5317.3264  0.573323   \n",
       "\n",
       "          167           168       169       170  \n",
       "0    6.850627  9.239376e-07  0.000109  0.012941  \n",
       "1    0.000000  1.808998e-05  0.000000  0.000000  \n",
       "2    0.000000  1.442625e-05  0.000000  0.000000  \n",
       "3    0.000000  2.139624e-05  0.000000  0.000000  \n",
       "4    0.000000  9.334258e-05  0.000000  0.000000  \n",
       "..        ...           ...       ...       ...  \n",
       "501  0.000000  9.023991e-05  0.000000  0.000000  \n",
       "502  0.000000  5.471648e-05  0.000000  0.000000  \n",
       "503  0.000000  7.586170e-05  0.000000  0.000000  \n",
       "504  0.000000  2.601901e-04  0.000000  0.000000  \n",
       "505  0.000000  6.181662e-05  0.000000  0.000000  \n",
       "\n",
       "[506 rows x 171 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# PolynomialFeatures kullandığınız python kodunu buraya yazabilirsiniz.\n",
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "poly_data=df.copy()\n",
    "poly_data.drop([\"PRICE\"],axis=1,inplace=True)\n",
    "poly = PolynomialFeatures(degree=2)\n",
    "pd.DataFrame(poly.fit_transform(poly_data))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Normalizasyon"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "sklearn kütüphanesindeki Min-max scalerı kullanarak datayı normalize edip yeni bir dataframe içine atayın "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\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>CRIM</th>\n",
       "      <th>ZN</th>\n",
       "      <th>INDUS</th>\n",
       "      <th>CHAS</th>\n",
       "      <th>NOX</th>\n",
       "      <th>RM</th>\n",
       "      <th>AGE</th>\n",
       "      <th>DIS</th>\n",
       "      <th>RAD</th>\n",
       "      <th>TAX</th>\n",
       "      <th>PTRATIO</th>\n",
       "      <th>B</th>\n",
       "      <th>LSTAT</th>\n",
       "      <th>PRICE</th>\n",
       "      <th>TAX+MEDV</th>\n",
       "      <th>AGE-LSTAT</th>\n",
       "      <th>CRIM/RM</th>\n",
       "      <th>CRIM*ZN</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.067815</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.314815</td>\n",
       "      <td>0.577505</td>\n",
       "      <td>0.641607</td>\n",
       "      <td>0.269203</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.208015</td>\n",
       "      <td>0.287234</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.089680</td>\n",
       "      <td>0.422222</td>\n",
       "      <td>0.125467</td>\n",
       "      <td>0.686497</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.006892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.000236</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.242302</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.172840</td>\n",
       "      <td>0.547998</td>\n",
       "      <td>0.782698</td>\n",
       "      <td>0.348962</td>\n",
       "      <td>0.043478</td>\n",
       "      <td>0.104962</td>\n",
       "      <td>0.553191</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.204470</td>\n",
       "      <td>0.368889</td>\n",
       "      <td>0.080325</td>\n",
       "      <td>0.768392</td>\n",
       "      <td>0.000258</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.000236</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.242302</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.172840</td>\n",
       "      <td>0.694386</td>\n",
       "      <td>0.599382</td>\n",
       "      <td>0.348962</td>\n",
       "      <td>0.043478</td>\n",
       "      <td>0.104962</td>\n",
       "      <td>0.553191</td>\n",
       "      <td>0.989737</td>\n",
       "      <td>0.063466</td>\n",
       "      <td>0.660000</td>\n",
       "      <td>0.055645</td>\n",
       "      <td>0.659456</td>\n",
       "      <td>0.000222</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.000293</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.063050</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.150206</td>\n",
       "      <td>0.658555</td>\n",
       "      <td>0.441813</td>\n",
       "      <td>0.448545</td>\n",
       "      <td>0.086957</td>\n",
       "      <td>0.066794</td>\n",
       "      <td>0.648936</td>\n",
       "      <td>0.994276</td>\n",
       "      <td>0.033389</td>\n",
       "      <td>0.631111</td>\n",
       "      <td>0.043587</td>\n",
       "      <td>0.537471</td>\n",
       "      <td>0.000287</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.000705</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.063050</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.150206</td>\n",
       "      <td>0.687105</td>\n",
       "      <td>0.528321</td>\n",
       "      <td>0.448545</td>\n",
       "      <td>0.086957</td>\n",
       "      <td>0.066794</td>\n",
       "      <td>0.648936</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.099338</td>\n",
       "      <td>0.693333</td>\n",
       "      <td>0.039514</td>\n",
       "      <td>0.589063</td>\n",
       "      <td>0.000681</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       CRIM    ZN     INDUS  CHAS       NOX        RM       AGE       DIS  \\\n",
       "0  0.000000  0.18  0.067815   0.0  0.314815  0.577505  0.641607  0.269203   \n",
       "1  0.000236  0.00  0.242302   0.0  0.172840  0.547998  0.782698  0.348962   \n",
       "2  0.000236  0.00  0.242302   0.0  0.172840  0.694386  0.599382  0.348962   \n",
       "3  0.000293  0.00  0.063050   0.0  0.150206  0.658555  0.441813  0.448545   \n",
       "4  0.000705  0.00  0.063050   0.0  0.150206  0.687105  0.528321  0.448545   \n",
       "\n",
       "        RAD       TAX   PTRATIO         B     LSTAT     PRICE  TAX+MEDV  \\\n",
       "0  0.000000  0.208015  0.287234  1.000000  0.089680  0.422222  0.125467   \n",
       "1  0.043478  0.104962  0.553191  1.000000  0.204470  0.368889  0.080325   \n",
       "2  0.043478  0.104962  0.553191  0.989737  0.063466  0.660000  0.055645   \n",
       "3  0.086957  0.066794  0.648936  0.994276  0.033389  0.631111  0.043587   \n",
       "4  0.086957  0.066794  0.648936  1.000000  0.099338  0.693333  0.039514   \n",
       "\n",
       "   AGE-LSTAT   CRIM/RM   CRIM*ZN  \n",
       "0   0.686497  0.000000  0.006892  \n",
       "1   0.768392  0.000258  0.000000  \n",
       "2   0.659456  0.000222  0.000000  \n",
       "3   0.537471  0.000287  0.000000  \n",
       "4   0.589063  0.000681  0.000000  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# python kodu\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "minmax=MinMaxScaler()\n",
    "\n",
    "minmax_data=pd.DataFrame(minmax.fit_transform(df),columns=df.columns)\n",
    "minmax_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "sklearn kütüphanesindeki StandardScalerı kullanarak datayı standardize edip yeni bir dataframe içine atayın "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>CRIM</th>\n",
       "      <th>ZN</th>\n",
       "      <th>INDUS</th>\n",
       "      <th>CHAS</th>\n",
       "      <th>NOX</th>\n",
       "      <th>RM</th>\n",
       "      <th>AGE</th>\n",
       "      <th>DIS</th>\n",
       "      <th>RAD</th>\n",
       "      <th>TAX</th>\n",
       "      <th>PTRATIO</th>\n",
       "      <th>B</th>\n",
       "      <th>LSTAT</th>\n",
       "      <th>PRICE</th>\n",
       "      <th>TAX+MEDV</th>\n",
       "      <th>AGE-LSTAT</th>\n",
       "      <th>CRIM/RM</th>\n",
       "      <th>CRIM*ZN</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.419782</td>\n",
       "      <td>0.284830</td>\n",
       "      <td>-1.287909</td>\n",
       "      <td>-0.272599</td>\n",
       "      <td>-0.144217</td>\n",
       "      <td>0.413672</td>\n",
       "      <td>-0.120013</td>\n",
       "      <td>0.140214</td>\n",
       "      <td>-0.982843</td>\n",
       "      <td>-0.666608</td>\n",
       "      <td>-1.459000</td>\n",
       "      <td>0.441052</td>\n",
       "      <td>-1.075562</td>\n",
       "      <td>0.159686</td>\n",
       "      <td>-0.693577</td>\n",
       "      <td>0.175470</td>\n",
       "      <td>-0.415958</td>\n",
       "      <td>-0.355332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.417339</td>\n",
       "      <td>-0.487722</td>\n",
       "      <td>-0.593381</td>\n",
       "      <td>-0.272599</td>\n",
       "      <td>-0.740262</td>\n",
       "      <td>0.194274</td>\n",
       "      <td>0.367166</td>\n",
       "      <td>0.557160</td>\n",
       "      <td>-0.867883</td>\n",
       "      <td>-0.987329</td>\n",
       "      <td>-0.303094</td>\n",
       "      <td>0.441052</td>\n",
       "      <td>-0.492439</td>\n",
       "      <td>-0.101524</td>\n",
       "      <td>-0.927610</td>\n",
       "      <td>0.564936</td>\n",
       "      <td>-0.413751</td>\n",
       "      <td>-0.405081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.417342</td>\n",
       "      <td>-0.487722</td>\n",
       "      <td>-0.593381</td>\n",
       "      <td>-0.272599</td>\n",
       "      <td>-0.740262</td>\n",
       "      <td>1.282714</td>\n",
       "      <td>-0.265812</td>\n",
       "      <td>0.557160</td>\n",
       "      <td>-0.867883</td>\n",
       "      <td>-0.987329</td>\n",
       "      <td>-0.303094</td>\n",
       "      <td>0.396427</td>\n",
       "      <td>-1.208727</td>\n",
       "      <td>1.324247</td>\n",
       "      <td>-1.055561</td>\n",
       "      <td>0.046873</td>\n",
       "      <td>-0.414056</td>\n",
       "      <td>-0.405081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.416750</td>\n",
       "      <td>-0.487722</td>\n",
       "      <td>-1.306878</td>\n",
       "      <td>-0.272599</td>\n",
       "      <td>-0.835284</td>\n",
       "      <td>1.016303</td>\n",
       "      <td>-0.809889</td>\n",
       "      <td>1.077737</td>\n",
       "      <td>-0.752922</td>\n",
       "      <td>-1.106115</td>\n",
       "      <td>0.113032</td>\n",
       "      <td>0.416163</td>\n",
       "      <td>-1.361517</td>\n",
       "      <td>1.182758</td>\n",
       "      <td>-1.118072</td>\n",
       "      <td>-0.533243</td>\n",
       "      <td>-0.413502</td>\n",
       "      <td>-0.405081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.412482</td>\n",
       "      <td>-0.487722</td>\n",
       "      <td>-1.306878</td>\n",
       "      <td>-0.272599</td>\n",
       "      <td>-0.835284</td>\n",
       "      <td>1.228577</td>\n",
       "      <td>-0.511180</td>\n",
       "      <td>1.077737</td>\n",
       "      <td>-0.752922</td>\n",
       "      <td>-1.106115</td>\n",
       "      <td>0.113032</td>\n",
       "      <td>0.441052</td>\n",
       "      <td>-1.026501</td>\n",
       "      <td>1.487503</td>\n",
       "      <td>-1.139188</td>\n",
       "      <td>-0.287888</td>\n",
       "      <td>-0.410126</td>\n",
       "      <td>-0.405081</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       CRIM        ZN     INDUS      CHAS       NOX        RM       AGE  \\\n",
       "0 -0.419782  0.284830 -1.287909 -0.272599 -0.144217  0.413672 -0.120013   \n",
       "1 -0.417339 -0.487722 -0.593381 -0.272599 -0.740262  0.194274  0.367166   \n",
       "2 -0.417342 -0.487722 -0.593381 -0.272599 -0.740262  1.282714 -0.265812   \n",
       "3 -0.416750 -0.487722 -1.306878 -0.272599 -0.835284  1.016303 -0.809889   \n",
       "4 -0.412482 -0.487722 -1.306878 -0.272599 -0.835284  1.228577 -0.511180   \n",
       "\n",
       "        DIS       RAD       TAX   PTRATIO         B     LSTAT     PRICE  \\\n",
       "0  0.140214 -0.982843 -0.666608 -1.459000  0.441052 -1.075562  0.159686   \n",
       "1  0.557160 -0.867883 -0.987329 -0.303094  0.441052 -0.492439 -0.101524   \n",
       "2  0.557160 -0.867883 -0.987329 -0.303094  0.396427 -1.208727  1.324247   \n",
       "3  1.077737 -0.752922 -1.106115  0.113032  0.416163 -1.361517  1.182758   \n",
       "4  1.077737 -0.752922 -1.106115  0.113032  0.441052 -1.026501  1.487503   \n",
       "\n",
       "   TAX+MEDV  AGE-LSTAT   CRIM/RM   CRIM*ZN  \n",
       "0 -0.693577   0.175470 -0.415958 -0.355332  \n",
       "1 -0.927610   0.564936 -0.413751 -0.405081  \n",
       "2 -1.055561   0.046873 -0.414056 -0.405081  \n",
       "3 -1.118072  -0.533243 -0.413502 -0.405081  \n",
       "4 -1.139188  -0.287888 -0.410126 -0.405081  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# python kodu\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "standart=StandardScaler()\n",
    "\n",
    "standart_data=pd.DataFrame(standart.fit_transform(df),columns=df.columns)\n",
    "standart_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "sklearn kütüphanesindeki RobustScalerı kullanarak datayı standardize edip yeni bir dataframe içine atayın "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>CRIM</th>\n",
       "      <th>ZN</th>\n",
       "      <th>INDUS</th>\n",
       "      <th>CHAS</th>\n",
       "      <th>NOX</th>\n",
       "      <th>RM</th>\n",
       "      <th>AGE</th>\n",
       "      <th>DIS</th>\n",
       "      <th>RAD</th>\n",
       "      <th>TAX</th>\n",
       "      <th>PTRATIO</th>\n",
       "      <th>B</th>\n",
       "      <th>LSTAT</th>\n",
       "      <th>PRICE</th>\n",
       "      <th>TAX+MEDV</th>\n",
       "      <th>AGE-LSTAT</th>\n",
       "      <th>CRIM/RM</th>\n",
       "      <th>CRIM*ZN</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.069593</td>\n",
       "      <td>1.44</td>\n",
       "      <td>-0.571650</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.496612</td>\n",
       "      <td>-0.250765</td>\n",
       "      <td>0.285777</td>\n",
       "      <td>-0.20</td>\n",
       "      <td>-0.087855</td>\n",
       "      <td>-1.339286</td>\n",
       "      <td>0.261902</td>\n",
       "      <td>-0.637681</td>\n",
       "      <td>0.351097</td>\n",
       "      <td>-0.157725</td>\n",
       "      <td>-0.106760</td>\n",
       "      <td>-0.071105</td>\n",
       "      <td>0.144183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.063755</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.202943</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.394286</td>\n",
       "      <td>0.287940</td>\n",
       "      <td>0.028542</td>\n",
       "      <td>0.569789</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>-0.227390</td>\n",
       "      <td>-0.446429</td>\n",
       "      <td>0.261902</td>\n",
       "      <td>-0.221889</td>\n",
       "      <td>0.050157</td>\n",
       "      <td>-0.292595</td>\n",
       "      <td>0.128186</td>\n",
       "      <td>-0.065474</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.063760</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.202943</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.394286</td>\n",
       "      <td>1.323171</td>\n",
       "      <td>-0.334353</td>\n",
       "      <td>0.569789</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>-0.227390</td>\n",
       "      <td>-0.446429</td>\n",
       "      <td>0.066675</td>\n",
       "      <td>-0.732634</td>\n",
       "      <td>1.692790</td>\n",
       "      <td>-0.366331</td>\n",
       "      <td>-0.184337</td>\n",
       "      <td>-0.066253</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.062347</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.581720</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.457143</td>\n",
       "      <td>1.069783</td>\n",
       "      <td>-0.646279</td>\n",
       "      <td>0.924391</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>-0.279070</td>\n",
       "      <td>-0.125000</td>\n",
       "      <td>0.153016</td>\n",
       "      <td>-0.841579</td>\n",
       "      <td>1.529781</td>\n",
       "      <td>-0.402355</td>\n",
       "      <td>-0.534294</td>\n",
       "      <td>-0.064837</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.052144</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.581720</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.457143</td>\n",
       "      <td>1.271680</td>\n",
       "      <td>-0.475025</td>\n",
       "      <td>0.924391</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>-0.279070</td>\n",
       "      <td>-0.125000</td>\n",
       "      <td>0.261902</td>\n",
       "      <td>-0.602699</td>\n",
       "      <td>1.880878</td>\n",
       "      <td>-0.414524</td>\n",
       "      <td>-0.386282</td>\n",
       "      <td>-0.056224</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       CRIM    ZN     INDUS  CHAS       NOX        RM       AGE       DIS  \\\n",
       "0 -0.069593  1.44 -0.571650   0.0  0.000000  0.496612 -0.250765  0.285777   \n",
       "1 -0.063755  0.00 -0.202943   0.0 -0.394286  0.287940  0.028542  0.569789   \n",
       "2 -0.063760  0.00 -0.202943   0.0 -0.394286  1.323171 -0.334353  0.569789   \n",
       "3 -0.062347  0.00 -0.581720   0.0 -0.457143  1.069783 -0.646279  0.924391   \n",
       "4 -0.052144  0.00 -0.581720   0.0 -0.457143  1.271680 -0.475025  0.924391   \n",
       "\n",
       "    RAD       TAX   PTRATIO         B     LSTAT     PRICE  TAX+MEDV  \\\n",
       "0 -0.20 -0.087855 -1.339286  0.261902 -0.637681  0.351097 -0.157725   \n",
       "1 -0.15 -0.227390 -0.446429  0.261902 -0.221889  0.050157 -0.292595   \n",
       "2 -0.15 -0.227390 -0.446429  0.066675 -0.732634  1.692790 -0.366331   \n",
       "3 -0.10 -0.279070 -0.125000  0.153016 -0.841579  1.529781 -0.402355   \n",
       "4 -0.10 -0.279070 -0.125000  0.261902 -0.602699  1.880878 -0.414524   \n",
       "\n",
       "   AGE-LSTAT   CRIM/RM   CRIM*ZN  \n",
       "0  -0.106760 -0.071105  0.144183  \n",
       "1   0.128186 -0.065474  0.000000  \n",
       "2  -0.184337 -0.066253  0.000000  \n",
       "3  -0.534294 -0.064837  0.000000  \n",
       "4  -0.386282 -0.056224  0.000000  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# python kodu\n",
    "from sklearn.preprocessing import RobustScaler\n",
    "robut=RobustScaler()\n",
    "\n",
    "robust_scaler=pd.DataFrame(robut.fit_transform(df),columns=df.columns)\n",
    "robust_scaler.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Correlation & Covariance"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bu hücrede değişkenlerin birbiri ile olan korelasyonları heatmap kullanarak görselleştirildi.<br>\n",
    "Aşağıdaki sorular bu görseli incelemeye ve yorumlamaya yönelik olacaktır.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,12))\n",
    "sns.heatmap(df.corr(), vmin=-1, vmax=1, square=True, annot=True, fmt='.2f')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Aşağıda örnek iki değişken için scatter plot çizilmiştir."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "df.plot.scatter(\"TAX\",\"CHAS\")\n",
    "plt.show()\n",
    "# scatter plot çizerken buradan kopya çekebilirsiniz :)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Yukarıdaki heatmapten birbiri ile pozitif yüksek korelasyona sahip iki değişken için scatter plot çiziniz. Bir iki cümle ile görseli yorumlamaya çalışınız. Not:Yorum yaparken değişkenlerin yukarıdaki açıklamalarından faydalanabilirsiniz."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Konut başına ortalama oda sayısı arttıkça fiyat değeri de artar\n"
     ]
    }
   ],
   "source": [
    "# python kodu buraya\n",
    "\n",
    "df.plot.scatter(\"RM\",\"PRICE\")\n",
    "plt.show()\n",
    "\n",
    "print(\"Konut başına ortalama oda sayısı arttıkça fiyat değeri de artar\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Heatmapten faydalanarak negatif korelasyonlu iki değişken için scatter plot çiziniz. Sonucu yorumlayınız"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nüfusun yüzde düşme durumu arttıkça fiyat değeri azalır.\n"
     ]
    }
   ],
   "source": [
    "# python kodu buraya\n",
    "\n",
    "df.plot.scatter(\"LSTAT\",\"PRICE\")\n",
    "plt.show()\n",
    "\n",
    "print(\"Nüfusun yüzde düşme durumu arttıkça fiyat değeri azalır.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Heatmapten faydalanarak düşük korelasyonlu iki değişken için scatter plot çiziniz. Sonucu yorumlayınız."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Şehre göre öğrenci-öğretmen oranı artarsa suç oranı az şekilde artar\n"
     ]
    }
   ],
   "source": [
    "# python kodu buraya\n",
    "\n",
    "df.plot.scatter(\"PTRATIO\",\"CRIM\")\n",
    "plt.show()\n",
    "\n",
    "print(\"Şehre göre öğrenci-öğretmen oranı artarsa suç oranı az şekilde artar\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Soru"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>Adım 1 :</b>df.cov() methodunu kullanarak datasetteki covariance değerlerini hesaplayın.<br> \n",
    "sns.heatmap ile bu methodu görselleştirin (IPUCU: Yukarıda korelasyon gösteriminde kullanılan yöntemin aynısı)\n",
    "heatmap için vmin ve vmax parametrelerini kullanmayın."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Heatmap için python kodunu bu hücreye yazın\n",
    "plt.figure(figsize=(15,15))\n",
    "sns.heatmap(df.cov(),square=True, annot=True, fmt='.1f',linewidths=.8)\n",
    "plt.show()\n",
    "\n",
    "# Bilgi: Kovaryans değerinden anlam çıkartmak korelasyona göre daha zor çıkan grafikten bunu farkedebilirsiniz."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>Adım 2 :</b> Şimdi sklearn.preprocessing paketi içindeki StandardScaler objesini kullanarak datayı standardize edin ve bunu ayrı bir dataframede tutun. Standardize edilmiş dataframe objesinin Kovaryans değerini tekrar hesaplatıp görselleştirin.\n",
    "\n",
    "<br>IPUCU : standardScalerdan gelen dönüştürülmüş datayı tekrar pandas DataFrame objesine çevirin ve bunu yaparken kolon adlarını kaybetmemeye çalışın örn: pd.DataFrame(standardize_numpy_datası, columns=df.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Heatmap için python kodunu bu hücreye yazın\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "standart=StandardScaler()\n",
    "df_std=pd.DataFrame(standart.fit_transform(df),columns=df.columns)\n",
    "\n",
    "plt.figure(figsize=(15,15))\n",
    "sns.heatmap(df_std.cov(),square=True, annot=True, fmt='.2f',linewidths=.8)\n",
    "plt.show()\n",
    "# Bilgi: Ortaya çıkan grafik korelasyon grafiğine benziyor mu? :)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}