breast_cancer_classification.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Install Dependencies and Read Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.1. Install Dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from sklearn.metrics import accuracy_score, confusion_matrix, f1_score, precision_score, ConfusionMatrixDisplay\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from feature_engine.selection import DropCorrelatedFeatures\n",
    "\n",
    "# --------------- For Models --------------------#\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "# ----- For Visualization -----#\n",
    "import scikitplot as skplt\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2. Read the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('data.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.3. Analyse the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>diagnosis</th>\n",
       "      <th>radius_mean</th>\n",
       "      <th>texture_mean</th>\n",
       "      <th>perimeter_mean</th>\n",
       "      <th>area_mean</th>\n",
       "      <th>smoothness_mean</th>\n",
       "      <th>compactness_mean</th>\n",
       "      <th>concavity_mean</th>\n",
       "      <th>concave points_mean</th>\n",
       "      <th>...</th>\n",
       "      <th>texture_worst</th>\n",
       "      <th>perimeter_worst</th>\n",
       "      <th>area_worst</th>\n",
       "      <th>smoothness_worst</th>\n",
       "      <th>compactness_worst</th>\n",
       "      <th>concavity_worst</th>\n",
       "      <th>concave points_worst</th>\n",
       "      <th>symmetry_worst</th>\n",
       "      <th>fractal_dimension_worst</th>\n",
       "      <th>Unnamed: 32</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>842302</td>\n",
       "      <td>M</td>\n",
       "      <td>17.99</td>\n",
       "      <td>10.38</td>\n",
       "      <td>122.80</td>\n",
       "      <td>1001.0</td>\n",
       "      <td>0.11840</td>\n",
       "      <td>0.27760</td>\n",
       "      <td>0.30010</td>\n",
       "      <td>0.14710</td>\n",
       "      <td>...</td>\n",
       "      <td>17.33</td>\n",
       "      <td>184.60</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>0.1622</td>\n",
       "      <td>0.6656</td>\n",
       "      <td>0.7119</td>\n",
       "      <td>0.2654</td>\n",
       "      <td>0.4601</td>\n",
       "      <td>0.11890</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>842517</td>\n",
       "      <td>M</td>\n",
       "      <td>20.57</td>\n",
       "      <td>17.77</td>\n",
       "      <td>132.90</td>\n",
       "      <td>1326.0</td>\n",
       "      <td>0.08474</td>\n",
       "      <td>0.07864</td>\n",
       "      <td>0.08690</td>\n",
       "      <td>0.07017</td>\n",
       "      <td>...</td>\n",
       "      <td>23.41</td>\n",
       "      <td>158.80</td>\n",
       "      <td>1956.0</td>\n",
       "      <td>0.1238</td>\n",
       "      <td>0.1866</td>\n",
       "      <td>0.2416</td>\n",
       "      <td>0.1860</td>\n",
       "      <td>0.2750</td>\n",
       "      <td>0.08902</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>84300903</td>\n",
       "      <td>M</td>\n",
       "      <td>19.69</td>\n",
       "      <td>21.25</td>\n",
       "      <td>130.00</td>\n",
       "      <td>1203.0</td>\n",
       "      <td>0.10960</td>\n",
       "      <td>0.15990</td>\n",
       "      <td>0.19740</td>\n",
       "      <td>0.12790</td>\n",
       "      <td>...</td>\n",
       "      <td>25.53</td>\n",
       "      <td>152.50</td>\n",
       "      <td>1709.0</td>\n",
       "      <td>0.1444</td>\n",
       "      <td>0.4245</td>\n",
       "      <td>0.4504</td>\n",
       "      <td>0.2430</td>\n",
       "      <td>0.3613</td>\n",
       "      <td>0.08758</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>84348301</td>\n",
       "      <td>M</td>\n",
       "      <td>11.42</td>\n",
       "      <td>20.38</td>\n",
       "      <td>77.58</td>\n",
       "      <td>386.1</td>\n",
       "      <td>0.14250</td>\n",
       "      <td>0.28390</td>\n",
       "      <td>0.24140</td>\n",
       "      <td>0.10520</td>\n",
       "      <td>...</td>\n",
       "      <td>26.50</td>\n",
       "      <td>98.87</td>\n",
       "      <td>567.7</td>\n",
       "      <td>0.2098</td>\n",
       "      <td>0.8663</td>\n",
       "      <td>0.6869</td>\n",
       "      <td>0.2575</td>\n",
       "      <td>0.6638</td>\n",
       "      <td>0.17300</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>84358402</td>\n",
       "      <td>M</td>\n",
       "      <td>20.29</td>\n",
       "      <td>14.34</td>\n",
       "      <td>135.10</td>\n",
       "      <td>1297.0</td>\n",
       "      <td>0.10030</td>\n",
       "      <td>0.13280</td>\n",
       "      <td>0.19800</td>\n",
       "      <td>0.10430</td>\n",
       "      <td>...</td>\n",
       "      <td>16.67</td>\n",
       "      <td>152.20</td>\n",
       "      <td>1575.0</td>\n",
       "      <td>0.1374</td>\n",
       "      <td>0.2050</td>\n",
       "      <td>0.4000</td>\n",
       "      <td>0.1625</td>\n",
       "      <td>0.2364</td>\n",
       "      <td>0.07678</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>843786</td>\n",
       "      <td>M</td>\n",
       "      <td>12.45</td>\n",
       "      <td>15.70</td>\n",
       "      <td>82.57</td>\n",
       "      <td>477.1</td>\n",
       "      <td>0.12780</td>\n",
       "      <td>0.17000</td>\n",
       "      <td>0.15780</td>\n",
       "      <td>0.08089</td>\n",
       "      <td>...</td>\n",
       "      <td>23.75</td>\n",
       "      <td>103.40</td>\n",
       "      <td>741.6</td>\n",
       "      <td>0.1791</td>\n",
       "      <td>0.5249</td>\n",
       "      <td>0.5355</td>\n",
       "      <td>0.1741</td>\n",
       "      <td>0.3985</td>\n",
       "      <td>0.12440</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>844359</td>\n",
       "      <td>M</td>\n",
       "      <td>18.25</td>\n",
       "      <td>19.98</td>\n",
       "      <td>119.60</td>\n",
       "      <td>1040.0</td>\n",
       "      <td>0.09463</td>\n",
       "      <td>0.10900</td>\n",
       "      <td>0.11270</td>\n",
       "      <td>0.07400</td>\n",
       "      <td>...</td>\n",
       "      <td>27.66</td>\n",
       "      <td>153.20</td>\n",
       "      <td>1606.0</td>\n",
       "      <td>0.1442</td>\n",
       "      <td>0.2576</td>\n",
       "      <td>0.3784</td>\n",
       "      <td>0.1932</td>\n",
       "      <td>0.3063</td>\n",
       "      <td>0.08368</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>84458202</td>\n",
       "      <td>M</td>\n",
       "      <td>13.71</td>\n",
       "      <td>20.83</td>\n",
       "      <td>90.20</td>\n",
       "      <td>577.9</td>\n",
       "      <td>0.11890</td>\n",
       "      <td>0.16450</td>\n",
       "      <td>0.09366</td>\n",
       "      <td>0.05985</td>\n",
       "      <td>...</td>\n",
       "      <td>28.14</td>\n",
       "      <td>110.60</td>\n",
       "      <td>897.0</td>\n",
       "      <td>0.1654</td>\n",
       "      <td>0.3682</td>\n",
       "      <td>0.2678</td>\n",
       "      <td>0.1556</td>\n",
       "      <td>0.3196</td>\n",
       "      <td>0.11510</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>844981</td>\n",
       "      <td>M</td>\n",
       "      <td>13.00</td>\n",
       "      <td>21.82</td>\n",
       "      <td>87.50</td>\n",
       "      <td>519.8</td>\n",
       "      <td>0.12730</td>\n",
       "      <td>0.19320</td>\n",
       "      <td>0.18590</td>\n",
       "      <td>0.09353</td>\n",
       "      <td>...</td>\n",
       "      <td>30.73</td>\n",
       "      <td>106.20</td>\n",
       "      <td>739.3</td>\n",
       "      <td>0.1703</td>\n",
       "      <td>0.5401</td>\n",
       "      <td>0.5390</td>\n",
       "      <td>0.2060</td>\n",
       "      <td>0.4378</td>\n",
       "      <td>0.10720</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>84501001</td>\n",
       "      <td>M</td>\n",
       "      <td>12.46</td>\n",
       "      <td>24.04</td>\n",
       "      <td>83.97</td>\n",
       "      <td>475.9</td>\n",
       "      <td>0.11860</td>\n",
       "      <td>0.23960</td>\n",
       "      <td>0.22730</td>\n",
       "      <td>0.08543</td>\n",
       "      <td>...</td>\n",
       "      <td>40.68</td>\n",
       "      <td>97.65</td>\n",
       "      <td>711.4</td>\n",
       "      <td>0.1853</td>\n",
       "      <td>1.0580</td>\n",
       "      <td>1.1050</td>\n",
       "      <td>0.2210</td>\n",
       "      <td>0.4366</td>\n",
       "      <td>0.20750</td>\n",
       "      <td>NaN</td>\n",
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      ],
      "text/plain": [
       "         id diagnosis  radius_mean  texture_mean  perimeter_mean  area_mean  \\\n",
       "0    842302         M        17.99         10.38          122.80     1001.0   \n",
       "1    842517         M        20.57         17.77          132.90     1326.0   \n",
       "2  84300903         M        19.69         21.25          130.00     1203.0   \n",
       "3  84348301         M        11.42         20.38           77.58      386.1   \n",
       "4  84358402         M        20.29         14.34          135.10     1297.0   \n",
       "5    843786         M        12.45         15.70           82.57      477.1   \n",
       "6    844359         M        18.25         19.98          119.60     1040.0   \n",
       "7  84458202         M        13.71         20.83           90.20      577.9   \n",
       "8    844981         M        13.00         21.82           87.50      519.8   \n",
       "9  84501001         M        12.46         24.04           83.97      475.9   \n",
       "\n",
       "   smoothness_mean  compactness_mean  concavity_mean  concave points_mean  \\\n",
       "0          0.11840           0.27760         0.30010              0.14710   \n",
       "1          0.08474           0.07864         0.08690              0.07017   \n",
       "2          0.10960           0.15990         0.19740              0.12790   \n",
       "3          0.14250           0.28390         0.24140              0.10520   \n",
       "4          0.10030           0.13280         0.19800              0.10430   \n",
       "5          0.12780           0.17000         0.15780              0.08089   \n",
       "6          0.09463           0.10900         0.11270              0.07400   \n",
       "7          0.11890           0.16450         0.09366              0.05985   \n",
       "8          0.12730           0.19320         0.18590              0.09353   \n",
       "9          0.11860           0.23960         0.22730              0.08543   \n",
       "\n",
       "   ...  texture_worst  perimeter_worst  area_worst  smoothness_worst  \\\n",
       "0  ...          17.33           184.60      2019.0            0.1622   \n",
       "1  ...          23.41           158.80      1956.0            0.1238   \n",
       "2  ...          25.53           152.50      1709.0            0.1444   \n",
       "3  ...          26.50            98.87       567.7            0.2098   \n",
       "4  ...          16.67           152.20      1575.0            0.1374   \n",
       "5  ...          23.75           103.40       741.6            0.1791   \n",
       "6  ...          27.66           153.20      1606.0            0.1442   \n",
       "7  ...          28.14           110.60       897.0            0.1654   \n",
       "8  ...          30.73           106.20       739.3            0.1703   \n",
       "9  ...          40.68            97.65       711.4            0.1853   \n",
       "\n",
       "   compactness_worst  concavity_worst  concave points_worst  symmetry_worst  \\\n",
       "0             0.6656           0.7119                0.2654          0.4601   \n",
       "1             0.1866           0.2416                0.1860          0.2750   \n",
       "2             0.4245           0.4504                0.2430          0.3613   \n",
       "3             0.8663           0.6869                0.2575          0.6638   \n",
       "4             0.2050           0.4000                0.1625          0.2364   \n",
       "5             0.5249           0.5355                0.1741          0.3985   \n",
       "6             0.2576           0.3784                0.1932          0.3063   \n",
       "7             0.3682           0.2678                0.1556          0.3196   \n",
       "8             0.5401           0.5390                0.2060          0.4378   \n",
       "9             1.0580           1.1050                0.2210          0.4366   \n",
       "\n",
       "   fractal_dimension_worst  Unnamed: 32  \n",
       "0                  0.11890          NaN  \n",
       "1                  0.08902          NaN  \n",
       "2                  0.08758          NaN  \n",
       "3                  0.17300          NaN  \n",
       "4                  0.07678          NaN  \n",
       "5                  0.12440          NaN  \n",
       "6                  0.08368          NaN  \n",
       "7                  0.11510          NaN  \n",
       "8                  0.10720          NaN  \n",
       "9                  0.20750          NaN  \n",
       "\n",
       "[10 rows x 33 columns]"
      ]
     },
     "execution_count": 101,
     "metadata": {},
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   "source": [
    "data.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that `diagnosis` column is a class label and `Unnamed: 32` has a lot of (potentially all) null values. Also we don't need `id` column for classification."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(569, 33)"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Checking for missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                           0\n",
       "diagnosis                    0\n",
       "radius_mean                  0\n",
       "texture_mean                 0\n",
       "perimeter_mean               0\n",
       "area_mean                    0\n",
       "smoothness_mean              0\n",
       "compactness_mean             0\n",
       "concavity_mean               0\n",
       "concave points_mean          0\n",
       "symmetry_mean                0\n",
       "fractal_dimension_mean       0\n",
       "radius_se                    0\n",
       "texture_se                   0\n",
       "perimeter_se                 0\n",
       "area_se                      0\n",
       "smoothness_se                0\n",
       "compactness_se               0\n",
       "concavity_se                 0\n",
       "concave points_se            0\n",
       "symmetry_se                  0\n",
       "fractal_dimension_se         0\n",
       "radius_worst                 0\n",
       "texture_worst                0\n",
       "perimeter_worst              0\n",
       "area_worst                   0\n",
       "smoothness_worst             0\n",
       "compactness_worst            0\n",
       "concavity_worst              0\n",
       "concave points_worst         0\n",
       "symmetry_worst               0\n",
       "fractal_dimension_worst      0\n",
       "Unnamed: 32                569\n",
       "dtype: int64"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All values in `Unnamed: 32` are null. We should drop this column with the `id` column as we cannot use those for classification."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.drop(['Unnamed: 32', 'id'], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can reassign our target feature as:<br>\n",
    "Benign --> 0 <br>\n",
    "Malignant --> 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>diagnosis</th>\n",
       "      <th>radius_mean</th>\n",
       "      <th>texture_mean</th>\n",
       "      <th>perimeter_mean</th>\n",
       "      <th>area_mean</th>\n",
       "      <th>smoothness_mean</th>\n",
       "      <th>compactness_mean</th>\n",
       "      <th>concavity_mean</th>\n",
       "      <th>concave points_mean</th>\n",
       "      <th>symmetry_mean</th>\n",
       "      <th>...</th>\n",
       "      <th>radius_worst</th>\n",
       "      <th>texture_worst</th>\n",
       "      <th>perimeter_worst</th>\n",
       "      <th>area_worst</th>\n",
       "      <th>smoothness_worst</th>\n",
       "      <th>compactness_worst</th>\n",
       "      <th>concavity_worst</th>\n",
       "      <th>concave points_worst</th>\n",
       "      <th>symmetry_worst</th>\n",
       "      <th>fractal_dimension_worst</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>559</th>\n",
       "      <td>0</td>\n",
       "      <td>11.51</td>\n",
       "      <td>23.93</td>\n",
       "      <td>74.52</td>\n",
       "      <td>403.5</td>\n",
       "      <td>0.09261</td>\n",
       "      <td>0.10210</td>\n",
       "      <td>0.11120</td>\n",
       "      <td>0.04105</td>\n",
       "      <td>0.1388</td>\n",
       "      <td>...</td>\n",
       "      <td>12.480</td>\n",
       "      <td>37.16</td>\n",
       "      <td>82.28</td>\n",
       "      <td>474.2</td>\n",
       "      <td>0.12980</td>\n",
       "      <td>0.25170</td>\n",
       "      <td>0.3630</td>\n",
       "      <td>0.09653</td>\n",
       "      <td>0.2112</td>\n",
       "      <td>0.08732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560</th>\n",
       "      <td>0</td>\n",
       "      <td>14.05</td>\n",
       "      <td>27.15</td>\n",
       "      <td>91.38</td>\n",
       "      <td>600.4</td>\n",
       "      <td>0.09929</td>\n",
       "      <td>0.11260</td>\n",
       "      <td>0.04462</td>\n",
       "      <td>0.04304</td>\n",
       "      <td>0.1537</td>\n",
       "      <td>...</td>\n",
       "      <td>15.300</td>\n",
       "      <td>33.17</td>\n",
       "      <td>100.20</td>\n",
       "      <td>706.7</td>\n",
       "      <td>0.12410</td>\n",
       "      <td>0.22640</td>\n",
       "      <td>0.1326</td>\n",
       "      <td>0.10480</td>\n",
       "      <td>0.2250</td>\n",
       "      <td>0.08321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561</th>\n",
       "      <td>0</td>\n",
       "      <td>11.20</td>\n",
       "      <td>29.37</td>\n",
       "      <td>70.67</td>\n",
       "      <td>386.0</td>\n",
       "      <td>0.07449</td>\n",
       "      <td>0.03558</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.1060</td>\n",
       "      <td>...</td>\n",
       "      <td>11.920</td>\n",
       "      <td>38.30</td>\n",
       "      <td>75.19</td>\n",
       "      <td>439.6</td>\n",
       "      <td>0.09267</td>\n",
       "      <td>0.05494</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.1566</td>\n",
       "      <td>0.05905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>562</th>\n",
       "      <td>1</td>\n",
       "      <td>15.22</td>\n",
       "      <td>30.62</td>\n",
       "      <td>103.40</td>\n",
       "      <td>716.9</td>\n",
       "      <td>0.10480</td>\n",
       "      <td>0.20870</td>\n",
       "      <td>0.25500</td>\n",
       "      <td>0.09429</td>\n",
       "      <td>0.2128</td>\n",
       "      <td>...</td>\n",
       "      <td>17.520</td>\n",
       "      <td>42.79</td>\n",
       "      <td>128.70</td>\n",
       "      <td>915.0</td>\n",
       "      <td>0.14170</td>\n",
       "      <td>0.79170</td>\n",
       "      <td>1.1700</td>\n",
       "      <td>0.23560</td>\n",
       "      <td>0.4089</td>\n",
       "      <td>0.14090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563</th>\n",
       "      <td>1</td>\n",
       "      <td>20.92</td>\n",
       "      <td>25.09</td>\n",
       "      <td>143.00</td>\n",
       "      <td>1347.0</td>\n",
       "      <td>0.10990</td>\n",
       "      <td>0.22360</td>\n",
       "      <td>0.31740</td>\n",
       "      <td>0.14740</td>\n",
       "      <td>0.2149</td>\n",
       "      <td>...</td>\n",
       "      <td>24.290</td>\n",
       "      <td>29.41</td>\n",
       "      <td>179.10</td>\n",
       "      <td>1819.0</td>\n",
       "      <td>0.14070</td>\n",
       "      <td>0.41860</td>\n",
       "      <td>0.6599</td>\n",
       "      <td>0.25420</td>\n",
       "      <td>0.2929</td>\n",
       "      <td>0.09873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>1</td>\n",
       "      <td>21.56</td>\n",
       "      <td>22.39</td>\n",
       "      <td>142.00</td>\n",
       "      <td>1479.0</td>\n",
       "      <td>0.11100</td>\n",
       "      <td>0.11590</td>\n",
       "      <td>0.24390</td>\n",
       "      <td>0.13890</td>\n",
       "      <td>0.1726</td>\n",
       "      <td>...</td>\n",
       "      <td>25.450</td>\n",
       "      <td>26.40</td>\n",
       "      <td>166.10</td>\n",
       "      <td>2027.0</td>\n",
       "      <td>0.14100</td>\n",
       "      <td>0.21130</td>\n",
       "      <td>0.4107</td>\n",
       "      <td>0.22160</td>\n",
       "      <td>0.2060</td>\n",
       "      <td>0.07115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>1</td>\n",
       "      <td>20.13</td>\n",
       "      <td>28.25</td>\n",
       "      <td>131.20</td>\n",
       "      <td>1261.0</td>\n",
       "      <td>0.09780</td>\n",
       "      <td>0.10340</td>\n",
       "      <td>0.14400</td>\n",
       "      <td>0.09791</td>\n",
       "      <td>0.1752</td>\n",
       "      <td>...</td>\n",
       "      <td>23.690</td>\n",
       "      <td>38.25</td>\n",
       "      <td>155.00</td>\n",
       "      <td>1731.0</td>\n",
       "      <td>0.11660</td>\n",
       "      <td>0.19220</td>\n",
       "      <td>0.3215</td>\n",
       "      <td>0.16280</td>\n",
       "      <td>0.2572</td>\n",
       "      <td>0.06637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>1</td>\n",
       "      <td>16.60</td>\n",
       "      <td>28.08</td>\n",
       "      <td>108.30</td>\n",
       "      <td>858.1</td>\n",
       "      <td>0.08455</td>\n",
       "      <td>0.10230</td>\n",
       "      <td>0.09251</td>\n",
       "      <td>0.05302</td>\n",
       "      <td>0.1590</td>\n",
       "      <td>...</td>\n",
       "      <td>18.980</td>\n",
       "      <td>34.12</td>\n",
       "      <td>126.70</td>\n",
       "      <td>1124.0</td>\n",
       "      <td>0.11390</td>\n",
       "      <td>0.30940</td>\n",
       "      <td>0.3403</td>\n",
       "      <td>0.14180</td>\n",
       "      <td>0.2218</td>\n",
       "      <td>0.07820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>1</td>\n",
       "      <td>20.60</td>\n",
       "      <td>29.33</td>\n",
       "      <td>140.10</td>\n",
       "      <td>1265.0</td>\n",
       "      <td>0.11780</td>\n",
       "      <td>0.27700</td>\n",
       "      <td>0.35140</td>\n",
       "      <td>0.15200</td>\n",
       "      <td>0.2397</td>\n",
       "      <td>...</td>\n",
       "      <td>25.740</td>\n",
       "      <td>39.42</td>\n",
       "      <td>184.60</td>\n",
       "      <td>1821.0</td>\n",
       "      <td>0.16500</td>\n",
       "      <td>0.86810</td>\n",
       "      <td>0.9387</td>\n",
       "      <td>0.26500</td>\n",
       "      <td>0.4087</td>\n",
       "      <td>0.12400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>0</td>\n",
       "      <td>7.76</td>\n",
       "      <td>24.54</td>\n",
       "      <td>47.92</td>\n",
       "      <td>181.0</td>\n",
       "      <td>0.05263</td>\n",
       "      <td>0.04362</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.1587</td>\n",
       "      <td>...</td>\n",
       "      <td>9.456</td>\n",
       "      <td>30.37</td>\n",
       "      <td>59.16</td>\n",
       "      <td>268.6</td>\n",
       "      <td>0.08996</td>\n",
       "      <td>0.06444</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.2871</td>\n",
       "      <td>0.07039</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     diagnosis  radius_mean  texture_mean  perimeter_mean  area_mean  \\\n",
       "559          0        11.51         23.93           74.52      403.5   \n",
       "560          0        14.05         27.15           91.38      600.4   \n",
       "561          0        11.20         29.37           70.67      386.0   \n",
       "562          1        15.22         30.62          103.40      716.9   \n",
       "563          1        20.92         25.09          143.00     1347.0   \n",
       "564          1        21.56         22.39          142.00     1479.0   \n",
       "565          1        20.13         28.25          131.20     1261.0   \n",
       "566          1        16.60         28.08          108.30      858.1   \n",
       "567          1        20.60         29.33          140.10     1265.0   \n",
       "568          0         7.76         24.54           47.92      181.0   \n",
       "\n",
       "     smoothness_mean  compactness_mean  concavity_mean  concave points_mean  \\\n",
       "559          0.09261           0.10210         0.11120              0.04105   \n",
       "560          0.09929           0.11260         0.04462              0.04304   \n",
       "561          0.07449           0.03558         0.00000              0.00000   \n",
       "562          0.10480           0.20870         0.25500              0.09429   \n",
       "563          0.10990           0.22360         0.31740              0.14740   \n",
       "564          0.11100           0.11590         0.24390              0.13890   \n",
       "565          0.09780           0.10340         0.14400              0.09791   \n",
       "566          0.08455           0.10230         0.09251              0.05302   \n",
       "567          0.11780           0.27700         0.35140              0.15200   \n",
       "568          0.05263           0.04362         0.00000              0.00000   \n",
       "\n",
       "     symmetry_mean  ...  radius_worst  texture_worst  perimeter_worst  \\\n",
       "559         0.1388  ...        12.480          37.16            82.28   \n",
       "560         0.1537  ...        15.300          33.17           100.20   \n",
       "561         0.1060  ...        11.920          38.30            75.19   \n",
       "562         0.2128  ...        17.520          42.79           128.70   \n",
       "563         0.2149  ...        24.290          29.41           179.10   \n",
       "564         0.1726  ...        25.450          26.40           166.10   \n",
       "565         0.1752  ...        23.690          38.25           155.00   \n",
       "566         0.1590  ...        18.980          34.12           126.70   \n",
       "567         0.2397  ...        25.740          39.42           184.60   \n",
       "568         0.1587  ...         9.456          30.37            59.16   \n",
       "\n",
       "     area_worst  smoothness_worst  compactness_worst  concavity_worst  \\\n",
       "559       474.2           0.12980            0.25170           0.3630   \n",
       "560       706.7           0.12410            0.22640           0.1326   \n",
       "561       439.6           0.09267            0.05494           0.0000   \n",
       "562       915.0           0.14170            0.79170           1.1700   \n",
       "563      1819.0           0.14070            0.41860           0.6599   \n",
       "564      2027.0           0.14100            0.21130           0.4107   \n",
       "565      1731.0           0.11660            0.19220           0.3215   \n",
       "566      1124.0           0.11390            0.30940           0.3403   \n",
       "567      1821.0           0.16500            0.86810           0.9387   \n",
       "568       268.6           0.08996            0.06444           0.0000   \n",
       "\n",
       "     concave points_worst  symmetry_worst  fractal_dimension_worst  \n",
       "559               0.09653          0.2112                  0.08732  \n",
       "560               0.10480          0.2250                  0.08321  \n",
       "561               0.00000          0.1566                  0.05905  \n",
       "562               0.23560          0.4089                  0.14090  \n",
       "563               0.25420          0.2929                  0.09873  \n",
       "564               0.22160          0.2060                  0.07115  \n",
       "565               0.16280          0.2572                  0.06637  \n",
       "566               0.14180          0.2218                  0.07820  \n",
       "567               0.26500          0.4087                  0.12400  \n",
       "568               0.00000          0.2871                  0.07039  \n",
       "\n",
       "[10 rows x 31 columns]"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.diagnosis.replace({'M': 1, 'B': 0}, inplace=True)\n",
    "data.tail(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    357\n",
       "1    212\n",
       "Name: diagnosis, dtype: int64"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['diagnosis'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Number of benign values: 357 <br>\n",
    "Number of malignant values: 212\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>diagnosis</th>\n",
       "      <td>569.0</td>\n",
       "      <td>0.372583</td>\n",
       "      <td>0.483918</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>radius_mean</th>\n",
       "      <td>569.0</td>\n",
       "      <td>14.127292</td>\n",
       "      <td>3.524049</td>\n",
       "      <td>6.981000</td>\n",
       "      <td>11.700000</td>\n",
       "      <td>13.370000</td>\n",
       "      <td>15.780000</td>\n",
       "      <td>28.11000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>texture_mean</th>\n",
       "      <td>569.0</td>\n",
       "      <td>19.289649</td>\n",
       "      <td>4.301036</td>\n",
       "      <td>9.710000</td>\n",
       "      <td>16.170000</td>\n",
       "      <td>18.840000</td>\n",
       "      <td>21.800000</td>\n",
       "      <td>39.28000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>perimeter_mean</th>\n",
       "      <td>569.0</td>\n",
       "      <td>91.969033</td>\n",
       "      <td>24.298981</td>\n",
       "      <td>43.790000</td>\n",
       "      <td>75.170000</td>\n",
       "      <td>86.240000</td>\n",
       "      <td>104.100000</td>\n",
       "      <td>188.50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>area_mean</th>\n",
       "      <td>569.0</td>\n",
       "      <td>654.889104</td>\n",
       "      <td>351.914129</td>\n",
       "      <td>143.500000</td>\n",
       "      <td>420.300000</td>\n",
       "      <td>551.100000</td>\n",
       "      <td>782.700000</td>\n",
       "      <td>2501.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>smoothness_mean</th>\n",
       "      <td>569.0</td>\n",
       "      <td>0.096360</td>\n",
       "      <td>0.014064</td>\n",
       "      <td>0.052630</td>\n",
       "      <td>0.086370</td>\n",
       "      <td>0.095870</td>\n",
       "      <td>0.105300</td>\n",
       "      <td>0.16340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>compactness_mean</th>\n",
       "      <td>569.0</td>\n",
       "      <td>0.104341</td>\n",
       "      <td>0.052813</td>\n",
       "      <td>0.019380</td>\n",
       "      <td>0.064920</td>\n",
       "      <td>0.092630</td>\n",
       "      <td>0.130400</td>\n",
       "      <td>0.34540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>concavity_mean</th>\n",
       "      <td>569.0</td>\n",
       "      <td>0.088799</td>\n",
       "      <td>0.079720</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.029560</td>\n",
       "      <td>0.061540</td>\n",
       "      <td>0.130700</td>\n",
       "      <td>0.42680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>concave points_mean</th>\n",
       "      <td>569.0</td>\n",
       "      <td>0.048919</td>\n",
       "      <td>0.038803</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020310</td>\n",
       "      <td>0.033500</td>\n",
       "      <td>0.074000</td>\n",
       "      <td>0.20120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>symmetry_mean</th>\n",
       "      <td>569.0</td>\n",
       "      <td>0.181162</td>\n",
       "      <td>0.027414</td>\n",
       "      <td>0.106000</td>\n",
       "      <td>0.161900</td>\n",
       "      <td>0.179200</td>\n",
       "      <td>0.195700</td>\n",
       "      <td>0.30400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fractal_dimension_mean</th>\n",
       "      <td>569.0</td>\n",
       "      <td>0.062798</td>\n",
       "      <td>0.007060</td>\n",
       "      <td>0.049960</td>\n",
       "      <td>0.057700</td>\n",
       "      <td>0.061540</td>\n",
       "      <td>0.066120</td>\n",
       "      <td>0.09744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>radius_se</th>\n",
       "      <td>569.0</td>\n",
       "      <td>0.405172</td>\n",
       "      <td>0.277313</td>\n",
       "      <td>0.111500</td>\n",
       "      <td>0.232400</td>\n",
       "      <td>0.324200</td>\n",
       "      <td>0.478900</td>\n",
       "      <td>2.87300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>texture_se</th>\n",
       "      <td>569.0</td>\n",
       "      <td>1.216853</td>\n",
       "      <td>0.551648</td>\n",
       "      <td>0.360200</td>\n",
       "      <td>0.833900</td>\n",
       "      <td>1.108000</td>\n",
       "      <td>1.474000</td>\n",
       "      <td>4.88500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>perimeter_se</th>\n",
       "      <td>569.0</td>\n",
       "      <td>2.866059</td>\n",
       "      <td>2.021855</td>\n",
       "      <td>0.757000</td>\n",
       "      <td>1.606000</td>\n",
       "      <td>2.287000</td>\n",
       "      <td>3.357000</td>\n",
       "      <td>21.98000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>area_se</th>\n",
       "      <td>569.0</td>\n",
       "      <td>40.337079</td>\n",
       "      <td>45.491006</td>\n",
       "      <td>6.802000</td>\n",
       "      <td>17.850000</td>\n",
       "      <td>24.530000</td>\n",
       "      <td>45.190000</td>\n",
       "      <td>542.20000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>smoothness_se</th>\n",
       "      <td>569.0</td>\n",
       "      <td>0.007041</td>\n",
       "      <td>0.003003</td>\n",
       "      <td>0.001713</td>\n",
       "      <td>0.005169</td>\n",
       "      <td>0.006380</td>\n",
       "      <td>0.008146</td>\n",
       "      <td>0.03113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>compactness_se</th>\n",
       "      <td>569.0</td>\n",
       "      <td>0.025478</td>\n",
       "      <td>0.017908</td>\n",
       "      <td>0.002252</td>\n",
       "      <td>0.013080</td>\n",
       "      <td>0.020450</td>\n",
       "      <td>0.032450</td>\n",
       "      <td>0.13540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>concavity_se</th>\n",
       "      <td>569.0</td>\n",
       "      <td>0.031894</td>\n",
       "      <td>0.030186</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015090</td>\n",
       "      <td>0.025890</td>\n",
       "      <td>0.042050</td>\n",
       "      <td>0.39600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>concave points_se</th>\n",
       "      <td>569.0</td>\n",
       "      <td>0.011796</td>\n",
       "      <td>0.006170</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.007638</td>\n",
       "      <td>0.010930</td>\n",
       "      <td>0.014710</td>\n",
       "      <td>0.05279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>symmetry_se</th>\n",
       "      <td>569.0</td>\n",
       "      <td>0.020542</td>\n",
       "      <td>0.008266</td>\n",
       "      <td>0.007882</td>\n",
       "      <td>0.015160</td>\n",
       "      <td>0.018730</td>\n",
       "      <td>0.023480</td>\n",
       "      <td>0.07895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fractal_dimension_se</th>\n",
       "      <td>569.0</td>\n",
       "      <td>0.003795</td>\n",
       "      <td>0.002646</td>\n",
       "      <td>0.000895</td>\n",
       "      <td>0.002248</td>\n",
       "      <td>0.003187</td>\n",
       "      <td>0.004558</td>\n",
       "      <td>0.02984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>radius_worst</th>\n",
       "      <td>569.0</td>\n",
       "      <td>16.269190</td>\n",
       "      <td>4.833242</td>\n",
       "      <td>7.930000</td>\n",
       "      <td>13.010000</td>\n",
       "      <td>14.970000</td>\n",
       "      <td>18.790000</td>\n",
       "      <td>36.04000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>texture_worst</th>\n",
       "      <td>569.0</td>\n",
       "      <td>25.677223</td>\n",
       "      <td>6.146258</td>\n",
       "      <td>12.020000</td>\n",
       "      <td>21.080000</td>\n",
       "      <td>25.410000</td>\n",
       "      <td>29.720000</td>\n",
       "      <td>49.54000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>perimeter_worst</th>\n",
       "      <td>569.0</td>\n",
       "      <td>107.261213</td>\n",
       "      <td>33.602542</td>\n",
       "      <td>50.410000</td>\n",
       "      <td>84.110000</td>\n",
       "      <td>97.660000</td>\n",
       "      <td>125.400000</td>\n",
       "      <td>251.20000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>area_worst</th>\n",
       "      <td>569.0</td>\n",
       "      <td>880.583128</td>\n",
       "      <td>569.356993</td>\n",
       "      <td>185.200000</td>\n",
       "      <td>515.300000</td>\n",
       "      <td>686.500000</td>\n",
       "      <td>1084.000000</td>\n",
       "      <td>4254.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>smoothness_worst</th>\n",
       "      <td>569.0</td>\n",
       "      <td>0.132369</td>\n",
       "      <td>0.022832</td>\n",
       "      <td>0.071170</td>\n",
       "      <td>0.116600</td>\n",
       "      <td>0.131300</td>\n",
       "      <td>0.146000</td>\n",
       "      <td>0.22260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>compactness_worst</th>\n",
       "      <td>569.0</td>\n",
       "      <td>0.254265</td>\n",
       "      <td>0.157336</td>\n",
       "      <td>0.027290</td>\n",
       "      <td>0.147200</td>\n",
       "      <td>0.211900</td>\n",
       "      <td>0.339100</td>\n",
       "      <td>1.05800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>concavity_worst</th>\n",
       "      <td>569.0</td>\n",
       "      <td>0.272188</td>\n",
       "      <td>0.208624</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.114500</td>\n",
       "      <td>0.226700</td>\n",
       "      <td>0.382900</td>\n",
       "      <td>1.25200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>concave points_worst</th>\n",
       "      <td>569.0</td>\n",
       "      <td>0.114606</td>\n",
       "      <td>0.065732</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.064930</td>\n",
       "      <td>0.099930</td>\n",
       "      <td>0.161400</td>\n",
       "      <td>0.29100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>symmetry_worst</th>\n",
       "      <td>569.0</td>\n",
       "      <td>0.290076</td>\n",
       "      <td>0.061867</td>\n",
       "      <td>0.156500</td>\n",
       "      <td>0.250400</td>\n",
       "      <td>0.282200</td>\n",
       "      <td>0.317900</td>\n",
       "      <td>0.66380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fractal_dimension_worst</th>\n",
       "      <td>569.0</td>\n",
       "      <td>0.083946</td>\n",
       "      <td>0.018061</td>\n",
       "      <td>0.055040</td>\n",
       "      <td>0.071460</td>\n",
       "      <td>0.080040</td>\n",
       "      <td>0.092080</td>\n",
       "      <td>0.20750</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         count        mean         std         min  \\\n",
       "diagnosis                569.0    0.372583    0.483918    0.000000   \n",
       "radius_mean              569.0   14.127292    3.524049    6.981000   \n",
       "texture_mean             569.0   19.289649    4.301036    9.710000   \n",
       "perimeter_mean           569.0   91.969033   24.298981   43.790000   \n",
       "area_mean                569.0  654.889104  351.914129  143.500000   \n",
       "smoothness_mean          569.0    0.096360    0.014064    0.052630   \n",
       "compactness_mean         569.0    0.104341    0.052813    0.019380   \n",
       "concavity_mean           569.0    0.088799    0.079720    0.000000   \n",
       "concave points_mean      569.0    0.048919    0.038803    0.000000   \n",
       "symmetry_mean            569.0    0.181162    0.027414    0.106000   \n",
       "fractal_dimension_mean   569.0    0.062798    0.007060    0.049960   \n",
       "radius_se                569.0    0.405172    0.277313    0.111500   \n",
       "texture_se               569.0    1.216853    0.551648    0.360200   \n",
       "perimeter_se             569.0    2.866059    2.021855    0.757000   \n",
       "area_se                  569.0   40.337079   45.491006    6.802000   \n",
       "smoothness_se            569.0    0.007041    0.003003    0.001713   \n",
       "compactness_se           569.0    0.025478    0.017908    0.002252   \n",
       "concavity_se             569.0    0.031894    0.030186    0.000000   \n",
       "concave points_se        569.0    0.011796    0.006170    0.000000   \n",
       "symmetry_se              569.0    0.020542    0.008266    0.007882   \n",
       "fractal_dimension_se     569.0    0.003795    0.002646    0.000895   \n",
       "radius_worst             569.0   16.269190    4.833242    7.930000   \n",
       "texture_worst            569.0   25.677223    6.146258   12.020000   \n",
       "perimeter_worst          569.0  107.261213   33.602542   50.410000   \n",
       "area_worst               569.0  880.583128  569.356993  185.200000   \n",
       "smoothness_worst         569.0    0.132369    0.022832    0.071170   \n",
       "compactness_worst        569.0    0.254265    0.157336    0.027290   \n",
       "concavity_worst          569.0    0.272188    0.208624    0.000000   \n",
       "concave points_worst     569.0    0.114606    0.065732    0.000000   \n",
       "symmetry_worst           569.0    0.290076    0.061867    0.156500   \n",
       "fractal_dimension_worst  569.0    0.083946    0.018061    0.055040   \n",
       "\n",
       "                                25%         50%          75%         max  \n",
       "diagnosis                  0.000000    0.000000     1.000000     1.00000  \n",
       "radius_mean               11.700000   13.370000    15.780000    28.11000  \n",
       "texture_mean              16.170000   18.840000    21.800000    39.28000  \n",
       "perimeter_mean            75.170000   86.240000   104.100000   188.50000  \n",
       "area_mean                420.300000  551.100000   782.700000  2501.00000  \n",
       "smoothness_mean            0.086370    0.095870     0.105300     0.16340  \n",
       "compactness_mean           0.064920    0.092630     0.130400     0.34540  \n",
       "concavity_mean             0.029560    0.061540     0.130700     0.42680  \n",
       "concave points_mean        0.020310    0.033500     0.074000     0.20120  \n",
       "symmetry_mean              0.161900    0.179200     0.195700     0.30400  \n",
       "fractal_dimension_mean     0.057700    0.061540     0.066120     0.09744  \n",
       "radius_se                  0.232400    0.324200     0.478900     2.87300  \n",
       "texture_se                 0.833900    1.108000     1.474000     4.88500  \n",
       "perimeter_se               1.606000    2.287000     3.357000    21.98000  \n",
       "area_se                   17.850000   24.530000    45.190000   542.20000  \n",
       "smoothness_se              0.005169    0.006380     0.008146     0.03113  \n",
       "compactness_se             0.013080    0.020450     0.032450     0.13540  \n",
       "concavity_se               0.015090    0.025890     0.042050     0.39600  \n",
       "concave points_se          0.007638    0.010930     0.014710     0.05279  \n",
       "symmetry_se                0.015160    0.018730     0.023480     0.07895  \n",
       "fractal_dimension_se       0.002248    0.003187     0.004558     0.02984  \n",
       "radius_worst              13.010000   14.970000    18.790000    36.04000  \n",
       "texture_worst             21.080000   25.410000    29.720000    49.54000  \n",
       "perimeter_worst           84.110000   97.660000   125.400000   251.20000  \n",
       "area_worst               515.300000  686.500000  1084.000000  4254.00000  \n",
       "smoothness_worst           0.116600    0.131300     0.146000     0.22260  \n",
       "compactness_worst          0.147200    0.211900     0.339100     1.05800  \n",
       "concavity_worst            0.114500    0.226700     0.382900     1.25200  \n",
       "concave points_worst       0.064930    0.099930     0.161400     0.29100  \n",
       "symmetry_worst             0.250400    0.282200     0.317900     0.66380  \n",
       "fractal_dimension_worst    0.071460    0.080040     0.092080     0.20750  "
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe().T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This gives us a brief idea about if the data is balanced so that we can decide if standardization is required."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.4. Data Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can visualize the distrubution of `diagnosis` feature."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# For displaying both percentages and values\n",
    "def new_format(values):\n",
    "    def my_format(percentage):\n",
    "        total = values.count()\n",
    "        val = int(round(percentage*total/100.0))\n",
    "        return '{:.1f}%\\n({v:d})'.format(percentage, v=val)\n",
    "    return my_format\n",
    "\n",
    "plt.pie(data['diagnosis'].value_counts(), \n",
    "        labels=['Benign','Malignant'], \n",
    "        colors=['lightsteelblue','slateblue'],\n",
    "        explode=(0.1, 0.1), \n",
    "        shadow=True, \n",
    "        autopct=new_format(data['diagnosis']))\n",
    "plt.title('Diagnosis Distrubution')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To observe all correlation between features, we can take a look at the correlation heatmap."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2880x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr = data.corr()\n",
    "plt.figure(figsize=(40,20))\n",
    "mask = np.zeros_like(corr)\n",
    "mask[np.triu_indices_from(mask)] = True\n",
    "sns.heatmap(corr, cmap='BuPu', linewidths=4, fmt= '.1f', annot=True, mask=mask)\n",
    "plt.title(\"Correlation Map Between All Features\", fontsize = 30)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As it can be seen, there are some high correlated features which would cause multicollinearity. We have to drop some of those high correlated columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "correlated = DropCorrelatedFeatures(variables=None, method='pearson', threshold=0.85)\n",
    "new_data = correlated.fit_transform(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrmat = new_data.corr(method='pearson')\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "mask = np.zeros_like(corrmat)\n",
    "mask[np.triu_indices_from(mask)] = True\n",
    "sns.heatmap(corrmat, cmap='BuPu', linewidths=4, fmt= '.2f', annot=True, mask=mask)\n",
    "plt.title(\"Correlation Map After Dropping High Correlated Features\", fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Data Preprocessing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1. Splitting the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((398, 19), (171, 19))"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(new_data.drop('diagnosis',axis=1), new_data['diagnosis'], test_size=0.3, random_state=5)\n",
    "X_train.shape, X_test.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2. Standardization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler = StandardScaler()\n",
    "\n",
    "X_train = scaler.fit_transform(X_train)\n",
    "X_test = scaler.transform(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Classification Models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.0. Used Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "## To prevent code repetition:\n",
    "\n",
    "def plot_conf_matrix(model_name, model):\n",
    "    y_pred = model.predict(X_test)\n",
    "    conf_matrix = confusion_matrix(y_test, y_pred)\n",
    "    labels = ['Benign', 'Malignant']\n",
    "    cmp = ConfusionMatrixDisplay(conf_matrix, display_labels=labels)\n",
    "    fig, ax = plt.subplots(figsize = (5.6,6))\n",
    "    acc =  calc_accuracy(model)\n",
    "    plt.title(f'{model_name} (Accuracy:{\"{:.2f}\".format(acc)})')\n",
    "    cmp.plot(cmap='BuPu', ax=ax)\n",
    "\n",
    "def plot_roc(model):\n",
    "    y_probas = model.predict_proba(X_test)\n",
    "    skplt.metrics.plot_roc(y_test, y_probas, cmap='rainbow',figsize=(6,6))\n",
    "\n",
    "def calc_accuracy(model):\n",
    "    return accuracy_score(y_test, model.predict(X_test))*100\n",
    "\n",
    "def calc_f1score(model):\n",
    "    return f1_score(y_test, model.predict(X_test))*100\n",
    "\n",
    "def calc_precision(model):\n",
    "    return precision_score(y_test, model.predict(X_test))*100\n",
    "\n",
    "def print_scores(model_name, model):\n",
    "    print(\"Scores for\", model_name)\n",
    "    print(\"Accuracy: %\", \"{:.4f}\".format(calc_accuracy(model)))\n",
    "    print(\"Precision: %\", \"{:.4f}\".format(calc_precision(model)))\n",
    "    print(\"F1 score: %\", \"{:.4f}\".format(calc_f1score(model)))\n",
    "    plot_conf_matrix(model_name,model)\n",
    "    plot_roc(model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1. Logistic Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Scores for Logistic Regression\n",
      "Accuracy: % 97.6608\n",
      "Precision: % 98.3051\n",
      "F1 score: % 96.6667\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 403.2x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "logistic_regression = LogisticRegression()\n",
    "logistic_regression.fit(X_train, y_train)\n",
    "print_scores('Logistic Regression', logistic_regression)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2. Decision Tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Scores for Decision Tree\n",
      "Accuracy: % 94.1520\n",
      "Precision: % 90.4762\n",
      "F1 score: % 91.9355\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 403.2x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "decision_tree = DecisionTreeClassifier(random_state=11)\n",
    "decision_tree.fit(X_train, y_train)\n",
    "print_scores('Decision Tree', decision_tree)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3. K-Nearest Neighbors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Scores for K-Nearest Neighbors\n",
      "Accuracy: % 94.1520\n",
      "Precision: % 91.8033\n",
      "F1 score: % 91.8033\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 403.2x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "knn = KNeighborsClassifier()\n",
    "k_range = list(range(1,21))\n",
    "param_grid = dict(n_neighbors=k_range)\n",
    "knn_grid = GridSearchCV(knn, param_grid, cv=10, scoring='accuracy', refit=True)\n",
    "knn_grid.fit(X_train, y_train)\n",
    "k_nearest_neighbors = knn_grid.best_estimator_\n",
    "print_scores('K-Nearest Neighbors', k_nearest_neighbors)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.4. Random Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Scores for Random Forest\n",
      "Accuracy: % 96.4912\n",
      "Precision: % 95.0820\n",
      "F1 score: % 95.0820\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 403.2x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "random_forest = RandomForestClassifier(random_state=13)\n",
    "random_forest.fit(X_train, y_train)\n",
    "print_scores(\"Random Forest\",random_forest)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Model Comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2160x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "models = {\n",
    "    \"Model\": ['Logistic Regression', 'Decision Tree', 'KNN','Random Forest'],\n",
    "    \"Accuracy\": [calc_accuracy(logistic_regression), calc_accuracy(decision_tree), calc_accuracy(k_nearest_neighbors), calc_accuracy(random_forest)],\n",
    "    \"Precision\": [calc_precision(logistic_regression), calc_precision(decision_tree), calc_precision(k_nearest_neighbors), calc_precision(random_forest)],\n",
    "    \"F1 Score\": [calc_f1score(logistic_regression), calc_f1score(decision_tree), calc_f1score(k_nearest_neighbors), calc_f1score(random_forest)]\n",
    "}\n",
    "df = pd.DataFrame(models)\n",
    "\n",
    "color = ('indigo', 'mediumpurple', 'lightblue')\n",
    "ax = df.plot(x=\"Model\",y=[\"Accuracy\",\"Precision\",\"F1 Score\"], kind=\"bar\", color=color, edgecolor=\"black\", figsize=(30,8))\n",
    "for bar in ax.patches:\n",
    "  bar_value = bar.get_height()\n",
    "  text = \"{:.2f}\".format(bar_value)\n",
    "  text_x = bar.get_x() + bar.get_width() / 2\n",
    "  text_y = bar.get_y() + bar_value\n",
    "  bar_color = bar.get_facecolor()\n",
    "  ax.text(text_x, text_y, text, ha='center', va='bottom', color=\"black\",\n",
    "          size=15, fontweight = 'bold', bbox = dict(facecolor = 'red', alpha =.1))\n",
    "plt.xticks(color='darkblue', rotation=0, fontsize='15', fontweight='bold')\n",
    "plt.legend(loc = 'best', fontsize=16, shadow=True, facecolor=\"thistle\")\n",
    "plt.ylabel(\"Percentage\",fontsize='20', fontweight='bold')\n",
    "plt.xlabel(\"Models\",fontsize='15', fontweight='bold')\n",
    "plt.ylim(0, 100)\n",
    "plt.title(\"Comparison of Accuracy, Precision, F1 Score of Different Models\", fontsize=25, fontweight='bold', color = \"purple\", pad=20)\n",
    "plt.show()\n",
    "  \n"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "8c2dc7f55a4afb133f9671f18548a683b80d7f864af89313bd9839ac682f147f"
  },
  "kernelspec": {
   "display_name": "Python 3.7.9 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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