Capstone_Project (1).ipynb

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    "colab": {
      "name": "Capstone Project",
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      "name": "python3",
      "display_name": "Python 3"
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    "language_info": {
      "name": "python"
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    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Q_XcGt5ySv-P"
      },
      "source": [
        "\n",
        "\n",
        "```\n",
        "# This is formatted as code\n",
        "```\n",
        "\n",
        "# Breast Cancer Prediction"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wQi7cUyDTZD_"
      },
      "source": [
        "## Load Data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hCIs1FnTimJN",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f060e1bc-df70-46e1-c19e-0162b89399b1"
      },
      "source": [
        "! chmod 600 kaggle.json && (ls ~/.kaggle 2>/dev/null || mkdir ~/.kaggle) && mv kaggle.json ~/.kaggle/ && echo 'Done'\n",
        "! kaggle datasets download mohaiminul101/wisconsin-diagnostic-breast-cancer-wdbc\n",
        "! ls"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Done\n",
            "Downloading wisconsin-diagnostic-breast-cancer-wdbc.zip to /content\n",
            "  0% 0.00/50.9k [00:00<?, ?B/s]\n",
            "100% 50.9k/50.9k [00:00<00:00, 40.4MB/s]\n",
            "sample_data  wisconsin-diagnostic-breast-cancer-wdbc.zip\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MLf1qA3ojLbD",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "da1ffa94-5804-447f-bc9e-e1c2d3557aed"
      },
      "source": [
        "! unzip wisconsin-diagnostic-breast-cancer-wdbc.zip"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Archive:  wisconsin-diagnostic-breast-cancer-wdbc.zip\n",
            "  inflating: data.csv                \n",
            "  inflating: dataset discription.names  \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ToJPmN5vjTxu",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 621
        },
        "outputId": "67b1b6dd-296f-4ab0-eb55-6c27bd91d687"
      },
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import seaborn as sns\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.neighbors import KNeighborsRegressor\n",
        "from sklearn.metrics import mean_squared_error\n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn import metrics\n",
        "import math\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn import model_selection\n",
        "from sklearn.metrics import classification_report, roc_curve, auc\n",
        "from sklearn.preprocessing import MinMaxScaler\n",
        "from sklearn.model_selection import GridSearchCV, cross_val_score, learning_curve, train_test_split\n",
        "from sklearn.metrics import precision_score, recall_score, confusion_matrix, roc_curve, precision_recall_curve, accuracy_score\n",
        "import warnings\n",
        "import plotly.offline as py\n",
        "py.init_notebook_mode(connected=True)\n",
        "import plotly.graph_objs as go\n",
        "import plotly.tools as tls\n",
        "import plotly.figure_factory as ff\n",
        "from sklearn import metrics\n",
        "%matplotlib inline\n",
        "\n",
        "cancer = pd.read_csv('data.csv')\n",
        "# Check if any column has any missing values\n",
        "cancer.isnull().any()\n",
        "# We see that Unnamed: 32 has missing data; however, there is no data for that \n",
        "# so we can ignore it"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "        <script type=\"text/javascript\">\n",
              "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
              "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
              "        if (typeof require !== 'undefined') {\n",
              "        require.undef(\"plotly\");\n",
              "        requirejs.config({\n",
              "            paths: {\n",
              "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
              "            }\n",
              "        });\n",
              "        require(['plotly'], function(Plotly) {\n",
              "            window._Plotly = Plotly;\n",
              "        });\n",
              "        }\n",
              "        </script>\n",
              "        "
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "id                         False\n",
              "diagnosis                  False\n",
              "radius_mean                False\n",
              "texture_mean               False\n",
              "perimeter_mean             False\n",
              "area_mean                  False\n",
              "smoothness_mean            False\n",
              "compactness_mean           False\n",
              "concavity_mean             False\n",
              "concave points_mean        False\n",
              "symmetry_mean              False\n",
              "fractal_dimension_mean     False\n",
              "radius_se                  False\n",
              "texture_se                 False\n",
              "perimeter_se               False\n",
              "area_se                    False\n",
              "smoothness_se              False\n",
              "compactness_se             False\n",
              "concavity_se               False\n",
              "concave points_se          False\n",
              "symmetry_se                False\n",
              "fractal_dimension_se       False\n",
              "radius_worst               False\n",
              "texture_worst              False\n",
              "perimeter_worst            False\n",
              "area_worst                 False\n",
              "smoothness_worst           False\n",
              "compactness_worst          False\n",
              "concavity_worst            False\n",
              "concave points_worst       False\n",
              "symmetry_worst             False\n",
              "fractal_dimension_worst    False\n",
              "Unnamed: 32                 True\n",
              "dtype: bool"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tVxt4CpbTzrs"
      },
      "source": [
        "## Exploratory Data Analysis"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PQUbipaSw9BI",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "634c9da0-7d9a-4bdd-a0b3-76ebb28160eb"
      },
      "source": [
        "cancer.info()"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 569 entries, 0 to 568\n",
            "Data columns (total 33 columns):\n",
            " #   Column                   Non-Null Count  Dtype  \n",
            "---  ------                   --------------  -----  \n",
            " 0   id                       569 non-null    int64  \n",
            " 1   diagnosis                569 non-null    object \n",
            " 2   radius_mean              569 non-null    float64\n",
            " 3   texture_mean             569 non-null    float64\n",
            " 4   perimeter_mean           569 non-null    float64\n",
            " 5   area_mean                569 non-null    float64\n",
            " 6   smoothness_mean          569 non-null    float64\n",
            " 7   compactness_mean         569 non-null    float64\n",
            " 8   concavity_mean           569 non-null    float64\n",
            " 9   concave points_mean      569 non-null    float64\n",
            " 10  symmetry_mean            569 non-null    float64\n",
            " 11  fractal_dimension_mean   569 non-null    float64\n",
            " 12  radius_se                569 non-null    float64\n",
            " 13  texture_se               569 non-null    float64\n",
            " 14  perimeter_se             569 non-null    float64\n",
            " 15  area_se                  569 non-null    float64\n",
            " 16  smoothness_se            569 non-null    float64\n",
            " 17  compactness_se           569 non-null    float64\n",
            " 18  concavity_se             569 non-null    float64\n",
            " 19  concave points_se        569 non-null    float64\n",
            " 20  symmetry_se              569 non-null    float64\n",
            " 21  fractal_dimension_se     569 non-null    float64\n",
            " 22  radius_worst             569 non-null    float64\n",
            " 23  texture_worst            569 non-null    float64\n",
            " 24  perimeter_worst          569 non-null    float64\n",
            " 25  area_worst               569 non-null    float64\n",
            " 26  smoothness_worst         569 non-null    float64\n",
            " 27  compactness_worst        569 non-null    float64\n",
            " 28  concavity_worst          569 non-null    float64\n",
            " 29  concave points_worst     569 non-null    float64\n",
            " 30  symmetry_worst           569 non-null    float64\n",
            " 31  fractal_dimension_worst  569 non-null    float64\n",
            " 32  Unnamed: 32              0 non-null      float64\n",
            "dtypes: float64(31), int64(1), object(1)\n",
            "memory usage: 146.8+ KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PLV494CYxsA2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 392
        },
        "outputId": "c5bc36cc-28dc-43e5-ffef-6e9d5914c97b"
      },
      "source": [
        "cancer.sample(10)"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>symmetry_mean</th>\n",
              "      <th>fractal_dimension_mean</th>\n",
              "      <th>radius_se</th>\n",
              "      <th>texture_se</th>\n",
              "      <th>perimeter_se</th>\n",
              "      <th>area_se</th>\n",
              "      <th>smoothness_se</th>\n",
              "      <th>compactness_se</th>\n",
              "      <th>concavity_se</th>\n",
              "      <th>concave points_se</th>\n",
              "      <th>symmetry_se</th>\n",
              "      <th>fractal_dimension_se</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",
              "      <th>Unnamed: 32</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>65</th>\n",
              "      <td>859283</td>\n",
              "      <td>M</td>\n",
              "      <td>14.780</td>\n",
              "      <td>23.94</td>\n",
              "      <td>97.40</td>\n",
              "      <td>668.3</td>\n",
              "      <td>0.11720</td>\n",
              "      <td>0.14790</td>\n",
              "      <td>0.12670</td>\n",
              "      <td>0.09029</td>\n",
              "      <td>0.1953</td>\n",
              "      <td>0.06654</td>\n",
              "      <td>0.3577</td>\n",
              "      <td>1.2810</td>\n",
              "      <td>2.450</td>\n",
              "      <td>35.24</td>\n",
              "      <td>0.006703</td>\n",
              "      <td>0.023100</td>\n",
              "      <td>0.023150</td>\n",
              "      <td>0.011840</td>\n",
              "      <td>0.01900</td>\n",
              "      <td>0.003224</td>\n",
              "      <td>17.31</td>\n",
              "      <td>33.39</td>\n",
              "      <td>114.60</td>\n",
              "      <td>925.1</td>\n",
              "      <td>0.1648</td>\n",
              "      <td>0.3416</td>\n",
              "      <td>0.30240</td>\n",
              "      <td>0.16140</td>\n",
              "      <td>0.3321</td>\n",
              "      <td>0.08911</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>82</th>\n",
              "      <td>8611555</td>\n",
              "      <td>M</td>\n",
              "      <td>25.220</td>\n",
              "      <td>24.91</td>\n",
              "      <td>171.50</td>\n",
              "      <td>1878.0</td>\n",
              "      <td>0.10630</td>\n",
              "      <td>0.26650</td>\n",
              "      <td>0.33390</td>\n",
              "      <td>0.18450</td>\n",
              "      <td>0.1829</td>\n",
              "      <td>0.06782</td>\n",
              "      <td>0.8973</td>\n",
              "      <td>1.4740</td>\n",
              "      <td>7.382</td>\n",
              "      <td>120.00</td>\n",
              "      <td>0.008166</td>\n",
              "      <td>0.056930</td>\n",
              "      <td>0.057300</td>\n",
              "      <td>0.020300</td>\n",
              "      <td>0.01065</td>\n",
              "      <td>0.005893</td>\n",
              "      <td>30.00</td>\n",
              "      <td>33.62</td>\n",
              "      <td>211.70</td>\n",
              "      <td>2562.0</td>\n",
              "      <td>0.1573</td>\n",
              "      <td>0.6076</td>\n",
              "      <td>0.64760</td>\n",
              "      <td>0.28670</td>\n",
              "      <td>0.2355</td>\n",
              "      <td>0.10510</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>524</th>\n",
              "      <td>917897</td>\n",
              "      <td>B</td>\n",
              "      <td>9.847</td>\n",
              "      <td>15.68</td>\n",
              "      <td>63.00</td>\n",
              "      <td>293.2</td>\n",
              "      <td>0.09492</td>\n",
              "      <td>0.08419</td>\n",
              "      <td>0.02330</td>\n",
              "      <td>0.02416</td>\n",
              "      <td>0.1387</td>\n",
              "      <td>0.06891</td>\n",
              "      <td>0.2498</td>\n",
              "      <td>1.2160</td>\n",
              "      <td>1.976</td>\n",
              "      <td>15.24</td>\n",
              "      <td>0.008732</td>\n",
              "      <td>0.020420</td>\n",
              "      <td>0.010620</td>\n",
              "      <td>0.006801</td>\n",
              "      <td>0.01824</td>\n",
              "      <td>0.003494</td>\n",
              "      <td>11.24</td>\n",
              "      <td>22.99</td>\n",
              "      <td>74.32</td>\n",
              "      <td>376.5</td>\n",
              "      <td>0.1419</td>\n",
              "      <td>0.2243</td>\n",
              "      <td>0.08434</td>\n",
              "      <td>0.06528</td>\n",
              "      <td>0.2502</td>\n",
              "      <td>0.09209</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>541</th>\n",
              "      <td>921386</td>\n",
              "      <td>B</td>\n",
              "      <td>14.470</td>\n",
              "      <td>24.99</td>\n",
              "      <td>95.81</td>\n",
              "      <td>656.4</td>\n",
              "      <td>0.08837</td>\n",
              "      <td>0.12300</td>\n",
              "      <td>0.10090</td>\n",
              "      <td>0.03890</td>\n",
              "      <td>0.1872</td>\n",
              "      <td>0.06341</td>\n",
              "      <td>0.2542</td>\n",
              "      <td>1.0790</td>\n",
              "      <td>2.615</td>\n",
              "      <td>23.11</td>\n",
              "      <td>0.007138</td>\n",
              "      <td>0.046530</td>\n",
              "      <td>0.038290</td>\n",
              "      <td>0.011620</td>\n",
              "      <td>0.02068</td>\n",
              "      <td>0.006111</td>\n",
              "      <td>16.22</td>\n",
              "      <td>31.73</td>\n",
              "      <td>113.50</td>\n",
              "      <td>808.9</td>\n",
              "      <td>0.1340</td>\n",
              "      <td>0.4202</td>\n",
              "      <td>0.40400</td>\n",
              "      <td>0.12050</td>\n",
              "      <td>0.3187</td>\n",
              "      <td>0.10230</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>372</th>\n",
              "      <td>9012795</td>\n",
              "      <td>M</td>\n",
              "      <td>21.370</td>\n",
              "      <td>15.10</td>\n",
              "      <td>141.30</td>\n",
              "      <td>1386.0</td>\n",
              "      <td>0.10010</td>\n",
              "      <td>0.15150</td>\n",
              "      <td>0.19320</td>\n",
              "      <td>0.12550</td>\n",
              "      <td>0.1973</td>\n",
              "      <td>0.06183</td>\n",
              "      <td>0.3414</td>\n",
              "      <td>1.3090</td>\n",
              "      <td>2.407</td>\n",
              "      <td>39.06</td>\n",
              "      <td>0.004426</td>\n",
              "      <td>0.026750</td>\n",
              "      <td>0.034370</td>\n",
              "      <td>0.013430</td>\n",
              "      <td>0.01675</td>\n",
              "      <td>0.004367</td>\n",
              "      <td>22.69</td>\n",
              "      <td>21.84</td>\n",
              "      <td>152.10</td>\n",
              "      <td>1535.0</td>\n",
              "      <td>0.1192</td>\n",
              "      <td>0.2840</td>\n",
              "      <td>0.40240</td>\n",
              "      <td>0.19660</td>\n",
              "      <td>0.2730</td>\n",
              "      <td>0.08666</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>458</th>\n",
              "      <td>9112594</td>\n",
              "      <td>B</td>\n",
              "      <td>13.000</td>\n",
              "      <td>25.13</td>\n",
              "      <td>82.61</td>\n",
              "      <td>520.2</td>\n",
              "      <td>0.08369</td>\n",
              "      <td>0.05073</td>\n",
              "      <td>0.01206</td>\n",
              "      <td>0.01762</td>\n",
              "      <td>0.1667</td>\n",
              "      <td>0.05449</td>\n",
              "      <td>0.2621</td>\n",
              "      <td>1.2320</td>\n",
              "      <td>1.657</td>\n",
              "      <td>21.19</td>\n",
              "      <td>0.006054</td>\n",
              "      <td>0.008974</td>\n",
              "      <td>0.005681</td>\n",
              "      <td>0.006336</td>\n",
              "      <td>0.01215</td>\n",
              "      <td>0.001514</td>\n",
              "      <td>14.34</td>\n",
              "      <td>31.88</td>\n",
              "      <td>91.06</td>\n",
              "      <td>628.5</td>\n",
              "      <td>0.1218</td>\n",
              "      <td>0.1093</td>\n",
              "      <td>0.04462</td>\n",
              "      <td>0.05921</td>\n",
              "      <td>0.2306</td>\n",
              "      <td>0.06291</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>168</th>\n",
              "      <td>8712766</td>\n",
              "      <td>M</td>\n",
              "      <td>17.470</td>\n",
              "      <td>24.68</td>\n",
              "      <td>116.10</td>\n",
              "      <td>984.6</td>\n",
              "      <td>0.10490</td>\n",
              "      <td>0.16030</td>\n",
              "      <td>0.21590</td>\n",
              "      <td>0.10430</td>\n",
              "      <td>0.1538</td>\n",
              "      <td>0.06365</td>\n",
              "      <td>1.0880</td>\n",
              "      <td>1.4100</td>\n",
              "      <td>7.337</td>\n",
              "      <td>122.30</td>\n",
              "      <td>0.006174</td>\n",
              "      <td>0.036340</td>\n",
              "      <td>0.046440</td>\n",
              "      <td>0.015690</td>\n",
              "      <td>0.01145</td>\n",
              "      <td>0.005120</td>\n",
              "      <td>23.14</td>\n",
              "      <td>32.33</td>\n",
              "      <td>155.30</td>\n",
              "      <td>1660.0</td>\n",
              "      <td>0.1376</td>\n",
              "      <td>0.3830</td>\n",
              "      <td>0.48900</td>\n",
              "      <td>0.17210</td>\n",
              "      <td>0.2160</td>\n",
              "      <td>0.09300</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>508</th>\n",
              "      <td>915452</td>\n",
              "      <td>B</td>\n",
              "      <td>16.300</td>\n",
              "      <td>15.70</td>\n",
              "      <td>104.70</td>\n",
              "      <td>819.8</td>\n",
              "      <td>0.09427</td>\n",
              "      <td>0.06712</td>\n",
              "      <td>0.05526</td>\n",
              "      <td>0.04563</td>\n",
              "      <td>0.1711</td>\n",
              "      <td>0.05657</td>\n",
              "      <td>0.2067</td>\n",
              "      <td>0.4706</td>\n",
              "      <td>1.146</td>\n",
              "      <td>20.67</td>\n",
              "      <td>0.007394</td>\n",
              "      <td>0.012030</td>\n",
              "      <td>0.024700</td>\n",
              "      <td>0.014310</td>\n",
              "      <td>0.01344</td>\n",
              "      <td>0.002569</td>\n",
              "      <td>17.32</td>\n",
              "      <td>17.76</td>\n",
              "      <td>109.80</td>\n",
              "      <td>928.2</td>\n",
              "      <td>0.1354</td>\n",
              "      <td>0.1361</td>\n",
              "      <td>0.19470</td>\n",
              "      <td>0.13570</td>\n",
              "      <td>0.2300</td>\n",
              "      <td>0.07230</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>564</th>\n",
              "      <td>926424</td>\n",
              "      <td>M</td>\n",
              "      <td>21.560</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>0.05623</td>\n",
              "      <td>1.1760</td>\n",
              "      <td>1.2560</td>\n",
              "      <td>7.673</td>\n",
              "      <td>158.70</td>\n",
              "      <td>0.010300</td>\n",
              "      <td>0.028910</td>\n",
              "      <td>0.051980</td>\n",
              "      <td>0.024540</td>\n",
              "      <td>0.01114</td>\n",
              "      <td>0.004239</td>\n",
              "      <td>25.45</td>\n",
              "      <td>26.40</td>\n",
              "      <td>166.10</td>\n",
              "      <td>2027.0</td>\n",
              "      <td>0.1410</td>\n",
              "      <td>0.2113</td>\n",
              "      <td>0.41070</td>\n",
              "      <td>0.22160</td>\n",
              "      <td>0.2060</td>\n",
              "      <td>0.07115</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>199</th>\n",
              "      <td>877500</td>\n",
              "      <td>M</td>\n",
              "      <td>14.450</td>\n",
              "      <td>20.22</td>\n",
              "      <td>94.49</td>\n",
              "      <td>642.7</td>\n",
              "      <td>0.09872</td>\n",
              "      <td>0.12060</td>\n",
              "      <td>0.11800</td>\n",
              "      <td>0.05980</td>\n",
              "      <td>0.1950</td>\n",
              "      <td>0.06466</td>\n",
              "      <td>0.2092</td>\n",
              "      <td>0.6509</td>\n",
              "      <td>1.446</td>\n",
              "      <td>19.42</td>\n",
              "      <td>0.004044</td>\n",
              "      <td>0.015970</td>\n",
              "      <td>0.020000</td>\n",
              "      <td>0.007303</td>\n",
              "      <td>0.01522</td>\n",
              "      <td>0.001976</td>\n",
              "      <td>18.33</td>\n",
              "      <td>30.12</td>\n",
              "      <td>117.90</td>\n",
              "      <td>1044.0</td>\n",
              "      <td>0.1552</td>\n",
              "      <td>0.4056</td>\n",
              "      <td>0.49670</td>\n",
              "      <td>0.18380</td>\n",
              "      <td>0.4753</td>\n",
              "      <td>0.10130</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          id diagnosis  ...  fractal_dimension_worst  Unnamed: 32\n",
              "65    859283         M  ...                  0.08911          NaN\n",
              "82   8611555         M  ...                  0.10510          NaN\n",
              "524   917897         B  ...                  0.09209          NaN\n",
              "541   921386         B  ...                  0.10230          NaN\n",
              "372  9012795         M  ...                  0.08666          NaN\n",
              "458  9112594         B  ...                  0.06291          NaN\n",
              "168  8712766         M  ...                  0.09300          NaN\n",
              "508   915452         B  ...                  0.07230          NaN\n",
              "564   926424         M  ...                  0.07115          NaN\n",
              "199   877500         M  ...                  0.10130          NaN\n",
              "\n",
              "[10 rows x 33 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "e4QEgDSV6z8g",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 191
        },
        "outputId": "a88f534f-db0c-466a-d2df-be51fae9da57"
      },
      "source": [
        "\n",
        "# Group all radius data everything by diagnois\n",
        "cancer_radius = cancer[['diagnosis', 'radius_mean','radius_se','radius_worst']].groupby('diagnosis')\n",
        "cancer_radius.describe()"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
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              "    }\n",
              "\n",
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              "\n",
              "    .dataframe thead tr:last-of-type th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th></th>\n",
              "      <th colspan=\"8\" halign=\"left\">radius_mean</th>\n",
              "      <th colspan=\"8\" halign=\"left\">radius_se</th>\n",
              "      <th colspan=\"8\" halign=\"left\">radius_worst</th>\n",
              "    </tr>\n",
              "    <tr>\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",
              "      <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",
              "      <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",
              "    <tr>\n",
              "      <th>diagnosis</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>B</th>\n",
              "      <td>357.0</td>\n",
              "      <td>12.146524</td>\n",
              "      <td>1.780512</td>\n",
              "      <td>6.981</td>\n",
              "      <td>11.080</td>\n",
              "      <td>12.200</td>\n",
              "      <td>13.37</td>\n",
              "      <td>17.85</td>\n",
              "      <td>357.0</td>\n",
              "      <td>0.284082</td>\n",
              "      <td>0.112570</td>\n",
              "      <td>0.1115</td>\n",
              "      <td>0.207300</td>\n",
              "      <td>0.2575</td>\n",
              "      <td>0.3416</td>\n",
              "      <td>0.8811</td>\n",
              "      <td>357.0</td>\n",
              "      <td>13.379801</td>\n",
              "      <td>1.981368</td>\n",
              "      <td>7.93</td>\n",
              "      <td>12.08</td>\n",
              "      <td>13.35</td>\n",
              "      <td>14.8000</td>\n",
              "      <td>19.82</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>M</th>\n",
              "      <td>212.0</td>\n",
              "      <td>17.462830</td>\n",
              "      <td>3.203971</td>\n",
              "      <td>10.950</td>\n",
              "      <td>15.075</td>\n",
              "      <td>17.325</td>\n",
              "      <td>19.59</td>\n",
              "      <td>28.11</td>\n",
              "      <td>212.0</td>\n",
              "      <td>0.609083</td>\n",
              "      <td>0.345039</td>\n",
              "      <td>0.1938</td>\n",
              "      <td>0.390375</td>\n",
              "      <td>0.5472</td>\n",
              "      <td>0.7573</td>\n",
              "      <td>2.8730</td>\n",
              "      <td>212.0</td>\n",
              "      <td>21.134811</td>\n",
              "      <td>4.283569</td>\n",
              "      <td>12.84</td>\n",
              "      <td>17.73</td>\n",
              "      <td>20.59</td>\n",
              "      <td>23.8075</td>\n",
              "      <td>36.04</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          radius_mean                       ... radius_worst                \n",
              "                count       mean       std  ...          50%      75%    max\n",
              "diagnosis                                   ...                             \n",
              "B               357.0  12.146524  1.780512  ...        13.35  14.8000  19.82\n",
              "M               212.0  17.462830  3.203971  ...        20.59  23.8075  36.04\n",
              "\n",
              "[2 rows x 24 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-xucbFRa4dMA",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 191
        },
        "outputId": "1cb63e7b-176b-4507-9377-b92de2f4f8a4"
      },
      "source": [
        "\n",
        "\n",
        "cancer_smoothness = cancer[['diagnosis', 'smoothness_mean','smoothness_se','smoothness_worst']].groupby('diagnosis')\n",
        "cancer_smoothness.describe()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
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              "\n",
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              "        text-align: right;\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th></th>\n",
              "      <th colspan=\"8\" halign=\"left\">smoothness_mean</th>\n",
              "      <th colspan=\"8\" halign=\"left\">smoothness_se</th>\n",
              "      <th colspan=\"8\" halign=\"left\">smoothness_worst</th>\n",
              "    </tr>\n",
              "    <tr>\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",
              "      <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",
              "      <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",
              "    <tr>\n",
              "      <th>diagnosis</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>B</th>\n",
              "      <td>357.0</td>\n",
              "      <td>0.092478</td>\n",
              "      <td>0.013446</td>\n",
              "      <td>0.05263</td>\n",
              "      <td>0.08306</td>\n",
              "      <td>0.09076</td>\n",
              "      <td>0.100700</td>\n",
              "      <td>0.1634</td>\n",
              "      <td>357.0</td>\n",
              "      <td>0.007196</td>\n",
              "      <td>0.003061</td>\n",
              "      <td>0.001713</td>\n",
              "      <td>0.005212</td>\n",
              "      <td>0.006530</td>\n",
              "      <td>0.008534</td>\n",
              "      <td>0.02177</td>\n",
              "      <td>357.0</td>\n",
              "      <td>0.124959</td>\n",
              "      <td>0.020013</td>\n",
              "      <td>0.07117</td>\n",
              "      <td>0.110400</td>\n",
              "      <td>0.12540</td>\n",
              "      <td>0.137600</td>\n",
              "      <td>0.2006</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>M</th>\n",
              "      <td>212.0</td>\n",
              "      <td>0.102898</td>\n",
              "      <td>0.012608</td>\n",
              "      <td>0.07371</td>\n",
              "      <td>0.09401</td>\n",
              "      <td>0.10220</td>\n",
              "      <td>0.110925</td>\n",
              "      <td>0.1447</td>\n",
              "      <td>212.0</td>\n",
              "      <td>0.006780</td>\n",
              "      <td>0.002890</td>\n",
              "      <td>0.002667</td>\n",
              "      <td>0.005085</td>\n",
              "      <td>0.006209</td>\n",
              "      <td>0.007971</td>\n",
              "      <td>0.03113</td>\n",
              "      <td>212.0</td>\n",
              "      <td>0.144845</td>\n",
              "      <td>0.021870</td>\n",
              "      <td>0.08822</td>\n",
              "      <td>0.130475</td>\n",
              "      <td>0.14345</td>\n",
              "      <td>0.155975</td>\n",
              "      <td>0.2226</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          smoothness_mean                      ... smoothness_worst                  \n",
              "                    count      mean       std  ...              50%       75%     max\n",
              "diagnosis                                      ...                                   \n",
              "B                   357.0  0.092478  0.013446  ...          0.12540  0.137600  0.2006\n",
              "M                   212.0  0.102898  0.012608  ...          0.14345  0.155975  0.2226\n",
              "\n",
              "[2 rows x 24 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CCK8LzfuyVs6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 335
        },
        "outputId": "60b1b3bf-ddf6-45e8-ef1a-d4b3fd53b511"
      },
      "source": [
        "# Create a historgram to compare patient diagnosis\n",
        "_ = cancer['diagnosis'].hist()\n",
        "# We observed that there are more benign cancer diagnosis than malignant cancer\\\n",
        "print(cancer.groupby('diagnosis').size())"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "diagnosis\n",
            "B    357\n",
            "M    212\n",
            "dtype: int64\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UhR8Nl48z_3f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 578
        },
        "outputId": "8edb5cfd-7ff3-491f-ab7f-b24e7a995de2"
      },
      "source": [
        "features = [\n",
        "            'radius_mean',\n",
        "            'smoothness_mean',\n",
        "            'radius_se',\n",
        "            'smoothness_se',\n",
        "            'radius_worst',\n",
        "            'smoothness_worst',\n",
        "            ]\n",
        "\n",
        "features1 = [\n",
        "             'radius_mean',\n",
        "             'smoothness_mean',\n",
        "             'radius_worst',\n",
        "             'smoothness_worst',\n",
        "             ]\n",
        "\n",
        "comp = [\n",
        "        'radius_mean',\n",
        "        'radius_se',\n",
        "        'radius_worst',\n",
        "        ]\n",
        "# Take a look at how our features are distributed\n",
        "fig, (axs) = plt.subplots(1, 6, figsize=(20, 10))\n",
        "for i in range(len(features)):\n",
        "  axs[i].title.set_text(features[i])\n",
        "  axs[i].boxplot(cancer[features[i]])\n"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x720 with 6 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "reZgNwu3b0PG",
        "outputId": "bf0b0127-63a7-4cac-fa40-4c88cdabcd76"
      },
      "source": [
        "fig, axs = plt.subplots(3, 2, figsize=(18, 34))\n",
        "y = 0\n",
        "x = 0\n",
        "for i in comp:\n",
        "    sns.scatterplot(data = cancer, x=cancer[i], y=cancer['smoothness_worst'], hue = 'diagnosis', ax = axs[x, y])\n",
        "    y = y + 1\n",
        "    if y == 2:\n",
        "       y = 0\n",
        "       x = x + 1"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1296x2448 with 6 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "foYsX3oa9tFU",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2d8df9e2-6eff-4ec4-aec3-d6a983d6ac58"
      },
      "source": [
        "diagnosis = list(pd.unique(cancer.diagnosis.values.ravel()))\n",
        "diagnosis = sorted(diagnosis)\n",
        "diagnosis\n",
        "diagnosis_to_id = { v:i for i, v in enumerate(diagnosis)} \n",
        "diagnosis_to_id "
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'B': 0, 'M': 1}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5cb-Ympj_tUB",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        },
        "outputId": "8e9d3e24-3a79-4db3-d2b1-51f79ecaa8ad"
      },
      "source": [
        "cancer['diagnosis'] = pd.Series(np.where(cancer.diagnosis.values == 'M', 1, 0),\n",
        "          cancer.index)\n",
        "cancer = cancer.set_index('id')\n",
        "cancer.sample(n=10)"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>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>fractal_dimension_mean</th>\n",
              "      <th>radius_se</th>\n",
              "      <th>texture_se</th>\n",
              "      <th>perimeter_se</th>\n",
              "      <th>area_se</th>\n",
              "      <th>smoothness_se</th>\n",
              "      <th>compactness_se</th>\n",
              "      <th>concavity_se</th>\n",
              "      <th>concave points_se</th>\n",
              "      <th>symmetry_se</th>\n",
              "      <th>fractal_dimension_se</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",
              "      <th>Unnamed: 32</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>id</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>8511133</th>\n",
              "      <td>1</td>\n",
              "      <td>15.340</td>\n",
              "      <td>14.26</td>\n",
              "      <td>102.50</td>\n",
              "      <td>704.4</td>\n",
              "      <td>0.10730</td>\n",
              "      <td>0.21350</td>\n",
              "      <td>0.20770</td>\n",
              "      <td>0.097560</td>\n",
              "      <td>0.2521</td>\n",
              "      <td>0.07032</td>\n",
              "      <td>0.4388</td>\n",
              "      <td>0.7096</td>\n",
              "      <td>3.384</td>\n",
              "      <td>44.910</td>\n",
              "      <td>0.006789</td>\n",
              "      <td>0.053280</td>\n",
              "      <td>0.064460</td>\n",
              "      <td>0.022520</td>\n",
              "      <td>0.03672</td>\n",
              "      <td>0.004394</td>\n",
              "      <td>18.070</td>\n",
              "      <td>19.08</td>\n",
              "      <td>125.10</td>\n",
              "      <td>980.9</td>\n",
              "      <td>0.1390</td>\n",
              "      <td>0.59540</td>\n",
              "      <td>0.63050</td>\n",
              "      <td>0.23930</td>\n",
              "      <td>0.4667</td>\n",
              "      <td>0.09946</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>85713702</th>\n",
              "      <td>0</td>\n",
              "      <td>8.196</td>\n",
              "      <td>16.84</td>\n",
              "      <td>51.71</td>\n",
              "      <td>201.9</td>\n",
              "      <td>0.08600</td>\n",
              "      <td>0.05943</td>\n",
              "      <td>0.01588</td>\n",
              "      <td>0.005917</td>\n",
              "      <td>0.1769</td>\n",
              "      <td>0.06503</td>\n",
              "      <td>0.1563</td>\n",
              "      <td>0.9567</td>\n",
              "      <td>1.094</td>\n",
              "      <td>8.205</td>\n",
              "      <td>0.008968</td>\n",
              "      <td>0.016460</td>\n",
              "      <td>0.015880</td>\n",
              "      <td>0.005917</td>\n",
              "      <td>0.02574</td>\n",
              "      <td>0.002582</td>\n",
              "      <td>8.964</td>\n",
              "      <td>21.96</td>\n",
              "      <td>57.26</td>\n",
              "      <td>242.2</td>\n",
              "      <td>0.1297</td>\n",
              "      <td>0.13570</td>\n",
              "      <td>0.06880</td>\n",
              "      <td>0.02564</td>\n",
              "      <td>0.3105</td>\n",
              "      <td>0.07409</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>862965</th>\n",
              "      <td>0</td>\n",
              "      <td>12.180</td>\n",
              "      <td>20.52</td>\n",
              "      <td>77.22</td>\n",
              "      <td>458.7</td>\n",
              "      <td>0.08013</td>\n",
              "      <td>0.04038</td>\n",
              "      <td>0.02383</td>\n",
              "      <td>0.017700</td>\n",
              "      <td>0.1739</td>\n",
              "      <td>0.05677</td>\n",
              "      <td>0.1924</td>\n",
              "      <td>1.5710</td>\n",
              "      <td>1.183</td>\n",
              "      <td>14.680</td>\n",
              "      <td>0.005080</td>\n",
              "      <td>0.006098</td>\n",
              "      <td>0.010690</td>\n",
              "      <td>0.006797</td>\n",
              "      <td>0.01447</td>\n",
              "      <td>0.001532</td>\n",
              "      <td>13.340</td>\n",
              "      <td>32.84</td>\n",
              "      <td>84.58</td>\n",
              "      <td>547.8</td>\n",
              "      <td>0.1123</td>\n",
              "      <td>0.08862</td>\n",
              "      <td>0.11450</td>\n",
              "      <td>0.07431</td>\n",
              "      <td>0.2694</td>\n",
              "      <td>0.06878</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>91594602</th>\n",
              "      <td>1</td>\n",
              "      <td>15.050</td>\n",
              "      <td>19.07</td>\n",
              "      <td>97.26</td>\n",
              "      <td>701.9</td>\n",
              "      <td>0.09215</td>\n",
              "      <td>0.08597</td>\n",
              "      <td>0.07486</td>\n",
              "      <td>0.043350</td>\n",
              "      <td>0.1561</td>\n",
              "      <td>0.05915</td>\n",
              "      <td>0.3860</td>\n",
              "      <td>1.1980</td>\n",
              "      <td>2.630</td>\n",
              "      <td>38.490</td>\n",
              "      <td>0.004952</td>\n",
              "      <td>0.016300</td>\n",
              "      <td>0.029670</td>\n",
              "      <td>0.009423</td>\n",
              "      <td>0.01152</td>\n",
              "      <td>0.001718</td>\n",
              "      <td>17.580</td>\n",
              "      <td>28.06</td>\n",
              "      <td>113.80</td>\n",
              "      <td>967.0</td>\n",
              "      <td>0.1246</td>\n",
              "      <td>0.21010</td>\n",
              "      <td>0.28660</td>\n",
              "      <td>0.11200</td>\n",
              "      <td>0.2282</td>\n",
              "      <td>0.06954</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>854268</th>\n",
              "      <td>1</td>\n",
              "      <td>14.250</td>\n",
              "      <td>21.72</td>\n",
              "      <td>93.63</td>\n",
              "      <td>633.0</td>\n",
              "      <td>0.09823</td>\n",
              "      <td>0.10980</td>\n",
              "      <td>0.13190</td>\n",
              "      <td>0.055980</td>\n",
              "      <td>0.1885</td>\n",
              "      <td>0.06125</td>\n",
              "      <td>0.2860</td>\n",
              "      <td>1.0190</td>\n",
              "      <td>2.657</td>\n",
              "      <td>24.910</td>\n",
              "      <td>0.005878</td>\n",
              "      <td>0.029950</td>\n",
              "      <td>0.048150</td>\n",
              "      <td>0.011610</td>\n",
              "      <td>0.02028</td>\n",
              "      <td>0.004022</td>\n",
              "      <td>15.890</td>\n",
              "      <td>30.36</td>\n",
              "      <td>116.20</td>\n",
              "      <td>799.6</td>\n",
              "      <td>0.1446</td>\n",
              "      <td>0.42380</td>\n",
              "      <td>0.51860</td>\n",
              "      <td>0.14470</td>\n",
              "      <td>0.3591</td>\n",
              "      <td>0.10140</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>869254</th>\n",
              "      <td>0</td>\n",
              "      <td>10.750</td>\n",
              "      <td>14.97</td>\n",
              "      <td>68.26</td>\n",
              "      <td>355.3</td>\n",
              "      <td>0.07793</td>\n",
              "      <td>0.05139</td>\n",
              "      <td>0.02251</td>\n",
              "      <td>0.007875</td>\n",
              "      <td>0.1399</td>\n",
              "      <td>0.05688</td>\n",
              "      <td>0.2525</td>\n",
              "      <td>1.2390</td>\n",
              "      <td>1.806</td>\n",
              "      <td>17.740</td>\n",
              "      <td>0.006547</td>\n",
              "      <td>0.017810</td>\n",
              "      <td>0.020180</td>\n",
              "      <td>0.005612</td>\n",
              "      <td>0.01671</td>\n",
              "      <td>0.002360</td>\n",
              "      <td>11.950</td>\n",
              "      <td>20.72</td>\n",
              "      <td>77.79</td>\n",
              "      <td>441.2</td>\n",
              "      <td>0.1076</td>\n",
              "      <td>0.12230</td>\n",
              "      <td>0.09755</td>\n",
              "      <td>0.03413</td>\n",
              "      <td>0.2300</td>\n",
              "      <td>0.06769</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9112085</th>\n",
              "      <td>0</td>\n",
              "      <td>13.380</td>\n",
              "      <td>30.72</td>\n",
              "      <td>86.34</td>\n",
              "      <td>557.2</td>\n",
              "      <td>0.09245</td>\n",
              "      <td>0.07426</td>\n",
              "      <td>0.02819</td>\n",
              "      <td>0.032640</td>\n",
              "      <td>0.1375</td>\n",
              "      <td>0.06016</td>\n",
              "      <td>0.3408</td>\n",
              "      <td>1.9240</td>\n",
              "      <td>2.287</td>\n",
              "      <td>28.930</td>\n",
              "      <td>0.005841</td>\n",
              "      <td>0.012460</td>\n",
              "      <td>0.007936</td>\n",
              "      <td>0.009128</td>\n",
              "      <td>0.01564</td>\n",
              "      <td>0.002985</td>\n",
              "      <td>15.050</td>\n",
              "      <td>41.61</td>\n",
              "      <td>96.69</td>\n",
              "      <td>705.6</td>\n",
              "      <td>0.1172</td>\n",
              "      <td>0.14210</td>\n",
              "      <td>0.07003</td>\n",
              "      <td>0.07763</td>\n",
              "      <td>0.2196</td>\n",
              "      <td>0.07675</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>866083</th>\n",
              "      <td>1</td>\n",
              "      <td>13.610</td>\n",
              "      <td>24.69</td>\n",
              "      <td>87.76</td>\n",
              "      <td>572.6</td>\n",
              "      <td>0.09258</td>\n",
              "      <td>0.07862</td>\n",
              "      <td>0.05285</td>\n",
              "      <td>0.030850</td>\n",
              "      <td>0.1761</td>\n",
              "      <td>0.06130</td>\n",
              "      <td>0.2310</td>\n",
              "      <td>1.0050</td>\n",
              "      <td>1.752</td>\n",
              "      <td>19.830</td>\n",
              "      <td>0.004088</td>\n",
              "      <td>0.011740</td>\n",
              "      <td>0.017960</td>\n",
              "      <td>0.006880</td>\n",
              "      <td>0.01323</td>\n",
              "      <td>0.001465</td>\n",
              "      <td>16.890</td>\n",
              "      <td>35.64</td>\n",
              "      <td>113.20</td>\n",
              "      <td>848.7</td>\n",
              "      <td>0.1471</td>\n",
              "      <td>0.28840</td>\n",
              "      <td>0.37960</td>\n",
              "      <td>0.13290</td>\n",
              "      <td>0.3470</td>\n",
              "      <td>0.07900</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8610404</th>\n",
              "      <td>1</td>\n",
              "      <td>16.070</td>\n",
              "      <td>19.65</td>\n",
              "      <td>104.10</td>\n",
              "      <td>817.7</td>\n",
              "      <td>0.09168</td>\n",
              "      <td>0.08424</td>\n",
              "      <td>0.09769</td>\n",
              "      <td>0.066380</td>\n",
              "      <td>0.1798</td>\n",
              "      <td>0.05391</td>\n",
              "      <td>0.7474</td>\n",
              "      <td>1.0160</td>\n",
              "      <td>5.029</td>\n",
              "      <td>79.250</td>\n",
              "      <td>0.010820</td>\n",
              "      <td>0.022030</td>\n",
              "      <td>0.035000</td>\n",
              "      <td>0.018090</td>\n",
              "      <td>0.01550</td>\n",
              "      <td>0.001948</td>\n",
              "      <td>19.770</td>\n",
              "      <td>24.56</td>\n",
              "      <td>128.80</td>\n",
              "      <td>1223.0</td>\n",
              "      <td>0.1500</td>\n",
              "      <td>0.20450</td>\n",
              "      <td>0.28290</td>\n",
              "      <td>0.15200</td>\n",
              "      <td>0.2650</td>\n",
              "      <td>0.06387</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>906024</th>\n",
              "      <td>0</td>\n",
              "      <td>12.700</td>\n",
              "      <td>12.17</td>\n",
              "      <td>80.88</td>\n",
              "      <td>495.0</td>\n",
              "      <td>0.08785</td>\n",
              "      <td>0.05794</td>\n",
              "      <td>0.02360</td>\n",
              "      <td>0.024020</td>\n",
              "      <td>0.1583</td>\n",
              "      <td>0.06275</td>\n",
              "      <td>0.2253</td>\n",
              "      <td>0.6457</td>\n",
              "      <td>1.527</td>\n",
              "      <td>17.370</td>\n",
              "      <td>0.006131</td>\n",
              "      <td>0.012630</td>\n",
              "      <td>0.009075</td>\n",
              "      <td>0.008231</td>\n",
              "      <td>0.01713</td>\n",
              "      <td>0.004414</td>\n",
              "      <td>13.650</td>\n",
              "      <td>16.92</td>\n",
              "      <td>88.12</td>\n",
              "      <td>566.9</td>\n",
              "      <td>0.1314</td>\n",
              "      <td>0.16070</td>\n",
              "      <td>0.09385</td>\n",
              "      <td>0.08224</td>\n",
              "      <td>0.2775</td>\n",
              "      <td>0.09464</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          diagnosis  radius_mean  ...  fractal_dimension_worst  Unnamed: 32\n",
              "id                                ...                                      \n",
              "8511133           1       15.340  ...                  0.09946          NaN\n",
              "85713702          0        8.196  ...                  0.07409          NaN\n",
              "862965            0       12.180  ...                  0.06878          NaN\n",
              "91594602          1       15.050  ...                  0.06954          NaN\n",
              "854268            1       14.250  ...                  0.10140          NaN\n",
              "869254            0       10.750  ...                  0.06769          NaN\n",
              "9112085           0       13.380  ...                  0.07675          NaN\n",
              "866083            1       13.610  ...                  0.07900          NaN\n",
              "8610404           1       16.070  ...                  0.06387          NaN\n",
              "906024            0       12.700  ...                  0.09464          NaN\n",
              "\n",
              "[10 rows x 32 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gj3x9p7mRJ9q"
      },
      "source": [
        "\n",
        "def plots(columns):\n",
        "    fig, axs = plt.subplots(3, 3, figsize=(16, 12))\n",
        "    y = 0\n",
        "    for col in columns:\n",
        "        sns.distplot(cancer[col], ax = axs[0, y])\n",
        "        sns.boxplot(y = col, data = cancer, palette='Accent', ax = axs[1, y])\n",
        "        sns.scatterplot(x=cancer[col], y=cancer['diagnosis'], ax = axs[2, y])\n",
        "        y = y+1"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 947
        },
        "id": "Rombui3PSD1R",
        "outputId": "e3b7338d-53b8-4408-f2d6-4e8b0a9f08bd"
      },
      "source": [
        "plots(['radius_mean', 'radius_se', 'radius_worst'])"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2557: FutureWarning:\n",
            "\n",
            "`distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2557: FutureWarning:\n",
            "\n",
            "`distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2557: FutureWarning:\n",
            "\n",
            "`distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1152x864 with 9 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 947
        },
        "id": "BK_v_LX6SSA1",
        "outputId": "56ca5a32-7062-445b-e880-2ea83cb25c98"
      },
      "source": [
        "plots(['smoothness_mean', 'smoothness_se', 'smoothness_worst'])"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2557: FutureWarning:\n",
            "\n",
            "`distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2557: FutureWarning:\n",
            "\n",
            "`distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2557: FutureWarning:\n",
            "\n",
            "`distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1152x864 with 9 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4moBdg6DVmp7"
      },
      "source": [
        "\n",
        "\n",
        "## Model: K Nearest Neighbors"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WE4_ba4i3csM",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "84aa3659-241c-4068-d8d3-56ae2d15a60a"
      },
      "source": [
        "# Split and train the model\n",
        "X = cancer[features]\n",
        "y = cancer['diagnosis']\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state = 52)\n",
        "X_train.shape, X_test.shape, y_train.shape, y_test.shape\n",
        "y"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "id\n",
              "842302      1\n",
              "842517      1\n",
              "84300903    1\n",
              "84348301    1\n",
              "84358402    1\n",
              "           ..\n",
              "926424      1\n",
              "926682      1\n",
              "926954      1\n",
              "927241      1\n",
              "92751       0\n",
              "Name: diagnosis, Length: 569, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ASe3XrwO8w29",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 264
        },
        "outputId": "36809ecb-89ad-4253-87d0-af2676f4f32f"
      },
      "source": [
        "rmse_all=[]\n",
        "for n_neighbors in range(1,11):\n",
        "  model = KNeighborsRegressor(n_neighbors= n_neighbors, p = 2, metric = 'euclidean')\n",
        "  model.fit(X_train,y_train)\n",
        "  model_pred = model.predict(X_test)\n",
        "  rmse_all.append(math.sqrt(mean_squared_error(y_test,model_pred)))\n",
        "  \n",
        "\n",
        "plt.plot(list (range(1,11)), rmse_all)\n",
        "plt.show()"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_Ud3CNBcc9Na",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b16b673e-b67b-42da-a99e-443c51106bee"
      },
      "source": [
        "rmse_all_p = [i * 100 for i in rmse_all]\n",
        "per = range(0,10)\n",
        "st = \"Percent Error (K= \"\n",
        "for i in per:\n",
        "  print(st + (str(i+1)) + \"):\"+(str(rmse_all_p[i])+ '%'))"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Percent Error (K= 1):28.61316917596507%\n",
            "Percent Error (K= 2):23.25802383081202%\n",
            "Percent Error (K= 3):21.174113438867455%\n",
            "Percent Error (K= 4):19.402628386486548%\n",
            "Percent Error (K= 5):18.6691727641025%\n",
            "Percent Error (K= 6):18.42569327975222%\n",
            "Percent Error (K= 7):17.716657075760324%\n",
            "Percent Error (K= 8):17.312065224553113%\n",
            "Percent Error (K= 9):17.57848002743937%\n",
            "Percent Error (K= 10):17.588539596743068%\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jpxYcv3mkDd0",
        "outputId": "8ed9a2c5-5268-4d7c-a700-767743348e2f"
      },
      "source": [
        "print(\"Accuracy:\",metrics.accuracy_score(y_test, model_pred.round()))\n",
        "print(\"Precision:\",metrics.precision_score(y_test, model_pred.round()))\n",
        "print(\"Recall:\",metrics.recall_score(y_test, model_pred.round()))"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Accuracy: 0.9590643274853801\n",
            "Precision: 0.9830508474576272\n",
            "Recall: 0.90625\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PZRQfxVVdYfI"
      },
      "source": [
        "### Visualize Confusion Matrix"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WMLg2PHidgKk",
        "outputId": "7bd53174-a698-41c2-ac8f-98540a153829"
      },
      "source": [
        "\n",
        "cnf_matrix1 = metrics.confusion_matrix(y_test, model_pred.round())\n",
        "cnf_matrix1"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[106,   1],\n",
              "       [  6,  58]])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 342
        },
        "id": "konsDdHcdr7m",
        "outputId": "a0d33840-2e75-44c2-f34a-71d8e41d8f22"
      },
      "source": [
        "class_names=[0,1] # name  of classes\n",
        "fig, ax = plt.subplots()\n",
        "tick_marks = np.arange(len(class_names))\n",
        "plt.xticks(tick_marks, class_names)\n",
        "plt.yticks(tick_marks, class_names)\n",
        "# Create heatmap\n",
        "sns.heatmap(pd.DataFrame(cnf_matrix1), annot=True, cmap=\"PuRd\" ,fmt='g')\n",
        "ax.xaxis.set_label_position(\"top\")\n",
        "plt.tight_layout()\n",
        "plt.title('Confusion matrix', y=1.1)\n",
        "plt.ylabel('Actual label')\n",
        "plt.xlabel('Predicted label')"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 257.44, 'Predicted label')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jcquDuIshLBT"
      },
      "source": [
        "## Model: Logistic Regression"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KUIu2OEtWDV_"
      },
      "source": [
        "#Split and train Data\n",
        "X = cancer[features]\n",
        "y = cancer['diagnosis']\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, stratify = y, random_state = 52)\n",
        "X_train.shape, X_test.shape, y_train.shape, y_test.shape\n",
        "#\n",
        "logreg = LogisticRegression()\n",
        "#Fit the model to the data\n",
        "logreg.fit(X_train,y_train)\n",
        "#\n",
        "y_pred=logreg.predict(X_test)"
      ],
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "U1fXBSNliBJK"
      },
      "source": [
        "### Model Evaluation using Confusion Matrix"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "N8WMr-j6iT6j",
        "outputId": "9d484fd7-b202-4e52-8dae-3f7a99e6f331"
      },
      "source": [
        "from sklearn import metrics\n",
        "cnf_matrix = metrics.confusion_matrix(y_test, y_pred)\n",
        "cnf_matrix"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[102,   5],\n",
              "       [  8,  56]])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "x7DP1U6Bih4d"
      },
      "source": [
        "### Visualize Confusion Matrix"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bidSgf1airKJ"
      },
      "source": [
        "import numpy as np\n"
      ],
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 342
        },
        "id": "c6LXBpfJiusV",
        "outputId": "9ea846e2-f87e-4a31-f651-008b321139bf"
      },
      "source": [
        "class_names=[0,1] # name  of classes\n",
        "fig, ax = plt.subplots()\n",
        "tick_marks = np.arange(len(class_names))\n",
        "plt.xticks(tick_marks, class_names)\n",
        "plt.yticks(tick_marks, class_names)\n",
        "# Create heatmap\n",
        "sns.heatmap(pd.DataFrame(cnf_matrix), annot=True, cmap=\"PuRd\" ,fmt='g')\n",
        "ax.xaxis.set_label_position(\"top\")\n",
        "plt.tight_layout()\n",
        "plt.title('Confusion matrix', y=1.1)\n",
        "plt.ylabel('Actual label')\n",
        "plt.xlabel('Predicted label')"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 257.44, 'Predicted label')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9w261gpzjPHZ",
        "outputId": "0e7b10c6-9c28-4332-c65f-d8a70d68b999"
      },
      "source": [
        "print(\"Accuracy:\",metrics.accuracy_score(y_test, y_pred))\n",
        "print(\"Precision:\",metrics.precision_score(y_test, y_pred))\n",
        "print(\"Recall:\",metrics.recall_score(y_test, y_pred))"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Accuracy: 0.9239766081871345\n",
            "Precision: 0.9180327868852459\n",
            "Recall: 0.875\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "gDE265XiguEf",
        "outputId": "a213cb98-fead-412b-d2f0-268bae82b92d"
      },
      "source": [
        "fig, axs = plt.subplots(3, 2, figsize=(18, 34))\n",
        "y = 0\n",
        "x = 0\n",
        "for i in comp:\n",
        "    sns.scatterplot(data = cancer, x=X_train[i], y=X_train['smoothness_worst'], hue = 'diagnosis', ax = axs[x, y])\n",
        "    y = y + 1\n",
        "    if y == 2:\n",
        "       y = 0\n",
        "       x = x + 1"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1296x2448 with 6 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WM3HzTgW5wuz",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 704
        },
        "outputId": "5af0daff-097d-467f-b697-bedf8f8168f8"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "plt.figure(figsize=(10,12))\n",
        "\n",
        "_ = sns.heatmap(cancer_radius.corr(), cmap='bwr', annot=True)"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x864 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RrpXdFMJse8C",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 734
        },
        "outputId": "657546bf-1f1a-4e8e-e6d8-db974cb86b0a"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "plt.figure(figsize=(10,12))\n",
        "\n",
        "_ = sns.heatmap(cancer_smoothness.corr(), cmap='bwr', annot=True)"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x864 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}