Govind_Ass_(FINAL).ipynb

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  "metadata": {
    "colab": {
      "name": "Govind_Ass_(FINAL).ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GYqz8qQ0O4VD"
      },
      "source": [
        "I have downloded a dataset of \"Breast cancer\" from the kaggle\n",
        "1. With the dataset firsly i reduced the dimension using PCA and plot the scatter plot.\n",
        "2. After that i did clustring analysis using KMean\n",
        "3. laslty i have applied different type of  classification techniques(logistic regression,decision tree, random forest) on reduced dataset. \n",
        "   \n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_libP08OlH_s"
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "%matplotlib inline"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 243
        },
        "id": "MQ0oMnEnloH_",
        "outputId": "f20fa7ea-290d-4a55-c30d-5bd5c9056542"
      },
      "source": [
        "data=pd.read_csv('/content/data.csv')\n",
        "data.head(5)"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
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              "    }\n",
              "\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>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>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>0.3001</td>\n",
              "      <td>0.14710</td>\n",
              "      <td>0.2419</td>\n",
              "      <td>0.07871</td>\n",
              "      <td>1.0950</td>\n",
              "      <td>0.9053</td>\n",
              "      <td>8.589</td>\n",
              "      <td>153.40</td>\n",
              "      <td>0.006399</td>\n",
              "      <td>0.04904</td>\n",
              "      <td>0.05373</td>\n",
              "      <td>0.01587</td>\n",
              "      <td>0.03003</td>\n",
              "      <td>0.006193</td>\n",
              "      <td>25.38</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",
              "    </tr>\n",
              "    <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>0.0869</td>\n",
              "      <td>0.07017</td>\n",
              "      <td>0.1812</td>\n",
              "      <td>0.05667</td>\n",
              "      <td>0.5435</td>\n",
              "      <td>0.7339</td>\n",
              "      <td>3.398</td>\n",
              "      <td>74.08</td>\n",
              "      <td>0.005225</td>\n",
              "      <td>0.01308</td>\n",
              "      <td>0.01860</td>\n",
              "      <td>0.01340</td>\n",
              "      <td>0.01389</td>\n",
              "      <td>0.003532</td>\n",
              "      <td>24.99</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>0.1974</td>\n",
              "      <td>0.12790</td>\n",
              "      <td>0.2069</td>\n",
              "      <td>0.05999</td>\n",
              "      <td>0.7456</td>\n",
              "      <td>0.7869</td>\n",
              "      <td>4.585</td>\n",
              "      <td>94.03</td>\n",
              "      <td>0.006150</td>\n",
              "      <td>0.04006</td>\n",
              "      <td>0.03832</td>\n",
              "      <td>0.02058</td>\n",
              "      <td>0.02250</td>\n",
              "      <td>0.004571</td>\n",
              "      <td>23.57</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>0.2414</td>\n",
              "      <td>0.10520</td>\n",
              "      <td>0.2597</td>\n",
              "      <td>0.09744</td>\n",
              "      <td>0.4956</td>\n",
              "      <td>1.1560</td>\n",
              "      <td>3.445</td>\n",
              "      <td>27.23</td>\n",
              "      <td>0.009110</td>\n",
              "      <td>0.07458</td>\n",
              "      <td>0.05661</td>\n",
              "      <td>0.01867</td>\n",
              "      <td>0.05963</td>\n",
              "      <td>0.009208</td>\n",
              "      <td>14.91</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>0.1980</td>\n",
              "      <td>0.10430</td>\n",
              "      <td>0.1809</td>\n",
              "      <td>0.05883</td>\n",
              "      <td>0.7572</td>\n",
              "      <td>0.7813</td>\n",
              "      <td>5.438</td>\n",
              "      <td>94.44</td>\n",
              "      <td>0.011490</td>\n",
              "      <td>0.02461</td>\n",
              "      <td>0.05688</td>\n",
              "      <td>0.01885</td>\n",
              "      <td>0.01756</td>\n",
              "      <td>0.005115</td>\n",
              "      <td>22.54</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",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         id diagnosis  ...  fractal_dimension_worst  Unnamed: 32\n",
              "0    842302         M  ...                  0.11890          NaN\n",
              "1    842517         M  ...                  0.08902          NaN\n",
              "2  84300903         M  ...                  0.08758          NaN\n",
              "3  84348301         M  ...                  0.17300          NaN\n",
              "4  84358402         M  ...                  0.07678          NaN\n",
              "\n",
              "[5 rows x 33 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wzoX6evgl_-p",
        "outputId": "93a3263b-f5b7-4c24-8d17-6aab06a23972"
      },
      "source": [
        "data.shape"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(569, 33)"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "V6N2hZEZmtAW"
      },
      "source": [
        "data=data.dropna(axis=1)"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Lb--RLbBnJAj",
        "outputId": "d85fcd87-4c80-42b7-ac76-78b77f323e55"
      },
      "source": [
        "data.shape"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(569, 32)"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OEBEZye6tgUp",
        "outputId": "bd979af8-a8e7-4dff-fbfd-693908abcd21"
      },
      "source": [
        "data['diagnosis'].value_counts()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "B    357\n",
              "M    212\n",
              "Name: diagnosis, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GT6RFMestqxn",
        "outputId": "165594d8-7846-4008-f3c8-797be91171c9"
      },
      "source": [
        "data.dtypes"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "id                           int64\n",
              "diagnosis                   object\n",
              "radius_mean                float64\n",
              "texture_mean               float64\n",
              "perimeter_mean             float64\n",
              "area_mean                  float64\n",
              "smoothness_mean            float64\n",
              "compactness_mean           float64\n",
              "concavity_mean             float64\n",
              "concave points_mean        float64\n",
              "symmetry_mean              float64\n",
              "fractal_dimension_mean     float64\n",
              "radius_se                  float64\n",
              "texture_se                 float64\n",
              "perimeter_se               float64\n",
              "area_se                    float64\n",
              "smoothness_se              float64\n",
              "compactness_se             float64\n",
              "concavity_se               float64\n",
              "concave points_se          float64\n",
              "symmetry_se                float64\n",
              "fractal_dimension_se       float64\n",
              "radius_worst               float64\n",
              "texture_worst              float64\n",
              "perimeter_worst            float64\n",
              "area_worst                 float64\n",
              "smoothness_worst           float64\n",
              "compactness_worst          float64\n",
              "concavity_worst            float64\n",
              "concave points_worst       float64\n",
              "symmetry_worst             float64\n",
              "fractal_dimension_worst    float64\n",
              "dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_EbYl1ETRnvg"
      },
      "source": [
        "**# Here I am donig labelencodig for \"diagnosis\" feature**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9h51KcveuE_0",
        "outputId": "608bec0a-d2c6-4234-b861-2b90c45ab54f"
      },
      "source": [
        "# here i am donig labelencodig for \"diagnosis\" feature\n",
        "from sklearn.preprocessing import LabelEncoder\n",
        "Label_y=LabelEncoder()\n",
        "data.iloc[:,1]=Label_y.fit_transform(data.iloc[:,1])\n",
        "data.iloc[:,1]"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0      1\n",
              "1      1\n",
              "2      1\n",
              "3      1\n",
              "4      1\n",
              "      ..\n",
              "564    1\n",
              "565    1\n",
              "566    1\n",
              "567    1\n",
              "568    0\n",
              "Name: diagnosis, Length: 569, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TodMxg7wRwLI"
      },
      "source": [
        "**Visualize the correlation**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 713
        },
        "id": "RgjlCZibusLp",
        "outputId": "f6c4cf55-fe1c-42ce-e1fc-7493955133d5"
      },
      "source": [
        "#visualize the correlation \n",
        "plt.figure(figsize=(20,15))\n",
        "sns.heatmap(data.iloc[:,2:32].corr(),annot=True ,fmt='.0%')"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f57bd81b810>"
            ]
          },
          "metadata": {},
          "execution_count": 10
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1080 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "D0qaVzTsv96d",
        "outputId": "351448dc-787d-422d-852b-79598e8475af"
      },
      "source": [
        "y=data['diagnosis']\n",
        "x=data.drop('diagnosis',axis=1)\n",
        "y.shape\n",
        "x.shape"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(569, 31)"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VxwgDqRpR8iv"
      },
      "source": [
        "**1.Applying PCA**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gTJwiXzUxWBX",
        "outputId": "5ca04ef0-98f1-4ab8-f0d3-cc4c02d42cd1"
      },
      "source": [
        "from sklearn.preprocessing import StandardScaler\n",
        "scalar=StandardScaler()\n",
        "scalar.fit(x)"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "StandardScaler(copy=True, with_mean=True, with_std=True)"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KoLPleOhxW7y"
      },
      "source": [
        "\n",
        "scaled_data=scalar.transform(x)"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gHqise_oyyw_"
      },
      "source": [
        "from sklearn.decomposition import PCA"
      ],
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yDb3j1qlzAfw"
      },
      "source": [
        "pca=PCA(n_components=2)"
      ],
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kBbO2VXVzzjx",
        "outputId": "0420ce87-174b-4146-9985-1ad8cf63845c"
      },
      "source": [
        "pca.fit(scaled_data)"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "PCA(copy=True, iterated_power='auto', n_components=2, random_state=None,\n",
              "    svd_solver='auto', tol=0.0, whiten=False)"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "X3vo3kcsz3X1"
      },
      "source": [
        "x_pca=pca.transform(scaled_data)"
      ],
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WqzMgPFdz6st",
        "outputId": "bc04b0e5-d947-4499-ef19-851860b91706"
      },
      "source": [
        "scaled_data.shape"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(569, 31)"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tatUtr2lz_DJ"
      },
      "source": [
        "df=pd.DataFrame(x_pca,columns=['pca1','pca2'])"
      ],
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RViM4AY90GXI"
      },
      "source": [
        "df['diagnosis']=y"
      ],
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        },
        "id": "2w1J3dHw0Uqw",
        "outputId": "4564b818-f4ad-4f0d-ede1-0d7ab89dde2f"
      },
      "source": [
        "\n",
        "df"
      ],
      "execution_count": 21,
      "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>pca1</th>\n",
              "      <th>pca2</th>\n",
              "      <th>diagnosis</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>9.183200</td>\n",
              "      <td>1.971271</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2.383298</td>\n",
              "      <td>-3.753459</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>5.742472</td>\n",
              "      <td>-1.080350</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>7.124384</td>\n",
              "      <td>10.272225</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>3.945694</td>\n",
              "      <td>-1.959689</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>564</th>\n",
              "      <td>6.435329</td>\n",
              "      <td>-3.565358</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>565</th>\n",
              "      <td>3.789458</td>\n",
              "      <td>-3.573419</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>566</th>\n",
              "      <td>1.251890</td>\n",
              "      <td>-1.893977</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>567</th>\n",
              "      <td>10.365035</td>\n",
              "      <td>1.696398</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>568</th>\n",
              "      <td>-5.478264</td>\n",
              "      <td>-0.672788</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>569 rows × 3 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          pca1       pca2  diagnosis\n",
              "0     9.183200   1.971271          1\n",
              "1     2.383298  -3.753459          1\n",
              "2     5.742472  -1.080350          1\n",
              "3     7.124384  10.272225          1\n",
              "4     3.945694  -1.959689          1\n",
              "..         ...        ...        ...\n",
              "564   6.435329  -3.565358          1\n",
              "565   3.789458  -3.573419          1\n",
              "566   1.251890  -1.893977          1\n",
              "567  10.365035   1.696398          1\n",
              "568  -5.478264  -0.672788          0\n",
              "\n",
              "[569 rows x 3 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Y6kpZhYtSRgA"
      },
      "source": [
        "**After the reducing a dimension of dataset now we have 2 pca components**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Zls7OeY8Slgq"
      },
      "source": [
        "**2.1 Here is the scatter plot**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 659
        },
        "id": "7rqCt5kG0XnZ",
        "outputId": "fb8138ab-4716-4a2c-bb18-013b51e31a9f"
      },
      "source": [
        "import seaborn as sn\n",
        "sn.FacetGrid(df,hue=\"diagnosis\",size=8).map(plt.scatter,\"pca1\",\"pca2\",s=100).add_legend()"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/axisgrid.py:316: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
            "  warnings.warn(msg, UserWarning)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x7f57b427f450>"
            ]
          },
          "metadata": {},
          "execution_count": 22
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 631.5x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Vpo7Ri0b0gSS",
        "outputId": "c3b01a5e-a5f5-4064-d689-40febd3e16a3"
      },
      "source": [
        "x_pca.shape"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(569, 2)"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DQpkuXlSHQ8n"
      },
      "source": [
        "**2.2  Here we are trying to find out number of clusters using \"Elbow method\".**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GmWSdYFYEBrO"
      },
      "source": [
        "from sklearn.cluster import KMeans\n",
        "k_range= range(1,10)\n",
        "sse=[]\n",
        "for k in k_range:\n",
        "   km=KMeans(n_clusters=k)\n",
        "   km.fit(df[['pca1','pca2']])\n",
        "   sse.append(km.inertia_)"
      ],
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "id": "pgpH71oaGt8q",
        "outputId": "5d453d16-2bd3-441e-b03e-442aed7a0ba9"
      },
      "source": [
        "plt.xlabel('k')\n",
        "plt.ylabel(\"sum of sqaured error\")\n",
        "plt.plot(k_range,sse)"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7f57ac504290>]"
            ]
          },
          "metadata": {},
          "execution_count": 25
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aIFH_d2TS1rT"
      },
      "source": [
        "**After getting cluster number using help of elbow method ,here we have found that 2 cluster will be formed with this data**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "X3X3_Wpt0ocw",
        "outputId": "dab0d145-5ac5-402c-e908-aaad04d6345b"
      },
      "source": [
        "km=KMeans(n_clusters=2)\n",
        "km"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n",
              "       n_clusters=2, n_init=10, n_jobs=None, precompute_distances='auto',\n",
              "       random_state=None, tol=0.0001, verbose=0)"
            ]
          },
          "metadata": {},
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jx3Ym2xaIJKW",
        "outputId": "e5c06bec-6c27-470b-eede-9f8e639581c8"
      },
      "source": [
        "y_predicted=km.fit_predict(df[['pca1','pca2']])\n",
        "y_predicted"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1,\n",
              "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1,\n",
              "       1, 0, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 0,\n",
              "       1, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 0, 1, 0,\n",
              "       1, 0, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1,\n",
              "       1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0,\n",
              "       0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1,\n",
              "       1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1,\n",
              "       0, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 1, 0, 0,\n",
              "       0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0,\n",
              "       1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1,\n",
              "       0, 1, 0, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1,\n",
              "       0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1,\n",
              "       1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1,\n",
              "       1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0,\n",
              "       0, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0,\n",
              "       0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0,\n",
              "       1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1,\n",
              "       1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0,\n",
              "       1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1,\n",
              "       1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0,\n",
              "       1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1,\n",
              "       1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 0,\n",
              "       1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1,\n",
              "       1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
              "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1],\n",
              "      dtype=int32)"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zdNX5dwhIJBc",
        "outputId": "db261402-5203-424a-f802-892a1a6bf3f6"
      },
      "source": [
        "df['cluster']=y_predicted\n",
        "df.head"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<bound method NDFrame.head of           pca1       pca2  diagnosis  cluster\n",
              "0     9.183200   1.971271          1        0\n",
              "1     2.383298  -3.753459          1        0\n",
              "2     5.742472  -1.080350          1        0\n",
              "3     7.124384  10.272225          1        0\n",
              "4     3.945694  -1.959689          1        0\n",
              "..         ...        ...        ...      ...\n",
              "564   6.435329  -3.565358          1        0\n",
              "565   3.789458  -3.573419          1        0\n",
              "566   1.251890  -1.893977          1        0\n",
              "567  10.365035   1.696398          1        0\n",
              "568  -5.478264  -0.672788          0        1\n",
              "\n",
              "[569 rows x 4 columns]>"
            ]
          },
          "metadata": {},
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kqLCdTe6TUav"
      },
      "source": [
        "**Here we can see clearly two clusters**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 315
        },
        "id": "4JEAFRHeII1A",
        "outputId": "c5d1f798-b309-4b81-ba4b-bb983a4346cb"
      },
      "source": [
        "df1=df[df.cluster==0]\n",
        "df2=df[df.cluster==1]\n",
        "plt.scatter(df1.pca1, df1['pca2'],color='red')\n",
        "plt.scatter(df2.pca1, df2['pca2'],color='green')\n",
        "\n",
        "plt.xlabel('pca1')\n",
        "plt.ylabel('pca2')\n",
        "plt.legend()"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "No handles with labels found to put in legend.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f57ac486650>"
            ]
          },
          "metadata": {},
          "execution_count": 29
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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3C/fi8sbl0N8pDhaxc2Cn1ekiDvqAYuaJGRxePhxZhbR/fD9+ffTXQxPaxiTzz4GTn6g9KBaDd/9xiToBzMw48wDC/rbd8E6p1HzVUFbDKWkn2rMAP4M6Wu0E/hSA9wN4DsAggA8ByPAZOHnCdvirZ1cDk6z9ff0oDhYDewnmjs9FGn+XvdftNTZ6NUNBCpsNaDYlqIeWD2Hi8xOhCW3jLALvFiEJ4y8S3kxVqUQbf2DL+EclQZNunIqzK212B9tMD0Kv7ZbZ8WyF7QlgWVXHReQZVf2V2rVclYFGnQBcvR3b2njb+n/AOTncdM1N+MaPvxH6O+5pwb1/2KmhNFxq+VThTWhbnQCSIuxvNix05McmJp7kCSDOrrSTO9igewHOie3Age7cMTMPUkdLQ+FF5JsAbgHwZwB+AuBFOE1h1ye90DDSdABuDuDS+qW66/19/XjkfY/ETqraJo399EkfNnTDKrlruof/d5vFm9AOrEK6BBx5vJYITooow2v6H7+Z1wKSNcRxnEknQ09hTrNbwybdGLprI62GgCZqz70PwKsA3gjgXya3vOxT3l3G0TuOojhY3LxWHCwGGv+wenz335rdfW/oBgYKA7j52ps3hd0KUsDk9ZN16zANiAEaE8PN4k1oN8hnnC+EG38RZ4cZNP/XhI2Wjm2i01aXJ0lJhzjhpE5q9oS9ZreGTbKqxZQxbE8AOwCsqTqF6iJSAPAaVbWYzp0caZeB2jDzxAwOLR+qu+Z28gIITfy6zsVWGdSLu6svDZew97q9WHh6IbK6KIqCFDDYPxjoSASCY3cdM598KhVgYiJ4N+7dhXl7BsL+FqOStd77+nfsIs6QmOefT7f7tRtPAEC8sEmWuoyztJaUafUEcByA150OAvh6EgvrJYKMPwBcWr+E2SdnMfvkbKDxLw4WoQ8oTn/0NA7cdsBKedOPu6tfObuCQ8uHWjL+xcEiFu9axJX/dAWHf/tw4Hpuvvbm8LBXuQxMTzeWXA4MAOfPbyUbga2u1FLJsKDaqWtiojFB6U9eAo079mPHgK9/Pf3u1zi70k7uYKM6oG1PVVmbgsaO50hsHcB2Vd3cBtZ+jm+luoi4M4GjZJ2ra1Xjzr66Vt2su//W6rdw5PYjdaGmTlNdq25W+bhzBPxVSN8+9e3oCWAHDzrG1zXGxaJjGKrVYAMRZIgGBpzegSCjYjI4QPz/8TtRBRMnnNRJNVH3XsWAv7k4ToeVN12HbQjoWwB+X1W/V3s8DuCTqnpTm9dXR6dCQCZZhbAO2lbi+n72j+/H0nNLidf+x8Wt8mlJSM57DO/rC9baN4WERked04KpcxhIJkzCmvEtWgmbsPIms7RaBfROAH8O4P/VLl0N4HdU9alEVxlBpxxAMwbPpqzTreCJoiAFbOhGYsnaZnGrfJqWkjaVFza8UIiBiFPVY/N6QbQr3p63GDQrbzJLqzmAEwAOA/gFgJcBfBrAD5JbXrYwNjXVrrvhITdsIw8J+iT6o7Qx/oAj/eAKtyXFtr5tm1VDtrhVPrYjMhvCZn82G238Acc4mkIwzcgXxIlZtyo5EfbaWYqHdwJW3nQdtg7gUQBvBTAPRxLiLQCOtWtR7cI2rh9m8DY1b2onBFenJ0qvJy7NVAKFcWXjCl63/XWbshVR9Pf1b0pFB3U5CwR7r9u7+djtk/B2C+97d9XRAgpjaAjYu7fRWE5MOJIOcSSa3dfzGpyo8Y9h1S+taOfkMR6e1SlovdblnCC2DuAdqvohVf1fta9/A+Dt7VxY0ngNd5g+PxCunR80WrFbqK5VrWUlxFO9E5QIVig+8zefwcjDI+h7qA8feOwDDU1yl7YBs7cGvHihUG8glpYajaWqI+kAbBmV8AU3GpxWxj/G2bkGGRjT6WFlpbcNUdYqb/J4EouBbQ5gEcCnVPU7tce/BuAjqvqBNq+vjlZyAHHj+iZZhzgSDlll58BOY5OYFxuph0gU0Ic8jwcGgKNH6w1DWJzfGz+OG2M2PT9KlC6o58AUzzclkAcHo7WP8ppo7iTMSwBoPQn8QzghIHdbMwrgRwCuAFBXH6jdtOIAkpqJm2S1T1oIBIP9g5EnGe9n07Tj8zuAYhE4fdquOgioT+iaksp9fcCHP9yo0d9MAtk0F8BUJeSfF+BSLAJra9E5kJwZoo7DyiQArSeBbwVwLYB/Xvu6tnbttwHcntQi24kprn/V4FWx6v07PkKxDSgUFy5fqJOSCML7mZk+vyiKfvt35kzjsdxk/IH6BPE99wAXLzY+Z2MDOHTIyRn4fzcOJqXRsHi+KdRz5kx9PNxEO6Qd4tLLMXLORgjFygGo6krYV7sXmQTze+bR39dfd60gBZz7xTmrvIBLeXe5pSYt19gWB4sN6+k067qOof4hTN04FTkv2GZ2sZ/+K8CBr/gujo5Gx983F+FLEAPhu7YjR+ofx60+UQ0Ox4Tp8oQZGG883JTDCDNEnTDMvR4jZ2VSKLYngJ5AfDuxdV1vkGbwT8wK4sBtB5pew/Zt27Gjfweqa1XreQDt5MLlC1h6bqleyM03uwDYSgSHUTf/4OJ2PPJFnxic+z9e2K7XX0ESlCA24T9JlMvB3a1h9w4izMjbGpi4hqhThrnXq5WyWpmUEaxyAFmhHUngIGzyAr2QDHaxeb82s4v3j+93htSbBNmmp504vSkxVyg4u2VvkjVOHL9QAK5c8S3cshnNjekDjcleILxT2LbhK05jWKeSl4yR54JWcwBdj+3MXiA43u3vIegV4w9Ex/crJyqYfGwyMmm89NyS80PQrlLV2c0DjuHrDwh/ra837nbjxGpdHSAv3h1gGK7xN2kLhe0ibUsf45RIdkoOmjHyXJMbB2Aycv6aeH/sGwjuIeglVs6uON3MD/U1DIF337tNo9umk7UxXmGJUWArDGHTCFYoAPv3N1YBubiG1+QESiXnOWHhkE7Xt3fKMDNGnmtSdQAicquI/EhEnheRj7XzXqbmrunx6dDYt+3u10+SM3w7hUJxaPlQnROI0/i2KV8RZbzm5oBLl4Kf42V11TG0k5ONDkPEMfqqTtjHZPy9RBm7Tg5hicLk+KrVZPMAjJHnmtQcQG2ozJ8AuA3A2wC8X0Te1q77NUysqhn7g+89iJP3n8TGAxs4ef/JBuNvu/v1080hokPLhzZDXU2ddpo1tH5ch7G01Bin9oaUALuKmShjF3fXbXPPVga7TwYk3c+fB/btS94JZKl7l3SM1JLAInITgAdV9V/UHv8BAKjqfzH9TifloOeOz/VcqKfd1CWTwxKeUROogPoka1SiMik55zjD0W3u2eq6wj4nNpCRGLTUCdwORORfAbhVVT9UezwB4NdU9T7f86YATAHA6OjojStRhqNFbKpdoujv689EiWe7MA2Vt5oPADgNW4caJ6dh505nh1soOAlhV5IhrNv29OlkK2YqFWB2tlHGwW+4be7Z6rrCKqBYpUNi0LVVQKp6RFXHVXX89a9/fdvvN/vkbMtib/5+g17AbWArDZcwPT4d2TgWijd04+U1r3EMrVvP71bh7N0bXDX0yivhwmthoSZTaKZcdhyRH39tvM09W80phCV8WaVDEiBNB/ACgDd6Hl9Tu5YocUY7zjwxk4gMs18VsxdY1/VNCeiD7z0Y2TgWiskAVqvBVThLS8BrX9v4/EuXHKPcTOw+rMnKxnDb3LPVSh5TuezAQOtVOr0s/0CsSdMBfBfAdSJyrYgMAPhdAF9K8gZB5ZsTn59oKHV0nxs207fbKQ4WNw123MEwLgrF4eXDm7OCTcnzSOLuXldXHW0d07/FLWWM6n61Mdw292y1xLJcBh55pL6buVhsVFONS5AD3LcPGBmhQ8gZqTkAVb0C4D4AXwXwQwB/oaqJThkLKmH0GjH/c7u5cieKM2tnNg32wp0LTb+OQiOlMiIxGUaTbMPoaLTmTpxSxqgdvo3htrln0LD1wcHge5sol508h6rzdfp061U6QQ7w0iXnBNaLekDESKo5AFVdUtW3qOqbVDXxzhNT92+QEYvTKZxVBObRlP5GuFb6FFr+rEzG88ABs+GNMspxShnDnIl3WEyhdlIyORTbe66tbf1crSZnXJsN49jkIHpJD4gYyXwSuBXCJA78RqxZueOsUBouYeOBDTx656OhCdqZJ2Yw8fmJlk47fdIXKZsdSZDxDNtVR+244xjDIGfS3+8Y53vu2arccZPR56OH5xhpl9haK2JxtiG4LEhVk7bS0w5gfs+8cafrN/jdrvN//tL5zdi8KUHr5jniGP+gz29d1yNls+uIY5ybaUoKM4aVihPbFnG+Rkac3/E6k2LR+W4y9HF27f732o6B80BrjsV2zjIrjXqenlcDnXlipsHoDfUPBVatjDw8kvgw9k5iel8ucTt7S8MlzO+Zx+Rjk4Hd0FZ1/zMzzmxf799ZUk1aUVO5duwALl9ulJ3o73eSq3Ea04BgtdKoNYoE1/K32sjVqoqnt1HvqquAc+ecz8qF4yp7iq7tA2iVg+89iGN3HbMqWbz77XensMLkCJtlUDlRiWX83bBReXcZGxpsUCJzAZWK0/DlN1TNhEBMO97ZWbPxfvXVYM2hy5ftavr9BKmVRq1RtVHHKAmxtVZLTL0nrdOnHYdIPaDc0fMngDj0wrxfwCn5dE8yxcEi7n773Vh4esG6wa0gBSzcubDpJE2fS+QJYGTEPBg9bidrM/N9w/De3/YE4Me/i48abr+y0tjl3KyRTUr+guSC3J4A4tALlUAA6sJY1bUqDi0fsjb+A4WBOuMPmJVUI/MmJuMP2O1UvfH0voT/VKNq+m3wOw3Te3KNfVCX88xM82JxVPEkLUIH4MFUCeQ2UeWBXQO7GhRR3X4KrxzEkdudASq2XdYNnD8fraJpOzg+Lv395pp+IHpWgUvB11AXVqpqCmEdPtz82EeqeJIWoQPwYNrpHrjtAE7ef7IrNf7jcmZtq+PW20kNbA2Rd3f+/i7rhsqgsHm8UU1HpsHxhcLWjtd23q+/k9abAHbxDo2xDTUFzSA27cpNeYYk8iOENAlzAB4qJyqYfXJ2M4Syo38Htm/bjjNrZzA6PIrzl853dZWQDd64fljsH0B0XsCk+hl4Y8t4ujd2bzPvN2hOcBhxcg2uGqkNcfIMVPokCcMcQATubtdr4F+9/Cqqa9XNHe65X5zr6VOAP65vyomsnl0N/TcAW+WfXsJCK/4dsm2VS5S0wvq6c99t25zvUXH2OLXv587Zh2vi5BlYf086BB1ADZvRh5c3LkNEMNA30KFVdY6g8lhTTmR0eDT034zln2E7a7/RCzKYIs4uemzMcTBTU+GJZi/e5Os99zgVSkHGO46h9peTRmGjA8R5vKSD0AHUsC3/3NANbCtsw+Jdi9g/vr/rTwR7rt0DfUADFT3Dqn9CK4NmZ+MtIsjoBSVmXQeysuKcLsJCP1H4u3vdiqOJCcdQu3mDqOojm7COG6qKclZBlTyUbSZthA4ATvgnjiG/cPkCZp+cxcLTC6GyCs3KLsehOGiZCDXwjR9/w1i9EyYrEfRvk9dPYu74HPruq2LsfqCy22IBIs7s26AKlrDEbBK5Kzfh6q84qlYdAbfFRefksLhofg1/JVAQpoS2F5HGSp5W9H6yBh1ZJmESGN3bAOYmXCsnKrj3C/c2PYbSepSjAX/y3GXoEnDkcaB8ImoBEbIISTeBeRFxwk9hs3fn552wkYmotdmsP+gzSHLUZZqwaS11mAQOIWnj34mdvzdhW95dxiPve6Tp00ArDXBByXOXCwPA3B6LF3Hj+qZdoSkpmsTozdHRcCkId9dtKjm1KUWNSuqa4v6tjpTMCu1SRCUtQweAcINdHCyiv69+LF9/X79Rd780XAoUTmsW9z7e+xUHiw0J2/LuMk5/9DQW71psiM1H0YoUdlTyfHXY8oVM4Y1KJVilc2gImJ7eqrlvBtfwRhlo13iFzSUOw5TQBsI7eFvV+8kKveLIehA6ACDUYJ/+6Gk88r5HNmPdxcEiRCRQIM3dlZucQzO49/Heb+3KmunpdbF5IHrwi0BaksKOOj2Mno3xYv5doSl5Wiw6RvPgwa1OWDdZHIW3kcw1vDaVP2fOhM8lDiOoQezYMScsFNbB2+pIyazQK46sB4aTTV0AAAy4SURBVKEDAIwyD+517/zbnQM7A4e+F6SwKY9gUs9MijDVT2BrvfqA4thdx0JDQwqNN8/XR9jpYegSMH885gu64aC+Pic5HJQ83bmz0WjOz0efBIaGgIWFRukEf8VREKOj4XOJo2hGtqFX9H56xZH1IHQAiCd2ZtrxbugGyrvLrc/LtcQ2bl/eXcbOgZ3Gf4+jcVQ5UWnQ/gn67ACgeLHPLgEcRJT+T5DBLZedkFAYYXX4roFeXAyeFnb+vDmR286dbC/o/fSKI+tB6AAQXu7oJ7QBCuGGudWSTZt1BBG2Jtvwj1cXyKv9A6Dhs1u8axGn3/Eoyn/bhMKmDSaDe/AgsH+/uXbfrf0PU+D0Gyt3Wpiphp87WTt6wZH1ICwDDcBVwFw9u4qrBq8CgE09oL3X7W3Q1vdO4jKVlBYHizizdqalWbxB97PBtKYd/Ttw/j/YzbttaiaAf+rUK6/UD2jp73fi6mfOOMbYRvEzrHzQRhsIaJzSFfaaYRo+rWr6t4r38zVNKSMELAO1xr/Tra5V6/SAFp5ewOT1k8bTQlBIRCCorlUjk8N90reZaC4OFjdff//4/s1QTUEKmzkAW/nl+T3zDZVMgCNtYfsaplLZ0FCUf+rU0aP1YYBHHnGub2yEi58FJW6DsGm4AuIpcJri+0GNW52kl5rESGrwBODDpiksqnHKPUGsnF2BQKx3/QLBxgPBhtB1TKaTRxSmecc2TWCVExVMfH4i8H202kS2iWmnLeJUzNgY2lYaxkwKnKZ1xVECbQe90iRGOgJPAAb8iU2bprCoBKxbhVMaLsUK+YTF9YPq7aOqgbzvzSRjbZNMnjs+F/g+Wi0hrcNUKz89bb/LtknGmiqFTL87Pw8MBIj/xVECbQesrScJkGsHEJTYtNEEsk3AhhnXuCMWI+WXffjfm4mg92LrFFstIa3DVCt/8KD9a+zdG3x9x46t15yejleSWC4Du3Y1Xo+rBJo0zdbWU5OHeMi1AwjaVSs01AnE2fWaHIWbN7CpOop6LdN1G3nrIKcTxym2PCbTb4yA1ipFlpaCr2/fviX5sLTk9BfEKUlspf7fRKuGuJnaeuYNiI9cOwDT7lmhgSWbAsH0+LT1rjesv8DbXBYkxRzntYKICu0EyUkAZqcYxN7rDDtuG9phjEwGuVqtv8/CgmMobR1N0p2scd97kLNoprY+C5o8PIFkilw7gLAduqur492lH7vrGA6+1z4kEae/IOnXigpT7RzYGfi7cYThlp4z7LhtiDJGzRgKW4Mc1+gl3ckaxxCHOYu4tfVp5w14Askcua4CarWyJssEvTcvpoqjONLYYVVLkYTN/D12rDn5YNs+APc+cebuJllzbzPv2CXJap+0K4fSvn+OYRVQAEnu0LOG+95MSqemE4KpjyHOa1gRFlYx7ZAnJhwjKWIe6WgzdjHs/iaS7GSNE1JKcteetiZP2icQ0kCuHQCA2LH4bqK8u4yFOxdi5Q6CnOL0+HTsqqVIwoyRySB4d83VKrBvX/1IR9sZwXGNXtJx6ziGOMn8Q9qaPFQFzR6q2jVfN954o5L4LD6zqKWPl1QeFC19vKSLzyym8hqNL7qoWiqpijjfF2uvWSqpOuY++qtUivc73vvYrnFoqP41hobqX8P0Ppp5783cP6l7tZsk3gtpCgDLGmBTUzfqcb7oAHqIMKMUZChMXyLO74jYO4s4azI5Fve1OmHUWjHgWTO6WXFGOYMOgGSHuLvqQiHaqEedAKKMnmlNUY4nykGkTdbXRzqCyQHkPgdAUsCmDNKbdJ2aCn6dbdu24ubNjl2MWlPBMC7UjVtnPbGZ9fWRVKED6FKChrN0DXGNkqnDd3g4eKpXnLGLUfdeXw9P2GY9sZn19ZFUoQPoQkzDWbrGCcQ1Sibj7JdoaLZUs1IxD5FxTw+mypm0SyujyPr6SKrQAXQhzSiDZoq4Rqmdu1i3fDRoGI27pjDHknZpZRRZXx9JlVx3AncrfQ/1GeWZm+7M7TRxOmuDOnxtOoNtMHWnFgqOZhANJekBMtUJLCIPisgLIvL92lcLqmL5I64yaCaJE65p5y7WFF7a2KDxJz1PmiGgj6vqDbWvFlTF8kdcZdCeoB1DxcNi/0ySkhzAHEAX0ssaRh3DJvafJSijTNpAKjkAEXkQwO8BOAdgGcC/V9WfGZ47BWAKAEZHR29cCYrXEhKXbor9tzMHQnKBKQfQNgcgIl8H8PcD/mkOwHcAnAagAP4zgKtVdV/UazIJTBIjjiRz2lBGmbSIyQFsa9cNVfUWm+eJyJ8C+HK71kFIIKOjwUY1i7F/06mX3bykRdKqArra8/BOAM+msQ6SY7qlQapS2ZK08NMJZ8XcQ0/TthNABA+LyA1wQkAnAXw4pXWQvOLGzpOa8tUu5ubMoap2Oyt/7sEd4Qhk73MiTcFGMEKyjClXAZivJwVzDz1DphrBCCGWmMI8pVL7700l0Z6HDoCQtAmLs6eZq6CSaM9DB0BImrhx9pUVJ6TjxtldJ5CmmFu3JMpJ0zAHQEiaZD3OHke0j2SWjjeCtQM6ANJzdFNDGulamAQmJIswzk5ShA6AkDRhnJ2kCB0AIc2QVIcsJ3aRFEmrE5iQ7iXpDtlymQafpAJPAITEZW6uXpoZcB7PdclMZkJq0AEQEhd2yJIegQ6AkLiwcof0CHQAhMSFlTukR6ADICQurNwhPQKrgAhpBlbukB6AJwBCSHfCaWUtwxMAIaT74LSyROAJgBDSfbAXIxHoAAgh3Qd7MRKBDoAQ0n2wFyMR6AAIId1Hnnox2pjspgMghHQfeenFiBoZ2iKcCEYIIVkloZGhnAhGCCHdRpuT3XQAhBCSVdqc7KYDIISQrNLmZDcdACGEZJU2J7spBUEIIVmmjcKDPAEQQkhOoQMghJCcQgdACCE5hQ6AEEJyCh0AIYTklK6SghCRlwEE9EUnwgiA02167W6Fn0kj/Ewa4WfSSNY+k5Kqvt5/sascQDsRkeUgrYw8w8+kEX4mjfAzaaRbPhOGgAghJKfQARBCSE6hA9jiSNoLyCD8TBrhZ9IIP5NGuuIzYQ6AEEJyCk8AhBCSU+gACCEkp9ABeBCRB0XkBRH5fu1rb9prSgsRuVVEfiQiz4vIx9JeTxYQkZMicqL2t5HL2aQiclREXhKRZz3XrhKRr4nIc7Xvv5TmGjuN4TPpCltCB9DIx1X1htrXUtqLSQMRKQD4EwC3AXgbgPeLyNvSXVVmeE/tbyPzNd5t4rMAbvVd+xiA46p6HYDjtcd54rNo/EyALrAldAAkiHcBeF5V/6+qXgLw5wDuSHlNJAOo6jcBnPFdvgPAQu3nBQDv6+iiUsbwmXQFdACN3Cciz9SOdbk6ynr4ZQB/53l8qnYt7yiA/ykiT4nIVNqLyRBvUNUXaz//BMAb0lxMhsi8LcmdAxCRr4vIswFfdwA4BOBNAG4A8CKA/5rqYknWeLeq/iqc0NhHROSfpb2grKFOXTlry7vEluRuJKSq3mLzPBH5UwBfbvNyssoLAN7oeXxN7VquUdUXat9fEpHH4ITKvpnuqjLBT0XkalV9UUSuBvBS2gtKG1X9qftzlm1J7k4AYdT+eF3uBPCs6bk9zncBXCci14rIAIDfBfCllNeUKiKyQ0R2uT8D+C3k9+/Dz5cATNZ+ngTwxRTXkgm6xZbk7gQQwcMicgOcI+xJAB9OdznpoKpXROQ+AF8FUABwVFV/kPKy0uYNAB4TEcD5/+a/qepX0l1S5xGRzwH4DQAjInIKwAMA/gjAX4jIB+HItd+d3go7j+Ez+Y1usCWUgiCEkJzCEBAhhOQUOgBCCMkpdACEEJJT6AAIISSn0AEQQkhOoQMgpM2IyFdE5OcikslmIJJf6AAIaT9/DGAi7UUQ4ocOgBADIjImIv9HRCoi8kMR+e8iMiQi7xSRvxKRp0Xkr0VkV+25fyki36t9/VP3dVT1OIBXUnwrhATCTmBCwnkrgA+q6rdE5CiA+wBMA/gdVf2uiLwWwBoc/ZvfVNWLInIdgM8ByOvMANIl0AEQEs7fqeq3aj8vApgD8KKqfhcAVPUcsKkP9Kla+/86gLeksVhC4kAHQEg4fq2UcwC2Bzzv3wH4KYDr4YRWL7Z5XYS0DHMAhIQzKiI31X7+1wC+A+BqEXknANTi/9sADMM5GWzASfgWUlktITGgGBwhBkRkDMBXACwDuBHA/4Zj3N8O4JMABuHE/28BcDWA/wHnxPAVAB9R1Z211/lLAP8QwE4AVTg5ha928K0QEggdACEGag7gy6r6jpSXQkhbYAiIEEJyCk8AhBCSU3gCIISQnEIHQAghOYUOgBBCcgodACGE5BQ6AEIIySn/H6qTRc3QyeOQAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        },
        "id": "qRYgp-Mn2U5W",
        "outputId": "9bf768df-63e6-4680-f6ef-532291705a4b"
      },
      "source": [
        "x = df.iloc[:,0:2] \n",
        "x"
      ],
      "execution_count": 30,
      "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>pca1</th>\n",
              "      <th>pca2</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>9.183200</td>\n",
              "      <td>1.971271</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2.383298</td>\n",
              "      <td>-3.753459</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>5.742472</td>\n",
              "      <td>-1.080350</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>7.124384</td>\n",
              "      <td>10.272225</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>3.945694</td>\n",
              "      <td>-1.959689</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>564</th>\n",
              "      <td>6.435329</td>\n",
              "      <td>-3.565358</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>565</th>\n",
              "      <td>3.789458</td>\n",
              "      <td>-3.573419</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>566</th>\n",
              "      <td>1.251890</td>\n",
              "      <td>-1.893977</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>567</th>\n",
              "      <td>10.365035</td>\n",
              "      <td>1.696398</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>568</th>\n",
              "      <td>-5.478264</td>\n",
              "      <td>-0.672788</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>569 rows × 2 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          pca1       pca2\n",
              "0     9.183200   1.971271\n",
              "1     2.383298  -3.753459\n",
              "2     5.742472  -1.080350\n",
              "3     7.124384  10.272225\n",
              "4     3.945694  -1.959689\n",
              "..         ...        ...\n",
              "564   6.435329  -3.565358\n",
              "565   3.789458  -3.573419\n",
              "566   1.251890  -1.893977\n",
              "567  10.365035   1.696398\n",
              "568  -5.478264  -0.672788\n",
              "\n",
              "[569 rows x 2 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        },
        "id": "jFMeqx0Q2vja",
        "outputId": "ef81e333-2675-4d1c-8c56-d9a1a9464524"
      },
      "source": [
        "df"
      ],
      "execution_count": 31,
      "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",
              "\n",
              "    .dataframe tbody tr th {\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>pca1</th>\n",
              "      <th>pca2</th>\n",
              "      <th>diagnosis</th>\n",
              "      <th>cluster</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>9.183200</td>\n",
              "      <td>1.971271</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2.383298</td>\n",
              "      <td>-3.753459</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>5.742472</td>\n",
              "      <td>-1.080350</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>7.124384</td>\n",
              "      <td>10.272225</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>3.945694</td>\n",
              "      <td>-1.959689</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>564</th>\n",
              "      <td>6.435329</td>\n",
              "      <td>-3.565358</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>565</th>\n",
              "      <td>3.789458</td>\n",
              "      <td>-3.573419</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>566</th>\n",
              "      <td>1.251890</td>\n",
              "      <td>-1.893977</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>567</th>\n",
              "      <td>10.365035</td>\n",
              "      <td>1.696398</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>568</th>\n",
              "      <td>-5.478264</td>\n",
              "      <td>-0.672788</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>569 rows × 4 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          pca1       pca2  diagnosis  cluster\n",
              "0     9.183200   1.971271          1        0\n",
              "1     2.383298  -3.753459          1        0\n",
              "2     5.742472  -1.080350          1        0\n",
              "3     7.124384  10.272225          1        0\n",
              "4     3.945694  -1.959689          1        0\n",
              "..         ...        ...        ...      ...\n",
              "564   6.435329  -3.565358          1        0\n",
              "565   3.789458  -3.573419          1        0\n",
              "566   1.251890  -1.893977          1        0\n",
              "567  10.365035   1.696398          1        0\n",
              "568  -5.478264  -0.672788          0        1\n",
              "\n",
              "[569 rows x 4 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        },
        "id": "gsXDSJdG3rCB",
        "outputId": "9a013d65-a025-4915-8fa0-48d811f437a8"
      },
      "source": [
        "x"
      ],
      "execution_count": 32,
      "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>pca1</th>\n",
              "      <th>pca2</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>9.183200</td>\n",
              "      <td>1.971271</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2.383298</td>\n",
              "      <td>-3.753459</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>5.742472</td>\n",
              "      <td>-1.080350</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>7.124384</td>\n",
              "      <td>10.272225</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>3.945694</td>\n",
              "      <td>-1.959689</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>564</th>\n",
              "      <td>6.435329</td>\n",
              "      <td>-3.565358</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>565</th>\n",
              "      <td>3.789458</td>\n",
              "      <td>-3.573419</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>566</th>\n",
              "      <td>1.251890</td>\n",
              "      <td>-1.893977</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>567</th>\n",
              "      <td>10.365035</td>\n",
              "      <td>1.696398</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>568</th>\n",
              "      <td>-5.478264</td>\n",
              "      <td>-0.672788</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>569 rows × 2 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          pca1       pca2\n",
              "0     9.183200   1.971271\n",
              "1     2.383298  -3.753459\n",
              "2     5.742472  -1.080350\n",
              "3     7.124384  10.272225\n",
              "4     3.945694  -1.959689\n",
              "..         ...        ...\n",
              "564   6.435329  -3.565358\n",
              "565   3.789458  -3.573419\n",
              "566   1.251890  -1.893977\n",
              "567  10.365035   1.696398\n",
              "568  -5.478264  -0.672788\n",
              "\n",
              "[569 rows x 2 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GDZFmD7F31xc",
        "outputId": "527f3888-088f-4f5e-c23e-176133b1598d"
      },
      "source": [
        "\n",
        "y"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0      1\n",
              "1      1\n",
              "2      1\n",
              "3      1\n",
              "4      1\n",
              "      ..\n",
              "564    1\n",
              "565    1\n",
              "566    1\n",
              "567    1\n",
              "568    0\n",
              "Name: diagnosis, Length: 569, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ja7g6fddTntk"
      },
      "source": [
        "**3. With the reduced dataset , we will split the dataset into independent(x) and dependent (y) data sets**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4LC80puisB_H"
      },
      "source": [
        "**Performing Linear Regression on dataset**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OV4KqUsMrsBD"
      },
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "X_train,X_test,Y_train,Y_test= train_test_split(x,y, test_size=0.2, random_state=0)"
      ],
      "execution_count": 34,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cHZwKt9Frr0A",
        "outputId": "efb286c2-7e52-4006-b304-057476650049"
      },
      "source": [
        "from sklearn.linear_model import LinearRegression\n",
        "regressor=LinearRegression()\n",
        "regressor.fit(X_train,Y_train)"
      ],
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"
            ]
          },
          "metadata": {},
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RS93RIBXrisA"
      },
      "source": [
        "y_pred=regressor.predict(X_test)"
      ],
      "execution_count": 36,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lIIwBiaHryij"
      },
      "source": [
        "from sklearn.metrics import r2_score\n",
        "score=r2_score(Y_test,y_pred)"
      ],
      "execution_count": 37,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "aNibXHT2r6EH",
        "outputId": "2619aa42-be42-4728-807b-3b57aa5fa06b"
      },
      "source": [
        "score   #Generating rsquare score\n"
      ],
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.6661039983065037"
            ]
          },
          "metadata": {},
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Q7IJAo-stfE6"
      },
      "source": [
        "from sklearn import linear_model\n",
        "reg= linear_model.LinearRegression()"
      ],
      "execution_count": 39,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Nn6ktpvevG2o",
        "outputId": "85e792b3-536b-45e8-ab66-ddc987fcf55e"
      },
      "source": [
        "reg.fit(df[['pca1','pca2']],df.diagnosis)"
      ],
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"
            ]
          },
          "metadata": {},
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bE_-HLsGvGyt",
        "outputId": "bc5eea07-fab3-4a7c-8393-1b7b3eddae8e"
      },
      "source": [
        "reg.coef_    "
      ],
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([ 0.10416884, -0.03788   ])"
            ]
          },
          "metadata": {},
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "d7vYKYIUvGvx",
        "outputId": "7a897689-5b3a-4797-e440-98b4f01974a0"
      },
      "source": [
        "reg.intercept_"
      ],
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.37258347978910367"
            ]
          },
          "metadata": {},
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jyf87kFkvGsw",
        "outputId": "c21ee8b6-600c-4109-e8ef-ec8c2e909632"
      },
      "source": [
        "reg.predict([[9.183200,1.971271]])"
      ],
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([1.25451505])"
            ]
          },
          "metadata": {},
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IiO2BZ9wUA2a"
      },
      "source": [
        "**Here spliting the dataset into 80% training and 20% testing**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Str-1QFn34f-"
      },
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "X_train,X_test, Y_train,Y_test= train_test_split(x,y,test_size=0.20, random_state=0)\n"
      ],
      "execution_count": 44,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wFdoYlH94syP"
      },
      "source": [
        "sc=StandardScaler()\n",
        "X_train=sc.fit_transform(X_train)\n",
        "X_test=sc.fit_transform(X_test)"
      ],
      "execution_count": 45,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SS8xqP4SUM2n"
      },
      "source": [
        "**Here we using classification tech like logistic regression , Decision tree , Random forest for function**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1BZAOf9n440m"
      },
      "source": [
        "def models(X_train, Y_train):\n",
        "  #Logistic Regression\n",
        "  from sklearn.linear_model import LogisticRegression\n",
        "  log=LogisticRegression(random_state=0)\n",
        "  log.fit(X_train, Y_train)\n",
        "\n",
        "  #Decision Tree\n",
        "  from sklearn.tree import DecisionTreeClassifier\n",
        "  tree=DecisionTreeClassifier(criterion='entropy',random_state=0)\n",
        "  tree.fit(X_train, Y_train)\n",
        "\n",
        "  #Random Forest classifier\n",
        "  from sklearn.ensemble import RandomForestClassifier\n",
        "  forest=RandomForestClassifier(n_estimators=10, criterion='entropy', random_state=0)\n",
        "  forest.fit(X_train, Y_train)\n",
        "\n",
        "  #print the model accuracy\n",
        "  print('[0]Logistic Regression Training Accuracy:',log.score(X_train,Y_train))\n",
        "  print('[1]Decision tree classifier Training Accuracy:',tree.score(X_train,Y_train))\n",
        "  print('[2]Random forest Training Accuracy:',forest.score(X_train,Y_train))\n",
        "  \n",
        "  return log,tree,forest"
      ],
      "execution_count": 46,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pPpUF5bIUyv2"
      },
      "source": [
        "Accuracy of these **models**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Q3_xLRoz5T54",
        "outputId": "4915272f-53af-481b-80f8-e50483500587"
      },
      "source": [
        "model =models(X_train, Y_train)"
      ],
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[0]Logistic Regression Training Accuracy: 0.9516483516483516\n",
            "[1]Decision tree classifier Training Accuracy: 1.0\n",
            "[2]Random forest Training Accuracy: 0.9956043956043956\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "v2hJZmdNUo2t"
      },
      "source": [
        "**# Test model accuracy on test data on confusion matrix**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yWo_q2B68Aj-",
        "outputId": "68586e23-dfcd-46df-cbea-fe370410d6d7"
      },
      "source": [
        "# test model accuracy on test data on confusion matrix\n",
        "from sklearn.metrics import confusion_matrix\n",
        "for i in range(len(model)):\n",
        "   print('Model',i)\n",
        "   cm= confusion_matrix(Y_test,model[i].predict(X_test))\n",
        "   TP =cm[0][0]\n",
        "   TN =cm[1][1]\n",
        "   FN =cm[1][0]\n",
        "   FP =cm[0][1]\n",
        "   print(cm)\n",
        "   print('Testing Accuracy=',(TP+TN)/(TP+TN+FN+FP))\n",
        "   print()"
      ],
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model 0\n",
            "[[64  3]\n",
            " [ 4 43]]\n",
            "Testing Accuracy= 0.9385964912280702\n",
            "\n",
            "Model 1\n",
            "[[62  5]\n",
            " [ 4 43]]\n",
            "Testing Accuracy= 0.9210526315789473\n",
            "\n",
            "Model 2\n",
            "[[64  3]\n",
            " [ 6 41]]\n",
            "Testing Accuracy= 0.9210526315789473\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "z6cXTQ4h-JtH",
        "outputId": "0c93b7ba-1e58-4c6c-894b-ef15d782065a"
      },
      "source": [
        "#show another way to get metrics of the models\n",
        "from sklearn.metrics import classification_report\n",
        "from sklearn.metrics import accuracy_score\n",
        "for i in range(len(model)):\n",
        "   print('Model',i)\n",
        "   print(classification_report(Y_test,model[i].predict(X_test)))\n",
        "   print(accuracy_score(Y_test,model[i].predict(X_test)))"
      ],
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model 0\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.94      0.96      0.95        67\n",
            "           1       0.93      0.91      0.92        47\n",
            "\n",
            "    accuracy                           0.94       114\n",
            "   macro avg       0.94      0.94      0.94       114\n",
            "weighted avg       0.94      0.94      0.94       114\n",
            "\n",
            "0.9385964912280702\n",
            "Model 1\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.94      0.93      0.93        67\n",
            "           1       0.90      0.91      0.91        47\n",
            "\n",
            "    accuracy                           0.92       114\n",
            "   macro avg       0.92      0.92      0.92       114\n",
            "weighted avg       0.92      0.92      0.92       114\n",
            "\n",
            "0.9210526315789473\n",
            "Model 2\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.91      0.96      0.93        67\n",
            "           1       0.93      0.87      0.90        47\n",
            "\n",
            "    accuracy                           0.92       114\n",
            "   macro avg       0.92      0.91      0.92       114\n",
            "weighted avg       0.92      0.92      0.92       114\n",
            "\n",
            "0.9210526315789473\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RO5xTAnpA4Ot",
        "outputId": "d114f109-3a70-4a24-af91-d5fc292edd01"
      },
      "source": [
        "# print the prediction of random forest classifier moder\n",
        "pred =model[2].predict(X_test)\n",
        "print(pred)\n",
        "print()\n",
        "print(Y_test)"
      ],
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[1 0 0 0 0 0 0 0 0 0 1 0 0 1 1 1 0 1 1 1 1 1 0 0 1 0 0 1 0 1 0 1 0 1 0 0 0\n",
            " 1 0 1 0 0 0 0 0 1 0 0 0 1 1 1 1 0 0 0 0 0 0 1 1 1 0 0 1 0 1 1 1 0 0 1 0 0\n",
            " 1 0 0 0 0 0 1 1 1 0 1 0 0 0 1 1 0 0 0 1 0 0 1 0 0 0 0 0 0 0 1 0 1 0 0 1 0\n",
            " 1 1 0]\n",
            "\n",
            "512    1\n",
            "457    0\n",
            "439    0\n",
            "298    0\n",
            "37     0\n",
            "      ..\n",
            "213    1\n",
            "519    0\n",
            "432    1\n",
            "516    1\n",
            "500    0\n",
            "Name: diagnosis, Length: 114, dtype: int64\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DKJnLb0dzqMM"
      },
      "source": [
        "**Thank you**"
      ]
    }
  ]
}