KMeans_Logistic.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "KMeans_Logistic.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "HLGHtrqd3cU6"
      },
      "source": [
        "! mkdir ~/.kaggle\n",
        "! cp kaggle.json ~/.kaggle/\n",
        "! chmod 600 /root/.kaggle/kaggle.json"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "v87DiDi_3Wa3"
      },
      "source": [
        "Gaussian Filtered Retina Images Dataset: https://www.kaggle.com/sovitrath/diabetic-retinopathy-224x224-gaussian-filtered"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2Ju8IIJ03NJy",
        "outputId": "a04350a1-306b-442f-edf1-5cbc0bafc74c",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "! kaggle datasets download -d sovitrath/diabetic-retinopathy-224x224-gaussian-filtered"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading diabetic-retinopathy-224x224-gaussian-filtered.zip to /content\n",
            " 98% 417M/427M [00:23<00:00, 11.7MB/s]\n",
            "100% 427M/427M [00:23<00:00, 18.7MB/s]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bloz8tVI3rf2"
      },
      "source": [
        "import zipfile\n",
        "from google.colab import files\n",
        "\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import os\n",
        "import PIL"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dcGTSrCv3tcC",
        "outputId": "bb11dd9d-08c3-4360-c172-c4bda64f008a",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "! unzip diabetic-retinopathy-224x224-gaussian-filtered.zip -d gaussian_images_dataset"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Archive:  diabetic-retinopathy-224x224-gaussian-filtered.zip\n",
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            "  inflating: gaussian_images_dataset/gaussian_filtered_images/gaussian_filtered_images/Severe/fb61230b99dd.png  \n",
            "  inflating: gaussian_images_dataset/gaussian_filtered_images/gaussian_filtered_images/Severe/fcc6aa6755e6.png  \n",
            "  inflating: gaussian_images_dataset/gaussian_filtered_images/gaussian_filtered_images/Severe/fda39982a810.png  \n",
            "  inflating: gaussian_images_dataset/gaussian_filtered_images/gaussian_filtered_images/Severe/fe0fc67c7980.png  \n",
            "  inflating: gaussian_images_dataset/gaussian_filtered_images/gaussian_filtered_images/export.pkl  \n",
            "  inflating: gaussian_images_dataset/train.csv  \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5CFJ--Y93wS0",
        "outputId": "3ab9d47d-d9f0-4147-c3ec-2cf0ab6f1c17",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        }
      },
      "source": [
        "import pandas as pd\n",
        "\n",
        "train_gaussian = pd.read_csv('/content/gaussian_images_dataset/train.csv')\n",
        "\n",
        "train_gaussian.head()"
      ],
      "execution_count": 9,
      "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>id_code</th>\n",
              "      <th>diagnosis</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>000c1434d8d7</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>001639a390f0</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0024cdab0c1e</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>002c21358ce6</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>005b95c28852</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "        id_code  diagnosis\n",
              "0  000c1434d8d7          2\n",
              "1  001639a390f0          4\n",
              "2  0024cdab0c1e          1\n",
              "3  002c21358ce6          0\n",
              "4  005b95c28852          0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gBT-8ras31Xj",
        "outputId": "fc208df6-f974-49e0-e63e-02e0be0e2f65",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "print(train_gaussian.dtypes)"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "id_code      object\n",
            "diagnosis     int64\n",
            "dtype: object\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BAluVMWP368h"
      },
      "source": [
        "train_gaussian['id_code'] = pd.to_numeric(train_gaussian.id_code, errors='coerce')"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "brDWIVC93-A_"
      },
      "source": [
        "df_test = pd.DataFrame(data=train_gaussian)"
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "22xRYbSy3_6F",
        "outputId": "80864985-9a99-4e7e-f476-467021ec4569",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "df_test.isna().sum()"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "id_code      3648\n",
              "diagnosis       0\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "w0V6KIUU4BuS",
        "outputId": "9454acae-3b87-449f-d965-c7900994bc7b",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "df_test.head"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<bound method NDFrame.head of       id_code  diagnosis\n",
              "0         NaN          2\n",
              "1         NaN          4\n",
              "2         NaN          1\n",
              "3         NaN          0\n",
              "4         NaN          0\n",
              "...       ...        ...\n",
              "3657      NaN          2\n",
              "3658      NaN          0\n",
              "3659      NaN          2\n",
              "3660      NaN          0\n",
              "3661      NaN          2\n",
              "\n",
              "[3662 rows x 2 columns]>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2xreC9Wr4EON"
      },
      "source": [
        "import pandas as pd\n",
        "\n",
        "def clean_dataset(df):\n",
        "    assert isinstance(df_test, pd.DataFrame), \"df needs to be a pd.DataFrame\"\n",
        "    df_test.dropna(inplace=True)\n",
        "    indices_to_keep = ~df_test.isin([np.nan, np.inf, -np.inf]).any(1)\n",
        "    return df_test[indices_to_keep].astype(np.float64)"
      ],
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "w4K19NLE4Gr_"
      },
      "source": [
        "from sklearn import preprocessing\n",
        "\n",
        "le = preprocessing.LabelEncoder()\n",
        "train_gaussian['id_code'] = le.fit_transform(df_test.id_code.values)"
      ],
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oMpZKbiH4Jg-",
        "outputId": "16a329cf-7e5b-452a-8ac4-93a5f8a9e134",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "train_gaussian[\"diagnosis\"].value_counts().plot(kind=\"bar\")"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f65bcb76518>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        },
        {
          "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": "markdown",
      "metadata": {
        "id": "qkZvjIGI4Q4V"
      },
      "source": [
        "K Means + Logistic Regression"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TMOmmp4U4Rb6"
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "from sklearn.datasets import load_digits\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.cluster import KMeans\n",
        "from sklearn.metrics import accuracy_score\n",
        "\n",
        "class clust():\n",
        "    def _load_data(self, sklearn_load_ds):\n",
        "        self.X_train, self.X_test, self.y_train, self.y_test = train_test_split(df_test, df_test.diagnosis, test_size=0.3, random_state=42)\n",
        "        \n",
        "        \n",
        "    def __init__(self, sklearn_load_ds):\n",
        "        self._load_data(sklearn_load_ds)\n",
        "    \n",
        "    \n",
        "    def classify(self, model=LogisticRegression(random_state=42)):\n",
        "        model.fit(self.X_train, self.y_train)\n",
        "        y_pred = model.predict(self.X_test)\n",
        "        print('Accuracy: {}'.format(accuracy_score(self.y_test, y_pred)))\n",
        "\n",
        "\n",
        "    def Kmeans(self, output):\n",
        "        n_clusters = 5\n",
        "        clf = KMeans(n_clusters = n_clusters, random_state=42)\n",
        "        clf.fit(self.X_train)\n",
        "        y_labels_train = clf.labels_\n",
        "        y_labels_test = clf.predict(self.X_test)\n",
        "        if output == 'add':\n",
        "            self.X_train['km_clust'] = y_labels_train\n",
        "            self.X_test['km_clust'] = y_labels_test\n",
        "        elif output == 'replace':\n",
        "            self.X_train = y_labels_train[:, np.newaxis]\n",
        "            self.X_test = y_labels_test[:, np.newaxis]\n",
        "        else:\n",
        "            raise ValueError('output should be either add or replace')\n",
        "        return self"
      ],
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RI994onf4WbP",
        "outputId": "29c408cc-c76e-47e6-ea4b-f08553c6d537",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "clust(df_test).Kmeans(output=\"add\").classify()"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Accuracy: 0.8207461328480437\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:31: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:32: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "/usr/local/lib/python3.6/dist-packages/sklearn/linear_model/_logistic.py:940: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
            "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
            "\n",
            "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
            "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
            "Please also refer to the documentation for alternative solver options:\n",
            "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
            "  extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mVOqO4qi4YRG",
        "outputId": "ee95ec42-9950-4053-b6d5-9b7b1fc88724",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "clusters = 5\n",
        "  \n",
        "kmeans = KMeans(n_clusters = clusters) \n",
        "kmeans.fit(df_test) \n",
        "  \n",
        "print(kmeans.labels_)"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[2 1 1 ... 4 3 3]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YeVhVh5I4aW_",
        "outputId": "d873b220-b17a-4a8f-f3d1-dc62898ac989",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 214
        }
      },
      "source": [
        "import seaborn as sns \n",
        "  \n",
        "sns.pairplot(df_test ,hue='diagnosis')"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x7f65b6c5bcc0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 235.5x180 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}