LSTM_GROUP_PROJ.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "LSTM GROUP PROJ.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyO15Gi5VhTLi7eI7TehjjCS",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/nafkem/HDSC-Premiere-Project-Team_PCA-/blob/main/LSTM_GROUP_PROJ.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "pxCkiqASMG61"
      },
      "outputs": [],
      "source": [
        "#importing libraries\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import tensorflow \n",
        "import seaborn as sns\n",
        "import keras  \n",
        "import os\n",
        "import glob \n",
        "from skimage import io \n",
        "import random \n",
        "import cv2\n",
        "import matplotlib.pyplot as plt  \n",
        "%matplotlib inline"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install --upgrade --force-reinstall --no-deps kaggle"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "asehlvM33U94",
        "outputId": "27956b0e-836f-4b54-b249-0b8031e2c0cb"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting kaggle\n",
            "  Downloading kaggle-1.5.12.tar.gz (58 kB)\n",
            "\u001b[?25l\r\u001b[K     |█████▋                          | 10 kB 18.0 MB/s eta 0:00:01\r\u001b[K     |███████████▏                    | 20 kB 24.2 MB/s eta 0:00:01\r\u001b[K     |████████████████▊               | 30 kB 30.0 MB/s eta 0:00:01\r\u001b[K     |██████████████████████▎         | 40 kB 33.0 MB/s eta 0:00:01\r\u001b[K     |███████████████████████████▉    | 51 kB 36.5 MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 58 kB 5.3 MB/s \n",
            "\u001b[?25hBuilding wheels for collected packages: kaggle\n",
            "  Building wheel for kaggle (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for kaggle: filename=kaggle-1.5.12-py3-none-any.whl size=73051 sha256=db4ac3bf5c2366482d48911d9e1c8780d958893cb592e2a306b6ff272ae5fed9\n",
            "  Stored in directory: /root/.cache/pip/wheels/62/d6/58/5853130f941e75b2177d281eb7e44b4a98ed46dd155f556dc5\n",
            "Successfully built kaggle\n",
            "Installing collected packages: kaggle\n",
            "  Attempting uninstall: kaggle\n",
            "    Found existing installation: kaggle 1.5.12\n",
            "    Uninstalling kaggle-1.5.12:\n",
            "      Successfully uninstalled kaggle-1.5.12\n",
            "Successfully installed kaggle-1.5.12\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "! mkdir \"/content/new_dataset\""
      ],
      "metadata": {
        "id": "ixkt3d3F6-4v"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        " #Connecting Kaggle API for dataset\n",
        "from google.colab import files\n",
        "files.upload()\n",
        "! mkdir ~/.kaggle\n",
        "! cp kaggle.json ~/.kaggle/"
      ],
      "metadata": {
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": "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",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 73
        },
        "id": "QGfYD1C43pa5",
        "outputId": "592486d5-1040-4ba5-a3ee-d5e449b044f5"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-619a7d6b-a1f0-4108-981c-df49e4c85d76\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-619a7d6b-a1f0-4108-981c-df49e4c85d76\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script src=\"/nbextensions/google.colab/files.js\"></script> "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Saving kaggle.json to kaggle.json\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "! chmod 600 ~/.kaggle/kaggle.json"
      ],
      "metadata": {
        "id": "ppsP3T893uCq"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!kaggle datasets download -d iarunava/cell-images-for-detecting-malaria"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NCc2FaDN3x0K",
        "outputId": "0e59b2ec-488e-4115-dcbd-63625b21be51"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading cell-images-for-detecting-malaria.zip to /content\n",
            " 98% 660M/675M [00:04<00:00, 169MB/s]\n",
            "100% 675M/675M [00:04<00:00, 152MB/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip \"/content/cell-images-for-detecting-malaria.zip\" -d \"/content/new_dataset\""
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Dld8E7_t3196",
        "outputId": "e98d6f99-f06d-4c97-e73f-b5baef641b5e"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "  inflating: /content/new_dataset/cell_images/cell_images/Uninfected/C236ThinF_IMG_20151127_102428_cell_116.png  \n",
            "  inflating: /content/new_dataset/cell_images/cell_images/Uninfected/C236ThinF_IMG_20151127_102428_cell_118.png  \n",
            "  inflating: /content/new_dataset/cell_images/cell_images/Uninfected/C236ThinF_IMG_20151127_102428_cell_126.png  \n",
            "  inflating: /content/new_dataset/cell_images/cell_images/Uninfected/C236ThinF_IMG_20151127_102428_cell_134.png  \n",
            "  inflating: /content/new_dataset/cell_images/cell_images/Uninfected/C236ThinF_IMG_20151127_102428_cell_141.png  \n",
            "  inflating: /content/new_dataset/cell_images/cell_images/Uninfected/C236ThinF_IMG_20151127_102428_cell_168.png  \n",
            "  inflating: /content/new_dataset/cell_images/cell_images/Uninfected/C236ThinF_IMG_20151127_102428_cell_175.png  \n",
            "  inflating: /content/new_dataset/cell_images/cell_images/Uninfected/C236ThinF_IMG_20151127_102428_cell_183.png  \n",
            "  inflating: /content/new_dataset/cell_images/cell_images/Uninfected/C236ThinF_IMG_20151127_102428_cell_221.png  \n",
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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "images = []\n",
        "labels = []\n",
        "def train_data(data_folder_path):\n",
        "    \n",
        "    dirs = os.listdir(data_folder_path)\n",
        "\n",
        "    for dir_name in dirs:\n",
        "     \n",
        "        label = dir_name\n",
        "        \n",
        "        train_image_dir_path = data_folder_path + \"/\" + dir_name  \n",
        "        \n",
        "        train_images_names = os.listdir(train_image_dir_path)\n",
        "\n",
        "        for image_name in train_images_names:\n",
        "            \n",
        "            image_path = train_image_dir_path + \"/\" + image_name\n",
        "            image = cv2.imread(image_path)\n",
        "            images.append(image)\n",
        "            labels.append(label)\n",
        "\n",
        "\n",
        "        f,ax = plt.subplots(2,3,figsize=(15,9))\n",
        "        for i in range(0,6):\n",
        "            image = cv2.imread(image_path)\n",
        "            image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n",
        "        \n",
        "        # Morphological operation\n",
        "            kernel = np.ones((5,5),np.uint8)  \n",
        "            erode_image = cv2.erode(image, kernel, iterations=1)\n",
        "            dilate_image = cv2.dilate(erode_image, kernel, iterations=1)\n",
        "            morph = cv2.morphologyEx(dilate_image, cv2.MORPH_OPEN, kernel)\n",
        "            morph = cv2.morphologyEx(morph, cv2.MORPH_GRADIENT, kernel)\n",
        "\n",
        "            image = cv2.resize(image, (512,512)) \n",
        "            m_image = cv2.resize(morph, (512,512)) \n",
        "\n",
        "            res = np.hstack((image,m_image))    # Display 2 images together\n",
        "            ax[i//3,i%3].imshow(res)\n",
        "            f.suptitle(label)\n",
        "        # Just display the Morphological image\n",
        "            # ax[i//3,i%3].imshow(m_image)\n",
        "            # f.suptitle(label)\n",
        "        plt.show()    \n",
        "\n",
        "    return images, labels"
      ],
      "metadata": {
        "id": "oljOSSsK39l_"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "images, labels = train_data(\"/content/new_dataset/cell_images/cell_images\")\n",
        "\n",
        "print(\"Total number of images: \", len(images))\n",
        "print(\"Total labels: \", len(labels))\n",
        "print('Name of Classes:', np.unique(np.array(labels)))\n",
        "print(pd.DataFrame(labels).value_counts())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "n980X_284sgC",
        "outputId": "28c72a08-67d5-4642-f9c7-3eb236a23af2"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x648 with 6 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x648 with 6 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Total number of images:  27560\n",
            "Total labels:  27560\n",
            "Name of Classes: ['Parasitized' 'Uninfected']\n",
            "Parasitized    13780\n",
            "Uninfected     13780\n",
            "dtype: int64\n"
          ]
        }
      ]
    }
  ]
}