organize_csv.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "organize_csv.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "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/SourLemon23/Eye-Net/blob/main/organize_csv.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jufgW-jlEiMV"
      },
      "source": [
        "import os\n",
        "from pathlib import Path\n",
        "import pandas as pd\n",
        "from csv import writer\n",
        "import numpy as np"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dFNk73BeBkhv",
        "outputId": "80b9a671-6f0f-4e4a-87c4-4c59d5d793c5"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0939T1oQBlym"
      },
      "source": [
        "dataset_dir   = r'/content/drive/MyDrive/cropped_APTOS_Dataset'"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BbAU9kgPKoa0"
      },
      "source": [
        "# b=0\n",
        "# for filename in os.listdir(directory):\n",
        "#   b+=1\n",
        "# print(b)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GdoeHChZAHRM",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c2c66678-a540-4aa9-904e-7f1c2c6d85c8"
      },
      "source": [
        "df = pd.read_csv(\"trainAP.csv\")\n",
        "dfcol=df['id_code']+ '.png'\n",
        "dfcol1=df['diagnosis']\n",
        "\n",
        "li = []\n",
        "\n",
        "for b in dfcol1:\n",
        "  li.append(b)\n",
        "\n",
        "print(dfcol)\n",
        "print(dfcol1)\n",
        "print(li)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0       000c1434d8d7.png\n",
            "1       001639a390f0.png\n",
            "2       0024cdab0c1e.png\n",
            "3       002c21358ce6.png\n",
            "4       005b95c28852.png\n",
            "              ...       \n",
            "3657    ffa47f6a7bf4.png\n",
            "3658    ffc04fed30e6.png\n",
            "3659    ffcf7b45f213.png\n",
            "3660    ffd97f8cd5aa.png\n",
            "3661    ffec9a18a3ce.png\n",
            "Name: id_code, Length: 3662, dtype: object\n",
            "0       2\n",
            "1       4\n",
            "2       1\n",
            "3       0\n",
            "4       0\n",
            "       ..\n",
            "3657    2\n",
            "3658    0\n",
            "3659    2\n",
            "3660    0\n",
            "3661    2\n",
            "Name: diagnosis, Length: 3662, dtype: int64\n",
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2, 0, 2]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JNH5QyQWDssn"
      },
      "source": [
        "c = 0\n",
        "x = 0\n",
        "\n",
        "testx = 0\n",
        "for i in dfcol:\n",
        "  for filename in os.listdir(dataset_dir):\n",
        "    if (i==filename):\n",
        "      c+=1\n",
        "      # testx+=1\n",
        "  if (c>0):\n",
        "    list_of_elem = [i, li[x]]\n",
        "    with open('tsneAPTOSdata.csv', 'a+', newline='') as write_obj:\n",
        "        # Create a writer object from csv module\n",
        "        csv_writer = writer(write_obj)\n",
        "        # Add contents of list as last row in the csv file\n",
        "        csv_writer.writerow(list_of_elem)    \n",
        "  c=0\n",
        "  x+=1"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s_T_gbLSYcs2"
      },
      "source": [
        "def load_data(dir):\n",
        "    img_paths = []\n",
        "\n",
        "    for root, dirs, files in os.walk(dir):\n",
        "        for filename in files:\n",
        "            abs_path = os.path.abspath(os.path.join(root, filename))\n",
        "            img_paths.append(abs_path)\n",
        "\n",
        "    return img_paths"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0JsRkgysxMaw",
        "outputId": "e25d0818-845c-4eef-9728-3b2f1b523a2d"
      },
      "source": [
        "# Crop images within a directory\n",
        "img_paths = load_data(dataset_dir)\n",
        "print('# img paths:', len(img_paths))\n",
        "print(img_paths)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "# img paths: 3418\n",
            "['/content/drive/MyDrive/cropped_APTOS_Dataset/22d843b2bbd1.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/23148a40ecb0.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/236f56771ec6.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/237c078d00fc.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/23d7ca170bdb.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/2399d68d407f.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/246e4506824a.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/247ac63e5510.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/24b87f744598.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/24f271c87e73.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/25002fe43f92.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/24f3e70f0419.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/2585bbc91909.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/25d069089c5e.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/25dc1b41ed9c.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/2608e1dac5b1.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/260a455692b5.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/261c6bd63bff.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/2665f72e2dd3.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/26999ebc21de.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/269b44e628eb.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/26cd40b57ad1.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/26e231747848.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/272d9c043c81.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/2735be026d44.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/278aa860dffd.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/27e2be850a99.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/281d7b7c7676.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/27fca9f12b3c.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/286e9981dd9b.png', 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'/content/drive/MyDrive/cropped_APTOS_Dataset/8ff2733f6aef.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/77a9538b8362.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/682312e82ee3.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/c56e65f74187.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/4ee1ad981a6d.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/175dd560810a.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/c8fc0df22999.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/959dc602febc.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/3fa4f4d77177.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/9782c0489eca.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/98277aeb96a7.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/1411c8ab7161.png', '/content/drive/MyDrive/cropped_APTOS_Dataset/891392c9683c.png']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nEaA0NLQxmq4"
      },
      "source": [
        "shortened_img_paths = []\n",
        "\n",
        "for i, img_path in enumerate(img_paths):\n",
        "    # path_after_dir = r'/'.join(Path(img_path).parts[7:])\n",
        "    path_after_dir = r'/'.join(Path(img_path).parts[5:])\n",
        "    shortened_img_paths.append(path_after_dir)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "K2Kg4tiSyPBy",
        "outputId": "7fbb5a50-53ac-4a6b-aff9-956fd8bc54d5"
      },
      "source": [
        "print(shortened_img_paths)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PNkdyq0gxTjH",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ff95917d-dd1b-49cf-b1e7-dac0b0132c2d"
      },
      "source": [
        "v2 = pd.read_csv('/content/drive/MyDrive/v2APTOSBinaryData.csv')\n",
        "dfcol=v2['id_code']\n",
        "newlist = []\n",
        "for i in dfcol:\n",
        "  newlist.append(i)\n",
        "print(newlist)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
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'ff1e940105f9.png', 'ff344e5c9341.png', 'ff4832d55461.png', 'ff4955e76894.png', 'ff52392372d3.png', 'ff631653374e.png', 'ff8a0b45c789.png', 'ffa47f6a7bf4.png', 'ffc04fed30e6.png', 'ffcf7b45f213.png', 'ffd97f8cd5aa.png', 'ffec9a18a3ce.png']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hfKnmZZLz9TO",
        "outputId": "2cabc08e-a384-432f-d2fa-58f0f11eed01"
      },
      "source": [
        "for i in shortened_img_paths:\n",
        "  if i not in newlist:\n",
        "    print(i)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2927665214e1.png\n",
            "891329021e12.png\n",
            "63826c56eeac.png\n",
            "ee544d980b5e.png\n",
            "0709652336e2.png\n",
            "1943983492e5.png\n",
            "934104859e68.png\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}