Uploading_dataset_kaggle.ipynb

{
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  "metadata": {
    "colab": {
      "name": "Uploading_dataset_kaggle.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyONC66PSRaz4fuZZNKqfIDg",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/suhani1209/Geeksman_AISquad_Project1_SUHANI-MITTAL-/blob/main/Uploading_dataset_kaggle.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LNbPS_LB09Ae"
      },
      "source": [
        "This is the first part of my project **Mobile Gallery Image Classifier**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JmVAbhEiUGOc"
      },
      "source": [
        "### **In this notebook , I have explored the dataset related to my project (mobile gallery image classification ) , modified it according to my requirements and then uploaded to my kaggle id**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Sg_Hmz2vVxPY"
      },
      "source": [
        "***Firstly, we will start by setting up kaggle***"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ryMboHMRWDwJ"
      },
      "source": [
        "***Step 1***\n",
        "\n",
        "Upload kaggle.json file"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OWQbmHeUQ0PR",
        "outputId": "1d303177-e0da-41dc-fcbd-b8ea1288bbea",
        "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
        }
      },
      "source": [
        "from google.colab import files\n",
        "my_file=files.upload()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-b71e271d-5a43-49bc-b5d1-ac515a3435bc\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-b71e271d-5a43-49bc-b5d1-ac515a3435bc\">\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> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Saving kaggle.json to kaggle.json\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "g3PoQCOEWHe7"
      },
      "source": [
        "***Step 2***\n",
        "\n",
        "Setting up environment variables so that kaggle api can work properly."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VTgefhwHRAs0"
      },
      "source": [
        "import os\n",
        "import pandas as pd\n",
        "cred = pd.read_json(\"kaggle.json\",lines=True)\n",
        "os.environ['KAGGLE_USERNAME'] = cred.iloc[0][0]\n",
        "os.environ['KAGGLE_KEY'] = cred.iloc[0][1]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-hrMxiWdWMYm"
      },
      "source": [
        "***Step 3***\n",
        "\n",
        "Downloading the dataset which I found on kaggle and was most relevant to my topic."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3btQzlsZRDsE",
        "outputId": "8c5ba0e2-c236-481b-f0a1-58b171eb870b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        }
      },
      "source": [
        "!kaggle datasets download -d n0obcoder/mobile-gallery-image-classification-data"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading mobile-gallery-image-classification-data.zip to /content\n",
            "100% 862M/866M [00:21<00:00, 33.2MB/s]\n",
            "100% 866M/866M [00:21<00:00, 41.7MB/s]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HhVDRSr3W8V0"
      },
      "source": [
        "***Step 4***\n",
        "\n",
        "Unzip downloaded data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gfB9_ml3RGjk",
        "outputId": "dbe3405e-c5c6-4699-82c4-00a24a020312",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "!unzip \"*.zip\""
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Archive:  mobile-gallery-image-classification-data.zip\n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/test/dwight.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/test/house.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/test/mahabodhi_tree.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/test/maruti800.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/test/michael.jpeg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/test/modi_selfie.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/test/sachin_selfie.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/train/Cars/cars_000.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/train/Cars/cars_001.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/train/Cars/cars_002.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/train/Cars/cars_003.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/train/Cars/cars_004.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/train/Cars/cars_005.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/train/Cars/cars_006.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/train/Cars/cars_007.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/train/Cars/cars_008.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/train/Cars/cars_009.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/train/Cars/cars_010.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/train/Cars/cars_011.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/train/Cars/cars_012.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/train/Cars/cars_013.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/train/Cars/cars_014.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/train/Cars/cars_015.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/train/Cars/cars_016.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/train/Cars/cars_017.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/train/Cars/cars_018.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/train/Cars/cars_019.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/train/Cars/cars_020.jpg  \n",
            "  inflating: mobile_gallery_image_classification/mobile_gallery_image_classification/train/Cars/cars_021.jpg  \n",
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bKzYivcwXBZX"
      },
      "source": [
        "***Exploring the data***"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9hqkRUGvRJS5",
        "outputId": "cfa59613-f635-4b5c-e820-580ec1aa5ca1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "os.listdir(\"mobile_gallery_image_classification\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['mobile_gallery_image_classification', 'train', 'test']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kH0YI0ZPXG-t"
      },
      "source": [
        "As I was exploring the dataset I downloaded, I found a subdirectory which was a copy of the original dataset ,along with train data and test data.\n",
        "\n",
        "**Deleting the copy of the whole dataset which extra and is not required.**\n",
        "For deleting the subdirectory I have used, rm command "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SRLSeYBvRNBy"
      },
      "source": [
        "!rm -rf mobile_gallery_image_classification/mobile_gallery_image_classification"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_FIStjLxsdWa"
      },
      "source": [
        "In the test folder, there are just 7 images which are very less. So,what I have done is , copied 20 random images from each subdirectory in the train folder.\n",
        "\n",
        "Firstly, I generated a list of 20 random integers,which would be the indexes of images to be copied."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pVAiS2yURwtt"
      },
      "source": [
        "import random\n",
        "randomImageIndex = random.sample(range(1, 100), 20)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nWQm_B-utTTt"
      },
      "source": [
        "**Copying images from train folder to test folder**\n",
        "\n",
        "**Shutil Module -->**\n",
        "The shutil module provides functions for copying files, as well as entire folders. For copying multiple files at once, we have to have a list of all files you want to copy and loop over them to copy them.\n",
        "\n",
        "**Calling shutil.copy(source, destination)** will copy the file at the path source to the folder at the path destination. (Both source and destination are strings.) If destination is a filename, it will be used as the new name of the copied file."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kq47Y_KYR14K"
      },
      "source": [
        "import shutil\n",
        "train_dir=os.listdir(\"mobile_gallery_image_classification/train\")\n",
        "for fold in train_dir:\n",
        "  image_fold=os.listdir(\"mobile_gallery_image_classification/train/\" +fold)\n",
        "  for idx in randomImageIndex:\n",
        "    img=\"mobile_gallery_image_classification/train/\"+fold+\"/\"+image_fold[idx]\n",
        "    shutil.copy( img, \"mobile_gallery_image_classification/test\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IrwCXa_YvXNJ"
      },
      "source": [
        "After modifying the dataset according to our need, now the task of uploading the dataset to my kaggle id comes.\n",
        "\n",
        "One thing to be done before creating a new dataset and uploading on kaggle id\n",
        "\n",
        "**Initialize metadata file for dataset creation**\n",
        "\n",
        "This can be done by running  **kaggle datasets init [-h] [-p FOLDER]** command\n",
        "\n",
        "where  **-h, --help**           show this help message and exit\n",
        "\n",
        "**-p FOLDER, --path FOLDER**  Folder for upload, containing data files and a special dataset-metadata.json file. Defaults to current working directory"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SVld5mnbTghM",
        "outputId": "ad2f1eef-8ddf-4b59-de96-c14644d25ff1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "!kaggle datasets init -p \"mobile_gallery_image_classification\""
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Data package template written to: mobile_gallery_image_classification/dataset-metadata.json\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RMRe08uww0oL"
      },
      "source": [
        "**Create a new dataset**\n",
        "\n",
        "I have used ,\n",
        "\n",
        "kaggle datasets create [-h] [-p FOLDER] [-u] [-q] [-t] [-r {skip,zip,tar}]\n",
        "\n",
        "**optional arguements :**\n",
        "\n",
        "**-u, --public -->** Create publicly (default is private)\n",
        "\n",
        "**-r {skip,zip,tar}, --dir-mode {skip,zip,tar} -->** What to do with directories: \"skip\" - ignore; \"zip\" - compressed upload; \"tar\" - uncompressed upload\n",
        "\n",
        "**-p FOLDER, --path FOLDER -->** Folder for upload, containing data files and a special dataset-metadata.json file. Defaults to current working directory\n",
        "\n",
        "**-t, --keep-tabular -->** Do not convert tabular files to CSV (default is to convert)\n",
        "\n",
        "**-q, --quiet -->** Suppress printing information about the upload/download progress\n",
        "  \n",
        "**-h, --help -->**   show this help message and exit"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UORwaEVeUkc-",
        "outputId": "0301cfde-3964-48dd-f12c-6cfb430b08cb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 151
        }
      },
      "source": [
        "!kaggle datasets create -p \"mobile_gallery_image_classification\" -u -r zip  --dir-mode zip"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Starting upload for file train.zip\n",
            "Warning: Looks like you're using an outdated API Version, please consider updating (server 1.5.6 / client 1.5.4)\n",
            "100% 432M/432M [00:04<00:00, 92.9MB/s]\n",
            "Upload successful: train.zip (432MB)\n",
            "Starting upload for file test.zip\n",
            "100% 23.6M/23.6M [00:01<00:00, 14.0MB/s]\n",
            "Upload successful: test.zip (24MB)\n",
            "Your public Dataset is being created. Please check progress at https://www.kaggle.com/suhanimittal12/mobile-gallery-image-classification\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Rd33evf4yR-d"
      },
      "source": [
        "**And here is the final dataset is uploaded to my kaggle id at the link mentioned !!**"
      ]
    }
  ]
}