LoadDataset.ipynb

{
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  "metadata": {
    "colab": {
      "name": "LoadDataset.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "mount_file_id": "1GWW_AUmJXAYPq4nlGQNlkaA4G9I-k6wD",
      "authorship_tag": "ABX9TyN9U14ajOdqQcmN8xFUfJT5",
      "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/Chandigarh-University-students/Devanagri-Classifier/blob/main/LoadDataset.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "S096UN_j8-ww"
      },
      "source": [
        "from google.colab import drive"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LbukvXgR_jYV",
        "outputId": "e8c9b489-18a9-4fa3-d3e1-c8b2ffb40ac9"
      },
      "source": [
        "drive.mount('/content/drive')"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a78DUoaGQGg0"
      },
      "source": [
        "import pandas as pd\n"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "44h5PbrBQM7S"
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import os\n",
        "import tensorflow as tf\n",
        "import cv2\n",
        "from tensorflow import keras\n",
        "from tensorflow.keras import layers\n",
        "from tensorflow.keras.layers import Dense, Input, InputLayer, Flatten\n",
        "from tensorflow.keras.models import Sequential, Model\n",
        "from  matplotlib import pyplot as plt\n",
        "import matplotlib.image as mpimg\n",
        "%matplotlib inline"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lc_MVHvwSJsM",
        "outputId": "c0d2a073-b93f-484e-d442-2756fbb0a016"
      },
      "source": [
        "pip install tensorflow "
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: tensorflow in /usr/local/lib/python3.7/dist-packages (2.6.0)\n",
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            "Requirement already satisfied: keras~=2.6 in /usr/local/lib/python3.7/dist-packages (from tensorflow) (2.6.0)\n",
            "Requirement already satisfied: flatbuffers~=1.12.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow) (1.12)\n",
            "Requirement already satisfied: absl-py~=0.10 in /usr/local/lib/python3.7/dist-packages (from tensorflow) (0.12.0)\n",
            "Requirement already satisfied: protobuf>=3.9.2 in /usr/local/lib/python3.7/dist-packages (from tensorflow) (3.17.3)\n",
            "Requirement already satisfied: clang~=5.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow) (5.0)\n",
            "Requirement already satisfied: wrapt~=1.12.1 in /usr/local/lib/python3.7/dist-packages (from tensorflow) (1.12.1)\n",
            "Requirement already satisfied: opt-einsum~=3.3.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow) (3.3.0)\n",
            "Requirement already satisfied: grpcio<2.0,>=1.37.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow) (1.39.0)\n",
            "Requirement already satisfied: termcolor~=1.1.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow) (1.1.0)\n",
            "Requirement already satisfied: keras-preprocessing~=1.1.2 in /usr/local/lib/python3.7/dist-packages (from tensorflow) (1.1.2)\n",
            "Requirement already satisfied: google-pasta~=0.2 in /usr/local/lib/python3.7/dist-packages (from tensorflow) (0.2.0)\n",
            "Requirement already satisfied: tensorflow-estimator~=2.6 in /usr/local/lib/python3.7/dist-packages (from tensorflow) (2.6.0)\n",
            "Requirement already satisfied: numpy~=1.19.2 in /usr/local/lib/python3.7/dist-packages (from tensorflow) (1.19.5)\n",
            "Requirement already satisfied: astunparse~=1.6.3 in /usr/local/lib/python3.7/dist-packages (from tensorflow) (1.6.3)\n",
            "Requirement already satisfied: typing-extensions~=3.7.4 in /usr/local/lib/python3.7/dist-packages (from tensorflow) (3.7.4.3)\n",
            "Requirement already satisfied: six~=1.15.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow) (1.15.0)\n",
            "Requirement already satisfied: h5py~=3.1.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow) (3.1.0)\n",
            "Requirement already satisfied: tensorboard~=2.6 in /usr/local/lib/python3.7/dist-packages (from tensorflow) (2.6.0)\n",
            "Requirement already satisfied: cached-property in /usr/local/lib/python3.7/dist-packages (from h5py~=3.1.0->tensorflow) (1.5.2)\n",
            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.7/dist-packages (from tensorboard~=2.6->tensorflow) (3.3.4)\n",
            "Requirement already satisfied: tensorboard-data-server<0.7.0,>=0.6.0 in /usr/local/lib/python3.7/dist-packages (from tensorboard~=2.6->tensorflow) (0.6.1)\n",
            "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /usr/local/lib/python3.7/dist-packages (from tensorboard~=2.6->tensorflow) (0.4.5)\n",
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            "Requirement already satisfied: setuptools>=41.0.0 in /usr/local/lib/python3.7/dist-packages (from tensorboard~=2.6->tensorflow) (57.4.0)\n",
            "Requirement already satisfied: werkzeug>=0.11.15 in /usr/local/lib/python3.7/dist-packages (from tensorboard~=2.6->tensorflow) (1.0.1)\n",
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            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.7/dist-packages (from google-auth<2,>=1.6.3->tensorboard~=2.6->tensorflow) (0.2.8)\n",
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            "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /usr/local/lib/python3.7/dist-packages (from pyasn1-modules>=0.2.1->google-auth<2,>=1.6.3->tensorboard~=2.6->tensorflow) (0.4.8)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.21.0->tensorboard~=2.6->tensorflow) (1.24.3)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.21.0->tensorboard~=2.6->tensorflow) (2021.5.30)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.21.0->tensorboard~=2.6->tensorflow) (2.10)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.21.0->tensorboard~=2.6->tensorflow) (3.0.4)\n",
            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.7/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.6->tensorflow) (3.1.1)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->markdown>=2.6.8->tensorboard~=2.6->tensorflow) (3.5.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0CIxruWBSjlT",
        "outputId": "4b30aad9-8e58-4b1a-b8af-e2d2c2db24a6"
      },
      "source": [
        "pip install tensorflow.keras\n"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[31mERROR: Could not find a version that satisfies the requirement tensorflow.keras (from versions: none)\u001b[0m\n",
            "\u001b[31mERROR: No matching distribution found for tensorflow.keras\u001b[0m\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0HSttJ1kStQC"
      },
      "source": [
        "def create_dataset_PIL(img_folder):\n",
        "    \n",
        "    img_data_array=[]\n",
        "    class_name=[]\n",
        "    for dir1 in os.listdir(img_folder):\n",
        "        print(dir1)\n",
        "        for file in os.listdir(os.path.join(img_folder, dir1)):       \n",
        "            image_path= os.path.join(img_folder, dir1,  file)\n",
        "            image= np.array(Image.open(image_path))\n",
        "            image= np.resize(image,(IMG_HEIGHT,IMG_WIDTH,3))\n",
        "            image = image.astype('float32')\n",
        "            image /= 255  \n",
        "            img_data_array.append(image)\n",
        "            class_name.append(dir1)\n",
        "    return img_data_array , class_name"
      ],
      "execution_count": 57,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ugW6XezzbpXU"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VRO0yb2ZTqMi"
      },
      "source": [
        "img_train_folder = '/content/DevanagariHandwrittenCharacterDataset/Train'"
      ],
      "execution_count": 56,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_FdRJ8NsT5hD",
        "outputId": "5632b0e0-e933-4c78-ade0-2776ce1c5cb4"
      },
      "source": [
        "PIL_train_img_data, train_class_name=create_dataset_PIL(img_train_folder)"
      ],
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "character_14_dhaa\n",
            "digit_3\n",
            "digit_2\n",
            "character_20_na\n",
            "character_36_gya\n",
            "character_31_petchiryakha\n",
            "digit_7\n",
            "character_25_ma\n",
            "character_30_motosaw\n",
            "character_26_yaw\n",
            "character_24_bha\n",
            "character_1_ka\n",
            "character_23_ba\n",
            "character_33_ha\n",
            "character_16_tabala\n",
            "digit_4\n",
            "character_35_tra\n",
            "digit_9\n",
            "character_34_chhya\n",
            "character_2_kha\n",
            "character_29_waw\n",
            "digit_5\n",
            "character_21_pa\n",
            "digit_6\n",
            "character_27_ra\n",
            "digit_1\n",
            "character_22_pha\n",
            "character_6_cha\n",
            "character_13_daa\n",
            "character_10_yna\n",
            "character_19_dha\n",
            "character_32_patalosaw\n",
            "digit_0\n",
            "character_4_gha\n",
            "character_5_kna\n",
            "character_11_taamatar\n",
            "character_18_da\n",
            "character_9_jha\n",
            "character_17_tha\n",
            "character_7_chha\n",
            "character_28_la\n",
            "character_3_ga\n",
            "digit_8\n",
            "character_15_adna\n",
            "character_12_thaa\n",
            "character_8_ja\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yJ9O_WFsT9KD"
      },
      "source": [
        "from PIL import Image\n"
      ],
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pg6sWq6WUNCL"
      },
      "source": [
        "IMG_WIDTH=32\n",
        "IMG_HEIGHT=32"
      ],
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "roNd_yUyUmUa"
      },
      "source": [
        "import os\n",
        "os.environ['KAGGLE_CONFIG_DIR'] = '/content'"
      ],
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sPRHyhuOX_ly",
        "outputId": "4066b208-8e45-4c0a-8ee7-26c8c6e20c97"
      },
      "source": [
        "!kaggle datasets download -d ujjawalsharma20/hindi-letters\n"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Warning: Your Kaggle API key is readable by other users on this system! To fix this, you can run 'chmod 600 /content/kaggle.json'\n",
            "Downloading hindi-letters.zip to /content\n",
            " 78% 59.0M/76.1M [00:00<00:00, 78.0MB/s]\n",
            "100% 76.1M/76.1M [00:00<00:00, 111MB/s] \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4TPbV1p_aYMl",
        "outputId": "6cef4a27-d598-4895-8a82-edfe2094f099"
      },
      "source": [
        "!unzip '/content/hindi-letters.zip' -d '/content'"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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            "  inflating: /content/DevanagariHandwrittenCharacterDataset/Train/digit_9/99818.png  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "T51r8Fk5aiFs"
      },
      "source": [
        "path_to_file = '/content/hindi-letters.zip'\n",
        "path_to_directory = '/content'"
      ],
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "24u73o3nbshU"
      },
      "source": [
        "img_data_array=[]\n",
        "count=5\n",
        "dir1 = '/content/DevanagariHandwrittenCharacterDataset/Train/character_10_yna'\n",
        "class_name=dir1 \n",
        "for file in os.listdir(os.path.join(img_folder, dir1)):\n",
        "  image_path= os.path.join(img_folder, dir1,  file)\n",
        "  image= np.array(Image.open(image_path))\n",
        "  image= np.resize(image,(IMG_HEIGHT,IMG_WIDTH,3))\n",
        "  image = image.astype('float32')\n",
        "  image /= 255  \n",
        "  img_data_array.append(image)"
      ],
      "execution_count": 34,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Gz9WwgEScTst",
        "outputId": "4d0645f8-3786-4981-e5cd-0fe7d974de9f"
      },
      "source": [
        "print(img_data_array)"
      ],
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "IOPub data rate exceeded.\n",
            "The notebook server will temporarily stop sending output\n",
            "to the client in order to avoid crashing it.\n",
            "To change this limit, set the config variable\n",
            "`--NotebookApp.iopub_data_rate_limit`.\n",
            "\n",
            "Current values:\n",
            "NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)\n",
            "NotebookApp.rate_limit_window=3.0 (secs)\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bttH431xcXfI"
      },
      "source": [
        "print(img_data_array[1:5])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kgIcpjGYciQa",
        "outputId": "f9c581de-b1cb-401e-a7d5-674359d20969"
      },
      "source": [
        "print(PIL_train_img_data[1])"
      ],
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[[0.         0.         0.        ]\n",
            "  [0.         0.         0.        ]\n",
            "  [0.         0.         0.        ]\n",
            "  ...\n",
            "  [0.         0.         0.        ]\n",
            "  [0.         0.         0.        ]\n",
            "  [0.         0.         0.        ]]\n",
            "\n",
            " [[0.         0.         0.79607844]\n",
            "  [0.8901961  0.39607844 0.01568628]\n",
            "  [0.         0.         0.        ]\n",
            "  ...\n",
            "  [0.         0.         0.        ]\n",
            "  [0.         0.         0.        ]\n",
            "  [0.         0.         0.        ]]\n",
            "\n",
            " [[0.         0.         1.        ]\n",
            "  [1.         0.63529414 0.02745098]\n",
            "  [0.         0.         0.        ]\n",
            "  ...\n",
            "  [0.         0.         0.        ]\n",
            "  [0.         0.         0.        ]\n",
            "  [0.         0.         0.        ]]\n",
            "\n",
            " ...\n",
            "\n",
            " [[0.         0.         0.        ]\n",
            "  [0.00392157 0.35686275 0.99607843]\n",
            "  [1.         0.8039216  0.5647059 ]\n",
            "  ...\n",
            "  [0.19607843 0.13333334 0.09411765]\n",
            "  [0.05098039 0.03921569 0.03921569]\n",
            "  [0.03137255 0.         0.        ]]\n",
            "\n",
            " [[0.         0.         0.        ]\n",
            "  [0.00784314 0.45882353 1.        ]\n",
            "  [1.         0.94509804 0.27450982]\n",
            "  ...\n",
            "  [0.08235294 0.10196079 0.11372549]\n",
            "  [0.10196079 0.07450981 0.04313726]\n",
            "  [0.01960784 0.         0.        ]]\n",
            "\n",
            " [[0.         0.         0.        ]\n",
            "  [0.         0.         0.02745098]\n",
            "  [0.23137255 0.7490196  1.        ]\n",
            "  ...\n",
            "  [0.         0.         0.        ]\n",
            "  [0.         0.         0.        ]\n",
            "  [0.         0.         0.        ]]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oVJXDFkwkpTr",
        "outputId": "36626c93-0e65-49d1-c9a8-fdb0fb4d3fdf"
      },
      "source": [
        "type(PIL_train_img_data)"
      ],
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "list"
            ]
          },
          "metadata": {},
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GARv6YDHlB8T"
      },
      "source": [
        "dim1 = len(PIL_train_img_data)\n",
        "dim2 = len(PIL_train_img_data[0])\n",
        "dim3 = len(PIL_train_img_data[0][0])\n"
      ],
      "execution_count": 59,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "doYeCQvhlYWc",
        "outputId": "3b3eea2a-3d53-4cd6-e0b9-000749dfc600"
      },
      "source": [
        "dim1\n"
      ],
      "execution_count": 60,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "78200"
            ]
          },
          "metadata": {},
          "execution_count": 60
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pVweTezslaeS",
        "outputId": "b1a484f6-16c3-4641-bb41-995b6906515b"
      },
      "source": [
        "dim2\n"
      ],
      "execution_count": 62,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "32"
            ]
          },
          "metadata": {},
          "execution_count": 62
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3PZtWetRlh3C",
        "outputId": "c21e04de-1b87-4f02-cc86-5b36d6303095"
      },
      "source": [
        "dim3"
      ],
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "32"
            ]
          },
          "metadata": {},
          "execution_count": 63
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BgRarNU4li9y"
      },
      "source": [
        "dim4 = len(PIL_train_img_data[0][0][0])"
      ],
      "execution_count": 64,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZUv7mGXtlnMq",
        "outputId": "fdbd3738-8538-4d06-e43b-792d0ad85f84"
      },
      "source": [
        "dim4\n"
      ],
      "execution_count": 65,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "3"
            ]
          },
          "metadata": {},
          "execution_count": 65
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 165
        },
        "id": "XaNikxWFloOx",
        "outputId": "7f3f67f0-1ddb-4686-cde9-019302d34f1f"
      },
      "source": [
        "dim4 = len(PIL_train_img_data[0][0][0][0])"
      ],
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "error",
          "ename": "TypeError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-48-8ed690f4d731>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdim4\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mPIL_train_img_data\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;31mTypeError\u001b[0m: object of type 'numpy.float32' has no len()"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RhTcFquMlwYi",
        "outputId": "c2232427-92be-41de-efe9-ffb6b828f18e"
      },
      "source": [
        "print(PIL_train_img_data[0][0][0])"
      ],
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[0. 0. 0.]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 165
        },
        "id": "INWsFJ2Bl14K",
        "outputId": "8d7d08d9-2b61-4946-ed56-9b5e462c736d"
      },
      "source": [
        "print(PIL_train_img_data.shape)"
      ],
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "error",
          "ename": "AttributeError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-50-cfd75421caa9>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mPIL_train_img_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;31mAttributeError\u001b[0m: 'list' object has no attribute 'shape'"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BYa6je5Pn8oC",
        "outputId": "fd11e80f-cad0-4b92-bc79-6ed9ac42680d"
      },
      "source": [
        "len(train_class_name)"
      ],
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "7518"
            ]
          },
          "metadata": {},
          "execution_count": 51
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vwUdkcd9oX6y",
        "outputId": "f76765a0-ea35-4f79-cacf-149bb284b165"
      },
      "source": [
        "print(train_class_name[0])"
      ],
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "digit_5\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "av89dRf2okZL",
        "outputId": "3ffa942f-483d-4cff-a99b-e8f8da1498a7"
      },
      "source": [
        "print(train_class_name[1:100])"
      ],
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5', 'digit_5']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gniXSW51opTy",
        "outputId": "6696f3a8-0aad-4049-9b68-3417fa28e9ea"
      },
      "source": [
        "print(train_class_name[7000])"
      ],
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "digit_6\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-2QCbC6spE4a"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rOQ51QdVo_86",
        "outputId": "3d8532e4-8080-42ba-8997-18d2a629f20e"
      },
      "source": [
        "print(train_class_name[3000])"
      ],
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "digit_7\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Sc9mKZEvpDQy"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}