Preprocessing_2.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Zg8vfg9cF5Mq"
      },
      "source": [
        "#Preprocessing-2\n",
        "-----------------\n",
        "**Özgün Yargı**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yy8ajtbM5LgX",
        "outputId": "5494f0f4-85ea-4f92-ed7c-80fa0c4a69af"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Mounted at /content/gdrive\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/gdrive')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XW5Zn8mB51Vj",
        "outputId": "9e6fb23e-0c80-44ec-f776-a3930d73771b"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "gdrive\tsample_data\n"
          ]
        }
      ],
      "source": [
        "!ls"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "FxwFjqmcRnR5"
      },
      "outputs": [],
      "source": [
        "%matplotlib inline\n",
        "import os\n",
        "import pickle\n",
        "import random\n",
        "import json\n",
        "\n",
        "import h5py\n",
        "import numpy as np\n",
        "import cv2\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "from tqdm import tqdm\n",
        "import pandas as pd\n",
        "from sklearn import model_selection\n",
        "import shutil"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "zXohht4vRARj"
      },
      "outputs": [],
      "source": [
        "def get_box_data(data, index):\n",
        "    meta_data = dict()\n",
        "    meta_data['height'] = []\n",
        "    meta_data['label'] = []\n",
        "    meta_data['left'] = []\n",
        "    meta_data['top'] = []\n",
        "    meta_data['width'] = []\n",
        "\n",
        "    def print_attrs(name, obj):\n",
        "        vals = []\n",
        "        if obj.shape[0] == 1:\n",
        "            vals.append(obj[0][0])\n",
        "        else:\n",
        "            for k in range(obj.shape[0]):\n",
        "                vals.append(int(data[obj[k][0]][0][0]))\n",
        "        meta_data[name] = vals\n",
        "\n",
        "    box = data['/digitStruct/bbox'][index]\n",
        "    data[box[0]].visititems(print_attrs)\n",
        "    return meta_data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ursLUpuXTAMz",
        "outputId": "8d32c7b8-dfcb-4c7b-9744-3e17b77eafa8"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "{'height': [32, 32], 'label': [2, 3], 'left': [77, 98], 'top': [29, 25], 'width': [23, 26]}\n"
          ]
        }
      ],
      "source": [
        "d = h5py.File('/content/gdrive/MyDrive/digitStruct.mat', 'r')\n",
        "a = 1\n",
        "print (get_box_data(d, a))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "iq4oSizOmXxQ"
      },
      "outputs": [],
      "source": [
        "with open('/content/gdrive/MyDrive/image_names.json') as json_file:\n",
        "    meta_data = json.load(json_file)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9tZiBaHNSAps"
      },
      "outputs": [],
      "source": [
        "def create_dateset(dataset, data_):\n",
        "\n",
        "    counter = 0\n",
        "    data = h5py.File('/content/gdrive/MyDrive/digitStruct.mat', 'r')\n",
        "    df = []\n",
        "    for i in tqdm(range(len(data['/digitStruct/name']))):\n",
        "\n",
        "        if counter == 10000:\n",
        "          break\n",
        "        else:      \n",
        "          meta_data = get_box_data(data, i)\n",
        "          num_length = len(meta_data['label'])\n",
        "          if num_length < 6:\n",
        "              dd = {'filename': data_[\"image_names\"][i], 'len': num_length}\n",
        "              for i in range(5):\n",
        "                  dd['num{}'.format(i+1)] = -1\n",
        "                  dd['bbox{}'.format(i+1)] = (0, 0, 0, 0)\n",
        "              for i in range(num_length):\n",
        "                  dd['num{}'.format(i+1)] = int(meta_data['label'][i])\n",
        "                  dd['bbox{}'.format(i+1)] = (meta_data['left'][i], meta_data['top'][i], meta_data['width'][i], meta_data['height'][i])\n",
        "          df.append(dd)\n",
        "        counter += 1\n",
        "    df = pd.DataFrame(df)\n",
        "    for i in range(1, 6):\n",
        "        df.at[df[df['num{}'.format(i)] == 10].index, 'num{}'.format(i)] = 0\n",
        "    for i in range(1, 6):\n",
        "        df.at[df['num{}'.format(i)].isnull(), 'num{}'.format(i)] = 10\n",
        "    for i in range(1, 6):\n",
        "        for j in df['bbox{}'.format(i)][df['bbox{}'.format(i)].isnull()].index:\n",
        "            df.at[j, 'bbox{}'.format(i+1)] = (0,0,0,0)\n",
        "    \n",
        "    df = df.dropna()\n",
        "    df = df.reset_index(drop=True)\n",
        "\n",
        "    return df\n",
        "    \n",
        "    #df.to_csv('{}.csv'.format(dataset))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AKLG4L-4TJDI",
        "outputId": "91ad1e85-5f3d-47c2-dd01-ec4d4e5da091"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 30%|██▉       | 9990/33402 [01:03<02:19, 167.24it/s]"
          ]
        }
      ],
      "source": [
        "data_ = create_dateset('train', meta_data)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 415
        },
        "id": "8Tix8V7gXg5h",
        "outputId": "d801847e-c3e2-47ea-8bf9-2b54a92ce551"
      },
      "outputs": [
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              "<p>10000 rows × 12 columns</p>\n",
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              "       filename  len  num1  ...         bbox4  num5         bbox5\n",
              "0         1.png    2     1  ...  (0, 0, 0, 0)    -1  (0, 0, 0, 0)\n",
              "1         2.png    2     2  ...  (0, 0, 0, 0)    -1  (0, 0, 0, 0)\n",
              "2         3.png    2     2  ...  (0, 0, 0, 0)    -1  (0, 0, 0, 0)\n",
              "3         4.png    2     9  ...  (0, 0, 0, 0)    -1  (0, 0, 0, 0)\n",
              "4         5.png    2     3  ...  (0, 0, 0, 0)    -1  (0, 0, 0, 0)\n",
              "...         ...  ...   ...  ...           ...   ...           ...\n",
              "9995   9996.png    2     7  ...  (0, 0, 0, 0)    -1  (0, 0, 0, 0)\n",
              "9996   9997.png    2     6  ...  (0, 0, 0, 0)    -1  (0, 0, 0, 0)\n",
              "9997   9998.png    2     1  ...  (0, 0, 0, 0)    -1  (0, 0, 0, 0)\n",
              "9998   9999.png    2     7  ...  (0, 0, 0, 0)    -1  (0, 0, 0, 0)\n",
              "9999  10000.png    3     1  ...  (0, 0, 0, 0)    -1  (0, 0, 0, 0)\n",
              "\n",
              "[10000 rows x 12 columns]"
            ]
          },
          "execution_count": 9,
          "metadata": {
            "tags": []
          },
          "output_type": "execute_result"
        }
      ],
      "source": [
        "data_"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Vd8Ypy4s3fZE"
      },
      "outputs": [],
      "source": [
        "def convert_df (df):\n",
        "\n",
        "  newdf = {}\n",
        "  filename = []\n",
        "  bboxes = []\n",
        "  labeldict = {}\n",
        "\n",
        "  num_list = [\"num1\", \"num2\", \"num3\", \"num4\", \"num5\"]\n",
        "\n",
        "  for indx, row in df.iterrows():\n",
        "\n",
        "    labels = []\n",
        "\n",
        "    for col in num_list:\n",
        "\n",
        "      if row[col] != -1:\n",
        "\n",
        "        filename.append(row[\"filename\"])\n",
        "        labels.append(row[col])\n",
        "        bboxes.append(list(row[\"bbox\"+ col[-1]]))\n",
        "\n",
        "    labeldict[row[\"filename\"]] = labels\n",
        "\n",
        "  newdf[\"image_id\"] = filename\n",
        "  newdf[\"bboxes\"] =  bboxes\n",
        "\n",
        "  df_ = pd.DataFrame(newdf)\n",
        "\n",
        "  return df_, labeldict"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "WZnilowR8UrZ"
      },
      "outputs": [],
      "source": [
        "data2, digits = convert_df(data_)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "piiGYt2XIIme",
        "outputId": "ecc69554-f5cb-4d30-b2bb-8febd31e162c"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "[2, 3]"
            ]
          },
          "execution_count": 12,
          "metadata": {
            "tags": []
          },
          "output_type": "execute_result"
        }
      ],
      "source": [
        "digits[\"2.png\"]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 415
        },
        "id": "1K6-cGcQ9ofV",
        "outputId": "38076722-c9ad-446a-b252-5aba9dc40b38"
      },
      "outputs": [
        {
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              "      <th>11023</th>\n",
              "      <td>5000.png</td>\n",
              "      <td>[179, 27, 33, 58]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11024</th>\n",
              "      <td>5000.png</td>\n",
              "      <td>[207, 16, 39, 58]</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>11025 rows × 2 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "       image_id              bboxes\n",
              "0         1.png  [246, 77, 81, 219]\n",
              "1         1.png  [323, 81, 96, 219]\n",
              "2         2.png    [77, 29, 23, 32]\n",
              "3         2.png    [98, 25, 26, 32]\n",
              "4         3.png      [17, 5, 8, 15]\n",
              "...         ...                 ...\n",
              "11020  4999.png      [19, 2, 9, 24]\n",
              "11021  4999.png      [27, 2, 7, 24]\n",
              "11022  5000.png   [147, 34, 34, 58]\n",
              "11023  5000.png   [179, 27, 33, 58]\n",
              "11024  5000.png   [207, 16, 39, 58]\n",
              "\n",
              "[11025 rows x 2 columns]"
            ]
          },
          "execution_count": 13,
          "metadata": {
            "tags": []
          },
          "output_type": "execute_result"
        }
      ],
      "source": [
        "data2"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "gpbOZFZ6A14B"
      },
      "outputs": [],
      "source": [
        "data3 = data2.groupby(\"image_id\")[\"bboxes\"].apply(list).reset_index(name=\"bboxes\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 415
        },
        "id": "iNMZubrfBEO2",
        "outputId": "6ad7aac0-5168-4c89-8ebe-b775bfd92b1f"
      },
      "outputs": [
        {
          "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>image_id</th>\n",
              "      <th>bboxes</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1.png</td>\n",
              "      <td>[[246, 77, 81, 219], [323, 81, 96, 219]]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>10.png</td>\n",
              "      <td>[[25, 6, 9, 27], [34, 4, 14, 27]]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>100.png</td>\n",
              "      <td>[[18, 1, 5, 22], [23, 0, 9, 22], [32, 0, 10, 22]]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1000.png</td>\n",
              "      <td>[[17, 1, 4, 18], [21, 1, 6, 18]]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1001.png</td>\n",
              "      <td>[[36.0, 4.0, 14.0, 31.0]]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4995</th>\n",
              "      <td>995.png</td>\n",
              "      <td>[[52, 20, 9, 22], [60, 18, 9, 22]]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4996</th>\n",
              "      <td>996.png</td>\n",
              "      <td>[[34, 10, 15, 23], [46, 9, 13, 23]]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4997</th>\n",
              "      <td>997.png</td>\n",
              "      <td>[[21, 4, 14, 23], [35, 4, 14, 23]]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4998</th>\n",
              "      <td>998.png</td>\n",
              "      <td>[[15, 3, 8, 12], [26, 5, 5, 12]]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4999</th>\n",
              "      <td>999.png</td>\n",
              "      <td>[[44, 11, 14, 28], [57, 12, 14, 28], [71, 11, ...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5000 rows × 2 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      image_id                                             bboxes\n",
              "0        1.png           [[246, 77, 81, 219], [323, 81, 96, 219]]\n",
              "1       10.png                  [[25, 6, 9, 27], [34, 4, 14, 27]]\n",
              "2      100.png  [[18, 1, 5, 22], [23, 0, 9, 22], [32, 0, 10, 22]]\n",
              "3     1000.png                   [[17, 1, 4, 18], [21, 1, 6, 18]]\n",
              "4     1001.png                          [[36.0, 4.0, 14.0, 31.0]]\n",
              "...        ...                                                ...\n",
              "4995   995.png                 [[52, 20, 9, 22], [60, 18, 9, 22]]\n",
              "4996   996.png                [[34, 10, 15, 23], [46, 9, 13, 23]]\n",
              "4997   997.png                 [[21, 4, 14, 23], [35, 4, 14, 23]]\n",
              "4998   998.png                   [[15, 3, 8, 12], [26, 5, 5, 12]]\n",
              "4999   999.png  [[44, 11, 14, 28], [57, 12, 14, 28], [71, 11, ...\n",
              "\n",
              "[5000 rows x 2 columns]"
            ]
          },
          "execution_count": 15,
          "metadata": {
            "tags": []
          },
          "output_type": "execute_result"
        }
      ],
      "source": [
        "data3"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "QyiOm-NNCHZM"
      },
      "outputs": [],
      "source": [
        "df_train, df_validation = model_selection.train_test_split(data3, test_size=0.2, random_state = 42, shuffle = True)\n",
        "\n",
        "df_train = df_train.reset_index(drop = True)\n",
        "df_validation = df_validation.reset_index(drop = True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "M0ISKd_LEv4z"
      },
      "outputs": [],
      "source": [
        "DATA_PATH = \"/content/gdrive/MyDrive/Sample/resized_300\"\n",
        "OUTPUT_PATH = \"/content/gdrive/MyDrive/House_Numbers_300\""
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "-a3XaCalEjJj"
      },
      "outputs": [],
      "source": [
        "def process_data (data, m_data, labels, data_t=\"train\"):\n",
        "\n",
        "  counter = 1\n",
        "\n",
        "  for _, row in tqdm(data.iterrows(), total=len(data)):\n",
        "\n",
        "    try:\n",
        "\n",
        "      image_name = row[\"image_id\"]\n",
        "      bounding_boxes = row[\"bboxes\"]\n",
        "      yolo_data = []\n",
        "\n",
        "      counter = 0\n",
        "\n",
        "      for bbox in bounding_boxes:\n",
        "        x = bbox[0]\n",
        "        y = bbox[1]\n",
        "        w = bbox[2]\n",
        "        h = bbox[3]\n",
        "\n",
        "        x_center = x + w/2\n",
        "        y_center = y + h/2\n",
        "\n",
        "        x_center /= m_data[\"image_width\"][m_data[\"image_names\"].index(image_name)]\n",
        "        y_center /= m_data[\"image_height\"][m_data[\"image_names\"].index(image_name)]\n",
        "        w /= m_data[\"image_width\"][m_data[\"image_names\"].index(image_name)]\n",
        "        h /= m_data[\"image_height\"][m_data[\"image_names\"].index(image_name)]\n",
        "\n",
        "        yolo_data.append([labels[image_name][counter], x_center, y_center, w, h])\n",
        "\n",
        "        counter += 1\n",
        "\n",
        "      yolo_data = np.array(yolo_data)\n",
        "      np.savetxt(\n",
        "          os.path.join(OUTPUT_PATH, f\"labels/{data_t}/{image_name[:-4]}.txt\"),\n",
        "                      yolo_data,\n",
        "                      fmt=[\"%d\", \"%f\", \"%f\", \"%f\", \"%f\"]\n",
        "                    )\n",
        "      shutil.copyfile(\n",
        "          os.path.join(DATA_PATH, f\"{image_name}\"),\n",
        "          os.path.join(OUTPUT_PATH, f\"images/{data_t}/{image_name}\")\n",
        "      )\n",
        "\n",
        "    except:\n",
        "\n",
        "      counter += 1\n",
        "\n",
        "  print(counter)\n",
        "      "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NmY7KCBTTjlD",
        "outputId": "289b57ff-0098-47c2-eec1-43c7e78765ed"
      },
      "outputs": [
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "3\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\n"
          ]
        }
      ],
      "source": [
        "process_data(df_validation, meta_data, digits, data_t = \"validation\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dbAOC--5heKZ",
        "outputId": "10cfe552-8341-4096-8ec2-cff36b4f3265"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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            "  5%|▍         | 384/8000 [00:27<14:23,  8.82it/s]\u001b[A\u001b[A\n",
            "\n",
            "  5%|▍         | 389/8000 [00:27<12:34, 10.09it/s]\u001b[A\u001b[A\n",
            "\n",
            "  5%|▍         | 394/8000 [00:28<11:30, 11.02it/s]\u001b[A\u001b[A\n",
            "\n",
            "  5%|▍         | 398/8000 [00:28<10:53, 11.63it/s]\u001b[A\u001b[A\n",
            "\n",
            "  5%|▌         | 400/8000 [00:28<13:11,  9.61it/s]\u001b[A\u001b[A\n",
            "\n",
            "  5%|▌         | 402/8000 [00:29<20:22,  6.22it/s]\u001b[A\u001b[A\n",
            "\n",
            "  5%|▌         | 408/8000 [00:29<16:23,  7.72it/s]\u001b[A\u001b[A\n",
            "\n",
            "  5%|▌         | 414/8000 [00:29<12:10, 10.38it/s]\u001b[A\u001b[A\n",
            "\n",
            "  5%|▌         | 418/8000 [00:29<11:40, 10.82it/s]\u001b[A\u001b[A\n",
            "\n",
            "  5%|▌         | 423/8000 [00:30<08:57, 14.09it/s]\u001b[A\u001b[A\n",
            "\n",
            "  5%|▌         | 428/8000 [00:30<08:50, 14.27it/s]\u001b[A\u001b[A\n",
            "\n",
            "  5%|▌         | 434/8000 [00:30<06:50, 18.45it/s]\u001b[A\u001b[A\n",
            "\n",
            "  5%|▌         | 438/8000 [00:31<10:52, 11.59it/s]\u001b[A\u001b[A\n",
            "\n",
            "  6%|▌         | 446/8000 [00:31<08:12, 15.33it/s]\u001b[A\u001b[A\n",
            "\n",
            "  6%|▌         | 454/8000 [00:31<07:47, 16.14it/s]\u001b[A\u001b[A\n",
            "\n",
            "  6%|▌         | 460/8000 [00:32<08:06, 15.50it/s]\u001b[A\u001b[A\n",
            "\n",
            "  6%|▌         | 464/8000 [00:32<09:03, 13.87it/s]\u001b[A\u001b[A\n",
            "\n",
            "  6%|▌         | 471/8000 [00:32<06:54, 18.16it/s]\u001b[A\u001b[A\n",
            "\n",
            "  6%|▌         | 475/8000 [00:32<08:07, 15.44it/s]\u001b[A\u001b[A\n",
            "\n",
            "  6%|▌         | 479/8000 [00:33<08:50, 14.17it/s]\u001b[A\u001b[A\n",
            "\n",
            "  6%|▌         | 484/8000 [00:33<07:01, 17.85it/s]\u001b[A\u001b[A\n",
            "\n",
            "  6%|▌         | 490/8000 [00:33<07:07, 17.55it/s]\u001b[A\u001b[A\n",
            "\n",
            "  6%|▌         | 494/8000 [00:33<05:59, 20.89it/s]\u001b[A\u001b[A\n",
            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
            "  8%|▊         | 600/8000 [00:40<06:51, 18.00it/s]\u001b[A\u001b[A\n",
            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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            "\n",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "3\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\n"
          ]
        }
      ],
      "source": [
        "process_data(df_train, meta_data, digits, data_t = \"train\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JLE-a3HVeVlG",
        "outputId": "081feeba-9f1d-41ee-fb25-dc43f8731cd0"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
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            "12086.png  14406.png  16727.png  19047.png  21367.png  23688.png  26007.png\n",
            "12087.png  14407.png  16728.png  19048.png  21368.png  23689.png  26008.png\n",
            "12088.png  14408.png  16729.png  19049.png  21369.png  2368.png   26009.png\n",
            "12089.png  14409.png  1672.png\t 1904.png   2136.png   23690.png  2600.png\n",
            "1208.png   1440.png   16730.png  19050.png  21370.png  23691.png  26010.png\n",
            "12090.png  14410.png  16731.png  19051.png  21371.png  23692.png  26011.png\n",
            "12091.png  14411.png  16732.png  19052.png  21372.png  23693.png  26012.png\n",
            "12092.png  14412.png  16733.png  19053.png  21373.png  23694.png  26013.png\n",
            "12093.png  14413.png  16734.png  19054.png  21374.png  23695.png  26014.png\n",
            "12094.png  14414.png  16735.png  19055.png  21375.png  23696.png  26015.png\n",
            "12095.png  14415.png  16736.png  19056.png  21376.png  23697.png  26016.png\n",
            "12096.png  14416.png  16737.png  19057.png  21377.png  23698.png  26017.png\n",
            "12097.png  14417.png  16738.png  19058.png  21378.png  23699.png  26018.png\n",
            "12098.png  14418.png  16739.png  19059.png  21379.png  2369.png   26019.png\n",
            "12099.png  14419.png  1673.png\t 1905.png   2137.png   236.png\t  2601.png\n",
            "1209.png   1441.png   16740.png  19060.png  21380.png  23700.png  26020.png\n",
            "120.png    14420.png  16741.png  19061.png  21381.png  23701.png  26021.png\n",
            "12100.png  14421.png  16742.png  19062.png  21382.png  23702.png  26022.png\n",
            "12101.png  14422.png  16743.png  19063.png  21383.png  23703.png  26023.png\n",
            "12102.png  14423.png  16744.png  19064.png  21384.png  23704.png  26024.png\n",
            "12103.png  14424.png  16745.png  19065.png  21385.png  23705.png  26025.png\n",
            "12104.png  14425.png  16746.png  19066.png  21386.png  23706.png  26026.png\n",
            "12105.png  14426.png  16747.png  19067.png  21387.png  23707.png  26027.png\n",
            "12106.png  14427.png  16748.png  19068.png  21388.png  23708.png  26028.png\n",
            "12107.png  14428.png  16749.png  19069.png  21389.png  23709.png  26029.png\n",
            "12108.png  14429.png  1674.png\t 1906.png   2138.png   2370.png   2602.png\n",
            "12109.png  1442.png   16750.png  19070.png  21390.png  23710.png  26030.png\n",
            "1210.png   14430.png  16751.png  19071.png  21391.png  23711.png  26031.png\n",
            "12110.png  14431.png  16752.png  19072.png  21392.png  23712.png  26032.png\n",
            "12111.png  14432.png  16753.png  19073.png  21393.png  23713.png  26033.png\n",
            "12112.png  14433.png  16754.png  19074.png  21394.png  23714.png  26034.png\n",
            "12113.png  14434.png  16755.png  19075.png  21395.png  23715.png  26035.png\n",
            "12114.png  14435.png  16756.png  19076.png  21396.png  23716.png  26036.png\n",
            "12115.png  14436.png  16757.png  19077.png  21397.png  23717.png  26037.png\n",
            "12116.png  14437.png  16758.png  19078.png  21398.png  23718.png  26038.png\n",
            "12117.png  14438.png  16759.png  19079.png  21399.png  23719.png  26039.png\n",
            "12118.png  14439.png  1675.png\t 1907.png   2139.png   2371.png   2603.png\n",
            "12119.png  1443.png   16760.png  19080.png  213.png    23720.png  26040.png\n",
            "1211.png   14440.png  16761.png  19081.png  21400.png  23721.png  26041.png\n",
            "12120.png  14441.png  16762.png  19082.png  21401.png  23722.png  26042.png\n",
            "12121.png  14442.png  16763.png  19083.png  21402.png  23723.png  26043.png\n",
            "12122.png  14443.png  16764.png  19084.png  21403.png  23724.png  26044.png\n",
            "12123.png  14444.png  16765.png  19085.png  21404.png  23725.png  26045.png\n",
            "12124.png  14445.png  16766.png  19086.png  21405.png  23726.png  26046.png\n",
            "12125.png  14446.png  16767.png  19087.png  21406.png  23727.png  26047.png\n",
            "12126.png  14447.png  16768.png  19088.png  21407.png  23728.png  26048.png\n",
            "12127.png  14448.png  16769.png  19089.png  21408.png  23729.png  26049.png\n",
            "12128.png  14449.png  1676.png\t 1908.png   21409.png  2372.png   2604.png\n",
            "12129.png  1444.png   16770.png  19090.png  2140.png   23730.png  26050.png\n",
            "1212.png   14450.png  16771.png  19091.png  21410.png  23731.png  26051.png\n",
            "12130.png  14451.png  16772.png  19092.png  21411.png  23732.png  26052.png\n",
            "12131.png  14452.png  16773.png  19093.png  21412.png  23733.png  26053.png\n",
            "12132.png  14453.png  16774.png  19094.png  21413.png  23734.png  26054.png\n",
            "12133.png  14454.png  16775.png  19095.png  21414.png  23735.png  26055.png\n",
            "12134.png  14455.png  16776.png  19096.png  21415.png  23736.png  26056.png\n",
            "12135.png  14456.png  16777.png  19097.png  21416.png  23737.png  26057.png\n",
            "12136.png  14457.png  16778.png  19098.png  21417.png  23738.png  26058.png\n",
            "12137.png  14458.png  16779.png  19099.png  21418.png  23739.png  26059.png\n",
            "12138.png  14459.png  1677.png\t 1909.png   21419.png  2373.png   2605.png\n",
            "12139.png  1445.png   16780.png  190.png    2141.png   23740.png  26060.png\n",
            "1213.png   14460.png  16781.png  19100.png  21420.png  23741.png  26061.png\n",
            "12140.png  14461.png  16782.png  19101.png  21421.png  23742.png  26062.png\n",
            "12141.png  14462.png  16783.png  19102.png  21422.png  23743.png  26063.png\n",
            "12142.png  14463.png  16784.png  19103.png  21423.png  23744.png  26064.png\n",
            "12143.png  14464.png  16785.png  19104.png  21424.png  23745.png  26065.png\n",
            "12144.png  14465.png  16786.png  19105.png  21425.png  23746.png  26066.png\n",
            "12145.png  14466.png  16787.png  19106.png  21426.png  23747.png  26067.png\n",
            "12146.png  14467.png  16788.png  19107.png  21427.png  23748.png  26068.png\n",
            "12147.png  14468.png  16789.png  19108.png  21428.png  23749.png  26069.png\n",
            "12148.png  14469.png  1678.png\t 19109.png  21429.png  2374.png   2606.png\n",
            "12149.png  1446.png   16790.png  1910.png   2142.png   23750.png  26070.png\n",
            "1214.png   14470.png  16791.png  19110.png  21430.png  23751.png  26071.png\n",
            "12150.png  14471.png  16792.png  19111.png  21431.png  23752.png  26072.png\n",
            "12151.png  14472.png  16793.png  19112.png  21432.png  23753.png  26073.png\n",
            "12152.png  14473.png  16794.png  19113.png  21433.png  23754.png  26074.png\n",
            "12153.png  14474.png  16795.png  19114.png  21434.png  23755.png  26075.png\n",
            "12154.png  14475.png  16796.png  19115.png  21435.png  23756.png  26076.png\n",
            "12155.png  14476.png  16797.png  19116.png  21436.png  23757.png  26077.png\n",
            "12156.png  14477.png  16798.png  19117.png  21437.png  23758.png  26078.png\n",
            "12157.png  14478.png  16799.png  19118.png  21438.png  23759.png  26079.png\n",
            "12158.png  14479.png  1679.png\t 19119.png  21439.png  2375.png   2607.png\n",
            "12159.png  1447.png   167.png\t 1911.png   2143.png   23760.png  26080.png\n",
            "1215.png   14480.png  16800.png  19120.png  21440.png  23761.png  26081.png\n",
            "12160.png  14481.png  16801.png  19121.png  21441.png  23762.png  26082.png\n",
            "12161.png  14482.png  16802.png  19122.png  21442.png  23763.png  26083.png\n",
            "12162.png  14483.png  16803.png  19123.png  21443.png  23764.png  26084.png\n",
            "12163.png  14484.png  16804.png  19124.png  21444.png  23765.png  26085.png\n",
            "12164.png  14485.png  16805.png  19125.png  21445.png  23766.png  26086.png\n",
            "12165.png  14486.png  16806.png  19126.png  21446.png  23767.png  26087.png\n",
            "12166.png  14487.png  16807.png  19127.png  21447.png  23768.png  26088.png\n",
            "12167.png  14488.png  16808.png  19128.png  21448.png  23769.png  26089.png\n",
            "12168.png  14489.png  16809.png  19129.png  21449.png  2376.png   2608.png\n",
            "12169.png  1448.png   1680.png\t 1912.png   2144.png   23770.png  26090.png\n",
            "1216.png   14490.png  16810.png  19130.png  21450.png  23771.png  26091.png\n",
            "12170.png  14491.png  16811.png  19131.png  21451.png  23772.png  26092.png\n",
            "12171.png  14492.png  16812.png  19132.png  21452.png  23773.png  26093.png\n",
            "12172.png  14493.png  16813.png  19133.png  21453.png  23774.png  26094.png\n",
            "12173.png  14494.png  16814.png  19134.png  21454.png  23775.png  26095.png\n",
            "12174.png  14495.png  16815.png  19135.png  21455.png  23776.png  26096.png\n",
            "12175.png  14496.png  16816.png  19136.png  21456.png  23777.png  26097.png\n",
            "12176.png  14497.png  16817.png  19137.png  21457.png  23778.png  26098.png\n",
            "12177.png  14498.png  16818.png  19138.png  21458.png  23779.png  26099.png\n",
            "12178.png  14499.png  16819.png  19139.png  21459.png  2377.png   2609.png\n",
            "12179.png  1449.png   1681.png\t 1913.png   2145.png   23780.png  260.png\n",
            "1217.png   144.png    16820.png  19140.png  21460.png  23781.png  26100.png\n",
            "12180.png  14500.png  16821.png  19141.png  21461.png  23782.png  26101.png\n",
            "12181.png  14501.png  16822.png  19142.png  21462.png  23783.png  26102.png\n",
            "12182.png  14502.png  16823.png  19143.png  21463.png  23784.png  26103.png\n",
            "12183.png  14503.png  16824.png  19144.png  21464.png  23785.png  26104.png\n",
            "12184.png  14504.png  16825.png  19145.png  21465.png  23786.png  26105.png\n",
            "12185.png  14505.png  16826.png  19146.png  21466.png  23787.png  26106.png\n",
            "12186.png  14506.png  16827.png  19147.png  21467.png  23788.png  26107.png\n",
            "12187.png  14507.png  16828.png  19148.png  21468.png  23789.png  26108.png\n",
            "12188.png  14508.png  16829.png  19149.png  21469.png  2378.png   26109.png\n",
            "12189.png  14509.png  1682.png\t 1914.png   2146.png   23790.png  2610.png\n",
            "1218.png   1450.png   16830.png  19150.png  21470.png  23791.png  26110.png\n",
            "12190.png  14510.png  16831.png  19151.png  21471.png  23792.png  26111.png\n",
            "12191.png  14511.png  16832.png  19152.png  21472.png  23793.png  26112.png\n",
            "12192.png  14512.png  16833.png  19153.png  21473.png  23794.png  26113.png\n",
            "12193.png  14513.png  16834.png  19154.png  21474.png  23795.png  26114.png\n",
            "12194.png  14514.png  16835.png  19155.png  21475.png  23796.png  26115.png\n",
            "12195.png  14515.png  16836.png  19156.png  21476.png  23797.png  26116.png\n",
            "12196.png  14516.png  16837.png  19157.png  21477.png  23798.png  26117.png\n",
            "12197.png  14517.png  16838.png  19158.png  21478.png  23799.png  26118.png\n",
            "12198.png  14518.png  16839.png  19159.png  21479.png  2379.png   26119.png\n",
            "12199.png  14519.png  1683.png\t 1915.png   2147.png   237.png\t  2611.png\n",
            "1219.png   1451.png   16840.png  19160.png  21480.png  23800.png  26120.png\n",
            "121.png    14520.png  16841.png  19161.png  21481.png  23801.png  26121.png\n",
            "12200.png  14521.png  16842.png  19162.png  21482.png  23802.png  26122.png\n",
            "12201.png  14522.png  16843.png  19163.png  21483.png  23803.png  26123.png\n",
            "12202.png  14523.png  16844.png  19164.png  21484.png  23804.png  26124.png\n",
            "12203.png  14524.png  16845.png  19165.png  21485.png  23805.png  26125.png\n",
            "12204.png  14525.png  16846.png  19166.png  21486.png  23806.png  26126.png\n",
            "12205.png  14526.png  16847.png  19167.png  21487.png  23807.png  26127.png\n",
            "12206.png  14527.png  16848.png  19168.png  21488.png  23808.png  26128.png\n",
            "12207.png  14528.png  16849.png  19169.png  21489.png  23809.png  26129.png\n",
            "12208.png  14529.png  1684.png\t 1916.png   2148.png   2380.png   2612.png\n",
            "12209.png  1452.png   16850.png  19170.png  21490.png  23810.png  26130.png\n",
            "1220.png   14530.png  16851.png  19171.png  21491.png  23811.png  26131.png\n",
            "12210.png  14531.png  16852.png  19172.png  21492.png  23812.png  26132.png\n",
            "12211.png  14532.png  16853.png  19173.png  21493.png  23813.png  26133.png\n",
            "12212.png  14533.png  16854.png  19174.png  21494.png  23814.png  26134.png\n",
            "12213.png  14534.png  16855.png  19175.png  21495.png  23815.png  26135.png\n",
            "12214.png  14535.png  16856.png  19176.png  21496.png  23816.png  26136.png\n",
            "12215.png  14536.png  16857.png  19177.png  21497.png  23817.png  26137.png\n",
            "12216.png  14537.png  16858.png  19178.png  21498.png  23818.png  26138.png\n",
            "12217.png  14538.png  16859.png  19179.png  21499.png  23819.png  26139.png\n",
            "12218.png  14539.png  1685.png\t 1917.png   2149.png   2381.png   2613.png\n",
            "12219.png  1453.png   16860.png  19180.png  214.png    23820.png  26140.png\n",
            "1221.png   14540.png  16861.png  19181.png  21500.png  23821.png  26141.png\n",
            "12220.png  14541.png  16862.png  19182.png  21501.png  23822.png  26142.png\n",
            "12221.png  14542.png  16863.png  19183.png  21502.png  23823.png  26143.png\n",
            "12222.png  14543.png  16864.png  19184.png  21503.png  23824.png  26144.png\n",
            "12223.png  14544.png  16865.png  19185.png  21504.png  23825.png  26145.png\n",
            "12224.png  14545.png  16866.png  19186.png  21505.png  23826.png  26146.png\n",
            "12225.png  14546.png  16867.png  19187.png  21506.png  23827.png  26147.png\n",
            "12226.png  14547.png  16868.png  19188.png  21507.png  23828.png  26148.png\n",
            "12227.png  14548.png  16869.png  19189.png  21508.png  23829.png  26149.png\n",
            "12228.png  14549.png  1686.png\t 1918.png   21509.png  2382.png   2614.png\n",
            "12229.png  1454.png   16870.png  19190.png  2150.png   23830.png  26150.png\n",
            "1222.png   14550.png  16871.png  19191.png  21510.png  23831.png  26151.png\n",
            "12230.png  14551.png  16872.png  19192.png  21511.png  23832.png  26152.png\n",
            "12231.png  14552.png  16873.png  19193.png  21512.png  23833.png  26153.png\n",
            "12232.png  14553.png  16874.png  19194.png  21513.png  23834.png  26154.png\n",
            "12233.png  14554.png  16875.png  19195.png  21514.png  23835.png  26155.png\n",
            "12234.png  14555.png  16876.png  19196.png  21515.png  23836.png  26156.png\n",
            "12235.png  14556.png  16877.png  19197.png  21516.png  23837.png  26157.png\n",
            "12236.png  14557.png  16878.png  19198.png  21517.png  23838.png  26158.png\n",
            "12237.png  14558.png  16879.png  19199.png  21518.png  23839.png  26159.png\n",
            "12238.png  14559.png  1687.png\t 1919.png   21519.png  2383.png   2615.png\n",
            "12239.png  1455.png   16880.png  191.png    2151.png   23840.png  26160.png\n",
            "1223.png   14560.png  16881.png  19200.png  21520.png  23841.png  26161.png\n",
            "12240.png  14561.png  16882.png  19201.png  21521.png  23842.png  26162.png\n",
            "12241.png  14562.png  16883.png  19202.png  21522.png  23843.png  26163.png\n",
            "12242.png  14563.png  16884.png  19203.png  21523.png  23844.png  26164.png\n",
            "12243.png  14564.png  16885.png  19204.png  21524.png  23845.png  26165.png\n",
            "12244.png  14565.png  16886.png  19205.png  21525.png  23846.png  26166.png\n",
            "12245.png  14566.png  16887.png  19206.png  21526.png  23847.png  26167.png\n",
            "12246.png  14567.png  16888.png  19207.png  21527.png  23848.png  26168.png\n",
            "12247.png  14568.png  16889.png  19208.png  21528.png  23849.png  26169.png\n",
            "12248.png  14569.png  1688.png\t 19209.png  21529.png  2384.png   2616.png\n",
            "12249.png  1456.png   16890.png  1920.png   2152.png   23850.png  26170.png\n",
            "1224.png   14570.png  16891.png  19210.png  21530.png  23851.png  26171.png\n",
            "12250.png  14571.png  16892.png  19211.png  21531.png  23852.png  26172.png\n",
            "12251.png  14572.png  16893.png  19212.png  21532.png  23853.png  26173.png\n",
            "12252.png  14573.png  16894.png  19213.png  21533.png  23854.png  26174.png\n",
            "12253.png  14574.png  16895.png  19214.png  21534.png  23855.png  26175.png\n",
            "12254.png  14575.png  16896.png  19215.png  21535.png  23856.png  26176.png\n",
            "12255.png  14576.png  16897.png  19216.png  21536.png  23857.png  26177.png\n",
            "12256.png  14577.png  16898.png  19217.png  21537.png  23858.png  26178.png\n",
            "12257.png  14578.png  16899.png  19218.png  21538.png  23859.png  26179.png\n",
            "12258.png  14579.png  1689.png\t 19219.png  21539.png  2385.png   2617.png\n",
            "12259.png  1457.png   168.png\t 1921.png   2153.png   23860.png  26180.png\n",
            "1225.png   14580.png  16900.png  19220.png  21540.png  23861.png  26181.png\n",
            "12260.png  14581.png  16901.png  19221.png  21541.png  23862.png  26182.png\n",
            "12261.png  14582.png  16902.png  19222.png  21542.png  23863.png  26183.png\n",
            "12262.png  14583.png  16903.png  19223.png  21543.png  23864.png  26184.png\n",
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            "12320.png  14641.png  16962.png  19282.png  21601.png  23922.png  2.png\n"
          ]
        }
      ],
      "source": [
        "!ls /content/gdrive/MyDrive/Sample/resized_300/"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OeJbZA9-5L_U",
        "outputId": "d3418703-dfe6-437b-b27c-c6554d8d1205"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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            "  inflating: /content/gdrive/MyDrive/Sample/resized_300/999.png  \n",
            "  inflating: /content/gdrive/MyDrive/Sample/resized_300/9990.png  \n",
            "  inflating: /content/gdrive/MyDrive/Sample/resized_300/9991.png  \n",
            "  inflating: /content/gdrive/MyDrive/Sample/resized_300/9992.png  \n",
            "  inflating: /content/gdrive/MyDrive/Sample/resized_300/9993.png  \n",
            "  inflating: /content/gdrive/MyDrive/Sample/resized_300/9994.png  \n",
            "  inflating: /content/gdrive/MyDrive/Sample/resized_300/9995.png  \n",
            "  inflating: /content/gdrive/MyDrive/Sample/resized_300/9996.png  \n",
            "  inflating: /content/gdrive/MyDrive/Sample/resized_300/9997.png  \n",
            "  inflating: /content/gdrive/MyDrive/Sample/resized_300/9998.png  \n",
            "  inflating: /content/gdrive/MyDrive/Sample/resized_300/9999.png  \n"
          ]
        }
      ],
      "source": [
        "!unzip /content/gdrive/MyDrive/Sample/resized_300.zip -d /content/gdrive/MyDrive/Sample/"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "collapsed_sections": [],
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "name": "python",
      "version": "3.8.6 (tags/v3.8.6:db45529, Sep 23 2020, 15:52:53) [MSC v.1927 64 bit (AMD64)]"
    },
    "vscode": {
      "interpreter": {
        "hash": "3871db0c80cf644179281cfa1b732df82c64ec712a5f5e68a18b4fa12b33a72e"
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}