yolo2pylabeler.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Cxi8K9mXwl5t"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github//pylabel-project/samples/blob/main/yolo2pylabeler.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> \n",
        "\n",
        "# PyLabeler: View and Edit YOLO annotations \n",
        "This notebook is a proof of concept using the [jupyter-bbox-widget](https://github.com/gereleth/jupyter-bbox-widget) and PyLabel to created an interactive image labeling tool. Use it to read, edit, and save bounding box annotations to and from multiple annotation formats including coco, voc, and yolo--all withing a Jupyter notebook. "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "id": "mMxefSgXN_cM"
      },
      "outputs": [],
      "source": [
        "import logging\n",
        "logging.getLogger().setLevel(logging.CRITICAL)\n",
        "!pip install pylabel > /dev/null\n",
        "from pylabel import importer"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FJH3E6FwN_cN"
      },
      "source": [
        "## Import Yolo annotations \n",
        "First we will import annotations stored in Yolo v5 format. "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pdaM2LrON_cN",
        "outputId": "9c9845e5-27ae-4f0a-97dc-4fc659fc940c"
      },
      "outputs": [
        {
          "ename": "FileNotFoundError",
          "evalue": "[Errno 2] No such file or directory: 'data/coco128.zip'",
          "output_type": "error",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
            "\u001b[0;32m/var/folders/kb/g4l35z0x275cj142s2_94sdm0000gn/T/ipykernel_73357/2737566352.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmakedirs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"data\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexist_ok\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msystem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'wget \"https://github.com/ultralytics/yolov5/releases/download/v1.0/coco128.zip\" -O data/coco128.zip'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0;32mwith\u001b[0m \u001b[0mzipfile\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mZipFile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"data/coco128.zip\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'r'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mzip_ref\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      7\u001b[0m    \u001b[0mzip_ref\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mextractall\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"data\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m~/miniconda3/lib/python3.8/zipfile.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, file, mode, compression, allowZip64, compresslevel, strict_timestamps)\u001b[0m\n\u001b[1;32m   1249\u001b[0m             \u001b[0;32mwhile\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1250\u001b[0m                 \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1251\u001b[0;31m                     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mio\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfilemode\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1252\u001b[0m                 \u001b[0;32mexcept\u001b[0m \u001b[0mOSError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1253\u001b[0m                     \u001b[0;32mif\u001b[0m \u001b[0mfilemode\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mmodeDict\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'data/coco128.zip'"
          ]
        }
      ],
      "source": [
        "%%capture \n",
        "import os, zipfile\n",
        "\n",
        "#Download sample yolo dataset \n",
        "os.makedirs(\"data\", exist_ok=True)\n",
        "!wget \"https://github.com/ultralytics/yolov5/releases/download/v1.0/coco128.zip\" -O data/coco128.zip\n",
        "with zipfile.ZipFile(\"data/coco128.zip\", 'r') as zip_ref:\n",
        "   zip_ref.extractall(\"data\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 302
        },
        "id": "NsAQXnTTN_cO",
        "outputId": "b809cb47-4d29-4a11-c810-453234f95d51"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-9d02ffb8-2bde-4c00-9d9d-5b5d7624b39d\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>img_folder</th>\n",
              "      <th>img_filename</th>\n",
              "      <th>img_path</th>\n",
              "      <th>img_id</th>\n",
              "      <th>img_width</th>\n",
              "      <th>img_height</th>\n",
              "      <th>img_depth</th>\n",
              "      <th>ann_segmented</th>\n",
              "      <th>ann_bbox_xmin</th>\n",
              "      <th>ann_bbox_ymin</th>\n",
              "      <th>ann_bbox_xmax</th>\n",
              "      <th>ann_bbox_ymax</th>\n",
              "      <th>ann_bbox_width</th>\n",
              "      <th>ann_bbox_height</th>\n",
              "      <th>ann_area</th>\n",
              "      <th>ann_segmentation</th>\n",
              "      <th>ann_iscrowd</th>\n",
              "      <th>ann_pose</th>\n",
              "      <th>ann_truncated</th>\n",
              "      <th>ann_difficult</th>\n",
              "      <th>cat_id</th>\n",
              "      <th>cat_name</th>\n",
              "      <th>cat_supercategory</th>\n",
              "      <th>split</th>\n",
              "      <th>annotated</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>id</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>../../images/train2017/</td>\n",
              "      <td>000000000520.jpg</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>640</td>\n",
              "      <td>480</td>\n",
              "      <td>3</td>\n",
              "      <td>NaN</td>\n",
              "      <td>300.03968</td>\n",
              "      <td>140.73024</td>\n",
              "      <td>332.04992</td>\n",
              "      <td>160.99008</td>\n",
              "      <td>32.01024</td>\n",
              "      <td>20.25984</td>\n",
              "      <td>648.522341</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>14</td>\n",
              "      <td>bird</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>../../images/train2017/</td>\n",
              "      <td>000000000520.jpg</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>640</td>\n",
              "      <td>480</td>\n",
              "      <td>3</td>\n",
              "      <td>NaN</td>\n",
              "      <td>230.02976</td>\n",
              "      <td>131.19000</td>\n",
              "      <td>264.20000</td>\n",
              "      <td>145.14984</td>\n",
              "      <td>34.17024</td>\n",
              "      <td>13.95984</td>\n",
              "      <td>477.011083</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>14</td>\n",
              "      <td>bird</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>../../images/train2017/</td>\n",
              "      <td>000000000520.jpg</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>640</td>\n",
              "      <td>480</td>\n",
              "      <td>3</td>\n",
              "      <td>NaN</td>\n",
              "      <td>242.01984</td>\n",
              "      <td>307.83984</td>\n",
              "      <td>257.23008</td>\n",
              "      <td>342.10992</td>\n",
              "      <td>15.21024</td>\n",
              "      <td>34.27008</td>\n",
              "      <td>521.256142</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>person</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>../../images/train2017/</td>\n",
              "      <td>000000000520.jpg</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>640</td>\n",
              "      <td>480</td>\n",
              "      <td>3</td>\n",
              "      <td>NaN</td>\n",
              "      <td>449.26016</td>\n",
              "      <td>217.60032</td>\n",
              "      <td>467.82016</td>\n",
              "      <td>235.39008</td>\n",
              "      <td>18.56000</td>\n",
              "      <td>17.78976</td>\n",
              "      <td>330.177946</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>14</td>\n",
              "      <td>bird</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>../../images/train2017/</td>\n",
              "      <td>000000000520.jpg</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>640</td>\n",
              "      <td>480</td>\n",
              "      <td>3</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.10976</td>\n",
              "      <td>187.56000</td>\n",
              "      <td>23.32960</td>\n",
              "      <td>203.04000</td>\n",
              "      <td>23.21984</td>\n",
              "      <td>15.48000</td>\n",
              "      <td>359.443123</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>14</td>\n",
              "      <td>bird</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9d02ffb8-2bde-4c00-9d9d-5b5d7624b39d')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-9d02ffb8-2bde-4c00-9d9d-5b5d7624b39d button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-9d02ffb8-2bde-4c00-9d9d-5b5d7624b39d');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "                 img_folder      img_filename  ... split  annotated\n",
              "id                                             ...                 \n",
              "0   ../../images/train2017/  000000000520.jpg  ...   NaN          1\n",
              "1   ../../images/train2017/  000000000520.jpg  ...   NaN          1\n",
              "2   ../../images/train2017/  000000000520.jpg  ...   NaN          1\n",
              "3   ../../images/train2017/  000000000520.jpg  ...   NaN          1\n",
              "4   ../../images/train2017/  000000000520.jpg  ...   NaN          1\n",
              "\n",
              "[5 rows x 25 columns]"
            ]
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "path_to_annotations = \"data/coco128/labels/train2017/\"\n",
        "\n",
        "#Identify the path to get from the annotations to the images \n",
        "path_to_images = \"../../images/train2017/\"\n",
        "\n",
        "#Import the dataset into the pylable schema \n",
        "#Class names are defined here https://github.com/ultralytics/yolov5/blob/master/data/coco128.yaml\n",
        "yoloclasses = ['person', 'bicycle', 'car', 'motorcycle', 'airplane', 'bus', 'train', 'truck', 'boat', 'traffic light',\n",
        "        'fire hydrant', 'stop sign', 'parking meter', 'bench', 'bird', 'cat', 'dog', 'horse', 'sheep', 'cow',\n",
        "        'elephant', 'bear', 'zebra', 'giraffe', 'backpack', 'umbrella', 'handbag', 'tie', 'suitcase', 'frisbee',\n",
        "        'skis', 'snowboard', 'sports ball', 'kite', 'baseball bat', 'baseball glove', 'skateboard', 'surfboard',\n",
        "        'tennis racket', 'bottle', 'wine glass', 'cup', 'fork', 'knife', 'spoon', 'bowl', 'banana', 'apple',\n",
        "        'sandwich', 'orange', 'broccoli', 'carrot', 'hot dog', 'pizza', 'donut', 'cake', 'chair', 'couch',\n",
        "        'potted plant', 'bed', 'dining table', 'toilet', 'tv', 'laptop', 'mouse', 'remote', 'keyboard', 'cell phone',\n",
        "        'microwave', 'oven', 'toaster', 'sink', 'refrigerator', 'book', 'clock', 'vase', 'scissors', 'teddy bear',\n",
        "        'hair drier', 'toothbrush']\n",
        "dataset = importer.ImportYoloV5(path=path_to_annotations, path_to_images=path_to_images, cat_names=yoloclasses,\n",
        "    img_ext=\"jpg\", name=\"coco128\")\n",
        "\n",
        "dataset.df.head()\n",
        "#dataset.df.loc[:, dataset.df.columns.str.startswith('ann')]"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3yhvJjOoN_cP"
      },
      "source": [
        "## Edit Annotations\n",
        "Use the jupyter_bbox_widget to inspect, edit, and save annotations without leaving the Jupyter notebook. Open an entire dataset for labeling."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 724,
          "referenced_widgets": [
            "2a53a471a65b46828df58a3b644fe28c",
            "85a87c353908457db16e709559d833e9",
            "f25d44a9caed4337a7d6680e6198b377",
            "4a14e100bf074b218fcf552572574b84",
            "5504bb14d5444636aadfd51a4b2417d7",
            "b16f86d42208495ab1febee44d7315cb",
            "f099d32e268f49b19c6da8036e1bc7c6",
            "78839b2813524c018fd817bc7d402f59",
            "9b8c8e6660d14a448d226e84bc41105c",
            "c6040f7edfdc4ea496c063f7512c9266",
            "ff82b03c565842c18ee3425a28a27241",
            "e7257c919ec44374977191d0341e93ea",
            "188539e7b7b441b98bed0760f0dff270",
            "a4c8d00e3d8e40deb318fd12e9f5e603",
            "db4e687df7af452bb2ffd3fa7c356b9c",
            "bdbaac26113243129208e37b569e35e6",
            "8a793ae9565245ff8ffe12c53486d9c0",
            "373a68af757b4548a0429e32d1b98be0",
            "18de88b549214e708c6b7809190b890b",
            "9bc80d468eb04972b5506240158de1f5",
            "5042bf65db774b2a83cb94059e671856",
            "1d210c2c703c4101b0daa5281e34f68d",
            "e3fb0bffd9ee4dacb88740b82e08bd39",
            "e0b8fcc4765146e288e09211491c820e",
            "25746bd24e504621a24196cbb4d69ae9",
            "6488709caa3941e09b5e9b91664c17b0",
            "bfc60c33cdc6484e96893c9c2e3efd9c",
            "596dedc99c014a37bfef6459e5851be4",
            "b633bc2e51ea45a9a19530200527d880",
            "77b8cc47db2545b39b7c782a046af1b5",
            "aa07cdf7e2f64a01bb0342985bd3b896",
            "1be249b01e084e8b89972857e4da2fc8",
            "c8e800eaebcb438eb8309492a6d51606",
            "2403556cbb5a4edb8c0f83edbeb9d3ac"
          ]
        },
        "id": "D5u4PDEJN_cQ",
        "outputId": "ac0d74ae-6a4d-4027-9f7b-8a1b3e7c37fe"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "2a53a471a65b46828df58a3b644fe28c",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "VBox(children=(HBox(children=(Label(value='000000000520.jpg'),)), HBox(children=(Button(icon='arrow-left', lay…"
            ]
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/a8874ba6619b6106/manager.min.js"
                }
              }
            }
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "dataset.labeler.StartPyLaber()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TkM27j5cN_cQ"
      },
      "source": [
        "# Check Labels for a specific image \n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 910,
          "referenced_widgets": [
            "f6efbbaba577489594e83579e4948700",
            "e607b0a292604f06a748323036717507",
            "272dd98d3dcf4e62b00154404759e85a",
            "75b8426fc9cb432289212076022833a6",
            "a1443aa8fb0141c8987a8ab7d0af8fed",
            "fee52791236d4e6b856df9d7e4765cb0",
            "f30b2b95ac7245d182f4c3adaa0bf1eb",
            "208b7a5f536a43019797d25cc69c81a4",
            "85288511531045c1a70d65cb8af79ec2",
            "0ad75529588c4ebfa380ac53bbf6e9a8",
            "d15439cbc5434508b2b53728877b1a43",
            "b2f12f64dbd940bd9d5333718fcedc3e",
            "521a090a51674bf9b3b1a01a13b29ae7",
            "dd825888e51f4bf18caaaccc552bfb00",
            "235b2145aad1431fb2f0a755f7c7bc5c",
            "e916b97420a64697bf34b979334d3f47",
            "095f51d1b27c4f6d9f686febedd8f3bb",
            "45b83bd8de8645b58099c3e444e6a2d1",
            "27d0f4720f1f4c248f2a839698afd4cc",
            "985b038973ff4700824359d5eaceb3cc",
            "eedf3013b6214ff4a866915578f78fab",
            "bdb6d9c5df3448c38721ca2a1065fafc",
            "78b679a447394c27aa6abfb101f84346",
            "b7eb2cf852d24f04a1a2679bfffbc71b",
            "5b0eef35c3114bc0976883df9f226afa",
            "d4f9b8094aa848ffa92c6361482988cb",
            "523f485bf919449e86633e177b35ae0d",
            "ced06c73b3e14c3f830521405e45a0ea",
            "9efd8ea9eed44b5cba5a6f4ea9759401",
            "ca5a4dab5ecd4adeacf0fefe68d9792f",
            "959f3650c3744f36b5cb35d891b430c9",
            "b9cc6fa3a95542deb1bfd9c490b66cf4",
            "37230039f6814d619b09aa3c7fecc8df",
            "b862e67fd9e046b09827027203d188c6"
          ]
        },
        "id": "rzPg0WndO054",
        "outputId": "b26d77fc-b283-426d-ef11-4f5326f32c8b"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "f6efbbaba577489594e83579e4948700",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "VBox(children=(HBox(children=(Label(value='000000000078.jpg'),)), HBox(children=(Button(icon='arrow-left', lay…"
            ]
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/a8874ba6619b6106/manager.min.js"
                }
              }
            }
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "img_filename = '000000000078.jpg'  \n",
        "dataset.labeler.StartPyLaber(image=img_filename)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "S5xjtFwxRC1_"
      },
      "source": [
        "- Select class 'bird' in the above widget\n",
        "- Draw a box around the owl \n",
        "- Click **Save**\n",
        "\n",
        "When you click submit the annotations for that image are updated. Run the cell below to verify that there are now 2 annotations for that image. "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 176
        },
        "id": "91a8PwdvN_cR",
        "outputId": "c0ea92d8-0d33-4954-8a67-ab16cc32457a"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-3d6af1a6-9f65-4a3a-804e-ffbcfe18733e\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>img_folder</th>\n",
              "      <th>img_filename</th>\n",
              "      <th>img_path</th>\n",
              "      <th>img_id</th>\n",
              "      <th>img_width</th>\n",
              "      <th>img_height</th>\n",
              "      <th>img_depth</th>\n",
              "      <th>ann_segmented</th>\n",
              "      <th>ann_bbox_xmin</th>\n",
              "      <th>ann_bbox_ymin</th>\n",
              "      <th>ann_bbox_xmax</th>\n",
              "      <th>ann_bbox_ymax</th>\n",
              "      <th>ann_bbox_width</th>\n",
              "      <th>ann_bbox_height</th>\n",
              "      <th>ann_area</th>\n",
              "      <th>ann_segmentation</th>\n",
              "      <th>ann_iscrowd</th>\n",
              "      <th>ann_pose</th>\n",
              "      <th>ann_truncated</th>\n",
              "      <th>ann_difficult</th>\n",
              "      <th>cat_id</th>\n",
              "      <th>cat_name</th>\n",
              "      <th>cat_supercategory</th>\n",
              "      <th>split</th>\n",
              "      <th>annotated</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>928</th>\n",
              "      <td>../../images/train2017/</td>\n",
              "      <td>000000000078.jpg</td>\n",
              "      <td>NaN</td>\n",
              "      <td>108</td>\n",
              "      <td>612</td>\n",
              "      <td>612</td>\n",
              "      <td>3</td>\n",
              "      <td>NaN</td>\n",
              "      <td>359.799696</td>\n",
              "      <td>2.069784</td>\n",
              "      <td>573.93</td>\n",
              "      <td>237.98</td>\n",
              "      <td>214.130232</td>\n",
              "      <td>235.910088</td>\n",
              "      <td>50515.481875</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>74</td>\n",
              "      <td>clock</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>929</th>\n",
              "      <td>../../images/train2017/</td>\n",
              "      <td>000000000078.jpg</td>\n",
              "      <td>NaN</td>\n",
              "      <td>108</td>\n",
              "      <td>612</td>\n",
              "      <td>612</td>\n",
              "      <td>3</td>\n",
              "      <td>NaN</td>\n",
              "      <td>25.000000</td>\n",
              "      <td>343.000000</td>\n",
              "      <td>573.93</td>\n",
              "      <td>237.98</td>\n",
              "      <td>240.000000</td>\n",
              "      <td>267.000000</td>\n",
              "      <td>64080.000000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>14</td>\n",
              "      <td>bird</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-3d6af1a6-9f65-4a3a-804e-ffbcfe18733e')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-3d6af1a6-9f65-4a3a-804e-ffbcfe18733e button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-3d6af1a6-9f65-4a3a-804e-ffbcfe18733e');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "                  img_folder      img_filename  ... split annotated\n",
              "928  ../../images/train2017/  000000000078.jpg  ...   NaN         1\n",
              "929  ../../images/train2017/  000000000078.jpg  ...   NaN         1\n",
              "\n",
              "[2 rows x 25 columns]"
            ]
          },
          "execution_count": 17,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "dataset.df.loc[dataset.df['img_filename'] == img_filename] "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "K_JvcxV6N_cR",
        "outputId": "864b22e9-320a-448a-fa10-92e589d20824"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "74 0.762851 0.196119 0.349886 0.385474\n",
            "14 0.2369281045751634 0.7785947712418301 0.39215686274509803 0.4362745098039216\n"
          ]
        }
      ],
      "source": [
        "#Export the annotations in Yolo format\n",
        "dataset.path_to_annotations = 'training/labels/'\n",
        "os.makedirs(dataset.path_to_annotations, exist_ok=True)\n",
        "dataset.export.ExportToYoloV5()\n",
        "\n",
        "#View the Yolo annotations for the above image\n",
        "!cat training/labels/000000000078.txt"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "collapsed_sections": [],
      "name": "Copy of import2.ipynb",
      "provenance": []
    },
    "interpreter": {
      "hash": "de5e368ab5494158da905fb8b1c2e4fef8844fbfaace7cceca0beab983df3a80"
    },
    "kernelspec": {
      "display_name": "Python 3.8.5 64-bit ('penv': venv)",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.8.5"
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "095f51d1b27c4f6d9f686febedd8f3bb": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ButtonModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ButtonModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ButtonView",
            "button_style": "",
            "description": "",
            "disabled": false,
            "icon": "plus",
            "layout": "IPY_MODEL_37230039f6814d619b09aa3c7fecc8df",
            "style": "IPY_MODEL_b9cc6fa3a95542deb1bfd9c490b66cf4",
            "tooltip": ""
          }
        },
        "0ad75529588c4ebfa380ac53bbf6e9a8": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ButtonModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ButtonModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ButtonView",
            "button_style": "",
            "description": "",
            "disabled": false,
            "icon": "arrow-left",
            "layout": "IPY_MODEL_eedf3013b6214ff4a866915578f78fab",
            "style": "IPY_MODEL_985b038973ff4700824359d5eaceb3cc",
            "tooltip": ""
          }
        },
        "188539e7b7b441b98bed0760f0dff270": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ButtonModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ButtonModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ButtonView",
            "button_style": "",
            "description": "Save",
            "disabled": false,
            "icon": "check",
            "layout": "IPY_MODEL_bfc60c33cdc6484e96893c9c2e3efd9c",
            "style": "IPY_MODEL_6488709caa3941e09b5e9b91664c17b0",
            "tooltip": ""
          }
        },
        "18de88b549214e708c6b7809190b890b": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "1be249b01e084e8b89972857e4da2fc8": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ButtonStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ButtonStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "button_color": null,
            "font_weight": ""
          }
        },
        "1d210c2c703c4101b0daa5281e34f68d": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "208b7a5f536a43019797d25cc69c81a4": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "LabelModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "LabelModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "LabelView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_27d0f4720f1f4c248f2a839698afd4cc",
            "placeholder": "​",
            "style": "IPY_MODEL_45b83bd8de8645b58099c3e444e6a2d1",
            "value": "000000000078.jpg"
          }
        },
        "235b2145aad1431fb2f0a755f7c7bc5c": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "LabelModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "LabelModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "LabelView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_9efd8ea9eed44b5cba5a6f4ea9759401",
            "placeholder": "​",
            "style": "IPY_MODEL_ced06c73b3e14c3f830521405e45a0ea",
            "value": "Add class:"
          }
        },
        "2403556cbb5a4edb8c0f83edbeb9d3ac": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "25746bd24e504621a24196cbb4d69ae9": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "35px"
          }
        },
        "272dd98d3dcf4e62b00154404759e85a": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_208b7a5f536a43019797d25cc69c81a4"
            ],
            "layout": "IPY_MODEL_f30b2b95ac7245d182f4c3adaa0bf1eb"
          }
        },
        "27d0f4720f1f4c248f2a839698afd4cc": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "2a53a471a65b46828df58a3b644fe28c": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "VBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "VBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "VBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_f25d44a9caed4337a7d6680e6198b377",
              "IPY_MODEL_4a14e100bf074b218fcf552572574b84",
              "IPY_MODEL_5504bb14d5444636aadfd51a4b2417d7",
              "IPY_MODEL_b16f86d42208495ab1febee44d7315cb"
            ],
            "layout": "IPY_MODEL_85a87c353908457db16e709559d833e9"
          }
        },
        "37230039f6814d619b09aa3c7fecc8df": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "35px"
          }
        },
        "373a68af757b4548a0429e32d1b98be0": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "45b83bd8de8645b58099c3e444e6a2d1": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "4a14e100bf074b218fcf552572574b84": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_c6040f7edfdc4ea496c063f7512c9266",
              "IPY_MODEL_ff82b03c565842c18ee3425a28a27241",
              "IPY_MODEL_e7257c919ec44374977191d0341e93ea",
              "IPY_MODEL_188539e7b7b441b98bed0760f0dff270"
            ],
            "layout": "IPY_MODEL_9b8c8e6660d14a448d226e84bc41105c"
          }
        },
        "5042bf65db774b2a83cb94059e671856": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "35px"
          }
        },
        "521a090a51674bf9b3b1a01a13b29ae7": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ButtonModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ButtonModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ButtonView",
            "button_style": "",
            "description": "Save",
            "disabled": false,
            "icon": "check",
            "layout": "IPY_MODEL_523f485bf919449e86633e177b35ae0d",
            "style": "IPY_MODEL_d4f9b8094aa848ffa92c6361482988cb",
            "tooltip": ""
          }
        },
        "523f485bf919449e86633e177b35ae0d": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "70px"
          }
        },
        "5504bb14d5444636aadfd51a4b2417d7": {
          "model_module": "jupyter-bbox-widget",
          "model_module_version": "^0.4.0",
          "model_name": "BBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "jupyter-bbox-widget",
            "_model_module_version": "^0.4.0",
            "_model_name": "BBoxModel",
            "_view_count": null,
            "_view_module": "jupyter-bbox-widget",
            "_view_module_version": "^0.4.0",
            "_view_name": "BBoxView",
            "bboxes": [
              {
                "height": 14.150016,
                "label": "car",
                "width": 27.749760000000002,
                "x": 467.81983999999994,
                "y": 216.92985
              },
              {
                "height": 11.999994,
                "label": "car",
                "width": 24.35008,
                "x": 522.69024,
                "y": 223.40015100000002
              },
              {
                "height": 8.62011,
                "label": "car",
                "width": 23.319679999999998,
                "x": 436.90016,
                "y": 217.82977499999998
              },
              {
                "height": 14.310191999999999,
                "label": "car",
                "width": 27.150080000000003,
                "x": 586.35968,
                "y": 231.30990599999998
              },
              {
                "height": 119.65999199999999,
                "label": "train",
                "width": 483.42976,
                "x": 47.87040000000002,
                "y": 185.71981200000005
              },
              {
                "height": 11.139899999999999,
                "label": "car",
                "width": 23.55968,
                "x": 497.00992,
                "y": 223.949904
              },
              {
                "height": 5.419998,
                "label": "car",
                "width": 16.72,
                "x": 601.86016,
                "y": 216.639957
              },
              {
                "height": 10.180122,
                "label": "truck",
                "width": 23.88992,
                "x": 333.48032,
                "y": 192.59992499999998
              },
              {
                "height": 7.069896,
                "label": "truck",
                "width": 24.309759999999997,
                "x": 362.36032000000006,
                "y": 197.28017400000002
              },
              {
                "height": 12.800022,
                "label": "car",
                "width": 22.33024,
                "x": 617.67008,
                "y": 237.43003499999998
              },
              {
                "height": 12.65007,
                "label": "car",
                "width": 23.93024,
                "x": 479.14976,
                "y": 219.99981899999997
              },
              {
                "height": 4.289820000000001,
                "label": "car",
                "width": 16.01024,
                "x": 387.48992000000004,
                "y": 200.78998800000002
              },
              {
                "height": 7.809857999999999,
                "label": "car",
                "width": 19.69984,
                "x": 366.69024,
                "y": 196.95023700000002
              },
              {
                "height": 5.10987,
                "label": "car",
                "width": 19.34976,
                "x": 348.79040000000003,
                "y": 198.220143
              },
              {
                "height": 6.209802,
                "label": "car",
                "width": 19.18016,
                "x": 499.87999999999994,
                "y": 219.18019500000003
              },
              {
                "height": 11.59998,
                "label": "car",
                "width": 18.799999999999997,
                "x": 460.42016,
                "y": 217.179912
              }
            ],
            "classes": [
              "suitcase",
              "potted plant",
              "umbrella",
              "cup",
              "oven",
              "tennis racket",
              "train",
              "truck",
              "hot dog",
              "tv",
              "book",
              "toothbrush",
              "pizza",
              "cat",
              "fork",
              "sports ball",
              "backpack",
              "cake",
              "broccoli",
              "dog",
              "dining table",
              "toilet",
              "baseball bat",
              "banana",
              "tie",
              "person",
              "motorcycle",
              "cell phone",
              "couch",
              "bed",
              "stop sign",
              "vase",
              "teddy bear",
              "bottle",
              "knife",
              "zebra",
              "chair",
              "refrigerator",
              "bicycle",
              "spoon",
              "horse",
              "carrot",
              "laptop",
              "frisbee",
              "handbag",
              "giraffe",
              "elephant",
              "airplane",
              "bus",
              "bear",
              "sandwich",
              "boat",
              "remote",
              "skis",
              "scissors",
              "car",
              "bench",
              "baseball glove",
              "clock",
              "bowl",
              "wine glass",
              "kite",
              "mouse",
              "traffic light",
              "snowboard",
              "skateboard",
              "microwave",
              "bird",
              "orange",
              "donut",
              "sink"
            ],
            "colors": [
              "#1f77b4",
              "#ff7f0e",
              "#2ca02c",
              "#d62728",
              "#9467bd",
              "#8c564b",
              "#e377c2",
              "#7f7f7f",
              "#bcbd22",
              "#17becf"
            ],
            "hide_buttons": true,
            "image": "data:image/jpg;base64,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",
            "label": "suitcase",
            "layout": "IPY_MODEL_2403556cbb5a4edb8c0f83edbeb9d3ac",
            "selected_index": -1,
            "view_only": false
          }
        },
        "596dedc99c014a37bfef6459e5851be4": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "5b0eef35c3114bc0976883df9f226afa": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "35px"
          }
        },
        "6488709caa3941e09b5e9b91664c17b0": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ButtonStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ButtonStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "button_color": null,
            "font_weight": ""
          }
        },
        "75b8426fc9cb432289212076022833a6": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_0ad75529588c4ebfa380ac53bbf6e9a8",
              "IPY_MODEL_d15439cbc5434508b2b53728877b1a43",
              "IPY_MODEL_b2f12f64dbd940bd9d5333718fcedc3e",
              "IPY_MODEL_521a090a51674bf9b3b1a01a13b29ae7"
            ],
            "layout": "IPY_MODEL_85288511531045c1a70d65cb8af79ec2"
          }
        },
        "77b8cc47db2545b39b7c782a046af1b5": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "78839b2813524c018fd817bc7d402f59": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "LabelModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "LabelModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "LabelView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_18de88b549214e708c6b7809190b890b",
            "placeholder": "​",
            "style": "IPY_MODEL_373a68af757b4548a0429e32d1b98be0",
            "value": "000000000071.jpg"
          }
        },
        "78b679a447394c27aa6abfb101f84346": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "85288511531045c1a70d65cb8af79ec2": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "85a87c353908457db16e709559d833e9": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "8a793ae9565245ff8ffe12c53486d9c0": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ButtonModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ButtonModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ButtonView",
            "button_style": "",
            "description": "",
            "disabled": false,
            "icon": "plus",
            "layout": "IPY_MODEL_c8e800eaebcb438eb8309492a6d51606",
            "style": "IPY_MODEL_1be249b01e084e8b89972857e4da2fc8",
            "tooltip": ""
          }
        },
        "959f3650c3744f36b5cb35d891b430c9": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "200px"
          }
        },
        "985b038973ff4700824359d5eaceb3cc": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ButtonStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ButtonStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "button_color": null,
            "font_weight": ""
          }
        },
        "9b8c8e6660d14a448d226e84bc41105c": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "9bc80d468eb04972b5506240158de1f5": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ButtonStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ButtonStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "button_color": null,
            "font_weight": ""
          }
        },
        "9efd8ea9eed44b5cba5a6f4ea9759401": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "a1443aa8fb0141c8987a8ab7d0af8fed": {
          "model_module": "jupyter-bbox-widget",
          "model_module_version": "^0.4.0",
          "model_name": "BBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "jupyter-bbox-widget",
            "_model_module_version": "^0.4.0",
            "_model_name": "BBoxModel",
            "_view_count": null,
            "_view_module": "jupyter-bbox-widget",
            "_view_module_version": "^0.4.0",
            "_view_name": "BBoxView",
            "bboxes": [
              {
                "height": 235.910088,
                "label": "clock",
                "width": 214.13023199999998,
                "x": 359.799696,
                "y": 2.0697839999999985
              },
              {
                "height": 267,
                "label": "bird",
                "width": 240,
                "x": 25,
                "y": 343
              }
            ],
            "classes": [
              "suitcase",
              "potted plant",
              "umbrella",
              "cup",
              "oven",
              "tennis racket",
              "train",
              "truck",
              "hot dog",
              "tv",
              "book",
              "toothbrush",
              "pizza",
              "cat",
              "fork",
              "sports ball",
              "backpack",
              "cake",
              "broccoli",
              "dog",
              "dining table",
              "toilet",
              "baseball bat",
              "banana",
              "tie",
              "person",
              "motorcycle",
              "cell phone",
              "couch",
              "bed",
              "stop sign",
              "vase",
              "teddy bear",
              "bottle",
              "knife",
              "zebra",
              "chair",
              "refrigerator",
              "bicycle",
              "spoon",
              "horse",
              "carrot",
              "laptop",
              "frisbee",
              "handbag",
              "giraffe",
              "elephant",
              "airplane",
              "bus",
              "bear",
              "sandwich",
              "boat",
              "remote",
              "skis",
              "scissors",
              "car",
              "bench",
              "baseball glove",
              "clock",
              "bowl",
              "wine glass",
              "kite",
              "mouse",
              "traffic light",
              "snowboard",
              "skateboard",
              "microwave",
              "bird",
              "orange",
              "donut",
              "sink"
            ],
            "colors": [
              "#1f77b4",
              "#ff7f0e",
              "#2ca02c",
              "#d62728",
              "#9467bd",
              "#8c564b",
              "#e377c2",
              "#7f7f7f",
              "#bcbd22",
              "#17becf"
            ],
            "hide_buttons": true,
            "image": "data:image/jpg;base64,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",
            "label": "suitcase",
            "layout": "IPY_MODEL_b862e67fd9e046b09827027203d188c6",
            "selected_index": -1,
            "view_only": false
          }
        },
        "a4c8d00e3d8e40deb318fd12e9f5e603": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "aa07cdf7e2f64a01bb0342985bd3b896": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "200px"
          }
        },
        "b16f86d42208495ab1febee44d7315cb": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_db4e687df7af452bb2ffd3fa7c356b9c",
              "IPY_MODEL_bdbaac26113243129208e37b569e35e6",
              "IPY_MODEL_8a793ae9565245ff8ffe12c53486d9c0"
            ],
            "layout": "IPY_MODEL_a4c8d00e3d8e40deb318fd12e9f5e603"
          }
        },
        "b2f12f64dbd940bd9d5333718fcedc3e": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ButtonModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ButtonModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ButtonView",
            "button_style": "",
            "description": "",
            "disabled": false,
            "icon": "arrow-right",
            "layout": "IPY_MODEL_5b0eef35c3114bc0976883df9f226afa",
            "style": "IPY_MODEL_b7eb2cf852d24f04a1a2679bfffbc71b",
            "tooltip": ""
          }
        },
        "b633bc2e51ea45a9a19530200527d880": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "b7eb2cf852d24f04a1a2679bfffbc71b": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ButtonStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ButtonStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "button_color": null,
            "font_weight": ""
          }
        },
        "b862e67fd9e046b09827027203d188c6": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "b9cc6fa3a95542deb1bfd9c490b66cf4": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ButtonStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ButtonStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "button_color": null,
            "font_weight": ""
          }
        },
        "bdb6d9c5df3448c38721ca2a1065fafc": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "bdbaac26113243129208e37b569e35e6": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "TextModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "TextModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "TextView",
            "continuous_update": true,
            "description": "",
            "description_tooltip": null,
            "disabled": false,
            "layout": "IPY_MODEL_aa07cdf7e2f64a01bb0342985bd3b896",
            "placeholder": "​",
            "style": "IPY_MODEL_77b8cc47db2545b39b7c782a046af1b5",
            "value": ""
          }
        },
        "bfc60c33cdc6484e96893c9c2e3efd9c": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "70px"
          }
        },
        "c6040f7edfdc4ea496c063f7512c9266": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ButtonModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ButtonModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ButtonView",
            "button_style": "",
            "description": "",
            "disabled": false,
            "icon": "arrow-left",
            "layout": "IPY_MODEL_5042bf65db774b2a83cb94059e671856",
            "style": "IPY_MODEL_9bc80d468eb04972b5506240158de1f5",
            "tooltip": ""
          }
        },
        "c8e800eaebcb438eb8309492a6d51606": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "35px"
          }
        },
        "ca5a4dab5ecd4adeacf0fefe68d9792f": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "ced06c73b3e14c3f830521405e45a0ea": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "d15439cbc5434508b2b53728877b1a43": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "LabelModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "LabelModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "LabelView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_78b679a447394c27aa6abfb101f84346",
            "placeholder": "​",
            "style": "IPY_MODEL_bdb6d9c5df3448c38721ca2a1065fafc",
            "value": "126 / 126"
          }
        },
        "d4f9b8094aa848ffa92c6361482988cb": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ButtonStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ButtonStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "button_color": null,
            "font_weight": ""
          }
        },
        "db4e687df7af452bb2ffd3fa7c356b9c": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "LabelModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "LabelModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "LabelView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_b633bc2e51ea45a9a19530200527d880",
            "placeholder": "​",
            "style": "IPY_MODEL_596dedc99c014a37bfef6459e5851be4",
            "value": "Add class:"
          }
        },
        "dd825888e51f4bf18caaaccc552bfb00": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e0b8fcc4765146e288e09211491c820e": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ButtonStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ButtonStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "button_color": null,
            "font_weight": ""
          }
        },
        "e3fb0bffd9ee4dacb88740b82e08bd39": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e607b0a292604f06a748323036717507": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e7257c919ec44374977191d0341e93ea": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ButtonModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ButtonModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ButtonView",
            "button_style": "",
            "description": "",
            "disabled": false,
            "icon": "arrow-right",
            "layout": "IPY_MODEL_25746bd24e504621a24196cbb4d69ae9",
            "style": "IPY_MODEL_e0b8fcc4765146e288e09211491c820e",
            "tooltip": ""
          }
        },
        "e916b97420a64697bf34b979334d3f47": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "TextModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "TextModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "TextView",
            "continuous_update": true,
            "description": "",
            "description_tooltip": null,
            "disabled": false,
            "layout": "IPY_MODEL_959f3650c3744f36b5cb35d891b430c9",
            "placeholder": "​",
            "style": "IPY_MODEL_ca5a4dab5ecd4adeacf0fefe68d9792f",
            "value": ""
          }
        },
        "eedf3013b6214ff4a866915578f78fab": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "35px"
          }
        },
        "f099d32e268f49b19c6da8036e1bc7c6": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "f25d44a9caed4337a7d6680e6198b377": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_78839b2813524c018fd817bc7d402f59"
            ],
            "layout": "IPY_MODEL_f099d32e268f49b19c6da8036e1bc7c6"
          }
        },
        "f30b2b95ac7245d182f4c3adaa0bf1eb": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "f6efbbaba577489594e83579e4948700": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "VBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "VBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "VBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_272dd98d3dcf4e62b00154404759e85a",
              "IPY_MODEL_75b8426fc9cb432289212076022833a6",
              "IPY_MODEL_a1443aa8fb0141c8987a8ab7d0af8fed",
              "IPY_MODEL_fee52791236d4e6b856df9d7e4765cb0"
            ],
            "layout": "IPY_MODEL_e607b0a292604f06a748323036717507"
          }
        },
        "fee52791236d4e6b856df9d7e4765cb0": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_235b2145aad1431fb2f0a755f7c7bc5c",
              "IPY_MODEL_e916b97420a64697bf34b979334d3f47",
              "IPY_MODEL_095f51d1b27c4f6d9f686febedd8f3bb"
            ],
            "layout": "IPY_MODEL_dd825888e51f4bf18caaaccc552bfb00"
          }
        },
        "ff82b03c565842c18ee3425a28a27241": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "LabelModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "LabelModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "LabelView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_e3fb0bffd9ee4dacb88740b82e08bd39",
            "placeholder": "​",
            "style": "IPY_MODEL_1d210c2c703c4101b0daa5281e34f68d",
            "value": "5 / 126"
          }
        }
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}