{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "HdOqDjwlF9_k",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "outputId": "c1d501d6-889e-4742-8a94-88e8fa54f68a"
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "\u001b[?25l     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/719.8 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K     \u001b[91m━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m153.6/719.8 kB\u001b[0m \u001b[31m4.4 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m719.8/719.8 kB\u001b[0m \u001b[31m11.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m521.2/521.2 kB\u001b[0m \u001b[31m52.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m54.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m115.3/115.3 kB\u001b[0m \u001b[31m16.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.8/134.8 kB\u001b[0m \u001b[31m18.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.6/1.6 MB\u001b[0m \u001b[31m88.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hMounted at /content/gdrive\n"
     ]
    }
   ],
   "source": [
    "import Path\n",
    "\n",
    "# hide\n",
    "! [ -e /content ] && pip install -Uqq fastbook\n",
    "import fastbook\n",
    "\n",
    "fastbook.setup_book()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "id": "SsUsgbiBF9_l",
    "ExecuteTime": {
     "start_time": "2023-11-30T15:03:59.271720253Z"
    }
   },
   "outputs": [],
   "source": [
    "# hide\n",
    "from fastbook import *\n",
    "from fastai.vision.widgets import *"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Utility to download images"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [],
   "source": [
    "from io import BytesIO\n",
    "import requests\n",
    "from PIL import Image, UnidentifiedImageError\n",
    "\n",
    "SEARCH_URL = \"https://huggingface.co/api/experimental/images/search\"\n",
    "\n",
    "\n",
    "def get_image_urls_by_term(search_term: str, count=150):\n",
    "    params = {\n",
    "        \"q\": search_term,\n",
    "        \"license\": \"public\",\n",
    "        \"imageType\": \"photo\",\n",
    "        \"count\": count,\n",
    "    }\n",
    "    response = requests.get(SEARCH_URL, params=params)\n",
    "    response.raise_for_status()\n",
    "    response_data = response.json()\n",
    "    image_urls = [img[\"thumbnailUrl\"] for img in response_data[\"value\"]]\n",
    "    return image_urls\n",
    "\n",
    "\n",
    "def gen_images_from_urls(urls):\n",
    "    num_skipped = 0\n",
    "    for url in urls:\n",
    "        response = requests.get(url)\n",
    "        if not response.status_code == 200:\n",
    "            num_skipped += 1\n",
    "        try:\n",
    "            img = Image.open(BytesIO(response.content))\n",
    "            yield img\n",
    "        except UnidentifiedImageError:\n",
    "            num_skipped += 1\n",
    "\n",
    "    print(f\"Retrieved {len(urls) - num_skipped} images. Skipped {num_skipped}.\")\n",
    "\n",
    "\n",
    "def urls_to_image_folder(urls, save_directory):\n",
    "    for i, image in enumerate(gen_images_from_urls(urls)):\n",
    "        image.save(save_directory / f\"{i}.jpg\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-02T13:35:38.857136126Z",
     "start_time": "2023-12-02T13:35:38.755016947Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Download images"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading 2 images of 'drill-driver'...\n",
      "Retrieved 2 images. Skipped 0.\n",
      "Downloading 2 images of 'hammer-drill'...\n",
      "Retrieved 2 images. Skipped 0.\n",
      "Downloading 2 images of 'screwgun'...\n",
      "Retrieved 2 images. Skipped 0.\n",
      "Downloading 2 images of 'electric-screwdriver'...\n",
      "Retrieved 2 images. Skipped 0.\n"
     ]
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "\n",
    "from pathlib import Path\n",
    "\n",
    "types = \"drill-driver\", \"hammer-drill\", \"screwgun\", \"electric-screwdriver\"\n",
    "path = Path(\"images/tools\")\n",
    "path.mkdir(exist_ok=True)\n",
    "how_many_images = 2\n",
    "\n",
    "for image_type in types:\n",
    "    dest = path / image_type\n",
    "    dest.mkdir(exist_ok=True)\n",
    "    print(f\"Downloading {how_many_images} images of '{image_type}'...\")\n",
    "    urls = get_image_urls_by_term(search_term=f\"{image_type}\", count=how_many_images)\n",
    "    urls_to_image_folder(urls, dest)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-02T13:38:01.424409948Z",
     "start_time": "2023-12-02T13:37:58.326282971Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "id": "4MPLw1fzF9_y",
    "outputId": "3fc8be7b-bc21-4510-f931-275b49f389f7",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 145
    },
    "ExecuteTime": {
     "end_time": "2023-11-30T15:03:24.056451504Z",
     "start_time": "2023-11-30T15:03:23.961715482Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<PIL.Image.Image image mode=RGB size=128x119>",
      "image/png": "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",
      "image/jpeg": "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"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image.open(f\"{path}/electric-screwdriver/electric-screwdriver-0001.jpg\").to_thumb(\n",
    "    128, 128\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "id": "ebBK5zFPF9_z",
    "outputId": "139d822a-1517-4490-931f-e022028506e7",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "ExecuteTime": {
     "end_time": "2023-11-30T15:04:06.964814609Z",
     "start_time": "2023-11-30T15:04:06.861825811Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "(#0) []"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fns = get_image_files(path)\n",
    "fns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "cELBHPRuF9_0",
    "outputId": "b229e30b-b4d0-4136-89b3-ee4ababa8c58",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "ExecuteTime": {
     "end_time": "2023-11-30T15:04:08.275699010Z",
     "start_time": "2023-11-30T15:04:08.209565494Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "(#0) []"
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "failed = verify_images(fns)\n",
    "failed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "id": "XmziJKlIF9_0"
   },
   "outputs": [],
   "source": [
    "failed.map(Path.unlink);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "4LotPk4EF9_2",
    "ExecuteTime": {
     "end_time": "2023-11-30T15:05:16.836427758Z",
     "start_time": "2023-11-30T15:05:16.583760995Z"
    }
   },
   "outputs": [],
   "source": [
    "tools = DataBlock(\n",
    "    blocks=(ImageBlock, CategoryBlock),\n",
    "    get_items=get_image_files,\n",
    "    splitter=RandomSplitter(valid_pct=0.2, seed=42),\n",
    "    get_y=parent_label,\n",
    "    item_tfms=Resize(128),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "id": "WXkUyFYWF9_3",
    "ExecuteTime": {
     "end_time": "2023-11-30T15:05:19.305594086Z",
     "start_time": "2023-11-30T15:05:19.242460453Z"
    }
   },
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "'NoneType' object is not iterable",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[14], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m dls \u001b[38;5;241m=\u001b[39m \u001b[43mtools\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdataloaders\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpath\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/Dev/deep-learning-recognize-tools-hf/.direnv/python-3.11/lib/python3.11/site-packages/fastai/data/block.py:155\u001b[0m, in \u001b[0;36mDataBlock.dataloaders\u001b[0;34m(self, source, path, verbose, **kwargs)\u001b[0m\n\u001b[1;32m    149\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdataloaders\u001b[39m(\u001b[38;5;28mself\u001b[39m, \n\u001b[1;32m    150\u001b[0m     source, \u001b[38;5;66;03m# The data source\u001b[39;00m\n\u001b[1;32m    151\u001b[0m     path:\u001b[38;5;28mstr\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;66;03m# Data source and default `Learner` path \u001b[39;00m\n\u001b[1;32m    152\u001b[0m     verbose:\u001b[38;5;28mbool\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, \u001b[38;5;66;03m# Show verbose messages\u001b[39;00m\n\u001b[1;32m    153\u001b[0m     \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m    154\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m DataLoaders:\n\u001b[0;32m--> 155\u001b[0m     dsets \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdatasets\u001b[49m\u001b[43m(\u001b[49m\u001b[43msource\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mverbose\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mverbose\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    156\u001b[0m     kwargs \u001b[38;5;241m=\u001b[39m {\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdls_kwargs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mverbose\u001b[39m\u001b[38;5;124m'\u001b[39m: verbose}\n\u001b[1;32m    157\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m dsets\u001b[38;5;241m.\u001b[39mdataloaders(path\u001b[38;5;241m=\u001b[39mpath, after_item\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mitem_tfms, after_batch\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbatch_tfms, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
      "File \u001b[0;32m~/Dev/deep-learning-recognize-tools-hf/.direnv/python-3.11/lib/python3.11/site-packages/fastai/data/block.py:147\u001b[0m, in \u001b[0;36mDataBlock.datasets\u001b[0;34m(self, source, verbose)\u001b[0m\n\u001b[1;32m    145\u001b[0m splits \u001b[38;5;241m=\u001b[39m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msplitter \u001b[38;5;129;01mor\u001b[39;00m RandomSplitter())(items)\n\u001b[1;32m    146\u001b[0m pv(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlen\u001b[39m(splits)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m datasets of sizes \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m,\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mjoin([\u001b[38;5;28mstr\u001b[39m(\u001b[38;5;28mlen\u001b[39m(s))\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mfor\u001b[39;00m\u001b[38;5;250m \u001b[39ms\u001b[38;5;250m \u001b[39m\u001b[38;5;129;01min\u001b[39;00m\u001b[38;5;250m \u001b[39msplits])\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, verbose)\n\u001b[0;32m--> 147\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mDatasets\u001b[49m\u001b[43m(\u001b[49m\u001b[43mitems\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtfms\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_combine_type_tfms\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msplits\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msplits\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdl_type\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdl_type\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_inp\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mn_inp\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mverbose\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mverbose\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/Dev/deep-learning-recognize-tools-hf/.direnv/python-3.11/lib/python3.11/site-packages/fastai/data/core.py:454\u001b[0m, in \u001b[0;36mDatasets.__init__\u001b[0;34m(self, items, tfms, tls, n_inp, dl_type, **kwargs)\u001b[0m\n\u001b[1;32m    445\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m, \n\u001b[1;32m    446\u001b[0m     items:\u001b[38;5;28mlist\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;66;03m# List of items to create `Datasets`\u001b[39;00m\n\u001b[1;32m    447\u001b[0m     tfms:MutableSequence\u001b[38;5;241m|\u001b[39mPipeline\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;66;03m# List of `Transform`(s) or `Pipeline` to apply\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    451\u001b[0m     \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m    452\u001b[0m ):\n\u001b[1;32m    453\u001b[0m     \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39m\u001b[38;5;21m__init__\u001b[39m(dl_type\u001b[38;5;241m=\u001b[39mdl_type)\n\u001b[0;32m--> 454\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtls \u001b[38;5;241m=\u001b[39m L(tls \u001b[38;5;28;01mif\u001b[39;00m tls \u001b[38;5;28;01melse\u001b[39;00m \u001b[43m[\u001b[49m\u001b[43mTfmdLists\u001b[49m\u001b[43m(\u001b[49m\u001b[43mitems\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mt\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mL\u001b[49m\u001b[43m(\u001b[49m\u001b[43mifnone\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtfms\u001b[49m\u001b[43m,\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m]\u001b[49m)\n\u001b[1;32m    455\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mn_inp \u001b[38;5;241m=\u001b[39m ifnone(n_inp, \u001b[38;5;28mmax\u001b[39m(\u001b[38;5;241m1\u001b[39m, \u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtls)\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m))\n",
      "File \u001b[0;32m~/Dev/deep-learning-recognize-tools-hf/.direnv/python-3.11/lib/python3.11/site-packages/fastai/data/core.py:454\u001b[0m, in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m    445\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m, \n\u001b[1;32m    446\u001b[0m     items:\u001b[38;5;28mlist\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;66;03m# List of items to create `Datasets`\u001b[39;00m\n\u001b[1;32m    447\u001b[0m     tfms:MutableSequence\u001b[38;5;241m|\u001b[39mPipeline\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;66;03m# List of `Transform`(s) or `Pipeline` to apply\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    451\u001b[0m     \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m    452\u001b[0m ):\n\u001b[1;32m    453\u001b[0m     \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39m\u001b[38;5;21m__init__\u001b[39m(dl_type\u001b[38;5;241m=\u001b[39mdl_type)\n\u001b[0;32m--> 454\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtls \u001b[38;5;241m=\u001b[39m L(tls \u001b[38;5;28;01mif\u001b[39;00m tls \u001b[38;5;28;01melse\u001b[39;00m [\u001b[43mTfmdLists\u001b[49m\u001b[43m(\u001b[49m\u001b[43mitems\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m t \u001b[38;5;129;01min\u001b[39;00m L(ifnone(tfms,[\u001b[38;5;28;01mNone\u001b[39;00m]))])\n\u001b[1;32m    455\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mn_inp \u001b[38;5;241m=\u001b[39m ifnone(n_inp, \u001b[38;5;28mmax\u001b[39m(\u001b[38;5;241m1\u001b[39m, \u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtls)\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m))\n",
      "File \u001b[0;32m~/Dev/deep-learning-recognize-tools-hf/.direnv/python-3.11/lib/python3.11/site-packages/fastcore/foundation.py:98\u001b[0m, in \u001b[0;36m_L_Meta.__call__\u001b[0;34m(cls, x, *args, **kwargs)\u001b[0m\n\u001b[1;32m     96\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__call__\u001b[39m(\u001b[38;5;28mcls\u001b[39m, x\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m     97\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m args \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m kwargs \u001b[38;5;129;01mand\u001b[39;00m x \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(x,\u001b[38;5;28mcls\u001b[39m): \u001b[38;5;28;01mreturn\u001b[39;00m x\n\u001b[0;32m---> 98\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__call__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/Dev/deep-learning-recognize-tools-hf/.direnv/python-3.11/lib/python3.11/site-packages/fastai/data/core.py:368\u001b[0m, in \u001b[0;36mTfmdLists.__init__\u001b[0;34m(self, items, tfms, use_list, do_setup, split_idx, train_setup, splits, types, verbose, dl_type)\u001b[0m\n\u001b[1;32m    366\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m do_setup:\n\u001b[1;32m    367\u001b[0m     pv(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSetting up \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtfms\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, verbose)\n\u001b[0;32m--> 368\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msetup\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtrain_setup\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtrain_setup\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/Dev/deep-learning-recognize-tools-hf/.direnv/python-3.11/lib/python3.11/site-packages/fastai/data/core.py:397\u001b[0m, in \u001b[0;36mTfmdLists.setup\u001b[0;34m(self, train_setup)\u001b[0m\n\u001b[1;32m    395\u001b[0m         x \u001b[38;5;241m=\u001b[39m f(x)\n\u001b[1;32m    396\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtypes\u001b[38;5;241m.\u001b[39mappend(\u001b[38;5;28mtype\u001b[39m(x))\n\u001b[0;32m--> 397\u001b[0m types \u001b[38;5;241m=\u001b[39m L\u001b[43m(\u001b[49m\u001b[43mt\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mis_listy\u001b[49m\u001b[43m(\u001b[49m\u001b[43mt\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[43mt\u001b[49m\u001b[43m]\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mt\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtypes\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mconcat()\u001b[38;5;241m.\u001b[39munique()\n\u001b[1;32m    398\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpretty_types \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mjoin([\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m  - \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mt\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m t \u001b[38;5;129;01min\u001b[39;00m types])\n",
      "\u001b[0;31mTypeError\u001b[0m: 'NoneType' object is not iterable"
     ]
    }
   ],
   "source": [
    "dls = tools.dataloaders(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "id": "b19WFPZGF9_3",
    "outputId": "fe54028d-e2fe-4e3f-f28f-b4e642d16952",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 514
    }
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 8 Axes>"
      ],
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "dls.valid.show_batch(max_n=8, nrows=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "3KcNaluFF9_7"
   },
   "outputs": [],
   "source": [
    "tools = tools.new(\n",
    "    item_tfms=RandomResizedCrop(224, min_scale=0.5), batch_tfms=aug_transforms()\n",
    ")\n",
    "dls = tools.dataloaders(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "id": "A2MoEPrlF9_7",
    "outputId": "2ae55d27-b031-4d7f-a24b-002df1390197",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 273
    }
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "Downloading: \"https://download.pytorch.org/models/resnet18-f37072fd.pth\" to /root/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth\n",
      "100%|██████████| 44.7M/44.7M [00:00<00:00, 96.8MB/s]\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ]
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.972616</td>\n",
       "      <td>1.243055</td>\n",
       "      <td>0.450820</td>\n",
       "      <td>00:17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ]
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ]
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.253197</td>\n",
       "      <td>0.769188</td>\n",
       "      <td>0.319672</td>\n",
       "      <td>00:17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1.058459</td>\n",
       "      <td>0.577668</td>\n",
       "      <td>0.180328</td>\n",
       "      <td>00:15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.894769</td>\n",
       "      <td>0.542168</td>\n",
       "      <td>0.172131</td>\n",
       "      <td>00:17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.783610</td>\n",
       "      <td>0.528302</td>\n",
       "      <td>0.163934</td>\n",
       "      <td>00:23</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ]
     },
     "metadata": {}
    }
   ],
   "source": [
    "learn = vision_learner(dls, resnet18, metrics=error_rate)\n",
    "learn.fine_tune(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "Rw08kYMqF9_8",
    "outputId": "10d7781c-0e64-42b2-e3ff-fd5eac03c6e1",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 504
    }
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ]
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "text/html": []
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ]
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "text/html": []
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "interp = ClassificationInterpretation.from_learner(learn)\n",
    "interp.plot_confusion_matrix()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "id": "lC87nXsgF9_8",
    "outputId": "ef57c2f4-d4f5-4ae1-e84f-c34d43ed8266",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    }
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ]
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "text/html": []
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 300x1200 with 4 Axes>"
      ],
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "interp.plot_top_losses(4, nrows=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "id": "wybuqBHUF9_8",
    "outputId": "557798bf-78d7-48d6-f3ae-04423509c04d",
    "colab": {
     "referenced_widgets": [
      "1a9a4248b515482cb7af8f74aa0b5a9b",
      "4df8a4c77c354b5295c2a8b947fb42bf",
      "a65a05c14d5d4f61814ebdc27b3e1739",
      "276b8803fd4144ac9e0e8e5f2c062e6d",
      "d2436fff38ae4907b4a6fb099d1cdadf",
      "83a7ded9538341e59c633c7d93089e68",
      "d879efd1743b44dcb32d13148c14b809",
      "d4d42565de7541ccb74990f035135308",
      "7ec6a269b29b411184674e9dbfccc455",
      "0cbbb4bb1d6446f6bb1e9a634e593a03",
      "600cdffcdc3545ea87c330f065a1dd7d",
      "f47f42dfd39b414ba48b8669ac5e8bdb",
      "82e05e56fddc4496841626a125ee23ce",
      "9ccecc0368a94555870532479fa97647",
      "4f7096c8aa8644a3b7f4b8ffa26d7382",
      "022adffb8b014d92bf1e606c932e07a7",
      "02cd4e56c63f439e9407ae475c752526",
      "e5902513ebe04467ac0419ec708e12d7",
      "ad90ce24a39b4859858b9648f0b3d352",
      "61d8b23efa4246ac96b82b175d213761",
      "ac75d6e41ff5461285edb5e4e725085b",
      "c2f642d90d6b4ec69bebc92b0be7ca06",
      "901ac3d460fa4dbe92e0d02f9c78fe98",
      "e3f1464fd149412aa33d060a01fde921",
      "9939177c6e8d47d98be7c8f42947ad17",
      "da1061c7139447bd9b2074c2567d698a",
      "e26570865cf948dc877a58abbdf56804",
      "98c52ce3807146d78e1d50866e54db27",
      "d6893b86160740b2b743b14b1fe517cd",
      "a02adad82dee4f16b1a6c28d6e5c53b4",
      "b1713ef44a614d27903815339bb67635",
      "600b76d375ab4de98a7682797de86487",
      "1af64084ab504ba393b2f8d8fe851345",
      "e5abae139d1e4991a329560ad3ee5943",
      "4195d5f988424760a65d0cd1a12f12a1",
      "189f5f8f9cc04a86afb9b8b1a76e7083",
      "b179256660b64bd88c9b61bacd0543be",
      "ac39a24db142412caf4ed6070978f409",
      "55e2b57ea4c54679a098a8ab97ef4e1f",
      "9fbbda98ee0f4ab9ba6af858b1668277",
      "277fe2fee4a24eaa9eb833a7e9042f57",
      "c0e7d3c77df5426b8d1a0f827e2797d0",
      "9d4eb94fdb5649b2be25ba224e9192fd",
      "a25015571af54ed4ae4ce9c5aab2e978",
      "80a2fac2e60d4c35a88148a728e9a93b",
      "1ce4dd379b4946c384ea7a61cc032b53",
      "45ec99e73e5848ceab35340f6cbed67d",
      "2b0decef2ff941d6a0756f5dc8ea15f7",
      "adf569bf759e4b60a09dbdb219b6a3bd",
      "a82c4dc097a54f85bfba88658d8d52b3",
      "10e85d3c657648ce8621c44efead2d38",
      "bf4225d27db54d928ca94fa3e54cf435",
      "ca9970a1222a49099c07c78a05eadc1d",
      "6890ae0b0b354194a2fe26e9536f3ed6",
      "d75b159f4460473db5485d570c0dd624",
      "209b9a1213bb447c9cfe25fd60fba6b8",
      "99c8c4dd4e5944ab861e4406fae81837",
      "03464637ff654f5fb6b28f78f791f141",
      "47796e3a6dd1419eb0287aa5307c3618",
      "4a29c65332e545d883bd73d50d918c25",
      "f317c8750ab7428d970415817b2f1240",
      "d9c6dfb34b954639b50a402078b879e1",
      "0698ca0f84cd4bdeaf0602aac4f9ac6a",
      "da3fe33f0b824c7987d443899d102c31",
      "eee6395623d14bdc8eb99346cd78f513",
      "3cba94889ca943d9b3526f7447ded461",
      "3145374a68304d038a2a1bdc9da6197f",
      "43b4125a44ba48fbba4f24e4342334f4",
      "833317533d044a95a650d4c5870c3d61",
      "94ca6c102c1240c08c6cd4495f5a232f",
      "dc19fc2452664f999a700cef47654804",
      "3dec9e5f24604ad7a6ebc9353bd963c2",
      "29ec9f20a5fc425f8be88dbb99e48a70",
      "e73e4993855d4029a8ab73c6440d5b41",
      "9d97ddf3e41b49789fb6726bd6bce96f",
      "5940350ae5074c0192600e406f7da536",
      "5b765bea0d164cc089900875f4243c2c",
      "73c0143ac813492fae453bc34fff567e",
      "c6d3f0b9b19949b0b1856e45083804f4",
      "d76c69274284468c836e7afd52832207",
      "4b6bfd9b261c4b7ba6601a3efc01b712",
      "c03ab1ffa8804e1f817db4ce246d9686",
      "e146484d6045411e89e09ee10f2fc302",
      "93d9df19a1fb4ccdbada2d226e0fa383",
      "3cdd59e652274d91aacccebc6ee27882",
      "ad223186e34841c8be9d0abc6c093e79",
      "c65cdae453b1418a921c2250168a1b67",
      "d10919aa36de49df96d08a9d2c181932",
      "0016f89a99d7489d820f720ccae60da2",
      "83db50f6e02e4a169ce6f7bb1916c9b6",
      "f8f0da5174294e2bbd257e871cd4175f",
      "e1c0df31266f4834b05fc94de3a7b870",
      "23b1037e6f614ef2ac0d0f2646739a80",
      "f6cbf2be46644626aa78f34174b7f5fa",
      "5da6265f92764f24872bce11f00963cf",
      "2dc11e90f4334e07bda4701804728452",
      "6e6ae5e1112a42e29a1843c4bc0dc5af",
      "c4f11f1182404c7ca476356c9e535059",
      "7aee020f96694e7c9873c364aa6ff5e1",
      "ec168fbd93c34d82bab1e73d66fca2fa",
      "5674a609717443e5a3c8829916a00db1",
      "0a93072f02d543108ccb0f41200e1018",
      "2e4931c8b91f4564aa2aaefd988bd287",
      "9acdedd0fc754307917da4f4a9d14723",
      "87478dfbf5754fb88e1662e880dc877a",
      "f07e8986a229435c9552d971c60c7028",
      "32a6c5abe94446babb9fb23dff5f5cf3",
      "88da7bbd3a7046d59099b9bd0ef1c6e3",
      "64883280a3734931ada40aa31d010b31",
      "68b928b2dc2c4ec5945d955e035d9813",
      "cd2d605a3d6f4286bb164af04353490a",
      "272a39d7752b4085ba375951014643ac",
      "091c91d05076480f940df59d37b944b3",
      "c6d2fb0710fd4be9a7025a36fef86d22",
      "00b441d8b9b94248be9135d03941e942",
      "b439dcbb065740b599a8c019c345bf13",
      "eaa97788cd3f4a95adf5cfe0388f6b2c",
      "a8ce39458d6f4948b42b36f1178da608",
      "34a67d9b66f44bd9a62ea1477c1d35e2",
      "22a964fd7bd74f158beb28d73b4fec0e",
      "74e13800b46b4462b8fac1e592c3fa3f",
      "736c3d379dcd458d95c29cbe1b581066",
      "8352411bb78c4cc0bc83558326f119fa",
      "627d134b18a5461c97f7ff66a505f6ee",
      "c07bd280f0bd481da01b5a12c938fc19",
      "93aa2f9419984a2ca37b2943ddde9d1f",
      "368d885375934fa19e2a755ad5f00181",
      "ee3e3cd4bdb143089e3a1997dcd4837f",
      "aa6692c2b8814f0c8a7451f48328b957",
      "da13f0ad62fb496bba1a4247400e2a10",
      "2820942c2e3340dd84e77b4f8bbeaf4c",
      "1cf8c02c6cc0437b84ffbf71a122312b",
      "40a931fd1dbd4cab905d0c3bee565a97",
      "89d4873b238f4ae89e43c1451a2ce079",
      "13190bc660d5435499ea9bde721cef4d",
      "16be29a9e596464ea7703ebf8ea24987",
      "673c9fe896294b46b0699b7b7a91f649",
      "f615534b19eb44c49b127ce0e00397ec",
      "3b958c3b522b4b0585110295e5d9aedb",
      "35cfb46b0941467780c708cb04f3c770",
      "356e92c2b7fa4a29a06a9108eff55f44",
      "b82aa497205740cf9a644d62606f9653",
      "c2bab4220418432081f2b29a37309a97",
      "c525c877472048c7a0bfb0eea7dea7db",
      "7cf905c2919747da80a26d7a5eeba3aa",
      "46d09841111446dd935e801193b4ec20",
      "25dce8bce55447b69c26029c2dd15d5e",
      "6832d35d44cd491f993696da68253fe5",
      "79057b3d8f314a268b9bbd23e78bd8e6",
      "d590084f7bdc4ca28a50786aef0513a5",
      "7242fef3ba4b4fc4bb779455170f01f5",
      "871e16f0f63a4ac68c2b640bbb195634",
      "853ac17073c04655a515026928ed4510",
      "b00f2b86dde141ea9589a1b221df3de0",
      "b60aadb9a5e849759316e023d91bb396",
      "560c4ed0398b4e3e94f66e3d196a1808",
      "30c01aa0f26a44e88ea288d8e2473c19",
      "57df4de536e64e5190e03218b16f5a95",
      "2ebff847a5ac4df3b212d7a0be3f53a4",
      "56ac99d34b834051990497dd8d6535a4",
      "947052e0962944ad8c6e2bfffe50fec4",
      "8c974fbeb2ec497b828896cbf48085a5",
      "2824b70cd2ae488e9af78b800cd5b3e3",
      "8e82c9c24d434326b2ecd6549186193f",
      "862d5044c9684df1bed9d38490eeabff",
      "77aec2e7faf4458794f3c2c0f9ee5b47",
      "d68a42e7b4da4c65a5f3abe6ce56ddae",
      "8326fbf5410449a7804230540db186bb",
      "cbede292e3bc417284a06afa04eff8ea",
      "5e1c47b99b16400aacc38dc0ac8a629a",
      "6dab64a46e0b4ccd83377120fdd47fe4",
      "9a30263c6cc64e5d9bd510d09086dda4",
      "4b3ac14442784a30992280d5e85130e8",
      "3a93f020380d46b59803292d8c42bb02",
      "28bd0f5f5228415a93a2ffd28b221935",
      "4a2743186c1a4126aec8958e7d5d321c",
      "6a1d5bf7facd4a2299d7107c8af18097",
      "ae33e05d5f704eb5b56abd030061f146",
      "1ec91c1cdd3c4ff088f9b18bfa11ab3d",
      "87b6a054a078435895bd08ef04929f7b",
      "6bead63fce584fdf9952d289f1cbdcb3",
      "6a2c2b970598489a8cc25404dd5541a1",
      "14f5dfec8a864272bc1332c71c20d897",
      "f3a01883a7e244648bc759aa6f3f200d",
      "9fe917d78c21490a9e9e2f52c6534e3c",
      "39a83fff4cc44ffc8b30fd47be0c2c7b",
      "7b86cd95a26e46f4b6054c5edccf244c",
      "19531c15977b412e84c34c191f50d747",
      "417ef8d01ec2441e96386988df91d8f8",
      "228998286af242c784cfa1f27d8791aa",
      "6de5b3797f0849a9916b21e60579636d",
      "6c8de9b6fc65499c8f24f7b119990ac3",
      "90bcbb3659df4b53ae5ab664890ca731",
      "6cc329636127420583a3a754e3e5a2cb",
      "a0e23b454cbb4392b5e77ba15bdd439a",
      "aad469b564074ed39cf4a8290cfd4658",
      "7f10bb86fdf849838aa4828877118d84",
      "ecc5c44e111b46fbbb83b63293366fc0",
      "66c8fde5cdcb462dae2ebe662205d9ed",
      "152ba3b1259d4b7cbf5186771543b63c",
      "fce2bfd51f124f97b353c8c3840265de",
      "c29326894dee458d97208642e0c23d1f",
      "70761c1b6700437a9d6c0fe5b6a50fcd",
      "e9c48d2e1b1b4ba5b0362e574729ad5a",
      "5fbe727192c44acd973b7cc3c4fb5360",
      "c3dce82f0e01475a839794ea41045a27",
      "607b4d98190a45f7800b78ecdd83f924",
      "dc45328e321f4f2a889a91ce5b14b4f6",
      "5fdf455bea904e29be73647b2b26df60",
      "34148629122f4de0a35c12a3c4eb94fe",
      "98755329311b4e8b84b40898d6d6c1e3",
      "96745a65c7b24a1880eb5783ed98eb35",
      "5d8bf52c6e364f57a3bcd6086c3eb625",
      "60d43ffd87e04d75804763f8ba0573f5",
      "7134aad4e9c140419b1c10a521450643",
      "4293ca690eb34a02a918dcde30acec5e",
      "7d5512c17d6241298c56ac223f9adff7",
      "1bb1436c40fb4bd19d10c7d4fb93f3ae",
      "ff9b2876ef50400896d683625f9708f6",
      "02da653ccdfa4e239796572bf373d4f2"
     ],
     "base_uri": "https://localhost:8080/",
     "height": 253
    }
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ]
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "text/html": []
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ]
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "text/html": []
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "VBox(children=(Dropdown(options=('drill-driver', 'electric-screwdriver', 'hammer-drill', 'screwgun'), value='d…"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "1a9a4248b515482cb7af8f74aa0b5a9b"
      }
     },
     "metadata": {}
    }
   ],
   "source": [
    "cleaner = ImageClassifierCleaner(learn)\n",
    "cleaner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "id": "_hFZ_lKwF9_8"
   },
   "outputs": [],
   "source": [
    "for idx in cleaner.delete():\n",
    "    cleaner.fns[idx].unlink()\n",
    "for idx, cat in cleaner.change():\n",
    "    shutil.move(str(cleaner.fns[idx]), path / cat)"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Export the model"
   ],
   "metadata": {
    "id": "JqkJKpRzgPnD"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "learn.export(fname=f\"{path}/export.pkl\")"
   ],
   "metadata": {
    "id": "CnXueVvwkJ0j"
   },
   "execution_count": 17,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Test the exported model"
   ],
   "metadata": {
    "id": "v9M7lp49f963"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "outputs": [],
   "source": [
    "learn_inf = load_learner(path / \"export.pkl\")"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ]
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "text/html": []
     },
     "metadata": {}
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "('electric-screwdriver',\n",
       " tensor(1),\n",
       " tensor([1.0820e-03, 9.9801e-01, 3.6219e-05, 8.7429e-04]))"
      ]
     },
     "metadata": {},
     "execution_count": 19
    }
   ],
   "source": [
    "learn_inf.predict(f\"{path}/electric-screwdriver/electric-screwdriver-0001.jpg\")"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "['drill-driver', 'electric-screwdriver', 'hammer-drill', 'screwgun']"
      ]
     },
     "metadata": {},
     "execution_count": 20
    }
   ],
   "source": [
    "learn_inf.dls.vocab"
   ],
   "metadata": {
    "collapsed": false
   }
  }
 ],
 "metadata": {
  "jupytext": {
   "split_at_heading": true
  },
  "kernelspec": {
   "name": "python3",
   "language": "python",
   "display_name": "Python 3 (ipykernel)"
  },
  "colab": {
   "provenance": [],
   "gpuType": "T4"
  },
  "accelerator": "GPU",
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "1a9a4248b515482cb7af8f74aa0b5a9b": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_4df8a4c77c354b5295c2a8b947fb42bf",
       "IPY_MODEL_a65a05c14d5d4f61814ebdc27b3e1739",
       "IPY_MODEL_276b8803fd4144ac9e0e8e5f2c062e6d"
      ],
      "layout": "IPY_MODEL_d2436fff38ae4907b4a6fb099d1cdadf"
     }
    },
    "4df8a4c77c354b5295c2a8b947fb42bf": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_83a7ded9538341e59c633c7d93089e68",
      "style": "IPY_MODEL_d879efd1743b44dcb32d13148c14b809"
     }
    },
    "a65a05c14d5d4f61814ebdc27b3e1739": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "Train",
       "Valid"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_d4d42565de7541ccb74990f035135308",
      "style": "IPY_MODEL_7ec6a269b29b411184674e9dbfccc455"
     }
    },
    "276b8803fd4144ac9e0e8e5f2c062e6d": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "BoxModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "BoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "BoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_0cbbb4bb1d6446f6bb1e9a634e593a03",
       "IPY_MODEL_600cdffcdc3545ea87c330f065a1dd7d",
       "IPY_MODEL_f47f42dfd39b414ba48b8669ac5e8bdb",
       "IPY_MODEL_82e05e56fddc4496841626a125ee23ce",
       "IPY_MODEL_9ccecc0368a94555870532479fa97647",
       "IPY_MODEL_4f7096c8aa8644a3b7f4b8ffa26d7382",
       "IPY_MODEL_022adffb8b014d92bf1e606c932e07a7",
       "IPY_MODEL_02cd4e56c63f439e9407ae475c752526",
       "IPY_MODEL_e5902513ebe04467ac0419ec708e12d7",
       "IPY_MODEL_ad90ce24a39b4859858b9648f0b3d352",
       "IPY_MODEL_61d8b23efa4246ac96b82b175d213761",
       "IPY_MODEL_ac75d6e41ff5461285edb5e4e725085b",
       "IPY_MODEL_c2f642d90d6b4ec69bebc92b0be7ca06",
       "IPY_MODEL_901ac3d460fa4dbe92e0d02f9c78fe98",
       "IPY_MODEL_e3f1464fd149412aa33d060a01fde921",
       "IPY_MODEL_9939177c6e8d47d98be7c8f42947ad17",
       "IPY_MODEL_da1061c7139447bd9b2074c2567d698a",
       "IPY_MODEL_e26570865cf948dc877a58abbdf56804",
       "IPY_MODEL_98c52ce3807146d78e1d50866e54db27",
       "IPY_MODEL_d6893b86160740b2b743b14b1fe517cd",
       "IPY_MODEL_a02adad82dee4f16b1a6c28d6e5c53b4",
       "IPY_MODEL_b1713ef44a614d27903815339bb67635",
       "IPY_MODEL_600b76d375ab4de98a7682797de86487",
       "IPY_MODEL_1af64084ab504ba393b2f8d8fe851345",
       "IPY_MODEL_e5abae139d1e4991a329560ad3ee5943",
       "IPY_MODEL_4195d5f988424760a65d0cd1a12f12a1",
       "IPY_MODEL_189f5f8f9cc04a86afb9b8b1a76e7083",
       "IPY_MODEL_b179256660b64bd88c9b61bacd0543be",
       "IPY_MODEL_ac39a24db142412caf4ed6070978f409",
       "IPY_MODEL_55e2b57ea4c54679a098a8ab97ef4e1f"
      ],
      "layout": "IPY_MODEL_9fbbda98ee0f4ab9ba6af858b1668277"
     }
    },
    "d2436fff38ae4907b4a6fb099d1cdadf": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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
     }
    },
    "83a7ded9538341e59c633c7d93089e68": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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
     }
    },
    "d879efd1743b44dcb32d13148c14b809": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "d4d42565de7541ccb74990f035135308": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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
     }
    },
    "7ec6a269b29b411184674e9dbfccc455": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "0cbbb4bb1d6446f6bb1e9a634e593a03": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_277fe2fee4a24eaa9eb833a7e9042f57",
       "IPY_MODEL_c0e7d3c77df5426b8d1a0f827e2797d0"
      ],
      "layout": "IPY_MODEL_9d4eb94fdb5649b2be25ba224e9192fd"
     }
    },
    "600cdffcdc3545ea87c330f065a1dd7d": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_a25015571af54ed4ae4ce9c5aab2e978",
       "IPY_MODEL_80a2fac2e60d4c35a88148a728e9a93b"
      ],
      "layout": "IPY_MODEL_1ce4dd379b4946c384ea7a61cc032b53"
     }
    },
    "f47f42dfd39b414ba48b8669ac5e8bdb": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_45ec99e73e5848ceab35340f6cbed67d",
       "IPY_MODEL_2b0decef2ff941d6a0756f5dc8ea15f7"
      ],
      "layout": "IPY_MODEL_adf569bf759e4b60a09dbdb219b6a3bd"
     }
    },
    "82e05e56fddc4496841626a125ee23ce": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_a82c4dc097a54f85bfba88658d8d52b3",
       "IPY_MODEL_10e85d3c657648ce8621c44efead2d38"
      ],
      "layout": "IPY_MODEL_bf4225d27db54d928ca94fa3e54cf435"
     }
    },
    "9ccecc0368a94555870532479fa97647": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_ca9970a1222a49099c07c78a05eadc1d",
       "IPY_MODEL_6890ae0b0b354194a2fe26e9536f3ed6"
      ],
      "layout": "IPY_MODEL_d75b159f4460473db5485d570c0dd624"
     }
    },
    "4f7096c8aa8644a3b7f4b8ffa26d7382": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_209b9a1213bb447c9cfe25fd60fba6b8",
       "IPY_MODEL_99c8c4dd4e5944ab861e4406fae81837"
      ],
      "layout": "IPY_MODEL_03464637ff654f5fb6b28f78f791f141"
     }
    },
    "022adffb8b014d92bf1e606c932e07a7": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_47796e3a6dd1419eb0287aa5307c3618",
       "IPY_MODEL_4a29c65332e545d883bd73d50d918c25"
      ],
      "layout": "IPY_MODEL_f317c8750ab7428d970415817b2f1240"
     }
    },
    "02cd4e56c63f439e9407ae475c752526": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_d9c6dfb34b954639b50a402078b879e1",
       "IPY_MODEL_0698ca0f84cd4bdeaf0602aac4f9ac6a"
      ],
      "layout": "IPY_MODEL_da3fe33f0b824c7987d443899d102c31"
     }
    },
    "e5902513ebe04467ac0419ec708e12d7": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_eee6395623d14bdc8eb99346cd78f513",
       "IPY_MODEL_3cba94889ca943d9b3526f7447ded461"
      ],
      "layout": "IPY_MODEL_3145374a68304d038a2a1bdc9da6197f"
     }
    },
    "ad90ce24a39b4859858b9648f0b3d352": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_43b4125a44ba48fbba4f24e4342334f4",
       "IPY_MODEL_833317533d044a95a650d4c5870c3d61"
      ],
      "layout": "IPY_MODEL_94ca6c102c1240c08c6cd4495f5a232f"
     }
    },
    "61d8b23efa4246ac96b82b175d213761": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_dc19fc2452664f999a700cef47654804",
       "IPY_MODEL_3dec9e5f24604ad7a6ebc9353bd963c2"
      ],
      "layout": "IPY_MODEL_29ec9f20a5fc425f8be88dbb99e48a70"
     }
    },
    "ac75d6e41ff5461285edb5e4e725085b": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_e73e4993855d4029a8ab73c6440d5b41",
       "IPY_MODEL_9d97ddf3e41b49789fb6726bd6bce96f"
      ],
      "layout": "IPY_MODEL_5940350ae5074c0192600e406f7da536"
     }
    },
    "c2f642d90d6b4ec69bebc92b0be7ca06": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_5b765bea0d164cc089900875f4243c2c",
       "IPY_MODEL_73c0143ac813492fae453bc34fff567e"
      ],
      "layout": "IPY_MODEL_c6d3f0b9b19949b0b1856e45083804f4"
     }
    },
    "901ac3d460fa4dbe92e0d02f9c78fe98": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_d76c69274284468c836e7afd52832207",
       "IPY_MODEL_4b6bfd9b261c4b7ba6601a3efc01b712"
      ],
      "layout": "IPY_MODEL_c03ab1ffa8804e1f817db4ce246d9686"
     }
    },
    "e3f1464fd149412aa33d060a01fde921": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_e146484d6045411e89e09ee10f2fc302",
       "IPY_MODEL_93d9df19a1fb4ccdbada2d226e0fa383"
      ],
      "layout": "IPY_MODEL_3cdd59e652274d91aacccebc6ee27882"
     }
    },
    "9939177c6e8d47d98be7c8f42947ad17": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_ad223186e34841c8be9d0abc6c093e79",
       "IPY_MODEL_c65cdae453b1418a921c2250168a1b67"
      ],
      "layout": "IPY_MODEL_d10919aa36de49df96d08a9d2c181932"
     }
    },
    "da1061c7139447bd9b2074c2567d698a": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_0016f89a99d7489d820f720ccae60da2",
       "IPY_MODEL_83db50f6e02e4a169ce6f7bb1916c9b6"
      ],
      "layout": "IPY_MODEL_f8f0da5174294e2bbd257e871cd4175f"
     }
    },
    "e26570865cf948dc877a58abbdf56804": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_e1c0df31266f4834b05fc94de3a7b870",
       "IPY_MODEL_23b1037e6f614ef2ac0d0f2646739a80"
      ],
      "layout": "IPY_MODEL_f6cbf2be46644626aa78f34174b7f5fa"
     }
    },
    "98c52ce3807146d78e1d50866e54db27": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_5da6265f92764f24872bce11f00963cf",
       "IPY_MODEL_2dc11e90f4334e07bda4701804728452"
      ],
      "layout": "IPY_MODEL_6e6ae5e1112a42e29a1843c4bc0dc5af"
     }
    },
    "d6893b86160740b2b743b14b1fe517cd": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_c4f11f1182404c7ca476356c9e535059",
       "IPY_MODEL_7aee020f96694e7c9873c364aa6ff5e1"
      ],
      "layout": "IPY_MODEL_ec168fbd93c34d82bab1e73d66fca2fa"
     }
    },
    "a02adad82dee4f16b1a6c28d6e5c53b4": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_5674a609717443e5a3c8829916a00db1",
       "IPY_MODEL_0a93072f02d543108ccb0f41200e1018"
      ],
      "layout": "IPY_MODEL_2e4931c8b91f4564aa2aaefd988bd287"
     }
    },
    "b1713ef44a614d27903815339bb67635": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_9acdedd0fc754307917da4f4a9d14723",
       "IPY_MODEL_87478dfbf5754fb88e1662e880dc877a"
      ],
      "layout": "IPY_MODEL_f07e8986a229435c9552d971c60c7028"
     }
    },
    "600b76d375ab4de98a7682797de86487": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_32a6c5abe94446babb9fb23dff5f5cf3",
       "IPY_MODEL_88da7bbd3a7046d59099b9bd0ef1c6e3"
      ],
      "layout": "IPY_MODEL_64883280a3734931ada40aa31d010b31"
     }
    },
    "1af64084ab504ba393b2f8d8fe851345": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_68b928b2dc2c4ec5945d955e035d9813",
       "IPY_MODEL_cd2d605a3d6f4286bb164af04353490a"
      ],
      "layout": "IPY_MODEL_272a39d7752b4085ba375951014643ac"
     }
    },
    "e5abae139d1e4991a329560ad3ee5943": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_091c91d05076480f940df59d37b944b3",
       "IPY_MODEL_c6d2fb0710fd4be9a7025a36fef86d22"
      ],
      "layout": "IPY_MODEL_00b441d8b9b94248be9135d03941e942"
     }
    },
    "4195d5f988424760a65d0cd1a12f12a1": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_b439dcbb065740b599a8c019c345bf13",
       "IPY_MODEL_eaa97788cd3f4a95adf5cfe0388f6b2c"
      ],
      "layout": "IPY_MODEL_a8ce39458d6f4948b42b36f1178da608"
     }
    },
    "189f5f8f9cc04a86afb9b8b1a76e7083": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_34a67d9b66f44bd9a62ea1477c1d35e2",
       "IPY_MODEL_22a964fd7bd74f158beb28d73b4fec0e"
      ],
      "layout": "IPY_MODEL_74e13800b46b4462b8fac1e592c3fa3f"
     }
    },
    "b179256660b64bd88c9b61bacd0543be": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_736c3d379dcd458d95c29cbe1b581066",
       "IPY_MODEL_8352411bb78c4cc0bc83558326f119fa"
      ],
      "layout": "IPY_MODEL_627d134b18a5461c97f7ff66a505f6ee"
     }
    },
    "ac39a24db142412caf4ed6070978f409": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_c07bd280f0bd481da01b5a12c938fc19",
       "IPY_MODEL_93aa2f9419984a2ca37b2943ddde9d1f"
      ],
      "layout": "IPY_MODEL_368d885375934fa19e2a755ad5f00181"
     }
    },
    "55e2b57ea4c54679a098a8ab97ef4e1f": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "VBoxModel",
     "model_module_version": "1.5.0",
     "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_ee3e3cd4bdb143089e3a1997dcd4837f",
       "IPY_MODEL_aa6692c2b8814f0c8a7451f48328b957"
      ],
      "layout": "IPY_MODEL_da13f0ad62fb496bba1a4247400e2a10"
     }
    },
    "9fbbda98ee0f4ab9ba6af858b1668277": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "flex",
      "flex": null,
      "flex_flow": "row",
      "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": "scroll hidden",
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": "100%"
     }
    },
    "277fe2fee4a24eaa9eb833a7e9042f57": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_6de5b3797f0849a9916b21e60579636d",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=152x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "c0e7d3c77df5426b8d1a0f827e2797d0": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_2820942c2e3340dd84e77b4f8bbeaf4c",
      "style": "IPY_MODEL_1cf8c02c6cc0437b84ffbf71a122312b"
     }
    },
    "9d4eb94fdb5649b2be25ba224e9192fd": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "a25015571af54ed4ae4ce9c5aab2e978": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_6c8de9b6fc65499c8f24f7b119990ac3",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=192x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "80a2fac2e60d4c35a88148a728e9a93b": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_40a931fd1dbd4cab905d0c3bee565a97",
      "style": "IPY_MODEL_89d4873b238f4ae89e43c1451a2ce079"
     }
    },
    "1ce4dd379b4946c384ea7a61cc032b53": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "45ec99e73e5848ceab35340f6cbed67d": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_90bcbb3659df4b53ae5ab664890ca731",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=128x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "2b0decef2ff941d6a0756f5dc8ea15f7": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_13190bc660d5435499ea9bde721cef4d",
      "style": "IPY_MODEL_16be29a9e596464ea7703ebf8ea24987"
     }
    },
    "adf569bf759e4b60a09dbdb219b6a3bd": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "a82c4dc097a54f85bfba88658d8d52b3": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_6cc329636127420583a3a754e3e5a2cb",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=128x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "10e85d3c657648ce8621c44efead2d38": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_673c9fe896294b46b0699b7b7a91f649",
      "style": "IPY_MODEL_f615534b19eb44c49b127ce0e00397ec"
     }
    },
    "bf4225d27db54d928ca94fa3e54cf435": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "ca9970a1222a49099c07c78a05eadc1d": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_a0e23b454cbb4392b5e77ba15bdd439a",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=128x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "6890ae0b0b354194a2fe26e9536f3ed6": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 1,
      "layout": "IPY_MODEL_3b958c3b522b4b0585110295e5d9aedb",
      "style": "IPY_MODEL_35cfb46b0941467780c708cb04f3c770"
     }
    },
    "d75b159f4460473db5485d570c0dd624": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "209b9a1213bb447c9cfe25fd60fba6b8": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_aad469b564074ed39cf4a8290cfd4658",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=125x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "99c8c4dd4e5944ab861e4406fae81837": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_356e92c2b7fa4a29a06a9108eff55f44",
      "style": "IPY_MODEL_b82aa497205740cf9a644d62606f9653"
     }
    },
    "03464637ff654f5fb6b28f78f791f141": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "47796e3a6dd1419eb0287aa5307c3618": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_7f10bb86fdf849838aa4828877118d84",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=128x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "4a29c65332e545d883bd73d50d918c25": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_c2bab4220418432081f2b29a37309a97",
      "style": "IPY_MODEL_c525c877472048c7a0bfb0eea7dea7db"
     }
    },
    "f317c8750ab7428d970415817b2f1240": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "d9c6dfb34b954639b50a402078b879e1": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_ecc5c44e111b46fbbb83b63293366fc0",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=128x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "0698ca0f84cd4bdeaf0602aac4f9ac6a": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_7cf905c2919747da80a26d7a5eeba3aa",
      "style": "IPY_MODEL_46d09841111446dd935e801193b4ec20"
     }
    },
    "da3fe33f0b824c7987d443899d102c31": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "eee6395623d14bdc8eb99346cd78f513": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_66c8fde5cdcb462dae2ebe662205d9ed",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=128x128>",
         "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIAAAACACAYAAADDPmHLAACC4UlEQVR4nGz9Z7CtWXrfh/1WeNNOJ6ebOk/35AFmBoEEQChQFCnKskVJ5VLJNr/a/mq7LLtk0S5/dNmlsqssuyxZlizbLEqyLIoUmEBREDAABhhg8vR0T6ebT9zxTSv5w1rvPucOdapu9w3n7L3fFZ7wf/7P/xGHx/fC3t4Or73xJpu6xhmLzjKkyjh98BrH9x9xeHaPk9NTXn94n0enh5ztT9mZjFFC4IlfAgBPCOnPIv2NB+scy7rl4xfn/PijT/nZBz/l/NkTnn/yCcubK3YODvn+H/8hL549QykFQAiBEAIEEAIC4LzHWXv7b+lLShn/zntG4zFaa5QUKCVxzrPetDhngYAQEq0zvHd475lNx4yKDCkF83XD0XTE0XRMbz2Xm4bz1QYlBNPJhLP7j1gurmjWa0AglWS2s8v+0TGTyYTVasXFi+dcX19jjaHtDH3XorVid2cXpQQheBCS5WqNAA4P9mh7w3y5QYiAQCAISCEQQhAQ+BAAz6QaUY0n7O7u8+zpY1arJWVZMR4V1E1HXdcYY9g/PGRUFFhr49qFuAd31y2EgBACHbzn8PAQrTOWN3OkUpQEtPcsbq6QSmJsz3J+zcX5OR8eHPDg3hmv3zvmzdMDZuMSQdwgtr8T8VcISAm50BzMxkyqh5wd7PHg9IT3P/6Epu04e/CAgOTDH3yXPM9xzr1ygAIhvrYAKQRuOHBCxIcR3D4U4L1HSokQAgFoJclzRdc5QoAQPNb228PjnI+bKSRSCDrjsM7Hn5WC4AMoiXcOEFTVlL5p4sFTmuA83jnyoqCyhjzPKbIM7xxKAiHgQ8A6R5blWOu2B9E7h/MerRXBe4SS8dmkfGUNlJQEF3DeY43Bmvg+UkoC8fMLIdPzB/quoxoOgJRxN9J63f0/gC6KnAcPHnCzXNG1NXme0wFiVNF3NfOrc0zXUU+nPP/sEyazGZ8dn/Hjg0PeeO0hX3z7dV4/3mNSFYQgiK8btpYg7p5HCEGZZzw43ON0f4dxmSH6htcePuRv/82/RQievd1drq6vX7ndce9FNAMivo734c6RE698rxtOevpXiURKFRcouGSV/HaBh+8XQqCVxnif/gxlptBSEQgYazGmpxyNqFc5BI8LEES0QFIpympEXhRIpW4XWQyfyyJEiXOBgENKgXNgjaescpSShO2hF0jB9hDHCzBYgoDOC8qyQgiFcx4hQEqBlCqtfUClzzAcwOHW3739Qgj0ydEhp2dnXFxFs6W1JgSPT6dNCknNks16iXOe5dUF1y9fMN0/4PzZYz7+9DGvv/aIr737Bvf2poyKAqUVUtzahcEiDAuba8XnHpzy3sN7XC0W/F8++xDjPEWZU1Ulm029PaHDB403Ix2EO193T/OwuXe/Q0iBknL7/sPnCSEeJuc9blhYJbDWY70n15JCabSUmOAgBEzfsXdwhM5zbN8iAgTvabuOerNhNBohENECSRkPhpQE7zEmui4XAkoKMqUxxmCcZUePUVLig98+391nuntzvQ8IoCwqlBRYHy2AVgop5PADFHnGBvDJNQ6vefdyhRDQX/7yF9GZYn5zg5AS7z3OGHyWx4draozpEUDbNCAkWZaxvLnm5vwFL58+4fmTT7mZ3/DGaw95894Rp7szpmW8CfEQ3LEIgLOO2XhEpjX/6Pd+l+ePPyMvSrw1jMcT+t4k//XqZsfDwNav3X2o4aD4Ozd6+B6t1M+dm9tD47zHpVuvtaQ3lt4FMgVKCcpc4br479YYdJ5RjSfUzuCDiwc9xSUqzyhGFVmWxQ3VGikl1lqcs3GDQ8C5gFISKSTOOaSU6Exhez8czxgLiNtLA4MbCvR9R1EW5HmO7RqcdwgpkEogpMJZj1R6u1B311Em9zIcBP3mO+9xeX1J17Zb3ymj88JZgw8hBVDRH5u+pe9burZhs1lSzuc06yWmbTh/+ZKPTs947cEZb52d8OBwh3FZ3LnF8SCsu55pVXI1X/Ct3/8DVssVUkjG01kMzGZTbuYLvHM/57tACoUN9h+7JVsLEOKmqq0ZjnHAz7uKYRGC93gfiK5exef1joBGC0GVazadAaBvG0KAcjSmr9cpfgAfPN5Zcp2xs7fHzeUlUgjCEI8goq8IoLWm7/vtmlhrMM5R5jmr3qCAIMQrn3c4DM4Ph8Khs5w8z2nahuADRVmgRI0gYKyJ5l1HKzO818/HACEE9GxnyvsfvM9msybTOt0EnW6q3ZodhCAQ8NaBFJhgcLWjaxrqeoXtO5rVipdPPuPpZ6d89PARb732kHfuHXO6N2VcFGSZ4vHlDYTAbFTxg/d/ygfvv493HmNN9KOjEd45xqMRq9XqH48HhNx++Lv/Nvh1QsA7T9Ah+d/oT5USGPuqHwRJCALnPD4EsmSyrfNoKZBAmeltTNubnrZtGU2nNMs5PgWQAYHSGp3nVFUVsxCtkc4ilYzrFuIhE+m9lVQorej6Hu89mdaAwIsY0L1ywFOwKyRYa7HWMmQhMVOATKvkdnSMN6SgKHKMubWk/00XRjvvubi8jLcty7ZWgBCwpo9myvt4CqVApdTEWUtQCqUgeMd6OcdZQzWZsLy55vrinKvzcz4+OeX1B2e89+ge0yrnOz/6KX/+l77Gs4tzvv1H3+bxp58hhcATaDYbprMZWZEz9iWmN7Rd94r5lls39+pp3h4KwDpLQb79GRdCXD0hUmxyGwOAx4VoBYSO1qK3LroaAmWmyZTa/mxbr5nt7pBlGX3bbD+bFBLvLWU1oiijGzDJlXZth/cOaw1FURC6PmY1UoKPm5oXxdY8C0KM3oegML23FzGm8c6jlCbPCpRS28wp05os07StASSj0Yj1un5l84fILGZQAv3y5TnPHj+LQZ+1lGWZbn3Kt/FoleG8xRqHzrIhpEOnF5VCYLoOQmCzWiC0Zne1oN2suTl/wdXFS55fXLG4uuCXv/Ammdb83h98m9//vW/RNQ2BaKqVUGzWa0bjMc56JhOPtSYewJ/zY9sb/3NfgrigfbzuNE2H8w7vubP5t4cIwLuwDSqklBjnY1AqBYVWaKVinEB0A3lVUU4m1JtVPHDG0LQtIBlPRkx3d1jcXG9NfS0jHmGdY5xurbU2uokQ6DrD7u4uSt3gvYsp6R1fLYVASoEIguD8Np4oy5I8z1PcEw+vSqnkpq45Oznm4uJy+1rDXoWUGYgQ0JeXF7TNBp8CIe9jBjCcKkiRZLjN9J2zaK2RIuXCIUDw2L6PplxKLtsn1Ksli5t9lvMbHn/yMcezEV/+F/8i3/rOd/nd//q/5tOPPkZIiVYapMQaizMG0/cUVQUEJtawXK1uN1gIlFLJDPKPmTelNVIqetMTPHjv0pmX6f8DWDXgFTFmsCFFxUrS9JbeOHSuKbQk14rGxDXo2hpCYDTbYTOf0/eG4H3y94JqVDGeTCjKkrZt8d6nzMpssQSVsItobeN65nlGpjW9uQWBXn0+iVZiu0fOO4pqjFQS62wMJpVEpYC3rjdMd3bIMr19Tu78Ln4GgX7y5DGbzWb7Rl3XvRI43F3soihimjXcfKUQUpBpjZCSpmnQWlOWJTrLsV3L9fOnrG6umO3s8Mt/+V/gRx8/5bf/wd/j+9/9Lt7FxZFKYboOqQU6QN+1SKXQWUE1GmGMoWlaGICZEIGbwYwK4u8HxNAHT0gB2vbgisFiSBDuNkMlbA+8DwqdAmDjPNYHMgJVpqn7aBFN37PZrNmZzVhUVQKX4hsPlyYvS7I7eIBMaaixlhA/NKR1lErT9F3EGIpyC97cPfDDM0gR4xOImVSW5zFw9dH1KaVRMuIeXdszHo2oypKuN3fWIcY23vu4fpfnl9sNDiFgjKFtW5xzWGsxxuBSNI4Q0VJw63eFlPj0kHmeUxQl1kV/F2+3ZJRnzHZ3ubhZ8tv/8B/w4x/9kJvrm/gBlIYQIvycHlxJRd91CBnTmvFkglSKtu3o+x4fYpqjVIZSWQKHfAzmnEvB2W2qeLuYMvn2IU9PCJr3CSpNgIpSmIQnBB+YlNl2fbxzLK8u0JmiKMp441TM4Z0xyBDY290jL8qY3mmN1jkgcNbT9T1Kym3qGXECsNZTpoxJShk38uewEK1TWh0CzhmU0midIdK+aa3QSqOUomkb8qJgNJ5s8QiZXnPYNyEE8vnzF1gbo1nvPcaY7UGwKQtwzuGco+86Qkg+MwWFmdZorfHeU1YVWZ6D9/RtS71eMZ6MOHv0kLpuef7pBzz/6KdcXV5TFEXyX3b74ZRWKRhSMTMwBqkypFRMJpPkfhzeO0JwWzzfB0cIPv5dAnWiS/N3Nn8wfhGGlUIhhNqiZ855XIL2tEqBrxR4D1WmUOo2+2jXK5RSjKbT9LM93jqcdbjgmUzHVFVFVcVgMM/1Nn3zzqKUTshkQEjwztH3hqqKB4phk1LwNwTmSqq4Bt5h2iYCPkUBImYyeZ4jVbTazlqMdUwnI5RSyTXE+oiUMTOSAmTXtXgRUpRqt5tu0wHoug5rbTwc1mBMj/f2zuKHdJJvo9D9gwOmsxn7+7t84ctf4vHjpwTTon1HP+DlRRlx+2QmB7ej8wxkinqNQQlQWlFVFbu7O9v0L/7yeG9xzqc/3177uwji1vTJiJYNYJIQMmEeQyroESIgpcC6kEyrJ0s3cjgApjf0bcdoMkmxkMA5g0vrVxZ5LEpl2TZLicZN4n2MMwaoVyuFD56mbSnLGNVvKyp3Nj+6C5EKSoEQHEprsiyLaWMIZFmGVCplF4HLiwsODw6ia1AKreNBiJYvroEMgVjVcyGdSIGxht7ZeKKtwxhD13URMEmmNloIR9dFs2wTVh4/qKIoCv7CX/xnmd8s2cyvef3BMTs7U47vPeDo6IiiyMiyfBuUZGmxXIoLVEIRjelQKj7YbLbDeDzeBqy3Zv7nEcPhxstXDoJMLiWaP4lUCUJNftQmUEhLiR1qAkAuBWUerVzEGWyybmN0rtFK410076btyPKM8WxKlhfbDdRap5qCiyAVt7C1FJK26yiLgjyLGIwgIMRgrUSykipiNHeC8iwv0VqlwysYlWVy14HL83N2dveQMloFraIlUwk2lkKio5mR2w/kU7ojhcBiUcRTY4zZRrRaR5PmrAfMttBR1w3WeQpr+Cd/89cpRxP+6A//kG/8wpd4dP+Ur379V1jWDX+kFN4aLsI5q/TBrbXbnNaHGM0LCabvY2okNQLJwcEBpu/pUooVN/wW4//5Wz/cdCEFSJAMeMDtDSN4jPVbQEgqiQse6wK5igjoKMvorU/wNqxXa+4/ekQ1GtO3Hc5b2qam6zqCC8xmU8qqoigL+r6PBzp4rOkIYbJNx4aCUd9bEJKqquh6kz7bAKHf+vBMZ9EKO493gdF4QpZlW0ut9HDDBZu6phqNyPMsopYhBrgCgdTxgGmCxwe2CFgInuAFXsa/U4TbClsys8PCWdsTQoaQAku/DRL392bsHB7yN/7Gf8w7b73Oo4enfPXr3+DLX/gCXd+zXK5o1iucidjBsm5eMe0+QbgCgVIZ3nmyPEbMUlXsHxxwfn6eXE/006QiTAyS2JaPA9H0CzWYU4kCkBFslVKC1ljXb13JcDiMdwihMS4wqTIWrUkgGbT1hr7vGU2mbJYremNiccf29H1DVRRUVUWeFwixTqZd4HzYBtVDRiWlxJie3lhGoxGL5SpaKjEUcW6zgjzPMaYnBI/pG6SS5FlG38fPnxd5QnIl88USrXNmkymL1SpeJARCC3Sm0Xh0TIk93kMQHuejP4/BngdSGhPYLrBz0Yy1bY8QHUVRxfq30hRSMJ5O+c//5m+RS8WXvvgO1WSK1CXjUcVkNOK9z73D/PoGa0x0Jy7QpPx2IHcYY+Kt8R7wWNPHAFEXTGcz2rZlsVinW3+n6jj4eHnH9AuJkBG1FDEHSGnj4BpiudildYgBl8C4GBPgPaNco5QY0GW8MXQpDhiifSUl3gb6zjCqSqpRRVbk5FlOr3uQMZPojEVKhXX2zgGwdH3PbDbl5flFDDq3ri25ACHJsoEw4zF9RzWZkBclbDZY55jmo+RCBV3bEQiMJyPqZoPzIIJHCYkMHhEEWqtY7w4hYOwAr3oicCIwziGcj6YTm4onqQjiA3lRYqwFPEUGalRxeX7DaHbIu+8e0PWGkVJ86XPvUOQl3jvefu0R88WStq3p2i5aHl5lqwxRq1SJLCFitCyURGU5BwcH9H2MTUQCVGTc+eTrwQ9LGAIysW2kFNviyuAm4iGI5BCXnk0rSe8czoOUgXG6acMB8d6zXi44PDggLwpC18Ug0Bm6tiXLNWVZUZYjsnxJ1meohNNbYyjLHPoB0o6fsd7UPLh3RlUVDAFOzG4EQw1ECEWmVbKUHq0z8ixDChmzJinJlKLIC7q+Y75YsjsdMZ8rpBWEIAjBppWR6OQ5U9SZ3jdiBEgFLoAIgSDAOXDekgkIqXSpsxgcCSWR3iGzgjfe+wYyrGmaFc8fz/mrf/bX2d/bT7VswbiqeO+tN1kul9R1je17rEtgjA8o5baIFwwxSozKlfRIrcnLEQcH+5yfX0bOkIymXaqhmBKQIZIotgckvdbdjd8CXlrTmx6XAsEIThmMTxwGIcikoE3BYfCetq5px2PyIo8AWvrlEzI4GhVkWYbWmiLP0VphTI8xlqostzdcSoXAsFrFwHKcwK8hJhtcReRDRMCH4HE21mpkKjvHA6DI8owgY+zy7Nkz3n50hg9PYj0k+LTfMcDVSuuIPgG5kvggoqkgwruEWKhR27p+SBUmKPICZx0Ij0Cxc3TMf/tf/h/w8uqKJx/8kBfPL3jw6BEPHz5Ipixs0buj/T2++N67rDdr+rbFOE/f9ThrcU7dxh3OpTzXphJv3Ehd5Mx2dnHes5jP42amjd5yyAQkg5kCwdsCy93NH3JsfMDalAkoQRcC1nkyqRAERkVO72/pZKaPmxRTsfieMZWOAWqVgsCyqnDWUuQFbdtjB25AckMqATNt1xIQjEdj1ptNQhbtbcErfmiKIsfZPgaVzqGkRukInjnnKIoCKSRKKm6ursg+9yY+CEiMKJH2sXcefXRwQF3X8Q29RxEQKqJjQy4qwgBJ+m0QFADjbIQgpeTo4IC/9m/+Nayu+O1/6z/i4sVzfBAU1Zim6RnoScNrZlnG/ZMjvvj5z2ONpd1s6Oo1IcS0cyhNG+ch+a3gPEEFgndkumB3b4+IkWuWy8VtgSjtcbRcYhsQ3r35w+8HZEyncqr1MSjOZcwcnPdIofDes1MWrI3fYgIuYfBZXqCVTJnEkD5bskxTlgV5kdN3sVS8XG8QiG22FS2eAiFpWsvNzZLRZMS63qCVxHtFdMjpAnrPOM9wwtE4h+1b8qIg0xrTR+uS5xkyHZTVek2eF0g8TddhbY8zCeENoKvRKNays4y6run6Huk9pFxV3onKh48h8DGwSpSoshrzP/+f/k94+73P8a//L/91Pvv4I/rOMt3dZT6/4Scffsh777zDZDyOFa0QfXpZlLz58AF13bCc39Abg/PQ94bVZoNIBQ4fY1GkjCSLvBoxGk/wIVCMRrx2cMD7P/4hbdO8kvcPh+7uhgO3cOid7820ij46IYsQAZXeOQI5xnumpboFahIe0Hc9VRHNvHUtzkTQzPYGhCDPc3SWoZUmL8sY/IVAbzy51uQqcDBT7N0f8WBP8cV7T/nuExjtO37jbcv1KvCzc8+Hl5JNihmkklRK0baRrBMh6YgXGBMD0FjBFKzXGzabDZv1hk3donRGUYyY7lYURYkWKQbItGaUoMshp0SItIDqllu2Rdq2q8pf/at/ld/8C/8s/8a/+W/y/ne/y2q5JstzvHfUqzU//OGPeO9z7/CLX/oSUqjhB5FSMR2PePu1R9wsFqzWa7q2Zb1Zs2laRDJ9g+kH2NnfY/fokK41BGf4xjd/kQ/e/4C2aW65DHc2eyjQ/DwefrdEOhyETCuMtVjP1rJZ5/EEeuvZUzLh+BEa9zb+P8vG6CyHrosWrO/pXUBlGTKrELJAas1kVHC0W/D2ieKbb5e8caI421cczWBcSh4/9TTtnEef97z3WkGVCa5WgpfXge89gf/kTwXWB3oXGGeCTJIuk0SrDB/i5ZlOJmilsM5hTMdqveH07B69jaX9AR8JIUQgCEIKfiIyNeD0MbeMnDUl4u1z1ib4N5Zaf/XP/jr/8r/23+d/92/9W/zef/n3WK1qSFw30/esVks+/egT/vCP/4Sz4xMenJ5uFz0WXzQHe7u8+9abXF9dsb65YbOYU282OJsTiIHZZGfGl77yFR69+3nqpmV5ecF7bz1kWbd890//dJs1vEIO2Vbibs29SodgwBkYYFYpyfKc3vZbpFFrhe0NPkBrPbkSlJli0zkEMQpvOsOezBhXmrYONJ2l8CveqTZMRgJTNvija/aKhpNpz+nuDkczSZXHQpN1ER52HnbHgtVGcrAXqHLHxY1iVAiKTFKowC+/Zvn2Z4qu91gtEm3dpzqKjhB2qiYqrQhdWgOdcXJ8wovz69s7zZYJrSmkRGc5bVPTti19wuWLoojBQqItKaVSwBNNzcnpKf/Kv/pX+Xf/H/8Bf/s/+us0TYdAE31DZBS1dcP11QU/+uEPeOP119jbmTGuxtsIf4jAH56dcPXOO1xdXrKc3zBbLej6jqIY8Y2vf52/8lf+Cvdee5N/9O1v8+Pvfodf+6Wvsu49L24+4+TsPh/+5P1XNnwIBbZF4ASlDilgjKpj5THCrVAWOZtaYp3D+UCmJZ2Pt98KUAhmVcGmd/QWCm/55vEFX3iwINRrsjdqvvt8xL/wjRd8/a0NQYzRGjItwIMxAu9Vwqpj6qllwCHorWdXBB4ogbMZl9eBdeO3B6Sua97Yk1zXOb/z4zWlnKCyUSwxh0BRRiqa6U3kJVRFbD4Rguura9589JAXL6+3z02qOOiu69CpUDCejMmLgqZpaNt2C88OPIABwRpPJuzMdvjFP/NP8Q/+y/+KP/iHfxPnAjor6bsmWg0hML2haRry9Zqnnz3lu9/7PqdHx3zlvfciD37AGwJUZcV7b7/J42fPePH8Gcem45d++Vf4S3/5n+Nz732BP/n+D/i//V//T3z26SeMRmOe7e8z2T/irbfeZnF1zWg0oqnryFYSYsulHzzVwKqJ1bCI/wtJqv+LLbdfLQTOJvq1iJ1P1jtyKamtY380I1Nrvnrf8aVHHf/8N9dMR5Lf/9GE+6cFf3kcIkS7v4e3OcYEggKVe4pS0PWe3gbOl4FPXno+OQ98fC755Bz+ha9Z+rrhTz92fPks58nScH834/5uxr3djE8uOt49kjy5rrhZdhweTGiNxXm3xfj7vsfZyKmU8hqA6+srvvDuuym3F9sYRgiJvr66jKXLsozl2Dwjz2I8UNd1ojolWFgplJRUZcHr73yRZ8+e8pM/+d3oP8uKelNvI+OQbqI1hmZTc3N1xU9++CP29vY53N/j4dnZK5mFQLAznfKFdz/HuMh57+03uX//Id/9wQ/4X/9v/zd874/+kJv5guWq4fj0lHw05e1yxGuf+xyfHR8x3dmhaxvukka5c/u3Zj7TKa7Q22aKwQpJAVVV0tRtcoepNBwEajTik41lfTPnv/PLhr/2LzlkpgnZDkJK/syf2QfvwPc0G4d3GbKoyDPH9z4J/Oix57OXjk/PBZ9eSq7XYJ2i9zG+aTrL/dmar9+XHM0803HgSFR8dCP5wRPDOwcK6zXOVbz3WsU//M4LnLOJjBK2aKS1FuMsRREri8EHVusVQUCeqYjr3Lkker5Yst7UVFXFZDyiSFiyUorpbEY1GmGNpW5qmqbm4OCI0wdv8PLlc55+8kHKYTV9Z7Z+ZfgaIN16s0EqyYtnT/nh97/H6ckRs8mYvZ3dbaD27PKCT5484cG9+/zmb/wG3//BD/i//3v/Hn/yx9/m4uKS5arGGkue5xzfe8DDN94hy3LKPGP/4IC9/T2uLy6QMsHBycghxDb4i7dEp/q4jEymVD7Ni1jkWq5WrNcbbGoYGc12Gc92qcaRrfzWjoaywk1LZF4kfkYTN9/cEAhUFXzrB3Ocn7NYef7DPzjkB88KpMiRMpaDY5OIg2BReGQwPL6EX3lNU7cdnVEcTiWdV1wGxfsvVuSZ5vHC8cbrUw53V3hnESFuelaMYgzT9/SdoZqNUVphestmtcb0PWVZUjftK8GvNjb2pxlraZqGsigYVRV5UaCzLJYOk3nZ3z9gurPL+cvnLK4vKfIc7wNd1+JDhGqHACrmybd/buqG9WrDk8+e8Kff/R4P7t/n4anl4uqam9WGUVVxsLvLRz/7kP/nt36X7/7xt7l4ecFy07KuDUJoxuMKncWA59HDB7F8qjOOj47ZPzzks48/ThSxVOu/EwAOhzrLMpSOcKrONFJF059nEU2b7Ux5eX6OR2LQHOzskOcZSir29vd5eDKhFXM6uyRTG/AduCb6dZ2DWYHo+L0fGMo842YVONlxfOdTQ5WD8I6m8+yMJbOxRwnP/iTw5Qc9H50rcq2QMufZteH1eyVeaMZVQBvNsgksas/e4RE+PAXnCEJGaHk8iZkIYEyPVDOKLMd0kU4XgDwvaNqOOycAbXqD1AopY5GnTwzXoigoijxWz5RiZ2dGWY7Y1BuWizl7e/tIKbi8uqTv++1iD+Z2SyMjlplN17FeLtCZ5vEnn/C3/ou/Q1mOeefttzg5PuLTjz/gJz/6AU+fPuXy8prziwWdjQhdmWeEwJbw6PoOJQL3To5RQnB0eMjB8QmjKpJMlIzEUJlYsirTiQghI20qlbNFComNdXRdj0CQlxWPXn+DTGs2mw2TyRTnPLPZjPFozEefnaPckuvrayb7DTgfsXWZEdQI4dYAPDjSrJqMEDpOpoY3DmGn8hgf+LX3HPtjS5bBOPc8v5FkSsKFojaeSSW4urE8soHFJrCsHUc5bOYeHzQX59fkhabZ9Kg8w9qISMbKo8CYSJLJMh3hI+9YrjeMRyXL1eoVF6mLPKO3LlKnY30A5w3WOdq2Q0rF2ekRSmnmNzfUzYaT4yN292NJduDfDTdtuPG31O2AsxaynCzLYuVQ5HQh52g242c//SG//zvPqeuaq+sFNzeL2Jp+/x7Ke/r1khcXl6ybNkK5wdM1LX3XMh1X1HXD/u4ux6enTGY7mK5F63jLhx7FgXh6GxcE1uuG3lqqqkruKl7iPC84PBwRfHRfm82GTGc8e/aUTb1hZ5xxMHI8uQw82q0JPpIvghgRQuT3KQFvnBV855MCfM3R1POv/WbLg/2W5zc5uQqc7nt++iynrTMWLTy90fz0heCtHUOVCXamBV3vWC3mvHMkORxr/viDniqPjaTX8w2FkmT4xA9wSBXdWORzOsqyRIglAXjx/Dnvvv02vLzc7hWAfu21e1xc3LCpm0iM9A6PwOCxznN8OEUqzfxmTts23Lt3yv7+Ph5PprOtf73LOgWwNrZTjUZTdvaP2N3bZ3ZwSFHkLBcLFn/8u/wkGDKd0TSGm/mCvCx59/Of5/Nf/DxCKD59/ydcP+25yTPqtidm7oK22TCfz8kyjQ+eSVlydnrK7t4e68UNOs+3Ad6Q8w89eptNG8kkUjKd7lAU2dZKRZzL4bxls9mgteLo6Jj1ZoUPnvF4wt4EzsZLXt7kIBTBD4TZlrCtPwZOdnpWdRY5grnl/RcF803FB881T64yFrXABUHdSqTwHIwDb+x3PNyz/NGHjs4ETsaBt48UJzPFpg3sTiTXjefx+ZqbVcPBtCIPAR8icyu6uoy2jY0nVVVuOY/zm+vo7lJRaWsBzs7ucXJ8wvMXL7m4vKZte1zqOR+PKggwn89x1nF6dsR0Nt02WuR5zmg0YpMKF0JKykyzs7PL629+joOzR6ALVosbrs6fcfn8M/p6HQtNUmF9pKEXZcnZ/ft88Stf4jd/88/x9uuv8/Hjp1y+eM7NC02ho4ADeIQM9G3Ncj5Hy+jLvbWcHp+wu79P22y25v6WuGK5vprHgE+pSKdWKpZmrYp8Puei+QO8j9y+cTXmjdff4P2f/iQGe13H+aLj8UvBF97owAEhHf5gEMIM9T0mhWdxs2JcCLSw/P77u1zXgqMp3Nu1fOWh4eGe4fVDx8Ndy1gHghc0neSN/RLroDWBEDQCgXWGXAmO9id86/1nGOPobaDyHucMfd+SaR21CGy0AOPxmExL+t6yXq3wRKaVTz0MhID+3vd/yP17Z9y7d8bBwT6XF9dc3VxvO2k2dUMInsODPfIsp+0jUUOEuLhVWWJsz97uMb/89W/w9W/8EqcP3+Ljl1f89IMP+e63f4/LZ59g+o6yGmGdp+s7vI1dRqPxiOOzU15/603e/eIXeev1Nzje26EzhunuLiovyHNNnmcYE7tpcD3rxQ3rzYZ6U7Nya44ODtjdP+Tl86dD+L+tKILgjTffQmnN02dPCQFGo4qmaajr9W259Q5EnGUZNzfXfPd7f8rFxfnWShRFSZVLHr/s6JuBrROQyoMUtK1ks8m4uFbUq5q9LGdxHfgf/9qaTHr2Ko9WnjILFDrB0FYQRCTGLGvBde2pW8EoE0xKSWsC1yvP1dIwPtSsbQYh0BrLxHmk1ATvULLYZl/O2i02EIhxnU2ForbrboPAy8sr5vMFR4f7PHr0iNEoZ71W9MbTGRM7TzNN1/VsNhtGCILOYguSkBwcn/KNP/Ob/MZv/DlOjo45v7zib/6dv8cPf/hdrl48YTqdMZ7tY62hb2t6k5oh8yzx1sdMZzN29/fZmc2oiowsz9nfmfHw0SNePnlM0zSsO0NNhxCBUWZ5/MmH/O2/8/coq9hW/s1vfJP9g/0YgBqLl57gAx7Ho9df46/8S/8Ky8WSv/43/gZSquT7b2iaa5QSkRKO29bdh36Iq8sLzu7dZ7lYxGArBKy1XMwDm0ZS5olerQUvz3OurnKCF2wawT/9pSmzUqAkVJmNghC9oAuaeRd4sfA8X3ie3DieLXrOV4FFq7jeeKSSfPEU/vIXM/bGio9f9DRW0qxDpJVLkYg4kY0thUAk0kojJV0bg9os04hW0LUtzvbkOoucw1TW0wOsu1xtWK+W5KmzRyqHSEUhYw3r9Sb6YCkoihFCKvJqRDU7IB/v8Du/+y3mNxfcXJ+zP5nym7/6S5j8L/Ds+Uve/94f0K0XCGA6mVGnVrThS2cZ+/t7vH7/jGkVdQP2plPefutNXj57xnq5Ytp2kHUE24Pb8OLJZ1wvanZ2dtCpkBXx/ILxbEo1GqWGC8ve3iH3799ntVxhTE/TNFxdeZqmoe8NSkXDPegTCS9Se1rJ/PoGoc637fM+BF47CVinWW4gUw5dgMw0Fzc6Uq5kbOM6nEo+uhI8nkvqPvCFfcPhBFZN4N/5fcP3nxomueJ4mjGucu7tCo6Mp5nBsvc8u2z4z77TcziRLPuCfnRCr3bICxPpZwmryEQkxgop0XmOUhpjDUprJuMxi+Uaay3ruqMqc1b1JlquINBSaoRwdG3P02cvKMqK+/dOmVQlz549ZbGu6Y3blv/apqc3UI4qtHXcXL7g4tmnHB4c8pu/8Wf5p/+J/yEH917jd77zAX/zb/5nfPTj79Cs5hjTR7RxMEve410sZOzv7fLOm6/z2tm9LVPGWUfoGk5OT3ny2WOWywW9CzgpcV3Hzu4EJ+OCr1cLfutv/y1UUbB7cMDuzg5PP/kEBCyXa168vODHP/kJq/WKtm0Txd1vcYrRaLQ18YP511kWCR8hUG/WKXUEJSRPFgI1Dzy9geNdQMVWs8+9abm5ynn/ZyXWBj44d/yfv6W5aXqsC3zjqObX3lC4fIeDgz3+R18Z82hHIXzPpnUIHCIY2l6CVmzqnptVy9PrDlscYPJI8S6KKpF4LdbGwlQEtCHLcrIsUs/6PvIoh8D85fkL3n3rHYSYJxfgUzUwxNO0WG0Qm5os0/SzCW1v8C7ejDzPETLyAVTKxXsp0VnGO5//Bf7iP/fP8yvf+BpPr5f8R/+v/5xv/cPf4vr8Cc70UcFCCLo+khQHCZUszxiPxyAERwf7OG/vFJ00Dx885LOXlxRlsaWje+9QOuetz3+Rm5sVl+fnCCnZrFcUweN0xm9/6/cB6I1hsVgyGo147713Eanhpa7rLVYhSdo7KXXdFr+cx/Q9AynWOZdoVJLeSkYKHl94fuXznqAkPijKieIkb5DK8/FnGeGFZ7+wYAMnRyN+8a37nJ6MKDPB16cV3kPb1AQRG0ytzOmtRKlAkWvG4xFVVQMLmN9w2bTUcha5BVkW+RORvoV1Fu1iy5zOctp6k9rFdOwbcJ56s6asyrj3EoJPfQGxd35Q01DU9QbTd5FWpGNr9FARLMsSIQWaDOMCCM3L85f8g9/+bb77o59yuVjz8pP3efH4Q0zf4YMjz0qKvIjpmFZUqYNlMpkgpGSxWPDpkye8/frrW5BCiGTOR2PK0ZgsL8h0B0JgfMtHP/4+m86j85JJNUJne3z1F7/O9XzF7/6j32G1XDP0/m3qmqdPn275gCY1sojEkStH1SsYRux5sJFiZeNNGjpugozQ9e4scPboCDGDoHKkyhG+Rrnn7M4C773jeO2h5Mvv7HCxOqAsJ6A1i/mCzbphtXHkOi59lWmyzFFmAq1y6s7R9ZbpSOELSZXB3ghcqMn6lkwowtGE80XsdXDG4oPBl7ED2ZrYUt+2HZPJOLKFgmW92kQ3IRWeSH/XQcQXGYghSkmqouTwYB8hBefnl5ElJCPkWG91BCryoiT4DtevuHz5GZv1AmM9l88+xpqOnZ0dirLC+IAM4H1cyLKsQIjYMCElXdPy7PlLFqsl3kbCZFWN0BL292bsH+xztbdH3bRI55GuJHRzhIvwcwCOT0/58le+xqePn3B4eMQ6IV5CxE7aJ0+fIxAc7k/ZLUvaPt78pnPU60086DY1xKbD7r2nyDUZkRaGsWglcMbzG99Q/MK9Bf/pfyz5S//8jGLXwWbBhx9JfvihpsoF4+mMq/41dFXQ9h2r+YbL6yWTUlPkmk1rQGasG8+oVHSdRwuJVDl1F9g0gb63uCAYFyXWdeQqMMoD41xzPJthveT50tKnfckSA6lpaoy1ZFnswLLOUdcbbFszLiSrLnYqaxLjV4ZI0DDGcnkzxzrLuIwECessONAqZzrK2dnZYTKZMZmMycuKLC/wtmc1v6Ssxjx8403+3D/55zm594inTz7k7//dv4Pr2i1X0/tAVZWxUKMUXdcxv7nh2Ytz9qcTZtMxRVGhlGJ3OmFvb5fJZEqWXWBtbB2XOmOiBJ3QSF1wfHaPN197RGcMp/fO+OTjjxjIgUKEbft23/VMdmfsjiqqUcG66fjxx48T41huLcHQou29RwRPIaM4UyVzlBaMhKarHffOJH/8wzV/+nHHB88E3/lAc7mGSeH52mvw1lHNztgQgme17nhxbbl/4BlVRVQu8YHWBGyIVrbKoSoF17Xlg3mTGlY0MssRyjOVBmmh8wLlb7ma1lpsH8EyrSPqao2h703sP/SBtunom2vOqgXrfhJJL/goDTMI2IjEq9/fnbIznbJ5/GxLopiMS44OD6iqEUU5IitiN2oY+Ol5ye7+Efcevcnuzi6L5ZIiLxiNJiy6JvIBfaBeb5BSRv8fYL1aUdcbpAwsFtfs7ExTOiaZTabs7e0zmo4pyoqu67EhNncUWewWGlUjjo5OODk+5nK+5PTe/RgvOLb056GHsDMRJJFZdDVVHoGmTdejUyFpiPaFSJ08iQonSEwjEfjk+Zj/4A8e8OOLFZ++/4SfnTs2TjCejplOx8ybln/4QcNOdcFqlbFpoqRjZ2HTCkZG0tkoRrFqTewZJHB2ICid53zecL4KSOmRQrA/87ggo/n3Huug7gMuxGYen+Inmfr+nPNs6ppjAVVVsNqsAc/Numd3miFj0ov0waNE7ITRStwiRFkRI311y6WLbc0iXawoxuRcBNGHSpvpLfW6pq43LJcLynLMZDKJvQYidrgGYjDWd1He1HtPvW6YLzc8fO0NJpNZtDpAlmn2dmZMJtMkPKHJshKRAqFJVbCzt8fh4RFFlnG4v8ejN16LFkaGW3IIERLujUmvHVvKlJJUZQ7poNwlig4Hx6bGWaRIWgiC81VP32ZMmhVfPsv51c/t86VHM3IiXXtnOsaRUU4b/tI3N5zuG7wz0UWu4dnccbV2nC97Xs57jI35/PWq508+XnC+6pkUHusEGxPrEpVWSJXjUDS9oDNiqyhCGHQb4vPszqbkSifRDrVtKL2ZL9Gj3fg8AnTwDkli/YrIkQsBmjZ25caSsNkWd+I6xN4x7z2kRop4ICwhWNp2w9WVoSpyjLXsHRzw+NOPQEQeHN7RtA1SKkLwTGcT2rbl5eUFbfcGu9N00Hx8uPFoxGxnh9nOjLquwXusK9DSUBaavf09To6P0Fqzv7vH6b377O7ts14/TkWg5AaIN6O3jkl6njzLGJU5LLYthVv+4C272N9ahBAIQXDd9hRyxe4ow7SWqSwRpWJVG+Z1w8HDI5arhueLjDcfWI5max5faq7bnOsaruYbnq2hdiqms0ozbx2btuPxVcNXX5vxaEfwk6c1SxNVTMdVJOeue8i0wTSG3kTK/O6khCynLAqCCfRak+UFCEWei20Gcz1fQvkuUjaEINEuBVERa09iiyHQdj0uhCSyGPvn267DmNjUYL1Fer0tKnjvEdZi+nbLiTd9z7rvuH92yo90hncmCk4FkyxAy2g8iq/pHcv5gq7r0om+VcoYVwV7uzvs7B+wWCzpu5YgFN73ZBq0hDJlGZNRydHREWf37/Pks89SDDCQVKJUW9vf6h4ODR+ChOn/HLFUiFutACmjSFMIgc5anO0ZjcY4JVByxNjnnN+suHy5QevYhVx3joAkl47P3/dMdyzj0xEm5PzOHyz4N/66p+0CubLkwuFMz4P9ivv7FQrDbiVwBDadBRFQOLRM5WMk66ZBKU2VZQwKr1pnBCGjvG0f29CKvMAYS9PUdL1l7G5QxQgZQlLKTAzZYcHatsM5G/vNU1OCc462baIOn4eh1Xh7AERsItmsFrR1A6nvviwLymqU6vSRgCoQ23QssofXLNdrlpt1wg3ibVRak+uMqqoYT8ZkeeQoBCFxSFSwhD5CzAQo8pyzk1PuPXyITr32Q4v10GXbdmZrzYQUVEWOkuIVdPLul/OxMqqkZGijM9ZzUzssgrUNOC+pipxZGSPwTz75hH41Z0cqfvs7BX//eyO+9X7G+x8H5teWbP8hv/TL7/DguEBVY6wuubaap2vL81XPy2XH+dKQlznjUrFuPc+uO5aNZ1UbNm3qHJaS3XG+ZXUb02F8ZG3H9e22dD7vPU3dsq4bbLvCrc/ReV4igiBacY8IIYogNw3WeiaTCfryKrYyMQgVOpROrdx+4MZnsRyauOoD4ON8IMsKDg4PefrpeiuPptIOb1WvjKVrOxarFa1pUXrYvChcWVUleZ5RViVKa5TMsKZGu4bcLGjaBusdlc443N/l3oP7lEVJ07bpXCetQwSt6beyrSFAmecUuaZu+23QuLUcIeA9qWk0kkQDgdbAzbJhOp4h5IhF3aE6R9NGePfLRwXvfuWQXOX8+KknSEm2EvzhRyv4o4Y/881nvHaiMT4nzyWCCH5JIfjses7Z/ph39nJy6TjMNXnhmK8Nk1Kybj1SOjIl2J+UPNpTvH/hIkfQWXwS1IgcQb+V2TPWUtcbXl5cU0pF1/XosqpiJ4s1r2rx5yV1U7O/u4vSCt8PAg5RliU14MVF9C7m4z5g+w7XmxTlR32aruvY3dvn4w9+is40Kos3jtS4KZUiLzK6tmW1WtG1HYUutqohMdgbpZw2S3InOYSc3nbIbsV6cU3bdlR5we7OjLOze0xnU+rULYRIJl/E22usi+VT58kzRVXkNL2h1Io8UwQPdWfoU1+EHWRoAOfjsy9rS9QZytjJDeeNoVYV9954izfu5ewVltEousJMw86kpNlseHaZ8R//F3Oum5aPV1HydahDaK1QWca3P7jk8KtnHFexL2AaIFiPFzEuKjVYrzibRhm/osioTSK2SMkgjGmT4kqe6PzeOV68eMHre5FYIodbFvxd7Z24qetVHWXfslsKlUsSMSJlAhFBFOlAxHTEWUO9XtE2NZkSXM+XHB0dkBdl1L73sd3MhUDXNvR9T1M3zG8WrDcNvTHoJKQ0+N4sV4xGUYRKKglK4oSmM4KuXrG8uaA3hgDsTmccn5xydHxyq5S9xQRiG3jT9cm/O5QSzMYle+OS490pJzsTDnfGlLneloed88nCJWsp4NlFTdfCpdP8bJPxcZ0jqgkWwcpKtHBMtGW36Dmo1uRhyf5sxOunIx7tFYzzkvVqxc3NnMViwWaz2VrIxji+9cElHRlVrplOKqoqQ6dC06RUnEwlWkVc5WAUO7lDiJ9x4HMOWg7ZID0jBfP5gnXXp3aydADuxMBbcKGuI8e/LIrUPx8bN2PrchJgDIMZj61j8fRB1zd0TZ1arqEqcrKixCZrIVPzJcjYEWyjhv6m3tANnAMiNA2CqigiNj4aJZaLIARJ6wRN17O8ueDy5gZjLaMi5+j4iHuPHqasJukfpecLIVB3fTqEIJDMRiW744pxodFKkGtFrnVqKScpffqt2xLAsu6ovWYuZ1yZPAbTRFc69wU3XeDyZsmmblisHM+X8P4Lw83Gs1tYznYic8knIGcoQSulKMqC58uOj883NDZyM5TKCChyLZgVgkzBy6VlZ6Q4mqjtHkoR4d4hc3POx9iJqAW1rjsW656mcyk5HiLgIR0kmpWua3EuUI3GW02boVhijY2CDYQkVXrr9/GxkLJczKN6aN8TEMx2ZjGADEkmJUDfdygVmzI3mw0vX16w2kSSxiB8VOQ5VVExncyYTMdRGo1IRzdO0HSWenHNcrHYKmUfHRxw9uAhRZ6/kgmIlOr25o67k3GYxStNoxAnfqRt9cSpH1FJJFqw2ljmdUuhs6RIzjZ9XVuFmx7S9w3zxvHRheX9T695+vycnz5b8bN54I8+uaHr7bZXcWhvy/McJSV5UfCz8yVIiXOWSsdYJHiH9YbrVc/pVDEpYKcEFTzeR1qfVCriNsB6vU5NpTEdNMawbjqWjUHGjY+5/F0X4JJ2XdN10fQmLnuMNNNpTb5QDsFc6gckpIVKfzYupl/j0RgAk4gVgYBWUT0LYr/9zdUNF9c3GNtvb8PQuDkZVakGUZBlGp0VWKFpraRrWy6vL7aR/P7OjLMH95nOZj8X00dxpLbrk9x7fPdsUAXfRv4hpn9pfQjgbLwgnqT+7QPLTU0mA2qr7gVKCtqmYS3GyLxACRA4ZpXkaH+HyXjER+c1T2869vZ2OT4+ZmcnKqCVZRkFJYqCIs+4quNlmo1yylywO5Kp6dNzbwZlFmUcxrkgV1F21nsXRSNSh/egWZzpyK52PvY0Nm2PjAsm+W/6stbR1DVFWUZmSSqXRi3BGBOnC5SKJ2G7oN67qGHrPVIGzs/POT49jr3qqbUcIrrYtVHYYL1Y4myUZK+bditaKWW8FVVZMhqNGE8nUUVMCDyK3gtss2Fxc0Xb9RACu9MpZ2f3ODo5/sdaxIUQ9DZS4KP+bx/JnYikVBJY1i3rRJ0K0dMl7YCQ/i7292+WS8ZJf29rL6TA9h21L7g2FYtGUBYj3nl4xJdeP+Zrr+/y3/rFE/6Zr5xSBMNqFankW0FIpciyPCm1KT69aCi0ZFbC4ThwOFacTgXTkcQHybKNly/XidPgA1oXKKW3+1IURZxNFFKfRhetshyEn8Sd038b8Dk2dR2VqPICSexGNUkQ0VqXMOiQEMEot0qIcwX6rsP0HUVW0HURU5CJSRx5ayZpC0LfRUxgvV5zfn5Bb2MnS/T3kkxpxlXFeFRR5HmiQClQOTZofIDFzSXL9RofAuOy4OjwkJOzs9u7n9xcHOYQaBNz2Vgb5d6Bi0XNxbLmZtPg/G2nk0hWIQalansQlus1BT59zuEAyBjYdj3kI3ZHmuPdPOoPOkvdOcbKcjhS3NvJuZnPmc/ndOnADZ1LEVuR/PjFGi0DUsTU7/5hjiBQt57ex87ldeMYaQHBpUA8dgnnqadCbkUx4zr0JrXND39x99dw6r3zbNY1IYjI1IkClLEbKLWOxxMVb8PgImK60dO3DU1TR/HmxLsvy4KAj1pDWUYgAjB910aSospo2pbFarU10QOtuywiC1nnGUEkCTiVYQOYrmV98YLLq2tcQvAOD/Y5vXc/gUdi+1whxK7htjMMah0D4eRiueZqVSeFMHF7McQdESmRtJOEYNV00DfbzqLB2gTv2aw33IRphJFdg1YOhI43M6SGVSFSW7fbqovfvYRaS55cdzybt0yqgnGZ4yzb+UZN61m3gauNR4lAllrG4+6qOELGWXrTk6lBsjYKclrvo1Lo8JC3EOhQEWMryjgaxxSOZO4HfRyfFL4iqBJHp0BMN3rT0nUtfd8l0hJMJ1OU0jEH9zGNjDo7+dZqNG3H9XKJMe3WLUspGZUlo7JCqsgSFoDUGo+iM9CuV1xcvKTvuq0O0aM3XmcyHm1fI2Y5IAi3iGDi8o+L+Jp+6zKGzCgVhuAVlBKI/QpdQ5npLeVapOJa07Q4XbEygrrreXq5oe07Rrqj1AqdV3x6sdxWYL2PgaZ1AePAeIFxgXVr+N4nc1aNT9y+hqu1Z9VLruqoZDZvYtUyU5Hco7OMMi8Td9AmbkO2nScwpPN6mzrIu0MYki8PcVzapm6YViMKregTbj8whAIhVfpC0s1P6lNa4zYbumZDvc6RMmc+X3B4fMyzp4/ju6TRJg5PEFHmve86VstVcj23ccdteXjMzmzKZDpls1qjdYaRmr7b4EzGxcUL6q5lPBqxvzPj+PSU/cODKL64vdHxoDddDGRV1IeiKnOyTGGSePZtehzXJMYIAVEMkz2g8556U1NV+9tRO8Nhq9c15nCXj5Y5TWsQtGyMiHhiEPz9Hz7jo2c3VONJtELSUWaK07Fjf8dRHBhcW3NeeX7w6YqTacajPcmicbQ2EnRvVjWj/Yp1H6FqJTzWxTRdJ+a1sym9zIbOoZ4QiIohA2/+7tfdQohzjqZu2J2No+p1ai4clDHj0kTTFgPAkPgBcTGs7dPwJ8dq1XF6eohSGms6IIof+uDpmgY9ndJ3UVRis2lou57peGuBYxwwGrOzs5vauyNQFJAYB743LC9fslyvOdjbY1SUnByfcHR8wkcffhRjhjvPaKyjNYYiU1ENLNOUeUZn2vSeAsQgQi0IImwRwW21MMD1YsmDe4IXQ2CaLobtIxffSc3hNOO1w4JWjPjpiw0//uSK88WGw4nk86eWk4niZBb48qOGL73ekiu4mQs+e5nz/cee/+T7PX/v+9d8/c0Z3mvwnuu1YVH3jKuMQku0FOhkfYOPg6WyLKcVtxoIt6LXsG57dBRhsrz6JRlkSm3Cj5U6jSZk0M3xnr43mC7q4AY9GPkUBwxWJFGVpMpouxZBoKwq5s0m8dszhI+ZBSEqYaxWK5arFU3bbsGlod+wyDJGVcV4OkHnOX3bxhq50zjr6OsVV5dXPDw7I1Oas9MTzh4+ROtv3zHtKVK3nqbt2RlVRGk4TVXkzFc1g5T78CMhHYhBMFupmMlIIZmvNnxJSYS6HRO3bY1ve07Hmt3S4/GUueJkJ+dD6TmeFozw/MX3Mv6ZXxoxGfdMp11kCTUZeaaQuUJlFW1o+b2PWv7kI0NZlDw4nPBy1WA9XCxbvvxgwqKJ8UlMOz2ZzpNKagxKizzf3vUQAnXbo5WQWO6autgft+3xczE4cd6TFwVK3eLixpjEqGX788E7vJCpGBF1fk3XRv4gCoFkMhlTb9Z3ikkWhKKua8oy4uXLxYLVZoV1x+hB9jUEyqKgGkUN3ojRx8zDB0HvPH295vziJc59njLL2Z/NuP/wEUVRpMLQ3YljgabtGIQfpRBMqtvumqjQOVjI+HyDoLQSt4dy0XTkro0t5zpLWEjkPizmc0bTjPm6pcgFKrR4G1VEgvfUDj582fPPVYrDI4M1HuMlKnNMJgGdSw52JV/5XM6/2mQ8uYRPLw0/frrg5ughu/en9G3NxeY5mnRoBYSU4QzaiAPNLdMZrYhYjTEMLiCWSoW4lWHfHgYfUh25ZTSK0yqHRXw1Ewjbhw4iVr+0VtR9v71CWmWsVss4PSTp4bo0i0C42L2iEvnUe8d8taI30cIMU0Mzrdnf3WU0HqVbKAhS4oKkT91HN5fn1E3LuByxO5tyev8eO7u71M+eJ/j51g00nYnTPhI9fFKVUf9/mwLGNPlusGytJys0MkQZu3Vnka5jpxixyfR2WqmQgrZpudGKn6xzcrlGyI7Prh0v5j3eG948kPzC5xSVtmyWAikUOvMUYxvTbhEQClQm8TLj+FzSfqfg42eGe/4Z8/w9lJ7x+Oqc0q853MnpAnGIhWnRabJY38dhGjq7TVdD8HFsnEhcwDhQ6dUDgCCasrpmZzqOA5S66DJsigPiqJYo4hhtZaJXJYtg+w5jOiBwdT3n3oNTfkag79tX3iikRV+v1jx98pTF597d6gwMMYlWkslotK1MBpFGtukcGwy2qVnNL1ksl+zv7DAZjdjb3+fw5JinT56gpN5uvhDQ9obeODKdYZ2jzDIyreitIwzy6qk2MsxGNs5TeE8mBPuV5nLTs6g3vHZywIv5BoSKwtNIgjNMdMte5ci1ZVb23N8LfOEevH6S8e5Dz+mRQ+uo0Cakj1S2dJOFDpBHVRK84ju/0/OTzwSPw0Py5n125M+4mXyOoqz42ccv2DjFvYOC1hiqZAGGyN87i5IKnWYoEkLSCha3nPjhz0OkPBAj27blYH83pl+bLiJj1ic2j9/iAUroaAVU2Fajur4h6yuE1DjjECGQFwXWmm29P8rRRcLjZrVkeTPn6uaadVszGU+2h0BKyago2dmZbYcnDPmuteCtobm54PLqgtfu3yfXmnunpxydHL+iGBLjgJgOtb2lLBzGxLw704rO3Cl5D6SX4NFSpXnDPmop6chtePLyhq+/9jZawr2p4d5pzcOdhjcPe944umK3cnH6iRQUmafIPCrzSO0JKokzi0CQIQacSXcALwi9Rfo5fVMgO8m9UcflxY9YSc9Y3BDkmstihNaKtnes+x5UifMhzSuSSZRrmApHen6JVlKmJsNh0xMnTsbxL5mOPqSuW6RKosdK0VuLTe1Hd7twA3EeHQlIGYpHXVuTVxM6E3P08WTMZrWKNKvkg10IUf1bFLRNy2qxirn6UBNIwWCeK6rRaAtR9yY2eQQZaWftesHV5SXWeSqtOdjb4/T+Q/KiwPRmGwhFwmgsDU+rnC54JlXJqCxY1bcwcCzyyFgBVUNgGF2SC4Eqk3xyteG/d3TJV04+4OHukp2yY1SCzPy2hgAhibCnmEsLgvZDvWm7hihwK4G0MuLsIuD7QFFY/slfz/nZZ8fk+zOevKx5efmUxeISnR1Q5DmdcSwbwygVCfJyhJCRCzkISZGyFx88Ut7xiYO5UwloKXJNlkWasTU2ig+VZcqb0xy9rkuBWMSgCakO4P0rVKSu61IZOKNpmq0yh0sq4UprkKmzN8BiseDFy+dcXV9tfdawaXmWMxmPme3OtgGd1JoQZOyNNz3XV+fUbQPA4e4uDx4+ZDqZpH27EwdArB8ItrL1k6oY1giI5dqkchyzgBB78OveMBpVaK14Nq/5tIfybMrpexWT+4albPngykHlkblDZD7daghigjh6Ox4oQtRxdgKMBCORR2/gbIUwAmEE0glUcFT39th97xdZZYf8wScb/tPvrvmD91+gpaRIB9y7gHU2jePNUElfYTtyVgwcUJDD/NlbAcU4HTzPYhUuxLZ3rLM0bUMxqmJUnm5Hb8y2nu+D3ebNQ2lUCHE7PdtbfLC8PL/k5PgoMWxivDDEEs65NG69p20alus1XXIVUes+UOY5B7u7TGc7FFUV+fwyxyLpnMF3DTeXL1iuojzKdDzm6OSYg+PbwtC27CskbW8YtJA8sY4Qa+cxPhrqG0WmmZQ501yzW2S8vj/lq+88pPeBcdHwor7P//G3Ps/f+kcNjOH3f2j4a//OmlWroim3kuAlwQR8+QD0EbQBYSXCCYSPp05ah8pzvNphuYKXVxnf+dmE/+/vHfG//+tj/hf/9sf8e7/9MX/wyZyXK8ve/j5FWVHkRcQfbMysRIipoNYRch94HHfdqdYpnUGCDPG2q9QfMIglDulW23aM93bItUZJG0umxm7jgKHEK5ER5dPZLbPHWWzfgoz5ugSyoiAYg/NuCxwJ4qSLvrMsbhZcz+cYYxlXIyLGEDdwPB4xGkduwGaxRMochMaTI7xjc33O+fkLXrv/gKrIOD074/TeGR++/xPufgkh6Kylty4CQiaQacV4VKCEYFzmVHlGoRRFmsfTJqGK803H//u//CG/8fWC/9l/t+Cq+X1OguOdswp8xq98bcmDI8M0d+Bj91XErwMqG8P4PmQSDMnUg1CwWgj+zm9d89HzYz74NOP5StP7Ai9LjPV07Ybluo51fxHheiElRZo76EMa82dtYnYPBTi2xayB/a1V+gfCAAkPBZPbKkjsjgk0dY083I9y5LJNeEDk/DmXeIE6HQIhkYF0kBzWxlggywVdFwOs6WTKajHfDnV1qfoliDKz6+WKm5sb5ss5O9PJnVqFZ1yNmM1mTGZTljfXuGARSuFsCjyX17x4/pT+y18l1xmHe/ucPXyI0hpjUyUsZRW5VvRdjw4ZjYmL+t7941hDlyBCoOktjbG0vaXuDZvWEAj0vefXfvU13v6m4i33BX751ysY7YOv2Z3+iN3j78PVgr6Gvod1K3l+k3H1s2vcwRG7tea9U8PLm8Cn5/DkEv7oA8VvfbdjNFkAgUwHpDAURU+e5xzs77C3O+Wjj3xUeO9ihlUUscnVWYfTIVH0W3RRbC9YCH5bdsZ7tJCRQmRD3JTA7TgSQqyBG2sJPvpKHyAvImMlhChTOvTbR1KJvzOg2KUJHiLxCEycBxgivawsC24uDWJQ8EpWxGnFMMz6+bOnUdIk3PpkKRXjqmS2E11AUZYxSJUqVgadRTULXjz+hLbtKGcFu7MZDx48Yn9nhjc907JgUmaUWcYkTyPdkhJ37zxdb2hNLHkbZ2l7R2sdxsb4JqRWOo3iOz9e8JsvX0OUJ6zbkuViydX5cy6eLzl/ARcXFVerjPOF5nIt6b3C+xbP91EuZ1LmzGuFCxnGKXwQVCNBcG2Ms2ysrUwmY87OzsjznBcvXmwvhDGRDZoXkegZB33GOczeefKiSqN+HCGIreKr9x6tUjlyADycC3FjXWTO3J1X75IbKMsKLRev+Hhr4zyhEDyk/jVk7GjRWsc5g8aS6Rwh4Pz8guPjI549fZLSx+1IhEg3s7GmffHinPliEUuqCZGTUlBkGfs7M0ajEVLGOkSs8ygIsTa+uXrO9fU1O9Mph7s7HJwc8c0vvI2bX+NFNIdNb1g0PY0x1L2hM47euUQM8VveYEhlYB8CSgryIiPXmpGS/Of/1ZLvf3qFVn+fvjfUTcd6vaHtPMYJEMV2sncMQGOxKdcey4yriw1912JsVP90zjGdTtnb26NPQNqQqg9DPC8uLphM4sg4ay3WObIsMoy7Nk4V643BW0tRjWMgmEi2g5oIgB56AodgxycFMDDbNx1KnKY3sYO1KMkyhWhvhYcHQqO3HpXHHrWI/ikGitkQeASg6+OgBaRCJDCKEKdwaBExhrZt6bue1WZNby1Fnm3ZvUqqLVU8CBKIpEHl0Z1KwWJ+w5Onj3n04AHTquTo6Bg13uHxJ5/SWL+94db71PzhouYB0XX11qWReiKVvLf5IyARSsbhUEpRt3GekbFRDNqHKPSgdPzEuXZMKse0glEReHhs+f33R6zrQN/VSZQ7Pk9VVSndzbcHYFjD4RCMRiPW6zXDrCBnDUrHDqDNpsb5PA787FvGOwcRlvfRqkslU/k+zQuI5sBtc9W7aOAQBIYAnYkHYDwqydII0qH6Nww54s7P+jup4DD0oeu7dEo7nPNMJ2PWy1W8WWk4cpx+3cQm082GDz/8kF/5xW9QZFkkY/hIFJmMKybTKaPxiPVymW6qwiBQ3iLNiudPP6Z336QqK+6dnJBNd3i+2GDSgCrPbePHzqTioCzZGZd4H/jhx88w3pGhknWJzxVcIOgYFxkfUFj2dnd58OA+Xdex2Wy4uLyiWV/zV351xab1vPcoWqi9aeDxuaTt4U8/Epiy4Pj4eIunOOdYLBZxDKyUdF1HVd0KWAxNOMPAb7WtcMZ9KoqYwjrrscrQ1iu6ro04CVErIZfD8GyJFgmzH8a2DTdsgF6HQwDxlndJPTTL4pw8mwKqwQK44NHep7Zxsf2QIkRFioGtkuZPk2kdByqVkTIeR8VWgKDerLk6v+Cjn33IZlMzTXVzkiWZjEaxxTylsN47vFD0QbFXrBm7lub5T3n86Qec7O1xfHTA0f0HdC7QpCBuGOTofeBod8rupCJPHdF5pukbS5DhtqgSwnatvA9YYN0ZurZJDSuxJNy1bUI5JeMq8KcfCjorOdzxjAr44w8lvamRsuTy+mo77iYqmmfb22+t3SKYgzXO8/yWeKIU9+4/QueRJlYUcVK595a+FzjT0zWrGK+k2Oou2q9F4pGrhBYNxZK79LDhzya1Vg+TqrUSWCe2sqrRP6VycIIeldBomcaVxVHZ2w9xfXPDydkZVxcXhOCQIUqgBSKjhQQ0rdc1zy9ecnJ89AqIo5VmNpsx29vl6vwCn5pG173k+QqWHeTuUz75P/yvGHXPeOOX/gIHR/eoplNulqtkleIz+uDZtD0HPmDwjDNNVWas2yhssa1HMBRSBvqbxPrAarna3sqbmxsgYL3i3/27OV1ncC6QZfAv/hqc7Ht2p4FCedabnlFVxTEv6fAMPQLj8Zj2jlx/CIGmaVgs5jRNgxSCe/cesrO3H4M8IciLMkrcu4CUgaapyVaLaGF82B6ibSfSdoiCkDhc5L0MZIc7wcdADun7HusMxahCEjXwIk05BoJ+O2Y2TcUiDjNI7K94a6yNzZjdhqPdisOdgj4pY2oil50QGUBZlmF7w/nlJW3Xb7uAAcoyZ2c2jdGvjrKtUitWPXz7U8vFzYp7+x3vHmradsmf/Bf/Pur1X+f07B5Pnzx7xc2BpO36WONwLkrDljmXiFcOXQTHEpgeIpIplIy6SmnaacxwSsbjMS9evIyQq4rj+P7WHypA0/dpcFTeUZZlgsAj+3l3d4eiKHDOc3NzE4kvzjOfz3n+/AV13XBydsIvfPWrnJ/f3HY/CRFVwnRG03UR3bSW9XK+he1NkvsZrI0WRP6aUjKKDaQzPpz4+MJDSTQWhYyxRGXpmEu7ELa9ArdFpfjvzvo0pyfqBwcsle/ZKx1l7Vh88oyvHUfI+brV3HQlN42j7iJGWCRRqvOLCzZNTZln29fOlGY2GpFlOduafYgYwqZu6doOXIGxYE1AohDPv8fh9EHKi28tnJLQ9TGaViJqD43LPJWG/c9zpqJQBJHDl0lB10X5udlsRlmWLBYLptMpUoo00TRWLbs+HSgR0FpQ1zXHx8cxW0rE0mGdF8sV603Nar2Jwo+pbmKMo2stuY7zCkNMKqLF1Zq8yKjvNMV2XR1VUYTYimYPT64H0GYYYhBSF/AtO3g4DIAQ9L2hbVqs6VNRIzYcOqLkeoR8/dY8Csl2UIOzniIYdoWldB7ZxapYtxF0KmNW5Dw4quiD5LLLuGwzhI4B6EcffciL86+wN51thR1BRHbQZEI1rlivV3hnCL4jiDgKrioU1js0grOdHGi5V0bxhL5rXik1G+voesOkyvEeqixDaxl5kEJsZw8OrKeQ2D9FWWB7w3K5ZDweo7NsGwDneZwqerueiYQ6RPXB8/D1B0ipWVwv8N5xdXPDxx99wnK9wRlDluV0XZwPGPV+DMvlnM1miZIi1l0Sh1EKSVGUhLDc9nviQ2rl45W9FULE4dFKyVcIjbffNJRBE2YvBL1x2K6JVbW0GDaJTHRpgvUQqIk0vlRKFfvafM1I9ewWCUSRGpFJjqeWzljmjaNNG/DmNOO1iebGCjpT0bctLy4uePett1EMsKZlXFUc7u9RlJEh5G2LEgIfBJJALgNt73l9WpHlnst5DSPBdDrhqmteMe0uOOq+Zzoqt+XeQmt6615xA/GxxTYeQMQ46Cc//CHv/+QneO8Yj+NQ6bquk2vQiX6uKHJN33WoXPPm5z7Hb/wTv8FqueRb//UfY/s2qbDf9voF2N5+kWYmbDYNm7ZPGM7tjKPh0Ekx6B1ICHYbs6j0OlprMkBHNCg2QhJit2xs8BQoIamKjFmZsz+uuLcz4cHeDif7u/zWjz9m2bSxXz5EBZEhah3yTZEg5UA0d9YYgvAgFZsu4IDKgxCKg5FCCs/RyLOoV3y0zBiPC/ZHLapf0Xx2zcffKfjq597h5OReimTjDKCiLBlPpmil6b3FebvV0XVIlJZ4BZ2rsd5TKMfh8TEX5+fER03uTkiatt8e+lIriiJjmSaf/nxWxICdpK5hZwyh7znanfALX/k8zzcdO3s7dF2c6LlerdFSMioUdSOpO4e3ltWq4fjoKApidy15Fuc2SSHwaQKbSmIbApBpONR6XXN6fER7vSSNdwURZx4MQ7mGmQ2k/4bYkBDrDoDujUPJOFxhMi6pMs3RZMTxrOJsNuHh4T6HuzMyYt/Zuve8XK1p+j5iAQKa1DtnjHslDgghNjKCQJiOca64rlua3m4PxqjQ4DMq5dEqql4djQNy3dI3PZ+uFOOxZWdsePGH/z/+w8++x5d/9c/zC7/+lzg8eUBZxgmYWZZTFhnt0tD1Ufo2WItUCgdcrA17qsdag755n7N8zE+k5O7FFgSazqTDEGnXcVpJ5PBJrbYZwXZFBXFimopWR6Qmj0ILyrLA9PFyRM86KI7qCJD5OM5lsVrz5S+8ydHpAev1mqIoKasq7lNqRhVCRPzB+3gYlGe1XvHWW29wPV9trTWBrRx+HCk3uOMYr5kQkCFWbJVS6LNJwW6p2Tsaczy5z6QoyJXACsXGeZ6vNvzo5RWrpuNm07DpDZ2NKcfR0QGLmxtqlerw1tB1fWIM97SLKw5KgVKCrm9pXUDmJTdNSyEdCmhwXAkodWCnCqw7GI9i3l1IQakMmYSbRU/nJKPFT5g//5j3//Dv8sVf+fO8+41/ivEoTu60zhJ87Eesux7bdXgPFkGP4qKRdF3OOLc8zBYcTnMuVz2Djlh0cRbjw7afflIVEb9gGKG7RUpi0WzoidSa2DYKTdtjmhqtJ5jBaqjINgpeMN3dZXVtyXSPMz3nL87RRcH9s2M++vAzhJRUVYVWOdZGuf4o0zuIVYFQirpubql3KbCLtLkopNGn0TFKye0IQJcyhhjzgf6zDw9oXaC2js+WLYtuybLp2fQ9nfUYNxRA0gMnf1NVJdPphHazJk98OmBbGbSm5/LyiuJgxETDRIHVYFpPqRXLNjacaBF4uD/hXOas2tjz3hvPrISNUQg0uZCcTBxN13LdZHx64bnefMTzT/9t/ujv/n+YPPwq6GPG0xn1MksxTFQDc87jkHRC4L3mteOCnbzlZt3xxmHF+bJDy8G0x47gvo8imc4HRkVGpuW2gvhKUEyEvK1z5DpyCZSQ9M7TND16h7Q9kXArlaK3USouytxICI7F/IblYkNvUiFNxOmtKlOEPob5MnEwBj+O98znC9q2TRmc25p6ISVFnrOpG7x3Kf4ICJF+FpEqvgH9t3/6nNqYOB0z0b0Htk9IvnDg04sQtnozDw72QMg0Zq6BNr5gmw6AMwZjHFqEJMDoOawClYLOCTIU0uXMNy0/fHzJ0azkjeMphxPFi6Vi1QYy7VPvHBTKMcoDkxI6Z3gxb/l0oVisNuxfPqeYHnIwPmOdCXrjabuetrPUbUc+ytHCMpnlHO9lPHnZcL7MECIqbnHHAjjvWDcte9MxQcR+xFzHuUrDAUiErjg2JzWnINOhSC52sVpzuH/AWiSaXSA1fDr6vrsFfZynXm24md9sb6kNUWVtiANMDLSihXEeVIYHNus1m7qOMU5vtlVYKQV5mvo6gG7BE+MvSCX/+Mz606s5UZKNLeQ4mLXALXLE8BlSNhBJICEhT+st8mdsjAOkgNZarA3oMtUbAuxl0deeTjPqTrPqSs6XhutNx3c/W7A/znnzqGBWZQRg3UOhY5Ux5rw93gn2S0+mHU9XktZk7Nsbxu2SN7IR5aFldaVYrjyLTcfeKEMG2CskF5fXeOc5mgQeL7Zu/E5wB+umxXqH9JJcKcpCs2pukdHBFRCGUrpPRItbqbn5YsFDHcfExoEUbHmNXdshiyg/33VdRPfmK46P95PCqU3TzZJoBZF3IRI9LbqhqHFws1xyuLtLveUwxifKsnzbOTV0KjnnyfRQnLMopdFlFkefj8uczhgur+fpAeU22r2bEg6HoGlis4jKIiSshcR6ByHy/3Z2dtBZwfmqwwvJXiVZttEfFZmkUoGjWeBMBF7by6lNxuXG8XRu+N6Tho8uOt48qdgbl4xyS+88dQfOQe+h0IpSBd4+9KzajlXd8/xGUuQdpzPFX/mFik+vJGsHUgaKPBJZpcwoc0twhtf2BH+sFZ2120MQwZoBy3CEtDaXyewLcQuTey9QAkyqJygJwcbDsWo7pI9y9BF2jSNcpIxYipYhWQQTtZKXaz7/7htUVUHb1ORZTp5nDD0bQyp4O5VNYE3P8mbB2eHRK7A9iBQIRng/hDgJfYhbhBjQTtCZjihcVeTb0+uTcNKrX4OZZItUWWspsoxcx35246LP7bsINz54+IAnT55SX6xx+yOcDwQcvZXcWJiUiuNpQZ57TkrLw93AV85yHs9zvvuk5wePN3ztdUWpPcsaVl2M2kcZTMsoSdcawSiDSQ5H3nO96fj0QrIzLTiYlrw99kiWWCsiDU1JrNO0feBk6vjC/RF/9PEiTuJOnILeREBISYGzUd8oilfGTRhg8SHuEcRWepVpArFNu+stfddGYUyXlEdlnNplk5Uc+vS6tmW+WLG/t8vJ2RHzmyVZEVU/hYzv6bxHikjCiZlAPBjr9ToO9B7iE4a0O84JsNbdqdDG18nSmFwByEH1whPIUo/81tf9XDHorpls25jzI+Ooskzfuo+277fFjDfefAPykk8v12x6R93FydtBQN07Xq4sL5eBn10rPlnkGAq+eAp/5s2cd+/NGOfQ9A4XAuPCsT9yHE0dWoFxgd4Gmh6WXazencwUn7+fcTIJ0Nd89rJlsXFo0TEpLbMR5NpTFhmZDHzxLGNUpCCJW2GM5aZO5EpPVWSpXf4WTRusYQjxJjs/EFJikNUbg2kaci23glixoTTq/RgTeyEFUYtpcTMnIHjt0X1QsUMoywuUVgxNqPEaRrmdQTpnvlhGDoXacvkAUgt+tnUb23SBW1HPQBrdHfNcnwSj1R3AQyaToV558AibGkwfqWJZ6qYRIk3btrEy2Pc9z58+Yb6Yc3695GdPL3k5X3O1amhNpCd5BJs+cFNbLteeF6vAooODMZxMJZmKQZCWsFsJDqaKPJf0zuFspGY1TrA3UUzGFeWoirCna5iWnod7jk1reDaH2kiCzqkqxbT0VDmcTAOfO5vgby8JQMIDUrGHCCvfvQhblRPv0OmGktYLwAXBYrmklFGzbyjAaB3ldQcpGkKgazvW6xV11zObzbbA1Kiqoq5P6lKNot0KQdgeqnpTs9psIlK4TWijG8qLnBB8cgM+9j8mHgCp4CeH8q9JLVjDRt5uNgwTvu9+ee9pu5YQPEpnKCHQUkGIbB5rLYv5nHq9Zm9csr8zQWWam+WaT55d8MnzK14uNqybOKhSphnFdS84X0vWHVyuPQJPbyWdE9sZxs4FnINMC4ocTnYCufKs6zWbzZqujYRV5yF4xxsHgZ2R4PmN4cVVS2tEbO8qFbPK8d6J3AZHw1drHEEMODuU+a1lfHUdQKfDEGHveAmFFFzOVxRZvHo6ravWUeJuINoOmcHN5Q2PHz9jkqqbcURdQZHlKIaGHbYM7VjfzzB9x6auKQq97V8IKYbLs2Jb9Bkus/Num+UBSJUoWsOLDvNmbzf+rkW4rRB6H2iSpInSEdkaGELDYIa63qS0SHA4HfHocIcHx3tMJyPWbcfPnp7zw09e8OnLOU1rsD5q2F/XikWnGReCTAUWjcB4hXWBddPTmUCeRUVPmQpSnfXUjWG+8fReorVgUmUUWdTLe3SoeP3QszfTnM97LheGuo239nOnGW8cjaP4Q0rbBoJLiIESozyPmH+4CwcnFyBvxbMGzF5JWNUt2kdNxGFcTZxpHNlRXtyynNfrNZ98+hSkTEOsothjXuQJto2j7QY4d6hIewLz+TzqKW4FPuJXluURNQwhxV+kC2oZ7IUcPnyI0HYKEOSWfw8/p5Vz50S1Tcz5Y/eJQmu5PV0xDrCxbCoEmZZMyoyDacXD413euX/Cw+N9hJA8Pr/hhx8/4yefvuTZ1YbaCJ4tQatY5dr0Kh6KWrCq44ws4wW1AaE0xvqkyi0oc0GcBisw1lNVBVWR4a1hd1Ik0qVh0QgWG0PXw+5Y8atv54zKfIumDZVBiIWeKteon2ugHfJ4KWKaa6zb8ga9D9R9j202ZCryB4WI8xKUVMPyR1UPKbF9x8XzC5zz7OxMh7atbTmcgU0VAoFozuOeCBbzBYhbAaghbY+BYJL5T3SyeAhjzHJ6uIMckCEhYn6bKYWStz5/aPyEqNa1tQak4Qs2jpTTKo5xTRLAWGOQUtMax6brWdY9vfW4ALlSjKuc+4czPv/aEe8+OuFgd0ZnPB8+veJHn11wsYgqGc4HNh10Li54YyWrTuOCxqNxLnbr+nQropqWoO1cBD9SkUcpxfOrlp89jnOJbIDWxEKRUBm/8HrFr31uinXR/DkPTW8YmmOLQiPvZEZDajxoJWZKJNX1eAGyTJHnmourc2ZZtKTR/wp0pm7hWxE3yJiem5trVuuGnZ1JIsVEIWut1ID3plkNya2oiA2s1nVic93OcI4Vv0jdizjAbWBvned4b8o33z1DuoT+iRBzzEzLbQp498Uilfl2xCoJN28T900qjZZxlEusBdg4PmU2ZdM6rpYbFk2L9yQdobRwWnG4M+LdB/t86bVD3rx3gFYKraDQMQC0RLEkKRxVThyo1MZj2LuAd6QIPi5ScJYyE1S5AB/1ADd94OWNYX+qqDLIZWQsFzrm5cZ4/qmv7PDV16aEEBnBm6QeHrwn1wqtJK/yXmMblg+eXGeERC7VWRYba5XietNSZR4pYrc0QtxqHPqAkAkRNIb1csnzlxeMJhNUnhGIzR5ZponF7ZAMTFJRlVHAomlq6qZJpd7bjR74hQN/QYgohbMzHfFLn39AISxaa4W3sbnTOhe7f7WC7tXU7xYDD9uHl0LStC3T2TQCD4lZZJ2PaqDO8ejhA6yxLFcrlosF/apmd1xQipiLGptqC7nkaKqZlpJRppmOFFo4+mROdSp1aiUQEjob6DdRoKrQkmkh0MqRKSBICi2QMgU7IXA17+ksGAujTLAvHPNOsdw4qsITRIEXhn/xl3b5+lsjnt10PLlM0vgydhAVWlNjkkW8BcZ6G3UFgCgjmyavayWp2x5vepTItw2ZSied5GicYhnbWtqm4fLlJScne2Ra04cWnWvyLEeIKFuDj0OunbdkokQIRd9bNus14/GY3tx2ZSMkWZrNMABIk1HFr3zhNXYqSbPeoLWUWBFZKtZDidimPK/6fPFzv48NJV1vcCZp00qF1oo+8QL7PjaOjidj9g/2aLuey4sLltdXGOs4mFUUSlD3jt56Vp2g1IKqkFR5hKeNjZLmMZCRrDqojYg3SkAmJL0V9NqSyVgqFfgtTS3TkrYNLDeBUSGpMoESAZ0r9hW4ICkzSVaoSHvvHK/vab72aIb1gm9/7PjRU0umNGWuEXKAi5K1kTGDGhd51BYO8cAOQzV6EwtjZT6mNS4JOUetwEFxVWmJbeMBuLm64cGDE/KyYL1aR9XQvEAQawnbcrSP6F68cJbVes10Mkn1/lt4O9NZLFh5z8nBDt/4/Guc7mTYrqYzJgpEKBF5fcJHkCHT+pXbPsDCQ105YgNDTcDEFjBiC3JMBZPEXNIQGuoJWimOj4+ZTSc8ffKEZ9c1h9OSLIsBVGcEnQmsW8eokCxaifESoWJ7VGMkLoBxIjV/BGQWqLKAc5LGRZm0IosOpjPxvZe1xXrJXqEYZWBcJJ+MCwF4ehNHsJeZYP9gQh8Uzy5qhFT8wgMITvDhJRRZJM2M84xpEauFlRTUafiETNB5JGcqyjIyoq013DvMWTVdSuciPGytjcwlqZAi8gpv5jc4LyjKfEsrK/IcqVRsSUuWeGhTl1IhXCSbhFMQwhNH2kcjpdIshtcPd/na5x4wLSS4SOlrehc1gqSMEbOS0ddn+lbubDD3UR5F3BZlQrwHLs2qVzqL6aDuE2QZ08EICHV4b3n85AXG9Ozt7FCOJqzWK14sW6pMMi0zUNCblI4g2HQDsETKceOkL+MCuRL0PiBc/HyVCggtMCZW4yCKJra9Z9Eo8lwxK8E40Fl0EY6IzmUqxOfPC1Aa7R339jXnN4am1XztYYaXkptV3KhZWZJrSaklb4xGXBjL87YhS+3l949m7E0rRqXmYt7w8eNLitGIMh/RNAoh7VZVdOtSk87i4vqGxXITh1+nwDzPC6SSCMtWNc07j7V+m3auNpsoyBkCIbg0ADTjeLrPew922JuM0CqAN3ibRvVEocgkFpBQxHhTI+I0pA3x1N3mmNvgMJlmYyx57tFZjpZJ6MlHP3h1dU0wPUrGoLG3jmebOj5EOiRX1lIoxaiMEe/epKDUgd7GgK81kXO4aBXTMiBMPAjWSxoj4/dqxwxHUUIdJ7dRFoF5Lei9ZDfzGBtNplaBzkYEzwOLJjAdKzIFrm2wNuDw7I9jN9S8dnz+OGdTZzy/UtSmxweNCZLzpuVoOmYuAvuFAqHSQGfP+dWGZdNjnePTJ5dMjx6gtEIagboDnQ91BmNMVBlfb5IkfkhBpSYkHD+EMMhW4axFZxofBHXdUTc94zJnd5yxU0oKFb+n6y3G9uRKxvY175MaOukAJKnSeGv9tpXL2ttsYBsEJt93aw1UlJKtqjRXkOSXYg+BDI5xHk3h7iinN466txgX/T5AEIK269m0HbvTEUeqRAmQBHoHNk0NWfUxK8gVSOnJELRWsGwFvR6mmlhGWRRvbo2nNoIyE4zy2PkrnGHTRAg5UxKlBbNRRqUloesJUuKDwCFp+sCiVTy99uztlfzie8dQ7vLpswVNEyXYn9cN+7nmpNDUmcL0lidXC1yAtx+d8d5swuMXF9wsN+Q7fZorILaptrEJxxcCk4K566s5x0c75FmGAqaHO8zKt1is1nz6+DnLTRsPjLWMxxXjcpfZtOKtkxFHU816veH6umbTWqSKEvV5ppAYgu3x3m7l8LWLMQNKyAQTRqGnTCk6hiaRf7wYBDElGmraA/tXplazrjfJTYTYZKkCU5XhnI+l3Eyl2ygQQWC8Y9MZCq2pdDzjNsTpoFoK1q2jNyEtXpxFnKlAJQLaS5yP1UItJbmKOH/dgyfe+NameV/BYwxUuaTIFaNSUGZgOovONSrT+N7xbK4Qk/uUhzNeP9IoFZtgvvlFwTe+KFisG86vllgPRdNRKPi9z8759MU1D072+PWvf4n7hxM26xXajTmcjVhLCT62VGSZZmc2osoz8lyzWGRoJTja32UnLClby1ce7aGCR2nFdPQQKeDJyxt+908/4PHzKw73pvziF97g7GCCxuG6mufnVzy92nC96mh6y3RccXq0h8ahQtRw8N7T2ZhSauc8WdK1sz72yA09bTFVuU0Bt/Dn9r8CgdzO/VPDQCepEmM2VuucdHTGkus7Y2BEvIG5jnNrQh8Y5TmZkkwrQZV51h2UWlKn/Lq3HoEkkwKhZWphj5iE1gHnBatGU+josjZdbHopsxBxhGBpe8GkEIzLeACDg9q5NIcP+t7yeFGQHX6Bw71dTN8itaZrmqhfKCWmbah0xrsPTxjPptT1muAdf+n+Pj97dsUbD8442p2wXi/56cdPWdUNB7szZiPoyTispuyOcnZ3dtASnO0w7Ybg44xBoR3CbJC4yFUQKgpNacXpwZi/9Ge/wKYxCKHQEjLhcH3L1c2Sl/OGdW2pyoKH947Y351QapDBAH5LYm2NjyCTtZaQRRx/i/eGWE8WcKcEerdFSqTqVvwR7yNvUOsMqTVa9Qzzd22qknkPN3XHSEcLESFjvW1rMj4wLnPWTc+8lsggaXrPtIKAp3OOMtxSo/HQR8IxASIIJaANsOoUSoSouCmgt1CqgA8RSdwZxdPfGwshFpVkHgPX50vN5PQr7M5miRcRVbWi2HKO7VpkXtHVNVoXrJcL6s2S8XhGJuHdB0fM9nbxpuFmvqaznsO9PSbjktlOnrqYPFk+Ji9Kms2c4HoUkSbfGUemS5y1sQHHeZxTyGAp8lhsE96R6Uj2IOkubdYbblYNvYN7Z/uc7O2QF1nsCAodWkV/37nApovI7rgq0L2xjKtiSzq0HjQhVQVVXGluwaBbdtDteNUh5y/yItGYQAtJ7ywqyzg83GdnZwepFKv5nMX8hq4ztMoyrjJEEBS53r5+ZwPXtcc4GIcIs3of5eda65mgUDKQqfh5G+NpTDwASkFvBc4GtPAombAT5al7mZgxNipn+li9y4l184ulpRu/x8lsFmfwhUjy8DZO43TOg8rpu568GqE1rOY3sVl2v6J3jmqyg5KBpm9p+p4HJ3vsTkZRB0FrRAiYAKNiRNdFMekY0kXVlCB0mqoaaylN3xOagCkzqiJDqVjGsc6DdwjhsbZlVdf0NnB2tMv+TpwMbpzHO0OuAyrVMHpjWbWOPC+juHRv7HaDlZAYZ3Eu+lIpIwXrbvQ/gEDDkKjhK6Ygo+2Aaa0lnWHb0w6QZxln9++zf3jI5eU1i8UNN5uOXEt676lyjQkBJSL0i4DW+DjFSwl6G5VBm17Ggdcidh8VWiB0HOa46WCcRZ6BTFYgV57OEG9/GSt8dRvItUcrDVLSWc+V2eXe4Uli0CYtYKFwwZEVJWa9QqCoyjjBbD2/xlpHVo6ppntk1RhJwPRx2poMDi1SnQIohMCYjoCO01L6NtXqHc50cZBVWnPnPMb2dF2skva9oc11VGxHIISL+kWp4aYznul0wv7OJBlpiTE9CovEQ6rptL3DeMiIUjh6mOujkoSJ9TE/VVKiE1hxNwuQUhPCrT7wcAS6Lk7jjI2gGiWj4IRzjibNBBoOQ1EWnN47YXdvJ46H6Xp6b+mbKGOWCSjzjDwTbDrPuFSUmY60awSt8VTJbTkXp3sXSjDOAx5BbWFjFYUMzFtNqTt8kAgR0AqaXhFChI2jKwucL6E6fINCJ2pY6msMyNRdZdHlmPn5BaenJ9i+pWtbPILJdBaf1XQR2ZMZyIjdWxdojUVlOUU5IngbN7RtsX2HNQZEhOGjRF5kWbVty6pusBZsgI11tMaRtT2lljE4ziWEyC/I8gyV51EeTkap277vGeegRWoKMdGqCiEwzsH/v64z6ZEsy+r8705vsMmHGDKriszqhARUIIRALHrREnx3etdsWBTdUjeV2UVlEpOHu5s9e8MdWZz7zDxotUuhGKSIcDO779xzzn9alIRHx5hk5DCa4uXeXkfBl18CNa4WqrUhrJNACJGc8gXvrrjHBSe/SMaUgEEgOHvf95RcaHVb7VAKpxBZSsQsK82qoXFig6q0LIISoIo0AKkUxgCHDroa/rVERVSKc1D4qGh0pjWF0RtSgp2rvDlnWGLhMb/iu5s7RE13nXhyiiikD1iCx/VbrLNM5/lietV1HdF7/CR0b9essTCa07iwRbNrtlSbUErOLH6qfgIVtKkJKklZYkqcp5HjsFC0qXY1sbqaJHad42bjpLnTFuccXZMZlsAwBnKBiDiYWiU5AkYppiyfW9dYQpJkVFuKEBi7di3phZzlLbDXT/ELMEhd7v7VP3c1MBJdobWu4txGIlBiulaSXMBJCrdScnL1JB24sVamCCeWM0v1vpliZt/KmJRzIWYJTGptvaayJHmkLHuK1hZiVoxRrqGCYttkQlacRDZP48QrJxf4OBq6219gbMXc1bpMfwGCKcM8TewOe3KK6Ip7KC27dr/MQiS1gr4ZLaP042kGFJtNqkZQkqYWU2RePQGMCGKctbJxjZnGGFpnmGO5TGLjtDAtnmG0aLVn18l12zQNXZd5nmaGOVAQBVBjnOw6qkGHD8IEbp1Uex+TLIJ8fKnrlxGvZImO10qxtgEvD8GFA1/K5ZkJq7W7FZzaGLnLY1yt5Kqn8MWKnat3LdRcYHftSayh5I55nvg8Bjqr2DaGXGBcqmikqnRDzJxmzaZRnD1YpRi8bBN9Eh5cDHLQnM4VmVOy7Ik7vt3vKEloYEXXYb1CzLJ+Nex2OzZdS4ke27Q0naSY5pRYplFSUEovxByl6TrHMC9kwA1nrLNEH0hFzKSWGt0WrGbbyg6lJNkibnrRJDIF5iB9RIiRefaczpNUTQeHTUPbGBpnaZzGLkake6WglWgWjbXE4FliIWXEELtRNNbKAQhBgopMVcqmnIhZPsD/b45AuS6FFCuf3tO2HWZdCBkDReDTxYcaMyfh08rYSp1aU67l7lJKX/LtbBErmhBkQ3f2nvMccFaRG4ei0LeWlc4+LJltq2k0TEEO3+gTn0fFXSejp4+GvkvEotG5MEZF1nsoYpFnnLmAXhLVqlBGY03DwTbktFCMsIPaIvF4y3hmnj25PqlFKZR27DYdfePIqTCOE8umYxVleJ+qF2HGak1OQl9bbV6FzBkuO/tV6ClspczzeeL9Y8Pbm45N3+C07FScVcQi+xsFFXlU+KUSUYvGKoUqgqZa0baJTZo1WjaCCEVM69Uy9v9dBgnqVZknlSvvL54Bqm759KVirB5Cq/+/KtU2rvYa3ntUFqXyqnNX2tD3ov5djSeWZWEcZk56ZtM13HQtXWNprLB43h8z+04zBSGFzj7yPDvG6AgxEkoBZViiwjnLw1nR3m6IMWKNI9vVAiajtXjshxTBCukD6lNaFM42hDSLnZ2PNG2LJKBkEhZjGm53PR+fz5zHiccnYU2VnImVqLL4wjllhnnhsGnpWlMrm3AfVp2/ZDJUM6ySmZfA42ni43PP3X5D2zb0beS8ZGIBomAGtpp5icW94kI1UoLoWvkQUxV5NCIRy8KDM5WFu5ofveQEXFGsKnioM+bKPdPWorV/kTaaXjSCFTYFVF115pzRBZQxaGtodMsyL3R9R993nM/ni/lBzhkfA6NP5BJooxAlnBE4+jgrnJHmJ+bMsCSe5gYfLYcusySD1tIo/ttT5tcHMb5QSuBa1BoOmUAbSowEH6SbRtA4BZTqzJ2S9A1GMGop10k67ttdz7vPJ9Eq+mde3WwvDxC1qZ59rormwK5zbDsrrCUrXIXzsqKhlUlYOYvDOPGHjyduN5Y3dwd2m47Ry5hrVKK1msY1GCtPf8hULKLUhDElTaCwWiKb0siHspoN1EbQVzLkKii4VIJytU2pgOLFY8dYhypCmQ7V9XONmqP2EMpYcglXrnopUoVqgAQrH6/rGMfp6mxVPfSslSmiacVS7ePHB0DhnGbbt+xbV61uM+cAFEUqWn5NYUmSvTctC+PiiJWq3ViNManarGtQhhQS0Wisri4dpY6ISlGQqcfYhlKTzUOInEZP3zju9x0/fRpYamD1btOywvC2ysZitaGdl8B5sbzaNRx6y6bVnL3hvKzNuKzt5xyZlsCHp4HfKvhuSdzse6wSBZTVyJ5EKdqmrf1OwlmF6yQhXYMYRbI+vWuZr02d3NGKdfN3QQFKXZRAncXF+kQjipi2AkLyIWl8/E9hk7k2YZUc4aoaSe4+aFyLahQlSXbx4XDg88PDpfoYfRVK9H2Pc47bmxsUcDoNGK3Z7W/Y39yhnj+zzAOnWSRlQ5WXZXINUXAs3rPENQgzkZ1FqXIhWgrtvNA4S04Jp0V4udbDFT/JBUrMJC2uafMi4Ms3X90TY+L948TTMJJzoWtdrZ5SrRYisS664jmjyrUC7DvHOIvVrskSbb8YLWzo2fPu84lxDnx1v5MOH5A0RifCFeNo24YUM8PsCbFwt3f01nCJvE5JPAAaI81DWqlFWn/RB7wkiq6q01wyMcpCM/hwjWzXusqvK2+g7gNSEnt4pTUqXRmza1j0dn9DYw0lBqawyE7CijtYquMjtbcwRv5u0/X80bffUFLkw/uPbLY37O+/Yn//NR9++BfO84LGMYdC6wTZS9mw6VtilbMVY1BZkWPEGEVMEddKpx9i4jzPqFzYWRFrSD6GuWj3fEygLTF6lnkSi30fcNrxx796gzUP/PRp4HkYibmrY181nqBi/AEimecsG9I3hxZnYNvZSwiHq+P58zAxLRGjNI9xJOXCzbZh21qsETravHhSTuy3G253DaeHmYfTzJISb/YdF2eoVewojRvVYYr6lF7DBl/MAfJnGbKW6JUC+OCB7cU/z1RBZIHLAVgPUsmZosTQcE0uTTHSth2H/Z6wTJw/jKAUfd8xDucLXiV8OHOZg1Up7G4OvL6/lVXv5ClKc3P7Fte0fPzhtzwOz2hj2GRDYxXHOWE7LjtyvXIdU0J70dG3RRzFitIchzOWTNM6tM1oZTC2wdhAmHPdhkKs/57kJSXePXq+vuv49S9f0TjL7z88M4yzeA+4FQPJl9ic1XX90/OIUkhf0DokStkTtGarJBXk83FmCRFnDcfzdGnInVY4k5gX8UtyTcNXdxuGKfL+eebxJKSQL0KjQox0zl5K2wr3yp2vgWvaBFxjR+RKEEQuVEJojBFrHVH5C0MopXw5ACkltEgTQXE5AD4I0WK3u2E8PdUnHzFB5nyFpMv10Ghj0E5ScO/fvOaw3/NP//TPLPNIAZp+x/03f8bTz79jePwovsCbjqfzzEYFdpsW7zNaZ7KW1SmlQEhkNTOvaSYYjFK084wxEaMtxq5Nrjh/hMrzW7wn1qWV94mf0plfvd7yzVf3tM7w4/sjz+eFgjCOVy9FYsSHgFIQg8jg7m96Nq2hMVL+c4lgNdu2YekSk5eKtYTMMHkBuJzFecUSAuM0s+lbDtuer249c8wcp8gSCl94w/kQSR31/q/etCVfnLSuX1dYuCC2KBTpMEOs4I8C10kIozXmi7TRGCPWuQuOIPz11SY11GwhAZwaazkNA7v9jo8fP1xHxArRLstCHwKubchZcvz+6m/+mqfTmQ8fnhB7FUfb73j97Z+CMQwPH5hCYfSZNM68OmxIKZAodM6QdNUh6gafMyrIe7JEkXSP84I1AZTGGnEyjRlm70nzBCh8rJ13dRx/OC3MIfLNq8DdTY8xip8/DTwcRSthtMaZTNRC5PQhEMnEKRFS4nbXsW0dzkjTmYxU5JtcyGWSPY5RDJV4ut2IGmvygdN5xFqZoO73HTFnmlNkjup6AFbXj8sdu2J9Zb0CckXIXk4CdUVc6dBrafch0Dgn1jJaaM/4crGaTTnVlau6IIqrDDrFyPH0RNP9ht3hnsfHzwzjiN2a+v9LFVotWWOdMErObDYbgo/c3d3x9//w3/jH//4/mBaNaXq5p5Pn9utvce2GcXiPj5l5mFlCEgOn1VSpNmZt00h2QZapKBfAOryPBCVIYbRS2VIWo+yQEjlByFwXOAhs/XkIpHTmFyFxu2357hd3bPuBz8dZso+VoalvesmVpl6by5gyad/TOqlCYjhlgIaYM6dxoWTpH8Y5oOtrOI6Zvgm488x209J3Ha9LxpqFx3P+8gCsmfLuRUTb2vlTqWGrZvBaJeQ3rqaDKa0I3kuAUS6I/k3q/NoIphBJ7SqaFGLm1RG7MByPKK25f/01nz78xOPzMzEmtrstw+l0qQBrE+i9Jx9PbPc7Fr/gY+T777/n3YcH/ve//kxWDSl4SSOPnm63Z0qevpUP/3kYhRxhhLGktGIqBecjtpo5Sb8CKhZiFH8BawomCUspJKrzuNz/Pguk62NgFZTGmHg4ReYQeX0IvDl0vL3d0jrD8xiEpm00lS96Ia2sNvKfS+F239M5S2Oga4x4LueGlDLnWa4OnxLjLDuYxho2nQElCq7WGRpruN00GOW/vAJKkRLteoPRotpZD4Gqh+QlK2hlBJUi/n4gQQ5LTOyVLFcKGl3dqTIrzh0vhoUrrmhrN78sE9N54OnxM4f9nu12j+IdWpvqoKl5OY1IXg40pXA+Dnx4/5GHTw/817/9O/7iN7/hDz99YpwD3WZLTkEsblGYbsfu/i3tNBCKYlYtXdPTdQ5yxM8z47wwTyesEbMoZw2FwKgNd2qDqWRarU3dgQjxNGRxDPFRkldSTtXmDQGDznJXPw8zb+82bFrLoZdQSasVrVn5GIpJK+YlyhXqPWpQ6P2majAU2mlKcdI8liLveSksMVLOIhfrnaiRU0wcNg2N0eKz3Nc9wMs39DxOVR4m4oL1nlZ1GlgbwfWjk0VJTaOqV4c4ghb8MtdIVn/JCY4vJgGKIHLrtdK6hnGcGM4Dp+MTb1+/pXHi0zeOZzbbDc/PT5eRcU3PMMbQNpJEeno+8eMPP+Jj4Ps/+WP++bf/ix9/eId2DaZpRUihhLOou624pKeEV46+P7D/+isONzcMx2f+z//8F373888s88x+23F32LHpHH3bUYDOmWqowYVAkkvNRCoyHqcsP0rlL+ZUxEsJxbREHofA3a5h01pp3qxsFFeG3rpwm30gpsQwLqCUyOsaQ2uhc5qYLYqeYfTMPpCRRBQ3eZ7bBm00KWlS9ux7J7xKZao3e+EC+65GRhTpAl4KDddrolSeoMTEr1vB60Epdemj1gNSVBU2yJ0fwvXeznUCUFqhbV3SpMTz02cKmaZr6ZqWaV549eru8v1cnctqXE1OzJMYKj98euDf37/jT379X3j76o4//P7fUcbQ9VuW85GwTPJ9X0bZTAqBeRpZ5onQbygFXNtjreUUIg9PI4/HCa0Lr2/3vLm7Ydu37DadCFGU0L2hVE1EIqU1YJPLZlMbTckywmUFcUyMU6BpNNvOsekszsod37dOQDdk0zp68D5xGqZ6QFqsNjir6fPKFNKX7yFnSTgbZi/TimrwOZFQ9FZjNFiRm34ZhHCZzeoplk5e0zZWsOywmiev7uLm2tHXvPp5nmk7cagoWmMpLAgUHEIgxEhbAai1B3GVVZxi4PT8xOn4hAL6vmcYR0KNS1nL/mpivVYViaid+fjhEz/8+H/5yz//c77/7jt+9+PPzEmWU023YZlHWG1SCpQitCrvPdN5xDoJtnLO0W82PD0d6w5EFESn80zfOIZx4uOj4ev7W4yRd1HIsBKmvcri1sBLucvXZJZVeg+hJJZYmJZIN1k2nWXXidSucebSKMuorZmWwDCKwaXVLc462oZLL6XomLzsNc6zZ5xkJT3phFKOoVrxO13t4l8SPVJNzGqsnOjVclwbxbZrmRfPEAKrfdmlI7w2ElVqFuhVdzm96/Yu5fwCGcwYV7tJVZGr2tQdj3IASvLEuJAq+8Y6xziOrJqDnDNZSSahMYZlmjmfz3x4/wEfAr/61S/59ttf8vt3Rwoa6ypxVa87iGuocvCe4XSia7tqWWPpuk7W3VWVqxAgpqRCUYVPTwOncebrV7d0rfj3C4InD8f6M7XXkS22jHKu6IuSOOciXX+MnBfNeWnYda5eCYbWyTFwVpq4YfYMs8dZqQCtFT8lrTR0Qna1RmhpKcVqRyORdCEWJpXxqu481q+X0G1zEYiu95u8sLZxDGe+ePJlYyinSilq/IzgBSFGjHVEv2CUquBM5b/VvGGlpSA7Jy5lOWem8cw0njnsd7TdBmuPkljW9xyfnljZyVppSl1l53rf5pR4eHjg+Xhkv93zR7/4mschELPHdb0AVbVgqwqLxhhQi2IyhtPxSLfZ4KyhbVusNaQl1a1obeRywllL4wyPxzMPT0fub3a8vT/QGiulniJGViv6WSepUgmvWimslmlCEsuSXI2lMIyLpJq7arxRWdhFSfcPLSFnlpAY5kBuneD8Glpn6ueZ0apjWmRTaCrolnJmmMUGT7/s6NcvCYIqly4fRO6cSqk0qMoKLlmaQVW+uDq00hfXrVR9cXMul1AKqQJXD/tSS9eK8CklStnT8YlEod8IhHo6DewPuzqSVhSy2qOtSKV1jhgC795/4P3HT8QY2W43vL4/sN129Js91rWXLeb1NQoYFWsqeq7ZSGsVoPIPVYV75yDmkkZpoZblwvuHZ/713z7y8VmqwrwEMit1rkK6RQ68TL11HZ7FiMrW3IbrmAtzzExVTreEXBtMqrejGFGkrDgviSlmYqJuF4X3f9j13B0kWj6mxDgvkq6Gxtpm5QOUL/b8K1P4WtWvidlryFSpd+d1K0h9g1g7QdLqr1v/LaUNEFjdxFOMFOsuq2RVZIWptcaHwNPTI4f9jpwDzjnmZaHk6wq4QK0A8s2HEJjGEecOjOeJd+/f8/bNG3bbLbf7DacpMo1b2m6DcS1FneUQXTgLERuipHM0DQXhKjRNi9IDwjmW1+tDIveyMzAXwEzsWx+eT5S8pW0dWkdcZUjlWim1VhfaYU7y2rXWGBRJ5+o6soY71ySyAjELZU3Vy8hYXdFYWTmXKBR6pwxKCebvrEwqIclDpxQ0fUfftThj+A9Rf52C+aTjSAAAAABJRU5ErkJggg==\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "3cba94889ca943d9b3526f7447ded461": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 1,
      "layout": "IPY_MODEL_25dce8bce55447b69c26029c2dd15d5e",
      "style": "IPY_MODEL_6832d35d44cd491f993696da68253fe5"
     }
    },
    "3145374a68304d038a2a1bdc9da6197f": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "43b4125a44ba48fbba4f24e4342334f4": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_152ba3b1259d4b7cbf5186771543b63c",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=206x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "833317533d044a95a650d4c5870c3d61": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_79057b3d8f314a268b9bbd23e78bd8e6",
      "style": "IPY_MODEL_d590084f7bdc4ca28a50786aef0513a5"
     }
    },
    "94ca6c102c1240c08c6cd4495f5a232f": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "dc19fc2452664f999a700cef47654804": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_fce2bfd51f124f97b353c8c3840265de",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=128x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "3dec9e5f24604ad7a6ebc9353bd963c2": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_7242fef3ba4b4fc4bb779455170f01f5",
      "style": "IPY_MODEL_871e16f0f63a4ac68c2b640bbb195634"
     }
    },
    "29ec9f20a5fc425f8be88dbb99e48a70": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "e73e4993855d4029a8ab73c6440d5b41": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_c29326894dee458d97208642e0c23d1f",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=128x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "9d97ddf3e41b49789fb6726bd6bce96f": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_853ac17073c04655a515026928ed4510",
      "style": "IPY_MODEL_b00f2b86dde141ea9589a1b221df3de0"
     }
    },
    "5940350ae5074c0192600e406f7da536": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "5b765bea0d164cc089900875f4243c2c": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_70761c1b6700437a9d6c0fe5b6a50fcd",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=160x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "73c0143ac813492fae453bc34fff567e": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_b60aadb9a5e849759316e023d91bb396",
      "style": "IPY_MODEL_560c4ed0398b4e3e94f66e3d196a1808"
     }
    },
    "c6d3f0b9b19949b0b1856e45083804f4": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "d76c69274284468c836e7afd52832207": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_e9c48d2e1b1b4ba5b0362e574729ad5a",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=128x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "4b6bfd9b261c4b7ba6601a3efc01b712": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_30c01aa0f26a44e88ea288d8e2473c19",
      "style": "IPY_MODEL_57df4de536e64e5190e03218b16f5a95"
     }
    },
    "c03ab1ffa8804e1f817db4ce246d9686": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "e146484d6045411e89e09ee10f2fc302": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_5fbe727192c44acd973b7cc3c4fb5360",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=116x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "93d9df19a1fb4ccdbada2d226e0fa383": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_2ebff847a5ac4df3b212d7a0be3f53a4",
      "style": "IPY_MODEL_56ac99d34b834051990497dd8d6535a4"
     }
    },
    "3cdd59e652274d91aacccebc6ee27882": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "ad223186e34841c8be9d0abc6c093e79": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_c3dce82f0e01475a839794ea41045a27",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=140x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "c65cdae453b1418a921c2250168a1b67": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_947052e0962944ad8c6e2bfffe50fec4",
      "style": "IPY_MODEL_8c974fbeb2ec497b828896cbf48085a5"
     }
    },
    "d10919aa36de49df96d08a9d2c181932": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "0016f89a99d7489d820f720ccae60da2": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_607b4d98190a45f7800b78ecdd83f924",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=248x128>",
         "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAACACAYAAAAmoKSnAAD19ElEQVR4nIz957claXbeif1eFxHHXZuusrK8r65qV22ARqMHIAGCBqQ45BCkOCMO16ylb/qmP0VftCRxLUmjRQ7AoQUwBAiCAAE0gTZo311dXdVls9LndcdFxGu2Puw4595sfVGuVd1Vec8950TEu92zn/1s83//J1+SlAvzdQ8YmmpE7Q3rfsWqz1Q+MBpXBBGIwmhSE6zDihCC0EdwzlFVnqYe43Ckfo2rR4ymE7w35C5Sec/pfEGPo/KwWC1pJjvUwdG2K6p6AmJABCuJ4C33j49pux6RRMwJZzyj8RRbBUzj6OKSxeKM0/kZXRd57+4xHx1bzjrLcR8JOUMxxCJIKSQpJAyCAwEMGOvAGKy1OG+xWJyt2Nmd0rWJqgpIEar9PbIBWbQYY4ACQCkFkUywNcYYxHr8aIonsV4v8RgAxBj8eMx0epkqNIjzFCkgBgGkCCVHKEKURCmZnBKUAiVRciTnjOQMJUFOpFwIlcfENd5mnCs0wTOrPftjz9+9fcRXvv0WLmeKMcjlgH3+KvHVFzj90hdp92aUnPResP0/jDF6LSKIyPbvxOq1mKJ/L2REBGM91jmMCDL8TO/R8Efy8MYWax0YS9l+GlAKdvMZsvl9sNZSBERAjAMgxp6+62nXkT5ljCRK7IhpjaSWjBD8mOl0ynR3h9F4hHcVYrx+FQErRZ+f0fdn811LAslY48BZRAqUC/fAOjBBzw9le8f0WmX73yKiZ8sA4gB9L5Ey/Pz83mze21qLCJRcMMP1ixGMNYiYR15nMBjJQEImu6xPToirB6TqCt3xB5yuLB+/+zb9ao5vY8ZYy6gK+stW8M5jbYV3icoHSkwkDOPKIDmTRKh9hTGGnFuqylFXgcp5jEBbCsF5csrkYoip5WyVCW5E7nuK9ezvH7LqemIqxATeZ3KBpq6I65a+L0hJFIH9/Sv03Zy+i/gq0OzuYb0lRE9dj9iZ7bJcLTDGEuMxxhbE1ZysIpXNhCKkpI8lF31oFkMWC4LeUBGcNxSBIoW2bXFW70mfelZHD6kP9mBSY1b9YBBm+/BKyTgXACG1C6rRjNl0l+X8BGss1hjyqmNdHmB2ruJ9wBpLyep8cAYpFqzgjackwYYARSgRTAExluysnhxjcCRGVc0qRXoxBCm0UbA2Im3md68eMH71aT7/ww+gJOz9nt7cw0lkNyXsFz7N4uo+kh0XzPGRw/ezxi4iWNkcaosxwua8bl8zWNLm99gYCIOxGHnkMy7+7rmD0WejhqGHXUpGUg8lYszgYHHqVF2Fc/p9vPeMa08VLNZYfa/B/IwxGMy5exmMW4anufl3iujficHiUA/k9B+gFEGkYK3dOo6LPq2Uok7KuM0no2+ir9s4Mdk4V71Iva/yM87igi+UUsAajETsaEwsBvpTwv5TtHc+oprs0z+8jSUjRfCjZoJIwgQhG4OUTJs6TtZzKhPogJwj+7MpkIYvbvCVJ6XEqG4Y1wFvAEl0uVCsw1Bou4ixhS4aJqMxWSy5T6x7IZdIyZlqPMN7T9t2GGsxdcAHz8nJCTELV69eZzyqmZ9BqHrq0YTx/j5CxrcO7w2lJFbrBZPJLqPRXb7+5ru0MbMzGrFYraicwRpLynqIstUbZS8eZoScz+NK34P3BUMhZ/Xq7YMjRlcuYcY1LNZgBWMEhxmMPGKNQwSW6zlNM2I8mtKt1xgxIIW+W1LOHjD1lwnVmOANORUwBhMsuWQQQyHpF7GCcRaDw1kD2VCMoWDAWZbrTg+UgDUeYzPLdUtshaVf8a+uzHj69mWuPbiHSEbOEumnx9Sn32Pv5Az/uU9x9tzTJO+ww8Vvz6m1iFGnDmCkaEZh/QXbMGq6IhQRNfpNNBM1GsFuHQWDwRu7OexGD+1wqMWcv9/GcAR9jaRIjomSe6wFHwxSHPgabzzeCsEJzjlCPcKHETjHkB8MEVQoxgAOMHoGRECKGvbgDBiirWZ3es/VscLGo13M5Kz1mhGUjEjaWrw6Ls6v9YIj00s224hvjagTHG6TwSBFgKyZrbV6PnPBVgbqPeKdd6n3b7A8m9OMKtpoKbnHU2HNEp9zxhghVB4phiKFGCMlZqK1dLEwm45pKk+/KogxXJpNqJ0jlkxd1YyaGmshJyHmzLipWMdMUzvarsX7ipQTMUYombquaCrPYrlgsVhRNw31uKHr1xyfPEQEEsJ0tsOoDpSsnzOuJ9S7e4TxmFIik1FDKQlrLZPplN2dyHi6gzGOP/7WT1gu5ozChGXqaYIjmEgxBpMhA1kKhkQRq5mwCNbpA87JkEuhjxFnHd4ZnHPEe8c01y7jZiPW8+WFiCDkUkhGD68vkdxZwnjKeMewWpxiTIUlELslq+PCzsFjUI3x3lEAax0mCpIKxTmkZDX+rb2dRwCMINZgnSUlQbJmHVUFNkeN8MZyqxS+9/Rlrh4toKyp1wnWmXLcYVc/YbY4JcwXnH3yNfq60oO9McYhgpjt/1+IKmjqaADjBDGC1bwaszGYC9H74nuBPBLx7GA88jOv3f7OxjCGqCmSsWQq58FphHYu4C34IbW3rsbgMMYN3+XRTGR7fYPxXIyYG2dkjAHjKcOVm61VGnVQUjBm47zckCFYMF4zDE0EgAvZzCPXJ4A7j/wXrlXfX/+7bDImkzFA5cEcPMH64T3cZEpfHN4JvTSUxQOkZFJcaSDuS2F31ACJ2K3pYo9zDu8cfVzh/ARrLN6NiM5gncFZR4oF5zTiJLE0ruLo7ITKO+aLBaGeEGNBcMSux9cV3llSL3gLqesRDMZAKZGcZTgsFZWzTENFCB4pFufBe4etAr4ZYUOFzQ6LGrdz4HzAuYytx7jQEMXwh1/7EbcWa6q6oS+Z2jlqAwnoNocUjR6C0chZNgaVMDI8yE1cNwXjPOv7D6kvH1KaCruOWGMRyRodimhUsI6SIt1qia8rqmpC7DS1dxhit2J+fIed/auYqtGDkAVvPThDyVkPihNSiWDs1iiMLdihNOhzT0mRkiOSCr0YaucQU8gi9Cnz3YMJX37xJZr3P4D2CEPGRZAPVrD6kNG6xc3XnH7hU6x3ZlpLY7fRaRutDFDsYATD/StZU1G3SUE1Gg1BaZsRbQ0WreEhDxmrnKfOxp3faqMHf4ir6pE3QdQwZERgXME5j/Uet6lPB0cjFEw5T8G1HnaDUy6Do1FDe7SK3hhqwDivNl3y+b3YGKzxFxzF+U+N1c8REc145GdSeKOngCGN3/xu2TieIcgUMRhR1MgAzjiCF9zOPl02ONPC7CnSg4/w00PmH75DLIZ2cUQqiXWf8MV4fNVAWiMpUXJhvuopWevKqTeUFMlAl3pqY1mu5zjjGPsJBcu6iyzbDufUQGwxmNxjqxGV84isiG3E1w3j6QwfAv26ZTbdx3pP6lu8t3QIxgWCVwfTVA0hVBRJ5Kypq92CJYIPlXpkk7E2YGzCJWFnP/Dyy462zfz2f/0Bi7VQjUa02VCbQvCQEXIxlCLkzUE2msptypBN+phLAQfG6AOwWLr7D2gu7dOLobT9kH6CLxpNi8sQPCb3pAR1aKhrT9stsc5jMaT1mrm5z+zwMayriKmnGPSgGjUW6wIWAzlTUkYMGLGU2NJ3a1KKmMEpGWvx3pNLIRchIpg28WO34J0bj/PJakK+e4d8eh/bzTESMfcKJd6hOvsqu/MH+C/9PItrV7fp4yMFIOeRvZSi38VkzdqNBbGaSotQSsHZ8yLoYvTSkKTA4uYlagB2a3Tb9N9salDNEJz3iDgow7PwTjEj7zWaYjXT2Xx0KYNlWTCDcRs0qg9Ge173Do5luP9izFBrn9fn+v3K8N38I9e1uTcXAUZr7bmfNBcAS9nU7oK1Q2aBufDzc3djpGC8px6PsSFQxlcpt39M2H+C7mxOGO+wOj6iiKU7e8i6wDoqsO2NLRgHq3Wkqmq6nEkpDnWnptZ13dCnli71jMKIkjPGG9Yp4lzAWEMTAmV9xtmyZWeyTzOuwXnWbce6XTFq9qgnM3ztESyTnX0cnlgiVe019fKeLgmhbtiZTPHWkFOPEae1yPBZkqGqRpoJpA6Mw4UKsUHRKAo7e4ZXX3uNh2crfv8bb7Euwng8oS9GOwDOYRHS4CltGR76ECklawQ0VgEyKYU4ZHPeCwZP++AhoyuXSRbKsqMMyboFckmIGLx1SC500lHXI5pqTLta44aMIbZLlkf3mR1cHVJcPQjiNPV36MHPRgHHtutI3YoUO0Dwxg7nx1GMoes6rQFHFjPxNDsz2p3Ajzp4dnqV6eXL8OAO8u57ML+rWdCxoeRTwuoH7Jwtsb/4c8yfeY5k7Hm0ElEDHmrBUobEdYi6UgZnIEKRrIfZaES9aAR2mxEVkMEpoEZstgagQKIMxi5FsBRwDkdBpKLEgrV6f51zWDdEU6N4i7jBOQ+O2g4YiGyciVXQUm1fDVy/5oDyi0H9ZsYauYBky+CI9HofASe36b3VDsnm3m393MVXb8BG+Zm/P3epVgpIRoDRbA/vBXYeo3t4Hzc5RLLB1YFuuVb/RSLZmm5R8FIYjxp8v+64lx8yrsaILfSpp+ta1Ft7diY1KRfatsfgkGLIGepK05wQYFR5Gu84OevJJVM3ASNCiT2SW8RU2KYBZ6mqMaFqsJu0g4osI7quo6kdlbHUdYU3FlKHAXJKOO/IRssDMY4QKsgdIQSSQCkZaz11VWNoyVKzv3eVz772GvePT/njH9wiFWE8mSDeITHjrEWMBpRCBskYY+mzUIzVFF1ArCWbjAPStkUkePEs791jcvmQvjjsuh8OtRppShHnwFsHRGIHph6BjbT9mhAaKEI7PyGXzHj3AONrzUa3BaqFvCa2c9p1q1G8xPPgJtrik1yQlMgjj7nxGOH6Psv+AeINpXL8ngh38oL/fam5vJ5RnngG87FFTu9iiNilQWix3/oJk+MF9r9ZMn/9VZK32+j2KMptLhxMGcAgPdDOWgWNLgBwG+N4tIUm22jP9prVSDc1rs1Zf27s0EqyGOswQxfHeofxTtt0G0dkL6TpW/Rfo3URNUAjQ+1rsv6envgBCzDD+eeC4W/qc7bf9WL58bMdB/2h3V4nF177/88fGX5bjDC6dB1vBVuPiMlgbSL7PWw8oy8VuT3REq70rLuO2heyGTPvOvxyMWc0qrHFYq3QdZE+gbWF3cmYynnWXaeekcI6rnEE6BLeZaTAOFSkrkPEMh2P6Ls1ViwpF5K17O1MsJXH+5pQ1Xhrgaxtj6EXXFUjraVC0JouR4pYbKjxRpDisDaQU8EET8kFHwKUiHcVWRIMaK0PloqGguXK9Rt88VOvcvPBku/fPEUQpuMp2VeUuMKJpThtE5VSBs/7KMgzuHKtk+152ioeHJbVnftUl/dJJWB69bhGwIqQiIAlGE9OhUJPU48QKXR9JFh1JP1qjjFQT/cxzukbFKFfd6xX8yFig9gBBc7aAiok1qmFsSc//zjHexVHJiHScT007Oee2GWyNXw1tHTXC/90fMDVwz3yzgT5cELqziCvcbmDs4j/4U2m89/HLhecfe7ztF5TbyN5wEzkESCu5MKmPWbEYr0dgDm1122yKWj2Z+1QY2vk3MYvMUNUNRiytklL1mzSuqH+djinaa2xBucr8IFN+8qYogDXUHtru4ttAWzEbPvI+p2G/rSxIOHcsDe/I5siWcPR5mebNphiNGYA/2TrdPVyz9/r3LAvoOqcv9f2FkgZuhWGQmZ8+Tqj3cvkxRFltI8cfYzfvUE8eYCtZtjTY6I4FkcfMz9b49OKalSzOOkpxeBjyZTlEkrBB8vpeg3WUoXAdNrQdZ32cSXSpYgdzfAIfUpIgcoETMp0sce4mpQTwYE1hZQTO9NLBF/oRJFdSQVfObBGU2NjwXtKCeRS8MFrEz8JoapAhBAC7brD1g11M8M6US9uBFN7PWxFCQWlFJwf4x1UxjLOmaefeoZf/twpMf2Qdx92gGE8HVPcCHIPRnBW2yYp523aqedDb7a157W5FEMmg9E+rLGwenDM9Po1WHTkdbdF1wuFlKN2Qa3Hxo7kDdVohnML4nqN8zUF6NsFSRJ1MyPlTOp7coqcH4dNO0WjW2zXyN6YfO0y93ZrVt4SJZNtQyyZOylTTMW4rBAMKcLXXY/sn/JPy5RrTz9FvvoYZvEAWRyRPvwAd/8epmRiPKOM3qY57si/+BnidIYpafs9NuSOc6Rc01hjeSQtt2bIMIYoKhtDfqSHPLSA9CapXUkh5/O27MZNmIEsIzLU2uYi8WNohZlN/Nua2daAtAzQ16oT2qB3F3rl6gkUYd++8tHaenPtj7bAymCsF7sQ/MzvXKjVL/5EBDO02GRwUOOrTzG59gzx+CbMrpDPTnGjHXLqCfWI9dkRvq5o765ZrRLL1YLJaId8/4TUrQkh4Pu4prIVMWfm6yXrLlK7gKkthYjzBlMMfd+xaNdYX2u6PPTrZo2liNA0DfSJUTNSBH51xqh2SJqzTJbp5etgynAfCyZlgtPeYZJMyhnrtQde+oRYbVN56+hjT8qFxtV4p1WucR5swViLkIfDog9KxOOK9rErXzGezXjpuefpu4L/4Xu8fXcOxlDXY2xVU9olzlicNXhxpKw9XdmkmAhmqD/BIA5cFrJRACR5cALrO/eZXLtMkoRZJz18gzMwIrggeFtR+h6D0FRTTIbYR0xwCo61K0pWQo6xQ0o4RBBrHFJ6Yo6E/Rn94VX6awec2sQq91SD4ZecGBvIUnE3Z3ZMg09rcIo/fMOvcPuZ/8Oq5truNUzeo9y5jekN5WTBvG3p2gr743uUDo6eexaeHjMLYEUdoSY6MiQ3FowCZprnoU6XTRqfMWaDmtvt0d6i58Nzs8ZomYR2EWS4bm2DDcDXxtA2KbIYReXNkMpb5QyItRixGpiH7GLjcKQoCcSawUEYp8AdA3TAo2m32I1THXr2bCKyAm7GuOGaLI/a83kvfThFcOEVZZP6o+eo5IjCvzC+/BjTx18kHt3EjMbEJBiToL6E7eYk60gpsjg5pgowHTd4e4k4f0g9GbNcrrRtmLqEC56cE8eLJX1K5FwIIVBVFaVNZBRw8i6Q+jVRAg7DqA4K23vtERtr8FWNNQlxNc2oIfVrBYlEaKqggMXgMKUUxCqbyw3gmOSEc5auE0zVkEpPyhlfheGugJBRJ2dwmIH+CFI8hgFQsQM5IgQa33Cwt8frL75I04xZffWbfHjcYjGEuqGaTIkrzWKsOe/LbtobIkIxmhaCpqTBGkpKSqQwGeMMJkYWdx8wefwKmQWyPm+tlFLIqad4h3Nes57S4ye7YFf06xXeBwoyRC174SwIRgpdXJJmgfDsc+TrVzjNHTlnKlOx5zy5ZKQUioAXIfvCGuE4e4KtFHwrQIK/dD1+fMT/JLvs7F/BzXZpz854UCyz/StMn7jO7V/4HDc/8QKraU2/OuVKWHN1whZM2hjgBgUe8lM1SjtgEVKQodWj6frQ3tqAX/aCwW+QY9nUuwrIbWrzbVTcpPbGbA6EtsTMxogGgzOODT10ky1YoJgNeCUX0umi1NDN724sb2uBbI31Z8Ly8NfbXPzCYztn9bHFLC44jgF/EDJWBrpigfHhNXae+yxlearJZLWLnLyPjHaw3RnGjTDLuxQMsVsQBj5ELpliOoyrCN4hGPy8TQSbiTESM/SxUFXaHmhXPVYSfVSOdEqRgJAs21ZCG1fUpSKEQAhejQPLzt4lDIlluwajXslRMLEnxY6qarBVBRhFnIGSOyQ5YkrkAqNmQomWMFJU01eBUrK2d/BgAiJgcRjrKWxKV8FbA95jqoqSRpTYsbcHzxnDl44f8OGf/oiztTAumYmfEUYT2sUZxoAzVlldFtLG2NAetxnq/LihDOY8XLN6etd1rG7dZfrYNboyR7pNiliUbpoixQiFgCETU2Iy2yE4w2K5wFWVMsJEywZDZt23pLpCXnya6snr9N4SS2HkAt56oiR6A9q91v81BDYsqVYy98ThAaTfRt+v+SW7fMz/IDO6H77JnTff5Pqrn8Q88zRv/9KXufX8UzgP8eQ+OWfut1DRsTcGZVfZR0Cn4d+2SbEadR7ALgXrNjy37Wu3jsEMRrRB1C9a2HlE3dbSF4G6AZE31mCsRzCDY85bu1IHoO0pMZv0vAyvvZBBDM5UHZfdovjbVH5rrxsHdyFqb3CJjfOxdhvxNUt51DcY0XLBlKjvbaA6uMTui29QoiDLh9ida/RnJ4TZgfa1nSctj7QtnDr2L11hffSAarzDdD1nPrlOfPAewVlOlks8ZLrc067KgCBnavFK/1wuSKmj8iOaYCk5Y6ugD8BC2yd8qAFLSpHUCyUH9vf3wRpWizXeB7q+A7EE7/ECoa5wxlJiJBdBbTHoo8qGPmZ8qDFFsFhKFahdpWmOqMfO7RoXNGKX2A8pdhj61mnoj1rEeaq6IacpscCuwCtPPckn3r7Jtz6aY62jzOdMRhPEV8Suo7JaExqjhy+VPAxHbMAUg1iHKQZrtG53m8PqHdKqkU8eu8z64SnSy3mvtRRi7HFBWzs5Jdrlmno8pZZMbFtcqDHWktKaZW0xrzxF9cRVOm/oGdpn1lKLHhKHwRrIAs5oHbyUhBSDdx4MdMbwICcc4EQZhSUb/lN1yv5Hf8lr33uXG598g/TGp7j3d/4Gi9mMcdsT1yuqSaH0kT5G3l9mrpXIlTEENrTPjRGa7cGVnBGjrSxrK4pYKFnNwTxiuoOjuGgA54Mcm7RfgIv8hO1vDy01szEwewEYMwM+ajLGKlFkqOQHsG3g9eM0BX8kZKvxapIw8NLRtukGdthw3C/+uVhj6/ff4A+Fc1xgUzYokxIUQ/K7Mw5f/iJIhZy9h9t9jD4KkKA+IJRjShKcyXTR0HctadEhVU334A7FVdTeg3M8PD7Fuox3Vlj3a9poqasGN0zwxNjR9XqhpeSh/WGoQsBXnpISyTkS0MceklBSYto0+BA4WpzhraOpK724HPH1AaZd0c7nWGvxrsKEhlEzxlJo2462XxMRgq+15pKimIAxGv2cw1pHLh2pbcGJ1qolYrDYqtEWXSlgg3KWvVA1I7IUpAiHe4d88YUnuXv2DjfP1GRWssbXNdVoTFqvcKCHE3BD4lcuIKClKEhUhvtTRHQwJxvEWuh6lnce0FzdZ32ygC6f13YF+n6Nc2BthaRCuxaaeoorsGiXzGuPf/4G9onr5NoTgXpoP+Uy9FjZ1G+CN04HVnJiZAIuWNpsoFjIjnWBtliOEK3VS4fJBddHfne38PQvvU5+9g0+/rt/i8kLT/Ocq/j4w7sctz2mGtHsX6V3lu5MuL1M9LFwfccRELIYRa+3p3czZWYQAmynry4a9jmybLeA1ADEbZD1CzX3xbpY23DmkfczG6MtKG3WuiEVzkgu51mUYQvIYezAOtu8z3mNfPF/L6bnP4uG/+z32/79ppWyqTpE9PNh4Oxr9BZRhxQmIy699Aau2iU+eBfbjBA3Qua3MONdJC6x9Yy0vEdMhrw6xbiaGDukjzSVw4wvc3LvPSQLwXuayRTvLMzXUdlVkrFoLh8LxIHI0sYeYzLBWzCJnAyCjjumPpH6hBio3YB+po6Rt6RisQSmjSP1C1K7i0kJawwhVFTNBFvVGAy5S5ScNEW2FdVkiimRuh5prVQykjd8Z03FTC44UQKEGby3YHAhULqoY4xWcLYQQk2WTM6F2d4+zz5+g58/WfMfvvce6y6CWLL0TGYNo50py9M5QdxAzR2AoOHBbUZStn3hDFjtGjjQzMNbYtuT7x0zvXJIfzzH9EkNc0CJ16sFdT3G+RpfMv1ywSoI8bkrNE8/SZ6OyDnjyQRXoVBNwVtDKXYAOvWw+uHwGafDLkaUPlrM0K3whWhg3TtOEPbFYWMHec37Gf5Zk/mNLzzHc88/z84o6MDGU49Rjyo++uhDMJZ6P+j01jLwcHVCPO54Yr+icsqXdhsCmSivXgYQS2/S9qQ/YihqUppiixQlyaAOywxGuimBNasy56mwPoRzNNsMabn3GskHEtumn73BBMzmg82QdZhNm+oceX+kTXrhzwbRN8OblCFbuZhZGDbEmCELvOA+9FakodxQ/CE0gYOXP42dXief3MZaKJMrxIcf4yY7mtH6mrxcUE336O59jNia0h3h6xEnN9/Bj3dZ3/6Q9WpN3/UYB30G34wg41i1hWwTUhKyYfKIIujGKkV0NApYMrEv2EojfVVVGNF2UNWMqWuPyRlirzVyUB62tAvm9+8Qmil1sNC3SthoA84ErA0470jrHjOtMN4RxGCGeWvJmuZq68QiyYAtlK7H+QbjhsmbnDGidXRJPSLaZnLW6dCI94xGIy4d7POJJ6/zcNXyn370MWINjRHW88hoPKZqxqRW20veOvS8bBI8rfz0VGnPWgRyUY62tYWYepz1mHVh/eCY5vIB8egUiVveojLcuhaPsOgLy70R7ROHlEkgyJrLMiK4QBoY2WINDqtYwFCjGgMBo8Cfc5RsyKITfV4M0yJ0TgCPkUK2jtP5EVXfIusVqUQyjh+aJV97/1u88kt/h5NFy/6k4WASmD71GD54Pnj/I/okjPavUuqGzgeOzh7SP1jy1OGIWVBDMSggqdW2GQzqPGXd4As6pKFR7dywNG1W+rGWHfoWmtZv6MCPFLIX/n1DMDElb0HSzfcxG+O/kFYXUdQeU7aO6JzAc7ENdmEIZOtYAHR2e/NZ5eLPh+7ANssanEspGQbOhgi44Lj00muE/SeQ1RzJa5hdI8+P8KOGbCuqkOgWS7COvDxmNB0zPz0hG8/izk3CZJ+z0xXeFKhm9OkOuEC7XmGLRCYjx6iydFnBsKGzSCmFLkacsVTeDw/AU1UBa6DtemIpKsbgzgGIpKNROGuoq4pmNGIynhFswXlDNoblaknse7zz1CEoaBcqsI5qPCXUI6xXRpwpRWmlSdNwkzMIeGuRmMldRFLGFH2tDP2HknsdhtD/0szBOYIPzKY7XD/c53NPX+WpwwnduiPFSEqFbrnW1K0ekwSSJEQKlbVKsDBKYlGBAx1WKZuhlRKxRVs2uahpptWK5f0jZHcC3oMYitWI1PZLPozHfPT0lIcvXKUfexyCXS1YLU7IRk3FF03FrQhOdGAnOK25nRiCdQTjqNwgvmCNlqIDIOqcx/Qtowe3qI4fYFdLfBaMKDUzuIr5fMFqvaIJgfvHc04WHZWF5x+7xHPPPs1otssiGuxkn+mlx6hnh6yY8tP7LSfrBAM+YowCXaUUrcVzfkQ4YZO3KknEsR1S2RjGENm27LghMyvnGa+SkrYA1vmfIoWcooplbL+PvqqUzRz3YLhlOLBbMsvGFM+nyf5/av4N2EcB0bYWF75FGeYAzqP85nL1bCCZYiyCwwbh0ouvUl1+gRJ7SjfHzi6TY0RKgmYfK4WSMtYWctciCP16hfOBvluys9Mw2Ttg1FgKluX8hNRHShRG1Rj/6tNX+OG7t2j7hLEjrLMUMiKOPgnWCt5a7X2nSFU1hKCp16ptwUJovD7AXJAsFKupYszCyHlCqLQSM4W+9JjQ0OzMcCaQxbBqVzhfE43HNiNcPSKXjOnXuLRhu23qzsErmkLB6QnuI0laXG11ON95BdmsJcWOnDSF8t6rMcZEXTXs7h9yoxR+7oUFd45+ovfAOXKOpPWS8XQHVwWW8xO8LThjFZ0fMKA8HLdS1PUVoz/wAtkUzTRECFXALldkDOPDA9qHJ8RuxRGFxZUZqys75JGjKh07boQ1GnXado6zlt3JAYWCHYQqvHXDZxdFpY0bhlDUyXij3ydg6DCELCyP7xFvf0Ts1oyqACkPI546h4yBZnLAqu+ZjMdMJ2PWKeH7yDh4nrm+z+50xI/fqXn44AGN32G8D2sT6Bb3+XC+pBjD4WgzSKG5cZHzcVMG1Pk8Gg/Te1IeMSJEx09lCClSZED+zYawduHPRVSeIZIWrb03JmvUkRTKMP1mtik6Ys/nWdik34NhW7afe/G7bTKDi5+7ma579JsNmR55QOG1Zy7G4ILl8NmXaa69QMkC/RpTTZDssO0pZnZZqd62RogwlJsZT3GO1XzJJFjavM/6zkcUX3O2OEJKITjBOkefMvYTzz3PF195ioOdgDEZYwqxRESSstWAmCO5FB0j9Q5n7NCOsgRnKSVRpLBuV7TtCiOZfrUGgWBBUsIYR1VPdYqqa7WdYRzkhA8eV1lyjlTjKd57AgVbEpTzlNsNxHHZJMt2qNP6iMSElEhJSTOurAi8DQ3GV4j1YHTkNFQVrqoZTXc4PDjkhSs7fOGVG5hS6PvIybLlZLFiPV8SU8KFEVkYxBjUKIw1Q2djiAaDly4Z5bIX2dIsYx8pUiirFeujE/zlPc4OJtx/+RrzJ3bJleBTh1ktiTnq9x7S1uXyjLZdMp1MqaxSKQtqIJVV7n4VPKHy+MoTnGPkAo33TJsRFYXTD99ldfN9JPZk62hTpENIxlCG0sM4i62mvP/RHY7P5tR1YNw0LFYd7TBZeGmn4dWXn+XxJ59kbWtys4cd77JzsEdwltv3T5ivum3dq5mEVXqvRcUjtJoGUf7DJhKLaHq/Yb4Zo5kFoiWJ0mHLeRZgdSxzIxxRNoINPBI29R+jk2TYTZY5nB+j71MMYB41TtlY6DlyiM6Ol40bUDDV2kd+dYMTaKRXO0ISxqhQhliPt57DZ15i9PiriNTQLVQOq56SVw+xo10oSVu/qce6oFmrr5C4ok2ehzd/QmdGrM6OCPUEj2E2GbM7gt1pRc5CzoKvR2Oef+Y5JtMpP3j7Q969PadNBRNqGmtVE60ZZrlTQjBY51ivWsZNTfCOlDMZYdF2TGczpChZpnZKoCGBt4EimWADKXWsVmvGo10ciX69hhJJ2TGqxgQf8DKQSPqsUzU56QTW0PqwzmF9hcmtGljK0PbgnaadQ5/eeQ+1h5yRCLZYXCXUU213TUdjru3u8/nnPLfPOt766B6TZkSXe/rU4tpCqEcUa+nbJd6po8NAsHr4KMp8M6LRqbDhJTutSzMkY8CDLBbY4LjyypPM+xOQTBp6wF3qOV6eEWZ7BOvJgzmczo/Y3dnh8UtXuXd8RFc6TNE56OAty/kRJ3du0c4XTA4P2XvsSZp6zMPTe9x56zt0pycUa5QIIoVCwQlkcWpgxoDzxCjc/PgWOfVA4XB3j3FdI2LIosou+2PPMzcuUXJk8fAe6WjJ8Z33OLv3Pja2jLjKZDrWuXjjdbILjcAGozRMRDnnbNpIg8jEdmBkE1E3PWZBSFvNN6zDotoEDNNpRhSNN04Dj7Y0B0ozQ/2NbJ2MGQpR2UTzTXE6vJ8UdQJ2k40MnPWyEY5gGFoZvuMjYg5AKWrYm+tQQQg9k/vPPMfo8VcQU2P6hTqNao+yeIAbTcnGYkomxx7rHXk9pzgL7Ro/OSTf+RGTnR2c80zHNW0ylHhKJWv8pOHBfeXMOxfw3nrcqOb5p2fs71xi/ydv8a137pKywQUhk5UlkzNtl5hN/YC0F0ajBu9rJK6U5BFGWOBsPsdXDblP2EkY6IERjE5p+RBIqcd4TdFT12O6jhJG2NpjnWCzemPnPWm91Awi1GSLDvEbi/VBIezcIzFBKtgmYJxqnFljNcWyBnE6TJAzSOXxKVCnBhMj1648Tnb3+Gufqbj14Jg2RcZ1RSqJVQdjMYSmxtYjUuy01jcbZFcNJ5dNFLkQBcRoyeLA5KwiTB6642PqNws3njzgA9PSOyWCOBEk9ZwtT9iZ7KoMEIoy37l7Ex8z08mMdrGiAN3iiLvf/Q63v/tD2vsPKWuwjefqFz7Jwade4b0P3yWvl2pEpVAYOAcKH5Oth1FDXVVMJ1Nibzk+ekjJPUjm2SefYjYbsTOdDqi2RqcmeEZeePDgQz56+1t8/7vfol+f8sK1HZ5+7BKIIedzxiIbA9/iUxvBiKG9teGBiwwO8hxh1rTc4JABnBKN6hs22PAgNkw1fU97bnBbwxvQc6uU0y29dPPFNmXDNu6LttzIQwo/0Hc2BEPRmQQewf2G+rxkDJuUXLOHIgUrid2nXmTyxKvgpkhc6yxEM8Ws5ohzSKixJZNjwlhD6lYY5zHtKW68S/vwAWE8IuLx/RHs7lBloT9aMR47sj/EfHhGLgtKTngfKk03vePStev8/Kxhf+99fvDTe5wuWrCWxXqNEwhhhPeOXCLWOUZNTeUCbadtq6auWK7XGLEEYYj6BWMdlXWEqsKEQOpa2uU9+tQxqkdQR3K7pNCT+x4a7Z074xVsEMHXjdZ0A8BmnQNvtmQYW7Ii/tXQSnMO4xzBGLJRT9wbKM6r0y8ZUqaEmkmzw+WdjKsa/vZnPslvffUvWeeM9Y55XNOWzI6ByWhCso64XuK9wTGIDNgB5d5MBQkgw5w0QhbRCDDQRJ1zLI9PqEW48cQht8yabAfZplLouo4TOWM22SH4ijjwCN6/+yHj2S6+GjE/fcC7f/an9B/dxrYZZzz4jImZxQ/e4oHtKSNHcQZXOI8yIvTew2wHN5tRe6VsJgMnZx+AnSjSWwqlwFNPPk7Omcv7exgsJ23Hx7du8tNv/xnf//of8dVv/CV37p8QrOHewxXT0ZRnbjyh/f0BIDIXhj8UPzGDhtyG430+grsRg9jeSCPnhlk8ckFlpgziEhuW2MZ5bIpqGVpY1tlHmG/bVw6fKTKk1gxOWjboOEPU3ngnp5F/yErO34OhYyCDiMSgeGoc2r0AijB95llmT76CuAk295i4hmqiA0WlxzYTckpaZhqj4BqFElvc+IDu7BTrC2Z0ibB4m3m02PYIUxK5fUAej+naFjFCFzNIj7fWgA8YHzAlM5rMePXF59idzvj2W+/z0YMly3aFc4aDukJKR9tqnRgGDrgNFRZH13cYa9iZzAje4bzFOEszGhOMEv+t0fHM0Wiiwoc+UNuaZbfENyP9nZSQPunNH5Bz5wMMlNZowQavJVVWoIkCzms24iaNqqlYPzyszWGw5FgAhzQ1NhXcOOJTZlZ2EQu/+OkXOZqf8fvfeYt6NMKHQBeVxeXMmqqusWEgGDjlrm+AP6sQgaaYGYxRDTuybOvHwoaJ5kmnZ4ywPPXkLu+R6a3FYXHGso4tVaxpQk0uhTYlDIbFyRHiHA/e+iEx9jRXLxGPTtn0mUvK9EXBD40mQ6+2FMQ47GyGu3yFPJ5wOj8i3L5H//CMKJawt8TcWOCf/xQPs7Bq14hkrj92BcTig+fundt88IOv8Rf/5ff5k//6de49PFXVnWrCx8fwr//L9+hz4u/+yleQbSTd8PjNQPIww5CQkBGcMVuyC0NZIsZsjVGxOYMbKEfnM97nr1VHq8W/YNQfbFqsRQYhj81nD8AdwlbJFDNgO7L9zltwcDBh/Wx7AUo7h+bUfWUy2pY1xqn4qFhKicyeeJK9pz8J1R4mZ0paQ9BpSYktZrSj9wkdYipGh41yKthQ061WmO4YGV+mHL1FlID3ltXZQyacMZ7tYF1FN285fviQEtXQvXEea4IKLqaECDSjHZ55qsZ7aN6+ycd3T1jFSMwdZ4sTLCMuzWZ6uF2F80KKHd65rQJnzBGXdaTSemUyqUdPSCk4LEn0lpaYBg9sSbmnj1AjmKx9eeVLKOoaU4epGmxVa0qLkFPGGbC1w41GuFANhBg3MM00gngXCCXRl8Hb1hVhMkZSoU6JKVPctPBrX/wEH9875tu377O3u8MoGAUcs6K9oa7xoaJdLvGS8V6hXWc2UUAGEQmU0242fGZLMUrkcEWdVnd0TF0ZJjd2WCMko9HeYsh9RELGISQREgVbLIvlGYvc469eUtncyRR7cgrHp5gE5tknKMHjohKWQBBfs3ftBubqNZapI33wHvLj90nLzOXJDiE4jldH9Ed/TulO2X3py2TZ5fatW6SSyUnIfcvHP/kOf/affo8//fOvcbyMXL72EiUukL7FlDW5WL7/9of80udPONy/RJ+GtNqcT41twEm1kW0fa2ve21704BQ3WuCb6L2J3HbLaFMVGSvDnDlaNp1LH2XMMMVWStly8fVzNoCmPJIdbFJvhtewHf7RzMYM5Cd1MgMAx6Bkg8MYPziIxOT6Dfae/Qz4meINaT2AzIHSnmCbqQaAnGHIELRTYzDNmNz1uNQiB0+Q7t/Ej3cYNzPi/Q852BWmO4/jmh1OFi2nH94lSE9ndIbeO+cQ0cML4HytxJaQuHr1MUaTXd565x2+99O7nK07Yko8frg7kF/05njvFbjBUPlKWTT9GusCIUX62FEbQ8lJPXgZ6IbOKmDlPAaHKRnT9wiO4j1GLFkK1lm8hTy0zIyv8aFG1ic4CpiC8x4fAt66AfhQNM4MEs5mYOk553EyzN1aixtPFJnvEx5h7ArXrlziV994mQ//4Jjjk1PqpiGROesiCWHHwHg0ZjybslzOISesscp1NgPZhY2yx3BQjRm0vfVwJpuHcVhLPF1QX58yrhzTMCbmnr5kUsm0qUesJSEkybRF6IPBXD5Uo3eewxuP4RZr4rqDyrNo15SVqmoWKYTJjMeee5Xp4T53H9ym/9a32fvolKujfWYHDSb19DlTsEhf+PDtN3nWBcLLP0/bjVnN19yNN1k9+IA//y9/wB999WuczFueefFTPPviZ3n/za+zPnvI/t4Nju7+lJ/eafnnv/tV/sFf+xLXDg/oBu33jfzVuVQRQ8TdNqjYToMNtFUjsImZeUiBL06iKflJg0rOomzMQe55E0l1pFMnxQznoh76gjIMn1zs0w8Wvonsm+cInA+dDMj8MAGJJEX2Tdheh5TE5Mo19l/4NKbe1XPZL/VabUVpzzD1ZADz9PqMCAxTlrZ45d93pzC7RHdyjLceWzeY+X18PmIyHRHGM7pWOD0+4+zkISlHUopMRgFvcr8te4wbADEEYwOjSU0zmlDikpPTM26fJJxvqOsGX3md3R7ADouhHs+oLEhskZjBZyRlrIH1ekXpO5VVGk9wogSZlBMYh6vHmOCRuALvSAIikTCqsd6SclQvXY1wdYMjY72mWsaDM0HJHDFjTA+DsqXOoKsIgDXaGy9GUzasKojYekSY6PaPRGLHOj79/JP81Tu3+Vdf/wm5ZCaTkQ6AUOj6FmugGU2ZTHdYzY/xFmQA3JzVeemyaesZzuvLQak1DZRdFwL9/pglGSeOvVAx293j/uKMttftJmunVZ0gLLISdqqdPVLsKTnTWcFPK3qTiEcnxL6FYcZ/vHfI86+/QTObcPOnP+Tsz77O9Vjz7JOfJDhH3y+Q2JLjmpwhJpgvEx/9+AdY60nPvkHJkVU840ff/ip/8uff4uFZy9PPvMJTz7zKzXe+y/zoDp/47C8zPbhK/c4et97+Hl/7yUMezv8zv/Grb/DKc8+Rk1BKUsmtIsPz2LDWhuex1WQbSEPDuZQLfXLDBfLJ8HfWnG8OkbypwzfTXvpbShEYkHFrhqRiY4ib6G2GTINzB6R4/fA3MmQOQ90vZQD+0hDkteZGCjkXxpevsv/iG9jqEIND+pW+jx8j61NM8NrfTpGcO6xoa5Wh7MvOQ/sAu3OFfn6Mrx1SH9I/uIk9/gkHlw9Z9doFeXhyzHq5QEQJVjq/Ab7kDC5grUeKqOC+d7rVwygF9eDgMo9dfsCivQdZa6YikEukTz2jJmCyAm2hVj3vnVnAu0Dl0Q/OmTpUVKHaevIUO2S1wBjtG3sBmxMlrnXAfxhWyEVXCGXnKSZgQ8DZpA7B1ir1lFVE0YgoXTUzzGsrQdo6EKfi/qpDrkMQkgsEME2FMZm2U2BxOpvypRef5q2bR3zn4wcEZ5nWFSkmcsy00mGNwwXPaGdCXKwoWYYUUbBGb7wMNZWeM6X3miI4MrI/YX3jkPsT5ZUTM0ftimXpGVmPrSzHqUeyYa3TqRgsPgs2JXLJuLM5y8UppdMxUGNVfLDkzM7lK7z6qS9iRxXvfOvrrL/+XV7df5ann3wJI7qBxRlDRCWGY0oU67h640lO733MR29+j2tYQnuDW7ff48+/8S0W65461Dgf+PEPvka3OOELX/5rVJNLxK5j77HnyAXO7rzFTz9e8H/7V3/M3/8rx/zCpz+rXIIUzwEvd07lLGx6Y8Pk1jBlyNAa0zobjNNU29gNqjZkA6KOT0RUFspt5J03ctPnNf0AiZ0b+QCaGBO2tNiB4TAEcf3djcNRXlChSEIkDbRbz3YkKfeMDq6w/9Ib2OZAn3vqFGy0Y2R1BM6DazBZcQJjHCWvsTYoFlAspj/BjveI6wXeO5Ib0z64jXnwU3Z2J9jRjNQteHjzY07OFizOjkk505ZBvKIYvNgK6/yQRmp7wln1TqWoyKAJIw4PD8kF7txtEQouWHIuYDNNvaMHJifEVrhqhCdTSiT2Lb4aU48nmJw15U4RESjJUOZnOlbY1PjiSV1UtljdUIzDG4E0gCoGrA9aTRmDcWFopGScZIxz2BAUqhg2l4gAXdSHNQZSxlYO5wJ5QCt9ZSlNAis01tJ1a+pmxI3HnuBvvdHy0cnXeLhqyTlR1TXzriet1xxQqMIId32PeOIIpx0hDe2YgRAjQ0+8GDek5+DGFeX6HseHFUuXVG8uOxoPy9IjGWoXaEKgXy/JRucCsjEUhCiimnUPH1BOzs6JNzgFFCnsXr7KJz/z8yRXePNP/hDzw5t8/tkv8tiNZygp0XcdpRpRDXVsKpmnn3uKv/pXfokXnnuGP/ujP+CP/9PvkH78beTsFj/66D437x2T+kwzmnLn9vt0ywWf/dyXsWFMHto5lWm4cuMlqtGE2z/5Bh8fLfl//e43+fj+KX/nv/k8TTUipiFdH3LzbaS+CKrBMIB23k7bGN4G5Xq0rTVE9wFAK+VRUYpt1i0X3mODtIuozvpANy5FUGzKaTtsE923sMGGDj0sPhC3BfEk99T7Bxy8/Hns+ABsQGILpUfCGFnPMb4CX8GgOSfWIV2HtZtR7Ar6BTRT8mqBcwJuQv/wAd373+Rgx2GqfVKxnM17lqcndG1k1a5pe91bZy2EMMZ7X6nXMdp6ck4ZbbqIzeF9hfNw5dIhfdvx8LhXkomFvhWsV+00kUIWBlEEVbrMsai6Ciqc4IzHGQvOkShUO/uY7oTSr4ldItIRTEEqT8mqpFpSwVlHzh0pCdY1bETrQTnhCJhQ42ZTGE+wGEox2ktcdxAjJnhypwintAVb1wNRRTecuDoMoKGjOKEpmZyFTzz9GL/+yef5X/7yxzrVUwtNU3HWtSwqw2zsQDJ2f0yajUjriFtGQhfxsaC8c8GWopjD5R3Wl3dYBIhJnWh2FmfAiLAXRuw3I/qUOZ6fQi4kq+htazJ2AO/M8ZGCalbxBlO05CgC00tXeOn1z9KVlh/98R8x/uCUz3/iy+xfuqYRFPAhUIZerQs1IYx4/fVP8saXfp712Rk/95VfpusTX/2TP6R8fEwlCZMLXdsDS9rlnPFkyr17d+izcO2xJ7C2pgo1fYw0swNe+NQv8/F73+fk3vv89n/9CQ+OF/yjX/sylw4ukRAljaiVbVPvMii0sEmKN/3ujcGykVE6R7BlyI5kqMvPlWUYykev1RqoZv2glW4UatdPKoKxeQvQbYgu2vs2W9cjW7rr4GDMhdVIKRJ2djl49XP48WVtk6VOtex8g7QLrdN9rW3InDHWQ+p1RmGjcNSvsaGhpA7nLblUxGXL2Tt/weVRpppeohRH7BN9u+Jsvubk7IzlOuKNw5uCwVI7izdbtDCoCAGba9YWl7OOGHvqOuCCyjP5UBFjr7u8ciDGiBiPpdC3HU0zQWpHsF4VVI2ilzkXbDPRWsN6XFNjiyO1CVtUPslaQ+47fOwR6yhGlU/Kek2fhdrVEEZ47wd2lNXI3Uwg6FSZrRpdXZMymSOIOrRiY9J0y4L0PSHUFG8VrcchwRC8o9gy0BANud/ny68+x1nb8R++/y7rdYevA83ulDCpIRdk3mLHFcEBU0e7W5FzoeqAeYtrI67ycGWXo7GlH1Bp4zzFaFeB4skZXjq4hJfM2/ePyDmRcyRmQ2U8GR0zlMUc8+DhMCshWLziCqXQ7B/w3MufYtm3vPenf8Le3Y5PvfaL7MwOSIOAox1698F7yJB8wlYNf/LVv2AyrfmFL3+Fvu/5pb/6K8TY8vWv/wX7swmvP3mZb75zi65bEYziCB/fep9khBg7Ll19nL7SLkY9GiGt5cbLX6AazVjcf48ffrjgn/3OV7m8O+OVZw75/Cc+obX3JgqLDBRUq3Rj7YFt0/ftCCeCyUO830Z1s1UZOm+RbV5fNuPoj/65yD4THfE02/cbanociBuqB90+eq7doMi6Bv+In0249IkvECZXVaM/90rCCiNMuwQE60aaJYiAC9Cv2BLsrUNii/XVIDmeMb5G1kvO3v4GE46pdq5jbUXfrmnXLZLWzBdrTk9Psd4zCQ0nohnSqK7xYgrGepzzQ/WjEjuGoH3cMuhFYdjf2WdnsqbrF3jjqGuH9YYcW3w1xVrLul9hvKMvhqoZDXzfQMoRnKG3gnRLjG8YB4epR5TlAm/RlAXdbZXWKwX96obSJ3KE3HUkv8I3biDfO0x2EAJmPFLOrrXqEIiYYLDjkYrfny0oixV2PEKMejaxgBRMyTgfyE6/Q5AC4ihNZrq7x7Xi+DWBlBO//6MP6Zyl8hZJkYTDmWEmahwwTpikAsESK087m+JKYYQlmoLrivKOrQF6ihhGvqIqhVocP/zgPVKKFFTHLot2AhJJI8tqDQ8e6jYTY7azyGIsYWfG0y+/Rsot7/7Zn3HpYeaTr36BaTOCPNAmzWBEGKwN+GrgJ2BYLU74/f/4J3hb84UvfZGVEX7lr/9N+hT51ne/x+X9A774EnzrnVusukxZLnAl8vDebSTpuOru/iGhvoS1nmqnATGMX/k83zm6R28M33l/zdVZ4uPbdzk9OeGvfunnMS5sFz1skOtNaw1jVOLYDkMgaAotg3iDGvHAWx+abxuqq2yM2GymyvS9H5ndHv49D/rrFxlxivAPrbdNpijKntuQZHSpQsaNxxy++nmq2TXEVhrlU4eEEfSdfl8/VuPOUTOvuB6eSVEn3a80fRcD1mKrEanrOXnrW4zSx8wu3cAYT9/2LM/mpG6FNcJ0NuHo5JS9aYO3NW2EaeNoU8GbMFJkU/KAXNphjfCgPikRYw1VaJhM9ri0d8qHt0/w1R4YSxUcKanMUCmFPnV06xVmMiUPkjjFGEzw1M1Mt5HEpU4+dS0BsOMZMSdFl4tOpMV2hRvPtNdoPQlD364oxuBrT9V4rKuQ4LHBIChAZIyOjJJ7xFlsZcFU5D7gzFhFIIylBEOSDps3TC/1+M5ZzRycqBzVbIechOtPPsOvxZ5WMn/wwV3SGqTSVp4zRUUZjEDjEW+xCYKJOKfUSN32geqGF51tEgwTPC4VyGvaGFmWTOM8UYTemCH1FKIVXB/JD4+xMSnxcpgCy0T8zozHX3yZziQ+/tOvcflBz+svvkHwntivcYMCrfEbVFh0NLcKSO9x1lNKplvN+d3f/084a/j0599ASuHX/savE/vID996iyuHj/NF7/n6j2+yWK4pkpgr2QCLDoyYEPDViHq8gzGGN7/9DdoUqfyEps541/HgdM6P3u745c9/nlA3bDDyTVtq07bapMJmANkUDJOBaqqp+Cb6q+CknHe4OAfRzmWML6TeXLTlcxHEi4sdNlgepoB1w5adwmbjCCVjmoqDlz+HrfcoLmBygrTC+AkSIyIZGxpNwTfTbKnVst44jA0a9EKlnZfcYv2IkgsP3vwzqrO3CNMdighx3dOtV8RuSU5r+tiz7ntm44bDwz0enjIMtKgmn3euQdA00cB2u6YCCboPDFPhK0+D5+DgkLtHC3IuxCI0OSNe+4ux77GlsFqd6EKOzuKriqoe6UMUtEfsPBITDvWYdtxgc6Jbd+QYCVVFSgKpUHS4XI3XV+Q2Eldr8rTSyGO1V0i3Up5T8cpHMgxp3CD4Nx3j64LEXnnB3mLTsOo4OCiK4BuDqmcUUWVKW9OkKbYa88RTz/DrUuiy8Kcf3KFgcMaRrNAD3hompmDEkjxkaxjk0zXtR7dfVmJwYpFisDmSSk8esInKq5Nrh+iACRRbMDFTTk7xbYdDUfds0ZVLTc3Vp59DKsOtb3yTgzsrXnnukzhr6bsW55zOlXuHx5MlYL3X+j/rEklHYDSdISUS2yW/83t/SGhqXn39Nbqu42/8zb9NjJl33n2fK/tP8PlXPH/54/c5XqwxsWU1P+VuTMQUWXcd+5cegz7y03e+R8mJ1z75Re68+wPi8oyj9YJxZXn68afw9UiHdTZo24CGq5Ve0Cw3YCQPbVkFFVXquAw1/KDZNsxnbzMCPOdYvZwvtrgQyR/drHJu8OoDdNBJjKDikYZiBIwbJrzg8OXPUh9eB1OrvHbuMK7Rllfu1LiBUvot6q/ovhlsYaXByFWY1IMfIWI4eef7hOMf0Ex3cLbSNmafWC1OsJKRYunazLjyPPb0VXJxHJ3cxttEExQn82YL9W8kbIcRvpwwOWNsGCif4LxlPKrZaTwPTlsdGskJn2pSivhQ46RisXjA8uwuVaiwK0sej7ByFRlX5JgJPlBKIqe1otg+YIzDWktVV2AMozDFxUS2LcYH3WJSj+jnZ3TLBX5hGc/QHvdmkVtKw45zQbxXlReM1ja2HhD2Ic0qGVJUYKVUxKJGr2CLiucW57BJCLbGji1cvsIzRfgNZxlXjv/809tEwBTLC+uWKwh3L03JU0NVhBgMyVnyhQV6w7CntvCMISL4QTaokEnFYdBd16qPF4lGYLXCLtTrbwYjbRbEOQ4ff5x62nDnO99n78NjXnvyVbw1dH0/pJkOa0TZfsYqjwS2Ms2UrCzEUDHdv8zyYaGPLf/ut38fHzzPP/883WrO3/7f/T3+3b/5Ld59/xaHlx7ncy/DX/7kAx4uVpS8oO973DBO7Jznw59+j5x6Xvv8V/ApslocsViecv/olE/c2OON11/VdtbAFUA412czW8h66IXLoEV3cZ6c8xr8Z0gqkrW/7oxsw/nmJReXNpQ8gHGPjHnKsL1lMxSjDLPNwgbNMhLWwcHLn6G5+jS4RjtRcQm+whRLiXNMPdYMoqQtpiA5Ib5SQk7faova1RBXWN9QTODozW/CzT/l0pXLnC0FUmSdEu3ihHa5JOfIeh1pY2Q8qjEmEJOOJoeguwIwGX9u3MNNyCrcoA1bXZ9qnVPhxVhomkBTG9VtiwlvVXjPea+bMMeeJk9Ynt6jnu3iLZTFkp5TqtGIpm7I6yUp9uTUQj1VQMxYfGgQo5LJlmEajILkiPMBqRvMekG3bnFzQwgegoBVUcbSJWTZIm2rIN50NKjEWAg9uQ4Dx8iqgZdEXme6soZqNHDIBfFWH2AGG4vy3ScV1s9wkrAk/oEN7FQ1v/3m+/ytFv7Puaae7fD/vnfEHwF2NiIMpInNsgcGUYAKRXOTZUhqLUFUaikNJAdXhIhuWXEpIvO1IuiiOoqbqfjx5QN2ruxx/+2f4N6+zfPXnsdjKH1E3KDRllAJ6QFcziXhsyFjsc4qo88YMDUpZ6aHVzh7cIu27/n3/+53+Qd/72/z1AsvgrX8nf/27/Nv/9ff5L3bDzjcf5bPvxL4xlvvcDRfIRJZLOeUHLn/4BbOwvPPvc7Z/SPe+8k3OJg4Xn3qk7RtzxdeuMy1K5c19TWD0x3AJzNETh0jN4OI5rASajBsNUw1XhlkoYyVgfvNOfpuzxV+AEXEN325IeprcC9KPzXnGeyGRqtbdFTGDBSzMUbYf/F1po+9RHFjbSvHVpF5gdLNMc1IkX3N6IcsI2l711h18pI1lc8duBqM4+S9t4jvf5XD/R3EjLCuZ35ywnq1hNyRY4e4QN1o/V1XFX2yHN25xWpxRuMqvBvhrcMbG4aLinoTB/7vdrnbZoFA7HWqxRqmsxnNiS7My2Kpx7NhyqyQMNTjXST11FXDbLZDih2xX5HaJb21SFIJpJwT1kbqkQIkda1jpJvBBGPRgffQYIrDmIAfTelOH7J4eIIrmWZ3hh+NBvKMIuHSOvJiTVqucbOZbqaoK1wMmMrpnHkqpK4lrweALfdKdXQBclLFkyz4ImTjdGTPWZjN2BXlh/9tJxw4yxvfeYdRSVzd3+efrMesb33An98AMxj5RryBC5HDCNiB3JPdILpQVBJXmYTDxHIBu1zrgTbKZXeiG0rSbIo/POTo9l3SDz/gpb0naEJNnyLWaZ8WVC9ebFKZ5ywkozpyzunIpB14/tZabCkYV7N/6Qnu3/2QZdvxr/717/Ib/6jixpNPAfB3//5v8Jv/4l/w8YMjDg6e4o2X4Ltv/ZR78xXrbknXrtiZjhnvXGI5P+HO+z/h8ScP+NVf/+/Y2X+Mszsf4U7e5qwF33fsjqvzonnIdIYC92L7eXsLtzPjckF9ZVtTy8BaE8ywzvri6372zyZFl6KtOrcRgts0xgbUbtM2I2dMyey98hrTJz6BhLE6p349kIw8pVtoYAGMDEQWaykpaprvjTIcS4+tdyhxNUx0Nhy/9zbrH/0eB/sVrjmgj5nF2YK7t++S4wKLMJuOScYxm1UUCay7ntP5insP5vR9y+HBAc4FMBaLC4jd6E7r1KsLA+3TOnIRcr+iX53RdWuSGC5dusal/R10ekY9nHUV1ikP14eG6WRP+3zGUtUqxxzXC7r1StP9qqKqxzhnSLHH+4pQjwi2whmHtwFvK3yoqUdTqmZEaBpCPcK5QN8nTh8cM79/l/XxQ/rFGV27IJuCTCvMpCanSP/wlLToyetWDTp2lBjp+24YCdRhF5MjultKyKsOk9OAGWRc5fFiCTjqUFPPZuxdusTj16/zVz75MovnrvL9tOaDe+9zqa75H3cf442PT5FFr8y/XAhicLIhPp7/4ywEKdhchoWFAxZcMkYKru0wMWFNwZFVRXYgYtR7E9rlCYvvvc31MKWpA11aE3NUFZ6czjXRciYn1ZxLSVuWJak++rnutxpBqCrq6Q7XHn8GSuK07fnN3/q33Ln1MaPZLrP9S/yDf/SPuDRreHh6TNh7is+8+iJXd6fYopTU5WrJfH7MxzffYXfH8/d+4x/z+he+wv5jjxN2dzl88ef48w86vv79d5Xo5JRgZY1yG2wBsuj3LJoG6dCJ1umbOvbcuIdnSdEeuaYqF0x50zcf7vyFUmDTU99w3jdyUhtROzMsbaDoQsS9515m56lPY8JUxej7hQYAGyjtAluNNE3HDt/Bk1M7vGaYD48rbD1WAowziKuZf/wRyx/8Rw52Ar7ZJfaRdrWA0lHEcHY2J5dM23XUrmCGNVtn8wXrVctq1RK8Z9w0lKR4g9W0odUZVGFQ4fBs0MySOtrlgna9oojH2hHNZMqVgyklRlarpU58oWnTqKmp6zFhNFXxuZwwqVD7GisRK+jG0NAQQq3i7bHDNxXO17gQ8N6rAqpxirwPjDXvVKLJNxNCVdO1PWfHc07v3md+7x6Lh3dZn96n7c6IPlIaQ3GFUnok9aS+I7Ud/WKuFEEskgqugBOti4skUtaFDFij0b4kSrvG5EwIDXU9oZ7tMr10hceuXePxn/sMt56+zAftgrunH/Lk3oz/cXKVT390AssWcsEX0Rl50dVKgmw3kNalUKOGHgRC1u9jUqb0LcYUXRghQiUKEdudsU7KvX2LS61hVo/pYkeXelLuKCUOIOkgrp+j9vsHAcmcdLtrGiivxujIZjMa0TSNClROZuxfeYLcL5kvW37zN/9XHj64TzOdcXj1cX7hK3+FdHKHs/kcpk/yyRde4MruWDfDYGiXczyJVz71GcLkULektqd89ud+kfrgBmfRMXvsGb79Qcv3f/qhgq5GyTeiVBh1uLmQ87le+rnw4Wb1z6YpJtusc4uKZ13nlDcEl4tRfzByuxXT1LLw0Wivzk91Kwq7z7zAzgufhTBT7KBfKqBrNsMjjSLjgpLFrKP0K7UpQdlqfYutZ8gAPFg/YnX/Hqff+V12Jz1+coCIo2172vkck1suH8544oknqespkg3tumfZdnRty6ipSAn6tsVjSDEP9wuslKQTBiJYq1FbBe/Uw3frNV0bFUmvJ7iqJvia2WzCdOwoJZLjWuejh37yJspWIx1gN3i8r6h9jclDym0Dq9hRpOjY58YrD0os3qtajNVh7mHmu+C9V2S+mWB9Q+oNy7OW0wenLO494OzuXeZ3b7E6faDodCUk6YmxJbUt7XxBXLfEdk3qWh1XpRC7NeSio6veK498qA811c2YQe/NVQ3VdEo9mzG+dMCNGze4/guf4+2rO7y/PuPO0S2eOzzgn+5e4dWPj8nLHlMyvmTcoLhpAQ+4YoaJKW0zWSlAwRUhdBEXsyqqovW3LegKp+CQu0c09+fsVGNy1gWOaRjgSWkTwdOQguroLUX15yVHJEZy0g2mseh0HaIHZAO6Tnb22du7jPQrjk87/pf/z2/xve98m77vef3Tn+HypWssjt5nsVqwZsSnXrjOznhG5SyTynPt2lVCGHHrow9478c/4MaNGyTjOD59yCtv/Bz97jP85XsPWS7X3Jt3LNY91myM0A7a6AzML1VLlUEmSwbBRv0ngqTtaIhxVod/pAxp8gCeDU/84nLB89x/M/iiWfqg5YoxhVx6dm7cYP+lz0E1VUcZW63RfUNujzEhaBaElrUYB12L8zr4Ybyj9EuVGsNikgLI6+M5R9/6PXaqJdXOZQRDjJG+a+m7NZRCFTzj6ZTd3V1G4z2cC7gQ0DXUmdv3H1ByR+UdsSSwlq7vB5DNum39oIBkIaVM167p2wihxo8m1IMgg6SEWMdsNuZsuSK1a1ZSMM4zDVcwTYNNa3xb0/ZnKuxvPc5ajNdedSydirKbQaWli8i4ZqOVZW3AhQoTnA625IyzyjXvjCHZimo8oV9DTo5UVLIpxqSIs/dUzYiqbrB4xIwgdxgsxVYUO7Rc/Ai8oWT1uCKCqeptiqfTQ8NDSxE6gzMB8Q4ZNwSnAg1Pp8L65z7Hd7/6NVgfIwvDiwdP8U9K4p/desibj+9hx5vWnhlqy3P02IhKQ4sp2kLLYLtBh65oKqliCRZfB2TVw60T9qqx9smzHm7trudhfETnyC1gPGSrduCGKJgHfnxVaSoptqgeGIq2931EcmLnyg1yziwXJ9w9sfzP//xfcjgb8dnPfoqdw0Pu3P2Qs1tv00lg9phlZxZYLyLj2vH41QNye8YH7/yY1974Ajdv3uH07IQXX3qOVSfcun2Lp15+jb60/N533+JTVw2feuEJkPOdXxY7KMxkpUJbVQ09J68UCgkjfls3X4zSGoHP1Vd/dqnBNiUfkviN8s3wn+QUmT3+BHuv/DyEXc2M4lpbZWFEWZ9BGOledyxl6NWX1GJCUDJSCEjsIdRgK0paY8OY1ckx97/+O+yaBzQ71xDx9DHSr5aYtMY5Q9+DdGvWfcJIom4ajk8L0p3QZ8O9h3NW8xU7Tc1kNMH6iq4Xckp4Baa0TcWQOkq25KQP11eeUI+omoEeKhljhaqqGI0rXLUeZryVnZVLT8kRV00IVU+7PkUkUzdTXE6sYkSSouLB10ry79ek1BHySPvxxmOtxxkH2TCMSSECMepctxd0LtYI7XJJoegwhgGJDtpMTGu6VYs3ljCdYJ3H2QZrHa5yYJymp7FgbUOxGV0C786JFoA1qjOe80DA6CKmBHzTIJNAsZZxKbyQC8t1yze++S1se4LNlk/sP84/vN3yf7l1ys0be/ha60AZeBrDwOJQe28YlULpdeWw2dSPgkaukcWTiQ/mjJLBjxxZdHpOU1RHkUCRXuen0YE6vQ7BOrDFUUTIlEEpx5NzxtiEKRnrHDkO6f2Qul+58Ry333+Tdr1kPNrl5HTOb//O75G6OcS1ylbZKSVV7M1qutUZdRVwZYkpkdI7bn98k1u3bvP8Sy+wXK65c/sOTz/3NC7MePetH2GnB8is5uvvzXnmsOLK7oRUNnvY1bkxcNU3yx82Bs4Q8UXOWWbYjQrL1lYvRO2ybXlZ67bEFmRj+MMDyYnJtescfOIXYXQFEzukXw6SYDVlfYIJjSLg5IFoY5DYobPoGRtqJOkeenxD6Xusr2jXkft/+Z+Y5ls0B9fAKO17vViQ+wWI0HUtznrwHp8dp6dr5kvd2OuCo207ShJ2xlOlhQOpKIcgOIfHVapOORwgI1r/WFOoqhrrVWLYOTcAHAasJYQGxGGcJYnRccwUWZ3NqS/vYqqaMJnSrmpiLoS6oT87IcWogxehweBxvibFbthCMmzUtAHr1agoGoGsVTVXUwJuPCNaR7eeUwp4o60ebaUIxSkrS4ohJRVlrMUQxg3OGHywiKuROiBkdSTaq6GkfkgNNYJY57f8ADu0tDBATJg6KJ+4EdzBLpMivMarPOxW/Ml338TkEziKHPaJK13HT+c9EqwaXBlaaGhEEuO3iK/kgku6cleGkymD8IX1EFct9WnLJIwVxBGlAhQDkg2GpJNaWMRkxCRsscMBH7q6rlKDKJkcO7WALAoC+UH+StyAbiuQevWJF7n90+9SYofxjrZfktollRXNCjC0nbDf1Mwrw6RWXfz7d+9wcLjP/O4twmRMu3ySt370Ay5dPuTw8uN89NHHTGY116//Ih/d/Jjb732DG3sHnLQNI6+iGAztJ10JrAYsQ/sMREeGjSfL0HZ7xJg35q03YLMMcPvzTevtgqaeoCXA+PJlDl//CqY5xKQ4RGunRJb1GSbUGNcAaaipDSZFTc8lYXxAJAEFU02Rfo11ltTD/W/+AZP1u0wPLyHWE1NivVwS27kKmdgK72qMh64XlsszJtOGGBMx9sRkaFeJ+dkZlEzTTCFb+r7FeuWUeOvDcEFDn7b02gM2BlNVQ72skjVlkB0o4ijG4nxFsJ4uKYOJnKijihk6D9F6cEqDxFoETzCR3HdY32CahtL2GIMOrOSoPW1rsAMjjKGXXDC6PRRlNxXAicMaoyQN0AieE0JGnKPfCNgJxOWaphSsy4Ta4I3Oj1tvMQEKGcFrKpw7rKkQCnaQL7bWDGotZuiNWiQLGBWzt9WEat8wFeFzr73Kf1mt+eOfvM8bac67Bt5sLOuckVSoRPCD+KOKBzBIJA+AUUp42SC76gQKw8KDYlnNl4zQCbQiipdkEUzW/rr1QmcKGUNlDbkMIoJW+feShFBUaNFTk2washQBFwY1FK3Bq6pmM81VT2bsXn2S9978C7pORSKMdboaSFR2q08wHsP+tAIpnB6fcH+55mBWsciGxyaB9978AeIMj914kh9882vUo8AnP/NFPvrwFiUnXvjUF3g3zbn3/Xf5Ky/vsbczoSCDhPHGENVAc04X6nW2Bn3OK9etuAxrpXRS0lLKAKQNbeByIV0voljM6HCfS5/6Rez4EiZ25H6FrWqwgbw4xjYT5Y6TB/DODsY9YPbGD3hBj6l2kNRjrCWXwN1v/2f8yfeZHFwG15CKYb1e0LVLrBSM09VOdTWiT2u8twgdZ6dRg9mggdiuevquZzKuGZRP8DKiqh1jb7FmU3NRsJI18mUdQLGhHtplQ6EoQiqWPlligtHOPtPpiOXqlNWqJ/iGnCIltsTYY7wlNFPdFpKy8rJLgdgjkvWAVROca5CUKbk80voweSCZFPBDa8PWQb1sTEjsseJxGF3hYz0Gr/WbZMQWkkTafs1qPWc+P6XtOtq4pu2WtOs5XWzpU0+STJ+j1twC0rWUuCZ2K3IX9cA4nfopKevAhkDpIznqwL5pGsLeHvvXH+MLn30dXnyaf17V/F+Bt+pAAWKXB3WTjXonnN4/4+zBUvvbRVT+WYaGjogq2hqDN4JJidBlauegpMHVKRI+HTf8d3/rr3MwnVBSInZr5e/npCBc6uhTS849JWvWRO4pJAVLc6c/K4paFwupZPo+4rxncXbMB+/9mNX6jJxbnNW4vRUzlEzMOmZbO4f3hsr3fPnVZyAlTu/dZHV0j4d33mNWe975/ve489FPeeLG09z86CNOj27xmS98gfrwCd6/v6YaTzlhjzfvtEg2w5iy3Uo1XeSMw+DsNun4z9BOt2k7W/7KI3/OGWy6+qg+2OXq534FN72KxJbSnUClq7Xyeo5tppqalzT0yJ0y1Mw5q87goV9j/VhHlkUQU/Pg+3+Bv/t19g72saEhFmhXS/r1AlPSFtHXjDRSVTUpDqWKQN/pXoFuvUZyoqkqRs0OxlakYvGhovKBUNWabxqs0uxyryQPY7FhhPXVQMMSkEyJQuyhzUIvgrUVo9EISMRUsK5S3nNc0bdrrNeWWjGQ2p5CwTqPt4bYrlWju1JKqSlD73eo+axXrThT4iB5pC0rMxAPbLGDcW/6lOqtrfHYsjFwQzUaIcByveT45Ij56TFpuST3HbkkckrkGLfACCVhUsSVjMsFk5RrlvtIilHr3cHQMQoIllSQpO0YVwXq3V0OH3+cT73+Gk+98CRPXJ4xSok2ZXIqxKwg5maP1XyeuP3hEbfePyZ32hIzRneQOVRJLIgOqJic8eWiCqmKCOaU+NIX3uCv/eov89//43/IpUsHlJLp+55usaLkqH3vGMlFUfOSFG2XrGh6TD2xb8l9p7zvFIldi7WOo+P7vPW9P+f05J4Sf2BAijXvKAMbrE2FLmWSQGWFX/j0i/wf/+Hf49LelL49ZTk/pZ0fsT6+y92bbzOZTnjn3Q/58fe/yfXHriD1lMXiiKeefoprr32F7x9VvP3eHWIR1nmT48iwTFKN3W0cbznfg7Y16kG8UJlpBinnpCNV1BrGSgdekJTC+OAKVz/3a/jZU0gXkbjC1HtYMZTlQ8V+BsEGHXe15z33gVknxlHiEldP1fmREV/x4Ed/Sf7gT5ntTTF+QhZoVyvW81Mkdto12pB1iuIDMSaVVkaHUZwz7EynZAx3Hh4BBefttgc+HjU0ITAdT/Fb75V1AF2MwflGoXxjthefC8QixKRAQi6bNcCBqqp0HxSGuhmRux7SkjQZgfUUY2n7FeNqRFVlOhSoc84judfDMizlo++Q2lAaXStMqw4HydhikFzwommnxQ5Kpx7vHJikC9M3fHRxmCowOaxJIty9+zH3T+Zc2llx/XFDLVmXLowzYiCMlK5qXMBap1zvdKElYw1Ug7DCRglFgBwRq62PYgymaqh3drn6ROIzJROqwPTjO3zvwSldtpgMxhpKEoIz7BzOWMTM6cmSdtmxu9uwu1OrttsgJ1AhjKyub0ralNVMA+0wPHXtKj//2U9yevKQp5+8wT/57/8hv/Wv/w0f3rwDObJYHDGd7GHMWMshP+ApQ4tOrPZsnRMtx6xDClRVw9GDj/ng3e/Tt0uMEbJY1Sk1DFFJ0YIiiZgMFEvl4NLuiM+89hpiC//k13+JH3/qBf6f/+Y/U4icHe+zypn56SU+vnWLJ599hmxGvPntr3G43/DUyz/HzQ8/JErPtec/yXePVqTjj/jSS1cGBSIdKnEuoIsQ0vasyvnAtjpACtYJ2ym6bSxn2w4Ug8pc3Xiag098BTu+RGmXEFeY0UwHYtZzGO8NhETd8rNRfjWI4gOlYH2l02FVg1gVfcCPOPrJ9+l/8ofsHTTYekYRoVu1tIszRdyHokzlyuzWUbVdi/eW2awBA6fHR4hpMSZzMJshWGLM1JWO7HpvqZqKDKjKQI6D2JvFOo9xNZsVLoju20pJSDlvm/6CUe02r1rVGIhFyS6Vq4j9ktWRMDu4jAQPfcJWY+K6VcDIGFKMOEmIFWwYlDgGWaNiPTaoNpUglLbDV37wxpbNnK6zFdEapERN5432cq2pKCjI5pxn5/AyMSXe//Cn/MWPbzK9eZsvvvYah/t7pE4/25EwrkaqEbiAk0gx2nu1zmFchXQJqVR/LuekG1WKwVTazgPVL3fWU43GXL1xCXGwO50yqj7kmw+OaZ1DbCEM6eWochxc32O+7MnLxKLN7Ix7dsaeqbMc+Ir9UDE1jod95ltniTYNLCzRZ2FsYbU4JXhL7Fou7+/yT//xP+Zf//bv8sM3f4wxhtOzYybjTD0eI6heXRarqb8VrNPWWSk9LmqZdPfW+9z9+B1SXCNDvaoqOo4QIMdEFH1GjkLt0qBVJ7zxiRe5evkxcszUlefVp67z1z7/Ku/fu8vd41OsNdz94F2K9VQvvsj7b7/Fev6Al175Jc7OTuiXx7zxC7/E/XsnvP3dr/JMHbjbBkhrru/oEA3YbWrNBfDMFi0bslXZ5q3AI5zLMF8gvQgwvnqDw0//VUy9C+s5klbY0QyJmdLNceNdivEIUQ172NG3qb+lJKyvKe0CUzV6lvolpppy/O47rH74++zt17hmF8TStWvWi2Mk9ViGdcoiSBlaesaosEpSYdJQVTQ1yO4excDpSU8IFRhUXMUI48ZTj8YU4yh5GDYRiSje4MBUgwnrh8Qi9CmTUhkOkhl0rRzG60RSTkJfOnaHxWxVVZHjSgX/U0ZMRTEZayy5QJZI6Trs8hhXjTCl4J1FXCbj8cZj2jVl2F4ip3OscaRVq+0yxTS2LQlnVF+NonvMLRE/oN0Jqw/Cwd7lx3ihHhGa9/jejz/gX9w65m9++Qu89NR1SpvJFGyVkRLAjUjoBJ0eBh1GcN7ppFHqdDzRB0ov5FZJO8YZleqxAesrQjPm4MoVjHF4r8sYv3H/jNagu7wtOGvYD5aD/THVfuHp6Yhf/vRL3HvrTcrZklkVqF0DpuLxRif9vnl3oYORRhV2bt0943/+l/+Wv/trf5Vrj11luVyxf3CV/+Ef/n1++z/8Pn/x9e/gvWOxPCKllsnOAZGMG9YBOQuOzWIG6Aoc3f+YB3c/wOTIRrzQiS4VUP6CGRzqUNeCylaL4XCn4dOvvKItQekpSbA58Te/8hnev3vC/+O3/gO+qlieCrPdfU7ufszpouOV1z/Frbv3Obl3mzc+9xmS2+H09B2efuEVvDV854P3uRbvc2V6DRlWIegMhWyK6WFoJVFyQZfNKllmy++/AMTlrGPRYTrj8JO/iAkzWBxpGdjsIf0a2hV2ujtco9oBgEnDbPnQwbG2QtrFgKxXlNTjqhGnH3/E4vv/G/szS2j2EaDrIuvFGZJ6lRA3bsgrNtlnIRfLw+MzYjtnurvDqjV06w7nLDlb2lWPM5b9/X3I4KxQVw3OVboJN3i8bmrwYDLbta9Dyh6L0Pdq3BsRO2s2Y3gGS2A8HiNkVn1hOhlTDd4wNI3C/vMTQlMNO5MtlXMkIHkLZLIkpFtjQ6311VhJJGXdUupaW2SSoevI6xUZ7fumdokYh/MVOfXYLNheOde2CHlYeWPdoJ5qIOyMmDUjnq0bxs2IN3/8Hn/4p9+k5E/z0rPXKb0KXfSdDg64EMhZZ751H5pTpp21kBKlXUGoVZEkK/IpGAWuSkYpJQEfEuOdEZfiPq8PTKybJ8cU0cjiLcgyM7EGZzI3xlf41c99jv6Tr/HxT9/n5PaC0jmljaclX56MmIyP+cbNY3pTUzeHFLHcefiA3/ztP+DXf+XLPPv0M5ydHTGZTPk7f+uvM51O+aM//jNcmNB3LeX4PtO9Q6xXmogTHV21w3N6eHqPO7ffxxhdBWVQFLo43W3tjNVyLUfdiuM8xRotyaTnE88/zfXrN+hTr1naYIB9zDx+sMP/6R//df7iBx/y7/74m7w6Dpw9vIuIpVvMuX3vAdevXuLe8ZLFyYe89PwThNk1bn14E9/cYnTpZb73YMmenPHstV1SSoNxM7SqoBRFsx1OSTzGgh3YmjIM91irst6TEYevfUkpoosHmp+O9ijrBZSInR0oOKxZ80BMUlzKWAdFtfpLp5LfJjRIXGHDmMW9e5x867fZa9b4yWUwnq7rWc9PKd1ajRtt027nbYYhoLP5Gat2zYP7D5muzzi89NjAtjOcnLZUITBqKrw3GG/xvsIGrw7LaafH64idejKF6ZLW3CLEovXdpucvpWhNAUrj9AZf1Yi1HM9XxFgwPmlNw4hglNTSrwuVKOGgqieU2EJKpLbHGE9qO1K7xnqHGzVQVppNZN1E6ja0QVFUvZSicsk+kKTgAtQmk9sVzhjEeV0t7C2mbAYWHMUKLtRM9i/xuPGMqhm3bt7nOz/4IUjkpWduqA5djOTQDdHYDodccKUMa4gHKqKAxEjpW+2XNzOKsVqrpA6SIqkGhws11WjK7mHmuS5RmcTpak5JhsppG9AaCJWjCoG+zzSjCS98+jOkTxTaRct6vmI9X9C3Sx5HeH2+4g++d4vj7rJ2Oqzn+OwW//o//CG/+pUvcuP6NU6OA8EHfukXPs/e7i7//n/7j3RU5Bw5fnCL2eyA0WSXgk7IeQNpfcbD+7d0iwzDUIxzWIcSk6zQx46+b6lchSmZUOl8c9steHJ/zGdf/QQGXQ+9OUCbMVAR4drBAZ97peHBwyMk1Hzw/k95+snHufneO6TccWlvl4/f/QkHOzU7h5/h9r2H2LzkE1/4JY6OT7n5rT/i0tWGm/PMmMROo4NRxoiSdmDQ7RtUWpwBqViHyxgiVX+sHIsqcOX1LzG+9jJldQbWYMOEsj5VrsJ4H8lRKbMb696stXZBiVmhRroVOIutJ0inTMrlwwccf/232fFnVLPLiNUhqfXylBKXW5Tg3LIHQ8Nwtpgzbhx92sGfnDFuas2WbOLenVP6VU8dgi7CzKIM0yz4SrUVjYWUCt7IBgEVYDDuYohl0C41qmApw2C8KmEMK1NL4ifv3eQnH+nyuXXXEXamymQLU0Z+xOLsgQ5bOLCmgAs0VQXrlgjMz+YEF+gWx8qiMoUwGutiv/UckRqs1+0RzQiKblAx2Qz7utHUyFrcqKX0a0qx+lnWIn5AUrOhtAU3NlS2wk73MATqMGJyd8QH79+icpZnn3ocnHKWc06EakQSq4Mf9LhmOoh8JKx1FKMeXFJB1iuKd0o7NdqjD9YTbQXSYpyjGgWayYTJdBdcpm/jwC+3YArOZHamI6w1pL7DpIRzgfFuxWS/xsjukMIZXrDwyivP8y//+B7v3OmYTC4DidP5PX7nP/4Rn371RT7xwnPsHxywnM/5+c+/wc5sl9/6d/+ek7M5Fsvp8X26GJnuHIILpJJI/ZrF8nRbmuj+CDNodkPqenLsqOoGYzyT6Yz14pjDceYrrz/GEzeu8djVq+TUDbxyXUygnQowOGI2XLu0w//03/4av/8X3+fbP/wh1w9nHD+c88SNq5ze/Yi+JJ55+lf44L2brM5u8fpnPsvxaSJ2S5558XVunh5z++0f8vnHDDujA6zV1cimFLwPg+5dgWyI1KyaG5R6DyuRJJ5GHvLY619gfO0lymo+7LObUFZHYD1mPINcdEqsROU/pFZrd18rYh9qTcutwVRj6FfYUNGerXj4jd9lau7R7F4CV9HHzGp+QlqfaRdkwK8sm/67TvT1sSfnRCdC17aK7mc4PllwfHQKWWiqMc14xKgeMRqNMdYSk5BiAhcZhxGjqsIzMJ5UtUW9XSxCLMOmJmOQ4oZ9xwVjVOgdKfz4p+/xb//k+yBwaWw4Wy3o2jH19AAfvNZ1ToX4yUqDdO7/S9d/BVuWXnee2O8ze++zzznX35veVWVm2SxfQAEoeBIETZMEu5tgk93T6glNP3SE3iSFYiIUMS8TitCbpIeRNJqYHqkNm6S6ySbZBGEIEN4WCiigvK+s9Hndsdt8Rg/r2+dcsFs3IlGFqsxb9+z9mbX+628kYsi1jvFoTDCWRgfaEGj3DlA2Y6Bl/qs92GyFEDOilZOKLEUTzSdCYrFa+rveAN1bgdZhLDhfoaISpF4J1UtFUFUrLqwRenmBXd8mUzmD/pAbN/fRxnLh/DGyVMa56EQBhCaojBAdOgXWmYVBXyE6z+jRTuJBjNIURR+qOT2rmPoRPkBdiZvp+lqf3M6oLITWY5RQL2P07Bxbw1qFa0NCfJVYAaUqRmspRb2Hk9sD/tmvXeQPv/waL7xrGZbbqby7xXMvvEJVVXz4A0/Tr+eM9u/w0P338N/8r36fP/6TP+PGzTuYXsl8uguuZriyxc07t6nrSowhCULwiXK0h+BwtUhQi14fYw2KDNqajzz6AE+fNVw8FtD9Y1idxpwyhFiIibSRNI/OSTT4yIevXOSeE2v84JV3efOd1zhzrOT62yPuve8Brr/3LnU158rjD3Mwi+zuXufixdMczjNuPP8DtrbWacs+z18bcX4wY321j7V2wcBDKVrTZ9o/hyu20YjC05t1Tl65n+HZewn1DJUNQGvCZA+V5ajeitBNjSUGCcDES2KOvGqHyksB1IjEYpXY1hhjaWYtd3/0Bfrt+5Sbx1C2oG4D1XiEnx8gAhabLu4Oz5e/upSBp5XGNQ3WRnqDHpN5xXw+ItYeqyy9fsaw18f2+rRRSFAoaN2EIi9kfGgzLJ02VilCiDQh0rSS+igmCkvanjhnCHY5mR7yxR++wqu3xmyUObnJuLW7z/mNDQYmI+vcTb3H9PoCooUW10Z8BKUsw16fyrVUjaOJIrwPt3cJGqxqoAFbzsn6fVSrUTFDVZHoxfZGGUVwrfiw+QmhrkU442qKYkAda5SPhLZbqIHg04RFBazS6Lwgrq5iezl5r8fd3RFaK86d1RgE7DA2you1GbFtyRJ3WSKLxXUlJEdYnSiVmdK0IWIRN1Z8pK48o1FL4z15YVCxILeathJJKcqhdMbxnWMYrfHdew9eWIRKwKI0fkYpResig37k9z9zAb78Bj95o6bfWyXgmc/2eeG1dwhR8cwTj7K1s4NSmnMnT/K//qf/mP/7//gvuXs4pijXqOsZbu8GC9dS5aXdiVKxhejFJYZAL7nlxqg5tTXkn/+zP+DMao/pu9+hrm/jR4f4LgEnuHRIadA56EKqUp1U3DoyLHPuO3+WuwdTJvs3qccT5uM5VOe48/5rrK2tcTCa0uy/znpPQz6kPtznzOkdiuIC16/f5GD8Y86vF8y9ptSCGUQUrRkw71/A23VUlBBJFT333nuG7bPnCU2LzvvCXpvsoXpDESD5RjzyYyM6DecSBTYjKicTlWoiRUKxBu1cZtYN3P7RlymmbzDY2ECbgsZFZqMxbrqHxRO1yILEhWYpqiFoqqqhbRx5FjBFn8ZB2VPsz+ZMxlNKXaAyieAyyUrN5rn4CqiIzdbIjaLfH4K2MgcHWV+1izSNZBuRUhoTooA2S5KAQnE4GnNzd868gdIG5l5xMJnSetBGOremqtBZRtYrsG1H9xRQYbCyQjkI2NEYFUb4DNwwYzI6oLl+i7VBidEKW3v0VKKFVTQYcgjS2UZsQi+tIJZEUDlOOeoqEE0kKIcKkRiE0KIwoDw6zzBWbt5ca3RmUTbDFBl3Dw9x3OLC2R0BNUKL1rl8HzIa5chNToxRpgiNMMLEesoIeJIvKZVVUwsX3okPefSSX4axmFxjSZE+WgwgNjY2AbVkzoWYMqMDmCQKSiq3SKD1MNxY5x//9tPov/guz702p8wHEAVo+vlrb3N4OOIzn/wIq2urTA41m+ubPHj/Jf7mm9+hLHsY22MyPcRojdEeH1P1FqWycM6hQqDX6wmxJCpObg357/67/5bNzRO89p0vYqPBmFKcPusZw16elFpSIWLyJQLNkkoW0ATv+Mijl3jywbP8L3/2NerxXQ7u3mLSztkYXOHm1feIzZTjT36Ea+/fxE/vcumhR7i1OyfevMn5S/dzK8D8zvs8tNlQZAanStzG/US7Aa2nbWqUgvMXTnDy7Ak5fPIh0VUyBitXIQUOSMKnQysrKkKk1QhpFBabCUGDLlZQrdzs3mfc+fGXyfZ/xmBjHZ2VtB5moxHN6DaKmmiThkPrBZjWZZx7H+iVPRo/ZzKdgWqwOmM2mjCftJS9IT1dkGWZMOBQ2BCwMcgEyRi2NnaIUUk+nfdSorvgqduWthVOcxeiJykOAiyoREsMLHW0IdkBtT7SODiYzYXF1LQCRhEp+n1s0cPEiPcN1hRkWQFRYfI+RT8lQVZjqkrhbY95NcVTMRwOsS7gqylmVoNXZKYgK/tycCiDMhkhmQgqNMZEnAMdAzZaRATg5NYLSbSiFMEHoo1kRY4JGaqpiUox1IJHjPYOeLtpOHvxJEWvh1FtQlILlIE2RuHGKxHaaN1Do3HVhFxngiYHiaMps4LY84Rhxe5eYNY48kKUY5lR2KIgWGkJ+mXJ2toGC9/vdMAKQiy2S6KR7vjTslWK1VMM8pzf/9U5uf4R337pJmU2SG6/lqu3dvnKN77Lbw1WOHfuDK6Z8PDDD/DN735fUN15ResjUXsyK8y52gn5xQfpa7UVMUdoWo6trfDf/u/+t6ysn+Bw/w4rx07gbs3xtaOd7RFdJbd11OmysIvNvSxJO/uqFPMUAkVm+M1PPcON27v84MW3icxhfp4bNw44f+9prr3zDqPJAY8/9TQ3dg+Z7t3l8SeuMJ0p3nvnXZS5wcQDNqPdfpA4OI71irqZ4AhcOLXOmbMnBc8q+oR6TmgmmMG6HM6+xqilA4uowJRYGwcvUdj1CKU1Jlsl1jXRyF64/bNvoW//kJX1VUyvhwuG2WxGMznAhIaYFIlaQdQpcUWoShClgrZWU+QFhwdjXDsmz0qaKqBlHoDJcvJkUUb0GITCbPIcUyRfwRjxMVIUuaTrVC7g2kAMCvTS2VIaqGREpwQ9jUFyxcoso7CQ5Tn9lR4+wK1Jw9R7Mp2EECZQK02RS8iadxW2rQhBRnMmh2IwwAdH6QIYT2stwRbM51OquqLoDxgMVkD10UYzm4zQ8ymmFXvjzPYWDCWtI9G16MySFbm4mvhAwIoOOxPiZ0Q2eGhmaCOjE5tpjO1hrcYEyAPs7+/y2kvvcuHiGYYrfQIzlPZoH0GLqCMgPm7ak+b5GWawQjuryLXBtQ15ltM2c7SvWS2griP4CkPyQ9OeaDRtq7h08X6GwxW5XRLxQSmQmGeZ+6uEjYTEZUcFqtEtlCnITODzn3kErOIbP3mPLMvweMLKJu/c3OUP//2f8/STj3LP+XtY3z7GieM7vPrGW8K1V5KBVrtIpgNFBi6A9y3aFqlF0Gyv9vkX//y/oj9Y4+a7b7K5vc3O2Yu8u3uL9158gzMnT9IvB4n4Y9Ll0M13U0GaRq7y3hBTBGNo2zlnj2+ys7HBtVs3mTeRu3dvMDkY0RwbcPNgxqmdTfbu7nL3YMzli6ex5ToqzMnyiN+8l+evvswHnngQvXJWctjamhAjZ48NOX/hJNgCpSxxNiaGFjvcJgafDBELERulCCGSm1CILdrkhGqGygp01hdNt454VbL34nPw3rcZrK+giyEuaOaTivpwN/XuSUMRlVSFqf3r3CWU0miTUc0rvPMMyhwzLLl+Z87+aIyNDYP1dbJyQANoH7HRozKLzqx4J6Bp6wajFIWxWG2xlWtoXQAt7qlK+US/E2CkA9i10QufMIjkuWWlzFgtgQDjRpw1ru6NePScx1dzgo4EHWmjo8gL4kyJg0gbMUqnB5mJqESJF4dRMlbSpqB2FbODW+wf3sH2dzh3333YLFJXLdEKCDH3LTbPyIuheLEfjLFR07QuoaJGOMRBbIqjBoxBO0Xb1jRqjs3EaEJbK+GGxqIzg9ewe3eXV19+mwv3nGRzew2tPZ4GTwm6wemMLCsllnjekK+uE0k52F785nKbM20qlGspdGRgPZVrRcFlwChH20bOnTnHww8+SspkwidCjyyMuEjPjCnXR5HMMgA3vi2gEgqj4Pc+9RAZgb95/i16yhAUmJVN9iYjvvC1b2Ht9xmsrFDXLREvPuMszQ7aICCi0h6jtZSFxmJCw7/4p7/H3p0R37zxNzzzwafQBq5eu8V/+E9f4PEzcPHiRbTJCNGAsmJKyGJf0zmjxjT7Dd6TZznFYEgcB3zTkGWG3/rUJ7m5f8C//csvslJaJgd3OBiNOL3+FG+/8QaD0mLMJa699z554fnwxz7CT37yOisrKzDcwTvHbF4Rfc3OquWe8yckj1tp4mxPcJThlohEkruwbEZNqGX0GaLwGbo5t8oylC3FKNFoosrYf/0l2je/ztpqSVas4aOmqiqqyT50FNQ0f6c71DvylJJnEJUSF5baY22g1ys4nDjqicQK51lOjBrlPavlgKhF9twbrGLynnjcV3P6ZSnAW9tIRdC0EjKorUEbQyeY1zExfVQQOV3yvlIotDL4oKiD9OytBucVPWN47fouH3ugYpiLeaKJTlQydoDGULkpNnpc69GZBSX2SKFpUT5gjSXPCrDgKoePcvvN9t7nxR/cJNcRa3KK4TplXgrRwrXk+UAsgKspVimMiujYFxTVVTgXyHsJKQUJWowW571QM40V5N5ajNHkvZLBihx0o9GIN19/l9lsh5NndtB48BDypCgDmiBzaNU6iFYOx3qO1hZUQIVGZIO+RqsGA6Aj1ipCtGydOsvjH/yIaNVjXJSz0msnAlLa6DFEcXGARJHsZKwRH5IbrLb8/U8+grWRr/zgNTyBJnj6wzXmsxHeN4wODmmdk+pgkeWVsjSVTp7pSY4bAt7P+Sd//7NMZp4vfPHLDFcKrImcOXue1157iwcffQbt7jJpCsqBTtOH7ucm9bFHyvSYAFwFpihQ1spmUln6157NlT6ffeZRqrbl+dffpdeLjPZucXfS8tAjD3H9vfeZtxUPP3aF1mty5SjXt6lqR13X4B0n1iz3XtgRh10fifMDKApU3ie2NdEkq+NUxcSmTjrulAugJNtbZz0wwtJUBrTK2XvvXeqXv8xq35GVmzilqWc19eQAXJVYaiJIUXr5wXV3mav0aJTB+5a8Z6jrwPhgzHRcMywy1MqAXpbRL1fIMosxSsIz8x5BW+q6pmc0NjOiX1Dy33TOYUnstY5Tm87Z1PsJySGkSFYBfjKca/mr773My9fn+Kgx0aK0JZjAtf0ptw5HbJw4QYyOpvWoUDNTDdo11PMRPXIKVUItm0NbS0yRMCp6lBKBhVYye9VZpLASAhCio/UN1e4NDrxYz6ogiitjLUXexxpFoSGrptjMErTBBY2qG+l4ksWJ1kZ4vzrgmgqtNMYKrhBCwGaawepQVGxjxfvv7zKbN5w5s0PPOtpWoa0Wn/KgsMWQ4OY0owOyXh9XVWSDAfX8gNCITFPhiL7CZpBlBpMHdmcGp7YYhwF9a0TgEMUnTx259ZbOJMLHV1qhtF/unyB8hRADbXQYbfnNj1+hZxV/+d2XsC3MfaDfX2M+H8ucneQ7DhglLQedLCABfd1Y8/HLJ8DN+MpX/5osU1TTluee+yl7eyMeefIDbBw7yXT3Jj9942c8hOH0TiE69Q71T3238F7i4gCzRUlWbuCT1FTorXLgFFbz5EP38d6tPX700qsMVje4/v41ygKa6Rlu7besDCyTUc3bbzzH0DSovE9VtTTVjGOrmnvvOUG+cQxaJw4s/VWUKYlOfMxjTHQeHcUQ0aZsMW2ENNVlhmkDbiYgsulxcPV9pj/7T6wVLflwg6gz6nnDdLRHbKaCYGtz5MZe4OULSrA8AwU+MB+P6fUUBEU9i7S1Iys0mxtrqGjlUtRRXJbyXNarpFmQKdnYPoL2EpnlGi++AjGKkYOkOy77pKORLjEtrRAb/uaHP+Evnr9GTUZmLcb06FlL7WquTSb8+O3rnF9fweCp2hlZf00MD6sZ4/EIN6/ZXNlgs78iZVmEtqqSllgkq66piY3wdF0EtMLqHBULqSSs6HblkK5Fy1xBzzaURcGgyCmMxvjkb2YNtWuT2kfhQ8QYiZQhE7KKD+Kqqo0htqKxxogzxiAM0FpxeDhlNnuf02fW2VrV6KBQlMLLLmoR0PR7hHYujK/pHtP9O0zHBzRtS+UqtIkMVocM1waUhSY7mPPie2/yQ5vz4SceZWgyrKsxWqWInsRw0jq15YJMiy11ugWC2CkffXchtJho+NWPPErZy/mLr/+UOPfMooesh2udILkxIgwzl7T/Ko1Dpdx3bctWH56+vMX7775M33qmjWE8r1hZ0Vx64EFOn7tMb1hy6sw99PvrvPLKd/ERzm6vo2il8mD5vUmKr0ikqcaM7waMthLJQ5r+K1AE6tazs9nnv/6tz/Czt2/z5e/+mAfvPcXta9e5tX/IQw8/yts/+ylr66uY1XWqqqJtPOslPPjAOfKNbcJsRPQNerAJJgdXSRvhvbRuaLGeysuFMQMYqGaooiAqIz7mJgdlmNy4xeSnf8WKmZGtrBN1ST1vmR/u4+oJRiHuqvzdL6GaotIIOkai9zRNTZFpiJbJwRg8rK9tykgMTZ5Z2iCtW1b2JPKpbYm+IS8KuSBBDqyQUoBtFx+cVDghIgKRJAGUS1wtGHRKB57/+Wv8+XffIcSSfl6irE1OWaJM8iHnWy9d5dLmCg8dX8HEhnY2pkVRNTXz2jGazbgzHTPIS04cO8/G6gDfzpJ2V3TITd2gIpLhrXQqpSMmK+XhaMTMMRsSvKduajE4qBvctKb1UKLolwZjIUSPC9Jr0jiUB29kkZlWYfMMiDTzCmut+KcrRP6pwVpDrxR3m9l8xlvv3GZ2DE6fWiW4hsIUxOkhqihROuLbOb6tGO/fYjwdM5tPmPk5ZI7trXX6q6UE/wXHya0B6IpX33udr01nnD6+zT0nVtlZKSR6B0Q4oUIqcZN74pGcLWKyL0ojF6KUgMLTDnz66Ycos4w//psfEqZz5k1FoeXduyA9oIo5EYlK0LrbaIFceT772HH0fJeNPNA3msppbjjHeO8ar/z421x+4GGMWSWGlhP3XibiefVn36bIDKfWS3xwKJUJTyGlhojfeUB5h5uMUHkhfnDphldIRSfqIk3ZG3DuxDa//NR9mF7JN3/6Esc3erjJHuubp8jzknpeUTWOjb7i0Sv30tvYwY/2ILaY1R1Z266WGbdrpDoLnuhauaWdE1eb4MDPUL1BumFb0TUYy/zuXQ5+8tcM1S694RZR96nrluloHzcfSXuoEsErcUg64s0ilRQxifAhiBKSiC0st2/OmM86sosS0FZn4s1vtZhaKEPbeowWOm5AE5XBRuEe0CUEa4XVmRZ+sV9K7dLMKZUvsmCs8bz21rt84Qevc+BXGa4MiSEIF1xpCGBNjlWK3fmEP/rRm/w3H3+AEwNw1RjvpQyxmaUoCtqmZTSr2Hv9FVYGA1bLgrLMsERc0xkxeLJcGHExCFaOFp8rSUAtwAqrrCj7uHZIbFqca2nblsm0oXKOsl+S5+ks9SmhwpAii4Ul1rZinGCUJXqpDlrfJu13yqjWwnsvyWmd5dbtu8zDkAtnzxHqCb0sQ3uFmwmVcz46YDKeUc1nzHyF3dDsDDfEA0/JbFtssAwnN0pyU/Py9au8Wdf0BqusrK+Qhxm5EU2zS0ESKmVXJ4mUbOZw1LEkLvjNMQYxqtSKssyYNXOGhaEwkgUKYmTpgoxw2tC1RgZPwLVw77GSj17ZYT5r2J9YRvMWTMnWakTrksO77/DCN/+Sp3/lH6HLFZr5hJXNE2Rb53jt2g3W+scpe4bOlKM7fVQ6vLTtyUWikAVPTJvapc0grC8fAsfXh5zZeZyrN+/yxD0jto+fxq2eIDMZbd1Q1XM2hhlXHrtCORgSRndQxqAGJwmdY4/RckubTGylkyNwCB6d5SjfEH0rvHIUMfoFm7He22f/x19h0N6kt74u47imYXawSzMdJdqpPlJ+R7Gjlg2FFKNC/AlBzBzyLCe30NYaHXOKTD6rjgGb2iSV5wlrITnMOqJVBKepmwlFlqNtT9oCY2jbFjcdYyWGVW6HxQaXulzGJonx9/a1a3zpBy9yYwS9Xo+8kDwmX1UYI7nYwUWxPlKWV24f8v/4+ov8wdMXuGe9B5WErJmoKWxJrksGfcu8bZiMpowmFb3S0i8tuQJ8iyegmjY5dxixUu6sm9LG1lpyzU3UWGOh6Akg1LYE52mio6oDVTWjV1qJ9EnG/95Y8qIQv/Go0Ebj2ybNnGUdBh9o6laAJ+GIythKRYqiYLR7jVfmNefP38M6DbY6xMVI8IGqrWk0NH1FNhhiMnF+i0SMEmdTGSXJCb+5Ynn4bI939ibcubPPqbMX2Bz08fN9jG4wScarEg+qG5mJPNInQC6JgZLksAOOxpMZf/GNH/Pu7UOKTLNaZpSFSWkimiKV/yFEgoLGBYKDfl9Ar1ffrzm2bthZX+Hkdo/3diuch89+4lN852dv8PoLP8Q1gcc+/Vv0BhvU9Zh7rzzJ7evX+Ol7r/HEhVXKPIhBZ4xieZUcUpOvrLjIRkkPEVQ7YEyWbkN5KSFGmtZxenudYxtP8/akYGaHeO+p5jVrpeaRxy4z7Pfxo7vQX0EXK1BPJZ/N5EJWMbn4mqcxp4zIcmJbQwyoQqoRYljYITezObvPf5Vi9ja99TV0NqDxDbPxmHY+xnTTDX1Ec661kJMQKmnX72ulcS75xilLiJHJ/pQyK1E5mEyTlSXOGKLWuNan9FSwRpHnaeqFQRuRiUrCUGrpgsf2SmxI3t8qkSZYdNuygKzW3Lx1nS9+90Veulmhsi1ObKxw686UXn+VXqlEeIGW7K4gwFPmNT+7tsv/dTblNx+/wNM7A7K2oWdzMlPQ+CBEj16PrMiZTWd4F5lVwk3PjCImDXkTHTp4LBobWvKoca6lacYUeUneE8M5q81iXhySH3UeAsFHmrZiPpvhY4stILMKFRXOCVtIKSHrBBfIdUZwkg/W4RDeO5RTCRXXYDWZLciySNMc8tabL7KxuslaaSh0S+taYqbJhn22ts9R+QkHu9fEyipolF2i5NKXSWu0WsL5rcCd6S3efPstevffTy9fp6lukSnxniMuLYlCmnB0udYCjuojM3S5jb/38hv86PV3CRHu7M05KOqkUEqUXd2h8ioZT4KJYKznnarlf/zSlM2h4d5jJTsbA+7uT/j0M0+ysb7FJ59ZQwGvvvgj7u4fsHbyXs5duMjFBx9l9ZHTvGNL3ji4zuUthcHLJpfCMvnVdJxJYRwG3wgRymagrOD6C99yOaBd1Fwba+ZeYwpJURkUkccff4q14QpudBu9soOyfcJ8hM4L4UD4WkC0ppbRrFaLmzs2rfyzvITEXouppfB1y93nv052+DL9jXVMVuDayGwyoZ6NJLnV5MRkPtmNLBOiKJLb1OvH0I0KRYevrGF0e0xwIpLSWrLpo5Zq0nkxMyl6YolmjBFgWgkg2esPMEVPgi9ArLmUhjxLQF+XiJhKQFSC8FEcHuzzlR+8xBvXKw6ngTrc5M5oF8UAm5WYlOYQFlRLTR08wWqGx9e4HVv+7c/e4eWdNX7lwgl2ejVRi/2SNgadW2JWyinuxGRGqyyRLgLeV7R+KmgrDh0b5s1UMreSM4wyoqO2tic9tdUSvessJoriLC8y8iLncHSAVyUb2ytM927RNC26MBKEqAwmFwsgE3MinhBqnFeYaJIpJGLtnJ4P2tMrCnzwHOxf4+bNCqUDNtc8+tSTrKysElEUvsTGwN296zRNK0YDKcs6NR/4EGgVDHNDrueMR9d5972S7Z1thnoN4iFWeZlY/J3NvSgHfViUvkqJf9f+eMZXv/8idR2YNzXaStCjTqVkCErCZBO2rTTCQ0/gaojiOtt4xf6sZTTf48KxNR6+dA9N69BEPv6BJ8mM5cXX3qKaj1kblLw8r1g/dppT91zm5tWc9/0eZ+wYG1pQXpBkZQVLCC3g6cxHJIhDJx+CsOhfZXKnOJhH5t5i8oJqNqM0jicef4SN9ZIwn6HXTwuGMD9AF0PE+aXjkM/kNsdA9OLC0kyl+slKcNUCeFOxIXjDnRe+j73zHMP1VXRe0HiYjvZpJwfiK2OEuCOzfxZAYYygAkvugtJ0ls86cQ+qSUM7DeJO1FZYq4jGUNVzenmRiFjCwlQ6cVJiRCtDnhci7NFitlHNajSeoCTfzS5C0BdZGMsxRt1M+cZzL/DCOwcczD11KzbDvvWUvZrZ9JD+yqYEx6EJdaRuPWG1j1vJxQZ5PmU8q/ib927x6v6U37q4yf2bQwqTY1QhkT4q0ssswRislXmoQrAB70q8X6FpGlo3x7fi/KkU5HmR0EjhRrdVjc0iushRWpPlFoKU8D65onoiplwlKwos73H77nXsygOsrxbk2uCdo23ncntEhbU9gle0TU2MhiLrExIHPQZP7VpM3sP7ilB5Wt8wayouXbyf/rDEezEjUFrTX9lhC83e/nXquloYPSqyxY3svcQ05bZmlT38ZIVdAs2wzyCzeCr6uXATutn1MqsroeldB6iFHPPtF17jlWt3aWKg9ZGysCnaoYsTiItLR6fF6aNsch8CPgZyG1kfiGFmbjRPPHg/a+sbtN4TUzLpxz7wOA9dvMB3f/oz3nrpB9x75Rne+f6bmKLgygc/yrze4lYsOKVuM5/P6Red5VeanhDSBSMVxTKLrJv0yCE0bxXjWoOxtNWUDM9jTz7I1uYavq3RaydFjNTMUb0VVBDCFUrJyMvInD3gxMqpnonBaFeiJ+YdRHzI2H/xeeLV7zDYHKKLVbyH2XhCNdlDeyn3SQQkrTORKXdtErLBfQzJ21+ILl0csnNwcHeCbw3z9hCFx5gB0XnKPBempAKl5RKy1uBb8b3P+gUyPJE1E5Q42RADWa8HKOzC/P3IIgEpKV568z2++9Idbo1b5rUsBtcEuqduTENdjcjLVaJ3jEzA3nsC21NU8zntdEJQlsZYQhZ5azThX/50ygeOr/DEqXXOra/S8wJ2WCMqGYWGdBqqKH0u5DSNxbuM0LTUrWM+n1DNW5ybCbXSGjJl8amkKfJCZKFGNqpJWVWojF6Rc2dvj9nogNG8xRiHMjKKyIsVMqvAz8XgP0TxEgeyXkGMUdRkweFDYKW/gQ8t01mFDg14z+mzZzhz7pzELaVQhRDE8mllZQNtLLt332deHy7KzpgmFkopnJfA+dzMCe0NMrVF1UR2d8es9zOODVv6Nrl3diQXlreGmGdGMmO4fneXv/nRizQ+UDVOQh2NqIS7W4Tla1/+HOk7hhgIKPq5pcyk/z++vsLDly4Ro01mm/IVQmB7Y41fevYDfP2HP+HaGy9w5cO/zttvvclX/+Mf8ehTH2JcDPjx+4e8//L3+K8+8wSrK0NCEsVoZenYdF3LId83LlhfWkGFxdlCpiqh5tHH7ufEiRMElaFWjhGaCtwc3ZN1GY1YOkfXoLIyDR9Esx9dDVmPaCy4JvH8NQoHumD31Z/i3vgKa2s5tif02/l0Rj3eRwVZN79YkstzU6jlvlpUWDqBO0qqQGPYv7MHDvorazQzS3AzYaDlgsKHILZMkG78IDhLUfYFi/ctTRAUQ/UycSj2ipBSeGz3MOORvk4rhW9qfvjqu9yYelovRIjOtC74wGg64/TJLXLruTW6S7O+gj1zlkYH3GwmKqu8QLmWLDhcDBAzRm3LV67u88LtQ65sD3nk+Aan11cY9lphkxmLDjnKGqzNUFpOvr7JUTGXtEnnqfslk8mYuq65c2ePgCPPDf2iR64zBr0+vUIODWPy5AcXaJuK0CrefPt11vUEla2zsbZCbj3tfMZsOsHmq/SH6+SrGdrP8eO7Arlrh29FNNC2nrI/pHVTiU4Kgda1bB7b5t4H7l+Qhnz0CSQCo0RVNRhugFLs7UZm88lC/tk9+47JFgETxoSDl+ntPMjK2UtYo6ndAcqPyZVfEF20lhEKMRJd2hxe8/Xn3uDG3ZF46gUoepko2bq+ELUg0izSNhd/H8Wml8B6v4cmkmnPUw9dZH19myZ0B5PM0TtnoNIaPvPhp/n2j17gzRe/x31P/RKDtXW++fUvY3tb3Lx1i41wmyyLON/IzN0e2dzep/ZCdANK6cXPFDDMawhRo9sZ999/lrPnzxF6a+hyg1hNQQV0b43gG5TOBXVua3TeF3ulNPWJbo4q+hBT1JC2aTM6MDl333yF5uUvsb5qMP11YlBUsynV5EA2t7ILuopKFtrdRldKJVyLxd7pDi2dKrq2dTTTEeXgBJ0Ft/MebXJa18oKMBrvIyE0hOjJyMmLAm0tLghHITjhn1NFgmuxeSFSXVje4EpL5GtXFh2MD3jn5pRoCjIVaH31Cyi7ipGDg11yE5kXOerUFpQG3ziMFecPkxWEvBV+rw/COQ/ierpXe7519ZCfXh9zbrPPxa0+Z4Z9dsoegzKXHO5yQN4boIzIObXK0DFijQjis7ygqRuyvMdkMsa7hmmYM2HKrJmSaUPe6zEo+mgtoW7zWUWvHLNu9tjoWQ78Jv2eFZQei24bGjfhYH8K9Oiv77B66iFMNSLuv4djimuhyAd475hPRhAMjZtTDEvO3ncBreOyZ5Rtsph/dhOBwWBDRh53rjObjRf9GsTFDRoSXqb9IdXui/QGqxQr54hqldgc0IxvUGgg+sWf6TTGxhheee86X//ZG9QeqtpjrJEI5nTRSKrp8qvb4J0/QOukPN8YWspctOFnjq9w5YHL0itHOQwiXbSvQikJCbTG8ImnH+K5l97izps/5fjFJ9k+s88Pf/hNZnu32Di1gguRPGkQ4oKvrtDWpkvRQlLOqTT6m1SeSeXRtFy65xgX7ruPONyRhM/ZSNaJEbKKzgpiUxFpUPkgEXks+NTrF6vy90E2dIxpDGkKDt59h/kLf8XqwJENtghaM59WzEd7xIU2PB3GaRKiE2tNcv5COniV8CK8IOhd6R+VYro7QjnQvQG+ClijCFYipeQ/ILd1JOKamqKXkWVSEbqmwYeAq6dkeQ7o5P6r8SlRNfhwpERXSnqP5KFV1zVVCyhD0zmIdisjMV9mkzHTfp/f+Ye/zou33+S1SUNpC9ogbDRtDaHooX2L9iJGEbmpmCM4YM9F9u9MeWXiGKgR28bzwNYql7dX2VmrWRk2lL0BWSgwJkpudlLe5JnCZDlFmbOxsY6ra2bVhNH4gNF4hg+OrMjJzBQToarmXDwzZFVNuHh8hbuHA1aG6+QmJq8xRJ1jFc4LcDi68zoHdw0r66fY2bmIntyknYzQ2opCzBii9gzW+uycOkEk0jQNNsvpPLdRYeFtF6PGIqV+2Vtle9tw5+57TKeHdAIf3eWiKZXSQ8D6EaN3vws+snrmQaauoXUFfdVS6rAo4yCijKZuW778g59z+2BG3cgGLDKL7Ta3Wvz2xF5jgbqHVFa6GOhZxeawIMRIaRUP3XuelcGK5MlFTyd6ESGPWZSlIYie4akH7+WdW/t88ct/xnMvvsHdW++zubHOOJS89v6IDz64Tuskq12lxJKFuyiyUWKQ8ZhSEavB+oazZ7a55+GHUWuniCaTtJFc0mpj8Oish6+ngEdnQ/FVs4JK4x2qGKQ5OzIGCy4Juwyj968xev6vGOZz8pVtos6oZjXT0T7R1XSuCPHIYdgRxVRYTi+6r6gMSgexVlQynZnPG3ZvXGfQ38A7CE0rzjfGklmLI2CynNpDcBWZAo0GbSQ1SIHRlqIohcClIEaHbwKV95KW68VONRFbVELP5YX1+yVloWmnjcTYdNI2pRZeVy2Rj338N/itZ3+dJ9//Pv+Xv/06oyAMEp1l+BiIxqDzHtolQkESsqC8oLPRCxMuAP0ek8mEt1+9yXff2+Xi1ir3H9vg7PYqJ9fXKPMCa3JMVmDzpMUOCq0LlHYoBQMFVkGhNZPJmOlkxHujOVppHrqwwcMX+hxMHG/dnOL0gDUDbXK3VEEikoxSWCOhBjazjA9vMvd7rF54CrN5nHa+iabAzQ8IvkLbiCkkTcW5FmsEnDJavLIjKSSgS0JJ6TEAvXKFrZ0zhBiYjA+Wi6LDRLpDIoIOIw7e+w4mVwyP389utUXr+kS3Sz9W6R1qrIWfv/0eP37rOsEbGtdSFJZeZuVkT7fP8rz+OwsylZMaxVrP0LNip3xyY8DD91yQNilI+Q4yhjNaL62YUrUSlMJoRdkb8vrPv8J09zYqaGZVgx1u8/23G05tTzm9s0YT5AZEpdGkB6U8KLf4uXwIZCFw/4UNTj/2AfTWRWJUhGqCKQay6YIkz/hmKs/bFsmkoQeugdigeoN0kWlBtaP8d7TtM76zy/6P/5IVc5dydROlC+qqZXa4T6jH2JTvtsAtVCLsKJUISMl5NT1jrRNar8wiHKT1ilvv3ICmxW70BdEkSvWRIoqszYhG49sK5YUy7by4BocYsFrhopFJSARjNKYoaWuhr87nU1ztsF1QgIpKHEG1wkfP+voqD5wbcvVwhI5ZIrGERenhnOPeh5/hN3/ll3Gu5sKZx/knHxjzr3/0U/bpYzPkYccoHHBrMMGigiIEhQsRbWS2LU8loExGf2OLkbvLzVnF7dkdnru2x0ZpuLCxwn3Ht7nv2Cabq0P6gxVsLjRZ7xOd1lp0iOSxn0pijZpLybffBp6/0fKTGcSq4cz6Sc4eP4dWkXZ+l7adysa2ufQzwaG8p20m9Ac5lx5+gOFA1GfZAGKYkvc0ihWcc7i2Ej8InSqdKMSE4OVGttYixA4JcYxdKa4Ug3IVfeKslG3jQynh0gb3SQ6qlAGtMX7M3hvfgqjYPn2Zal7RTAsmo6uUuiJTEgb57Z+9wWhaUzWy2Yo8Q6eZrOlm5CSdf7qJuswvkaAqegbWSvlnA6u4754LrK9t4V0AJUSLVDNILGXQUpJ2az8dFpkO/MOPP8D6xlPc2av4wUtXeePO+8wrz3/0cz737H2c2uzRRsl40xFBg8UVMHHsIXjH6lqfE499BLVzmeAcNFN0sSrMPhXBWHw1FkaazsWNx2ZEN5NqpRjKjLs70IIkgepshenePns//GvKeJve+iba9Kjrltlol1AfSAubLsCuypAvTSfaimnTBxAQj47kkvzagelBRT06pJeXmGyA9x6bGaKOEHNa35JlBcFHtJe2LkZPIBOCFhHnAkWZ452krwbvBbUPDkIgzyyaiFWmy0YWAoFKt020Qz71+GVeffdHvL2vhV7ppXeIwTM4dp7f+dznObY6ADR1dHzwwY+xPzrgX73wBi7vi4Y4RBprUJkVzm+IqGDJEBODzENwotzJGoXuZwx2Nmlu38I1kTZGppOW66O7/PC9XY6tlFw6ts1DJzc5u73O1rAkz3PRgxvpE0niCROiRBW7gNWRO5MxP3jxJ0QbOXtsxoXDAZcvPcrlex5ntb2Dv/0abnYorKYgvVljMu59+AH6q6UgmEqB1vhE7QyhXWyQrvcVoKsVQ/wo684Fn+bOQtMUQFUDDqUMZX+NkycNu+Y608lBCtJLIYAhLAgOQWliO+LO618jhIb1s1eo64ap2qCpb7FRRq7duMvP3rqFc4rGteS5SWV/d9N0d2K3uVNRdqRyCDEy6Fl6uQGt2Fzt8+Dl+4imB227+PPShzpi0AQtXgFiIClbP4TI+kqPZ598VIZx9xo++OgV/uJbz/HlH73OK/5e/vBvX+Lzz17mzPGVpM2WWX6q9hOw6+kPBxx//KOonYsi83QOXayIKWKn2Gqm6KxM5iRNSheZC9pd9MUQhBRfEFui0mibMz884M73/ope9QaDrQ20KanawHR8iKsny+omIFWK6ja4EqMUWCSayh5SR0C3RHbRCpRlNrpLpiNkBS5K/JbW8r61tbiUR9Y5GbfBk2WKLFWtmTLMphVWV+S9FULwhLaFEKUPD5HMarJeHxtVotIFL6OEBJaEqDl96jy/87Fd/qcvvcpBzHBOwvJciDz6gV/mwXvuIeJENx7FlucTj32C965d42tv3sQOt7ERBkqTm5Im0Qx9Gwl1INYtoXHSl3tP7UeocsDauWNsbK+zf3sPJ5cJUWmaEHlvNOf90bv84J1rbJY9rpzc4gPnj3P6+DZFWcpcM+thlYamJUTNOERG/T1cFegXgcM6cH1vjxv73+L7bz7PsVMP8sjjz3D5+EfYmN6kuvYyB6PbvHprl9vzmn9y5iQPrfTT203lrJU870Arh5axYg2dysSQ9o9J+eI+hkRNVKLwIRE5ooRK6GDp94bYY2e4owzjyT6RFhmpZNJCpEUTNODm7L3+HULbsn3+Efb0cXbfn6GqOT965V3uHs5oUiBAZmXq7aJknHd03w7pV90cnI44E8kMrA9y8YPXDZfO3cfWxhYuSB8ZQouiFaJKiGJTTeKbq+QbkG40caeVQzD6QGEtv/vLH2ZQlvz5t17hdX+Sf/et1/j8hy5w4fSWVJLpsEGBbxv6w5KTT38Ss31RAgaCRxXDRDu1xOiJ1UiQcmKazQuBRVkLthCRScIYZKAo7WMzmnPj+1+kGL/Eys4OxvapXRDxyGwqz2iBsKeDTYFEZJkjxJWOEZiYeSogwdCk1CDNfNbSHh7SK0p62yeIWZ96dIhra2xZoKOhyDLquqWezlHREXF4awiknILgyK2haRqaak8Ob++wRuK8dKbFX7A3ECabcFyXZAdhiFm8Knn8yqN87mDMf/rBHXZ1wWQyxeQl91y4B2Mc0cmCt0rKblsc4/Mf/w3uvPE/8+a7t8TQsKnF8dRHCbZPcbbegYomUWxAm0CYV0zujFk7u41rPeP9STIeSN5dUW7AeQi8P51y49UJL93a40MXTnDfiS2Oba2S5wXVZMrhZMSdZsQrBxN6xxrylYydrTXU3pyxr8h7OZY5u1d/xN9cfY6vZyW9rEeYzZjP5zRecrj+9Bs/5/hvf5itlVz8z4kJk1RYLJ6AMVqINEFCHFUUkz6VekoVvYAkqUfTJoE0BOkjvWwxm5ds7pwEDaPDO1K+mewXhD96YcYw5eC9b2NwrJ9/hHpjh7evvsOPXr9F7SK1E8N/0/3ZKE46ppubqyMaZdXNn+VGX+0ZrPEoFFuDFR66eG8iW3hZdNELhb4rVbWhy+NWkD6nByRRFrWw8JQ/6wO/8aHHKBT88Tde5E19hj/8zlv87rOay2c2F1bLwXl6/T4nP/Apsu37CbMDIZQUQ4JrhOfg2+XNHTxYLV7m1UQcUk0hGnuVbK9iQEWFsgXtrOXGc1/F7v2c9e0t2fAOpoeHNNNxEo/I/6iFTfby3aoUjLHIOIuKGFhs+uR4IBMoZZntj1AxYIdbZOWa4FC9HO8UGBmj6vSOtI40dQuhJh+uoU2ONgrfNnjXitqsyGW0TDIG0cLp1zZD5wW2Ywwtxl/JpL7zjIqx5NMfepbx5Bv8zStTnGuo6LO5sY1CHER0MmRUgHeB/tYlfu/Xf53/57/5E+Z+SC8b4lRB61qcbWlbi3MtWovm2qfZpA6eoAP+YMRspaR/7BhNEyQHWcVkeSP+6GIKKQ//3fGM6z9/k5033+fCep+drYJoLNd3J+ycnWM3St56zTKe1WyuDRn2C/YP5tjgwRrxtEIRmVM1c3khnSWeDrzw9g3+6ocv8nsfewzbjbOU3FELUgOJUWe1WESl0dWCY4Dcch2uucAd1NIDr5PtFnmPra2TRO8ZT3alvA+G5ZdGmUjEo2LL6P3nicFz+vxj/PRnL/D+rbt4JwaaRZqPR6EtLhDuI3W6fJYIPkpvmRtY6duuAOfS6ZOc2N4heEcMQhGW24skK06mikqEJCJbTeW60YsStStlhT0nBJHPfPgRTGH4k6++wHvmHP/2b1/h88/eywMXjhN8iy00J57+NNn2vfjpXVGG2YFketmc0M6JrkLnJdF7lM1RUSfvtBJ08lgzwjykO3i1wbcN15//FvHGD9jaXsf0hrgAs/Eh1XgXYhScIcSEL3cKuCWRRanuRteLliItVIh6sTpUlJZuPhkL6FwMxToqeKGN92S2LRO3ZFRpLE1TE1xFP67LVMoJeKuMTBgym4G1aCPrL/ogRDyTgdHdakuL7MiJ3nmgx+BwaD702CV+8vYPmNYlbewliZ/0kEe/IorWw/kHn+G3f+Uaf/iX38Fla2ibYUJczEjl8AjpdacUldQj6uhpbu2RD0+zcnKH8P4NgpOIX2KUpJUuRiaCFQsWbhxMuHFnzIPlOjCnaofE2xkxBg4PxZpq/2AMFoqiSLI9+QppNqmUwlqFLjTNXMZArY986Ydvcn5rlWcfPMtRNmgqehbIMymgUAUppxYsJvxC7QOiNgMWbh8L9DgonBe12db6MYwxTGb7ON+Ii2tMpeti+wUiNZNbP6OeT3nrzdeY1S1VK4eJtZKyGrwHEwhpSqDTB9e623Sy8ZVWrJaGMhMe++ZqyZX7LmKVpnZ1WswSjRNkh6MVhOBRXvzbVUgHWLrRo/eyTLRa3DBCiRZzgk8/+SClzfhXX36eq+1x/vDrr/M7zvP4fSc59uQn6G3fi58epgy0Hj40YpVdTcSEoVgl+gpsIaPYeowq1+QWd7WYZiRPPhC2l3eBWz/7HuHdb7G92cf2hrigmI6nzMd7EmutOy8EvXjHxCPvjKUpCqmqg44kpBLekf5eaya7I9x8Rjlcx+Y96WbSxaBCTFoMQMsh1FYNhJpyICYTbStMSSlvwBYFKheNfSTKBMdmKdnUYvKeHKNaC6VTaSkFJVTdCsk95RSfOHGW3/v0Fe7dNOS03No9IM96C+/uX1zsUJPzzIc/y6eeuod5NQYUmZHkUIORvxoj8L7WyX7GpF7TYNqW9todit4KK8c3JZbTaik5U2yxsVaMFa1GW0NmM6w27N9p2VzPOHHScOtO4M03p7QhogqDt4oa8ULTRm5qGfcIEqoTAKZyhcmln9JKMZnV/Nk3XuLNmwdEBPzqOlgWp3bSRql0Y3uPDhLPHEMy9dORDgeU2an05q5NjMLgJW8KyXHb3jrFxvqOlOVBdOHSQgpFNAYl2fOh5eWXfshPX3xJqiFrGPRLVoarrAxWRZ7oxU43dEYR6UdHBikStWQCwzIjoimM5sF7TnJy5xgudKi2oIZKKwiIc21sgIboWtG4R7+oACUXrpPFJlhKqYQ6W4m5jZaPPPUo//Wvfxg9u8Wbdw740SvvsvPoR+gfuw8/OxC7YpWJrbHOiNWISEDnAwn6sxnK1cR6JKkkKDFG7BxxurdlRERy+9WfUb3+bTY3eti+GCVOx1Pmozso50QTr+QBdUaUKkq1IsVXwqsW4OQSv5DtLjNrbS3KaFwLo9t7ybRU+iBrcmkVQIhg0h8TncMTmM1GoAPlYBWT5VKhBI82mnzQR2e5kJG8R0edFGjiORiwOA96QVHUWbKY0b/AaNLakGUZIVoeefBhPvvUKdbUmOd+9D1264zM5vyXvmKMuGKDz/7a7/DohTXm8wnaSMZxlskvOUTSJrcmlTlJ+200YTqlvnVAvrmBXe+LuYM1AgpaIz2L0ZBbYmHRwxI7KNjfrTm402dyqJiMa0yWQS8XbTaBqDteeifh616ibHSFFh1vIac9gNKGd+5O+OKP3qT10nPL81GL21ypjh8ubK4QQxr3+HQOKBQm3YApr8t7vHeJSJR8wZT8jMEobFawuXmKtbXjicYpRKSQDgdpdiVc4YV37nAwq8mNYa3XZ9Dvg7Fok7M6WMPoHOc6bndcvKsO7Y0EVgtDlrQA6ys5D1+8gDUWH7pqy4l1tndC1wydftsLmo4gxcpkKJUl0M0mqyNLjJoYNSGKf1ggTQZC5MOP3s8//ZUP8PBmwz/5Z3/A4NTD+Om+GCCmIAJlC+L0AKWVSDx9LWme9VyyuHtrclP7ORhD9CI1Vkpy7yGy/+arzF76W7bWDFl/jRgzZpM5s8O7RD9LPveZ/Jk0PtQLkPPIpCHIYduV6guH1MUeCGmqrJhPprTzibTAXp55bCMqCOpurQUj687HSFXNqWpJ2bF5j8Ia+T1a+vxqOqeeT1F48izDZpm0Jh580xBcJfZkiw2J3A4eMRNYqJSQFxJRNN7yxJXH+NhDm9z6+Zf5s698h1b3WGAPR2/yKFwCu3aOz3/uNzm9EZnVKemkkJhTa3OsKTA62RunX131oLSm3t2lHTUMjh3HFj2iyQhWEyyS5pjkc8YYyBRqmGMGOe+9Pebtt8aELCOUllpBoxQY+W9hRIwflDCoSBs1KrV4BiozmJ5B6bi4eZ5//SqvXruLzcwv+scT03NLCqwQEn6qkOznBMDEVFwrmf/HGFE6yOTFSN8V1fK/51UEbVld32F1fUfscYOMzryPMuZRcHN/yuvXJnLLIPN4fCC4QFXVuAiDwQqZyfAtuI6oEqXd0VGqmmHPEvFYrbh09jgnto+LU2tM7YYMeuXzKCXPUhv57MqAtgRliUrCHzqjA0iyVMQcMKZgDQHkZN5fNTXPXLnA/+m//z/ywFMflbK8GICycunZnDg+AJsJKt7OUdYQ6zGhHaMGW/JzuUqSaJKSj4WzKRxcvcboJ19kY1CTDVZBWebTCdOD23JApCNPNjUoHRP91Mq7TBdDd4n5NNbrDvjOmSamg9e5Bh8c9WyGNRZrMvK8XFbLKEzX40dZf85L7Pawl7N9/CS9wUAuBOcILqB8S55BfzAULXhWoLMSnRdkeUHR65P3V8jKntzg3Q+7QAW1PoIYapSyAiARscUqv/axD/KBU57vf+F/5is/fgOV9VMX/Z/d4/ig2DzzKL//Dz/H2W1L3bZgM7K8R2YLcezQGTr5sus0lxdLJulNwvv7mFhQ7myhM42xCmNzsFZEIJJyKMwfo6CfEYcGP7CE0uKswluD1wZvRZYaSK6kanmT64WvrVr8RWUWk9vFIXgwc3zn59eoUzCgT0DZ8vaOaU0Jqh4WpAexT16c711pl3jquJbQ1kJYoDNN9AQfxFctWlaH26yubKLQhIAcGF7cV165OuHuVBhyCpIar8bQoLWnCYEWw8rKGllR4oKIhmKMyWpXNndmZPtur2Y8eM85lBXtuVByLVGlTRvNkatK411kPHO0PnEFul60m0/LDugg6SM3Y9fLikXT1v2PsnX/hwhNIzlhnSGEzvHj26hcpcXeQD4gVDNCO0ENd8C34Gu55cMSNJaNCZObtxj95Mus5BOK4ar4q1U1k8NdvJskTXe3/lSyrtILbGrRvna3eXqHPnQ5AgnTWRZHMiEK0E7n2CxHZz10UabyXNaNya3QaKOGusY3FUZHVtfX0aYnGnNbYLKSrOhjjFRGzjmZ2BhRYKpeH7Oyjl7dwJarmLwvG1zKj+4EMnQzWilfldwsWkpoHwIbG8f5B5/5IGfyu3zlz/+Ql66NJOfrv/QVFS2WCw9+mH/49z6FCROaVni0ea8ky8RMzpgOBzCy2bUcKlYZiRV6f5/eYJVsbUjQmmikhPVWE7XY2ihjxTDPWkI/Q/UyOTQwKS/cUmUl4b4PcuyJj6H6A1CaoFLPpIxULOkG9yHiNajcIGxRhSfy4tU73Noby5EWI2DQyiYKbpozpdNa5JmZ6Ny7mSkhMZNEJeSdk97ViVWyTj2jVnFBQCE6DIatzVNsb57EmlxMI6Ln9mHFK9cOWYwVdEJuCagomW2FMbTBUbWBPC+xWYELIikdFAW5hdVS4WMg04oHLpzhzMnTOBcJQSqPjqsVfMR58Utb3lw2tejdGkq4RlpD8qPF1HMKMKeVR+GAlhgaBhubrJ19QBDwQpRfsTOlmO5hegPZ8KEVFHq6D65Gr56Rtig2ib3m5D3oXNohZZjcus3uj79IyW2ylRXQlqpqmB7s4ZoZRmmpGlPqqShpDKg8HUyw3CtHfukMVE5UYn4oOXIxeRxKu+LbQGgDKC3hESqJfnCgJB9AgGeZUFTVVLACbQltk0ZmNn32SFAR5xrcbIpvG9qqwte1mKAkAE7a12zZg3ezy+56UYsX16G2pA8kC/+e0xf43U88ysr45/zpv/933J6lfvjo8ZXuKKKmDTlnLz3BLz9zhTxOaVPPmRcFNsswRmOVJkvzVJ1YYTq5Q4bDA8LdGaub2+Rlj6iTnNBonFU4K5teZ6KzZdHTQDQyYwxa4Yfn+T/87//P/Mn/8D/xsV/9e1RKyffXS7qHjwGHeJPJjy/lespeYX884/27+4vZ42JGrY72aglhTpVQB/M45yQidmFJbdEGjP1FoQWLGWvnlebwsQWtWdnYYmNrhzyz+OB59+6Y/bFnkScXlxiKUhEdJXAhI+Cjp/ZOfNCN/LyN85RW7kofNcfWV3jo8iWyrEyLVGAbyXgT4oXA4sv5b2Ytq8OS3AptMqTeXKVfoqhoUbGV/x9aSH9VwaFVZHLrGnde+LYkhjS1HFQxEOaH6KJMKrAIxQphchdoUWvHUV6+rza9RNhKtkkKIODrOaGdk6s5ea9A6YJ57Zjs7dHOR2i6OF/b/aHlAXXkEFvcyosbXC6hX9j02hypBGU608xrjDHYvIct+thejzQxxGYZmIKQvn/TNKKNQPAZ2+9hip4IVXRX2QVMkZOXfXSip8YQUc4TqxY/nRPqipiiruUmickZQsnN0SnbFlrf9AOIokXhtOXDTz7Cb33oAqvzl/jy336VWpXLvvQ/2+Sg7Ca/+uuf45//o18mpxZCjcmwRYmxuZTfqTQ3RpFpg9XS62oi7c07UEf625uoLPXNxmDSoRANMkJLYAVGEVL5EhUScK8ytooeF7bWOH3lgwQrDCOdNjoqWRUJSCwjpphMH5Rw8ds2cDCpZAZs5AAitXlKiSifIEBYjFJOe9ekcn5ZnlprF0BjSDe78w6XVFohCvMrJstoD7gg33NtbYedY6cIyvLWjTFtEMsevbCTIiHBoJTHxBbrHVpLOexdS89oMgvgWSmF19+3mstnj3N8exsfkuOM6k6okGqbsESZUQklT+mn0RFDA9HJLzrEfgkMBgRDcN4nKi7orICsx+2rb3H9u/8JkktJnO0ni+M5QWsJDBzfkbW4cgacI4YKpQo5MJSTnh2DihE3n+LnB6ydvcD2M7+JWjtPPW+YHR6IUWKMv6B/X1axKcU1VS+RTrEl67k72JUWQorWkkVvjBG/vW64FBTVeCyTB6VF65CXgv1YqTZ9OtYdkdF4n060pE1E2Uzcbp2AsSaz2LzEmkI84HSGpP4mANY30CH1MaD/M8ufo+hq6pEWt3z3IFQCSvSAjz71JJ96eIeff/Pf840fvwL/f1D1DoQKxTpnz93P6c0C18zQUZOpnDIfpB86wxq7eHjd5lVKk7We9touthjS21jDG6EA2u73pN8Xuxu5+2WUbHJjsM1N/vv/2//A/+ZffYm/+NrXRT5pNNEoohGOAUc+c4wR5wNtSP7hCE9bXFaXh1mHri790aRM/M+eHUsUthu/hCB9tvfC8IpObKOPGnEYbbHGLvo/YwrW14/hdZ8boxabW/IsO2Lul556PHKTqwbra1RoMXjyTFDXfqbIjEYry85qzv3nT5NpI8QWHMG3LDTnR6qrTt7ZPXsSkEga9wRlZAGqrmfPZOMgZKEYBHgzRgwRnW9QRnNw9yZvfvWPqK69gsozoq9ESJT3CaM9lLHo1ROSYKoCyg5T/yt0WYXkgIW6FtuqcoCbHZJtnGD4+K/jV8/iZhPx8DB64U23fJOk6YZfzL7V4mMlhxYFykQBRxestiPfRYO2inpW006m6CzD5AW2KOXca5vlbB0BGZv5FI0nz3NpLW0GXqVeXWPznigpbY5KE4kQFPgo4zMpuzFWcC1FMnyAZQnSWQCZTrQevcyGF6UK6CgvyEdPOVjlyvnjnBv8nG/91b/jwsl/wX0n16Wf/LtfCnzMyDbO8huf/WX+X//2PzCr5+S9HlYXxOhpYgQnZImoPS5Z65roZb46GuNu9Bmc2cK3NdW0TqNZheggJaWle2W6c5hCQQhkoeX6i3/Fv3zxC6zFhp7qqKRLIKh78CqC91HidEJYOHRooygLk+izHUWnOyT14s/KBpNxmdE2ocXpINUxgbJSPciaWYJ98t7jwvhQaZ3cXtLvQVjO79yaMp4ufwaZwx4t97vPLw1IpjzWBEyeUeYGl0wCZo2jX2gunzvJ6RPHRIPtxX8bICqbDto0Okq9NdEs5umq61VjWFQR3TPtDhxDRCW9pfy7iO4V1Ie7+NAChrpu0KMD8pee44SC4sQF0D3C+C6qKKG3RmwmoANKl3IoJjNKMIuStW0mmKJElwOid/jZPqa/wfYHfwNszvy1b6CUzJ+XrU036vKLaYccRomSmnZvN1pVyUdOCoAjICriPnO4uy9IvO2hbZEESB5jDN41oCJRGaq6opqNMTr5I4YG3e1Fa2R/aEtsk3ddOrxtEP2/EIcCJu9jsl4aU+olir44fY5W2GmEIiMZv0R2k3xPkLzIse3T/P4vP8VW/TZ//Zf/kbtTl9DRv9uPy5ePlnuufJi/99lPgJ/RtC4ZGRYURYm1Ni38JdK9uDmUItzaxR82DDaPYXMrJndaSYicMVI2dbemoDmpnAwQKmycMQgjop8sgIkYBRF3ScwZlGygNnp8jLhaMpxjhEGRcXylj/PtYhba9Ubdqb8ELbuUTi2Am7UYa9E29esmQ9lc/llnXWyW6PLiAO6WjZKYZExgOql59b27Sa/fbW6W4zfVqb2W71drRZ4b8kwOHKM1hxXsT1oKrbjv3BkyK9ZYxGWPLRWHSFWgE2yEdKAuEWRj5DN2GvajF4hKqzIgABIJ0G12r9GMd+UQVYqitESTcfOdl7j6k68xvfEeYXwX8hJVrEB1gPINKhaCnEeHVlniGGjxxfcN2do2KsuIszFaF5hiQKhHmMyy89Svsvr4bxDsqvD6VddbsyS2HL2Zk6S6O9xUOtxSKh5CS+XIZ1XU8xo3PyTLC4wpBGjVEm4ZQyC4hqgNPrY09QxXTzvVaZpwhESgkferAJ33MfmAvFwlz0qpsI3M0XUmDrXRB6ITPYQ+urmXC6KbgRuZZ3YlsxLgoZvndiVL4zWX7nmQzzxxmmsv/i1f++rfUsXOGugXN7lCTngXMp75yK/yqx97AtXMcclRQ9ucrCjRVjaqVVqqCWXSqWTJXCRcvYuJOSsba2grfbeIDAxBG0HalTClVPIJ1ypCcOjQolMySBNCmgfLT7cYdQQl2V0hQBvBdamfkbM7K5zYXOnq37SppAzV3fQhodldJLFKwJlJm1d3zqEk4smRA6JD1QkeHSXhonuOnWeZd455Padum2QZ3ind0nxZSfW16IG7RayEPupDxGjL2soGRZ7z6P3n+ejTj7OzvZkOcCn5NMIsjBHJWvetUE9DXGINXcka48LRRNaQKJ+Iy7l+UDIvj0iohlaeZrZP62a08wNUbNC+YdgrGGydZO/2HV754v+b2e67wjef3hWATosCEleD8mnDgW9qmvGB5GUn+yVdDNN110P1VuXwM4aNRz7F5tOfg3xTHhVHCSzpkGZ5MEq/rdPBpI8curDI/FaKiEXrnHpWoQFje3R6BakIhJYqFFNFU9e0zVTWhSYdWCJa8U2Dcw0RhzKGrCwxRS4VWWax/RKTp+x2D3T+Ct4RmrnYJv/CLaGWJ35Mi/7ozC9GkrXuUTZUxEXLRz/4JFfvHPDVr/8pWzs7fPKZJyQGhv/CVwxgB3zql36Fd995j5fen6JLeRDaGPIsF9ZZXHLEQxAuWDQRO58Tru7Rv7iJryrms3rZF4eM6MVUniOltZQ2EZTotNEqaW5jWiCJyKHAuRbvAtqBqoOUoUqR28iHHzjB6rCHCjrRTuW0h0QDjWkkpATph4hPpW5QenEjSNeQrIsXHl7LW2PRKtABPXFhlwyK1cGAzz59H5PZC1zdrdIB1b27v/PUO3CeiO2qIgI+tvyDX/00D1y6h15uiO5Q0G+tjtAuU1/aIbgdPTl9v67MFaZaPNLOJTFOlGCMzpap+8Majar2pEB2DpvlNLMKbSXoL7gJmVb0Vra5+tw3Od3UrF56nBAzUEE04cnBBa0IVY1rxmTDIaGaY7yXiGAlE57YrZ/ugUTHyuXHyfob3PnhXxD23xaWpFpyIo6SWLoDtlOI0VU2IXQTQlm/iYPv25osy7G2xNgeWluMtgTXykGHSr33DNfMyHKhr8bQ4JWQaFpfo2MKyVTipd8lrQgWoKUiUAHf/h0xUFpPcuoHn25lI72MUknPugSFukLxFwCF1F9FwPRW+NxnPsqVE4GvfuHf8cLrV9FZlh7If46uh+DIhyf57d/6LMdXDaGRMlhp4dX28p5IJVUCzBcFokKpgL67R3t7TrG+I7x0jYQFptI8GiPgmYqScy4G0/Ii9KJ8kZL8SO/k2o4xpIhVYiqlG/Hh0+s8fd8ZggvCz07IsCSTdosh3XqpIiAisb5+2eqAkCqMEQBMyAqyqDrALYQgpXdCeLpBXtframN48sHL/P6nH+fCdi9d8noxAVnu7NgdYVgTJdVFReZVxWw64vTmkAcefIxi7SRXR57rh3Mx7tNqybZSWgCpI62X/FiplAwhgYryDH1MbEAl+vjFaDDd+ip4VKioRteT643BtRXg8L7G5Bn5YJOs7NPWM5rpLjde/D6Hb7+MUl42tkpAFBo3ndJO9sn6K+hsgM7FF1xK7RRNrZJKK5G2IBBcTe/UOY59/PPoYw9A8FitUSoT4snf+ZIb3rMAWQC/aFllguJ9wEex/yqyPtZm4nRqrFQdMaDSVMbVc9rZFBMDmZWJihzsmqZp8FVNaGoxwvCt/Ipy2Zg8F3YfBpTF5nKIhKYh1o0810W/AcnczoPyqcxLjJ7EypKaJS32IzPQhdBdKVbW1vmdjz7CmnufP//TP+LlW3OyvFwsiqNfCmg9nLrnCf7eLz2DVZXMWTvWUFaQ9ySFU+ioXXmbCp7giVdvQ6XJ1zdBG9G2pZ/JxYgj4pSSXxGxFurWvxbk3GsZUfgQadsW7xyqDeh5uwA6VAxsDSyf/cBlVnqWumnx3uF9KyMw3wCejr+vtcUomxbA0kijQ6BNYu3pNOvvkko6Gmrnx5YqzyWBIX11/Tra8Mjle/i9T17hwrFe0mAnKuwvrEyEsYaicj7F3HhOrAbmN5/jzls/5tjmFoOtU1w9aLk9aohRY0y24CMYo7GZXY6D0iHfHWzENBrs/pMd5z1GYnRSavrUOiiP8lP2b91g9+4tjDG4ukJFhwKq8T7VZCQbGY/JSqrZmGvf/2v2f/4tYZxlPWJUhPmc0Eyx/QFhOpYcMm3A5qgg6Z1aGRaBjen0627y4FuKjeMc//jvYc49KeIdujZ1WREdrYqOTp3SR0zPQkaGwTVSHZoCZXO0zaWKEG41ymQy+vSOtp0twLvOT0Bk3EgIZjPD+xaXRmWxM0DVGpMXksyiNEFJSm7RK0TbgUKGx0qLKEErJD7GS78Q9UKYsBxDdHjs0fFP8u4InrZxXDh3nt//xKM0N37CH//Jv+dGU9LrF0e31nKhKsXcWR584oNcPLuCjy7FywYMhszk9IoBWdYjigog8dQNQYNuK9R7dyWwYFDKrWOgSbN8rRROa9AWj2z0ruJo9ZJa6IKnSf2iaRShlhentdAdcqP5zJP38PD5HZx3SBhe96I7UM1I3+S68DyWB2BSv3UluI+e1jUyuzxqRpl65ahYClaCzMeX0kSWh7J3oAwPX77E5z/xKBdPLJ1n5MztRllCSfUxyvw5BDINl08PGJaB2299nztv/5D7Lt7P5UefZqxWOWgkILEDKjuMYgEgJhmaSlWR9xB8WifKIww1nxhhCuGzy8jNKPCT2ww3tmibObfvXKdxLaGdodPkoalmYBS2HKDyjCwr0Tbn9us/5e5L38ZP9wgh0rpGMGttMf1V/HwMrk2c9yRPdS1dbBCkCySx1hRKHFGGq5z46N+nd/lZMYwkLkr0X/BMSH2u+J8lxmFSEnZjzNDIHsp6PSnPlUqthEWVfVSWS8UZ5FlkmUYnRmeHbaFVUhs6mmpOW81oZhPaarzY9D5GotaYXKTEIUaCtZAnleXitD8yyhAEdAk2QLdQWZBBluV6JCISQe8ll9jpgisPP8jf/8g5Dl79Ev/mT/+Kqd3A5t0m/8WrRStF0VvnvkunJJM53VxBfhi0suR5SZbnS0CQlA6hFBweYG4fsrm6RS+XIMFOoK9Jo5vUD2ttFsZ5OkSiC2gXMEF05aaOMPcLsztxyQh8/OFj/NKj56VEY6l6MyYjy6T88j4svNSkH5fPaq3FWpvGWLJho/dEJwIOyYFOCHvyLVdBAKuuElyU5kf+2n3Jxjc8culefv/Tj3P5RAld7ll6V0YL0tuN6XzwHNswnN9eJdMFKjTsvf1Dbrz6Lc6ePMPZS49wa6Z4++YBVcof61aIyEGX37/jSmiDCGeCR/kO7yCN9qT/RKUk1GbKfDQiKs3q+oDCwmQ8YTKZEHyDVhZrCmb7U6aTCSYr0XkPlYlu4c6rP+XWC9+iGd3FliV2bZvQjIluhhmsSZBBqmaEjSe2RkdFPjFKjrc0aJ7oHMoUbD/966xc+SzBlMvRaNq43SaKyXc8BAES1aJkl6lJ2zSJplyibE6ICu9bmY8nDEN5JaMyglxaAXzrFpcnCftSSC5eW1e01YR2dkg7PcBP96GdS9UbHFpJexejF5uqLEOHZITY/ZAdj7hDQTuofmnOkFgy3d8rJX5VShN1htI9MBkq6/PJj3yQP/jIGd7+zv+XP/vq89jBGtZ2IoUjizQGfLScOX2GTFWin45iuu8JoC3a5uRFSZn3sUps89IKQ+lIuHEXNQ3kq2toYzCkHlgrMiXyRzoqZwgE71BtolNGME3EziK6kRZEdxoWpfnw/Vv8zkcepCwyuTllJYu2Ws7tVKKlP2eXIIh3SyGC/LgdrVEqDRC0tFNZdeQiKc1lYQqmsPyzchsG6ecSrz1GT1SKB+49zz/61OPcd2IlbciA1gGrO5moxkTIFNx/cpWNlf5yHEnDwXs/4trL32R9bY1zFx+gsusc1BmtXzDKF2XrEswTCq/4uMtzUMQF2BSTDDeqLmdds3vzGl5ZXFOT2Yws02yubzCbT9nf2yO4OVG1NPWYerzLbO8WofW4OpX60bH77ivcef6rxNEeyuSo4bb0n22FHojTqhg3pA2lrayt9BOLNFezjNCOdGy9jYc+yupTv0Gbr0qLxVFgIy4GKEqRNO3y+VDCq2irWrjgeR+TDwlRrJA7zEAcUD24VpBzZcRIBHGdETtkhULGma7xtHVNaFqa+Yx6OqadjvCzidCAY5TDAwhNg6iRFFr8yZOzIWZx4qs0F1zOY1USHciNqowVXTVCqZQVKC9UYBhFVqzzS89+gKdOVPzNn/5LvvnqLcr1TXTaKF2FEIKn9Z7VtS2y3FNND8QxMwZ55nTeXjmm7ItbpMkWJXKMQN3SXL0rPU9/IFZBWuFUAtDSrUnw8uFdwLhINg/owwZGLbGWcY/WkFlNzyiefXCb3//4I6wP+yLjTMYLIfVnYrwYF/NfpQQZdV36hVJpppluu1Q9iANrthir+SCls8IkLXLnVLcUOBw9GGUy1iH2aStHETjcf+9Zfv+XnuSB0+vyVlO/HqLHqIALnrObOQ+cXqOX5+n9yuGuiRxe/TE3XvwaOztbPPqhj2O3T/P+qGFS1Qnw7CYsXam+XPhdG6F0p2cQOSzKS2le9Mjygmp2gC0HtG2Ftllijs3Z3NykbWfcvnmd6Fpx3s0KZqN9JqO71M2Ytq1pXSUqv+i5+cI3qd5/VQRKwx2wObFtUSqXyyd4YhJqyDiplQ2t7RIbUZbOtEOeZcvq5afY/sg/gsFxGVkeAZcXPAPTZdeb1MoY2sqDj9hiiEkJOErp1I8XCZRsRTQTPZnJZUaevNtMZhNWFMlMRqYtlpgipxSh9fimpakq2vmUWE3ovP0MiOfhfCpaeBUTFU7O3AUPW3eabKOT6UHqORFSidjDptu42zTeJ+aTQmmDCwFTrPL3P/ko53mLP/+TP+KtvcBgZSie5kcWbQgKm5XoUuPaMaGdia9ZSOOEkAwOlMFmPbKiT54lLTky8lEHB6irB6Bygu3KfEFziaCjwjrI6oiZBfSoxYwdqkm3rGIBTvUyzacfO80ffPpxNlYkdE6850IyOwhp03REoEgXkifgmxPOd/T4I26snSBFJGwpQtkuQSuVbkOpopCTWYqPRZJI5zQieJVP8+nE6/aBEA333XOOz3/6ce4/s4pRGhciUcvosMzh0XvX2F4bJkPEZTElI5jA4bWf8e7zXySLNcdOnWccM25PWmp3tPQ/Sg7pKr1lGyJvVtokWWOaolxndO0NtD/E2IK2bQjakBcD6mqCUrCxuYXWjuvX36FtWrnRCMTYMtq7jWvnKKUYrO9A1sfVNbd+/j0m77wgbWSxJodeWy8vnoVRhhceRnUoOdodsp+kREubGwW+YeXUBXae/Tx66wI+pkd1ZK5vVIdB6MW/q+eNhGkqi49B3IfyTCjQ6dYmuekSunV1hEmprdgzyb+Ud240mRU3JGMkPTc4h68rXD0D16KSD390gdi0+GqOjrFj5XS9tZSc6fpJCzLR9zpUNP1WKck0Ngk+0uQ2Lcx0pkfNvfc8wOc/eR/Z9e/wx3/6lxz4PsVgIBpYLR/MR4XNepheLuF+1QgVZgSSe2eQQHp8IKKwymCyQvSxWYHVIpawt/foXR9RNIbSQ9lAUUXyeaQ3cvT2G/KDGj1pUG1YDJFQ4rpC8AyzyK8+cYrf/ugVBv3eovQiacitVosyP/qWkAAw78PCACCExGX2fnEYHP3qFG5oGeMtfM87JLqrcEIUP7qO4y6TH+Ki+olSmRxBdYMXQczF08f53Y9f4fRWgQ8x8c0Dl07mPHB2Q3pilv0laZnJQeSZ3Po5V5//EtZXfPDZz5JvXeTmODJruxs8pl4xPb+/8xVEtJ4+h3x3Pz1Ah4aNk5cY7d3BaMizvuSzx0hs51ibMxyusra6xvjwLndv3ZDkkgAxKJqqYrC+k9ZPlPQSH7j9yo84eO374GfCeusSQ9PBFUPCEpTCKEsc7xLnBwJ2pcJdJiYsq0Pf0ts8zs6H/iH2xIMS/mFSmbc4FVmIfPBOcJ2sL4CakWeMSS1NOmiI6b0lK6/l9CUjhoBrW6EsK5VAS7UEdZVaOOLKGpQbnciC8akUKBdEHCanBCj8AvLvBvfSDMr8MHTlmBc2VTdGiOnDaiNouorJGE7Jhncx4wOPPsInH+zzxjf/hD/+4vfwdkBRFjKvJs2kk/uHjzJ6Ce2UTKd+TrGw4RXtLws0XCyeZHyTEbB7I3rX9ilvjOnfnpLfmWD3ZphxRawaGUMcHZWozmAysFoafvdj9/EbH3qIPLO03tORCWREZxYVhWxy8SE7apghz0xmtTrdYsF5vEsTd60WY8cQg7TSLPtaAQRTGoqKoIQTLpz5xFLTCpN1o7YMa2WcRdrw0TliNNxz+jQPnTtGv4iUNnLxeJ9feuJhTuycJiIEnMVtmxZRJx4x2jLdfZ33f/ol3OyQiw9cwQyPcXvSMmtbOrJTpCP6JAC/+16oRYxPUBFtNG6yi81X8T6jnd1h49hpXOtFWGQzvGsQ1VWPsuxx/PRpdNHn4HDKfDajv7rKcHOTYrCaDjkxPIiZtGx7b77M7ovfk1FZJnhQ9I0cRjqTDRYD2B6mXEXbYgFQdVLdqAXziB0L0HvsYJXtZ34De/pxWk9qwMXPL4aQ/MuhrT1GZaBsspUqAINO1ZpPzrSEgFYBm+cYI0zHGEX7UFcO72SS4LyYRWqkJ9coyVZLhp7BBWLrCHUtk4Ku+lDCZbHdCSSnfwfcLMEdQde7UyS9rdhxlUj+1TFJOhVR+6OEMPk+IRKzFX71Yx/k3dtf5et/9r9w7uxpfu2xU7Stw3spYR2OeQi0BBQa7RqYHZAXqzhl0k0QFodLSLdoiE5+vo4mSQccpl90DDMBURatbCp9IxqlAsdWDf/g2fv48EPnBQyJnZhEemaF3LbOexE3kCyJo4hj5BQXumpAEYPDK3H8CEFAJ2Mz0Bma5Q1PNISkPDNGSBlSNHbvJaYFmE6kRDoRUlUQSahWv1gWJx15nuV84skHyY3Mlx+7fA/nTp9eCEcOR7eJUTjkOlUHxE5qqgFHtfcm7z//BU4//EkuXXmUV1/8MTcOb3FyTdPPSFJbsRemc6qNiXOeDm+tDdZA42s8HpP3OXb2MRpfMx29z+rmMe7OxpTJaTUvSuazMXmh2dw5zuhgn3k1ZfX4DhsnLksrqKSwlhy1CMYSPBy89ya+nrP98LOY4Y6YMbqaaAqU6RO8qLZQCH01UXMxKT+sw6GS8g0l604XA4594NfY660yf+f7cpFJaSsgXMxoZ3M6X8PMlvi2xURQWUZwDt3pFVqJlbZ5T0Zd0Us0dQxU1Yz5fMpgIOYVwYs5hCId+KFby6QqQEk8kxYrrBASm1DauSV/WlRICWiIyzGP1hIiZ7VOlUlYgltpkyjVlZxCG1xYkSg5EUOM9FdO8nu/8jSX7Lv8xz/61/zsZkWvX6KNlDLTuuKgbsSpRFp6nJujVUWMFcG3SUbpk13NEuH3MeIQYUiQMXoCw0I6YeOCbpoY90Q8VsFKbrnveJ9//In7+OjD51NWdSqHQhCjeb9Ew4VJFwGfNoFiUYXHjgNu0gnc4H2dWGFKTua2FcLHgnbqF1z0TscrvTSJZmnFkip42rqRNM4ot7nW8txjN9NNPX3UwtBz3nFie4Pf/Piz/NrHPsjZU6fQJsMYy8bmCVbXj0v5GhPbzSAMRpVuKW1BW5rRVa6+8EWaw5s8/NgHKbfPszuHOphFy7AkRqX2DumdST4DoVnSievqkBBa8IFyZZs7t2/hqrG4hAZxeCH4FHIY6PdLjp04wdbJS0RbylqNorzqjD2C1pBpVJYxunWdG8//Le3ohni4mQLlGggNxvZEkBHFYUelCy0mN9XFBZZ6YxXknSrXYqxl+/FPsHblV/C6oLNjjgrapsZXUoEYY/GtQ0cBF0PbpPBDAU/k8hTduTFWPo+Xaq6uWsajQ5p6TvQtzjs8nkCL76YAXbWYDnfxi7fikZ6JT7oA5V1Jmb5U8kfrVFzL4b5cIQkbXRBgdLppQjoQFq4WHTG/u3SUhO6dOn2BP/ilhzA3vsV/+LO/4G5diKuLVdw83OWw9gIoeS92wj4yOjjAzcdYJemK3neMHhk1SB8aFowxUcAthQNdLd+VlLLIAuul4cyG5ZHzBf/oUw/xoYfvweaFTA9STyp+6d1J5vEJgTVabHSE6ZWhyWTS4BOLKXpiSPznpDtWWgv45prEG04CBZb9a0xsthgSrSgh5FEpIb64htBWhLRYVKLfktB2YxPvOpWc3UFls4I8H4otVqoGrM3ZXD/FxsZJtDJJKei7h7VA5QUh1vjpLW787CtMd6/y4CNPsnnufka+x7SJi9ubxbmuFmMkiMS2xs1HECSKKM9ERdcbrmLzPgZPr1yXSUVwaWZtBMOIkrw53DmNzfpSZRpByFUCoTpbMRATSGUz5vt3uPnjr9Lsvi/gYZYvMBNlxENdBb8w8tBKp7ZKL9aLXFhWbmgl74cYWb38OJsf+Hv4YpvgAiFa6mlNcIKYxxDl5vap7UnPwruWztdNd5r6BPBFNK5paJuWvdGMw/GhXBChwYUklz4CZi5GqgaCUUJsyTNUni3WsBYucVyAICiRMLIg2y9HH/IlTLKuT9N2SVnsbnXpxzpKIr/w5UPGE1ee4Hc/dIa95/8T//5L3yXkQ8rC8trN92jaJL+MEJLDSRscbTUXtwovqKochK04nHi/EJWExIKS/kxGWCEtdBOhlymOr1oubJec2LTcf2rAP/jEYzx68QyxawOiNCXGyCjL2lxGFKma0VqhTYZW2YKm25nk+5iijUhunMIOWjxHOfMS2YOQnGMSoq7FDlpejhymHbApRBKDMrIUSIdD6EATvFRaSrjM1pjlAZsqLGOsGOMnjXMgorRlY+0EaxsnFmW2VGTi0d4tfGOsxPLOd7nxs6+wf/11Tp65RL52koPGUKcQvQ4c6aodMXU0Ka5KLJ+yvEdE4Zqaupqidc7OiQew5Tp5MSC2YjzZ1DNCaGibirWtM/RXTwvvO1V4MVGBF+CYZsEWwxi0LZiPx1x//hvMbr2VbrlckGzfSKZZOlR1R5FWYrWsUBCSoKPz6zva28XI4OxDbH/4t2F4HN86mnFF5zyrlUnTg4jKMin/USIq6kQiqqsltVwG6MVea1rFe9euU80PaV2Dayv5uawW6/BUWajUHmmjUdYmlxg55PARCwGljaCK6Xb7hbFJGtx3C7mbf2qdbglFWnS/GIEkD500pkgjpSAEDacyPvXBR7l28xt87cv/htMnjvH0Rc13X3+VrDUiByTJ5ZRsFEJgNDqQUkYbxOTPpc0sD1xAuJh6mrQpiBRWsVLmDEvNamlQIVDXDfedXOdXn7nC8a0VnI/pZOQIYJZ64thlXktMU+he+oIjkE5VKYEwJl+MPsIRhpNMIzp+83IDKBSYkJBRefxaJ2llegdGKynBtEInXTKJw67pDg61XOyLQxeUSvZDMaRxXHeQedABjWFluE3wnvlU9OUKhbWdRNYneau0AaHa5c5LX0W1FafPPcBkc5PDW29Bs09POakGUtmklVB021lL7IxDYoQgaSu9rCcGjipjdeUYVTXCtXPayRRXjzCrq7TO01/bFtHNQqZao4wS4KwD25RgJDLGEsMSTUZTzbj1k2+z9VDN6pnLRJ2BcwTfCPlloX+QNkgblRR1egH/Km3oer8OX4q+pdw6wc6zn2P3p1/HvfttLCnqKCKTAZvJ8w8tyjVSVQmsD8qiSdOXKGaWIVWfuS24dnePjes3OX1SU/aHFP0sTf00+FQV6HzxzklqPZsXhKgILmCVyegUXN3VGUOC8hOgppAYHikBxZjOJ+h3CUqQetNuYUl/oJX0R91XCOBjxJTbfO6TT3Hwxef42p/9j3x3q8d0d0rphN8bj1jhAMlHW6x1vUtOk1IY49LsSCnxRM2tgFKlNaz2MlZ6liLTuOCZJBT92QdO8KkPPMRafygzxzTqiNHjuwSZxCwLPuBCu0S502cRQCMsfgm/OY02dOpNjzyfGBFCRUIAgkuuIUbKwYWsNanKZLt2iZVxUSpLzyg/i3de+OwhbeRUTUBC/Dv225Gbrju4tTZ0IQ0xRIaDFawOjCdya2S2I9l0B1EyNVAG2hF3XvsWzjs2zj3GZLLDtd1dNorAZmnRUYwzlLF4Jxl0Yt3EYgJhix5t6yV0EojBkfdKQnAMVjKGO8cIDk6fOwfKikUwiCqwdTTVFFusoLIytSICfErrQiqrBTz0vubOz79DnM9Yu/SYxBy1c3A1yuTpkG4RWmhEmYzo2/TsDRGXDgC5leUWlnWXr2yw/eRnqQ4rZm++KM8qBKJJ42bXCJLfTZa0TgeGQkULeIJGuOXe4aNLIa2Wl965DdFy7zmDKldEZKMysIKVYWUvhroScY3pvBMsKs8QjWWH0CqVsrO6GVu30JeLArUcyAPSryyAibi48Ze3IIvv15WMopqKrB07zW99bMr/50s/5+1XMwYZtK2BXKV+Xi38smrf4nwrklGdqKexxWhFbsAk0kHPavLckJlIpjTGiBXw4bShahwbK5ZPPH2ZD1+5SJ4Vwt0l8e+UAgzWHtngSqMMhHhkkyx2q5ymMbJg/Mk4xrCQFfKLWIYsFlmM+uizR4QaWpsjB1uU0l2pbiSBGB52UtSEpnpPUEh8bHfokhiHiZ6rtUrgZFh8fyWGYrLmTIvSlv5wA7Tl8GAX19ZkeU6H53djIxL4h5ux9+b3iL5h88T97N3Z4u3rbxG2YGeQCxAZA/PRIb6pJfBCi6pLm4hvGxkFYiCIHtwTGQw3cS4wGR2wfuI0+dpxgkuoa8IbVNYntlOa6T52ILPwjgIqh69YLqPE3CEqQ/Q1d197DucaNi8/KbPyRsacOssgeIkYNrmo2NLPKrx+nYQzyxe2UJQ5h8kt5375d7i1tsP4hR9idCV+gr5J6SWA1liVExQCDkZRDiosMSqatqVtWqlIVKAsCw7nLT994yqnj62iNwRYFG5ES4weq4RYpgNktkCbnrQiaJTOsDK+6ZTGy0WouhIbcdbUiWu70Dx3r70buKcDQMHihDvqJ9Zt7O4rEnEucuHcBX7r2cC//tqr3Nyt6PX6NHFO6ILBFczbhoN6RlPVKDRlZhhmOUUGRkdypcisRO5kpnPFiFTe0dSRumlZLTM+duU0H37kXk5ubQoynfKgTDK773KsOlBL+rCYjP8t0bvEJpOSTRkpg7QSFCUmWoH0Vd3YTLhcpLGFSoiLxqa1krTyidUXQyTorg82qES11ek+hyT2iGphoaXTbSXhjF07lCS/puOZ8wsHTWc1JetOo1W2AG+Gw3WMydjbv0Xb1mSZPVIFCMLgvBcKbDtl750fgfdcvnQ/eWG4fv1dqqbi5MYAX01o6ynVbE4ZHEWvl9abSSB1JAZD1luRUWJiNVkT2Dh2hvUT90IwAuDpxOGOgagMptzCTW/jZwfYch2yEpQAUZ09PVoRg0akegWRlr03X8BVE3Ye+hCqt4ZqpgRXoUxPQlR8ajOiEkq2d4uwRuVFHSdRSoIzaW0IUbwiTn7oE+TDNfa/91WyOIFMrJqE+wA6yyHEhV4+dFCo0nivaBpPQGONYtDPcGhmkyq1/QrftmIe4p3QsR3E2OJVhvFi+qCRqZTWYKXHTFs7Lm/cdOCQ2C7dwZ32nOpQFDpHCzklE6gAi5lqDEKm6NBOQYnD8q/0ePTyBT5zOOWbr+5z62CCa5cMuuADddOgM4tSgbaRMdOsbcm1ZnvYo1+YtGgCTUDMFRK3e5DD4/cf42OPP8C9p09I2ojYo0p/bJZTAaEdLvugpaBC0YlkF2OyBJ5Zo/Bd9pg2KBcXric6yf0UXbuSHqROFUOQF9tRVJVSC3tmYRh2ZnoRH0OqpDp8oesNE4pMR8lNxgYxpvYgyu0Vwehsqd1mUYTJkaQSrkEkasdgZR20Yf/udZq6wmZ2IdrwXQ+TEHJdj9l9+zm8j1y69ASD4Tpvv/oT3J0xeZzSzwxYxWw2A6AoekLUMRk+NHSR1RAxxhKIuKhZ3z4lYFFaoCo9xOAdCodSFtPbxFcHhGaeStNk0ZVwmQ4DUjEh4kpK4tF7r+HrOccf/RhmsAGukk1uM7SxcqsbLUy4zqmma+NCkN49PUNB/FNFhWLr0SexvR53v/23hMkYSpe+b5EuBi1CJwUoK6MvJcYRTRrJWjQrw1W88hyOD2l8S1PNiLERsNQU0n+ntsH5gHUO1TYohBfvVcBqm6XrPvFrF+OkDgFPMH5XJaZDIA2OZNMvpHQxhdSlhdcRXiLi1aWk+xTCiEgYo5KEyE8+8RDT6hWe1wXXmoYY2jQu8vTzgoxAnltiLnze6B1ZjOQJlfbe05BO9+BZ6WmeuHeHZ69c5NKZE+RFT/K40gw5prJWelRApSyx5EEupbP0SsbI7RrikhcuzyAukGj5/wq0VDtyS6YxVjoEg9ILhVrX7nS/pLQMaaOlPg1NCK0cLCEQktiFNIo0qlOzycW9OICiSvnR8sOqGIhBAL8OKFsoBGP6MKlXEAcW2fDDwToqwt7eNZpmlsgwXciDSiNA+Vzazzh45wcEX3Py/g8zXPkEX/rzf0e1+yYPX7yXrdUevg1Mp2NCdORFAWRpBTm5ZY0lKsN4MmFt5zi212cRE91dMum/HaIYQUTbQ2erxGZKaCp0VggwSldCu8WlFKMX1mXWw2CY3r7Gjee+wrHHPkm+dgwdK4JrUbZA2zxpyAGc6DGU0F2VMuCbBOoZUB3lVC+whLXLD5INV7n11S9SH9wk65doq6AsZXKSmI4+SMXYtA2Na8SIo2kQ9qY4qo5mkVt3xqz1p5SDdYqyROelHFaxAx0DrpoLpZtItDJGs9EW4F2CT9SCfCFIvlpgbbLR00kalzPa7hpYPND0z5SscDnhdYewh4QfGQmbV4mrHCNlf8Anr5xiVL3Hzua9vPr62+wdznAxYI0hC0hKhpKC11qDVWBiZNI48WBTgRObPZ64fI4PPHAPZ09uk5mM6Bqquk1OrfJxAumWNpYOIgzxCHknfY7EY5OKxBi0iigvpgfEQONFZZQp06Fo8v0TKi+3fUKPgRAFBUdBVJ0xpZQ8IYjZhVYWk8LpYiN0WBl3JnOOruQ2HbKL2DCD0BlT2gbKJ5JP5/zqiEF1J4EctkosmRa8duLCUURpRdkfsqlPcbh3k7qe4jlanSw/Y0QRQ83he88TgufYfR/isac/yNe/8CY/fvllrly6h51hiWvm4p8XB5S9oSjTVCQEh1HQeofNNSsb26lyCkvwbLHRk8AjBGGTGYM3qfpwQqFVJkvrMizKW4GKxCAj2AytDPP9Xa796CuceOxjlNvnhBLtZhhdiOuKm0vlEmX0KyC9W6DqikhQGpSo1hYXYXAMTpzh5Gc/x/Uv/Snt7lVsrnFxQMRKKEcrjkAh6TGU0YSgaV2Li54M6AIinGtYXVsjH2wgVhQy4sOYdKmAch50AyEj+EwihZ0TT3CdrtrliCUpa9KtqNLz7TbxEjxj8eA70UKIMqtES4m+qARjpAOpdDfmQU4gF2Dr2Al+7ZkB0+IYGysDvvC17+MihNanxe+WPbKOtDGS68BKmXHv2Q2efPACj126wM6GqIla19K2ju4IiotCW4gnrm2FYWRtYut12WRdDBDpql72sFppMbxP4Jo1SW5ozEJcIc8iJnZbTLdrZ2slnl06ueB0aSdGZ9LLp5KcJP8j4R7apL5PpWenOoGCWryHDshcCoQ0UYeEsockeumehvSXYj6QRko2fY90oyslGXL9cg2zZdjfv05dzZblcvpskeRYi4LYMrr6U6LzXHroI+S/8Qf89V/8IT9+6U2u3HuW7UEBoSXGCSpqer2BREUnYKluAjvnLkr/m1oYWHL9uw3encTR1/JcrCW2ctN6H1ChEVqw6jzmRWfReYjLeBd0UeKnB3KTX/kow9OX5NBpa2mlbCnjNBekWknVGt4luWknae6mDa1UXiiUryi2Njj1a5/j7re/RHXrPfKyQuV9XPC09RxPwBkrHUWQVrGua+rQEJSirQP3buXcd88ZTG8gKsRUcaqY2jOtU6Z8EJ5I68B6sAobmyr9YArwCZzoNnAn8pc/LJI4tSiVukW2uLHThlBJI70oQRd3fHLXiKlsVGC0ISTqq4+K4xsrjGe7XFyPPHZuyKvvHzCaNYj9rsfqSD/P2BoWnD2+zv3njvHAhZOcOnaMftETO4p06tH5hCfijbzYZSNsjE6jqg5HF2msRLke5dt7sfDROkW8xsUBV9jsSJsCKnR9u5zmPvi0uc2SO9DdQlqho178vhgjhiitImL5pK3B6H4ywEyYR+w89NLB20F76YDuPqcY+EkqqPZOeANBbsuoczrjihiV2P7YVGn4I3PNdCQX5Rob2nC4d4v5fLRQXClMendh4f+ugNHNnxN15Ox9z/DZ3/w8X/rLP+H5N97ggTOnOblW0lORupoQomMwXAeVMZ3PWd8+ie0NEtXYYUwyE+nYW+ndCULnZWSWnISU0njfYExJxElghZXPqaIixooYEqCITBu01qisxNcVN3/ydbarGesXHiZmJbGZgvFibOjk+SlBTyH5AmhtpSqgTTN1YQR2kyVcTbayyvFP/yZ3fvANpu/8FDtcpZkbqtkUbzXeiNWZ856Ap3WOqqlpQ8QEePLBC6xvnMK3kaiELit3sBG2XKKlCqtTE1qPsg6yHKuRcHQSDc4n+c9RW6DF38flv1PEhH0sT1axsUllrlKLm6ZLOfmFEzg9ABnZHDF/iLBS5jz7yGUeu/cY1+7c5vbeIU3jMErR7+VsrK6yuTJkMBiQ2UIqhRhxnaSyW3xaYbWRMi8xrLr0yJjm5samHjiy2CAC+vh0EMVEjeywiCNjQLoNEpYCgMX3FhzCKJFbCMVAGEwdCUbOHjk0Ozuk7jiNMY06lGy8EEWGuogmWl70i8pr8T2jQsUOce7GfVlClJNenyM0ZBUXRhRdT95VBIuDXkHRW2FjO4P9a0wmBxjETKJrzxbtPJKQOr72c641LWceeJbP/uY/5stf+Le8/O771Ce2Ob81hCJp/LXktPcGqww3hHAjXPNAaGvIUjJrUmylXSZrTHvhrYMg3iEQ3BydFWlu3mJswiRCCUH46EqL2UaIAhBrSmgr7rz0XVxVsX35UbA9optJNFDWk7g136KRQ0crLX266UApJ0KiNJKLSkn0EA5lLdvPfBzVL9h96TmaSU0znxKMJtiCalbjmkbMQtrAfN5CGzm+0efEybMypo0NxprkbiuRw0rrxDtXpLQsiV7WAjha2bLJkyqGdPUfncV2yLG8uEUXlEZgXfm6uJcS0rsgvXSATHfzdKWlMoTYpVQu/7xsVoUPmv5gi/sGm9x33qeySJa/V4oQWpyP1P+/tq7+146ruq69z8zc+z78mdhJTCimBAghIQoQGqiCQKIFVJBoWlRQW4mKf639uVWlqkJtIQkFVArBEJLYiSGAE5vYif3s5/fuvTNzzu4Pa+8z80L9Ayj2u+/Ox9lfa6+9dvaWCEC9b7fwuulTvSUEklhEg3KYIcptGM6N+IM/kaWoi0rUtlLcO2aadRblCRlVATaqKLIESFe4GlhSBX1o7ApVp9aaE1198WBRmw0DeekkSlTNPCNxw5pr6RVHuqcoD59+ItkmMJFSItWf0OpSiJTH2CrgERTAcusEzrRbKHYZB3duImdz7kQ8M2dYJYWWjMPrF/Fmybjvkc/gS1/5e/zbP/8jXnz9DazX9+CD505hF4rNagXdPoZTZx/0DI80ZZHM9lYe/R3QWQNWae+mDUwp3FAscSGfbdwpN5xdwAbmqqaCBcx8GwqaiUClLbRdQvIae5dfgPWHuOcjT1JXvV/DhjWzASEhJWnDa0yJjkSTi51syHNXEmVqTCt8nmce+xTS1nH85tnv4ODOXeQEWLtEvx6RvSdvAqxHarA99EfHsNjeZkY6DvHa0bUCESL+6mup1XUKrGSIC1v4meBhUOVOa+5JpqFCUAdPaj/bJmOetolS4aVJzQxUcwOpi+q0GvjkDHgw66pgj6AxVz0Ww1gM/ViwyYZ1FoyjwSy5qF1C0gaqLVDjoB92EQ+s4gyg0MMGgNAl76oM8Fz4YH59kIliOQ3mz7XSvKyB215tRXnV7ylF1Mb89yCNGERohPEcCCyVyjMPcYfQWw+L9Zhbn+n0bJ3r7lRUynKNnMwq8Ewp1i75NN6YZ6KRkYkUT0OTnwlmBZo6nDr1ILZ3TqEYN57yGRWg7ngD0+hGsHr7Nbzxy+/i9KmT+OJX/wbHTj2AV964jlffeAd31z1S2+Lc+Q+j3T5FZda6cCH03Cgv7HAnjrRuFb7hFVDxrKtdVuUWSEIZBxzcvIFx/xbLd3UVG/EySMBnlBRolkAS7F25hN9feA75YB/a7bCM7Vc8N6l1IQ+mxSrCSTHQeVseSIdVjhxbvGcfIDr50Efx/i98DXrPfdi7vYc7t27h8O4+1uuVK+80vEb0OL69xHq1Qr85RL85xGZ9gH59gHGzQhl6nxcIBgYxh7RoIV1HPn7IJk1L69gWSr5Wd04/BYBYyRNmEhNavDmr/10Pm0hF2+dppHn9FjxWrtOlgEEoYdAg/LWKuoxUjMHNdnHPgcGZYZZCrfOcOY8duYYqqmYbvye54Ya1TgZOlNcRBJm6AbwHYhcMfKzxk1C8PhRSqaA6+vyyR+cyIvuCPM64c0KN00EJIbpYnSxKJaYccUD6h5kWInqmDtq0qDPqSmEISY0bQ3RFKDwZTgRl0m5vGuIUEu5EgGIDrAzoui2cOftenDhxBlz450g9yG/IudTyTZJgc/N1vHXxOZw9cxp//Y1v4fwHHsZrb72DS9duoT31ANqt45REahqYXxO9UWwkoX55lfCOjNDM+8Fk3IWSqugSZbMCiVoJw8Ee9t68iPHwNrsYaOp5YXAiIq8iZMUlwd23fo2rP3se/d4NSMe/s2HFqNy0QBmhmQ4Ys6DG1HxDjCN1zlAVeDqJMqxx7L0P4mPPfAOnzn8Yt/fewf7BTdw9vIvVes2lnsnw8Q+/B+9/34dwbOcEdneOYWtnF93WDrRhtmAOEuehhw0uR721hOyegG4dh3ZbFHyYGwub7wLVFkkpQaQQDkOU4uL5U801N6gatf//fHeqTd3Q4wDUgwBwxrvEhgzfooiIUjorF8Da02x6UebIdZQFEgeThzlaOwBTT15mRFsvJ6DOmPINmUKFNArwW02Bs+XqFKaMhCIKySOCmaBJXD+sKmhT41GpHDFU8tSkGrAICT6jFWjyIRXMDFuEM/ROxZyyEh7WWuOLsXSAzDIC1GwEMn+HxtllZMCCuTZlbNG9iCyF33MM95xpYVqwf/ttyg4DxA80+3tj1iSiWO9dwe9ffh73P/w0vvTVv8X3/v2fcPvGVdy4dYCTZ3ssOnL2VFuUcc33Fws3zBVwooXnZR+MDog2K2SVusihdd7LbrewPHkWB+s9rPeuYKkZ7fIESlZ/BuZa/ETtjcJuEBOs997CmxeexX2Pfhrb974Hhh5ls6KKa9MhjxvahymgDWt836VnI2thFSWz0M+XYEQZemydOIlPPPMNDCJ49cc/wNgPPiY94tzpbTz5+CewfeIcArBlGzMwHxzNtFWgixayvQMsd4nwZ2L7kCPRcJoYC5ECUzeDQEn953gw3mXIhce10dhf5cL/Yt6DdmQo0ZAwmxtXA5cNqkCQ4dwsAN6jnQFZ1aCaEIb02lRc6VX8ehsFF0HzdAZnvBQ+GHPwyo+u/69Slk4FkjhgQ/kkrXO99RqgXiJodV4aM77CcdO2oTJm8ntLERlFYUgQ6QBpORkFXj+CgGMknhim9LuiWe6AagqtDT/nPWwCMS2KqkfuhiQL4TAMVwHzsxWJsYJSxRYyhmGoGRqNlyIS48ispOkanD59Drs79wCWKBON7FHc59pLlB+K9Z038eZL38NWk/AXf/lt/NFDH8bLv/wZLl18BYernp+zAum4LndS6YEX+EBF1GdgIHvTdA6kJIxIypS1jBssFrvYOfUgRBWbm2+iv3PNz3qottAOihXWzsVYlzcN+v09XP3Z89i/+mtI00IWCyBznZA2SwK4eXSMw9cT5Q1Zb3n0Msp18Y3tNQFn3bvtXTz1zDfxyNN/hn7MONyssN6ssLu7jeWx037Y6FrbxRLd1ja6tI2mWSKlzlungpIE1jTe/w9K+Wy76Ltrz2K9SyOh1mRxpI9EknkEc4NPs8Pu4d4918wygtPuYBgXDHjaLFIPrni627RtJVhU1RAIxKbvoA+KDSKeJmua2YR/RqQa6fzWzAX9mcKGE3NDaBaQtoO0XEPTtR1XtjrXOwrP+TMRSUDTQlsfAmC94Qg3vf7ED5+DlKRxpmZBvS5tEOj/RJ/1+xW2wjiznWbfrzX7sepoOROuqUVqWuIt4sMeXu8GVgJQR24cBuRxg3HsfWfa6IZLfTzW6B12jt2Dbvs4ihDxJyIfAOL0PJqUUA7ewrWL3wVyj6f//Js48+AHcOnSBVy89AoODlcYy4BcwPaUKsHVMPLotjh+MEVyAorcfkPV0RyU0jIij4fodo5DumOANLh98xruvH0FSXz0t2ZWEQRGQAYyLpsGtr6Laz//b9y8/AtoAevyMOSm42z6OHr7l+l/GXtAlZJkVrxdZygDyS18QRnaJDz55S/jT5/5OrRbYNWvcbBZYbUZcXd/n+qvYeZe8gBkEir8nSWKXFC2ymD9iDIMqPvB6zmPFLhwGkqBGZB21Mjn898KkmVi8qn48D/bTAab7U9mGAmgSao3hqoPeSgPhzYIzenkRp2q8XGirEb5maEWKFx7CAJOmgVaDUwZihlqfV6jlB9EFdZ0bNvzQBsMUJc5dqOTIzvGUl09UwTgqKILODTCz3nGwexAkHw4xiyGcaQCfhqrmqIN4pNEKFQ5iZq3YBr2OQIUCpcGNl6rhyPV2CumlOMVV5thNsHlk64yRgeJ4EMEgs0WIyyjjCO54cKePeL9eWstYI1ogfKxKKy/gauvfAfj4W089YW/wrnzD+Py5V/ixZdfwv7BgNDbE2l8EqxUlN9iLnsGPrINOrBkESXi3bTkWiTWyxBDu9xFWmxBpcG4voXD/Rve345uQ/ESb7aSSABtO0gecf3iT3D91RfYglxsA2bI4wZonY2WM4k88DbyyDHj2kZtOmbGhTMK5iMnEMFjn/08vvx3/4Djp+/Db6/ewG9/9zquvP4rvH3ttxjWawbcEnwUl1ouJETRifv7M7ADM44VZaixNdKfMIJi5HlXw5/V2eEIxNPnWSCNEztN4UREr8YpjvyFtfEzKhPIU92KFe/fZnrkMK4ZKs/oFLPTYDRimUnAqG0rDzvAtNoecuMQ36EFUd+J3tQ+bwg+KnhoSyNUXxHuLOcecEUou5DdJkfwDX43M4u27dB6VhJLE+YKLPPMYtpIygdVyhTB4t9kDvJUFHwCPENrjAIRqP8OkWkRogOVHHQxZkBNqqVG17X1OqNEi4m2nEfk0VCyVHbePNOIlqmBGZ6iQen38NbF72LY38NTn/86zn/wMfzmN6/h5y+9iL27hyS75NE150C12DnACZ89gLEUK5QR5h9fRtB0ZJ+1S7azpIF2x7Gzcwptu4XDm+/g9tXLyJnfxxFbGro4sGjgNlFpWfPevPxzXPvFc8jru0C3xbKt3wANAWXJBnWaNsUeMkpKblsKNAvnPxizQ5/1KHnE+x9/Al/71rdx+uyD+P3Vy2jaAXf27+L2zauw/hBAopu10PNjvDR1HnyYU2a7rKnjhYGVes4fu50ruGKCWBekfgDVqZOlzEQfHBASNTJr3CNGiqx1m8RENNMYmIjebhicKB2fNMhlREggcSFCqT8jEpmAopQeJKywnhWZr3oVEDKL/0wc/EAQOtRnuIuDSV4qiKKACwUjDJFe6ofBgSwIPOsw6DiilJ61LjrEkI1K8s87aCIV24eqHjHkSP2PAnKMvEexiMl4/rCk8p/xEkgthopmaLRfu6YE8ZaUAJBGOThcOFsea5dTHXBxhD8PsDJyE6sZ+oHZ2XLpbSIrFReAUQOfHYcWNt7F1Zf+Cw888jl88rPPIKUtvPrL/0Hp7+CxR5/E6ZPHoNmlkQtg1nuGIPALQp2RaJbAuGGwSETjBQpLLbgDsXXFlha52yIL0fZxePMKVs2I7dPnYd2SkdAMkXNyfjujABS0RMHtK5cw9is88NHPoNk9CevXwDDCXNqKgKPAhGIOVkhhrcrFmqjpbkbSjfVQEYxjj/vPn8dXvv5NHFy5BDXB6vY+Vnf3sd65ja1mF9JsIcO7KoUZTVMaiDQYYdDM71BkNJOAWywuIOWxAm1xGERQkkJDc8s9HMCIaH6Amc84UJalShwjylTjYYa7lQrN+kGlIzAcSd1nqadFmueHZV6/xu+gbzK/F6ZBpWRfBVIqUAjM8KpqM9GnZivNPBKTeOL/DvOaN9B7V9GAAEl5z2AWQa0157Cr02Ar6s6IKSJ0hF43a722qfMQ9wI4l10ZeePhTU7W8G77DvYdYJUME/eOiII+tWWIts+UcYTzq9eigtCKq3vMC08bU0TBajUglxY7y1DiDYqt1CzQiwCg7OOtV/4TsM/jU09/Falt8fLPnsV6zPjYI5/E/WdOQ4XSUhzdHD1V13qd0Z7StCT7zQ59TVAEFic6wbjcsOmQB8NiZxe23oaWHqvbN7A4dhppsQuFM+dItoegIJlTwZsOyYCD3/8Obx4c4OzjT2Pr9FnoCORhAzQdN3wOPXPUQkpyttGdkXpXJtZZC0waZgpQ5E2PRbuF9t73wNYbtLrEsOnQDxt0/QHahgsNYbNSAMFajLPFuNZUGMZ/CJ6WoLCGZto4tSTMJ6Ok+IMNw/UqTSMiiZJk4Qhq9pRyZs0V7Ip6T+FiDe5oioEKpWBbCNXg/bCZzfr3NEzVWa3vDkXd2xfjcEcKRxT3LpFBMCKFqkp4pZhV1tTwEEm0rfhZnRkafPqpSGF/VsT70T6xlX3iSMk+yjF1Fmc1+uo2vbi4kZSCy+/O4Mh144ihK1CJSZNTY+1tUqZF6cBEXxWpiLdoOE6p6b+KuKQ1nXYuowNTXoY0LZqGKXMZNzhc9xhzwonjHdrKKES95uxOWEWBssaNV7+HUgY8/tQXYTC8/PPn8fKln2K0J3DuvtNIEmBtA7GRIaZEzGB0LFBIu0AZRkgevTORENtWi2d92TyS54zliQdQhtswWaEcXENK9wNpBxNjkBJmIoIEpb5Bk5BkifWdd3D1wvO4/9E/wc7Z9yEZ5aFFW5YWTogBxpjur+emjCs6zjxOZZl5mTGukKzAVLDY3ka7tYCNA2fF8wjIEjmVii0UBZ+PMSPmKqsBjXjKiEi7w3MLUGRWz3kdbjOUex4q6s+5kos31Pni/cAWoBqgwCM2P3zkxfOluxdKjr+L+KijuKcCSoznHYlK4WCMc+PGQlydAis+/RTfH9GV35unrAHmTo7GnYxOoXg09V9QrzmUZIuDduGkYuwyDqCUcJZxvd5NsKDzFu+b+t/PIhTfi6BpyMSqhCK//8p2q45aK8A1pfmMovHEp6zJ78uMGUlco03PK7CIwGSmd8/PJlVYm2BoUcD22uHqEIIBp47vgnzyCTeY1+dN08DKGtdffQ7IGZ/89Bdx+tQJXPjxs3jhwg8xPvok3vvA/WiUF2upQ4glIoKKGYpLWmm7A8sHU4YYmZNSqBKFO9hUOqBxYxtXQLeLcf8W0nZBszgGaMfC1EaYDZwvSErdNhHIYol8cAdXL3wf9z2yxrH3fJBft17DUkJJrZNQXDtABCW7PropBRoiyA09cQc06DcbSH+IxrM2FCA1HSCJqHzyDoK86/4QQzQCDAY1SPXAyadSAIoDFPGX64coHmKgwjy0fvgcbEMpXJtTCHaojySKqoM2FGYX35HMz+FIuj8n3KSm81HK5Km30yEDOfRe/bxBrSbO+Y46Wrxm1ipawIPFqOaVFgE5ifv0lUl+TUicW456D94/VidycD+6k3QMiFFb564y7S1BdZ2At6ZJdSc4PIUlZ94qfVUiY7AooWZR3v/aZuAl74YmTF+js06BG75qJdBUxB6ov5egGQUdSx4w7aB2GeSaiBlCN76JCk0UjbYQyUg2YlyvsFof+ncn57pPYG78NyPkgOuXf4DrV17EBx59Gg8/8Tnc3r+FH//0+/jV679GP2ay6Sz7wgaWFxZDTpiks0UXHPYoTpgS+P36JlDzEk4Uzc69gDYY+gNkU9y5fh3rveueVbK+5bEgv5xMT3f+XQfrB1x78Ud451cv8hxubfOdjz27JsgQZ+dFw1jK4EMwXI5gIijjgDIUIHUYNits1vt0RMadAAiqrrBblCGworCR/AEU33Qj5HA0RwCcI16ZdbSVCa2joU+Eixp9xOvU0Mty6t68vRapPsLhSEB2R+vnI3/COCz2oLnR+u9JOtMxj0Ja3J3VWfYpxZ3/3FSbqXcAElKSyjiKVcHM1KUGAl7vNPxhkeYXV0itWIHW756DkGaG4LKHHLWZoYwT6BGp9aSDVr/8yP1IpNUebaUKSIg7CqvZ2fxPjZzK6xRTXzGckWWczRrw2rkmyY6cj7iv+Pv5e1BRJG2RtEfXJXSqKP2ANVZoF52/i3o19XeVwiCTygZvv/ZDYBzxsY9/BpoUP3zuX3HhFz9BPw546P1/jEXL559S4+ooLJAlxWgpeeiSErX3HLMoXk8jgoUPKkEUzc45jAc3YGUFE+DOO29jGAy7956FJu4YK2XgRFnq0KSGCqjISF1CGTLeeeUF5M0K9zz0GLBYQNYHsNxD2wXyUGC5900/fINlHOr/8z4KyngIZFJsbbNGKQKVBaQlNwKpgSUHbDcjbCiwpsA2G1gGzKnDApL7jhpYDBwAsKR+94GxR2skM1qPBK9SG1sl/NjF+qIjh8pfZqTjHnEgoBg8mgoG1ZefS53fZhSLaDunKRJNIPgz6csZEmT+fRa/Y05Rjc/FtbnhGsG4uQFXFps6IOK6bUG44eJFxwdKwTj2qDLG8+cL8ag1lQLhkyDsi5OvHql+/TDqvnBRpNnoqsd1nxmfPVtV5+BHtuK1dKT9YajKjmztGmjvKV+0DV0X3gZP+f3ZwZ9TyShGEc2cfQ8cCrrUAOplkoECByX7TEHydxC0ZFBVVpwmbQV7r/8vYCM+8tin0KYWz/7Hv+CFCz/Cpt/g4Q9+CNvtwrXRFQYuFbQS+Ei0pQgUogwQaSFJkcsAoAGLmZGRvGRAl0hb9yKv38Zy2eDuaNh/+yo2h/s4ee48mtRAlNtRbOidHag8p5aRmgQbC269/jLG1SHOfOQJaLME+kOUvuc2liKwgSuSSvFrHigmakOPvOnR3z7AcPMGmjwQQyhAtpGgqrf+NLFdhqbj/XicyUNPabGBXY3/A+ZYDhlRAn8KAAAAAElFTkSuQmCC\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "83db50f6e02e4a169ce6f7bb1916c9b6": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_2824b70cd2ae488e9af78b800cd5b3e3",
      "style": "IPY_MODEL_8e82c9c24d434326b2ecd6549186193f"
     }
    },
    "f8f0da5174294e2bbd257e871cd4175f": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "e1c0df31266f4834b05fc94de3a7b870": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_dc45328e321f4f2a889a91ce5b14b4f6",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=128x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "23b1037e6f614ef2ac0d0f2646739a80": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_862d5044c9684df1bed9d38490eeabff",
      "style": "IPY_MODEL_77aec2e7faf4458794f3c2c0f9ee5b47"
     }
    },
    "f6cbf2be46644626aa78f34174b7f5fa": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "5da6265f92764f24872bce11f00963cf": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_5fdf455bea904e29be73647b2b26df60",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=128x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "2dc11e90f4334e07bda4701804728452": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_d68a42e7b4da4c65a5f3abe6ce56ddae",
      "style": "IPY_MODEL_8326fbf5410449a7804230540db186bb"
     }
    },
    "6e6ae5e1112a42e29a1843c4bc0dc5af": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "c4f11f1182404c7ca476356c9e535059": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_34148629122f4de0a35c12a3c4eb94fe",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=171x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "7aee020f96694e7c9873c364aa6ff5e1": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_cbede292e3bc417284a06afa04eff8ea",
      "style": "IPY_MODEL_5e1c47b99b16400aacc38dc0ac8a629a"
     }
    },
    "ec168fbd93c34d82bab1e73d66fca2fa": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "5674a609717443e5a3c8829916a00db1": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_98755329311b4e8b84b40898d6d6c1e3",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=128x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "0a93072f02d543108ccb0f41200e1018": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_6dab64a46e0b4ccd83377120fdd47fe4",
      "style": "IPY_MODEL_9a30263c6cc64e5d9bd510d09086dda4"
     }
    },
    "2e4931c8b91f4564aa2aaefd988bd287": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "9acdedd0fc754307917da4f4a9d14723": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_96745a65c7b24a1880eb5783ed98eb35",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=128x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "87478dfbf5754fb88e1662e880dc877a": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_4b3ac14442784a30992280d5e85130e8",
      "style": "IPY_MODEL_3a93f020380d46b59803292d8c42bb02"
     }
    },
    "f07e8986a229435c9552d971c60c7028": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "32a6c5abe94446babb9fb23dff5f5cf3": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_5d8bf52c6e364f57a3bcd6086c3eb625",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=128x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "88da7bbd3a7046d59099b9bd0ef1c6e3": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_28bd0f5f5228415a93a2ffd28b221935",
      "style": "IPY_MODEL_4a2743186c1a4126aec8958e7d5d321c"
     }
    },
    "64883280a3734931ada40aa31d010b31": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "68b928b2dc2c4ec5945d955e035d9813": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_60d43ffd87e04d75804763f8ba0573f5",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=228x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "cd2d605a3d6f4286bb164af04353490a": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_6a1d5bf7facd4a2299d7107c8af18097",
      "style": "IPY_MODEL_ae33e05d5f704eb5b56abd030061f146"
     }
    },
    "272a39d7752b4085ba375951014643ac": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "091c91d05076480f940df59d37b944b3": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_7134aad4e9c140419b1c10a521450643",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=123x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "c6d2fb0710fd4be9a7025a36fef86d22": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_1ec91c1cdd3c4ff088f9b18bfa11ab3d",
      "style": "IPY_MODEL_87b6a054a078435895bd08ef04929f7b"
     }
    },
    "00b441d8b9b94248be9135d03941e942": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "b439dcbb065740b599a8c019c345bf13": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_4293ca690eb34a02a918dcde30acec5e",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=192x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "eaa97788cd3f4a95adf5cfe0388f6b2c": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_6bead63fce584fdf9952d289f1cbdcb3",
      "style": "IPY_MODEL_6a2c2b970598489a8cc25404dd5541a1"
     }
    },
    "a8ce39458d6f4948b42b36f1178da608": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "34a67d9b66f44bd9a62ea1477c1d35e2": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_7d5512c17d6241298c56ac223f9adff7",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=128x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "22a964fd7bd74f158beb28d73b4fec0e": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_14f5dfec8a864272bc1332c71c20d897",
      "style": "IPY_MODEL_f3a01883a7e244648bc759aa6f3f200d"
     }
    },
    "74e13800b46b4462b8fac1e592c3fa3f": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "736c3d379dcd458d95c29cbe1b581066": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_1bb1436c40fb4bd19d10c7d4fb93f3ae",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=128x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "8352411bb78c4cc0bc83558326f119fa": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_9fe917d78c21490a9e9e2f52c6534e3c",
      "style": "IPY_MODEL_39a83fff4cc44ffc8b30fd47be0c2c7b"
     }
    },
    "627d134b18a5461c97f7ff66a505f6ee": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "c07bd280f0bd481da01b5a12c938fc19": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_ff9b2876ef50400896d683625f9708f6",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=192x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "93aa2f9419984a2ca37b2943ddde9d1f": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_7b86cd95a26e46f4b6054c5edccf244c",
      "style": "IPY_MODEL_19531c15977b412e84c34c191f50d747"
     }
    },
    "368d885375934fa19e2a755ad5f00181": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "ee3e3cd4bdb143089e3a1997dcd4837f": {
     "model_module": "@jupyter-widgets/output",
     "model_name": "OutputModel",
     "model_module_version": "1.0.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_02da653ccdfa4e239796572bf373d4f2",
      "msg_id": "",
      "outputs": [
       {
        "output_type": "display_data",
        "data": {
         "text/plain": "<PIL.Image.Image image mode=RGBA size=128x128>",
         "image/png": "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\n"
        },
        "metadata": {}
       }
      ]
     }
    },
    "aa6692c2b8814f0c8a7451f48328b957": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DropdownModel",
     "model_module_version": "1.5.0",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DropdownModel",
      "_options_labels": [
       "<Keep>",
       "<Delete>",
       "drill-driver",
       "electric-screwdriver",
       "hammer-drill",
       "screwgun"
      ],
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "DropdownView",
      "description": "",
      "description_tooltip": null,
      "disabled": false,
      "index": 0,
      "layout": "IPY_MODEL_417ef8d01ec2441e96386988df91d8f8",
      "style": "IPY_MODEL_228998286af242c784cfa1f27d8791aa"
     }
    },
    "da13f0ad62fb496bba1a4247400e2a10": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "0 0 auto",
      "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
     }
    },
    "2820942c2e3340dd84e77b4f8bbeaf4c": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "1cf8c02c6cc0437b84ffbf71a122312b": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "40a931fd1dbd4cab905d0c3bee565a97": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "89d4873b238f4ae89e43c1451a2ce079": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "13190bc660d5435499ea9bde721cef4d": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "16be29a9e596464ea7703ebf8ea24987": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "673c9fe896294b46b0699b7b7a91f649": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "f615534b19eb44c49b127ce0e00397ec": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "3b958c3b522b4b0585110295e5d9aedb": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "35cfb46b0941467780c708cb04f3c770": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "356e92c2b7fa4a29a06a9108eff55f44": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "b82aa497205740cf9a644d62606f9653": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "c2bab4220418432081f2b29a37309a97": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "c525c877472048c7a0bfb0eea7dea7db": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "7cf905c2919747da80a26d7a5eeba3aa": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "46d09841111446dd935e801193b4ec20": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "25dce8bce55447b69c26029c2dd15d5e": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "6832d35d44cd491f993696da68253fe5": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "79057b3d8f314a268b9bbd23e78bd8e6": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "d590084f7bdc4ca28a50786aef0513a5": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "7242fef3ba4b4fc4bb779455170f01f5": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "871e16f0f63a4ac68c2b640bbb195634": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "853ac17073c04655a515026928ed4510": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "b00f2b86dde141ea9589a1b221df3de0": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "b60aadb9a5e849759316e023d91bb396": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "560c4ed0398b4e3e94f66e3d196a1808": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "30c01aa0f26a44e88ea288d8e2473c19": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "57df4de536e64e5190e03218b16f5a95": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "2ebff847a5ac4df3b212d7a0be3f53a4": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "56ac99d34b834051990497dd8d6535a4": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "947052e0962944ad8c6e2bfffe50fec4": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "8c974fbeb2ec497b828896cbf48085a5": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "2824b70cd2ae488e9af78b800cd5b3e3": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "8e82c9c24d434326b2ecd6549186193f": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "862d5044c9684df1bed9d38490eeabff": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "77aec2e7faf4458794f3c2c0f9ee5b47": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "d68a42e7b4da4c65a5f3abe6ce56ddae": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "8326fbf5410449a7804230540db186bb": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "cbede292e3bc417284a06afa04eff8ea": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "5e1c47b99b16400aacc38dc0ac8a629a": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "6dab64a46e0b4ccd83377120fdd47fe4": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "9a30263c6cc64e5d9bd510d09086dda4": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "4b3ac14442784a30992280d5e85130e8": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "3a93f020380d46b59803292d8c42bb02": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "28bd0f5f5228415a93a2ffd28b221935": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "4a2743186c1a4126aec8958e7d5d321c": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "6a1d5bf7facd4a2299d7107c8af18097": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "ae33e05d5f704eb5b56abd030061f146": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "1ec91c1cdd3c4ff088f9b18bfa11ab3d": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "87b6a054a078435895bd08ef04929f7b": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "6bead63fce584fdf9952d289f1cbdcb3": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "6a2c2b970598489a8cc25404dd5541a1": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "14f5dfec8a864272bc1332c71c20d897": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "f3a01883a7e244648bc759aa6f3f200d": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "9fe917d78c21490a9e9e2f52c6534e3c": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "39a83fff4cc44ffc8b30fd47be0c2c7b": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "7b86cd95a26e46f4b6054c5edccf244c": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "19531c15977b412e84c34c191f50d747": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "417ef8d01ec2441e96386988df91d8f8": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "max-content"
     }
    },
    "228998286af242c784cfa1f27d8791aa": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "model_module_version": "1.5.0",
     "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": ""
     }
    },
    "6de5b3797f0849a9916b21e60579636d": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "6c8de9b6fc65499c8f24f7b119990ac3": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "90bcbb3659df4b53ae5ab664890ca731": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "6cc329636127420583a3a754e3e5a2cb": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "a0e23b454cbb4392b5e77ba15bdd439a": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "aad469b564074ed39cf4a8290cfd4658": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "7f10bb86fdf849838aa4828877118d84": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "ecc5c44e111b46fbbb83b63293366fc0": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "66c8fde5cdcb462dae2ebe662205d9ed": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "152ba3b1259d4b7cbf5186771543b63c": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "fce2bfd51f124f97b353c8c3840265de": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "c29326894dee458d97208642e0c23d1f": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "70761c1b6700437a9d6c0fe5b6a50fcd": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "e9c48d2e1b1b4ba5b0362e574729ad5a": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "5fbe727192c44acd973b7cc3c4fb5360": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "c3dce82f0e01475a839794ea41045a27": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "607b4d98190a45f7800b78ecdd83f924": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "dc45328e321f4f2a889a91ce5b14b4f6": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "5fdf455bea904e29be73647b2b26df60": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "34148629122f4de0a35c12a3c4eb94fe": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "98755329311b4e8b84b40898d6d6c1e3": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "96745a65c7b24a1880eb5783ed98eb35": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "5d8bf52c6e364f57a3bcd6086c3eb625": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "60d43ffd87e04d75804763f8ba0573f5": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "7134aad4e9c140419b1c10a521450643": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "4293ca690eb34a02a918dcde30acec5e": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "7d5512c17d6241298c56ac223f9adff7": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "1bb1436c40fb4bd19d10c7d4fb93f3ae": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "ff9b2876ef50400896d683625f9708f6": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    },
    "02da653ccdfa4e239796572bf373d4f2": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "model_module_version": "1.2.0",
     "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": "128px",
      "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
     }
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}