preprocess_data_and_augmetation.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "69ee227d-60c5-44bf-b04d-c2092f997454",
      "metadata": {
        "id": "69ee227d-60c5-44bf-b04d-c2092f997454",
        "scrolled": true
      },
      "outputs": [],
      "source": [
        "%%capture\n",
        "!pip install datasets==2.8.0\n",
        "!pip install transformers==4.25.1\n",
        "!pip install librosa\n",
        "!pip install evaluate>=0.30\n",
        "!pip install audiomentations\n",
        "!pip install jiwer\n",
        "!pip install gradio\n",
        "!pip install torchaudio\n",
        "!pip install tensorboardX\n",
        "!pip install accelerate -U\n",
        "!pip install hazm==0.7.0"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "Z8R5LjWQpVco",
      "metadata": {
        "id": "Z8R5LjWQpVco"
      },
      "outputs": [],
      "source": [
        "!huggingface-cli login --token <\"YOUR_HF_TOKEN\">"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "uBUejxM0JlQR",
      "metadata": {
        "id": "uBUejxM0JlQR",
        "scrolled": true
      },
      "outputs": [],
      "source": [
        "import re\n",
        "import hazm\n",
        "import string\n",
        "import os\n",
        "import torch\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "from sklearn.model_selection import train_test_split\n",
        "from datasets import load_dataset, load_metric, Dataset, concatenate_datasets"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "d463593f-f476-41f4-9e15-d2ad069f6977",
      "metadata": {
        "id": "d463593f-f476-41f4-9e15-d2ad069f6977"
      },
      "outputs": [],
      "source": [
        "_normalizer = hazm.Normalizer()\n",
        "\n",
        "chars_to_ignore = [\n",
        "    \",\", \"?\", \".\", \"!\", \"-\", \";\", \":\", '\"\"', \"%\", \"'\", '\"', \"�\",\n",
        "    \"#\", \"!\", \"؟\", \"?\", \"«\", \"»\", \"،\", \"(\", \")\", \"؛\", \"'ٔ\", \"٬\",'ٔ', \",\", \"?\",\n",
        "    \".\", \"!\", \"-\", \";\", \":\",'\"',\"“\", \"%\", \"‘\", \"”\", \"�\", \"–\", \"…\", \"_\", \"”\", '“', '„',\n",
        "    'ā', 'š',\n",
        "]\n",
        "\n",
        "chars_to_ignore = chars_to_ignore + list(string.ascii_lowercase + string.digits)\n",
        "\n",
        "chars_to_mapping = {\n",
        "    'ك': 'ک', 'دِ': 'د', 'بِ': 'ب', 'زِ': 'ز', 'ذِ': 'ذ', 'شِ': 'ش', 'سِ': 'س', 'ى': 'ی',\n",
        "    'ي': 'ی', 'أ': 'ا', 'ؤ': 'و', \"ے\": \"ی\", \"ۀ\": \"ه\", \"ﭘ\": \"پ\", \"ﮐ\": \"ک\", \"ﯽ\": \"ی\",\n",
        "    \"ﺎ\": \"ا\", \"ﺑ\": \"ب\", \"ﺘ\": \"ت\", \"ﺧ\": \"خ\", \"ﺩ\": \"د\", \"ﺱ\": \"س\", \"ﻀ\": \"ض\", \"ﻌ\": \"ع\",\n",
        "    \"ﻟ\": \"ل\", \"ﻡ\": \"م\", \"ﻢ\": \"م\", \"ﻪ\": \"ه\", \"ﻮ\": \"و\", 'ﺍ': \"ا\", 'ة': \"ه\",\n",
        "    'ﯾ': \"ی\", 'ﯿ': \"ی\", 'ﺒ': \"ب\", 'ﺖ': \"ت\", 'ﺪ': \"د\", 'ﺮ': \"ر\", 'ﺴ': \"س\", 'ﺷ': \"ش\",\n",
        "    'ﺸ': \"ش\", 'ﻋ': \"ع\", 'ﻤ': \"م\", 'ﻥ': \"ن\", 'ﻧ': \"ن\", 'ﻭ': \"و\", 'ﺭ': \"ر\", \"ﮔ\": \"گ\",\n",
        "    \"۱۴ام\": \"۱۴ ام\",\n",
        "\n",
        "    \"a\": \" ای \", \"b\": \" بی \", \"c\": \" سی \", \"d\": \" دی \", \"e\": \" ایی \", \"f\": \" اف \",\n",
        "    \"g\": \" جی \", \"h\": \" اچ \", \"i\": \" آی \", \"j\": \" جی \", \"k\": \" کی \", \"l\": \" ال \",\n",
        "    \"m\": \" ام \", \"n\": \" ان \", \"o\": \" او \", \"p\": \" پی \", \"q\": \" کیو \", \"r\": \" آر \",\n",
        "    \"s\": \" اس \", \"t\": \" تی \", \"u\": \" یو \", \"v\": \" وی \", \"w\": \" دبلیو \", \"x\": \" اکس \",\n",
        "    \"y\": \" وای \", \"z\": \" زد \",\n",
        "    \"\\u200c\": \" \", \"\\u200d\": \" \", \"\\u200e\": \" \", \"\\u200f\": \" \", \"\\ufeff\": \" \",\n",
        "}\n",
        "\n",
        "\n",
        "def multiple_replace(text, chars_to_mapping):\n",
        "    pattern = \"|\".join(map(re.escape, chars_to_mapping.keys()))\n",
        "    return re.sub(pattern, lambda m: chars_to_mapping[m.group()], str(text))\n",
        "\n",
        "def remove_special_characters(text, chars_to_ignore_regex):\n",
        "    text = re.sub(chars_to_ignore_regex, '', text).lower() + \" \"\n",
        "    return text\n",
        "\n",
        "def normalizer(row, chars_to_ignore=chars_to_ignore, chars_to_mapping=chars_to_mapping):\n",
        "    text = row['sentence']\n",
        "    chars_to_ignore_regex = f\"\"\"[{\"\".join(chars_to_ignore)}]\"\"\"\n",
        "    text = text.lower().strip()\n",
        "\n",
        "    text = _normalizer.normalize(text)\n",
        "    text = multiple_replace(text, chars_to_mapping)\n",
        "    text = remove_special_characters(text, chars_to_ignore_regex)\n",
        "    text = re.sub(\" +\", \" \", text)\n",
        "    _text = []\n",
        "    for word in text.split():\n",
        "        try:\n",
        "            word = int(word)\n",
        "            _text.append(words(word))\n",
        "        except:\n",
        "            _text.append(word)\n",
        "\n",
        "    text = \" \".join(_text) + \" \"\n",
        "    text = text.strip()\n",
        "\n",
        "    if not len(text) > 0:\n",
        "        return None\n",
        "\n",
        "    row['sentence'] = text\n",
        "    return row"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "5GYljOw3ulnR",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000,
          "referenced_widgets": [
            "80f30da80b4949138a36608f0a1bfab6",
            "1d937709b9fb4ecf962f41001b9084d1",
            "06965a5f38c3435887117579b5f954a5",
            "b539833458ef433c963caf4e6a4c2ea4",
            "ec91bbcbcf0945d38467527bef59fbad",
            "b701de5ea7064786bb2805a37d785700",
            "db9e8491e0c74515aedf5e273b5a34ea",
            "c53f95212f7242868e1b2092d5852329",
            "c97d0b8e8442426cb3ab7e9af1f3ccd4",
            "36af4f197ebd4278b3c8accfc6aabfd7",
            "0cddc27fece84f37bb608ce1dcfa9fc1",
            "95f8ea9bf9fd4599adb42067d44f4d4c",
            "ffa4f5b8f7734d60a6d3e62f7f53a68a",
            "8fa35f5096764c2f9ffa5ff9b9cfaaa0",
            "f43339c2f56b4d969dba6c257f0428c1",
            "fb60e2f6e26049a496546d7b72cae80a",
            "64a3a20789134c0cae75bca5007edf2e",
            "fa361bd327e544edbf93f35ee2d3442d",
            "528bcb3c574346589045aa94eddba406",
            "641a1edf4eb74b75b9e07d4e8e88ddcd",
            "30ed5e72e1d24326ad8160643176ac1a",
            "90716abe0275473c9f5203485e7e71ff",
            "7388cbd437a94718b7b61ef58687b156",
            "3c04e37d831b4b2ea6e6e2b155b25367",
            "33577c8fd32741c5abca9265b8fcf751",
            "5fe95cbb9b61478cb2c55b2d0b5c8553",
            "1ad0a28e85a44023a605f7c04ee32ee3",
            "22f3cebffe864e908e198c7a786efca3",
            "0a549f2e9535457cbabbeb1f417540c3",
            "2249ced0fadd4f548306a268ce99d991",
            "bea4fbe92ca3494daeee4a629f4f0771",
            "50f45d041458417199a69dc432415601",
            "953af7d4a9c944c9b8e992747d0ebffa",
            "2d97ec9b5d3940e893c78f413d76f758",
            "e824bc2cedfc43e8b9810341dba547f0",
            "9d735c7107674a24a6f7a451b51d90a7",
            "0072de379af84a16bb030e4337cc4f30",
            "b572c62fe47242658dddd617218c1f9f",
            "98effed8e25247739c1708f7129c3b22",
            "93eafb6692b54d4cbe8ed654be7c790f",
            "014ee14444cb4d9abaa900c3dabfbdbe",
            "14f0f7b3c3a4488ebf22e1ec2de27e5b",
            "0c801729c2e24eebb2c9007be2287e17",
            "dd4d345dfa404097ba92a666116a3ec9",
            "c60b4eb7a7b74415b308060666b4b5c1",
            "3fdb379a02c0457c88c4a1c2d394f113",
            "3ba938465fff4b11bde4d0a68ae40ed6",
            "4c7363601a38402f97f19c1cd86cf662",
            "9d400907588a48cdb90d84acefcc8fc3",
            "5ea88a6024ae45b7889458dce4f18363",
            "444221a1e0ed40039dd66e3ef468993c",
            "a6193965fbce44a6bd9bb0b3e3908926",
            "c7ddad8bedc040c396e0d50a1bfe6591",
            "aea0e95ab213408880dfc18db89afdd3",
            "15940f65ea30491880137cb25cbc507e",
            "a23dff3d88a742a894e21750b728f6fc",
            "05214448c681497dbae475dda10dd65d",
            "aeb92360f12d48f88ede89733c0ec07a",
            "2bb32d260d4a40b991e0f0ec7f079ae1",
            "dd829015ac224321bc32953ddab4f0ac",
            "66e30f40413e4e68a060d4ad884414b4",
            "bf0c2c79980145b6babb6822168a61cb",
            "7ee736d5474249838caa8234c2b82b2a",
            "6cb680ce60dc405e837d2a6319cf3acc",
            "bb975138e38e44c2a27a5a6e55dd3cd3",
            "8fa4c4998e0f456894f90c2ebc3c60c3",
            "e820b2dbec9d4e59820cc18f44efa89f",
            "c1e2b46840cb4011ba87329702d84a68",
            "8df341873b99458c85e0b13331fb218b",
            "93fe8eab7ff54f858bad1307984bbe12",
            "83d97e56c8d74796abc70789aa278748",
            "a9963976f269463daa432e61cf2cf44a",
            "1a1b5eda891f46ef924a062866f3c0f3",
            "b25f1ce082c7405fa0811ad9d93535b9",
            "986b457b2ec246d5848bf6225be27773",
            "b80a7d8b9922420aa6234e3d60e882ce",
            "3415fd1c264244d0993c1416790b16e5",
            "a6bdc839b2a44c17bb044a00d64ade4a",
            "981bf4aaf0214e6a921d667bf61dd9a1",
            "b3073228389849cca8bced44b42d3a4e",
            "b06fcf92a4854014a0049e859b22ea3c",
            "0711f66ae5624e5c9a20dd1f9a201909",
            "7b0065f0a9df449f89c4e7650d862633",
            "d9314cfc43c54406a2e4cac81c2f64ed",
            "eabb8903919e484886246d8003d6d453",
            "6092fb5c4e554f0b90aed3b060aee8b9",
            "9d04b0d385314914925674bfcb6f599b",
            "c246073f2ad043579cbfdf2d7ae38271",
            "ce38f7cedf16406892ca35e0fb619222",
            "f21b0404c4c94a0d997afd43904023a6",
            "9fe8148aebad40bea567f8c2da8c449a",
            "d28520e26fdb43b28f3067b514673eb7",
            "48b1d44da895412db2b1bb6f94d0226e",
            "c33c1ccd558f4e9497ea4019243d6ba6",
            "3bc39137818b472583f84be147d90239",
            "8ed567983f2f435790f7093d7ade20eb",
            "9bb3097d1946495098964156cd9c9d46",
            "d82c50ba920d42239bc31b5cd52d3348",
            "8ae14e8f9ad449f593056a52528a18c3",
            "1cda3cdd2d4642e1b7c6ef837c293b6f",
            "0d47065960054106951e394c2235c95f",
            "a41034f3dd6c4b7fb9d8f63dfbe6c3de",
            "c104b1ed885d4769b53899163d0c4bbd",
            "a459de299b14449daa34290fd3e51702",
            "38e5f990c8c24c079d1b504a1504d95a",
            "22f113b2ca644fa688f3e6653153993a",
            "cce2ce742623454b8855f3db691b7e0c",
            "adf06e3692c34032beac49711cf909db",
            "330f4862b55d4d4ea6768bef2ccf20b7",
            "721ef8b664904b22a3ce376e6fd81802",
            "c570dc01074340a89caf39122c4999d3",
            "5e7e2edfd33a44ea8fb383d74fd455ca",
            "77d064b5cfa5484da973b0ae0e8e96f3",
            "7822126914a2430592daa47c3d27d8a8",
            "7a3f2d63a57642e6b35f76c1d57a714d",
            "82c2e4610dfa484daaea039dab8f3b06",
            "fb96248bf3b24c95ab77fda0368297bf",
            "e64950454e1e4ff6a97d65644c259469",
            "d1e5b3e9fd414c129b8b7bf9592f2256",
            "37f8acfbc0b0403491d38abf36275a1c",
            "2f6b0794002549f781152934a233b0fc",
            "8b27fcd8dacd419098508b3f26ade19e",
            "a3acfec6ab4148e689797fcc820d989c",
            "7a7b08be36de4f86b264be32402cf8c2",
            "84bb75f3c7c046479c625154a7c78f1a",
            "6dfa9bbd42484fa7b6ca01bdb847f549",
            "76ef8c7cf90b4a308b95a45cd6cd95ca",
            "dd32383f7a054e7abae1aaceeeac878d",
            "8e6e2eaf128641809e0a13dbd55094d0",
            "d9d3dcb8961149329eca956ae01c6565",
            "c7f90eec9cae46b39f6cd27a5ee37fca",
            "40623f58adeb4e218f6780ffd097e795",
            "7b78e51159574ae4870ebf2603918393",
            "45c6ff1b162c4a95b9c5f09dd6726ae2",
            "bb1580ed2ef74c12be581e1a635a560b",
            "7724e23043ca44fba21b0243d616fec1",
            "d69af58e161d4431b840029b1068f359",
            "bf7a4c1586e846a785e805e76f50b67a",
            "8f8f5ecd5b4948eea68a54c2849abd0f",
            "7d34a4fe5a38455dabf62169ba874898",
            "712c023f328b46ddae3767d8f266d9a3",
            "0393af614e0046919bc223544308a2d3",
            "9daa5e14111d407f949b3cda4a4b4a10",
            "dc0c21a2064b4b29b176f9827d756e0f",
            "cf3aed5d8e86426f9a9babc075724f0c",
            "a2e9ce8abd024e55bf350eb55521d8e2",
            "d2d5f27529214142bc8809f99e44098d",
            "0d8d3ae37d6f4203899aa4dcf6798627",
            "cdd3763ad79443009731fc938cf61e85",
            "8c77eff521124f29b527ae771bcc94b1",
            "ad9b65f83a52410d81764f0523677a95",
            "4cbd67839eed4902ad1e0c7fd48cff80",
            "4f35ec8272664423be1c5e16f4ccad97",
            "0341eec117074dfd8bd934c9d977819b",
            "1823b5ceb6894deab6b9991a093c1830",
            "428cd3a531e94da5b28753e43e1034b7",
            "4f7a00b6e56441e2a5ef89973a873409",
            "197b871b6d584679930de8be3e9dce61",
            "e7c8c551ca334c3a892edefc298ddb3c",
            "2d964a3ecf95425bac8e0ee4a93f7096",
            "871b13c67ba7479785db6ae999c725d4",
            "054e382f5d2b4143b43f8f9ed631e609",
            "28f9b49e5d324c9195ac20b54a762a5c",
            "d55b14ad1bbb4598a088beb6cc443e8d",
            "d06c408957414fc1857216933453abc9",
            "f62e3425bb804dca9dbe269518067892",
            "1966b02cc15040cca01f498cde57faeb",
            "a78cf5f70ff34e71871024a4f070f37c",
            "535d7cb94b9d4a82b35acfd5f388be9b",
            "d78b9a1329c44af4bc7aa15a40b6f756",
            "1b6f8a79ad0040d4a74f39a162f78367",
            "d7f3db0bd19347348890e9081e061f8d",
            "4c5a7d45effc48799ac38ba54946159b",
            "5e950c39f0d842109927ae60f470c7d5",
            "c5aa3db042e047ea97005b96a3e93e2f",
            "c8a53579c0d04b969695863bfb989fbc",
            "17383e390f6c472faa1ff98e6eed342a",
            "8bd915155f294509a5374f72c2115555",
            "192f9a81ab434617a62a07b4ad67b452",
            "2182337318334f5082df8391736bc2d1",
            "331cb2fe1d1d4343a8087b3af517583a",
            "69cbd201d13242fdb302c4afa089fe7c",
            "1cc4442ae33f47b095dfc93cad5d54e1",
            "8495c0e33d6c4dffa6fc2cdbff5f1566",
            "da35a1dacaa34e3fa1cfdf67a7e45d9d",
            "9ecd4c34561c44858d4657bb2ca25a02",
            "fbb2fdfd73174936913bb5cf82776478",
            "52f726216f98451e98424439c9f52e6a",
            "98d7126943fb4fcda0df6c5f12d17362",
            "2834bf56f67348d2a9cd4322abfb32b0",
            "8ab668f449b44eb2a4a015a11d3b1527",
            "c46859fb3460454580f954cb3e68f14a",
            "e7929f8e61b3454aa0d59360e5ed2b43",
            "4cc353d5b3b7431888fa4072981adc59",
            "0eaa3553d25f4701b3acee2a96d08687",
            "be0850a82e5f4843907bd719c255f142",
            "e20de4956d4940c2b1ca08908288cf10",
            "c458ce26e2f846eea6f194478e3c17b9",
            "ce96a5163793408ba7b1b8cbd2dace6a",
            "b72fe2bac0c545038a69b7b8d97fdf62",
            "229016a1925c448882eb37fbb63c1460",
            "cdd0eaac031f4b4891e6984e658a11ba",
            "3dd193e5ce854103b8815bf35e4bec1b",
            "0803a705b8014ceea3626a87cbe480b8",
            "48882696eded445b8687e6763d9da3a3",
            "2c1880d430c3428f86ba1660d19bd526",
            "fd0cc1cae3d54b47814efaf16dbfba76",
            "1f4865e079694ff8b0137ffcce72cd34",
            "26c87b6ef7a9421ba922adf3946ce61b",
            "374e2afe878146478dfdea6e118b76b8",
            "473a295708bd4cdb81f6dcd44a97a164",
            "23334bf9a6f14e8197a3bfaf164aaa1a",
            "2432f0d092df4494a034eb4e9fed30af",
            "6a66dfd848cc45e694f1a9f81a641c5f",
            "849281890a3c4a9d974777cd769bafa8",
            "d98873ceb20b489a91d31a9b1f6b7463",
            "34d002338f034920b4abe76205c7c773",
            "4c6db1b7a0484d5989a32beb3590797b",
            "c48ed767addd470387a799b87c279fdc",
            "91c32d0da6114364aa40e4b3e43c6141",
            "aa35bc0d178346b2bee939205a1a1ba9",
            "1aa0cd526a8c43409b7ccc996d4c98a7",
            "7ab20839a04f47cbb3c936d656b20b42",
            "f94cae4658b94a1dbb6ab1be948cff6e",
            "a02027791578447d8f1c03a8a4308049",
            "2bcb8d7fddbd4c4caeb7fd7d710c7744",
            "6c69d555e0a8476481011fd07aba9d5c",
            "6d44af5c945e4e2db581d808bd75f746",
            "54302c03dd334038ad22d39bfbb57e2e",
            "a725f2ce4f824d779249ffc6c1d6225e",
            "2d030f80124048e7a9dc5f19dd8f21bc",
            "f452a1638de640c494628485f53fc196",
            "1577c89f988641b880cc138726662edc",
            "84e86dc7c13b4c60a23b262b5efdc8d6",
            "4803dc8ebe2e4e8c8401370ddf727baa",
            "85081590ae134ebb9b362507328a0d9d",
            "82ab141a9f134d879581e38f0799c109",
            "ac77b782a2ad4e6b90725f75fa2ee6bb",
            "ddc7c74da176460dab2388a3ea777507",
            "ee4ded9e38b44f9891a19b64e6b17f47",
            "b02701f546ad43abb63dad7dd0787e31",
            "7ddb78c4beca4657b03aaee67c23eca7",
            "ae8a429bf18a4a6dba86bfb631f06b16",
            "b417ead59dba4e5a8e15ee008da1c9ff",
            "e5d50f0fe6074b74a0f3f3bdd39b072c",
            "15ea7dbc578247149f2112d563b52b37",
            "bcec7d5fe725496fbc7a75443f5e3506",
            "fac2b617c9654a02b4372756c3efb07d",
            "4a9b426a00d04586ab2bc78121eab1c9",
            "0622c2916ba34efb92ceca8ab2beeed1",
            "e0c2a49ea528427eb648c730e1fc4c21",
            "b8ea430381d449959ab9fbee941bd551",
            "d38ab0c652fa45a0affd8e956f4af802",
            "53d7cc6be3824726995853aefed85b61",
            "96206c62a4ee418cbf9b0e993952937e",
            "b28c6b0ceacf4d0a8da68b00a4e731da",
            "5098623cb8ca4128b4286b7e2b76889a",
            "efe9504fbbd348fa851fa9c2d5a78979",
            "7bfb223f2764472e97a24de16fd5e60a",
            "0ba096d36a4c435fb35336b9c0149641",
            "bb2eb373a9034cbc87d8987cbf5332ee",
            "99814d79c9484da89e987bb447c9ac17",
            "eaf1ec26b10341648cdce00e7b874551",
            "eb770d7730d941e6a44a9f6829b81a9b",
            "2ac120bbde6a4537a4dc297407c9d5ce",
            "53c9904f32834f19baf64844fc90df19",
            "abc841887a314c769f37c9d8232a97e0",
            "b68b326d93bb4d13b49f9b71a80f836a",
            "d6099b7855bb415295f87f33405d65e7",
            "3a24afec89314599b2afe1e1a853d1a5",
            "80d43d0d53254ba4aa221dcb0347cde3",
            "ba477c74614d4ee9a436b1f0833d2ed3",
            "32024ed2031341b48ecad7220877d991",
            "c5f2ee19714d464691dc015a3221e00f",
            "125757b90f524c39b7d9f4a28d161e85",
            "ea93f2e0d5a04a10a0a637b26e4ae4b5",
            "1e160d8572674dca80cb49e708a15bc6"
          ]
        },
        "id": "5GYljOw3ulnR",
        "outputId": "bcbf0bf1-f8bf-423a-c752-72daa17bfc20",
        "scrolled": true,
        "tags": []
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Found cached dataset common_voice_11_0 (/home/jupyter/.cache/huggingface/datasets/mozilla-foundation___common_voice_11_0/fa/11.0.0/3f27acf10f303eac5b6fbbbe02495aeddb46ecffdb0a2fe3507fcfbf89094631)\n",
            "Found cached dataset common_voice_11_0 (/home/jupyter/.cache/huggingface/datasets/mozilla-foundation___common_voice_11_0/fa/11.0.0/3f27acf10f303eac5b6fbbbe02495aeddb46ecffdb0a2fe3507fcfbf89094631)\n",
            "Parameter 'function'=<function normalizer at 0x7f7d245f2a70> of the transform datasets.arrow_dataset.Dataset._map_single couldn't be hashed properly, a random hash was used instead. Make sure your transforms and parameters are serializable with pickle or dill for the dataset fingerprinting and caching to work. If you reuse this transform, the caching mechanism will consider it to be different from the previous calls and recompute everything. This warning is only showed once. Subsequent hashing failures won't be showed.\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "ea93f2e0d5a04a10a0a637b26e4ae4b5",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "  0%|          | 0/26951 [00:00<?, ?ex/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "1e160d8572674dca80cb49e708a15bc6",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "  0%|          | 0/10288 [00:00<?, ?ex/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "DatasetDict({\n",
            "    train: Dataset({\n",
            "        features: ['client_id', 'path', 'audio', 'sentence', 'up_votes', 'down_votes', 'age', 'gender', 'accent', 'locale', 'segment'],\n",
            "        num_rows: 26951\n",
            "    })\n",
            "    validation: Dataset({\n",
            "        features: ['client_id', 'path', 'audio', 'sentence', 'up_votes', 'down_votes', 'age', 'gender', 'accent', 'locale', 'segment'],\n",
            "        num_rows: 10288\n",
            "    })\n",
            "})\n"
          ]
        }
      ],
      "source": [
        "from datasets import load_dataset, DatasetDict\n",
        "\n",
        "common_voice = DatasetDict()\n",
        "common_voice_augmented = DatasetDict()\n",
        "\n",
        "common_voice[\"train\"] = load_dataset(\"mozilla-foundation/common_voice_11_0\", \"fa\", split=\"train\")\n",
        "common_voice[\"validation\"] = load_dataset(\"mozilla-foundation/common_voice_11_0\", \"fa\", split=\"validation\")\n",
        "\n",
        "common_voice = common_voice.map(normalizer)\n",
        "common_voice_augmented[\"train\"] = common_voice[\"train\"]\n",
        "\n",
        "print(common_voice)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "I2uittnCvAH4",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "I2uittnCvAH4",
        "outputId": "091a4436-a72a-4d00-daf3-0f4d6091dc86"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "DatasetDict({\n",
            "    train: Dataset({\n",
            "        features: ['audio', 'sentence'],\n",
            "        num_rows: 26951\n",
            "    })\n",
            "    validation: Dataset({\n",
            "        features: ['audio', 'sentence'],\n",
            "        num_rows: 10288\n",
            "    })\n",
            "})\n"
          ]
        }
      ],
      "source": [
        "common_voice = common_voice.remove_columns([\"accent\", \"age\", \"client_id\", \"down_votes\", \"gender\", \"locale\", \"path\", \"segment\", \"up_votes\"])\n",
        "common_voice_augmented = common_voice_augmented.remove_columns([\"accent\", \"age\", \"client_id\", \"down_votes\", \"gender\", \"locale\", \"path\", \"segment\", \"up_votes\"])\n",
        "\n",
        "print(common_voice)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "bc77d7bb-f9e2-47f5-b663-30f7a4321ce5",
      "metadata": {
        "id": "bc77d7bb-f9e2-47f5-b663-30f7a4321ce5",
        "scrolled": true
      },
      "outputs": [],
      "source": [
        "from transformers import WhisperFeatureExtractor, WhisperTokenizer, WhisperProcessor\n",
        "\n",
        "feature_extractor = WhisperFeatureExtractor.from_pretrained(\"openai/whisper-small\")\n",
        "tokenizer = WhisperTokenizer.from_pretrained(\"openai/whisper-small\", language=\"persian\", task=\"transcribe\")\n",
        "processor = WhisperProcessor.from_pretrained(\"openai/whisper-small\", language=\"persian\", task=\"transcribe\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "8M-jMfFkf6R-",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8M-jMfFkf6R-",
        "outputId": "77237564-d603-45a5-c184-052143fd01b7"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Input:                 من برات یادداشت گذاشتم\n",
            "Decoded w/ special:    <|startoftranscript|><|fa|><|transcribe|><|notimestamps|>من برات یادداشت گذاشتم<|endoftext|>\n",
            "Decoded w/out special: من برات یادداشت گذاشتم\n",
            "Are equal:             True\n"
          ]
        }
      ],
      "source": [
        "input_str = common_voice[\"train\"][0][\"sentence\"]\n",
        "labels = tokenizer(input_str).input_ids\n",
        "decoded_with_special = tokenizer.decode(labels, skip_special_tokens=False)\n",
        "decoded_str = tokenizer.decode(labels, skip_special_tokens=True)\n",
        "\n",
        "print(f\"Input:                 {input_str}\")\n",
        "print(f\"Decoded w/ special:    {decoded_with_special}\")\n",
        "print(f\"Decoded w/out special: {decoded_str}\")\n",
        "print(f\"Are equal:             {input_str == decoded_str}\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "tlVgahRFf-2N",
      "metadata": {
        "id": "tlVgahRFf-2N"
      },
      "outputs": [],
      "source": [
        "from datasets import Audio\n",
        "\n",
        "common_voice = common_voice.cast_column(\"audio\", Audio(sampling_rate=16000))\n",
        "common_voice_augmented = common_voice_augmented.cast_column(\"audio\", Audio(sampling_rate=16000))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "f12e2e57-156f-417b-8cfb-69221cc198e8",
      "metadata": {
        "id": "f12e2e57-156f-417b-8cfb-69221cc198e8",
        "scrolled": true
      },
      "outputs": [],
      "source": [
        "def prepare_dataset(batch):\n",
        "    # load and resample audio data from 48 to 16kHz\n",
        "    audio = batch[\"audio\"]\n",
        "\n",
        "    # compute log-Mel input features from input audio array\n",
        "    batch[\"input_features\"] = feature_extractor(audio[\"array\"], sampling_rate=audio[\"sampling_rate\"]).input_features[0]\n",
        "\n",
        "    # encode target text to label ids\n",
        "    batch[\"labels\"] = tokenizer(batch[\"sentence\"]).input_ids\n",
        "    return batch"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "MNtauzaDGZAr",
      "metadata": {
        "id": "MNtauzaDGZAr"
      },
      "outputs": [],
      "source": [
        "from audiomentations import (\n",
        "    Compose,\n",
        "    AddGaussianNoise,\n",
        "    TimeStretch,\n",
        "    PitchShift,\n",
        "    AddGaussianSNR,\n",
        "    GainTransition,\n",
        "    HighPassFilter,\n",
        "    LowPassFilter)\n",
        "\n",
        "def prepare_dataset_augmented(batch):\n",
        "    augment = Compose([\n",
        "    AddGaussianNoise(min_amplitude=0.001, max_amplitude=0.015, p=0.7),\n",
        "    TimeStretch(min_rate=0.8, max_rate=1.25, p=0.5),\n",
        "    PitchShift(min_semitones=-4, max_semitones=4, p=0.5),\n",
        "    AddGaussianSNR(min_snr_in_db=5.0,max_snr_in_db=40.0,p=0.5),\n",
        "    GainTransition(min_gain_in_db=-100, max_gain_in_db=100, p=0.5),\n",
        "    HighPassFilter(min_cutoff_freq=1000,max_cutoff_freq=1000, p=0.5),\n",
        "    LowPassFilter(min_cutoff_freq=1000,max_cutoff_freq=1000,min_rolloff=24,max_rolloff=24,p=0.5),\n",
        "    ])\n",
        "\n",
        "    # load and resample audio data from 48 to 16kHz\n",
        "    audio = batch[\"audio\"]\n",
        "\n",
        "\n",
        "    # add augment Transforms\n",
        "    augmented_array = augment(samples=audio[\"array\"], sample_rate=16000)\n",
        "    audio[\"array\"] = augmented_array\n",
        "\n",
        "    # compute log-Mel input features from input audio array\n",
        "    batch[\"input_features\"] = feature_extractor(audio[\"array\"], sampling_rate=audio[\"sampling_rate\"]).input_features[0]\n",
        "\n",
        "    # encode target text to label ids\n",
        "    batch[\"labels\"] = tokenizer(batch[\"sentence\"]).input_ids\n",
        "    return batch"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "NcOXK8b6gBl9",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 98,
          "referenced_widgets": [
            "b5b928cdc2de4cd69a5a68f0ef41d2b9",
            "60f5d866971449a2a60bd7a5a944f0d5",
            "62cf63d464544cb19357b70d21c634f5",
            "d0bd0bebc5234ccb9dc1cd901fcdd1f8",
            "7a2420cb49f34fffbc678939e8961ea6",
            "94756fb8f44643a1b1a4796f39487522",
            "678b7cfd45c24628a67f363aa583f576",
            "dadd9691b50a44a2ba786fe1861aeb27",
            "cf50cb455bfe497f94d92c59591c7427",
            "53d08f3aa48d4b488b538ba924dd725b",
            "91e677a352e94606a0c84590a78bdee9",
            "0c17a13e7ae3470a94a3c784e6a638a3",
            "9b18b57683e44501ba4dbec5d7c3a6d4",
            "09c2581944ba43fdb379341c52bb207a",
            "566b4e6108f243249bb45d682ed05d2b",
            "9b0fc2c82d4c4d70a9f62028ad33da8d",
            "d0b509cc915d4c078c25feceff65baa3",
            "4e23684efabb4aba9ab247259af23822",
            "ac3313941da44ab1a6bfecd4d70eda54",
            "b5e4be59b7124ff9b3cc72ac3b73dff3",
            "04e24496a0224d6e9ba6615c689412d2",
            "88e678e9e9174342a26f562ee33be8f4",
            "a6fb6a9f3afb41ec9847387a121187ac",
            "3c5aaa98aabe4e539ca415e024ed2ded"
          ]
        },
        "id": "NcOXK8b6gBl9",
        "outputId": "cb47823c-8fc5-48ea-805b-8c4960816d48",
        "scrolled": true,
        "tags": []
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "    "
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "a6fb6a9f3afb41ec9847387a121187ac",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "#1:   0%|          | 0/13475 [00:00<?, ?ex/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "3c5aaa98aabe4e539ca415e024ed2ded",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "#0:   0%|          | 0/13476 [00:00<?, ?ex/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# _common_voice = common_voice.map(prepare_dataset, num_proc=2)\n",
        "\n",
        "_common_voice_augmented = DatasetDict()\n",
        "_common_voice_augmented[\"train\"] = common_voice_augmented[\"train\"].map(prepare_dataset_augmented, num_proc=2)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "7R4NpmVnHUej",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 127
        },
        "id": "7R4NpmVnHUej",
        "outputId": "6d9ce548-c717-4db6-b061-82915810fa85"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Target text: من برات یادداشت گذاشتم\n",
            "Input array shape: (62976,)\n",
            "Sampling rate: 16000\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" autoplay=\"autoplay\">\n",
              "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 26,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "import IPython.display as ipd\n",
        "import numpy as np\n",
        "import random\n",
        "\n",
        "print(\"Target text:\", _common_voice['train'][0][\"sentence\"])\n",
        "print(\"Input array shape:\", np.asarray(_common_voice['train'][0][\"audio\"][\"array\"]).shape)\n",
        "print(\"Sampling rate:\", _common_voice['train'][0]['audio'][\"sampling_rate\"])\n",
        "\n",
        "ipd.Audio(data=np.asarray(_common_voice['train'][0][\"audio\"][\"array\"]), autoplay=True, rate=16000)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "r1yjVjSDIECC",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 127
        },
        "id": "r1yjVjSDIECC",
        "outputId": "4e6d859f-ba7c-4ea5-d32d-0038ec7cc68a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Target text: من برات یادداشت گذاشتم\n",
            "Input array shape: (62976,)\n",
            "Sampling rate: 16000\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" autoplay=\"autoplay\">\n",
              "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 27,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "import IPython.display as ipd\n",
        "import numpy as np\n",
        "import random\n",
        "\n",
        "print(\"Target text:\", _common_voice_augmented['train'][0][\"sentence\"])\n",
        "print(\"Input array shape:\", np.asarray(_common_voice_augmented['train'][0][\"audio\"][\"array\"]).shape)\n",
        "print(\"Sampling rate:\", _common_voice_augmented['train'][0]['audio'][\"sampling_rate\"])\n",
        "\n",
        "ipd.Audio(data=np.asarray(_common_voice_augmented['train'][0][\"audio\"][\"array\"]), autoplay=True, rate=16000)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "c1c0bd1f-9e07-49e7-9ef2-0fd6a12905a0",
      "metadata": {
        "id": "c1c0bd1f-9e07-49e7-9ef2-0fd6a12905a0",
        "outputId": "638f7f7b-7af9-4c9c-fa12-bbb9243fddb2"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "DatasetDict({\n",
            "    train: Dataset({\n",
            "        features: ['audio', 'sentence', 'input_features', 'labels'],\n",
            "        num_rows: 26951\n",
            "    })\n",
            "    validation: Dataset({\n",
            "        features: ['audio', 'sentence', 'input_features', 'labels'],\n",
            "        num_rows: 10288\n",
            "    })\n",
            "})\n"
          ]
        }
      ],
      "source": [
        "print(_common_voice)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "cD2fNwPMNcq6",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cD2fNwPMNcq6",
        "outputId": "e1f082cd-935d-408c-8355-2529d33ef028"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "DatasetDict({\n",
            "    train: Dataset({\n",
            "        features: ['input_features', 'labels'],\n",
            "        num_rows: 26951\n",
            "    })\n",
            "    validation: Dataset({\n",
            "        features: ['input_features', 'labels'],\n",
            "        num_rows: 10288\n",
            "    })\n",
            "})\n"
          ]
        }
      ],
      "source": [
        "_common_voice = _common_voice.remove_columns(['audio', 'sentence'])\n",
        "_common_voice_augmented = _common_voice_augmented.remove_columns(['audio', 'sentence'])\n",
        "\n",
        "print(_common_voice)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "NKVDVMvUO5Sy",
      "metadata": {
        "id": "NKVDVMvUO5Sy"
      },
      "outputs": [],
      "source": [
        "_common_voice_final = _common_voice\n",
        "_common_voice_final['train'] = concatenate_datasets([_common_voice['train'], _common_voice_augmented['train']])\n",
        "_common_voice_final = _common_voice_final.shuffle(seed=42)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "5931ed1c-7feb-4a21-956d-545818e1880f",
      "metadata": {
        "id": "5931ed1c-7feb-4a21-956d-545818e1880f",
        "outputId": "988b3355-cb2a-49f4-f77a-503582ba2f72"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "DatasetDict({\n",
              "    train: Dataset({\n",
              "        features: ['input_features', 'labels'],\n",
              "        num_rows: 53902\n",
              "    })\n",
              "    validation: Dataset({\n",
              "        features: ['input_features', 'labels'],\n",
              "        num_rows: 10288\n",
              "    })\n",
              "})"
            ]
          },
          "execution_count": 32,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "_common_voice_final"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "a9a88849-4960-4211-840a-1940f2c1ceb9",
      "metadata": {
        "colab": {
          "referenced_widgets": [
            "97ee70ba2f734e04903f26ae2282842f",
            "a71f9c6a6aa64574a67382d068e22ca6"
          ]
        },
        "id": "a9a88849-4960-4211-840a-1940f2c1ceb9",
        "outputId": "94d0c2fe-686d-457c-d0fb-0753254a3a1f"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Pushing split train to the Hub.\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "97ee70ba2f734e04903f26ae2282842f",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Pushing dataset shards to the dataset hub:   0%|          | 0/104 [00:00<?, ?it/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Pushing split validation to the Hub.\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "a71f9c6a6aa64574a67382d068e22ca6",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Pushing dataset shards to the dataset hub:   0%|          | 0/20 [00:00<?, ?it/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "_common_voice_final.push_to_hub(\"mohammadh128/common_voice_fa_preprocessed_and_augmented_training_and_evaluation_11_0\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "7e83c286-e5d9-4753-9384-d7b167149f79",
      "metadata": {
        "id": "7e83c286-e5d9-4753-9384-d7b167149f79"
      },
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "gpuType": "T4",
      "provenance": []
    },
    "environment": {
      "kernel": "conda-root-py",
      "name": "workbench-notebooks.m110",
      "type": "gcloud",
      "uri": "gcr.io/deeplearning-platform-release/workbench-notebooks:m110"
    },
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "conda-root-py"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.10.12"
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "0072de379af84a16bb030e4337cc4f30": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_0c801729c2e24eebb2c9007be2287e17",
            "placeholder": "​",
            "style": "IPY_MODEL_dd4d345dfa404097ba92a666116a3ec9",
            "value": " 65.4k/65.4k [00:00&lt;00:00, 2.65MB/s]"
          }
        },
        "014ee14444cb4d9abaa900c3dabfbdbe": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "0341eec117074dfd8bd934c9d977819b": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "0393af614e0046919bc223544308a2d3": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "04e24496a0224d6e9ba6615c689412d2": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "05214448c681497dbae475dda10dd65d": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_66e30f40413e4e68a060d4ad884414b4",
            "placeholder": "​",
            "style": "IPY_MODEL_bf0c2c79980145b6babb6822168a61cb",
            "value": "Downloading data files: 100%"
          }
        },
        "054e382f5d2b4143b43f8f9ed631e609": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "0622c2916ba34efb92ceca8ab2beeed1": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "20px"
          }
        },
        "06965a5f38c3435887117579b5f954a5": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_c53f95212f7242868e1b2092d5852329",
            "max": 8184,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_c97d0b8e8442426cb3ab7e9af1f3ccd4",
            "value": 8184
          }
        },
        "0711f66ae5624e5c9a20dd1f9a201909": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "0803a705b8014ceea3626a87cbe480b8": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "09c2581944ba43fdb379341c52bb207a": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_ac3313941da44ab1a6bfecd4d70eda54",
            "max": 19232,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_b5e4be59b7124ff9b3cc72ac3b73dff3",
            "value": 12133
          }
        },
        "0a549f2e9535457cbabbeb1f417540c3": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "0ba096d36a4c435fb35336b9c0149641": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "0c17a13e7ae3470a94a3c784e6a638a3": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_9b18b57683e44501ba4dbec5d7c3a6d4",
              "IPY_MODEL_09c2581944ba43fdb379341c52bb207a",
              "IPY_MODEL_566b4e6108f243249bb45d682ed05d2b"
            ],
            "layout": "IPY_MODEL_9b0fc2c82d4c4d70a9f62028ad33da8d"
          }
        },
        "0c801729c2e24eebb2c9007be2287e17": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "0cddc27fece84f37bb608ce1dcfa9fc1": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "0d47065960054106951e394c2235c95f": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_38e5f990c8c24c079d1b504a1504d95a",
            "placeholder": "​",
            "style": "IPY_MODEL_22f113b2ca644fa688f3e6653153993a",
            "value": "Downloading data: 100%"
          }
        },
        "0d8d3ae37d6f4203899aa4dcf6798627": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "0eaa3553d25f4701b3acee2a96d08687": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "125757b90f524c39b7d9f4a28d161e85": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "14f0f7b3c3a4488ebf22e1ec2de27e5b": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "1577c89f988641b880cc138726662edc": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_82ab141a9f134d879581e38f0799c109",
            "placeholder": "​",
            "style": "IPY_MODEL_ac77b782a2ad4e6b90725f75fa2ee6bb",
            "value": "Generating validation split: "
          }
        },
        "15940f65ea30491880137cb25cbc507e": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "15ea7dbc578247149f2112d563b52b37": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_b8ea430381d449959ab9fbee941bd551",
            "placeholder": "​",
            "style": "IPY_MODEL_d38ab0c652fa45a0affd8e956f4af802",
            "value": " 10440/0 [00:16&lt;00:00, 2469.85 examples/s]"
          }
        },
        "17383e390f6c472faa1ff98e6eed342a": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_8bd915155f294509a5374f72c2115555",
              "IPY_MODEL_192f9a81ab434617a62a07b4ad67b452",
              "IPY_MODEL_2182337318334f5082df8391736bc2d1"
            ],
            "layout": "IPY_MODEL_331cb2fe1d1d4343a8087b3af517583a"
          }
        },
        "1823b5ceb6894deab6b9991a093c1830": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_428cd3a531e94da5b28753e43e1034b7",
              "IPY_MODEL_4f7a00b6e56441e2a5ef89973a873409",
              "IPY_MODEL_197b871b6d584679930de8be3e9dce61"
            ],
            "layout": "IPY_MODEL_e7c8c551ca334c3a892edefc298ddb3c"
          }
        },
        "192f9a81ab434617a62a07b4ad67b452": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_8495c0e33d6c4dffa6fc2cdbff5f1566",
            "max": 2452387,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_da35a1dacaa34e3fa1cfdf67a7e45d9d",
            "value": 2452387
          }
        },
        "1966b02cc15040cca01f498cde57faeb": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_1b6f8a79ad0040d4a74f39a162f78367",
            "placeholder": "​",
            "style": "IPY_MODEL_d7f3db0bd19347348890e9081e061f8d",
            "value": "Downloading data: 100%"
          }
        },
        "197b871b6d584679930de8be3e9dce61": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_d55b14ad1bbb4598a088beb6cc443e8d",
            "placeholder": "​",
            "style": "IPY_MODEL_d06c408957414fc1857216933453abc9",
            "value": " 6.58M/6.58M [00:00&lt;00:00, 66.1MB/s]"
          }
        },
        "1a1b5eda891f46ef924a062866f3c0f3": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "1aa0cd526a8c43409b7ccc996d4c98a7": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_2bcb8d7fddbd4c4caeb7fd7d710c7744",
            "placeholder": "​",
            "style": "IPY_MODEL_6c69d555e0a8476481011fd07aba9d5c",
            "value": "Generating train split: "
          }
        },
        "1ad0a28e85a44023a605f7c04ee32ee3": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "1b6f8a79ad0040d4a74f39a162f78367": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "1cc4442ae33f47b095dfc93cad5d54e1": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "1cda3cdd2d4642e1b7c6ef837c293b6f": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_0d47065960054106951e394c2235c95f",
              "IPY_MODEL_a41034f3dd6c4b7fb9d8f63dfbe6c3de",
              "IPY_MODEL_c104b1ed885d4769b53899163d0c4bbd"
            ],
            "layout": "IPY_MODEL_a459de299b14449daa34290fd3e51702"
          }
        },
        "1d937709b9fb4ecf962f41001b9084d1": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_b701de5ea7064786bb2805a37d785700",
            "placeholder": "​",
            "style": "IPY_MODEL_db9e8491e0c74515aedf5e273b5a34ea",
            "value": "Downloading builder script: 100%"
          }
        },
        "1f4865e079694ff8b0137ffcce72cd34": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "2182337318334f5082df8391736bc2d1": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_9ecd4c34561c44858d4657bb2ca25a02",
            "placeholder": "​",
            "style": "IPY_MODEL_fbb2fdfd73174936913bb5cf82776478",
            "value": " 2.45M/2.45M [00:00&lt;00:00, 30.2MB/s]"
          }
        },
        "2249ced0fadd4f548306a268ce99d991": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "229016a1925c448882eb37fbb63c1460": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_2c1880d430c3428f86ba1660d19bd526",
            "max": 3589632,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_fd0cc1cae3d54b47814efaf16dbfba76",
            "value": 3589632
          }
        },
        "22f113b2ca644fa688f3e6653153993a": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "22f3cebffe864e908e198c7a786efca3": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "23334bf9a6f14e8197a3bfaf164aaa1a": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_34d002338f034920b4abe76205c7c773",
            "max": 5,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_4c6db1b7a0484d5989a32beb3590797b",
            "value": 5
          }
        },
        "2432f0d092df4494a034eb4e9fed30af": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_c48ed767addd470387a799b87c279fdc",
            "placeholder": "​",
            "style": "IPY_MODEL_91c32d0da6114364aa40e4b3e43c6141",
            "value": " 5/5 [00:00&lt;00:00, 204.91it/s]"
          }
        },
        "26c87b6ef7a9421ba922adf3946ce61b": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "2834bf56f67348d2a9cd4322abfb32b0": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_0eaa3553d25f4701b3acee2a96d08687",
            "max": 4831532,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_be0850a82e5f4843907bd719c255f142",
            "value": 4831532
          }
        },
        "28f9b49e5d324c9195ac20b54a762a5c": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "2ac120bbde6a4537a4dc297407c9d5ce": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_53c9904f32834f19baf64844fc90df19",
              "IPY_MODEL_abc841887a314c769f37c9d8232a97e0",
              "IPY_MODEL_b68b326d93bb4d13b49f9b71a80f836a"
            ],
            "layout": "IPY_MODEL_d6099b7855bb415295f87f33405d65e7"
          }
        },
        "2bb32d260d4a40b991e0f0ec7f079ae1": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_bb975138e38e44c2a27a5a6e55dd3cd3",
            "placeholder": "​",
            "style": "IPY_MODEL_8fa4c4998e0f456894f90c2ebc3c60c3",
            "value": " 5/5 [01:00&lt;00:00, 11.83s/it]"
          }
        },
        "2bcb8d7fddbd4c4caeb7fd7d710c7744": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "2c1880d430c3428f86ba1660d19bd526": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "2d030f80124048e7a9dc5f19dd8f21bc": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "2d964a3ecf95425bac8e0ee4a93f7096": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "2d97ec9b5d3940e893c78f413d76f758": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_e824bc2cedfc43e8b9810341dba547f0",
              "IPY_MODEL_9d735c7107674a24a6f7a451b51d90a7",
              "IPY_MODEL_0072de379af84a16bb030e4337cc4f30"
            ],
            "layout": "IPY_MODEL_b572c62fe47242658dddd617218c1f9f"
          }
        },
        "2f6b0794002549f781152934a233b0fc": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "30ed5e72e1d24326ad8160643176ac1a": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "32024ed2031341b48ecad7220877d991": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "330f4862b55d4d4ea6768bef2ccf20b7": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "331cb2fe1d1d4343a8087b3af517583a": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "33577c8fd32741c5abca9265b8fcf751": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_2249ced0fadd4f548306a268ce99d991",
            "max": 3649,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_bea4fbe92ca3494daeee4a629f4f0771",
            "value": 3649
          }
        },
        "3415fd1c264244d0993c1416790b16e5": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "34d002338f034920b4abe76205c7c773": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "36af4f197ebd4278b3c8accfc6aabfd7": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "374e2afe878146478dfdea6e118b76b8": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_473a295708bd4cdb81f6dcd44a97a164",
              "IPY_MODEL_23334bf9a6f14e8197a3bfaf164aaa1a",
              "IPY_MODEL_2432f0d092df4494a034eb4e9fed30af"
            ],
            "layout": "IPY_MODEL_6a66dfd848cc45e694f1a9f81a641c5f"
          }
        },
        "37f8acfbc0b0403491d38abf36275a1c": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "38e5f990c8c24c079d1b504a1504d95a": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "3a24afec89314599b2afe1e1a853d1a5": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "3ba938465fff4b11bde4d0a68ae40ed6": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_a6193965fbce44a6bd9bb0b3e3908926",
            "max": 13150,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_c7ddad8bedc040c396e0d50a1bfe6591",
            "value": 13150
          }
        },
        "3bc39137818b472583f84be147d90239": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "3c04e37d831b4b2ea6e6e2b155b25367": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_22f3cebffe864e908e198c7a786efca3",
            "placeholder": "​",
            "style": "IPY_MODEL_0a549f2e9535457cbabbeb1f417540c3",
            "value": "Downloading extra modules: 100%"
          }
        },
        "3dd193e5ce854103b8815bf35e4bec1b": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "3fdb379a02c0457c88c4a1c2d394f113": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_5ea88a6024ae45b7889458dce4f18363",
            "placeholder": "​",
            "style": "IPY_MODEL_444221a1e0ed40039dd66e3ef468993c",
            "value": "Downloading data: 100%"
          }
        },
        "40623f58adeb4e218f6780ffd097e795": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "428cd3a531e94da5b28753e43e1034b7": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_2d964a3ecf95425bac8e0ee4a93f7096",
            "placeholder": "​",
            "style": "IPY_MODEL_871b13c67ba7479785db6ae999c725d4",
            "value": "Downloading data: 100%"
          }
        },
        "444221a1e0ed40039dd66e3ef468993c": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "45c6ff1b162c4a95b9c5f09dd6726ae2": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_bf7a4c1586e846a785e805e76f50b67a",
            "placeholder": "​",
            "style": "IPY_MODEL_8f8f5ecd5b4948eea68a54c2849abd0f",
            "value": "Extracting data files: 100%"
          }
        },
        "473a295708bd4cdb81f6dcd44a97a164": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_849281890a3c4a9d974777cd769bafa8",
            "placeholder": "​",
            "style": "IPY_MODEL_d98873ceb20b489a91d31a9b1f6b7463",
            "value": "Extracting data files: 100%"
          }
        },
        "4803dc8ebe2e4e8c8401370ddf727baa": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_b02701f546ad43abb63dad7dd0787e31",
            "placeholder": "​",
            "style": "IPY_MODEL_7ddb78c4beca4657b03aaee67c23eca7",
            "value": " 10440/0 [00:18&lt;00:00, 1756.03 examples/s]"
          }
        },
        "48882696eded445b8687e6763d9da3a3": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "48b1d44da895412db2b1bb6f94d0226e": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "4a9b426a00d04586ab2bc78121eab1c9": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "4c5a7d45effc48799ac38ba54946159b": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "4c6db1b7a0484d5989a32beb3590797b": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "4c7363601a38402f97f19c1cd86cf662": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_aea0e95ab213408880dfc18db89afdd3",
            "placeholder": "​",
            "style": "IPY_MODEL_15940f65ea30491880137cb25cbc507e",
            "value": " 13.2k/13.2k [00:00&lt;00:00, 446kB/s]"
          }
        },
        "4cbd67839eed4902ad1e0c7fd48cff80": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "4cc353d5b3b7431888fa4072981adc59": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "4e23684efabb4aba9ab247259af23822": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "4f35ec8272664423be1c5e16f4ccad97": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "4f7a00b6e56441e2a5ef89973a873409": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_054e382f5d2b4143b43f8f9ed631e609",
            "max": 6581298,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_28f9b49e5d324c9195ac20b54a762a5c",
            "value": 6581298
          }
        },
        "5098623cb8ca4128b4286b7e2b76889a": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_eaf1ec26b10341648cdce00e7b874551",
            "placeholder": "​",
            "style": "IPY_MODEL_eb770d7730d941e6a44a9f6829b81a9b",
            "value": " 20673/0 [00:18&lt;00:00, 2008.73 examples/s]"
          }
        },
        "50f45d041458417199a69dc432415601": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "528bcb3c574346589045aa94eddba406": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "52f726216f98451e98424439c9f52e6a": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_98d7126943fb4fcda0df6c5f12d17362",
              "IPY_MODEL_2834bf56f67348d2a9cd4322abfb32b0",
              "IPY_MODEL_8ab668f449b44eb2a4a015a11d3b1527"
            ],
            "layout": "IPY_MODEL_c46859fb3460454580f954cb3e68f14a"
          }
        },
        "535d7cb94b9d4a82b35acfd5f388be9b": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_c5aa3db042e047ea97005b96a3e93e2f",
            "placeholder": "​",
            "style": "IPY_MODEL_c8a53579c0d04b969695863bfb989fbc",
            "value": " 2.40M/2.40M [00:00&lt;00:00, 44.5MB/s]"
          }
        },
        "53c9904f32834f19baf64844fc90df19": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_3a24afec89314599b2afe1e1a853d1a5",
            "placeholder": "​",
            "style": "IPY_MODEL_80d43d0d53254ba4aa221dcb0347cde3",
            "value": "Generating invalidated split: "
          }
        },
        "53d08f3aa48d4b488b538ba924dd725b": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "53d7cc6be3824726995853aefed85b61": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_96206c62a4ee418cbf9b0e993952937e",
              "IPY_MODEL_b28c6b0ceacf4d0a8da68b00a4e731da",
              "IPY_MODEL_5098623cb8ca4128b4286b7e2b76889a"
            ],
            "layout": "IPY_MODEL_efe9504fbbd348fa851fa9c2d5a78979"
          }
        },
        "54302c03dd334038ad22d39bfbb57e2e": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "566b4e6108f243249bb45d682ed05d2b": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_04e24496a0224d6e9ba6615c689412d2",
            "placeholder": "​",
            "style": "IPY_MODEL_88e678e9e9174342a26f562ee33be8f4",
            "value": " 12132/19232 [1:11:43&lt;21:34,  5.48ex/s]"
          }
        },
        "5e7e2edfd33a44ea8fb383d74fd455ca": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_82c2e4610dfa484daaea039dab8f3b06",
            "placeholder": "​",
            "style": "IPY_MODEL_fb96248bf3b24c95ab77fda0368297bf",
            "value": "Downloading data: 100%"
          }
        },
        "5e950c39f0d842109927ae60f470c7d5": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "5ea88a6024ae45b7889458dce4f18363": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "5fe95cbb9b61478cb2c55b2d0b5c8553": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_50f45d041458417199a69dc432415601",
            "placeholder": "​",
            "style": "IPY_MODEL_953af7d4a9c944c9b8e992747d0ebffa",
            "value": " 3.65k/3.65k [00:00&lt;00:00, 277kB/s]"
          }
        },
        "6092fb5c4e554f0b90aed3b060aee8b9": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "60f5d866971449a2a60bd7a5a944f0d5": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_94756fb8f44643a1b1a4796f39487522",
            "placeholder": "​",
            "style": "IPY_MODEL_678b7cfd45c24628a67f363aa583f576",
            "value": "#1:  67%"
          }
        },
        "62cf63d464544cb19357b70d21c634f5": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_dadd9691b50a44a2ba786fe1861aeb27",
            "max": 19232,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_cf50cb455bfe497f94d92c59591c7427",
            "value": 12814
          }
        },
        "641a1edf4eb74b75b9e07d4e8e88ddcd": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "64a3a20789134c0cae75bca5007edf2e": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "66e30f40413e4e68a060d4ad884414b4": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "678b7cfd45c24628a67f363aa583f576": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "69cbd201d13242fdb302c4afa089fe7c": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "6a66dfd848cc45e694f1a9f81a641c5f": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "6c69d555e0a8476481011fd07aba9d5c": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "6cb680ce60dc405e837d2a6319cf3acc": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "6d44af5c945e4e2db581d808bd75f746": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "20px"
          }
        },
        "6dfa9bbd42484fa7b6ca01bdb847f549": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "712c023f328b46ddae3767d8f266d9a3": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "721ef8b664904b22a3ce376e6fd81802": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "7388cbd437a94718b7b61ef58687b156": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_3c04e37d831b4b2ea6e6e2b155b25367",
              "IPY_MODEL_33577c8fd32741c5abca9265b8fcf751",
              "IPY_MODEL_5fe95cbb9b61478cb2c55b2d0b5c8553"
            ],
            "layout": "IPY_MODEL_1ad0a28e85a44023a605f7c04ee32ee3"
          }
        },
        "76ef8c7cf90b4a308b95a45cd6cd95ca": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "7724e23043ca44fba21b0243d616fec1": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_0393af614e0046919bc223544308a2d3",
            "placeholder": "​",
            "style": "IPY_MODEL_9daa5e14111d407f949b3cda4a4b4a10",
            "value": " 5/5 [00:27&lt;00:00,  5.19s/it]"
          }
        },
        "77d064b5cfa5484da973b0ae0e8e96f3": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_e64950454e1e4ff6a97d65644c259469",
            "max": 576471040,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_d1e5b3e9fd414c129b8b7bf9592f2256",
            "value": 576471040
          }
        },
        "7822126914a2430592daa47c3d27d8a8": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_37f8acfbc0b0403491d38abf36275a1c",
            "placeholder": "​",
            "style": "IPY_MODEL_2f6b0794002549f781152934a233b0fc",
            "value": " 576M/576M [00:08&lt;00:00, 75.5MB/s]"
          }
        },
        "7a2420cb49f34fffbc678939e8961ea6": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "7a3f2d63a57642e6b35f76c1d57a714d": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "7a7b08be36de4f86b264be32402cf8c2": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_8e6e2eaf128641809e0a13dbd55094d0",
            "max": 5,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_d9d3dcb8961149329eca956ae01c6565",
            "value": 5
          }
        },
        "7ab20839a04f47cbb3c936d656b20b42": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "info",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_6d44af5c945e4e2db581d808bd75f746",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_54302c03dd334038ad22d39bfbb57e2e",
            "value": 1
          }
        },
        "7b0065f0a9df449f89c4e7650d862633": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "7b78e51159574ae4870ebf2603918393": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_45c6ff1b162c4a95b9c5f09dd6726ae2",
              "IPY_MODEL_bb1580ed2ef74c12be581e1a635a560b",
              "IPY_MODEL_7724e23043ca44fba21b0243d616fec1"
            ],
            "layout": "IPY_MODEL_d69af58e161d4431b840029b1068f359"
          }
        },
        "7bfb223f2764472e97a24de16fd5e60a": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "7d34a4fe5a38455dabf62169ba874898": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "7ddb78c4beca4657b03aaee67c23eca7": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "7ee736d5474249838caa8234c2b82b2a": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "80d43d0d53254ba4aa221dcb0347cde3": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "80f30da80b4949138a36608f0a1bfab6": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_1d937709b9fb4ecf962f41001b9084d1",
              "IPY_MODEL_06965a5f38c3435887117579b5f954a5",
              "IPY_MODEL_b539833458ef433c963caf4e6a4c2ea4"
            ],
            "layout": "IPY_MODEL_ec91bbcbcf0945d38467527bef59fbad"
          }
        },
        "82ab141a9f134d879581e38f0799c109": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "82c2e4610dfa484daaea039dab8f3b06": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "83d97e56c8d74796abc70789aa278748": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "849281890a3c4a9d974777cd769bafa8": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "8495c0e33d6c4dffa6fc2cdbff5f1566": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "84bb75f3c7c046479c625154a7c78f1a": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_c7f90eec9cae46b39f6cd27a5ee37fca",
            "placeholder": "​",
            "style": "IPY_MODEL_40623f58adeb4e218f6780ffd097e795",
            "value": " 5/5 [00:08&lt;00:00,  1.83s/it]"
          }
        },
        "84e86dc7c13b4c60a23b262b5efdc8d6": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "info",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_ddc7c74da176460dab2388a3ea777507",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_ee4ded9e38b44f9891a19b64e6b17f47",
            "value": 1
          }
        },
        "85081590ae134ebb9b362507328a0d9d": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": "hidden",
            "width": null
          }
        },
        "871b13c67ba7479785db6ae999c725d4": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "88e678e9e9174342a26f562ee33be8f4": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "8ab668f449b44eb2a4a015a11d3b1527": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_e20de4956d4940c2b1ca08908288cf10",
            "placeholder": "​",
            "style": "IPY_MODEL_c458ce26e2f846eea6f194478e3c17b9",
            "value": " 4.83M/4.83M [00:00&lt;00:00, 37.6MB/s]"
          }
        },
        "8ae14e8f9ad449f593056a52528a18c3": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "8b27fcd8dacd419098508b3f26ade19e": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_a3acfec6ab4148e689797fcc820d989c",
              "IPY_MODEL_7a7b08be36de4f86b264be32402cf8c2",
              "IPY_MODEL_84bb75f3c7c046479c625154a7c78f1a"
            ],
            "layout": "IPY_MODEL_6dfa9bbd42484fa7b6ca01bdb847f549"
          }
        },
        "8bd915155f294509a5374f72c2115555": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_69cbd201d13242fdb302c4afa089fe7c",
            "placeholder": "​",
            "style": "IPY_MODEL_1cc4442ae33f47b095dfc93cad5d54e1",
            "value": "Downloading data: 100%"
          }
        },
        "8c77eff521124f29b527ae771bcc94b1": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "8df341873b99458c85e0b13331fb218b": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_b25f1ce082c7405fa0811ad9d93535b9",
            "max": 692234240,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_986b457b2ec246d5848bf6225be27773",
            "value": 692234240
          }
        },
        "8e6e2eaf128641809e0a13dbd55094d0": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "8ed567983f2f435790f7093d7ade20eb": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "8f8f5ecd5b4948eea68a54c2849abd0f": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "8fa35f5096764c2f9ffa5ff9b9cfaaa0": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_528bcb3c574346589045aa94eddba406",
            "max": 14681,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_641a1edf4eb74b75b9e07d4e8e88ddcd",
            "value": 14681
          }
        },
        "8fa4c4998e0f456894f90c2ebc3c60c3": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "90716abe0275473c9f5203485e7e71ff": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "91c32d0da6114364aa40e4b3e43c6141": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "91e677a352e94606a0c84590a78bdee9": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "93eafb6692b54d4cbe8ed654be7c790f": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "93fe8eab7ff54f858bad1307984bbe12": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_b80a7d8b9922420aa6234e3d60e882ce",
            "placeholder": "​",
            "style": "IPY_MODEL_3415fd1c264244d0993c1416790b16e5",
            "value": " 692M/692M [00:12&lt;00:00, 46.3MB/s]"
          }
        },
        "94756fb8f44643a1b1a4796f39487522": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "953af7d4a9c944c9b8e992747d0ebffa": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "95f8ea9bf9fd4599adb42067d44f4d4c": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_ffa4f5b8f7734d60a6d3e62f7f53a68a",
              "IPY_MODEL_8fa35f5096764c2f9ffa5ff9b9cfaaa0",
              "IPY_MODEL_f43339c2f56b4d969dba6c257f0428c1"
            ],
            "layout": "IPY_MODEL_fb60e2f6e26049a496546d7b72cae80a"
          }
        },
        "96206c62a4ee418cbf9b0e993952937e": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_7bfb223f2764472e97a24de16fd5e60a",
            "placeholder": "​",
            "style": "IPY_MODEL_0ba096d36a4c435fb35336b9c0149641",
            "value": "Generating other split: "
          }
        },
        "981bf4aaf0214e6a921d667bf61dd9a1": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_7b0065f0a9df449f89c4e7650d862633",
            "placeholder": "​",
            "style": "IPY_MODEL_d9314cfc43c54406a2e4cac81c2f64ed",
            "value": "Downloading data: 100%"
          }
        },
        "986b457b2ec246d5848bf6225be27773": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "98d7126943fb4fcda0df6c5f12d17362": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_e7929f8e61b3454aa0d59360e5ed2b43",
            "placeholder": "​",
            "style": "IPY_MODEL_4cc353d5b3b7431888fa4072981adc59",
            "value": "Downloading data: 100%"
          }
        },
        "98effed8e25247739c1708f7129c3b22": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "99814d79c9484da89e987bb447c9ac17": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "9b0fc2c82d4c4d70a9f62028ad33da8d": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "9b18b57683e44501ba4dbec5d7c3a6d4": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_d0b509cc915d4c078c25feceff65baa3",
            "placeholder": "​",
            "style": "IPY_MODEL_4e23684efabb4aba9ab247259af23822",
            "value": "#0:  63%"
          }
        },
        "9bb3097d1946495098964156cd9c9d46": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "9d04b0d385314914925674bfcb6f599b": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "9d400907588a48cdb90d84acefcc8fc3": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "9d735c7107674a24a6f7a451b51d90a7": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_014ee14444cb4d9abaa900c3dabfbdbe",
            "max": 65354,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_14f0f7b3c3a4488ebf22e1ec2de27e5b",
            "value": 65354
          }
        },
        "9daa5e14111d407f949b3cda4a4b4a10": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "9ecd4c34561c44858d4657bb2ca25a02": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "9fe8148aebad40bea567f8c2da8c449a": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_8ed567983f2f435790f7093d7ade20eb",
            "max": 408033280,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_9bb3097d1946495098964156cd9c9d46",
            "value": 408033280
          }
        },
        "a02027791578447d8f1c03a8a4308049": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": "hidden",
            "width": null
          }
        },
        "a23dff3d88a742a894e21750b728f6fc": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_05214448c681497dbae475dda10dd65d",
              "IPY_MODEL_aeb92360f12d48f88ede89733c0ec07a",
              "IPY_MODEL_2bb32d260d4a40b991e0f0ec7f079ae1"
            ],
            "layout": "IPY_MODEL_dd829015ac224321bc32953ddab4f0ac"
          }
        },
        "a2e9ce8abd024e55bf350eb55521d8e2": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_ad9b65f83a52410d81764f0523677a95",
            "max": 5,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_4cbd67839eed4902ad1e0c7fd48cff80",
            "value": 5
          }
        },
        "a3acfec6ab4148e689797fcc820d989c": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_76ef8c7cf90b4a308b95a45cd6cd95ca",
            "placeholder": "​",
            "style": "IPY_MODEL_dd32383f7a054e7abae1aaceeeac878d",
            "value": "Computing checksums: 100%"
          }
        },
        "a41034f3dd6c4b7fb9d8f63dfbe6c3de": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_cce2ce742623454b8855f3db691b7e0c",
            "max": 535756800,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_adf06e3692c34032beac49711cf909db",
            "value": 535756800
          }
        },
        "a459de299b14449daa34290fd3e51702": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "a6193965fbce44a6bd9bb0b3e3908926": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "a6bdc839b2a44c17bb044a00d64ade4a": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_981bf4aaf0214e6a921d667bf61dd9a1",
              "IPY_MODEL_b3073228389849cca8bced44b42d3a4e",
              "IPY_MODEL_b06fcf92a4854014a0049e859b22ea3c"
            ],
            "layout": "IPY_MODEL_0711f66ae5624e5c9a20dd1f9a201909"
          }
        },
        "a725f2ce4f824d779249ffc6c1d6225e": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "a78cf5f70ff34e71871024a4f070f37c": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_4c5a7d45effc48799ac38ba54946159b",
            "max": 2403392,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_5e950c39f0d842109927ae60f470c7d5",
            "value": 2403392
          }
        },
        "a9963976f269463daa432e61cf2cf44a": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "aa35bc0d178346b2bee939205a1a1ba9": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_1aa0cd526a8c43409b7ccc996d4c98a7",
              "IPY_MODEL_7ab20839a04f47cbb3c936d656b20b42",
              "IPY_MODEL_f94cae4658b94a1dbb6ab1be948cff6e"
            ],
            "layout": "IPY_MODEL_a02027791578447d8f1c03a8a4308049"
          }
        },
        "abc841887a314c769f37c9d8232a97e0": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "info",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_ba477c74614d4ee9a436b1f0833d2ed3",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_32024ed2031341b48ecad7220877d991",
            "value": 1
          }
        },
        "ac3313941da44ab1a6bfecd4d70eda54": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "ac77b782a2ad4e6b90725f75fa2ee6bb": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "ad9b65f83a52410d81764f0523677a95": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "adf06e3692c34032beac49711cf909db": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "ae8a429bf18a4a6dba86bfb631f06b16": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_b417ead59dba4e5a8e15ee008da1c9ff",
              "IPY_MODEL_e5d50f0fe6074b74a0f3f3bdd39b072c",
              "IPY_MODEL_15ea7dbc578247149f2112d563b52b37"
            ],
            "layout": "IPY_MODEL_bcec7d5fe725496fbc7a75443f5e3506"
          }
        },
        "aea0e95ab213408880dfc18db89afdd3": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "aeb92360f12d48f88ede89733c0ec07a": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_7ee736d5474249838caa8234c2b82b2a",
            "max": 5,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_6cb680ce60dc405e837d2a6319cf3acc",
            "value": 5
          }
        },
        "b02701f546ad43abb63dad7dd0787e31": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "b06fcf92a4854014a0049e859b22ea3c": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_9d04b0d385314914925674bfcb6f599b",
            "placeholder": "​",
            "style": "IPY_MODEL_c246073f2ad043579cbfdf2d7ae38271",
            "value": " 321M/321M [00:07&lt;00:00, 53.0MB/s]"
          }
        },
        "b25f1ce082c7405fa0811ad9d93535b9": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "b28c6b0ceacf4d0a8da68b00a4e731da": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "info",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_bb2eb373a9034cbc87d8987cbf5332ee",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_99814d79c9484da89e987bb447c9ac17",
            "value": 1
          }
        },
        "b3073228389849cca8bced44b42d3a4e": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_eabb8903919e484886246d8003d6d453",
            "max": 321351680,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_6092fb5c4e554f0b90aed3b060aee8b9",
            "value": 321351680
          }
        },
        "b417ead59dba4e5a8e15ee008da1c9ff": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_fac2b617c9654a02b4372756c3efb07d",
            "placeholder": "​",
            "style": "IPY_MODEL_4a9b426a00d04586ab2bc78121eab1c9",
            "value": "Generating test split: "
          }
        },
        "b539833458ef433c963caf4e6a4c2ea4": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_36af4f197ebd4278b3c8accfc6aabfd7",
            "placeholder": "​",
            "style": "IPY_MODEL_0cddc27fece84f37bb608ce1dcfa9fc1",
            "value": " 8.18k/8.18k [00:00&lt;00:00, 428kB/s]"
          }
        },
        "b572c62fe47242658dddd617218c1f9f": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "b5b928cdc2de4cd69a5a68f0ef41d2b9": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_60f5d866971449a2a60bd7a5a944f0d5",
              "IPY_MODEL_62cf63d464544cb19357b70d21c634f5",
              "IPY_MODEL_d0bd0bebc5234ccb9dc1cd901fcdd1f8"
            ],
            "layout": "IPY_MODEL_7a2420cb49f34fffbc678939e8961ea6"
          }
        },
        "b5e4be59b7124ff9b3cc72ac3b73dff3": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "b68b326d93bb4d13b49f9b71a80f836a": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_c5f2ee19714d464691dc015a3221e00f",
            "placeholder": "​",
            "style": "IPY_MODEL_125757b90f524c39b7d9f4a28d161e85",
            "value": " 14071/0 [00:09&lt;00:00, 2562.77 examples/s]"
          }
        },
        "b701de5ea7064786bb2805a37d785700": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "b72fe2bac0c545038a69b7b8d97fdf62": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_0803a705b8014ceea3626a87cbe480b8",
            "placeholder": "​",
            "style": "IPY_MODEL_48882696eded445b8687e6763d9da3a3",
            "value": "Downloading data: 100%"
          }
        },
        "b80a7d8b9922420aa6234e3d60e882ce": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "b8ea430381d449959ab9fbee941bd551": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "ba477c74614d4ee9a436b1f0833d2ed3": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "20px"
          }
        },
        "bb1580ed2ef74c12be581e1a635a560b": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_7d34a4fe5a38455dabf62169ba874898",
            "max": 5,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_712c023f328b46ddae3767d8f266d9a3",
            "value": 5
          }
        },
        "bb2eb373a9034cbc87d8987cbf5332ee": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "20px"
          }
        },
        "bb975138e38e44c2a27a5a6e55dd3cd3": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "bcec7d5fe725496fbc7a75443f5e3506": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": "hidden",
            "width": null
          }
        },
        "be0850a82e5f4843907bd719c255f142": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "bea4fbe92ca3494daeee4a629f4f0771": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "bf0c2c79980145b6babb6822168a61cb": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "bf7a4c1586e846a785e805e76f50b67a": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "c104b1ed885d4769b53899163d0c4bbd": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_330f4862b55d4d4ea6768bef2ccf20b7",
            "placeholder": "​",
            "style": "IPY_MODEL_721ef8b664904b22a3ce376e6fd81802",
            "value": " 536M/536M [00:14&lt;00:00, 37.4MB/s]"
          }
        },
        "c1e2b46840cb4011ba87329702d84a68": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_a9963976f269463daa432e61cf2cf44a",
            "placeholder": "​",
            "style": "IPY_MODEL_1a1b5eda891f46ef924a062866f3c0f3",
            "value": "Downloading data: 100%"
          }
        },
        "c246073f2ad043579cbfdf2d7ae38271": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "c33c1ccd558f4e9497ea4019243d6ba6": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "c458ce26e2f846eea6f194478e3c17b9": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "c46859fb3460454580f954cb3e68f14a": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "c48ed767addd470387a799b87c279fdc": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "c53f95212f7242868e1b2092d5852329": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "c570dc01074340a89caf39122c4999d3": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_5e7e2edfd33a44ea8fb383d74fd455ca",
              "IPY_MODEL_77d064b5cfa5484da973b0ae0e8e96f3",
              "IPY_MODEL_7822126914a2430592daa47c3d27d8a8"
            ],
            "layout": "IPY_MODEL_7a3f2d63a57642e6b35f76c1d57a714d"
          }
        },
        "c5aa3db042e047ea97005b96a3e93e2f": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "c5f2ee19714d464691dc015a3221e00f": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "c60b4eb7a7b74415b308060666b4b5c1": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_3fdb379a02c0457c88c4a1c2d394f113",
              "IPY_MODEL_3ba938465fff4b11bde4d0a68ae40ed6",
              "IPY_MODEL_4c7363601a38402f97f19c1cd86cf662"
            ],
            "layout": "IPY_MODEL_9d400907588a48cdb90d84acefcc8fc3"
          }
        },
        "c7ddad8bedc040c396e0d50a1bfe6591": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "c7f90eec9cae46b39f6cd27a5ee37fca": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "c8a53579c0d04b969695863bfb989fbc": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "c97d0b8e8442426cb3ab7e9af1f3ccd4": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "cce2ce742623454b8855f3db691b7e0c": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "cdd0eaac031f4b4891e6984e658a11ba": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_1f4865e079694ff8b0137ffcce72cd34",
            "placeholder": "​",
            "style": "IPY_MODEL_26c87b6ef7a9421ba922adf3946ce61b",
            "value": " 3.59M/3.59M [00:00&lt;00:00, 34.7MB/s]"
          }
        },
        "cdd3763ad79443009731fc938cf61e85": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "ce38f7cedf16406892ca35e0fb619222": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_f21b0404c4c94a0d997afd43904023a6",
              "IPY_MODEL_9fe8148aebad40bea567f8c2da8c449a",
              "IPY_MODEL_d28520e26fdb43b28f3067b514673eb7"
            ],
            "layout": "IPY_MODEL_48b1d44da895412db2b1bb6f94d0226e"
          }
        },
        "ce96a5163793408ba7b1b8cbd2dace6a": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_b72fe2bac0c545038a69b7b8d97fdf62",
              "IPY_MODEL_229016a1925c448882eb37fbb63c1460",
              "IPY_MODEL_cdd0eaac031f4b4891e6984e658a11ba"
            ],
            "layout": "IPY_MODEL_3dd193e5ce854103b8815bf35e4bec1b"
          }
        },
        "cf3aed5d8e86426f9a9babc075724f0c": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_cdd3763ad79443009731fc938cf61e85",
            "placeholder": "​",
            "style": "IPY_MODEL_8c77eff521124f29b527ae771bcc94b1",
            "value": "Downloading data files: 100%"
          }
        },
        "cf50cb455bfe497f94d92c59591c7427": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "d06c408957414fc1857216933453abc9": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "d0b509cc915d4c078c25feceff65baa3": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "d0bd0bebc5234ccb9dc1cd901fcdd1f8": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_53d08f3aa48d4b488b538ba924dd725b",
            "placeholder": "​",
            "style": "IPY_MODEL_91e677a352e94606a0c84590a78bdee9",
            "value": " 12814/19232 [1:11:43&lt;18:58,  5.64ex/s]"
          }
        },
        "d1e5b3e9fd414c129b8b7bf9592f2256": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "d28520e26fdb43b28f3067b514673eb7": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_d82c50ba920d42239bc31b5cd52d3348",
            "placeholder": "​",
            "style": "IPY_MODEL_8ae14e8f9ad449f593056a52528a18c3",
            "value": " 408M/408M [00:12&lt;00:00, 57.7MB/s]"
          }
        },
        "d2d5f27529214142bc8809f99e44098d": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_4f35ec8272664423be1c5e16f4ccad97",
            "placeholder": "​",
            "style": "IPY_MODEL_0341eec117074dfd8bd934c9d977819b",
            "value": " 5/5 [00:05&lt;00:00,  1.06s/it]"
          }
        },
        "d38ab0c652fa45a0affd8e956f4af802": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "d55b14ad1bbb4598a088beb6cc443e8d": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "d6099b7855bb415295f87f33405d65e7": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": "hidden",
            "width": null
          }
        },
        "d69af58e161d4431b840029b1068f359": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "d78b9a1329c44af4bc7aa15a40b6f756": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "d7f3db0bd19347348890e9081e061f8d": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "d82c50ba920d42239bc31b5cd52d3348": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "d9314cfc43c54406a2e4cac81c2f64ed": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "d98873ceb20b489a91d31a9b1f6b7463": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "d9d3dcb8961149329eca956ae01c6565": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "da35a1dacaa34e3fa1cfdf67a7e45d9d": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "dadd9691b50a44a2ba786fe1861aeb27": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "db9e8491e0c74515aedf5e273b5a34ea": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "dc0c21a2064b4b29b176f9827d756e0f": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_cf3aed5d8e86426f9a9babc075724f0c",
              "IPY_MODEL_a2e9ce8abd024e55bf350eb55521d8e2",
              "IPY_MODEL_d2d5f27529214142bc8809f99e44098d"
            ],
            "layout": "IPY_MODEL_0d8d3ae37d6f4203899aa4dcf6798627"
          }
        },
        "dd32383f7a054e7abae1aaceeeac878d": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "dd4d345dfa404097ba92a666116a3ec9": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "dd829015ac224321bc32953ddab4f0ac": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "ddc7c74da176460dab2388a3ea777507": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "20px"
          }
        },
        "e0c2a49ea528427eb648c730e1fc4c21": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "e20de4956d4940c2b1ca08908288cf10": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e5d50f0fe6074b74a0f3f3bdd39b072c": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "info",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_0622c2916ba34efb92ceca8ab2beeed1",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_e0c2a49ea528427eb648c730e1fc4c21",
            "value": 1
          }
        },
        "e64950454e1e4ff6a97d65644c259469": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e7929f8e61b3454aa0d59360e5ed2b43": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e7c8c551ca334c3a892edefc298ddb3c": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e820b2dbec9d4e59820cc18f44efa89f": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_c1e2b46840cb4011ba87329702d84a68",
              "IPY_MODEL_8df341873b99458c85e0b13331fb218b",
              "IPY_MODEL_93fe8eab7ff54f858bad1307984bbe12"
            ],
            "layout": "IPY_MODEL_83d97e56c8d74796abc70789aa278748"
          }
        },
        "e824bc2cedfc43e8b9810341dba547f0": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_98effed8e25247739c1708f7129c3b22",
            "placeholder": "​",
            "style": "IPY_MODEL_93eafb6692b54d4cbe8ed654be7c790f",
            "value": "Downloading extra modules: 100%"
          }
        },
        "eabb8903919e484886246d8003d6d453": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "eaf1ec26b10341648cdce00e7b874551": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "eb770d7730d941e6a44a9f6829b81a9b": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "ec91bbcbcf0945d38467527bef59fbad": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "ee4ded9e38b44f9891a19b64e6b17f47": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "efe9504fbbd348fa851fa9c2d5a78979": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": "hidden",
            "width": null
          }
        },
        "f21b0404c4c94a0d997afd43904023a6": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_c33c1ccd558f4e9497ea4019243d6ba6",
            "placeholder": "​",
            "style": "IPY_MODEL_3bc39137818b472583f84be147d90239",
            "value": "Downloading data: 100%"
          }
        },
        "f43339c2f56b4d969dba6c257f0428c1": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_30ed5e72e1d24326ad8160643176ac1a",
            "placeholder": "​",
            "style": "IPY_MODEL_90716abe0275473c9f5203485e7e71ff",
            "value": " 14.7k/14.7k [00:00&lt;00:00, 864kB/s]"
          }
        },
        "f452a1638de640c494628485f53fc196": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_1577c89f988641b880cc138726662edc",
              "IPY_MODEL_84e86dc7c13b4c60a23b262b5efdc8d6",
              "IPY_MODEL_4803dc8ebe2e4e8c8401370ddf727baa"
            ],
            "layout": "IPY_MODEL_85081590ae134ebb9b362507328a0d9d"
          }
        },
        "f62e3425bb804dca9dbe269518067892": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_1966b02cc15040cca01f498cde57faeb",
              "IPY_MODEL_a78cf5f70ff34e71871024a4f070f37c",
              "IPY_MODEL_535d7cb94b9d4a82b35acfd5f388be9b"
            ],
            "layout": "IPY_MODEL_d78b9a1329c44af4bc7aa15a40b6f756"
          }
        },
        "f94cae4658b94a1dbb6ab1be948cff6e": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_a725f2ce4f824d779249ffc6c1d6225e",
            "placeholder": "​",
            "style": "IPY_MODEL_2d030f80124048e7a9dc5f19dd8f21bc",
            "value": " 28024/0 [00:23&lt;00:00, 2901.17 examples/s]"
          }
        },
        "fa361bd327e544edbf93f35ee2d3442d": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "fac2b617c9654a02b4372756c3efb07d": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "fb60e2f6e26049a496546d7b72cae80a": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "fb96248bf3b24c95ab77fda0368297bf": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "fbb2fdfd73174936913bb5cf82776478": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "fd0cc1cae3d54b47814efaf16dbfba76": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "ffa4f5b8f7734d60a6d3e62f7f53a68a": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_64a3a20789134c0cae75bca5007edf2e",
            "placeholder": "​",
            "style": "IPY_MODEL_fa361bd327e544edbf93f35ee2d3442d",
            "value": "Downloading readme: 100%"
          }
        }
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 5
}